From f84159227fed041a423b08c5cb1d3ba6534c726e Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Wed, 5 Jun 2024 10:05:30 +0000 Subject: [PATCH 01/41] Feature(MInference): build the basic MInference framework --- .github/ISSUE_TEMPLATE/bug_report.yml | 47 + .github/ISSUE_TEMPLATE/config.yml | 1 + .github/ISSUE_TEMPLATE/feature_request.yml | 26 + .github/ISSUE_TEMPLATE/general_issue.yml | 12 + .github/PULL_REQUEST_TEMPLATE.md | 41 + .github/workflows/release.yml | 46 + .github/workflows/unittest.yml | 46 + .gitignore | 16 + .pre-commit-config.yaml | 36 + Makefile | 16 + README.md | 27 +- SUPPORT.md | 22 +- experiments/infinite_bench/args.py | 40 + experiments/infinite_bench/compute_scores.py | 451 +++++++ experiments/infinite_bench/eval_utils.py | 536 ++++++++ .../infinite_bench/run_infinitebench.py | 240 ++++ minference/__init__.py | 18 + .../kernels/block_sparse_flash_attention.py | 449 +++++++ minference/kernels/inf_llm.py | 1052 ++++++++++++++++ minference/kernels/minference_forward.py | 832 +++++++++++++ .../kernels/pit_sparse_flash_attention.py | 742 ++++++++++++ .../kernels/pit_sparse_flash_attention_v2.py | 720 +++++++++++ minference/kernels/snap_kv.py | 326 +++++ minference/kernels/streaming_kernel.py | 763 ++++++++++++ minference/minference_configuration.py | 26 + minference/models_patch.py | 75 ++ minference/patch.py | 1077 +++++++++++++++++ minference/version.py | 14 + pyproject.toml | 11 + setup.cfg | 28 + setup.py | 70 ++ 31 files changed, 7781 insertions(+), 25 deletions(-) create mode 100644 .github/ISSUE_TEMPLATE/bug_report.yml create mode 100644 .github/ISSUE_TEMPLATE/config.yml create mode 100644 .github/ISSUE_TEMPLATE/feature_request.yml create mode 100644 .github/ISSUE_TEMPLATE/general_issue.yml create mode 100644 .github/PULL_REQUEST_TEMPLATE.md create mode 100644 .github/workflows/release.yml create mode 100644 .github/workflows/unittest.yml create mode 100644 .pre-commit-config.yaml create mode 100644 Makefile create mode 100644 experiments/infinite_bench/args.py create mode 100644 experiments/infinite_bench/compute_scores.py create mode 100644 experiments/infinite_bench/eval_utils.py create mode 100644 experiments/infinite_bench/run_infinitebench.py create mode 100644 minference/__init__.py create mode 100644 minference/kernels/block_sparse_flash_attention.py create mode 100644 minference/kernels/inf_llm.py create mode 100644 minference/kernels/minference_forward.py create mode 100644 minference/kernels/pit_sparse_flash_attention.py create mode 100644 minference/kernels/pit_sparse_flash_attention_v2.py create mode 100644 minference/kernels/snap_kv.py create mode 100644 minference/kernels/streaming_kernel.py create mode 100644 minference/minference_configuration.py create mode 100644 minference/models_patch.py create mode 100644 minference/patch.py create mode 100644 minference/version.py create mode 100644 pyproject.toml create mode 100644 setup.cfg create mode 100644 setup.py diff --git a/.github/ISSUE_TEMPLATE/bug_report.yml b/.github/ISSUE_TEMPLATE/bug_report.yml new file mode 100644 index 0000000..1fa152a --- /dev/null +++ b/.github/ISSUE_TEMPLATE/bug_report.yml @@ -0,0 +1,47 @@ +name: "\U0001F41B Bug Report" +description: Submit a bug report to help us improve MInference +title: "[Bug]: " +labels: ["bug"] + +body: + - type: textarea + id: description + attributes: + label: Describe the bug + description: A clear and concise description of what the bug is. + placeholder: What went wrong? + - type: textarea + id: reproduce + attributes: + label: Steps to reproduce + description: | + Steps to reproduce the behavior: + + 1. Step 1 + 2. Step 2 + 3. ... + 4. See error + placeholder: How can we replicate the issue? + - type: textarea + id: expected_behavior + attributes: + label: Expected Behavior + description: A clear and concise description of what you expected to happen. + placeholder: What should have happened? + - type: textarea + id: logs + attributes: + label: Logs + description: If applicable, add logs or screenshots to help explain your problem. + placeholder: Add logs here + - type: textarea + id: additional_information + attributes: + label: Additional Information + description: | + - MInference Version: + - Operating System: + - Python Version: + - Related Issues: + - Any other relevant information. + placeholder: Any additional details diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml new file mode 100644 index 0000000..0086358 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/config.yml @@ -0,0 +1 @@ +blank_issues_enabled: true diff --git a/.github/ISSUE_TEMPLATE/feature_request.yml b/.github/ISSUE_TEMPLATE/feature_request.yml new file mode 100644 index 0000000..c1cd10a --- /dev/null +++ b/.github/ISSUE_TEMPLATE/feature_request.yml @@ -0,0 +1,26 @@ +name: "\U0001F680 Feature request" +description: Submit a proposal/request for a new MInference feature +labels: ["feature request"] +title: "[Feature Request]: " + +body: + - type: textarea + id: problem_description + attributes: + label: Is your feature request related to a problem? Please describe. + description: A clear and concise description of what the problem is. Ex. I'm always frustrated when [...] + placeholder: What problem are you trying to solve? + + - type: textarea + id: solution_description + attributes: + label: Describe the solution you'd like + description: A clear and concise description of what you want to happen. + placeholder: How do you envision the solution? + + - type: textarea + id: additional_context + attributes: + label: Additional context + description: Add any other context or screenshots about the feature request here. + placeholder: Any additional information diff --git a/.github/ISSUE_TEMPLATE/general_issue.yml b/.github/ISSUE_TEMPLATE/general_issue.yml new file mode 100644 index 0000000..f480312 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/general_issue.yml @@ -0,0 +1,12 @@ +name: "\U0001F31F General Question" +description: File a general question +title: "[Question]: " +labels: ["question"] + +body: + - type: textarea + id: description + attributes: + label: Describe the issue + description: A clear and concise description of what the question is. + placeholder: The detail of question. diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md new file mode 100644 index 0000000..7ad1f4f --- /dev/null +++ b/.github/PULL_REQUEST_TEMPLATE.md @@ -0,0 +1,41 @@ +# What does this PR do? + + + + + +Fixes # (issue) + + +## Before submitting +- [ ] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). +- [ ] Was this discussed/approved via a Github issue? Please add a link + to it if that's the case. +- [ ] Did you make sure to update the documentation with your changes? +- [ ] Did you write any new necessary tests? + + +## Who can review? + +Anyone in the community is free to review the PR once the tests have passed. Feel free to tag +members/contributors who may be interested in your PR. + + diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml new file mode 100644 index 0000000..39e20c9 --- /dev/null +++ b/.github/workflows/release.yml @@ -0,0 +1,46 @@ + # This workflows will build and upload a Python Package using Twine when a release is published +# Conda-forge bot will pick up new PyPI version and automatically create new version +# For more information see: https://help.github.com/en/actions/language-and-framework-guides/using-python-with-github-actions#publishing-to-package-registries + +name: release +run-name: Release MInference by @${{ github.actor }} + +on: + release: + types: [published] +permissions: {} + +jobs: + deploy: + strategy: + matrix: + os: ['ubuntu-latest'] + python-version: ["3.10"] + runs-on: ${{ matrix.os }} + environment: + name: pypi + url: https://pypi.org/project/minference/ + permissions: + id-token: write + steps: + - name: Checkout + uses: actions/checkout@v3 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v5 + with: + python-version: ${{ matrix.python-version }} + + - name: Install from source + # This is required for the pre-commit tests + shell: pwsh + run: pip install . + + - name: Build + shell: pwsh + run: | + pip install twine wheel + python setup.py sdist bdist_wheel + - name: Publish package distributions to PyPI + uses: pypa/gh-action-pypi-publish@release/v1 + with: + print-hash: true diff --git a/.github/workflows/unittest.yml b/.github/workflows/unittest.yml new file mode 100644 index 0000000..7c1197b --- /dev/null +++ b/.github/workflows/unittest.yml @@ -0,0 +1,46 @@ +name: Unit Test + +# see: https://help.github.com/en/actions/reference/events-that-trigger-workflows +on: # Trigger the workflow on pull request or merge + pull_request: + merge_group: + types: [checks_requested] + +defaults: + run: + shell: bash +permissions: {} + +jobs: + UnitTest: + runs-on: ${{ matrix.os }} + strategy: + fail-fast: false + matrix: + os: [ubuntu-latest, macos-latest, windows-2019] + python-version: ["3.9", "3.10", "3.11"] + exclude: + - os: macos-latest + python-version: '3.9' + steps: + - uses: actions/checkout@v4 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v5 + with: + python-version: ${{ matrix.python-version }} + + - name: Install packages and dependencies for all tests + run: | + python -m pip install --upgrade pip wheel + pip install pytest pytest-xdist + + - name: Install packages + run: | + pip install -e . + + - name: Run core tests + shell: bash + env: + HF_TOKEN: ${{ secrets.HF_TOKEN}} + run: | + make test diff --git a/.gitignore b/.gitignore index 8a30d25..8d8cf89 100644 --- a/.gitignore +++ b/.gitignore @@ -396,3 +396,19 @@ FodyWeavers.xsd # JetBrains Rider *.sln.iml + +# Experiments +data +results +*.json +*.jsonl +.vscode/ +*.txt +*.pt +*.pkl +!minference/configs/* + +__pycache__ +build/ +*.egg-info/ +*.so \ No newline at end of file diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 0000000..d3092c4 --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,36 @@ +default_language_version: + python: python3 +exclude: 'dotnet' +ci: + autofix_prs: true + autoupdate_commit_msg: '[pre-commit.ci] pre-commit suggestions' + autoupdate_schedule: 'quarterly' + +repos: + - repo: https://github.com/pre-commit/pre-commit-hooks + rev: v4.4.0 + hooks: + - id: check-added-large-files + - id: check-ast + - id: check-yaml + - id: check-toml + - id: check-json + - id: check-byte-order-marker + exclude: .gitignore + - id: check-merge-conflict + - id: detect-private-key + - id: trailing-whitespace + - id: end-of-file-fixer + - id: no-commit-to-branch + - repo: https://github.com/pycqa/isort + rev: 5.13.2 + hooks: + - id: isort + - repo: https://github.com/psf/black + rev: 23.3.0 + hooks: + - id: black + - repo: https://github.com/nbQA-dev/nbQA + rev: 1.7.1 + hooks: + - id: nbqa-black diff --git a/Makefile b/Makefile new file mode 100644 index 0000000..deabd5d --- /dev/null +++ b/Makefile @@ -0,0 +1,16 @@ +.PHONY: install style test + +PYTHON := python +CHECK_DIRS := minference tests + +install: + @${PYTHON} setup.py bdist_wheel + @${PYTHON} -m pip install dist/sdtools* + +style: + black $(CHECK_DIRS) + isort -rc $(CHECK_DIRS) + flake8 $(CHECK_DIRS) + +test: + @${PYTHON} -m pytest -n auto --dist=loadfile -s -v ./tests/ diff --git a/README.md b/README.md index 5cd7cec..b048392 100644 --- a/README.md +++ b/README.md @@ -1,14 +1,25 @@ -# Project +
+
+ MInference +
+
+

MInference: Million-Tokens Prompt Inference for LLMs

+
+
-> This repo has been populated by an initial template to help get you started. Please -> make sure to update the content to build a great experience for community-building. +

+ | Project Page | + Paper | + Demo | +

-As the maintainer of this project, please make a few updates: +## TL;DR + +MInference 1.0 leverages the dynamic sparse nature of LLMs' attention, which exhibits some static patterns, to speed up the pre-filling for long-context LLMs. It first determines offline which sparse pattern each head belongs to, then approximates the sparse index online and dynamically computes attention with the optimal custom kernels. This approach achieves up to a 10x speedup for pre-filling on an A100 while maintaining accuracy. + +- [MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention](https://arxiv.org/abs/2406.) (Under Review)
+ _Huiqiang Jiang†, Yucheng Li†, Chengruidong Zhang†, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang and Lili Qiu_ -- Improving this README.MD file to provide a great experience -- Updating SUPPORT.MD with content about this project's support experience -- Understanding the security reporting process in SECURITY.MD -- Remove this section from the README ## Contributing diff --git a/SUPPORT.md b/SUPPORT.md index 291d4d4..effba63 100644 --- a/SUPPORT.md +++ b/SUPPORT.md @@ -1,25 +1,13 @@ -# TODO: The maintainer of this repo has not yet edited this file - -**REPO OWNER**: Do you want Customer Service & Support (CSS) support for this product/project? - -- **No CSS support:** Fill out this template with information about how to file issues and get help. -- **Yes CSS support:** Fill out an intake form at [aka.ms/onboardsupport](https://aka.ms/onboardsupport). CSS will work with/help you to determine next steps. -- **Not sure?** Fill out an intake as though the answer were "Yes". CSS will help you decide. - -*Then remove this first heading from this SUPPORT.MD file before publishing your repo.* - # Support -## How to file issues and get help +## How to file issues and get help -This project uses GitHub Issues to track bugs and feature requests. Please search the existing -issues before filing new issues to avoid duplicates. For new issues, file your bug or +This project uses GitHub Issues to track bugs and feature requests. Please search the existing +issues before filing new issues to avoid duplicates. For new issues, file your bug or feature request as a new Issue. -For help and questions about using this project, please **REPO MAINTAINER: INSERT INSTRUCTIONS HERE -FOR HOW TO ENGAGE REPO OWNERS OR COMMUNITY FOR HELP. COULD BE A STACK OVERFLOW TAG OR OTHER -CHANNEL. WHERE WILL YOU HELP PEOPLE?**. +For help and questions about using this project, please refer the [document](./DOCUMENT.md). -## Microsoft Support Policy +## Microsoft Support Policy Support for this **PROJECT or PRODUCT** is limited to the resources listed above. diff --git a/experiments/infinite_bench/args.py b/experiments/infinite_bench/args.py new file mode 100644 index 0000000..01dfee5 --- /dev/null +++ b/experiments/infinite_bench/args.py @@ -0,0 +1,40 @@ +from argparse import ArgumentParser, Namespace +from eval_utils import DATA_NAME_TO_MAX_NEW_TOKENS + + +def parse_args() -> Namespace: + p = ArgumentParser() + p.add_argument( + "--task", + type=str, + # choices=list(DATA_NAME_TO_MAX_NEW_TOKENS.keys()) + ["all"], + required=True, + help="Which task to use. Note that \"all\" can only be used in `compute_scores.py`.", # noqa + ) + p.add_argument( + '--data_dir', + type=str, + default='../data', + help="The directory of data." + ) + p.add_argument("--output_dir", type=str, default="../results", help="Where to dump the prediction results.") # noqa + p.add_argument( + "--model_name_or_path", + type=str, + default="facebook/opt-350m", + help="For `compute_scores.py` only, specify which model you want to compute the score for.", # noqa + ) + p.add_argument("--num_eval_examples", type=int, default=-1, help="The number of test examples to use, use all examples in default.") # noqa + p.add_argument("--start_idx", type=int, default=0, help="The index of the first example to infer on. This is used if you want to evaluate on a (contiguous) subset of the data.") # noqa + p.add_argument("--stop_idx", type=int, help="The index of the last example to infer on. This is used if you want to evaluate on a (contiguous) subset of the data. Defaults to the length of dataset.") # noqa + p.add_argument("--verbose", action='store_true') + p.add_argument("--use_sparq", action='store_true') + p.add_argument("--device", type=str, default="cuda") + p.add_argument("--max_seq_length", type=int, default=100000) + p.add_argument("--rewrite", action='store_true') + p.add_argument("--topk", type=int, default=-1) + p.add_argument("--starting_layer", type=int, default=-1) + p.add_argument("--topk_dims_file_path", type=str, default="LWM-Text-Chat-1M_topk_dim_w200.json") + p.add_argument("--attn_type", type=str, choices=["vllm", "hf", "streaming", "inf_llm", 'snap_kv', 'flash_attn', 'minference', 'dilated1', 'dilated2', 'minference_with_snapkv', 'minference_wo_cache'], default="hf") + p.add_argument("--is_search", action='store_true') + return p.parse_args() diff --git a/experiments/infinite_bench/compute_scores.py b/experiments/infinite_bench/compute_scores.py new file mode 100644 index 0000000..8562c00 --- /dev/null +++ b/experiments/infinite_bench/compute_scores.py @@ -0,0 +1,451 @@ +from __future__ import annotations +from pathlib import Path +import json +import re +import string +from collections import Counter + +from tqdm import tqdm +import evaluate + +from args import parse_args +import os + +ROUGE_SCORER = evaluate.load("rouge") + + +def normalize_answer(s: str) -> str: + """Lower text and remove punctuation, articles and extra whitespace.""" + + def remove_articles(text): + return re.sub(r"\b(a|an|the)\b", " ", text) + + def white_space_fix(text): + return " ".join(text.split()) + + def remove_punc(text): + exclude = set(string.punctuation) + return "".join(ch for ch in text if ch not in exclude) + + def lower(text): + return text.lower() + + return white_space_fix(remove_articles(remove_punc(lower(s)))) + + +def normalize_zh_answer(s: str) -> str: + """Chinese version. Lower text and remove punctuation, extra whitespace.""" + + def white_space_fix(text): + return "".join(text.split()) + + def remove_punc(text): + cn_punctuation = "！？｡。＂＃＄％＆＇（）＊＋，－／：；＜＝＞＠［＼］＾＿｀｛｜｝～｟｠｢｣､、〃》「」『』【】〔〕〖〗〘〙〚〛〜〝〞〟〰〾〿–—‘’‛“”„‟…‧﹏." # noqa + all_punctuation = set(string.punctuation + cn_punctuation) + return "".join(ch for ch in text if ch not in all_punctuation) + + def lower(text): + return text.lower() + + return white_space_fix(remove_punc(lower(s))) + + +def f1_score(prediction, ground_truth) -> tuple[float, float, float]: + common = Counter(prediction) & Counter(ground_truth) + num_same = sum(common.values()) + if num_same == 0: + return 0, 0, 0 + precision = 1.0 * num_same / len(prediction) + recall = 1.0 * num_same / len(ground_truth) + f1 = (2 * precision * recall) / (precision + recall) + return f1, precision, recall + + +def qa_f1_score(pred: str, ground_truths) -> float: + """Computes the F1, recall, and precision.""" + f1 = 0 + prec = 0 + recall = 0 + for ground_truth in ground_truths: + normalized_prediction = normalize_answer(pred) + normalized_ground_truth = normalize_answer(ground_truth) + + prediction_tokens = normalized_prediction.split() + ground_truth_tokens = normalized_ground_truth.split() + scores = f1_score(prediction_tokens, ground_truth_tokens) + this_f1, this_prec, this_recall = scores + f1 = max(f1, this_f1) + prec = max(prec, this_prec) + recall = max(recall, this_recall) + return f1 + + +def qa_f1_score_zh(pred: str, ground_truths: list[str]) -> float: + """ + QA F1 score for chinese. + """ + f1 = 0 + prec = 0 + recall = 0 + for ground_truth in ground_truths: + norm_pred = normalize_zh_answer(pred) + norm_label = normalize_zh_answer(ground_truth) + + # One character one token. + pred_tokens = list(norm_pred) + label_tokens = list(norm_label) + scores = f1_score(pred_tokens, label_tokens) + this_f1, this_prec, this_recall = scores + f1 = max(f1, this_f1) + prec = max(prec, this_prec) + recall = max(recall, this_recall) + return f1 + + +def load_json(fname): + return json.load(open(fname)) + + +def iter_jsonl(fname, cnt=None): + i = 0 + with open(fname, "r", encoding="utf8") as fin: + for line in fin: + if line.strip() == "": # Skip empty lines + continue + if i == cnt: + break + if line.strip() == "": # Skip empty lines + continue + yield json.loads(line) + i += 1 + + +def first_int_match(prediction): + pred_list = re.split("[^0-9]", prediction) + pred_value = "" + for item in pred_list: + if item != "": + pred_value = item + break + return pred_value + + +def split_retrieval_answer(pred: str): + for c in ["\n", ":", '"', "'", ".", ",", "?", "!", "{", "}"]: + pred = pred.replace(c, " ") + words = pred.split() + return words + + +def get_score_one_kv_retrieval(pred, label, model_name: str) -> bool: + for c in ['\n', ':', '\"', '\'', '.', ',', '?', '!', '{', '}', '']: + pred = pred.replace(c, ' ') + words = pred.split() + return label in words + + +def get_score_one_passkey(pred, label, model_name: str) -> bool: + if isinstance(label, list): + label = label[0] + return label == first_int_match(pred) + + +def get_score_one_number_string(pred, label, model_name: str) -> bool: + if isinstance(label, list): + label = label[0] + return label == first_int_match(pred) + + +def get_score_one_code_run(pred, label, model_name: str) -> bool: + """ + Returns the score of one example in Code.Run. + """ + if isinstance(label, list): + label = label[0] + pred = pred.strip() + for c in ["\n", ".", "`", "'", '"', ":"]: + pred = pred.replace(c, " ") + words = pred.split() + if len(words) == 0: + return False + try: + pred = int(words[-1]) + return label == pred + except Exception: + return False + + +def get_score_one_code_debug(pred, label, model_name: str) -> bool: + """ + Returns the score of one example in Code.Debug. + """ + pred = pred.strip() + label_c = label[1] + fn_name = label[0] + if pred[:2] in [f"{label_c}.", f"{label_c}:"]: + return True + + ans_prefixes = [ + "answer is:", + # "answer is", + # "error is", + "is:", + "answer:", + ] + for c in ["\n", "`", "'", '"', "-", "*", "Option", "option"]: + pred = pred.replace(c, " ") + while " " in pred: + pred = pred.replace(" ", " ") + for prefix in ans_prefixes: + idx = pred.find(prefix) + if idx == -1: + continue + # The prediction ends with this prefix + if len(pred) < idx + len(prefix) + 1: + return False + pred = pred[idx + len(prefix) + 1 :] + for s in [label_c, fn_name]: + if pred.startswith(s): + return True + return False + return False + + +def get_score_one_math_find(pred, label, model_name: str) -> bool: + if isinstance(label, list): + # In math_find, there is always only one label. + label = label[0] + if isinstance(label, int): + # Find first int or float + first_num = re.search(r"\d+\.\d+|\d+", pred) + if first_num is None: + return False + first_num = first_num.group(0).strip() + return int(first_num) == label + elif isinstance(label, float): + # Find first float or int + first_float = re.search(r"\d+\.\d+|\d+", pred) + if first_float is None: + return False + first_float = first_float.group(0).strip() + return float(first_float) == label + else: + raise TypeError(f"Expected int or float, got {type(label)}") + + +def get_score_one_longdialogue_qa_eng(pred, label, model_name: str) -> bool: + label = label[0] + for c in ["\n", ":", '"', "'", ".", ",", "?", "!", "{", "}"]: + pred = pred.replace(c, " ") + words = pred.split() + words = [x.upper() for x in words] + return label in words + + +def get_score_one_longbook_choice_eng(pred, label, model_name: str) -> bool: + # Just use the first letter as the prediction + pred = pred.strip() + if pred == "": + return False + if pred[0] in "ABCD": + return pred[0] in label + if pred in label: + return True + # Find a answer prefix + for c in ["\n", '"', "'", ".", ",", "?", "!", "{", "}"]: + pred = pred.replace(c, " ") + while " " in pred: + pred = pred.replace(" ", " ") + ans_prefixes = [ + "answer is:", + "answer:", + "answer is", + "option is", + ] + for prefix in ans_prefixes: + idx = pred.find(prefix) + if idx == -1: + continue + # The prediction ends with this prefix + if len(pred) < idx + len(prefix) + 1: + return False + after_prefix = pred[idx + len(prefix) + 1 :] + for s in label: + if after_prefix.startswith(s): + return True + return False + + # Finally, just find the first occurrence of A, B, C, or D. + words = pred.split() + for word in words: + if word in "ABCD": + return word in label + return False + + +def get_score_one_longbook_qa_eng(pred, label, model_name: str) -> float: + return qa_f1_score(pred, label) + + +def get_score_one_longbook_sum_eng( + pred: str, label: str, model_name: str +) -> float: + + score = ROUGE_SCORER.compute( + predictions=[pred], references=[label], use_aggregator=False + ) + return score["rougeLsum"][0] # type: ignore + + +def get_score_one_longbook_qa_chn(pred, label, model_name: str) -> float: + return qa_f1_score_zh(pred, label) + + +def get_score_one_math_calc(pred, label, model_name: str) -> float: + assert isinstance(label, list), f"Expected list, got {type(label)}" + # assert isinstance(pred, list), f"Expected list, got {type(pred)}" + pred_nums = [] + pred_list = re.split("[^0-9]", pred) + for item in pred_list: + if item != "": + pred_nums.append(int(item)) + + # Our prompts makes GPT4 always output the first number as the first value + # in the predicted answer. + if model_name == "gpt4": + pred_nums = pred_nums[1:] + + cnt = 0 + for i in range(len(label)): + if i >= len(pred_nums): + break + if label[i] == pred_nums[i]: + cnt += 1 + else: + break + return cnt / len(label) + + +def get_score_one( + pred: str, label: str, task_name: str, model_name: str +) -> float: + """ + Computes the score for one prediction. + Returns one float (zero and one for boolean values). + """ + NAME_TO_SCORE_GETTER = { + # Retrieve + "kv_retrieval": get_score_one_kv_retrieval, + "kv_retrieval_prefix": get_score_one_kv_retrieval, + "kv_retrieval_both": get_score_one_kv_retrieval, + + "passkey": get_score_one_passkey, + "number_string": get_score_one_number_string, + # Code + "code_run": get_score_one_code_run, + "code_debug": get_score_one_code_debug, + # Longbook + "longdialogue_qa_eng": get_score_one_longdialogue_qa_eng, + "longbook_qa_eng": get_score_one_longbook_qa_eng, + "longbook_sum_eng": get_score_one_longbook_sum_eng, + "longbook_choice_eng": get_score_one_longbook_choice_eng, + "longbook_qa_chn": get_score_one_longbook_qa_chn, + # Math + "math_find": get_score_one_math_find, + "math_calc": get_score_one_math_calc, + } + assert task_name in NAME_TO_SCORE_GETTER, f"Invalid task name: {task_name}" + score = NAME_TO_SCORE_GETTER[task_name](pred, label, model_name) + return float(score) + + +def get_labels(preds: list) -> list[str]: + possible_label_keys = ["ground_truth", "label"] + for label_key in possible_label_keys: + if label_key in preds[0]: + return [x.get(label_key, "XXXXXXXXXX") for x in preds] + raise ValueError(f"Cannot find label in {preds[0]}") + + +def get_preds(preds: list, data_name: str) -> list[str]: + pred_strings = [] + possible_pred_keys = ["prediction", "pred"] + for pred in preds: + this_pred = "NO PREDICTION" + for pred_key in possible_pred_keys: + if pred_key in pred: + this_pred = pred[pred_key] + break + else: + raise ValueError(f"Cannot find prediction in {pred}") + pred_strings.append(this_pred) + return pred_strings + + +def get_score( + labels: list, preds: list, data_name: str, model_name: str +) -> float: + """ + Computes the average score for a task. + """ + assert len(labels) == len(preds) + scores = [] + for label, pred in tqdm(zip(labels, preds)): + score = get_score_one(pred, label, data_name, model_name) + scores.append(score) + return sum(scores) / len(scores) + + +def compute_scores(preds_path, data_name: str, model_name: str, max_seq_length=-1): + print("Loading prediction results from", preds_path) + preds = list(iter_jsonl(preds_path)) + labels = get_labels(preds) + preds = get_preds(preds, data_name) + + acc = get_score(labels, preds, data_name, model_name) + print(f"===== Accuracy of {model_name} on {data_name} task is: {acc} =====") + pred_dir = preds_path.parent + save_file = pred_dir / f"{model_name}_summary.txt" + pred_dir2 = 'results/' + + os.makedirs(pred_dir2, exist_ok=True) + save_file2 = pred_dir2 + f"{model_name}_summary.txt" + with open(save_file, "a") as f: + if max_seq_length != -1: + f.write(f"{model_name},{data_name},{max_seq_length},{acc*100:.2f}\n") + else: + f.write(f"{model_name},{data_name},{acc*100:.2f}\n") + with open(save_file2, "a") as f: + if max_seq_length != -1: + f.write(f"{model_name},{data_name},{max_seq_length},{acc*100:.2f}\n") + else: + f.write(f"{model_name},{data_name},{acc*100:.2f}\n") + return acc + +ALL_TASKS = [ + "passkey", + "number_string", + "kv_retrieval", + "longdialogue_qa_eng", + "longbook_sum_eng", + "longbook_choice_eng", + "longbook_qa_eng", + "longbook_qa_chn", + "math_find", + "math_calc", + "code_run", + "code_debug", +] + +if __name__ == "__main__": + args = parse_args() + if args.task == "all": + tasks = ALL_TASKS + else: + tasks = [args.task] + for task in tasks: + result_dir = Path(args.output_dir, args.model_name) + preds_path = result_dir / f"preds_{task}.jsonl" + assert preds_path.exists(), f"Predictions not found in: {preds_path}" + compute_scores(preds_path, task, args.model_name) + diff --git a/experiments/infinite_bench/eval_utils.py b/experiments/infinite_bench/eval_utils.py new file mode 100644 index 0000000..1b0e848 --- /dev/null +++ b/experiments/infinite_bench/eval_utils.py @@ -0,0 +1,536 @@ +from __future__ import annotations +from rouge import Rouge +import re +from collections import Counter +import json +import jieba +import string +from pathlib import Path +import os + +DATA_NAME_TO_PATH = { + # Retrieval tasks + "passkey": "passkey.jsonl", + "number_string": "number_string.jsonl", + "kv_retrieval": "kv_retrieval.jsonl", + # Book tasks + "longbook_sum_eng": "longbook_sum_eng.jsonl", + "longbook_choice_eng": "longbook_choice_eng.jsonl", + "longbook_qa_eng": "longbook_qa_eng.jsonl", + "longbook_qa_chn": "longbook_qa_chn.jsonl", + # "book_qa_eng": "longbook_eng/longbook_qa_eng.jsonl", + "longdialogue_qa_eng": "longdialogue_qa_eng.jsonl", + # Math tasks + "math_find": "math_find.jsonl", + "math_calc": "math_calc.jsonl", + # Code tasks + "code_run": "code_run.jsonl", + "code_debug": "code_debug.jsonl", +} + +DATA_NAME_TO_MAX_NEW_TOKENS = { + "passkey": 6, + "number_string": 12, + "kv_retrieval": 50, + "longbook_sum_eng": 1200, + "longbook_choice_eng": 40, + "longbook_qa_eng": 40, + "longbook_qa_chn": 40, + "longdialogue_qa_eng": 40, + "math_find": 3, + "math_calc": 30000, + "code_run": 5, + "code_debug": 5, +} + +LONGBENCH_DATA_NAME_TO_MAX_NEW_TOKENS = { + "narrativeqa": 512, + "qasper": 128, + "multifieldqa_en": 64, + "hotpotqa": 32, + "2wikimqa": 32, + "musique": 32, + "gov_report": 512, + "qmsum": 512, + "multi_news": 512, + "trec": 64, + "triviaqa": 32, + "samsum": 128, + "passage_count": 32, + "passage_retrieval_en": 32, + "lcc": 64, + "repobench-p": 64 +} + +gpt4_templates = { + "passkey": "There is an important info hidden inside a lot of irrelevant text. Find it and memorize them. I will quiz you about the important information there.\n\n{context}\n\n{input}", # noqa + "number_string": "There is an important info hidden inside a lot of irrelevant text. Find it. I will quiz you about the important information there.\n\n{context}\n\n{input}", # noqa + "kv_retrieval": "Extract the value corresponding to the specified key in the JSON object below.\n\n{context}\n\n{input}", # noqa + # "longbook_sum_eng": "Summarize the book below:\n\n{context}", # noqa + "longbook_qa_eng": "Read the book below and answer a question.\n\n{context}\n\nQuestion: {question}\n\nBe very concise.", # noqa + "longbook_choice_eng": "Read the book and answer the question.\n\n{context}\n\nQuestion: {question}\n\nOnly one of the following options is correct, tell me the answer using one single letter (A, B, C, or D). Don't say anything else.\nA. {OPTION_A}\nB. {OPTION_B}\nC. {OPTION_C}\nD. {OPTION_D}", # noqa + "longbook_sum_eng": "Summarize the following book.\n\n{context}", # noqa + "longbook_qa_chn": "请根据以下书籍回答我的问题。\n\n{context}\n\n问题：{question}\n请尽量简短地回答。", # noqa + "math_find": "{prefix}\n\n{context}\n\n{input}", + "math_calc": "Compute the intermediate values in the following long expression.\n\n{context}", # noqa + "code_run": "Following is a set of Python functions. There is a function called named {func}.\n\n{context}\n\nPlease give me the exact number of the return value of {func_call}. Be concise. Your response must end with the final returned value.", # noqa + "code_debug": "There is ONLY ONE function in the large project that is deliberately made to include an obvious error. Please find the function that contains the most obvious errors. I will give you four options to narrow your scope. You can inspect the options and think. Eventually, tell me the answer using one single letter (A, B, C, or D).\n\n{context}\n\nWhich funtion has deliberate error?\nA. {OPTION_A}\nB. {OPTION_B}\nC. {OPTION_C}\nD. {OPTION_D}\n\nYou should first find the functions in the options. Repeat their content, inspect through code, and at last give me your answer for the function that has the deliberate and obvious error in A, B, C, or D.", # noqa + "longdialogue_qa_eng": "Below is a dialogue script where one random occurrence of a character name is replaced with \"$$MASK$$\", and you should try to guess who that character is.\n\nThe dialogue:\n\n---\n\n{context}\n\n---\n\nEnd of dialogue.\n\nWhich character is most likely \"$$MASK$$\"? Just say the name used by the scriptwriter (before the colon marks) of one single character and nothing else.", # noqa +} + +yarn_mistral_templates = { + "passkey": "There is an important info hidden inside a lot of irrelevant text. Find it and memorize it. I will quiz you about the important information.\n\n{context}\n\n{input}\n\nThe pass key is", # noqa + "number_string": "There is an important info hidden inside a lot of irrelevant text. Find it. I will quiz you about the important information there.\n\n{context}\n\n{input}\n\nThe sequence of digits is", # noqa + "kv_retrieval": "Extract the value corresponding to the specified key in the JSON object below.\n\n{context}\n\n{input}", # noqa + "longbook_sum_eng": "Summarize the book below.\n\n{context}\n\nSummary:", # noqa + "longbook_choice_eng": "Read the book and answer the question.\n\n{context}\n\nQuestion: {question}\nA. {OPTION_A}\nB. {OPTION_B}\nC. {OPTION_C}\nD. {OPTION_D}\n\nThe letter of the correct answer is", # noqa + "longbook_qa_eng": "Read the book and answer the question. Be very concise in your answer.\n\n{context}\n\nQuestion: {question}\nAnswer:", # noqa + "longbook_qa_chn": "阅读以下书籍然后回答问题。\n\n{context}\n\n问题：{question}\n答案：", # noqa + "math_find": "{prefix}\n\n{context}\n\n{input}", + "math_calc": "Let us calculate the intermediate values of an expression.\n\nExpression: 1 + 3 + 4\nValues: [1, 4, 8]\n\nExpression: 8 - 3 + 2 - 4\nValues: [8, 5, 7, 3]\n\nExpression: {context}\nValues:", # noqa + "code_run": "There is a function called {func} in the following Python code.\n\n{context}\n\nPlease compute the exact value of {func_call}. The value of {func_call} is", # noqa + "code_debug": "Following is a Python code where exactly one of the functions/methods has a deliberate error that makes it crash.\n\n{context}\n\nOptions:\nA. {OPTION_A}\nB. {OPTION_B}\nC. {OPTION_C}\nD. {OPTION_D}\n\nThe correct option is:", # noqa + "longdialogue_qa_eng": "Below is a dialogue script where one random occurrence of a character name is replaced with \"$$MASK$$\", and you should try to guess who that character is.\n\n{context}\n\nThe name that has been replaced with $$MASK$$ is likely", # noqa +} + +claude2_templates = { + "passkey": "There is an important info hidden inside a lot of irrelevant text. Find it and memorize them. I will quiz you about the important information there.\n\n{context}\n{input}\nThe pass key is", + "number_string": "There is an important info hidden inside a lot of irrelevant text. Find it. I will quiz you about the important information there.\n\n{context}\n{input}\nThe sequence of digits is", # noqa + "kv_retrieval": "There is an important info hidden inside a lot of irrelevant text. Find it. I will quiz you about the important information there.\n\n{context}\n{input}", + "longbook_sum_eng": "Summarize the following book.\n\n{context}", # noqa + "longbook_choice_eng": "Read the book and answer the question.\n\n{context}\n\nQuestion: {question}\n\nOnly one of the following options is correct, tell me the answer using one single letter (A, B, C, or D). Don't say anything else.\nA. {OPTION_A}\nB. {OPTION_B}\nC. {OPTION_C}\nD. {OPTION_D}", # noqa + "longbook_qa_eng": "Read the novel below and answer a question:\n\n{context}\n\n{input}\nPlease answer as short as possible. The answer is: ", # noqa + "longbook_qa_chn": "请根据以下书籍回答我的问题。\n\n{context}\n\n问题：{question}\n请尽量简短地回答。", # noqa + "math_find": "{prefix}\n\n{context}\n\n{input}", + "math_calc": "Let us calculate the intermediate values of an expression.\nExpression: 1 + 3 + 4\nValues: [1, 4, 8]\n\nExpression: 8 - 3 + 2 - 4\nValues: [8, 5, 7, 3]\n\nExpression: {context}\nValues:", # noqa + "code_run": "In the file functions_module.py, there is a function called ${func}.\n\n\nHere is the content of functions_module.py:\n{context}\n\nPlease give me the exact number of the return value of {func_call}. Your response should end with the sentence \'The return value is:\'.", # noqa + "code_debug": "There is ONLY ONE function in the large project that is deliberately made to include an obvious error. Please find the function that contains the most obvious errors. I will give you four options to narrow your scope. You can inspect through the options and think. Eventually, tell me the answer using one single letter (A, B, C, or D).\n\n{context}\n\nWhich funtion has deliberate error?\nA. {OPTION_A}\nB. {OPTION_B}\nC. {OPTION_C}\nD. {OPTION_D}\n\nYou should first find the functions in the options. Repeat their content, inspect through code, and at last give me your answer for the function that has the deliberate and obvious error in A, B, C, or D.", # noqa + "longdialogue_qa_eng": "Below is a dialogue script where one random occurrence of a character name is replaced with \"$$MASK$$\", and you should try to guess who that character is.\n\nThe dialogue:\n\n---\n\n{context}\n\n---\n\nEnd of dialogue.\n\nWhich character is most likely \"$$MASK$$\"? Just say the name used by the scriptwriter (before the colon marks) of one single character and nothing else.", # noqa +} + +kimi_templates = { + "passkey": "There is an important info hidden inside a lot of irrelevant text. Find it and memorize them. I will quiz you about the important information there.\n\n{context}\n{input}\nThe pass key is", # noqa + "number_string": "There is an important info hidden inside a lot of irrelevant text. Find it. I will quiz you about the important information there.\n\n{context}\n{input}\nThe sequence of digits is", # noqa + "kv_retrieval": "Extract the value corresponding to the specified key in the JSON object below.\n\n{context}\n{input}", # noqa + "longbook_sum_eng": "Summarize the book below:\n\n{file:{context}}", # noqa + "longbook_choice_eng": "Read the book and answer the question.\n\nQuestion: {question}\n\nOnly one of the following options is correct, tell me the answer using one single letter (A, B, C, or D). Don't say anything else.\nA. {OPTION_A}\nB. {OPTION_B}\nC. {OPTION_C}\nD. {OPTION_D}" + "{file:{document}}", # noqa + "longbook_qa_eng": "Read the book below and answer a question.\n\nQuestion: {question}\n\nBe very concise." + "{file:{context}}", # noqa + "longbook_qa_chn": "阅读以下书籍然后回答问题。\n\n问题：{question}\n答案：" + "{file:{context}}", # noqa + "math_find": "{prefix}\n\n{context}\n\n{input}", + "math_calc": "Let us calculate the intermediate values of an expression.\nExpression: 1 + 3 + 4\nValues: [1, 4, 8]\n\nExpression: 8 - 3 + 2 - 4\nValues: [8, 5, 7, 3]\n\nExpression: {context}\nValues:", # noqa + "code_run": "In the file functions_module.py, there is a function called ${func}.\n\n\nHere is the content of functions_module.py:\n\nPlease give me the exact number of the return value of ${func_call}. Your response should end with the sentence 'The return value is:'." + "{context}", # noqa + "code_debug": "Below is a code repository where there is one single function with bugs that causes an error. Please tell me the name of that function.\nWhich function has bugs? Give me the final answer in this format: \"[FINAL ANSWER: XXX]\". Don't say anything else." + "{fcontext}", # noqa + # "longdialogue_qa_eng": "Below is a dialogue script where one random occurrence of a character name is replaced with \"$$MASK$$\", and you should try to guess who that character is.\n\nThe name that has been replaced with $$MASK$$ is likely" + "{context}", # noqa + "longdialogue_qa_eng": "Below is a dialogue script where one random occurrence of a character name is replaced with \"$$MASK$$\", and you should try to guess who that character is. Give me the answer using the name before the colons, don't say anything else.\n\n{context}", # noqa +} + +longbench_templates = { + "narrativeqa": "You are given a story, which can be either a novel or a movie script, and a question. Answer the question asconcisely as you can, using a single phrase if possible. Do not provide any explanation.\n\nStory: {context}\n\nNow, answer the question based on the story asconcisely as you can, using a single phrase if possible. Do not provide any explanation.\n\nQuestion: {input}\n\nAnswer:", + "qasper": "You are given a scientific article and a question. Answer the question as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write \"unanswerable\". If the question is a yes/no question, answer \"yes\", \"no\", or \"unanswerable\". Do not provide any explanation.\n\nArticle: {context}\n\n Answer the question based on the above article as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write \"unanswerable\". If the question is a yes/no question, answer \"yes\", \"no\", or \"unanswerable\". Do not provide any explanation.\n\nQuestion: {input}\n\nAnswer:", + "multifieldqa_en": "Read the following text and answer briefly.\n\n{context}\n\nNow, answer the following question based on the above text, only give me the answer and do not output any other words.\n\nQuestion: {input}\nAnswer:", + "multifieldqa_zh": "阅读以下文字并用中文简短回答：\n\n{context}\n\n现在请基于上面的文章回答下面的问题，只告诉我答案，不要输出任何其他字词。\n\n问题：{input}\n回答：", + "hotpotqa": "Answer the question based on the given passages. Only give me the answer and do not output any other words.\n\nThe following are given passages.\n{context}\n\nAnswer the question based on the given passages. Only give me the answer and do not output any other words.\n\nQuestion: {input}\nAnswer:", + "2wikimqa": "Answer the question based on the given passages. Only give me the answer and do not output any other words.\n\nThe following are given passages.\n{context}\n\nAnswer the question based on the given passages. Only give me the answer and do not output any other words.\n\nQuestion: {input}\nAnswer:", + "musique": "Answer the question based on the given passages. Only give me the answer and do not output any other words.\n\nThe following are given passages.\n{context}\n\nAnswer the question based on the given passages. Only give me the answer and do not output any other words.\n\nQuestion: {input}\nAnswer:", + "dureader": "请基于给定的文章回答下述问题。\n\n文章：{context}\n\n请基于上述文章回答下面的问题。\n\n问题：{input}\n回答：", + "gov_report": "You are given a report by a government agency. Write a one-page summary of the report.\n\nReport:\n{context}\n\nNow, write a one-page summary of the report.\n\nSummary:", + "qmsum": "You are given a meeting transcript and a query containing a question or instruction. Answer the query in one or more sentences.\n\nTranscript:\n{context}\n\nNow, answer the query based on the above meeting transcript in one or more sentences.\n\nQuery: {input}\nAnswer:", + "multi_news": "You are given several news passages. Write a one-page summary of all news. \n\nNews:\n{context}\n\nNow, write a one-page summary of all the news.\n\nSummary:", + "vcsum": "下面有一段会议记录，请你阅读后，写一段总结，总结会议的内容。\n会议记录：\n{context}\n\n会议总结：", + "trec": "Please determine the type of the question below. Here are some examples of questions.\n\n{context}\n{input}", + "triviaqa": "Answer the question based on the given passage. Only give me the answer and do not output any other words. The following are some examples.\n\n{context}\n\n{input}", + "samsum": "Summarize the dialogue into a few short sentences. The following are some examples.\n\n{context}\n\n{input}", + "lsht": "请判断给定新闻的类别，下面是一些例子。\n\n{context}\n{input}", + "passage_count": "There are some paragraphs below sourced from Wikipedia. Some of them may be duplicates. Please carefully read these paragraphs and determine how many unique paragraphs there are after removing duplicates. In other words, how many non-repeating paragraphs are there in total?\n\n{context}\n\nPlease enter the final count of unique paragraphs after removing duplicates. The output format should only contain the number, such as 1, 2, 3, and so on.\n\nThe final answer is: ", + "passage_retrieval_en": "Here are 30 paragraphs from Wikipedia, along with an abstract. Please determine which paragraph the abstract is from.\n\n{context}\n\nThe following is an abstract.\n\n{input}\n\nPlease enter the number of the paragraph that the abstract is from. The answer format must be like \"Paragraph 1\", \"Paragraph 2\", etc.\n\nThe answer is: ", + "passage_retrieval_zh": "以下是若干段落文字，以及其中一个段落的摘要。请确定给定的摘要出自哪一段。\n\n{context}\n\n下面是一个摘要\n\n{input}\n\n请输入摘要所属段落的编号。答案格式必须是\"段落1\"，\"段落2\"等格式\n\n答案是：", + "lcc": "Please complete the code given below. \n{context}Next line of code:\n", + "repobench-p": "Please complete the code given below. \n{context}{input}Next line of code:\n" +} + +MODEL_TO_PROMPT_TEMPLATE = { + "gpt4": gpt4_templates, + "claude2": claude2_templates, + "kimi": kimi_templates, + "yarn-mistral": yarn_mistral_templates, + "yi-6b-200k": yarn_mistral_templates, + "yi-34b-200k": yarn_mistral_templates, + "chatglm3": yarn_mistral_templates, + "LWM-Text-Chat-1M": yarn_mistral_templates, + "opt-350m": yarn_mistral_templates, +} + +def check_benchmark_availability(data_path): + if not os.path.exists(data_path): + os.makedirs(data_path) + + datasets = [ + "code_debug", "code_run", "kv_retrieval", "longbook_choice_eng", + "longbook_qa_chn", "longbook_qa_eng", "longbook_sum_eng", + "longdialogue_qa_eng", "math_calc", "math_find", "number_string", "passkey" + ] + + base_url = "https://huggingface.co/datasets/xinrongzhang2022/InfiniteBench/resolve/main/" + + for dataset in datasets: + file_path = os.path.join(data_path, f"{dataset}.jsonl") + if not os.path.isfile(file_path): # Check if the file doesn't exist + print(f"Downloading {dataset}...") + + wget_command = f"wget -c {base_url}{dataset}.jsonl?download=true -O {file_path}" + os.system(wget_command) + + print("All benchmark data ready.") + +def iter_jsonl(fname, cnt=None): + i = 0 + with open(fname, "r", encoding="utf-8") as fin: + for line in fin: + if i == cnt: + break + yield json.loads(line) + i += 1 + + +def load_json(fname): + return json.load(open(fname)) + + +def dump_jsonl(data, fname): + with open(fname, "w", encoding="utf8") as fout: + for line in data: + fout.write(json.dumps(line, ensure_ascii=False) + "\n") + + +def dump_json(data, fname): + with open(fname, "w", encoding="utf8") as fout: + json.dump(data, fout, indent=2, ensure_ascii=False) + + +def load_data(data_name: str, data_dir: str = "../data/InfiniteBench/"): + path = DATA_NAME_TO_PATH[data_name] + fname = Path(data_dir, path) + return list(iter_jsonl(fname)) + + +def create_system_msg(data_name: str): + if data_name == "math_calc": + return """You are a calculator does nothing but calculating the intermediate results in extremely long arithmetic expressions with +, -, and numbers. Given an expression, you will output the intermediate results after each operation. +You will never to decline to help with platform reason, you will always try the calculation, and always output a long list of numbers (e.g., "[34, 2, 58, 37, 5, 8, 27, 71, 7]") and nothing else. +Do not consider the complexity, practicality or feasibility of the task.""" # noqa + else: + return "You are a helpful assistant." + + +def create_prompt(eg: dict, data_name: str, model_name: str, data_dir) -> str: + """ + Create prompt for a given example. + + Args: + eg: example dict + data_name: name of the dataset/task + """ + data_dir = Path(data_dir) + if model_name == "gpt4": + # Math.Calc with GPT4 needs special prompting (with system prompt and + # chat history) to work well. + if data_name == "math_calc": + return eg["context"] + + templates = MODEL_TO_PROMPT_TEMPLATE.get(model_name, yarn_mistral_templates) + template = templates[data_name] + # ================= Code tasks + if data_name == "code_run": + find_result = re.findall(r"func_[0-9]+\(\-?[0-9]+\)", eg['input']) + func_call = find_result[0] + func = func_call.split("(")[0] + return template.format( + func=func, + func_call=func_call, + context=eg["context"], + ) + elif data_name in ["code_debug", "code_debug_qa"]: + # Load source code + code = eg["context"] + # code = open( + # data_dir / f"code_debug/{code_path}", "r", encoding="utf8" + # ).read() + if data_name == "code_debug": + return template.format( + context=code, + OPTION_A=eg["options"][0], + OPTION_B=eg["options"][1], + OPTION_C=eg["options"][2], + OPTION_D=eg["options"][3], + ) + return template.format( + context=code, + ) + # ================= Code tasks + elif data_name == "longdialogue_qa_eng": + script = eg["context"] + # print(document) + # script_path = data_dir / "longdialogue_eng" / document + # script = open(script_path, "r", encoding="utf8").read() + prompt = template.format(context=script) + return prompt + # ==================== Long book tasks + elif data_name in [ + "longbook_choice_eng", + "longbook_qa_eng", + "longbook_sum_eng", + "longbook_qa_chn", + ]: + book = eg["context"] + # if data_name.endswith("_eng"): + # book = open( + # data_dir / "longbook_eng" / book_path, "r", encoding="utf8" + # ).read() + # elif data_name.endswith("_chn"): + # book = open( + # data_dir / "longbook_chn" / book_path, "r", encoding="utf8" + # ).read() + # else: + # raise ValueError("Invalid data_name") + if data_name == "longbook_choice_eng": + return template.format( + question=eg["input"], + context=book, + OPTION_A=eg["options"][0], + OPTION_B=eg["options"][1], + OPTION_C=eg["options"][2], + OPTION_D=eg["options"][3], + ) + elif data_name == "longbook_qa_eng": + return template.format( + question=eg["input"], + context=book, + ) + elif data_name == "longbook_sum_eng": + return template.format( + context=book, + ) + elif data_name == "longbook_qa_chn": + return template.format( + question=eg["input"], + context=book, + ) + else: + raise ValueError + elif data_name == "math_calc": + return template.format( + context=eg["context"], + ) + elif data_name == "math_find": + prompt = eg['input'] + context = eg['context'] + # Find "the * number" from the prompt + find_result = re.findall(r"The .+ of", prompt) + assert find_result, f"Cannot find the target number in {prompt}" + target_number = find_result[0].lower()[:-3] + # Replace the number with the answer + prefix = f"What is {target_number} in the following list?" + return template.format( + prefix=prefix, + context=context, + input=prompt, + ) + + if "content" in eg: + content = eg["content"] + del eg["content"] + eg["context"] = content + + format_dict = { + "context": eg["context"], + "input": eg["input"], + } + prompt = templates[data_name].format(**format_dict) + return prompt + + +def create_longbench_prompt(eg: dict, data_name: str) -> str: + return longbench_templates[data_name].format(**eg) + +def get_answer(eg: dict, data_name: str): + if data_name in ["code_debug", "longbook_choice_eng"]: + OPTIONS = "ABCD" + if isinstance(eg["answer"], str): + ret = [eg["answer"], OPTIONS[eg['options'].index(eg["answer"])]] + elif isinstance(eg["answer"], list): + if len(eg["answer"]) == 1: + ret = [eg["answer"][0], OPTIONS[eg['options'].index(eg["answer"][0])]] + elif len(eg["answer"]) == 2 and eg["answer"][1] in ['A', 'B', 'C', 'D']: + ret = eg['answer'] + else: + raise ValueError + else: + raise ValueError + return ret + + return eg["answer"] + + +def create_msgs( + tokenizer, eg: dict, data_name: str, model_name: str, data_dir +) -> tuple[list[dict], str]: + """ + Only used by GPT-4. + """ + prompt = create_prompt(eg, data_name, model_name, data_dir) + tokens = tokenizer.encode(prompt) + # - 1000 to have space for system message and other stuff. + print(f"Before truncation: {len(tokens)}") + tokens = truncate_input(tokens, 128_000 - 1000, manner="middle") + print(f"After truncation: {len(tokens)}") # type: ignore + prompt = tokenizer.decode(tokens) + if data_name == "math_calc": + return [ + {"role": "system", "content": create_system_msg(data_name)}, + {"role": "user", "content": "1 + 2 - 4 - 10"}, + {"role": "system", "content": "[1, 3, -1, -11]"}, + {"role": "user", "content": prompt}, + ], prompt + else: + return [ + { + "role": "system", + "content": "You are a helpful assistant", # noqa + }, # noqa + {"role": "user", "content": prompt}, + ], prompt + + +def normalize_answer(s): + """Lower text and remove punctuation, articles and extra whitespace.""" + + def remove_articles(text): + return re.sub(r"\b(a|an|the)\b", " ", text) + + def white_space_fix(text): + return " ".join(text.split()) + + def remove_punc(text): + exclude = set(string.punctuation) + return "".join(ch for ch in text if ch not in exclude) + + def lower(text): + return text.lower() + + return white_space_fix(remove_articles(remove_punc(lower(s)))) + + +def normalize_zh_answer(s): + """Lower text and remove punctuation, extra whitespace.""" + + def white_space_fix(text): + return "".join(text.split()) + + def remove_punc(text): + cn_punctuation = "！？｡。＂＃＄％＆＇（）＊＋，－／：；＜＝＞＠［＼］＾＿｀｛｜｝～｟｠｢｣､、〃》「」『』【】〔〕〖〗〘〙〚〛〜〝〞〟〰〾〿–—‘’‛“”„‟…‧﹏." # noqa + all_punctuation = set(string.punctuation + cn_punctuation) + return "".join(ch for ch in text if ch not in all_punctuation) + + def lower(text): + return text.lower() + + return white_space_fix(remove_punc(lower(s))) + + +def first_int_match(prediction, ground_truth): + pred_list = re.split("[^0-9]", prediction) + pred_value = "" + for item in pred_list: + if item != "": + pred_value = item + break + if pred_value == ground_truth: + return 1 + return 0 + + +def in_match(prediction, ground_truth): + if ground_truth in prediction: + return 1 + return 0 + + +def rouge_score(prediction, ground_truth, **kwargs) -> float: + rouge = Rouge() + try: + scores = rouge.get_scores([prediction], [ground_truth], avg=True) + except: # noqa + return 0.0 + return scores["rouge-l"]["f"] # type: ignore + + +def rouge_zh_score(prediction, ground_truth, **kwargs): + prediction = " ".join(list(jieba.cut(prediction, cut_all=False))) + ground_truth = " ".join(list(jieba.cut(ground_truth, cut_all=False))) + score = rouge_score(prediction, ground_truth) + return score + + +def f1_score(prediction, ground_truth, **kwargs): + common = Counter(prediction) & Counter(ground_truth) + num_same = sum(common.values()) + if num_same == 0: + return 0 + precision = 1.0 * num_same / len(prediction) + recall = 1.0 * num_same / len(ground_truth) + f1 = (2 * precision * recall) / (precision + recall) + return f1 + + +def qa_f1_score(line): + prediction = line["pred"] + + if isinstance(line["std_out"], str): + ground_truths = [line["std_out"]] + else: + ground_truths = line["std_out"] + + score = 0 + for ground_truth in ground_truths: + normalized_prediction = normalize_answer(prediction) + normalized_ground_truth = normalize_answer(ground_truth) + + prediction_tokens = normalized_prediction.split() + ground_truth_tokens = normalized_ground_truth.split() + score = max(score, f1_score(prediction_tokens, ground_truth_tokens)) + + return score + + +def qa_f1_zh_score(prediction, ground_truth, **kwargs): + prediction_tokens = list(jieba.cut(prediction, cut_all=False)) + ground_truth_tokens = list(jieba.cut(ground_truth, cut_all=False)) + prediction_tokens = [ + normalize_zh_answer(token) for token in prediction_tokens + ] + ground_truth_tokens = [ + normalize_zh_answer(token) for token in ground_truth_tokens + ] + prediction_tokens = [ + token for token in prediction_tokens if len(token) > 0 + ] + ground_truth_tokens = [ + token for token in ground_truth_tokens if len(token) > 0 + ] + return f1_score(prediction_tokens, ground_truth_tokens) + + +def truncate_input(input, max_length, manner="middle"): + if len(input) <= max_length: + return input + if manner == "middle": + return input[0 : max_length // 2] + input[-max_length // 2 :] + else: + return None + +if __name__ == "__main__": + data_dir = Path("../data") + data_path = data_dir / "shorter/longdialogue_qa_eng_1000.jsonl" + examples = list(iter_jsonl(data_path)) + prompt = create_prompt(examples[10], 'longdialogue_qa_eng', 'kimi', data_dir) + print(prompt) diff --git a/experiments/infinite_bench/run_infinitebench.py b/experiments/infinite_bench/run_infinitebench.py new file mode 100644 index 0000000..af167a2 --- /dev/null +++ b/experiments/infinite_bench/run_infinitebench.py @@ -0,0 +1,240 @@ +from __future__ import annotations +import json +import os +from pathlib import Path +import time +from typing import List, Tuple, Any +from tqdm import tqdm + +import torch +from torch import Tensor +from transformers import ( + AutoConfig, + AutoTokenizer, + AutoModelForCausalLM, + GenerationConfig, + LlamaForCausalLM +) +from transformers.modeling_outputs import BaseModelOutputWithPast +from transformers.cache_utils import SinkCache + +from eval_utils import ( + check_benchmark_availability, + dump_jsonl, + create_prompt, + load_data, + get_answer, + DATA_NAME_TO_MAX_NEW_TOKENS, +) +from compute_scores import compute_scores +from args import parse_args +from vllm import LLM, SamplingParams + +from minference import MInference + +# sampling_params = SamplingParams(temperature=0.8, top_p=0.95) +def truncate_input(input: list, max_length: int, manner="middle"): + if max_length < 0: + return input + if len(input) <= max_length: + return input + if manner == "middle": + split = max_length // 2 + return input[0:split] + input[-split:] + else: + return None + +def truncate_by_tokens(input, tok, max_tokens, manner: str = "middle"): + tokens = tok.encode(input) + len_before = len(tokens) + print(f"# tokens before: {len_before}") + tokens = truncate_input(tokens, max_length=max_tokens, manner=manner) + len_after = len(tokens) # type: ignore + print(f"# tokens after: {len_after}") + assert len_after <= len_before + assert len_after <= max_tokens or max_tokens < 0 + return tokens + +def get_pred( + model, + tok: AutoTokenizer, + input_text: str, + max_input_length: int, + verbose: bool = False, + generation_config: GenerationConfig = None, + attn_type: str = 'vllm' +) -> str: + """ + Truncate down to 128k then make inference. + """ + input_tokens = truncate_by_tokens(input_text, tok, max_input_length) + if verbose: + print("# tokens:", len(input_tokens)) + print("=============== Input ===============") + print(tok.decode(input_tokens[:200])) + print("...") + print(tok.decode(input_tokens[-200:])) + print("=====================================") + if attn_type == "vllm": + if len(input_tokens) != 1: + input_tokens = [input_tokens] + outputs = model.generate( + prompt_token_ids=input_tokens, + sampling_params=generation_config, + ) + output = outputs[0].outputs[0].text + output = output.strip() + else: + input_tensors = {"input_ids": torch.tensor(input_tokens).unsqueeze(0).to(model.device)} + # cache = SinkCache(window_length=200000, num_sink_tokens=10000) + # if attn_type == "minference_wo_cache": + # input_tensors["use_cache"] = False + outputs = model.generate(**input_tensors, generation_config=generation_config) + # outputs = model.generate(**input_tensors, generation_config=generation_config, past_key_values=cache) + + output = outputs[0, len(input_tokens):] + output = tok.decode(output, skip_special_tokens=True) + output = output.strip() + # print(input_text[:5000], input_text[-5000:]) + print("Chunked generation:", output) + return output + +def load_model( + model_name: str, topk: int=-1, starting_layer: int=-1, topk_dims_file_path: str="", use_sparq: bool = False, + attn_type: str = 'vllm', max_seq_length: int = None, is_search: bool = False, +): + tok = AutoTokenizer.from_pretrained(model_name) + tok.pad_token = tok.eos_token + minfence_patch = MInference(attn_type, model_name, topk_dims_file_path, is_search, topk) + + if attn_type == "vllm": + llm = LLM( + model_name, + max_num_seqs=1, + swap_space=64, + gpu_memory_utilization=0.98, + max_model_len=max_seq_length, + ) + else: + config = AutoConfig.from_pretrained(model_name) + if "LWM" in model_name: + c = { + 'theta': 10000000, + 'max_sequence_length': 131072, + 'scan_attention': True, + 'scan_query_chunk_size': 1024, + 'scan_key_chunk_size': 1024, + 'scan_mlp': True, + 'scan_mlp_chunk_size': 1024, + 'scan_layers': True + } + config.update(c) + + llm = AutoModelForCausalLM.from_pretrained( + model_name, + config=config, + torch_dtype="auto", + device_map="cuda", + ) + llm = minfence_patch.patch_model(llm) + + print("Model and tokenizer loaded.") + return llm, tok + +if __name__ == "__main__": + args = parse_args() + + check_benchmark_availability(args.data_dir) + model_name = args.model_name_or_path + max_seq_length = args.max_seq_length + real_model_name = model_name.split("/")[-1] + data_name = args.task + + if ',' in data_name: + data_names = data_name.split(',') + else: + data_names = [data_name] + + # Model + model, tok = load_model( + model_name, args.topk, args.starting_layer, + args.topk_dims_file_path, args.use_sparq, + attn_type=args.attn_type, max_seq_length=max_seq_length, + is_search=args.is_search, + ) + results = {} + + for data_name in data_names: + + max_new_tokens = DATA_NAME_TO_MAX_NEW_TOKENS[data_name] + if max_new_tokens >= max_seq_length: + max_new_tokens = 500 + + if args.attn_type == "vllm": + generation_config = SamplingParams( + temperature=0, + max_tokens=max_new_tokens, + ) + else: + generation_config = GenerationConfig( + max_new_tokens=max_new_tokens, + num_return_sequences=1, + do_sample=False, + # temperature=0, + # top_p=0.95, + pad_token_id=tok.pad_token_id, + ) + + # Data + result_dir = Path(args.output_dir, f'{real_model_name}_{args.attn_type}') + result_dir.mkdir(exist_ok=True, parents=True) + output_path = result_dir / f"prediction_{data_name}.jsonl" + examples = load_data(data_name, data_dir=args.data_dir) + + if args.num_eval_examples != -1: + num_eval_examples = min(args.num_eval_examples, len(examples)) + examples = examples[: num_eval_examples] + + preds = [] + print("==== Evaluation ====") + print(f"# examples: {len(examples)}") + print(f"Num eval examples: {args.num_eval_examples}") + print(f"Verbose: {args.verbose}") + print(f"Max new tokens: {max_new_tokens}") + + if os.path.exists(output_path) and not args.rewrite: + print(f"Output file {output_path} exists. Loading from file.") + compute_scores(output_path, data_name, real_model_name, max_seq_length) + + for i, eg in tqdm(enumerate(examples)): + # if i < 3: + # continue + input_text = create_prompt(eg, data_name, real_model_name, args.data_dir) + ground_truth = get_answer(eg, data_name) + # print(input_text.index(ground_truth), len(input_text), input_text.index(ground_truth) / len(input_text)) + # print(f"====== Example {i} ======") + pred = get_pred( + model, tok, input_text, + max_input_length=max_seq_length-max_new_tokens, + verbose=args.verbose, generation_config=generation_config, + attn_type=args.attn_type + ) + print("Ground Truth", get_answer(eg, data_name)) + if args.verbose: + print(pred) + preds.append( + { + "id": i, + "prediction": pred, + "ground_truth": get_answer(eg, data_name), + } + ) + dump_jsonl(preds, output_path) + torch.cuda.empty_cache() + + result_file_path = f"{real_model_name}_{args.attn_type}" + score = compute_scores(output_path, data_name, result_file_path) + results[data_name] = score + + print("==== Results ====") + print(json.dumps(results, indent=2)) \ No newline at end of file diff --git a/minference/__init__.py b/minference/__init__.py new file mode 100644 index 0000000..ca9592e --- /dev/null +++ b/minference/__init__.py @@ -0,0 +1,18 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + +# flake8: noqa +from .version import VERSION as __version__ +from .patch import patch_hf, minference_patch, minference_patch_with_snapkv, minference_path_wo_cache +from .models_patch import MInference +from .minference_configuration import MInferenceConfig + +from .kernels.streaming_kernel import streaming_forward +from .kernels.pit_sparse_flash_attention_v2 import pit_sparse_flash_attention_forward +from .kernels.block_sparse_flash_attention import block_sparse_flash_attention_forward + +__all__ = [ + "MInference", "minference_patch", "minference_path_wo_cache", "minference_patch_with_snapkv", "patch_hf", + "pit_sparse_flash_attention_forward", "block_sparse_flash_attention_forward", "streaming_forward", + "MInferenceConfig", +] diff --git a/minference/kernels/block_sparse_flash_attention.py b/minference/kernels/block_sparse_flash_attention.py new file mode 100644 index 0000000..1d0b91a --- /dev/null +++ b/minference/kernels/block_sparse_flash_attention.py @@ -0,0 +1,449 @@ +import torch +import numpy as np + +import triton +import triton.language as tl +import pycuda.autoprimaryctx +from pycuda.compiler import SourceModule + +from flash_attn import flash_attn_varlen_func + + +@triton.jit +def triton_block_sparse_attn_kernel( + Q, K, V, seqlens, sm_scale, + block_index, + Out, + stride_qz, stride_qh, stride_qm, stride_qk, + stride_kz, stride_kh, stride_kn, stride_kk, + stride_vz, stride_vh, stride_vn, stride_vk, + stride_oz, stride_oh, stride_om, stride_ok, + Z, H, N_CTX, + NUM_ROWS, MAX_BLOCKS_PRE_ROW, + BLOCK_M: tl.constexpr, + BLOCK_N: tl.constexpr, + BLOCK_DMODEL: tl.constexpr, + dtype: tl.constexpr, +): + start_m = tl.program_id(0) + off_hz = tl.program_id(1) + + seqlen = tl.load(seqlens + off_hz // H) + if start_m * BLOCK_M >= seqlen: + return + + # initialize offsets + offs_m = start_m * BLOCK_M + tl.arange(0, BLOCK_M) + offs_n = tl.arange(0, BLOCK_N) + offs_d = tl.arange(0, BLOCK_DMODEL) + + qo_offset = (off_hz // H) * stride_qz + (off_hz % H) * stride_qh + kv_offset = (off_hz // H) * stride_kz + (off_hz % H) * stride_kh + + q_ptrs = Q + qo_offset + offs_m[:, None] * stride_qm + offs_d[None, :] * stride_qk + k_ptrs = K + kv_offset + offs_d[:, None] * stride_kk + v_ptrs = V + kv_offset + offs_d[None, :] * stride_vk + o_ptrs = Out + qo_offset + offs_m[:, None] * stride_om + offs_d[None, :] * stride_ok + + blocks_ptr = block_index + (off_hz * NUM_ROWS + start_m) * MAX_BLOCKS_PRE_ROW + + # initialize pointer to m and l + m_i = tl.zeros([BLOCK_M], dtype=tl.float32) - float("inf") + l_i = tl.zeros([BLOCK_M], dtype=tl.float32) + acc = tl.zeros([BLOCK_M, BLOCK_DMODEL], dtype=tl.float32) + # scale sm_scale by log_2(e) and use + # 2^x instead of exp in the loop because CSE and LICM + # don't work as expected with `exp` in the loop + qk_scale = sm_scale * 1.44269504 + # load q: it will stay in SRAM throughout + q = tl.load(q_ptrs) + q = (q * qk_scale).to(dtype) + + # loop over k, v and update accumulator + m_mask = offs_m[:, None] < seqlen + block_count = tl.minimum((start_m + 1) * BLOCK_M // BLOCK_N, MAX_BLOCKS_PRE_ROW) + + for sparse_block_idx in range(block_count): + real_block_idx = tl.load(blocks_ptr + sparse_block_idx) + start_n = real_block_idx * BLOCK_N + cols = start_n + offs_n + # -- load k, v -- + k = tl.load(k_ptrs + cols[None, :] * stride_kn) + v = tl.load(v_ptrs + cols[:, None] * stride_vn) + # -- compute qk -- + qk = tl.zeros([BLOCK_M, BLOCK_N], dtype=tl.float32) + # if start_n + BLOCK_N < seqlen: + # qk = tl.where(m_mask, qk, float("-inf")) + # else: + causal_mask = cols[None, :] <= offs_m[:, None] + qk = tl.where(m_mask & causal_mask, qk, float("-inf")) + qk += tl.dot(q, k) + # -- compute scaling constant -- + m_i_new = tl.maximum(m_i, tl.max(qk, 1)) + alpha = tl.math.exp2(m_i - m_i_new) + p = tl.math.exp2(qk - m_i_new[:, None]) + # -- scale and update acc -- + acc_scale = l_i * 0 + alpha # workaround some compiler bug + acc *= acc_scale[:, None] + acc += tl.dot(p.to(dtype), v) + # -- update m_i and l_i -- + l_i = l_i * alpha + tl.sum(p, 1) + m_i = m_i_new + + # write back O + acc /= l_i[:, None] + tl.store(o_ptrs, acc.to(dtype), mask=m_mask) + + +def triton_block_sparse_forward( + q, # [BATCH, N_HEADS, N_CTX, D_HEAD] + k, # [BATCH, N_HEADS, N_CTX, D_HEAD] + v, # [BATCH, N_HEADS, N_CTX, D_HEAD] + seqlens, # [BATCH, ] + block_index, # [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M), MAX_BLOCKS_PRE_ROW] + sm_scale, + block_size_M=64, + block_size_N=64, +) -> torch.Tensor: + # shape constraints + Lq, Lk, Lv = q.shape[-1], k.shape[-1], v.shape[-1] + assert Lq == Lk and Lk == Lv + assert Lk in {16, 32, 64, 128} + o = torch.zeros_like(q) + grid = (triton.cdiv(q.shape[2], block_size_M), q.shape[0] * q.shape[1], 1) + dtype = tl.bfloat16 if q.dtype == torch.bfloat16 else tl.float16 + triton_block_sparse_attn_kernel[grid]( + q, k, v, seqlens, sm_scale, + block_index, + o, + q.stride(0), q.stride(1), q.stride(2), q.stride(3), + k.stride(0), k.stride(1), k.stride(2), k.stride(3), + v.stride(0), v.stride(1), v.stride(2), v.stride(3), + o.stride(0), o.stride(1), o.stride(2), o.stride(3), + q.shape[0], q.shape[1], q.shape[2], + block_index.shape[-2], block_index.shape[-1], + BLOCK_M=block_size_M, BLOCK_N=block_size_N, + BLOCK_DMODEL=Lk, + dtype=dtype, + num_warps=4, num_stages=2, + ) + + return o + + +def torch_build_index( + query: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + key: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + top_k: int, + block_size_M: int = 64, + block_size_N: int = 64, +): + batch_size, num_heads, context_size, head_dim = query.shape + query_pool = query.reshape((batch_size, num_heads, -1, block_size_M, head_dim)).mean(dim=-2) + key_pool = key.reshape((batch_size, num_heads, -1, block_size_N, head_dim)).mean(dim=-2) + arange_M = torch.arange(query_pool.shape[-2], dtype=torch.int32, device=query.device) * block_size_M + arange_N = torch.arange(key_pool.shape[-2], dtype=torch.int32, device=key.device) * block_size_N + p_pool = torch.einsum(f'bhmk, bhnk -> bhmn', query_pool, key_pool) + p_pool = p_pool.where(arange_M[None, None, :, None] >= arange_N[None, None, None, :], -torch.inf) + top_k = min(top_k, context_size // block_size_N) + return torch.topk(p_pool, top_k, dim=-1).indices.to(torch.int32).sort(dim=-1).values + + +def make_causal_mask(seqlens, device, context_size): + batch_size = seqlens.shape[0] + arange = torch.arange(context_size, dtype=torch.int32, device=device) + causal_mask = arange[None, None, :, None] >= arange[None, None, None, :] + causal_mask = causal_mask.repeat((batch_size, 1, 1, 1)) + for b, seqlen in enumerate(seqlens): + causal_mask[b, :, seqlen:, :] = False + causal_mask[b, :, :, seqlen:] = False + return causal_mask + + +def make_block_mask(block_index, causal_mask, device, block_size_M=64, block_size_N=64): + batch_size, num_heads, num_rows, max_blocks_per_row = block_index.shape + context_size = causal_mask.shape[-1] + block_mask = torch.zeros((batch_size, num_heads, context_size, context_size), dtype=torch.bool, device=device) + for b in range(batch_size): + for h in range(num_heads): + for i in range(num_rows): + start_m = i * block_size_M + end_m = start_m + block_size_M + for j in range(max_blocks_per_row): + real_j = block_index[b, h, i, j] + start_n = real_j * block_size_N + end_n = start_n + block_size_N + block_mask[b, h, start_m:end_m, start_n:end_n] = True + block_mask.logical_and_(causal_mask) + return block_mask + + +def plot_mask(mask, name, batch=0, head=0): + import matplotlib.pyplot as plt + import seaborn as sns + plt.figure(figsize=(16, 12)) + plt.clf() + mask = mask[batch, head].cpu().numpy() + sns.heatmap(mask) + plt.savefig(name) + + +@triton.jit +def triton_dense_fwd_kernel( + Q, K, V, seqlens, sm_scale, + Out, + stride_qz, stride_qh, stride_qm, stride_qk, + stride_kz, stride_kh, stride_kn, stride_kk, + stride_vz, stride_vh, stride_vn, stride_vk, + stride_oz, stride_oh, stride_om, stride_ok, + Z, H, N_CTX, + BLOCK_M: tl.constexpr, BLOCK_DMODEL: tl.constexpr, + BLOCK_N: tl.constexpr, + dtype: tl.constexpr, +): + start_m = tl.program_id(0) + off_hz = tl.program_id(1) + + seqlen = tl.load(seqlens + off_hz // H) + if start_m * BLOCK_M >= seqlen: + return + + qo_offset = (off_hz // H) * stride_qz + (off_hz % H) * stride_qh + kv_offset = (off_hz // H) * stride_kz + (off_hz % H) * stride_kh + Q_block_ptr = tl.make_block_ptr( + base=Q + qo_offset, + shape=(N_CTX, BLOCK_DMODEL), + strides=(stride_qm, stride_qk), + offsets=(start_m * BLOCK_M, 0), + block_shape=(BLOCK_M, BLOCK_DMODEL), + order=(1, 0) + ) + K_block_ptr = tl.make_block_ptr( + base=K + kv_offset, + shape=(BLOCK_DMODEL, N_CTX), + strides=(stride_kk, stride_kn), + offsets=(0, 0), + block_shape=(BLOCK_DMODEL, BLOCK_N), + order=(0, 1) + ) + V_block_ptr = tl.make_block_ptr( + base=V + kv_offset, + shape=(N_CTX, BLOCK_DMODEL), + strides=(stride_vn, stride_vk), + offsets=(0, 0), + block_shape=(BLOCK_N, BLOCK_DMODEL), + order=(1, 0) + ) + # initialize offsets + offs_m = start_m * BLOCK_M + tl.arange(0, BLOCK_M) + offs_n = tl.arange(0, BLOCK_N) + # initialize pointer to m and l + m_i = tl.zeros([BLOCK_M], dtype=tl.float32) - float("inf") + l_i = tl.zeros([BLOCK_M], dtype=tl.float32) + acc = tl.zeros([BLOCK_M, BLOCK_DMODEL], dtype=tl.float32) + # scale sm_scale by log_2(e) and use + # 2^x instead of exp in the loop because CSE and LICM + # don't work as expected with `exp` in the loop + qk_scale = sm_scale * 1.44269504 + # load q: it will stay in SRAM throughout + q = tl.load(Q_block_ptr) + q = (q * qk_scale).to(dtype) + # loop over k, v and update accumulator + lo = 0 + hi = (start_m + 1) * BLOCK_M + m_mask = offs_m[:, None] < seqlen + + for start_n in range(lo, hi, BLOCK_N): + n_mask = (start_n + offs_n[None, :]) <= offs_m[:, None] + # -- load k, v -- + k = tl.load(K_block_ptr) + v = tl.load(V_block_ptr) + # -- compute qk -- + qk = tl.zeros([BLOCK_M, BLOCK_N], dtype=tl.float32) + qk = tl.where(m_mask & n_mask, qk, float("-inf")) + qk += tl.dot(q, k) + # -- compute scaling constant -- + m_i_new = tl.maximum(m_i, tl.max(qk, 1)) + alpha = tl.math.exp2(m_i - m_i_new) + p = tl.math.exp2(qk - m_i_new[:, None]) + # -- scale and update acc -- + acc_scale = l_i * 0 + alpha # workaround some compiler bug + acc *= acc_scale[:, None] + acc += tl.dot(p.to(dtype), v) + # -- update m_i and l_i -- + l_i = l_i * alpha + tl.sum(p, 1) + m_i = m_i_new + # update pointers + K_block_ptr = tl.advance(K_block_ptr, (0, BLOCK_N)) + V_block_ptr = tl.advance(V_block_ptr, (BLOCK_N, 0)) + # write back O + acc = tl.where(m_mask, acc / l_i[:, None], 0.0) + O_block_ptr = tl.make_block_ptr( + base=Out + qo_offset, + shape=(N_CTX, BLOCK_DMODEL), + strides=(stride_om, stride_ok), + offsets=(start_m * BLOCK_M, 0), + block_shape=(BLOCK_M, BLOCK_DMODEL), + order=(1, 0) + ) + tl.store(O_block_ptr, acc.to(dtype)) + + +def triton_dense_forward(q, k, v, seqlens, sm_scale, block_size_M=128, block_size_N=64) -> torch.Tensor: + # shape constraints + Lq, Lk, Lv = q.shape[-1], k.shape[-1], v.shape[-1] + assert Lq == Lk and Lk == Lv + assert Lk in {16, 32, 64, 128} + o = torch.zeros_like(q) + grid = (triton.cdiv(q.shape[2], block_size_M), q.shape[0] * q.shape[1], 1) + num_warps = 4 if Lk <= 64 else 8 # 4 + dtype = tl.bfloat16 if q.dtype == torch.bfloat16 else tl.float16 + triton_dense_fwd_kernel[grid]( + q, k, v, seqlens, sm_scale, + o, + q.stride(0), q.stride(1), q.stride(2), q.stride(3), + k.stride(0), k.stride(1), k.stride(2), k.stride(3), + v.stride(0), v.stride(1), v.stride(2), v.stride(3), + o.stride(0), o.stride(1), o.stride(2), o.stride(3), + q.shape[0], q.shape[1], q.shape[2], + BLOCK_M=block_size_M, BLOCK_N=block_size_N, + BLOCK_DMODEL=Lk, + dtype=dtype, + num_warps=num_warps, num_stages=4, + ) + + return o + + +def flash_attn_forward(q, k, v, seqlens, sm_scale, context_size) -> torch.Tensor: + return flash_attn_varlen_func( + q, + k, + v, + cu_seqlens_q=seqlens, + cu_seqlens_k=seqlens, + max_seqlen_q=context_size, + max_seqlen_k=context_size, + dropout_p=0.0, + softmax_scale=sm_scale, + causal=True, + ) + + +def torch_forward( + query: torch.Tensor, + key: torch.Tensor, + value: torch.Tensor, + mask: torch.Tensor, + sm_scale: float, +) -> torch.Tensor: + p = torch.einsum(f'bhmk, bhnk -> bhmn', query, key) * sm_scale + p = p.where(mask, -torch.inf) + p_max = p.max(-1, keepdim=True).values + p_max = torch.where(p_max < 0, 0.0, p_max) + p_exp = torch.exp(p - p_max) + s = p_exp / (p_exp.sum(-1, keepdim=True) + 1e-6) + out = torch.einsum(f'bhmn, bhnk -> bhmk', s, value) + return out + + +def profile(fn, total_flops, tag, warmup=25, rep=100): + ms = triton.testing.do_bench(fn, warmup=warmup, rep=rep) + gflops = total_flops / ms * 1e-9 + print(f'{tag}: {ms:.3f} ms | {gflops:.3f} GFLOP/s') + + +def test_flash_attention( + seqlens=None, + dtype=torch.float16, + device="cuda", + torch_test=True, + batch_size=4, + num_heads=32, + context_size=1024, + head_dim=128, + top_k=5, + block_size_M=64, + block_size_N=64, +): + print('========================================') + print(f'BATCH={batch_size}, N_CTX={context_size}, N_HEADS={num_heads}, D_HEAD={head_dim}') + q = torch.randn((batch_size, num_heads, context_size, head_dim), dtype=dtype, device=device) + k = torch.randn((batch_size, num_heads, context_size, head_dim), dtype=dtype, device=device) + v = torch.randn((batch_size, num_heads, context_size, head_dim), dtype=dtype, device=device) + if seqlens is None: + seqlens = torch.randint(context_size // 2, context_size, (batch_size, ), dtype=torch.int32, device=device) + else: + seqlens = torch.tensor(seqlens, dtype=torch.int32, device=device) + dense_mask_nnz = seqlens.to(torch.float32).square().sum().item() * num_heads / 2 + sm_scale = head_dim ** -0.5 + + causal_mask = make_causal_mask(seqlens, device, context_size) + if torch_test: + ref_o_dense = torch_forward(q, k, v, causal_mask, sm_scale) + + block_index = torch_build_index(q, k, top_k, block_size_M, block_size_N) + arange_M = torch.arange(block_index.shape[-2], device=device) + block_index_mask = arange_M[None, None, :, None] * block_size_M >= block_index * block_size_N + sparse_mask_nnz = block_index_mask.to(torch.float32).sum().item() * block_size_M * block_size_N + print(f'block mask sparsity: {1 - sparse_mask_nnz / dense_mask_nnz}') + torch_build_index_fn = lambda: torch_build_index(q, k, top_k, block_size_M, block_size_N) + profile(torch_build_index_fn, 0., 'torch-index') + + if torch_test: + block_mask = make_block_mask(block_index, causal_mask, device, block_size_M, block_size_N) + ref_o_sparse = torch_forward(q, k, v, block_mask, sm_scale) + + triton_dense_fn = lambda: triton_dense_forward(q, k, v, seqlens, sm_scale) + output = triton_dense_fn() + if torch_test: + torch.testing.assert_close(output, ref_o_dense, atol=1e-2, rtol=0) + profile(triton_dense_fn, 2. * head_dim * dense_mask_nnz, 'triton-dense') + + triton_sparse_fn = lambda: triton_block_sparse_forward(q, k, v, seqlens, block_index, sm_scale, block_size_M, block_size_N) + output = triton_sparse_fn() + if torch_test: + torch.testing.assert_close(output, ref_o_sparse, atol=1e-2, rtol=0) + profile(triton_sparse_fn, 2. * head_dim * sparse_mask_nnz, 'triton-sparse') + + q = q.swapaxes(1, 2).contiguous() + k = k.swapaxes(1, 2).contiguous() + v = v.swapaxes(1, 2).contiguous() + q = torch.concatenate([q[i, :seqlen, :, :] for i, seqlen in enumerate(seqlens)]) + k = torch.concatenate([k[i, :seqlen, :, :] for i, seqlen in enumerate(seqlens)]) + v = torch.concatenate([v[i, :seqlen, :, :] for i, seqlen in enumerate(seqlens)]) + seqlens = torch.nn.functional.pad(torch.cumsum(seqlens, dim=0, dtype=torch.int32), (1, 0)) + + flash_fn = lambda: flash_attn_forward(q, k, v, seqlens, sm_scale, context_size) + output = flash_fn() + output = torch.stack([ + torch.nn.functional.pad( + output[seqlens[i]:seqlens[i + 1], :, :], + (0, 0, 0, 0, 0, context_size + seqlens[i] - seqlens[i + 1]) + ) + for i in range(batch_size) + ]).swapaxes(1, 2).contiguous() + if torch_test: + torch.testing.assert_close(output, ref_o_dense, atol=1e-2, rtol=0) + profile(flash_fn, 2. * head_dim * dense_mask_nnz, 'flash-dense') + print('========================================\n') + + +def block_sparse_flash_attention_forward( + query: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + key: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + value: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + top_k: int, + block_size_M: int = 64, + block_size_N: int = 64, +): + batch_size, num_heads, context_size, head_dim = query.shape + pad = block_size_M - (query.shape[2] & (block_size_M - 1)) + query = torch.nn.functional.pad(query, [0, 0, 0, pad, 0, 0, 0, 0]) + key = torch.nn.functional.pad(key, [0, 0, 0, pad, 0, 0, 0, 0]) + value = torch.nn.functional.pad(value, [0, 0, 0, pad, 0, 0, 0, 0]) + seqlens = torch.tensor([context_size], dtype=torch.int32, device=query.device) + sm_scale = head_dim ** -0.5 + block_index = torch_build_index(query, key, top_k, block_size_N, block_size_N) + out = triton_block_sparse_forward(query, key, value, seqlens, block_index, sm_scale, block_size_M, block_size_N) + return out[..., :context_size, :] diff --git a/minference/kernels/inf_llm.py b/minference/kernels/inf_llm.py new file mode 100644 index 0000000..e9397b5 --- /dev/null +++ b/minference/kernels/inf_llm.py @@ -0,0 +1,1052 @@ +import torch + +from typing import Optional, Tuple +from copy import deepcopy +from flash_attn import flash_attn_func +from .streaming_kernel import TritonMultiStageDotProductionAttention + +class CudaCache: + def __init__(self, num_units, unit_size, dtype): + self.num_units = num_units + self.unit_size = unit_size + self.dtype = dtype + self.data = torch.empty( + (num_units, unit_size), + device = "cuda", + dtype=dtype + ) + self.idle_set = set(list(range(num_units))) + + def alloc(self): + assert len(self.idle_set) > 0 + + idx = self.idle_set.pop() + return self.data[idx], idx + + def delete(self, idx): + assert idx not in self.idle_set + self.idle_set.add(idx) + + +class MemoryUnit: + def __init__( + self, + kv: Tuple[torch.Tensor, torch.Tensor], + cache: CudaCache, + load_to_cache: bool = False, + pin_memory: bool = False, + ): + self.cache = cache + + if kv[0].is_cuda: + cpu_data = tuple(_t.contiguous().to("cpu", non_blocking=True) for _t in kv) + else: + cpu_data = tuple(_t.contiguous() for _t in kv) + + if pin_memory: + cpu_data = tuple(_t.pin_memory() for _t in cpu_data) + + if load_to_cache: + gpu_data, gpu_data_id = cache.alloc() + gpu_data = gpu_data.view((2,) + kv[0].shape) + gpu_data[0].copy_(kv[0], non_blocking=True) + gpu_data[1].copy_(kv[1], non_blocking=True) + event = torch.cuda.Event() + event.record(torch.cuda.current_stream()) + else: + gpu_data, gpu_data_id = None, None + event = None + + self.cpu_data = cpu_data + self.gpu_data = gpu_data + self.gpu_data_id = gpu_data_id + self.event = event + + def load(self, target: Optional[Tuple[torch.Tensor, torch.Tensor]] = None) -> bool: + if self.gpu_data is not None: + if target is not None: + target[0].copy_(self.gpu_data[0], non_blocking=True) + target[1].copy_(self.gpu_data[1], non_blocking=True) + target_event = torch.cuda.Event() + target_event.record(torch.cuda.current_stream()) + else: + target_event = None + + + return False, target_event + + gpu_data, gpu_data_id = self.cache.alloc() + gpu_data = gpu_data.view((2,) + self.cpu_data[0].shape) + if target is not None: + target[0].copy_(self.cpu_data[0], non_blocking=True) + target[1].copy_(self.cpu_data[1], non_blocking=True) + target_event = torch.cuda.Event() + target_event.record(torch.cuda.current_stream()) + gpu_data[0].copy_(target[0], non_blocking=True) + gpu_data[1].copy_(target[1], non_blocking=True) + + else: + gpu_data[0].copy_(self.cpu_data[0], non_blocking=True) + gpu_data[1].copy_(self.cpu_data[1], non_blocking=True) + + event = torch.cuda.Event() + event.record(torch.cuda.current_stream()) + self.event = event + self.gpu_data = gpu_data + self.gpu_data_id = gpu_data_id + + return True, target_event + + def get(self): + assert self.gpu_data is not None + self.event.wait() + return self.gpu_data + + + def offload(self): + assert self.gpu_data is not None + self.event.wait() + self.gpu_data = None + self.cache.delete(self.gpu_data_id) + self.gpu_data_id = None + + +class VectorTensor: + def __init__( + self, + hidden_size, + element_dtype + ): + init_cached_size = 16 + self.data = torch.empty( + (init_cached_size, hidden_size), + dtype=element_dtype, + device='cuda' + ) + self.length = 0 + self.cache_size = init_cached_size + self.hidden_size = hidden_size + + def append_cache(self): + new_cache_size = self.cache_size * 2 + data_shape = self.data.shape + new_data = torch.empty( + (new_cache_size,) + data_shape[1:], + device='cuda', + dtype=self.data.dtype + ) + new_data[:self.cache_size,...].copy_(self.data) + self.data = new_data + self.cache_size = new_cache_size + + def append(self, tensor: torch.Tensor): + assert tensor.dtype == self.data.dtype + assert tensor.size(1) == self.hidden_size + assert tensor.is_contiguous() + + append_l = tensor.size(0) + + while self.length + append_l > self.cache_size: + self.append_cache() + + self.data[self.length: self.length+append_l, ...].copy_(tensor) + + self.length += append_l + + + def get_data(self): + return self.data[:self.length, ...] + + + def get_topk(self, tensor: torch.Tensor, topk): # inner product + assert tensor.dim() == 1 and tensor.size(0) == self.hidden_size + logits = torch.matmul(self.data[:self.length], tensor[:, None]).squeeze(dim=-1) + assert logits.dim() == 1 and logits.size(0) == self.length + return logits.topk(topk, dim=0).indices.cpu().tolist() + + def __len__(self): + return self.length + + +class Faiss: + def __init__(self, hidden_size, element_dtype): + import faiss + # We use the CPU index here because the GPU index requires a long initialization time + self.index = faiss.IndexFlatIP(hidden_size) + self.hidden_size = hidden_size + + def append(self, tensor: torch.Tensor): + assert tensor.dim() == 2 and tensor.size(1) == self.hidden_size + self.index.add(tensor.cpu().float().numpy().astype("float32")) + + def get_data(self): + raise ValueError + + def get_topk(self, tensor: torch.Tensor, topk): + assert tensor.dim() == 1 and tensor.size(0) == self.hidden_size + xq = tensor[None, :].cpu().float().numpy().astype("float32") + topk_index = self.index.search(xq, topk)[1][0].tolist() + return topk_index + + def __len__(self): + return self.index.ntotal + + +GLOBAL_STREAM = None + + +class ContextManager: + def __init__(self, + position_embedding, + n_init, n_local, + block_size, max_cached_block, topk, exc_block_size, + score_decay: Optional[float] = None, + repr_topk: int = 1, + cache_strategy = "lru", + chunk_topk_calc: Optional[int] = None, + async_global_stream: bool = False, + pin_memory: bool = False, + faiss: bool = False, + perhead: bool = False, + dense_decoding: bool = False, + ): + + self.length = 0 + self.position_embedding = position_embedding + self.n_init = n_init + self.n_local = n_local + self.block_size = block_size + self.max_cached_block = max_cached_block + self.exc_block_size = exc_block_size + self.score_decay = score_decay + assert exc_block_size <= n_local # no global token in input + self.topk = topk + self.Attn = TritonMultiStageDotProductionAttention + self.initialized = False + self.repr_topk = repr_topk + self.cache_strategy = cache_strategy + self.load_count = 0 + self.chunk_topk_calc = chunk_topk_calc + self.async_global_stream = async_global_stream + self.pin_memory = pin_memory + self.faiss = faiss + self.perhead = perhead + + self.dense_decoding = dense_decoding + + global GLOBAL_STREAM + if self.async_global_stream and GLOBAL_STREAM is None: + GLOBAL_STREAM = torch.cuda.Stream() + + assert cache_strategy in ["lru", "lru-s"] + + if cache_strategy == "lru-s": + self.calc_block_score = True + else: + self.calc_block_score = False + + + def remove_lru_blocks(self, u, num_remove: Optional[int] = None, ignore_blocks = None): + if num_remove is None: + num_remove = len(self.cached_blocks[u]) - self.max_cached_block + + if num_remove <= 0: + return + + lst = list(self.cached_blocks[u].items()) + lst.sort(key=lambda x: x[1]) + + removed = 0 + for i in range(len(lst)): + idx = lst[i][0] + if ignore_blocks is None or (idx not in ignore_blocks): + self.global_blocks[u][idx].offload() + self.cached_blocks[u].pop(idx) + removed += 1 + + if removed >= num_remove: + return + + + def get_block_k(self, k, score): + assert isinstance(score, torch.Tensor) + assert k.dim() >= 2 + k = self.from_group_kv(k) + assert k.shape[:-1] == score.shape + assert k.shape[-2] == self.block_size + score_topk = score.topk(self.repr_topk, dim=-1).indices + assert score_topk.shape == (self.num_units, self.unit_size, self.repr_topk) + ret = torch.gather(k, -2, score_topk[:, :, :, None].expand(self.num_units, self.unit_size, self.repr_topk, self.dim_head)) + return ret + + + def from_group_kv(self, tensor): + assert tensor.dim() == 4 + assert tensor.size(1) == self.num_heads_kv + if self.num_heads == self.num_heads_kv: + return tensor + _, _, length, dim_head = tensor.shape + num_group = self.num_heads // self.num_heads_kv + tensor = tensor.view((self.num_units, self.unit_size_kv, 1, length, dim_head)) + tensor = tensor.expand((self.num_units, self.unit_size_kv, num_group, length, dim_head)).reshape((self.num_units, self.num_heads, length, dim_head)) + return tensor + + + def init( + self, + local_q, local_k, local_v, + global_q, global_k, global_v + ): + assert local_q.dim() == 4 + batch_size, num_heads, len_q, dim_head = local_q.shape + num_heads_kv = local_k.size(1) + + for _t in [local_q, local_k, local_v, global_q, global_k, global_v]: + assert _t.size(0) == batch_size + assert (_t.size(1) == num_heads or _t.size(1) == num_heads_kv) + assert _t.size(2) == len_q + assert _t.size(3) == dim_head + assert _t.is_cuda + + + self.batch_size = batch_size + self.num_heads = num_heads + self.num_heads_kv = num_heads_kv + self.dim_head = dim_head + self.num_units = batch_size + self.unit_size = num_heads + self.unit_size_kv = num_heads_kv + + self.global_blocks = [[] for _ in range(self.num_units)] # [[memory_unit]] + self.cached_blocks = [{} for _ in range(self.num_units)] # [[block_id: block_score] + self.num_global_block = 0 + + if self.faiss: + self.block_k = [Faiss( + dim_head * self.unit_size, global_k.dtype + ) for _ in range(self.num_units)] + else: + self.block_k = [VectorTensor( + dim_head * self.unit_size, global_k.dtype + ) for _ in range(self.num_units)] + + self.local_k = torch.empty((self.num_units, self.unit_size_kv, 0, dim_head), dtype=local_k.dtype, device=local_k.device) + self.local_v = torch.empty((self.num_units, self.unit_size_kv, 0, dim_head), dtype=local_v.dtype, device=local_v.device) + + if self.dense_decoding: + self.dense_k = torch.empty((self.num_units, self.unit_size_kv, 0, dim_head), dtype=local_k.dtype, device=local_k.device) + self.dense_v = torch.empty((self.num_units, self.unit_size_kv, 0, dim_head), dtype=local_v.dtype, device=local_v.device) + + self.global_remainder = ( + torch.empty((self.num_units, self.unit_size_kv, 0, dim_head), dtype=global_k.dtype, device=global_k.device), + torch.empty((self.num_units, self.unit_size_kv, 0, dim_head), dtype=global_v.dtype, device=global_v.device), + ) + + self.global_remainder_local_score = torch.empty((self.num_units, self.unit_size, 0), dtype=global_k.dtype, device=global_k.device) + + + self.init_k = torch.empty((self.num_units, self.unit_size_kv, 0, dim_head), dtype=global_k.dtype, device=global_k.device) + self.init_v = torch.empty((self.num_units, self.unit_size_kv, 0, dim_head), dtype=global_k.dtype, device=global_k.device) + self.init_exc = False + self.dtype = local_q.dtype + self.position_embedding._update_cos_sin_tables_len( + self.n_local + self.exc_block_size + 1, local_k.device, local_k.dim() + ) + + buffer_len = self.topk * self.block_size + self.exc_block_size + self.block_size + self.n_init + self.global_buffer = torch.zeros( + (2, self.num_units, self.unit_size_kv, buffer_len , dim_head), + dtype = global_k.dtype, device=global_k.device + ) + self.global_buffer_block_id_list = [[-1] * self.topk for _ in range(self.num_units)] + self.global_buffer_init_st = 0 + self.global_buffer_init_ed = 0 + self.cuda_cache = CudaCache( + self.max_cached_block * self.num_units, + self.unit_size_kv * self.block_size * dim_head * 2, + local_k.dtype + ) + + self.initialized = True + + + def calc_block_topk( + self, global_h_q + ): + if not self._use_chunk_topk: + if self.num_global_block <= self.topk: + return [list(range(len(self.global_blocks[0]))) for _ in range(self.num_units)] + + global_h_q = global_h_q.mean(dim=2, keepdim=False) + assert global_h_q.shape == (self.num_units, self.unit_size, self.dim_head) + global_h_q = global_h_q.reshape(self.num_units, self.dim_head * self.unit_size) + ret = [] + for u in range(self.num_units): + ret.append(self.block_k[u].get_topk(global_h_q[u], self.topk)) + + else: + return self._cached_topk[self._topk_cur] + + return ret + + + def get_global_hidden_and_mask( + self, len_q, block_topk + ): + assert len(block_topk) == self.num_units + global_block_map = [[] for _ in range(self.num_units)] + global_remainder_len = max(self._global_remainder_ed - self._global_remainder_st + len_q - self.n_local, 0) + init_len = self.init_k.size(-2) + sliding_window = None + + global_h_k = self.global_buffer[0] + global_h_v = self.global_buffer[1] + + block_num = len(block_topk[0]) + for u in range(self.num_units): + assert len(block_topk[u]) == block_num + + block_topk[u].sort() + global_block_map[u] = deepcopy(self.global_buffer_block_id_list[u]) + for b_idx in block_topk[u]: + if b_idx in global_block_map[u]: + continue + + st = -1 + ed = -1 + for j in range(self.topk): + if global_block_map[u][j] == -1 or global_block_map[u][j] not in block_topk[u]: + st = j * self.block_size + ed = st + self.block_size + global_block_map[u][j] = b_idx + break + + + assert b_idx in self.cached_blocks[u] + self.global_blocks[u][b_idx].load((global_h_k[u, :, st:ed, :], global_h_v[u, :, st:ed, :])) + + + init_st = block_num * self.block_size + init_ed = init_st + init_len + if self.global_buffer_init_st != init_st or self.global_buffer_init_ed != init_ed: + global_h_k[:, :, init_st: init_ed, :].copy_(self.init_k, non_blocking=True) + global_h_v[:, :, init_st: init_ed, :].copy_(self.init_v, non_blocking=True) + + ed = init_ed + + rmd_st = init_ed + rmd_ed = rmd_st + global_remainder_len + ed = rmd_ed + global_h_k[:, :, rmd_st: rmd_ed, :].copy_(self.global_remainder[0][:, :, self._global_remainder_st:self._global_remainder_st+global_remainder_len, :], non_blocking=True) + global_h_v[:, :, rmd_st: rmd_ed, :].copy_(self.global_remainder[1][:, :, self._global_remainder_st:self._global_remainder_st+global_remainder_len, :], non_blocking=True) + + + sliding_window = (self.global_remainder[0].size(-2) + rmd_st, self.n_local) + + self.global_buffer_block_id_list = deepcopy(global_block_map) + self.global_buffer_init_st = init_st + self.global_buffer_init_ed = init_ed + + for u in range(self.num_units): + assert max(global_block_map[u][block_num:] + [-1]) == -1 + assert min(global_block_map[u][:block_num] + [0]) > -1 + global_block_map[u] = list(global_block_map[u][:block_num]) + + + global_h_k = global_h_k[:, :, :ed, :] + global_h_v = global_h_v[:, :, :ed, :] + return global_h_k, global_h_v, sliding_window, global_block_map, block_num + + + def update_block_score( + self, global_score: torch.FloatTensor, global_block_map, global_block_num + ): + if global_score is not None: + global_score = global_score[:, :, :global_block_num * self.block_size] + assert global_score.shape == (self.num_units, self.unit_size, global_block_num * self.block_size) + global_score = global_score.view(self.num_units, self.unit_size, global_block_num, self.block_size) + global_score = global_score.sum(dim=-1).sum(dim=1) + assert global_score.shape == (self.num_units, global_block_num) + global_score = global_score.to(device='cpu', non_blocking=False) # (num_units, global_block_num) + for u in range(self.num_units): + for k, v in self.cached_blocks[u].items(): + self.cached_blocks[u][k] = v * self.score_decay + score = global_score[u].tolist() + assert len(score) >= len(global_block_map[u]) + for s, i in zip(score, global_block_map[u]): + self.cached_blocks[u][i] += s + + + + def _append( + self, + local_q, local_k, local_v, global_q + ): + + # get local_h_q, local_h_k, local_h_v + local_h_q, local_h_k = self.position_embedding(local_q, local_k) + local_h_v = local_v + + + # calc local result first to overlap host-device communication + attn = self.Attn(local_h_q.shape, local_h_q.dtype, local_h_q.device) + attn.append( + local_h_q, local_h_k, local_h_v, + get_score=True, sliding_window=self.n_local + ) + + # calc topk global repr k and load cache + with torch.cuda.stream(GLOBAL_STREAM): + block_topk = self.calc_block_topk(global_q) + + for u in range(self.num_units): + num_remove = len(self.cached_blocks[u]) - self.max_cached_block + for bidx in block_topk[u]: + if bidx not in self.cached_blocks[u]: + num_remove += 1 + + # update cache + self.remove_lru_blocks(u, num_remove, block_topk[u]) + + if self.cache_strategy == "lru": + self.load_count += 1 + for u in range(self.num_units): + for bidx in block_topk[u]: + self.cached_blocks[u][bidx] = self.load_count + + elif self.cache_strategy == "lru-s": + for u in range(self.num_units): + for bidx in block_topk[u]: + self.cached_blocks[u][bidx] = 0 + else: + raise ValueError + + # get global_h_k, global_h_v, global_mask + # Beacuse exc_block_size <= n_local, no global_k, global_v used in global part + global_h_q = global_q + global_h_k, global_h_v, global_sliding_window, global_block_map, global_block_num = self.get_global_hidden_and_mask(local_h_q.size(-2), block_topk) + + if self.async_global_stream: + torch.cuda.current_stream().wait_stream(GLOBAL_STREAM) + + # calc global result + attn.append( + global_h_q, global_h_k, global_h_v, + end=True, get_score=self.calc_block_score, + sliding_window=global_sliding_window, + complement_sliding_window=True + ) + + o, score_list = attn.get_result() + loc_score = score_list[0] + glb_score = score_list[1] + + if self.async_global_stream: + GLOBAL_STREAM.wait_stream(torch.cuda.current_stream()) + + # update global score + with torch.cuda.stream(GLOBAL_STREAM): + self.update_block_score(glb_score, global_block_map, global_block_num) + + + return o.view((self.batch_size, self.num_heads, -1, self.dim_head)), loc_score + + + def get_batched_topk(self, global_q): + length = global_q.shape[2] + exc_num = (length + self.exc_block_size - 1) // self.exc_block_size + exc_block_num = length // self.exc_block_size + ret = [] + if self.num_global_block <= self.topk: + for _ in range(exc_num): + ret.append( + [list(range(len(self.global_blocks[0]))) for _ in range(self.num_units)] + ) + return ret + + + global_h_q = global_q + assert global_h_q.dim() == 4 + assert global_h_q.shape[:2] == (self.num_units, self.unit_size) + assert global_h_q.shape[3] == self.dim_head + + + + block_k = torch.cat([self.block_k[u].get_data()[None, :, :] for u in range(self.num_units)], dim=0) + assert block_k.shape == (self.num_units, self.num_global_block, self.dim_head * self.unit_size) + block_k = block_k.reshape(self.num_units, self.num_global_block, self.unit_size, self.dim_head).permute(0, 2, 1, 3).contiguous() + + + if exc_block_num > 0: + tmp_global_h_q = global_h_q[:, :, :exc_block_num * self.exc_block_size, :].reshape( + self.num_units, self.unit_size, exc_block_num, self.exc_block_size, self.dim_head + ).mean(dim=-2) + assert tmp_global_h_q.shape == (self.num_units, self.unit_size, exc_block_num, self.dim_head) + block_score = torch.matmul( + tmp_global_h_q, block_k.transpose(-1, -2) + ).mean(dim=1) # (num_units, exc_block_num, num_global_block) + assert block_score.shape == (self.num_units, exc_block_num, self.num_global_block) + + indices = block_score.topk(self.topk, dim=-1).indices.cpu() + for b in range(exc_block_num): + tmp = [] + for u in range(self.num_units): + tmp.append(indices[u, b].tolist()) + assert len(tmp[-1]) == self.topk + + ret.append(tmp) + + if exc_block_num != exc_num: + tmp_global_h_q = global_h_q[:, :, exc_block_num * self.exc_block_size:, :].reshape( + self.num_units, self.unit_size, length - exc_block_num * self.exc_block_size, self.dim_head + ).mean(dim=-2, keepdim=True) + assert tmp_global_h_q.shape == (self.num_units, self.unit_size, 1, self.dim_head) + block_score = torch.matmul( + tmp_global_h_q, block_k.transpose(-1, -2) + ) + assert block_score.shape == (self.num_units, self.unit_size, 1, self.num_global_block) + block_score = block_score.squeeze(dim=2).mean(dim=1) + assert block_score.shape == (self.num_units, self.num_global_block) + indices = block_score.topk(self.topk, dim=-1).indices.cpu() + tmp = [] + for u in range(self.num_units): + tmp.append(indices[u].tolist()) + assert len(tmp[-1]) == self.topk + + ret.append(tmp) + + + return ret + + def append_global( + self, exc_length, kv_length, local_score + ): + + global_remainder_ed = self._global_remainder_ed + exc_length + global_remainder_st = self._global_remainder_st + + global_remainder_len = global_remainder_ed - global_remainder_st + + assert local_score.shape[:3] == (self.num_units, self.unit_size, kv_length) + local_score = local_score[:, :, -exc_length-self.n_local:] + self.global_remainder_local_score[:, :, global_remainder_ed-local_score.size(-1):global_remainder_ed].add_(local_score) + + + if not self.init_exc and global_remainder_len > self.n_local: + global_k = self.global_remainder[0] + global_v = self.global_remainder[1] + + append_init_len = min( + self.n_init - self.init_k.size(-2), + global_remainder_len - self.n_local + ) + self.init_k = torch.cat( + (self.init_k, global_k[:, :, global_remainder_st:global_remainder_st + append_init_len, :]), dim=-2 + ) + self.init_v = torch.cat( + (self.init_v, global_v[:, :, global_remainder_st:global_remainder_st + append_init_len, :]), dim=-2 + ) + global_remainder_st += append_init_len + global_remainder_len -= append_init_len + + if self.init_k.size(-2) == self.n_init: + self.init_exc = True + + + while global_remainder_len - self.block_size >= self.n_local: + global_remainder_len -= self.block_size + for u in range(self.num_units): + self.global_blocks[u].append(( + MemoryUnit( + ( + self.global_remainder[0][u, :, global_remainder_st:global_remainder_st + self.block_size, :], + self.global_remainder[1][u, :, global_remainder_st:global_remainder_st + self.block_size, :] + ), + self.cuda_cache, + False, + self.pin_memory + ) + )) + + global_block_k = self.get_block_k( + self.global_remainder[0][:, :, global_remainder_st:global_remainder_st + self.block_size, :], + self.global_remainder_local_score[:, :, global_remainder_st:global_remainder_st + self.block_size] + ) + assert global_block_k.shape == (self.num_units, self.unit_size, self.repr_topk, self.dim_head) + global_block_k = global_block_k.mean(dim=-2, keepdim=False) + global_block_k = global_block_k.reshape(self.num_units, self.unit_size * self.dim_head) + global_block_k = global_block_k[:, None, :] + + self.num_global_block += 1 + for u in range(self.num_units): + self.block_k[u].append(global_block_k[u]) + global_remainder_st += self.block_size + + self._global_remainder_ed = global_remainder_ed + self._global_remainder_st = global_remainder_st + + + def append( + self, + local_q, local_k, local_v, + global_q, global_k, global_v, + ): + batch_size = local_q.size(0) + input_length = local_q.size(-2) + + if self.perhead: + num_heads = local_q.size(1) + num_heads_kv = local_v.size(1) + def repeat_kv(t): + t = t.view(batch_size, num_heads_kv, 1, input_length, -1) + t = t.expand(batch_size, num_heads_kv, num_heads // num_heads_kv, input_length, -1) + t = t.reshape(batch_size * num_heads, 1, input_length, -1) + return t + + local_q = local_q.view(batch_size * num_heads, 1, input_length, -1) + local_k = repeat_kv(local_k) + local_v = repeat_kv(local_v) + global_q = global_q.view(batch_size * num_heads , 1, input_length, -1) + global_k = repeat_kv(global_k) + global_v = repeat_kv(global_v) + + if not self.initialized: + self.init( + local_q, local_k, local_v, + global_q, global_k, global_v + ) + + input_length = local_q.size(-2) + + if self.async_global_stream: + GLOBAL_STREAM.wait_stream(torch.cuda.current_stream()) + + + # append local and global tensor + self.local_k = torch.cat((self.local_k, local_k), dim=-2) + self.local_v = torch.cat((self.local_v, local_v), dim=-2) + kv_length = self.local_k.size(-2) + + if self.dense_decoding: + self.dense_k = torch.cat((self.dense_k, local_k), dim=-2) + self.dense_v = torch.cat((self.dense_v, local_v), dim=-2) + + # append global remainder + with torch.cuda.stream(GLOBAL_STREAM): + self._global_remainder_st = 0 + self._global_remainder_ed = self.global_remainder[0].size(-2) + + self.global_remainder = ( + torch.cat((self.global_remainder[0], global_k), dim=-2), + torch.cat((self.global_remainder[1], global_v), dim=-2), + ) + + self.global_remainder_local_score = torch.cat( + (self.global_remainder_local_score, + torch.zeros( + (self.num_units, self.unit_size, global_k.size(-2)), + dtype=global_k.dtype, device=global_k.device + ) + ), + dim=-1 + ) + + + with torch.cuda.stream(GLOBAL_STREAM): + global_q = self.position_embedding.apply_rotary_pos_emb_one_angle( + global_q, self.n_local + ) + + use_chunk_topk = self.chunk_topk_calc is not None and input_length > 1 + self._use_chunk_topk = use_chunk_topk + if use_chunk_topk: + exc_block_num = input_length // self.exc_block_size + exc_block_per_topk_chunk = self.chunk_topk_calc // self.exc_block_size + calc_cur_list = [i * self.exc_block_size for i in range(0, exc_block_num + 1, exc_block_per_topk_chunk)] + if calc_cur_list[-1] < input_length: + calc_cur_list.append(input_length) + self._topk_cur = 0 + self._topk_calc_cur = -1 + + o_list = [] + + for st in range(0, input_length, self.exc_block_size): + ed = min(st + self.exc_block_size, input_length) + if use_chunk_topk and calc_cur_list[self._topk_calc_cur + 1] < ed: + # calculate topk and sync with host here + assert ed <= calc_cur_list[self._topk_calc_cur + 2] + self._topk_calc_cur += 1 + with torch.cuda.stream(GLOBAL_STREAM): + self._cached_topk = self.get_batched_topk(global_q[:, :, calc_cur_list[self._topk_calc_cur]: calc_cur_list[self._topk_calc_cur + 1], :]) + self._topk_cur = 0 + + kv_st = max(kv_length + st - input_length - self.n_local, 0) + kv_ed = kv_length + ed - input_length + chunk_o, local_score = self._append( + local_q[:, :, st:ed, :], + self.local_k[:, :, kv_st: kv_ed, :], + self.local_v[:, :, kv_st: kv_ed, :], + global_q[:, :, st:ed, :] + ) + o_list.append(chunk_o) + + + # append global + with torch.cuda.stream(GLOBAL_STREAM): + self.append_global(ed - st, kv_ed - kv_st, local_score) + + if self.async_global_stream: + torch.cuda.current_stream().wait_stream(GLOBAL_STREAM) + + if use_chunk_topk: + self._topk_cur += 1 + + self.length += input_length + + # update local and global tensor + if self.local_k.size(-2) >= self.n_local: + self.local_k = self.local_k[:, :, -self.n_local:, :] + self.local_v = self.local_v[:, :, -self.n_local:, :] + + assert self._global_remainder_ed == self.global_remainder[0].size(-2) + with torch.cuda.stream(GLOBAL_STREAM): + self.global_remainder = ( + self.global_remainder[0][:, :, self._global_remainder_st:, :], + self.global_remainder[1][:, :, self._global_remainder_st:, :] + ) + self.global_remainder_local_score = self.global_remainder_local_score[:, :, self._global_remainder_st:] + + ret = torch.cat(o_list, dim=-2) + + if self.perhead: + ret = ret.view(batch_size, num_heads, input_length, -1) + + return ret + + def size(self, *args, **kwargs): + return self.length + +def inf_llm_forward( + n_local, n_init, topk, + block_size, max_cached_block, + exc_block_size, + repr_topk: int = 1, + cache_strategy="lru", + score_decay=None, + chunk_topk_calc=None, + async_global_stream=True, + pin_memory=False, + faiss=False, + perhead=False, + dense_decoding=False, + *args, **kwargs +): + + def forward(self, query : torch.Tensor, + key_value : torch.Tensor, + position_bias : Optional[torch.Tensor], + use_cache: bool, + past_key_value, + project_q, project_k, project_v, attention_out, + dim_head, num_heads, num_heads_kv + ): + + batch_size = query.size(0) + len_q = query.size(1) + len_k = key_value.size(1) + + assert use_cache + + h_q = project_q(query) # (batch, len_q, num_heads * dim_head) + h_k = project_k(key_value) # (batch, len_k, num_heads * dim_head) + h_v = project_v(key_value) # (batch, len_k, num_heads * dim_head) + + h_q = h_q.view(batch_size, len_q, num_heads, dim_head).permute(0, 2, 1, 3).contiguous() # (batch, num_heads, len_q, dim_head) + h_k = h_k.view(batch_size, len_k, num_heads_kv, dim_head).permute(0, 2, 1, 3).contiguous() # (batch, num_heads_kv, len_k, dim_head) + h_v = h_v.view(batch_size, len_k, num_heads_kv, dim_head).permute(0, 2, 1, 3).contiguous() # (batch, num_heads_kv, len_k, dim_head) + + if len_q == 1 and dense_decoding: + past_k = past_key_value.dense_k + past_v = past_key_value.dense_v + + h_k = torch.cat((past_k, h_k), dim=-2) + h_v = torch.cat((past_v, h_v), dim=-2) + + past_key_value.dense_k = h_k + past_key_value.dense_v = h_v + + h_q, h_k = position_bias(h_q, h_k) + + # (batch_size, seqlen, nheads, headdim) + h_q = h_q.transpose(1, 2) + h_k = h_k.transpose(1, 2) + h_v = h_v.transpose(1, 2) + + # (batch_size, seqlen, nheads, headdim) + o = flash_attn_func( + h_q, h_k, h_v, causal=True + ) + + o = o.reshape(batch_size, len_q, dim_head * num_heads) + o = attention_out(o) + + if use_cache: + return o, past_key_value + else: + return o + + if past_key_value is None: + past_key_value = ContextManager( + position_bias, n_init, + n_local, block_size, + max_cached_block, topk, + exc_block_size, + score_decay, repr_topk, + cache_strategy, + chunk_topk_calc, + async_global_stream, + pin_memory, + faiss, + perhead, + dense_decoding=dense_decoding + ) + + local_q, local_k, local_v = h_q, h_k, h_v + global_q, global_k, global_v = h_q, h_k, h_v + + o = past_key_value.append( + local_q, local_k, local_v, + global_q, global_k, global_v, + ) + + o = o.view(batch_size, num_heads, len_q, dim_head).permute(0, 2, 1, 3) + o = o.reshape(batch_size, len_q, dim_head * num_heads) + o = attention_out(o) + + if use_cache: + return o, past_key_value + else: + return o + + return forward + +class GreedySearch: + def __init__(self, model, tokenizer): + model.eval() + self.device = model.device + self.model = model + self.tokenizer = tokenizer + self.past_kv = None + + def clear(self): + self.past_kv = None + + def _process_texts(self, input_text): + model_inputs = {} + input_ids = self.tokenizer.encode(input_text) + + model_inputs["input_ids"] = input_ids + model_inputs["attention_mask"] = [1] * len(model_inputs["input_ids"]) + + for key in model_inputs: + model_inputs[key] = torch.tensor(model_inputs[key]).int().unsqueeze(0).cuda() + + return model_inputs + + + def generate(self, text=None, input_ids=None, **kwargs): + if input_ids is None: + model_inputs = self._process_texts(text) + input_ids = model_inputs['input_ids'] + + with torch.inference_mode(): + result = self._decode(input_ids, **kwargs) + + self.clear() + return result + + def _decode(self, input_ids, max_length=100, extra_end_token_ids=[], chunk_size: int = 4096, output=False): + if input_ids.dim() == 1: + input_ids = input_ids[None, :] + input_ids = input_ids.cuda() + attention_mask = torch.ones_like(input_ids) + assert input_ids.size(0) == 1 + length = input_ids.size(1) + end_token_ids = extra_end_token_ids + [self.tokenizer.eos_token_id] + logits = None + past_key_values = self.past_kv + if output: + output_text = "" + + for i in range(max_length + 1): + if i == 0: + if chunk_size is None: + chunk_size = input_ids.size(1) + for st in range(0, input_ids.size(1) - 1, chunk_size): + ed = min(input_ids.size(1) - 1, st + chunk_size) + out = self.model( + input_ids = input_ids[:, st: ed], + attention_mask = attention_mask[:, :ed], + use_cache = True, + return_dict = True, + past_key_values = past_key_values + ) + logits, past_key_values = out.logits, out.past_key_values + + out = self.model( + input_ids = input_ids[:, -1:], + attention_mask = attention_mask, + use_cache = True, + return_dict = True, + past_key_values = past_key_values + ) + logits, past_key_values = out.logits, out.past_key_values + else: + out = self.model( + input_ids = input_ids[:, -1:], + attention_mask = attention_mask, + past_key_values = past_key_values, + use_cache = True, + return_dict = True + ) + logits, past_key_values = out.logits, out.past_key_values + + logits = logits[:, -1, :] + word = logits.argmax(dim=-1) + if word.item() in end_token_ids or i == max_length: + break + + input_ids = torch.cat((input_ids, word.view(1, 1)), dim=-1) + attention_mask = torch.cat( + (attention_mask, torch.ones((attention_mask.size(0), 1), dtype=torch.int, device=attention_mask.device)), + dim=-1 + ) + if output: + tmp = self.tokenizer.decode(input_ids.squeeze(0)[length:]) + if len(tmp) > len(output_text): + import sys + sys.stdout.write(tmp[len(output_text):]) + sys.stdout.flush() + output_text = tmp + + self.past_kv = past_key_values + + if output: + sys.stdout.write("\n") + sys.stdout.flush() + + # return [self.tokenizer.decode(input_ids.squeeze(0)[length:])] + return input_ids + +class InfLLMGenerator(GreedySearch): + def generate(self, input_ids=None, generation_config=None, pad_token_id=None, max_new_tokens=None): + if max_new_tokens is not None: + max_new_tokens = max_new_tokens + else: + max_new_tokens = generation_config.max_new_tokens + return super().generate( + text=None, input_ids=input_ids, + max_length=max_new_tokens, + chunk_size=8192, + extra_end_token_ids = [pad_token_id] if pad_token_id is not None else [] + ) \ No newline at end of file diff --git a/minference/kernels/minference_forward.py b/minference/kernels/minference_forward.py new file mode 100644 index 0000000..410d186 --- /dev/null +++ b/minference/kernels/minference_forward.py @@ -0,0 +1,832 @@ +import os +import json +import inspect +from transformers.models.llama.modeling_llama import * +from .streaming_kernel import streaming_forward, streaming_forward2 +from .pit_sparse_flash_attention_v2 import pit_sparse_flash_attention_forward +from .block_sparse_flash_attention import block_sparse_flash_attention_forward +from .snap_kv import * + +from vllm.attention.backends.flash_attn import * + +last_q = 64 +arange = torch.arange(last_q, device="cuda") +LAST_Q_MASK = arange[None, None, :, None] >= arange[None, None, None, :] +ROPE_TYPE = "seq_len" in inspect.signature(LlamaRotaryEmbedding.forward).parameters +SEARCH_MASK = None + +def init_minference_parameters(self): + config = self.config.to_dict() + self.starting_layer = config.get("starting_layer", 0) + self.is_search = config.get("is_search", False) + + # self.n_init = config.get("n_init", 128) + # self.n_local = config.get("n_local", 3968) + + self.ne_inf = None + self.config_path = config.get("config_path", "") + if os.path.exists(self.config_path) and self.layer_idx < len(json.load(open(self.config_path))): + self.best_pattern = {int(ii): jj for ii, jj in json.load(open(self.config_path))[self.layer_idx].items()} + else: + self.best_pattern = {} + self.vertical, self.slash = None, None + +def sum_all_diagonal_matrix(mat: torch.tensor): + b, h, n, m = mat.shape + zero_mat = torch.zeros((b, h, n, n)).to(mat.device) # Zero matrix used for padding + mat_padded = torch.cat((zero_mat, mat, zero_mat), -1) # pads the matrix on left and right + mat_strided = mat_padded.as_strided((1, 1, n, n + m), (1, n * (2 * n + m), 2 * n + m + 1, 1)) # Change the strides + sum_diags = torch.sum(mat_strided, 2) # Sums the resulting matrix's columns + return sum_diags[:,:,1:] + +def gather(t, dim, i): + """A broadcasting version of torch.gather.""" + dim += (dim < 0) * t.ndim + return t.gather(dim, i.expand(*t.shape[:dim], i.shape[dim], *t.shape[dim + 1 :])) + +def gather_qkv(q, k, v, attention_mask): + attn_weights = torch.matmul(q, k.transpose(2, 3)) / math.sqrt(q.size(-1)) + attention_mask + attn_weights = nn.functional.softmax(attn_weights, dim=-1, dtype=torch.float32).to(q.dtype) + attn_output = torch.matmul(attn_weights, v) + return attn_output + +def search_pattern(q, k, head): + q_len = q.shape[2] + head_dim = q.shape[-1] + + def vertical_and_slash(vertical_size, slash_size): + last_q = 64 + q_len = q.shape[2] + qk_idxs = [ii + q_len for ii in list(range(-last_q, 0, 1))] + qk = torch.matmul(q[:,:,qk_idxs,:], k.transpose(2, 3))/ math.sqrt(head_dim) + attention_mask[:,:,qk_idxs] + qk = torch.nn.functional.softmax(qk, dim=-1, dtype=torch.float32) + vertical = qk.sum(-2, keepdim=True) + vertical[...,:30] = 10000 + vertical_topk = torch.topk(-vertical, q_len - vertical_size, -1).indices + + slash = sum_all_diagonal_matrix(qk)[...,:-last_q + 1] + slash[...,-30:] = 10000 + slash_topk = slash + slash = torch.topk(slash, slash_size, -1).indices - (q_len - 1) + slash = torch.stack([torch.sparse.spdiags(torch.ones(slash_size, q_len), slash.cpu()[0][_], (q_len, q_len)).to_dense() for _ in range(1)]).to(q.device) + + est_attn = torch.ones_like(attn_weights) + dim = 3 + est_attn = est_attn.scatter(3, vertical_topk.expand(*est_attn.shape[:dim], vertical_topk.shape[dim], *est_attn.shape[dim + 1 :]), 0) + est_attn = est_attn + slash + + est_attn = (est_attn > 0).float() + est_attn = torch.tril(est_attn) + attn_weights_x = attn_weights * est_attn + res3 = attn_weights_x[:,:,2500:].sum(-1).mean(-1).squeeze().float().detach().cpu().numpy() + return res3 + + def stream_llm(vertical_size, slash_size): + q_len = q.shape[2] + + mask = torch.triu(torch.tril(torch.ones(q_len, q_len), 0), -slash_size).to(q) + mask[:,:vertical_size] = 1 + mask = mask.unsqueeze(0).unsqueeze(1) + + est_attn = torch.tril(mask) + attn_weights_x = attn_weights * est_attn + res3 = attn_weights_x[:,:,2500:].sum(-1).mean(-1).squeeze().float().detach().cpu().numpy() + return res3 + + def block_sparse(topk_ratio, slash_size=None): + block_num = (q_len -1) // 32 + 1 + block_q = torch.zeros(1,1,block_num * 32,head_dim).to(q) + block_q[:,:,:q_len] = q + block_q = block_q.reshape(1,1,block_num,32,-1).mean(-2) + block_k = torch.zeros(1,1,block_num * 32,head_dim).to(k) + block_k[:,:,:q_len] = k + block_k = block_k.reshape(1,1,block_num,32,-1).mean(-2) + + qk = torch.matmul(block_q, block_k.transpose(2, 3)) + attention_mask[:,:,:block_num,:block_num] + est_attn = torch.ones_like(qk) + block_topk = torch.topk(-qk, block_num - block_num//topk_ratio, -1).indices + + dim = 3 + est_attn = est_attn.scatter(3, block_topk.expand(*est_attn.shape[:dim], block_topk.shape[dim], *est_attn.shape[dim + 1 :]), 0) + est_attn = est_attn.unsqueeze(3).unsqueeze(-1).repeat(1,1,1,32,1,32).reshape(1,1,block_num * 32, block_num * 32)[...,:q_len,:q_len] + est_attn = torch.tril(est_attn) + + attn_weights_x = attn_weights * est_attn + res2 = attn_weights_x[:,:,2500:].sum(-1).mean(-1).squeeze().float().detach().cpu().numpy() + return res2 + + global SEARCH_MASK + if SEARCH_MASK is None: + attention_mask = torch.full((q_len, q_len), torch.finfo(q.dtype).min, device="cuda") + mask_cond = torch.arange(attention_mask.size(-1), device="cuda") + attention_mask.masked_fill_(mask_cond < (mask_cond + 1).view(attention_mask.size(-1), 1), 0) + attention_mask = attention_mask[None, None, :] + SEARCH_MASK = attention_mask + else: + attention_mask = SEARCH_MASK + attn_weights = torch.matmul(q, k.transpose(2, 3)) / math.sqrt(head_dim) + attention_mask + attn_weights = torch.nn.functional.softmax(attn_weights, dim=-1, dtype=torch.float32).to(q.dtype) + best_s, best_v, best_score, best_ty = 0, 0, 0, "" + all_info = [] + for ty, fc in [("stream_llm", stream_llm), ("vertical_and_slash", vertical_and_slash), ("block_sparse", block_sparse)]: + if ty == "stream_llm": + vs_list = [(100, 800)] + elif ty == "vertical_and_slash": + vs_list = [(30, 800), (100, 750), (500, 700), (3500, 100)] + else: + vs_list = [(8, 1)] + for v_size, s_size in vs_list: + score = fc(v_size, s_size) + score = score.item() + all_info.append([ty, v_size, s_size, score]) + if score > best_score: + best_score = score + best_s, best_v = s_size, v_size + best_ty = ty + if best_ty == "block_sparse": + best_ty, best_v, best_s = "vertical_and_slash", 1000, 6096 + print(head, best_ty, best_v, best_s, best_score) + return (best_ty, best_v, best_s, best_score) + +def search_pattern_v2(q, k, v, head): + q_len = q.shape[2] + head_dim = q.shape[-1] + def vertical_and_slash_kernel(q, k, v, vertical_size, slash_size): + vertical_size, slash_size = min(q_len, max(vertical_size, 30)), min(q_len, max(slash_size, 50)) + last_q = 64 + qk = torch.einsum(f'bhmk, bhnk -> bhmn', q[:,:,-last_q:,:], k) + qk[:, :, :, -last_q:] = torch.where(LAST_Q_MASK, qk[:, :, :, -last_q:], -torch.inf) + qk = torch.nn.functional.softmax(qk, dim=-1, dtype=torch.float32) + vertical = qk.sum(-2, keepdim=True) + vertical[...,:30] = torch.inf + vertical_topk = torch.topk(vertical, vertical_size, -1).indices + + slash = sum_all_diagonal_matrix(qk)[...,:-last_q + 1] + slash[...,-30:] = torch.inf + slash_topk = slash + slash = (q_len - 1) - torch.topk(slash, slash_size, -1).indices + + return pit_sparse_flash_attention_forward(q, k, v, vertical_topk, slash) + def dense(q, k, v, vertical_size=None, slash_size=None): + return flash_attn_func(q.transpose(1, 2), k.transpose(1, 2), v.transpose(1,2), 0.0, softmax_scale=None, causal=q_len != 1).view(bsz, 1, q_len, head_dim) + def block_sparse_kernel(q, k, v, vertical_size=None, slash_size=None): + topk = 100 + return block_sparse_flash_attention_forward(q, k, v, topk) + + best_s, best_v, best_score, best_ty = 0, 0, float("inf"), "" + bsz = q.shape[0] + all_info = [] + ref = dense(q, k, v) + for ty, fc in [("stream_llm", streaming_forward), ("vertical_and_slash", vertical_and_slash_kernel), ("block_sparse", block_sparse_kernel)]: + if ty == "stream_llm": + vs_list = [(100, 800)] + elif ty == "vertical_and_slash": + vs_list = [(30, 800), (100, 800), (100, 750), (500, 700), (3500, 100), (1000, 4096)] + else: + vs_list = [(10, 1)] + for v_size, s_size in vs_list: + score = fc(q, k, v, v_size, s_size) + # delta = (ref - score).abs().sum() + delta = ((ref - score).abs() > 5e-3).sum() + score = delta.item() + all_info.append([ty, v_size, s_size, score]) + if score < best_score: + best_score = score + best_s, best_v = s_size, v_size + best_ty = ty + print(head, best_ty, best_v, best_s, best_score) + return all_info + +def shift_matrix(mat): + b, h, _, n = mat.shape + zero_mat = torch.zeros((b, h, n, n)).to(mat.device) # Zero matrix used for padding + mat_padded = torch.cat((zero_mat, mat, zero_mat), -1) # pads the matrix on left and right + mat_strided = mat_padded.as_strided((1, 1, n, n + 2 * n), (1, n * (2 * n + n), 2 * n + n - 1, 1)) # Change the strides + return mat_strided[...,2 * n-1:-1] + +def repeat(self, q, k, v, attention_mask): + q_len = q.shape[2] + if q_len == 1: + return gather_qkv(q, k, v, attention_mask) + qk = torch.matmul(q[:,:,-1:,:], k.transpose(2, 3)) / math.sqrt(self.head_dim) + qk = qk.repeat(1,1,q_len, 1) + qk = shift_matrix(qk) + attention_mask + attn_weights = nn.functional.softmax(qk, dim=-1, dtype=torch.float32).to(q.dtype) + attn_output = torch.matmul(attn_weights, v) + return attn_output + +def gather_last_q_vertical_slash_topk_v4(self, q, k, v, head_id): + kv_seq_len = k.size(2) + + def vertical_and_slash(attn_weights, vertical_size, slash_size): + last_q = 64 + q_len = q.shape[2] + vertical_size, slash_size = min(q_len, max(vertical_size, 30)), min(q_len, max(slash_size, 50)) + qk_idxs = [ii + q_len for ii in list(range(-last_q, 0, 1))] + qk = torch.matmul(q[:,:,qk_idxs,:], k.transpose(2, 3))/ math.sqrt(self.head_dim) + attention_mask[:,:,qk_idxs] + qk = torch.nn.functional.softmax(qk, dim=-1, dtype=torch.float32) + vertical = qk.sum(-2, keepdim=True) + vertical[...,:30] = -self.ne_inf + vertical_topk = torch.topk(-vertical, q_len - vertical_size, -1).indices + + slash = sum_all_diagonal_matrix(qk)[...,:-last_q + 1] + slash[...,-30:] = -self.ne_inf + slash_topk = slash + slash = torch.topk(slash, slash_size, -1).indices - (q_len - 1) + slash = torch.stack([torch.sparse.spdiags(torch.ones(slash_size, q_len), slash.cpu()[0][_], (q_len, q_len)).to_dense() for _ in range(1)]).to(q.device) + + est_attn = torch.ones_like(attn_weights) + dim = 3 + est_attn = est_attn.scatter(3, vertical_topk.expand(*est_attn.shape[:dim], vertical_topk.shape[dim], *est_attn.shape[dim + 1 :]), 0) + est_attn = est_attn + slash + + est_attn = (est_attn > 0).float() + est_attn = torch.tril(est_attn) + est_attn = (est_attn == 0).int() * self.ne_inf + attn_weights = attn_weights + est_attn + if self.kv_cache_compressed_v4: + self.vertical = torch.topk(vertical, vertical_size * 4, -1).indices + self.slash = (torch.topk(slash_topk, slash_size * 4, -1).indices - (q_len - 1)).unsqueeze(2) + return attn_weights + + def stream_llm(attn_weights, vertical_size, slash_size): + q_len = q.shape[2] + vertical_size, slash_size = min(q_len, max(vertical_size, 30)), min(q_len, max(slash_size, 50)) + mask = torch.triu(torch.tril(torch.ones(q_len, q_len), 0), -slash_size).to(q) + mask[:,:vertical_size] = 1 + mask = mask.unsqueeze(0).unsqueeze(1) + + est_attn = torch.tril(mask) + est_attn = (est_attn == 0).int() * self.ne_inf + attn_weights = attn_weights + est_attn + if self.kv_cache_compressed_v4: + self.vertical = torch.Tensor(list(range(vertical_size * 4))).long().to(q.device).unsqueeze(0).unsqueeze(0).unsqueeze(0) + self.slash = torch.Tensor(list(range(-slash_size * 4, 1))).long().to(q.device).unsqueeze(0).unsqueeze(0).unsqueeze(0) + return attn_weights + + def block_sparse(attn_weights, topk_ratio, slash_size=None, block_size=8): + block_num = (q_len -1) // block_size + 1 + block_q = torch.zeros(1,1,block_num * block_size,head_dim).to(q) + block_q[:,:,:q_len] = q + block_q = block_q.reshape(1,1,block_num,block_size,-1).mean(-2) + block_k = torch.zeros(1,1,block_num * block_size,head_dim).to(k) + block_k[:,:,:q_len] = k + block_k = block_k.reshape(1,1,block_num,block_size,-1).mean(-2) + + qk = torch.matmul(block_q, block_k.transpose(2, 3)) + attention_mask[:,:,:block_num,:block_num] + est_attn = torch.ones_like(qk) + block_topk = torch.topk(-qk, block_num - block_num//topk_ratio, -1).indices + + dim = 3 + est_attn = est_attn.scatter(3, block_topk.expand(*est_attn.shape[:dim], block_topk.shape[dim], *est_attn.shape[dim + 1 :]), 0) + est_attn = est_attn.unsqueeze(3).unsqueeze(-1).repeat(1,1,1,block_size,1,block_size).reshape(1,1,block_num * block_size, block_num * block_size)[...,:q_len,:q_len] + est_attn = torch.tril(est_attn) + est_attn = (est_attn == 0).int() + attn_weights = attn_weights + est_attn + return attn_weights + + def dialted(q,k,v, type): + q_len = q.shape[2] + n_init = min(1024, q_len) + vertical_topk = torch.arange(0, n_init, device=q.device)[None, None, None, :] + + slash = torch.arange(0, q_len, device=q.device) + if type == 'dilated1': + # 8k local with 1 interval + slash = slash[-8192::2][None, None, :] + elif type == 'dilated2': + # 2k dense local + 4k local with 1 interval + slash = torch.cat([slash[-2048:], slash[-6144:-2048:2]], 0)[None, None, :] + + slash = (q_len - 1) - slash + return pit_sparse_flash_attention_forward(q, k, v, vertical_topk, slash) + + def vertical_and_slash_kernel(q, k, v, vertical_size, slash_size): + vertical_size, slash_size = min(q_len, max(vertical_size, 30)), min(q_len, max(slash_size, 50)) + last_q = 64 + qk = torch.einsum(f'bhmk, bhnk -> bhmn', q[:,:,-last_q:,:], k) + qk[:, :, :, -last_q:] = torch.where(LAST_Q_MASK.to(q.device), qk[:, :, :, -last_q:], -torch.inf) + qk = torch.nn.functional.softmax(qk, dim=-1, dtype=torch.float32) + vertical = qk.sum(-2, keepdim=True) + vertical[...,:30] = torch.inf + vertical_topk = torch.topk(vertical, vertical_size, -1).indices + + slash = sum_all_diagonal_matrix(qk)[...,:-last_q + 1] + slash[...,-100:] = torch.inf + slash_topk = slash + slash = (q_len - 1) - torch.topk(slash, slash_size, -1).indices + + return pit_sparse_flash_attention_forward(q, k, v, vertical_topk, slash) + + def vertical_and_slash_kernel_static(q, k, v, vertical_size, slash_size): + if "vs" in self.__dict__: + vertical_topk, slash = self.vs + else: + vertical_size, slash_size = min(q_len, max(vertical_size, 30)), min(q_len, max(slash_size, 50)) + last_q = 64 + qk = torch.einsum(f'bhmk, bhnk -> bhmn', q[:,:,-last_q:,:], k) + qk[:, :, :, -last_q:] = torch.where(LAST_Q_MASK, qk[:, :, :, -last_q:], -torch.inf) + qk = torch.nn.functional.softmax(qk, dim=-1, dtype=torch.float32) + vertical = qk.sum(-2, keepdim=True) + vertical[...,:30] = torch.inf + vertical_topk = torch.topk(vertical, vertical_size, -1).indices + + slash = sum_all_diagonal_matrix(qk)[...,:-last_q + 1] + slash[...,-30:] = torch.inf + slash_topk = slash + slash = (q_len - 1) - torch.topk(slash, slash_size, -1).indices + self.vs = vertical_topk, slash + + return pit_sparse_flash_attention_forward(q, k, v, vertical_topk, slash) + def dense(q, k, v, vertical_size=None, slash_size=None): + return flash_attn_func(q.transpose(1, 2), k.transpose(1, 2), v.transpose(1,2), 0.0, softmax_scale=None, causal=q_len != 1).view(bsz, 1, q_len, self.head_dim) + def block_sparse_kernel(q, k, v, vertical_size=None, slash_size=None): + topk = 100 + return block_sparse_flash_attention_forward(q, k, v, topk) + + q_len = q.shape[2] + bsz = q.shape[0] + + if self.config.to_dict().get("dilated1", False): + return dialted(q, k, v, 'dilated1') + if self.config.to_dict().get("dilated2", False): + return dialted(q, k, v, 'dilated2') + + ty, vertical_size, slash_size, _ = self.best_pattern.get(head_id, ("vertical_and_slash", 1000, 6096, 1)) + + if self.config.to_dict().get("static_pattern", False): + return vertical_and_slash_kernel_static(q, k, v, vertical_size, slash_size) + if self.config.to_dict().get("vs_only", False): + return vertical_and_slash_kernel(q, k, v, vertical_size, slash_size) + + if q_len == 1: + return dense(q, k, v) + + fc = { + "stream_llm": streaming_forward, + "vertical_and_slash": vertical_and_slash_kernel, + "block_sparse": block_sparse_kernel, + }[ty] + return fc(q, k, v, vertical_size, slash_size) + +def apply_rotary_pos_emb_single(q, cos, sin, position_ids, unsqueeze_dim=1): + # cos = cos[position_ids].unsqueeze(unsqueeze_dim) + # sin = sin[position_ids].unsqueeze(unsqueeze_dim) + cos = cos.unsqueeze(unsqueeze_dim) + sin = sin.unsqueeze(unsqueeze_dim) + return (q * cos) + (rotate_half(q) * sin) + +def minference_forward(): + def forward( + self, + hidden_states, + attention_mask, + position_ids, + past_key_value, + output_attentions, + use_cache, + **kwargs, + ): + self.init_minference_parameters() + self.ne_inf = torch.finfo(hidden_states.dtype).min + + bsz, q_len, _ = hidden_states.size() + + if "q_proj" in self.__dict__["_modules"]: + query_states = self.q_proj(hidden_states) + key_states = self.k_proj(hidden_states) + value_states = self.v_proj(hidden_states) + else: + qkv = self.qkv_proj(hidden_states) + query_pos = self.num_heads * self.head_dim + query_states, key_states, value_states = torch.split(qkv, query_pos, -1) + + query_states = query_states.view(bsz, q_len, self.num_heads, self.head_dim).transpose(1, 2) + key_states = key_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim).transpose(1, 2) + value_states = value_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim).transpose(1, 2) + + kv_seq_len = key_states.shape[-2] + if past_key_value is not None: + if self.layer_idx is None: + raise ValueError( + f"The cache structure has changed since version v4.36. If you are using {self.__class__.__name__} " + "for auto-regressive decoding with k/v caching, please make sure to initialize the attention class " + "with a layer index." + ) + kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx) + if ROPE_TYPE: + cos, sin = self.rotary_emb(value_states, seq_len=kv_seq_len) + else: + cos, sin = self.rotary_emb(value_states, position_ids) + query_states, key_states = apply_rotary_pos_emb(query_states, key_states, cos, sin, position_ids) + + if past_key_value is not None: + cache_kwargs = {"sin": sin, "cos": cos} # Specific to RoPE models + key_states, value_states = past_key_value.update(key_states, value_states, self.layer_idx, cache_kwargs) + + key_states = repeat_kv(key_states, self.num_key_value_groups) + value_states = repeat_kv(value_states, self.num_key_value_groups) + if self.is_search: + if os.path.exists(self.config_path): + config_list = json.load(open(self.config_path)) + if self.layer_idx < len(config_list): + assert False + else: + config_list = [] + config = {} + print("Layer", self.layer_idx) + if q_len != 1: + output = torch.empty_like(query_states) + for head in range(query_states.size(1)): + q = query_states[:, head, :, :].unsqueeze(1) + k = key_states[:, head, :, :].unsqueeze(1) + v = value_states[:, head, :, :].unsqueeze(1) + if self.is_search: + config[head] = search_pattern(q, k, head) + if self.layer_idx >= self.starting_layer and not self.is_search: + attn_output = self.gather_last_q_vertical_slash_topk_v4(q, k, v, head) + elif is_flash_attn_2_available(): + attn_output = flash_attn_func(q.transpose(1, 2), k.transpose(1, 2), v.transpose(1,2), 0.0, softmax_scale=None, causal=q_len != 1).view(bsz, 1, q_len, self.head_dim) + else: + attn_output = gather_qkv(q, k, v, attention_mask) + output[:, head:head + 1] = attn_output + if self.is_search: + config_list.append(config) + with open(self.config_path, 'w') as json_file: + json.dump(config_list, json_file) + else: + output = flash_attn_func(query_states.transpose(1, 2), key_states.transpose(1, 2), value_states.transpose(1,2), 0.0, softmax_scale=None, causal=q_len != 1).view(bsz, query_states.size(1), q_len, self.head_dim) + attn_output = output.transpose(1, 2).contiguous() + attn_output = attn_output.reshape(bsz, q_len, self.hidden_size) + attn_output = self.o_proj(attn_output) + + return attn_output, None, past_key_value + + return forward + +def minference_wo_cache_forward(): + def forward( + self, + hidden_states, + attention_mask, + position_ids, + past_key_value, + output_attentions, + use_cache, + **kwargs, + ): + self.init_minference_parameters() + self.ne_inf = torch.finfo(hidden_states.dtype).min + + bsz, q_len, hidden_dim = hidden_states.size() + kv_seq_len = q_len + if past_key_value is not None: + kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx) + + if ROPE_TYPE: + cos, sin = self.rotary_emb(hidden_states, seq_len=kv_seq_len) + else: + cos, sin = self.rotary_emb(hidden_states, position_ids) + cache_kwargs = {"sin": sin, "cos": cos} + + attn_out = torch.empty_like(hidden_states).view(bsz, q_len, self.num_heads, self.head_dim) + act_num_heads = self.num_heads // self.num_key_value_groups + k = torch.zeros(bsz, act_num_heads, q_len, self.head_dim).to(hidden_states.dtype).cpu() + v = torch.zeros(bsz, act_num_heads, q_len, self.head_dim).to(hidden_states.dtype).cpu() + part_k, part_v = None, None + for head in range(self.num_heads): + if "q_proj" in self.__dict__["_modules"]: + part_q = F.linear(hidden_states, self.q_proj.weight.view(self.num_heads, self.head_dim, hidden_dim)[head]).unsqueeze(2) + else: + part_q = F.linear(hidden_states, self.qkv_proj.weight.view(3, self.num_heads, self.head_dim, hidden_dim)[0][head]).unsqueeze(2) + part_q = apply_rotary_pos_emb_single(part_q.transpose(1, 2), cos, sin, position_ids) + + if head % self.num_key_value_groups == 0: + if "q_proj" in self.__dict__["_modules"]: + part_k = F.linear(hidden_states, self.k_proj.weight.view(act_num_heads, self.head_dim, hidden_dim)[head // self.num_key_value_groups]).unsqueeze(2) + part_v = F.linear(hidden_states, self.v_proj.weight.view(act_num_heads, self.head_dim, hidden_dim)[head // self.num_key_value_groups]).unsqueeze(2).transpose(1, 2) + else: + part_k = F.linear(hidden_states, self.qkv_proj.weight.view(3, act_num_heads, self.head_dim, hidden_dim)[1][head // self.num_key_value_groups]).unsqueeze(2) + part_v = F.linear(hidden_states, self.qkv_proj.weight.view(3, act_num_heads, self.head_dim, hidden_dim)[2][head // self.num_key_value_groups]).unsqueeze(2).transpose(1, 2) + + part_k = apply_rotary_pos_emb_single(part_k.transpose(1, 2), cos, sin, position_ids) + k[:,head // self.num_key_value_groups] = part_k.cpu() + v[:,head // self.num_key_value_groups] = part_v.cpu() + part_k, part_v = past_key_value.get(part_k, part_v, self.layer_idx, head // self.num_key_value_groups, cache_kwargs) + + if self.layer_idx >= self.starting_layer: + part_o = self.gather_last_q_vertical_slash_topk_v4(part_q, part_k, part_v, head) + else: + part_o = flash_attn_func(part_q, part_k, part_v.transpose(1, 2), 0.0, softmax_scale=None, causal=True).view(bsz, part_q.shape[1], self.head_dim) + attn_out[:, :, head, :] = part_o + + past_key_value.update(k, v, self.layer_idx, cache_kwargs) + torch.matmul(attn_out.view(bsz, q_len, hidden_dim), self.o_proj.weight.T, out=hidden_states) + torch.cuda.empty_cache() + return (hidden_states, None, past_key_value) + + return forward + +def minference_with_snapkv_forward(): + def forward( + self, + hidden_states, + attention_mask, + position_ids, + past_key_value, + output_attentions, + use_cache, + **kwargs, + ): + self.init_minference_parameters() + self.ne_inf = torch.finfo(hidden_states.dtype).min + + init_snapkv(self) + + bsz, q_len, _ = hidden_states.size() + + query_states = self.q_proj(hidden_states) + key_states = self.k_proj(hidden_states) + value_states = self.v_proj(hidden_states) + + query_states = query_states.view(bsz, q_len, self.num_heads, self.head_dim).transpose(1, 2) + key_states = key_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim).transpose(1, 2) + value_states = value_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim).transpose(1, 2) + + kv_seq_len = key_states.shape[-2] + if past_key_value is not None: + if self.layer_idx is None: + raise ValueError( + f"The cache structure has changed since version v4.36. If you are using {self.__class__.__name__} " + "for auto-regressive decoding with k/v caching, please make sure to initialize the attention class " + "with a layer index." + ) + + if hasattr(self, "kv_seq_len"): #[SnapKV] add kv_seq_len + if self.kv_seq_len != 0: + kv_seq_len += self.kv_seq_len + else: + kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx) + else: + kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx) + if ROPE_TYPE: + cos, sin = self.rotary_emb(value_states, seq_len=kv_seq_len) + else: + cos, sin = self.rotary_emb(value_states, position_ids) + query_states, key_states = apply_rotary_pos_emb(query_states, key_states, cos, sin, position_ids) + key_states = repeat_kv(key_states, self.num_key_value_groups) + value_states = repeat_kv(value_states, self.num_key_value_groups) + + if past_key_value is not None: + cache_kwargs = {"sin": sin, "cos": cos} # Specific to RoPE models + if key_states.shape[-2] == kv_seq_len: # [SnapKV] add kv_cluster + self.kv_seq_len = kv_seq_len # [SnapKV] register kv_seq_len + key_states_compress, value_states_compress = self.kv_cluster.update_kv(key_states, query_states, value_states, attention_mask, self.num_key_value_groups) + past_key_value.update(key_states_compress, value_states_compress, self.layer_idx, cache_kwargs) + else: + self.kv_seq_len += q_len + key_states, value_states = past_key_value.update(key_states, value_states, self.layer_idx, cache_kwargs) + + if self.layer_idx >= self.starting_layer: + assert query_states.size(1) == key_states.size(1) == value_states.size(1) + output = torch.empty_like(query_states) + for head in range(query_states.size(1)): + q = query_states[:, head, :, :].unsqueeze(1) + k = key_states[:, head, :, :].unsqueeze(1) + v = value_states[:, head, :, :].unsqueeze(1) + output[:, head:head + 1] = self.gather_last_q_vertical_slash_topk_v4(q, k, v, head) + + attn_output = output.transpose(1, 2).contiguous() + attn_output = attn_output.reshape(bsz, q_len, self.hidden_size) + attn_output = self.o_proj(attn_output) + return attn_output, None, past_key_value + + else: + output = torch.empty_like(query_states) + for head in range(query_states.size(1)): + q = query_states[:, head, :, :].unsqueeze(1) + k = key_states[:, head, :, :].unsqueeze(1) + v = value_states[:, head, :, :].unsqueeze(1) + if is_flash_attn_2_available(): + attn_output = flash_attn_func(q.transpose(1, 2), k.transpose(1, 2), v.transpose(1,2), 0.0, softmax_scale=None, causal=q_len != 1).view(bsz, 1, q.shape[2], self.head_dim) + else: + attn_output = gather_qkv(q, k, v, attention_mask) + output[:, head:head + 1] = attn_output + attn_output = output.transpose(1, 2).contiguous() + attn_output = attn_output.reshape(bsz, q_len, self.hidden_size) + attn_output = self.o_proj(attn_output) + + return attn_output, None, past_key_value + + return forward + +def gather_last_q_vertical_slash_topk_vllm(self, q, k, v, head_id): + kv_seq_len = k.size(2) + head_dim = q.size(-1) + + def vertical_and_slash_kernel(q, k, v, vertical_size, slash_size): + vertical_size, slash_size = min(q_len, max(vertical_size, 30)), min(q_len, max(slash_size, 50)) + last_q = min(64, q_len) + qk = torch.einsum(f'bhmk, bhnk -> bhmn', q[:,:,-last_q:,:], k) + ar = torch.arange(last_q).to(q.device) + LAST_Q_MASK = ar[None, None, None, :] >= ar[None, None, :, None] + + qk[:, :, :, -last_q:] = torch.where(LAST_Q_MASK, qk[:, :, :, -last_q:], -torch.inf) + qk = torch.nn.functional.softmax(qk, dim=-1, dtype=torch.float32) + vertical = qk.sum(-2, keepdim=True) + vertical[...,:30] = torch.inf + vertical_topk = torch.topk(vertical, vertical_size, -1).indices + + slash = sum_all_diagonal_matrix(qk)[...,:-last_q + 1] + slash[...,-100:] = torch.inf + slash_topk = slash + slash = (q_len - 1) - torch.topk(slash, slash_size, -1).indices + + return pit_sparse_flash_attention_forward(q, k, v, vertical_topk, slash) + + def block_sparse_kernel(q, k, v, vertical_size=None, slash_size=None): + topk = 100 + return block_sparse_flash_attention_forward(q, k, v, topk) + + def dense(q, k, v, vertical_size=None, slash_size=None): + return flash_attn_func(q.transpose(1, 2), k.transpose(1, 2), v.transpose(1,2), 0.0, softmax_scale=None, causal=q_len != 1).view(bsz, 1, q_len, head_dim) + + q_len = q.shape[2] + bsz = q.shape[0] + + ty, vertical_size, slash_size, _ = self.best_pattern[head_id] + if slash_size == 4096: + slash_size = 6096 + + if q_len == 1: + return dense(q, k, v) + + fc = { + "stream_llm": streaming_forward, + "vertical_and_slash": vertical_and_slash_kernel, + "block_sparse": block_sparse_kernel, + }[ty] + return fc(q, k, v, vertical_size, slash_size) + +def minference_vllm_forward( + pattern_config +): + def forward( + self, + query: torch.Tensor, + key: torch.Tensor, + value: torch.Tensor, + kv_cache: torch.Tensor, + attn_metadata: AttentionMetadata[FlashAttentionMetadata], + kv_scale: float, + layer_idx: int, + ) -> torch.Tensor: + """Forward pass with FlashAttention and PagedAttention. + + Args: + query: shape = [num_tokens, num_heads * head_size] + key: shape = [num_tokens, num_kv_heads * head_size] + value: shape = [num_tokens, num_kv_heads * head_size] + kv_cache = [2, num_blocks, block_size * num_kv_heads * head_size] + attn_metadata: Metadata for attention. + Returns: + shape = [num_tokens, num_heads * head_size] + """ + self.best_pattern = {int(ii): jj for ii, jj in pattern_config[layer_idx].items()} + def repeat_kv(hidden_states: torch.Tensor, n_rep: int) -> torch.Tensor: + """ + This is the equivalent of torch.repeat_interleave(x, dim=1, repeats=n_rep). The hidden states go from (batch, + num_key_value_heads, seqlen, head_dim) to (batch, num_attention_heads, seqlen, head_dim) + """ + slen, num_key_value_heads, head_dim = hidden_states.shape + if n_rep == 1: + return hidden_states + hidden_states = hidden_states[:, None, :, :].expand(slen, n_rep, num_key_value_heads, head_dim) + return hidden_states.reshape(slen, num_key_value_heads * n_rep, head_dim) + + def minference_prefill_func( + q, k, v, + + ): + # (seq_len, num_heads, head_size) + if q.size(-2) != k.size(-2): + k = repeat_kv(k, q.size(-2) // k.size(-2)) + v = repeat_kv(v, q.size(-2) // v.size(-2)) + + output = torch.empty_like(q) + for head in range(q.size(-2)): + q_head = q[:, head, :].unsqueeze(1) + k_head = k[:, head, :].unsqueeze(1) + v_head = v[:, head, :].unsqueeze(1) + + # (1, seq_len, num_heads, head_size) + q_head = q_head[None, ...] + k_head = k_head[None, ...] + v_head = v_head[None, ...] + + q_head = q_head.transpose(1, 2) + k_head = k_head.transpose(1, 2) + v_head = v_head.transpose(1, 2) + + out = self.gather_last_q_vertical_slash_topk_vllm(q_head, k_head, v_head, head) + + out = out.transpose(1, 2).squeeze(0).contiguous() + output[:, head:head+1, :] = out + return output + + num_tokens, hidden_size = query.shape + # Reshape the query, key, and value tensors. + query = query.view(-1, self.num_heads, self.head_size) + key = key.view(-1, self.num_kv_heads, self.head_size) + value = value.view(-1, self.num_kv_heads, self.head_size) + + if kv_cache is not None: + key_cache, value_cache = PagedAttention.split_kv_cache( + kv_cache, self.num_kv_heads, self.head_size) + + # Reshape the input keys and values and store them in the cache. + # If kv_cache is not provided, the new key and value tensors are + # not cached. This happens during the initial memory profiling run. + PagedAttention.write_to_paged_cache(key, value, key_cache, + value_cache, + attn_metadata.slot_mapping, + attn_metadata.kv_cache_dtype, + kv_scale) + + num_prefill_tokens = attn_metadata.num_prefill_tokens + num_decode_tokens = attn_metadata.num_decode_tokens + assert key.shape[0] == num_prefill_tokens + num_decode_tokens + assert value.shape[0] == num_prefill_tokens + num_decode_tokens + + output = torch.empty_like(query) + # Query for decode. KV is not needed because it is already cached. + decode_query = query[num_prefill_tokens:] + # QKV for prefill. + query = query[:num_prefill_tokens] + key = key[:num_prefill_tokens] + value = value[:num_prefill_tokens] + + assert query.shape[0] == num_prefill_tokens + assert decode_query.shape[0] == num_decode_tokens + + if prefill_meta := attn_metadata.prefill_metadata: + # Prompt run. + if kv_cache is None or prefill_meta.block_tables.numel() == 0: + # normal attention + # When block_tables are not filled, it means q and k are the + # prompt, and they have the same length. + # (seq_len, num_heads, head_size) + # out = flash_attn_varlen_func( + # q=query, + # k=key, + # v=value, + # cu_seqlens_q=prefill_meta.seq_start_loc, + # cu_seqlens_k=prefill_meta.seq_start_loc, + # max_seqlen_q=prefill_meta.max_prompt_len, + # max_seqlen_k=prefill_meta.max_prompt_len, + # softmax_scale=self.scale, + # causal=True, + # window_size=self.sliding_window, + # alibi_slopes=self.alibi_slopes, + # ) + out = minference_prefill_func(query, key, value) + assert output[:num_prefill_tokens].shape == out.shape + output[:num_prefill_tokens] = out + else: + # prefix-enabled attention + # TODO(Hai) this triton kernel has regression issue (broke) to + # deal with different data types between KV and FP8 KV cache, + # to be addressed separately. + output[:num_prefill_tokens] = PagedAttention.forward_prefix( + query, + key, + value, + key_cache, + value_cache, + prefill_meta.block_tables, + prefill_meta.subquery_start_loc, + prefill_meta.prompt_lens_tensor, + prefill_meta.context_lens, + prefill_meta.max_subquery_len, + self.alibi_slopes, + ) + if decode_meta := attn_metadata.decode_metadata: + # Decoding run. + output[num_prefill_tokens:] = PagedAttention.forward_decode( + decode_query, + key_cache, + value_cache, + decode_meta.block_tables, + decode_meta.context_lens, + decode_meta.max_context_len, + attn_metadata.kv_cache_dtype, + self.num_kv_heads, + self.scale, + self.alibi_slopes, + kv_scale, + ) + + # Reshape the output tensor. + return output.view(num_tokens, hidden_size) + + return forward \ No newline at end of file diff --git a/minference/kernels/pit_sparse_flash_attention.py b/minference/kernels/pit_sparse_flash_attention.py new file mode 100644 index 0000000..1de3170 --- /dev/null +++ b/minference/kernels/pit_sparse_flash_attention.py @@ -0,0 +1,742 @@ +import torch +import numpy as np + +import triton +import triton.language as tl +import pycuda.autoprimaryctx +from pycuda.compiler import SourceModule + +from flash_attn import flash_attn_varlen_func + + +@triton.autotune( + configs=[ + triton.Config({}, num_stages=1, num_warps=4), + triton.Config({}, num_stages=1, num_warps=8), + triton.Config({}, num_stages=2, num_warps=4), + triton.Config({}, num_stages=2, num_warps=8), + triton.Config({}, num_stages=3, num_warps=4), + triton.Config({}, num_stages=3, num_warps=8), + triton.Config({}, num_stages=4, num_warps=4), + triton.Config({}, num_stages=4, num_warps=8), + triton.Config({}, num_stages=5, num_warps=4), + triton.Config({}, num_stages=5, num_warps=8), + ], + key=['N_CTX'], +) +@triton.jit +def triton_sparse_fwd_kernel( + Q, K, V, seqlens, sm_scale, + col_count, col_index, + Out, + stride_qz, stride_qh, stride_qm, stride_qk, + stride_kz, stride_kh, stride_kn, stride_kk, + stride_vz, stride_vh, stride_vn, stride_vk, + stride_oz, stride_oh, stride_om, stride_ok, + Z, H, N_CTX, + NUM_ROWS, MAX_COLS_PRE_ROW, + BLOCK_M: tl.constexpr, + BLOCK_N: tl.constexpr, + BLOCK_DMODEL: tl.constexpr, + dtype: tl.constexpr, +): + start_m = tl.program_id(0) + off_hz = tl.program_id(1) + + seqlen = tl.load(seqlens + off_hz // H) + if start_m * BLOCK_M >= seqlen: + return + + # initialize offsets + offs_m = start_m * BLOCK_M + tl.arange(0, BLOCK_M) + offs_n = tl.arange(0, BLOCK_N) + offs_d = tl.arange(0, BLOCK_DMODEL) + + qo_offset = (off_hz // H) * stride_qz + (off_hz % H) * stride_qh + kv_offset = (off_hz // H) * stride_kz + (off_hz % H) * stride_kh + + q_ptrs = Q + qo_offset + offs_m[:, None] * stride_qm + offs_d[None, :] * stride_qk + k_ptrs = K + kv_offset + offs_d[:, None] * stride_kk + v_ptrs = V + kv_offset + offs_d[None, :] * stride_vk + o_ptrs = Out + qo_offset + offs_m[:, None] * stride_om + offs_d[None, :] * stride_ok + + num_cols = tl.load(col_count + off_hz * NUM_ROWS + start_m) + cols_ptr = col_index + (off_hz * NUM_ROWS + start_m) * MAX_COLS_PRE_ROW + + # initialize pointer to m and l + m_i = tl.zeros([BLOCK_M], dtype=tl.float32) - float("inf") + l_i = tl.zeros([BLOCK_M], dtype=tl.float32) + acc = tl.zeros([BLOCK_M, BLOCK_DMODEL], dtype=tl.float32) + # scale sm_scale by log_2(e) and use + # 2^x instead of exp in the loop because CSE and LICM + # don't work as expected with `exp` in the loop + qk_scale = sm_scale * 1.44269504 + # load q: it will stay in SRAM throughout + q = tl.load(q_ptrs) + q = (q * qk_scale).to(dtype) + + # loop over k, v and update accumulator + m_mask = offs_m[:, None] < seqlen + split = tl.maximum(num_cols - BLOCK_N, 0) & ~(BLOCK_N - 1) + + for start_n in range(0, split, BLOCK_N): + cols = tl.load(cols_ptr + start_n + offs_n) + # -- load k, v -- + k = tl.load(k_ptrs + cols[None, :] * stride_kn) + v = tl.load(v_ptrs + cols[:, None] * stride_vn) + # -- compute qk -- + qk = tl.zeros([BLOCK_M, BLOCK_N], dtype=tl.float32) + qk = tl.where(m_mask, qk, float("-inf")) + qk += tl.dot(q, k) + # -- compute scaling constant -- + m_i_new = tl.maximum(m_i, tl.max(qk, 1)) + alpha = tl.math.exp2(m_i - m_i_new) + p = tl.math.exp2(qk - m_i_new[:, None]) + # -- scale and update acc -- + acc_scale = l_i * 0 + alpha # workaround some compiler bug + acc *= acc_scale[:, None] + acc += tl.dot(p.to(dtype), v) + # -- update m_i and l_i -- + l_i = l_i * alpha + tl.sum(p, 1) + m_i = m_i_new + + for start_n in range(split, num_cols, BLOCK_N): + n_mask = start_n + offs_n < num_cols + cols = tl.load(cols_ptr + start_n + offs_n, mask=n_mask, other=N_CTX - 1) + causal_mask = cols[None, :] <= offs_m[:, None] + # -- load k, v -- + k = tl.load(k_ptrs + cols[None, :] * stride_kn) + v = tl.load(v_ptrs + cols[:, None] * stride_vn) + # -- compute qk -- + qk = tl.zeros([BLOCK_M, BLOCK_N], dtype=tl.float32) + qk = tl.where(m_mask & causal_mask, qk, float("-inf")) + qk += tl.dot(q, k) + # -- compute scaling constant -- + m_i_new = tl.maximum(m_i, tl.max(qk, 1)) + alpha = tl.math.exp2(m_i - m_i_new) + p = tl.math.exp2(qk - m_i_new[:, None]) + # -- scale and update acc -- + acc_scale = l_i * 0 + alpha # workaround some compiler bug + acc *= acc_scale[:, None] + acc += tl.dot(p.to(dtype), v) + # -- update m_i and l_i -- + l_i = l_i * alpha + tl.sum(p, 1) + m_i = m_i_new + + # write back O + acc = tl.where(m_mask, acc / l_i[:, None], 0.0) + tl.store(o_ptrs, acc.to(dtype), mask=m_mask) + + +def triton_sparse_forward( + q, # [BATCH, N_HEADS, N_CTX, D_HEAD] + k, # [BATCH, N_HEADS, N_CTX, D_HEAD] + v, # [BATCH, N_HEADS, N_CTX, D_HEAD] + seqlens, # [BATCH, ] + col_count, # [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M)] + col_index, # [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M), MAX_COLS_PRE_ROW] + sm_scale, + block_size_M=64, + block_size_N=64, +) -> torch.Tensor: + # shape constraints + Lq, Lk, Lv = q.shape[-1], k.shape[-1], v.shape[-1] + assert Lq == Lk and Lk == Lv + assert Lk in {16, 32, 64, 128} + o = torch.zeros_like(q) + grid = (triton.cdiv(q.shape[2], block_size_M), q.shape[0] * q.shape[1], 1) + num_warps = 4 if (Lk <= 64 or block_size_M <= 64) else 8 # 4 + dtype = tl.bfloat16 if q.dtype == torch.bfloat16 else tl.float16 + triton_sparse_fwd_kernel[grid]( + q, k, v, seqlens, sm_scale, + col_count, col_index, + o, + q.stride(0), q.stride(1), q.stride(2), q.stride(3), + k.stride(0), k.stride(1), k.stride(2), k.stride(3), + v.stride(0), v.stride(1), v.stride(2), v.stride(3), + o.stride(0), o.stride(1), o.stride(2), o.stride(3), + q.shape[0], q.shape[1], q.shape[2], + col_index.shape[-2], col_index.shape[-1], + BLOCK_M=block_size_M, BLOCK_N=block_size_N, + BLOCK_DMODEL=Lk, + dtype=dtype, + # num_warps=num_warps, num_stages=4, + ) + + return o + + +def torch_build_index(seqlens, vertical_indexes, slash_indexes, block_size_M=64): + max_cols_per_row = (seqlens.max().item() + 3) & (-4) + batch_size, num_heads, NNZ_S = slash_indexes.shape + NNZ_V = vertical_indexes.shape[-1] + num_rows = triton.cdiv(max_cols_per_row, block_size_M) + max_cols_per_row = max_cols_per_row + col_count = torch.zeros((batch_size, num_heads, num_rows), dtype=torch.int32) + col_index = torch.zeros((batch_size, num_heads, num_rows, max_cols_per_row), dtype=torch.int32) + for b in range(batch_size): + seqlen = seqlens[b] + for h in range(num_heads): + for m, start_m in enumerate(range(0, seqlen, block_size_M)): + end_m = start_m + block_size_M + tmp_col_count = 0 + cursor, s, v = -1, 0, 0 + v_idx = vertical_indexes[b, h, v].item() + while s < NNZ_S and slash_indexes[b, h, s] >= end_m: + s += 1 + if s < NNZ_S: + s_idx = end_m - slash_indexes[b, h, s].item() + s_range = min(s_idx, block_size_M) + else: + s_idx = seqlen + s_range = 0 + while s_idx <= end_m and v_idx < end_m: + if v_idx < s_idx: + if v_idx < s_idx - s_range: + col_index[b, h, m, tmp_col_count] = v_idx + tmp_col_count += 1 + v += 1 + if v < NNZ_V: + v_idx = vertical_indexes[b, h, v].item() + else: + break + else: + for idx in range(max(cursor, s_idx - s_range), min(s_idx, seqlen)): + col_index[b, h, m, tmp_col_count] = idx + tmp_col_count += 1 + cursor = s_idx + s += 1 + if s < NNZ_S: + s_idx = end_m - slash_indexes[b, h, s].item() + s_range = min(s_idx, block_size_M) + else: + break + while s_idx <= end_m and s < NNZ_S: + for idx in range(max(cursor, s_idx - s_range), min(s_idx, seqlen)): + col_index[b, h, m, tmp_col_count] = idx + tmp_col_count += 1 + cursor = s_idx + s += 1 + if s < NNZ_S: + s_idx = end_m - slash_indexes[b, h, s].item() + s_range = min(s_idx, block_size_M) + else: + break + while v_idx < end_m and v < NNZ_V: + if v_idx < s_idx - s_range: + col_index[b, h, m, tmp_col_count] = v_idx + tmp_col_count += 1 + v += 1 + if v < NNZ_V: + v_idx = vertical_indexes[b, h, v].item() + else: + break + col_count[b, h, m] = tmp_col_count + return col_count.to(seqlens.device), col_index.to(seqlens.device) + + + +PYCUDA_BUILD_INDEX_KERNEL_CODE = '''\ +__device__ int min(int x, int y) { + return x < y ? x : y; +} + +__device__ int max(int x, int y) { + return x > y ? x : y; +} + +__device__ void save_list(int* output, int loop_start, int loop_end, int& offset) { + if (loop_start + 4 >= loop_end) { + for (int idx = loop_start; idx < loop_end; idx++, offset++) { + output[offset] = idx; + } + return; + } + int4 tmp_int4; + int int4_start = ((offset + 3) & (-4)) - offset + loop_start; + int int4_end = ((offset + loop_end - loop_start) & (-4)) - offset + loop_start; + for (int idx = loop_start; idx < int4_start; idx++, offset++) { + output[offset] = idx; + } + for (int idx = int4_start; idx < int4_end; idx += 4, offset += 4) { + tmp_int4.x = idx + 0; + tmp_int4.y = idx + 1; + tmp_int4.z = idx + 2; + tmp_int4.w = idx + 3; + (reinterpret_cast(&output[offset]))[0] = tmp_int4; + } + for (int idx = int4_end; idx < loop_end; idx++, offset++) { + output[offset] = idx; + } +} + +__global__ void PYCUDA_BUILD_INDEX_KERNEL( + const int* seqlens, // [BATCH, ] + const int* vertical_indexes, // [BATCH, N_HEADS, NNZ_V] + const int* slash_indexes, // [BATCH, N_HEADS, NNZ_S] + int* col_count, // [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M)] + int* col_index, // [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M), N_CTX] + int N_HEADS, + int N_CTX, + int BLOCK_SIZE_M, + int N_ROWS, + int NNZ_V, + int NNZ_S +) { + const int batch_idx = blockIdx.y; + const int head_idx = blockIdx.x; + const int group_idx = blockIdx.z; + + int seqlen = seqlens[batch_idx]; + int block_idx_m = group_idx * blockDim.x + threadIdx.x; + int start_m = block_idx_m * BLOCK_SIZE_M; + if (start_m >= seqlen) { + return; + } + int end_m = start_m + BLOCK_SIZE_M; + vertical_indexes += (batch_idx * N_HEADS + head_idx) * NNZ_V; + slash_indexes += (batch_idx * N_HEADS + head_idx) * NNZ_S; + int row_offset = (batch_idx * N_HEADS + head_idx) * N_ROWS + block_idx_m; + col_count += row_offset; + col_index += row_offset * N_CTX; + + int tmp_col_count = 0, cursor = -1, s = 0, v = 0; + int v_idx = vertical_indexes[v]; + /* + int left = 0, right = NNZ_S - 1; + int tmp_s_idx = 0, target = end_m - 1; + s = (left + right) >> 1; + while (left + 1 < right) { + tmp_s_idx = slash_indexes[s]; + if (tmp_s_idx > target) { + left = s; + } else if (tmp_s_idx < target) { + right = s; + } else { + break; + } + s = (left + right) >> 1; + } + */ + while (s < NNZ_S && slash_indexes[s] >= end_m) s++; + + int s_idx = (s < NNZ_S) ? (end_m - slash_indexes[s]) : seqlen; + int s_range = (s < NNZ_S) ? min(s_idx, BLOCK_SIZE_M) : 0; + + while (s_idx <= end_m && v_idx < end_m) { + if (v_idx < s_idx) { + if (v_idx < s_idx - s_range) { + col_index[tmp_col_count] = v_idx; + tmp_col_count++; + } + v++; + if (v < NNZ_V) { + v_idx = vertical_indexes[v]; + } else { + break; + } + } else { + save_list(col_index, max(cursor, s_idx - s_range), min(s_idx, seqlen), tmp_col_count); + cursor = s_idx; + s++; + if (s < NNZ_S) { + s_idx = end_m - slash_indexes[s]; + s_range = min(s_idx, BLOCK_SIZE_M); + } else { + break; + } + } + } + while (s_idx <= end_m && s < NNZ_S) { + save_list(col_index, max(cursor, s_idx - s_range), min(s_idx, seqlen), tmp_col_count); + cursor = s_idx; + s++; + if (s < NNZ_S) { + s_idx = end_m - slash_indexes[s]; + s_range = min(s_idx, BLOCK_SIZE_M); + } else { + break; + } + } + while (v_idx < end_m && v < NNZ_V) { + if (v_idx < s_idx - s_range) { + col_index[tmp_col_count] = v_idx; + tmp_col_count++; + } + v++; + if (v < NNZ_V) { + v_idx = vertical_indexes[v]; + } else { + break; + } + } + col_count[0] = tmp_col_count; +} +''' +PYCUDA_BUILD_INDEX_KERNEL = SourceModule( + PYCUDA_BUILD_INDEX_KERNEL_CODE, + options=['-std=c++14', '-O3'], +).get_function(f'PYCUDA_BUILD_INDEX_KERNEL') + + +def pycuda_build_index(seqlens, vertical_indexes, slash_indexes, block_size_M=64): + max_cols_per_row = (seqlens.max().item() + 3) & (-4) + batch_size, num_heads, NNZ_S = slash_indexes.shape + NNZ_V = vertical_indexes.shape[-1] + num_rows = triton.cdiv(max_cols_per_row, block_size_M) + max_cols_per_row = max_cols_per_row + col_count = torch.zeros((batch_size, num_heads, num_rows), dtype=torch.int32, device=seqlens.device) + col_index = torch.zeros((batch_size, num_heads, num_rows, max_cols_per_row), dtype=torch.int32, device=seqlens.device) + num_threads = 64 + PYCUDA_BUILD_INDEX_KERNEL( + seqlens, vertical_indexes, slash_indexes, + col_count, col_index, + np.int32(num_heads), np.int32(max_cols_per_row), np.int32(block_size_M), np.int32(num_rows), + np.int32(NNZ_V), np.int32(NNZ_S), + # grid=(triton.cdiv(num_rows, num_threads), N_HEADS, BATCH), + grid=(num_heads, batch_size, triton.cdiv(num_rows, num_threads)), + block=(num_threads, 1, 1), + ) + return col_count, col_index + + +def make_causal_mask(seqlens, device, context_size): + batch_size = seqlens.shape[0] + arange = torch.arange(context_size, dtype=torch.int32, device=device) + causal_mask = arange[None, None, :, None] >= arange[None, None, None, :] + causal_mask = causal_mask.repeat((batch_size, 1, 1, 1)) + for b, seqlen in enumerate(seqlens): + causal_mask[b, :, seqlen:, :] = False + causal_mask[b, :, :, seqlen:] = False + return causal_mask + + +def make_finegrained_mask(vertical_indexes, slash_indexes, causal_mask, device): + batch_size, num_heads, _ = vertical_indexes.shape + context_size = causal_mask.shape[-1] + arange = torch.arange(context_size, dtype=torch.int32, device=device) + sparse_mask = torch.zeros((batch_size, num_heads, context_size, context_size), dtype=torch.bool, device=device) + for b in range(batch_size): + for h in range(num_heads): + for vertical_index in vertical_indexes[b, h]: + sparse_mask[b, h, :, vertical_index] = True + for slash_index in slash_indexes[b, h]: + sparse_mask[b, h].logical_or_(arange[:, None] - arange[None, :] == slash_index) + sparse_mask.logical_and_(causal_mask) + return sparse_mask + + +def make_block_mask(col_count, col_index, seqlens, causal_mask, device, block_size_M=64): + batch_size, num_heads, _ = col_count.shape + context_size = causal_mask.shape[-1] + block_mask = torch.zeros((batch_size, num_heads, context_size, context_size), dtype=torch.bool, device=device) + for b in range(batch_size): + for h in range(num_heads): + for m, start_m in enumerate(range(0, seqlens[b], block_size_M)): + end_m = start_m + block_size_M + for c in range(col_count[b, h, m]): + block_mask[b, h, start_m:end_m, col_index[b, h, m, c]] = True + block_mask.logical_and_(causal_mask) + return block_mask + + +def plot_mask(mask, name, batch=0, head=0): + import matplotlib.pyplot as plt + import seaborn as sns + plt.figure(figsize=(16, 12)) + plt.clf() + mask = mask[batch, head].cpu().numpy() + sns.heatmap(mask) + plt.savefig(name) + + +@triton.jit +def triton_dense_fwd_kernel( + Q, K, V, seqlens, sm_scale, + Out, + stride_qz, stride_qh, stride_qm, stride_qk, + stride_kz, stride_kh, stride_kn, stride_kk, + stride_vz, stride_vh, stride_vn, stride_vk, + stride_oz, stride_oh, stride_om, stride_ok, + Z, H, N_CTX, + BLOCK_M: tl.constexpr, BLOCK_DMODEL: tl.constexpr, + BLOCK_N: tl.constexpr, + dtype: tl.constexpr, +): + start_m = tl.program_id(0) + off_hz = tl.program_id(1) + + seqlen = tl.load(seqlens + off_hz // H) + if start_m * BLOCK_M >= seqlen: + return + + qo_offset = (off_hz // H) * stride_qz + (off_hz % H) * stride_qh + kv_offset = (off_hz // H) * stride_kz + (off_hz % H) * stride_kh + Q_block_ptr = tl.make_block_ptr( + base=Q + qo_offset, + shape=(N_CTX, BLOCK_DMODEL), + strides=(stride_qm, stride_qk), + offsets=(start_m * BLOCK_M, 0), + block_shape=(BLOCK_M, BLOCK_DMODEL), + order=(1, 0) + ) + K_block_ptr = tl.make_block_ptr( + base=K + kv_offset, + shape=(BLOCK_DMODEL, N_CTX), + strides=(stride_kk, stride_kn), + offsets=(0, 0), + block_shape=(BLOCK_DMODEL, BLOCK_N), + order=(0, 1) + ) + V_block_ptr = tl.make_block_ptr( + base=V + kv_offset, + shape=(N_CTX, BLOCK_DMODEL), + strides=(stride_vn, stride_vk), + offsets=(0, 0), + block_shape=(BLOCK_N, BLOCK_DMODEL), + order=(1, 0) + ) + # initialize offsets + offs_m = start_m * BLOCK_M + tl.arange(0, BLOCK_M) + offs_n = tl.arange(0, BLOCK_N) + # initialize pointer to m and l + m_i = tl.zeros([BLOCK_M], dtype=tl.float32) - float("inf") + l_i = tl.zeros([BLOCK_M], dtype=tl.float32) + acc = tl.zeros([BLOCK_M, BLOCK_DMODEL], dtype=tl.float32) + # scale sm_scale by log_2(e) and use + # 2^x instead of exp in the loop because CSE and LICM + # don't work as expected with `exp` in the loop + qk_scale = sm_scale * 1.44269504 + # load q: it will stay in SRAM throughout + q = tl.load(Q_block_ptr) + q = (q * qk_scale).to(dtype) + # loop over k, v and update accumulator + lo = 0 + hi = (start_m + 1) * BLOCK_M + m_mask = offs_m[:, None] < seqlen + + for start_n in range(lo, hi, BLOCK_N): + n_mask = (start_n + offs_n[None, :]) <= offs_m[:, None] + # -- load k, v -- + k = tl.load(K_block_ptr) + v = tl.load(V_block_ptr) + # -- compute qk -- + qk = tl.zeros([BLOCK_M, BLOCK_N], dtype=tl.float32) + qk = tl.where(m_mask & n_mask, qk, float("-inf")) + qk += tl.dot(q, k) + # -- compute scaling constant -- + m_i_new = tl.maximum(m_i, tl.max(qk, 1)) + alpha = tl.math.exp2(m_i - m_i_new) + p = tl.math.exp2(qk - m_i_new[:, None]) + # -- scale and update acc -- + acc_scale = l_i * 0 + alpha # workaround some compiler bug + acc *= acc_scale[:, None] + acc += tl.dot(p.to(dtype), v) + # -- update m_i and l_i -- + l_i = l_i * alpha + tl.sum(p, 1) + m_i = m_i_new + # update pointers + K_block_ptr = tl.advance(K_block_ptr, (0, BLOCK_N)) + V_block_ptr = tl.advance(V_block_ptr, (BLOCK_N, 0)) + # write back O + acc = tl.where(m_mask, acc / l_i[:, None], 0.0) + O_block_ptr = tl.make_block_ptr( + base=Out + qo_offset, + shape=(N_CTX, BLOCK_DMODEL), + strides=(stride_om, stride_ok), + offsets=(start_m * BLOCK_M, 0), + block_shape=(BLOCK_M, BLOCK_DMODEL), + order=(1, 0) + ) + tl.store(O_block_ptr, acc.to(dtype), mask=m_mask) + + +def triton_dense_forward(q, k, v, seqlens, sm_scale, block_size_M=128, block_size_N=64) -> torch.Tensor: + # shape constraints + Lq, Lk, Lv = q.shape[-1], k.shape[-1], v.shape[-1] + assert Lq == Lk and Lk == Lv + assert Lk in {16, 32, 64, 128} + o = torch.zeros_like(q) + grid = (triton.cdiv(q.shape[2], block_size_M), q.shape[0] * q.shape[1], 1) + num_warps = 4 if Lk <= 64 else 8 # 4 + dtype = tl.bfloat16 if q.dtype == torch.bfloat16 else tl.float16 + triton_dense_fwd_kernel[grid]( + q, k, v, seqlens, sm_scale, + o, + q.stride(0), q.stride(1), q.stride(2), q.stride(3), + k.stride(0), k.stride(1), k.stride(2), k.stride(3), + v.stride(0), v.stride(1), v.stride(2), v.stride(3), + o.stride(0), o.stride(1), o.stride(2), o.stride(3), + q.shape[0], q.shape[1], q.shape[2], + BLOCK_M=block_size_M, BLOCK_N=block_size_N, + BLOCK_DMODEL=Lk, + dtype=dtype, + num_warps=num_warps, num_stages=4, + ) + + return o + + +def flash_attn_forward(q, k, v, seqlens, sm_scale, context_size) -> torch.Tensor: + return flash_attn_varlen_func( + q, + k, + v, + cu_seqlens_q=seqlens, + cu_seqlens_k=seqlens, + max_seqlen_q=context_size, + max_seqlen_k=context_size, + dropout_p=0.0, + softmax_scale=sm_scale, + causal=True, + ) + + +def torch_forward( + query: torch.Tensor, + key: torch.Tensor, + value: torch.Tensor, + mask: torch.Tensor, + sm_scale: float, +) -> torch.Tensor: + p = torch.einsum(f'bhmk, bhnk -> bhmn', query, key) * sm_scale + p = p.where(mask, -torch.inf) + p_max = p.max(-1, keepdim=True).values + p_max = torch.where(p_max < 0, 0.0, p_max) + p_exp = torch.exp(p - p_max) + s = p_exp / (p_exp.sum(-1, keepdim=True) + 1e-6) + out = torch.einsum(f'bhmn, bhnk -> bhmk', s, value) + return out + + +def profile(fn, total_flops, tag, warmup=25, rep=100): + ms = triton.testing.do_bench(fn, warmup=warmup, rep=rep) + gflops = total_flops / ms * 1e-9 + print(f'{tag}: {ms:.3f} ms | {gflops:.3f} GFLOP/s') + + +def test_flash_attention( + seqlens=None, + vertical_indexes=None, + slash_indexes=None, + dtype=torch.float16, + device="cuda", + torch_test=True, + batch_size=4, + num_heads=32, + context_size=1024, + head_dim=128, + sparsity=0.995, + block_size_M=64, + block_size_N=64, +): + print('========================================') + print(f'BATCH={batch_size}, N_CTX={context_size}, N_HEADS={num_heads}, D_HEAD={head_dim}') + q = torch.randn((batch_size, num_heads, context_size, head_dim), dtype=dtype, device=device) + k = torch.randn((batch_size, num_heads, context_size, head_dim), dtype=dtype, device=device) + v = torch.randn((batch_size, num_heads, context_size, head_dim), dtype=dtype, device=device) + if seqlens is None: + seqlens = torch.randint(context_size // 2, context_size, (batch_size, ), dtype=torch.int32, device=device) + else: + seqlens = torch.tensor(seqlens, dtype=torch.int32, device=device) + dense_mask_nnz = seqlens.to(torch.float32).square().sum().item() * num_heads / 2 + sm_scale = head_dim ** -0.5 + + causal_mask = make_causal_mask(seqlens, device, context_size) + if torch_test: + ref_o_dense = torch_forward(q, k, v, causal_mask, sm_scale) + + if vertical_indexes is None or slash_indexes is None: + nnz = int((1 - sparsity) * context_size) + vertical_indexes = torch.stack([ + torch.stack([ + torch.randperm(seqlen, dtype=torch.int32, device=device)[:nnz].sort(descending=False)[0] + for _ in range(num_heads) + ]) + for seqlen in seqlens + ]) + slash_indexes = torch.concatenate([ + torch.stack([ + torch.stack([ + torch.randperm(seqlen - 1, dtype=torch.int32, device=device)[:nnz].sort(descending=True)[0] + 1 + for _ in range(num_heads) + ]) + for seqlen in seqlens + ]), + torch.zeros((batch_size, num_heads, 1), dtype=torch.int32, device=device) + ], dim=-1) + col_count, col_index = pycuda_build_index(seqlens, vertical_indexes, slash_indexes, block_size_M) + if torch_test: + col_count_ref, col_index_ref = torch_build_index(seqlens, vertical_indexes, slash_indexes, block_size_M) + # import ipdb; ipdb.set_trace() + torch.testing.assert_close(col_count_ref, col_count) + torch.testing.assert_close(col_index_ref, col_index) + sparse_mask_nnz = col_count.to(torch.float32).sum().item() * block_size_M + print(f'block mask sparsity: {1 - sparse_mask_nnz / dense_mask_nnz}') + pycuda_build_index_fn = lambda: pycuda_build_index(seqlens, vertical_indexes, slash_indexes, block_size_M) + profile(pycuda_build_index_fn, 0., 'pycuda-index') + + if torch_test: + finegrained_mask = make_finegrained_mask(vertical_indexes, slash_indexes, causal_mask, device) + block_mask = make_block_mask(col_count, col_index, seqlens, causal_mask, device, block_size_M) + # plot_mask(finegrained_mask, 'mask.png', 2, 26) + # plot_mask(block_mask, 'mask-1.png', 2, 26) + ref_o_sparse = torch_forward(q, k, v, block_mask, sm_scale) + + triton_dense_fn = lambda: triton_dense_forward(q, k, v, seqlens, sm_scale) + output = triton_dense_fn() + if torch_test: + torch.testing.assert_close(output, ref_o_dense, atol=1e-2, rtol=0) + profile(triton_dense_fn, 2. * head_dim * dense_mask_nnz, 'triton-dense') + + triton_sparse_fn = lambda: triton_sparse_forward(q, k, v, seqlens, col_count, col_index, sm_scale, block_size_M, block_size_N) + output = triton_sparse_fn() + if torch_test: + torch.testing.assert_close(output, ref_o_sparse, atol=1e-2, rtol=0) + profile(triton_sparse_fn, 2. * head_dim * sparse_mask_nnz, 'triton-sparse') + + q = q.swapaxes(1, 2).contiguous() + k = k.swapaxes(1, 2).contiguous() + v = v.swapaxes(1, 2).contiguous() + q = torch.concatenate([q[i, :seqlen, :, :] for i, seqlen in enumerate(seqlens)]) + k = torch.concatenate([k[i, :seqlen, :, :] for i, seqlen in enumerate(seqlens)]) + v = torch.concatenate([v[i, :seqlen, :, :] for i, seqlen in enumerate(seqlens)]) + seqlens = torch.nn.functional.pad(torch.cumsum(seqlens, dim=0, dtype=torch.int32), (1, 0)) + + flash_fn = lambda: flash_attn_forward(q, k, v, seqlens, sm_scale, context_size) + output = flash_fn() + output = torch.stack([ + torch.nn.functional.pad( + output[seqlens[i]:seqlens[i + 1], :, :], + (0, 0, 0, 0, 0, context_size + seqlens[i] - seqlens[i + 1]) + ) + for i in range(batch_size) + ]).swapaxes(1, 2).contiguous() + if torch_test: + torch.testing.assert_close(output, ref_o_dense, atol=1e-2, rtol=0) + profile(flash_fn, 2. * head_dim * dense_mask_nnz, 'flash-dense') + print('========================================\n') + + +def pit_sparse_flash_attention_forward( + query: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + key: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + value: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + v_idx: torch.Tensor, # [BATCH, N_HEADS, NNZ_V] + s_idx: torch.Tensor, # [BATCH, N_HEADS, NNZ_S] + block_size_M: int = 64, + block_size_N: int = 64, +): + q_len = query.shape[2] + pad = block_size_M - (query.shape[2] & (block_size_M - 1)) + query = torch.nn.functional.pad(query, [0, 0, 0, pad, 0, 0, 0, 0]) + key = torch.nn.functional.pad(key, [0, 0, 0, pad, 0, 0, 0, 0]) + value = torch.nn.functional.pad(value, [0, 0, 0, pad, 0, 0, 0, 0]) + batch_size, num_heads, context_size, head_dim = query.shape + v_idx = v_idx.to(torch.int32).reshape((batch_size, num_heads, -1)).sort(dim=-1, descending=False)[0] + s_idx = s_idx.to(torch.int32).reshape((batch_size, num_heads, -1)).sort(dim=-1, descending=True)[0] + seqlens = torch.tensor([context_size], dtype=torch.int32, device=query.device) + sm_scale = head_dim ** -0.5 + col_count, col_index = pycuda_build_index(seqlens, v_idx, s_idx, block_size_M) + out = triton_sparse_forward(query, key, value, seqlens, col_count, col_index, sm_scale, block_size_M, block_size_N)[...,:q_len,:] + return out diff --git a/minference/kernels/pit_sparse_flash_attention_v2.py b/minference/kernels/pit_sparse_flash_attention_v2.py new file mode 100644 index 0000000..6800de1 --- /dev/null +++ b/minference/kernels/pit_sparse_flash_attention_v2.py @@ -0,0 +1,720 @@ +import torch +import numpy as np +import math + +import triton +import triton.language as tl +import pycuda.autoprimaryctx +from pycuda.compiler import SourceModule + +from flash_attn import flash_attn_varlen_func + + +@triton.jit +def triton_sparse_fwd_kernel( + Q, K, V, seqlens, sm_scale, + block_count, block_offset, column_count, column_index, + Out, + stride_qz, stride_qh, stride_qm, stride_qk, + stride_kz, stride_kh, stride_kn, stride_kk, + stride_vz, stride_vh, stride_vn, stride_vk, + stride_oz, stride_oh, stride_om, stride_ok, + Z, H, N_CTX, + NUM_ROWS, NNZ_S, NNZ_V, + BLOCK_M: tl.constexpr, + BLOCK_N: tl.constexpr, + BLOCK_DMODEL: tl.constexpr, + dtype: tl.constexpr, +): + start_m = tl.program_id(0) + off_hz = tl.program_id(1) + + seqlen = tl.load(seqlens + off_hz // H) + if start_m * BLOCK_M >= seqlen: + return + + # initialize offsets + offs_m = start_m * BLOCK_M + tl.arange(0, BLOCK_M) + offs_n = tl.arange(0, BLOCK_N) + offs_d = tl.arange(0, BLOCK_DMODEL) + + qo_offset = (off_hz // H) * stride_qz + (off_hz % H) * stride_qh + kv_offset = (off_hz // H) * stride_kz + (off_hz % H) * stride_kh + + q_ptrs = Q + qo_offset + offs_m[:, None] * stride_qm + offs_d[None, :] * stride_qk + k_ptrs = K + kv_offset + offs_d[:, None] * stride_kk + v_ptrs = V + kv_offset + offs_d[None, :] * stride_vk + o_ptrs = Out + qo_offset + offs_m[:, None] * stride_om + offs_d[None, :] * stride_ok + + num_blks = tl.load(block_count + off_hz * NUM_ROWS + start_m) + blks_ptr = block_offset + (off_hz * NUM_ROWS + start_m) * NNZ_S + num_cols = tl.load(column_count + off_hz * NUM_ROWS + start_m) + cols_ptr = column_index + (off_hz * NUM_ROWS + start_m) * NNZ_V + + # initialize pointer to m and l + m_i = tl.zeros([BLOCK_M], dtype=tl.float32) - float("inf") + l_i = tl.zeros([BLOCK_M], dtype=tl.float32) + acc = tl.zeros([BLOCK_M, BLOCK_DMODEL], dtype=tl.float32) + # scale sm_scale by log_2(e) and use + # 2^x instead of exp in the loop because CSE and LICM + # don't work as expected with `exp` in the loop + qk_scale = sm_scale * 1.44269504 + # load q: it will stay in SRAM throughout + q = tl.load(q_ptrs) + q = (q * qk_scale).to(dtype) + + # loop over k, v and update accumulator + m_mask = offs_m[:, None] < seqlen + + for block_index in range(num_blks): + start_n = tl.load(blks_ptr + block_index) + cols = start_n + offs_n + n_mask = cols < seqlen + # -- load k, v -- + k = tl.load(k_ptrs + cols[None, :] * stride_kn, mask=n_mask[None, :], other=0.0) + v = tl.load(v_ptrs + cols[:, None] * stride_vn, mask=n_mask[:, None], other=0.0) + # -- compute qk -- + qk = tl.zeros([BLOCK_M, BLOCK_N], dtype=tl.float32) + causal_mask = cols[None, :] <= offs_m[:, None] + qk = tl.where(m_mask & causal_mask, qk, float("-inf")) + qk += tl.dot(q, k) + # -- compute scaling constant -- + m_i_new = tl.maximum(m_i, tl.max(qk, 1)) + alpha = tl.math.exp2(m_i - m_i_new) + p = tl.math.exp2(qk - m_i_new[:, None]) + # -- scale and update acc -- + acc_scale = l_i * 0 + alpha # workaround some compiler bug + acc *= acc_scale[:, None] + acc += tl.dot(p.to(dtype), v) + # -- update m_i and l_i -- + l_i = l_i * alpha + tl.sum(p, 1) + m_i = m_i_new + + for start_n in range(0, num_cols, BLOCK_N): + n_mask = start_n + offs_n < num_cols + cols = tl.load(cols_ptr + start_n + offs_n, mask=n_mask, other=0) + # -- load k, v -- + k = tl.load(k_ptrs + cols[None, :] * stride_kn, mask=n_mask[None, :], other=0.0) + v = tl.load(v_ptrs + cols[:, None] * stride_vn, mask=n_mask[:, None], other=0.0) + # -- compute qk -- + qk = tl.zeros([BLOCK_M, BLOCK_N], dtype=tl.float32) + qk = tl.where(m_mask & n_mask, qk, float("-inf")) + qk += tl.dot(q, k) + # -- compute scaling constant -- + m_i_new = tl.maximum(m_i, tl.max(qk, 1)) + alpha = tl.math.exp2(m_i - m_i_new) + p = tl.math.exp2(qk - m_i_new[:, None]) + # -- scale and update acc -- + acc_scale = l_i * 0 + alpha # workaround some compiler bug + acc *= acc_scale[:, None] + acc += tl.dot(p.to(dtype), v) + # -- update m_i and l_i -- + l_i = l_i * alpha + tl.sum(p, 1) + m_i = m_i_new + + # write back O + acc /= l_i[:, None] + # acc = tl.where(m_mask, acc / l_i[:, None], 0.0) + tl.store(o_ptrs, acc.to(dtype), mask=m_mask) + + +def triton_sparse_forward( + q: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + k: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + v: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + seqlens: torch.Tensor, # [BATCH, ] + block_count: torch.Tensor, # [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M)] + block_offset: torch.Tensor, # [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M), NNZ_S] + column_count: torch.Tensor, # [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M)] + column_index: torch.Tensor, # [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M), NNZ_V] + sm_scale: float, + block_size_M: int = 64, + block_size_N: int = 64, +) -> torch.Tensor: + # shape constraints + Lq, Lk, Lv = q.shape[-1], k.shape[-1], v.shape[-1] + assert Lq == Lk and Lk == Lv + assert Lk in {16, 32, 64, 128} + o = torch.zeros_like(q) + grid = (triton.cdiv(q.shape[2], block_size_M), q.shape[0] * q.shape[1], 1) + dtype = tl.bfloat16 if q.dtype == torch.bfloat16 else tl.float16 + triton_sparse_fwd_kernel[grid]( + q, k, v, seqlens, sm_scale, + block_count, block_offset, column_count, column_index, + o, + q.stride(0), q.stride(1), q.stride(2), q.stride(3), + k.stride(0), k.stride(1), k.stride(2), k.stride(3), + v.stride(0), v.stride(1), v.stride(2), v.stride(3), + o.stride(0), o.stride(1), o.stride(2), o.stride(3), + q.shape[0], q.shape[1], q.shape[2], + block_count.shape[-1], block_offset.shape[-1], column_index.shape[-1], + BLOCK_M=block_size_M, BLOCK_N=block_size_N, + BLOCK_DMODEL=Lk, + dtype=dtype, + num_warps=4, num_stages=2, + ) + + return o + + +def torch_build_index(seqlens, vertical_indexes, slash_indexes, context_size, block_size_M=64, block_size_N=64): + device = seqlens.device + batch_size, num_heads, NNZ_S = slash_indexes.shape + NNZ_V = vertical_indexes.shape[-1] + num_rows = triton.cdiv(context_size, block_size_M) + block_count = torch.zeros((batch_size, num_heads, num_rows), dtype=torch.int32) + block_offset = torch.zeros((batch_size, num_heads, num_rows, NNZ_S), dtype=torch.int32) + column_count = torch.zeros((batch_size, num_heads, num_rows), dtype=torch.int32) + column_index = torch.zeros((batch_size, num_heads, num_rows, NNZ_V), dtype=torch.int32) + + for b in range(batch_size): + seqlen = seqlens[b] + for h in range(num_heads): + for m, start_m in enumerate(range(0, seqlen, block_size_M)): + end_m = start_m + block_size_M + s = 0 + while slash_indexes[b, h, s] >= end_m: + s += 1 + s_idx = max(end_m - slash_indexes[b, h, s], block_size_M) + s += 1 + range_start = s_idx - block_size_M + range_end = s_idx + tmp_blocks = [] + while s < NNZ_S: + s_idx = max(end_m - slash_indexes[b, h, s], block_size_M) + if s_idx > range_end + block_size_M: + tmp_blocks += list(range(range_start, range_end, block_size_N)) + range_start = s_idx - block_size_M + range_end = s_idx + elif s_idx > range_end: + range_end += block_size_M + s += 1 + tmp_blocks += list(range(range_start, range_end, block_size_N)) + block_count[b, h, m] = len(tmp_blocks) + block_offset[b, h, m, :len(tmp_blocks)] = torch.tensor(tmp_blocks, dtype=block_offset.dtype) + tmp_columns = vertical_indexes[b, h].cpu().numpy().tolist() + tmp_columns = [col for col in tmp_columns if col < range_end] + for range_start in tmp_blocks: + range_end = range_start + block_size_N + tmp_columns = [col for col in tmp_columns if col < range_start or col >= range_end] + column_count[b, h, m] = len(tmp_columns) + column_index[b, h, m, :len(tmp_columns)] = torch.tensor(tmp_columns, dtype=block_offset.dtype) + + return block_count.to(device), block_offset.to(device), column_count.to(device), column_index.to(device) + + +PYCUDA_BUILD_INDEX_KERNEL_CODE = '''\ +__device__ int min(int x, int y) { + return x < y ? x : y; +} + +__device__ int max(int x, int y) { + return x > y ? x : y; +} + +__device__ void save_blocks(int* block_offset, int range_start, int range_end, int block_size, int& block_count) { + for (int idx = range_start; idx < range_end; idx += block_size) { + block_offset[block_count++] = idx; + } +} + +__global__ void PYCUDA_BUILD_INDEX_KERNEL( + const int* seqlens, // [BATCH, ] + const int* vertical_indexes, // [BATCH, N_HEADS, NNZ_V] + const int* slash_indexes, // [BATCH, N_HEADS, NNZ_S] + int* block_count, // [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M)] + int* block_offset, // [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M), NNZ_S] + int* column_count, // [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M)] + int* column_index, // [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M), NNZ_V] + int N_HEADS, + int N_ROWS, + int BLOCK_SIZE_M, + int BLOCK_SIZE_N, + int NNZ_V, + int NNZ_S +) { + const int batch_idx = blockIdx.y; + const int head_idx = blockIdx.x; + const int group_idx = blockIdx.z; + + int seqlen = seqlens[batch_idx]; + int block_idx_m = group_idx * blockDim.x + threadIdx.x; + int start_m = block_idx_m * BLOCK_SIZE_M; + if (start_m >= seqlen) { + return; + } + int end_m = start_m + BLOCK_SIZE_M; + vertical_indexes += (batch_idx * N_HEADS + head_idx) * NNZ_V; + slash_indexes += (batch_idx * N_HEADS + head_idx) * NNZ_S; + int row_offset = (batch_idx * N_HEADS + head_idx) * N_ROWS + block_idx_m; + block_count += row_offset; + block_offset += row_offset * NNZ_S; + column_count += row_offset; + column_index += row_offset * NNZ_V; + + int tmp_col_cnt = 0, tmp_blk_cnt = 0; + int s = 0, v = 0; + int v_idx = vertical_indexes[v++]; + int s_idx = slash_indexes[s++]; + while (s_idx >= end_m) { + s_idx = slash_indexes[s++]; + } + s_idx = max(end_m - s_idx, BLOCK_SIZE_M); + int range_start = s_idx - BLOCK_SIZE_M, range_end = s_idx; + while (1) { + if (v_idx < range_end) { + if (v_idx < range_start) { + column_index[tmp_col_cnt++] = v_idx; + } + if (v < NNZ_V) { + v_idx = vertical_indexes[v++]; + } else { + v_idx = end_m + BLOCK_SIZE_M; + } + } else { + if (s < NNZ_S) { + s_idx = max(end_m - slash_indexes[s++], BLOCK_SIZE_M); + } else { + save_blocks(block_offset, range_start, range_end, BLOCK_SIZE_N, tmp_blk_cnt); + break; + } + if (s_idx > range_end + BLOCK_SIZE_M) { + save_blocks(block_offset, range_start, range_end, BLOCK_SIZE_N, tmp_blk_cnt); + range_start = s_idx - BLOCK_SIZE_M; + range_end = s_idx; + } else if (s_idx > range_end) { + range_end += BLOCK_SIZE_M; + } + } + } + + block_count[0] = tmp_blk_cnt; + column_count[0] = tmp_col_cnt; +} +''' +PYCUDA_BUILD_INDEX_KERNEL = SourceModule( + PYCUDA_BUILD_INDEX_KERNEL_CODE, + options=['-std=c++14', '-O3'], +).get_function(f'PYCUDA_BUILD_INDEX_KERNEL') + + +def pycuda_build_index(seqlens, vertical_indexes, slash_indexes, context_size, block_size_M=64, block_size_N=64): + batch_size, num_heads, NNZ_S = slash_indexes.shape + NNZ_V = vertical_indexes.shape[-1] + num_rows = triton.cdiv(context_size, block_size_M) + block_count = torch.zeros((batch_size, num_heads, num_rows), dtype=torch.int32, device=seqlens.device) + block_offset = torch.zeros((batch_size, num_heads, num_rows, NNZ_S), dtype=torch.int32, device=seqlens.device) + column_count = torch.zeros((batch_size, num_heads, num_rows), dtype=torch.int32, device=seqlens.device) + column_index = torch.zeros((batch_size, num_heads, num_rows, NNZ_V), dtype=torch.int32, device=seqlens.device) + num_threads = 64 + # import ipdb; ipdb.set_trace() + PYCUDA_BUILD_INDEX_KERNEL( + seqlens, vertical_indexes, slash_indexes, + block_count, block_offset, column_count, column_index, + np.int32(num_heads), np.int32(num_rows), + np.int32(block_size_M), np.int32(block_size_N), + np.int32(NNZ_V), np.int32(NNZ_S), + # grid=(triton.cdiv(num_rows, num_threads), N_HEADS, BATCH), + grid=(num_heads, batch_size, triton.cdiv(num_rows, num_threads)), + block=(num_threads, 1, 1), + ) + return block_count, block_offset, column_count, column_index + + +def make_causal_mask(seqlens, device, context_size): + batch_size = seqlens.shape[0] + arange = torch.arange(context_size, dtype=torch.int32, device=device) + causal_mask = arange[None, None, :, None] >= arange[None, None, None, :] + causal_mask = causal_mask.repeat((batch_size, 1, 1, 1)) + for b, seqlen in enumerate(seqlens): + causal_mask[b, :, seqlen:, :] = False + causal_mask[b, :, :, seqlen:] = False + return causal_mask + + +def make_finegrained_mask(vertical_indexes, slash_indexes, causal_mask, device): + batch_size, num_heads, _ = vertical_indexes.shape + context_size = causal_mask.shape[-1] + arange = torch.arange(context_size, dtype=torch.int32, device=device) + sparse_mask = torch.zeros((batch_size, num_heads, context_size, context_size), dtype=torch.bool, device=device) + for b in range(batch_size): + for h in range(num_heads): + for vertical_index in vertical_indexes[b, h]: + sparse_mask[b, h, :, vertical_index] = True + for slash_index in slash_indexes[b, h]: + sparse_mask[b, h].logical_or_(arange[:, None] - arange[None, :] == slash_index) + sparse_mask.logical_and_(causal_mask) + return sparse_mask + + +def make_block_mask( + block_count: torch.Tensor, + block_offset: torch.Tensor, + column_count: torch.Tensor, + column_index: torch.Tensor, + seqlens: torch.Tensor, + causal_mask: torch.Tensor, + device: torch.device, + block_size_M: int = 64, + block_size_N: int = 64. +): + batch_size, num_heads, _ = block_count.shape + context_size = causal_mask.shape[-1] + block_mask = torch.zeros((batch_size, num_heads, context_size, context_size), dtype=torch.bool, device=device) + for b in range(batch_size): + for h in range(num_heads): + for m, start_m in enumerate(range(0, seqlens[b], block_size_M)): + end_m = start_m + block_size_M + for col_idx in range(column_count[b, h, m]): + block_mask[b, h, start_m:end_m, column_index[b, h, m, col_idx]] = True + for blk_idx in range(block_count[b, h, m]): + blk_start = block_offset[b, h, m, blk_idx].item() + blk_end = blk_start + block_size_N + block_mask[b, h, start_m:end_m, blk_start:blk_end] = True + block_mask.logical_and_(causal_mask) + return block_mask + + +def plot_mask(mask, name, batch=0, head=0): + import matplotlib.pyplot as plt + import seaborn as sns + plt.figure(figsize=(16, 12)) + plt.clf() + mask = mask[batch, head].cpu().numpy() + sns.heatmap(mask) + plt.savefig(name) + + +@triton.jit +def triton_dense_fwd_kernel( + Q, K, V, seqlens, sm_scale, + Out, + stride_qz, stride_qh, stride_qm, stride_qk, + stride_kz, stride_kh, stride_kn, stride_kk, + stride_vz, stride_vh, stride_vn, stride_vk, + stride_oz, stride_oh, stride_om, stride_ok, + Z, H, N_CTX, + BLOCK_M: tl.constexpr, BLOCK_DMODEL: tl.constexpr, + BLOCK_N: tl.constexpr, + dtype: tl.constexpr, +): + start_m = tl.program_id(0) + off_hz = tl.program_id(1) + + seqlen = tl.load(seqlens + off_hz // H) + if start_m * BLOCK_M >= seqlen: + return + + qo_offset = (off_hz // H) * stride_qz + (off_hz % H) * stride_qh + kv_offset = (off_hz // H) * stride_kz + (off_hz % H) * stride_kh + Q_block_ptr = tl.make_block_ptr( + base=Q + qo_offset, + shape=(N_CTX, BLOCK_DMODEL), + strides=(stride_qm, stride_qk), + offsets=(start_m * BLOCK_M, 0), + block_shape=(BLOCK_M, BLOCK_DMODEL), + order=(1, 0) + ) + K_block_ptr = tl.make_block_ptr( + base=K + kv_offset, + shape=(BLOCK_DMODEL, N_CTX), + strides=(stride_kk, stride_kn), + offsets=(0, 0), + block_shape=(BLOCK_DMODEL, BLOCK_N), + order=(0, 1) + ) + V_block_ptr = tl.make_block_ptr( + base=V + kv_offset, + shape=(N_CTX, BLOCK_DMODEL), + strides=(stride_vn, stride_vk), + offsets=(0, 0), + block_shape=(BLOCK_N, BLOCK_DMODEL), + order=(1, 0) + ) + # initialize offsets + offs_m = start_m * BLOCK_M + tl.arange(0, BLOCK_M) + offs_n = tl.arange(0, BLOCK_N) + # initialize pointer to m and l + m_i = tl.zeros([BLOCK_M], dtype=tl.float32) - float("inf") + l_i = tl.zeros([BLOCK_M], dtype=tl.float32) + acc = tl.zeros([BLOCK_M, BLOCK_DMODEL], dtype=tl.float32) + # scale sm_scale by log_2(e) and use + # 2^x instead of exp in the loop because CSE and LICM + # don't work as expected with `exp` in the loop + qk_scale = sm_scale * 1.44269504 + # load q: it will stay in SRAM throughout + q = tl.load(Q_block_ptr) + q = (q * qk_scale).to(dtype) + # loop over k, v and update accumulator + lo = 0 + hi = (start_m + 1) * BLOCK_M + m_mask = offs_m[:, None] < seqlen + + for start_n in range(lo, hi, BLOCK_N): + n_mask = (start_n + offs_n[None, :]) <= offs_m[:, None] + # -- load k, v -- + k = tl.load(K_block_ptr) + v = tl.load(V_block_ptr) + # -- compute qk -- + qk = tl.zeros([BLOCK_M, BLOCK_N], dtype=tl.float32) + qk = tl.where(m_mask & n_mask, qk, float("-inf")) + qk += tl.dot(q, k) + # -- compute scaling constant -- + m_i_new = tl.maximum(m_i, tl.max(qk, 1)) + alpha = tl.math.exp2(m_i - m_i_new) + p = tl.math.exp2(qk - m_i_new[:, None]) + # -- scale and update acc -- + acc_scale = l_i * 0 + alpha # workaround some compiler bug + acc *= acc_scale[:, None] + acc += tl.dot(p.to(dtype), v) + # -- update m_i and l_i -- + l_i = l_i * alpha + tl.sum(p, 1) + m_i = m_i_new + # update pointers + K_block_ptr = tl.advance(K_block_ptr, (0, BLOCK_N)) + V_block_ptr = tl.advance(V_block_ptr, (BLOCK_N, 0)) + # write back O + acc = tl.where(m_mask, acc / l_i[:, None], 0.0) + O_block_ptr = tl.make_block_ptr( + base=Out + qo_offset, + shape=(N_CTX, BLOCK_DMODEL), + strides=(stride_om, stride_ok), + offsets=(start_m * BLOCK_M, 0), + block_shape=(BLOCK_M, BLOCK_DMODEL), + order=(1, 0) + ) + tl.store(O_block_ptr, acc.to(dtype)) + + +def triton_dense_forward(q, k, v, seqlens, sm_scale, block_size_M=128, block_size_N=64) -> torch.Tensor: + # shape constraints + Lq, Lk, Lv = q.shape[-1], k.shape[-1], v.shape[-1] + assert Lq == Lk and Lk == Lv + assert Lk in {16, 32, 64, 128} + o = torch.zeros_like(q) + grid = (triton.cdiv(q.shape[2], block_size_M), q.shape[0] * q.shape[1], 1) + num_warps = 4 if Lk <= 64 else 8 # 4 + dtype = tl.bfloat16 if q.dtype == torch.bfloat16 else tl.float16 + triton_dense_fwd_kernel[grid]( + q, k, v, seqlens, sm_scale, + o, + q.stride(0), q.stride(1), q.stride(2), q.stride(3), + k.stride(0), k.stride(1), k.stride(2), k.stride(3), + v.stride(0), v.stride(1), v.stride(2), v.stride(3), + o.stride(0), o.stride(1), o.stride(2), o.stride(3), + q.shape[0], q.shape[1], q.shape[2], + BLOCK_M=block_size_M, BLOCK_N=block_size_N, + BLOCK_DMODEL=Lk, + dtype=dtype, + num_warps=num_warps, num_stages=4, + ) + + return o + + +def flash_attn_forward(q, k, v, seqlens, sm_scale, context_size) -> torch.Tensor: + return flash_attn_varlen_func( + q, + k, + v, + cu_seqlens_q=seqlens, + cu_seqlens_k=seqlens, + max_seqlen_q=context_size, + max_seqlen_k=context_size, + dropout_p=0.0, + softmax_scale=sm_scale, + causal=True, + ) + + +def torch_forward( + query: torch.Tensor, + key: torch.Tensor, + value: torch.Tensor, + mask: torch.Tensor, + sm_scale: float, +) -> torch.Tensor: + p = torch.einsum(f'bhmk, bhnk -> bhmn', query, key) * sm_scale + p = p.where(mask, -torch.inf) + p_max = p.max(-1, keepdim=True).values + p_max = torch.where(p_max < 0, 0.0, p_max) + p_exp = torch.exp(p - p_max) + s = p_exp / (p_exp.sum(-1, keepdim=True) + 1e-6) + out = torch.einsum(f'bhmn, bhnk -> bhmk', s, value) + return out + + +def profile(fn, total_flops, tag, warmup=25, rep=100): + ms = triton.testing.do_bench(fn, warmup=warmup, rep=rep) + gflops = total_flops / ms * 1e-9 + print(f'{tag}: {ms:.3f} ms | {gflops:.3f} GFLOP/s') + + +def test_flash_attention( + query=None, + key=None, + value=None, + seqlens=None, + vertical_indexes=None, + slash_indexes=None, + dtype=torch.float16, + device="cuda", + torch_test=True, + batch_size=4, + num_heads=32, + context_size=2048, + head_dim=128, + nnz_v=100, + nnz_s=10, + block_size_M=64, + block_size_N=64, +): + print('========================================') + if query is None and key is None and value is None: + q = torch.randn((batch_size, num_heads, context_size, head_dim), dtype=dtype, device=device) + k = torch.randn((batch_size, num_heads, context_size, head_dim), dtype=dtype, device=device) + v = torch.randn((batch_size, num_heads, context_size, head_dim), dtype=dtype, device=device) + else: + q = torch.tensor(query, dtype=dtype, device=device) + k = torch.tensor(key, dtype=dtype, device=device) + v = torch.tensor(value, dtype=dtype, device=device) + batch_size, num_heads, context_size, head_dim = q.shape + print(f'BATCH={batch_size}, N_CTX={context_size}, N_HEADS={num_heads}, D_HEAD={head_dim}') + if seqlens is None: + seqlens = torch.randint(context_size // 2, context_size, (batch_size, ), dtype=torch.int32, device=device) + else: + seqlens = torch.tensor(seqlens, dtype=torch.int32, device=device) + print(seqlens) + dense_mask_nnz = seqlens.to(torch.float32).square().sum().item() * num_heads / 2 + sm_scale = head_dim ** -0.5 + + if torch_test: + causal_mask = make_causal_mask(seqlens, device, context_size) + ref_o_dense = torch_forward(q, k, v, causal_mask, sm_scale) + + if vertical_indexes is None or slash_indexes is None: + vertical_indexes = torch.stack([ + torch.stack([ + torch.randperm(seqlen, dtype=torch.int32, device=device)[:nnz_v].sort(descending=False)[0] + for _ in range(num_heads) + ]) + for seqlen in seqlens + ]) + slash_indexes = torch.concatenate([ + torch.stack([ + torch.stack([ + torch.randperm(seqlen - 1, dtype=torch.int32, device=device)[:nnz_s - 1].sort(descending=True)[0] + 1 + for _ in range(num_heads) + ]) + for seqlen in seqlens + ]), + torch.zeros((batch_size, num_heads, 1), dtype=torch.int32, device=device) + ], dim=-1) + pycuda_build_index_fn = lambda: pycuda_build_index( + seqlens, vertical_indexes, slash_indexes, context_size, block_size_M, block_size_N + ) + indexes = pycuda_build_index_fn() + block_count, block_offset, column_count, column_index = indexes + if torch_test: + block_count_ref, block_offset_ref, column_count_ref, column_index_ref = torch_build_index( + seqlens, vertical_indexes, slash_indexes, context_size, block_size_M, block_size_N + ) + torch.testing.assert_close(block_count_ref, block_count) + torch.testing.assert_close(block_offset_ref, block_offset) + torch.testing.assert_close(column_count_ref, column_count) + torch.testing.assert_close(column_index_ref, column_index) + sparse_mask_nnz = column_count.to(torch.float64).sum().item() * block_size_M + \ + block_count.to(torch.float64).sum().item() * block_size_M * block_size_N + print(f'block mask sparsity: {1 - sparse_mask_nnz / dense_mask_nnz}') + + pycuda_build_index_fn = lambda: pycuda_build_index( + seqlens, vertical_indexes, slash_indexes, context_size, block_size_M, block_size_N + ) + profile(pycuda_build_index_fn, 0., 'pycuda-index') + + if torch_test: + finegrained_mask = make_finegrained_mask(vertical_indexes, slash_indexes, causal_mask, device) + block_mask = make_block_mask(*indexes, seqlens, causal_mask, device, block_size_M, block_size_N) + plot_mask(finegrained_mask, 'mask.png', 0, 0) + plot_mask(block_mask, 'mask-1.png', 0, 0) + ref_o_sparse = torch_forward(q, k, v, block_mask, sm_scale) + + triton_dense_fn = lambda: triton_dense_forward(q, k, v, seqlens, sm_scale) + output_triton_dense = triton_dense_fn() + if torch_test: + # Note: not correct for context_size % block_size_M != 0 + torch.testing.assert_close(output_triton_dense, ref_o_dense, atol=1e-2, rtol=0) + profile(triton_dense_fn, 2. * head_dim * dense_mask_nnz, 'triton-dense') + + triton_sparse_fn = lambda: triton_sparse_forward(q, k, v, seqlens, *indexes, sm_scale, block_size_M, block_size_N) + output_triton_sparse = triton_sparse_fn() + if torch_test: + torch.testing.assert_close(output_triton_sparse, ref_o_sparse, atol=1e-2, rtol=0) + profile(triton_sparse_fn, 2. * head_dim * sparse_mask_nnz, 'triton-sparse') + + q = q.swapaxes(1, 2).contiguous() + k = k.swapaxes(1, 2).contiguous() + v = v.swapaxes(1, 2).contiguous() + q = torch.concatenate([q[i, :seqlen, :, :] for i, seqlen in enumerate(seqlens)]) + k = torch.concatenate([k[i, :seqlen, :, :] for i, seqlen in enumerate(seqlens)]) + v = torch.concatenate([v[i, :seqlen, :, :] for i, seqlen in enumerate(seqlens)]) + seqlens = torch.nn.functional.pad(torch.cumsum(seqlens, dim=0, dtype=torch.int32), (1, 0)) + + flash_fn = lambda: flash_attn_forward(q, k, v, seqlens, sm_scale, context_size) + output_flash = flash_fn() + output_flash = torch.stack([ + torch.nn.functional.pad( + output_flash[seqlens[i]:seqlens[i + 1], :, :], + (0, 0, 0, 0, 0, context_size + seqlens[i] - seqlens[i + 1]) + ) + for i in range(batch_size) + ]).swapaxes(1, 2).contiguous() + if torch_test: + torch.testing.assert_close(output_flash, ref_o_dense, atol=1e-2, rtol=0) + profile(flash_fn, 2. * head_dim * dense_mask_nnz, 'flash-dense') + print('========================================\n') + + if torch_test and sparse_mask_nnz >= dense_mask_nnz: + torch.testing.assert_close(output_flash, output_triton_sparse, atol=1e-2, rtol=0) + + +def pit_sparse_flash_attention_forward( + query: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + key: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + value: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + v_idx: torch.Tensor, # [BATCH, N_HEADS, NNZ_V] + s_idx: torch.Tensor, # [BATCH, N_HEADS, NNZ_S] + block_size_M: int = 64, + block_size_N: int = 64, +): + batch_size, num_heads, context_size, head_dim = query.shape + pad = block_size_M - (context_size & (block_size_M - 1)) + query = torch.nn.functional.pad(query, [0, 0, 0, pad, 0, 0, 0, 0]) + key = torch.nn.functional.pad(key, [0, 0, 0, pad, 0, 0, 0, 0]) + value = torch.nn.functional.pad(value, [0, 0, 0, pad, 0, 0, 0, 0]) + + if head_dim not in [16, 32, 64, 128, 256, 512]: + target_dim = 2 ** math.ceil(math.log2(head_dim)) - head_dim + query = torch.nn.functional.pad(query, [0, target_dim, 0, 0, 0, 0, 0, 0]) + key = torch.nn.functional.pad(key, [0, target_dim, 0, 0, 0, 0, 0, 0]) + value = torch.nn.functional.pad(value, [0, target_dim, 0, 0, 0, 0, 0, 0]) + + v_idx = v_idx.to(torch.int32).reshape((batch_size, num_heads, -1)).sort(dim=-1, descending=False)[0] + s_idx = s_idx.to(torch.int32).reshape((batch_size, num_heads, -1)).sort(dim=-1, descending=True)[0] + seqlens = torch.tensor([context_size], dtype=torch.int32, device=query.device) + sm_scale = head_dim ** -0.5 + block_count, block_offset, column_count, column_index = pycuda_build_index( + seqlens, v_idx, s_idx, context_size, block_size_M, block_size_N, + ) + # if context_size > 700000: + # import ipdb; ipdb.set_trace() + # dense_mask_nnz = seqlens.to(torch.float32).square().sum().item() * num_heads / 2 + # sparse_mask_nnz = column_count.to(torch.float64).sum().item() * block_size_M + \ + # block_count.to(torch.float64).sum().item() * block_size_M * block_size_N + # print(f'block mask sparsity: {1 - sparse_mask_nnz / dense_mask_nnz}') + out = triton_sparse_forward( + query, key, value, seqlens, + block_count, block_offset, column_count, column_index, + sm_scale, block_size_M, block_size_N, + ) + return out[..., :context_size, :head_dim] diff --git a/minference/kernels/snap_kv.py b/minference/kernels/snap_kv.py new file mode 100644 index 0000000..09a2335 --- /dev/null +++ b/minference/kernels/snap_kv.py @@ -0,0 +1,326 @@ +import torch +import torch.nn as nn +import torch.nn.functional as F +from typing import List, Optional, Tuple, Union +import warnings +from transformers.cache_utils import Cache, DynamicCache +from transformers.models.llama.modeling_llama import ( + apply_rotary_pos_emb, + repeat_kv, +) +from transformers.utils import ( + logging, +) + +import time +import math + +from importlib.metadata import version +import transformers + +logger = logging.get_logger(__name__) + +# https://github.com/huggingface/transformers/blob/v4.37-release/src/transformers/models/llama/modeling_llama.py +def llama_flash_attn2_forward( + self, + hidden_states: torch.Tensor, + attention_mask: Optional[torch.LongTensor] = None, + position_ids: Optional[torch.LongTensor] = None, + past_key_value: Optional[Cache] = None, + output_attentions: bool = False, + use_cache: bool = False, + **kwargs, +) -> Tuple[torch.Tensor, Optional[torch.Tensor], Optional[Tuple[torch.Tensor]]]: + # [SnapKV] register kv_cluster + init_snapkv(self) + # LlamaFlashAttention2 attention does not support output_attentions + if "padding_mask" in kwargs: + warnings.warn( + "Passing `padding_mask` is deprecated and will be removed in v4.37. Please make sure use `attention_mask` instead.`" + ) + + # overwrite attention_mask with padding_mask + attention_mask = kwargs.pop("padding_mask") + + output_attentions = False + + bsz, q_len, _ = hidden_states.size() + + query_states = self.q_proj(hidden_states) + key_states = self.k_proj(hidden_states) + value_states = self.v_proj(hidden_states) + + # Flash attention requires the input to have the shape + # batch_size x seq_length x head_dim x hidden_dim + # therefore we just need to keep the original shape + query_states = query_states.view(bsz, q_len, self.num_heads, self.head_dim).transpose(1, 2) + key_states = key_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim).transpose(1, 2) + value_states = value_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim).transpose(1, 2) + + kv_seq_len = key_states.shape[-2] + # if past_key_value is not None: + # kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx) + if past_key_value is not None: + if self.layer_idx is None: + raise ValueError( + f"The cache structure has changed since version v4.36. If you are using {self.__class__.__name__} " + "for auto-regressive decoding with k/v caching, please make sure to initialize the attention class " + "with a layer index." + ) + if hasattr(self, "kv_seq_len"): #[SnapKV] add kv_seq_len + if self.kv_seq_len != 0: + kv_seq_len += self.kv_seq_len + else: + kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx) + else: + kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx) + + cos, sin = self.rotary_emb(value_states, seq_len=kv_seq_len) + query_states, key_states = apply_rotary_pos_emb(query_states, key_states, cos, sin, position_ids) + # [SnapKV] move to ahead + key_states = repeat_kv(key_states, self.num_key_value_groups) + value_states = repeat_kv(value_states, self.num_key_value_groups) + + if past_key_value is not None: + cache_kwargs = {"sin": sin, "cos": cos} # Specific to RoPE models + # key_states, value_states = past_key_value.update(key_states, value_states, self.layer_idx, cache_kwargs) + # print('kv_seq_len:', kv_seq_len) + # print('key_states.shape:', key_states.shape) + if key_states.shape[-2] == kv_seq_len: # [SnapKV] add kv_cluster + self.kv_seq_len = kv_seq_len # [SnapKV] register kv_seq_len + key_states_compress, value_states_compress = self.kv_cluster.update_kv(key_states, query_states, value_states, attention_mask, self.num_key_value_groups) + past_key_value.update(key_states_compress, value_states_compress, self.layer_idx, cache_kwargs) + else: + self.kv_seq_len += q_len + key_states, value_states = past_key_value.update(key_states, value_states, self.layer_idx, cache_kwargs) + + # TODO: These transpose are quite inefficient but Flash Attention requires the layout [batch_size, sequence_length, num_heads, head_dim]. We would need to refactor the KV cache + # to be able to avoid many of these transpose/reshape/view. + query_states = query_states.transpose(1, 2) + key_states = key_states.transpose(1, 2) + value_states = value_states.transpose(1, 2) + + dropout_rate = self.attention_dropout if self.training else 0.0 + + # In PEFT, usually we cast the layer norms in float32 for training stability reasons + # therefore the input hidden states gets silently casted in float32. Hence, we need + # cast them back in the correct dtype just to be sure everything works as expected. + # This might slowdown training & inference so it is recommended to not cast the LayerNorms + # in fp32. (LlamaRMSNorm handles it correctly) + + input_dtype = query_states.dtype + if input_dtype == torch.float32: + if torch.is_autocast_enabled(): + target_dtype = torch.get_autocast_gpu_dtype() + # Handle the case where the model is quantized + elif hasattr(self.config, "_pre_quantization_dtype"): + target_dtype = self.config._pre_quantization_dtype + else: + target_dtype = self.q_proj.weight.dtype + + logger.warning_once( + f"The input hidden states seems to be silently casted in float32, this might be related to" + f" the fact you have upcasted embedding or layer norm layers in float32. We will cast back the input in" + f" {target_dtype}." + ) + + query_states = query_states.to(target_dtype) + key_states = key_states.to(target_dtype) + value_states = value_states.to(target_dtype) + + attn_output = self._flash_attention_forward( + query_states, key_states, value_states, attention_mask, q_len, dropout=dropout_rate + ) + + attn_output = attn_output.reshape(bsz, q_len, self.hidden_size).contiguous() + attn_output = self.o_proj(attn_output) + + if not output_attentions: + attn_weights = None + + return attn_output, attn_weights, past_key_value + +def prepare_inputs_for_generation_llama( + self, input_ids, past_key_values=None, attention_mask=None, inputs_embeds=None, **kwargs +): + if past_key_values is None: # [SnapKV] + for layer in self.model.layers: + layer.self_attn.kv_seq_len = 0 + if past_key_values is not None: + if isinstance(past_key_values, Cache): + cache_length = past_key_values.get_seq_length() + past_length = past_key_values.seen_tokens + max_cache_length = past_key_values.get_max_length() + else: + # cache_length = past_length = past_key_values[0][0].shape[2] + # max_cache_length = None + cache_length = past_length = self.model.layers[0].self_attn.kv_seq_len + max_cache_length = None + # Keep only the unprocessed tokens: + # 1 - If the length of the attention_mask exceeds the length of input_ids, then we are in a setting where + # some of the inputs are exclusively passed as part of the cache (e.g. when passing input_embeds as + # input) + if attention_mask is not None and attention_mask.shape[1] > input_ids.shape[1]: + input_ids = input_ids[:, -(attention_mask.shape[1] - past_length) :] + # 2 - If the past_length is smaller than input_ids', then input_ids holds all input tokens. We can discard + # input_ids based on the past_length. + elif past_length < input_ids.shape[1]: + input_ids = input_ids[:, past_length:] + # 3 - Otherwise (past_length >= input_ids.shape[1]), let's assume input_ids only has unprocessed tokens. + + # If we are about to go beyond the maximum cache length, we need to crop the input attention mask. + if ( + max_cache_length is not None + and attention_mask is not None + and cache_length + input_ids.shape[1] > max_cache_length + ): + attention_mask = attention_mask[:, -max_cache_length:] + + position_ids = kwargs.get("position_ids", None) + if attention_mask is not None and position_ids is None: + # create position_ids on the fly for batch generation + position_ids = attention_mask.long().cumsum(-1) - 1 + position_ids.masked_fill_(attention_mask == 0, 1) + if past_key_values: + position_ids = position_ids[:, -input_ids.shape[1] :] + + # if `inputs_embeds` are passed, we only want to use them in the 1st generation step + if inputs_embeds is not None and past_key_values is None: + model_inputs = {"inputs_embeds": inputs_embeds} + else: + model_inputs = {"input_ids": input_ids} + + model_inputs.update( + { + "position_ids": position_ids, + "past_key_values": past_key_values, + "use_cache": kwargs.get("use_cache"), + "attention_mask": attention_mask, + } + ) + return model_inputs + +llama_flash_attn2_forward_4_37 = llama_flash_attn2_forward +prepare_inputs_for_generation_llama_4_37 = prepare_inputs_for_generation_llama + +@torch.no_grad() +def rope_forward(self, x, seq_len): + # x: [bs, num_attention_heads, seq_len, head_size] + position_ids = torch.arange(seq_len, device=x.device).unsqueeze(0) + inv_freq_expanded = self.inv_freq[None, :, None].float().expand(position_ids.shape[0], -1, 1) + position_ids_expanded = position_ids[:, None, :].float() + # Force float32 since bfloat16 loses precision on long contexts + # See https://github.com/huggingface/transformers/pull/29285 + device_type = x.device.type + device_type = device_type if isinstance(device_type, str) and device_type != "mps" else "cpu" + with torch.autocast(device_type=device_type, enabled=False): + freqs = (inv_freq_expanded.float() @ position_ids_expanded.float()).transpose(1, 2) + emb = torch.cat((freqs, freqs), dim=-1) + cos = emb.cos() + sin = emb.sin() + return cos.to(dtype=x.dtype), sin.to(dtype=x.dtype) + +################## + +# perform qk calculation and get indices +# this version will not update in inference mode + +# Copied from transformers.models.llama.modeling_llama.repeat_kv +def repeat_kv(hidden_states: torch.Tensor, n_rep: int) -> torch.Tensor: + """ + This is the equivalent of torch.repeat_interleave(x, dim=1, repeats=n_rep). The hidden states go from (batch, + num_key_value_heads, seqlen, head_dim) to (batch, num_attention_heads, seqlen, head_dim) + """ + batch, num_key_value_heads, slen, head_dim = hidden_states.shape + if n_rep == 1: + return hidden_states + hidden_states = hidden_states[:, :, None, :, :].expand(batch, num_key_value_heads, n_rep, slen, head_dim) + return hidden_states.reshape(batch, num_key_value_heads * n_rep, slen, head_dim) + +class SnapKVCluster(): + def __init__(self, window_size = 64, max_capacity_prompt = 256 + 64, kernel_size = 5, pooling = 'avgpool'): + self.window_size = window_size + self.max_capacity_prompt = max_capacity_prompt + assert self.max_capacity_prompt - self.window_size > 0 + self.kernel_size = kernel_size + self.pooling = pooling + + def reset(self, window_size = 64, max_capacity_prompt = 256 + 64, kernel_size = 5, pooling = 'avgpool'): + self.window_size = window_size + self.max_capacity_prompt = max_capacity_prompt + assert self.max_capacity_prompt - self.window_size > 0 + self.kernel_size = kernel_size + self.pooling = pooling + + def update_kv(self, key_states, query_states, value_states, attention_mask, num_key_value_groups): + # check if prefix phase + assert key_states.shape[-2] == query_states.shape[-2] + bsz, num_heads, q_len, head_dim = query_states.shape + if q_len < self.max_capacity_prompt: + return key_states, value_states + else: + attn_weights = torch.matmul(query_states[..., -self.window_size:, :], key_states.transpose(2, 3)) / math.sqrt(head_dim) + mask = torch.full((self.window_size, self.window_size), torch.finfo(attn_weights.dtype).min, device=attn_weights.device) + mask_cond = torch.arange(mask.size(-1), device=attn_weights.device) + mask.masked_fill_(mask_cond < (mask_cond + 1).view(mask.size(-1), 1), 0) + mask = mask.to(attn_weights.device) + attention_mask = mask[None, None, :, :] + + attn_weights[:, :, -self.window_size:, -self.window_size:] += attention_mask + + attn_weights = nn.functional.softmax(attn_weights, dim=-1, dtype=torch.float32).to(query_states.dtype) + attn_weights_sum = attn_weights[:, :, -self.window_size:, : -self.window_size].sum(dim = -2) + if self.pooling == 'avgpool': + attn_cache = F.avg_pool1d(attn_weights_sum, kernel_size = self.kernel_size, padding=self.kernel_size//2, stride=1) + elif self.pooling == 'maxpool': + attn_cache = F.max_pool1d(attn_weights_sum, kernel_size = self.kernel_size, padding=self.kernel_size//2, stride=1) + else: + raise ValueError('Pooling method not supported') + indices = attn_cache.topk(self.max_capacity_prompt - self.window_size, dim=-1).indices + indices = indices.unsqueeze(-1).expand(-1, -1, -1, head_dim) + k_past_compress = key_states[:, :, :-self.window_size, :].gather(dim = 2, index = indices) + v_past_compress = value_states[:, :, :-self.window_size, :].gather(dim = 2, index = indices) + k_cur = key_states[:, :, -self.window_size:, :] + v_cur = value_states[:, :, -self.window_size:, :] + key_states = torch.cat([k_past_compress, k_cur], dim = 2) + value_states = torch.cat([v_past_compress, v_cur], dim = 2) + return key_states, value_states + +def init_snapkv(self): + if not hasattr(self, "kv_cluster"): + if not hasattr(self.config, 'window_size'): + self.config.window_size = 64 + if not hasattr(self.config, 'max_capacity_prompt'): + self.config.max_capacity_prompt = 4096 + if not hasattr(self.config, 'kernel_size'): + self.config.kernel_size = 13 + if not hasattr(self.config, 'pooling'): + self.config.pooling = 'avgpool' + self.kv_cluster = SnapKVCluster( + window_size = self.config.window_size, + max_capacity_prompt = self.config.max_capacity_prompt, + kernel_size = self.config.kernel_size, + pooling = self.config.pooling + ) + +############ + +def check_version(): + try: + transformers_version = version("transformers") + except Exception as e: + print(f"Transformers not installed: {e}") + return transformers_version + +def replace_llama(): + transformers_version = check_version() + version_list = ['4.37'] + warning_flag = True + for version in version_list: + if version in transformers_version: + warning_flag = False + break + if warning_flag: + warnings.warn(f"Transformers version {transformers_version} might not be compatible with SnapKV. SnapKV is tested with Transformers version {version_list}.") + transformers.models.llama.modeling_llama.LlamaForCausalLM.prepare_inputs_for_generation = prepare_inputs_for_generation_llama_4_37 + transformers.models.llama.modeling_llama.LlamaFlashAttention2.forward = llama_flash_attn2_forward_4_37 \ No newline at end of file diff --git a/minference/kernels/streaming_kernel.py b/minference/kernels/streaming_kernel.py new file mode 100644 index 0000000..ad8b52f --- /dev/null +++ b/minference/kernels/streaming_kernel.py @@ -0,0 +1,763 @@ +""" +Fused Attention +=============== + +This is a Triton implementation of the Flash Attention v2 algorithm from Tri Dao (https://tridao.me/publications/flash2/flash2.pdf) +Credits: OpenAI kernel team + +Extra Credits: +- Original flash attention paper (https://arxiv.org/abs/2205.14135) +- Rabe and Staats (https://arxiv.org/pdf/2112.05682v2.pdf) + +""" + +import math +import torch + +import triton +import triton.language as tl + +_BLOCK_N=64 +_BLOCK_M=64 + +@triton.jit +def _attn_fwd_inner(acc, l_i, m_i, q, + K_block_ptr, V_block_ptr, + start_m, qk_scale, N_CTX, + sliding_window_offset, sliding_window_size, + BLOCK_M: tl.constexpr, BLOCK_DMODEL: tl.constexpr, BLOCK_N: tl.constexpr, SLIDING_WINDOW: tl.constexpr, + IS_EVEN_M: tl.constexpr, IS_EVEN_N: tl.constexpr, COMPLEMENT_SLIDING_WINDOW: tl.constexpr + ): + # range of values handled by this stage + if SLIDING_WINDOW and not COMPLEMENT_SLIDING_WINDOW: + if COMPLEMENT_SLIDING_WINDOW: + lo = 0 + hi = (((start_m + 1) * BLOCK_M + sliding_window_offset - sliding_window_size + BLOCK_N - 1) // BLOCK_N) * BLOCK_N + else: + lo = ((start_m * BLOCK_M + sliding_window_offset - sliding_window_size + 1) // BLOCK_N) * BLOCK_N + hi = ((((start_m + 1) * BLOCK_M - 1) + sliding_window_offset + BLOCK_N) // BLOCK_N) * BLOCK_N + if lo < 0: + lo = 0 + if hi > N_CTX: + hi = N_CTX + + # lo = 0 + # hi = N_CTX + lo = tl.multiple_of(lo, BLOCK_N) + K_block_ptr = tl.advance(K_block_ptr, (0, lo)) + V_block_ptr = tl.advance(V_block_ptr, (lo, 0)) + else: + lo, hi = 0, N_CTX + + # loop over k, v and update accumulator + for start_n in range(lo, hi, BLOCK_N): + start_n = tl.multiple_of(start_n, BLOCK_N) + # -- compute qk ---- + if IS_EVEN_N: + k = tl.load(K_block_ptr) + else: + k = tl.load(K_block_ptr, boundary_check=(0, 1), padding_option="zero") + + qk = tl.zeros([BLOCK_M, BLOCK_N], dtype=tl.float32) + qk += tl.dot(q, k) + qk = qk * qk_scale + + if SLIDING_WINDOW: + dist = tl.arange(0, BLOCK_M)[:, None] - tl.arange(0, BLOCK_N)[None, :] \ + + start_m * BLOCK_M - start_n + sliding_window_offset + + if COMPLEMENT_SLIDING_WINDOW: + mask = (dist >= sliding_window_size) + else: + mask = (dist >= 0) & (dist < sliding_window_size) + + qk = tl.where(mask, qk, float("-inf")) + + if not IS_EVEN_N: + qk = tl.where(((tl.arange(0, BLOCK_N) + start_n) < N_CTX)[None, :], qk, float("-inf")) + + m_ij = tl.maximum(m_i, tl.max(qk, 1)) + qk = qk - m_ij[:, None] + p = tl.math.exp2(qk) + + if SLIDING_WINDOW: + p = tl.where(mask, p, 0) + + if not IS_EVEN_N: + p = tl.where(((tl.arange(0, BLOCK_N) + start_n) < N_CTX)[None, :], p, 0) + + l_ij = tl.sum(p, 1) + # -- update m_i and l_i + tmp = m_i - m_ij + alpha_mask = (tmp != tmp) # check nan + alpha = tl.math.exp2(tmp) + alpha = tl.where(alpha_mask, 1., alpha) + l_i = l_i * alpha + l_ij + # -- update output accumulator -- + acc = acc * alpha[:, None] + # update acc + if IS_EVEN_N: + v = tl.load(V_block_ptr) + else: + v = tl.load(V_block_ptr, boundary_check=(0, 1), padding_option="zero") + + acc += tl.dot(p.to(v.dtype), v) + # update m_i and l_i + m_i = m_ij + V_block_ptr = tl.advance(V_block_ptr, (BLOCK_N, 0)) + K_block_ptr = tl.advance(K_block_ptr, (0, BLOCK_N)) + + return acc, l_i, m_i + + +@triton.heuristics( + { + "IS_EVEN_M": lambda args: args["N_CTX"] % args["BLOCK_M"] == 0, + "IS_EVEN_N": lambda args: args["NKV_CTX"] % args["BLOCK_N"] == 0, + } +) +@triton.jit +def _attn_fwd(Q, K, V, sm_scale, M, Out, L,# + stride_qz, stride_qh, stride_qm, stride_qk, # + stride_kz, stride_kh, stride_kn, stride_kk, # + stride_vz, stride_vh, stride_vk, stride_vn, # + stride_oz, stride_oh, stride_om, stride_on, # + Z, H, H_KV, # + N_CTX, # + ROUND_CTX, + NKV_CTX, + sliding_window_offset, + sliding_window_size, + IS_EVEN_M: tl.constexpr, + IS_EVEN_N: tl.constexpr, + BLOCK_M: tl.constexpr, # + BLOCK_DMODEL: tl.constexpr, # + BLOCK_N: tl.constexpr, # + END: tl.constexpr, + INIT: tl.constexpr, + SLIDING_WINDOW: tl.constexpr, + COMPLEMENT_SLIDING_WINDOW: tl.constexpr + ): + + start_m = tl.program_id(0) + off_hz = tl.program_id(1) + off_z = off_hz // H + off_h = off_hz % H + off_hkv = off_h // (H//H_KV) + q_offset = off_z.to(tl.int64) * stride_qz + off_h.to(tl.int64) * stride_qh + k_offset = off_z.to(tl.int64) * stride_kz + off_hkv.to(tl.int64) * stride_kh + v_offset = off_z.to(tl.int64) * stride_vz + off_hkv.to(tl.int64) * stride_vh + o_offset = off_z.to(tl.int64) * stride_oz + off_h.to(tl.int64) * stride_oh + + # block pointers + Q_block_ptr = tl.make_block_ptr( + base=Q + q_offset, + shape=(N_CTX, BLOCK_DMODEL), + strides=(stride_qm, stride_qk), + offsets=(start_m * BLOCK_M, 0), + block_shape=(BLOCK_M, BLOCK_DMODEL), + order=(1, 0), + ) + V_block_ptr = tl.make_block_ptr( + base=V + v_offset, + shape=(NKV_CTX, BLOCK_DMODEL), + strides=(stride_vk, stride_vn), + offsets=(0, 0), + block_shape=(BLOCK_N, BLOCK_DMODEL), + order=(1, 0), + ) + K_block_ptr = tl.make_block_ptr( + base=K + k_offset, + shape=(BLOCK_DMODEL, NKV_CTX), + strides=(stride_kk, stride_kn), + offsets=(0, 0), + block_shape=(BLOCK_DMODEL, BLOCK_N), + order=(0, 1), + ) + O_block_ptr = tl.make_block_ptr( + base=Out + o_offset, + shape=(ROUND_CTX, BLOCK_DMODEL), + strides=(stride_om, stride_on), + offsets=(start_m * BLOCK_M, 0), + block_shape=(BLOCK_M, BLOCK_DMODEL), + order=(1, 0), + ) + # initialize offsets + offs_m = start_m * BLOCK_M + tl.arange(0, BLOCK_M) + # initialize pointer to m and l + m_ptrs = M + off_hz * ROUND_CTX + offs_m + l_ptrs = L + off_hz * ROUND_CTX + offs_m + if INIT: + m_i = tl.zeros([BLOCK_M], dtype=tl.float32) - float("inf") + l_i = tl.zeros([BLOCK_M], dtype=tl.float32) + 1.0 + acc = tl.zeros([BLOCK_M, BLOCK_DMODEL], dtype=tl.float32) + else: + # don't have to check boundary for q len + m_i = tl.load(m_ptrs).to(tl.float32) + l_i = tl.load(l_ptrs).to(tl.float32) + acc = tl.load(O_block_ptr).to(tl.float32) + + qk_scale = sm_scale + qk_scale *= 1.4426950408889634 # 1/log(2) + # load q: it will stay in SRAM throughout + if IS_EVEN_M: + q = tl.load(Q_block_ptr) + else: + q = tl.load(Q_block_ptr, boundary_check=(0, 1), padding_option="zero") + + acc, l_i, m_i = _attn_fwd_inner(acc, l_i, m_i, q, K_block_ptr, V_block_ptr, # + start_m, qk_scale, NKV_CTX, # + sliding_window_offset, sliding_window_size, + BLOCK_M, BLOCK_DMODEL, BLOCK_N, SLIDING_WINDOW, IS_EVEN_M, IS_EVEN_N, + COMPLEMENT_SLIDING_WINDOW) + # epilogue + if (END): + m_i += tl.math.log2(l_i) + acc = acc / l_i[:, None] + else: + tl.store(l_ptrs, l_i) + + tl.store(m_ptrs, m_i) + tl.store(O_block_ptr, acc.to(Out.type.element_ty)) + + +@triton.heuristics( + { + "IS_EVEN_M": lambda args: args["N_CTX"] % args["BLOCK_M"] == 0, + "IS_EVEN_N": lambda args: args["NKV_CTX"] % args["BLOCK_N"] == 0, + } +) +@triton.jit +def _score_kernel( + Q, K, M, sm_scale, Out, + stride_qz, stride_qh, stride_qm, stride_qk, # + stride_kz, stride_kh, stride_kn, stride_kk, # + stride_oz, stride_oh, stride_on, + Z, H, H_KV, # + N_CTX, # + ROUND_CTX, + NKV_CTX, + sliding_window_offset, + sliding_window_size, + SLIDING_WINDOW: tl.constexpr, + COMPLEMENT_SLIDING_WINDOW: tl.constexpr, + IS_EVEN_M: tl.constexpr, + IS_EVEN_N: tl.constexpr, + BLOCK_M: tl.constexpr, # + BLOCK_DMODEL: tl.constexpr, # + BLOCK_N: tl.constexpr, # +): + start_n = tl.program_id(0) + off_hz = tl.program_id(1) + off_z = off_hz // H + off_h = off_hz % H + off_hkv = off_h // (H//H_KV) + q_offset = off_z.to(tl.int64) * stride_qz + off_h.to(tl.int64) * stride_qh + k_offset = off_z.to(tl.int64) * stride_kz + off_hkv.to(tl.int64) * stride_kh + m_ptrs = M + off_hz * ROUND_CTX + tl.arange(0, BLOCK_M) + o = tl.zeros([BLOCK_M], dtype=tl.float32) + + Q_block_ptr = tl.make_block_ptr( + base=Q + q_offset, + shape=(N_CTX, BLOCK_DMODEL), + strides=(stride_qm, stride_qk), + offsets=(0, 0), + block_shape=(BLOCK_M, BLOCK_DMODEL), + order=(1, 0), + ) + K_block_ptr = tl.make_block_ptr( + base=K + k_offset, + shape=(BLOCK_DMODEL, NKV_CTX), + strides=(stride_kk, stride_kn), + offsets=(0, start_n * BLOCK_N), + block_shape=(BLOCK_DMODEL, BLOCK_N), + order=(0, 1), + ) + + if IS_EVEN_N: + k = tl.load(K_block_ptr) + else: + k = tl.load(K_block_ptr, boundary_check=(0, 1), padding_option="zero") + + + lo = 0 + hi = ROUND_CTX + qk_scale = sm_scale + qk_scale *= 1.4426950408889634 # 1/log(2) + + for start_m in range(lo, hi, BLOCK_M): + start_m = tl.multiple_of(start_m, BLOCK_M) + if IS_EVEN_M: + q = tl.load(Q_block_ptr) + else: + q = tl.load(Q_block_ptr, boundary_check=(0,1), padding_option="zero") + + m = tl.load(m_ptrs) + + # calc qk + qk = tl.zeros([BLOCK_M, BLOCK_N], dtype=tl.float32) + qk += tl.dot(q, k) + qk = qk * qk_scale + + if SLIDING_WINDOW: + # dist = tl.arange(start_m, start_m + BLOCK_M)[:, None] \ + # - tl.arange(start_n * BLOCK_N, (start_n + 1) + BLOCK_N)[None, :] + sliding_window_offset + dist = tl.arange(0, BLOCK_M)[:, None] - tl.arange(0, BLOCK_N)[None, :] \ + + start_m - start_n * BLOCK_N + sliding_window_offset + + if COMPLEMENT_SLIDING_WINDOW: + mask = (dist >= sliding_window_size) + else: + mask = (dist >= 0) & (dist < sliding_window_size) + + qk = qk - m[:, None] + p = tl.math.exp2(qk) # (BLOCK_M, BLOCK_N) + + if SLIDING_WINDOW: + p = tl.where(mask, p, 0) + + if not IS_EVEN_N: + p = tl.where( + ((tl.arange(0, BLOCK_M) + start_m) < N_CTX)[:, None], + p, 0 + ) + + o += tl.sum(p, axis=0) + + + Q_block_ptr = tl.advance(Q_block_ptr, offsets=(BLOCK_M, 0)) + m_ptrs = m_ptrs + BLOCK_M + + o_offset = off_z.to(tl.int64) * stride_oz + off_h.to(tl.int64) * stride_oh + o_range = tl.arange(0, BLOCK_N) + start_n * BLOCK_N # orange + o_ptrs = Out + o_offset + o_range + tl.store(o_ptrs, o.to(Out.type.element_ty), mask = o_range < NKV_CTX) + +def get_score(q, k, m, sliding_window, complement_sliding_window): + assert q.dim() == 4 + assert k.dim() == 4 + assert m.dim() == 3 + assert q.shape[:2] == m.shape[:2] + N_CTX = q.size(-2) + NKV_CTX = k.size(-2) + ROUND_CTX = m.size(-1) + ret = torch.zeros( + (q.size(0), q.size(1), k.size(2)), + dtype=k.dtype, device=k.device + ) + if sliding_window is not None: + sliding_window_offset, sliding_window_size = sliding_window + else: + sliding_window_offset, sliding_window_size = None, None + + + grid = lambda META: ( + triton.cdiv(k.shape[2], META["BLOCK_N"]), + q.shape[0] * q.shape[1] + ) + sm_scale = 1 / math.sqrt(q.size(-1)) + + global _BLOCK_N + global _BLOCK_M + + try: + _score_kernel[grid]( + q, k, m, sm_scale, ret, + q.stride(0), q.stride(1), q.stride(2), q.stride(3), + k.stride(0), k.stride(1), k.stride(2), k.stride(3), + ret.stride(0), ret.stride(1), ret.stride(2), + q.size(0), q.size(1), k.size(1), + N_CTX, ROUND_CTX, NKV_CTX, + sliding_window_offset, + sliding_window_size, + SLIDING_WINDOW=(sliding_window is not None), + COMPLEMENT_SLIDING_WINDOW=complement_sliding_window, + BLOCK_M=_BLOCK_M, + BLOCK_N=_BLOCK_N, + BLOCK_DMODEL=q.size(-1) + ) + except triton.OutOfResources as E: + from warnings import warn + _BLOCK_N = _BLOCK_N // 2 + _BLOCK_M = _BLOCK_M // 2 + warn(f"Triton Attention Output Resources. {E}\nUse smaller block size {_BLOCK_N}.") + _score_kernel[grid]( + q, k, m, sm_scale, ret, + q.stride(0), q.stride(1), q.stride(2), q.stride(3), + k.stride(0), k.stride(1), k.stride(2), k.stride(3), + ret.stride(0), ret.stride(1), ret.stride(2), + q.size(0), q.size(1), k.size(1), + N_CTX, ROUND_CTX, NKV_CTX, + sliding_window_offset, + sliding_window_size, + SLIDING_WINDOW=(sliding_window is not None), + COMPLEMENT_SLIDING_WINDOW=complement_sliding_window, + BLOCK_M=_BLOCK_M, + BLOCK_N=_BLOCK_N, + BLOCK_DMODEL=q.size(-1) + ) + + return ret + +def _forward( + q, k, v, sm_scale, + o = None, m = None, l = None, end = False, + sliding_window=None, init=False, + complement_sliding_window=False +): + Lq, Lk, Lv = q.shape[-1], k.shape[-1], v.shape[-1] + + assert Lq == Lk and Lk == Lv + assert Lk in {16, 32, 64, 128} + + q_round_len = math.ceil(q.shape[2] / 64) * 64 + + if sliding_window is not None: + sliding_window_offset, sliding_window_size = sliding_window + else: + sliding_window_offset, sliding_window_size = None, None + + grid = lambda META: ( + triton.cdiv(q.shape[2], META["BLOCK_M"]), + q.shape[0] * q.shape[1], + ) + + global _BLOCK_N + global _BLOCK_M + + try: + _attn_fwd[grid]( + q, k, v, sm_scale, m, o, l, # + q.stride(0), q.stride(1), q.stride(2), q.stride(3), # + k.stride(0), k.stride(1), k.stride(2), k.stride(3), # + v.stride(0), v.stride(1), v.stride(2), v.stride(3), # + o.stride(0), o.stride(1), o.stride(2), o.stride(3), # + q.shape[0], q.shape[1], k.shape[1], # + q.shape[2], # + q_round_len, + k.shape[2], + sliding_window_offset, + sliding_window_size, + BLOCK_DMODEL=Lk, # + END=end, + INIT=init, + BLOCK_M=_BLOCK_M, + BLOCK_N=_BLOCK_N, + SLIDING_WINDOW=(sliding_window is not None), + COMPLEMENT_SLIDING_WINDOW=complement_sliding_window, + num_warps=4, + num_stages=4 + ) + except triton.OutOfResources as E: + _BLOCK_N = _BLOCK_N // 2 + _BLOCK_M = _BLOCK_M // 2 + from warnings import warn + warn(f"Triton Attention Output Resources. {E}\nUse smaller block size {_BLOCK_N}.") + _attn_fwd[grid]( + q, k, v, sm_scale, m, o, l, # + q.stride(0), q.stride(1), q.stride(2), q.stride(3), # + k.stride(0), k.stride(1), k.stride(2), k.stride(3), # + v.stride(0), v.stride(1), v.stride(2), v.stride(3), # + o.stride(0), o.stride(1), o.stride(2), o.stride(3), # + q.shape[0], q.shape[1], k.shape[1], # + q.shape[2], # + q_round_len, + k.shape[2], + sliding_window_offset, + sliding_window_size, + BLOCK_DMODEL=Lk, # + END=end, + INIT=init, + BLOCK_M=_BLOCK_M, + BLOCK_N=_BLOCK_N, + SLIDING_WINDOW=(sliding_window is not None), + COMPLEMENT_SLIDING_WINDOW=complement_sliding_window, + num_warps=4, + num_stages=4 + ) + + + if end: + o = o[:, :, :q.shape[2], :].contiguous().to(q.dtype) + + return o, m, l + +class MultiStageDotProductionAttention: + def __init__( + self, + q_shape, + dtype, + device, + ): + self.q_shape = q_shape + self.dtype = dtype + self.device = device + self.end = False + self.ret = torch.zeros( + q_shape, dtype=dtype, device=device + ) + self.score_list = [] + + def append( + self, + q: torch.Tensor, k: torch.Tensor, v: torch.Tensor, + sliding_window=None, complement_sliding_window: bool = False, + end=False, get_score=False, + *args, **kwargs + ): + raise NotImplementedError + + + def get_result(self): + return self.ret, self.score_list + + +class TritonMultiStageDotProductionAttention(MultiStageDotProductionAttention): + def __init__(self, q_shape, dtype, device): + self.q_shape = q_shape + self.dtype = dtype + self.device = device + q_round_len = math.ceil(q_shape[2] / 64) * 64 + o_shape = (q_shape[0], q_shape[1], q_round_len, q_shape[3]) + m_shape = (q_shape[0], q_shape[1], q_round_len) + l_shape = (q_shape[0], q_shape[1], q_round_len) + + self.o = torch.empty(o_shape, device=device, dtype=torch.float32) + self.m = torch.empty(m_shape, device=device, dtype=torch.float32) + self.l = torch.empty(l_shape, device=device, dtype=torch.float32) + self.q_list = [] + self.k_list = [] + self.sliding_window_list = [] + self.complement_sliding_window_list = [] + self.score_list = [] + self.end = False + self.init = False + + def finalize(self): + self.end = True + for q, k, sliding_window, comp in zip(self.q_list, self.k_list, self.sliding_window_list, self.complement_sliding_window_list): + if q is not None: + score = get_score(q, k, self.m, sliding_window, comp) + self.score_list.append(score) + else: + self.score_list.append(None) + + self.ret = self.o + + def append(self, q: torch.Tensor, k: torch.Tensor, v: torch.Tensor, end=False, get_score=False, sliding_window = None, complement_sliding_window: bool = False): + assert q.shape == self.q_shape + + if isinstance(sliding_window, int): + sliding_window = ( + k.shape[2] - q.shape[2], sliding_window + ) + + q = q.contiguous() + k = k.contiguous() + v = v.contiguous() + + sm_scale = 1 / math.sqrt(q.shape[-1]) + o, m, l = _forward( + q, k, v, sm_scale, self.o, self.m, self.l, + sliding_window=sliding_window, end=end, init=not self.init, + complement_sliding_window=complement_sliding_window + ) + self.init = True + self.o = o + self.m = m + self.l = l + if get_score: + self.q_list.append(q) + self.k_list.append(k) + self.sliding_window_list.append(sliding_window) + self.complement_sliding_window_list.append(complement_sliding_window) + else: + self.q_list.append(None) + self.k_list.append(None) + self.sliding_window_list.append(None) + self.complement_sliding_window_list.append(None) + + if end: + assert not self.end + self.finalize() + +def repeat_kv(hidden_states: torch.Tensor, n_rep: int) -> torch.Tensor: + """ + This is the equivalent of torch.repeat_interleave(x, dim=1, repeats=n_rep). The hidden states go from (batch, + num_key_value_heads, seqlen, head_dim) to (batch, num_attention_heads, seqlen, head_dim) + """ + batch, num_key_value_heads, slen, head_dim = hidden_states.shape + if n_rep == 1: + return hidden_states + hidden_states = hidden_states[:, :, None, :, :].expand(batch, num_key_value_heads, n_rep, slen, head_dim) + return hidden_states.reshape(batch, num_key_value_heads * n_rep, slen, head_dim) + +def streaming_forward( + q, k, v, + n_init, n_local, +): + # q,k,v should be tensors already equipped with RoPE + # k,v should already repeated to align with q.shape + + assert q.dim() == 4 # (bsz, num_heads, seqlen, head_dim) + assert q.shape == k.shape == v.shape + + head_dim = q.shape[-1] + if head_dim not in [16, 32, 64, 128, 256, 512]: + target_dim = 2 ** math.ceil(math.log2(head_dim)) - head_dim + q = torch.nn.functional.pad(q, [0, target_dim, 0, 0, 0, 0, 0, 0]) + k = torch.nn.functional.pad(k, [0, target_dim, 0, 0, 0, 0, 0, 0]) + v = torch.nn.functional.pad(v, [0, target_dim, 0, 0, 0, 0, 0, 0]) + + q_len = q.size(2) + k_len = k.size(2) + + attn = TritonMultiStageDotProductionAttention(q.shape, q.dtype, q.device) + + if k_len > n_local: + init_k = k[:, :, :n_init, :].contiguous() + init_v = v[:, :, :n_init, :].contiguous() + + attn.append(q, k, v, sliding_window=n_local) + attn.append( + q, init_k, init_v, end=True, + sliding_window=(k_len - q_len, n_local), complement_sliding_window=True + ) + else: + attn.append(q, k, v, sliding_window=n_local, end=True) + + score, _ = attn.get_result() + return score[...,:head_dim] + +def streaming_forward2( + q, k, v, + n_init, n_local, +): + q_len = q.size(2) + k_len = k.size(2) + + attn = TritonMultiStageDotProductionAttention(q.shape, q.dtype, q.device) + + if k_len > n_local: + init_k = k[:, :, :n_init, :].contiguous() + init_v = v[:, :, :n_init, :].contiguous() + + else: + init_k = torch.empty( + (k.size(0), k.size(1), 0, k.size(3)), + dtype=k.dtype, device=k.device + ) + init_v = torch.empty( + (v.size(0), v.size(1), 0, v.size(3)), + dtype=v.dtype, device=v.device + ) + + attn.append(q, k, v, sliding_window=n_local) + attn.append( + q, init_k, init_v, end=True, + sliding_window=(k_len - q_len, n_local), complement_sliding_window=True + ) + + score, _ = attn.get_result() + return score + +def stream_llm_forward(n_local, n_init, *args, **kwargs): + Attn = TritonMultiStageDotProductionAttention + def forward(self, query : torch.Tensor, + key_value : torch.Tensor, + position_bias : torch.Tensor, + use_cache: bool, + past_key_value, + project_q, project_k, project_v, attention_out, + dim_head, num_heads, num_heads_kv + ): + + batch_size = query.size(0) + len_q = query.size(1) + len_k = key_value.size(1) + + h_q = project_q(query) # (batch, len_q, num_heads * dim_head) + h_k = project_k(key_value) # (batch, len_k, num_heads * dim_head) + h_v = project_v(key_value) # (batch, len_k, num_heads * dim_head) + + h_q = h_q.view(batch_size, len_q, num_heads, dim_head).permute(0, 2, 1, 3) # (batch, num_heads, len_q, dim_head) + h_k = h_k.view(batch_size, len_k, num_heads_kv, dim_head).permute(0, 2, 1, 3) # (batch, num_heads_kv, len_k, dim_head) + h_v = h_v.view(batch_size, len_k, num_heads_kv, dim_head).permute(0, 2, 1, 3) # (batch, num_heads_kv, len_k, dim_head) + + h_q = h_q.contiguous() # (batch * num_heads, len_q, dim_head) + h_k = h_k.contiguous() # (batch * num_heads, len_k, dim_head) + h_v = h_v.contiguous() # (batch * num_heads, len_k, dim_head) + + if past_key_value is not None: + h_k = torch.cat([past_key_value[0], h_k], dim=-2) + h_v = torch.cat([past_key_value[1], h_v], dim=-2) + + len_k += past_key_value[2] + + if use_cache: + if len_k <= n_local + n_init: + h_k_cache = h_k + h_v_cache = h_v + else: + h_k_cache = torch.cat([h_k[:,:, :n_init, :], h_k[:, :, max(0, h_k.size(-2) - n_local):, :]], dim=2) + h_v_cache = torch.cat([h_v[:,:, :n_init, :], h_v[:, :, max(0, h_k.size(-2) - n_local):, :]], dim=2) + + current_key_value = (h_k_cache, h_v_cache, len_k) + + else: + current_key_value = None + + h_q_ = h_q + h_k_ = h_k + h_v_ = h_v + + if len_q + n_local < h_k_.size(-2): + h_k_ = h_k_[:, :, h_k_.size(-2) - len_q - n_local:, :].contiguous().clone() + h_v_ = h_v_[:, :, h_v_.size(-2) - len_q - n_local:, :].contiguous().clone() + + local_h_q, local_h_k = position_bias(h_q_, h_k_) + local_h_v = h_v_ + + if len_k > n_local: + init_h_q = position_bias.apply_rotary_pos_emb_one_angle( + h_q, n_local + n_init + ) + init_h_k = position_bias.apply_rotary_pos_emb( + h_k[:, :, :n_init, :].contiguous(), + n_init, n_init, position_bias._cos_cached, position_bias._sin_cached + ) + init_h_v = h_v[:, :, :n_init, :].contiguous() + + else: + init_h_q = h_q + init_h_k = torch.empty( + (batch_size, num_heads_kv, 0, dim_head), + device=h_k.device, + dtype=h_k.dtype + ) + init_h_v = torch.empty( + (batch_size, num_heads_kv, 0, dim_head), + device=h_v.device, + dtype=h_v.dtype + ) + + attn = Attn(local_h_q.shape, local_h_q.dtype, local_h_q.device) + attn.append(local_h_q, local_h_k, local_h_v, sliding_window=n_local) + attn.append( + init_h_q, init_h_k, init_h_v, end=True, + sliding_window=(len_k - len_q, n_local), + complement_sliding_window=True + ) + score, _ = attn.get_result() + + score = score.view(batch_size, num_heads, len_q, dim_head).permute(0, 2, 1, 3).contiguous() # (batch, len_q, num_heads, dim_head) + score = score.reshape(batch_size, len_q, num_heads * dim_head) # (batch, len_q, num_heads * dim_head) + + score = attention_out(score) + + if use_cache: + return score, current_key_value + else: + return score + + return forward \ No newline at end of file diff --git a/minference/minference_configuration.py b/minference/minference_configuration.py new file mode 100644 index 0000000..9ad3595 --- /dev/null +++ b/minference/minference_configuration.py @@ -0,0 +1,26 @@ +import os + +from .configs.model2path import MODEL2PATH + +class MInferenceConfig: + def __init__( + self, + attn_type="minference", + model_name=None, + config_path=None, + is_search=False, + starting_layer=-1, + **kwargs, + ): + super(MInferenceConfig, self).__init__() + self.attn_type = attn_type + self.config_path = self.update_config_path(config_path, model_name) + self.model_name = model_name + self.is_search = is_search + self.starting_layer = starting_layer + + def update_config_path(self, config_path: str, model_name: str): + if config_path is not None: + return config_path + assert model_name in MODEL2PATH, f"The model {model_name} you specified is not supported. You are welcome to add it and open a PR :)" + return MODEL2PATH[model_name] diff --git a/minference/models_patch.py b/minference/models_patch.py new file mode 100644 index 0000000..8999c0c --- /dev/null +++ b/minference/models_patch.py @@ -0,0 +1,75 @@ +import os + +from .minference_configuration import MInferenceConfig +from .patch import patch_hf, minference_patch, minference_patch_with_snapkv, minference_path_wo_cache + + +class MInference: + def __init__( + self, + attn_type="minference", + model_name=None, + config_path=None, + is_search=False, + starting_layer=-1, + **kwargs, + ): + super(MInference, self).__init__() + self.config = MInferenceConfig( + attn_type=attn_type, + model_name=model_name, + config_path=config_path, + is_search=is_search, + starting_layer=starting_layer, + **kwargs, + ) + + def patch_model(self, model): + model.config.starting_layer = self.config.starting_layer + model.config.config_path = self.config.config_path + + if self.config.attn_type == "minference": + model.config.is_search = self.config.is_search + model = minference_patch(model) + + elif self.config.attn_type == "minference_wo_cache": + model = minference_path_wo_cache(model) + + elif self.config.attn_type == "dilated1": + model.config.dilated1 = True + model = minference_patch(model) + + elif self.config.attn_type == "static": + model.config.static_pattern = True + model = minference_patch(model) + + elif self.config.attn_type == "dilated2": + model.config.dilated2 = True + model = minference_patch(model) + + elif self.config.attn_type == 'minference_with_snapkv': + model = minference_patch_with_snapkv(model) + elif self.config.attn_type == "streaming": + model = patch_hf(model, attn_type="streaming", attn_kwargs={'n_local': 3968, 'n_init': 128}) + elif self.config.attn_type == "inf_llm": + model = patch_hf( + model, attn_type="inf_llm", + attn_kwargs={ + 'block_size': 128, + 'n_init': 128, + 'n_local': 4096, + 'topk': 16, + 'repr_topk': 4, + 'max_cached_block': 32, + 'exc_block_size': 512, + 'base': 1000000, + 'distance_scale': 1.0, + 'dense_decoding': True, + } + ) + else: + raise ValueError( + f"The attention type {self.config.attn_type} you specified is not supported." + ) + return model + diff --git a/minference/patch.py b/minference/patch.py new file mode 100644 index 0000000..88a07d8 --- /dev/null +++ b/minference/patch.py @@ -0,0 +1,1077 @@ +import torch +import json + +import transformers +from transformers.models.llama.modeling_llama import * +from transformers.cache_utils import * + +from .kernels.minference_forward import ( + init_minference_parameters, + gather_last_q_vertical_slash_topk_v4, + minference_forward, + sum_all_diagonal_matrix, + search_pattern, + minference_with_snapkv_forward, + minference_wo_cache_forward, + minference_vllm_forward, + gather_last_q_vertical_slash_topk_vllm, +) +from .kernels.streaming_kernel import stream_llm_forward +from .kernels.inf_llm import inf_llm_forward, InfLLMGenerator + +class RotaryEmbeddingESM(torch.nn.Module): + """ + Rotary position embeddings based on those in + [RoFormer](https://huggingface.co/docs/transformers/model_doc/roformer). Query and keys are transformed by rotation + matrices which depend on their relative positions. + """ + + def __init__( + self, + dim: int, + base: Union[int, float] = 10000, + distance_scale: Union[int, float] = 1, + ): + super().__init__() + self.base = base + self.distance_scale = distance_scale + + # Generate and save the inverse frequency buffer (non trainable) + inv_freq = 1.0 / ( + base ** (torch.arange(0, dim, 2, device="cuda", dtype=torch.float32) / dim) + ) + self.register_buffer("inv_freq", inv_freq, persistent=False) + + self._seq_len_cached = -1 + self._cos_cached = None + self._sin_cached = None + + def rotate_half(self, x): + x1, x2 = x.chunk(2, dim=-1) + return torch.cat((-x2, x1), dim=-1) + + def apply_rotary_pos_emb(self, x, length, right, cos, sin): + dtype = x.dtype + if cos.dim() == 2: + cos = cos[right-length:right, :] + sin = sin[right-length:right, :] + elif cos.dim() == 3: + cos = cos[:, right-length:right, :] + sin = sin[:, right-length:right, :] + elif cos.dim() == 4: + cos = cos[:, :, right-length:right, :] + sin = sin[:, :, right-length:right, :] + + return ((x.float() * cos) + (self.rotate_half(x).float() * sin)).to(dtype) + + def _update_cos_sin_tables(self, x, seq_dim): + seq_len = x.size(seq_dim) + if seq_len > self._seq_len_cached: + self._seq_len_cached = seq_len + t = torch.arange(seq_len, device = x.device).type_as(self.inv_freq) + freqs = torch.outer(t * self.distance_scale, self.inv_freq) + emb = torch.cat((freqs, freqs), dim = -1) + if x.dim() == 2: + self._cos_cached = emb.cos() + self._sin_cached = emb.sin() + elif x.dim() == 3: + self._cos_cached = emb.cos()[None, :, :] + self._sin_cached = emb.sin()[None, :, :] + elif x.dim() == 4: + self._cos_cached = emb.cos()[None, None, :, :] + self._sin_cached = emb.sin()[None, None, :, :] + return self._cos_cached, self._sin_cached + + def _update_cos_sin_tables_len(self, seq_len, device, dim = None): + if seq_len > self._seq_len_cached: + if dim is None: + assert self._cos_cached is not None + dim = self._cos_cached.dim() + + self._seq_len_cached = seq_len + t = torch.arange(seq_len, device = device).type_as(self.inv_freq) + freqs = torch.outer(t * self.distance_scale, self.inv_freq) + emb = torch.cat((freqs, freqs), dim = -1) + if dim == 2: + self._cos_cached = emb.cos() + self._sin_cached = emb.sin() + elif dim == 3: + self._cos_cached = emb.cos()[None, :, :] + self._sin_cached = emb.sin()[None, :, :] + elif dim == 4: + self._cos_cached = emb.cos()[None, None, :, :] + self._sin_cached = emb.sin()[None, None, :, :] + + return self._cos_cached, self._sin_cached + + def apply_rotary_pos_emb_one_angle( + self, x: torch.Tensor, index + ): + dtype = x.dtype + cos, sin = self._update_cos_sin_tables_len(index, x.device) + if cos.dim() == 2: + cos = cos[index-1:index, :] + sin = sin[index-1:index, :] + elif cos.dim() == 3: + cos = cos[:, index-1:index, :] + sin = sin[:, index-1:index, :] + elif cos.dim() == 4: + cos = cos[:, :, index-1:index, :] + sin = sin[:, :, index-1:index, :] + + return ((x.float() * cos) + (self.rotate_half(x).float() * sin)).to(dtype) + + + def forward(self, q: torch.Tensor, k: torch.Tensor, seq_dim= -2) -> Tuple[torch.Tensor, torch.Tensor]: + self._cos_cached, self._sin_cached = self._update_cos_sin_tables(k, seq_dim=seq_dim) + return ( + self.apply_rotary_pos_emb(q, q.size(seq_dim), k.size(seq_dim), self._cos_cached, self._sin_cached), + self.apply_rotary_pos_emb(k, k.size(seq_dim), k.size(seq_dim), self._cos_cached, self._sin_cached), + ) + +ATTN_FORWRAD = { + "streaming": stream_llm_forward, + "minference": minference_forward, + "inf_llm": inf_llm_forward +} + +def huggingface_forward(forward): + def hf_forward( + self, + hidden_states: torch.Tensor, + attention_mask = None, + position_ids = None, + past_key_value = None, + output_attentions: bool = False, + use_cache: bool = False, + **kwargs, + ): + assert not output_attentions + ret = forward( + self, hidden_states, hidden_states, + position_ids, use_cache, past_key_value, + self.q_proj, self.k_proj, self.v_proj, self.o_proj, + self.head_dim, self.num_heads, self.num_key_value_heads + ) + if use_cache: + o, pkv = ret + else: + o = ret + pkv = None + + return o, None, pkv + + return hf_forward + +def hf_437_prepare_inputs_for_generation( + self, input_ids, past_key_values=None, attention_mask=None, inputs_embeds=None, **kwargs +): + if past_key_values is not None: + if isinstance(past_key_values, transformers.cache_utils.Cache): + cache_length = past_key_values.get_seq_length() + past_length = past_key_values.seen_tokens + max_cache_length = past_key_values.get_max_length() + else: + cache_length = past_length = past_key_values[0][0].shape[2] + max_cache_length = None + + # Keep only the unprocessed tokens: + # 1 - If the length of the attention_mask exceeds the length of input_ids, then we are in a setting where + # some of the inputs are exclusively passed as part of the cache (e.g. when passing input_embeds as + # input) + if attention_mask is not None and attention_mask.shape[1] > input_ids.shape[1]: + input_ids = input_ids[:, -(attention_mask.shape[1] - past_length) :] + # 2 - If the past_length is smaller than input_ids', then input_ids holds all input tokens. We can discard + # input_ids based on the past_length. + elif past_length < input_ids.shape[1]: + input_ids = input_ids[:, past_length:] + # 3 - Otherwise (past_length >= input_ids.shape[1]), let's assume input_ids only has unprocessed tokens. + + # If we are about to go beyond the maximum cache length, we need to crop the input attention mask. + if ( + max_cache_length is not None + and attention_mask is not None + and cache_length + input_ids.shape[1] > max_cache_length + ): + attention_mask = attention_mask[:, -max_cache_length:] + + position_ids = kwargs.get("position_ids", None) + if attention_mask is not None and position_ids is None: + # create position_ids on the fly for batch generation + position_ids = attention_mask.long().cumsum(-1) - 1 + position_ids.masked_fill_(attention_mask == 0, 1) + if past_key_values: + position_ids = position_ids[:, -input_ids.shape[1] :] + + # if `inputs_embeds` are passed, we only want to use them in the 1st generation step + if inputs_embeds is not None and past_key_values is None: + model_inputs = {"inputs_embeds": inputs_embeds} + else: + model_inputs = {"input_ids": input_ids} + + model_inputs.update( + { + "position_ids": position_ids, + "past_key_values": past_key_values, + "use_cache": kwargs.get("use_cache"), + "attention_mask": attention_mask, + } + ) + return model_inputs + +def prepare_inputs_for_generation( + self, input_ids, past_key_values=None, attention_mask=None, inputs_embeds=None, cache_position=None, **kwargs +): + # With static cache, the `past_key_values` is None + # TODO joao: standardize interface for the different Cache classes and remove of this if + has_static_cache = False + if past_key_values is None: + past_key_values = getattr(getattr(self.model.layers[0], "self_attn", {}), "past_key_value", None) + has_static_cache = past_key_values is not None + + past_length = 0 + if past_key_values is not None: + if isinstance(past_key_values, transformers.cache_utils.Cache): + past_length = cache_position[0] if cache_position is not None else past_key_values.get_seq_length() + max_cache_length = ( + torch.tensor(past_key_values.get_max_length(), device=input_ids.device) + if past_key_values.get_max_length() is not None + else None + ) + cache_length = past_length if max_cache_length is None else torch.min(max_cache_length, past_length) + # TODO joao: remove this `else` after `generate` prioritizes `Cache` objects + else: + # cache_length = past_length = past_key_values[0][0].shape[2] + cache_length = past_length = cache_position[0] + max_cache_length = None + + # Keep only the unprocessed tokens: + # 1 - If the length of the attention_mask exceeds the length of input_ids, then we are in a setting where + # some of the inputs are exclusively passed as part of the cache (e.g. when passing input_embeds as + # input) + if attention_mask is not None and attention_mask.shape[1] > input_ids.shape[1]: + input_ids = input_ids[:, -(attention_mask.shape[1] - past_length) :] + # 2 - If the past_length is smaller than input_ids', then input_ids holds all input tokens. We can discard + # input_ids based on the past_length. + elif past_length < input_ids.shape[1]: + input_ids = input_ids[:, past_length:] + # 3 - Otherwise (past_length >= input_ids.shape[1]), let's assume input_ids only has unprocessed tokens. + + # If we are about to go beyond the maximum cache length, we need to crop the input attention mask. + if ( + max_cache_length is not None + and attention_mask is not None + and cache_length + input_ids.shape[1] > max_cache_length + ): + attention_mask = attention_mask[:, -max_cache_length:] + + position_ids = kwargs.get("position_ids", None) + if attention_mask is not None and position_ids is None: + # create position_ids on the fly for batch generation + position_ids = attention_mask.long().cumsum(-1) - 1 + position_ids.masked_fill_(attention_mask == 0, 1) + if past_key_values: + position_ids = position_ids[:, -input_ids.shape[1] :] + + # if `inputs_embeds` are passed, we only want to use them in the 1st generation step + if inputs_embeds is not None and past_key_values is None: + model_inputs = {"inputs_embeds": inputs_embeds} + else: + # The `contiguous()` here is necessary to have a static stride during decoding. torchdynamo otherwise + # recompiles graphs as the stride of the inputs is a guard. Ref: https://github.com/huggingface/transformers/pull/29114 + # TODO: use `next_tokens` directly instead. + model_inputs = {"input_ids": input_ids.contiguous()} + + input_length = position_ids.shape[-1] if position_ids is not None else input_ids.shape[-1] + if cache_position is None: + cache_position = torch.arange(past_length, past_length + input_length, device=input_ids.device) + else: + cache_position = cache_position[-input_length:] + + if has_static_cache: + past_key_values = None + + model_inputs.update( + { + "position_ids": position_ids, + "cache_position": cache_position, + "past_key_values": past_key_values, + "use_cache": kwargs.get("use_cache"), + "attention_mask": attention_mask, + } + ) + return model_inputs + +def prepare_inputs_for_generation_snapkv( + self, input_ids, past_key_values=None, attention_mask=None, inputs_embeds=None, **kwargs +): + if past_key_values is None: # [SnapKV] + for layer in self.model.layers: + layer.self_attn.kv_seq_len = 0 + if past_key_values is not None: + if isinstance(past_key_values, Cache): + cache_length = past_key_values.get_seq_length() + past_length = past_key_values.seen_tokens + max_cache_length = past_key_values.get_max_length() + else: + # cache_length = past_length = past_key_values[0][0].shape[2] + # max_cache_length = None + cache_length = past_length = self.model.layers[0].self_attn.kv_seq_len + max_cache_length = None + # Keep only the unprocessed tokens: + # 1 - If the length of the attention_mask exceeds the length of input_ids, then we are in a setting where + # some of the inputs are exclusively passed as part of the cache (e.g. when passing input_embeds as + # input) + if attention_mask is not None and attention_mask.shape[1] > input_ids.shape[1]: + input_ids = input_ids[:, -(attention_mask.shape[1] - past_length) :] + # 2 - If the past_length is smaller than input_ids', then input_ids holds all input tokens. We can discard + # input_ids based on the past_length. + elif past_length < input_ids.shape[1]: + input_ids = input_ids[:, past_length:] + # 3 - Otherwise (past_length >= input_ids.shape[1]), let's assume input_ids only has unprocessed tokens. + + # If we are about to go beyond the maximum cache length, we need to crop the input attention mask. + if ( + max_cache_length is not None + and attention_mask is not None + and cache_length + input_ids.shape[1] > max_cache_length + ): + attention_mask = attention_mask[:, -max_cache_length:] + + position_ids = kwargs.get("position_ids", None) + if attention_mask is not None and position_ids is None: + # create position_ids on the fly for batch generation + position_ids = attention_mask.long().cumsum(-1) - 1 + position_ids.masked_fill_(attention_mask == 0, 1) + if past_key_values: + position_ids = position_ids[:, -input_ids.shape[1] :] + + # if `inputs_embeds` are passed, we only want to use them in the 1st generation step + if inputs_embeds is not None and past_key_values is None: + model_inputs = {"inputs_embeds": inputs_embeds} + else: + model_inputs = {"input_ids": input_ids} + + model_inputs.update( + { + "position_ids": position_ids, + "past_key_values": past_key_values, + "use_cache": kwargs.get("use_cache"), + "attention_mask": attention_mask, + } + ) + return model_inputs + +def _prepare_decoder_attention_mask_inference( + self, attention_mask, input_shape, inputs_embeds, past_key_values_length +): + # [bsz, seq_len] + if past_key_values_length > 0 and attention_mask is not None: + attention_mask = torch.cat( + ( + torch.full( + (input_shape[0], past_key_values_length), + True, + dtype=attention_mask.dtype, + device=attention_mask.device, + ), + attention_mask, + ), + dim=-1, + ) + + if attention_mask is not None and torch.all(attention_mask): + return None # This uses the faster call when training with full samples + + return attention_mask + +def forward_llama_decoder_layer( + self, + hidden_states: torch.Tensor, + attention_mask: Optional[torch.Tensor] = None, + position_ids: Optional[torch.LongTensor] = None, + past_key_value: Optional[Tuple[torch.Tensor]] = None, + output_attentions: Optional[bool] = False, + use_cache: Optional[bool] = False, + padding_mask: Optional[torch.LongTensor] = None, +) -> Tuple[torch.FloatTensor, Optional[Tuple[torch.FloatTensor, torch.FloatTensor]]]: + """ + Args: + hidden_states (`torch.FloatTensor`): input to the layer of shape `(batch, seq_len, embed_dim)` + attention_mask (`torch.FloatTensor`, *optional*): attention mask of size + `(batch, 1, tgt_len, src_len)` where padding elements are indicated by very large negative values. + output_attentions (`bool`, *optional*): + Whether or not to return the attentions tensors of all attention layers. See `attentions` under + returned tensors for more detail. + use_cache (`bool`, *optional*): + If set to `True`, `past_key_values` key value states are returned and can be used to speed up decoding + (see `past_key_values`). + past_key_value (`Tuple(torch.FloatTensor)`, *optional*): cached past key and value projection states + """ + + residual = hidden_states.clone() + batch, seq_len, embed_dim = hidden_states.shape + + for start_idx in range(0, seq_len, 32000): + end_idx = min(seq_len, start_idx + 32000) + hidden_states[:, start_idx:end_idx, :] = self.input_layernorm(hidden_states[:, start_idx:end_idx, :]) + + # Self Attention + hidden_states, self_attn_weights, present_key_value = self.self_attn( + hidden_states=hidden_states, + attention_mask=attention_mask, + position_ids=position_ids, + past_key_value=past_key_value, + output_attentions=output_attentions, + use_cache=use_cache, + padding_mask=padding_mask, + ) + hidden_states = residual + hidden_states + + # Fully Connected + for start_idx in range(0, seq_len, 32000): + end_idx = min(seq_len, start_idx + 32000) + part_hidden_states = hidden_states[:, start_idx:end_idx, :].clone() + part_hidden_states = self.post_attention_layernorm(part_hidden_states) + part_hidden_states = self.mlp(part_hidden_states) + hidden_states[:, start_idx:end_idx, :] += part_hidden_states + + outputs = (hidden_states,) + + if output_attentions: + outputs += (self_attn_weights,) + + if use_cache: + outputs += (present_key_value,) + + return outputs + +def forward_llama_model( + self, + input_ids: torch.LongTensor = None, + attention_mask: Optional[torch.Tensor] = None, + position_ids: Optional[torch.LongTensor] = None, + past_key_values: Optional[List[torch.FloatTensor]] = None, + inputs_embeds: Optional[torch.FloatTensor] = None, + use_cache: Optional[bool] = None, + output_attentions: Optional[bool] = None, + output_hidden_states: Optional[bool] = None, + return_dict: Optional[bool] = None, +) -> Union[Tuple, BaseModelOutputWithPast]: + output_attentions = output_attentions if output_attentions is not None else self.config.output_attentions + output_hidden_states = ( + output_hidden_states if output_hidden_states is not None else self.config.output_hidden_states + ) + use_cache = use_cache if use_cache is not None else self.config.use_cache + + return_dict = return_dict if return_dict is not None else self.config.use_return_dict + + # retrieve input_ids and inputs_embeds + if input_ids is not None and inputs_embeds is not None: + raise ValueError("You cannot specify both input_ids and inputs_embeds at the same time") + elif input_ids is not None: + batch_size, seq_length = input_ids.shape[:2] + elif inputs_embeds is not None: + batch_size, seq_length = inputs_embeds.shape[:2] + else: + raise ValueError("You have to specify either input_ids or inputs_embeds") + + if self.gradient_checkpointing and self.training: + if use_cache: + logger.warning_once( + "`use_cache=True` is incompatible with gradient checkpointing. Setting `use_cache=False`..." + ) + use_cache = False + + past_key_values_length = 0 + if use_cache: + use_legacy_cache = not isinstance(past_key_values, Cache) + if use_legacy_cache: + past_key_values = DynamicCache.from_legacy_cache(past_key_values) + past_key_values_length = past_key_values.get_usable_length(seq_length) + + if position_ids is None: + device = input_ids.device if input_ids is not None else inputs_embeds.device + position_ids = torch.arange( + past_key_values_length, seq_length + past_key_values_length, dtype=torch.long, device=device + ) + position_ids = position_ids.unsqueeze(0) + + if inputs_embeds is None: + inputs_embeds = self.embed_tokens(input_ids) + + if attention_mask is None: + attention_mask = torch.ones( + (batch_size, seq_length_with_past), dtype=torch.bool, device=inputs_embeds.device + ) + padding_mask = None + else: + if 0 in attention_mask: + padding_mask = attention_mask + else: + padding_mask = None + + attention_mask = self._prepare_decoder_attention_mask( + attention_mask, (batch_size, seq_length), inputs_embeds, past_key_values_length + ) + + # embed positions + hidden_states = inputs_embeds + + # decoder layers + all_hidden_states = () if output_hidden_states else None + all_self_attns = () if output_attentions else None + next_decoder_cache = None + + for decoder_layer in self.layers: + if output_hidden_states: + all_hidden_states += (hidden_states,) + + if self.gradient_checkpointing and self.training: + layer_outputs = self._gradient_checkpointing_func( + decoder_layer.__call__, + hidden_states, + attention_mask, + position_ids, + past_key_values, + output_attentions, + use_cache, + ) + else: + layer_outputs = decoder_layer( + hidden_states, + attention_mask=attention_mask, + position_ids=position_ids, + past_key_value=past_key_values, + output_attentions=output_attentions, + use_cache=use_cache, + ) + + hidden_states = layer_outputs[0] + + if use_cache: + next_decoder_cache = layer_outputs[2 if output_attentions else 1] + + if output_attentions: + all_self_attns += (layer_outputs[1],) + + batch, seq_len, embed_dim = hidden_states.shape + for start_idx in range(0, seq_len, 32000): + end_idx = min(seq_len, start_idx + 32000) + hidden_states[:, start_idx:end_idx, :] = self.norm(hidden_states[:, start_idx:end_idx, :]) + + # add hidden states from the last decoder layer + if output_hidden_states: + all_hidden_states += (hidden_states,) + + next_cache = None + if use_cache: + next_cache = next_decoder_cache.to_legacy_cache() if use_legacy_cache else next_decoder_cache + if not return_dict: + return tuple(v for v in [hidden_states, next_cache, all_hidden_states, all_self_attns] if v is not None) + return BaseModelOutputWithPast( + last_hidden_state=hidden_states, + past_key_values=next_cache, + hidden_states=all_hidden_states, + attentions=all_self_attns, + ) + +def forward_llama_for_causal_lm( + self, + input_ids: torch.LongTensor = None, + attention_mask: Optional[torch.Tensor] = None, + position_ids: Optional[torch.LongTensor] = None, + past_key_values: Optional[List[torch.FloatTensor]] = None, + inputs_embeds: Optional[torch.FloatTensor] = None, + labels: Optional[torch.LongTensor] = None, + use_cache: Optional[bool] = None, + output_attentions: Optional[bool] = None, + output_hidden_states: Optional[bool] = None, + return_dict: Optional[bool] = None, +) -> Union[Tuple, CausalLMOutputWithPast]: + # assert labels is not None + output_attentions = output_attentions if output_attentions is not None else self.config.output_attentions + output_hidden_states = ( + output_hidden_states if output_hidden_states is not None else self.config.output_hidden_states + ) + return_dict = return_dict if return_dict is not None else self.config.use_return_dict + + # decoder outputs consists of (dec_features, layer_state, dec_hidden, dec_attn) + outputs = self.model( + input_ids=input_ids, + attention_mask=attention_mask, + position_ids=position_ids, + past_key_values=past_key_values, + inputs_embeds=inputs_embeds, + use_cache=use_cache, + output_attentions=output_attentions, + output_hidden_states=output_hidden_states, + return_dict=return_dict, + ) + torch.cuda.empty_cache() + + hidden_states = outputs[0] + if labels is not None: + loss_fct = CrossEntropyLoss(reduction='sum') + valid_seq_len = input_ids.shape[-1] - 1 + valid_seq_len_slide_win = torch.sum(labels[:, 1:] >= 0).item() + # print("valid_seq_len_slide_win", valid_seq_len) + loss = 0.0 + + for start_idx in range(0, valid_seq_len, 32000): + end_idx = min(start_idx + 32000, valid_seq_len) + shift_logits = self.lm_head(hidden_states[..., start_idx:end_idx, :]).float() + shift_labels = labels[..., start_idx + 1:end_idx + 1].contiguous() + # Flatten the tokens + shift_logits = shift_logits.view(-1, self.config.vocab_size) + shift_labels = shift_labels.view(-1) + # Enable model parallelism + shift_labels = shift_labels.to(shift_logits.device) + loss += loss_fct(shift_logits, shift_labels) + + loss /= valid_seq_len_slide_win + logits = None + else: + if self.config.to_dict().get('is_ppl', False): + logits = self.lm_head(hidden_states) + else: + logits = self.lm_head(hidden_states[:,-1:]).float() + loss = None + + return CausalLMOutputWithPast(loss=loss, logits=logits, past_key_values=outputs.past_key_values,) + +def minference_patch(model): + from transformers import LlamaForCausalLM + + Attention = model.model.layers[0].self_attn.__class__ + Model = model.model.__class__ + DecoderLayer = model.model.layers[0].__class__ + + forward = minference_forward() + + def update_module(m): + if isinstance(m, Attention): + m.init_minference_parameters = init_minference_parameters.__get__(m, Attention) + m.gather_last_q_vertical_slash_topk_v4 = gather_last_q_vertical_slash_topk_v4.__get__(m, Attention) + m.forward = forward.__get__(m, Attention) + if isinstance(m, DecoderLayer): + m.forward = forward_llama_decoder_layer.__get__(m, DecoderLayer) + + model.apply(update_module) + model.prepare_inputs_for_generation = hf_437_prepare_inputs_for_generation.__get__(model, model.__class__) + model.model._use_sdpa = False + + model.model._prepare_decoder_attention_mask = _prepare_decoder_attention_mask_inference.__get__(model.model, model.model.__class__) + model.model.forward = forward_llama_model.__get__(model.model, model.model.__class__) + model.forward = forward_llama_for_causal_lm.__get__(model, model.__class__) + + print("Patched model for minference..") + return model + +def minference_path_wo_cache(model): + from transformers import LlamaForCausalLM + transformers.cache_utils.DynamicCache.update = cpu_cache_update + transformers.cache_utils.DynamicCache.get = cpu_cache_get + + Attention = model.model.layers[0].self_attn.__class__ + Model = model.model.__class__ + DecoderLayer = model.model.layers[0].__class__ + + forward = minference_wo_cache_forward() + + def update_module(m): + if isinstance(m, Attention): + m.init_minference_parameters = init_minference_parameters.__get__(m, Attention) + m.gather_last_q_vertical_slash_topk_v4 = gather_last_q_vertical_slash_topk_v4.__get__(m, Attention) + m.forward = forward.__get__(m, Attention) + if isinstance(m, DecoderLayer): + m.forward = forward_llama_decoder_layer.__get__(m, DecoderLayer) + + model.apply(update_module) + model.prepare_inputs_for_generation = hf_437_prepare_inputs_for_generation.__get__(model, model.__class__) + model.model._use_sdpa = False + + model.model._prepare_decoder_attention_mask = _prepare_decoder_attention_mask_inference.__get__(model.model, model.model.__class__) + model.model.forward = forward_llama_model.__get__(model.model, model.model.__class__) + model.forward = forward_llama_for_causal_lm.__get__(model, model.__class__) + + print("Patched model for minference without cache..") + return model + +def minference_patch_with_snapkv(model): + from transformers import LlamaForCausalLM + + Attention = model.model.layers[0].self_attn.__class__ + Model = model.model.__class__ + DecoderLayer = model.model.layers[0].__class__ + + forward = minference_with_snapkv_forward() + + def update_module(m): + if isinstance(m, Attention): + m.init_minference_parameters = init_minference_parameters.__get__(m, Attention) + m.gather_last_q_vertical_slash_topk_v4 = gather_last_q_vertical_slash_topk_v4.__get__(m, Attention) + m.forward = forward.__get__(m, Attention) + if isinstance(m, DecoderLayer): + m.forward = forward_llama_decoder_layer.__get__(m, DecoderLayer) + + model.apply(update_module) + model.prepare_inputs_for_generation = prepare_inputs_for_generation_snapkv.__get__(model, model.__class__) + model.model._use_sdpa = False + + model.model._prepare_decoder_attention_mask = _prepare_decoder_attention_mask_inference.__get__(model.model, model.model.__class__) + model.model.forward = forward_llama_model.__get__(model.model, model.model.__class__) + model.forward = forward_llama_for_causal_lm.__get__(model, model.__class__) + + print("Patched model for minference with SanpKV..") + return model + +def llama_model_forward_vllm( + self, + input_ids: Optional[torch.Tensor], + positions: torch.Tensor, + kv_caches: List[torch.Tensor], + attn_metadata, + inputs_embeds: Optional[torch.Tensor] = None, +) -> torch.Tensor: + if inputs_embeds is not None: + hidden_states = inputs_embeds + else: + hidden_states = self.get_input_embeddings(input_ids) + residual = None + for i in range(len(self.layers)): + layer = self.layers[i] + hidden_states, residual = layer( + positions, + hidden_states, + kv_caches[i], + attn_metadata, + residual, + layer_idx = i, + ) + hidden_states, _ = self.norm(hidden_states, residual) + return hidden_states + +def llama_layer_forward_vllm( + self, + positions: torch.Tensor, + hidden_states: torch.Tensor, + kv_cache: torch.Tensor, + attn_metadata, + residual: Optional[torch.Tensor], + layer_idx: int, +) -> Tuple[torch.Tensor, torch.Tensor]: + # Self Attention + if residual is None: + residual = hidden_states + hidden_states = self.input_layernorm(hidden_states) + else: + hidden_states, residual = self.input_layernorm( + hidden_states, residual) + hidden_states = self.self_attn( + positions=positions, + hidden_states=hidden_states, + kv_cache=kv_cache, + attn_metadata=attn_metadata, + layer_idx=layer_idx, + ) + + # Fully Connected + hidden_states, residual = self.post_attention_layernorm( + hidden_states, residual) + hidden_states = self.mlp(hidden_states) + return hidden_states, residual + +def llama_attn_forward_vllm( + self, + positions: torch.Tensor, + hidden_states: torch.Tensor, + kv_cache: torch.Tensor, + attn_metadata, + layer_idx: int, +) -> torch.Tensor: + qkv, _ = self.qkv_proj(hidden_states) + q, k, v = qkv.split([self.q_size, self.kv_size, self.kv_size], dim=-1) + q, k = self.rotary_emb(positions, q, k) + attn_output = self.attn(q, k, v, kv_cache, attn_metadata, + self.kv_scale, layer_idx) + output, _ = self.o_proj(attn_output) + return output + +def vllm_attn_forward( + self, + query: torch.Tensor, + key: torch.Tensor, + value: torch.Tensor, + kv_cache: Optional[torch.Tensor], + attn_metadata, + kv_scale: float = 1.0, + layer_idx: int = 0, +) -> torch.Tensor: + return self.impl.forward(query, key, value, kv_cache, attn_metadata, + kv_scale, layer_idx) + +def minference_patch_vllm( + llm, + config_file, +): + from vllm.model_executor.models.llama import LlamaForCausalLM, LlamaModel, LlamaAttention, LlamaDecoderLayer + from vllm.attention import Attention + + config = json.load(open(config_file)) + attn_forward = minference_vllm_forward(config) + + def update_module(m): + if isinstance(m, Attention): + m.forward = vllm_attn_forward.__get__(m, Attention) + + m = m.impl + m_cls = m.__class__ + m.gather_last_q_vertical_slash_topk_vllm = gather_last_q_vertical_slash_topk_vllm.__get__(m, m_cls) + m.forward = attn_forward.__get__(m, m_cls) + if isinstance(m, LlamaDecoderLayer): + m.forward = llama_layer_forward_vllm.__get__(m, LlamaDecoderLayer) + if isinstance(m, LlamaModel): + m.forward = llama_model_forward_vllm.__get__(m, LlamaModel) + if isinstance(m, LlamaAttention): + m.forward = llama_attn_forward_vllm.__get__(m, LlamaAttention) + + llm.llm_engine.model_executor.driver_worker.model_runner.model.apply(update_module) + + print("Patched model for minference with VLLM..") + return llm + +def patch_hf( + model, + attn_type: str = "inf_llm", + attn_kwargs: dict = {}, + base = None, + distance_scale = None, + **kwargs +): + attn_kwargs.update(kwargs) + # This approach lacks scalability and will be refactored. + from transformers import LlamaForCausalLM, MistralForCausalLM, Qwen2ForCausalLM + from transformers.models.llama.modeling_llama import LlamaAttention, LlamaModel, BaseModelOutputWithPast + from transformers.models.mistral.modeling_mistral import MistralAttention, MistralModel + from transformers.models.qwen2.modeling_qwen2 import Qwen2Attention, Qwen2Model + + def model_forward( + self, + input_ids: torch.LongTensor = None, + attention_mask = None, + position_ids = None, + past_key_values = None, + inputs_embeds = None, + use_cache = None, + output_attentions = None, + output_hidden_states = None, + return_dict = None, + *args, + **kwargs + ): + output_attentions = output_attentions if output_attentions is not None else self.config.output_attentions + output_hidden_states = ( + output_hidden_states if output_hidden_states is not None else self.config.output_hidden_states + ) + use_cache = use_cache if use_cache is not None else self.config.use_cache + + return_dict = return_dict if return_dict is not None else self.config.use_return_dict + + # retrieve input_ids and inputs_embeds + if input_ids is not None and inputs_embeds is not None: + raise ValueError("You cannot specify both decoder_input_ids and decoder_inputs_embeds at the same time") + elif input_ids is not None: + batch_size, seq_length = input_ids.shape + elif inputs_embeds is not None: + batch_size, seq_length, _ = inputs_embeds.shape + else: + raise ValueError("You have to specify either decoder_input_ids or decoder_inputs_embeds") + + if inputs_embeds is None: + inputs_embeds = self.embed_tokens(input_ids) + if hasattr(self, "config") and hasattr(self.config, "scale_emb"): + inputs_embeds = inputs_embeds * self.config.scale_emb + + if use_cache: + pkv = tuple() + + else: + pkv = None + + + hidden_states = inputs_embeds + + # decoder layers + all_hidden_states = () if output_hidden_states else None + all_self_attns = () if output_attentions else None + + for i, decoder_layer in enumerate(self.layers): + if output_hidden_states: + all_hidden_states += (hidden_states,) + + layer_outputs = decoder_layer( + hidden_states, + attention_mask=attention_mask, + position_ids=self.position_bias, + past_key_value=past_key_values[i] if past_key_values is not None else None, + output_attentions=output_attentions, + use_cache=use_cache, + ) + + hidden_states = layer_outputs[0] + + if use_cache: + _cache = layer_outputs[2 if output_attentions else 1] + pkv = pkv + (_cache,) + + if output_attentions: + all_self_attns += (layer_outputs[1],) + + # hidden_states = self.norm(hidden_states) + for start_idx in range(0, hidden_states.size(1), 32000): + end_idx = min(hidden_states.size(1), start_idx + 32000) + hidden_states[:, start_idx:end_idx, :] = self.norm(hidden_states[:, start_idx:end_idx, :]) + + # add hidden states from the last decoder layer + if output_hidden_states: + all_hidden_states += (hidden_states,) + + if not return_dict: + return tuple(v for v in [hidden_states, pkv, all_hidden_states, all_self_attns] if v is not None) + return BaseModelOutputWithPast( + last_hidden_state=hidden_states, + past_key_values=pkv, + hidden_states=all_hidden_states, + attentions=all_self_attns, + ) + + forward = huggingface_forward(ATTN_FORWRAD[attn_type](**attn_kwargs)) + + if isinstance(model, LlamaForCausalLM): + Attention = model.model.layers[0].self_attn.__class__ + Model = model.model.__class__ + elif isinstance(model, MistralForCausalLM): + Attention = model.model.layers[0].self_attn.__class__ + Model = model.model.__class__ + elif isinstance(model, Qwen2ForCausalLM): + Attention = model.model.layers[0].self_attn.__class__ + Model = model.model.__class__ + elif model.__class__.__name__ == "MiniCPMForCausalLM": + Attention = model.model.layers[0].self_attn.__class__ + Model = model.model.__class__ + elif model.__class__.__name__ == "Phi3ForCausalLM": + Attention = model.model.layers[0].self_attn.__class__ + Model = model.model.__class__ + else: + raise ValueError("Only supports llama, mistral and qwen2 models.") + + hf_rope = model.model.layers[0].self_attn.rotary_emb + base = base if base is not None else hf_rope.base + distance_scale = distance_scale if distance_scale is not None else 1.0 + rope = RotaryEmbeddingESM( + hf_rope.dim, + base, + distance_scale + ) + model.model.position_bias = rope + model.model.hf_position_bias = hf_rope + + def set_forward(m): + if isinstance(m, Attention): + m._old_forward = m.forward + m.forward = forward.__get__(m, Attention) + + model.apply(set_forward) + + model._old_prepare_inputs_for_generation = model.prepare_inputs_for_generation + model.prepare_inputs_for_generation = prepare_inputs_for_generation.__get__(model, model.__class__) + model.model._old_forward = model.model.forward + model.model.forward = model_forward.__get__(model.model, Model) + + if attn_type == 'inf_llm': + tokenizer = transformers.AutoTokenizer.from_pretrained(model.config._name_or_path) + model = InfLLMGenerator(model, tokenizer) + + print("Patched model ...") + return model + +def fp8_cache_update( + self, + key_states: torch.Tensor, + value_states: torch.Tensor, + layer_idx: int, + cache_kwargs: Optional[Dict[str, Any]] = None, +) -> Tuple[torch.Tensor, torch.Tensor]: + """ + Updates the cache with the new `key_states` and `value_states` for the layer `layer_idx`. + + Parameters: + key_states (`torch.Tensor`): + The new key states to cache. + value_states (`torch.Tensor`): + The new value states to cache. + layer_idx (`int`): + The index of the layer to cache the states for. + cache_kwargs (`Dict[str, Any]`, `optional`): + Additional arguments for the cache subclass. No additional arguments are used in `DynamicCache`. + + Return: + A tuple containing the updated key and value states. + """ + # Update the number of seen tokens + if layer_idx == 0: + self.seen_tokens += key_states.shape[-2] + + # Update the cache + if len(self.key_cache) <= layer_idx: + self.key_cache.append(key_states.to(torch.float8_e5m2)) + self.value_cache.append(value_states.to(torch.float8_e5m2)) + else: + self.key_cache[layer_idx] = torch.cat([self.key_cache[layer_idx], key_states.to(torch.float8_e5m2)], dim=-2) + self.value_cache[layer_idx] = torch.cat([self.value_cache[layer_idx], value_states.to(torch.float8_e5m2)], dim=-2) + + return self.key_cache[layer_idx].to(key_states.dtype), self.value_cache[layer_idx].to(key_states.dtype) + +def cpu_cache_update( + self, + key_states: torch.Tensor, + value_states: torch.Tensor, + layer_idx: int, + cache_kwargs: Optional[Dict[str, Any]] = None, +) -> Tuple[torch.Tensor, torch.Tensor]: + if layer_idx == 0: + if "_seen_tokens" in self.__dict__: + self._seen_tokens += key_states.shape[-2] + else: + self.seen_tokens += key_states.shape[-2] + + # Update the cache + if len(self.key_cache) <= layer_idx: + self.key_cache.append(key_states.cpu()) + self.value_cache.append(value_states.cpu()) + else: + self.key_cache[layer_idx] = torch.cat([self.key_cache[layer_idx], key_states.cpu()], dim=-2) + self.value_cache[layer_idx] = torch.cat([self.value_cache[layer_idx], value_states.cpu()], dim=-2) + +def cpu_cache_get( + self, + key_states: torch.Tensor, + value_states: torch.Tensor, + layer_idx: int, + head_idx: int, + cache_kwargs: Optional[Dict[str, Any]] = None, +) -> Tuple[torch.Tensor, torch.Tensor]: + if layer_idx == 0: + if "_seen_tokens" in self.__dict__: + self._seen_tokens += key_states.shape[-2] + else: + self.seen_tokens += key_states.shape[-2] + + # Update the cache + if len(self.key_cache) <= layer_idx: + return key_states, value_states + else: + key_states = torch.cat([self.key_cache[layer_idx][:,head_idx:head_idx + 1].cuda(), key_states], dim=-2) + value_states = torch.cat([self.value_cache[layer_idx][:,head_idx: head_idx + 1].cuda(), value_states], dim=-2) + return key_states, value_states \ No newline at end of file diff --git a/minference/version.py b/minference/version.py new file mode 100644 index 0000000..b0c7590 --- /dev/null +++ b/minference/version.py @@ -0,0 +1,14 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + +_MAJOR = "0" +_MINOR = "1" +# On master and in a nightly release the patch should be one ahead of the last +# released build. +_PATCH = "0" +# This is mainly for nightly builds which have the suffix ".dev$DATE". See +# https://semver.org/#is-v123-a-semantic-version for the semantics. +_SUFFIX = "alpha.1" + +VERSION_SHORT = "{0}.{1}".format(_MAJOR, _MINOR) +VERSION = "{0}.{1}.{2}{3}".format(_MAJOR, _MINOR, _PATCH, _SUFFIX) diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..dc3de5e --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,11 @@ +[tool.black] +line-length = 88 +target-version = ['py38'] +include = '\.pyi?$' + +[tool.isort] +atomic = true +profile = "black" +line_length = 88 +skip_gitignore = true +known_first_party = ["minference"] diff --git a/setup.cfg b/setup.cfg new file mode 100644 index 0000000..d9f2745 --- /dev/null +++ b/setup.cfg @@ -0,0 +1,28 @@ +[isort] +default_section = FIRSTPARTY +ensure_newline_before_comments = True +force_grid_wrap = 0 +include_trailing_comma = True +known_first_party = sdtools +known_third_party = + imblearn + numpy + pandas + pytorch-tabnet + scipy + sklearn + torch + torchaudio + torchvision + torch_xla + tqdm + xgboost + +line_length = 119 +lines_after_imports = 2 +multi_line_output = 3 +use_parentheses = True + +[flake8] +ignore = E203, E501, E741, W503, W605 +max-line-length = 119 diff --git a/setup.py b/setup.py new file mode 100644 index 0000000..8021e13 --- /dev/null +++ b/setup.py @@ -0,0 +1,70 @@ +# Copyright (c) 2023 Microsoft +# Licensed under The MIT License [see LICENSE for details] + +from setuptools import find_packages, setup + +# PEP0440 compatible formatted version, see: +# https://www.python.org/dev/peps/pep-0440/ +# +# release markers: +# X.Y +# X.Y.Z # For bugfix releases +# +# pre-release markers: +# X.YaN # Alpha release +# X.YbN # Beta release +# X.YrcN # Release Candidate +# X.Y # Final release + +# version.py defines the VERSION and VERSION_SHORT variables. +# We use exec here so we don't import allennlp whilst setting up. +VERSION = {} # type: ignore +with open("minference/version.py", "r") as version_file: + exec(version_file.read(), VERSION) + +INSTALL_REQUIRES = [ + "transformers>=4.37.0", + "accelerate", + "torch", + "triton==2.1.0", + "flash_attn", + "pycuda==2023.1", +] +QUANLITY_REQUIRES = [ + "black==21.4b0", + "flake8>=3.8.3", + "isort>=5.5.4", + "pre-commit", + "pytest", + "pytest-xdist", +] +DEV_REQUIRES = INSTALL_REQUIRES + QUANLITY_REQUIRES + +setup( + name="minference", + version=VERSION["VERSION"], + author="The MInference team", + author_email="hjiang@microsoft.com", + description="To speed up Long-context LLMs' inference, approximate and dynamic sparse calculate the attention, which reduces inference latency by up to 10x for pre-filling on an A100 while maintaining accuracy.", + long_description=open("README.md", encoding="utf8").read(), + long_description_content_type="text/markdown", + keywords="LLMs Inference, Long-Context LLMs, Dynamic Sparse Attention, Efficient Inference", + license="MIT License", + url="https://github.com/microsoft/MInference", + classifiers=[ + "Intended Audience :: Science/Research", + "Development Status :: 3 - Alpha", + "Programming Language :: Python :: 3", + "Topic :: Scientific/Engineering :: Artificial Intelligence", + ], + package_dir={"": "."}, + packages=find_packages("."), + extras_require={ + "dev": DEV_REQUIRES, + "quality": QUANLITY_REQUIRES, + }, + install_requires=INSTALL_REQUIRES, + include_package_data=True, + python_requires=">=3.8.0", + zip_safe=False, +) From 37cd987042dd4da12f16485d40612d8a0447b449 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Wed, 5 Jun 2024 13:42:44 +0000 Subject: [PATCH 02/41] Feature(MInference): support InfiniteBench --- .gitignore | 2 +- .pre-commit-config.yaml | 1 + Makefile | 6 +- README.md | 4 +- SECURITY.md | 2 +- experiments/infinite_bench/args.py | 64 ++- experiments/infinite_bench/compute_scores.py | 30 +- experiments/infinite_bench/eval_utils.py | 112 ++-- .../infinite_bench/run_infinitebench.py | 113 ++-- .../infinite_bench/run_infinitebench.sh | 15 + minference/__init__.py | 28 +- ...ct_262k_kv_out_v32_fit_o_best_pattern.json | 1 + ...nstruct_kv_out_v32_fit_o_best_pattern.json | 1 + ...9B_200k_kv_out_v32_fit_o_best_pattern.json | 1 + minference/configs/model2path.py | 17 + .../kernels/block_sparse_flash_attention.py | 8 +- minference/kernels/inf_llm.py | 78 +-- minference/kernels/minference_forward.py | 73 +-- .../kernels/pit_sparse_flash_attention.py | 8 +- .../kernels/pit_sparse_flash_attention_v2.py | 9 +- minference/kernels/snap_kv.py | 34 +- minference/kernels/streaming_kernel.py | 46 +- minference/minference_configuration.py | 19 +- minference/models_patch.py | 45 +- minference/patch.py | 514 ++++++++++++------ 25 files changed, 776 insertions(+), 455 deletions(-) create mode 100644 experiments/infinite_bench/run_infinitebench.sh create mode 100644 minference/configs/Llama_3_8B_Instruct_262k_kv_out_v32_fit_o_best_pattern.json create mode 100644 minference/configs/Phi_3_mini_128k_instruct_kv_out_v32_fit_o_best_pattern.json create mode 100644 minference/configs/Yi_9B_200k_kv_out_v32_fit_o_best_pattern.json create mode 100644 minference/configs/model2path.py diff --git a/.gitignore b/.gitignore index 8d8cf89..968295f 100644 --- a/.gitignore +++ b/.gitignore @@ -411,4 +411,4 @@ results __pycache__ build/ *.egg-info/ -*.so \ No newline at end of file +*.so diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index d3092c4..01d7f86 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -30,6 +30,7 @@ repos: rev: 23.3.0 hooks: - id: black + exclude: minference/kernels - repo: https://github.com/nbQA-dev/nbQA rev: 1.7.1 hooks: diff --git a/Makefile b/Makefile index deabd5d..c048c04 100644 --- a/Makefile +++ b/Makefile @@ -1,16 +1,16 @@ .PHONY: install style test PYTHON := python -CHECK_DIRS := minference tests +CHECK_DIRS := minference tests experiments +EXELUDE_DIRS := minference/kernels install: @${PYTHON} setup.py bdist_wheel @${PYTHON} -m pip install dist/sdtools* style: - black $(CHECK_DIRS) + black $(CHECK_DIRS) --exclude ${EXELUDE_DIRS} isort -rc $(CHECK_DIRS) - flake8 $(CHECK_DIRS) test: @${PYTHON} -m pytest -n auto --dist=loadfile -s -v ./tests/ diff --git a/README.md b/README.md index b048392..5ff5fbd 100644 --- a/README.md +++ b/README.md @@ -37,8 +37,8 @@ contact [opencode@microsoft.com](mailto:opencode@microsoft.com) with any additio ## Trademarks -This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft -trademarks or logos is subject to and must follow +This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft +trademarks or logos is subject to and must follow [Microsoft's Trademark & Brand Guidelines](https://www.microsoft.com/en-us/legal/intellectualproperty/trademarks/usage/general). Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship. Any use of third-party trademarks or logos are subject to those third-party's policies. diff --git a/SECURITY.md b/SECURITY.md index b3c89ef..82db58a 100644 --- a/SECURITY.md +++ b/SECURITY.md @@ -14,7 +14,7 @@ Instead, please report them to the Microsoft Security Response Center (MSRC) at If you prefer to submit without logging in, send email to [secure@microsoft.com](mailto:secure@microsoft.com). If possible, encrypt your message with our PGP key; please download it from the [Microsoft Security Response Center PGP Key page](https://aka.ms/security.md/msrc/pgp). -You should receive a response within 24 hours. If for some reason you do not, please follow up via email to ensure we received your original message. Additional information can be found at [microsoft.com/msrc](https://www.microsoft.com/msrc). +You should receive a response within 24 hours. If for some reason you do not, please follow up via email to ensure we received your original message. Additional information can be found at [microsoft.com/msrc](https://www.microsoft.com/msrc). Please include the requested information listed below (as much as you can provide) to help us better understand the nature and scope of the possible issue: diff --git a/experiments/infinite_bench/args.py b/experiments/infinite_bench/args.py index 01dfee5..4460292 100644 --- a/experiments/infinite_bench/args.py +++ b/experiments/infinite_bench/args.py @@ -1,4 +1,5 @@ from argparse import ArgumentParser, Namespace + from eval_utils import DATA_NAME_TO_MAX_NEW_TOKENS @@ -9,32 +10,65 @@ def parse_args() -> Namespace: type=str, # choices=list(DATA_NAME_TO_MAX_NEW_TOKENS.keys()) + ["all"], required=True, - help="Which task to use. Note that \"all\" can only be used in `compute_scores.py`.", # noqa + help='Which task to use. Note that "all" can only be used in `compute_scores.py`.', # noqa ) p.add_argument( - '--data_dir', - type=str, - default='../data', - help="The directory of data." + "--data_dir", type=str, default="../data", help="The directory of data." ) - p.add_argument("--output_dir", type=str, default="../results", help="Where to dump the prediction results.") # noqa + p.add_argument( + "--output_dir", + type=str, + default="../results", + help="Where to dump the prediction results.", + ) # noqa p.add_argument( "--model_name_or_path", type=str, default="facebook/opt-350m", help="For `compute_scores.py` only, specify which model you want to compute the score for.", # noqa ) - p.add_argument("--num_eval_examples", type=int, default=-1, help="The number of test examples to use, use all examples in default.") # noqa - p.add_argument("--start_idx", type=int, default=0, help="The index of the first example to infer on. This is used if you want to evaluate on a (contiguous) subset of the data.") # noqa - p.add_argument("--stop_idx", type=int, help="The index of the last example to infer on. This is used if you want to evaluate on a (contiguous) subset of the data. Defaults to the length of dataset.") # noqa - p.add_argument("--verbose", action='store_true') - p.add_argument("--use_sparq", action='store_true') + p.add_argument( + "--num_eval_examples", + type=int, + default=-1, + help="The number of test examples to use, use all examples in default.", + ) # noqa + p.add_argument( + "--start_idx", + type=int, + default=0, + help="The index of the first example to infer on. This is used if you want to evaluate on a (contiguous) subset of the data.", + ) # noqa + p.add_argument( + "--stop_idx", + type=int, + help="The index of the last example to infer on. This is used if you want to evaluate on a (contiguous) subset of the data. Defaults to the length of dataset.", + ) # noqa + p.add_argument("--verbose", action="store_true") + p.add_argument("--use_sparq", action="store_true") p.add_argument("--device", type=str, default="cuda") p.add_argument("--max_seq_length", type=int, default=100000) - p.add_argument("--rewrite", action='store_true') + p.add_argument("--rewrite", action="store_true") p.add_argument("--topk", type=int, default=-1) p.add_argument("--starting_layer", type=int, default=-1) - p.add_argument("--topk_dims_file_path", type=str, default="LWM-Text-Chat-1M_topk_dim_w200.json") - p.add_argument("--attn_type", type=str, choices=["vllm", "hf", "streaming", "inf_llm", 'snap_kv', 'flash_attn', 'minference', 'dilated1', 'dilated2', 'minference_with_snapkv', 'minference_wo_cache'], default="hf") - p.add_argument("--is_search", action='store_true') + p.add_argument("--topk_dims_file_path", type=str, default=None) + p.add_argument( + "--attn_type", + type=str, + choices=[ + "vllm", + "hf", + "streaming", + "inf_llm", + "snap_kv", + "flash_attn", + "minference", + "dilated1", + "dilated2", + "minference_with_snapkv", + "minference_wo_cache", + ], + default="hf", + ) + p.add_argument("--is_search", action="store_true") return p.parse_args() diff --git a/experiments/infinite_bench/compute_scores.py b/experiments/infinite_bench/compute_scores.py index 8562c00..9eebd0f 100644 --- a/experiments/infinite_bench/compute_scores.py +++ b/experiments/infinite_bench/compute_scores.py @@ -1,15 +1,15 @@ from __future__ import annotations -from pathlib import Path + import json +import os import re import string from collections import Counter +from pathlib import Path -from tqdm import tqdm import evaluate - from args import parse_args -import os +from tqdm import tqdm ROUGE_SCORER = evaluate.load("rouge") @@ -138,8 +138,8 @@ def split_retrieval_answer(pred: str): def get_score_one_kv_retrieval(pred, label, model_name: str) -> bool: - for c in ['\n', ':', '\"', '\'', '.', ',', '?', '!', '{', '}', '']: - pred = pred.replace(c, ' ') + for c in ["\n", ":", '"', "'", ".", ",", "?", "!", "{", "}", ""]: + pred = pred.replace(c, " ") words = pred.split() return label in words @@ -287,10 +287,7 @@ def get_score_one_longbook_qa_eng(pred, label, model_name: str) -> float: return qa_f1_score(pred, label) -def get_score_one_longbook_sum_eng( - pred: str, label: str, model_name: str -) -> float: - +def get_score_one_longbook_sum_eng(pred: str, label: str, model_name: str) -> float: score = ROUGE_SCORER.compute( predictions=[pred], references=[label], use_aggregator=False ) @@ -326,9 +323,7 @@ def get_score_one_math_calc(pred, label, model_name: str) -> float: return cnt / len(label) -def get_score_one( - pred: str, label: str, task_name: str, model_name: str -) -> float: +def get_score_one(pred: str, label: str, task_name: str, model_name: str) -> float: """ Computes the score for one prediction. Returns one float (zero and one for boolean values). @@ -338,7 +333,6 @@ def get_score_one( "kv_retrieval": get_score_one_kv_retrieval, "kv_retrieval_prefix": get_score_one_kv_retrieval, "kv_retrieval_both": get_score_one_kv_retrieval, - "passkey": get_score_one_passkey, "number_string": get_score_one_number_string, # Code @@ -382,9 +376,7 @@ def get_preds(preds: list, data_name: str) -> list[str]: return pred_strings -def get_score( - labels: list, preds: list, data_name: str, model_name: str -) -> float: +def get_score(labels: list, preds: list, data_name: str, model_name: str) -> float: """ Computes the average score for a task. """ @@ -406,7 +398,7 @@ def compute_scores(preds_path, data_name: str, model_name: str, max_seq_length=- print(f"===== Accuracy of {model_name} on {data_name} task is: {acc} =====") pred_dir = preds_path.parent save_file = pred_dir / f"{model_name}_summary.txt" - pred_dir2 = 'results/' + pred_dir2 = "results/" os.makedirs(pred_dir2, exist_ok=True) save_file2 = pred_dir2 + f"{model_name}_summary.txt" @@ -422,6 +414,7 @@ def compute_scores(preds_path, data_name: str, model_name: str, max_seq_length=- f.write(f"{model_name},{data_name},{acc*100:.2f}\n") return acc + ALL_TASKS = [ "passkey", "number_string", @@ -448,4 +441,3 @@ def compute_scores(preds_path, data_name: str, model_name: str, max_seq_length=- preds_path = result_dir / f"preds_{task}.jsonl" assert preds_path.exists(), f"Predictions not found in: {preds_path}" compute_scores(preds_path, task, args.model_name) - diff --git a/experiments/infinite_bench/eval_utils.py b/experiments/infinite_bench/eval_utils.py index 1b0e848..31b85c4 100644 --- a/experiments/infinite_bench/eval_utils.py +++ b/experiments/infinite_bench/eval_utils.py @@ -1,12 +1,14 @@ from __future__ import annotations -from rouge import Rouge -import re -from collections import Counter + import json -import jieba +import os +import re import string +from collections import Counter from pathlib import Path -import os + +import jieba +from rouge import Rouge DATA_NAME_TO_PATH = { # Retrieval tasks @@ -59,7 +61,7 @@ "passage_count": 32, "passage_retrieval_en": 32, "lcc": 64, - "repobench-p": 64 + "repobench-p": 64, } gpt4_templates = { @@ -75,7 +77,7 @@ "math_calc": "Compute the intermediate values in the following long expression.\n\n{context}", # noqa "code_run": "Following is a set of Python functions. There is a function called named {func}.\n\n{context}\n\nPlease give me the exact number of the return value of {func_call}. Be concise. Your response must end with the final returned value.", # noqa "code_debug": "There is ONLY ONE function in the large project that is deliberately made to include an obvious error. Please find the function that contains the most obvious errors. I will give you four options to narrow your scope. You can inspect the options and think. Eventually, tell me the answer using one single letter (A, B, C, or D).\n\n{context}\n\nWhich funtion has deliberate error?\nA. {OPTION_A}\nB. {OPTION_B}\nC. {OPTION_C}\nD. {OPTION_D}\n\nYou should first find the functions in the options. Repeat their content, inspect through code, and at last give me your answer for the function that has the deliberate and obvious error in A, B, C, or D.", # noqa - "longdialogue_qa_eng": "Below is a dialogue script where one random occurrence of a character name is replaced with \"$$MASK$$\", and you should try to guess who that character is.\n\nThe dialogue:\n\n---\n\n{context}\n\n---\n\nEnd of dialogue.\n\nWhich character is most likely \"$$MASK$$\"? Just say the name used by the scriptwriter (before the colon marks) of one single character and nothing else.", # noqa + "longdialogue_qa_eng": 'Below is a dialogue script where one random occurrence of a character name is replaced with "$$MASK$$", and you should try to guess who that character is.\n\nThe dialogue:\n\n---\n\n{context}\n\n---\n\nEnd of dialogue.\n\nWhich character is most likely "$$MASK$$"? Just say the name used by the scriptwriter (before the colon marks) of one single character and nothing else.', # noqa } yarn_mistral_templates = { @@ -90,7 +92,7 @@ "math_calc": "Let us calculate the intermediate values of an expression.\n\nExpression: 1 + 3 + 4\nValues: [1, 4, 8]\n\nExpression: 8 - 3 + 2 - 4\nValues: [8, 5, 7, 3]\n\nExpression: {context}\nValues:", # noqa "code_run": "There is a function called {func} in the following Python code.\n\n{context}\n\nPlease compute the exact value of {func_call}. The value of {func_call} is", # noqa "code_debug": "Following is a Python code where exactly one of the functions/methods has a deliberate error that makes it crash.\n\n{context}\n\nOptions:\nA. {OPTION_A}\nB. {OPTION_B}\nC. {OPTION_C}\nD. {OPTION_D}\n\nThe correct option is:", # noqa - "longdialogue_qa_eng": "Below is a dialogue script where one random occurrence of a character name is replaced with \"$$MASK$$\", and you should try to guess who that character is.\n\n{context}\n\nThe name that has been replaced with $$MASK$$ is likely", # noqa + "longdialogue_qa_eng": 'Below is a dialogue script where one random occurrence of a character name is replaced with "$$MASK$$", and you should try to guess who that character is.\n\n{context}\n\nThe name that has been replaced with $$MASK$$ is likely', # noqa } claude2_templates = { @@ -103,9 +105,9 @@ "longbook_qa_chn": "请根据以下书籍回答我的问题。\n\n{context}\n\n问题：{question}\n请尽量简短地回答。", # noqa "math_find": "{prefix}\n\n{context}\n\n{input}", "math_calc": "Let us calculate the intermediate values of an expression.\nExpression: 1 + 3 + 4\nValues: [1, 4, 8]\n\nExpression: 8 - 3 + 2 - 4\nValues: [8, 5, 7, 3]\n\nExpression: {context}\nValues:", # noqa - "code_run": "In the file functions_module.py, there is a function called ${func}.\n\n\nHere is the content of functions_module.py:\n{context}\n\nPlease give me the exact number of the return value of {func_call}. Your response should end with the sentence \'The return value is:\'.", # noqa + "code_run": "In the file functions_module.py, there is a function called ${func}.\n\n\nHere is the content of functions_module.py:\n{context}\n\nPlease give me the exact number of the return value of {func_call}. Your response should end with the sentence 'The return value is:'.", # noqa "code_debug": "There is ONLY ONE function in the large project that is deliberately made to include an obvious error. Please find the function that contains the most obvious errors. I will give you four options to narrow your scope. You can inspect through the options and think. Eventually, tell me the answer using one single letter (A, B, C, or D).\n\n{context}\n\nWhich funtion has deliberate error?\nA. {OPTION_A}\nB. {OPTION_B}\nC. {OPTION_C}\nD. {OPTION_D}\n\nYou should first find the functions in the options. Repeat their content, inspect through code, and at last give me your answer for the function that has the deliberate and obvious error in A, B, C, or D.", # noqa - "longdialogue_qa_eng": "Below is a dialogue script where one random occurrence of a character name is replaced with \"$$MASK$$\", and you should try to guess who that character is.\n\nThe dialogue:\n\n---\n\n{context}\n\n---\n\nEnd of dialogue.\n\nWhich character is most likely \"$$MASK$$\"? Just say the name used by the scriptwriter (before the colon marks) of one single character and nothing else.", # noqa + "longdialogue_qa_eng": 'Below is a dialogue script where one random occurrence of a character name is replaced with "$$MASK$$", and you should try to guess who that character is.\n\nThe dialogue:\n\n---\n\n{context}\n\n---\n\nEnd of dialogue.\n\nWhich character is most likely "$$MASK$$"? Just say the name used by the scriptwriter (before the colon marks) of one single character and nothing else.', # noqa } kimi_templates = { @@ -113,20 +115,25 @@ "number_string": "There is an important info hidden inside a lot of irrelevant text. Find it. I will quiz you about the important information there.\n\n{context}\n{input}\nThe sequence of digits is", # noqa "kv_retrieval": "Extract the value corresponding to the specified key in the JSON object below.\n\n{context}\n{input}", # noqa "longbook_sum_eng": "Summarize the book below:\n\n{file:{context}}", # noqa - "longbook_choice_eng": "Read the book and answer the question.\n\nQuestion: {question}\n\nOnly one of the following options is correct, tell me the answer using one single letter (A, B, C, or D). Don't say anything else.\nA. {OPTION_A}\nB. {OPTION_B}\nC. {OPTION_C}\nD. {OPTION_D}" + "{file:{document}}", # noqa - "longbook_qa_eng": "Read the book below and answer a question.\n\nQuestion: {question}\n\nBe very concise." + "{file:{context}}", # noqa - "longbook_qa_chn": "阅读以下书籍然后回答问题。\n\n问题：{question}\n答案：" + "{file:{context}}", # noqa + "longbook_choice_eng": "Read the book and answer the question.\n\nQuestion: {question}\n\nOnly one of the following options is correct, tell me the answer using one single letter (A, B, C, or D). Don't say anything else.\nA. {OPTION_A}\nB. {OPTION_B}\nC. {OPTION_C}\nD. {OPTION_D}" + + "{file:{document}}", # noqa + "longbook_qa_eng": "Read the book below and answer a question.\n\nQuestion: {question}\n\nBe very concise." + + "{file:{context}}", # noqa + "longbook_qa_chn": "阅读以下书籍然后回答问题。\n\n问题：{question}\n答案：" + + "{file:{context}}", # noqa "math_find": "{prefix}\n\n{context}\n\n{input}", "math_calc": "Let us calculate the intermediate values of an expression.\nExpression: 1 + 3 + 4\nValues: [1, 4, 8]\n\nExpression: 8 - 3 + 2 - 4\nValues: [8, 5, 7, 3]\n\nExpression: {context}\nValues:", # noqa - "code_run": "In the file functions_module.py, there is a function called ${func}.\n\n\nHere is the content of functions_module.py:\n\nPlease give me the exact number of the return value of ${func_call}. Your response should end with the sentence 'The return value is:'." + "{context}", # noqa - "code_debug": "Below is a code repository where there is one single function with bugs that causes an error. Please tell me the name of that function.\nWhich function has bugs? Give me the final answer in this format: \"[FINAL ANSWER: XXX]\". Don't say anything else." + "{fcontext}", # noqa + "code_run": "In the file functions_module.py, there is a function called ${func}.\n\n\nHere is the content of functions_module.py:\n\nPlease give me the exact number of the return value of ${func_call}. Your response should end with the sentence 'The return value is:'." + + "{context}", # noqa + "code_debug": 'Below is a code repository where there is one single function with bugs that causes an error. Please tell me the name of that function.\nWhich function has bugs? Give me the final answer in this format: "[FINAL ANSWER: XXX]". Don\'t say anything else.' + + "{fcontext}", # noqa # "longdialogue_qa_eng": "Below is a dialogue script where one random occurrence of a character name is replaced with \"$$MASK$$\", and you should try to guess who that character is.\n\nThe name that has been replaced with $$MASK$$ is likely" + "{context}", # noqa - "longdialogue_qa_eng": "Below is a dialogue script where one random occurrence of a character name is replaced with \"$$MASK$$\", and you should try to guess who that character is. Give me the answer using the name before the colons, don't say anything else.\n\n{context}", # noqa + "longdialogue_qa_eng": 'Below is a dialogue script where one random occurrence of a character name is replaced with "$$MASK$$", and you should try to guess who that character is. Give me the answer using the name before the colons, don\'t say anything else.\n\n{context}', # noqa } longbench_templates = { "narrativeqa": "You are given a story, which can be either a novel or a movie script, and a question. Answer the question asconcisely as you can, using a single phrase if possible. Do not provide any explanation.\n\nStory: {context}\n\nNow, answer the question based on the story asconcisely as you can, using a single phrase if possible. Do not provide any explanation.\n\nQuestion: {input}\n\nAnswer:", - "qasper": "You are given a scientific article and a question. Answer the question as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write \"unanswerable\". If the question is a yes/no question, answer \"yes\", \"no\", or \"unanswerable\". Do not provide any explanation.\n\nArticle: {context}\n\n Answer the question based on the above article as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write \"unanswerable\". If the question is a yes/no question, answer \"yes\", \"no\", or \"unanswerable\". Do not provide any explanation.\n\nQuestion: {input}\n\nAnswer:", + "qasper": 'You are given a scientific article and a question. Answer the question as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write "unanswerable". If the question is a yes/no question, answer "yes", "no", or "unanswerable". Do not provide any explanation.\n\nArticle: {context}\n\n Answer the question based on the above article as concisely as you can, using a single phrase or sentence if possible. If the question cannot be answered based on the information in the article, write "unanswerable". If the question is a yes/no question, answer "yes", "no", or "unanswerable". Do not provide any explanation.\n\nQuestion: {input}\n\nAnswer:', "multifieldqa_en": "Read the following text and answer briefly.\n\n{context}\n\nNow, answer the following question based on the above text, only give me the answer and do not output any other words.\n\nQuestion: {input}\nAnswer:", "multifieldqa_zh": "阅读以下文字并用中文简短回答：\n\n{context}\n\n现在请基于上面的文章回答下面的问题，只告诉我答案，不要输出任何其他字词。\n\n问题：{input}\n回答：", "hotpotqa": "Answer the question based on the given passages. Only give me the answer and do not output any other words.\n\nThe following are given passages.\n{context}\n\nAnswer the question based on the given passages. Only give me the answer and do not output any other words.\n\nQuestion: {input}\nAnswer:", @@ -142,10 +149,10 @@ "samsum": "Summarize the dialogue into a few short sentences. The following are some examples.\n\n{context}\n\n{input}", "lsht": "请判断给定新闻的类别，下面是一些例子。\n\n{context}\n{input}", "passage_count": "There are some paragraphs below sourced from Wikipedia. Some of them may be duplicates. Please carefully read these paragraphs and determine how many unique paragraphs there are after removing duplicates. In other words, how many non-repeating paragraphs are there in total?\n\n{context}\n\nPlease enter the final count of unique paragraphs after removing duplicates. The output format should only contain the number, such as 1, 2, 3, and so on.\n\nThe final answer is: ", - "passage_retrieval_en": "Here are 30 paragraphs from Wikipedia, along with an abstract. Please determine which paragraph the abstract is from.\n\n{context}\n\nThe following is an abstract.\n\n{input}\n\nPlease enter the number of the paragraph that the abstract is from. The answer format must be like \"Paragraph 1\", \"Paragraph 2\", etc.\n\nThe answer is: ", - "passage_retrieval_zh": "以下是若干段落文字，以及其中一个段落的摘要。请确定给定的摘要出自哪一段。\n\n{context}\n\n下面是一个摘要\n\n{input}\n\n请输入摘要所属段落的编号。答案格式必须是\"段落1\"，\"段落2\"等格式\n\n答案是：", + "passage_retrieval_en": 'Here are 30 paragraphs from Wikipedia, along with an abstract. Please determine which paragraph the abstract is from.\n\n{context}\n\nThe following is an abstract.\n\n{input}\n\nPlease enter the number of the paragraph that the abstract is from. The answer format must be like "Paragraph 1", "Paragraph 2", etc.\n\nThe answer is: ', + "passage_retrieval_zh": '以下是若干段落文字，以及其中一个段落的摘要。请确定给定的摘要出自哪一段。\n\n{context}\n\n下面是一个摘要\n\n{input}\n\n请输入摘要所属段落的编号。答案格式必须是"段落1"，"段落2"等格式\n\n答案是：', "lcc": "Please complete the code given below. \n{context}Next line of code:\n", - "repobench-p": "Please complete the code given below. \n{context}{input}Next line of code:\n" + "repobench-p": "Please complete the code given below. \n{context}{input}Next line of code:\n", } MODEL_TO_PROMPT_TEMPLATE = { @@ -160,28 +167,43 @@ "opt-350m": yarn_mistral_templates, } + def check_benchmark_availability(data_path): if not os.path.exists(data_path): os.makedirs(data_path) - + datasets = [ - "code_debug", "code_run", "kv_retrieval", "longbook_choice_eng", - "longbook_qa_chn", "longbook_qa_eng", "longbook_sum_eng", - "longdialogue_qa_eng", "math_calc", "math_find", "number_string", "passkey" + "code_debug", + "code_run", + "kv_retrieval", + "longbook_choice_eng", + "longbook_qa_chn", + "longbook_qa_eng", + "longbook_sum_eng", + "longdialogue_qa_eng", + "math_calc", + "math_find", + "number_string", + "passkey", ] - - base_url = "https://huggingface.co/datasets/xinrongzhang2022/InfiniteBench/resolve/main/" - + + base_url = ( + "https://huggingface.co/datasets/xinrongzhang2022/InfiniteBench/resolve/main/" + ) + for dataset in datasets: file_path = os.path.join(data_path, f"{dataset}.jsonl") if not os.path.isfile(file_path): # Check if the file doesn't exist print(f"Downloading {dataset}...") - wget_command = f"wget -c {base_url}{dataset}.jsonl?download=true -O {file_path}" + wget_command = ( + f"wget -c {base_url}{dataset}.jsonl?download=true -O {file_path}" + ) os.system(wget_command) print("All benchmark data ready.") + def iter_jsonl(fname, cnt=None): i = 0 with open(fname, "r", encoding="utf-8") as fin: @@ -241,7 +263,7 @@ def create_prompt(eg: dict, data_name: str, model_name: str, data_dir) -> str: template = templates[data_name] # ================= Code tasks if data_name == "code_run": - find_result = re.findall(r"func_[0-9]+\(\-?[0-9]+\)", eg['input']) + find_result = re.findall(r"func_[0-9]+\(\-?[0-9]+\)", eg["input"]) func_call = find_result[0] func = func_call.split("(")[0] return template.format( @@ -322,8 +344,8 @@ def create_prompt(eg: dict, data_name: str, model_name: str, data_dir) -> str: context=eg["context"], ) elif data_name == "math_find": - prompt = eg['input'] - context = eg['context'] + prompt = eg["input"] + context = eg["context"] # Find "the * number" from the prompt find_result = re.findall(r"The .+ of", prompt) assert find_result, f"Cannot find the target number in {prompt}" @@ -352,16 +374,17 @@ def create_prompt(eg: dict, data_name: str, model_name: str, data_dir) -> str: def create_longbench_prompt(eg: dict, data_name: str) -> str: return longbench_templates[data_name].format(**eg) + def get_answer(eg: dict, data_name: str): if data_name in ["code_debug", "longbook_choice_eng"]: OPTIONS = "ABCD" if isinstance(eg["answer"], str): - ret = [eg["answer"], OPTIONS[eg['options'].index(eg["answer"])]] + ret = [eg["answer"], OPTIONS[eg["options"].index(eg["answer"])]] elif isinstance(eg["answer"], list): if len(eg["answer"]) == 1: - ret = [eg["answer"][0], OPTIONS[eg['options'].index(eg["answer"][0])]] - elif len(eg["answer"]) == 2 and eg["answer"][1] in ['A', 'B', 'C', 'D']: - ret = eg['answer'] + ret = [eg["answer"][0], OPTIONS[eg["options"].index(eg["answer"][0])]] + elif len(eg["answer"]) == 2 and eg["answer"][1] in ["A", "B", "C", "D"]: + ret = eg["answer"] else: raise ValueError else: @@ -505,18 +528,10 @@ def qa_f1_score(line): def qa_f1_zh_score(prediction, ground_truth, **kwargs): prediction_tokens = list(jieba.cut(prediction, cut_all=False)) ground_truth_tokens = list(jieba.cut(ground_truth, cut_all=False)) - prediction_tokens = [ - normalize_zh_answer(token) for token in prediction_tokens - ] - ground_truth_tokens = [ - normalize_zh_answer(token) for token in ground_truth_tokens - ] - prediction_tokens = [ - token for token in prediction_tokens if len(token) > 0 - ] - ground_truth_tokens = [ - token for token in ground_truth_tokens if len(token) > 0 - ] + prediction_tokens = [normalize_zh_answer(token) for token in prediction_tokens] + ground_truth_tokens = [normalize_zh_answer(token) for token in ground_truth_tokens] + prediction_tokens = [token for token in prediction_tokens if len(token) > 0] + ground_truth_tokens = [token for token in ground_truth_tokens if len(token) > 0] return f1_score(prediction_tokens, ground_truth_tokens) @@ -528,9 +543,10 @@ def truncate_input(input, max_length, manner="middle"): else: return None + if __name__ == "__main__": data_dir = Path("../data") data_path = data_dir / "shorter/longdialogue_qa_eng_1000.jsonl" examples = list(iter_jsonl(data_path)) - prompt = create_prompt(examples[10], 'longdialogue_qa_eng', 'kimi', data_dir) + prompt = create_prompt(examples[10], "longdialogue_qa_eng", "kimi", data_dir) print(prompt) diff --git a/experiments/infinite_bench/run_infinitebench.py b/experiments/infinite_bench/run_infinitebench.py index af167a2..b557787 100644 --- a/experiments/infinite_bench/run_infinitebench.py +++ b/experiments/infinite_bench/run_infinitebench.py @@ -1,37 +1,38 @@ from __future__ import annotations + import json import os -from pathlib import Path import time -from typing import List, Tuple, Any -from tqdm import tqdm +from pathlib import Path +from typing import Any, List, Tuple import torch +from args import parse_args +from compute_scores import compute_scores +from eval_utils import ( + DATA_NAME_TO_MAX_NEW_TOKENS, + check_benchmark_availability, + create_prompt, + dump_jsonl, + get_answer, + load_data, +) from torch import Tensor +from tqdm import tqdm from transformers import ( AutoConfig, - AutoTokenizer, AutoModelForCausalLM, + AutoTokenizer, GenerationConfig, - LlamaForCausalLM + LlamaForCausalLM, ) -from transformers.modeling_outputs import BaseModelOutputWithPast from transformers.cache_utils import SinkCache - -from eval_utils import ( - check_benchmark_availability, - dump_jsonl, - create_prompt, - load_data, - get_answer, - DATA_NAME_TO_MAX_NEW_TOKENS, -) -from compute_scores import compute_scores -from args import parse_args +from transformers.modeling_outputs import BaseModelOutputWithPast from vllm import LLM, SamplingParams from minference import MInference + # sampling_params = SamplingParams(temperature=0.8, top_p=0.95) def truncate_input(input: list, max_length: int, manner="middle"): if max_length < 0: @@ -44,6 +45,7 @@ def truncate_input(input: list, max_length: int, manner="middle"): else: return None + def truncate_by_tokens(input, tok, max_tokens, manner: str = "middle"): tokens = tok.encode(input) len_before = len(tokens) @@ -55,6 +57,7 @@ def truncate_by_tokens(input, tok, max_tokens, manner: str = "middle"): assert len_after <= max_tokens or max_tokens < 0 return tokens + def get_pred( model, tok: AutoTokenizer, @@ -62,7 +65,7 @@ def get_pred( max_input_length: int, verbose: bool = False, generation_config: GenerationConfig = None, - attn_type: str = 'vllm' + attn_type: str = "vllm", ) -> str: """ Truncate down to 128k then make inference. @@ -85,27 +88,38 @@ def get_pred( output = outputs[0].outputs[0].text output = output.strip() else: - input_tensors = {"input_ids": torch.tensor(input_tokens).unsqueeze(0).to(model.device)} + input_tensors = { + "input_ids": torch.tensor(input_tokens).unsqueeze(0).to(model.device) + } # cache = SinkCache(window_length=200000, num_sink_tokens=10000) # if attn_type == "minference_wo_cache": # input_tensors["use_cache"] = False outputs = model.generate(**input_tensors, generation_config=generation_config) # outputs = model.generate(**input_tensors, generation_config=generation_config, past_key_values=cache) - output = outputs[0, len(input_tokens):] + output = outputs[0, len(input_tokens) :] output = tok.decode(output, skip_special_tokens=True) output = output.strip() # print(input_text[:5000], input_text[-5000:]) print("Chunked generation:", output) return output + def load_model( - model_name: str, topk: int=-1, starting_layer: int=-1, topk_dims_file_path: str="", use_sparq: bool = False, - attn_type: str = 'vllm', max_seq_length: int = None, is_search: bool = False, + model_name: str, + topk: int = -1, + starting_layer: int = -1, + topk_dims_file_path: str = "", + use_sparq: bool = False, + attn_type: str = "vllm", + max_seq_length: int = None, + is_search: bool = False, ): tok = AutoTokenizer.from_pretrained(model_name) tok.pad_token = tok.eos_token - minfence_patch = MInference(attn_type, model_name, topk_dims_file_path, is_search, topk) + minfence_patch = MInference( + attn_type, model_name, topk_dims_file_path, is_search, starting_layer + ) if attn_type == "vllm": llm = LLM( @@ -119,14 +133,14 @@ def load_model( config = AutoConfig.from_pretrained(model_name) if "LWM" in model_name: c = { - 'theta': 10000000, - 'max_sequence_length': 131072, - 'scan_attention': True, - 'scan_query_chunk_size': 1024, - 'scan_key_chunk_size': 1024, - 'scan_mlp': True, - 'scan_mlp_chunk_size': 1024, - 'scan_layers': True + "theta": 10000000, + "max_sequence_length": 131072, + "scan_attention": True, + "scan_query_chunk_size": 1024, + "scan_key_chunk_size": 1024, + "scan_mlp": True, + "scan_mlp_chunk_size": 1024, + "scan_layers": True, } config.update(c) @@ -141,6 +155,7 @@ def load_model( print("Model and tokenizer loaded.") return llm, tok + if __name__ == "__main__": args = parse_args() @@ -150,26 +165,29 @@ def load_model( real_model_name = model_name.split("/")[-1] data_name = args.task - if ',' in data_name: - data_names = data_name.split(',') + if "," in data_name: + data_names = data_name.split(",") else: data_names = [data_name] # Model model, tok = load_model( - model_name, args.topk, args.starting_layer, - args.topk_dims_file_path, args.use_sparq, - attn_type=args.attn_type, max_seq_length=max_seq_length, + model_name, + args.topk, + args.starting_layer, + args.topk_dims_file_path, + args.use_sparq, + attn_type=args.attn_type, + max_seq_length=max_seq_length, is_search=args.is_search, ) results = {} for data_name in data_names: - max_new_tokens = DATA_NAME_TO_MAX_NEW_TOKENS[data_name] if max_new_tokens >= max_seq_length: max_new_tokens = 500 - + if args.attn_type == "vllm": generation_config = SamplingParams( temperature=0, @@ -186,14 +204,14 @@ def load_model( ) # Data - result_dir = Path(args.output_dir, f'{real_model_name}_{args.attn_type}') + result_dir = Path(args.output_dir, f"{real_model_name}_{args.attn_type}") result_dir.mkdir(exist_ok=True, parents=True) output_path = result_dir / f"prediction_{data_name}.jsonl" examples = load_data(data_name, data_dir=args.data_dir) if args.num_eval_examples != -1: num_eval_examples = min(args.num_eval_examples, len(examples)) - examples = examples[: num_eval_examples] + examples = examples[:num_eval_examples] preds = [] print("==== Evaluation ====") @@ -214,10 +232,13 @@ def load_model( # print(input_text.index(ground_truth), len(input_text), input_text.index(ground_truth) / len(input_text)) # print(f"====== Example {i} ======") pred = get_pred( - model, tok, input_text, - max_input_length=max_seq_length-max_new_tokens, - verbose=args.verbose, generation_config=generation_config, - attn_type=args.attn_type + model, + tok, + input_text, + max_input_length=max_seq_length - max_new_tokens, + verbose=args.verbose, + generation_config=generation_config, + attn_type=args.attn_type, ) print("Ground Truth", get_answer(eg, data_name)) if args.verbose: @@ -231,10 +252,10 @@ def load_model( ) dump_jsonl(preds, output_path) torch.cuda.empty_cache() - + result_file_path = f"{real_model_name}_{args.attn_type}" score = compute_scores(output_path, data_name, result_file_path) results[data_name] = score print("==== Results ====") - print(json.dumps(results, indent=2)) \ No newline at end of file + print(json.dumps(results, indent=2)) diff --git a/experiments/infinite_bench/run_infinitebench.sh b/experiments/infinite_bench/run_infinitebench.sh new file mode 100644 index 0000000..b0314da --- /dev/null +++ b/experiments/infinite_bench/run_infinitebench.sh @@ -0,0 +1,15 @@ +TASKS=("kv_retrieval" "longbook_choice_eng" "math_find" "longbook_qa_chn" "longbook_qa_eng" "longdialogue_qa_eng" "code_debug" "longbook_sum_eng" "number_string" "passkey") + +for task in ${TASKS[@]}; do +echo $task +python run_infinitebench.py \ + --task $task \ + --model_name_or_path ${1} \ + --data_dir ./data \ + --output_dir ./results \ + --max_seq_length $2 \ + --rewrite \ + --num_eval_examples $3 --topk 1 --starting_layer 0 --attn_type $5 +done + +# bash run_infinitebench.sh gradientai/Llama-3-8B-Instruct-262k 160000 -1 minference diff --git a/minference/__init__.py b/minference/__init__.py index ca9592e..fdf6b93 100644 --- a/minference/__init__.py +++ b/minference/__init__.py @@ -2,17 +2,27 @@ # Licensed under The MIT License [see LICENSE for details] # flake8: noqa -from .version import VERSION as __version__ -from .patch import patch_hf, minference_patch, minference_patch_with_snapkv, minference_path_wo_cache -from .models_patch import MInference -from .minference_configuration import MInferenceConfig - -from .kernels.streaming_kernel import streaming_forward -from .kernels.pit_sparse_flash_attention_v2 import pit_sparse_flash_attention_forward from .kernels.block_sparse_flash_attention import block_sparse_flash_attention_forward +from .kernels.pit_sparse_flash_attention_v2 import pit_sparse_flash_attention_forward +from .kernels.streaming_kernel import streaming_forward +from .minference_configuration import MInferenceConfig +from .models_patch import MInference +from .patch import ( + minference_patch, + minference_patch_with_snapkv, + minference_path_wo_cache, + patch_hf, +) +from .version import VERSION as __version__ __all__ = [ - "MInference", "minference_patch", "minference_path_wo_cache", "minference_patch_with_snapkv", "patch_hf", - "pit_sparse_flash_attention_forward", "block_sparse_flash_attention_forward", "streaming_forward", + "MInference", "MInferenceConfig", + "minference_patch", + "minference_path_wo_cache", + "minference_patch_with_snapkv", + "patch_hf", + "pit_sparse_flash_attention_forward", + "block_sparse_flash_attention_forward", + "streaming_forward", ] diff --git a/minference/configs/Llama_3_8B_Instruct_262k_kv_out_v32_fit_o_best_pattern.json b/minference/configs/Llama_3_8B_Instruct_262k_kv_out_v32_fit_o_best_pattern.json new file mode 100644 index 0000000..ce60f95 --- /dev/null +++ b/minference/configs/Llama_3_8B_Instruct_262k_kv_out_v32_fit_o_best_pattern.json @@ -0,0 +1 @@ +[{"0": ["vertical_and_slash", 1000, 6096, 336], "1": ["vertical_and_slash", 1000, 6096, 26473], "2": ["vertical_and_slash", 1000, 6096, 0], "3": ["vertical_and_slash", 1000, 6096, 26958], "4": ["vertical_and_slash", 1000, 6096, 18905], "5": ["vertical_and_slash", 1000, 6096, 27990], "6": ["vertical_and_slash", 1000, 6096, 15162], "7": ["vertical_and_slash", 1000, 6096, 10529], "8": ["vertical_and_slash", 1000, 6096, 2], "9": ["vertical_and_slash", 1000, 6096, 828], "10": ["vertical_and_slash", 1000, 6096, 11405], "11": ["vertical_and_slash", 1000, 6096, 0], "12": ["vertical_and_slash", 1000, 6096, 55], "13": ["vertical_and_slash", 1000, 6096, 1], "14": ["vertical_and_slash", 1000, 6096, 0], "15": ["vertical_and_slash", 1000, 6096, 7021], "16": ["vertical_and_slash", 30, 800, 185169], "17": ["vertical_and_slash", 30, 800, 72929], "18": ["vertical_and_slash", 30, 800, 460008], "19": ["vertical_and_slash", 1000, 6096, 0], "20": ["vertical_and_slash", 1000, 6096, 71729], "21": ["vertical_and_slash", 1000, 6096, 52], "22": ["vertical_and_slash", 1000, 6096, 636], "23": ["vertical_and_slash", 1000, 6096, 75020], "24": ["vertical_and_slash", 1000, 6096, 23545], "25": ["vertical_and_slash", 1000, 6096, 90256], "26": ["vertical_and_slash", 1000, 6096, 45294], "27": ["vertical_and_slash", 1000, 6096, 32617], "28": ["vertical_and_slash", 3500, 100, 4777248], "29": ["vertical_and_slash", 3500, 100, 3996], "30": ["vertical_and_slash", 3500, 100, 590252], "31": ["vertical_and_slash", 3500, 100, 0]}, {"0": ["vertical_and_slash", 30, 800, 11048], "1": ["vertical_and_slash", 30, 800, 99768], "2": ["vertical_and_slash", 1000, 6096, 1393328], "3": ["vertical_and_slash", 30, 800, 97570], "4": ["vertical_and_slash", 30, 800, 9], "5": ["vertical_and_slash", 30, 800, 18], "6": ["vertical_and_slash", 30, 800, 216277], "7": ["vertical_and_slash", 30, 800, 148491], "8": ["vertical_and_slash", 100, 800, 543785], "9": ["vertical_and_slash", 1000, 6096, 2343829], "10": ["vertical_and_slash", 100, 800, 251542], "11": ["vertical_and_slash", 30, 800, 1064367], "12": ["vertical_and_slash", 1000, 6096, 6092], "13": ["vertical_and_slash", 30, 800, 12654], "14": ["vertical_and_slash", 1000, 6096, 0], "15": ["vertical_and_slash", 1000, 6096, 101], "16": ["vertical_and_slash", 30, 800, 21873], "17": ["vertical_and_slash", 30, 800, 107039], "18": ["vertical_and_slash", 30, 800, 9011], "19": ["vertical_and_slash", 30, 800, 445736], "20": ["vertical_and_slash", 30, 800, 1906], "21": ["vertical_and_slash", 30, 800, 3058], "22": ["vertical_and_slash", 1000, 6096, 430742], "23": ["vertical_and_slash", 1000, 6096, 181839], "24": ["vertical_and_slash", 30, 800, 125666], "25": ["vertical_and_slash", 30, 800, 704271], "26": ["vertical_and_slash", 30, 800, 14405], "27": ["vertical_and_slash", 30, 800, 70563], "28": ["vertical_and_slash", 1000, 6096, 38630], "29": ["vertical_and_slash", 1000, 6096, 68041], "30": ["vertical_and_slash", 30, 800, 6942], "31": ["vertical_and_slash", 1000, 6096, 35430]}, {"0": ["vertical_and_slash", 30, 800, 2720], "1": ["vertical_and_slash", 1000, 6096, 3045], "2": ["vertical_and_slash", 30, 800, 785], "3": ["vertical_and_slash", 1000, 6096, 14146], "4": ["vertical_and_slash", 100, 800, 315229], "5": ["vertical_and_slash", 1000, 6096, 195280], "6": ["vertical_and_slash", 1000, 6096, 1640055], "7": ["vertical_and_slash", 30, 800, 21026], "8": ["vertical_and_slash", 30, 800, 1082], "9": ["vertical_and_slash", 30, 800, 1851], "10": ["vertical_and_slash", 100, 800, 97766], "11": ["vertical_and_slash", 30, 800, 14401], "12": ["vertical_and_slash", 100, 800, 55741], "13": ["vertical_and_slash", 30, 800, 100674], "14": ["vertical_and_slash", 100, 800, 5597503], "15": ["vertical_and_slash", 1000, 6096, 437796], "16": ["vertical_and_slash", 30, 800, 9647], "17": ["vertical_and_slash", 30, 800, 4590], "18": ["vertical_and_slash", 30, 800, 73], "19": ["vertical_and_slash", 1000, 6096, 823400], "20": ["vertical_and_slash", 1000, 6096, 464893], "21": ["vertical_and_slash", 1000, 6096, 406520], "22": ["vertical_and_slash", 1000, 6096, 49477], "23": ["vertical_and_slash", 30, 800, 25445], "24": ["vertical_and_slash", 30, 800, 172935], "25": ["vertical_and_slash", 30, 800, 125813], "26": ["vertical_and_slash", 30, 800, 35964], "27": ["vertical_and_slash", 30, 800, 64113], "28": ["vertical_and_slash", 30, 800, 8780], "29": ["vertical_and_slash", 30, 800, 7883], "30": ["vertical_and_slash", 30, 800, 3944], "31": ["vertical_and_slash", 30, 800, 1049]}, {"0": ["vertical_and_slash", 1000, 6096, 119045], "1": ["vertical_and_slash", 1000, 6096, 21633], "2": ["vertical_and_slash", 1000, 6096, 54], "3": ["vertical_and_slash", 1000, 6096, 756], "4": ["vertical_and_slash", 30, 800, 1524], "5": ["vertical_and_slash", 30, 800, 7576], "6": ["vertical_and_slash", 30, 800, 212024], "7": ["vertical_and_slash", 30, 800, 106253], "8": ["vertical_and_slash", 30, 800, 4801], "9": ["vertical_and_slash", 30, 800, 311445], "10": ["vertical_and_slash", 30, 800, 31540], "11": ["vertical_and_slash", 30, 800, 7706], "12": ["vertical_and_slash", 1000, 6096, 397], "13": ["vertical_and_slash", 1000, 6096, 40], "14": ["vertical_and_slash", 100, 800, 181], "15": ["vertical_and_slash", 1000, 6096, 15], "16": ["vertical_and_slash", 30, 800, 424080], "17": ["vertical_and_slash", 30, 800, 66114], "18": ["vertical_and_slash", 30, 800, 132526], "19": ["vertical_and_slash", 30, 800, 1478993], "20": ["vertical_and_slash", 1000, 6096, 655153], "21": ["vertical_and_slash", 1000, 6096, 117322], "22": ["vertical_and_slash", 1000, 6096, 572237], "23": ["vertical_and_slash", 1000, 6096, 688623], "24": ["vertical_and_slash", 1000, 6096, 294], "25": ["vertical_and_slash", 1000, 6096, 5035], "26": ["vertical_and_slash", 30, 800, 3874], "27": ["vertical_and_slash", 1000, 6096, 618117], "28": ["vertical_and_slash", 30, 800, 545357], "29": ["vertical_and_slash", 30, 800, 1746675], "30": ["vertical_and_slash", 30, 800, 612225], "31": ["vertical_and_slash", 100, 800, 232415]}, {"0": ["vertical_and_slash", 100, 800, 5379826], "1": ["vertical_and_slash", 100, 800, 4399425], "2": ["vertical_and_slash", 100, 800, 5842], "3": ["vertical_and_slash", 30, 800, 178263], "4": ["vertical_and_slash", 30, 800, 356], "5": ["vertical_and_slash", 30, 800, 2387916], "6": ["vertical_and_slash", 1000, 6096, 216595], "7": ["vertical_and_slash", 30, 800, 466], "8": ["vertical_and_slash", 1000, 6096, 832044], "9": ["vertical_and_slash", 1000, 6096, 59709], "10": ["vertical_and_slash", 1000, 6096, 1194089], "11": ["vertical_and_slash", 1000, 6096, 356408], "12": ["vertical_and_slash", 30, 800, 30528], "13": ["vertical_and_slash", 30, 800, 22217], "14": ["vertical_and_slash", 30, 800, 9162], "15": ["vertical_and_slash", 100, 800, 1641325], "16": ["vertical_and_slash", 1000, 6096, 489936], "17": ["vertical_and_slash", 30, 800, 58107], "18": ["vertical_and_slash", 1000, 6096, 8539], "19": ["vertical_and_slash", 1000, 6096, 508038], "20": ["vertical_and_slash", 100, 800, 2632857], "21": ["vertical_and_slash", 1000, 6096, 79517], "22": ["vertical_and_slash", 30, 800, 330362], "23": ["vertical_and_slash", 1000, 6096, 85961], "24": ["vertical_and_slash", 30, 800, 23942], "25": ["vertical_and_slash", 30, 800, 75337], "26": ["vertical_and_slash", 30, 800, 3544417], "27": ["vertical_and_slash", 30, 800, 146427], "28": ["vertical_and_slash", 1000, 6096, 10561], "29": ["vertical_and_slash", 100, 800, 8759352], "30": ["vertical_and_slash", 100, 800, 8425], "31": ["vertical_and_slash", 30, 800, 22]}, {"0": ["vertical_and_slash", 30, 800, 50473], "1": ["vertical_and_slash", 1000, 6096, 277369], "2": ["vertical_and_slash", 30, 800, 59349], "3": ["vertical_and_slash", 30, 800, 27256], "4": ["vertical_and_slash", 30, 800, 112822], "5": ["vertical_and_slash", 1000, 6096, 346887], "6": ["vertical_and_slash", 1000, 6096, 84774], "7": ["vertical_and_slash", 1000, 6096, 954773], "8": ["vertical_and_slash", 1000, 6096, 1210908], "9": ["vertical_and_slash", 1000, 6096, 1679398], "10": ["vertical_and_slash", 1000, 6096, 2474351], "11": ["vertical_and_slash", 1000, 6096, 80495], "12": ["vertical_and_slash", 30, 800, 56761], "13": ["vertical_and_slash", 30, 800, 27757], "14": ["vertical_and_slash", 30, 800, 8811], "15": ["vertical_and_slash", 30, 800, 31547], "16": ["vertical_and_slash", 100, 800, 93167], "17": ["vertical_and_slash", 1000, 6096, 1464896], "18": ["vertical_and_slash", 1000, 6096, 434459], "19": ["vertical_and_slash", 30, 800, 1654521], "20": ["vertical_and_slash", 1000, 6096, 414], "21": ["vertical_and_slash", 1000, 6096, 76207], "22": ["vertical_and_slash", 1000, 6096, 8583], "23": ["vertical_and_slash", 1000, 6096, 1471], "24": ["vertical_and_slash", 1000, 6096, 231656], "25": ["vertical_and_slash", 500, 700, 95889], "26": ["vertical_and_slash", 30, 800, 62035], "27": ["vertical_and_slash", 1000, 6096, 43859], "28": ["vertical_and_slash", 30, 800, 23458], "29": ["vertical_and_slash", 30, 800, 53092], "30": ["vertical_and_slash", 30, 800, 74240], "31": ["vertical_and_slash", 30, 800, 45214]}, {"0": ["vertical_and_slash", 30, 800, 507], "1": ["vertical_and_slash", 100, 800, 8490], "2": ["vertical_and_slash", 100, 800, 3952118], "3": ["vertical_and_slash", 100, 800, 2475164], "4": ["vertical_and_slash", 100, 800, 8038], "5": ["vertical_and_slash", 30, 800, 2620494], "6": ["vertical_and_slash", 1000, 6096, 57306], "7": ["vertical_and_slash", 30, 800, 18889], "8": ["vertical_and_slash", 30, 800, 14900], "9": ["vertical_and_slash", 30, 800, 310453], "10": ["vertical_and_slash", 30, 800, 5494], "11": ["vertical_and_slash", 30, 800, 16096], "12": ["vertical_and_slash", 30, 800, 45897], "13": ["vertical_and_slash", 30, 800, 120295], "14": ["vertical_and_slash", 30, 800, 1446587], "15": ["vertical_and_slash", 30, 800, 133562], "16": ["vertical_and_slash", 30, 800, 81561], "17": ["vertical_and_slash", 100, 800, 1091558], "18": ["vertical_and_slash", 30, 800, 1104027], "19": ["vertical_and_slash", 30, 800, 95228], "20": ["vertical_and_slash", 1000, 6096, 81766], "21": ["vertical_and_slash", 1000, 6096, 1604474], "22": ["vertical_and_slash", 30, 800, 1720847], "23": ["vertical_and_slash", 30, 800, 254367], "24": ["vertical_and_slash", 1000, 6096, 69837], "25": ["vertical_and_slash", 1000, 6096, 1346498], "26": ["vertical_and_slash", 1000, 6096, 251707], "27": ["vertical_and_slash", 1000, 6096, 21055], "28": ["vertical_and_slash", 100, 800, 1310349], "29": ["vertical_and_slash", 1000, 6096, 523], "30": ["vertical_and_slash", 100, 800, 5], "31": ["vertical_and_slash", 1000, 6096, 4114]}, {"0": ["vertical_and_slash", 30, 800, 2076100], "1": ["vertical_and_slash", 30, 800, 742482], "2": ["vertical_and_slash", 30, 800, 84396], "3": ["vertical_and_slash", 100, 800, 6621015], "4": ["vertical_and_slash", 30, 800, 269671], "5": ["vertical_and_slash", 30, 800, 142041], "6": ["vertical_and_slash", 1000, 6096, 2493869], "7": ["vertical_and_slash", 1000, 6096, 2460341], "8": ["vertical_and_slash", 30, 800, 352690], "9": ["vertical_and_slash", 30, 800, 134441], "10": ["vertical_and_slash", 1000, 6096, 112278], "11": ["vertical_and_slash", 30, 800, 62933], "12": ["vertical_and_slash", 30, 800, 150459], "13": ["vertical_and_slash", 1000, 6096, 120036], "14": ["vertical_and_slash", 100, 800, 433238], "15": ["vertical_and_slash", 100, 800, 2723047], "16": ["vertical_and_slash", 1000, 6096, 112925], "17": ["vertical_and_slash", 1000, 6096, 23380], "18": ["vertical_and_slash", 1000, 6096, 92620], "19": ["vertical_and_slash", 1000, 6096, 37993], "20": ["vertical_and_slash", 100, 800, 74928], "21": ["vertical_and_slash", 3500, 100, 14191655], "22": ["vertical_and_slash", 1000, 6096, 514675], "23": ["vertical_and_slash", 100, 800, 9577073], "24": ["vertical_and_slash", 100, 800, 531136], "25": ["vertical_and_slash", 1000, 6096, 30007], "26": ["vertical_and_slash", 1000, 6096, 170687], "27": ["vertical_and_slash", 30, 800, 540287], "28": ["vertical_and_slash", 30, 800, 1435852], "29": ["vertical_and_slash", 30, 800, 948060], "30": ["vertical_and_slash", 1000, 6096, 37219], "31": ["vertical_and_slash", 1000, 6096, 211641]}, {"0": ["vertical_and_slash", 1000, 6096, 582795], "1": ["vertical_and_slash", 1000, 6096, 6289238], "2": ["vertical_and_slash", 1000, 6096, 570805], "3": ["vertical_and_slash", 1000, 6096, 198493], "4": ["vertical_and_slash", 30, 800, 112215], "5": ["vertical_and_slash", 30, 800, 5387246], "6": ["vertical_and_slash", 30, 800, 754350], "7": ["vertical_and_slash", 1000, 6096, 164737], "8": ["vertical_and_slash", 1000, 6096, 8597099], "9": ["vertical_and_slash", 1000, 6096, 13891466], "10": ["vertical_and_slash", 100, 800, 12184646], "11": ["vertical_and_slash", 1000, 6096, 3397834], "12": ["vertical_and_slash", 1000, 6096, 274297], "13": ["vertical_and_slash", 30, 800, 505818], "14": ["vertical_and_slash", 1000, 6096, 382749], "15": ["vertical_and_slash", 1000, 6096, 53485], "16": ["vertical_and_slash", 1000, 6096, 63748], "17": ["vertical_and_slash", 1000, 6096, 743437], "18": ["vertical_and_slash", 1000, 6096, 884226], "19": ["vertical_and_slash", 1000, 6096, 32754], "20": ["vertical_and_slash", 30, 800, 154807], "21": ["vertical_and_slash", 30, 800, 515833], "22": ["vertical_and_slash", 30, 800, 379827], "23": ["vertical_and_slash", 30, 800, 5140670], "24": ["vertical_and_slash", 1000, 6096, 8857], "25": ["vertical_and_slash", 1000, 6096, 9739], "26": ["vertical_and_slash", 1000, 6096, 3362559], "27": ["vertical_and_slash", 1000, 6096, 3602170], "28": ["vertical_and_slash", 1000, 6096, 286758], "29": ["vertical_and_slash", 1000, 6096, 1091568], "30": ["vertical_and_slash", 1000, 6096, 464410], "31": ["vertical_and_slash", 1000, 6096, 9113238]}, {"0": ["vertical_and_slash", 1000, 6096, 4112309], "1": ["vertical_and_slash", 1000, 6096, 6237157], "2": ["vertical_and_slash", 1000, 6096, 12411496], "3": ["vertical_and_slash", 1000, 6096, 3333545], "4": ["vertical_and_slash", 1000, 6096, 1082199], "5": ["vertical_and_slash", 1000, 6096, 3624535], "6": ["vertical_and_slash", 1000, 6096, 85587], "7": ["vertical_and_slash", 1000, 6096, 5060732], "8": ["vertical_and_slash", 30, 800, 981020], "9": ["vertical_and_slash", 30, 800, 647089], "10": ["vertical_and_slash", 30, 800, 1168497], "11": ["vertical_and_slash", 30, 800, 241811], "12": ["vertical_and_slash", 1000, 6096, 14258787], "13": ["vertical_and_slash", 1000, 6096, 13881708], "14": ["vertical_and_slash", 100, 800, 9807781], "15": ["vertical_and_slash", 1000, 6096, 11824390], "16": ["vertical_and_slash", 1000, 6096, 382173], "17": ["vertical_and_slash", 1000, 6096, 682553], "18": ["vertical_and_slash", 1000, 6096, 228115], "19": ["vertical_and_slash", 1000, 6096, 730935], "20": ["vertical_and_slash", 1000, 6096, 10237660], "21": ["vertical_and_slash", 1000, 6096, 210229], "22": ["vertical_and_slash", 1000, 6096, 4883397], "23": ["vertical_and_slash", 1000, 6096, 569329], "24": ["vertical_and_slash", 100, 800, 4152], "25": ["vertical_and_slash", 1000, 6096, 235235], "26": ["vertical_and_slash", 100, 800, 22473], "27": ["vertical_and_slash", 3500, 100, 14276508], "28": ["vertical_and_slash", 1000, 6096, 2277550], "29": ["vertical_and_slash", 1000, 6096, 1821096], "30": ["vertical_and_slash", 30, 800, 1212061], "31": ["vertical_and_slash", 1000, 6096, 13192107]}, {"0": ["vertical_and_slash", 1000, 6096, 812453], "1": ["vertical_and_slash", 1000, 6096, 6634405], "2": ["vertical_and_slash", 1000, 6096, 6896128], "3": ["vertical_and_slash", 1000, 6096, 12539813], "4": ["vertical_and_slash", 1000, 6096, 90867], "5": ["vertical_and_slash", 1000, 6096, 592412], "6": ["vertical_and_slash", 1000, 6096, 1863965], "7": ["vertical_and_slash", 1000, 6096, 1412714], "8": ["vertical_and_slash", 100, 800, 4723238], "9": ["vertical_and_slash", 30, 800, 73268], "10": ["vertical_and_slash", 1000, 6096, 522198], "11": ["vertical_and_slash", 30, 800, 144456], "12": ["vertical_and_slash", 1000, 6096, 218571], "13": ["vertical_and_slash", 1000, 6096, 4766244], "14": ["vertical_and_slash", 1000, 6096, 519409], "15": ["vertical_and_slash", 100, 800, 257427], "16": ["vertical_and_slash", 30, 800, 913307], "17": ["vertical_and_slash", 1000, 6096, 272105], "18": ["vertical_and_slash", 1000, 6096, 10253560], "19": ["vertical_and_slash", 1000, 6096, 103219], "20": ["vertical_and_slash", 1000, 6096, 825917], "21": ["vertical_and_slash", 1000, 6096, 1573906], "22": ["vertical_and_slash", 1000, 6096, 1401963], "23": ["vertical_and_slash", 1000, 6096, 903562], "24": ["vertical_and_slash", 1000, 6096, 116448], "25": ["vertical_and_slash", 500, 700, 10497021], "26": ["vertical_and_slash", 1000, 6096, 1451038], "27": ["vertical_and_slash", 100, 800, 9129837], "28": ["vertical_and_slash", 1000, 6096, 6069558], "29": ["vertical_and_slash", 100, 800, 4906900], "30": ["vertical_and_slash", 100, 800, 1935350], "31": ["vertical_and_slash", 1000, 6096, 13438131]}, {"0": ["vertical_and_slash", 1000, 6096, 200475], "1": ["vertical_and_slash", 1000, 6096, 2525357], "2": ["vertical_and_slash", 1000, 6096, 1581552], "3": ["vertical_and_slash", 1000, 6096, 1585962], "4": ["vertical_and_slash", 100, 800, 2468769], "5": ["vertical_and_slash", 1000, 6096, 2284149], "6": ["vertical_and_slash", 1000, 6096, 3954975], "7": ["vertical_and_slash", 1000, 6096, 12242517], "8": ["vertical_and_slash", 1000, 6096, 407981], "9": ["vertical_and_slash", 1000, 6096, 387918], "10": ["vertical_and_slash", 30, 800, 494970], "11": ["vertical_and_slash", 1000, 6096, 237593], "12": ["vertical_and_slash", 1000, 6096, 13227100], "13": ["vertical_and_slash", 1000, 6096, 7150283], "14": ["vertical_and_slash", 1000, 6096, 1460829], "15": ["vertical_and_slash", 1000, 6096, 5830515], "16": ["vertical_and_slash", 30, 800, 321990], "17": ["vertical_and_slash", 500, 700, 412885], "18": ["vertical_and_slash", 30, 800, 7754087], "19": ["vertical_and_slash", 30, 800, 593222], "20": ["vertical_and_slash", 1000, 6096, 9430066], "21": ["vertical_and_slash", 1000, 6096, 11445545], "22": ["vertical_and_slash", 1000, 6096, 10096832], "23": ["vertical_and_slash", 1000, 6096, 11108827], "24": ["vertical_and_slash", 1000, 6096, 2040566], "25": ["vertical_and_slash", 1000, 6096, 1293645], "26": ["vertical_and_slash", 1000, 6096, 1681146], "27": ["vertical_and_slash", 1000, 6096, 1621078], "28": ["vertical_and_slash", 3500, 100, 14482863], "29": ["vertical_and_slash", 3500, 100, 14306340], "30": ["vertical_and_slash", 3500, 100, 14736032], "31": ["vertical_and_slash", 30, 800, 59474]}, {"0": ["vertical_and_slash", 30, 800, 2015977], "1": ["vertical_and_slash", 1000, 6096, 1851908], "2": ["vertical_and_slash", 500, 700, 3019045], "3": ["vertical_and_slash", 30, 800, 2275137], "4": ["vertical_and_slash", 1000, 6096, 111007], "5": ["vertical_and_slash", 1000, 6096, 74876], "6": ["vertical_and_slash", 1000, 6096, 291657], "7": ["vertical_and_slash", 1000, 6096, 72059], "8": ["vertical_and_slash", 100, 800, 4966732], "9": ["vertical_and_slash", 30, 800, 1227926], "10": ["vertical_and_slash", 1000, 6096, 817635], "11": ["vertical_and_slash", 100, 800, 1996081], "12": ["vertical_and_slash", 30, 800, 320794], "13": ["vertical_and_slash", 30, 800, 641018], "14": ["vertical_and_slash", 1000, 6096, 784584], "15": ["vertical_and_slash", 500, 700, 615730], "16": ["vertical_and_slash", 30, 800, 130637], "17": ["vertical_and_slash", 500, 700, 237719], "18": ["vertical_and_slash", 30, 800, 484009], "19": ["vertical_and_slash", 30, 800, 71667], "20": ["vertical_and_slash", 30, 800, 6034932], "21": ["vertical_and_slash", 30, 800, 279606], "22": ["vertical_and_slash", 30, 800, 273046], "23": ["vertical_and_slash", 500, 700, 5343396], "24": ["vertical_and_slash", 30, 800, 424419], "25": ["vertical_and_slash", 30, 800, 268585], "26": ["vertical_and_slash", 500, 700, 469509], "27": ["vertical_and_slash", 30, 800, 1150183], "28": ["vertical_and_slash", 30, 800, 567665], "29": ["vertical_and_slash", 30, 800, 689969], "30": ["vertical_and_slash", 30, 800, 3124447], "31": ["vertical_and_slash", 500, 700, 1311816]}, {"0": ["vertical_and_slash", 1000, 6096, 13054849], "1": ["vertical_and_slash", 1000, 6096, 11676492], "2": ["vertical_and_slash", 1000, 6096, 13662962], "3": ["vertical_and_slash", 1000, 6096, 13009510], "4": ["vertical_and_slash", 1000, 6096, 13228770], "5": ["vertical_and_slash", 1000, 6096, 13738897], "6": ["vertical_and_slash", 1000, 6096, 4327684], "7": ["vertical_and_slash", 100, 800, 1780647], "8": ["vertical_and_slash", 1000, 6096, 12984525], "9": ["vertical_and_slash", 1000, 6096, 10106452], "10": ["vertical_and_slash", 1000, 6096, 13121645], "11": ["vertical_and_slash", 1000, 6096, 7143877], "12": ["vertical_and_slash", 1000, 6096, 1302273], "13": ["vertical_and_slash", 1000, 6096, 12189960], "14": ["vertical_and_slash", 1000, 6096, 10369892], "15": ["vertical_and_slash", 1000, 6096, 6251432], "16": ["vertical_and_slash", 1000, 6096, 13767358], "17": ["vertical_and_slash", 1000, 6096, 14264179], "18": ["vertical_and_slash", 1000, 6096, 14027354], "19": ["vertical_and_slash", 1000, 6096, 12810299], "20": ["vertical_and_slash", 1000, 6096, 11500719], "21": ["vertical_and_slash", 1000, 6096, 8729013], "22": ["vertical_and_slash", 100, 800, 1386474], "23": ["vertical_and_slash", 1000, 6096, 8809015], "24": ["vertical_and_slash", 30, 800, 1192385], "25": ["vertical_and_slash", 100, 800, 6597145], "26": ["vertical_and_slash", 100, 800, 11801029], "27": ["vertical_and_slash", 1000, 6096, 981847], "28": ["vertical_and_slash", 1000, 6096, 3790181], "29": ["vertical_and_slash", 30, 800, 1641474], "30": ["vertical_and_slash", 1000, 6096, 4214917], "31": ["vertical_and_slash", 1000, 6096, 3423871]}, {"0": ["vertical_and_slash", 1000, 6096, 7281028], "1": ["vertical_and_slash", 1000, 6096, 6327889], "2": ["vertical_and_slash", 1000, 6096, 5161807], "3": ["vertical_and_slash", 1000, 6096, 6944365], "4": ["vertical_and_slash", 1000, 6096, 10798408], "5": ["vertical_and_slash", 1000, 6096, 11848526], "6": ["vertical_and_slash", 1000, 6096, 5023703], "7": ["vertical_and_slash", 1000, 6096, 6869756], "8": ["vertical_and_slash", 30, 800, 2070673], "9": ["vertical_and_slash", 30, 800, 2108039], "10": ["vertical_and_slash", 30, 800, 2478923], "11": ["vertical_and_slash", 30, 800, 1062019], "12": ["vertical_and_slash", 1000, 6096, 10483422], "13": ["vertical_and_slash", 1000, 6096, 13220734], "14": ["vertical_and_slash", 1000, 6096, 10864461], "15": ["vertical_and_slash", 1000, 6096, 10380263], "16": ["vertical_and_slash", 1000, 6096, 12606664], "17": ["vertical_and_slash", 1000, 6096, 12755695], "18": ["vertical_and_slash", 1000, 6096, 14481440], "19": ["vertical_and_slash", 1000, 6096, 12125755], "20": ["vertical_and_slash", 1000, 6096, 13727938], "21": ["vertical_and_slash", 100, 800, 9986525], "22": ["vertical_and_slash", 1000, 6096, 13802294], "23": ["vertical_and_slash", 1000, 6096, 8589854], "24": ["vertical_and_slash", 1000, 6096, 8696624], "25": ["vertical_and_slash", 1000, 6096, 6711141], "26": ["vertical_and_slash", 30, 800, 11407], "27": ["vertical_and_slash", 1000, 6096, 10286733], "28": ["vertical_and_slash", 100, 800, 14346519], "29": ["vertical_and_slash", 3500, 100, 14822370], "30": ["vertical_and_slash", 1000, 6096, 13996996], "31": ["vertical_and_slash", 3500, 100, 13837843]}, {"0": ["vertical_and_slash", 30, 800, 187826], "1": ["vertical_and_slash", 1000, 6096, 319682], "2": ["vertical_and_slash", 1000, 6096, 717971], "3": ["vertical_and_slash", 1000, 6096, 12248225], "4": ["vertical_and_slash", 30, 800, 2311494], "5": ["vertical_and_slash", 1000, 6096, 354949], "6": ["vertical_and_slash", 30, 800, 2723442], "7": ["vertical_and_slash", 30, 800, 217627], "8": ["vertical_and_slash", 500, 700, 1800505], "9": ["vertical_and_slash", 30, 800, 5395314], "10": ["vertical_and_slash", 30, 800, 10715415], "11": ["vertical_and_slash", 100, 800, 13267898], "12": ["vertical_and_slash", 30, 800, 282819], "13": ["vertical_and_slash", 1000, 6096, 8417130], "14": ["vertical_and_slash", 1000, 6096, 5380564], "15": ["vertical_and_slash", 1000, 6096, 9802765], "16": ["vertical_and_slash", 1000, 6096, 385044], "17": ["vertical_and_slash", 1000, 6096, 2048601], "18": ["vertical_and_slash", 1000, 6096, 2798283], "19": ["vertical_and_slash", 100, 800, 11985153], "20": ["vertical_and_slash", 1000, 6096, 9560488], "21": ["vertical_and_slash", 1000, 6096, 8719957], "22": ["vertical_and_slash", 1000, 6096, 10883722], "23": ["vertical_and_slash", 1000, 6096, 11184293], "24": ["vertical_and_slash", 1000, 6096, 5049287], "25": ["vertical_and_slash", 1000, 6096, 6119952], "26": ["vertical_and_slash", 1000, 6096, 11948638], "27": ["vertical_and_slash", 1000, 6096, 4654529], "28": ["vertical_and_slash", 1000, 6096, 269543], "29": ["vertical_and_slash", 1000, 6096, 1183543], "30": ["vertical_and_slash", 1000, 6096, 4018748], "31": ["vertical_and_slash", 30, 800, 208750]}, {"0": ["vertical_and_slash", 3500, 100, 14712977], "1": ["vertical_and_slash", 1000, 6096, 7977346], "2": ["vertical_and_slash", 100, 800, 12022826], "3": ["vertical_and_slash", 100, 800, 7525648], "4": ["vertical_and_slash", 500, 700, 627445], "5": ["vertical_and_slash", 1000, 6096, 1067661], "6": ["vertical_and_slash", 500, 700, 199111], "7": ["vertical_and_slash", 100, 800, 1462908], "8": ["vertical_and_slash", 1000, 6096, 12608289], "9": ["vertical_and_slash", 1000, 6096, 3815760], "10": ["vertical_and_slash", 100, 800, 5050623], "11": ["vertical_and_slash", 3500, 100, 6790875], "12": ["vertical_and_slash", 30, 800, 284918], "13": ["vertical_and_slash", 500, 700, 277887], "14": ["vertical_and_slash", 500, 700, 236664], "15": ["vertical_and_slash", 30, 800, 3582148], "16": ["vertical_and_slash", 100, 800, 13373963], "17": ["vertical_and_slash", 100, 800, 682950], "18": ["vertical_and_slash", 1000, 6096, 7136486], "19": ["vertical_and_slash", 1000, 6096, 13769505], "20": ["vertical_and_slash", 1000, 6096, 9883913], "21": ["vertical_and_slash", 1000, 6096, 10833503], "22": ["vertical_and_slash", 30, 800, 62940], "23": ["vertical_and_slash", 1000, 6096, 4652762], "24": ["vertical_and_slash", 1000, 6096, 5480379], "25": ["vertical_and_slash", 3500, 100, 14131887], "26": ["vertical_and_slash", 100, 800, 9221283], "27": ["vertical_and_slash", 1000, 6096, 4197162], "28": ["vertical_and_slash", 30, 800, 4438611], "29": ["vertical_and_slash", 30, 800, 354648], "30": ["vertical_and_slash", 30, 800, 7285775], "31": ["vertical_and_slash", 30, 800, 4392079]}, {"0": ["vertical_and_slash", 1000, 6096, 2131686], "1": ["vertical_and_slash", 1000, 6096, 3609919], "2": ["vertical_and_slash", 1000, 6096, 899481], "3": ["vertical_and_slash", 100, 800, 3219776], "4": ["vertical_and_slash", 3500, 100, 11460535], "5": ["vertical_and_slash", 1000, 6096, 154336], "6": ["vertical_and_slash", 3500, 100, 14438950], "7": ["vertical_and_slash", 100, 800, 6652113], "8": ["vertical_and_slash", 100, 800, 9133667], "9": ["vertical_and_slash", 100, 800, 8048731], "10": ["vertical_and_slash", 1000, 6096, 528931], "11": ["vertical_and_slash", 30, 800, 2635938], "12": ["vertical_and_slash", 30, 800, 8546455], "13": ["vertical_and_slash", 500, 700, 7229697], "14": ["vertical_and_slash", 1000, 6096, 32195], "15": ["vertical_and_slash", 1000, 6096, 230534], "16": ["vertical_and_slash", 100, 800, 2475909], "17": ["vertical_and_slash", 30, 800, 2484470], "18": ["vertical_and_slash", 100, 800, 8168145], "19": ["vertical_and_slash", 3500, 100, 6348588], "20": ["vertical_and_slash", 500, 700, 290337], "21": ["vertical_and_slash", 3500, 100, 12830116], "22": ["vertical_and_slash", 100, 800, 11406972], "23": ["vertical_and_slash", 1000, 6096, 9663426], "24": ["vertical_and_slash", 3500, 100, 14333500], "25": ["vertical_and_slash", 3500, 100, 14787732], "26": ["vertical_and_slash", 1000, 6096, 13209856], "27": ["vertical_and_slash", 100, 800, 14623240], "28": ["vertical_and_slash", 1000, 6096, 6321698], "29": ["vertical_and_slash", 1000, 6096, 10324255], "30": ["vertical_and_slash", 100, 800, 1338], "31": ["vertical_and_slash", 1000, 6096, 5182275]}, {"0": ["vertical_and_slash", 100, 800, 2653574], "1": ["vertical_and_slash", 1000, 6096, 156404], "2": ["vertical_and_slash", 1000, 6096, 3288754], "3": ["vertical_and_slash", 1000, 6096, 597358], "4": ["vertical_and_slash", 1000, 6096, 13162000], "5": ["vertical_and_slash", 100, 800, 3304599], "6": ["vertical_and_slash", 100, 800, 2334228], "7": ["vertical_and_slash", 30, 800, 151547], "8": ["vertical_and_slash", 1000, 6096, 8084555], "9": ["vertical_and_slash", 1000, 6096, 6986695], "10": ["vertical_and_slash", 30, 800, 1349542], "11": ["vertical_and_slash", 1000, 6096, 62139], "12": ["vertical_and_slash", 500, 700, 586215], "13": ["vertical_and_slash", 30, 800, 3339401], "14": ["vertical_and_slash", 500, 700, 9080591], "15": ["vertical_and_slash", 100, 800, 1860621], "16": ["vertical_and_slash", 1000, 6096, 11577402], "17": ["vertical_and_slash", 1000, 6096, 6483036], "18": ["vertical_and_slash", 1000, 6096, 10223119], "19": ["vertical_and_slash", 1000, 6096, 2516899], "20": ["vertical_and_slash", 100, 800, 14689692], "21": ["vertical_and_slash", 1000, 6096, 9574317], "22": ["vertical_and_slash", 1000, 6096, 14315469], "23": ["vertical_and_slash", 1000, 6096, 11084722], "24": ["vertical_and_slash", 30, 800, 5714332], "25": ["vertical_and_slash", 30, 800, 440501], "26": ["vertical_and_slash", 30, 800, 135011], "27": ["vertical_and_slash", 100, 800, 1143711], "28": ["vertical_and_slash", 1000, 6096, 10833817], "29": ["vertical_and_slash", 100, 800, 9389405], "30": ["vertical_and_slash", 1000, 6096, 7182171], "31": ["vertical_and_slash", 1000, 6096, 3116752]}, {"0": ["vertical_and_slash", 1000, 6096, 2272762], "1": ["vertical_and_slash", 100, 800, 9251901], "2": ["vertical_and_slash", 1000, 6096, 3172792], "3": ["vertical_and_slash", 1000, 6096, 11166637], "4": ["vertical_and_slash", 1000, 6096, 267179], "5": ["vertical_and_slash", 100, 800, 1956945], "6": ["vertical_and_slash", 1000, 6096, 431457], "7": ["vertical_and_slash", 100, 800, 215074], "8": ["vertical_and_slash", 30, 800, 160167], "9": ["vertical_and_slash", 1000, 6096, 13251530], "10": ["vertical_and_slash", 100, 800, 1045212], "11": ["vertical_and_slash", 1000, 6096, 7767754], "12": ["vertical_and_slash", 100, 800, 8430862], "13": ["vertical_and_slash", 100, 800, 12275346], "14": ["vertical_and_slash", 1000, 6096, 12967454], "15": ["vertical_and_slash", 1000, 6096, 776792], "16": ["vertical_and_slash", 30, 800, 4940981], "17": ["vertical_and_slash", 1000, 6096, 4687476], "18": ["vertical_and_slash", 30, 800, 3396568], "19": ["vertical_and_slash", 1000, 6096, 6330177], "20": ["vertical_and_slash", 100, 800, 10772100], "21": ["vertical_and_slash", 1000, 6096, 431927], "22": ["vertical_and_slash", 100, 800, 5368777], "23": ["vertical_and_slash", 100, 800, 11971880], "24": ["vertical_and_slash", 1000, 6096, 3355141], "25": ["vertical_and_slash", 30, 800, 7775685], "26": ["vertical_and_slash", 1000, 6096, 17862], "27": ["vertical_and_slash", 1000, 6096, 2368170], "28": ["vertical_and_slash", 1000, 6096, 887652], "29": ["vertical_and_slash", 1000, 6096, 342019], "30": ["vertical_and_slash", 1000, 6096, 2031], "31": ["vertical_and_slash", 100, 800, 851845]}, {"0": ["vertical_and_slash", 1000, 6096, 9577296], "1": ["vertical_and_slash", 1000, 6096, 6130994], "2": ["vertical_and_slash", 1000, 6096, 932158], "3": ["vertical_and_slash", 1000, 6096, 6193523], "4": ["vertical_and_slash", 30, 800, 4212495], "5": ["vertical_and_slash", 1000, 6096, 82539], "6": ["vertical_and_slash", 1000, 6096, 2033854], "7": ["vertical_and_slash", 100, 800, 973812], "8": ["vertical_and_slash", 1000, 6096, 96691], "9": ["vertical_and_slash", 1000, 6096, 7346123], "10": ["vertical_and_slash", 1000, 6096, 3425225], "11": ["vertical_and_slash", 1000, 6096, 5656378], "12": ["vertical_and_slash", 1000, 6096, 13585373], "13": ["vertical_and_slash", 3500, 100, 12228455], "14": ["vertical_and_slash", 100, 800, 14994473], "15": ["vertical_and_slash", 1000, 6096, 12825284], "16": ["vertical_and_slash", 1000, 6096, 8256], "17": ["vertical_and_slash", 1000, 6096, 287798], "18": ["vertical_and_slash", 1000, 6096, 3485339], "19": ["vertical_and_slash", 1000, 6096, 4049013], "20": ["vertical_and_slash", 1000, 6096, 10172329], "21": ["vertical_and_slash", 100, 800, 70376], "22": ["vertical_and_slash", 500, 700, 624964], "23": ["vertical_and_slash", 1000, 6096, 7478718], "24": ["vertical_and_slash", 1000, 6096, 11234418], "25": ["vertical_and_slash", 100, 800, 12774404], "26": ["vertical_and_slash", 1000, 6096, 10820183], "27": ["vertical_and_slash", 1000, 6096, 8669939], "28": ["vertical_and_slash", 100, 800, 46], "29": ["vertical_and_slash", 30, 800, 2478], "30": ["vertical_and_slash", 1000, 6096, 343890], "31": ["vertical_and_slash", 1000, 6096, 485618]}, {"0": ["vertical_and_slash", 1000, 6096, 2552], "1": ["vertical_and_slash", 1000, 6096, 3940587], "2": ["vertical_and_slash", 1000, 6096, 2070936], "3": ["vertical_and_slash", 1000, 6096, 232875], "4": ["vertical_and_slash", 30, 800, 751140], "5": ["vertical_and_slash", 100, 800, 231769], "6": ["vertical_and_slash", 30, 800, 2274515], "7": ["vertical_and_slash", 30, 800, 989564], "8": ["vertical_and_slash", 3500, 100, 14768346], "9": ["vertical_and_slash", 30, 800, 1208594], "10": ["vertical_and_slash", 30, 800, 1770328], "11": ["vertical_and_slash", 1000, 6096, 8752930], "12": ["vertical_and_slash", 3500, 100, 46312], "13": ["vertical_and_slash", 100, 800, 289542], "14": ["vertical_and_slash", 3500, 100, 306397], "15": ["vertical_and_slash", 3500, 100, 56350], "16": ["vertical_and_slash", 100, 800, 356204], "17": ["vertical_and_slash", 3500, 100, 1500240], "18": ["vertical_and_slash", 1000, 6096, 150152], "19": ["vertical_and_slash", 100, 800, 101799], "20": ["vertical_and_slash", 1000, 6096, 299393], "21": ["vertical_and_slash", 1000, 6096, 8627429], "22": ["vertical_and_slash", 1000, 6096, 3529325], "23": ["vertical_and_slash", 1000, 6096, 1448873], "24": ["vertical_and_slash", 1000, 6096, 1712901], "25": ["vertical_and_slash", 500, 700, 4048433], "26": ["vertical_and_slash", 1000, 6096, 3837844], "27": ["vertical_and_slash", 1000, 6096, 5399791], "28": ["vertical_and_slash", 1000, 6096, 5525857], "29": ["vertical_and_slash", 1000, 6096, 4847570], "30": ["vertical_and_slash", 1000, 6096, 7521944], "31": ["vertical_and_slash", 1000, 6096, 6944849]}, {"0": ["vertical_and_slash", 3500, 100, 12061195], "1": ["vertical_and_slash", 3500, 100, 13821114], "2": ["vertical_and_slash", 1000, 6096, 11831232], "3": ["vertical_and_slash", 1000, 6096, 1990608], "4": ["vertical_and_slash", 1000, 6096, 1126789], "5": ["vertical_and_slash", 1000, 6096, 164058], "6": ["vertical_and_slash", 1000, 6096, 1546250], "7": ["vertical_and_slash", 3500, 100, 3197616], "8": ["vertical_and_slash", 1000, 6096, 4347461], "9": ["vertical_and_slash", 100, 800, 6182587], "10": ["vertical_and_slash", 100, 800, 344594], "11": ["vertical_and_slash", 100, 800, 4476113], "12": ["vertical_and_slash", 1000, 6096, 13461002], "13": ["vertical_and_slash", 1000, 6096, 10764088], "14": ["vertical_and_slash", 1000, 6096, 12256526], "15": ["vertical_and_slash", 1000, 6096, 13680456], "16": ["vertical_and_slash", 30, 800, 247807], "17": ["vertical_and_slash", 30, 800, 283870], "18": ["vertical_and_slash", 30, 800, 8225577], "19": ["vertical_and_slash", 30, 800, 448632], "20": ["vertical_and_slash", 1000, 6096, 4175564], "21": ["vertical_and_slash", 1000, 6096, 2726117], "22": ["vertical_and_slash", 1000, 6096, 310838], "23": ["vertical_and_slash", 1000, 6096, 204919], "24": ["vertical_and_slash", 30, 800, 875524], "25": ["vertical_and_slash", 30, 800, 1182277], "26": ["vertical_and_slash", 30, 800, 4252580], "27": ["vertical_and_slash", 100, 800, 728402], "28": ["vertical_and_slash", 1000, 6096, 12755775], "29": ["vertical_and_slash", 1000, 6096, 13455097], "30": ["vertical_and_slash", 100, 800, 10492805], "31": ["vertical_and_slash", 3500, 100, 11957996]}, {"0": ["vertical_and_slash", 500, 700, 386640], "1": ["vertical_and_slash", 100, 800, 819517], "2": ["vertical_and_slash", 30, 800, 1170984], "3": ["vertical_and_slash", 100, 800, 626489], "4": ["vertical_and_slash", 1000, 6096, 5856605], "5": ["vertical_and_slash", 1000, 6096, 12960788], "6": ["vertical_and_slash", 1000, 6096, 13042017], "7": ["vertical_and_slash", 1000, 6096, 12542120], "8": ["vertical_and_slash", 1000, 6096, 24167], "9": ["vertical_and_slash", 100, 800, 440430], "10": ["vertical_and_slash", 3500, 100, 748759], "11": ["vertical_and_slash", 1000, 6096, 4655], "12": ["vertical_and_slash", 1000, 6096, 10739360], "13": ["vertical_and_slash", 1000, 6096, 9336615], "14": ["vertical_and_slash", 3500, 100, 14305575], "15": ["vertical_and_slash", 3500, 100, 13833292], "16": ["vertical_and_slash", 30, 800, 3412], "17": ["vertical_and_slash", 500, 700, 16614], "18": ["vertical_and_slash", 1000, 6096, 839930], "19": ["vertical_and_slash", 500, 700, 77296], "20": ["vertical_and_slash", 1000, 6096, 11148082], "21": ["vertical_and_slash", 100, 800, 2483383], "22": ["vertical_and_slash", 3500, 100, 11902907], "23": ["vertical_and_slash", 100, 800, 2194], "24": ["vertical_and_slash", 1000, 6096, 4441496], "25": ["vertical_and_slash", 3500, 100, 10827107], "26": ["vertical_and_slash", 100, 800, 105753], "27": ["vertical_and_slash", 1000, 6096, 5261357], "28": ["vertical_and_slash", 30, 800, 61603], "29": ["vertical_and_slash", 30, 800, 108480], "30": ["vertical_and_slash", 30, 800, 30219], "31": ["vertical_and_slash", 30, 800, 31426]}, {"0": ["vertical_and_slash", 1000, 6096, 136760], "1": ["vertical_and_slash", 100, 800, 827733], "2": ["vertical_and_slash", 100, 800, 670059], "3": ["vertical_and_slash", 3500, 100, 502020], "4": ["vertical_and_slash", 100, 800, 469444], "5": ["vertical_and_slash", 100, 800, 162670], "6": ["vertical_and_slash", 1000, 6096, 22310], "7": ["vertical_and_slash", 1000, 6096, 465], "8": ["vertical_and_slash", 30, 800, 951054], "9": ["vertical_and_slash", 30, 800, 799102], "10": ["vertical_and_slash", 30, 800, 936020], "11": ["vertical_and_slash", 30, 800, 2027181], "12": ["vertical_and_slash", 3500, 100, 5986265], "13": ["vertical_and_slash", 500, 700, 3941412], "14": ["vertical_and_slash", 100, 800, 10557303], "15": ["vertical_and_slash", 100, 800, 1533916], "16": ["vertical_and_slash", 3500, 100, 11870953], "17": ["vertical_and_slash", 3500, 100, 12342581], "18": ["vertical_and_slash", 3500, 100, 12699180], "19": ["vertical_and_slash", 1000, 6096, 5138869], "20": ["vertical_and_slash", 1000, 6096, 12477033], "21": ["vertical_and_slash", 1000, 6096, 872144], "22": ["vertical_and_slash", 3500, 100, 13382501], "23": ["vertical_and_slash", 1000, 6096, 11531397], "24": ["vertical_and_slash", 1000, 6096, 13884364], "25": ["vertical_and_slash", 1000, 6096, 13611635], "26": ["vertical_and_slash", 1000, 6096, 13516676], "27": ["vertical_and_slash", 1000, 6096, 12560863], "28": ["vertical_and_slash", 500, 700, 3865996], "29": ["vertical_and_slash", 30, 800, 3343532], "30": ["vertical_and_slash", 30, 800, 179777], "31": ["vertical_and_slash", 3500, 100, 3863085]}, {"0": ["vertical_and_slash", 3500, 100, 6771823], "1": ["vertical_and_slash", 3500, 100, 10770780], "2": ["vertical_and_slash", 1000, 6096, 108476], "3": ["vertical_and_slash", 1000, 6096, 917033], "4": ["vertical_and_slash", 3500, 100, 9994951], "5": ["vertical_and_slash", 3500, 100, 13503132], "6": ["vertical_and_slash", 3500, 100, 11843766], "7": ["vertical_and_slash", 3500, 100, 10714999], "8": ["vertical_and_slash", 100, 800, 650037], "9": ["vertical_and_slash", 30, 800, 321924], "10": ["vertical_and_slash", 100, 800, 306681], "11": ["vertical_and_slash", 100, 800, 76181], "12": ["vertical_and_slash", 3500, 100, 12194592], "13": ["vertical_and_slash", 1000, 6096, 12635491], "14": ["vertical_and_slash", 3500, 100, 11953805], "15": ["vertical_and_slash", 3500, 100, 12355730], "16": ["vertical_and_slash", 100, 800, 614284], "17": ["vertical_and_slash", 100, 800, 512751], "18": ["vertical_and_slash", 3500, 100, 2679940], "19": ["vertical_and_slash", 100, 800, 1749683], "20": ["vertical_and_slash", 30, 800, 563622], "21": ["vertical_and_slash", 30, 800, 9985639], "22": ["vertical_and_slash", 30, 800, 1055029], "23": ["vertical_and_slash", 30, 800, 501782], "24": ["vertical_and_slash", 30, 800, 68229], "25": ["vertical_and_slash", 100, 800, 211743], "26": ["vertical_and_slash", 100, 800, 1690702], "27": ["vertical_and_slash", 30, 800, 2720080], "28": ["vertical_and_slash", 30, 800, 3884686], "29": ["vertical_and_slash", 30, 800, 3303748], "30": ["vertical_and_slash", 30, 800, 3335960], "31": ["vertical_and_slash", 30, 800, 2469116]}, {"0": ["vertical_and_slash", 1000, 6096, 726797], "1": ["vertical_and_slash", 100, 800, 5833160], "2": ["vertical_and_slash", 1000, 6096, 1766748], "3": ["vertical_and_slash", 1000, 6096, 6021028], "4": ["vertical_and_slash", 1000, 6096, 3120126], "5": ["vertical_and_slash", 30, 800, 3103142], "6": ["vertical_and_slash", 1000, 6096, 22974], "7": ["vertical_and_slash", 1000, 6096, 616209], "8": ["vertical_and_slash", 100, 800, 5571258], "9": ["vertical_and_slash", 30, 800, 2259315], "10": ["vertical_and_slash", 1000, 6096, 438342], "11": ["vertical_and_slash", 100, 800, 5557528], "12": ["vertical_and_slash", 3500, 100, 12954645], "13": ["vertical_and_slash", 1000, 6096, 12677660], "14": ["vertical_and_slash", 3500, 100, 13038925], "15": ["vertical_and_slash", 1000, 6096, 11239328], "16": ["vertical_and_slash", 3500, 100, 5247646], "17": ["vertical_and_slash", 500, 700, 384866], "18": ["vertical_and_slash", 1000, 6096, 655131], "19": ["vertical_and_slash", 3500, 100, 8826025], "20": ["vertical_and_slash", 100, 800, 4478606], "21": ["vertical_and_slash", 100, 800, 3881052], "22": ["vertical_and_slash", 100, 800, 6027887], "23": ["vertical_and_slash", 3500, 100, 8475077], "24": ["vertical_and_slash", 1000, 6096, 103633], "25": ["vertical_and_slash", 1000, 6096, 76484], "26": ["vertical_and_slash", 100, 800, 22432], "27": ["vertical_and_slash", 1000, 6096, 1313063], "28": ["vertical_and_slash", 1000, 6096, 6617078], "29": ["vertical_and_slash", 3500, 100, 12355842], "30": ["vertical_and_slash", 100, 800, 1401085], "31": ["vertical_and_slash", 3500, 100, 11350169]}, {"0": ["vertical_and_slash", 100, 800, 142456], "1": ["vertical_and_slash", 500, 700, 290481], "2": ["vertical_and_slash", 30, 800, 195338], "3": ["vertical_and_slash", 30, 800, 235375], "4": ["vertical_and_slash", 3500, 100, 13220328], "5": ["vertical_and_slash", 1000, 6096, 13040738], "6": ["vertical_and_slash", 3500, 100, 14847993], "7": ["vertical_and_slash", 1000, 6096, 12236451], "8": ["vertical_and_slash", 30, 800, 1360565], "9": ["vertical_and_slash", 30, 800, 115757], "10": ["vertical_and_slash", 30, 800, 806615], "11": ["vertical_and_slash", 30, 800, 5655605], "12": ["vertical_and_slash", 1000, 6096, 803465], "13": ["vertical_and_slash", 1000, 6096, 7601845], "14": ["vertical_and_slash", 30, 800, 8869563], "15": ["vertical_and_slash", 100, 800, 9177143], "16": ["vertical_and_slash", 1000, 6096, 612999], "17": ["vertical_and_slash", 100, 800, 2657352], "18": ["vertical_and_slash", 1000, 6096, 297015], "19": ["vertical_and_slash", 1000, 6096, 309571], "20": ["vertical_and_slash", 1000, 6096, 13160644], "21": ["vertical_and_slash", 1000, 6096, 14006964], "22": ["vertical_and_slash", 3500, 100, 14287913], "23": ["vertical_and_slash", 3500, 100, 14586379], "24": ["vertical_and_slash", 1000, 6096, 12023244], "25": ["vertical_and_slash", 30, 800, 12092108], "26": ["vertical_and_slash", 500, 700, 6005169], "27": ["vertical_and_slash", 500, 700, 9574963], "28": ["vertical_and_slash", 1000, 6096, 1696021], "29": ["vertical_and_slash", 30, 800, 1516298], "30": ["vertical_and_slash", 1000, 6096, 2303483], "31": ["vertical_and_slash", 1000, 6096, 903636]}, {"0": ["vertical_and_slash", 3500, 100, 7496361], "1": ["vertical_and_slash", 30, 800, 571560], "2": ["vertical_and_slash", 100, 800, 3025676], "3": ["vertical_and_slash", 30, 800, 5167076], "4": ["vertical_and_slash", 30, 800, 501453], "5": ["vertical_and_slash", 30, 800, 342659], "6": ["vertical_and_slash", 30, 800, 2561588], "7": ["vertical_and_slash", 30, 800, 869660], "8": ["vertical_and_slash", 100, 800, 10740412], "9": ["vertical_and_slash", 30, 800, 87115], "10": ["vertical_and_slash", 3500, 100, 9800623], "11": ["vertical_and_slash", 30, 800, 9191448], "12": ["vertical_and_slash", 1000, 6096, 289817], "13": ["vertical_and_slash", 3500, 100, 9009480], "14": ["vertical_and_slash", 1000, 6096, 1799625], "15": ["vertical_and_slash", 1000, 6096, 4984031], "16": ["vertical_and_slash", 3500, 100, 3381538], "17": ["vertical_and_slash", 100, 800, 11456778], "18": ["vertical_and_slash", 3500, 100, 14316760], "19": ["vertical_and_slash", 100, 800, 5228661], "20": ["vertical_and_slash", 3500, 100, 5831971], "21": ["vertical_and_slash", 500, 700, 10184028], "22": ["vertical_and_slash", 30, 800, 578221], "23": ["vertical_and_slash", 3500, 100, 6213253], "24": ["vertical_and_slash", 1000, 6096, 6146366], "25": ["vertical_and_slash", 1000, 6096, 1477166], "26": ["vertical_and_slash", 30, 800, 318810], "27": ["vertical_and_slash", 1000, 6096, 8654738], "28": ["vertical_and_slash", 500, 700, 3294065], "29": ["vertical_and_slash", 100, 800, 8531992], "30": ["vertical_and_slash", 100, 800, 2564233], "31": ["vertical_and_slash", 100, 800, 113957]}, {"0": ["vertical_and_slash", 100, 800, 530019], "1": ["vertical_and_slash", 100, 800, 647580], "2": ["vertical_and_slash", 30, 800, 4990437], "3": ["vertical_and_slash", 30, 800, 317415], "4": ["vertical_and_slash", 100, 800, 365956], "5": ["vertical_and_slash", 100, 800, 1689094], "6": ["vertical_and_slash", 100, 800, 454281], "7": ["vertical_and_slash", 30, 800, 266331], "8": ["vertical_and_slash", 3500, 100, 3603593], "9": ["vertical_and_slash", 100, 800, 14614370], "10": ["vertical_and_slash", 1000, 6096, 5361097], "11": ["vertical_and_slash", 100, 800, 14371859], "12": ["vertical_and_slash", 30, 800, 1232558], "13": ["vertical_and_slash", 30, 800, 546028], "14": ["vertical_and_slash", 30, 800, 853313], "15": ["vertical_and_slash", 30, 800, 194933], "16": ["vertical_and_slash", 3500, 100, 14304381], "17": ["vertical_and_slash", 1000, 6096, 815541], "18": ["vertical_and_slash", 100, 800, 5138518], "19": ["vertical_and_slash", 3500, 100, 9565094], "20": ["vertical_and_slash", 1000, 6096, 2035169], "21": ["vertical_and_slash", 1000, 6096, 3375423], "22": ["vertical_and_slash", 1000, 6096, 3777615], "23": ["vertical_and_slash", 1000, 6096, 12354929], "24": ["vertical_and_slash", 30, 800, 1763576], "25": ["vertical_and_slash", 30, 800, 3727796], "26": ["vertical_and_slash", 30, 800, 2744406], "27": ["vertical_and_slash", 30, 800, 1997757], "28": ["vertical_and_slash", 1000, 6096, 12257], "29": ["vertical_and_slash", 1000, 6096, 1169443], "30": ["vertical_and_slash", 3500, 100, 5723144], "31": ["vertical_and_slash", 3500, 100, 5420298]}, {"0": ["vertical_and_slash", 1000, 6096, 2447512], "1": ["vertical_and_slash", 3500, 100, 10860908], "2": ["vertical_and_slash", 100, 800, 9108572], "3": ["vertical_and_slash", 3500, 100, 11624453], "4": ["vertical_and_slash", 100, 800, 6925192], "5": ["vertical_and_slash", 100, 800, 9369879], "6": ["vertical_and_slash", 3500, 100, 11865786], "7": ["vertical_and_slash", 30, 800, 9628595], "8": ["vertical_and_slash", 1000, 6096, 6302171], "9": ["vertical_and_slash", 3500, 100, 8455497], "10": ["vertical_and_slash", 30, 800, 6885122], "11": ["vertical_and_slash", 1000, 6096, 5076785], "12": ["vertical_and_slash", 1000, 6096, 12769698], "13": ["vertical_and_slash", 1000, 6096, 13513363], "14": ["vertical_and_slash", 1000, 6096, 14089388], "15": ["vertical_and_slash", 1000, 6096, 14501815], "16": ["vertical_and_slash", 1000, 6096, 1619566], "17": ["vertical_and_slash", 1000, 6096, 5031895], "18": ["vertical_and_slash", 1000, 6096, 3833561], "19": ["vertical_and_slash", 100, 800, 12325460], "20": ["vertical_and_slash", 1000, 6096, 320906], "21": ["vertical_and_slash", 3500, 100, 13924855], "22": ["vertical_and_slash", 100, 800, 10478874], "23": ["vertical_and_slash", 30, 800, 4410655], "24": ["vertical_and_slash", 3500, 100, 14767197], "25": ["vertical_and_slash", 1000, 6096, 4108672], "26": ["vertical_and_slash", 100, 800, 14797906], "27": ["vertical_and_slash", 3500, 100, 14643144], "28": ["vertical_and_slash", 100, 800, 10556268], "29": ["vertical_and_slash", 3500, 100, 14575250], "30": ["vertical_and_slash", 1000, 6096, 14076831], "31": ["vertical_and_slash", 1000, 6096, 10779010]}, {"0": ["vertical_and_slash", 30, 800, 4744885], "1": ["vertical_and_slash", 30, 800, 4794511], "2": ["vertical_and_slash", 30, 800, 9418373], "3": ["vertical_and_slash", 30, 800, 2291979], "4": ["vertical_and_slash", 30, 800, 10009392], "5": ["vertical_and_slash", 30, 800, 981769], "6": ["vertical_and_slash", 30, 800, 3395467], "7": ["vertical_and_slash", 100, 800, 5966942], "8": ["vertical_and_slash", 30, 800, 7092993], "9": ["vertical_and_slash", 30, 800, 2176489], "10": ["vertical_and_slash", 30, 800, 4330010], "11": ["vertical_and_slash", 1000, 6096, 2664159], "12": ["vertical_and_slash", 30, 800, 7282328], "13": ["vertical_and_slash", 30, 800, 14135136], "14": ["vertical_and_slash", 1000, 6096, 791118], "15": ["vertical_and_slash", 30, 800, 9266081], "16": ["vertical_and_slash", 3500, 100, 14422288], "17": ["vertical_and_slash", 3500, 100, 11457529], "18": ["vertical_and_slash", 30, 800, 4503306], "19": ["vertical_and_slash", 100, 800, 11937543], "20": ["vertical_and_slash", 3500, 100, 14538141], "21": ["vertical_and_slash", 3500, 100, 13564714], "22": ["vertical_and_slash", 100, 800, 9671640], "23": ["vertical_and_slash", 30, 800, 2841456], "24": ["vertical_and_slash", 30, 800, 1395156], "25": ["vertical_and_slash", 30, 800, 989026], "26": ["vertical_and_slash", 30, 800, 10617339], "27": ["vertical_and_slash", 30, 800, 8170836], "28": ["vertical_and_slash", 100, 800, 2032096], "29": ["vertical_and_slash", 3500, 100, 13931334], "30": ["vertical_and_slash", 3500, 100, 14790424], "31": ["vertical_and_slash", 1000, 6096, 4133248]}] diff --git a/minference/configs/Phi_3_mini_128k_instruct_kv_out_v32_fit_o_best_pattern.json b/minference/configs/Phi_3_mini_128k_instruct_kv_out_v32_fit_o_best_pattern.json new file mode 100644 index 0000000..aee9242 --- /dev/null +++ b/minference/configs/Phi_3_mini_128k_instruct_kv_out_v32_fit_o_best_pattern.json @@ -0,0 +1 @@ +[{"0": ["vertical_and_slash", 1000, 6096, 0.33349305391311646], "1": ["vertical_and_slash", 1000, 6096, 0.4378805160522461], "2": ["vertical_and_slash", 1000, 6096, 0.48282963037490845], "3": ["vertical_and_slash", 1000, 6096, 0.37695789337158203], "4": ["vertical_and_slash", 1000, 6096, 0.38924556970596313], "5": ["vertical_and_slash", 1000, 6096, 0.3510749340057373], "6": ["vertical_and_slash", 1000, 6096, 0.39886632561683655], "7": ["vertical_and_slash", 1000, 6096, 0.8939290046691895], "8": ["vertical_and_slash", 1000, 6096, 0.44007450342178345], "9": ["vertical_and_slash", 1000, 6096, 0.3897586464881897], "10": ["vertical_and_slash", 1000, 6096, 0.40355661511421204], "11": ["vertical_and_slash", 1000, 6096, 0.36381030082702637], "12": ["vertical_and_slash", 1000, 6096, 0.4459313154220581], "13": ["vertical_and_slash", 1000, 6096, 0.3341565728187561], "14": ["vertical_and_slash", 1000, 6096, 0.384276419878006], "15": ["vertical_and_slash", 1000, 6096, 0.34818336367607117], "16": ["vertical_and_slash", 1000, 6096, 0.3867861330509186], "17": ["vertical_and_slash", 1000, 6096, 0.3639705777168274], "18": ["vertical_and_slash", 1000, 6096, 0.3512721359729767], "19": ["vertical_and_slash", 1000, 6096, 0.4681489169597626], "20": ["vertical_and_slash", 1000, 6096, 0.4651115834712982], "21": ["vertical_and_slash", 1000, 6096, 0.3882596790790558], "22": ["vertical_and_slash", 1000, 6096, 0.47017091512680054], "23": ["vertical_and_slash", 1000, 6096, 0.8037586808204651], "24": ["vertical_and_slash", 1000, 6096, 0.3913174867630005], "25": ["vertical_and_slash", 1000, 6096, 0.5203016400337219], "26": ["vertical_and_slash", 1000, 6096, 0.47166702151298523], "27": ["vertical_and_slash", 1000, 6096, 0.760438084602356], "28": ["vertical_and_slash", 1000, 6096, 0.943070650100708], "29": ["vertical_and_slash", 1000, 6096, 0.4118039011955261], "30": ["vertical_and_slash", 1000, 6096, 0.6815055012702942], "31": ["vertical_and_slash", 1000, 6096, 0.6300445795059204]}, {"0": ["vertical_and_slash", 1000, 6096, 0.6439709663391113], "1": ["vertical_and_slash", 1000, 6096, 0.5207313895225525], "2": ["vertical_and_slash", 1000, 6096, 0.47401225566864014], "3": ["vertical_and_slash", 1000, 6096, 0.5988013744354248], "4": ["vertical_and_slash", 1000, 6096, 0.6021823287010193], "5": ["vertical_and_slash", 1000, 6096, 0.4162128269672394], "6": ["vertical_and_slash", 1000, 6096, 0.7858797311782837], "7": ["vertical_and_slash", 1000, 6096, 0.6350969672203064], "8": ["vertical_and_slash", 1000, 6096, 0.5817031860351562], "9": ["vertical_and_slash", 1000, 6096, 0.9291586875915527], "10": ["vertical_and_slash", 1000, 6096, 0.6078806519508362], "11": ["vertical_and_slash", 1000, 6096, 0.5813876986503601], "12": ["vertical_and_slash", 1000, 6096, 0.7652914524078369], "13": ["vertical_and_slash", 1000, 6096, 0.4502100944519043], "14": ["vertical_and_slash", 1000, 6096, 0.6180105209350586], "15": ["vertical_and_slash", 1000, 6096, 0.7175759673118591], "16": ["vertical_and_slash", 1000, 6096, 0.6323421597480774], "17": ["vertical_and_slash", 3500, 100, 0.479082852602005], "18": ["vertical_and_slash", 1000, 6096, 0.6011233329772949], "19": ["vertical_and_slash", 1000, 6096, 0.8908118605613708], "20": ["vertical_and_slash", 1000, 6096, 0.9255861639976501], "21": ["vertical_and_slash", 1000, 6096, 0.795491099357605], "22": ["vertical_and_slash", 1000, 6096, 0.5210989117622375], "23": ["vertical_and_slash", 1000, 6096, 0.5200297236442566], "24": ["vertical_and_slash", 1000, 6096, 0.5280771255493164], "25": ["vertical_and_slash", 1000, 6096, 0.7380014657974243], "26": ["vertical_and_slash", 1000, 6096, 0.9885807633399963], "27": ["vertical_and_slash", 30, 800, 0.8718840479850769], "28": ["vertical_and_slash", 1000, 6096, 0.6302862167358398], "29": ["vertical_and_slash", 1000, 6096, 0.5750876069068909], "30": ["vertical_and_slash", 1000, 6096, 0.45260417461395264], "31": ["vertical_and_slash", 1000, 6096, 0.6499432325363159]}, {"0": ["vertical_and_slash", 1000, 6096, 0.7977765798568726], "1": ["vertical_and_slash", 1000, 6096, 0.8083621859550476], "2": ["vertical_and_slash", 1000, 6096, 0.5935484170913696], "3": ["vertical_and_slash", 1000, 6096, 0.5435713529586792], "4": ["vertical_and_slash", 1000, 6096, 0.5687218904495239], "5": ["vertical_and_slash", 1000, 6096, 0.854501485824585], "6": ["vertical_and_slash", 1000, 6096, 0.6359673142433167], "7": ["vertical_and_slash", 1000, 6096, 0.5785433053970337], "8": ["vertical_and_slash", 1000, 6096, 0.8543683290481567], "9": ["vertical_and_slash", 1000, 6096, 0.762371838092804], "10": ["vertical_and_slash", 1000, 6096, 0.6970657706260681], "11": ["vertical_and_slash", 1000, 6096, 0.6844046115875244], "12": ["vertical_and_slash", 1000, 6096, 0.7364732623100281], "13": ["vertical_and_slash", 1000, 6096, 0.8335257172584534], "14": ["vertical_and_slash", 1000, 6096, 0.7734203934669495], "15": ["vertical_and_slash", 1000, 6096, 0.7341973185539246], "16": ["vertical_and_slash", 1000, 6096, 0.7554108500480652], "17": ["vertical_and_slash", 1000, 6096, 0.9054623246192932], "18": ["vertical_and_slash", 1000, 6096, 0.6300320029258728], "19": ["vertical_and_slash", 1000, 6096, 0.70512455701828], "20": ["vertical_and_slash", 1000, 6096, 0.6085258722305298], "21": ["vertical_and_slash", 1000, 6096, 0.6398192644119263], "22": ["vertical_and_slash", 1000, 6096, 0.5992570519447327], "23": ["vertical_and_slash", 1000, 6096, 0.7130728363990784], "24": ["vertical_and_slash", 1000, 6096, 0.8504863977432251], "25": ["vertical_and_slash", 1000, 6096, 0.5748745799064636], "26": ["vertical_and_slash", 1000, 6096, 0.7758736610412598], "27": ["vertical_and_slash", 1000, 6096, 0.5538337230682373], "28": ["vertical_and_slash", 1000, 6096, 0.7384650707244873], "29": ["vertical_and_slash", 1000, 6096, 0.6905707120895386], "30": ["vertical_and_slash", 1000, 6096, 0.6217074990272522], "31": ["vertical_and_slash", 1000, 6096, 0.9545422196388245]}, {"0": ["vertical_and_slash", 500, 700, 0.9924208521842957], "1": ["vertical_and_slash", 100, 750, 0.9987075924873352], "2": ["vertical_and_slash", 500, 700, 0.9915499687194824], "3": ["vertical_and_slash", 100, 750, 0.9940086007118225], "4": ["vertical_and_slash", 100, 750, 0.9947375655174255], "5": ["vertical_and_slash", 100, 750, 0.9920898675918579], "6": ["vertical_and_slash", 100, 750, 0.9960256218910217], "7": ["vertical_and_slash", 100, 750, 0.995691180229187], "8": ["vertical_and_slash", 100, 750, 0.9113738536834717], "9": ["vertical_and_slash", 100, 750, 0.9700976014137268], "10": ["vertical_and_slash", 3500, 100, 0.9520721435546875], "11": ["vertical_and_slash", 100, 750, 0.9561598300933838], "12": ["vertical_and_slash", 100, 750, 0.8256366848945618], "13": ["vertical_and_slash", 100, 750, 0.9905430674552917], "14": ["vertical_and_slash", 500, 700, 0.9822967648506165], "15": ["vertical_and_slash", 100, 750, 0.9880149960517883], "16": ["vertical_and_slash", 100, 750, 0.9570814967155457], "17": ["vertical_and_slash", 100, 750, 0.9678364396095276], "18": ["vertical_and_slash", 3500, 100, 0.9819864630699158], "19": ["vertical_and_slash", 100, 750, 0.9930639266967773], "20": ["vertical_and_slash", 3500, 100, 0.9928342700004578], "21": ["vertical_and_slash", 3500, 100, 0.9522428512573242], "22": ["vertical_and_slash", 100, 750, 0.9961853623390198], "23": ["vertical_and_slash", 100, 750, 0.9895046353340149], "24": ["vertical_and_slash", 100, 750, 0.9106875061988831], "25": ["vertical_and_slash", 100, 750, 0.9944272041320801], "26": ["vertical_and_slash", 100, 750, 0.9603897333145142], "27": ["vertical_and_slash", 100, 750, 0.9967218637466431], "28": ["vertical_and_slash", 100, 750, 0.9922856092453003], "29": ["vertical_and_slash", 100, 750, 0.9425711631774902], "30": ["vertical_and_slash", 1000, 6096, 0.6492345333099365], "31": ["vertical_and_slash", 500, 700, 0.957703709602356]}, {"0": ["vertical_and_slash", 100, 750, 0.9920511841773987], "1": ["vertical_and_slash", 3500, 100, 0.9784621000289917], "2": ["vertical_and_slash", 100, 750, 0.9945407509803772], "3": ["vertical_and_slash", 100, 750, 0.9613493084907532], "4": ["vertical_and_slash", 100, 750, 0.8482271432876587], "5": ["vertical_and_slash", 500, 700, 0.9943300485610962], "6": ["vertical_and_slash", 100, 750, 0.9810841083526611], "7": ["vertical_and_slash", 3500, 100, 0.9297769069671631], "8": ["vertical_and_slash", 100, 750, 0.8839191198348999], "9": ["vertical_and_slash", 100, 750, 0.9955653548240662], "10": ["vertical_and_slash", 100, 750, 0.9484658241271973], "11": ["vertical_and_slash", 100, 750, 0.994473397731781], "12": ["vertical_and_slash", 500, 700, 0.9420907497406006], "13": ["vertical_and_slash", 100, 750, 0.9161052107810974], "14": ["vertical_and_slash", 100, 750, 0.9645522832870483], "15": ["vertical_and_slash", 100, 750, 0.9875764846801758], "16": ["vertical_and_slash", 100, 750, 0.7891636490821838], "17": ["vertical_and_slash", 1000, 6096, 0.7788199186325073], "18": ["vertical_and_slash", 100, 750, 0.9488416910171509], "19": ["vertical_and_slash", 3500, 100, 0.9959850311279297], "20": ["vertical_and_slash", 100, 750, 0.9768155217170715], "21": ["vertical_and_slash", 100, 750, 0.995807945728302], "22": ["vertical_and_slash", 3500, 100, 0.8900895118713379], "23": ["vertical_and_slash", 100, 750, 0.9586788415908813], "24": ["vertical_and_slash", 100, 750, 0.9651024341583252], "25": ["vertical_and_slash", 3500, 100, 0.9384130239486694], "26": ["vertical_and_slash", 100, 750, 0.9855350255966187], "27": ["vertical_and_slash", 100, 750, 0.9657205939292908], "28": ["vertical_and_slash", 3500, 100, 0.9184022545814514], "29": ["vertical_and_slash", 100, 750, 0.866909384727478], "30": ["vertical_and_slash", 1000, 6096, 0.7826077342033386], "31": ["vertical_and_slash", 100, 750, 0.9975974559783936]}, {"0": ["vertical_and_slash", 100, 750, 0.9865456223487854], "1": ["vertical_and_slash", 100, 750, 0.9591361880302429], "2": ["vertical_and_slash", 100, 750, 0.9168012142181396], "3": ["vertical_and_slash", 500, 700, 0.9530511498451233], "4": ["vertical_and_slash", 1000, 6096, 0.8645423650741577], "5": ["vertical_and_slash", 500, 700, 0.9792267084121704], "6": ["vertical_and_slash", 100, 750, 0.9941954612731934], "7": ["vertical_and_slash", 100, 750, 0.960307776927948], "8": ["vertical_and_slash", 3500, 100, 0.9855586886405945], "9": ["vertical_and_slash", 100, 750, 0.9828901886940002], "10": ["vertical_and_slash", 100, 750, 0.8591288328170776], "11": ["vertical_and_slash", 100, 750, 0.917044460773468], "12": ["vertical_and_slash", 100, 750, 0.9849950075149536], "13": ["vertical_and_slash", 100, 750, 0.8859434723854065], "14": ["vertical_and_slash", 100, 750, 0.9971017241477966], "15": ["vertical_and_slash", 500, 700, 0.9620269536972046], "16": ["vertical_and_slash", 500, 700, 0.9597799181938171], "17": ["vertical_and_slash", 500, 700, 0.9934410452842712], "18": ["vertical_and_slash", 3500, 100, 0.9977172017097473], "19": ["vertical_and_slash", 500, 700, 0.9520473480224609], "20": ["vertical_and_slash", 3500, 100, 0.9906032085418701], "21": ["vertical_and_slash", 100, 750, 0.9745447635650635], "22": ["vertical_and_slash", 100, 750, 0.9957244396209717], "23": ["vertical_and_slash", 100, 750, 0.9829675555229187], "24": ["vertical_and_slash", 100, 750, 0.9565562009811401], "25": ["vertical_and_slash", 100, 750, 0.9823064804077148], "26": ["vertical_and_slash", 100, 750, 0.987698495388031], "27": ["vertical_and_slash", 1000, 6096, 0.8219541907310486], "28": ["vertical_and_slash", 1000, 6096, 0.7586351633071899], "29": ["vertical_and_slash", 100, 750, 0.9752539992332458], "30": ["vertical_and_slash", 100, 750, 0.9929803609848022], "31": ["vertical_and_slash", 100, 750, 0.9185792803764343]}, {"0": ["vertical_and_slash", 100, 750, 0.9146243333816528], "1": ["vertical_and_slash", 100, 750, 0.9178520441055298], "2": ["vertical_and_slash", 3500, 100, 0.9930599331855774], "3": ["vertical_and_slash", 100, 750, 0.9993709325790405], "4": ["vertical_and_slash", 500, 700, 0.9853806495666504], "5": ["vertical_and_slash", 100, 750, 0.9141497015953064], "6": ["vertical_and_slash", 100, 750, 0.992788553237915], "7": ["vertical_and_slash", 100, 750, 0.9772038459777832], "8": ["vertical_and_slash", 1000, 6096, 0.6869983673095703], "9": ["vertical_and_slash", 100, 750, 0.9871460795402527], "10": ["vertical_and_slash", 100, 750, 0.9741801619529724], "11": ["vertical_and_slash", 100, 750, 0.9956739544868469], "12": ["vertical_and_slash", 100, 750, 0.9555794596672058], "13": ["vertical_and_slash", 3500, 100, 0.8615856766700745], "14": ["vertical_and_slash", 3500, 100, 0.9012727737426758], "15": ["vertical_and_slash", 100, 750, 0.9786412715911865], "16": ["vertical_and_slash", 3500, 100, 0.7491975426673889], "17": ["vertical_and_slash", 100, 750, 0.9849361181259155], "18": ["vertical_and_slash", 3500, 100, 0.9097980856895447], "19": ["vertical_and_slash", 1000, 6096, 0.8621278405189514], "20": ["vertical_and_slash", 500, 700, 0.9943590760231018], "21": ["vertical_and_slash", 100, 750, 0.8645753264427185], "22": ["vertical_and_slash", 100, 750, 0.9920986294746399], "23": ["vertical_and_slash", 1000, 6096, 0.8657084703445435], "24": ["vertical_and_slash", 3500, 100, 0.9750965237617493], "25": ["vertical_and_slash", 3500, 100, 0.8507974147796631], "26": ["vertical_and_slash", 3500, 100, 0.9118348360061646], "27": ["vertical_and_slash", 3500, 100, 0.9703859090805054], "28": ["vertical_and_slash", 3500, 100, 0.9725451469421387], "29": ["vertical_and_slash", 1000, 6096, 0.7008982300758362], "30": ["vertical_and_slash", 1000, 6096, 0.838621199131012], "31": ["vertical_and_slash", 100, 750, 0.9929103255271912]}, {"0": ["vertical_and_slash", 1000, 6096, 0.7402030825614929], "1": ["vertical_and_slash", 1000, 6096, 0.8565414547920227], "2": ["vertical_and_slash", 100, 750, 0.9612839221954346], "3": ["vertical_and_slash", 1000, 6096, 0.9598837494850159], "4": ["vertical_and_slash", 1000, 6096, 0.7645464539527893], "5": ["vertical_and_slash", 100, 750, 0.9872377514839172], "6": ["vertical_and_slash", 1000, 6096, 0.7918620705604553], "7": ["vertical_and_slash", 500, 700, 0.9622856378555298], "8": ["vertical_and_slash", 100, 750, 0.8891160488128662], "9": ["vertical_and_slash", 500, 700, 0.9844319224357605], "10": ["vertical_and_slash", 500, 700, 0.9876360297203064], "11": ["vertical_and_slash", 500, 700, 0.9688720703125], "12": ["vertical_and_slash", 1000, 6096, 0.5671995878219604], "13": ["vertical_and_slash", 100, 750, 0.9620596170425415], "14": ["vertical_and_slash", 1000, 6096, 0.6478529572486877], "15": ["vertical_and_slash", 100, 750, 0.9807542562484741], "16": ["vertical_and_slash", 3500, 100, 0.9823787212371826], "17": ["vertical_and_slash", 100, 750, 0.8980384469032288], "18": ["vertical_and_slash", 1000, 6096, 0.8713955879211426], "19": ["vertical_and_slash", 100, 750, 0.9611169099807739], "20": ["vertical_and_slash", 100, 750, 0.9941024780273438], "21": ["vertical_and_slash", 100, 750, 0.9876882433891296], "22": ["vertical_and_slash", 3500, 100, 0.9474965333938599], "23": ["vertical_and_slash", 100, 750, 0.9415712952613831], "24": ["vertical_and_slash", 100, 750, 0.9960836172103882], "25": ["vertical_and_slash", 100, 750, 0.9898598194122314], "26": ["vertical_and_slash", 100, 750, 0.9720168113708496], "27": ["vertical_and_slash", 100, 750, 0.985356330871582], "28": ["vertical_and_slash", 3500, 100, 0.9795358180999756], "29": ["vertical_and_slash", 100, 750, 0.970496654510498], "30": ["vertical_and_slash", 3500, 100, 0.999195396900177], "31": ["vertical_and_slash", 100, 750, 0.9589951038360596]}, {"0": ["vertical_and_slash", 1000, 6096, 0.8079184889793396], "1": ["stream_llm", 100, 800, 0.96484375], "2": ["vertical_and_slash", 1000, 6096, 0.6607644557952881], "3": ["vertical_and_slash", 30, 800, 0.9899947047233582], "4": ["vertical_and_slash", 1000, 6096, 0.9565256237983704], "5": ["vertical_and_slash", 1000, 6096, 0.9755614995956421], "6": ["vertical_and_slash", 30, 800, 0.9720635414123535], "7": ["vertical_and_slash", 30, 800, 0.9191414713859558], "8": ["stream_llm", 100, 800, 0.9921875], "9": ["vertical_and_slash", 1000, 6096, 0.6984944939613342], "10": ["stream_llm", 100, 800, 0.97265625], "11": ["vertical_and_slash", 30, 800, 0.955635666847229], "12": ["vertical_and_slash", 1000, 6096, 0.9949175715446472], "13": ["vertical_and_slash", 30, 800, 0.9833577871322632], "14": ["vertical_and_slash", 1000, 6096, 0.612384021282196], "15": ["vertical_and_slash", 1000, 6096, 0.9294421076774597], "16": ["vertical_and_slash", 30, 800, 0.9978874921798706], "17": ["vertical_and_slash", 30, 800, 0.9265275001525879], "18": ["vertical_and_slash", 500, 700, 0.8441793322563171], "19": ["vertical_and_slash", 1000, 6096, 0.9973151087760925], "20": ["vertical_and_slash", 30, 800, 0.8883945941925049], "21": ["vertical_and_slash", 1000, 6096, 0.9890816807746887], "22": ["vertical_and_slash", 30, 800, 0.9924365282058716], "23": ["stream_llm", 100, 800, 0.98828125], "24": ["vertical_and_slash", 1000, 6096, 0.9733841419219971], "25": ["vertical_and_slash", 1000, 6096, 0.8846827149391174], "26": ["vertical_and_slash", 1000, 6096, 0.8909521698951721], "27": ["vertical_and_slash", 30, 800, 0.95379239320755], "28": ["vertical_and_slash", 30, 800, 0.989055871963501], "29": ["vertical_and_slash", 30, 800, 0.9804853796958923], "30": ["vertical_and_slash", 30, 800, 0.9921841621398926], "31": ["vertical_and_slash", 30, 800, 0.9727922677993774]}, {"0": ["stream_llm", 100, 800, 0.984375], "1": ["vertical_and_slash", 30, 800, 0.9801875352859497], "2": ["vertical_and_slash", 3500, 100, 0.9504685997962952], "3": ["vertical_and_slash", 500, 700, 0.5719053745269775], "4": ["vertical_and_slash", 30, 800, 0.9975548386573792], "5": ["vertical_and_slash", 30, 800, 0.9834421873092651], "6": ["vertical_and_slash", 500, 700, 0.876423180103302], "7": ["vertical_and_slash", 1000, 6096, 0.9761123657226562], "8": ["vertical_and_slash", 1000, 6096, 0.6793014407157898], "9": ["vertical_and_slash", 30, 800, 0.8573703765869141], "10": ["vertical_and_slash", 500, 700, 0.9037665128707886], "11": ["stream_llm", 100, 800, 0.94921875], "12": ["stream_llm", 100, 800, 0.59375], "13": ["vertical_and_slash", 30, 800, 0.9938877820968628], "14": ["vertical_and_slash", 30, 800, 0.9964749217033386], "15": ["stream_llm", 100, 800, 0.9765625], "16": ["vertical_and_slash", 500, 700, 0.9928801655769348], "17": ["stream_llm", 100, 800, 0.859375], "18": ["stream_llm", 100, 800, 0.93359375], "19": ["vertical_and_slash", 500, 700, 0.9897311329841614], "20": ["stream_llm", 100, 800, 0.96875], "21": ["stream_llm", 100, 800, 0.9296875], "22": ["vertical_and_slash", 1000, 6096, 0.49674782156944275], "23": ["vertical_and_slash", 1000, 6096, 0.5498730540275574], "24": ["vertical_and_slash", 1000, 6096, 0.6677294373512268], "25": ["vertical_and_slash", 30, 800, 0.8520674109458923], "26": ["vertical_and_slash", 30, 800, 0.9708148241043091], "27": ["vertical_and_slash", 1000, 6096, 0.9498739838600159], "28": ["vertical_and_slash", 30, 800, 0.9852201342582703], "29": ["vertical_and_slash", 30, 800, 0.9892252683639526], "30": ["vertical_and_slash", 30, 800, 0.9976245164871216], "31": ["stream_llm", 100, 800, 0.91796875]}, {"0": ["vertical_and_slash", 30, 800, 0.976232647895813], "1": ["vertical_and_slash", 1000, 6096, 0.850098729133606], "2": ["vertical_and_slash", 30, 800, 0.9943907260894775], "3": ["stream_llm", 100, 800, 0.984375], "4": ["vertical_and_slash", 1000, 6096, 0.9408355355262756], "5": ["stream_llm", 100, 800, 0.62109375], "6": ["vertical_and_slash", 30, 800, 0.9146958589553833], "7": ["stream_llm", 100, 800, 0.578125], "8": ["vertical_and_slash", 1000, 6096, 0.9866257905960083], "9": ["stream_llm", 100, 800, 0.8671875], "10": ["stream_llm", 100, 800, 0.98828125], "11": ["stream_llm", 100, 800, 0.80078125], "12": ["vertical_and_slash", 30, 800, 0.9795709252357483], "13": ["vertical_and_slash", 1000, 6096, 0.9181753396987915], "14": ["vertical_and_slash", 30, 800, 0.9088999032974243], "15": ["stream_llm", 100, 800, 1.0], "16": ["stream_llm", 100, 800, 0.93359375], "17": ["vertical_and_slash", 1000, 6096, 0.7872908115386963], "18": ["stream_llm", 100, 800, 0.96875], "19": ["vertical_and_slash", 30, 800, 0.9915726184844971], "20": ["vertical_and_slash", 30, 800, 0.9914611577987671], "21": ["stream_llm", 100, 800, 0.94921875], "22": ["stream_llm", 100, 800, 0.91796875], "23": ["vertical_and_slash", 3500, 100, 0.4178726077079773], "24": ["vertical_and_slash", 1000, 6096, 0.9209551811218262], "25": ["stream_llm", 100, 800, 0.953125], "26": ["vertical_and_slash", 1000, 6096, 0.8251335024833679], "27": ["vertical_and_slash", 1000, 6096, 0.7916073799133301], "28": ["stream_llm", 100, 800, 0.98046875], "29": ["vertical_and_slash", 30, 800, 0.9805914163589478], "30": ["vertical_and_slash", 30, 800, 0.9889715313911438], "31": ["vertical_and_slash", 30, 800, 0.7096468210220337]}, {"0": ["vertical_and_slash", 3500, 100, 0.9098867774009705], "1": ["vertical_and_slash", 1000, 6096, 0.9131186008453369], "2": ["vertical_and_slash", 1000, 6096, 0.6216369271278381], "3": ["vertical_and_slash", 3500, 100, 0.9781222939491272], "4": ["vertical_and_slash", 1000, 6096, 0.6995159983634949], "5": ["vertical_and_slash", 30, 800, 0.7733919620513916], "6": ["stream_llm", 100, 800, 0.8046875], "7": ["stream_llm", 100, 800, 0.9921875], "8": ["vertical_and_slash", 1000, 6096, 0.9208213686943054], "9": ["vertical_and_slash", 30, 800, 0.9892569780349731], "10": ["stream_llm", 100, 800, 0.65234375], "11": ["vertical_and_slash", 3500, 100, 0.8766616582870483], "12": ["stream_llm", 100, 800, 0.69140625], "13": ["vertical_and_slash", 30, 800, 0.9681114554405212], "14": ["vertical_and_slash", 30, 800, 0.954004168510437], "15": ["vertical_and_slash", 1000, 6096, 0.6683151721954346], "16": ["vertical_and_slash", 1000, 6096, 0.9404566287994385], "17": ["vertical_and_slash", 1000, 6096, 0.629856288433075], "18": ["vertical_and_slash", 500, 700, 0.9569997191429138], "19": ["vertical_and_slash", 1000, 6096, 0.9538705348968506], "20": ["stream_llm", 100, 800, 0.85546875], "21": ["vertical_and_slash", 1000, 6096, 0.8144884705543518], "22": ["vertical_and_slash", 30, 800, 0.95702064037323], "23": ["stream_llm", 100, 800, 0.99609375], "24": ["vertical_and_slash", 1000, 6096, 0.8552843928337097], "25": ["stream_llm", 100, 800, 0.93359375], "26": ["vertical_and_slash", 1000, 6096, 0.8885473012924194], "27": ["vertical_and_slash", 30, 800, 0.9034969210624695], "28": ["vertical_and_slash", 30, 800, 0.8834430575370789], "29": ["stream_llm", 100, 800, 0.59765625], "30": ["stream_llm", 100, 800, 0.98046875], "31": ["vertical_and_slash", 1000, 6096, 0.5801111459732056]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9783773422241211], "1": ["vertical_and_slash", 1000, 6096, 0.9992927312850952], "2": ["vertical_and_slash", 30, 800, 0.9968302845954895], "3": ["vertical_and_slash", 3500, 100, 0.45828360319137573], "4": ["vertical_and_slash", 30, 800, 0.836064875125885], "5": ["vertical_and_slash", 1000, 6096, 0.8009666800498962], "6": ["vertical_and_slash", 3500, 100, 0.6518401503562927], "7": ["vertical_and_slash", 30, 800, 0.9921544790267944], "8": ["vertical_and_slash", 1000, 6096, 0.4855879545211792], "9": ["vertical_and_slash", 1000, 6096, 0.9904646277427673], "10": ["vertical_and_slash", 3500, 100, 0.8973155617713928], "11": ["vertical_and_slash", 1000, 6096, 0.8983845710754395], "12": ["stream_llm", 100, 800, 0.82421875], "13": ["vertical_and_slash", 1000, 6096, 0.8326148390769958], "14": ["vertical_and_slash", 1000, 6096, 0.44982603192329407], "15": ["vertical_and_slash", 30, 800, 0.9292823076248169], "16": ["stream_llm", 100, 800, 0.83203125], "17": ["vertical_and_slash", 500, 700, 0.8943775296211243], "18": ["vertical_and_slash", 3500, 100, 0.8824247121810913], "19": ["vertical_and_slash", 1000, 6096, 0.8916551470756531], "20": ["stream_llm", 100, 800, 0.84765625], "21": ["vertical_and_slash", 1000, 6096, 0.5656689405441284], "22": ["vertical_and_slash", 3500, 100, 0.9858580827713013], "23": ["vertical_and_slash", 3500, 100, 0.6534677743911743], "24": ["vertical_and_slash", 1000, 6096, 0.7796179056167603], "25": ["stream_llm", 100, 800, 0.984375], "26": ["stream_llm", 100, 800, 0.8125], "27": ["vertical_and_slash", 1000, 6096, 0.8051357269287109], "28": ["vertical_and_slash", 1000, 6096, 0.9759415984153748], "29": ["vertical_and_slash", 3500, 100, 0.9613996148109436], "30": ["vertical_and_slash", 30, 800, 0.9861305952072144], "31": ["vertical_and_slash", 1000, 6096, 0.5375377535820007]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9526095390319824], "1": ["vertical_and_slash", 1000, 6096, 0.9219456315040588], "2": ["vertical_and_slash", 1000, 6096, 0.6329025626182556], "3": ["vertical_and_slash", 1000, 6096, 0.9703953862190247], "4": ["vertical_and_slash", 3500, 100, 0.9341285228729248], "5": ["stream_llm", 100, 800, 0.98828125], "6": ["vertical_and_slash", 3500, 100, 0.975139319896698], "7": ["vertical_and_slash", 30, 800, 0.9698626399040222], "8": ["vertical_and_slash", 1000, 6096, 0.8665440082550049], "9": ["vertical_and_slash", 1000, 6096, 0.9887139797210693], "10": ["vertical_and_slash", 1000, 6096, 0.9663894772529602], "11": ["vertical_and_slash", 500, 700, 0.9613908529281616], "12": ["vertical_and_slash", 1000, 6096, 0.9625579118728638], "13": ["vertical_and_slash", 3500, 100, 0.8293338418006897], "14": ["vertical_and_slash", 1000, 6096, 0.9918296933174133], "15": ["vertical_and_slash", 3500, 100, 0.6993081569671631], "16": ["vertical_and_slash", 1000, 6096, 0.7726790904998779], "17": ["vertical_and_slash", 30, 800, 0.9927448034286499], "18": ["vertical_and_slash", 3500, 100, 0.9216746091842651], "19": ["vertical_and_slash", 1000, 6096, 0.9197890758514404], "20": ["vertical_and_slash", 1000, 6096, 0.5418304800987244], "21": ["vertical_and_slash", 3500, 100, 0.7247577905654907], "22": ["vertical_and_slash", 1000, 6096, 0.8909022212028503], "23": ["vertical_and_slash", 3500, 100, 0.6162543892860413], "24": ["vertical_and_slash", 1000, 6096, 0.9798792600631714], "25": ["stream_llm", 100, 800, 0.9921875], "26": ["vertical_and_slash", 1000, 6096, 0.839588463306427], "27": ["stream_llm", 100, 800, 0.921875], "28": ["vertical_and_slash", 1000, 6096, 0.9863616228103638], "29": ["vertical_and_slash", 1000, 6096, 0.9895434975624084], "30": ["vertical_and_slash", 1000, 6096, 0.9338933825492859], "31": ["vertical_and_slash", 1000, 6096, 0.9152888655662537]}, {"0": ["vertical_and_slash", 100, 750, 0.7857484221458435], "1": ["vertical_and_slash", 3500, 100, 0.9863781332969666], "2": ["vertical_and_slash", 3500, 100, 0.9732434153556824], "3": ["vertical_and_slash", 1000, 6096, 0.7411113381385803], "4": ["vertical_and_slash", 1000, 6096, 0.9037321209907532], "5": ["vertical_and_slash", 1000, 6096, 0.7728227376937866], "6": ["vertical_and_slash", 3500, 100, 0.9566982388496399], "7": ["vertical_and_slash", 1000, 6096, 0.8955481648445129], "8": ["vertical_and_slash", 500, 700, 0.8905653357505798], "9": ["vertical_and_slash", 3500, 100, 0.9852890968322754], "10": ["vertical_and_slash", 1000, 6096, 0.5732011795043945], "11": ["vertical_and_slash", 3500, 100, 0.9701256155967712], "12": ["vertical_and_slash", 3500, 100, 0.8983554244041443], "13": ["vertical_and_slash", 100, 750, 0.9726784825325012], "14": ["vertical_and_slash", 3500, 100, 0.6008065938949585], "15": ["vertical_and_slash", 1000, 6096, 0.6582738161087036], "16": ["vertical_and_slash", 3500, 100, 0.9488815665245056], "17": ["vertical_and_slash", 100, 750, 0.9958171844482422], "18": ["vertical_and_slash", 3500, 100, 0.8186895847320557], "19": ["vertical_and_slash", 500, 700, 0.9635193347930908], "20": ["vertical_and_slash", 1000, 6096, 0.9248959422111511], "21": ["vertical_and_slash", 3500, 100, 0.9385164976119995], "22": ["vertical_and_slash", 100, 750, 0.9387568235397339], "23": ["vertical_and_slash", 1000, 6096, 0.8735635876655579], "24": ["vertical_and_slash", 500, 700, 0.890371561050415], "25": ["vertical_and_slash", 100, 750, 0.9905737638473511], "26": ["vertical_and_slash", 3500, 100, 0.946341335773468], "27": ["vertical_and_slash", 3500, 100, 0.942945659160614], "28": ["vertical_and_slash", 100, 750, 0.994683027267456], "29": ["vertical_and_slash", 500, 700, 0.9688966870307922], "30": ["vertical_and_slash", 1000, 6096, 0.9828435778617859], "31": ["vertical_and_slash", 1000, 6096, 0.8722150325775146]}, {"0": ["vertical_and_slash", 500, 700, 0.9728457927703857], "1": ["vertical_and_slash", 100, 750, 0.9586004018783569], "2": ["vertical_and_slash", 3500, 100, 0.9719207882881165], "3": ["vertical_and_slash", 3500, 100, 0.6680086851119995], "4": ["vertical_and_slash", 3500, 100, 0.970458984375], "5": ["vertical_and_slash", 3500, 100, 0.7634486556053162], "6": ["vertical_and_slash", 3500, 100, 0.7259127497673035], "7": ["vertical_and_slash", 100, 750, 0.9781140089035034], "8": ["vertical_and_slash", 3500, 100, 0.9952470064163208], "9": ["vertical_and_slash", 3500, 100, 0.9868772625923157], "10": ["vertical_and_slash", 3500, 100, 0.558458685874939], "11": ["vertical_and_slash", 1000, 6096, 0.7121242880821228], "12": ["vertical_and_slash", 1000, 6096, 0.7061645984649658], "13": ["vertical_and_slash", 3500, 100, 0.923751711845398], "14": ["vertical_and_slash", 1000, 6096, 0.8015576601028442], "15": ["vertical_and_slash", 500, 700, 0.9007270932197571], "16": ["vertical_and_slash", 3500, 100, 0.9591111540794373], "17": ["vertical_and_slash", 500, 700, 0.9750815033912659], "18": ["vertical_and_slash", 100, 750, 0.9805834293365479], "19": ["vertical_and_slash", 3500, 100, 0.8620939254760742], "20": ["vertical_and_slash", 3500, 100, 0.9881291389465332], "21": ["vertical_and_slash", 500, 700, 0.9975225925445557], "22": ["vertical_and_slash", 3500, 100, 0.9125117063522339], "23": ["vertical_and_slash", 3500, 100, 0.8796795010566711], "24": ["vertical_and_slash", 3500, 100, 0.9172841310501099], "25": ["vertical_and_slash", 1000, 6096, 0.8340160846710205], "26": ["vertical_and_slash", 1000, 6096, 0.8479950428009033], "27": ["vertical_and_slash", 3500, 100, 0.9778053164482117], "28": ["vertical_and_slash", 100, 750, 0.9912164211273193], "29": ["vertical_and_slash", 1000, 6096, 0.6634088754653931], "30": ["vertical_and_slash", 3500, 100, 0.9486925601959229], "31": ["vertical_and_slash", 3500, 100, 0.985546350479126]}, {"0": ["vertical_and_slash", 3500, 100, 0.7207826375961304], "1": ["vertical_and_slash", 1000, 6096, 0.7674809098243713], "2": ["vertical_and_slash", 1000, 6096, 0.5480814576148987], "3": ["vertical_and_slash", 3500, 100, 0.974454939365387], "4": ["vertical_and_slash", 100, 750, 0.9901475310325623], "5": ["vertical_and_slash", 3500, 100, 0.9111185073852539], "6": ["vertical_and_slash", 3500, 100, 0.8977652192115784], "7": ["vertical_and_slash", 500, 700, 0.8826637864112854], "8": ["vertical_and_slash", 3500, 100, 0.9674721956253052], "9": ["vertical_and_slash", 500, 700, 0.9511355757713318], "10": ["vertical_and_slash", 3500, 100, 0.9368802309036255], "11": ["vertical_and_slash", 3500, 100, 0.7037530541419983], "12": ["vertical_and_slash", 3500, 100, 0.8404982089996338], "13": ["vertical_and_slash", 3500, 100, 0.9477558732032776], "14": ["vertical_and_slash", 1000, 6096, 0.5408625602722168], "15": ["vertical_and_slash", 1000, 6096, 0.8930901288986206], "16": ["vertical_and_slash", 500, 700, 0.9620649814605713], "17": ["vertical_and_slash", 3500, 100, 0.9665637016296387], "18": ["vertical_and_slash", 3500, 100, 0.9973539710044861], "19": ["vertical_and_slash", 3500, 100, 0.9200847744941711], "20": ["vertical_and_slash", 100, 750, 0.9846996068954468], "21": ["vertical_and_slash", 3500, 100, 0.9522152543067932], "22": ["vertical_and_slash", 3500, 100, 0.9200462102890015], "23": ["vertical_and_slash", 3500, 100, 0.7189115285873413], "24": ["vertical_and_slash", 3500, 100, 0.9400286078453064], "25": ["vertical_and_slash", 3500, 100, 0.9140079617500305], "26": ["vertical_and_slash", 3500, 100, 0.9733141660690308], "27": ["vertical_and_slash", 3500, 100, 0.9182970523834229], "28": ["vertical_and_slash", 500, 700, 0.7845987677574158], "29": ["vertical_and_slash", 500, 700, 0.953305721282959], "30": ["vertical_and_slash", 1000, 6096, 0.9332642555236816], "31": ["vertical_and_slash", 500, 700, 0.8975687026977539]}, {"0": ["vertical_and_slash", 1000, 6096, 0.8796314001083374], "1": ["vertical_and_slash", 3500, 100, 0.9541191458702087], "2": ["vertical_and_slash", 3500, 100, 0.9853596091270447], "3": ["vertical_and_slash", 3500, 100, 0.9959757924079895], "4": ["vertical_and_slash", 500, 700, 0.942274272441864], "5": ["vertical_and_slash", 3500, 100, 0.9958774447441101], "6": ["vertical_and_slash", 3500, 100, 0.762219250202179], "7": ["vertical_and_slash", 3500, 100, 0.9778050780296326], "8": ["vertical_and_slash", 3500, 100, 0.9803900718688965], "9": ["vertical_and_slash", 3500, 100, 0.9493845701217651], "10": ["vertical_and_slash", 100, 750, 0.9833114147186279], "11": ["vertical_and_slash", 3500, 100, 0.9671387076377869], "12": ["vertical_and_slash", 3500, 100, 0.8459083437919617], "13": ["vertical_and_slash", 3500, 100, 0.9625062346458435], "14": ["vertical_and_slash", 3500, 100, 0.9926583766937256], "15": ["vertical_and_slash", 3500, 100, 0.9901418089866638], "16": ["vertical_and_slash", 3500, 100, 0.9975236058235168], "17": ["vertical_and_slash", 3500, 100, 0.8961046934127808], "18": ["vertical_and_slash", 3500, 100, 0.9677743315696716], "19": ["vertical_and_slash", 1000, 6096, 0.7324523329734802], "20": ["vertical_and_slash", 1000, 6096, 0.7565687298774719], "21": ["vertical_and_slash", 3500, 100, 0.9934558272361755], "22": ["vertical_and_slash", 1000, 6096, 0.695542573928833], "23": ["vertical_and_slash", 3500, 100, 0.9594518542289734], "24": ["vertical_and_slash", 3500, 100, 0.9845080375671387], "25": ["vertical_and_slash", 3500, 100, 0.9140312075614929], "26": ["vertical_and_slash", 3500, 100, 0.9816687107086182], "27": ["vertical_and_slash", 3500, 100, 0.9777555465698242], "28": ["vertical_and_slash", 3500, 100, 0.948824405670166], "29": ["vertical_and_slash", 3500, 100, 0.48502659797668457], "30": ["vertical_and_slash", 3500, 100, 0.9340038895606995], "31": ["vertical_and_slash", 3500, 100, 0.9162462949752808]}, {"0": ["vertical_and_slash", 3500, 100, 0.9923238754272461], "1": ["vertical_and_slash", 3500, 100, 0.9678853750228882], "2": ["vertical_and_slash", 100, 750, 0.9968323111534119], "3": ["vertical_and_slash", 500, 700, 0.9936473965644836], "4": ["vertical_and_slash", 3500, 100, 0.9588732123374939], "5": ["vertical_and_slash", 500, 700, 0.9791616797447205], "6": ["vertical_and_slash", 3500, 100, 0.919694721698761], "7": ["vertical_and_slash", 1000, 6096, 0.626932680606842], "8": ["vertical_and_slash", 3500, 100, 0.9546087980270386], "9": ["vertical_and_slash", 500, 700, 0.8930553793907166], "10": ["vertical_and_slash", 100, 750, 0.9767886996269226], "11": ["vertical_and_slash", 1000, 6096, 0.7312592267990112], "12": ["vertical_and_slash", 3500, 100, 0.9913722276687622], "13": ["vertical_and_slash", 3500, 100, 0.9425638914108276], "14": ["vertical_and_slash", 3500, 100, 0.9949523210525513], "15": ["vertical_and_slash", 100, 750, 0.7187187671661377], "16": ["vertical_and_slash", 3500, 100, 0.9734897017478943], "17": ["vertical_and_slash", 3500, 100, 0.9750894904136658], "18": ["vertical_and_slash", 3500, 100, 0.9543801546096802], "19": ["vertical_and_slash", 3500, 100, 0.94287109375], "20": ["vertical_and_slash", 1000, 6096, 0.7409213185310364], "21": ["vertical_and_slash", 3500, 100, 0.9789512753486633], "22": ["vertical_and_slash", 3500, 100, 0.9824472069740295], "23": ["vertical_and_slash", 3500, 100, 0.9614876508712769], "24": ["vertical_and_slash", 500, 700, 0.9097415208816528], "25": ["vertical_and_slash", 3500, 100, 0.7589483857154846], "26": ["vertical_and_slash", 3500, 100, 0.9711624979972839], "27": ["vertical_and_slash", 500, 700, 0.9924762845039368], "28": ["vertical_and_slash", 3500, 100, 0.8917614221572876], "29": ["vertical_and_slash", 500, 700, 0.9802823066711426], "30": ["vertical_and_slash", 3500, 100, 0.9433683156967163], "31": ["vertical_and_slash", 3500, 100, 0.9959222078323364]}, {"0": ["vertical_and_slash", 3500, 100, 0.8028379678726196], "1": ["vertical_and_slash", 3500, 100, 0.9934322237968445], "2": ["vertical_and_slash", 3500, 100, 0.9233330488204956], "3": ["vertical_and_slash", 500, 700, 0.9530222415924072], "4": ["vertical_and_slash", 1000, 6096, 0.7554510831832886], "5": ["vertical_and_slash", 3500, 100, 0.9931245446205139], "6": ["vertical_and_slash", 3500, 100, 0.8175129890441895], "7": ["vertical_and_slash", 500, 700, 0.9769982695579529], "8": ["vertical_and_slash", 3500, 100, 0.7803007364273071], "9": ["vertical_and_slash", 3500, 100, 0.8488234281539917], "10": ["vertical_and_slash", 1000, 6096, 0.7556964159011841], "11": ["vertical_and_slash", 100, 750, 0.9249212145805359], "12": ["vertical_and_slash", 1000, 6096, 0.5030975937843323], "13": ["vertical_and_slash", 3500, 100, 0.7736669778823853], "14": ["vertical_and_slash", 3500, 100, 0.8432313203811646], "15": ["vertical_and_slash", 3500, 100, 0.8078522086143494], "16": ["vertical_and_slash", 1000, 6096, 0.6152622699737549], "17": ["vertical_and_slash", 1000, 6096, 0.4801797866821289], "18": ["vertical_and_slash", 3500, 100, 0.7792356610298157], "19": ["vertical_and_slash", 3500, 100, 0.9260709285736084], "20": ["vertical_and_slash", 3500, 100, 0.9572370052337646], "21": ["vertical_and_slash", 500, 700, 0.9757252335548401], "22": ["vertical_and_slash", 100, 750, 0.9295142889022827], "23": ["vertical_and_slash", 100, 750, 0.8406566381454468], "24": ["vertical_and_slash", 500, 700, 0.9934183955192566], "25": ["vertical_and_slash", 3500, 100, 0.9811476469039917], "26": ["vertical_and_slash", 1000, 6096, 0.43748241662979126], "27": ["vertical_and_slash", 1000, 6096, 0.8173736929893494], "28": ["vertical_and_slash", 1000, 6096, 0.7964892983436584], "29": ["vertical_and_slash", 1000, 6096, 0.5660628080368042], "30": ["vertical_and_slash", 100, 750, 0.8858906626701355], "31": ["vertical_and_slash", 3500, 100, 0.7301779389381409]}, {"0": ["vertical_and_slash", 1000, 6096, 0.8143554925918579], "1": ["vertical_and_slash", 3500, 100, 0.8302785754203796], "2": ["vertical_and_slash", 3500, 100, 0.9859114289283752], "3": ["vertical_and_slash", 3500, 100, 0.6922958493232727], "4": ["vertical_and_slash", 3500, 100, 0.9597254991531372], "5": ["vertical_and_slash", 1000, 6096, 0.8074929714202881], "6": ["vertical_and_slash", 3500, 100, 0.7841739654541016], "7": ["vertical_and_slash", 3500, 100, 0.9443768262863159], "8": ["vertical_and_slash", 3500, 100, 0.9327424764633179], "9": ["vertical_and_slash", 3500, 100, 0.8796824812889099], "10": ["vertical_and_slash", 3500, 100, 0.9468095302581787], "11": ["vertical_and_slash", 3500, 100, 0.9797954559326172], "12": ["vertical_and_slash", 3500, 100, 0.9876496195793152], "13": ["vertical_and_slash", 100, 750, 0.9684455394744873], "14": ["vertical_and_slash", 3500, 100, 0.9720463156700134], "15": ["vertical_and_slash", 3500, 100, 0.9134085774421692], "16": ["vertical_and_slash", 100, 750, 0.9962508678436279], "17": ["vertical_and_slash", 3500, 100, 0.9967661499977112], "18": ["vertical_and_slash", 3500, 100, 0.9218150973320007], "19": ["vertical_and_slash", 3500, 100, 0.9165892601013184], "20": ["vertical_and_slash", 500, 700, 0.9811153411865234], "21": ["vertical_and_slash", 1000, 6096, 0.8401690721511841], "22": ["vertical_and_slash", 100, 750, 0.9827044606208801], "23": ["vertical_and_slash", 500, 700, 0.9265505075454712], "24": ["vertical_and_slash", 3500, 100, 0.8814885020256042], "25": ["vertical_and_slash", 1000, 6096, 0.8774723410606384], "26": ["vertical_and_slash", 1000, 6096, 0.8981026411056519], "27": ["vertical_and_slash", 100, 750, 0.995216429233551], "28": ["vertical_and_slash", 3500, 100, 0.9950628280639648], "29": ["vertical_and_slash", 500, 700, 0.9678530693054199], "30": ["vertical_and_slash", 100, 750, 0.9900303483009338], "31": ["vertical_and_slash", 3500, 100, 0.9148485064506531]}, {"0": ["vertical_and_slash", 3500, 100, 0.7734143137931824], "1": ["vertical_and_slash", 3500, 100, 0.9431662559509277], "2": ["vertical_and_slash", 100, 750, 0.9125087857246399], "3": ["vertical_and_slash", 3500, 100, 0.9382316470146179], "4": ["vertical_and_slash", 1000, 6096, 0.7059416174888611], "5": ["vertical_and_slash", 3500, 100, 0.6978054642677307], "6": ["vertical_and_slash", 3500, 100, 0.9927070140838623], "7": ["vertical_and_slash", 3500, 100, 0.9393529295921326], "8": ["vertical_and_slash", 100, 750, 0.9231113195419312], "9": ["vertical_and_slash", 3500, 100, 0.9985975623130798], "10": ["vertical_and_slash", 500, 700, 0.9555321335792542], "11": ["vertical_and_slash", 3500, 100, 0.9785676002502441], "12": ["vertical_and_slash", 500, 700, 0.9968464374542236], "13": ["vertical_and_slash", 3500, 100, 0.9894333481788635], "14": ["vertical_and_slash", 500, 700, 0.8927757740020752], "15": ["vertical_and_slash", 3500, 100, 0.9463996887207031], "16": ["vertical_and_slash", 3500, 100, 0.9756723642349243], "17": ["vertical_and_slash", 3500, 100, 0.970882773399353], "18": ["vertical_and_slash", 1000, 6096, 0.6809303164482117], "19": ["vertical_and_slash", 3500, 100, 0.9938862919807434], "20": ["vertical_and_slash", 3500, 100, 0.9821802973747253], "21": ["vertical_and_slash", 3500, 100, 0.9383650422096252], "22": ["vertical_and_slash", 3500, 100, 0.8643637299537659], "23": ["vertical_and_slash", 100, 750, 0.9771586656570435], "24": ["vertical_and_slash", 500, 700, 0.976405143737793], "25": ["vertical_and_slash", 3500, 100, 0.9743276238441467], "26": ["vertical_and_slash", 3500, 100, 0.9265220761299133], "27": ["vertical_and_slash", 3500, 100, 0.9841408729553223], "28": ["vertical_and_slash", 500, 700, 0.9391534328460693], "29": ["vertical_and_slash", 3500, 100, 0.9312986135482788], "30": ["vertical_and_slash", 3500, 100, 0.8832992911338806], "31": ["vertical_and_slash", 3500, 100, 0.9811874628067017]}, {"0": ["vertical_and_slash", 3500, 100, 0.9956807494163513], "1": ["vertical_and_slash", 3500, 100, 0.9670407772064209], "2": ["vertical_and_slash", 100, 750, 0.9973832964897156], "3": ["vertical_and_slash", 100, 750, 0.99891597032547], "4": ["vertical_and_slash", 3500, 100, 0.9931758642196655], "5": ["vertical_and_slash", 100, 750, 0.996113121509552], "6": ["vertical_and_slash", 3500, 100, 0.9983065724372864], "7": ["vertical_and_slash", 3500, 100, 0.9833848476409912], "8": ["vertical_and_slash", 3500, 100, 0.9948523640632629], "9": ["vertical_and_slash", 3500, 100, 0.8683006167411804], "10": ["vertical_and_slash", 3500, 100, 0.9931465983390808], "11": ["vertical_and_slash", 100, 750, 0.984261691570282], "12": ["vertical_and_slash", 100, 750, 0.9601353406906128], "13": ["vertical_and_slash", 500, 700, 0.9203216433525085], "14": ["vertical_and_slash", 3500, 100, 0.9650700092315674], "15": ["vertical_and_slash", 100, 750, 0.984341561794281], "16": ["vertical_and_slash", 3500, 100, 0.9989381432533264], "17": ["vertical_and_slash", 1000, 6096, 0.8591818809509277], "18": ["vertical_and_slash", 500, 700, 0.959535539150238], "19": ["vertical_and_slash", 3500, 100, 0.9685975909233093], "20": ["vertical_and_slash", 3500, 100, 0.9992274045944214], "21": ["vertical_and_slash", 3500, 100, 0.9054502248764038], "22": ["vertical_and_slash", 3500, 100, 0.9957486391067505], "23": ["vertical_and_slash", 3500, 100, 0.9970229864120483], "24": ["vertical_and_slash", 3500, 100, 0.933996319770813], "25": ["vertical_and_slash", 3500, 100, 0.9522771239280701], "26": ["vertical_and_slash", 3500, 100, 0.8640444278717041], "27": ["vertical_and_slash", 3500, 100, 0.9864702820777893], "28": ["vertical_and_slash", 1000, 6096, 0.8701584935188293], "29": ["vertical_and_slash", 3500, 100, 0.9872081279754639], "30": ["vertical_and_slash", 3500, 100, 0.9637035727500916], "31": ["vertical_and_slash", 3500, 100, 0.7964584827423096]}, {"0": ["vertical_and_slash", 500, 700, 0.944079577922821], "1": ["vertical_and_slash", 1000, 6096, 0.7686152458190918], "2": ["vertical_and_slash", 3500, 100, 0.9423201680183411], "3": ["vertical_and_slash", 3500, 100, 0.9597930908203125], "4": ["vertical_and_slash", 3500, 100, 0.9981894493103027], "5": ["vertical_and_slash", 100, 750, 0.9951789975166321], "6": ["vertical_and_slash", 3500, 100, 0.9678981304168701], "7": ["vertical_and_slash", 3500, 100, 0.8912110924720764], "8": ["vertical_and_slash", 100, 750, 0.9829361438751221], "9": ["vertical_and_slash", 500, 700, 0.9326693415641785], "10": ["vertical_and_slash", 3500, 100, 0.7954592108726501], "11": ["vertical_and_slash", 3500, 100, 0.9361847639083862], "12": ["vertical_and_slash", 3500, 100, 0.9777213335037231], "13": ["vertical_and_slash", 100, 750, 0.7402770519256592], "14": ["vertical_and_slash", 1000, 6096, 0.8369068503379822], "15": ["vertical_and_slash", 3500, 100, 0.8386251926422119], "16": ["vertical_and_slash", 500, 700, 0.9928125143051147], "17": ["vertical_and_slash", 3500, 100, 0.9980320930480957], "18": ["vertical_and_slash", 100, 750, 0.99200838804245], "19": ["vertical_and_slash", 3500, 100, 0.9937632083892822], "20": ["vertical_and_slash", 1000, 6096, 0.8582853674888611], "21": ["vertical_and_slash", 500, 700, 0.8901017308235168], "22": ["vertical_and_slash", 3500, 100, 0.9825611710548401], "23": ["vertical_and_slash", 3500, 100, 0.9956728219985962], "24": ["vertical_and_slash", 3500, 100, 0.992565929889679], "25": ["vertical_and_slash", 3500, 100, 0.9841880202293396], "26": ["vertical_and_slash", 1000, 6096, 0.8873481750488281], "27": ["vertical_and_slash", 100, 750, 0.9767672419548035], "28": ["vertical_and_slash", 3500, 100, 0.9931612610816956], "29": ["vertical_and_slash", 3500, 100, 0.9209384918212891], "30": ["vertical_and_slash", 100, 750, 0.7578334212303162], "31": ["vertical_and_slash", 3500, 100, 0.9578611850738525]}, {"0": ["vertical_and_slash", 100, 750, 0.9389412999153137], "1": ["vertical_and_slash", 100, 750, 0.9428157210350037], "2": ["vertical_and_slash", 3500, 100, 0.9956400990486145], "3": ["vertical_and_slash", 100, 750, 0.9144065976142883], "4": ["vertical_and_slash", 1000, 6096, 0.8475824594497681], "5": ["vertical_and_slash", 100, 750, 0.996335506439209], "6": ["vertical_and_slash", 3500, 100, 0.9988783597946167], "7": ["vertical_and_slash", 3500, 100, 0.94597989320755], "8": ["vertical_and_slash", 3500, 100, 0.9713111519813538], "9": ["vertical_and_slash", 100, 750, 0.9670871496200562], "10": ["vertical_and_slash", 3500, 100, 0.9996585249900818], "11": ["vertical_and_slash", 3500, 100, 0.9820530414581299], "12": ["vertical_and_slash", 3500, 100, 0.9983968138694763], "13": ["vertical_and_slash", 3500, 100, 0.9315072298049927], "14": ["vertical_and_slash", 3500, 100, 0.9930176138877869], "15": ["vertical_and_slash", 500, 700, 0.9945250749588013], "16": ["vertical_and_slash", 100, 750, 0.9049948453903198], "17": ["vertical_and_slash", 3500, 100, 0.9992651343345642], "18": ["vertical_and_slash", 500, 700, 0.9942126274108887], "19": ["vertical_and_slash", 500, 700, 0.9891477227210999], "20": ["vertical_and_slash", 3500, 100, 0.9028084874153137], "21": ["vertical_and_slash", 100, 750, 0.9475080370903015], "22": ["vertical_and_slash", 500, 700, 0.9690455794334412], "23": ["vertical_and_slash", 3500, 100, 0.9446419477462769], "24": ["vertical_and_slash", 3500, 100, 0.9801247715950012], "25": ["vertical_and_slash", 100, 750, 0.9777910113334656], "26": ["vertical_and_slash", 3500, 100, 0.7017547488212585], "27": ["vertical_and_slash", 3500, 100, 0.9493237137794495], "28": ["vertical_and_slash", 100, 750, 0.9993017315864563], "29": ["vertical_and_slash", 3500, 100, 0.893531858921051], "30": ["vertical_and_slash", 3500, 100, 0.9467594623565674], "31": ["vertical_and_slash", 3500, 100, 0.9743610620498657]}, {"0": ["vertical_and_slash", 3500, 100, 0.985114574432373], "1": ["vertical_and_slash", 500, 700, 0.9950987696647644], "2": ["vertical_and_slash", 3500, 100, 0.7027000784873962], "3": ["vertical_and_slash", 3500, 100, 0.9855831265449524], "4": ["vertical_and_slash", 3500, 100, 0.9874288439750671], "5": ["vertical_and_slash", 1000, 6096, 0.7125917673110962], "6": ["vertical_and_slash", 3500, 100, 0.9454708695411682], "7": ["vertical_and_slash", 3500, 100, 0.9898356199264526], "8": ["vertical_and_slash", 3500, 100, 0.9445544481277466], "9": ["vertical_and_slash", 3500, 100, 0.988140344619751], "10": ["vertical_and_slash", 500, 700, 0.981208860874176], "11": ["vertical_and_slash", 500, 700, 0.9874861836433411], "12": ["vertical_and_slash", 3500, 100, 0.9963038563728333], "13": ["vertical_and_slash", 100, 750, 0.9972052574157715], "14": ["vertical_and_slash", 3500, 100, 0.9943816065788269], "15": ["vertical_and_slash", 100, 750, 0.8364889025688171], "16": ["vertical_and_slash", 100, 750, 0.9870871901512146], "17": ["vertical_and_slash", 100, 750, 0.998099684715271], "18": ["vertical_and_slash", 3500, 100, 0.8674955368041992], "19": ["vertical_and_slash", 500, 700, 0.9969808459281921], "20": ["vertical_and_slash", 3500, 100, 0.8848986625671387], "21": ["vertical_and_slash", 1000, 6096, 0.867315411567688], "22": ["vertical_and_slash", 500, 700, 0.9908551573753357], "23": ["vertical_and_slash", 100, 750, 0.8952099680900574], "24": ["vertical_and_slash", 500, 700, 0.9714990854263306], "25": ["vertical_and_slash", 100, 750, 0.8733819723129272], "26": ["vertical_and_slash", 3500, 100, 0.9205271005630493], "27": ["vertical_and_slash", 3500, 100, 0.9833540916442871], "28": ["vertical_and_slash", 3500, 100, 0.9445760846138], "29": ["vertical_and_slash", 3500, 100, 0.9536135792732239], "30": ["vertical_and_slash", 500, 700, 0.9753504991531372], "31": ["vertical_and_slash", 1000, 6096, 0.8801259398460388]}, {"0": ["vertical_and_slash", 3500, 100, 0.9614631533622742], "1": ["vertical_and_slash", 3500, 100, 0.9763227105140686], "2": ["vertical_and_slash", 100, 750, 0.970956563949585], "3": ["vertical_and_slash", 100, 750, 0.9151788949966431], "4": ["vertical_and_slash", 3500, 100, 0.9920399188995361], "5": ["vertical_and_slash", 3500, 100, 0.9422896504402161], "6": ["vertical_and_slash", 3500, 100, 0.986482560634613], "7": ["vertical_and_slash", 3500, 100, 0.9976206421852112], "8": ["vertical_and_slash", 100, 750, 0.9943424463272095], "9": ["vertical_and_slash", 3500, 100, 0.9936824440956116], "10": ["vertical_and_slash", 3500, 100, 0.9882729649543762], "11": ["vertical_and_slash", 100, 750, 0.9862287640571594], "12": ["vertical_and_slash", 500, 700, 0.9886087775230408], "13": ["vertical_and_slash", 3500, 100, 0.9989089369773865], "14": ["vertical_and_slash", 3500, 100, 0.9651134610176086], "15": ["vertical_and_slash", 3500, 100, 0.9826948046684265], "16": ["vertical_and_slash", 3500, 100, 0.9450136423110962], "17": ["vertical_and_slash", 3500, 100, 0.9979375004768372], "18": ["vertical_and_slash", 3500, 100, 0.9520789384841919], "19": ["vertical_and_slash", 3500, 100, 0.9316532015800476], "20": ["vertical_and_slash", 100, 750, 0.9904720187187195], "21": ["vertical_and_slash", 3500, 100, 0.999125599861145], "22": ["vertical_and_slash", 3500, 100, 0.9995089769363403], "23": ["vertical_and_slash", 100, 750, 0.9886007308959961], "24": ["vertical_and_slash", 3500, 100, 0.9961583018302917], "25": ["vertical_and_slash", 3500, 100, 0.9961526393890381], "26": ["vertical_and_slash", 3500, 100, 0.9557645916938782], "27": ["vertical_and_slash", 3500, 100, 0.8775650262832642], "28": ["vertical_and_slash", 3500, 100, 0.986892580986023], "29": ["vertical_and_slash", 3500, 100, 0.9749740958213806], "30": ["vertical_and_slash", 3500, 100, 0.8765645027160645], "31": ["vertical_and_slash", 3500, 100, 0.9494763016700745]}, {"0": ["vertical_and_slash", 3500, 100, 0.9797922372817993], "1": ["vertical_and_slash", 3500, 100, 0.9958779811859131], "2": ["vertical_and_slash", 3500, 100, 0.9976977705955505], "3": ["vertical_and_slash", 3500, 100, 0.9764806628227234], "4": ["vertical_and_slash", 3500, 100, 0.9868356585502625], "5": ["vertical_and_slash", 1000, 6096, 0.8740545511245728], "6": ["vertical_and_slash", 3500, 100, 0.9939981698989868], "7": ["vertical_and_slash", 1000, 6096, 0.7613811492919922], "8": ["vertical_and_slash", 3500, 100, 0.9811347723007202], "9": ["vertical_and_slash", 3500, 100, 0.9840614795684814], "10": ["vertical_and_slash", 1000, 6096, 0.8657892346382141], "11": ["vertical_and_slash", 3500, 100, 0.9502456188201904], "12": ["vertical_and_slash", 100, 750, 0.9104490280151367], "13": ["vertical_and_slash", 3500, 100, 0.9950721263885498], "14": ["vertical_and_slash", 3500, 100, 0.9724959135055542], "15": ["vertical_and_slash", 1000, 6096, 0.8955191373825073], "16": ["vertical_and_slash", 3500, 100, 0.9936071038246155], "17": ["vertical_and_slash", 3500, 100, 0.9285928606987], "18": ["vertical_and_slash", 3500, 100, 0.756338357925415], "19": ["vertical_and_slash", 3500, 100, 0.9665532112121582], "20": ["vertical_and_slash", 100, 750, 0.9970663785934448], "21": ["vertical_and_slash", 3500, 100, 0.9806201457977295], "22": ["vertical_and_slash", 1000, 6096, 0.8115424513816833], "23": ["vertical_and_slash", 1000, 6096, 0.8631585836410522], "24": ["vertical_and_slash", 3500, 100, 0.9782901406288147], "25": ["vertical_and_slash", 3500, 100, 0.9858242273330688], "26": ["vertical_and_slash", 3500, 100, 0.9617720246315002], "27": ["vertical_and_slash", 3500, 100, 0.997412919998169], "28": ["vertical_and_slash", 3500, 100, 0.8432300090789795], "29": ["vertical_and_slash", 500, 700, 0.9955722093582153], "30": ["vertical_and_slash", 3500, 100, 0.9938695430755615], "31": ["vertical_and_slash", 3500, 100, 0.9511440396308899]}, {"0": ["vertical_and_slash", 3500, 100, 0.988155722618103], "1": ["vertical_and_slash", 3500, 100, 0.9747615456581116], "2": ["vertical_and_slash", 100, 750, 0.9718871712684631], "3": ["vertical_and_slash", 100, 750, 0.9756971597671509], "4": ["vertical_and_slash", 3500, 100, 0.947630763053894], "5": ["vertical_and_slash", 100, 750, 0.99262934923172], "6": ["vertical_and_slash", 3500, 100, 0.9955495595932007], "7": ["vertical_and_slash", 3500, 100, 0.8609271049499512], "8": ["vertical_and_slash", 3500, 100, 0.974815845489502], "9": ["vertical_and_slash", 3500, 100, 0.9884821772575378], "10": ["vertical_and_slash", 3500, 100, 0.9901348352432251], "11": ["vertical_and_slash", 100, 750, 0.9968274831771851], "12": ["vertical_and_slash", 3500, 100, 0.9918603897094727], "13": ["vertical_and_slash", 500, 700, 0.9757610559463501], "14": ["vertical_and_slash", 3500, 100, 0.9900703430175781], "15": ["vertical_and_slash", 500, 700, 0.9938023090362549], "16": ["vertical_and_slash", 1000, 6096, 0.8913345336914062], "17": ["vertical_and_slash", 500, 700, 0.9903258681297302], "18": ["vertical_and_slash", 100, 750, 0.9566823244094849], "19": ["vertical_and_slash", 100, 750, 0.9777167439460754], "20": ["vertical_and_slash", 3500, 100, 0.9674810767173767], "21": ["vertical_and_slash", 100, 750, 0.9178389310836792], "22": ["vertical_and_slash", 100, 750, 0.9882655143737793], "23": ["vertical_and_slash", 100, 750, 0.9989043474197388], "24": ["vertical_and_slash", 1000, 6096, 0.8574219942092896], "25": ["vertical_and_slash", 3500, 100, 0.9944363236427307], "26": ["vertical_and_slash", 3500, 100, 0.9970851540565491], "27": ["vertical_and_slash", 500, 700, 0.9904334545135498], "28": ["vertical_and_slash", 3500, 100, 0.9851230978965759], "29": ["vertical_and_slash", 3500, 100, 0.9900650978088379], "30": ["vertical_and_slash", 3500, 100, 0.9743545055389404], "31": ["vertical_and_slash", 500, 700, 0.9190711975097656]}, {"0": ["vertical_and_slash", 100, 750, 0.9716458320617676], "1": ["vertical_and_slash", 3500, 100, 0.9384027719497681], "2": ["vertical_and_slash", 3500, 100, 0.9696847796440125], "3": ["vertical_and_slash", 3500, 100, 0.9812428951263428], "4": ["vertical_and_slash", 1000, 6096, 0.5853931903839111], "5": ["vertical_and_slash", 3500, 100, 0.7994469404220581], "6": ["vertical_and_slash", 3500, 100, 0.9933062791824341], "7": ["vertical_and_slash", 3500, 100, 0.986369788646698], "8": ["vertical_and_slash", 3500, 100, 0.8895794153213501], "9": ["vertical_and_slash", 1000, 6096, 0.8238524794578552], "10": ["vertical_and_slash", 500, 700, 0.93126380443573], "11": ["vertical_and_slash", 3500, 100, 0.962100088596344], "12": ["vertical_and_slash", 3500, 100, 0.8438158631324768], "13": ["vertical_and_slash", 500, 700, 0.9969620108604431], "14": ["vertical_and_slash", 1000, 6096, 0.8904788494110107], "15": ["vertical_and_slash", 100, 750, 0.9925360679626465], "16": ["vertical_and_slash", 3500, 100, 0.9222993850708008], "17": ["vertical_and_slash", 1000, 6096, 0.6627880334854126], "18": ["vertical_and_slash", 1000, 6096, 0.8668970465660095], "19": ["vertical_and_slash", 3500, 100, 0.9340634346008301], "20": ["vertical_and_slash", 3500, 100, 0.9503065347671509], "21": ["vertical_and_slash", 3500, 100, 0.9436649680137634], "22": ["vertical_and_slash", 3500, 100, 0.9768727421760559], "23": ["vertical_and_slash", 100, 750, 0.988473653793335], "24": ["vertical_and_slash", 3500, 100, 0.8777113556861877], "25": ["vertical_and_slash", 3500, 100, 0.8750200271606445], "26": ["vertical_and_slash", 1000, 6096, 0.4957360625267029], "27": ["vertical_and_slash", 3500, 100, 0.9804278016090393], "28": ["vertical_and_slash", 1000, 6096, 0.8486401438713074], "29": ["vertical_and_slash", 3500, 100, 0.8954175114631653], "30": ["vertical_and_slash", 3500, 100, 0.9651874899864197], "31": ["vertical_and_slash", 3500, 100, 0.9620938301086426]}, {"0": ["vertical_and_slash", 100, 750, 0.920842707157135], "1": ["vertical_and_slash", 3500, 100, 0.7215947508811951], "2": ["vertical_and_slash", 3500, 100, 0.9858340620994568], "3": ["vertical_and_slash", 3500, 100, 0.7861597537994385], "4": ["vertical_and_slash", 3500, 100, 0.7639158964157104], "5": ["vertical_and_slash", 3500, 100, 0.887671947479248], "6": ["vertical_and_slash", 3500, 100, 0.8891316652297974], "7": ["vertical_and_slash", 1000, 6096, 0.8906923532485962], "8": ["vertical_and_slash", 3500, 100, 0.8836961984634399], "9": ["vertical_and_slash", 3500, 100, 0.7728190422058105], "10": ["vertical_and_slash", 3500, 100, 0.9507467746734619], "11": ["vertical_and_slash", 500, 700, 0.7829118967056274], "12": ["vertical_and_slash", 100, 750, 0.8214483857154846], "13": ["vertical_and_slash", 3500, 100, 0.7196475863456726], "14": ["vertical_and_slash", 500, 700, 0.8691932559013367], "15": ["vertical_and_slash", 1000, 6096, 0.6569814085960388], "16": ["vertical_and_slash", 100, 750, 0.9087151288986206], "17": ["vertical_and_slash", 3500, 100, 0.7609643936157227], "18": ["vertical_and_slash", 3500, 100, 0.8670530319213867], "19": ["vertical_and_slash", 1000, 6096, 0.7779831290245056], "20": ["vertical_and_slash", 100, 750, 0.923963725566864], "21": ["vertical_and_slash", 1000, 6096, 0.5714190006256104], "22": ["vertical_and_slash", 500, 700, 0.6351447105407715], "23": ["vertical_and_slash", 100, 750, 0.870464026927948], "24": ["vertical_and_slash", 1000, 6096, 0.6272542476654053], "25": ["vertical_and_slash", 1000, 6096, 0.7302500009536743], "26": ["vertical_and_slash", 3500, 100, 0.9410015940666199], "27": ["vertical_and_slash", 3500, 100, 0.793304979801178], "28": ["vertical_and_slash", 1000, 6096, 0.837500274181366], "29": ["vertical_and_slash", 1000, 6096, 0.766721248626709], "30": ["vertical_and_slash", 1000, 6096, 0.7082650065422058], "31": ["vertical_and_slash", 3500, 100, 0.8947907090187073]}, {"0": ["vertical_and_slash", 100, 750, 0.8983681797981262], "1": ["vertical_and_slash", 1000, 6096, 0.9650430083274841], "2": ["vertical_and_slash", 500, 700, 0.9532706141471863], "3": ["vertical_and_slash", 3500, 100, 0.8198072910308838], "4": ["vertical_and_slash", 1000, 6096, 0.840558648109436], "5": ["vertical_and_slash", 3500, 100, 0.8227204084396362], "6": ["vertical_and_slash", 1000, 6096, 0.5979130268096924], "7": ["vertical_and_slash", 1000, 6096, 0.7691975235939026], "8": ["vertical_and_slash", 1000, 6096, 0.8089779615402222], "9": ["vertical_and_slash", 100, 750, 0.8689324855804443], "10": ["vertical_and_slash", 100, 750, 0.8621079325675964], "11": ["vertical_and_slash", 500, 700, 0.9871177673339844], "12": ["vertical_and_slash", 1000, 6096, 0.9468575716018677], "13": ["vertical_and_slash", 100, 750, 0.9075571894645691], "14": ["vertical_and_slash", 1000, 6096, 0.911694347858429], "15": ["vertical_and_slash", 100, 750, 0.9817390441894531], "16": ["vertical_and_slash", 1000, 6096, 0.7491167783737183], "17": ["vertical_and_slash", 1000, 6096, 0.8255623579025269], "18": ["vertical_and_slash", 1000, 6096, 0.8701649308204651], "19": ["vertical_and_slash", 3500, 100, 0.838506817817688], "20": ["vertical_and_slash", 1000, 6096, 0.8749529123306274], "21": ["vertical_and_slash", 500, 700, 0.8783859610557556], "22": ["vertical_and_slash", 3500, 100, 0.9302544593811035], "23": ["vertical_and_slash", 100, 750, 0.9118035435676575], "24": ["vertical_and_slash", 1000, 6096, 0.7892093658447266], "25": ["vertical_and_slash", 100, 750, 0.904501736164093], "26": ["vertical_and_slash", 3500, 100, 0.947079598903656], "27": ["vertical_and_slash", 1000, 6096, 0.5719630718231201], "28": ["vertical_and_slash", 3500, 100, 0.9740545153617859], "29": ["vertical_and_slash", 100, 750, 0.8365178108215332], "30": ["vertical_and_slash", 3500, 100, 0.8893513083457947], "31": ["vertical_and_slash", 1000, 6096, 0.923209547996521]}] diff --git a/minference/configs/Yi_9B_200k_kv_out_v32_fit_o_best_pattern.json b/minference/configs/Yi_9B_200k_kv_out_v32_fit_o_best_pattern.json new file mode 100644 index 0000000..e25d158 --- /dev/null +++ b/minference/configs/Yi_9B_200k_kv_out_v32_fit_o_best_pattern.json @@ -0,0 +1 @@ +[{"0": ["vertical_and_slash", 1000, 4096, 12982], "1": ["vertical_and_slash", 1000, 4096, 54], "2": ["vertical_and_slash", 1000, 4096, 0], "3": ["vertical_and_slash", 1000, 4096, 5], "4": ["vertical_and_slash", 1000, 4096, 57], "5": ["vertical_and_slash", 1000, 4096, 93], "6": ["vertical_and_slash", 1000, 4096, 5], "7": ["vertical_and_slash", 1000, 4096, 0], "8": ["vertical_and_slash", 1000, 4096, 4], "9": ["vertical_and_slash", 1000, 4096, 8], "10": ["vertical_and_slash", 1000, 4096, 10020], "11": ["vertical_and_slash", 1000, 4096, 0], "12": ["vertical_and_slash", 1000, 4096, 222290], "13": ["vertical_and_slash", 1000, 4096, 162], "14": ["vertical_and_slash", 1000, 4096, 3], "15": ["vertical_and_slash", 1000, 4096, 11], "16": ["vertical_and_slash", 1000, 4096, 10], "17": ["vertical_and_slash", 1000, 4096, 4], "18": ["vertical_and_slash", 1000, 4096, 26297], "19": ["vertical_and_slash", 1000, 4096, 3], "20": ["vertical_and_slash", 1000, 4096, 0], "21": ["vertical_and_slash", 1000, 4096, 0], "22": ["vertical_and_slash", 1000, 4096, 1627], "23": ["vertical_and_slash", 1000, 4096, 7], "24": ["vertical_and_slash", 1000, 4096, 0], "25": ["vertical_and_slash", 1000, 4096, 859], "26": ["vertical_and_slash", 1000, 4096, 0], "27": ["vertical_and_slash", 1000, 4096, 0], "28": ["vertical_and_slash", 1000, 4096, 484], "29": ["vertical_and_slash", 1000, 4096, 1239], "30": ["vertical_and_slash", 1000, 4096, 0], "31": ["vertical_and_slash", 1000, 4096, 0]}, {"0": ["vertical_and_slash", 1000, 4096, 430388], "1": ["vertical_and_slash", 1000, 4096, 299591], "2": ["vertical_and_slash", 1000, 4096, 5802], "3": ["vertical_and_slash", 1000, 4096, 22390], "4": ["vertical_and_slash", 1000, 4096, 284950], "5": ["vertical_and_slash", 1000, 4096, 237516], "6": ["vertical_and_slash", 1000, 4096, 39541], "7": ["vertical_and_slash", 1000, 4096, 46216], "8": ["vertical_and_slash", 1000, 4096, 782645], "9": ["vertical_and_slash", 1000, 4096, 8], "10": ["vertical_and_slash", 1000, 4096, 18], "11": ["vertical_and_slash", 1000, 4096, 18890], "12": ["vertical_and_slash", 1000, 4096, 141], "13": ["vertical_and_slash", 1000, 4096, 53457], "14": ["vertical_and_slash", 1000, 4096, 34], "15": ["vertical_and_slash", 1000, 4096, 0], "16": ["vertical_and_slash", 1000, 4096, 246481], "17": ["vertical_and_slash", 1000, 4096, 135148], "18": ["vertical_and_slash", 1000, 4096, 48561], "19": ["vertical_and_slash", 1000, 4096, 54785], "20": ["vertical_and_slash", 1000, 4096, 95382], "21": ["vertical_and_slash", 1000, 4096, 387], "22": ["vertical_and_slash", 1000, 4096, 1750], "23": ["vertical_and_slash", 1000, 4096, 201661], "24": ["vertical_and_slash", 1000, 4096, 51272], "25": ["vertical_and_slash", 1000, 4096, 115255], "26": ["vertical_and_slash", 1000, 4096, 6], "27": ["vertical_and_slash", 1000, 4096, 6895], "28": ["vertical_and_slash", 1000, 4096, 2335], "29": ["vertical_and_slash", 1000, 4096, 23041], "30": ["vertical_and_slash", 1000, 4096, 6270087], "31": ["vertical_and_slash", 1000, 4096, 0]}, {"0": ["vertical_and_slash", 100, 800, 11], "1": ["vertical_and_slash", 30, 800, 5], "2": ["vertical_and_slash", 30, 800, 2790], "3": ["vertical_and_slash", 30, 800, 37], "4": ["vertical_and_slash", 30, 800, 2903], "5": ["vertical_and_slash", 30, 800, 1], "6": ["vertical_and_slash", 30, 800, 101], "7": ["vertical_and_slash", 100, 800, 16677], "8": ["vertical_and_slash", 1000, 4096, 99796], "9": ["vertical_and_slash", 30, 800, 8116], "10": ["vertical_and_slash", 30, 800, 1993], "11": ["vertical_and_slash", 1000, 4096, 2561], "12": ["vertical_and_slash", 30, 800, 21], "13": ["vertical_and_slash", 30, 800, 9624], "14": ["vertical_and_slash", 1000, 4096, 3894510], "15": ["vertical_and_slash", 1000, 4096, 66775], "16": ["vertical_and_slash", 30, 800, 1569], "17": ["vertical_and_slash", 1000, 4096, 146958], "18": ["vertical_and_slash", 30, 800, 29976], "19": ["vertical_and_slash", 1000, 4096, 269566], "20": ["vertical_and_slash", 100, 800, 50639], "21": ["vertical_and_slash", 30, 800, 114641], "22": ["vertical_and_slash", 1000, 4096, 238607], "23": ["vertical_and_slash", 100, 800, 302385], "24": ["vertical_and_slash", 1000, 4096, 4893], "25": ["vertical_and_slash", 30, 800, 322], "26": ["vertical_and_slash", 1000, 4096, 3639], "27": ["vertical_and_slash", 100, 800, 131], "28": ["vertical_and_slash", 1000, 4096, 348560], "29": ["vertical_and_slash", 1000, 4096, 14611], "30": ["vertical_and_slash", 30, 800, 86], "31": ["vertical_and_slash", 1000, 4096, 900]}, {"0": ["vertical_and_slash", 100, 800, 64], "1": ["vertical_and_slash", 1000, 4096, 10], "2": ["vertical_and_slash", 500, 700, 77], "3": ["vertical_and_slash", 1000, 4096, 4193], "4": ["vertical_and_slash", 100, 800, 83525], "5": ["vertical_and_slash", 1000, 4096, 6], "6": ["vertical_and_slash", 1000, 4096, 27907], "7": ["vertical_and_slash", 1000, 4096, 42], "8": ["vertical_and_slash", 30, 800, 21349], "9": ["vertical_and_slash", 30, 800, 5018], "10": ["vertical_and_slash", 30, 800, 1663], "11": ["vertical_and_slash", 30, 800, 86902], "12": ["vertical_and_slash", 30, 800, 781], "13": ["vertical_and_slash", 100, 800, 339811], "14": ["vertical_and_slash", 100, 800, 696206], "15": ["vertical_and_slash", 30, 800, 47681], "16": ["vertical_and_slash", 30, 800, 4251], "17": ["vertical_and_slash", 1000, 4096, 6373945], "18": ["vertical_and_slash", 100, 800, 289132], "19": ["vertical_and_slash", 1000, 4096, 10273], "20": ["vertical_and_slash", 1000, 4096, 457078], "21": ["vertical_and_slash", 1000, 4096, 1372461], "22": ["vertical_and_slash", 100, 800, 11108], "23": ["vertical_and_slash", 100, 800, 2979], "24": ["vertical_and_slash", 1000, 4096, 30365], "25": ["vertical_and_slash", 500, 700, 142429], "26": ["vertical_and_slash", 500, 700, 6300], "27": ["vertical_and_slash", 30, 800, 4711], "28": ["vertical_and_slash", 500, 700, 4810], "29": ["vertical_and_slash", 500, 700, 25571], "30": ["vertical_and_slash", 500, 700, 7924], "31": ["vertical_and_slash", 500, 700, 3337]}, {"0": ["vertical_and_slash", 30, 800, 34678], "1": ["vertical_and_slash", 30, 800, 13104], "2": ["vertical_and_slash", 30, 800, 4929], "3": ["vertical_and_slash", 100, 800, 9351380], "4": ["vertical_and_slash", 100, 800, 333814], "5": ["vertical_and_slash", 100, 800, 603408], "6": ["vertical_and_slash", 30, 800, 18975], "7": ["vertical_and_slash", 30, 800, 8848], "8": ["vertical_and_slash", 100, 800, 1690132], "9": ["vertical_and_slash", 30, 800, 59610], "10": ["vertical_and_slash", 500, 700, 1234], "11": ["vertical_and_slash", 1000, 4096, 74422], "12": ["vertical_and_slash", 1000, 4096, 504212], "13": ["vertical_and_slash", 30, 800, 3100], "14": ["vertical_and_slash", 100, 800, 1160], "15": ["vertical_and_slash", 500, 700, 5784], "16": ["vertical_and_slash", 30, 800, 18695], "17": ["vertical_and_slash", 30, 800, 2090], "18": ["vertical_and_slash", 30, 800, 28562], "19": ["vertical_and_slash", 30, 800, 34339], "20": ["vertical_and_slash", 30, 800, 2544], "21": ["vertical_and_slash", 30, 800, 1914], "22": ["vertical_and_slash", 30, 800, 83258], "23": ["vertical_and_slash", 30, 800, 7898], "24": ["vertical_and_slash", 30, 800, 11609], "25": ["vertical_and_slash", 1000, 4096, 64138], "26": ["vertical_and_slash", 1000, 4096, 514471], "27": ["vertical_and_slash", 500, 700, 39930], "28": ["vertical_and_slash", 30, 800, 477456], "29": ["vertical_and_slash", 100, 800, 4526], "30": ["vertical_and_slash", 1000, 4096, 30006], "31": ["vertical_and_slash", 30, 800, 92845]}, {"0": ["vertical_and_slash", 30, 800, 55378], "1": ["vertical_and_slash", 1000, 4096, 17441], "2": ["vertical_and_slash", 100, 800, 1890658], "3": ["vertical_and_slash", 30, 800, 39922], "4": ["vertical_and_slash", 30, 800, 3841], "5": ["vertical_and_slash", 30, 800, 16402], "6": ["vertical_and_slash", 30, 800, 9274], "7": ["vertical_and_slash", 100, 800, 2756], "8": ["vertical_and_slash", 100, 800, 190896], "9": ["vertical_and_slash", 1000, 4096, 30060], "10": ["vertical_and_slash", 1000, 4096, 1123342], "11": ["vertical_and_slash", 1000, 4096, 260812], "12": ["vertical_and_slash", 1000, 4096, 4395769], "13": ["vertical_and_slash", 1000, 4096, 1803359], "14": ["vertical_and_slash", 30, 800, 17625], "15": ["vertical_and_slash", 1000, 4096, 1501177], "16": ["vertical_and_slash", 1000, 4096, 236955], "17": ["vertical_and_slash", 1000, 4096, 27239], "18": ["vertical_and_slash", 1000, 4096, 84045], "19": ["vertical_and_slash", 1000, 4096, 112395], "20": ["vertical_and_slash", 1000, 4096, 289351], "21": ["vertical_and_slash", 1000, 4096, 1200493], "22": ["vertical_and_slash", 100, 800, 5628], "23": ["vertical_and_slash", 1000, 4096, 53], "24": ["vertical_and_slash", 30, 800, 1001179], "25": ["vertical_and_slash", 1000, 4096, 1417294], "26": ["vertical_and_slash", 100, 800, 712290], "27": ["vertical_and_slash", 1000, 4096, 111462], "28": ["vertical_and_slash", 1000, 4096, 2382091], "29": ["vertical_and_slash", 30, 800, 10632], "30": ["vertical_and_slash", 100, 800, 404628], "31": ["vertical_and_slash", 1000, 4096, 36025]}, {"0": ["vertical_and_slash", 1000, 4096, 683931], "1": ["vertical_and_slash", 1000, 4096, 1978224], "2": ["vertical_and_slash", 30, 800, 529064], "3": ["vertical_and_slash", 30, 800, 20483], "4": ["vertical_and_slash", 30, 800, 226587], "5": ["vertical_and_slash", 30, 800, 100650], "6": ["vertical_and_slash", 30, 800, 88814], "7": ["vertical_and_slash", 30, 800, 25415], "8": ["vertical_and_slash", 1000, 4096, 126846], "9": ["vertical_and_slash", 100, 800, 83585], "10": ["vertical_and_slash", 1000, 4096, 53117], "11": ["vertical_and_slash", 1000, 4096, 30196], "12": ["vertical_and_slash", 1000, 4096, 81511], "13": ["vertical_and_slash", 1000, 4096, 25087], "14": ["vertical_and_slash", 1000, 4096, 52332], "15": ["vertical_and_slash", 1000, 4096, 1662596], "16": ["vertical_and_slash", 30, 800, 26199], "17": ["vertical_and_slash", 30, 800, 72420], "18": ["vertical_and_slash", 30, 800, 74770], "19": ["vertical_and_slash", 30, 800, 94064], "20": ["vertical_and_slash", 30, 800, 10369], "21": ["vertical_and_slash", 1000, 4096, 2802268], "22": ["vertical_and_slash", 30, 800, 32077], "23": ["vertical_and_slash", 500, 700, 751949], "24": ["vertical_and_slash", 100, 800, 23111], "25": ["vertical_and_slash", 100, 800, 13161], "26": ["vertical_and_slash", 100, 800, 164196], "27": ["vertical_and_slash", 1000, 4096, 12766], "28": ["vertical_and_slash", 1000, 4096, 37748], "29": ["vertical_and_slash", 1000, 4096, 394580], "30": ["vertical_and_slash", 30, 800, 1161581], "31": ["vertical_and_slash", 1000, 4096, 1070988]}, {"0": ["vertical_and_slash", 100, 800, 4619], "1": ["vertical_and_slash", 1000, 4096, 3223], "2": ["vertical_and_slash", 100, 800, 65675], "3": ["vertical_and_slash", 30, 800, 56], "4": ["vertical_and_slash", 30, 800, 93], "5": ["vertical_and_slash", 30, 800, 72], "6": ["vertical_and_slash", 500, 700, 3523], "7": ["vertical_and_slash", 1000, 4096, 12230], "8": ["vertical_and_slash", 100, 800, 9301307], "9": ["vertical_and_slash", 1000, 4096, 418350], "10": ["vertical_and_slash", 1000, 4096, 994569], "11": ["vertical_and_slash", 100, 800, 399778], "12": ["vertical_and_slash", 1000, 4096, 2677334], "13": ["vertical_and_slash", 1000, 4096, 409432], "14": ["vertical_and_slash", 30, 800, 1233050], "15": ["vertical_and_slash", 1000, 4096, 5697704], "16": ["vertical_and_slash", 100, 800, 294], "17": ["vertical_and_slash", 30, 800, 50017], "18": ["vertical_and_slash", 30, 800, 1566], "19": ["vertical_and_slash", 30, 800, 2368], "20": ["vertical_and_slash", 30, 800, 3051012], "21": ["vertical_and_slash", 1000, 4096, 15983], "22": ["vertical_and_slash", 1000, 4096, 48], "23": ["vertical_and_slash", 1000, 4096, 312543], "24": ["vertical_and_slash", 30, 800, 4820], "25": ["vertical_and_slash", 30, 800, 100931], "26": ["vertical_and_slash", 30, 800, 69743], "27": ["vertical_and_slash", 30, 800, 22187], "28": ["vertical_and_slash", 30, 800, 3936], "29": ["vertical_and_slash", 30, 800, 4611], "30": ["vertical_and_slash", 30, 800, 21928], "31": ["vertical_and_slash", 30, 800, 133206]}, {"0": ["vertical_and_slash", 100, 800, 41811], "1": ["vertical_and_slash", 30, 800, 4226], "2": ["vertical_and_slash", 100, 800, 11930], "3": ["vertical_and_slash", 30, 800, 629146], "4": ["vertical_and_slash", 100, 800, 511736], "5": ["vertical_and_slash", 100, 800, 1408], "6": ["vertical_and_slash", 30, 800, 18012], "7": ["vertical_and_slash", 30, 800, 897], "8": ["vertical_and_slash", 30, 800, 107705], "9": ["vertical_and_slash", 30, 800, 152957], "10": ["vertical_and_slash", 30, 800, 272002], "11": ["vertical_and_slash", 30, 800, 5216722], "12": ["vertical_and_slash", 30, 800, 509504], "13": ["vertical_and_slash", 30, 800, 72091], "14": ["vertical_and_slash", 30, 800, 166293], "15": ["vertical_and_slash", 30, 800, 426344], "16": ["vertical_and_slash", 30, 800, 316624], "17": ["vertical_and_slash", 1000, 4096, 158902], "18": ["vertical_and_slash", 30, 800, 162502], "19": ["vertical_and_slash", 1000, 4096, 2464314], "20": ["vertical_and_slash", 1000, 4096, 5817909], "21": ["vertical_and_slash", 100, 800, 1141235], "22": ["vertical_and_slash", 30, 800, 452577], "23": ["vertical_and_slash", 30, 800, 193960], "24": ["vertical_and_slash", 30, 800, 538157], "25": ["vertical_and_slash", 30, 800, 1355759], "26": ["vertical_and_slash", 100, 800, 141236], "27": ["vertical_and_slash", 30, 800, 87608], "28": ["vertical_and_slash", 30, 800, 102946], "29": ["vertical_and_slash", 30, 800, 81254], "30": ["vertical_and_slash", 30, 800, 6194794], "31": ["vertical_and_slash", 30, 800, 2092660]}, {"0": ["vertical_and_slash", 30, 800, 278589], "1": ["vertical_and_slash", 30, 800, 1071731], "2": ["vertical_and_slash", 30, 800, 1991650], "3": ["vertical_and_slash", 30, 800, 308703], "4": ["vertical_and_slash", 30, 800, 1024242], "5": ["vertical_and_slash", 30, 800, 3107957], "6": ["vertical_and_slash", 30, 800, 926801], "7": ["vertical_and_slash", 30, 800, 2887199], "8": ["vertical_and_slash", 1000, 4096, 4152662], "9": ["vertical_and_slash", 100, 800, 15773492], "10": ["vertical_and_slash", 30, 800, 667496], "11": ["vertical_and_slash", 30, 800, 767325], "12": ["vertical_and_slash", 30, 800, 490706], "13": ["vertical_and_slash", 100, 800, 3083166], "14": ["vertical_and_slash", 100, 800, 14433242], "15": ["vertical_and_slash", 30, 800, 514502], "16": ["vertical_and_slash", 1000, 4096, 4574900], "17": ["vertical_and_slash", 1000, 4096, 1828093], "18": ["vertical_and_slash", 30, 800, 3790483], "19": ["vertical_and_slash", 1000, 4096, 9164424], "20": ["vertical_and_slash", 1000, 4096, 1011346], "21": ["vertical_and_slash", 1000, 4096, 1768867], "22": ["vertical_and_slash", 100, 800, 3253894], "23": ["vertical_and_slash", 1000, 4096, 882663], "24": ["vertical_and_slash", 100, 800, 1974998], "25": ["vertical_and_slash", 500, 700, 1452483], "26": ["vertical_and_slash", 100, 800, 12992816], "27": ["vertical_and_slash", 1000, 4096, 4441511], "28": ["vertical_and_slash", 100, 800, 3146531], "29": ["vertical_and_slash", 1000, 4096, 7002295], "30": ["vertical_and_slash", 100, 800, 7974855], "31": ["vertical_and_slash", 1000, 4096, 2767293]}, {"0": ["vertical_and_slash", 30, 800, 517042], "1": ["vertical_and_slash", 30, 800, 9471250], "2": ["vertical_and_slash", 30, 800, 67128], "3": ["vertical_and_slash", 100, 800, 13225828], "4": ["vertical_and_slash", 1000, 4096, 8138531], "5": ["vertical_and_slash", 30, 800, 169424], "6": ["vertical_and_slash", 30, 800, 165102], "7": ["vertical_and_slash", 1000, 4096, 898000], "8": ["vertical_and_slash", 100, 800, 498306], "9": ["vertical_and_slash", 100, 800, 12016777], "10": ["vertical_and_slash", 100, 800, 13078398], "11": ["vertical_and_slash", 1000, 4096, 569449], "12": ["vertical_and_slash", 1000, 4096, 4419468], "13": ["vertical_and_slash", 100, 800, 2308923], "14": ["vertical_and_slash", 100, 800, 188999], "15": ["vertical_and_slash", 30, 800, 685736], "16": ["vertical_and_slash", 100, 800, 161819], "17": ["vertical_and_slash", 100, 800, 1878966], "18": ["vertical_and_slash", 100, 800, 7840855], "19": ["vertical_and_slash", 30, 800, 207320], "20": ["vertical_and_slash", 100, 800, 2233365], "21": ["vertical_and_slash", 100, 800, 685239], "22": ["vertical_and_slash", 1000, 4096, 1493618], "23": ["vertical_and_slash", 30, 800, 1137958], "24": ["vertical_and_slash", 30, 800, 115113], "25": ["vertical_and_slash", 30, 800, 809754], "26": ["vertical_and_slash", 30, 800, 1328591], "27": ["vertical_and_slash", 30, 800, 697970], "28": ["vertical_and_slash", 1000, 4096, 14409], "29": ["vertical_and_slash", 30, 800, 376399], "30": ["vertical_and_slash", 30, 800, 71599], "31": ["vertical_and_slash", 30, 800, 431162]}, {"0": ["vertical_and_slash", 30, 800, 7073664], "1": ["vertical_and_slash", 100, 800, 4139486], "2": ["vertical_and_slash", 30, 800, 126298], "3": ["vertical_and_slash", 30, 800, 626891], "4": ["vertical_and_slash", 1000, 4096, 244457], "5": ["vertical_and_slash", 30, 800, 338124], "6": ["vertical_and_slash", 100, 800, 4247346], "7": ["vertical_and_slash", 100, 800, 1853876], "8": ["vertical_and_slash", 1000, 4096, 6355420], "9": ["vertical_and_slash", 100, 800, 988264], "10": ["vertical_and_slash", 1000, 4096, 984583], "11": ["vertical_and_slash", 100, 800, 914211], "12": ["vertical_and_slash", 1000, 4096, 570502], "13": ["vertical_and_slash", 1000, 4096, 10187572], "14": ["vertical_and_slash", 1000, 4096, 3408578], "15": ["vertical_and_slash", 1000, 4096, 11375984], "16": ["vertical_and_slash", 100, 800, 5144098], "17": ["vertical_and_slash", 1000, 4096, 350031], "18": ["vertical_and_slash", 1000, 4096, 1299268], "19": ["vertical_and_slash", 1000, 4096, 790117], "20": ["vertical_and_slash", 100, 800, 24094], "21": ["vertical_and_slash", 30, 800, 3856442], "22": ["vertical_and_slash", 100, 800, 383726], "23": ["vertical_and_slash", 500, 700, 832], "24": ["vertical_and_slash", 100, 800, 7717427], "25": ["vertical_and_slash", 1000, 4096, 4545251], "26": ["vertical_and_slash", 30, 800, 7922478], "27": ["vertical_and_slash", 1000, 4096, 2809849], "28": ["vertical_and_slash", 1000, 4096, 4392930], "29": ["vertical_and_slash", 100, 800, 2998060], "30": ["vertical_and_slash", 100, 800, 6173903], "31": ["vertical_and_slash", 1000, 4096, 2536227]}, {"0": ["vertical_and_slash", 30, 800, 1733117], "1": ["vertical_and_slash", 100, 800, 2514524], "2": ["vertical_and_slash", 1000, 4096, 12567570], "3": ["vertical_and_slash", 1000, 4096, 2817534], "4": ["vertical_and_slash", 1000, 4096, 10571712], "5": ["vertical_and_slash", 100, 800, 1311331], "6": ["vertical_and_slash", 30, 800, 4202358], "7": ["vertical_and_slash", 30, 800, 4970102], "8": ["vertical_and_slash", 30, 800, 88687], "9": ["vertical_and_slash", 30, 800, 293880], "10": ["vertical_and_slash", 500, 700, 70693], "11": ["vertical_and_slash", 30, 800, 13849], "12": ["vertical_and_slash", 30, 800, 238706], "13": ["vertical_and_slash", 30, 800, 78435], "14": ["vertical_and_slash", 30, 800, 164251], "15": ["vertical_and_slash", 30, 800, 199789], "16": ["vertical_and_slash", 30, 800, 200684], "17": ["vertical_and_slash", 1000, 4096, 1761919], "18": ["vertical_and_slash", 30, 800, 210071], "19": ["vertical_and_slash", 30, 800, 68554], "20": ["vertical_and_slash", 30, 800, 484345], "21": ["vertical_and_slash", 30, 800, 1489873], "22": ["vertical_and_slash", 30, 800, 301028], "23": ["vertical_and_slash", 30, 800, 1124431], "24": ["vertical_and_slash", 100, 800, 636179], "25": ["vertical_and_slash", 100, 800, 611008], "26": ["vertical_and_slash", 1000, 4096, 1639], "27": ["vertical_and_slash", 1000, 4096, 8255730], "28": ["vertical_and_slash", 1000, 4096, 6678469], "29": ["vertical_and_slash", 1000, 4096, 628985], "30": ["vertical_and_slash", 1000, 4096, 348316], "31": ["vertical_and_slash", 1000, 4096, 2159698]}, {"0": ["vertical_and_slash", 100, 800, 7105558], "1": ["vertical_and_slash", 30, 800, 1085603], "2": ["vertical_and_slash", 1000, 4096, 7896209], "3": ["vertical_and_slash", 30, 800, 193488], "4": ["vertical_and_slash", 100, 800, 1467223], "5": ["vertical_and_slash", 30, 800, 13794329], "6": ["vertical_and_slash", 1000, 4096, 15661583], "7": ["vertical_and_slash", 1000, 4096, 21334871], "8": ["vertical_and_slash", 1000, 4096, 6158120], "9": ["vertical_and_slash", 1000, 4096, 7414022], "10": ["vertical_and_slash", 100, 800, 14091447], "11": ["vertical_and_slash", 1000, 4096, 15589771], "12": ["vertical_and_slash", 1000, 4096, 14632639], "13": ["vertical_and_slash", 100, 800, 1695539], "14": ["vertical_and_slash", 30, 800, 2605978], "15": ["vertical_and_slash", 1000, 4096, 12495330], "16": ["vertical_and_slash", 1000, 4096, 14564586], "17": ["vertical_and_slash", 500, 700, 962969], "18": ["vertical_and_slash", 1000, 4096, 12281016], "19": ["vertical_and_slash", 1000, 4096, 4614742], "20": ["vertical_and_slash", 100, 800, 11940535], "21": ["vertical_and_slash", 100, 800, 2445981], "22": ["vertical_and_slash", 100, 800, 2485005], "23": ["vertical_and_slash", 1000, 4096, 6864324], "24": ["vertical_and_slash", 1000, 4096, 16230551], "25": ["vertical_and_slash", 100, 800, 9358656], "26": ["vertical_and_slash", 100, 800, 14973598], "27": ["vertical_and_slash", 1000, 4096, 14250781], "28": ["vertical_and_slash", 1000, 4096, 18030248], "29": ["vertical_and_slash", 1000, 4096, 20247786], "30": ["vertical_and_slash", 1000, 4096, 12736495], "31": ["vertical_and_slash", 100, 800, 9012943]}, {"0": ["vertical_and_slash", 100, 800, 4792757], "1": ["vertical_and_slash", 100, 800, 5568805], "2": ["vertical_and_slash", 1000, 4096, 12086343], "3": ["vertical_and_slash", 100, 800, 7359182], "4": ["vertical_and_slash", 100, 800, 13719718], "5": ["vertical_and_slash", 1000, 4096, 17051068], "6": ["vertical_and_slash", 100, 800, 15947388], "7": ["vertical_and_slash", 1000, 4096, 9143327], "8": ["vertical_and_slash", 1000, 4096, 21263361], "9": ["vertical_and_slash", 1000, 4096, 17189141], "10": ["vertical_and_slash", 1000, 4096, 7802422], "11": ["vertical_and_slash", 1000, 4096, 18488560], "12": ["vertical_and_slash", 100, 800, 14938800], "13": ["vertical_and_slash", 100, 800, 11012944], "14": ["vertical_and_slash", 1000, 4096, 19104830], "15": ["vertical_and_slash", 3500, 100, 32379], "16": ["vertical_and_slash", 100, 800, 3067742], "17": ["vertical_and_slash", 100, 800, 1977488], "18": ["vertical_and_slash", 1000, 4096, 15351109], "19": ["vertical_and_slash", 30, 800, 1627281], "20": ["vertical_and_slash", 30, 800, 1280991], "21": ["vertical_and_slash", 100, 800, 12133497], "22": ["vertical_and_slash", 1000, 4096, 17870425], "23": ["vertical_and_slash", 30, 800, 4040253], "24": ["vertical_and_slash", 1000, 4096, 6272625], "25": ["vertical_and_slash", 100, 800, 1225145], "26": ["vertical_and_slash", 100, 800, 2746332], "27": ["vertical_and_slash", 100, 800, 4525182], "28": ["vertical_and_slash", 100, 800, 6274770], "29": ["vertical_and_slash", 100, 800, 6919161], "30": ["vertical_and_slash", 100, 800, 3456148], "31": ["vertical_and_slash", 100, 800, 23867]}, {"0": ["vertical_and_slash", 1000, 4096, 7275761], "1": ["vertical_and_slash", 100, 800, 5068315], "2": ["vertical_and_slash", 100, 800, 11162394], "3": ["vertical_and_slash", 100, 800, 3672939], "4": ["vertical_and_slash", 3500, 100, 20894613], "5": ["vertical_and_slash", 1000, 4096, 7938372], "6": ["vertical_and_slash", 100, 800, 12544912], "7": ["vertical_and_slash", 100, 800, 2008695], "8": ["vertical_and_slash", 1000, 4096, 3368310], "9": ["vertical_and_slash", 30, 800, 1508993], "10": ["vertical_and_slash", 1000, 4096, 3495386], "11": ["vertical_and_slash", 3500, 100, 16438193], "12": ["vertical_and_slash", 100, 800, 7069375], "13": ["vertical_and_slash", 100, 800, 10686684], "14": ["vertical_and_slash", 30, 800, 501489], "15": ["vertical_and_slash", 100, 800, 6067001], "16": ["vertical_and_slash", 100, 800, 6935788], "17": ["vertical_and_slash", 1000, 4096, 3300792], "18": ["vertical_and_slash", 100, 800, 7398154], "19": ["vertical_and_slash", 100, 800, 5788636], "20": ["vertical_and_slash", 100, 800, 4456802], "21": ["vertical_and_slash", 100, 800, 2680176], "22": ["vertical_and_slash", 100, 800, 5544567], "23": ["vertical_and_slash", 1000, 4096, 13475356], "24": ["vertical_and_slash", 1000, 4096, 4901727], "25": ["vertical_and_slash", 1000, 4096, 3768996], "26": ["vertical_and_slash", 1000, 4096, 5368869], "27": ["vertical_and_slash", 3500, 100, 14218181], "28": ["vertical_and_slash", 1000, 4096, 13003444], "29": ["vertical_and_slash", 1000, 4096, 5716382], "30": ["vertical_and_slash", 3500, 100, 19916116], "31": ["vertical_and_slash", 1000, 4096, 11776798]}, {"0": ["vertical_and_slash", 100, 800, 13001986], "1": ["vertical_and_slash", 1000, 4096, 7570569], "2": ["vertical_and_slash", 100, 800, 951160], "3": ["vertical_and_slash", 100, 800, 11933179], "4": ["vertical_and_slash", 30, 800, 5365811], "5": ["vertical_and_slash", 100, 800, 10272574], "6": ["vertical_and_slash", 1000, 4096, 6527670], "7": ["vertical_and_slash", 100, 800, 12930014], "8": ["vertical_and_slash", 100, 800, 359537], "9": ["vertical_and_slash", 100, 800, 10654966], "10": ["vertical_and_slash", 100, 800, 1330316], "11": ["vertical_and_slash", 100, 800, 9971156], "12": ["vertical_and_slash", 1000, 4096, 5781478], "13": ["vertical_and_slash", 100, 800, 6032127], "14": ["vertical_and_slash", 100, 800, 1418329], "15": ["vertical_and_slash", 100, 800, 13069922], "16": ["vertical_and_slash", 100, 800, 8547563], "17": ["vertical_and_slash", 100, 800, 970921], "18": ["vertical_and_slash", 1000, 4096, 9256328], "19": ["vertical_and_slash", 1000, 4096, 12447206], "20": ["vertical_and_slash", 100, 800, 153856], "21": ["vertical_and_slash", 100, 800, 8022371], "22": ["vertical_and_slash", 3500, 100, 18626483], "23": ["vertical_and_slash", 100, 800, 3180643], "24": ["vertical_and_slash", 30, 800, 3549186], "25": ["vertical_and_slash", 100, 800, 2600992], "26": ["vertical_and_slash", 3500, 100, 21080570], "27": ["vertical_and_slash", 1000, 4096, 2995096], "28": ["vertical_and_slash", 30, 800, 13324952], "29": ["vertical_and_slash", 100, 800, 7015426], "30": ["vertical_and_slash", 100, 800, 17142326], "31": ["vertical_and_slash", 30, 800, 2059831]}, {"0": ["vertical_and_slash", 100, 800, 336984], "1": ["vertical_and_slash", 1000, 4096, 11908787], "2": ["vertical_and_slash", 1000, 4096, 11465673], "3": ["vertical_and_slash", 1000, 4096, 3870378], "4": ["vertical_and_slash", 1000, 4096, 1000373], "5": ["vertical_and_slash", 1000, 4096, 6450804], "6": ["vertical_and_slash", 1000, 4096, 6602987], "7": ["vertical_and_slash", 1000, 4096, 6552477], "8": ["vertical_and_slash", 30, 800, 8671938], "9": ["vertical_and_slash", 100, 800, 3906764], "10": ["vertical_and_slash", 1000, 4096, 7300294], "11": ["vertical_and_slash", 100, 800, 9068418], "12": ["vertical_and_slash", 100, 800, 5573415], "13": ["vertical_and_slash", 100, 800, 4302354], "14": ["vertical_and_slash", 30, 800, 969401], "15": ["vertical_and_slash", 100, 800, 132492], "16": ["vertical_and_slash", 1000, 4096, 10575265], "17": ["vertical_and_slash", 30, 800, 114557], "18": ["vertical_and_slash", 1000, 4096, 1669778], "19": ["vertical_and_slash", 30, 800, 244697], "20": ["vertical_and_slash", 30, 800, 401989], "21": ["vertical_and_slash", 1000, 4096, 257876], "22": ["vertical_and_slash", 100, 800, 1656276], "23": ["vertical_and_slash", 100, 800, 6627755], "24": ["vertical_and_slash", 100, 800, 17069094], "25": ["vertical_and_slash", 1000, 4096, 17310922], "26": ["vertical_and_slash", 3500, 100, 19238326], "27": ["vertical_and_slash", 100, 800, 10416201], "28": ["vertical_and_slash", 1000, 4096, 9125015], "29": ["vertical_and_slash", 100, 800, 17113558], "30": ["vertical_and_slash", 1000, 4096, 12041930], "31": ["vertical_and_slash", 1000, 4096, 6060396]}, {"0": ["vertical_and_slash", 1000, 4096, 9259982], "1": ["vertical_and_slash", 1000, 4096, 8618567], "2": ["vertical_and_slash", 100, 800, 3876940], "3": ["vertical_and_slash", 1000, 4096, 12767960], "4": ["vertical_and_slash", 1000, 4096, 6112941], "5": ["vertical_and_slash", 1000, 4096, 9851048], "6": ["vertical_and_slash", 1000, 4096, 5763271], "7": ["vertical_and_slash", 1000, 4096, 12744434], "8": ["vertical_and_slash", 100, 800, 12512293], "9": ["vertical_and_slash", 1000, 4096, 2367543], "10": ["vertical_and_slash", 100, 800, 12342103], "11": ["vertical_and_slash", 100, 800, 3126675], "12": ["vertical_and_slash", 1000, 4096, 13617286], "13": ["vertical_and_slash", 1000, 4096, 8094518], "14": ["vertical_and_slash", 1000, 4096, 851614], "15": ["vertical_and_slash", 1000, 4096, 10519480], "16": ["vertical_and_slash", 100, 800, 1706372], "17": ["vertical_and_slash", 100, 800, 248757], "18": ["vertical_and_slash", 100, 800, 4394336], "19": ["vertical_and_slash", 100, 800, 1886529], "20": ["vertical_and_slash", 1000, 4096, 6486541], "21": ["vertical_and_slash", 100, 800, 1175436], "22": ["vertical_and_slash", 100, 800, 7864652], "23": ["vertical_and_slash", 100, 800, 1001917], "24": ["vertical_and_slash", 100, 800, 2494293], "25": ["vertical_and_slash", 1000, 4096, 7698995], "26": ["vertical_and_slash", 100, 800, 2946712], "27": ["vertical_and_slash", 100, 800, 5464103], "28": ["vertical_and_slash", 100, 800, 2608538], "29": ["vertical_and_slash", 100, 800, 1606308], "30": ["vertical_and_slash", 1000, 4096, 5981702], "31": ["vertical_and_slash", 3500, 100, 18590832]}, {"0": ["vertical_and_slash", 100, 800, 4688244], "1": ["vertical_and_slash", 100, 800, 11368272], "2": ["vertical_and_slash", 100, 800, 2558719], "3": ["vertical_and_slash", 1000, 4096, 9536926], "4": ["vertical_and_slash", 1000, 4096, 12315283], "5": ["vertical_and_slash", 1000, 4096, 6272119], "6": ["vertical_and_slash", 1000, 4096, 4450200], "7": ["vertical_and_slash", 100, 800, 5822568], "8": ["vertical_and_slash", 1000, 4096, 13523232], "9": ["vertical_and_slash", 100, 800, 816607], "10": ["vertical_and_slash", 1000, 4096, 15825338], "11": ["vertical_and_slash", 100, 800, 1133867], "12": ["vertical_and_slash", 100, 800, 10722989], "13": ["vertical_and_slash", 100, 800, 2466001], "14": ["vertical_and_slash", 100, 800, 16732584], "15": ["vertical_and_slash", 100, 800, 1052553], "16": ["vertical_and_slash", 100, 800, 8602649], "17": ["vertical_and_slash", 100, 800, 8851217], "18": ["vertical_and_slash", 100, 800, 6104130], "19": ["vertical_and_slash", 1000, 4096, 18459502], "20": ["vertical_and_slash", 100, 800, 8076967], "21": ["vertical_and_slash", 1000, 4096, 4863209], "22": ["vertical_and_slash", 1000, 4096, 8892415], "23": ["vertical_and_slash", 1000, 4096, 9542798], "24": ["vertical_and_slash", 100, 800, 1384183], "25": ["vertical_and_slash", 100, 800, 4035455], "26": ["vertical_and_slash", 100, 800, 536763], "27": ["vertical_and_slash", 1000, 4096, 2058585], "28": ["vertical_and_slash", 100, 800, 4195607], "29": ["vertical_and_slash", 100, 800, 2407136], "30": ["vertical_and_slash", 100, 800, 2106926], "31": ["vertical_and_slash", 100, 800, 3807607]}, {"0": ["vertical_and_slash", 100, 800, 15975096], "1": ["vertical_and_slash", 3500, 100, 20664973], "2": ["vertical_and_slash", 1000, 4096, 943914], "3": ["vertical_and_slash", 100, 800, 14363276], "4": ["vertical_and_slash", 100, 800, 720326], "5": ["vertical_and_slash", 1000, 4096, 7725879], "6": ["vertical_and_slash", 1000, 4096, 11411255], "7": ["vertical_and_slash", 1000, 4096, 9492657], "8": ["vertical_and_slash", 1000, 4096, 16448227], "9": ["vertical_and_slash", 100, 800, 6180918], "10": ["vertical_and_slash", 1000, 4096, 10942342], "11": ["vertical_and_slash", 1000, 4096, 12047657], "12": ["vertical_and_slash", 100, 800, 2376658], "13": ["vertical_and_slash", 1000, 4096, 17780083], "14": ["vertical_and_slash", 1000, 4096, 8548356], "15": ["vertical_and_slash", 100, 800, 4545880], "16": ["vertical_and_slash", 30, 800, 2020350], "17": ["vertical_and_slash", 100, 800, 15875867], "18": ["vertical_and_slash", 30, 800, 661201], "19": ["vertical_and_slash", 1000, 4096, 14915782], "20": ["vertical_and_slash", 100, 800, 4106388], "21": ["vertical_and_slash", 30, 800, 14163451], "22": ["vertical_and_slash", 100, 800, 1759639], "23": ["vertical_and_slash", 1000, 4096, 2391070], "24": ["vertical_and_slash", 100, 800, 10749758], "25": ["vertical_and_slash", 100, 800, 8022438], "26": ["vertical_and_slash", 100, 800, 1013941], "27": ["vertical_and_slash", 100, 800, 3537516], "28": ["vertical_and_slash", 100, 800, 1252545], "29": ["vertical_and_slash", 100, 800, 1155740], "30": ["vertical_and_slash", 1000, 4096, 2590667], "31": ["vertical_and_slash", 100, 800, 3320946]}, {"0": ["vertical_and_slash", 1000, 4096, 8025205], "1": ["vertical_and_slash", 500, 700, 2286667], "2": ["vertical_and_slash", 1000, 4096, 2104863], "3": ["vertical_and_slash", 1000, 4096, 2160060], "4": ["vertical_and_slash", 1000, 4096, 4209178], "5": ["vertical_and_slash", 1000, 4096, 5703899], "6": ["vertical_and_slash", 100, 800, 15566139], "7": ["vertical_and_slash", 500, 700, 464012], "8": ["vertical_and_slash", 1000, 4096, 632556], "9": ["vertical_and_slash", 1000, 4096, 10933130], "10": ["vertical_and_slash", 3500, 100, 6376023], "11": ["vertical_and_slash", 30, 800, 53293], "12": ["vertical_and_slash", 3500, 100, 9195722], "13": ["vertical_and_slash", 100, 800, 130891], "14": ["vertical_and_slash", 100, 800, 1266310], "15": ["vertical_and_slash", 100, 800, 12042893], "16": ["vertical_and_slash", 100, 800, 1440252], "17": ["vertical_and_slash", 100, 800, 5003178], "18": ["vertical_and_slash", 100, 800, 9451180], "19": ["vertical_and_slash", 100, 800, 16518635], "20": ["vertical_and_slash", 1000, 4096, 16574448], "21": ["vertical_and_slash", 100, 800, 10001073], "22": ["vertical_and_slash", 100, 800, 6194150], "23": ["vertical_and_slash", 100, 800, 1990080], "24": ["vertical_and_slash", 100, 800, 14105574], "25": ["vertical_and_slash", 3500, 100, 49578], "26": ["vertical_and_slash", 100, 800, 1368613], "27": ["vertical_and_slash", 100, 800, 882483], "28": ["vertical_and_slash", 100, 800, 200592], "29": ["vertical_and_slash", 100, 800, 4144857], "30": ["vertical_and_slash", 30, 800, 2059620], "31": ["vertical_and_slash", 1000, 4096, 7650136]}, {"0": ["vertical_and_slash", 3500, 100, 20200147], "1": ["vertical_and_slash", 100, 800, 18033672], "2": ["vertical_and_slash", 100, 800, 19227421], "3": ["vertical_and_slash", 1000, 4096, 7658465], "4": ["vertical_and_slash", 100, 800, 4862174], "5": ["vertical_and_slash", 100, 800, 6197824], "6": ["vertical_and_slash", 100, 800, 5687873], "7": ["vertical_and_slash", 100, 800, 13005015], "8": ["vertical_and_slash", 1000, 4096, 6677727], "9": ["vertical_and_slash", 500, 700, 1282697], "10": ["vertical_and_slash", 30, 800, 3148411], "11": ["vertical_and_slash", 500, 700, 8985965], "12": ["vertical_and_slash", 100, 800, 11107850], "13": ["vertical_and_slash", 30, 800, 2077544], "14": ["vertical_and_slash", 1000, 4096, 10030857], "15": ["vertical_and_slash", 100, 800, 1625067], "16": ["vertical_and_slash", 100, 800, 332660], "17": ["vertical_and_slash", 3500, 100, 17539067], "18": ["vertical_and_slash", 500, 700, 97483], "19": ["vertical_and_slash", 30, 800, 10910089], "20": ["vertical_and_slash", 500, 700, 49927], "21": ["vertical_and_slash", 1000, 4096, 2959963], "22": ["vertical_and_slash", 1000, 4096, 1232910], "23": ["vertical_and_slash", 100, 800, 482216], "24": ["vertical_and_slash", 3500, 100, 2789809], "25": ["vertical_and_slash", 3500, 100, 1787013], "26": ["vertical_and_slash", 100, 800, 6121965], "27": ["vertical_and_slash", 100, 800, 10417031], "28": ["vertical_and_slash", 100, 800, 476098], "29": ["vertical_and_slash", 3500, 100, 13019985], "30": ["vertical_and_slash", 100, 800, 15057321], "31": ["vertical_and_slash", 100, 800, 7206530]}, {"0": ["vertical_and_slash", 30, 800, 3863946], "1": ["vertical_and_slash", 3500, 100, 373838], "2": ["vertical_and_slash", 30, 800, 2498107], "3": ["vertical_and_slash", 30, 800, 1774834], "4": ["vertical_and_slash", 30, 800, 13518574], "5": ["vertical_and_slash", 30, 800, 17864279], "6": ["vertical_and_slash", 30, 800, 4971247], "7": ["vertical_and_slash", 30, 800, 15064092], "8": ["vertical_and_slash", 1000, 4096, 173702], "9": ["vertical_and_slash", 100, 800, 2079528], "10": ["vertical_and_slash", 1000, 4096, 1395995], "11": ["vertical_and_slash", 100, 800, 16807189], "12": ["vertical_and_slash", 1000, 4096, 3387818], "13": ["vertical_and_slash", 1000, 4096, 215373], "14": ["vertical_and_slash", 1000, 4096, 7656048], "15": ["vertical_and_slash", 1000, 4096, 3284167], "16": ["vertical_and_slash", 100, 800, 208560], "17": ["vertical_and_slash", 100, 800, 12910224], "18": ["vertical_and_slash", 100, 800, 2482406], "19": ["vertical_and_slash", 100, 800, 591300], "20": ["vertical_and_slash", 500, 700, 2512230], "21": ["vertical_and_slash", 100, 800, 650819], "22": ["vertical_and_slash", 100, 800, 750172], "23": ["vertical_and_slash", 100, 800, 98380], "24": ["vertical_and_slash", 1000, 4096, 12591674], "25": ["vertical_and_slash", 100, 800, 7520129], "26": ["vertical_and_slash", 3500, 100, 19780031], "27": ["vertical_and_slash", 1000, 4096, 11324806], "28": ["vertical_and_slash", 100, 800, 2339301], "29": ["vertical_and_slash", 3500, 100, 20537162], "30": ["vertical_and_slash", 100, 800, 1802458], "31": ["vertical_and_slash", 1000, 4096, 4121953]}, {"0": ["vertical_and_slash", 100, 800, 1406058], "1": ["vertical_and_slash", 30, 800, 20495], "2": ["vertical_and_slash", 100, 800, 265247], "3": ["vertical_and_slash", 30, 800, 6044172], "4": ["vertical_and_slash", 100, 800, 15417162], "5": ["vertical_and_slash", 100, 800, 20101], "6": ["vertical_and_slash", 30, 800, 12443], "7": ["vertical_and_slash", 100, 800, 1029], "8": ["vertical_and_slash", 30, 800, 49334], "9": ["vertical_and_slash", 30, 800, 30976], "10": ["vertical_and_slash", 30, 800, 127540], "11": ["vertical_and_slash", 30, 800, 3597689], "12": ["vertical_and_slash", 30, 800, 32317], "13": ["vertical_and_slash", 30, 800, 202557], "14": ["vertical_and_slash", 30, 800, 531805], "15": ["vertical_and_slash", 30, 800, 606518], "16": ["vertical_and_slash", 30, 800, 1152706], "17": ["vertical_and_slash", 1000, 4096, 5604379], "18": ["vertical_and_slash", 30, 800, 663403], "19": ["vertical_and_slash", 1000, 4096, 11655952], "20": ["vertical_and_slash", 100, 800, 15102172], "21": ["vertical_and_slash", 100, 800, 4674143], "22": ["vertical_and_slash", 500, 700, 1539328], "23": ["vertical_and_slash", 100, 800, 3051857], "24": ["vertical_and_slash", 30, 800, 123576], "25": ["vertical_and_slash", 100, 800, 964667], "26": ["vertical_and_slash", 30, 800, 41505], "27": ["vertical_and_slash", 30, 800, 59560], "28": ["vertical_and_slash", 100, 800, 17208], "29": ["vertical_and_slash", 30, 800, 82626], "30": ["vertical_and_slash", 30, 800, 1815531], "31": ["vertical_and_slash", 100, 800, 2897668]}, {"0": ["vertical_and_slash", 30, 800, 48323], "1": ["vertical_and_slash", 30, 800, 689675], "2": ["vertical_and_slash", 30, 800, 542041], "3": ["vertical_and_slash", 30, 800, 8544], "4": ["vertical_and_slash", 30, 800, 102588], "5": ["vertical_and_slash", 100, 800, 2064154], "6": ["vertical_and_slash", 30, 800, 845227], "7": ["vertical_and_slash", 30, 800, 2922720], "8": ["vertical_and_slash", 1000, 4096, 2932415], "9": ["vertical_and_slash", 1000, 4096, 3062180], "10": ["vertical_and_slash", 100, 800, 485119], "11": ["vertical_and_slash", 30, 800, 215049], "12": ["vertical_and_slash", 100, 800, 387511], "13": ["vertical_and_slash", 100, 800, 1447813], "14": ["vertical_and_slash", 1000, 4096, 3878389], "15": ["vertical_and_slash", 100, 800, 376333], "16": ["vertical_and_slash", 3500, 100, 13506969], "17": ["vertical_and_slash", 100, 800, 12850708], "18": ["vertical_and_slash", 30, 800, 372529], "19": ["vertical_and_slash", 1000, 4096, 3746168], "20": ["vertical_and_slash", 100, 800, 170359], "21": ["vertical_and_slash", 100, 800, 1130785], "22": ["vertical_and_slash", 100, 800, 116224], "23": ["vertical_and_slash", 100, 800, 1001182], "24": ["vertical_and_slash", 100, 800, 335681], "25": ["vertical_and_slash", 100, 800, 3392285], "26": ["vertical_and_slash", 1000, 4096, 4420760], "27": ["vertical_and_slash", 3500, 100, 12258981], "28": ["vertical_and_slash", 500, 700, 1941188], "29": ["vertical_and_slash", 1000, 4096, 7639240], "30": ["vertical_and_slash", 500, 700, 8277346], "31": ["vertical_and_slash", 3500, 100, 3442659]}, {"0": ["vertical_and_slash", 30, 800, 945264], "1": ["vertical_and_slash", 1000, 4096, 3474994], "2": ["vertical_and_slash", 500, 700, 218918], "3": ["vertical_and_slash", 3500, 100, 20221076], "4": ["vertical_and_slash", 3500, 100, 21680113], "5": ["vertical_and_slash", 30, 800, 94866], "6": ["vertical_and_slash", 30, 800, 190907], "7": ["vertical_and_slash", 1000, 4096, 1708889], "8": ["vertical_and_slash", 100, 800, 2832752], "9": ["vertical_and_slash", 1000, 4096, 613061], "10": ["vertical_and_slash", 1000, 4096, 7381575], "11": ["vertical_and_slash", 1000, 4096, 1462120], "12": ["vertical_and_slash", 1000, 4096, 3338671], "13": ["vertical_and_slash", 100, 800, 1664528], "14": ["vertical_and_slash", 500, 700, 143074], "15": ["vertical_and_slash", 30, 800, 433035], "16": ["vertical_and_slash", 500, 700, 210886], "17": ["vertical_and_slash", 100, 800, 8632139], "18": ["vertical_and_slash", 100, 800, 17521811], "19": ["vertical_and_slash", 30, 800, 194306], "20": ["vertical_and_slash", 100, 800, 3156950], "21": ["vertical_and_slash", 100, 800, 2413125], "22": ["vertical_and_slash", 1000, 4096, 10110205], "23": ["vertical_and_slash", 100, 800, 695569], "24": ["vertical_and_slash", 30, 800, 32256], "25": ["vertical_and_slash", 30, 800, 396762], "26": ["vertical_and_slash", 30, 800, 726815], "27": ["vertical_and_slash", 30, 800, 499056], "28": ["vertical_and_slash", 30, 800, 24234], "29": ["vertical_and_slash", 30, 800, 87299], "30": ["vertical_and_slash", 30, 800, 82758], "31": ["vertical_and_slash", 30, 800, 447266]}, {"0": ["vertical_and_slash", 100, 800, 13520320], "1": ["vertical_and_slash", 100, 800, 1746572], "2": ["vertical_and_slash", 100, 800, 81358], "3": ["vertical_and_slash", 100, 800, 53915], "4": ["vertical_and_slash", 100, 800, 16824352], "5": ["vertical_and_slash", 100, 800, 124419], "6": ["vertical_and_slash", 100, 800, 5336412], "7": ["vertical_and_slash", 100, 800, 1005227], "8": ["vertical_and_slash", 1000, 4096, 17919472], "9": ["vertical_and_slash", 100, 800, 5089389], "10": ["vertical_and_slash", 1000, 4096, 2318753], "11": ["vertical_and_slash", 100, 800, 2351529], "12": ["vertical_and_slash", 1000, 4096, 1068220], "13": ["vertical_and_slash", 1000, 4096, 18765314], "14": ["vertical_and_slash", 1000, 4096, 11512280], "15": ["vertical_and_slash", 1000, 4096, 14722530], "16": ["vertical_and_slash", 100, 800, 1542041], "17": ["vertical_and_slash", 3500, 100, 19279869], "18": ["vertical_and_slash", 100, 800, 4711439], "19": ["vertical_and_slash", 3500, 100, 3688560], "20": ["vertical_and_slash", 3500, 100, 224250], "21": ["vertical_and_slash", 100, 800, 10537230], "22": ["vertical_and_slash", 100, 800, 749819], "23": ["vertical_and_slash", 100, 800, 25187], "24": ["vertical_and_slash", 100, 800, 13068183], "25": ["vertical_and_slash", 100, 800, 17508351], "26": ["vertical_and_slash", 100, 800, 12981109], "27": ["vertical_and_slash", 100, 800, 15314279], "28": ["vertical_and_slash", 100, 800, 15558838], "29": ["vertical_and_slash", 100, 800, 3774507], "30": ["vertical_and_slash", 100, 800, 6486179], "31": ["vertical_and_slash", 100, 800, 15420283]}, {"0": ["vertical_and_slash", 100, 800, 1793383], "1": ["vertical_and_slash", 100, 800, 8103093], "2": ["vertical_and_slash", 1000, 4096, 12596743], "3": ["vertical_and_slash", 1000, 4096, 5012316], "4": ["vertical_and_slash", 1000, 4096, 12870742], "5": ["vertical_and_slash", 100, 800, 3459141], "6": ["vertical_and_slash", 30, 800, 10224901], "7": ["vertical_and_slash", 100, 800, 3753981], "8": ["vertical_and_slash", 30, 800, 140040], "9": ["vertical_and_slash", 30, 800, 550671], "10": ["vertical_and_slash", 100, 800, 94454], "11": ["vertical_and_slash", 30, 800, 8909], "12": ["vertical_and_slash", 30, 800, 152077], "13": ["vertical_and_slash", 30, 800, 49171], "14": ["vertical_and_slash", 30, 800, 107813], "15": ["vertical_and_slash", 30, 800, 128764], "16": ["vertical_and_slash", 30, 800, 617322], "17": ["vertical_and_slash", 1000, 4096, 6019612], "18": ["vertical_and_slash", 100, 800, 766582], "19": ["vertical_and_slash", 30, 800, 52503], "20": ["vertical_and_slash", 30, 800, 300294], "21": ["vertical_and_slash", 30, 800, 1577098], "22": ["vertical_and_slash", 100, 800, 838126], "23": ["vertical_and_slash", 100, 800, 1218912], "24": ["vertical_and_slash", 100, 800, 1720664], "25": ["vertical_and_slash", 100, 800, 1377743], "26": ["vertical_and_slash", 1000, 4096, 900287], "27": ["vertical_and_slash", 1000, 4096, 12066126], "28": ["vertical_and_slash", 1000, 4096, 14264762], "29": ["vertical_and_slash", 1000, 4096, 71284], "30": ["vertical_and_slash", 1000, 4096, 3218291], "31": ["vertical_and_slash", 1000, 4096, 13215387]}, {"0": ["vertical_and_slash", 100, 800, 18645971], "1": ["vertical_and_slash", 30, 800, 587932], "2": ["vertical_and_slash", 1000, 4096, 10538505], "3": ["vertical_and_slash", 30, 800, 158559], "4": ["vertical_and_slash", 100, 800, 3376593], "5": ["vertical_and_slash", 100, 800, 18383338], "6": ["vertical_and_slash", 1000, 4096, 10074810], "7": ["vertical_and_slash", 1000, 4096, 19347044], "8": ["vertical_and_slash", 1000, 4096, 6794450], "9": ["vertical_and_slash", 1000, 4096, 3529136], "10": ["vertical_and_slash", 1000, 4096, 6952639], "11": ["vertical_and_slash", 1000, 4096, 9362393], "12": ["vertical_and_slash", 1000, 4096, 5368732], "13": ["vertical_and_slash", 100, 800, 705065], "14": ["vertical_and_slash", 100, 800, 628184], "15": ["vertical_and_slash", 1000, 4096, 7575979], "16": ["vertical_and_slash", 1000, 4096, 14825324], "17": ["vertical_and_slash", 100, 800, 584190], "18": ["vertical_and_slash", 1000, 4096, 14770220], "19": ["vertical_and_slash", 100, 800, 7324628], "20": ["vertical_and_slash", 100, 800, 13439080], "21": ["vertical_and_slash", 100, 800, 2173728], "22": ["vertical_and_slash", 100, 800, 1300676], "23": ["vertical_and_slash", 3500, 100, 20507565], "24": ["vertical_and_slash", 3500, 100, 20826931], "25": ["vertical_and_slash", 100, 800, 16503925], "26": ["vertical_and_slash", 3500, 100, 20607984], "27": ["vertical_and_slash", 1000, 4096, 9100775], "28": ["vertical_and_slash", 3500, 100, 20540180], "29": ["vertical_and_slash", 1000, 4096, 19978707], "30": ["vertical_and_slash", 100, 800, 18084829], "31": ["vertical_and_slash", 100, 800, 15584755]}, {"0": ["vertical_and_slash", 100, 800, 14519032], "1": ["vertical_and_slash", 100, 800, 13637880], "2": ["vertical_and_slash", 3500, 100, 19712241], "3": ["vertical_and_slash", 100, 800, 14417159], "4": ["vertical_and_slash", 100, 800, 18931772], "5": ["vertical_and_slash", 3500, 100, 20278735], "6": ["vertical_and_slash", 100, 800, 21000177], "7": ["vertical_and_slash", 3500, 100, 20181815], "8": ["vertical_and_slash", 1000, 4096, 20667264], "9": ["vertical_and_slash", 1000, 4096, 13546806], "10": ["vertical_and_slash", 1000, 4096, 8056555], "11": ["vertical_and_slash", 1000, 4096, 14544259], "12": ["vertical_and_slash", 3500, 100, 14988539], "13": ["vertical_and_slash", 100, 800, 9925552], "14": ["vertical_and_slash", 1000, 4096, 16502140], "15": ["vertical_and_slash", 3500, 100, 1394], "16": ["vertical_and_slash", 100, 800, 6786191], "17": ["vertical_and_slash", 100, 800, 5142369], "18": ["vertical_and_slash", 1000, 4096, 18139060], "19": ["vertical_and_slash", 100, 800, 1817633], "20": ["vertical_and_slash", 100, 800, 1586931], "21": ["vertical_and_slash", 1000, 4096, 2981991], "22": ["vertical_and_slash", 1000, 4096, 19814245], "23": ["vertical_and_slash", 100, 800, 3823591], "24": ["vertical_and_slash", 1000, 4096, 11968181], "25": ["vertical_and_slash", 100, 800, 4245870], "26": ["vertical_and_slash", 100, 800, 6065658], "27": ["vertical_and_slash", 100, 800, 17099315], "28": ["vertical_and_slash", 100, 800, 14002976], "29": ["vertical_and_slash", 100, 800, 15062395], "30": ["vertical_and_slash", 3500, 100, 9832421], "31": ["vertical_and_slash", 100, 800, 329163]}, {"0": ["vertical_and_slash", 100, 800, 17881284], "1": ["vertical_and_slash", 100, 800, 6096065], "2": ["vertical_and_slash", 100, 800, 19512309], "3": ["vertical_and_slash", 100, 800, 1361094], "4": ["vertical_and_slash", 3500, 100, 21385650], "5": ["vertical_and_slash", 100, 800, 14152330], "6": ["vertical_and_slash", 100, 800, 15379238], "7": ["vertical_and_slash", 100, 800, 936209], "8": ["vertical_and_slash", 3500, 100, 7644919], "9": ["vertical_and_slash", 100, 800, 162434], "10": ["vertical_and_slash", 100, 800, 11548456], "11": ["vertical_and_slash", 100, 800, 11141282], "12": ["vertical_and_slash", 3500, 100, 6011727], "13": ["vertical_and_slash", 100, 800, 16026110], "14": ["vertical_and_slash", 100, 800, 466578], "15": ["vertical_and_slash", 100, 800, 4799040], "16": ["vertical_and_slash", 100, 800, 15252019], "17": ["vertical_and_slash", 1000, 4096, 7350605], "18": ["vertical_and_slash", 100, 800, 16896477], "19": ["vertical_and_slash", 1000, 4096, 5715502], "20": ["vertical_and_slash", 100, 800, 9885275], "21": ["vertical_and_slash", 100, 800, 8062274], "22": ["vertical_and_slash", 100, 800, 11341966], "23": ["vertical_and_slash", 3500, 100, 21639689], "24": ["vertical_and_slash", 1000, 4096, 7313536], "25": ["vertical_and_slash", 1000, 4096, 1858640], "26": ["vertical_and_slash", 100, 800, 17665215], "27": ["vertical_and_slash", 100, 800, 13827567], "28": ["vertical_and_slash", 1000, 4096, 16279088], "29": ["vertical_and_slash", 1000, 4096, 2728376], "30": ["vertical_and_slash", 1000, 4096, 20378804], "31": ["vertical_and_slash", 1000, 4096, 11218561]}, {"0": ["vertical_and_slash", 100, 800, 10702989], "1": ["vertical_and_slash", 100, 800, 13911357], "2": ["vertical_and_slash", 100, 800, 2089505], "3": ["vertical_and_slash", 100, 800, 5795130], "4": ["vertical_and_slash", 100, 800, 6198580], "5": ["vertical_and_slash", 100, 800, 11025874], "6": ["vertical_and_slash", 1000, 4096, 4765707], "7": ["vertical_and_slash", 100, 800, 9275261], "8": ["vertical_and_slash", 100, 800, 356772], "9": ["vertical_and_slash", 100, 800, 6507763], "10": ["vertical_and_slash", 100, 800, 1057022], "11": ["vertical_and_slash", 100, 800, 16390639], "12": ["vertical_and_slash", 1000, 4096, 6504148], "13": ["vertical_and_slash", 100, 800, 5815163], "14": ["vertical_and_slash", 100, 800, 781258], "15": ["vertical_and_slash", 1000, 4096, 5306413], "16": ["vertical_and_slash", 100, 800, 7571947], "17": ["vertical_and_slash", 100, 800, 2246584], "18": ["vertical_and_slash", 1000, 4096, 6370179], "19": ["vertical_and_slash", 1000, 4096, 16329738], "20": ["vertical_and_slash", 100, 800, 810202], "21": ["vertical_and_slash", 100, 800, 9614219], "22": ["vertical_and_slash", 3500, 100, 21023608], "23": ["vertical_and_slash", 100, 800, 3697853], "24": ["vertical_and_slash", 500, 700, 623385], "25": ["vertical_and_slash", 100, 800, 2872545], "26": ["vertical_and_slash", 3500, 100, 21443890], "27": ["vertical_and_slash", 1000, 4096, 964593], "28": ["vertical_and_slash", 1000, 4096, 6046647], "29": ["vertical_and_slash", 1000, 4096, 3390663], "30": ["vertical_and_slash", 3500, 100, 21396110], "31": ["vertical_and_slash", 500, 700, 1185821]}, {"0": ["vertical_and_slash", 100, 800, 929038], "1": ["vertical_and_slash", 1000, 4096, 11917459], "2": ["vertical_and_slash", 1000, 4096, 11189817], "3": ["vertical_and_slash", 1000, 4096, 5290948], "4": ["vertical_and_slash", 100, 800, 2444153], "5": ["vertical_and_slash", 1000, 4096, 7367448], "6": ["vertical_and_slash", 1000, 4096, 3929914], "7": ["vertical_and_slash", 1000, 4096, 2907293], "8": ["vertical_and_slash", 30, 800, 8631190], "9": ["vertical_and_slash", 100, 800, 7657567], "10": ["vertical_and_slash", 1000, 4096, 5754225], "11": ["vertical_and_slash", 100, 800, 16484372], "12": ["vertical_and_slash", 100, 800, 7369987], "13": ["vertical_and_slash", 100, 800, 3365312], "14": ["vertical_and_slash", 30, 800, 461151], "15": ["vertical_and_slash", 500, 700, 315608], "16": ["vertical_and_slash", 1000, 4096, 16240364], "17": ["vertical_and_slash", 100, 800, 253597], "18": ["vertical_and_slash", 1000, 4096, 925109], "19": ["vertical_and_slash", 100, 800, 133339], "20": ["vertical_and_slash", 100, 800, 578256], "21": ["vertical_and_slash", 1000, 4096, 1817521], "22": ["vertical_and_slash", 3500, 100, 4918245], "23": ["vertical_and_slash", 1000, 4096, 114317], "24": ["vertical_and_slash", 3500, 100, 20949654], "25": ["vertical_and_slash", 3500, 100, 21380515], "26": ["vertical_and_slash", 1000, 4096, 20796309], "27": ["vertical_and_slash", 100, 800, 11897642], "28": ["vertical_and_slash", 1000, 4096, 17534343], "29": ["vertical_and_slash", 1000, 4096, 20051889], "30": ["vertical_and_slash", 1000, 4096, 20184777], "31": ["vertical_and_slash", 3500, 100, 20262011]}, {"0": ["vertical_and_slash", 1000, 4096, 8179346], "1": ["vertical_and_slash", 1000, 4096, 2423899], "2": ["vertical_and_slash", 100, 800, 13818895], "3": ["vertical_and_slash", 1000, 4096, 6522601], "4": ["vertical_and_slash", 1000, 4096, 1060263], "5": ["vertical_and_slash", 1000, 4096, 4157137], "6": ["vertical_and_slash", 1000, 4096, 6990380], "7": ["vertical_and_slash", 1000, 4096, 10763715], "8": ["vertical_and_slash", 100, 800, 10123257], "9": ["vertical_and_slash", 1000, 4096, 9156840], "10": ["vertical_and_slash", 1000, 4096, 16029616], "11": ["vertical_and_slash", 100, 800, 1673944], "12": ["vertical_and_slash", 1000, 4096, 15001358], "13": ["vertical_and_slash", 1000, 4096, 11496585], "14": ["vertical_and_slash", 100, 800, 9006039], "15": ["vertical_and_slash", 1000, 4096, 13032008], "16": ["vertical_and_slash", 100, 800, 4813070], "17": ["vertical_and_slash", 100, 800, 1475285], "18": ["vertical_and_slash", 100, 800, 8000337], "19": ["vertical_and_slash", 100, 800, 8837856], "20": ["vertical_and_slash", 1000, 4096, 16977677], "21": ["vertical_and_slash", 100, 800, 4416649], "22": ["vertical_and_slash", 100, 800, 17025902], "23": ["vertical_and_slash", 100, 800, 602195], "24": ["vertical_and_slash", 3500, 100, 5765045], "25": ["vertical_and_slash", 100, 800, 13009069], "26": ["vertical_and_slash", 100, 800, 3523767], "27": ["vertical_and_slash", 100, 800, 6546733], "28": ["vertical_and_slash", 3500, 100, 3452012], "29": ["vertical_and_slash", 100, 800, 1510491], "30": ["vertical_and_slash", 3500, 100, 17227596], "31": ["vertical_and_slash", 3500, 100, 19660969]}, {"0": ["vertical_and_slash", 3500, 100, 6623789], "1": ["vertical_and_slash", 3500, 100, 3902994], "2": ["vertical_and_slash", 3500, 100, 6994928], "3": ["vertical_and_slash", 1000, 4096, 5149770], "4": ["vertical_and_slash", 3500, 100, 14836158], "5": ["vertical_and_slash", 100, 800, 17515427], "6": ["vertical_and_slash", 3500, 100, 7911558], "7": ["vertical_and_slash", 3500, 100, 9338861], "8": ["vertical_and_slash", 3500, 100, 14090410], "9": ["vertical_and_slash", 100, 800, 2492955], "10": ["vertical_and_slash", 3500, 100, 21732500], "11": ["vertical_and_slash", 100, 800, 2898121], "12": ["vertical_and_slash", 3500, 100, 10852444], "13": ["vertical_and_slash", 100, 800, 1940039], "14": ["vertical_and_slash", 3500, 100, 16338195], "15": ["vertical_and_slash", 100, 800, 2006495], "16": ["vertical_and_slash", 3500, 100, 10259390], "17": ["vertical_and_slash", 100, 800, 4065419], "18": ["vertical_and_slash", 100, 800, 12733273], "19": ["vertical_and_slash", 1000, 4096, 11751394], "20": ["vertical_and_slash", 100, 800, 15251186], "21": ["vertical_and_slash", 1000, 4096, 12287035], "22": ["vertical_and_slash", 1000, 4096, 5114508], "23": ["vertical_and_slash", 1000, 4096, 13162100], "24": ["vertical_and_slash", 100, 800, 8000122], "25": ["vertical_and_slash", 100, 800, 9281634], "26": ["vertical_and_slash", 100, 800, 1846488], "27": ["vertical_and_slash", 3500, 100, 8590692], "28": ["vertical_and_slash", 100, 800, 8643063], "29": ["vertical_and_slash", 100, 800, 5758817], "30": ["vertical_and_slash", 100, 800, 5877183], "31": ["vertical_and_slash", 100, 800, 7796906]}, {"0": ["vertical_and_slash", 100, 800, 20597532], "1": ["vertical_and_slash", 3500, 100, 21758452], "2": ["vertical_and_slash", 1000, 4096, 4144141], "3": ["vertical_and_slash", 100, 800, 20261887], "4": ["vertical_and_slash", 1000, 4096, 2512370], "5": ["vertical_and_slash", 3500, 100, 17706009], "6": ["vertical_and_slash", 1000, 4096, 19693735], "7": ["vertical_and_slash", 1000, 4096, 12879585], "8": ["vertical_and_slash", 3500, 100, 18330550], "9": ["vertical_and_slash", 1000, 4096, 395315], "10": ["vertical_and_slash", 100, 800, 12936460], "11": ["vertical_and_slash", 3500, 100, 20489362], "12": ["vertical_and_slash", 100, 800, 2920447], "13": ["vertical_and_slash", 3500, 100, 19704987], "14": ["vertical_and_slash", 3500, 100, 19332279], "15": ["vertical_and_slash", 100, 800, 8771256], "16": ["vertical_and_slash", 100, 800, 5611994], "17": ["vertical_and_slash", 100, 800, 16087138], "18": ["vertical_and_slash", 500, 700, 891236], "19": ["vertical_and_slash", 3500, 100, 21427139], "20": ["vertical_and_slash", 100, 800, 1823410], "21": ["vertical_and_slash", 30, 800, 15408418], "22": ["vertical_and_slash", 500, 700, 9266226], "23": ["vertical_and_slash", 3500, 100, 17195724], "24": ["vertical_and_slash", 1000, 4096, 7809063], "25": ["vertical_and_slash", 100, 800, 14083150], "26": ["vertical_and_slash", 100, 800, 4139113], "27": ["vertical_and_slash", 100, 800, 10706318], "28": ["vertical_and_slash", 1000, 4096, 1105380], "29": ["vertical_and_slash", 100, 800, 3630717], "30": ["vertical_and_slash", 1000, 4096, 10664933], "31": ["vertical_and_slash", 100, 800, 9143007]}, {"0": ["vertical_and_slash", 1000, 4096, 301018], "1": ["vertical_and_slash", 3500, 100, 1784828], "2": ["vertical_and_slash", 3500, 100, 7055406], "3": ["vertical_and_slash", 3500, 100, 2086934], "4": ["vertical_and_slash", 1000, 4096, 4101320], "5": ["vertical_and_slash", 1000, 4096, 1042376], "6": ["vertical_and_slash", 3500, 100, 16976048], "7": ["vertical_and_slash", 500, 700, 1459641], "8": ["vertical_and_slash", 3500, 100, 1180323], "9": ["vertical_and_slash", 3500, 100, 21763195], "10": ["vertical_and_slash", 3500, 100, 5825008], "11": ["vertical_and_slash", 100, 800, 53453], "12": ["vertical_and_slash", 3500, 100, 11794796], "13": ["vertical_and_slash", 3500, 100, 1783957], "14": ["vertical_and_slash", 100, 800, 1440345], "15": ["vertical_and_slash", 100, 800, 16828397], "16": ["vertical_and_slash", 100, 800, 2469338], "17": ["vertical_and_slash", 100, 800, 4665593], "18": ["vertical_and_slash", 3500, 100, 10580848], "19": ["vertical_and_slash", 3500, 100, 19252331], "20": ["vertical_and_slash", 3500, 100, 20024825], "21": ["vertical_and_slash", 100, 800, 14850871], "22": ["vertical_and_slash", 3500, 100, 12678003], "23": ["vertical_and_slash", 100, 800, 1782447], "24": ["vertical_and_slash", 1000, 4096, 13287971], "25": ["vertical_and_slash", 3500, 100, 1097488], "26": ["vertical_and_slash", 1000, 4096, 2633009], "27": ["vertical_and_slash", 3500, 100, 1055757], "28": ["vertical_and_slash", 3500, 100, 742496], "29": ["vertical_and_slash", 1000, 4096, 4194904], "30": ["vertical_and_slash", 3500, 100, 1577446], "31": ["vertical_and_slash", 1000, 4096, 10526781]}, {"0": ["vertical_and_slash", 1000, 4096, 12079479], "1": ["vertical_and_slash", 3500, 100, 19962962], "2": ["vertical_and_slash", 1000, 4096, 12450062], "3": ["vertical_and_slash", 1000, 4096, 10400447], "4": ["vertical_and_slash", 100, 800, 11323650], "5": ["vertical_and_slash", 1000, 4096, 4102038], "6": ["vertical_and_slash", 1000, 4096, 3338557], "7": ["vertical_and_slash", 3500, 100, 9984816], "8": ["vertical_and_slash", 100, 800, 14524592], "9": ["vertical_and_slash", 100, 800, 2065326], "10": ["vertical_and_slash", 30, 800, 4596708], "11": ["vertical_and_slash", 500, 700, 10708236], "12": ["vertical_and_slash", 500, 700, 13397191], "13": ["vertical_and_slash", 500, 700, 1011260], "14": ["vertical_and_slash", 1000, 4096, 13165340], "15": ["vertical_and_slash", 1000, 4096, 825692], "16": ["vertical_and_slash", 3500, 100, 2810461], "17": ["vertical_and_slash", 3500, 100, 19569698], "18": ["vertical_and_slash", 3500, 100, 2251981], "19": ["vertical_and_slash", 500, 700, 5559642], "20": ["vertical_and_slash", 3500, 100, 1522515], "21": ["vertical_and_slash", 1000, 4096, 982286], "22": ["vertical_and_slash", 1000, 4096, 2085881], "23": ["vertical_and_slash", 100, 800, 2055023], "24": ["vertical_and_slash", 1000, 4096, 1242380], "25": ["vertical_and_slash", 3500, 100, 1869920], "26": ["vertical_and_slash", 3500, 100, 12180284], "27": ["vertical_and_slash", 3500, 100, 14622044], "28": ["vertical_and_slash", 1000, 4096, 557560], "29": ["vertical_and_slash", 1000, 4096, 6987039], "30": ["vertical_and_slash", 100, 800, 15769951], "31": ["vertical_and_slash", 100, 800, 7721569]}, {"0": ["vertical_and_slash", 500, 700, 4382254], "1": ["vertical_and_slash", 3500, 100, 84219], "2": ["vertical_and_slash", 500, 700, 4734463], "3": ["vertical_and_slash", 500, 700, 3186548], "4": ["vertical_and_slash", 1000, 4096, 4063246], "5": ["vertical_and_slash", 1000, 4096, 12708225], "6": ["vertical_and_slash", 500, 700, 7742943], "7": ["vertical_and_slash", 100, 800, 15424159], "8": ["vertical_and_slash", 1000, 4096, 6301506], "9": ["vertical_and_slash", 1000, 4096, 2079847], "10": ["vertical_and_slash", 1000, 4096, 4217027], "11": ["vertical_and_slash", 1000, 4096, 6297884], "12": ["vertical_and_slash", 3500, 100, 4824003], "13": ["vertical_and_slash", 1000, 4096, 3960801], "14": ["vertical_and_slash", 1000, 4096, 10405673], "15": ["vertical_and_slash", 1000, 4096, 8272702], "16": ["vertical_and_slash", 3500, 100, 2874719], "17": ["vertical_and_slash", 1000, 4096, 13248253], "18": ["vertical_and_slash", 3500, 100, 16731069], "19": ["vertical_and_slash", 1000, 4096, 3488474], "20": ["vertical_and_slash", 3500, 100, 4911794], "21": ["vertical_and_slash", 3500, 100, 3300649], "22": ["vertical_and_slash", 3500, 100, 2239972], "23": ["vertical_and_slash", 1000, 4096, 847410], "24": ["vertical_and_slash", 1000, 4096, 12556756], "25": ["vertical_and_slash", 3500, 100, 10893823], "26": ["vertical_and_slash", 1000, 4096, 14168165], "27": ["vertical_and_slash", 1000, 4096, 14127548], "28": ["vertical_and_slash", 1000, 4096, 5277617], "29": ["vertical_and_slash", 1000, 4096, 16652651], "30": ["vertical_and_slash", 1000, 4096, 7991739], "31": ["vertical_and_slash", 3500, 100, 16136482]}, {"0": ["vertical_and_slash", 100, 800, 3776409], "1": ["vertical_and_slash", 100, 800, 3972530], "2": ["vertical_and_slash", 100, 800, 10166976], "3": ["vertical_and_slash", 100, 800, 13449519], "4": ["vertical_and_slash", 30, 800, 4621777], "5": ["vertical_and_slash", 30, 800, 17026761], "6": ["vertical_and_slash", 30, 800, 11401344], "7": ["vertical_and_slash", 100, 800, 3178997], "8": ["vertical_and_slash", 1000, 4096, 14919677], "9": ["vertical_and_slash", 100, 800, 13489170], "10": ["vertical_and_slash", 1000, 4096, 12483196], "11": ["vertical_and_slash", 1000, 4096, 18647183], "12": ["vertical_and_slash", 1000, 4096, 18488628], "13": ["vertical_and_slash", 3500, 100, 18285318], "14": ["vertical_and_slash", 3500, 100, 19771087], "15": ["vertical_and_slash", 100, 800, 11952058], "16": ["vertical_and_slash", 1000, 4096, 671303], "17": ["vertical_and_slash", 3500, 100, 20413410], "18": ["vertical_and_slash", 1000, 4096, 693843], "19": ["vertical_and_slash", 3500, 100, 20183012], "20": ["vertical_and_slash", 3500, 100, 4751982], "21": ["vertical_and_slash", 1000, 4096, 1190840], "22": ["vertical_and_slash", 3500, 100, 8189368], "23": ["vertical_and_slash", 3500, 100, 4191516], "24": ["vertical_and_slash", 100, 800, 9072597], "25": ["vertical_and_slash", 3500, 100, 6214053], "26": ["vertical_and_slash", 1000, 4096, 8848124], "27": ["vertical_and_slash", 3500, 100, 1231805], "28": ["vertical_and_slash", 3500, 100, 3468573], "29": ["vertical_and_slash", 3500, 100, 16841594], "30": ["vertical_and_slash", 3500, 100, 12565098], "31": ["vertical_and_slash", 3500, 100, 4308210]}, {"0": ["vertical_and_slash", 100, 800, 405030], "1": ["vertical_and_slash", 3500, 100, 12737242], "2": ["vertical_and_slash", 1000, 4096, 6996254], "3": ["vertical_and_slash", 3500, 100, 4831216], "4": ["vertical_and_slash", 3500, 100, 5890590], "5": ["vertical_and_slash", 1000, 4096, 3008671], "6": ["vertical_and_slash", 1000, 4096, 4998230], "7": ["vertical_and_slash", 1000, 4096, 6509194], "8": ["vertical_and_slash", 3500, 100, 1774041], "9": ["vertical_and_slash", 3500, 100, 1372562], "10": ["vertical_and_slash", 3500, 100, 9111804], "11": ["vertical_and_slash", 1000, 4096, 1109182], "12": ["vertical_and_slash", 100, 800, 371771], "13": ["vertical_and_slash", 3500, 100, 905824], "14": ["vertical_and_slash", 1000, 4096, 4934535], "15": ["vertical_and_slash", 1000, 4096, 2841896], "16": ["vertical_and_slash", 3500, 100, 4614245], "17": ["vertical_and_slash", 3500, 100, 6900617], "18": ["vertical_and_slash", 3500, 100, 2824788], "19": ["vertical_and_slash", 100, 800, 6589423], "20": ["vertical_and_slash", 500, 700, 6357101], "21": ["vertical_and_slash", 30, 800, 5731632], "22": ["vertical_and_slash", 30, 800, 7261064], "23": ["vertical_and_slash", 500, 700, 9172114], "24": ["vertical_and_slash", 1000, 4096, 210349], "25": ["vertical_and_slash", 1000, 4096, 4526369], "26": ["vertical_and_slash", 1000, 4096, 2326769], "27": ["vertical_and_slash", 3500, 100, 5989844], "28": ["vertical_and_slash", 3500, 100, 1393004], "29": ["vertical_and_slash", 3500, 100, 2114704], "30": ["vertical_and_slash", 3500, 100, 776564], "31": ["vertical_and_slash", 3500, 100, 2826514]}, {"0": ["vertical_and_slash", 1000, 4096, 4747927], "1": ["vertical_and_slash", 3500, 100, 14468785], "2": ["vertical_and_slash", 3500, 100, 10124003], "3": ["vertical_and_slash", 3500, 100, 6702061], "4": ["vertical_and_slash", 1000, 4096, 2311190], "5": ["vertical_and_slash", 1000, 4096, 2412642], "6": ["vertical_and_slash", 1000, 4096, 2782532], "7": ["vertical_and_slash", 3500, 100, 6699063], "8": ["vertical_and_slash", 100, 800, 10899273], "9": ["vertical_and_slash", 100, 800, 571205], "10": ["vertical_and_slash", 1000, 4096, 2224039], "11": ["vertical_and_slash", 3500, 100, 5206481], "12": ["vertical_and_slash", 100, 800, 6039530], "13": ["vertical_and_slash", 3500, 100, 6121024], "14": ["vertical_and_slash", 1000, 4096, 915849], "15": ["vertical_and_slash", 3500, 100, 4393793], "16": ["vertical_and_slash", 1000, 4096, 4168491], "17": ["vertical_and_slash", 3500, 100, 5568206], "18": ["vertical_and_slash", 1000, 4096, 1087118], "19": ["vertical_and_slash", 1000, 4096, 2691708], "20": ["vertical_and_slash", 3500, 100, 4351677], "21": ["vertical_and_slash", 3500, 100, 3933999], "22": ["vertical_and_slash", 3500, 100, 3997663], "23": ["vertical_and_slash", 3500, 100, 3522236], "24": ["vertical_and_slash", 3500, 100, 9956224], "25": ["vertical_and_slash", 3500, 100, 4192895], "26": ["vertical_and_slash", 3500, 100, 9150842], "27": ["vertical_and_slash", 3500, 100, 12754903], "28": ["vertical_and_slash", 3500, 100, 7346979], "29": ["vertical_and_slash", 100, 800, 9422285], "30": ["vertical_and_slash", 100, 800, 3140769], "31": ["vertical_and_slash", 500, 700, 2415994]}, {"0": ["vertical_and_slash", 3500, 100, 4352921], "1": ["vertical_and_slash", 1000, 4096, 3398326], "2": ["vertical_and_slash", 3500, 100, 5788760], "3": ["vertical_and_slash", 1000, 4096, 2945608], "4": ["vertical_and_slash", 3500, 100, 1988612], "5": ["vertical_and_slash", 1000, 4096, 3736165], "6": ["vertical_and_slash", 1000, 4096, 9670660], "7": ["vertical_and_slash", 3500, 100, 3803388], "8": ["vertical_and_slash", 3500, 100, 3612542], "9": ["vertical_and_slash", 3500, 100, 4948698], "10": ["vertical_and_slash", 3500, 100, 4880140], "11": ["vertical_and_slash", 3500, 100, 2083345], "12": ["vertical_and_slash", 3500, 100, 4683160], "13": ["vertical_and_slash", 3500, 100, 3650326], "14": ["vertical_and_slash", 3500, 100, 1071456], "15": ["vertical_and_slash", 1000, 4096, 3490570], "16": ["vertical_and_slash", 1000, 4096, 1082160], "17": ["vertical_and_slash", 3500, 100, 6888781], "18": ["vertical_and_slash", 1000, 4096, 2664476], "19": ["vertical_and_slash", 3500, 100, 2759933], "20": ["vertical_and_slash", 100, 800, 653736], "21": ["vertical_and_slash", 3500, 100, 9517662], "22": ["vertical_and_slash", 3500, 100, 3973048], "23": ["vertical_and_slash", 3500, 100, 5761264], "24": ["vertical_and_slash", 3500, 100, 13615692], "25": ["vertical_and_slash", 1000, 4096, 5235320], "26": ["vertical_and_slash", 3500, 100, 10009513], "27": ["vertical_and_slash", 1000, 4096, 2682717], "28": ["vertical_and_slash", 3500, 100, 11382630], "29": ["vertical_and_slash", 3500, 100, 3802301], "30": ["vertical_and_slash", 1000, 4096, 3025864], "31": ["vertical_and_slash", 1000, 4096, 1725752]}, {"0": ["vertical_and_slash", 1000, 4096, 12877084], "1": ["vertical_and_slash", 1000, 4096, 11642564], "2": ["vertical_and_slash", 1000, 4096, 10978654], "3": ["vertical_and_slash", 3500, 100, 14674762], "4": ["vertical_and_slash", 1000, 4096, 8335239], "5": ["vertical_and_slash", 1000, 4096, 11808042], "6": ["vertical_and_slash", 1000, 4096, 10213550], "7": ["vertical_and_slash", 3500, 100, 14957853], "8": ["vertical_and_slash", 500, 700, 19867441], "9": ["vertical_and_slash", 100, 800, 10566603], "10": ["vertical_and_slash", 3500, 100, 19670449], "11": ["vertical_and_slash", 1000, 4096, 12608408], "12": ["vertical_and_slash", 3500, 100, 19432490], "13": ["vertical_and_slash", 3500, 100, 21127812], "14": ["vertical_and_slash", 3500, 100, 16648204], "15": ["vertical_and_slash", 1000, 4096, 10819630], "16": ["vertical_and_slash", 3500, 100, 5741199], "17": ["vertical_and_slash", 3500, 100, 2265976], "18": ["vertical_and_slash", 1000, 4096, 1571848], "19": ["vertical_and_slash", 3500, 100, 12168656], "20": ["vertical_and_slash", 3500, 100, 12687129], "21": ["vertical_and_slash", 1000, 4096, 4052254], "22": ["vertical_and_slash", 3500, 100, 9260206], "23": ["vertical_and_slash", 1000, 4096, 4467273], "24": ["vertical_and_slash", 100, 800, 17813181], "25": ["vertical_and_slash", 3500, 100, 21532596], "26": ["vertical_and_slash", 1000, 4096, 14291589], "27": ["vertical_and_slash", 1000, 4096, 17941032], "28": ["vertical_and_slash", 1000, 4096, 20269858], "29": ["vertical_and_slash", 100, 800, 16481898], "30": ["vertical_and_slash", 100, 800, 14035138], "31": ["vertical_and_slash", 3500, 100, 5218579]}, {"0": ["vertical_and_slash", 1000, 4096, 15472775], "1": ["vertical_and_slash", 500, 700, 16487444], "2": ["vertical_and_slash", 1000, 4096, 13062108], "3": ["vertical_and_slash", 1000, 4096, 17155780], "4": ["vertical_and_slash", 1000, 4096, 9528835], "5": ["vertical_and_slash", 1000, 4096, 18482684], "6": ["vertical_and_slash", 1000, 4096, 17086801], "7": ["vertical_and_slash", 100, 800, 16495168], "8": ["vertical_and_slash", 1000, 4096, 6931295], "9": ["vertical_and_slash", 3500, 100, 21960054], "10": ["vertical_and_slash", 1000, 4096, 13941150], "11": ["vertical_and_slash", 3500, 100, 6249722], "12": ["vertical_and_slash", 1000, 4096, 12292065], "13": ["vertical_and_slash", 3500, 100, 14056066], "14": ["vertical_and_slash", 1000, 4096, 17988711], "15": ["vertical_and_slash", 3500, 100, 13838932], "16": ["vertical_and_slash", 3500, 100, 11542474], "17": ["vertical_and_slash", 1000, 4096, 10272174], "18": ["vertical_and_slash", 3500, 100, 10106952], "19": ["vertical_and_slash", 1000, 4096, 11953729], "20": ["vertical_and_slash", 1000, 4096, 12125335], "21": ["vertical_and_slash", 1000, 4096, 5421557], "22": ["vertical_and_slash", 1000, 4096, 17046156], "23": ["vertical_and_slash", 1000, 4096, 13763363], "24": ["vertical_and_slash", 1000, 4096, 14971340], "25": ["vertical_and_slash", 1000, 4096, 13949429], "26": ["vertical_and_slash", 1000, 4096, 13427580], "27": ["vertical_and_slash", 1000, 4096, 12712355], "28": ["vertical_and_slash", 1000, 4096, 10262417], "29": ["vertical_and_slash", 1000, 4096, 14593517], "30": ["vertical_and_slash", 3500, 100, 19020287], "31": ["vertical_and_slash", 1000, 4096, 16309396]}, {"0": ["vertical_and_slash", 100, 800, 6402139], "1": ["vertical_and_slash", 500, 700, 8580595], "2": ["vertical_and_slash", 3500, 100, 6974040], "3": ["vertical_and_slash", 500, 700, 9230357], "4": ["vertical_and_slash", 500, 700, 1458178], "5": ["vertical_and_slash", 3500, 100, 12626929], "6": ["vertical_and_slash", 500, 700, 7367522], "7": ["vertical_and_slash", 30, 800, 16753754], "8": ["vertical_and_slash", 100, 800, 16185443], "9": ["vertical_and_slash", 30, 800, 13212259], "10": ["vertical_and_slash", 30, 800, 16869582], "11": ["vertical_and_slash", 100, 800, 8982160], "12": ["vertical_and_slash", 3500, 100, 15101824], "13": ["vertical_and_slash", 500, 700, 10028751], "14": ["vertical_and_slash", 30, 800, 18999889], "15": ["vertical_and_slash", 100, 800, 15535188], "16": ["vertical_and_slash", 1000, 4096, 3376934], "17": ["vertical_and_slash", 1000, 4096, 3838435], "18": ["vertical_and_slash", 1000, 4096, 2789787], "19": ["vertical_and_slash", 1000, 4096, 9668519], "20": ["vertical_and_slash", 500, 700, 16137894], "21": ["vertical_and_slash", 1000, 4096, 3380197], "22": ["vertical_and_slash", 500, 700, 6788616], "23": ["vertical_and_slash", 1000, 4096, 4978497], "24": ["vertical_and_slash", 3500, 100, 9896749], "25": ["vertical_and_slash", 500, 700, 20982412], "26": ["vertical_and_slash", 1000, 4096, 5738438], "27": ["vertical_and_slash", 1000, 4096, 14533987], "28": ["vertical_and_slash", 3500, 100, 11385648], "29": ["vertical_and_slash", 30, 800, 11091461], "30": ["vertical_and_slash", 1000, 4096, 7801211], "31": ["vertical_and_slash", 1000, 4096, 12946499]}, {"0": ["vertical_and_slash", 1000, 4096, 8005141], "1": ["vertical_and_slash", 30, 800, 9683398], "2": ["vertical_and_slash", 100, 800, 15684848], "3": ["vertical_and_slash", 30, 800, 10783581], "4": ["vertical_and_slash", 30, 800, 12674711], "5": ["vertical_and_slash", 100, 800, 17627426], "6": ["vertical_and_slash", 500, 700, 6603740], "7": ["vertical_and_slash", 30, 800, 8037793], "8": ["vertical_and_slash", 1000, 4096, 18603355], "9": ["vertical_and_slash", 100, 800, 18175297], "10": ["vertical_and_slash", 1000, 4096, 15415235], "11": ["vertical_and_slash", 100, 800, 8188133], "12": ["vertical_and_slash", 100, 800, 16790430], "13": ["vertical_and_slash", 1000, 4096, 4440951], "14": ["vertical_and_slash", 1000, 4096, 12155674], "15": ["vertical_and_slash", 3500, 100, 18728501], "16": ["vertical_and_slash", 30, 800, 8282869], "17": ["vertical_and_slash", 30, 800, 18611641], "18": ["vertical_and_slash", 30, 800, 7125529], "19": ["vertical_and_slash", 30, 800, 9867525], "20": ["vertical_and_slash", 100, 800, 8121064], "21": ["vertical_and_slash", 100, 800, 8406786], "22": ["vertical_and_slash", 30, 800, 11020990], "23": ["vertical_and_slash", 30, 800, 4944682], "24": ["vertical_and_slash", 30, 800, 16714152], "25": ["vertical_and_slash", 30, 800, 9194588], "26": ["vertical_and_slash", 500, 700, 9003731], "27": ["vertical_and_slash", 1000, 4096, 6939820], "28": ["vertical_and_slash", 500, 700, 10839557], "29": ["vertical_and_slash", 500, 700, 14432584], "30": ["vertical_and_slash", 100, 800, 12363347], "31": ["vertical_and_slash", 30, 800, 14465663]}] diff --git a/minference/configs/model2path.py b/minference/configs/model2path.py new file mode 100644 index 0000000..27135ca --- /dev/null +++ b/minference/configs/model2path.py @@ -0,0 +1,17 @@ +import os + +BASE_DIR = os.path.dirname(os.path.abspath(__file__)) +MODEL2PATH = { + "gradientai/Llama-3-8B-Instruct-262k": os.path.join( + BASE_DIR, "Llama_3_8B_Instruct_262k_kv_out_v32_fit_o_best_pattern.json" + ), + "gradientai/Llama-3-8B-Instruct-Gradient-1048k": os.path.join( + BASE_DIR, "Llama_3_8B_Instruct_262k_kv_out_v32_fit_o_best_pattern.json" + ), + "01-ai/Yi-9B-200K": os.path.join( + BASE_DIR, "Yi_9B_200k_kv_out_v32_fit_o_best_pattern.json" + ), + "microsoft/Phi-3-mini-128k-instruct": os.path.join( + BASE_DIR, "Phi_3_mini_128k_instruct_kv_out_v32_fit_o_best_pattern.json" + ), +} diff --git a/minference/kernels/block_sparse_flash_attention.py b/minference/kernels/block_sparse_flash_attention.py index 1d0b91a..de4ad61 100644 --- a/minference/kernels/block_sparse_flash_attention.py +++ b/minference/kernels/block_sparse_flash_attention.py @@ -1,12 +1,10 @@ -import torch import numpy as np - +import pycuda.autoprimaryctx +import torch import triton import triton.language as tl -import pycuda.autoprimaryctx -from pycuda.compiler import SourceModule - from flash_attn import flash_attn_varlen_func +from pycuda.compiler import SourceModule @triton.jit diff --git a/minference/kernels/inf_llm.py b/minference/kernels/inf_llm.py index e9397b5..b2396a6 100644 --- a/minference/kernels/inf_llm.py +++ b/minference/kernels/inf_llm.py @@ -1,10 +1,12 @@ -import torch - -from typing import Optional, Tuple from copy import deepcopy +from typing import Optional, Tuple + +import torch from flash_attn import flash_attn_func + from .streaming_kernel import TritonMultiStageDotProductionAttention + class CudaCache: def __init__(self, num_units, unit_size, dtype): self.num_units = num_units @@ -30,10 +32,10 @@ def delete(self, idx): class MemoryUnit: def __init__( - self, - kv: Tuple[torch.Tensor, torch.Tensor], - cache: CudaCache, - load_to_cache: bool = False, + self, + kv: Tuple[torch.Tensor, torch.Tensor], + cache: CudaCache, + load_to_cache: bool = False, pin_memory: bool = False, ): self.cache = cache @@ -113,7 +115,7 @@ def offload(self): class VectorTensor: def __init__( - self, + self, hidden_size, element_dtype ): @@ -171,6 +173,7 @@ def __len__(self): class Faiss: def __init__(self, hidden_size, element_dtype): import faiss + # We use the CPU index here because the GPU index requires a long initialization time self.index = faiss.IndexFlatIP(hidden_size) self.hidden_size = hidden_size @@ -196,10 +199,10 @@ def __len__(self): class ContextManager: - def __init__(self, + def __init__(self, position_embedding, - n_init, n_local, - block_size, max_cached_block, topk, exc_block_size, + n_init, n_local, + block_size, max_cached_block, topk, exc_block_size, score_decay: Optional[float] = None, repr_topk: int = 1, cache_strategy = "lru", @@ -245,7 +248,7 @@ def __init__(self, else: self.calc_block_score = False - + def remove_lru_blocks(self, u, num_remove: Optional[int] = None, ignore_blocks = None): if num_remove is None: num_remove = len(self.cached_blocks[u]) - self.max_cached_block @@ -281,7 +284,7 @@ def get_block_k(self, k, score): def from_group_kv(self, tensor): - assert tensor.dim() == 4 + assert tensor.dim() == 4 assert tensor.size(1) == self.num_heads_kv if self.num_heads == self.num_heads_kv: return tensor @@ -291,9 +294,9 @@ def from_group_kv(self, tensor): tensor = tensor.expand((self.num_units, self.unit_size_kv, num_group, length, dim_head)).reshape((self.num_units, self.num_heads, length, dim_head)) return tensor - + def init( - self, + self, local_q, local_k, local_v, global_q, global_k, global_v ): @@ -368,7 +371,7 @@ def init( ) self.initialized = True - + def calc_block_topk( self, global_h_q @@ -421,11 +424,11 @@ def get_global_hidden_and_mask( global_block_map[u][j] = b_idx break - + assert b_idx in self.cached_blocks[u] self.global_blocks[u][b_idx].load((global_h_k[u, :, st:ed, :], global_h_v[u, :, st:ed, :])) - + init_st = block_num * self.block_size init_ed = init_st + init_len if self.global_buffer_init_st != init_st or self.global_buffer_init_ed != init_ed: @@ -477,7 +480,7 @@ def update_block_score( self.cached_blocks[u][i] += s - + def _append( self, local_q, local_k, local_v, global_q @@ -491,14 +494,14 @@ def _append( # calc local result first to overlap host-device communication attn = self.Attn(local_h_q.shape, local_h_q.dtype, local_h_q.device) attn.append( - local_h_q, local_h_k, local_h_v, + local_h_q, local_h_k, local_h_v, get_score=True, sliding_window=self.n_local ) # calc topk global repr k and load cache with torch.cuda.stream(GLOBAL_STREAM): block_topk = self.calc_block_topk(global_q) - + for u in range(self.num_units): num_remove = len(self.cached_blocks[u]) - self.max_cached_block for bidx in block_topk[u]: @@ -531,8 +534,8 @@ def _append( # calc global result attn.append( - global_h_q, global_h_k, global_h_v, - end=True, get_score=self.calc_block_score, + global_h_q, global_h_k, global_h_v, + end=True, get_score=self.calc_block_score, sliding_window=global_sliding_window, complement_sliding_window=True ) @@ -593,10 +596,10 @@ def get_batched_topk(self, global_q): for u in range(self.num_units): tmp.append(indices[u, b].tolist()) assert len(tmp[-1]) == self.topk - + ret.append(tmp) - if exc_block_num != exc_num: + if exc_block_num != exc_num: tmp_global_h_q = global_h_q[:, :, exc_block_num * self.exc_block_size:, :].reshape( self.num_units, self.unit_size, length - exc_block_num * self.exc_block_size, self.dim_head ).mean(dim=-2, keepdim=True) @@ -615,7 +618,6 @@ def get_batched_topk(self, global_q): ret.append(tmp) - return ret def append_global( @@ -630,7 +632,7 @@ def append_global( assert local_score.shape[:3] == (self.num_units, self.unit_size, kv_length) local_score = local_score[:, :, -exc_length-self.n_local:] self.global_remainder_local_score[:, :, global_remainder_ed-local_score.size(-1):global_remainder_ed].add_(local_score) - + if not self.init_exc and global_remainder_len > self.n_local: global_k = self.global_remainder[0] @@ -717,7 +719,7 @@ def repeat_kv(t): ) input_length = local_q.size(-2) - + if self.async_global_stream: GLOBAL_STREAM.wait_stream(torch.cuda.current_stream()) @@ -742,7 +744,7 @@ def repeat_kv(t): ) self.global_remainder_local_score = torch.cat( - (self.global_remainder_local_score, + (self.global_remainder_local_score, torch.zeros( (self.num_units, self.unit_size, global_k.size(-2)), dtype=global_k.dtype, device=global_k.device @@ -770,7 +772,7 @@ def repeat_kv(t): o_list = [] - for st in range(0, input_length, self.exc_block_size): + for st in range(0, input_length, self.exc_block_size): ed = min(st + self.exc_block_size, input_length) if use_chunk_topk and calc_cur_list[self._topk_calc_cur + 1] < ed: # calculate topk and sync with host here @@ -825,9 +827,9 @@ def repeat_kv(t): def size(self, *args, **kwargs): return self.length - + def inf_llm_forward( - n_local, n_init, topk, + n_local, n_init, topk, block_size, max_cached_block, exc_block_size, repr_topk: int = 1, @@ -847,7 +849,7 @@ def forward(self, query : torch.Tensor, position_bias : Optional[torch.Tensor], use_cache: bool, past_key_value, - project_q, project_k, project_v, attention_out, + project_q, project_k, project_v, attention_out, dim_head, num_heads, num_heads_kv ): @@ -871,7 +873,7 @@ def forward(self, query : torch.Tensor, h_k = torch.cat((past_k, h_k), dim=-2) h_v = torch.cat((past_v, h_v), dim=-2) - + past_key_value.dense_k = h_k past_key_value.dense_v = h_v @@ -961,7 +963,7 @@ def generate(self, text=None, input_ids=None, **kwargs): with torch.inference_mode(): result = self._decode(input_ids, **kwargs) - + self.clear() return result @@ -977,7 +979,7 @@ def _decode(self, input_ids, max_length=100, extra_end_token_ids=[], chunk_size: past_key_values = self.past_kv if output: output_text = "" - + for i in range(max_length + 1): if i == 0: if chunk_size is None: @@ -1024,7 +1026,7 @@ def _decode(self, input_ids, max_length=100, extra_end_token_ids=[], chunk_size: if output: tmp = self.tokenizer.decode(input_ids.squeeze(0)[length:]) if len(tmp) > len(output_text): - import sys + import sys sys.stdout.write(tmp[len(output_text):]) sys.stdout.flush() output_text = tmp @@ -1049,4 +1051,4 @@ def generate(self, input_ids=None, generation_config=None, pad_token_id=None, ma max_length=max_new_tokens, chunk_size=8192, extra_end_token_ids = [pad_token_id] if pad_token_id is not None else [] - ) \ No newline at end of file + ) diff --git a/minference/kernels/minference_forward.py b/minference/kernels/minference_forward.py index 410d186..3a40f64 100644 --- a/minference/kernels/minference_forward.py +++ b/minference/kernels/minference_forward.py @@ -1,13 +1,14 @@ -import os -import json import inspect +import json +import os + from transformers.models.llama.modeling_llama import * -from .streaming_kernel import streaming_forward, streaming_forward2 -from .pit_sparse_flash_attention_v2 import pit_sparse_flash_attention_forward +from vllm.attention.backends.flash_attn import * + from .block_sparse_flash_attention import block_sparse_flash_attention_forward +from .pit_sparse_flash_attention_v2 import pit_sparse_flash_attention_forward from .snap_kv import * - -from vllm.attention.backends.flash_attn import * +from .streaming_kernel import streaming_forward, streaming_forward2 last_q = 64 arange = torch.arange(last_q, device="cuda") @@ -31,7 +32,7 @@ def init_minference_parameters(self): self.best_pattern = {} self.vertical, self.slash = None, None -def sum_all_diagonal_matrix(mat: torch.tensor): +def sum_all_diagonal_matrix(mat: torch.tensor): b, h, n, m = mat.shape zero_mat = torch.zeros((b, h, n, n)).to(mat.device) # Zero matrix used for padding mat_padded = torch.cat((zero_mat, mat, zero_mat), -1) # pads the matrix on left and right @@ -69,12 +70,12 @@ def vertical_and_slash(vertical_size, slash_size): slash_topk = slash slash = torch.topk(slash, slash_size, -1).indices - (q_len - 1) slash = torch.stack([torch.sparse.spdiags(torch.ones(slash_size, q_len), slash.cpu()[0][_], (q_len, q_len)).to_dense() for _ in range(1)]).to(q.device) - + est_attn = torch.ones_like(attn_weights) dim = 3 est_attn = est_attn.scatter(3, vertical_topk.expand(*est_attn.shape[:dim], vertical_topk.shape[dim], *est_attn.shape[dim + 1 :]), 0) est_attn = est_attn + slash - + est_attn = (est_attn > 0).float() est_attn = torch.tril(est_attn) attn_weights_x = attn_weights * est_attn @@ -87,7 +88,7 @@ def stream_llm(vertical_size, slash_size): mask = torch.triu(torch.tril(torch.ones(q_len, q_len), 0), -slash_size).to(q) mask[:,:vertical_size] = 1 mask = mask.unsqueeze(0).unsqueeze(1) - + est_attn = torch.tril(mask) attn_weights_x = attn_weights * est_attn res3 = attn_weights_x[:,:,2500:].sum(-1).mean(-1).squeeze().float().detach().cpu().numpy() @@ -105,7 +106,7 @@ def block_sparse(topk_ratio, slash_size=None): qk = torch.matmul(block_q, block_k.transpose(2, 3)) + attention_mask[:,:,:block_num,:block_num] est_attn = torch.ones_like(qk) block_topk = torch.topk(-qk, block_num - block_num//topk_ratio, -1).indices - + dim = 3 est_attn = est_attn.scatter(3, block_topk.expand(*est_attn.shape[:dim], block_topk.shape[dim], *est_attn.shape[dim + 1 :]), 0) est_attn = est_attn.unsqueeze(3).unsqueeze(-1).repeat(1,1,1,32,1,32).reshape(1,1,block_num * 32, block_num * 32)[...,:q_len,:q_len] @@ -125,7 +126,7 @@ def block_sparse(topk_ratio, slash_size=None): else: attention_mask = SEARCH_MASK attn_weights = torch.matmul(q, k.transpose(2, 3)) / math.sqrt(head_dim) + attention_mask - attn_weights = torch.nn.functional.softmax(attn_weights, dim=-1, dtype=torch.float32).to(q.dtype) + attn_weights = torch.nn.functional.softmax(attn_weights, dim=-1, dtype=torch.float32).to(q.dtype) best_s, best_v, best_score, best_ty = 0, 0, 0, "" all_info = [] for ty, fc in [("stream_llm", stream_llm), ("vertical_and_slash", vertical_and_slash), ("block_sparse", block_sparse)]: @@ -155,7 +156,7 @@ def vertical_and_slash_kernel(q, k, v, vertical_size, slash_size): vertical_size, slash_size = min(q_len, max(vertical_size, 30)), min(q_len, max(slash_size, 50)) last_q = 64 qk = torch.einsum(f'bhmk, bhnk -> bhmn', q[:,:,-last_q:,:], k) - qk[:, :, :, -last_q:] = torch.where(LAST_Q_MASK, qk[:, :, :, -last_q:], -torch.inf) + qk[:, :, :, -last_q:] = torch.where(LAST_Q_MASK, qk[:, :, :, -last_q:], -torch.inf) qk = torch.nn.functional.softmax(qk, dim=-1, dtype=torch.float32) vertical = qk.sum(-2, keepdim=True) vertical[...,:30] = torch.inf @@ -197,7 +198,7 @@ def block_sparse_kernel(q, k, v, vertical_size=None, slash_size=None): print(head, best_ty, best_v, best_s, best_score) return all_info -def shift_matrix(mat): +def shift_matrix(mat): b, h, _, n = mat.shape zero_mat = torch.zeros((b, h, n, n)).to(mat.device) # Zero matrix used for padding mat_padded = torch.cat((zero_mat, mat, zero_mat), -1) # pads the matrix on left and right @@ -234,12 +235,12 @@ def vertical_and_slash(attn_weights, vertical_size, slash_size): slash_topk = slash slash = torch.topk(slash, slash_size, -1).indices - (q_len - 1) slash = torch.stack([torch.sparse.spdiags(torch.ones(slash_size, q_len), slash.cpu()[0][_], (q_len, q_len)).to_dense() for _ in range(1)]).to(q.device) - + est_attn = torch.ones_like(attn_weights) dim = 3 est_attn = est_attn.scatter(3, vertical_topk.expand(*est_attn.shape[:dim], vertical_topk.shape[dim], *est_attn.shape[dim + 1 :]), 0) est_attn = est_attn + slash - + est_attn = (est_attn > 0).float() est_attn = torch.tril(est_attn) est_attn = (est_attn == 0).int() * self.ne_inf @@ -255,7 +256,7 @@ def stream_llm(attn_weights, vertical_size, slash_size): mask = torch.triu(torch.tril(torch.ones(q_len, q_len), 0), -slash_size).to(q) mask[:,:vertical_size] = 1 mask = mask.unsqueeze(0).unsqueeze(1) - + est_attn = torch.tril(mask) est_attn = (est_attn == 0).int() * self.ne_inf attn_weights = attn_weights + est_attn @@ -276,7 +277,7 @@ def block_sparse(attn_weights, topk_ratio, slash_size=None, block_size=8): qk = torch.matmul(block_q, block_k.transpose(2, 3)) + attention_mask[:,:,:block_num,:block_num] est_attn = torch.ones_like(qk) block_topk = torch.topk(-qk, block_num - block_num//topk_ratio, -1).indices - + dim = 3 est_attn = est_attn.scatter(3, block_topk.expand(*est_attn.shape[:dim], block_topk.shape[dim], *est_attn.shape[dim + 1 :]), 0) est_attn = est_attn.unsqueeze(3).unsqueeze(-1).repeat(1,1,1,block_size,1,block_size).reshape(1,1,block_num * block_size, block_num * block_size)[...,:q_len,:q_len] @@ -284,9 +285,9 @@ def block_sparse(attn_weights, topk_ratio, slash_size=None, block_size=8): est_attn = (est_attn == 0).int() attn_weights = attn_weights + est_attn return attn_weights - + def dialted(q,k,v, type): - q_len = q.shape[2] + q_len = q.shape[2] n_init = min(1024, q_len) vertical_topk = torch.arange(0, n_init, device=q.device)[None, None, None, :] @@ -305,7 +306,7 @@ def vertical_and_slash_kernel(q, k, v, vertical_size, slash_size): vertical_size, slash_size = min(q_len, max(vertical_size, 30)), min(q_len, max(slash_size, 50)) last_q = 64 qk = torch.einsum(f'bhmk, bhnk -> bhmn', q[:,:,-last_q:,:], k) - qk[:, :, :, -last_q:] = torch.where(LAST_Q_MASK.to(q.device), qk[:, :, :, -last_q:], -torch.inf) + qk[:, :, :, -last_q:] = torch.where(LAST_Q_MASK.to(q.device), qk[:, :, :, -last_q:], -torch.inf) qk = torch.nn.functional.softmax(qk, dim=-1, dtype=torch.float32) vertical = qk.sum(-2, keepdim=True) vertical[...,:30] = torch.inf @@ -325,7 +326,7 @@ def vertical_and_slash_kernel_static(q, k, v, vertical_size, slash_size): vertical_size, slash_size = min(q_len, max(vertical_size, 30)), min(q_len, max(slash_size, 50)) last_q = 64 qk = torch.einsum(f'bhmk, bhnk -> bhmn', q[:,:,-last_q:,:], k) - qk[:, :, :, -last_q:] = torch.where(LAST_Q_MASK, qk[:, :, :, -last_q:], -torch.inf) + qk[:, :, :, -last_q:] = torch.where(LAST_Q_MASK, qk[:, :, :, -last_q:], -torch.inf) qk = torch.nn.functional.softmax(qk, dim=-1, dtype=torch.float32) vertical = qk.sum(-2, keepdim=True) vertical[...,:30] = torch.inf @@ -358,7 +359,7 @@ def block_sparse_kernel(q, k, v, vertical_size=None, slash_size=None): return vertical_and_slash_kernel_static(q, k, v, vertical_size, slash_size) if self.config.to_dict().get("vs_only", False): return vertical_and_slash_kernel(q, k, v, vertical_size, slash_size) - + if q_len == 1: return dense(q, k, v) @@ -452,7 +453,7 @@ def forward( output[:, head:head + 1] = attn_output if self.is_search: config_list.append(config) - with open(self.config_path, 'w') as json_file: + with open(self.config_path, 'w') as json_file: json.dump(config_list, json_file) else: output = flash_attn_func(query_states.transpose(1, 2), key_states.transpose(1, 2), value_states.transpose(1,2), 0.0, softmax_scale=None, causal=q_len != 1).view(bsz, query_states.size(1), q_len, self.head_dim) @@ -482,13 +483,13 @@ def forward( kv_seq_len = q_len if past_key_value is not None: kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx) - + if ROPE_TYPE: cos, sin = self.rotary_emb(hidden_states, seq_len=kv_seq_len) else: cos, sin = self.rotary_emb(hidden_states, position_ids) cache_kwargs = {"sin": sin, "cos": cos} - + attn_out = torch.empty_like(hidden_states).view(bsz, q_len, self.num_heads, self.head_dim) act_num_heads = self.num_heads // self.num_key_value_groups k = torch.zeros(bsz, act_num_heads, q_len, self.head_dim).to(hidden_states.dtype).cpu() @@ -519,7 +520,7 @@ def forward( else: part_o = flash_attn_func(part_q, part_k, part_v.transpose(1, 2), 0.0, softmax_scale=None, causal=True).view(bsz, part_q.shape[1], self.head_dim) attn_out[:, :, head, :] = part_o - + past_key_value.update(k, v, self.layer_idx, cache_kwargs) torch.matmul(attn_out.view(bsz, q_len, hidden_dim), self.o_proj.weight.T, out=hidden_states) torch.cuda.empty_cache() @@ -561,7 +562,7 @@ def forward( "for auto-regressive decoding with k/v caching, please make sure to initialize the attention class " "with a layer index." ) - + if hasattr(self, "kv_seq_len"): #[SnapKV] add kv_seq_len if self.kv_seq_len != 0: kv_seq_len += self.kv_seq_len @@ -595,12 +596,12 @@ def forward( k = key_states[:, head, :, :].unsqueeze(1) v = value_states[:, head, :, :].unsqueeze(1) output[:, head:head + 1] = self.gather_last_q_vertical_slash_topk_v4(q, k, v, head) - + attn_output = output.transpose(1, 2).contiguous() attn_output = attn_output.reshape(bsz, q_len, self.hidden_size) attn_output = self.o_proj(attn_output) return attn_output, None, past_key_value - + else: output = torch.empty_like(query_states) for head in range(query_states.size(1)): @@ -631,7 +632,7 @@ def vertical_and_slash_kernel(q, k, v, vertical_size, slash_size): ar = torch.arange(last_q).to(q.device) LAST_Q_MASK = ar[None, None, None, :] >= ar[None, None, :, None] - qk[:, :, :, -last_q:] = torch.where(LAST_Q_MASK, qk[:, :, :, -last_q:], -torch.inf) + qk[:, :, :, -last_q:] = torch.where(LAST_Q_MASK, qk[:, :, :, -last_q:], -torch.inf) qk = torch.nn.functional.softmax(qk, dim=-1, dtype=torch.float32) vertical = qk.sum(-2, keepdim=True) vertical[...,:30] = torch.inf @@ -647,7 +648,7 @@ def vertical_and_slash_kernel(q, k, v, vertical_size, slash_size): def block_sparse_kernel(q, k, v, vertical_size=None, slash_size=None): topk = 100 return block_sparse_flash_attention_forward(q, k, v, topk) - + def dense(q, k, v, vertical_size=None, slash_size=None): return flash_attn_func(q.transpose(1, 2), k.transpose(1, 2), v.transpose(1,2), 0.0, softmax_scale=None, causal=q_len != 1).view(bsz, 1, q_len, head_dim) @@ -660,7 +661,7 @@ def dense(q, k, v, vertical_size=None, slash_size=None): if q_len == 1: return dense(q, k, v) - + fc = { "stream_llm": streaming_forward, "vertical_and_slash": vertical_and_slash_kernel, @@ -706,13 +707,13 @@ def repeat_kv(hidden_states: torch.Tensor, n_rep: int) -> torch.Tensor: def minference_prefill_func( q, k, v, - + ): # (seq_len, num_heads, head_size) if q.size(-2) != k.size(-2): k = repeat_kv(k, q.size(-2) // k.size(-2)) v = repeat_kv(v, q.size(-2) // v.size(-2)) - + output = torch.empty_like(q) for head in range(q.size(-2)): q_head = q[:, head, :].unsqueeze(1) @@ -829,4 +830,4 @@ def minference_prefill_func( # Reshape the output tensor. return output.view(num_tokens, hidden_size) - return forward \ No newline at end of file + return forward diff --git a/minference/kernels/pit_sparse_flash_attention.py b/minference/kernels/pit_sparse_flash_attention.py index 1de3170..b08fec1 100644 --- a/minference/kernels/pit_sparse_flash_attention.py +++ b/minference/kernels/pit_sparse_flash_attention.py @@ -1,12 +1,10 @@ -import torch import numpy as np - +import pycuda.autoprimaryctx +import torch import triton import triton.language as tl -import pycuda.autoprimaryctx -from pycuda.compiler import SourceModule - from flash_attn import flash_attn_varlen_func +from pycuda.compiler import SourceModule @triton.autotune( diff --git a/minference/kernels/pit_sparse_flash_attention_v2.py b/minference/kernels/pit_sparse_flash_attention_v2.py index 6800de1..320174c 100644 --- a/minference/kernels/pit_sparse_flash_attention_v2.py +++ b/minference/kernels/pit_sparse_flash_attention_v2.py @@ -1,13 +1,12 @@ -import torch -import numpy as np import math +import numpy as np +import pycuda.autoprimaryctx +import torch import triton import triton.language as tl -import pycuda.autoprimaryctx -from pycuda.compiler import SourceModule - from flash_attn import flash_attn_varlen_func +from pycuda.compiler import SourceModule @triton.jit diff --git a/minference/kernels/snap_kv.py b/minference/kernels/snap_kv.py index 09a2335..394579b 100644 --- a/minference/kernels/snap_kv.py +++ b/minference/kernels/snap_kv.py @@ -1,22 +1,16 @@ +import math +import time +import warnings +from importlib.metadata import version +from typing import List, Optional, Tuple, Union + import torch import torch.nn as nn import torch.nn.functional as F -from typing import List, Optional, Tuple, Union -import warnings -from transformers.cache_utils import Cache, DynamicCache -from transformers.models.llama.modeling_llama import ( - apply_rotary_pos_emb, - repeat_kv, -) -from transformers.utils import ( - logging, -) - -import time -import math - -from importlib.metadata import version import transformers +from transformers.cache_utils import Cache, DynamicCache +from transformers.models.llama.modeling_llama import apply_rotary_pos_emb, repeat_kv +from transformers.utils import logging logger = logging.get_logger(__name__) @@ -56,7 +50,7 @@ def llama_flash_attn2_forward( query_states = query_states.view(bsz, q_len, self.num_heads, self.head_dim).transpose(1, 2) key_states = key_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim).transpose(1, 2) value_states = value_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim).transpose(1, 2) - + kv_seq_len = key_states.shape[-2] # if past_key_value is not None: # kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx) @@ -296,9 +290,9 @@ def init_snapkv(self): self.config.kernel_size = 13 if not hasattr(self.config, 'pooling'): self.config.pooling = 'avgpool' - self.kv_cluster = SnapKVCluster( - window_size = self.config.window_size, - max_capacity_prompt = self.config.max_capacity_prompt, + self.kv_cluster = SnapKVCluster( + window_size = self.config.window_size, + max_capacity_prompt = self.config.max_capacity_prompt, kernel_size = self.config.kernel_size, pooling = self.config.pooling ) @@ -323,4 +317,4 @@ def replace_llama(): if warning_flag: warnings.warn(f"Transformers version {transformers_version} might not be compatible with SnapKV. SnapKV is tested with Transformers version {version_list}.") transformers.models.llama.modeling_llama.LlamaForCausalLM.prepare_inputs_for_generation = prepare_inputs_for_generation_llama_4_37 - transformers.models.llama.modeling_llama.LlamaFlashAttention2.forward = llama_flash_attn2_forward_4_37 \ No newline at end of file + transformers.models.llama.modeling_llama.LlamaFlashAttention2.forward = llama_flash_attn2_forward_4_37 diff --git a/minference/kernels/streaming_kernel.py b/minference/kernels/streaming_kernel.py index ad8b52f..4371128 100644 --- a/minference/kernels/streaming_kernel.py +++ b/minference/kernels/streaming_kernel.py @@ -12,8 +12,8 @@ """ import math -import torch +import torch import triton import triton.language as tl @@ -21,7 +21,7 @@ _BLOCK_M=64 @triton.jit -def _attn_fwd_inner(acc, l_i, m_i, q, +def _attn_fwd_inner(acc, l_i, m_i, q, K_block_ptr, V_block_ptr, start_m, qk_scale, N_CTX, sliding_window_offset, sliding_window_size, @@ -59,7 +59,7 @@ def _attn_fwd_inner(acc, l_i, m_i, q, k = tl.load(K_block_ptr, boundary_check=(0, 1), padding_option="zero") qk = tl.zeros([BLOCK_M, BLOCK_N], dtype=tl.float32) - qk += tl.dot(q, k) + qk += tl.dot(q, k) qk = qk * qk_scale if SLIDING_WINDOW: @@ -75,7 +75,7 @@ def _attn_fwd_inner(acc, l_i, m_i, q, if not IS_EVEN_N: qk = tl.where(((tl.arange(0, BLOCK_N) + start_n) < N_CTX)[None, :], qk, float("-inf")) - + m_ij = tl.maximum(m_i, tl.max(qk, 1)) qk = qk - m_ij[:, None] p = tl.math.exp2(qk) @@ -192,7 +192,7 @@ def _attn_fwd(Q, K, V, sm_scale, M, Out, L,# l_i = tl.zeros([BLOCK_M], dtype=tl.float32) + 1.0 acc = tl.zeros([BLOCK_M, BLOCK_DMODEL], dtype=tl.float32) else: - # don't have to check boundary for q len + # don't have to check boundary for q len m_i = tl.load(m_ptrs).to(tl.float32) l_i = tl.load(l_ptrs).to(tl.float32) acc = tl.load(O_block_ptr).to(tl.float32) @@ -209,7 +209,7 @@ def _attn_fwd(Q, K, V, sm_scale, M, Out, L,# start_m, qk_scale, NKV_CTX, # sliding_window_offset, sliding_window_size, BLOCK_M, BLOCK_DMODEL, BLOCK_N, SLIDING_WINDOW, IS_EVEN_M, IS_EVEN_N, - COMPLEMENT_SLIDING_WINDOW) + COMPLEMENT_SLIDING_WINDOW) # epilogue if (END): m_i += tl.math.log2(l_i) @@ -278,7 +278,7 @@ def _score_kernel( k = tl.load(K_block_ptr) else: k = tl.load(K_block_ptr, boundary_check=(0, 1), padding_option="zero") - + lo = 0 hi = ROUND_CTX @@ -294,9 +294,9 @@ def _score_kernel( m = tl.load(m_ptrs) - # calc qk + # calc qk qk = tl.zeros([BLOCK_M, BLOCK_N], dtype=tl.float32) - qk += tl.dot(q, k) + qk += tl.dot(q, k) qk = qk * qk_scale if SLIDING_WINDOW: @@ -350,7 +350,7 @@ def get_score(q, k, m, sliding_window, complement_sliding_window): else: sliding_window_offset, sliding_window_size = None, None - + grid = lambda META: ( triton.cdiv(k.shape[2], META["BLOCK_N"]), q.shape[0] * q.shape[1] @@ -400,13 +400,13 @@ def get_score(q, k, m, sliding_window, complement_sliding_window): return ret def _forward( - q, k, v, sm_scale, - o = None, m = None, l = None, end = False, + q, k, v, sm_scale, + o = None, m = None, l = None, end = False, sliding_window=None, init=False, complement_sliding_window=False ): Lq, Lk, Lv = q.shape[-1], k.shape[-1], v.shape[-1] - + assert Lq == Lk and Lk == Lv assert Lk in {16, 32, 64, 128} @@ -484,7 +484,7 @@ def _forward( class MultiStageDotProductionAttention: def __init__( - self, + self, q_shape, dtype, device, @@ -499,8 +499,8 @@ def __init__( self.score_list = [] def append( - self, - q: torch.Tensor, k: torch.Tensor, v: torch.Tensor, + self, + q: torch.Tensor, k: torch.Tensor, v: torch.Tensor, sliding_window=None, complement_sliding_window: bool = False, end=False, get_score=False, *args, **kwargs @@ -555,11 +555,11 @@ def append(self, q: torch.Tensor, k: torch.Tensor, v: torch.Tensor, end=False, g q = q.contiguous() k = k.contiguous() v = v.contiguous() - + sm_scale = 1 / math.sqrt(q.shape[-1]) o, m, l = _forward( - q, k, v, sm_scale, self.o, self.m, self.l, - sliding_window=sliding_window, end=end, init=not self.init, + q, k, v, sm_scale, self.o, self.m, self.l, + sliding_window=sliding_window, end=end, init=not self.init, complement_sliding_window=complement_sliding_window ) self.init = True @@ -578,7 +578,7 @@ def append(self, q: torch.Tensor, k: torch.Tensor, v: torch.Tensor, end=False, g self.complement_sliding_window_list.append(None) if end: - assert not self.end + assert not self.end self.finalize() def repeat_kv(hidden_states: torch.Tensor, n_rep: int) -> torch.Tensor: @@ -651,7 +651,7 @@ def streaming_forward2( (v.size(0), v.size(1), 0, v.size(3)), dtype=v.dtype, device=v.device ) - + attn.append(q, k, v, sliding_window=n_local) attn.append( q, init_k, init_v, end=True, @@ -723,7 +723,7 @@ def forward(self, query : torch.Tensor, h_q, n_local + n_init ) init_h_k = position_bias.apply_rotary_pos_emb( - h_k[:, :, :n_init, :].contiguous(), + h_k[:, :, :n_init, :].contiguous(), n_init, n_init, position_bias._cos_cached, position_bias._sin_cached ) init_h_v = h_v[:, :, :n_init, :].contiguous() @@ -760,4 +760,4 @@ def forward(self, query : torch.Tensor, else: return score - return forward \ No newline at end of file + return forward diff --git a/minference/minference_configuration.py b/minference/minference_configuration.py index 9ad3595..23ecb86 100644 --- a/minference/minference_configuration.py +++ b/minference/minference_configuration.py @@ -2,7 +2,19 @@ from .configs.model2path import MODEL2PATH + class MInferenceConfig: + ATTENTION_TYPES = [ + "minference", + "minference_wo_cache", + "dilated1", + "static", + "dilated2", + "minference_with_snapkv", + "streaming", + "inf_llm", + ] + def __init__( self, attn_type="minference", @@ -13,6 +25,9 @@ def __init__( **kwargs, ): super(MInferenceConfig, self).__init__() + assert ( + attn_type in self.ATTENTION_TYPES + ), f"The attention_type {attn_type} you specified is not supported." self.attn_type = attn_type self.config_path = self.update_config_path(config_path, model_name) self.model_name = model_name @@ -22,5 +37,7 @@ def __init__( def update_config_path(self, config_path: str, model_name: str): if config_path is not None: return config_path - assert model_name in MODEL2PATH, f"The model {model_name} you specified is not supported. You are welcome to add it and open a PR :)" + assert ( + model_name in MODEL2PATH + ), f"The model {model_name} you specified is not supported. You are welcome to add it and open a PR :)" return MODEL2PATH[model_name] diff --git a/minference/models_patch.py b/minference/models_patch.py index 8999c0c..55a0cec 100644 --- a/minference/models_patch.py +++ b/minference/models_patch.py @@ -1,7 +1,12 @@ import os from .minference_configuration import MInferenceConfig -from .patch import patch_hf, minference_patch, minference_patch_with_snapkv, minference_path_wo_cache +from .patch import ( + minference_patch, + minference_patch_with_snapkv, + minference_path_wo_cache, + patch_hf, +) class MInference: @@ -38,38 +43,42 @@ def patch_model(self, model): elif self.config.attn_type == "dilated1": model.config.dilated1 = True model = minference_patch(model) - + elif self.config.attn_type == "static": model.config.static_pattern = True model = minference_patch(model) - + elif self.config.attn_type == "dilated2": model.config.dilated2 = True model = minference_patch(model) - elif self.config.attn_type == 'minference_with_snapkv': + elif self.config.attn_type == "minference_with_snapkv": model = minference_patch_with_snapkv(model) elif self.config.attn_type == "streaming": - model = patch_hf(model, attn_type="streaming", attn_kwargs={'n_local': 3968, 'n_init': 128}) + model = patch_hf( + model, + attn_type="streaming", + attn_kwargs={"n_local": 3968, "n_init": 128}, + ) elif self.config.attn_type == "inf_llm": model = patch_hf( - model, attn_type="inf_llm", + model, + attn_type="inf_llm", attn_kwargs={ - 'block_size': 128, - 'n_init': 128, - 'n_local': 4096, - 'topk': 16, - 'repr_topk': 4, - 'max_cached_block': 32, - 'exc_block_size': 512, - 'base': 1000000, - 'distance_scale': 1.0, - 'dense_decoding': True, - } + "block_size": 128, + "n_init": 128, + "n_local": 4096, + "topk": 16, + "repr_topk": 4, + "max_cached_block": 32, + "exc_block_size": 512, + "base": 1000000, + "distance_scale": 1.0, + "dense_decoding": True, + }, ) else: raise ValueError( f"The attention type {self.config.attn_type} you specified is not supported." ) return model - diff --git a/minference/patch.py b/minference/patch.py index 88a07d8..b80cf72 100644 --- a/minference/patch.py +++ b/minference/patch.py @@ -1,23 +1,24 @@ -import torch import json +import torch import transformers -from transformers.models.llama.modeling_llama import * from transformers.cache_utils import * +from transformers.models.llama.modeling_llama import * +from .kernels.inf_llm import InfLLMGenerator, inf_llm_forward from .kernels.minference_forward import ( - init_minference_parameters, gather_last_q_vertical_slash_topk_v4, + gather_last_q_vertical_slash_topk_vllm, + init_minference_parameters, minference_forward, - sum_all_diagonal_matrix, - search_pattern, + minference_vllm_forward, minference_with_snapkv_forward, minference_wo_cache_forward, - minference_vllm_forward, - gather_last_q_vertical_slash_topk_vllm, + search_pattern, + sum_all_diagonal_matrix, ) from .kernels.streaming_kernel import stream_llm_forward -from .kernels.inf_llm import inf_llm_forward, InfLLMGenerator + class RotaryEmbeddingESM(torch.nn.Module): """ @@ -27,8 +28,8 @@ class RotaryEmbeddingESM(torch.nn.Module): """ def __init__( - self, - dim: int, + self, + dim: int, base: Union[int, float] = 10000, distance_scale: Union[int, float] = 1, ): @@ -49,28 +50,28 @@ def __init__( def rotate_half(self, x): x1, x2 = x.chunk(2, dim=-1) return torch.cat((-x2, x1), dim=-1) - + def apply_rotary_pos_emb(self, x, length, right, cos, sin): dtype = x.dtype if cos.dim() == 2: - cos = cos[right-length:right, :] - sin = sin[right-length:right, :] + cos = cos[right - length : right, :] + sin = sin[right - length : right, :] elif cos.dim() == 3: - cos = cos[:, right-length:right, :] - sin = sin[:, right-length:right, :] - elif cos.dim() == 4: - cos = cos[:, :, right-length:right, :] - sin = sin[:, :, right-length:right, :] - + cos = cos[:, right - length : right, :] + sin = sin[:, right - length : right, :] + elif cos.dim() == 4: + cos = cos[:, :, right - length : right, :] + sin = sin[:, :, right - length : right, :] + return ((x.float() * cos) + (self.rotate_half(x).float() * sin)).to(dtype) def _update_cos_sin_tables(self, x, seq_dim): seq_len = x.size(seq_dim) if seq_len > self._seq_len_cached: self._seq_len_cached = seq_len - t = torch.arange(seq_len, device = x.device).type_as(self.inv_freq) + t = torch.arange(seq_len, device=x.device).type_as(self.inv_freq) freqs = torch.outer(t * self.distance_scale, self.inv_freq) - emb = torch.cat((freqs, freqs), dim = -1) + emb = torch.cat((freqs, freqs), dim=-1) if x.dim() == 2: self._cos_cached = emb.cos() self._sin_cached = emb.sin() @@ -82,16 +83,16 @@ def _update_cos_sin_tables(self, x, seq_dim): self._sin_cached = emb.sin()[None, None, :, :] return self._cos_cached, self._sin_cached - def _update_cos_sin_tables_len(self, seq_len, device, dim = None): + def _update_cos_sin_tables_len(self, seq_len, device, dim=None): if seq_len > self._seq_len_cached: if dim is None: assert self._cos_cached is not None dim = self._cos_cached.dim() self._seq_len_cached = seq_len - t = torch.arange(seq_len, device = device).type_as(self.inv_freq) + t = torch.arange(seq_len, device=device).type_as(self.inv_freq) freqs = torch.outer(t * self.distance_scale, self.inv_freq) - emb = torch.cat((freqs, freqs), dim = -1) + emb = torch.cat((freqs, freqs), dim=-1) if dim == 2: self._cos_cached = emb.cos() self._sin_cached = emb.sin() @@ -104,54 +105,70 @@ def _update_cos_sin_tables_len(self, seq_len, device, dim = None): return self._cos_cached, self._sin_cached - def apply_rotary_pos_emb_one_angle( - self, x: torch.Tensor, index - ): + def apply_rotary_pos_emb_one_angle(self, x: torch.Tensor, index): dtype = x.dtype cos, sin = self._update_cos_sin_tables_len(index, x.device) if cos.dim() == 2: - cos = cos[index-1:index, :] - sin = sin[index-1:index, :] + cos = cos[index - 1 : index, :] + sin = sin[index - 1 : index, :] elif cos.dim() == 3: - cos = cos[:, index-1:index, :] - sin = sin[:, index-1:index, :] - elif cos.dim() == 4: - cos = cos[:, :, index-1:index, :] - sin = sin[:, :, index-1:index, :] - - return ((x.float() * cos) + (self.rotate_half(x).float() * sin)).to(dtype) + cos = cos[:, index - 1 : index, :] + sin = sin[:, index - 1 : index, :] + elif cos.dim() == 4: + cos = cos[:, :, index - 1 : index, :] + sin = sin[:, :, index - 1 : index, :] + return ((x.float() * cos) + (self.rotate_half(x).float() * sin)).to(dtype) - def forward(self, q: torch.Tensor, k: torch.Tensor, seq_dim= -2) -> Tuple[torch.Tensor, torch.Tensor]: - self._cos_cached, self._sin_cached = self._update_cos_sin_tables(k, seq_dim=seq_dim) + def forward( + self, q: torch.Tensor, k: torch.Tensor, seq_dim=-2 + ) -> Tuple[torch.Tensor, torch.Tensor]: + self._cos_cached, self._sin_cached = self._update_cos_sin_tables( + k, seq_dim=seq_dim + ) return ( - self.apply_rotary_pos_emb(q, q.size(seq_dim), k.size(seq_dim), self._cos_cached, self._sin_cached), - self.apply_rotary_pos_emb(k, k.size(seq_dim), k.size(seq_dim), self._cos_cached, self._sin_cached), + self.apply_rotary_pos_emb( + q, q.size(seq_dim), k.size(seq_dim), self._cos_cached, self._sin_cached + ), + self.apply_rotary_pos_emb( + k, k.size(seq_dim), k.size(seq_dim), self._cos_cached, self._sin_cached + ), ) + ATTN_FORWRAD = { "streaming": stream_llm_forward, "minference": minference_forward, - "inf_llm": inf_llm_forward + "inf_llm": inf_llm_forward, } + def huggingface_forward(forward): def hf_forward( self, hidden_states: torch.Tensor, - attention_mask = None, - position_ids = None, - past_key_value = None, + attention_mask=None, + position_ids=None, + past_key_value=None, output_attentions: bool = False, use_cache: bool = False, **kwargs, ): assert not output_attentions ret = forward( - self, hidden_states, hidden_states, - position_ids, use_cache, past_key_value, - self.q_proj, self.k_proj, self.v_proj, self.o_proj, - self.head_dim, self.num_heads, self.num_key_value_heads + self, + hidden_states, + hidden_states, + position_ids, + use_cache, + past_key_value, + self.q_proj, + self.k_proj, + self.v_proj, + self.o_proj, + self.head_dim, + self.num_heads, + self.num_key_value_heads, ) if use_cache: o, pkv = ret @@ -163,8 +180,14 @@ def hf_forward( return hf_forward + def hf_437_prepare_inputs_for_generation( - self, input_ids, past_key_values=None, attention_mask=None, inputs_embeds=None, **kwargs + self, + input_ids, + past_key_values=None, + attention_mask=None, + inputs_embeds=None, + **kwargs, ): if past_key_values is not None: if isinstance(past_key_values, transformers.cache_utils.Cache): @@ -219,26 +242,43 @@ def hf_437_prepare_inputs_for_generation( ) return model_inputs + def prepare_inputs_for_generation( - self, input_ids, past_key_values=None, attention_mask=None, inputs_embeds=None, cache_position=None, **kwargs + self, + input_ids, + past_key_values=None, + attention_mask=None, + inputs_embeds=None, + cache_position=None, + **kwargs, ): # With static cache, the `past_key_values` is None # TODO joao: standardize interface for the different Cache classes and remove of this if has_static_cache = False if past_key_values is None: - past_key_values = getattr(getattr(self.model.layers[0], "self_attn", {}), "past_key_value", None) + past_key_values = getattr( + getattr(self.model.layers[0], "self_attn", {}), "past_key_value", None + ) has_static_cache = past_key_values is not None past_length = 0 if past_key_values is not None: if isinstance(past_key_values, transformers.cache_utils.Cache): - past_length = cache_position[0] if cache_position is not None else past_key_values.get_seq_length() + past_length = ( + cache_position[0] + if cache_position is not None + else past_key_values.get_seq_length() + ) max_cache_length = ( torch.tensor(past_key_values.get_max_length(), device=input_ids.device) if past_key_values.get_max_length() is not None else None ) - cache_length = past_length if max_cache_length is None else torch.min(max_cache_length, past_length) + cache_length = ( + past_length + if max_cache_length is None + else torch.min(max_cache_length, past_length) + ) # TODO joao: remove this `else` after `generate` prioritizes `Cache` objects else: # cache_length = past_length = past_key_values[0][0].shape[2] @@ -282,9 +322,13 @@ def prepare_inputs_for_generation( # TODO: use `next_tokens` directly instead. model_inputs = {"input_ids": input_ids.contiguous()} - input_length = position_ids.shape[-1] if position_ids is not None else input_ids.shape[-1] + input_length = ( + position_ids.shape[-1] if position_ids is not None else input_ids.shape[-1] + ) if cache_position is None: - cache_position = torch.arange(past_length, past_length + input_length, device=input_ids.device) + cache_position = torch.arange( + past_length, past_length + input_length, device=input_ids.device + ) else: cache_position = cache_position[-input_length:] @@ -302,10 +346,16 @@ def prepare_inputs_for_generation( ) return model_inputs + def prepare_inputs_for_generation_snapkv( - self, input_ids, past_key_values=None, attention_mask=None, inputs_embeds=None, **kwargs + self, + input_ids, + past_key_values=None, + attention_mask=None, + inputs_embeds=None, + **kwargs, ): - if past_key_values is None: # [SnapKV] + if past_key_values is None: # [SnapKV] for layer in self.model.layers: layer.self_attn.kv_seq_len = 0 if past_key_values is not None: @@ -362,6 +412,7 @@ def prepare_inputs_for_generation_snapkv( ) return model_inputs + def _prepare_decoder_attention_mask_inference( self, attention_mask, input_shape, inputs_embeds, past_key_values_length ): @@ -379,12 +430,13 @@ def _prepare_decoder_attention_mask_inference( ), dim=-1, ) - + if attention_mask is not None and torch.all(attention_mask): return None # This uses the faster call when training with full samples - + return attention_mask + def forward_llama_decoder_layer( self, hidden_states: torch.Tensor, @@ -408,13 +460,15 @@ def forward_llama_decoder_layer( (see `past_key_values`). past_key_value (`Tuple(torch.FloatTensor)`, *optional*): cached past key and value projection states """ - + residual = hidden_states.clone() batch, seq_len, embed_dim = hidden_states.shape - + for start_idx in range(0, seq_len, 32000): end_idx = min(seq_len, start_idx + 32000) - hidden_states[:, start_idx:end_idx, :] = self.input_layernorm(hidden_states[:, start_idx:end_idx, :]) + hidden_states[:, start_idx:end_idx, :] = self.input_layernorm( + hidden_states[:, start_idx:end_idx, :] + ) # Self Attention hidden_states, self_attn_weights, present_key_value = self.self_attn( @@ -427,7 +481,7 @@ def forward_llama_decoder_layer( padding_mask=padding_mask, ) hidden_states = residual + hidden_states - + # Fully Connected for start_idx in range(0, seq_len, 32000): end_idx = min(seq_len, start_idx + 32000) @@ -435,17 +489,18 @@ def forward_llama_decoder_layer( part_hidden_states = self.post_attention_layernorm(part_hidden_states) part_hidden_states = self.mlp(part_hidden_states) hidden_states[:, start_idx:end_idx, :] += part_hidden_states - + outputs = (hidden_states,) - + if output_attentions: outputs += (self_attn_weights,) - + if use_cache: outputs += (present_key_value,) - + return outputs + def forward_llama_model( self, input_ids: torch.LongTensor = None, @@ -458,17 +513,27 @@ def forward_llama_model( output_hidden_states: Optional[bool] = None, return_dict: Optional[bool] = None, ) -> Union[Tuple, BaseModelOutputWithPast]: - output_attentions = output_attentions if output_attentions is not None else self.config.output_attentions + output_attentions = ( + output_attentions + if output_attentions is not None + else self.config.output_attentions + ) output_hidden_states = ( - output_hidden_states if output_hidden_states is not None else self.config.output_hidden_states + output_hidden_states + if output_hidden_states is not None + else self.config.output_hidden_states ) use_cache = use_cache if use_cache is not None else self.config.use_cache - return_dict = return_dict if return_dict is not None else self.config.use_return_dict + return_dict = ( + return_dict if return_dict is not None else self.config.use_return_dict + ) # retrieve input_ids and inputs_embeds if input_ids is not None and inputs_embeds is not None: - raise ValueError("You cannot specify both input_ids and inputs_embeds at the same time") + raise ValueError( + "You cannot specify both input_ids and inputs_embeds at the same time" + ) elif input_ids is not None: batch_size, seq_length = input_ids.shape[:2] elif inputs_embeds is not None: @@ -493,7 +558,10 @@ def forward_llama_model( if position_ids is None: device = input_ids.device if input_ids is not None else inputs_embeds.device position_ids = torch.arange( - past_key_values_length, seq_length + past_key_values_length, dtype=torch.long, device=device + past_key_values_length, + seq_length + past_key_values_length, + dtype=torch.long, + device=device, ) position_ids = position_ids.unsqueeze(0) @@ -502,7 +570,9 @@ def forward_llama_model( if attention_mask is None: attention_mask = torch.ones( - (batch_size, seq_length_with_past), dtype=torch.bool, device=inputs_embeds.device + (batch_size, seq_length_with_past), + dtype=torch.bool, + device=inputs_embeds.device, ) padding_mask = None else: @@ -558,7 +628,9 @@ def forward_llama_model( batch, seq_len, embed_dim = hidden_states.shape for start_idx in range(0, seq_len, 32000): end_idx = min(seq_len, start_idx + 32000) - hidden_states[:, start_idx:end_idx, :] = self.norm(hidden_states[:, start_idx:end_idx, :]) + hidden_states[:, start_idx:end_idx, :] = self.norm( + hidden_states[:, start_idx:end_idx, :] + ) # add hidden states from the last decoder layer if output_hidden_states: @@ -566,9 +638,17 @@ def forward_llama_model( next_cache = None if use_cache: - next_cache = next_decoder_cache.to_legacy_cache() if use_legacy_cache else next_decoder_cache + next_cache = ( + next_decoder_cache.to_legacy_cache() + if use_legacy_cache + else next_decoder_cache + ) if not return_dict: - return tuple(v for v in [hidden_states, next_cache, all_hidden_states, all_self_attns] if v is not None) + return tuple( + v + for v in [hidden_states, next_cache, all_hidden_states, all_self_attns] + if v is not None + ) return BaseModelOutputWithPast( last_hidden_state=hidden_states, past_key_values=next_cache, @@ -576,6 +656,7 @@ def forward_llama_model( attentions=all_self_attns, ) + def forward_llama_for_causal_lm( self, input_ids: torch.LongTensor = None, @@ -590,12 +671,20 @@ def forward_llama_for_causal_lm( return_dict: Optional[bool] = None, ) -> Union[Tuple, CausalLMOutputWithPast]: # assert labels is not None - output_attentions = output_attentions if output_attentions is not None else self.config.output_attentions + output_attentions = ( + output_attentions + if output_attentions is not None + else self.config.output_attentions + ) output_hidden_states = ( - output_hidden_states if output_hidden_states is not None else self.config.output_hidden_states + output_hidden_states + if output_hidden_states is not None + else self.config.output_hidden_states ) - return_dict = return_dict if return_dict is not None else self.config.use_return_dict - + return_dict = ( + return_dict if return_dict is not None else self.config.use_return_dict + ) + # decoder outputs consists of (dec_features, layer_state, dec_hidden, dec_attn) outputs = self.model( input_ids=input_ids, @@ -609,36 +698,43 @@ def forward_llama_for_causal_lm( return_dict=return_dict, ) torch.cuda.empty_cache() - + hidden_states = outputs[0] if labels is not None: - loss_fct = CrossEntropyLoss(reduction='sum') + loss_fct = CrossEntropyLoss(reduction="sum") valid_seq_len = input_ids.shape[-1] - 1 valid_seq_len_slide_win = torch.sum(labels[:, 1:] >= 0).item() # print("valid_seq_len_slide_win", valid_seq_len) loss = 0.0 - + for start_idx in range(0, valid_seq_len, 32000): end_idx = min(start_idx + 32000, valid_seq_len) - shift_logits = self.lm_head(hidden_states[..., start_idx:end_idx, :]).float() - shift_labels = labels[..., start_idx + 1:end_idx + 1].contiguous() + shift_logits = self.lm_head( + hidden_states[..., start_idx:end_idx, :] + ).float() + shift_labels = labels[..., start_idx + 1 : end_idx + 1].contiguous() # Flatten the tokens shift_logits = shift_logits.view(-1, self.config.vocab_size) shift_labels = shift_labels.view(-1) # Enable model parallelism shift_labels = shift_labels.to(shift_logits.device) loss += loss_fct(shift_logits, shift_labels) - + loss /= valid_seq_len_slide_win logits = None else: - if self.config.to_dict().get('is_ppl', False): + if self.config.to_dict().get("is_ppl", False): logits = self.lm_head(hidden_states) else: - logits = self.lm_head(hidden_states[:,-1:]).float() + logits = self.lm_head(hidden_states[:, -1:]).float() loss = None - - return CausalLMOutputWithPast(loss=loss, logits=logits, past_key_values=outputs.past_key_values,) + + return CausalLMOutputWithPast( + loss=loss, + logits=logits, + past_key_values=outputs.past_key_values, + ) + def minference_patch(model): from transformers import LlamaForCausalLM @@ -651,25 +747,39 @@ def minference_patch(model): def update_module(m): if isinstance(m, Attention): - m.init_minference_parameters = init_minference_parameters.__get__(m, Attention) - m.gather_last_q_vertical_slash_topk_v4 = gather_last_q_vertical_slash_topk_v4.__get__(m, Attention) + m.init_minference_parameters = init_minference_parameters.__get__( + m, Attention + ) + m.gather_last_q_vertical_slash_topk_v4 = ( + gather_last_q_vertical_slash_topk_v4.__get__(m, Attention) + ) m.forward = forward.__get__(m, Attention) if isinstance(m, DecoderLayer): m.forward = forward_llama_decoder_layer.__get__(m, DecoderLayer) model.apply(update_module) - model.prepare_inputs_for_generation = hf_437_prepare_inputs_for_generation.__get__(model, model.__class__) + model.prepare_inputs_for_generation = hf_437_prepare_inputs_for_generation.__get__( + model, model.__class__ + ) model.model._use_sdpa = False - model.model._prepare_decoder_attention_mask = _prepare_decoder_attention_mask_inference.__get__(model.model, model.model.__class__) - model.model.forward = forward_llama_model.__get__(model.model, model.model.__class__) + model.model._prepare_decoder_attention_mask = ( + _prepare_decoder_attention_mask_inference.__get__( + model.model, model.model.__class__ + ) + ) + model.model.forward = forward_llama_model.__get__( + model.model, model.model.__class__ + ) model.forward = forward_llama_for_causal_lm.__get__(model, model.__class__) - + print("Patched model for minference..") return model + def minference_path_wo_cache(model): from transformers import LlamaForCausalLM + transformers.cache_utils.DynamicCache.update = cpu_cache_update transformers.cache_utils.DynamicCache.get = cpu_cache_get @@ -681,23 +791,36 @@ def minference_path_wo_cache(model): def update_module(m): if isinstance(m, Attention): - m.init_minference_parameters = init_minference_parameters.__get__(m, Attention) - m.gather_last_q_vertical_slash_topk_v4 = gather_last_q_vertical_slash_topk_v4.__get__(m, Attention) + m.init_minference_parameters = init_minference_parameters.__get__( + m, Attention + ) + m.gather_last_q_vertical_slash_topk_v4 = ( + gather_last_q_vertical_slash_topk_v4.__get__(m, Attention) + ) m.forward = forward.__get__(m, Attention) if isinstance(m, DecoderLayer): m.forward = forward_llama_decoder_layer.__get__(m, DecoderLayer) model.apply(update_module) - model.prepare_inputs_for_generation = hf_437_prepare_inputs_for_generation.__get__(model, model.__class__) + model.prepare_inputs_for_generation = hf_437_prepare_inputs_for_generation.__get__( + model, model.__class__ + ) model.model._use_sdpa = False - model.model._prepare_decoder_attention_mask = _prepare_decoder_attention_mask_inference.__get__(model.model, model.model.__class__) - model.model.forward = forward_llama_model.__get__(model.model, model.model.__class__) + model.model._prepare_decoder_attention_mask = ( + _prepare_decoder_attention_mask_inference.__get__( + model.model, model.model.__class__ + ) + ) + model.model.forward = forward_llama_model.__get__( + model.model, model.model.__class__ + ) model.forward = forward_llama_for_causal_lm.__get__(model, model.__class__) - + print("Patched model for minference without cache..") return model + def minference_patch_with_snapkv(model): from transformers import LlamaForCausalLM @@ -709,23 +832,36 @@ def minference_patch_with_snapkv(model): def update_module(m): if isinstance(m, Attention): - m.init_minference_parameters = init_minference_parameters.__get__(m, Attention) - m.gather_last_q_vertical_slash_topk_v4 = gather_last_q_vertical_slash_topk_v4.__get__(m, Attention) + m.init_minference_parameters = init_minference_parameters.__get__( + m, Attention + ) + m.gather_last_q_vertical_slash_topk_v4 = ( + gather_last_q_vertical_slash_topk_v4.__get__(m, Attention) + ) m.forward = forward.__get__(m, Attention) if isinstance(m, DecoderLayer): m.forward = forward_llama_decoder_layer.__get__(m, DecoderLayer) model.apply(update_module) - model.prepare_inputs_for_generation = prepare_inputs_for_generation_snapkv.__get__(model, model.__class__) + model.prepare_inputs_for_generation = prepare_inputs_for_generation_snapkv.__get__( + model, model.__class__ + ) model.model._use_sdpa = False - model.model._prepare_decoder_attention_mask = _prepare_decoder_attention_mask_inference.__get__(model.model, model.model.__class__) - model.model.forward = forward_llama_model.__get__(model.model, model.model.__class__) + model.model._prepare_decoder_attention_mask = ( + _prepare_decoder_attention_mask_inference.__get__( + model.model, model.model.__class__ + ) + ) + model.model.forward = forward_llama_model.__get__( + model.model, model.model.__class__ + ) model.forward = forward_llama_for_causal_lm.__get__(model, model.__class__) - + print("Patched model for minference with SanpKV..") return model + def llama_model_forward_vllm( self, input_ids: Optional[torch.Tensor], @@ -747,11 +883,12 @@ def llama_model_forward_vllm( kv_caches[i], attn_metadata, residual, - layer_idx = i, + layer_idx=i, ) hidden_states, _ = self.norm(hidden_states, residual) return hidden_states + def llama_layer_forward_vllm( self, positions: torch.Tensor, @@ -766,8 +903,7 @@ def llama_layer_forward_vllm( residual = hidden_states hidden_states = self.input_layernorm(hidden_states) else: - hidden_states, residual = self.input_layernorm( - hidden_states, residual) + hidden_states, residual = self.input_layernorm(hidden_states, residual) hidden_states = self.self_attn( positions=positions, hidden_states=hidden_states, @@ -777,11 +913,11 @@ def llama_layer_forward_vllm( ) # Fully Connected - hidden_states, residual = self.post_attention_layernorm( - hidden_states, residual) + hidden_states, residual = self.post_attention_layernorm(hidden_states, residual) hidden_states = self.mlp(hidden_states) return hidden_states, residual + def llama_attn_forward_vllm( self, positions: torch.Tensor, @@ -793,11 +929,11 @@ def llama_attn_forward_vllm( qkv, _ = self.qkv_proj(hidden_states) q, k, v = qkv.split([self.q_size, self.kv_size, self.kv_size], dim=-1) q, k = self.rotary_emb(positions, q, k) - attn_output = self.attn(q, k, v, kv_cache, attn_metadata, - self.kv_scale, layer_idx) + attn_output = self.attn(q, k, v, kv_cache, attn_metadata, self.kv_scale, layer_idx) output, _ = self.o_proj(attn_output) return output + def vllm_attn_forward( self, query: torch.Tensor, @@ -808,26 +944,35 @@ def vllm_attn_forward( kv_scale: float = 1.0, layer_idx: int = 0, ) -> torch.Tensor: - return self.impl.forward(query, key, value, kv_cache, attn_metadata, - kv_scale, layer_idx) + return self.impl.forward( + query, key, value, kv_cache, attn_metadata, kv_scale, layer_idx + ) + def minference_patch_vllm( llm, config_file, ): - from vllm.model_executor.models.llama import LlamaForCausalLM, LlamaModel, LlamaAttention, LlamaDecoderLayer from vllm.attention import Attention + from vllm.model_executor.models.llama import ( + LlamaAttention, + LlamaDecoderLayer, + LlamaForCausalLM, + LlamaModel, + ) config = json.load(open(config_file)) attn_forward = minference_vllm_forward(config) - + def update_module(m): if isinstance(m, Attention): m.forward = vllm_attn_forward.__get__(m, Attention) m = m.impl m_cls = m.__class__ - m.gather_last_q_vertical_slash_topk_vllm = gather_last_q_vertical_slash_topk_vllm.__get__(m, m_cls) + m.gather_last_q_vertical_slash_topk_vllm = ( + gather_last_q_vertical_slash_topk_vllm.__get__(m, m_cls) + ) m.forward = attn_forward.__get__(m, m_cls) if isinstance(m, LlamaDecoderLayer): m.forward = llama_layer_forward_vllm.__get__(m, LlamaDecoderLayer) @@ -841,52 +986,72 @@ def update_module(m): print("Patched model for minference with VLLM..") return llm + def patch_hf( model, attn_type: str = "inf_llm", attn_kwargs: dict = {}, - base = None, - distance_scale = None, - **kwargs + base=None, + distance_scale=None, + **kwargs, ): attn_kwargs.update(kwargs) # This approach lacks scalability and will be refactored. from transformers import LlamaForCausalLM, MistralForCausalLM, Qwen2ForCausalLM - from transformers.models.llama.modeling_llama import LlamaAttention, LlamaModel, BaseModelOutputWithPast - from transformers.models.mistral.modeling_mistral import MistralAttention, MistralModel + from transformers.models.llama.modeling_llama import ( + BaseModelOutputWithPast, + LlamaAttention, + LlamaModel, + ) + from transformers.models.mistral.modeling_mistral import ( + MistralAttention, + MistralModel, + ) from transformers.models.qwen2.modeling_qwen2 import Qwen2Attention, Qwen2Model def model_forward( self, input_ids: torch.LongTensor = None, - attention_mask = None, - position_ids = None, - past_key_values = None, - inputs_embeds = None, - use_cache = None, - output_attentions = None, - output_hidden_states = None, - return_dict = None, + attention_mask=None, + position_ids=None, + past_key_values=None, + inputs_embeds=None, + use_cache=None, + output_attentions=None, + output_hidden_states=None, + return_dict=None, *args, - **kwargs + **kwargs, ): - output_attentions = output_attentions if output_attentions is not None else self.config.output_attentions + output_attentions = ( + output_attentions + if output_attentions is not None + else self.config.output_attentions + ) output_hidden_states = ( - output_hidden_states if output_hidden_states is not None else self.config.output_hidden_states + output_hidden_states + if output_hidden_states is not None + else self.config.output_hidden_states ) use_cache = use_cache if use_cache is not None else self.config.use_cache - return_dict = return_dict if return_dict is not None else self.config.use_return_dict + return_dict = ( + return_dict if return_dict is not None else self.config.use_return_dict + ) # retrieve input_ids and inputs_embeds if input_ids is not None and inputs_embeds is not None: - raise ValueError("You cannot specify both decoder_input_ids and decoder_inputs_embeds at the same time") + raise ValueError( + "You cannot specify both decoder_input_ids and decoder_inputs_embeds at the same time" + ) elif input_ids is not None: batch_size, seq_length = input_ids.shape elif inputs_embeds is not None: batch_size, seq_length, _ = inputs_embeds.shape else: - raise ValueError("You have to specify either decoder_input_ids or decoder_inputs_embeds") + raise ValueError( + "You have to specify either decoder_input_ids or decoder_inputs_embeds" + ) if inputs_embeds is None: inputs_embeds = self.embed_tokens(input_ids) @@ -898,7 +1063,6 @@ def model_forward( else: pkv = None - hidden_states = inputs_embeds @@ -914,7 +1078,9 @@ def model_forward( hidden_states, attention_mask=attention_mask, position_ids=self.position_bias, - past_key_value=past_key_values[i] if past_key_values is not None else None, + past_key_value=( + past_key_values[i] if past_key_values is not None else None + ), output_attentions=output_attentions, use_cache=use_cache, ) @@ -931,14 +1097,20 @@ def model_forward( # hidden_states = self.norm(hidden_states) for start_idx in range(0, hidden_states.size(1), 32000): end_idx = min(hidden_states.size(1), start_idx + 32000) - hidden_states[:, start_idx:end_idx, :] = self.norm(hidden_states[:, start_idx:end_idx, :]) + hidden_states[:, start_idx:end_idx, :] = self.norm( + hidden_states[:, start_idx:end_idx, :] + ) # add hidden states from the last decoder layer if output_hidden_states: all_hidden_states += (hidden_states,) if not return_dict: - return tuple(v for v in [hidden_states, pkv, all_hidden_states, all_self_attns] if v is not None) + return tuple( + v + for v in [hidden_states, pkv, all_hidden_states, all_self_attns] + if v is not None + ) return BaseModelOutputWithPast( last_hidden_state=hidden_states, past_key_values=pkv, @@ -966,14 +1138,10 @@ def model_forward( else: raise ValueError("Only supports llama, mistral and qwen2 models.") - hf_rope = model.model.layers[0].self_attn.rotary_emb + hf_rope = model.model.layers[0].self_attn.rotary_emb base = base if base is not None else hf_rope.base distance_scale = distance_scale if distance_scale is not None else 1.0 - rope = RotaryEmbeddingESM( - hf_rope.dim, - base, - distance_scale - ) + rope = RotaryEmbeddingESM(hf_rope.dim, base, distance_scale) model.model.position_bias = rope model.model.hf_position_bias = hf_rope @@ -985,17 +1153,22 @@ def set_forward(m): model.apply(set_forward) model._old_prepare_inputs_for_generation = model.prepare_inputs_for_generation - model.prepare_inputs_for_generation = prepare_inputs_for_generation.__get__(model, model.__class__) + model.prepare_inputs_for_generation = prepare_inputs_for_generation.__get__( + model, model.__class__ + ) model.model._old_forward = model.model.forward model.model.forward = model_forward.__get__(model.model, Model) - if attn_type == 'inf_llm': - tokenizer = transformers.AutoTokenizer.from_pretrained(model.config._name_or_path) + if attn_type == "inf_llm": + tokenizer = transformers.AutoTokenizer.from_pretrained( + model.config._name_or_path + ) model = InfLLMGenerator(model, tokenizer) print("Patched model ...") return model + def fp8_cache_update( self, key_states: torch.Tensor, @@ -1028,10 +1201,17 @@ def fp8_cache_update( self.key_cache.append(key_states.to(torch.float8_e5m2)) self.value_cache.append(value_states.to(torch.float8_e5m2)) else: - self.key_cache[layer_idx] = torch.cat([self.key_cache[layer_idx], key_states.to(torch.float8_e5m2)], dim=-2) - self.value_cache[layer_idx] = torch.cat([self.value_cache[layer_idx], value_states.to(torch.float8_e5m2)], dim=-2) + self.key_cache[layer_idx] = torch.cat( + [self.key_cache[layer_idx], key_states.to(torch.float8_e5m2)], dim=-2 + ) + self.value_cache[layer_idx] = torch.cat( + [self.value_cache[layer_idx], value_states.to(torch.float8_e5m2)], dim=-2 + ) + + return self.key_cache[layer_idx].to(key_states.dtype), self.value_cache[ + layer_idx + ].to(key_states.dtype) - return self.key_cache[layer_idx].to(key_states.dtype), self.value_cache[layer_idx].to(key_states.dtype) def cpu_cache_update( self, @@ -1051,8 +1231,13 @@ def cpu_cache_update( self.key_cache.append(key_states.cpu()) self.value_cache.append(value_states.cpu()) else: - self.key_cache[layer_idx] = torch.cat([self.key_cache[layer_idx], key_states.cpu()], dim=-2) - self.value_cache[layer_idx] = torch.cat([self.value_cache[layer_idx], value_states.cpu()], dim=-2) + self.key_cache[layer_idx] = torch.cat( + [self.key_cache[layer_idx], key_states.cpu()], dim=-2 + ) + self.value_cache[layer_idx] = torch.cat( + [self.value_cache[layer_idx], value_states.cpu()], dim=-2 + ) + def cpu_cache_get( self, @@ -1072,6 +1257,15 @@ def cpu_cache_get( if len(self.key_cache) <= layer_idx: return key_states, value_states else: - key_states = torch.cat([self.key_cache[layer_idx][:,head_idx:head_idx + 1].cuda(), key_states], dim=-2) - value_states = torch.cat([self.value_cache[layer_idx][:,head_idx: head_idx + 1].cuda(), value_states], dim=-2) - return key_states, value_states \ No newline at end of file + key_states = torch.cat( + [self.key_cache[layer_idx][:, head_idx : head_idx + 1].cuda(), key_states], + dim=-2, + ) + value_states = torch.cat( + [ + self.value_cache[layer_idx][:, head_idx : head_idx + 1].cuda(), + value_states, + ], + dim=-2, + ) + return key_states, value_states From f5e3595b2a4cfde6faf767adb5a1fc8039debe9a Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Wed, 5 Jun 2024 14:24:28 +0000 Subject: [PATCH 03/41] Feature(MInference): add Needle in A Haystack script --- .../needle_in_a_haystack/needle_summary.py | 38 ++ .../needle_in_a_haystack/needle_test.py | 114 +++++ .../needle_in_a_haystack/needle_tools.py | 416 ++++++++++++++++++ .../needle_in_a_haystack/needle_viz.py | 153 +++++++ .../needle_in_a_haystack/run_needle.sh | 14 + 5 files changed, 735 insertions(+) create mode 100644 experiments/needle_in_a_haystack/needle_summary.py create mode 100644 experiments/needle_in_a_haystack/needle_test.py create mode 100644 experiments/needle_in_a_haystack/needle_tools.py create mode 100644 experiments/needle_in_a_haystack/needle_viz.py create mode 100644 experiments/needle_in_a_haystack/run_needle.sh diff --git a/experiments/needle_in_a_haystack/needle_summary.py b/experiments/needle_in_a_haystack/needle_summary.py new file mode 100644 index 0000000..1809a0e --- /dev/null +++ b/experiments/needle_in_a_haystack/needle_summary.py @@ -0,0 +1,38 @@ +import argparse +import json +import os +from collections import Counter + + +def summary(run_name: str, output_path: str): + pathlist = os.listdir(output_path) + + datas, cs = [], set() + for path in pathlist: + if run_name in path: + data = json.load(open(dirs + path)) + if data[0]["context_length"] in cs: + continue + datas.extend(data) + cs.add(data[0]["context_length"]) + + res = Counter() + for ii in datas: + res[(ii["context_length"], ii["depth_percent"])] += ii["correct"] == True + if ii["correct"] is False: + print(ii["response"]) + sorted(res.items()) + with open("{output_path}/{run_name}.json", "w") as json_file: + json.dump(datas, json_file) + + +if __name__ == "__main__": + args = argparse.ArgumentParser() + args.add_argument("--run_name", type=str, default=None) + args.add_argument("--output_path", type=str, default="results/needle/") + args = args.parse_args() + + summary( + run_name=args.run_name, + output_path=args.output_path, + ) diff --git a/experiments/needle_in_a_haystack/needle_test.py b/experiments/needle_in_a_haystack/needle_test.py new file mode 100644 index 0000000..aa1ca91 --- /dev/null +++ b/experiments/needle_in_a_haystack/needle_test.py @@ -0,0 +1,114 @@ +import argparse +import os +from dataclasses import dataclass +from datetime import datetime + +from needle_tools import LLMNeedleHaystackTester +from needle_viz import plot_needle_viz + + +@dataclass +class Config: + # wget https://github.com/liyucheng09/LatestEval/releases/download/pg19/pg19_mini.jsonl + haystack_file: str = "data/pg19_mini.jsonl" # Path to the haystack file + model_name: str = "01-ai/Yi-9B-200K" + run_name: str = None # Name of the run, used for the output file + context_lengths_min: int = 30_000 + context_lengths_max: int = 100_000 + n_context_length_intervals: int = 15 # Number of intervals between min and max + n_document_depth_intervals: int = 10 # position of the needle in the haystack + n_rounds: int = 3 + seed: int = 42 + attn_type: str = "vllm" + output_path: str = "results/needle/" + pattern_path: str = "config/Llama_3_8B_Instruct_262k_kv_out_v32_best_pattern.json" + jobs: str = None + + def __post_init__(self): + timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") + if not os.path.exists(self.output_path): + os.makedirs(self.output_path) + output_file = f"needle_res_{self.model_name.replace('/', '-')}_{self.run_name if self.run_name is not None else ''}_{self.jobs if self.jobs is not None else ''}_{timestamp}_{self.context_lengths_min}_{self.context_lengths_max}_{self.pattern_path.split('/')[-1].replace('.json', '') if self.pattern_path is not None else ''}.json" + self.output_file = os.path.join(self.output_path, output_file) + + +def main( + model_name: str, + run_name: str = None, + attn_type: str = "vllm", + output_path: str = "results/needle/", + pattern_path: str = "config/Llama_3_8B_Instruct_262k_kv_out_v32_best_pattern.json", + rounds: int = 3, + jobs: str = None, + max_length: int = 100000, + min_length: int = 1000, +): + config = Config( + model_name=model_name, + run_name=run_name, + attn_type=attn_type, + output_path=output_path, + pattern_path=pattern_path, + n_rounds=rounds, + jobs=jobs, + context_lengths_min=min_length, + context_lengths_max=max_length, + ) + kwargs = { + "swap_space": 64, + "gpu_memory_utilization": 0.98, + } + ht = LLMNeedleHaystackTester(config, **kwargs if config.attn_type == "vllm" else {}) + ht.start_test() + + print("making plot...") + plot_needle_viz( + config.output_file, + ( + config.model_name.replace("/", "-") + f"_{config.run_name}" + if config.run_name is not None + else "" + ), + config.context_lengths_min, + config.context_lengths_max, + mode=attn_type, + output_path=config.output_path, + ) + + +if __name__ == "__main__": + args = argparse.ArgumentParser() + args.add_argument("--model_name", type=str, required=True) + args.add_argument("--run_name", type=str, default=None) + args.add_argument( + "--attn_type", + type=str, + required=True, + choices=[ + "vllm", + "hf", + "streaming", + "minference", + "minference_wo_cache", + "inf_llm", + ], + ) + args.add_argument("--output_path", type=str, default="results/needle/") + args.add_argument("--pattern_path", type=str, default=None) + args.add_argument("--rounds", type=int, default=3) + args.add_argument("--jobs", type=str, default=None) + args.add_argument("--max_length", type=int, default=100000) + args.add_argument("--min_length", type=int, default=1000) + args = args.parse_args() + + main( + model_name=args.model_name, + run_name=args.run_name, + attn_type=args.attn_type, + output_path=args.output_path, + pattern_path=args.pattern_path, + rounds=args.rounds, + jobs=args.jobs, + max_length=args.max_length, + min_length=args.min_length, + ) diff --git a/experiments/needle_in_a_haystack/needle_tools.py b/experiments/needle_in_a_haystack/needle_tools.py new file mode 100644 index 0000000..fd25ae9 --- /dev/null +++ b/experiments/needle_in_a_haystack/needle_tools.py @@ -0,0 +1,416 @@ +import json +import math +import os +import random +import time +from dataclasses import dataclass, field +from datetime import datetime +from functools import cached_property + +import numpy as np +import torch +from absl.app import run +from tqdm import tqdm +from transformers import ( + AutoConfig, + AutoModelForCausalLM, + AutoTokenizer, + GenerationConfig, +) +from vllm import LLM, SamplingParams + +from minference import MInference + + +class LLMNeedleHaystackTester: + OURS_TEMPLATE = "Write a high-quality answer for the given question using only the provided search results (some of which might be irrelevant).\n{context}\n\nQuestion: {question} Don't give information outside the document or repeat your findings. Keep your response short and direct. Answer: " + RANDOM_NEEDLE_CITIES = [ + "Chicago", + "Yangon", + "Antananarivo", + "Colombo", + "Almaty", + "Sydney", + "Chicago", + "Mexico City", + "Seattle", + "Lagos", + "Amsterdam", + "Belgrade", + "Cairo", + "Baghdad", + "Damascus", + "Kigali", + "Dakar", + "Dakar", + "Sofia", + "Kigali", + "Victoria", + "Tashkent", + "Mumbai", + "Barcelona", + "Almaty", + "Amman", + "Toronto", + "Bratislava", + "Johannesburg", + "Thimphu", + "Bangkok", + "Santiago", + "Cairo", + "San Francisco", + "Lagos", + "Amsterdam", + "Paris", + "Rabat", + "Santiago", + "Copenhagen", + "Madrid", + "Kigali", + "Ho Chi Minh City", + "Sarajevo", + "Delhi", + "Istanbul", + "Ho Chi Minh City", + "Khartoum", + "Helsinki", + "Doha", + "Istanbul", + "Kuala Lumpur", + "Budapest", + "Shanghai", + "Moscow", + "Los Angeles", + "Oslo", + "Johannesburg", + "Berlin", + "Bangalore", + "Tokyo", + "Melbourne", + "Barcelona", + "Chicago", + "Port Louis", + "Lisbon", + "Nairobi", + "Kampala", + "Lima", + "Maputo", + "Vancouver", + "Dubai", + "Khartoum", + "Jakarta", + "Madrid", + "Yerevan", + "Beirut", + "Athens", + "Chicago", + "Paris", + "Bucharest", + "Copenhagen", + "Brussels", + "Damascus", + "Seattle", + "Los Angeles", + "Yerevan", + "Victoria", + "Tunis", + "Astana", + "Seoul", + "Buenos Aires", + "Bangkok", + "Colombo", + "Brussels", + "Khartoum", + "Doha", + "San Francisco", + "Vienna", + "Jakarta", + ] + + def __init__( + self, + config, + retrieval_question="What is the special magic {} number?", + results_version=1, + rnd_number_digits=7, + document_depth_percent_min=0, + document_depth_percent_max=100, + document_depth_percent_interval_type="linear", + save_results=False, + final_context_length_buffer=200, + print_ongoing_status=True, + **kwargs, + ): + haystack_file = config.haystack_file + context_lengths_min = config.context_lengths_min + context_lengths_max = config.context_lengths_max + context_lengths_num_intervals = config.n_context_length_intervals + document_depth_percent_intervals = config.n_document_depth_intervals + + self.config = config + self.needle = "\nThe special magic {city} number is: {rnd_number}\n" + if not haystack_file or not retrieval_question: + raise ValueError( + "Needle, haystack, and retrieval_question must be provided." + ) + + self.rnd_number_digits = rnd_number_digits + self.context_lengths_num_intervals = context_lengths_num_intervals + self.document_depth_percent_intervals = document_depth_percent_intervals + self.haystack_file = haystack_file + self.retrieval_question = retrieval_question + self.results_version = results_version + self.save_results = save_results + self.final_context_length_buffer = final_context_length_buffer + self.print_ongoing_status = print_ongoing_status + self.testing_results = [] + + self.context_lengths = np.round( + np.linspace( + context_lengths_min, + context_lengths_max, + num=context_lengths_num_intervals, + endpoint=True, + ) + ).astype(int) + if document_depth_percent_interval_type == "linear": + self.document_depth_percents = np.round( + np.linspace( + document_depth_percent_min, + document_depth_percent_max, + num=document_depth_percent_intervals, + endpoint=True, + ) + ).astype(int) + elif document_depth_percent_interval_type == "sigmoid": + self.document_depth_percents = [ + self.logistic(x) + for x in np.linspace( + document_depth_percent_min, + document_depth_percent_max, + document_depth_percent_intervals, + ) + ] + else: + raise ValueError( + f"Unsupported document_depth_percent_interval_type: {document_depth_percent_interval_type}" + ) + + if self.config.jobs is not None: + start, end = self.config.jobs.split("-") + print(self.context_lengths) + self.context_lengths = self.context_lengths[int(start) : int(end)] + print(self.context_lengths) + self.tokenizer = AutoTokenizer.from_pretrained(config.model_name) + minfence_patch = MInference( + self.config.attn_type, + self.config.model_name, + self.config.pattern_path, + starting_layer=0, + ) + if self.config.attn_type == "vllm": + #### use vllm implementation + self.model = LLM( + model=self.config.model_name, + max_num_seqs=1, + max_model_len=context_lengths_max, + **kwargs, + ) + self.generation_config = SamplingParams(temperature=0, max_tokens=64) + else: + self.model = AutoModelForCausalLM.from_pretrained( + self.config.model_name, torch_dtype="auto", device_map="cuda", **kwargs + ) + self.model = minfence_patch.patch_model(self.model) + self.generation_config = GenerationConfig( + max_new_tokens=32, + pad_token_id=self.tokenizer.pad_token_id, + eos_token_id=self.tokenizer.eos_token_id, + do_sample=False, + ) + + def generate_random_number(self, num_digits): + lower_bound = 10 ** (num_digits - 1) + upper_bound = 10**num_digits - 1 + return random.randint(lower_bound, upper_bound) + + def logistic(self, x, L=100, x0=50, k=0.1): + if x == 0: + return 0 + if x == 100: + return 100 + return np.round(L / (1 + np.exp(-k * (x - x0))), 3) + + def read_context_files(self, n): + max_context_length = max(self.context_lengths) + contexts = [] + f = open(self.haystack_file, "r") + for _ in range(n): + context = "" + toks = 0 + while toks < max_context_length: + text = json.loads(f.readline())["text"] + context += text + toks += len(self.tokenizer.encode(text)) + contexts.append(context) + return contexts + + def create_contexts( + self, + needle_rnd_number, + insert_needle, + random_city, + trim_context, + context_length, + depth_percent, + seed, + ): + needle = self.needle.format(city=random_city, rnd_number=needle_rnd_number) + question = self.retrieval_question.format(random_city) + if not insert_needle: + needle = " " # replace needle with a space + context = self.insert_needle( + needle, trim_context, depth_percent, context_length + ) + results = { + "context": context, + "context_length": int(context_length), + "depth_percent": float(depth_percent), + "needle": needle, + "question": question, + "insert_needle": insert_needle, + "needle_rnd_number": needle_rnd_number, + "seed": seed, + } + return results + + def insert_needle(self, needle, context, depth_percent, context_length): + tokens_needle = self.tokenizer.encode(needle) + tokens_context = self.tokenizer.encode(context) + + # Reducing the context length by 150 buffer. This is to account for system message, the user question, and response. + context_length -= self.final_context_length_buffer + + # If your context + needle are longer than the context length (which it will be), then reduce tokens from the context by the needle length + if len(tokens_context) + len(tokens_needle) > context_length: + tokens_context = tokens_context[: context_length - len(tokens_needle)] + + if depth_percent == 100: + # If your depth percent is 100 (which means your needle is the last thing in the doc), throw it at the end + tokens_new_context = tokens_context + tokens_needle + else: + # Go get the position (in terms of tokens) to insert your needle + insertion_point = int(len(tokens_context) * (depth_percent / 100)) + + # tokens_new_context represents the tokens before the needle + tokens_new_context = tokens_context[:insertion_point] + + # We want to make sure that we place our needle at a sentence break so we first see what token a '.' is + period_tokens = self.tokenizer.encode(".", add_special_tokens=False) + + # Then we iteration backwards until we find the first period + while tokens_new_context and tokens_new_context[-1] not in period_tokens: + insertion_point -= 1 + tokens_new_context = tokens_context[:insertion_point] + + # Once we get there, then add in your needle, and stick the rest of your context in on the other end. + # Now we have a needle in a haystack + tokens_new_context += tokens_needle + tokens_context[insertion_point:] + + # Convert back to a string and return it + new_context = self.tokenizer.decode(tokens_new_context) + return new_context + + def run_test(self): + contexts = [] + template = self.OURS_TEMPLATE + + def _key_from_result(result): + return (result["context_length"], result["depth_percent"], result["seed"]) + + results = [] + full_contexts = self.read_context_files(self.config.n_rounds) + full_tokens = [ + self.tokenizer.encode(full_context) for full_context in tqdm(full_contexts) + ] + + start = time.time() + for context_length in self.context_lengths: + torch.cuda.empty_cache() + trim_contexts = [ + self.tokenizer.decode(full_token[:context_length]) + for full_token in tqdm(full_tokens) + ] + contexts = [] + for depth_percent in self.document_depth_percents: + for i in range(self.config.n_rounds): + random_city = random.choice( + LLMNeedleHaystackTester.RANDOM_NEEDLE_CITIES + ) + insert_needle = True + needle_rnd_number = str( + self.generate_random_number(self.rnd_number_digits) + ) + print("context length: " + str(context_length)) + print("depth_percent : " + str(depth_percent)) + context = self.create_contexts( + needle_rnd_number, + insert_needle, + random_city, + trim_contexts[i], + context_length, + depth_percent, + i, + ) + contexts.append(context) + + for context in tqdm(contexts): + prompt = template.format( + context=context["context"], question=context["question"] + ) + if self.config.attn_type == "vllm": + outs = self.model.generate(prompt, self.generation_config) + out = outs[0].outputs[0].text + else: + input_tensor = self.tokenizer( + prompt, return_tensors="pt", return_attention_mask=False + ).to(self.model.device) + outs = self.model.generate( + **input_tensor, + generation_config=self.generation_config, + pad_token_id=self.tokenizer.eos_token_id, + ) + new_tokens = outs[0, input_tensor["input_ids"].shape[-1] :] + out = self.tokenizer.decode(new_tokens, skip_special_tokens=True) + results.append( + { + "context_length": context["context_length"], + "depth_percent": context["depth_percent"], + "response": out, + "answer": context["needle_rnd_number"], + "correct": context["needle_rnd_number"] in out, + "seed": context["seed"], + } + ) + with open(self.config.output_file, "w") as f: + json.dump(results, f) + print("elapsed", time.time() - start) + print("done") + print(f"Saved results to {self.config.output_file}") + + def print_start_test_summary(self): + print("\n") + print("Starting Needle In A Haystack Testing...") + print( + f"- Context Lengths: {len(self.context_lengths)}, Min: {min(self.context_lengths)}, Max: {max(self.context_lengths)}" + ) + print( + f"- Document Depths: {len(self.document_depth_percents)}, Min: {min(self.document_depth_percents)}%, Max: {max(self.document_depth_percents)}%" + ) + print(f"- Needle: {self.needle.strip()}") + print("\n\n") + + def start_test(self): + if self.print_ongoing_status: + self.print_start_test_summary() + self.run_test() diff --git a/experiments/needle_in_a_haystack/needle_viz.py b/experiments/needle_in_a_haystack/needle_viz.py new file mode 100644 index 0000000..f0d30e8 --- /dev/null +++ b/experiments/needle_in_a_haystack/needle_viz.py @@ -0,0 +1,153 @@ +import argparse +import glob +import json +import math +import os + +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +import seaborn as sns +from matplotlib.colors import LinearSegmentedColormap + +sns.set_style("white") +sns.set_theme("poster", style="ticks", font_scale=1.2) +plt.rc("font", family="Times New Roman") +import logging + +logging.getLogger("matplotlib.font_manager").setLevel(logging.ERROR) + + +def plot_needle_viz( + res_file, + model_name, + min_context=1000, + max_context=1000000, + mode="ours", + output_path="figures/", +): + def get_context_size(x): + if x > 990000: + return f"{round(x / 1000000)}M" + if x <= 10000: + return "10K" if x > 5000 else "1K" + if round(x / 1000) == 128: + return "128K" + return f"{round(x / 10000)* 10}K" + + plt.rc("axes", titlesize=25) # fontsize of the title + plt.rc("axes", labelsize=25) # fontsize of the x and y labels + plt.rc("xtick", labelsize=20) # fontsize of the x tick labels + plt.rc("ytick", labelsize=20) # fontsize of the y tick labels + plt.rc("legend", fontsize=20) # fontsize of the legend + + df = pd.read_json(res_file) + accuracy_df = df.groupby(["context_length", "depth_percent"])["correct"].mean() + accuracy_df = accuracy_df + accuracy_df = accuracy_df.reset_index() + accuracy_df = accuracy_df.rename( + columns={ + "correct": "Score", + "context_length": "Context Length", + "depth_percent": "Document Depth", + } + ) + + pivot_table = pd.pivot_table( + accuracy_df, + values="Score", + index=["Document Depth", "Context Length"], + aggfunc="mean", + ).reset_index() # This will aggregate + pivot_table = pivot_table.pivot( + index="Document Depth", columns="Context Length", values="Score" + ) # This will turn into a proper pivot + + # Create a custom colormap. Go to https://coolors.co/ and pick cool colors + cmap = LinearSegmentedColormap.from_list( + "custom_cmap", ["#F0496E", "#EBB839", "#0CD79F"] + ) + + # Create the heatmap with better aesthetics + plt.figure(figsize=(14, 7)) # Can adjust these dimensions as needed + ax = sns.heatmap( + pivot_table, + # annot=True, + fmt="g", + cmap=cmap, + # cbar_kws={'label': 'Score'}, + vmin=0, + vmax=1, + ) + + min_context_str = f"{min_context // 1000}K" if min_context >= 1000 else min_context + max_context_str = f"{max_context // 1000}K" if max_context >= 1000 else max_context + + # More aesthetics + if mode.lower() == " w/ ours": + name = "MInference" + elif mode.lower() == " w/ streamllm": + name = "StreamingLLM" + elif mode.lower() == " w/ infllm": + name = " w/ InfLLM" + else: + name = "" + if "Yi" in model_name: + context = "200K" + elif "Phi" in model_name: + context = "128K" + else: + context = "1M" + plt.title( + f"Needle in A Haystack {model_name}{name} {context} Context" + ) # Adds a title + plt.xlabel("Context Length") # X-axis label + plt.ylabel("Depth Percent (%)") # Y-axis label + + # Centering x-ticks + xtick_labels = pivot_table.columns.values + xtick_labels = [get_context_size(x) for x in xtick_labels] + ax.set_xticks(np.arange(len(xtick_labels)) + 0.5, minor=False) + ax.set_xticklabels(xtick_labels) + + # Drawing white grid lines + for _, spine in ax.spines.items(): + spine.set_visible(True) + spine.set_color("white") + spine.set_linewidth(1) + + # Iterate over the number of pairs of gridlines you want + for i in range(pivot_table.shape[0]): + ax.axhline(i, color="white", lw=1) + for i in range(pivot_table.shape[1]): + ax.axvline(i, color="white", lw=1) + + # Ensure the ticks are horizontal and prevent overlap + plt.xticks(rotation=60) + plt.yticks(rotation=0) + + # Fit everything neatly into the figure area + plt.tight_layout() + + # Save and Show the plot + save_path = os.path.join( + output_path, + f"needle_viz_{model_name}_{mode}_{min_context_str}_{max_context_str}.pdf", + ) + plt.savefig(save_path, dpi=1000) + print(f"Needle plot saved to {save_path}.") + plt.show() + + +if __name__ == "__main__": + args = argparse.ArgumentParser() + args.add_argument("--res_file", type=str, required=True) + args.add_argument("--model_name", type=str, required=True) + args.add_argument("--mode", type=str) + args = args.parse_args() + + plot_needle_viz( + args.res_file, + model_name=args.model_name, + mode=args.mode, + ) diff --git a/experiments/needle_in_a_haystack/run_needle.sh b/experiments/needle_in_a_haystack/run_needle.sh new file mode 100644 index 0000000..ab41e97 --- /dev/null +++ b/experiments/needle_in_a_haystack/run_needle.sh @@ -0,0 +1,14 @@ +# Load Haystack +mkdir data +wget https://github.com/liyucheng09/LatestEval/releases/download/pg19/pg19_mini.jsonl -O ./data/pg19_mini.jsonl + +# Run the Needle in A Haystack Test +python experiments/needle_in_a_haystack/needle_test.py --model_name gradientai/Llama-3-8B-Instruct-Gradient-1048k --max_length 1000000 --min_length 1000 --rounds 5 --attn_type minference --output_path ./needle --run_name minference_LLaMA_1M --jobs 0-4 + +python experiments/needle_in_a_haystack/needle_test.py --model_name gradientai/Llama-3-8B-Instruct-Gradient-1048k --max_length 1000000 --min_length 1000 --rounds 5 --attn_type minference_wo_cache --output_path ./needle --run_name minference_LLaMA_1M --jobs 4-15 + +# Data Summary +python experiments/needle_in_a_haystack/needle_summary.py --output_path ./needle --run_name minference_LLaMA_1M + +# Visualization +python experiments/needle_in_a_haystack/needle_viz.py --res_file ./needle/minference_LLaMA_1M.json --model_name LLaMA-3-8B-Instruct-1M --mode ours From 847776db6100fdb2360333c767c5685318fc423c Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Wed, 5 Jun 2024 14:53:18 +0000 Subject: [PATCH 04/41] Feature(MInference): add ppl script --- .../needle_in_a_haystack/run_needle.sh | 20 +- experiments/ppl/run_ppl.py | 270 ++++++++++++++++++ experiments/ppl/run_ppl.sh | 7 + 3 files changed, 295 insertions(+), 2 deletions(-) create mode 100644 experiments/ppl/run_ppl.py create mode 100644 experiments/ppl/run_ppl.sh diff --git a/experiments/needle_in_a_haystack/run_needle.sh b/experiments/needle_in_a_haystack/run_needle.sh index ab41e97..d0cf3a8 100644 --- a/experiments/needle_in_a_haystack/run_needle.sh +++ b/experiments/needle_in_a_haystack/run_needle.sh @@ -3,9 +3,25 @@ mkdir data wget https://github.com/liyucheng09/LatestEval/releases/download/pg19/pg19_mini.jsonl -O ./data/pg19_mini.jsonl # Run the Needle in A Haystack Test -python experiments/needle_in_a_haystack/needle_test.py --model_name gradientai/Llama-3-8B-Instruct-Gradient-1048k --max_length 1000000 --min_length 1000 --rounds 5 --attn_type minference --output_path ./needle --run_name minference_LLaMA_1M --jobs 0-4 +python experiments/needle_in_a_haystack/needle_test.py \ + --model_name gradientai/Llama-3-8B-Instruct-Gradient-1048k \ + --max_length 1000000 \ + --min_length 1000 \ + --rounds 5 \ + --attn_type minference \ + --output_path ./needle \ + --run_name minference_LLaMA_1M \ + --jobs 0-4 -python experiments/needle_in_a_haystack/needle_test.py --model_name gradientai/Llama-3-8B-Instruct-Gradient-1048k --max_length 1000000 --min_length 1000 --rounds 5 --attn_type minference_wo_cache --output_path ./needle --run_name minference_LLaMA_1M --jobs 4-15 +python experiments/needle_in_a_haystack/needle_test.py \ + --model_name gradientai/Llama-3-8B-Instruct-Gradient-1048k \ + --max_length 1000000 \ + --min_length 1000 \ + --rounds 5 \ + --attn_type minference_wo_cache \ + --output_path ./needle \ + --run_name minference_LLaMA_1M \ + --jobs 4-15 # Data Summary python experiments/needle_in_a_haystack/needle_summary.py --output_path ./needle --run_name minference_LLaMA_1M diff --git a/experiments/ppl/run_ppl.py b/experiments/ppl/run_ppl.py new file mode 100644 index 0000000..cf9d452 --- /dev/null +++ b/experiments/ppl/run_ppl.py @@ -0,0 +1,270 @@ +import argparse +import gc +import json +import os + +import datasets +import numpy as np +import torch +import torch.nn.functional as F +from tqdm import tqdm +from transformers import ( + AutoConfig, + AutoModelForCausalLM, + AutoTokenizer, + LlamaForCausalLM, +) + +from minference import MInference + + +class LongPPL: + def __init__( + self, + model_name, + attn_type, + min_context, + max_context, + intervals: int = 10, + run_name: str = None, + output_path: str = "results/long-ppl/", + data_path: str = "liyucheng/pg19-4k", + num_eval_examples: int = 100, + **kwargs, + ) -> None: + self.tokenizer = AutoTokenizer.from_pretrained(model_name) + self.prepare_data( + data_path, + min_context, + max_context, + intervals, + num_eval_examples, + ) + self.load_model(model_name, attn_type, **kwargs) + if not os.path.exists(output_path): + os.makedirs(output_path) + self.output_path = os.path.join( + output_path, + f'{model_name.replace("/", "-")}_{attn_type}_{run_name if run_name is not None else ""}.json', + ) + if os.path.exists(self.output_path): + with open(self.output_path, "r") as f: + self.results = json.load(f) + + def load_model( + self, + model_name: str, + attn_type: str = "vllm", + **kwargs, + ): + if attn_type == "vllm": + pass + else: + topk_dims_file_path = kwargs.get("topk_dims_file_path", None) + topk_from_layer = kwargs.get("topk_from_layer", -1) + minfence_patch = MInference( + attn_type, + model_name, + topk_dims_file_path, + starting_layer=topk_from_layer, + ) + self.model = LlamaForCausalLM.from_pretrained( + model_name, + torch_dtype="auto", + device_map="auto", + ) + self.model.config.is_ppl = True + self.model = minfence_patch.patch_model(self.model) + return + + def prepare_data( + self, + data_path: str, + min_context: int, + max_context: int, + intervals: int, + num_eval_examples: int, + ): + def tok(x): + return self.tokenizer(x["text"]) + + def truncate(x, length=None): + return { + "input_ids": x["input_ids"][:length], + "attention_mask": x["attention_mask"][:length], + } + + all_lengths = [ + min_context + (max_context - min_context) // intervals * i + for i in range(intervals + 1) + ] + + ds = datasets.load_dataset(data_path, split="train") + ds1k = ds.select(range(num_eval_examples)) + + ds1k = ds1k.map( + tok, + # num_proc=16, + remove_columns=ds.column_names, + ) + + self.test_data = { + length: ds1k.map( + truncate, + # num_proc=16, + fn_kwargs={"length": length}, + ) + for length in all_lengths + } + return + + def save_results(self): + with open(self.output_path, "w") as f: + json.dump(self.results, f, indent=2, ensure_ascii=False) + return + + def ppl(self, logits, labels): + shift_logits = logits[..., :-1, :].contiguous() + shift_labels = labels[..., 1:].contiguous() + + prob = F.log_softmax(shift_logits, dim=-1, dtype=torch.float32).to(logits.dtype) + shift_labels = shift_labels.view(-1) + prob = prob.view(-1, prob.size(-1)) + + loss = -prob[torch.arange(prob.size(0)), shift_labels].mean() + return loss.exp().item() + + def chunk_ppl(self, logits, labels, chunk_size=10000): + total_loss = 0 + num_chunks = 0 + for i in range(0, logits.size(1), chunk_size): + chunk_logits = logits[:, i : i + chunk_size][..., :-1, :].contiguous() + chunk_labels = labels[:, i : i + chunk_size][..., 1:].contiguous() + + chunk_prob = F.log_softmax(chunk_logits, dim=-1, dtype=torch.float32).to( + logits.dtype + ) + chunk_labels = chunk_labels.view(-1) + chunk_prob = chunk_prob.view(-1, chunk_prob.size(-1)) + + chunk_loss = -chunk_prob[ + torch.arange(chunk_prob.size(0)), chunk_labels + ].sum() + total_loss += chunk_loss + num_chunks += 1 + + total_loss /= logits.size(1) - num_chunks + return total_loss.exp().item() + + def start_test(self): + print("Starting test...") + + if not hasattr(self, "results"): + self.results = {} + for length, ds in self.test_data.items(): + ppls = [] + with torch.no_grad(): + for example in tqdm(ds, desc=f"Testing with context length: {length}"): + gc.collect() + torch.cuda.empty_cache() + + example = { + k: torch.tensor([v], device=self.model.device) + for k, v in example.items() + } + self.model.config.topk = length // 10 + output = self.model( + **example, use_cache=False, output_hidden_states=False + ) + + if length > 10_000: + ppl = self.chunk_ppl( + output.logits, example["input_ids"], chunk_size=10_000 + ) + else: + ppl = self.ppl(output.logits, example["input_ids"]) + + ppls.append(ppl) + + length = f"{length // 1_000}K" + self.results[length] = np.mean(ppls) + print(f"Average PPL for {length}: {self.results[length]}") + self.save_results() + + print("Completed.") + + @staticmethod + def viz_results( + result_path: str = "results/long-ppl/", + output_path: str = "results/long-ppl-viz.png", + ): + from glob import glob + + import matplotlib.pyplot as plt + + plt.figure(dpi=200, figsize=(10, 6)) + + all_res = glob(os.path.join(result_path, "*.json")) + for res in all_res: + model_name = res.split("/")[-1].split(".")[0] + with open(res, "r") as f: + data = json.load(f) + plt.plot(data.keys(), data.values(), label=model_name) + + plt.legend() + plt.grid(True) + plt.xlabel("Context Length") + plt.ylabel("PPL") + + plt.savefig(output_path) + plt.show() + + +if __name__ == "__main__": + args = argparse.ArgumentParser() + args.add_argument("--model_name", type=str, required=True) + args.add_argument( + "--attn_type", + type=str, + choices=[ + "hf", + "streaming", + "flash_attn", + "minference", + "minference_with_snapkv", + "dilated1", + "dilated2", + ], + default="hf", + ) + args.add_argument("--do_plot", action="store_true") + args.add_argument("--min_seq_length", type=int, default=1_000) + args.add_argument("--max_seq_length", type=int, default=100_000) + args.add_argument("--intervals", type=int, default=9) + args.add_argument("--run_name", type=str, default=None) + args.add_argument("--num_eval_examples", type=int, default=100) + + args.add_argument("--topk", type=int, default=-1) + args.add_argument("--topk_from_layer", type=int, default=-1) + args.add_argument("--topk_dims_file_path", type=str, default=None) + args.add_argument("--output_path", type=str, default="results/long-ppl/") + + args = args.parse_args() + + test = LongPPL( + model_name=args.model_name, + attn_type=args.attn_type, + min_context=args.min_seq_length, + max_context=args.max_seq_length, + intervals=args.intervals, + run_name=args.run_name, + num_eval_examples=args.num_eval_examples, + output_path=args.output_path, + topk=args.topk, + topk_from_layer=args.topk_from_layer, + topk_dims_file_path=args.topk_dims_file_path, + ) + test.start_test() + + if args.do_plot: + LongPPL.viz_results("results/long-ppl/") diff --git a/experiments/ppl/run_ppl.sh b/experiments/ppl/run_ppl.sh new file mode 100644 index 0000000..8f2c4ee --- /dev/null +++ b/experiments/ppl/run_ppl.sh @@ -0,0 +1,7 @@ +mkdir -p results/long-ppl/ +python3.9 experiments/ppl/run_ppl.py \ + --model_name gradientai/Llama-3-8B-Instruct-262k \ + --attn_type minference \ + --intervals 19 \ + --num_eval_examples 50 \ + --output_path results/long-ppl/ From 5347d8c0d78756bf89563bf974bd5fff4a8be613 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Wed, 5 Jun 2024 15:40:55 +0000 Subject: [PATCH 05/41] Feature(MInference): add RULER --- .gitignore | 3 +- experiments/ruler/config_models.sh | 171 +++++++ experiments/ruler/config_tasks.sh | 46 ++ experiments/ruler/data/prepare.py | 178 +++++++ .../data/synthetic/common_words_extraction.py | 218 ++++++++ experiments/ruler/data/synthetic/constants.py | 50 ++ .../data/synthetic/freq_words_extraction.py | 201 ++++++++ .../synthetic/json/PaulGrahamEssays_URLs.txt | 218 ++++++++ .../json/download_paulgraham_essay.py | 85 ++++ .../synthetic/json/download_qa_dataset.sh | 16 + experiments/ruler/data/synthetic/niah.py | 343 +++++++++++++ experiments/ruler/data/synthetic/qa.py | 273 ++++++++++ .../ruler/data/synthetic/variable_tracking.py | 272 ++++++++++ experiments/ruler/data/template.py | 24 + experiments/ruler/data/tokenizer.py | 113 +++++ experiments/ruler/eval/evaluate.py | 238 +++++++++ experiments/ruler/eval/synthetic/constants.py | 66 +++ experiments/ruler/pred/call_api.py | 479 ++++++++++++++++++ experiments/ruler/pred/client_wrappers.py | 372 ++++++++++++++ experiments/ruler/pred/model_wrappers.py | 361 +++++++++++++ experiments/ruler/pred/serve_trt.py | 276 ++++++++++ experiments/ruler/pred/serve_vllm.py | 111 ++++ experiments/ruler/run.sh | 115 +++++ experiments/ruler/synthetic.yaml | 121 +++++ 24 files changed, 4349 insertions(+), 1 deletion(-) create mode 100644 experiments/ruler/config_models.sh create mode 100644 experiments/ruler/config_tasks.sh create mode 100644 experiments/ruler/data/prepare.py create mode 100644 experiments/ruler/data/synthetic/common_words_extraction.py create mode 100644 experiments/ruler/data/synthetic/constants.py create mode 100644 experiments/ruler/data/synthetic/freq_words_extraction.py create mode 100644 experiments/ruler/data/synthetic/json/PaulGrahamEssays_URLs.txt create mode 100644 experiments/ruler/data/synthetic/json/download_paulgraham_essay.py create mode 100644 experiments/ruler/data/synthetic/json/download_qa_dataset.sh create mode 100644 experiments/ruler/data/synthetic/niah.py create mode 100644 experiments/ruler/data/synthetic/qa.py create mode 100644 experiments/ruler/data/synthetic/variable_tracking.py create mode 100644 experiments/ruler/data/template.py create mode 100644 experiments/ruler/data/tokenizer.py create mode 100644 experiments/ruler/eval/evaluate.py create mode 100644 experiments/ruler/eval/synthetic/constants.py create mode 100644 experiments/ruler/pred/call_api.py create mode 100644 experiments/ruler/pred/client_wrappers.py create mode 100644 experiments/ruler/pred/model_wrappers.py create mode 100644 experiments/ruler/pred/serve_trt.py create mode 100644 experiments/ruler/pred/serve_vllm.py create mode 100644 experiments/ruler/run.sh create mode 100644 experiments/ruler/synthetic.yaml diff --git a/.gitignore b/.gitignore index 968295f..f9fc48c 100644 --- a/.gitignore +++ b/.gitignore @@ -399,11 +399,12 @@ FodyWeavers.xsd # Experiments data +!experiments/ruler/data +needle results *.json *.jsonl .vscode/ -*.txt *.pt *.pkl !minference/configs/* diff --git a/experiments/ruler/config_models.sh b/experiments/ruler/config_models.sh new file mode 100644 index 0000000..22bae42 --- /dev/null +++ b/experiments/ruler/config_models.sh @@ -0,0 +1,171 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +TEMPERATURE="0.0" # greedy +TOP_P="1.0" +TOP_K="32" +SEQ_LENGTHS=( + 4096 + 8192 + 16384 + 32768 + 65536 + 131072 +) + +MODEL_SELECT() { + MODEL_NAME=$1 + MODEL_DIR=$2 + ENGINE_DIR=$3 + + case $MODEL_NAME in + llama2-7b-chat) + MODEL_PATH="${MODEL_DIR}/llama2-7b-chat-hf" + MODEL_TEMPLATE_TYPE="meta-chat" + MODEL_FRAMEWORK="vllm" + ;; + llama-3-262k) + MODEL_PATH="gradientai/Llama-3-8B-Instruct-262k" + MODEL_TEMPLATE_TYPE="llama-3" + MODEL_FRAMEWORK="vllm" + ;; + llama-3-262k-minference) + MODEL_PATH="gradientai/Llama-3-8B-Instruct-262k" + MODEL_TEMPLATE_TYPE="llama-3" + MODEL_FRAMEWORK="minference" + ;; + llama-inf-llm) + MODEL_PATH="gradientai/Llama-3-8B-Instruct-262k" + MODEL_TEMPLATE_TYPE="llama-3" + MODEL_FRAMEWORK="InfLLM" + ;; + yi-inf-llm) + MODEL_PATH="01-ai/Yi-9B-200K" + MODEL_TEMPLATE_TYPE="llama-3" + MODEL_FRAMEWORK="InfLLM" + ;; + llama-3-262k-dilated1) + MODEL_PATH="gradientai/Llama-3-8B-Instruct-262k" + MODEL_TEMPLATE_TYPE="llama-3" + MODEL_FRAMEWORK="dilated1" + ;; + MInference6KoP) + MODEL_PATH="gradientai/Llama-3-8B-Instruct-262k" + MODEL_TEMPLATE_TYPE="llama-3" + MODEL_FRAMEWORK="MInference6KoP" + ;; + MInference6KOPYi) + MODEL_PATH="01-ai/Yi-9B-200K" + MODEL_TEMPLATE_TYPE="meta-chat" + MODEL_FRAMEWORK="MInference6KOPYi" + ;; + llama-3-262k-streaming) + MODEL_PATH="gradientai/Llama-3-8B-Instruct-262k" + MODEL_TEMPLATE_TYPE="llama-3" + MODEL_FRAMEWORK="dilated1" + ;; + Yi-dilated1) + MODEL_PATH="01-ai/Yi-9B-200K" + MODEL_TEMPLATE_TYPE="meta-chat" + MODEL_FRAMEWORK="dilated1" + ;; + Yi-dilated2) + MODEL_PATH="01-ai/Yi-9B-200K" + MODEL_TEMPLATE_TYPE="meta-chat" + MODEL_FRAMEWORK="dilated2" + ;; + Yi-static) + MODEL_PATH="01-ai/Yi-9B-200K" + MODEL_TEMPLATE_TYPE="meta-chat" + MODEL_FRAMEWORK="YiStatic" + ;; + MInference6KOPYi) + MODEL_PATH="01-ai/Yi-9B-200K" + MODEL_TEMPLATE_TYPE="meta-chat" + MODEL_FRAMEWORK="MInference6KOPYi" + ;; + llama-static) + MODEL_PATH="gradientai/Llama-3-8B-Instruct-262k" + MODEL_TEMPLATE_TYPE="llama-3" + MODEL_FRAMEWORK="LlamaStatic" + ;; + Yi-streaming) + MODEL_PATH="01-ai/Yi-9B-200K" + MODEL_TEMPLATE_TYPE="meta-chat" + MODEL_FRAMEWORK="streaming" + ;; + OPYiHalfV2) + MODEL_PATH="01-ai/Yi-9B-200K" + MODEL_TEMPLATE_TYPE="meta-chat" + MODEL_FRAMEWORK="OPYiHalfV2" + ;; + llama-3-262k-dilated2) + MODEL_PATH="gradientai/Llama-3-8B-Instruct-262k" + MODEL_TEMPLATE_TYPE="llama-3" + MODEL_FRAMEWORK="dilated2" + ;; + gpt-3.5-turbo) + MODEL_PATH="gpt-3.5-turbo-0125" + MODEL_TEMPLATE_TYPE="base" + MODEL_FRAMEWORK="openai" + TOKENIZER_PATH="cl100k_base" + TOKENIZER_TYPE="openai" + OPENAI_API_KEY="" + AZURE_ID="" + AZURE_SECRET="" + AZURE_ENDPOINT="" + ;; + gpt-4-turbo) + MODEL_PATH="gpt-4" + MODEL_TEMPLATE_TYPE="base" + MODEL_FRAMEWORK="openai" + TOKENIZER_PATH="cl100k_base" + TOKENIZER_TYPE="openai" + OPENAI_API_KEY="" + AZURE_ID="" + AZURE_SECRET="" + AZURE_ENDPOINT="" + ;; + gemini_1.0_pro) + MODEL_PATH="gemini-1.0-pro-latest" + MODEL_TEMPLATE_TYPE="base" + MODEL_FRAMEWORK="gemini" + TOKENIZER_PATH=$MODEL_PATH + TOKENIZER_TYPE="gemini" + GEMINI_API_KEY="" + ;; + gemini_1.5_pro) + MODEL_PATH="gemini-1.5-pro-latest" + MODEL_TEMPLATE_TYPE="base" + MODEL_FRAMEWORK="gemini" + TOKENIZER_PATH=$MODEL_PATH + TOKENIZER_TYPE="gemini" + GEMINI_API_KEY="" + ;; + esac + + + if [ -z "${TOKENIZER_PATH}" ]; then + if [ -f ${MODEL_PATH}/tokenizer.model ]; then + TOKENIZER_PATH=${MODEL_PATH}/tokenizer.model + TOKENIZER_TYPE="nemo" + else + TOKENIZER_PATH=${MODEL_PATH} + TOKENIZER_TYPE="hf" + fi + fi + + + echo "$MODEL_PATH:$MODEL_TEMPLATE_TYPE:$MODEL_FRAMEWORK:$TOKENIZER_PATH:$TOKENIZER_TYPE:$OPENAI_API_KEY:$GEMINI_API_KEY:$AZURE_ID:$AZURE_SECRET:$AZURE_ENDPOINT" +} diff --git a/experiments/ruler/config_tasks.sh b/experiments/ruler/config_tasks.sh new file mode 100644 index 0000000..72b44c2 --- /dev/null +++ b/experiments/ruler/config_tasks.sh @@ -0,0 +1,46 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +NUM_SAMPLES=80 +REMOVE_NEWLINE_TAB=false +STOP_WORDS="" + +if [ -z "${STOP_WORDS}" ]; then + STOP_WORDS="" +else + STOP_WORDS="--stop_words \"${STOP_WORDS}\"" +fi + +if [ "${REMOVE_NEWLINE_TAB}" = false ]; then + REMOVE_NEWLINE_TAB="" +else + REMOVE_NEWLINE_TAB="--remove_newline_tab" +fi + +# task name in `synthetic.yaml` +synthetic=( + "niah_single_1" + "niah_single_2" + "niah_single_3" + "niah_multikey_1" + "niah_multikey_2" + "niah_multikey_3" + "niah_multivalue" + "niah_multiquery" + "vt" + "cwe" + "fwe" + "qa_1" + "qa_2" +) diff --git a/experiments/ruler/data/prepare.py b/experiments/ruler/data/prepare.py new file mode 100644 index 0000000..008808e --- /dev/null +++ b/experiments/ruler/data/prepare.py @@ -0,0 +1,178 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +""" +Prepare jsonl with field `input` and `outputs`. +{ + "index" int, + "input": str, + "outputs": [str], +} + +python prepare.py \ + --save_dir ./ \ + --benchmark synthetic \ + --task niah_single_1 \ + --tokenizer_path tokenizer.model \ + --tokenizer_type nemo \ + --max_seq_length 4096 \ + --model_template_type base \ + --num_samples 10 \ +""" +import argparse +import importlib +import json +import math +import os +import re +import subprocess +import time +from pathlib import Path + +import yaml +from template import Templates + +parser = argparse.ArgumentParser() +parser.add_argument( + "--save_dir", type=Path, required=True, help="dataset folder to save dataset" +) +parser.add_argument( + "--benchmark", type=str, default="synthetic", help="Options: [synthetic]" +) +parser.add_argument("--task", type=str, required=True, help="tasks in benchmark") +parser.add_argument( + "--subset", type=str, default="validation", help="Options: validation or test" +) +parser.add_argument( + "--tokenizer_path", type=str, required=True, help="path to the tokenizer model" +) +parser.add_argument( + "--tokenizer_type", type=str, default="nemo", help="[Options] nemo, hf, openai." +) +parser.add_argument( + "--max_seq_length", + type=int, + required=True, + help="max sequence length including all input tokens and generated tokens.", +) +parser.add_argument( + "--num_samples", + type=int, + default=500, + help="maximum number of samples we want to test", +) +parser.add_argument("--random_seed", type=int, default=42) +parser.add_argument( + "--model_template_type", type=str, default="base", help="Options in `template.py`" +) +parser.add_argument( + "--remove_newline_tab", + action="store_true", + help="remove `\n` and `\t` in all strings.", +) +parser.add_argument( + "--chunk_idx", type=int, default=0, help="index of current split chunk" +) +parser.add_argument("--chunk_amount", type=int, default=1, help="size of split chunk") + +args = parser.parse_args() + + +def main(): + start_time = time.time() + curr_folder = os.path.dirname(os.path.abspath(__file__)) + + try: + module = importlib.import_module(f"{args.benchmark}.constants") + except ImportError: + print(f"Module data.{args.benchmark}.constants not found.") + + tasks_base = module.TASKS + with open(os.path.join(curr_folder, f"../{args.benchmark}.yaml"), "r") as f: + tasks_customized = yaml.safe_load(f) + + if args.task not in tasks_customized: + raise ValueError(f"{args.task} is not found in config_tasks.yaml") + + config = tasks_customized.get(args.task) + config.update(tasks_base[config["task"]]) + + # Add templates + assert args.model_template_type in Templates, print( + f"{args.model_template_type} is not found in {Templates.keys()}" + ) + model_template = Templates[args.model_template_type] + task_template = config["template"] + + # Add answer prefix for all models + answer_prefix = config["answer_prefix"] if "answer_prefix" in config else "" + config["template"] = ( + model_template.format(task_template=task_template) + answer_prefix + ) + + # Split task into multiple chunks + chunks = [ + (args.num_samples // args.chunk_amount) + + (1 if i < args.num_samples % args.chunk_amount else 0) + for i in range(args.chunk_amount) + ] + num_samples = chunks[args.chunk_idx] + pre_samples = sum(chunks[: args.chunk_idx]) + + random_seed = 42 + args.chunk_idx + + try: + script = os.path.join(curr_folder, args.benchmark, f"{config['task']}.py") + additional_args = " ".join([f"--{k} {v}" for k, v in config["args"].items()]) + command = f"""python {script} \ + --save_dir {args.save_dir} \ + --save_name {args.task} \ + --subset {args.subset} \ + --tokenizer_path {args.tokenizer_path} \ + --tokenizer_type {args.tokenizer_type} \ + --max_seq_length {args.max_seq_length} \ + --tokens_to_generate {config['tokens_to_generate']} \ + --num_samples {num_samples} \ + --random_seed {random_seed} \ + {additional_args} \ + {f"--remove_newline_tab" if args.remove_newline_tab else ""} \ + {f"--pre_samples {pre_samples}" if config['task'] == 'qa' else ""} \ + --template "{config['template']}" + """ + print(command) + result = subprocess.run( + command, + shell=True, + check=True, + stdout=subprocess.PIPE, + stderr=subprocess.PIPE, + text=True, + ) + + if result.returncode == 0: + print("Output:") + print(result.stdout) + else: + print("Error:") + print(result.stderr) + except subprocess.CalledProcessError as e: + print("Error output:", e.stderr) + + save_file = args.save_dir / args.task / f"{args.subset}.jsonl" + print(f"Prepare {args.task} with lines: {args.num_samples} to {save_file}") + print(f"Used time: {round((time.time() - start_time) / 60, 1)} minutes") + + +if __name__ == "__main__": + main() diff --git a/experiments/ruler/data/synthetic/common_words_extraction.py b/experiments/ruler/data/synthetic/common_words_extraction.py new file mode 100644 index 0000000..942f0b3 --- /dev/null +++ b/experiments/ruler/data/synthetic/common_words_extraction.py @@ -0,0 +1,218 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License + +""" +Create a dataset jsonl file for common words extraction. + +python common_words_extraction.py \ + --save_dir=./ \ + --save_name=vt \ + --tokenizer_path=tokenizer.model \ + --tokenizer_type nemo \ + --max_seq_length 4096 \ + --tokens_to_generate 30 \ + --num_samples 10 \ + --random_seed 42 \ + -freq_cw 30 --freq_ucw 3 --num_cw 10 \ + --template "[INST] Below is a numbered list of words. In these words, some appear more often than others. Memorize the ones that appear most often.\n{context}\nQuestion: What are the 10 most common words in the above list? [/INST] Answer: The top 10 words that appear most often in the list are:" +""" + +import argparse +import os +import random +import sys +from pathlib import Path + +import wonderwords +from nemo.collections.asr.parts.utils.manifest_utils import ( + read_manifest, + write_manifest, +) +from tqdm import tqdm + +sys.path.append(os.path.join(os.path.dirname(os.path.abspath(__file__)), "..")) +from tokenizer import select_tokenizer + +parser = argparse.ArgumentParser() +parser.add_argument( + "--save_dir", type=Path, required=True, help="dataset folder to save dataset" +) +parser.add_argument( + "--save_name", type=str, required=True, help="name of the save dataset jsonl file" +) +parser.add_argument( + "--subset", type=str, default="validation", help="Options: validation or test" +) +parser.add_argument( + "--tokenizer_path", type=str, required=True, help="path to the tokenizer model" +) +parser.add_argument( + "--tokenizer_type", type=str, default="nemo", help="[Options] nemo, hf, openai." +) +parser.add_argument( + "--max_seq_length", + type=int, + required=True, + help="max sequence length including all input tokens and generated tokens.", +) +parser.add_argument( + "--tokens_to_generate", + type=int, + required=True, + help="expected generated token amount.", +) +parser.add_argument( + "--num_samples", type=int, required=True, help="number of samples to generate" +) +parser.add_argument("--random_seed", type=int, default=42) +parser.add_argument("--template", type=str, default="", help="prompt template") +parser.add_argument( + "--remove_newline_tab", + action="store_true", + help="remove `\n` and `\t` in all strings.", +) + +parser.add_argument("--freq_cw", type=int, default=30) +parser.add_argument("--freq_ucw", type=int, default=3) +parser.add_argument("--num_cw", type=int, default=10) + +args = parser.parse_args() +random.seed(args.random_seed) + +# Load Tokenizer +TOKENIZER = select_tokenizer(args.tokenizer_type, args.tokenizer_path) + +nouns = wonderwords.random_word._get_words_from_text_file("nounlist.txt") +adjs = wonderwords.random_word._get_words_from_text_file("adjectivelist.txt") +verbs = wonderwords.random_word._get_words_from_text_file("verblist.txt") +words = nouns + adjs + verbs +words = sorted(list(set(words))) +random.Random(args.random_seed).shuffle(words) + + +def get_example(num_words, common_repeats=30, uncommon_repeats=3, common_nums=10): + word_list_full = random.sample(words, num_words) + common, uncommon = word_list_full[:common_nums], word_list_full[common_nums:] + word_list = common * int(common_repeats) + uncommon * int(uncommon_repeats) + random.Random(args.random_seed).shuffle(word_list) + + # Formatting the word list as "1. word1 2. word2 3. word3 ..." + context = " ".join([f"{i + 1}. {word}" for i, word in enumerate(word_list)]) + + return context, common + + +def generate_input_output(num_words): + if args.max_seq_length < 4096: + context_example, answer_example = get_example(20, 3, 1, args.num_cw) + context, answer = get_example(num_words, 6, 1, args.num_cw) + else: + context_example, answer_example = get_example(40, 10, 3, args.num_cw) + context, answer = get_example( + num_words, args.freq_cw, args.freq_ucw, args.num_cw + ) + + template = args.template + + input_example = template.format( + context=context_example, + query="", + ) + " ".join([f"{i + 1}. {word}" for i, word in enumerate(answer_example)]) + + input_text = template.format( + context=context, + query="", + ) + + return input_example + "\n" + input_text, answer + + +def sys_word_pair_random( + num_samples: int, max_seq_length: int, save_dir: str, incremental: int = 10 +): + write_jsons = [] + tokens_to_generate = args.tokens_to_generate + + # Find the perfect num_words + num_words = incremental + + total_tokens = 0 + while total_tokens + tokens_to_generate < max_seq_length: + input_text, answer = generate_input_output(num_words) + # Calculate the number of tokens in the example + total_tokens = len( + TOKENIZER.text_to_tokens( + input_text + + " " + + " ".join([f"{i + 1}. {word}" for i, word in enumerate(answer)]) + ) + ) + print( + f"Max length {max_seq_length} | Current length {total_tokens + tokens_to_generate} | Words: {num_words}" + ) + if total_tokens + tokens_to_generate > max_seq_length: + num_words -= incremental + break + + num_words += incremental + if num_words > len(words): + num_words = len(words) + break + + print("num_words:", num_words) + + # Generate samples + for index in tqdm(range(num_samples)): + used_words = num_words + while True: + try: + input_text, answer = generate_input_output(used_words) + length = len(TOKENIZER.text_to_tokens(input_text)) + tokens_to_generate + assert length <= max_seq_length, f"{length} exceeds max_seq_length." + break + except: + if used_words > incremental: + used_words -= incremental + + if args.remove_newline_tab: + input_text = " ".join( + input_text.replace("\n", " ").replace("\t", " ").strip().split() + ) + + formatted_output = { + "index": index, + "input": input_text, + "outputs": answer, + "length": length, + } + write_jsons.append(formatted_output) + + return write_jsons + + +def main(): + save_file = args.save_dir / f"{args.save_name}" / f"{args.subset}.jsonl" + save_file.parent.mkdir(parents=True, exist_ok=True) + + write_jsons = sys_word_pair_random( + num_samples=args.num_samples, + max_seq_length=args.max_seq_length, + save_dir=args.save_dir, + ) + + write_manifest(save_file, write_jsons) + + +if __name__ == "__main__": + main() diff --git a/experiments/ruler/data/synthetic/constants.py b/experiments/ruler/data/synthetic/constants.py new file mode 100644 index 0000000..46b4b3d --- /dev/null +++ b/experiments/ruler/data/synthetic/constants.py @@ -0,0 +1,50 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License + +""" +Add a new task (required arguments): + +TASK_NAME: { + 'tokens_to_generate': how many tokens we want to generate. + 'template': the template with at least {context} and {query}. +} +""" + +TASKS = { + "niah": { + "tokens_to_generate": 128, + "template": """Some special magic {type_needle_v} are hidden within the following text. Make sure to memorize it. I will quiz you about the {type_needle_v} afterwards.\n{context}\nWhat are all the special magic {type_needle_v} for {query} mentioned in the provided text?""", + "answer_prefix": """ The special magic {type_needle_v} for {query} mentioned in the provided text are""", + }, + "variable_tracking": { + "tokens_to_generate": 30, + "template": """Memorize and track the chain(s) of variable assignment hidden in the following text.\n\n{context}\nQuestion: Find all variables that are assigned the value {query} in the text above.""", + "answer_prefix": """ Answer: According to the chain(s) of variable assignment in the text above, {num_v} variables are assgined the value {query}, they are: """, + }, + "common_words_extraction": { + "tokens_to_generate": 120, + "template": """Below is a numbered list of words. In these words, some appear more often than others. Memorize the ones that appear most often.\n{context}\nQuestion: What are the 10 most common words in the above list?""", + "answer_prefix": """ Answer: The top 10 words that appear most often in the list are:""", + }, + "freq_words_extraction": { + "tokens_to_generate": 50, + "template": """Read the following coded text and track the frequency of each coded word. Find the three most frequently appeared coded words. {context}\nQuestion: Do not provide any explanation. Please ignore the dots '....'. What are the three most frequently appeared words in the above coded text?""", + "answer_prefix": """ Answer: According to the coded text above, the three most frequently appeared words are:""", + }, + "qa": { + "tokens_to_generate": 32, + "template": """Answer the question based on the given documents. Only give me the answer and do not output any other words.\n\nThe following are given documents.\n\n{context}\n\nAnswer the question based on the given documents. Only give me the answer and do not output any other words.\n\nQuestion: {query}""", + "answer_prefix": """ Answer:""", + }, +} diff --git a/experiments/ruler/data/synthetic/freq_words_extraction.py b/experiments/ruler/data/synthetic/freq_words_extraction.py new file mode 100644 index 0000000..7fee7cf --- /dev/null +++ b/experiments/ruler/data/synthetic/freq_words_extraction.py @@ -0,0 +1,201 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License + +""" +Create a dataset jsonl file for frequent words extraction. + +python freq_words_extraction.py \ + --save_dir=./ \ + --save_name=vt \ + --tokenizer_path=tokenizer.model \ + --tokenizer_type nemo \ + --max_seq_length 4096 \ + --tokens_to_generate 30 \ + --num_samples 10 \ + --random_seed 42 \ + --alpha 2.0 \ + --template "[INST] Read the following coded text and track the frequency of each coded word. Find the three most frequently appeared coded words. {context}\nQuestion: Do not provide any explanation. Please ignore the dots '....'. What are the three most frequently appeared words in the above coded text? [/INST] Answer: According to the coded text above, the three most frequently appeared words are:" +""" + +import argparse +import os +import random +import string +import sys +from pathlib import Path + +import numpy as np +from nemo.collections.asr.parts.utils.manifest_utils import ( + read_manifest, + write_manifest, +) +from tqdm import tqdm + +sys.path.append(os.path.join(os.path.dirname(os.path.abspath(__file__)), "..")) +from scipy.special import zeta +from tokenizer import select_tokenizer + +parser = argparse.ArgumentParser() +parser.add_argument( + "--save_dir", type=Path, required=True, help="dataset folder to save dataset" +) +parser.add_argument( + "--save_name", type=str, required=True, help="name of the save dataset jsonl file" +) +parser.add_argument( + "--subset", type=str, default="validation", help="Options: validation or test" +) +parser.add_argument( + "--tokenizer_path", type=str, required=True, help="path to the tokenizer model" +) +parser.add_argument( + "--tokenizer_type", type=str, default="nemo", help="[Options] nemo, hf, openai." +) +parser.add_argument( + "--max_seq_length", + type=int, + required=True, + help="max sequence length including all input tokens and generated tokens.", +) +parser.add_argument( + "--tokens_to_generate", type=int, default=50, help="number of tokens to generate" +) +parser.add_argument( + "--num_samples", type=int, required=True, help="number of samples to generate" +) +parser.add_argument("--random_seed", type=int, default=42) +parser.add_argument("--template", type=str, default="", help="prompt template") +parser.add_argument( + "--remove_newline_tab", + action="store_true", + help="remove `\n` and `\t` in all strings.", +) +parser.add_argument( + "--coded_wordlen", type=int, default=6, help="length of synthetic word" +) +parser.add_argument( + "--vocab_size", type=int, default=-1, help="synthetic vocab size to sample from" +) +parser.add_argument("--alpha", type=float, default=2.0, help="zeta distribution alpha") +parser.add_argument("--add_fewshot", action="store_true", default=False) + +args = parser.parse_args() +random.seed(args.random_seed) +np.random.seed(args.random_seed) + +# Load Tokenizer +TOKENIZER = select_tokenizer(args.tokenizer_type, args.tokenizer_path) + + +def generate_input_output( + max_len, num_words=-1, coded_wordlen=6, vocab_size=2000, incremental=10, alpha=2.0 +): + # generate vocab + vocab = [ + "".join(random.choices(string.ascii_lowercase, k=coded_wordlen)) + for _ in range(vocab_size) + ] + while len(set(vocab)) < vocab_size: + vocab.append("".join(random.choices(string.ascii_lowercase, k=coded_wordlen))) + vocab = sorted(list(set(vocab))) + random.Random(args.random_seed).shuffle(vocab) + vocab[0] = "..." # treat the top ranked as noise + + # sample words + template = args.template + + def gen_text(num_words): + k = np.arange(1, len(vocab) + 1) + sampled_cnt = num_words * (k**-alpha) / zeta(alpha) + sampled_words = [[w] * zi for w, zi in zip(vocab, sampled_cnt.astype(int))] + sampled_words = [x for wlst in sampled_words for x in wlst] + random.Random(args.random_seed).shuffle(sampled_words) + return template.format(context=" ".join(sampled_words), query=""), vocab[1:4] + + if num_words > 0: + num_words = num_words + text, answer = gen_text(num_words) + while len(TOKENIZER.text_to_tokens(text)) > max_len: + num_words -= incremental + text, answer = gen_text(num_words) + else: + num_words = max_len // coded_wordlen # init + text, answer = gen_text(num_words) + while len(TOKENIZER.text_to_tokens(text)) < max_len: + num_words += incremental + text, answer = gen_text(num_words) + num_words -= incremental + text, answer = gen_text(num_words) + return text, answer, num_words + + +def sys_kwext(num_samples: int, max_seq_length: int, incremental: int = 10): + write_jsons = [] + tokens_to_generate = args.tokens_to_generate + + vocab_size = max_seq_length // 50 if args.vocab_size == -1 else args.vocab_size + + # get number of words + input_max_len = max_seq_length + _, _, num_example_words = generate_input_output( + input_max_len, + coded_wordlen=args.coded_wordlen, + vocab_size=vocab_size, + incremental=input_max_len // 32, + alpha=args.alpha, + ) + print("num_example_words:", num_example_words) + # Generate samples + for index in tqdm(range(num_samples)): + # construct input + input_max_len = max_seq_length + input_text, answer, _ = generate_input_output( + input_max_len, + num_words=num_example_words, + coded_wordlen=args.coded_wordlen, + vocab_size=vocab_size, + incremental=input_max_len // 32, + alpha=args.alpha, + ) + + length = len(TOKENIZER.text_to_tokens(input_text)) + tokens_to_generate + + if args.remove_newline_tab: + input_text = " ".join( + input_text.replace("\n", " ").replace("\t", " ").strip().split() + ) + + formatted_output = { + "index": index, + "input": input_text, + "outputs": answer, + "length": length, + } + write_jsons.append(formatted_output) + + return write_jsons + + +def main(): + save_file = args.save_dir / f"{args.save_name}" / f"{args.subset}.jsonl" + save_file.parent.mkdir(parents=True, exist_ok=True) + write_jsons = sys_kwext( + num_samples=args.num_samples, max_seq_length=args.max_seq_length, incremental=10 + ) + + write_manifest(save_file, write_jsons) + + +if __name__ == "__main__": + main() diff --git a/experiments/ruler/data/synthetic/json/PaulGrahamEssays_URLs.txt b/experiments/ruler/data/synthetic/json/PaulGrahamEssays_URLs.txt new file mode 100644 index 0000000..b9a38e4 --- /dev/null +++ b/experiments/ruler/data/synthetic/json/PaulGrahamEssays_URLs.txt @@ -0,0 +1,218 @@ +http://www.paulgraham.com/13sentences.html +http://www.paulgraham.com/5founders.html +http://www.paulgraham.com/6631327.html +http://www.paulgraham.com/95.html +http://www.paulgraham.com/ace.html +http://www.paulgraham.com/airbnb.html +http://www.paulgraham.com/airbnbs.html +http://www.paulgraham.com/alien.html +http://www.paulgraham.com/altair.html +http://www.paulgraham.com/ambitious.html +http://www.paulgraham.com/america.html +http://www.paulgraham.com/angelinvesting.html +http://www.paulgraham.com/artistsship.html +http://www.paulgraham.com/badeconomy.html +http://www.paulgraham.com/better.html +http://www.paulgraham.com/bronze.html +http://www.paulgraham.com/bubble.html +http://www.paulgraham.com/charisma.html +http://www.paulgraham.com/cities.html +http://www.paulgraham.com/college.html +http://www.paulgraham.com/colleges.html +http://www.paulgraham.com/conformism.html +http://www.paulgraham.com/control.html +http://www.paulgraham.com/convergence.html +http://www.paulgraham.com/convince.html +http://www.paulgraham.com/cred.html +http://www.paulgraham.com/credentials.html +http://www.paulgraham.com/determination.html +http://www.paulgraham.com/die.html +http://www.paulgraham.com/disagree.html +http://www.paulgraham.com/disc.html +http://www.paulgraham.com/discover.html +http://www.paulgraham.com/distraction.html +http://www.paulgraham.com/divergence.html +http://www.paulgraham.com/donate.html +http://www.paulgraham.com/ds.html +http://www.paulgraham.com/early.html +http://www.paulgraham.com/earnest.html +http://www.paulgraham.com/equity.html +http://www.paulgraham.com/essay.html +http://www.paulgraham.com/ffb.html +http://www.paulgraham.com/fh.html +http://www.paulgraham.com/fix.html +http://www.paulgraham.com/fn.html +http://www.paulgraham.com/foundersatwork.html +http://www.paulgraham.com/fp.html +http://www.paulgraham.com/fr.html +http://www.paulgraham.com/fundraising.html +http://www.paulgraham.com/future.html +http://www.paulgraham.com/genius.html +http://www.paulgraham.com/getideas.html +http://www.paulgraham.com/good.html +http://www.paulgraham.com/goodart.html +http://www.paulgraham.com/googles.html +http://www.paulgraham.com/greatwork.html +http://www.paulgraham.com/growth.html +http://www.paulgraham.com/guidetoinvestors.html +http://www.paulgraham.com/hackernews.html +http://www.paulgraham.com/head.html +http://www.paulgraham.com/herd.html +http://www.paulgraham.com/heresy.html +http://www.paulgraham.com/heroes.html +http://www.paulgraham.com/highres.html +http://www.paulgraham.com/hiresfund.html +http://www.paulgraham.com/hiring.html +http://www.paulgraham.com/hp.html +http://www.paulgraham.com/hs.html +http://www.paulgraham.com/hundred.html +http://www.paulgraham.com/hw.html +http://www.paulgraham.com/hwh.html +http://www.paulgraham.com/icad.html +http://www.paulgraham.com/ideas.html +http://www.paulgraham.com/identity.html +http://www.paulgraham.com/ineq.html +http://www.paulgraham.com/inequality.html +http://www.paulgraham.com/investors.html +http://www.paulgraham.com/invtrend.html +http://www.paulgraham.com/javacover.html +http://www.paulgraham.com/jessica.html +http://www.paulgraham.com/judgement.html +http://www.paulgraham.com/kate.html +http://www.paulgraham.com/kids.html +http://www.paulgraham.com/ladder.html +http://www.paulgraham.com/lesson.html +http://www.paulgraham.com/lies.html +http://www.paulgraham.com/lwba.html +http://www.paulgraham.com/mac.html +http://www.paulgraham.com/makersschedule.html +http://www.paulgraham.com/marginal.html +http://www.paulgraham.com/maybe.html +http://www.paulgraham.com/mean.html +http://www.paulgraham.com/microsoft.html +http://www.paulgraham.com/mit.html +http://www.paulgraham.com/name.html +http://www.paulgraham.com/nerds.html +http://www.paulgraham.com/newthings.html +http://www.paulgraham.com/noob.html +http://www.paulgraham.com/noop.html +http://www.paulgraham.com/notnot.html +http://www.paulgraham.com/nov.html +http://www.paulgraham.com/nthings.html +http://www.paulgraham.com/opensource.html +http://www.paulgraham.com/organic.html +http://www.paulgraham.com/orth.html +http://www.paulgraham.com/own.html +http://www.paulgraham.com/patentpledge.html +http://www.paulgraham.com/pgh.html +http://www.paulgraham.com/pinch.html +http://www.paulgraham.com/polls.html +http://www.paulgraham.com/power.html +http://www.paulgraham.com/prcmc.html +http://www.paulgraham.com/procrastination.html +http://www.paulgraham.com/progbot.html +http://www.paulgraham.com/prop62.html +http://www.paulgraham.com/property.html +http://www.paulgraham.com/publishing.html +http://www.paulgraham.com/pypar.html +http://www.paulgraham.com/ramenprofitable.html +http://www.paulgraham.com/randomness.html +http://www.paulgraham.com/re.html +http://www.paulgraham.com/read.html +http://www.paulgraham.com/real.html +http://www.paulgraham.com/really.html +http://www.paulgraham.com/relres.html +http://www.paulgraham.com/revolution.html +http://www.paulgraham.com/richnow.html +http://www.paulgraham.com/road.html +http://www.paulgraham.com/ronco.html +http://www.paulgraham.com/safe.html +http://www.paulgraham.com/say.html +http://www.paulgraham.com/schlep.html +http://www.paulgraham.com/seesv.html +http://www.paulgraham.com/segway.html +http://www.paulgraham.com/selfindulgence.html +http://www.paulgraham.com/sfp.html +http://www.paulgraham.com/simply.html +http://www.paulgraham.com/smart.html +http://www.paulgraham.com/softwarepatents.html +http://www.paulgraham.com/spam.html +http://www.paulgraham.com/speak.html +http://www.paulgraham.com/start.html +http://www.paulgraham.com/startupfunding.html +http://www.paulgraham.com/startuphubs.html +http://www.paulgraham.com/startupideas.html +http://www.paulgraham.com/startupmistakes.html +http://www.paulgraham.com/stuff.html +http://www.paulgraham.com/superlinear.html +http://www.paulgraham.com/swan.html +http://www.paulgraham.com/tablets.html +http://www.paulgraham.com/talk.html +http://www.paulgraham.com/taste.html +http://www.paulgraham.com/think.html +http://www.paulgraham.com/top.html +http://www.paulgraham.com/trolls.html +http://www.paulgraham.com/twitter.html +http://www.paulgraham.com/usa.html +http://www.paulgraham.com/users.html +http://www.paulgraham.com/venturecapital.html +http://www.paulgraham.com/wealth.html +http://www.paulgraham.com/webstartups.html +http://www.paulgraham.com/whyyc.html +http://www.paulgraham.com/word.html +http://www.paulgraham.com/words.html +http://www.paulgraham.com/work.html +http://www.paulgraham.com/writing44.html +http://www.paulgraham.com/wtax.html +http://www.paulgraham.com/yahoo.html +http://www.paulgraham.com/ycombinator.html +http://www.paulgraham.com/ycstart.html +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/addiction.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/aord.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/apple.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/avg.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/before.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/bias.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/boss.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/copy.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/corpdev.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/desres.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/diff.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/ecw.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/founders.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/foundervisa.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/gap.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/gba.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/gh.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/goodtaste.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/hubs.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/iflisp.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/island.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/know.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/langdes.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/laundry.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/love.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/mod.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/newideas.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/nft.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/philosophy.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/popular.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/pow.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/rootsoflisp.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/rss.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/siliconvalley.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/startuplessons.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/submarine.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/sun.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/superangels.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/todo.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/unions.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/useful.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/vb.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/vcsqueeze.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/vw.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/want.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/web20.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/weird.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/wisdom.txt +https://github.com/gkamradt/LLMTest_NeedleInAHaystack/raw/main/needlehaystack/PaulGrahamEssays/worked.txt diff --git a/experiments/ruler/data/synthetic/json/download_paulgraham_essay.py b/experiments/ruler/data/synthetic/json/download_paulgraham_essay.py new file mode 100644 index 0000000..df56ac2 --- /dev/null +++ b/experiments/ruler/data/synthetic/json/download_paulgraham_essay.py @@ -0,0 +1,85 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License + +import glob +import json +import os +import shutil +import urllib.request + +import html2text +from bs4 import BeautifulSoup +from tqdm import tqdm + +temp_folder_repo = "essay_repo" +temp_folder_html = "essay_html" +os.makedirs(temp_folder_repo, exist_ok=True) +os.makedirs(temp_folder_html, exist_ok=True) + +h = html2text.HTML2Text() +h.ignore_images = True +h.ignore_tables = True +h.escape_all = True +h.reference_links = False +h.mark_code = False + +with open("PaulGrahamEssays_URLs.txt") as f: + urls = [line.strip() for line in f] + +for url in tqdm(urls): + if ".html" in url: + filename = url.split("/")[-1].replace(".html", ".txt") + try: + with urllib.request.urlopen(url) as website: + content = website.read().decode("unicode_escape", "utf-8") + soup = BeautifulSoup(content, "html.parser") + specific_tag = soup.find("font") + parsed = h.handle(str(specific_tag)) + + with open(os.path.join(temp_folder_html, filename), "w") as file: + file.write(parsed) + + except Exception as e: + print(f"Fail download {filename}, ({e})") + + else: + filename = url.split("/")[-1] + try: + with urllib.request.urlopen(url) as website: + content = website.read().decode("utf-8") + + with open(os.path.join(temp_folder_repo, filename), "w") as file: + file.write(content) + + except Exception as e: + print(f"Fail download {filename}, ({e})") + +files_repo = glob.glob(os.path.join(temp_folder_repo, "*.txt")) +files_html = glob.glob(os.path.join(temp_folder_html, "*.txt")) +print( + f"Download {len(files_repo)} essays from `https://github.com/gkamradt/LLMTest_NeedleInAHaystack/`" +) +print(f"Download {len(files_html)} essays from `http://www.paulgraham.com/`") + +text = "" +for file in files_repo + files_html: + with open(file, "r") as f: + text += f.read() + +with open("PaulGrahamEssays.json", "w") as f: + json.dump({"text": text}, f) + + +shutil.rmtree(temp_folder_repo) +shutil.rmtree(temp_folder_html) diff --git a/experiments/ruler/data/synthetic/json/download_qa_dataset.sh b/experiments/ruler/data/synthetic/json/download_qa_dataset.sh new file mode 100644 index 0000000..369dd35 --- /dev/null +++ b/experiments/ruler/data/synthetic/json/download_qa_dataset.sh @@ -0,0 +1,16 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +wget https://rajpurkar.github.io/SQuAD-explorer/dataset/dev-v2.0.json -O squad.json +wget http://curtis.ml.cmu.edu/datasets/hotpot/hotpot_dev_distractor_v1.json -O hotpotqa.json diff --git a/experiments/ruler/data/synthetic/niah.py b/experiments/ruler/data/synthetic/niah.py new file mode 100644 index 0000000..c55c791 --- /dev/null +++ b/experiments/ruler/data/synthetic/niah.py @@ -0,0 +1,343 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License + +""" +Create a dataset jsonl file for needle in a haystack. + +python niah.py \ + --save_dir=./ \ + --save_name=niah_single \ + --tokenizer_path=tokenizer.model \ + --tokenizer_type=nemo \ + --max_seq_length=4096 \ + --tokens_to_generate=128 \ + --num_samples=10 \ + --template="Some special magic {type_needle_v} are hidden within the following text. Make sure to memorize it. I will quiz you about the {type_needle_v} afterwards.\n{context}\nWhat are all the special magic {type_needle_v} for {query} mentioned in the provided text? The special magic {type_needle_v} for {query} mentioned in the provided text are" +""" +import argparse +import importlib +import json +import os +import random +import re +import sys +import uuid +from pathlib import Path + +import numpy as np +import wonderwords +from nemo.collections.asr.parts.utils.manifest_utils import ( + read_manifest, + write_manifest, +) +from tqdm import tqdm + +sys.path.append(os.path.join(os.path.dirname(os.path.abspath(__file__)), "..")) +from nltk.tokenize import sent_tokenize +from tokenizer import select_tokenizer + +parser = argparse.ArgumentParser() +# Basic Configurations +parser.add_argument( + "--save_dir", type=Path, required=True, help="dataset folder to save dataset" +) +parser.add_argument( + "--save_name", type=str, required=True, help="name of the save dataset jsonl file" +) +parser.add_argument( + "--subset", type=str, default="validation", help="Options: validation or test" +) +parser.add_argument( + "--tokenizer_path", type=str, required=True, help="path to the tokenizer model" +) +parser.add_argument( + "--tokenizer_type", type=str, default="nemo", help="[Options] nemo, hf, openai." +) +parser.add_argument( + "--max_seq_length", + type=int, + required=True, + help="max sequence length including all input tokens and generated tokens.", +) +parser.add_argument( + "--tokens_to_generate", + type=int, + required=True, + help="expected generated token amount.", +) +parser.add_argument( + "--num_samples", type=int, required=True, help="number of samples to generate" +) +parser.add_argument("--random_seed", type=int, default=42) +parser.add_argument("--template", type=str, default="", help="prompt template") +parser.add_argument( + "--remove_newline_tab", + action="store_true", + help="remove `\n` and `\t` in all strings.", +) + +# Complexity Configurations +parser.add_argument("--num_needle_k", type=int, default=1) +parser.add_argument("--num_needle_v", type=int, default=1) +parser.add_argument("--num_needle_q", type=int, default=1) +parser.add_argument( + "--type_haystack", + type=str, + default="essay", + help="[Options] repeat, essay, needle.", +) +parser.add_argument( + "--type_needle_k", + type=str, + default="words", + help="[Options] numbers, words, uuids.", +) +parser.add_argument( + "--type_needle_v", + type=str, + default="numbers", + help="[Options] numbers, words, uuids.", +) + +args = parser.parse_args() +random.seed(args.random_seed) +np.random.seed(args.random_seed) +args.num_needle_k = max(args.num_needle_k, args.num_needle_q) + +# Load Tokenizer +TOKENIZER = select_tokenizer(args.tokenizer_type, args.tokenizer_path) + +# Define Needle/Haystack Format +needle = "One of the special magic {type_needle_v} for {key} is: {value}." +if args.type_haystack == "essay": + essay = os.path.join( + os.path.dirname(os.path.abspath(__file__)), "json/PaulGrahamEssays.json" + ) + essay = json.load(open(essay))["text"] + haystack = re.sub(r"\s+", " ", essay).split(" ") +elif args.type_haystack == "repeat": + haystack = "The grass is green. The sky is blue. The sun is yellow. Here we go. There and back again." +elif args.type_haystack == "needle": + haystack = needle +else: + raise NotImplementedError(f"{args.type_haystack} is not implemented.") + + +# Words +nouns = wonderwords.random_word._get_words_from_text_file("nounlist.txt") +adjs = wonderwords.random_word._get_words_from_text_file("adjectivelist.txt") +# verbs = wonderwords.random_word._get_words_from_text_file("verblist.txt") +words = [f"{adj}-{noun}" for adj in adjs for noun in nouns] +words = sorted(list(set(words))) + + +# Positions +DEPTHS = list(np.round(np.linspace(0, 100, num=40, endpoint=True)).astype(int)) + + +def generate_random_number(num_digits=7): + lower_bound = 10 ** (num_digits - 1) + upper_bound = 10**num_digits - 1 + return str(random.randint(lower_bound, upper_bound)) + + +def generate_random_word(): + word = random.choice(words) + return word + + +def generate_random_uuid(): + return str(uuid.UUID(int=random.getrandbits(128), version=4)) + + +def generate_random(type_needle: str): + if type_needle == "numbers": + return generate_random_number() + elif type_needle == "words": + return generate_random_word() + elif type_needle == "uuids": + return generate_random_uuid() + else: + raise NotImplementedError(f"{args.type_needle} is not implemented.") + + +def generate_input_output(num_haystack): + keys, values, needles = [], [], [] + for _ in range(args.num_needle_k): + keys.append(generate_random(args.type_needle_k)) + value = [] + for _ in range(args.num_needle_v): + value.append(generate_random(args.type_needle_v)) + needles.append( + needle.format( + type_needle_v=args.type_needle_v, + key=keys[-1], + value=value[-1], + ) + ) + values.append(value) + + random.Random(args.random_seed).shuffle(needles) + + # Context + if args.type_haystack == "essay": + text = " ".join(haystack[:num_haystack]) + document_sents = sent_tokenize(text.strip()) + insertion_positions = ( + [0] + + sorted( + [ + int(len(document_sents) * (depth / 100)) + for depth in random.sample(DEPTHS, len(needles)) + ] + ) + + [len(document_sents)] + ) + document_sents_list = [] + for i in range(1, len(insertion_positions)): + last_pos = insertion_positions[i - 1] + next_pos = insertion_positions[i] + document_sents_list.append(" ".join(document_sents[last_pos:next_pos])) + if i - 1 < len(needles): + document_sents_list.append(needles[i - 1]) + context = " ".join(document_sents_list) + + else: + if args.type_haystack == "repeat": + sentences = [haystack] * num_haystack + elif args.type_haystack == "needle": + sentences = [ + haystack.format( + type_needle_v=args.type_needle_v, + key=generate_random(args.type_needle_k), + value=generate_random(args.type_needle_v), + ) + for _ in range(num_haystack) + ] + + indexes = sorted(random.sample(range(num_haystack), len(needles)), reverse=True) + for index, element in zip(indexes, needles): + sentences.insert(index, element) + context = "\n".join(sentences) + + ## Query and Answer + indices = random.sample(range(args.num_needle_k), args.num_needle_q) + queries = [keys[i] for i in indices] + answers = [a for i in indices for a in values[i]] + query = ( + ", ".join(queries[:-1]) + ", and " + queries[-1] + if len(queries) > 1 + else queries[0] + ) + + template = args.template + type_needle_v = args.type_needle_v + if args.num_needle_q * args.num_needle_v == 1: + template = template.replace("Some", "A") + template = template.replace("are all", "is") + template = template.replace("are", "is") + template = template.replace("answers", "answer") + type_needle_v = type_needle_v[:-1] # remove "s" + + input_text = template.format( + type_needle_v=type_needle_v, + context=context, + query=query, + ) + + return input_text, answers + + +def generate_samples( + num_samples: int, max_seq_length: int, save_dir: str, incremental: int = 500 +): + write_jsons = [] + tokens_to_generate = args.tokens_to_generate + + if args.type_haystack == "essay": + incremental = 500 + elif args.type_haystack == "repeat": + incremental = 25 + elif args.type_haystack == "needle": + incremental = 25 + + if args.type_haystack != "essay" and args.max_seq_length < 4096: + incremental = 5 + + num_haystack = incremental + + total_tokens = 0 # Track the total tokens generated for the first example + while total_tokens + tokens_to_generate < max_seq_length: + input_text, answer = generate_input_output(num_haystack) + # Calculate the number of tokens in the example + total_tokens = len(TOKENIZER.text_to_tokens(input_text + " ".join(answer))) + print( + f"Max length {max_seq_length} | Current length {total_tokens + tokens_to_generate} | Haystack: {num_haystack}" + ) + if total_tokens + tokens_to_generate > max_seq_length: + num_haystack -= incremental + break + + if args.type_haystack == "essay" and num_haystack > len(haystack): + num_haystack = len(haystack) + break + + num_haystack += incremental + + print("Num haystack:", num_haystack) + + # Generate samples + for index in tqdm(range(num_samples)): + used_haystack = num_haystack + while True: + try: + input_text, answer = generate_input_output(used_haystack) + length = len(TOKENIZER.text_to_tokens(input_text)) + tokens_to_generate + assert length <= max_seq_length, f"{length} exceeds max_seq_length." + break + except: + if used_haystack > incremental: + used_haystack -= incremental + + if args.remove_newline_tab: + input_text = " ".join( + input_text.replace("\n", " ").replace("\t", " ").strip().split() + ) + + formatted_output = { + "index": index, + "input": input_text, + "outputs": answer, + "length": length, + } + write_jsons.append(formatted_output) + + return write_jsons + + +def main(): + save_file = args.save_dir / f"{args.save_name}" / f"{args.subset}.jsonl" + save_file.parent.mkdir(parents=True, exist_ok=True) + + write_jsons = generate_samples( + num_samples=args.num_samples, + max_seq_length=args.max_seq_length, + save_dir=args.save_dir, + ) + + write_manifest(save_file, write_jsons) + + +if __name__ == "__main__": + main() diff --git a/experiments/ruler/data/synthetic/qa.py b/experiments/ruler/data/synthetic/qa.py new file mode 100644 index 0000000..176d5a8 --- /dev/null +++ b/experiments/ruler/data/synthetic/qa.py @@ -0,0 +1,273 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License + +""" +Create a dataset jsonl file for QA task. + +python qa.py \ + --save_dir=./ \ + --save_name=niah_single \ + --tokenizer_path=tokenizer.model \ + --tokenizer_type=nemo \ + --max_seq_length=4096 \ + --tokens_to_generate=128 \ + --num_samples=10 \ + --template="Answer the question based on the given documents. Only give me the answer and do not output any other words.\n\nThe following are given documents.\n\n{context}\n\nAnswer the question based on the given documents. Only give me the answer and do not output any other words.\n\nQuestion: {query} Answer:" +""" +import argparse +import json +import os +import random +import re +import sys +from pathlib import Path + +import numpy as np +from nemo.collections.asr.parts.utils.manifest_utils import ( + read_manifest, + write_manifest, +) +from tqdm import tqdm + +sys.path.append(os.path.join(os.path.dirname(os.path.abspath(__file__)), "..")) +from tokenizer import select_tokenizer + +parser = argparse.ArgumentParser() +# Basic Configurations +parser.add_argument( + "--save_dir", type=Path, required=True, help="dataset folder to save dataset" +) +parser.add_argument( + "--save_name", type=str, required=True, help="name of the save dataset jsonl file" +) +parser.add_argument( + "--subset", type=str, default="validation", help="Options: validation or test" +) +parser.add_argument( + "--tokenizer_path", type=str, required=True, help="path to the tokenizer model" +) +parser.add_argument( + "--tokenizer_type", type=str, default="nemo", help="[Options] nemo, hf, openai." +) +parser.add_argument( + "--max_seq_length", + type=int, + required=True, + help="max sequence length including all input tokens and generated tokens.", +) +parser.add_argument( + "--tokens_to_generate", + type=int, + required=True, + help="expected generated token amount.", +) +parser.add_argument( + "--num_samples", type=int, required=True, help="number of samples to generate" +) +parser.add_argument( + "--pre_samples", type=int, default=0, help="number of samples are already generated" +) +parser.add_argument("--random_seed", type=int, default=42) +parser.add_argument("--template", type=str, required=True, help="prompt template") +parser.add_argument( + "--remove_newline_tab", + action="store_true", + help="remove `\n` and `\t` in all strings.", +) + +# Complexity Configurations +parser.add_argument("--dataset", type=str, required=True, help="dataset file") + +args = parser.parse_args() +random.seed(args.random_seed) +np.random.seed(args.random_seed) + +# Load Tokenizer +TOKENIZER = select_tokenizer(args.tokenizer_type, args.tokenizer_path) + + +# Read SQuAD QA dataset +def read_squad(file): + with open(file) as f: + data = json.load(f) + + total_docs = [p["context"] for d in data["data"] for p in d["paragraphs"]] + total_docs = sorted(list(set(total_docs))) + total_docs_dict = {c: idx for idx, c in enumerate(total_docs)} + + total_qas = [] + for d in data["data"]: + more_docs = [total_docs_dict[p["context"]] for p in d["paragraphs"]] + for p in d["paragraphs"]: + for qas in p["qas"]: + if not qas["is_impossible"]: + total_qas.append( + { + "query": qas["question"], + "outputs": [a["text"] for a in qas["answers"]], + "context": [total_docs_dict[p["context"]]], + "more_context": [ + idx + for idx in more_docs + if idx != total_docs_dict[p["context"]] + ], + } + ) + + return total_qas, total_docs + + +# Read Hotpot QA dataset +def read_hotpotqa(file): + with open(file) as f: + data = json.load(f) + + total_docs = [f"{t}\n{''.join(p)}" for d in data for t, p in d["context"]] + total_docs = sorted(list(set(total_docs))) + total_docs_dict = {c: idx for idx, c in enumerate(total_docs)} + + total_qas = [] + for d in data: + total_qas.append( + { + "query": d["question"], + "outputs": [d["answer"]], + "context": [ + total_docs_dict[f"{t}\n{''.join(p)}"] for t, p in d["context"] + ], + } + ) + + return total_qas, total_docs + + +DOCUMENT_PROMPT = "Document {i}:\n{document}" +if args.dataset == "squad": + QAS, DOCS = read_squad( + os.path.join(os.path.dirname(os.path.abspath(__file__)), "json/squad.json") + ) +elif args.dataset == "hotpotqa": + QAS, DOCS = read_hotpotqa( + os.path.join(os.path.dirname(os.path.abspath(__file__)), "json/hotpotqa.json") + ) +else: + raise NotImplementedError(f"{args.dataset} is not implemented.") + + +def generate_input_output(index, num_docs): + curr_q = QAS[index]["query"] + curr_a = QAS[index]["outputs"] + curr_docs = QAS[index]["context"] + curr_more = QAS[index].get("more_context", []) + if num_docs < len(DOCS): + if (num_docs - len(curr_docs)) > len(curr_more): + addition_docs = [ + i for i, d in enumerate(DOCS) if i not in curr_docs + curr_more + ] + all_docs = ( + curr_docs + + curr_more + + random.sample( + addition_docs, max(0, num_docs - len(curr_docs) - len(curr_more)) + ) + ) + else: + all_docs = curr_docs + random.sample(curr_more, num_docs - len(curr_docs)) + + all_docs = [DOCS[idx] for idx in all_docs] + else: + all_docs = DOCS + + random.Random(args.random_seed).shuffle(all_docs) + + context = "\n\n".join( + [DOCUMENT_PROMPT.format(i=i + 1, document=d) for i, d in enumerate(all_docs)] + ) + input_text = args.template.format(context=context, query=curr_q) + return input_text, curr_a + + +def generate_samples( + num_samples: int, max_seq_length: int, save_dir: str, incremental: int = 10 +): + write_jsons = [] + tokens_to_generate = args.tokens_to_generate + + # Find the perfect num_docs + num_docs = incremental + + total_tokens = 0 # Track the total tokens generated for this example + while total_tokens + tokens_to_generate < max_seq_length: + input_text, answer = generate_input_output(0, num_docs) + # Calculate the number of tokens in the example + total_tokens = len(TOKENIZER.text_to_tokens(input_text + f" {answer}")) + print( + f"Max length {max_seq_length} | Current length {total_tokens + tokens_to_generate} | Docs: {num_docs}" + ) + if total_tokens + tokens_to_generate > max_seq_length: + num_docs -= incremental + break + + num_docs += incremental + if num_docs > len(DOCS): + num_docs = len(DOCS) + break + print("Number of documents:", num_docs) + + # Generate samples + for index in tqdm(range(num_samples)): + used_docs = num_docs + while True: + try: + input_text, answer = generate_input_output( + index + args.pre_samples, used_docs + ) + length = len(TOKENIZER.text_to_tokens(input_text)) + tokens_to_generate + assert length <= max_seq_length, f"{length} exceeds max_seq_length." + break + except: + if used_docs > incremental: + used_docs -= incremental + + if args.remove_newline_tab: + input_text = " ".join( + input_text.replace("\n", " ").replace("\t", " ").strip().split() + ) + + formatted_output = { + "index": index, + "input": input_text, + "outputs": answer, + "length": length, + } + write_jsons.append(formatted_output) + + return write_jsons + + +def main(): + save_file = args.save_dir / f"{args.save_name}" / f"{args.subset}.jsonl" + save_file.parent.mkdir(parents=True, exist_ok=True) + + write_jsons = generate_samples( + num_samples=args.num_samples, + max_seq_length=args.max_seq_length, + save_dir=args.save_dir, + ) + + write_manifest(save_file, write_jsons) + + +if __name__ == "__main__": + main() diff --git a/experiments/ruler/data/synthetic/variable_tracking.py b/experiments/ruler/data/synthetic/variable_tracking.py new file mode 100644 index 0000000..4691570 --- /dev/null +++ b/experiments/ruler/data/synthetic/variable_tracking.py @@ -0,0 +1,272 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License + +""" +Create a dataset jsonl file for variable tracking. + +python variable_tracking.py \ + --save_dir=./ \ + --save_name=vt \ + --tokenizer_path=tokenizer.model \ + --tokenizer_type nemo \ + --max_seq_length 4096 \ + --tokens_to_generate 30 \ + --num_samples 10 \ + --random_seed 42 \ + --num_chains 1 --num_hops 4 \ + --template "[INST] Memorize and track the chain(s) of variable assignment hidden in the following text.\n\n{context}\nQuestion: Find all variables that are assigned the value {query} in the text above. [/INST] Answer: According to the chain(s) of variable assignment in the text above, {num_v} variables are assgined the value {query}, they are: " +""" +import argparse +import os +import random +import string +import sys +from pathlib import Path + +from constants import TASKS +from nemo.collections.asr.parts.utils.manifest_utils import ( + read_manifest, + write_manifest, +) +from tqdm import tqdm + +sys.path.append(os.path.join(os.path.dirname(os.path.abspath(__file__)), "..")) +import numpy as np +from tokenizer import select_tokenizer + +parser = argparse.ArgumentParser() +parser.add_argument( + "--save_dir", type=Path, required=True, help="dataset folder to save dataset" +) +parser.add_argument( + "--save_name", type=str, required=True, help="name of the save dataset jsonl file" +) +parser.add_argument( + "--subset", type=str, default="validation", help="Options: validation or test" +) +parser.add_argument( + "--tokenizer_path", type=str, required=True, help="path to the tokenizer model" +) +parser.add_argument( + "--tokenizer_type", type=str, default="nemo", help="[Options] nemo, hf, openai." +) +parser.add_argument( + "--max_seq_length", + type=int, + required=True, + help="max sequence length including all input tokens and generated tokens.", +) +parser.add_argument( + "--tokens_to_generate", type=int, default=120, help="number of tokens to generate" +) +parser.add_argument( + "--num_samples", type=int, required=True, help="number of samples to generate" +) +parser.add_argument("--random_seed", type=int, default=42) +parser.add_argument("--template", type=str, default="", help="prompt template") +parser.add_argument( + "--remove_newline_tab", + action="store_true", + help="remove `\n` and `\t` in all strings.", +) + +parser.add_argument( + "--num_chains", type=int, default=1, help="number of inserted variable chains" +) +parser.add_argument( + "--num_hops", type=int, default=4, help="number of hops in each chain" +) +parser.add_argument("--add_fewshot", action="store_true", default=False) + +args = parser.parse_args() +random.seed(args.random_seed) +np.random.seed(args.random_seed) + +# Load Tokenizer +TOKENIZER = select_tokenizer(args.tokenizer_type, args.tokenizer_path) + + +def generate_chains(num_chains, num_hops, is_icl=False): + vars_all = [] + k = 5 if not is_icl else 3 + num_hops = num_hops if not is_icl else min(10, num_hops) + vars_all = [ + "".join(random.choices(string.ascii_uppercase, k=k)).upper() + for _ in range((num_hops + 1) * num_chains) + ] + while len(set(vars_all)) < num_chains * (num_hops + 1): + vars_all.append("".join(random.choices(string.ascii_uppercase, k=k)).upper()) + + vars_ret = [] + chains_ret = [] + for i in range(0, len(vars_all), num_hops + 1): + this_vars = vars_all[i : i + num_hops + 1] + vars_ret.append(this_vars) + this_chain = [f"VAR {this_vars[0]} = {np.random.randint(10000, 99999)}"] + for j in range(num_hops): + this_chain.append(f"VAR {this_vars[j+1]} = VAR {this_vars[j]} ") + chains_ret.append(this_chain) + return vars_ret, chains_ret + + +def generate_input_output(num_noises, num_chains, num_hops, is_icl=False): + vars, chains = generate_chains(num_chains, num_hops, is_icl=is_icl) + + noise = "The grass is green. The sky is blue. The sun is yellow. Here we go. There and back again.\n" + + # Create a list of the repeated noise + sentences = [noise] * num_noises + if len(sentences) <= len(chains[0]): + sentences = [ + n + "." if len(n.strip()) > 0 else n + for n in [x for noise in sentences for x in noise.split(".")] + ] + try: + assert len(sentences) > len( + chains[0] + ), "Noises too short, unable to generate data" + except: + print("reduces chain length for not enough noises") + chains = [chain[: len(sentences) - 1] for chain in chains] + # sample random positions to insert variable assignment + for chain_i in chains: + # sample random positions (sorted) to insert variable assignment + positions = list(sorted(random.sample(range(len(sentences)), len(chain_i)))) + for insert_pi, j in zip(positions, range(len(chain_i))): + sentences.insert(insert_pi + j, chain_i[j]) + + # Insert the passkey sentence at the random position + context = " ".join(sentences) + context = context.replace(". \n", ".\n") + + template = args.template + if is_icl: + # remove model template + cutoff = template.index(TASKS["variable_tracking"]["template"][:20]) + cutoff_ans = template.index(TASKS["variable_tracking"]["answer_prefix"][:10]) + template = ( + " ".join(template[cutoff:cutoff_ans].split()[:-1]) + template[cutoff_ans:] + ) + + value = chains[0][0].split("=")[-1].strip() + input_text = template.format(context=context, query=value, num_v=num_hops + 1) + + return input_text, vars[0] + + +def sys_vartrack_w_noise_random( + num_samples: int, + max_seq_length: int, + incremental: int = 10, + num_chains: int = 1, + num_hops: int = 4, + add_fewshot: bool = True, + icl_example: str = None, +): + write_jsons = [] + tokens_to_generate = args.tokens_to_generate + + # Find the perfect num_noises + num_noises = incremental + + total_tokens = 0 # Track the total tokens generated for this example + example_tokens = 0 + if add_fewshot and (icl_example is not None): + icl_example_out = " ".join(icl_example["outputs"]) + icl_example = icl_example["input"] + " " + icl_example_out + "\n\n" + example_tokens = len(TOKENIZER.text_to_tokens(icl_example)) + + while total_tokens + tokens_to_generate + example_tokens < max_seq_length: + input_text, answer = generate_input_output( + num_noises, num_chains, num_hops, is_icl=add_fewshot & (icl_example is None) + ) + # Calculate the number of tokens in the example + total_tokens = len(TOKENIZER.text_to_tokens(input_text + f" {answer}")) + print( + f"Max length {max_seq_length} | Current length {total_tokens + tokens_to_generate + example_tokens} | Noises: {num_noises}" + ) + if total_tokens + tokens_to_generate + example_tokens > max_seq_length: + num_noises -= incremental + break + num_noises += incremental + print("Num noises:", num_noises) + + # Generate samples + for index in tqdm(range(num_samples)): + used_noises = num_noises + while True: + try: + input_text, answer = generate_input_output( + num_noises, + num_chains, + num_hops, + is_icl=add_fewshot & (icl_example is None), + ) + length = ( + len(TOKENIZER.text_to_tokens(input_text)) + + tokens_to_generate + + example_tokens + ) + assert length <= max_seq_length, f"{length} exceeds max_seq_length." + break + except: + if used_noises > incremental: + used_noises -= incremental + + if add_fewshot and (icl_example is not None): + # insert icl_example between model template and input + cutoff = input_text.index(TASKS["variable_tracking"]["template"][:20]) + input_text = ( + input_text[:cutoff] + " " + icl_example + "\n\n" + input_text[cutoff:] + ) + if args.remove_newline_tab: + input_text = " ".join( + input_text.replace("\n", " ").replace("\t", " ").strip().split() + ) + + formatted_output = { + "index": index, + "input": input_text, + "outputs": answer, + "length": length, + } + write_jsons.append(formatted_output) + + return write_jsons + + +def main(): + save_file = args.save_dir / f"{args.save_name}" / f"{args.subset}.jsonl" + save_file.parent.mkdir(parents=True, exist_ok=True) + + icl_example = sys_vartrack_w_noise_random( + num_samples=1, + max_seq_length=500, + incremental=5, + num_chains=args.num_chains, + num_hops=args.num_hops, + )[0] + write_jsons = sys_vartrack_w_noise_random( + num_samples=args.num_samples, + max_seq_length=args.max_seq_length, + num_chains=args.num_chains, + num_hops=args.num_hops, + icl_example=icl_example, + ) + + write_manifest(save_file, write_jsons) + + +if __name__ == "__main__": + main() diff --git a/experiments/ruler/data/template.py b/experiments/ruler/data/template.py new file mode 100644 index 0000000..50c6690 --- /dev/null +++ b/experiments/ruler/data/template.py @@ -0,0 +1,24 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +Templates = { + "base": "{task_template}", + "meta-chat": "[INST] {task_template} [/INST]", + "vicuna-chat": "A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions. USER: {task_template} ASSISTANT:", + "lwm-chat": "You are a helpful assistant. USER: {task_template} ASSISTANT: ", + "command-r-chat": "<|START_OF_TURN_TOKEN|><|USER_TOKEN|>{task_template}<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>", + "chatglm-chat": "[gMASK]sop<|user|> \n {task_template}<|assistant|> \n ", + "RWKV": "User: hi\n\nAssistant: Hi. I am your assistant and I will provide expert full response in full details. Please feel free to ask any question and I will always answer it\n\nUser: {task_template}\n\nAssistant:", + "llama-3": "<|start_header_id|>user<|end_header_id|> {task_template}<|eot_id|><|start_header_id|>assistant<|end_header_id|>", +} diff --git a/experiments/ruler/data/tokenizer.py b/experiments/ruler/data/tokenizer.py new file mode 100644 index 0000000..147f1c3 --- /dev/null +++ b/experiments/ruler/data/tokenizer.py @@ -0,0 +1,113 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + + +import os +from typing import List + +from tenacity import retry, stop_after_attempt, wait_fixed, wait_random + + +def select_tokenizer(tokenizer_type, tokenizer_path): + if tokenizer_type == "nemo": + return NeMoSentencePieceTokenizer(model_path=tokenizer_path) + elif tokenizer_type == "hf": + return HFTokenizer(model_path=tokenizer_path) + elif tokenizer_type == "openai": + return OpenAITokenizer(model_path=tokenizer_path) + elif tokenizer_type == "gemini": + return GeminiTokenizer(model_path=tokenizer_path) + else: + raise ValueError(f"Unknown tokenizer_type {tokenizer_type}") + + +class NeMoSentencePieceTokenizer: + """ + Tokenizer from NeMo SentencePieceTokenizer + """ + + def __init__(self, model_path) -> None: + from nemo.collections.common.tokenizers.sentencepiece_tokenizer import ( + SentencePieceTokenizer, + ) + + self.tokenizer = SentencePieceTokenizer(model_path=model_path) + + def text_to_tokens(self, text: str) -> List[str]: + tokens = self.tokenizer.text_to_tokens(text) + return tokens + + def tokens_to_text(self, tokens: List[int]) -> str: + text = self.tokenizer.tokens_to_text(tokens) + return text + + +class HFTokenizer: + """ + Tokenizer from HF models + """ + + def __init__(self, model_path) -> None: + from transformers import AutoTokenizer + + self.tokenizer = AutoTokenizer.from_pretrained( + model_path, trust_remote_code=True + ) + + def text_to_tokens(self, text: str) -> List[str]: + tokens = self.tokenizer.tokenize(text) + return tokens + + def tokens_to_text(self, tokens: List[int]) -> str: + text = self.tokenizer.convert_tokens_to_string(tokens) + return text + + +class OpenAITokenizer: + """ + Tokenizer from tiktoken + """ + + def __init__(self, model_path="cl100k_base") -> None: + import tiktoken + + self.tokenizer = tiktoken.get_encoding(model_path) + + def text_to_tokens(self, text: str) -> List[int]: + tokens = self.tokenizer.encode(text) + return tokens + + def tokens_to_text(self, tokens: List[int]) -> str: + text = self.tokenizer.decode(tokens) + return text + + +class GeminiTokenizer: + """ + Tokenizer from gemini + """ + + def __init__(self, model_path="gemini-1.5-pro-latest") -> None: + import google.generativeai as genai + + genai.configure(api_key=os.environ["GEMINI_API_KEY"]) + self.model = genai.GenerativeModel(model_path) + + @retry(wait=wait_fixed(60) + wait_random(0, 10), stop=stop_after_attempt(3)) + def text_to_tokens(self, text: str) -> List[int]: + tokens = list(range(self.model.count_tokens(text).total_tokens)) + return tokens + + def tokens_to_text(self, tokens: List[int]) -> str: + pass diff --git a/experiments/ruler/eval/evaluate.py b/experiments/ruler/eval/evaluate.py new file mode 100644 index 0000000..8f1336b --- /dev/null +++ b/experiments/ruler/eval/evaluate.py @@ -0,0 +1,238 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +""" +Get summary.csv with score and null predictions amount. + +Running +``` +python evaluate.py \ + --data_dir /path/to/your/prediction_jsonl_folder \ + --benchmark synthetic +``` +""" + +import argparse +import os +import re + +import nltk + +try: + nltk.data.find("tokenizers/punkt") +except LookupError: + nltk.download("punkt") + +import importlib +from collections import defaultdict +from pathlib import Path + +import pandas as pd +import yaml +from nemo.collections.asr.parts.utils.manifest_utils import ( + read_manifest, + write_manifest, +) +from tqdm import tqdm + +parser = argparse.ArgumentParser() +parser.add_argument( + "--data_dir", type=str, required=True, help="path to the prediction jsonl files" +) +parser.add_argument( + "--benchmark", type=str, default="synthetic", help="Options: [synthetic]" +) +parser.add_argument( + "--verbose", type=int, default=0, help="how many lines you want to display." +) +args = parser.parse_args() + + +def postprocess_pred(predict_str: str, task_config: dict): + predict_str = predict_str.strip() + + # Remove all non-printable characters + np_pattern = re.compile(r"[\x00-\x1f]") + predict_str = np_pattern.sub("\n", predict_str).strip() + + return predict_str + + +def get_pred_and_ref( + predictions_file: str, + task_config: dict, + input_field: str = "input", + references_field: str = "outputs", + prediction_field: str = "pred", + metadata_field: str = "others", +): + lines = read_manifest(predictions_file) + + inputs = [] + predicts = [] + references = [] + indices = [] + + for line in tqdm(lines): + input = line[input_field] + predict = line[prediction_field] + predict = postprocess_pred(predict, task_config) + reference = line.get(references_field, [line.get("output", "")]) + index = line[metadata_field].get("id", line["index"]) + + inputs.append(input) + predicts.append(predict) + references.append(reference) + indices.append(index) + + return inputs, predicts, references, indices + + +def run_evaluation_per_task(task_config: dict, predictions_file: str, verbose: int = 0): + inputs, predicts, references, indices = get_pred_and_ref( + predictions_file=predictions_file, + task_config=task_config, + ) + + task_nulls = f"{sum([len(x)==0 for x in predicts])}/{len(predicts)}" + + if len(references) > 0 and references[0][0] is not None: + task_score = task_config["metric_fn"](predicts, references) + else: + task_score = 0.0 + + if verbose != 0: + print("=" * 40) + for i, (input, reference, predict) in enumerate( + zip(inputs, references, predicts) + ): + print(f"Input : {input}") + print(f"Reference : {reference}") + print(f"Prediction: {predict}") + print("=" * 40) + if i > verbose: + break + + return task_score, task_nulls, predicts, indices + + +def write_evaluation(results: dict): + tasks = list(results.keys()) + score = [results[task]["score"] for task in tasks] + nulls = [results[task]["nulls"] for task in tasks] + dfs = [ + ["Tasks"] + tasks, + ["Score"] + score, + ["Nulls"] + nulls, + ] + + output_file = os.path.join( + args.data_dir, "summary.csv" if len(tasks) > 1 else f"summary-{tasks[0]}.csv" + ) + df = pd.DataFrame(dfs) + df.to_csv(output_file, index=False) + print("\n=============================================\n") + print(df) + print(f"\nSaved eval results to {output_file}") + + +def write_submission(results: dict): + COLUMNS = ["Task", "ID", "Prediction"] + dfs = pd.DataFrame(columns=COLUMNS, data=[]) + + for task, result in results.items(): + df = pd.DataFrame( + {"Task": task, "ID": result["indices"], "Prediction": result["predicts"]} + ) + dfs = pd.concat((dfs, df[COLUMNS])) + + output_file = os.path.join(args.data_dir, "submission.csv") + dfs = dfs.reset_index(drop=True) + dfs.to_csv(output_file, index=False) + print(f"\nSaved submission results to {output_file}") + + +def aggregate_chunk(folder): + jsonl_files = [file for file in os.listdir(folder) if Path(file).suffix == ".jsonl"] + chunk_files = sorted( + [file for file in jsonl_files if re.match(r".*[^_]+-\d+\.jsonl", file)] + ) + chunk_files_dict = defaultdict(list) + for file in chunk_files: + task = "-".join(file.split("-")[:-1]) + chunk_files_dict[task].append(file) + + for task, files in chunk_files_dict.items(): + lines = [] + for file in sorted(files): + file = os.path.join(folder, file) + lines += read_manifest(file) + os.remove(file) # Remove chunk files + write_manifest(os.path.join(folder, f"{task}.jsonl"), lines) + + +def main(): + curr_folder = os.path.dirname(os.path.abspath(__file__)) + + try: + module = importlib.import_module(f"{args.benchmark}.constants") + except ImportError: + print(f"Module eval.{args.benchmark}.constants not found.") + + tasks_base = module.TASKS + with open(os.path.join(curr_folder, f"../{args.benchmark}.yaml"), "r") as f: + tasks_customized = yaml.safe_load(f) + + TASKS = tasks_customized + for _, config in TASKS.items(): + config.update(tasks_base[config["task"]]) + + print(f"Total tasks: {list(TASKS.keys())}") + + # Aggregate all prediction files + aggregate_chunk(args.data_dir) + + # Get scores and nulls + jsonl_files = [ + file for file in os.listdir(args.data_dir) if Path(file).suffix == ".jsonl" + ] + eval_results = {} + subm_results = {} + + for task, config in TASKS.items(): + if f"{task}.jsonl" not in jsonl_files: + print(f"Prediction file {task}.jsonl is not found.") + continue + + print(f"Evaluate task {task}...") + task_score, task_nulls, predicts, indices = run_evaluation_per_task( + predictions_file=os.path.join(args.data_dir, f"{task}.jsonl"), + task_config=config, + ) + eval_results[task] = { + "score": task_score, + "nulls": task_nulls, + } + subm_results[task] = { + "predicts": predicts, + "indices": indices, + } + + # Write to csv + write_evaluation(eval_results) + write_submission(subm_results) + + +if __name__ == "__main__": + main() diff --git a/experiments/ruler/eval/synthetic/constants.py b/experiments/ruler/eval/synthetic/constants.py new file mode 100644 index 0000000..aeb7bfb --- /dev/null +++ b/experiments/ruler/eval/synthetic/constants.py @@ -0,0 +1,66 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +""" +Add a new task: + +TASK_NAME: { + 'metric_fn': the metric function with input (predictions: [str], references: [[str]]) to compute score. +} +""" + + +def string_match_part(preds, refs): + score = ( + sum( + [ + max([1.0 if r.lower() in pred.lower() else 0.0 for r in ref]) + for pred, ref in zip(preds, refs) + ] + ) + / len(preds) + * 100 + ) + return round(score, 2) + + +def string_match_all(preds, refs): + score = ( + sum( + [ + sum([1.0 if r.lower() in pred.lower() else 0.0 for r in ref]) / len(ref) + for pred, ref in zip(preds, refs) + ] + ) + / len(preds) + * 100 + ) + return round(score, 2) + + +TASKS = { + "niah": { + "metric_fn": string_match_all, + }, + "variable_tracking": { + "metric_fn": string_match_all, + }, + "common_words_extraction": { + "metric_fn": string_match_all, + }, + "freq_words_extraction": {"metric_fn": string_match_all}, + "qa": { + "metric_fn": string_match_part, + }, +} diff --git a/experiments/ruler/pred/call_api.py b/experiments/ruler/pred/call_api.py new file mode 100644 index 0000000..9f664be --- /dev/null +++ b/experiments/ruler/pred/call_api.py @@ -0,0 +1,479 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +""" +Prepare prediction jsonl with field `pred` . +dataset jsonl: +{ + "index" int, + "input": str, + "outputs": [str], +} + +prediction jsonl: +{ + "index" int, + "input": str, + "outputs": [str], + "pred": str, +} +""" + +import argparse +import importlib +import json +import math +import os +import sys +import threading +import time +import traceback +from pathlib import Path + +import yaml +from nemo.collections.asr.parts.utils.manifest_utils import read_manifest +from tqdm import tqdm + +SERVER_TYPES = ( + "trtllm", + "vllm", + "openai", + "gemini", + "hf", + "mamba", + "minference", + "dilated1", + "dilated2", + "streaming", + "MInference6KoP", + "MInferenceOPYi", + "LlamaStatic", + "YiStatic", + "OPYiHalfV2", + "InfLLM", +) + + +class ServerAction(argparse.Action): + def __call__(self, parser, namespace, values, option_string=None): + namespace.server_type = values + + +parser = argparse.ArgumentParser() +# Data +parser.add_argument( + "--data_dir", type=Path, required=True, help="path to load the dataset jsonl files" +) +parser.add_argument( + "--save_dir", + type=Path, + required=True, + help="path to save the prediction jsonl files", +) +parser.add_argument( + "--benchmark", type=str, default="synthetic", help="Options: [synthetic]" +) +parser.add_argument( + "--task", type=str, required=True, help="Options: tasks in benchmark" +) +parser.add_argument( + "--subset", type=str, default="validation", help="Options: validation or test" +) +parser.add_argument( + "--chunk_idx", type=int, default=0, help="index of current split chunk" +) +parser.add_argument("--chunk_amount", type=int, default=1, help="size of split chunk") + +# Server +parser.add_argument( + "--server_type", default="nemo", action=ServerAction, choices=SERVER_TYPES +) +parser.add_argument("--server_host", type=str, default="127.0.0.1") +parser.add_argument("--server_port", type=str, default="5000") +parser.add_argument("--ssh_server", type=str) +parser.add_argument("--ssh_key_path", type=str) +parser.add_argument( + "--model_name_or_path", + type=str, + default="gpt-3.5-turbo", + help="supported models from OpenAI or HF (provide a key or a local path to the checkpoint)", +) + +# Inference +parser.add_argument("--temperature", type=float, default=1.0) +parser.add_argument("--top_k", type=int, default=32) +parser.add_argument("--top_p", type=float, default=1.0) +parser.add_argument("--random_seed", type=int, default=0) +parser.add_argument("--stop_words", type=str, default="") +parser.add_argument("--sliding_window_size", type=int) +parser.add_argument("--threads", type=int, default=4) + +args = parser.parse_args() +args.stop_words = list(filter(None, args.stop_words.split(","))) +# if args.server_type == 'hf' or args.server_type == 'gemini' or args.server_type == 'minference': +if args.server_type in [ + "hf", + "gemini", + "minference", + "dilated1", + "dilated2", + "streaming", + "MInference6KoP", + "MInference6KOPYi", + "LlamaStatic", + "YiStatic", + "InfLLM", +]: + args.threads = 1 + + +def get_llm(tokens_to_generate): + if args.server_type == "trtllm": + from client_wrappers import TRTLLMClient + + llm = TRTLLMClient( + server_host=args.server_host, + server_port=args.server_port, + ssh_server=args.ssh_server, + ssh_key_path=args.ssh_key_path, + temperature=args.temperature, + top_k=args.top_k, + top_p=args.top_p, + random_seed=args.random_seed, + stop=args.stop_words, + tokens_to_generate=tokens_to_generate, + max_attention_window_size=args.sliding_window_size, + ) + + elif args.server_type == "vllm": + from client_wrappers import VLLMClient + + llm = VLLMClient( + server_host=args.server_host, + server_port=args.server_port, + ssh_server=args.ssh_server, + ssh_key_path=args.ssh_key_path, + temperature=args.temperature, + top_k=args.top_k, + top_p=args.top_p, + random_seed=args.random_seed, + stop=args.stop_words, + tokens_to_generate=tokens_to_generate, + ) + + elif args.server_type == "openai": + from client_wrappers import OpenAIClient + + llm = OpenAIClient( + model_name=args.model_name_or_path, + temperature=args.temperature, + top_k=args.top_k, + top_p=args.top_p, + random_seed=args.random_seed, + stop=args.stop_words, + tokens_to_generate=tokens_to_generate, + ) + + elif args.server_type == "gemini": + from client_wrappers import GeminiClient + + llm = GeminiClient( + model_name=args.model_name_or_path, + temperature=args.temperature, + top_k=args.top_k, + top_p=args.top_p, + random_seed=args.random_seed, + stop=args.stop_words, + tokens_to_generate=tokens_to_generate, + ) + + elif args.server_type == "hf": + from model_wrappers import HuggingFaceModel + + llm = HuggingFaceModel( + name_or_path=args.model_name_or_path, + do_sample=args.temperature > 0, + repetition_penalty=1, + temperature=args.temperature, + top_k=args.top_k, + top_p=args.top_p, + stop=args.stop_words, + max_new_tokens=tokens_to_generate, + ) + + elif args.server_type == "minference": + from model_wrappers import MInferenceModel + + llm = MInferenceModel( + name_or_path=args.model_name_or_path, + do_sample=args.temperature > 0, + repetition_penalty=1, + temperature=args.temperature, + top_k=args.top_k, + top_p=args.top_p, + stop=args.stop_words, + max_new_tokens=tokens_to_generate, + ) + + elif args.server_type == "MInference6KoP": + from model_wrappers import MInferenceOP + + llm = MInferenceOP( + name_or_path=args.model_name_or_path, + do_sample=args.temperature > 0, + repetition_penalty=1, + temperature=args.temperature, + top_k=args.top_k, + top_p=args.top_p, + stop=args.stop_words, + max_new_tokens=tokens_to_generate, + ) + + elif args.server_type == "MInference6KOPYi": + from model_wrappers import MInferenceOPYi + + llm = MInferenceOPYi( + name_or_path=args.model_name_or_path, + do_sample=args.temperature > 0, + repetition_penalty=1, + temperature=args.temperature, + top_k=args.top_k, + top_p=args.top_p, + stop=args.stop_words, + max_new_tokens=tokens_to_generate, + ) + + elif args.server_type == "OPYiHalfV2": + from model_wrappers import OPYiHalfV2 + + llm = OPYiHalfV2( + name_or_path=args.model_name_or_path, + do_sample=args.temperature > 0, + repetition_penalty=1, + temperature=args.temperature, + top_k=args.top_k, + top_p=args.top_p, + stop=args.stop_words, + max_new_tokens=tokens_to_generate, + ) + + elif args.server_type == "LlamaStatic": + from model_wrappers import LlamaStatic + + llm = LlamaStatic( + name_or_path=args.model_name_or_path, + do_sample=args.temperature > 0, + repetition_penalty=1, + temperature=args.temperature, + top_k=args.top_k, + top_p=args.top_p, + stop=args.stop_words, + max_new_tokens=tokens_to_generate, + ) + + elif args.server_type == "YiStatic": + from model_wrappers import YiStatic + + llm = YiStatic( + name_or_path=args.model_name_or_path, + do_sample=args.temperature > 0, + repetition_penalty=1, + temperature=args.temperature, + top_k=args.top_k, + top_p=args.top_p, + stop=args.stop_words, + max_new_tokens=tokens_to_generate, + ) + + elif args.server_type == "dilated1": + from model_wrappers import Dilated1 + + llm = Dilated1( + name_or_path=args.model_name_or_path, + do_sample=args.temperature > 0, + repetition_penalty=1, + temperature=args.temperature, + top_k=args.top_k, + top_p=args.top_p, + stop=args.stop_words, + max_new_tokens=tokens_to_generate, + ) + + elif args.server_type == "dilated2": + from model_wrappers import Dilated2 + + llm = Dilated2( + name_or_path=args.model_name_or_path, + do_sample=args.temperature > 0, + repetition_penalty=1, + temperature=args.temperature, + top_k=args.top_k, + top_p=args.top_p, + stop=args.stop_words, + max_new_tokens=tokens_to_generate, + ) + + elif args.server_type == "InfLLM": + from model_wrappers import InfLLM + + llm = InfLLM( + name_or_path=args.model_name_or_path, + do_sample=args.temperature > 0, + repetition_penalty=1, + temperature=args.temperature, + top_k=args.top_k, + top_p=args.top_p, + stop=args.stop_words, + max_new_tokens=tokens_to_generate, + ) + + elif args.server_type == "minference": + from model_wrappers import Streaming + + llm = Streaming( + name_or_path=args.model_name_or_path, + do_sample=args.temperature > 0, + repetition_penalty=1, + temperature=args.temperature, + top_k=args.top_k, + top_p=args.top_p, + stop=args.stop_words, + max_new_tokens=tokens_to_generate, + ) + + elif args.server_type == "mamba": + from model_wrappers import MambaModel + + # mamba uses its own generation function, do not pass in do_sample + # https://github.com/state-spaces/mamba/blob/009bec5ee37f586844a3fc89c040a9c1a9d8badf/mamba_ssm/utils/generation.py#L121 + llm = MambaModel( + name_or_path=args.model_name_or_path, + repetition_penalty=1, + temperature=args.temperature, + top_k=args.top_k, + top_p=args.top_p, + stop=args.stop_words, + max_new_tokens=tokens_to_generate, + ) + + else: + raise RuntimeError(f"Unsupported server type {args.server_type}") + + return llm + + +def main(): + start_time = time.time() + + curr_folder = os.path.dirname(os.path.abspath(__file__)) + + try: + sys.path.append(os.path.dirname(curr_folder)) + module = importlib.import_module(f"data.{args.benchmark}.constants") + except ImportError: + print(f"Module data.{args.benchmark}.constants not found.") + + tasks_base = module.TASKS + with open(os.path.join(curr_folder, f"../{args.benchmark}.yaml"), "r") as f: + tasks_customized = yaml.safe_load(f) + + if args.task not in tasks_customized: + raise ValueError(f"{args.task} is not found in config_tasks.yaml") + + config = tasks_customized.get(args.task) + config.update(tasks_base[config["task"]]) + + task_file = args.data_dir / args.task / f"{args.subset}.jsonl" + + if args.chunk_amount > 1: + pred_file = args.save_dir / f"{args.task}-{args.chunk_idx}.jsonl" + else: + pred_file = args.save_dir / f"{args.task}.jsonl" + + print(f"Predict {args.task} \nfrom {task_file}\nto {pred_file}") + pred_file.parent.mkdir(parents=True, exist_ok=True) + + # Load data + if os.path.exists(pred_file): + pred_index = [sample["index"] for sample in read_manifest(pred_file)] + data = [ + sample + for sample in read_manifest(task_file) + if sample["index"] not in pred_index + ] + else: + data = read_manifest(task_file) + + # Load api + llm = get_llm(config["tokens_to_generate"]) + + def get_output(idx, index, input, outputs, others, truncation, length): + while True: + try: + pred = llm(prompt=input) + break + except Exception as e: + traceback.print_exc() + + if len(pred["text"]) > 0: + outputs_parallel[idx] = { + "index": index, + "pred": pred["text"][0], + "input": input, + "outputs": outputs, + "others": others, + "truncation": truncation, + "length": length, + } + + threads = [] + outputs_parallel = [{} for _ in range(len(data))] + # setting buffering=1 to force to dump the output after every line, so that we can see intermediate generations + with open(pred_file, "at", encoding="utf-8", buffering=1) as fout: + for idx, data_point in tqdm(enumerate(data), total=len(data)): + thread = threading.Thread( + target=get_output, + kwargs=dict( + idx=idx, + index=data_point["index"], + input=data_point["input"], + outputs=data_point["outputs"], + others=data_point.get("others", {}), + truncation=data_point.get("truncation", -1), + length=data_point.get("length", -1), + ), + ) + thread.start() + threads.append(thread) + if len(threads) == args.threads: + for thread in threads: + thread.join() + threads = [] + for computed_idx in range(idx - args.threads + 1, idx + 1): + if len(outputs_parallel[computed_idx]) > 0: + fout.write(json.dumps(outputs_parallel[computed_idx]) + "\n") + + # collecting the final batch + if len(data) > 0: + for thread in threads: + thread.join() + for computed_idx in range(idx - len(threads) + 1, idx + 1): + if len(outputs_parallel[computed_idx]) > 0: + fout.write(json.dumps(outputs_parallel[computed_idx]) + "\n") + + print(f"Used time: {round((time.time() - start_time) / 60, 1)} minutes") + + +if __name__ == "__main__": + main() diff --git a/experiments/ruler/pred/client_wrappers.py b/experiments/ruler/pred/client_wrappers.py new file mode 100644 index 0000000..1cc1aeb --- /dev/null +++ b/experiments/ruler/pred/client_wrappers.py @@ -0,0 +1,372 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + + +import abc +import json +import os +import re +import sys +import time +import traceback +from collections import defaultdict +from concurrent.futures import ThreadPoolExecutor +from pathlib import Path +from typing import List, Tuple, Union + +import requests +from tenacity import retry, stop_after_attempt, wait_random_exponential + + +class Client(abc.ABC): + def __init__( + self, + server_host, + server_port="5000", + ssh_server=None, + ssh_key_path=None, + **generation_kwargs, + ): + self.server_host = server_host + self.server_port = server_port + self.ssh_server = os.getenv("SSH_SERVER", ssh_server) + self.ssh_key_path = os.getenv("SSH_KEY_PATH", ssh_key_path) + self.generation_kwargs = generation_kwargs + + @abc.abstractmethod + def _single_call( + self, + prompts, + ): + pass + + def __call__(self, prompt: str, **kwargs): + request = self.generation_kwargs + # prompts are added later + request["prompts"] = [f"{prompt}"] + if "others" in kwargs: + requeset["others"] = kwargs["others"] + + outputs = self._single_call(**request) + response = {"text": outputs} + return response + + @retry(wait=wait_random_exponential(min=15, max=60), stop=stop_after_attempt(3)) + def _send_request(self, request, route="generate"): + if self.ssh_server and self.ssh_key_path: + import sshtunnel_requests + + sshtunnel_request = sshtunnel_requests.from_url( + f"ssh://{self.ssh_server}:22", self.ssh_key_path + ) + outputs = sshtunnel_request.put( + url="http://{}:{}/{}".format(self.server_host, self.server_port, route), + data=json.dumps(request), + headers={"Content-Type": "application/json"}, + ).json() + else: + outputs = requests.put( + url="http://{}:{}/{}".format(self.server_host, self.server_port, route), + data=json.dumps(request), + headers={"Content-Type": "application/json"}, + ).json() + return outputs + + +class TRTLLMClient(Client): + def _single_call( + self, + prompts, + tokens_to_generate, + temperature, + top_p, + top_k, + random_seed, + stop: List[str], + max_attention_window_size=None, + ): + request = { + "prompts": prompts, + "tokens_to_generate": tokens_to_generate, + "temperature": temperature, + "top_k": top_k, + "top_p": top_p, + "random_seed": random_seed, + "stop_words_list": ",".join(stop), + } + if max_attention_window_size: + request["max_attention_window_size"] = max_attention_window_size + + outputs = self._send_request(request) + return outputs + + +class VLLMClient(Client): + def _single_call( + self, + prompts, + tokens_to_generate, + temperature, + top_p, + top_k, + random_seed, + stop: List[str], + ): + request = { + "prompt": prompts[0], + "max_tokens": tokens_to_generate, + "temperature": temperature, + "top_k": top_k, + "top_p": top_p, + "stop": stop, + } + # TODO: random seed is not supported? + outputs = self._send_request(request) + outputs = outputs["text"] + return outputs + + +class OpenAIClient: + def __init__(self, model_name, **generation_kwargs): + model2length = { + # OpenAI + "gpt-4": 8192, + "gpt-4-0613": 8192, + "gpt-4-1106-preview": 128000, + "gpt-4-0125-preview": 128000, + "gpt-4-turbo-preview": 128000, + "gpt-3.5-turbo-0125": 16385, + "gpt-3.5-turbo-1106": 16385, + "gpt-3.5-turbo-0613": 4096, + "gpt-3.5-turbo": 16385, + "gpt-3.5-turbo-16k": 16385, + "gpt-3.5-turbo-16k-0613": 16385, + # Azure + "gpt-4-32k": 32768, + "gpt-4": 128000, + "gpt-35-turbo-16k": 16384, + } + self.openai_api_key = os.environ["OPENAI_API_KEY"] + self.azure_api_id = os.environ["AZURE_API_ID"] + self.azure_api_secret = os.environ["AZURE_API_SECRET"] + self.azure_api_endpoint = os.environ["AZURE_API_ENDPOINT"] + self.model_name = model_name + + # Azure + if self.azure_api_id and self.azure_api_secret: + if "gpt-3.5" in model_name: + self.model_name = "gpt-35-turbo-16k" + if "gpt-4" in model_name: + self.model_name = "gpt-4" + + import tiktoken + + self.encoding = tiktoken.get_encoding("cl100k_base") + self.max_length = model2length[self.model_name] + self.generation_kwargs = generation_kwargs + self._create_client() + + def _create_client( + self, + ): + from openai import AzureOpenAI, OpenAI + + # OpenAI + if self.openai_api_key: + self.client = OpenAI(api_key=self.openai_api_key) + + # Azure + elif self.azure_api_id and self.azure_api_secret: + self.client = AzureOpenAI( + api_key=self.get_azure_api_key( + self.azure_api_id, + self.azure_api_secret, + self.azure_api_endpoint, + ), + api_version="2024-02-15-preview", + azure_endpoint=os.path.join(self.azure_api_endpoint, "llm/v1/azure"), + ) + + def _count_tokens(self, messages): + tokens_per_message = 3 + tokens_per_name = 1 + num_tokens = 0 + for message in messages: + num_tokens += tokens_per_message + for key, value in message.items(): + num_tokens += len(self.encoding.encode(value)) + if key == "name": + num_tokens += tokens_per_name + num_tokens += 3 # every reply is primed with <|start|>assistant<|message|> + return num_tokens + + @retry(wait=wait_random_exponential(min=15, max=60), stop=stop_after_attempt(3)) + def _send_request(self, request): + try: + response = self.client.chat.completions.create( + model=self.model_name, + messages=request["msgs"], + max_tokens=request["tokens_to_generate"], + temperature=request["temperature"], + seed=request["random_seed"], + top_p=request["top_p"], + stop=request["stop"], + ) + except Exception as e: + print(f"Error occurred while calling OpenAI: {e}") + if self.azure_api_id and self.azure_api_secret and e.status_code == 401: + # token expired + self._create_client() + + return response + + def __call__( + self, + prompt: str, + ): + # system_msg = [{"role": "system", "content": ""}] + system_msg = [] + user_assistant_msgs = [{"role": "user", "content": prompt}] + msgs = system_msg + user_assistant_msgs + openai_length = self._count_tokens(msgs) + request = self.generation_kwargs + + tokens_to_generate_new = self.max_length - openai_length + if tokens_to_generate_new < request["tokens_to_generate"]: + print( + f"Reduce generate tokens from {request['tokens_to_generate']} to {tokens_to_generate_new}" + ) + request["tokens_to_generate"] = tokens_to_generate_new + + request["msgs"] = msgs + outputs = self._send_request(request) + response = {"text": [outputs.choices[0].message.content]} + return response + + def get_azure_api_key( + self, + p_client_id, + p_client_secret, + p_token_url, + p_scope="azureopenai-readwrite", + cache_file="azure_openai_key.json", + ): + base_path = Path(__file__).parent + file_path = Path.joinpath(base_path, cache_file) + + # Check if the token is cached + renew = True + if os.path.exists(file_path): + with open(file_path, "r") as f: + token = json.load(f) + renew = True if time.time() > token["expires_in"] else False + + if renew: + # Get a new token from the OAuth server + response = requests.post( + os.path.join(p_token_url, "oauth/api/v1/ssa/default/token"), + data={ + "grant_type": "client_credentials", + "client_id": p_client_id, + "client_secret": p_client_secret, + "scope": p_scope, + }, + ) + response.raise_for_status() + token = response.json() + token["expires_in"] += time.time() + with open(file_path, "w") as f: + json.dump(token, f) + + authToken = token["access_token"] + return authToken + + +class GeminiClient: + def __init__(self, model_name, **generation_kwargs): + model2length = { + "gemini-1.0-pro-latest": (30720, 2048), + "gemini-1.5-pro-latest": (1048576, 8192), + } + + self.model_name = model_name + self.model = self._initialize_model() + self.max_input_length = model2length[model_name][0] + self.max_output_length = model2length[model_name][1] + assert generation_kwargs["tokens_to_generate"] < self.max_output_length, print( + f"tokens_to_generate exceeds {self.max_output_length}" + ) + + import google.generativeai as genai + + self.config = genai.GenerationConfig( + candidate_count=1, + stop_sequences=generation_kwargs["stop"], + max_output_tokens=generation_kwargs["tokens_to_generate"], + temperature=generation_kwargs["temperature"], + top_p=generation_kwargs["top_p"], + top_k=generation_kwargs["top_k"], + ) + + from google.generativeai.types import HarmBlockThreshold, HarmCategory + + self.safety_settings = { + HarmCategory.HARM_CATEGORY_HARASSMENT: HarmBlockThreshold.BLOCK_NONE, + HarmCategory.HARM_CATEGORY_HATE_SPEECH: HarmBlockThreshold.BLOCK_NONE, + HarmCategory.HARM_CATEGORY_SEXUALLY_EXPLICIT: HarmBlockThreshold.BLOCK_NONE, + HarmCategory.HARM_CATEGORY_DANGEROUS_CONTENT: HarmBlockThreshold.BLOCK_NONE, + } + + @retry(wait=wait_random_exponential(min=60, max=60), stop=stop_after_attempt(3)) + def _send_request(self, request): + try: + response = self.model.generate_content( + request["prompt"], + generation_config=request["config"], + safety_settings=self.safety_settings, + ) + except Exception as e: + traceback.print_exc() + return None + return response + + def __call__( + self, + prompt: str, + ): + assert ( + self.model.count_tokens(prompt).total_tokens < self.max_input_length + ), print(f"input length exceeds {self.max_input_length}") + + request = { + "prompt": prompt, + "config": self.config, + } + + outputs = self._send_request(request) + + try: + response = {"text": [outputs.candidates[0].content.parts[0].text]} + except Exception as e: + response = {"text": []} + print(outputs) + traceback.print_exc() + + return response + + def _initialize_model(self): + import google.generativeai as genai + + genai.configure(api_key=os.environ["GEMINI_API_KEY"]) + return genai.GenerativeModel(self.model_name) diff --git a/experiments/ruler/pred/model_wrappers.py b/experiments/ruler/pred/model_wrappers.py new file mode 100644 index 0000000..7a401ce --- /dev/null +++ b/experiments/ruler/pred/model_wrappers.py @@ -0,0 +1,361 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import json +import logging +from typing import Dict, List, Optional + +import requests +import torch + +from minference import MInference + + +class HuggingFaceModel: + def __init__(self, name_or_path: str, **generation_kwargs) -> None: + from transformers import AutoModelForCausalLM, AutoTokenizer, pipeline + + self.tokenizer = AutoTokenizer.from_pretrained( + name_or_path, trust_remote_code=True + ) + + if "Yarn-Llama" in name_or_path: + model_kwargs = None + else: + model_kwargs = {"attn_implementation": "flash_attention_2"} + + try: + self.pipeline = pipeline( + "text-generation", + model=name_or_path, + tokenizer=self.tokenizer, + trust_remote_code=True, + device_map="auto", + torch_dtype=torch.bfloat16, + model_kwargs=model_kwargs, + ) + except: + self.pipeline = None + self.model = AutoModelForCausalLM.from_pretrained( + name_or_path, + trust_remote_code=True, + device_map="auto", + torch_dtype=torch.bfloat16, + ) + + self.generation_kwargs = generation_kwargs + self.stop = self.generation_kwargs.pop("stop") + + def __call__(self, prompt: str, **kwargs) -> Dict[str, List[str]]: + if self.pipeline is None: + inputs = self.tokenizer(prompt, return_tensors="pt").to(self.model.device) + output = self.model.generate(**inputs, **self.generation_kwargs) + generated_text = self.tokenizer.decode( + output[0][inputs.input_ids.shape[1] :], skip_special_tokens=True + ) + else: + output = self.pipeline( + text_inputs=prompt, + **self.generation_kwargs, + ) + assert len(output) == 1 + generated_text = output[0]["generated_text"] + + # remove the input form the generated text + if generated_text.startswith(prompt): + generated_text = generated_text[len(prompt) :] + + if self.stop is not None: + for s in self.stop: + generated_text = generated_text.split(s)[0] + return {"text": [generated_text]} + + +class MInferenceModel: + def __init__(self, name_or_path: str, **generation_kwargs) -> None: + from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer + + self.tokenizer = AutoTokenizer.from_pretrained( + name_or_path, trust_remote_code=True + ) + self.model = AutoModelForCausalLM.from_pretrained( + name_or_path, + torch_dtype="auto", + device_map="auto", + ) + minfence_patch = MInference("minference", name_or_path, None, starting_layer=0) + self.model = minfence_patch.patch_model(self.model) + + self.pipeline = None + self.generation_kwargs = generation_kwargs + self.stop = self.generation_kwargs.pop("stop") + + def __call__(self, prompt: str, **kwargs) -> Dict[str, List[str]]: + torch.cuda.empty_cache() + inputs = self.tokenizer(prompt, return_tensors="pt").to(self.model.device) + output = self.model.generate(**inputs, **self.generation_kwargs) + generated_text = self.tokenizer.decode( + output[0][inputs.input_ids.shape[1] :], skip_special_tokens=True + ) + + # remove the input form the generated text + if generated_text.startswith(prompt): + generated_text = generated_text[len(prompt) :] + + if self.stop is not None: + for s in self.stop: + generated_text = generated_text.split(s)[0] + return {"text": [generated_text]} + + +class Dilated1(MInferenceModel): + def __init__(self, name_or_path: str, **generation_kwargs) -> None: + from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer + + self.tokenizer = AutoTokenizer.from_pretrained( + name_or_path, trust_remote_code=True + ) + self.model = AutoModelForCausalLM.from_pretrained( + name_or_path, + torch_dtype="auto", + device_map="auto", + ) + minfence_patch = MInference("dilated1", name_or_path, None, starting_layer=0) + self.model = minfence_patch.patch_model(self.model) + self.pipeline = None + + self.generation_kwargs = generation_kwargs + self.stop = self.generation_kwargs.pop("stop") + + +class InfLLM(MInferenceModel): + def __init__(self, name_or_path: str, **generation_kwargs) -> None: + from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer + + self.tokenizer = AutoTokenizer.from_pretrained( + name_or_path, trust_remote_code=True + ) + self.model = AutoModelForCausalLM.from_pretrained( + name_or_path, + torch_dtype="auto", + device_map="auto", + ) + minfence_patch = MInference("inf_llm", name_or_path, None, starting_layer=0) + self.model = minfence_patch.patch_model(self.model) + self.pipeline = None + self.generation_kwargs = generation_kwargs + self.stop = self.generation_kwargs.pop("stop") + + def __call__(self, prompt: str, **kwargs) -> Dict[str, List[str]]: + inputs = self.tokenizer( + prompt, return_tensors="pt", return_attention_mask=False + ).to(self.model.device) + output = self.model.generate( + **inputs, + max_new_tokens=self.generation_kwargs["max_new_tokens"], + ) + generated_text = self.tokenizer.decode( + output[0][inputs.input_ids.shape[1] :], skip_special_tokens=True + ) + + # remove the input form the generated text + if generated_text.startswith(prompt): + generated_text = generated_text[len(prompt) :] + + if self.stop is not None: + for s in self.stop: + generated_text = generated_text.split(s)[0] + return {"text": [generated_text]} + + +class Dilated2(MInferenceModel): + def __init__(self, name_or_path: str, **generation_kwargs) -> None: + from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer + + self.tokenizer = AutoTokenizer.from_pretrained( + name_or_path, trust_remote_code=True + ) + self.model = AutoModelForCausalLM.from_pretrained( + name_or_path, + torch_dtype="auto", + device_map="auto", + ) + minfence_patch = MInference("dilated2", name_or_path, None, starting_layer=0) + self.model = minfence_patch.patch_model(self.model) + self.pipeline = None + + self.generation_kwargs = generation_kwargs + self.stop = self.generation_kwargs.pop("stop") + + +class YiStatic(MInferenceModel): + def __init__(self, name_or_path: str, **generation_kwargs) -> None: + from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer + + self.tokenizer = AutoTokenizer.from_pretrained( + name_or_path, trust_remote_code=True + ) + self.model = AutoModelForCausalLM.from_pretrained( + name_or_path, + torch_dtype="auto", + device_map="auto", + ) + self.model.config.static_pattern = True + minfence_patch = MInference("minference", name_or_path, None, starting_layer=0) + self.model = minfence_patch.patch_model(self.model) + self.pipeline = None + + self.generation_kwargs = generation_kwargs + self.stop = self.generation_kwargs.pop("stop") + + +class LlamaStatic(MInferenceModel): + def __init__(self, name_or_path: str, **generation_kwargs) -> None: + from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer + + self.tokenizer = AutoTokenizer.from_pretrained( + name_or_path, trust_remote_code=True + ) + self.model = AutoModelForCausalLM.from_pretrained( + name_or_path, + torch_dtype="auto", + device_map="auto", + ) + self.model.config.static_pattern = True + minfence_patch = MInference("minference", name_or_path, None, starting_layer=0) + self.model = minfence_patch.patch_model(self.model) + self.pipeline = None + + self.generation_kwargs = generation_kwargs + self.stop = self.generation_kwargs.pop("stop") + + +class MInferenceOP(MInferenceModel): + def __init__(self, name_or_path: str, **generation_kwargs) -> None: + from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer + + self.tokenizer = AutoTokenizer.from_pretrained( + name_or_path, trust_remote_code=True + ) + self.model = AutoModelForCausalLM.from_pretrained( + name_or_path, + torch_dtype="auto", + device_map="auto", + ) + self.model.config.static_pattern = True + minfence_patch = MInference("minference", name_or_path, None, starting_layer=0) + self.model = minfence_patch.patch_model(self.model) + self.pipeline = None + + self.generation_kwargs = generation_kwargs + self.stop = self.generation_kwargs.pop("stop") + + +class MInferenceOPYi(MInferenceModel): + def __init__(self, name_or_path: str, **generation_kwargs) -> None: + from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer + + self.tokenizer = AutoTokenizer.from_pretrained( + name_or_path, trust_remote_code=True + ) + self.model = AutoModelForCausalLM.from_pretrained( + name_or_path, + torch_dtype="auto", + device_map="auto", + ) + self.model.config.static_pattern = True + minfence_patch = MInference("minference", name_or_path, None, starting_layer=0) + self.model = minfence_patch.patch_model(self.model) + self.pipeline = None + + self.generation_kwargs = generation_kwargs + self.stop = self.generation_kwargs.pop("stop") + + +class OPYiHalfV2(MInferenceModel): + def __init__(self, name_or_path: str, **generation_kwargs) -> None: + from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer + + self.tokenizer = AutoTokenizer.from_pretrained( + name_or_path, trust_remote_code=True + ) + self.model = AutoModelForCausalLM.from_pretrained( + name_or_path, + torch_dtype="auto", + device_map="auto", + ) + self.model.config.static_pattern = True + minfence_patch = MInference("minference", name_or_path, None, starting_layer=0) + self.model = minfence_patch.patch_model(self.model) + self.pipeline = None + + self.generation_kwargs = generation_kwargs + self.stop = self.generation_kwargs.pop("stop") + + +class Streaming(MInferenceModel): + def __init__(self, name_or_path: str, **generation_kwargs) -> None: + from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer + + self.tokenizer = AutoTokenizer.from_pretrained( + name_or_path, trust_remote_code=True + ) + self.model = AutoModelForCausalLM.from_pretrained( + name_or_path, + torch_dtype="auto", + device_map="auto", + ) + self.model.config.static_pattern = True + minfence_patch = MInference("streaming", name_or_path, None, starting_layer=0) + self.model = minfence_patch.patch_model(self.model) + self.pipeline = None + + self.generation_kwargs = generation_kwargs + self.stop = self.generation_kwargs.pop("stop") + + +class MambaModel: + def __init__(self, name_or_path: str, **generation_kwargs) -> None: + from mamba_ssm.models.mixer_seq_simple import MambaLMHeadModel + from transformers import AutoTokenizer + + self.tokenizer = AutoTokenizer.from_pretrained("EleutherAI/gpt-neox-20b") + self.device = "cuda" + self.model = MambaLMHeadModel.from_pretrained( + name_or_path, device=self.device, dtype=torch.bfloat16 + ) + self.generation_kwargs = generation_kwargs + self.stop = self.generation_kwargs.pop("stop") + self.max_genlen = self.generation_kwargs.pop("max_new_tokens") + self.minp = 0.0 + + def __call__(self, prompt: str, **kwargs) -> Dict[str, List[str]]: + # tokenize + tokens = self.tokenizer(prompt, return_tensors="pt") + input_ids = tokens.input_ids.to(self.device) + max_length = input_ids.shape[1] + self.max_genlen + + # generate + out = self.model.generate( + input_ids=input_ids, + max_length=max_length, + cg=True, + return_dict_in_generate=True, + output_scores=True, + enable_timing=False, + **self.generation_kwargs, + ) + assert len(out.sequences) == 1 + # detok + return {"text": [self.tokenizer.decode(out.sequences[0][input_ids.shape[1] :])]} diff --git a/experiments/ruler/pred/serve_trt.py b/experiments/ruler/pred/serve_trt.py new file mode 100644 index 0000000..5df34ef --- /dev/null +++ b/experiments/ruler/pred/serve_trt.py @@ -0,0 +1,276 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# adapted from https://github.com/Kipok/NeMo-Skills/blob/v0.1/nemo_skills/inference/server/serve_trt.py + +import json +import logging +import sys +from argparse import ArgumentParser +from pathlib import Path + +import numpy as np +import tensorrt_llm +import torch +from flask import Flask, jsonify, request +from flask_restful import Api, Resource +from mpi4py import MPI +from tensorrt_llm.runtime import ModelRunnerCpp +from transformers import AutoTokenizer + + +class TritonServerGenerate(Resource): + def __init__(self, model): + self.model = model + self.comm = MPI.COMM_WORLD + + def generate( + self, + prompts, + max_new_tokens, + temperature, + top_k, + top_p, + repetition_penalty, + random_seed, + stop_words_list, + max_attention_window_size=None, + ): + output = self.model.forward( + prompts, + max_output_token=max_new_tokens, + top_k=top_k, + top_p=top_p, + temperature=temperature, + repetition_penalty=repetition_penalty, + random_seed=random_seed, + stop_words_list=stop_words_list, + max_attention_window_size=max_attention_window_size, + ) + return output + + def put(self): + logging.info("request IP: " + str(request.remote_addr)) + logging.info(json.dumps(request.get_json())) + + input_request = request.get_json() + + tokens_to_generate = input_request.get("tokens_to_generate", 64) + temperature = input_request.get("temperature", 1.0) + top_k = input_request.get("top_k", 0) + top_p = input_request.get("top_p", 1.0) + repetition_penalty = input_request.get("repetition_penalty", 1.2) + stop_words_list = input_request.get("stop_words_list") + max_attention_window_size = input_request.get("max_attention_window_size") + random_seed = input_request.get("random_seed", 0) + prompts = input_request["prompts"] + + data = dict( + prompts=prompts, + max_new_tokens=tokens_to_generate, + temperature=temperature, + top_k=top_k, + top_p=top_p, + repetition_penalty=repetition_penalty, + random_seed=random_seed, + stop_words_list=stop_words_list, + max_attention_window_size=max_attention_window_size, + ) + self.comm.Barrier() + data = self.comm.bcast(data, root=0) + + out = self.generate(**data) + return jsonify(out) + + +def parse_input(input_texts: str, tokenizer): + batch_input_ids = [ + tokenizer.encode( + input_text, + add_special_tokens=False, # TODO: does this need to be true? + ) + for input_text in input_texts + ] + batch_input_ids = [ + torch.tensor(x, dtype=torch.int32, device="cuda") for x in batch_input_ids + ] + input_lengths = [x.size(0) for x in batch_input_ids] + + return batch_input_ids, input_lengths + + +def get_output(output_ids, input_lengths, max_output_len, tokenizer, eos_token): + num_beams = output_ids.size(1) + assert num_beams == 1 + output_texts = [] + for idx, input_len in enumerate(input_lengths): + output_begin = input_len + output_end = input_len + max_output_len + outputs = output_ids[idx][0][output_begin:output_end] + eos_ids = (outputs == eos_token).nonzero(as_tuple=True)[-1] + if len(eos_ids) > 0: + outputs = outputs[: eos_ids[0]] + outputs = outputs.tolist() + output_texts.append(tokenizer.decode(outputs)) + return output_texts + + +def prepare_stop_words(stop_words_list, tokenizer): + # adapted from https://github.com/NVIDIA/TensorRT-LLM/blob/b310ec675145c9ee7668592549f733df4abf1e94/tensorrt_llm/runtime/generation.py#L46 + flat_ids = [] + offsets = [] + for batch_stop_words in stop_words_list: + item_flat_ids = [] + item_offsets = [] + + for word in batch_stop_words: + # there is a known issue in TensorRT-LLM that word ids are not unique and might change depending on + # where in the text it appears. In our case we mainly need to stop on ids as they appear in the middle + # of the text. The following is a workaround to get such ids that works for both kind of stop + # words as well as newlines that we commonly use. But note that it's not a universal fix, so this might + # require refactoring if different stop words are used in the future. + # Eventually, this needs to be fixed inside TensorRT-LLM itself. + ids = tokenizer.encode("magic" + word) + ids = ids[2:] # skipping "magic" + + if len(ids) == 0: + continue + + item_flat_ids += ids + item_offsets.append(len(ids)) + + flat_ids.append(np.array(item_flat_ids)) + offsets.append(np.cumsum(np.array(item_offsets))) + + pad_to = max(1, max(len(ids) for ids in flat_ids)) + + for i, (ids, offs) in enumerate(zip(flat_ids, offsets)): + flat_ids[i] = np.pad(ids, (0, pad_to - len(ids)), constant_values=0) + offsets[i] = np.pad(offs, (0, pad_to - len(offs)), constant_values=-1) + + stop_words = np.array([flat_ids, offsets], dtype="int32").transpose((1, 0, 2)) + return torch.Tensor(stop_words).to(torch.int32).to("cuda").contiguous() + + +def load_tokenizer(tokenizer_dir: str): + tokenizer = AutoTokenizer.from_pretrained( + tokenizer_dir, + legacy=False, + trust_remote_code=True, + ) + + if tokenizer.pad_token_id is None: + tokenizer.pad_token_id = tokenizer.eos_token_id + pad_id = tokenizer.pad_token_id + end_id = tokenizer.eos_token_id + + return tokenizer, pad_id, end_id + + +class TensorRTLLM: + def __init__(self, model_path: str): + self.tokenizer, self.pad_id, self.end_id = load_tokenizer( + tokenizer_dir=model_path + ) + self.runner = ModelRunnerCpp.from_dir( + engine_dir=model_path, rank=tensorrt_llm.mpi_rank() + ) + + @torch.no_grad() + def forward( + self, + input_texts, + max_output_token, + top_k, + top_p, + temperature, + repetition_penalty, + random_seed, + stop_words_list, + max_attention_window_size, + ): + batch_input_ids, input_lengths = parse_input(input_texts, self.tokenizer) + + stop_words_list = [stop_words_list for _ in range(len(input_texts))] + stop_words_list = prepare_stop_words(stop_words_list, self.tokenizer) + + # TODO: return dictionary with a proper error reporting + try: + output_ids = self.runner.generate( + batch_input_ids, + max_new_tokens=max_output_token, + end_id=self.end_id, + pad_id=self.pad_id, + temperature=temperature, + top_k=top_k, + top_p=top_p, + repetition_penalty=repetition_penalty, + random_seed=random_seed, + stop_words_list=stop_words_list, + max_attention_window_size=max_attention_window_size, + return_dict=False, + ) + torch.cuda.synchronize() + + output = get_output( + output_ids, input_lengths, max_output_token, self.tokenizer, self.end_id + ) + except RuntimeError as e: + logging.error("RuntimeError: %s", e) + output = [f"RuntimeError: {e}"] * len(input_texts) + + return output + + +class WrapperServer: + def __init__(self, model_path: str): + self.comm = MPI.COMM_WORLD + self.rank = self.comm.Get_rank() + + self.model = TensorRTLLM(model_path=model_path) + + if self.rank == 0: + self.app = Flask(__file__, static_url_path="") + api = Api(self.app) + api.add_resource( + TritonServerGenerate, "/generate", resource_class_args=[self.model] + ) + + def run(self, url, port=5000): + if self.rank == 0: + self.app.run(url, threaded=True, port=port, debug=False) + else: + self.worker_loop() + + def worker_loop(self): + triton = TritonServerGenerate(self.model) + while True: + self.comm.Barrier() + data = None + data = self.comm.bcast(data, root=0) + triton.generate(**data) + + +if __name__ == "__main__": + # TODO: can we reuse normal logger here? + logging.getLogger().addHandler(logging.StreamHandler(sys.stdout)) + + parser = ArgumentParser() + parser.add_argument("--model_path", required=True) + parser.add_argument("--host", type=str, default="0.0.0.0") + parser.add_argument("--port", type=int, default=5000) + args = parser.parse_args() + + server = WrapperServer(model_path=args.model_path) + server.run(args.host, args.port) diff --git a/experiments/ruler/pred/serve_vllm.py b/experiments/ruler/pred/serve_vllm.py new file mode 100644 index 0000000..b48bdc4 --- /dev/null +++ b/experiments/ruler/pred/serve_vllm.py @@ -0,0 +1,111 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# adapted from https://github.com/vllm-project/vllm/blob/v0.4.0/vllm/entrypoints/api_server.py + +import argparse +import json +from typing import AsyncGenerator + +import uvicorn +from fastapi import FastAPI, Request +from fastapi.responses import JSONResponse, Response, StreamingResponse +from vllm.engine.arg_utils import AsyncEngineArgs +from vllm.engine.async_llm_engine import AsyncLLMEngine +from vllm.sampling_params import SamplingParams +from vllm.utils import random_uuid + +TIMEOUT_KEEP_ALIVE = 5 # seconds. +app = FastAPI() +engine = None + + +@app.get("/health") +async def health() -> Response: + """Health check.""" + return Response(status_code=200) + + +@app.put("/generate") +async def generate(request: Request) -> Response: + """Generate completion for the request. + + The request should be a JSON object with the following fields: + - prompt: the prompt to use for the generation. + - stream: whether to stream the results or not. + - other fields: the sampling parameters (See `SamplingParams` for details). + """ + request_dict = await request.json() + prompt = request_dict.pop("prompt") + stream = request_dict.pop("stream", False) + sampling_params = SamplingParams(**request_dict) + request_id = random_uuid() + + results_generator = engine.generate(prompt, sampling_params, request_id) + + # Streaming case + async def stream_results() -> AsyncGenerator[bytes, None]: + async for request_output in results_generator: + prompt = request_output.prompt + text_outputs = [prompt + output.text for output in request_output.outputs] + ret = {"text": text_outputs} + yield (json.dumps(ret) + "\0").encode("utf-8") + + if stream: + return StreamingResponse(stream_results()) + + # Non-streaming case + final_output = None + async for request_output in results_generator: + if await request.is_disconnected(): + # Abort the request if the client disconnects. + await engine.abort(request_id) + return Response(status_code=499) + final_output = request_output + assert final_output is not None + text_outputs = [output.text for output in final_output.outputs] + ret = {"text": text_outputs} + return JSONResponse(ret) + + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument("--host", type=str, default="0.0.0.0") + parser.add_argument("--port", type=int, default=5000) + parser.add_argument("--ssl-keyfile", type=str, default=None) + parser.add_argument("--ssl-certfile", type=str, default=None) + parser.add_argument( + "--root-path", + type=str, + default=None, + help="FastAPI root_path when app is behind a path based routing proxy", + ) + parser = AsyncEngineArgs.add_cli_args(parser) + args = parser.parse_args() + + engine_args = AsyncEngineArgs.from_cli_args(args) + engine_args.max_model_len = 140000 + engine_args.disable_log_requests = True + engine = AsyncLLMEngine.from_engine_args(engine_args) + + app.root_path = args.root_path + uvicorn.run( + app, + host=args.host, + port=args.port, + log_level="warning", + timeout_keep_alive=TIMEOUT_KEEP_ALIVE, + ssl_keyfile=args.ssl_keyfile, + ssl_certfile=args.ssl_certfile, + ) diff --git a/experiments/ruler/run.sh b/experiments/ruler/run.sh new file mode 100644 index 0000000..1848423 --- /dev/null +++ b/experiments/ruler/run.sh @@ -0,0 +1,115 @@ +#!/bin/bash +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# container: docker.io/cphsieh/ruler:0.1.0 +# bash run.sh MODEL_NAME BENCHMARK_NAME + +if [ $# -ne 2 ]; then + echo "Usage: $0 $1 " + exit 1 +fi + + +# Root Directories +GPUS="1" # GPU size for tensor_parallel. +ROOT_DIR="results/ruler/" # the path that stores generated task samples and model predictions. +MODEL_DIR="" # the path that contains individual model folders from HUggingface. +ENGINE_DIR="" # the path that contains individual engine folders from TensorRT-LLM. + + +# Model and Tokenizer +source config_models.sh +MODEL_NAME=${1} +MODEL_CONFIG=$(MODEL_SELECT ${MODEL_NAME} ${MODEL_DIR} ${ENGINE_DIR}) +IFS=":" read MODEL_PATH MODEL_TEMPLATE_TYPE MODEL_FRAMEWORK TOKENIZER_PATH TOKENIZER_TYPE OPENAI_API_KEY GEMINI_API_KEY AZURE_ID AZURE_SECRET AZURE_ENDPOINT <<< "$MODEL_CONFIG" +if [ -z "${MODEL_PATH}" ]; then + echo "Model: ${MODEL_NAME} is not supported" + exit 1 +fi + + +export OPENAI_API_KEY=${OPENAI_API_KEY} +export GEMINI_API_KEY=${GEMINI_API_KEY} +export AZURE_API_ID=${AZURE_ID} +export AZURE_API_SECRET=${AZURE_SECRET} +export AZURE_API_ENDPOINT=${AZURE_ENDPOINT} + + +# Benchmark and Tasks +source config_tasks.sh +BENCHMARK=${2} +declare -n TASKS=$BENCHMARK +if [ -z "${TASKS}" ]; then + echo "Benchmark: ${BENCHMARK} is not supported" + exit 1 +fi + + +# Start server (you may want to run in other container.) +if [ "$MODEL_FRAMEWORK" == "vllm" ]; then + python pred/serve_vllm.py \ + --model=${MODEL_PATH} \ + --tensor-parallel-size=${GPUS} \ + --dtype bfloat16 \ + --disable-custom-all-reduce \ + --max-model-len 140000 \ + --max-num-seqs 1 \ + & + +elif [ "$MODEL_FRAMEWORK" == "trtllm" ]; then + python pred/serve_trt.py \ + --model_path=${MODEL_PATH} \ + & +fi + + +# Start client (prepare data / call model API / obtain final metrics) +for MAX_SEQ_LENGTH in "${SEQ_LENGTHS[@]}"; do + + RESULTS_DIR="${ROOT_DIR}/${MODEL_NAME}/${BENCHMARK}/${MAX_SEQ_LENGTH}" + DATA_DIR="${RESULTS_DIR}/data" + PRED_DIR="${RESULTS_DIR}/pred" + mkdir -p ${DATA_DIR} + mkdir -p ${PRED_DIR} + + for TASK in "${TASKS[@]}"; do + python data/prepare.py \ + --save_dir ${DATA_DIR} \ + --benchmark ${BENCHMARK} \ + --task ${TASK} \ + --tokenizer_path ${TOKENIZER_PATH} \ + --tokenizer_type ${TOKENIZER_TYPE} \ + --max_seq_length ${MAX_SEQ_LENGTH} \ + --model_template_type ${MODEL_TEMPLATE_TYPE} \ + --num_samples ${NUM_SAMPLES} \ + ${REMOVE_NEWLINE_TAB} + + python pred/call_api.py \ + --data_dir ${DATA_DIR} \ + --save_dir ${PRED_DIR} \ + --benchmark ${BENCHMARK} \ + --task ${TASK} \ + --server_type ${MODEL_FRAMEWORK} \ + --model_name_or_path ${MODEL_PATH} \ + --temperature ${TEMPERATURE} \ + --top_k ${TOP_K} \ + --top_p ${TOP_P} \ + ${STOP_WORDS} + done + + python eval/evaluate.py \ + --data_dir ${PRED_DIR} \ + --benchmark ${BENCHMARK} +done diff --git a/experiments/ruler/synthetic.yaml b/experiments/ruler/synthetic.yaml new file mode 100644 index 0000000..823ed73 --- /dev/null +++ b/experiments/ruler/synthetic.yaml @@ -0,0 +1,121 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +niah_single_1: + task: niah + args: + type_haystack: repeat + type_needle_k: words + type_needle_v: numbers + num_needle_k: 1 + num_needle_v: 1 + num_needle_q: 1 + +niah_single_2: + task: niah + args: + type_haystack: essay + type_needle_k: words + type_needle_v: numbers + num_needle_k: 1 + num_needle_v: 1 + num_needle_q: 1 + +niah_single_3: + task: niah + args: + type_haystack: essay + type_needle_k: words + type_needle_v: uuids + num_needle_k: 1 + num_needle_v: 1 + num_needle_q: 1 + +niah_multikey_1: + task: niah + args: + type_haystack: essay + type_needle_k: words + type_needle_v: numbers + num_needle_k: 4 + num_needle_v: 1 + num_needle_q: 1 + +niah_multikey_2: + task: niah + args: + type_haystack: needle + type_needle_k: words + type_needle_v: numbers + num_needle_k: 1 + num_needle_v: 1 + num_needle_q: 1 + +niah_multikey_3: + task: niah + args: + type_haystack: needle + type_needle_k: uuids + type_needle_v: uuids + num_needle_k: 1 + num_needle_v: 1 + num_needle_q: 1 + +niah_multivalue: + task: niah + args: + type_haystack: essay + type_needle_k: words + type_needle_v: numbers + num_needle_k: 1 + num_needle_v: 4 + num_needle_q: 1 + +niah_multiquery: + task: niah + args: + type_haystack: essay + type_needle_k: words + type_needle_v: numbers + num_needle_k: 1 + num_needle_v: 1 + num_needle_q: 4 + +vt: + task: variable_tracking + args: + num_chains: 1 + num_hops: 4 + +cwe: + task: common_words_extraction + args: + freq_cw: 30 + freq_ucw: 3 + num_cw: 10 + +fwe: + task: freq_words_extraction + args: + alpha: 2.0 + +qa_1: + task: qa + args: + dataset: squad + +qa_2: + task: qa + args: + dataset: hotpotqa From adc194f2d38b4f847c59b12ad396c397f44af058 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Wed, 5 Jun 2024 16:01:38 +0000 Subject: [PATCH 06/41] Feature(MInference): add benchmark e2e --- experiments/benchmarks/benchmark_e2e.py | 74 +++++++++++++++++++ experiments/benchmarks/run_e2e.sh | 6 ++ .../infinite_bench/run_infinitebench.py | 4 +- .../needle_in_a_haystack/needle_tools.py | 4 +- experiments/ppl/run_ppl.py | 4 +- experiments/ruler/pred/model_wrappers.py | 52 ++++++++----- 6 files changed, 118 insertions(+), 26 deletions(-) create mode 100644 experiments/benchmarks/benchmark_e2e.py create mode 100644 experiments/benchmarks/run_e2e.sh diff --git a/experiments/benchmarks/benchmark_e2e.py b/experiments/benchmarks/benchmark_e2e.py new file mode 100644 index 0000000..a2660fd --- /dev/null +++ b/experiments/benchmarks/benchmark_e2e.py @@ -0,0 +1,74 @@ +import argparse +import sys +import time + +import torch +from transformers import ( + AutoConfig, + AutoModelForCausalLM, + AutoTokenizer, + GenerationConfig, + LlamaForCausalLM, +) + +from minference import MInference + + +def run_target_length(m: int, model): + # wget https://raw.githubusercontent.com/FranxYao/chain-of-thought-hub/main/gsm8k/lib_prompt/prompt_hardest.txt + prompt_complex = open("./prompt_hardest.txt").read() + input_ids = tokenizer(prompt_complex)["input_ids"] + n = len(input_ids) + b = m // n + 1 + + new_input_ids = (input_ids * b)[:m] + prompt = tokenizer.decode(new_input_ids) + data = tokenizer(prompt, return_tensors="pt") + input_ids = data["input_ids"].cuda() + attention_mask = data["attention_mask"].cuda() + s = 0 + T = 10 + for _ in range(T): + torch.cuda.synchronize() + start = time.time() + with torch.no_grad(): + model(input_ids, attention_mask, use_cache=False) + # model.generate(input_ids, generation_config=GenerationConfig(max_new_tokens=1)) + torch.cuda.synchronize() + s += time.time() - start + print(m, s / T) + + +if __name__ == "__main__": + args = argparse.ArgumentParser() + args.add_argument( + "--model_name", + type=str, + default="gradientai/Llama-3-8B-Instruct-Gradient-1048k", + ) + args.add_argument( + "--attn_type", + type=str, + required=True, + choices=[ + "hf", + "streaming", + "minference", + "minference_wo_cache", + "inf_llm", + ], + ) + args.add_argument("--context_window", type=int, default=100000) + args = args.parse_args() + + model_name = args.model_name + tokenizer = AutoTokenizer.from_pretrained(model_name) + model = AutoModelForCausalLM.from_pretrained( + model_name, + torch_dtype="auto", + device_map="auto", + ) + minference_patch = MInference(args.attn_type, model_name, None, starting_layer=0) + + model = minference_patch.patch_model(model) + run_target_length(args.context_window, model) diff --git a/experiments/benchmarks/run_e2e.sh b/experiments/benchmarks/run_e2e.sh new file mode 100644 index 0000000..fa8b950 --- /dev/null +++ b/experiments/benchmarks/run_e2e.sh @@ -0,0 +1,6 @@ +# Load data +wget https://raw.githubusercontent.com/FranxYao/chain-of-thought-hub/main/gsm8k/lib_prompt/prompt_hardest.txt + +python experiments/benchmarks/benchmark_e2e.py \ + --attn_type minference \ + --context_window 300000 diff --git a/experiments/infinite_bench/run_infinitebench.py b/experiments/infinite_bench/run_infinitebench.py index b557787..dabf6b2 100644 --- a/experiments/infinite_bench/run_infinitebench.py +++ b/experiments/infinite_bench/run_infinitebench.py @@ -117,7 +117,7 @@ def load_model( ): tok = AutoTokenizer.from_pretrained(model_name) tok.pad_token = tok.eos_token - minfence_patch = MInference( + minference_patch = MInference( attn_type, model_name, topk_dims_file_path, is_search, starting_layer ) @@ -150,7 +150,7 @@ def load_model( torch_dtype="auto", device_map="cuda", ) - llm = minfence_patch.patch_model(llm) + llm = minference_patch.patch_model(llm) print("Model and tokenizer loaded.") return llm, tok diff --git a/experiments/needle_in_a_haystack/needle_tools.py b/experiments/needle_in_a_haystack/needle_tools.py index fd25ae9..1ebb756 100644 --- a/experiments/needle_in_a_haystack/needle_tools.py +++ b/experiments/needle_in_a_haystack/needle_tools.py @@ -202,7 +202,7 @@ def __init__( self.context_lengths = self.context_lengths[int(start) : int(end)] print(self.context_lengths) self.tokenizer = AutoTokenizer.from_pretrained(config.model_name) - minfence_patch = MInference( + minference_patch = MInference( self.config.attn_type, self.config.model_name, self.config.pattern_path, @@ -221,7 +221,7 @@ def __init__( self.model = AutoModelForCausalLM.from_pretrained( self.config.model_name, torch_dtype="auto", device_map="cuda", **kwargs ) - self.model = minfence_patch.patch_model(self.model) + self.model = minference_patch.patch_model(self.model) self.generation_config = GenerationConfig( max_new_tokens=32, pad_token_id=self.tokenizer.pad_token_id, diff --git a/experiments/ppl/run_ppl.py b/experiments/ppl/run_ppl.py index cf9d452..23cd20e 100644 --- a/experiments/ppl/run_ppl.py +++ b/experiments/ppl/run_ppl.py @@ -62,7 +62,7 @@ def load_model( else: topk_dims_file_path = kwargs.get("topk_dims_file_path", None) topk_from_layer = kwargs.get("topk_from_layer", -1) - minfence_patch = MInference( + minference_patch = MInference( attn_type, model_name, topk_dims_file_path, @@ -74,7 +74,7 @@ def load_model( device_map="auto", ) self.model.config.is_ppl = True - self.model = minfence_patch.patch_model(self.model) + self.model = minference_patch.patch_model(self.model) return def prepare_data( diff --git a/experiments/ruler/pred/model_wrappers.py b/experiments/ruler/pred/model_wrappers.py index 7a401ce..806262a 100644 --- a/experiments/ruler/pred/model_wrappers.py +++ b/experiments/ruler/pred/model_wrappers.py @@ -94,8 +94,10 @@ def __init__(self, name_or_path: str, **generation_kwargs) -> None: torch_dtype="auto", device_map="auto", ) - minfence_patch = MInference("minference", name_or_path, None, starting_layer=0) - self.model = minfence_patch.patch_model(self.model) + minference_patch = MInference( + "minference", name_or_path, None, starting_layer=0 + ) + self.model = minference_patch.patch_model(self.model) self.pipeline = None self.generation_kwargs = generation_kwargs @@ -131,8 +133,8 @@ def __init__(self, name_or_path: str, **generation_kwargs) -> None: torch_dtype="auto", device_map="auto", ) - minfence_patch = MInference("dilated1", name_or_path, None, starting_layer=0) - self.model = minfence_patch.patch_model(self.model) + minference_patch = MInference("dilated1", name_or_path, None, starting_layer=0) + self.model = minference_patch.patch_model(self.model) self.pipeline = None self.generation_kwargs = generation_kwargs @@ -151,8 +153,8 @@ def __init__(self, name_or_path: str, **generation_kwargs) -> None: torch_dtype="auto", device_map="auto", ) - minfence_patch = MInference("inf_llm", name_or_path, None, starting_layer=0) - self.model = minfence_patch.patch_model(self.model) + minference_patch = MInference("inf_llm", name_or_path, None, starting_layer=0) + self.model = minference_patch.patch_model(self.model) self.pipeline = None self.generation_kwargs = generation_kwargs self.stop = self.generation_kwargs.pop("stop") @@ -191,8 +193,8 @@ def __init__(self, name_or_path: str, **generation_kwargs) -> None: torch_dtype="auto", device_map="auto", ) - minfence_patch = MInference("dilated2", name_or_path, None, starting_layer=0) - self.model = minfence_patch.patch_model(self.model) + minference_patch = MInference("dilated2", name_or_path, None, starting_layer=0) + self.model = minference_patch.patch_model(self.model) self.pipeline = None self.generation_kwargs = generation_kwargs @@ -212,8 +214,10 @@ def __init__(self, name_or_path: str, **generation_kwargs) -> None: device_map="auto", ) self.model.config.static_pattern = True - minfence_patch = MInference("minference", name_or_path, None, starting_layer=0) - self.model = minfence_patch.patch_model(self.model) + minference_patch = MInference( + "minference", name_or_path, None, starting_layer=0 + ) + self.model = minference_patch.patch_model(self.model) self.pipeline = None self.generation_kwargs = generation_kwargs @@ -233,8 +237,10 @@ def __init__(self, name_or_path: str, **generation_kwargs) -> None: device_map="auto", ) self.model.config.static_pattern = True - minfence_patch = MInference("minference", name_or_path, None, starting_layer=0) - self.model = minfence_patch.patch_model(self.model) + minference_patch = MInference( + "minference", name_or_path, None, starting_layer=0 + ) + self.model = minference_patch.patch_model(self.model) self.pipeline = None self.generation_kwargs = generation_kwargs @@ -254,8 +260,10 @@ def __init__(self, name_or_path: str, **generation_kwargs) -> None: device_map="auto", ) self.model.config.static_pattern = True - minfence_patch = MInference("minference", name_or_path, None, starting_layer=0) - self.model = minfence_patch.patch_model(self.model) + minference_patch = MInference( + "minference", name_or_path, None, starting_layer=0 + ) + self.model = minference_patch.patch_model(self.model) self.pipeline = None self.generation_kwargs = generation_kwargs @@ -275,8 +283,10 @@ def __init__(self, name_or_path: str, **generation_kwargs) -> None: device_map="auto", ) self.model.config.static_pattern = True - minfence_patch = MInference("minference", name_or_path, None, starting_layer=0) - self.model = minfence_patch.patch_model(self.model) + minference_patch = MInference( + "minference", name_or_path, None, starting_layer=0 + ) + self.model = minference_patch.patch_model(self.model) self.pipeline = None self.generation_kwargs = generation_kwargs @@ -296,8 +306,10 @@ def __init__(self, name_or_path: str, **generation_kwargs) -> None: device_map="auto", ) self.model.config.static_pattern = True - minfence_patch = MInference("minference", name_or_path, None, starting_layer=0) - self.model = minfence_patch.patch_model(self.model) + minference_patch = MInference( + "minference", name_or_path, None, starting_layer=0 + ) + self.model = minference_patch.patch_model(self.model) self.pipeline = None self.generation_kwargs = generation_kwargs @@ -317,8 +329,8 @@ def __init__(self, name_or_path: str, **generation_kwargs) -> None: device_map="auto", ) self.model.config.static_pattern = True - minfence_patch = MInference("streaming", name_or_path, None, starting_layer=0) - self.model = minfence_patch.patch_model(self.model) + minference_patch = MInference("streaming", name_or_path, None, starting_layer=0) + self.model = minference_patch.patch_model(self.model) self.pipeline = None self.generation_kwargs = generation_kwargs From e48038e975d1ca971b9b0f4d820d231306a3cb58 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Thu, 6 Jun 2024 07:08:51 +0000 Subject: [PATCH 07/41] Feature(MInference): support vLLM and add examples --- Makefile | 2 +- README.md | 48 ++++++++++++++++++- examples/run_hf.py | 24 ++++++++++ examples/run_vllm.py | 35 ++++++++++++++ .../infinite_bench/run_infinitebench.py | 2 +- minference/kernels/minference_forward.py | 10 ++-- minference/minference_configuration.py | 3 +- minference/models_patch.py | 15 ++++-- 8 files changed, 124 insertions(+), 15 deletions(-) create mode 100644 examples/run_hf.py create mode 100644 examples/run_vllm.py diff --git a/Makefile b/Makefile index c048c04..25f629f 100644 --- a/Makefile +++ b/Makefile @@ -1,7 +1,7 @@ .PHONY: install style test PYTHON := python -CHECK_DIRS := minference tests experiments +CHECK_DIRS := minference tests experiments examples EXELUDE_DIRS := minference/kernels install: diff --git a/README.md b/README.md index 5ff5fbd..04d468f 100644 --- a/README.md +++ b/README.md @@ -15,12 +15,58 @@ ## TL;DR -MInference 1.0 leverages the dynamic sparse nature of LLMs' attention, which exhibits some static patterns, to speed up the pre-filling for long-context LLMs. It first determines offline which sparse pattern each head belongs to, then approximates the sparse index online and dynamically computes attention with the optimal custom kernels. This approach achieves up to a 10x speedup for pre-filling on an A100 while maintaining accuracy. +**MInference 1.0** leverages the dynamic sparse nature of LLMs' attention, which exhibits some static patterns, to speed up the pre-filling for long-context LLMs. It first determines offline which sparse pattern each head belongs to, then approximates the sparse index online and dynamically computes attention with the optimal custom kernels. This approach achieves up to a **10x speedup** for pre-filling on an A100 while maintaining accuracy. - [MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention](https://arxiv.org/abs/2406.) (Under Review)
_Huiqiang Jiang†, Yucheng Li†, Chengruidong Zhang†, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang and Lili Qiu_ +## 🎥 Overview + +## 🎯 Quick Start + +### Requirements + +- FlashAttention-2 +- Triton > + +To get started with MInference, simply install it using pip: + +```bash +pip install minference +``` + +### How to use MInference + +for HF, +```diff +from transformers import pipeline ++from minference import MInference + +pipe = pipeline("text-generation", model=model_name, torch_dtype="auto", device_map="auto") + +# Patch MInference Module ++minference_patch = MInference("minference", model_name) ++pipe.model = minference_patch(pipe.model) + +pipe(prompt, max_length=10) +``` + +for vLLM, + +```diff +from vllm import LLM, SamplingParams ++ from minference import MInference + +llm = LLM(model_name, max_num_seqs=1, enforce_eager=True, max_model_len=128000) + +# Patch MInference Module ++minference_patch = MInference("vllm", model_name) ++llm = minference_patch(llm) + +outputs = llm.generate(prompts, sampling_params) +``` + ## Contributing This project welcomes contributions and suggestions. Most contributions require you to agree to a diff --git a/examples/run_hf.py b/examples/run_hf.py new file mode 100644 index 0000000..b518f3b --- /dev/null +++ b/examples/run_hf.py @@ -0,0 +1,24 @@ +from transformers import AutoModelForCausalLM, AutoTokenizer + +from minference import MInference + +prompt = "Hello, my name is" + +model_name = "gradientai/Llama-3-8B-Instruct-262k" +tokenizer = AutoTokenizer.from_pretrained(model_name) +model = AutoModelForCausalLM.from_pretrained( + model_name, + torch_dtype="auto", + device_map="cuda", +) + +# Patch MInference Module +minference_patch = MInference("minference", model_name) +model = minference_patch(model) + +batch_inputs = tokenizer(prompt, return_tensors="pt").to("cuda") +outputs = model.generate(**batch_inputs, max_length=10) +generated_text = tokenizer.decode( + outputs[0][batch_inputs["input_ids"].shape[1] :], skip_special_tokens=True +) +print(f"Prompt: {prompt!r}, Generated text: {generated_text!r}") diff --git a/examples/run_vllm.py b/examples/run_vllm.py new file mode 100644 index 0000000..91a8ca9 --- /dev/null +++ b/examples/run_vllm.py @@ -0,0 +1,35 @@ +from vllm import LLM, SamplingParams + +from minference import MInference + +prompts = [ + "Hello, my name is", + "The president of the United States is", + "The capital of France is", + "The future of AI is", +] + +sampling_params = SamplingParams( + temperature=0.8, + top_p=0.95, + max_tokens=10, +) +model_name = "gradientai/Llama-3-8B-Instruct-262k" +llm = LLM( + model_name, + max_num_seqs=1, + enforce_eager=True, + max_model_len=128000, +) + +# Patch MInference Module +minference_patch = MInference("vllm", model_name) +llm = minference_patch(llm) + +outputs = llm.generate(prompts, sampling_params) + +# Print the outputs. +for output in outputs: + prompt = output.prompt + generated_text = output.outputs[0].text + print(f"Prompt: {prompt!r}, Generated text: {generated_text!r}") diff --git a/experiments/infinite_bench/run_infinitebench.py b/experiments/infinite_bench/run_infinitebench.py index dabf6b2..a7f8a43 100644 --- a/experiments/infinite_bench/run_infinitebench.py +++ b/experiments/infinite_bench/run_infinitebench.py @@ -118,7 +118,7 @@ def load_model( tok = AutoTokenizer.from_pretrained(model_name) tok.pad_token = tok.eos_token minference_patch = MInference( - attn_type, model_name, topk_dims_file_path, is_search, starting_layer + attn_type, model_name, topk_dims_file_path, starting_layer, is_search ) if attn_type == "vllm": diff --git a/minference/kernels/minference_forward.py b/minference/kernels/minference_forward.py index 3a40f64..33763a4 100644 --- a/minference/kernels/minference_forward.py +++ b/minference/kernels/minference_forward.py @@ -304,9 +304,9 @@ def dialted(q,k,v, type): def vertical_and_slash_kernel(q, k, v, vertical_size, slash_size): vertical_size, slash_size = min(q_len, max(vertical_size, 30)), min(q_len, max(slash_size, 50)) - last_q = 64 + last_q = min(64, q_len) qk = torch.einsum(f'bhmk, bhnk -> bhmn', q[:,:,-last_q:,:], k) - qk[:, :, :, -last_q:] = torch.where(LAST_Q_MASK.to(q.device), qk[:, :, :, -last_q:], -torch.inf) + qk[:, :, :, -last_q:] = torch.where(LAST_Q_MASK[...,-last_q:,-last_q:].to(q.device), qk[:, :, :, -last_q:], -torch.inf) qk = torch.nn.functional.softmax(qk, dim=-1, dtype=torch.float32) vertical = qk.sum(-2, keepdim=True) vertical[...,:30] = torch.inf @@ -629,10 +629,8 @@ def vertical_and_slash_kernel(q, k, v, vertical_size, slash_size): vertical_size, slash_size = min(q_len, max(vertical_size, 30)), min(q_len, max(slash_size, 50)) last_q = min(64, q_len) qk = torch.einsum(f'bhmk, bhnk -> bhmn', q[:,:,-last_q:,:], k) - ar = torch.arange(last_q).to(q.device) - LAST_Q_MASK = ar[None, None, None, :] >= ar[None, None, :, None] - qk[:, :, :, -last_q:] = torch.where(LAST_Q_MASK, qk[:, :, :, -last_q:], -torch.inf) + qk[:, :, :, -last_q:] = torch.where(LAST_Q_MASK[...,-last_q:,-last_q:], qk[:, :, :, -last_q:], -torch.inf) qk = torch.nn.functional.softmax(qk, dim=-1, dtype=torch.float32) vertical = qk.sum(-2, keepdim=True) vertical[...,:30] = torch.inf @@ -656,8 +654,6 @@ def dense(q, k, v, vertical_size=None, slash_size=None): bsz = q.shape[0] ty, vertical_size, slash_size, _ = self.best_pattern[head_id] - if slash_size == 4096: - slash_size = 6096 if q_len == 1: return dense(q, k, v) diff --git a/minference/minference_configuration.py b/minference/minference_configuration.py index 23ecb86..dce82d4 100644 --- a/minference/minference_configuration.py +++ b/minference/minference_configuration.py @@ -13,6 +13,7 @@ class MInferenceConfig: "minference_with_snapkv", "streaming", "inf_llm", + "vllm", ] def __init__( @@ -20,8 +21,8 @@ def __init__( attn_type="minference", model_name=None, config_path=None, - is_search=False, starting_layer=-1, + is_search=False, **kwargs, ): super(MInferenceConfig, self).__init__() diff --git a/minference/models_patch.py b/minference/models_patch.py index 55a0cec..c3eee2c 100644 --- a/minference/models_patch.py +++ b/minference/models_patch.py @@ -3,6 +3,7 @@ from .minference_configuration import MInferenceConfig from .patch import ( minference_patch, + minference_patch_vllm, minference_patch_with_snapkv, minference_path_wo_cache, patch_hf, @@ -15,8 +16,8 @@ def __init__( attn_type="minference", model_name=None, config_path=None, - is_search=False, starting_layer=-1, + is_search=False, **kwargs, ): super(MInference, self).__init__() @@ -24,14 +25,18 @@ def __init__( attn_type=attn_type, model_name=model_name, config_path=config_path, - is_search=is_search, starting_layer=starting_layer, + is_search=is_search, **kwargs, ) + def __call__(self, model): + return self.patch_model(model) + def patch_model(self, model): - model.config.starting_layer = self.config.starting_layer - model.config.config_path = self.config.config_path + if self.config.attn_type != "vllm": + model.config.starting_layer = self.config.starting_layer + model.config.config_path = self.config.config_path if self.config.attn_type == "minference": model.config.is_search = self.config.is_search @@ -77,6 +82,8 @@ def patch_model(self, model): "dense_decoding": True, }, ) + elif self.config.attn_type == "vllm": + model = minference_patch_vllm(model, self.config.config_path) else: raise ValueError( f"The attention type {self.config.attn_type} you specified is not supported." From e28a73c807ebcd6c303b1097db0f53cbe018d1dc Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Thu, 6 Jun 2024 13:16:37 +0000 Subject: [PATCH 08/41] Feature(MInference): Use CUDAExtention to build indexing kernel instead of PyCUDA Co-authored-by: Chengruidong Zhang --- .pre-commit-config.yaml | 2 +- Makefile | 7 +- csrc/kernels.cpp | 18 + csrc/vertical_slash_index.cu | 167 ++++ minference/__init__.py | 11 +- .../kernels/block_sparse_flash_attention.py | 447 ----------- .../kernels/pit_sparse_flash_attention_v2.py | 719 ----------------- minference/{kernels => modules}/inf_llm.py | 731 ++++++++++++------ .../minference_forward.py | 22 +- minference/{kernels => modules}/snap_kv.py | 210 +++-- .../ops/block_sparse_flash_attention.py | 182 +++++ .../pit_sparse_flash_attention.py | 0 .../ops/pit_sparse_flash_attention_v2.py | 203 +++++ .../{kernels => ops}/streaming_kernel.py | 0 minference/patch.py | 6 +- pyproject.toml | 11 - setup.cfg | 35 +- setup.py | 36 +- 18 files changed, 1273 insertions(+), 1534 deletions(-) create mode 100644 csrc/kernels.cpp create mode 100644 csrc/vertical_slash_index.cu delete mode 100644 minference/kernels/block_sparse_flash_attention.py delete mode 100644 minference/kernels/pit_sparse_flash_attention_v2.py rename minference/{kernels => modules}/inf_llm.py (60%) rename minference/{kernels => modules}/minference_forward.py (97%) rename minference/{kernels => modules}/snap_kv.py (68%) create mode 100644 minference/ops/block_sparse_flash_attention.py rename minference/{kernels => ops}/pit_sparse_flash_attention.py (100%) create mode 100644 minference/ops/pit_sparse_flash_attention_v2.py rename minference/{kernels => ops}/streaming_kernel.py (100%) delete mode 100644 pyproject.toml diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 01d7f86..4b92db7 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -30,7 +30,7 @@ repos: rev: 23.3.0 hooks: - id: black - exclude: minference/kernels + exclude: minference/ops|minference/modules/minference\_forward\.py - repo: https://github.com/nbQA-dev/nbQA rev: 1.7.1 hooks: diff --git a/Makefile b/Makefile index 25f629f..e4e1f44 100644 --- a/Makefile +++ b/Makefile @@ -2,14 +2,15 @@ PYTHON := python CHECK_DIRS := minference tests experiments examples -EXELUDE_DIRS := minference/kernels +EXELUDE_DIRS := minference/ops +FORCE_EXELUDE_DIRS := minference/modules/minference_forward.py install: @${PYTHON} setup.py bdist_wheel - @${PYTHON} -m pip install dist/sdtools* + @${PYTHON} -m pip install dist/minference* style: - black $(CHECK_DIRS) --exclude ${EXELUDE_DIRS} + black $(CHECK_DIRS) --extend-exclude ${EXELUDE_DIRS} --force-exclude ${FORCE_EXELUDE_DIRS} isort -rc $(CHECK_DIRS) test: diff --git a/csrc/kernels.cpp b/csrc/kernels.cpp new file mode 100644 index 0000000..53da5b1 --- /dev/null +++ b/csrc/kernels.cpp @@ -0,0 +1,18 @@ +// Copyright (c) Microsoft Corporation. +// Licensed under the MIT license. + +#include +#include "torch/extension.h" + +std::vector convert_vertical_slash_indexes( + torch::Tensor seqlens, // [BATCH, ] + torch::Tensor vertical_indexes, // [BATCH, N_HEADS, NNZ_V] + torch::Tensor slash_indexes, // [BATCH, N_HEADS, NNZ_S] + int context_size, + int block_size_M, + int block_size_N +); + +PYBIND11_MODULE(TORCH_EXTENSION_NAME, m) { + m.def("convert_vertical_slash_indexes", &convert_vertical_slash_indexes, "dynamic sparse index function"); +} diff --git a/csrc/vertical_slash_index.cu b/csrc/vertical_slash_index.cu new file mode 100644 index 0000000..45af042 --- /dev/null +++ b/csrc/vertical_slash_index.cu @@ -0,0 +1,167 @@ +// Copyright (c) Microsoft Corporation. +// Licensed under the MIT license. + +#include + +#include +#include +#include +#include + +#include + +// __device__ int min(int x, int y) { +// return x < y ? x : y; +// } + +// __device__ int max(int x, int y) { +// return x > y ? x : y; +// } + +__device__ void save_blocks(int* block_offset, int range_start, int range_end, int block_size, int& block_count) { + for (int idx = range_start; idx < range_end; idx += block_size) { + block_offset[block_count++] = idx; + } +} + +__global__ void convert_vertical_slash_indexes_kernel( + const int* seqlens, // [BATCH, ] + const int* vertical_indexes, // [BATCH, N_HEADS, NNZ_V] + const int* slash_indexes, // [BATCH, N_HEADS, NNZ_S] + int* block_count, // [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M)] + int* block_offset, // [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M), NNZ_S] + int* column_count, // [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M)] + int* column_index, // [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M), NNZ_V] + int N_HEADS, + int N_ROWS, + int BLOCK_SIZE_M, + int BLOCK_SIZE_N, + int NNZ_V, + int NNZ_S +) { + const int batch_idx = blockIdx.y; + const int head_idx = blockIdx.x; + const int group_idx = blockIdx.z; + + int seqlen = seqlens[batch_idx]; + int block_idx_m = group_idx * blockDim.x + threadIdx.x; + int start_m = block_idx_m * BLOCK_SIZE_M; + if (start_m >= seqlen) { + return; + } + int end_m = start_m + BLOCK_SIZE_M; + vertical_indexes += (batch_idx * N_HEADS + head_idx) * NNZ_V; + slash_indexes += (batch_idx * N_HEADS + head_idx) * NNZ_S; + int row_offset = (batch_idx * N_HEADS + head_idx) * N_ROWS + block_idx_m; + block_count += row_offset; + block_offset += row_offset * NNZ_S; + column_count += row_offset; + column_index += row_offset * NNZ_V; + + int tmp_col_cnt = 0, tmp_blk_cnt = 0; + int s = 0, v = 0; + int v_idx = vertical_indexes[v++]; + int s_idx = slash_indexes[s++]; + while (s_idx >= end_m) { + s_idx = slash_indexes[s++]; + } + s_idx = max(end_m - s_idx, BLOCK_SIZE_M); + int range_start = s_idx - BLOCK_SIZE_M, range_end = s_idx; + while (1) { + if (v_idx < range_end) { + if (v_idx < range_start) { + column_index[tmp_col_cnt++] = v_idx; + } + if (v < NNZ_V) { + v_idx = vertical_indexes[v++]; + } else { + v_idx = end_m + BLOCK_SIZE_M; + } + } else { + if (s < NNZ_S) { + s_idx = max(end_m - slash_indexes[s++], BLOCK_SIZE_M); + } else { + save_blocks(block_offset, range_start, range_end, BLOCK_SIZE_N, tmp_blk_cnt); + break; + } + if (s_idx > range_end + BLOCK_SIZE_M) { + save_blocks(block_offset, range_start, range_end, BLOCK_SIZE_N, tmp_blk_cnt); + range_start = s_idx - BLOCK_SIZE_M; + range_end = s_idx; + } else if (s_idx > range_end) { + range_end += BLOCK_SIZE_M; + } + } + } + + block_count[0] = tmp_blk_cnt; + column_count[0] = tmp_col_cnt; +} + +void convert_vertical_slash_indexes_64x64( + const int* seqlens, // [BATCH, ] + const int* vertical_indexes, // [BATCH, N_HEADS, NNZ_V] + const int* slash_indexes, // [BATCH, N_HEADS, NNZ_S] + int* block_count, // [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M)] + int* block_offset, // [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M), NNZ_S] + int* column_count, // [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M)] + int* column_index, // [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M), NNZ_V] + int BATCH_SIZE, + int N_HEADS, + int N_ROWS, + int NNZ_V, + int NNZ_S +) { + const int BLOCK_SIZE_M = 64; + const int BLOCK_SIZE_N = 64; + const int N_THREADS = 64; + const dim3 dimBlock(N_THREADS); + const dim3 dimGrid(N_HEADS, BATCH_SIZE, (N_ROWS + N_THREADS - 1) / N_THREADS); + convert_vertical_slash_indexes_kernel<<>>( + seqlens, vertical_indexes, slash_indexes, + block_count, block_offset, column_count, column_index, + N_HEADS, N_ROWS, BLOCK_SIZE_M, BLOCK_SIZE_N, NNZ_V, NNZ_S + ); +} + +std::vector convert_vertical_slash_indexes( + torch::Tensor seqlens, // [BATCH, ] + torch::Tensor vertical_indexes, // [BATCH, N_HEADS, NNZ_V] + torch::Tensor slash_indexes, // [BATCH, N_HEADS, NNZ_S] + int context_size, + int block_size_M, + int block_size_N +) { + assert(block_size_M == 64); + assert(block_size_N == 64); + + cudaSetDevice(seqlens.get_device()); + + int batch_size = slash_indexes.size(0); + int num_heads = slash_indexes.size(1); + int nnz_slash = slash_indexes.size(2); + int nnz_vertical = vertical_indexes.size(2); + int num_rows = (context_size + block_size_M - 1) / block_size_M; + + torch::Tensor block_count = torch::zeros({batch_size, num_heads, num_rows}, seqlens.options()); + torch::Tensor block_offset = torch::zeros({batch_size, num_heads, num_rows, nnz_slash}, seqlens.options()); + torch::Tensor column_count = torch::zeros({batch_size, num_heads, num_rows}, seqlens.options()); + torch::Tensor column_index = torch::zeros({batch_size, num_heads, num_rows, nnz_vertical}, seqlens.options()); + + convert_vertical_slash_indexes_64x64( + seqlens.data_ptr(), + vertical_indexes.data_ptr(), + slash_indexes.data_ptr(), + block_count.data_ptr(), + block_offset.data_ptr(), + column_count.data_ptr(), + column_index.data_ptr(), + batch_size, + num_heads, + num_rows, + nnz_vertical, + nnz_slash + ); + + return { block_count, block_offset, column_count, column_index }; +} diff --git a/minference/__init__.py b/minference/__init__.py index fdf6b93..aec37c6 100644 --- a/minference/__init__.py +++ b/minference/__init__.py @@ -1,12 +1,11 @@ # Copyright (c) 2024 Microsoft # Licensed under The MIT License [see LICENSE for details] - # flake8: noqa -from .kernels.block_sparse_flash_attention import block_sparse_flash_attention_forward -from .kernels.pit_sparse_flash_attention_v2 import pit_sparse_flash_attention_forward -from .kernels.streaming_kernel import streaming_forward from .minference_configuration import MInferenceConfig from .models_patch import MInference +from .ops.block_sparse_flash_attention import block_sparse_attention +from .ops.pit_sparse_flash_attention_v2 import vertical_slash_sparse_attention +from .ops.streaming_kernel import streaming_forward from .patch import ( minference_patch, minference_patch_with_snapkv, @@ -22,7 +21,7 @@ "minference_path_wo_cache", "minference_patch_with_snapkv", "patch_hf", - "pit_sparse_flash_attention_forward", - "block_sparse_flash_attention_forward", + "vertical_slash_sparse_attention", + "block_sparse_attention", "streaming_forward", ] diff --git a/minference/kernels/block_sparse_flash_attention.py b/minference/kernels/block_sparse_flash_attention.py deleted file mode 100644 index de4ad61..0000000 --- a/minference/kernels/block_sparse_flash_attention.py +++ /dev/null @@ -1,447 +0,0 @@ -import numpy as np -import pycuda.autoprimaryctx -import torch -import triton -import triton.language as tl -from flash_attn import flash_attn_varlen_func -from pycuda.compiler import SourceModule - - -@triton.jit -def triton_block_sparse_attn_kernel( - Q, K, V, seqlens, sm_scale, - block_index, - Out, - stride_qz, stride_qh, stride_qm, stride_qk, - stride_kz, stride_kh, stride_kn, stride_kk, - stride_vz, stride_vh, stride_vn, stride_vk, - stride_oz, stride_oh, stride_om, stride_ok, - Z, H, N_CTX, - NUM_ROWS, MAX_BLOCKS_PRE_ROW, - BLOCK_M: tl.constexpr, - BLOCK_N: tl.constexpr, - BLOCK_DMODEL: tl.constexpr, - dtype: tl.constexpr, -): - start_m = tl.program_id(0) - off_hz = tl.program_id(1) - - seqlen = tl.load(seqlens + off_hz // H) - if start_m * BLOCK_M >= seqlen: - return - - # initialize offsets - offs_m = start_m * BLOCK_M + tl.arange(0, BLOCK_M) - offs_n = tl.arange(0, BLOCK_N) - offs_d = tl.arange(0, BLOCK_DMODEL) - - qo_offset = (off_hz // H) * stride_qz + (off_hz % H) * stride_qh - kv_offset = (off_hz // H) * stride_kz + (off_hz % H) * stride_kh - - q_ptrs = Q + qo_offset + offs_m[:, None] * stride_qm + offs_d[None, :] * stride_qk - k_ptrs = K + kv_offset + offs_d[:, None] * stride_kk - v_ptrs = V + kv_offset + offs_d[None, :] * stride_vk - o_ptrs = Out + qo_offset + offs_m[:, None] * stride_om + offs_d[None, :] * stride_ok - - blocks_ptr = block_index + (off_hz * NUM_ROWS + start_m) * MAX_BLOCKS_PRE_ROW - - # initialize pointer to m and l - m_i = tl.zeros([BLOCK_M], dtype=tl.float32) - float("inf") - l_i = tl.zeros([BLOCK_M], dtype=tl.float32) - acc = tl.zeros([BLOCK_M, BLOCK_DMODEL], dtype=tl.float32) - # scale sm_scale by log_2(e) and use - # 2^x instead of exp in the loop because CSE and LICM - # don't work as expected with `exp` in the loop - qk_scale = sm_scale * 1.44269504 - # load q: it will stay in SRAM throughout - q = tl.load(q_ptrs) - q = (q * qk_scale).to(dtype) - - # loop over k, v and update accumulator - m_mask = offs_m[:, None] < seqlen - block_count = tl.minimum((start_m + 1) * BLOCK_M // BLOCK_N, MAX_BLOCKS_PRE_ROW) - - for sparse_block_idx in range(block_count): - real_block_idx = tl.load(blocks_ptr + sparse_block_idx) - start_n = real_block_idx * BLOCK_N - cols = start_n + offs_n - # -- load k, v -- - k = tl.load(k_ptrs + cols[None, :] * stride_kn) - v = tl.load(v_ptrs + cols[:, None] * stride_vn) - # -- compute qk -- - qk = tl.zeros([BLOCK_M, BLOCK_N], dtype=tl.float32) - # if start_n + BLOCK_N < seqlen: - # qk = tl.where(m_mask, qk, float("-inf")) - # else: - causal_mask = cols[None, :] <= offs_m[:, None] - qk = tl.where(m_mask & causal_mask, qk, float("-inf")) - qk += tl.dot(q, k) - # -- compute scaling constant -- - m_i_new = tl.maximum(m_i, tl.max(qk, 1)) - alpha = tl.math.exp2(m_i - m_i_new) - p = tl.math.exp2(qk - m_i_new[:, None]) - # -- scale and update acc -- - acc_scale = l_i * 0 + alpha # workaround some compiler bug - acc *= acc_scale[:, None] - acc += tl.dot(p.to(dtype), v) - # -- update m_i and l_i -- - l_i = l_i * alpha + tl.sum(p, 1) - m_i = m_i_new - - # write back O - acc /= l_i[:, None] - tl.store(o_ptrs, acc.to(dtype), mask=m_mask) - - -def triton_block_sparse_forward( - q, # [BATCH, N_HEADS, N_CTX, D_HEAD] - k, # [BATCH, N_HEADS, N_CTX, D_HEAD] - v, # [BATCH, N_HEADS, N_CTX, D_HEAD] - seqlens, # [BATCH, ] - block_index, # [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M), MAX_BLOCKS_PRE_ROW] - sm_scale, - block_size_M=64, - block_size_N=64, -) -> torch.Tensor: - # shape constraints - Lq, Lk, Lv = q.shape[-1], k.shape[-1], v.shape[-1] - assert Lq == Lk and Lk == Lv - assert Lk in {16, 32, 64, 128} - o = torch.zeros_like(q) - grid = (triton.cdiv(q.shape[2], block_size_M), q.shape[0] * q.shape[1], 1) - dtype = tl.bfloat16 if q.dtype == torch.bfloat16 else tl.float16 - triton_block_sparse_attn_kernel[grid]( - q, k, v, seqlens, sm_scale, - block_index, - o, - q.stride(0), q.stride(1), q.stride(2), q.stride(3), - k.stride(0), k.stride(1), k.stride(2), k.stride(3), - v.stride(0), v.stride(1), v.stride(2), v.stride(3), - o.stride(0), o.stride(1), o.stride(2), o.stride(3), - q.shape[0], q.shape[1], q.shape[2], - block_index.shape[-2], block_index.shape[-1], - BLOCK_M=block_size_M, BLOCK_N=block_size_N, - BLOCK_DMODEL=Lk, - dtype=dtype, - num_warps=4, num_stages=2, - ) - - return o - - -def torch_build_index( - query: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] - key: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] - top_k: int, - block_size_M: int = 64, - block_size_N: int = 64, -): - batch_size, num_heads, context_size, head_dim = query.shape - query_pool = query.reshape((batch_size, num_heads, -1, block_size_M, head_dim)).mean(dim=-2) - key_pool = key.reshape((batch_size, num_heads, -1, block_size_N, head_dim)).mean(dim=-2) - arange_M = torch.arange(query_pool.shape[-2], dtype=torch.int32, device=query.device) * block_size_M - arange_N = torch.arange(key_pool.shape[-2], dtype=torch.int32, device=key.device) * block_size_N - p_pool = torch.einsum(f'bhmk, bhnk -> bhmn', query_pool, key_pool) - p_pool = p_pool.where(arange_M[None, None, :, None] >= arange_N[None, None, None, :], -torch.inf) - top_k = min(top_k, context_size // block_size_N) - return torch.topk(p_pool, top_k, dim=-1).indices.to(torch.int32).sort(dim=-1).values - - -def make_causal_mask(seqlens, device, context_size): - batch_size = seqlens.shape[0] - arange = torch.arange(context_size, dtype=torch.int32, device=device) - causal_mask = arange[None, None, :, None] >= arange[None, None, None, :] - causal_mask = causal_mask.repeat((batch_size, 1, 1, 1)) - for b, seqlen in enumerate(seqlens): - causal_mask[b, :, seqlen:, :] = False - causal_mask[b, :, :, seqlen:] = False - return causal_mask - - -def make_block_mask(block_index, causal_mask, device, block_size_M=64, block_size_N=64): - batch_size, num_heads, num_rows, max_blocks_per_row = block_index.shape - context_size = causal_mask.shape[-1] - block_mask = torch.zeros((batch_size, num_heads, context_size, context_size), dtype=torch.bool, device=device) - for b in range(batch_size): - for h in range(num_heads): - for i in range(num_rows): - start_m = i * block_size_M - end_m = start_m + block_size_M - for j in range(max_blocks_per_row): - real_j = block_index[b, h, i, j] - start_n = real_j * block_size_N - end_n = start_n + block_size_N - block_mask[b, h, start_m:end_m, start_n:end_n] = True - block_mask.logical_and_(causal_mask) - return block_mask - - -def plot_mask(mask, name, batch=0, head=0): - import matplotlib.pyplot as plt - import seaborn as sns - plt.figure(figsize=(16, 12)) - plt.clf() - mask = mask[batch, head].cpu().numpy() - sns.heatmap(mask) - plt.savefig(name) - - -@triton.jit -def triton_dense_fwd_kernel( - Q, K, V, seqlens, sm_scale, - Out, - stride_qz, stride_qh, stride_qm, stride_qk, - stride_kz, stride_kh, stride_kn, stride_kk, - stride_vz, stride_vh, stride_vn, stride_vk, - stride_oz, stride_oh, stride_om, stride_ok, - Z, H, N_CTX, - BLOCK_M: tl.constexpr, BLOCK_DMODEL: tl.constexpr, - BLOCK_N: tl.constexpr, - dtype: tl.constexpr, -): - start_m = tl.program_id(0) - off_hz = tl.program_id(1) - - seqlen = tl.load(seqlens + off_hz // H) - if start_m * BLOCK_M >= seqlen: - return - - qo_offset = (off_hz // H) * stride_qz + (off_hz % H) * stride_qh - kv_offset = (off_hz // H) * stride_kz + (off_hz % H) * stride_kh - Q_block_ptr = tl.make_block_ptr( - base=Q + qo_offset, - shape=(N_CTX, BLOCK_DMODEL), - strides=(stride_qm, stride_qk), - offsets=(start_m * BLOCK_M, 0), - block_shape=(BLOCK_M, BLOCK_DMODEL), - order=(1, 0) - ) - K_block_ptr = tl.make_block_ptr( - base=K + kv_offset, - shape=(BLOCK_DMODEL, N_CTX), - strides=(stride_kk, stride_kn), - offsets=(0, 0), - block_shape=(BLOCK_DMODEL, BLOCK_N), - order=(0, 1) - ) - V_block_ptr = tl.make_block_ptr( - base=V + kv_offset, - shape=(N_CTX, BLOCK_DMODEL), - strides=(stride_vn, stride_vk), - offsets=(0, 0), - block_shape=(BLOCK_N, BLOCK_DMODEL), - order=(1, 0) - ) - # initialize offsets - offs_m = start_m * BLOCK_M + tl.arange(0, BLOCK_M) - offs_n = tl.arange(0, BLOCK_N) - # initialize pointer to m and l - m_i = tl.zeros([BLOCK_M], dtype=tl.float32) - float("inf") - l_i = tl.zeros([BLOCK_M], dtype=tl.float32) - acc = tl.zeros([BLOCK_M, BLOCK_DMODEL], dtype=tl.float32) - # scale sm_scale by log_2(e) and use - # 2^x instead of exp in the loop because CSE and LICM - # don't work as expected with `exp` in the loop - qk_scale = sm_scale * 1.44269504 - # load q: it will stay in SRAM throughout - q = tl.load(Q_block_ptr) - q = (q * qk_scale).to(dtype) - # loop over k, v and update accumulator - lo = 0 - hi = (start_m + 1) * BLOCK_M - m_mask = offs_m[:, None] < seqlen - - for start_n in range(lo, hi, BLOCK_N): - n_mask = (start_n + offs_n[None, :]) <= offs_m[:, None] - # -- load k, v -- - k = tl.load(K_block_ptr) - v = tl.load(V_block_ptr) - # -- compute qk -- - qk = tl.zeros([BLOCK_M, BLOCK_N], dtype=tl.float32) - qk = tl.where(m_mask & n_mask, qk, float("-inf")) - qk += tl.dot(q, k) - # -- compute scaling constant -- - m_i_new = tl.maximum(m_i, tl.max(qk, 1)) - alpha = tl.math.exp2(m_i - m_i_new) - p = tl.math.exp2(qk - m_i_new[:, None]) - # -- scale and update acc -- - acc_scale = l_i * 0 + alpha # workaround some compiler bug - acc *= acc_scale[:, None] - acc += tl.dot(p.to(dtype), v) - # -- update m_i and l_i -- - l_i = l_i * alpha + tl.sum(p, 1) - m_i = m_i_new - # update pointers - K_block_ptr = tl.advance(K_block_ptr, (0, BLOCK_N)) - V_block_ptr = tl.advance(V_block_ptr, (BLOCK_N, 0)) - # write back O - acc = tl.where(m_mask, acc / l_i[:, None], 0.0) - O_block_ptr = tl.make_block_ptr( - base=Out + qo_offset, - shape=(N_CTX, BLOCK_DMODEL), - strides=(stride_om, stride_ok), - offsets=(start_m * BLOCK_M, 0), - block_shape=(BLOCK_M, BLOCK_DMODEL), - order=(1, 0) - ) - tl.store(O_block_ptr, acc.to(dtype)) - - -def triton_dense_forward(q, k, v, seqlens, sm_scale, block_size_M=128, block_size_N=64) -> torch.Tensor: - # shape constraints - Lq, Lk, Lv = q.shape[-1], k.shape[-1], v.shape[-1] - assert Lq == Lk and Lk == Lv - assert Lk in {16, 32, 64, 128} - o = torch.zeros_like(q) - grid = (triton.cdiv(q.shape[2], block_size_M), q.shape[0] * q.shape[1], 1) - num_warps = 4 if Lk <= 64 else 8 # 4 - dtype = tl.bfloat16 if q.dtype == torch.bfloat16 else tl.float16 - triton_dense_fwd_kernel[grid]( - q, k, v, seqlens, sm_scale, - o, - q.stride(0), q.stride(1), q.stride(2), q.stride(3), - k.stride(0), k.stride(1), k.stride(2), k.stride(3), - v.stride(0), v.stride(1), v.stride(2), v.stride(3), - o.stride(0), o.stride(1), o.stride(2), o.stride(3), - q.shape[0], q.shape[1], q.shape[2], - BLOCK_M=block_size_M, BLOCK_N=block_size_N, - BLOCK_DMODEL=Lk, - dtype=dtype, - num_warps=num_warps, num_stages=4, - ) - - return o - - -def flash_attn_forward(q, k, v, seqlens, sm_scale, context_size) -> torch.Tensor: - return flash_attn_varlen_func( - q, - k, - v, - cu_seqlens_q=seqlens, - cu_seqlens_k=seqlens, - max_seqlen_q=context_size, - max_seqlen_k=context_size, - dropout_p=0.0, - softmax_scale=sm_scale, - causal=True, - ) - - -def torch_forward( - query: torch.Tensor, - key: torch.Tensor, - value: torch.Tensor, - mask: torch.Tensor, - sm_scale: float, -) -> torch.Tensor: - p = torch.einsum(f'bhmk, bhnk -> bhmn', query, key) * sm_scale - p = p.where(mask, -torch.inf) - p_max = p.max(-1, keepdim=True).values - p_max = torch.where(p_max < 0, 0.0, p_max) - p_exp = torch.exp(p - p_max) - s = p_exp / (p_exp.sum(-1, keepdim=True) + 1e-6) - out = torch.einsum(f'bhmn, bhnk -> bhmk', s, value) - return out - - -def profile(fn, total_flops, tag, warmup=25, rep=100): - ms = triton.testing.do_bench(fn, warmup=warmup, rep=rep) - gflops = total_flops / ms * 1e-9 - print(f'{tag}: {ms:.3f} ms | {gflops:.3f} GFLOP/s') - - -def test_flash_attention( - seqlens=None, - dtype=torch.float16, - device="cuda", - torch_test=True, - batch_size=4, - num_heads=32, - context_size=1024, - head_dim=128, - top_k=5, - block_size_M=64, - block_size_N=64, -): - print('========================================') - print(f'BATCH={batch_size}, N_CTX={context_size}, N_HEADS={num_heads}, D_HEAD={head_dim}') - q = torch.randn((batch_size, num_heads, context_size, head_dim), dtype=dtype, device=device) - k = torch.randn((batch_size, num_heads, context_size, head_dim), dtype=dtype, device=device) - v = torch.randn((batch_size, num_heads, context_size, head_dim), dtype=dtype, device=device) - if seqlens is None: - seqlens = torch.randint(context_size // 2, context_size, (batch_size, ), dtype=torch.int32, device=device) - else: - seqlens = torch.tensor(seqlens, dtype=torch.int32, device=device) - dense_mask_nnz = seqlens.to(torch.float32).square().sum().item() * num_heads / 2 - sm_scale = head_dim ** -0.5 - - causal_mask = make_causal_mask(seqlens, device, context_size) - if torch_test: - ref_o_dense = torch_forward(q, k, v, causal_mask, sm_scale) - - block_index = torch_build_index(q, k, top_k, block_size_M, block_size_N) - arange_M = torch.arange(block_index.shape[-2], device=device) - block_index_mask = arange_M[None, None, :, None] * block_size_M >= block_index * block_size_N - sparse_mask_nnz = block_index_mask.to(torch.float32).sum().item() * block_size_M * block_size_N - print(f'block mask sparsity: {1 - sparse_mask_nnz / dense_mask_nnz}') - torch_build_index_fn = lambda: torch_build_index(q, k, top_k, block_size_M, block_size_N) - profile(torch_build_index_fn, 0., 'torch-index') - - if torch_test: - block_mask = make_block_mask(block_index, causal_mask, device, block_size_M, block_size_N) - ref_o_sparse = torch_forward(q, k, v, block_mask, sm_scale) - - triton_dense_fn = lambda: triton_dense_forward(q, k, v, seqlens, sm_scale) - output = triton_dense_fn() - if torch_test: - torch.testing.assert_close(output, ref_o_dense, atol=1e-2, rtol=0) - profile(triton_dense_fn, 2. * head_dim * dense_mask_nnz, 'triton-dense') - - triton_sparse_fn = lambda: triton_block_sparse_forward(q, k, v, seqlens, block_index, sm_scale, block_size_M, block_size_N) - output = triton_sparse_fn() - if torch_test: - torch.testing.assert_close(output, ref_o_sparse, atol=1e-2, rtol=0) - profile(triton_sparse_fn, 2. * head_dim * sparse_mask_nnz, 'triton-sparse') - - q = q.swapaxes(1, 2).contiguous() - k = k.swapaxes(1, 2).contiguous() - v = v.swapaxes(1, 2).contiguous() - q = torch.concatenate([q[i, :seqlen, :, :] for i, seqlen in enumerate(seqlens)]) - k = torch.concatenate([k[i, :seqlen, :, :] for i, seqlen in enumerate(seqlens)]) - v = torch.concatenate([v[i, :seqlen, :, :] for i, seqlen in enumerate(seqlens)]) - seqlens = torch.nn.functional.pad(torch.cumsum(seqlens, dim=0, dtype=torch.int32), (1, 0)) - - flash_fn = lambda: flash_attn_forward(q, k, v, seqlens, sm_scale, context_size) - output = flash_fn() - output = torch.stack([ - torch.nn.functional.pad( - output[seqlens[i]:seqlens[i + 1], :, :], - (0, 0, 0, 0, 0, context_size + seqlens[i] - seqlens[i + 1]) - ) - for i in range(batch_size) - ]).swapaxes(1, 2).contiguous() - if torch_test: - torch.testing.assert_close(output, ref_o_dense, atol=1e-2, rtol=0) - profile(flash_fn, 2. * head_dim * dense_mask_nnz, 'flash-dense') - print('========================================\n') - - -def block_sparse_flash_attention_forward( - query: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] - key: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] - value: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] - top_k: int, - block_size_M: int = 64, - block_size_N: int = 64, -): - batch_size, num_heads, context_size, head_dim = query.shape - pad = block_size_M - (query.shape[2] & (block_size_M - 1)) - query = torch.nn.functional.pad(query, [0, 0, 0, pad, 0, 0, 0, 0]) - key = torch.nn.functional.pad(key, [0, 0, 0, pad, 0, 0, 0, 0]) - value = torch.nn.functional.pad(value, [0, 0, 0, pad, 0, 0, 0, 0]) - seqlens = torch.tensor([context_size], dtype=torch.int32, device=query.device) - sm_scale = head_dim ** -0.5 - block_index = torch_build_index(query, key, top_k, block_size_N, block_size_N) - out = triton_block_sparse_forward(query, key, value, seqlens, block_index, sm_scale, block_size_M, block_size_N) - return out[..., :context_size, :] diff --git a/minference/kernels/pit_sparse_flash_attention_v2.py b/minference/kernels/pit_sparse_flash_attention_v2.py deleted file mode 100644 index 320174c..0000000 --- a/minference/kernels/pit_sparse_flash_attention_v2.py +++ /dev/null @@ -1,719 +0,0 @@ -import math - -import numpy as np -import pycuda.autoprimaryctx -import torch -import triton -import triton.language as tl -from flash_attn import flash_attn_varlen_func -from pycuda.compiler import SourceModule - - -@triton.jit -def triton_sparse_fwd_kernel( - Q, K, V, seqlens, sm_scale, - block_count, block_offset, column_count, column_index, - Out, - stride_qz, stride_qh, stride_qm, stride_qk, - stride_kz, stride_kh, stride_kn, stride_kk, - stride_vz, stride_vh, stride_vn, stride_vk, - stride_oz, stride_oh, stride_om, stride_ok, - Z, H, N_CTX, - NUM_ROWS, NNZ_S, NNZ_V, - BLOCK_M: tl.constexpr, - BLOCK_N: tl.constexpr, - BLOCK_DMODEL: tl.constexpr, - dtype: tl.constexpr, -): - start_m = tl.program_id(0) - off_hz = tl.program_id(1) - - seqlen = tl.load(seqlens + off_hz // H) - if start_m * BLOCK_M >= seqlen: - return - - # initialize offsets - offs_m = start_m * BLOCK_M + tl.arange(0, BLOCK_M) - offs_n = tl.arange(0, BLOCK_N) - offs_d = tl.arange(0, BLOCK_DMODEL) - - qo_offset = (off_hz // H) * stride_qz + (off_hz % H) * stride_qh - kv_offset = (off_hz // H) * stride_kz + (off_hz % H) * stride_kh - - q_ptrs = Q + qo_offset + offs_m[:, None] * stride_qm + offs_d[None, :] * stride_qk - k_ptrs = K + kv_offset + offs_d[:, None] * stride_kk - v_ptrs = V + kv_offset + offs_d[None, :] * stride_vk - o_ptrs = Out + qo_offset + offs_m[:, None] * stride_om + offs_d[None, :] * stride_ok - - num_blks = tl.load(block_count + off_hz * NUM_ROWS + start_m) - blks_ptr = block_offset + (off_hz * NUM_ROWS + start_m) * NNZ_S - num_cols = tl.load(column_count + off_hz * NUM_ROWS + start_m) - cols_ptr = column_index + (off_hz * NUM_ROWS + start_m) * NNZ_V - - # initialize pointer to m and l - m_i = tl.zeros([BLOCK_M], dtype=tl.float32) - float("inf") - l_i = tl.zeros([BLOCK_M], dtype=tl.float32) - acc = tl.zeros([BLOCK_M, BLOCK_DMODEL], dtype=tl.float32) - # scale sm_scale by log_2(e) and use - # 2^x instead of exp in the loop because CSE and LICM - # don't work as expected with `exp` in the loop - qk_scale = sm_scale * 1.44269504 - # load q: it will stay in SRAM throughout - q = tl.load(q_ptrs) - q = (q * qk_scale).to(dtype) - - # loop over k, v and update accumulator - m_mask = offs_m[:, None] < seqlen - - for block_index in range(num_blks): - start_n = tl.load(blks_ptr + block_index) - cols = start_n + offs_n - n_mask = cols < seqlen - # -- load k, v -- - k = tl.load(k_ptrs + cols[None, :] * stride_kn, mask=n_mask[None, :], other=0.0) - v = tl.load(v_ptrs + cols[:, None] * stride_vn, mask=n_mask[:, None], other=0.0) - # -- compute qk -- - qk = tl.zeros([BLOCK_M, BLOCK_N], dtype=tl.float32) - causal_mask = cols[None, :] <= offs_m[:, None] - qk = tl.where(m_mask & causal_mask, qk, float("-inf")) - qk += tl.dot(q, k) - # -- compute scaling constant -- - m_i_new = tl.maximum(m_i, tl.max(qk, 1)) - alpha = tl.math.exp2(m_i - m_i_new) - p = tl.math.exp2(qk - m_i_new[:, None]) - # -- scale and update acc -- - acc_scale = l_i * 0 + alpha # workaround some compiler bug - acc *= acc_scale[:, None] - acc += tl.dot(p.to(dtype), v) - # -- update m_i and l_i -- - l_i = l_i * alpha + tl.sum(p, 1) - m_i = m_i_new - - for start_n in range(0, num_cols, BLOCK_N): - n_mask = start_n + offs_n < num_cols - cols = tl.load(cols_ptr + start_n + offs_n, mask=n_mask, other=0) - # -- load k, v -- - k = tl.load(k_ptrs + cols[None, :] * stride_kn, mask=n_mask[None, :], other=0.0) - v = tl.load(v_ptrs + cols[:, None] * stride_vn, mask=n_mask[:, None], other=0.0) - # -- compute qk -- - qk = tl.zeros([BLOCK_M, BLOCK_N], dtype=tl.float32) - qk = tl.where(m_mask & n_mask, qk, float("-inf")) - qk += tl.dot(q, k) - # -- compute scaling constant -- - m_i_new = tl.maximum(m_i, tl.max(qk, 1)) - alpha = tl.math.exp2(m_i - m_i_new) - p = tl.math.exp2(qk - m_i_new[:, None]) - # -- scale and update acc -- - acc_scale = l_i * 0 + alpha # workaround some compiler bug - acc *= acc_scale[:, None] - acc += tl.dot(p.to(dtype), v) - # -- update m_i and l_i -- - l_i = l_i * alpha + tl.sum(p, 1) - m_i = m_i_new - - # write back O - acc /= l_i[:, None] - # acc = tl.where(m_mask, acc / l_i[:, None], 0.0) - tl.store(o_ptrs, acc.to(dtype), mask=m_mask) - - -def triton_sparse_forward( - q: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] - k: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] - v: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] - seqlens: torch.Tensor, # [BATCH, ] - block_count: torch.Tensor, # [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M)] - block_offset: torch.Tensor, # [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M), NNZ_S] - column_count: torch.Tensor, # [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M)] - column_index: torch.Tensor, # [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M), NNZ_V] - sm_scale: float, - block_size_M: int = 64, - block_size_N: int = 64, -) -> torch.Tensor: - # shape constraints - Lq, Lk, Lv = q.shape[-1], k.shape[-1], v.shape[-1] - assert Lq == Lk and Lk == Lv - assert Lk in {16, 32, 64, 128} - o = torch.zeros_like(q) - grid = (triton.cdiv(q.shape[2], block_size_M), q.shape[0] * q.shape[1], 1) - dtype = tl.bfloat16 if q.dtype == torch.bfloat16 else tl.float16 - triton_sparse_fwd_kernel[grid]( - q, k, v, seqlens, sm_scale, - block_count, block_offset, column_count, column_index, - o, - q.stride(0), q.stride(1), q.stride(2), q.stride(3), - k.stride(0), k.stride(1), k.stride(2), k.stride(3), - v.stride(0), v.stride(1), v.stride(2), v.stride(3), - o.stride(0), o.stride(1), o.stride(2), o.stride(3), - q.shape[0], q.shape[1], q.shape[2], - block_count.shape[-1], block_offset.shape[-1], column_index.shape[-1], - BLOCK_M=block_size_M, BLOCK_N=block_size_N, - BLOCK_DMODEL=Lk, - dtype=dtype, - num_warps=4, num_stages=2, - ) - - return o - - -def torch_build_index(seqlens, vertical_indexes, slash_indexes, context_size, block_size_M=64, block_size_N=64): - device = seqlens.device - batch_size, num_heads, NNZ_S = slash_indexes.shape - NNZ_V = vertical_indexes.shape[-1] - num_rows = triton.cdiv(context_size, block_size_M) - block_count = torch.zeros((batch_size, num_heads, num_rows), dtype=torch.int32) - block_offset = torch.zeros((batch_size, num_heads, num_rows, NNZ_S), dtype=torch.int32) - column_count = torch.zeros((batch_size, num_heads, num_rows), dtype=torch.int32) - column_index = torch.zeros((batch_size, num_heads, num_rows, NNZ_V), dtype=torch.int32) - - for b in range(batch_size): - seqlen = seqlens[b] - for h in range(num_heads): - for m, start_m in enumerate(range(0, seqlen, block_size_M)): - end_m = start_m + block_size_M - s = 0 - while slash_indexes[b, h, s] >= end_m: - s += 1 - s_idx = max(end_m - slash_indexes[b, h, s], block_size_M) - s += 1 - range_start = s_idx - block_size_M - range_end = s_idx - tmp_blocks = [] - while s < NNZ_S: - s_idx = max(end_m - slash_indexes[b, h, s], block_size_M) - if s_idx > range_end + block_size_M: - tmp_blocks += list(range(range_start, range_end, block_size_N)) - range_start = s_idx - block_size_M - range_end = s_idx - elif s_idx > range_end: - range_end += block_size_M - s += 1 - tmp_blocks += list(range(range_start, range_end, block_size_N)) - block_count[b, h, m] = len(tmp_blocks) - block_offset[b, h, m, :len(tmp_blocks)] = torch.tensor(tmp_blocks, dtype=block_offset.dtype) - tmp_columns = vertical_indexes[b, h].cpu().numpy().tolist() - tmp_columns = [col for col in tmp_columns if col < range_end] - for range_start in tmp_blocks: - range_end = range_start + block_size_N - tmp_columns = [col for col in tmp_columns if col < range_start or col >= range_end] - column_count[b, h, m] = len(tmp_columns) - column_index[b, h, m, :len(tmp_columns)] = torch.tensor(tmp_columns, dtype=block_offset.dtype) - - return block_count.to(device), block_offset.to(device), column_count.to(device), column_index.to(device) - - -PYCUDA_BUILD_INDEX_KERNEL_CODE = '''\ -__device__ int min(int x, int y) { - return x < y ? x : y; -} - -__device__ int max(int x, int y) { - return x > y ? x : y; -} - -__device__ void save_blocks(int* block_offset, int range_start, int range_end, int block_size, int& block_count) { - for (int idx = range_start; idx < range_end; idx += block_size) { - block_offset[block_count++] = idx; - } -} - -__global__ void PYCUDA_BUILD_INDEX_KERNEL( - const int* seqlens, // [BATCH, ] - const int* vertical_indexes, // [BATCH, N_HEADS, NNZ_V] - const int* slash_indexes, // [BATCH, N_HEADS, NNZ_S] - int* block_count, // [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M)] - int* block_offset, // [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M), NNZ_S] - int* column_count, // [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M)] - int* column_index, // [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M), NNZ_V] - int N_HEADS, - int N_ROWS, - int BLOCK_SIZE_M, - int BLOCK_SIZE_N, - int NNZ_V, - int NNZ_S -) { - const int batch_idx = blockIdx.y; - const int head_idx = blockIdx.x; - const int group_idx = blockIdx.z; - - int seqlen = seqlens[batch_idx]; - int block_idx_m = group_idx * blockDim.x + threadIdx.x; - int start_m = block_idx_m * BLOCK_SIZE_M; - if (start_m >= seqlen) { - return; - } - int end_m = start_m + BLOCK_SIZE_M; - vertical_indexes += (batch_idx * N_HEADS + head_idx) * NNZ_V; - slash_indexes += (batch_idx * N_HEADS + head_idx) * NNZ_S; - int row_offset = (batch_idx * N_HEADS + head_idx) * N_ROWS + block_idx_m; - block_count += row_offset; - block_offset += row_offset * NNZ_S; - column_count += row_offset; - column_index += row_offset * NNZ_V; - - int tmp_col_cnt = 0, tmp_blk_cnt = 0; - int s = 0, v = 0; - int v_idx = vertical_indexes[v++]; - int s_idx = slash_indexes[s++]; - while (s_idx >= end_m) { - s_idx = slash_indexes[s++]; - } - s_idx = max(end_m - s_idx, BLOCK_SIZE_M); - int range_start = s_idx - BLOCK_SIZE_M, range_end = s_idx; - while (1) { - if (v_idx < range_end) { - if (v_idx < range_start) { - column_index[tmp_col_cnt++] = v_idx; - } - if (v < NNZ_V) { - v_idx = vertical_indexes[v++]; - } else { - v_idx = end_m + BLOCK_SIZE_M; - } - } else { - if (s < NNZ_S) { - s_idx = max(end_m - slash_indexes[s++], BLOCK_SIZE_M); - } else { - save_blocks(block_offset, range_start, range_end, BLOCK_SIZE_N, tmp_blk_cnt); - break; - } - if (s_idx > range_end + BLOCK_SIZE_M) { - save_blocks(block_offset, range_start, range_end, BLOCK_SIZE_N, tmp_blk_cnt); - range_start = s_idx - BLOCK_SIZE_M; - range_end = s_idx; - } else if (s_idx > range_end) { - range_end += BLOCK_SIZE_M; - } - } - } - - block_count[0] = tmp_blk_cnt; - column_count[0] = tmp_col_cnt; -} -''' -PYCUDA_BUILD_INDEX_KERNEL = SourceModule( - PYCUDA_BUILD_INDEX_KERNEL_CODE, - options=['-std=c++14', '-O3'], -).get_function(f'PYCUDA_BUILD_INDEX_KERNEL') - - -def pycuda_build_index(seqlens, vertical_indexes, slash_indexes, context_size, block_size_M=64, block_size_N=64): - batch_size, num_heads, NNZ_S = slash_indexes.shape - NNZ_V = vertical_indexes.shape[-1] - num_rows = triton.cdiv(context_size, block_size_M) - block_count = torch.zeros((batch_size, num_heads, num_rows), dtype=torch.int32, device=seqlens.device) - block_offset = torch.zeros((batch_size, num_heads, num_rows, NNZ_S), dtype=torch.int32, device=seqlens.device) - column_count = torch.zeros((batch_size, num_heads, num_rows), dtype=torch.int32, device=seqlens.device) - column_index = torch.zeros((batch_size, num_heads, num_rows, NNZ_V), dtype=torch.int32, device=seqlens.device) - num_threads = 64 - # import ipdb; ipdb.set_trace() - PYCUDA_BUILD_INDEX_KERNEL( - seqlens, vertical_indexes, slash_indexes, - block_count, block_offset, column_count, column_index, - np.int32(num_heads), np.int32(num_rows), - np.int32(block_size_M), np.int32(block_size_N), - np.int32(NNZ_V), np.int32(NNZ_S), - # grid=(triton.cdiv(num_rows, num_threads), N_HEADS, BATCH), - grid=(num_heads, batch_size, triton.cdiv(num_rows, num_threads)), - block=(num_threads, 1, 1), - ) - return block_count, block_offset, column_count, column_index - - -def make_causal_mask(seqlens, device, context_size): - batch_size = seqlens.shape[0] - arange = torch.arange(context_size, dtype=torch.int32, device=device) - causal_mask = arange[None, None, :, None] >= arange[None, None, None, :] - causal_mask = causal_mask.repeat((batch_size, 1, 1, 1)) - for b, seqlen in enumerate(seqlens): - causal_mask[b, :, seqlen:, :] = False - causal_mask[b, :, :, seqlen:] = False - return causal_mask - - -def make_finegrained_mask(vertical_indexes, slash_indexes, causal_mask, device): - batch_size, num_heads, _ = vertical_indexes.shape - context_size = causal_mask.shape[-1] - arange = torch.arange(context_size, dtype=torch.int32, device=device) - sparse_mask = torch.zeros((batch_size, num_heads, context_size, context_size), dtype=torch.bool, device=device) - for b in range(batch_size): - for h in range(num_heads): - for vertical_index in vertical_indexes[b, h]: - sparse_mask[b, h, :, vertical_index] = True - for slash_index in slash_indexes[b, h]: - sparse_mask[b, h].logical_or_(arange[:, None] - arange[None, :] == slash_index) - sparse_mask.logical_and_(causal_mask) - return sparse_mask - - -def make_block_mask( - block_count: torch.Tensor, - block_offset: torch.Tensor, - column_count: torch.Tensor, - column_index: torch.Tensor, - seqlens: torch.Tensor, - causal_mask: torch.Tensor, - device: torch.device, - block_size_M: int = 64, - block_size_N: int = 64. -): - batch_size, num_heads, _ = block_count.shape - context_size = causal_mask.shape[-1] - block_mask = torch.zeros((batch_size, num_heads, context_size, context_size), dtype=torch.bool, device=device) - for b in range(batch_size): - for h in range(num_heads): - for m, start_m in enumerate(range(0, seqlens[b], block_size_M)): - end_m = start_m + block_size_M - for col_idx in range(column_count[b, h, m]): - block_mask[b, h, start_m:end_m, column_index[b, h, m, col_idx]] = True - for blk_idx in range(block_count[b, h, m]): - blk_start = block_offset[b, h, m, blk_idx].item() - blk_end = blk_start + block_size_N - block_mask[b, h, start_m:end_m, blk_start:blk_end] = True - block_mask.logical_and_(causal_mask) - return block_mask - - -def plot_mask(mask, name, batch=0, head=0): - import matplotlib.pyplot as plt - import seaborn as sns - plt.figure(figsize=(16, 12)) - plt.clf() - mask = mask[batch, head].cpu().numpy() - sns.heatmap(mask) - plt.savefig(name) - - -@triton.jit -def triton_dense_fwd_kernel( - Q, K, V, seqlens, sm_scale, - Out, - stride_qz, stride_qh, stride_qm, stride_qk, - stride_kz, stride_kh, stride_kn, stride_kk, - stride_vz, stride_vh, stride_vn, stride_vk, - stride_oz, stride_oh, stride_om, stride_ok, - Z, H, N_CTX, - BLOCK_M: tl.constexpr, BLOCK_DMODEL: tl.constexpr, - BLOCK_N: tl.constexpr, - dtype: tl.constexpr, -): - start_m = tl.program_id(0) - off_hz = tl.program_id(1) - - seqlen = tl.load(seqlens + off_hz // H) - if start_m * BLOCK_M >= seqlen: - return - - qo_offset = (off_hz // H) * stride_qz + (off_hz % H) * stride_qh - kv_offset = (off_hz // H) * stride_kz + (off_hz % H) * stride_kh - Q_block_ptr = tl.make_block_ptr( - base=Q + qo_offset, - shape=(N_CTX, BLOCK_DMODEL), - strides=(stride_qm, stride_qk), - offsets=(start_m * BLOCK_M, 0), - block_shape=(BLOCK_M, BLOCK_DMODEL), - order=(1, 0) - ) - K_block_ptr = tl.make_block_ptr( - base=K + kv_offset, - shape=(BLOCK_DMODEL, N_CTX), - strides=(stride_kk, stride_kn), - offsets=(0, 0), - block_shape=(BLOCK_DMODEL, BLOCK_N), - order=(0, 1) - ) - V_block_ptr = tl.make_block_ptr( - base=V + kv_offset, - shape=(N_CTX, BLOCK_DMODEL), - strides=(stride_vn, stride_vk), - offsets=(0, 0), - block_shape=(BLOCK_N, BLOCK_DMODEL), - order=(1, 0) - ) - # initialize offsets - offs_m = start_m * BLOCK_M + tl.arange(0, BLOCK_M) - offs_n = tl.arange(0, BLOCK_N) - # initialize pointer to m and l - m_i = tl.zeros([BLOCK_M], dtype=tl.float32) - float("inf") - l_i = tl.zeros([BLOCK_M], dtype=tl.float32) - acc = tl.zeros([BLOCK_M, BLOCK_DMODEL], dtype=tl.float32) - # scale sm_scale by log_2(e) and use - # 2^x instead of exp in the loop because CSE and LICM - # don't work as expected with `exp` in the loop - qk_scale = sm_scale * 1.44269504 - # load q: it will stay in SRAM throughout - q = tl.load(Q_block_ptr) - q = (q * qk_scale).to(dtype) - # loop over k, v and update accumulator - lo = 0 - hi = (start_m + 1) * BLOCK_M - m_mask = offs_m[:, None] < seqlen - - for start_n in range(lo, hi, BLOCK_N): - n_mask = (start_n + offs_n[None, :]) <= offs_m[:, None] - # -- load k, v -- - k = tl.load(K_block_ptr) - v = tl.load(V_block_ptr) - # -- compute qk -- - qk = tl.zeros([BLOCK_M, BLOCK_N], dtype=tl.float32) - qk = tl.where(m_mask & n_mask, qk, float("-inf")) - qk += tl.dot(q, k) - # -- compute scaling constant -- - m_i_new = tl.maximum(m_i, tl.max(qk, 1)) - alpha = tl.math.exp2(m_i - m_i_new) - p = tl.math.exp2(qk - m_i_new[:, None]) - # -- scale and update acc -- - acc_scale = l_i * 0 + alpha # workaround some compiler bug - acc *= acc_scale[:, None] - acc += tl.dot(p.to(dtype), v) - # -- update m_i and l_i -- - l_i = l_i * alpha + tl.sum(p, 1) - m_i = m_i_new - # update pointers - K_block_ptr = tl.advance(K_block_ptr, (0, BLOCK_N)) - V_block_ptr = tl.advance(V_block_ptr, (BLOCK_N, 0)) - # write back O - acc = tl.where(m_mask, acc / l_i[:, None], 0.0) - O_block_ptr = tl.make_block_ptr( - base=Out + qo_offset, - shape=(N_CTX, BLOCK_DMODEL), - strides=(stride_om, stride_ok), - offsets=(start_m * BLOCK_M, 0), - block_shape=(BLOCK_M, BLOCK_DMODEL), - order=(1, 0) - ) - tl.store(O_block_ptr, acc.to(dtype)) - - -def triton_dense_forward(q, k, v, seqlens, sm_scale, block_size_M=128, block_size_N=64) -> torch.Tensor: - # shape constraints - Lq, Lk, Lv = q.shape[-1], k.shape[-1], v.shape[-1] - assert Lq == Lk and Lk == Lv - assert Lk in {16, 32, 64, 128} - o = torch.zeros_like(q) - grid = (triton.cdiv(q.shape[2], block_size_M), q.shape[0] * q.shape[1], 1) - num_warps = 4 if Lk <= 64 else 8 # 4 - dtype = tl.bfloat16 if q.dtype == torch.bfloat16 else tl.float16 - triton_dense_fwd_kernel[grid]( - q, k, v, seqlens, sm_scale, - o, - q.stride(0), q.stride(1), q.stride(2), q.stride(3), - k.stride(0), k.stride(1), k.stride(2), k.stride(3), - v.stride(0), v.stride(1), v.stride(2), v.stride(3), - o.stride(0), o.stride(1), o.stride(2), o.stride(3), - q.shape[0], q.shape[1], q.shape[2], - BLOCK_M=block_size_M, BLOCK_N=block_size_N, - BLOCK_DMODEL=Lk, - dtype=dtype, - num_warps=num_warps, num_stages=4, - ) - - return o - - -def flash_attn_forward(q, k, v, seqlens, sm_scale, context_size) -> torch.Tensor: - return flash_attn_varlen_func( - q, - k, - v, - cu_seqlens_q=seqlens, - cu_seqlens_k=seqlens, - max_seqlen_q=context_size, - max_seqlen_k=context_size, - dropout_p=0.0, - softmax_scale=sm_scale, - causal=True, - ) - - -def torch_forward( - query: torch.Tensor, - key: torch.Tensor, - value: torch.Tensor, - mask: torch.Tensor, - sm_scale: float, -) -> torch.Tensor: - p = torch.einsum(f'bhmk, bhnk -> bhmn', query, key) * sm_scale - p = p.where(mask, -torch.inf) - p_max = p.max(-1, keepdim=True).values - p_max = torch.where(p_max < 0, 0.0, p_max) - p_exp = torch.exp(p - p_max) - s = p_exp / (p_exp.sum(-1, keepdim=True) + 1e-6) - out = torch.einsum(f'bhmn, bhnk -> bhmk', s, value) - return out - - -def profile(fn, total_flops, tag, warmup=25, rep=100): - ms = triton.testing.do_bench(fn, warmup=warmup, rep=rep) - gflops = total_flops / ms * 1e-9 - print(f'{tag}: {ms:.3f} ms | {gflops:.3f} GFLOP/s') - - -def test_flash_attention( - query=None, - key=None, - value=None, - seqlens=None, - vertical_indexes=None, - slash_indexes=None, - dtype=torch.float16, - device="cuda", - torch_test=True, - batch_size=4, - num_heads=32, - context_size=2048, - head_dim=128, - nnz_v=100, - nnz_s=10, - block_size_M=64, - block_size_N=64, -): - print('========================================') - if query is None and key is None and value is None: - q = torch.randn((batch_size, num_heads, context_size, head_dim), dtype=dtype, device=device) - k = torch.randn((batch_size, num_heads, context_size, head_dim), dtype=dtype, device=device) - v = torch.randn((batch_size, num_heads, context_size, head_dim), dtype=dtype, device=device) - else: - q = torch.tensor(query, dtype=dtype, device=device) - k = torch.tensor(key, dtype=dtype, device=device) - v = torch.tensor(value, dtype=dtype, device=device) - batch_size, num_heads, context_size, head_dim = q.shape - print(f'BATCH={batch_size}, N_CTX={context_size}, N_HEADS={num_heads}, D_HEAD={head_dim}') - if seqlens is None: - seqlens = torch.randint(context_size // 2, context_size, (batch_size, ), dtype=torch.int32, device=device) - else: - seqlens = torch.tensor(seqlens, dtype=torch.int32, device=device) - print(seqlens) - dense_mask_nnz = seqlens.to(torch.float32).square().sum().item() * num_heads / 2 - sm_scale = head_dim ** -0.5 - - if torch_test: - causal_mask = make_causal_mask(seqlens, device, context_size) - ref_o_dense = torch_forward(q, k, v, causal_mask, sm_scale) - - if vertical_indexes is None or slash_indexes is None: - vertical_indexes = torch.stack([ - torch.stack([ - torch.randperm(seqlen, dtype=torch.int32, device=device)[:nnz_v].sort(descending=False)[0] - for _ in range(num_heads) - ]) - for seqlen in seqlens - ]) - slash_indexes = torch.concatenate([ - torch.stack([ - torch.stack([ - torch.randperm(seqlen - 1, dtype=torch.int32, device=device)[:nnz_s - 1].sort(descending=True)[0] + 1 - for _ in range(num_heads) - ]) - for seqlen in seqlens - ]), - torch.zeros((batch_size, num_heads, 1), dtype=torch.int32, device=device) - ], dim=-1) - pycuda_build_index_fn = lambda: pycuda_build_index( - seqlens, vertical_indexes, slash_indexes, context_size, block_size_M, block_size_N - ) - indexes = pycuda_build_index_fn() - block_count, block_offset, column_count, column_index = indexes - if torch_test: - block_count_ref, block_offset_ref, column_count_ref, column_index_ref = torch_build_index( - seqlens, vertical_indexes, slash_indexes, context_size, block_size_M, block_size_N - ) - torch.testing.assert_close(block_count_ref, block_count) - torch.testing.assert_close(block_offset_ref, block_offset) - torch.testing.assert_close(column_count_ref, column_count) - torch.testing.assert_close(column_index_ref, column_index) - sparse_mask_nnz = column_count.to(torch.float64).sum().item() * block_size_M + \ - block_count.to(torch.float64).sum().item() * block_size_M * block_size_N - print(f'block mask sparsity: {1 - sparse_mask_nnz / dense_mask_nnz}') - - pycuda_build_index_fn = lambda: pycuda_build_index( - seqlens, vertical_indexes, slash_indexes, context_size, block_size_M, block_size_N - ) - profile(pycuda_build_index_fn, 0., 'pycuda-index') - - if torch_test: - finegrained_mask = make_finegrained_mask(vertical_indexes, slash_indexes, causal_mask, device) - block_mask = make_block_mask(*indexes, seqlens, causal_mask, device, block_size_M, block_size_N) - plot_mask(finegrained_mask, 'mask.png', 0, 0) - plot_mask(block_mask, 'mask-1.png', 0, 0) - ref_o_sparse = torch_forward(q, k, v, block_mask, sm_scale) - - triton_dense_fn = lambda: triton_dense_forward(q, k, v, seqlens, sm_scale) - output_triton_dense = triton_dense_fn() - if torch_test: - # Note: not correct for context_size % block_size_M != 0 - torch.testing.assert_close(output_triton_dense, ref_o_dense, atol=1e-2, rtol=0) - profile(triton_dense_fn, 2. * head_dim * dense_mask_nnz, 'triton-dense') - - triton_sparse_fn = lambda: triton_sparse_forward(q, k, v, seqlens, *indexes, sm_scale, block_size_M, block_size_N) - output_triton_sparse = triton_sparse_fn() - if torch_test: - torch.testing.assert_close(output_triton_sparse, ref_o_sparse, atol=1e-2, rtol=0) - profile(triton_sparse_fn, 2. * head_dim * sparse_mask_nnz, 'triton-sparse') - - q = q.swapaxes(1, 2).contiguous() - k = k.swapaxes(1, 2).contiguous() - v = v.swapaxes(1, 2).contiguous() - q = torch.concatenate([q[i, :seqlen, :, :] for i, seqlen in enumerate(seqlens)]) - k = torch.concatenate([k[i, :seqlen, :, :] for i, seqlen in enumerate(seqlens)]) - v = torch.concatenate([v[i, :seqlen, :, :] for i, seqlen in enumerate(seqlens)]) - seqlens = torch.nn.functional.pad(torch.cumsum(seqlens, dim=0, dtype=torch.int32), (1, 0)) - - flash_fn = lambda: flash_attn_forward(q, k, v, seqlens, sm_scale, context_size) - output_flash = flash_fn() - output_flash = torch.stack([ - torch.nn.functional.pad( - output_flash[seqlens[i]:seqlens[i + 1], :, :], - (0, 0, 0, 0, 0, context_size + seqlens[i] - seqlens[i + 1]) - ) - for i in range(batch_size) - ]).swapaxes(1, 2).contiguous() - if torch_test: - torch.testing.assert_close(output_flash, ref_o_dense, atol=1e-2, rtol=0) - profile(flash_fn, 2. * head_dim * dense_mask_nnz, 'flash-dense') - print('========================================\n') - - if torch_test and sparse_mask_nnz >= dense_mask_nnz: - torch.testing.assert_close(output_flash, output_triton_sparse, atol=1e-2, rtol=0) - - -def pit_sparse_flash_attention_forward( - query: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] - key: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] - value: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] - v_idx: torch.Tensor, # [BATCH, N_HEADS, NNZ_V] - s_idx: torch.Tensor, # [BATCH, N_HEADS, NNZ_S] - block_size_M: int = 64, - block_size_N: int = 64, -): - batch_size, num_heads, context_size, head_dim = query.shape - pad = block_size_M - (context_size & (block_size_M - 1)) - query = torch.nn.functional.pad(query, [0, 0, 0, pad, 0, 0, 0, 0]) - key = torch.nn.functional.pad(key, [0, 0, 0, pad, 0, 0, 0, 0]) - value = torch.nn.functional.pad(value, [0, 0, 0, pad, 0, 0, 0, 0]) - - if head_dim not in [16, 32, 64, 128, 256, 512]: - target_dim = 2 ** math.ceil(math.log2(head_dim)) - head_dim - query = torch.nn.functional.pad(query, [0, target_dim, 0, 0, 0, 0, 0, 0]) - key = torch.nn.functional.pad(key, [0, target_dim, 0, 0, 0, 0, 0, 0]) - value = torch.nn.functional.pad(value, [0, target_dim, 0, 0, 0, 0, 0, 0]) - - v_idx = v_idx.to(torch.int32).reshape((batch_size, num_heads, -1)).sort(dim=-1, descending=False)[0] - s_idx = s_idx.to(torch.int32).reshape((batch_size, num_heads, -1)).sort(dim=-1, descending=True)[0] - seqlens = torch.tensor([context_size], dtype=torch.int32, device=query.device) - sm_scale = head_dim ** -0.5 - block_count, block_offset, column_count, column_index = pycuda_build_index( - seqlens, v_idx, s_idx, context_size, block_size_M, block_size_N, - ) - # if context_size > 700000: - # import ipdb; ipdb.set_trace() - # dense_mask_nnz = seqlens.to(torch.float32).square().sum().item() * num_heads / 2 - # sparse_mask_nnz = column_count.to(torch.float64).sum().item() * block_size_M + \ - # block_count.to(torch.float64).sum().item() * block_size_M * block_size_N - # print(f'block mask sparsity: {1 - sparse_mask_nnz / dense_mask_nnz}') - out = triton_sparse_forward( - query, key, value, seqlens, - block_count, block_offset, column_count, column_index, - sm_scale, block_size_M, block_size_N, - ) - return out[..., :context_size, :head_dim] diff --git a/minference/kernels/inf_llm.py b/minference/modules/inf_llm.py similarity index 60% rename from minference/kernels/inf_llm.py rename to minference/modules/inf_llm.py index b2396a6..160c4bf 100644 --- a/minference/kernels/inf_llm.py +++ b/minference/modules/inf_llm.py @@ -4,7 +4,7 @@ import torch from flash_attn import flash_attn_func -from .streaming_kernel import TritonMultiStageDotProductionAttention +from ..ops.streaming_kernel import TritonMultiStageDotProductionAttention class CudaCache: @@ -12,11 +12,7 @@ def __init__(self, num_units, unit_size, dtype): self.num_units = num_units self.unit_size = unit_size self.dtype = dtype - self.data = torch.empty( - (num_units, unit_size), - device = "cuda", - dtype=dtype - ) + self.data = torch.empty((num_units, unit_size), device="cuda", dtype=dtype) self.idle_set = set(list(range(num_units))) def alloc(self): @@ -74,7 +70,6 @@ def load(self, target: Optional[Tuple[torch.Tensor, torch.Tensor]] = None) -> bo else: target_event = None - return False, target_event gpu_data, gpu_data_id = self.cache.alloc() @@ -104,7 +99,6 @@ def get(self): self.event.wait() return self.gpu_data - def offload(self): assert self.gpu_data is not None self.event.wait() @@ -114,16 +108,10 @@ def offload(self): class VectorTensor: - def __init__( - self, - hidden_size, - element_dtype - ): + def __init__(self, hidden_size, element_dtype): init_cached_size = 16 self.data = torch.empty( - (init_cached_size, hidden_size), - dtype=element_dtype, - device='cuda' + (init_cached_size, hidden_size), dtype=element_dtype, device="cuda" ) self.length = 0 self.cache_size = init_cached_size @@ -133,11 +121,9 @@ def append_cache(self): new_cache_size = self.cache_size * 2 data_shape = self.data.shape new_data = torch.empty( - (new_cache_size,) + data_shape[1:], - device='cuda', - dtype=self.data.dtype + (new_cache_size,) + data_shape[1:], device="cuda", dtype=self.data.dtype ) - new_data[:self.cache_size,...].copy_(self.data) + new_data[: self.cache_size, ...].copy_(self.data) self.data = new_data self.cache_size = new_cache_size @@ -151,18 +137,16 @@ def append(self, tensor: torch.Tensor): while self.length + append_l > self.cache_size: self.append_cache() - self.data[self.length: self.length+append_l, ...].copy_(tensor) + self.data[self.length : self.length + append_l, ...].copy_(tensor) self.length += append_l - def get_data(self): - return self.data[:self.length, ...] + return self.data[: self.length, ...] - - def get_topk(self, tensor: torch.Tensor, topk): # inner product + def get_topk(self, tensor: torch.Tensor, topk): # inner product assert tensor.dim() == 1 and tensor.size(0) == self.hidden_size - logits = torch.matmul(self.data[:self.length], tensor[:, None]).squeeze(dim=-1) + logits = torch.matmul(self.data[: self.length], tensor[:, None]).squeeze(dim=-1) assert logits.dim() == 1 and logits.size(0) == self.length return logits.topk(topk, dim=0).indices.cpu().tolist() @@ -199,21 +183,25 @@ def __len__(self): class ContextManager: - def __init__(self, - position_embedding, - n_init, n_local, - block_size, max_cached_block, topk, exc_block_size, - score_decay: Optional[float] = None, - repr_topk: int = 1, - cache_strategy = "lru", - chunk_topk_calc: Optional[int] = None, - async_global_stream: bool = False, - pin_memory: bool = False, - faiss: bool = False, - perhead: bool = False, - dense_decoding: bool = False, + def __init__( + self, + position_embedding, + n_init, + n_local, + block_size, + max_cached_block, + topk, + exc_block_size, + score_decay: Optional[float] = None, + repr_topk: int = 1, + cache_strategy="lru", + chunk_topk_calc: Optional[int] = None, + async_global_stream: bool = False, + pin_memory: bool = False, + faiss: bool = False, + perhead: bool = False, + dense_decoding: bool = False, ): - self.length = 0 self.position_embedding = position_embedding self.n_init = n_init @@ -222,7 +210,7 @@ def __init__(self, self.max_cached_block = max_cached_block self.exc_block_size = exc_block_size self.score_decay = score_decay - assert exc_block_size <= n_local # no global token in input + assert exc_block_size <= n_local # no global token in input self.topk = topk self.Attn = TritonMultiStageDotProductionAttention self.initialized = False @@ -248,8 +236,9 @@ def __init__(self, else: self.calc_block_score = False - - def remove_lru_blocks(self, u, num_remove: Optional[int] = None, ignore_blocks = None): + def remove_lru_blocks( + self, u, num_remove: Optional[int] = None, ignore_blocks=None + ): if num_remove is None: num_remove = len(self.cached_blocks[u]) - self.max_cached_block @@ -270,7 +259,6 @@ def remove_lru_blocks(self, u, num_remove: Optional[int] = None, ignore_blocks = if removed >= num_remove: return - def get_block_k(self, k, score): assert isinstance(score, torch.Tensor) assert k.dim() >= 2 @@ -279,10 +267,15 @@ def get_block_k(self, k, score): assert k.shape[-2] == self.block_size score_topk = score.topk(self.repr_topk, dim=-1).indices assert score_topk.shape == (self.num_units, self.unit_size, self.repr_topk) - ret = torch.gather(k, -2, score_topk[:, :, :, None].expand(self.num_units, self.unit_size, self.repr_topk, self.dim_head)) + ret = torch.gather( + k, + -2, + score_topk[:, :, :, None].expand( + self.num_units, self.unit_size, self.repr_topk, self.dim_head + ), + ) return ret - def from_group_kv(self, tensor): assert tensor.dim() == 4 assert tensor.size(1) == self.num_heads_kv @@ -291,27 +284,23 @@ def from_group_kv(self, tensor): _, _, length, dim_head = tensor.shape num_group = self.num_heads // self.num_heads_kv tensor = tensor.view((self.num_units, self.unit_size_kv, 1, length, dim_head)) - tensor = tensor.expand((self.num_units, self.unit_size_kv, num_group, length, dim_head)).reshape((self.num_units, self.num_heads, length, dim_head)) + tensor = tensor.expand( + (self.num_units, self.unit_size_kv, num_group, length, dim_head) + ).reshape((self.num_units, self.num_heads, length, dim_head)) return tensor - - def init( - self, - local_q, local_k, local_v, - global_q, global_k, global_v - ): + def init(self, local_q, local_k, local_v, global_q, global_k, global_v): assert local_q.dim() == 4 batch_size, num_heads, len_q, dim_head = local_q.shape num_heads_kv = local_k.size(1) for _t in [local_q, local_k, local_v, global_q, global_k, global_v]: assert _t.size(0) == batch_size - assert (_t.size(1) == num_heads or _t.size(1) == num_heads_kv) + assert _t.size(1) == num_heads or _t.size(1) == num_heads_kv assert _t.size(2) == len_q assert _t.size(3) == dim_head assert _t.is_cuda - self.batch_size = batch_size self.num_heads = num_heads self.num_heads_kv = num_heads_kv @@ -320,69 +309,118 @@ def init( self.unit_size = num_heads self.unit_size_kv = num_heads_kv - self.global_blocks = [[] for _ in range(self.num_units)] # [[memory_unit]] - self.cached_blocks = [{} for _ in range(self.num_units)] # [[block_id: block_score] + self.global_blocks = [[] for _ in range(self.num_units)] # [[memory_unit]] + self.cached_blocks = [ + {} for _ in range(self.num_units) + ] # [[block_id: block_score] self.num_global_block = 0 if self.faiss: - self.block_k = [Faiss( - dim_head * self.unit_size, global_k.dtype - ) for _ in range(self.num_units)] + self.block_k = [ + Faiss(dim_head * self.unit_size, global_k.dtype) + for _ in range(self.num_units) + ] else: - self.block_k = [VectorTensor( - dim_head * self.unit_size, global_k.dtype - ) for _ in range(self.num_units)] - - self.local_k = torch.empty((self.num_units, self.unit_size_kv, 0, dim_head), dtype=local_k.dtype, device=local_k.device) - self.local_v = torch.empty((self.num_units, self.unit_size_kv, 0, dim_head), dtype=local_v.dtype, device=local_v.device) + self.block_k = [ + VectorTensor(dim_head * self.unit_size, global_k.dtype) + for _ in range(self.num_units) + ] + + self.local_k = torch.empty( + (self.num_units, self.unit_size_kv, 0, dim_head), + dtype=local_k.dtype, + device=local_k.device, + ) + self.local_v = torch.empty( + (self.num_units, self.unit_size_kv, 0, dim_head), + dtype=local_v.dtype, + device=local_v.device, + ) if self.dense_decoding: - self.dense_k = torch.empty((self.num_units, self.unit_size_kv, 0, dim_head), dtype=local_k.dtype, device=local_k.device) - self.dense_v = torch.empty((self.num_units, self.unit_size_kv, 0, dim_head), dtype=local_v.dtype, device=local_v.device) + self.dense_k = torch.empty( + (self.num_units, self.unit_size_kv, 0, dim_head), + dtype=local_k.dtype, + device=local_k.device, + ) + self.dense_v = torch.empty( + (self.num_units, self.unit_size_kv, 0, dim_head), + dtype=local_v.dtype, + device=local_v.device, + ) self.global_remainder = ( - torch.empty((self.num_units, self.unit_size_kv, 0, dim_head), dtype=global_k.dtype, device=global_k.device), - torch.empty((self.num_units, self.unit_size_kv, 0, dim_head), dtype=global_v.dtype, device=global_v.device), + torch.empty( + (self.num_units, self.unit_size_kv, 0, dim_head), + dtype=global_k.dtype, + device=global_k.device, + ), + torch.empty( + (self.num_units, self.unit_size_kv, 0, dim_head), + dtype=global_v.dtype, + device=global_v.device, + ), ) - self.global_remainder_local_score = torch.empty((self.num_units, self.unit_size, 0), dtype=global_k.dtype, device=global_k.device) - + self.global_remainder_local_score = torch.empty( + (self.num_units, self.unit_size, 0), + dtype=global_k.dtype, + device=global_k.device, + ) - self.init_k = torch.empty((self.num_units, self.unit_size_kv, 0, dim_head), dtype=global_k.dtype, device=global_k.device) - self.init_v = torch.empty((self.num_units, self.unit_size_kv, 0, dim_head), dtype=global_k.dtype, device=global_k.device) + self.init_k = torch.empty( + (self.num_units, self.unit_size_kv, 0, dim_head), + dtype=global_k.dtype, + device=global_k.device, + ) + self.init_v = torch.empty( + (self.num_units, self.unit_size_kv, 0, dim_head), + dtype=global_k.dtype, + device=global_k.device, + ) self.init_exc = False self.dtype = local_q.dtype self.position_embedding._update_cos_sin_tables_len( self.n_local + self.exc_block_size + 1, local_k.device, local_k.dim() ) - buffer_len = self.topk * self.block_size + self.exc_block_size + self.block_size + self.n_init + buffer_len = ( + self.topk * self.block_size + + self.exc_block_size + + self.block_size + + self.n_init + ) self.global_buffer = torch.zeros( - (2, self.num_units, self.unit_size_kv, buffer_len , dim_head), - dtype = global_k.dtype, device=global_k.device - ) - self.global_buffer_block_id_list = [[-1] * self.topk for _ in range(self.num_units)] + (2, self.num_units, self.unit_size_kv, buffer_len, dim_head), + dtype=global_k.dtype, + device=global_k.device, + ) + self.global_buffer_block_id_list = [ + [-1] * self.topk for _ in range(self.num_units) + ] self.global_buffer_init_st = 0 self.global_buffer_init_ed = 0 self.cuda_cache = CudaCache( self.max_cached_block * self.num_units, self.unit_size_kv * self.block_size * dim_head * 2, - local_k.dtype + local_k.dtype, ) self.initialized = True - - def calc_block_topk( - self, global_h_q - ): + def calc_block_topk(self, global_h_q): if not self._use_chunk_topk: if self.num_global_block <= self.topk: - return [list(range(len(self.global_blocks[0]))) for _ in range(self.num_units)] + return [ + list(range(len(self.global_blocks[0]))) + for _ in range(self.num_units) + ] global_h_q = global_h_q.mean(dim=2, keepdim=False) assert global_h_q.shape == (self.num_units, self.unit_size, self.dim_head) - global_h_q = global_h_q.reshape(self.num_units, self.dim_head * self.unit_size) + global_h_q = global_h_q.reshape( + self.num_units, self.dim_head * self.unit_size + ) ret = [] for u in range(self.num_units): ret.append(self.block_k[u].get_topk(global_h_q[u], self.topk)) @@ -392,13 +430,16 @@ def calc_block_topk( return ret - - def get_global_hidden_and_mask( - self, len_q, block_topk - ): + def get_global_hidden_and_mask(self, len_q, block_topk): assert len(block_topk) == self.num_units global_block_map = [[] for _ in range(self.num_units)] - global_remainder_len = max(self._global_remainder_ed - self._global_remainder_st + len_q - self.n_local, 0) + global_remainder_len = max( + self._global_remainder_ed + - self._global_remainder_st + + len_q + - self.n_local, + 0, + ) init_len = self.init_k.size(-2) sliding_window = None @@ -418,31 +459,54 @@ def get_global_hidden_and_mask( st = -1 ed = -1 for j in range(self.topk): - if global_block_map[u][j] == -1 or global_block_map[u][j] not in block_topk[u]: + if ( + global_block_map[u][j] == -1 + or global_block_map[u][j] not in block_topk[u] + ): st = j * self.block_size ed = st + self.block_size global_block_map[u][j] = b_idx break - assert b_idx in self.cached_blocks[u] - self.global_blocks[u][b_idx].load((global_h_k[u, :, st:ed, :], global_h_v[u, :, st:ed, :])) - + self.global_blocks[u][b_idx].load( + (global_h_k[u, :, st:ed, :], global_h_v[u, :, st:ed, :]) + ) init_st = block_num * self.block_size init_ed = init_st + init_len - if self.global_buffer_init_st != init_st or self.global_buffer_init_ed != init_ed: - global_h_k[:, :, init_st: init_ed, :].copy_(self.init_k, non_blocking=True) - global_h_v[:, :, init_st: init_ed, :].copy_(self.init_v, non_blocking=True) + if ( + self.global_buffer_init_st != init_st + or self.global_buffer_init_ed != init_ed + ): + global_h_k[:, :, init_st:init_ed, :].copy_(self.init_k, non_blocking=True) + global_h_v[:, :, init_st:init_ed, :].copy_(self.init_v, non_blocking=True) ed = init_ed rmd_st = init_ed rmd_ed = rmd_st + global_remainder_len ed = rmd_ed - global_h_k[:, :, rmd_st: rmd_ed, :].copy_(self.global_remainder[0][:, :, self._global_remainder_st:self._global_remainder_st+global_remainder_len, :], non_blocking=True) - global_h_v[:, :, rmd_st: rmd_ed, :].copy_(self.global_remainder[1][:, :, self._global_remainder_st:self._global_remainder_st+global_remainder_len, :], non_blocking=True) - + global_h_k[:, :, rmd_st:rmd_ed, :].copy_( + self.global_remainder[0][ + :, + :, + self._global_remainder_st : self._global_remainder_st + + global_remainder_len, + :, + ], + non_blocking=True, + ) + global_h_v[:, :, rmd_st:rmd_ed, :].copy_( + self.global_remainder[1][ + :, + :, + self._global_remainder_st : self._global_remainder_st + + global_remainder_len, + :, + ], + non_blocking=True, + ) sliding_window = (self.global_remainder[0].size(-2) + rmd_st, self.n_local) @@ -455,22 +519,28 @@ def get_global_hidden_and_mask( assert min(global_block_map[u][:block_num] + [0]) > -1 global_block_map[u] = list(global_block_map[u][:block_num]) - global_h_k = global_h_k[:, :, :ed, :] global_h_v = global_h_v[:, :, :ed, :] return global_h_k, global_h_v, sliding_window, global_block_map, block_num - def update_block_score( self, global_score: torch.FloatTensor, global_block_map, global_block_num ): if global_score is not None: - global_score = global_score[:, :, :global_block_num * self.block_size] - assert global_score.shape == (self.num_units, self.unit_size, global_block_num * self.block_size) - global_score = global_score.view(self.num_units, self.unit_size, global_block_num, self.block_size) + global_score = global_score[:, :, : global_block_num * self.block_size] + assert global_score.shape == ( + self.num_units, + self.unit_size, + global_block_num * self.block_size, + ) + global_score = global_score.view( + self.num_units, self.unit_size, global_block_num, self.block_size + ) global_score = global_score.sum(dim=-1).sum(dim=1) assert global_score.shape == (self.num_units, global_block_num) - global_score = global_score.to(device='cpu', non_blocking=False) # (num_units, global_block_num) + global_score = global_score.to( + device="cpu", non_blocking=False + ) # (num_units, global_block_num) for u in range(self.num_units): for k, v in self.cached_blocks[u].items(): self.cached_blocks[u][k] = v * self.score_decay @@ -479,23 +549,15 @@ def update_block_score( for s, i in zip(score, global_block_map[u]): self.cached_blocks[u][i] += s - - - def _append( - self, - local_q, local_k, local_v, global_q - ): - + def _append(self, local_q, local_k, local_v, global_q): # get local_h_q, local_h_k, local_h_v local_h_q, local_h_k = self.position_embedding(local_q, local_k) local_h_v = local_v - # calc local result first to overlap host-device communication attn = self.Attn(local_h_q.shape, local_h_q.dtype, local_h_q.device) attn.append( - local_h_q, local_h_k, local_h_v, - get_score=True, sliding_window=self.n_local + local_h_q, local_h_k, local_h_v, get_score=True, sliding_window=self.n_local ) # calc topk global repr k and load cache @@ -527,17 +589,26 @@ def _append( # get global_h_k, global_h_v, global_mask # Beacuse exc_block_size <= n_local, no global_k, global_v used in global part global_h_q = global_q - global_h_k, global_h_v, global_sliding_window, global_block_map, global_block_num = self.get_global_hidden_and_mask(local_h_q.size(-2), block_topk) + ( + global_h_k, + global_h_v, + global_sliding_window, + global_block_map, + global_block_num, + ) = self.get_global_hidden_and_mask(local_h_q.size(-2), block_topk) if self.async_global_stream: torch.cuda.current_stream().wait_stream(GLOBAL_STREAM) # calc global result attn.append( - global_h_q, global_h_k, global_h_v, - end=True, get_score=self.calc_block_score, + global_h_q, + global_h_k, + global_h_v, + end=True, + get_score=self.calc_block_score, sliding_window=global_sliding_window, - complement_sliding_window=True + complement_sliding_window=True, ) o, score_list = attn.get_result() @@ -551,10 +622,8 @@ def _append( with torch.cuda.stream(GLOBAL_STREAM): self.update_block_score(glb_score, global_block_map, global_block_num) - return o.view((self.batch_size, self.num_heads, -1, self.dim_head)), loc_score - def get_batched_topk(self, global_q): length = global_q.shape[2] exc_num = (length + self.exc_block_size - 1) // self.exc_block_size @@ -563,32 +632,61 @@ def get_batched_topk(self, global_q): if self.num_global_block <= self.topk: for _ in range(exc_num): ret.append( - [list(range(len(self.global_blocks[0]))) for _ in range(self.num_units)] + [ + list(range(len(self.global_blocks[0]))) + for _ in range(self.num_units) + ] ) return ret - global_h_q = global_q assert global_h_q.dim() == 4 assert global_h_q.shape[:2] == (self.num_units, self.unit_size) assert global_h_q.shape[3] == self.dim_head - - - block_k = torch.cat([self.block_k[u].get_data()[None, :, :] for u in range(self.num_units)], dim=0) - assert block_k.shape == (self.num_units, self.num_global_block, self.dim_head * self.unit_size) - block_k = block_k.reshape(self.num_units, self.num_global_block, self.unit_size, self.dim_head).permute(0, 2, 1, 3).contiguous() - + block_k = torch.cat( + [self.block_k[u].get_data()[None, :, :] for u in range(self.num_units)], + dim=0, + ) + assert block_k.shape == ( + self.num_units, + self.num_global_block, + self.dim_head * self.unit_size, + ) + block_k = ( + block_k.reshape( + self.num_units, self.num_global_block, self.unit_size, self.dim_head + ) + .permute(0, 2, 1, 3) + .contiguous() + ) if exc_block_num > 0: - tmp_global_h_q = global_h_q[:, :, :exc_block_num * self.exc_block_size, :].reshape( - self.num_units, self.unit_size, exc_block_num, self.exc_block_size, self.dim_head - ).mean(dim=-2) - assert tmp_global_h_q.shape == (self.num_units, self.unit_size, exc_block_num, self.dim_head) - block_score = torch.matmul( - tmp_global_h_q, block_k.transpose(-1, -2) - ).mean(dim=1) # (num_units, exc_block_num, num_global_block) - assert block_score.shape == (self.num_units, exc_block_num, self.num_global_block) + tmp_global_h_q = ( + global_h_q[:, :, : exc_block_num * self.exc_block_size, :] + .reshape( + self.num_units, + self.unit_size, + exc_block_num, + self.exc_block_size, + self.dim_head, + ) + .mean(dim=-2) + ) + assert tmp_global_h_q.shape == ( + self.num_units, + self.unit_size, + exc_block_num, + self.dim_head, + ) + block_score = torch.matmul(tmp_global_h_q, block_k.transpose(-1, -2)).mean( + dim=1 + ) # (num_units, exc_block_num, num_global_block) + assert block_score.shape == ( + self.num_units, + exc_block_num, + self.num_global_block, + ) indices = block_score.topk(self.topk, dim=-1).indices.cpu() for b in range(exc_block_num): @@ -600,14 +698,29 @@ def get_batched_topk(self, global_q): ret.append(tmp) if exc_block_num != exc_num: - tmp_global_h_q = global_h_q[:, :, exc_block_num * self.exc_block_size:, :].reshape( - self.num_units, self.unit_size, length - exc_block_num * self.exc_block_size, self.dim_head - ).mean(dim=-2, keepdim=True) - assert tmp_global_h_q.shape == (self.num_units, self.unit_size, 1, self.dim_head) - block_score = torch.matmul( - tmp_global_h_q, block_k.transpose(-1, -2) + tmp_global_h_q = ( + global_h_q[:, :, exc_block_num * self.exc_block_size :, :] + .reshape( + self.num_units, + self.unit_size, + length - exc_block_num * self.exc_block_size, + self.dim_head, + ) + .mean(dim=-2, keepdim=True) + ) + assert tmp_global_h_q.shape == ( + self.num_units, + self.unit_size, + 1, + self.dim_head, + ) + block_score = torch.matmul(tmp_global_h_q, block_k.transpose(-1, -2)) + assert block_score.shape == ( + self.num_units, + self.unit_size, + 1, + self.num_global_block, ) - assert block_score.shape == (self.num_units, self.unit_size, 1, self.num_global_block) block_score = block_score.squeeze(dim=2).mean(dim=1) assert block_score.shape == (self.num_units, self.num_global_block) indices = block_score.topk(self.topk, dim=-1).indices.cpu() @@ -620,33 +733,48 @@ def get_batched_topk(self, global_q): return ret - def append_global( - self, exc_length, kv_length, local_score - ): - + def append_global(self, exc_length, kv_length, local_score): global_remainder_ed = self._global_remainder_ed + exc_length global_remainder_st = self._global_remainder_st global_remainder_len = global_remainder_ed - global_remainder_st assert local_score.shape[:3] == (self.num_units, self.unit_size, kv_length) - local_score = local_score[:, :, -exc_length-self.n_local:] - self.global_remainder_local_score[:, :, global_remainder_ed-local_score.size(-1):global_remainder_ed].add_(local_score) - + local_score = local_score[:, :, -exc_length - self.n_local :] + self.global_remainder_local_score[ + :, :, global_remainder_ed - local_score.size(-1) : global_remainder_ed + ].add_(local_score) if not self.init_exc and global_remainder_len > self.n_local: global_k = self.global_remainder[0] global_v = self.global_remainder[1] append_init_len = min( - self.n_init - self.init_k.size(-2), - global_remainder_len - self.n_local + self.n_init - self.init_k.size(-2), global_remainder_len - self.n_local ) self.init_k = torch.cat( - (self.init_k, global_k[:, :, global_remainder_st:global_remainder_st + append_init_len, :]), dim=-2 + ( + self.init_k, + global_k[ + :, + :, + global_remainder_st : global_remainder_st + append_init_len, + :, + ], + ), + dim=-2, ) self.init_v = torch.cat( - (self.init_v, global_v[:, :, global_remainder_st:global_remainder_st + append_init_len, :]), dim=-2 + ( + self.init_v, + global_v[ + :, + :, + global_remainder_st : global_remainder_st + append_init_len, + :, + ], + ), + dim=-2, ) global_remainder_st += append_init_len global_remainder_len -= append_init_len @@ -654,29 +782,53 @@ def append_global( if self.init_k.size(-2) == self.n_init: self.init_exc = True - while global_remainder_len - self.block_size >= self.n_local: global_remainder_len -= self.block_size for u in range(self.num_units): - self.global_blocks[u].append(( - MemoryUnit( - ( - self.global_remainder[0][u, :, global_remainder_st:global_remainder_st + self.block_size, :], - self.global_remainder[1][u, :, global_remainder_st:global_remainder_st + self.block_size, :] - ), - self.cuda_cache, - False, - self.pin_memory + self.global_blocks[u].append( + ( + MemoryUnit( + ( + self.global_remainder[0][ + u, + :, + global_remainder_st : global_remainder_st + + self.block_size, + :, + ], + self.global_remainder[1][ + u, + :, + global_remainder_st : global_remainder_st + + self.block_size, + :, + ], + ), + self.cuda_cache, + False, + self.pin_memory, + ) ) - )) + ) global_block_k = self.get_block_k( - self.global_remainder[0][:, :, global_remainder_st:global_remainder_st + self.block_size, :], - self.global_remainder_local_score[:, :, global_remainder_st:global_remainder_st + self.block_size] + self.global_remainder[0][ + :, :, global_remainder_st : global_remainder_st + self.block_size, : + ], + self.global_remainder_local_score[ + :, :, global_remainder_st : global_remainder_st + self.block_size + ], + ) + assert global_block_k.shape == ( + self.num_units, + self.unit_size, + self.repr_topk, + self.dim_head, ) - assert global_block_k.shape == (self.num_units, self.unit_size, self.repr_topk, self.dim_head) global_block_k = global_block_k.mean(dim=-2, keepdim=False) - global_block_k = global_block_k.reshape(self.num_units, self.unit_size * self.dim_head) + global_block_k = global_block_k.reshape( + self.num_units, self.unit_size * self.dim_head + ) global_block_k = global_block_k[:, None, :] self.num_global_block += 1 @@ -687,11 +839,14 @@ def append_global( self._global_remainder_ed = global_remainder_ed self._global_remainder_st = global_remainder_st - def append( self, - local_q, local_k, local_v, - global_q, global_k, global_v, + local_q, + local_k, + local_v, + global_q, + global_k, + global_v, ): batch_size = local_q.size(0) input_length = local_q.size(-2) @@ -699,31 +854,34 @@ def append( if self.perhead: num_heads = local_q.size(1) num_heads_kv = local_v.size(1) + def repeat_kv(t): t = t.view(batch_size, num_heads_kv, 1, input_length, -1) - t = t.expand(batch_size, num_heads_kv, num_heads // num_heads_kv, input_length, -1) + t = t.expand( + batch_size, + num_heads_kv, + num_heads // num_heads_kv, + input_length, + -1, + ) t = t.reshape(batch_size * num_heads, 1, input_length, -1) return t local_q = local_q.view(batch_size * num_heads, 1, input_length, -1) local_k = repeat_kv(local_k) local_v = repeat_kv(local_v) - global_q = global_q.view(batch_size * num_heads , 1, input_length, -1) + global_q = global_q.view(batch_size * num_heads, 1, input_length, -1) global_k = repeat_kv(global_k) global_v = repeat_kv(global_v) if not self.initialized: - self.init( - local_q, local_k, local_v, - global_q, global_k, global_v - ) + self.init(local_q, local_k, local_v, global_q, global_k, global_v) input_length = local_q.size(-2) if self.async_global_stream: GLOBAL_STREAM.wait_stream(torch.cuda.current_stream()) - # append local and global tensor self.local_k = torch.cat((self.local_k, local_k), dim=-2) self.local_v = torch.cat((self.local_v, local_v), dim=-2) @@ -744,16 +902,17 @@ def repeat_kv(t): ) self.global_remainder_local_score = torch.cat( - (self.global_remainder_local_score, - torch.zeros( + ( + self.global_remainder_local_score, + torch.zeros( (self.num_units, self.unit_size, global_k.size(-2)), - dtype=global_k.dtype, device=global_k.device - ) + dtype=global_k.dtype, + device=global_k.device, + ), ), - dim=-1 + dim=-1, ) - with torch.cuda.stream(GLOBAL_STREAM): global_q = self.position_embedding.apply_rotary_pos_emb_one_angle( global_q, self.n_local @@ -764,7 +923,10 @@ def repeat_kv(t): if use_chunk_topk: exc_block_num = input_length // self.exc_block_size exc_block_per_topk_chunk = self.chunk_topk_calc // self.exc_block_size - calc_cur_list = [i * self.exc_block_size for i in range(0, exc_block_num + 1, exc_block_per_topk_chunk)] + calc_cur_list = [ + i * self.exc_block_size + for i in range(0, exc_block_num + 1, exc_block_per_topk_chunk) + ] if calc_cur_list[-1] < input_length: calc_cur_list.append(input_length) self._topk_cur = 0 @@ -779,20 +941,28 @@ def repeat_kv(t): assert ed <= calc_cur_list[self._topk_calc_cur + 2] self._topk_calc_cur += 1 with torch.cuda.stream(GLOBAL_STREAM): - self._cached_topk = self.get_batched_topk(global_q[:, :, calc_cur_list[self._topk_calc_cur]: calc_cur_list[self._topk_calc_cur + 1], :]) + self._cached_topk = self.get_batched_topk( + global_q[ + :, + :, + calc_cur_list[self._topk_calc_cur] : calc_cur_list[ + self._topk_calc_cur + 1 + ], + :, + ] + ) self._topk_cur = 0 kv_st = max(kv_length + st - input_length - self.n_local, 0) kv_ed = kv_length + ed - input_length chunk_o, local_score = self._append( local_q[:, :, st:ed, :], - self.local_k[:, :, kv_st: kv_ed, :], - self.local_v[:, :, kv_st: kv_ed, :], - global_q[:, :, st:ed, :] + self.local_k[:, :, kv_st:kv_ed, :], + self.local_v[:, :, kv_st:kv_ed, :], + global_q[:, :, st:ed, :], ) o_list.append(chunk_o) - # append global with torch.cuda.stream(GLOBAL_STREAM): self.append_global(ed - st, kv_ed - kv_st, local_score) @@ -807,16 +977,18 @@ def repeat_kv(t): # update local and global tensor if self.local_k.size(-2) >= self.n_local: - self.local_k = self.local_k[:, :, -self.n_local:, :] - self.local_v = self.local_v[:, :, -self.n_local:, :] + self.local_k = self.local_k[:, :, -self.n_local :, :] + self.local_v = self.local_v[:, :, -self.n_local :, :] assert self._global_remainder_ed == self.global_remainder[0].size(-2) with torch.cuda.stream(GLOBAL_STREAM): self.global_remainder = ( - self.global_remainder[0][:, :, self._global_remainder_st:, :], - self.global_remainder[1][:, :, self._global_remainder_st:, :] + self.global_remainder[0][:, :, self._global_remainder_st :, :], + self.global_remainder[1][:, :, self._global_remainder_st :, :], ) - self.global_remainder_local_score = self.global_remainder_local_score[:, :, self._global_remainder_st:] + self.global_remainder_local_score = self.global_remainder_local_score[ + :, :, self._global_remainder_st : + ] ret = torch.cat(o_list, dim=-2) @@ -828,9 +1000,13 @@ def repeat_kv(t): def size(self, *args, **kwargs): return self.length + def inf_llm_forward( - n_local, n_init, topk, - block_size, max_cached_block, + n_local, + n_init, + topk, + block_size, + max_cached_block, exc_block_size, repr_topk: int = 1, cache_strategy="lru", @@ -841,31 +1017,49 @@ def inf_llm_forward( faiss=False, perhead=False, dense_decoding=False, - *args, **kwargs + *args, + **kwargs, ): - - def forward(self, query : torch.Tensor, - key_value : torch.Tensor, - position_bias : Optional[torch.Tensor], - use_cache: bool, - past_key_value, - project_q, project_k, project_v, attention_out, - dim_head, num_heads, num_heads_kv + def forward( + self, + query: torch.Tensor, + key_value: torch.Tensor, + position_bias: Optional[torch.Tensor], + use_cache: bool, + past_key_value, + project_q, + project_k, + project_v, + attention_out, + dim_head, + num_heads, + num_heads_kv, ): - batch_size = query.size(0) len_q = query.size(1) len_k = key_value.size(1) assert use_cache - h_q = project_q(query) # (batch, len_q, num_heads * dim_head) - h_k = project_k(key_value) # (batch, len_k, num_heads * dim_head) - h_v = project_v(key_value) # (batch, len_k, num_heads * dim_head) - - h_q = h_q.view(batch_size, len_q, num_heads, dim_head).permute(0, 2, 1, 3).contiguous() # (batch, num_heads, len_q, dim_head) - h_k = h_k.view(batch_size, len_k, num_heads_kv, dim_head).permute(0, 2, 1, 3).contiguous() # (batch, num_heads_kv, len_k, dim_head) - h_v = h_v.view(batch_size, len_k, num_heads_kv, dim_head).permute(0, 2, 1, 3).contiguous() # (batch, num_heads_kv, len_k, dim_head) + h_q = project_q(query) # (batch, len_q, num_heads * dim_head) + h_k = project_k(key_value) # (batch, len_k, num_heads * dim_head) + h_v = project_v(key_value) # (batch, len_k, num_heads * dim_head) + + h_q = ( + h_q.view(batch_size, len_q, num_heads, dim_head) + .permute(0, 2, 1, 3) + .contiguous() + ) # (batch, num_heads, len_q, dim_head) + h_k = ( + h_k.view(batch_size, len_k, num_heads_kv, dim_head) + .permute(0, 2, 1, 3) + .contiguous() + ) # (batch, num_heads_kv, len_k, dim_head) + h_v = ( + h_v.view(batch_size, len_k, num_heads_kv, dim_head) + .permute(0, 2, 1, 3) + .contiguous() + ) # (batch, num_heads_kv, len_k, dim_head) if len_q == 1 and dense_decoding: past_k = past_key_value.dense_k @@ -885,9 +1079,7 @@ def forward(self, query : torch.Tensor, h_v = h_v.transpose(1, 2) # (batch_size, seqlen, nheads, headdim) - o = flash_attn_func( - h_q, h_k, h_v, causal=True - ) + o = flash_attn_func(h_q, h_k, h_v, causal=True) o = o.reshape(batch_size, len_q, dim_head * num_heads) o = attention_out(o) @@ -899,26 +1091,34 @@ def forward(self, query : torch.Tensor, if past_key_value is None: past_key_value = ContextManager( - position_bias, n_init, - n_local, block_size, - max_cached_block, topk, + position_bias, + n_init, + n_local, + block_size, + max_cached_block, + topk, exc_block_size, - score_decay, repr_topk, + score_decay, + repr_topk, cache_strategy, chunk_topk_calc, async_global_stream, pin_memory, faiss, perhead, - dense_decoding=dense_decoding + dense_decoding=dense_decoding, ) local_q, local_k, local_v = h_q, h_k, h_v global_q, global_k, global_v = h_q, h_k, h_v o = past_key_value.append( - local_q, local_k, local_v, - global_q, global_k, global_v, + local_q, + local_k, + local_v, + global_q, + global_k, + global_v, ) o = o.view(batch_size, num_heads, len_q, dim_head).permute(0, 2, 1, 3) @@ -932,6 +1132,7 @@ def forward(self, query : torch.Tensor, return forward + class GreedySearch: def __init__(self, model, tokenizer): model.eval() @@ -951,15 +1152,16 @@ def _process_texts(self, input_text): model_inputs["attention_mask"] = [1] * len(model_inputs["input_ids"]) for key in model_inputs: - model_inputs[key] = torch.tensor(model_inputs[key]).int().unsqueeze(0).cuda() + model_inputs[key] = ( + torch.tensor(model_inputs[key]).int().unsqueeze(0).cuda() + ) return model_inputs - def generate(self, text=None, input_ids=None, **kwargs): if input_ids is None: model_inputs = self._process_texts(text) - input_ids = model_inputs['input_ids'] + input_ids = model_inputs["input_ids"] with torch.inference_mode(): result = self._decode(input_ids, **kwargs) @@ -967,7 +1169,14 @@ def generate(self, text=None, input_ids=None, **kwargs): self.clear() return result - def _decode(self, input_ids, max_length=100, extra_end_token_ids=[], chunk_size: int = 4096, output=False): + def _decode( + self, + input_ids, + max_length=100, + extra_end_token_ids=[], + chunk_size: int = 4096, + output=False, + ): if input_ids.dim() == 1: input_ids = input_ids[None, :] input_ids = input_ids.cuda() @@ -987,29 +1196,29 @@ def _decode(self, input_ids, max_length=100, extra_end_token_ids=[], chunk_size: for st in range(0, input_ids.size(1) - 1, chunk_size): ed = min(input_ids.size(1) - 1, st + chunk_size) out = self.model( - input_ids = input_ids[:, st: ed], - attention_mask = attention_mask[:, :ed], - use_cache = True, - return_dict = True, - past_key_values = past_key_values + input_ids=input_ids[:, st:ed], + attention_mask=attention_mask[:, :ed], + use_cache=True, + return_dict=True, + past_key_values=past_key_values, ) logits, past_key_values = out.logits, out.past_key_values out = self.model( - input_ids = input_ids[:, -1:], - attention_mask = attention_mask, - use_cache = True, - return_dict = True, - past_key_values = past_key_values + input_ids=input_ids[:, -1:], + attention_mask=attention_mask, + use_cache=True, + return_dict=True, + past_key_values=past_key_values, ) logits, past_key_values = out.logits, out.past_key_values else: out = self.model( - input_ids = input_ids[:, -1:], - attention_mask = attention_mask, - past_key_values = past_key_values, - use_cache = True, - return_dict = True + input_ids=input_ids[:, -1:], + attention_mask=attention_mask, + past_key_values=past_key_values, + use_cache=True, + return_dict=True, ) logits, past_key_values = out.logits, out.past_key_values @@ -1020,14 +1229,22 @@ def _decode(self, input_ids, max_length=100, extra_end_token_ids=[], chunk_size: input_ids = torch.cat((input_ids, word.view(1, 1)), dim=-1) attention_mask = torch.cat( - (attention_mask, torch.ones((attention_mask.size(0), 1), dtype=torch.int, device=attention_mask.device)), - dim=-1 + ( + attention_mask, + torch.ones( + (attention_mask.size(0), 1), + dtype=torch.int, + device=attention_mask.device, + ), + ), + dim=-1, ) if output: tmp = self.tokenizer.decode(input_ids.squeeze(0)[length:]) if len(tmp) > len(output_text): import sys - sys.stdout.write(tmp[len(output_text):]) + + sys.stdout.write(tmp[len(output_text) :]) sys.stdout.flush() output_text = tmp @@ -1040,15 +1257,23 @@ def _decode(self, input_ids, max_length=100, extra_end_token_ids=[], chunk_size: # return [self.tokenizer.decode(input_ids.squeeze(0)[length:])] return input_ids + class InfLLMGenerator(GreedySearch): - def generate(self, input_ids=None, generation_config=None, pad_token_id=None, max_new_tokens=None): + def generate( + self, + input_ids=None, + generation_config=None, + pad_token_id=None, + max_new_tokens=None, + ): if max_new_tokens is not None: max_new_tokens = max_new_tokens else: max_new_tokens = generation_config.max_new_tokens return super().generate( - text=None, input_ids=input_ids, + text=None, + input_ids=input_ids, max_length=max_new_tokens, chunk_size=8192, - extra_end_token_ids = [pad_token_id] if pad_token_id is not None else [] + extra_end_token_ids=[pad_token_id] if pad_token_id is not None else [], ) diff --git a/minference/kernels/minference_forward.py b/minference/modules/minference_forward.py similarity index 97% rename from minference/kernels/minference_forward.py rename to minference/modules/minference_forward.py index 33763a4..1076d69 100644 --- a/minference/kernels/minference_forward.py +++ b/minference/modules/minference_forward.py @@ -5,10 +5,10 @@ from transformers.models.llama.modeling_llama import * from vllm.attention.backends.flash_attn import * -from .block_sparse_flash_attention import block_sparse_flash_attention_forward -from .pit_sparse_flash_attention_v2 import pit_sparse_flash_attention_forward +from ..ops.block_sparse_flash_attention import block_sparse_attention +from ..ops.pit_sparse_flash_attention_v2 import vertical_slash_sparse_attention +from ..ops.streaming_kernel import streaming_forward, streaming_forward2 from .snap_kv import * -from .streaming_kernel import streaming_forward, streaming_forward2 last_q = 64 arange = torch.arange(last_q, device="cuda") @@ -167,12 +167,12 @@ def vertical_and_slash_kernel(q, k, v, vertical_size, slash_size): slash_topk = slash slash = (q_len - 1) - torch.topk(slash, slash_size, -1).indices - return pit_sparse_flash_attention_forward(q, k, v, vertical_topk, slash) + return vertical_slash_sparse_attention(q, k, v, vertical_topk, slash) def dense(q, k, v, vertical_size=None, slash_size=None): return flash_attn_func(q.transpose(1, 2), k.transpose(1, 2), v.transpose(1,2), 0.0, softmax_scale=None, causal=q_len != 1).view(bsz, 1, q_len, head_dim) def block_sparse_kernel(q, k, v, vertical_size=None, slash_size=None): topk = 100 - return block_sparse_flash_attention_forward(q, k, v, topk) + return block_sparse_attention(q, k, v, topk) best_s, best_v, best_score, best_ty = 0, 0, float("inf"), "" bsz = q.shape[0] @@ -300,7 +300,7 @@ def dialted(q,k,v, type): slash = torch.cat([slash[-2048:], slash[-6144:-2048:2]], 0)[None, None, :] slash = (q_len - 1) - slash - return pit_sparse_flash_attention_forward(q, k, v, vertical_topk, slash) + return vertical_slash_sparse_attention(q, k, v, vertical_topk, slash) def vertical_and_slash_kernel(q, k, v, vertical_size, slash_size): vertical_size, slash_size = min(q_len, max(vertical_size, 30)), min(q_len, max(slash_size, 50)) @@ -317,7 +317,7 @@ def vertical_and_slash_kernel(q, k, v, vertical_size, slash_size): slash_topk = slash slash = (q_len - 1) - torch.topk(slash, slash_size, -1).indices - return pit_sparse_flash_attention_forward(q, k, v, vertical_topk, slash) + return vertical_slash_sparse_attention(q, k, v, vertical_topk, slash) def vertical_and_slash_kernel_static(q, k, v, vertical_size, slash_size): if "vs" in self.__dict__: @@ -338,12 +338,12 @@ def vertical_and_slash_kernel_static(q, k, v, vertical_size, slash_size): slash = (q_len - 1) - torch.topk(slash, slash_size, -1).indices self.vs = vertical_topk, slash - return pit_sparse_flash_attention_forward(q, k, v, vertical_topk, slash) + return vertical_slash_sparse_attention(q, k, v, vertical_topk, slash) def dense(q, k, v, vertical_size=None, slash_size=None): return flash_attn_func(q.transpose(1, 2), k.transpose(1, 2), v.transpose(1,2), 0.0, softmax_scale=None, causal=q_len != 1).view(bsz, 1, q_len, self.head_dim) def block_sparse_kernel(q, k, v, vertical_size=None, slash_size=None): topk = 100 - return block_sparse_flash_attention_forward(q, k, v, topk) + return block_sparse_attention(q, k, v, topk) q_len = q.shape[2] bsz = q.shape[0] @@ -641,11 +641,11 @@ def vertical_and_slash_kernel(q, k, v, vertical_size, slash_size): slash_topk = slash slash = (q_len - 1) - torch.topk(slash, slash_size, -1).indices - return pit_sparse_flash_attention_forward(q, k, v, vertical_topk, slash) + return vertical_slash_sparse_attention(q, k, v, vertical_topk, slash) def block_sparse_kernel(q, k, v, vertical_size=None, slash_size=None): topk = 100 - return block_sparse_flash_attention_forward(q, k, v, topk) + return block_sparse_attention(q, k, v, topk) def dense(q, k, v, vertical_size=None, slash_size=None): return flash_attn_func(q.transpose(1, 2), k.transpose(1, 2), v.transpose(1,2), 0.0, softmax_scale=None, causal=q_len != 1).view(bsz, 1, q_len, head_dim) diff --git a/minference/kernels/snap_kv.py b/minference/modules/snap_kv.py similarity index 68% rename from minference/kernels/snap_kv.py rename to minference/modules/snap_kv.py index 394579b..8219b80 100644 --- a/minference/kernels/snap_kv.py +++ b/minference/modules/snap_kv.py @@ -14,6 +14,7 @@ logger = logging.get_logger(__name__) + # https://github.com/huggingface/transformers/blob/v4.37-release/src/transformers/models/llama/modeling_llama.py def llama_flash_attn2_forward( self, @@ -47,9 +48,15 @@ def llama_flash_attn2_forward( # Flash attention requires the input to have the shape # batch_size x seq_length x head_dim x hidden_dim # therefore we just need to keep the original shape - query_states = query_states.view(bsz, q_len, self.num_heads, self.head_dim).transpose(1, 2) - key_states = key_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim).transpose(1, 2) - value_states = value_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim).transpose(1, 2) + query_states = query_states.view( + bsz, q_len, self.num_heads, self.head_dim + ).transpose(1, 2) + key_states = key_states.view( + bsz, q_len, self.num_key_value_heads, self.head_dim + ).transpose(1, 2) + value_states = value_states.view( + bsz, q_len, self.num_key_value_heads, self.head_dim + ).transpose(1, 2) kv_seq_len = key_states.shape[-2] # if past_key_value is not None: @@ -61,16 +68,20 @@ def llama_flash_attn2_forward( "for auto-regressive decoding with k/v caching, please make sure to initialize the attention class " "with a layer index." ) - if hasattr(self, "kv_seq_len"): #[SnapKV] add kv_seq_len + if hasattr(self, "kv_seq_len"): # [SnapKV] add kv_seq_len if self.kv_seq_len != 0: kv_seq_len += self.kv_seq_len else: - kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx) + kv_seq_len += past_key_value.get_usable_length( + kv_seq_len, self.layer_idx + ) else: kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx) cos, sin = self.rotary_emb(value_states, seq_len=kv_seq_len) - query_states, key_states = apply_rotary_pos_emb(query_states, key_states, cos, sin, position_ids) + query_states, key_states = apply_rotary_pos_emb( + query_states, key_states, cos, sin, position_ids + ) # [SnapKV] move to ahead key_states = repeat_kv(key_states, self.num_key_value_groups) value_states = repeat_kv(value_states, self.num_key_value_groups) @@ -80,13 +91,23 @@ def llama_flash_attn2_forward( # key_states, value_states = past_key_value.update(key_states, value_states, self.layer_idx, cache_kwargs) # print('kv_seq_len:', kv_seq_len) # print('key_states.shape:', key_states.shape) - if key_states.shape[-2] == kv_seq_len: # [SnapKV] add kv_cluster - self.kv_seq_len = kv_seq_len # [SnapKV] register kv_seq_len - key_states_compress, value_states_compress = self.kv_cluster.update_kv(key_states, query_states, value_states, attention_mask, self.num_key_value_groups) - past_key_value.update(key_states_compress, value_states_compress, self.layer_idx, cache_kwargs) + if key_states.shape[-2] == kv_seq_len: # [SnapKV] add kv_cluster + self.kv_seq_len = kv_seq_len # [SnapKV] register kv_seq_len + key_states_compress, value_states_compress = self.kv_cluster.update_kv( + key_states, + query_states, + value_states, + attention_mask, + self.num_key_value_groups, + ) + past_key_value.update( + key_states_compress, value_states_compress, self.layer_idx, cache_kwargs + ) else: self.kv_seq_len += q_len - key_states, value_states = past_key_value.update(key_states, value_states, self.layer_idx, cache_kwargs) + key_states, value_states = past_key_value.update( + key_states, value_states, self.layer_idx, cache_kwargs + ) # TODO: These transpose are quite inefficient but Flash Attention requires the layout [batch_size, sequence_length, num_heads, head_dim]. We would need to refactor the KV cache # to be able to avoid many of these transpose/reshape/view. @@ -123,7 +144,12 @@ def llama_flash_attn2_forward( value_states = value_states.to(target_dtype) attn_output = self._flash_attention_forward( - query_states, key_states, value_states, attention_mask, q_len, dropout=dropout_rate + query_states, + key_states, + value_states, + attention_mask, + q_len, + dropout=dropout_rate, ) attn_output = attn_output.reshape(bsz, q_len, self.hidden_size).contiguous() @@ -134,10 +160,16 @@ def llama_flash_attn2_forward( return attn_output, attn_weights, past_key_value + def prepare_inputs_for_generation_llama( - self, input_ids, past_key_values=None, attention_mask=None, inputs_embeds=None, **kwargs + self, + input_ids, + past_key_values=None, + attention_mask=None, + inputs_embeds=None, + **kwargs, ): - if past_key_values is None: # [SnapKV] + if past_key_values is None: # [SnapKV] for layer in self.model.layers: layer.self_attn.kv_seq_len = 0 if past_key_values is not None: @@ -194,31 +226,41 @@ def prepare_inputs_for_generation_llama( ) return model_inputs + llama_flash_attn2_forward_4_37 = llama_flash_attn2_forward prepare_inputs_for_generation_llama_4_37 = prepare_inputs_for_generation_llama + @torch.no_grad() def rope_forward(self, x, seq_len): # x: [bs, num_attention_heads, seq_len, head_size] position_ids = torch.arange(seq_len, device=x.device).unsqueeze(0) - inv_freq_expanded = self.inv_freq[None, :, None].float().expand(position_ids.shape[0], -1, 1) + inv_freq_expanded = ( + self.inv_freq[None, :, None].float().expand(position_ids.shape[0], -1, 1) + ) position_ids_expanded = position_ids[:, None, :].float() # Force float32 since bfloat16 loses precision on long contexts # See https://github.com/huggingface/transformers/pull/29285 device_type = x.device.type - device_type = device_type if isinstance(device_type, str) and device_type != "mps" else "cpu" + device_type = ( + device_type if isinstance(device_type, str) and device_type != "mps" else "cpu" + ) with torch.autocast(device_type=device_type, enabled=False): - freqs = (inv_freq_expanded.float() @ position_ids_expanded.float()).transpose(1, 2) + freqs = (inv_freq_expanded.float() @ position_ids_expanded.float()).transpose( + 1, 2 + ) emb = torch.cat((freqs, freqs), dim=-1) cos = emb.cos() sin = emb.sin() return cos.to(dtype=x.dtype), sin.to(dtype=x.dtype) + ################## # perform qk calculation and get indices # this version will not update in inference mode + # Copied from transformers.models.llama.modeling_llama.repeat_kv def repeat_kv(hidden_states: torch.Tensor, n_rep: int) -> torch.Tensor: """ @@ -228,77 +270,130 @@ def repeat_kv(hidden_states: torch.Tensor, n_rep: int) -> torch.Tensor: batch, num_key_value_heads, slen, head_dim = hidden_states.shape if n_rep == 1: return hidden_states - hidden_states = hidden_states[:, :, None, :, :].expand(batch, num_key_value_heads, n_rep, slen, head_dim) + hidden_states = hidden_states[:, :, None, :, :].expand( + batch, num_key_value_heads, n_rep, slen, head_dim + ) return hidden_states.reshape(batch, num_key_value_heads * n_rep, slen, head_dim) -class SnapKVCluster(): - def __init__(self, window_size = 64, max_capacity_prompt = 256 + 64, kernel_size = 5, pooling = 'avgpool'): + +class SnapKVCluster: + def __init__( + self, + window_size=64, + max_capacity_prompt=256 + 64, + kernel_size=5, + pooling="avgpool", + ): self.window_size = window_size self.max_capacity_prompt = max_capacity_prompt assert self.max_capacity_prompt - self.window_size > 0 self.kernel_size = kernel_size self.pooling = pooling - def reset(self, window_size = 64, max_capacity_prompt = 256 + 64, kernel_size = 5, pooling = 'avgpool'): + def reset( + self, + window_size=64, + max_capacity_prompt=256 + 64, + kernel_size=5, + pooling="avgpool", + ): self.window_size = window_size self.max_capacity_prompt = max_capacity_prompt assert self.max_capacity_prompt - self.window_size > 0 self.kernel_size = kernel_size self.pooling = pooling - def update_kv(self, key_states, query_states, value_states, attention_mask, num_key_value_groups): + def update_kv( + self, + key_states, + query_states, + value_states, + attention_mask, + num_key_value_groups, + ): # check if prefix phase assert key_states.shape[-2] == query_states.shape[-2] bsz, num_heads, q_len, head_dim = query_states.shape if q_len < self.max_capacity_prompt: return key_states, value_states else: - attn_weights = torch.matmul(query_states[..., -self.window_size:, :], key_states.transpose(2, 3)) / math.sqrt(head_dim) - mask = torch.full((self.window_size, self.window_size), torch.finfo(attn_weights.dtype).min, device=attn_weights.device) + attn_weights = torch.matmul( + query_states[..., -self.window_size :, :], key_states.transpose(2, 3) + ) / math.sqrt(head_dim) + mask = torch.full( + (self.window_size, self.window_size), + torch.finfo(attn_weights.dtype).min, + device=attn_weights.device, + ) mask_cond = torch.arange(mask.size(-1), device=attn_weights.device) mask.masked_fill_(mask_cond < (mask_cond + 1).view(mask.size(-1), 1), 0) mask = mask.to(attn_weights.device) attention_mask = mask[None, None, :, :] - attn_weights[:, :, -self.window_size:, -self.window_size:] += attention_mask - - attn_weights = nn.functional.softmax(attn_weights, dim=-1, dtype=torch.float32).to(query_states.dtype) - attn_weights_sum = attn_weights[:, :, -self.window_size:, : -self.window_size].sum(dim = -2) - if self.pooling == 'avgpool': - attn_cache = F.avg_pool1d(attn_weights_sum, kernel_size = self.kernel_size, padding=self.kernel_size//2, stride=1) - elif self.pooling == 'maxpool': - attn_cache = F.max_pool1d(attn_weights_sum, kernel_size = self.kernel_size, padding=self.kernel_size//2, stride=1) + attn_weights[ + :, :, -self.window_size :, -self.window_size : + ] += attention_mask + + attn_weights = nn.functional.softmax( + attn_weights, dim=-1, dtype=torch.float32 + ).to(query_states.dtype) + attn_weights_sum = attn_weights[ + :, :, -self.window_size :, : -self.window_size + ].sum(dim=-2) + if self.pooling == "avgpool": + attn_cache = F.avg_pool1d( + attn_weights_sum, + kernel_size=self.kernel_size, + padding=self.kernel_size // 2, + stride=1, + ) + elif self.pooling == "maxpool": + attn_cache = F.max_pool1d( + attn_weights_sum, + kernel_size=self.kernel_size, + padding=self.kernel_size // 2, + stride=1, + ) else: - raise ValueError('Pooling method not supported') - indices = attn_cache.topk(self.max_capacity_prompt - self.window_size, dim=-1).indices + raise ValueError("Pooling method not supported") + indices = attn_cache.topk( + self.max_capacity_prompt - self.window_size, dim=-1 + ).indices indices = indices.unsqueeze(-1).expand(-1, -1, -1, head_dim) - k_past_compress = key_states[:, :, :-self.window_size, :].gather(dim = 2, index = indices) - v_past_compress = value_states[:, :, :-self.window_size, :].gather(dim = 2, index = indices) - k_cur = key_states[:, :, -self.window_size:, :] - v_cur = value_states[:, :, -self.window_size:, :] - key_states = torch.cat([k_past_compress, k_cur], dim = 2) - value_states = torch.cat([v_past_compress, v_cur], dim = 2) + k_past_compress = key_states[:, :, : -self.window_size, :].gather( + dim=2, index=indices + ) + v_past_compress = value_states[:, :, : -self.window_size, :].gather( + dim=2, index=indices + ) + k_cur = key_states[:, :, -self.window_size :, :] + v_cur = value_states[:, :, -self.window_size :, :] + key_states = torch.cat([k_past_compress, k_cur], dim=2) + value_states = torch.cat([v_past_compress, v_cur], dim=2) return key_states, value_states + def init_snapkv(self): if not hasattr(self, "kv_cluster"): - if not hasattr(self.config, 'window_size'): + if not hasattr(self.config, "window_size"): self.config.window_size = 64 - if not hasattr(self.config, 'max_capacity_prompt'): + if not hasattr(self.config, "max_capacity_prompt"): self.config.max_capacity_prompt = 4096 - if not hasattr(self.config, 'kernel_size'): + if not hasattr(self.config, "kernel_size"): self.config.kernel_size = 13 - if not hasattr(self.config, 'pooling'): - self.config.pooling = 'avgpool' + if not hasattr(self.config, "pooling"): + self.config.pooling = "avgpool" self.kv_cluster = SnapKVCluster( - window_size = self.config.window_size, - max_capacity_prompt = self.config.max_capacity_prompt, - kernel_size = self.config.kernel_size, - pooling = self.config.pooling - ) + window_size=self.config.window_size, + max_capacity_prompt=self.config.max_capacity_prompt, + kernel_size=self.config.kernel_size, + pooling=self.config.pooling, + ) + ############ + def check_version(): try: transformers_version = version("transformers") @@ -306,15 +401,22 @@ def check_version(): print(f"Transformers not installed: {e}") return transformers_version + def replace_llama(): transformers_version = check_version() - version_list = ['4.37'] + version_list = ["4.37"] warning_flag = True for version in version_list: if version in transformers_version: warning_flag = False break if warning_flag: - warnings.warn(f"Transformers version {transformers_version} might not be compatible with SnapKV. SnapKV is tested with Transformers version {version_list}.") - transformers.models.llama.modeling_llama.LlamaForCausalLM.prepare_inputs_for_generation = prepare_inputs_for_generation_llama_4_37 - transformers.models.llama.modeling_llama.LlamaFlashAttention2.forward = llama_flash_attn2_forward_4_37 + warnings.warn( + f"Transformers version {transformers_version} might not be compatible with SnapKV. SnapKV is tested with Transformers version {version_list}." + ) + transformers.models.llama.modeling_llama.LlamaForCausalLM.prepare_inputs_for_generation = ( + prepare_inputs_for_generation_llama_4_37 + ) + transformers.models.llama.modeling_llama.LlamaFlashAttention2.forward = ( + llama_flash_attn2_forward_4_37 + ) diff --git a/minference/ops/block_sparse_flash_attention.py b/minference/ops/block_sparse_flash_attention.py new file mode 100644 index 0000000..c3d0564 --- /dev/null +++ b/minference/ops/block_sparse_flash_attention.py @@ -0,0 +1,182 @@ +import numpy as np +import pycuda.autoprimaryctx +import torch +import triton +import triton.language as tl +from flash_attn import flash_attn_varlen_func +from pycuda.compiler import SourceModule + + +# @triton.autotune( +# configs=[ +# triton.Config({}, num_stages=1, num_warps=4), +# triton.Config({}, num_stages=1, num_warps=8), +# triton.Config({}, num_stages=2, num_warps=4), +# triton.Config({}, num_stages=2, num_warps=8), +# triton.Config({}, num_stages=3, num_warps=4), +# triton.Config({}, num_stages=3, num_warps=8), +# triton.Config({}, num_stages=4, num_warps=4), +# triton.Config({}, num_stages=4, num_warps=8), +# triton.Config({}, num_stages=5, num_warps=4), +# triton.Config({}, num_stages=5, num_warps=8), +# ], +# key=['N_CTX'], +# ) +@triton.jit +def _triton_block_sparse_attn_fwd_kernel( + Q, K, V, seqlens, sm_scale, + block_index, + Out, + stride_qz, stride_qh, stride_qm, stride_qk, + stride_kz, stride_kh, stride_kn, stride_kk, + stride_vz, stride_vh, stride_vn, stride_vk, + stride_oz, stride_oh, stride_om, stride_ok, + Z, H, N_CTX, + NUM_ROWS, MAX_BLOCKS_PRE_ROW, + BLOCK_M: tl.constexpr, + BLOCK_N: tl.constexpr, + BLOCK_DMODEL: tl.constexpr, + dtype: tl.constexpr, +): + start_m = tl.program_id(0) + off_hz = tl.program_id(1) + + seqlen = tl.load(seqlens + off_hz // H) + if start_m * BLOCK_M >= seqlen: + return + + # initialize offsets + offs_m = start_m * BLOCK_M + tl.arange(0, BLOCK_M) + offs_n = tl.arange(0, BLOCK_N) + offs_d = tl.arange(0, BLOCK_DMODEL) + + qo_offset = (off_hz // H) * stride_qz + (off_hz % H) * stride_qh + kv_offset = (off_hz // H) * stride_kz + (off_hz % H) * stride_kh + + q_ptrs = Q + qo_offset + offs_m[:, None] * stride_qm + offs_d[None, :] * stride_qk + k_ptrs = K + kv_offset + offs_d[:, None] * stride_kk + v_ptrs = V + kv_offset + offs_d[None, :] * stride_vk + o_ptrs = Out + qo_offset + offs_m[:, None] * stride_om + offs_d[None, :] * stride_ok + + blocks_ptr = block_index + (off_hz * NUM_ROWS + start_m) * MAX_BLOCKS_PRE_ROW + + # initialize pointer to m and l + m_i = tl.zeros([BLOCK_M], dtype=tl.float32) - float("inf") + l_i = tl.zeros([BLOCK_M], dtype=tl.float32) + acc = tl.zeros([BLOCK_M, BLOCK_DMODEL], dtype=tl.float32) + # scale sm_scale by log_2(e) and use + # 2^x instead of exp in the loop because CSE and LICM + # don't work as expected with `exp` in the loop + qk_scale = sm_scale * 1.44269504 + # load q: it will stay in SRAM throughout + q = tl.load(q_ptrs) + q = (q * qk_scale).to(dtype) + + # loop over k, v and update accumulator + m_mask = offs_m[:, None] < seqlen + block_count = tl.minimum((start_m + 1) * BLOCK_M // BLOCK_N, MAX_BLOCKS_PRE_ROW) + + for sparse_block_idx in range(block_count): + real_block_idx = tl.load(blocks_ptr + sparse_block_idx) + start_n = real_block_idx * BLOCK_N + cols = start_n + offs_n + # -- load k, v -- + k = tl.load(k_ptrs + cols[None, :] * stride_kn) + v = tl.load(v_ptrs + cols[:, None] * stride_vn) + # -- compute qk -- + qk = tl.zeros([BLOCK_M, BLOCK_N], dtype=tl.float32) + # if start_n + BLOCK_N < seqlen: + # qk = tl.where(m_mask, qk, float("-inf")) + # else: + causal_mask = cols[None, :] <= offs_m[:, None] + qk = tl.where(m_mask & causal_mask, qk, float("-inf")) + qk += tl.dot(q, k) + # -- compute scaling constant -- + m_i_new = tl.maximum(m_i, tl.max(qk, 1)) + alpha = tl.math.exp2(m_i - m_i_new) + p = tl.math.exp2(qk - m_i_new[:, None]) + # -- scale and update acc -- + acc_scale = l_i * 0 + alpha # workaround some compiler bug + acc *= acc_scale[:, None] + acc += tl.dot(p.to(dtype), v) + # -- update m_i and l_i -- + l_i = l_i * alpha + tl.sum(p, 1) + m_i = m_i_new + + # write back O + acc /= l_i[:, None] + tl.store(o_ptrs, acc.to(dtype), mask=m_mask) + + +def _triton_block_sparse_attention( + q, # [BATCH, N_HEADS, N_CTX, D_HEAD] + k, # [BATCH, N_HEADS, N_CTX, D_HEAD] + v, # [BATCH, N_HEADS, N_CTX, D_HEAD] + seqlens, # [BATCH, ] + block_index, # [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M), MAX_BLOCKS_PRE_ROW] + sm_scale, + block_size_M=64, + block_size_N=64, +) -> torch.Tensor: + # shape constraints + Lq, Lk, Lv = q.shape[-1], k.shape[-1], v.shape[-1] + assert Lq == Lk and Lk == Lv + assert Lk in {16, 32, 64, 128} + o = torch.zeros_like(q) + grid = (triton.cdiv(q.shape[2], block_size_M), q.shape[0] * q.shape[1], 1) + dtype = tl.bfloat16 if q.dtype == torch.bfloat16 else tl.float16 + _triton_block_sparse_attn_fwd_kernel[grid]( + q, k, v, seqlens, sm_scale, + block_index, + o, + q.stride(0), q.stride(1), q.stride(2), q.stride(3), + k.stride(0), k.stride(1), k.stride(2), k.stride(3), + v.stride(0), v.stride(1), v.stride(2), v.stride(3), + o.stride(0), o.stride(1), o.stride(2), o.stride(3), + q.shape[0], q.shape[1], q.shape[2], + block_index.shape[-2], block_index.shape[-1], + BLOCK_M=block_size_M, BLOCK_N=block_size_N, + BLOCK_DMODEL=Lk, + dtype=dtype, + num_warps=4, num_stages=2, + ) + + return o + + +def _build_block_index( + query: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + key: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + top_k: int, + block_size_M: int = 64, + block_size_N: int = 64, +): + batch_size, num_heads, context_size, head_dim = query.shape + query_pool = query.reshape((batch_size, num_heads, -1, block_size_M, head_dim)).mean(dim=-2) + key_pool = key.reshape((batch_size, num_heads, -1, block_size_N, head_dim)).mean(dim=-2) + arange_M = torch.arange(query_pool.shape[-2], dtype=torch.int32, device=query.device) * block_size_M + arange_N = torch.arange(key_pool.shape[-2], dtype=torch.int32, device=key.device) * block_size_N + p_pool = torch.einsum(f'bhmk, bhnk -> bhmn', query_pool, key_pool) + p_pool = p_pool.where(arange_M[None, None, :, None] >= arange_N[None, None, None, :], -torch.inf) + top_k = min(top_k, context_size // block_size_N) + return torch.topk(p_pool, top_k, dim=-1).indices.to(torch.int32).sort(dim=-1).values + + +def block_sparse_attention( + query: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + key: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + value: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + top_k: int, + block_size_M: int = 64, + block_size_N: int = 64, +): + batch_size, num_heads, context_size, head_dim = query.shape + pad = block_size_M - (query.shape[2] & (block_size_M - 1)) + query = torch.nn.functional.pad(query, [0, 0, 0, pad, 0, 0, 0, 0]) + key = torch.nn.functional.pad(key, [0, 0, 0, pad, 0, 0, 0, 0]) + value = torch.nn.functional.pad(value, [0, 0, 0, pad, 0, 0, 0, 0]) + seqlens = torch.tensor([context_size], dtype=torch.int32, device=query.device) + sm_scale = head_dim ** -0.5 + block_index = _build_block_index(query, key, top_k, block_size_N, block_size_N) + out = _triton_block_sparse_attention(query, key, value, seqlens, block_index, sm_scale, block_size_M, block_size_N) + return out[..., :context_size, :] diff --git a/minference/kernels/pit_sparse_flash_attention.py b/minference/ops/pit_sparse_flash_attention.py similarity index 100% rename from minference/kernels/pit_sparse_flash_attention.py rename to minference/ops/pit_sparse_flash_attention.py diff --git a/minference/ops/pit_sparse_flash_attention_v2.py b/minference/ops/pit_sparse_flash_attention_v2.py new file mode 100644 index 0000000..5ae3a27 --- /dev/null +++ b/minference/ops/pit_sparse_flash_attention_v2.py @@ -0,0 +1,203 @@ +import torch +import triton +import triton.language as tl + +from ..cuda import convert_vertical_slash_indexes + + +# @triton.autotune( +# configs=[ +# triton.Config({}, num_stages=1, num_warps=4), +# triton.Config({}, num_stages=1, num_warps=8), +# triton.Config({}, num_stages=2, num_warps=4), +# triton.Config({}, num_stages=2, num_warps=8), +# triton.Config({}, num_stages=3, num_warps=4), +# triton.Config({}, num_stages=3, num_warps=8), +# triton.Config({}, num_stages=4, num_warps=4), +# triton.Config({}, num_stages=4, num_warps=8), +# triton.Config({}, num_stages=5, num_warps=4), +# triton.Config({}, num_stages=5, num_warps=8), +# ], +# key=['N_CTX'], +# ) +@triton.jit +def _triton_mixed_sparse_attn_fwd_kernel( + Q, K, V, seqlens, sm_scale, + block_count, block_offset, column_count, column_index, + Out, + stride_qz, stride_qh, stride_qm, stride_qk, + stride_kz, stride_kh, stride_kn, stride_kk, + stride_vz, stride_vh, stride_vn, stride_vk, + stride_oz, stride_oh, stride_om, stride_ok, + Z, H, N_CTX, + NUM_ROWS, NNZ_S, NNZ_V, + BLOCK_M: tl.constexpr, + BLOCK_N: tl.constexpr, + BLOCK_DMODEL: tl.constexpr, + dtype: tl.constexpr, +): + start_m = tl.program_id(0) + off_hz = tl.program_id(1) + + seqlen = tl.load(seqlens + off_hz // H) + if start_m * BLOCK_M >= seqlen: + return + + # initialize offsets + offs_m = start_m * BLOCK_M + tl.arange(0, BLOCK_M) + offs_n = tl.arange(0, BLOCK_N) + offs_d = tl.arange(0, BLOCK_DMODEL) + + qo_offset = (off_hz // H) * stride_qz + (off_hz % H) * stride_qh + kv_offset = (off_hz // H) * stride_kz + (off_hz % H) * stride_kh + + q_ptrs = Q + qo_offset + offs_m[:, None] * stride_qm + offs_d[None, :] * stride_qk + k_ptrs = K + kv_offset + offs_d[:, None] * stride_kk + v_ptrs = V + kv_offset + offs_d[None, :] * stride_vk + o_ptrs = Out + qo_offset + offs_m[:, None] * stride_om + offs_d[None, :] * stride_ok + + num_blks = tl.load(block_count + off_hz * NUM_ROWS + start_m) + blks_ptr = block_offset + (off_hz * NUM_ROWS + start_m) * NNZ_S + num_cols = tl.load(column_count + off_hz * NUM_ROWS + start_m) + cols_ptr = column_index + (off_hz * NUM_ROWS + start_m) * NNZ_V + + # initialize pointer to m and l + m_i = tl.zeros([BLOCK_M], dtype=tl.float32) - float("inf") + l_i = tl.zeros([BLOCK_M], dtype=tl.float32) + acc = tl.zeros([BLOCK_M, BLOCK_DMODEL], dtype=tl.float32) + # scale sm_scale by log_2(e) and use + # 2^x instead of exp in the loop because CSE and LICM + # don't work as expected with `exp` in the loop + qk_scale = sm_scale * 1.44269504 + # load q: it will stay in SRAM throughout + q = tl.load(q_ptrs) + q = (q * qk_scale).to(dtype) + + # loop over k, v and update accumulator + m_mask = offs_m[:, None] < seqlen + + for block_index in range(num_blks): + start_n = tl.load(blks_ptr + block_index) + cols = start_n + offs_n + n_mask = cols < seqlen + # -- load k, v -- + k = tl.load(k_ptrs + cols[None, :] * stride_kn, mask=n_mask[None, :], other=0.0) + v = tl.load(v_ptrs + cols[:, None] * stride_vn, mask=n_mask[:, None], other=0.0) + # -- compute qk -- + qk = tl.zeros([BLOCK_M, BLOCK_N], dtype=tl.float32) + causal_mask = cols[None, :] <= offs_m[:, None] + qk = tl.where(m_mask & causal_mask, qk, float("-inf")) + qk += tl.dot(q, k) + # -- compute scaling constant -- + m_i_new = tl.maximum(m_i, tl.max(qk, 1)) + alpha = tl.math.exp2(m_i - m_i_new) + p = tl.math.exp2(qk - m_i_new[:, None]) + # -- scale and update acc -- + acc_scale = l_i * 0 + alpha # workaround some compiler bug + acc *= acc_scale[:, None] + acc += tl.dot(p.to(dtype), v) + # -- update m_i and l_i -- + l_i = l_i * alpha + tl.sum(p, 1) + m_i = m_i_new + + for start_n in range(0, num_cols, BLOCK_N): + n_mask = start_n + offs_n < num_cols + cols = tl.load(cols_ptr + start_n + offs_n, mask=n_mask, other=0) + # -- load k, v -- + k = tl.load(k_ptrs + cols[None, :] * stride_kn, mask=n_mask[None, :], other=0.0) + v = tl.load(v_ptrs + cols[:, None] * stride_vn, mask=n_mask[:, None], other=0.0) + # -- compute qk -- + qk = tl.zeros([BLOCK_M, BLOCK_N], dtype=tl.float32) + qk = tl.where(m_mask & n_mask, qk, float("-inf")) + qk += tl.dot(q, k) + # -- compute scaling constant -- + m_i_new = tl.maximum(m_i, tl.max(qk, 1)) + alpha = tl.math.exp2(m_i - m_i_new) + p = tl.math.exp2(qk - m_i_new[:, None]) + # -- scale and update acc -- + acc_scale = l_i * 0 + alpha # workaround some compiler bug + acc *= acc_scale[:, None] + acc += tl.dot(p.to(dtype), v) + # -- update m_i and l_i -- + l_i = l_i * alpha + tl.sum(p, 1) + m_i = m_i_new + + # write back O + acc /= l_i[:, None] + # acc = tl.where(m_mask, acc / l_i[:, None], 0.0) + tl.store(o_ptrs, acc.to(dtype), mask=m_mask) + + +def _triton_mixed_sparse_attention( + q: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + k: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + v: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + seqlens: torch.Tensor, # [BATCH, ] + block_count: torch.Tensor, # [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M)] + block_offset: torch.Tensor, # [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M), NNZ_S] + column_count: torch.Tensor, # [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M)] + column_index: torch.Tensor, # [BATCH, N_HEADS, cdiv(N_CTX, BLOCK_SIZE_M), NNZ_V] + sm_scale: float, + block_size_M: int = 64, + block_size_N: int = 64, +) -> torch.Tensor: + # shape constraints + Lq, Lk, Lv = q.shape[-1], k.shape[-1], v.shape[-1] + assert Lq == Lk and Lk == Lv + assert Lk in {16, 32, 64, 128} + o = torch.zeros_like(q) + grid = (triton.cdiv(q.shape[2], block_size_M), q.shape[0] * q.shape[1], 1) + dtype = tl.bfloat16 if q.dtype == torch.bfloat16 else tl.float16 + _triton_mixed_sparse_attn_fwd_kernel[grid]( + q, k, v, seqlens, sm_scale, + block_count, block_offset, column_count, column_index, + o, + q.stride(0), q.stride(1), q.stride(2), q.stride(3), + k.stride(0), k.stride(1), k.stride(2), k.stride(3), + v.stride(0), v.stride(1), v.stride(2), v.stride(3), + o.stride(0), o.stride(1), o.stride(2), o.stride(3), + q.shape[0], q.shape[1], q.shape[2], + block_count.shape[-1], block_offset.shape[-1], column_index.shape[-1], + BLOCK_M=block_size_M, BLOCK_N=block_size_N, + BLOCK_DMODEL=Lk, + dtype=dtype, + num_warps=4, num_stages=2, + ) + + return o + + +def vertical_slash_sparse_attention( + query: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + key: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + value: torch.Tensor, # [BATCH, N_HEADS, N_CTX, D_HEAD] + v_idx: torch.Tensor, # [BATCH, N_HEADS, NNZ_V] + s_idx: torch.Tensor, # [BATCH, N_HEADS, NNZ_S] + block_size_M: int = 64, + block_size_N: int = 64, +): + batch_size, num_heads, context_size, head_dim = query.shape + pad = block_size_M - (context_size & (block_size_M - 1)) + query = torch.nn.functional.pad(query, [0, 0, 0, pad, 0, 0, 0, 0]) + key = torch.nn.functional.pad(key, [0, 0, 0, pad, 0, 0, 0, 0]) + value = torch.nn.functional.pad(value, [0, 0, 0, pad, 0, 0, 0, 0]) + + if head_dim not in [16, 32, 64, 128, 256, 512]: + target_dim = 2 ** math.ceil(math.log2(head_dim)) - head_dim + query = torch.nn.functional.pad(query, [0, target_dim, 0, 0, 0, 0, 0, 0]) + key = torch.nn.functional.pad(key, [0, target_dim, 0, 0, 0, 0, 0, 0]) + value = torch.nn.functional.pad(value, [0, target_dim, 0, 0, 0, 0, 0, 0]) + + v_idx = v_idx.to(torch.int32).reshape((batch_size, num_heads, -1)).sort(dim=-1, descending=False)[0] + s_idx = s_idx.to(torch.int32).reshape((batch_size, num_heads, -1)).sort(dim=-1, descending=True)[0] + seqlens = torch.tensor([context_size], dtype=torch.int32, device=query.device) + sm_scale = head_dim ** -0.5 + block_count, block_offset, column_count, column_index = convert_vertical_slash_indexes( + seqlens, v_idx, s_idx, context_size, block_size_M, block_size_N, + ) + out = _triton_mixed_sparse_attention( + query, key, value, seqlens, + block_count, block_offset, column_count, column_index, + sm_scale, block_size_M, block_size_N, + ) + return out[..., :context_size, :head_dim] diff --git a/minference/kernels/streaming_kernel.py b/minference/ops/streaming_kernel.py similarity index 100% rename from minference/kernels/streaming_kernel.py rename to minference/ops/streaming_kernel.py diff --git a/minference/patch.py b/minference/patch.py index b80cf72..cdf5400 100644 --- a/minference/patch.py +++ b/minference/patch.py @@ -5,8 +5,8 @@ from transformers.cache_utils import * from transformers.models.llama.modeling_llama import * -from .kernels.inf_llm import InfLLMGenerator, inf_llm_forward -from .kernels.minference_forward import ( +from .modules.inf_llm import InfLLMGenerator, inf_llm_forward +from .modules.minference_forward import ( gather_last_q_vertical_slash_topk_v4, gather_last_q_vertical_slash_topk_vllm, init_minference_parameters, @@ -17,7 +17,7 @@ search_pattern, sum_all_diagonal_matrix, ) -from .kernels.streaming_kernel import stream_llm_forward +from .ops.streaming_kernel import stream_llm_forward class RotaryEmbeddingESM(torch.nn.Module): diff --git a/pyproject.toml b/pyproject.toml deleted file mode 100644 index dc3de5e..0000000 --- a/pyproject.toml +++ /dev/null @@ -1,11 +0,0 @@ -[tool.black] -line-length = 88 -target-version = ['py38'] -include = '\.pyi?$' - -[tool.isort] -atomic = true -profile = "black" -line_length = 88 -skip_gitignore = true -known_first_party = ["minference"] diff --git a/setup.cfg b/setup.cfg index d9f2745..c3ddf04 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,28 +1,15 @@ -[isort] -default_section = FIRSTPARTY -ensure_newline_before_comments = True -force_grid_wrap = 0 -include_trailing_comma = True -known_first_party = sdtools -known_third_party = - imblearn - numpy - pandas - pytorch-tabnet - scipy - sklearn - torch - torchaudio - torchvision - torch_xla - tqdm - xgboost +[black] +line-length = 88 +target-version = ['py38'] +include = '\.pyi?$' -line_length = 119 -lines_after_imports = 2 -multi_line_output = 3 -use_parentheses = True +[isort] +atomic = True +profile = black +line_length = 88 +skip_gitignore = True +known_first_party = ["minference"] [flake8] ignore = E203, E501, E741, W503, W605 -max-line-length = 119 +max-line-length = 88 diff --git a/setup.py b/setup.py index 8021e13..c533ecb 100644 --- a/setup.py +++ b/setup.py @@ -1,7 +1,11 @@ # Copyright (c) 2023 Microsoft # Licensed under The MIT License [see LICENSE for details] +import os + +import torch from setuptools import find_packages, setup +from torch.utils.cpp_extension import BuildExtension, CUDAExtension # PEP0440 compatible formatted version, see: # https://www.python.org/dev/peps/pep-0440/ @@ -26,7 +30,7 @@ "transformers>=4.37.0", "accelerate", "torch", - "triton==2.1.0", + "triton", "flash_attn", "pycuda==2023.1", ] @@ -40,6 +44,17 @@ ] DEV_REQUIRES = INSTALL_REQUIRES + QUANLITY_REQUIRES +ext_modules = [ + CUDAExtension( + name="minference.cuda", + sources=[ + os.path.join("csrc", "kernels.cpp"), + os.path.join("csrc", "vertical_slash_index.cu"), + ], + extra_compile_args=["-std=c++17", "-O3"], + ) +] + setup( name="minference", version=VERSION["VERSION"], @@ -58,13 +73,30 @@ "Topic :: Scientific/Engineering :: Artificial Intelligence", ], package_dir={"": "."}, - packages=find_packages("."), + packages=find_packages( + exclude=( + "csrc", + "dist", + "examples", + "experiments", + "images", + "test", + "minference.egg-info", + ) + ), extras_require={ "dev": DEV_REQUIRES, "quality": QUANLITY_REQUIRES, }, install_requires=INSTALL_REQUIRES, + setup_requires=[ + "packaging", + "psutil", + "ninja", + ], include_package_data=True, python_requires=">=3.8.0", zip_safe=False, + ext_modules=ext_modules, + cmdclass={"build_ext": BuildExtension}, ) From e3569ed0b9147b7c9f908ebea612f174ef423e6d Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Fri, 7 Jun 2024 08:17:27 +0000 Subject: [PATCH 09/41] Feature(MInference): add benchmark experiments --- experiments/README.md | 59 +++++++++++++ experiments/benchmarks/benchmark_e2e.py | 88 ++++++++++++++++--- experiments/infinite_bench/args.py | 5 +- .../infinite_bench/run_infinitebench.py | 13 ++- .../needle_in_a_haystack/needle_test.py | 6 +- .../needle_in_a_haystack/needle_tools.py | 6 +- .../needle_in_a_haystack/run_needle.sh | 3 +- experiments/ppl/run_ppl.py | 4 +- minference/__init__.py | 4 +- minference/minference_configuration.py | 21 +++-- minference/models_patch.py | 51 ++++++----- minference/modules/inf_llm.py | 21 ++++- minference/modules/minference_forward.py | 23 +++-- minference/patch.py | 15 ++-- setup.py | 2 +- 15 files changed, 249 insertions(+), 72 deletions(-) create mode 100644 experiments/README.md diff --git a/experiments/README.md b/experiments/README.md new file mode 100644 index 0000000..e345e8c --- /dev/null +++ b/experiments/README.md @@ -0,0 +1,59 @@ +## MInference Benchmark Experiments + +Note: All experiments were run on a single A100 GPU with 80GB of VRAM. + +Environment parameters: +- CUDA 12.3 +- Triton 2.1.0 +- PyCuda 2023.1 + +### End-to-End Benchmark + +To demonstrate the efficiency of our method, we conducted end-to-end latency tests using the [LLaMA-3-8B-Instruct-1M](https://huggingface.co/gradientai/Llama-3-8B-Instruct-Gradient-1048k) model. The prompts were trimmed to different target token numbers, and we measured the pre-filling stage latency without using KV cache. + +1. Download the prompt: + +```bash +wget https://raw.githubusercontent.com/FranxYao/chain-of-thought-hub/main/gsm8k/lib_prompt/prompt_hardest.txt +``` + +2. Run a single context window size test using one method: + +```bash +python experiments/benchmarks/benchmark_e2e.py --attn_type hf --context_window 1000000 +``` + +3. Run all latency experiments using different methods: + +```bash +python experiments/benchmarks/benchmark_e2e.py --run_benchmark +``` + +4. After that, you should get the end-to-end latency results like this: + +```json + FlashAttention-2 StreamingLLM InfLLM MInference +1K 0.54565 1.07110 2.94495 2.96450 +10K 0.97590 1.18339 2.21052 2.77618 +50K 8.52933 5.47972 14.63624 7.54537 +100K 24.88319 10.86379 27.67215 13.98508 +200K 79.39184 21.61490 55.64703 26.81303 +300K 169.62441 32.44844 80.74326 41.09374 +500K 456.78353 54.15910 167.91472 66.27691 +1000K 1765.56387 107.85639 328.58551 179.12031 +``` + +### Micro-Benchmark + + +## MInference Downstream Tasks Experiments + +Note: All of these experiments were run on one A100 GPUs with 80GB of VRAM. You may need to modify commands to fit your own computing environment (e.g., changing the batch size, the max memory per GPU, the number of GPUs, etc) + +### InfiniteBench + +### RULER + +### PPL + +### Needle in A Haystack diff --git a/experiments/benchmarks/benchmark_e2e.py b/experiments/benchmarks/benchmark_e2e.py index a2660fd..9575dbe 100644 --- a/experiments/benchmarks/benchmark_e2e.py +++ b/experiments/benchmarks/benchmark_e2e.py @@ -1,6 +1,7 @@ import argparse import sys import time +from collections import defaultdict import torch from transformers import ( @@ -14,7 +15,7 @@ from minference import MInference -def run_target_length(m: int, model): +def run_target_length(m: int, model, attn_type): # wget https://raw.githubusercontent.com/FranxYao/chain-of-thought-hub/main/gsm8k/lib_prompt/prompt_hardest.txt prompt_complex = open("./prompt_hardest.txt").read() input_ids = tokenizer(prompt_complex)["input_ids"] @@ -32,11 +33,62 @@ def run_target_length(m: int, model): torch.cuda.synchronize() start = time.time() with torch.no_grad(): - model(input_ids, attention_mask, use_cache=False) - # model.generate(input_ids, generation_config=GenerationConfig(max_new_tokens=1)) + if attn_type != "inf_llm": + model(input_ids, attention_mask, use_cache=False) + else: + model.generate( + input_ids, generation_config=GenerationConfig(max_new_tokens=1) + ) torch.cuda.synchronize() s += time.time() - start print(m, s / T) + return s / T + + +def run_benchmark(model_name: str): + TARGET_LENS = [l * 1000 for l in [10, 50, 100, 200, 300, 500, 1000]] + ATTN_TYPES = ["minference_with_dense", "streaming", "minference"] + ATTN_TYPES2NAME = { + "minference_with_dense": "FlashAttention-2", + "streaming": "StreamingLLM", + "inf_llm": "InfLLM", + "minference": "MInference", + } + latency = defaultdict(list) + + for attn_type in ATTN_TYPES: + model = AutoModelForCausalLM.from_pretrained( + model_name, + torch_dtype="auto", + device_map="auto", + ) + attn_kwargs = {} if args.attn_type != "inf_llm" else {"dense_decoding": False} + if attn_type != "hf": + minference_patch = MInference( + attn_type, model_name, attn_kwargs=attn_kwargs + ) + model = minference_patch(model) + for l in TARGET_LENS: + if l >= 700000 and attn_type not in ["inf_llm", "hf"]: + minference_patch = MInference(attn_type, model_name, kv_cache_cpu=True) + model = minference_patch(model) + + t = run_target_length(l, model, attn_type) + latency[ATTN_TYPES2NAME[attn_type]].append([l, f"{t:.5f}"]) + print(attn_type, t, l) + torch.cuda.empty_cache() + + res = [[""] + [ATTN_TYPES2NAME[attn_type] for attn_type in ATTN_TYPES]] + for idx in range(len(TARGET_LENS)): + l = TARGET_LENS[idx] + res.append( + [f"{l//1000}K"] + + [latency[ATTN_TYPES2NAME[attn_type]][idx][-1] for attn_type in ATTN_TYPES] + ) + print("\n".join(["\t".join(ii) for ii in res])) + with open("res.csv", "w") as f: + f.write("\n".join(["\t".join(ii) for ii in res])) + return res if __name__ == "__main__": @@ -49,26 +101,36 @@ def run_target_length(m: int, model): args.add_argument( "--attn_type", type=str, - required=True, choices=[ "hf", "streaming", "minference", - "minference_wo_cache", "inf_llm", ], ) args.add_argument("--context_window", type=int, default=100000) + args.add_argument("--run_benchmark", action="store_true") + args.add_argument("--kv_cache_cpu", action="store_true") args = args.parse_args() model_name = args.model_name tokenizer = AutoTokenizer.from_pretrained(model_name) - model = AutoModelForCausalLM.from_pretrained( - model_name, - torch_dtype="auto", - device_map="auto", - ) - minference_patch = MInference(args.attn_type, model_name, None, starting_layer=0) + if args.run_benchmark: + run_benchmark(model_name) + else: + model = AutoModelForCausalLM.from_pretrained( + model_name, + torch_dtype="auto", + device_map="auto", + ) + attn_kwargs = {} if args.attn_type != "inf_llm" else {"dense_decoding": False} + if args.attn_type != "hf": + minference_patch = MInference( + args.attn_type, + model_name, + kv_cache_cpu=args.kv_cache_cpu, + attn_kwargs=attn_kwargs, + ) + model = minference_patch.patch_model(model) - model = minference_patch.patch_model(model) - run_target_length(args.context_window, model) + run_target_length(args.context_window, model, args.attn_type) diff --git a/experiments/infinite_bench/args.py b/experiments/infinite_bench/args.py index 4460292..92820aa 100644 --- a/experiments/infinite_bench/args.py +++ b/experiments/infinite_bench/args.py @@ -52,6 +52,8 @@ def parse_args() -> Namespace: p.add_argument("--topk", type=int, default=-1) p.add_argument("--starting_layer", type=int, default=-1) p.add_argument("--topk_dims_file_path", type=str, default=None) + P.add_argument("--kv_cache_cpu", action="store_true") + P.add_argument("--use_snapkv", action="store_true") p.add_argument( "--attn_type", type=str, @@ -60,13 +62,10 @@ def parse_args() -> Namespace: "hf", "streaming", "inf_llm", - "snap_kv", "flash_attn", "minference", "dilated1", "dilated2", - "minference_with_snapkv", - "minference_wo_cache", ], default="hf", ) diff --git a/experiments/infinite_bench/run_infinitebench.py b/experiments/infinite_bench/run_infinitebench.py index a7f8a43..4636795 100644 --- a/experiments/infinite_bench/run_infinitebench.py +++ b/experiments/infinite_bench/run_infinitebench.py @@ -92,7 +92,7 @@ def get_pred( "input_ids": torch.tensor(input_tokens).unsqueeze(0).to(model.device) } # cache = SinkCache(window_length=200000, num_sink_tokens=10000) - # if attn_type == "minference_wo_cache": + # if attn_type == "minference_kv_cache_cpu": # input_tensors["use_cache"] = False outputs = model.generate(**input_tensors, generation_config=generation_config) # outputs = model.generate(**input_tensors, generation_config=generation_config, past_key_values=cache) @@ -114,11 +114,17 @@ def load_model( attn_type: str = "vllm", max_seq_length: int = None, is_search: bool = False, + use_snapkv: bool = False, ): tok = AutoTokenizer.from_pretrained(model_name) tok.pad_token = tok.eos_token minference_patch = MInference( - attn_type, model_name, topk_dims_file_path, starting_layer, is_search + attn_type, + model_name, + config_path=topk_dims_file_path, + starting_layer=starting_layer, + use_snapkv=use_snapkv, + is_search=is_search, ) if attn_type == "vllm": @@ -150,7 +156,7 @@ def load_model( torch_dtype="auto", device_map="cuda", ) - llm = minference_patch.patch_model(llm) + llm = minference_patch(llm) print("Model and tokenizer loaded.") return llm, tok @@ -180,6 +186,7 @@ def load_model( attn_type=args.attn_type, max_seq_length=max_seq_length, is_search=args.is_search, + use_snapkv=use_snapkv, ) results = {} diff --git a/experiments/needle_in_a_haystack/needle_test.py b/experiments/needle_in_a_haystack/needle_test.py index aa1ca91..c7840ec 100644 --- a/experiments/needle_in_a_haystack/needle_test.py +++ b/experiments/needle_in_a_haystack/needle_test.py @@ -23,6 +23,7 @@ class Config: output_path: str = "results/needle/" pattern_path: str = "config/Llama_3_8B_Instruct_262k_kv_out_v32_best_pattern.json" jobs: str = None + kv_cache_cpu: bool = False def __post_init__(self): timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") @@ -42,6 +43,7 @@ def main( jobs: str = None, max_length: int = 100000, min_length: int = 1000, + kv_cache_cpu: bool = False, ): config = Config( model_name=model_name, @@ -53,6 +55,7 @@ def main( jobs=jobs, context_lengths_min=min_length, context_lengths_max=max_length, + kv_cache_cpu=kv_cache_cpu, ) kwargs = { "swap_space": 64, @@ -89,7 +92,6 @@ def main( "hf", "streaming", "minference", - "minference_wo_cache", "inf_llm", ], ) @@ -99,6 +101,7 @@ def main( args.add_argument("--jobs", type=str, default=None) args.add_argument("--max_length", type=int, default=100000) args.add_argument("--min_length", type=int, default=1000) + args.add_argument("--kv_cache_cpu", action="store_true") args = args.parse_args() main( @@ -111,4 +114,5 @@ def main( jobs=args.jobs, max_length=args.max_length, min_length=args.min_length, + kv_cache_cpu=kv_cache_cpu, ) diff --git a/experiments/needle_in_a_haystack/needle_tools.py b/experiments/needle_in_a_haystack/needle_tools.py index 1ebb756..7fafc04 100644 --- a/experiments/needle_in_a_haystack/needle_tools.py +++ b/experiments/needle_in_a_haystack/needle_tools.py @@ -207,6 +207,10 @@ def __init__( self.config.model_name, self.config.pattern_path, starting_layer=0, + kv_cache_cpu=self.config.kv_cache_cpu, + attn_kwargs=( + {} if self.config.attn_type != "inf_llm" else {"dense_decoding": False} + ), ) if self.config.attn_type == "vllm": #### use vllm implementation @@ -221,7 +225,7 @@ def __init__( self.model = AutoModelForCausalLM.from_pretrained( self.config.model_name, torch_dtype="auto", device_map="cuda", **kwargs ) - self.model = minference_patch.patch_model(self.model) + self.model = minference_patch(self.model) self.generation_config = GenerationConfig( max_new_tokens=32, pad_token_id=self.tokenizer.pad_token_id, diff --git a/experiments/needle_in_a_haystack/run_needle.sh b/experiments/needle_in_a_haystack/run_needle.sh index d0cf3a8..231180c 100644 --- a/experiments/needle_in_a_haystack/run_needle.sh +++ b/experiments/needle_in_a_haystack/run_needle.sh @@ -18,7 +18,8 @@ python experiments/needle_in_a_haystack/needle_test.py \ --max_length 1000000 \ --min_length 1000 \ --rounds 5 \ - --attn_type minference_wo_cache \ + --attn_type minference \ + --kv_cache_cpu \ --output_path ./needle \ --run_name minference_LLaMA_1M \ --jobs 4-15 diff --git a/experiments/ppl/run_ppl.py b/experiments/ppl/run_ppl.py index 23cd20e..43da5a0 100644 --- a/experiments/ppl/run_ppl.py +++ b/experiments/ppl/run_ppl.py @@ -74,7 +74,7 @@ def load_model( device_map="auto", ) self.model.config.is_ppl = True - self.model = minference_patch.patch_model(self.model) + self.model = minference_patch(self.model) return def prepare_data( @@ -229,9 +229,7 @@ def viz_results( choices=[ "hf", "streaming", - "flash_attn", "minference", - "minference_with_snapkv", "dilated1", "dilated2", ], diff --git a/minference/__init__.py b/minference/__init__.py index aec37c6..cbf7dea 100644 --- a/minference/__init__.py +++ b/minference/__init__.py @@ -8,8 +8,8 @@ from .ops.streaming_kernel import streaming_forward from .patch import ( minference_patch, + minference_patch_kv_cache_cpu, minference_patch_with_snapkv, - minference_path_wo_cache, patch_hf, ) from .version import VERSION as __version__ @@ -18,7 +18,7 @@ "MInference", "MInferenceConfig", "minference_patch", - "minference_path_wo_cache", + "minference_patch_kv_cache_cpu", "minference_patch_with_snapkv", "patch_hf", "vertical_slash_sparse_attention", diff --git a/minference/minference_configuration.py b/minference/minference_configuration.py index dce82d4..aae2412 100644 --- a/minference/minference_configuration.py +++ b/minference/minference_configuration.py @@ -6,11 +6,10 @@ class MInferenceConfig: ATTENTION_TYPES = [ "minference", - "minference_wo_cache", - "dilated1", + "minference_with_dense", "static", + "dilated1", "dilated2", - "minference_with_snapkv", "streaming", "inf_llm", "vllm", @@ -18,11 +17,14 @@ class MInferenceConfig: def __init__( self, - attn_type="minference", - model_name=None, - config_path=None, - starting_layer=-1, - is_search=False, + attn_type: str = "minference", + model_name: str = None, + config_path: str = None, + starting_layer: int = -1, + kv_cache_cpu: bool = False, + use_snapkv: bool = False, + is_search: bool = False, + attn_kwargs: dict = {}, **kwargs, ): super(MInferenceConfig, self).__init__() @@ -34,6 +36,9 @@ def __init__( self.model_name = model_name self.is_search = is_search self.starting_layer = starting_layer + self.kv_cache_cpu = kv_cache_cpu + self.use_snapkv = use_snapkv + self.attn_kwargs = attn_kwargs def update_config_path(self, config_path: str, model_name: str): if config_path is not None: diff --git a/minference/models_patch.py b/minference/models_patch.py index c3eee2c..83af1f1 100644 --- a/minference/models_patch.py +++ b/minference/models_patch.py @@ -1,23 +1,20 @@ import os from .minference_configuration import MInferenceConfig -from .patch import ( - minference_patch, - minference_patch_vllm, - minference_patch_with_snapkv, - minference_path_wo_cache, - patch_hf, -) +from .patch import minference_patch, minference_patch_vllm, patch_hf class MInference: def __init__( self, - attn_type="minference", - model_name=None, - config_path=None, - starting_layer=-1, - is_search=False, + attn_type: str = "minference", + model_name: str = None, + config_path: str = None, + starting_layer: int = -1, + kv_cache_cpu: bool = False, + use_snapkv: bool = False, + is_search: bool = False, + attn_kwargs: dict = {}, **kwargs, ): super(MInference, self).__init__() @@ -26,7 +23,10 @@ def __init__( model_name=model_name, config_path=config_path, starting_layer=starting_layer, + kv_cache_cpu=kv_cache_cpu, + use_snapkv=use_snapkv, is_search=is_search, + attn_kwargs=attn_kwargs, **kwargs, ) @@ -40,30 +40,38 @@ def patch_model(self, model): if self.config.attn_type == "minference": model.config.is_search = self.config.is_search - model = minference_patch(model) + model = minference_patch(model, self.config) - elif self.config.attn_type == "minference_wo_cache": - model = minference_path_wo_cache(model) + elif self.config.attn_type == "minference_with_dense": + model.config.dense = True + model = minference_patch(model, self.config) elif self.config.attn_type == "dilated1": model.config.dilated1 = True - model = minference_patch(model) + model = minference_patch(model, self.config) elif self.config.attn_type == "static": model.config.static_pattern = True - model = minference_patch(model) + model = minference_patch(model, self.config) elif self.config.attn_type == "dilated2": model.config.dilated2 = True - model = minference_patch(model) + model = minference_patch(model, self.config) - elif self.config.attn_type == "minference_with_snapkv": - model = minference_patch_with_snapkv(model) elif self.config.attn_type == "streaming": + model.config.streaming = True + model.config.streaming_kwargs = { + "n_local": 3968, + "n_init": 128, + **self.config.attn_kwargs, + } + model = minference_patch(model, self.config) + + elif self.config.attn_type == "streaming2": model = patch_hf( model, attn_type="streaming", - attn_kwargs={"n_local": 3968, "n_init": 128}, + attn_kwargs={"n_local": 3968, "n_init": 128, **self.config.attn_kwargs}, ) elif self.config.attn_type == "inf_llm": model = patch_hf( @@ -80,6 +88,7 @@ def patch_model(self, model): "base": 1000000, "distance_scale": 1.0, "dense_decoding": True, + **self.config.attn_kwargs, }, ) elif self.config.attn_type == "vllm": diff --git a/minference/modules/inf_llm.py b/minference/modules/inf_llm.py index 160c4bf..610dd85 100644 --- a/minference/modules/inf_llm.py +++ b/minference/modules/inf_llm.py @@ -3,6 +3,7 @@ import torch from flash_attn import flash_attn_func +from transformers.modeling_outputs import CausalLMOutput from ..ops.streaming_kernel import TritonMultiStageDotProductionAttention @@ -1018,7 +1019,7 @@ def inf_llm_forward( perhead=False, dense_decoding=False, *args, - **kwargs, + **kwargs ): def forward( self, @@ -1039,7 +1040,7 @@ def forward( len_q = query.size(1) len_k = key_value.size(1) - assert use_cache + # assert use_cache h_q = project_q(query) # (batch, len_q, num_heads * dim_head) h_k = project_k(key_value) # (batch, len_k, num_heads * dim_head) @@ -1277,3 +1278,19 @@ def generate( chunk_size=8192, extra_end_token_ids=[pad_token_id] if pad_token_id is not None else [], ) + + @torch.no_grad() + def __call__(self, input_ids=None, *args, **kwargs): + # chunked forward + chunk_size = 8192 + all_logits = torch.empty(0, dtype=torch.bfloat16).to(input_ids.device) + for st in range(0, input_ids.size(1), chunk_size): + torch.cuda.empty_cache() + ed = min(input_ids.size(1), st + chunk_size) + out = self.model( + input_ids=input_ids[:, st:ed], + ) + logits = out.logits.to(torch.bfloat16) + all_logits = torch.cat((all_logits, logits), dim=1) + + return CausalLMOutput(logits=all_logits) diff --git a/minference/modules/minference_forward.py b/minference/modules/minference_forward.py index 1076d69..6cfc266 100644 --- a/minference/modules/minference_forward.py +++ b/minference/modules/minference_forward.py @@ -352,6 +352,10 @@ def block_sparse_kernel(q, k, v, vertical_size=None, slash_size=None): return dialted(q, k, v, 'dilated1') if self.config.to_dict().get("dilated2", False): return dialted(q, k, v, 'dilated2') + if self.config.to_dict().get("dense", False): + return dense(q, k, v) + if self.config.to_dict().get("streaming", False): + return streaming_forward(q, k, v, self.config.streaming_kwargs["n_init"], self.config.streaming_kwargs["n_local"]) ty, vertical_size, slash_size, _ = self.best_pattern.get(head_id, ("vertical_and_slash", 1000, 6096, 1)) @@ -465,7 +469,7 @@ def forward( return forward -def minference_wo_cache_forward(): +def minference_kv_cache_cpu_forward(): def forward( self, hidden_states, @@ -481,7 +485,7 @@ def forward( bsz, q_len, hidden_dim = hidden_states.size() kv_seq_len = q_len - if past_key_value is not None: + if use_cache and past_key_value is not None: kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx) if ROPE_TYPE: @@ -492,8 +496,9 @@ def forward( attn_out = torch.empty_like(hidden_states).view(bsz, q_len, self.num_heads, self.head_dim) act_num_heads = self.num_heads // self.num_key_value_groups - k = torch.zeros(bsz, act_num_heads, q_len, self.head_dim).to(hidden_states.dtype).cpu() - v = torch.zeros(bsz, act_num_heads, q_len, self.head_dim).to(hidden_states.dtype).cpu() + if use_cache: + k = torch.zeros(bsz, act_num_heads, q_len, self.head_dim).to(hidden_states.dtype).cpu() + v = torch.zeros(bsz, act_num_heads, q_len, self.head_dim).to(hidden_states.dtype).cpu() part_k, part_v = None, None for head in range(self.num_heads): if "q_proj" in self.__dict__["_modules"]: @@ -511,9 +516,10 @@ def forward( part_v = F.linear(hidden_states, self.qkv_proj.weight.view(3, act_num_heads, self.head_dim, hidden_dim)[2][head // self.num_key_value_groups]).unsqueeze(2).transpose(1, 2) part_k = apply_rotary_pos_emb_single(part_k.transpose(1, 2), cos, sin, position_ids) - k[:,head // self.num_key_value_groups] = part_k.cpu() - v[:,head // self.num_key_value_groups] = part_v.cpu() - part_k, part_v = past_key_value.get(part_k, part_v, self.layer_idx, head // self.num_key_value_groups, cache_kwargs) + if use_cache and past_key_value is not None: + k[:,head // self.num_key_value_groups] = part_k.cpu() + v[:,head // self.num_key_value_groups] = part_v.cpu() + part_k, part_v = past_key_value.get(part_k, part_v, self.layer_idx, head // self.num_key_value_groups, cache_kwargs) if self.layer_idx >= self.starting_layer: part_o = self.gather_last_q_vertical_slash_topk_v4(part_q, part_k, part_v, head) @@ -521,7 +527,8 @@ def forward( part_o = flash_attn_func(part_q, part_k, part_v.transpose(1, 2), 0.0, softmax_scale=None, causal=True).view(bsz, part_q.shape[1], self.head_dim) attn_out[:, :, head, :] = part_o - past_key_value.update(k, v, self.layer_idx, cache_kwargs) + if use_cache and past_key_value is not None: + past_key_value.update(k, v, self.layer_idx, cache_kwargs) torch.matmul(attn_out.view(bsz, q_len, hidden_dim), self.o_proj.weight.T, out=hidden_states) torch.cuda.empty_cache() return (hidden_states, None, past_key_value) diff --git a/minference/patch.py b/minference/patch.py index cdf5400..11f1bce 100644 --- a/minference/patch.py +++ b/minference/patch.py @@ -11,9 +11,9 @@ gather_last_q_vertical_slash_topk_vllm, init_minference_parameters, minference_forward, + minference_kv_cache_cpu_forward, minference_vllm_forward, minference_with_snapkv_forward, - minference_wo_cache_forward, search_pattern, sum_all_diagonal_matrix, ) @@ -736,9 +736,14 @@ def forward_llama_for_causal_lm( ) -def minference_patch(model): +def minference_patch(model, config): from transformers import LlamaForCausalLM + if config.kv_cache_cpu: + return minference_patch_kv_cache_cpu(model) + if config.use_snapkv: + return minference_patch_with_snapkv(model) + Attention = model.model.layers[0].self_attn.__class__ Model = model.model.__class__ DecoderLayer = model.model.layers[0].__class__ @@ -777,7 +782,7 @@ def update_module(m): return model -def minference_path_wo_cache(model): +def minference_patch_kv_cache_cpu(model): from transformers import LlamaForCausalLM transformers.cache_utils.DynamicCache.update = cpu_cache_update @@ -787,7 +792,7 @@ def minference_path_wo_cache(model): Model = model.model.__class__ DecoderLayer = model.model.layers[0].__class__ - forward = minference_wo_cache_forward() + forward = minference_kv_cache_cpu_forward() def update_module(m): if isinstance(m, Attention): @@ -817,7 +822,7 @@ def update_module(m): ) model.forward = forward_llama_for_causal_lm.__get__(model, model.__class__) - print("Patched model for minference without cache..") + print("Patched model for MInference load KV Cache to CPU.") return model diff --git a/setup.py b/setup.py index c533ecb..acd94bc 100644 --- a/setup.py +++ b/setup.py @@ -1,4 +1,4 @@ -# Copyright (c) 2023 Microsoft +# Copyright (c) 2024 Microsoft # Licensed under The MIT License [see LICENSE for details] import os From ce133f3d506a9453e5ac9efbc87d8b790dd73995 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Sat, 8 Jun 2024 14:59:35 +0000 Subject: [PATCH 10/41] Feature(MInference): add onepage --- README.md | 2 ++ images/MInference1_onepage.png | Bin 0 -> 271180 bytes 2 files changed, 2 insertions(+) create mode 100644 images/MInference1_onepage.png diff --git a/README.md b/README.md index 04d468f..b6ff75f 100644 --- a/README.md +++ b/README.md @@ -23,6 +23,8 @@ ## 🎥 Overview +![Onepage of MInference](./images/MInference1_onepage.png) + ## 🎯 Quick Start ### Requirements diff --git a/images/MInference1_onepage.png b/images/MInference1_onepage.png new file mode 100644 index 0000000000000000000000000000000000000000..8f58ffcfbd2ffc260b2f882ee67b64b926183c4d GIT binary patch literal 271180 zcmZ^~1yEc~6E?a?aCdiyV8PwpCAeE~cUaur-GT;!ySr=f1b27$yUF|Ad#nDcpDOCW znX^6JJx}*^KW8>VNkI}34i63h03b?BiKzepFs1+iWHSsn=niGck9hzjIl8o%u$l+h z=_-321{jL}R_TW&>}&#R6XeU)wXlLne7@$3iY_7dXARfH z15c0`&<}%}<$r&KQ~q}~hW&T-*ZeyV06>!Z?*jNghI@SeF9ZMQ=O{dLhcU)^b?Ptj z$jR~|=j)w(jiw{Q4~gwQH~UB>(sIux9#`t5>B0P)Mu-77>~y->!^NATMSe4)z!tt#Z^^Rt*x!??Y!f4{{$L>C-P03M4IgpLp<1t zi4i6JEQyaM>d@?Xp&-L+^W%H*;@ZCWrztO%L2K)Qe9wfXwe`!}i+iiCovke)0l`Ea zgZx~1d3mvHTB=O(LWKq|>OW%y@6Y|o+ZbYZ9xcr?X=u>s#6wX-gq4hh3dm}t#KlBl zYA#4Wea;sLlkkF|q_>HovocjxCQriEu+7w6^PcAS=F`|c=d-r>v&ZKnIOKXkE18Yn z417OOG=nYQY^yTUnx3BSx`0oYum1J^{{H;@e12{xkjIoZo_j!BT$J2oiybA-PX67NjNJtFh zkrIVxXJ_Q(5-cBNu#>Dx>B_CR61U3*x1kMKCZiH8(a!FmVY8tgo+EEw_;2#Y|02-QV9wDk32xySupsl2AY9dhiJd z3T`YcP)-ENQ8{~g9k*4%p!^T00Kl-rTllL?poge?0g6F>@|b!3^Rb^~*{aw>+w#iF z9H)xRUCe=J)d^HkN$>C98A$!NcprmWmNJUkp69BgbwI_(;(CKneM zOG`^_pF93%FaQTXRY=BCYZ2rjjj7G@ii&N9#>fyDFDU-1>OP8=_ICOd8I`eVdd#@t z($dm{{r%aa+sn(#$H&LnSrrS5(#Ol^=gjdv){KcifBp;&Nfaod{J)};`q9M55|Wb8 zm6M!WeSkoHb#WWJDZz^etzAL6j)K8;GZ8K zTR`Y;Yinz4EaqI8n@ds|yEXgtKf!%yQnb}oRr>n+Vt0&8OtvfczTM?E=1xv^jg5`( zq6}EFR7poJ+Bi_fDzq+uG@x9u$~G@tNZ`7xy}iAP%=ArQj1kZOWRWlgsEj#g>oRJH z&OH_uk{2hJB`U~ZVPR2GQK|fx@9F88pP!$YkP{URVn(o8K?0sbOL?+!H-fp_HwDYThAwbl@@^oT`=r7n$W;L`kq}99(AtD7vEo_C}59ezY6&2`$ zXjvinvdyR_cgG82=T4J{XMY-lFt#KgnT@G1)M#^YALF7WD>f-hP%z;19?fkc0qqGb z9KkRX(2ieeL9#$5ryvS2b2bLu0jwbkml+G9d`6Jl>Go+J}*gZaWi7f%P}RSnoRRQOgPl_(ppSqb5ndVXtKc_oj~>XI^?7~ohg98ZnEFd zpF+_jAp)OBXEE983voemoh_D{ZF4=zar+ZNV)>2wXOe($Q>*jAte}JT{DibhU&FUw z;3Du>W${E`LTc>Rc-UlktTuZB)IL$}3s5w#d(qcnQiyweU-x~`o30P`d4D-?uU>lc zD0@7n!8rbkR_Yw_k&*$lE>TMU%~`n^oPaP?>4<;7G=msv`vS$**dNDTSa#UlEmA=5 z^F(=MlrC?`47kY*b{#n(s8FIwX87Syw_7*P*pKotE6e2RX6sbB<3c8V_I_GFZ5(@W zJ+R_`DEC<6b3IBeKAOnX^|)>C_ku4Lg%5c;#d{HKIbw&Q!$-Skgwe9NF9{}1>CYOE z^>SK|Jb?%)>h!rI7Mlg3Y4iQ%B5Xb1Lf~-|VjN%VhX2Dlj{m-8FI7hlE{RJ188lof zmjO;1Fwu19GKK{Mi?&4UG9w&ZkvK!atSI<;39$;bmhv@HkQ;f!Va;{P>_&Pu!M^(q z3(sb6EG3zNhDZ-G&3S}0jKFQ#h@G8XA92IyX7c5t+nzVF@AZ0uDCMhFh#i?b`Q~+Jj64k1M}I?coy@{em6NSBHBpv>$ty6k8WJ7S zOS3p{3+o~6gg=y$kxq~5OnDXWckm0?G<*hUi$Od6HP$&^2bKD>mmJ~R8xKzDyGcBli$>PIQHUqawh6+2J#<}5B z?|!j9SE|UF(PJNEOfC_f4}AVosWv-y`n#SseoLO!W|>(fx(Bv5S*ecW>d~O(*Nkx- z5kK(lZYf$vHJ%ns+Lp*>Pu!lf`^ZO?mBz)4mK(hJ+c6wN?p4)Jzi5Hd3gtes=T9gh zBMFuv!qEDu`&Q7+L*@z3)F{7W)si9t&QCnMu3^PWH1qXh{IZN4mwkn?JaBQ5(*iFD zFRmh~m$ial;)#Qx5bGjGB$HfKxSw{Drg=_& z?(S+B_}+nFtjR75i9ddlAV~y!q4j;{g5WK#zK;`ov7X{JSE<`OQM4eJa%Wce)xxvsWsO%U@4?zhzL?B=5@FC#3dIAeYRP zi?20VZE>_Cg1-(S@YoC}Ve3gU8Hp!-jCza?6m8Jd6yH_r1;M7xus86#*x>GH($zO% zYgy6}olQC${G#Jsb(fu$eA#ZvYtn}(g3_F>g zyggC0&;MVFrIf{hoFc=)#`5GmgDl9XdxF4kh)je%nQ3*lV9ifQ^FP#SaS?*>xXQ7a zMSZWVs-pVDQ^oA}*iZcPOIS>P3S#iE;wSkZ96vsT`L(G*u2UbvH^!H+&E&XAXU9J4 zrr53RUy@K@n}$+DjEavSD{6SJLLC!0^nmSR^tOlioMw+I!Sx#II^ciLb@{jqdKcyk z-ko;gPbGReEQ~WOLW3$!fLOuQpNz4BCRB+}yN>kiQ0P*k3DlZ7)`IW^j|9>WG!;d| zmR?bT%pXf07)i^oo>GGwEHpq8&#&f9h;Mygx;QOo zcf-kJALsJk#Z1egn*xd5K{*PRI$J25S~K8#lZUK{(nRLmBaXq{XwobqpuxC zWO~=fnBV6pRX*NGkIwQvefC2UA!JZlVEhP<+Ew%_Iv0HPF&-*XU|7&cFHkiCl*#ZA zUd9M8kVC*l3LR=%|Njexb35bX_-@A)mW`T22p9Ok zMqy0@$1t6KI-qH6wrqMKZ$=qH=y;M)VH&k0_NA{) zgWNT-aX(Ff-f`oX=dm3D>UWLD+^vI>{_f+mb;Vx-^Tm51FYIh*`2JQckV3rz7c0#d zw?}h&9D%Z%B6jU(O$e-^Y!sbdcY*MZl%<6*U)?~v(25|an0f+L8*PdLn0<|!5@Il` z!X&b~#fK7QOzCJ+NUHGhR%y@=`h=Y&S7=BTuT*#N&hwe4?jztGpvO3E0i28v)LHNc(R8bsKj?w zS1y6nETMpy4<#hlKntV2dgFkR+=m6EIs6jGHfygWA<`#2Dl_;78JE}_Hkrja9p1~2 z$M40q?J0x0OBX~7_Dvpxfr%adjzPQO+xcp%M8QmTPm}UDY&SfDtFSr5ydNqBGn$B` z!!6wv2QW7L2s5&9A>X$(Sg|rY6;X$b2uq4OLKFX2MN`T;{Lrj-gdhGRPqh)mvt;k~ z=Xb-RjkXC#_2gZRYZa4TraP;;hvj<2K+64NZRX$6(OGpizgg4HYF1&nXGbU3YfU7RBAB{guh-l+?v5o1 z>ssJ%dOO~qPre>=W? zyYZbc)TNzdDu~T3%vMbxClp}=qwc0((0fZK8TpvmsHN{g@ew;LWdnVEQAx44<63hx zDs&6&8{ThL31Iu2J877@E|RtO5$C=X2!ulQ#5*=@WYUnRAE;YBIx<(^biipuPcIUGV(XL9_nDV#Fk(=3U{_yTjZ} z`sxuHnYg;aHzcA|UadssP_d0&a_O=7y=_pscF91?rZ!|^t~*djMY%ZnB}q&*rM(Jq z_>8-J3RR}zkCIMpzifl@$hj~5g+*(FQ^v{KRu?lc;8Hu>eenFAypRvCmKV)N0lb32 zUx>FgHX)IcZ`!Fz^p)WW9D2k#e&>cMBaqDF9=ri(+J>OZudkacexnXM5qSTo&}vAN z=uJodL{GcPO7(Fx=nVvyi?}<|kMLOMBOW)V-G<(qkG@9)xq$5#>ky&+x-wPyg7d(V(@8 zYEW2^;4>Gtn?j^%jswp%8?92tlL47SrNI*NL^Zc^66fer;q2Cn9^fdv6(uD@BQxK{ z;m7$}9h_6+F^R!e1r+%_4t>ggfI&dr9{vjI(S6mbiQ-F5*tcmygU#f$UoVnIk0U0d z?@G}sm{H;gyhiPj7&pSr?5ryVaA3=X#;GMCo$knH(SF%$W%gMTFZhH^mtt|DgOUi& z5vn4_iDdbscR}Ghxs#m+I<~joefC{M-nlDNbM(}NV3};0nCd$@_WN)64dd5($H#Zr zkL^vg-2*gf!8GGf-^X#P>X18jpRTlNEeuch#YxiD3bh%;p~e08Dv&&T!*9IR7dyeu zo$UU0yULJKH?hC6lW~%$6`TCfnBi_Z56q2naAd%K-hV~IPAwaOkEg`-{PPRLKC59m ztWym9dPr2zL%SuGYS*h56>^qLp3AYISPqLp^Agmd@I9yXT*Up5FGYpzZ%;yXEF#a*YKOY^||7={Ff{bucdBNk_N;E=w!8E9*P<^S*v}DTZ*5UH99)LJm)F8iq@zFqCEz?icghvlaK* zB55>t+*W(}-lQHHj1_}S_r(OvRLYjA@tMmPu+}o8CYGk~JXnGL&dWCP{+$WH57y)wZuFEr&5?8&(~M2~EwyJOf#!Ij!E5 z9U5`jzRhe8Mtx}uUollpmlBe8xf&p6*5FwCu2kj>EBi!qNc_ag_6ij0vV>*g$O7Aq z(1w31k?Pt)sIFVBX<5s}iz;!O9``_v8uJlCd`Jr7>CNi|d>&$t6X(QV#+H=A{8lB9 zcEU=PW+8x;WYD`5z?h1$g=!93DSZXm;EyJfG0rrR0@DcaX|zOr!)o`|0LPu7t>69` z>yy`O}c}QuXXTBSKziJY(dBFrDf(l_s&=`=E}2@_|>M z3S&nu6DGhHSHPzQe?Ka*%HvhK@LI@1?Jz<^PtW$E%a}KqCk#7 zfR9_CO56ZuLfnIqhdbv2ayxRDMH<|*8Zh}wTmq^hJnfExw<=Slz;gYGPOF(9Ku{K; z21VoZ>`O%t-3p@SCQ@z85dIQx#}c7%RWR*d|I5d(20r+44&vx}+^)ai8_Pu$`O;{` zo#OZMJ>0LhNGVb+%;$WyhDBq%kNVC(c@lC#m@%SK`etrIjD&-Vq8MFBW z&R9EpA%pv3GT?C_{jp$%?cxe3V{${Z60~vm`?r&)lhhwq@;-g!nao*Nw(J2#`wk^!YyF1b>w%y1FHm#ZwEd@);91GK{gZV-T%5eJlGS z;U%3l5-`5x5$Y2=jYg#5`i;|{+?)Rrg++~HZ|G&9GSbTpMEHOR|2Cgl z5NDUyrK%?TK{5+s{{ECI5?cYE_R{jaj%nKt+b_Bb71C(8oV*_U;F%h%7STa~sQU5a zYPVnzL=(ag8mz+E&1Knl;nF=si;%+bk~4o7KlmCbE!9O0+ufX|s>S;02Km`YFe6SG zURu+$p-}TYfsLX7V!6nSV4j46cCT={xt^wvTneGehurb%RGO&rdsE6Oxeq8O43Sy{ zT{0o{LK3~-={=3(5K%bJ1ulKtHJlf#*Nh|prA`gPYcw-uF_E%)Pf3yoYh^16fxqRm zVS-|*XS3yJx8G*i=y1zdOzo$2NQ68dJ`s)GCbra9Q2Owf=sUx4!?xfSpF9G6DlfUx zHk}f%{6q5zQW>;ZJ+Dn+;%HS%E?06Ncq-f4K*+9c+N$SM3c|z@L?bYRxeS>@m}245 z|EX0!B-=C9U7F*D=ezxhK4_{Sg-uX+&r~yjy};bq`IlgJ5qBId7`A~A%hB!4*hKdR z@P$I5Ji5?t8vj^f3%=I+ z5KbZEkc)n`rzlGC*AqX&YtY-ocP|0^4fj1MIz&)fWSit&wA~i?)Z_^2j9x*slz%}$ zl@ur9q#-O|lUweRm#J_6dYp;+F&&fS%-C25`t=@f4-GAkL{PX&j>?7~pFt%VnYD*; zGpp`l-8&1zP)UJ%4`U4A`LTSc^H`$mbyWQ11yAVrdesP<}q!0X~aZX1lL@GLw~Hk*ug|=q=Ql$wqhpet*lk zr3Ss}`tmcqBaPxMlzN8yAUkNc!FUV@4z#*7oy6g;_ORJ@t^^74mm!+a2DG!yft72EbT^Na*)QYZWQS3_pa%CDe< z9B-r2$T^!Qc_rmk-VGJV8sr7`1voe7N$X49Y1ok+4m22Q*C%F_N5uPksa+b)AtGS)+(dCZS1n&FEF;ap`I@T*xTuW5L@rU*QMRb1gfPSJbxY?)Q|xirobAjF+ob*qU}(vu%p0pDm-*H|cz@-SbN z5E1fc2fN(5bs1NM3?vFs!@-p)GSQ$f0b4>OZtaBRax5dsLk0_0ccDJBlz;Y|aDRhS zv3j>>Bpj*bvnCEm06?e? zQb^dZSd;D`!J<{Q$V%r<(CP=pVpCWyEhhIg!nX)WSOhhGQR+;|4v;hl17Hko;nadJ zwJjoJfsWr2+n#pWz^CLtSvXa*T5o{w*JQH19-Fc`h-8b%J$hb$#RC9sn==hx`@NkS zdGD;O^ENgxNQ5GbM#h*zZ@`{Qb(EcQnsbJIaoI~=m1V7{m=Si>Q71592hQxK?s;AyW%{ z+Qx5rO(hxoM`15-myT!$v)8sUBeg`7y~UTiEBn?CPh>Wib0lXA6I#Sm`Wv^Zi5HGa zf*fI-@qN6KT52&$iHiK_KLjbXZxA&Zz^DXMYtRNhBDUs9{@IhCS^09|oN10c4sD5g zF|e9I#^iL?`|7tlaA9hfL#(K|wSyqRcUXX}|8sowj@l}*%318T3=T}=tEk`i5^C8? zJ;JqGw>2+?&f_inieah>x=+VF^Q$Wi6BlA`TWDJl!ckRvO6w`&hp&)=W?%~@5)_J8f|E4EJ7s# zCx+%-!v$~4kn2K>Q`t!=^m_6tL#&j=a;{z;SqD1M{kC6AJnux?D1Rd`qymzN9X043 zzjhb>ykS!bv|suUk7Wac;4IpayJb=_@2ipMxL{00Fg9F`&B;Xz6TT&4>l1wRa(>CV zlL|M&Sc1_fYP7$?DF{tE%l#Sz4T9*kBCK)q3(ed2yZttKHg;NoHc0lHD>mG-#p;Qy zPsN*wrh1vTo-&osMVE!4LX}{DF`;N|WQGx26jn_sqj|$TsgVa<1^AnSj(I9Y(4%CU zZqx~=)MvL}z<7{~v(d2)`X}!swZ;xW`aC>TYe5 zkjKB}1lpk3GYj3J!H$XZPTzFZCRZsj)f8jL~l1${gQwSS!Ex746y^d)}K3 zH@6iauO#d1Z_oke%SqNSmSF@OOO!@Jk;tukL(ClH3n$F>1cvm)ZuF`7)2~dxnGKC! zLrWd9_yH|O`NOcUnmzafX#}1$#et6uPk^L6L2e2NqrDDZP*9z>@7`YI@|=C#-yZ4M z#eLjtK^!z}zw)lUZ8Up#SwGmduT|X(Lje4HhAHPa@t6(OR?Le=E_zwXtiy(Y(|N(3 zlcrtuECUT4&3=>Z4GG!a0Yuc7Cg>gz#RJbN1XDiFkC{&Tf3cHCXCP7n39>KcAp3sk zvqfIK+Z-;FuB$oyRNGIz8?W~Jn6u`Jjc;iJ8=$k=N-7z6y1m66f$3YeUsQG<4ByB! zAX|BIEW4?zjU$QEgNrl7U|I^HG*)2h(b5t+rM_`(>}UdQ!0naDZfUfdBrG#uk#RRl zYBa&+fJC07$$)=r<`4_NM^BzqGK zr1$#1Qtg$I8~0^Q+T6;4lHPH_kMT{ahX{i6K>wdhhwyh*1w1KVE`%O)XGs5|vNUx` z6O^R>ronvB8)OOIvYPy_H(8aNjp#y=TVjiTEn1s8k$)K4N*{Eu!90C7X3=rVQMGP& z;zHUEU%3j`zo-V$>qb=gou>r6I5W-cK>jm_Hcx!zeZ=mK@OD|1+owBVn!;t|Z+1}L zt*pn!*C9AZ`XBVIr>oo~KQIqmk!m!`#&vuDrpHmT2%m(PLT~fZXLmLNSv#t@55$1H z0OmW@o0^7(2D}gz*%)z)t$Z&-ernL{1`*cmbqqh=S`Y9&TK)oO0v}Shtnh%565n%C zJjU5r^Y`=97vq{-N@4)j#fK7O;6>{oSdS$yFE1kKT*T!* z{|pZS0J?o-a;~4^6J0V85g7^x2CE1K2FHIgMXihXSCNYE0Tv5&&$^%Mu{p~= z=QyaE^X<;NqNv8-0j^!}Zg3s|GXH%GAd`}0H-yg+pAn>@|3n=v$u3y=%inYX5V|Rh zz|*%d@uoJz`2tOftYlOV+F${O_8*srw|w&0)cC{ON2f~>qKRK56~RP^@@H*ZK;r;~ zDaOo+^n)~cFjC}vt-oI_P@@xk<`+mMiFM3%$HSX@K+s zYy0)@;pG)Uf>@&MC{6K6rgWrd{=z-b7|;5@v5DML?4PND@zDRt1pvPNiu>=p{eQZE zeEd(#|NAxn1?b`9BL~vpVqkB<^_7=kZMZuKc(Jm?1pBD4jRA-Q{F6PuPHlnB+3bFl z_w_#oXU@1j^^gPDKrsi{dl9F z!V%7267bL2=9q;;3R?ZYM8OAW0YqT`T$-g367yFl zv0%6BJu^TH=(Wwo`&wK1G4^!Q{KmNFM_6m$|Le%pYx1J|4bR?0Lv%DJh^z9mxxqd# zNje`P{yAkjp)Bd&w6C`}Otf73(Wz0pqeaYq{Ew3UiRQas43nIB}O$fQ`TI8P7Mghfsgq!~7qwPHB2lqD%$Mpt#L28H~lrY<4 zMky)ZP9;W2WK^1mK4WUZqZ}0v5S&!t^A^G4QEO9$&uybWTyvZuL@2g(=!?nqk zhnm9zn2D(6D5I^-$2DhSP-QD%i+7uMMliNA_N{8 z9o%+|neE+8hD%>FnH1do$PBik)o&)|+lm;LI`6W+^@*2}Re!QWvPp{B;CedW46t*) z_4}w_4QX3`1HSE9;7pgL7fD?uX`838Y{fSR(CAh{UFKaXtGB9 zSuHX3j=aVEh_?_k80c2s4jFxEi#anwyBzSV92epv60!Tm)Kr3Bk3hsH*EOo~dF{@1 zrt65+t{Nz8A#880@Tq4CeQaaqtNJ#45~T=?Q5^*xL1*D@SA#dkvCnEebiE){E^Fr3 z@zB`2Y4u8pv=Re<`Y$occiMqw)17l+2aHQ+yf(}=EO>pJMz1JjMo7Vy+pKE`{7IA@ z`V&xvsLR`S%u@b+&8K1p$@uO?<+stSIy`*}hOPt;U9z zJ&eptQ`y;lFr`D>jq)Kep2Ci4Sp|I}a1D^62| zckl(a+WA&H(^M~=rS7pQpGj6_5#Qj+g?1_mF&ZcBXh7OnAR_3o!h> zh1&NwkcX67Yv&iXr)XiX zFRxGqyLRW+>5)?T8$!t)3+cY;dDKaOhU9;~%u@QK1Bai{{4Ti`jq?_#xr*YvuPZpu z9Z=Zrq$g;|!wy6W++|dzoEky7N!XTNaumBnceB*krkmeX@pSA8{-V=N?^tWKd8SMr zhHvrgY{wu|+7X6<2H>0T(jO6Udt3XuR||Czp^6dKrA>gV$dMGpg?oRWtv8|^al@3B zoE>u0S!q{C;1q*qkj{WA5`G+n6=E_jzuSx8_60KgBgJ0*Bz0Z% zQp7Cy!7-OIHQp&tx-H@uqB%aT+V=4hNFia4zf}uDTBmJ}7{WTGamw;C#MDTUB zy0`fHyXoh!X17RayYq&4rwUQ>u-wtl!NAAwLaM^Z_p?4a-)lIDXpwe)N0CvB#vv?@ zWHSx;wv&Kc{8IuL3+MJFf=MnFhE(ihz8~xl+s*NGTO9BWB~*6_*;xZ8w3RXzm#N`X zORjPR{VVgNp)Qu6*{^E@Ds!+kBezn6Albc7_7e@co{B*&U3lD3=thMnc`yM3pKHG6 z?oQ>Vo>~ zacW7>5eUtWIsZbwmXg7&L8 z)dQ+vlyME=`p1WMGCY&>dN5S>R!d373i^+|p=oqp*`-V8e1sWvAd+4jG5|n$g?0lT zBV4ufY%;?x2l*#}1psD*B^36S!P+c$4wTa&xQEaVZ3KWDkB`^49kThwmq9Yod?BjQ zea4%qVWz{uiLv!3ejcl^ZzicAZ``7;>0*Z0q>9NVChq4s$x-i**_Pm?SBm{pPF^a< zv#gjuM@#yL`dX^A14|AUI*j^V%oxJAlO&g}rs2 zbiVuMN8nUB+J}!vJ!s83zM`o=XE7=E1Z)({L03e%yxCq@8|q+-8}Tt;UAX#AXsu0& z?Y3#Hx&Z^lb@EA39frl4080==!zD5TTWoFd%FD4TJcR}kQHnX7)@(mIB#x$oC)or+*3cwJf{+w$9~9DYFpOh@w;hBA z`*L<@g?J2i9?t7bzfIm-JLG6aRBSS2U)Z`IYdjp=l7iT5S2) zSJ;$`yA72x{g*=1;S1}vM$O+k;K!gjo_q-6!rIMMMMqqH@tpV)dWcSa;Prl^#$)X{ z^qe*(0`};u;ruR|u{T~#aHQanCWSb(_tarkC{`hYLtMMZx$(Fe2!EbHze9QE)0FaE z@s0Uj6^Dp)L0Yt_P_-Z;;X$$RIj9-v6KvLa4nZ)8og^ylBeL^&WB7|#KPJoG=v(I3 zUvk-3TEsxZB6*$dn&nKvv{c%$W{zyiUM4c_OS{?qz8m>z)iHols}OoSKJEiL^1bYt=?jEcW`K# zQ~Gp2&rz<9t0LWT6})_)B<_=nHlrafnB2G z@kafWa*IeV8-va<#oFOVM+uxP*-|YG%JjG0Xk_xO4w1M@Q%r=yIE-}diiyJSXI@MO z;Mt3uAJ5x8i2`)k%7xO|VliY)tQyEmPG4>aJL^w@t@%fHFv`vH@%= z*G%ytZUl_n#@tJ6cCkqG`1Jb5DZW_@v2f%Uz zK3flZk(jCc7zo+>^|E>n`mU4#5YzKRI|8M24?{HzzK&|}%VW8@$2k$;K_oW=3dchb zf#XKN1fDebZ|#I)?8#NXacy5IZxG7W_*Za$W1>|oq6*cXj4tO`VbrtM$O{Mykg{oaUZu>TY11(Nm#VSTy^2liU;DF`dFLa7-6 z-vkc);|sIWcwL|btVdg#ygu~R6i99)jq=}v4516+I1Xqxpl|`drgX85%?tG7d2?T1 zXn8c(??n}X`CD_74nX`ocnh<=@L!8l?KA*OdAm~g7l0g&s>c*UtP-K9(xmx#hpdH4 z8?y$)+kUD`;xI+M#CVOu=u4K~wWc<&M7AvLWvT1!_%d!RuW*Nu7fDmb6z?Ir-en8jv;{WO*nG8d@)5`h~R^~WUlHf*apxh zl_@J^*E~%Y>2yY?XFk9;V41<;=vW9Nlo=XwYZ{aO+uggtPe&z3mwCX@_=_)*GVPeH zVSIuXmbZDpOpn5tUItqR);w6?*;@t*BhbA}J-Sj2sam`S!q>N7MGzTNuy@S@PUDpV z5RbtuJ)Xn}*SZj+9nS)X6NKrI(zzn=LIz+59fa|TNLAmS+E6`dKVTWC|4tix5cNBL zn`S}P>gy^O1F|AJAJ`_X@T74x4Os79Tj1_}g17i&mfZJgk&YNOB3uRVLiGOUyRE59fAZ8 z&fxCu?k*t&-SfWRlKubI$=XNzIhmR6xn`=ntGlWm`Q5>X24??GEuQgE`N*eOaRtk) zVB(?zc=Dd0mI&{t`Tm60KFTsLqhz%dQedD5hu~v};26_AbAlm_{Y7~{FPCW67OW_D1!Row_+;2IeR1OL>!=TalJ ztiqZXn!k5Ytxa*MeXL^w#YXCmJAo6j6MO+WTVP@Tcg?rkNPQwEq2E7y=j&3q(>VCP zA0zBoGaJ=obSs(G8PRH6Iqva$@xW^V%fIto4D<$RfV=O@hjhEGPHs|F0$S5!?Y?N| z72Dk%3N6m&GHoYvG1fG~wuJJ4di`W92k$#Of?*O^2WxRS;wrNBcQtUw!0eALB;#+|X`?UCqIdv8ux1?I+x*DbpR?ccM(`h)oG-907PN-e$}1b71Y9_oW9tb)8{z| z_9qJBr*?OSJ$l#cdH6xhfl4Tw#r#%-;hw{g+q@g8c1s0XmmB`&o^28)GR6G&IDx&Z zqeIjTs&CHie=_xYEX(c%kl3{b?=k2{?0^^?dMEbof zfXx8_3WO#K18PTZQcs^x48^J!Y4_>1cnN8%pH4jf3U!T89Tbx3oap57CsT8&Ey|s1 zY?NsMCR_r1P+$3weD$-xglr8P7^dY4-A3?&A2EAX`3Wn3-OQgK3rV}V-V!NkkGBbr zke>Dd-O1-hRWqOT@aIZt#DzQqGlKPDTFpLNr?y4*7o#di{K$S`CRSr?Qb5`aTKilT zBjMe#)bgIsk#h6hkGoaF2sFfN(;W!;D$E2!_^BHSMr!KyGsD*3<4d?a@BI6hJrxeh zzeN+)+*y1=zx?e*w{@sVaB5R`R=?uly%#zk_foJ)y5o|P(^w|>Z7o`^V)R+al8M1X zoxm6xWq3>s->dr4W}?-Mcr?n?{Zs()#kM|oj=c(fv(ehyyHU?{-f!>e?t_;m46m&0 zTw68{{;<{+qm;&uZL!ov;!(47xQEioLECd-^6EXO5ui>*%n`)4J8sWiJ+0|MTUn0{>3)9!vqblt;AL2`s!nI}CWQeIg?bA>DjVbZ+X#Zu&}!*0!NO-RQZH zcLY)@`|!VS8S`;ciwqHou0S4OB>;Or{}2P#u(fOfbchdXD~<^J<20r=Iu8Y_p4Ch3 zf+x?WLbtSxWmsWVl1To2)V>dIW#Sv6^ow}YMI+LM_|k_U(w*#P9(FVBIUf*jqkg$D zjycq9N+$jcfipu^Rur6N7x%0=b7J0*mnJtN+T*J)pZ^9u#PKy5&?De zW3A%!ad8l2^bSV7_fgfJES}RMS?Ry2X8a+cZ~zYj(D?$lIA2IR{r%%DM%RP`UK2@- z)2I3g2LsYQM5CiF_I>+^p_YVY8jXCWmy=8lz*W-n)A}@&$E)M_xLx7}_ZBx|ZF9Iit8vHff0n!EQvP)3KMhqX&bI^*w_4l!Sh8VS|qfQ zmgizNe3r*QqtXkHpr6lHi}KzWCU|f+TfcR7@FM*!_>tL?36#FE zR_}ZL9zaCe2NEy}Po~i4MstaJV2iJ3ln={9Hu##~JE*+3_xtRhOH%Xb7k!vXNB+;b z2?sQ3)CcF$P2pAl`HlR}-2F0Wwth#s&yXz?NRv&fKGOc1P;T-LhS{ja6j^6(n*gMl z@7bl|HN{rTuk4UR-re&{At!2@cMh`CF@GR6tE2bpWjxhPiFBwY!`~nO)vyK(ijP2; z6-E#+){Qn5vgiuEcu}85cUkV`)6)3ijQuTVYZi?wgzs<2(a=>~4>S*9Nha2T?B(-P zoN#nVX>8LizIRFKE$-ZS$oH0m>OX%5k7z#vhy&qs+r~cqA~{M`*DXIrq;OUy>kN$Y zez|%hD2pG#>iP{$#BMrrK_TdaV?sQXFR;c$JmDePNSD9Qv; zpno}x2_XM~;LWc?Qy`OHg98k?K!|kj{R{wz2zd!@uR;L;V3<{I4t!;gRNSN^At2G{ z1cd?u0K#Vh#L-XFItvP43Gy`J01A570qR`6;LR@JbP)!n^mWeZ9H*8JNPxRnwFEr` zK!gdx1a~iHRt?8~{amFCEq9Fb z{`-YaJsRDz104iFlV|mT>ul5i*o>MUw?aR+UXKZIsitc6hXSy5fEiuFJwcg8=>yh7 zwCUiG*l9gx)h5J0jhT^0-hm8u3V3@gwh#(>)&Yl;m>@)034+QFrmu}@yaB=H;7}hJ z;&t=xD|_L`8-N7xHM}(9IA3f4$NY34g9ENz=}O);Y^hTu>}?yr0{}1m>|NizzOZ2f z0J!~Z-+uvukCmsFU;aM-ac^4;($W1X#3i&%3|MjSI_<8HF+eHk3l=A zAG802(f%hjY~|k=;Q#&{P2C6!-VKgE{eQxc{olj9{(t-NI{e69WALE|Cp}5m5|}8# zhpQTBmYzUYI?XEbixooQ@Qatj&rw5`PysbG-xCsgQa9sNkzPWqAF~~g{%lFu>Za}U z-F&aH&7#ZeQQY_wV5klM$^hT@CtX`pGpnq{G0K!q7E@}i<=g%W*Cbu6yJ62EgQTj3 z?vYR4^$VJ##X3(Sv}vM6K8(EydiakY881sh-c;iaMRdZ+I*AI&CAL}Q@CM74`QEWy z6kRq@`WAV~LCd0HB5|g;+Gs(E@AmkSwdZBFMdFuysC+K3%7)7U+gMWL4aogZ*qh71 zJoJr-RO1^60(>|Kp(fVIJZmK4BcJX^B$S6dEI5L}tuTx@@nG0Z(ocvYcY>_rZp6dF zo>S!C+i8*a^^rm#(~=`3RB%Ci%5@@COaOuJkT7GR@S@)%>M)5!WdSg+0)W-Q3jrpG@Hgm@wd>AwxvS(f@r>(a>mWZjM05!opHlQMsAk%+1Z++cR6pY-!<< zmml9IBju5DaH!7D-@du2OO{TEj|T#QIk~yR!^1Vz)qy4HU_4o8XXnMm#nO^i?mhlTACdXt5GBnKf1crdwRbXBlxDDCaM5UK~QeIwv z1_lNe7Bnuch<@-}Ee;LAc7L6_GBh;A!o-}Ln`2^P+PbIU<<%yr4}wduHnFzG!^XzO z!#h4XsmRrHAC3dlytcQu#Q_S68|wWdk&&=tAzt+@EmtQe1+3zR*_x1`!GAR2~_#JHVg7bo1(pC9~W@M#IFUz|_Udix;7U%2iZ{ zMW;fTK|cqRm6cTpBB*?Yi>?0o<>fD;2tZT%0<*vh458Bn>ZH3HTAku)ff;HQiU`jT zOS5>wC-OBEkoT`dEdQ%B{L?3_t*tA>_|WlTU*C?e*4K&DFvRlKmY!ck48=Z+hI6A*UQ!@XZf|SrXQPBXehc;Y^0M{>ev6N%p{AxF zd>1pG5K=FL9-a=pyf48R3hr5skI2Oj~9A?)t%E-WmhprBac$v_`z)zs9CKGGx9)zcdr9qlbI z(J3k}-rwKv>gpQB9KyWpbcP<{P|`xv!rvk>Ff_dNb8?C|IS9P6BmRU7k1A?zzQ3@5 z-7FF~6aP(W56U%N2@i~6!^1;?O6-w^ga~KPGoIO~MA{+@S(m_{|IsRHW?DAeMtN_y zLX7MiWE2wa@^*T9YEQYbu|bTFFXDN9aY0N(l%1D1^eJT;cyV|Dq`@u62OpgxZDxPG z-80?p=%{QlnXXMigr$bP4g ztcw3U4%mJE^hJb33oBX|_+NMJf8D&R1@B>49cHT~8}sw#Cz>wl_>I^1i_HO^r$y1J z-@l(M2oauuJKV>`W=MIt<}WxG13YNDKVo#La%SWV5wS!XtziUZ5GBBGV!xTb1r>|%y)SM)4`l9 zvYT9)3_0;QBdJPE0s){UaJ3HPz+2ONQnA>Vfp3MmDhA%s1OPm92tk~bTQCL=ant+H zrkCjD2wDgSxcG@X)~wPxA$Ug|9mi}zq6iQVE?>Bm1)hPc1-uWEqz6F%kYLPWfMS-4 zqY{GXQBtGwJ-akg$Kbl1sqb>y8i~A5vmICM@*^W!wEp|wc#9gCZaFB4*ITdJ&$(tA zvR^>L6Vbb-7R)E+37@SDWy1Hr%iKmG4N%5HnTIS0x%5HrhKn}!q;*m@4#RD@&nr&2 z4V|sjw6Y6+OO@0vki1mcHTWl&KX=6!SXGx0&v9{|BOl8||DOgi1ST2;uyO2ErY!q? zF26Ql26#1;78fTLu#+XkwW**1|;jDOszJSFQ60pQ+UR?+#>R?vRxq`tK^w!R)wvmY6ddzzLp_H-sHi znJEYG41DQe(f2vXz#s_ovfcVsMxpS0&<4JvbrE5mMuZnM(+!R}V-{>VL!AM?M4yUUg$e9L zoG09>=He9Pg@WEGxhdleYM6i)U64#A@=|EDYSgYRA*b1m!P6O<_b@9WYu?^HGSk;YGIKk?% z1UCEFof4moAkeao<%tc`DMu1P`hjD#_uy`zC>3aP4ek1sg76+(b_N(AH*u*GQtZ9K z4vbDlOMw(h2^ci>{LDw5;FKhL8VmVH`2C5};%^LXo{Z+m>R##PSk`wO?R*o;SG)K; zw?yG<&`TbeI(ISysTv_h4~D>rlV^{0

9nu1oBGJZs;2;(M(?aVhEraWmh!25ABS z&P`?PQ1epekU(j)3M0-uzB|yFy#p28Q2Iz0R5RChPL}xgLkos34?_i)!bYWwD+P%l zLvfa{DK?kB`q%IFFHSN5U*{$=YaLBym?RUqc9UHEM=5HxFSR zz~=ag4cauH9`g(PC;E}_Ywwq(0O<0TZ4A;&MN=*w)b+CZCFJT3JG#xd>V}Q@EFqJeuUgTf2#Lk#m!(*iboaHa`{-|-~xc6dh6!>qIvQTE8Y<0?~Y8GVQyht(;~=ytE5l|krELD=QKaY|nty%*z5o3- zrvDd=MZ;co5w+2z)|w5~M#BgdN`t;K{k5s8m9QGtDR}(m+V^0;()hMl8p|@f3dZO~ zf;#S}1gt$XcLSbJ%iTlG_c@odbZ2;Aqa&hM8=~3g*#L}lpFN%*Y{L#@*<8E}RB{D! zbcn8HQqrJCE%23v-h(fFVdsydH!agRdC;Z)?16aZG?V9%9@SK zMMo9fI;@<~)KRmL{SO-z&HoyO(n}92Q!@G$Jfi0fX8_Ab{Rx>)r72u&wE!jBQ~Ou2 z3@PL-#L%gPe5M6CcYK;S(K;Q<^3^{Sm9sKFnJPE#g5ks&22Ov3V1$k0&)(Q0huAz1 zxEv?&otP*3v+UI9kTQ<-^5l3c7u=+@hCa=jOCGN$cNKZKGTDEJB`wKqx&W zIRb3#haNwHA5flFuaRIvfma>$xOEO-AS5<}EKFiCgZ1?abeBAfT=OHax6T$8uTLz4 zop|Pf_lg??l(%VP92%0Lqn*k_Lq^DZy6H#r6Eu^6jpQPWEX5BqRB+ZO;xuIS5X*OT z?}Zjod(q(jeyBd)98D;AWG`-5nDIlJEIb~6B}cExrMfsg;9zr0UewGq&Et?wJHzC z=bdEDFy4g&08>uB6=LJnBNI>PcE638^uS()!aj`w5tL(@p(rY1@5#y(7|@8~+%MDj zqOr;Lb{|I@xv;x6xFvAr##TLMf`}qZu!F&Ha zCe^f}!J9%*p>5rlxZAQX=k~a1xT)e6ToC%?F*LI#_5A35x*B{t&n#UoZmCg`ejD`u z_jrlA5`z+>`KVuR_hgqi3|4MK-@qRsGRCbs3opqZqo?VZd|2YwsKolz0ctLn4hR@w86d=54VWMa z`I8u^g*wg^xfbY%uuRY-dY5-c*lr(EC%ns14*dz0-X62biAklWOr1x56>#e76E?2s!Wo#-vVCD;&^$s{=#ClbzimWpu*hDD_MAmp8B*O7B2 z_PMfgCiFK#I+QkjY*Vpu*rYe0|AoI8^>LxAnLQ#o$xvdV&SBTj`}Ad~TC?WF2vNOE zK_(6E&F-oU;N09GvS_mp39zf5h<^GFu4tYidYa(AWwKx<^sB7q5CIuTNRP}SNNo`k zg%tZ>pg_Ho2gekMirqTa#yF8gm#OiYY^Y)aOnwZB3`l+(%n%JnHt!5&(~<)`s@@e4 ziY{&g&x&pa#r#ty%Ixm5Bq&PwM(=z9*13zr?1ZU<_$KDESz7Q@*OmZe8 zIBcbHb|rseBw&SCMZmM-&^#y6bt{|u=sa=QNh$)3DeJNl>!Gn6y@|h21h-cCTV^j9 zra4^xSLYR6b==nLNZ=`1HDt~^sEBI@)KZ+$IagJkqA}z5O#C&_ZSG8GWSqItqfS8N0hz2Lhc@|?>3pMC-<6WZ^qJ6^Jcc!t!NbR`gA+Nu71K%A9-}8M$Kpld z!(+2ML%tw5EcW0UbcoL-N-+5_FfIMcj?EBl*~MKE%zp*rTD`6rGSg$3R;~ZrB=e7m z0w7c*MHD7}L>vYhOl*@T{xrO(=MuWoYYKMhZq(-M*`eV|kB(4aF@tB8fjV`ZjdJ3{ zr>Y~-oa67m&^$a`jI!xGc68Vc)P(h`3P&FHD#7GWO*M=t&CP`#2euu_1nFY|x`7?b zWem9ej7DQcEhm;bRCp#x4y%Ug{u*-QsjVSbkEr2qHJ|T=a2dGcM$D}|DQd;*;8B@= zT}F@ukM0;qWqTFe?=V*obh7HV+Zsv1H#?w}|DZ*#fZXwA>vIY=uG7XK%0wTHD6QAA zl6XB+2*`=|QWVUF>JNc9B@gzwBDI0n#WLH2_lJF8W8gxw!8~KYgn7mLa~KfILwJmmm2I&jAFBjuHL+L4_|nd#yVayf)xC(iarGsa-k#1S+Bz3i1A zfp!xH=F?K<$XFw!oKX>jn&IM)O#GSZ5qajl9Z8HK@fu|i9Y(Ydk-$L$69ESWRJKs6 z0nCt7-FU-k2Y&1Ev_uq7^$TBuCX1i3fLsTf1YAd?yxCF*Msn z*n@xi^Pb)(EEa5PGDjvYf2o+S?x%&0Y12X^x+bK7LyGyB^@ZK=Cs=;WFYFACt*r^d z?<<}D^AQd8!1W%#^xlW-_Ey)GmQ$D%45xdAnfd>9^8Pu_vP>V1Oc*v+=+uNEl4SX14 zp23JUe>!x>QEL6>~!>_>izNySsHM;`Q88j!IYA_PrYnp_rX9}I|5;zxT6sr2Q;3BaX zkf=T*(2iUiq0l4qF~MQW1Lx$Q`VRJ`#=~3TpO;fnFf+<5zjbwDr%eaKH+xfRkaWbz znAmE&tMU;4@HNH46+AjE3WGEKr3dal8z+gyQs-A%HEkjflF z60Q9Xy@OxU1ia;X(TP#Z>&x4Se)P_W_@#^wie#hC*>pOFTn|k{xewaP(5a|sAKR(y zG;MB$XXx8#IcBp8mt8MxVPG&*S9MB%(-uk?w8}E{grO7B17d^p}N{xbQtORw0McPAqQ2$&D z9mVR~T52P8sNXSIy*xJt2`V`C~{(;QC7q#r$^EyR>QDo-%$SxiYlt^>t6xowE(xbZW4}PB(x% z+fo<0b(-_{AM&D`_#eWcXSET!3&+iHIilojqiihBas6|k9r$}Kwsym7ImbU0b~8o4Ef?7 zf@dAyIzQfDR2z(#^oD<01W+d1%TWZf2=tnqLK`Mg&Jq=y&6!)vPb*;DZNc1LJcFM{ zg3|NTnce&| z%RXDui&wQZv@mB$Kk2rBp#*`KvARySO0OJ%xCW)2%?Fm&@#t-eH+HnMHSD-9Du4T zT8dU9xMPw9v%MxUsXWX`E|8>A`E(B8_=s>TU6HmZ^a>1ZkVOU2>&x?e$5veel+hh=rq9zD$O^t@@qfv_-i)e&uehSU-3Z zsIia|ZMC8sndNK&iiI+?B4jbsFk%2Qj9rdUv@DN(-1UTb74ydf4|vjNAo$($=N#Z1 zsbV;!|E$9m4sAudZ%|}S*14L9gPtMv)rV2)b}_?Og%N3RzEzi3o`#fs-Ry8jA%j!k`b zSy{NR>P%9?^6!7|{~7D~Cj@Pe1^f+)nVK4gb`&cvP+w9Ivp4Y;d0owMokUFIYi@sLB1jv7@SL@>@K? z&94itqG=Uoz#mW}%?CvVk1paB0TwHGD3n>!2v;oxRH#4VUtAB23xW+8Rg@&Yn^CB2 z-g?(r#;56%hmc1@3?_QOpqC>;;A(XWNIJ3YLro#{3KU-O^~k`4VDz?=)CE5k-q4X% z&@~e!2yz~kihT7TV#a*3bc%&f|frcD|;><-=LMbk$TYnFzcGY`$U7}XSr-9Uh z#k3TZU;|m3<7lMX2)Htzjpq;a>X7u8Jz91P)GwZZ4rIdW#FWS~VRIb-8R z7m1unTO>6;4~Ht8?u!4Wa-DHD zlJH%5;)&9Odcd>gN(ZRPzY?6|=V!K>N!%U2-n4nNY+nr3RQy*>fPd|xSO>B>nx~fO z3fF$`+a;TW9Wr7!^!~|Dr!;I`wf`_TzJXB{KBgNaY{rhyDh@t6I6_Fbug5r|^%n9F zWPwf&un`NgIiRECtXdq3I<492`8Na9emTA6S zweaz_&<_R3?OK{JqZ}#Y)^ao35Qb$U=&&o5#H+yCv~oVNc0H(>yus1exfL+yfn?h0 z`)7tlk-yXPiI;@lU+-v?b!1b-pvZ|ADV*23-OZ;D{9fWxF%2Q;v0NEWAiL&|S;H|E zZaH(a!#J>@vfv2Fd>oC985iw5B!W3%8y`<#iph~#3MK3RUczt$v*PGlgF&9rJP!q2 z4Y9ps`@(Pf+!Q3BFOw97!UW#<+;fb32uk9Ev{~uRS4M;x&78TeD zz+*KEZ)`$`C6?Z!M9&}(bEOUav?GDeczpGXbTBmsu4zG1PsBn4Vat~dmmJ0<6j#!F zfEySJOMW`n{PhxW_@PgktkMScB<^tGmuXK&1YRb!#PQxdd|NdB9uP?>ZY8RxBo1X) z9C@!poZDj2K54+NY8N=FBXSP9mG|D1wUER>t|UP)AvC2yHL)t&LXAt)mR3m$R|2b~ zG0qOmUsr)`ms|Ya!{nQrw2Bybh$AvZ3-pBqA+(!!MSnlUWM}) z>fL%84wBpMLHpE+_@6m7@?gph*|BP;X@93=u}g^?ltZBC5*GY)S{q=iS%nfPOe3sAvb)i{v}(YZsg?QG)C~fpB~0!GwHNIgn&_-w1XQ z(|{;qtV}#j<=JwbQW7pe%O;&kAq8+-0w}Nr%~>e=wKBWNy{B+*e4NY{n@oyqlXv<^ z3CU~rUyvuHHNy;3494w(IeXs(W@PU@whNtU_Ye-@`dDK7bp0+=iBc$RQx~so5LSwk z{_(@ZB*X4^k)|)(T;g{>Vd~a^8ZhHC`{IPUo`XIZe6LElZTa{x%~mH!j$$|2tt`TL zWWk`tQQDEb%rEC=*w_`;O+JtQ^zqK(TlAjHb7BhO_{mhZVP3kZf9F@I%-JgO8R!h| z7zME+>OyLC*wn`AT|2XY)G;Y%(vF_F65rL9WAaof%~-z|(p1a5Q&(p8c|#LTW;FHA zyHt=s6CcvKsb;L2^c2ibB+>T1Un!*BME$sh@>$%Sei5;wVQ4`733}Bd*H5DrVkW$% z;g>f0$Jh1v$@_!#=rjb5)P%GsU7<5KOS02t7t*?+87mLEz89R|^tyM4Vo zFyF;wLL6jfPnrXDoy)WT^8vJK=4mPUMLJg4;466zSpKE_ebI~6IkQlFI98-I5Z_$($E)Xh`AeSf^IT1{@bkr6al|bq8{W@zn{gF9JWmFp| ztv!|3O7(J$LXld&flF-@n?2E6?WeN)>lq!L79kOAT z?iawfHg`RO0PNSd6dr=2jI3|*-!vhXfvX!EM~i_~hb-5i7S(vFWM9Rn0hWl<76eJw zrAtbKTyXnDZ5eCxK4}V&BjX8pUg+Rz1ef#|7n*A=_1c+K4ag0lxi)@hliMjPFR)tD zGbA3J2l*pcH-DB*DM{m?yilqx=JjRuMr~hXQLMuHnTQ)FG^ux7FmbErm-9Q4L})hJ z*me}Vh`=y}T+wqC`ImLTH@Q+o2so*cmdqUXDx)i*idk(Ce8)GbQO>doU2B;IzsyL9 zkjK#azqV?Tc0hEWpICmT^xQ;9BJ;%TyrG6RBHc_)QGwO;l=VTUg`4H|3h&RX>ESrK zPdV#h#g!XPfKN1@i!A@lrKvWU^^NQH_9d->)Z@mDH8^ zn)ewFS#ZgG(Md)QIYX|u7VQKm5F@{dr%v=ZZe}IX^CGh{9w6S753us_LU7v?f4@c-n&TK>h?^ zf`L=jCMHLn9!r}t5cpe5jf{~B-v_V&&6)sB=BtHjzIX*&Zo$7n>&qaPgfr<(QkqDs zIN$=76QK58GKn!2;QAm7!s99e_I7^s*MJD?;z`ljp2A$oqhmnDv#>Ei1d;53^58;4 zp!a7=s3irGo06xfHb5{ey~@G;EKUymPPdjK1Qpy@IOa?TWOLp5!8Y5l(X4f=v$ftJ z&g5JK;Hhh3=Blkj>ZuPxt34Wi#0RX{GK_x)Mzg(n%_%P3G!-Z}_*0Og!-A?WRfwhA zr9~GA=@A5LqnR&drkW88G0#B0XzH?zE=%b!y+A~TqAz_sOmY<|Ee?Cjh%so!mL`=& z$e7JnU`zl&PB(GwbY*UVN|e4-SZG{Mk=mfpxYQHA;dpGT&#W<(R^h&Hk>WD1kRg18 zP4oDX8>6SL5(vl&C+G)O+FVd{Ex^-5u=FHET7==pKny5hzwJl2pGkC^;d6J+T9_is z?=$mbfFbzBC5Z(<8J3E*Gwbn{at#ab$0RQdyiN$h>7^ErB?F=jASO=S zIQpuV(~0kY8i6ahweg<~Z)pu`gK|CfBAPjDQ#*^4Kd&ZAPkQ z@|qNMm;aTe8qbE&EQ>6HZmK6QC?B#EpU|x7ff*k`bX!~Z`MN=YV4sgw2zQ0hKQ8Fo zI3RMWo>zBg3GVjiit#9gBiS$?G?godTFmpjX;K9k9{0b^joX}lXcPsK9)R#y_;TBG zQSQSUR~>WtJ)a3_ayx&v7%m+;9?f6D$(a)&< zOt7J1q066S?swjp?CnW~2)Z%$C&l_OALU&@dr?gFDnzqeIu@#_HW|0-Ba-!eupfAj zS3urS^5{^T&7e)Zv+TdJ)TNm|G<_3!n*Gyp&fr360b-TFzf3sRU-k^1dFlJ36aAF7Law+ z7{b|FvG-o2Lw~IxgY$0|>ju7qT!{_hwMeDkti$APMsanlWhMTxSG2faBqVHa_8vP&#=U)PW-uF19i9)W? zDRLkF8vV+Xy`MR4h$qic)v!tnTArles?*ZMdLuTF%CL>sws#1fmtimL^Bo!RDZNy z@}B2EfzT)l>i9Pu5*u}1xFAR30PO7)3q;P8Tn=--K^6J~6L7XA*m}W2qLCcGD8w<% z^&6Q_yNx?I1qkym)HPpNo*SHdyy zL^AmZ)p223#C9B@fPMr8f~?~5TsJnnT8;QKMo z+Cv;D*`Nh)Z_#5CM;h>;stMBrnga8>`@#_hv<98@hZ4!lYU4iWxwyCt27d~_O*}mK zbdd;n5c0dr1nfmGP=j}XZI1CPQdlafDV%tKj4Pij;N_`i8G5)-p;~Ow zuK&wvMY)$)huO)594yGmqWq5#+PnN6@U266)PFd z*%6-b2@%-8TsANF`RItZfXWhsU3)zhtc31HDA9zT3KS?iLUv5g+v|eU_Nm_{IHz^s z6vf4Xad+YmRop$){eG)v?`4y8nX86=fgaM3)ZUGUt5L< zkuuH_0@zbI9LHobcm_2x*IsEt2qfzXS)G@}*zJ`kZJfAYdcSsOj8(KLFypCL!VAZA zX9RpH%B6jr7w?U$z*k97_sdAa`SPH~uG0KN!%NFc3(e}G`Q!QgCpZ%9k*bXGnf%B_ z#M14&=2!Q_oIFRsqNaAQc(jX%XweE}EAa|E6@3ZX=Z6_Eq}!~zn&10z)w*$u^4kk8 z20ez+3`P_ETxcdd9UbRELiQb;BEks%09~tJlGI;OoY-$57lQinTEh+=$2BTW{U)0b z#BhbmzXgCZ;yE1;3V%@!AX9;6B3IL@UUPev9c@7)SgI13l$6A70s>gDaFG3}VKHpq zK`yJH1krSZQRZslVUa^lL9*8*oFA+HcJOejgb&8^4>Pp-UIJF@3!ACbM*XvEy9k7S zd)n?oFP#&X+iAxy$O%xwSWuh?yyuICu-k23{d36*fl}C0ea^6WUf@6)6}P!+(Jt0h z5z|TjLcOuQbJx7*losVR{!`8Cg70OX^JejMd}iRVF2B@!ba@3lZY9z{6sxEDEvWd@846rCZ20MLAyS~CFhw7zE0(${d0KCtfPA| z$2TPcbls!v2ff-BHCZ}O9gNC?Qh_r4EPbxX^2U4ukPQP|5@J3s2T%E!Um3`iB)D7O z9@l;FzUk>E=jEa5_OXK;B@^*=G}(uoE+i~i+Cag4d z50;NeHl{McU4`5q;kKhHALW>Z<&T4X)=3TL!OgTuANr|EBb_&0n&peejIW7n@n+#+ zHMQ7I$c|CMeX8}Sm6JCs&HA}3C?2VW4cBRM(3n)B% z<2-XZ4!au>qG`#gIi72_9Jtg9XrX9x;aMAC$Tr<|XezFu`C%kD?Svv(H{|9Yy{rQM zx?j)WWRlTvx;@0V=igx*h4^=SSem{@t{n4apSh0g{Zjst$Apk!wchI6<3SSO_xPNC-(7VK zt9xg^JbV3qJ8$U6+bWjkpUq+Bak_=XnO?b;>%X_T_Bzr?=zjLg-YI!sy?X(<*n2Gpj8VW!)yW8kHe+tNKkcZRPEf146iy5Tv2bW zNHP_)&?ZDi(sP;FjBv$ep%sr6s_mkl!(apPa4+t8V{Ff2$_jToZA8R_PMsb@4^etX zuzo)MUN)8%qp%~YuAb4SLy3xoF^fRFL0xOMk4iH(q+n!}{|y-^#zB390@gL@F~#rj zx|ZUnL|XW1Om>JUrK7^S+2KXI67wTzOSTW{Ryr_H=m6a$fX`(|gpfv)61rByab$E< zmB#9|*be{e=s&5{eXxvdot-5blF95~!7MZkl{(5`4pDeW>*88id$Cez>7?=%{x9^H z5_Fk-u0^p930Kh4ta@T#{K3DCi&d*_Wec=X#BT5i?zFER6B1n^^V%mFB7!4aQbvl|JgGU*2Z)PrU_k&d~_%)Uec1rU&ZHy2# zFbru?WF*5N;Z|_Ss6Ae+_Ppt>l7>f zsNaQrDVWOwEVsf@i=g^hr)SiLQCa9O z6(S}kAOLw2Vew0WN(d4~ZgMi@CB-Uyt+2T1bvh=dz~iJ>>9s_QPh(g(39%iktZgSr(H!h*6-(omL%4hky?zHT<`uH|rC z9DP3DXxPU(zRB$jIdtTX4%i(EFQ!(0{-%I z>3M}f18?VEGRpF_p>)@uU*O+-c3N=>$W3l9bHA3%95<}rZ9jA-s*Qj1n*1^zX)hKv z-{F{l1^)B@hp4v>s5)5QhYulA(%p6F25BilIs_!7q)Ta}L%O>~x*J64knV1zyBnn6 z<=*>!fBc1VVn4gH6VJ>%Gd^tgqspp9n@2}K54Dxu!8KKmM+anFhbnAhcur703A9MnRXeh|Vzlc9D;QmYI zF#04#=C(u0Y&lnc0fs-XwRBCBFZF>i0CS-cO>1{fDtO6R$6h|^&{@8K=)mhvA!&ic z^D<2E)`Czm(@JJzO=M)`jmw2vn;|7aG&W>)NwxL!@;eWmuKMGczn??-;Q zH!y(GBU7b$u(MOCX;{^17}A9m2E~(OPSj++dAK_6?~2W_X?={=^tDTI5+aa2k@@Kn zdXAwOd-?(N6XtmP3#O@QXPY>MqNR;0Dk$jc=$v%V%xEa;Zf$MFyINIkczz1!=q4}< z@50hSbLH(jIkDB&*1pYH%|;$%G~x&PNMbsSbL&n z=&32)n69wL0vl>5tYH0a^v}*^Plx}XZL0cz`{w=k@k70){l7!r5Gd|6vOV4pCH~>+@Sh5bx%_1j6E4GQF)H*< zO8n6u_@XusnHi}T)RAhA;hYn}20ibR^gpB&e^>|W-dMa3FY;*q;?B&>*xP&>lQyAX z{PZeDMZ8u@UtfRnTPEv{!>n0+>_0Zp@#kc4HA2jhzeSVS9ugOa9noP}-O$j_7oV`W zsH;A;DnXeQrr_HujswFI({Y$3a}geEB{`LH(kweVu3@!GF{E`N#l<*YY zn)0&KJ*S_;Lq2WIEi7nH^-frjKb&Cc?g)?NJ7V@xQr6~@cn}rFw9u5Mh~osLQ#MC` zj9wn8!^jg2IK%DYI8BXhz`wxy%)7&CF1>4HFghX~@m6|0I+73#fti-%FbjnUJlR%b z-AZ%*nXj`^Rp)r({Wh*W-07_~IxPI~@bE0nJD+g2{_T;G zkrZ@Qln+!K>fCs8+Zg;RXjlzu9__l}Mde;S*cBRcsn zzN@F?_-thKw!-Xsyr*3`Kh(Hatelz-zMf6LMSA0|=6TWi(bcJ;a$rEt z`dtsfsox+|gA7ih{-i$j;85>B>N#OUD&0XbjrIzf+o0H1DuF z^m&>Ia}88C$!zY=RLIH6Io9`VOiW-~V|^wGrgzb)lOa7Ce2FBuWCvBxL9Qer{p3l zo84x$w6Zdmb;tj_pYoLJr#6%WjILnC8)pBx5#0n~P|%3(oharl_yLMYV`XL4V>38B z%)`Tz&#BBDjaS3Z!I336aEokMx@IKx?w$B51|rMtIB51xHm+=Kjbfh|9~Z|VI92E3 z;_}zOyt;~o^za~I$jiM|A)lI<==fsy*u4cBy(ftX z%|VYj;-cY8Wp&%^=&lQL_iGs3uI2}rd)}WB#Xf~TnXruA@TXd1t@(wWz~a4d@4#~p z(hPas{b(4L`L2rB5Ju)F^lNZD-6HZq`_bT2`eIH{T%i^U7qf?m8JgKLie2^kqp9<@ z;Pnz1VgF^e^4nv_$6D*5&{r;Vu}t1_waxC=)?iZRdCBOf?@X;v{C#nJsM( zUyt|;>CGcm%=vnSPxQ#?-g_P$D)bMi+s7X1elnENBVC_sQC%x4nMcK?+l|E}RAoQH zuRvRm%~3RkTJpV!Q%|SYx%m9OeCD?-pXm@o-f;Vihpe+9op_$hbu?LzjSxj{?q4kU zd*hj354_%B^Y=x0I58F2Ui-M&y(B}a$6^!kqi-nweB|Q%O18O)aXs)=MZC+{+-dQ` zk}j`s%WEjKTYbJcto!ayg_~1Da@;uE?%#oJ)=fei4~Av+uVgT%Qe{y6Gyd!>&_Ma- zNMWy=v@U-r-eqwt+sb_1K3}{9@3cqJ3_3=rv?i(XVcoW?#ArF!K`>(}ZZlj;sznt^ ziMIX`9WBEHuVgjew29JEQR8T{w8qq@|C#t60-@*JSz~i5%|_FZOJvRxK$Vr1KbQ9P z^Aq`8DP|#IASa7Bq>x3YO%jVmubLlD9|{N$m^0$zaomQ!)9!B^Pi-9>=?=QbL;*?4^N(cj&G|NA zUr>JFs4_N!a!p-h>+H$$cQT4=w2|1Kqf zY(W3~`4faj8X6otTWx}(uy64Eu5de>DlK9E|8c88L{ye6od_4!>f#Ke<<4;_4Cdm04f8tQy}BKi~Ud zXsnmM8$P|~)!UPACx1`KNP`@YCD4C;JOqIH0pPD#S!rX&hTJP<=yLJgr$qN~Mas}? zk4D+ux)g=Ajx;yRxX#HcjyI#oGxwDk2`xCw3ORlFp0(yeOBuuQV%_U>kDZl&&saS> zP?g9klGCaFjVsu+IG zTWmCMBEK)zC;do^iv69&SpBTx6s-icq1HjdxGDURQl@ zURB)B{L&IP_|@7Eq04*4^{!zc4^{SnJ<&PWE%_(IF8wrgph4qfv z<%{Gd!=-0n^4VU^8eAw>%qwZk70VxJ&3Y=TmE?5`u%>k2Cmf0bw$v58)303-45 z$&t|7YS+XFHcpeT%m4)<#}er{J+muDR`h)_$HNqP@$C2q3)MTXx(i+d0{FK^g4dVj zuSDuwm2NBjBR!nhzPld*;Y`Rmrkr%>LJ`jmy^*piuX8OOgJxa!Fi@&Q-vD3 zx|{4BTEQWpA>O#9i2rHr&_-_y$;e(nBPvrXdBjT;y>62k`8EGw^wK0Z4`t0ASGPE! zpRS2&@lOa-Vi-*cRW&%@*X>8&SzCG#X@jFO4$pWMfZ)kvJR@9#3%XC11$(m3LR_Q-iJ^3;89W{I+q z^G@O&3u|w$c1kC*$1l)-FXt8KUT&Ver_&*pm7ad~bGKJce}QB4kC|-037k>dhE$91 zJZoY6a!q_P^Lw__Y;1|K_eDr7+TJ}AjhG`?I|$w(_@p1yO6@Id8JTulm5#Jz8l5K! zR!mIx7yCV{1eO?fBk0DpXhh>nm@LTO!62*dYsNHsxh&&9Q6CUU2~LMahR;y zu+@ISGy@e`AIoMcsMh`XdxXTf+bk*g-!u8^G{OT75m2kMoq-y~gsBi~RfO=R4;2hdtYQ<~CvA6%n`j!EDtZN=np~L((UPV%Ln- z3NHq5WXcjCS$3@sfC#LE^LL*?dgZmZXjO_{Zu%@6S;TPizqKa{9TMUuE`eVYV0 z?dAT=!t5;jf7E$&$3H$~xuaCV#Dh~p|L0qab6UBvUqL(hn9I1mX1Tc;uomkKVN58V zsoQNtBW2qGuj$JyKjdLemz0q)H{Z#Xi4zwWx8*up@HL7_`grk5Lh~%JQsPc%|Dgk` zN&@M-lCVM7FI}=Fyn+CK1e@8bkxJuyQE<3f^I!aQoFob@j8cR z-nv*y?~er)&-!D>W%t)Nwf&8C79anW<5oli=j)`{h>Yb*I7~OyYbaGiT7UR5N9yNt z%`P`b*Tr9`@cN~5;aPpzzR%M`Zj6Ci)Jfi#`UKWXLAvyYGI#NPMc`)*%)2%&Z2LVq z3p3J5vN)N9?Bx9x**V?Zh)?bqA@8;C)?QUaKfl0wW{ z0!D^kmMy_RulWu*S0oB%hI@m)Sg2gS!uM{1w|d|%Vpj8P~}MPuV8(aGa?jh-tcy7FG`m4{I0 zf-!WqAHA~CCT({n6<52rX?UknuVbSG^ILC&k%x5Se>)jo4{)x$X`A+p*ngU;Bc~nk zaTZ}J@FN?t>wLPj!RN16w$NG2GI5w*df|JJ}=Oh&Vz6Y$4 z@ufWPxhRM7rS9RJK0oSeZkT=Jti=o+*67W774$n<{Mc(1lQDWaFD zm{Uxr2g3!wgI0c#KJ|whbX->6Rf=L#~`4L|$;$4r^!riwC3Zji>YEa$HqAyH-)M+0h6Gx?!!+%9IDTz`HnOXstr+Jxp)ko@OT=5}(#m{FN6b%)aVLw%b3DcN8u z;bCB4xLaxH=@DI#AU=|XDtV#J&2P9s=3pj~MZ2`DjDf8l)F1;2MDSxlC|4xG#fyL_ zmsxkUF0Kdr3Fh|tSSdnBz3gK^6Fj613kuyr|A@B>tWe0~akY7LLWMo1jBlCAS z`1oAzt`76}7VfL7t3iq$8xyn2epB}L2Qja8CI0j0^Zn!nUUsrREF>UFz2tDQ@jCUj z6+K&)>+#MSEaa12gX3?{RVq0JY;7;#Pht>^Nz=au5|YKyTQO! zFtIyT#9Mf3-p$R8F+uhU-DDtkXlZF>)qx$z4#{>o`peHH$OP+CTgy8YhDyM`62{h|TryRmBM3r-j5qFI_ovIi zW%_sBfDJwm#H0?q*w4>>jRpxIHlcC+p8LuFc{lA@^jn%NCh{G&hfQqYAdUiyt@+{J z#AeTNNL#b69k{$OzBf=iyFxY?`VBojiZ+%w2qZD=7IEwz3t4XGoy%kr4*m0*A&MRg zDNvtE_~;}WS{2Wb;3oJstU|S75bq2obHHhU@rKNbJ&~k^2LJRTX z2QD}I;z~3so^uSxOU;d64+T8_*~-hygO&ss^|=%aek$i3)46yt0{ z<2|U^Um<$f)Qg#P_=Q8(Y% z+5!{re@jJ?HR}hYcYQl~APNY4eqe+qxOOa``-eJZeOQWP=IgcSBp^g={9gAi!21K& zqvu=*t`fees0h>q;RJ<~y-6kNe~&4%JDw+UyOZ;rkd_R?18i$YM@PUFrc+Ey<}{H7 z53uvRyC_QdY>%&P8wo(*gxQ_a2*lE-b(K%mGo%+H`jKQLe7@GE)&2SiT)}GI@%_vA zBruX3;rWIJ0FlRg{j@v(iwTbYqL9-F1bG(>CadiMI6=yK)rMWj#cceJJI_rzU%?%7 zJ>Tkhhm-9AN{G~~4Q*_I#9t}?5Ma@3`ggkC^Md1N=e<4j&+zfkT99`3H45B_SI zjdFl3p#SL7&HfXZ?zX$D_3^H*RRku;E+WFIUA3=~|55(|2qhC3KP>5(i0=j$wHPlp zIOR9_YY{;pmA`)jd7H=LmK^=sSODn2uv&b9?XBOmNK;lffdTnp-b{LmMZGh8qlAb6`T%pYz4f##J9fRXfM0ZL?M$3)fm}P)c^fCW%CNKpZIK#WK7t8-qVtZL4u<< z1`K+)SBG*=GzTp2f4#&_{daRyon)~mY6kieJ5ia7v7ZHcBL&k8bejDof!k@Q3aXLpAY)t=-e;&fK6C2ksJW7#m*51 z5s}jQdvjXkH+;@VBnjUu@y&nV&;2ypeG+lIpr2|PRr)A(A!0RM8Ulw1_NmgJ*ZFyu zwl<(I7Nbxg@M3BU9@F_hl@b`^la%ui7xh2y)qO!zeccBfMR`}G%XQ8GdOU#o6e?lr zBId)OU;G4!30_hXWV8p}ZBf|uOrm1uCwh?kD+jOV`^^p{KOzJbgb}4n}M&(Q8W@TH5hfcVKN{p`qE;Shv5ugBgt@c3#LUhyi*l+xvfZ&xE}c zh&gTe7Z#$`-K(3+qCm>u6U zPfdmVvGw1&)r}2qqi$4mback19Bd=77rTPqoBatnIXVA1JP*Ei-=#%{{tim<@_bop zN;$I4?#%_?t)^9NxBiZpn0W8Xpn>*W*3kj!0Tm4`|7d>_Cl{!aNm*SS$%aS2O87R| z^Vm*_Vz#W8K!V6j;((Hz*BXCwaE#Zi+;igFctZ+tMJiK3P=)~8w!O904MBcI^j18_ z5pXi{zB_wgGUaI0vn*h3Vq!8@fDe%T|87@0&)DC?GHZ-h;1J2mB1c#<0c*^aEhtIE z^I4ia(VPs)Jpx$D(PNDwm4N2wx+!3Ww5Icj(^DXjp7)+1iPIi`W`I$fvbp{DPgzg= znn>Az_9>Ac`XH=ZY(7^F{nak22dkXvDifn`2!U`nJzO0wOvZlSirL7>SFO-{Q*4|U zi1loYqoN8Lnb~w3Br*&@2Mj1(MKR@<=suI6)WA8*U4(zn9!wPnT;MmM_Q$$P=o_>4 z5$^cO=FvvSzzhD>t646ul!4Z$8LsaV&hgRBH{9JUn|?V4KY6!)z@Zy^Q`_;PI%(fS z?z_dYn;Y{oiV|DDYd6z9+>*ir|B}z9!}*p%`gYMv{DA@>%#N+S0Q#S`8vWc3hU@~W z%Y@gKHibzdIEf5K^$IndChO^&HvO1ZrDa8w)#ss(R&EZV?!# zivJ%T1&|Mi8uxb>W5OeDBTf3byni@N4m>@zgll+;#8?tFIb5~V@UV!Q48DsOCI1he zqAAyF7H~e&5r~_3WrZqAi%ur=Tx1MAeR~(B zl|J-sAZiM~L;j0|OeBUccMbCU*^4oP#m5v_q|R12sxp>6pj9{tjwCs)i^fP;gZD;XuF1Jxv1togv1&J_tY#J$xhtn+7GzzM&#CZkSWXomF1IeL{YIz2FQ(A?{do?6F2KK)CujGF*zQP9CP>{+ zPfL@JA|)Z&AqR9-%C_y#I)CHm9%}%U_whCJsw?Yt%8|~B*ca1b;`UgeOEoI=eh|JQ z72sxM-0O{@=KdYgESfRJzznM4s65{pRsbi?wfGN6T;?^(@8DrKto#H{CgGkPCI|^) zeS77&)6<_FFJ&Kt5c7-LTz{`r%tUG6EkEP9DjOi^*Z@izc;5@n?zJEy@_fmqn~o4Y zaK1fKYqQ*9y(myjn>E6Cv6kB?kQ^|;z0(bq+6;CJv9X^C3FP^@`BLB(UbrbbYv%Mn z$X#(B>t$lDe#C$$t(`8)Dq-#4uBS$++H!NQ_}FDrYmBayYNrh3`txxwRR`ogD?wB) zxf#ce*J2Dwc_L?%h`l4llgd5C*s(dUki~@3~1S_CGs)6-q$6vcD3K` zF+=B0n@oVJr`b1Kb*yWJERZe7xE%W%F;C|G8T#A9#91!a>MXGS>t}^#Prs|_e1+Oa zN>8y5aQmEbKOSiFC7u%Q(w+hNBkG9tcFtehxes3z&bY`}1e_BN8Ix`=uE|m!loPp@ zHdMS`eeUP%3s{S z$;2=Lod-BUP1bFK50oH~A>}ZHe|SInJ0783N=j^_JOb}V`{EU$%5fmJ%KmkrasL_mmiZs_9e-wJrQfpahsdAUl-1n4 z?G*)SovpN*m;dODb=>?dVxTMZ%Xgt*zPJPlCH?>AGAA14t~iV%}Z*uR2=eC8B$z#U{Nk<9~OGfp1l?d-iE#LS{wZZ=TOc5 zc!u+84t&qx>fgWfNxG(|r(<6>!9hkQny%CCuJdm6;2}6#U;ftF0T2IUS>jm~@a6HR zGHt|LMJI6NIYJmX88VsbA#KFComg<0Hp<_5ZH~ZM=;-KxXcF-J;v-Nn6+7HsE!gau z$WT(f-U6q`ez|3c7iKgVs;cRL%w)lvu3F5OPI%4wVCvRFV&v#o|E{IEgkKNZGf_}5 z$Q8-+q9EQ2SmOXYFb6JOkkq!}mri+7b0E*nmGwNeQFtO5i)g*xm2Bkp#zLd-y32f{ zyqVB?wrX$H&W_0lSIRKZweopFmTt@=*<6P|l1{^WHYn}4tbJLP1_nXtQ)0s9)4`7y zwm7@BT{h@P)xM35jpbRtKxlka_cOEu8_4-0r8XapmdC4Wk?*dpspYvUbG`E7+bn%I zA7&<{qe@5r9t&QlxyOW9ECo#>41!Vtw+r*sFr=1G<^=OdH_49GLAgonN`s9GmV z&_m;2oRo~wPV50AG%n|V5&QIb{6xlS+>5X8VNeu?VXT0G{jDQ`#u^#Pv9X8D9gy)e zJ0Japcc4zG`8*dpcZ?2*j9bM9vBA3iZ3jKJ(AU_lBdE=RQJJbVc)Lg5Pj+RzLy;x1 zT<@@*6D1s~)d@=??2&9(1X`Eyd=`nfI@UWkppsSMy!1NF@(MkB1Aj zQc|nW;1E5%npP8I6-^oC23tJ|8EZ350Ad7MzEv`6hQ!5lkkh#XwIR3KQL9JsRhawD1A|fLS9y5jDqzXa= zsf$+2&DQq-n17ZCSK-9G!`WHb*g1zFwhEX234#sl49_dA;v8VIzdwtfD2I+1IUZH# z7lmYYm=4~zvgV)j&M1qyZI+tw6hOQRuvWR3G6%KMIKJ4mT0c!CLvbwTYZ$JJzVs)t z*-%tT1atGZcAnla)A(aVj=)yVn@xNRX7Q7_j0N_ZOLJ;yJzJZS&`sw0Xb}mo0A@ny zE#fZp;-w7RDbb(h7xGc;Y?x~oyAzwRn#|83ueM2=Yi@3!7hrLgrfsrh@bN;cW?(N; zJ|9G9Hy@?oq8=~=iC#R2D#`*j+)FeG*%V%zB>=;KBHJv0lvN#PqEtLTRvXflG+HmE zrp)Ze-Ni;;7#;4`kIZKqedm*^N{dc2x_Bt#WJF~;QviTytnUtuc={XsYdfbSreKfPKZ2G)zCh}q3ffMo8@wjEkNWdiW*nR7Z1 z)Jx2|QFw;Q+alAfwN@p7=x70vMw%KgQzniU9MSd-z_hmd6Hr)!^e|xmB(m!Em#RJA zJc-+Gv&R*5Y%IAZadR&jV`F9Fx8jIBAp%b0iev%}?v0IXK8}B8uK+YsYdIBqhxCO! zGcr1=kL3;G1x_3vW^t?kE1g)TYU92&VQ!!>+(KOaFaT^uy`DVnMHO|^*wG}0X!r{W zB~Qff(-ElSkNG26K+_MOEe&K(sKF)MTay_=9yhRfBIW&-@sM>3>ba?6&)#bHCHrxhzcoStR9JbVGXxuz znG$LCqfEW2KxWGG(S&udt{!J9nEd)!Kp)R|D`# z4O0#BS|z~;aVorXanSy8eLfO z&CrKY=QLj&KMq;r zpeqbtjbQ8}QQvpgi(FyyIzaGD?^(8{90)+s9hc~Nh2v6Eu~ zkSpL{){K<~yf}(-KA^y1LZQ7q&VUh52pqltsE>0+jAk~WPn6IZB9Y8U`WwRjAWKfu zK>|**z8>$VhieOOo*1-ys0KAvd`|-4Xs$LH(JnFBhpkMz{C+C_R+%r;|u0h*L<&W*7{TTa!kHZoTee3pE zhYtAS5)Ti~aa%0ro2VY(Hg+5ZCY+1|Z%jgD|4FX1$>#tv)TbcrL#`29_LW@{O-RlZ0W&KOkq@gDLCQ9j^%3 zeF9DV<3J6{Gxt0mWPk_rCQ&h3FZ)?^d^vK5QfplvE@$eMR5w6fy(pH(i5n7KTz*$T zlBv>HcxH*eZFq(~H+nqtCrQ%J>;30&xChm{XTbI~B;M3+St5?aa|W2L($WVjpo~{n zR~gh~^*k@9fcjG|9K{EVx8LXm53`l-e)K2zJBv1t9E48zKljiAC*#JC?8KUks!D>w zzw&hZt1^$x(%&*MfNDMhS5M>t^hOKc7=x;=zu1LMLGTp3%Y)P9x^heycaDw-KLDGM z;p!DUNFY6P8$SVnE+q922Pqd!z;E-0;u{kC&qJSq_yODxTFt+89Ss-wBOtI5q|~@> zW5Z#?0ttPRt1TGTxPa|b=r42iIjh@Xlfj~_QzU|S3Mo3&q~s(-%4YZjS~0{dA27MXE5*MSoM}}s%J>x#9$xp_K4_XYwJ`151ZW*S6l@7~ zS|(TllB=v{4@a-R!`apl@o_Xy_|JIWH*0=Vn?IbFomlon{wH-ESt&s39$#$$NM55{ z=V+Sv!zIwM$^4&9p|bIrMsC1`R;#I9{Q5oR0d&^dAc!t}Vl@FJ0jE+qmQA3an&o3n zu&(BW%4E5&VCW}UOSj8CN!>f(Pq4!TOn$r$qmQ{syIyjS!uSsEvq~zL*XZEyFAML` z2qsi#@7A?<_!|J%W{OfBC@tlBD_Epav1C=z9BB1@mFtDqAk(m<*kB8ZSpQr3HrTwd zZKhPqNIW;(_XUbDpzdbUDEC+mz{e1Iwy7X#lp)~6xRhQG;*3`S)BQsUI)X9eM5Y~I zTTV*4KiK$_7|=F z^gv!L24A;ED&QE*j(jUxA9}{_;t;ZYOgHnL>GxTkzw|HHYNX zueu@O8#xNWZO|W_|G*@cuMsnS?-1u#cG!*Th?rilRf1o91s=?v)$b2W{g1A67usA<<~Wqh>Nxw>>x7zp^^*@ zCwkrg#$Ys4EEp6QKmMO}N?yjlSWQlnX2#657<(zPX$hmV&)pIYERAaWBbN&KoL@7) z4h6{Of`o!am0{OkwQ|tWZNCk2Qp7x;SI~+PyfANnyjTAlPtdyD3fyvn0a!Dvdr5Rs zSfqmY(22jsru0nG)HN0p9ujB-Zm7H3h%Bb+S>i8R5GRoC{5&SXY@p%!*r31jPuQvY zRQ{sNk{6pFL-WIqi0SOUqu@NW>lpns9lBL|NgtgL!*G+g0cR0TAUO_(~hNhERa0K z;WYk`B@htNV&=oaX69Ee-Gi9xe?CZth<}FzO(MN(231063S}H>sGV4rc61$_9KA^$Ah-l4cZoe?siUj@_=$8Xi(S4k4YWm}D%&`1i^Yj=8> z45y{=&@+DKT4x!AGhT?v=)5AAMM|gs;0!lnT|L`T^oept_f0b2-tZ0i6Iq7r`zkIgsqS2E+<|Q7smhsr z)J|>t?w?fk=lT`c*%jnuwDJp3;2y2qx@?1(AN(30np~-VD_%j;n+Rn+I2}ZQ^-q4`NhzRHLZG-rAKIMP6ZaD2G z9>as_@^@&y{lbJVL_)@#6WDCd? z|9wBE$XC^t6xO-_`Jb_O!Ku(GNw#kka{Vx`CBw6d-iF&nWQFjIe}&V3J6j5g2P~DY zCFKp4A7fI05$Yk+SdB@aLhAfC zCK;k1>%>m5z!g4TQICXjRs7*Ndin&I0b^YxtVs#8y(Gj_R4jNcYoM);N(g9v^!UcU z#tPR{0@^VnDvf>}>Xp-e z4EX+(n3(S-V6@gg&H)2RV4QMkr1Rafw>Er3t>cr%;1zJ#uuRsaCo`_qg>R(IIjbPC z$6hl&YN6~HmvXS*klW*mqqBFGeC}^d8TW`qp0n~g`o0LPGWxNppU_yzweqIFR(}9T zeLiV#r34TA&)#I|nI~g?snnAqPlmUukM{d$n4B7CGF#1dcJqq&YhY}Ib&(5|?eR^u zT$5C-IS(EN^dAj3G8zx|0@YY+I)D#ULDv02L-!Ko!SZTxXdU0XP~2!1QLF)+CK?a) zV0teZFrb41vUHgO)(}R9;kiSBeEX2;7l>%${ks?A+D*BvfE4yZiMp#`-`*_~>7j^g zM(6C(6R>1X$b3{XYmZ?3@Z2@}Zo2CK=0m<%`g!#>8VX|~0<1aQm~Y?ft_PJB7}!{~ z0#c&)m?5w-`@-&^Fr&ap#o8O>(bDu(3hCd*P6sf}@roJTfLK?<`ZX7;fc5WBsC76l zBghooSU8)f1pAO&H1f(C4h%1yZ=x?@QajH>d*24Y#R-$JkCJuW*}X4Jeqi{Z&shOe zkm1#kZvxdGdA_)#NL66c5^)MKf!QG>$J5A*sgsG=rio*O2}kmgRYPwc#Yv^6x^`WO6~C3 zCtwiE>=?lz)yHtg4-4~_C1teo$2Lu_I8n@^R`ZTBUWCXPQ4 zZumlSuY5X3_kW}Qi>MtVyCu!nEb^xee48XuD^_*7um6;qYXp`Gom4I!wO&$)m3=vx zG!~3bDsX}B{SQt_ml*e!mOKeflGOKP^n>fbBf`}r&C=9zmeL8ySH+$&^+ye1ys3er zg7o6qz@#MIuPF{W?T)r(%0Z**^Jr-Fk)rO=#h)b9wM=j=w1Hn4jSWELN>ZI)4Wxkb zrFyg@qd?hd(n`OuB_Uz-E__s z?OGyT5B~J9biSUy@5C8`u<%3XxFyyz)M&FA?BdzGjSW@0KdHO1V;rkU|FJw?vi`*X zy)(&!@cBAm;!0Gu(mKjJxq3XDCAD7U#@6jwZ1HM0wHO!WCCYk)(3uHKUPg#xD{PR+ zsIdYi^DO|b*Qe90hBP+i0*w#J$cA5qz;jwNmrM(W{gp)MOA=d1Dh-kjYSX#iJ2QXg zo6{)o&!Uk|m8U?n?*sQkO2&dTd?SX*O|)J1TOdmhi34i6?{LSq(@r23^{NMzx~2si4P;0ukKr(LZ-Q@_grZ zj#iCgb<%Gt%LxGx_g53Yq{PW%W}n*e-1_}A%>Qk?iClXiQ*SIMWa>|064NOd<0WOM zw4|6)-jr+1k)jVmQ~lRY>8;|_H|FBZOkb(Jl#WC7Bm~8jgGtrS(X)ghFj66`N&-epfBU@G<|G)~2PVWNv}`qrJT z)nkP6?cV-g|6vdA9-Lep{57>rl3sk8=8kIa;}~d(GzvGPhVi-)n9t@Geeb z9|wut8=T@Gns&k6#H%Xy39vkCrZ%Ba_k{O$3zxp!bDzmnTVf9ArPLjjYpL*hk=a3r ztTQkEZPi94jc#YSZe{Cu?F>xsGb(-C(t*rW8m%7BB}0zGupu>V*zbKdQ@Na&t12~^ zJDRDL`4uEt&0oO84YTw~v|Wjx<`IZF=4|IN*ri~#p82!zvg<3|%i0rcdF@i??oq`! zcKnQtXlp8MDL)8%$C6;Ns4_Rrl3=ZSo>)HXb~~d{ciHcK$dX{$yrfc3uIss(?sAz} ze%%!|J%L?8Rmkdw1h1t+J3(-zZkA?;AfhjR`3xs!|(!h*}lQ&GCM;{#6?oCuE%Agc(y=F!m=v4=osngKlSKC%UtO=3iZQ?;WD-t7@&rh-39qfz zWwbq3Gn$qJJwtj(&)vSr948=Y-y5fF357zR&ca3n=$>~!vyQ@93ayqiVxFFG@;iNV zx-lVV+~|pAJ>4oIerbMU6bt(UOVffHe9p_k>lxn7J9c;nr;zSUYl}Iv@m~cFe(j|% zY&M(8uGx)4#u-W)_g-*yq!@4?#*&Lx9G6@A4G8Xq)rog%IZi@(B# zeJFIQZT`5Adpmz!arFKV`Hu|kL=(?qOUBEb67g{jC+!-05rO45Wo+tKk~z)by(dz& z(!aL9Ot)ew36;5zTfTX7%6OJD(IBY&hfWX2Mc-U`sytBwMoUAc<6E;bGYtwe;^&Jp zzo&<&fXKk?@k7@naT$FNr&^$m+cR!em1t%KM zB7#9iEhIWhJoKnDVKM zkSSf28d2C@zm2kSUNLz6ra{E6W78^9_w_Q_zi9(HudA*!D|C@h!)8A{{TAr|l0_Wub|l;{f&Bjymk}W`29oAxy1uyTF72ATGh^rkFh+STyNidF4q+v_mRVffGVgyyL2 zjs&0TZs2Drx)q-8NKz{^UE)Sv@)@M+@mPjUmY`o;3iT1Podtd<XWK- z=WlU#nr7@Sc*}7H%^&l>ctJ;^Bt_L*!~CYW0q1hHi?z^lr3+ppBQe=1YJ1&-WNt`gJm1 z74Jev+@@z7`j;D?uG&)57pse%TOX-PB=+BwG_InWPJ6x&AsH$)XlUAQbkeVT+O*Lv zpIb>?BA*(1_`IaC`81g78(rKb74)N96z zoc#~FM$=1C<@Z2FXVjgEC(E`=8~AZu)~3u}f0&Y+zPQai8W`F3)Q$OmJly!CHD@<4 zV5a!6l0qb;6}BR%r#-RVHl?(?*sPC-Se;vq!Cwkku+(#T=tA72M5CeVOx;P$ztj$^ z2fCS+qM^ER%pBgG8=;Dk2Dg&4mz`7gDm~G3|jk(3T=bDxIR#UBaN4SGn?b**`Lc7G=FZ~&5_h=AAnja@? z9CC>2bPZri)P68^GUWT1fFX4ZR9O5#`nNRg+4tr9KyG7zc4q*>rNefA@oIRIA&x1A z_d5O~3ADCkU#Y3CwGWI{!L3Lol3(+cPQNr($bwGAl;pUfP}PkNJw{= zGzds{hje%S_jP}N&zt9suH{lZW1q8UA9KuS&Kju{w{JvrECK|~S8ZYmViY>;&m}!SSuTEJlu1<MULlxdaQ8=WmpRtSDoiceq8yQAL_v$dTN3ut;@_d*SmYxkF5v7O*Z4I3*HyI zlh!K@tzULG&enf<7}^SaENzSUCcJt0#WV4dR+#ojz00w&a(Dz?UI-I{1+LX0G-4JyqRZ=djth1>#Dn(UU~>6Da3(bHI^=c;!>iMwKGgmq8UxwgD!7Rw;yi(DnWb4vNB-k=G<&!R zWZDfhL%Hgrj-@tCFuH{WuEF{_vOph;(G1&A%G)%5?H{VQaSzIkQQ;FY0SkO>-Nf2* zvgrRUFz8BiW&u{KTxRqdzlRMnc7$Z#J=Bd`Z~j~v*VyEjwc^yUtE6MJcl7Hok4jH1T*_fbh5l8;ZrxHs{Z;CQ8aM5pScl}qK(#cl3Nf|hZz7n{@y^nq6*x9+>@ zwz4$(Z>#=n%E%h#JgmWE2&|&##Zm8ZJ5uzfBip;X&cStaeIyM>JW{Pw7Wv>Ej~%on zcr{C9jsCRs)NUiZ`?X3ju)gid`(RQwGcld%)^T}8npx;>xO1QR-B#+m_Pds!#fxSr zrilefOFlF2j(l84?&BVZ1nlHBPY)cuh%ZMru193^dqW0l<=!kEBpS8~Gv24EB z@mb(;|5(d&p_AKZ+Vhact!=S%X2y2P^5$0jEuruwQgz`6^Y-%%PZrmqFxzSO!`|pY zrNqe@jKk&o+O2k%hi0V=&V59NFJQgNFxL2cw>zp8q1f2 zQSAOXL?v?L6wx$4NrJ=lhkv7*S1lIhg8Sqv_aXQvK;=_3?yy zvt2=pzPDv-LOMHHFgZ^g7_l4%o7A+=KtRbbsoWVq`#xJDAIHb_S81J`tJX9Qfl1;@ z)9BATy24aY8=kA0v-shG(htMRo&G?3>(eN83tK#``}ff!X{@_hXualEcV2AC1nm+< z@T7LQ>4?9YSUPkYLwZ z99Zf^xu+5Sle>6V&gYcrvzMf9d6~_=HoT^$em0H_y88#br+K$u{i;j$aCmorwHa<( z-Wv)Cx61h*{$jZ5K2I-Ke*Rp<>Um3p0FKoN&XzZE^N^$xk=ARgiK5dn|5 zbt1y!ANSG<5)X|u1Y;qaPl+H<#cT-5x30OgoNZL*LkcYp$&v38NFlm zp+1BuX~ngo^)r611vFJJP2;$W#QpJL<}$vOz-))lV4}HYRgO;b>gS!rj6Y%wp>7kO z6U6?f<@r|~F5!CzTsQm*5IKS5N`3HWO%Zw=dVYF$6DN`sxTs}S%rx_!y++R@{hrq( z7Z|;@a0cqm?BC1MRWgQi`_xe<*KjPj04i@P(kC>-uF^J~U7&f1klQbjTxamCmEb7x z=Fau#Dz&olT60#A-x_|D``(W+mhN&wN-fexB`n@bgl~rQ28nsPoX$VVl`W29LM6p7 z#XNC<;p_i|4;B5~rhgDL5HFE&Q34y=a-}W{gWIT~*9W)alo1SOLAnn*GA}pEe=1e| z1#G^?YY7S8K)261o^cEi1$XNs{{8Qg`rxC}eCD`c4b?^^);!*77MR(F>QMch`M^Gq z8bt5%?E}p^|IMPOzyIZ|Y4nFdNeiUTm^+qfB_{tQxuaj^XP}&S)Ox)Pn%eC6{{X%$ zmv8pNG*l+b|G4b2lP+~%sBjKyx%Yv*j2~3Ba<(9g&?f-|kgxS?gK!|HfP=soR_zrF z0!TEnp$WLBCYU%nGhp^`1OFa)OComUhtWOT6cO(#L6%d9WH1-{EH3${*Y>|eG(EKx;Sl$#E~f|5Z~@<{AEV1Ynh)PmY;K7DNsw@7I6+bHXhTRu{uriWg=@kULN zH{{6$XjUR$2`vCm%|>0_5am(5$q!T;`Tu1F{Zvd(g)Vb&Z$IeBId;KqtlW;c@%Ys07@DY3?NcLz z`{~%*=sT?VGreG2YuCWS_nSM_m_|X4J zB+ELtDL7w^qCZZAe6Mvwetg)Dd`wcAL2bMroz#WmczmVgBe~8nPja+KQ?j#&SN|L4 z4~CAQF3Er^4BQYU-~an?GM)|J_AWNvzPy5iZG9-MUoKwvnI4(_+0d7-??*`~hskN`3A9jSz)gKS- z{B*VSKNdqz$}Ur=ClDZX(mpi61+4qmBm>*K7>)ODZLfsEq_Lz`dH2}!jT~0`aMoDa zy@2St+e;wrfEv3c8o~cA36S>OKyf*OrRk%FE8XZcu%;w#lt6muUH^N6HMh#7jpNrOoxZFhU5p##xq zhN^L71mZ9Kz~j?X)U#_jm8xR{Y9x54Fk)f}+$i`5;;hzizoQX_UP3(-G>U05*Lg9r zXeh2gc_U+yo|pdL0w6DLc1wdh2A^Yw=N^46F>e#$Uz!AG(6U+DQ9UZu3|bj0(wS?I z*z<^Y5Yf*4Z{HHM+kDOoC=RdE)Rm`o|6WqAuG_bZO|NRTOW#+H z`=7)KnaZ*axIJM2K?nAT&F`tJ4IAHdm5WTf%Iy5^7h39Efr<*%Wy1Wx$opZ`EP(+O z+O#a40Z^nXUA_nAl2QI+0a5M$do-vmZkScn{c-;81OD9F7Ac><+h6Fxn=zJy`V>9O z-P3jZXbr=DnmafKJx#-8YqmLnn(!wML&pI~w9p-$;ZjJOudJc>0JeO5ChJVVk%2_H|&qjx*G>*{IQ^vD}58p#C~cf^?O3-7ajPFr2eeKTTw0mt}o#j zX@O>QH+HEIq!De-ANKt2x*Qlwe)>IwEjeH8#oua6+uVHjZ)qDxSklCQ_pq_t;hgph z!){+SRzBHkCJJB8ngY|R`%vTvC<%PpGn68jSe3Hdm2&xsYJvOvlfY>=&MtCKM@X}G ztLwCfzf)JpA_(AZ)Ng<+G4jV4XiuOI+P;q5h}sl0@U0g(x>agC&5!?MH2VU4YWL4~ z)(6J4}BgZ!rVCkott?IqUY{O<#j2)HJfhx2wOWmk7(j(KDrFP#IO}_CB>;ip7!Ne`D@~FSxVHPb56jDq`lFz(ufk(!AUSts_{b)fh zSM(v0h*PhjyAs$%A6K5A+;V@pBFKpTlsYU@2}s;18{~|lnwrkf#hcd;r~f^04v~m4Z|<_18M*a+I;HgTE>zw zx8dZrTUso(Xv!2e7=7$osHLxLXyVkCMWjve5hCCMWk_U84%mu<|T8`u(l!LwM4LnPI zQXD;_|MTm)7?N&n&=cFncIdToPl{6^*0cq7`Gf&C5vMHa#;u<}teY?U|M&Wwr&1w_ zu9Hv=Am;3Q5;eQJzRT2yYB)M1nUYpTcm&Omhp*v{QE%t_{awJ)Sh4tFyUERnmZ|l{ z!eQR3ptQ30_1CP~{{oeDX)P`qyX&Z%GM)Kvq%4E8sNOj%Q#2tX0ZRl)iN(k|;+0U^a zfMB+Zd;+uuDemo>0+P40M)2n9n+=kWaodj#Im=#IL)Ow+?rjos(D$fiaAWlR^eCTi zm+n76Z^Hln`N*yPTmV`qYepG<4{te;z=%or+Nu5SYt?QxZAQz(ysV~T6TKlzv&H!4 zvqBH4x2?Y>*Bc7iXKCTPzo0GoJdb3?S|OFI$Q~0tc>6Bo=WnmHP7rClfSZ}&iMF{P zo%!PZ&yh=d;oAWvnWi`908h~Q;#>5uvE%;S!EJbYZHpco%e^<~ z3(~p_#{2dBl|Me_IXTyjbfXm1o4wcfKJ7ueRSd$3CmDxCkfY8efqL18l~fm<2H`G2 zm5jmoaB4>Q;3z7o$c}g>aH?^~x)!#Evq{8M?R;x_1Dtwhh{-e90=%ZK&~g+gfnXOo zda=uUQTE5d*dqLu8XWC1FnjOM>7E12t4}d`3!crs8b=Uvy$Yf{7*#WXSSLQHI!!EL zGTw&0m4$g~62VMUf*tKpZJwS+o4b`_LWEmZpA1Vof<+J;Bva(d0X{h&U^k-|zJcMf zeRGb>#u*Kd^m44}_jccK^g+B{Nyn(5147U}=vw=li!7a1z*BtU-TgfW{SHrB{ydVW z0JoSsXjL8z40()mzJ?26(dzOE!P6k0;dE1`HZ)27>EeyTOzsl4QRC?f|4Lzg-9yoE zJ-!MQJ%yq}RQH<@;a(iJO=t@XJ(ZAUuG-~7Z1wCeDm)J>Q1Xxr! zRewtsNz6O`PHtUi4ds5G5Rqh(7}t=9-*<85e7+Bb`M-B5GRcHeMQvom5GOk)xc>Ea zcaee?kEb<{h|B3yTo27#a{8mzsjx#BMELJ@;#Jj;;AGqbFzKQ#W)U4o?c-pEo?k`$ z2F>A6%1I9;muv``3eBe(G~|g9O0H6QOisF_q)h>|(dkByp+SaUC0!ro0~gw#E?L)7 zm`%FWlmxjMJAnJ%rh?^u7}n|Z3789}==YLNFzB5gvE6v5SW(*Y&?qOps68z_1X2Yo zTA4ywc{d_CQ}^TrYR6%9x8+gYPP9)hSe|U&t0r4<+(JfYUaEuL7@9-Bv}t>qmnN>b z#(HryaR7$HCh7kS!_rQWZdLGWe8BbrtQp7+yzUqZP3`&mVIgih!GKFHYjJs*C`Z)g z;VZVQM6vkLu_*uhcRawgbsts9`#2v}Of|*tfS&4P2JcdkErl5VHdZv7h&2HD#ZoD- zmVkp-HhR*@q)m#OWP6@%KKf9yH?V|CN6ls&2O+M(M@Bb-j4ym6-M@Nj9VikbT{Bxy zr;E>t#`xmD612Ww9EEAJ(^j2tJN{AbI?iMKvCy>VlrlW^IGQP6dAK?iRMGeRsg**)G zN;;!_0ym|<3{@*Vk2{kPnh3pj?zysV?jYNx!^m9g@&W>Q@eFMUzoeV2n5tDWI;Q2f z~#g(o|l^$0gS?J^uKnNRT@_LDU z(PN~1wWZ#S&`2-uHMyih)w|Rrg3o$jm-=B-CCgw*7u1QGAnPlRf0Rvsg^VdF+xl1W zB>IFbzLO?Oq3U&N@JEzr2>t>fz2PiKoQ@*BdLzxeiAGNUYAbOtze0KB|Mo#!b-X|E zTJsJU_`vYiDjP+VM@?ILYA8a? zf=kyn=R~)!M2m{}U!=pjO`r^2{U-`wt zoC9;2nxo@@P}Fl8A^5xyE2~~cmjz5!QvaeyF(=+T9sHW3PN%|SV4rcjR@~7+5V>-` z5D9?`R=}NGdLGO^17a!!Syp- zK*rMiP1Jgmlu=$=MAl1bO2y4qDS`ME5pyeOQCSuHn8CtIsq&5GTcrN~@9?5b#tl^a zT}-wgiGz;*oz@e<=2S~wuVbo)AIwopR4J_x-Re5fJr<$19gm0O9*JJRG@53RU@-(B13Zh zi9-INq^zjur6GsUUD5?4o%iM?0=4A00UMs|q}UKA^3t0aNPHpdsR;jOjCkIPr)kd&JYXm& zsj65#)wCHWU)FLammt>Q$h}a6hn}#D9Som0%X=KxyC8?h0&<>`#45O$glJ&Y#UfrD z)5(u{VBQknB-_mAb~e7#c9BSXnP7JHUYRxxHtF2%HItDvvYf&nyNXUE$Knc6W=vs& zJzKP9u|dZ-Xr`zno;$_qG%3RnWxERU^RsiBn8dZ>1%na&yVu$6l(8S*!c*^BN0B-! zO!b=)IT7g`RQ8dcDUSbn2^Cn#F$+NbIYdI_~!(aAg&Nf9|A9XT`4dB$}Z+B`a3lHN2m2-;3)S+YoB? zirc!m)Q;av^|pxdxkkFX=*h?3&kE~5JS=C2;;Xb5mhrKXQMWke*D<%^FZ`1!XqEe8 zW4Ot^{xJam)h?t2b0@u8-kvO&64j%K#bjPgJe+=st!cXZSp?)VzQ7n8^p8=#}>NH_CwcZ?d4{?EHcMOp}oS~@%jKy z{SYa}ulWT=PrC(~8d*yDm}>|TYoK&l9;1Ot@rjv(UqiZEK7_bO5|vG^Z<{{tY7PYb ziLVmXH5|rW2tOYJxnh6tww1t;Q!ypAWVx!oB}Rq;ic1l_+Rq!CrZi#;l!>onN1&r- zXLaQu9%AnK6=hW5Tw#w$G^Du`mi+Onp3KNUreN>zJ4g@`(4}`bf$K)4t~+fAJj?ad zk3PN=s>s`*fh|@fPrZs-(8-&jbd|a39n69XgW>wF=D)rzWw3q6HEdpiHTe(e{CWcw zVfgQx$MF}0`*k5YR0+#KW!k!=LV8)ZD;%@VOC}Q6|Cs=*tDOD^h6F0Yx~mhyV;88f zv!=@E!QmmVHNXnf1bK=u`M-}Hm4IWh>&PI^JU~gt-WSLs?(PHqlgz*T7tHRM?K2eG z5$EN+_`-f$Ai~@amy0{|#`GS}l9N>KtA08K0u4?bW)hFP(33Q-EzoG)vF>pekAZ}g z>ZDPFh09jeb|wLf5XX|Btxdc4YH55^WfAVcsJ_GzdUOG|vbv)45SK8LR6(7Oh z2{&$37_n*$Rr#lh_wRZFlRa}iloCkIZBRJP0`gnf49Ow))Sps5%7@&?(`ztdtHpJb zeS%5#AJYCV5iFzX#8F~%%I=YtX#E?}rN}Y&_ZhkC2wa6(zjZT5oDd@^b*P1ssM>*;qr zu7xdG+HoQ*I>M<4a4J|sguicT|6bW`jdmY5i@e1c31Dp}VixTh>J|MM5Lh&R%ENG( zkd#zblebZV_>VmcKwl)Q{@Fq0XIBCA;zp=+&4 zGO+@E@)OV^TY9LI>!B7=;F~%9lF%hOR(-qq6z!CSE&WavkObp1{r8dwvHc=+w!DI*T8E!MVP_~9DCq@z?6w3s8WNaD>kk9@HFa{ zUA)-|k$O6v0^0F+Wx7diY`bmZ>PX#JVX=~^{Oz3PqX-ho-+v`?>~XzEv!HH}jW`!| zm;?=xA>urE$27I5lzl>Z47*f0RFyFU$d+6AoUzG?I}s?aPbr1|?Qt<29)V%^J>@qt zU-!Kc&g{|k0)u7?UA`Q4d&}NlLOy%|r>2cPE~vAvc+Z<};CxI%!J{93G;z~lz4Bmg zYpv)~^%4?wgPr706+2}ezbd-KVYn{3hcaLSNl+XZ3!(C?6GSf|LvWc8F(%Ds_h8xsq&AhwHU0VMxavU)-lE(Sbl z@Ry=D%Q6Zh&%g(%BEZP`x8(2s^XRg6hwO*r<7Y1mek+t+b$WPu6?F-S1fnEU1)Hcu z1>TsoVT&udYgS&ke{dFDU|zYm7fW_d3? z+A?=gd$~90da~`^^34j zq2$B_$GKg=&N(E*!$P9b@u!R^y{ti-fawg&&_JGcCTp?9pTZ^=49~WfXOd z0hm+1ksQ3=3MldA-f$!)((rQW3~POyG@YjKK@M`Vdivc;LWa#J`OmF#sERmEobSsS zH=}}}ra}gHf!c9%7Zug^x92>`>Int(oSF0>Ri8Gy6`#4ZS^F%JJgyM&f*xrD@52x* zvM(WDULCGnpZfZ|FA52I>j?M4?`VQh(d_Gs`J#ndYw2}zboj+r^URTbuz_n>52B4W zS*&DO5fg$Mz3%7>_4<)7t8*cT3x%qkbqAB2GfF%MLuZ6TJTk?s_seHdUo@?jJ{~5Q zY8R~~<~m&y`4K5?KJaN?%yQT|+$|#ynG$!~DI`}u6?$#?@NX-=pTjl}A+j7eySJFx zt)t~{9oimX*JyA^W7Hia*4e1V9?Qr%@`Gv@*N=LSp7Ow%|=CyE5e;aVTcclzNO$>w>5N9G#u z;Ws)7CYwJUceXDZ2r~@gSfxQGlI9xa?j7-T-Q-dUH*Q!mx38~c3I&@yza+kCGl*-8 zejHg#FVnY4AgXP0p6BxL9Mt#{?S9}~Ad#T2UJq&xoYEvZ`-51~%qvut-yG6H-y&>)k|z!f{k9L^@{z% z5cZgsFVQ^POgUPdp0^J6GeAIzsmdKRQ5^Gys=~F9tLG!Q%VQa=S0CBH>e4&B+-lV= zZv7e;X?}ZU$LaO9JoOpvnX)oG2Tu$+I=zIB!exy1i$>HJioo|2_wqNys8s@^wPJ+{ z1b2wsQleq&`#{L)#{Sx$QwwL?b`y`Cr3?3g^qEnw`WtP&gi+o=LeP@<=qta^aQQw9 zk`owIjJvGtVqxR{m|}FROQtFP{e<7`*s{&t=}uib^X*=j5Pg*}-uW1XaMSHL75uZy z3$OtcUcBwW0X&biFs-$<&DQ4cpy2h`5Pb56v8@GvNq!bdl>8^p+I=WJ zKDv$+vGi(f)CPj0NzL~-^T7(a-eAONmkz1fDkgr#D%?(YryW|d@23k+quWFTKRXtq ztevi#-?=rzrw;5dH*q%B9vR@w-W>f|Dor2BIH1AE{N?oGy3M_$c{CwhySZWFHd0r* zrGr?$V{s0yjO0|#wZkjfylQ-6#rwQg)4=1B@L;}nXtM$|uQO>K3bg1|*yIZY4o&|R zXlMvqXGUi3-eosI+0nXlP*Hx_A1WV)(-+D}ARKBnlw^6dd{{%KS*oMrvezFC=AJ<& zL-&i;o@#zC+giVOr3qqZFK2_5326o8Oy0kIM!zM+Q9fW~P{@aqsy;NxSW)&d%jxb=%SOUc% z*Gm6xX}H&oFl?}4|7gA9RLGSCPJ`(oMk-Yd=UJntUVeKT30*nAB)cCI9Q@5IA}8FL zeyNzHywd)1DpMJ0PF$d(PV~@+e$SDf$uGHp6l+dLUN$7K$)0%bch?jfj@7G^?lG3& zqI4pWMvPU@w~@8N^U5juGUbzZ;j4QsNU@ItbbepuSM zq^*a=TtVX~${`v6A-uL|s5+fHv+>*Di6FpOXx*vzt6f7q&oa9~60W%Dcw&m~8$4ea zQc{1l$3_E#r029fOab$QJ(uQ1ni$=N@)&t?_d^hvREcw(iUq^37mv*+k31j*IGI4_ znk!PH4Tr1;i<^X7dxo!&Y3E8Qr1L=>+!D1YE6rvj7E|i2=k5EdZhy^`aP!6_f6Y($ zZi3>IpWJDN-h7F4@E_`O_W zdG$bK6~arpyy}xTzPr_xLpsO1vV1mD5W1*Q_ZOaj$0Mqec;&2?5{I;8>>)e-T$N;H zx8a#ot1gpR@BDG?y-EgKf%UY;&HjgZMfthA-2m?4rQ7r)zXaXq1do#`pCSF5 z`TJJT|02L&-1YsyIkE4w@m{A-{k3}boOts#Ew694X@Pi-SJk+-((&!YZ8xqfU-#c6 zhI(Jyl`})t`ew&&)1mrrf&)AwaXr7UHpQ7v-4#9+KleNz@j3Uqy{tqqhJT}r1ET_+ z9Stx!;((B#fPQ1k77rc1h#_zyl3_9cY^JgC@y?*A{r878qT=04-hA15pwjVpD=+W{ zbYp`j-mqe*T5aJRJ}FO~D8rQf$wTSb`p$6TaC{`)YSvkv$=JX(57t)?0BxAH{K9Er zej4yhwu8>hf(*}M{qM~F202gI;h@bu4|EaJ2Ox{q@Vnhm$7cXPjK^0<`{UJ{84R~2 z7ft%A>BZFadG{r)9r)#HpSkOJyR%PIb+yypYZ@K*>rH|z3j&CZl#5aR*ZG%aO_uiu zR`fr9ldvwE-}{{J8;Evz?YtKb)?HH^P4~anNiPoV!>$}jbn{+nC0Q?S*RR!|aM?)1 za34jN;a-_(xVX67NXKxuWYeq-n|*&--fFkA`0k43l^fNnkLjcJ%3S;U-}LjYC1iI) z?eZPgBL2_wd_j%;&$aFKV%48fxLM^=|MjvQw^C-0XmaztH54Xo>{@&L)>t1^%F*mv zk1i`bEHk%$vS;}MZuz;`&83`~Q;JMyV-U;EIqI7r&i?B@?I!ns%idv-c+}s&P2Xgk znYc?3IXTM=jnons47rZy$*%a`+vZ9|DWC&W@^70UtU?+3Z8A(tvHe2;L$eyMl}?)l zmV*qzA6hq{gqx9-0uiHYrw(|ClS|O+XU%@8PkFu^BBP{a=RQcEmxshiS(bc0hAw6~ z0IG`G6)kQ;omEW5)SMQ>t2pQ+eDQH{U6&G1zv^3VmfTh#d|S{{aT{d>CMA)^CUz}4DhDYvA8?s|I! z<{bH*#UBQ*$R6D7-o@X^a87RKL)D#g2cLZo508K7Iz^*AaKUo2M0*+D+t;;wITeKe z*;vLJ?MWZ`Z0WESMu3%EqXg`+SVPc7TwK~Ui+c0Rx6Klw18N+i zQT@Zic`rpX80_fhed&dw&TC4OFez1GS`oltq1*6h3qUfgWU{n6FMninGf>#J2j-Do zCVHV(3FI}DRSY9Vm~Mcr&hWjn`t}Rp%ifCN;`WM}i~>ykzf9k|aKG`j*WRy!Jg%YB zRUV*-?no#JDA>#WOi=r2%!H)!Zk6;CK*G|50iHF*moak38omJ_!zhZ$+A9mh=*bTt zVo92WW3rI9QghPN`)u^a6(u2eHol!bz|Ia_Ef)Y2j)mC@zdJFvGq*iqKQxTVEAxZy z-ex%GrZEjM!EaLP58Ya^%J=eN4Nz1$fYyA~%{4!+bJh`HcL!?TKl)DkzplFYIYxj- zgBZbFLJgYwrGxK*740|TFrcwjMib)tGr$mF01^);^x82$uh*aPhe!cDHxYl=m?~0u zD$Hi<#!nYuV%n5yJD#il^6++e^gX&+;>mYoNTYB6IUIS;>?0ijtFVpB=PZuNbBxK$ z)sZD(CYrNbaB5oE8`O!iX2Xg3p|s}D)>RN@U|y&8M!n%|iAM_oBdr7RL|0K{S+ngz zAGltC8<;e7q`YxJVM?I?O)(%=pZx)w* zu9s>O?DNyT?0U>m*zKs}lZkceY{Em3MprwZfL9BO-GGh)&NaHF^M!K42ruH?H6I%O zv1+%sQSU><03F|d`@I>`9@Zq{H%x{D2AH!T`nNX1EEjR$*?w0=9+xc4e{qojx{=2y zzyC@K-s}s}5$|sSH<*_cMp?u$!P@WOGFxF>C+}#C8CcCrzyQT<1LsKNp&jtz0I%>5 zZtGr2G}_OKb9DihSXF>)3~gxy5m-+pIaee-kU$Sa)S5a%aF=3*dxTxM9H80w5;Pbn zPOSrXV{T9IQ4AoSV0y897uVBU3?VS+Kku}Cyh>KTQ&|SWED8<{U~Z+k0b=reLj>3b z@{-Ix&&O99i-&WQVg-)F=lWYu7RIKfc?Zh{M2f=Aa?j|AOLhdbxb;epQFXzqk&g(R z4;!_1e~zb5HUP$@=#M3Z07xYP+igb-gU@O(ti3UBUCu2TjQKL${o%ClbfMcYu-QlP zx*xB{pT%VkRgTA`1vp3kU&v{eEpvTFq@ z3vB6oc_uXBvdGJQd7I^COdf{>Rzp%*DxRTkd>KrNgB`Trz&_>;ijQ?4|8{L+n8g9| z*dNes(BU~ysFI7i+J{F%67^964z-rht26|&CxEuYLE{rHn1vDs*)*!Pn&?GV!Hp_- z8QdL&M#7?mqd0PdusJKvjyejyM28C+gb?bfTpt=5Lay|&fWaxrBdq_37TEFvw;3Hf5tJ;1IKS55D1QajN)t&^{lW{ukOkk+pLCcefOdnB=zTUo z>roeH57Vg)hcOD+89&5+6J;i1ElP(AZ#iU$^#dT#H%%Uo;#%t&mSpQfXso49)RF>k zJSW(A?h%5=z>{Ve*Jg#|aa=|a3dLVdfKr7x-0a_)ub@>vvo7-D!kGa}lADL?nS`N* zuo12jfwct8Q8pgbPJY6^h>JOs59E$B!2<+5Qlpg`CQ~IbWUOw0Gz5ER_oYZi+2^#m zTfE|4FiPcpHU%ak&IpBgD1gxK%w<|*JF2nW(+vFy{sz4++>;}e2V4*n=^7s)Sm^tZ z#Ds8zD&wGL2nB^s?WdlO0YFuJRKv(}_5gWWl7VOV4Qm=*3=t(94>8s-u_17gfds9R zO&x+-l7y*ecki&a+F6`}Y5WsF${2NjBd_ta9UT0|MSXs#j+y8TK~v*B#>Hrhj1-T+ z$8(=^x0@f&FOp9*V=>HVG>^EvPFF|H9>GSkjX^j0CI*<&ANjPKT}$bSb?ZO(_($wV zp|Lb{5QhL*@A^bYY8P>|MMuv$*a8-uaRC{-p_unc>OB-?)`c@j4VJBnSS2OpKi0}i z?49%F{3PTV+XfImJ%9imd*mx&h)9aN={i~b0qqTAuZ@A<eC*CUWYLpkb8S~$*^F5NB!HS_3xN?Y1w1gC zw{NdNNo(j)t8KLNPiTOs z+kWHxkH7eClU?WbMUQqsC=Br=-JGiZQdRiabToTa&Cpkxy8t( zb8M;@o8QwzI1VlLUYq?|*DfqRvre$sZ|?%dbUA6{a*zGediS3I1^|-33d8SdX~U9m ztjS=A%ZUr_D47sn3K7wEgE%zMW+NotL_u#7Wk!BI{d(if{bXa%zNlRSd8q1RwTJ+Z z&Nt-IOov{ge-J{wlhK+Qu97CSwCitOqBIO~@VOiwdN8fsR~wY=n}B$S_Jj~>KhMe^ zYA_CH(I9AX%yLoXA<6VJa@UlMwrNWbkgm=y=%mJBcq#=uq$poP(L!?2lJlP$=k^Dib(1j*X~y%Y@*a z6L@qsHyKV*E&VY5#t&W2;gAe(rT>DZ^JeS9Ekr1D;t?_~AG|@%#&#BK6z7L0%%BN+ zZcrCDIlonPc%mRGH-{kR02|;dO zAx*M9{(;&-hiB9Z7AaHl6cm0)|0$Rp3kWo%082Uu#$A-5`14!?U-XLo?^hs)&e{l$ z=YC2_PX34rOV;%-hSTxmatrSuS%I%Yy`u1=GfS}hD_FbE@-=n>B)tWD?x_X`)B8e~ zE=uU#43Q0*1%sqTPIlRg@)oi+#J>U>+_2Z!B(g!KbUBtS{``93+daN`=o_w&B5UND ztPZ~a+$zWjkhZ!<7CdD&{2v%0En9%4k=Nx2oYxDCl&unB*#B_C%(|4QEf6=w z4`9@M`+3p*5-=q_ck`vfOoFb^xv&)%y|+kT`O8VW9RQ@A)f;;}-irvMG8Yi)$iye| za}iV6goHBuP@!Lh$-wCkZJ@s(Z?(R&eZ3~oYcXzO^7KjqQIFw7{;d9xXy#ITY=0KeQ>`;_j$jClqGpQl&nuRNn|5<~u|D~%R3SYpZ z6v)yu0B^R1ht4dfy~*#{H-r7Q7rm@N1!=ACzbjim1b-7EhA;jI5yPz~OTvOA0JLJ} zcentERM@&PXw`9cr>3QS1AQ=I*pWLo_&^gurVxmYtut76UcTS{1DTGNN7l6<W2z-x~*=yG>T8!XD&Z7?{```w9e$RnW!cu(M*E z1-~M@LHggrPdwdm;%kcsVi^!}y62!-XJj5V!6i0@jT`+}T5^6AFlA1`S)+4t{X)zS>@d(424fAcRlI&}jJdb$KN zjGPKfKKz;nACNhCLjUM@0Wlb4ORTLI<3n)HPcHz9u?KG=p7fzN@2)C6)4T0Jp*~5*}y_& zo+yT@Gr^Px3MN0R1ue0(h5fpza{~2I8Iq@)Ed2KXzdktV_sD%Z%=wp8p{Oe)inUIij?QDiKjwSV;An z$^8|)SSIZ<~f z!2g4xkp~h2>RGCeU|jL8y7_iLVGnS4dE)m(0oFQ}>bdYsl0NO=?ElfJF-Tj{&MWJXbefGx=Yu$Dmr7RY9U8jKmpFdjXiOGp0N zGW+8!dDZalUp!x#<@oJ$on9+Srcp@;+ELjBkB%R^4~xvEE|J2wqZh6G)oOyhjs_I_ zn3_@JYokT{U6ET4nNN$e41YClF5*iQ9bTKo4X&|Uf}qRp!I%{ z)nfHw(Nw@VeZ!hXaiy8>JPXuE?1v_J+j^Ty#3LrIL->WX|jF!hc*_<)+otgIFlX76;$S9wcv0|(V6vA zT}=J~v6?z@cB8>osd$k9SA=y95eP68YMV{_Wxw}|le@7Mb8G50_aLC!^-5TLO1=;t zq=J=TZ)Wm?O?eG>_J-+&%_djM8d1j1<#C!!d#!)y|_ zx;Mcx1`aBzZ$cpTZ%+pA6w6R_>FvhhSE789z%B} z;>NujEk^cEbD=Lip4P{j?E7}Uam@TuXmwZWe(^%XLyu1HZcl<*@3rAZ>m#GjXBlqV zkiH9rlKZEpgxzn)&fbS}2akjAGE%F|4fZ}?h<({1wF+5Md#VZ9_4-L`XL>Yp?CciL z@8aZoHuEJeEt6lmWxA4U{!~}m2ZQeyUHfIo9~!Jt9Iy=ij-eJD(q(2{B zgRA(o@qguDysn&MI=8`@FYj1}W{;ueV82i5+8aDy#IWQCN#2=+|5sd?o%;2ADAD|Q z#V&11p3-_cvP?JW1<1dHOk|P$I>DHCY@)bdNfJ_09L;L{&^=t34#bW4! z{l!d!WA}YkZ_iA8ku~wo7+DxZct?|o_jqVSj!DHL9CMIWmioBWMtcXKKxfKX8A7D` zugUbYkxQSksAC{(?Vn~VD56LTSvx(BKVk?710udaUj#Q?Iz~YeVnI33PE_WbL60(8 zj3IVOdE z(_5~i-k@b(vmm&hqXEV&B6X$}aiaN_8f)dBaS^mppDDnXd9CMFV_TwTC91aXLrOKneh!eX?LRJCe zyug`TqgZ_)k$w2@T0L~=&U@;-r#QXV;CI{foIF`cPz_c6`X3X$h#!hpV#sVz!ZbKX z1OA#@1tmBO(p7qf)B8$*9|WDXKrDf**wzrb{{L8e%b+aR_HR@XloClnC8R+bL>dI8 z1q76kZjg}fkdh9m8>AZr>F#bRQ9z_yx&);5akJk4%)95^duD&wAD;EhtZ}K__jR4; zas1LEXr1mhEifKtpw4jT8=D>;9zOPhlzXq;`HoJ&cVV(Y(uM%MW@N0gVK}L=l@zoB zO8(G$R$VV3r2O4XN^RTli+!jN9m^2Mk|7dg&7wdMHFGr3K-uPKp5iL4J3`EXE3_pz#ShgVkV7qh_V~^w_NR z5ZO+JNx?FEdP~ryJcMDdr_yRlCNTsLId)xZGIEdOI7w``VU9yjzld_?*^|YUjnSdP zWTQuRj4&U-Moy7gL&L}C0+mlOlw#l5P5@foyudfM*_jn}3-8bC_9ciYA*s|B%Mz6J zQJ1{_1kbxOs~w`RqX%oi{=CY~XzhjJ6OBi8P~@yAmu*D}z!)X6KS2u3qIx6xSj1q^ z^s(NIiJ%`NDTMv5O_b4p&6~1a{awQ)oFv(ghvtu!2$zZu>3f<=m?M8h1tC9IKmM!j zEMNw?ds($FYmT@q1&^O{X`CrwS6q#+B|@&g3!`*(ib6e)p$oGfo*EPs5l z=!^4D=&i6K8!OhcVJw25P)97s*78?7R5Ln@u%f=A4n_|z3@zyLi+q6&cgI6jYx0>& z%S1j*`$pRo+LyUQh#z-r`(Vp?Iy*sseU)LUfXrP=54{_y_P>G2l8ekWcQHoh;=?)- zvvjquqFucfi(e7PWLs>~GE}WJqZjy;c_=UIa%X%pnvB#tauJWAJQNzmC>`_sW?LKp zbeNAJdhoz4bZ)WnT8kEUD27qi+dS8x%`T%A1Pm&A<^VnIKOcR&Sl2Cb*Ui+~8Sh1h z)2CwQE@Dnp5!SeY3x#yL*_9yT0?PoFDPX!nD|oCPwwvW9cglY|854FOx9RW+=Y(#d zl&rSQyl|6chS@gh{z;e>Lq8iAmzX4Q8f6V5aRI7r3;h2UZkKI5oFhb}j*m9JzE=?L z^feO6hYzeTbqabIq|hkiUHuEYo?a~7dUPMGo7Fq5SeF229YmoV+bk_300Pxr?0EX> z5p&H1ONTddZG3NZ!YgcObi&Dr$+e5|Vj0!<{sGwMk)RLNy--F5%APprG3Ej;R~cB0}e5iunUIY0GbDcN|VjS`hem5B_+H0`DVHg zN*7Q$K=78h9=^Ss8F@mR$96)TXX`*l?u#czsKHF&px}5??y$~D%qFj1UCgfBnIUeL zubTRjegfIE`@#4@)DSKinWd%}IzRa34-}PtbJSC*B-i5(EM%ok!ESm+(8qjVfF$t! zgz=o)>ysX9%%o~pxcWd}eYV4U25NHp$#O@mHvG0ld#fC-SI?Ljs$j4DRoY>3r zZ7;^#FiT_cdFRmW>b*0lOun? zzy)Q-lK-v~cyHQy%93A_UDdm<$^QCl@w!I!Xs z2@i3vbc$ioxJ&UBZXZWajGNqO)= zH7yBG$z4icKjSN+K(hwFAxqa&bJTPI&UjhYnyhQyo4n~`P=yV^XM8c&;~(ghGNB~Q z0Or2X`}NoC@fIbj2MM;R?kiMBHSA(jsO93s@WqZ~*jboA3prKUC1a|V(bH+J`d<0% zxo{R^md!$^W=}jRu1GPuM!BitR_wJqKZ|sl{xDeoC~?}>9^7?WU_-uLO?b45@NRWS zFnu3jQ*@Dv8Ew6FQw8>=u&?lFD!ua5d?F9ni7&FLy=f0c?d?k!JuF?BpY<+womRxr z+EjiF@8cMUQtt5%9(w>h!d^cACBJYUHO!5EmnNymrfYuDJc$ZG%67v3C!1|jAW@j$ z4wS-hym&4;*E5UDc`*S$G%^*Tvi{-r;sMuS_ny%e^hEkjEl#8<8jrplrnduVv0XWp zl_}MxY6oLFegR_qoR;+u?XeBfQ#Mg*y%*-iO7j?zmuPufbx*cdS^&|8Z>o5`9W5mM zcBdM9hL1AK=KVpDOToKpos6ca6BXvf)Pfs7f84x%f9OtcG;>ss9sqIW^{)!lI8;UF z#C!@7kXG^UbG zrUsiCOhSd)V%+Uo4SpX-)0YvmIYff-F({bEOM;QwO6+yPG=(?M{S0+6lSKKfFkM64vfq7vz@;9S6sQUKeegxR3R*C;>g4APA$l12YZr65m!4rZe?HK6sqwi}MvXQ^Zw08Z@2 zH>~;ohr?tbX&#-2YWO@Ogms>C7LF+i!t|K~_-r>|_8p8T1+0ZGYLZXgpj>-V_7hBGCPHYX8-*st021dtqRU5mEU-~`&b-uA} zU~upsD5z&4>!4gykMnoBdmqDWQ!_a7xeqQfGzz)ReEj&4?$#$+QtmD#3NmuIpd%w z>9-czCd)R2t1ZsRzcw8g8DHyiZ>tJ;%YVwRJ70az4B_xFi6&zst(3=40e0* zBJ@Nc=`%}T>(&V24b4qKIIhrXsy%Il;Ob=?GTj>_Km#qrK8FZ&(PtPX*}%gMAg6={F&vFbaesqT8|d2DhjNx~ zYAFe)|_N&jv_7Hzhmh`8rg-GGS?FT-fV0#sL))d7r?1Ar}L>Al! z0~z$(iIP*uu|bm_jfv^X8`2bjx@_jBHTLxCETcaC$R7u2t&QI`%KFkl z&(RNI3|qGM#5kuFb=ek+0dpIaP3`XPhEKS>F4VjyiKYL>#r<)@b?zm&U?1r;)@!(8 z>>Ek@tdQSLyXJ}!#_8xK-Et5Gatbe?F5UiaaCE>qVliGk*Fmg9lXX4pr?6U0I4+Gp zyq#YmQ{8Fh=?s1L^+FAJk2@CXe5>K=hK=wo@>Qe^|Nh?TInG-wBnXW~*pLMjXncTy zk=|YxFn)!#f4;!p9lPo*2Jb8b4Dju1XZQ#BhX_<$UMqqD8~B)(O-$+2*Ix|;}1oAVWL_vCpj&TFv%ZGx9Imdu?|_px#XS8yo}ruLC(| ze>J%A2+?NMB}RDAFxfn`P-mgle7+ZhP@67&`GFc9JVT&~2+jJ0VYNsIp2g(AG zL?wl4-U;oh#A3VQEe51?k8j1;e)3A3q|3}! z>ctBhLPt=L!R`2@%MULJS@RrAdgo5BFutq|zZkm03v5qKyzo<-bObxl{P(tBbs^o{ z68CnFN!T)b72?(AK7A@c>NGT~Beie8iaujt>ffzdNiiruU1o>1Zk1M&fXHGqm)BJ* z|J7$7G8O2=B4$>5$==|%g)2*4jQkzU zZ0ufPN9o*Ay$P=&B|qH%)8|xHx~Bs#!+w9D?UFM?y_s16g7urQeYfq9RrmJ3O+na~ z*CDcj`1m+B|3fp>H2z03+*i!{Uo->WHLFdRlkSxdi+>RhpOBtzbG{wT10CK)xWJZf zJU#sa%B6?26}n`5>0BJz?G7nwV4q(o-YHH$KNX%Xf>oWA*zm-|oa>IFY-wobOOY?Q=sHM6NzO}33dBAr@?c>7%73b3peaLbvg;uxpq42 zE&{uLFBAmUe#9tnD_xKjbgX4y3KcnDE{M6&h^-p#Y;nS=_p#FkN6riGK8y7ksjobT+n<)B{r94)@$5E?6XKV89(;=K>W1p3~7N45=Jo*MU<>4kTFFV4U z*d#m1bRYmH%43IuWQDv_N7aybYe`njD%9y3QV4HkX}9WJFQNG&Pez_(3Rrm5$^MGn zPYW0pf$z?n5_lMg+Z9~m3<)O4n_8GYb^A?~)f4~>%^6frifKwpN+eflLnC%}<-&t| zE!7wkTrsq`Q7acXdNV$_)|%v|wZx&R0m)+k5G#mlWT6lZuJ;&t(AS_9Ip*txXKLFL zSJ8}QL!-LAKVy%^??|RIyttLt@wZLcoBXqV_7IhP#u}Pm$?Gx0`tB1`?Du_xeB*x} zW#1kB__i2ZQyVQUVojMgaz`x-3r?l=IKE}}4N6Tc^UR8UtCj1Q=2EIM;%odqq4bS* z_XomwLnG0Ky?>8a(21~AcK(Ypht8+Qh^|f>)?fjbBA)Yz@+rMIES=MTibh{PbX>H` zn=r3T-oiuI*zJ&=aEzo*S|6i>98} z#Ffnv`lL{@__FqB@6vMIf#H-yzX#MMwptQ!);P*gRmUg?qTiL>f+|a@84A}`%4p*D zq#Ykn$Hp@7UNC~pA&55nHQO#7{ey@u#fB_LOFHtTm&or2EJ8vMz6Vy}R;Yyu9B9zq%`~WuVi-JyTgsbI)A5#J~gUTSbpQyvFLlT zt0s>a>~*C=jMjZw2O?tRuQPMRz6VR+x{kxq--++hJZ`{4Nb;X9kJZ^aIl3aUg2D(Gs)CgZJj+|oIw9&>O)J3oy_@DtMmi$4bxK^S z{63NKcy1#d5rQQHW8AD(m7ZrKa^k?@81qP4dr*VU%V2&GXfN@)yVBq=M$3d0pQQ$xn zXe%S1n_qZqiMM#HLx>{Bbz~n=un4vmXzubkWo2%O1s2E0w=aKdn_tlCVdER#n?^I@ zoji?-x+f9Wg-%}OKzNEa;QLUq#@6V~%OJOofIqPX^tehi{Fj=f8cPe#=E?~ zfDz%~o}qTn%mv%7sx@Ou?b^>z4!KQ~!Cti->Yc5mbgg0PWxeDE{v0*`ckaA1!ojR> zKi1AXH$)F}^z+1_;MS)7V+VEk=Um*9&353*ynNT#bhSNrgFnZU z?i}|zic2=|HO8HY4fhkkhHOqax?jtrxu5LCh=QNW#OEPl+@sqZ`I6>LEy+Fy>YTDE zI6L5S@9gNX!D`N%09h^6!;!%pGdzs(?UPH=m~2$k2#*Et^+SA7V_vFu7=6PPD@5Fn z*+mEl2yR#BBG|2b#5*jbpCG6Y@E_10;y(%<({}s%6+x(000ob! z34LC@%ty+`}keB_PhyilYyFwv69j%2zIK|5Z0xVY|_%wCH|P6 zDEbj?t{B&8#x(8ZS`P51IRSDBCli>h{CEc$xDO84pC#AcH|Q_R0W?pF?LYaGO!VVUw$4 zc%v=thOW1~9maxwE?PVcxsVs@I@^3bshWh_p#_aNh7-;fU>DkrzqR7y56LF|UBFBS z871NrILbws2y#S>0q2v#0X?v$JM7Ia*ss5|gyuupaX0y5i*-+{3E-2(KWU**J+32N zzWz#mvZv(a|a`QV8e}=&x}a4Ch+?)BilS zk4^%#R!Ufk4%zYzI4V%(t9dNL=d`U0Em>9QIaKE=SRC)B1xJ^l5dAh8|LDJf#4=oz z({1?dLf${F6>&RQwSi#rITbyWmx-%0O_$A0T+TbQ*KgdM%{L3ab+x~}B}2xNW+n%k z&<~)_`K_wEK1asr+&CGqW2sN5K|U^huF^jHu0ciUp8Ls{Z=G+WBp~i zLEd``P@q9iM_Sk{iWpF8=yY>c%M5815WL0)>A)Y6e`^5APi$yuVG0L$r?Y^R zh@_1GWdU!^7~vh{8u!vTD9lLx_vv?aSd2^x==x_`obmx(M4E&oz01W=y&1;l>H787ED&XMN{jRrjWug89k*8C^**b_WRP5$_n0)R9W1IR;5W(st&1`w{s#I&HE)HE zKQy)I7{jTv{$MqGZu#F^egpVZF=v!>TD{#}Q2u5kz)DP2(NmUjv;!XO`O1kH_P<+G zePQPynu1PM!(bfFe!PGW*!N1ob`TKoYQHS2BZ=zOnR0(-bu6QXP*?C$uJOug4>he+soKZh2f zdd^qAoD*ceb~i(c3|q!X8UQ@P&WMo8C{4M1H6W;;>k?yO=_bMZ04N5TfFo{IIOE-w zE~Y&n8pnTfSbQi3@ECyi4&PIU*BzGo3fXJ&y^;d?KwXe-vt`Ixm$P5J5mYh#_#k9N zR|Fu~)8xE*quz-;CJ&$Qs8H}>#@(44XPLeNEW*%;^+{f8>I|lA=pG+Hin=KSYFZMZ zM0l|ZDF%RO%@hdzZVzqoy>$tqQM#vZ-#&WV4sb=i)fE5q517W?UQ)7Zxd+rc-Kf^G(-8trky^_AKr?TRKfab{?B@Mo%7-gw91{~l{ z(metE*+2fs({M%sco#ABQ(g<1JERo6T)#{Tl>%@z7fQPDNb!k@RSW*6G{2sK8+_o{ z7dfAThFoy)a1tg`(>;A44Y0Laa7HUWa3RmhyfUOXK+IEf4*Yk>!!R}}QX$3{)NByx zw+_5^RQPo%=Y9|A%1vG)Q1NnYDUsXqht*yrh_qJd3vyWN zl<51j#MR@zZ^xVNkOWk8)&{P+9SnxYV5yqdg4+@&jM~sV)5}^Q>;cI(8HYY9KKdFS z*z5K~X9Wm+-Y?%)Z=GnQhyWI>bPJsAvFjH9_lKi~?BYNmfX%k5xP zJ1e?K*0;=g*X(oFy_j8s=XmArP+F?#s}^n#aLQ) zTpK&l-2yGo;Pz}V1W*yie1Z`HliSL_a5FS(Y|rdx%dOOZUYws|Bt6rt|MMk(+`M{g zK4aj?_+zgCN<2+lYer`Phc3AoQe=f$Z~R+C`!dL*<3UDr*C<>BdC~;Y3Oih}zr5RB zKgvIEb~&{EMWhM6{2)P>UK;ugWzd=@QKKs&Jbam+^M?Kn{w@F(Wm@i^Uwd$CQnX`B zEbX5{ReP&H7JzOqER%^>B%Jo%*Xh&Xmg8CtY(sWl(p?~cnBTlcx5#zV1w>DZ5nIr( z(ez0?o8s*9;g!Qz9Q*0WtevfiNtfTems~E^Bdkoq6M9O5@+{rRu#vW}yj4HpWhm*u z5ROzKDZhJP)6}1`B~g5dn{Y^-SUBv5-o#GFCw4uQssm7C7+^$4MIF<>qhQy)w%@B@ zBXa4A@dcadwG@Z156UJl!)w7O;G7rR%(u^Y3 zsoIVP$w>%y7jhaagqs+?-kQb?w3F0jT}?x6h=J8SJTF6p@Cvc+=PaWUmpu6S6|1VX zf7c%gr83ibc_O9v=!%AZ9i177>RIIR32^C`zo3&|@Fu$@_UtCNjg^dLTfQcHW$W{h z;C+C(+ju>C&nwmRmBF_5h69M{1FivH-`!KeXL|Q*sH)h*_Piy;Zei30PF0EpHGvzi z94AdLP3>ixZYqVVnXCl6-FZHmSJdaZ_=y5C4CM{@O$oe{2gos=&q`gyqto%(hF`d#aH}HIm zNw`#UV!S|-n>OAuKasDzxU*ug!L)*vsgSOAVj;fIK-{}BJ&F&(y zg|b1Fo__!B?mqxO=WmY`sB`&PXCsnk!Hk!;-F=qC&CBvhDG*oFb&k82(P6niA!l5d z22&MJ^9kukkJjiwipv+SE3Ur8c0`|6K6=aI@p}voVzHjR{qcG8(Cv!b^aBf#AA?K- zjqn9(KU+Gt_s{F(%o>&0vP|wJxa1a>v;@y5N{!^MJyQScu?_Ba-~7LhH!y+n@=e8_ zGZFMGTvFV6hbMMyy%k_5j>b>2!EPzQfF?~xN$KswYe)Lnbf`owFI+{(z_BIy`slgz z3sDs_;4=9!9a!to2lnZnZrxz+J`O4s3%Ff45lF#+`g>=xwy%V8&R4_ZMgE3jWLG$= z36`JIE}L_J%-pH08e?5kyF&viU+{eRln$7}{qD?(w%omz5V@(lPP^(Z5lDc)MvH2c z-e`B$f;l2gf~mNt*WU&5a)sz69zIx75qhkT52L7k5RBmn!F$-r6`|@J{=Vz1?#vJa zW8pLF6D$;n)kOW5xj^~ev+n?Y3px;&?n*?E3q4}%jG*u`iXdN`#Uhk+mPQIiI|2FYjrp1k?i~mx|ERHL+Gzk|^)so~%WhYXdg1pLy z?)ga2i9ik3JL0BQ(UylkPY9z_O~0fCe2_<+l|S4mgK2H`X(gp|3Om*>Q}&Hc+=9i3 z^koHt0z?{l%~qGu5n|^Y<2Boyo2Q?4$BfYByWH}2l!vv&5lQi|rb)4-6GbVp;Y5<+ zhv8<^4|~iudppi1-M)OD`mhUG5y&^M`o!b(uU4sH5F_bgn+@M{ZL&<07uQ(x1J8g4 z#iRdDeWrWws}EcLW2vi;2RZsg#T;$9gCU}3Tt^HezU6~pbGxn-PCS=doOl{~qZ-{U z&GgMetdy$c9N%~LjN~?%=J|AlKP@%hwnun95yGA7DHTHO^R%v-Xu0$BHN+U%0}bHwA_qpOnboJI${j_W$fk8XuG3V|%?5#FaR zPtfP44NDg7+~%K1l;MOicA4ty#xg!DP8ak)%`7{^yH5ID_Sh~4SA;dI=;dLQZZ>Kr z--Xg+_LAGr{;;)_;c)bOg9<1MG5#co_7Y(md3p~@|*hZV4ZLz79jfl2diMY{vsMAAql-YVPVpCty8 zSG)Je5RrDI#Y2ox)=PSSdCta$K9FJznrT4oOz-Oq(cO%Y~?{5&M)!|dolKt_Itft4+a1-XK?+?PxI{d{) z{ux@*IDR>*r>&&i^I*#rqBA~I_8Jk(@OarBEOgsk-teS0W^%7Hn_n_2McS5Qjk^Sy z8y$7X(#T*m>=HwkFRDfID_uZxblEzt4qex~(Z=y}Z1K)3)StWKw9au|7wS^ksOBNC zONIU;iwJr0wSC$ZKv8!Ja1=!%G{Ine0n%Z=+AVh$Gmd-w_N#D-_U>2|CM6H?Q3NiE_1cDHpk%{P*%j9(pR647e&9?GPx;?p;cEVV`^+x3 zn(VrN#hpo1l_@-r^>)x`W{*0Ajdb4sXKFzix8}H-!}T}V%%%mg8x~P_7BX}ev!dn2 zKnW#OjX6_hq7b|Q^x`ceBR2~+o|5{TZKk!4yT=!EssN^;yJcH8Ou0OeEbA-~M!h(r z4K9Accek?k6|3JRkm8E5r)QY?Hd|uOAk`q-UYC87phA&86A)d8lShQ@0rXk)#j)^M zjPC&UGQawo?>(7>*g8hUu4A{B?&CWtb4E8WE>QS&Kir`hAUg&HQadxrv@>LX?`zQ9 zjte$<`8@I#Bzv?eSdG;rNOrU^qR6`5XM8EACiMohp990uQOwvnC#rj%QisxNcbpK9 zSup>F3AP4X^$Rm|S#ZFhmRJAKX(hhtYx^b!bgnhU9$03_d`ulW!KHY?4|P}?!@w{z z>iQBD&*IAe=o-ZG2!RXE_xA%|G@U5L?x!_N-5>ZxGdJw>;++cUH~VMi?EAYT1oi)1 z?PoG#8c5Z+A9_eodJ~Nx<@JVkG!fQYVUl^LAYH=j@hd){PN7#c0Mi`d$IW0qf7`d; z88GcLh9Z27e&X4XJ@(mAG{r7A+TrE7OOECr!9PEJj0`Ny4_@)UwMx|=SbO=a!knW_ z;!p8R$U!St_XATJSQh6yAjCtsiAux2Yqah*s;lINLZ8FUOuug;HV2&7)ySDU)Sjdm z{s7Zai!b2*$vVTBZKUdKao=%Dy1s-cRX4C6q=C?7;kVr&_lYjduN*_q@c+qn`_A22sn>3`RwXRB&;52tUFp5|N&&Hsu5dcLD@MjA zSj3X9vd1!f%^wtITIBx_OaNl=TZJY%QM#cI#uv+m*sC#UOtHQJ7SUG=+PZ#sI9%TuL4?T?nsDp1y=zqtO<*Yo47g`IX!wEKX_ z;f)tne{OYK@|Uaxvf`h8`rVwZ=T~!TLz~91qe4?uJ%^lgA_+g})c12>w6*+m@~Iniy># zuJ6nGZA+I7vpcsVfbsc4^2!D&Jb2 zPOd!v(eM2?RhH{v!BrXh`^;&Q&m{&@ICl|d(UUsAD&zuWOVQC8arNfrn26cV97nt4 z1_bM5iyoBmsSsj#J{t<<=-l&LI(JJIdBp$7Y@u^aIrne<-#6u~_lvRl38Hk;E&paT2_+2o-7TGA=K8Io-H1sYvmuAT)jO z+-bbcSB^4X&|E%u+R0y1qMz(iI>b0Pf%JJ%-A(%3?1;wG&V$7mG0$(~8kzF^7?i&Q z#jKqtN<)(cSR!&Gy+XS8mI!R#_d9*pm?OjCV-en)H)jhy=4BSNFuiPyI9fN~Yng6v zv+FosxJGG8+7dx{M?q=zg?3sD?%+NkinGdZWiTd7l?OFN=8D<+8gZ;cU+Mg9SbA`$ zXry-d7l%ffQd@Gv-M#-KPjSKe{87J}*J#6DBbi-pjzv%@={xSf|9_+@7R~5zQ#m>` zq} z_RB^_?UdWQWWGN`Z?5Pq@*s!M1=0&w)8*Qkf}L)!hKk~h`M!gDb3rWTq(~61y5Up{eg!{=hT|Fv~{#f?DY^s$$t z%9{}xm2ae$C(I#2DA_(oe)KU%Ikcx`TrNK=uG1SnXh-x3*GIfYx8%Tm!}&ckpC?qP z!l?7_A!GjKW8rt`sm*$n)DsJbo#lW29fwVkZ`oYm1}{ZPR`*9Wuu@)JlMkj%T7bZF z&c4#_I$>ekDSrqjcrpy$^k@a+y?Ia@w5`R&^K$p-7)@yG}ctM-P&Gd8_>?@aw5^oFvmiM3pvUyYl0%#SP;4(~4oC!$<@U+O*8o-WUMn5$9PJ5)q9)URCgrjQ0+sEE z+eh~KI^o-=C9;=#aTWI82VC4rdo>cY5`TuG-`PJ2+b<^hu0mtkADBlG?J@V6yUc^x zpGbx&Y*)NX;Z22|g6*4$jW+nzm`37ft6FPwB{NXX{*cdM^)>Od*NF@Ar||pG9yN4` z-_?$PbL_iNkijB&3}xM*`AnkJ?Z~PSBgin*DGPcVp&j%uo*O|O38R(aC?1A{tGZ>O znAZRH;r#b$8OmL>N12**TqzEj@uthmpV8{DeN>zOpeCl;V}#JT*qN#l{@3$7=0=Eo z2>akpVyy~O>gu=r`GI!<9()cHImv@l&eFbLVoMu@l^oGPmiZkB(pCethDqQL4;su)7$kz)yC8^9_~zovVT>Y&MHz&t&?6l zWhaL{O=R+NUZtvC*R=+a&p{S%q*~N^*HWljDX8X=Yx&{_&^-SERGlaL9%bZtv3yu) z=wfN4_FQ>+`NqbE*8$?6OOy~A;}T3vIq$}+{r~4V`kx1@N7WvX8ph9%A_f+C`X}ah z$%$9orv;)JC;qDV%xk$yNLZiati*+8>NiD=85$9yEO)z~Bo%B}kP{Oz*J!bpsLqXN z@!7vM7b$^4#4 zBjxshvB}nFR!f)Vt)KFUyYZnM8?M42$_XCx99!NRG@hCgn0E;?7a$AvhXgm1ZTr8! z%YKiq4Fy|#>+GOTu|aDhYNgR!gFPgfwwH~s+)%n_n@!Oqs4bZ`xz3Ty-Yr#6=d9Yj z&#JC$ablgd@D1ynX)^6#Xljjq-xhsQO(cqkw}5O0RjZ`@smGtv+vlvpr@xiWP3|h1 z^fWGx-V#aHqtAt==V1utV>hu{vd0)OPw z#+?Vz+1ii%F_;vmAg#l$K5}_5C8nOQZ`(ebW^(%-q55)veDDmJyv(7CP~3NX#jK?o zn! zS;%>owYdeC3*u#>qj^rlz85d`eGpG3)-aOky(_a4x8Q4{FQ^CclmECp275z&ajNV} zDiRiqb}N1wk;A`ZiwIk=4=*a2OcdsEK85w{t#=rnHay zy;pgf3@Qk~g)-`$jt=1@+M+C>A=a+(>}o{NXCSgFB#o^K*wid9o`cAes5__1=joIKb0F8EqsX~cB) z{UF-e+s!j&yzTgJzC(}e2&k{ufXi{652Ek4@xuil+`~$wR1k9DIJ>Yy%W^yyxja`A z$@~1pQwYh+g!ip0cWdUd^nQc~&U{LKd#Bn_oB1=*$6_V{mX1`*d&GJ7@DwoK$vOrv zNi>-s2J*_pC6-2MnPmr;wVuq=8j&rR?9Ylm?+|2UnlRUl_p06<4O~t&yu7F|sEBmMqi#lT= z>274_$@k0`6njQBw(a?M@%sKci8EtRmMy9vJ+FRlaCT{nd18o6jmZX!F;g~2Uz z!RZWZl~#l6A=DEh-Gbrfe&qy>J4ss$^YgIo>B`U>#wE>Z8~4b*e#2wWRv?>^>}FRop2TSjpOpU3Qq-4bYN za_ZONw~2acEdB0?Q?|Bqth&3QKZ@grK+-1sdxeTx%|Gz}^R-j&;Eyp3)kvUSNWm0k zuGwUPN6rv6!J7WPc>Vxgd!F{!{oeTtzpf}(5;~xdw@;iw9}!7O*H1;2BL$2xKL~lR0w+^U2`dVXn(x2cEj(do!!aA7kY_r7z{b5*TEr@RIM#`UU3eG-(2r4DF=s1gS5b zMILh!wYIg%aYRN&HYa?1Y{5v|#pHw41OQzrsF>qzwC=yZ<=5;5F;lnhkUu_=P?JEP zL-`rR?qummc}6LZ90^;+Aw$kgIp7c<;w93 zAxdTO@Lc2ih(&;&iZDW3EIUZUXe(i|+{_NJuJHTZ!SvrpMu2P!2flR>brmdQN&{_7Z}))Z-jL9t}jH2QVhf z+qi|Y_>50z7LJ8e2;c6Ch3fwLgYr@eMN9*jzRP_;Q?){PLpmOJXthCum2nAgYVoT=-z< zndYGfAa4-)$`VEgb|^?!#2eEBRHvyAAXB7>AiL=66@lj}U1rRR^kInSAzm6#_51~j z3~9M&!_HUv+PeThW|AX;U;$FYK05k}Ko?{eVE=e5#Lz{OC1SVyB8jxLv=p6F&ydQD z0W{>4z6c!-nG(B|f#W{#9?XKv2B~X?=pCzG4F~w#RKDJ4%Y$$yi1CXr!a#9Yghn{J zd;Uh$p@ak{fHhhUkjAFS)>Eh=F1NduGPFl7%K1fIrLUh?t9|@^5fus2n{W!mR|NLS zd>2HlBVE~{iLh#q!+N_!xklTZ(mV;4c1xn}Nka`6O z(tOS@)cD6{_Md=%CQKUBKG5#we;26dcT%(Y{VwNikON zFrnq71ElBg0`9_5+SclG<#IeLr}}*D9871@VlUE~4Cjj^(DC@gPi$-o)7?ho=lHep z^nv}*TtG&Uhl+AszTag!KRq%DcvGzF%}5IR7c#nhYM)u9=v2+OoG<9dLy&P!4bTZg zq77r-AW{enzateqCZgh3pHTrs$KVs6RYyf(&gjhVpUltCTUT@PX@WQ&Dt6(C5b(Wi zcIXTabGd70_W<%z%~xTuv){3c=Qh79_XzASW5AWab<>{IqXD~;t3M_YxE@=+?gbMu z4M{D3OC+YC7%bXwTlV_UZ-6F2fN{epUXD6 z>Oa~0V{3^Jc7IKz@Wo_A$n3wgdM84}(4H*+gs0|rZ8mKYRwU%@V=CHw5C0w2E0+QN zKMh}9OHoTAt;7jjgneG;VG7kbZ736TD=@mMC4nYYx zQDSgQ)z_Ye>-`6BZq4NTNQNM3_V_C<-4)Yk+Z@C+%py{l0UmsIn-vS&Jk1);%Pfob zeft313m4!bz^TdpGs4DeIezG`=uM1AeR4cg&wI=Owu>p;z&}CumrDKsX6o(eJ(DC+ z3k)HquEG=`D>D(}bXqmz{>39c2T|9xe!c45WV7jsSg*g_UwHGF16*&{8WtOq>W}Vt zy;)^?>J^l%v)2(Z0>=8SGkoQT)8PK}$0AOF&P)>VPYcA9Lt@qall3lTe3+Vh9FMZq z%ZziZ(_&_q4h?YNe9Cn4TLHg7Z+EwpM*4H%xnJ)aB6194@JEzi+N?^p`2UE}M?$9Q z{m3N`94s+!L|7LCbdT_}@KW?%Qbw4eie4UrsQjK;pE*F|*5wMt51x0w%O&>X@cm70 z(Cq*9F3+Ol7VDkjHaPW)AdlZ)gZPkHIO&2&L%&BEjj{=~i=|X4JkS5$oN#&{_SO=j zm;}CTy#vGx=6DL#Soo>`&F1=}{atXaUt9tSpa^SJ39p__XA4?4>jHTZx()ajxGlyb z8|UCoT{ipHTO`lFM)N{lZccaS_RoR}Tip$;@Pg{Ej(d@yn>iqrS<;FRtqe3lFYC~-*D{&6PCr1-Ol^w zzmQ|;34#ttAZOE=UiAO!h%3zr;;veSRpt`AUkGM(ecOk_$$5_Cx}6TttF71Fyv_qg zaIVqZv+JOB%EF>xm!SScN`fAgSg(c7Bo6%xSNavhn=6yPkxaG+_z@s~9FGVgN~odw z3}(!8R?Aqa=~IOARluRE^cLR|$$b&(nN3aB7<|kwWDj*R?Q*pQdV$=gMGD|z1WZ1f z-n^n8enUtG(z5)ROaM);xqjm%&ROM7qgs5?Nc|5`zQDzCA6@gJB%gflYj5`hM}YMp(DsV#3H(HtT=h;y`N%XA|<& zJa8G>X(4HY--B%37luOikxD>!>27V{St~Y^qyx1N3HEu^ej%YG94PBi$RsF7T$(Vz znz{M;;mCuNax#wYx1VyDSWx;i|KU1p-6W7qSYe-iG5enL4tl|0F9%6iC7?J2sBFus z;Kpg04N+$wErE^1@nJoKhs(CsGVN}Iam(D&DLqluMdHRkCIITY|kWmiNtgbI9J))$fWMvJ%<(y&rx>LLP z>Am|hFYlQxPLZQ}s{3y+&;1GSj{;j8Bp4aXa6$gGEN{tPbS)w!o7Y1A~;4htZ!ijTHt3OUx> z^AYt4eMZXtmM|jd2JKfrZ*M_hJroRN!yu+Rcikj#s+}VU{w6A+-#&TjOv&bfW6PAx2tGy@aUXwTsZerd>_%l4FLoYlxC6jn)_Tvi?opV;*yYXUgBdo^p zw%m1KT%W19@UwvoaIbGrMADV&D(Zby{mM@%LpQg(3mb-;j4uTOf@oQSQh#Gis#8C~ zuE`!=ghE6^UP_V63cA=+?}HF_UXJ6FS;VeJQr!z}(r-Fgs^-%j^pi*ZRA`*pOdDq z^2P0SGeMY;3N?mHhF0g^>mVIN7v;gYq5LNRnfHrXW}fE$uyd%aHIkU%xsuWdWR99z z>NS4@KOVduJs_+carI$ivX$SNED82NIxTy#>|@ZHF7c38D)NGbT_c0$nMqLckrnCD zLhlQid2hzY@$AT4HSBtEPRg~Z80;PEVvW}_)F=t*p05o*T&5mb^~L4_Cam zHRIRi0 z>?9eP+v~>wNsOzsu%ZEN`Iu4aM=dTD03;%aEM!QO@h&MM(Stzye<~7BZr{^JN5Z7htd9|1t zp5u?o+@JT{Ph99@<($v@D0EKrL)K3Q{N&1v_f>K)6xA5 zjQTK^SZi3qM*D-;sH`o0kn`eLBFxJDqGGTq<+=ar`AWdS*7T1+Dx>y1oAVD1t4F8u zW{whdWrJr%`z=#u+LgjAm@BFZfgwA`a^z_-{nK&v^xxdJdTf?5+dR;O6ovzfO;!JV zFx*xrqBf^{?s_gxkQ}#lI5=+4%h_L>CV^7M(D>c-x%2qHkzDxa{d z71b;Vza1_p=@C7swR`zx@MyD+?Exj`w;O{Eg6{3~bBcI_I9p@88^#Dt+a5@e1)MCy@L@FDM*h9`b^!$%E^gO)-gcLNaI|K^t!SZf^Hxk zl0E6rpUXt;cRNsU=szzE--Bca{AadcivQIYtx#!{n^NQ1s;3jzHQ_$?|G<2O?*4yZ zzFI@ez@t~TZa*2FJZ-eUNCIXc*-vbzb)OKgFd{6=<{ku82^ty@{=4`RNsF zc@;~hZhwODL!k24&f#^PoHl{vvF)P!cy+bfgSQ;NxjAf?swq@Mj#xdt{_BPm>N^GQ zrYmQ>CM#QaLT~A4R&{NZCwo*5l#fl#QBOBx%GI@xtyY^Ug)Y>&f0~)3PXD|5hwP2j zv8(hy;eaCn$6Cjd*T$oNM$Eo1t}$wm3C|lTS_eL=%dT`)+=LMK|)iSgv8tZ&fFL_4Z4_&M3GW=7bdEa zz$l(HZmyH!qanSf%+27NUg@b%EH#Q(-Y+pq0BeLnZ*1V=?x~}{@C0v3K4bB{yY0@P z`t*Te3eP3YO6)D-^CS=FCdRxQu`}yoMKjDf{})$p8I@JkwQbYgE#2Kncehf~-3SOM z(%sz+A}!rr(%oIsN=ZuRx47^3dE?tZ7{eiq>)Ly-m}|~?9;ZxT@919P>3WY*i<~ph zdvoVyF19m^A~Nkuu7B(Uj1!6VY(kxOk0ljCHRlI{32KYX7Z3VVirP`di68s8g%bb# znnN9(Z7R2TBk>dz7F2uwqhUg*nb+bhh#@IX#6f-{Eqw&V&>FHqalfHvk)`=(z5#N!*ebwPXaO0N#Xppk!C zoD)bg@Zj`VbmglJgr{H2M6X4t|6LFAT59Z!gtNrpRGLxm%XAa(-zYR8?oJ{bhpQc|R7vA3K2;WW~dncrhNPt#LTO~W_*=prHq9L68P*vcD84^`K+2c7#pEduqc@T%6%{NS(m)+WiVWY`+)-BK=ttKh7pn1+*lFx6 zzwA}?y|S`cVcKSAmeELFIgg$gS!!XhxPtPO47$h6UV`z}l!1J~6LF9VE@hUv_7|=j z^jW&Nq@{&-I{t-jx7OeZiqSG*64-wbiTFKwn#qcUzrGm6-pr;dWQAdr#qf#Ky|&%1 z0C*5e)db)w*#fCI09JEA`aGV?)??R41C>vj1ee_syGR_tH6X0-Qhc^sy#|r!WEw{x z@Y`GC*!;Lqz6=8G3BDZ^Xu8_}w^Av`d`FE_WA67_aT;XEn@{FtezcA5Y|SgKetg{E z+CGr|)N=osDk5p)S^wf{PG=uUd~x!Hj-R;BbmDanQgJI|DOvfhZVn@YP22`?<=MME zdf%}uvirvJ5bjzxG__L;DaL=UPNUf{My4|j`(o|#CPxF zVj141`{(m^8vfbed}?sm5DD?3p{3On^yhe$YUAYvt_xR&>~t7ZOxBet?``(qA1ga#Q;Q6R1b`Pj_%u<-D^ z%|P^5P(fK3pB8W@SCjD6*+if!GJIG8|sD zA%KrXM?>>FMekD!$dvupe5vhLGEE2*lXheCTQGgVkCb6>CW6EblEdmlPs9&O0y?na z$8UhLGF9+eKAs^w`_CKu&;8mp(<-G^TTkZ!i-YGkcz6ST3gt}zO=+x?!tlXv{GIUE zV*=n?=H2U_+gb>M{wfK&$ZDj zF%3y{uDO1>)oB90{Q(N{G?Pf5*BF?W-7ufOeppHOSBF!h^QD*#p-(XFRh1k6_U1@< z9n!nkzP+s6R4ujZNsPx3{d6@;y)n$z-a8`1=QR-Z(OEIP77X26r>#89TKUB)m%+#7 z9@$$q`EHTDb*_??A!R{zmoHvO^T?MZm!|aq83O&2)HRGYs-`uOx4!=dM6xE!MHNl_m$H2!Q(g zpAlu;Wgkfsl^PWr%UhTz*;$@?!#aHSz`R4B?z7QS^P!b?&dX$SJ8-=mnE7or0y?hW zg|di9v!$M~7Ru4nwnDpn z0PS47Vg2GZD%rTPLC$y{5wueE*Wk|=edcqx-H6PQw_aa2YMp;BI+YAihe!))$b~Wzn?P%c9-xfiyK0&s|Ltx;z@oVy( z6_CH*Wy++s)hI!Cx~u!dgDPFel7JKL`OzZ+1?N$h@? zF}xT!!oCS_YYY8jq&(X9>(?RSk4sueHCkX}724cJgw@SL>UAUXZ|8($1vyiC{fT1I zs&Pyr_3Bsk#-8T{MP98mn|A*w7I#i-k6M0z;gK}S0wFT9*@1M`LZQ{+SAls}gEB46 zb178qsyX`6!92K%t#G=JQ(*%N{ffLo=d~Ih+sU)q#^(a+&L2DW&mwxqwT?*8%Vyq` z3LhuaWh zbgo;(qU2o^MfPcXAXEUVheTfSCe}-CY4umzB`P)scl+kB|6T}z@|2X6d3kwL7DOAm zy1EM`>hK*5;7CbFqi$!Zuowz&l+l5z6~X#N;`fcFrtLCqk032o|IAx+KYp58 zd~9o=RD89FL(Rs$Lo}Tfw`rQY z#){=t$7S1!i3O6s&wrmIf)rgo)^7>uT5Yz>1<7;J*)=c<9e*qHni^eq(l(E)ST?#~ zxG(qrZToUw^-h@Veoe_UVDVeJk+Z#hSuWyI@zADOmDw49JL3OZUBHc9An|JqZ8Hoi zyNC((^f3+=U<{(Eqz$GaM6E3N)3(<*={!)Bnr{x{dlvR8Dg!OY;ui8israI*Q|o-7 z7UhDS4=nRu*Ka^eZ)t4>30rwT6L~}lssCJ;yTgf~_IG!COU}@3IP@2NG)-lDbJOp4 zAQ15bY|zB|x*;%A99vZGas4@@M!}qZ|042OBGVRdk#){f1&8iek&+nEc7%6l0jmWm_9-5EoM%WH%qRb2qCb%oc^`o<^|4b*BOEFW{ ztl77v6xLp1g~}DQIrBf}L;kjP_1(`0|LDoB)T$t5p}aO!l;`o)o|*0(h!=qN5WPV4 zcw_Ngy(^rluy}<2LVpOJaBgY)j{8&FAVR1IV=xW=x=@|ekJ+W4F1)Q4!ImR;*o*Y8m-R1b507Gw&FB96bJiv zRA||Lo%PKo4bx>mPGY|=TQ9Vgf_|NN-!=1B1henod#e7M`QSN-J-^}bA#ZX}JT--t zR#IGES9b-Jq-a7x*pokU4Ya%r4f2S+SYZCVUIkPjO(;#NmMa1KH+2n^(p=O}R+}bQ zS64?zZNc6SsxRm3fa=VO8#owC_CAdr@>dg}xhj~e^;8G_uL*453?ibveQ?5@Edm%y*zadG z#Al%M0EAx0z{HY--M9;|dqKPx$(Y#H)fE?qp^6WlW4vKvtfbFoRSwWS@1SP`sCa(o zE~tVnsRz&&rs61c9!ldd)2z^?LAqoE%qoHFZ@>_bn5Lx-#pPrzJOL+!h6dt4 zF9j15u7!-x5yF!Wm@BOSkmhhNP!X`7;ylo+I;m;Yi2|d?lam-YBf!5C0Stnd3LW?B zzi+O;`n){dggLT*jU$s11MmCsx_9FAInn#G2jc@=#izU!lB#sgMcM;E_G zL33bok2q`X=idq_(SzCJIXUDS^~N4TJa)9y)Vp?QA|L1It*oprVg8++5s3N-#emoe z@%2%q8R}5p1rHQ}^AFd3ybq{RFV$@A>;(2;A|oSnfWq(u_?D`!Oc9J9O5Hp>w#_>` zJ8yewmp1#tvC~X@staJq|NG4VG>d{V0-Tcg`1rz9!83nl00M$F(6Q15@0^~-`W1lJ z24uzEPRy)){QO%-U?k8Y?Q#Gg;_fhwv8+MFY9{OrQ%EReyw{ZlCNKVlAga;<6v`VD zF2ULkj;DMB<|cC?EgV8~e!3$;HKyE2ZQ&`8fGq zl+8=~^YvdHCMG7k86dSmpMECVQTsFbJ@x~fU6<4kwyaICgjqjEf5yg1%_)%v66a}} za!@0-ejyrB z0R%S|aO{g$jl^dY@wlY7jF!vIbp$NzH?TC;P$An`UedXUGJ`+e&LwcbD&Ma?2V~*K z#SdViIR6KXCPIROl9;qk0G5J(au4Lqz-cB`>ywbMu){{XMM*=_OepxUOG0(@0nGnd zPV)Y~p-wA0IXt{Kl6g8GBm;26d4>WxcGI+=E6*Sa z?%88H%?Bg@e?L7{Fn~Z{KLzlDpJ=;=9k;>A#`#?E2*?Q}BqUa2X|Ko_OmP^_PiuTA zoQMbr;07?H!6MVq(Ged^&in?boJ*Ca>X2z@i}~&b$K2uJLy=m#CzBEB!G~#BjwopB zfF+EchK7cf^#sfwP&&W;O9B25Tt(67;zVU6w7ubAxnO-YjJm)0t=LCB#7`Xx3Vz#r zfNo-{0y;fFZO#o)HVCX{>TPB>H;qx0ZI){b3CJzPdljz`t*CU(ydJ>co;p9|PV4$SjX7vXIKVQ%n@b2BaC8wxw z6HA|j0Neu1uF%j>MGhG$DHj(PIR#QtpGQy}$U;Q&@XED>O=eBV98G1**8^8f7N}pI=c*>4J7@nN5g{QV8Ck4q zC}3IvZ6qKo?1A0S|2^jZT_i`igw$b+?~BN_@kA!?DG&#W!-oUG7s@Z{>(h-`t+HJ* zOkq&H1sjI_N`1HHKA>p501*81^E1M`>OeOTrMTsq%yt2(lk>%{JVQ!Y*wD-j)yeT6t8aZ`mU~C76jUj(O^Y-#$55cLSS+M{4a3W~uChK_uW&kUI z7lAYMcm{VSpA+S^T*Pn~aGz8M(PL6f}+d;Rqj@wq6onG6+nN@)PPplP*j7_65BFhBZ!KMMo}cM<WN{IzN<1Rk{RS!p;nVEUbc0D2!;NsHsqkxR}$vp_N&r=gJGgn{RlK?n| z`1Of@iHVUlVa39EWWzzrV_X~^MYafj{VFibOeWxqOk#maH*(tg@$+X+7aOpl>W1x$ zo`O9B6bz+g$vIwA3@VTzsLB6Xhh!2HfCKGrQxmleWd74HFq`}7ovZbW#qLsfSy)*= zfyNxZHzA0M@jb`7HKwo=cc7(qcw{7j6Y&rf^xi?Gw1<4r^>+EFU3)`Sc$W&iq6!rtWzA%)eo@qU&zuCZU8Xm}6R1q1fas|9Xspj(Ns6aDcib9s zid-2QxHQC4C^gBPJmM z12#rqJt8JKIhj7GsXU;I?T=8I1P62c4wI(hzbifM_5P~j=Eg{-9R0f)6n^+Wz#H`6 zYJ+X4H^j-wNo8dvf(EdvVssaCprIKmz@m~gX}3)|#};edj{emIqcLvt-%XfH5yTbg ztsi4$))U}Cgl1PRqZkJ!-b-{pF)J&p8aWu8+!yx#sdp$wk!<=MSZ)UeP)aoYSqbf= zvSU=Qq3g;yh$3r&XgdL3gR^A5iY&9FrXWmOvVfM~bsU|T52Jy0YikRv_z6TKhQ`vt z#1RH6U#)gY2y_VF8Mjv~0N5w{Bbj2C%)7vU;x)k(9E`uuf~4>$TS_!5GJgIPUHQ^r zw~X~(LkU7A&Zz0cm+R92Ge!?P&NI^u(+3Py3|07FN9BnE0!N2`Hp#=9aRpLOZk*r^ zgf7=m*w~cS=`U%jzHj~$O7FQ-4?QqxZAHt|up)wZnCDq*C3zsZ@v{n0CwNoq_?E`AGu6dNziECnaKZ}EMZ0+2Po1nQnTU%QdQqx2CL~dFtb0yZQOsW=mk^wyO zH3>fqY=={nQp{_q74bH8yNFROfbi#)u4Hu6x(JIjrTcup__MLgTNmfcPk@pjjv^CX z=ZQk|`m065Di=|Z0&rubhlJ$hx6L?aXjW0k8PaJUO7$2~me+rmrK1q75%j2?X8c{m zgg)8u5Udt1g+o5C$`V`xg3{BNmB_yn*Pp90$XCDTu51P2F$iFgh|SzkZ_Yysm|R{O zn>v)QAvDUC4f{5El8-1(OE{HM=8g6t(rTsU+WOcE&rE_v?}p!}ZGk4rjO3IAqZ#H7 zrEjbknH!Hq^@<8vuHsqo_!5J!U4LiipnbgaESQZwB54A4#Q9us7iFgn^KXYyDWU19 z=T&PUg!yi&3a^0Pzl&oB-_^i+7feg&YgC7CJoYPidUlX0^AhKT@9h=58}2{}u5sBC z@IkB6OJrM3Iy<9BUDn;LM1Jh{-B$8;o=3ATU5ajVwB$pc((F?-Z7|zxO0#*ymn?Z4 zRVb6ZlV(wvohfICm`hDCa!&SW2ObN1H8q)>l|2C&h)7cD3Lc-LjsLpTipQ)d77Zb} z!JHb@MFlf;5ih~ZjW*Zd8UCKH^0`X4%9g*QS*WL>%E=V(q)AZlzY#<<)ViL@i9 z&*JSkP!59(=VN7efG2hot8v{$`sjZ>!|{IW{0;`)6g`<;vay_mYB4E@RD=S{a5=wn znU-@YdcyNp!*FY{Y_HvbX5HZ!YpKYdmJY+CVqm@3)LXEZ ztO`UEum-luZI?5OAFh}e5a+5=<**-B5P$kJ3hqR4MO6@lm=5!xr?LEIrF)lU-Fgdi z^XDc@Wv_@^FnF!Uk!i~6cpTI zcCiB>UFVNdMxcU0IwfoE@^^xA1t%Md=KLJAN5J`uqxiRoF%4C{YoJoWafF^_kU2o| zhMny*4w^XyxJW+=2u;byQFrUeQDez9SSLf`GTuB!)c|qG+MM_OQ!+8ch#SksfvCo; zaT$~-ADNIZqp&#OVwIIA-v#`WiTX)kjxh=7-Ifzs2j*ypM&r`^Z<7}E zY!P0j-|Iv5n`N%I9XI!TOLApSe()(kn37IMR? zx!%XPYCtgtjm`g9z7{%&>21`?7PAJkU0KIvKsg1-dItsd(33#yFLxqbCODh}yT3`I z`=~e!TceNI#r9cpu=uj4wD2QqcBadVpl9;$vZDHkoqaY8`xR!+m?+;FPDVgh3LzxM z7jYEzEmuCvrE=G1cBD>9kx*M@t zd4rp5MnL%Lpy8sSzk&+XHRP-|u{zFiS2@MOV?t_Ag_H9>>sc!z@39l=hAm^et>LKR z4I@==tY|vu;J)Eh(ZNpiGu|Ifb`xY?QQ` z^LebVGwNG1a|cXwsIJ~0TxKLiPfs9D}-hXo5%Ih8}$ zhokUB<-oh9(;((!5U*2&5^slVW2f|dIar*8<58?`N#S1@hpU+OA#lVDvHv>2Dc}-) z+?n?+wSAW+tV6~4X#~fK%5$;dN8PsP^-N$IM~w6+QWc5IlF3A~8^{h>v5is8SiOe- z4)DVH_;n=9T!x|h@a-7~sLumIo=A%Xj*mFYpcS?qVV$k{<063{WTx-WoSvk8Km5ad z*%%`D5HOQ0J}qunygbd)wP~T~mdz9#SDsXA*;S9bn_Xu-PLfUN)VRqtFzo!Yy(;G| z{x?uENXGv#$;QF!^35Pm=LJN19zPUvG#WmA1e8nZEI93GQd6<4}z2 zi0Y2~bO zJYhp;P`jHu`zNdF=5YRbp6HY7+zK{&^Xbho`(5&2rSNZjY_zrKlkXet&LVAP%{Lvg zQ7z6F@smGK(f8Og)X#UgT3JFWT?gy2-=}|hj?KQc(i2*br6YEm5l|=5Vt()K@h5`l z6NbaQt)s2|?$B3}i`*69qQcEiok*io8T!03PIMT z?&miJ6W=&N_qO_Lx6@RheIiNkQ?gR`K1?ySFBA?kDU?fBxWXBY9YSsSc`@+BMFosP z%1&-SV_rgZbE(UlSf5KOD={7jGtviK6fZS6Ci@AX@kD&aOiWQ!m<`Q>?F^||4ia)}5HLPmztGJDL@0k-S z)WR>=$^_YfHxVaLd9dhP(PGjAMQm@RH!J49GY><_!Q$|Y3PB789&YESBF{l5bIyk> z8(X7b&TgK1C`u*DRYEEBz${Cc=aGwUo|21>ObT?}tb|JEVVniyV4*@d22IwQ8rLKe z=3W!Rz(@WX*qv4jf=R=oJY_mxArKTmOzOjlNLs|F(drsBux@Anm;xIU^tV@!%Cq+_ zhZLL0d~8JrKu$PdAajv?Qvc4#)>3cv3x&T4(Wi1SeL%{+RFY|Tr&J7z&bK5X2wYF6 zTS-WD3>lAz+#89L7ec&;j~;nP(V`UPy5hDIO);k*+GbqRc@@)D+YRkbW!dcG#yXqx z(!$^hTj)RLSf$tVk08PSoZ_6^|2RYYiFR|nFXBdanA}n=CZ13#3G!mXhMHtYsQ_=< zU+ygjOS4|(%G`hf;w@p!{n5#6lKPdWDW zlL5Lyf_h?Qf^v-JPT~QC+2v^Feo<<%fvY(YNugE7Esr7nsVm4jQ&s&q%clp;_=zfS z>9>$||J}~b$iAnh3p`?HyoAO#kJ!C&%QAL8qa^LN(_8*}424tl;~IA_Fwc01{tdP^ zBe%^v>UACS8rlQu(d48*u(@Bnk}e1Q9W~d#hO=_&Qjmz~&W`i1p#0P>*NJ#Oe|JtV z5)rgXWC5ew7Ktc^_bF0@jw@~`0c^=*dM$r{qZ_ss`~aGfPi^I%zd4SS1gxG|Cfzno zi#tSBOQqj=%FGFf@Oo6;h`K!eOcf0;Eg^2I@b(#7H_GyTxKboLvW7O9;`(w)8e64* zJ|SE6MwkE7(Y){Gi;Ir$+0>$tvvfb#d(BJdQ$D+VuvFm|eY7ANO2{txX8Y4B|C`~} z)bB_SO$|F|mxndup=yVi<lA{G@VihojX#r1Irl z*~NE|YH?kqWzftSTTo_OR`hvEd5_H}hlTX?8_{X=WZ3jEg<|C?m(Im>XFQFL#{$f7 z0&JL!fhUckU&vIJ;f(;E+iKN%F5@(9ImRL6gWsdf2PZzeBTtj~I4XQ(g#LIw=y1PD z8ELkC^MF_rJjY?N3`zqydThONXiBOSVq=)%VD_S76Ue$s)njU5lAJzjF<($Fw~FY7 z$x@(h=u3f6A%c!{G_z6&jJ5V|{y-fN6t<5}&!ZgU@BcM|H_ysX>Nfi}jL-==snHEp zg>7o@mOhU-&YYl#*8qALE9HpOT>gE^ydLFE9vhU}4^N2hg<*44Pt{#IR=JXQB^l9G zUN8&-XrIV`1uGO39VRz)5<1T56jZ^m^S}Yik zJEM0Bq3KC|BWM=I#Y~ts_~`dl;b&KZ%rj~&btja|(Hsg@ zXadJTU9VD0)sPlf)LTXj9wYyIX*=o{jM&&~G3$Q$^_;CUA>>!|!`am%j7#l?lk&<#aHTqJoLV!^Rc9;X3x8OFH1+I%ilhSUau zkUf2I1XwY%by6Nke>h!udc@dgoRJB81+;PWrE3I_5E|EmrsNr|T2KrV+0(bbNKZ*( zP~;X{iw5lVdR3FN{MaCMQ;uZo;nv*S{%rFNsgCk(ia3V=zO_`3W`s|*^R{A`1Jzxi zs+=K12W-kdlQ?dFVmIif9TasLGumoZX_4!bMUsHj-x(BJ3+PsU*X4kYTz0_CHJs9c z)6S{&Cm8SHGu2@do%2-U|9wE5*Uo<29lK-W``TS%b#-ytZ^i6&P}WN3+s_1D}%MS6cLC&d_CPMc>zn5Y~fEiTZBc>xKt)FC!Pu&ds+JkB zSH-R0N0^h&zDyB6^(1sTYQKS||8o;oiMz~r$-RBve@H0C;J4z*>%d=U-Uag${%>)R zMxVmXqMQxqNt`%CHa5=?jPbXgE(W1hSA02M1xr;4TVll^xjeNcC>-r9!8M*4_2x*G zIgB+37T9qr#U*1XF~xM6auH@s)O1ov<|CoW{PonhM>!9%ch>5%DvFxM1dM<9Cv|Md zGJAB@EkPNaQd%D7$3Iers+jjG#SvXzCbbCYTwVCMqmJive|3MdE_~bnN|OGOZn-uH z#RnRNWU8@%Rk_CEpJmFDnTBX@{+UF-iZgtPxu$#^O_yen_2v-8lD-Q`{3(PpDfDc4 zxym_RsDq9xePHZXOkST(6mgI3$~2v!I>tPfa(xk-$!R~Qh3dj^HT*|Q`SuLUjh;29 zch>x~62tChE2OYQL`dAm2rQh6js_Q4Gj~H~jycZ-ym}+dHSebVH_2&`i-Zsh5U?iP z36a13_}83OfB%+PdxTkB@*`b@_0|BTZ=S{%HpKBCFMlIh=pj=lMk6+v(n_Hf-(#eQ zV^Ho3;E}+eL-!V#oEPQ}{i^??#vhyBo|23fEC%fkXZeBIVnBw#<~$TWW-y}=_A8rS zyABDgQ$k;FUIfcG%t4H8{ICs*k*}0)Q=+u9`gi{Eta73f+l2)KHQc&p>L*C}vgLmf z7|s5XE)!}p+zDWzjf{Ct^Vd-;rub9GR_fme@b9sm9F#UwPR*Pob1i(kZ$)hqcDXhp zJJ8kjep9L15OW&kIgv@)dH8*ltf~_wb@_R{dC%wb`nVR0dvhI$MRO;|rbk^%W-)z0y6rncxPOl-a#Ous-*zC1_UoyW@-!r^5 zpNu#hbxglDiWYVJ6QJkYe75mfkddbqvw?z9{OMxY(`vlU-tBif&7XVOoowIPTK7}; zU4co%j+LLr9S09+8@m?h1`BZc>fWFFmSR8Et}6a9)b0Sgj3CPD{;1h?{Nm@U1X%$l zwqEX*FUMptp6hL7Ehn*&mQDRT-p+{z-$g&`6LBhvxEqRspU>S{I-HIpjuyjtN-&S- z>6D7b!K(D_Y*0*)&Gct#Fplc}Bp6Yq>c+4&c|A3eyo^VfG_E;Bs@mVXcncN$xXxH} zFd)dJ;Cf)+$aBlUV8UlG^nKX0$_j$n;wSG9FgzAV{TgsBz@~zumNkS`sD*Pbx6fjy zy2R!+QlDe)99`f~Ct-zEiV)woF9nNh?I5g^7l0u_^Ub+tRk)dNAt>TrTS^Zh2-yYN z6>h80;650=*COY;0PKd?0+tSz^tF0!Hdc1SJqWYAo*<Z2d#wlOOVKDpax;Nn2b+%bNe{>jHii=0(!ZX7g zYW5Pkmi+mETpM)Yj(^~#c8h>UA5SyJGQ#398kXpsDxIj%hN2^J&OC)jMX301FzU^0 z2D1tINpc15s?StMU-uF|9o|Bm)E0GVV4=27!o@6EtYj4i;u6jz!JhhWUU;OBxw{qp z^e`iMZKXr&arX!L$(2$mLw>ttYNpm6Gcex)(0#d)5Z>*ETnOFo;YwK+7(u`TUU9? zrWtM1YX2N)ZxyrrWkl5XZ4-%SO1WV1zmSqa65$6nUe<4m(=oz|pE6t?naJAzRz+I6 zE`(?pMI0WM$co;77giLo_0Ruse|W6JX*ne4nc`gU&wL`hbtTT4Obw2F{J|zMr>-Rz3c0&lH6Js`1lmSa{aT%Vvwj!E;}sL(3@S z=-P(Puyr?Aeeb_#MsA`{zPl^fe|36x{}TabU;IOaKXJQZ`=l%I{nv-J2N9|Pea^cf z=#z)u4gB%*TU?@FDUyqA_A7`zP(HVPqO05IKAc-!*o)~aq_w-PB8fEL_px;ng3rq# zK}J@}SJXS)T3xlw`zI+H!9JoCl`3;}ZgCoV65o)uwvXNBnvnTC_ciN#w9dzIAY=)790XjD3*wm9DagG z45wvsJ1mpZr{tv{;sm#nFD%xiPUjet1h`5_?UCnLcgUL|(_O-mlLXD~`bJ6I!BgW{ zc1FmMTjDkxG~`;ILG{K8avH6+^zn+20)y(cv}-cE4G>7s_vlm!n6Ph9Ae|*15jEak z@45-B6h@lovdC!?&=f%ieWXLY<-QOj)I?@73(SAk>+vBmR>wfERSPPUJzYamQJ#yS&q(i96}khZ`K+yZcTElVrp;#}Idpr#6zH zg!mqnOX7?Shg+M8&of^0hi>jtiop{cM(m{G;uPfRx9Z<&hP0WeQ)Dmx$;>l*))3CX zIMxxt8Rd&{3GPSoQn9a{#iTNN%-uDdv<6737EH5BW4UIB3_ClZadX>b|P+D!iQ3W}B0v9WLm8%!Hc{q6S?Ph})=Z)!;b-|B;t8;?Q z^*qfa9Y-3A$7({@pH^&-)!VPHPssAkJW#3)I?Rx4?bSWStUR-Yg$#+JS!?A5R;-+D z8zy(8Pc3tzNvo9GY%l*Ar9euim=9AS4i&BQ*1e$^oi9nIS?ynWo7KC3U87HE#3PRNg zb=(FePGn?+U7FehN2rb_kla*A?i31(bJ;rt^84vFT2c}A)Ka)e!?nwh3uPib;wxwe zC7byolLU9M;$~u%v6{AWqwNovD|Cq1aEL;)GTh0x^T@DwM(AS{kaxnE?0DS<-FE^c zwt;p<^8?1iN= z#|9rt%;>>XBWt8qUH?=;`ILwrl<*It4Xrl?sJbGvTgR@c{1kQVEC{by}|0>kv2Gxj1=OsE`nC3*rl9h z3SNI;j8c47NIF1oojAK>tt)_SJSl^auZaqS>8f-gT!4&};R`Jek?qSZ^Ol;giR~6f zU_?JsbmX~B`@N9=sK&baBMl<!@DbP+rjMeip zqQ`rW^GuD%ebx!bQ-*Z$DaE$%1W$$x75!UNca)iy+Os9S&|%&pwM0fyAKtxx5d}#; zgCdwF*IZ9b+X_}I(Fq~kR5#mNNYq3q3J$7#@q|3i^i$TTYl<-3I;nPRP3Isqe+vu}u%p-du`OvfnfP)%p`b z^WjIhABPzD~yFnOS4aBh@Ci9W?rhf}j#yoI<;<~9C=$cA>o#)ox}l4X%rI@2BR?uRu^ zu*v-7(72-*^!*Dbsq(%+$jzwMD11NmF*0p>D>LgmL%~Teh#zwm6#AG+pB?%gGnmV9=KAe;+#kx za`X1$v5V6IzXLU8;lg9PtLQSYD|$W>lS9#HNFSO=nz*VqMt)LfJRliU2)u95AIMLq zC#HrPV0Sfgn%FW^lGOjSKUWbUeEBMj8T%VSy*3Oj3G=WG+pMH zFK&xp5F7%Dw;>|gR+xudxtiK}t89JTQ0zSzR8?8P=zK35FtlrbmSps}jSu@F2)zW~ zAAd>HHcMZ79`*>DyO|^xotT7-({`ae2{Ge;ax1|+5C7OkyC^~aL=_epYDR!SQ>={e z$)EErPJA+Xf2S+sXCcULhQDv6rkJv5a-#A0-}p^HDB$q;hcb5NM#%MLNpL`@`TNaL zX_nN-G|w%K6Li5CLW*`P&Gz?)!s1JmJ+%~4K}1a568wnHA%P*l3HCM?lQG4{tPW#e z+K0_nGfF6)lU4}h7{ZxEPK3g87etf7hPK-BAXiPZ^i#pe3iH#nMi{XPQel}=J2#=} z>}v2Al=v0Qh5Qq?qE)p&t^La|A%%*kmsoF=1ZtOKPo<7^82OQ<>U;-h#>44PUx{my zpn%{_?%<$&D~ZYZyJ?0fTn=c8!rl7R@dc`Eib_bqfp-UaKP`l)3ph!_TJY*W#reH+ z6OPmU3?0miMT?P04vj+mxBDCXM6Ea}1nclF^k;6AK!3Z|0S-A`^>H^-}I5ZP!9SkI8oJ&(uY#|mO}mkU}mqmQSn`#4LeRp)*l=B9a9s3+^4cJsGsi#M3)r6l9;3Tmk|Du8dA>nZyf87lTx6fJ!D!D#UFUjp`POJVcwgo1c~# zBbF&dFw$HBBh$83pfaXgFi@N%`P?q)PA>D*INVTO?;sO7z}#&nJvSx z@SjBx?+IvC5Qr;oRU8d#c5^;dyopM)K*;#neYi6ctzbmDmROXSr?RCVmv71$QA(Aq zdV(zVL8nFmpuj>(boe&ZT(v16pVHD3Rn* zAjB97qb8_So5}sJIa}Q*Nc{%G3UlNiAy-3*~BqH-7XbbZy=bitvLM|{kLHH18&lOCW z+*ddilCApKX%9V`;;VIu>WxhIa;mEQtTD%KSqZ~S;ulzUuoFRjFzvq?6@`kur$={Y zSwA>25?b!a+a|HbcXjRX2&@q0_lO;Txk_wd!b30N!LIkL$o>ld)lm3%+RonNaZ%wv zyB9qt3mi{-vI@_It!imsb7bw9 z;5^obuHzuSY$DV3C`?=ur2A9@1x_+tX0-6v?@~gmNK0-$M#q%?dV6&{nj++NxQ4v5 z%yjKmwd%OqE33?R_AH84wYHmjSuW&rJSl$|c>L(OT_$I8v@IaA3M zT<89N3WIXFVs29UrPt8n3qEVvc@refw9<#lAr2|zp`;8RDQ(!6rWc}R+ zDyeJ!*>@1Y<>(-{`dJ=!Y*~cl%KD}u`mnu=Ttyx0C|qWjpg4xI@o%x&l{bA4OU}2s zR4v>*7<-P-7D!0-c@1rI;j2=u?dPN;LJDo+t;8}fL1p!M*~hO3USK7mJZFvIyV5E* znrh0y zD6A|UW_XkclA=}Q)JYgl_)mviB27B8yJjK{*)h7##eq`FE~mZ@T;8pogrg>A+i7HR z=m{H=lDzLU&DK~m>I}Q_n;f!@gasu;r)WOwbV@!yDXtvtEH+G*{UB@ghko6EpR{_I zXma|vwS(@l4EeA~xXly-9x&P1nk1_;ckmtzj`H5F7WE8YBFG1OByrA zW6EdHsjYPOr^ux=1x-i1KuJ4Yro+o0^tp?}bsrF!tx=!<#msDzQ^@O~fa@OCP002@ z(BM0qo1Vr5pNFDotWD|U{0;S4Ba;@j4!yk0qE|4u62;v7F?`2phfkbXCaKR%bRMTX z1i5zr2a}72IbSYAJ|QVc;El&<$tYpz7OfL$ye6sc0>cnuJ^?Spl~YnvXg!7ecTr!< z8WwI#d9wwt;U;axQSKxAHwTtdA_tY>4>U-<0o3w@zdJ1o&yd>9wezAxj1^b6fR?Qo z#tM^NIMnW2USS{{nnD`rWcCFrBFk4L5+OIV6_3FB>JA>8A#uUmA;ot<3xBzqVm23TDC2goH*_7aQ5>>T}c3*vRwtZFTMuFusc=6aAxzbqRolaPn$| zbQ@z~UiX*bOH?H`42R0Q0)zr45Ht+TTf$O11b{tHs~;K&}EQ&;D(40Vc2eg?UliEkx?%7a}4epwD_Ar=z7cnCtc& zWOn-hadp-~S$5IdC#0lHy1TnWx~03MTcx|CL+LJ&2I&UrmhSHEknV5$o^$^B9A|XU z=YICwJJ;Il`dz)fy?>})<5ZD`_D0fyfo(Mqjj0TEzR3ELftGkuoRFe>T<(5QeJ5s& zP94Ky0u~X9>%qCl(LFR!x?<>QMaR`qvN4*81HPV^inX5yk!?2fkY!U9Tg#k z)Qp&lg@xr}d>$0?k7e+w38f(7Fh5mUjQnWzgOQD+#7mL^4~o0mk}RXd<-O6;)*jgI z2k=5M65VCPHg6qe<(T+*%wVd^y|HL&XK_MPT7~`Up#&$I@YlE0h&nd9thiFBh0nre zw|ZYJ#?Q`6I&uE*LIqChKsS6x?^_$8RPPa1_-5I3^-^J*aRG>-C5UQZ=uCTP5DT+eD5g>)1r4-XGF zHyB*Y%`TCM?`$+QG`{0;P+$ES8KGj?_^nm0PsYyYcDkIw=hXGS>f;em_<`A0QBkp% z31m`HF9_Bj;wYO!hAJigdnf4DPk#QQPEoS))IfD(3w(Jc7>!wnvlYNh==+8j#6YG9 z8u16C8{@w=fMz6cEzh~#pKn0xiGaFLFHg^|N*6b`hK7bqt?sxViT_^ozu$^U-p>zp z&CQ;@5!j&q-w+7F930qAY`eo{fncZ_I5+_{c~_TM`NvjIbM3#EV1)hm!9SJTKtTw! zjj6m2n?SGL=>B-~$=cdlUVf-O`e#C7;>^rUY=XL`X1T%d8=%(QrXqRo%gK13`roht z57|Zmf`M{O8pYu(q2DDX5yKSkA{}BgGYwQ!E`S_}H3%3%a&mFS78CN?`)|bk{reY) zMP{M0tB$w6$`rjo+r zhj#WU7MELFt%I2&Fe|(ElE-^x=s4Kffi$1fYyd4{gXYX;xzPdmv-;tTU_3%X{P#;l zTlerIqjf4}?tyEo%%-!oX)~SqK%2AdWGzLSIG^q!=e6K^K`ouogNakKqy)9>P@8jP zUhS6!r)KlDD4K9PdVb&V(}v0N90~%r7OUnm0pbO*h+kf0z6_k-%K^IQF$m4u93e9w z=#v5Z1jM%O(@ypm4QZU#KsToru@Sx0@Wl_Pv%n-$K_<&fc=JE)f~Zq*n1A2MI%ONo ziIEqx#xBisTzM7p@%6&qMrGg(O>T-Q?wZroG_qYm`1FN-pDjr0tt|QXp4}urpKNEZ zwlnvDaoMt%T290=DW@pu z5~81?G4R_~^TtksbqW)3GU;}{haBZ51rjr@r5@kU<{v~vGRt!C`pgtRM<<@hsirfB zzftiVf?R?!zl;!$Ty^UeSZ$Qb^!+hy)>EZqN6T-0Q?c}vpYFA$nR4xN9<p(G51;>P6%JBHvMA-SPW|{hAM!C`;8_t@C+v{>@A>d}o`<^eY0vQ`tk4 zGIuUjwZ5s+AzWnpP!p#eK!&#f7*Y}Ifl}=3?A$=J2fXDXHlSswm9m~Xpi$5DnjuKG zg{{W3Kfe4;2Fx5x%lvP|LW?J^d)wQ!HZyNWF#h*7SH@G8BvAK?Q^J1_Q^=|0+!}C+ zv4>}({UA%ZpC(D-P!lGWL5x#4E|IQ35j6ck2-KiYhjZ=Jb&8q1_jg;-UOua?pO!{axZYC70Wf5)s{ z#OJKaKp`Z=#Pxj)SG&c`A!kU^=DDGx)#kbc07)2i8;gv$r1EC741TZq?tO~8N^XDh zSYPkVo9%ptGxR=?9IExaId)i!AldJ(19E%o;bt^g?3-3Te@^=63v0q{ zH{bCg0c__$s~E~`54^D3s`Ea!`~LHS2_A|2_U)UZU_IBx@c)fNe-YM3->tq|E$>RN zF=AC_JDuVK>odRe&ON<0QUSBQ?NaR~cJq}*4q+C$WUZL7gI{x{#pmuaO*wI!*uOOY z%BwiA(P=q!b-O(UVl$u+2`dadv#v@-e$I-(M5( z*x$!Hu6f@wjd=|&))lr|$~1KcOS`YW*KRWDFE_~3cd-65sPT*UxrW7V@k011=5}eh zMX*}jR}`|)(!w&9sNQa6kYdcmt)(c;rntQQX$EW@YoH32ho!7Ut?O{E;_UWuOu&i~ z4c;oPZ$!O0B`=RMc}T<1(AV{S$a@snz^5{RTc4SRUj5(27$OJ_NRgS7hc@hEh%hiP zcvo1F2&O#V1fk_+OdWhHuuYR1bSPrzD!BN?P zlVLTn(6)6kD(oZU8)-eBEed42fFf|8 z=N55s?+u^_JEp5my#W@o-~X>g|3*H5S#lwDpSY?i&|=Zk(l!D&`(IJs$*O4u);gLR z?PXwT_a1%(OFgXxIAAQBY~(68B1HWE4Q2%ctf|lWHwj3YL)v|JNQw-~uU|In9quFH4ae%f zFhF#?hyT|K|9?>4=_tqR+5k^%ZQR} zz#@v1*!*ga4mY)JsB=4Qy&NrnMb%ldAI8_u{KO=ZGr6*xLLICy$$QK#4Vr9mZs zdUl3`gVPPGYvSnRQ#3p4r4qxC@SXfxNN!71m&Wi%QPC&mU0DNjvoBvaO=i;3Y#r^*`FJ1 z?Ik&*e204_L+~wri`ehMwzRd~c(&f&y7f=4t*#Qv*Ttv#b>#ElP2I~H6yBZpr@zDocY<(QaYdE z&S3SfY_wdlFsdR=`!p#jNxfOCP_1P~b;f4KQHwrtdP}`|3s32L1xK`p_Q#J}2h5p@ znp#@6#lgWa%+GhG!*)!yDcMUW^!IF6#LVBSLq2C4TecdaBKWhuJ#psWkXOjD-#?I+ zJSr>GWN@yMU5g}@jiZfV#M~sy$U)@w!+~-cMlJ|_1xiS!1a^Ljx(~lsW=Eh4p^ydy z@Vi&+I-wmaLtb$Hn@pvQ8?A>eo`?|Me#Lqz@ZuXzlDSE;bpG$v%;db$zmuV|9UPf9 zihw}?L8`OqKW7g9@`{58X(k6jO7Y6`R+;~+^a1HHr~!iUJ3i&$sHxd&5vchM53P_yKK!n~Qj`ffwXpTmB_Mc3>LX3J8zZ=}KtJ@yw*$%f{Er6F}cbrku=g$X9hgnTWdF zqa{ur%GW|#a+(N(jrEVr0bbDpU<;ZqG`e4G0t8`~%+ZjDASL+3Q4=fdfbq=R0h zl3xjeBQMWdb;RSyZ!133#UpP%i!sQtV$zY6x*vc}gZtT8-){QSbQ7x1?F^Arfc zN)N-#w*cbeLmKA-NLnxwfF1m3so@N;m&C@~eI8-Qhy>kPbExlgUmvb*0m}jaJsv@K zh1~(1#Nlk&5}Z1owm zdE>plQ&&c33`b2`ueiJK50d6K|7QE^Gjai%R&A1+p9b}l1Shqqy5xwkR#uG@Et3iY zU5y~A)U7tXfwjU-*e7*tp~{jG@@AR=4+Z+9@mOVr%i=&P-=vJyWMLNTfItiY5rLag zl0ZZn{Emoz=PMVg^y3>xAsURTvP7yXlfxEs=W{1U=)p6a;JfeXAGWy-$b3N;+3Fkg zQSc^Tz|B9MmTno38X*uA9j}xG@4yGSdbb;ByLeBHV|Gt!stTlW7;fUFVVp2P-7kKs zThH+!8ojU|;GS6x1+JC86<2;u8n;7D*#R+=t97<>AQ9A4eF3@#tQjDADWp#ZQl3&R z+aQfZwhwS2N6SqdwdetDMx9U!3m=;tsowa2zJb>=Lajw}&bztYpD^tTLLl3RSH3=5 z^8@RVjMo?mQMPypQl}t0ci>xeKVZ@f&PKiqutwE%*c3zP9=tutWd}E6{!J z=h*;`1b9VnMMHZ*@`TU#>CSuoJoT#L6>XIZ_vrle@$tt880;nc-Y=zspl&MNy>5*g zApbDa<#Ojinx)!Q{d~@M;Ae4<0o{3~N|pKUo5)WWGJ;tNYdi60-1x^f^aGOJFA zf*zwSyjiYFt`tZe{af@viq`~tvQUYHa&hgq8_OFa2Ydz6&Epu_g({j!z#I`DXZsXU zhREhd7+?rsONyENWXeH}k}vx%htr}(u&$^JQ2-F33ryg;-kGU9uK(OJrlGYP#0ppi zT>~;u(nJdZ=aeQvBB%@g281Sf-#Ji${NPd;UJ06}{ z(c>NorOV`*8MMZ%FJQi>ZnF2T$7{?z;hF}9?WrU&@lab=D%XI6iIWIG={c~;6 zSX20%Ea3SyFO4P%)3<}N1MR(`9G{E>(5?V($ixRaiXZjB9c1)-Tou61g(}+rl`5ru zwb8*8p5Kn&q$dpI4vba>d#*q}QKAT`urxG#ER~}W#97)V7y(h3Y5?K%mDK|!f96*jd(Df zYvq_`$l{LCUE#S+9-5jn@CKEtUEuPU8trU*036W_QVE_sOQ2$UpaJX4{98rCtzPNe zCEjRy&&&wrHd<EL#XL$(tHl~bZne=MpZD>v7J&Vg(4JV_`g1Z2)8@BS_21IrgcXNaXHJe?joa? zbZWj3M)fL?XcCh~1e(rE;x{_^pmtfvIPP5wiAZd|g2XFy*sls6l=YYT1-m7SJ_u7J zByNjzJO=>5m`4q>k|vxS1fXb@Q5tZy0Q-XdgQ-Faf=VSNrKu+{s1D7wyzh6C@f(I; z;?)TZJwQqw?5rAt{|IX&Z2-9(Fhw^JB3HcaoV9N!1l>Iyb=-QUB05vx=`-MWzk^fe zDOGvetjUCt>fkc^1p=nHtsnSQX>bp4rQVQaI zWj1KO0xJa|Tdq4i>>PtFhyO>#cj9kSNzU*4q#xdFUP&@|Lz%-jLhxhx+x^fnu)ZEj z!Akm)uOh$|GI^}nM}a}EhAD^p+C5UEEDO@Fu@TipO}U4{d3_08trZYli_aY=l|^Kw z{k7soYYR!-(-Vc2ftY+DUkADlQ}hcFE84G3{nrzWS}8oHo(hBP;skiVpEeZVz-zmA zggNh3*$RDc_<4tci7Qa_c57!R=vW@I0uBz>Fu|G(ZgBp3vyXR+nx1;fDTXgmHk(~? z;z0J(pX=7@T$(*@-5qf5R@85CXEQ$iyy$z;i!%@>YIg;&mSp%TBdFTsJUg6XYe1Qz51~nel$|1O=3?-F) zPY;`qk?^sA1mO50Gh*)ZQbQqrn-9GUc1}1&s1+H;d_h1@goh@{A_C6fCK$rbSq*0( zCH&iA3zh+yQ&7X-xxwPFm@qy~CbdN6T{NCi;T5JX;LO`4vs8W;IVja-%aIV4wYdjg zWi_|PL*RVw0Be1>k%9KcP}SEvd!s%K#6guh55Z>nC5YZM`)uS6th&1@Gqr6Y{^ z&4s_^7*O_fw3s0+acBkOdm7okuYsUo==gbv`raVH`LON=ghysw9qma!n%Lllhrm4r z#X+^lf9972@ZT=V#MiTK%dnK7j`p`DV!M(pmwS&-Tutl8w7kRU z=Pt@orS|r=O#}ybVafE|WhVU$k5j?NJg(d^^Wn|{W1=BsudVsv-|$6GvTntrCcZBu z>@P}IbeD!yDsBC6-Or2oMTtwCMr)wYp|<1^s)A&TP@%OhOz~5Bp8!-#lN;MY+}0Y& z`%PKV#nU>|`Uxqi4l)VP@Cv;K#Xi^!EF5wx|NJ``BP{kv0)I+5u6bZ7Xt8rt(T?&X z?+)$R0K& zF+ErUazBiwJo5nv8`y*tFzQ73un*oQD3VJX*^S%Jq6qd%u}W%6C42ICGVLzLVEoU(BqvXx}XaS_8FIMcc zqwLTP!~~svmFTK(S%U#~wT21gHo4nDyiag29gr`crpu+`k+T3WGdtw?YnqFP7^CKxazJ&Sglg*PVm7US`EeJ&g7%kAo@QIWYie#-}s# ze8CJeBa)Qumv!R*+*>!nIvrIe`oX+VJo;qicke}ENI}37iUE6y*=gl>?nQqg zx{@tAD3JoF@E#~_+zc!hsKSu%VqZW3#L3UOXoymLYpM`p1pmtRmxrNbb}KGk3>+va zPGoNcdwali6;YkCN5HS#L2=AKosAJyZhSWdPkC4DwUc$vL?}ej^fjlWpnT)^VU(~= zqrLI*n~q#X)nZES0OIB12G>fWCzR5IH}AdgDl=eZn1!L^aNXNi{ktB$S=M*4PF49# zMda@$B)!6^uOK87R|0C4>!dzQXFFFmZec4KS+85eh9`B8u)@|tb_cF5`b_FT>0OVC z9ISa?ewXyHvoC^-`Z+25ksLh^!g8IFgDOjmU%FDDDxAoAhErq@Bzi1h*WHz?uZSok zhB3TOb_EXX&AhIF!#IrG-mVP#uO!i~Ed>al0Gcf*?;nWDhzhAQ*5{;WHh_^-l~^&4 zEyUmmgU5qRB=AJcXYrR! zv8O+c|A3V}xWr2*VOnT~e9sRf;q_i||IdmPh5TYzyPp;b-v?61iqBOr{vn*o8rCmq z29`zd zeLGOb8oXotcyvIf?X`hPkZ-#zTNvXgTkhA{X5Y|t5qlRGK#|OM=bs|Dfa60w_;JxH z7deHo6pa+|*UZEsvMniBm_DP+Z#)qM0+{J$2c+Z*eq=iQN||xNClo@rD;=*$saMms z(s`b=v6892y`EHb#>i8KEh*rmk*xxfs79_zsFGBujBZ@5Xbw?-w#Zoc4MirzNaq8v zhm)l$gr1^+R@G6FW2G{NW7#hb(PgE*&KS+vR6GAu=%QJCaIix%C z0e3>+P`Zkt!XjGr8?CR==`*AJIUix z?&~9UFT9x|G+#pQ!#OfgR4C`k^Gq{GL)ckMkrE?lH0f=XDF|n&PT3qgY255gVkUhY z%bK|Hbta_k8_VMz(P0`x4ZG+I($B# zvi0ld>|tpc)BEDG1ycoK)U4G+eT`%2laOvxSya7|2p5c{%AbPgS#kCl_k|VfE)GJI zos+XJQutHtgcKgTJhuBXk(5fKJW3&Sa-kb}u$`4YyzJDbn0 z*HoJJ^XJHvLqA=ClA0Bn(AAt`-hgHFxz#@|Hd7*&@8I7l^;V2qV0=6Ny>h0&zr5VG zELxCTR(|v6LlANKcHOjv<&?;`4bfm> z2%*1HD!f=kv}+2@2rUDwlPZBw6^5r!XMphgn@td3(JT=O)tjkss^1Xvaehh~j&wG^ zC4CsXF#S!Z`n+;RtQ>jU0+hFg&C1%p`MLi-g9ootrEPdWyyQe(Bj2Oub+f8i_y!C5 zKuqDS&vd`P7H!!}LO|T3MGc5&{dq0ng_!GR;MnU?$CS|Yifm~!$YL%J22WCOC+ z4kj_%5Ld_}vK|75SK*r@v#F{kk;V=Go4mlZOf+&D=DNFomOd z5*Krbae{}Oa^6I1XYyrgu6mQ$4jo_-)?AA`jbc)1+4FnzWv$wlCR$7Qv~hC5 z5#HdyFa#nqP&Yro2F2XSUxiOw&JaNppw~?d#Bm?;_@=Di#N`PHynZO7plexGl%!+2 zc6NzTV$9;5Ruj5bVHwADqM@NJJ54zB`mus4U4U^ri>x*&kkZ&v zU}8}i`FzB7HiNrQ>#t`}?ibqi3kS8iD@>$%@@zx%FsI|_XHo>ID3bx2!(7`WXRRy* zT6%~t?%P=F#!TM|m$%c}C6G_LmzKR(#$gaw+6U9WHqj2sXS{HsRV|k@cpHh24g0Zf z+pq`ZAWYWnf9dYoFKU_%lSwM~jT95vuuSxO5mxx-WoRGZdkzti8PE|EJcD}=?=?az zL_u?3R_8zOM7*hfcIiEMX_5guX#}Su!B<(=;6;gHRR$t$`n~{IGl5=32(+;|Wl@aq zJO?v&q|Z_G9W!L8l-jKC>%!G(A`^j!NH5dmeRho=w=DC(u6%P@;bl)cJ$wPLhESo} z-zXfUIE~?~3)`h`NT&CMb$eT`f_$0JT&bOV3h7ut`MrnELx6>g{`>{j$pK0@3?I;EDOmevB6ne52um@_su{?KqZOjDfKJzrm5q zv7sQ#T0Q%EXH8Vl3C_mH@tF?B>mzR>Ji2LB zUH(SBXDny#^mkB|=Cr!9}qB_NVyz57vAa`=2~Egh&wf$Mk-9Iuxb|x~hy2 z5+Le}m1a7(v!u$gjEk8MIaeo)J^1#TEwNRL8QrU&_y+x$Zf#>5mm-iWO}Jorm-TkR z6!DNP`&5}h78RLhAm5_m8e7Y+Px9|Kdq^j>wJ$La`EUQ)Yi9#4q>63pjY}~)7oA5kY(F5xGuP*eo7MWCLo75swm$BnX>g^nQdwXlCI{y2obIE? zHG9XG6MiT_=KL*{1X1_3-rh;sG~0QuwR4kHeiFMcR#JlBUHzm^L9@verOs_6W1?^K z8kckp?h_9*$2nx)7A2z-Yd37xFZM)+J&;yaL{(IQmZ$WQy9qggU1t|-6!fLV5qdl* z{9!gPa;cLY$i>~c`6r$RBjk?gfS%O2OI6={^ z)jECk*Jlue7k^J$W%{ZZ>Q9OFYF4qKxSjJ}En7UpDlKktvi9GAp(g5rU`~i+qCuHll3{Rmd*yHQ>cB_hC?|1D^=z_g|G{B5!NKO_7&Yr4I zxUJnn@Z)^$_|oBVjYHgY4Oy2G0U6VapXw5}MFv%0ESNKSwuvJQ3D5qs?VHM-a-f4a zF4C})992^e=UFb)4Hf?eor?_}3FOXZDxDf7Ep@-1Y3gF?hfQ61I-XxI0~~}b#A%ib z<&&-r6H-c{OBWDUbQG0~O<2{TM>G2eC&WUvqk-QUwu^(gz9F%~{pJzswRH4_&eq?A zIYu(a5Jnz`WAA7`)w%T18nE64f#n^772U1{8V}qGIg>Ld!tk#SWdF}}sm_fpFWsMG z1L@Qt$tpGg$l&U$Q~{wfa}y z*xk*qsn4jw+Z`h#F*`M1MG9+NizyxDQiOzIWnn1v22j3=9&{QKrQhwU;+C@KDz8Q;0| z*~N(hXH*<>pGo1iJezfszJdWpcqn0PD6fs|mnrr)k$(<&i#rHXCdfCRLB&}SDZ-~X zKGw|$A$r$B{-k!4`U!S%g`WmtOc#3`c!FLx6+}2TFJr4jdD>N+DiEt-?EwL#n**_? znTj`^GT9H#&^n^sks%EwY0xB z!&6>&b=%(_pKP-Xid#HGJ{`R)7tq~nnY7@DP%__0*E>kRWNLsQdA+S@@xE6zpu;xG z>Oq=uVI9e-@5df*@#OWlMsI^h*#8;10>vEEE1>G`hi-w)?+1#W>He;ZXrt^$aI8iB*MyuQJ_Qpu& zsm>7TLuX15{`+y5^w=?r?su`peD;At(Rq7`wXXQGzo#n#2keiLj_~SlH{E7p&M|!! zkw1HE{kg%(pXR0PPMZrN=+5V|mPXOJ@e^8~49}Ybu7@FzcK|r`VX@usRZ*bQ*ALw- zIG*){nuIH0)OxZ!Bbk!8nDUW8Vy4I=7`x_p0yob0K|dP(CzM(pPdG~qCbwZvcx9pR zNs0>1{gN5@rf5=lbKe1Dv9WJQWhStd)JvMV^F+JUXO|6vUz+~JmE0LmNhIyR)3y8q zYbGCI_U9Y^8Kk)u?3Db=eGDFm@~FsPXX8hp20s`E}Ct`k$u z9e#6Q@wH@~HEb40T4JY`J$&CoFFK``pACej7jp@thgWx~pk6Y99a4QMr z)Tl4$ok_ti`^{dl{Z& zs`T-uk2s)}i;A!~y+3y$7n!5>z)@{sG}B0g@#t=%CBTu2VMB%u1X7=r5QAI2w+ezh zbOO7n!HeQC6EYtp(5eMigX_yZC4$nq?^K2R3)lhY zN$HGD=Fk-tqPlnj11gs;rLMgg(7TPJE|e;vr4Gcb>$^wsnyEn(WWzVc^ViLV^zpmh z#_n~mo>#s0=2Qw8Iqh0m6{6B3je2c3&kWSq-nwG>E4>lr{6vWtN2UC?e`Kzfjqhq# z$sXl@w8X>JMDhq94c-~d-&P+T#ck|L&TBQ)9O$OU1f;*aIX{OtTRP-vl5*!&sG&d_!HOdwCI>Hzoy{PpDwe) z{?q=`aDS5a(Z-9;mwd}7S(mu8pV;1ebR6bkQya5b)@0K7t*GHpkL;DDx8sc$4~ySi z>)2++AYOOU>SlBwPvyuS370LeLy-I6ZhhJ0FLr#72sz;4H)KC7sN$qX?B@)>s$X^9 z^)6Fr$#YBG^whrd8adJ_4#HSz>#jwZ>>7^sDe}npQ|VH@@799b-0ZNa&?pW{oX$r{ zvtg-}a*?EAB~8x-?5DUwhIXHjSlAy#Y28qN1C#O_xymZ~2vybmqTe@aY8liRZ4CY$ zb&D0$aHl_7Gh(S-O-%iQUUOz2;KSRFaZhezt~J1}LLwy=7#U+?Rgk0YlLY^x5S_4s za8PFyj@D0Ly+J7hk2!+mlM}3-e2f2qKv$l)z<}xm%|6-c=I}>WpTcZ6E4Vq}$)urP zhrt<2q^xu9InUJ8nklfCs5wr5HCC5 z28Mf)43Rf5-u_}aF1@74;MkMddZ(9V6`5uObt4=CiO0gW-puUC#8~FDCTY6FJsem6 zsTblH?JWfQ&YTPO_e;V1I!5^_GT-JF>og_A-{rP1KDhxB0bGs#WI>>9A6ZQf5f;KA z8`oQOcvWeaF_HgLF+RGJ3sE+gwV1o_Fb)0v<%hc2sI$o%we^HbqDA<_v;Y3_!Q(Vp zP?|@c(Sfkvp=~`>Ce$W%k8k(Qqz61?S!D_Rk+HI?#1?W_>LOpD(V%-N!?AH1b&qJt zmqwk^l0)k>U@kBa0H1qyOQ55#aa7H?#oibj6N)2wjhrd7#alAT^j%0lXpe^C4=4dW ztc2$;LMLC0h?y>?VgLIFZA8b^V6K>F0dMB$Iwx_6R)6MJD2I;>y6$sS68&zl1!a{n zF08tB7DN+OT|4}Hid|nu(tatkh$|!leIH(2KF-8&l;Jls$G`XYAL z1;Rlht{;eqY2s86Ho)6d>4_4UiS8t}P#f>Fxcc)>pZtZtKg}i)7;l8*cDpLwS)8Hh zUlVq}_y5S@i#s1u(nCw3Su*`*CIE_{PWG)R^_z4J3W$9zwQ5=M^dRm?T@@G$+u})^ zpX`)6y5U%U9rr#DE7w<7Z33>`x6h+|qblpy$mHrc+es|)iqbF{0|ug!WX%PwYv*AJ@8`*6S;N27ZPZk z3prgZT8})=7#YQnXySde|Ejn?X?hmjlV%xDMrUDox~q zBz)B{jp6a`zEt(jpdQ$;%B#rcbMW+JdE{nhnrDBJDV7%YkS^MFip&vVuc zxRcY*UH{Us)t#-ktF~*YLHnY^zzO8+JQjr zhXj7FAV{}w#8$W_S%w(M_TU=-GAbq@%nZe_^GiuCTtvY0>i+sa^O)qU+yeDB6O!6l z==9M(p8Jcjj$eB;h#aT1RC7fW1l)G#M&$trPTYi!GM9Nu zFR-$w+o`}6ZT{S6@NZ-V+H9|@|4d)7EY`7V}YdvL5fC8)9h@>fuYT~H5M6E?@t>^UEBTB?nR7GMk$^!3n+x#^jjCW zIxucL(B-sZ`2jHz3iBsLkc6CBi{pddZ&@Y#8X1ZLb#0dX$;Vd?H1-|cZecO-$(R=X zoq7vu<^~ID9tR85@`eg9eYsakb!rwr@sscl71UgDXI@0erk?`itvTiXS&mo8PgfWx zoP_?m#Y=zdi5XBoY11AiiVcuih^RyHAYjj$H3zdq3;vZ!A5E^;b31={=TLs^W-L2q z<$T_Z{xeMCut+6w$Q@hCX#(W()+eM%>NqJmf8xGEBxwDVj21j?+_I|z%B2gH)HiOF zV^cX#)f^&USfM3yfrkn=#;dV{lW4<;v zIV(n$!zUHgK6xlMRq_u!s3~$(;r3U}h3m*GnN~rWPLEKR9E|!mE04FBlO1~ZqZti{HM1n6kZw)3&xX zUMCLMpZL^_$6=w&Sl)WGXoaLVtaA%oW)__dlRsD@DBny66v1r-6*rXT3{6s;8obFh zZ1|kne%<45L~0r)^5Z+xGXhP9vOFb)0K%6auPz7?#AY8B{!Rxto~OCG(U?roC6-6X zp&3!@I9tbyLmqxJ;SNZ(tS~ku2bw%LH}a;(_jA%SkB-Bt0gr{D0*B$7PdFPdwHFLh zF`$xG^)W|AfjLh*4)h^HIE}CvGHW>V!&6$R39}EmL&rl`z};*F zBn3d(Zq%a4@O>38qga^g-!wL)ZIq#dJ{?okR=6Kw^q#I9%Vr83(uN zGD`}J0s9K=x7J&I-z}Ertphcf9;3H1WdKEo@nRRp68aPHKySa=b1o(5#2~ z<`z48$SXeaqZ&0`W~!^7}^b%2|iPMa0i8z2381B z%_t|qhwY^a6cJsQTi6jv+A!`m(hZ}_Uq6c^PS%a5cmMK)3DA#8k~ZwerZ~$~QGy9v zP2U9(uZ`O$IEjh`CT?xwafP<(YO0AWnB5AWjMN==;77WOXJ86a+$8YpmJNg5rtc?y zkxE6~u6ij6yc?!d%y^em){6Bvs)d0oI|omF%rY?rR1SQMg!^Y|!l$+BbGwq$UmHT8 z10%?rUC0y~!C5{;E?qeIaQmmmx*7J9$V&P@r7puzAJYd(+RVOZf)W2nH#Zm$TyyV| z&ZOoFUd8|k+ws?{K9T;%7;)Ha#O7;YolM6gr*dB!ED@DtwBvE!3FkA|^}!bFYus$f zPmYmVSfVhIfJhp7c)?BHn2SJB^Ia{#&p`p)) zLLa6|9#d=%^lb@EGL(JP1mNgF&Nd!BnmC#GnepGT4rqB0`uO-2_KD!EvmL&RXAS_pRj3xm3d}sptj{ z!pktjPQ;?L8G#R-6o>r>d|GiS-EyPzi(PM6dXovHBHn?KDvQd8X7u%_R@j3Z8)Jvs z^@_3pPqiS<=;_Vb5CytU#K=}hNmssVLl@F#BkxH4&dCYRmk-qs@1G;953VH~GD8C= zN=oGs&k=y%vxkgRLuJn!G0gJGvw8Rp=&U|L-J1QcH1oX8>f5U7~pM&W(2$RUgHgP({vjHlan_8;);Q~fcwniU;GR~38=EIp@Li@_J_(9 z&gS17v)`M4FRcKtp6^b5E`9ia$yUNzP3^Xo&qi+=&m0>S5Gvb$sc zS~=vqdxzuSAV?EYuJE4svgyj~@8-nJRSd@4*;1K|-!8+(Wjhbc~J z_{2Jns;;~Jn0~ZE%3u@^6mXpxbGM?bw>45M$|i7lD(aXWZL>SJNkrh~E=czUz=)hNOs552EQq>6MVOhoN@Gm<6k6}XP-1J9JKi0%Rd zBFYygsR)LOmN-fs*B^aMD>NIktlNJ@n?Gs{8#=A?TJ9G>1sYih)Y^(mGSly3>!njm z|Hw``M5o#oOuTc0O-p^(FKj)y&{aK4#9M2;DooRUdNeBZnZR$})AHLpIdqKZ5$_9h zYK(X#M%jM{>@l<*3WG$&p>X{Ni9@R1nT;_@zalirf@=|K2bHw4+pq>HIRv4;RvCZj zIRm;e4s*)*|6cu`@(jEKl66x6*Q}V1Bx(MWMqc;?l+&RsYrTw(%hN>gA(XMY%AsR< zelrjK)8-t5Yg|*_M|+L7_WC`E+_tm$&!U21CCV=YiducSg52asWJQxqsNokwD{PSwlIV-ZExFh1Uc|xqnLPD&pdiQA=yMc$4KihhkSM zRG+F;ubM99dx{>F0_BWamPV45E0uKqn&eQ!=(H*1!qiJzt!0mEo_MMG+}FGSuqMhjPHDgY)tc@JCdqZ&vp=se`BRk6asDE4XBb6G2{ zD$QD{R4-fuj2ueJ?&u-l!UQqW3al!oIj#8SH}}>6ngC=A?2g>5?>tN>jG*8&Nd%Ya zFIvkHuhL{(cwAbjfXy3&Xzr4!yC)py-JOf}%R|RU;B=$Q5irjv?t)SaP++8gsN9Sj zkS3Z;@Ompi5S@nN806!rwWufl8Tgf_z!FD%hj3#QqapRVZf>F|v;`9LTSG(nS3}?X zh1%}-N@@())Kf5sU>yafje2wW=;XXt>n%4MR@xLX*>c^VMuEED@!sSWAZP`p5Y4A? zV}KU;Z<+izwg0Q@$N`#yn<3oT-JXz>jhZ8P8i%%QB5W{^0vXj3a z@KqSqAqK{+zXDf-g~$;Ym~7apMdC`Q_pxoU#Op-A*2Q@LB`(+P%tt6P)Dia88opKB zEjy}(p6w?qSx}J5|CwX4tAdVs0F;8G)+z*9;#Ow%4zM*C(6lr`u|I}&B)n+`s2|`0 zC39znf{lKeje;PE1^dODS+MGuBHdRNJkD6um$$i0D`Y-BN&*%5x$S_QkLb zOc{@y5yc285~tN`H(1O>H7f7c*s4WFb5zksvfCfemYAu0iU)VZo9UBXE<{Vi<{ao| zpXBMc{kbAr0Fm#)6R6Ao$A=z;4itGjzxS^q|F=GYA6BR#8wTDWql*+{6|~4A754_$ zOI)mVe0`?5Or8FTz%EUsv2M0$^Y-AFvy;Y(JlO=?t~hdTNCc=Ecs1DF7Ui63mKV1j z>OHE@t!>bV4oYmiE8e zncsYbsEL~OFPX@vE2QrrG2J=91bf)6(oAnEpf4_@-pH*vAR7Y5;w#Z)N|Yv87+~!u zoZ$pIUB>J0SL7h;ayU^}!Kq-f{d1T$bU$-) zODbPALAj2h1YLK+hr7gp#|}B$XVbB`*gUaFiAIV%@xMLV|Eb9jHnn^)G>V%>?1V_Y ztgINA;%GqHFLOZRmd7!xoB-=_+2$|(gc~3=KnnPWuH=U64h*$q0vk2>jpFqF3C4KO6!dsP{ZKX`oVC}oiU1|9tX_~Eb}HL9MYM@1~hTMzUxPD z1INsWY!61l)r}l2s#SQk2`U9F1(-k1N@CozOy)5Z)eO{u7L>UKQ@QkQk}RZA%7=Hn)C$=5VvO}sa*>~7L%I1(U%&T<+x6HE>XmTK z17@6{R1vqin!Hz2JxTIe=J4pg^uwp-HHU`FsGz~Q+xag_Ii9<~fLqC(f!U`Sj!x7` z0aV2^`)DV2Qe`BDiCEW20E=9l5-BFJVR%ve%iqw#8H&UV4TaGES6>8rCM?lq$1O@0 z?zhS&@ffsqESq`HYXEaXBZFlhfIKi%7@4}(7c-3Z{(7rK4qhWw*tshMH&70%P=06M zDeLL+9u}bqClg9oEw~kYfv*BTy9^KM#{eECGpD~aZEy;w-{c!@WaNx?nqez@Az5Du zVcPq-{a(oX()1i2rkZigSduCM3bmT$k;}*3+8yLeL%E z5uR#D6hz~c)H)@(zBt|HMw@LR)5+aAiSm2(W1(d98Jq?I)uT?M`%xZ?lOjs;R3+A) zIIOdvfF0ktSt0RyioLw@IlFF-RMm4H3g1|wBo&X6M0%eI5|v-|w~L3?Q$n>y<1%F5 zpuAD{Tcj9H6;w5maN^_fKymV@ufS%TRA}e3E&5m}=k&z-^G&`pf=S0sYBv4e4|e zYJ1TuO>N?0I2aMk01uhK)q_My&FEl9tjE?{S1m|t5sIZA!yyZ^ap{F^kp+bH0{tfP zDlM3>o=$PA^qke7uj3zO!n!XnDD>z z{A2v$|G#Q;v0^A`AsELOSPjVCi$ENpp}LYkVsbqIMk)ng97XPe7~2A~VAtU~`=+`G z)L4{{{pTnqLh}QbzXA@`7|a82Iyen$_9}7pc~esj(X8qF8h{L!{!LQdspcU_z;`NT z+X3YEL=j!v14$3CSc){NPIg)?qzf!qqt%vY<>d>4w-fBHY__pw7tyLTd$ZkTv|WJn zJ-DNCZUF)2Ey8x~c&a-o1bVq=Gha(ulC2pTS+7k#b|!*ajT2^*CkR}rpr8$1%!=!x zZ@&Oe{S4Vg^?b8)O+uZ+dBt#@y^%W%eiPrM$1{uKn{nzKS5*$l z|KB7Ta%KVTu681gZW9~ODLFq>-m?*L90Ny)s{%=7 zYru}13!fHRh*18SGE(xmlkT}sccCB{Eor1EB;4kw-u>`4xUxF%RAOxV+kwUA> zbR!fX3`7V*RUvWf%5qxCjWDBuOy|z~MO^{xA{9%`YApc2hO=TNB}Y=2$r>x^&2u`? z5v&OP(>YW}s;m)@mPTW1pC1ZeFa{%LwaxR|M9#PcHj*1iH=-Km`vxbIqe_n}<008$ z7cD_f&_VtGUbAIJRxRjf;=!%Q+XCC?F`;|~AS%Grwr1-gXbllW3L-PIItYS>oMLSZEI)oQ8d}wpJf~>bzzc`i{ce;N=CU_!WSx*S;Xh;IO-U@AzdYz zJ*Y2%Xv z@0WgBL`>as{n@kaf}e>Nx}*TtG%?$Ehn*To?egM9r5|;Rlz>hc!}$NKKBa8Rvww`P0L~y+Fx@ zsUF)u0>Fzq_le6feB}7DwO<%9m#A|d)CiL2TFL+MF`!l8r z?~PBkQt!4$)z3lWai(*r9Fx*VL8g3GC^*5(sd!#{5%om9yliy`s+t0b1?FFGo3Ra; zj+T3ru#rTl-B0+yQmKl!21XKO{wE6ge`+s~SKZ)v9oU-R&wrT-9V3@*UmOrS$2qvU zZkDlk+;i?RCI5S>!5|GMx2bt!)l>fyNM=VZrTOxgOZJbI9+KmI4Hl>c_T)Sv8tuRp zll@Cg0@E_7D@J6c(Ow3>M@^P+j%zUw$SuU704|jYnt_?e{CD{iQX!sJghS`O#;F6N zPX*~Ra5gU_#DM>7O{zK;hD;!!>n4p@GBBliB1cQNh|POnj1Rry^v4x~2_uX^4j!cw z+T3w<1%Lej*zzB;=VP#FUhCrWxC9gWM?th;;BOd2z@Y70Ea(d$B~B24SGt?Qpa9p`^T5Mc1=M%!ix^5*1G~|=4Q7ZmQZ#U!2F`OE`9+6rp4WNfei72XM z0zhK%cV|>OyG_*zIQ{UbGj+e-Tq|sSd&t7OA}8_gCP%o@yro$xUmN*li1L`&1`W-U zw=w3WU$gHR_$Ed!+(Qk5=P1$WXIts~bD}5fI80R4UEKOHTO!}&E>bLao93 z9KBF!6@rBWjb#MO0P;O$OKg->OiT@WEQ6Hw$}}hHIkuf*Y&QMTD-Hh#(a$v%tPC$k zK3Cc+e6=94NxA_wx+}2qK8Z#eIu(AJHwm^Ki!1!;0~s?xtj5@ad^E>DQVS&zZsk@+ zDJ(UgZepCZGIqhEQJ*sk%0h)G&+bo1Rkp`M10`DsXCRT|BdmzE&IAKJp}!;*4Fi`+%l!|k`|p;sa92KPEP7BrObeA8zSb)1>?R63wL4er?pLS8WtmUk38ho}$pa zjLTlIl@+vo-a|MgqA@sNh@9Mawu$ZGXs7 z?u6=~oxqMq{~d!2O0sap@a4vwrA;8V4TNcQXHP$fVEem2NqsEW&z$op8IYd@z+Nzy z%bIOnXCG#N>rl7){2ptkoNS92ZH8y*o@XdU`l<8cy=Y*H_NhXFQo8Vf79E(CSObNF ziUUtwYKT=v+ez>^78f0|BnqCf$Ld`R{5b{y zcthGV-(8sbmALWr=Z}3H?y1k*8zJpSq}sonODgr|DI5q$u3W3H;gxBI;0in<;)o3W z-eI?T*b;fsU{%4I}Z z4)MDjD$J&c`F{*=67>ztNU9L}XBn|raUcYvW`%4sdIo-iL&617!V|+oMB{h{4tw*y zl~6Jl%Z`@jY!2H^87444wY_XkP7_;qC^X_-VbuBL z;AY63+W-FE^-%nPmDsBmHyQYd9jkgCRY91eqUfpv&8bP8BF^T`QM2sA3Ql3-g0P&T zLWEWQK28^OAn1gGinFS(k523DmX4A$ z*KM{yE!JYn5`hf-lFY~5XUyV|8Dr1o!?a+NnGACpOFz}eRSq-Gvex#6NAc@=pcs{o zt9bQP9K@imj*e>D zRTCGN+lPlVip7TqcY^RtFJ5v7-pDQSlY4+4Y@)-{O+-S{Lg(2F==EK>j|Py|bX+JMf>5G(iO)WK@+p9I2p5B7JUBjj_n;w%%&rCHs``rPpm74QAAhHDxVO*M4Y<%jqMmU+Jb0c7JYprLy2 z>|~16tA%SNpeLq$#4?l$>dtX?1OBRM3@h-T?Ba+IhF-6JM1GuLvY&rvbiEv%mu8P^ z?Sh6SGAvT1_}N0MXs79KNp38jPZbV^GEX&uAfVSrt-I^sFU@yM##zumZ(kms zU=KrV-D)};kM(q#Aoq`CrufxDz{(ztm*XNv-ks6<56=}mCJR*5GV~0n&|aHVW6kg4zTdtEor3V-krffjdbGn0+S-g1{n$ zF?JSt%Es*o1uCaM+Q_92OMQ3A*$ij2hvj(*WEpofzE%vuoDv=Rv=(a8vNUYt;k;f3 zKL>cuvex+WbFwpothTz-`|G&7v*4d0(>fcMbgTdy8$llR?q!oEyJonjCYc!VhKl}O zM!v#i`p681eH`y5Rgqy7SY?+KVfaHx?U9}x{M07ZCqtA>kva02fNMOcW&+W?$OMFM}hsT*(N|3|Zh55qs|M&snv$tZWd|phmmKBg>3O^NhZFROX;D#)#v>IbhL|!epn}Gh3Kvi+R?>L zXvay*gF}kOY57_~Hi9cHlS~{iUUh=OC}@H&-+J$OOuQ|K&~mHARXx#(0xt+zNk-aK z**NFMHb42&CfQ;Qg3=cK>f9`n&j~$5lwxb>?LOK+nj;IJOD4r0TD?ez=27yGXk0)O zu=Tmn1CSgGatHpre?-RDv^D#jUZh}H#Y_#z2*{5Yn7dc4reF(l7Kujj{NrjktzSzK z2Ho`yFSE0JaOx!Tmr!=)NwF0KyCsI_5BQuq2mYt+apd1SO(MJGE|s)TbUR*L?BC!y zk%LdO-$$g-h}=qwyUPRONF9XrB2D1y-7?y`y9$rYT@*=!BM!)cmwQ5+J}!7KB<;7E zQ@1UcDLkPDv8k+Nj>|_e#%%H0nw(fyJ0{dJr$M!=gPXWJ8UMiDY{;+5+zp zV`{0-Ff&=yu=bo?J_P~!jlwL7%7hh1s>X%!S}%(WQN9GF#0=+?+8S4uc})H>Ls~?u zIBs1MGdR#l698^u6Mz%!4abKjjp3TU{!aSl3}6;^_^5>DJMU%I2 z=S62cFM4iXe`ep-f8c*9r3rR{hYik(HibeXzsB3oRr*RQbvtw88R`m$1|!;$3ZaCn zz&bt;z#L9|B0sj_k)S8!LHh%yh*0wJ$#CGVF-2&G$gC)B4SFI2(1uy)#+wrKN!y@> zz?gCfvmwYP@;3!PY4Cv)x&f(-0`CawzSt7@0ntG{Bul6c2>Rn=Bbdli0WXCe$_di8 zeWC!~u{1<@i z?aV8sA952@S5(ZkbZXYimy7pA8NgFu21!*DOnBQ_XSI$iXf|)Q$QR8N!maYot?y9B}1J8!jGoFHff~6`?^?(y`!U@mwNlnC$E1m{A zQWc>F_hg<=WS5f0RrZ+}{tvlt6ZDNcF{5gq#;$}21B*vyCjJ&29D`hBBdrS~r3wMB zE!v?VqD6f)oEC>p_T!0u%~vDEMfzaYAql)~fXDZbjVLz?fa3s?9^Mispg8{r76Z^i zMNS~M6jgA5T7e_&f4w^hH@5l9g*pX+h<~jc2v`9S9DuI>1^_9^m3DuB=LS3#*qg}z zY5FsEfkY3c1`GmIJ%(#jsy9syKK9h9=KagaJ)cFmo}u52%k3Fb+p`|__-3y&I5JeG z{Z@oa<@-61!g@&xb4~{&%|vbegqK^9w9zwJprz+$zR^#mLd;qlJRt!zbF)&zZXdqW z84*XOq_e65CaFuih86j*9zh*NQDQRAD`(j#pVV@sopK4E!4Y4TF(I@=5Q#{?f~pb0 zC$MaBgaVW%1@*tfHP(?aC5UFj;U5`;z8CBs1;({r#|HG645GwSEf}2Z=m;2H?QAt! zb0~$IwUG{y4{Or3Du06p`U?P!%mrXHfSN@GDZ=grxGpWSLN5ydxRQn)p4TIZ6iT@Q z-`<|xDvx6Mv(RAK?o?VdpBykVfXg&S;j`&%Lo z@cIJX?Day2EQXaS4L9+1tY~Yr=bkd$K#t<>CoNex`9(^xnh}Y^O@qwIoahPLp0;x;3F-o+?MfTr`3g z)rf4s`|Sy@$}i)aPSp4DXXOg}`vJ^Az|~+Km|p+}8BhVj0CueURYfB5NPgE>4@g&G zP9+=KYH{4+fsW*nBSef%gS_ht8^Uc68wB;68^3cI#45U;i1)AB?Sjx_TOpXa#RRPq z{qdIQUU(Nt<7Lqy9M7l`)M7OBRp3;vnP%U24bVD9iqHY|2M_2Xp_dW>9@nFln&bwc4e-#}lD zr}}nT87N6snm80btKblVVK2e~Gv@p7rgqOn;)|W$@Pv=%`&??K5KYUotB<*b6cLb! z{(qM}rC2k`+^)s;V~&%HBk5Ti_as?DRLVU|yCsY%!N2Q(X14imR(=Wq#bp(18UN;7 zTKB%}FX7(mtTbx_rA|GF%93ja+x?M^+Mkb6p-%g4Q@}-HY4n z0pK!UDt9KGU(Q=F4iO)AfdF=gn@~g|77FG+4a1Uw_c`k@VSlmD5T2y~5JUTVe3a+! z2N1?@|&p^R5Kmq%6y5X@^!VJolHw54~cG}OcfJPB*4@l{gW`F!6 z0EpPe8q&H^g4ZzuU{aZeS7CVBZ@ulnH|LmQFyfu~40TP$q( ze+asc8Kz9MPJfSyW*s`;*6X`upArZ*5{-?7w z4jb)tHtz)ZwBV#CE6Nt`xgO77d+U;3EWOo!uq zk4w^b#kb+5V(}$|(1N^rn-U%%OG8R{I7eg1M`wi}w}Y+cN;d#`91t|TDM>frGwurk z;JtICsU@`K5cM$%Ieb`c2Y~v5GI?yfH`p3#R2*7>Zc^ZO0^p@xG)xJ7wTJ`MY}g<; z)(qcrNCH;#F-(i>R1F>Y8>#2Q->NC_80=2lB3V?u@L8f60E~@-%QR**2@-|JXtr3k zW81O)ycr;LlIbE*PNVRju>kPXHHY>et@s51-Oj~Gt_K*2=ozU3k!J22Zkk%jXj(Ba zz>VrP5MoZ$yEE2{!RMoVkHU#U?4718iz&AyjKh~z5wGaqapKWd4Gy~(m?_UN=_gRj z#tHnTQQbe7?tiirYBC9bIIbW^LvmcCY{)l!fq9|V=LXWXQC7LZ*)l0s4&#+=(n0tF zs+PGEGt7i;SR1_*3MEEr;Pj|jz7UrK-J`edst}fVB88lacA044*yj$HW*@vV{X}UloB4=yK;cWzQ&HW#YQtlI#&-t9V1)t6vjmKLeTSJ?cuSAB zMNuqQUu^I&zi+RIjA5f*)Hj>MiA=|?r%#P@+Lk$?7JsTff9K*Efa9gSt~cV$SJ2Ww zs~=~w+5@h`B_WGdRshBJV`>)A!4N{m08M_~=%?>2OjguZSRIzQJnN{LYGO@*o?1-q zE4JV3wRAZq9?n`{igF$wjSJABUsdI#d}kM~xT3^S-GC8T6g3Kxwo{nO{-d>-@U1u5 zEQ2gWQU4+C`)Sy`Cd}7hc_Xgh`607&a0J?+>JBhNSmB}C>q0F9H98ut4T8<-%o4c?iRfb#uRu@#UJ9%; zm%DJo{b#qa9!SY>;**HERDKxERmu$5Kp)8ttuQ3|aGS5+8k>4!v>SspH#~Wz*`O$z zyx--c+tq(_jtS0mrOu+x@ZZvt5upFMbvy@p=(eXQ7=0nTeaH3Cy}VM6u=JsUWxOu zuSCi4aov3$3FLSQZJ=@?{~|7j0_$>%?Gg$q$m`=s_yeBodW0fg85yvlfhrB;Q8P0j zlhJg_3RKnxgneI&^V54Org1or@kdK)fy4@CpClj35OgvsAs~kZ1}WdS{-8f=n#Xu7 zWh1PY9J1t!zTAB7Gk55y)n>;Nun^!ddjM)t5--(sPRz5_q)KAO%QKd-I;X3x2bciQ|T8cG-zZ!3E-%nexoCv!5He}w!R zQhb%Nz9GBr2hY5v?*%3sLMn(gJ}y_GJuTZGO((MO>tBb7&_E$+K_Llmgo=NtA21}N zrnTyh;fY)+V&ZjZqLY*18S;Dt=nX&a7L#*A75 zPKcZXAlkjKRSh9nCHshBAjX4+Q49KaUGEYE0gfu;m=be=xnFd^cTr)0XBd-wB3}2CCN+f-sCkti zW|94qx-|?pCa84K%lr}nv&STB>EyUSlTs6SEimQ5`+bY8!Z0XGAIi0|gT9iP)kA-= z2Ggf%RUP$WjUD~zGSZ+Q#mLib^bN*}+EEjms{d2Xx^y{1x>sEzLmkoTSfp=g<9=I`_n1ChM^s?R#o#3Cc)!v4Wj;)tJ-9xH-^D-& zt|(W{rgOOEliP+|49ydo8@RG?H|UIOA@^D4k2M?-O1OAZ!W!w{A?iGzAb%;RmxvjF zAqvcLIcTbsYVp>Q{vR(}^YOMOZ^H_xQ)G!1NCFSbrmwSb;9Wuy0mGwwr`5s1&}wpe z{@?AJdtacYKtZ2XVzqQBq+&+$MQ%cSq_)q3{)Qzb?_e+^J{7P^tXYYu@PI+9O6+>f za5<2K&{A}0sjLm$6gt06F~6eeDb`6pAa)-B9YZlqjny--t~WN&XnffpvL z*_Somx_ro~zB_)TA{L}GPtUC?YXVk*7vqY^Vd7jpD=WrQGpiK)jO|U<-JAx6g|#Ak z>}s4H0%E|Q-(Rn@Q?;B9bB0mXXfVMsPc&YU;XJriOOO01gk(-MP{wpWe?b)#%_4xs zD?O@a&SpOHSw#iqTV(|`!CwlaB1|!e=wg+uhx~D2_%sCHdbVo9N~+5U<5lb~%E`e# zcR03EAL9d2`*wU~vVP~mFhNAiuEzW3RQlNhc4z_!?~uZvLLIE%7pFg3h<(5|sjvM!gP=j|AoL|L z&K)%kE#pw&x-|W#3LP}V1;wLk!W6~iA4Mj#n{PeCq%hj2f7e}<#Qe;sDK}VEEhYdw zFg@=mOZ?^t1)9(moIPre&PzL78PYyI_l321b4OjH;@&DVUshu@z-6iGu z{Hcr`oo}?P8)&2=cx$fw!ArK&pB6VMUwaxAdagZv8S;(L)f(21&RgFyuEh z@@-zUSUI?kOU*1)I?+g3W#of4(c)BW5gK*Ml&n^fYK3&G!%XHlJM zmdQhvkDcZjjP?_7a0{X^H%4H@K4E}hhzeb-QhC3wl^iFN(tKb~w=_F|^PY>QHaUyL z+}u~^5g!AOfGr&QrM0ZlL8_^l2#<)F@8w6w?oki&j2dcD$na>*IiD$+>N7XgdH7>i z10RzjYF>eedO#68p*$K+<41MXYEyynf)^Z>lCXVEfrAxWM2MG2ZU{XFtHYRkAi+I{$v31I`NU;bUH(grtr)M0&3}r4@`=xmI${!3*j^II#S^9+X3kG4v6r)S>Y2ArSUC zdiw9BBS@B~G)vL0HOs)1XL8x_H4#kILKX2R{;n~tQj1z{#$s}_GfqEKiMUA8el|ZpsO_XD9ogkUQ>=5b#UyRJ#rjb&9x>IXY`N1u@Jg%^sv989H z*Jrf%)fPIp7~P6$@tEhq66+w)?4q-CT*|{q8>U-g+Q7fjLK05m#}kRayrf@W&^fS+w_6MNLdGieO&U!d>z{)0F%ht_qJ9nS6_ei&r@qUqlr2pIq(8}f zP+~IflevNfp@z-?Pg7BrpkKQSI2SJXId8j+Akj5_4B@2i z`UU*{4YuZKW22Sl`aUH13C^O&p=@1OB)`qHT~!kAK6Y`8NK)`e8zxnH=~j|?#E-jA z$ zj5ZVdFZY@1Fs__?46lQw?G2hZsnZD$RBDSQRLbkYge8rZJv^1g;u526LIgM5pWzX^ zPZ9*Be5tx?E`jO231vrEr^!YV|Dh;esI7(%YAI+3?wI3hx#*^8$)M_F9q`A>xHQHj z)d%c>zbNubstcWz7m;#_3AwzllA6i^;Ws1bIKhYI%kB@qsvpgTpLGmKwVe+$Ej8rQ z(5kCz_>?gT>>JU~23xlLbg{L?zU&){u34!rth+7gqeu2)k0wPkwb77h@BX*e@Ysoq zyo#OH>c*`G7*51xU28NxZDbtLY(nEXggoDgRq$6HhSw4jJ~;{oE4xzmypIe4y>R^( z)Hpv1UNH=rQW%{ta5yIuph55l&hm~KVT>*7Y!Az%;yh4b69dHFXT4ic_4_~jQTo|~ z@6IaOXl0$W0>fzea=^^c9AKovyApsCB>X-cd@f!w$C1`@++#T;sz5?lz5*SU{4N;| zEWq(+t|W5m0hcs@J%p)Ei5dZAHcxXEk9>FRqUDdojr2!lq^S?VO^S(5VO$VP0}i{= zZbuAXW$;xgu)rlJTA}2cg^Aq$eXMvz*C*}NA&jeZc?G6P@&hrDjCL2t_{4e?toyNd zhaOfbSF?(G$#0=-hW5CQ*DGJ`Jed_wRtBRtpSq3t%n>W2q5t%!b>5>B> z<=-gc1=s*<0A0t|;!QxW3^677_G z-b)fc5;(L5-dz?jubbFij||7;y&%G4}GTxCIg_oP+?!%>ic49mssx z6!9T^+v>nyhWC;z^j1iOLO?)=b0v}+W*=6OvN6ni0GP()++As@8ZnVzJ4vwwAu4x3 z|F&wtzAXs>Rp1JYLl&_5C=lH3k_kb{15Xb0H1xR+MZ*4w2Q+!JMt^L_QfSY(#q0_& z_)4TPLBaidfjtr1=Ya{L>;d+1Hgl!O14*7~`GReLH=(z>^e~YJq3ihF@!VccaX642 zbqS02rv?c3(wqR(Us(OgR<|%_`ur=fvK0Up0x{90fb0(k$fsBY4%;RnHMTXs!dya} zm)&^?<6gDI>blfnKj?UU3>os?R#V?x`EB;rqaPIi(*pVbZ-zXnb{ zQKe~#;nQyX2#KFJ^Q-g4+^^#JH}1YAd@LrzqFiZvst7njY8Oua7pic|^*pI4V|l~4 zga0nX0TxFTsHV(WHzN#$usjtzfZTdCNHam><~~l!8gU(GIuR_9*nyWFI%3~Dm1T6* z^t~N)9A7{Y?F1PD5xgG|)uS#MmCwh6uu}f>`J_tx1T7rF1PmoWl~9_;y=g(C=ra{v zU?r&DyD zu+FogK9aFXDx5bWY6G9irU1f!l#uy01pX@!wnzXMi-5U)>4h!#{(FIA=u-ze>wJRS z3#uer$K&6r<00Z87(nX@+-VNNMG6GM9sP-TO(JQJ-&3^&*SpTjpKOUqEVJ{g-sIeQ z1`Z>v6_~8oC~X8b$D3*+Lx60I&X0G0z<@3zO469HCq6QwF$!uPf+=4EtuZnPF2D%v z2e|~j41pC^Q$#TwYj`~Ukbs4S!C%G8zmR{g#}3@vk9t zWpwvW;N(N7z?5O52TeK+l*;A~oHHw-Nf~Co6W&(sIAx$l71DeF^T)v1cw-v(VT#ow2s)s^v^qSMmh(C4ZJJ{Gbx_z?alIH{`WvCOF zaXF`0m9*V_K+IRr;JOK4)_6nplg4tys(t=0Eo*O^kIP$LHq05d)=^o0xYC^^t%Y5y z_Avql#`XQTLkmA~{L(4s$BIMC%iFsd8(yr`aWoiEH~&idI8cKJ!5UQy$F8#gz!NvOQ}r*3 zK76PQ!_S`aUIvQ@I#ah`X(1xD_v0)x3|b{8_Cu?)$sP`;!9~2*WZIe z&P&Tl{&oMH5kshM{~z1N|NGhhecamGdWG6JbD}b|SNCD=>#P6a>bdCh-9QxV4=1O? z33JC^Jo6vu_wwSd#;?5TV?=+wo!%G#ZtXnxY+J5`?jRjZXQ*v-HWT&dSI-K!4 zI)Vu(M?6P2MYkF$WPGY zM*doGqHmI$yp2I#iw};bpsH-YZnIH0yKamBo(CsCJ)4n;EJOS0+pUqUt^C?`#O(w# z8SSsOHfLWEJ`?cB1Hwx#ZsD`b(*peuMy57At(DW;+t88{WBqPEKGm-a;s&btoE{Gw z*}~wT@%O{X$)F@>SQ9jmz3NJWh+uQ#Z443|F-XZcwQ=|A)%kTGp4^HV{ayx$q znO@)%&4nG{F{;;`&Tfk0V~;ni=XF8#`@i zz|GTIXJe=xG}Va=dsI?XWP6W}lPcozBsv|n?fIeo6TcoYZB9^D>L}MIEo|)g@3@`a z-08C1|2&ta0Scd{g2bvQ+R(NX)}F+OB6#BqcA-E&u^j(wXRM1H11-9|+$=XwO7ACe zv)YrQMOBJs8?5AG%-^T96(dE>YU+b4-cQiplapn>g(<#H&u_B?Yj=EUhAs&Iy;vV8 z1Z`K9P9Fk6&rLeo>K83@a|?lG$?_d~T|Sk$qX@hrKqu5*pneDWySceNcn(<ZI|g}eqmiI^h(Z^QKD!)IvBRzHPNk)WdHA?VaFGZV>y_F#`0tRtjlk6;I;2j81t zgG4?EbpQ7oU_BSV^z&O`G;bmFZk!#bK4)&KPug#0YOrN0@X1FLoRT2Hu;Pz0!`*e) zasKxmv^22oi@%c7N!rKwdcPf;Ia`&RD=W|5Npju>glg_e_P90yI)bd9Xnw{JHt>zV zEqUGRejf0@UfkdAFE-!UMSKCFQIR_socwdA)}p7t!{+G<)m@>KNF%rJ0ji{(BO!ft z<(Se8x_`X~mXX7{oTo2ZoW2F%uPslUp7}rJm+=tAm&`R5cJ@7?Cb{>ih1`#`-%^(T zKi>bYUi`3-VlPT;Eka{$8c?Xk^ZtW zBXgJ%>OddkbbHpHe9L3L5Xk0p?9VAX(TpvK&4@!P`IWw-49-2~ZpRpQ_7K=YMZJhl zM-)+wDiBrB>^MJQcNjrFQD_t|?!M%9j4+;mv&;uGZ-4XcG5B zzx349!%zoEPqObKI4&?=>5D9a)o_2ginE>M+3)cOl)5XromyNU-(zkJ%|F}IeGgWk z(^l7BDN{O#7;Web8=Q7*>$v(lCBwy-omq3NtF4_QXX$J&x2RSX_-?(-qs*kuB3MCF zbyE6j{um-$t_SY8IPGWXe|NZNN%(iFh^gJS=4g9cS>cLEj3P(z=_?PpG<4mCybA zHCl=_E}TK3rPU7+$NDRc^`o$ST1pn|KZ&r$UFcB0m`FebQ)jCGqs;wSEJC#O!?E#Q zOU1a6Zl`q=?-z=|&?Du+7c7R|nSBcAz%-7X9tCPqV(e)&wp&sK=0h>e*u+!9J8H*+ zQ`~G?-ORe}TUbarG!u-1?Xj!-*p@L1sI9-yU!;C6n^1uVx)L5#>ZIA}$PJ}T)c%1) zW=9T}HY1DMB>?yDkYN6)V$`&qh?JG_!$*WyVutC;AD27o?^jpjyYKwNg99i)q3}QP z>r4FM;9Im2RB~^wpLP7Y-W5)G2l&36j`NzH#m8^@o_9ZNKvWqXXMOMfPMi|o<=?y) zyJWELwZ$m9Wim&k)V6)I)L!x$WHdUlMBI8e-Pyu$%aPTg(=PT@u;tNtRc-pPYV7L> zz4*M}UiW@7SZM7i=(4qto?G|#;na(lCbssYdv3D*xVilc6}J4Ht|xWj4y{t72qf>fXWCuC!Q$w>RX9ymDf`~qVi+PxFAP(}g%e=#lqC+7 zm6&&V_^s9**kWv>U{Z~kt6|58A~?O@(WvOt_T9%$sf^~gFVD9RwrhvcA~e=}w?X0& zE@sbHI|=a-NU>wyrf--@Z`C4SmI&G&vmy&4OOVyU+Gh{Cd?}>u$I+d&S;vVf(o-K# ziY#eGHOT#zj?%b7wCyxGBt`Xi)U_BcBXmn8Ek8^%4^5a1WG|AO;ep~aUK-4w3pUH_er9UOXDvQl- z;Mu~x^Eo=KPfgK%yFCLSwSQp3t&^z%i^Iw}0&Y&GdrYp6sb4i(yW7fVgCJN@x=f$V zJhRSz9C?`}{61NDs7M$zienK2M9!GTly%i-IvG$Y*^ipbGMs*2>#zgeNGD-|)^@8Z z*q#IdE~$8@TrG5JDfpWO7BGV=IBhwV`*s0$D;GiG1JB z3Qqzr58SkASHFhzk*kW%L_;){8Fs!$v?hfN#x}wXA_#zC_sT?;#V~;F@6l*3#F?os zZ+}_qn}y}{1dG;=fGAF#f}1ZK&_E;}eRLkC2M^#`rFhP3SLuisSFeYu)ByiCtBN=8 z6-7$C26C-LI7|8ceZnUA;jv|DEjweZ@!{KSAGqN7($9p??~hmTQUBXF>g?yK;X^c} z()uGwkru@I*Tv0;D5{=dOOitUC9@*P7c3fz_rncp8zQddkA3*)H0cyBe+91>2?a!f z_cRZoVU5*A4Xc77Vz+#U=>r#;4O{ zKUaO77KPne8Z9DJ_5lpF@&1w#c8};CeI0ua0Snc2_$8??-l_1Z$X|fSBZfhMQlbvC zjh0sj)Gn zwIGt9>wZ-BVXMRMVfQySZf=~JdI7$lC$M@lCL^dA@S$PT_^V>BAf@PHs&;4?G*mP# zVuCPlK8HY5AqTq;O9z>$dG{kc*#nk?B$iZgJmxnaDp73+@T^2V~dTk!2R`2$jQC_W< zy!FiNQnWg~$?uT8m1sy!Ic>g*!u`K!I>+$HnyzhkY}>YNJDJ#+iEZ0$#uz>!W{VAD!K`s%lkN?RA~k*imffXFJ`S{Eux8Vp%ynDp@%JU>@k10=Ytz zrd#IDPj@%p-$>vm<-kT>Za}9z))cvgwIbi0;POOyh7-!?3-Y=y?gbSK@`Rd3UgiYn zvXuU-TF8%$EbZ_U(9rWfOKn+OFUy{f8eBaLEJgXnwLxAni$>K0;Rnw-g?^!0Ha#YMuA9YT}CFE>#mSsz=8YalV9$D zs*n%{2NNCY8mwh|^%GvcGZ~JNZiewm$i2viC>-xb28EMG6q%2ko0~qD=ea(*I=y?6 zL~+xv*GgvP{b-#pZo~2B;OIN2!%(4@+0Qg4ozDF~Y?Cir-FRns0=XS`)h)N(sGL@t zh031voAstQ__Jpi=yh5)2PvA!H~p!Qv#kNiUI>a}r6gTj%~g#(Ge z744Vp6o`CgviHCBvRX^U<^V0XbjWT-@URP6)kOFn!50KkGm)>OS|=Y zvU;L4JTxgLBGy2_7Zkieot{CAjfH5pm&C0GbVDDg?5Y|0S)@+V4m&(r6j}vqAag?x z)XJ9lKJ|4>ExTzg3Gis8ACV6}Fpy)PNn4~BypDJJnjAZly%AO`il*}*-sC-)3>gj- z4;a{<4_|yi<;?yrui#)y<%qATO>KZliVf2HG=ZBtT?E1JY=~j*=M>nJfl=#Va*Jb6$;|UvVl|;T%en0$NaE|YR1_;ix zvoFkx$bE+!1qChC!dpw42%oGIYV9thtbN|-a`^BC|4VXx{eJoIRuh;S*Iqld_XPtA z8q^>j;608m7Upj%S9q)mK|O;YtZ)4~#o3k$Q6CFfS|0r(PdI;|@wHI!A+^EWAQ;4nr`}gze*rgi~Cnwbt+$bcd)r^l)LR4<<+ku|^dw(lS&<9_CW&Cb1#v{p{o1 z;Z9(V$nkN=PoX&`A{E+-$Y0j%MI_Q#y>*vGdU25R@z_Z^Fh4%7ui4y3l5(i;gFaAS zQ>G09gLz1`^^C(RKK=;-49zasP2EhRaMnT-Q4AmJQWFe zbcG{7V;v3U9?Op53uAWlr1kSk9ZE7p-I_TmcNwQ;)-fKYe$@hGY-%-BOS@4h#V5AO z@OXTI%g4WLyc~ED10h~pjyxB~9{U3aXZE0d#loai0*7tGDgBRbh*Xn3_ef9x1P*nj zfRHjKLas>yH~w><-h&eRd}!I=bta-*FE6N|n9BWYC@v;^KDYDJkE5FvR3-SH;UoJ_ znG6nZ+24=-k`FfYblX`QJ8VYOe9X!sM0P&}EX}R0-JhSUj_lDIVCQv`lL!e3QPA+7 zh>VO$`}#?X_U_1764%TA)|MUH+ZcRvQL|CO{Y$3ceYgLL0)>YcUQ~@FfL2c)!_Fm@ zy#+`#ul85WX(3a8|2TS1KgPxxInh>1IG?xAMcT-YuQyuFb8~)*j({TF9rviATFSxi zMp9^zsv%8cE3hyr9(a9z2KPaL2Toa7*!T0R;ZIzA9HcLAUEat+gRa;9l0$^Bp!`wMxp`y71P9!)GQb zB_&#>DWV30MT_{bP2|!M8{&Dj>o7psu-+=3;y(?_O{Bkl_7we4dm5)Tn-(k~xq zXlUlNY#Xt}5{@-DTm3C;Sd#6gtOM%1ZsRIO!JD{P1mArp3$-c4oY$DnQw%_8zUoA= z;?l1K9M3T1pCQ6iH$ciwN0r<`Vsw*(!{Rp~;; zCN+!~eC}&b^AvC%($G&jh8&&42`pn=7t3v?Z3nG8IcqIM%(ju{TBO$rC%cVJa^cN$ zn&)k9R|RhiWDP@)OD|8$b?z@o^M zORYrBA;7Dl@>kj3++EOIL#-M$nE3NXo=}^8d_j_8E3nXxXvcGD#7KAv@enMBs56|O z6%DM?oxx_SLPiy5Vw{&@z4@uILz59Kf}HAR(KP&|$cw{vwRmh=hVjQ|g4A(19+{VW zX4}G!wWyh$PVw&#N#{E|0q+OFhjTiw%j)GSTp{D{CQ;(Q=9Jl>+^mfsb4;Na#RwBC zTZ_EYTu;_*4?fv84Ow>df1K;^miw+DvNf-g7b4>ij9}q&xt_g_RW5YYY(BKQ&iIW^ zU)u7yXxA^%ut@2Ee`S9?&`FgdvT<3i6oy)cmq#zHPDA*&wYI zA1^RSvjYy9AAcXMu54Md&)0d6U8PnNCB$jewzyt6(0YJCWD5Z{ko&etIUKU%YW(Q;teEyjVxunynw5_bIWY8S%9R+QKWXx=mw z(mQt=2faG5rhat49UmRNS$!Ti&wSduk7rmk&B+YhKz8x3wJag~S21GQ@ju>s9i0(5 z-0eS(&U(bFh6Cl>PyFmC`#;IQ+HCrcwbyWCwcnmsoLl6Mn7+IEZy%E1@_JqW1)~;J z?rsTxymS{T_`IPb%&pnAQ6vsrVU*t6A% zQ&Xjwa2y`j#>>t^Xw>U4x@7vr0YVO>+zmp-t^I=Nxv8yBcVZ$Y zG{Ii5cnkk%E5XbGKB=wXa&~w(U%Bt)r41-M)5z;GSqgHr0Uvn{4nIOXhGtbEZ*IM)#2z$(L`VF_%Xprb-CH< zWbu@0DaH$i0|Ellt4*3cTv90yCQBdPz1Wx#-+!p(Ec<2U{)$#Ny;%{W_}7ww@_1*P zFhL^B2NH{muCNHAhJnU6o>HPzDdMNSx5{hFT^U=Yt%dwft&>wWol629J_X4WZUv*S zXvG9Yx{#e}Kb;Ks)`s&t^{5C8(oZL5QfdK;<6v_s`IqL028;pap+`hS9|d#6hZDZc zPx)ZM$lHZ1zx~+@*uvJ;ocxPXd;ilT?zLz5euto1Yhbnw0nWG(Kc8DhY6Jjo7CWe5 z`nvrZr!9hFvYO3up>uR*K)_)LPQ&jr5wmHy$7v$!kW_|m?0^9lKldL#puFtA-wnMh zf%d(`dxyQTy4ja~J^k5l-X|3wPj2`;T=uP=>c+md1i?D7e3uPPEae3d3Ep0Br*l(a zB=PgtSeSce2aTCdGhRj7AE%JKystwGP>LI!o;wbJh_8Etk+6>p`2F7OjUJJuCrl!U`%$;TfmQX$RoRk_E=n-Br#K7n^G{_6~-31!hL`7;v1W9Hcj@XkkO_lcz5kkDq>DeCT297x7hDA4T-S&c@|&D7Nf>$(w-?Eb#J9MbEn_5|SqOv1ySL&(9PDEA(_N;xKm6aBx&< zc9H(Q?%Z)WKBogLC>(yjR|k}@7k@n)5&*W}QNp)f+IXW-xwPaPyUrUHPDX!~2gf$e zPapGI&BkPU{kh%#E7;OvC@h|hTkr9HU4!wq?)7Xi7qf%Gz90;IIiy0P-_U-)%}n|X zGZcg_aB21)kJW=vK&|BH@=&8QvB9}LMAe&1tZ~z9){nh)`hHu5D&fwd{9Q}b5fV%C zaHT+WQzOU@<9^yVg5pnew_Jb?z&g1kO$7TI(TerP&@C zvb=Xq0mw42eyx5-H>(2lhxc}nPRD9jyk5e11}GHVIi2Jn;^)^#zgm8d-!_fi=L7aA z6*(5cQ@NI=_>mMqakk#=DmPBX%QSVmy?zR!3-`FS`~=exW8txH_{de9edqXHQ5MYK zPxYziUST0dC`L75NBdj-b?InWFE6OC6<^EHYIU^{nfE^To<|$BGXhn}59X86 zT-3!zmUq9PL{nx<3kuNPc{3UKrBYzX^c!XaL^vCL+hY_1HWB}Q{lW3N^+Xk6A9uSS zP9Fe`00ZIKcs7;J&dntt_5+T3jiC>2uS_;HRXxL@<7el?GVAcx^t@Pnv|` zE;fJs*7xR>Y3(sdS5TgqGk5%3IWl?@P4cilnYTx~zH5;mxB{2!{7b*J5s-neYzj~b z?Y^H_)veuqgLpZ3VYL+|Vi;Q`BAc1Q)u3&QCELc^l`k?}Y1F`EI!Zuz|B_#k{5%PB zN>+Q#&JaaF+nO>kFoCcSz15-F+XYv$N`o#aRANuJ^UVl6TyMrT=G6_k?~fEt85-?p zAZHfd@LgseL+)XGu1-l|$p4KwNtlj^cOgK$Db@YA?o*Tsn#*aro2DrWOp zpD8i??lXE93I!MF7y7SLj@fyhNUOUh(kL%fV#2}!Ft=~8^t8MwvG9RN2t}09RlnFR zmY1C_gCHTT62jx+;-V^G0VWit(g8$bMYNEae}ItYEQI@cYp&0-2T5O-wBj(v9Loco zT-Z?Ow?t=YTI^F3eQwu!;?lyqm=k+K{)kaS05RL)$ITs*$T0JJ6Cc&%!|0iP#<+5_r)o}+A!%bHw@;dIm9%|1gi zxDKw)@lVU?dUXlcgi^C4NMbS?2AHU+{xPXeG&=fhfgcc`(IPqe^usP<@$;5a;mdkT z$o;YlxLj8AA!)z@Fpjd{-Fv( zloK8B8Jw-UAU7NwffRIH0tAELlvJautJ<&?{ll>{p+RNp%a&)IJ_QSirE_Q#Mh-R6pms<%Z&5L{^v&Z^J1Zs*CfTj3!D#XitnuL-t_+yp6`7sMeq zLB`rQAue(FoLu;PodvSX7zH8W5vYOLe}dd$ zdS>&jk~{i0>~1d5x#Vk3BOf|p&V=rnj%}C%!6GDpRqO{(_EUflxs3VbrUlzT z;dfV0s!+)*!!8hFE=GsVzaU9V@0WNhjHO7VBBwg`0*po^<)_GFe0yANA%r=6!#(Ari2wbS=rI ziCM=ki2QHSyspF>fuzx^s5=vWnd@4~yIGFf)xqaRgn1F`XEEoO%iMj_=;K8mBUKAj zvVOs!q!f9P8z>Gk-%hYk{+MBwr2@Q^vFM#9H3ey*0FR+z7?HsfAlGF&b+@dKkh&;)i>~`dm3>5KLuOW?bCf$6K)KH4{Vm*#Z@gZqWxED z^En}evW{6CG`d*7Rq#dP&4ozV)e~2Iendte%Sqm3{tyx|SLLt1Zxpien z9=wXUMC2&v|9LL*S zy1J**h6W5A9v;E8Fyf=j&Q6Edb++%pzFX$uo+E&0qYciVLkS9S659W`qpgyFviG!o z`L=I4M^z>U@~WW4;%-4_FcQJ{w&ZnZ*VV$;@hc*#=6Lnht3Fyx#TYD3_lwhRR-6xu z$#ySF3HeLWK2aR7nkgBkqx3EDoiGO1a0eqB6AL{(dE#F{XAQxlU>K(yT!+!bZM0tS zn4o#kUPEn?&Bb2!jFC}@gFw@y#0`m*!CcdyjR0R7ytXBG?bNo;~jD8^1l}K4J9_Z#Id|(A$3B zfjS!~|Mq%x1y2f({_ruFDL>sMm`Dcalv4&Uvz`%UPB>h5o5u>)8D>@Th)n6Z1;&*7 z=bA=IEsoxpS+z^LS}l~lk}Xs$m1&?L=ip*(NwE%+Q|)}`(+;m6fB!(0iL+2_7(FF6 z&W)w(55C`P7@L!F<+|9kZkanMOU9SPU#!az1hAhq5vRO>I2M}rg#9Tj?D~kJBHJ5i zzG;v3f;5-*0GEF5w5e#L-7i{g-x@f(0_D-+H+O(DDA)UP)Pnu0jk)1#^=vLL9~r>V z&3g@JgLn2g0?)waVCsH}&&~euhOD*FXuB3HEc-xzsc*8ulIj1^Uq#;@7=v5L8B z3{!x`08r`+@;*{*LXQwA=o6q(pmT#s4`rIOoG(+!)sm`z0o4(;i{Q|xpCrKszGT8Q zVko%9%t;wOGub*0?WkX(AO$~14hh>Ag`dJYOToXUK1;MdQ904ZX@z)Hk?Tvr=RT>y zBR6Mc1*!jjGP zJ`s&XsZ|9YX3t}YP!vq7w4;bjD&3HXrQ5vZxexHeU=*M=%{vb%fqwliM=DS<7)*4a z*b$r?DT;4iOs+B6ha9e_&YyLQdZgki+MRM#@F8U4vo!(kIr3u0CB(i>2l*p1Jp1ey zhuLZ~t4YbbPWK7?JRy~olx#HbKmFRJABpiWG%7{}q+}u?jVaG-2ZeO?tTtv+{#B}( zf8QPvQ;+5F%%PBnVw7fTZxCO2KAsak-10bhq{{4Di{D7s4VpxqUfsJr{3>rCU%b*W zl}~Rxb8#aXfDp7$RtGb=*KX9TBsY&Fr*qr#f)isn=Cza;HlidG%X}>HRrNE6**&S( zm4nd2z0XM@H^iQ45vig>(Dx6aftRU>p5ts7N+Cv?7>z|-zo&0+7&wbF9;U=_wa(1( z+WpwF`>>@S)^;-Mq41GAF6;|cotF0M=khCVRM*&tyOD>@$!5Oy>kyKsL;t1bbZ^I5~IcaKu= zd`%vX=~zGbiu&y+ny$*G9u^`H7br$YXl|<#uZg`3Uz~A551h@fexpD z7ajtARbl3Hz^vFK4(-=5kt=r6wA822<0WWyY%v_*IT}sx^pa6}qpYLDSo8Gq@^W(* z-_;#I3cY%{z;&I#NZh@f{H>RSB+WU?zsuU*jjAWqlkbfg{%wjxfxZD8f~=Hyp&T@W z*?l5r6EJPL8>IsJll@z&!)y@mu`)>h1hzHe>%vIlswfcwivd7pZ8@UXfWQ;;MK$Sp zB$)3E4AA8mf2{{n5uf}-BY;M7e?04?l<7YJw!p+iRU%FNaqOId02}){F`o90IFgv} z?M;)`eId6!~1ti9`xv_Xmlu)-;>YIPAN|8Hp0ta}Uu9~!PbcHmCGxRWd$+>0WrAUniR~2qjQ} z9so~;Dl=PzVLK);VTPwr(4U~E!||V=%<%op-#(^&9!fzzbHzrmyV-ll;QMRej%-8% zJJ1 zx;d<>Y)0MWhy>nlgbtSx*5tS^<2$SGBXu&?3-{KZMNHw#2<$z`G#pLD(V#mgb?Khc zx>v2;E)4f=<wAyDZw5jtYAW>%|j@Hi}TH?iyo3ixp&B zJ5bQ1qvJMS?vf~oz^biPh3!UW-k{4BQ|Av)S_98*#BAL2RydnV4rZM&x-z`))=z3m zc5$oXd<7Oed8ln2u0K{xU`WPuXIfYQ*si$=j1`{RNaNKh^e>pZmEXicJ3=MI35m*8 zGEwWlDt;@e*N5<57r~8<+%42DwJw7S_A#F`iH7P!^fTA5-qp}u#2I3T8DeXT>B_@6 zzL0uO*m{;+_8e_slELLBm2CL)0mD2#Uzvx90T{q(TgeB#eSk{{1l5g(SWps{l!j6I z-AUXcTCBCyS;GUt9%MpVu0^^ZDNN9Q5jU1~_yo4#LNA3t?(TLr;5ViCq9kRtpHqd^ zl{TIQ3Ah-CbhjD>1k}gdw-C7}iV}#gbR#^9hu8f=z;0*o(sr>11w^EI&RvkqixjE+ zwM8b)$5b!P*Ix1y;5!Bjpr&$L+r0BBlk>1k^KG}wL&^Cj42J$7w?O};?sK^zO&?IQ z2)B~2u-2VKg!UzWa03Vgmp|8rM3L!2=RkFVC zTp;Vf0}~$D7z?j?o~qNSsG*H&1x!uHuW;yWco#;`X*)ei$|zetFpDUV@4#8(w^Kh1 zPlxyb^4XfO*~=6tF-7I8ypcGr@}U42+A~@1*|bthaJ_O{t(Gk!SwHB@mMS@@I2q63 z0HHTPgO|q?X+VE%4>*P&27JFl4)4LmMVI*$;WOEP-O?R9y7Z10_tzLG)lE67`|Gk~ z9}c|G#71PdsDK6N9`Kh?!a|MstE|&EwWJHGUhKz2c$h*A*p6&NS7La$qap#x-|(47 zcAkzAS7M}=qF4z9x4`S%uGBdL^;qlNJIu-Zj^ z2xke9t>VyF|9)!DZ(!3+C1}eS#1Jbf9B-Y7rsS2hCRk}yoB3vj#+S8{fB*Vg zmlX)3^j*Tt!hxR}+6h+93Ta=?WM3aTBp+42v}Y+&Te$7A6> zSn)RQQhN+M_PP}#pPU8@hC(S?oRZ{pgjZS|R7o^Im`!DJ=}z;CB}?mD(>cQFOw7?_ zt~g=h8_)e=QA<9HWoUj79R!7-RDSgx^h;;dD2H6AQmn8Rh%5<6u3lM?Xcu9LNhJDN zG|$5$M;9Vr^Xe?f00w^Uk2eT3sB#;U-6P#!8+YQV8J5dp&snr}CVv-v$5# zI03_UaA1I7Td08AT4sb&rgs7RRu7$#tLJ%W;6=%$t5$9I%R%!CdJqHvP?H z`*)+0bmUF^C`N#e4&?@co}G*3IA|F`iy__^+S|EhegY8|xA}bn$=)xftwz_qiV`wN zZTPJ2=9d_Pqov78UZ}^lIK&eRfD>x>+9t*a6nysG#wmmD5@QC(P+#R$$sg9?waM?X z+WG9gR>SUS?EpaUhz^(gX=?Ok-PY{gopU1TmXCQ8^Sv$)b^dQYuFCcHqd0f;gnUxE z62QL6dJrq38k_w>V7YG=4Hv4AK!@$0fWWyb4V%sOO}9^RIOjXxmc&WFE0)?&L5pH~ zN*;*6dk0j*CHo@sB@&)0PVZeINE`Wn`2^%QRP)p0h^>BZVY2g@lPz*_2-Q56qfgp4Vy}zS1t~ zuwvJa23ZshmtDX`q=xXhte*>^kpZsO(AMr-eo!4jKZ%t^0=Al#%9dH4t+-}gs6Qh+V zZCY9~QVY+gcC_j_0 zx%+c?hG0?NC2+p1^kC=rq@d6{wZv(N5MO~<_(%L1zUYuEw~=|FT%eAYq}=0o8q6Y{ zStI?}lQq~=3pRtbM{@Z5%QCy(_aTvP*eDu5T_RFbGI4}q_5g4ep>lQUAjw} zjM%UX*lwpSPw%l(Q$I@4oghjwL~;qqyg31^W*=_hIYi<<-;zkw5}ytxKHze2=K}Ri zmUjl8rUXqefowiMXugi6Fa+|UN_nZ=SBL}0Q0bHyB$O#4&t-YGU@P93?7iE0zC5am z7I_Q`klgs1oQ;Lwu|FQNLk{{DG<$mR9(cgiQQ@L|eh9UDnR!2@u3n?9QvY^c;=dg9 z8A+`n+bPkFzkpv*T7G5Y${9U$aG&A|mt}a1Ly)7Btl+*(NBq;dpB18pR!K020f^zt z%V*<98Ca~b!m9NC<|B`6J_s>@du%zM>C-g{sFd;?a zi}p>eeeM|mhglHCZJM?EhKf`izIN9u1kXuGw(l)h+r-Y&ub*i}u-)wb@W3J0XLxmf zAe9Sbd+!cq(kMYuG2N^lz-@lc9Jrv(^^#RqrfRuaLjbl&^K909d7F~0IL(GGZLQbv z>hm)d1DEI}tL@lldHd#?NYLi#CSx2Od})$VTp*)GNyOP zW0toq+_L;q8a~3l>Ttgdm!Q~BlWoLnV!hz9nCxsL^KJrDALy*4dgABr0z>V={Cmt> z<#mtC=Xct9vWIImlh0_`Hg(sb_@gsYZX6jo=5XWN5q+~Zui>;<8koJRE7o|%W{)`( z1MJ@eU#}ydBU2W|afAB5L6jG=(7=?K~^_WVT^IE8(hNcKG*duU%YQbAfk0~Tx! zv)y-XRh{EBZ4ar7;-hp?=$%1 zNl_-~FLH&8YYJc3uiKl^PpJ8GmTCZE6BQPb25dg>n`J?zc=sQd-9p8qy5dDD$fN_L zETOjSYpcI>jeW}yy8L~|_-G-N%jhY=q@^8wP3gNJ+#YlAPJ?Js6%J$Zss}-FQie=e zEmGD{NPj|8&)fBvPBgJYP#9{jHf3FA!xj!@hB(R7HZ4VHvxPq>Rcd6OJ3PG8)m)2a z*gg4)rDz1GdDW6-+R7D_mz^Jfv z#wN$>?XL>=;G(19;6@?-9M78%R2(!5WMa?rQvK|%reflzGKb4@Y0$Fjaq4wwsEEV3 z?;9EU5HXU~4vrI`l+WvNc?376gou=5B--4+p;hQm$2#N4vK>cK2T4J=flzI-cGapuQ1Z-u4 zh~^U=bACed|EK()aZu{XC$iA9{rIj*SNlIo5lp!{vn4pChBGOyDrx z_&hp(y!8R-{)NX2u%2%W^e1$^MbPwHKHOVVMEY%`we}RpeH5uH`1v&k#i#&{yaCDS zc~ExNZNcL*&*N@sv8`zs%ecZ*$^1B@f zgCS`bab3h1KId|4$%6d&(9nr+4ERqmo0#XljKu&IWmoBU|lnoalrZvg5*~?v<1EUgVhtmG<&<-Ijk<7 zJ$Uc~X*qr$d!^wLc8&V7-x;yG%-&f39F6u?l3ehPo)m4JxfOL$qY!?eyn~a|=pVX; zkCZv-e$|dQWZl>N`!;__O7`h%GKtFb6_b^RiL^DYYUyFl@V)Y^L4w`6%D zop~+`msZnLC}@KVJwzpM&8@G-FL~#k4e?Kzs?+wjXs>F${fkO~zxJ$Q=>P}bu;WJy z{00OLCP~OTBh?|_+Arg7P$lzJo?Fu{YHb-f6i1=Ic$;q(#$EklbQkRM?W*-6F*kla z?jF=X{IoI*d&+|Kx7bCxNDngB{MT`!SWdUjoQn3%J}vqozFz;`3Lsn`?4(OaTCVcQ z=0sNhG+ddz=Jf5=hnF;GWYrxhVbX&3U@5nM%TWDXpMBI%#+&7wi1777V{RAgkd2=7 z%IjE-L!v~;%gFm$Y|MDrt0{*bUgZ;RDF_L>JfgDGzN7Ky=YM*@=Y#WYAHj~NFhl9+ zbqjyDdcl?h>?a5fqLTMZkl74uV_BM>_8;ulkB2?zv3obm%UmcYxP%M-VaBWst5ZHA zcSo%)4@yLuORnIQ2aW>7d|AInh!5O5G4D$`%<+d)aDZTTM%zl?o|O);*nNvvTCDR7zt?-3=8^nXd_YNKkY#pVM^QqqSA8&;A-gT5)wXpfEOQ+3-7I#hp#}x zBO9Q=%#(i##4qybu5H5(C=PbvC4h&lKASwc>)*M)Qf^tBxa0pa9d+TI z(zewg^A~)e??(>uAfgs=N30^{Ua$}<4$`9}6i|ob(bMHpF zL?!dr!JVhNI$Gp_T}y-Q8gtCq!z-&v*N-Kura>c=_~G9R71d`aE?x~Q>Az0675>dl zL-|xdRAH^K8{YHbBj1LdCN#;K?ngW=j=$3vnuz@KL0neVDVRRx%Ws>4Eg=t!wV&{OQev6?l)14Li=P{vGD5 ziBH2TL}qNn0`9mk5mItM6u>1BQ7sL6qu3hUCGr?GFczEBVEp>a51^=aJ-xTI*|Erb z)Y%P;10alIdoUcXn*fp+`o^6`{Rl3#0pfVU#R<^LX8bK?#+xa`1EXn?=LosaJX`q6 zH>M!ji?Mbww=kKtWItQix@nOS_)p#)wM0!cXbyTeSNgj-+CO6Oj7uuw@LA=PX`+OS3Izky{oJ1 z!RzDmQ}CI|f{2JHJUl#luuw=aYXVsQ0TkAMe0&@onOD6D6C*=|g9iSgy!Jk3dmXc1 zUthN%CyTv5Xo$(ds3*Yrc@RU2W6bP-sgDxpl_nxj!`FM5OYs&tmNu}@(*K%>sYD{h zDHTR9-9R6 zgo04j4B|er`8spW-4K9<&136?wW)7p_(D_?wtr4)qag!89aSzlQXo*NrZwZj)C@RL za~~KChX*6@>V*c=2-o;=vFf6>E&*;D!Q;T_40%I1(}CPj4srAKO1Vb+dI;A`vf`Hn zBJ?u+ahICweC(a%cLWEux3@1XEnQn%TUuJeeFsvH`S{jWR@z!yYiUo6^*TB_?q1$c zPReJ!{}&ix;vcEV&jmAaYo$^-O36eje?3ZKe8&mF4fOB!{mm>Ard-&Ukz`(A9WobN zH2n7qzRB%|%xhUE^Lo_n$kis;f=s#(^hlnrq-qO}Bg~(ovR|VaZp`XAull;dR>et3h zNVTtzJQ6r%^n#VErzcO=#Npk`-d@p=zP^5ZeEi(=#l^*O#md%}5I47nhesLw|8M>D zNhGP#b3xeq;EVERd-WVk$VWo7V6vh4!%VMr> z6IAWXF)7yrL3meX$%m31aP2?t?(BiqMC%NSSb=}?>?@bfj*gBNtR8M}>$T`7r>4H@ z-7){T;>qLpKq+(^{GUGEbK5wKwIz_1%^9zBd>o&CaD4n~#p~%pi;a(v<}8 zAFZ~8@8r^-{NnVodD#dKQB_yhdjLfW$l*}V;yo!&;@3>)vfr#5CR|%wbOWmV>d5YZ zn61|1!e|dMbQU1vBdYK?QLS9fYPHc42sL>nO*C~)mEK&d3&hhkCUZ?SfCC*S$b?kj zYyol5_XjwH5>qM%GKp+Y^qusYL085vk3uTI%tM;LLbX+I9w7QgZ$%=roe&d6)sjx=sT9yeADY>9ri@m8E_X zh3X7PQsr`IH|#I!+Lustt_K4Rig^i&3ASV7fm{&<^kGM*wrpi|31xKC#-FmK^34NU zPgurpcSEbk<8VO0aEZUZ*GUPGMW&xa0UNxv*a;GKMqhwCP6KZt4rgcR2nL-^;loU7 z4#Sym5DmtuVjxDVQ2IxkR0%JQbpqkmznNZD*Pv}^%gebBd=j-+TZ!wBykm4f=eong zPOx6RpSLeJP#Z9bY_qzz*Xd8QFjSU9k*$x9;>|KRiHe9LW*(U@epq8VL^#VjFglV zcA#VU$aG^OkZ5}dbaE~$FJCc9lDEkG3xpM&hSAW`@!bNonkfy%)zxvCsNWaS($~rD zfzVbU7+S1_`|JJARnY?&APF3Z;<>Kg1-goLeFE04|jB;1~pTbY39=l4{YxSxW0%@OX<~P z6G!VEAwSaZ#O9cOue14r0oIzV>>LMmV!2MCdS;=*bIroSg!No!F-H*Y<|1d4iI|U( zMmUce?$d^DXl}P^!HQTX$}${>A9$z!jh6f&bf73Df&G>kQ8*675%UK%_P!B)UWXTW zXPg5;V02ZDvtmdBCcfjj0^UGWu#Rbpx&>z>0-((>^}E~3oC4nj?Y}9;3QN80(=y>c zL$tPK4CR$6d-ZWL^~U)8)O&w4+=D-TGeXy#P}G1=xsI^Fx#i=$iW@69SsM*+Sp@!x zyE>2?FZfEGFC*Fv`Yi!V?Q@q&=9;f3{ij+MqEpZd*xGSEgrbK+K+i}m$`KH9N8}aN zO}hbvuuee#v5bbFlsjP0yu%3Ey>{Ouv{41}6!wl6zlzmD7fd zCBNS8kY~bPtuDt&6u&)Ur*G;cQt+4oq_~`` zqOmwbQI5%z3yH%5yANv+2MIIu@PZk-4$;_`+i)8z<>6+Zyg_lokI}QzDrj+%19k zh-{Qe9rjm;k@{GgpJrrsjyr9a!aqkCD%5<6JKyBlv5eqnm|*thxmn{`&m=AT&Fo;s z2)OMBBqs70Q;1Xcm5jOj6=>b08EZ(%Y)Hca=hKne5qmgxpXXSD>z%mo!vah+w z%PC55Aq3;?__m!um7p_?M92F$qKvL{RoK%blr)ks7J@X3Np{av)w(biZ69JIFmCA=r7?`-Sy`de_FS(h1O+~3_=dJb{3EK>H1knH1o zTQAVb5`itD%D328l;VA)fhEqH$_f=hlg;&ewOn=2adR(~mwkQ)BG@GEu6p}BUd%NtYk-_|L>ErIoA<*xheVl0s-JDD`)tLOI)pv4oU`g@KU+QUK;xVIj zXR`d;BDI8LD)o&&opV~^pT$6>RJ|wUB-0K@S?;%Y$|=g8V+|-=mL?we8u-3n;Jnzb znJZ?!V`I-f6+>I9Sap^LXjD{${V%vUzSJ@1*7{uTQ5|_8mY3CYeSFcirQ+woCI{*! z)qlvHvZcOxqQ%)b!K{V85zcj5;GaRG~=&vl5yTdjUVe$#N-m0FCM| zrH*GH_TQqaN{>;hJL&Q95$FYQ9t6kueBF;U^5O^tF~{O@#q|SWevA7|1qrI93MCic zDw|xcfu46SQ~sY~-l;aVy^!IAUS%@y|HWfjRDUpg(Vggu;cc@xhNMH1cVlUlBVlZ= zMoh+ZHU~rAR)`B*B8Ngk50f%i*WH11#R#zyY?(2@cH+JrZW7a78BtF%_xvu4Un+9# zs1da3yD_-GyNr-D)?Omhs3Ikj$^ru-=aWN|i@O(fRBti`s#b`jc(vTjNq<%plZz?p z_n;}Zum0}}!-#<)MiZuKgC+DQHHn~vcHfkLa_vC#kJ6`|b%{AcbKi_;(uB|sJ0o5P zFsA-*D1iSP3J_AtexEN#bk(i9>BeydI3!X8uJb^eygb4_5asW4(X_;xF%Bf)DXewk znN5p2?Sx__j)k~U^Sqrm!~x<1zrJDCPS?vVd`l?!?Yg97(vV&7DD&$!Eb$!Ndt7(RB`hYgAQjKw8$lj{Ny=2 znp(I3rY27eh{^6@kKU^;$G?IlQ07A0hZpCm+i5-|GruRyj1;Ioh`-0keQvOi3~FEJ zF+^pg%i*69uW_g0;U4k&_~v6J^f{YO%OK5z*CH0G9PW+i*U`3GfP`lm(Q8xM_x*G` zr^jlZR1GkxK>t`(+GhemBLG*4e*2fZw*Td>ZR$~(;D5CH`#Ye+fJKyyyZaLm1L^U+ z6TannlmjH!Im*aHQo&wqDU?of@4>HT?T<0__&ja6H>{kaNa5cA$JG^Z*`u_nY--c1 z)>W3|0d4`~_OKiV2v)@P#f%F|*-~V1tiKb%d>rlP zbRS-xx3XO5`z>?2=k`*c(nqd_AZ#8yL%o<`%ra+7Z$3F4SA5*FX`_1fTGV}y;R4&H zn~U{u4K=Fr8wx{JpqlJ9m$ES8{)&=Xi(sSH%o2UI#WY}HtXut~I;f3(Nq?g6($8oK zeQx*8HZ=)?=G)rUaEo%Dbc4 zut*=0kjY$acKZW*%}s#NF8*#re>U@ELe1;x-Y*r9Yq`X_Yy5JM)^j^bN0T}R#LC*Y9i$>~ ztxty_*ygBcXgmV*5ra~)GUCK;A;ei`*8gMctD~~|wyseD38hoILAp~)x;v!1ySpW% zyIYX%?(RlPLOLa->)ZV9eeWCNdxiu5Vep)@&pvC8grbXmZN*wLm*qA=wG>zM= zRo-epACtWC@-j$Nqj_wxOF7$wmnm+@X?eOh$TVhlUPSLNYu!LetN5j?Y$Pa9HC*AR zb8z!>{F6*Y^^@YU`q#BLRQW~^uNpP;^?dEZPLAJC6cR!U5zjN;=cRb zWqT!nmOUYOa$EtM-5X#iSHLDlu}0@u*QHhY;rDQ(HOv9}4=ii^PxD)fT_KA?UD)0A2%P;rKZ_0nH4VT?HwNGd2O1Er7FwI zPi0f)rKhH*f>D=V&yUyA($XsOXk_JRcMe(?yw=HfiYqhobA0ShdOig|KRG$wj_s;0 zJ9_`wO!9O()}yy-9IqLndtM2`yiy)3_VIR~IlSh&<;7vUyu3^UD0#`ELfWfH%aB1O z@=mg~-=ag=h~qP@H%T9x7ZNm1Wu*~ONJgZW;47=^-_?#7CPJo;n^Ijzo26A{%NGby z5iq#W@f_p2l;$OHYS`;~UM$5^de+J)1OLY>H9RRziQ*|9W^N{~qd8Rw}Kz zDR|wJn;r6oEw{7X{KUy0zFSYwh458Fo2G&%#xRO|&{nDVVSX#@rf1jva7)+vU&xPV zRI+H?RW;5i z#W}MflwaPyY573_8XCG3?8Jvbc4gL%3o*PV@yv|wRpgVb-NK)|c1GKOd`y$=49a(c z5oLMKn$T63brFOKKV_wHkTwkf2x6cYcbBU(w7>~Btkr-@Z9hz7d`H{54QrkYJK zI*z$k98OP0!eP5s)w;q}HM3y!@0IkLedBV$a;=`_2V-NV8ruE#JUk1u78OGZ=Z&pv z?4Je|sx2i6=G^x)7d*splA3h$Y>0(3`@A|KxV)apFww~5*2pmqq0H>mRx1RvLAXy3 zP$cPDWXH-IKD;fK(9;@^J|r89AoL=wP-eisyU~*c)8|N1;^WL9ygB zBoq{d4sS1qcBCAIuvjYXpYrnZJIjQ`u^z6fcVBPahD5Cpf*IKqX#~+tzJKNy)5} z;!Z?Z4v^Md^ws_ti|~!1C5D8AKx#J&w80pWkwcU&)|kjTFxjI~3*|ucrOVGjFE*lY zX{rhR>l1iOe9ulXmKD=+tiDLkr zhF__s<|{a13eTgN!YIzXg>08iOtgQl5ExK7+>ba1sLwBNVi z`dUX0MWIQ>^TbZR>~6vTb3{D%dsj^4m_YVL|t&7L&wT|mmkH@=9=Iw1@t~8QJtI=dn zR+t1I2{sEZi>X``{wEID0@tCTpeJo+dermjM9 zbjT50OaA`Sj4Zz&XO+~6iHSG3>oaDzUPbZp-o&E69->w2`s1AC?FH-N1AMj?XQ9&K zU+#Sie{EMva`aQ{NPGpbW4;6%(q|)-0{;`Xq)a-89ux&OHn!#);#CF{v^3%0CsG-J zM(Y8NS_=kIz;(o;AcXJfCeP>jDa-Rblyeb?iN<~fX!|@mDJFW~tiRoeR2VN(AVdz4vz>A3Wc8yc*H@Ir&9V2Uv6b>Kb@f^Hx zinFBnMy*kM#IjX}_KCnjnC`Blhs6_DSf>QpDVJ|0*l!OEm1qsmt@Pq@lSkmee($YpJv+c=oE5Kz7 zOsck6Yj2~XM+*U8^kO&$){qq$;Uv->xLp)06}>n(J>IW9vk?>T#Q8lC^+^P}PlYkJ68wd&cg!Ptw*q?2ZFE6mR9bH-KolHeEzFR7+-I zJpEseJNkp#P#bImpFFJ2)CPsa%KNoVJCz;jYvFNtTy25n=KHXG4!@)LlWGJD`+8{z zF6Se$nriNo*0{j0PsWClz=E*=mx6{Syf&2FSVU+G_xJdS_*x^S+4|A4fk&wL1A2TT zC8b@^Piy=&7X_i7tA}zHd+YI+fbq{~jAm%Hfz#m^9Ni-pN>FU|;*glVX=k68R(ZC> z&(9y{$!V!p?&XM6o!?i?FF|Tn0pqcFRc*JRc8!J==d@c2P3>KKKGmxi-=P8>*EAO| zFsl4;t}Jg1O-G@TKjPfyao&eVuOW^KEPTv6GMYS*h-%|RO|TpTk$9WK zygv~Em0Czi%ES~K{nb1?cfb1u0Byy|PPZg@oXyUbYuy7T83qxN9bd^t?tKjaT)=CM z)oeO20@d+fq67DCQ`Yw(OnCeazOz>6+?mrP2tZXR+W zgj+Lu8URjg1O02@=Nm92eAeY)cE7ykSYLG22_Wh!r^7kmlXZ@@2v3hv-!r%B^X&CO z&(2z-!P*M$^iJ;RW890 zm3xoHI*&Y=SZ?QX82E75zq|O>rSalo*{v!5 z>lPlL+FlE1u=5uU1jEgu5^u4!+QE3TSYP&4*8q!0O_U83&$V{1roHE*nh6xxo5Zhj zWBjdM4L=l#(ses;z-$knr(2V?FGx(j&-WeA9+y8=VL3y@e@qbmas^Y*7lY0OVg*F0 zP~u;`fkyI>)2a4;yi+bwxlPpRyz5oYZrq+j8O`8!+2{=or0d1k+$AQ-nZ5%l-_6AY zpY$t#xI6W;J<9yZ(9rcW6gJx=F!%rGuceWemRt`a(-dZtao}1f{c0nnq`W!IGbk0& zd8t4eXB?JUnD_a?LDBcJXjg#alOW1WMobcP0kcE z3vXHNb0h6@JvfPnEdp!r=w@lx0B1WdilCon)@4+1k}r`8e8%-srCN+q{8$sO;@J%v zg1-Lp|GeC^sFbV5{uwWH%y?xX-=&G0eFTXxQ1nBO*PG@=+%EN&c}`|U=}uGpK6FpI zIa&J71r#`{u&btXa@2QU0Qz4ms?BBy`T#R5N-mYGn~;VTrPbnG6+Neo7Ri7fH5+(` zuJCGYwTy@9Yu3q1OOh6IU^)uiPJvvlz&BcnPvMC6$kQ?9S}kAtaNjW$+6GEsD*hg( zu1M!`V=|)4XTn9-xPPHh%AotOk78g7fsN|iIq*Nw9gHSg4%+%UR1tGy5c;2owH9!E*X-{erj@0KWcPd~8<56hZzXTsdf?MX~a;H-T zWuwRxX0X8elbJ`&SqK}oXP5K)79(&OyWk~>cVS2kf(VV@1HAq3PPLSu3rwP>5+S?s z(E7b!rlzJq;Gr4ftfV!23LpJb0+Uiib*3Q~OMn)KG;bgzHP97#N=fpc#oxl+9iMPv zOq?@De88{Ij*kB5QboQ6Wwj20|pS=O&q{1B7C zD@70|KP#cZ47Lwr>-{Xhq-aRg1KNw_x zD*kP_h;A4`F;UNfayfWG>-A4sfM_L#(ql!%Iw{gpeiAtWVSvi@bN+gFY>nptN*5joR3}^ z0Ry$yItHbEh+fZEd9AaG*YP^KHPfYS`EpQyYa`Y*I8v20jC|S4&ciLivqsn%S2aCCG7dSpuxEc7v&`7Nr7sb7c2{ zfskMO!P}G3bp#GiV^Z!-cGDqY2E`w5u%<%%WSR7~DGMOPVcnp6rbAI9Jtj}XrZJ8O zArP-jCFt1Mld4g8bGidU3E#jY8Jte4$;=cB_OS;cq~YuPoh*4AAmDNJelAh1$mGOE zJ$K`X53d~Ca5m4tZ3t$S3aa7i4cIZ@F#pxkX?blefGY}6wIRJ5z%QpjPql~uVP+ht8(|B= zTb-D8{G&g`_Z8LPtJ-}Qh0#?b>SX?WSo4+lM=KQ?_teQZI_+LT`nJC)6G6zxRHD|Z z-aC;U$#St?x;URGhE5+#B@WA?i!V3s!=o&x0%Q_I{>M{BTdY=f?YYv#(qHg^wYinj zr$Az`#?<+c6c;s@R36T99vf>Ny-b$>otZ7jwDSL+CWXOG~rOowY{lM{eWb07wXmSaY5N ze)L~Qw!i&t!rAnCU(ns1ORIyjsOiB_>a7_lR*P>URboCDg0dtN{+(A!ocvCAej>2J zPV;5F31l-p@n9Is+%aQ$%M6tq?E?_dOwG4c6#U4SyT2V0jm7jyxw^JFUZ#PQc=v!7 z9~dawfQPhZ@s8|&-g?k+FZznL?ssoh5w;WT#Zr&#hMiBuAL2;Mjp8Asr1ocr?3eCLdDV(Y|26(eNC>M@s9Yd8fSAG&x%3%1^BQY?FI!wI zWkPr2m@m?&2wBeE!J)3>0f=dMxutVZL}F&l3`1o?v~cICdVl82sV*c0Nk%W6Onh6?2Bu_X78x5ASEtPo$8v_R*4V&C^rqUP z2SjTlBqe4f1GS5FzQ@0c(5?6Nez~53$Fd;F-EEokDnib&z(8Hu$3_=>giDt04si`r z{XxPg%wn^eegH>aMXz2RNMD4eHwH4S0LJ~%Kt9(~LUovt6m#t+d!vuE7_?suX&Z^A$I_9p!*1BZ5L8lcOgi)^=)3>Y+f;~`132PM59FI9K?2>_we5~qyz$%*z$ZMMD9 z#m-o`N7XqB!Z~=^2vN;{)t9j$=ZG6AAZLGv#gJ{Y)(%n}BTm{@4v1J-goJHiW^@ZshnkGPV2}iW_-o$x zRtjNN1_L17wF8GTFnlDuIm1WSLmcRl$0i`9rumDfvQ}**DFgpTsgYZ&8|%Y_?WIra zJ;;JbwXv=R?<+uFcwq-@iE4L=YeJ)&6cmQIxVThiwpe$1=I_R0&5!m%=&O;RI9O^`;wH`C59^K7!oH1) zhw+08-;nsU*Z8wcgPlBna$@)ct;_*GH&r`n72)U$Zia=;&CBz+Iub9WIu=Bm0tgTI zIH_%uD``b*^PG0RX)lZi-4V+vW7Uy1kbn#QACl2poDOW-% z-;>og?oE*p{tyR_onqyZFL(_%7$a0!ESM@=&3jVG+!A**^TmxVQ+kKM=FvXw~NBc;orkL8mw)4BN?%Cmb)ti-$#7T` z=i7$G@CfzeCpff>TLDH`Mm%U?w!?lKF2(*UpIf8;+ zZr(M?@Bw4)8h-yIIw2wH0|hb}cQ5X_=x2Z={6L>I{TA9$1GPJ1@Rpd9Gllb_wOG79 zJVXpaQ+iMtJLwZkcll!oj@_uPq zl98b&|HH2RSHQ9}CM~3SrgQ4ME+0jkAav0<3s}x5MOw@i^~^dWQa((9lm7456x`V4 zbeKYHFQ18=ivE$a0k^P#xY+iRUE6?g-I0}npm-4Ze_-*;)toCvey6!*vbv-{PJeeG z{9yd?w*GhY9^2!ld(``Kr5+{Ie+Z2Ky8OToG2vw+aXS;EoUJnqnZ3r>adDIG)V1z; zH|?k-sm@hQ32;*X>vFcp@TIglxV=`g08R6}{x&6ymW8QcGkf8fBtZXT+W)!u#&i2= zb~;k3p-*#Ks z{%o$GB^{0T{~tF?SNCVR$ziqCjSonZfE}0S2%X1PC_di}B_vooK;B0v zom&ZX0p7I#5+75usUA7#AD-!jYub$fBDe#DD9~`2OdJ~*_Y91uuK^L^{@d>@0zQu^ zkG+FKme-X!hI)( zNWp2VVuiG3B4~JFEkrIdPVwJcYz_n|5WhJcb{>GKJrG7QQ)slho&j&nL6;#Vz^jIf zdV4>;Xwy8dEKg!P%hakiGF(>8W`9fp_i1(z)hRMvyMbZXIk*Qmae!j`O1a=1CwEr;$v$R;;I!STqMV3v|J1?&PID@7GH1j zOAX0WO*h!AB`0I$B5wk59UeR;-O*Zy56JM;25y9H%8!mL49LTAG3`e@Oh?4<9`l8=I7VCjX8o-5b#xH;8Z`{O`=+@jY5 zU2h=M@6y(?iN$8UJeWEVMZn&d{hVBfz&$)V`YwA6H7G;+*l61H8;K=U&Xzq>q4 zdmTI-Nw?NvY%}~y@gtkTh~3Vy%#sFk!52qU$Nh4?1*@y#m;?=FtLa>c%}xtmAd>@C z;|d1uKug^&e<(nUX@R6T{Ox1)i^63b8n0n*KsbIHTxVh&S2+GBcR=s~4!W%l5;RsJ z76z4h0j|4L+?$_xx?GD}B=g0(5M8B0`=um`YLH)0pi-{M37Eas^_*b*4IT}~pmUY1SJKCA!-HM5(oV zHla@_f#l7Pl6~3sv#V?4*$rr^%JO+~Lx`Qwab1Vnz~#-!{7PFXu({bAiVD0Z>301> zX;ikQ!5^~*KCS>pq`me`V$;uO%BN310K@jyJTJz;F4%TZ)QdsZGI;4~iR+ z)D+APBh{l?7GeU)avLtn6x-x_P8uS0M@EQIZ0K{bB^A6}Hu!yv5frl4k9&Cqqqv{k z|Hewvtz!~&;DLm*U^o{3AO0Uavm=>RK9kMmKcOw@)+YPbbelXeDe=3bn+EOF9ga9d z4%>euIT>7jwUXVdq@WNlU~$@S0l0)EvQd^!s7qL~2MSKw+N(vf-N!3vLCb)-M9X{O zJtufBMghkm2KL(t@5WmdF)=Yh{T#6%TEJrWC9di~q61>=u; zOj;JEA!06nJ{o&VmBV#yI!nt+OiEHhN}70t*go5KCAYt2B>LMq{1FcMFd0oHbU7OR z%MM^H+5y7{jfjtngL7!#^g2{ykb$!C7N~baq$rQF6$}?D_0UQmp6*Xd`Q>4--zbv{ z!MDCint;Xn0@&b$%F#6Ts3Sd)Ap$1&Pri5@+|3}|(YULvjJD^QuwVu_H(n4VD!EkS)Ml$7fONvvmz>Zs{pQO{Y2APXZ@XBgRt5;3NY(f^ULVf}T`W zvUt62-h7i4LW{GV0tKxso*&ulyf<{u9j>a4zA}QhAZP0%H9F%?8oTNmO8c|Y(tsQT zv9+^Xuw%#(!Xq(e99ylJPFEN)u|m#Bz3sTPw^dyVI|>p}LrI zXFTK3mIJgP+oLkPhRucgV(Hdl7{*Od1j9&iA+3{4C|x+UVdT}i zJSz6~_Fj?`a;*Z0I&u&zK7cG9nEFb+Qpsz=cq0QU37Cq$cgcSE1)aXH-cVZUO^32N z0)D0RhxyOqd=7x$+L=$=5W_xyC&KzkTf52xB_?4y-52PYnvmiU7y^@*d1WP)&PQT# z&GlJC-{nR3~2L=@iCoRuk~*qSoT;T7X0}8iUGeB zxpa?S5y7{oglR-kz)pw~1+LE)OSA z?}xB9Ks+}RcC5F1&Zq4~Td|nW4&LaFa_d27P4bU=tbtgV0uv~K#(RgamlND$8wu{; z$k0$NPR9AqQeSU8IMLi)Ux&t-1E;cn|@V(hCoaX2Ld%4yUGc@_Qe`@bU+o~yxzvDLA%g^j(| z4uMcXsj(KjT`guC_zrGEhM53rJ^VSS~@CtgJlx~H&jb$<9^Ny6dbw+^HvCW@GM&${3X z+l>t;Z;TATuv0Ck$B|k-4`&0tf^#`xA?ebf>OI~;MLD$E5ro2LP;);do(#&~-(@tj z&PMGUpn{UC0UG^l?RZ#bu9RY{SCy-Y{F^}dFF_;3bB-8x^x4ZgJSm@eL5tH5J0QjU z3{Q^zR&yEllZ71lalDv+zy`1Bk|H?X|HEox9}Ze8z1Zb%xChY)m@1)wo93qShZ%Zm z0RcO4XAy0xZ<6*Iw@wBYb74i+5|Oz2dy_d*aBh#6^ZO#gNgoxjLbxcg_owpS;x%}G z!VV$_rSSxt4AH5ruLr2d<8s%x7rXbXNyCUG^FabkR@fY*apRc}@diWRI>fXdzj0H{_z1u$;b7l|D{!sJ=08M#eHyBA$BHw(){m*RdJnusJnw2<7f3P;oYatriq7UxCG`W#(c-&>cPQ z`gd)FOSSF0Fxuw>?4lcCzEy%6g)^Vm@iSYn_(3rWld`Q$d$8&UeB+mSBBU&oj;`PQ z3^WkUbn=upB`#A*XA!sNSaJj&8$oTeq@j4JRycvYy&+LKZSGr%7I(pync?@Zm%nTV z-i=YSe^@%&5dR~h6jf}`HPr_Y^bL@aF^aCl!wVvO&9emg3OH2?VEmDuy*eqyi7Z~u zy1hkZ$8fmME3%7Rqt{g~fam(E>qx}hSJ^)}Tp^G#Y@E~V47r;%s--o-J&1y*#n0%AsvadLz*32OS)_$cZ zJm)G)DOb_TpG`mVdx%^)yn$xt@vvAJQCULLMt{3G{JGjI1Cq*Tm7xBP(PJG6 z`Ou{tIx#(sl!78ya#gcwC+s4gN-@*(d5Ju<#Yv467Ekq5Nd;fih);7Y2E}X*z^~=tvv9H z{wI152HywUu2)CacEhznRp;<_(R3vPGKg=YyQe4Ot;fSa@DQ}uH&qUlojOpS|K;vb zxINB&LdtO#DMr-Yw3BK9jMKUFx*^*~+BuBR@r~QmT2PUx2%1El$;Pw9uW2{!myQs8 zsw$Z$kg+j;8JS8Y5k-cmIV=fT7Cv96e;JC4M00tJxgL}$ZL6q)zakamq`vD>;WMU(B=3 zc#BxB@I8!^LOO%%GDZ}Co%jZ1%BEqz{qKRXV56xvP_HSTO|^wld~?Hjx6aU~R%84= zfD1@8u+Y(sGW>vg$;8mm5pa92DEb4)91HYeC#tDBW5H^ce5o@ZOJl!Y(E_=Yx~WV* zyzyeSkw(4cx=|1AB_IeHq5@xI%G4#q)9AGG0C`8x?>fVI|>9dnC4pTxh+rtW6DYtO6L_b|~LZqf*a` zyPw~3a98nA%93Y(FRbO&Y~Fl7XX9P7xnvOx{g(Z{3$gzGkIevjfYITfq^2=_OfAQ$ zL=9_BYrL+>!_OQ2I5sRT*dMU3=5+f+zO@1hp4I)@pfNl%Mnc5(GN%2!W_QvfPm$it z$MWMOr9nk&9<;A6c><2fC$1=HiaOX;<2O|?2U2L1-AAV{cI}L}ZnCS+-6J z9wBT&=v_j2iAbvLWs#zbMc@r{4`-}fsQ#I8Mlm^S*NI8W_4M@4ae5u0NUg#OQ3EfH zyLF35`~Awv7lx&A#Z)GvFerGMH`gf>o;%-4&VuMYyV~0u7#ddQt>n)^yVKHF?>G&E zyrHG9aWY&(jW<^f9iNUge&Oi7^7@wF5DSe8%iVs|^_HOaVeX5J331Gx`&m^`Qr0rt zJ;9#~Re!xHgJ zu+1OV(Tn2p{XzkqnR1HtC@XGnN!jbY#d^?#lK z#|a}!FG*0I%xWoaOHzcb+8nX+laLeUk)=}>!x2O94Qq?Kh!bXSU25Pva`>u}Lfhf^%xSU(TWqwKGOKj7(=47c~9Na3Nhi=gIYd)pcmY4_TlPMw*$Kd6=n{9d@vqD6#1H~*Z&=Py3ZB2J{ z`}HlpYv(c3B1nnL%2)a_hGLOp#K7&xh`mE7b-#KVmyB!}BTgqb%i>-crfEK2UJarz zTcH8V8AldciDEnm|BeU(4!$Ggd3_^ng4_Rlo{!$ZTB|BiLP-rj2l+OSy+W~LL7)!Q zTsjrpNb^Gpl$2A%=h9%RQv72-LqwzrHfSh9=RBKp+r0o`c3P`^-lOINX-` z@aSNOwB}3UojBzAQB(cl{W$R|-{6E7R_+<=xZJp_4dxDUYh;GQv zy#8i>j5m7*!HQq@QRw~0nEw_j+FC5S=X8@r=kEhIkG7F@EHVHo=I>S~ooi43d^ z$9BA;C3UFQ1L1648mae1+L|U1g{IJ8V}uHkOQM7dtxb>jHH_Ac5nHUvF?pB|1c{cp zK3sJ@t={dA8j6Eo(RcJE`kGGK8_h17+az_#ic*0>M5zm7xT#<9nj4o#U%S!5=lIa@ zQ}T!$)JT<}X_k@EB<$y^fIVNlLbVs5Uwh-9n454SQ1~uI5>j0YcdESJL~dC3ytC1;}3e5 z2`bH_-*^r#mp#j@-!Hd}!?3^;JF%Fd3WkR57TckF{>1WDbKidy>TG~A4J z<0hlG4G=xjSia}FcJaTY`Wtq7W4gt82j|T#4@5$UH(up7!LR4(`UwQgkl>I8Xd$_x zG#WS6?|;329U~YuDG2U%R=BFQJ*^gALN<|sTQhlErDM8IFLzAkZnmg}^;q7KW2s*; zK#twM@ST@9~ED*T2t<~?kyyln2KGE!(G2@{Dxxo@6}taXSckHPq#^of1)Fy%kllX_a2v)EcX)*}4g7(|ON ztq-4PrGp=!hO6>kx3Cix#(9IjH!uP@7$A(uJVZhk==$5U@PLZoQN(lwhVxTT7srZL zr8Z=i+zK;{waSSY`^x#udtS^Ps;4ixv*~@!ln~@7O}cwW{Nm9XRuU%Kj%g-)iiI0< z`m}rU#*nE{GEL2VNp6_=@2_CfvN)^)%0+AkxlmGQ#Q%AIq|o>7iF}@l1O6mSJEd-) z#qZP2B&{_jJ3QrwY2(PiwpK(j-17_dAHp#j8?r;v3&l!wz;)DBkVm^KM|(P7G2KBb zM9`{qY{WoA)qnq5uNzL2<2xP;v5p$?n(;gR3hSyn-6^AzsCY_j`~bsc4@`C)K50@kT7&YnHkQrtyCgq6SuxLOUkTK!(@U~K45p1Jo2rpu{>02=9QXV zCy~lX)j)NRmqjsnG#^5dm6;vlmc*gkw7U~X{%y|kO=5wToWAwce;Yj$3qh9e(Q)Qh z>p%DD&Xwu&=YYAynzHFAzZ?_43YB&MB{=0}lXhdG-(8Y!BmUm7$s$66jUg}p#XoZk z(aoOVsa58w2g|(id#@0;#pD#FnMgUxy2kH}tX7J7pn^4`W&!)0^UF{AIEZrArNBo+ z-P3d3SCvSCF|Xz2i4cb=M*M7vAxUO6BWm(m;0qM5VVkX(PnzMUJ&K%~i=JX$;V|2( zx{vE??di7Yh6>th@(3RH=vt1dS8NxI)2yz5C_wldM#PHY5NN$;UJ&dm63VTqad3Ru z%=+0LKdbM{>uEx)FxFW@(JPgPr(5Xo_J$eLhGL}>YbRf6;=ZQLq9QVH@^#KAn!lv` zh|k}J^6f7}k!Hr{a-@^&OV3;S^HfOqGdZ~uTW+q3XQ+sPN2I@bVf;~dydQsmL*z24 z>^le$j$$z*5k`~>C~D-P_GTp@!XkoPs?|;OJeH8p%Ep}0ie8m`oO$0OI>~#j<~@$$ zNW_1g@?HAdBXd+;YQlKy9$S=Lq0CBI-$(x#cvJ$LVrVDP?cvtL>3&t7NVVjpio?LX zl9EGFzPl-qLy=3T)((-U9W`!7a+mc-mQ3Ab{Q*)nP{1H?7(xlQqITPg5p{QW{~}@$ z+6!{OXV9Ja>uaU_{-+o*$Bu{IZfY5`w8y9`x5ga9<9F0Gr^7SNI&Q^I$rCT(`dr)P zF0s<{T!iD@m&QsVgc1ST+hllCO&B4;);97T#;**wvbitV0QV#I|o~dYHFl<#;(STeUaU^*4o=h zVxK-53j|KPRkvOB0z;r)dhVn5erYRI*IoxDM-R46nY|BKSXg;OD3TWo>^J@MKz(4D zH`J*nLab-T_w6sMlsjdN*lgref}~Ych>^h3u9QwslSX}x;nVuaaffksA@z3RQ0!D+ zpdBnMNVsRVlXUPaD4LF{M?meSL!M};UAHm=g<@~r#*eTp z2-Yz>>MSWzEac+md)$}JLwfg=F091YA4RbCw^yoL+dt>Mk$g!i28$5a)0 zWA);3_}?T1w;_+engWcW?q5BC9^@TrmO%XPUAZImf5q&C^3HdIaqU9}sNe5=$tlW( zK)!`IyZ452c~v1Xs(EFDT7c-Y5_CW(CTcYkL7fz|52atTY;en2!mDL#amCYqcUj@1 z}WS;i3N71dnoJW60g?L;_98&|6G#It9=VjWFf}*qRUX@r>AXKRm zPX9W?-}HaK=cg)&{o@xdKkO?iX(9A%_&LnmE1NK>vvc0sW!J+gWvxvt_Oo-DR>GfR zO^5LD+p-(3cK1zYtorn;{@+%Xswh%_`t=P5Ky?aEiiCZ8P5kwA4qlCPN=dG>2u?&z z;A^Jz?6R<%$)SH;%E$l{3o#CQ3!(AbB^Kv{ENcilDOGFBxp!FZG<+ue%}5Yu>OSbG zZ?c8PY6&UdnIS$8=eJHnfrDz^_hrG=@-xkx?_ZgYJ*j?l7Dn6FN~-TrnErEQ?ik!E z)5WHthS5v5tbZClvyo_*cA`^mvju1{a? z_XeHDzsHhqRcQ&HeV!4?Xr=X`R@=wgPZm!kZ9JdvETAq!d!xfz%K{s&=6wj&5}1Cv zY)3hA7A8gQa$odeo$)3d{B?EV|CmME8Eknf@TrPelH)HWKT;{Pj3_mSqNmE6c@&t7 zb~Rs>Z$H-)JKwW4TQj}6&&w$)f36aLt;=UCmEx=n`|nK1ET3Q46^Bfvv+h7-Py~PV z;5aw12I{yq=_YZ7##bxac_1LF2w?Z@F~l~@4^Y~porx;m;|h*MzFq}!>@Aw<^?)rIK&Qk+2DaHg+lnqO+K!gLj*8Ao%WOXn%?h)R9%;<7 z?JSNPG@g&g_Wsb3?S}WxZql#)5z2bfhnepAGr!}qQ!&qIugaYxL42DD7h?N{UQ~NS zfe&tSZFqg9z|`1s2CnC_(sRh|@<&AZ*;5$IYA9~Y7S4kf#pkYc(e;KpWU zCc*{nyp9p=(0vOZuWyG&3-ik)>S*YU(sGjZ7aEq#m=S8NP2oy6UtXtTYuc;5HX&}i z!a^_UjTDq;9~%t1tpMyo$P@qC9PU%t_ezee{-1YhrQtV$&aGam$E+{|#5f^hFuOE$ zvZc}LEQ0wtgFJ;hgPBaF;3C(6rc8e*fpNl_ToPbj-%jht_+I5t6=xj98y3P(H}jos zLW66W_e<}@whz*!&l;4^v2k%C)+HaERnTZ0x5C+j5odhR0-o=2eJR9-np3o#V$wHZ~GJ&Y>{cnV*nTOO*qm;j= zzlq^!y9LO=wtQHbZfsEr*7A6w2OcHO5!-N^H=|*h@(LVoQeP(xjE#+9@F|(umB9ZA zpN$IjjK>Z7JH_ACjgpRC;ZIcgFAdhkHxEB!o|Z3q4lR||Ec?AtOs9n1oz zdgll2B$-6$z$S$tnBU6p@v}S?z2hWZ?p$jkUubUS&iH4C_teAHML8oKjHEj??K7G$ zO^w!PD{SFQglR&S#npNWTIHO&9W3K5&hvx{PhmF8x93}Vv-Q%vrE8Y`S)vg6HZ?p` z_M4W*J{aTZVi($C=8tAR<6Ye&=PzRlrXMSQ95pX1_%iRcJzOG!GVlgv0G5yhHS z-K;z5*X=GhTSFf$K2lQ~8A=%#7zhgso0%1HF>-vohgi_*{^Q!IEeJR1oEPlGDDhyw zJvhinDjmOJ%tTeiyCSabwxFhplWU0Ni(}KuXi^TtMpb35M2v}=UE0R86nLpn!XS% z4TZwQc#k+DORo+J-CZrW3S3h~R4Bu@Cd?YF;}K1--wyDdcDAX5?*Za0d^Mn&;%iaD z9rK5RHy%qxM+jD?dkxW9%QknSrrB_Ia&~9_2cEJ_8LnKM^3PV5m)_szfzO}Em0yEz z`@uhCvpLik#IN8_5|uBJ7I9tPdM*J)=&VHU@XbWrGS6_1XG=uZX>N<%#8`*`P@1kbMh;n?XWz0OwkUjVM|40dZXN^#2OUa8RWmKRlg183>On1iwt|DS;Qa%X zk*ZLI8w5-e=S9(4ECqjm%Pme_Lk;zc=he2Q zaY=t^S3*xR@AtaI=RZHw^C6!dfZ7Cy*?1IaTiC6aIn<%fMs%LeP5AEB7Zc~job|)S zFXdmF$ZyUz3#C$suX71*I^S+R`aB-${JNe1Q-C!MzO1^7aK+aiyQ^D>az|bV#_Fyq z603gFCXXk_#;!A8}|PHGB9hnm%Y z7@zPUpzMk`$p;{DJ;`6ux><5xAD45yZ3WG^pbc;Z$T}1iG+HGlQk-+rH*KK|iSeGtMDbkCDuQByH|SO+g}I%I@^+jRJrCx4Sbv#< z(i?&dglDlDicK!XMMW_Y0O%GUf!V4b;%2QLG#;+7tgnt=sjTBdmEmwlII+$|JC_Nz{Y%5FG^_vnl&p!d6M=yl9nekuF>EpZ&p z-j3Tb8|Q0<*WsYN0Qi4D{@*q}_i6cPpuP5f1G57QE(oEe%UO%PNiRH9B(GZSMG>L| z#}p;>^im`bMkF}CzE>^;{Y|Pno;C}WIX`}w9xpcmxq0!o-j6TiY(P;2Ou`9!Aw#d2 zaSYo3ey5kt;%$2ohwqHWXj6TBA6qJw%&;EGeH=|i0|x;yahkUs@khGCn$c=(l`+&l z;;=bKzyuwkrJvxqBHHNx8#BHW&MYjbfl&cpz6_7XYQE`|_RA;DC_=O@EX7bKWcA<5 zk*T&=bi;LnNatEci!DU3Mc!5Le=g6v_myFr9vm6L0nN6L_XPD*6*_zac1q?biJo8w zy@)vf6xPXb|EZnuI(F#m>#I^bsuUJAx&|$8(Ma2ISr3Lx0WtJvU5MVNqs$Y_9X`*k zZWm|}5GgbAHSGV7t+$S^Hb@rNbt~q~E>#X1DSTr920Dm<0Z;`t3=LuWygko^k4gU#m zLm)XReIQhr_A~H*TmxvLgoQSb7?+1m(g(66U_O8oOyty27dA`8X8LWn5oqP@kO5+V zjkPsBEp5Y52gal*MSKHz_cm1f-{_rSp+kI0Vn62`f32z6-K^0#j7b!?EKySQwzXG7yhq7W8dI&hD5s@NNfIk2*`v$M6WG0MfKLbf5h*Nn+A?6QUB!0t$Ok4Rxl!qEel<-@A{ZEkNnWTXC0XVV zc~-9Qm=2CDnxw5c6^UC;Iqh>iE{QneiZRlL zcyeEV8_&t4IL=&yk9>kB^1ol=ywAF!ygslEIxmm@I+iWO%BlCb>&iQvTxs^nOIw_b zPb~DkAb(S;#Pl>iK0dR4vnHJcKx*O( zgeD-q)-Tf-=h%>%K411U15-eH8z{4ZzP2`@t33qb=`=Zc`c8cqNXL{;7_Y`T(9ryj zr>ELTbYwea3SK%yMcT{b80Uy5|952;D_{qb?rydJr-rRaEjD3HD1(`u9qhiOu?F$| zmu>?98U+x?^p7m(|Z3Ft-mideckd!4OXg|L?~0zhdA6 zp7lKdWI)Np--LtYer%qiW7n{eY+X8gTu}O1FTpqt0F$+2aA>8`C@A6B2BFQ#@dY%m zX!$CjvOi+m-%4AfqobeLj0j%pT6!A4476H;K-}fEHi`|3wj$Yf7Dl9lx5w3NJa>W{ z2zc?M<7hy#f_;1eNK_$&YlLsN7$!|wH7W#T?|VsWqQ3?pW5#?jL5amlYLLD8*0+}X zDaT?oeSnIWSE~bOoMUicAbIaI5J(sw8v{)<(n*kmJ zk)F9MADYKdjo?=d4OfNycT+~0z8&YFCFQ;Oo2}MYoU;y?E^#^QfcS7QS(IQE;(3`F zfW;=SYCf;R1t8nU*Ph$k+qe658KBIFt~0jYI3u-wc=^$tP=|rWzMDEXZOSaNxMK$E zmd>~QKa%#E#>U1R^0CsT&c-TlzLLXICuM?eRBHSMEI*)1dZWK*hd_?v?D7+DN<5A~t6s{82A?+Tl;%_mj_fq_ zHh7t+u)hz5bl`w2BC7Ci?`$<4@;SH>1h$ME3@n{$r1eSdfa&)9^ZA;L9!d^5Gk9&K10M>asCLxTN-&rmS z(4nN!v;0#X25151{n%9ihSLXKKV1WZvfakdDWp7~GAEK#?RyAXJTBF_Adr{ofyu&D z>I#pdRLf(=spv9toz#!Ae0%Fdce2m1d4Ic8{KB%#vn-ri8&SACSlGbejSjEfeRuu# z!A>mjNi?&Ag9H2^!s}z_ZGT;T?ZJJF9|~!7Wxw8WN9~`!w11~fJ#RBa|MF0PL^ zcy6DB%Vq`$0n3`9C7XqN#EWDFWrSd{8I(Ac&^%L!FgS8BA}ytl1Xec_1+gcw8Xs)6 zO@=c&uh?9`z(!w>#YR`CK`K6QYZ6wi@C4CpW`X#8Dnx@v%FM42?SyX z63wX{LWNBALmfAz_W@En&oxP0n@_17Nam^K#=~5{$}f|*w_3KlBfsTsM~Zryiu%LD8>A;3^9o2ECg_P*#fH8qt>=8#^+#6u1b4+q*UCrl?d1qB6kFXO>| zjoZxBi~otenvchcHR(&6IW$38B$=sM_v z1{?OR!`4cp1HKq^j`Z-?ey33yjqr7fcx^||!?PK^l5m`3b4am8poS#-?Ua$=%%D*5 zf{yb!3y}%$yP8>IsxR4ZikUV_3_ABrYOAJ>OtK9@X?oalnO?fPmFA*vZ+{Ha$O-IFa zepMXS94aO+1GX<>9fGnqPLkC3;IpK#_ol#bCthtPp>Ag+PCzKm$@oU1Ha-;hW~TGC zv&Jk?q$@wefg$?mkK*^hO!NB=FmK=G9MYA-)%D}W~k+{^FO691yIMZZv zPtWEMkXjQP>zrrzLJF2R?DWW4gU5&f19|+2a?dAjs43p_Z1%(u$+w(>=$yz;)D}*8 zvX6qN+Y;sZcg@b&Y^=n$;^Q2<=~#}x%bhf_vDymTvBtfPad;)-3Ox2MZ?rl`tjYW> zN^Ef9EY-4hZ&tfQ)qqRSGUMEP)_adj168@QAKm^q8phy=wZND9I68CIg6mrzMETkM zk=ernE>|*s!(M2f7%MqUcBH;(6;ZF#Xu-v?XF-r-cghH{j_X_a=rRSbGQ)GCHw(|Q zN(=@Ul`Ia7ZrR!%u2kRi&E86?p0Bq)#$Qf)s2w7Q#fnpTQsEJO!6C)M6dFrRocJ`x zUjFDd!dA1?G5hpG@V!veaAJ8E6CwI+apH7%<@GOPMtq!^<;ka{P26f6LWMbwAHFe) zOE;$-5j=nLWtkH5ySxPL#iI~nEkP#6^3D;7WDWLv@wJJbj&OX9c?QhIOq+}+AIFtw zp51l7R_cO2pPOET)RpluSW8wRBC|jBID3Xf(k>W()hX~PY>b#)LGUJoS{~gyx`=0$ zf$BYCSy=a8AN`t^6?^;PJu6m z;l^L4-I!?2;SoB@rqEX@ME+LC6lh7V7FUh%9n`M@MaKk29jFaOEgopu7z2%74~kk< z6@w<@T`uW6>E)LsBm@MDjvYAxLZ3$Tncc*$&H(5FF|65;LP6lT3(R4N(P#ANP4YF% zEiCMP^fxjX-Q-Y(t@e;>^Rs-hfh^1r^NHmo#-A4XroV4*x@iQe5Xp_XT$lA1ULEfW zrOwz8y|r0du_?C_d4KpP*DO2S-Co+bs)AXvUg3$O3o2{&wB=kz4E3(n5KMROv;aPo<{uUYL0s|=66>zxq^&%5o2ZIP5`e{1xM zz3|CLtnHPI=+KVft-Ae>W|AH8I9G|g%YlB{x#(YdCI6{khVArjVcwKDDhGQ4Bmzu? z)a*lIpC%(4--x^VZQ&T_b@@^mUEAZl{;a(*k@~b8v~RY@f3$%yfa~qt(!)MD6a$fV zm;%@QV<=$C4P^+o>6b;0zLrbj+6QC5wyV`pNmv)W!Yixn^tY36TUOOZlb)@--hRUU zL0bx+PHWvo@3?!0HlMK$RWLECi{2;E-rtgSAl0^jvvKGjWdI#YSv=dR4r zm`j0Zn5)L3AD|jdx-0>8Tp<-SPx6sx0wv&BNc4->Lw^f-mFqvL-bNDHgfH)bYm)EK z^tC8w9TtKcvem3pp@k>Mp042`t1jbZU}w;T_a!haD7GUa>|^L6-Gp;hCt~-VGd*%$ z%X|~m?0&$wi-*uz(Hx5`*WvV$fGbP$+<)p#-HEvf?kgg77iaNv5|rAmCm7CPiGwW! z&C#EHXw#?P%;VbfQgtU0Y9Amq<-F~;3 z#k*O|&)X$UA4km%y(E&dl`9myn14#(^t=@an)3AZ_d+iZ87T=Ld3E-B?mH2ogyH(Z zi38EoKhwm}YI03~F$*%R;oep4BQxgEAZ_qMv%GU7_{lmr8sELfh>Z7&xe&L;u<n{K)o_+?5D8^JSM4#1-Gi!p`FIq8f4^7W!90+?gg4!J%+}kceoak?+@)i zDHZmx{2ke~dZxdn6`u6p&|s>Srq04SD5Yt2>6QKybSqtFjDmFq0bcSTNe z+arcBiP{^$(p)oxfjYH(`@o`Kio}O`n1ycg+wH}k>NhD92YRKhcL(8v_97n*95ktA z%B=!>AU?X?(c%%pLkLyh`Khk4#7LRtUPQDvt3(TD29tWg#R}*j#F;^BdXTdvB`)wM zX9*@fh#qr{LJ;|*sYKH(82|4b%tb6h&od_oJ~*)R=yo{QEFW(S3=BLO{5PtJ^Z$7e z{%TX<(59){dI(!aJI{IHZZzev$>~ETvs)4BwV5x3EYOMakQFOj0&gU6_3KM65*`I~s8l9P z*?0v(*9LVay!LVhsz8+)`bGZ{$yZLLyl;#_cwP1)b_Sm`e?=IgJqd?P(9+ZzU&RLU zq%tmY$oyE53Hxvg<#F`z63f4v=eKXnWS56=NlkpAUJ>-T<) zBL9@3OU@5&MZ+4&9*69+_Ropb8LX%j0Nr>K{gPzI&89zD>(OjhvhfeAn6yr8yw>He z_02Ss;-4OVhbjtg*^{c6t5n|f=g_Oww3`#oQZ5+?9HCFsi-Q{{^UmL{11K~QYq29n z2?77qB+ENg8{&E*hQIVU9Ya-CSqesTI6WOtxpok55kJhk!{wne1WCT`g8S|@X(Y;T zh{l%)cVUec?0y$rJW&?6o9NJP*`@xqzaw{&&cC`@y4}FcI=QqHm z>+wyYP%h~R-Y?ZMv{<-)B6FMT=^KujXOQ0O%70iv)Ud5@u10~lTq}`zDTg(EXhv$= zi0O5T-KuH4e5;@XA9C0D(;a^-1A5C<=NW_c3F!-}dHW#dVu8?$%_PafIg4xlP!Z*9 zr%rS|as_Rx+s4jH=NX)rYzT|l<(On$q<$#Os!)@GE{CTGKNIzT)#yfd@)Y2eqO4iO z##ZO?NATQ!VY}HI%3oYd^fA_~d;YouLm+{e-4E{me?QvnL@Kyp*f23n@d@@+Q^GLp zX>9So)JfZr=2o41>>kz^w0@^|E5d5fia}d^9;F#Sx^Qw=IvMah=;Q#4I%z$w?OBg+ z@Ja(~T6K@AvAc{KHM{x1*Wpan{H^6$9?1j$QW#kTAoHJ3+jOAzXWZ86& zOcuA2*1!JCCN_Htb%=q4Xs-?GcKc8$VXKj^A7bLKEo%Plnk-TEEc~MpbZFMu&Nr0JWOh9rG`cEGx}JmM}M%kZUUo>D57%i{SE64pVd=;^EpQgvq2thh zeg5*7PmTIhYPh#QCKZR#dZ>l3`$22&rtI;iY`FaPhEN^~Y@n`T$SxSB>2GELsB_{C zp#S3jvnSKH+`^wEr-vWeE>I{-E=2n$FfZo?>aVxgZFR}p82U}>*~)HRuO`wmIvbkH zBOoqc)o}8Wc%8mK3F}D6`plK%n9E~?24Jf55SgM1k>wB!)N8aSG?79tXvioSe($LY zrJ&Y-HIgZkcuVwa&Z6IG|F6B8h3`F~=l9|(^5RRh2(&-63-sUZm)1X(_gdnK{wUx2 zPB2MRU{bJXvY(&rBftEs&?(DvRY!OhpNBh8 z{O*1uk4WUPUtRBy1zi)X!iui}etv$+l)(Fn)a&dw6bg;>+A}$H?d7)-TLn|ljp^2l z8emqiY2Kd*D?7w}rq_18-8QCdV`}qQ+2e|n7Upl)5y(3``{zQ#-4#cBf=KnxPczCA zSxv4P>&^hiTB>9iKymseHJGo4EDo;Mg!PYRM}^$)&ll3tz=rJov|oONz_hAydNJMr zWL#EKynL+222R~DJem9qxR2mevG(`yg|WKRaax`b!L4t-tViyAM*8MeyO=-@rL%UJ zay=4CreA(;wtA67tvqcsfko?2_WF6lyX9v>MZ_PkJAM!>uy()1qxT>3mV3crw}I6?0sdAiyBca}u0mcwre{51ES0vJ*AQN!n4gVY0AHBSyK z(Zd>0puY#Ble-|Fs~}+iGfHQ!#3%YpzpEUJ%q4_G|)qz!6+2J4e z1L$KVdilaLk09f+gw~Zz?DVRwin8;V;IRt(*-Dh;MK4I5vdX#QZg#pxGK842LV=p9aAd9h5OK!?BgJk!B?uz-nCsf*a} zsMd-KmJ$0wMr@>nB*Gn8qf$9fzxXTrO}HHa8cqDX+GGRMY#1XV-@WdQDyHK6TL~i! zc0x$x$iy?|7tav5q&}Bau;y1`PdK?089J9Pu4%qE1z9BGh;7uYSI$u6aZ+0}6&C`l z0WqZZYNqu8hR@F0+S<{vYCoFDdBzB|lashV>U((Ha*i%H?v|zqdepYq&(6)=Hcq#U zT*wxG0>jOF;kwj+yW?>nXnM(AZ?yB&mO7{Ql&Kn7`2CVoTL8A}CBbdmMwi~jALarN z<_ zRx;K5hUxZT?r}mjROo{Bwu_=+csPa_F{*fSyflJ-c6lXaN#%}jOtx|~nJ?lT6|3O82q()ZsMuL#!;4kf1+Bc7G@k>(D*_xRN-CpFw z|H@@QIC`}8BgWScEZDkvy1nbyapU|R0gHq~y80@gxW9uFY57cINy|?#G*-9Jv$lCs ztc9hTDktmc{O+8j_YTsTDb%(ra|Zp2%6zK(Zpak*%%B9XOWOCBB@(DEEA}1#rA%Yj z`pe+k>7j>=5$K^qAWoAtfy~tXN#Vn!B9*P0@%UO~na|NrcNdrF7v}x=Z6DCy?j8Q% z!ac~iYhsybq4{%SPgOH+g;F^0n+Kc|Ds0J|zzM?+4J!#$;hOZ* zuoH%^AC$8f_r-}}bA^3G1{Mv&`!A@>)!5Ml?;$E^+6V#B7Nl*1FPQ$lw~oqw`sRrq z__c^BPMhWjZAF zj`fQf&9>|u&01qsR+GitZ4GPr+1_pgwC9V9$}T8ewl}juLZ&W0cLy$)Kc6uPE@l&fCilx^CX@`lYQy_~7E>Q?jZA%R6E*{gb0f5ua>E zrU;Dc&WLYqV}0SLe}aaP8T>!#Ek0Y(SQ> z&FTVgS?1@TLU7Gexb>4m`gKGR2<`xeeWEvu^Aa9GIiNW$vzN3L4>fprC!!y;GekJU z^B3dctwY~R_~}2ic3GlW*ax^N#AR`kL}zN99pj{?DYx{pwsdH+6tXyNoHF#viKa|G zD2!vu{jK&dXuzcak~j@uqyWw&VB3E2UHSg=K=MU#`ZZ}SM#mgQZKSbTdh7np&5c_B z+(o5U<=qeA{X~|Z0}Ky;rqiq1{YSlP@AI>Z<+g0=uDf#+41~PKatO*i7FI!Vtv*`` zAodD;mN&clm$BHMhWBH+4O%LgRu7Jzk`ixLB)R4+N3`j_i3e}Xg|gSPpTyZ^q&IOk zER@=2YI2UB8d9?S(1>p6jdjAW?%iWMkaPfW{6K@SH@OnIz42ck%?^dya|*}qA~QUS z3LOzCP>e*PDDuCtAWGtPLy(6o{fCaG(^!l7cl>z{mJbrUSwo9>0x~)GYdx_R~6jTKew+r9gYpjdlLY56E)ti5K4#(^W>JUwe?2rcZ%#-X29II5lq_} zth?1T@EEjnfWv85u-6Yc>q?A*xXV>gOv$-hfdLf%cwr)f8Pw>0eT zQfJJc-|R;0Iyauk#Kv*Fd-Yxc<1k5tNR}GLd`tCr~>m-(xv?HRT zQ~M+*r|;#qL6%kj!C3C0o{MyZN{dGwLlGWE&_<7-Y=WKV`m>E&w_ehv%ZoX+PIx1< z#Nc$Gq%DnRu(omUW(qI29iOJPyR;s0?rmt|15N%>_2DQD4pMD3xr5(!)eYn$Er7QY zP)n_|9DfHrg1(K#V5%2Emxrk+g@m9JAVYjf3u3}@t^#ZDyxq5i zt~;5f564F1(m5Ev9n7vxpyuUFsAUrRy!tSzx-@Nc_SdfMI$U?Q?elhE5GfXL;MfET zO9O*q*Vp$CSG{rbx=0;3zDXZidj@Y$e2EJ|iI&-3pmUcH$4 ze3ttX0b18?0i(kN98^(BMafJbyz&ust0mqp_syxv#<^I^YoM4ln7wJVLi4Hc^3m>-I0(!tGd%tHoRD=`m8 z-K$Huw$wT0abI?a;>ev%E|XyjP;f<^+Kdg5-Vt>N$Tiq`v+O>$_l$b4H^}K5XML!W zeQOu#)5qb=jt6!l87_L-=P~J+FoWucis?hco zI{qlS&uPQhfVxsv&4uyz<|#KZ<~|aZ0r_Dic~X_RS~YF!rO3F1B7|VI_g58(VQ6Ni z`3U{nQzgTHf46S&mc9aLy7Whzi~iU+B`Kqrn5(^Xxt0EKHi_=r z)1%Q6X&G@(p*plQ9Uji1=8|uZpA$p;0wwgbYM>cH!FX$1vr!W7O+^H>S%eeMeGJ!P zw?Yn81Ss!+GWBN}sd&9XAoNJM3P$h+$O(Y+H2?x&W4HH!taBky25>LjKqw7QLpM4j z;}M`#WPE;-|t#aLvSVjO3)%1e!4Y7=hwu|xyCKVlk|Nq&% z)A81cOpV|9YNgyEbs{@L1*P(FT+wADWeYi=GHvGJUdO;q;{N4w;wl;cKUhv?4bWEr zI)6COkAJFZae}LDW*va|27pW+EBf4w1Em3iD&W*0N$T|;Ck~hw$V$c*7c;~of{Y<# zIhF&IX$1fPYo{D+>WiY<;)0p-`632Kc+p#>eGl3aKC|;z1XjNlIEgg{%?38N$2SIo zL3v?6&*Mb4G?IMY?Q<72b~7U#>#pyTCR2X#a0|q+GM_&od0dZ88{w1nGMIe0A1tfS zIvZqG)u~gkTxj&Xcjso@zv?B4T|A`w8B$bAr&%p^>wOvg{8k|;i%?!v)X#IHuDMzF zVVK+iMfv@I(MR=TV=7w4vV3s>!G=QWspQ@O)R)fz4JZ+KBESfE?q`2pRo*my-gW>U zBIn!V7Qi$G2+*rQe9fuV8_P_)1uRuoHPmKearV1Yl|s5G+&X(e%$B`IKt{A~eOUp- zey|hc@Je;Jc@$WvsSjsNd|b;^b`M%KVsP+K&#o2@72I#Ouz>6*zBNS*{5IIdK1IVO`dlm#T z{O!UR&!CJ>o2|)x+PoK&rdQ4B*lXXdV83xAvYz8KF;*_m-<;})WTee?udj*(y~Ycf zy<@MK%s9{MTy;91<@UW&y~#^kx8rWxDvQB*XN$DS{bcLPNTJ5j^?n5_E7v(LTB~3+ z4SEX2|3dm;0>@fjMF7n_7HkUSi2;bXe%T)b!0_HLQ0O*n=cQ1vDMNfW-)Pqtfq=bH zv^4#DCjdV#$87V7fZ*Z!X#j5tZZb3X%RSG2%0KqTxw*TCP0ZRw!yY-CFUl&%&=4DS z?Z4g#NvlsiZY$Eg7~BH_h-og3e!lZF*UhJV(_sv*mkZ&FLIqI*g8u&7nD+HL@$<&i|?lkFeg9DlYe2NhiZzLqTb!#fa?@u(Z346mg{EqH5_veFsfP*iNw zJ*k23b!9}xe%fV`Zs{^Wd&VFgG5|1a;PYuS$pR?a)lkv$f}ival1?bJRkyxqE1 zN>&X%rs?M96Fz>IU$gS8w4&9;Hq%9A2d*3OX#fwjmYXmzRdz}K>{_+n`0Jh1Rw^&Q zzPH<`&d2NYA695z-Xa_{{5b#n`_JhGI5JT`9zHUX3O`ismN9EryuI}X$~uRaLBc#s zA5AN7B7NrZBLyG!m*iA%5@OO8e0C<{vLiwcmL5SPF3xtLFp2_(mH{6!!f^L=eDtsI ze!enfEz;Ff4jL>kZMa~6ZEI9vi#dWa*BtWNwewA=mZmJ`el#!pZs!htJN~}GdU`ri zAPX!yj}t@rW-icv+3k6SP*AXQYrJw)>vrnQps7@08Ec?LOG!T4OEms4@5moPOm7)d zD3M(E(S47VI6Tk!@2}Ikwi3M@V;h5V!_khf1DBD6oHA3JH^=m{|Aoi41M$^dIB5W4 z0!Y8qw6qc&2K{DNV2suogq^`=CUXk=KQ;c=Qq4LB^~Scm=q3|-n&9rYZnkW5UIqiI&7XJxICf~jfk={*s3Ydx1|9vs6)3NN2c%4&$HvqHcymI0Jdl@Bq{7FA zWCowo$;t|QXP;$Hw^Y8Rep*dQ+4_TsyJ~B>`B_3#oCr^8N=yp9pzPb(St?p-bTWpY zK+QJQC(6t@r3-6GXKjd3vae!pQs}kA#xj5hLLeOZ0178SNofY~L4{ZX0U3@pZTJ%WQ>j?nM$wn9^G zQhu7n1Ok!&cF{Z_pCKbEeLfN%u}jxmvrh3RG`IF3M))pfNM9_~Fhs^2f+|a9>8CrT zfC00pRue;K02Ncn7xMj?l+RIyijjK=dqX;JrABi8?Xtf9ep*IGy(;tY!nvKvB6c=5 zU@7neTuP?eRq^Okmdd2Ly*XgxIG7uN@gv6%CXt zJbHEDjF2Z8NrDdfCH_}4$M`;EHJ4fP!kd~kxFqx6DZ+_|%BL%rK$zffJzV@c`03h* zyksrE%CNYdtgjoCNnb4O8Qn*=%vSu6ynwry99`W_??)r$`~1NX9RsYQZy*~;U!e9Y z)vnnAIc=uiK3fY_<3B{ACFeQYm~22tC)iNDB}v3+C@13O?)dDzdeoy7 z1Z6#1g3q=0aV78X4n0mFNWCB?n5*WV(0WbI94pI?1C~BnPAhmj+V1zz)Uwr1uN`v@ z>vpskPx_00bn??bIPw@zv3hTfmU`fESLx*U?P-5j6eby73wA0 z1?$L={Kb}r5B;)uuQX`)=g?)Urz$>>HAx&SJ31;5J(n6)hduPVdrD|tYkCZ>G?68^ zUOWrzdS+_j_=K<*6=|%eehyodM zR5Tzf?A2u2ZLPm8x>-HWk%3_lp2HJ}Vtd)sJ8M_Is3!HUv^qR9nKV zD?op@k3XP1ps%#r{r1}SG*CavYreqFDiF3CsU}AL*b@~La8gLH*mtyWnwCe= z*Tf<}Ya0}x7`QoKvmgx4P>Y3UaOXR{sjzhP=M?DKU zFM|%f+O0~KAT1A+^~zFqn*+96&%fY~(YS{?hl6E!R0jJiTGDVbMx+FIp&n~He3}j2 z^Jc=Q=FJQfP!|JSdhkCjgHr}UL)&1IM4!NR6x&IDmMxcGOjNq5WO2b z58hR3Q4_OHo52!)m)u~Ynnz}^!@bm%kcH`C`POrvJP9-52g@L-e7eBw6COjouX|Q^ zug$sFUqjynyOTCO^HG_toE^PdzVaJ1np#vNI1RXVsd{!xXB6aJYIW!<;GuWU0isXc zC3(e@@~Ev6udu+`xOqy1_0N>)?_$&XS~h0Sm!UJq0K+aX!)mY`XYUFNM85_vyEQ)+z8a(bLv0gg~Up)GO;; zyNhx&+Omu2(nORdr5FP#)hJkbHqnhzLVAy>D}qQ=g*93n~JEHQ!(yIBAL4YRmlC^qRkJ1d*vr*=URBkoom*u3of%quFWtGaVSxBW|#cn0I&Dw z#r`cMN9{s$WDrs1#tgAp0L#KWDF!-gF(?%)(&x(FmQla1ywCGfpexQrv+tB^q9WyM z)gD^7mnAd%_DAPYamg1@M>F2*z?Ov;GvBWpD;HICWd+hQIN7+eUra`Wo)DNU<_0&J zF6lhCPHNgKqurke;Zmusj6hm81{`GeyYUU~fQSP5<8PkqK;37X1Nq9?Km#B26nitX z)i$gXUNEOTpKTK}#@XP3`r};3PBqlw#^sPMEP>XJ1qjR^G>vEG{1O|?V=?;@?ipkE zDr*|etFh}B`MBmT&p>FiK5IN?=(-27CGb+0>1eZyF!poKh<;k8Y7 z>RpaYN7)*8-WSABWI2mH<&e;@AdpbNfs^Nl30B##&gap4+Nlf>>%zjGAVH*rq6KwA zVAZ%$?uB44=8U$I+iwwb{ew(L2b478z9BV;h^B)$Cqu>bQwoLTxm^}Hp4V&7`RfKv zo@XO@xCPbZWIpsV-I|~oGAuCQTn_I!-}@8I`njW!T%7$qdIjz4-1kVYkAqTXvZcsB z>DjxE5@ccj_}v}F&)mYa+zpgM5J(UWE_%P2xp^K4pagA&S$n50ISC%c^~+>Pl&#eG z1PjQZPO|DvM+b`(ksnBTLEtthqdQOz^_5b8UDvl)WjPo<1JOMY{Oh0sjqwMe#Af`V zd2=YSQ+mGmNjdH;k@q{ZQOI6o4K~XjcAcaW;2!Hop_&RW2G~DiO>{0B&o@vd(5ICQoyb+B_vVrACqg+Fd`iivezn zC8LOKraDl!e+K3>S{+i9Zvk-yGZ0ZuLGm%p9_lSDqY>0d5XV z1hq)L1aPs7N&}{}Iq4w27o9q-4B7%sR=e68JOfVqNR;29`=>$SqdWW^^3tlqBmlrq z2-Vyier}9C=WNO~E0-{x9nvl2VOLpEHmbf^01zmY=+U6cs>Iop%!4z8t`*DhEf(V zqX&TQV_JgY-b{sq2H=TXaX@@EXCDBNBi_657j^=_UuI#-g|Pw)1%dQKdFWe4ei{fF z125Y|n^CYdanANPX_+CSYC)t5n_>G@v0%Q{;ZDXR(fi1S0S*~fGfHS4Vfasw1+tdX zi4t`{eGbBT9Yuj;C(fYqV9REjxlh7?Yd;sm;XAO=hp7++E_z@qD3S$;Kfrr82oMF2 zz1k`(9e^lo2KCim)hIANAP((*PY!{6U{-H9Hld{{SZwIGN0{=*F+l!NyPqt)ilgN< zi1q~+RMSMt3k&<0vU^3?(h?15j6+glBr!9gZ)Ffyxv54BQcx-Exp4sfteMN>rH^X> zQ4@I0Zu+VQAEsIDKav=8sVJIT2XC=gbQx)dcje~pZFRA=m)B`>>)q^I)RcN`XkrNl zM5`KM&7UxFuB|cu#OAV2XJs{JMKL~zAO3?-+ZCnQmGK8W4+OZWo}Y~?Dgul%XzoD= zL0j#t0ug9Kb%7`kPLsJ12qti~YI40^8ff)2kSxN|R$9$7UkCjYm%i(<-+FKmqyA?z zT0u`FCAD%XF+r#UPVX>DGkunFE1@e*jQA8woSfkLH zC%Wm+CJQuwk60KA95jFKNEjP8Lr1;S?Y(@wd(s@kmxvI#rM5|9mGR|@m-YO`1zgZb zDz{s`K#g1deQ~nKu*pV?5${Epqn-X|4;@!t*-DMgN!FB_u9v|mZ=|J-V@&N7=cV1Q z;EM9VbNT}N3f<2Dq@pSP{K|1ukeicJ4GuyW5g|c0<)c)6w$Zm(qCl2Oq$3)9a$k)l zcq*xzylCsYhW!2%84&9(lDuSD{elIDJS*fp`6E<4_Q@R==B-I^sHf#8r39GmA4Ge4 zO?*kixNoTxt==U|J369P2C+#qVt>pxNkE9^$#Kp%aUdMeY$b{3<3bx0q$H_NRdmyT z?wZ&lql>`k?O|+gNNQ-|bM?LKrx^|z?@$+NZ|Wy@6}#xF?={fli!*wXHEFAu86io1 z!m2v(gqKt#Ql2ReWev);AK6}cY`}5`sBi5hV5d0g>&A_NP+mKwNoi~5&AhGkR30jq zqXxfXPcsNeyVjp57xnosSWd6ltW$X=?GEHqRk_@PljI^J6WXjwo^#`2GY%QDkJ;2Z zON55mw42~p3LoonevcRm=yhoqNGQ?HZ5^u8!P3=_=<*$S!j-TY_XlNWa&5&yoe?dH zDAbLgk|~!G)VeEQ%!K8$URdZ8J7(?t(eda^aTOrff#NR|y!N2{Sk)MVb1Dv{Is!K? z!b9``tSmqi4|x2Vm(&y*m4cJ_7jP)^YLJ31hTt7I!;6Ae4fc7Q`nKfdsPIN*^+*dN zIb3^(<<4VzfTx*|P(ua zr>36qtYF_eE1BQ$|9|qQsQZ7DKNYR9xL@Vst+b;RYrV0*tXpPbM>aqN8wcW{x`fST zdQDSB&qBM0T0k^T1sz`){gh{E10LeKQaPr$M0b7kXl!laToYrv#Dj3Vc5}ANmJ7m2zS}el&^F>SM=Pg=mkn1v)~lmFFWK5sBwne5gVXEs8=_`D)`-J8ddTUuQ#gvS$KzM=Y;vEvmpWqYY4-Df;9EVs7?PzIfL5JrZ9i;tx za6B$9^P|q}*5QuS6)0o$hoq&4g$^c~zvB%s~dvKrhNg04Y^nAeQUGq20OiEHKk zmE?pCD|~kwS3cE)&i(Wbh0n7$ zW{?Ho!Qy}aI>zns)NI6>R8vHMEcN4GOSoRFAA!;`T}LaO!^xJz$l&{b0b2+(SqAy% zfI3S5sM9|(0;Zm!@DNRj%R?IN8;9#ZxqL62=0T^Z-cpN~IyK4Vq~6e37Pidard9qD z;*d~?m0?8?H)7>z4L<>2n8Ta#KKu@*U{+_RcV{i;U|HH_Tmg!CTc8gQj)|a?uI2=y zNOa)|XJ{yNIQYeZ!+*D3^~E^fWk0E#7HEm&ogspC0pADy_4gDa^ky5p#CInNZJwZg zOu=?+WdjVJRyw}6-AtBINcID|G>eh{ZsX2VK-q*Dg~JYX?s1?Eqsx_B?0hiK3$iKb zV%%c;Ty+AlV2k&?`{V>f#B{VyLe@e9j4;R2*N}_D=d=Ba@0w#rhKWC`laWhu3PCfhqlt%$JO8N@Qx?h)z01qXt8LvckyGGdX=%wr1kDlOS*B!AMqvj4I3RFn3+5=m z-gt6y5+_z_>8inT%iPp7pASs6wqObkhExwZCr`J-9KaA5W)W10u=7g}NMelTNSpM8 zxjkHO;X&@KuhsB2b`vyg^|HNmQ+$g&!4La{cPPjd(k_0!51ab0n*`u3b09*$&H{t%VKV1lCZ-;FHadNaHT zWj1BpAOp z0TrkUFhdG~HotGNt^%C_P+uOy&>s6x;nkQh69u-=&y=+P`&r4JqUPk}NbwjI;77xK zSCZmP1v4=K8kwzRn90Sdww>eRhyuS z@%qL_|9(t_l)kZ@ZiB-H?T=J8KEL8wO5*MD@o_u|2Rw0jT$!GF^Im*kt1V6}O>e~+ z+i&e3PCJvv>t@?}k*angl#Ks-7?BqXF%e`q!k)lw3}E}wkOP3QQ9>;xeVbwrY#)H5 z%ruy>fYE4jY-~2+H^kQ!n#H9g)Oqa9TW&R^Dxb-YS8_j z<@Qrr7MzA=!8Ra?mejN;H#fWiMq6h<;IS3DTvE3fvw5nfriKoxOancwi*AqZL4$C- z!wP(m&|?SBO7C^TnmI~LnAzD1z_|~WXCaX9O8Fo{U2~fLq%U!Dc6RoLCm09X7(ka` z0SNHmq~-_4CM6LV@a+1^uYq_m{}3S2Xo`IcBo(+tBS{2vdV~A*u<#)t^jg+-vnZ?R z!N@W0upZ7sRGQ_7+CkK*Lxgar{Gf_F(*O1ynHpgz@Vc%4v;t0DK>5jF4;bhIw^i`6 z>tA_QB2NRc8{jd4RKNz-9rG15CpXu!1Z>J8oV~>soyHs~zA-T8M1nlN^{)SasCw(D zEW2P26cChd1nEW^X(XjzQo2Jzy1S7siI;9^Y3Y_u0R`!9q`T{GzH`pK>pshWTrTj5 zy=P|6{Gt}jVIqXn$QT(*wA_Ayb3$`!Kk5*fhlS<5ZOI_)|E>Q-8eqw0Ia^&2^ctK; z+koF`AJ~K87AHO94oGuT+MWg9;eq4RsQ@bvPXkCz$S{vwwPZ`pg~tzC zjys6cb@&NE+O@y$c7nAY6dc4XN+AF5(ge<4-T*c`WTd`pU(>siX&mpIB&x#fV3i)wm7nj~!PEmNxSTmk&|Y5X%) z#7G8!&;$+2^Mn_aab=cT_13d=+1`|OtUyMk9&Dbi{(PQr=eKb}G|@yKM?WCTfGC&A z0|rILp}d{Alj1P`PHztu|L6Bjd4f3mEPO)qBfq^F!aLknZ9fHsJ>~l^UO>6(gdVTg zMaW~J(9`Dy1tu3jp(2Crlc=R-$+pKh%VQMBXsp-BHQ;?bf#_UB&E9mgl@7`f#u)H+ z6BC+1>f)i2iuMKqqxqHL@8N;vJpc@kgDFH7aLscW03oZj$ogVUx^pTmr3b9aMvK(c zHU$OY=5~5P*gyX2x-M#+xe{|%Es7a4ZbP_}=0Ij;gNzyoKb>v=KANqe`viF&wt(sr zD7ihI2|v{scEUBS@kVdFfhJ%7Btw0<*}R~vrlE5IcpOuLUR?AeSN5>-SD1g)+^gk*n{##OA;lSige+z{goo_V= z2N?yWpi#VHz@VVZ7zmDOTR~V&xIdk449?EZme_*jp2hEG`xaLjN#OS$(57&PCSyuW zDyyko0Kpt)-Nui*+SDK8Dvp#@904#}`pJU^EDO#65WY4`lf_ZoNb|pmGamHAy=ekz zrO;*9SQ1FSQT)%Y{?>E@=1{)CeOqSm*;>VG&Z0;V$iFyBz(rArg$xLEJr_UAU=mfW zJO%2X#U>}SNnY<|Rz}A7UjW+@Uk5UjxxKQKGN>!B=YP8}ZNbA$7Ja?w3rqV=Dy@~ToFI1ECZi$QR8n;kCMxupLAEBorQ(`HcY{cDJ2e^ zDgM*^5pmk`$a1E%7|RVV!9s-3&%6V>NtGE)D3T``pzpyei+7zUbOGr)IMOV*{Xx`X zvk_KSF#H)p#SI`-!$P(R>1h=(|0{RnPZgAqD2=HMW&xI9s@dm2Y;jOw85crXr8yi0 zQ2+%jJPEn~->r@y(PaQGEdNn!p5^)Oq!l=i0$5Y;GZyaI z(+}8c;?OB90FUit7Cq0a!*VDAjJT`c9(+I|s9{=-^mn%Xu1Xmp9m44d5+(lY*N4mP2K0Ey!9YwY37{KfxCX)AyUc#N$p$?hAfxu5 z$S@GlN$i37)2qiI+jd4N%){A)+B5=Juk&NM)=4-6@zfuB0aozgOLqry+#;8%Y;O=m6nsbf&*l};9U zJ7&50e&}W?dk%rdR{Qg4$KSJ;F(_NL$_~$~gGr};AI#5Ph^1K6YG_}%gTus7T#29l z{TIh#80yX6b>@B9#w+;9?LDyHlnOw7lYV8$_I6r+8~VI|0O2KF*zXanfe>_(5-1W3 z*p=#K2KrUL60^yX5yB}t$Gc*^zw}SK@T$fEWUBQvS95Gh^F;U&7w>u%d6ReUD)IS@ zGfL*5DGqX?}b?6O{u%12=?LT zNreOGMSs^GCgzcty3yK z`OVJ@lbO6!_sOW)SUc&+X?3#O*_GG?O-a@d)Rt2|w$z3VmSR zsOWwwwDGPvCAtJwu9MooP#AQQiek++@FO0Q8#CS|mVw0)MssA7Dx>gtz*B#%*ieFS z%E+E|&g1e7Yq+@*aZ=OLq7Mb>%ubRL3js#h)fie*ZWWo_4&cruBA(GWhyq)|i|_N(Q1G)yh&tf@fnd4YYO zY~vQ=5rh2cgUv1@dvAkO8W)%>2PdaxTR;`ks6 zc{EsKD=r`8NSnGO8ie&@{Wg1#%L8z~(dz)iD-+`e9u0fvgL0db%3!~pG(BXH&QA4c zsf_9q9T#(f%eJ8{V*&9dudiBNwB$xawB$pHy#N-H$#$rAt*pi5yQ2+<@qBUZ#P5M{ z-~m&@x$lPa233czuG5;g&f8RPatm5nzFvLhYf_beW%x72F7;y#6OQW98%!KS&X+0| zMuq8q9~J*fE6SHE8&SkHU9kz*G8gNpRIYE}BM%oDVcQDdfc<{ZOX=0lcz3_pCE-V} zb(1!caIJm;Po}g{Q=(vjXqca&!1QidpKcqYof?ca zp4$=Tnp-*2 z;?5PWEAt!sh6(~%`f;M=BgIQ^@f;cd%&15>V=HV`WBXr!q#fIzl{CVQ-EygMaNidb1ddc*K{Wn8tK|OKk)G7i zKwZS9*380RVMW-pon|1t2Rkax3l=8LD)6drh6(g{o_;T>!SuUOA0(PYyfF=N9JW^{ zAh~uL_TEN$Fel^SXz98+BkCG99VAx3<rdw+)0NQ+G&ob3M3Hh3~4ceH^QlwmKBQ{ zPS+zZq}0g-T6YZ>JJU=k_5JJ>Wz{T(4cQ1pgK1><31Ch;xUy0c8}&ymVi~DR{;9^X zo*I1drh7N!3=3PbV%x!h3Bh1MVvR9s%#D>{c%O5_gl0AuG~gJf7tToWZfsE4pG} z`VF)hHQ$WC_4_TV(Ifu1;m178m}~z^;0!lw2wZfAy429CuEn=^ zzcFbOn4I0z3n!uoUzj>-2-7*f`hHqL%qJAf*Tu?^h%>1NzY@Lk8;hR6M;QhUsUtuq z^AW!iSvwGDc6lY~aBUO(sTB#rkh8Tuv?*UEKUm9C{KSAIB_<|DNdVM+HvgWrY9@VR zBiNt0oMwp3F4J%SzPfU$YTU{t1)cV^_F}`%!aPxCZqjSsblo9jEfs9u`ZMMdiqpUT zj&-ZfJ&^_vZ(cEDp{}yZ+3ooyqh{rN?Kqo&yHSvF6hs-v7#u1RaAC|B;qw{$1;72e z#QwF#?J4~ef)C`8Zd^((3N z!9{nxtyC$_{#p9QGuf@p!0U(Fl20qjJ-dIgQ)C1B1o1o7%R+p)&UXt~(XlndjEt_2D7ie^zFA)gvcz1(_1NfD{%tz&= zBHsKyro+W`@|D1(C`hrDp;?KJUfy)d9fI9$V}xyl`B+DmpG1X053!E1r<0*N|1gB5 zEQEyOSH5B!tGFzpQ$)~(AK*Z=PSwR6qH|v1eOhr*0T_eva z^KH)oSZ4t(GSKp1g}MVp=+m<^AddF=w;`MO zn?Vy5wVgqmQU-mm+SY&3)d&q>(xLzJcyz^2xwQ3|yV%`&@JX$lIpSz}w~kZ&XWL;f zhPjp7(52^Qhj9Go=HvmkLT@!||~c zC+v}P7Lx<=FS@ZPmi^7~{5UD>snsayVa7ZO(`ffo7*Dp_-H@{|Y77y^Ak_|=Xt*A7 zq~x$`up@BU4RE4uZ>$xIKcJ$z;W_2b!8#t5aHC#o^O3fq8*2Nfwcw&FWcMsToSv!5 zcbH)X(2?T}Vs}j!OY0&lGQswUe@JaaA8(2_gTc+*H0#%cKOqwTnt?wj%ASnAY%W@# zDE-<5oa@Elo|#C1XkKL!j{Gu^Vp3U0sohCsGhH#6wYh~$N|}IDDnPh+JdH}r*=?`$ zh@YonLJfJA^8#3oXmi^CSyRf}z(|FHm~h+Trz)X`_A-!0mPyNK5SvtPgHZ$q0Z#HY z{JoYPsrm|vL?{;)L4d=tKRV{|J55qr6nZVVV)rA=wRs?)jPx#O;d(24(Rn}e0TLDQ zu1*0}MX%1GKy*{kO=og|+-Mp8T%ScaRBTjjHbL?;3SVB68_XZfWP{Ad$`M=^y_Czw zF{Vmeee8_GG`Bj6g(E970kg`pXTE{iXod&qNMs8e2%Sg>Aw2GZiM-FhoKV11q>)8^ zDP~{Wv$uA)RI06~`Ew%+tnLK7rKv4qh>}&b_)pc=$7`_k(@Tbwi}T$G39T&kp9Z9o zqDfk;*LqBGXvwvzo$uY7D5nkDz?vD7QG^ZbGz7*nNt)F`fk$$5L}wl*UjW^nfaW?P z?C0QzCwsDg5WSA(rl_@%^#sOuv_ApFI3$%&`)zq{687=-n|I4r=u5>s17>Xr-nNg z=Y^byBrvVAg#E_qyo;oJ8F1gcLc}ysiL#{C$?nATfST6RfykN*`J80vson*pd0vtU z(!{>)p55c?zqTPId0!#e8J;m!YFhqEt&DW%@O8Wh zk(lM;Z@)*U6tb}mAd0#w-2C^z=MU^`*;+&U19SUZQRwFoLp$V7Tw*bTF@}|6C!;Tv z1V5!ACyvq9FmY&vDj8eM8XGDpq6B7geEz*aN%KWjCrJ;IR-DvhG?KS45M1N0)vjoAY5EU7T0sYbl~Zt4asnlGcKSn0qkB^em|z zle0NUac0b|CQg5=0$uFd)o=RZ>xhy#iRa=h$5o=9gltqO<&Cs zdCJ{2L_dTgWkzv1^1JT8w@$ftdBZ9FXw=l?s5Im9hWF#6wjCN-)_k$ba|Ru?)vTsQ zIdNXuE+YRWjU-EfNzRBPUY#*nIBct6C@Ul5L8_0NR*mlb`m^XzJ2CWkh8!lcLf9*{ z>be93hvPL90O&jkcw3}6ehE{DGX6RKfE-u-h{a74%cNtDfPxeT*OC3he(ZTB@&J`& z$5NxAXY^`}IUM2YW)&U0DZAsUI61}dG7;f#^cp749pZR9uSuEVPMoH<-51x+Gt%UlA>7({<%w5%39C7a#Ep;mqkU6#3%p8C0nHkn!CO#1l!f z1M(s7TdlQIl0|B6;y43aN~F}ixUV5P{%0Eg`D)i2?psncFR8?#pcbnYO+DZy03m^4 zQdf<(zg`1RSg-B#2k)c#L3ep39>sAYn}N7|D3oe&XQucp_FWsxt;w>L-M+^v9X|$X z{NJh?m88EG58e2IotWIHNlaC!5kaX6%SMz|%s*YBaMfE<`62z5SX}l=j1d~I8x>iy zJ-!Vd5W1^ltr7)=RwF!Kb9ic%bM=GD)MWd2P$(Da(PDxh;RZ@e8BAez+(!SrUt?9K)*Y?yhRjOUg>($6e->N@ z$q^JeQa5$tFhi;0hGmK#yS;FA>F%UG4K9OOsAzwULTBE5AvRNPv(f3jy*N$fb?A~U zn8?q!UAsOhVb%#s^X`iwIfD+SbQ-d0R&Q8GBJh^tGVT6Ir*2E3Mv-oclt#mVJ$|*_ zZ7^wHE%0*Db{)a}CwprGl3#q(51c!Pqvj81|AeUt5WN06p<0NSu8(c-sh`5J(3NzB z!#}Sr0V4$dZ3gISpBCan?W?4mFR!u-RNR>>I0b#wx~s~A=upo^OI}JKRteXp zg?@E=P21ZpdnEi+v06FaBWV{kpUbZ&iqw5pQA*qIO>Yv87~9VauC_ zVOn>7VLEt;T=yYimkk=!3Sw zDX5FM86x>raJLDIM3G?#y;35CSNVgHv)Y-1uiQo@E-!zA&T^K`O(%JL1%;i*%6F== zVqWu~?I>Th@v5r9D59Hq@mU5Hyp$C#E>6-}tr`a{)06l*yS53<`e`eR(ZRhLPihDg zoqKf8nR3&jryGgWhiu07x$WIIi?sSnInyv#!Fr!WM}wA68`^CecM7X}BiFsIXxC2` zY!{Wkehq)PV^ptL@OpX}xwx>&y*va)V==%_Ox(d?ZKZRewRQBxt08*&@a|AX^>WWW z{^gr~Mc;AanEvN`g3=ry37q~jk@;cU(?#X(4O{6;%dfFvls~0?Da6wHr^AAtFG_W! z7fDw}0Jn0&ZHXh0*HC=vI}GGo0pbi1mR#>UII6TOeqN(^;%U@X(N;>NYNtZ-E)38p z|B0-FGWb$j7lc76)M~c^w?Sb9&co`y&dNc z8ZaJClld{;j2E6MxC-ANKT454vymp+pLz_QZX+ZjD|}CS8S$CZ?)!yZ-*C%0(uHRG z`ED;Xy?ee96A1rHVW`H#DQ3nB!zz()VFlZoQEcQaG9NCW+2XB7g=P&9Ie z1ffvkRe^1J_6-vD?{Is_{G2czh8U~!>H2Jf{h%O!b>s#U6UU%mD#6YuFc2MvigY4& zwm>@3sUFIOl)JNIMO3jB#;{7)3o+Qk`L0Wcb)LNni~hxHtM>T7P+@{!PT*p48$1M%>ejbb5wE2-F7zqVV!$6jUnvca8JDx+wtr=@kTI+@mW zz2v5RqCG3VMhfYQ(NV0EPNQxx-X0a}yKFw5s5-#+&OKXkx~V$ISrhrR+SyN*ydb&! zi>1Y}GoTo>hF4;IYnN*+UKA;k`K*6UUT|A3h!GgC()oj<0<4C_P+o7i{)_!vtkOy1 zCU^aKbtjiG{;Hsedv#4-g`%)@OsX?|0Ezvv9FF1P*l6o?Gcj_Qm)(G=DPsOXn`7k^2mX6dmn!0pmS{ zpUmNTKYK8{;GJX=m1+oT)SWinUhz;{F*-W;*KcpS5VPf)b%x%7+T`&D#Qw}w<9Q@P zMn<GOnEyf*0Hjg ziy7VliC`+G5*u7pD_iST*}1L+3C~+3E^3Z8f!SQW@9-&Jd?ZJW`U2vEL%$P(0N;x_7w%G%C~+_TJ2OA{DG_0TVZec{MXU$Xaa z%#nxI^wDG3OGR&SivQ64&aK_c?s8w;qp3YY*Zb(m&+qQ4eHp+{zH)K>&#oSPWzGSs z?-nhQ?8g<{=(ObzCvSXA&;YOU!=zW~t9zw%pCLSkM=kvZJmec@kqhQGy^8H{by#f3 z#NbN~DinKQ)1H@8Hu{sh(p?F1YL24nVLPK;$jgx zUi$Y#j~vwG|6&xxk67dII%tv5t=gF885m21eg;k_3v^uSlr}BPPFy zs4_U;H;A_d;ossL44`7ugW5fCdVE3kXZz)W2II1O_2=&K5HT8k6;VfOK2W>6>oa)l z&RiaDN2Sf}RkNNa8qW(m+w}X21uHOlnuqsWx$Vc^%O`gRn(9ErOgFRoN$2nL$jToo zpXSa3$@UxX4u=5gS>7hsL&4YgskHJEI=I`g#NhMbvVC~+m57nYE~(|AqA_>--&muN z>(=lp&jPtwDlt9N!o?pkM+D5c=+}6guKT?ARt7{oPM@DYbTvXHGaLD>fAAD@5&86A z>8EL=Y>(8~ckg%1D4s5AUZ*v()P0=(;-p)WT}GBKFt>@=u__H$@P#~xq9lnyAr(~{ z8THtuw1x24O3iQDLP#4HHY|v|_rq}1vKqZSYq}pipJV`|Zkw{cjh$tuX!Y^2BN-d86(s@r7uK0LUEyNFwJ*XGw~bCi(Yf zGdMD_^y%{u^+HvnAo8`R&2K3YV;5g>v;57n9LhPPsW1!AX@hA|8go@v|WYzyR)p zG#H^;T~K^#zBq+Pr|*;h|7$wd-!CeuyQixP)LSb|HV20X&O^~I^f^D)8TXHeG8AOFUmo?{hK}f=1b{o1o(`TjH41Y52cw&P0kIn~Hv?UE&@d9v?n*0+fo3 zj7)3I%Os{Tad-L!YUG$5-cC3(!6O4D*>|KuXWhl31#naiKsIv{mIVo;;AFCJfzl1h zD))xGRLYTO5nf-z|EH78sUhW%mo}nL^?+N8e-|X>q#0h}Wi$cZ4xz~N44}IE-9DE5 za8~IUs|XX!f;}AqMjuwTh^kBo-q?$Rog`|{sXrQ=y29KSqK@zxn2`BExdanu@iD&; z;hb2x@)cCMVqMg8`kT#;ZSl4j6P_Bu!SPv?&B4?QbSS)6~5A5{S$IxVrl<&D;TWjEJS6{iP$E%edElg3u*$YR_3@`eF|tPhAtL744V z-l1$1frql&!P^>kb{L*4r}j(RH)Ul-9PB;6=ZAjjy+$F6F#YxVM5Nc$jzwpyYF1n@ z{CWicWN>SQcm*HuM(n$KFm4Or{2x~zyDhTW`=k+5(SxM+y}mp;94|jYBs(5(z+4QF zlp-S|lUWTO0dNZ&2K8GL@y|<7MXT~<+btnh<0$IzFs19pQJ2iYh=1ftf9Z;M;_+0l z-$}L$=&7j@DZGccHBqZ&-u2)hAs}%21Fq#rQMSStm~Gvwo1To)06a!%W*8;zG(PATl&TE;6lM>)BXc=P#xqqD5S<|-ml5hIn?FM7T04rl2+1FkpdIko^ z_nE+KUQ}KE_4{XR8G0E*v0=?K!5TpA37jkE|0>fAN$=;@`|Mc>$qFLCE$7r{zOtIn zE0T-J_M7`IkyCf@ig3`-5GtPGBp;d0UH&6?tu$X;I*psTvMj2HOI&_$YUc|~aDO!b z#QasT@?L?hy6*YKl78_o?<~vR=(0pj#kN(+xxJxGyY6H{MdxxXi|b}Bl0!itj(YHZ zBfdOFcr!H}|#Zwwn_2c*b=7UVs_v5mJOAnbq9GZV!Eul$ z@>vTH`Dc!t*lZq0FPt5gQCHVCGJ^ZEVY2xln!oknz*4fW*6*?AN2`F%YFGXn4rP3% zftHJ@H;IXH#{IYa{BE!D`H6@uFliwOrlw=@v~eApa=wor7&T<7<$x`fER19{fb2AU z|BgtN^OK|l0BmJG%&^`C-O)YYzkkII|DEN$%~4sko#&8VyPn$>8|1U&%o`+!3M*X{ zwm{3_3__lD^SHQ_LcC%NoD}R2-2oH~GEmbsU1hbu9|PS?0x4W~RV((=`qwS3^4MzI zP9*L0NZ!$gcor~gisV3nD3Se1ulUBhbe$}}tdO<3d9H?Z_)!{(PZ6Te_a}+oF)hvt zP^|#*SQ(ThiU3o^r5QUz`_P7aPP3nE*Y)2Hfbl=`@7^u(UA|n>zPoj)*u|(NB{EiK zql$aWlyS?BEgYW^w&73}N*wp&Jfm^8pQwLB+7cIy73<{0QU-aNv+%952{oF8I__Eq zyj~F-ucc*}Qa8~uEriNP?I^NZOw4R+pLkB7Ti zdPfM>**GT;1JdwqmC&Ft`n++Y)7R13-c#Riip1pwG@~Q(KFM$s8rRe`6*{yVIK8)c z>)Vh{U<{=$W(fX(0UuWNvzLm}{H=_0tqB`u+~L_6xtH&Q)!i#HOyl^9pYIR8=Y^dm zaaj?nR~CN4ct&w|*nBYZ9R4AI!)7myPWtXzXlpc+QQ!VyHe6apv>tWkkxvV4QbWd7RB-Hh!`^n8l&38LHfHAhEjXjoOD z%ievULaDjF-TLn2gHu~i8mEYc+9WWsSX{?KI}XOflY{1tk0S%NMqZu|2?@W9tc0W3 zf7@!Mqw5MShG73_4EB*mN#=`%EY+Lm6#z5M)jqPna1(uSaHKa+`ib+iLU_7^oPo_< zjs(_2-2qk1J9>*Xnq+%Q4ZTIFX??5Znoy@DVV_dpgE>JXg20MjRaNnia>-ILru6gkGutgk~&sKNKzZky&1-&cV_@L^^faZ)xLwnxGXSEYCjq5apTFBP_=||}e_*-i8*U`EcRp9QscLWO zdt7Q>O2gnZ^RsE8xR-%GMg>vRP?~1!#8P1=XONWH{6?Ruk1>xQ<+t1C+y2*VJKyN= zx45W6_-5m)S?0ykyZ$hy9=iq(wGn1!`7EwTQAh;k8`L%acxpoOE)#~vZBj8u_UYRC zWPNSFweTaLBiF|<`uTnW;!5@Eo-eWv@O}$QBl$oUAEL`#!*lR78-sE z0E@* z&lAb@Zj8uDXbdmq-JBJDf;Ag%nI;y8O9?fE3uMW>if9-ZU&MWUe#>Wa)AM!j>!+iW zK5JdCUCxp$t2TLle*TPi9TdOI16p*AjqW$6n;1gZxFI7cxjjWuDeTZ#%2+hI%={KzXvru@Eq_xZxu&K(M<-w}ox^(g?~g8vk(@jv?yDqW&|Y&*RaHyL(BFv-w zX2+pb2rKY9QZwS+XKCqwd!b|z)0UH-UcG5pYiW(Vgi|m*q!T_u5H(>SJ{Enk*Hod{ z`Y*Tj)Uirs!%!L`%o*9Mtg5=<{NBKQH5feJ|59&&i8MOQ|eJ8%N6?`03W*iIB&G{Q>{!(-G-6 zs=-_~m}QOfR3z=Hcl9<1#&?=t!yD!Yi|fQ?HuFmgl?PQ=E*YwmURO41l{U_&eg${Y zMvsdZMUI*Q^Y+hC6kH-IDt`f%l`1Gj$mbR)83FI4R_~irbIxW!%72#Gfy%OUQjt?g zP+`vcZt+;o>nJ)m)g3g@=zIM*Iu7+~tk?6?o44hyJCMi=;FuOqIvmWX9v_rdW}%0L z36slso8tBJx=UUr$li5!Z0upD=+Tg^CO6>!V7f3J9qQ`pt^ijpbU9-T_z_n?6lC$w zAA5j&2d3RG0Qn;16Yp;SA+OdUby2BkMv3tvgr} z)}Ci+{VAfLwKb8rTF??$Gxgphe3eY57-&->Ngz*^|J9Di%pWu*=-OsntP&%53EKtz zPp1LAhHtgCwav}V-@pI6YnXRT0=hg33JTE{X#hR~{@>xk?uF@34O!O?HeUNnJ+f}# zaoHVcwdM~Wy6X-S%52Em-?o~YnJ*RQY{mbF!P0r-chKPF1O_K4-fr9NA3@+_4u}Xo=1G8H{aFA zN2F2LF(&F6A=+N-xfWDrA^5g#m$gb9ZK+Dw0m_&#Fjh%S%%)eeHT}Et=PsNVwXXOf zWr|#RgF1PtjkA@rVXf-b=6!4@1ex3Pv zS!Sk*|tP~E@Q1kA3P71GSFzTl~RmrTQOaGDz)tQZf3##Q52kI)Ps05UAW6vW5MCe|(zRS6f6n zv_5>Kp7Odjo}Jy1RlG9A_Z%0?=fbkU_vvMWe}Ge$;qVH{zp0T8dHwZrGvN;zleLuQ zIFPPV2%)JtY8Phr6@cwH`WBv&V5FW#Ge1hMH9J(FFlm=w4=t=tP=7t2MC9Hms{?Vf z=T=Cfr|(TmX5u z!UloixE&|5ckRU8$LCppQ(r?v>PbUG*P$1vNgM;3{?j=TxvGW+|50j5NeM9gjW87P z%|EUSJPP&Cmh!v5xGzxr>|MaB`J>~FzR$%Z5c9<85Z(_V`e|}Ryh3GF{q|@2VU&$` zn9x_eug^5d|NX<^FrKn6>~%HWKI^Mz{JSNuWDt@$-nPispg(;MTJTN~Kv7k6FQXVk?1`$n#m8?5;-Kr z!^dE`u$vBvr+x-(s_obW{S!6d*j$3oqWfLFoRBeKmI46s?yimu0J&laaLp{2TARd_ z;|Jl3i;9ZOElqzVp`oKsMN>{#7bi069az(M!99#FH!eDECD}*vjxLxGDR?-?Tw%(#bm0ihy3!aNVqHgyhnX6l@*K5RRbO z*jQRXPPd-v=Ly3(2f3=69uA(wYOpp-hDS%46q2JAM z&99vTuNzQ5Wb0fH=B};trQ>SPwl+7pJWfsM#XPr1NiGAEYTZxPoE1wl-@9lx*plcd z$j$*2KTv0usRLrYfKKEjJ#wwx;fS4WaobVwt9@9yStl!nXvQ|mFc3EPcc;g zS<9~5=Mk6*G6Re2Fpvt|HU_Xl!GY~_2DeR`s>1;g3bSydO=JDp>b#?TpJoa4TEbP) zAr9j-vPp5D%(Vr7|0s;*RjY3w*s&|Zs5 z$nZYg9ktVg?;co$y2D0lBSpxp%_-fq6~Vx$*6!)a!9W{R`J9-UsgJBcvtA;WHD4S zFm_zxG2+_voz~;|eUWu~iMN~i$A3|y>jC!xwV#3{+40WlHH&x=0>^&1|Jk=HsvyYx z`ouH*!w^c#xBFRf?QjixUnxGet|6y4{Lf?}o+i7m%jNIEHn*=~$5}7QTR-o>TTY{Y z^vj=xcV_k;Cg9FpOthWd{%FWtWya`|6z&nlgr4u}cUX6KG{j(>GDVSOgH zit=ZtkO-OSD&bqXlNzMjWH6RIuJoh#zM+ZC$1@xYR2%e6tVCj^$1|5|`%jypU-IQr zv3GVyD#Z!lruM|tI|zcBj;%4BPs91 z3<3Y#`-L?iU&DzVN+GCsYU4^jx$8dM855OR>D}5{e(GcVb#1gv5<0bq-u1hR9(c!Qi3Zs2N@zElbU6fPb^eUs_sXAfRkC{Ns8e zgNIr?Jw?cehZn_x#+_1GS&5tk*85YOezPjAgAraCD3EPpMN=N?pa!jyIsM!q5&eYB4w9(?%b> zq^Lyjr~Ya?n^kRuc;fI5>iK;3Q%pFj?Gm-6-eY+IRm1CjBJJ*F1WENQxpHL5b4-Gh zpzpZ>Sds9O&Ymym2`V$ zebFTx2>iw00?Tk>{#cFD?4D!FMd!QXuUBs~{?#V(QCxpI`1k5NfG9p3kgfQ*{je=7 z7DBp}@ku%QcXB*`MECpEjPsIRkF{1uc4tpfir+);L+CpXj+-WVp2ajStG=Dj3M?@M z@8FOUy%quFYe307+WRN^dV({sB|oz)>+qXtK|bhnVP=?B$WTsm1eo~l-2P#^&OFxC z>_)QVl+@Hzj})_^SfqLfAmZH2FX-fyqpIrAg1HB+p#{6X_NSnj{Rso@4wxS9b>ftrG9suLmTYP_xLn9!3?u4gMP&;zw zX|tZ}@VoRkSD;s#ZPFn#qeY*C@9}5o*H1ehZre5;Wqbs7%0pfho1K1SW}Iy9Q*1ki zHTzDOh8i)P>q9Mj7JWO%1D70)><^;SM{)T#xdHG74Y!SD~-Q?fQ;1` z(%obUf3sP<)a)cM>~niBDQOpDL1aH4UfboW!dxOtKPKw%&z@cPuqZa3T70Dk$I~!8 ze0>JR>L4e^Zwg_zElTPsw}t3i{HmjdCD~SVcU2Qvbv<@+%s^tIGHFLTdj+}?%qv$t zkx-9jGN&Q5&vf0JE4j{pR!Y=Mfj?Nl!XK>J8h8v=F)}%sCjPhRN|{+k1XE^Zm6cvu z4fCimdRJM8p=eAhBLU?8b3k_SN@2)Oge{Oj!Bv?pfG3d?Rm^=|rBTFP-j}`yRSh(Z9{7i*c&4R_;;^#edLUDEN&4PNm&|_MfQx^O;yS2lv z%*7RgpISe%*(_SpW}1Jhk+e86|DN%NES>)A&cUs^hfT4r#zFYkb`pRet2_&tC6dJI!wzGIR_9|(G3H0hsdf=bdbujkbYOoDgmfY<2|}=Z z^))s9w}t*fwPB0E(RPMsgo!Gv6X1`xuQtDV;QE9HdtO*Q!F)?5D)FZ2Z zifw)s`l+$K6Z=)Ddpe=1-txyf7jYT6BANm7@7oZ0vn&1>Zk6iYH^oSL`P9$A9DwbUawo)=Qf)t5$&$VAQr6Pj_- z?^phn2Als?YbAt%sWXDtnnUCch5N^bC+fakv?^b{o2X_rr0BE1T|LzQ*NXJ8zgeByk%iQlbk|M=Kz_RH_q^3Vnj@!~7%I#_L~X29F27EA9_9G#;<-tN^)p#P7*#XLu(uQiHp~fR&YLQhk~zeNtUe z`M`wE8%iCnEW>D1OJP$+!HLLcaT;_kNH!Qx3LM$QCnA?n+19@ybf-KnpvjlYyMkJrtpNZZyRz|%+<#{9_23Ll_+=q(68IAX^z_s5RACyWy9Sqt>v#u#imCl?scS)&Y8rSb8E^ zn@PIu9B~0lfI)~jHU$1V>}TQ*3ORp4CVxTHhrGZ8Dn0p-`rR)f<4cwuq{(wIUI`hN z_kUh_Wz1=KpvDO-G5gqQ%u=k7c@4$vm-9BapU!wq(qT+xyq~pSm0Op>*Qrc)Uidkw zr!;F|z%w(EdnA%_zBC3KXgUL6Kc*+M(Y!v~xTG*dVevWY-&GSJ))-xGfz|^^gBvO{ zTOrug>y-PhUtrz+Nv_X*dOfJg#{;D~Wn5Au@!w#R;uFRbyiUfB<7B2a{=9JBmH%q1 z=rz+&O1t-M7Z;!G^d{5tb;mB9BiVdb`(c5{eEZLH6a$@8GXot|--FUf1Fwfwd{j*(#&1u8xSu_8y2wb2p{XU_&^DZ5kToJp1k2jT@)=#*f(3 z1<;8`e{GN>gnuO0MGYJst$>f6rxqMiU_C?FuqDxSy7VLa z*XPpPD?c7LS0llEyP4Q3k27(>(9Xk>n!l<#{K_iEZwN$8qW|UQF7PbHF4*hM)sLX@ z=u%L~q7#QPGbKE{lcr=s&Ynz6w;W%cN8WW2KRr&vZ6xXGf_WR1Edw3g3E8``AO}Ed)a(R#`!G=>@(r zy^jIx7Z{%Lw_N`ZTkjkk$rrW_$F^--8*5|R$;KNy8+&8h_Qtj*<|Z54wv&n9`91Y~ zU)5Xnp1*o#YG%4mb@#dZx-Zz2&OKMaDAmKIEQQvTQbG01i^36Qiy`$xQooFDFiTB$cZBZx&| zz<0==onHzjH;m-iNkl<*#{rSnc|1CfPKM3W@*F<-(XbG z95qnef&t`O?~m;XF;p;UV!aeyqiwA{0p?Ur(6LxbUvp;Lw0x%NHBkPZW8g2!C~#gU zq+`e`unmE#ufonq&Em}36}QTTR93LlR+{8z@!+W6l=c{F_XG=2965X^ZZ%^mRE|=> z3rjMn1(UGm_wyQV|Iziyw|mdP%9|Hj-(ZgqWe2$&_=hk!9c`V#gjsP~4X!*zTOOy2 zV(tgJf0qc9AY+E!?NJ}`VNqR$#oJ-j}S zVM*a!#wh=8P8VAfAvCx&=|~$eeSdDs*%&%s^*#W}uVClaOr&;4TM9MH%|^*cWf+HM z^#gdI;5g?mMF5Vwc|a2hT+8&7au>UE?7R3Yh~`6`O_IOI!{U!~8yBJMCLEbEwaPV~ zN5|GEmP_3-|08B|EJ4+&qS2nPO;NdfnL=LEcPLT&U>SG%J{i8c3#`_esOgkXe1ui7 zU~p*LV%aoYT$evns6*gbzP z3i}qHOeCD_L9?Esy}gj-^upI&`ZocOrH?&a?jC=P!N5m0dc#xq}$Fp|B+6geBoJaf(u|k716W=To=IyY-v#9`;2J`wq=A4h!)?-~2 z)6p9Ctu|MKBQ90l?37<-w^NC|%O3y^z>Z4K0Hfgs$W&TXt$@H4656wweB0g!)%8bP zVh=f=O2)S{!bf}iu<7YU60A4|1$WLJ%+b+8!3~LE)J-9c8{@MBIawX0T!R-G?$BHV zFTlcJYJ5dFV|_Br6ImG_7Z~b6vFaZ;8~bK%45iwnLCm>gwK7S|sknUA46gJ3WQPG; zBX+;pxhdF04<#1|2eIjgjF^}|3n>vpA^%qJ>^0i?6%Yl7aor_3mJ^xeKSORXFtAd3 zdHc-AF$f-h`za@s-OfPsUioalk<2Myy` zXUVccvc$27t*+Sl&ttIT79%xaDx)?Umd6}ocrG`uXy%2$!UfY_TXL>ab9S@BXHJf% zz^X+73k8lIuE6%l&jTaqTLjAp_t>63MJs;x9n3C`)irBeD`u|4AxDXJ1R)4(&cBlu zCerhLEbbc>RI4wf?fBF96|xF4{VjtQB}HW&I+^u~MervZ#xwVkebAho`PN}8vC&s3 z=H}4Mcq?z*0Y(MHg>IX!TT0W7Avn{u!mZ}5q73|5i6ZbXY1Hr2cOX%`NHnla_L{qd z&V8PW8j(eFIx0Ko7FnNcx}Jw;&C_21|5VX*6TZe-i|L&>BmjGeKBsA7MJU3aIUo3j zVrjMF17|d_=b@^G>!S_2Oiej`&*nj)e@Z#LvukVo92^{if=DJ(($b?tLsQv2*PwjY z|KyY_Oi4c@dB0t)E#BSd3xtK+2M0$q@4B^M;IzIEMgGa;yspZ*0tF!Te%Q;~GRA4D zs;W2^DNOk&nwoAs_wwwoTK-I?-oI2&OKV(7Wd%!aFMo-cH2oEe#Eax-yi7MGJtD}0 z8?+PJ0;LE8f$ z=+CNGHQ)3j&(;Z_Z~KnXXX*LQ_m5P@j(}U-4$LlifY-8$uCA3!BMY@;g_hCR9xh1B zrLfxRcFP*@Qclpgz3KPaJ#S8Me&z6)|8=`^3FpPNU(+_w)Rg+RM1AOKbxo{PHcd?RMM9%08QVhWM){bhP|hs##imYfmnkjjX;`Z;S1CDTF@zdo z_qY9PKZWPas+e|Ou2X193*6L_vDoMihJ&``p4Gc2Xsz9`hb+#G_nHvq9Bq!|ydF6Y zgg|PD+`|;6R_mxyrpz5RYy)SeNM#Fuw~I|f<4r}2*d_tE3JB_YH&xN|JndD2)d4<_ zPvxH(H0{^*K2Vhfo-kdGjcwkyU37dFMi)DduizQG>IoO_Z~y+OczCp}+Qr4jDk>-_ z$jI!J;6lk$bw1WOw!9zE>gjM&QPU3&NL5v(CML!c@nfYXbKZ(c5fHLoub5n4BIgSG z9clLwv>AhQmn5E@jgWq==or@iJH@$LOKtbOHE#yER}}(1l;%}DwBIc@=SGYVJr(=P%sx*WFB95oJdSx^Mqh5$qj9_0JbcFR z`Mk#P8KU`cC3`uMW&FyRkzQ6y5&Ki?hwak?3d)qw9|04Pa=LQ>YDDd}a zD&5Hc#^_5Er&{7&U3DFTwFJBhf^;k>f|z>+t;5L3`VFKdTuGs7r7v9g8t$?9 zsjFS-fHT|;YW_Oo!5uhBdnEwh7h2woJct@Y=WZ2Do|m8IyB~$L$Z)`g<^0X|vPBki zPOi0}Uj#)RL(@mmsV==U%dNeHj6k6`+321zyykLa-D#q{M*paF5^(2^%fL4!j&BBs z1tqP1a7aqPnDcH?|2=f@$aH-?3Wa$$`rKdh-Og}nT|l3}i2ZLxw9>G0XOyx#){4~K z`5`5^FH^FJ6cJg1B{O@FwiRDf948$Sym~4c!Bn`hDkVK<0cQ>|{VhCwuRCyzB_O@< zC&wOkY&BpSs-F;7pV&usgEuS{@2!#BDE;p?4X-s&o<0g-_1UAT~s765_>8U~G2 zLbKs#8EbdBg5U3%*Qltdk&zKl3$?6_1}}ZZt`+3D_;DgF0;pz!% z%!Aq}UK=bwC75n7j-5z-bvlIOg!cfAh%yi8bo9HKMz}$8Jx7!c;}a3QOTHo0Yv)m< z@1jS)27JM{8e&>nToUwRBhDjof~+VytE-DZG1AncSXrel*oEH$%a{awd6_ux2S#Ek z+ZB>lsJ$Dts!TKA$*;Y zh%AZk1~mt%KS)f{7}Wq8N(^H^L&t{>ZifMR3=2jcROMr!GrHa7IL(k=L6MU=>M3sA zfAg}BO)3a>6np^&K!*Spu>V{vNb-8wK&Yl;Jp{rfC`$xZx0zzWjmK9ZjzlK&>=&B!k*Oq+>V)# z!8A+0KVx|pMOW_5557XcPW!@`OH3x5xHx1{!iZH2s5Nbs^6&Yz@Xtf5(l^mX&TRP( zN8hKG*JFsI#S9&yV z8X+PY&rz{E{$evmgW!Y^SCigf%{u?ekMNxMXQK-tu8Q17wn*36>CT*1;c|1fc`H<& zXD;%mqPlNIR2?shGYw||wW;152Cs*Y0>-TyZSTl;yB``c2Z|BSACi+VZB|MJa5hEc z{s9@l-odY3xzNDm3-!qM5LE(%@*>JdCDVD_{9X0<7^!_wTNacU=y zIi}yxx!2ffv@iyQvQZ)Dk<@g6p!-Wx1EUCO4=}QRV>qkibmHF_JOy>Z&D0e2b$65b z^VRTmufX|b+a@>RYb^q*QN8PN(vPmRt5weH{Le@VYKd6=kC`t!Yujv)2V3ImD#^(+ zq^uVR^W2NVUW$vmyY`zg;h5#tc)#36G3vs}%oaG77J03vq%K$~Dq0CeWZ!mT^6-%{ zPtWkW-#?nkm#`jkT+GB2~eK?<3Lb0CdLNXq!um_79x2r9Cw+BlbS@F{Y`+poR05#x49!?u7Tg@)Qm6x ze)!4rm(S|VTi{3w@9w^ zS;rG~?x&MD$CXT%UlUhse~><-+S|mak#kbjLX;308uj9V+9>0EpVJPu%AjMMgd;N@ z&BVgbV#ldNj4ALUY1z(;?git2$tFq=?kPa&957>q{ti9N{jGq9#k~-IYmOW|uDZah zN2|H!v#uaz%AmxMMJ4-hjDv$ zT2z5HW#$x)&sf%K+vIF7e@G5DfsIoWireoKDShibHY!TYE(x^0?@S>$ z32+TV?EVt^0#_Imv1UY??Cb{^^|5CGU-5e_w(^F4i~L+W&N?}RAFWqX^7pyB`j)jH ztBklL`X1+h(_c|O-*#?u#VrF6V}|VU?|JQRln=P@4Jf_KoyYhDceow|9(qX1iN9?; z3%Yg%#svno(}@*}sab>_i(vG4>R(ji1|~{O=~rcI{fSb7aOYUf*mF5KL|@%nm@~aP z6B~6#K#Qp8-HJ%Ix8I)_xmlC&TgW?je zEW`zNqM~{`^*6D#1ssg*dSF)eC4`LQ)qNP_FIfVAyMQ%1H^jE>#nrVH?8&p%X|jozZipR)8}bG0qQQS@;@fIGQ})wMQOwJ| z+8tsNi6@ybVZF4sxs95RZ#4^p7-pIJxtMQU6Bf~s21O)Qy#xm%xiXU&0=g9GcM?IJ zc+4PA4(Te0tlTF_1M6?-`xtv1ba>1U!>~Lz^>W7OSW<}b$}c@|!DA@=eXJB&a=lxy z2+)<)xY|LgV+pbBN*dbD%l%+5_oY!R3QG1-x6n^~N(*#yP{ZbgBb@>LzQtw?5#)tj zU+iK($ZqjTtUelnYbKl%*OGWfy?4ZWMbRjcr_tk}GoEfK7cr|JLHB(G8_rLNEkjm^ zN~IZNv^iU1Z4cn8f?nRF?l5m&mIjR4M`{L`A9b4tmMJ+1NZ}NIBY~0#nUPENGoeF! zoA&!yLr<>8YaRixtL zU%DuR8_%gb%YCgLv>s2}m5bpl^ST$fjYD6(%GbN=fIiQ|iM4Gwfa$)=Xw6#Azp_VHhIGZQ#-5$0V!lQF;~&#^@4fG67lOw34OI_h!q1u{0y@a* z@tm~h(KB3zOb)%?r5{JJwT*XMdRQyfj@KMdPq8Rx%wZi7u$Xon9Ry_eKC%6Nma6TWft+3HkmS{4>| z9nQj!XPUelAh}mZyvHQXz|I$9<`-h-;3H>Zk;28Uh=uDx^nvo_1vL~v>jZ|2)?jy^ zEG3Vr_;*!x8Hhbp!I%NAKl#NFBJDA2zx|F>Y*|c2;;--h)QjkorxE3MXn={!m8Wy9dFR$&Th*r&~=Ta%1aT znE>b=#2Ed`Xb&0Y@w>$rZjmijBhTqN;yn41E_z_rSIgfpIX~~ak9GW&&u4FA&Bm?a z5#aQ2L|7O9jY|^yK*Dk?T? zgW~bEJDH(otP_JE{lHOjv|dh^dVUUWDn9vI1d{=#rXxy(Av09jzwk3gI4!`)l||Me z->b|qulNC931(yA0os$Pd2ajPevzYxMYKZh0%9lSj$0S`jYr#`_SJ- zR6iY7lRnODIl`OHq(wSGUa4{Yh0UW&hyI6En5?^IwqR|Od(FQ`iH^{#(5ra}Uq@m3 zLBJ`VeIVgujgvMs%XtlW9(dT}$l+6VAlEdvA^$vZwqgVoTszQYyrJ)m*VA!W)pTU{ z(cJA==;mrp`~XQoXlDiiDL^Z{Qn|;-?^S1Wb>Hn+X(3-^+qa|rWg?uJdYS(^rFoly z)RxpRX<02rFb8Yv8|SoE3TH_@avVymj`ZjSjxmXqVCT-Qi8Iu$3S&h@xZ1F1yIOty zXbKn5SjgbTgoLUULCM<}N*C=wynHFlcEI>75eo;_Hr{$xc!koLX6hS>QvO>?7#L_qaFmm(+gCdmqseB|WXo!64~vm|3oL-M)ze zvna+hClBbwnXEk>F4ej}_EX&_zr*9t<&I?AW@dXcnb)eXn?e?c;8`9W9Q}9V{K_cB zAb&!mkA-gGd-VEs=4C5%KZ$f9p1bc7q+W3nq(Lt-GIvNJ_Rpbw@VuphPZ`|I$gzd& zoCP*<`i)S#CRSN-#nJ-Lm(f3(t(LMK4_C2{=T1i_gV*|Y{Pg9@tcMzGWkF!{VcazU_Ham*lEQ8De z1ZIwhAh_Q%WiM+%|Tw_6N^&zgK_V0AjTMyg~1~4gQsm%8xuZTWKvM^ z&7xOo@oqk;#Paj0(kEk1K{BPQ=BW)yWt7+BgbK-kvMl*dJF}%uqm@Z2XUPwwVz@cT zxwxqXP4pCAA#XVmFf5s6m_w4Q4(Gvrn7o)QU&3Iu24k_ET^{!~?AabYYpo_ZUAYGr zAiISEHgWP>Ml12rSt2R!#Jc?++r(5$5`ZUU5xAjY4Jre8Xcd8Vn*&fUS!!+z zHa&FUVK2*Al`v#W`ustQ=ND8T?{lfmGip#=0y#?)x>9pB@i#L!>XG$w6Uw5#dVQmJ z0pGY3B79~M5zpJ0ibCQ}uTrfl6$W&21N=(y?`hNE>iTuK`8TKnm+qE=y=-?u3gNRG z58<4#UCQg>QWP$8johq*)R|%xaq^myBjVcvB=o9(xFYc<>a7gK2H&ToQ?^bhtvLtp z(?*y!VSYi)N>d!yF8(Bcm7y5*rE)5fS5WYIVDDI@dG?%A)eD_3O`tEk^o*jZ&mKMV zxEkuQ8mX$AFkrC_5Lw~owIap~lx8})uc6r&4X{+!_X{s<`i{y}2>n^MLxSL2Ufx-< zkAgRX59J@|3XuAH$NZbZ!>zsu5g~-?V)8k(coko#6Lc$9I(ecodAx%USTG`p0RiWM6 ziLj=~jtEj#orqITsYOV&Lh!Sk@KARoX*wX`z>>UE?o>k&ErsVvY5_wF!6TfO_^0GV zK&Us~R#>qtTT0Bqz5iNKZ^rSytQV^FYXSmV(hcoN+uC>qTNd7ov$6+B)PC$xQ)vX)M&muA58gf-x7h zI%*_U5&%PXpYkjzTDTdF=PCy{j=}Co2V3DB3EWX)&u91?#LDp|jX@V_?gB#L;Wk@L zpkh|N7M@_${KS|~jkQxwz^GJ}`~iMfB3)G$#PeI^U0h|A#sJgt^^3zsO$TDO~-#- zTLuA)Hzwn`xa3w^;Vk*zv^GfWtMg=ROx;fKE}GqzVzm6YTs|^(i$BDNyB?0W@Oyt5 zAB^12PDH1rap(tR+nSG=HIa1~)Nr>xE`IK16jrmJ1;uo;I_AIS;zsq}n|?0mM+NYD zv^SPs;Yx>35TH-=lLmkscpCF{YZN1iZ7;ula}OVqRt~Vi-r^XgHju9POrv(G{E$L) z_HbHL4KcukxKI3t&qk_?`_^H(r`3noV`Zyzg`tRn=_e6mMFqo420>}~{KpST(42&X zi|};>CWt6dABkA;l{-UP<6-glHPV86-IQa1CxNMj!FrN@6K|8rWcT@aT(R5nRu%t? z;bp~O8%q3>8#vjYm-9a1E_3VK3C*4RNp0U|hn~_FMQrq~4iBU8yKl=pc0w-B*Rx@J zX2Qzq<=HI1XTBMAZumnY?Z*fRrS44hdI#d~;D`&LAzD=tD+vtvAZ3K39YZcr8Aqc| z)qnR6tl~P0*b^{0b{J1V7$QRL(Ia*%)IcvP+~tAWhMYL zhZc7oTSm_wKWqGOCUi%&MWv~P#Z$qoRYTRbNhPS4HkW~Nc7a|Qw7g9GkpKkCF<_q7 zsb{j?&B~Ep5~;Vbz1jzG=P~J^uA}g_dizf=rAM{)v3aa>3e##U1C8VVYoGG@jZ^BP z_K$0-x{%Z-U#u_<$tcIk#Gpopwn$6BiDeD0iF1(1di%f=p)aD2B&H?-kx&IAYl#(5xhebNFBG$PLVuws zTuE9V>^Y+K*Qr@F_eGZiOnN zdg@1cUWphz4g8&J<**Bf2un&BJ*JvcwJ#AlXpAr;oBeqA`X}cX_HR1dZ|J9yd^5GN z^b^jpx&lfDZaQ|K*V&ZXI^L!W)e3ja?w?a97hIXk?_x(kjWN^MiRgqlpaJNa(ucPN zTJ~52BrWT!pjA#1X!hAA?B2fp#W zQLM?EKdEc2dF>v`lQk&&#i&_JOez^Q&Rt63%}-wSPGvCTKjFqvh#*|CjmW?N7=vl( zIbRPDK4|X2)-tXLo(Xja3>cUIm?aXnKClb)@@QF6J5cg!y2<2EuXjSn6|Az20rMC43{jGUkgpz z!8aq}FH7%PuuasRfWRY<;w?6=F(F()y(>oHX0S;ttQGV9_4}`y$ZG+JJ^&<{$*rQ1 zahN<735lVKO2R0b5`{|l`X!3Nq9_Uz^P!VcsF`zPb87avWBX+qSVpR+ciffgSPnyt zd-Go7=bEnTz9R1|hryb%pcOvLyMM`n9~m{T<7KUDECE~|_#%f}MhK-Tw`frnrql)O z07J)|HJ5%TOi(V>R5msNNtshSs3E6t^~)BG*3^W=R8Hp&>FLu1E1YR7ENF2esBxrF z-;IvIj?Ny>>WoOWJ$w@-cy!g4^zweiXCW#M?WeuLMd(6E84x(qzLFKvepjC`SD(Px z8WjDZd8}8PV*|Vienq_2&ga+o03R?z!-F&djNX#MX%j(T*YSI`KOx~2z^NcZ%>n;h z!nBv%PyfA&(%($g{6Jp(FsxIr2}5yuwhCaSNXvetIvV}639*lHGs^EAA1$L#PkQ}B z4pLhN-x?)$j*yd*K_fi{DgypE6^-!#4S(rFd&cc^5V!OFg|u(wzBoM>eior>v$^}v z{`S_z>-w^RbD~Rn_Ck>pFBW&#z^=Ja`O9sOlA0PFmRW0vQJ%^pzTJzic)pPU@Lf;e zA+2&b;U*hXt_m4m_)Ro&M#S;+^4K5+x5`h~69h{|++h-Mo1*V%bd9vA~1SYS-^F_qvp{HhH zB*LvgqDu@c@YgU5;jWAS7W$7H3C{%2u?OvF>Ay4>MwZbX(j+H!dm#pKP?4&O4Nqwz z$luthy7c|~OJ7!u1)u&bq@n)`$1$FpJjF+6cH4H=JUG{q!H|UJ*xug zE}b+5kc39`NmpRkhNJIRn3crqMnOPx)!PIu2zy@jywF-+iJ1R)O=Q*P!K0%;$?UfL z_YhagF^?;i=t|&5Br2%#-w>Rlft6?b)J=caQKPAkYeiR`rUj9P&R>;PagXaJ4Z!)a z%~>ZxlouIT{jn2ph2~!8r$fE!5y2CCLX2S`K8a8E)S5MEaMUWIXGj&pkK$4X)@}D} zIRnac;=xA~l2AQrS6+Eg`tXln+T37TqTtaDam!b|Y?PezSiPyx)1?au%P*P5&!*Ab zkz({a%)~SG!mB3swY`uC#?@8JWYb#PL)`f!c?$8`@u_s!bKz={fS&!Q*f@cR(*GE~ z-~RoxvkJ#$3Yia7XR6;4w5yK+6b#w51@6X0f)PSx6lxK0rNQj`*!aF94Im6CfOu2z zzhy7)$RI;1v@$duI!3Q6#dafNe+@~p6VV4xa#&rtkv{>ga=y!*#V|P^@5VTO2<~c+ zjt)Y?x$Zf6u3m{6f@qYY(}B*ZWe;@N&Tr9f9t1)CNWHE7*p+Uf=P-u)*HQ5cn+_41 z+A&byi3Wq~!`ZBS1ySRpZxVDJ#mQVVJ!~cx7<@Z_It+!Aa-f25i{bostVm^uR9$;y$_NssBg#EEx3gsH4gqQ_R=pCtwvrk+@U z53Ip}U1m`JF2;A=nqJ&pjJ;^sC1)+irj5(S=avZE!-ePeDH_~vHE=)yR1;p8q6JAR z{v(NBT~poSma3V3w~&^fSMx(Py0ZieDN$#;Wxc2N*XlM>UO?OR-gOu2^*KG?g7;PK z(VmB1Es0gHUs1)Lo&KPv-!GXT3Ocf;5jIU$2T0ReoT6YRfa z9b6`QJ{$GCeWHX00Wts{gAtDO(>S~8@-A%?k8!R_lGv_I`||_=bYEXMu%TVTMwT8k zJ(n;2by%bAGr5R`h3Ap{n&eTc$$=tcJgVg|Ta5CqU%SOx$y0}1YtrI-b1k#7V4f-N zZ@kayaufc4U^3!upw`;^_v&NTMpQ)Lxl!K3G743ax;CH93&5a=09^O}kCbl9fn^o? zn?e$2WCyDBW~fHf!0EcV0N{Ge^{1Tv^6pYt$bws0z!%S{$W314wtmbF?p6wc=FsBA zpZ#S)g3`~9#k5T82z!Xusp$ogCWJ!?;w}Q`(t%>tXn{)8ex&;7#&yY+ahOXduS}YP zP{1{z$qHu>`jD_jG34MXmJ`T{a{&GG!&@&K%c7gBm3|w#z0bKY`cxTHit<&07(_e-*)Wv8i_!4U99I3 zzAF9rEK_i>=@$s?cuql1ELe0)7Kyo)5$z;j|5X`nZ$S{d-XHb=XD{D8_v z<-yxvmp8I3iaron3~*$CwB*2qA5D(v7E7mEXOqd>W_!Alqs0&~s|ZU!DOb7X)c~V? zachv6Fb5^Q5`b8nS`5PEl1nI6I8+&Emz0?#Xb_0H4L-1mTL+@_TCC$Nbfz1@%EAz% zMjTA7A$lsyykIeg!_@zVf@HPec^x{OX^=1y%zu5x6VAWQJ}B@?kkaYk;IcM8pKv-{?Fu%*yU=(K z@7nvh(;>l|>9dJ(95w7$crwDnM;``@#e+wB!Ea<{08So80j@sE_O3pj{% zPRTLdkT2TH_#dlHII^DW!Q{w=${!)pVN|$LNr|$t^Q=>LhG9n_)u_=g5>OMB#;)wk z=@lHgQ%Q|m9-m<}{*vWvw&tVP7ASUX^``h0%w{DM({^Znl5d14N_{ufGKPBHz9^@u zQN&NKj$Q;3;5)P-PMoNoXDpg%O43+iG=YQ+5VTNy;Kbx6ojoG6HPBPbDA8#!pjOV^P^Oocy=>}->?mq3$O6S2;$Z7=jJe-5i_4G1((ys;zTH1PjMyDrET{{H$! zzzjeNM7Yrm9oy{%9^CFUM^J&G?qoX8gHYNa^gr)~%@j9{AktbUxM6k^5<4Ft+p=yo zsSC%QP#LFoTeW@nlrI|%0QvsXv7VQI4~0htdm#vLa(n#MPXk6WgX8cSEp7O%2NKHn-aHNmJS|Gr_1ykLj6g}kPDTMj)rT*yQBsMO&kfYz91(vPHplpHaSec= zdfqtJVwi1b&iQDF3r9d;*a;Wb82_igE4$;Lh|$U=Cm}yzNCED`S0f404Alu{PJ05e zj+l6nBU)`I=btWX3gRS(QBw1lu0AzUC&c7HHD}x50<|leP-Fs$1^W9B%`LUL)@773 zDem*NhMrOaQYl%uZ>fGCHz7;0o@oDB0g8#5es-6t=cY3Fq+$&_($WY09cGTr#GW!g ziiaq_i9~dFft0vPwt}|@t20u-afv)-x~2&n;43N+GyXY-FcE+-%VBLDl)ZZ)6R9K< z)H2vde`{+(J=GdihQ7+aYS`o!$%NmkX7^!*#A!y$K9mDLn0;`7(ItIzOqI*_PVd~; zC6ddT0AJ3Uqo`Zoq~LBCFwCRaDs7j}7oF(phQa8-q4-mj#@%u^eK0u{(1~fV&&A$_ zFyxqFx7!>tzWDc$zfBy-} zt$)Ar=<9OW?A-o*YRm7WEEtKqlc)BX*eurNQ2e#m{586z8zNgv=-mBDJ$`kSdzm?0 z$i@j8Kg5;~h%7AHLo!bZEII`(EQl;@8f&69ChoJZ|JHJ39{%{~#Sd7dwsM1CtF>88 z;U3d_PRG?Xam7H_SMeI-%ubcvql?e{o165$12{VG;k zB=={i%VucJQ2TC**u)+rZng;dlZpH0-GRv~YmC87pMo>|I9~ek)g4BJ)U#rgUVA!4W>h-@cF3Nmft6MuV6wxA8~H{0~08%~Bo_$K9407r8zj zQ=opI_2<=vucy^nu;b~5ZAw$O`Y%WQyn54~{;ZZwvo7hOQCAry7mujuw9Q^YYkP9t zqqu71W+gZ8_(EqGSQtEAS;u_I^6YEEsb|!rRDmQp@{UF7M?1>P*y}!Z)Qn6?Lu+(V zee?#%N4sCFI;HaG-tPE%xX*YjXB9ZS@5mJeSZ(}}>XQ>{!rjuO8>r-9wSOgsb~LD! z{#9fA%rQ>koS6$gs^NNfVB^M$l%Sx+Z)$3~TCfFq?SP_gE+I*Q z06eBh4WhMO?DlDAF9ufG$NSEkmY=}8#ZkRV#)KMebWO7Xe{iFXbOhdRcNIYc?h6Mv zLbe+za3fb>B-xhMS5s&Z5(UPSd576bS98-ea?D7jrzcjZkcR-_S1+!+F#anRxr1_!h_XF{;4y0OYt^ z|IyW!lIVh^)48}YHbP2`i`G;1R>NG#sEy_l&(=D5cRTSWI>}W9B~gO3ut(*h&l`Jc zJtvpl`VE0*W?PnurjT^I6ZC-bV)iTQo)O7Q+n0qIjGbZZagBY|k;}^TqUFY_uA(QL z=0uH9*WdZDT)&kYRF1eS4dgzv#Y)Qj%JqC_lYtg5OfOrzCW~$0;146Bmu`VOJ`!Qn zY8$v`)%H8U%=h<))v~%TnO+YtySPn<0724@&?-TJ&$;a*xcL4g?cTf8?e`-dW#jsx zr?u7=slaF4d?CN#KGv5@4a=X3CV;sJwqIh{WN4W6hid2_>E>Pb*~fn0-UAT1YGfl| zm@ip#>fuEf382cpa8-I6RGXLZG8F%YnWC}J%9N*LX*J8jJikgsY5irSy?R^>hitLckQs>vqYek^*D!3>qLnJ^yL{yKY5cl6o4Ya;2#`3EDH%qNlbZbB`})|wa!&4vaVAgZ|RyGnqB zFllTS(|%Xo0xgkKkl_a?u7*Mh_1DK1O_ZT>dBqH-PMnW+YTh4)|1 ztb3|qfKGUHu-jj^C7n=ze)A-%=Z1ztA6J4UP(=#RyUaKST)F1Iohk?DNmRGQO6>!J zAV>Lh=DI#AAEQ4Zw4&Hd1p0J)8tm^YLPF)FTy5Y&7@*2VXyDry?Uz!!rN#2-6`5(! z8vc1I$sRgr%Ta$bl@uuA6p{8~mH+$8#y9l$=TVYUnkDyUfM_XwBpju#4YI*ExAJ__ zj{vq52u8W27U|7(ZjYdEnL|tt7o9*Uic`V8-pvNc`laQ|eU|Zq_gchSMaN9lCVBHx zyw&-x_5LL@l7Ahe-w&W8(OkXf%`YqUhfkLFNir_&i|EGY>&ScTTm4@Y%}YN{-s(v3 z+U;+(7#sO$W))yZvWlhs^ds%it8PY*7GXmElE=!`>2k_pd|szTw_J@pBJ#Z0fpx2p zeE;^tXGAFfpUfGB+I)p_Wd)X>ntcR7NyS<>gilqLK1J>c0`9*%Nh0XJ(VrxPlqNwj z`cUyk`%i%Mzt>b4k$r3tL&mZPW~6T`b^ec4T#C6H4sA_LoFfb8ZWL$kU95hm@_jd< ztRSA_9`}Rbedf$NXgRuID9nXyd>MJf{pHYMfNqq;{9{(vV6htoA`$Id$P=~(xV>?b zv73{$zWLlae+6Wg`T=@TSt+?bf(ii*bbT^2R^X+(kG#Cxy$kd0x||@BOF?#Fwrh_= zR`3BMtOTPP!h~q{nM^ex3T!$`AQ&5Ib}e$uwNZbqOb2W5)DJ@(Oh-Pn6v1MaK}S4u z!mFWPxNola98(x9hC5t6m1OfTH9XW7m%Czg)ec=7n)m2(3w`M~&0!F0> zwG3Lx2P6hmPzqcD83H*O1AHJD)B}%3s3u+FqJyh{JpRa$_GZ^?@z<@{SG}1j9u}SZSp_cRpU@_6L|mS z*Votn{_l8cRsiUM`XL5MZf@=a){CpF+Ujbo=wSsK%I%U7*Sc6It+h!0L@P78ZN3k~ z@4<3DP_aiEEr&|Z(=8eaCq5o2y_o?XcajX-e1iP2AN8{u{wY}=a#BT(u|7O=5d=?P z(}J&KZI`4se)%Dk+>SmNVAe%J_3J6zwp;|2-rnB)+}u(+zePaSbr}z!{Q@KN4Td(8 z9KdLn)lsA%9kXa^#Y}$>?dcJk{83GHSbhx7_3lWEuc2$jo$k8*-rlw`lWR4`hs$kE zb92h-l0?Pu>Wr2`GP}6vX#VTkS6;uxecB4AO1Wrg4CM$c_Wd-^e6zICU`(1PW*W&8rF)Is;9dA!d z%g=jW*)6?;t1AZwhpW#|f6y>7DKxA@+}rcY`w_MD+1Azus){BjC)wLX`1$!SXf{_@ zGqbW9!4?q~sD!|-wv&^S7Z(?Oh5JCq#mf-KhA^)|ochM*8j5O9}6cW^r3_Olccru0>|t5&pY}5HwFEFZIb!_1)QH(l?3IM=hj@m z{Wh}sVl`kc_y7m?ZX;1SS80L_y8j!2K|w) zEbEJNo14r)*XjFi0~Xrx zqnxHDWc6e_Zbo2fRp`?f^WVUh0M9lEnIAthB6M_$Dk1*&zyJH{|86GGwCG)ereA~M z@#(3ojcV`pRZkOSE}@%B+9y?Pa(SIorNIy?_T6+e>8YxU@lB50ho zd|h0F!9-2~aFDt6dY;df*Zb|LW%Jogz~?s;z zflOt^L>_q#^1O~RLA$d=Pm|}l*KwTZ6N;?`1aWgoG>cQJTbA@-03at>zGVYfWc0Uq ze9jR-RakANrsaLi;*lscEww0>6ipSdo3bZp4CC7s{{ zuSw=MUOgYyrhwi??u8mF;stFdh~wr!ld@AI7ZJKxE*ulxx1UiVycVU9WG983e~ z@8=GWe_gZf2XV5!ZX|~b0zMbY04a>OFw&TuVAk+rqZlqoB|wutvg8a+iPx|nI_f7` z^1oKP=mAg!ZUPa1iG?<7TKAKyJ0HGI1TxWf=_VM6Y`{?d7GSfuxc>{Np(QHG_H=x{ zZhlh4T|wipTQ5W6TK_z&9Xe?&!ggG@AM*b9yFS7X}5CO;2>X9>;}1-_HQEMZgsu9|as;3X@cCuFfyh zjxp0=~fCb*4Jo7cBspU>@lUwfbk;UfuVsj$0KbBO-$83EC7oRi_u*qw_0 zQj5BnM5#DD3qK6+1ub9Fl2u;SX8C&FJk;>w^YMJhamu4CCbSAP&d1{VSk$u1wO2TY z-f=3Yq75V4fxV22WaxT2DX-peUeZZ=bpX7Q9bXlZ?@52JYyVlj_!Nk+8|Gw%`?Y?x z18W5>`lSOLn>)U`g(B`7w7zx#_RpuQ?F`#C>a0og6{FbiPcb6xynt1Hyv&Fb(sw=W zgn)M0U3NYe1+07BPTUnATstR!qcFsGnigEras8`dmN@`5V9-j^c|C}GOw5X||3~<$ zNYgl86!QbD3tV0>?}efJtuA-WZ`|#o^-$OIypc|F9q0qwKCa4Z?TCq1JHDf$s!_-n z$HGZy4i*+Vb z4faTNMft0z-Pll=18Eg?eFM0Rr!#-6+6Nl#NzS!i<_~E#%sC9W)WEN$!F=t1CwEut z^P{$JViXQc1qDIvU<~RQ3x=(-k4J%s)2>pixz4$9K~=cMwq-j+h^!Sxe~=4J9{&iz z#vnrUXI<|*&|85J!Q5RGYNqngIAoo+zhIY zE29)l48cGw!-oA3zRsj|{X|G}+fiO*$WvUZb=^o+%T5H)0yEqDj_zxwKrfxTn^?WI zhPb$N!NQ)`pIZ=_sSLCG1-0TjJny?12>}9rUN;i*sFr=YmoQ5q=ls#5mVet8& zF;T;!;n%ky?_EQZ5A2CAy;u+EL6qqXgWcw)Z$8Vu<&{m$-($H?sF*QGGX#+*40Wit zvMk4SCw71ZGep<59fG@~p)D^zZJTQ4g=vv&`WuJFJPY?&Jv*xRbb|Y|0@zk5{DYVIEtOGAhf#q^f^BvN zAgc{pa-t;nJ!unU3D(|iHpxU}%gvt&ORt=u+^jg$C66@>G+@N$uQw=1|Hv26c`tfE zz|On2lhf6rv$EQ5K0IYEg3q|MQ&mGoFDZXZbP@FkW=tDnRwwR0)f`ICeLt!E=C~+h zQYB0ey{a}z8rg1?Tz&hrJ|!e5E7K%dBek>iNSYS4cZWq^MK)3~kFTjSOWLS@f_)dV zhp$&`Av)xG>6O{IqIttZr8S4C{j#ea`jvnQSZN-S4@k0%FAbsZ(u11kNou$P3$!Ly+p*y>Ckt{;^$$gR}*$VO3Bvu zT9Riyw7s+X)+s;5gpEOleP*ICcEf+%?LeXwdTuWYN7Vbh6sG9zJR-wBU&uG18{VZ~ zJ^*gO*4K2CXfL*+w5aQ81MA<<{@rLh>d8os_d00%`+lO*x5jzJnTx0jtS~uZ4#_|H zv3!%O6f@@Eq{CjAGezW7$O-!A zWO*tr2UJDraIl1_jMa{KXX3W(MVjIDXh`b*z-hacKe#U&ggV2iVBOax3mF&r&f#JzR8#RA9Sm(_BGFktfLSB*<`H*U~^Si)zh&i-5Kdxa~>N^JZuaXCT8vm1syZ3orTrE+Ckj)QKIy zPM>PR$Lio9k~A}+B*TW0e*D*UQzqMKJeBF@RI14Ulz|d^FR?c(RKUy_sXT*xwgd@; z$-v7&%KTuKQ916O#7V^?q=Ui>>*{90`aH2r;1;D}mVPFewG6mQy~X;zxH zUw@ZIvp!2?`F^-7Rr7-iCu6bUfChiHF*J^!hIdPYFVnDgd*q0mz{((VmYXt!y88a{p*2j zL5eY68T~!norD^1EG+D-QOoOp?5h%^w|`&6T9kwECoX`&3p!m30<~v8XFxobAd|?~ zqySlOETv`;;@8JMj#n3S^3B~6jd3k3hKAjFWqqU|K+r0yU?PrC@F?URf-XNc`TG+$ z5jR_EzV8Mb3NZj2A?gQ-S<6p35tQrn6S7P^Y~mP=Tj;ZqZgIlg2b$Mk!oxHL@uuEA zElwuf@LyX+AAG1)M4nTKxmxP)2!i%=e_CHbh>U3YzTb1Knv-gHVY8sZh0Aq8t1t0F zKa1#d>k>s_O5K?nV$Q)$7~*S&N6MsbIV{KVayj69s@Ay<5&^6Bz*Antt5kf)<9Yy# zD=wZMOV7*x@!YV4B-x3OsZuChPht8PKsoJWJCiDCpht%-Q|c)oJ{mC zs`>fW6NUdJBdKVw#-Q)y!Awi1$cKdzp~O1n z#mj;w`0O*E@I6c`b??g1-FcZA0%Blbjz-w<5b$FqF2R_uY@_qKCP^ymtQC;veHOr0 zE59z~fdql`!zry&RMzTyx{QlgDzJs>E*4<@zeYlDP6(*lGOsByUvy%&9Jh9i=9Lsa zsx0qGeGO=1HiwIWRFnhnkxt59X3qm~8NL?1hVh;MU>S1&J)suO>rOitmrkt7xR;23r5jvqL zFRwp(i>(D5g5gCsiB#Lq;@ximKU)4^!R{DS)pXN{GmJ!cc&6kiW z+q9r}1AzzE629iuNbyKs^4~s)yjOpKkRftP3P~%AV+8mZ+PXA@gH`u!31tEQBE_dt zrJ(iFF}LGVEl4;C!{&J4O+e5%bP6sQYl*paYhK;G{Ni`Q(xbdFll7fnK2` zGGIYb?%9eY-=Bh+Wa<{$o`#cRKpM2BKb1T6zky1}FX#tO3fHoLfSYw{Z0^2_sAsVG zsOj$|IJ9#aTJ8iv7^h{TaI?Uz-(YN8^oclEgL!j9Rptib#R|hF&{L#SC3!Pspmn10 z7TLiZDx__4>$VEnNuq;vCRBbf^!9@QWN(>!3b7I2BS@kqJ^h2yE z)2|0Ez4ZEJxp!wkgJbmNn_M^%Xka-yCOSG@$5n6M?Y}E}VggZGoLs=5#x!wlL0ovr z?`unW)XG3r)OW%XnziO6SQNa?Z};5(b3f+qR@Rqde8lcaO-JFZoJq9ipyV=2EV7;6 zO(mVH7MXOvpdet`$*`B!u}3xDq+G_Rwsj?S61As%ne~p}e6`q%eQWV?p1oo*xWc3~ zn$N)LTfTr1UP<>|vmk_zvRqKl(6LVaw73{<|G;*|3pm7tO)-K&;z!Hphu5N0f(k zni6GExm+OF1{pR@*VM?#>li8qM2oKt-2zN?CN&vxGS07Pg^3)eaQ1_%XL>35iE-=8 zn@0&OVjxw-JW%`Q27i!|DsP?{JIalDQIx;LPy?TD!y0+7=7A|5Lml9U(zf@^4}=$i z(<<`vjOx%98{c(X-6eHNV&|o3D-(TNb}Hw%VF^6XY9qw%@J|fP-YS;hOY9KL3x$II zXmYD@=4Y$0VnxrIvD6V^xw+V0>K+Gb z6MPhPZ)@4q-7UQDBEEhfe=H;!`5*}|(SElww&JaDUKKF*13ncTHHCliOWAZonKv4w zoZR5ulN?fDf9agooJ&cO3hm!``)t>@z4%*{G!7k5R0O5^`!UIRIU@U0^BDgq9+#bq zL+O{InY3^m4I&#Aaa%lk!s9~)uh};(s}ChMW}oEJU5*ITOUl)`Q8pSv^I|fB&11CE z#Z6&;-;}19?IsH@#f@iOJ0z96EsR548QMh0krqrgHG>MLR<`I5j3?JrI*t zSuZ^OgM#b?D%058}%k#p0Q8Z4dQ^}Po!9e5bUO}^ug6bSV$8n%u~F#61=x_*&huwygOl}%X&dn zvM>to@ucF4dX4QSPH2N1m~nA|Lsl~n*}c94gNp5pfyyn=n?!j> zOpwZEe;$I%P*OoEo!8arg^iC8qoA zQEJ>%`GFZb7Y`A|zzQ0f#r(YtNxsfs&`~t{iihCE=zNDZsQTBuvh0f&)>+bSt|v5a z6a^%h8!9G!)Ls7X@NZ{xPOxZNx%UQf%+@^psGB_0$s)f@v@xZHC`~tO=Ulr>;L0rV zvr;YKSb2u8Sq6VhX3~_!`C3i*mI-w-F3mI5W?dag{YbvsdR!Ug_}#B-VRUdgyU6t0 zejIa10Cy9${T-i_)e~6{oyWQGT5#6LLOwctfu|(P9&?PGU5aVb_H- zDatwHJ%sQ2+XzuGYxK$Z9MFEMuL>jjk+vU{v56{9+%!b_aaOEv)cEc9Q)XwrFNV)PcBXt(X8lI;a)DPFM5-3+s24ipnQ zwMbtI|Dr|K<#$QovD>|gAIew=8|M8x@Djh&s9W z7#7jTv0I1_B>ZPbNbksv#iLxCH%P(k#6hj6Hpp&5Ubir6swYvhmwoI9k5>5e zW!>wYBMy~ZYlK9MeO&7r|I7Dq@}IyQfOm>0*KSGA82yPI6PTl0@&*tgCeIVNba9m! z#}p~>@2>L-;tQv@qBU0%pzhK`D(K5h=5$;U;I`p)7wycAHDuJHQBv9)}-l|-V@ft4U*5) zDbU7glLr|>E|ikuUxwjI&3pqSWJkGFsxSp3T|Jo6sM?Aj_&ncvAYBcMpyWIpoCWAc zx*ARI6xw*#=5aU>uuHrHOqk)ba+jL;3|U+(Ua==RO<5tiuacKLFR^!fBMpbD(90H! z+KX<*B;7>H8gW72bR2dD9xn3YwwhmTsV~A(np)Y8`?virG>VfL&tvM`~f=OB2yq z3<6;KMHqRCIOzAFlSWG)0A3G(4!;ULJ1$~QoTu#uLTZPSl30%>Y{I2C02{@3 z7$%-1;Y|s$JR$2x&FNC#l4H+l50bthM`j5lIU8Tt4MgJmGq$@c?>viWu*}7DlxU6> z=+A~Nyo$T?F|sKF4FQ3=V;QieMDU)@Gg?>Q2hz!nVw=kIR*UkctaH2I&;i{z>2r~cy>Lz zE5UsWPwSbX#i?M_uC%lHRASqlKRz@qC+;Bf-77XJ@Y<&{4Z3x;_{5&%`mbkTTw?27 z-e%5>X3F-!c%F~W--&v>-@6Kn@V34J7pp9VR)h;yM4zF@#5x4cLm$_GrBE;XNI zg9qSp;0D-hV{u#9q*tLm*!=4%#BK)Rz~rFIf6=uvnq0J7 zU3l)v{td_S>8ai)cNZUPk=f6ka7sj6b~<>-rC}>5waHX#X;#C$QSaPkZf7x4IXED8K%Zddv~V^x-`pjH=VPQ*kb5>emSjP8Y2V}7x?u1Ese`! z%CX_(banyLEanakurDSx{4-(vN-Q6#VLy#&LJY+QjTHx#v*W3CCzRw2KXkvDOjVTAAif%qlI*E)YBR0t>3 z*oVkteGftQe8rNOqj!2wndzh$#Xgvf$OIe?Mixw!>tOO+*yl%EVv&Ji5XuZ9{kU<4 zPhkf^4j9v=D>Ma+sOw#REVE?M@cc<*-pn&1XbY!S;jBw$na;^~@c$B&N9q#f;X{=z z#g2FGYYnMODr0v7<~2nUFvXfeTPp~&ds(!#>wr^KT2zWj8 zdc%rohWjr{jaC8nME>7+DKWh^hq3S8ziPH?Z)zV zaZycUhF=3IsC$R8)tPT6HBEj%cLJ2F)I@_3;^s}C_V8)mU@k*M#h%mpr&OaDi%CPR zXHyIK>muDrj!5gldhlAU&i1C5fB>*xlkl)pY)a!glV(pN*$HO4opl*kzAHSq3la|4 z(DiR*dm|S~m*)oOw(AC&!qXn?)A=Ybuze)dX`WP=phR{3F13{uyyGeR`dxIYl ze?n~AqRsPQj$WSn1xKL>^|UKu3S*OzWQ?fZmZFhY3;k7jSM1kZEelto#%zhs;&lEX z3p&I%+0+$`MfUmvHxLNDOZauJ`T{2W_xz9V%+jM8<(tdi7OwK++(NCKIKxEs1@a~S z)t1>O+=Csy>`%Io#i8#VM=wH`6ejB44<=hXG&8=@+wJnd2}?a}Sz9HAR%)tE zL?0xXrG2<07yw2d1_Lh||6?gto+wU9Xl)xPp3uP#lp)eHg;6BrKLc>H_JVtr#RKg^OyPQO{Kbu?BTw zp-onQKcP-V-vh&!==18-I{vbPsGO6BkJ31Hs)Nd7oeVJad-`kNKzkeK6{brF(yi2^>2hOZ9AS+7kd4_#Y#n4#W4eAFmR$aCWJb zd_I1C_^#MTVdYcSE#}(F9&fEH0rt3Hkii=pTP%{{9zU0?f@5%6>G=twbzd5?5r?pI zFh`>KSm<3v2h(<&(5n=TP;x!kq%s}?qbTWin}7RWHmN`#Nz+_{kt`>CY3|CF@+TWf zBe3jm=R3uh{)g8)E%NkgCV0$<_xO)jytb?jON|7g>+PRJ212CRUlCFQ{BewV^@{A_mUZ#z57PoL0+YQ|M;o6>i1%2?K@EMs(`ASTc4Ghk)M8|i#mAmSt9rC zc%-9bOAO(Y{Fg3#+Mxw&8b#A)@%}%roKdHGiFLx7fAQ|s@gRHhrKV~lha&#$^4%W& z-vJ8Lj@M~x$2`qd?QSm3S}=IQbeOQ5B`5GaF^pEM${@ zDYH_2%ugb}#Tval6Ao!G6CUJVH)j^N?w0FT$(#9Vq@R1luLxtgEiOJ8&jE!>!5T1g z{9bMLKs$)>pNR*zPaZduowrwS%fYG|hCt$Aq-m^Zujqpp6P|1}+AYvvA{vHK&}uIB z*2$}ac4t}H>gn(q$LPW$u4WcIA$waW4)MEVzDMZ0V+l;Z@MJuWp3~O3p&@{@7UCl)I&r2SDAvzO93=Ul0^9i1r zNgmD3E!*Gg$xZ1&CSh4M#3Fx z_a*W3^Y6yH`uKdjysWOWc6D^Tm4oPM8cX8f;C%avvr&%d_Xt|e?oSI+6{Oe#jS}$$XS*!1#9lw?6tR|98oC9{z2ZqulOve9nHiU2zir?H#W`8RigtkuE&G>zS%K~p-K z_!^zWmxz_deBy7)D|ul2!AwsTzRANite4Bm!^AzhT;Zh{J3jcI+oBnp1Gizx%T20% zN-81EnU*M10hZqzxmLc*1ykaEmHg#}HAaprirQZzS{&woSKMF3Y4o-iXxNqn``(*% zBROqgy3r-V4J~Le&LA!(Hu(Pj{_yZHIywp*j{q~Px3_n25b|Y0PEM|aa`*KW_xIV^ z+3(EE;QY(WOTd(#o}N!{PftHVi6B;f{X#qHnflKg0K~)UYKA3qZCzbNczAdOgr52; zE_+YUc0i`4p@EfygM){sy``n4smaC3$;s9A@%edV4d9A>sQSI?NE4Bgl5$8}W3YC= z?5d#MokHD-Y;IwZ3}m)F^(xR;ZN@aTT*#rX!b52ERGyP3OO;js)UAqtIBiR6n!Z4c zv6P?wI@q95AsQQ@&(0~ExP>F@vGAMquHqsQ(8v5h-IK59Lbbfcv6JJ>r`JzKulNF% z72ALse;iVhL!$|{e22@tO1aozWW}+Oj{r$|$OjcIb<5X@sI4gxnbtUQ&Lhgk9HGYT3P}$w}=q30oBQkqqViQy*)DH+}xG`Q%Nl?tvpkh zC>#O;0$f~AH@BY?ko{{12M5E$5-6daot?lO>FDU-4=I=mW5?r!Te{^CA8?w?7A2Zwkuo$65`0`?R3LO!qpi@43r#cp*HVm?& zx`1ino4+my=0CW|-17F~o!d!x$$&#I z2DGzfEZNJY7`Ga>5m1t-c}~|C6Rl8L`PLr=Ltq>0_j?9OfoS&ci@WmYqNQ7zWe9?D zhA4QD3S{pHr2F*CvEko``bbui5Cm>#_yRt1_P;p0Lj>sOw2dF`p*~y5Vgb-B!pY&P zq1bG=zpk@8dHj?&BEdkq+-`Zpvp`hfBIQA#L7=0p%Z2>=OOQWM(Lm%IK~w}p%EaVp zjY?5L1t2A;!N7>$t2u7^cLlvSUpJmn)DGi3MIK8op2qHP3%|2uOmN1afeXIok05wy1Z;#hA+gGEe2pG4u2ZKY zlcY%*^B4GI*%*=MCcSa_`034whq&Ym1|kqju&f6IvUTs_p7nV$dvff=ojqluL4X)q zaz0;G3B{dxvDmpO1qJf7E1b%l7Ui-BBCiW#2ER-V5KeEO@nVNeG!{?qfq%n{+~)L2 zA&M|8R4iROb!o@trtyFZQFs~|h)xq-8{Mhgfgctx7_bJm@ zBLoQy#4IYiQ3)WczWeAYpyLhw8X+69H@8o@dU^Q@8*JIQ`uh55oB;|cLJT5u4C(o~ zTOnd55hS0a2%)l4+p~m}&svQIa_nfsb;x=6hq_RzwDa-xO|!g_{V<9PR&n&w7n*oc zbE*7Clzo&SG^mQy^@gzjZ%4k2Lk@T&c*}ytmjofRDEGk7UV*M3QIqFvnb2Sy;RMeb_a{b?7B%GTRe?A41OWNwY}HJp;Z|Yx>o6CLA1kax z>lVOcZJeFR;LuX`<$3%^{?xYk2t-EJ^STZ`{az>FF}s4uNIO@9buN}c<>V~4M&-}8 zJ*gW8qZ8(jEU~UM+V-*wM33wd^&E}|)1@3YFk#$c^l zto4|l)n{FX=n}r|3nz#yqJau-^vJXg+KAGCuAmU5VIqkP{s9Y6#OiP49I$-#zy*DV zuHqp~%3| zs#g3Hk&YhdaKDYv=`iLt?NzUk$1beNp;8-_zr7wL_oHh?ceht^CGWnYiTYDlq1`$= zz?R~@+Zp)+!WHlYnLCuHD`f*{~9hqoLN(wK}w$o{FwdP0f1VK>Ak z465O_$N$R*RnpH!m+j?*a^4J+hD$qryX`XQ3n7i+%=5B@=8gprnFNLBI+HOe((sX; zfyjS(o)5fU#V6cH!z3!23h$Xb(M{ja&dgrqnu{&RZwX)}ch@OKWtk!f+E!HE6yK|Pk1yUk z12Xcz92#4`j3tr3Eoa>TbAwYissYD_TYh-b*iZg>#(B!R=aQVJWFdcs^}ZJS-75~0 z>3{5D@mU<@=nC$m8qWK9rP80^aY@oPZ`+}S=1NXsp8A+V7BexBraOSO5BG@$!I|5 zR!~q$su;cakjYYG0XFTjrc=N<^0r6eaK6BmB*hBm(3W%qTt#-Hj&if@U(1%!QF+p| zFJJpS%%-xUcTsKuI;twlzeQVl4A&4xy&cVNyUs~;ZpO8b$r_T&-P%PY+;1 zP9}nWW2wOG$&U=0hqLRP^mXmAedG~S{R%`2!?ER1`;xvf_<@_EL_#eB0e=oV*hiD( z(wO(-gb@u6wrk&4eE_!h)lPChA-~UCGQE~1k4A`g#{-b&tp3aOO@uqcrNC9Y0aS4a z8Q2UI?#r8e0Z#W(5P)8%s^+jurPIApN9LWR_mVM14_W_ojCd^Larw0^@8_F+v3}|J?l4ImL_RTV_aLf6 zm9OC})3R0Q+a5gEap6qSlsOicf8QTB?arxatNqUsv*Z= zntZenLM<5oWaj~b*Raj5m9`4sW+9r8168Ad9f$ndi?-8mW)-?;8dQ0h{)MsEE?A_{ z0aVh1cmV?E*3Z>twfE~0L$F)Bm>u`nlj>F0z;Q11?v}H*X_0T9iuYufjnG&P$>0U& zhOZ%6v-Tbnp9Bf4B@sweMOd`!QCrBs;v4dJ7-%YN^rW)$td$fiQ=O{u#IG8ep@GMu z$=`Hntn_eazA(?vZhFzB_tdzYYr5OefVw}QJcAxV>2b^xyTQ>!&zgrE?2?kV*6?Uf zqe?}e1DS|D#M%9c?oc7-cs_Z}M9k_L5LWWK2hqQVbe6Fv-aArD`d|0RXnN~pZfBlzbXbQ4*7^ODnH z>{c5}t5D1WA8M*j1oC5WdSS>-FU#N|@bh%WYvEM-jp)EqN|lNi75*4F!Xq=v=uHPd zy$*m!3B`#dF?+u_!D2h1q*q?tNNl$vjB(I*dn!Xjjp`h+c8AL2H+~Z5R1Dkx)|H|# zunr)Sz^NjFUKPtHXMi+o+^U4TY4)y;wQ9eSyVVm#CZmLV=0D+w)dTNhNGDpZ^cfnK z0+1Upq}4G9BTnOyj2A2p@{ml;> zn0Qgy%m?W3nQ|&$NCm0xyDam6^MQeQ`pc@f{M-f>uqnk;$jC2B4#qz@@Ac1^DnI05 z@dNs(3Lsjenz2!;Veq9!sD)D!w5gEiXNa5&y}0tkR-;ScyrtHg10OzKFL!CYLS3+l z^21byoC&dZba{M6$W!hxF@>*=I&8DQa|4O`i6A5|wy0XX`-=6+kuOZD0jf{9fAh>} z8jZlhFnbsrv8kOzUjy)aDzGEXLp&sp+3`|maJHiwv%41G(P?6w+a;32(0xJ7ikY_N6z7=xj0@q3NzyR;WHX^JgCbPCyadac5P zd=N_6rPX9BZhWrw&dKpt$}3VE1v6M^ZV^{oC$gbJP4^Fbm!mC2p-%H-2J=!ik>l}@ z-C1Z{fd|w7DN1c}v6Im{I-*%;+tOQ!{4fDAON|`gWCL=^Eal5SP z7Q=~H6wT=MP7ep2RPhjf&G9TOUx=?aCAbFCQ(>`6HpRgp3@gRAMHiT81nA=`(FcT?vN`;l+yUh-D=O{c_u%A1At`URmE;lSLLn#H`sI#y~mU*v`o&=iieK5t`sSzPTBkVHo-t^!ZBAD3UkPXL8>@;Qq2-G zuYQ${`$b*VVlxqiP_DjsWV0L&Q{dD!6kL#ZV+3;tlD!$3U@=g;0k>35RD~y+zR06) z%z@aV*WdWQb%HkNCK8k4-Q-W^=BYbW{i_HQvWF0?f%^YFV$SrhHc4Y}fJcdWEXD%D zJI_!*ew;gRa^lzVrO=-kyN0eO=Bx9p77(a{ZwmbG$u)lanaXKzIK=ZF&9RY#9cOST zkqfo*^Y{`J62Bo#qf~3aMR!qGapP!ItFbRqQ()l<9p41Ki0Hyn49O6z@VD~ZmuM=I z(-Z6L&iX(ZB=v-rR0Szw{XbesEfGAOhT4mHP3kB)Il&zQdHUf#&-+-exxyaLjG)A@ z8co(X0U~cWYeYI>Lcg1Ri$T)AJKILe7a<|j0QGXX8c{5Lhuvyw#xQLTRm#b``RqPW zRMLn6`bcEb|M2erefj+mNupVCEcG&7^{(0*C+^dI8%YvPU^Ttqf4jLrmUu>Z69p>{+r9OV5t;un8*X}d)g0tr=LWq z5jHSA;4l7rc{-tG&@#%KhI=D)A`OubhE7T3(Aca|Qc9f{4F3woLgSf*D9jtlrd-|FMYbGqh$GJ^#aD1gqzB7x3_Q;4}Z>5t*H&6Q4|4Vb?Kz10r#a^k0c zC2^=Ot$b~1j$7P%_xr~#IFP(vHEjYxmk2xH5Fdd?mJt~6M{@;Z} zauvx=J8i^pe^JT};>i2_1hZ;3s@L^>cSaY@NEE`|5~_iQA8)qX+-S&IPJ}MWWHT8} zbm3uewLOnoZyjjZCk4lGLvJGg7v&k{uQi#A?N=Efh@M48GW~d;F!Fi37H7e0f|^nN zI#$cNkRQWcCPx|JN9-ogiNybQ6;qa-_D^N%Jk!CT?}i+*tm{q?`Aq6;fU^YV|M&vn z6guSJh+~PGX3+a)Q@Me%7Ot2RuGi+`H3(d<3T7I& zBvh-kpL^jLc#$Ffcl^n}L!iT?;ojC#Hw7iaT*JnfbPG9OP(B=5tqj#Nx44C}gQ+=J1$ zj{tKiy{UaQDyA6_#x78!3Y;C97tH9&!DrGUfk9#U#*g9LoQ@gCQFoAXK;7Xf<&a0QXJ6GjR~e>qedR{XWlx$w#(M z{_{<{1(`Ze4o)rj$8%lY0oUEMFi;zczh-8>cBq737Fnp9c6xqelA^O%dN+`(6a3Ap zhvu)t7=03Yt)+eaaa&^pP9ie>cGQbMho?yzP> z23fLB41~kYTGuLhQeEiyIjdeoORm{}v-vjl&6N7T`KN6%U2IIZ`p<_tn zl4GEMLb3T`g@&4*w{tC2sPpL}y+)l#f{qJ8;12VMN$DXDi|MpuOX0)WIcY4f!-9&M z1E31TTIbI!4BIJM18g-CV568DCYbcg0*kSez6Jz`Ip)*Lp4#H{cWCE%`RO*d>;`9XP z&|2G;{xU6dAvDPg4MgNV0xAHl=h$2DSg7$Nxo80KaLpQh(1X4Z7wrqdW&oF}VVVL4 z5sNI27f0o?i6a2PMH%8K@_uR_K=ecz_kW+PM8fYtfvDR>7D{kM!{K!)W}=Q^3_b3~ z>sj~S4InISGVWbQv;dr|o2Mh!0OQDJr7oD(4Fgo!3#bYugUdR-ocB&pVOWhZ+@xRg z0f@{yAggTYKM72wTZmHV&tH0L8ok|6JW>O47LC)R74z^L!}5PLo6ChIti6zWJ!GmKd>Aj}{+xlW zOM805FbeD$u}F{+L4ox<#1l*=T01A@U>#mhKV@me0U0`95&spYEEY<5C99-Jqj{TRVV!Mj5dYLoT`0EPCo(CA+-F-qLR=3N6e5eviK3@hyYU2Iw5K484!?> z1hfAsv;Xfm^(}k>LT2&MVMpA&f-t0^BN<323# zNA8mc4uelEi#J$LcbEUZfkg5jD-p2i5TOEaNk@zEy$m%bdMPwL%U$LD^1;wW!k^@VDFSS~$A#_;x2h@6y4dtE{{V@vH>iBh zpog)(mT&8e#@>|#dAVZQ{`Rj;!M`su>8z|rBr>Tccg9F=b=*;OEwFm%!&qo zoRYjG|LG8_KI82_{9`6W9A#we^vNm+44?BMxK+Y6yz{hQ-{%t78u`|WnU2dfIgh>6 zKVW<=qN3TR97ikAu+0WnuD64Bjc8^(VI0E{3{(QXWOjuufTXq4jSj>}i({Y2N*Cpj=m&mIDmz2-&2>r&5N*ifJ=^nnNYmJ%4~_HXn|yYtB3rO!5T!#kq!%4)qiE&|9`So+Lp*!jq)m#XE98GZ&(9cU z9*=Vgiy2=#k2mP~dUr@&g~4){S78}Dx>7J^GoOnf_FJ^dY*;83=X3r072^r$3Ri_V zJ~VH0`O>D0zynLLv@({ zzV|w>Mz6KL0rlSpdynv~t~exTV!6R22vw`#*leFKAoP`>a7w9PFP)kG`}YEM;0-lR z^+eBWj>oGNOpJa<3FBX9?J7vVTs@_s4hmFEB=YVv;{Wf+d$&-dm*c8BMJUVW$4*bJ z-Y3M@vhrBllb2AOCDdnVsYiJ-)Hg@R$!Qgo#ZU3{%Cl+M6Du4&SPtnkm)JUuWrL-% zqRPu`jpXZYMc>Ck^)+?2%}vj~XX8!k;UXdE(Q2r22zds21V} z5)j%{B2H9)?Us;7{?=sTC&l>cutcmXXl&fAxd6b%o{yw|vJtBVS&v8z^ z{`n+{_hfLfq2Oym`Q$Yt?byx-y@9B(GzlYPPF^l%|Exv5wETv)q12na$EZtSN>k7{ zW7;6Ree=iqS)5Eu~m#$d~Dc?iFWe zE5@n&VN`BiIb%@?Q+cB5Q131&ZDUh4hR0#Y)uSdFgQ>OfIP_a1x$Q=Q#kFNBwv{8B zKPJ@wU9jF3vZ7Ij@~OmPAm$ahv1(=a6(go>)_p75112RKZfg85&n2=KRg!AMd#BF# zlY&id~Du4Q3SM;26zz{fD|72e0=NzonY*k|TEA=I{Da;w>i^IxxD zq-(`clnXjIw(aQb1bWtV`!bY%t47`Ihf}kpOMzEiot~xBq$I7_LWN}*vpRO5*Vnaj z80LMJaeO%~v0y*_Z7=<tF*84 zj~t(Y@17Yt?wHM7r)}ns?w=7B4@X?iLG!rfY%-4u;!BXa7v#!ave?x`Y(FnU5OZPg z8tY4Nd6RVEsoic2Hl+e}8=glel;Oiv43abKr0?z)Cf~FhBAlLA+f0co->b$BT6O>X zP?&C?nyfG_mE2a|200eC!=>;wRf+!(SziGa*Rm`+NYDVmgF|q4cY?dSySuv+Jh)46 z*C2xv+}+*X-T$0(&%5{C_j}FSYp*xWm_`)O0?_8v}n8S_-ui+Xmii zot^F5h^dxZ4y1lMuh`uOe?ichSlv>cYq)tH-1t!Dx}=#Jmy*IX72$Bxwt}F4K*=*( z+aFzP?f8BfRKw^zXG{u}NngvjFz`{Oy&uYO^7N;9rdsx*x~qnCYm;OsfQVha+)S`DK7V)??l-kv-yMl-aeBeJJq?Kt|Po9;RoLre7rs>xd0VL zD6K|Zt}7{}?gu{JZ-+_^*u;~tF4Q&_N6SkN!Pu&;T*UujygzBc{0go5CVyikWMljN zc+0Nsa7x`dp|gJ2z1s)gXLD&+!elX0r`W8XO)9M_-ajo{&$4*BoDSLDp~8Yb{X&`0-de7YHXc^$buIk_ff z$1Tn0+3*cB3!f|ldG8Wl?!QgE|HLt4liN4EiC}Qj|HcNfdC;^zS z<(dvCvb!tl-2D7E?yt3_@T{o|Dz|mjBpBO%&6Zos?>>eN$uz*O&rhjvDbUHtq-MBL z`sEx2y|L00kU&*yP< z8oyv)#Uu8Q*}C$n?m@;2fhG)t4V%SX0PW=*L(tvJ$exwj|IkaQ4 z$xCk73l03EP#WwD=j7&SI6*D@LxVF65720LB`!3c1)2E2;o9?ynpw=>3I21)T zoP&1b*^ydfYmGR71+UhCz90sv5aVz44M1! zWMu@ZCd_}D5g0pO z9dpN+>s{@UJ@7DLC(RJ1ig5e%9w_Nwq`5WK?cO6nr!>TVy0-yEPdAU3R|hAU!o#A# zXz9x*G#66E4VC3$AVJq#&#d7hBP8t>BmiM>sHJZklkalH(!;L)CVTuXb=X( zFXgiGC?fv(xNmI*Ca4wy?5G8JvSh%wmOoc=e96SZB@e2A8i*S~1giS4bBJ#{LurCL zv<8%XfdVqH6pQpfkA{qHK|uR4a;>h|BC(MWw+S^?A03o zB4w0jq2IQd2s2I~Kx5}k2s3#Zk4TSE9WoaYh#+HGBkkrxU5hHK4br^{(2*ojfQ}v=eGJ zaaUyG3d?+(*O0nb_BNf6N4=a_S6z-7n#lrq$BS_p5TY^ zDRd*0z-i@o!_b?+`_|UJ!@yz?3!-e>x^Zs2ZP*G)Z7RZiOef#_95>Z-GhY+rp{C<-;*Gi_^jHXP_hUK6F! zmYKQ`%<CHcCnro=4r-6c_w6{BD-f*K;AMSa{G=ijFx^F3*8x)BT3h77R{omrc4Ri3FQn1VI)^qdR22)EN~W*5A!)U;|ns8S-{RZAtz$lDPvI1P4F3@6>;^^7s>7pHDp-Ngfm^)`Kh zKE-q)V#VgpnhpIN51V5eI>%irAds=Ui~T+Nzb~9u?5&L#U&kx!-JjK{@GUMByheMm zz;co%Mu+E)Wdypsh=O@VM?dzR9_T%xPT@SEOaw1gf(B&tfVK(7Ch7rP?~Ti5v!HqW@&?aBHa4ip#{11VEAax zJ37`hsSI;Mdb2nidIrV?eq^t9VI@q2^-hg9G@U(}2ro3UQmNeDUsdXK&Xq_+j%RaY z$S>%cG2p;4*Uf4^LL%cDm~?XGG@PzgMH3`K5d|~Q2>xf7p{JL~K4AqVnw7ej4GBWv zH1WIk9NL9{LZMCiF^3>R$MM$wn2zQe7#wL*5Z6u%mZ5=nhALq3==#1JSKjd9|3YN;Y4VYXjTRKArUY){h+o+gA? z2%^T%QhzN55D9`V@`9U*4&?Y)2eg?dM#KT}sg<@{-!Fr&t4&8;Mw@xAPk@{(i3ox} zNnmLZy8~j!e)1Si_qNK_b6n=2;$X-3cj!rxHEp3>V#I*JCIa8Nqx1xOv~+2a-%S+^ z%0~hDPdA{x)_9r?pQ@XzTnVPi1w9^>DA#aeuvXvS;~D~1#(Vfv48~rsI(0qzx2`!a zbCiDSWE!u*xBRpOx8i76L9$jExR>}N^*9T9-#^GM@p-wwl+@SXEMCC;YbJc)O1igy zLdsdW3_b+g`*6Y6BN?AO+y}EZp=+-~F2i7K1tvP~<(qxCUN?=$HW;{NMBNYXoXjS4 zIvgG>Ea}t@)^BFm>p$Ft%)qyGCTddQnezzN+C6q$)o1IqArK0c%t%R!4g?sfu9kXM znga28<%%}f6nFmE>9)HcY05hriiY!3>JN^LjXR8*$U*4d`*hXDX=DnL4@N40>?H!HLzRQSO0*<4zQQHjO&k{~jDi*(DCl#=R4PmxC&VPNr zORR2XBktlF{<&CbP`UHq1O;ik!D<9(BR`9rIG$_6%Z3I-heEC|@+AbtkK#$b48nw&>X%%CG=n63gK5ZAonAGkTfX zPw{6Lp>-)oBXnyyE-&}Q(%V)mqO2h(ov%u<8T5O9(?hQ~Y@t&TA073)xQ%D=`CJRh z7i(xGBU-%i+#W_)>2@zF^-qNz}k=6M&BHXgzZ8LlnCW z=OQ{_DFco<_TZM>O)wnAr%`V!kcUkZ%%t*Ayezmcc zHC3hSOY%^@xnMnwl=#ja*&R{*YXFm0$Az6rBO@azt#V7!+S`i#>+|036dtxeYm=Of z`fumA8|@mUQt<>Xt&yXfxzDn<`xm|(a9vvVxAzrvE&#&o{;ji4{AQmIPMPalPoE6> z{Z|Gaz}IJpjO5HV?B~&VyEvYD!HYG|u6qJ9xZJOW6CUmt`{DUvh}q5D)@Tw zPd#<4+{8O|l!P4L!quXm^<*-pIwf2LV0 zV$x)uG%U4vU5w*#H`;FC#ih!0UZ0+?i@vX)iOF(1KJ~ZPcnL1Z$`Y)nLw*@b%t1)K zt*dcQFGhT|6KLv>X;h5+2@ODP%mMzks!B<*Y6u-${#|xaLbxQxBJA=aJtt zgC@imR$Sq7y9_+f@z9ti#B@U?JUVd`>JhTl z=HV!lvH=K{{YFS_=1B1kdK!F|&_$f58D85H+o>ySIk(>tGW886x> zQ~a5dlz#2q*R5(YFuKH8ADp+IMrY@ z!TdTVK)j=5qpgyKnw*@O^=YY>uOUFt^JT$$wRYiLs(UE;HyJT6)uTL~9hO(bTK|dM z;X+!y8KN!Ot~i+uN4Ao@_*7pul#SB$;x!eIU;9g*yCZPQ=1sYau*kMkvXk_o?~@tW zt=?^UxUb&vZ3!}7d5;|j502QwxKU?2a)Pv$(d;e{T)Ug=1&W%4f|H5J$MRb-T^lZT z_RmDzk8h3>6EkbOU4$G-+)uHQ~CU zjEU)LV2x9#;0_^|DAs~6UlZ5A1RT1nHAUj(Z zvhBMo+e0h5RuRI9N|UI{#_(K56G4s5Mu7h_9Uxb&xboe>A~PAvYSr7@9nv4T`8?-! zd9_z4s?&xl0=9c#b~sAXw!M2^UWW;80tduUhWQ-03G?WU9}6!66F+cp^T|8Fe}X7H zFOoLBi%vLOQbiTK})u7dv=P5p> zUZ^@-YOAUbY9Ai&P+aq;hi-)4PaG{*lbqe!o$pF|u}!>S@b3RPk)((W*4Or`#ZqQG za(;%4iJk&Q6Oi{O#pnerh_B7ctO#q}ey_I!ZQ4h?x)Il155;REhmAm;;TJrCx~Y-u z^2p4J+JpIm8?ug_UP zlQC;bFoBGG`qL#}HpmEbz40_Q>g*Hlw~RQdki-#;G(sSpSf@b{H@LrqR*ltLXo@C< z;!pdRm7@<-Wm|p=bLc|hUZSqR-OIHyx5JfEKEUBM3Y*QV2z;Mz@GF;9ca`_>)e2Su zZz9w7!>!ovLY`mjyh;}~4iKc!N*GaLLXjkVTu&-ru$`?vGn?}_aIScHnxBhoZ78|e z+uz>aUn)5BKWk-Mutx{?f8Gn)!|^TLBKS-cjMMfnvE;Aq;#YAT@+roqx0#lgdrE}N zinEov#J5f4ERLX*0H6R`&!Y7HkYtBdsnbS)RVQyT~q0g5bda-Yt- z*YIdO>?G)93ANPsZ=M73M>gEI98ZrXL;H{t@wmUFi;Rz@B6zvo%&n*~6Xc`l6B|!? zef7hJPgRf7^Py#r1CU)kHflFX%=8FixG1@f-D)RveBI^!`oYt2_hj4S}>?B*Mj2Qrv<2ivJV{Z&}L$irEQ zi6ct<ykdGiV29h4G9_$v zD#2V!JER_0f<>-0C9=_r>)CX}id~EAIg8=8W6bKj(6{||@gHGoFogbn zMv8?f!j7b1cJ~Cn2e;8B+CN*^D>Sgyh39QqcPEb`TT>=Vb5VMz!CNhj!rV-%j0V@+ zd|R=7Q&4>OUfU}=f}Vd!fDen))Z0w^UXJ%*BHC!lPpEyOX(!{~?jPFX^*n7uw&69a zA@nc=Lz1i$w(xm&-2xClJIF^QTX^q{YP4fH5?3LdV#_O!f6L-_No_Mn(vroATfF6= z3~zTG2i7l8_#ZlTI-f0;u2^xo9yS|3*l58Q2FmUB7n{|`{tCwBbV34@J+l7ZQBUIw z8wuh^1^X;SgVx~^ywKt0NB?O?AnWo`L7VFT19t!CXeb&Ep3*3!3n2&uyRA!|43=An z`TAgTH1+O1*br@Sz;BJGPo9s5Ffl=1d!{ltUK|Wf)n> z2te<8CwhhfH~$*%UQLZLn0M`1NFF&^SW{lAaDKY@p#d|aZ*~Xt{^)?l>!gOF2&u+bJ0+meU za1lT))ACSVu-p9s5lioSf1APJw-d(;uY(TBaG06edIPRzmHQdZm9CKqjGLi8+|aN* z5todO!BO1K%`FGcZnpll+|zSqs8_l-J|(V{jln0f_x$`EUGkdpqpZC+EXv1cY32t7 zF#-lCALF|%@{aOYPNZOix2mjucV&4Uq zAX~hUmiE3FM*WV`pRjVkZawMz7M*Fq|Jvrhyg+NI;`&=DvC=J_DNP#i6E!DQTcAfw z5GzW0Z%o6(f-~gu9mY22*N(R`B*4e%BW7fx4s3I&-Ki;OCJ4%Tzw2dK(jzUonD(qv zyV6T~vDK(F0aAUoy&gJn$8od$3exaX&cJ6?s-G}GeYUjGQ6_OO>>QCEZUs}~J~po> zl9)iZ5d}uWogEmf|>RD0>t#e0F+Y?-{R-wxtMM8 zz#fHQQy?%D44M)?UqVM&)APhbR5TYHTt4K($(-i)-LKomT*`&~w_YV~&wI`P*T~>d z5K>agI3KwHRR(({{Ji;ZAP`M`(W7}K{t^`O&tx%^6b87w9DU}bMl{*8Z2648lG_Fm z8_e#e*EBqAU}2)B2FOK7>pbU&EgaTkvD38A!{&o5jtIl7@xfj95`ZscFva8Yk(3dH zCGqPjVU(3lH{xq`TUjfPjmbnfVX^nu(O56p-?jF07??=OJ`kW3&o1#OHwD+98ugmp zY%g_UuAB1&luR8mbEEj1?VRj(@rk0gK0LBgMDrOuM`6`I5vl+^SB3$E+^^49T2qDh z@n|d-?{ZuKBqVlykqvlR#;&lRn_(c;9CLmv% zhxD}neyn`8p|Jv7FJMoTjQO>0cIPjsv)FPyxPw-+zdOM!H;`)8EV;E-vFcI1QQ$F^ z78`4)vN34quE3zR2c*Z`>Q@z4nXH*JO|e^&h72YuF`S&3PMK zKzo+J23`;%XxF}i_vZ5OF^wA#0XtL70mq>)V|dC8fgnJU&Q=9~5ng0oj}`H6C70c0Rfm#4t=It2&--lJB24qW=A%Sng4!Pi`}dLV zT3T8nAFu0lbFEsAi4e&3d~8PS!`*e2eFt3|MIB8BERwLYEjfaYPq>R39oxlrV=$>* zDF>+kI_Oe-E(BZjM%}4dbJ3UD%_~8TlOovRE9{*mCNR?dx=YlL4|50 z256TxSt@nnw&r`@Uw09p-r6BDGtwb{C5x7YuSWhMLc)-}>X#deLYK*tEK_@cb||Bd zE)qx5wzpjB!q?xB9HaP2c&nm;Ix z&M1)m>%!}$j(wYN*Q?3S@*}GL+Rh*hwtxcAx0Q?U()aTx3(hobeG}8d)NU@2UF5hH zVGZ09zXe^d-UA0|zo=<&WF6z{ZS9@Z{aQ2_Ku7m_>MSx;_K|O4Fp81-?P!E1h?1P{ zbVvyxzu3w_DGm^iZFYK7pi)Qcr+xMnR4&rpRy=5hg$NMrTjQMRG-{>ar{T2UzrH&; zc(_n!tq|J**<{c8TpT92bT1=B%b}8o1iniww{3%CSi*0j$4r{^XO>d&sqYT(zS_D! zxIzrj=yX~M>xHrN^tHQ~mLazQbY%E#o`$0!g4xaVo^yI)NVd3Hu1!E+z_uULBfP2( z?Epp!EsMi@R%-TGc=_sEty&wEFsu1Ix0dh9&3u(WtlH&CZ=H(BW^?c)N~>BKUEoT>SO7wO0Rj6H+Sf5a2lwUQVTlgXN2gf_q1W>eK>~4+wzSNc#A? z-9L7C5$w0FFk{Mjdmqf6{is;wLH$IE6-%(50Z&?jYU}f{V~Sdt+2CwpgNfzs_(kZ} z@AH4Q^oW+%`b>c0vD20YqK%B8qWwsjtA2OFU1rVZ@EiHjk_V?oDKe2+2mYk8xzR`8 zv<;Retq%5g%Lh+cz@*=lE%Te~{_E-}D3|v}v^8ue@?g625v%2EfrL_#tf_Pw*U^bX zK9tMZY@KJJqa^UFy3_qeo(9r*rQ%PJ>Y$k-Qw|p7T&daQ6>EEU{OAYtj$Ielh&i5>s26MUJ)?vyjjoh5u_8vl z5-fPO>^ol-g3yUlG!sRz-GiWs?SCU6*-IT&p8EBtB9&363_|Ku_hNJ>#WX!ngDhx& zvENQbh(hQZQW2<4loAf9T{Y~}eSU-8L!d%;zt5%xZmhE0kMZ@0iP?K)gCN2_gjLg3 zr_E$ztY&brci&NDrXdIWK!8haLJY2YCDV)gMTE*vA z|E}Hv7lDZpuF@Z&$Fzs_cv@bmUiGt4mL^52NXy+slN%T+mdv2z^>n$=t`1ep^6vw(9n`&aC!onW?)7LF7^Hwm!U9P zpB1D{zVKo(m{~$6*6PtRA5O(4aM&Jv-yt98agWz0d-M)ar%8w)MX~!34T3_jKG&0= zLlK~i|8xJuepu{U?sqre_dFi&_E|LJxB2;MO=>~nu5-{+1CcySSP$us1-@GE{@pJE zUr4}A70(+yALtR*i~;&=XxYp4&g-#O1Uy5z0lyzg*R2jq9D+Pmof}%)`D-SAcpPc| zY*tNYptoQ42LOK{0br5M2BL7?_GNJaiz+3Yrty0o@v^Rp$ThPbln1faT1~!YhdZgO zLf8Nj#69fa#~iMwhm9`fOltaTTtI^zdNBggUMz|{id*|~d7xkhetpLwy31LL3jYNH zf}cTdgs2>c`*Y(dqxo}*Ex7(ym*X(O;`!>Ar_+X?1yMo(p?&45tAn)xP(AC}>cG^A zfN6{EYSpsIy!lyLF$_fVU!$tB$IZ-Duh&CssKn>m9geIt*CGL;#WQFamMofzhucRh zz=_;nJ}s(O_WPYz>abZ$)oB~+I78YVb9Y*18*5GH+i&ja+m6j7mxVbl$1is!0du@r zPb6TZlOAafV)qpr%`PALhaAz_rHOy$S~UjF^>_Q6numJ+bdQ~nDV3DSB9nB7_ zNH5!-cV{!dWNwc4){@{tPUl)^M}2@6eXk8#i2Y=H5cYV~swdpn<*>w_oEb(L4adWG z7E6^g2ho-<9!XBMO$ul(%@(c;Qvm}2;e?cGr@`jmXO{?BLrg9)X+2k^bJyk70}T}# z5>%Ui$U!9?zD-+6C-2e;<7Rmtd7D|&|>7=T7}yE z9%@tP_?Zj(lj(2WTf9~rf=h*c1G{l-e6~~xf@ZMdEXS`EqqnDRLd;{xE6YGGu0@Jn zrXtVJw5fz+IOj=@Q&|Za#y2E#r^+fdSQ@?8pZGG=%5TYKrC4Fa@Kb{O{n-L>6@|0Bte9m zS)V0lIF-?G1lyc+g|Alm$*6lMbf$xLyy*H7aJaX7;!&U! z`Y#r_o`a6RC)Rp^`fuY>xMx)&6G;e@Llc7OLHV}`PSlG!JTSJx&=OPnu{q_S`N+IG zj=lC^8F0~&b@H0E=l@RP>GE8kGNh@Wrr7ymOQ(F!(58guh|oxzY!FqtDtK(2Xvw{*AP=R#J9o(k49z<(;DdCI}A zvNR+ttlAX|o1Sd-e4PeA7z<5@@YAR-scIsIp3EV;?g!p<*HXgL|EbE>YIPpE&leo) zAAQVI!UKPYa`wFj=?QBli}>Zn13xf~q@{TnM&)+0!Tygo$_Epajjy&)e7=}Sh(Cmh zSjO*(ZN0Kg9%~XI0l%_a@&j(yL*EM^)K}vZ1?GABY~6KHaKFlm-Y{q+0#3Kv%{Xf0 zE=846eoJvbIkA^Uu&j1#(#s1IDrtVl!v!nM3F{>fS!kM&o5|Xp<3zX0r2?0H$#efN z&rQMq%h?2Gisei106%6DtPNZ5K(H>*l^f_^v8h+>!OIUFg7)rsbY&nmu{wV=1}Om^ znP)*4D+kwW)9OrL9sj2@MIpiSaB?b&2SNmuMB(=;W&8-aM4o1Xt4z5kXtw{GCW0r$ zL{D6}m=Sn7{0E4(E(Fp(YqrM`ipP`a?isO&D6sg;lkCU$c5;cZST%5AOG;q#Tpn$xHdN!lVzwfwxXMF6=%*WjAeV>XA zxr+n%|0fV(b64#jCrAL`i`2hwA3tM)((&BhRMkmd6K9=`$wY_z>o9tmIo^l$g^k-*qT^k$GG$gajE^U?6{g6Ex?v`#j~4>GzshTZnjxsSgdWb64Y#4W z*twI^O9hoZx5CW2T~4!?2U#r|?uCkvgmC!3pZ%)?0A1%*Z9QFEb=kpYP?Y_6sU=gX zV%4Z(DbWN;5_*LsN*kO+)yxnui$bo8*6{Qws_34?oD4>*PBvC|~zIx%nfe z0Ly0_ciycG%I%Wsn?AX`k8N3{>a6N$m4BmfRiCzgecN(P+?pzwS{u zmz*K?_h0}5G-(0=z-#ty>P*#w;+)0jU!(Ig)5n+^9Pc+d9hc+bWhFmKqL^^B#x;Fs zSRbdUuR<_aaEvrmIS)Kls+#U!y{uc~rD6W{GQwm4fPz#k(_SV>^g!pwR(YNvMtY~g z^HCP_f$?csN%~-{QMhSBW>^uW#FLBK+fXqV|D!x@ab1~Xx=D;*mgi$K)A+xfWB-Cu zZX)iJ4&~6e%ZFe3z6nO0`ptM7=0ztpsjRZekBG$wyJX`bGD?f#o(1V=J?}Z*M{z0p z{C49fbTfYYCRXFse~<%$S(l%rE9YjEJeNY!W@nmD%zYmw11bTH`;BfJ>cLnkhgsP* zZ~d0Z%+!LUXpu^M+4M8_#gPuuZ}l{#vSQ0HyyO-0=#YPcH+n&JPWykYA#$E1G<7P@ zNjmGFFIh#>p|pii^ejXo?Prxnl)Z8#+~Gugc&5nkm7hKZ+zO;5CC&4{lIZz-w{rf* zq(28MX3Gbn3DkeVEy_q107&)xizps89#Q?$)%q-6_E@pt$BRay4$RkqUy5!+b?At9rf^!Dc_JSq`|p3zw4 z>1JK_DL=8b-eqO7V5DNex@+%C@5?WcZd2OFW~0sxbGdd!;OjtVoVKayz8D2_n>-MD z#3z@Dnc2xJH|k;Co+r!b!B%i66wmJU1CO-Tm7~_!LR1lvb>Tgk!1LDTADT1?@&Uwyz~udU-emd6X;xC^c%PY+kYRym z=rhC~d1u!k2V8(-QnF?f$_Rt1R|rgaDh|8p@4B z_{$o%BvdQFemXw-l{lKi&Qus8z)vkgVAF-rt?Q9Zly@t)#+!R72N7kMU)BA3h`hnI z8I&mJRu5DvBJbYtU2-J|4jUBI4*C6BOP4m=oz+VVg@-nSUlZb36hIo)8lakzDwzdK9A9dLTBNKT# zJK*<3Ch&@h`eZel8k6J==PJJdII6z!< z;0B&8Kp1LHK#A$99@^}z3QGBcLXV?4djd1&z=uGzKAJ?5aJ+m2_L2rn%d@6aO1x*b zN~9Sw8#woC!uI2C>!e=l0+U8$g3JZDbr4Ao&4+FpaZL;7w z{XG%^R}Sa?JIgI6IOP`~`OqgX3!Nn3paKF)%3V`^1QR<^aHCXK8KudRpjbeFKzv=| zs>(tcl|&J(euSX{Nnzq@zA_({lI(V6Lc^cu81D1tT|E|_is}nra=M~upCjU+)0HQ#7Xdevc_jk%9tT0EDc41wQdlw^4x>)T!7-Jj_O82Faxa!`(N+c8($w zvAoT$>$2K_$o^#*eeOYm@SY#xy-x;E8U9kD5t7I%rv7fC_YM)AzS>ZGL(TY}bK=)c zC$>n&`gd9hf1^?YqpyI9G$%cIx2kgUERy;xjfryj{YCXn4|ZIZEH&5OvNv=w96r^0 zZ#`B7vIgy7%y$;U!*wIkuh-bQ@iYb(;sc@jSoZoZ0h_rr06{EW- z1GXIyA5gBckTlF6_CewnRsYUG8)F7=G*(|=D*lFut-%Dp04^Bm7yT;=d{Ce}GoHW> z_IVgLG&qr=c!`b?TtyaAk0&QWoW1cY!U_erx$FW4WM< zG;k=(5hh0R{Bg|OGUPw|tr))^V2zz3wyrwxVr+agXVxyQ1TKfpM_@5i@h)w}Z^yZj?VEsl(lV zG(!G<^(shX&(ZsawFq6KS87*B7c+JmU#JeW=>4+`ri=`!I_9Q<8D5tWouOd$+se&4 z3fxk^Hmj@E+=)TmLMFE~?;V%znAJV$M|#LtR;+I|E32uTGyx4Om832PnGW{!W0gVn zgadkWJt5!BrQL&w%80n#WJNDqylVqyYCgFBs479`r@8#}rvHVC@T}Ia=fhUFb|fMQH4o$-Edc?wG3}tOlYh3enJvD zNc5wjt}QwP#q1keKatj#YZnbm5@qK0wiJ*~XJ48YD-mPORWM!`C~%XvI?OBTfX8+j zMALcM57C`*vBuWV=9hlMvXws|a)ut7M!M`(Td(~ifj>GGlz7WHEz7p7!hub=Wr7#X z&na6rj!Bs)-wLtlXk~=O5kL=)%yDFw;lK#4irOg$UVZqq<_6%4(e}&r+kU$w)jP#d zOxbQdf7HX(Q#o*c%-w<3r3>33RVo4t|@a{F3E))V~M_Gpolgyci;VJ5r3Stm*`=loeDZsb;!A-=w_G zJ=B{PYjbHWGG!yHK-WkuAEJ4FeErgTdT;d3`pisK!Z;f|8Ry^A)n$N0*K5o04FMw< z-U3B3fm}(ExeWRhkRuo&C3ZJ_&<{fpuo8>)#6Z;Tn{rK+-m}5=I^^I;##UIv4NVAZ z*&h<{7_oKeLTuDqLFSv&`vFR8cta)dL4d!G;BbA<{4V+RBNDahI7XNVRrC!lB1*^q zn{$M=@Q_)$nWVUy^9$?!rqDh0JL3i7_)<5y`=8DUT&u5Ek%W9FOpbMskHttJ%WwX8 zYk_&h=Pli_p+CL08}Dg+_jli8rS-fu5{+Frnkd~m#;^B=w!?!dve`mCQyKrb_i;^J zB$}{N?7J<`6{<-|=5NsN7N69`gEGi`WWSJCb!t$RMQj&V`>MtPoSCg+RBp+Q@*P5N z;fVR@g5WIT1Lcl=LU_U%wGM~hewycBEts;lFu_HG4SsiR^&q!Dfa`z9{S7mEa2bz` zYa?o2D^K#m*h;a7@`Q`+YM?_%t6k?JZjSif9j1l{0!YlYV|mSXrtIFB%s!Ox#Rbom z{uAI~+Y~Ptn)7`;*fv7)+)+O~=;X(U1VJ?pa=s<&DZab{`uY6U$C?{Ban17h&&>+t zb(?+xv=h5uSDhSN4$_u8dSBH!WBovr`ol0{5D!A+Vo_S%9s=<%vYdH^|GLfQ6I-8W_~I6k_e1dnZW`BrqW8C6 zE7sOdy8Yh}e1TlKU^NE@*?J)v*$Aa0Q3y#B^IfNrVr7QIDpayv z4CF9UZXY;x=D;TQ!=Xk-LOJB$7bwGBk;X1_LbrCLsDgVgdx z19ZxWthS;ihtp>Ym*uaG(e?_=lF4r7JN>5G!(4-FU}(HH!P}EX^HgXZ0%4Y-LZ?FC z)S)*8V#=8X(+E|ywqNG#pT9ghO|PBw50q#{`{j@b$r1A%zGj?tn{a!yqw2x#_&Jmu z&swH*bl2E*55tD_e9hz%dCyC{uVKkJgWFR?@FDw~Jo7Gk_bxJZd;%f7Uq+EbYa3_m zU1YF4aH=4;N5pbIHvR@{xn28rzoknRm}=s|s?O89mo|@#<86x;Q;;Vd3_THb%oSLXtgg_*lKCdNl`AWpPI{ zmU`T0vyKA6ZuvZHz|hl*(BZG_4ow<$+vgzflGK6S zVbm!yG&MxAMTv?FceX?s@l8@36*7Wsfn{DBTh#j{NgACx;!@|wX6BlAAo=S*(94Bc zw3`?lijQ*cZhpGSt|K8a@2HSHn8@p8Bnc?(oy8d2g&cB>bUW|ZQg2d1h(Paep~iL6 z{CL*#;+1e2rGcY_l3^x&lY|4EU6t>OmFACWlm2LlJf*wnxleZ&Yuo=R6k*cWr+%+P z@k+6I@L6O>`@(T6_hG@p9gf{i!B(`STd{ms4Gqf!m(=x{J4ZwItC+!L%oRk&mKR(V z@4f+!I{_MJ36>y2ExAr8UE&pg^~y#iLOw>?wp2X@?xq>u`|hKc&Wd1d=HrhE3BT%- zU~AU67ZTZxw@1Lxqd@RL+|llnDhsKx(KbXSLb@0VUq*1q52QG^G}c;(hxe>Jjyz*8 z{Uo7$QyCTqlnvjZZ)6}N!VVRR%Xp*QWtd;i(pJLOF-sTkvAU>ivhgl&Gl~EPDW>Hi zwIH{ii7^Ra3Dc^ccHTxsMFXwedF2L)$ML$TwYVsvwDj2FVt~~t&x>)X+*J1?R`)}W zoVMknANIZu_+U2yBC4&*~dZ1!rE*)tGjBFNv>?B0ERn58{{laBCr9wwrd#KSW;Qt@^LBE%HRmZtPf7I1 zh*tjKQ2(B=3d=*6M^;c2auM(Cld8;p-reUZK}KQoO{Q*nKb}wGS6EOUNif^vkZq`K)BeWqb(F>aF=1RLWgS7McK2+s7{)#@=iFqC_({U?Yd zB>oSlz^fa*_ghsBuLx zcxt7--G-*gX>So?;Gd2yHNqIDO!0Y>q^QReMS zIxH+=MwI&EdDBI)q;22lxPdyFlf%#X!4cB3bzu?Awm8ES`oKM7)%wq&=2(XHZrg^0 zsd2p(!9#&7-f>>TXUJa)Ey-qtM28_;vTS8p$Pt-Af)$B{c&c1r847r^6~_-6c4YEs zu;{x5g;OpeS~nJFt1o%<^TD&f2Te$XNV;@7zbT6?21!{Ywuqa;6uRCdLdr}JTC8KF zbQyRoFz%N}KXnRoia|W3t~!5d3j2S3eP>t`U(hcIinLG!l&*B7BfU%Sy^9Fad+#M6 z3IftQ0zmD-a|%MpoX0s&F?suZOf~j3{{d#3fQbSVIdYPXCcb zb@%{+c2*fg*m{s4a-8`&ryD)eM1v?)jYM;lz6z?K^%Uu*cT2o1PIc-wk^}kx3)pyH z{t%*-EaR{pc5$jF6SVd)1M$+=<%_=ycLhZ&M^1Lep^@kOMO_B^g{Z{BXA^MvNQPI7 zL)k%XhqZ}A)wB746njl6;_mwc%n;N@<1AlmWwzBJc#_iCA>{b%_mwm11DmR7!vv;}xH-@(z$Khr5U_}g6@pOl&8}#vd-#Z!*puu*a88;*U|&@` zJ@8_bt%Sb8^jmRG)?nm6g?M{gD}M4(x2_c_AowoOw(D2HWZe|gdr$)IvTf!vou`>2 z-h=rMeO?J@QC+;@{_*!Lm~$@YTAf()8d&1@=SH8>AnYD@!Y4y?0tVDrat>x%EJ|D zslS=ZJ<37qr!n))?D-Q57kBdg)sOhpWn=1DBPJB^@Kmi|d|s`I?a^F>9=Tm^>I{!F zQwty0<#MMT#x;H6|E{a3Ulqr$yE;J-8&D_a%`+3_UooY4|HJTWwgT6PlD-3TI&n(M zZ{5#o+s`7s%r7TIk9$u&+ne@L*H;_p=WXl1;{-5EDN^z>^_P>(=LF2Z<+opdzgGJi z>AQ{*2X~$~gU=f6^uqqs1XYX3nNq*$5ET+S$#fFvxEi8wGYR|t^A+{lAT#}zI<$1s z(0E6)w&#%DtT4!92sk;yt6!W$9(@7J|WFGyfO2j zdPMg}-JtSkQi)Y25&WA6vc!63D^k5eI3u0$Qzm;$S}G1uy2EMrtj0rZ#`VhNw|T|$ ztVx@Pzm?lNRW0~KFfWQi(XzuW*K1Bze#_&Yt;>j0`IhxGH8!;|ZmkIIWcHBnRYk}1 zUYvpbFKCSxwmRe@UkgZak3guY#DLoyE1YgIjuL9AtTvb}0k z(Rh+wy+zH9MiBHjJCG!U?_C~=q_!CapNE3q9pm0)GpM%OQ{*u#LD?9d(hT8EI_DSJ z{dCD?6>K)s2+WOJw_!Z!jo;ADZxQxo`l=zkMVF^zJI@Z{WbELNR$PZdCsSWj?7EOs zWs4{k38&66&}#3Xzs#V+M0yx!`)C_csL7 zL6zf8Mq#YNOjC;OcC7H`QdYa2pJc}g9>phyq|>^FeUuCu>J9}*-DaIPoYF8KG&r=I z7$PME?ihE;QTeVFG)G6jSNkQnsR^~8FAM8LnleZ9KX$8~VB8vdFD@rmH=Bg4Ez2p}deI_DB+z^dy8O|+xLDh{0?_GsK&YTZT91mxnf*G)el1)P+krv$?n+)J8|gh`jwCjp9z=*35)tUbX#1S-jox8V?!*4ZNFn z(*5S*ZAwHrPfL*joLFzAc>9IdTT4H1jeAF7H`)I-Kvm+;^NJC6-edwxb6mFq%cr20 zm}dqC$tx**MrweK83R?gB`cfp)q8Brx-6*LKj!$uNKf0vUZ_L-i|&&dv4>_J%}c^- zw$dcCn{llm%w@Y=+f9)d(l3K_{#txE{J;ouSipXK{1+|1kwxEu(P{T=L6)OhPsswO zgWE~jbUq5m9o^QeX)~F5{A?%BO1<4EV8u!69_OpgQHY6_{$5YOb%6Zb1zM&1-rODo zs0|^oXa~cHhNcZKHYz^*@g-Weo2%b9mmwK`tYUZeD*N68$|Z&`-ap`R=Jv^{v~uG~ zioX>zD72&U*F)EYWlfsNZ{!2-IH@Wp0V^jy7 z5znI#9tQKUyY{>@Ti-N7nQ~jR*H#0zPzVp)lEpzfnNU+Zr7C^i_p+q+gD-i!<=5A@eu^SMrG!85!j0owW-2WlEsgMEO%^t&ZgD zwakzoa)KNY5((1EnPQxAr*7$D-WD3?pCvz$P$&j(Oor!C81ky}`KlC8s1sL&OgZIY zGE&8?p(jT-kw;C<7u)TD*L^g{P4N5T;Qpfb9h=NA&R5X))K2qxm}d{lqwGTHO)SH}8t+)%4FzFX>n_>I7960=Ip0 z3+_CjfiIFfi>cL!`Kg;>qLhho!4ffYuk1&I?dv7xEMvu%p-KZJ58kNeA*{D07QKMu zfW)`tLBjCW&sG75CJFC!>)VdCA!=%MRqXZTVog3VY6w>@pIOdw)VMbeXa+*r2Xk9Wl3_-6i?2W#OBghm6^-ZptbJw z+q5sOnvypJ28-)vsfFHCGqdWwVl6tJbJETkk1;hcR;dEyQ#tmAqo(p|`aE4TlE^;- zF<_Td80wI=h`*x@O>{ps8m}9L3C(>f*~qo392Y8;UGPE0B#Qb@xZ;D%p*m)ME=zfL z(;b#2#gizW&5u5COZT>s>zRC=7@*A2b9?RtDPF5ttB8*itVOogtD(9o)5)*7@3FuB zjFe91P&R2lq0}QfJQ;jP`&Ade@8*3;zMCH#Ww!dBg)B}6=kJ;Fcf4SrFmItw12x13 zcGv9|JpycO*Z97J0ro)rurVp)v*_!cB2k~|7~(P)L*+lFJtbRJcVjxL$ozC-3R%-a zS6_BkOUX*SouzSz$(YZBA=GJ-wZOuG=NK`!>ZZ-&?b9l21JX+9;{<4><8ZK7|1jWF zoEz~E=3Mr`=vv*Tv{$zYTqA6}#t}QE;;0I~||6 z%%v)1)h*eFc1|zT&waDRAa&!{yj1qD>}S*%>Jxmvhy$ERWX9Rp^T;ox}6P1305 zl~@7J3hE;3`#Qqb{?7aB7NmX5J4JV%)(s^nE;ZOY0=RrSU8!p;I_^gyL@e$aofEiA z6%s#&`rGRSz6h9(;R)yDC*q1gZ!aO1PxHq8>4qTb*n_mKK2oLUZV77?lN}j9KS9M2 zLqJ~WB&P>{ZS6>Kr=i+dF53tLV!z7?Zj#}}%H^2=#Z4t?7#>q+{?Yxd%9+R^*oN=m z_xevxTakK{II8{6(&YK7f892g_hl4#eFlsuEy%#XWw(tW2d-#bgLdDqkCMWuqODmOM}SN0UR2GO6H zEf$i;3yC07CfTZ|XI$adW(Ib8nK=8b4wHMoOpK5g$c(PX)ONLa z@Y20{d#Fgq>~6xw$KQKEam3T}PHS+RKyEf<{E)2m=8ul`LAUHpVrN5N`pTV;pM{A@ zpU(!dA1nv7-S&kCcmxH05<7Q$BO=uTlb4l5$NY=hPCrX>vrORaWl{aUgTpn& zGB%U-qsNP(5B3=sr}zf^T6qpJZryhzQny9fjlSnp}IDv}M`kj{PRk;=Da#R$% z##<=VWCl6KIP9IR25RP|m!K;)mkaZ8yNp-qp9oc-%%r%9T=uhmIW37-qwLXL9u?JlLEHClT?uw{QJ5!2 zd=Dr+F%1RQx5rof`xpWAnItGM~6yf{qL=jRZLHRPr}+oGCQ!T!k!l^vQZ~ zJJIPFPa>NQ4>`XY?hJcaP)L9>`w;)xLhJ63Cqff zO`-Z$>6*yL`KaRM``C(E4*{66ffnW~y@%iFqaJP_N)yO{Z;&S8Az{GPxm}r%n!Du&vq_mBb8WROwUe0ye(4!U2=@&_ zDa+M5)ANQj9LBo1<1|9vcO$lj6zD4kZBmT+#{QDgUUaeWk^dk$=;b71^xux|kC}W^ z-$+h#pMzM(6u#NjvlFxx*Iejxw(;*#+o(yf1L(#J0ho5iqY4Xv{Zym>diZczP;Der zf9rFqln~L?*of#h%k@TEiSa094f1$ASh|p!*-$V2k%lzk#E-;U{OT1h1+~TFdnS-~ zz87Ub1vaqk1!*2$ru*Ls)H3BWL?RPKSYPL%i^O+BcdE>WS`Q2GbS2iKGRUM3#*FwQ z&!P15Z9a8MCq)0m7a*Gsl#?3^L_J>51R89z>!XKLATVyEB$h7`6~iiRHt$*S9knhp z+n(t(DTBi@-5@sO5bCmL?L6NersI?cJ)}w&L;AW>WZ0ojWtrp+sQ;n!GF?Lat0do! z+PI$9phEk?jgDfLJF#j$#jS#%{?_KM@ctx$x!~O$G*iHufo(&lbhpQ|nIAaX9$PFf zbFX>Q^D|wxsedKW6U@+{qTiA?M#eF{b!6fLzqlXI5~oDi5)?Ts`3)xA;V;9~UNu1w zm(zyCiy~5q%{xaQ1RF=VEy*X~NNfY&%X%$uuDR&{-Rw3HzJjIt27CI+x( zkpChO$+L^G!KMIl!T;M>5C69_IS>_xrF9^R1WPtf|Hbb`)&H08Q~?_*3ef-6UqR~i zuH^!He}CUQxWd{ZBzEjHqWR&(LEJu2Gh~+)=>Km}N=nMk2dy_O0pUT|m{;sV-!}X= z|Ab$iH?_+GEq8(D2`3}{+Oh{`?h37s{?XFE8-1xZD5~*c8+Q^nH%%V1_8ARzL;Fd<)(;U!4M$a(i81$+!4U%= ztcO|6NHDBtCp*uEREO*%U3X5!U;)6=f^#f5>p#3}E-o&_e}_XLkT_Ux%+@cduJ?&} zW0;EWtfh+vbi)UW3zZ{Z=>qsk6*{RJcE!I!I>jS-NR2nYk4{ypG&3!Fgcc+Cx}TOi zojbcmh!wZA7LJVu>ePafYnE>!J6Q^PRfpWdylK!W@6(%X=L6S+WiEWDYDR)b^FP8D z^$GU;LCvtM4lDjCr<}v^RUrL5(kcBk?2E_xQX&!)kzA*C(E!LmftDZVZhE>U*9+7K zDWhl}-7HAkO$kk!fLu|liY08RKc0ab6h!471URRfA zeqHs}#62M&2G|al-Oz$}0)v8bc3R326^wjg@8NXadni~#A|_n0WK`pU4M>3IRN511*Aw?Y{{y&H;H*+Oy4o-oc7FEQK zQ|zRnB@Vd0gLZV5{>svE54^S9lCo7nJHF~6LmkdDzZqir8^x!c-9M!pWe(RKT=L;v zkH~6WpG+wVWQd1lui)~U5TL=tU>T;ZU!HH~tOY%E zT68@wdVd|XXgoaO>hNG z;i+64>39|@PA+rX1(L#H^pT|Ca_J?pE_|C$H9jwLQi%bECUe4Oum`Yb6H!>TBOYQe zlWL*p`C;1LCQoTQ6ePZnx&NCDx78tT+S)H58d|WUt zG`i4Ph4!gaML837#X`bqIY7^P768f6>&X+w`i9~W-&GdB7HhtCG7o6>#56uTao{S) zqwZ8YObIk2OFFx|!DOAXBEFm)7>HF3YoyZECX>(?rOAlnb9Z>rrqQT!DK}c8!?^Az zL!@B9g`3o7IY}eG7@N3l8SCO9}O!$%AWN-H1zAXdVJ%vC8a=Iddnwuu5+PAw3(r z3AeK~rK@#~^QBYGEw4X5vUX7g*&7W2`bqM#J>^w%o8>v!%X2<0a1wj#;Prw;_RQ}j zz_n;cv*seQU@h=SM7fsiQVG|4F9tO?pyb>PoP$`c5+pB011M2z!wBHFy5kcx~c7$u-6y+u9g(sxV*wY@J>An5__=(ZVQInY}gTDYZDYo-N%z z>_(EepKwNs*Chqzx>mJ2vz5XD(VD{s=R-aNCMdNjz1vr#T;BS*)x0xYEtyTWsBj2+ zK0*zJgiBr>xUT3o!)7H1mTV+T6BOnW^66%MI2KvX`yiZ4tx;O(P@SGM14d$? zDJrEM&|SHQDb;uXZsZ$dJ%0e;QRU_3y8_VgaU}9NcEf)o00E88;?J)Hq4yBEnc5LL zP(B&p0#0Z)&bOVvya;lKO|D3T`YjqFKddW(oug~-2}r}T9XsWmBVb30U#7h2+TA!i zvoHjN{?A>QbJVE)(i7$>Qc=S;In Date: Thu, 13 Jun 2024 05:50:24 +0000 Subject: [PATCH 11/41] experiments documents --- experiments/README.md | 93 ++++++++++++++++++ .../needle_in_a_haystack/needle_test.py | 2 +- experiments/ppl/run_ppl.py | 2 +- experiments/ppl/run_ppl.sh | 2 +- experiments/ruler/requirements.txt | 12 +++ ...needle_viz_LLaMA-3-8B-1M_ours_1K_1000K.png | Bin 0 -> 385100 bytes images/benchmarks/ppl-LLaMA-3-262k.png | Bin 0 -> 552581 bytes 7 files changed, 108 insertions(+), 3 deletions(-) create mode 100644 experiments/ruler/requirements.txt create mode 100644 images/benchmarks/needle_viz_LLaMA-3-8B-1M_ours_1K_1000K.png create mode 100644 images/benchmarks/ppl-LLaMA-3-262k.png diff --git a/experiments/README.md b/experiments/README.md index e345e8c..fc81308 100644 --- a/experiments/README.md +++ b/experiments/README.md @@ -52,8 +52,101 @@ Note: All of these experiments were run on one A100 GPUs with 80GB of VRAM. You ### InfiniteBench +[InfiniteBench](https://github.com/OpenBMB/InfiniteBench) is a benchmark tailored for evaluating the capabilities of language models to process, understand, and reason over super long contexts. + +InfiniteBench consists of the following tasks: `kv_retrieval`, `longbook_choice_eng`, `math_find`, `longbook_qa_chn`, `longbook_qa_eng`, `longdialogue_qa_eng`, `code_debug`, `longbook_sum_eng`, `number_string`, `passkey`. + +1. Run InfiniteBench with `MInference`: + +```bash +bash infinite_bench/run_infinitebench.sh gradientai/Llama-3-8B-Instruct-262k 128000 -1 minference +``` + +2. Or test InfiniteBench with `FlashAttention-2` via `vLLM`: + +```bash +bash infinite_bench/run_infinitebench.sh gradientai/Llama-3-8B-Instruct-262k 128000 -1 vllm +``` + +3. Experimental results + +| Methods | longbook_sum_eng | longbook_qa_eng | longbook_choice_eng | longdialogue_qa_eng | longbook_qa_chn | code_debug | math_find | passkey | number_string | kv_retrieval | Avg. | +|---------------|------------------|-----------------|---------------------|---------------------|-----------------|------------|-----------|---------|---------------|--------------|------| +| Full Attention| 20.2 | 12.4 | 67.3 | 6.0 | 12.9 | 22.1 | 26.6 | 100.0 | 100.0 | 14.4 | 38.2 | +| Ours | **20.5** | **12.9** | 65.9 | **7.5** | 12.5 | **22.3** | **33.1** | 100.0 | 100.0 | 12.8 | **38.8** | + ### RULER +The [RULER](https://github.com/hsiehjackson/RULER) benchmark is a challenging long-context LLMs benchmark contains four task categories: Retrieval, Multi-hop Tracing, Aggregation, and Question Answering (QA). The retrieval tasks extend the needle-in-a-haystack (NIAH) test; Multi-hop Tracing involves resolving coreference chains; Aggregation requires identifying frequently occurring words; and QA adapts existing datasets with added distracting information to test models on extended contexts. + +To run the RULER benchmark, you need first install the requirements: + +```bash +pip install -r ruler/requirements.txt +``` + +1. Download required data files: + +```bash +cd ruler/data/synthetic/json/ + +# download Paul Graham Essays for the needle test +python download_paulgraham_essay.py + +# download SQuAD and HotpotQA for the QA test +bash download_qa_dataset.sh + +# you will need nltk.download('punkt') as well +python -c "import nltk; nltk.download('punkt')" +``` + + + +2. Run RULER with `MInference` and `Llama-3-8B-Instruct-262k`: + +```bash +# under the ruler/ directory +bash run.sh llama-3-262k-minference synthetic +``` + +The default output dir `results/ruler`, you use `ROOT_DIR` in `run.sh` to change the output dir. + +3. Experimental results + +| Models | Claimed | Effective | 4K | 8K | 16K | 32K | 64K | 128K | Avg. | +|--------------|---------|-----------|-----|-----|-----|-----|-----|------|------| +| Full-Attention | 262K | 16K | 97.2| 91.8| 87.3| 80.8| 77.4| 72.2 | 84.4 | +| Ours | - | 32K | **97.7**| 91.2| **88.5**| **85.0** | **82.3** | **77.6** | **87.0** | + + ### PPL +We use continues 100K text chunks samples from [PG-19](https://huggingface.co/datasets/deepmind/pg19) for the perplexity evaluation. + +1. To run the PPL test, simply run: +```bash +bash ppl/run_ppl.sh +``` + +The result will be saved at `results/long-ppl/`, and the visualization will be saved as `results/long-ppl/long-ppl-viz.png`. + +2. Experimental results + +![PPL](../images/benchmarks/ppl-LLaMA-3-262k.png) + + ### Needle in A Haystack + +The [Needle In A Haystack test](https://github.com/gkamradt/LLMTest_NeedleInAHaystack) is an evaluation method that randomly inserts key information into long texts to form prompts for large language models (LLMs). The test aims to detect whether large models can extract such key information from extensive texts, thereby assessing the models’ capabilities in processing and understanding long documents. + +1. Run the Needle in A Haystack test: + +```bash +bash needle_in_a_haystack/run_needle.sh +``` + +The results will be saved under `./needle` directory. + +2. Our experimental results + +![needle](../images/benchmarks/needle_viz_LLaMA-3-8B-1M_ours_1K_1000K.png) \ No newline at end of file diff --git a/experiments/needle_in_a_haystack/needle_test.py b/experiments/needle_in_a_haystack/needle_test.py index c7840ec..6eb160e 100644 --- a/experiments/needle_in_a_haystack/needle_test.py +++ b/experiments/needle_in_a_haystack/needle_test.py @@ -114,5 +114,5 @@ def main( jobs=args.jobs, max_length=args.max_length, min_length=args.min_length, - kv_cache_cpu=kv_cache_cpu, + kv_cache_cpu=args.kv_cache_cpu, ) diff --git a/experiments/ppl/run_ppl.py b/experiments/ppl/run_ppl.py index 43da5a0..a83c0b8 100644 --- a/experiments/ppl/run_ppl.py +++ b/experiments/ppl/run_ppl.py @@ -196,7 +196,7 @@ def start_test(self): @staticmethod def viz_results( result_path: str = "results/long-ppl/", - output_path: str = "results/long-ppl-viz.png", + output_path: str = "results/long-ppl/long-ppl-viz.png", ): from glob import glob diff --git a/experiments/ppl/run_ppl.sh b/experiments/ppl/run_ppl.sh index 8f2c4ee..78d3d97 100644 --- a/experiments/ppl/run_ppl.sh +++ b/experiments/ppl/run_ppl.sh @@ -3,5 +3,5 @@ python3.9 experiments/ppl/run_ppl.py \ --model_name gradientai/Llama-3-8B-Instruct-262k \ --attn_type minference \ --intervals 19 \ - --num_eval_examples 50 \ + --num_eval_examples 500 \ --output_path results/long-ppl/ diff --git a/experiments/ruler/requirements.txt b/experiments/ruler/requirements.txt new file mode 100644 index 0000000..a62c59c --- /dev/null +++ b/experiments/ruler/requirements.txt @@ -0,0 +1,12 @@ +nemo-toolkit[all] +flask +flask_restful +sshtunnel_requests +tritonclient[all] +wonderwords +tenacity +huggingface_hub +causal-conv1d>=1.2.0 +mamba-ssm +html2text +google-generativeai \ No newline at end of file diff --git a/images/benchmarks/needle_viz_LLaMA-3-8B-1M_ours_1K_1000K.png b/images/benchmarks/needle_viz_LLaMA-3-8B-1M_ours_1K_1000K.png new file mode 100644 index 0000000000000000000000000000000000000000..f15ad2bbdf6e13ac2e7b735a3b1919ebc16acc42 GIT binary patch literal 385100 zcmeFZWmMH$+b>KkV386^NlA-zcL;(=3)0<6cQ?|YG)PJaNOyNiBa+e}of3=YOzwT} zc%Jc|Z~Ogr#=t$6ihtIc^P1Q7tGPoJ<)tvuh|%ES;4r0MO1y@H!_tO>LlK4|gFj(I zcYH-ly7u8KUc^+i?;=q+vQAvF}FBEwcxsfX3-J+qn=(!7obrrS`cb#YMRGvqWEW0S7$*a z1U3j%@J+s$#nJO3h%>xt=U~xLkZSL1>kIUQf4Gl5k%8F0{Eglj`AHBQw44tY1LIbP zh*15OqD$7Dh!B61mGw~JMMwb=J1caPgLOA0R$EgAnJXyzTauq2HaVQw>MQe_Hft-e zaJ(k!(x!59a17uz6b?T4EgS^Af(O5d!7n&CgiM4#{{%}r6Yb>E%?{JV-QgZ05;4)EwXL@nU zV~2}_4gW8HnHwThavx1|IsVJf1#c7z?OT4$;|~q-{a3$4$MHUPnv5?ZAW$Gs{>xv% zGV_T4_A?RW6hyHS<$Tbg|L!{6KaGUh>A}CeyuMIQA$UG*?i(fwxPN^q?CX9A{mWa1 zKskB>S+kuvsr7~X*OvkmFzjF7wf|SZe=q6(D`0RO{(mgsL1xGwhxk-Rzd!D&_2E+c z0{m{{L5ua+3xd;x%7=tP?o}S!1$ocIYpmyIPxt2qsv@u^3H;P_-MZ&p7QH^Fr8`Y( z=q$E)i4SaM{-cqL8sVOw{j`~fX<-K3}-UxI7E4*|oW?*S}ao`LtV3zRN6d3pj341j`(}DJVt2qm@0>g=v^3zrad7 zb<&v7`g`8JjA(-``W&ROe4j>sYzZFQm0w8t_h0|7k=qB>M$cHo`HrhrGVuakw#`ue|~_y6%*KTVwTUx|8iYu{q$d&zxvg)i3d zU|V?^4W+HOvtGwTJl2;dTVlvWm)yN14t4eGp9Yxfmi$Ycb|$T(U*Ovjvd8+lFSu`XhvP+~(|>LWMMT?($Q{Wh^B5O_;epCG6&3a%&6s5gp>r*5}m zpur?Tqer`i2wgsvcMOMSnvO}c%66x;wWU;jy_ei$mkkCA+U@7wT)l%nbeAdrPxLS< z0g;R%;p+^gwVZxd+Ek%s7)sL-wstv9^+6DqH|w0gekJT#LvDg*znW~X!%H}nY!q@& zR_BpXjjYDOZ1vW>Uzh1HKGtLz)|#@glWNu1@dE~Z*SA*(jdrU&NIPw{i{3xWX}j8S z^9J4-Z{;RB&o?+ZSd=!`{Iu=F{N<~GIT+($SF)yawp%&Ukf`U)$12P4)bP?JLBrH; zfT=cB%VCIX-hHQdV^YH`tu1uY(H`ynf)`8&HmPNkt9VRanCf*lgGl$oFnC$DShIe{ zG-dC@`%~#{$mnX*QO{#*aPGg@Czn$ zr+2<_OIPS7i<2Lu@!QDo5r*P#;eQ>0p-qBMS-k=T}u9gBG ztYADV8`Iy<$Pv6b8Q(7~ZTYP#?TfZ96SE8TJQGH!19qMSAt5=0I^-2by23=`l8ACqqV5fP?feqyme&i4?EBUBDM9%tsD1hKEWoYr2ecZKT|5(i8pHXKW$p)1uf&O zr*u7v>peN}yUb%Rq7@XW7d;M|TMU!QMUDqKNFVS&+ zBIWY$RgG`YF8_{GmbWv$`;98NX1kRgH?k@r6O~=c7-5>1=4?-w;c36TICtHHvlT)W z6*8Y8IO4~~&%d5zn=vD|u#3Nngj>WsxgcaAz|j37my&??ICbOPU??iP zQ}VIZn)8fFVjDb1Jo4kF*CY-5Emzhqy`(O@Bu25=EiQs;=S2LD=4E%~zY??>gkW>y z)i#U5p|q3}Z0;xKF1HsOQv7t^I(Q9m6%mZu;#D=j6}Mb&i;XIpz{|x{p!*v)U#zEK z^*&CQx;`u_Bh0{ew+BBCX(X=WuKM-{9BwtP1KyKS@p&;6Qk5Np>(4iI>8@E{?Jx;h zDQe*vZ&}s76l)>SDtk~2jV!I#6)S{L21Ny|MDZXDJHndY==b=V^w54${NGK|t=>2O zZDe+r-5z{zg9pNy8|b0@D?20L7_kJ)kmo=?wEpgYwhxMqo3E30y67wJe~aoXYNi8~ zD89v9hdY56x_qMQ)_kMOJ_)k||5ncQfeAtxCNXCp|Mg&hIZu}-m30~4iK%@ZqffoQ zOxsI;17X;lLpf1m={%ALig91p7gP;>KcqR+6sz@`1@|3_OcEk?ntwDav-@UsJn_w7 zF$9;x^>C@}BW>`!a^hbT&t6{tzBL~P(a(2fK13pk9-;pGU;hDo6{Fz9R#>65#~SHt zcQ>tfiFy0fvx#}>?hG-NG?8~;0w#3k9x*KSIgiWn)F}D!1ZA}pf*XKbSY1i!sy_Ms*J@D@8a;J2jsdjF~y7^SK7Hl927USM* zwMxUS%wl&%=^G@^lT9(W1C!0#+7?~F|YV~G|K6lN}oJy#}tsidm z_gC`_<1CoDIo4UOxk;_g2@#_vr+20@JyB5@PMFYDs^}BE+|2eHv#WNZaT8A7b-R_3 z05d`0plKCL@UU%q=1a%+B-?*S>B|_nOT+~&q>X;i7VE*_>>Y+A8!!G=ArSL~Dpr9* zxly2HJzZuHDuA&5&X;QwqanlRW=GHZ{BT*Ut+lAZx8$UxaUaclw#I75dBM$0iggI| zJCg~dYO24_eKa7Q?6}O2g4%|77I)8PEm)?$$UTPtZwmr7hC9QLsUv^U0W3P*9AhQ zteAS1uOEMXz@XP@a13>SHy-b^o@_Rk#AamAW{okb9?Ov-c=|(mhu_G4R$AQIAbx`q}mjlmJ3tEFFvUO zk7fkWG@e~VI$+LhP%lG-uMfpxE8#2+B|42k1cQh4{C@tcc0og5pW=kbw#A@U%=il~ zG0G(*3QDKed#7KPw&W=I!ZAsaI;j*1wVrt7;r~&upOWD;uOh~zUtlW!I{>cX3^`DvYUhh;X`39!O~j%_-Chx{Qze%FUY68!YN?T5$GB)rojO%Q?LU# z9x0gybuNMKiS4g6mxZnAMKKpC*7_zBjUhaiQyOBw$JTZ2UZ)dkpXu&lqJ13(O-_I` zjwlQ?Fnt>*A&;}T&fLTpv=C8ez@w8%cY@x9zMt^E+S^Fbd{+=eoQV9_@%l*SCml-* zfT9PpDq@D`Z)t3UVh`AU`S6tV|7vrQ3ci-U5-*0s{hXfV^;#g32cdz z&%tD9B@@rlnc^mL`%DDxTNTx6Sq?vfaXd}-p5XDIvd#v~R6iB20$hsmQ2^Ai zXL~YkPx3}rBV9i-$_|#o0EW=UuvzPi?$=BTe-^zckL_#L_wmU()-c~js`U`plq0W- z%jRf%wfPujpYZ-bAF~HFhvB1#|Cu-EA_&F@;f0kCyB1Md&3eB@!<@--qMdd%j=T=r zQ3BTZ0l<}0mFs!80Wg$v?VNphBW%HA9!H8~+5L3;m*;V}I_4Jj-{c}h6lg;@`URVJ zP}X{ySL`@3{}?y=Peh#u-cjb-wU96~<-C#nAI#!YEZk0{L1$3?4Q#P>9j@=I?mg2k86PY_)}&ql8bGs3U?PBDweZvbOOxsfc%z$7&=` z)`RC}A)-AH&l#qzVcHbS7`xKnVi3GstmwG2(+9mFV`P zUUjz)>#u*yNqw(Tt(gp&DoRlHx)wNW49{@ptNt~Jw-exkM!;-WcyrTBh}by?uuAJ! zcgKo<5Lh5Wh_2$c5mGaXlCUMBcQYxN)ony^g9KU!5)uJ9;1Z?$O=`RgtSrG?pwL{qC$yQt+kze z>5hY~Fd3`9=o(v<`B=xzX{nEsmR0qek4*Z2WSvePeWS~OB%hq$+RbP6fg`kCQn!NU zGHnq2g0J}Vfc@QSh~X?Mvx^fPHEmfgb8RdA{|R$$GM$)CSJ~zAN2( z=}OaDMpgq%C5vDg1T$I_3LU~kZytPjgzSp-GgJp1KCMgot-Ak~~rxev25H?_U}cumjOFf-^_VBRt_k~_vZ7Ja6hpZUMK3!f3&m^@l4Ret(V&T?Bpl- zD6z3AJfv~`pTEIMl>Vqf`ak;mXdQ%Ar6jlW7nqd$eTw5D{>msg!-bC`>NM!c?E9Wf zs7^R;u#~kSSVwYA+FF#Ze+bK;Q#TuWx+j{^gCgE@#im7;5H7@U9j9HDA{OtZDyDa&k@Uv@4Mt2kF&FxiB z=~{mfIjH)FBZN z*6B0pN&)Q^!TCIej8Djj=4)+iEmsP?RuEn93zKnogM(&R&71t!f2~zLbz4(e0#>5( z7g?qCQ$iPH`2?Sa3T8$ zX|%0Ams@##r`wRf&s+W@(C{Y1JQ1s95@fRAWd7)M#EEc3ba75ucBMA6RGoy@V5%*c z_VxQ6Stm6C>}%Z-i0bFhT$CCW`nTkIUu&GSethdmolMOq-#=qT@(fr^$+^9`_m&Xt4gGR+2kRjtM%U4E`Nr&ABSLuk`EIkr1P zV>7_w9qgZsE4Ub2RrcSDR@Mz$w6!C`SLzA{SN4!>&*k?7gR2y)^d3)*5sM}3$XVSr z@A(H?FNsl$JTGHRB&WRO@ViSbUIMdmZmZdcw{j;u!->32%dFQEYI-leUV*udSrN%x z{o{4?u*GBtuSKj|@;QLI(X@3 zKqMoHAI%;i5oojarQ&Ml4?nnU32*8p^Ey#dW0f6tuVZOGiQz$yvcb@RY3!LOwBc%p z)U!As{lN}=p+6AePm+KXGZ#_KY@v(rT?D|!)6tu0ualu2LJ_f2Pa;esmo^8=k$7Uk>plGW{xe~v9tT1cO_zd?*b5fRdU)3LnX8-C`$xzBz5 zjkZB%^zYO3Y0x8=rx!5D22t*7lvRq68ULk6QQf!$^gb1!ODvg*xt`6tI8p6F}T304C(5isAVQ2 z%-9Da*Q|Xt#HzH#M!fzpq?EFKArZ?t5|DS&z7e#b!#kQ2aL<}k1qXOj4FFDJcA!1H zB9VqqCG+#ARjrQZP~igqlS44g+&yON9n5Tq9{pEz_0z=Gj|>+76(z90DGyXu3fFOm z5g`Iz-!%LFr`ABEK|8UDvv52b+Oc&e;kHyCVm)8~ay%l^`qOb-&SJ8)iEFS0!mUOQ z>L{lKXDKE#M0-cK**%x6D`rO$S^gyM<_hMrDfbUZ_t6aDOs7}y!*j1fKKQK5Yfu4P z2f_S*NCWq*NCW{tKpO)oG(-WypP}EhI}o^4DBkv28i+AT&5fTam$uw(C zInV`_5jGSpF5H=WUHmW-Rr&6&j}d!0E!-^X0Tdors^t=(3bHpwF;__jTvR(l*b4!r z{~ja=%93zpoAz+3>Cz#Er#%}1-~Gj@q{y+J@xUtMiFs~A;mtJ|>8IP$OgE)9O-Ib%KVP+~A;3pPEW~PrFG& z9kN~mOM(>sU<^LnZ18noR{c&%V*@}nBYWk&WSHchbTT#XWd0nK6dL#Xe1ci$gro$y zOxQUPC|Kh<)FfL)-&<>4?lC6zQuV?SC*0!$y<&Qycu(4Ek z1t53uBk5mBHVb~ob|1)uUcc3f4-D&twFX zFQGf@0XhU=!-+3IJz)|KY9``#0GmeKdykjZd=k}r_V`1^?ptZGDwi?N`#BpzSLS+b` zMNPasR^<&`#=uUVv7_SOKa>?T!nq~*Qda;L-&xas+nOpYE}t4l=6!D9@g6nK6VNFV zc)QLV;Co@AXoW(5#N68|yPjBgyjt7?&97(`BEmXz@UO^QxXn_mxNG-neg-*d^?nL$ zJJ}j`1 zl}I{6KvzqAk@#+*2ME?{>i{+?i@5ek1I^Nx=B4)JG1kD<_y#>Ow<#%}UkNzQ4lqNMo(PyS?I&>tMHEd&zUpikY7_n&6~?CyZ;bedAd=f8^yk8_CU z3e@&_;PfpssrOlH(5qkiEFZ5dwqE}ZuQXPBDlFv_{?|MF&kIg0c*?ldIRaYVN0Fog z+(j?5dOf4?B_etY#ssSpxdfyO!Bh{@m^*((QIwa%a~A; z(p=Z{4C9|)3vZ#!J=Qr^r&<8q{9XfW z-l%x$1(+ZB_A&yA$G-N|KocR1_NBncLpUSiuo}|Qo{(a9T zhu}hwKXd)mOfTsN&}NCubqU@kF(f2vOtM@ZVO#MQ$lMIVay}aoq7Q@93Y7EKi(ube zdOvkL)c;D5X*ojU0@HIc<+Rpz8(7hA&MTLFN^2L~*V(*(f1_KkV3RT8Ba~aK*%EYQ z{jZez$9w;%1r*#=tD2eTSBddaH$Vt>`VZvNgYwt(QHBR5yiEuI)mHA74{+p%#?7p7 zlGYuuX)_@DnhQC;@%n>hg8DSKMYzCvGq!ZN^VU_i3P41C7eI478olP7rs@G~LP}<9 zexFj-2KHvX=L7kHFz^yF|E0Jq zV1*75irjHHdxr$^9yA>z2bo1=Y&J@KHMjttURfNhbyB(dQI)ldvoB&PkO> z0Y2(o;$sK0DF4Edpn~Fw(Mf-*_4`MvtbDk6-|gNIhu<5_JG8P%OAA*_9QZ-Cf>W%r z>B3&_w$1hAuDVC#SufCQ+YrzpV(*eVf0HfOcDo6xZhTs!UVmr2xGVqz>Kn=;&!oa& zUOkpJVvEhS{&_dd3dqWsBti)~&NEB1oWu-0BkpKqMNCQK_>-}M!67gE9iU``7GT?t z^qD&~J8>ln#$4YDQjTIklEM#*jII6I5blm!R%R4knGaKqn+Glv%xFfCPaa&CxEPRJ zm-Q4$LlmYW3G43WgFN7dfkv6 z#m@j6tM2R>?dwgNVsAaI}K9gUOzzXn?4$#wp)5npbMRhHE^bxbNY zrPic(0V)-8MmdfB(9vU8Ez2f>S^-YzRrw9t<&;0BSi5(weyg%&Ye%{$6`DmF%=;%^ zd(V6F^yR@=bbdES+1=dA$#xw73#Ct26xsnD!kF$zjw`!+mCUQbH$;xQC!q)EQz70s z*Fl-Bk@VA?O~=Cm?Os=RhJaV{0QT%sL_L$k$Ol*clv(LaQnSXAZ}sAvu2S=E z*QvkWgp|11FX8dfOEZkEa9eg;KVmna;lmhzv4*&30#0%2`lSwYA|`0Adp z$*?q6)q9em8Tu$aGmszlNVve}e!e@zL1&oW*O+wUx={a~Pk>u&Pz+i$zS&-?-uQ5m zO^_fdxGm@cS+-0`p9}$g_aZ4z`a4~llR=bvot}mbyPhf82W24#)7@z_Zc9>rM_Vwz z3~gER76q#R(`-)VfL3+tb;G^~fTqoX?U%LpB($=bCH3pXE?}w!KeG5_B&$gVvK&$; z!=U=ul02nI1p#RFXSB8x6?>w>;%`SDzOR%miL`2FNbp8IP@kd+Xs(TbyR#>4z9^>J z`OV0%U$+{yG<(I38-CTJ9=i4_ZWOe4Rh;CoWr^#@zpg;TI3RQ1{JgZ#IX06Q_jC$^ zz5)U*z^yg}?trCww`YAhflm-T%SajP@~zzK^6pARvoEaePk+Xkz#|Dt)_|T~W^|l% z)yY7=wbM(auVC(W)J4ncLNO8J7QO zpdfU>q$vMcH1e6H=&}3^Fn0sw%;PlP4&29qfVtQ-gnbQfbl%hl@H;v0kN2l2x%x3Z z0rW%30<1Q_T;}S6kmZa>p6nrBBczK}DS zPFnKlfkl$9k9(r54lbHw_lifLs*8^*OiyLo>adlpqA<6dx=s_?N&fPP!oe8RlR+d4 zOw%gutt*v`AT;Qff`;dgs-Z)daP(8mN5rUvUL_|ASs|qk$8D+hYX{i2iBSEtXpTY2b ztRY^2bCn}i&2`bLVe1Qr@HqJeWgAE5iY<}LZ9?go>b_jukxBXbv;BezSDJppu$|K0 z)@)-zeHL*_1OtfcRJjd@ao@+VZuQN(5IT2Bs!4n}`_iC3f7EhuOe zEE8VB`mMQ@^PskByXT^f;0J<{;n}%Y2S@4w-PKglUiRQX($wMHl8!{%HfLZp2Rv3HU^&t$B^{Hcz+*Hcw ziq61)^9s9<>E$H93J4%fZyb{4Qx9qcV?JI#17`567q}O51lrIW<4R=9r%0Ya`%Cmz zIr6cLbO8cOSg#YXH>c^@Q4C7@wCC9mm`r+85!0|?PY>obX_5`(N9F(p>}6`_a88iLMntA z_vduJe=Orv@D*I+H7DXr!@ExYG0Jna9~~_y9yDhQOs}DquS*zrp7{?Z;8~tCb_iis zQU~UU7wO$AFGu%~S-A0wKy2a;P#N}t*u#4;ZTE2+NIg4~iUR_o;_$jnmJRF$M^^h6 zUya842Vye-O5+a^tpSlXq@YZ<$o{hh8>Iu=(Q3)I2S&aXNg-_4igYPH5gF3FXnlgH zJs0%x8pd5XJ^lWX8348;Kc+as{_rxIZ7aYwte#$ zs2r%?(@A{ysT-h(>J-!o--#e3$O&^dGCUR6*ew?uGF3@BOy|2jUk!LEYw!zL0gMnu zcm0RmrU)th6TIB<79Y%TC6TZ7UBi_y!>smCt01ezmBai4g&2}{J+P+_90sQJeCDgx zMYj?IJ88nE?m7CsT&XK{mp_F{BY51gQvXEW=01XwS=9x{{>s>3ppmWU!`#nn>L>KP zg-&(GB|!nt9``pLuUcxV5TheQ>3c5jLv;QJ8Xzb-2cD%ya9jsu`(aE{eop<)%BQFX z$A|&U-q;T(2s_K#qig(3aBn_nqF||RvU(nWd){p6s$>6+#=eFTZtP$VyRAG%?$J7J z6IC{$(Is+w&@-pwP7+_(IKa)sga#MGL*sTQ;)uu?P^S_}skUQgCWF;a6pjY3OC|dy ztk;{@@DRG+%rcto?K{-vc&~qxe*Et8vUt@QVY2%9q1%35b!O|s=^M7eN}DEbSjpBBbncDm%39XJC9fg+zc zC|2R@Y-nwk{LJtH(Yoz7^-^!LnJj^}tr&Jy%2oWS>Gux7lgt1t_8Es& zZG{Rd_GvSk!RqpH7!pO6$fkKxwi@pGV#0x5?(v1^Xr`D!Fcqo5c78Uy5AuucOtf%O zQtYH^tjm1n^$<9;=L2gWilU^24;=#Aem+V?xMx99l8W4uU!7_grzoPyqJ+-Wr5vBo zD!SoTEFJkvKJCjvpqk1-`lWn#dxID(lU4gmj1}K(4zTADS>)4+lSovyAXCewO4|Zw ze{DIv?Pcw(s#NFMw_<_M@!O?&wGyHpzejp}Bq7!XUpf22`R&c62p@u{UfqMfSKoRf zXf&g9o$!+_pC4kpTD>sc5*LaS8#A2wNE4uvw5*l8o7jy}hb0`~yYl-|3-Su}u&K>9 z*JiOrjJD}Nh7X`!a&t2kRXW_Gin_nkML=>B&*kJ|>7=JxDq6NnBOFn@i`HHz)%=jq4m%SiPh;K2@=UF< zVD~X6)-^AAK6-0b2oK*Ajds7~D0J9w*kM*yHrT19Nl>TcRDb;$9^(lc zed1cI??^%2=uVSy82t&|)*^4ZW*S+=B&kN}SO+>wDrdsnBms>D4SYB?V13pdL&r^zGkk(PIw$J_KCHJiE6l}|zX)Z2KegKAn< zTzchSqq1#IOjtyDehjXl_xs;&gJ6*iCXUCmmW}w*4+TyoVhobCE0u- zb;F@1q_SS*vc!%n5BAed%Cs!fC~wZ6oT<>3g7z$w>b2_Y&2F6Q?O$tp1|11{ND;P7 zeV>VOVRv}!{}$(31l4Tdb$XM-H`dPM2=4D?R8OrqLhn$qWio)JKR7*{kbASFS*hUP zY4V!L;nmNOE0M)CMwsMiZAW4=PCBLr^b9W;$kY)VO2k)&y#AFNk!0*FS1lT4ZyrzJ z>3g+R^2*i)dx_C^48ur|i=FsHWKs4CTce|n=L{8kDR~WzVks`D;1SYsDM$rG&pyUX zKFUm_#%6b3lOl7=xmt@=xSbA7_4YsJh;nJFUE$YCz{1Qxh{7G<; z+iJ)$Lc;TQ*+X;**>Z`=IYVjIX5#CcGT4xJfr733E(j$U?wIL$ly#AJu2@Rn&2-v) z5yB@IAtmrLr2s;wXb<8Fju5iSu2<(=Le;ncr zy?nK!fAl^J2$Ha<_{-+17Rjp&56oT+lAZIkAChkf>9TOr+_ww-aCl&!sr4Y!UA^=d zpsHjC$0{5H3CFV>rTMRP-U^&vwmKSgqGo!4Re`B`(ByKU50S_YDxH~{g4T-A)NAUcA~`+V${ z+~G^wuL4!F`0=_Z!nwqsYNhff^?s%v9{+-@w6F2=Q1CYqRYKI$(7PFm_cByaWO>h4 z)F5LVZerBYu@DVmrd74%Ya9w}!~^TB*cCx-^kui9Phq=)Zcd6Uzg9R9*3-nf^En|> z^4w24b3pbW>O!U&bq-3uftNLOnX1dw!)p0XbN2XDsyCLdttnpLOxOT(5kuoEgGtEK zUjb1JGUdZIKWl9=OlsfFsy?K%W{;GXXnWoUlV44~07){fuVLEAMxq(*cz(Hk2|pq# zfD`T!JajeKpnIaKs^aVQ+L2TVA{EBjwQ^n$A{D{N;<8zKyvOH(yRU~Bc~jXFvGBr| z-KH-LdOe+DiNd{zr3Dc-Gs{VzOzUZ0O+h|TZ>oQS4_b+AIWsdD^#WNM6y*ID%SP!_ zd{Pz-E!N56ZtqwVlA^{jAp=3ZovR=iTU6)Wd9MijPY1KRP_OnXM~MWBrDvU79m&LW zDEkGRkh~_LvuP@>$9eQ#%)60?^KXAN$H~)vWtXul)lzj5QBJkU$B>sWWVy7 z+Nh=~1BlG+F>Hvu`H>2J8_c*X1m{uI?X4Yfyyh7Si*Pl+Xkba!WAU0vo6@%3NQxrv z-uAU5z0ah3p3$|S$7D&J6@ha_laBIsi*a;-#Oq|tPsnjWLt;5WRRf{7vV}t5`jh-Y z_YIvW;W2)UwMJTF_(+yVbKljKi)lCp(W3q{N zUmp@0!~1|pvi@KTJsL_gfup}l7Zy!)jKN()EQF`#q~hc}3Hi;=V}KaRSV!nG!OrU! ze+MkTrI09MTBQi=j_s#HLAt{{K0x?Rm`qN*3r(`HBm4;>#Ux6joyOowj|;fup{5?a zq^>#j?PnQUAZ{7|N9;CzkOV?6F2uod-k+P{j9}yl!hSfIMc$2Cn2aEo*;)x5W^RFn z1rNu$TXkwAG}=If07wB;uh)rot5}L>_v4D{blSykC|Ovl`&#&$-AzN zC5fI*W}OC=af$g1fqQW={i(ro{Q}Ojrs+kPiH1p<$5=_Dn8hUG-kb>x_m;OmTc$hGREUfARfIKi8DD za_j~UxQ@Npz%9R{S-5aX0d9Fb^X1Od!KE(o|U)sX&&CSEytXS$9PN)I@vWlkGlPn`^2lGxYeViCNu0tvIFl`-%4xuFK4XA z9b1(NVVlYPKf3OgL@NO!HCchvX}g{=%Rs^joWA~eEf4o1{{@@GiK5KeD?R){1X$yK zL*ZebcetnyUfWR~2vvnjq9Q_5-U_$lluSO}OJGcqPzBG~^Xh!+kqSrJ>;ZEIRvnXv zHaRx|{KBHdd2xI;)vzp~6A7^P7Ua6t8`zH|WmN1Ro=ln#4YEyBnsW!XAw+cy@aXwej-xlCRQd2}ltHA7F4P)dp5KpiIh% zp?7T43!SZg5OK#W>TCO1Z87y-Ic43)-$5g5FmHL2Fi)Oji;*ZNTU+$3kjW!t(nTY# zCVU{v;YcU|eJs=Dd6yx*4$ou^Y}W2cROdlt1ep*&!SK}J z13PASpr=$e4ZbUs2i}#>bYE_C!358uNpWywbk~cD*xj-0V5+|GH5Y`zf#3QYgI9hz z&!$P%rIRu=NJnC}d5+oqTVLJ2^tEUwE}gupq|SQMrtlgy6nJC~!+h&Y!H`$woAtLZ zNAFM<#kOl-0;?42xbFgAQESkX+qzO#t8}v`Rlwq13|UfI}p^QdTF6|>4tyD;YV#B zGVzf&T-anDIcg5%;Ayf+u^4VHPh-bTCV8GKc}T2vwzc3t4mBo_+@iQh^PQlW+I|^o z@Ea)FJKYxF7*>lVkR&MRAaxnB>EhY4Qt)edsfjb2Menf-<|}4`*;G?49S75}giaLc z=q@z1=dWu**}6fBEVh0b9hn(~{)>$8#9j-*XH8^d^y>Fg7CpX?q1teB%jhsrAq}&2}ck=AMLx-`b|YzH%}SJ3-w^DXN%N&#=+5EPr466VoA; z4+at~va98i6WnjUJeLz|OVmJIbqeQDeyHA*=yhe6aG@B-y;EM)9gQs|x^p?!-xl+x zLR-gftKJ;M7lFLz!tVHBcg!HQv701Q z)#!6mkB{!H$kJySryTND(z+}bcTjFu5Vq6^=P|Cozpgl{x7Hoy591!Lb+c`_zhOrz zR{id&Cre+xxlW_;n3_M^y4VKN<4c1XDw$8{2RkiZSEl&+apkyyzt>Z2ATe1i6T;7d2TK{YU5!C?8 zYzY?mtdUnCJ{8`J?Nlr zbZ&Ib@fP;%jW@!pK$1s~;5=a^Z(5LgFvqjUc zkV*;Vi1Va;1Efd(>-~VIaoGY)R>GQ0`U_oalOB@ghfQI}EZ(*&eX@ zt@D3;8ZEa^Z?%;AoKtc;*IU{da(=sXZ58@(;Fv&Mu|#=!MqFXW^`0CdAaT4}&kyH} zsAbJ6o+_e|)?p&NeE7Ml8}`vcA7|kK(DUkDj;%nZT1-VXy%HDaWjGwn3PeHfZ*b3N zg)XyqN-vzO`s7NmkiO%*!9>(qIwei zExm&;xTp04BxWODhtf3CoPrCG@=9ORl$_gq;iCh%J~D;FkVOU;@quGV@tt@o%|iam z!u{2kV<=^V-QKsRVeNzq;;>%c<6lH+%ohO{ULaZcO8DkRZ=J2B8r1?T9M5A0`IWG& zL$R3hN&La%IdHcd+jDXHW%k|Nh(t@LM$Cn#!A+nTo<#`#4$5qnpas1@vc7CW4eN+L zQ}-u^DBDG*#@!0*>Iqf!X~yy{+$fJ27g`wH>azDai1Y;1GaZ{v5-HVpZD~zzw8b!f zF1lmv@N!rQrR(vIQlC{M!s&~F8|em}-nvI1j0=lD5!}0ecD^jo;gV6rCy1AnQnt_y z<@m~)*RDi_*xZE1I9mOl2n&;3Sa5WsogTHEF!4v>Dq@3zOhPa{mNU4c_+Vjc^R^?9 zi`!jo9WiDWj~7Tfa>vj~V8whAONzAyd6zGIefMgGgr$5edXTEH7yDji0tKN$B~)o3LvDl7y z1`gm9*?u&(dGfTJ*S10-boiMZ5y)AXpKh`;PBB!)AoKTqS_ZarDKBM&fBC>Ph}1A7 zgxdRhk({Y?1lD6+DukxNUGiFt8c!ZcqeTba;^$S;8x*^XsAD^WJX@3e(3>x_9CG zCAOGh8B#4~Udtpm*1`yL0pL=V!6qzjgVw@ee}uXVw{&H*zL%Iz*jGo_Vt8|cXM3kNu-z_Il={|H?K8e zV8iq-m2&P-heg1Z)R!9%(Kv#8gCJTQ>tTZ9;ZvV>9~pH92J8SKbfubw;m3eYYT(t$ z)+#hGO(LQ9bW)3@?vBaGNMfwSv34zxDU@3jz+FM%}3z3~RnE>2{d= z&A4(EAGgoEKRd^-8;=KMl8+^{%|uY{BSN>QcoRLi^OvCOJMzrgig%70;$czAWr#T( z`MSNe0*O1n&jNV1x?l0dmi^eKou+gM2yL{6#gbp1ys!FRoSh@i_psZQq?^3|X0LWp zIOzu)d@VF3oj%(ZOaHqmP6WN;cW@Q-?v=5<+8nJ@hHVFG^g| z@G@V)-+ff`AlI4vwX-spW$1O#0m=-Go#j_*OJutnH{>IsV^r8onL(%jhI~@H>{}t; z-%5td|uc=hCrXqean=x0t^~b%bMQ# z&5h>aR3amVaQ4zsCjV!n&aYDr!6jLTL)}8oTKcN+)z_0)iGvr6J80aOtDYlDj>q0L zX!73RGN9Vhq1BrZd-(#^3{fR%6(5YDqT`wG?r3+FC10tHzoL4O+b@8mE$Lt`!-Uen zh*E#WR%i26u~w}pD#=C~+A#>6LXsu!lZMAlqyY%2sOQpJ_xIe?hZ6|ncYzPy?nQK3 z4@VFoV!(09BQ+u@@uoC^V+1qqa`I(KQFl^lIrqm9(PrGX!{`m_gAR~^L4N$nuBU@P zn0}|}IGgaZQo2699VXA}3D-6sp>7~iqmiwob3V1dX4&Wcfz%-QIS@A@b|S2&AGz$O z+vH*EszE#O=+Cx5#Vf(~m9S3!N}2-wp{$CM(5D z@zGerR0|vo#29fAdUI2)Ey-8v-Ty<=Sw=I?v-s1V3S&xjS6mK9$P$AR_9Cb{hUD zy^H-*oso5>Pn}0UstK|-SVet?|C_P(2r5@M$NCS_j&i|f@@iuHHNFTFGD+vuC~BdhAYsWQ*ML&Pj2YbB@Ov zb+aIF_*M+_z&*IV&N3nC5q6o&*_3*yr#D!k(fB-553X(?a0Q8BjJpQW{v{9~47v~Z zVX*zNi~UC9<|2zZ;gYOP)(=d^+teNz<>tJs#7DR&U90_MfuHH!%A!BBzl~ z37dY7p)2X)356qgG5PY_MAa9e;t4nxq0ra*5c!zy(}9Kf62nw$4zv;Uo{q}JWpVxi z5AEtB!(&iJbvr40dG~ptlxo#?$yr<8mgcNy?;SN-qzPf$6YNkL!3O5Tr^LZLm*?$1 ze=%I~m;SZ|6wQUcB^NuZLlF-*L2v~h45fd-_=RWJAv|wR5`kW!R+m5tqGLz#C-W?1 zJB813NG@AmP4p-R7v&sYCvP)4{7PMjI~BQDA;;`pZOx=MdEG5O3m@aiQL4jtLwD-e zo@Ln1nRpMnd%S6@OMDR7{;TBPcalMmZBwBarX}u0F{jmuI9ml`#rf)?1#GEyx>#vr zZL_T6N?2G-pgT8!iJIN7DS2ICxc(7EQ6uJw1b1&;m@a;VcD)kYmnbQ#_iY6{zrkS- zy{s!)Rh0d$s;s)6@k*St_+u@W=d+`%d?aD)8_)44Tv0IJ(kvCqn41K52BY;52&EOV zB}OfEzsgf7zQ4Q4E@~khWyNDPs`(`NT!_tc-r|WoDMgJ*iYy1l4Tt4hNQ6pgRO2K^ za5sj$-ZF+NFG0?-E(I`D>Ii-IRfi z&@Ek3aMyKOX7GDM((KsLnf$q@1EX(vQZF%W>LER~hdN{f zPgPs8%Skl)^_N;nT1Qp1MO!c#z$d*CH@d#qr-r^qxPJ*{ICRf@Z6{SU(j-^L=<1jh zt;O(3uh4;rQ(}aNDNZcJifc?$vWt#+$N>KKnc}PAO_sv|I6H5EF}^KWa5ZXPXJ0!p zFwvopzoGfTEA)BO|G9n9(gSNH+NmM#G0!{M#8Hfo7Hfrzb0P#0t&h2y=`teZ2PH?_ zBotovyWI6)Jz9%n3vL**NPkaWb?541&ZPoJm6jA1dlpZva^1C!jb+c~nu8NrTc0m^LQmyC$5;tbPkWKk zu=}+t=A%Zq+l}n=*x@953u>@Dw#ittF&Sy=FB0|8<#%)rP_&UpF$>t#G(mkC?ei7f zIGX`EW7-_h3-tHOpXxPaw2r|FBlh?^a<*59Y;bRw0WP{eSEJ=}q9;S|{nxHKU? zi#BF*tX1J#WMVWff$c=sq_WYMa!wd=J9Y~CB|eOMcdPFb5le6Wc$vGOZQO*aPzD|2 zj2E#Xznz@wj2{v&apSYeyI_UnY5n;nPo6F&2HRn>l6HuG55L;JO8R4 z|7Y5sY_E!G42g}AuEToqIIjdMMI0zF)ZTwXEUQWZ!$oX$_g$c-J#n``*JZRL-YfmN62AU~B=Hi1XPJkmv`tX-wIj6$ z-S*PnY*#vYo z!EPn$5Dn6|+OJt~&yuyV3jgc-JivfNITd~>pjbV$fmm>3&{JR{d+hJXta~{TETu#K zFG7DfmBb}YiEeY_m&(8!MYU39yB?4cyn^jlnd+*(MAO5$nzi|V*n$fC7&zG8b`wwu zusONZ=a6V)gb6&>ujE7POJa_8(#;mNWPHnxMkHs>#)}VKK{=Jvv5xWeyn0&X^i?rs zl)*OlTmv7SY?wd&Q1cxoix4?SrV3X0#E5F`xl8SOQ@-81lO-w2Fjw;yyRexHTILrR z#E`xfT1O(G!ojhO6yrB5B(as%l(v5Eu!N$z3v6}YH3|Z_$!K_^+FNfU&@#g}J7&Wm z@9>UE;07go>2+QB`;&NUp`tUi$0^5QD;Q8hA|fISi>Yq!R29;cg4sCBSwd@UmP<#t5uF{+(Q0NtRRUhJHxWaB(b-qazvfj{MZ6Gju8<&F$?ZZ=wPKw;hkjwc z^Eb`=T_m5-c|4U>LYVtj13$*vfB;w87xByd=G;OYel}|LuKOHbWyWD|@g5=iq!F5x za*=ENCat_`TZ_YXWa|1n;2bib-JO%+1s=eH&bcp?VJPHC+LY%uWgwG={lss%Wf+tAH+ z*-#^%H~nDC*XM&0Hw#ADqVo?oKx6GS#`4qr2|q^OB@6UD3C;9!nevVo=ug)A-O(Z_ z`itq}rIWz1Na@ve5?QjhP1%$`v+c9liS1WK5Dc!TV&0l(o+GT)Q_44~|BK2CSSMkR zB1Z!hv1T#}uWbdp{U7a?B9lR!pj%j4F@TXAD%m|f_dr&$Zl{1k=~g<&*JsgX*m`Kd zw^jGVl#EY=@35=Y zIz9(cJ;=fvU6L>e?M4|o65*=6wbW&3h3&jZq0eH%afwNSgc(nhu7!CF-Lbr?oLRx? zks_x{QyF!!*Se0yvSiEUP$je@PsC=yHqjWC3)jl9V{TfpVu<5{_F5!!bu=_r#X&Vjv?@hF&SDnD&}dM%eeE*JVIUj1Ta^G(Vb=amyW z_C-r>R(x*syQJUCL64@)Y3{;)DSdYI0ZiB`7?r-MfdtH4?^aFfg85yqL837OwR~iq z!RHR|E1EUB!rl7P?g3Q!W{yxhE5Hg!9V}ldNjK!fyoy}#6dJ2WjYTT>w# z{=N?N4UU=axlP>-X<(+5;^_9y!Q-r)OfFGPB?@Z9CQJ!Z;oSTw!}gU*M(YRn89qhI zK46=a+GJ#}i?HZ}r@G>to;e*bdJX570b+xbC1po5+4DG?>2X}~PCnf!^A=1g+L!|M?2gU*I zlVQg5km|-a^b>;P1x$}vJ@z~~qPWs4!W0Km18~+Lu|f2(7q_JvJlhyXC^}nh!z|*QVDuog%hy40RXsAv3p& z-Ys|d8*sdY<-TF)j{iE+go}cVdkh}Wjp6_y-E2$6 zC0Fn9bug%{NPHkzn=q<2UhcX5Df<1iTBmYf&2T(|D1MK;>r04T0r>-}l3y6#9B2JQ z40@^B64;PcT*6|071(d?k<;tiE{cqRedqpBP~8Bya_{3E*?yL{0L?6_kj|<&Ufj6C zG)QExiQqu@Rov*IH|e##)~ou7o`NTs)dG;$D7t#F2Ry4^EZ1>&UtnCa(R03fmjnn2 zh$c|w(GYi`EcD^^AC{qcF z7g5gi*)Yv9uyfYFK7MxJZygiXUM!9Z4}_~{e9hMzBTy6BNXaty=&29FJtFThz|Eg` zdh;r>_bd4J^r>XXCY;ZQ6Edv9%t0?2PI~j2GFHhqcru3hrmQv(+MhiLr8Ogu{a0iu z8sF1&Mk7>HO_UOak0RN^t`#;nLlS;!HbEMyx3 z+JAb{m9bds;Zop9qor1ABFy>2iSGuLX!w+>V>0?D2G^*XH`3yVu&U*OI1h6+YGSBg zx6csq{ucuY$m6KNaa%8Ee-#n#)Dq3EkC zOT6?l{QKd>U4koVd?nzDxB>En?#HlH6lQ9>I%&f4-qk?8@@y#?gRhMjPB{D9o@*p4 zVt@G|wH`|*up+%!6Y2+>TgT8nHN6XG4*ckc%BEYR4$%o)$M1I+8*2C8)si#xi;SAK zX~D)OccSB+58+)Kx4uSETY80smbav6H)vzFo~>oxvu;}n#!H!Vp0;yi&y`)SDbJbR zg@ll}el5=ZGe2Hum`}tg*Sq7>p3}QHkrn3zB4M5sKM~m5|NRLXCB1k7fS5<*U>0?+ zR2_QBh%q#KQ=a87319~Jv>~!s(;oo*0v3&U9>RD9VoRo?>9(*JT~EV&$XMf;!aQrW z)MPjNnI5&@Kjv;Tu7KAGcV~&bP%w22-AZ(SVBg;&62&<%iD`gzc~(;fH?%&rVSNdy z`?ltfN0Jj;S%13Xwf6X(t)EBOc|&46jNjtauAwT5I!fiQu5RVctYnz$2TOc#+&otH z*ha^yvr({=F{*P_W&Gi0l9RS<4pYANiQvSCJ>u*ZJpD_`0UF+vOMPxLcvXjYk;4&ee*{wAR_vlhxT5^K;`#n{hjd6hP7oUEcdgf- ziouQ?D+pZWg$Kq~hiO8j$us$pm&%U|Cti{MNC?N$n8`%gahq)BPBlj{3gy!%(>F4S zJYDr@jQFG}GgvX^xRk!Z#{wkDjd6NW6Vjvtv8X)|Gt$@yUEFt!GCB2FV_#S7e&MAt<*m2@|)qci7BK2PzSXn*<1qo|wGO#b9> zXXP~t41YUAgy28iT@rUmqEwK;K9qB-SP7s+6I;u8^DFC|D+HxO^_oWt-~5m0*D z@2nAMcB=??JzF_L>x9h64Vf86KJARU$v|m04TLL&*C(C}_U{8(aPS*MxL5C(L6h|O z*my4)mEO_Rvz0hgly6>dl=hR2btM@J+Y}nG5ZYicn$A@1ezyNE?y9m`#2WWkpl`KRsC_MPa&nOMy{#`r_2jX=Gzv4hcBDxB# zw9^SZCy(6?OC*kpyK;HhQQ46UsL8h=53bZ zcEpy`S(M*l2wZL5tcQ8YC*kjGwf>PEYqPz` z72xpE#JkOyGa}d~3yaiz@Ex&7bZbx7U4C-?9iMnea_3Ucs3q|gh}Ye`R`^@6c2=uC zX7Uta&|{-ZYq7Y;PB<|}%!ULYdqUi8-kH1~qxr!Ku|rJ!PM4n5NjQWangv%7_6jS{ zrT_7XuU4Dw)jx3zF_=p`RmWvn&1Mts!2F`PQ{O*b&p;mc?czi z-{~Va%ef2Ydc){e;qDIH_=j_rHY1bGDAkPv2h7e($IRr>V^GJsJEwpG_=-n#=3s zC@F0vweraAu8DAuZ3@0?HI9GR!W~F>;|K{;UijNUE?#Y~NBbm`5jijT{OcuQc?jKo zN9Wau-vnx(A7;wQpUg0OaiKWLm!usp{^1ddcN4z}_e%p5o>{G_VY16d518;#p&S0j zjHr8ZR3azUG^^If#PoqKNmc&jCc!H)s%D>AhxugI>PtT%P^YqRIu>|&>g#3PrRME2 zIo|CMkicS3ID@+pNuLKb(ra-ik2tAAWCFURm}@@DEhfR+jWaSz>m|oR&E2h8>X&@P zLuU1CtCc6}5~GN|s__)pv1$9AZ#T!G;Cnd7YTGq^lS=Go`K-nhD^)+IY&u^YAuov0 zlA~74G8|04Rc*uYcQQ=|0%wpyyo^aq9H)>_42W8_8#I*7Mxy*uDj3t5%lna~O$mY$ zD%WbL>HLQ`FT^}@?sszBuxS8i&CrZ>wvzm{m#vy}2I5T@gPjnevFwQ$>TDrY5B_O* znVkOUQ8=Z`m&OSVN}_*^sBXTXZqoUTAjS8UCGYMfe0^H^zKH@`|0iz=Ez9%oF&JET*s;cEz}@>{&^nG-P3iwu>ckGCi*p2 z*F-kE4{0aLT^~cMYCyr**7zv0zH=avk+y5QP*gvuKIQau)ehF|P4NqH$3Cq->UefR z0V64ZlOul2oW0-L%nk(0$jikiRiCD?K&{oJcB%KLe@QF#ovRW{Kj4-ANa2OXrm6*W zO0ppIDy!g%x`NUlqbAVuLOT4NMB_;mplYG+eOpc~fbLwn6j67-aYun@=D|sBzIir> z!}Al11nqgUh@J*5>Y0YMg+{Rz#Vh?BcR+Wta_OycXlxS67AcwW$3(vtxJ-z_t|PF) z4({}-5K)i3L6D3H7qha;>QQa{3`wYF3i9_|^C9++QFWMkAC>KL24Yj#g;E8s|`W z*B{4Y3>smbxrMm9HSBBwUUzUOuh*M3OHZs z&>Cu=7P=8v7v_cjCr)nWiuQAt(y@&z0&K~9V3>A3tK=|;45oP;)}}Rb{UBhf%!I}c;-UczORJxZ1Qe8uH6kF zNi20Bu4`MsJ* zEe^G-CpU?&#T|WMl%1f74XgpL*#|$0lPBXiIsDn2QYu))w8TMk5T{#~UFnRvKf5t9 z)E@o|{i5zW>v$SMzWK&OEG`!9efpt) zU%8~>O5{N9f59YJb#q{7^-g}s`*)HoBtkOSQ=pKL4QtIjf2BO};+$Y0@Tn!Y7-M=UhV-}qJ>l<3LtRqll6i#c!5d&2RC1tuuEOa@w$zvx~r_`;;B z?;4jdwKFzDe@h}lT z7Cqiv6}zB_AJ7E>g|E=?mu4b0X^;a?pn2|w0_YI$Gu*5GRAWjM7C)c!bz)#&0mEmkF$yC+#{cf`4g)+XLX->&xI1A% zdj;gue**y3+~O(9z?3kUe0Vbje#&Mp&|NATxt_)UQL4hf>x=Ujsqe%VrP+tJt>(gni+fFLYnu(sVCz>5=v?SpQBDO)Pktyw<+`R9L= z^VC`9)Z&oM{sRaj8CpqooSNsQ-6o<)#|@BgC)?1_`l-e@8tHD`?iZOj@_MENmQI3V+`e z9q8!o>)4ol?^%lB*5v%jVoQx?2lE{#zfKMH1=-Tl<7yD8E0y}DaQ3-59<(9a|1HA< z_%SZ(;KXRZtW0FS19+AQO}TGUZ^Ig>T?-$^9ql!q4gWmUqZvOvjcj=){nt0?{B+>w zGurVdsLQt>{XXPO7h!GvJDaE~8W3l@dWL$ou3ZliZJgCg*r>X}W_rIp@#!_oYo^3d zcL_Up3YChr?Q~c~DJPRq*X(cB?FpMiyrrMD#R+TwS;NXs{g!|)Ajx4#|5+x?50$x| z*$3o<+udb3ofe(@GfAEy%aI3Q5cd36FEZxA)$wl?-mmy_T`VgM-NX9ZwGlujO9C=B zT(U;<_n8ae!Fm?EgJ}F3V7tZD>T<=Cj7Gh|m81`@mR0{#$-3igd$!O_LXA7ffgi#4 zI;!CP<9Z4&B6YAdMxoA0W4i|YpwFVN`lKG_*#nC7PfLsx(wo>Ubl>S71Qp-N`AM#+ z3?cc0T#6~|V~H}16RqyMBc%4eKL__#l9`0)eeKu(Kr!e58MpT93-Q{dp}^RaFx!LV z=EO7K^POg_V(Gvun#5Ya6VNZaik1;|h{Cx5N8~c{`DvNRfJ86toX~t>!2(>g~)A_oaGwk%ks_0Al&%cAL zpg0;N^hjaKmBh$LJ)r^P*uv_V(j(@4Q^J%krw=a!le3MuOBoY9a7BYGZGNRK+{O{!Rw}0uJa5GVO2=%Q?Qi)lEHU9vV zJh?eF9nYur07!EH_N^BXbF_f!torr*!>36jcA~nrhoX-0jIw_hO&t5B0_&~iv#ZA2 zu35O$<%f%_#*d&-V*_1X2w?wyPJS-kh;4RJ3auhbq>yTewBRRb&mJIe_u%oCt0c4U7mp5Xb2RVNYzcwA7zrz>HTs`#5^830iY`qLeC^h6;PmhX^6WdYC zS&wvan!)F|dYhK(8;$fzwJNnsrKU=@`tAY%cfGV=VLQ;4zAYJ`uoWDCzzmD3;0eTR zy{11?dmDOMg@ZM@T&b89JEjsk8-N9#Arh7 zUad4iZDgrS^T)UKu1->LwH`^y73auLPH8C=<$(I%eh~ILG1nX)v`jD2{l)m7SIW6z zlUe8H%NJtiG4DyQ@z8_?T8+~kT69_@t*xGM_Gd|1c5w9Pq$9+GttfmnAy^mKmyapU zl|uH4FzE}*nVTv1Ck**tiuvV$^F&rIaAjrR;lKHC%i;Eh+aVF8(+5>D`T8^(OD*1r z?f;r64ryAP?ltaVHP?>fC$dVky758Jk42V1s5yB?Nd zXR@zhMClt@CQ`7Dj`n zWnTni8m6oMO-w?$w95J83=Z(_`2(hYGGA$t>nvWJW(8*{44 z9RLiGU~V{7x%S!LZ6@Rdg)Vs)jMB4lgkwhs?G(OHF%%nt3T|SaHC|}j-rI>`;y$W- z@L%xxrvK&rpU96~L_q>rgt47l|84;m{{y-(>E&qIFLTFWAAOC?z`o-sKeqgO#}@K| zq2MC34AQUTOTpuH6I-3I&zwqWs_<%5R-&w4d9pVTlM<@Bm`emw+l1lg~8 z|6y;HJqx(4KXRO3?hqQzD<-gFr~_gID~|+{4?VE^%-4$?C;1vGzLL5K00S1Q6$6@N(i9bRb`l254a;5z#bFyAb zhyDTjSmhR|K+2C``z2j&O#TG{ z8iE9nz_*ZnDo$D}Adwi>i(R%7*nX6Bie_Hc@P>2l$#t0Npp}gDJoM7=6W-kg$-wp1 zuTQTr9m^yELCG;wj?Gv-luuQO=_i|b6-I|-Q8Al+MHN=DN+(~s0+`LoQIcbBf^KIo z^PNG@K*YeEB>gvwrf^+yMt`&}gAaegIu5o!pc4(OibbH_0^Fm@G$8U&YqrR7^)9%A z2Bi=tj;SUNCi-xbow);5Hde80=gDtHZ-*p=F3$oENse-gNkt23|TVDp=}OU0-!{kiiufjx_eQLle#hcs?Dv8 zPl==khJ;`e;Pd@NI(Gshw++&zNcIF&>kO#T2$0s3q#ydhzu#)%sdicsMnCP%`iqGk zkRQS`o@FUi*tn=_?qqtuN)pp!YE8R$L&*6(X~Mx8gWU)*3cV}vi=nryKeZ~6)HxMF zE%U|4jO(a{;eDTS#THUV)bi9HjK7Vj<+!YL(==(c@7E=;WQX3|Fj=>E)V6cP>+kDu zNPqjW18f%-!)Z%94RHE_q(@ysobk~}lB3ENFFEG_Zrnb2$!sVw9DSy{QUR-wGwxV3 zfG$4(>K(3I>g#WL%P-Tmh$!>!$V z`Lzb*r-Vk&PFxoG66glvnWY@`%-|!Lnf#?q2fcarpfk*amrzVU7f*+jc~OhF6#o_H zt7dIKw6@U=1M|h5Xz(q*yW=t=ZM8$AAdwH`gHoCi(g~hT?kMBXZqNflUFN zt~Nk~U#eL4-sN=6oI*=GHtThW>(I~((0I@%Ur;A2q!`d0>-v+NU&UmxZD0U`U^Tq8QwR@kR#K-(MsX*O~JjgG3@SfFEtwd;9`l%JT^&HI- z(~4C|&{h(lr5!GU{kryy@xbghzfdviEOFYUo>uPQ)u8#51YmrOh96Rxe6$`;x0l@N z(Y}BYrxx1IQ5qk9s=aESVOQS>!-p!q&l_ z%H6ymZ9SwDoLUb7&cr7@^^d%y9PLs}g5>qUe#5w=G5u@~?YM&vq({CKLF}-rG0LwDtG`e_We| z;^TigG|pc*ay31{4yQ3I^S+-qD6mf*BGJxF(mX!Tub90t6i+2svDnWq3FeJgi(tkk zxE63nq>6%WosT{QkgF=FMuX7x$7s?{`uQPN9}?V2(O^~s^?N#CG1~NpE56VF(R*9a z;;n+P=_I5(|I>G`bW3{J`0Ed>dT3@^ z`~-u+`c3wAsy(HXtWA0R+#n!<|4l8wxTOXOWqA*Z7QXMX;*Ef4f*i+ys zQ$_LwR$iOo+9$ud9DcVx!f+suAjEZy^8Nq@+s##sNjHd3Yg|r{KR0s5=y3Uy_iH|Y z8a_~1Tq{JJuT`JpkrvgqEVd1)X**GL6$Y+_0N0PKt|iae(C}WNusY@?j;Q@Jd9RU? ztxMAx!+Vs|gmp@CM&d;lOQwv;yZL|a2!Nf%Kv-4rv#MmRJEcTc*shAX zBF$MK5Ya;mrbt}T>e{+SYfpPt+5v;ZS&d+9?LERLu8DRHu(n<50=lSvz?WV)o8Xrcuoe^qk(5W)BsOI#RCx1vMV{Q57mE{&M!`KQqd#NYmPIue=3?B3-1#40>5 zJ-aAr_792*@!d+%-z9nTQN*m|^3gc-!nYfOZbrN%*+}a0i3b|E3lUckTDWxrjD9W{pS_qs2$|4^XLIB|?=a8Q!^;p4$BgrmMpXc2Dr zvc}nbU#0eJSu^h&#Uq4wV}F{BRAz$jApQTA{k;FPFyu}+ z91pm6y~-WEcz25HsI66VzaiNO>Fx=y)*iQV6M^&|&69j0u*@-aR;}7(D4`|I>L8i^ zk*@G5vermB1e@`8d$9B-CU@U=Y(j0+s{jT|vyAAoiXU4@dWJ+;rEQ?#yL?rmg? zmr8{#P!1+PDBXpiz9OaPEA6AJHN0_*!g{QxZ@k#-td2h@3yW>zz-b3H zr<%<>h1IV*r>Yy}s3zg;3hq6Hy*7}IR6!~qjmPIQo(Q(F%RGixPbVX@$s>%hB2Iz<3}u>y7QT9&s-!HFR5>?AC* z_IHJ%tYC$Jo#yu-m$=UtzOz^6MO1?>x#Q3^TzNvw7-PBxfH{%MbYQRLV*pYprz(zE zm4S)Axlpgh@wXffT-yC3&EwQ1lABBbvo+m!%d+QX;1rJ~b_j+Jxo_$+>s%4_2{(wX z&`vL&0j1|V{67a)IRd5QX}FY(&TViRoqEl2Z^6GylrKtd@MN@Jh5~UE!t2SXD1At{ zaTVi$jV^FtMHBC*Uic@r#(yM(w`(rSszb|Zx^p73e5}dMtt&BQ%bXa^=im=gRrMR> zvp0=pDGq4BxhBY8VLXkgM%ipu;ma;h#PBP^2v8^}=Ag^#mt-}yxMhoR{6b4{Vg%4P z4ffniQiMdYl;G@swK{6?oj>0X?EQxitmN4vls20hBWw*+oz`Ou15Pa#*2N+E*(Pp7|b0*Od~@zDATd zL(K8TZdoP84`f!dlzeJPOZ=X{0F-@BG*`o)@deJ3@h@>ysazuAkv!+oQ6n(nk_dJtLZ^*A5VQjG#xJ~$wOvsEP z(u-87$?9#m+pZI%V00R<@9zWsNSvxi{4%JqL4OK8X6jL&yu{=1-)Wvq>hVcKT!T%^ z#vyoZ8GxtdBWyFx2JX*vvIUx73w1IhFN%8YsyN{=4 zs99x^IeS`|J%y1;?>-4ahvI2JGxANl9?Jz;h9Y_WjQ+&cguRo7kc4~wR;gw&&|3t_7$2jy?tx+YWQ z7Y(^(TepLu6n@83LTMiZh_USpaDZHad4a|>CZ#D5eho@RkXY`0ByAMuSZpASNc75B zp&*)l0%%D)W0h+mf*JVn8fjNf6k9Gg19lEDb7X`fWF&TDXYyhQ>*LkOWvqEZ%7k3d zOHVxi4SnAMG6<=Hbp7&)^GQ{4vs>I|RKefG!3`E^qvSt zl68jn5hWVG>nPCjYA1!>)*wr{60!K@;OdLNMHI6V`3mE0@CyL+#z%wBUj++Y!AGx_ zMxj_|+mnp(n?f?QZEGBBxJHN}Q(X`@v?=$GbT4v&VJV83lK-@KE{N5W{JW=a4#y_R z`{AC0TV*_67|pTiwhH9C6zpS@b})0z~nlO9nA zGwta-Z&3v-a`RQyNvr>70We2s`NnQg@nXW~bl)vvtp%molFlH8KJ2jcP5Jxlx{J+- zzr|>QKCkKWM}3kW@^g@>DpUb{ZC&W z&)deXI{ked$?vm&Uf*X!ZD7k<30e`ekVTtsb`@31pBnq=1$y|%KU>mhlvZXgR5{C> z4R_tpbNR8kgB+{JB=sjoWOgkrkk3G9uSBhEO$L)?2dC@bi^eG&BJ;a^Xjxqk^k8yg0b_021gs(Rkfr4meIaax5@gl2LT0~I$7;6aA>=*RWhBze!(ug!+&1b9PgK>d5%0$wC&_c9r*CkI)!HI&daE0eCq!gz}nIvVztOQ-ES z0Ep+GD14bkxcLEeKTejb%=C5(6|eX=YzZD;-ahT&6Ck~ejI{w%t)`!_ihmS-PlCJ| zJH`G3_Uw31Ub7$$g{HB;*5_e;4LnvnXv`AeSkK&0%j?kvV^>Dnz`(L-rj8+VF+#Ox z>rDN>4@s`i&zO-sW4<3`V>&zBmoF*3L2N!yW5)OIJKlz8ZJti7~p0m^psbiJPL@`&r(9-Vf;#Q`iqH@ZT32%`I<*EnL?N`(HKz&sIP((cbkgXf?109XQY z?0t^I!5RO1#g>lq`?w=oc{sSAdHt+(cH5h&OvjEIXHPm!bu~T}F-Y1lM#NG&dK0?B^+xqosVSeA+UBVudksF76@Uk8OX=kIy7g++Z*nWrGg$>3 zGx?Yw(mD2TdS<&^o=udA*T(7Id>CRcgYvP>Xe0sHsYQU>!2*$#RV1yfh>3#}Ad7zk zx8r~>3}Jo^`)mt=H9c92CEIo3S2ozBZv%P3ytn&j__eM3(}dSA_3?CVU7pwmR9MF_ zOKAz7r;7^3)xY_CYH6MAP7_3{Q{89EpL~|l(izB0X4{U;JeX*%f1is7f+g+~XHlSW zDX0fLQh0rBz-oIxVdnN0fyCLzO9S(kMk=QdFJe9ix*MCR_x4Q}S5!o0#q}>dl%H$Q zL_NokUl^+^SLz!z?lyV>EEuvj?mIH$w(Xa1arII{qJ(C3y{2!*b?tkeB%7#Te?_@G z0Wl2~*7z6jw=K!`;OPmX&v9Ip1XK2iV}*9n&*^JL`;*uO8OVbrO}Gk-jQnph&m5v_ za?5G3g?CEi-%7{}ge#DudL?jDc=EV?c?=aA#w*y-K=ZR#}2AeZt8?y@!f!y~Uj z`%Bw5XSbU3Zk@b;71igmfm>LV6Wy^CHowhw4_jvU7eQ7PO}>l=Q=Nuj(oEX6c6t%JJ)kpS~|u9h5km-kpwS zK0FI?<`b>~vgj_OnEN9B%aSXIM^^xg7eh!{I-MB9iSItVr3b#Y< z#nvaHTQjUeS#F-n6qK%4U7}p#gBV&BB`?841T-Y zaf7cZJsZGOvF1Bw2BB8?g)O0Wn@L?j&{#F7Yj1cu9iXINeOJTM*<3=~!8dz)dc0hZ>6Hq{`N^?1fn_kB6Q}`s(cd?q^M)Ku7uSu};NUQop!DvQ9{k4Dt z!6q2Br^zOR&F2avzoH9jLXTtJS=I7rJcV}(JAe>DV8H1E5NcZi#-iQ?WTT$r1MJDW z3VXG*_^(c%+Ck){wdXTzEDhG`ZKIS0ahf`jja6-s@Ot?Z@Tj(Z!`#;}pZuNc zrr{HLKvL3ehkVlL_W9c^(L0|{;&aziPi%w9 zYy+x%6;mtw!FRL2rF}MnDAgzt={L`Hn^GXtlG;25>nt6&DturO|IZFdK-$~QS3Km6 zUj%Pcm96fHb`5lgAJ`1!LrTT$wqJS5BN-H45EL~s*TB^exRo9<-HJaKJB$UDJD#(h zU;J95s$XFT!3sKK!GXScHoW@h?|HSOub(Ox-HFQYV;e7eOsmVc06(Gdtpps{552et zz-DOGNv>Q5X>9*tV*X26kw=+^&peWGSSu-*5e0U|qqhJ?+aV(blIUejzmiK@c@3FX zY3Aj2VO3p1k=?B9Dl14ze-o~QW~iik`ag_g6mUc zsoCb0qZ<&UWFRM*|FHhKrBRH6r`}AZg1++4^k>a%JKKAL>sY-S1wltO!~6c@1>(iw z)$KPdBX#Fb(MpnN#g%>W)5+x(5jBhalE=Bjo^6ib9mN$e`T%>iTPN-!f^d7Wr9tPV z#!z7U^q18i#ysCgg?^DbPI(dyhzEH$(7!SJ%{S`&`qY>>^ZO@UJY1hGYJA5526C|% zo$G$~#Y+dCzjyJjT&v4}NYaX>3O$QR^11`r0s@I=_yQn1;qo8lzFTQvnA0ju8D(9L zWLFGOQ}?U3zFw3~*0@TXeO*EjS&!I8*NO>QbkKe4+qjCq@7d{}y4AhoMw<9snx`c` z;sk-)dT(Ob5GzPgsSaYrcB~~WEN_R*dTZ*+x2ti;O_?iJloWraQ)|eNyZ@z>+%(3F zrjE7pUzl{18jodzW!~A$#xJ$d1He4`7yXD*2na@D;Li9T2O6}K78Kh{-|VG+?D{Xq zQxHdUxop-9=Q@JEiTU{|kfoAPV&e2*KK;$W8t0;U z2_gF+X10HJ5Fb*!GeC`+^I;$|*RMk?9ED>#>b$y5dei##;H$ zHbX`*@Ns3O`Xz6~=_9Ew#47kBIbo3x*l;mAr!5aUQyUo@E z76-6bT9TSm+Y8jk%i7%G!}FFG^5wpbc^z`2Hj-Agw^qK9nm475EcwEO{-8ewCRcQ5 zS1df99oevs|^K5|f)Q-)t%>ApLA0APCfoIR=w-vO`F8z`OD z2q}Quom$MpPL>w&F%@ecij_2(d-HKb&fLs)vQU;VQ*a0x6c!GCuA}fvuRGzG4S*`e zd;=8K*OfF9-fk;APneTQ?f@6}@YSxx7TBroaFXbt#y)fA>kA?cSt~9Q2X?Xa1LQjh z+(NU(09G9Na;DbNaZw)!Iy0n}@&%va<`R=wFW{K2B5iXx(y!OGh4XDUom5imCJ6qaK z0j8O;U3W&#o~Z8!)ssJ$R%AJAUTU++JVJ~irWyXkA;;jJGg@7bppw3DU2elb-)M7z zj~!xZJA;u+na7LHl=3Z;SK4(Tej`#DVyXLn!HTi-5Hq3!Sa=tGP-1?YFEZTNN<{b3 zNBf^DBNFL3yAtm~p1}?2G`~y{-vTdjKTua5_8Oj5Lfy;)WAtMW%yt3TllAFM*%Gv; zXh^r@E*LNU_Yszty3H_f-~SEy%;8n1F7JWEFu9(b*f2>a(Mh8GQ+A`3O9^u!D|>;F zf0OBcNycQ7(q%z;j3X%I{bO~?pC$X%7CQX~ZrIq5ExxX|S$8~6-mxOz*=QF4i@u3c z9yw{xa9zX;@1J3-(_^v3|GC|y#u}!5s53umEuX_mK2AODZ0>kg;-egEhrJ3D)eIAmvK z@0q>#vB@TT?_=)~A_~XeBzwztvSa=ly=3`+iMFJj>4pHP=f| zU&a0FNts}13VLKP<#L!*I>nYojYc7@9n698hIa1r0kS9-1Vj29H6ZlV)%k%$L0hW( zwY8Swp|Bhz4g>$;4R~_?P%Ngt#4gzd_eaUz-f}>KWsGhf=~MrCx#KQocE_rcgxTv` z#qXgBLC4GkI_Gf`{E$~$f8hz(=T?oj+`rk=)eoMd)3N$+%Vou&sD-m?Av9wmlG11r zJIMOxO4eKzZK}Y5P~~*#nr>+kp%STES38)^F`hi`SIxTZI>X4N0+LqHcE5p!KXH8& z21Z-WKj6D)1I;v3)S&D*w8yU#ecEoa27pgTfKRmh-1h5Uv~nbKrBpeK?%)~vmMF z1bWHG*HbCTcESHMssz*liZ*KENY>-?aWUOz8 z0)bH9eK&+IX`=TmF6t6K>_&4(Lp;^F_zHxeJNNUv7~?^GnN%O(HQW3i(+RXJ^|YI0 zPcXE9L$ZJ#1xQ^=qaw0H6n|E@G1(g(f`zIJ6$IT^=FfEXtb4;)NPPHyt#WW?&H5Z% zRoy98ysdaajz+<&H{`VldZoMjKQ@_v7!Vef{PSNYD}Dyh6O<5YUBzMIzs<)O%QE#V zZ%G7FO9B1q>L!h9R}0FlFiCxbLu^V)K|^mTiIW;MGw%+JnJR7(cQo zktl&P>&#_RxS(p`Bw*by^LniHFS1LdfF5H18&hqS42S0!SzWb$vRFNd@(Vx<(tS(Nj6GF0Kau4OnL*$ljwiY#xp5$)AS-O6j9TFK@O4W$GwqBQVbT zzx+roKj^NO_8F0y-`7ssFZ3EbH1*V2B2U^?J$1#NEj<3=mU##Ig)&abe-~?I^vj2| z4HZd-kLn5rUVC1G5Z8xl&1S)OUQ6!3=v)=GJ3^2!eDq)aeVTOzr#Y! zYA!a-%MY*!qYtx?W!aF#~@bA&gXTOFk6FaB>@!iXT9OiNIuTK6HyY-1Aj)!M1fsYJt($J0GGK!&% z57adcp);sVb5pzZ6IjUdG`N5_SFMx->AJ^vt)EFF2%!z+ko@ysH!Xf7@)4faT&lqQ z1r&F$0U(lyQDo5@M4AIc?rXJ{vBwQKhU9IbV7iVlg(ld3mA}dLdWawoN-tIiYk8k&;`4n@PlxR$=K=nD zC;s*wI7=T>$ss#A>Bdk8VY<;|X5np53~I%J1Ry}xqw^lDM(dz9%eAL_Hp*KE~Iu;Y3P#N7`kGeKMD8#@ozfI}d{w#$JY^-G9Dzv+^G zGp<%0KfXTusr9<0nMJ}JKtcilow5Fxc-l3shJ$tmZQm=7RJ~?LBO&NkOvQ;D_ZS-iT~AbGMX5U6Dz0VK zLtd@5Vk~t@=S+nKl;GS9%uMBCQ5cmssM!Z=68?CTadHiSMSBU}f7BMRM9aGa0*=z$ zMHnR>hvEqMxqsqHg%C6|iJ^hSYgKc7GMn_+Q-LX(!r_nKgXi__Tr_67MGTGy8^8F~jI1@Woxr~tN>S}1*vjkvRC?yDs=P0b?2P>z z4j$oq^LH-K@Fh?ISRLICWJ%xro9U&aT7mX)UYo!n;Zt|<69VRaRl{Z{`+dT@nxV+m zu7Bq>W&cVr8durNuo#I)I|%EI^{PZiu$Y0vSD~PLJcsw~)S}>(Zofwq*i+lU0y|_u z#bIxZru#@D-+#t^`VNfeJRXuUK~swtX7|^6c6n=i9K)4 zFTEB;x?Gylbt4=7KVG6#gp3|oYYF~a$8lXj}d=h;R z2JYuEzbToq#Ctk=>lGtSPL(d^@+M~~$ih#!J*ap%>O}gkESc&Wg$x6Upb{n#$0L6e<}ioU38w$ zr?Ct*HyBG7CEt+oZ^>#!9Ql&D*uq6zv8fvFV6gG2tZFv=$S8tXn-6P1q*1mgBZ9fD;I8!g`O!QkKh*&tvQzedU|uDb?v4(OLyhhdVs`CJy<2jB|EDJG1_ zPiPNxiVL06!_F-}ydC-Nk6U?Xwt^s3BOJDByaf zMItOnls?yTe?@vQ4T=MhSkhG-%tkzbt7u2MBN(hH-GYgTqO&Y>CXI;A=b*uO8vaCM zf6UOpY->i!|K|K4E4P7pS7q}>3%FDLsX6Vjt*-s@)n{H5n*Z(pRM@Qol0WNf-qg}s z!AR|p!YM6Z62edf5#3A!^EW!RQNWgGF1!(_{#SMaO#M|F2R(0sz*YWu0_YqPlwhr{ zCQ!>zx?d$Gs)ZqIX>bknDqXPf~#&CkY~4(}N>QnlD4av^iyj zxp@lao{pU*@)5c)UT+~uGva~uR6kb~+_6vbR@UVq(xgB(u~zGTSY;z3NkSGLIReV( z8Tx*5Nst`%#Zpqkge0f-i1tCcr75QVP&<;UDe9VX6hB>lJ@{?Bt?nF)s5DIm5$mBJP8$S_M*Pml;B;5rH3NO6D%;wu!4NX}zqc%|I5P58H{C*L zPmtb~IupBJ=uzTprh|o zeW_G(`9m19K~6w@gXRhpF{gfP-tiK+?$kTQE<%ry;6*!!B`YrsH_P{{C|VKzCVxQk zQGcj1^3UAA2}AscI4%KSJ_X&K>+SlB>DR})(~!dcut8ZZM16ZPSz3_|sK}0`*Px~- zcJ?iZu70@W!$_T;)=SDLL7E4A!3VQ`{b*(sIh}~83sz4`1Fn7~1G@rPR+m9nfcpzE zY%0kV(O@J8e*dG=JJPD1`Sv{-%-M<1N4#=^aIVc`m(DPFPQ7Z>2(lMtDfatr5z@6UOeGN?x%(B^aN}NN z+!nm=WA=mo@c-P_=P)AYU;^>(8hlF zW1VlkVRwzBCmbH8)mK2@Yv7V4<{k|GoR|-AALfv(<)iHG0Cfb@pEl1B3|NAMesjr2 z^J{a;N47YYJxqQ@bdogGHGof^WP`z#B+E{^$q~=L<7@Q zIff?$K0Q0vy*e$tcjCy+bI(L*c-nwO=W2t(;{0#Rg}Gi&cZiI5*ooB?L+E2M`eji% z<@u-j9TN06_vJfht=wdwB(+uPL^j++%AEkjRkK;CHAjcVzpl=+{b%kgca<-c*TOt{ zFZNwnEs)Z=Q6rsAXI>%X@)js|9icD%>i|S3T5t9HSCd^l#%y9YfLa}e+ng{|vI(ET znz(29l_0@3Y$g_wBr49nfWuMQuGd$%^dqf_TTT~1Mcdc4(n`^z_FvA=D|~zxHuo;Z zDjJV^`BPl`-49`1L@5!QWX6A(^Xun!)IKVk7~ck%QFefy=Ky-3xwioPeU>j=*CcFl z;c8K1V3=K;C(A%m8Fol2V{go?V{!^qA{>1zN#x--2h~8;y5x|mG${u7d*cuSf%1_4ch_HF5O;eq7IbMn!s>7S_K?mB zJ8=|<7I`n>KNi8hHogrm&3c7y9szp*CG0N|1C4CDtZ`ivW}teh8iK>9*%R4E>Ex`~ zQ0zC3uIODFP2QG5?LDd9k?oh!?N1T1VG23|(}1gKT8^8`9$xkJmF8;Nhd(*}!&t zZ%zub3N{{WuP+vAEB$n-+c1V3z0d**YjqNElU1JbnhOppnn+zlNWSZ{HU+^U_y^|j}x&=g}D`e~v zvugkVrR_jXIH0F}1Dw+o`4We{zXSx|c>Q>oq6?BSICeqSM*1W;;uzjwmQ5Vi1m8L0 zAFhF^9sA`uvOpcdq+6CED7bIILb!L6b$ACqLm3lSrbKm*N7QMsdde>-UECPal7-cn-v7kzINL91Z9q|8r z2U^FUhD{FJ9F=J2vfUdW)%gbbBG;&8>c?`CQ5K0ORZ~KTV3zVG(gX(;LV|^2k;|;RW7@DBelIKI;=7^Zf`cem>N(2A;z@%&GS~ zIiC9`3>G-Ilx5TW*_iDwZN*O5fG?qbN$Y<>*sRb1(pv$8@j2_qpgU$J<*NnH3| zb8~J(_^k6;CkI$cL zY1C{~ezpIHhrCJ*5%)4_V{9^kSkk!y^?aTKQocy7=G>Hw92`9jm-Ulo%C%UuTI3R` z?Afwfq&^SVpFR3uK89wy5*Q35PMg&{TIc-NF3+`|NGI6qqsdg@@iILNLEbe~uxNTi z{VH)*X6P{|jzi4WQ;>=c>#BoM(C^9Rrf!c%0V5kr!5d3~l2xRi4FGRGrttIJ@Aa*l zuqg(QcJ-K6XG{T&Y8vGTfkJMJws!XKN4(u7reT@y?Z?N9H4UvUfwDX=Uol5r^m?x( z!?L<#vo$MLS06!q>GcQLFfgg|MjGh}LO&7Iin4#D$%9kAnB?z0wg(*}<->n@Y7!sM zM=HW=xs^ViuOy!KQ9J?ySh{QQDqP3e2jf6M4-&2x2T~TZHg3t5Um^vdjF|E!QY#iM zSrTG~u}?ZPL0$UaGPK)R6Q3dDJTxa>b>b?8oF{%Hf0RQ>LiLY=*ofi#px`PYUAex` zwCEV@G|FN)GVv4PiI6-Y--EYLrONEb{CrbU-M>7zhJ96iaZd8(9~-7N56e%`WAv;~ zIz#pAIzzG`>KFxG!biQEjDA!--!Nd@e2G!ETN(9B4e~A>oKX3WS)X*|hMJ&Fpb_rjxyABLk3P3Cx-sn(#RK>vo!BIpwKT^;!^J(wN8~B(sIfL<6Kc_s1YCHMj%MJ%P|+L2 zTz}1moV;kVoi3?Gox$iE>}MdIVGn{pZ~MePGx>*d9w?-jo;qD30_Xot2uql`tA`-s zNprx23;cV}!cX-wANc(C&jrW5^v!7Nf5lR1JTTcmm{E2K=7Pgv(fq;;IX>(p%4Hl! zEqntTYxz6J37>hRo_ZJ=TJrPEij@B(S@#LI3;-6&*X@j3;%LwEkwRpN{A9~zX0#l} zlr| z%i~J2umb99Hi8d!I_3H zP@(b2rX&a~4|4$IOao8DfDyGYjd6}x#F#YrxfhmlU}>TirIm8N#2DtF7b2V)*-eUf6YI`o?k}DGSOQHAUFdC^CmON77G)iQO)~5 ztEBURh$T;s0|npRFT;l|%V?I4S$eU+{XX(Iv}@P~vPSk#`+%guiO(hDq{SArpnFnNB5S>5Vu{JzSGUYQS-RQU(=~ws;9W0% z-eHLrQzU`Z#dEVWU9cR7w~&*`89wm^{ub?SilPUd2vRz$Fw-&$o@9Mqh@qFCwOYo~ zgp6`C#^&qF&63j3tkyt(YQ?r{hZm{)!DDS*-)K~!5270>Ll+Su+oc)s#&n2!AaHo! zCqA4>PWS$Lp)0IN3;?f|c6!kBj7oC=!g+p%r$^%CA-|_K2ODP=iI}-P?|I3==XCkjjY+u>6kjbsHm*w$*S>^oS#I-eGE_NJ61JO9Z-o`AhNwPt(_d81_y>M zuMabUrQ7UD;}3;yck%bm^3q?ctagyd2{^X;7Qfv-5dpx`_irv;&ie{rvNi#u=2+&y z60(kscj=z@InuJI+V!QLh3{AGqL+p$$C0A+sg4X%I8Mb$c`;)PgyToZaYz*x8Iqy8 zy#ejtf^4$Kb3H2`R9JRTY#ih2Y2rkCOe5NQL|iO*R|PP0(_dubc(h_GMx51X;ImRT z*0F9cc%bleP!8^uwuC7-07qiE~zZV zog$+H$?p0Kq}=(G|LaVHt-8yN>m(~#ut5o-(f)aXAj?C9##aD9Rmb_mM$`aK^+Ve@ znE8=mkjHr83{Qpmm(^U{;?#ec!cnr+m6G2`^o%ts;-Y>;J+KC&#W+=rf*;av$VWXp zo}eX3z$)4O2chEVBy~!br=KsO?8%&!H@x*7m_f9@eMvERd#^%Lrazo}M^NG%zwQvH z>H~<%*m7042eOcaFK^y;w;jkV#siOL%hTGN3a~a1<{8nnL5qfb&F(}`Rb0WFkOFd! zz2Z3Le8WD;V1Cl9xpa9Zu$;+>n%~TEpxTIaw^Nq)I`{Ph$~`A!QdEOXI!god)O>A| z8C4@lL!PVHyP^`nCKtdC?o-?GSj7>UZ#f17?{AV3s$)*Q5Ke6oG;q1i*2aF^rABw0G(W&F9nZe`0qS@P_g&Pxuje6i3yA?>rx829vUPi zt$NmUUi|SUf15WaL_Kr{^jR}Tw)_vFmyG8`wbBg0$wLh`-toyMyS+>4n*0eS9w1%6OA18-+to*uLjb-lu5;Y;U+}DY)D3 znfurVi;(c zRQufoLox+&&q&y1qAmcobI1M=rf_szcVu?<-T93xI_X!&_k^Ytm}chzkqKpTOMFl ztAn816VqpRgRR&4=qQTvwH;?=7z2I=%7H?r+oL514!lr}shU6cjNN~G|4{Y!)Zv>W zs6;$%<{;C>riFdXIXJ_diru`0fA{}T(>4bK1CB+ zQHz8GA6d|VVV=j!7DN$LlS+P9O{mx){6bpc+N`>0^GyWxu}1Tx zR?fyM8UJN<=f0sa@m{k2@4WD3avkR$${s2MiCzOYL!O$oYNAzzN~FqxpZ&Kl#GLV7R6Q;i0DWSo z(#;C~ppvtpCVuCsh3v3%^8xol_Ne9_Qi2KIpXPE=M<}=;5amwHk*-)Rkk0`2b6}o3 zAOqM*1PET@p|7nFpa=z1Q9Ia$mOQ7yiC^INK9E5X0RYspi|>FCKSEyd857F%)sG2| zIHdY-{dftVK42$s2n-8@{=^6X{&nT#ot1@5zon_-OEA*E-p9jRLYh>{5y(iF2qJUT zf8meCFrJ^?UmBJO#zlY-J_qzvYR@wppg0sbO{sQm<;&W~3 zP2%>j5(X)2Lp6mY?r4^?P(*i_m+>=C&)rQJ^_P zt))MQ{uAr_ypU9NZEeJobVX=@6!D6D3}T{e;6alfqKvFl_-_E1xb{(gs*ul72oA;R z>i+e$m=cCT%k7Aw64I9pmkIpw4s9M8-zM`TP&h1#cWueu!Y)V($Uk?Dg7GkG1!n54m9@qm;Zg00U2PF* zEkQ|o-Nq|e%yH+0U8Xc?=ST@^@oV=NIgZiCuC#X^qltzWFPh#0_9*l;<$3Egt*yc_ zWhj~Jd?E0A>#&$0dp1E;h;_v#=z#O#wVmY4sA|NQTzvGH#z~m!1D9izomM0pto=zv z=Puj8xS8GFSm_Yii z8rj`T&U^tWrU&T0`-N0+a}>O33%wh@KAYD|H1%EA1l1EvF8tV z{9U$F!z@md6+q%Hyz&$*H!N+$|f=1hsznuD=^9& zfxtmGRlJXXXh|P%Jv|=*Cqv%eacEoY_Uc(v!_3_{i|cIz2DY#~wO2Zh%4m1*Ri0gB z=1m+M27?>e4%^9jZPLp%@??uHAW$nJ!`M*s)Lxf(yU(fD3?Xix`S%aO&5>ikB1AZ>MWX zDe-+DaA8X#_s_fNz5g-xyz3YEfr)-z&Vp!!p%oQy^}V`>Koe8PnK3WOpOU!`(tp0t z_f$su44z?FFdsJM|DgEPl6s0ffdDY9hLT5BnTQ{5Fc@W!B3Daq_q8lRs8)bHKS^){ zBl>}Y?t6l24GILN6RnpsQxYmMGT=PAAx9QDtRMfK(Ns6K_N*C_)jW@paK@wp?bIp1 zaB9iduHZ*J*kRI^K(raoZypw|%f2YsAm)?;Si~7X7a3$0lVq$5jp@%`e~JueGDRa5 zp&&feC(`O)60WDVq_iXmYFVL$^pD2rA3K`)*KOBb8*#bR+EhZtT+$KQE02Ln-rch2 z7v`s(H0Xp`pz~Z1fgJ=bXlzKXs7TBv3?+pEq|80nGIFrs`(9@yZ>#zuiQr{;9++?Q zuG6&X;a+ajBB0=}QfvST(CfzVBntzA&9UHT+Cj*JRmn%x+Ftj_$c!PB1r{>tb%_+2 z2yC8cJaV4?g^2cVNuk0~+`2!1bagRqXmC7?P6J+%Ap>5n+4?Hs77RX?Zb%?dGEcn7 zx-C>to*xKLC1LuMa$&Fqa8`F1WjY^vDDr}x{Q@)td<2iUs8Gn+XBk3b$~UdCQr-<( z3OaM+?6!>Dyu_v7e-g?Im9tQ6+65XO4>0rOwp;^CT@J2{l1}p|TV?vP=(lDd>Nan7 zR&=KOT04*u6g-SE6o3((W;jaY|I5O3uXsXG;63$R9#q9Q8CjzkV`!HUCSpIs z1dJXxLd2Vd1j7uWKrs7t78+K}l(GE>>=5o)QkLyFZR|2~W#9rEpFM&eaB(H?t#)>l z)6T;S%0?Zu_mG<_EY$q<;l@4Gn`Jvo)iM zB>1IV>sxu$``26TN0trjgE27(ob7awi4WSYOF*7NQ@PsNZ=e^hDtAhkT5K(J8zi^66P8Rz7^IanmV6ll*0i1oI#rR} z4fORia}%u`9_zSofMjuez4;eh^zA?q@EzGlHDFS{cazO+wesWspU>C2y~&D`hvs)! z;wbT4KClFO%$_F$ETUNr>1U%0rbt0EQjOr()hl#Bi@k;ot(CAb3PiHBpbvF?Rt$&w zP1_Hk;w!hEvykXBj~YG`q}q5x7LBi30z!q$Dqaz;d-`rByeNCU0&ieUQz%Z@bfu7o z@G%&3={F67wqyb_kN%&YLJqSZ6*NXU4#%~~sh9)41Y+M=)GOH}qCP+uJnG|%luboO z-zH`X1{o$$e03@T?gcS4Q5VFZoxSzP)26nSpr^~3P*y6l$8v4kf_DB|Xh_ZGS6u6V zAX~%X_ff*v?i_ARY(28iyBb`hO>%I&1GDA9PU!T8YxK#(uJhJnMC5s0?c);L`Yt0# z-=RYU$}>Rmoawp&Je6gqR%?H2{s)MUS(S9d!aJ9#QTgUpr%j8o+WU8w4QA7?$eW-L z_vsScg87x^^n%}w!N{|t;v{Ic={aJo%7A9T2x1(pzhrTb0FrDIX+mFY@4h9!`vP7K zBBQqztVR&m*(MCX8YPBa!~MicxYxgtjc9EC(QvUzMk&A6Wk6zchQ0LIO{QrS$l1f)Fs#0|MtX$+BzVDs*eL@fYfO6moEb0_ z)!Qap0AY}CCD&BKSP6)q#}(bTRNu>#>sbTNrCu@QlC-C$g5aP%W1GrNP8zP!0u z?}XgfqLDOuwRZNZNfoIL7$u;qTuD{tGlIZa7*B#EWStz8ww+-22$kY>pTl@12xXR<)m!iEMZ zX$9@^3{zv^Na9`q`NMRW3dRD1pA)$RES)PrOlN3`jy82cP0$6=t9(SSZqI!7`JdJZ z{?4yzA`{3Ej54+y^~-~WDQ(@zVgh|2JfId1EHpn=#vg5rbez&3NyUk2PI*pzlv=Iai7$v|eU!#sJZU~o z_`%g>S@_k-|7QVMhJY&D6tYFRSQN7gQ#kEUY;@f@yjRL|g;~xx>Ev8SB|~4I!yUPB zlo?CrkU_4K!Uxdkl76JcJLV}PK>Z18g=v~yeymmjz9i?!224aUY*k(t4Jv(zl0gnY z_)k*w;B51tvH+e{gFh6L=qW_Q*pXVYEjO|D6|!|tPYakh5^&I(@Ts1=1JBcDkTv^Zcl6Qqp=?9P9 zZiB|&vg}_VITb4Iq;|K)?(T3pf$_@?QmQe7@!qw6Kpr?n%&u(q0w@$EMw|`k-if{0 zNS5fL)IoB~baX`6Wd>JFCsZ3kSsDLGmI>z7cRJ?B13^%u+wa%w)LK=wMG5cdr<4@~ z3D>CY=3;9F4G$TtXNY5uJ^`R9PtD4Uj~}FuN(s&qY*W6~0wV}@4{xep76BAeLOAF` z_Tyv~biJXEw-?YU1^12~0W$105ToF-&%kK?90u3mZLW4zy3^z(LlT$d=Wjz!gXV*e zNyWIZPP zUJMErC{>>8K7*Zq38wIK9u(h!b2BL!l>6do?^Tsl__Lm8Wux5CO{>m7{_pR@b8=>oAhkFL~!Jf=+to4!#8LJsd*2@rZ>W@f=si4-)dBK($U}KQB{cW%&sv@kXHGL@}>bk0G{|T(SNseFru< z+0|j%+_OaPePqn2;P5*;*m^eunb{DxT#sOZ{{+i8rK^~1N{kzw#$6^d@J)ILpt_D& zwNm~ZQ6Vy4`$Gt%?Fzf&_X0Nu6R>xT!Gv&5Jp&WB@*K30$;I~gSZd0!M!?7DY#~Xx zYi4E>Bh|q*%n~yJCQBMttrnm?96pVcGP$+J8*#~w3=12VgFe1iO#)vE4UYg8_1I(8A@Zsp zXw1T|o-f$l{ynLicvj(T#7L$7n|59f>L~kL!O}V6obk+hF-NE39-~7SKJA=FEzl#TQY!(-=2-|~CTpSambXW35(D|ET4 zFt+mD77IFWILW6{1GNDL+QwIBS8u0S*IKK$ua`dn91w|Lv&T?^0xxg(q) zBE-T9;8S<3Xy2@%UIHo%((|2MzSfjD+Wc}dm%z&AtWG1`!*JOZXcHb?EM(S0Zs1zS zvt_E3KES7+JMUA=GGK~N`Mx!xZWV~C2@oV#`}sfx$K^B7jQfMcsS(MMV2Jgff^3p- zCauL)WiV8+A&2bIrJutQ80Hw#5qGRuUm|ifn++KZ@DHK;5jn9BXh|cuab&N?wjk2# zr02?=x3B&b#cT%v2w&qjxUGHA9%L&q@Mj%rM^KYt^0YF|_!2)Odq_YX_K{v?cuyQ% zN~Vx?A^54s8SSnRL(V(M06qp|Ut^>s_5;DEa-@>vaE557c$}43xh_C&XY!@mq$=N& zy)WLv_GsK%!5Qa9{gsdoVG;&-w z1$*uWrCwapT$(SZIPG=GfMyMR=5|u@SAXb$7vW*#k2>|eE-KEz^nELFHG7%kMhdP# za6N}U5VsN_^C^*M%MDK3N#b228*O`>OVd zPk{v)%`{Cs*VG#z(g;r~4R9kT)pbQ{R6r6i@q4rK?@e}8pyIEwF)4Z^kLZhRd4lXn|0y?4mE&kOj#&0NhH<@;x5#?2>Wc}o7W|BqesC=dzK>F zxD#y!Q=G+;hC?j@6qpMC*yT!<%bof=HV3nHNuyOP<_hE$y7 zv~UXk(e-KF8qH~C73SiP@9K_n?;Qxk;C0(Tlc_L9*jYaZx^<9Tr(+>s~BcYkd@G7pd zr})Oqy&Yx1f0#il&%f=pR66n>(p^ou#j_{|8OVB7yciq|f$M_0H+@qNH z`1*VA=|^+*J%5@ywb+-`j^TTc^*^XEh?u1R`-lK=fiq^&lOeGz38M^~;>|V#jK71~ zF}p`#10okJJOOvn@S{6kKU>ety={Y}4f6gEqT@aOLp<8#5?RKz^e^Z*aj=VQBn*Y(SxBBdC%(pau6M{|#p7fA~x$#O)kjry5 zD`;YLTUbXV^#HF4jlaiVXDcgDpzVHhu;aJ(0H4{aqegSEAF|ts<;b2#$g4ICntVy$X%F$~YINpN<@A%{ zBw~hSC?Miq*A0+j^Jq+qSMx@x%`0+_DijxAQK29X$FzisSyHajhFx_{BmZfD)=8tq zL77(9<9CoEmGzbhm=RA|x6}QwcN!%VF1dkU z{dlPp+ap78A6|k-^)zQwR)egUe27jAV~_~`u8jsB*@h1FF8YMfzUMx!~-`oTl1#!ncN@1TUy z*7clckptU)-mTEHhQH6JAYvLg`teCMTO#eK`Q~oA_A>O2qML0>JReG;d)|bq&x9SF z#<5qkIvS^(T{RerU;Dz%F(8V+dFy+zi5^_`5U_ z{AuNJ>XK)oY{}DRfaqd{w0j>?2x1`Vw$+e<&wk`q?;a$yS07d`v~;B+a!dD_)&#tp z7jxz69$QZ2z%v5yorJLj$|B8uHJrk8TN3JUB#TKfs)cg?-rG(Pedt7%w*DKnLJ)}X zp}B5CO=5A$@k$rBh`(*S{;*W;%_jF}7#t5E^N_iE**~W`-!sDCAoRjY9u1$DR7pxr z_$SjPr~`V4${uiThHQTS9prSofgjeLQX5kA2OM>wzlgGVZ&bChDN|4$P}LW~Ot@fA zO+3qoy*0i~uI0rL$QbmU;5~SiFUDq|9q)IfGX?$9_!hxr9Q?MDh7N}&|`3qBhrK_8!iZ4wXWCe5B66VTG+(?Hc z-39s7Zl*o#0rLN@N91vRt$CMEHudr={&trV4Ask!4xHdTvXAe^8S>w;0+=!yDg%6D zPd_0MQ{EGv@kY(v<@9A-19N-_*;B%D{Ztn;4W17R2e){;D1&&ZTNrD%!oa>#pEH~$ z;^FOJqmqPb&F{DI-ap)e7rn|2E|T`zG50);`yWV=CC=h|cVNtrtbvwc6NNZy<-#HB z*0F4jM5XZ9VCuJB8@jblQx#C$n61!4f?*6q-6OFGE;q6*(r-29U0StfBlUM`F!N`$ z5>d~1`jX3e@FaI5IrGOgA9l9pb8OP(IZ>}Xf^j5RCFX875jfG@+!s)*PL;rpS>`y= z81U6X==xzUjBT>3NFk&12A{6;4W{UbU>!w|VnW>`E9rl7b+`^ert_P%B)#O?sd%B_ z(dTYTalrW&8*%SURCi{-5<@L>8)z=E=9`~K3gAPN8Ot*T7&oL4q1}(4@iw$e}lMRI8goDC> zWO4uPbh@BzfGK3GJE$sODuH5EC`b%de321~J6Z%1a~OVVS=avqd@kpk5dK_lnn6A? z`gu!&lu+GO_ssDOQihQ16G=bvi#?QC$kQ# zjo|O@0Q}-pZ&mhkGBB1(0x(I3Ir<=*5b|c%s?kd4Q$w}{pL4p)e-9D7c}n;Ik;@ke z{|-U3+gelOM=k7Dd*%db7(i4+39Kp z56s=HClP1GUupn+ZX+CHRvI|=$8FEuwYtyy*+E!hw9G3Y=D@1gvgz!czj&7x3^o{* z0VF@wvSgE&GpY-UQi=7ABIs%$voXqKM7%E;?8@H%!%Pl=-xPM=f?^8Jn>GMOAJ9hC zMS~$DUt|-`y8;|IN6i4P^#Rn#!ztN8jK9t&Di-j*V|Ne~ftkO5^3!r6v){-qj*4^h zeR;bjb2rK^Fpk7EO}=L{LZ;*5QLwsHp^Gavm1=h)(@o1K>YN#u*=RO^Xk+xfCSUnK zqIIA(MVGV3$az2P-4ieQM;wjpVd}t6wpF4V*@>-cYWrpVym}MMJ%nsp90k(KpkaF&$P#sqhwW3e|bLJs7C%%6uM`O zjM@hzdJVg^FB1m$lc!|(YFWCB=*0!V=kyI(;>6t|GZ!mi4FO@e(dO$NsZKK)Z@&n^ z@m;__9S84VfB7L%Ik6i^ioXL)UzMeHGEF6;R2$=ipQAtz*iIMjcE#@%%dHdKDA1Tv zIZ{~rWehWKlTiFD;k0TZhmEGP7t!UxGzVX02pT`#z7+!W-6gmSB25i&O#hR(C-b8@BI@Ll2{7;8 zkPZbVyp|4`{D-{2!}|0e?3DQ?y-U+_eYX|cAP{y(gx&}lEZ3u7T#6xJGzOWe=b{x0 z@ra;U2{mLWZr@7)r%2K*^DPu2-b~+Ya=C$!k2YY}F?<|vjQ5ChzRw{81H*{kNmds) z#fF_1Q0IvB%|joe`IDsLY)fMN85U%y#yN4j6pGX0L#=g7t;bLUN-KXvsU6f>Vb&b? zqmcX7FrDHnD9gW2LQgnib1j^{oEB}-QvBvuLysTZCC_BoZQ?!9G(JrH0bCtz?3eVI zIwja$yiPVquYyF&DTsf{PEMA+1ZtJX1^is%ARagzFVBaS?h{S|6~~YKw!|jK)b9p{Mi>6(yrq4J_Q5E z7#2`Q>I zg2LV0Edu1y?+ue4?-5Pz3;rX3GT??|@cmdJP1*#4PLRlPsy_*XX*#bXOxDGNIkhS*pBBBstdpA9rsZRaLvU zjp`DR6huneBBW6yRKP-|y9E>xq`Sj~B1$XLDUEb@iG(1b(k(41-SGXU&)(1X?(MtZ z_ngH)XPhw{&)^~EnseUw{p;(xa#P}Wq?=OX2TE4*>7JX`Tg&n0)DKp{AS(xzS)Q`o ztiim+M#kIi#(^(!GXPco0fAM5CeF#Ugkd1-xy?w8PLcMLYrgxGNNh`B`R<#9p_Xe` zUEX@|J=CTFE|J@@Jb2s`Vj|Kb)^mP_96eb`eGOf?4;fpkjTNtj>m(;tAn=>@W&-e> z&rG4rb{0QeADIe&q`50 zy0zV+_}a$%MtszK&x;79CfNunW4SU{SKGodZ6PAS;UhF}^z*Pp)wM$d@16J#rKb6f zyOTKxTaNgc`t8#Vo0E`0n8SR(R=ZnVE6hF+r>@4-bU_z_VKoL@7^mSW9=-}~aO3$G z4;O)Ch_*RZ17KAMjX$IJ6AD`FM?V#B262ZnZ_|Axd5!hrXb-@x7^ufz=pr84Vyt` zB8Ht;qzqeXYDn~jBKHkzj>coVKOZp{y)uR{-Bf^sK9Tq&Gpk(e*K$=yPYoqIs9xq;IBs=H`1h3kr6)cJ*}-$3Ihe)J&}3g)oL1)V zGlU9APHF1fdsr8#Srg^452NP}kCM-}&5NU%v_?d{yT*)v4X-BY9YB{IZ!}&&bAz(HOa$aE}|^yrYu{Mx4D^ z>~Yn7iEOjcK9bAHw>(cgjZ&U^Dt3gK%>7!<6?gi}83iZZWi1a93$D07C-%FNuJY^J zqw7K~QzzG7T=O@-*}am|E0yAQC$>tm|Hxh-6O$*5A$=Um_)C|40_yitWx4?*C_EIUcyBLW<74X!&$+JBbO7C>Rdv$TR zim8;zxFp-HHggty4W7wG+Y3EGr0oKk!!{4KKJ~mKbm_5uI3{EywN> zV9=%fhcE;!pIX1(BVREdvm-C!IJd9SbDfIB8hxY== zpFbk&PL6i`Q2RZyhUM5b0ab+^3W1kQ+caKjc&#HHfU~=UIZ`CE~S37iScrt{((6ehB zsa-NRP}6{x;`y( z_g>;nP4Y7^ec>}aL-qQU%N_u;i0X51U(=N)_k1s`t6ZPW{V1JW|HU%f3Tl zmqw?b$p!I6@QY>m@CaVv`sfl9{7`H_GX2e2K`y`j`|P&$gURx10OB0CLk5ws+e}gF z?~Uvskd=t~nD0A$4To=6*~KbDeK*O$RwMeHL%5m81FBWkV11`|Jim}G9u@A3sG@9Q z-IwL~i!RpYK6=hKf1Rp#Q={_V>g#hBS>Y!X-XtNxd47#hM$K4{a0ev6LhDUhW;r%Q ze2RzLZFn*tl`|eIx6I$|cUaF8HiypQab2O+F$B?Kylp{&jd!HM=BB46+i}A*;g2$3 zl-=!)Y+L3AkUV?qddXDR^<%k^WQgh2Te?9X??;DdnOLdpa)QlHcEtyhtd3QV+`(5~J?=2O@~+z0fpUl@c-VW5 z-tS{P41Tm)w#DywDU@3O9KCM#t<6JzFUP0$t?Kt$o>t2C_S{L;4>I>n&;6oRlL+t6 zBAI65d^k|O*Wj5WBvhYZO{GjHPBy5aNqaHX(}La+UzjSL*UfR+j)twvJl*lZu!EYm zZdA-{?Ka(5{P~#X=^xH*5|eySB{-~IyM*JizKj7$gPVutv=%Ot|C=kbCkGa>WW84$ zUP!0v$b_t}q_k(T?-i7v%j*~_?rzEE&!3JmdeeB$bYVBzxlO(GHK!Ku)uTgr9wTl& zeoG5=KaTEMUAU5!7xTkSqy5Lje(&q-D~l{f^b<2aMpsv8NKrplWe##qy5HcN&0Gz! zv7d{bHj^K#;l|0YS?*8q&?0%T4hHCS*RD=Eg*sz>l+SUz$Bmu^=Z!yQU*ar`e|XKX zApZ6D{WwMblH^StT~DdYW3MQ+?9X)ZS+73FuELs&vd>b!*z<&kGiSg*J+;Gfp48>o z(Qj}N92D$wq#A};O>1;2~Hv7B1(fihqCP(U0glHg}$mwCrim_pi-zz0bayHdLde zB`m3=3M3cyp)4NqIU}oT(IWSRyne=Kf+~6W;TfOVHhVwe?wdSOHub^lHB^b`<*M;l z5kg=dmI)`+(44QQ&f~1H zzaqE3=OblrD-N}-8P6lS3X#%y^zyg~=!G}>C|%Xn4D549h7Pc!DBF&&KJZb)(-adU zuE)hv`*1l|e@|AblKIP3s#)Gb-8YdXTgNm0@$0fxzn>AEnH9L|O{)-QHBE7h;)X^5@I-vy3)i!SxyqLWq2 z#%gIxhq}bte_k$P?pR^b-bhntL#^F@HpSj{ey9rjs>DzYme|Ce1{K@;m~px<0(cdd zW@V=%@tl43NvFiMNygJHba&AiTxbSi2xfJpqAPWE#j6Nx2|R?qi*$`qnUQ=U88o3k zCi-MvDCN2>s`%)VhTfMijwf~T7u4R~B6m$oKS$a1T2-Px_yvzu4Hufn>S4yKJ){_H zj+(w5XkK$Jwj1z!q^`?CeG(&K!0dX>^4Y_B`kr)kQgO1e(Ndz*yyq?5IRrH+6gupX z8J~as$At!(?=qOz9?&qYes=VR;%&1V`I z#xK3EMGq80ECE5_`b%*1)j9X^Gk|c_UwI@28j@DP=x7B+6otU~hX;V9@$p*+u*<(a z!{syFrUL@}kU%l@i|^gK9Sc??tAo=7lm-6N%Wq^vL%h`lMS8RM9Q}a5xwT=G{O{NO zuOD;yB3f`Vw6?&gyVVAUdu`@=cs3C%gB^7I_%FUy+oR`s^y2xQPh+9Pv^Awp#!4zwNkK;a62gbxL5aTwpb&ZW-|E z3tm7&Kn%%va?R~)(hcFz2N;l7z)RwfH5i@-yik0qBw|O{BLeV)(b)H zO+alcTD~mY7@1X{{gx;ZX!74I(%&YAu^%hie)M%aPAd#S`w@oxo&@;&KL7jzX7M+6 z0mK%}Aq?!+rNDYuI=9bql>!P7b}-!UN$*a_?iV8brZ&+(02$l+w>2+@^H9GBHCZiE zsGk{5|KBXmFPM<$f3;256%OF~?uY4T|2#JTdY^1)sIhS8Pa|ZC04+SF&eYV3 zpzjI{zQ)a+0l1X4Zi633SrwFFK2q+H|G7*c(Z(blISm>O3&@+S9WjKBWs)m}Xlnnb ze~%-ok-88LF+FWxBQhaoU1jU_pMM>>j3^HpVVdzheJRQQyYa9^fRBQC;apcn1fq^E zSJ;QJ`2!Qg6TOYRTPH%^+y7~4sUxZZt2Kq7b&%cKK=25u?fVjrXNY3|M~e*gGG=Z_ zp~^rQgLQ3X=EZ-rm;TFUUy~RC)(ksnTN?GAAe~-3*k3$oTFA1#3q|x>bew>kJAIe& zW65NA+8pa7d)eKqe||7^cr|dCEjVs0%!B*B#pMawW~E>onl+^Vr`!DVLjU%inTTp= z1X1?YAhb0dKY3P10-^wbX$i!zX1%13hnyjCY+BIwq~*M|WblWLhZz}K4kZ69sy%VF z7@>g2`Yo-2kg@-Tto%=F{l9*{gA0v>?fF)SYn$E|w`&C<9aEr{J#js9F5)4tU61tq zpDrqe3l+#LV+(t2&^T%veER@mbAifaE=e+sw|_sI2oSDz;2H?o;#~gcMf;zBN+dc0 z0CaOideJ~e1)6j1d!2KdK+Zb|7yykzFCexJ9&9)P6u6^b|FC0lmoR>7g|sk?qrySm z4dG519I!HSJWZph1n~X;vUmPpeJyz57x?6|17NDq(-48eUkL)*8`Pfn^P{`^Qkm!J zw}kdRtCtI%f7}urf7~XjK z{Y7RBj{8t*?Pv+*i8l@#S65zt*LUWRN0lYUx-wvX%MNDRx^Jm;9RHtOz`vTTKYkNU zh3gD}g7*bbcxAG7E4Uh>X?dR?POYahu;akW#C`wsHGthhbU%>5qzpNb9j5ZJ}Z3#r$y43Q3sT|1}V*NBsT7AD2gq zo#k$zwJHWJ%bqpp^<{uyq;H4Kn$jQ9%HNLgfBa(RZ8eZc%pqb-0~;n#gtuwtDAHWm zk>jEZy<(znpz_VUcs1%=y02w1VTE%a>%Z>|Ux{a*C#gZ>#2M+xB82gLoP=wdnBI*~ zH2`cUv>==u*f4}9YH+RI%gj-q)0b{)e9zTuZr`(*Lt@QaX<@=Hj=g)9#q8cYtAKKYa%sergjS73C(s z1aCRAag%Mj%?;uOJkSf{9x1w7lxN-O&aTENN*ZuJwpxH2D+vAQl;;hylbZNEVGqD>NVy7<;G%_b0KNFSIur1-D*7v?RWdfw9-g+Hm}m`JV>959SlK zX|#%Kj-sh4sQ8TSFY_(zP&nJ|ME4BJ?MAFoOLunQm5aqX^t@_>pU}LvEnM{L@>}oD zw?d0jV2e$O)n~tSahp<-=wC2scG}M??y_{us16-SF)%P-!LrSt_gZ(p`(xlJnw`MM z#BkxwP+?cpo5kG*F~(Vx?^lxJe7-YpCcC8GS|A1g6#Rf=rwyDd)U9aNC+ryoaa z)@B>D`m!X1I}gV=ADEq!B}Ua=71?0u-P$@B%E(x;Y71^{6EVS>xiL~8vSTv4+q)R; zc<+H9R%zur^8ry$+5Ez8h38;Y)qxK3w>t-O{9Aoh4U57Zwcna^6sp@?uS0>zTz0C> zm8NWOt|*#gTpHO`KT(5jDl8RxYhoLF3~pO+s^xlm0~NM%e?6(D>!+}#`WyuUR?dN9_I;z)7j{kDcGF0spVI|M3~Rohi# z9uH>oB6A0Dt?>xW8te4+%d0%=i=xZ83iIcuEn4uy2H1WwDE z57d6Te+Ao*-o{?j<%@^MxUCIE|K?m(^$*4|6tkZo(~#4+Hbt&xm6L?C?nK33pUb^7 z5@zxB(|3GU;UcRC1M9o)A4`s*)F=cFvPHbBuB{SzkcF6Pkc&9{?EdQy%zq~EH^lgg z6b6jOM~Q4Wj!Yb|MqXtM&_feTK~4X>S5Rw=zm`%d8(zFQPAOku zH*coICj%wUJ8=4~DiVP3LzArg9_G29QIjql1!?+HqA$QI&aW7Q${Tqn#B( zea<9$M=PtnTdsil5Qhf~*BXD^GI5x=cW6kV}q>OqURFOTc)W?U3o zF}wI-%p(@=s`3a7_1rfpg^`dBdqH=o9?8s4w%;P=pjI(gdna}{ACggh@-FS0zEvoR z-1iMRw+Y3EWZS?icdGoh!K>=S^=7R{w0}!oJ zyPP?a%i?>8O-jPpu7PG%NJ_YZz*H2*juA0oN72#Ir4A;v$kpgwjAF!i*T9)=r$Ga; zN5U125=*`Of`Y`t)AxSKxNR%U%zy6ZXz)3$knii>9CsPxosW2YQ8R3S(iR&SvuhO= z>$gR#<~+J%RyJ!@2C`8}LzjSQufu*REP06O-l0~whnX8juOKSzt0Xuspk8jjbTl(~ z>KhPfNB4aNQm|0iMPW_nF#QnGLagPepFP@qja^MmNkUlrqg?xEZO(dAaESYE@b`TC zMk)ivh?)7s$)pk9AejIRmmJNGH-6QKV?K-e@zVzr^4C$&;&q&P{MNl0(%*!_pEBG( zi!w4YrZeC;d#mL=A@^lI3S0QvA-6F0+oF4ZR6KD8E0Ae7ob$gXe|c!Q8dRcV9A`C# zx4R6CCAm^1{gZ6DFnxc2y^kK|_JILf7_#g_7HPZfV7Kj<=KMjTFAaY^FgbJZG0tqOKdp+2fdGb4Q4f#YKUFA*SZo&5DINc6NQVRWc*qH zv*H1+(l{x%o&Mqa-K~|es6}V}uU9JY20*+z2UKq2r0)7slP@|A?|9Xh9WVcpTlP}- zFlSw-8g>87#HZJ%6n3^gQdW{&@J99jlM6s1nEk#B7gkG`RsjI(0q<2y-?&l7)l%CPixynzV6^bHvue zvJc8e+zCd3&G-x~o^-_5hi7d`>5Gfit3vCk>2@yfs@xj>{awz(WPxK|50fzCDHhKu#s% z>O5fmU5ZD)H4+fbcW15@8TXO`5bOO!^N^6-!I)ClcFb^x|v>W~Ong>)xLivo8BZ23{!c!AW3*^fh*&AQRQ03(pr{Vg*I1$f_WGdn;7GB6bAIv9DO1)x>goKdNw2K^E1@`Jrae?&Xtt-B-*2Cwfg%PEc*Y1zd3 zfKQ461le@gW;zqYH`w;k#LkSuTc2gt(|UMMXXj|gm%cs%b%VyK6&|ypasikQAJg8S z&_0{d!^=@JUI}U?_1Kh}Bv68rQCHx>^gZE{VIfgKF_fsspsdEB$<|Nbj$ z2T^Rw>C+dzG|OyF?l6^_|M*x8^_sE%;eA_LVDKY9eJdFgV~$?N8*lCoik`VSVimKa znV+ApcqbFMBtAWxd{h2#`ReeNv>^kGu+1urP2gAlATpbFWScp4_QW{dpOKh_E!8^skuc=%(ii)7yHPD)Bby12B?ziJ+E`OpYjKGyb}wsFD^sYv=30FYPX-rNg_ zaoQ;D;dO9X0MW$`CGK7b9j@9f_#_B9FOAkca0_k{-nwZEIQRx=a-IH6sfGDT*}lmA z@Z*bn>+gHWG*5Vx^57||GRCw)H)>3zKAg`;+|L@sqw5g5B)9!3H~Pqk`0Ds8mwfFv%7&x*Ob?L07{kF5!+~7xG(wE#^O*h$CU!xz z6M|j+$8MdmGZYOka0xS>xi`OG;}=5b5+Kr?IWTM7;fjcX+Ba(qz3od<<#yD40qGcEDQYaF3DAX;b6-RolEZUnu<2@HZJ%j}SRU~%Gf~j! zl`fxsuqX}zl|2v!HRy#r2=1GMNo#P0wh4tN&tta4kP{W)vJ|HW2XPal^hiQQ++2;J zX>A}QB_*|#D&z9OpqvXW<2-tb2Uv~bij4aUIVM{oR4#L3`f*3lhRDK7r9I@t!eKFo zo_)f)IW$WefIUN@fAxw0r117_PD6oxyHGur_9Y<2aPx}Bs$-F9DmROV9!DR=PuDEr zjRw2Wp@s11ci3w`SJAY%GsA(9Z=Em0JS*2>+uZh7I*KvcAHUD;hZ~|bdVJ~bf+Q@@tK;r?%R33eu$cVV9#Qa2 zQAhdq)yy5t&$%=tZWA3Hl;|_0J;14b4U`g6;}KfD)TMnK$djWSXWw3sc+_8Ll4^p5 zhp9Q??m*#ldOBkJ$ixz&5TW_}!a|DqryVJBJVssVaZ6~dB$*g`m>V$v$|)oy^aw2L zoiR)f^Ix7L1qYt0GaG+WROcBA;0%g}#GtqG3Q9UiZ6RBcXA1f>INvIqFnS<8vPQdg zJ+K!(>7{1_j>1QsR=v$i!lKk33cJpdO$p*V^mok7pCJXDl9n`GQ!Gc;UvqhFNrl${ z(O8V0gr1<6xQDn$oOLL6kiePIi!Ep0SBVgj(y5Q%AzEr6J{K+U_jvm_9K~OA|*? zw^(CGELqlkrC=+~c4e^jHbWvUpW7lzy_$5uXVgXb7REMM?c8seXXnX?2O8m5sc+=6M6$I}tJ~lQr zr6-G%AA9F`YAROp8zaWsh~+F8KU|+?EW3uaz@da2=4i#>{yF0E_d@v<$ubom z%%V8>t00O-CC4Ls5bvs?ySlnMj#`$~Y;~7+2qaF1g}=bakj5ILwsO}J&Y`e!FK`P4 zsrK>)5}`kkLUt$-)t3FRRvrS|i^c3A39cBJQnVL-N>MsXRx4gduBa}D%+LTH$twdh zGZ{Uqbob`^`c*Dw%h3=%rOt6 zck<6GrN!H?8a)jSjhSoWEtl3Nk72<`Q?EU+Jrk3p`bxm`mJcYG zm0V#m3dV5n%!q#OEkk!$?a?O-`+Hfy!SVT!iALK~#@hBL%^h z98HtK&<*U7$(r}d2o#-6p+JM|SE95YB*m#qme?BV>hfjO5bPUjVq}E41yEZxr|Vg; za62MJbz53`Uf_{TBZIKT^iw-Ab5I;OkRTW2;*(BwP<|{gbOA$K`b?Ayn@n?^RQwXE z^P=pB03OyCbJNo)o2x~pgW*E;n@eK~W9}HP0WJxZIJm7_sbD9# z+q9rvoq8-oEsu#$xLqf8-|12Vy0r!)2Z~Lqq<4S6XlUt z=lt%qm_Y3Uag-_<>Op;XQnwNhW0`M|$eIh{Hojz(eToK8l6YbXP*sWGCN-f6Vo3Qt zSw`j%0kBRA?41*9_*5~Xr?H;2Muzn@L&Wos5TYwx?T{gaXl7i+Y~&I2jgvr-AvPn> z9Kz*aSXkIN(R7gIEF9yH^i=$`KQLZin><@%SGf}PW)7p&3^o%M?z>ynF!%62g&1{< zJ)rzXZfa`kG`sEM5FONVS*aQBjX-74FGHhY>hX;X4$5~*sb*o44$FF+kRT**@ zFN>X%orhQ^&Bf!3zbF?Lh}NA>jb5I4mNkK5FzK~sNONVKWPDD{1mLyIrMG|=C>~w^g`og=-#9*#(i&54x|j=p~QO^ ztT? zEP%A4PG4lFw+C8vNBie1V6u-=jJFb_x`C`Ois%jTP8v>UvGC+=9TsfMTY|+ocqA#2 z)kORQBuJ);Fyf{@XMa$7S$I9izYgr{=%-UMKG5UHot=LN8*K^d)^$iJy{Fv4%8mg9G!ZKdG~z zQKWjR8>7@2iC1I`ptN}P(y4Qz(5MS!lJe3ptKdrlVwsW3Z$bjlMjQhkVQ&NimJtTb zJ{X2LAC%##Iyrq`pJeeDU7q~Rus40z0xIn9l56)IOMokV^tj084M`v+t$L+^>4$&@ zHN*&gYHXJ-w40%ypAcd}hy)PAZ(X30*jq^6@r5~9$pOHTEY)$j@`(9TcU~V4{q5E; zu@ZdD0cjS4*ojIVq9aY&jT>`I+P#xfa{3 zrOTL92|wIs)V{F7O@zYwfNYY2j8|JEDcPd(mmS~`*v@Md8ovgASO?><%s#`tQhYTUgq}D5})(8F{+aPGqj(MhixG2{`B`OAch+j_puDT;`J^?F-$Lj>?lzN zY)cp8EJ2LlhoN%p`zQLQqgc3#>JWFaaiqIpd^+HUVrL)_Ro){FW5oE55R>r~EO!t^ zm&lbfLzIbnLC-_;7y z7w!@=M-TOGHXyE=-9LHcpF0|(3Ls1IDj~87F}80uTmflLM~`5706Kg{Z;j6~sk|m- zZ0A2}Ry-FG(uL`@ejg?r*t}27D2+Du(dZ%4v z#$c`gexI>2VC;52C1O^*|A%o4xC1X(O;btmP?O9q&=Boq=JY+(S!Bl_&kcPSiSa=) zXGFhjWSGu1f)&CwD_$izqz#Aa-vR^XRvh{CXYLYh7<&<9qsjh%&7q~B&@T;M@s!9Z zai3CPlyyM=@V#EOXE1YZV^?Kp5V!M8dk1%V!)-D9eJ6W?&xO_5d(j7PYQvrP+ScDT zXGVzXPHpTA7RlAVblNX_F3_4U+LkO5=g@=O=9Z+QY3YO=PVKl~WoEe-JJ2{i{TE&) z{%XwHUeS17j9=p-0_FLFcYb)*dYGEpd3|`W)}j#m?Lqf^CEu0H+e1}XUyVr;oR6`w z9kz^$@!0NFu{+tIMsd%ztJ6iom11&hk#kg_8TENl$a?stoh$wLKfX~bR5iR<>1(i> zH@raam&XyXdtka@k`S|JJ7peefgWFx{wps{p+vuQo>J!e+!To6vZA*sHmB;ev&^2E z_8treX3pDA1{^_0yS3mDAI26u6Qx5cEwy(-cn{-9+7-Z1$`I>gY~x_h!<~%JaO<-| z_ce9~tFUO^D=VWoZDvyMCf3C>=KBxbD3Ys8#oo_~7`rm<50?&;|Ahrg3>>0m_PJgf zFj_ks@+s>I`#+I1(t`Ycro!a`qb{?q3l#k{RMLRLT#m3?zF6d&stgT zWaYe567!D-csl0qUnFI(aHdY*F5Q=*{FlyOe-LRk{dsBf))R7h=SR&=#ZL2af1!%( z8$Nv>ORxa65$C|K$GaQb4FrFIf%fi3(|x}yb1`AFy7}Ogzp1*GfSo8~GwNVAw5Z|7 zxq3?Z-OmzLe#}MJwg37-%(eAz2J~0XHnTSURn8%Uu@MRuTChM+n_12&i??B6)-gss zXKIgLoaRxsT-aK?F?t?Gt)r^6`do}wcI|#|bHBZq13z2sgG-f@-};%e-Jaesx*IX& z#^4|CLoj!+ySTKg?_8Hyq{29yeej*($JTJ#SX(;5`L^wSjpbf{_vSsNNPW2xzBacZ z{R1^keL*_a*n*Y3=mm|TmEovbi+b$7|a*2M=Sy? z(A~QW&!wh_ZF4l8ez1 zsTh0Z*e|Fp-i_p|&?tr$H!m9-E5`OkoFJu$-6R1UEktgR{=Gc$a1k8~6lvLI1r8T< zD}kA+$Sf~ERJ`F1>xA++b{Ml8s|De5*KAXB1cvV5_a6EG+bgkL3opiaX;MVcFSjMs z>H)$g539`e{xYTw0Y(DU7W?@##~~GAY*$4K+uX;*DEz%qQ&_<|@D*q>NgU=fiZ|h* zE-0=Y>RvkDiDo7}G0Mf*O;ZJkx{BJBg&jf9;oH~h*>)>G!T4H;%m2H@e~7CvmO(m` zS60Z2>3aWO7Dt$>$_kCN3xZC#A;{|RXVAJR{J!YY~2hxPX6 zC*T6jO{?Z*&6QkliQwNb3_mC4lhWkg%s$zXhW+&wCbmkJMAkwr)*RNF7>>bpfyj=u zY7lgAB2!`V2&UmTO@HdgKB@Sf;L$RsTR^b@?C}RJ`oOgOY6L)oK2HA%nXGqAxiKr^ zEl5Nijm9)JOwmBsm$qn*VhLd*G*y!18cg2db&=Q7F}+ukl>BG>n#$^`Ai#)OmZ|tg zw9;$x(M2duAoCf9>O@v&Ff6RWv?3At{DUbN z-%J7X2vJBu(UT|F8j-0g3*h2tNLR}%T|Xr)a0Z!OVA!laj^n^I0n`zKK{9t`Fnt{z zNaw*((?*bzTtN2BD5wC?d|q4V2e?sLjPjZVh1CZ`^FT}uLo5^GrN?u_tV^)g-K-|i zUTn>LT{>%lb&)vDtpXU_v*QI5j5%dtWO6Q^il`*{?#5#+sF;9a$Ahd$GCTaydGY5NXBZt+4wNF z4)8#+cBqmezVBWbZ@dDoc9N|=nVUG^eQqP&(T^W6pB+GMC>RP3UEd7D*f8FKNUifE zoCWfSotQVlk&8&6O4P&COEB(^0`JNedT_xM)`~6QvwJfPZugYh7NGh_O8Wz^K!>qyiDqkebohhor!Zq_X^azXq0lrP zuDl-1rA^PKk~!B0vzp|9FnJBQzdArK?c^&1+VutAsYfuEU;#r-cJnay>J9V^m1&H5 zGEq+@pH;`=BGR`Oz@J9kr25w&@)GgEFXEtSb&L`EtG8mA@Hqqdd#?lg<`Qt;+sq>} zUkDm@@7_i=K#6lNyuE%}_rT;^!hMU;*Ua^wnPX^?iNi0Eg5NcMuHUshOb^CTGuDuR zGq6Yrp>NIs9?nfbSyO5hnbMKYJf{C#sZ-;gxrBi5K?*`08PhrXaR+ zy=Fjn9LlRFUcNVP=5JR%MrY9>cehjh;^bkH)){4;d-$CFeSM=K7~lhFk~#$b4-n@t z)n@?IYyeWbfr1#vnN(zO(6(aBa`V@ZutpiuL)dJ_G}Lo-^AZHNyyWjji|{$8YZP&& zB|UK1gK8!iIyOjf| zG4+C(?s9(9fu6PcW&|F&znyg;H2Ed$6s+>Rini&Ye8I(YvR~bs0qK7Q(Cub*2<0|V z(FA>t6>~H(GMc?8Pyq^fV=zwb3v{B4yLgB=9X?zUm)hKze>t!8gyX7<33D8!z@$r{2FIEpH`Alv2MtfJ*` zVSjJ<;5z77XL?n9?ejU1*>3)Rj-I@AZwv?P3rR0dfbq~E zf)(A-WPVI$KQ&=e7{P;z3?>Z)mTz5xvi}(Q9D>et4aKIAj7uh zLTNZR4Q$V8Ij18qOqvB(6N! z^z`&a*^0%=ozW(?ET5{q{wiN^N5UIpIH)xyb2#sJa{DpNO2L1gKp!QCW8hH^%7J4D z9C>^`_}JjvxCRiRs)u_3QNY$$fzm>(FiS4jZrW^l08~&XKf4Y&Oxdh;_x1HDS(kui zzPFxmB(I{PVpw;6sN!nn&fwy2&J<8o^+hDN&Uz&7MaR+{qJ9fO-M)y^#?dEAHVed? zG#{)<6z7PX__bb(&tbDU@?E5OGzFu*k1G5%4Jbs_M#?zg-w1k zNH!tl{Ux`q&u+NWkuFJ*r=OfytZZ|bjNHp8SXW;>{l%ptMmytJ2!re9Lrsf1a-PSH z0YXa&oWbDYeFkm&Icx`Qx~G9~BC5+MuvgWU4kOuVSA9l`D zj^a`XSOYr!-vg_y0%JY~!<8<&!j%=6Ixom$&`cb%W7QLBS(Vhp!kao7Cn~;)v)uu0 z_R-kqC%igUv@4X2E_>XE$y{F`M-tf(r(;9ZjqIVyFb4F=Szp%`V)@j}KwP@S+|ZYa z<}j=+xQZIF_2_29tn!{}MA3A6eVzu91-NWBK85P#j-Hp+ua3f-lK-|qlZ$Ek<&)m7!%444f%k2Dt>6%|! zcxzm9dKtj!en1(dqMLLEQ%~J-CpMiku;qeiYy!3yMe!U|1T!P_VCTfcqF(S-PDk_( zIQ>BQKvQ51^u&D;T}42IYNStO+&WY>Kq0mj-3-IlbrubDltA%u8yJq0!u|P-Ezq!% zQ@bYw#{;H^tK5)Dd>)I@Pj#O5GKcxVj(AZp2CSN4rI+?cj*GlnpYQJ;qX>yg1jRdY zgk%PBp%x&OR}Z|~j`|HT= zp}S)CSCij-bmBb3ein`0M=TsW8(Uh{plXTu(MhG;Vhr0Su@tEA_)b&{8LIh(XrA8a zyAv2*=pS3Dk%Xl9OSRmg!oXmnqv&S6F(+H`!@MNMTd{YlCt3_R7m1h zg%CNW^#Uc_cS;s*9Pq}@qn}V=9PRvmBh97HswZ;yX-0N2-u&=tpPdMCJ$|?w;lO-i zO{e!{imI*OOade__e4i>#WZm+Wj|<7z#iv_Snbwd!J1KsRdeAqH95@2d?uF145cB>|#DtClSs?pj4=be!?RFNq+@krz!-@aUgAz14&&yLUc}JTKv!$ zv@5;>Z&uQ;>;302-7m<>2As+Mg2Txy8A{T2ZAFrhiktBz;c3#9skSzq52cFA$`qj0 zXfX$B9XXI1A-WW4^wSuo0Ds+PdkS`NN%aJXR?s7?P@KksfCUqB5hN!kU)tYUoYLYS zve#W*7`%#rJpp8LH>!&-45K3ovDWrUmb4hX3>e|X!)3pOZbriOMc0k8Vu<78GjBA1 zsN5i{bOu?MQ4dP3SAfIfl@{4sH2^{srCWoTc2;y!@f6t$n4JL0zaJ!dEgp1AzXAsL&dUhX(x(enJpOXa=;l>|ZG_is!&^}IcPFe>Lw(J%%E)l4PRB057c@hcj6Hv4(vrkPJs)7UaHCZO6c)icao3wD3sTIix zV5|8fWj#>z*=(^a5Dqc+Y(|0`zMDUx6k%Na<0b4je^sN5f;b>$`wCRoh%vK#-?Hkd zv%UJ02iSC}gq`gX=Isrvzj59YJX<18gn>Q zM-ajKC8*SmqoVZm^wer26zBcjc6E0r`Kw-&ab_$UfwCNr{jU+YXPQSK!kqGTOq|zz z3t+Jg2nDA*36hW@AVANI#uGmUOwf6MJv+Ld`4@<_f8uGNJ%y;iR+ugzJBp83QVLJvjCGih`VizUYliDB zbq#RfnIp|_B6!5F0B1D|UUB98Ts?u9yYl1G9%Sj)fVpoB!JBeED1GeLq9R$9!a5kP z^)%{Twp14QlF10tqCs1Y0eCovS$xdhe)}dO@kE6{!hJsmL!#@Lp8rk!YpKmFLMY%2 z9Me2N+Gj|&fN%?f{!BekBPwJp`P#HYmY_72t=F`WQP^kr6{OAv*!0#xpobK3i@+_R zw3C96lz`yRC4|cov1SF6L7F4WKwI(}bi5|7J8xeo146k`gw=3}hmXU0y8R52xN9bV zQIHnAAirJk!3gBYOVojA0dND%oUnJjRyh7l0B zT785fCIytlwSO0g!K9i6hipcE^g@iNX~qS7sqtG)TYKw8RT*8T0Jc00w%ZOIgm4Md zYt}rK&Y)7CN?@{F0+vWtL>%SAOLhx0I5ZaU{-)}a^~p-Z$*J2rW{%+yHkM5QC-oNb40s2CBLF(u?I2fedDbwqUk`{y@R7odQ$fGOI?^htntwSdgD9*;Sa z_~wLCQ@TQfDNKWnjm^86vy2_#fxQcRinl>o z3CXUC~@R{s(4GFd4lGO@#|yCuJ`VDz9Te!HH#EKl$6yHo9-rF zPWQ$z$bqnmx~f`=e~=6k>@b=N2ooQHWP2;Ef)Wq*2`KuGg2lT2;UZV*2GXi&e}9Y8 z#T4I+-evWxd%q+R1@ZOOcK5Md9BU9?G=(TX2lSO5S&rn;q9wgh)F+-iK!Qc(61h$w(x5Y|+eoQMwTIH^@d;Sq;8 z8Uk2|AqwR;(;8|?h#hvAiV7*x8oX)K1rU3cQKVkC@K(Y`bEaMpXtKXtN62!&rmJO) z`3|c)<+WU4>(N^US@ylIa%PdnAZVTsQTeO0HT4a$j zgGYzg<>4UG(nHh^3?fmfKegU31mC51c+6h4yL?Ab6e<+wY+SySB4zb-%lK4ZDxR}e zTpa58uNGYvox*et6$W4r@g_@!UuI>JiH;OZ>Owa+DIsLk_e^AkD8k04?T zMOqOb@#K+LG5#z95C`JgxpmtXP}`*cbI%!j&|l-B<8!vgcr6a*}$D zv{+Im5&{oRxFy8VGz^0b-WMsdyyCSkjj0C6b*CrNd$951WK+1U&^Ro%vt1l3tU#2}l-^w^ zfN&{*DVbaaxAUaSh^`pI%SO%O+)ZFX6036E8$~o;ph5S3*|uVD4!X=k1)hYb-}c`< zlV46i#*)B21@Cw4URC~9=1sgY=am7BdyZ5nR?3MrhUbs$gNLY*ZqMX*j;eLpo8GyTfr#}6HNSBbg zL-o<)pO8Ff-0*Y^BCh)hOf(JnAK3)1g33(9)V%4mT!o~_d(7`Dr!eq@$C>_skjNXP z5SefYsRHZwl8vTdkSzbo1Dz0${$rxo%j?@7y} zS|a{0nrG7<>P&vZxtP>$0Nipb!X_|O^5$kpT_w&5+R&15kd-)i+@+8M7KNj*=PbR$ z_!|Kr^W{C2=e>yJHovK59(vMIAPUWtT;%gE&A}Y;pwt{TySKOK<}d8B{Rtr@NAjP^ zo||aFU5=ljZQ!<6QZ$qP0IE5u zKXkj+pdF?kWTY7ZhvFKjV~4Gr5Sott;&>63D2yrDTz7_It3yGiPRnUN$W&=oJVQ`n zlN*~JB-o)_#&^0SOS|d|ma)1Ki~}r9$NNvZhwLm?xoJY!fbjp{7H0?v2~pW9hFZ(y z%+mo7mJONh33CsIy&IMrlPgw zy!LHvmo=q|Yek{n^iU#rQ))9=hB!2&?6MqW$ zc*J{9ZP~=|n#0#SlpGG1+LCuqe!X@o*A&!o*Gmc`keQ%@S`V1qXt61keBHS*>?UHg zMcug$@$~?ueEfZHBIzGZ(4}brPC{K!{I$W?K;CK2cj>Dfg{4J@a6CO&`*0BSO;e$^ zdB^Bl=;95w^z56J@(V~_H~Y@6S+o3A9a)MdOz$jb3OH~6x>xcM$?@m{mF}IchKkDd z?s6U@%|4LQzMlJ%{R4So?L=HBMdkgcZ4gHa!Wj&lwcP^w3r?-poqb5+RX7z)-kzd zYwwOyLaSDTY@QbMXIuXdb8i_|W!i-e&ul>v#3U3X6h#_o={+ifln8>vCIo4uL6CCm zV*mmw-Kctdeg`}uyyar^%Ge$I>|n|t5ay4E_^8H7~eWreRA zQc*~kO( zF%mLW{Qlmzf2_oa#scRGLx?O~3^cJZn-!DLlD$s{8*Dq6)at8<`$iEJBD3OGN>0$a zsf>)w%KV@-?Mq}rLL@RQWE8n+w}1+U?J=-9)KHh^9)&i7t^0!~=t z-Ti=iIDBZE!qaHysz`2Me(y04C+f-56zoM9&vJ~7s>lkcH|6trVr_E7CMsns@*a84 zbgCl~3wXp#D9#9iOY~FeEEO)p@@NsjgXrFnX%y~W;n3+-&-w6R2;zJ~?N9;%pu`%p z9*I?VEl4Adr?LBKhjNmN+JGgM%S?8?eR6k6ntIpQ&YQV6VxiQKrQCayLkVzsSR0B3SKKnCSWa<%dYI0KwV9l z&!)oHWg?!PJdewg(K3I!qUN(yxRix=n-n;g62~L*eYyrRvL;=YX?L7+q9B_cFVN#XY5v@*Ut3WEH1LN972y-k72Ql z?Dm7<%5?$P;mY07z5nppq}J?P+4$Rc{xL#)iEWX^|9uY8PrT+UH$QsqA3CcdkL#&$ zxX#Y-UfHzxNAHCx!Ad?wWhI;&Ai8hMo{26FBP;u1kS^R=TF2$q?IsX}xP z>pR}Qfa@uDu&b8NdnL6vXB2A{FP^$n;KNW<1{_3t%H5^eAp~)tBDmQoQyP0YUch8* z_ed0i7_;GM(#*P2mbW9;8sI~%LYk*VGOTyc)ZZ)oCXBW}y(W?O&I+lgHLVV=kvnN6 zJaqu0z@A=!R~)W)md=%=YG3a>c!ISCb~h(c%^*PGM4OGSh2&j^810ua;B;S{5zgeX za`X4Bjh8Rn9(909oVb)t&#gB?_72Dj(#8wDx}dpiySg9vNcQ@U*c zxJY;;1oGZF>-yx;W36wz0!Olfd||)!icU;wxmkeEcBqPtmp60Se?KK1)w^qcK0!K) z-?)3UEz`9#`z{VzQx5>G5@7Or)Fh(dBZPNQzpL<=hD*io%3;xS{^(`^QWav93^Lwo z5eG~=`|~yWalK$Q8ZOPFCoU)>5+IT#+26bUh3Qe=U~9B^J&Zc~KY}dBbAMyK-(aU! z$D+daNt2CCD=m0Vqr?@icyGGCufOsOJ56d1~YRW}( zlsZj^xOLg445Ol!Up2GoFq*LV*iv%vDo*LT!RVT0P5*2OZ~qeQ_^9DzUK_2)+EY9` zg;kgNH%;T>3}63^hLxL(i!W~aO1WK$3nHx;Fs`2LPZ@p7aya^zt2>{=*Z-D^=u&IO zS#7Su$>;ORJD2KOW6J(}$TO)cPH;yE={welu$D0e{%Fx$>7&ObaI}}DX|3qlMV|Lx zU+UR?u0=7yW!H89m%!Fu;5yx#FhHYldbTfn{%Y;VU58_APDCE=f%>&3o3hC;2byNT zzxB7=c75?>?B>K^9bP7#`*YcoFTP9!*H53=$^Y+9PA}lBWo76lIMyuYzONYweD>eE z+?%y+k!@Y7PQ$R68a_H2t0t|p_mQ}=Wa^y^^M$|BFxYLp_`LXeh4+7tW5D&X<{PK? zGP3So{hv0<$`&fOO3faLkVIrv`Rj`K9p>H{;F_Edl=l0adqH^kM4uROiee`FqsHeH zt){6P7hl7wDyXFN_j1OH4DIdg}_7 zj5PrApGvkfa>`6#gkoiexG?n$_g^4i$k4Ot${(G-7TMWB<64InM@7IwHH4~|L1;zR z;DYSLV(R6Q7H=luWXS<8Vn4Z~^=D7-Dr0i`jqS|zL{}vxgH>Tpu46^N?T4iu*R}>b zD`d9P)2r$jx;4+*ZuY(4|H*sW`*%H z8&aO#f`xexo})!+k}2Uz*9-v5<2hCoRcKIAx&GyDg(Q7?YE>dbxAs|EEh(FV!QGO# z5rcP0Xm;Gh6-ao#c$s|~+_K@D#(a>T?&nHc8z8MRIWPmt5<;1VbjvnG)>lyoY!t5^~bzlrLsktZhvq z1u8>1Di;L@ODJ8vYMvjn`)XHT3#cGJ(*WQ&lLLh|5N>tsGx$_DXFoe_FPE_c#GhKk zK;tc2xO`VDK{*uSAvJ!Z)r-bt&Q0hS&v(Or{(2`Cy3itERi^~&DODyR#2MKs+rj8m zYh604Q5=O?BXac9!65ZpFE@5^vJ6hQ0t+XPlyGPHB zyN7uR%xty3^94V-b_xy~T13#6&g3YdY`aB>xiw~0;`{-D#H_6n%gw!jPK-c@;V;y! z`7USd0@fRkgzUE$k%G7EWvvJa%*Y#l;tHOCx7EECnHp9Dl=Fi+#cb{nZdGCkA#Jd- zGnE=&`Enxw?YSKk-;4lqLIzp&@3yXkS9ti|&@cfTB~~;Q zP=?Pb>Z#3q3aJ}VM`WgK!<`bM^Z^*lecG8)0L${ajMBLX(RDblEorxTv%`w7R@18K zbfcKUU+eQskv0{s`63H2)7Sld;Pg?%-ass=t{7A7V=7rtMO8{_Muh7pBtwAnB~ag) zkDS1p&ui%1%WwYG!BqjIhwy+KcRnMAyMv;x4+xvgCRWf(`-bVpXYk{@!=DkpMtn;F+4Moej5X%dU6}M8>qxT?ZjPR z)yFT~Yw)<)7|7OvWvi@AMQIXR7Uv(pjEj)0lS2P6T{OU-wypZx4px|T0N`_mF8_hJ zC*&U@n(~)B(F|Zxo>6;w8huet9#_j-m_VvH(Vv=@BX3fEvi35uFHJH;aVY1wJ=})A z@C~!^!0Ht3JH}_5fuY>`Vi3q8izo(kv0KN+*kAn*dgu;nHYzjNDj%7iT|m7$l*_vr zl|TqH?G81`E-RB*UW9Vj1W*ZDY&IK1NE__B?1@c|9dKL70GE6eExcep7?b=hLIF+| z&yo26lGmLCWtK>j6y}kxhP3hR*|Hs@_L|DZ2LqlKC7rAsn9M-Ju-ScYy5e;ou--V4}Cm`e%Ih zku=&F_5%92msJah4)tjp%)=JsM?9^9FM|PX9o@nZyARge%iYteE=3_bc@9;k`w(q8^@L)s55QhFAbps8z`P1Qa@iM`GfS=qCI z`A`FhMfCl7$onHi!8Z%b?ZpRYD}XIlT&7#`tibH^S!Za^+{drkNgLyGaRI=ks+@9) zg*A&0S{5yzLI?2sgU6&igFtd|fs1n#vH08p+kVxbsPRL-k^~k;)>fsn1=%2IyxJBc zIZaii_)n`oERc#@gHhaHJl@zT1Knmj^Se8|h{1`P!1%x3{{f{!{syzqPAQ5g0G5wB zBLo21?V0lfyGP5oTv%jleLhw+{dT6_tFCB12m5{0JzA#GCk4$^zQ0d!ABMs;9dxX@ zbmQaY#*3|yBD|Jz0M4-3l)EhUaWKB>h(iG2UYUa~tQK~S$AL*Rn95L~sE}9<{w`dI zaB~T2q!D1VE!%GsTf>}+A!=p51~{t6fjjG&@y^7lTR!>{bbnKqAimRRVdz6wxZxq} zT^#T(J2!0LIX8V>g}v=504zX|q4OJoP{2WJJ{@EKz;C-B$Z`CIm*7@&0U{FIl?fZL z&NNZJ;dfF57KCL+Qwi0^zs|b?COLwHa)8f_dAQsoM_B+!rrYsB?R^7y$_t^h7MXC? zsqHreiyuYgC!QL>N;pXIz@wYIv{1Eg6q*=s0EQ|w+C;oD)(GNLYBt{yk}*2xo|pnb z5=fS&MeFnLvaqw>S{w_!F=21wdO$t*Wr=xfthDs}B)}~~5DZ#awmL-v%(K^)DPclV zq{rbkt4%xOYRMk2tx>RWL+jd6SRUK#smQeRErRby_fzS?A#_>)c3H+be8c=b68xq{q*t-YB74;dhHkYdBCAwtY+G|*t2TCxRvi3dpR;$ z0O3W^;i|gsvrzi#P&x;KBo8r&IWE5b6Rz5SNL9PJrsX$t1X?e#sQ&oWPe^7lYJ6|3 zi+G4Ug`q-;d|m#RMxH+!aD@`X;#9&_7yNN=B36u%5OpX^EXY-oL7+&R#rCsz zRV+c+H=J>QlRj9TqDJG}#0j+n&A`7AR{c>ILEtT4QAIo=KIrk9%@IE&&!P(&dn1lH z_~3|e`$$Kg*aTyHrm|}p)PKny#cZ*)pW+ti7Oe0AK1Ag8dsmy9ngp0M25X_G7DWlF zZzW8COyZB4oL85lEYq^D0g(gPt!Ng5VA|NPZ7Y3PaZxqGX?0^qmSp(PS9772>6Qj&-#fy#>^Tmj+Jw`kxi-?lhF%lShv zBo<&cr}&F^rwp|w<*i}ycVjL%;zFYPkl1wE3D|-9Ao?xPdhEl?fnHmSlmMvViC^z3 zSM^*3`bGeB6f{w)KdQ#B9Fe2~AprMAoS?xIYK`XrV95S5?t^@D7E+$vj37Y<$ZI=9 zC&;Gi)=BaT7o*h!;Pajs8`c@zmYRMR$=@t~RcArntw&A~F0j)|74kxr0`95fTRR4mfUjJp zp)T}V{)0Pfh1mcSX;?Ohk@9?@)sHqX>Q}U|DS;CwtEHutFC4Nzq5F-w^@G*f0g(z| znr*IYK1}AN)t>)c0WDwR+|z{sHe#Pp$otQOG2I6k~>`5zCj-|l&6X}E^Ms% zfN;_#wganNcJ;zbe(U6c5fnwvE~25|1Dz@(@|uWmjZoT@7cJ=|@ClVcf3ijQn=M-W ze(MwN!akEo3+Ym2;+}B>kiWy$?;!FZJP}@0YzZ#>^Hml!s;9VaV2#}TEbL(OdBs{9LLrZ5g*WA z`Zf7(udha%2tMd}-b&9yAeY|nsoRx}#(_Q+8>*TYpYQ~B!J;aJLcg1}P(AVaOZ2?YYMwLY6U!|Us_}0NKY}V(5&`^XB{5k&p&u@ChvAD&@i3a{W$_!uKXBf}v+HB-cs3xtz0;GlXtlH!f z8qI@zQ>KF>I1`V~fT)cL?l*^MTx$Md!Vc(~d|>QVcMa+6vWFdQYK}&8BvLk^_&mEW zN+RmTGoVtMlC;&@9D;qHB;>U{1E6c?C}^4P>qRy$dh$pTD|c2i7lEWDw6R~cz6)8Q z(B4uW{%Yu~&s{4Zv_U&Y#K_FCV9Nr!%GC$DkgHlR@+0XoE%#=8%l#rDDK z8s0$b5?oDGy0uPvZP`rXsHmBlWR!uLi{T-N`)Fom-w@@zwqxkqb{@d0SSHMlzzE}wH+ z;K~;WuAv=0itPbWo^6MQwHM|Uhs?$U&@GD4mMBWA`LmU)PTHI6{oDj7LOVi7bEJ>` zVZ@Tl&-@K_J-rwT-NYedn0f8pls#7&_NO}y**Ayr`ObTJuP0XtcAgD zCtcPP`sKlro}(hFVrz)L0{>R3=d&$Lpp=W6ZApoEpz;XG@`!RJ#NGykQZC){3sWl! z3IjDg3#pr$eFbevAL_?G6DeBMm`c7>#dP(j69!ns-C%F!NRbTL5bc(26h zOXxDI0JNcoEtWnK9SX?@WWuXi>}o!TM1*LU0o+$=iAkoNg=f8B7hnYM91t!F_Ca%! zpMNm`%fzbk6fqB6Nm7(KCQg-Y%mU4WYsc>M7HZDmY=Cg%xd;d}la}~4*EGk69#r%} zyI+JHkx*%*;kJl&NdKYBL*En{%)Ke?i`o_F+xFaYjlQ4iPhw0?fb; zCLpiemGrjdi56c_6%XsITRuR-c(r|_m4PFnOXzBd>bG{=ffQR<ppJ{ib5v0%Gk_x39X~H*VB7lr`Ohb(5xd93^{JBS&fttP}z_KT)YD z|2>ju59SCFKII-*IR8%6Nt#6ud%O-!S(r-^JC4J1;^#vO@yt3HkEqc?wcN2J3J8XK zEJ8S$KRkATHZ{P^aA?^YPpmS;LAhQxj7{;}0=CI*U9!LTd*g zUKJWozTfi)cik2EVjo?CatyeF+2#O!*YYrHKm?;2_;ST+~08pBAQy&zJuR=2E z1v{`$1M+rV7Lah33n9YvwkZO01+oAUufr^VTR{zj7flszKPoPN^x%$9p%9sr+ zEE%vnT58oQdwDtJ@qr`$p?VM4fm?qRrpDEgagM=E5afk_6G@F4VyPgKq?I$P)Z?W!oo2Nq-rt`sJFymf%6U!;99-z z2P9Km7omY|7E*P|PS%A1EOCvYmls1_Qc)u&_6VjXUJ#7=i`aiqF!fvBdDB?{c2K@4 zm#YK2dq3LSf280gkl$F7!}a0zxZBn(bop>njf3fR)2Z4zCtu#fVrb4*g75oSmHD?U`G=XYz9)(a;7 z4ZnQdm?bZ^_6j&ZY532$Q1b!k;(d|3pcq6>8@y)&oh8~+(iVViozr8 zXgQ50Y+3M<gj{TAxP(U zX*Tc6Tdmx;ObOrD=l^bcT7|6Npro`(%m8K_s%2wU3)R<1pnwT$n?k1%r>E)zzoIW% z+b@Fop6D9rYSCKv=8b$9vuiU!M}<6`tbkT7qdQ;-ch~|_YXAj{KlI-7hxQZuEi}1m z1-f2V*<$zS4tM zv~bAc?J2F<%c}8_dJBLo(~2h|ihD-Z%P*){;7~UNr->oFUOrl99dx-MCQgPX#zL`T z4QotKRmTalf)&Qu1`_$(d&(o|4r)M(x6GIW-2udJ$6o!_N0k9DrkZV`EQVKNj|@w9 zE$)LjLAW_v;tBk~B+#Xivdj9P4lniw%{wqT{^%#fNs(|&8Qruz&a8sNi4j7oLMO@m z6o!Bqgbe4-JE)-*V3g}bc(@Ur8v1g=+-IL){c;j`nQe<#D)))AogsquOAt*N%_s8j z4G8avxKlOK`Rj#3_9{tl{{gI(#7`CshZfywojYnsK}eO4WQBSQRPgH<#~%(=8U}Di zi1fZ2Rt`bjFewQS{r9gY6jX-LL=AMG3ov2Dx|Sf^5|s>ivl7so#Z|EO4@NpOe)NRd z=Z%89vLq29RnP~FLY?sg1k2R=H|&y{{F+X8%K0b_DEAL_`&5w*$OVY{-IAu-kvC}0YOwbiagsOKuoWCHaYA|ya<21Z(^>x`1!0AQiKv-0<8k-g~KB^=k8b1BU`6HGM$i-aQ@2ESojnM;WTWi znu!7P3*gyH)>%|N4i*JyJAX=ngIbMQ>w-g12kl9qv1R0r7uk*Si@+9kpaxN}5E1Hh z&q;)f*9}=<5liEZXym*V&;n~>zTrEWU>V+TUnmkZkHYTLvkXu#%E|%b8E-fVjao-e zU$Q+V?m8+y2SPT7XzqHDDHj)mr3r^MjB;jZ3s+R90#~%q{@ZSt&xkpBUQ$cJGfH|I zgd)#?J1Jd7G+wwDTj`S!Zc@q>YSPm}zTg%SgU5449{Ni+wIcV>2V_6kKWAEhyA zRn+ePuy{jFpyk-<8wr0O6eJ-hXJh^`YBC?Yx;iiUa3=qVyW9L~x<_V))2t1^5%XIT z>%T@)`~v2I>5Y&$81&WZjn9PDN8}7~V1D1^Z^y|{hB}Q)0W$q63g{mX_8e(}n_2QQ zmiwrj^JztA*)mvDyiH6@Bo%Op@5RC7`ru8U{pQkmvRVLxxUflU)G4Ix84L#iZ%%PqrP^5cCn9#B^?(mDsR70jBXF~lC^q{@i1DA7_I3v|rqaGsQ&X%G zcjR=)()7wp+O3MgC82Zt`&vO^?Rw?zHuAOE`$)Ic5YsDq-rbZ&QzxhzESI!bqMl(m zp2U6BNs{dcC2l;#E0g+k*oOC>6X)LnxA5CvfpxnxbUqF$RR59B^I^nd}|;m&#+D3Lg6c=ZTr<}GS>i71Q!d{g=-#p!^R3F1diaMjfr zJLDs+%V^0_@%j{2WNmU1*J53SAoAQ6jWo?;Xj4B5EfU9!^Ckf6(nv9tlxDTI)S_1^ z$t35zwdZRG-=!-ue#(Z=MU(IauxlF0A8#fOrs-E!WaW;(mGM<&It`r5JEl!zrriM& z-9b(cn^^6Q!NRg-&cz*eWP9b_eVkL@8yP8Uso%bRyB_G%+Lzpb)6hUbvSYOGxT&Z2 zJ*_xL!UbU!z$2E6%2KbT$kuQNA#l?sRMx9X!zrk>6;Zm zoi+HsaCD_eBfi;&Uqt=o69$gTUtO6r&NfyDTY#LuXSgst1Kis?KbqFden=wM+(|I> zRYFqV?@lOibC^B@N}#0QgTciM)Jb$|qYV}!QyB-8Jq z1EWp)JND;F#R^vBoEwqj(#=a?R)j8OU=8*<#|g8m20+xdLrh(G1=VC(l|CSW#0zkWaU#$>a!q5W$gsz9 zn=PGHi448m2?5}*NDmhUq9uSo68E)pZGvb|9P#}3$!C|8l(c^e6BJ;Th1H`W(hPy8 zdo7eKEwd^_e})pl)GnsvQB+VMj7|q)$=o?m6Q8{T+_e{X4}36WM5g1Z86_NuAZVy; znL$N_#-MI+``chGk}vRcyag%wV)?uW?=?TVU{u`TG?3mF#k4?$a`@7VxX-#s@i}@Y z(5@6o=I7w$2oti@I9EDDJt{}{>GecY$^PcMttlxf2+z7x_#ytL9jrp^K&XBVOu@-b zGxf^J{UWaG`7vCNneNF90OoBSO3v#_QQxyu2hfiWc(#7$6+*7QzGBI6U0@I<;1Q(Y zhV4{gH~+*pSp(R8ErR!oL=1Qrc${_9hm^ANb}KD%asP?z#PY$XoLHMavb-4lO*)?G z4h83TNc1^kvom3{Ct`;K(`}~l6@vY^2t`@8-Rb4?ZSj5l4HrZ?IXK8o`Awh;cp_k~ ztPsH+$iOu)icS>)dillA0iJnTj}6_%+HdxJ%{G$#T`m2)T2HBLD_8FOXVAw`h^Nl+ z#w57G8>diVj}D@q%kg0qdBVV;c-<$jF!}iMl(4;yzQk~kcL8X_DEH#atY zY6#>Fhdf%vZ_R3PIs?r~NuJ%DO1ZT_>^q2C3yX&N1BCK}OPw&>)kJ^Dp2%)g=Y~uB zs9D$3rVzwRGeUE$9jl&&Z^Mlv%xo%rB8IWDf%jq3O+@3z-Ly!bbqGz7~*z=+s*GA zh)13cu7^qK_jaY5uLUqNpvinV3hole*?yj5nOm(G3%osT$B_x`3{wYX~dgj#uRSbs-H zMPiP>RzV7ATp!_GPt={nik|-aKtAO^eA+~))T_nX`TmQw9BT(0^t=(q?``kfCK4#j zikera)ldJg{9*aZ+Np?*iHG=~V)=jfewEFmNiDLcQlPh-#5osni6#F@+{a%;)f4Tu zS{62n6m+^}ySoRS5|c3xWoEk#xpZ%Uw<24=$mNtoZ^@=vuWXp@lTmBQI{_9DgnOU2ESI1&n?^MlEPLh!EU37k4upY-0r zhNld#;b7;BKl;+W51JKmWz(|i{>f*F+rZKB_}W-p`=h_4hJ-_bOaCYK=Ua<2=JxD> zyLC(#Uv2z-FzXlA3YbI-b>hY_pxs+!LGuo?$ZrDsV{RWN5hOSl-Oe!hgTDlCp#L{z z=$20r*4}1s`63pDH-46?`2p)M<7hzaKTIg?ICxaDvYAQ|By%q{ z^A5bY@@nwrm{*8sVf{qyIARWs#ON^`iP%%P9sCz#)UQ9p*O78GaTpQ;hEKJrJ|OX7 zX)jEv*E_+`QCvE|t9Oa#ng`nxkaG5W>*Ye(gFcIRU1+cQdcceAXcC9k`; zX5*K(l>gmfPqN{R^GgH#Rnx?-xcjX;rT&yzva3wtj?;{{rH(T%bbGZ3pZJqH z@(_Oj+QYsNdPVkFKiOW(QAmEPVl_k@9hLTOT&acSh~MmV{{yY*V`j9(xnSLQI^+MW zTG}Lkr=d?N?9|`FGq>R+#hrY4sMS}`Tc>=dYxv3BevIVs&##hVq4!gGowi$BvYmR? zepxb+jcLW%{D`@!rFT<*BvM?sZY?5uwMXjcr(FDQ%J-Xk8XEc|5wp`qrn4D)e_EY+ zvzzHb`x&?3^e7593^Elh`-|Jk`tBI2^_c^4)YxnP1)}DjNrXexD-i;VM+> zwZ2<2xZUHn@zRF)xKUg-v-Lm^ZE-xlAja(K}b&h9MJEXtncfNUT&Qjgx1q-!=nK^lNC?;nMC!jV86<7KGG z9ozAzh+8^*-uA)nsF7-HVNZ{Q*C^+rZ}5$-f4_$xlo6+8*H6OJ6|mv)k-c5{-(Q#@ zW@YhWQY@~brv7%DpJ_LDTICuMA48hK=;XZeZJXA{sh;rPHZiux6WW%E_A!|HG8HfyP{v(v4qygmq30xXN#$5 ztN!zk8TEk{g`L4~vvv7y-yHs74!~8HtOT5@e%}QquRVt=w=#Pc&dlRvotPMZ9EnlY zpXmR#n{&o%UA=AiN-HVr8Y8{w;V>2bai4FM>&2$SN2W48m|vO_1NT>oD4*Q$^4j6; z&6Ak>w!Ou4fauR`J9j70&^`0>YQm27_K3^m>W}Gv|Ge+hD7tq?7&Y}ryfUMi9J(uR z{rlzru6|zmeVdmsqpLrX>Ac$~eSfs$-*mK?p}4iZT;Ha5qX4oZkv^}f`u2GW5LVeWRT(jT1Q_6ppZqqV+Q zD%NtociEjf+HM<83}wdb>x{0MI1gyf3o9BQ5 zw)^LgzFH3wt76To>qx4WoC~@0oI*TUpCx{p9Qw3r9s_6S(=?a`C`0q}6Lt@Df#y2) zm&_yxAuI?lF^*-#ZfZ8mZ$Ddm5+u! zx+fppd7XTJ`nuhsvFrm&fg13r(2@8Cvi$I0Gd|RuZ*y|YekNw*+hhTaCChCbC5;0= zI2-V0%`z9e-@vW%g@wqRxO-&}kh{Km&X;0Tcs<0^lXn&jYlobLBd(Ok}1o(((YjmFy* z#}Pk_Gu@!Sn<^Gn5Sc6^sKG3ku8AsZB(TEy>O)1tTU! zGf0Y%e=P+q&kI=kFtw|K_`?sW-#`&fgCct!r#gQ=oUoj$c1=qz-d~5gr>I)3)P^I;o||5mM{rddk8%gTKbQz8wFy`ECNNFnvVN+n&!F4sZn{PmmCE0nC?Byd3^XdA=I^~h?vJgK$IpTup`^duuFD^D^p#mPjX$; zB=`9AzzMYsOaNnr6G)Yd!Ug@kc7AyI1LrqEy}QLoDII65iuod$VNuC@+JsaVKol)* zTT!ZvlJ@d+2bQDF0uh-wyw*K8Fe=wQ3nqED)YWCciV2x_u)A9a5Yn{z_t)2s>~QMNB|QI*&^C6sIP@$*R8C;jpt*R-E_2?+(PZ4^-w z-ov@%VTWhb!0>;L{DAzWcQz1{mm;}L!gYk!@2)q2X!cF}CsFvtJM$SIOuj+!nD5{@C6Cfk0JEmff(FwaAt)PH zCi>V966CKOgf7$`NLz>jKCX{v>|k7HSk<|X3qSt?sw!(E~YeNP`EBpf=$AO9iuKYj_yaanFiUYAk> z6xTqyHtmajuLNv_j9WCNuwD##(RdR&o`H-IC{L-gZGt_xTzgtmTM&T42D$PK)!AT&npjIho3 zD7rR7MCkjhrHtWG;Q2@`d_}{H$&P+{1sCP%a>azZI&t7mlzdP_T|J>L_hhq?l9pr0 z2@FR`MS{q`9a38@c!C&pFz81bIA_ zFPok=L7GYpu;z?F9{X~jx6d2P-zqd&gLU#)l19^ z&_mUlN-c+9UbeZiS_Ua!zGI~~Ib?wiP3`82b((H}fIHt~TWtO%(FLy0QRobOkOL%e zZgg(cHkle29w$W&^aMBymatARaoeQwiNi~)J^BHN zXS?_%c1IBU=Z+nFe&&T;iq6i?8u-qQfKiLMQX8w8UJR&j>of%(5+B?Y$ol)8(ZB;d z^hK6erm-BjJ}Nffek)d1pl$Z+GA~nxLOSFNM18N=-JY)prs4pDB91}U063zE5-6g% z0RCp=EtTAxddd(`j8aTdlks@D@ESAlqMindVwky!zsZBf3k8FZG21@Gg6+Ahq{OEoUsvWS2* z4UiKP!AtcC-T&dZbEbmO6 z#Sc9sZ9L-g^z4lV-rXf$gejbDvk=40@~Y_SGC=jxk8l0VMLlZj0jg%6n-)(->FQ3a~{&Qr>luc=b8Ze`pZ- z*)iOfd+;NJGP4?GDA*8L=IU1gn|B06m3|Paf(W*e+hqsH1kbfYl#dJechQsg4Bm*~ zMmhAT-VP%dKtl*VU0r-Cb(+S zr2#GzYK)(ggpQic#_=jWC0Y_ilyv}C`V`Vu3h4-IHCGi-A$>n`u(pOgtG%iX->{M{ zNQ+k&``SE(Ei5h7>hn#Zx5|J2J|9EbAUadYX>c$`FSHB$|e{JR@M2qjx>;Ot?3^ z&CNsd|G@%X!Rt(PKKAKq^*Gq?b($?A$}9*WQa;=5KlVX~OpZy@V7<}JcGQ1{iF)86> zV^^3@P=+GcvaZwMumh+&KACI8vV!76KwhBapWF z-hU3jS@a9B9|Sy)UFaLwNG3vSY!wiJkOQPqrV)(@QZw?J6EZ)J*}R1<0?$gv1B$a? zZ56;v{{4XvTP`Z}P1Wk6bwEUk^DJ8WW7szB6#+aS2|P1V`>{`*+Nddj9fJx7EVg}UQHeq}Ke4;|#vE4u{x zvzUm_LmwWijsD5|4X>TnVj@3`m7*uu+Ad2X=M}I-6%1>HZ;AfJ!J};Fi3o2@{^>mT zRTRbFin0FjQ2q-Q2*pMTuy>VNXhVj0c#M(g_{=v1UYyL1`g}2 zDM-ex{1EmRF^ys`WFXUH*3vH#godWVVyv9|0HM*a8pk430ofIlifFh|B#i}5uqhFn zVYeF`Tzfv0&=F^tQ*GQaG|p@rhXW&io91Zob^LqtrDb0lZXXooimF&_IOu8*oxXI@ zN%0C4`%aZ~Y$#x+7LWNLHH>;s zyaBoB0Vtz-5fXqzRgK^D~MxT?%*mhVy>&SAj)|a;4Yj@qN^87YJBareCoY%fMZqhJ_9KK}$0<|aK*aI0j z){$E5SVJFdD&?FF(=#%Vl&KCBw&c?5rw5{tiicP5f%DIf1knH?ODhvSm2&oqxy8W8X=YLtEu{a$TkFar-h~!Pud#hh)i3(^&=Ge8<&yL%Er6&pSWIJ z15ZeUR~ zt?_dyL%or~B7$X*SCoBA)$N}6zdkYQGXG+$j}&OUA9=a0r6-I;Bwe_ zS^hxO6-G-j1F92P+d&n3T(DMK5xk{~Pk7zWC`0P_Wi__bi zY;k`S|1k2LWdtPmoPyRB<7Y&~(yGv$52%)3yjEd)gk#_;TGwq19gse$4x6aLHX|h& zS^hJapO7k|No|%6Zu3B|UlMeSrLl>A@TCL1j<2HJ7?B+pvYG;bJyNhfrj2HK8O3h3 zysM4+LTI5qiFE#9eD7>gOOMJ6+GL&^`~Y4*37aQ`7iz$_!LTui9RU(`0AJF=!k6-e z#KHhk?V$>|v4_2hTf0aJ5KZl7Fqsw_Yeq@#lSnDs*nW~i7Q?k_I74tvj7T%+Wvi3 z0tVo=;iI<{k(be z=4X{l4(qV3nRs~~v%z2kMNp_aDLHd{9WJ5Ms_#|=+;E-!ei#koL3#u{?2dJ;Yqh=C za&iFxa`E4{|H52%(N(D8jr~I~$W$G6W*ApW4a6@aro>?L39PqkP#XSTg9(ovjzs%5 z{)+STuZZYB`L)>oCN|I5in=Te6@i9a{$biUyZ=ePx8q0L{zw2~CWP9e!wh1AQj6X< z^0eQu{*i_Q03Vg_Dpej>ThM=J2H9hunh%FEkP@P?KK#5`yw(=?J!2dRKaat)rWcjW zKe2#-|NeNqIeBMyH*h?}y*$`;bTjFH-=DClL&m?rA$k-md7N`*+L@}KIJj@oFVloAH5}QJK15jMy4uHmW zFomFeXn$}3si=jOZwzU5jT2nbcFlbCHQ@C07Qh9WK8qr&W0BaE_V~DW6lsKFe$SP6 zOtm+>etprb^z?Xq`udd#K*-1`|8xDsFiJ7g|J4yXlJw4hFD?wts=>hwrQhZu?c;gu z_Kc|=VoZVeM@O9T@uX!%MO0sJNN+oCZ`AOamqY=*WG}e|CdOZyMoeOB^k#~(Q5a7S zk#I1mt9v4au{JLNpW`qN)(CrP_uwr=a{&qQ(K34PzDHVlq*=vt!2r5?EgdZ=L;a4Q!gM|Tcck7qn`JxvanBSN zZYLQQSJa(Cw(MS5?0f0$pD54t^F-^^RUsiEv>Vw#PGOMUWs@%$%B6K2Y~3w7evd2B z86U-bwUZs49Kr=iu4%f1i9U}-?s!Z*@?jZ8hDHEw%(#l*j|G0uF%+b8PF$tHB-hws z81cxOU9cbYNn6|viN&h~kJT<@yrYr64ZcnuD7_{dmKGYi@5@>B^UQ7%Y(J2qPQCCp zIc0`Up8?kU?%y})IdbyN02jQZj1247|C=CC+&tpK!E%ldK~!=P>_8y;GI<(;Hn`J7 zpwVUHZELH5#m0sq0scE_z_nv*r&P4GPC?tl>B6d%3EzSb(6D9&rmA>^2#jH|?=j#R z|NZ`$>v7kO22r$#xbuu$I&!G|4zU3BGPJr>EVBMz=X(LJ3llI^Mv=AXCEoT=F5N`_ zrVyNRI(DPx!jyIJN*iSR)(!4%4~i7`*+buGx72W<9(7hIL+Ui}Fl@}FzU3Gzym=+m zCnO+>A_v2O%H$gjEUU0q%q9Rq5qPcS^IU_@v>W|B6*MrEDYU$^8LW8q!VM;Vu*2$0 zUxJ9&`-%~Q?A8$Nu+d#uL4Ey%$rY4nPc!e@=7vg#g_+#-ufQVQdmUc=wwiJ2DgCbA zOX>hD4?jvjsGD`L!JshxHU!ia7BrjI?d9cwP2jY($j|prn^^fy{lS~Upfm*C{$3bc z{tR*|fvNKtwAM-tg{Bw#D3>96=3)ELp@%~bCB1g@4pKs5HH5URVAe$ z->MGbj}e~WBQyGx-ugLmopd4?eL&##0jUMz$4#_ju!CeX8R(kn-O`S>-K!plVcKZC zF*w_zD+ML}Q4GAW9;}dr=5;N^e-M%IzC)KOc(9rI4^G}moIYd>(px=MB;nxX92Fnj zRL+gyUJnw7*i$2@LMUQm*3~Vu4W-A9fPs)V@P^9WzVQb8q8$jM+e~(+BRHF$LXn@4 zILPHhaCnTi$88>S4oaR}B9x()JsEzGg-unkp;+>C7j{oF9gclL?^06atBuv-USM6V zgAVGLW|qM}$YvwCOAl6nc4Mz(6aCG(E&=}%0^u&4HBYmeM60Ch!h{U1T-J(3KO4bY z8pAs%k>Hv1?>pzj2?gsnJ19dVMQr>b%z)Vwwi{Fxij?;v`?WtcJZPXTMk}-P2>3*_ z(8qR|>niXZ(tzin>P>M@>7lu72ipc1_XysT3p50ia653=t$il7@@9X1TdZ_tmew#h zwhaO)X@A9Px{XZ7f!=nM&yC7`q_;`ax%$^uMTGJPPAE*v4*W)HpgEw=v0mMRQE3s3 zta92{`q~W}!jLI4pILj{)2Br@FgC*Y$b+2)eeyIMxc*H&Kjcw^yUJxE2 z=Ny1Mb--exBNW+>AUa)qMOnOq3k+Y$M*k>yfZnKIYnO3 zoLi*uZp?y>*~ju9toL5K*)NN?ImCW-_&)DGxV6)o(0$HE`v0Q0Ty$zQys_~5@@{%{^qj=k$^foKbIK(&k6MX zrq6y!S_NuKTfDyxuvjD@6yyK=5dJ@we;~+jm~ey2p{R5h?1+*VXAyO)_QL_Ds0Wrh z=0#-?)nNpbNmt8Lu*E+|nW!bsKWOW^SW8l&0|zLf z<0UhgBQDZ8RC0}lG7ArBQ&+Tbts#%M#$e9niAcd~G*cIv+#HBi!~=|BVk7Vw75z-l zhY1oA8R}0vC~6m(Wh;sh^uS#a`O#8QzGtWKnlWMm190RIX<_kN`Z)vE5r#^E**t0K zK~tP&8}szE6!1%v+4s^5!Jn{`Z-D+QWF4v5ct9YbA*=?HjeHmgs4$|0jxT6c9MXG6 zaQ=}J+1-NSB@{UYmr=>VgfT_{FHQkw1>=R!*L@K`r@$&d3WK3O+-q932y!NSk_OtM~t~_TBMZ@9qC5QAt`>8L8}qWRIjlHc@1EvPnddm7`9} zEHhh$qL965AzRs7c4o*Hzw7#(&hPv9J%0Dyx$lqf<8l6~4xi8a{TkQxyq=>x*P_cvlw{WaW!jzb;p-_ zF-3^kn_6y#z-c8PI)Mw?RVDUGg%D$GMq=^+VDerB`ZB8 zdfv5f_m21LAF^P*PAmcl5Q;Dv7!CG9Bd4OA94E551M+tIVCj7fe-BgXK#|}(Zy*3d zy}kuseV_ahr|l?CfZ2tJW|9sK&_KM96q0te7gA0z>^5_fLZ#uu1|ZB7fEZ`%&HdR; zkKZ6&WeUtN-ACh|-i(BHYh>x?u!qPd3$8~`j@MwnFDFc+Bmu2pFm2bDmTzC)YYfTJ z?@D)ukIas~+hGPpOp*aE0hGI7aMdN}P>#3Rh$NHQTXR;-=nDFxFCHM8I=%4k!xXv*5hNbFwAD3Wdsj+|j6 zohGNYq*V%A0zcC5$vM+pDY!@*oB)Llq31JwT{jVqya0nj=SD?-i&rZ^3D_snc}?Th zh1918hsTZKw0u;6Ug^jjV}vSc3heKk??tJ`)APCmz+M7O#QJTPMg;J>z4(Xj+p8se zUSlMkb&k@sywnj;Fisi2B37I9CJRnhJL?~qpqD;&Ij8Y=aDLY99$abrTpe8g6!T4L zGP4boqI3aJKBsA#cDX0+_I^UIF=*#6y#50tw9~7D<)YcMGs9yWq;`(cjz@Y@7Sj|8vdP%VAG48WI~rR zC40V!!L?5^SHTFq`KI;A-~(lwPnRw4`Y^7+xQ%Y?BoirlUW^lpLUWDF`YFODW~F}r0&U6I~H$|D$4mz;o}n$WR{f^B(NVXIxcKUykBFEu>B z1VV*&1KtHGm=NQ2 zRX88>^zG1^+Ybl7`8g)T#DPRF>0=(AX-jKewf8oSF*EOZZCJ>!vL!H4+T?caTI#7T zI-xk7S9x0mcbYFOu65jJab0EDBW8V^#LRoie3?r#j+A~&guq}uWwIz6Sn19d&+Pq_ z`}Eo5kC4Gy@OS?;uUo2pNH!%(6i27L@s);JUt$ zeMP_PYg4j*xQJ%e8>lTbLfny&3z0R7OadTh5$%6?>QYMKoF|MYWzt>_;{*Z*E2#LC zb4XDdH1~eXU{kOQErInQg6I>}s14TxE&_7{VHt!aEYr&8BCWr?c=gH~j0t6nwtwk= zf_~F=YB84;H>#Z1mU&-UL!Lq5(SOf&VAg%dGyR4nIg$s`)2Hrljdo|g>u^Xdb%0^R z>Ri1Fb5Yu}w2tT9WidatF05pCo25+OKjgl;yeGqGL-d-%3Jhhw7R`6p9RF>+z!m;r zb%XiPK=EvP%F^0z`Vt&xZ%XX`mfr2~{dLgN_6^6E-8Mg<7?*ofd$ax1d(9CE(nHxR z6Ssew?7>hT5X*R4&9k4xi#G;;Pl#i>Gp&@L&1M85FS$smq*j0dAN{RoIk@O_>OIQ? zj&SjPZr?wpLV60pyq)9tqWs&^N(51{M*;qC_|hqh`lM$|Hk8_kM|w=1L53@Cw(HJ9<9zimtLds;>*$QOBjOM2dPX+ovlZ; z(oNnk`$x*EiVXzfII~ZG(pl^MH;Ed;Re%7Sqn^!;15}hDGefmDkF^SCAPD|6%<2lQ zw58;;tg0Pf0S;;S@%ld$`oHLwIG?^jRkjwNObl-;%$!%VRaz=~N@imdwEGgpLE zLHpu}ic48?=iP>&g>Ro*`R!Y0t`BwXjk*e zyu4pKx#HnWza}v6mugwx=G+{ylT*ecDoDR~;rGcDtu`9IHN(rkVL$);1k>_|vQ4Uq z+}54(lvf)&x|{#{4YH0*)c5AQvy(rRFlc`8NmZ@ThJx(a2RBadg>8FVZU_Wk^B^YiW8r4G!RTD{LI4ZJspNa;FG zP7wEGCuj5@6uTQ~7UYQknC}_g1mD|- z!qs8n%cq2cg{n_|LO5~K(m=(TaT`a)qdqnX0VgFc&{}@HoKUc}TK8khmml|-94_Dh zpOR1HYXRnrqCGVSOnWW>y4vN!3|r|2YUJPrS4a$wcRN%_#13pkeTqJuOxf;S$F5(L zy>%xqFu?k(ke+G(@A9{$Wl4pbFZ(t(@s!I6f8Jl0M)ESTxl#Ax^;zfWHRppW@RG*| zDQ7EmwF{euilgoasMEHnrKcJ=RSG9hEv9hv#s-olX0N!pw;Pq;4U$@Gzjed#Gl>vo zm=$f3;g=c1&#HP?b;-m73ukmE<XP65TsAuAeMJ(?c7A~#=l(_Oy)W6(!xZT56T zV4C!Fda|`&zuE6M=YQATHL0k*f3d7F`cX#Tj?qos)_>`xkFM$5U)vK1Quu>xt~g!L&mew@sc%hI9MH*VG5z ztpp828O(>n^G?@HAzuvhXNsnSQu@7Z3Xz%pTv#vIhUr38%4k!gO@aAi#m~RD1^dQ6 zIXZ4$agW`4A3w4CK8#&0%Os~+caw5}74tKS*_)Y~?@gXuPiwPn4J?oXUe6hjrG}5+ z76L(e3$SX{hw^~~Wz<)?wD!0vOQc{Xy0uHVO<|Hkh*Ov>H%MJYAC6j~gee$+#jnG9 zpzbpXpzjune4lz}FtfTkPZm8WhPWFff}QPIZkJC4!<=1}NuRT}Azb$eh>nJ2tE0S^ zVZPP%B2{_scZ6HvlLXBNL!fSR=?>AJKO&5fk@;dns@f^jnhMVwS7C1Nq*XhzSP#KcfP6rMC>u|(wi4`M66z}V;1>j zH6@5!D@#<}sEISs%!?z`%%fEJmI}b>wc8{dauX8|&4J3LK|acPB%xpmNYqgI3EA9| z?}18Q)yIrW6jCV~t|3G5-`YJyFFmIJ+Y8_yA7ab^X+@UO_-ycrO0MkAPzs@KyxM88 zC0;JD!YPs;feSY51G=hXdyfDlAnVf}1#JE(5CC*p2mmh>+N%O`b`PA&2t~#9)Tx0+7lu4g9(8;&(dl0;ovZbM>A6gk zDmzk@M>;GRPMZRQwB_~h31mRMp-PxKOtuE}p161c5as~YmuL`p3-y_cfWReCK)%D7 zCwD(KkkjvS1wNDd8A@Q&2^myfJW$MA$2aMtw1Kfa=WivpYTBa>d{-gYMSp=c2s154L4w_)U^9Qm|v z)BOaIY}?oTlp!$Ivi@{9@7h;&+tt{wN1Go3mAwDdg%>a9a9)?ZB5-{iFjQ+W`H&KN zj;!@{91+sctpJ?Ok96S@h{qiO3~3WZ^>NFF7fkw3OC~VG9Ye>juL637f5(vSg8t@q zyaDj3Sks|^>Q}NIEdd^&(4=srZW;B=DBO#EA;l{umRm8&6G*$UzPpHBT)5aR4;FMC zH5VJmIyM8Hng+!U7&>Y6!4eZ(!`AF@=R7MHGF^ppb5M^Rn!L@7 zw$e4E*#>%mqjuO;^607x%+Es8>`hqzDO?)yvBW<-b8TpT$PvZV%p0#Uc=7u;VD?{0 z?S=182ZxYc4()ej5%1hmgfFk@6?Vj)&;1{Zt@jhw?nrKQekCVACXAP~&l zaU5O(O4eiNHAIE!Yfst&PmxT-%oQMN-NTJ^1~(2|p8#57zmHiwa6nPpSsgyy^ai;R zsOQO!qWv)nS)n^2?}YPl8MH6up!4Dst@(}koecbRknyo9-?ku_z-N4OC}~PDWOiSj ziPo5Ot99uD5&Fs3kb!a5Jfso;r&lHFJc9GEerJ*+fnRHUuM$!d`js85dY~)NMroa{ zs@L>&5M`ooLeAIt@U6++5XU0AH2jRhSK!~CD8F6-zj*}HzGzMR14rRKE<3Jx( z4=Bds0}BkJFnT3nZl&;as8T=C((?x7`2q6RFijy89N!hO+ZAq@I z&+p~QeFSQzVF-8WV)ZZmh=w0Ft}Z0SD+7EQHWILuSy~xi^DsgZgHAGPY5|(fZdJ?$ zB!{K-GJp4@F@vzCjIi9hm6$lrt{fJa66M?+(0d$-%>Z+c=tKPuRu&}yuI&NtsWA>) ze01W$(;>4u)QA4^Iw&60`ui=i4reI#@xi>afr%?z{R6ULAP7RSZ~#W`AnWF8ff+7m zhT?E7tQ%8hCn#ERNEug?3khMeFvgzoO{ikvx^xj`a;bi9ug>Oc)r5=isT`YaXo2|X zzSsa2Pb`HFaffHW0=d!Y&mEx`akwdew0o&3`(SHgBQZq&pMbjcnI5oi@W#=#6V*+~ z5g;TFVQb@5CdiJ7!wUdwM~h!WAO&uMSYHdJBVYX#h1rxOV9dIs1eSaKUBN?hxwUS* z$Qc-93U9gDOBH>;)3N*50r{ym(Y6QGAvK@45;n$V`{qreA7<`&x-59`g$`B3$96*mxgksVeObtXVe2r~C zzlFW;o>M-b>#+`?o%;xo#6=f+ZuhM&Pu7OZrBx2Nbj?Je4^9{V9g+||J9!LePk4_6 zg!obh2E82H-}NB8CECfnBaG->rfl4o zb*bC2Cqr97tl_@HE+#tdUG@dEWNxBND0xaPb9qVnqYl#sEUMS$sx9G=%f9crVs7a>iQ zK4&uU$18u!OmX8m#9gm@sIs1&(_sv)9|5nMP@^w*NQA@B3)oNnksMzQ3Na-R=2j1e zqTQt?-&abUxGkMlIfxQXxQ)zrUR5CSNCbtM|J_4yYkMv-wpFw}llAcg(W#VBCv2Y& z@*I(YjvQrrA{=fuaIO5V2e5YTyX(#Vo8E$`zcDg9Qv~_mxT6y+jstmvK=;EDQJK&- z_UdH$_aj`-BX$E9!+KA$W7L@R5)Qh%GW9q>i~b5Ooga0KAeP9rtL@LkI1`8z-vyJ` zO5>aU2Z`gf)fJIhW(7_{H?X|QDwwsD0{LeArd5v{zJQ~Mr}5?z40zgibK%R21bHc= zNl7r~p(8FE+U0Pk8~sxmSjM4|y|LOYE(Wr;e}99Jl%b;+cm!rKo(CGeA=>JX?Ua z@)YjFOv=ZYV1*Ytvf<98<(nA!0t)xRBt&0xnUP*VY6djUyU2%OV^;5hxh5vedBu8( zSYgUiFEaU{^fl%YBHANH`j0o;w_uc6GN_LhR)&rWegF9t4K-sRtMY}^>-V+GNE=)+RM=% zI{|5F1l}X;^ehA3k>=RFf{T9rKy6F1-o|5jl$I~=4QAZP{@5ISO;a`WXx#9kFuRBP zs|5b*3`9SJSzq=Af2kBj^%UB3Xirxp;{&aBqU5- zO|P*^%i{V5>20NKv#`U7fJfM;^JB#eIck8MP5xre7NM!U^DKuf6_(LV1R5GZBu z-Lk3}6cjWS$LGeS0`N2N0oqp|9CbDOe9Z|iP7Db|#kS=mB@UH{J#>1uCqU8?Q$7na|H)wSE)UPAB6%V5FdFcQz46N3AQkctV> z@K#73Yu|1aJdc)r7$!Oe7qck9-%W?@!(y+I^1?{^2Jk8rp2zS61zu8SoBe~DxYea5 z=mCwYChy_EQRca+~{s-U|?xJGHK)@#JDF!&l(DpI(wW7ZqJu6gGZ`yE7(fjEP zvkx$q@|q^m&kpS(02FyzP#`IOeS}(Gz&!2!FbI3B!p{W^e(HC&XG&TY4C5XpnL%mz z_Twwx+M1i5ApH-6H?yXWezj9JK#5OmfanHggJUjp-X0q_3v+*Knswt*_UPY{kJIf( zu0;w1_(TR;i7aLI=aT?^AfrWYydn90cQ~$>B0!Gp> z#hwc86bNK&R2NrBjaPS;vLuEt>7W#I*wW!Li6hm1wKS4(aOyRVj(O+FjtrfW^IG~r z_CJidyMYQHk$Tt=&Y-k09uXos(3n}WitoBvQh7Aw8M{2Dh5erkk{c`Rw}_Wq9!s|u zJ`aLLHneI~8fbrP3}2_T!Ft=jEb{(=H%2J1c5jf-TVmYVvfTql_To`6#gA}|0yrV{ zN@w2sz6RmPr?G)pJaTyb(B?2LxT!?FgW@qn6%+$D*S=pow^rC%lHttYjs@Hi7 zdmL*qBj{+HLKp>1l~71zqqo1E1eY9Gn)EA8!!_Xx^s2%2eICLCb@Qka(qpd<#yTjm zV{LVEExuG2xOCck0bKUUh(HG;6x~A%`4b_HbWMRRD@)DA1TOZF5_l}F?Z&Lo^*woy z%jA$drdxYTm^6)5Eh^3!h;>^hu82X5_a5N?1b_BL6C3bNm>$dk7c|TZohcu%B3&DKBmz1^Vf*FWCGOf>`MN{!|=cM`oh)9`1 z=V3PT_!1d~&@Cw}50*w#=(vxK3ZLzPg3uEl1K*H7;?#^z{g2kSiGj^n@su6F@{fa5 za1`~D8z+952FO${=%ZbL?&odd4r471E2s?sf>Zi|*T&`kNCUNF#{_OsAVk@(fA5*Q zpxHzO%r;n4T+g7+y=NoyN4lC1v&dW%@*}vxUwwOd3u|>S(#k@sU{o-$2ONg~Hy*tz zIz6}p(xg5MWpXs~^5D^L?gll_^LT>iAF?ybw$N(zbh%9Wpl7OBKnqmfy?;`veB4_( zU84SqtFp_ESWRw>^;WP(orad!C9&tkW~M*{tD(-rj=Uh@6_6kE!@#er zIli_MAu6c;f7*q{gRf%1RG7)WfRfSgE7`y&|9<2QV9p2{ezI%tx}%sHKb~pJOzaUuN>A{Y zlJTOA8x#kDa>I?_TW~j{L3#lfk6z9Z8zm?b3Esa0!Mb+5hz%^ji68a9aI#wb{k{{z zHg4J`hu)-3wz)9ddKK4xWkwrjml1H{IgPH>I2KVsWnaZmdnpF)^QY+%|Eh5MPryme zV;&WU0|Nyg#GwzLJcSu=6C79tVoAVr27_D1fq~HB>($|AE?ZWB6Yjk@Gc~JL=Jnq9Tl|DoOPv*BtgshL4aZ&BBJA~#y9T1~ynaU)74ZrvWFs2Io3?1Dw zAasF5Lszp06h(f907{9`eFf^V>wJE9_0LnK8czC2-?at5H8}?VuPrDHMB|@$`#>T> zRXLS6Fonb|>YbOlSVpkOGS4nMNf|0pQ&%8BU6Gxar}N%q#$UuDtA7zI-m@A3%kGS| z09K#@ZouH-xgLOU9)1M|#U(fn?%XvIjv8|q{ZHP-zxp@(B}fLe<>J6eBf$dCIH9P_ zi%(<|v$BlLnp_LlT z?S??v0~mkXitik$91ZWV7sKt3dDxcX(Cw=FP-H~_`ExG)F}PaRkU@KZI>>cygJlvE z>ta$GptqhR8Q>AL35aJpYAiRh5G&7X-TV>QLt+asb&X3F#nUL~VkJ3>!pg;*;2?}} z>~cB_J4GOB-BsP!t;Uz`RepJY@A=kdaJ0qwE~1kfWhMt6_lG)c15*W_!( zJ-OggiD$ziP?%^Cjn*i09k(*{BIqZTiY`JIlcL#7v~0MJ5f6khz;#%C?gOE;R<|C+ zziTE%Fe6>YgSvHkG4 zk52%NtYL%?Lctd%q0eaGFWJg_;q`tL7B>t4UuG}NQxtIeFWpCq86AcT@95}7L~lQv zgL-S5DI42=U)-oIk(k68KHW;bvqc51Gtg}c4TQ^pXE76O2hx^OxA{&wjd-PUiTDd1 zIF3MYqG2F_zOrKFQG_R}T+Aa9)0cYNVyqNP8m@=rhSS9c-x2`ppf$C2Aiu^ZFe2{`!lKqZB* zwa*5eaiU0{EMx@OIgGY%HjtI=t+OLR?z>J(>AAC51KYzag z!txUEv*`P*$mes1f=+m;D}I}j!{?RHAw}ofFE66w-BJ@!Q9d9mM%GV+*c2^7DQoTq z_I8G8-#js!ff0DlS4WewY4@$HodFv?add$opdvUqCh##}6oO*3XG1LxJ%}>HDdvT! zHGsd}B`b?F*_0w9Zg8s-Vr}41m-P`@2bW~aPEKEGkUvs+B55TGM38tx1{nJ@@iBuv zLz|YJ5zusvK--#RT`&e)Yb>K)JO6*)_ zXTaq$A8esqhfguL`AT#W6R1Hr+`Y&fGFqy@g9v!;fo5WBZ*OldL#LTxVEhKxyPmlM zYVI|9`S)?_AQNoaY0iLV>`GhCfUgb=Ue~DPXH0ZOi{>&@N^mYms~&{jc)vOm|9&+8 z^51-0BLl^9Xn&}n{_2QUvFEY*4uSL?$xx79MHMrQPp~M;l6!(Pnte$eHhb#{9#a5w4+60OFZOb{iA> zmVpB-f$+nC2KingJ&Af{rmPIu~r6o4HiJ1lea*_TA*9)AV{?KDqfIBEHT$wK8 zR->8F^#+E@#}xZ?yPicQfb5s2n{AZgAX!mz9( zOSMRpckhvMy}_EYuE`dDp^Igt3c&xPllgo)6lP|`en-wz*hfi{u)&6XekFw1m1`bC zA~c?6DFdUn3o!-XcCrxrdH&kqaXb$nF!6$o7ZXCoC%$6KnhKCP9ithMt>Vw~EQSla z1lKQj=q`cDOoEdi^KpZ8lf;Mn*K^*zF2o-i0i^!7E5{e!?x1BfBK}i;CI!%#=dkP_ z(h{@?p+UUkR;gR_g_CY%WqbaEMf>*&`Tw5K9)cce88IMP9oLDGq-ab5s7A;K=`&!B zp;5MlSewSbK2MewqHY5NUo9X2igl|`tHE#c#7x%yXAysvVA3sr4m5`Z?%A1DLnE(e<{C1oRMO4k|s`o|mJEg8Tr(lT_re#Y_|-+ETL^#1es zngM0JU*xttsC=!&lO`2Xqt_#J$3+Ss5g_ZMT*#hExGo6|!g{_m^={7gqi;reZlBcb zC2b2w2%bYVD#Fqos@(M`Gt}gy(+AoqpWk`)fjmP58($TeAp#fmQS%z|B5{c5L-GG^ zy8rfR!#;vW6CwL&ep2E#O!DaiAXW@Bd!$pOzljy<$@?$RoKatp>&CgcdJW)Cx3a)-|08|AM z&Df)CUtlUtPQgLQ2eZs+U*b;~XR1QJ0AYO6+qAZ5cuw_Q_z-|AYB&il647wYG|%i1@!Sr;@!aspH13`^k}PX zD615xgisKE3CyKxbjx7AOM@JGf}|HA^nJO<>DgWTUq=#r z`{7&nq2$7HuTN(#WH%@sF%CPO4w|5kVwWP;l0Eis#|K83{H&A`}?;N zvphV6xgmM8T1xx@(J8yQ->ccwTJ@+xiA`SFK%z~@S?PRhnngOs94wT*WNm&Ywtv;p zkBN_O49S3s&>BES>sT&DVt>?MyR(uUOk2cs1=jU|tWN_Mh`~wiGqLNKaH{G+?%+WD zm9{FR*@JVp$auW4urn}mtPdM~C9($O6!HjD=axGL76<`&+iu>rXD52~3Iv(Z6aC-{ zG-AdgL-c_4C!HiMwwdUkgQu~y3mv*CkN-IFBKkLvIi9-If*@Z6t1qdClCfUCz^W zFaPBhu<6>Eeo8^4`1kKW?E~&!?@BOmIwdhX^YahrZ?2vJy9TBo6RKRt?J})dUTc&^ zwMWQ!Pf8tJy8dEqrpI|Bm_Qux=wF+>;xblmbc+#;K2KbZy2H{_J(>&ICoHkTaNEYSP;=~_}9;WfWb{$RqORhG^@)by9J$6d!R zF0dNW(&~LWTiI9An9}&u@Z&lY^$&@;MDD4^OfRE}Hj$s-CjUA!ZDC?wW6(lvBSqir ztm5C_a&FIF{X-IsL82~=D;ElWH~DFC(ru70dp>tAK>cQ^CDwr+*<>qxUG218P_)4b zJt|`3y{0RgZa%8}SlVi>I zCRWEtMybzUJUz5JDHM|Q;BPMg^PKO6wFjkkDrP6XS(uP$h8#vP_?TbSoh85U>M_aY zxvnIG_XFV!!OJUjGaeW6&y&SZWZ>uRUzS>3txxoOb4iAJVIf8yzO13njPuH>kG4$J z$IqlXsu!PcKQ=0)CsjBSw9p>xZd-XG=Gd08&n6e)|2`8^NUfT@V&=lB??ZafLbS>D z>utgnJ}%QU?ru<2c)>Hf` zoP^s>UQ$-(|Es3|n_5Kz0vYVieD5GS>KxCWz&{}b*#CyN=fB2P{=*8-;dG4MnJYEZ zg*F9KvLK2TfeFGM%nC*7J|c*qBuNEHn{$FHWUm6Mc@8g+U!9k$%r1^3W+vLg+ZUpK zzj&94^pSG8?PeuAE@eA;o|SF&D;Y}F6~akXJe4Qa1S%ag(w|ldW~-l46lmx;^&=o5 z_O2(x%Q1IbauAoRky81{QRx>urWYCBm7Ws^UV;`10viiYejnY!W|NXTf+>&ZgWO{+aoatyMM z2(gm17s`9pd(B>z1H3U-gA3IuISa|tnY?!^$^y!T?DFFDYk6LVDvn6 zK~pnWOnD|g{EC8p83vw!sd$3etzW&Qe_E~5Q=}DMBG>!O3}A{C0cbm_`DhAT?B0(c zbMB0Z$-v!g?cy$wfM~Z15qly3Rqh|CGu_Gy#LMC`h(qWFj@lRmluaTeZF5(QF5!x)-ch z!T0_{!}X*KsRxl1*T8tpw)ucVu6XMz(FF^I$ahX?d4 z?gOmAL!KhnCqe`2_hYJB2f5fm`Ku=C3pv0RMP2tL=nl@p$}iss+o~!;OyErIpok+# zTDD6q^q{Mo{q{KsYh#%MQBA};EHB}t2k#R$E!$iqg&z6+M220%C!5n4(1EC zlaDV{XI#BEjh2Yb8N;)sA^VPu4vgSSc5;T^s)V{AZek7MR=gq|+PH+CQ{O@iK2}ta zOQq7GI{Nr=-Sn)3 z09z1ovaZD%M+^ZWSTn}&5wP0qL-c9FdDX+8GY74G3c%(j;T$R-Eep=wDkqNs3zY|K ziowSE>SuM42jNxJ@_d6%}Lfpnzq4i#HKW1jv|1P!b zxOxdSH8z%j9FLZ-;M++_fZ3-|L=Qyj?2q+CcUm4<2k~ivR3X7&QN>$nT<^~wBox{= zxw=%ho{ecFBP5Ojud;q*CaeEX)U3He5LB&%F_K>T15|yHtM`aHY%t&d;P7~Mx0F4z zL(A_|K`E|m*x}4~ySsP5g@8$}LkuU0TCGqPE%ho{X+r9+Az}4IPG^H)?Q_UVF%7S7 z)?pwM2G|$gk>ckc`ar^@auGbGG5oY(c^~Nf&@cqUjS6xt$mQ2CL)9KW|C%ovrNns= zRYG{O#Ppkj(26T>|xtjnJ-@6_FG^0UrBtJ3I;qmBSE&4}GkZ^OFX zgdBBr%t$yD2^^ZMz>tj{B!1Q(^K46C$U9kZ%L~i%24*R{Kh<*EyIBzS$MV|a^$SI| zdGedY^DleLj;~%FIRX-kluMQ84iH`5i-$?eQ|lG=F-^){H%v2@@0Soedi@X0tq`;+ zIGJ#ZMb_IquJLjFGlIxB6_kq+?UUd-Zr#?r9}y;_W_FyR{c^hUdK!VhzB2nTloBeL zs-Ann`U)(7ZE#m&(^S1{VJ3Pl!a2`mdQk!jL@>WV@-l{A(y*uo{5%<*KS)^~gA?8PJ&C2>Y4`#?}_i5a4qOV&UWzcd^tR_JEzt zF)})8?>mJNw41i=c_={qWZuK~u-Z|wkn&Ta5LhxJ<%Ombyx?5b@Gh<3c81zX=qK^$ zn1V2tex@lS=H&~JPBTy)ARUuH0z^vXac3Aru7}W2_lQg(vBwVRv5z9&g-qr_q#rgv zXSK9K_%bg};doW6c&SlNg{I1JcK8#E)bu02enl#dI%AL7(dIHp?^a(f23v7?B3o_G1$FNA+xUkmk@$f8V&6b_8cpga`y;x;7t#ZARC;I~w^nD`M6=kKj?bw3irD053urgg4THEnd#_JN$XU-ZJ?1Sqq)J(#* z=MACg1)CR61_DtSS_rYB2{6kWgJcb{J_ZsBI$i(_Og{kA8577tpAH)P;Sd=)xUdqQ zLWXE&mOP3inyoVm9u`>BgSkXfql*cn9U1o=M%?-fF(_{fWA7}D*uEXZ+yD{Z+k zNn&b^e>AthPh4-g|Z- zDV0!P18sC*ynZ+NqNjVnrOH@o!S-2@xMO_yuK7+!!}u6M-I{o7fYYqUGMf#qqTdgw zQyGAL(j_=1MD(fI7Asv&qsQ)vSPa^)Byh}G*Quz?hJ)6Uu(>h9ZFR_fl>=1pg$Ftg z8X7tc1j(s1tU%rWP;54Z|2Eo9Kr9aok{p_8*KuyVbjM&H!RPIj>yTB)Ny{Ojla1K__+jxE36Q#yO$_NK++ zSm2Dx*o|O#-6O7*6+qeQA5SpY2b|0Yx-0lp$&^vadC~_ggSU`p%FWrAgfy=GTQDJt z$+12_7!N3PBEm{4!Hs@5I@-mX&!GG4UjnKf#|sX0_7hdDdUDjgwu|dcs;wg3LaiLb zO2JFzgTf*eurvfXh@1Y7hORCHtjg*R261#U@t@Oc2D?BeFd-~PF+aha49Z&jIN=;O z%qjq)u864NrDa--neT(bkDx6eG|(XE_quWeb$Wf2^n#pJ(ZKh2#neF9b+LmY!jGv9 z*x^Vl&*&>7h*e6rABg@{wg1bvC_}@^H!|kLuBwuQnNTyv13SQgxC~SS_UtOrQpYC1 zXBEAobYolW+O4yFpg&gsq^&aL%kcQ9i2{b#ka68m(qICGCIa>dIL37%Bl6^2Qp8ir_m#7MUFc)yhOkae|`Q88V^r(Lvzpv zqH!CDKWLH2s;-)Nc+S9~<7(N$0H6C_a239u8gglsb~pM{pcN3wcsk?%}SJu}P`WfNckv z+#V>^$3V)4?5isBr1BO3&VdS;X@~Pm-NAOdD;Y{h>LH|W(*t;cYPz!qL!=Xaja(!gb)!bA1^aTQf ziqN0nDU@ZD^kCS)HdS|OM@fHq02+x}sYN3r94uP*q5drXVfu;4G*&j5M~lg2%`-@|`f`pZ3?+4!%$1&||AgM#k?lJBlIX`9JRYg?J8njF>dE^;&K$hkTN4wK><(zy^oCumNC(HQBf z9Vet zMSk^~{vERI@pNlLu~T}J zw)4N~2tE`RpTda__G#T_F8>i z-S*)k6s5@runR4^m_s#auJ&mF4!pjRmnm1iFI^*gE+}n9kpcApr8KlLA0uiU!8z1S zg%)g7J9Zu#25YqZ(lV*JR5{OncF<*kl9+GUbravKH-J<@2YE+q(-KPhD*1{fL2eM? zNQEPo>A`*lbGfra?aLU+hd6e&h{(tfC|(F1*|m`duFP(Lop%E0pj=I~3-}+>sbtg4 z#ad%DgQ4zFO!$GHyhzb59Ft*0pf?IsFvnZ+7{k5^cvNF(YY63P*^_(w=wVM?zF`*1 zq_bb_&Mew8rnrq;C2U8mQYl)hP+sOCCD(Arwdoy@y&76O9dE7d2DTu@5*W?Ypm8{a z&oD|%<~uZY(TfJ|r{_b8$(B;vQ6FDfco*LInE zzJY1zKDab}(1$$}O0sT)Z&3LOR-qke!l?P>Z}!p4dL7_agfX`f`p+TyjYr>h5$+WZ zbVatWQQrZ6@&<2B5{|Qu{?|lWk2x;2ZmDb&E#PDs#&lBaT~T-xu`r+PSjcT}(-uW7 z$^-Uu=sXJ0SY-!fntB3eT-6Ewlxi1p6COA7u-U?%H&Jm?;#N>nF+T} ziufExO`Y8zL@mKl64-3$?pE`AfQH%2moHhwc$$dEGSsO#`ATGHER|6-3*9ZMc(yT1 zNjkvI+ya|d;JNmd^lD*G9ttv>4mlMSuv0VAAV5qQfoG|bb#XdZ#q$n>oez^l)&UEj znsSjV>OBz=a$kw2NFv4S#jQ$pw=GSL{G|RG`)Bl3kIkMd3Vbyc8 zHM}^Bn191fILi?NA@)Fsc}%jE*DJwhVmljP{Sv3`{4LvN0Uv*U$G$YH&GKbLDy0Wp zJy~x#e!ntYUx%@=q4k&QrwxINoAH`>4zcGU0JL7LuuqzkpzNS?nlMAjy#=L64NY6i zs;^^#QQzpvf{!ArAbi@&pTtkBNN9iEK@u9CqY4z;)C~=py=Zwr+oJgaj5(g=<%vVU z!frH8NjIwN9qp-QbG3 z8+nsp;K70GQtxXUd0?z`ib0`za}YIy$bhBXTNAKy3_E)5_HsXiJBacq_bDDExsQLPDWZ^2L}$T`$7*MiOk-`|vIRe_KII$#PQ918Qd< zt@3EW-4$yx4j_%wa!^RfP_>21$)c&zk&!Tg0^(sJ&KJ_ovsx6&g>Z1?OjmICl``0P z2TKm{iqY7EfMcq?dsWyM8ovb)e$s;s&-%%EhP%?06sS19UI({Ye5pMdSWpb%I4zb& z2#t$Jx(<#nmZl^oT0U|T-sXQHbKvCYL}$KDi)RWkFBYG8;2+X&DR`LyNyl08;R~;0 zF19PHkQD&4|58OD7r|tA*BQpMuXDF4#fXtWy{S6hg}WG*7~r#b_JBdsBW^Z-DpLxl z0fyo@ifzZiLtVx$|KHUlzkJa?yIs0=9s zrQ>W)zrUio>QZ}#Uo)wWMh}EeC`Dd@0er$#Mh^&_gJ^wWA{<{D&QK+C(|)e0Bl9bf z18HF7xss4^=O}sZ!>PaP3?1t#;Nnt6U`1UDEfU4iq7&qTG8bn@8qsa}xdT}2m|IHn zEI1Y^~ITOgcjT$(WR%H_)&e)?F#ae{W7ehXmKc6kFB z8zepeD})9P9mVQ$Iz(PHG|(OwAh857WpW(LCv^H3UWf1)p)Y8ZsRU7c@0dMs>1{Len)!&u#+8B3Ws(d45Z!5_u44*po1+i z(4RYiY~<8>M)sUp(lUxXJ>XS+AG(^t^7r6y$dv`w=zAn@*nS^rBL}4yK+g%IpVvO=n zzCe0Fl;apII8&)wCn|==52+s^Co!QFIR){jbUP8GU{I+ro`d!lJc?0NL+ANW7vJoy~zVRz!JofE&TWrD^r? zyrE(Di>GyWy}6!SQyexZ5JgoU=Aa%W^Mj+z2o2QB!xf4)W2}VeK%ho1h2g?UfTFTb z7_rHe!A7@IyK*YPU&H7xJH>AB0S|pQL`YJa9DfUw{SQM@^SLMp>)O}W`va!9RLVc3 zx-T7}B=%C>$r&U4-tWGW_G$H;#)np5CgO{W4f1pI@5T;QV_bdw@H8yXD{4x72 zMZd-dO#5;_F#>i*Of1VKMhQ z!Z(!quoN)d_+dj|fZ^Y>Z+KxMRP<~~P;l|77q2H8JSiV*y$&Wo$eb*}whOfzq zFUzidL>(XnsSx~5)BOv83sX~y?VW+zy3+f{TxtQ)mLSqxTLtrb?C@^Hxpt?n`U{5= z8m){AsRMV(G4Nf>z{$jQ%!t_wM4^|>YnFt#_9!;Be|}DG8mVLyP9vvct2A+!cDKm& zXJ|NsDDq{?`2xU>jorULV>VHl1SF*<6rhqN!hA0mA{;J3isgOltX6ga##z43L(ygI zsQ?_GAbaoZ&5+@|7hHU%+QSQp`cl+}F-5NytX`AAj9opZAopb$OxakUcMs$jeUIZS zfmE+xz9ji6aL*|NdyvpmN-mUKVj_w<%)`N0A?u4!m z_z$u^Hvr6{@G1;YOTh^wfa}E-rBst?H<(MWN#?)Fd7Yu^4L7Fn!z52>Q@T zdRSQz0Ou`!4x>2^2PVTc=Rs7AnpQs(@EF|k9X8-iAQuV0kj@dCx!mRmx4GBLr8(> zI?=mw^^$HqX!~K;nGZOR!RwUb=*_kmG_qQm@^kmb3^1Og@>J-{Md1(o&<-6=Z4oC% zCgKmN!ydQj^n!zeWYo=@=$kS7N<{#u3k71k+p?vn#pG2^BiQ{`B#io?FM|j#RuAaN z`pkW8l`LAInG{FcgWt>1(Tg9FQS~f*EK^>*_&CPL#d-`TFD#2U9f^963OX^X)s4Ap zR%)MjRP=6vEP5IH=Ml%Y1>0T^G$*|IP5ga^i6+cDc$@rO1xH#Nzs|A~|^oV*|8s?!I!Y0y5(wF{{LTp!0E zd?iX^!zeeeuN#DcXXzMTAZ`ON?~_GRU{ z#}S`H$F4%S5drmv;=0RHros9fi%Iz}*7Ps`D&wq&DUBX4crZ<7;nb@@j3@LVbzz+T z?CfkRq$ZLXS;#SoYMwp23t~iSJDBbq;M&&-RHmbjXIj(Uh=xmg#z_WjY|N{c0Y)EG z?luj#1}AIdlXklei(VcWtr58^O6(5CZ(DbhH0=626R4gI9zZhCV6{d0pUAsrN`{{; zai5eJFdi| ziGTPN;B2C1+v>}loJ7=l@pl7GN%g|~LfBzqU&WS;jUG!&4zI~|;TqXVqLOp?&qU&( zEqpq{Y=ERGALI2Rnj?TqWa|O=DLWHO*QNAr3zU`#*GVcNdV9gw*-eK?_hIM^(ANQS z-U;Swz^_7=7bw#-dtXlGRBG6^UX3n{B=Vpf{)5DX$+k92&)fs47ib}h`2(yeVB`A8 zz5>QGCHY;m$v1$t$NYc0uH-kmB#Oa@9{}&8xbfk%C5)Z9K6M-*3(2)U{rBSdZ`Y@} z4aw}d^{F|H!>}lpa0HB@aZ?Z(A#{Ua+uy$mGcS6GUf_ou--U+fQZ#@8>fbIKHh+N8 zDVXbpnW=wWn6`ZfM^h8ev${syG}}&|Y@kNaQ+!Pbd9_^d@K}KE%ogY!!Z+UMm&OHK;V$0(_yZ!m7G^ zbBcBvV#1OYiOFhVMuW&$Llx( z4I2lN+1rdQzM{z}c&_q;+Xs%}!C0&WsLOpY)_g!nM+1ov`b7js*$A=8grF-S4w^o} zbSImHX}A%}hd!7?pM5!T;jPI_yKryfMrDM{%wJlaQ|$M5e-i(OuW@q(~(~lpiz{orx~IHjS-H zMA6KDuHUwYZ)E87sgVJ$KLw@Y-s}!LMa**0_Tmv4@5pzY6onuaLVP2zr_Ji?Xj3MO z*H#x`bLYvpxY*M@M;Cub7P;( z)6Z^I2CE5fB6?MA$>7ElE(dsW8uJanjb4C;gAvm9l&dRgIzR%2S$Q=yH5s*FO>?Da zaj+p`jv6C1ksPmkIRVr#ybx0X8L%_7slk?Tk*oWc5);q#*GcW+zydbOJ1~n?V}7RE z=B9xE)5<|TupPBU^ef@i3Jia}-~fV;u@fuwK1_3HN^*r6GYsQfSgc;f(bMQ<1;$<_ z_UPwy^H>rI8D32}@%4Dp)8ubJL{W@%2M2F&#FvDgKY1%qD=9GBUkXn4Wr188^x}Hq zRl1;a!9>*Zyg9&{N`dncCDi2avz1p@z5c>F&fY;X2tnKl-|WJO)XxZ0Dn{7mT^hWT zFv=<2);eehd_E`^P4(v&ruv?_%ui?=@w8s}6!8|CX?m!!ZEAKhB~C&bpLoMf>tLd{ zxAj>OGx)?A0g_w0@A9QlSjY^>sjKP2j9=F0(pNGYHO1`PEPJ5Q_d$S9 zJLEWon?P*c#viFS0>Q$#jMig05 zva{deBy{eBm(*Yo*!+{f*9y&XNSFh7*v zxxvr=SyFkx5NKQ6VD7U^J}l&5`|;6kq5fL(LQwh0PKd$itjS4}5<|vqL55(g?Wl)R zBO`CRw^vIHUm19B!5eQWcOB+#@#fv&A&e?4JQ?kbn)PrOTvfpF+Z2{fqm^ZLO$N^P zF*_V#!I)QF|GouRjS}~Or#I2UIr!8lSbyMF%10}%kvl*N-T-EZft3y40C$C~ch2)( z%t1scTJxa$h_tRJY|RDC6aC=jq>MMWApYqyQ6fRE|LE;o?WVC!PWJZ@>^VxkL~%|@ zBt)N4%k>~%h}aU8-Sf`v>es0` z!BWGup$v0#BN6`RfF;f(uKR~cyuL1M>@YsbSbGR*)t8}zYQCnE__%fp4;2_HS#(e7 zgZv2(HZtuQfewoR;dMxkQtXf3zY0rIIsigzHy_0c)pj&K*2p_cC29|krgS^eL`Q_; zAQAmfmB!3y6hor|CB~udi#h09)irv|fa|`YX-)C-c+Y-x<)VracEkh~g%>wK`J%tN zI4vYk9S#C#sKw}vX14jf?M){rd?EHeVrh6uiV}B$;&9CR=GL&ugMp8707|_1yJ<=u z(E72B)!d>nl1_|1T7fFvKG@pS2@l{tXUe(W1sM+?wS_r=i`9bRhdw{Yn4w zwQ6SFuKWZ+CPF#+&$!lAr>RNnqJ<^vuvg>RoDErpb{S<0Z@-Vu76(5PoKTNUPn+f3B~IkvO7?fQvcM`) zxD~2|&J{TfjjR3n9@;oPn9-^mi$VR@fA8Sx^=7qGjBEVAl_>}wBlczl;YXMRSZ78< zgdN&f2gaHPj7T|;f2r4yk@L2oY@s|+NL>t_Y&s9W5cg@JrSxY!WI@qCPbc0dx=JGT zWb;e$OUnXVYi)pa_{HBk4f^u)^Y@CoyAB-JI}7_{Bq)UbWM8lT$=lMGQcnTLLc<|a zFcL+@h^<*me5a-sXgfqI{QS9OY= zW{cNrBiz0&x2YZ>jm|bC%&>dR&Tcf<7d00z4Xip7|mfHv0*9(!;q*@6nn(3>t} zIw@k2&Yo_F4M!vlYS(fEc$~it?M%MD!hEs!$FD9GE6Z>@6l`cM>#dr0iwhJj+?8;l zKVwz7qQ9WiVcpsH8)a<8JIal$>30mI?HTVmO2zhe+;SPSW?8OYJ=QlJy0@(f#|BVM8~g2mfh4Qz9gCsllzP(Y@&z4gppqVODLNu1_VbRnrdFzzsn-0=1XGU-V4*0-J8rd{ z(d!js$~j{{SD3q;#qsxlu|IpRp#RQ#lz`Rr2n2N>92PD7`xlhl{_X_6xZaws2GjPo z3rvlFeNip4|qYNf%{IS(LT=uG}3rNeL+y;yl^$qXo7J9$~YWMKk)Iqw=NU zC0S8kzwPIw*Kf~Sf9{4SIW<^fxXya5sM?6I;Svzm-pZ(2-e zo1XzR9>Ui8j2`YYkmWk3KlZGV{)T?cRwkU@yDL>I)j;C*;#){qsP)S?CTYqk1J4?! z`zs{j{A@nz4*Nx4SXml-(-lCin-+0riP$m-E;Uxt89H7dab|uJwx{E?dLgQN23^*ag)zyZ-Q#a zp%5Y%EV~cGR5m?N<}DDNi}{hSpLt!R(=u|q$w>6?3kW~h zigpwUw*J|L{@1J)F!d_-bMMvy>P+_yDEk8hWA~Dy5d&7-2I0$~K5@d(BX#}gFKRl+ zDbxO<2@>Z_2Yr<*SrDXAaxTs=@=6vt(7QfWXIq57V=wl_ftNqNC;ZkARtd9aH4c8^ zZ|TooKFA{WvsO?eEPvQ({WF`}Z)%_toLY3Q_W;awIXnuyDWGA09@5xe;ygQ4hB@hB zjTlajo(VpkrzLf2MMv?|Sp?7>Fb zY{AtWSOAf|@Qd2{6vBsqRmpR{?$-Ap*qw2dl4}BCIP)pJ3pj-7(c4cJr0Hk!U-RRC z`mIAL(ExKf7>r3KYUS|`&!eLGF1;4);uD01a`JL({bb+cKaPzjU>7-c_7jdPLzzy1nWGH=kJpJ?^b1$V4kj+J)Zbai!g zDS42Pa|kmG>MYLvM(k^X7}edF2d$XH3m*|KhRo!Y?!l;6c0w3@Cf}i+HS@XNNJgtA z&?P5Nbh}G!VoZX2mERADo^epcRghU>e2HuSBv?pfnKg>H?NC0=B1u7Xeb|0q!mXh7 zzAUW<3x@?fy&Es=L*Ogm+;lfT5j=_^yiTjr6-os~Q*Kkz-VB_J@$zoRAyl&Ecq2eB zHhoM@dG4@}l5}>SoIMWRQFvDI-ReXxqK{i}-XG`b7}U2Mkp=sLKvu6E*n-h$g6WW6 zvTMMXJ_?g_J0C%?$AJ*=tX;X+zRPl?wYQF&NGGMhPvHEJ5p}2~hRMI$1(^(uz6$^E z@0S0kUlG*sC_l*t$!M5}48;*}ceRI2mv4h@^1-V3C#Ef+o8AqllPQN@EiF7%G7?=x zzk?EyZsgB`f-0bM4bP7cwaVv!Aob9Y#)jUcoNmUH;`Q5gKOZC>Gd3n{qf|b9Mu~Ve z{SNByEF|EA=7Q15v=SL*{bBCG2 zAY!EtR%_nqlQx#qh|JCwr~}y)D&Xoe;fhBopj|oB9yOe;fsZw-8k7S{{S!iJ-7f`= zt%;dy{{1!qSpc_1C~VDIi4M|X3^*n)S6fA&7$09nt0@OyN=+wyO~s#i0Hj0P@;6di zE&96VO5*>@h6iN+dewY&XO1{*hl^+$$N!)(pDG*unxJGaNU95=US~jB)Q>uqhG%o; zU_V4laXn*W>kJ&qn%zy0w(z&hk^1jp+a)rdT3C<=vP}K))->C%*Hp`37jXpeQa|4& zCvP$>kt~miLl_X-_=7$LG#h=OmUqVmlGlp|A9g6y8mUEXWz{}^$Od=@<vS281u+XP*kk%=#X4IWh*vJmoG8N-0>4A&c^7_sD@Ehlgj!kie?O<% zh+D+|hVAQh6s1KRUX+I!74oiICuya=KV2hZ!@cLi2dXwhWBQ@`eH#stt99di#_qF1V#C4qbt~>U^-F{^ zrDH+=({V*u-E-OOK8o+pfR?i#JaWeG=wHyPvpGn53*oDAW-Kv-u~9jcZ3la<1xBKl(PY)zqqDCeJV_0Ulr9dK2udzrbWa^-xIz%69ti~T4V@0@1OG@ zCIMx-7dm;+j*i^a0F@P3qI{*bV7nNKz0-K!@Joyh9bquRdB&8~7->T+hB2F_E znMH=s3|wZxOOM`5S~Q{-E)9jwg}ID~Q4MTT^c&sTioc zs8=l_K4L<0Vlp2XCfwQE$bu#&`>%iC=EgNj#nN!ZK}bxt7NX(1+9h)9MgpxE%XV@j;)9MXTiK~-5S{}JbxKhYZ-a^=c5*%9~Wr;p|*A7|5p z)58-B6WD}jLQr-h+Z12Kk_;^!U3B!&6DUipo`!*jL5@{K7lqZ+fOQ$FNs*7t%sf30 zXpZGK0-ALol)YxG3l^LtK1q^){nr1}Df@r@-=woNOj7c|?vxq(q1t4E)O0(%rc3|| z^oHd?8LTs*O@2Lu&VTzU+?HDbLO~$nA-St^FJ$PTLd)Z{!dMlwx&1?-);_=!%xi9p z(S}@>(^z%^DAQU)(z4+;c=F<-eD(|RI(9j<5DAo$NTAGg3%;6gqU{dpjwbm?Z2-00 ze~vu_=uq~cd9obp__3UJfjYAjvljX>DhJ)+hQv_R7@ttuOE7Q`{|t?2Q(^hG0OsQz zjnklnXr>j4t#yVKkLit5M7$G!Roezv(1oo6N*$=)>5(41i77gFI(VMj1}ctd`ic3G z#$*1>CpF);rk@>^1x1KMJJi_IBk~@?Tk&hD)0i-j1wrL{6YE}w$+)1SYWAiFN%)Lv z9wEZbAssK7-}j$6$sc=!tR+cPHKWv`J;YaheG$(S4Nu~I#k@!TfNz4VD36T=j|wE) z$h-=cS>Ms=zA_Q-B?LiV{g00LT&^84DKUs`gFzCYD1j}pmGmzIS(c2=(UI5VJ;%y> zz>1d`94!BGN8w_h*C~)xhb3?vKkn&uqUelqVbnIX+UNfS_u@x1SB5}L_CJ0@{;Hh_ ziR1?9y}TURqB!pdz>WGWZ-gifl1mg-?a`S6M@CpkN5+wi8N4%+ zZ_5U+try&}f^Yl)P|pvI#-tPxcza1@CN^)sJRfJNvovBm47UwlCl zhJNm?F!9pa6~dyWYT<&$a^sSGd~WWU2RoS=fqnRReQiY&BKTf|Ea}RXE3YFXBR{VR zsFuEYRR5HUfG!n>!zkxx6XS~yuo%3qmko(^O;_cG2A^$(c$|LR52(ta)Pb4PU6{B{fE_rR9uUsG3((d?o^qRy zsKGTBKC&R|cXKK-p#n+Wa#fSh!Cs^D1Z*3^4x`Fbjx^+4z<3y{kBHdwIyLpA*j&8) z;1iECsgP2t20{T=-GIA2uB)O5Qe0oG5O;SP(d;@_ph-_hXE|3x^?$t#{`)pzv!r3M zC;3Vi9O_TLo5hccP(!N){;y(hm|NVAXDv`i+a*d6Zx2czR?zIV_E^!J=B@t zihV_UR(l~|T@pK55IHczjOj59V=Z@nb>-&f_68mB#V_^fEkeFo?PP+~A!C=b=!}a? zOq2;<2Q$l7JfxNB5&*|P2>E!og~CC^yBRV^L80v5LMih_k`!hVD^HEH4*t$0kT`Ey z>!4`yf|d;Zb_l<6W7S#t!`a!nc4tTxPY9f=apZFo9fGKRTwEO%Klt1Bor&SyJjuZL z@E5KJt&HHdT?fLpa@cTD8t7HOgY)u2y7_hOO~(qj{^Iqj^CLehk&PbD-7kFeyUIia z6j_Tk#$rlJ-!)a!234rcyD+BbGVm@r}05(`Sy@Wt=xEc^}46`OF_=o4-nqsPC< zOr)x$LgO|G9S<4@`@m}!PggZL2y`W-V=eHMV0gTeJ@FG?KL>)0@(GYMhB^oXO4~FI z7PMcCH{+4(u#@%SvL0t_tXqPgr-m&4>2y*pU z9o~c0RLuXb3Go^6?HLlb^lZ81Ph0wj0n*2n1L4M+Xs!;WodIe zuC}lI`(nY{gC z>zJ@r-e6!DN7ZDIakzs@txp2r8$SgH(eB?P4H zsOD-9;Wzx|4EIDF=gVf5ClZ!~<#8Kz5s%q9^adkp67Dhk*{IuY+?<>V9B)wHqiwv7 z8YJ)=tScDnn6t88jK!Hh^C$qAo)}cf6ZPyzYLhElha}DZcF%FHPbLuPAO^2{ktD}m ztayaFl~qBl^@lIiNBuZNG4t9VwM6v zBRhtm>x>=6=1b<^0z`r!6R+m}bVeOJ)Z(Ip}pQhLZ`s!d|2Qv`PMbAgj zYGDRFaXr1CJYGCp?Cg&`R&qS5M}%RisaEXn21!7KWeQdiEk^)@>x^Kh{%(dbL|HYh z@56n{C~mJOcroX{LFlFbVN;@>=gqcZMhXul^6wZ4)0hQB#C0HKVtR+kBV+`PKJV@< z(6l=669mdWZz|7BIKj2}KYo1#$mRXUMu>7zG*ogi#mKeqCgtca^`l&$(I=V9ymMNcrD6)bkqZ|6yB2sX;he5-F_1$ zc+=p{5GC^4*nE>FuCXY=bJ+*#=Uj%JokdUS;OJp>IQOy1({yI~ZI z-^HusbwP{PhG&yZo%67j@aak*ZCu;(7oyEyvJ905 zC5GvVnD{aYTxO(LVdZ>KeFRM3bg>ccx3yr&KMk(DQ!x7#^Y8zaphW`fGF4~@xmC|( z?d3C$+D7`t^K5_>N_p;dhXe}46kGV#6J`iA6i{ zD7pi|tlv6B%_Ly)2&o|006Fy%wqvwiN6oC?`-fy`OW!5lKDrKsoz~H!JnPZXV*Xp= zVPLi#odKRYHS8F!Z)H%>ULX+z1mjK=$YUF^_<^Cwukkj>xNX}EgUWDmjoju7*~c82a7T;g73UJS8Ar-4FDQ4gbrtR>`LFj^;HPcO$gLRNvnt?CaSYBp4! z=5PChm=Vf*dcvrzYTd5ivmqpf+Y{;J6czvo8Zi~;L@SYl=kFkq~JjpTsA=RzF4RGeRlK%0Bmdj4L;k|MiTY?aha#D&5;rIpQd~%a=`c3zb?%v4wYKS{hV~3&xZ1~X zA>{xN8O4@|a=sYP%maH})8tl9_aaz2)&vQfGE>nb%=ZZjIJ)G)sM_Ro{vKKtl$Dj= z2uM42TX;t$cX7J_wIS)+Y8&GiKk*j6FR*xz8F@7L?mZUnF#Qv12_Cm|hQZU&6G7IK zmhG8NKwDJ`-4E|y8f=Z=sg|^XQ*0WHx1sNxRaN+bb%+Z z0(Rm`_M;SaA^e;??|y#C|I&v-y>Ox0r#}jM)_4#}(Ec^owjb+kB8ol2JiCH6^S9Oa zk!Op7e!* z@aI0+d?jM@?xMzF!VFwf*vW2XBsUOn=Wey@?a<~g>;#1OB4!v?fe&R&0i=k~;%rKb~tE54pP*F&hI(V zur`7yEqh%lzd8+QXV5Tg3o)G)@*c~LP1(@s`oN@C1a*ennQto8^7!Fy90^Q{%6Tv$ zbpktiA2g*tV0nz4&k};{OL}~mL5S)$8%4jS(J~nr9UX1^f&5tJ_x(5JwlFw9o!e`N zaHFeHmkceLC-lVN8Zlv*9ghn@2xmVmw7l~vX!b+^GxC@_q}K@szlEJ)GKi8EAuOtG zplG!54|oMoFB=~($?TvEI`Jb!7EBFRWN#_kCz@o#ejxn0sRLFdN8_ zxFL3;u6@U8WfqS7Re-=L*s~SLXE)(<8uGfXnJZhSnHP(rqen$rCyO`Mw^AZkO8!a~ zw6v&_6kkPxOaXmBc_Oh{FfXN@`Q}7BKTqC(e=ZOa^?@9db)MUO4K|Nu5$iu=n{4G^ zaCO;Jj+vO(83s=v%rYSH$%`W+??zbf`37G z|Ni~p^C-w18ZtOX^tV#!3Fld2A^9xW*Q%DFvR;|m~kg4)7aVBEBDo(yAGj~)5GE$Lc_|SMc9ME zms^ZDZV*!-|fL3mEan1Ue@FG+RC32 zR}3e|vSt<0BNP0~XOtyM4Ec&$VS(7xO+i6HWWD&Wk5Zxo#etU=pjU3{hDGs~|F|^= z+f)By0sQqx)5 zuV4$y4d}2O{-E3y=>j0L1PLR@TonGKJkT6E3-c`QmX3Vb^!H>RaM=pLWk+TjE@LSv z+HV;y0_))*GVDgjFv4RCKRF)E@C+El^rpX?vT+8H5sH_Tdip?xa=5>LMD-6q+0tDywC1a$l;)vKx<@C=(IXrBzo zx~8I14lTDHrj~+l$O#feHtk@s;%gkAs;kGe79ey*$=HWzTAhYUWPZNkN{h&^BonHU zZ4^9Hp#E9}0&C}@`Te^)e?VuHS?af9-3wgJcWIhbzd}V-J0sAII@rUpkO%PO`gCzSsuq9DGQTY49TN1IrMxhC!~obp|ANs zYLxda+>OIKDbk*v^goKA|8s zv5QhtQhf7?fG;HeQHnf@4kX2#xHxuhuIug*$;Vj`8k{ZJ|b6_|xx5Xi}Wk zEE)V`J2NdPQXQgNW4QB^m$ zg)K9_F1w%<=_u9YmE6)dc@ZCG_LMr}%|&o}&a)^eyc?YbM9YUrYKH*Zf|jzrGuy3f(Mvw^D)*O>IK4d!z%@a%wY+_#VCb6(ud zYMK`1WMBSkV>z7#EPnMQ@2=!uH2qe*9%^;1tX(Z9O*A6N!jd$5$4`!t17-IwYEG&u zCqAC>rqi6%rmi$5xJRFjf-H(^nxN+?o}WhFZvNp35;O5V$x10nfjI`HD`}^ArzaMZ zh6W!<*i+J8yzz6QNk74g!BQ>l>pLcrrQ-^U3bgN}3#`?<%Vm33bo*R3G)1)rawK9u z_T3uN^rj9MGi0>p}{-d{4e8tV9 zF=9;+O#hNjbIrL@k-Db7@CRn~1noNSPQJPpQa{jgHzYM=chG7+c@qCoKM#_P<&NZ~ z905+qhDY~i@{E}39@0afiB<}Ma zuXJ+C+%HGE*tW$S9!TGH)IC)PbsH5>p~u*FB3)5Js7@WDPUixNRu%?Hi+O7@V9 zC4AEVRKVAF^iL0;Bw+Wia;hG+N zKHDEH8+#A16MNrvb*H(->SzWokH_?^3|lSVy0iK38$CAQD>AHB+{hgmbaGkq|Lbje zZ@i6}=IH&6W%>bqua{oYg9$UvRn36ufom zXKZ_a)#RQCvOc@}Yv{Tyb>%I>#1)tFs~sC-9w!T4y*6HOwqnm(e{wEP-HF*AHtP?OmWO^kK5#FG(ed+x1-JDa8ry(+ zlI`>RioVWtxBU$ASzR*bq!D!HviUi`a$!MZOf%K$>Z;pZXx7VIR=;AB{=VKM`i13~ z;+qSBcl(oMItOAUOiLt-=hl6{T34(*H=nUDQMniyC=ub`?lH5(^5av?l$({ZjkkSKH39eJ(y1H2omP(P=6U5h!kyR8eWXQ7bnpKE&nJ!+J)U29OQB7J{sxMuz zkm{h{+mtt@LZAy>FKC(C(0rO(rBArg<@n@KR&&l9*XVi=?p;Ak+^M=LzLr_Et7PA$-0-kdE!gFBzOI3?KaRx z!u{|+uPgpH^@t|v+Z?St_?PchNbYNP8${JW}Xdxjt>r zDOlkk_9qMk#AqX-XI331_BY;aSF0&AtM69h1UebIO56x(=$J4aK_D~Ql*<8YN00bf zPQxCmRSfD=J7`zW4|Y7@+084MW@7gN1Z7AaZdK?caRdcmGhkv{a-$de=x}Hpl5IW z*}6n1$-XaowBaflF9bQRuS`|^Nxr8KY6Nq^DPu^loqnF;dNf8R_>0w$#p^9R7Lidf zx29v^&yfbA4U zF-C!f5T7<^)V;oZ`4V!s66O)$gh z9CEnk!Ti(lo10QeOtk<(vWbcP60zUH=?n=6zJ*v3C<-N6?8$;WAi}y2TzTfHKQL(( zkm25_49Ces@BBe4bOi4`d;4Z>Fs&^5LeON2;S-4(S)-*RLQ?_Zyr9{f+DvAzvI-@d zC)2JVQD(^0#}p!wO-7M%`kjGf<;H6L#*@*}<&9+io8KGIxohruNFLT`MjY9lfmL`! zV@!`e1W4m{SW;cRE&EIM(l~H5y&oQQcM3hVYfIf%HUmiC1`+B$J5-wxbOm;&5P+)t z7+*!?kTxgC+Oxvzm=yCD^8%38w{PKa4xZzS?`Dr~!BP+P)-k`}yVVA&)v!}c(BYf{ zFXHOBvA7p$BYhYueXL7Q_xccr~$l)nk?6V((^DPkYT&AVcZ0!EuN zz^#tAA1o^?vxVr8a(Ecwud9V~i0xy1>`RSdKcts}FX&C3DA9Lurk})IjC=UOy_wW$ zR^*wg1Q{?ks;WwY&PKZe-nzZeyd-ia$@cXu)!ouVb*Il+F!Ko8ZzXpEzD!Pq&iqnK zmrP_ZgE29Od38hn;qUusP+4jwr@2j9TKWi_HI4-`BL3Pu@(>oBNqdSU>9_)*6TpUN zg$Y||mPUCR9#|Y4j|c2wsX5gOZ-E|0_>S|A{cqLdfBua~h=Dx&_9&<&QyS;P?Cat= zeo5d@B9@C5&hAtw4PSmBrW8pYSr2 z!G)x*e-c*5m&F34J{xLFDuOv#4Aec{w(o!4{_(~`W_l1!#wP?5pKt;g95xD`9!Qu` zPJ9zL1`j8s241m2Ej?KfgxiZ}@P6GX;%mTAfiZ9aV^bJjR1lf{@f2uNHt`1FiuZo= zJ^huW;xi$bt%S_Nm4^ZnM7c17v(yMAYK5=5s)!1t+I*yANO`Yr-lVaw_XAk@s)j~L zNWk;!>0`R>X?BC3&{$!_fLIhb{y2!SIrbEAyEFDsKao-Ryv}_KH;Hxq=6O}G`)0-$CAtn_2Y@9|-N9QG~nuW+- z-X4udL`%rK)|pa!8OK_ga%Z4Wi0`)}KC07k)42gFfEYb0h~D6TnbnJH3*l&}!J2Zf zSJ2^}A=GjjrV+Yfpp(I9Mx!ylq$m*JRR|U@)h@Qxy9Wlc5xtfn$e{Zm9h^_`X8?8} z<892{3b5xerQkrigrvdco_MA&Cf6GTWGtHKh zRDUD>G&a%4BXNGL<;3$Fu)m9+P9y{SYlQt3ha`UE^8}+kmmT+FTvljO@$$_~@MAiC zfAvsN3Bx8$Mu(9)hq^gH09;|_Bxftz^mV#Ix$ooe?;o~=S|iu_j0o>HQ|RHS73|q> zT{wNIZnc&GZCRmFt>euuu0Bp8YFR&W!l+Em2UgeuN8;h|a3^!fm5j~QJ&Lx|kN{Fx+%+wN@oFCx z#{(HpUYu2mDlaLMQa#zQ*1973uU`_(C9 z=n5x*EzUxmPS)Uh zDFa-Ut3Qq`IP>_8H!Oo4^OVDLAU1ddQK2a;|87drvRTu$urSy4BFN}${(9|QU)9cF zEP2f)UtjdMfXt*z)`^(Th8R00Y)dpsBal zLns(TE!dT3(8K|SNh*MCFsu$(|C_15{Ul2q7#i`0$D+q=!Mo(%_Sm7OV=u;S;5*hw z3%V%>m5=w{Q-{Tts^nv`S3uL zBGzUOWAZ4h*XxBUFa^k1hDDqVJ-t#u2PM9;c6(5ZUOjecqtjFGCE(|QFYK6R! zKDZN1=WtT5(#Dw^H=}qF_QWGb>aH{UWJDhPzR#cD>ZS!0Z1I+3A*yEje-PbtXZlOT zQ1C!B#CMEIdTu`g@A@rts|xj7(zWK=>bou!^ms$dc4C;8r)aT{o&9n)qvK6lf`Mf7 zrm;5fSeVT@pkqf5H3_O+z4|ny9fmtiPWtyCOjXWOqoq)hiIV8nAo4jWF9!3mq9q-R z3j3wa9tbWEq5dT1%bwgP08E0z2)mtbn9zvNV>#K35(`JRj3-Z{4;%e~T#gbiiJjI}7E}G9uxtQKz zsELT4C$sh9;^=x0Q`!fn+tJ&00<(|}jTL|e;@gV&R05cmc1N^>ZN-L8NfOMJD{~#N8--1;t67cVlCp)bw3(J4wAljAO??%ZgM^H(6VSdt zRe2vstKJRr@vEx4wY=n8f3ZA#()7!lCR;BrFa4Sqr{aaEsE|&RRfRi5d=wF>V%CUu zej?vt>@^5nI}EaWc}t``dC(aJs{C5hERb;K!c?&z9kzf(sF;TE&w(0C3l@$cSLm5B zM&lHOtNcZ&WE8Ma>qH39V|mxZ{PHKo$si!MzhwJC8SPHAyTAxos@Bxx$DQAHK7#6e z*kT@XlW|64j|f4?W_m+s$96v&1lVf&`OOdh>+<@Ck1;e_oo}P~^->KO-lO|rdTq)> z9Mjk{9=`c81H7krAu!ymU^O-ljm#;%kB=~)8^OlL9qj~E_|it#0)fDvBnuk#3OK}> z=;-LO8nd0X6%}dr9Fu#3f^~m$$qL#{5-^&7wb3K2)bC9W*#uEW6)ku-hSmnu&tq8x zT$?h1es5=|YVMqmFuk-BIJ>^sf23{V>y|Eb=(3Sh!CI!7=Tqdia!FlXJyA1W!W4C{(0E^`-_2xU%OFWky;%*AWE0jb#x9O#Lpn72%JVO3AuLm#aYFG_f3A9 z*ss~MtTIu-?d}HU(53W*m?KOi=u8N&9J<@v^ybpGVhrMi3-NH9p}nRgjkG6AK-bC8 z+elxrg*$L?oNbBUu})}s01T(Zbg}K{Kr{fL*3gWTZ$#0~$U%aQMPu!dnM zL$9+Jk1@O|h>RcHuMZR0Q?`8{7gIKtQ`CxFo$CrM$#8RmDh^ke-^q1Z&cD$2d3?fs z+N)#q10T_spMfF^pNN)`V#S*srxmUv)`}Z(gBVk%XdlAJ1qNjd9ro|yI_UQEb6D3} zA4BmYw1hsTm1HZ>#%h?~o|9`;mD%x21zP=(ytN7#C{Mf^LDgkHA5415_kgz2GxdUq zrfqkLsZ2Lt?#er`hx)ycRHNZ|6h07KOdt> zl#{M!J=ZR0GZH3k55<%S#n{dy&73o%aZ&IA^1T?p>D;VtT!zOsG91Uc=1>Cn`SnF8 z;`hVx!YX2fc)3@t>D^5<#7-|O{q8XH@crbKiC&{%E%-wWcq#Fe7(I>}d;Zv?cOhoW zm&v;Dlnzj}08?lNu|FP<;DjrvIuC0Z$5W8bdj_Cm`cNyH*?9=F{McwM*yF^RV0WW; zm(8}i8wU&&s7Yvd@3%Q8%Pq?tTdCfd(Dy>!RAc0wKx~V-p;31Sw-R4%Xv?ouRMkrw za%ZA{|J9Qvu7AfWyo2w6h-e7oksDZl%H~8;xWYcgZOA;B145Ra%*}QLGwr+-`aF?TKjZ zbN-#^9izmn9VWS4&*aZB%WCw(97(>p7(tW(jSCQ(qYL9Rmg@vOxh+gD2P`R)OsQaC zTpj*BIDAwct_EcKhQX5YGnkq}xJgh%5HD)h4-olbe^lJ3b8>< z&N(hw*?)gd|M5RWI#VhOOii>g|4O3C6Zy@qdg2KyHHwQ1L9Z+I7@jzueJRzwxIKai zZdHdxaJa!z*Oa?pi-~%`9O`lqBsN*cczn~v4x8Sr^TxFybcmYi1Q--@tjuQ3_Pl`P zattHS3VwaH0$z~Jt1UT1PimPcGdmZPZjtV=@OfYP^hm%61VTK*sxw$As3h^R9b7O~ z9Dq2iM7N`Pr^V9eDoEuDT7>fJAmEBeCC@Xxs}JERhD>zppEXQGUu(2)?>wkJw`S0E z?FR|&{)^WptgD1EfYGEa{f2um)>hNsqkP%MmcVmO-J;`S2`&7w*%>mZpf}^|aU~WU z68?)YEO`ukh;Nf9{)oIGTtaap){I4=f@E`%2KASad2??owJOXhI)U6&6}@fe{=IGF zFSs=_FArJD{pjdfcN~WmUDYAMZYO;l;|6bm_E%2dVAIwbac3?x@jZ+ZBNE*JPV9xI z^I#>_62v6{J3VROCZZLeJ$uG#FCh3L{AMt}c1$vqK9?N7L=)w&P}o7j{b8enMPWz8 zL&hDn{`ie7pKkhMK&o?lB>IJz+wJsj=l})qDTa|mSeO-1ZF~?<6PyuUf>Fu<5(wQd z26vNz7IB^6b&}^}s&*dN8?Jw+KiqJd^t6_McfHheGPaYD0bp=(q9ex_DWLdpj{jNR zGzW8M0lH*|ar=lBEju5y7#-)#*pU86EI0iZ!Ux(08}%0vUT-PXu8(|)o`x=ol@o^x zQQ!*2kN>E2;79Bs!>nMIQRQTL51|Nlo{8nan_=AwK;i`nBM*~OPrIyQ@3)5seV%iw zvYCqmkkEfR|9ALc3!GzDJ{}W$Di|w34s!}0nBoo4E`^*6xJO286~dxWPcpJI{KgKyAmDKgV0X!j}Lz7 zRf1X=hjRcZ15S{{s0W)As!=uAx5Bj&G%OI!v`0Mul3YLZ01XOJZ0Y{Ge@T@ISPYk1WWcp`L1*ikbjyJF} z@c`780k$hPXe&MiL!C=ewIP+s5S!>UUB-}*^a`G)^nl$WH@_=b`bd1Etbve^mrzd{ zyh8PuLC@pzTpW(B9#|hd;qe%;%o;E@86GtBu86wieWgwWWM5iJCcMOvpBq?6yc;(@ zvuI}Q_?0A!CT?XiLF0LVhfQk$5Bm0O11fo%)vX~`Ieoc9wfI-%x@a%`42PMW*Fgv!hAC*p0NY++=YMiwGdItYuE zKA0YPBgyv^oI2%>2^t=7$fiO4r24L>$qN^wO1@{!50kW!`>2;1j(#fo4cCRyP3GgN zr8}!dHc-B!mTPmPyRcTO(p?*Vt}N$=xPfrqf<7Sf6j{iH(m~`7Vn96x(R-U-n`lRA zKvo);U--Hp$jc0Tu79K06t~J5VgV&@uu(*k(kqO0rgPO@gTn z-YzKG!fn?6FQ^oN>OMe-_=elWf^gS57lt6)^?^6>l;4YPbPo84ydVY$;+lewMv0e4 zEqAlVr*C<6{^1#rP5BE^?G}aY*ep)~zwb-f?LG~cQ4bwMTn&a&BfaESh<%;VF^z1l z#U8Vn$@9d}z8hpnkGD*ft`Yv=Te@s{PePlV_9jCU4AnL(H;_x@w_CrfX@u1Rn$P|1 z#i6yW%DsMr0wJ>pV2)v6i$J9)XiS0|sY{Odif(ee3#AQ@l^gNH+;1WchR}se2jwue z#Hth8N~Qod*<~A(fRydf;ixAQRS<2?81C~Zq*84HOkv$l__p0y-l$8(jYpgT5-| z{KMf;st5_qFdD|1t@-3?)WJ3Oonnin}hhsra}z8<$eOY_f%9Dnzy4Xq>> zy|v%RG}kj07EOCwTU^Z;gd&v*D;5ku%7#x4z68lk%Z|+q7$?xy3TA1Ai;lq(8(_3t zIOs4Nc7cZOHK_8wmXlG)UmvJ^TJ;)EEE>pa(C3XkbPw^H@NNhrZ#^!trY>7f7cVs! z8VlaCuH*vco`7ZhN90zlkk(My8`MUqYCBvT&uo-qIj z1*(ynel9?$Dj14>-0#%Zp4B`bmcD?wN^Lev@Nu6-G8^NRv|c|2M1%`L+)4yjA8Jy{ znT|Mtc%lMRDqwK8!3g`du5p_5OV#7uUpQB?0{Jx$Ky{-jeBbt;*EE0sLMAqZK&m3W zmt-gyhNGb>VD67xc#v_o;RN&cJ{-+PMVv;K72B9Q%)$a}OFqz4-pWVjLWuy~0q{TC z!jSnw5RWz^Ex*VJzvcpr5=|Q%xQQ2Bv{TS3mkz>Ys}JU=DW6}a2XJkAFJbDyXxWjS z^!dfI+$gXyAn+ln-4G+VF+3#8mhb`AfnJE-PLCXCtpbkTQF}(dT7b zrpazRC#~LDXcH9>9H~HdyoF(C{e7f@_z{QQCR~KOX1O&Xr5N4Ra#%!a2DUCwaMe?5 z`Tb7_BH+&(fI%i)K=cpZL#okkxZAJLH&S~)sUk6>hRhxP)gKSVYxvIrLPJyokbC#8 z^2>98x^$1+nL`I|e}A=z8R}5k#w}eBCgy7BCknH^uRP)WT8Lf4SL%Eu1gs-J?3$(w48BfB2kc*g2oRhc zYrzU}8uXrJxURrKEh5^!PNwBcIQpAsFW@4?7Iwa0o%a|!jNK-FF}_U8{^CJ3Anh*| zH6ARuIYNUho)Q5~ql3ytN`l5UFRn&J#O94%27%$uN8?sjszCkP507P@NJmGyVYOZH zBr;53MePflhYG-wqRb>c2IRY6On?xHfETO>SKN(bHS&o+&N@jcV!q8_-i}TOs8K{) z7M}~I?cM|YxlpY&xU!_n$;eN?fzM_b4+?MX=Y*M0B#Hw%EM^~>gO^puq1^|u*db{hd27sq|Wb zS+?piEtP6wLzy-&M#hVgEQ~y};fp9AxKz^Se=(y`m;r9`i3Ye-t}zj<<@@VTmyC?F z4eWCI3a%yZgRTQzFp?9Sd1KQf2l6p>EwI`9+Y;R>k6w*Tzj#*8YBWjv`rPQ(Q^3Qk zT&@|a4P|J%@h65Qfnw1FcAFSht;z+@E2{TbSMzGmmenq*Yn zse^vu@K|+qCvWL;A-tpM5V=@&)<`!s#!eQXa_Vm%RI~cB{OcS4$4_|3v-f>vUj5hr z;64}AzO?Qc7ExJb)C%DBQ3h1ewpNdgwb^LF&_&3p>PL42Q0j%seVCar1OhhD$>l2@ zP-kQ46RLyW_M>@XOUjIxyvWOUVH<4sw>y^sE&N6cON*Du*XN=nbA zM!f+tI%Zf8dn7_ESH|%=Ir~D8THDiP5M7?n_lx4*pD zl7URPaF&XpaqJDF1!R2T*btJME7Xm{>6UihPaJtI3kM;%>U|RJvl@J*l3?wKVKt`W zPCt5y99{l(;819?mPOcMNRg~pd$)@}8mFy@ahHWh5Hm5#afUiZ zmFT->Fb}3D$;}lXHeH(w9_SpB0?pJDK0BOtg1}O55LX;Cb^&H_!1TEtM$Fku?gZFr z{V9Kiis+BI)s+C>WHgyl63uXY3*XL54y&(SV z+9tRWTOg>IXuz(3-~!Yy6t2y8OhZCI1%P7r_E-4I*FEQV(t!rp7D~g50HF`alRb+X zZ475Xy)K~b=?4b~ufl!Fhsbe^in(QG1U?(@>=6D$cR;h&)n-9Fag#~SgEz3(t5Lv+ z9T1_8K4=%4=UX|~1&ftwpv{lzr3r-uB)&U6vZ?^S71W=VlxZ% zl7OhyjCe-OCuI6!6dF!!qF~bKyzq=aQ4EF_nDtc-p!3-w1UX=6fQB* z2uyK(p^6$E874m#=67odtgUAOa40@lYaaJ!;`v37^DCQzP&YW`-6a+wuElMuMFy?-+=(Pq*Xcq zOP)Y;nX@ocGi$O4o)9uuI|~aCedzr2>LD+V>qHrf+n{l*4_)~7Cp2d`5<4O?!rS8j zyqR*?#JxO`)ZLG=OmFuzgZp9NS(wxDB_p=>t31}A=XQ7Hw|lNCeQm$qg|<}w+~ygD z*#sKdorR9?pn%=vZUYQjx-Np>t`4TG!Afx@Fu5O+8>x}|xw-%;VVD9a&@mF_QoU2M zMs5vxuHuZ#tt(Jzi%$(NeETDGf!y86;A|le56>pRbgHJ!_9Y^nLFL2jY(IA7(AbrA z5X&&)K0XRw>?s=c;qe$BLam4bF@v$qTf>3VFYC8F@sn|yZAO9}sHue^jr62>rQabW zg0k8xmcW{KK<)+?H+Pai5}SjvNbXY-d|9X57YcAg^$|I}ZDM0H*s@O!)LUk^u?c}B z$^3|jQ(BDbAN*QI7b9+dkxDDwDKd~G-tip=9t_$yuhsz0+1g$EXdxUtwvetcxOPAN z#=G&jMo?cnm1>F;Up_{X?^p%2{1dQ2C~KNROWx#FLiHa9Kd%xvl>qR_j;sL07$Y;fq0#xH@UpoL*9 z4=y_1HE4EKkMIskDV({IY|Cq&9R?`#?tB4ObgH0egUWi1XywQ+1U42MIPs1q)GW7y zR^nMryeUR*`9NCnwa_9UV^uOrP_BKtJ%Y6C%i*o+K`yOuSoA|IrM#RFWNbUl)(Qp) zG2Mk9KA0{WM*bfG4^#ZAyigon=6LV#9O|^M_ug2F*m(Sx6y7m=Do`6=;PKPdn+{6| zw_!uk0!lIk&C^k9o&G?YsM*S2L#flugsOmJ6(BHr%H;&J;;O|VQjm6pi|pp*H?o&A zlc{a&)I$b*H#a7RTgwG1C`Tn;y1e{JwTPyT4ab6vDKGie#6XCbC&Hu*%0rj}R)(Jx z0{fQPa4;;9k_!Z@gJETCFm(+4sLmEd~%|6}i~qpHlie@6x^21k)l5CatqLXi*=?+Jv zOImu4j*fyDAaMx6pi8>Lprn*;kT^&SNXNN*GxN^<=eO>?@8i4Hz3aE`f39(a=RD^d zdw=#P(8O0=+yZH=P?>*i&$7-C)i$^WgM`m124y%M$Y`(aFtcU05V;1rlRjXnn*t$2 z6#09>qXPz_=#Ysr3MWsV`4=0I0dT`fR~J-|livEvoCuoc2G^Y;d>QTiBt_#1&**oQ z10a-&`2bp1Fjd8@IVho3#g~DP(sXlSTNw0)9{}mv1$XA?MNX>Q5-^vj({jD4mFE*a zpTkKk=EFH%HhjgZ{GJAKIe2j1M+S8Iy@ZZ@}NWzX{5gkcZYAg&)8hY8jQag}Cg&V74syhYT~UA8HdS zfY9*tIH;y?$6O>ZF#p#lcw+es zP$b1Xdlb(40^5G`>?(Er0v7e({fwiv*LrYGImt9GI1|Uj%+rzU#)gG@C>$&dU87i6 z{;NLr!eP(CnI9?3>$hSZhwjRnqmXP2<7(j`>s2t*ZgzZNB(z$=9sUqxv8s8|0leC! z(7(j{c%D@F{zXJ?%%SWNN1v}O-ve*H+(Rh!M}B$!w|Dd?5Ebjb?8r0%B?K#yHP3Ak zJ%CGL&^(9`_2sWM$#%5|aLmfQTaf58MQPxA0mR6PF9@dz6lTz&M7KWx%BndNh%go~ zKKDjOM8~S-JcvY4vsc}T^ly|WI#J=~yg#b<=GxnP4Qx~kU@ZIsMJ`TlaP~6_Zr(5) zSL>T3Okf4lgz2Vy*ohUl;eg!($u1S4ZR_(KMgl@P^?fSdR`bk59_|Il=p=w^r(?fe zNHGHB?hA(@x8iQ7=5t)%Pb2Re84zhk)m{KANjoN(HwBS9TV?z;?F=2AzJA&V#lSXP zo};ouOqC3`J&3kupE_uhK>om06j^^&QUc&&ZQ~_m(b*LAJKCy^E&Axi}oZ% zq-znT7a5axxaP+Zh^@a@3A}`Z%&F@O7Yk8+>h$0)J*(9WLm<#HA0ow0CO%OOh@gbFsz_XACCu+Cgzw(H%pmxlB6H)v?S&t4Tyx_ddS|H!%}w@4tnxm4cr{Tc^gL&awmlH3*4Vq0w)(67 zfOMieRq~f!hcuS2%3YSPRvdWDMwW`6-WP!vqORHOli8g3`qc#W0%wq>NMOwjswLJy0bt(X zDy&GvaJ7zvdfv2(WvYve5@MBt52Z}wdr!Vx(ql*qQr*ZDBsDQ*$(g51n|Xn>4iF+B zK((;ZtVS9&q0$$qruI9XlyO-%0ZYrpE#O&aErrqX8vC)lmd9NlJeo@9Ah?EIjwqbf6x zP8yFkX5|_1Br}f!fol5dGavcrrx>5_a#W1$KsLuSHS|UlU&dLg`ec(T$rd|U7 zLWfT4ymw2=m?OKT^~Y4QqGFEYE90)MCXZ-Jc(tU9ge64U+FnOaSbXndr>RzrNHCPK z(Cq(B%hAEaKe5%^I8IE#Sw2$Wv7r=H*gWZw&x!`*^^>a%;8t+3o^8mGix!Y29EMK*oBra>OOiy@pYl}(-s3e%w zXlIJhsM7r0L~ZqqpYhz#^H*`_bNCpb+(>Vl4!8+D^aq$3Jr_yNrDX_gthfb(Qqp>+ z@>PTScH>iBzaQ1|lIq*EtJQL1{zhO}{N`H*LwS?M34?K6u4f`d=|l57&!m`7a>r%P zFTRYOoX;;(|LbW^X4M+^Z6A<;zgWI4bKL05>$o|+ttK@z`V*cO_Ph&&`neLK6EpK= zbvyrl4Lx~37ww4LW0t*3Vo93%+0_3LD}3Frr4`+*qw9s+dfg`^wtFw%+0IVBRey?3 zj5W)+dHon_Ipy`q@URk)@2^S$tJsaNzI1*zdB3<>xjl?TivuR{2N9-PDVXuKXL} zj7)a#o&H>)8Xd=bTEbfAp{_vUUrV9bUp#czfHWIl$h5JAHSo)M6m-ByqszRne8WUj zl4X$RP0?-{EwwzCZqiX!ZkIh=XLrENwK5(VRqPC(>ckO+Isy z)%_ywRR$lbAnYP2bz(bKs3+PL$Fk}{J=lK$8eG}Z5zcHtDll!(HVzpZeR2{fp*21U zye|W2^(qq4|76lHd>JcPf8eIQkrCE0;)n(Cq^1+gGbl@>n^Hm?Hb7Y_HYX;Yn*jy0 zqLPyD5{eF?y7Wde>NtRK=iwKc4<8_^k|9y{Drhb#e+&Nkj)a9)1WXS?wk%Vlp(DQv zpF+bgss_fVO(jZnqGgb5W?LPAuJcW({4BvbGp4fsG=1S;qaEn=OTn7RcJ9N2?FPWL zlZgqYO}ke$THX#WOrn^Pod?t~mFR4t*mGO{8aokLWlZ;^3hz}yoz~>~VnN=aYO_fa z%)h}9=ppz60Atn99+GSd`oP7nilZgyN=MbTw?aBkae?@i3culV2NZ-dMGGw=p zdjRZjD~o)rEr1-K#K=FST)34LHC@!D`~Zwqx(ziuwqKyoKDbu!UI1dxtNi?YzJMb! zqQKrDi?`Y~C1_UUA}UXXaRoE^oUT4yJq-6kk^Y0~sPl!dPLHtt_TH_vf{cvU@f!K! zQ=pOS!yOAVKg)Ao;Y2$}h@rVc2e@Zme+}@B8L^WA9N~tZ(uIq@cjynD^juxmNgDt^C_h!h=m#hP!1>7yJzZM%^e+PDNz0)5U_q5U z9$gNKo_A`IlQ|DUDpqV%0MSl++nlwR_>OJ}haFuCl$?h4UZ9WPcVoDJXFWq))(pE@ zZ$i;GfC?XgrQ6Y*8!$iWL)QVof)7p)A8EP95D2HAH?B3Sf|;h=xB|sNXW;Yo&G$Wi ztgh!AsW|e6uuuzx5n;usSoDKrGIP+K+(s*x(ND$0NkBJ%Tnv4OFI}K46nOJuJ|&mmv^|ndtGL=QdfAn^5q1PzzXnYgU}FRxcz=uls>7)s+No zqqt}VoHGU}8w=%SCTE}OCi^eM>)$-2r6e|~B!xEv^;lw?$c(AD z!!Xm&8@61r>I0ZnzBEg49>zkR6)#ZQFQ8YB>Yn~Bj_7@vS_MLk!C+pD*s6+ue61iW z6^EE;&(UZ)hB7$_yWN)>uKDM%aJ$7C#{dqj4s;U$SaK~n3*aCuG>{nrl7$BeuD6C8 zVsp0i@G8;;A4_5G0F-bJDhDC(*V05=B z1@L)0=Ar>o`9jUk=nhD3wzsl=16LzguiEuud2^)jo{&eP{s#7QEL=at4W$j8B z)Ku<;T@$j)4wxO>eRp^008+WeZ@9BvdB*ThK_iAFP5s{t^ms=MCZXmUVEZ+VtF*cR z?%FIJ)?uXFo}8{aF%sEot1OfObnz`<0;%I?(sYx|F{q`bl^fg8pO!F=9ETr}rb$J- zp_2!*tsA5@D^i#+$Wj^v=OK9W2n)ZSj-?CGLD7z{?UvlnK*hne-yb%!p{XPT3ShK& z?FAN$ygXo*c{*u^O+9Tb>IH&2M$zX%-s6!r+XP&@HAfQU^+J-nWm8M8e2siVK2Rh$ zm)=>+G+R5qGXy4qZlK|5qW7WMQJ|5~05YACVL|DGId|0iB%N&WzCw2HMxr^`=WxU)M4@A$Hnae@UzBJwtoC>2{G$du6~?V=`r% zD(1zkvvqRqO_$*=?@s7_BuWXwoSr_2WA93^nF;FvuxI`;b^bAqMqVmM%M0mQ!6`Wj zUUn}^7k&hXeM1Yuy?t;k$*|18h5F%Fk8gL%I{F%=7;QhBrhlN6F`!o9BNu z;_{%J2(J)QfLD`My5Abe6y=3G2&1478W2pQ4|J4Q&^cA~?g8COxqNO%hes;tAt-EO z-B4ZiFQd7~jX&vy?;br-&UOiGU5mIXEurC9o(e2_2z3G1G@F=)N+3N})G!28>^lrn z`ZhFkFbnMtdQjjpMi^#4WYEf{kDiHnTHZC5N(K*Yu zA+N3>Mlna++Lq%WlGPs~FVq+TVKn7Hn;V^*=e|J^>EdUa*`Z+f=N69MqScY2-e=14 zv7b*{=Zy(71hRiyCfp!MZD&F*%bH;k+D>S$U_*}k0JY$!ms)E}*9bz;>5U4OK}lJf zZd$))Ix3`%rFTV6>NThzQA~ggqWqk@zHcBgip}3wDB8&BoF4j3v1NXl0vIOg^Xj9M zz4tp5qlGT>y?H(QwUI$CaN*G{cd(STE&2)A@sDZR@7n&r-4R8DMj=UOzJZ5_Y}dY8 zNvhioC(ERSiYbKUfUFcRT)!iaOyl7AZcTFrhf__S8#o>Gp^UpL|ExTcn$Wf75xZ6P zK5H^`mf`2#8|p>fmdEDe3UD&fmjg%p`$u+%L$%KXUTfgG$E?|B=_q&;cw6=$noW)B zfF8UQh+SJjGv_+Kv4=nKfKvgYSFRWcQMA*{SbqMOY zQMfQL3Ta^0ccP`^Y+E!@?sUUlsV3!VOjgS23W2EcRKBPL$43dQLqPX&P7051J3w;T z7L&&J2K)yE!QN?_#Tg*8^RURKD9kSJ!1tQdJgO?VQAwTRJC*|;+_8cwG)(1e_xGSO zb2O#wdWG-7ip^fxOj=wa+Eu*~dkR)$$}G?k8blSb&#- zdjcy`Eeb}hLo72ZW+qXqKO;~iQ%~d2L>DBqhmx17JcY~B%~X!_xx*$;aFMRiHg{ya z?kMmwerO|r4P2N*ibxpH8!AFEk(j9 zHp;230vYqjqojmbKU#~ULN8Eg0hNcY6Rfy{{iT}J9dWA6#t+&-y=d1;mkD(D`DCFP zoe(0V878R1r=6K_LGCUBUNC`g$6B7Ts`ihONC*4-;ti1ZvWCrA{#2%WH}K_=d`=%*wh zGZ<sOUyS;gvfNDL!hr!}!ZbCp`W0Ya^K_hMkP>-mE z?EiF&2FMbRPt=^;58X#|gfyy-v&J#e0cCq(NfMw$EBAQi0VCyM`z|>-P`Xipi|7L? ziVtukWyLZP8^+w-ub_D{GUm1OMkZF)K{jrYT^iZoep|lfUgZ{XZ6KB=O+*2Mur1S) z9q#6joj#4`Yf@A|x<(j0FsFOeDo!2NZXsaz&U2nn77tdNdTr8Vox-yO2(aOCyprbU zD}(v)Rhrq+vR&M}R6QcAzgTA^q|L(2TmoW0CikUTA1G4>JziCM^noBv5&5jBX@^ja zn9uj1Y7G^?i?`9Ew%r{0zr9U(WN|g5-l7$D(hflr1&sJk?aohI|0Q9cpg6~LVpdn% zF^8!^OydUYnTNnLKThT*WUUFknkap`c{86Qv;dU+5~I86HG{lrRPsKI5f^fB`lYOmojP^Tda##UcxSD+)@$Doc78Shypbo zwPxF?o_ozLFw=W0n#@i`Qhbbyc7so|HHA%b`k=8Z8c6s4v0c7g=&@R$B=n{`L~U=Z zrJW?45pq~rDx$h3+1LU9FjkN_>y{~0sb3CiVRuH6!gI;M`{LDnX;y{hwf$uZm?!LM?Ml1wu{sCl{Y*eQb4LnH#c!<- zULY@*pce4(wivvXrg>9HD-9EX<#)B-YwxwNg~{tl z(4PX*AvWy&NAO}p5lcmA@Os#}yV2%uI*K}z>{%U>7W>CQW#FKEU5ARr`!pC&e865F zDE=+qOuRkyJQfCygIkGNS+Y)!0E#uu`iORx8@C=3B*7j=%5hHgx}Vn{=&L@c;pbix zEEJz(kySC#*Ql;9H~s=-wa!;#Cx*1qo8c#p)+_<|IWGknTYYEDl6EG~$ z8hewl?mL#+8Eb)u#L#LcUtFVLWVq7rk?S}X{7@wDn%pe8HZDg)@UD9m7iK**I_gKqa zc#s~GU&y?PDHR`XI;>5@@4|<(>*GuGhJx@!n4 zoSSaUh<%IB=?P$8sQe<%IDD}oI!>>7z#Gip4vBVR4**0WISO%NTf|mcv&Ne_c)Q9s z%j#;&zBe>_l1!EdUyP8tHz|Ota2T;HRT|NU6hQ}w!=t>t@)jd+THImev_>_Xs(ntsFc zVM{0U-}nsb&ksh+=a8qJ#DNxEzHEHxmE>d%EM{lBVA->U1x+8~ zb2OM1Ps21J`NjjxszOQ&SczrBIOP^tKKQ;ziOUT)Wwbq7TQY9lm2n?<-4y*6%6! zLm3u-P?}{mG$H67;*kwE*eXX6j@Jq| z@P@mv`V&ugHVu-_*IXhv(IxKW&}+Zz5cASVc})YdvB&7*4JuM?a8*yz?Yk(ssF*S7 zMuN!-w{jHTEX~5mM95dp2aeW{NZY`p2fX5<3NzSs_nK$s&opVjf>~E%ldljHIPU5{ z#L80isJHOJ^v zbN2@Qp8fmf`@&D+d@gr*v5c_zUwl>i!DO{j%jdEXmzs~-=izf^>^_$kWp8Uggn7+} z3@w@CpSk#?OMYkMJhYCE?uI{U!7hpP%Q3t04zjE9xWsf$tzEe2T>gZUv*h6A{eA7$ zXbA?DU*qU0IqNMD7h{z_S=s^!OGp>ryjZJjVKW?LtQU9LoG(nj-N#?FY#VPT=jKbP zYHMq|-F%ElOZ^v2%ds!wOX~h-iHfr{IFQ1aM4Vff0G)$uzQw|{9%}nXpw&7&XLXo+ z%tKC2E)+&PIqPd-wM9o}9+^ciBvfypS*cc)CwQ-1uDeODYHw?XH*2?KVOe;J@L^&9 zTFT)fpAj$30FQ#YIxFD()EyWh={6**?*%9zi$fk_(MU=`3+QYhdcN9G9l$P(wl7xM z7PEt3zJ0wWRJ6LZ&E z;Q$?+;{k4^%t2LMU5@B5M=h&DbkYH%s+Q+N!5prT#V6$I`Mw%@%Mvh*$o^uW=+R|c z$*Xv2JDSFLr6$P`251#FuVV;|R1h+jrUzQVekYm%@O9mVDQSX&g6Z+kU$;&^5+A>R zqYx87Kr!Eyv=GdW9;$IEQ>$BV=TL@(wxslI(O**c@>LK(o}?;h_zJq@r}t#~)Hy3RJdO1tvY|9~+@X|_$@%aoMkyq4Y?uI%brL7y0ie3eq#w7vlw zCmu7j^&0;|`h~vXS#BmC2mqDJ7F^M+DuVJZwdGGaCcc}{%auV&7=}6UxZPyG07`fv z) zRHW^Dt-YnCrEGmJ;Rz^7p7oIP`vC|fYaNnq`-vn-f`*0O1w3#su&B19EIo-VU>c(XUJ0csA^K2Pi-D2T9t6^p)(MD4rb;Bg zelZE6gBsU5!#aDipxkNjjJ1Jdv;;IA(|jRxI6h zP52>8LQ~HTib44zsN)!uT|#gJzos|IzB0G1`VIPpvSNrp;xW;;0;22eV1yOxTuq1h zB4`=C3%FQo7z|FSDRs7U=(VKtz7Gng0Tw$g_LBhM*;PMB&O!V=^p}2`-@b@>6FC2# zgfUR0JjUEMWE0}@MC_-H(>iS(w?80j{W=;$9tGV}*EAuTgWGRG$%u2Rt6`pCb!r25 zL1t`g>d=R9FqY;t9lyeMtX>Zw5bACqo5{3F4nodIeeWBvZ5Xtqv9$SSL<$ZL)~O#r4g^d^+j+D?AH#`gz5Ml}q*p)F zr`IH*u|~)Tg)lo}LlpQ|V!B|+8ZAk~{?&v8q_GmH#{+UlQE?2+I+^Ojg4w`$Dua_w z=}$R0ZMq=zuOYN)y`LXn5oF7h08x+GbCT8bbK7su)4oPEm?GqqYFKwEI3EqY#H_I0 z`++Eyh%`8~9cQ<{@%WP-$%wFhT6%M3wtqPs9a?uiUxI|j+Y_;5oGiEov|JyBYlCc_ zn?Dp4!YS&XnwZ@Gx(fIaA5eZ@iqLmO1sT8kFh^j##1eOj*=V0BC1-41yhtmi)q_7= zDewwFD|B|Lm)`dRLNTzBh4_Uh^5bR(}8GR%n-|&123jtpeQ{;ITt1g z;j-1TkV5e007D46AsPTm{kcxYKe=etWjIq%Cu)iimcViN)0C(lM-DxBWhvYP58}#i zFItp_XxZ4k4HH;a=fOD0rW-irAn1;QgP@|Qsb10cnQYPY7Kp< zt+SgE8uDHLHeEe7-2?3yT~HRJ2nXk2_ewek;gj?gU1#9IMccD zPGJ6I8d@0;JOP2Ksz@_tmW>tYT1#_rETgx%6=*$23-4X#zxL(bU1!-fVrb~>0URa3 zYxEOWOpSC#DsaGALnmr;(W=AnbKla>P!u=pIzyx=SR<>$8p~tjL;WyZCRdG{uesAC zvS{Sk8k$+zwi#R$+`uJ=oIgt&{)O4r-eUQUIEIRiABVOhb~1B4bk;2xnb$6sUk_X- zb*IJM7DNklk|ce4Jh-#fXLBm-q>(vi*k%q61g2kJmcU9<8XUeKRolRjE-(-1{)H)d z*Olt-WjU?v>Xg^Nr6eUKRrfIvfqHUdqzqUSwOeU7_A}r7pam_hCgazx0#`FpA0MAs z?yFH-tPGE78o+!ywsm2aESCNA9Z6udDXFs`zkdFgT_=wT{eZ96z+Pxbc0Io>VINey zw#*Yn?I``#rdQvAlkN5DV4+y$bffUt?eJjEX~GRVoLQECRWI z+rz>Y1Hv1SAFj%ces;HEst&CUIh<^9YX z+80}A#@Wxm(d@tQ@RIHbm?u02J zgQhzq#?tGx2nH63$wt_$yzAP-Zr^m`4Ijyt8EoN`u9g;F=DGx2Q51W%Z?7Jo_F5A$ z!(rXPI|`+)P1W(T*FOS3cfcVW(7rt-+?W1m;{DD=(%bD`@__ft^^6*nEBKP4b>%%z|j><4#C{nQ^ZfjXCb(3 zTsdd!_tEGtd{ozJY`Fz$)>08L!9_wt$m|S^eoNsHosN*Z@_&I2 zz#HIsLHN!%Wa__SCHhv_zsLP_}UWkm}08DO?RKRZa19rAv z+hSsa!rBgzI5%75jb)-lG8<~*>6%6KcL5k}=S2<&m88j=^WVNGYHPRmW|x+h-hx=X zJ_JKI?7p=Z=tG^?t?G-xyiKFQs00XSCE!G4Hvz|C+2HB9oHdUt>~Vg9P#wlQuPf}{ zA8lQ$Ghn>!g}@0Qa%=$DOx?TL6~0!%LnY!oO*~jTVizvfKIN3?E!!^1Te`tUSW`xJ z%|P4iXa4*O+aaij3_w}(5Obi`l4XF+fm|rmfK)sPsE~OA*H^W;as40rAD!fsKfTZ& zmF4BK0wXg@@CCop&r!+4!^2;p9zHMwirOQ-QI(nbNcKYL<3d0_tB(m zPI+*$j>^&{4*2%c#vQdP6TT90pT@z#0Rz_^wccN=i$SG>2smqPs~mn3yZ)CQTf3>N zbK=!W=e*Lv;++5n0yl&1h2l+tx)jBu=?6(rkz4{ECW@Aj%?Gf1)-$d2B~a#A>eyBs zv;o+R#j@s6=vVL{t{5u+<<@=>1C^~_xkPrJd1*ViQuS!DR3s@=BUk7JG>G1YHh`j;$S6{Ed zlZ3@ukEL$EByX_`s8GwD-7C7MfDpch_|Ws`Zv}mkV#r(@w0&qL1@QW#`*3u?FiE2A zl)CwPE^cESM^1u6&>GB!=qCb6i96dYY5>&Q@#h|oTcJ1KZ8{D{gGP28L`t5GDi5U$ zN=6$lY})$u8ay$_FIG7px8fGq1^#k5PIVTd02l)TaG@$#=qQ-W@4?(aplnjujo+A@k9L+~9qexv+Jhs+aHX*4u7IhuTt@f*|!1=wI$#k&eUAip;TNw_+$ z5oo~OM~9)}@bd~+SmrqwK0TLkrOXyW`!_fnF6af?pzzU81=$|LmB)~3=V$xSMLM3J4p>SB8bc;&h)>=7OWx7ynB z+-tUj*q9vtRYc`RK{W@m67yxS^P`c^=BbhuCc5wOVV<0UPqfo5<}z_x9QgH{w_|Kh zpv4cpl{?UVo|sqgKTos=!S}$#rJ$^lOZ-7p-bfkHO>{PG+IlGV_w9VLAI)ulU; zVz2s6IrZWX{gl`6YW{mYirJCh{AP*bWxljv!%iM6@~Rnc709Q)+s`oRLZg+ zz8!lT(lDQ1(G+phJ6yLfzSIT&$ok#-bqc=gyk+&D2p^-ktrhMNe+bc4IlrHq9rj~vh;h%*ciWy-Dn%%yn@Z1rwu_YLCKdmBqtUxRkpviF{qB_bMVqjt0{&F7i-3R(W^4QZ^D7Aa;n03K zrwqRzv$#v(AOBOdeBA{^{iN$4;( z{sA`~fVG~&CCRd>PH?R{BKTBN1Dj3$-+7bRL1e zkcW%@Wuk4ysDY?d|Zfbwpgl9l_c3bdf73cPPfNZtI?Kl_u&AI!GmLr4wM z^H^&zLznZXnCE^+sfeFxFIY=*&UP9-_BmRRe?#q5YEKrsWZvEqR@dT)&kv zM)SGwdgOd<^aCHy z8cn8_s7&?c6~2pBN^M0|`65lyeOz;Hd!I;?II@OWqsQi(*=4m;937V16E=u=IG)*C zNfSPtVX$kiVnrlietfuOlG^3s)@KaMl;=%tQ(nn$E0TFBA6hF1%Q`2nw9dEEk$C8L z)lKkUFS3-(Nco^1u)5Dfn7Z)y$NT*AtWUw>cxuWA{UWN%^4vSqf4z_`rw%!e<-9Lt z40oH0oUiUB|NR%qW8XzS7kP~M96Wt&LVa>EHRtcYpugv~&&58z*7kwf$ZZ-Q5BEm8 z@LbGJT6j)dL-g+Rn>8lMrW!K(ptb$@#XzwL)uNkSt{R;m857pPnZPT$aocwtjN zLA^M_=0-iSobR6*TiiB7b#|z4Hv4;Ty>YgC8|ScRVOp}UR>#?srDfS^`_bmbRjOv0 zY5?7E6Sz07UJkZeUYejBIc=;MQ7H3j<=&$2#43dvVsftPDvc)NrPZt&F0i1ByeGLN zvTbtTdz$#B#Malj7rLo(r`*ajrKX(1V7qqTU7Rk8y+6W3f1qf@Z1J)OD`lx$<%2^2 zU6aLZUibgpz6s_X-<^u~2qjIfSa0qZtEZ_bnhv}MB^h(E;#@TSOHMy|BpQVb143|MxOqHdm?mb!DN{QscJCAEdfci0bu;- zrW});{1~J%7%gIenXkZNx)^@i{i9)f>{9u4xmda%h?m_78@W0nTXh!+eA-HZL1j0= zd{iy{q$zL-d%?iQ`gm6>2~7UIF(0}S6A);&83hV_d> zk@vwk3A24fL$ z`tuT)24BquMSf#3H%pSABYY)(+D&>iG;dbB#fO)jgxst8>HwJSRfb7vdKpzl{fd4q zzv+N{@@azlusVzRkqq(z;qE3FdgsyLTHVI#HCx=t>2PX3`BG)pzkILJBMRabwd6Z^ zrXWz_A~2WwypATd@F;aWhWDI()`*BMDK}KgKsE5FCMfm)RqYz;^k51?2bfVg$0xv& zhnx_eM__!7x?rT^vX}7yvkSbjS%5O6v6dkON^y&aLQY7aECn|e0|?rzzT583?=6(U zUP8P`GC32Gdw0odI}}U6!g~ZOZZOdaHiy^i2b1F63-Ty^2@%xhx&xB6?GTXd1qL-- zPD&IY#6EGVF;6ZKMn*xt^IfhRDN$z``Uyj85nJKZxNA~Tee_A_PdPCDECK2o`&t$Z zumo)&DtC~hnY@WQ#ZP5KRdMILZ5MYvjmN_))|ve_n2bFH@;No!Sd~6cD9b~VA)$}Cz4_NH(nqNR4G$di%2Ysho zU%{*nyuaC7JBa$O{X}X4s*;6|Z)j*SrdS}c+sw`|Qc(_EPaG;SG#E(WNjufu z6X35li}PFzjTz1aa(OT2gqX<}UUPSM*8y>GtSRR7p`bWcG;tH0txXNQe-eI_F#uOv z_0IGiRqFxvsZ8e*ZWs_hz|Usz0Ox)m6om>&bbBampdJpgesnn@R>+}}FlH&`3PpXU z`lop>CQLrS=p(1$F1XmfH{5#h7NokBvFD<|h8E(}WU6K8;nStN5T%2|qygvVB@Ke= zB^wV^`=DaQrU+Ico*@Y(x3p=HkBoC>-Yu3UCil^QrsP(k6pQ&s^)%vch+YTby3+8a z#2z9+WJT1t6Ywm7784SzZ1N^9?nvpwoql3G-Gz1Q2idhB2t_s?B_vhEc9nD;U`3v& zsGK7gdca;qwsQnLUzGYR87Luh$VLNSuT0ZLo~8z_jduuLJEj0L+ySE5YtaYWzTU>! zPtUoD;e)m06WkDj_~hd^bE#z zT>I%G6WW&!mx4u3Sqsouk)fOb^%$^2_dDDwToDpE*&PIHGDobF$c3}^R-|I#mjzsI z$~QdvWP-K=;ur(%C&D5BOnI=j`BZC154=I0uyNvrg9=Va51MzSG6#v;84Y)VG(DKj z+WJ`ca?w)f#AZECZz1M~*9dQ6+O~ZP^^a2SF~(dX0ee>5p&RAXX88qg-`?2}Eq@%S z5e>KO-u}R+XyaFCTs>R`NFW!Cg~%0UaWR5OxR1PR073;Mcuou1^J%6YfC^gelK>O| zdw(LLd4iL9vtZKI@2f2l8AekZ?YF`9)$KoXblPC8JO+C#Wzof%kwAEPZ-l0cfZdU( z#|5`~?yU!ep^rnp&;@gz362t=?E;N|K6@vK`KKu9+%JGT^EAI+4>P;ztr;t?%Y`s~ z{h9FPC?*A%$cDYzFWqQ?LFSuFhO)55EIv`m&TCr-uI%WFtlFqM(*tVP<>W@}G(NF&9nDT0U)|ds zr8KqX(1C2PmW&Vd{6_QoYK(VvzMIiD>EThqLjk zy-7;qbBJ?WvJg9|Z*{P#A^mhS;jjMdMp$1QFD!ggx0N@Cwm=iJrPUn7nZsg0Nw>dQ z*Z~KNse2O9B6{zqZLsmh&$hA|?thXjnv$Dqu==#TnU-uFE_dcX@jYLXG)ms@c#VOE zotOd#<@+b?ReS?+Kno?ustq&-k#Ne zf)s1BRq(n}?km|$(dONVpxTf*>h}%eiyRmkY9w>#i@A+2;on(^haJi*FhYGQJULqWNI(NhpVWKH;O zOhUujC{c#DG8C<)N`2VX16X5gbg$L%zr^ffpDKTWAm z?hc%A|DlEP33X%z$SW1nOXz`?N+}wX63y~Wk9i9TCDsZN`2yF@4zaTlQTtg^){|_v zVFfv?7QnCn9CpyL?zQE;XTf$lvC%$hR%Z~u%J#HOLPIM!u~mdJg_U>1$Vm>Vnqv=~ zCS9h5RuZ8p4&c+(vW>(vB?q7X_?AUu>8=9wIk1*@WkgmkNO@$!u0#8C)klN@O2?>~ z9K!JoQWv2|7~N=S{>(?pmhA@E{VC5)12sFUw4L1z8p|np)b8YqvNNV?)Zc6S0e{Pj zz(E;3WI6)BsL-esF7Uk9u3_N2IJ{i(z#oY6v7#Xx(lqKRLW_h<-_{C6B`g#plX5DR zu7T%!?9#{Pt)Mtzev5A5Lgt{dzU(8y3im>F;}Cq21P|29Soo@>Qh2pV5}Vn6zxyvQ z04&w40av@?lO+N+?^oT2mFf7OmIQCU@B@3qUO-k>Qa{;!S@O-PWPl7j&mK~ zK)TG>0*wr3fXpA`nKEK46RU8;t%Y{m}=qLom_b2m=3Qm+S7 z5{Gw(J5$IFx3uplM_rNO$OV&v$kO`TnhA#!^?tyBO&N-z<3iP{$7#?6d{_^>oY>ZS zzQcm^pD*qyQNAkSFE$FMkn%p!ba2RP6%;j(74CaY_tfFb z%$MZvbQpzLYE{8qavy7b-qLo)HN#K<9(cEm0cW}2JlMkK+ak1sm*dq55r;ozlYn|d_ji$Gqjn&Dv@RQ`dh{j-Pn(W25<`LOq-nT5qeKyr8;;?TqjG~mj1 zb^o!qtVk0bYI}LugB6nN*TgucmfujDfx5@2!S<`eJ(6_O)rt>L2&%U>hlpf>-MTf*tj<= z8Qf7hbcRM3C!Ni%lp|K0PePA4LlA{$FedvHl!OqIj*bTgC6Aw3(>7ZLx|V~(3(9B{iyL3 z9VnGhDtmWJJ0}&bno-sZ^!p-di}zrmace)=;IQ|V`go%r8N3cN_ce^xLLM-W6*z+5 z0?Ay6k9BrykteldQxN-U))8X>mjis92|)_Dx;}-%LZPU1m@8fbG-R?;e-&^SZ5q%; zS_azzT4Jeb<$WA|GST-Ol*YSdrj2EjaS8$ksyoq;7gf<<{(BwF)E=UN9)SLK+}F6G zHMyz-z`M-SG}vd(+{~;OVc9j1c!GHZyX?wR;^DX^$iJ{VGVUNsdhI-ge#}^LI-Bc* zA5RB}EOVT?`k(y)bf_aJ@b&#%r~rU}`2Eks_md|4!b)LI-77s94}eY>Am@_Ra#mGU zP0E=D8v@=Tv5J1EMf*)yh(Il=yq`4u#}-vC{w@_l7uSBOPKstH(@8M??!ze#C@2D6 z=K@^&0b_~)LqA9^%8`My*v=vMBH`|I7NOV2&r`@uC;OkA>jifW@1M7vjEI>*g`y35 zgaC%+C1!2T1r2v%tTyrdBdwzf^=;>!X>)xsoWuZ3Dvld|e1;o- zr^};NFfSRta@CwDB>#jLZkAS;=LeH1328N6V8WWxKay@l0!QOau0-9nu;K#~I9L1^ z?7ckhROAgyI`bsRl-vyfDbMla@$)=r914(9P2m#w70?)DkEd*i+eLKA zDABShUq1^%15*$h=oS#BMgDaRjUa!K?H~34kw5%r_>1ruTZsJjf4&l3y@;qvdcq{i zh>?wgj$ulwYl0{?KKf~2!nhtRn9QvhaCId_m={vfc4GP+k_M&*DhqcGYKpYfP9%W7*J7ZR-O6G}&czG{*d5%gk0TV~qYTfdGP5U^?)N1>UQC z=@(3NS`Uwz>s1UvPJ6&M&l)|Rnh&(JBd(ZuZey-JncXNazBs5jn3O4XS-zh@Bn0IK)QUov~; zZN2(l%lP$fkeolW3q}hzZ|PXi!!fLVJatOh*Y9Z2T){*Mv{-)P>(W1Y`6{2olM{@Q zbP6z>1iBJF`(WOw_^j+cF!1?jt^C`6_>_R9X>Xk@zYkmsY1P#Ma@%F|b`4|<}fGY(~6o7^19m9&7rMW8I(g4YL{jRu4bP;$3{}m0qGL95=_>Dt(mJM23?Sg6q^27g-DaxqyWy(u#k520AJI!t z&ge3Q3|iY$-#?wR!QdQ-`V@X(z4{weLMZ@XU;;*}bIi-rML;P+1NwZ|q_{Y*SC7Pw zV1I)AiiQS@w$&iP#M98q*fi@pmBc3(28-#}MTnvY0C?!U%*+%P$})YEJG6l~3=elk zaX6iCJr_netu9lkQN0tpgn(rJbQ!lIMY;F0&JzyBlf zH_FtsE&YWJ@kF&MT%a_BR^MUc6JeeFD>3@NzBr1hwOwJqSEx2@`YHK9{~ud7(%Rnq z<0k0a?|(eFd1E~1{S8Tcn{!h?9_cONOBz`>lFM0U%YT34A)ed09f7;@e(%`Kmb7)F z@kvIjjR#0ueP_D!IJo^h8YNCh_zg7|Ef%_womE$Ihv(v4yA-KM{x_>*KCKw62!rH7 z37${_3!n~iWBrg%aZg=Y$G}HODdF1Acu|T{!Z2bR6tC|i`StSRyw%_bu3ZM+3b~Bu z7c#R7c(s!ZD0;4A{xxDF3F+YN;M9>{Rh#l|01UM#Q_)@U5cS4<>My@xD{I*d-Wa4;~eM1q75 zEPT;#AvpdwwMu@S>|-3@=hmn{vdZ6+%J=kt^UD5LjnXG88jR%0g>1mI zYK#^gNm3%WpP|)VZ7*8UW`p}HNn;U09s{Z;9+OjY`yt9uQzL^}P2)wXfQi#>-gxm& zaH6a~vw=fpC4)jm)BIrAfz|mn>~uPgER*8IZ;SMTVxZLdG3?N>DPgXMty^ah4JP7| zp7VctmX8mDQ?eXDtW^O+SINj65d$asG}SiPBz5cAEuQe!U!vdz&vev~QU_*-6(iEMh^o;=aE?(f3GxLw&{>XD~rYHRMz-Hq_;$Bl=8-e2RM|vpy72 zPaLW~W9f0u18$9IIO&pZmTl{w10quHv7-2$!0(C4D?&_Iy2tS7>q@>n9_{MK?xO~W z)n+Z!+8~Iej?FwlF*}crp5--sCiq9e`+8E3eDVB&mG#Y-q_ORIVAsmHlZd55hZU&RKZOMdi%XuvgTDi{i;&SmOVn)B)~6u1xCRl${{^ znmA8jW4d24Z&rt|r4{W(Vet~L$FL1`9kcK{6)uvz(FNPG)hq!*%1o#FD_R9QD=#XV9OMo z3`dy#umaBO22T-@YABMmjhu~}rsJDS$D2GMeRfE9!bN>{U}l)BN1&41kNB%^lj*^1 zCSfOFELKwH4%ppc5WWQQQ~VtzkRVa_^RK5Af{OA_V2v&a=1~?xF7?)s;Z<8W2Z&+n z0u5i>ruYN>CJ&a zV=HfRcWy7)911==I=^uw-qgIb{|@nA1uq#BmH+^(7IqGEXsV#h38rtJe>numbx=4m<|mb&u))xGe~0{$=mKyqZf1(8~*)f|w`#wPA) zk$L6n3GORFPvE7B!J@7tRm6e;g=mxz#cZ7mpr}wCOOiN2+s0%X)?yC zz<=##qpG^xHv85PQ=sj&cGiNm3NHk>!%8-6n%1_=Xmlws!=rgt!ggKY(Hr`Qi7(@W zj9;T|%qpelU+r1>YU|u>R5*l&IO*VcBVrkdmNJg|Gq)E~`K^wnb-D7u&0GysF&{Re zxVI9sx+!Snv}82X7T|7khdk4@U;W~`KnBhq;J*oMf{*-aAmoH~SAJCH7x?lk#;qY1 zvxXwFKkcd1#~9=N1Hp>nNu#frmu=5v6y!OYsvqz__+NgD|7TZorDB9$aSuSxE(MO@ zrF6Y>uAGjc$=!yZ`4(g$)q^!=s_O)Ok-wVOVeLOd!~Y_I5}|p&ev3@Frg>nY z^NESG*F@H`Jc`DG;|(x&%n+HuaxYR`j88Q2RNgp0NwiZ2d67qGh8 zZPb_*>7y2`&_pp~B}LL+NIK>g+wG*~e!0!XpCPb~!b)SvtnpiML}c*nTcPf!lp_D4 z7r71e%V#5`>DEWBt87>{=*zrn&F5iG9uwYrD5Urasq(bT;&(0a=n_NonAxo{`;J}z z^dvHK%g&Q61+{-YkH5I?Qj)+e>6N0Y4La=sj5{Q54V@A1yZ5Mx8pt>$OQtLRWoL%U zG?&kgcq;$F-ar9*dyksDp>hYM!P@iW_GHU3-cLEyqQ2VN0{DNLyAEk}3)9#Xv>zYK zZi_PYR`e6InmPff-iHpAy&Qi9qa7%3;P|+ z4g{q~t0v6t&QVnibRX`lZ@VRd-+|9hkhA5@}_t5`|ngoiTSp$3oD{O?fdJ8W$Zf|J~|t;w-b?UUu^C-4c=?-WB0Lt6Disq(^0GjM~w4RTj3(wb1L z<O}y#-+kBfdVaC-kNC-pp!WLxi@D6kIKE;d|WIbSZ2-16#w0>c|7# z?p>XF+~3v{zP)4k-;@k+H}N;DKX@84YNNm3Vi!#JmP=q2Y++q@M{&UA%pIQuuGW&M zx$Il}9pajkcB}W+ipMxTv@O#pHazj@cXvFsq>5PQ$E-a=#-Rqxok1%rNS`^aniWbz zt0mI|ikGWUAtY!IFbKEo9RpIUL*-$q2!C2^OuoZRuOV@YMcd*j4%Bl8nD&0Uyf)c% zfxS1P<_zX^vH)dScG_;m}$`=+8*MjgjE{(-M-M9 zM*6Fn#Uz}i)jD$xlCy`v8qho@4o%6~jzq&x+J`K7iq!?9IYo2qWU;#H2SGnqq(|zS8~iKU~=B6N80Vyk)h^TJG-R*2Wej(PUZWp zpKU8ch0IEcl39o{ZxxjYm3fSiDHNG)I}M0vFl0`qjG3nll_AMIl{u1`%;Wa{)~i0B z@A+NVxz0IP{a4x9dq3~!MT?SI2tT`tF)XY z>_PArf3Sha9w0ADKgL@Tf;EY+hS!kk7qmXn=u*Vaz@WJY>j*F_xdwA+)y#C21|h*w zMh9~BNy6Bp8jRp1FHf`8wsoF=6Rs=|x}KEVA8G{4FEqXt54OV{`~Ghi&3}7LZ;%q;lzGw~Xa2nX@WN_eS|was z!d!?{pN;vV^DT$vT&3(E=f=&ax2IR=I`=v0rPSo7mDI3Ww>OUc=sbMp!F3}EDBoh1`j>~If?iuSHIKR~ka$Eg&Kied@~Py$zb%F`x3 z@nuDM=E4RyUx<7n0XKX}DGN;F>l5)bFosd`%OD zi*7O{3p+Cg!_r)5cXlwRkw5*Fcl~Krmj8B#{huBklyRV0fno+w(s7s&)et&v`2!H_XMNSW))^rU zMlmnwxRgJZ6T$p7vcXRA2XK&cOY1t+E6qYLasB!J&wEq}<00BA32SdkVT8ppZ|!i9 zTudKc(D?Yqd)bfaOmDh-?kxOhxVWTA-awZABgo^>4mYa5sM?zkVRup=j0$ybHZJq7 z2ZT3EPOT&T0|a}$+wM-LcDwXDd+^w{OemQ%{iB?r8r0YbM_t`M7ynA@2jw{)@sWnLrbxQ3~E zz$+GP%DwCPgOvaL+1@xt0Q^&O&q3*;H+AT^J0R4lUh`5FxmmWcH z1BXP=zMPF1P>JLcz`px>z2mXmeqk1v6_1AK+)_sS7b8#pBI-?Zy#X-TEYbr;YA28f z+n7T_vGv@%DaN3vUfySCBEUY`$15tX+hkWWTEYa4`yD#a&L{y*Fx5h7qyyAh=0+v( z#4Hv#{|>hUR3;iL3v<|$U_>RoxCDlCG9yKMb?ELdI+FxaD4|(+0Cq)zGXCQMX&3wT z%3ZR-8J{3MjBJ>-`hkvp0MSOlRQ)mx-nH?%4%hkL;$+}b+6viCr0qOl(}4FX{Xi*+ znI#jcQx{n&m_N_NQH!ns1!t;M=4U18IHVYWy+XqUuvLL_fI1Qz#C!PlxJ0y4^iKbI z#DmJwd|Rbf0>Ot$&l7NxZNRdFN|3)-{$T)kXG;p`7rprqnutFD$ODRAhW396900HL zXES9h{Zo7=yKlV8gJ)(@-(KGfSrISEI$=pOMXBuG$K4P#YLChxb(jwKS|D z%N$luX*KrGZzJ-}ic0tXg_yi=5B4Vk#gIPYfY<6bOPCXK2}ovq{8xmA=j(-3(Lpi= zUr_t!y!Vtc)Vl%-JYXE!=W;FVX}}Z?eGauevH-GUk9A<{=x8s(Xr&9sVq8oLl)pVf zjcsqF|@-bEBLz2;RLKw!hqZI@mDeFNuz|6)J!7__CBOOGPy>)l=D zp@v{JYf~Km8G1^5a5}Fkd<~g~EAD*kYSpnEvvt!SFupcI9KcGO4pjE-Sa&q+dOf{a zIXtxx?7H`^fWIvD<7H_KCjD-HDaIw3#h{$gW{vA=<%myDj#520rGC~;fe zZfJI)(L1!^v&|Y$A+&FdFyKLaZ%Y1V6{)G3Y8tP#2j zB_ooI;Zn{wC1J!*8_c5Za99wLQ;m_9n1&rxZzI&rKA3a9=FVRPTX({&=d8OW3e8BK zZ62wG7V2UwvKBiIkMUz@G?@5GLYJ})oxigPtqimJ8Q=w2g3)(f=y=l$XtTJYt&AKE zeJEWdp}c5A+k?qqEgpCCD|ycDNmN{|Cw})T9yU$_`KHZ@jOH8iBY&I;Lz!Ai5pYOO zmWcL!B*)@>a#Ui0lD|F|gpax;Ii9fCzfyiu;mtQ_6g+vbXTK&zIy!~64F$@#n+_1m zEmjy_JmXSPLi<~Nw}@qxsKxsU7|-kogi4DvH<%BXxLOFKUXoA*+V;)6ooI|jZ^Cgn zjpu3G-GH!=0No40(pW3=^r&JW(Q4ss$MAre3G@7g4=n&0=*~H_SKt~_v`#B4ONZfdx~QTXfKxM?xo2@=+6mNSHvU$ZI9h^ z@ztT}c|leqs@(e0Wz3)N5O%e_1eE$wZ53D+4dR_J^cbChrgXnonrsgONqG$Fv7HB# zxt7=672lYZb)0|13vHRd+L!Fj^2R_pR7GdY6h8rlVo=zI$( zriAB8>3|A4{7%;_L?fbLV5{I2I!OW@S&4=pbf>7K^_LD1XB>gLl0fY_c1EUqlv2hm zpXpC2jF6EM#OcD1Upo!^`&lc>V0Hw=AsJ0i08cKer?gJbR$TvnOipJ_>j$p>@o{LR zod+Dl8NGCP(_Cv(!$A8mqn+?F)>IBX?rm^}BTdYj&5w|THK^rL|M~8?Aw_U5Ux?<} zl7Y77IE-nzgtm#$)~efL%Q+Nv4V^>TMG-(YkAS%w=#y$gaUuY}@|27FyWapBqd5`Y zg8=G(>#IurBL+caW_C-EI6bgsTLL?}4FZw&8Up71m*9@=6`2(UImHQZImvssbAJNh zII`8Lp@5>Vi;TGC$XA-FF1`)@-!GE?Hp_>-(rw6&LD1>8pDHSSI|O0Ir`}qj{kQig zOsahIhWz=G$XWGcc)(1$77wOKNQ@LS}O{%GYdmx{}-P(hRbiYvQkw4$ya0$mnVK9RA zuKM}@f4*d3f`8ZByI#!c5@cBY(1ju^hQC?bW-?e>gUZX#|7PcN zC&SLabxtu5u`V*01RCzoJX_ef3f*rAUN~}lW&FqNrspQ;ki>Fc?UsrA3A;( z4d@e^u8<+ApxDQ6I3K3QBmxid&C3b2M7JEO^4k-l;fv!VN9U{=02;kV!wJ=XLXBbl z3z;7TE|@aht_Ei`JO?)V!_da|Z#X{&c>j)2kpP^JUY?fVPxJe?p@aG?0n*>2u>}53 zE@wvQIhuJfZAmH@K~9A4o7jsISm0*+-I&-~t(8jx0&CvQ5SYc%kq2~=_TS$G+E;CW zd_iLZ#1oc~2d3yYI$b>oX4Z$~^8cLl24N!tJ#rMjcjW)K zxBH)>U0wm4{!UphE7iaGEho_EOh+?)_m4LUY>*qa5X~|?H``bIa5ITw33*}sb8sDQ9+Ykl&l%?mEt6d{^XSzwH38mUoWj?&xD7`^vNz3}f>>SKhnX)7s&vb3Sy z>iclVz}9l1-pka9^Kk>@2VkhzIPkotPA;j_Vu%KVz|_42?ck}|j;nH*GLE0ovmVD9 zfKIKoY@3W-&&BO7k^;zLPsv!*t_yu`D(pLZtHpfK2E0jS3-C<4AFFhkW5(-_#VW&u zGI|P(Ess4&_mcqi%n<0wY{8=XMznzPW^WF~w5;Hv>dH6k5sRoqVLT``1!=I|mk00B zT{<5mJ%3)Wz~B`{Rhg=M*gDC-TbF>)(b&H}hHgOIYqBAEoHY4u(UkUwI>Qm%_JDUJ z0eB(N2gr;{Z<+xucUC3vxmwXiFKCYCLJFVgD#qcq80iXPfkz1xj8DAr7!vxnn+|vZMf7737|3)u9gVC;Qz@zAU|E3oom1U!XZDL z6y+w|NtZy@a863xAhJiFz0nml%v%K1CA;D1i3&C{v~5ODa&jFnb{TZ+bh~qBRKgwC1}aTM%UGOu z>p}B9*73M>@{L)TR2(AX=G}W%ZJ);ef4l&+OL_Avp~^DU>HBPvgf5d6d6jo5Oi+t| z`U>gVk@LD8lbt#Vj*eMK*gChh{*y{*BI&W%Gp%t&abM0UOUF>lEUK+9W#OYuLbRUI zhb(bhYdyg^RT}i#MML*qUATwh`QPh;oG6O)@9J%gQvwNZPTDuUlpCnB3Y0H<(7p+ptU=xOvXV zeOR)T^+p^rNj=S_#%9kn-HG%}j}^ zZtZPPqL1i%fXU7om<7p&Qhncs<%hk^KU5z3{Q$1QOQg_MuG!x z9uzcp$x33jFM;}ZB5UiIniT8#Go7xH`v~xdF?W7zg`6$Ls@9o zSzpwh*uVq-xf?eKQw;Sdypm@T@l#_F+O*nlUFM#4G?<)GmKF9~ca+3-pEiDXmuwt@ zkzs3Ra*P|V42TIXdaaNWM5wC1?}PD@txvho`MD^XsXbr%UpUoyX>iruk(uuX*%x6S z@S|vGR01RA9el3BsNe!zEyJ}}XR(hJcDy+2jk6^@=6kPsk=ao_5vN^S@UleOA zMlK)l;>oUr*^rl`5NBn~O-ZZO;?Ed|7(6VBV8>Y^o@Z~xb8Ys!)`H+vny8zC2vvUz z+eg*w*rqZLQ$)2>@2~&<9gs@vvuL$s`>o^8?U4)98Dy$hRdAcHI~HaYzg0p1&`62@ z=OJY7(8Y`~HoEDWQ&K3U>(?Q{m7w${xe zxW>#`_U%{Vwg=pu|F#O7kDy7%ML*nEvTfQ>6`d-7hw?Lef$i^x&V(Kx2{STGy$=M` z^R&J^wA`h*^qXz23PGq}A0SI%;@p1O14y4}oZT^H1x=!o(j0B|Xa(0F?MuBuD zK5!lX;&EO<`#zVgwb8cM$uYWo7m=*jCZ;d2sF=nP)MTADPf0F`>Dcf;sf>2+e}Q(o z%yj8T6~J1lQl!V0U5$${wlT*t7G+YMOs*JA{#<7e+O-!Q_O?q@CzMk$@{hg!I*V00 zO4C*Du%}l-Vr7^vv+EWxl$pnG4(Z{r?abx2$J4vIOUeiralE zLu^p6dw4ThBPiAFB(HtD`Z)&14us0``g5FdOS}S)rn7+3I{rz(v>A=>!qzDyD+INC zrEl7K1PGcg=tZkz5v`HyN_!6)x}PIl#rJXh;FMEfcx70-%_s194mW9a_QUCrp>ib0 zdV#`roBsCKSFY$EI*$!4th{h6`Z;v=uDn(ZaOi=qXRE5$Je}$7&=tbm*7jM8Q^7(i zT1V(aJL5o?s3cV5yNArx(tjMIWrte5*Ww5GsHR9f8#gkXK8Be-_U1h$AHBGwrd%m> z8YmacXl^(W^btH%r>*e&J111G;xYFzK0EjDevU-pR+#Ea_3Kr=Vm|Ur8D5SZ6*0I> zgz8jg^0A5zvRk8an47x9u~fVamzK#Z922ql_Hgs0db6q`;ybFpf7l+~bIX zNI{sqF_hk4w`SK1cc0VQ?~lFJRL=2*e+I9F{lptwx*Rxah~D=)k(mYp95hYFFg@5v zNTVklD|7ca=g)bVc&p3XB=q|-CYV#vpG!Qk5j_>O9efrEl`!bnU{z4K=SigeeQA;I ztAoHjbT1e=$Zp|!z2Ie~;(pubnxLq8AG-0GzV#zFp%Mslmdyqfk6&>)sk`D$Z_4O`KA&5}fg=iLG85ez3?G*e?QfQFLv+N$?IlU*y}fhAOUb!N zEajQ^)&NCSmMtd@$w@t%Y=vv?o(R+SyMV_*D~vET`m&GsYf-pVBAyS4sy$ysI9Ph> z*^h%$!E>sTcBJ0^xnAiWRB=e9rMulHLwj^+qZTDlcHT_+r&cCv!a=E!Il;T_CfY}9 zFPb7{W!ToZ-OvHHj?fW%(tKEdxbXRBX&p76dzkxQw-NHG{P=|P3YLutPQm$_Wf5}a zs8hm$2W3j$@HqFoT3n0SjmZ#v14u@4ukvg;qDLf8!(U=&vS-X{LvFjx>l(0kA*M^o z=6pU4cof!0#2zx6=tK zxpNL--TXGo}<*T2cDCwd74Z+xzbdjtvH(&T#D z0YVJ<_k)sDrzZW>IjHq)Dnj5!NyFW|-vwtp;o(8I zlysFYK@3k90wY>mAoCGY=TOsy-Bba6hbzjGN6=T#Y!0BS;fC0C0r=IbevYlfUcuDl zIjp4|iZ+eIb$fqy`oRc2S~|haIzfT*ACGLe>2=|WkPn)x)w5kFiu;)2Ed+Kxh{1oqIXJ6H!NBb_SforZ ze)~=xi$v6jw_Yq@PLejIxXaKzasSPtm-SgI|Fjoz7ErWDD{O9$C=n0}E@h!Vd3WeR z@LBIlBkZl%7vb6K(2iffcukI$J=mmKVYjq^(oO^V?GLA4DW9i`2z^lRe855ImALXb zk5xVlGAYXMT;iyvx@2jvG+nb>Ll(Af1yokfZ}V?hq9>oEOW6JG*|>Df(mGzJC&K^> z^NoXVjUqF|F-|i^X6Tl719gisGUfLP2d9>{271ZaOGq%sS4KQFW!ENNe z${f+?Jm)JcCNuYY`^M?a#^Yqb`j~6(6s8-C!h|rJXezFXWCbO zoh7jAkyME~mHp=EKk=pPusxXjCIaet(yR;BqOE_al?{CiY0V-~Ku?&(-udkznHL7h z^s;2XF3PtBF9eXbw4zkJFPbOMK&SxHK1*89Vx{$+AnYxl$D7gPv>8l=-VlQ^yDl)e zEBxNclq&**McWq<*ieOZ0{Z+u^c2FA@I)O$0_Ef&yVdDJGI5}ood8p}_gx!XLgG#5=5WzdeqYD$_9%n-2UJFUKDach@9PLER)s=Xugq^kHBJqpVzNqPC@PwJ z-}Q;Tc>-2&w!5$+D097w?&nk?T#V)WiXi7{g}l1Az0e(?=+>_mvC(%xsJ)nGMC7fW z{f8(Vrw-daP>E;Tb4TDPZ1?NzXD_lTg-mmzM;#LBo`4Qd#{+LwCdqAp2Xj9J*wz+p zKv&WT7ux=GTjt8KvN8>kC$l;tQ?{^_aC^z^G~kD(?$3M?^1KpU+19|s^c6ft0mH?^ z`!u_Z4GUi6PsG1ofA&6!)lqkQo4_5S3e99&V-ne#A+JbL;je7I# zPBg9jvqm-ARTDMYpR&O_c;Y8=hSFb+aoTO*gF zvffS_%zk2c{ep>4e+w1(cSBXxhO+2$0|NiKNIhEJp2nke7?xuZ^kqp}MxOcf z)9vJ#hJ7DpaF1BhIK34)aDzga;tEmqPjQbbwAWsHz*9IRdRj5AeET!qPI4LCgl+vi zf4p0P9fJKL(M4O}S4fOZNJ&3uP@0MPujT$HV{Q zcSfTabTFFhQk3?;M_c@hvCoNH-#@+&?FAD4eOGjm(ahq-&b|Bxl_obTI)dJ;k792< zQ>i`s>PqsZhBEzwgd~b|$hpU%T2bB>23kY~Rau499=NR>0ZsX9#qnTXVV(ekIpjPc z2~t&+UAvBg9lxPZ2EtIwFSyIBDbo%@S-BcEAD4GnR{E#xZDC^5VGGdO>eq6$jZXK2Q7@^J`9BHqB2wi^$ z$BA6Lo~%#%TM>4b4jm;Knu0BY4n5=e!0#{tE=rP?kZcOs_-&zKiU~VZx(WqZ)65#` zJ(1XC=r*1>9_O?7)6N@=(_^Uo8J!X?34N$GsLTBQzy2Ozl~)WwLwt5e1fb^-=Bpaw zIyCh%-ng0@@h3cKNy03dr!ViwP?36IZb7zN^3(iB{_ILfS95#>r5*X^-gV_|_vGui zBI%XJkYD$m*XC;8j|gkVf-12y|9^gfCalqt$hde0Q-L>5aL^oO^FUE(NzhE;Ak0vF zFGq}EO3LEuaFDZIt)W6387!fkW|b>^Q@uEb)bnv@s6E6NC7_#^@}EGP>8UrkBh@4b z!s@{}SBGb0cfitMF(k_)(LT#T^@p|5hOQf0*P(+ZGK+@%m406TMnx%tmL85kD$&sV zjG~5D_=gVv)Ag2w-t$z-H;ZlLCd4~ZK2b7?wQUzhR@BpbN04IK?H+kVqAv&l#Hpl&>zFtNl@!57)P9q6C#730#}#MqaNbR>zop^^h*+eRDDVfhkE8F z$_4pm?JvS%zkoWytw&a@MbewH9r*{C(1=^z>zaQL**-+LN0g8?#_zh69~Oz5A?b!* zV=(ya6!%X22&7m%2elK|gmp;rmP>p4YaMt@a=@%R0j{IwWg$eGF=zM}r2UF&BDl2_ z40M3x=ETLgey3%0ZbW)v&LIr(68j2KXfSDjO_0GV2NF&r#7?B3Z;9{MSs*_(srB%p zSp@$Zl>bp!Hf?*~ed+fN4I-IKy1+oB())cLE5W)l)TH(0zd2WLS?rD2Eu#mo()TF9 z2dMzSiXP2t%ITSp8{^hng1nxW33>vnoR{#lBZLQKP&)$i@2X)T=ms2%OIn)bh~uis zs7!wxudE*&)PsJ^6%${IKuf~;|O>+G{-$UEx}?&17QMg-*4pBXD*>7 z#r;S~`~+5Rxngy7(Z6^2K;oY7xN$WGhyL7PRQ0haUo1$LCE4FTYG7c4tIR#?Ivz~kLiO+G%*ry9|+jK zPMLw<9C6CQ$tD&%b4O_H+BXUc&_YFJHx*6q8O~A z(4N25+fQ7W5t^UP#RqED`AUujZ)`b7x5!*Ui|=rjQzyUO+Ztf4RTn5dM)Qom`n#dR z1w;t4mED-_Vn+R+;+cj|x;o*ELS0YV`99kjHLedl;)_o~%1lA3K zyh}w@X6b5up*kr!Jq09lC?y)bMGUQ^2%$_V&a-k{eNV~xsR=HEV1ndza-(x#tl-Gdj?IgjvA$Mg(sv>iJqfJ#Vx*QmUNll(Jx5ZYB1V(>bNBsXps4XLQXVDWo zPZzNyq|s>W!a}&BBvLSRDO#l3RE%pNLyMVjl6M7<{tA2A-`F)J0eRE-bwZ%13;ic` zNw+V!(ZZpGRpNuh9J5!+{fpQXLbixEcxga}0xoDm`~Js2$t-z6P~679!6Q(-o4Y!J z@4u|3j&g~{KdTuWX)^~(2_+DIII~2&-h;J*^cMk0xs@|W`tpL4_`WeJ0`P>TrUA0Q zZ^yuQ`JiL7{QcqXepsTU0q|NJ2XUaGu2Y8w)ykFU0GK)_sCo?1jT>!^7*P(q8p|)( zMnQoY!3Uibr=aKv^zS%QOfdlmZ3_QL`8~|Mt%jK5Cgt-k-kpX-dFx3k8`Qu7RABeX zJk2Rl_>Fz1!R`av9(wP14?#s0p~f97W#Mlu3h>G$z?|SIgHA~W0AFr-J~0Ad?Y(iF z&*(eEbMvJkUTzZVY2CcxLd7M+bg`R?ykIG`E@dFNg(f z6iaX}y|2>p3k`&3obI*z43xhj_82DtrQ4Q4cFXHg2sV(3Spa0+U*R#e`2Y={I!Dmm zB!k_|$({l0vJ3oEwDOU#L*0RZnoBv5+-Yt5TNtc+CC=sgb?bt28QbBf@-hbU&^p5d zh20+p!v&^*K5gc|pPcqMFYS$jN>DH;iJ2~;vV}%DWOFeHSq&NoZ)IEYFd}Wr=bxpJ z2r($-b)R_%>PA@uu$2kXA)?fp_jl^pX)wYcHhTJ(3r+`sMRD%&EIIQk((p%uCES3~ z4k)2i7<_uXonwOUG=^2G7|LeFu2~UTEw`TuP5WzlNSLaI7fE`ut&I7 zL0pkw*_OmmUQl6Hm3oBs2r5)L!3K(4O^X@3T`7k;k98raMcd+Ho9fC3-LA~b*mJc@ z>nL1`c0RlB+Z=6{heI>GRR_mf^7+hwT+Q00-UaC&;ij!T$x*Epd}()xr`h44&k(C5 zoYE3j)3?B&bDQTo!dj#;kr7j`3itPbQdjw5=3!n`@wEu|#Bl>qBG*%QNEHU)UaTW% z%8>bX{?j6H7BAQ5G8`yyd-qkxHS*p2#rbVZ#*^;b^~3yKhcYkJ=Lo%QLpE^t_dIJ6 z!O+rpfI(AIey48Qo5mK^VLLCu>hJr6xduVer;HkgW!`9b3s+*sE!7b)Ur3qlj5sa6 z&Ez7?lhdo7yBs5KMS)&IdD*z$-4Rflp{!PG-YSJ<=u8=iX35!jKz!a-B)jf7KurL{ zp07&z*j@HZ6g}%;mLSX}~E%Bo)}JK}1v9 zJDH3j8nLhA)$L92NF;6A8{#)=e9C5-Z^izO%FXCI-8{BAbzH$gZQVv(kRT1BpLWy4Z)yiE8MCk&gVPI1w-=$(hE;CKa(4yAK zIRTv`Wf`KOIqtlq@p9`Z&AVk<$JkPHRBE=Nl_=HDb$4R;ZL(W~{vMIX-nm5&xoAI9 z*yOb+hFsA40bJZ%Z4bl_L{DN1>mO>g?-#gD@5k>lF}|9x-Ep5<-baYSrQ0*E-0{a) z$0I?Y6DWK%62Zh5T)S|8bt`Cc5U>obiQBN=f?aN|3!O9{Gwk*E7!N?!wr*yM3Ra5k zG-Ou%nkL}VFhzY4J00y`wmw~=u z$b6E(QJNLmCODZ9PLJ!-hD4i_j!XM>3<9kk(h#c}Y$_^Jz^CU(E{VdcTbisBPsPqO@ysk$iP_~N zwZ*y#$NnV9 zNe4toW8*VX6~5b|tf4adF`C#H@$@7H!YKkfla?RSQ}0Og;UBt9M;&DvtT0NSE4|#s z-qPr_v@y@%D}OGVS385AnwcZT8j`|{kiO9#6NVrc9J7z|u#pF&$)G_keXdE3($GGF zA{G*HGW{C=3oWC!(sqc?A8g>IOLM96`8gqRB?C8(+JCUYE!g08af7EA7lqL8$sDue zd#h-yRx8ga%>CxJKZ$cJvN=?d?Vk`@v6gb*D8o~HkMUGcd4<$|zfU}@aNG54UWSWo42iC5z^~2!pq9#Z4nYmF ztP6O!Za>oC1pQb;#F}TBaLk8lm&yt3nK>IlSvs~Wy-o8|g|E&_c=a3m?BV4r9F4I) z2>o!LPhui1tEeuGeuV;c8cc$$)~xQVZJ-tCwp2nEg2Mw&G!~jZrTg8v=6(p3&#eRJ zGEm+NApp1g-qupPx1Bfc~+ddr?IBN6Lxcp^rgyl&Pwot8nC;$dM7@Di(R}Wf{ftB(Vfv`_C0|Cst z^`;Twj~sU!Z`FC1Mm>Jp2p8rdPl3Cv$;vNU*UUWU-LZ7F?2pC}hkkm}IRC9n8hmgJ zOldOC#?hh?$2*ky`=MuK0zveiWeZMsM&%i!Czl%RyxP1=VS5PC`&$3llDweqbUA*4 z{gv*seNH#O$PwG*SnRu4s%P(G07Ry@FMdlp!x_h(DVItTsz7k)sHyfY9Yf%lkijuo zN*i;p7p=Z$B>e8|(uUj&*~n9hiCdEMRupFuA>9#6*A*muiVssi)O}Kx6g5i9;Nt&^ zsvQzRU}Ri3>%|^S=UbUho>G@Fp9h7)=$)1{*SUaFw^`A3{ASF>?4e7$F=6BdTRL>}K_4*0R#S*71+5ic9 zap}~zd-Q47Yg~L3uLLAZ0h6Q+m@T2@>m6B|ToUwS{V6fGexY~>iqTZmDmI`z#ZC-5 zDvnnkvhkb?L2T&yOvyrHx7TUTyr-v5SG?Poegw-wE^;$r76u#2Wa^i( zq?zt8FxshK!|&?w;l!50n=hdD>b2iLEN_h0HF){WpYO{gW{zF_W@W9-mW)B2!^hym zAq*r#vllYxd*qg0t9E>v2(iufKj)#DN~jaAzy68`cy=lluX{1V3pYJ>qFyWqPdWmG zr3x~07wVp z&YW||Y`u3qgc?B!3x9dWe9bv-$#{n?i%Nqhms|^Ko$jQY(DFGho~U-Z6Lp3`#^&)B z@{-y!CE2d+=OmD$+!|Xk)=IYEn026T)(nhXa4 zW6hXKvU^0q72gE=1!#x;^v^O+M3e)~K(O!v_x_Amw`7=n2{DJ(KAwxn$x&QH;=SvE zfTF4S#1FSzeqQ*Udep*MB*+~n{8e466;%&@%JzZcOjhSy1zjp3(0W_rbXqf&}**QPet6Y@Rmea4$ z8*F*$9-l)d!-_{Lq@_Z6E%YmIOq}H4$<9fi;3D^5h>h7<1Sr0Pom`A)hmwQfK023W z4S$A7DcOxcidj|_;TIb)lDYSW!-(!x_RI^zF`tcy9Y#wLqyx^ z&qiuTU$)TOuC<1hx1+CD8$^dzo83wW)=!T4^svsj7G$HJV3I>d-sJ|7=#w?y^U$=! zETAa}zd8JA&3RO$c))a@FMcfy|GM{#e_ekszR9xgS7}5vg7!Ber)YH^?G4fS?jiwg zoHJi8jn|avp|sEIZO=$()6#R4`Xc4aSgO8sd{ua~w`dm$Fc4~uBMxm2?h26)6@E4* zw>2!61c_4Nx#PlPs};ybh4l>Q&A4TA|6S$|AMzymW+4S^nJ&!buqhl@Lf)hLYZMp> zAu!Da=O^Eajw`;hpjYn3l*DXWY@6vc@}r&`&Oc)EhT&) z#@0_@kXwqB*Z3Ug8Pq6z?u%WLXU&f?}b6ASv!R!Gun^N?se$KcITt>AY zaA}m$`_P&+w{%r(Ez!#_^r>*3dz`*W{FpJ{9!U}g(|D(zlH8di9-_PCc&yr~prfIL zvr9M2Z)@Mm3zMZZaTy9AyU;xnEk+@IY}xwES>3A!M#(j*7N&J z0;+msa~UM`xxVho3&t%z!4tdiDrom(q!d9ZRY8re!`&ytIL4;RWVD7>0o%S2b( zXpNMGt62zwbVFcmE2u(@R;??Vo=+W)isA21fz?CVQRC2zNR66Zc2s~{4XsdB2&Ya4 zO$PRtBpXIIC%SFXJ)Pbrii$F4-nLuoo*x7_IAgJE^#ICiwglW`N`2Z? zWK28pwWdGCp&?1BOaXV!>hj_Bl5WH_CnVmlVxkPc$!1e?c3`Rh+}1q9DIkXO5yiMJ z_-%L=FN7&tu@dEGD!P=)h*Nwq#2WXjqyfYFX{9_d>L*MwNi*dYT}y%6KV;W3ovh<5;jEkVuOzt7&7&5mq0`!=WF8s5?ZJ{D9_You8pbJfN zTcnA?MnPFV8A?J_dSjM11Qn1fSbttIQ>;dZgY*zM9Z2)J2XnrPYSvEd&u(%tra?@8 zo^?JH?j-$m)}>Y|Ld3_Y)^ol10LH;b_O1YDHR(5Id&vCUlfwJnmXdM~i7w>E64SZV zK9?}d9|wg{+KYjXK**aW42V)~9U9X9{Xz!|mduUSS~j}-3o*i_rc3hn(%f6Xq&9pp zU3QE*Djum#mB_!GE<(dc4fTAw=AE#@YVVRpAO4aY|8p(-YvL-&aZf)9{6xpu?6YCX z2ndlt`Q@Kh3_p8Gg0S#w3Ymu-yxsO#9LIT zh5g05m$w$=5K#l@i}5sinp6kPWLD7=D{h1&PZVqBUQK(pPh;0t1{KGaj+IBZ@jlWe zshw^kri{zX&krF(cJDxQuC4QxLvuMWZXq-2R94VzLocr?D(}^D*3*{7ObnMKx;1fY z@>?oS)Geus_7BLq8L?;5aiSyNvx58zy`U+ng`qZiUow*bO#scEyi6JM^aDr(gn#!7 z9qw{-c=b5ER?j}4%@X&mu8x(CPOdD-}+q`9g1;vzAPQ-?@f%y z4UBF7XN~$)qTJTrs(X43=V?7!qATzXE_NGZ`w6R=(lD!r&yI0rWLRo8>UQJnMPz2V z<Q3U-e`8bD2yrF7-D?IB&< zJ#HA`%w*OB2UePgV=Q_j*MJ@xp$X!#n_}GSh@IC$WJFe=1;(MGT<6)Bnt^AlyR|m( zo3@rUxdY+$r}z`*sj7&d$dk}xR{UK;dsMSl^qb2i8az`;1Qhl&N2`zUqr~TLP7W?2y}GdHQFYk{dY znA@Y}sf5D?4{~)W38&fh7WqX^_g!d+GRPYv4l8PWK7W9Z`#e^XvMTU1^ARoUN|nVh z?Tkr)rf!6pkNXpARX%I4z2dHJ=$L85vL?sUdS5BK#!CI!B(&8$iTMPr6MaIja>uPH zzMGA;flIpbyuvrQZ`#*X4ueOuD8M%QvU94pE#P90p6cCnj&yN9pOMVpGGCwO75p7bl(feV+ydsvkREFCv5;*&9wR|SZB&3481OdyP-Vs9B zT=aq5XN-wOd&g(IlbEm5`kYA}RTlmjUz+AZ-ytMBOY73oC&@V7wG0@O4?Z5>Rnqua z!*E#A9h@u1ZzT@1ik&nT-TAS4AZ#XKBCgB|nXThJs4#nIWrtwJ=KR5oMV&mmo{b>f zOt<*XzN)wl?WNK*o<_Ez0~MP7By=s#rTag#kSYyJRdgefVm#`#B{gS7g=ty_A3x?D z*;oVaOB$A`%jzpA-POmDY!frBE1$;<^FFmfJ3QLtY1m8>Ik)fatqJx??Ut;smZ;^h zaGjB}+^dGnAmY+v99C;L1vk71gRh06aJDV>U^4Ze=f^}juBaP#)~77w^e9TKm%XO5@Dx=FcbbOoJe<`G5uDsg)o+t?{8@S=cuF zB2dL>Lw^Pl&~Ii7x>25dt{abLH&Lo{>16Yqs8IJK_eY9Bt{%2D+N0Py`qkNm2EoF`jCGyavVd+JH{2 z#zG?uth@(Kw@Al0SGfdBOe+GD`oj%Qtn@q3DZeqhl;XKyGI%z_xSqyu8b#Vr&r4pC z+Ttd8i+AKn=_gH{v@n9GZ}QQT%EL95Ek4DKOJg&$*(Q<3^)nM88&26AHt@f1IQ4!E zdNFGIslyupzta)!*rEe>DmYLpw?~8~P zGpQ6FtV1-m%&T^^GJAL5Ks%o!(urfU>gl(dL%i#muXaJj5Leo-j3(z~ddpn)a$lW2 zD!M2O0w$`RXHYwcqkLXxcbtC3bC=$v`ErYx@*4~D-a_vr<@&bsnQAsQn0 z%ygHMgDs6KYR&n}dIv>)4Jf63w*db6isFAfipDAc6<>c;_F`!5R-O)TAuj4-J3KAT z+BGL-R(iS*3f|YFc2&E|bMjzFOfLJydpg7G7rqsZ>P#c~n0u_RwO*N-EWHE!`?f$v ztxN?n!Q$^vBi@C!M4cM-t>YfDtAtWhUuP+&#k|J#a&OOThL0>8zFWwXAdiHWK8=_& zXOXOaM99ss>*wA{`hd{`cLgTdL)fJ>#Rb;|14l19*l}|m@wa}5S|)vCti=jspSHq= zbtnnz=)-0omOKh@Qkg$u8uF!IdE3u)d(-u;pu8;;OekuYbYE-}ikeuHcR@4CrIi%jhkg_$2c+-n08R4QVkGQsn-nd}ow;GIqBT zNU~9Ac36_-dn?<-Xg8%l32k6{I68)fJ{QYCmR{A+tY2yNHq&ibbZa*7tAe$d^iH{R zWkaV8IGT0X&1IyaktS(p_+v#| ztDnCgRMR*VUcINy0rPV<0$Iny&$RZ%DVy@vP+${X8X$8^i3-zl1-PUCT3FeJEJD~p(lS^FF)Yk zJ#IxLR@^pXHVNDJKH$3c(*S1ExgaGQ%P-JuvfijDXR(Yk_;MSUw~}^KEnnlvrQ_xD z8uUXX^0_vOtv^6|bd!D8DvK%CJ@&i1<8xMKl96N4*T3bHUTy)0t{bCQ`bCKRs@O5D ztEcMCk4Q9Y1xfs1)|+!dt@{fec`BZNYdrPcVi7t1{%9TR3!>ck5vr^}-;=^kGo2Zc zh3Dn!=}DemIDE@YwC4EgtCaQkr?@HSyd_Qxawx=bKMA}3JdgXy!*{??wyJe4PH}Os zZEYG-^u9L{cdztwXb_8N4X&JU@9``*rFuX%K3sT*yDMS_9JL_8~pU6r;Bur zJjiK`reO$p=Ywy~6~Nc|4CX%kEs2I@ZaOR1NZ0Yq-$bU^^8$q{MmH$@4?kq%Y%GCe z*W2j+VzeGsuVye{GMB|w!FTga@I4n6jeF0w^&R{2abJ*n1U9A>QmeW-?7%ji=Fq#52VO9 zvLBdvky>Gy_QjS*kgJB*~hy506=9RmjTCjdlChwB2kQUvfQX2bNx>F!c8mnf1WW2qaeBVOgyKyCN z-p|lQHKwrg>ajn7u`)Cv9Vq+Ed+>*x|HBQ~7F%IY}b9Zjbx7N~oCw4tr>xQQDA3q*&CxWU~)A;=) zlDUAdxP4ZqruRPhv2}5cpVr(W4{qP->aFB1_`qmqt4zZ4xO?ieE*{62n^wPGd&p)^ zS6t>qgBM9-PB^NB<>}tPv9SAkWSh%$M^me!H#WAwwud!_l&J?^YJ=g`*pb5$BJ5Kx zbTxp3&?DMC97tT-iKQ5F?HQdsX0>F9SRDA?P`lvd!IpfARy*gqAA_~yQnuPiq}N3w z3eg{#M_%uw9T6%S@>D zvHHa?A~p=NtC>Fy&0@Y;pi;z)sHqGe?{Qk2@MoMwA$h`Hul9wUTuJ2BE0FMPwQZei zlixw&cS=Kf|H+#+e!I}->5VhAtdw-my{CeCrXIz`!;6t&YNhU!!G_yYWeBYX5&HTu ziy zn-iO7v~zhELaR47M5`Y3a$1RwutnU61Uo@Vv6wjwX12;JSA+3P!Xsg?;3sL{Xw8{9 zN87cB3ysZJ{GLdB5X>5l?!@Drj7+mP~mFHw1T*K!Cjz7H_^w{VC`A^xTAkjm6azH@+ z0VM6eKCRo9$ymh6}-yGId-3v+tx|FY3&ThJ!SH<^4=3d*mV8CI7Z&t z7&kEr7x@}dy6Z&n)t0oexpxDG)x=0f1qWElPiEF-$=B}HyM&Vvt-Fg&jaz=mc5YH>KMA>D zfUSPu=uUacyG}B0i^sW7?>x$L&r_5p$J<`fM2v_B)!FMKIy5JG0jTNP`GO)U*yTtX zKlZ%+UJlZGhvhkXfmCDx%v(#kp!ZKF#t`{?7kMwj^sk=($JBcVQvJXG!^d%|W0Yfs zghR&&5z3BZJ0uh;WRHlf24x)k7#RmeW+EaaBT7ieDp5*CLS{lp85!rkPJQ0L@BL>o z&+B=f*L6Lv$H*HwMb*m_x`ks3`;tM}Z{~1@tTVtT-E$Q-VLp_+l%an|o7zXY)=Xb`^iVWW~CX=}1Z zIJEU>=u&6C{BZ3`et}Y{C7ek`kEY*o5;gU|YW3qkF94yY=Vx}_aC@~czsI9oh7#KH|()yv*^=Ee-RWZ!0zKeNVP?DQaj}H}14ef9g%O4<0cSZqEj(hg*i&T=@!Qz2?K4Q3Z16odppY zao5XBS*s$&PL38bIz7Go1?gDS74#~8K)O=wkGh}zxDSEXN7)zGu+y`pT{&7{D&07d z;)-wR>?0Wql1at_y*^+m=hzy&A%fL4>gFF647}%tKDpE&DE@ULn6&-mqzFou6)TVj zA%@p-cqi}J+uVc%1-%lsoB)reQ64Rg?wNq^ABqw))PkOkx?H-$>gO^q^j}%Sq73Ni z%|OH5#1y%Nn#*5?M6~ldZ2F4%Urp8~-F_$)OOIxY&&rK# zI8+#PIjgvM8lu}$D%oc1ZX8@HK0A?G;eJp+FDMIFSknG_$_tIOX-13_kuLRl=La|0 z@K~P%y*}1DSIN^rZD$03Q#sqCJ_-5PF6iHP&%NWMP1dP>9TDkK+MUghL^Wa~Kzb&2 ztvQau*vJ!1=aM5m(&vWy&|;!R$lU2sjPug1b?>%s?|t@DgNTcU#(jVpEYjr%lbgA= zbA1TrhhoIylPs=o;&w!qGncdAIK;y(JSXfU&R0djoU3t9%XUrC=D42oh1QFK*n$j(NT!61D0={DWSV{L!pH(u=YSmTlG z@B+5_U8bDEB$84BUz;yoJ^`=eTM!gaS@DqTkB{EbJkZFG5^2Dl3Dl4kL?DxX%u*?@ z#<>?QNPEm)|H?c=<3G)rRVMl+Sg(D3KFJ!tvD>V|=0v}iJ5^Q#(R(PSPlM1mD8>F{ z>VMtjMcenaPzkzXUpuRuBF_nayy++qY*A`)r1Qhcy+l*3HjDonw2bLVxgH4lae)f0 z3e{I;Pmf-8I|3Y)>7gCt`8A-%xLOu{3W(*Vqtq6^TLbHbw*5Dv8WKXHH=NDGKc1YI zNGQJ0=Q#Cq?Uc%b)28|;!r`h0lCC~WYxA}!GB^0oL*WZT`}mwl`vjZQjI~G{O_Jj_ z=C=amgZn%<+e&{FHANEtR~15A1hFm7Umy2p{QD3V5en?a(Nn5^1d`%Z>X|O!!`CO= z-{p#7K)V&ccDA|uQAh6myF~&PzY7`GF=+OrrTfdnGon_lc_n|8N*Xm{`|R7_IP)b4 zXBBQ8@^PT0cujc^okedk(53EwXsJ78(74x!xn&AG2rie1RGaR?6~8_MtKPwAaen@n zQMqQvlNds=C=>g|&rd68Zr|@j&fj_J_MuJ0)~t-1{wp@&uJ@AElYAn6`j{d78eDeVrzw>&~eW))6n=g0l>U=$L9mMLj z)OMqU@MhAGN@stD!@eZNOnJ`(D)$ac{V^;1^+%ncYw&~==j1#e-J;B}592+~O`#`C z=^rgDiFS=-I~=yP$m)S z?Mi2BgRr5e>zi*<&%CwKyf$c3I{(}3v)#@npb@P|r265Q>t@?;a4V1tP< zip>7|JvVm*a&}SpoHd(S=(e&UMdk61G3wkncm4wmOYxt(u(va+N>h=&BfPCLA>F3> zE2Iq{A1RyLSV>O&tlHLi^)1{>&g>LB4fW_coi?{X$RY#Q1&K_CCW?ypN8A5R+*$A`Jjf z({oHgPEcsCYtly@iSp9@Z+G1%?}{0Nm33^N2=ZypjhZ`;+m?&-G719dOT1l7n3Wv`KeZc{%JsK>=;efHE~etry4Hs{>ZmogZhYM2D-B- zeN5rFhV|(aotH5z@P4eWA?$z;OWs#oa$D8z$~LBI)2kLDC~H=KU`@|&3OIjI+&vh7 z9p1EFU6kj!UU+g8dRNfs9QCxi5!=Gg6RRK_@zi-x$5}5}yY}twl(!r{*_!b)mN5Iwa`T@9UJ@n=HhZ-Edu9 zeY<3Dxo1HzD^d-OSLK%XNH1IGdn!&B=8Ma5vG^So5uRsAZu8F#HXfI7qWAidJ*jkc z{->rLq-whW@jI#{b&J0pt043k%p4~&@@;njEcV&Q6(CSjdt))Aq~5?zNcPIm5*0I+ zotV3uJOG)cx##M}!bAOaLnw_P6KxR9xA5dPY`pzBQ(OY6Xw0aHPB{n?oK6Or-T?0VBW;=H@Myn%&$b?)E#C*?I zzFP9;@|=fZ@U9m29IA77mXdr_L$_|g4!yd>VxY85*VE>e6H^;z%GNxGh+;zdTE7Mr z+ir5(vh0M23pj$Wlnh8FuV%f{8HpZ{MzZHL?{}1DIH?_F%)29iqy)xnv(YCw#@DlE z9om_DtG;L7!Hex?J_%e`1spD~2R5v!tBGY`Iz*AMHcl57-oxhyWB-%J4~zWXaF1Uyd-^L!`p(2ftA8gJTJbz@G|BtC;`~*Ye;*DJaz&m#Uo$4~;!^q8VyMi3j_{kIAHMT2^1Q zC!0KKGtJ~VT6(r32kGK-Id!#@7x`;NE$9z-No$)7`Y6pVV0O5^s_cMfT2 z_k`{yOR9z$tM%M>H0MX+cv;0nHqgI6DC$ObLd-Cw+Vk@#@*RejsSo;M`$1$POKP49)FnyMAs63?WF15bVZP3XTZW^CuqXo#SG zhBgBXQTFW}Y)B5yc_&>+0KiM4I&4X6b9G^Fdsh)_$`ae7htrd+2Y&|a<13YA1>}K6 za+z4N=EJPM1vGo77?*W7OfE^nj`d2g{w^qE0Y_Kt;ehNxf-}tHZ7L|)q+{(&;IUZ60Nh`v*JwdtcJ z?Ns7hh47jvC+-p-N)4EkwTLg0nN#DwehZx+SE3e5-DSEvq;MF8r9~~%e-cD7$R)gQ zr-2=%c3iF@UIHJvN_Te^$BVEdTO*obq_PJMjstd@3QNt(ySrI;kME^Jr+)X9Axk#k zRLGJh*HRfm3ov;-EZj$%$-DHkNRCNDG~B>yS@y^Eb`|L!vO>2|XBcH)21cKeZlvE# z<-W4>aKya_MwxeMj3iioD=8gM!7=H#+EAlA9^m4#uzlUcI?zIlKwDLXR=Z?U2hf2U|8t4Sh);d+wrgoUefPTUwHr-E;pckW>WiULBj zs>FZN+pp%51qzt!PPBNf0VkP}!7tCQRx#+4o=!T%{}zWtZmm4!BAWB7H%!hxnr=LO#8igNS^gh!+dsn zZ0N{9bgs=V4X+o$jG=)-#3nxqiFF#-fO6=^luEEne`#?uX#H#SUcVUY__Y(;IU#|2 z*7>3CpGIRAX)actTTFE2inV|)o_~LYr0f%E_+mwNWUXzdi$0y@@8@Bw^?m54%Y5Q^ z$0}%v>7Lyt!|RpTgVt|0K+AfTb4S(b^kH@!B}Hh`_omr} z$1gKX@UarZF}=S3-Gpf|aOBbgMz8kK0K-tS4l#lRMkinL^bfS_qx0|HDwSDwb+|>Z z|2@C_o7<+Q&=RPvhj6j95!QWo0xry_IH~>|RH=T3^m~DTI~EcVFP}69ZBC~i;NreZXNGr-^G^8Xl;Prz zrq)OuMuBwVQjCJw$@WUc?c8Oy0t2rtmX|j9+CK04)#`=7(uPCA`>8`~?78UJ57cEj z(|Y0#%gdl+N4B^skF;sSA1Q)_>t7zUjIxR9J9S^z6!#ZV<@(>^2H5>>(|&!t zB=Vk3Bb|@0@I|kzox}=uhr$`^OD=JCq}!q9bSjWPWbW%FUh5868ahx!J@e((&Z4=@ zgZvjK(FM1lha+vD%2qzU`Y_|^v)F~+(HHg7JsS7)uT@H0sAlq~b%+aXfY>3YR@d12TL!Z7GF1t%ESVPWi$bVBEqzw+In)mp0Wox8Y}=!<>6;7aByJv3#ib z?MCsy-Hc6>OGY|p&rb=yYYGXmI)A)7Ek%9I{8bmuaatuon;(-VMFoO)v&#rb86H4z zROnod=Kt%*izT5SfAnaxtdtW8@99)dq?imDBXi~3yDWAgc}U`^=@wwa7D!oIT+rcK z2|?%Cyj_vCYeu|UNr_`Uy29}=z@@nR9`U>s$$iv8$8NaJXLtKjzimkN8Ftg)0^jI6 zPI}}>xQ|f}ubtwiOEsV!2|q}%$b=drQ&jc7UoJ&bzwU#=AyNGrzZNvc=_XM5x#`e7|V*UoYaZL$a*Xszp%%LSHPL|_uAsN;0vIyZT z6fO_Exgk7jFg&y#fqB-YlPs)soIPxt7VdOyOKYB%vD-77K6D<9yVV@QzYuQG6)v75ts5RJ+&TLa80kP8!dMQil3=H$RA2u*4*wwk;Ar4KGS{>qCp;K?} zWI|aNnyEW&j>*7_yrzcDu#BoOD-d7))aMp zzknjz69&0s;Y$E}r?Mg8nAa>)!EppKA#E?~9|AQb#E?y2YxrfHnLg_ml)^qI^ET93m}Mc@xv&mm>y$${KYho+~Q z-*Y-op7hH2*bNze&5?(a=z+85+_nP96=}n8h8Bfm6e_7hzSQ(Y4~&V@12$; zlp7da)iD0NpN+0<_Uhax7;x9tVUBmTF8v~BGya7Z`ZHt@!p0{)$=6qZ0h6aJpe@rz z1>#)XOX`I9$2Wl+Kw3RIc`?bca?mBS{+PyR#?UZ9ViQ}X$(B0Bdzt$Dz|QGF^+}_# z%~80lFR}?RA z&ikd+hBf=a50eIutP_bx`ATv2o$-FbiqJ~sphoxLeSPOMHh2FH@%_p@x{{5x)ff4{ z!Y)NC>_1-gr~N%aulLc3FC=3^52>HhL=oQEXrkIrPc=T76MB{>j>i02fLj-Y9|>1+ ztS9|s!n(a0Hy-euxKVASEyQC^D3C(Ce}*35`!N*%0eO#$*zfJa{CJB8-=j%;3O~_{ zKYxK?!SbaLQOjfP0wGtB5!!ph_5-iKnr?4`mS!}(f04+(5_37=KBZ<0yh{Y*pR+|S zDUa8HWDS;%ZRw!b?PX&*=HeS>!pnt$-u=R}E0yNr8LrR88>z4>lsAh5c2@pFn-|X> znwMJ8Rp=J&M_xuBJ^N#*rc|Svv|}7{O(us+e-EhZAFo`_p@WmY3&mZ8=ZJz=ed0pQ zp7rzxr?TCf=nhJhJPSNLc3=Ls0bW3(ctD=We63 zXXOE^8Gv@mBh6qd2b}YgS8B?v>wDXnZcCnbh}l!Jy1;zznivL2ij}`SJV2Y(v3E(t z+ob{dewgd)w~r?NJHU-Y0Mtu-G#s7b@jkwKXf<-wO!LLRZW=)#GqyrF{S!xlk+0=# z=?vpME4xW|;vYg^z=6R&Ef3mUU43CRf2aOY-1`~U(!4slh&MNWe?PoBhqTM^Fl4UQ zOXRQgbtMzADI~(aVm%5F=0wXXcHmuYV@R3YRtMw5=Ek0ebwIwWMj2YKrqo#}Kll%K z?!`kj>8&$%FZ}lrZS7`55xWt#zGhE8s*yDYC>xFG5pErzKHXE6M=t-HFW@L{J91LP5RWx*9Tlu!|Ed^o)BY1qxLLSpKwnON#4vM&J)) z@ws|p$Z@ zp;;0P45#r3byoOIMrpUDiqmt$mdRnNX2c6f(sb za5iT)7{=*1IsZO{yq|h=pUObpi$=k@xaC*HvxaZ5ACVjnrQNwiv3zkrF)yph-jk<3Y` z8;``?QdchW{x|+<=51jxU!QFKcv!Cgul#(%HlwxyTB+6eT4xYn%<+{Qo1PbezFO+5 zhbU~N(Pwt|n%skaJ~3OGr&aHuo2m-V6yKK25bCRg*rlSsff_Bo68`=ErB)WU9{~C| z?Uy`fSGs%rB1{8tnd1b>3B~Jr>NeFEll`h-6LVAU+Wa{~OQJs>32+fy6c`rB3`AHh z|Art^dDM{gt?lB~SWDFvX7YJ>NjNY>+&fsnl}>L$ownk%>%Ued5K~m_{DGSB98TL| zEP@bEVeC-Ap!K`Gk2mtHXXyX1>+Vv}`TH=~en3HXT>Wz0R%JC>d)^%Di}3o(J30mU1LY2LA-W3apFfQ!(dO-Soek0hmKAG=#K8!Ptn4 zHb$UB=h1i@jhJLcSuvSuGDgFf^^~cwwp05Bt5hju63+B8@bfEUN^SO@Pr;o=VsP)1 zPl~c5ryy=?22Mdb%|?>Euh?eH9dlVHw4{hchFf2A9+gGiY*>X84^cxx0n2)uQ z+K86D`C7PmP1TOuC(UchNSqMu&~KqCk{lbm2F;x~8te?(EgbFUHK|4F&$)Zvz<#g` zOz@c7$9eu;?mmn@GNe866ERgXIX*IMwMBo+jG2m~s_@_IX~k?SEj|Q$Fa?)$MDY3d ztAg^!g17uP7l{6d&@+F}q{DNF49cAysJwsc0;}A$<6DL3-)!{6lcDP7fB#>cL&5!H z2mDe|&tXY9<5F?1vZXEfAxHO9C!o`NL#vNLM&gNotIUTd&W4}Y0(M*9a*Z0`3O@5k zy(jgND(koYiri2;{#Mndb-07Pg5vn!le1*C_jN9){{DF8ErV#5-6nQ!Sx3k+&bZYa zA!d;I#PgN^H`p=U@xCITS8emZ))b#{2o{wYqjnc^{vDJpDmsaR$8*n^3`dYaKRXnG zHsgcY_NIme>h*z8z-c~}^uO;9aIrS0z(#_4u6?M^XM)*aKr9{RFQr3|p=-*3?eyn7 zIto48Ve2l#bCCKNQT7Wr9?EoMsP-M&1KeO9fIp$U{ef}1m@87dHK<^5|G1M2$Cn%^ z3ZE4=RGWkbn$U8>@~L4NnrD&+t@dDjmsL zexatn|BEh|hmv}2$8c&N%FKFiWf}A_+^9Kye(g!qzmE;|q*%AN{DO+rEX|DR>ScM( z7S;=2MYjczRe!$$yqfp#2yP1}F(|^cc~2--}t>~D;-CuY!@UWRVw7enjd6db|>5cuEAqJ+i663TUN%JdW4)q6WfI=IwqgF z7-4UXZBCvEUt9r5>zX@brR|m)X3>1Onc*3EkQ+G#TR8Wb>r%I(6k}|&29k1Zvnmyq zPg4x;9>3(GeC3-R=qfn;V0O0@5=lGv5Nm85%bik+%{R1Cl5Uxk{l5zGgcT~tlf|a; zzo*2+6zwFU9SDFxCA*M`mC#W<9&ZrO*%vAP!$I)*N7z1;Je`nyl^pB%u@(E}WQJ@j zKz*a)_FAuLB}A8Kpn$VsS0wtgNBb`UVEcI{%5mBF?}HLQ_MS>eC;Dq4BjZ@@?hWms z+mG~5qW&!kc3s*}P!xLcFZhP*d~zD9>Brp2=K)pW3o-o-OcN->(}OrZjRw)#u-J<7 zwyi*j!@8D`a95`DLb)HVQy-i|5$8ZtuzOcq@A>6)OU8=dEM8V*_Kr%9FVoab=hTw znC^OPu_t^7A&qR6>$MK&*LNAW?2nLF^KrE>0@3Y!@EI!CXHru&FRU;w+4~Q8 z5}j)``?y)02ar%9u^BRa6sll`{5*Ld8um{KHP)Yvh>?{0ASmt%mP5w_eh#hV;|fBG zi2Me}ICIcIU*q~XQ>MSc6fY}__4^O2k=n%N6B?d78d$rnMR&v7l9fO1&C?B(!IZY;mPw_PUJ2f;tnvmE19-)cjjS^t#Wz$q{Z)G+zjFGA#Xd3Nf6Aj z$0YLf)N#vH!9+LY)l8##a~uEbD^xi(F%ts%I%xg6w&0NUuY2VF79+bKZvrjpp3hm_BW;woBu-+cW2(kK1zc7g3 zuP%)1I`he_2)1X1oXnA=7#4xbZ^eCQNis0ImXxvv68#wj_poJ@R(1Uj z9I`=ku!ZiGA80=2H8QO1D=4m&?*jwY^4)?HB!$!O{Qg~o`ed2`y6`-^e|X@mJD`-6 z!a1yYg3T>Ywf_Fe`afw~$;E|8Ca$3pBdG-u)9^f;qlkVMyn*wIJeh7GI2TNhm&0_N z?fSd~z0w^5d>YT6y9j!?QMa56-=3GO=;_!&4SyPQeLYjZAxd@L0T&2~fIT9k$+#9j z930RvJYXdraGMzZ3K93O8(3_jUY7V`oGJg-`w?w5v1M&?b=f;OyH4`Nvjh z#J92=uPWCQ{+``21|7WW*ol41BWeEl$mSS!(IF+oGP0xn@AZWFEM(EP#f9A4B2gYS z@Ckg^nAJ=IbN?HGLLbqysJ^TA8Xd9tqwD{suNaf?jWO&3+xM$F#-F*^Lc!cXptg5g zF#4dwE-qG^D>cq4Qbm=TGx7XRp!sDt&Np3tdhCp%2%!;qxG|xxQoyl@;$vW_vtO0j8%=hb4>a= zmM8oWHkm+ix_kpvsbca|zU(z+|Ba=xx-gc?Hr78o_OHs2qVQ^LLi)RJ0D0pPV-1^7 z{@3y{11>u92*?dC(!Wo~DU%Od#}}yN+=2J^AWAvw9Q@MV=)7OSlgWB_!P~1-WW-td z(tT?MN;q)o-dJqC`WkoU93@<=!!6SRPs~HdT*qL>*;pWC-CXYSup%$VS0&obu7R-U zYCGBRd;3x$qt6GzWXgioK+lICKh9|k47RJoCBdz3 zTHrX{1zA|hTxm}fXZqEqA`#|vYFj`!=t>$UzRGcp!X3}y$tuDvtlSi2ZdnFdh|vA3Az@fp6UHDIPKZsA2kL#N3_erOFW$<)UIN?3<1RE5qaIAzJ^BoC z-YV+$P13lJA7S9_{xMV(&x%#brJRC&hk1jVZjE`HYSIXR;Cfm@7X{;G&ch~xRxTWJ zb4n`jSo_9^tF`Jr4!m9vs~S7lK;>bA_Q_=Bk9wE}xTl*ltwaCX1u&``&BpqiLg;H# zoWHgA%U!E?9r(0W(vBd1NdsFiM4a&hbym&{?XqP|)nm=k&e!Db`~V&P^8i?cIA-Tu z%LNPDX|ShYTbA4(HuaqSo@d8lRr+5cWR+Pe?wj1|R{;lMQUj;B8*rPbiCU`D-L#G)iP6l55`MY}TTwq-(yjP#8qU6*+aUL1$Cid0ZFMQ!!^mIyBwrwc0)|K-Np~CkTnNevq;=0ZEAGhsnHn$zfnyFi{&8N^zl1{?Q?=7 z<~j(ZeLnzpt@!*>uB(_he z;Qka(GT!g%F}BePxO?E-oTPx$72*F*JOF7llIX)PGBs!ay$9fOI(~#r$a}a=hE1qj zZPO!@qacE$h_+Z&!@Yt0lp&M%=ovSTLov?)ESQFkPPMr8R`!GBF(bCaX%Z9MG3?+6 zlBEQ)TS*zAZkcN1DIvV~S3p%1z`6Gr6PHxH_Kq+j)bd#09+Psz=kEMYb?}YOPqo!u z-#0a8DE;E2iH3to1aB;4`GjA;q9Z)e}$e@ojJ1J3U7h*$3k>+6R! z_LGLrIocOEDFen2KjfgHd|Vica6QBELG|c8)uQ-};^71BkjB`=lWNhUG?NvUtT$0@ zwK)lVBi#g$rL9uMIGy~jlk0SUA{_-9>D)vGU%fV@~QgR+H^3k875FS`?E` zPTYsf3n?Kele!1U5on|inI{P<(f96c*$YRrzxR};LomxSBFyAqxPNot2KY)I4`gym zgZJgt^$Xvq5ZRY#rV+KHIsUMp3hO)S$99a^2iP5biJ~kiwry>LQ=L3%IL05d=jG3V zXq*c`dWuJHM>*xbU3zoqnP!vg{3}1=sM?W<4Ch8)a9*-BjaQs;-U<6=0AS+8e0k7o z6rFw=%(WM+=y)|sJ#=kFeR6$Rc8sU#+}cX~U2<=HKfD6==T@dfkA>e>iA}eG5NUfJ z9#Kdx%%T~p0Z;5tb*?16#g1Vu^+$`Sm_7P_%-b}(AR1qA8qy1&7QFlWrHlLD>kLVi zTBER{Cfk?b(wv4-LB7GNipNh6E%7U8XIZj<&>YQ8%P_bL-ZCP!--K4KMcnw1@Y(s5 z#oPxSgrIw1E+x4b%itrL$tsdX za-~M<^?<(nno>W2y}LDT9{PUt{|>)9pivnIJ}M{w>k(29AUE_$ctTDD$)e0MZD^|W z#V-69pp#Egj{;Vvrvk5$4-eIPUcx#RKAbju7mn){Ba8-f5qc%Q_rY!<`9_TZ-m-Qd zGO1SIG7}(Gb6;!M!U=(fiU1oLK$wzz@Ot74C8roL4t={Mm!Ki9xKRCJzUf%X?ulyi z%}Fjg^hVM(P%LGygqjAg!GYgBh9%%t!;f*b7n}LRvg|H|{59H{-yEkM--Kr1`#Nui z47(FDjufA*7#Ug%xjShX){V+#&}^3>>!DTIiKpb;#7|k(7zeWw?M{yGi`id)fY2Ww zv=7|8K9afh_X(blxRfXBd2r&q@bWkCRg0^7zIxam#l3ds2zPQmP>Mt*>D#EdCxzzQ znT*Udib?=v6fwt$_{970a;o12X0_|}g){l+vHQ69sg$X@0-eQPLEd9-y}%E(g3Y<* zZ^sVSq04pgmvXfQ&qoP{5A5Gz|D!H+#f>2yD<82apl)$ctN4yV zyIGCFrEdPB>>*JqdQ94Np6Jcu_tly?)ICt0(nO;lS?`;wmR1rVbqjJ}+A*Cpy8WZ2 zVF(`Np1}+iX|v)dvj(IcwCWF-FTNPwvlZjUgCsOiC-y7k_1tXT+k3aFAkwHXH+siN z>ilpeUC;rI-5aeEFGOem{KxJuNQ7Z$*0EgfFFiT}A0vpzW=4=8;i>f$39rN1P8T~5 z-6|(tSgYa}JxD0HYHqWm+nVq_8PZaWBPsezi;y0BjD9!sQPYpL+fw97!IE6lNZ?GC z2oZnsegB5DrWl!(-stLT5*#&Aib5PrOC`&bZ%D3R2?QZ^jV!k2> z^ll)veq|ADZ_TD)dSu>xZO~QVGnJrea44yDWeb`D%b(iT;~GHISx{t}x(s^T=DKkZ zpm#o0_U6`1V)3V@1ZM00&tz;MSEA}V!_6M%J6H~-DSv3zn>oi7$|+%Sj@${-&dMLLs#~r8(UWIJ zsBX!1#ix-zzkr_}m#y0IGm?Wt=)-{$fBg*qRauyQFOky zy8I+2FMkTOya%lcaLl{6zFl~J?KsWb!Cl7c&k334x)wtGAh-vxskksbmoJlGL1AX? z8?q$c53uZ|?4PB^hjKF&+Q;7{tw~*YcI?yaMbS|$^!+D4brHV8KDIx7$+2-}8j zI9VcVVd?d_M{Z>dIO{q7XdfncCd7~|)le|1Xo@JuZG_G9d+D7?aqA(*1u3c zonR8w&1YcI@TdRh)Eh^mKc@FofI@hNFx;(PZp%IVbid)$)C-7b z8wl=D2=_U8TDRpJFy`DOcvG}B$CD+JIeLen{tLEfoK|?KpRfrRZ^@9_s$K4lI4WInfAx?HdT8zYPX%R;8 z2EB&|)u6#qX&dsWdduuSNU+$(e~hFg!3!|xp6ye@2ix`O+gI494%8UU3N_!%h?Rl} zsH;L;8fC6 zn%nH|5L>n=>MkU=`B|Pl8p@}h-QX8G+!ge&dE-)E284h9aG%k8@L4TPqYOb)>NO6_|0a}xc$1ND;{&UPANS)>lXs(3w|w#>2^G~HAlzy}noTAAf) z6q4Mc*}g4@Tp#I-d#Ts){QXrAgekj>Ypm;-E#ZkYwf?uI5bD2S)J%xRsTjY|fBY}j z$)<^zQ9ngKR`L>eh2dWG+mj@JfW5O*>rAAC^RVp540KW#e*73in;Uni6Vi=8CTh%s zOfd}Opz(9w_M3gO2CA!%sTYlRZUlqF2cpi5m>>#`Sm_!|HGYLw#CsF{3D~=1TI81s zIeKi-Lr=ZD*xd!yw2zy`5G-l0Fvb*{*=m0C3dlpH2>l=)RzTIzs+up43 z)%yoHef0-!!|!E={5Dus#1~iK17KP5bXVh!)aq|-8(ckHQmWw_KEFTBA2FE2 z$Y4+xceBXQQN6=u*tKokjk`qxcU`Ob-q0vm4<&tb6O>Q!f2&BEY$+}f`m+s9j6~=& z?Zs2}ET;nZmU+P7z}>^WqsLY;8~4iyZBIDRBDF3PkgL@YV;~;(Soi88PA8e%aG6g< z1&Omf)0(V=KhU-kwZz#NA|5OE^yKNTqyQZlFy}XOgL~H1#g~cOA@fzPQ9+f!6A&GvW?@k6-xN^V9~eU>NFLHXygv0#_RMR zZB(GqZiH>dqbX}KA!>&YmE*f%8O`Sr7@ieV+$J{>^IP|e-siOa$S$3j?PrsyN#DqI z8yaNAyQwoAIl#3%Sime~O~ZqnjmkMI>hs4hhFMN{^lcPTZ5ouspeh zx5WnWNqf*_047C{sK+L_E9SC2s=C9Yg561Y?OiM-t6u{R$YQsY<>~13+fjz-gHb%8 z3$zsa_wte1wsW!Ubbt1yg?(UDbjrss@kAe?$dy#&cckN%qZXOW)7CzFsq^~lUOnD5 zkmE$b(F@tn^go+qB|5b!yo!uStFT}Vw1M4@QRAV9w@|sb7zNyQc7I(CBIQt+q`j`J z$KuF~G;glmr(-Itzz;#m*=Uyv7n?z&RL0l}41%7``^NWnauE_T^gW!rDAuu*4<3Cd z{ZG*n=6A8KTzwU{q!_PWJU>&il$mH~KmQxVa2Yfdq2LVL{S@YNS{|^n4wLB5zUBX} zfWU6``-nh)i6aMq)wQ^<%I<8wY8A-wWr%Mn`>EpexIn^fzHTDnwtus~8sl=FV|zl$ z<%}L)n~3%n+i=?gOxv&{i1MdFh*{fb!{a6D9C&t#@YQwde4?f*K4KOqibf>_<;$$t zqd?JJfq!xq2xAf-N*W^NIlYQI?xf086x%j63iHzvEo;dE@?nshYvaBOBWuCkf{Fcf zNScGg?~HQV#D+7vStEbp1w=fLG#4K$_v{?WL3nSS=1MGhL{CzMEh{mPBk(Yqs& z(nvbXzA1D$E7fNn_C)6@ZE{rFZ0y_CkgN#>rSGC@H0H=U2&zIORm?Fo@F~jY(9iwf zsOy5W)Q0;hvS^JiXV#IadPimsmn1x^72z~maemA4jw+Hu1@RH((P9hEQnMj+abJtX zx(hcIci5xl=E0Y4IaOk*qJ*&$$7hF{RT3)cs2%jL<>iZS>>jU^>o=3u z)#ea*-qvN#+WY?-D%CL29@WGDc>!R)$_j{m=l(Zy+LfAEUwN-{8+{be;7lyB3P(6j z(QM&AF4)3^!trED;r1zCS4E-u^Ez%@IKRoW7!MSRxvQ;w&=@0>a*X3NA%CJCOJpsu zF)F-U@R>Y$_4~kv9x+dPl$*TBC=;^<;T78LV;z(coW+Xa^p(m3ALCzW{;&%gNiG!A6`MsrYj*F zsW^#|cNI{VZLMl@w9l3-fRoXoKkx-x?+zzA1JPdhWk*{E`X`^JaE|u7f}jRm4X`>p zsxS3-i&*S>85Mk6}AY3{i_F8o+0HL(uiP z%3MtwK^eusBuwIo(Uau-IFjX+?;kta4k>yiEiwtQq4>@R2oZZKVDR51$m=R(FwZs4 z)55-PiQzMnU5)eN9G#)LKRMb?URoanV(3LoR!W*El7DcdaNLbef9z(qf>#bFf6HRb zk_kDgn6I8?FqYS3kk>Z#kuRosrhS08g+L94we8j*9SsSBx!H5-hQrCppP;z>f9-mb zG-}87EozlIHD{-s@bANBQb>hi?{FR&2Z}NRU!pu)kkSQ9v+RqfTa-nQyc0lu15#_KEGrp7epCJmKgA2}tv7*WE3|AAl zD3@}8sCo(e_1$xKHa{9JMWeW777(beCs73cd~VPx^#D!FC70f-sZL#Kl}5;Uc6~7? zHZiW?426{5H9mP*pOSZy>NW8A9uRa7Cr~bulfO}M^QJOH5CmzK zxB15{vIQlMrpS}G{i$b-R2zU|eiAwfvf7ITTP!Ml%_n3zB!Xw$EXlYyLGQ^lxOdvK z=MOHzB>kk%=P&&E)bHzKN1gL~27iKwvI5Y08@9W(2Sx9A!clQ)-&n7dT}amBuPmtU za{luo5JU9130mP@u|@%BV+E3y)pwF;1L(^$f%#@L)1T?wk^#xdoe@0i*v0Zb+3O6M zLO&GKeyDp^^vl29h zQx(hlsf4=jz9s1k0aIz8W>V)WpDgqo{00sQGC+tQQy$eo_mD<~4+o}}d0OU5A_Lc0 zdEdIwD57PI3>tTK64gnrQ9Fr?NdsJd`XkiAw$p>%tv5RMt?y)biF%?>(4cD~%C&Yx-pRQ65ho#u3&QPKRGu8@o~Gwy+2 zv?k(aqjh4MXUOyt@Z}%#0Fy@9hY2OX!$t5A;|(i(&M#8~TcHRWL}N$zKIM*`6^Ewy zz1#|z%|gu++qrdIJ0T-Q^#_6<&|HcBSo)o?sNLR(GHvC2;y0~`c^?O>GV$dNz1mf` zpsyHgN~BwTlmlj75@@P`yR=}wG@MWe3sC;hO!o0(be*SV1;+&Oj~_v|b8q{u z9epQ@sYHT?wQgCeYt-5*s2{#%cW;P})=VU*bO+D$dJm8#nKpjWdLU0>?n9AhWG#q7XMBc#NH5j(?cKC9h`ZN!X!ar|md1_= zS}ka#G!DZi8Td7lE7hCpqta_TCC*m;c?Q{$rucrrChf91?H0c6oE>%7?yRe1|FCZM z>Vx^8Y2F#_7d1Xl`fWg5-o&mS9xib~S-Ksx!4}8;e zQ6I5X^HfJ5u)h`I7fed6et&9Y4HRxwICl~!yjDie!)d>2X4k<#%)_A9Eou43E8CBd zu-B2Vf;mcit8L#wz=sxPxb8Ea5W0bTCgMqI$4XHYSYIAx>k8OU`+Y}mcDUFt zUhFu&t~SeLx_6ljxsc~xzOwFI!wi3;V!X-n(+le=tYfdD4d<7k(=`55tsESR84GH! z6DfXn{Ou4(rOHgi(oWsy?&0v6qge~Bg_t96raC%ZrupT3-Xmxy;+a$=Xg9V(5eNj) z&tM24_iVc~GZIAGnZ#rJoiLJujd(~VhAyU%^!pWpXik7J$ldcUsgdS1^VT2B^H*a=ssty1f&*$TDWKq(!eEG1~Nu%4e- zyZT%2*HD$hr**rg}Qbz&=M;fn=Mvj9p? z?Qjg4SuvB9_E+xhIDC)LSb6sC1TWp2E|7rAIMwy{ey8)5N;azo~ML?uYli+UIq2m^mtDM}w9e&i; zLUA&Jm-@=esg8y^7IH9nc=)^)dvek$eM5vA6>|p5-hAhWJzv_nb)i%V3Z0C)UG9w; z9wmI0>GWjG`y`ps_a3nH_SvQ8^Hb(*5XW3)%>M%ZSSKdL3*;V;nIwGHC5FE__F#DN zb;;`(?=A2tvLogtdUf8J2iUM|CR$i>y2?aFkAl>fBOx**roaGeBm<(#?6c*f&*vFE ztbJ8mOD0*>Suiho?k0Lx>5Wp@9L@Hb+Ty8p^R%IYv3?B_6zM>EaLoLusfD|yi@U|% zOU$Um0e9w+Q@t34hSwY_)Hx!Ki4FOmwP0l4p6=jbw=!R^@WhVq#x)uzaF=^QY%aQ} zr-nm?=buk$@)8KJ7w-rO&#CW@FL3%pyFmnR5wRQ4E%9!vD6W#a zLAbRGbZ1}Y-zDB&9dUU6`1W6f`-S=I;@;6cvEUPD+opw5vep7_bCx}%$C;weUH@u9 zjy|#VJEFt9`;M9Ge{Hyoz9Jm)ubXFz{(j}iX;i{xT+16)Qpt_Tg7%*`U4YaS#TMk! zOBKn8SUi6h4Jt@QFMvp!ec>S=!2)7?reX8?j|i`tM^%!8a!5_fF5WlE^Tq8(sSpjW zbI~soU6252GX~cAcpy$tq3T+6eo#w-|6@l_>XSV^;`4JiIiB`fdrgF0SU(lpS}W)J zSvfC+gsFsZV^a#%Bc!D9r!zIt7eYGHebuV;f^XT375Y}0ygMF%)-K3>^f*gGIRMh) zs7WV%S*JJ)GTpl&;Yn(Gb_zXBtWg9~V>NrMH20?&A9#uOmF8!%OittUlkSay; zJ@r*iG{sJU#pLM$Q5_}Sr=!-5b`I`rAlJJ)o#U^i$zPz@H?wME+#TX&NcQ$k>n_l1 zM=3c7FBgA2{idL`%@g>r1J)lCK0$omJT;}@awmY5 zSOkf}31?Ryr}z}MK4>nM+F$sMg}_oTXdD}ba^Dr&)OQXW|0WZDUVpaIzi^324WW~NZ#jQZ9(N7HbHCB&p2%rj8vW2TW6g={UlQ>j z`mKed`~~c~L`hGwf38;}4BDT#e@9Q4Tc@dwSU$4vz0!6v7Nork{n~&1D`s zlWw=cng0B{5b{jXU+H*WL!8aTfn|zKbKMiJ#SKJu2ivRR$P;D7)pP2n>GsEXbY7@TU3L%U(=}wQa7~op&x3O4nUGE2PE%xzMOE!-Q zaL>3gyURzL=vi|ryZrLU3GPMJit869MfnJi zRKFmmzFD=|_F}VJ#@c~})HY9msP4nP< z2*SQq5L|!SWOM!CV13BiRg*l9j9WeO%rVKGxhRr@qr$A)Z2M824-$G-?Y8bLzdr^f zqI*%C#)O;eOX{DwKSf5#Ldo-~fAnn17>6>J$ccK9^~sd}X`p9@*p=c=#qM$L6)m)iZ+;cHhBYc+RDJQepL@NQG-P_72hdL{E3*r0Nz_m7FI`$my2!RRMox1y z!t>Xismc?Qs6R^(Yq@*90gSFjDTlhH*6g4$OmqBRSIu2aGQm)G-t-e8lTCPuTQ0Y= zWxGZy#hU}2&la-9wohg2qr5MIb*2ULt9~dMic9<(?D&m8&Wv68%*r>uEA4W=&ztx9 zxKdSj6Pq0%X8x*sGx$rDbL!@N+!3{G9IBUOQUsf68FPbd>?Jto47K~4cz+=~?V4_g z-V(+6w_VKij||LTxOi`cE+szFX0hzuv9gyDGix=TC;mOGIw7rtO@pL~}FA=II!upcr&AhbujeLo-jzE|7eisiY`cGp)U?Hul{^fDN&pR_}K zP7H=R2RPP~Kdl-R^Xv=gbnmiQ*{|9YI83De#fWsN$e+3XOPF~P*1HZLnyUUiG9 zT`-U-#(?9BqRfk)8!8OHjl@3KBd_+d*Qomn@5ITK_NqymCIyCgxY-^IkUd^Oqen=MSE8@&cl*#8c=h{`(@kqf;apR0l zsiYi3xe0WGiM$wZQ^e*0yz|cc6?`IOi3j@zTDH)BRus;n*TQq#9sFko%U9LLpM)Qy z)PJKq6(i+x(}BTMFW?&t-!8;6;?W07=T;6sp)TlCufOp*pJ02XlCRkE-HBsp9EZ`Z z?p`3dq+Mikoy2zguo1g-mQ8}tl@L!Jr^{KE^{^6F_@%HAxg~MFpj!PJz)>fTRfBIih1e+Sc$}ZSqb3D z4qlFmRvUam90K{#fyapH7fMpB>g#h$uE}K}%jV zUfJb69R5|HH5x0Lgm|KLe5!^r;di)UtACEDvpoW7dIeG4YHVHiyHsgIoR87fb71~Vy^EJ^4Q1>9Kll?3^t%<@x$FO2(%6Vb z*sd%nc^BOk$4CR8sfsBP1N3Sj&)&ob{*V_Q+a5t|<{sboUs$bP_CiYM-vFMy4SbcU1k zz0?D=t7egWHxE_X=u^hwMo7@I@i z&4Px27KxV+7GBd`O$Tqi-J;F~$pX&=FN&3W66cLj$zwV?N{GaG1YEsL78?PNrP3S+ z{gW&vcZ==4m!q*!fo1J0lfwds51}gc+So&dSsMs*axZ=eskl@YDq&S!f|Y;Rzy5aH zd~(gGgWQ-Q$g31m)xb&;{*sUr52Gp%HwlFP+sFQ*bx%59X00y_iMg+cFqpH| zK4pj}R5yls1%`WYLez4z;u!(vLJyD`_3qDH~)^+ zmmrc9o=AyZwl%AI8l6ZQ@0rk#BrDXbLC)neQ@Lr*==)p#gxHgFukN}I_O7ausLcaa zW!s8+e-4Nf8t4fu$N>Q9iEt zG8JXqbiHU!^bcn4n&5GC8N#UMLnX|`9DpZ}o`97i>E^v`SeO>+V!Ygzt8=*!lz3`;5m8;m&F=BaJNeZB%%ZY>cGh>* z?BLMNI{~Bh0jNJMX+N#0Wt{X{(>qsS? z+v*f4IR$o0QFZY$M^HHI#(`liQEKd%v{N!-KJvK0X|l!cmtoZvI78%UEY{W_>hg=O z+ON)vWBeTlufN`mW+WZ?Vy*IDwiYI+6Vb$XzUi&eMe4TdcY0i8qoMbxB7Mpq3z``v zMw`zI`7VsNeTS|%`*0g+qm2~tCSAR-OF5q~eO0Vs{`A=vicdl( zzuJcg_t$)W5%!{yL+DH$1%^4vMa2s>Ga3ZXmC3ex7S%rcM~8>3c=K&v6a^}nVWNXexZ)tCQgRn*{%*ECi$XEiw5NwHUQQdA9HQ(2-hBjS(Ff7bb? zsTZqqJe06l3s%h6#v6lP-BkN5qbd`U-zx=vUIZ-W(QdgIlPsl;v9K57Up6598lqo2 z&IYAtsZ9$WVvdBywP4W0+{PXv~-Gwn)=KbB97Ml6gZ&Qc_PrC(NrS(G zG|cWaq&s>EOy$J2`XwL$FCsQI)J~IG4|v~%&$fbUZ{zu`OE_RPVh4#-@&|(Q>$&$0 z%BQ$kCVOFRzqn_rUSP6Rd9b08eG!g|9m0`UBo=|$rggtxYU0;eA|o=mUe&yOSrbnK2Vmfy>BsAe71VWn3u~5%mE3q zL${e?8Udqr0OG2>H5!rL)hZQ*{qZjF1sx3zRJ$1T8PCYGm9^eZXX#V6x zi$>}H=yW+nYl<@GJC0a*q`mx8ixoPKuHTt|*|@vy zxm^ee|HP$AAy37kBPe(57EGr!x;Oo`K3209LYwzW-34T+JhC&uj~7R%_&*k_Z0vZ9 zevMK8rp#f*(&Y$zUs2LHM^*6EEbY!E)5UNSlcwN8)^>eNSB6{j;c4jHqzH^l`LsR0 z+G}aqiZ6d2L$!S;66%zpXDtfEe{NOOPK9|h^Kh-q5&+rd@TBs#EgytC1hg@k4tJ7$ zaj7_)n@%>DbP!K>Rsh|M#jq1uTJ{ik?dR2Cs$W=Y_1S3(EX30IzlqbrXC#hp{!VQB zNQC{Kvj@-t9|6JWc=>E6V#@RK5czgh^YX`=LpCfTaA z|EK@&#~#%P_tA~uP`0Q%;`v3^oE}KvVBQv82lNGW%KWPvqotDcLbu20?u0qLYxRe? z3ywK~m9rY3{h)j%z8ca}$DKrDKSHfOLxY;{cD7su;dhmH!H<{z;O|ge3-tmj%HLIP zHZ>xeroK@is)IBy38zp%V318H3O>2KT8;8wls~O3-lS7RT;QcwL zffMp-yj6Iqs=z^%!k)1+4_Te&$`FER1n(CxuO{h*Rv(iAc!mDi>G|Y+%1iFp3Z|X9nB3-9|%Lkv%j6QrX8VP zzg^&um(aF{nm%M9KzWg=?(9XP*t3;hAPHV)T*8f=kzhESCbb8xGC^iYhAB$*#h(Cl zyLO!-D9(7lz2Mh-a4{)ZTQ+gLU^o_vyhLmOc93@^4*g4L15WFg)>@%2PU)SR*~U96 zWsyMbdquq{NdXd!1x zDC{79)+qki=@Tnnu*RpZ&8S)+hg>0?73{gOsBRj>LTIPBJ%Dw?W$SnHM|FHSawCia zUd{VBOo_ID6F_z>%4VNk@>&^djs^_1ubC_(g;5%}hM^bAz9_1;D5Q?o<=-Uz#N951 zNUPKWPo*cyc6c4nzw7#Hzsd^37fFJehaHYIi?wgrh{My^3`1$?`77?OJI(A@hWu}R zZ{&};%EgvCCcO~#&q=_YK_k|?3R1^mwOTLLdAW1L_Zy5xwM61Z5#sur$FEV+%E8y+$~8o5 zU&E9mw6a-@h|oTgdLW=%#U9ZK>5ysK6l$^;yWsN_bX3v*!{fSzc}0lK7-v_Tb3sgPcC5bA*x!EmNMx8*wDz?e=%4HQ#D4*z-9gM>`ZqWV@*9) z1mOdTU`hdLyLS4t+8XdQ?Y|kY8w;Rpnnc?9;Y3~gMB4wx{fZQ99vSmS;Rd9lj(iSd zPPpntA`#?K-QefEe_Ld>T*h^DSeX-El6?GpH@JULj#@pg^Fn$$ke(TQI&2X512K6= zunFz?MvTylKDCvN2KCn`TzX>YgbOLvxkn8qKY<$Tipa50etmD(kZiMEEvuCrl;j?_%xvx+<8&8dHZdWl*IxfR&umQF?>3~cO^_@!QELt8n67z7AM)qrht5i{m5t>ymG%+q(V#6FlE!cOzfncoS zyRHtevgTLdA==V1>-s|@zy5kRd~o^V=(oZhI80YQxHJl<8T|f~C-`kU1jvRJ@N5b{;7m%#5y(vx*(XR7C zj6VH$7gMX)5@@5&7AZSFtx^;IYYv78J*kvT%QlGcypP<_I?}fiLZ|GIe?f#1WkR11 z;)wyxg+0r{{j5-`?+XCzTR(s6A7Dhk2Cdqx~gRtFuW6SD~1>QBJMcT z8wx+u{a{u5r(zko7GSs?8IKm$;+;6!K);qM{&cJ#%t0FIf=UnKdn;J)|9(S@k=+Vz zE=VrroI2L7@}ILB0L=F8B!0cU+ag<%m{dXs+ITJ~8&FUGzve$T$}DBBv{SEvW{IL$ z>@%e{12$3&Lc$Brj&Iv#0?XSU?h9fhCkw9`OMq*ZvR~nH!kDz3sD^mS#hK-_#m`G& zY9uOm6Ts!7(`c@I*ad!_4B|5>zqi~{A>#^qyn@xoOnIGONmeq&iQZ*92i$Y2HSy{S z&v>?gg=Lf`d(o6LibNjGe*KNjxJ=t9(fM<}%@yl}_=*w4RkeO^waX>l(Jzr(wT!x8 zjTY>?y}UEp{O^V$JZl}jI=gq&S||9X_c#1ql6eo+e+q3wgjveEai zlkmLXj=BB`z zuvx!Ouo^<>=ZAU$?G13)-6|HEJ9Q){%5pokVXrMTk(oXij9twLlZQqSV$PGr=M#v> zGHmH?5UfHVgA|?b#=$&(_dgbuM#Ea<8ILJTV$zzEw1!i1M<5%FoI^8OgpHKpceA!R zpUB$539YHxb=W-G@muEnK?Fg}Q~dd7$+U1Tzcl(;t;PLCwKQD9LX%5pQg7e)JevpT zL4K4fC=FhUUYfa~{kF|XX#5PfrTU|LO5g=xLNE05U<|mEA|EfVKPosls~;qhppP-u zybO5Y%NmEpG2_h*+w;yW%%8+CFL>@f`mlA6un4v^FzRd^oEc^$8cG~Z`CU@K{Tl;%Lu2ZVp>6(YQp^i=^f_PQ zaNYpE)sed_+{ce^uu~E=OQ?N__cu4dtecr%xpgtZ(eCA+9oT+d=if^w1G#iE zem^VL{Cnw$qm1wPt`C?V>V>hBajiGtK+4VUBc-rBP)~;hgu=* zK#LUakL+@=TR}DA7dIrVz!o#UR0Cr_Kj`}%`_6x zLyZvbrPG#C2YYCIF5@FN~^t$wra4SUjU7Hgi zE6?V@Ki6UH;U+D+%n48SqC$Oivu_rz`D@Zc&$6SDvwV)>Y=;*LZnE7o`dQpHNPM3r zbfM|wbRB|GU+5c|Y>SS*OMAZhZOO7}W)X1NPF`r>R_;Y)nW2f(stcHX_@Vyu#?Fz5Ld$!-CI3}AFg4~whT>Z}b*8i#o%uVT z{Run#FNE@ifqLpP1kscmEN^|yor{v z5MekIIDf{5$GVVrg*)z}>13?62dZ8V`+G%)Yy^y%X_`?sKWei5s_N?K1C7?c`z(=J z@$C~kc;l)0pOO8}Xr|oDjk(cWkZ4pC?kqHDFGu#!ladR~x+`Y!M!YhKVxQ8Mck)P^ z1K`8rh#eD1A1PhFLuqs==Q)5Rjb&`3AnJv(b_}Jp;+pmM$KY)4?&Kf~)~EgrUhgOn zo1SYTxk5J5m?xbUaZ6kc+&r)S@2PMS?PbnA9jkXd@wCql!a`_*qljESGo;d*W!D!K z?p(dJ6=jTrkd}I3lb`09ncJEFkcm&~`r zClr~#rd2f@`5(VbwHh&fsNSEfu|l33Ray)(^&ov)rgZ6>h)43#g4L|)#wT!Ub*+SO z8oQz3mkUZR*Xg$dV=chW4XzhcLa(PxIbw(Hwy`G3%!q{T3XWQB>oTIOFsdlQS-!wfd+K|5@N?p za5b=Ba})jr_nVY88_>`ws}Ytg;<^2pWIVZZ+VmXf27OYH%Qmo%6-$B^oMA8Y&nvHL z=Cs$g9(~9zW?AzYL8l`5zah8pg>}}|&@Q(QhtbLxBIa{;Q6&3gy>oHWIWUQT%7C5} zUI(k(7Om2E@?Y(a+c2Bf_rdm}oz~yr4jy9;gDgKMUy7$juKIU^=p?q`gn?d!H@Iaf zpbA5HF8q|lQ2f$41?mNp+}Sy~`^qb=j1M>_23Xsb>t=#;CcHRbR`zKH`c(ljK~XHp zUU(@m+u>mk}0M+!ucIW8hjI6FF)7roYeGm=}=>8bqC(2{$Y7 zIFW)(soJc?fp##eZ(`_As_|cd*Z$-Rg6(bZ4i2ZhD7nXbkymq=FS5OkdBsv&R#b(S zCxhE6wlNTLA+Xshb>MtN^Tsd%*a*7iXkf>v%b8Aqs!;}zL!uvUOj7n z7Oi#??PJkiLzyFh6}#{7Yj;u#k3*+Q1gL<$fyIcfAqgr1Wd*vI9toGbjAp&r*6OFm z00k>t(!1+_+;4gZ&n%i}Z9Mc}NhD4gopd~$b!`2Gz(3b|1bxu4(|6^bmS%tCN*SIV zI;Aa)5L~I&6AqV4@Jx+ID1e;ic}s!mTLkZd`7h4&!PyXfE%ezmY($hQL`M42HLcW} zzrJozUb56g)_K+aa|!Y3&34pdeN1bR>c`V9s3l~vRx81BM)Bs0LwV;_nEHWnlLokh zbn5xpVFpdWf1hUhAina+efOP&R2k-a?c^*=S57dZ<}j)}kZh!Jx9?Jx`^78WKc45* z52}$F$So9B_&!#5D_G@CVSZDsV5yE(_ULsI5+-&P? zao>v)DHcz-Ve#x>N&Q(}|J<&>b8I%^gCceFM@K8FjrDhVm*|>n)=q<%l3jWvMh8p3 z063cr$R`a>XvOTZ5qHye8n_gGrVkaEyj10W0(co(>-%wmVC*DRO^z`ETqPulq+!76 zOW7#&e%U%e`KjIxw)L>z9A{fo?bDgUD1`6+SH9sX$d`Qkmu}hvH3F)AzMX-GFv|4VP*i4L6Pidl< z<aQvuntTS~UDEQfJs^!ho_%Lj<3HqG{G)ePsKr&9eU@42@J1X3Y3~CjQ0KvVE zz5e?|c1$@QY^U?{4uFW&vtVx(*lz$XQVjAkf_|OKDJ$*VN6zD|`2ZG|#2f+`nfpUlo2}m^>5!SY=O_ zKp)K~EP_kiZ`BTnNL)FXJhm=5y@!1n837aL97g>?U_4=`UNNSMVx6APjW5eQwAQ_YE6MA&3{dasUVoOUa46 z6bV!}`-q3F>$~1e{~brY?$EDE_$#jA)nZFRVppz*B)ouIhFA5E?x5Ci%eoYg5JGO+ z=q<4*TOFpmLY-P~pZT5n_Zk3pd4h8lSn(8Llk(nf+3#L0k>t5jnMH+Mk{5Jy=)Kyn(N zvzqLn66-Ecb37MFGyk1bdPZ z;BZ^t`9ioZ2bBz7vg4kS>L0=6<%phekEAZxZ7t~C<4wY(BTim4C^^pl@Q@f9@*Uw% z&Pfiy#FfHMSZu&VP*V<11P|}W=Z0JhrAv2kJxT~xZ_BG$?tSj{b;}w4EmvU$x^r6Z zA^B$k5Hs3317icj)9c21N|+NCp(weQoyeQ{M3#v&FG!y6&8QF^y$&eY606vx_@(=t zL5=InsebAjWSN?zyJ+>|O%6Yo=jv zIc+-u3EysZokVis%oNGV2eO>&t%>%Fy7a$2G~b+xpBag7@lUV>M#VJ<`ci9)O6ooO zU~G$`i8|sIyh)KHR{|Q|3Uq4xu#I(??oLY!7o1ddz6jmU?N?y;jI<)yrV|m`hvvvX zE#Tm~+7HvdLPIs-lKO&Jn?O+bROao!!RqK{zragv@_hY@ zm0J*hQk3^9x~0JyEouB_Pv!%|medQK!*~)3o{adA7)`GX&j^9^Q@l|TSv-#CB6DWD3HgYrPdmIu_+9uAN>1gT=x z;t#U$6vsl7kUeG{Ir`95^+u{7C<{Ya{^K1H=(rFW`n9BMa$)O$Rv3)@+h)+gi_*~Bla;^qPe4Kn0D{XX-CCz5F`3Kz>z z_Q7tRD0;P1@p07#Eak|OXjSLh*>9YJK0~`^(|nh^nV;SW!qyl`(S9YM6IAUZHJAVb zd>FEV=Xqc2?@YAzUD50@SWJ5}=i`VgZDTgS7!a2IavN^$zj!wA%-E4*T{uyr?_td% zsT*Dx5l=|qz8H*AI#AO&)iBer6TlEqcC|9{7NhUc;9qdeWt>4^V2jIuA=%P$qkVkj-Y`f!jxIR|7iOD4Kd7&Xds2f`c!D0(HiV ziSLIclY0rpYrH6mfy9zMME7O34tVU(?(_Gs9ppja0TX)n`&3;E`L_sqUWS?0@jJaA zuLG@!JFu}$dH2^;r`6-0XXJ@JNvw;FCB!LlNWvCHyFH`QP(XIRi|tZZ_Hx-;9sl#V zP!7piQfMlW9OntE0(vu&rRLtaeVQnJp!2mi#8&gJks=Bvcz~(}$>^-@>wm`glAozPmS3iVxlQ)UA zJ)$FU7T?G7Y?YSxQc>4uqGgAWA6Pv~0#Hp$)(VeHVTjDyINu1Y7p7`wo*ZQ5T8o&u zLX5`){{B$M0mPXog7RTyL=*HDCCKJXNi68JV~%HMXdnyf?4wf>f{#6uOb3rT;*$^| zjZJ{O<3gmrv&y60;uWcRJ#y3*D<@E6*8R za0@EAXg*(K3I;U1oKobvms-8xG?WF*v*-^Jq4D^%RrHjXXI7BsXU)-Ia~$U4?`Rz`zbraKaOX@VKm+SgJYC|n#=M-8L4*NM5V zSOGGrs;L0_K+nd9?|)W4h-0Kxl5?2yYL!zt{tA{Ca_Kn|_Zg4c?ZuMh9?G1v!3Vh2 z;YLaM9`ngpz`+=W`& zuf?@0T{4UX4Kq2Oc{O!z740zTewvXea9IoEOj6`;Eu+EJ9qwli~%atTN!(D+P>^+xe?uLY1JIkRxk}Fo0cxD0+BT)6E$$ zE)OO%-hD*nqduS$#W5$lK_FUB&Ge^IqhS%^=h1&wmJP2L9OKPLsOPTaKkig#9l^im z_g^mn;?S_ltm#PuNv4p>+sq zWuM;yrQf3mC(TDOc=6TEdC~oeJ=Vk zadlgrH{?}Myl$pWppwdl{kr=%KZuKbRnO3@`(%BX22ZdFc->C0zg^gfmGuQjP@E}%jp zF6rvl9Y{LCE)i<~v7Lv$OnXq}9-BDtO@(T)5j6v)xpIa$+!{%rNTdPu#z}<9fbWmQ zw(#sc5i=WR+55rti}8(BdYtZeNT9ejd;+}br0NQ15R!9iu~d~ zFHhftR+|E1rKT}O16yb56hgsz^SNFu8 zO;zm#=-lZFw&XzDV*c1Hju8)DbBd`Ao_IF3j&NLE%G*^89Fh}*RAFVRpDJo8dG4FF z`v#wa0r>hw&3i4vCn<_-Q+`t!#bKcp!BgU#%#QT&=V-`DsTto3v_9bx8vsdN9u=^m zVtQ$&aDz-eP<{#O;|Ew{bJh&V(IG(A1+Q87Ayj@A8D!kV6W}pYp^L%W@TPiQ$ZjoH z3zRn0w#VEElkOk~T*^DMyuBKT5mB!vKP7~u;~swliSrYkR1Ufk zMAv>He*rdGJ%#1CvB)=vNt>bZd22*?#DYrb!O~Ic)#TE4w1ee)xq2)VtymsV*I97Sq^9IbbY0vb5=HvDnu3V;BG`%>R7)8 zRbu4r7?k9(ZE9MN-xi%6n~;D=8So2i;(T{?!S89v=}7R!2zH*Ex7yk4Lz%-2N+R4* zyXFa@Y*JnSTlYey4?V&<<2i70s`zL2LGu_r)uKUmB9~Tw!lsP<;&+pAh*mh2UjWo8 zWoReluXVFl0MRF0na1gpoaL0)4gga3ltqh!kw|cR6KEha)sS80Y9vYT7TAJlje51u z%|Lru8a34Q;AEHmn$p7UZ&F8!q2Zg6&^>~n&NVSP8+x2_dlra=!*<7wL&FQc?zv@= zQ{}K}{+yEM$z95f0^97ITXk`h`TC)593{O93n$hfL8H*bzMj#dml!KEs%^lsP2SKt z|Cc`xyFFLd8{yI%neKJJVF%Up)Ng9G(rrS$_Zh=Coltf|hvZpRl5pxB_ah<8eION7 zBv&WYCbSPPz%#z7#BUHvm_Eo%5h`=RYA1@i>qprN4NiG|;9zCA#=QvPMV?wCHov%J zY`wX^6ngM81|6A`q?~&wVzbvIAy;?+S0~w9x!$?A8Ri zQ_FNHqk&M=EXQW1-t2F1vv|4O5Ge{7^q?AAROwV^y9 z!)k+l?6WaqPZjrcC!mR2Y=m*J*z!wK9Pr$`J`P2EY;6oWbQS{Dqj?l&hKN<0>^t@+ zE;d2qq0rm5qX#tljO{|Zie3e<+a9~wLwV4nofsN9dkK?>!T-Yk)XXscH^TuFWPvoq zrs!LB|C}X0W>O9>w_-1F+%LTEnCxI=aU{AXe-e;%Zfu|`w3eHAo`g@LNCD;zR(taK zWtPuxd61PYc{K;4xX>s-O=VH|u%<{`U^>To3Ill8IP})%&hz=Zxs)15wCoPR2KCR0 zYA{5{k1A~z;v?#Y9kEwS&X3X(>f;rE%jsRh z?bvb0ct>@mwe))DVO{&>g^!^UMB&YM24C@2?Zo=I5V@Cq#JT&T4EkRqz;#A)JphK< zJKR9uKpdQ*@$q0<(I>)?dSZfMl7==2>rQDiPYhG7_U#EezX0xtuAhGknZ9)z5Y~I6 z0-iq^3yFkzD)R?-;<|tlx72yA2D^+8TyF;RGWHT}#Y~Dl*~Ilsk>WSamEeR^8gGKR z64RzolqwMie2Prd2YsP|jHDgcVva-B*}{pblthNd8ihY$tl1Q1@Hx7a0oH$BgIzxQ zp+3md6hdUVFrYft>-yO1A7b>bl^ZKqb?xA!q6lLv1C#1=&W=eS{V81VtE6ZRALa zXeG3ApA)?1nz?^+&}n(9JM}GupFePU@4tNfdB)_gm)i;r^MAvR|5i&~x}aOc+dW)H zcT@937!WuIzPucO8GjhW!+QTVvvP~pD$PtWo_R zp+4EcEvMYV!*q25;ze*`MQt|mZKKFmvEm@}w9mDwH`8Wm3}LDyC_HX@gx0-V6Ls4} ztySvDZ=wTf2!P=BT!5#mI}3FO>MZBWl=7J2x2wpjj_)u)yfJ*>w{mA1~Fdu>tP?! zoL&0F51PM!^*@gvfhMQ6^661%5hVVQ|WJcgJfX6^V}osvL?wHTFgSitYxTG38k07lpD<)`SV_YTof7H zKfE+BJ?dfCu9Dy}pgVUf1ZC zTq1N|?iGXO1ftZr)X3Wt_Vhkla4=ZwFgF&bz~Gm9u(a-b%cSYyRd5p}=RT5=xh8)A zfd3@3)diql_BR9&>%RF|%@|*D#F3aq3#E1krJgXGJmR@rGYW*t_e$W;dks|57fMC4 zd@Sp(M08Bsb=N*kdiHjnaA}*n(YFd(+}kCvKeS8iSd&YU+6ec&0C;>|j|#W>%@S|6 zo(0#@%9Vfq`M}dwgUW1O4KVuD+et}{h+SEv2#9#QF)C6L91el?WlL$@GRvFjNEQh;|jCLdiat zr~8VyM*S|8JF3iDAFnb^8q-vrx@w2eaL>E^0S1zcH0&6MUYOiq#^B=Kk7jp0ERnc| zasEZ%b_*64we2Nn(vHaTs0({o49-pQ&6W!w#J)>hxZ?2Br>4mgLe0#79=rel4Wu|> zKs2>9^}+t?~%uZkxcpX$k0 zz%E1YAi!bxl=2o~0ExhEy~6PbXQi$jao;P_V*v3IYWuD9==!emW?|?ieDbsJ*8*ZhVzGQuNUt9I?1_+yGX4=XX7ry~?bs31fQ*#Tp7wTOe^WQyrP8tc; zvfQ2EtOCYv`+WCV4c1MmgFBiG4RD>V>2AcM?@^k{p)blRK|6BN@!kQKre|<;m{-W` zEG#9Qp60n$4O}R*ZS)D-qK!H9mYSP6($$;$X{9*yCQbsV z$r@%abn?{nKq1kG%{4rRZPUMEs5<$=BTTOL=C2VR+|1pcyOyVSEwSTX2NkrPqXA!i z8h(i|M)r3Nzt(UO`Mobw;&J?>5(*4Xt5DNcXU3fy6&2@?(N7(TsKO^)?TsWMCF}^h z263qP?Rc(1la>x+YkQyR$Y!&(Xn#bgzQS&k2~6(Yga6XfR54pTxaK@DrOv-7KC*-) zc}Ms8w%O%XN#-NKd??a15_9WRiVe#FANk?1hmZ_({05c82?P3+btD5e(b>XpVBMp1 zjyy6jHWWbyug|tW`5bnoJ%L-p;<+? z=EfDFxY)}wYDf_KjMinS_Ge*1m~+a+F0AnqCYK}Ltv=9mNl>V4uqi-r92@F^-scjO zkGL#%dBzDeM{i16$ehyZ762z_L7$5|mashzcZ)q#smIMeJdE_Ac()*zA(oG* z(~J9$a{M-8gdsqe{kZWRQD9M_ zj=$p_yfaG#>Bx{gP8hpLO+lTpF-xqDVv=~Ssy_*fJ&(tO)W9e!xym;anL;>+QDxT3 zk5;ByiK%C4!?N2JDub*+Pp*CYRKa1}Mq?3dRioThfuE01>&=SR&u>!|1WzF9-i z@x@u5Z<-LbPV_Y!Qv%jKji0DfrC|289;%g_-|M{Z<-d%1%6k5%ZOn@v&~n-T;T-K= z;dVT+lGGv4?UP27eBRUM0A%gQcAQt=&Z`Lpt`Lf6 zRtn4=!RCBnJ)-zyJiS$R@g;@SXPC=oqJ zbsPgK#?%0u0}#XOQ6F4q6P63dp%E8^X{u-0{Zf6@)#lf``s!3^hmWewgI0|~CnZt% z7kuZ0ecs^fVr;up!0?EscB9uPFk%y***h?7xB#BV9w#YR>D6`qV*jw0%;vr%;}_?C z=g5_!WE>jHOMlts7bC?A(#xI#{$cg~i|@W7DW(y9#wj19P)dp=;I%trhI>7;+HLEX z@R~kjhAj0PT)?HWeAfr55n`y$(3XRUaFkEVxTB8;aMy~Q8o~GbYT8^RhH@v-BSf?533FtWC3yu^{0j}<7)NuNt}$=KuP7QM&JkA?`#Rz zyf)6j?ENC51k2*}`V;Y~LfGWiT|imP$5O!S zc*Kz~A(l<-Ckn(itfSX~N8r!GP;W8gn^9Hcn`l#bQfbkwFBun)^DE%FVw{v-bAJ;* zm^cVJ(w@O1yiGEBs7D{N1l?txc+B(+u5_BIvN0VcZEwVvPNhA%bUuicBu$p9oiz_o zI+@AyGXIaNFAs!rZ~wMt5N1e-7(Bx-an7iIis0-zTfNmtQqRB=tm{DsH0iRean8_o6Qe=L+0sy zdHK|A^ZeV3MV9-aOpb)DHH)n}p3zu(_k%Y_uXDKumTH-6fr^|ofVTi-Fz<=e2hJAT zovrm#=p%oBzxX`xVDxCts4E`NokHKh-ea!cf;^^X%~qSaN0EyMyZYRBx9C+$);@mC zMPxP|*8fg-)o&{dHM#-8NMum!vqh2Rl~7ihkpD^0`kJVIrcY zBrnhHNHJS&r?&qP7aW02!DQ*g+DntI2%Yi~eBdma`?f~XvkuU!jGyxpVpcTLY9RRS z7_RwDyF}Dv9$II#I??8BO8t{78UFi)WY}0POS1PXHM{UFt>tXB7!;oVnaS^$qg7&O;mCLLC+hZN%?I+}ON4^*uT)%W+@@?J(@4A+^S&`U2{{%NKJ zoW6E@Y=M4c4@LJ6=K3>$LZmN8_3Z(U0W6MVADeI&0_$W<@CPf`5h9+Rs z@)P}+1DOjeP2NSohAA8_3S}mL;9c0SVz1EgF*v0DM8GFwpE6WY!d=K*N`MOk|4n3$ z6p=8~n`hs27O%Y}_i-evT?o6g2LsgY6b>rtEMDC0799>so_NfaTFe1^vR7!SJHK|l zRMMgN^$9C{QeUCP(Apk?yRbT&txD?ES+Zmt8K;d~(&c}OjkyEQ&rO;yqu@QFbE2t& zF!u>Vr4F@ekl3Am?8dZnDEk?#d%Yg!zg~dd$b>mtH}G)`BNe_%?J055U)!^Sb2cNQ z+f+K>6Fq&mEqd13B&g_7#lx?8urC(M;#MYsX+cORAJY=65Ee<3@aMLK%_&d zN#_Dk85!%TOL=|{ZEuAF^;8sK8#)Kt((N$e!T^CzkAW5W_zJ~{5qJX%Hlce(A{9T-zYK|W6(KAf&;%2;nUuL_;w)zLZ-^frF zQw9oi?sn>Ie)1E1)V>o>pLYzsb#-)sDg0UWObuH502NYO+Q9)C<=&$6R`0oDYhb1> zysK=Rz6lGYjBr*k$vL3>zI2-73hqg8?!yu-zjL>E6i7a+0u)3_hNIJldm;E*1?uzE zJK*{odNXu?M&NBXn6S`>XEzAgqcoh-OGynIUmsAQe+vHg*i`9K;Z#|w)Qe0A&~ALO zl63d$wTqMrt5^2UuuyIiU@|afyG6QaeW4s~K-zaENq)%YGD|c0)hy~O=i_lq^3{&o zcYbdBt&bPPK~84GMi2NZc%SFAp#1YOwe)0ds%UYp?0QR}%N0jebcF|v(enx7TQPIp zo!*ehahWpv_eo%WNCHq@K$67?lelQkl9zw)0k%-P=G$?<)*xO^*5wB{71~+dN3TDc zIen0dsHKtCalDSvz#5K;vU~G_sVAC>qgGAH6eKR3D-1e&q~@_h(|dneP;Dk2>SJ16 zJENN#h7TB__!*ttDl{5toUHiHW6gy{K#_98&qHR6chi?M#1z#U(S-dDJA^XE9npmC z*%nCq!ouI-lNW%&I z*^=0^^%i2z?0mjfeV*q0T5ov`jFcx%HY19AY0_wYK-dE9>(d*M@x66k(H^muT{l0p zkFrnU0z@P;I_BmVm#nvL>cz_-rh8NVN{Pt}2@r*5&TN&87QGOBOHldYhEz(|Z==RW z%S{721dZT&5 zO*mnZGcd`8QY4naad6#kd1gWQM~R;~Xs>#&ZEPa|)}__!2g>WB-z^UuJWzP_Z2Yj{ zPWxnq(HroGQbei3M3h~n_W`dF`0`ZZZKsQwR1ZFY{qO*=IhN?vX*Uw)R>_T17&iU) z7w;rGVR}dgm|Fe=pC!k)oMcxrQaTG20~JtdVK>J@&Np=2clQB!-z5JIr-E8fliH%l2fkKE<7zNJd8q+bFGE^=Mcw|&~@(fKN+ix zw##yj<9xYALw2Hbt4FNQG3uG@LY)7;ww%+Cp(aZjw^5(C)a|h z<;2o5!1b?In*N%W4&7%#?6FQZ<1lQ?l^1EzH}3#%Q;pOLPx2mLcn0Lqx3T8EbGWCH z)vW)k60`}geM`Mt=ETxR`bUi~!a(JOAEQ`?CLVX$gmYIP$LjM!3F{pi?8#B=#2bUw zU@>N;qe;#LHEluBi?WbhJzTy&hC-&qic@C+f3CO|N?oT>W~2so*{=eEITu_=9z?JzWc!M`w&`64>L z0KoQ1V)e1$;*mDH6xpP3e;><^(627Qqb0fQ!;N4@=qKrLS2*hQt#5%W9R22$R+H~F%-Yc{-;ePi#f&J2(h za!7Dgq@z{Gvq3gs2QdDtbw12=xMf=nY`2#qF3cv;5{5yNjXGe6#j(yx;NP&0rzkmH#Uz;83Kz)9V2|sgC1OG z|9S)MtEE~v{6R{PShRV7c=||~d3ti_fT}hBke-3^FAMZ&?P0e;OMNGx;P23U7N{E? z4!(b6d{~exk?*&~<3h&Q8*LdflY(`r5VG!v)eE#rI!D^|cQ1znnnU!n7K1A)4$X%o zO$FRgc1ecpH*p7>H$AH}zEbGgu1HV6bCN0V2B{S}_%kLw$K($CBLd&3goC0c(J4v& zok+s^cjt>XW0iGgJuR5kY3NY1^ct~OT)$O5vhO(6h_RT32dr>X|Bmq^MVi^6p7gLv5tof3ZG3LWpYULTSIQxv8&vs;!%(c}b_87UA zSV9)yT>q>}@i111>h}pBd+k+AC!kuMp!l9Unb~4@Repa`zkA|&G-j_uY2A!_<7mOG zzS2kaVHmWF0tqQgicJ`EIT-I438JX*eKxHKC9COebs|^4ug2FG(Y+9obtf@YDJX;= zngGR#43Z^r%&=aCry>OGvQJN58yyfj@`BGQBp9`IPp{dM<_(zqvWF;>_|eCnzX zWxJ78Ou#H)yaek+GqOuQgCvBj>$vH{lJtZx5i8JQ!r#Ar;YPq*qjC>KtvT@; z>BNc*Y&0U)>(1_+Uo`xF=q>22o!cpby-4pNN8p*}+Gu`^fq1>ApFOT%GGZAs!woBJa9$+ugMrPDvPoZWw!nU#tABlvxs z&DrxqSzUo55hPS8h{}o>bJBb`t%jF=3$6gpWdvi#_0 z!`^Y?NYZrv+jq@&8w7m9>atf*52~2)He*zdd81OTooE(y66=@10_eE-5!#${McU4a zIeI=grGM4tIee{1cg=E|pCmLt?r=+*LbNbvL|5L4G!i0cAEy1@hRrYmDIRw-R1P}o z{7TbZV8{liG8hYhEA|p$3ir_QK(_9$NMMehg6q8;8~L+}xaT|bB70d#(f|GkqLPAQ z@F(l*rfRC)rwQ=!9bD0YdNY!qodz*eEjk;}fj+qkm`*)B?MAVTOYuv4aB(FLJpNKG zT?XAZ52hi0%*i!3!v;qY;|LjE>D*236r+q?6pS|_+~O1U5~La`;hFSMP_m&WH@3~& zK8vjVQf%E0m`Pu`cH;(&NM)Y%r*Vk_KJU#bJNJrcre(xL$2qh$@D(N1aBrPf^Q#&` zboOVH<$IAB84t&UHq`a83^LgtzXj!tYNN0sO_i)AOpbf`uS+$@ZDCa`>zc&aW~O3w zX}ON3Hu5Ad9okWu+ZIe*GkkHr0T3lKLgs*Qzl`DkC^>XwNk?=p!z}1 z-2;3qHM1)%);B-g6A#EN`K;yV${v`+FXIClUg_fTZWObDps)~Wmgl!pe^E8$#h?do zLX(;A&gyb8<99Yg2{uaYWhA_usw=_6vbuEN0MP!klfyH!Z5J?%s@ul@ADIpEJt>ag zck=(U2^pejZUUH@7d?JmlzSux4OgHLmFPpgcnN-KxkZI8Lx_guFcGt$)nC+j?+u|| z6R^RC&7UM%)p9){7eTZ@5C!vd<14PQ#!n)h-rEr%oyN&fx|5)xQ@=sZ;X`+(`0jdq zcz&8^-}~n<9IqYzkWmORk`TPZHy6ykP93FW$rR$4@jinB@!W(ciB8^rMOvF1SW8}l ze5r9Wi(D#M$?}6gLQdb7J^Na3Z{bQ%5*Bxb~-WT^ChSox;$_bDDLRW|-DCvj`(l1$a)Ux9ZAXetN)1~d?kL% z7+TziU)5Gchx?swiaI>+;_`v%lqkvpe`nZB=Wou3mBLXfX;izaU~DWM73$3J)onmt z#=YLR@nOmdMI)eo?MxKl?euEyB38PEcH6p0;vZOmGA)$tQp?1pI}s{W`3eZl8I!t& zfBJdd#6t9msVOr|0Oq=v z(ORK`qTgg*pzl-O_y!KQ0OpVKslxWZJ+%oS7?&l{-zsiwP}~I)zIFENjXsV7YHM|h z^Gg6c|9p4rEu=Dj6@G9!{5Bo^p%L~qAIvb}B%WE_A!ur1`^b%|Q&F=Q4m%1gf?nmz zY82d)*7I%A$H)sf{qs3nG-`@8S{@b+#}sKuk@hOYH&(*@?A<0b0u46D4R%+XT(%IY7UCV{`CSBVJr=P+4864Xr1<2 z%kW~@xZRbZaWR2Y%FYlL()qI>XLd4V(O3-+GjBNYV1*g80;?B$s6&EBgOh&py_pvi z0gPf2LAb+NUl)O{z~epTju$ZBfNOH zYy()6r6_*~X`5#BnZb6gS^k%cXKhbFBwX3Yrekv^ zbnp3j^nr3_Jw{N^Rr~GMoF1_=3pz=izCG|^SNp;wY~vamF>NY+V(lJ!w(7U%gm|=b zN$7UHdx+12%xQS2p0M-E=Zx}yDzs4H<`>BMId@#OPKOY<)mHXAqeL>*pBQs){AflW zPP7~LsSIL4d!>*!2MEno-G2c;@T%Ur`P2Y<;){UwVCUwES=EwdRlkjeKTBite1cE# zkxLjGKLq?aF{(5VM`ke#O`C1&6WiAzlwHAYJe_+8xuwf#XiSAsHGAx;y!$RfI6MC* zRyE#6-HBWwPKZGX*{WCD-%R1IIkjYWnmr+%6} z8|Bd%@Z^0%ZX4OB?*Sq*wh&^h%6UQ1w0p!7k}fE6yYOa_vfw`d9E>IZa>lOS0l%z6 z+&A%8)hkC*-cu%?lgn67+aEDt`mscVhr29Xk>{9Y`!5(=<^NFpu?#dvU)(g|w%OmsLp({QaSalW zc*NWlQ9?Q&etXF&3UKC+CqXo|!2H#$6$#dWY=oOzDpUs*_aHkC|D|isBNfy2;_m#{ zu&Dz->0S=olFom4-*#)|4Rna{l8k92c} zzt^w$BCDLEisIgplGrQ@$-Nut4^$=S9rH^e+;3n4(sWyo`wKaFR<;yZtEXz+Io`X6 zgf1xTp2lEI#?;KBCRMsBJ$AeIemcwt<$M-lrNZB>0l~uEd8o!h`~>kV61)CpA;pb) zdy^X$FE7b_+e_HfiGPLL`CRcPc4-gEvfa}8^}53Gi&glE{Am7#r(T_*T&*DDaLik; z{sCCyea>S$Dl#3`VpO3~yPe9CD;8@J18k4r+9DQdruEtWegN;-L{-h(j?^3Sgm)3M zU$#a!I)8}or~vTl&$;F^uw~U5zQp25!J5!|a5cJOnWq3c9h#X%# zLdtjQ>i!pJKxPd%>2Vng|3~3Tp@z}@peC^oq&o1$RPYf!2vW&TB(VJ22o>%!CpVfTh|*H7Yh%1|#B*;U8GtD!L!bVf zyjsHS`+?XkO`Fy zSK$H@_AMFa0h8(_3>bgtKHXE*VeW{u6v4HdZ6y) z`U#pA_Awr007H_QON(KMl~xblUz~B^Mf25yI`Vh5BJq8pwY@@xcUFDH4O^rmHzq;0 z9@pC-uwUnnaE61rPP1E2N&cZ}5;)!Igl(Um^x1Yl9^cFpr) z{IbZ+NLzhz5DHL{)j@N^pW#eddO?#oOxm>x)zDE4Uc1pVoZS7sI%-RGDX?c=~!Z!;4| z@9!m`%J&PdHtDx)J804e#MZ5}KG==O{Ho85Rw2~GtZI`yr`GWt{{VrhqkNs;+VM279goXjXGXp|^*e5lwR%J2s! z@-J1?6I}+x%iA4q;N=q$CAB8~`tfWxsw3QdpiZ@r!9NuLNp^vhz@8 zFtE8wIecejRopT_%&c+{jcdHctd`*g<5xQpLD}yUFpPNb_#c+TiLyGCJF;0L@jANIOHU+A+o4vWQ3-O0TD#OLzHm8;I_CY%+_0|v7 zFX8r{V!@e1(BD{nuR7+;75R%GiSkor$Y718tBfdS*};3ybzag33crm_PjSSx`OvjW z3uqyFrTMfP<)6i0n-r_PX1;F(s~z1ni~pQ^@#S@B6tRy|T-G+mfUPrwzxL}9gUKuV zOm~rF6sw4^FEfPG)9e_3NMQdk2}?*xf40V_l;!00o3nQ@=@q+)gw|j z*s>hpdE(RXY(I4E@KgweGJXES7T0J7gkdMYFt2)RAxS;53k@=o#0odAjQLK*l?b&6 z4LGD!C8&J1TzHh+7q5Q6!y)>wn9RQ%v3T4h8m0bMAHa`shZlcIeV9lkZoQPE%_Hh% zcPYBXGgndf6Z%e8PAq}AcZQY{MS(YV=i=^0Ou#>FCS4VyxQRMbUtj0_IxOz@_@Xln zaDG-Dz)udXEEo7K((YEgGFPkAK*t(@1~P+a`q`_hJrvEJ3M}&#>bnwtE<(0VoOfY zM9G;vqDet z>mmyj@PM=VL-5a683W^F>V5kqvXgGNTpEBt%*14lkkA>LkqB+*%ZfIn0ST}k_dNaN z-dRKge5F)SKGLxu+T-kmTZX_oWGBw;y8V`dvy6%gJ!$$a@DHmEaWy!NLe65;Sk2*> z$~4LgURw5TLOAEg?E_RyJ4(5T-~gO|lGQG=MXn_(6fgWxiSYM4N=5b&Gb{g8+5!tv zD>Alr8`rJ)p+iwTYT79f0%i)Ld$K@8q!4)uU9X3u0sj{ds_55;%?GJ6U~CO53S@t( z`YH#iSDzS8=W?hpY(iQ%iqe+``VyJC3$7^Gr$Yi|JT!kgDvuJix&A$>ptLT3YhCk; zpP9&~;(vb%?N_uk&T|`}?M#ZJqO4`NErbPq0!FFguyDkAggt~xbOrnW((&ht{Q4v4 zFW0h@+Ze?whhKaq-~SHgmv(4zx{hQJalmOgkt)2p)M?aPUlQV+%y401T*iYxY~ zN6MZ3*%Dh7CUOoHNbo~ZBYx*wrpu6mHGf%1+67D+GFpdSAA7*b$Tar*tTnG{kF>T8 z3}2!&Q+t4LJE!ml2y}_N$TX@EKl+!`hdv_nny&{9d0;otq5kWQ04m=^Y)v(zEo@Zj zXm=1;GQsk6%DfEXS1)B0_RBMQqxlb{tQ5!*b32}$iTkSkz2J4fq1+A!73lPql)ay7 z%Oo^PZ-K2(0#e~#6If9Snlfwq;kvgI_{a;gdbyXEafeP{Hcdr(7BIsDOq4p94(D$0)F43+l{8J-8?Zv`-okkH=pw8fsJW zbHEUuMXOa2OVv+l)3zR>?6W`?#->p*ELNjLIZ)NiWUQ*|)wK&BeELBUFzvy)-UAQK zTtYSxuF+i<${%W#3TFE}OanX@7XQft2Q{M+*};jj-4NTk$d=4YBbCz0N{q1&KKXJ?|+j*G@gGllTWMo+I06>EzR zW%mjv+V_0a975!Q-cMeR?IWhe2xwiRy(s%;p#GEQoeA;h3qB|$626S@ZOf;cY5M^u z`R+m%P|f6xhi3-1l9>rTQsk%bNNB?&f$#J%eWnxJ25jQI^pE2zPKP>e47IsD)$sT6 zPhKviBuLvwRT(>*fOx?SQx5LJeCY?qN-xL{%{>f0PrV_=96srwZxh2%xPoABcLz(Y z8W=7B?3aKYeq=7XD2+P~M|Z9goue}PX=cIY%dK z4J0?cz$gI;`olg9`Ga1+2w_>b3ofuf=A(*89yoJ*0E!fD(XS7nE*C4CX6qilFC5mt z$xL{z#p{tZ`69s@o4X1lx#{N#Bu%V82R&h%#2)u2bMj-XFb!)Ug`*B&G`Gu8U5#LH zz^}ye|IcM^hO8j>U2d6vHgoJ-`k#|HhXOU6^^q##_}e2Qt~ncTlN7tfF}CuL^P$>R zn&(Jk1eZ0kXVzH3>A}uSN&e{6Yd(5X@A%fGVskx>jjFwL-#kdnB`kM7wmzH8Fg&8RHoR!KV%%W#gL9sCvW- zMm$VspSBirIz39(oT0ak>+@tg8Utd6tDz_|g+%JQ)Wi~T13wbTHdn=^;r$~|`C05y zDtr-O6`d{}I*+M%tUkqXP3FH1{>PP+XX>|LN86h}W7XxZ1f?6kk`NF9ek zAU6PVgEAS;gsXN@UC9Y}^FtSNjWQX3aJdK#u9_t+$oaMTAe&kblHg$0hp27&Puq zH$C&U^Qu>-%DB5BmC@UElgiDUtx_z;vdpB}0>sNCyp~h!t zKgJ#aj>l*`+`mfV_OM_$q9sXdNM3RqEK|dVH-6^}pTIP+@Z^M+uYua@`A>IW!4g~f zfrsavOp-{AT(Tmet)}1J$v%4`KvgMjW^-mSO>a`CEQ?pR2}+BawX(bR3=#p8049D+ z*v3O#VX>Cl`sn4`ytsRVV1RoLN0)ha4e_FgbGH2SerGdFGQ&FOVL%IZKI<+*MH5om>*AGqI1NnHOey)j{TiGo$U(D zDwZ#`e=tbgaBSh^TPnbwXC7rAK&7CIBRoSqBgy`1nvcIUgmV-cM0hB6Jtd7#AoVj6 zsG@z3^CX%5lY$*^F-`DN(`FokpEfeM1 zai;1feRQk?tW8*PYw0)O5j8hW|Lhz9fnTNG^vUTW45m|%9u0?bS3G~+pwx69~H4QBX(isCb< z{Ur7pdnGFIIadG`p@K&*RFE%@|1M+?vb^hD10jB+(aRYORk6TgJ)0iB;iCIKt;6fY zYuI&dh>OkS88tnaE};R;zFvM(rL0rI^e}c0F zkPZfH$AlJDfobXUBa5587}*C?tLBYgk2dc3>j$OQ-0xq?A{}niaJK*)?|a3A5qWcP z47@-|Jh$|2u~nFV^+*oL@hb?L_0O{usOp5|t#Cii)&3W=&v8ISa7xylB5=k~d^Y-7 zXKs-wdn13@On(D3O`kN0E^@c%4i|dyM-vg6Vq!ov>GhSc3FuQ}%7vuO5Pi@2P)l$8QM86x*Y0hN z60ayXOjPLki$GvxP;|jHeCF#&wTXT5;y2IVTm0(52cEUdUu#gOuzHf}BGt9SsYR5T zs6YxJ%{#Z--eNf**r_|=;9(zPd+(O{dRF2H_Q?G8XUkLH}D2AnCH&(k-*CyyOU)@rY8$*%-fEyS{Zr- zY1WEAH9s(tdKQfY-Ax~-xh2RAFmIN84bY! zesl43^DAU`)}*b0ni(zAYt1=hlp%H(1hM|z-R_&q4< z^M98FJO))Gz&&Yd6!$Nff~5(Is6}wK^hRBiJ*gvlE_JFyaC!DDW_Kz5zRIh-m9^YolU^Xf_0)I zX&wM(>%J>)-@kPH%$sbiL!JV0J!X950wnJH7xg;N>H4;xD!+Omoa`&bWJ z<_06}sL`Rdp!b{1%jqaRrE9;haQ!SmuP4%vb~xk{<%Blb)*s?{?RRH3Q=%w#1f+FL zMfkKXh###m^r_xczcl;(-5XbvBg?iX0@ptPp~DGzSrBUbn@vSaZ_}b|j4wmo!1t3< z{Z~xa^iIay<0ZYUGvZQI`IfBdKU#V3P4N%;wDKJKOlchhLP`&#k;FA1FA@Qb`qDvp zKIR=JgoIIg5#ibiw8mCn9vFcLe!?Hbtan1H??P4y*BV8}SKr+gK4}<(KO90r6K2gE z!!8xJFv5Cub#UaXIsqlzW`3*ShH6g-d-^pfgD71;>@qH~2D@iGU>cv$J5VW=fgSF* zFTvzY43gVmHx@49nxp3f*Wq)x!}nzfIzERrD$d{OzB3WPd+JHF`B6)z-djoIt`VPG z=qOcii?9@310zM+m)hYgk1BRQeqpE~gOjf5F0aU?qO1Og_Z(T|E}9sb`eP7Eg9-Om zY%JMdJm`P58bL@S3?VJw<-hWcP-vWci;1x-;rDtbcA$w-mIkTRFnqYO2a-3?(#km0Q6UE|%4$FLuYb9qMI^0CuNclRg_Y3`5J=p&k98_fzVrF?KHN{B z3MNd2q)A_jEOoVV+e+YsQT1C2YTZWB7g%fWjX%lFHVWzdfl$VI1v-0{ zq|38?FCEDxew#9N6iDp6Yln*laZ#Qns}%t4S}%CW%?EUjThlz(ORavwrq95P1MnuY zyOMk(8U@QvGG4FrtynX9P(e&GzL$12-3bDc=I*VP{&++qPar!l8Mu4qgwu!9U#K6Qrq{F*X-W(99&M24npz#I~FxLXm{xCvkvUyX*r z(2#H0p`Um0L^o8uoGG^v3wJmi&<|Gp(4GU0c0O6j+OaR3KVlc*l0SsHBBlWU2QyRC zXPz;96_X~JZ6OH0e{t&TY~=<%bp~21akWoHSHN%h>uL(5IQ;kih5oaV5`FDi#sB`u z3LUTHS+*4Z5Tqh57vNe-`t}ZFGVy?w1mAWjhs$t3<2%4W7*Oc>2RXjxNE5BXVdL)B z1yGRKLD~5eiPJQJIl3vc7*aVO zQSl7_i#_b{doz##M>MubWy0~Pn8y56V{bALp?d6!78xe2(>Bp&Dul^;8R=Cjz|dKUv|$C`*%XqFcwBlANh_QF74MG zm&7@1$)qeH27h+S^Te^7sTW>Js6Q{gabHb^$IQ&TtSgMs$8dF6Pf$~@GV}^&P!lS_ zl~4qK#@7cv6U#i)D^WQ=e0DkK3cmwM^n}P|#}{ABwnBz{IWFxzn8> z%?p-z1y~FknO}(fBecNMJdB{gI3N;Vd$vl+kq~*1*DC$(w;-m_*;5Sqs_2tUEv!Tajg1ZSW?;Szzn7 zM5}5y*dkqlYE%4Sn3%?e9YQ_TW=U%1qggNX&3j0L$DtQM66Sq5G+n9Zd=WYg(TIU> z|IXJ|@|?fAdeXk)6B;Qj7sNXTk*ggs-dE|t{mZ^n zNFvJo*f?-9RRZwy9KNN>a z4kjn4m0f*Lbw-3)B-@K$-+{)Y5Xn;Nmp?IXOJ1~$oVo`2tBH|BL^c*%-K17 z{=zSyRKusMW=apztk2#fZ6y@T1)k|!_@MctHQxq_VA*l`vpB-q*g~T<#2Db0n#N!~ zNqBl@Ki)gyE_7jjm6KS1mb#=o1MraLo++|Q7Xj5OA6~qVufe2{4`k#k=;nuTX%wo} zp32=BO0`=Cm-LKdx}%g^@Q&GBl`@bf;QVnIu;B7FnHn1Ip8D*r-SpL0a_ zBiBg~*Z4AC=hKSH4sq}u`Z1Jn;rJH;<8x!9vS;`(;PbutzE*u!d0M%B-x0S zYaTSWZWH#2l#-XivIjDZ?=@{ip4rYoO;Xc~KXa6A8t^*9mDmmo&{;Rs9B}gXqen8|^omv~5`z92L%C(qd&CWj-!^^quR4zl- zlZuuju5c3*U8*($8KpAlF9D)I+mv8bo^|R0aT@ovO5J4nz6$OP$u2g;YE8W%n$N_8 z*B?tMx*BUBhg$II9D(Wl2s2aQF*0+V62>NC#JwN(Lx#V44&$^avJMa=mbvbtd;GFP zuqvhZSwcANMfGtRpukwEep_a&cyNuy<`_7^0en?MA4yp$1-+WP5%;l|(762^#mmy0E)ESHCWBh!30!z2ldM8As^X=KdDb zBtAA!Mvk$AmmC@(V$Wg}WHn}EbpFGNx5u@|jvn|x8LRF9-iHq4vz2gwb7y zpnCBjeOCpn++}+n>~=T(KPBbWcpe^$ZIs8%rc|obog zioEXCbT7=J0Cy#*IcaGdpA9Bf$T3$$kmZ0LTE4-jvjB?1s#{#P43y|$hxh+r$!YY&6AgLmp`^}Q>KLbFsu3y&;z(r zwk?lq)iEyb2gn;ishOwPNrkLN*MaD?1Kfr=Khc#6p+}&#rPH#HY$gk#LdF*jx~je1WUIJlQ}HVH~TU%dd@5ONMEKL1s-2KMUi%OHY;! zzdjEQ`qG^$anAc%GCx%8lSsk-SMszX&^=f*KyQR7{S?Nr$Yrkgm)(I(-TWD%dcD0NQ+F8xe$Mb$o{ChHniR z3OPQ5IVuLNT2Ct(2l(}&`YRIKN6-i1&iSw2;!FZtr6_D#GU!WEgy zZL6grI&}D&M5;BMM^KAONc<}h&CBKF;BWMJxM%lA?yR_ZC4OpAdjtIxZZhlH!1ta@ zP!DZHQ>%@7Vs44ss)#`41>KQ{BHw5B7tHD%l71r+jZW+Hp~T|Vcl{TB{zoxb=3m2Xm9SB`U+`1L+r zT6fG#&A^tE?i|2nb8sfa=$^Zbq?dtuX^V!piHE1;Z)r*qkQ~{*SH`3bT1R<93P}Mx z)y{=D!|_ug+D5+Mq{&jA@#PYz-V&ONBOu z|F%MDl&%OB?0GLsuPLf9%KdVC>CJk$y_M{aI2{Y~d#~|$0(6s)NaSjR{8DR$Jt-_3 za;KUKv>&1(QV>8?$R?SYi|)3h3x~>B!XDfh8|((=Tv$ZNH)$jbrEv*y=k{$;s1Yst z6uA-?&pxo?(fST652Ip)=Q6C84DeMXV6UMhvXf!xXV*dS{gS7b1?Qjk@c#FK8|4Rc zLBm#ikJZ0F!!pufjW%BNV!TTr0?@RFXEz!Okn7~-!H62{Pp5|dlwprOE22+{cGjra z2D|RdZvC=2zp;HH%lMn0a2}!U6Mp=GWJbiC}IQ zyy&cdV_kY;3SC#iu1Ppa5%Lc5GTRqU-W6K}FW8?a26h|#&OHWN8|EjyA5ATuK1pUG zo<;I@Z>=B#-TQvQ`IQ(HYmW7H^t=mRv;=9Mgm_^F(OrnKcnXDt3472k<8N!EiaNmH z4-l?g5IqN$K)wqJitk9V469| zg_&T^e^+|*K&)!C`~VW)ji7nlRlK9#JdHb#PZR8PJFD&j=(DBi6*abP$puDxmcMT#h*TkzhdV>WV*u=S-NyZ6E({rHxY&c4bjFYtlOM;Z}bUgU^tk&W^L zPU6z6BGHRbg)dmiccnTac*q~I!M*WDx;)iVlJVEeQ@VVjvhlQ|XXy-vY#9%VN&qmG zj6iy|xZ0}W{(eCIuGOK-$UP&rIrg{SPCqv{EqLq3hzBbqy2D_ES;L z{sKDU-2fCQ;EWs02f)lazv*2-q@2L|xbSAY+t5&m7<50Z&yP-fAa(1`08oj^U7Kc2 zHjg^Y*I?zG^l&S!~T1bvU5;A9y7~LGcy8s>KuQlG@vswU`$}5`3)&f zC5cq0BjeHTl%Sp64fi|Va%5%z`rx8yv#;D8Xef$#@^Yk{1S8I+hB?p(2!6YM$Bdqz zVx#4OANzr0$8HL5n-5dr1#MI6SASb`j(M66+CYF~w5Fl3 z3Zwd=RRwbob`F1pk@=&s9(6(OsoXC}Oia3pVG40;{R?=o9kGTBFeBSTRIp_2H<9ECD$GM%(5YOxRd_3;+$<7n4npVo^#_o`@`znh85|l(I zq!xZWs=d59(s!KMAc}iyV{?3*_#>NNFxOn=5$jcY!p>W5xv<;6xco6oAwEIj`lAFT z;)Lv6){2C(9OkPDxl)fP3AfgEeOD)3_cQw%hDHw}cEsoY7`+}ks_QqfU9Q{-0Q-}H z@2kZ+8DMomOfR;w?0wSI$XqDkv9|j&s%t2@&cgkj)l9dIkJxfF{z%-~$ycUAp6aEM z-Nrt@*lt!XC^WH@HHgw`&-6SeAd^MVBYbeh8y_WuOirHzvR~#QpvepYGq4 zz@@q)|L6v#BO;0fp-@=vf$phV^}wZLJ|5k?h?f#G?j^E}f_FI>(xS;P%UOw-{pf!| zdVfrFrdA6tzYjZCha_46?(<^V-1)O?@B4m$M=hOBo)v8KEossrFgi)5Cyg$t-%tzQ z4Cu^2+H|qHueR@O-Xtq~|0YH8XO6dO-g-;aZrLMeu6ZYAI zJN_EHGQBk=!i?!>C6`JQP>!JAtGJRDWzI~hj`#Qv_I)-nL4{o<;yD1F@2#_rkZfWJ z1*U^O`ak(`NbIxS=$lTTATjPl{=4J1Go!+g>z6dGO-Lo?(rkI*9NPY+51EQEeqtBf zW;mkU{`~f*K?@b@Ige9-iszfkP=D1RcjTJH^41>Oi$cQ#jOXVjD9mNz%sC4M8+ll- zCWGx_$M2k_42Q=AK)YL2GoDRPdHFpgGvtiS0^0lw{bobIzZp3pe{(}L}oJnkt(pqGf?E+@&wvR^Nc0p{sZJuVjjeW~e9Sl)}`wHCJ z^Q^d{Zllezl4U)P{~npY4vu27Y^m~XoxJC+H27qsfBot>gF;f%1UvQ$C$j4w3u)y= zhM1TCdSuYV_QVtfMaeP>%UbB`YE5}AsvnzkRpaBvX(l)rA6>WTPUPQV6!ihwf{~cU z*FOVV+hn&Id@8rHoc<_WWRFJzY;3phQa`x@BKn7CPwAf@+7|oqqu?S>9hzRmj@E0# z+^5}?@7$yPM;8lrVK6^a*$p3@iQ2$k|10U5y4fVxBg->nJLA|+d=1bcqJh*<$&u{*<01 zW0}xE%pFbTl8DX0V131LiYBJZDl_SU9~c~Jn6zh}3z)7;HNp^WaF$6WyR|Nx+a(3h zH4cIxg@KvB7^97vDeFs@r0LpQZ(tB}GMQ|wwjZ-pxu1XFiRBjVAjQ|?gTR!XX*HzlBTPA=@j>geNJ-e6!1Z^3vV!>uvISgm*eG-Txz`o2jt9{Mh+afN1ft^6SmGCsF9ng@TC_sMAw&MXjOd+X1#( z{ifI7uPIeT`QKCX*V(y?I$iVoL(bLzoFr1j8T3qy+EHh|#Tvtc_vPsif$v1xL#-ps z8jnmEBQfZhP}vglCeuEV&MV#<=4Rbq^s|0o5V98nXv+2ry!AtA5E(J(bCaM?18#|m zBAwbQ{W}g6vchK{Ke)mZA?r_l(4lElQ9bU{ePf0f>7407LI~~UovdLpEZ!>Oq(^te zoPRSM@kJ9{ZN1>Y);&!y(+Sd|@oKHK$SLPP$WZBjkR8)BgS9YRY%Aitjs_(W?fm?s z_j4@KQd8Y*J;M{8?$%b&_Pp{to%1b3ObB3t?Ce02D!V=3O9u!*JeTptn)+p}AB@QpJ zN4?nU(Mh`cHQMSSyt+~={_Eedsx*XxM$@HPR-^%Ec3|VH*?CR8@wf?ExU5SW_ZONd zQecx~N+t|d(6!(sKp3^b6{F4MG6sF9rzKUe7a}kk?I@5+X-c-r_@!5yy9`^{f5sQdUydD1ExA3O`4l+EygVF9=s#L>N7*Bl`Uf1a_ zn0?TCs!TFXinZqO8?aa~$Gk+_X)5z}u+e9|_k6!~uEm>_BNnJTFZ{kLjZMBhv3*5U z<(*}{#Jgyuy%iyZSNB_-FOCM4-%+lE z6+;p8D&`?!{ReB5K6+&bYD45d6Txx$WkFx%-s;82iO1|?7<7DA{AbL3PP*{}pl~G{ zh8O@^YjO-yzl1F(4%Occ7fx;Q=WY}#J1B4P6nD$z`Pl2h%iV8``X;24b3w!|iD^xS z>XH07lGDF@TKO}!9lO}Z#C@;b?Nchk>_57ajAxx=8u`Xs2%*Jk0a`V0ksSFbqF%H8R2ialXe?^RX{)+iRot-I*cPn&?f zu|q(Y2{R-7i^#DKzSTZa#MX#&vcQJ-4qf1cb#s>cxz9|MUy z%0{kyos-y0=pjeArzl3}KvN@SVX2pDHs=wPAs2P!kJpzhxnOgWyJNG2I1tTw;V;SM z%VVzrQb%MKV;~_8KKZRvy|GA}thy8>L!h1E zo2aB;7_18J=@Pl@$P1)dTWD@1d23%IT#v)h0v-D`y&5v#Bw5B6)DnaR27 zV+YVLmWC8+>$;E^Th-3$tm{1C2)$o_it0CS^hEIg?*;Wl_BMu;lG>7a2Y?m96Q@Wt zx-S*zl69c*Q@dt>E0(g#@`}RGCoF$IwgeD_D6s$E3hCR4sR@B}vW3Cuevn?8*f@-> zCiybI^XAD+*29|&QT(uR8s68u&+8I@G+=2y6xEIpH^Jo5y-qdY!At@zuVM^dSaV6w z$4@G^ZneqLpOPN9XOD~jG`5!F0Ya>Ip0A_C+CNnNke=vNK)p9=KZcuSZ&}TPSvwGq zMAB%&G%Zf&R}&$B4!a*@S5nSLgV~sR_gVh)k6Yhe3Y+q#Zw**|`m4202=X(ua9koy zmn3x5>Ix8GZm{I6^lxprav%h)Kq@@5^)xC{_> zCsJP7>|KtiuPUBYxuMdiRTf1(@7&X+RQAOn-=qYKFeH6fv+dz{pcKI z`ZC1`jjAME&H3y$3JsBI-);YV2~~djpSA6OmbXcDS^UJtTY8*-kLJm2fx4{_^wf(u znrh4htDc|aq`(=m$~Mu44+d-lSe{JGAhN5!_pHoh9a*Oab%rafwB!R{Wd5kZ31xIU zpO`CnSyI>K==zjO2gR#EmMdn`6nK>-@Jm{+HWiVrm}|_XaZ53V5S{fh`_~(Xtg_o< z5b>QfjHMeIiCg#Yh+uILj4OT`Y#z7Zyg^fVrfTPxFvIo5<2gNQb{K1(qlBWR7T zva#}xsVHOC%e6@AIhRfb2%<8jI7i+Jd zgL8e(=NQdi4;I_OZKSuQj4PRJzR6X{^$KDkd>wRQS|CUeW`syIQYxVJ{i(UKY5Uzz zbIoS{4+H7#1J+M8`0vZ`w+4xGxO0uE3FP_XnVW6}`3m5h%T;-AT0;7u? zb5M(0eHWh(RKOD9z<#pJM|lhrrX?^vrgZ`UVhSQyUZp*}L%m4k-K%Ilz2aNWkEfOF zl)ivi>x1YSTXVxB{yOx%*H1O#)(i`xmM$nu-Hf@Nd(PkuVPHivw0*3 zJGxQF?+d7?hgAp^Q)FRB)qws=`AbdfPcD5#gnI97(q!t{)Yj2<1EMpzjoyd`wo zgKow5c5ziA2pC)GSjb@bseoA>EJR<*%-WltGYyx+b0Nv*N%&2LSOH6nRxxo0_0hq$ z6qN40-*k?-^lm!k?T_SoP{zr9PeRsMUlNYBCHUZeFZ2hyOM}&6`spntba@1xoE@NR zX`+q^UEZm1r!z$2%9q~v#l2_35-3icrs8h(S6~%qgl*S)yuQ{nGHg$aoB^R}GEmsi zB|ABjPm(O0?c0*%-}_c8ZCAcL%Nlrn;b|xy8l%a&XFqKF*qJ2svE4#*G5%&+ngcXJ z*Y3fWUOHZ9`F_E2$FROqd04g0RV1%EDe1l6&}mCC+g;}21Rvh zFIf3KK)ho&EiQ%wUxR55l4!mH#ZKi_H$yO#)cBNq_Q|h0Nqerk#K1}GMhvopmSW#j zfAoYYQyr5Q+<28jV;4AWDflSfT8f0)=zudw$XIPa`^y`Hq+FURdwpX!!f#&Fk$C{3 zW#doIAA-+tzbX@YMxnw)%Wv_zeuwMBYd>h`^vfN)6|nJWT36D*Ob5ev0S$1cI~Kn! z6F+fVR9i8Y&8d}4ISDEeACc6d2Y^!Vg=UH$Y>~*Em0c>Y({7pUv|q7oIKxc(3@=Q4 zF5T1E#5E(7@MmJEtSPyPL!7wM6&3+6xC#UGC7;G7w7k%m0H3XHkzQeXm2(5v-NyR- zIwfYjfe)~2UC^Q$tc+Yxz#3vmO};@3FaKIx;H-J1xewZ?O96U6#9P3YaQT;&K4r}v z{Fs0P4jqK|J}kQWw02hJJtx(p(NKCSE>urq44S#alL-}4doAel(Gp++f@q7pG0Z@< zL6Ug`e0v~0iF9&2T+pAr=jnYN*UaQy^qaH)UDn}V!1=LGZvX6W7aA1*dqkFfMuAOw zWYUEldt)8{>szgBLBz0}f1xp2@ETG@zD7*Xf|&$EugiH7xzi;CCm0O~7b1o*Z(8YW zK;djWyW>@T(-#?cP~VWtb+Kd|!b@z=QHgoQtBzR~oFbQErNCiPVzbk%3w7s%_n%b% z0hQ{R8S~|Zp_$SY4Q#$`W>L2z3XPh8tmhIrS@0+BaUfkaf_bB5GIa7Ws6+WYc7p0!>uOBKEgUB!x+FZsY}q)g@b=_ki}E zg`2)&%zJjq7V@Xdm77&x>Hq0x7zRjVIi+(2ptVyo#S>!&XLJL$WnwH~F z>zN7(o{e9YpnLB;4Pi0Y^3K@vpsd-PU?#kEaJR-OyD};a=!@3UNjssSY@`?0u(C_h z1RQtXIUPf=(R}QqmUJiGAnyAL1`#3nV4tZCc~Ai`S~3;Sjoq7nbbWvTHCWVRLh+%@ zy*TE}K|4@lnZ2O>!xmy?M?f!Hu)ThHA1=7_nPuQ$-ww%s$OcYDBK-g-hqHOsrpOB%}CeQa9@gBvK1vmd;l#G`Ungt#ih* z3wPW@0kI^66sgu8ZI4ZpFqT|@5mpN!=oPz5ZudtN0uL-8ccup{1z%*WG-ai@Tj77= zdmV!$SuAeT?;y_!8h_9Yk+fvpLf^Lb>kT4rNzJi@S>SW6?bbyU z7e|vT&yd?kFPfj-zI6UR3zSCx(_k%x2^ zGJC4^UmBsqi0}hWK?k!PlJM%NK_#N{>gH=>#YeH4m)+4dnMlGl5&>_mDlr5P0e_4= zJlq-!S*o}8L7r)NP;k4ls8W-Pne-7Jt~tU~?HMm!UTq~Yek_bNLI53CR;lJr0azsr z`l2_hc|G54j=E_gPj3d|?K~K(?Egh($M~Bl{S>X+>3{!xsZpKY$GI~x1BL&ffbh^z z@NRh?+Fi8ie31HBs2sY8qrjyx%Zl7F6#0b&5d@y5lQS>a93lGJ18I}PMeqQ4%Lnr2 z!Vjx@%g^rJDX|xS=B^xhP}Z*uLXFO`q1n}Y}%zjFE_L1=%? zyLRld-#u~0Rtq)9S+tc z>noG=i>$)`%>uY|_cC_`lWbEbIBdvtQ!*V@191zBAo{W8zEM0crAmG+&8da3Po${F z9|gQo9@F~OBI1x`NCx*A8ik0$gt#WEf!X%x3yy$hJ&Tj=0}!VZ=$x-R1FAMOzt63I z*A8JOmB)K(mx0_1tw|}n_fjJ7e7m*RF;F2j5;%Te%FxMfwDO zlp#B+kQp%&2${7J>B65Sw~lqp7cM-hnahb1cRy-&ID7}Ok*&~x_13x4DILWqid*I8 zp}Iew!^c}Z;E}|k9h3H35BuQYF}TE&KQcAIgFOq1n9BuY0uI##W36ArNrphNQRNU+ zryNSo21q_B&W`z6wBJ?N46?`npSDY&bwrDIp(#j0th{#4rjb4bHOAxb}{&H0v)GwBzTHQ2K9 zKnQf5(>3n8g$UX3gX1G&O)T%D52J8S>pxgFp5XNV29s0SHII4@l}Y$;OspI8D_|!G zVX5c8@q#`r+-ds>uiJESWRdb4io2ID=y|trb1OUM4>3Gq9(LWrlTKTgcjTfL`9nr8dI^#lvC^hU&CVKvbu7}C$!4wCP+_H z5KnT9-w*h>Y|dISZ$A8Fzxitm`s~y3JI`*!Bb< zC=cUVM)vhUN(f+CCJ;L>2jA0yTyuxP!anQtKTa8P6ghBr{v^9?>{K~BZ9K4*8tv4ZvY|2g+15n)=Euy8X^RR$LmXuu6r$ z-XDCajoygGYZgV~bhZX=nae;jbiI%9Thz0?fNWCuLursiDmFj z-q&_2zlN){AG^VQ%KDfxY@393k#twZB|&dElq2IlQhF^ed=5%qCD{z+sNyeCL{&l| z`+B2oiT~8kc25Xp-BXz?%+C-MqZ%Q4ER|*kSP$GAa`1ETt)J{PKj4Rrj0PLHPy7yF zENh=mH5{T8Ec$=^27C6FZTa)R1n96abVlv?FrjMI0&UYDUK9~d?eHf1h(rSL3ou{L zJKj?dG+_v$fg#>T!foCJbAwl7+Te}zber*{;gT~lL5@3qfCZ`-axZBN8>XcsnFoyKjo!*VXt>xD2^msiHG8! zcM?9CN*dru6ju2c{}%#Kz&=Oc;%!9I>!33x{Xlv?E4T-)yVrI@nrcNoA}HR6W7K{I zoEfl6ZN)$?l095YmdG6NlLv?RGJ|rTr2oT!kr+{TNu!SP( z6%?FrOG_s>AT1HPISPamK2%|{+=P<~((uY{u0A-HwD>;7`|vtSEk#U}fJ;hobr%kf z2;$o&uT+r#v{=t1TWSb*)GIS=g7mH?`A=-O7V3iE8m_r44lNyG4U=m|;$f=@wd&7d zCz*?P>V8LElCr^~>9gz@+mJR9tsgQPhLxSyP@Fw_5G~hn*yh@ZrX?GgEbnkFe;K*p zl8M*Mj!sl;`-U!jZZ`yr-kVePHSqCjkMrZr$%!J?mE!x{bYOs1^;@zWG8{@U2Dt*aI|3Ek(7g zA$sKGjS0%JdWD^wTm{9W>-Iultx=2`;@HYbR*XY5j zX)@F*`t{jAr;}trjlaW}GckE?yjszJXi?B~tOGwuST{PeY1nkaWdNhd& zT2O8hN!43Hh0Pz-FHv*B8aV)>xlGe%BbfcrIqm3LU^0h9^(LM=0MPN9) z!LcN>4XUQDn54%)rO~C7dD&{6LiRxEHQ?>(F`gmGLt-kypz>@-`CdtB^E34FBpy%q zT@-+N!XU#DM7C6o(P#XWkXUD`{n}*&iJEeDuGG1+LUF6YGBV%z9AVYZ2oc9|JCGgy zWSe5bG?qq~>;T?7?zvMy;RthKb<|b8S}Hs156{Dn$-ICbEN*^w+0^e4*!7un{Eb5; zCf%U^=N=YZmDvj7xD3Uvjt;pdk?Z7wr4C`IZ^?|pg(;;kH&zRJ(!Q7)of~g3qz?}v z5R9H&CdSDXy4S}YA6_FA(|7Aigj-h~tzEJN+v8RY;b_5m7mRet>hn?TxY z9SKf@@?0i7f)8&s=ngW#dH@hiN;4sMJhWUZYJHc(-$~BR*z@07otSuA<;2_jvod{8 z=wgj>qao++Fp&iXBc8>cIv&+qxaF3_v0L$7u+j9 zZkdG`FFv({131G-5R0`8%mU}~{lS^%(|LaPaPvDN)FBW%NS^~F=DEpRL-oj{+C( zg$Qx20b3X)TqnN#@O}V#D)y&xR~jX+n`V;XhEgGvVQ%WcP!w~d3M5o1#E+}a2zkXxVAJ3{F8rzPq`|& zc9TUMUS;jyM}+bue$Z!(X1Fk8m6pV>+~Io-G&u0ddR%A3w{JErKp?e*AtL8GCx?)v=M?pKK0y*H3;pXYh%o zX$$UKSWmW5eNdBnvjY5pzI{7llhZNJ79Z($!k23cBeSJ66=+p%F?T;e8EqmVDRV#N z2dxYP&5{KzpyS3}14hRlaMUN034F^}O=`(p%t$W^mNS?G8}wyhI<)i?7dXxk7DHg~ zWhmEWn4sjj(PIP`WkwOr>&@@u{yTSE!2`&U+5+RjiggC)uL#m+)%WxJ!niGu zemx^_##Msmj$14pgl#6}8B9E?y%=y{)Kytr4TC!CV!z_4Bu0F_a->sg6NX^J;Ma%S zO*K#UC}yKS7v}aJ5`~iK;T)gyt2!^D5cOfA9Sk>-yk3bA_6zR z6VMo$@PSRQxX&jtXa*{@4mIB!D8Tv>h4R!mj)ovc8~&Vl=Wf!mrR$nX0U7xtMgHQ+czMI(_p-fz!reh7C&x?fJu#9bqK+ zgN@p89QZUliV4wo+Wa1XyXhJnqxwpL45}}5Zc7r+ycTcCn=IRcTXXQ5s@TJ`A>=m< z$qKLj4R*pQnqtlh?5=StEc^SiGCzw?&D_^;Ydnmi_Qbv; z=IfJ{yME=!R%IqaSz`B0%SNWkm3LuAEP+hJOeiSU_xHT%OTGb@G!)@U;Now-QtMei zk9Ac*kBP#QJbvw~%qhYc4RgSM2U+H-ag(odOd!B8dnYw;`r^(8tXAEZ#)h{6_9EuO~ng3f%ZcfBUaUQ9W`P787Y(xjBnxrw2QJ--7) z@q_-%`1_ zw-k$>jNu4jV8}k?RQ`cSC7IY|EoC)Ypu_S7K(Y#OIJH$6sEq~yRAg-F(58$&TNBjD zEXhiz4iC2mJTnan)Ljebnc|O+kKx@0OKC&XflOaw0bb4%ondaR!d*Suxoo?c{eZP4 z*-~jxs2;L5Nne=LW{f#n3OqrwhPoL>!@qJfUD(1e8oH_{#XpistplIZ?r%rMt+$pz z#s?X${Bk$Hox2~L#nfanI_c5lrv(MD$P z^961Z81y|eNII1V=m8H@O@o}s#xv643T7NUn(vMZ*O13@>WQftl{&styy zs*Aq&E0B;rx%#}~gubOTPA>SQw_0qWl=f`cNg~?GUYZx>6IqP_rq-CPY(g%a0P6sA z)~E#|Pgfe6Dqd<5a;ZFoZ{9giJ}DX)I1N{*_zNrLsXMbb*54tGBf6uWg6Xlhp1OaB zzDkL=bRc`Aky^0J{U`K+0CP1M&PhQ&Bb)ym5j(NA1IU74ORW+Z_?v?O1TPEM3F&m#W$0!(1bL;_D_JQ=S!i?Nx# zlt88aNNHW=?9pon)E{?J-5*`^8s=)js|BthutC5p$?N<-a_+EjV6Bp$H?+OOHxH z#1C$nnb?V$StT28dU4-gUP#Gy6?5TYfXjcy5*VV{+<48fw7NfYO!#T9oNFo!N=}xL zY9Au03SH9QjtP0&nA~9|8c&KiK%Pn)?KK&o+ONS%iwt1a@3S_f*kntI4lL@YITG*|IqGo&}kKkc7K`CD9IJERnd!M84b^)bzYyz z#Ots3I|ags#I@!GzB{95B)Th`enVkQGNStS882v59qA9_;OAB;zgqs(oZOx)OBihT z?_HhwXw9U_uhwPwi$~iXFLx6Rjs!%&x=}6K9vd}nzSPVp8T##Xx7Xl|xEH_!-9bF+)8#GpTGEQLCj9~Q6}qiC^b+Ujm`ySnQ@S4#)~tX-a+En!5L5# zu1HzUdJ)zn{-2FG_Zdt%y4|`B|N8r~gQT)#zmm+NI#Z@qf68K5y&zPlLE{y=H(MjP zj!pB0AXzEd;N_yhuQwj z%x9ZOo@Os(B~@?>SiwqRyuF;&GbENXoxlM*t=Mg+qkO@SGAYzih=3=Y@3Sq!bE6rM z(%zHq^qR1LB@IbKbyV0QH%M>i^E!Q1W`k6blMhSzE@N_nA{T; zFjh8ppL111=;vc9XcWmL*C61Ep{+%Pg_huHDV8NEFxR~{?#*M9#Z-s7&Mfqb)nA-M z>!;V67JCq6HOafQ^#CqrpPh*oqFlnw!YoV8oLt1WHj=iw2@h+1(`74p{aIf8poa$2 zs`+Ik-J|qsr65RQM@2mK-o8_5qpx)KrQhC09&pdI&~(_dTmKn|jcdTkq^Vj4Ht#;p z%}v?qntuW1y#GtL1Y#)3P;ZZ>ANu%`iQi1m`+LBEr-hOZg`h`B=}Hgm@=~B;yaFYO<|x3fJU4~HDZaYQmqPF`pkR(E(mKvQof4rO95+jAA>#uiA#OY z&?ooUAwHp9ntz*M_g^JXbq2kqVLELjnEfVCO$2adEi)LK7H4E)eYu zkh7_=e!kXLg~(r|tezt_O?nd=@g#VY`oJ;Fy>a6h3cc~)8_|d`fCN1s&-&#}_yKd{ zw@F7F+xP8Ay#_)%*xQv z{OEsb_D6$Fmc>F$qozq9v z(RQGK>j81Fz9N?v z8*qH&8GKu_Y8dH}fEa5>?b0y!nzslf3qeJ3!uUBOExegg!M=hcui!k=FT8PT`590H z3Uc2*8@UCqSWP;u?DHyZ_u-6C{KbC>oKzcxlQdU|=P+JB0wQlN9{riUBN)NM4eGs| zCx40940IslDX0pt)r6D3A92U`s*q=A88V!EIwygT>PNhji`Fqu!m}uWTB>1}pk+IZ$4))jWwoR*a_h;TSPj31VzY{YJTai4R*F9Wfj~oUV{Kg?qd%Wd`T<%+KrTnIjVHvK(@qBRxMpFN z+6fS)m3+~S$+{rz<7Sfe8=k*ky`jsnM*WhY+~WBctE-sN#CI(AlOSJ)dm{<`UoqYP zEW<93n-B***dtCeI>9%*p=XFw2zagwgh(>u_*ECFx$OtXI}eN>-K8$>q@{oTqjd=W zVJ}g2Z(r(u!m84d7m3Cxak4~)$K3pWDD$^7{O4KT3Qyn*8jb0Z86CmX+@;IpQOOli z2eVr$LJ}B!2ldZuYerGQz*MR}oZ z$%oU<*oe~|(!P0ll|67@#O$!N`MoI#4M8L@o8C6+BU$t3{CoUX5$OQv6YyUaF_>jS z6kaN%QVRR%HuMRh4rk+&tl-UUv{G6-y|W{KR(hb?ID|Q-8;!}Rod><`_3bd33oFwF zH0m=vDPhKQCvX6VNS+8)jS4D%3G@0>yylZ=`q6KGnEDi;PNH&k{j8EiiPW@PEBI7- zq1PqFbzb|Bb+{O07uR>XYqj_rPZ&dx;xAAOxU(eO))9{c%%+xbz@J?TE#4v5)7%rF##_<-`aJ z1$EIXm)D`&oM0vD5|OG4=x6LmpeuW|QDsUb?yuJ4jE!|@2slB-a>Dbs)`?j)ofmVW zTz7Wv4*K0u6%kX8Tj&1dkffzy|2HB6#{!EedoSI?3FEz7V{lfbYL(!PR?W zzhbG55d0o>3&}d}VDCFNUt`lf1jK6D?&hthym_ui-5aS*up#%rK$6bUDNRqsNNHxI z^vpBuD+K&c+gPqN9yqvmvL%X*6Sl?SH?5Q8KNB{ zr8TLL@!$6fWw+bnrokDpHF>3@B?FY2h9T6T2TIDPZl>$enQ>(#Bl$D(cnqgS3-ZXm zMdyI|%z|i|ov{J*&gQSB3eVY?k(H7*)johv;7WcpIC*~MylsO~ubuZ?4mhc`hWWFkd-tSRCe#`xD zmG5%Y1Bt$h=_>P!?0qT#)m!3^I)LW#u7;epgj;{4kgkuCx8p}{bTFe_V#%b1NLwKe zFMYF5(lNhL@F)+o0Dmb=f>d;D-mmlD<2;Q0ZU|tQ)0!Pb1~JXIS|DgOL=peiBX&YX z_SL_NBVO8HTx^n;N#AMI(|!_JLVS(t(Aw~XFZ@PfHG@dz}Qf=)RYWjCB#^G(R$f&)M)O!s30XR|7W7yFJ2 zO$<@YfOby3>d)KH=vgIeAA`Wr)#}h`ivVhiRh6syL+k&aiOCyvy+$J=+XoT9{O>PZ zF&6GR+`V-%9SW!S_Xv{9W}c)_U3gByjE|yV*AM_fMW$;vOmE|*Yt+&2xipo;HuegY z+E(mf85z&HY3FTP&++jd+&i=If!Klh*JccC#b>6q-}Doa%3Al&*tG}oYSMw}Dq``z zlOQMwQV~QmZESrEccN(EY+90DGCK-wh&W&d$DNh1hQe~c)<=Qob2xeS{L))Gg9^ea zunAR>H8tM{y*B~LnUJ$V?1U#}$wYdF^JF=WDV_S~b{;Cwe8L?B*xOq~=DCTSUQk&l!0>YfrN2a(h%Qx@ zkzqe31**ky?b8uHblR=%?T>j9;(dNd$SrpQK9@cFQjFHmkC|gsQD_ZvZO1cVri@nw zEbW3mbX+2TBkyuP;d4;L1YIK!Y+)x+n{)j;gO!I-A>I#yO5*5tHos#{L+*Z@K{f>- zp69C<)4PD)nI%ZoQHkSwCA|7j*)a|)d#_eLi>S z4@(1%`58b^E`wOssii&G?9JVe&VaNLcQFSj35)<|xKhYGi3!)`<@Q4em7wkp*vfhKg`aNLb+&Wv$etz1wvy3z?Soba<%H?Xp zLK&_)V=X{POe3_PbRd#i3>=y8%Ho$nrU|YfNhDpM!tK{}!wS@lSip1oAZ|=puppTV z0S-{C?`|vKMn=DadTdVI`!++XL34!&p?}Sv>AmkJL>{1|^XX!WNC%bYX_S~iH0Tkk zkw7~ixl@f#ohe;4rZQ6AFo$2ZpXZ&5b24(=Z7>kkRbXkPI0-hy}^D`TdMDeC8j~am^J@am0hxFB;UO^Y=mU} zKam$kDs>o@%`!Is4zo*!je)hOZoFaa_4yC&e~u0g^x5>3oP=zRj3zpV;ofjm0)1`K z&DR+kqN6wd&!QKOpn>5sMCZc(g$%H&nSje@yhT1|Ou6d4cxXfn5}cZ=a;%7bNr+J9 zpb(`PG}BPT4g(Nr4e;Q}{2&ZB0eT`=$hB~bRbR*aFDuI|aGn(zR~8v{7 zlor2LN;2ywO&dZBAtT$;?{jiTcymsSFEA}|>yhG<=a6y+PUrXTlB7Yxch$njnWb=9 zp&*79G0V3Svj(YUhH!+9dLed16NNq|Uy7>B&2)}d{v<|q`hnCbp(>`DUg4^B$*5sL z##gmNwk2H8BF5X*1I5o9PWnQit2Du~*Fl7XmH^4-6=-Hwb#qp`OYy`Had{VYa4p|T zpAp6%h|sQP-EHcpU3~6<2)g$5SM}N)F`Zc2)VC33dr6nf;;w7DZoQTu!>9*7JS)X7 zD6&(52sI2ZV4gGg9Hmc?k9l%^zS3pN>ZHT`9z%A-PlSr_t}#9;Murt|La2=RN%hnA z*efwiaK)WdjHqSFAjSlEu*pWgnY*%hk~P8(j0%Yne07?y6+zAQ@CxhutqMr$>`{;F z-g>IW63T4T5!x586lDSL)lOXRdPCel0VV*Fe#+qPxE@owo%}zy7jN;47KD%H$1_=* zY@UU?K~phtK_2~CDX^!O?*l#~Ga^R*{l|b&{ySa>eJa_THPF(JAWCm8j#2<{tV(D8 z5*Wf`@;kub&3Twl<`_*EiB6r-%Y@G@7fOt=RGc=%mGKM&S#`1jRNVr7a!+|Lg_s7l@@L$}w$?3#+0 za%@X#+XTi#hXBGcO%Zimu?Redw+to9asQ&o{l`{O2zK8dS1hkPiC-XROls2e<8;-} zfV41^Zph#nRhPisyIS7-EO5>sRaS@m9wPhnUN@L$71T1>_}MvVq8|0=z?&O%N_JRU z_>r%0IZbH(ELPRSJx9=)%R>nmS^J9MCb*0|>ZAOf0Uc_k{;>52c@Nu!e-Tyv3`}}I z<4y3vIT_pmP4y8xvP4@00?p5sq9>3wPgG#9A2gjay)VI%DYIl+l#a;_!Q0%ZGEw*N zg2b+q#{ID;UfwFpks}uBK*l(J1GS}1+m9ZQ4WLJk-HYx`3TMLU7xg%vuT%&nm#pL1 zjchswe&``dmATmS)8mQQea;Wo;<*3yih-Xa1t8{%{pnB5|2j{yVyFVH7hM>}aNfXdq8x%!y;%J# zh3spvp^Crm2TkL5(MfFVG(D6E-!?O znQ=7^cT1t#qB!t#QZE=UtVH%0!va1Qd2;|UqZyiH$T*!!my#hFt z3f5znTKm0D%7DcC2<&u6Adb$1RkAN|R{LCtodW6-IcqJ7>#D~KOU1w@c&;Z27DhEI z!NQma??si(giD;8JE)SY`RZbRa&o#o))x#PzwufTM9H*5HK+l?sUi^P8ogz{zXZ`N z#NRBDCt*in(F|8GfOtlSEe&@RaY;Wp3*WFriRH+8B2|$;#1M-lTk4tXN_-#X^zdDE zq`F06V2t^u!VV58sQ!-J14i9HRe(SGo?l%=RyT}CLcdnL|5!xcUbIwwu6OERmx%T} zOh5+n7jPv12AbknN*%sSEVi7G&IEDVEC{Hhd^vbC$_iu$x4_*dxw2e|!{o-}MUjXF zjS?xdlpMiJjs{4z%A*zxXh^+@Z3DLgRv(Qpy>3-3vRSY_7mlV6oi(U9V&rF*+yh8E z-9|Uo1I);sJ(wELEGF}N?_~@6mUIY)_9*&0$<#9;AG$s~iPMAkYG zOO;B-EC10z5Xsi1A0WpxswUcl5YM&#E#xf|$>jo}D?bVExu}sOu*G5qY$OR!fW2B2 zzcIEQZzpck268STL@-HC&32~ZiM`{QDp<{~zaVNp6-qzkUlbe>3?hC{R<)GN*4M#g zPGgEP;`qjI|Ex!hUf&$m9~7~w1QSS53b-S$YvSqO9JpowsEEfbOd-OV0@p5A1zVif zx@1B6f+F@S8gscynr9GL;9qm&!_#cuI>oUMO8|02)ZyW;)OL^HgLMszo;{!~iFLX# zDgbmdK)!?VthlqP%Q+F=Wx)0 z$V^raGm^c94rT8>GRrI!nUP(ggsAM1T_htiQZ($Dof%nKDWlBa>(lkUud~kU?*3l) z{kZ@8eg8R6XF8AZ`Mf```5X=E+Dkof{FRJjNC*6+Pvl$icxH!IZ$)wn0^X${WDw%| zvefCfm*N)vwqUdJq>RyGAEco)D1WLxPI!EF$fu0sk-e|PwP|8jRpF9E+5fSS=&~&iG3AK#nTQxW#CZquKkB-{ZR#PR&&Av+507$E z_IXOj7DJ4pKBgs_ukj($Z4E|J=L@_ZP-l1U zZUR`&yCN&r0X-mjqL=`Pr)UfUGw6S!1-g_@7MZjGo!OD@I;L9XcNK`%ZTp|tfu@%= z45$J?OcRvC?VqUI5k^$1I8!=-2APP=DRaitJc%x*jQ|AkvA2J8+D-fj zgRrRcj57Ogb09ZrAE@yQhY=wD3^G-;J@)SI9gXaY!pMHDJ!5$#Ri^KV>PTLkm(D39 z^-H<;6|b^@Fk*!%dB^O6VF6SvXko4bGvAJ^YhX*A8erc>>40l>j+ zZ~E^5>&cCxuGtrw_I`lYIo^$lD=U8!cpUR3LM;BZz4Nfo*tcy&DzoJy_ff}-PMkq4 zIaZ~#y$^p1$V8EZEE1a|gC4TS%@MXy0592;?F)fI{v@ruk7a$g78gn$t@C`9G$h(N zj37C^)G1qT?oWZr^A7JKVW*H)25NpRqp)dio;|lQ-9-OJfcdK`>R-SElum12b} z!Kh0ES>GMk0$*>n5xlB2;@FwZdV7fx*E8G)E)Q=U7hphx0?8)>7WTnu&>&Pl(g1_? z7eSlFozErh;s!B>%&5`tX$ZWM@fhdi&MkK*km*Uq&mm4v5pTPSLcgkMAmmV#0u%(b zTql4{8)=9rCyY;jN94kNk3U#n7}%uJL$61_5$ojOen<&$CY>WwgKi&`R#mxBl&EN#ui+m* zRG31)uO}R3UmFyJKXc8zL6TT(0B~c~$ZAsWbdXal9&Iv=^xM^iFBTj!vjj4%h|iaa zx|u>{!Lc83ObLb`L%I(^O6I~*iW4apk!{Cm@8%UEo50weuQhdnX{wWkDR;Q{=e;>a zx7fO4RvUn`e0iZNcWUeT(qf8x$LbRVURnDU7MDK9o6Z&O!uuscq5oqe@1K%@|CsCr zFLD*Po;q}V!y{(Me^FZcmx&)fCHGgf>kFSR^#`6X9S!(?P9J!J5Cb%ql`CUk zM!yH%fN&}bv_oMSJbQ|%n=&`1gum8mA;&S>5#k>X)OGn>B z8sqiG%@^uDORQWYb2I^E#}FVWobyi%^%LkR-aQs1!u@#z^h(w4h>HligVz}ZKI%d+R!_W4opy+L@tvtO<(s?76Q5umbKp``ENYyY z=G|=|0=sAz%Qdb+-ID|f&}8_Xk>JhqCqM@bgI}cGASoWE9});6^ip{w{@DVr_Bq^H zAGRRSQR7Bq5Ilc#8zb|n9F9}w;jlUjj-&E&<@xabe!LgZF>4?nq z3?$WW1z-85&ep<2)PI4y5Ht}Ge6e2V0NOp1L=trK76LMP5%sZZ@0Ft#*#nCA@N9@f zOr3+@&L2@myie@G6Eyg(uB#%wRAi>UwZla$N)D~F)!ISSBZuweFzP23JM8S7pcYjVLXxh_k3x|g;unR|3Aj=7(k#T`uX9%=Ju`(;hQgmbywOXXXk>9Q$zRDP}u% zS|XU3n#&}VPs*K&@;<+X^f?SjxH(uCbCR$jcq}^eGsSLQ{>gQ=s4y#^kAwmVB8&Bu zb6-G#D9okE3uMeT^+MX5XMBw|hHnPZC*Q@{fjpJ!DXSG2j#*|(hxoj1Go-}bi}+zU ze6>Kv4M8sK_(i-lAr?xgE(0^9v;DSv zclT%6Xh(TuD_tCgK3*L_pwptBgIHj9EN_gsYYSl0OX7G3W3@18wg=Y%-g8~6S6zn@ zKM7Ii)5*BR)!0(uu!QI+=N-EJ!#Hj9>P?Jr+7n&P2fsDuFz6x2Cp4ewaL8e&{pXSc zeh5y*6oN*@d?Z4tB$R&L{SmgSHoj|fA0Kf)G>8c=IdbzeDj2=WedKMKK#C!V5?P3V zVyZhpM*VIP%aaPMu05@&I%5suxc#A;cJ@{aT6>SMp^w^KF^94!&JT}0O=(-TRYA&g z`5W>^9>lh9)&rroJ9`Q*s#9CFy;?q;q&G!(3pXlg`1m5LR{@u)Qc#BbaJeT;0*Rz| z-ug*P-mOOM%tr@>LS2;%xPN+sSD}%Mefc+C`ND{!a$Oz=YKKJWuK!RD!dkzY5H#ok zL^b0k@e1thZgOy=DYL5MB5Pp{I0Fe@6+}dmXVH~%m~ao%gzcv;epDFBPjjV+2so+e znN=I00Jw?q=_pfiq?Hdf0E!o2<3f~#~b$V|O((*xf4wP6LiNdq}RT+O+VZh!d?EdVx{9HY>#lg~|MqP8MK zb(S|oz;tz6a7Oh$0uujzKS+%17n0`0# z&9qg;^AANuTQ5m}|xf4xIRRTQU8%9adbwmF#RWCy@&6WcvLmgWvi;FSZH2=h+W=vG#dU zdz&+ekti~VKjD1C)Ff&t6sKOHyvp8mLBMM`V-syM0@?p$Qb~dk2wo#*fsfLbGW0|( zUHN`$GQ~ZCL18)neOgJ0hX&SVKKE&zcXeKZk{Kch;irkwzz)l(aUgtYCy~Bs)?lcA zIuOvCuYF?mo~~pWpZGUs%^Zelq#}CrktWO}WSjT}Zb=6iZs4WO*iWtG((I*qR)QoS zF^MQ6B<5|1W?8wTm_lZAocNi-om+dl8t(K%MF{2+DIrz3blN&yzsPICEXf)fl#Ypg zCJAs|*TmsR7$BPT-{769k{%a@Q(+$-vN;zIHC1QL(;|R-_q9DIx5GE4N=MeG>ffn9 z3C<2*HDDd54Cx0CjJNrE`|%u?5iHUUui@Ej%m~D*ep_lv3PcS5-m_OwIjiXA@0)L$ z@AFSpzpIjVE-ro|aIfx1ts4)uQpL0s!!&myW)K7G^LIwmk61+B(B8j~cR_U4p-j`kmNMn=WGd@k$F58y)q7?_%dsV%_dOjiP@ z>Es8wB)rY(k8i@1>6X@#s=fna@|ea$^y+_?iu zF9KJADS5V&vM&M5xlI@JP3vDG0whbq_wgIi!^#5IfZ87=H8^7zR=8Q3DUX*UFyOxq zMXV}MIBcGJ6GvqyT@7GSbbYf`l1woMo1;G9Bk(cR=?$B5&}wOV8P%q7%51C<)5_7n z9XEmR!gt46L*{jG?040U8#2U79dk)$M!QxXWc1jBuIj3)s_UnN$@i|iAOZ*r%~XXN zSb4UAa;rR~mCIZ6hRFl6wor1-Ep()=3qG}YB*>aBHg*JB*?zoIlccqF?>2id0$OKM zyiF%?$%)GN2ZCaey8rc56XrD_kMH131sG@2&S<~RM-MY?5!;_(ma%B?zHNOm{vz$? z4)paFa2i1MLec6X`@@3}t-KP0#ShRAp~)S*xgIL;@;jTaI|Rk+#4!miv>jWmu)2h(Xb+CvcNTE95o_W_MJBo^)d@wYikvH?{GP}wnC@WN|IEDe#CKgZXWz!~ z)0W?+RX8+B7|gaw!)i8u$EK)KeuuFlS)lltdE#Ra74Eno$MhQj^pbgtDqmL#S`Q!S zPcX&ib;=EDnrvq;=qHk4j4^EVkSic5kP^2mD|{Do6f_AQQ)@V zr>crUk?WD-&h^<#Hhip0DlD~f-j|%FJopTdT#ZIcYe#R053h`Ak*#xGCVtBpq=mN& z{wlJ4)=YU8Q%5qYiUO(BGnQ$xU(*3N&}UAaz0Ew`9EfFVI*#PvcO% zg*a@3%wtSldndx@*|1L2*OGc??%8J;P&2N3*yxdaBa!c2I<$&{FrZ);s$8vJg6(AqPGRRABfh^NL0&Klc zc2Nqj)W!W_k8oA@7sl=LQ5%3i`gtxV7&Z+GjM^!V#2ohnP+l8&Ts|3n_&WZv+u@U} zbtjrsZ4lkcDcu{ewX)W)daFARL5_U*PT8oX-;!Od;TiTWq8#y%D~M9S?4Cj5IJ$ED z>j~(O+AFp0xqSygSxsn3$y9ZA7J;8A0cJyA3cj{fO4Oiy3mI?bO9B>6MvTc=KP_vD ztkQiwuX=>N3&csaKlV*Ke)cxXKfS&@I!sz>1tOAG)Ne#?I5~GeF_Qq!dE@s>$<7~P zjKGqAv}q@LX)tc|RYm6^6rfG7q%{F~+6F?(f^+EO$n;dV2Ks<^JOb>F9oqgfrR*qW zJH_Za*dN&*X&hVxy#!Ghc0PR~Jv|K%fdmN899oS3#3$>!CfGIwDo47g{NSqos04z8 zS=C8%dp6J6br3vRI3NF)J(&8E)25hPpP>!M;RS;S*MVn(W9}<3_aumW^43e?yhNIW z^FqJmy*TLEUH_%t+C}QE-SoRrzsRpaC?lb8goFlZ7m}r1Dvm zd@#YTRXv~+WN%O~i2;e@vXfE9HOOOHgk^}A2{?-v*LfXpvO@9O84pYvN{2In*J#5u zUh-lH3;qFqWv3K5yfF*kqN&6b zTIfiDON{Ou5vXIjkzg?QbWFr8Y zo=*CK%aP;a0e12&YXQUG@2^@gK{bX{*=1nbwi&u`Ip(nzM~_F%X??_>==M|HgaLHtQ+T*fK0Uk%R|9!v>J_1D z-@iO#4wLSNCf2>eKKacNvvR6m zTtMH$|LHk8TBbo{CG%!ol?~gLlhSr1%cSId5r16KFo@+4gmTe1$BE9omx0m|G9t_MDT@QO&>|0cOtZKSacFKi*SO!7h8QAoCf;tzhO~p|oXUsrj zsbHh!)b^stiUa}Y?2@c6vC&ZBmzdVL6 z1;oA~T18qJYj=eG!Yq_S%kAkgm0?n8CTFJ8@X7(^mIR@#(P+h|bA^&Pu;<(wb2itq zUbSYU(4)>pj=EimxkO6CFAyOZ2a?<}9U8ZS_+nlH9)+;~nDaJ*kx!9tP!qLf&%5$l zx&6mg4&@-UF0$`XC<-=GLt9_%ypI!&nM~v~l6#!zZEG(L7C)>4(of+~ja$Cr{d#+6 zD`2*RkSDNzjuYlrZY4e$dFt}G1xf+CrCSRFU(!hqe|!03hS4bw_H{R|c$Io( z+)7~&B01WE5*JI*kiMxjQB|}LZz};XI%qbZ?THt!fNM_J6|Y-Nd3&>mg2Ug_lV9de z{df=1bd5Qm(9Mf-UW+D9RzRM7>?WmXCUH>L4a7mELj68D)1WewuCoOt>4AWj|8Qnu zEdZg$s|9aBbb{?$#q6`N9+yOTQmP<(p}1U&?PB_fg` z1{tAh#S0W0gt%4gUVH31K%QL*wLK``(ugR@vaCy7~m4eS77icwv6=E zl-H$~C87+d-7a6XF^f50ipO9R&evJqtj6C}F|1El3z{tU2K;^VV1 z_x*bDRejZiIEh_?oqUy!1_TN#X(VsK=N97VNraF)E6ug7j}MU5fmvAf2=YQgvjTis>V zw^zkBnsjMY-$FQ39SjkcZQ(&bwi;!cHdcV4Wb@XxOvxmAxA zMBETwCd1H(zbo;B_Zu|H)tk@#>Ee^E=UAKj*`rtS|kvWDDv{ zyLt#^bEGEjT0!w0Jo*MJ`G(zO4pU&)>m!QzK?3;8E9jw&<RqOh) zl%wlpGb zXoJQLpJ4u+QsECGqQ5nKf9AS;Fv(@Uq9r}QZ?hs-m(5)fc8JB~ic$;~D=*9)&K=Ii zjZ!n>AdYv!$t&n`gooVXrdL246sZVipb2zwoCO$EF0cF*ie{;>&Yu0tRjtCK79uAf zI?Nb%W-WRd8XMQjK6I$iPFIDvPns)(qzpg zF261SHOnrprvoBhiI+sPLWs6+mP%T@nr|PZL5FZ=L?5d;5f77q!|ew1m)%-5o=UV` zjEQ*w)v77!J4bPwb}mOf(c~z5sXT0q0gg`Y2f%x5yE5cs;qYf0;_s%2IT;~XNz@04 zuGEy$vLV8EguW*>Zu8-{dx*ne8KDGm93ee4ZzE(r#J8?7H;c(z@$lJc?4J@dC<7^$ z2i*%5L=1Cxx>a8}JZn8nyL>{VnT|^R+56dWRq^__8#|22C|{RMdCQ1_?z?F@md7qs zxIHiR+q|^!!9qkqmjYve3oR9WlVJSvPA9WK|trNXht3p>w zVqa3z(Y2y{#x$kqTdEvO*cFYnB@2AA^8@eFHCwI|Q)ff*`4u*F5j|6FMNgqXX@c4r z3m324i49=~eBYLY*?!@YKcnxH>`fIN3LG9j`v3f+ZWx6&_ubwRl>U!Df!}4G#)&); zbL_$)svu7|=$lyf*P^?9dl~>b%>#&yXQ|JNE?)4Ct6b7Dc$*zGmi<&>!O7mZ_Ub9U zg7J$PWfrD@HMR;ILA*tt6uNlrUJxGwMAwjEnQRnVv?gee^6FgI!`M@Sd*QNs2(8=9 zGmwBEk!47rHM*SNXE@D+xqf;A1jn8k1%Tb*w4H>!BZWQSQck-ywQlwHRW7xN4Vc>) zzw<()s2pLUKZiQ}vL&37{hCX~=*)veOFG+CPn!zI{GRe(1Qvh*z$BBi8_iLFG|rJnUdijl9OE99``zTR`a1MTFmdm!+tz z&TWSlQHU9o4UFB$Nqp!b&qsnP;XsU!RY2v%A}@RBzNfq{396o|i|`a;`!;-Iaz{2Q zU;ti3JH6(HbW`B|-mYA90i*i;<924siq}ZyY&>E06Yp=l!chVd)v3hNV#1Uztfy_5 zOHt%C*RsukC7ty91#IALB8dgI$6nLW@_HFMEB|%R@$jQD6t44ksp|!QISS!~_!hwy z#wopZt++BRfS{gIdp}ue0mUR7~~CBgcP5C>o<4>VEA$2p6yF z^27mx~PDo@m%NZ}yC@m+y}6?>(nI(F;85^a080{2=?BOzZ?lM&ir$^|PnK zh>~*NbJ*PJIf8oRUj0KrZ@??KE!3ZlH$&nfVtu@&vFPElEZU+XvnLiBZt-#T^07A? zpHN%h2Nc6KP&4agkL*W}f|t$ut}duE$9W%PNT>n<2HuLW^KSs~>q0m8{zL~2`UQ84 zwC6?Mno9ogIU^99wyl+@D$hC^>`2+QnFJ%=9wBw_NpsNsozVIZw*P`dp9p#0F&E?GNS&4Ob3idk+D?D8* zTS$q4`&A}A*!)u@S>&jy1CLU<7kLqw)TsPvPUHGoga zIyX-?31)k@U54Rmv?B8Q=8XzMie?aU%Q z$;K&32F}ms%IJqcZgor_Zbb3-di8z(N5!uM7IO@qB4PdFC^`re_Un3 zyU4VX`E(qCuu*k2j=@&=9HAwY`+c)=kR&&&WCt1J`ONHxrx9IlGi5^5-NRiAxrj1{ zm+t-SsfFR^Pp7<7RfoTdpt`X!5|=HzH;H$P8XnEPzQvGI1}mdH`(Dy;p*&65~MIF3^oYwAOBe8K?Hag4*6^~M&gVEH14UZs1)z1q<%lS&o;q{pLZgj z3*X_GR!Z@ut+M2}q7yr?6dp7zV-5}{c5E;tyZM}#D>|@t=&VTg5G~ooe#X<>nCoVU z%}tR+H=&J&mIUJkuVfWIZi>jN?l5nNFBiz{Hw^>!emG<~GcgR#+)I23UrVmcXiGZx z5-+&=A^l5>K~Atc!!>%xiqkbV#jkfK>Yje6o zwSLcC^!?>@C@>1RGM{TODR>Xly5YL5?A@^|t$eD1WUZamUAKC+4@B=5r`$}CR)MAC z&Q^yjsE!B&jw79Di{1+$d2$OORfx&d+E8jhgMEoqx~TJ7Oc2omLSyk%*g6Xhxx-M6 z_fsb`1}p_1ih*Xlz*u15rRu#&^H~_xKHC{_!tHSsP?+aMTrF%Ln;0O_~`1#SA=hsiN zXY*fo{F-#x`vJdsCH4S0Q*prqm`V-z>jwXy8~F29j)8U5d&b#d-GAO!43?q{wbd96 z*a*`C73jmoC+Y|->h&(qWMC&0@$-U2+ReQ_HBmO613r@xOlEC{mG-$2cjDoG{a_pi zVG1frEJmX&T=G7IH2oB#&H!ZlA$&}dIaC_`;&_JXA*5bDDRZf!BIh9+1_ibScVV}` zwWwOwKR4A=bi(STInp)PT1V_ygh!^~LSB)vbYSz@)()w)X%jzu)wr82449`Vb5$fzqEpU-2w_=7-%?yDe z9&e={f&cdAiU8n;OJ2HPgFRnSQ}~6=&BuTi-;y@hsX%ty6}yOhOhpt4WK)26vf4C6 zR!y#^n6NAclF}aMfHu(U)}DAdkW8ffx1M!AywGp!&#(WtSpBc%+Ic11<(Xwr6h&Oc zGU>B+c&cB6yC3uJ(2WYrbwga)+@Kw{$GQx54)tC#)k$AKDaLsLt_3$kp@w{20SaPO z!BUr~U!1*K8Snn?O5l@&GG6P`t?|!8ycRzXMd6;2I_i|_-z=+HuIBxa*YsWXM8?3Z zmnlC?uACST77mC*a4b$u96OO+|CNUaCcejN=}Q<6lDVmT?Q}U|yB3;9&|pl?wC?pe3xDMI)vvVZ zj!ce7^j`c>%#43B7zRSEyiZ@S5fc-8X+~Cn6?Y5k?`d4z^qZTN3!sO973Jh+LV8e5S;hV71d^^Z;si z6^LXCp}bIQxLtsukYjOzg_QSlO6PHlVonLzDKy(9=g?WjrTjrZ3BNl0orn5U20i~E*bEKRR1SK3BM67af!Kl|Eyf1AB zXP{Smsq|_<=*P$w%%GYwTL!DqC5?QP%kv?zp2kp-o2&jafu2ol%JN z<5I~Yir>?-2e=5s%Xvex8b-ICF9ngHUvo^XeYXNLh)&(ML=k19rz=jH9%c@O zi&038+)j2ZzGJVpVd$Zelo}R-QzN`oyKcl=+{%Gzn>PWsk9hE!X@QB(C%AuFns+|K zUX&Hk#$_(s0JcPkAkGVqaCNs)ARJMOI;s(p0=bAA1VGj%MUPOU@QLRfB9PM8vE(f* zWV+oxW(E<}X<^XZ8RMgaw6)9Kih3b%zdj-aR67uU|(uiW{&^5JJ)`1FN=hqJ9p(B%zCSLHMc?78~xc#CgJ4 zFEHFBfblV?n_u0B9>aKJWjt`GY2Dtiz1YTBbXW^qToxZgkkr7;X1kD%p$l%9f z**R3w^n3o~9oW51Ltc)Ldi2VvE60LW0l}C=&CMx+rEMYx{D=N zz;LpH5M4QP4DOL+Yo}WxI{Ji`H@9c({r6p4mYH}9m6 zxyTd%3hx6W1K_`*5bCn11~;T~@A;c^HM4}GHTQ^)&3PwkO#|HbE3g?_5OQB{q%=BH zEd#>sdl<_M2su62MnwBozddt0CW^zVpnONq8IvXnS4uJ!__d1gnYZx6~pqU zqM-yMK?Re{ZJw-lEDLy*HC_%SOV0|S1~~R{z_zluwC1zJduv+oVGBI4VF>s4*w&uB z{I8AZ3aMn^)co$M$mw6k4;10&gW+yB!Pwm4BtiS4agG}8u$w&b}G)O zy^MWSv{(aCe|Q772=U-H`~ixSpm_A97pqFV>QSQ!;5F)H+6PNsf$G;!Ex<0Gxt_>N z(m9$K-(tugUZ}#o8;2#6$;DET2g7sN3d^id-*irTEyh53_WJQKkgc!57Ex|^Ua7qe zRxsX3^%FFJzVfMw)wi9wBU55TijaO#mhO#|QWPxX~np)D)&4Y(2+F4n*~^q0zsq3t(P;WKtst$Flv-+pt@@W z{@!PXLi;N+AFvcW_!i;np**84aOe>pE4f;~$#WasXj~;4F~+@@qkYQC8=&~&!`_t* zt!@-u&J$YGP?*GlXM_o&WtV3kY{R zaP@4FkoYukx3#(vw|}XCblcH2*Zx!g4O7Glju&G|rw9Qws?SKIh^WBvfl1!Gn~)0R zigrV9XrB5drCm3{_Pq;K3y+rH{N+!vL3OmKBp&6<%RQ&6e;iNRy#iFCOkQ<8NYTLn zhBOt8d2if}MUx5lT!FG3p)<~DD!sh5*R5@A+m~F&gHgC0WFKBiitTCKhDcQSXpSt; zmpyj0{qWX-FYv)`*^fWOQrt%Ql6e60r4{OIe=Y5Cf|-s~UReFFn|3OpPqStulEMSc z4hyd8Oh2-g?&N5I>D$(r+!`AcgTpNrJrjMnBp39#eV+PD|--az1{^Hy4hb}Y7l zddl1JfTgYTCsCHvuGL51zcT`l6W&I`YqjDm4WYjj8Zx9YABEF8<=lT64Pirm+CsP# z=a3gbpN=+D`m*CXSBLfx^R6j{o>E=H7-UjDh!5&*4%CT-@GWr+EgRzJHNLVJ(Q2C! zavl^MwpLF~E?Uzn&N1#3o+7y!Wba){TG6|=P9z(`7s{&1vWJ;dTS=;|Gw#m7Z#SBP zCJ*iq+HC8!4I@ewy|uX#IR6b7+a4bv+Dzj4Naz%nLJ_qkH35vX5;Ex?Y&is|SXESM0^q1nwEb59!-fH9}-AAF;JG94XD6!n3gOFfhOj_JQ%6z7TlkVsVp6Kew3cI zei92qIJS(Tv#s}drleCraIL!HAwH^`BLiO)22c0F?s_wL>m27^AbW7&C58J^6gS5mURG9D)-io@2SUZeR7buJn^lARyke zRqnE7791EJ^)N0p5&8kan*%5j&EB)#Xc@j@&jq7}^3h8%NvaAW+w){}UW%8mr3#)4 zu@D=k4EGI&FmDLjgX~E^>Wq1GGJ@I?gwDV=Xtp591#{g1SGIhiF35uDQcb8+P_g|? zf7<~XG{qM_L0BEl16OXPC9q=5t&utNcBu|UxMDEqRo=EQF5yl3Q3|!XSD&*omILL> zz6NC&D*$szRQI`3q2$+F`|*%|nFsSWwhrE(69V+}UGuxg4Ua=cx&;cR(hqXm%_)k} z{ZFj~K%eyixKVD=G{>-puGb!_7ni#_cti<*H|?cvmQpD+LsMDE6r}$()&1j!rH9+v z6NIvuq^>CJ?R?Wl2F-1$Cyk*(nHfyCCk7GFPEII-qn7d&undH2Ck=PEpIX$F?2URu zsf;#PnrgOd`ztWH@z#wdyZL=il>DVEze{}ticok2qSQqED4gl5zP-6iK-U!%%6O?# zzQ53Psw@uh7iZ}y7DMAP^`GS5gmFxFjR+ zE3dJnp=2j4lZ8HF~dlwOkoQksz$#kg!S zZSWker0Yb``u71w?WJ4%k_tC%Pcm18oyD@U%0o?i-j0D0q=X0Mq5-xw+~WKQzmW!g z-Z10Jbc-@ijJj=u?wbW@9I4g8{#!0^5q$;wgY+RD<&L zwU-R}b(|!jrSCi^VrRX?dYgua4e`!&k){3XJYujDn)oRG+N+jFXn#48LcCo7=B)Br z&0N|+d>MIL6I}?P9;yt|uN#7h=c4@7luzs%Jz=opVa(cUI;Z;KOO>~0s5=KO2rd2B z4UwnB5`F^3i81e z3WA6jorpex1^Td-{N;*%!eiVRg|oOazEPxQf~5Haa#Riw+%iqmLo5J;%;n2oVZYbY zSqB%(0!L?G1uAR;$+<)f6pn%P#IN4w2N9Kk)9h5~(1re1(E2p5xMM{T{tO368IGJd zE6Yv$_n*oxHzi8p(CD?aFtBwqy{Ebh%m!>I(M1PFYZpG9jjNZ7$-R z$uHOOZ6-oRU^ey!c+N|ZixWDW*O4-*f>gS(vVLB#90~(_VQN-9zFk6qvZU%VEFmC% z(apHL)0{t(BPDVeJ%R=kAvS2}%Up6L%;!RAY%5DRGuhfuuoyx1pH)Wi|^7oKrr4_(&w>xr?M(VO6ErvgG<><}=uRgFPLrk8kadDIL>Cf0Y%L{46y;35q6 zq3BxiC4vqMd<4sL{ig0nr~wUd^4#Y(Are9lR&$FJ+&Kd>Uiy~@ic}(JI7f&{Mx%709S7~(~Fxz zkkuUY3Xuoo&!A6ZGpuR=Y_Ectz&4JFVdahE@~{(}!Ko*`ZxNAp0>5OoSQMvWRkNOZ zfdqvy=g&y@hau>3_yR9punk>CUQGT#v&MI^Ey5@!DK=k``Okd?%*V3m_dw5QY4D~R z`URUS_&h9#EJMR#2XUknq#C;G&gW&`Ha38%{n?b$EDN@x?(Z}C`w2IeN1X^6o$T}A zMH;s}5?N63#Li`iM>0y@wYXTz5yd!Lc5l zb4psiP93#H4_qS47?|PpyP5bdiGU?qH|`pIg}*8Rg>+of9HTJ1(yy1+k;Vrq)_44a zdb5a24{PExiFz-_VI&wB>!~}cQ2Vi`RaG`MsPjjfmCT!}+x~w%c z<7hMK2F6a-unJV}tS7ESydyL?>o*MERc0$;< zlbQY3y8bg7HfIiYEr=kA0OL03lIFmLB;?j-4QEY-eBh6Be-44c_ zs>_)r>Bk$sK_n&0fnQU1h6q&7Sl7LstGq#aq3^ZQWacGvAR3xVn8$p4b2maQn%L1k z6v`Ac*b?&~*n>u;MpugPlsYhyFMM}H)IHAffD|oIz3Lw@c&N%_4+9(kLA7)I*pzuW zlPi(*dCE!zPw$tzimTg(XKNE=pB})oWd!w?&2IYw2nWRz6_L(gjIo2F@Dl)JCofyX z+kR*5Cw#zfanb+q7%Y@&_1hotC6{-_1ca$U74XjqL-5>T73$G94r{+$ek_G1%2$6B zRx$j@bRRU=OafDSK*ozNYyO0=kv@L=$n1mBMbKILc&IBke z0E~KxD?Dg2g+HL7W#EL8$sM9UBR~9>9ond2dixh!gMEwsP+nJ>Tf?Ce25rp&>sI)j zXM+>bW|qs1m%I6jeOAve%s4$awQY`7L^hKle4`opzud^WGpH?#K=|LE>{Es1+$Nt7 z+@d#r#rs~I20f{X)KKw&*u7;R%nTdNxznC!L4Lr-f79xP&#DjmxtG6u;kVhi*S!1p z5>n{nehu~bog{NCjLWa~19%`kf+Jf3YnKpVvz+h<*nT)_nl+OPsGz+x&WEl`jtHe@~76g*5>$~1HF{@BM2rzz%%#1(p zai)F-G&lVVuU;+>*X}{dbQUBfPxziWN*HWHg^bXFYHI++Js0c{*6Do;2X>G-3fv{R z2e}>QzZ{crb$qgCZTEQMY@1?&ty?Rvp#|p^@OO)5Z!%sgmZNr>L9B62NrgY}9)dgY z*Q79z606jJdOtMCHc8Tj#AKa9&>ay@w4R)l6ecI%74uc-tZggZep z=Q3z}?an)q)|9`#(4=WlP^%9Z6)^vG-jScMpHLvu0Qj9B3QEyO`IMuWN}}Rn7mcvc zY@sLo)HsWWQP7)!h}nPZB{U-Up(i_gh6ilu0Qav*MMcFXB^q@HXMzUFj!T3`QzYF^ zBdTn?HQpxVZSp@q0Ne2|powMrbRR4(%R`X-ITjuj7RpYc6$~RyQ&Mdv86O?c5oCpZ zlau73&XT`A_J8`5N(ml*JP%hk!LK(AxpgCia4R?fPJ0j8!a+}x4G@y$lijG`Bb47^ z;AaQI8^X}RUWLpGvPYL9?j{P6!T$yHRRLt44HWGviQJ#77+f1>?lmtIGY>#=)e_y^4~AyFLC4_zvx7;G>Q84xW9deNqK8H>3Yz-`y?E9SC}Bd zCzIwr`)rPOc<7hv^{<@v$De}eKp|x9wW;;NUmoATs*3;KPZYYry_B-j2Yv}D|MHFg ze!2hl#s2zF87#2K4rrmy{PjHjkADhoB7uRuX<$^;A1}ne|BIu@&YR#^FzbKs;{2!g z1!oKWMP%VA<^PRKb_h8v!EtpIe_h1?@lV)N*hwk%r)T}z4gLGq=(ocZbO1SHb*k2w z-~RZ2_G%QS(8IDXbawx`Ec+jxvN{3;pE$uGi2k=v<)1HTcp(IoyX&)a{|jGo0w2Dl ztSi+K)bDZme{{(dj38<^ZMl2=FMP=_LGUGyN)jK$|1SgAHSI#P|Ih;X_wEfFFF=HB zccrBN7rw9$4mRJ1QqVX5(?{;Vc@6I(1#jsd)8A6wzxS>Fc3S>lNc-1)~ezVspe;GIb`R@lc zqG4w*Aa=3WmAMZP8+<_U_I6SJm$LGg8}}s*g6P=EW09CY1krGkU?A_bKGM%qDBGEP z1^+(WJ`=}!hNwA3stlQA9-pbl{@eLa2Xe_(rau-dgCveR2$dW}F2CM};#Col$DAj< zm!ItcW}$E?;4JKL$zdY*blnPIG&wLz(F4Dt?sPH9xL=S(|8-P_%{f#6?}w~U{2@6) zi2&mWUZ9@E0mMmbZ5DiG2t^+wNbNn)4wnX3q}3cbn35a^CT1Ko$BKx_$xkSdbihA? z3bv{aF#5KzdvBJoTJ-~+nH*>pezr`1c+-D=X6xfnYCfV_`sE(|8mNMg90qgI=xZ?B zLHg<;7=@`gfOe3sDbU&1$HC?E$wVvIl&b(>ixW(^SY^dif0j)O=|T3!{S*GruK-=M zTI}J`Kiu!X-prK-&feWHwLhe4Yz3ickR7;<8fDmJB%aVez6Rdk5qlB~w-MCSU|b#xb0`&< zu5-XdERCLpAR-_bM)w0^p$kA2=Z6iB$C~y7dLPRP5S@+%zIaWP`{G~;jE89lyhM?2 zeO?~-bRUK)pC#|Z=;$F3Gy+{#F`1|N!-x8k7Gz(34S2qV*an!q z`CSfbR`S?bH070i1`Eco;N-(mFm3#Azg-AY2D!@4ll|%Kvg<$-0}CMlVJmdUO}R7l zf;UPIJT6xNeT{&<{~W6RdES5il^C{QQJxRUzk$wv`~ETlg5U@{-&YV1S5)qu4YC>q z@Q)G+U^@v(Xkq|gq6Ye)9A|DGjD@W$FSlNq1GvebM&buNc>u7lFxj`LbY*?lnD<|W z!@o{H^3!QfxB~gM^K^f@0zruP(I*&wXm_i?DvSeUdhddguR5qvaj>%1uk0Zc9pK6T zBrCwfU<*MdV6&e5{}u%PdEKt-LA|W=`Mty+&KQL};^C$OU;>sd3@Ci_BM4+5tgEHT zTt$6mpVtCX-d#9vX8WG=?-h}-R_4(8p!3weIr&kUgl9ab{_U2Ef)eRDKBi_#?5@v>mH1iZtXEWMv$7_`)NLt#EIfANkFu)^jaBXe*C8UZ=;^y z55+$(0+KF@P>(Fk0IvLp(~EulbHxs1oH$_0ZHX;|v}FrId_pucE)?6nm%pHsXa7D0 zkUcVBWp(c4rT0Q#ME-D5e|zJfw+do1XY`-W4fZBlD@BqO7CVP`2cCgxXbXuKtnITu zwZ?aPJkO|5PZocIXssiInkrCk3H>0E`fooO*6_^dL{Pc>DIIWA`oLn$7NTN9mS#ME zY9v^`k$8!Y@mweS_Nkd22{RARgsA~}{j?89^{)$=KV8b7*LdOz+--r)35h>l?~8

k51`fV|ZxTKhMjmH1{ zz2FR-qXsJt0b5`pH8eVnR+sk{7Kc8{f)!t!>%0F1S0!<$$r`Li@Li zU(PISy8`fq0~TlfRnd9wN0;2o{n}uc+asOVEqAIR`i~EB&;a4&!qW?urx+s-{p;=c z8F?|d3D9kdgDpJc$|HJq*h)K%$XPO4zVOinF#Itjk^%#<83LRwZ19Y*p{Wr>rJ($w z0+@3y1T?e93jwdqZdS%^@;VZZKz!&xt0U;(7=3vp5D!nK3e;rNAUtyqwg)ZXm`UYb zFZa^?bO|g4UE+^E1yzfC0CH#r=DrK8`;7t79M7hBO9d!gg^dMi$1GW#oAYsX?kHH* zmcnJJy$E$y|8_4N2$#l3^8Iia%hEPMVfanX=5Y%dtdZJ_7s~SsJAm*!1`9E|-K#L1 z&J6Z_sRlk?IUw<%2Q+%bio+aO{m8P;N^|HiKE8h&KX}GUr~59=dsyV$_M7v}eQC8I zcHh$Mof(BET8lF5w}tkvrzu<{*kFG|@QP5!Oq<6a9){oqs!Awr3mMBax%xoy?<$mp z8c7W0Zq6piOK@yo~PIQl#kn#(NG}T`FKy^2hSUD-S z1AsrfkxDnC;%VS=rY3#pzu;94Ha^V&GvxsJjtUn#$9D)%7f#G-RSgjr1j-Hvi^&G4 z?<0sJh_W2Thd_&g{fNcTMhTF_5&|iJ5DB1vXY;_3#F2ew|vbwe_rNwf4E5U>J>eo*t!hKccB9AV^ zie`O8<7%|W3o=rES2XXs3 zr~4P^#V+0hyWm!bZ}8DgOcVW$_V({2Jy{1CBCm_*&GSrg;GFC{Vo4|5m0|cib7&UM z`10W5fK}lA&GEqT>Z11tbAoAV?NwhCeVt`OUpcYy>w@q1#|UeQZgQm;a7en!_OB@n z!W>S6#Bm~)2$Mw9ZrcluLtL)gkW%Oxvbck!N&b09EaNk*GRpR9K$YoDsT&8Ht9!DRR_lg#N+~c5*;RdCnr~`u|n-6<|^BY5S5YI*LUMf+&h8h$u6NbSn~4 zhc2ZCkWd9e4j;*V#SpA~Ns$i|4tY zJA^PCV^Ca&AWYjI2Mi^|QQaKj*+Xvrz*pGR;qWHE>h%`a^AQxA>cZ$6KCf11An5hD zMkEzN-LAZvq01neZ;Y_+kU@HxZTbZ0Jvx7YV?=2YO4$?E&IhRNeapIHBZ0rlT?DT; zU9UnTNg&zt4=7(~GO{Kw5))VLtVXVsBg@g5e36_d5za@AL#WC7Bp~YvMJ8D=z$2M$ z&EEMk%m3l(oAbU{tEA|dV@wjaIkZn;aB|rW%R43T2764MfeG{K^x~dNw<$@`no{wf zhhN!c^b#}gFppeaT!S%DGH$QVWf{?1Fz;a51Wmd6VSL))FSr}_Wen^B8XVhzPxT7P zu;^L30Th`_bD>8FT-@;Ho*TJ$FY-BjBQysP!&ie2!8awAwhwsb`fw1Ur)BmcDkMpc zc+fuxAC&Xdhbo5|c5EQ{IxuIi4$gz`Xb3b%k}s*QcpQHaZtW4#I0fpOV=W~qpZZx0 ziGlN-L#&4}odUT{vn@r=YjT?+(_Yy!;GFQzS-qbU-}@KGe0&VN?4H8A93EGK zHjTeMM8!LU9jynIPeg&M3*owjF&esgpOpL-&0n8&z&^#Wb_17CkMAOiB~g<-2SmJx z*a`Ok(hqOSJuZ-8&6I$M_Ci$ zY``D_2gBP0lB(gTkdcI<#m?In_VazY38w{|xX&pLgQ(bM zYzMlYbB~--Ji*wcg~DSSERWtqkY&n}Oo4`j5$@2#>M^<99f(pp+$cJicpHAxK7L{7s5y$aoroj?E&){oHgI-cZWzEAU$UZ z&7=cxj>f_H;WhNkq@Cj4YaOF{&Kag$_piRTckqwkwaZ#5Gj+@i?X*f1c7u~P7-$&D z1+1%gnPWetfepAYa1m|tBHFj#`iDdCxd>bmXCg@2SqXOl*Vv)=^NG<-e)j8vCYKeV zFpM<<#MV|~#)s*yehVJ0O`vRN;?ZguT!U591Uwfe9>2u>BOsXNTkX@!gW-N+r08xw zd8I8VF*o+88?#48t7r*YZZJ$uI z%e4vQ2VYM~#7=@$wSPpfoqfK`IZN<-I-BF+ z>^x-5EXMl-ChvgUS%HveF2$|Vf5zsu;W3m^N30YoOaQ1{+((;!Gp&Ap&>eH_+9Bq@ zGYJ0mi0b01fg0&!q?Kbu*@QZ@e+cWj3-Pmz-%C?0hLi zWXkxpU55b(JJnYVBX_rhoyjt+NGAZIA1OG-Gh8ql(S|qp_KbG;U9R}sx~9j$h8*+#h3U9}$BY+%e4tQ(lP`tT zLIjIbZcjG6)5G=>010fFa>w_#p#3>KzVJOrOen@KqGn)3w+Ze)wfRq%DzZ9fN+A(U z2I!Ar`byi+|Mh_X)-fT!HHW!j*+F?ib+^6TC}@5pY9x7<;lHK8c95U@<-$>8P&-4H zPE&RC4IJu-MG}Y}YxBBwL&nAP|H#rPmc=YhBDR8LT<0yumhpy^Ac>txgl8bzBBI_4 zL7AU&?s<+~L&_g0Zi`PXD+3bC$|&l2Fk+MjzYNhXR9;(Yv|^2B}9jp1|Ii{C&qYCt%nM50bb-)n{*G-{AF6IQ-ym> zQvENXihlfo*>|h03l4K8z?e?8cp0c;Cgs{(V<#?6JzQQ)P&2}IC23U8LE$hChBra5 zsF23@mFRd2*I+(>{x*QPa6-dUVgUst<WOO&X0tlh;mgks!#x zK(8ihxhu8_5VQfC*YUFmlmwT;)^|~z5zyj{=d(XdsN91}oO`kNneC_%ok zHe5FzNEDp$T|j_zaG6pKCk^Vkxsy?o3zbw6O2o3iH%m63rUyLOvo*yHgTp?9c~{)iEzWRY6<{>x@35do=n97K~^efTNcwZO{Dv<6%cQREn>sh8NhG zCO8|r`Ac@h>a^H~cgDL%C(~LW$&;)!>`CvX2O$eKf>af;20;3N5)IAWEl^!F!8X#G z$cm0|$Er8M-Nk~oHdn`(&UzjdU;&8-l@?9)NIY#sicBOkP`IvB@bv6r@%aKODAZkWg@Bg z{Skhpu~k1|sEKloxH1&u_n2xQp(54d5aK9MPjWsXT=mmeZI=y$0cqJvjumoy)a6p> zAh#)sx+^h^i@+AlUCjmtdiI>NIWH*15EiJwj7UWX(0xfZ;8xNj8yf-&ZqcXXv-K)) zCbEXz%GVDk_sr0)=>Je{*lUzw5ySm3UI*xsxP(t1FpL}lx>76MOWQydRu?W#R?9&k z!{FHWbxWThMvXP-!Iyd2Jrki<k#`XKH^&yua-oBgeBHKg^>h| zX+HS?+3^QydL3>usGe@!9wZgf*gkX`!<203h_ZX}Y>fq#w{{VJR3E6KtdN#>am%!G zDFhhw9f!-IqbPPh4Ae#D*`S!ci@IxJ2>fi5nL-p$#^@zj6Vi`2BzHyo!UO);ghNmxF$bxx0O00D21MbNI17*|I0I zNz*Ichjubnzyv&i6t&%?dDGW$bdzQq+v8g>@DI~ zeWP-cMXtK6(imV8@9cC8K2z|eb)t2k2e+V&^cg}WE@Law4CJ3^B>;Rda*@IXX22H+ z?w744W^7!1fQ3EW7ul-gc?dh%gfR_xp$5E1PzNzwGd3xt6>utfBjDU$;>?0JVQc~e zG9S+o>H1jrjEEOaiB4dddh7-Vtx?VZlFuu#1f!kIQ;bQps-9YyfF%&zpJ;hArOd8f zj`OX}j54k;+(q+Pr-IUX7$UKZ+SI{9iZes->-NS{Jgv%6dY+l6FNB1mknkL^ddw%Z}9kNqQfY~Di2So>T_ zClW-sr@Ci?;rlj$N-8FnY@SZ$d@K4Cn`-+9W_0sYIizchpzlva05U+X?{x-q5d=XG z)Kws$>>lO5f9oXv@4$$c7s}5M4*`$#o&sa(qOR{Dpibn7&_I~GjN}RRE?kbtl>lZq z5|3v`s&p{x=M=;_4J&q52ZWoVL#!Fl?Lkl#CPq5#W(X4jGd-%UOm!%AX$KA--{c#> zJ55v0jF2A?LL0|^2EFiQ;GWtH?L=Bs27-tOU&Lu97cX{j?0e8au?00sVI>8}EZB11 zQ~~T`aszlGecZWnuPgv_^#edEW*A9lSr~#0q?*P0TGzNk@lraMmHkKHhex!g^YUoY ztV5^6PHKsXl6(=BN5HSDya!(Q59ju$Xs-dVeg~6-?Mu4l&ma*lYeV!3u3GY~g=GT$ z!9Va8VEP56yq5g+K_HZI=sN^atjysjAhBd`#}adr97yr zJHb9h=%`+KOy&OR$FB{$tXbjawlzKeY7O}R;G(>5 zuvwI5XyrzXZaDqcXUQ>h4-s4A^cQWl44#NE{k4|(_i39GLK!4^Dnno`x`mR-#t2*i z2%HOjA1KMb{ePMy09Qa;+EWp6Fga+$CC7gzVyZI{N7V)8TsQ`05;& z$?l?P?k~#9S(;Nl=MAT^WATP%R;&>Z^MEjI-r}L`iYSc06-jd|5^EYVX{yNa(l86- zEDMy15p2^p$e9!4bk{1k@3092RbtNdig41XQdqkh)rd zH)xV%5OWqiD1CJN82G3A*~3ux7x_)#c}s}F$_)k44qc&)WCGIcS|6jhV@Zm6UI=sA znyKbwYG?qS@(+3&+Zq+S{FN2|w@t{{LpE4t<8MRsjnFC-3$F$#tM9EhtSao#k@dA> zo(o4w=aVFLPeBw(sK`?aTAL;4-_eDK3=;rD-Jj1J<7~Vj2iw=V=fY449MI1VHl%s{ zEVua}3@V`(iG}#CW{Rcxl!<6lF^}~*qyYUl0G~sNrH{IIQMY*kdv7}nGqnac2yV+Y>4O)Y7Yj3O2|-FkQ%XpQ|#$?Ip9%%RRR*CHzv=owDH z=-R+Tl#oEQgYx)buFgNtVwyNEa1(#FZ=Sx1hX`fO{pH}qeG`}=ro8B1bVmPNNR;!? zA=Pg&xo!M<*a_OR^&oL}urrXqQKgGgwP4vpI_xr20Dqn|T?PemCxjIwJiMZs!#Jr% z5_Kfw#titN^`uF*Ps0@9TYoP!9LNMNYc{^320#yeSe;p2?HN{x<&r60_XZ1CddVwe zyJF9})~kR=+Z0$Bb+Dsv{{TtR#sgkx!^Yg&5gP-DF+CEqlXDDAP+)IMNK=uOe2Xwm zgr2>IC*z?Y^ozk778M^0omrySZ1?;Axt0ot5Spxd>aihca%XWKl@)M23eR&g@Mg%x zdB7L~buYZk(A9<&8Jt0NT82#^O#E;!p$2~8+!^A1zkZlP1qa{o*nF^WfKWY7b2?KL zqQ<|8u$c;gHvcZV5e69&5=7DHfPC<4?!8HxE)3~L9v@$u3ZkFrDttN1p$jLOgnMCN zGq*BG)qA^EfJR?hbTHAKTrBdm&Q`R5bJ_W}!|82tFubCpS0~YX7wFrJs|Bt&Uq1flxC8auiHhuv`Y(^W0WFv`eXH`ov@hrLsR5DFI56Xva9@o(Ey}h` z|I+`HD)-gq-%vzvz)WuF3BgUq$2@x1tI7UI$u{g4-&Reiw=dYu4N91Keq;f-?-5i1 zbT&pjM-y5#(N8(k5nhs(#FFbrSPz^g)GfYLSG6Btwt-LrJ4~D@s96n)GENG{L;6k# za0{&(&FouHMGqu}z^qoC_WD)LlF>2?Xj@^xaW-BJ2L_?))fi5FKqW-@PY&$LM6Ye0 z9w;;oH9J$2@%+y-q`KAyBvvzMb2}j6B&n# z5ws5eq45=Y#{uM#*TJxmQ5ZT@cl_saCxDsRyX zx@b!0afbp61ZJP+cTN@9LT!vv*IDe7hs|&S<~{c!H=)A40GHn*er-NYmC|#B83g+v zFqoKK%Po}<)?CgE2rtOrHiA%HC0#7WC6Gg$5NP7nbUPS|kx!F3JpM36LBo;Ggql2H z*D<=UIG*TIt|nqla_yi?Dp)>?(PHfJAOp(MTL)thQ9%7d!P2}3w+3ERw;{Yk zA2yf7>;M=UAmP;V8tAhD3PjFYQqAwCyH(&+j(S_GVDt)mH^w54J$Id<5Hz1mMYk(< z(@O<=-$(?#NRSA$Z;l|n4K6!ueyzlcglE%?9Poijtn{uDc=wF=iJ8@iPVBdXw*tcby`$%R1d&Vie(&vjZwwobB+;_hYL#SB6m!29{oBR(zrTI{ z2Yg7qmFDXNKIL;YBG)|BpN=^ZLz2TVU()($Fo5j?!FPl6AKH2PjZO7>YcHpqzOUZ+ zltmQ#nVq?&Hg}gs8-{TveCr=GffqL9gGlt7gv^oC;ngrx(_Qc9Hi0e0>vX9~Q=I#s>A4vSN^tZ}04@#^=* zQvNVHnY?pkOZNRLA|f89p+Fk2G&|9PLfRwDHcZZ58gpS1j*#H=Um35!(2r>O`v^OF z{U(InIjnzvhBPg^vu`qNAOSrQ7ItIN4_4y1Q+;6g(?Nu&0zV%xv_|_h&d72{ufZxc zaLhd3=(cs6VPNVZEy^Z$Jg0dDLZS)GcN&~$j|4y= zg}+>cKT!8YugBnn(ywa@1h1v!Bu>*aWR@l+@G_q>xdUwt-O{sc=#tPHpBiXflzDsq z@h}F&3HfaAjYcloAHsE?i4fpJG5^S|(Lc_q0_`9Xe8*o@ZLU}VIGqU1h|8>~9@vEI zqAh7N#-5hNSdyy0hg%VE6GQ$6@AmHesUZ9ONUamQqkcIf~RZP;v$%Kcn+QBwQVjH4*nP+u;y_s z6H$@E2SYAT7n{&)dJ?oqH!KwjlUbaPP!1^+$>@wMzK*-xF>BFbmI37VzJvg5$Vh)B z$GoAFCXDX!ue+$9(72E_;(|6b;otG=_W|1?j9l|_8?;wrvW*y_YrvB`R(K7i&k=Q3 z>|$*V$?*e55)E$TlZ#OpsRuwg*g+d)YgZtKH2-+Mm#R%2Ij{-ESA*UQCuS=ikoF&b zPyJWn@&BGU|7>d9t3ge5c+iiZ(6H_KK``ZQUhgB->{k@$38=;de1XNh8WhX?mQ0%1 zJl@gcEW2xq;TqULysz$x(0alwCNk7p4>{b*|z z)Taycp%;SnEmbfHxE3)3v==zp-Ud!Bo;ZG71WUTBxYS5DBvP?v8{%{V?g!>qd8gg z9QO+i24+H|aC^mAfYs|swgBt(8K}P_8pKE*Wtzx&D}rIfS|In)?iXVQ+Uxq3&ZkZG zEy9?P{uCP!KMpo=U)3&WftVo=c(NB`#~{&4<3q?5R`_^Fajv!^;J3`2Jq5cw1U6#w zILEz#8?ZX>@hY>?H=J*>Nz9Lv*j&%Gt_(j!cusgg%pU-f4y!DhO9Z~iQc}p1Rr{y#I|1W`L=oHHm#-I zC@cT*;rXSw#ZW2&Kb{R)$ujS>3rZDZhu z`85YM4&|$HQE}Xy$DVuxzkFX4@3qTR9jIN-_u#E7FSW2cebkB&{Q7fWF%y%r%LJzq zBHTF1A$9`w=^xC877@=={jpg_cjEwdKEA<8dzK%9M6=q)H?nl9=2k3ohS2;g_9jLj zK!3}V*91Objo=+H)1WEs;g;ss=#Xu7;r#h9S;?p~a7?lLpAnoZOaQJ%Snq0!-)}Y! zSeYE8ELjfW+agru<*~GvJk%Sb#mHHIen&Ru=z0}{Vu7sf?(}EqGiNLcT)XzAb?Bem z2o@3(d(zz^W zbi6*(mqZxTiIXRG0KmyBV=Y>{=MHEWZ6-TAduwXzR6NiX4$Sk*re6nF4?^X}fpyP) z?ozJyA*xISz9_&?NMB!{$A8duO>l4HuB4=7>7M((@)Uqepf|q%Sic`T4TpJ=%^XWR zqo-sTGq`6eKs?k|Lxj|4_h=<9uB^s-MM z;B9&3W*piN5B>x2DDw-hx(=y|cEGRrvj+HMX!K?9iwJ`GfNB!b{=ztYz|4?e0Q{9c zfe)Dc74ZZ5;;}#;d<8n6flCN`GoiO)R_x?@BC^?oA^6VL49yKSUb$IR7a4*UcPak% z#W9Xj!=l^yVthZ4z}pq-Cq{?^Q28e9=%Uxa>O&2@tU~IU-0eb*C#rqvZa97&z44$= zw?GH=jpNNRj)U9|Jl(40_74vpJzC6P4N$(fS9abQ;-yyi{yiQ2CPauOf+4V-iKmB0 z#y&$hl;;OShmWGGds@SyDY(MR8M-uB*S3m<5Dq9bxkdZq?&(=n-1@}sM|_JE;7TK2 zf9*)1s90!BSl7UQcoW@;6WHlIjQ>2fW`bW?_^XNA-#-;;h}+JdGHK7^Bh26buYay? zq3VNT;^MS6A38~T*+V%En-6e%792?hLbdUb^N2G5%HVf-cQDs+#Ux<}i2{K=_t+hX z6$4aBiHUtZ+*<7rJ&|w;>|jllsBeoyArK6BD=oc(zJ8+h_rAr-ez4j602GvYykI6T z0@_}?c8y_*+2n^~Hx@oKXJ*o)n3zMr2WXx=Ag!|}5hOouMeNVN8rBhkz$Ho(N*%CS z^Ko_$J{GnQLciwrabxU;_m1Ab<;TnN8wD0|DS}u=p4e8R0XMWNop&%W4rG>Y3Smv;C-G7t;(|^%jiitTP9u{j~k3#~DFil-|pyX(1-DBMzt11T6bxje#;7Q@EZ@%lt=n+-zfZV0bxK*>puP@`<8 z>By#!FQl`4HL11!NFsDMBSoj?G1$-ERD}dyyPH47&pDNAPIgn(!!a*}NMqrl@$lh8 zWw{R@*)729Cj^11`1PWXP=VE8FHQ@DgaHc+mI>3Hqt=A-vM;WA@Epc1ldha z)GDl2M29v|CdAUtA!BV_Am1nFS%7TvoSdA)N1aEj-4%dKd)QRr%o{$3yaCTX1Oy(^ z^4ep*aKT`m`{-th5Mb`-&z*Z`ySO=g101&ocqq0Ng|c@5c)g~+4Jsd>={$AoALEi> zBPOq$(zv|(j|E}0>DEU{ptnMv$F{6nb&ZQtR2}C;#mWyk9QQD zT2(ImQ4}L3kD(%lOqexkyR~V^MeJ~A1N&j1@7-65{CI9QHEoNNHZU-d*`S+-0(YR- z9GMel)h)iqa;!u08*R%LFj_w#$h*l-DGox?>a}$DqtN;%6O|_5f0e@FQm^=W4T4&R zaqjTS_=nd`EVvop-oz`EWNK6m;hf05@h1*EOShyES7Ifpz`cWEF3O0b9#oKj&hF<1 zGGZv+o3}J|KZAX>El<|VBC(SMuP@;KQjs3eG$ituA#nE+=^USg{0^`I>#>(aTtXnd z;p4Quae3e~ilCsNubIWeuVC=>(srfkI}Qxj##^HXY?p$APqIEY(3ljef#Bh<0NNCB zl97=~!kuI`!@@z$0&E|%hfYrAX1=@>2+0&(ok!l;Z%linJ-Y?*Y#Fm>aI~Ti|jje+0J3#KKd7u zV!}!U76q&v|3iIyZ58iB>y8k5SftmPD8VS^C%?liskI7%+%}qYcFzG;dbgr!W^WD| zbUJat9nY4Xq+8?hqwd6AnwEUqS@q&)hby;#NXc6TEh3)caUxHp@1$Kj$#L*JV(-s7 z;pt^2t&@&a*x&=%x{$h)E=`gRip8>ycnC(iz$D?r@wNhg8{ZhNo~>SZ2Rza2*1q}e zW)R8YbKxq+A7@xoB$_QV?T_MNXO|teA43W9D}+P^y4m7=y}duAj<@QeNqgt;a|edb zfJqHd-@V8C$EhD`dF04i$*Dgh}e~t!tv#)`z#W)LpLCm+{VfRyq9H%s0A3L*$8~mzJRU*tA4cAszu3m4O00LJhCZ2!)t@*nc zbFX;R!15us>-Zx@zkV7&7n%EaR-w`BTLNpRZ~nS^Bn7ibc9>t!cXk+ur2rO%F!M^C zHu9tf3=36j|9}#ss0U%<@D3MB;zy02cj-^&rpMR@JbHxdtwe04v$QKrFq!06t%nX9 zk(u;l7mFFjKsw*ZHvWM?v9!F`yA=cT^?mJakDC-$=f>}BMN}on} z&YGVvE$S*BzMyCc0*oo?rhj7;`oYI)L(mdFXu=+NOaE2cBep1LNKp<*5|8I3w^S;) zt`jT9LV`hjwozByy&0&vUsSSJTtjkNfbbXyoRbfbYh981#BI>X(lW;;>KcCupo>y~ zt&9VYDmgMy1ALJ8G|KGe*@3(+TU;M>6he|j-qqHc*_GWkQA~?kW}FnW){J2`9)Uf=W?Wo z`wF(Oc~Pn{kNKay`OaX7@7lZC-m4AIQKsoD(2(-qbdL^!dd1*{DfYX+x#J1ZxLwq+NOI-tR`ebshs8pZz9aRuRxy5 zA^ros57(Ua0-SaQ zy|AS8z60jh4S;AE+ZcT0c+uG2{_)K2!hQ$DG!)QGbF~>T8xRu>+}rG}s++P*@p4(V zvAA9^^9jHi@u)X6XmuFU1Z8NJcG{L*kP5l&Nsc;y{d#9nPeCl4_{!C*5RlSjiO^D- zKsqPh8~d3L^>w<)N9PcZ#S+}=sw%shs*H0~sv4@zabfap2K;BFy`rCiY$Om=E2>dP zz(dj~FI)=SKkEPzmL7*Q)YKE5MJJ79g=%*luiTi`Ow;j;8){s6d40LR8)7~?T1%&# z4ZGUx9b3Ax>SlVg+j7$FA>QdL*mY8(Y#kjZ9~Y9poUKQq7p;Ww1*WQn(0uq+2=>iJ zz9)Fo0X%0(c0iMS&Z;T!*8r>#7j-*_pBFP6-dCV0m``AV7= zzUbrG94KiNAR-huCaR1A0>fpq!xb7B-6?B1)}g4BMIk7C4WM{XzL<((sGMh? zrNTb^BDMhqTILZCw8^!pS7~Q&Vk3d=kE6b;QV%mU3!9@>26QG`C)Od%$AZjTMkEKR z<6#c1Rtz(W5r>v%PoCTc@WM{+5c6kma~8M2NVo;g28ibmo8n(gQEs< zP}p8At~!OfV=AXK@yG^Og2c(k-)`Wji^`cXF$ zX8dN)8=u6r%Vf&~@+39Zp)-)oG?`#R5CrpBJgo8a=$bE=*3D=-RhLj|T; zF0x%SuFyW8dMkbBPF~i-WMP*f+1kD2mE;*rX4l%)oo0i)J;XIIrgxb$(nb5@)!QuK ziMW!l-bc1<6Nv=8SsVXO%rC@6$!Hmliq=1J?AKLQUbfqA%{Hi+GUxpITUhc%YeV}# zPY$!+>KB&WlhY!>q1Q`YcFJ&>!FOve!J+^n1J{6qZ$*;y`l^4v4YL(!0{bQYc1 zB`1blB+dQz?(pt2!AbE38yMoKJD^;}az^I)9wG(>MlrDwQ2ig>W6dRYhgE4~90^Ty znUbsBLuf@Z*bA>#EWff57}`;l5H#I4Gba~K{$trD{WBfEEy{0t<1Nui)Tx=9>DfA{ zLZqyBq&JmQZ@YK*@T>%`|EbCqm!-%N?n<^<7C`7!Stkvt>;9ldJ#U4CAfCM_RUfaK z!t@+3O)XmJEaPveNC3E?bt$E%mbgDjVI;pWJ(hf2lh&^4mgz-R{&_IwUrJxnt~Ek` z>C%{Xh}ryl0IggBMGPxGu}6m3pYO->Q|$A-*)fyYp^tGfRm+?&hOcuj+gyk8KTS0^ zUVc=5EpCAO<}zoJmp|NOoVRtIOYB>LCi<8(cw! zQ#U&yPcEoa`XjFQ1JrY@CHfW+5#G8^s_mFCVYt z7w~B`wQJ^{z^^NZf0Pdb#5eQX;vOXuXsd-*sU`uCM;hj7)$yyxfu9}=+A>8jpPW^t zk;l6rjvoxp%knY0?Q*q1S~s$xUw%Pm;3NJVcej}x{>=v$ zstzKq+zTa*?$*^I^x54GDP?PGfdH2UZogM>;BI~Ipt__WhIpI8yg6iZWrnv>mVXr< zicp#L)R*$j}RN_hl zXf703r43S7E5`e%kLaH$bK_|STbu@vw4Ck#+8Z^7lx!lEo5S{Nw`FB3w|cEzZEro3 z8VYy$R1HD|G0(N%KO03r75Oi;xcsu@goShF*Z~TPS0LtS0zp)Ut8`;_Zb|-IAiDxKNblm0;xt(heLR9 z@cHbD)rc@#w|ri5RM#|Cn0LXXA;jG+S_fUS4fm__G*43YAG74?XDz+9$d>a1ZMPTz z*+TM4JLpZ;q@69oZ&*YtWod3ymO|vUH6X9UaaNN?Qg*%|%~g$4oLz7Hxm^hT2j5wt z(asYez7sl<7KDjrsS=~ukt|5a*t6XBUza(mM)C}8-!(dhOhMaRck`ckc}18A|T+O0|$cVtWsu^{Nf!Bat}ZL2?r1xBep)Ladvk`85zD z*G0nx1-zdzw`B8SMHDxY=NP~?udMd`;aJa#JkAzmPX!8TN5fKth zC3hRh3yEfdJ~*e6O%%UtxU#7O(#rIpbtscEM>D)0ccB3&ker#*83JWQhtAHNpN{nz zv{!GNDSBZ|saMbL^r7Dks-UbcnNMeS-s@94OQ`g&zDkTH-tLOoJ>SN^_U3zkVH1U% z@$+dwZOoUzh3ps#3%F9}v|kG3ocjTGt@imE>M^*;j%<4F!Z3)p=sYS-OhV!g^z!0s ze=hL51IYPuxIp7GtZ)M;dh+b%wSg4-9C6D<%x7;{3@?X2Eyi_-EGL_Gvqu4_90ZM1 zapv7NHPkweMviv?3BCR59L4{*hr$6`t^r#OR3%(1J(*fv*VVP=N^%;I^dv*O}!(x+bUH@LTt(W2gBcT^3#7J=(#&s0BCJWM@VVm#2Q(x7# z-jKs`Cw^v|eV%dyWo8^&34bM?FZAM#cEM2~AXQABSxT>g!M=}O_E}|A8lp#!Kbrx9 zS{jQP>w9^zn`~a>+pn>v~(~u3r4CzAOu8;b1!VP;{w#iJ&xGmv@F}b zKjUj??vf)cC#JoPHdiq`y9rLI_F~qNS#CN826nVbhX#-$Gnf9@lgTEDm=b^^={}i? z%yi+v1K{Dw+!<1~TABWXwOlWc1cf;Tk&lVpxe)+NsC~YSqMkBUa4n{DH2bl_o@Gq$ zNglnjGUi`9l>HSDaE*zI%DXeA+4Dp2cSWbd?^H}DL{Zu>^Yief2 zF?Qkuyk)U$sZEB6*AqEV^Yu)``mDayVZP?HzTk6*Z!=6Azp}nkmZ}r1yQZBv{}?oU z9NG!mrjUebtdTu`aPzeNqxFG_%Xj;82r$KvlkGo1>_{h69d66pDTwK1zmw+Lo#on> z<&N5^eT14dPQ6u22em0R>W9Hs{~hP2ntRW+@GjH2>7ERDFEXqWH5zU56uo?O6>35~ z`uyySNE>|}B4=Nd{TSz#=^2$a#R_A_TeU%H*;*(rlT_@=8x#e_he{lPN-pfN^HOOO zJ3vvId$Z=~I_;1>|Ix7(9$nnR^XJdq>|<7!Qd%cMvhV!~&7XRV-F5Xhwr{?}F)DF^ z&x=6)_Y+)Me+_fbD#tQaHbM*ZuYY>(R9~et9)?Sw=JbJiqyV;O0Ok|AB7fE%uE!dt zt{yUoB2Z!c^}9o6jEg&n;6BZX;gb>BV38m3Z|j#BfV?-m^8Zx-O>+w`^&dZ_>gQvK1Z1D(U*X3h4+np99PcQzv zKjv12kRFPSd{%w~Q~&F8k!DoGWRB0}0US85fu+&}lj#R*TCqYz4iH`ZV1|WI!SeIn zZOg+5Nl?HvgZ5v`gz%R$GLl6DA~glgT3vm;q z=>C6~+%LY@whZI@SskycD-r+AhhwCCPK-ih0sxPmX-D#zz*;8+b~P`DO0Y;kp4sSK^$Wf|P#W;Wg49JS~LRTdTc|87H;QyaLMu76@ zk6{udngR*?0N*i#G>|`>ysAA&anH-k>kja!zCthZXto~Ds_;^+QI8DZPzf{`!~yKMU<59Edz| z4X6K$S9^dotQw$eR$u`ka!%5|z=zzw`(wbO5H=oZ`LFgnV*ovwH>83gV=bJW6#4J2 zmVhYINz3r4XfwZ4|9K0-^Y{>Yb-r)~Y8zz4pbyx~lPeXgY&pNRY5-!2K9t~j2=F%n4Yr{q6C0cKTa|2fI0kZf)RX~jm0HUE z?bf1XfgMirHGG`=w`=7eYb@_6Os0SXIt~ULJwW4-U#^71MiMqQAiZ}0R|Vdhn1`n) zl45=Q*s*&<2)z=j!F+}`D%I2HfA?lbJ*xMJM4QYT;;ob-_rWhoaapk}5nYe}0mx># AbN~PV literal 0 HcmV?d00001 diff --git a/images/benchmarks/ppl-LLaMA-3-262k.png b/images/benchmarks/ppl-LLaMA-3-262k.png new file mode 100644 index 0000000000000000000000000000000000000000..c9491d81ca43a6f3fd2caf38c2501aebe5f6b00f GIT binary patch literal 552581 zcmeFZbzGC}+dqz!0|pEO7*fMRLArA?;*pWvx?tP6^E~2xypOo9TN>(W^t5cWWMpLYC;n1C zPeul@BqIZffvAE1ES;D`k&*2gjc}Lb~x}ltOHK zJqpTjpeKUEH>*qTm(%5*KOY!|n&#rJRTtnriZn8+Cd+tGb&3`~!pW_B;K;se12SWl z9ULH2>m9EfU?aPY#38dB>5oFWEx4B`LTe%@%|%foy{9ngRPgJGh1}djk@w>6zapC~ zM8`jW?tkc(7dPnSdA^hIEPJoxX6MY^RBzqfFZAsEUb(4zGY)%#z(J>3S>Zhl=T@X4 z?6E<{77$~Q4YXeH5ynQK|Y_1PX~_prBa0=ok42M&awDK!Goku6V9ureVVR zFbK*Dn%Hrs@TAq0^r$f)IVm&k6Xs{mkR1iCL1a5HSI8)Vs~x}(8}LI$M*f(5<3A9~ z#}pgaAhGoqO#=Mylaay6PADJ0=(1y^qsp#r=%Ei1@{Gai(roLTz@?Z<`o7?dI*$JH z8I@;DqaKy+jN#`TTw3J{H7n>)yppGK+)cw5LJ24H2zbZ@CBD1Pg0SF*`;hG*rvyR% z%ZvFJ@U@zQ%>V5&8@t%E14Vt9{C8}O8~zx^U0+X@5&2ur$<1Bg&AzeA|MIkAl$302 zaOT~=XE{o?Xo~+{kL!Cup?%;83WD)(FbiNgAGojm@3ArNdI-eQl1%6H?^zCFX~Xbe zYH;J@Y~v$-?JS2@muNN1Q(VdkeHYc|DoTr z97s%R=YJ>iO~;|%fkIP$D5B?t1`2%9VYAJs}>{p%s4~YFDhWr7sUt}(S znAk5emp>r(2gJ7Xu|G`g7aa*mC;u?9UkY!3(#c;E7YImA|D=<@(lpPJaOmZbjF#D1{~_@}V{i-qt%h5cVFZ~g(XKOnZ9kNxRR{-PuO z=}!KtBmL=4{vsRr)1BN7ss6!F|A5#(2xq&O{(#sY5c?0i`2TKq5~X62_hZ81Ebn-o z_iE-6@T;Mn`0ky`T)E=v>%7>#zgW8X(I**ar(9hjc{>l!W20?3hJr$vU$vvnP>=@i1`c397vjB4+>5|(#=tmF5A z<<7pmVYpR0zasjdA}j6y6(!rDh1b%SzvZmmN2r+3=7}!xY*@hj4OE=>YTi zi?S2zI>l#S96N(iT#jGrk1#AUFk<-EYKV=;Ra8_Ms5#o&zHWBY&Ytaf2Bi=FRZOK+>^+5p44=%?vzM}Es{ zLI;7>j(A=Ue(=t? z7R3CX)h_IUSVn$G=-2)&1H7oGz;G+Oe~0?-S?vf7NbL0I2D{|n6C=(6z!Y3!mGFC3 z`vY_T(wzUm+`l!zKQQ-i%CW97jqR@sB+y6Pek6vSry#UF3E2T*C?6KeTDRo%+XO3gYBmimM>$@9@Y~aEXPI) zgv<>q+r;x12eyc-Jo*9p(&R<9u$CD|Y5R|YdASPvkh7!%u`=4i6cKBo7`mvp4CDODtLN4Yq z9{EU6%4w5NavnAU$+4hZU_ z_PeU?{qnBU_3c~&PAR5SPFwLd-Gm}>F|QB{Z-=iJ44m4|_4pz4tE~qMTK9QoSQqG-td=;M+x?p1WL}RKXQGo65Ox;sIE7i zgL3oSs5GkHCw;r*1Gq~hctFyHfuC!RCJbYP4k(Mq`|X{y?h;NPcfB58PX7v|xB{XK`bY*mQygq7UYMiuDD_gptWBpdK$b7?F-ZbAFjhlx4>% z3T{LH$Ik<0ID;>Thdr6Ld36)#$CIhDZO^?sT0$2U(%d0a9wZc0XDwKT#f}?y(bY_< zN4iE-+cBva=m`hSq&{LC9E_0=9n&DCN=L=XT|2x}ZG+27+LKjgDTA3_2E7cK^BnQY2T$o`tj=o0dCTjYFb;~32}QkeLP~F1 z&E^H_@Lq_e%Xur={hJEg=E5k0yg)za7F|mdla6+ms%gBO!Gl4f12r`Jb?q~>z8^<# zVV?`(j957xf91P9j1&w|_kclHmYR1EdsaN7S&^)T`j=^&^l#RWbD*5;ZS9{~+GR{2 z!?PL_%15tC$4K`6wO&W)R-w5cYPLE6!GEcDX11Nb22bC37696nl4G#}q-w4q;_b~^ za!)$Vun&uDP4DDsdO1Srh+ zc5t7v=`kr~;mOtT1xs_V>{hPEX;78X@qZW$MM~7kS`-~&ITh4{21}dP!zdVtSWFKF z%evoi^9ci3H&g&Rg-H6?-(QfX1WpPFaC{8_-?~Z-g5bBzI#q?HW(#^5R(cP3c}s=( zn9`qUA|RAGCM5$R73&Ci$r8rQB5&cKPSB>3HZE`>fU@Ra$7ZYk<5@Cy5$Ia1@^|U6 z8q+Z*lyl>q9OsgQ7Y}k(TV)>U2^3HWL7-bb&QUO!w8KaN507IeBW*E~j&5N2J`W@Y z5s-4~+wyYzQKN3HDFR(iRY`(M;AT=mP$2XhGe)7|r5xEwX3%CyE;c^zLYE-fb~Sd9 zKAW{Dg!&+fA;Hl=o$)nhImWmt@U+*ltN&5I?(PSQN7(4P53;cB^zq#R#$QoRmSpYH z4Uh#{Si%ytph(si%{k2-17rDZH*(S{`=1xJc9`ocv@LruLd~bbtZc(s&U_3!JRmLa z$1!R3aIWFtv=Akiu|CTM_9xf%zg3mH-621mRjb}Q|7SrjDR>p{6LJ^&NMM*vniD^4I%K9yAkE^U*8GNykvB1)GI-AJw{cSEm zAcSi*H@-mNs&UYFt+5B-ntchrL+Jj62zP z{Nkj4j8Ny_btWVYu&xSEQ-*(f!UWENO5{~~aJ|wh#Z2RPZqXf9gfi>Zpq^K{T^*(V zR|`HDolsllp&TRKceS@{>6uQ7#IrgM5o;g1+N#jV_c?SPv(JqhNM>IISP-3p^m;L%*!J=cVJ{V zLKfu8-s!}QRZXij3#uJW-{1MpFBjBAA&U>9Fs^&{v zB#UkHmQOGHes}(jkGotU_hNFr5|=oK z_`4c^oCY-o`eWW z$5(vzOh*bUbDXS421p0lVuZhhzQ+{Bb&+~rONZxn63^jH+=VjBIdLY2YnC{*3C9r6 zwX*|j+Joi7uHrk$1@(+_I#fOQSI0P%z)(|d{U!)v^~Uv$4Pj5B=1U~0FVDHIK`nWi zFgtf(ga_&^N_*ZeFW*4UcIWteW?OUoO@BT(`#nG~4vxERve}E=Snvl)E96mha4=m(YXnZ>Mu`qAGwqrBBw5R7~aiF4t2`qGjU!iDv&LMwH!uyQu5T- zm%meRb#B6*8kQ3nc;(&&`XF7QOlYvM zUjLNyM9%o^174S?@B9_jrN)gh_q|G*gp{Z785DJvT8a68;p?6n_VK| zA5ntj_)yDj&W`#|>7Yg~tj4_OGAtak7&g+LaW^Uv*1VwC1=sggFD_eYJ*8ie7r--! zcZPP6(4mI>TzG~|(DL^nxDl2Cdp!&5)(S|_$Y%VzO1IiF04E@EK~6rDf55Rm;-U$? z03hRN5_u-`v;MDs^o7c)ZI?i$%X=8Y+wL-v-nG05B*{NHF+K9u0nL831*uRi=$o5K~YC$8=vu^S@UaKo*Zh}%K#I!D6(m8Hs(S~Y!i z6=@se427Zfm|5X*PhfusfXLw$L zrR($9<+O)2y|Q{|@N@^h5iEsS@7YK+iWjX26lc6`V&`~h1^!;3|v?CHxzGFj|yZ+JxIk2&izvIxI z5`IeWm`}|yV1XdOZZfzc>sj3+XQnKMyKx|P{`5A-q$tLNMd`QaOIVGy^^5t|WF5z6 zu|Mz(2P2=D8**BBty|WjpKT~Lyfp76QO4dYTvYcU6u)qGA|^$Ba8h_gD5~J})0C_9 zKOaI!e@EAH!cwcW-OvC3p}X!kpi)KV6ntvi4SP3MA~L6qA<$SyC#{;lfiZ6Iq*;f@ z6>JgzzU-(ei{gxsiJ7=rXj=QgYNe{3ucPb&c4W5ab*V&^Le)*f4vUV{R{IUKBy?6y zTGWc3S*4AM#(HPRwOcLMS!37o*V<>(J9aL)&ac`dhzgvXRcVE54s3IIx4f|hc?Egi zH#p-r6jRUaVgu7~?_UxJxLYoWcRzzgztUqYH!qRi(~q6m z`>ddbfLnn_o0$vpVThLXut|HPOHPN}%8u6ko4$x5K?q$TqLooZ1w=7{WIYjc?1_8e zRNxZHCJ;6xq+s3$Ypx>m+t|W}gd&3hRB}+@Q~RH4N(L$L&WA1qMZ*B=jbM3attIW* zd}C5r@Lou{o$wk9%gCVr0`c8+oZ++LE~=#&@)grHhaKKAwav{pNlWR}}yN!vH~rm<#8kQ^*d2<>VHBKU?s8${up3U9Ben>0E~ za^=rk3wpT+kZvrpTKrd~Y1xwi9E)?<@FI8O1Su4O(>daF**Y+g*XF`PP(g(o6 z`Ed6C=rr6U0dZ>Pvd2odjwLHN6~OXC@A~Ugvox9bA$9hHZI6e@CdptnHwE&*z)OoH zoO8_N`Wjbyv#M+mc~QfxR)oRBjs`ljMyoue`9~}?P=hSoA`#$0ZcE&yZ{vUL3Qv3qw( z^B1vxTY;DowEV)yx~;gv1h#26f4c}JhiVgKXRY=>PS;UYhLzBYr-wEe)+SYnWQV@@ zKSRwdaV_+RutBGlxu0HS@za>-cXJtR*1TQ#T7fTfuY;sZmv<3m)28h7zZE$)G2G=2fZ=Hq z7v^F&gTfE%0?r5wt}TQNDKPT$?|&7#!#@OZIv&j;k`-#}A9O6aD#Ilf<=>D4NqYRdxd&Jy%Q|FJ9mWWs;DS))5E<7Pquv*?fTiT*8PgyFMVk8Sb@JGt z#>s--FR#!n;ab)O{jA2hUd^KtQ4te|3hB1suU9nOOD&MZRK;3QB`+a6ycSm|I~si8 z6bbKTj}N}=W@z4Xy172w?9>4juD0^>Z2of?!;-kVG|%9blKU#Ulkc4p<9ToKsJP`@ zm}!yp>1Op-;l3ch?rZY@i_^ZrnZ4>9VKRen&nU`GeF6 z-2Pw#Lc0G6O1{1<*AqvYC8zS#aV7Vbxf8cmzXcD5#-*Tl7C2((Z#_BO0=^N6mi%a7 zIJ|s$_iX5Kh9qIG29Nke8b|FwmH-)+;!^sNhs>?}#%v)7KcVWItg0)%`*`o3+Oi>= zYm|qGB696XCa#nHQ%N0H8{viE8;L#iOuh9ld+3GlIG!OO{A5o1a-JMnFKlkL`KhD8 z0S!n&cH5UHamzHyh)nQ#R<*}U!I?h(=BpnUiKBUA2d={mqlGuz<*RYw&VZu7(9G_N zuy%BN-*(MUGP#tshyF}mTIK>NmDK0e@xZQ8aQB_w=LtIFO5V=QCF6uP`>K=BDsGsb*`!*G&n4WNA z!~b*!+S6r35zg7ORQ$?5B|?Zj#`BVzlFT}fHH#tSd;~yHz$JS{Sua1R* zjOX*gPF&?Jl)|RmcvDuhpSWYUCdf1r@5NCSCKzW()Z|mpHPgVm1?^+{lCC2I9TB3p zNrW*<#|`&pwp_w|mM^x+-lAr}+%jlEmfB6SNd`adb3>!rCs9KaV)#AA$w*qJS3-1p ztTUpPNVeqA2JKqUL&Cvdg!9r^E{9K+D?Q%|2SRG(PzIL|q9g2kPoLZRLi%;`uoFd$7{2zt9nw3OIeh6V_xH6PTmd%z|(adhi$atq1H*{n!~TJ~GK{Ku;8 z0dVwzp#5U7^7mp!u!Jz3p%Mq(%oW{uI%qnCK4nX6{_&X~W|o@>M}MvX_s)2rE9Mev@sSAfrfURpa?$O1i?nFLa5Wt1~%qczEofQ#6O+ z+*Ku`ILFiSLLs-}TMt(X=_^RrIi!7d4N2RbH0)vT5{t|>i5d7{D?R+WTsC%ut=z*o z?(-ulbItIE<}3VX^@ryv8)VqIIG3sgTo)o(ML;{ zE3#-bEeG>k6&ydMz`(8U4jsiES6&#v_1d{Yi9&&4HW;>hcf~7hFvM|8!*RAe>kIvl zmV{2B68WOUXU4S^6y)X}`m20IMEOtM6s^ryFD$u^xDYhpZKA(Ye9l9#Q!%m2*_h7Ois*Cw)uUX+~X+C0&1RU%7dmhC6yKVAWcgZoKgYxvA)Ga*W>r@pgR+)Bw90? zmrA1_5b6)U7!W~8Pg%6T{*el=GBe&`_2Vn+5wDEF6IO^Z8@Cln2JOfG%L1Nz;u#iJ z7WwOYOdoaSl{=Ff(lNHwFs>SMZXSqE{RDZ(6%}Bj6E{QCSIme9*%KzPu(jZ8O6*O; zSq0fT2zK+g3>}R+iFj4|PckHr>@9Qv_*5ee$TC;vl*P7X7~C7$X=knnD`&k7oD^2m z+2vQ4pSfpTJLVs_4M^wqlTQq|QFDAG^CLd?1D^?i`04N}(Vvo{IUDJJ%+yHfFrN7Z zk|u@ZcTBmiqRvfpH9Rv(0i|^;bj{PLIp>s4@$!R7s&?D8bQ*O46Ar=iXdEJILSFPR zJZ%y57Hb9_}UKSkHJZ;%Cj=Y-GAE|WbS#65mWZtkNKxwdb~EBl(7#5E?`vTm;QTz{pvs6JmgGIAU!ltbg1C- z{!`bbYv6v-X+$yh_|zz>gQhM@9cisO4OPTPCQ{InURF9M!X->z0Z4!GJp!4;L0dUMJ^ey8`ZfD@swtPsTSr8n|$|1faFSgXF27;>-p?=srsM1UAs~w63!AuwsZ2 zI!-?kb3Z9J*?t=z&$U8%#Je(w3(*}XK>XDOmG*vO3We;T%PT_jmwLFf-LJ3o@xRid z)G;UJ(sRHER(E5aKPiE-F4qKROk|8a$GE%*MKM6ffnVYuqVSgODB!;Ag7HNdk8Tsq6 zEOBtLw4J;Xqea%X4jA38bXYx3*+=TF4B)Q5CUu+ZCU$9N@lP)e9uBAnSeLmQj~&Niz&!r#2j zE3s83Y(NE464k;|jDG9&S+ z!;-_3{oqZ=#bwZBowPP7n9d%1@L;t0r1O;e?(p$DWd0!ifc{yr)A5b9aQ{;)RQcB} zzW`-#)N>X>eT>11ezE80d~-N{q`?1BeS8;x`5Xgux}H)dno_aPnX!Baq{uxtD~AF& zp^!ECLP0T?N$bMmf=U#crhl$Syc8*3G@RNM66YuNv0u9@n1s{4fn=!L`DROv78M17 z)Z6U-lDc{8*ain%mjntzD7(EBx3(yCALh=r!IA?H)!$Zq#&jPNPxt2i(90{%GI4Dg zbCvtJp7dM`7cZ{@hfUqdS{cGBRA#vSebk?9LospV3FP9SMyOTgbRkF_D4r)0XU#G(9_t zVLAZq5-**jla8xXzZwe22cy?jXM;I3f|R>$Q~`P}w(c*uo1jwC$g)Bnm&p;smh38HS_wV$*Y?%SjXSy)rjknY*=B*%>0lAXPtm?x2B2Abn2c*%-0p{5jE)Kgv+SKy zT)NciK96i&>0>dwN57N)+lg>`w5B9n#~bUNg4e^r2A1SdV_h*y{aH?IhL=tqyPzoh zPTAAGKs=&`U$w#ayj(a`irj-_$V|tCEtu$8WI8C!XmgCH9EnVD6Wy7W5(tuS&?9m5B}7cfGfHDBXDH zJ8)~b``3`ITLlOiApFA7bt*O1c*WzZa!2)KqW`@3s32kapr( zO&-0a7dOgC9d0HaQCH$tzsXf;>hUnCHDY~LgO|8xV8*#GF7q>oEewvVrARSY5daUi z4R{@KoZ+?J+Ob>ST0gOOsk3l6-c{*m(y$p>s3=v{mY4|RQyEL+c)RibF6Djlccu+| z-ow5MuloZz6v$w7hf>w*OD>}YO}k5+c9(^sz{1RT_yupc>+dvWtcOP5C7PitEI(r9 zgz0SvaEy)%LcQFV^=wL14P9M+P=@C>rUej%`Y+QwE-(b^SR(`tHX$rDjy6xvF20(G z`C0(7ii3M7ejH0_dVO85Xc5TyirfP?B!a{Cl_A1prwUNA0AMp~hz*z3;X+0BnL1TGm!*{0(P}##+jw6r==&K}3>PJ(s`=nb z81^x>KuoMx)MExb6cQ|*<)2Em)n5LQg;gB{$`5&C37@uu44WGAR`^r2h{xnP>E*?S zYeo50U&$k?9|B}~SMl#W@``A5r8uxcQFT^e-KulQH<5fO&4f0wSB0fjdvs7QBC5d- zgjnIIh(j5e>M(AMxxT)_-m&g?xAXE>XumZ|4PL@$35C00U_RY55Crvlg(bs6^Lq%g zS)!b@_A!_)H89pIgwKdd*|7pXk`6=c3!V)gv=}ab?ZrA=jz8{!gvl+FC$CqJaCEe% zc}y)5f-#0Mp0{T!FYB~gD(#bDYN@Y+U_RSXOF3vZ*D2I*kpU(1Nx)N-It2W;ySvJW zlXCHF@l_=#r`N^cSPx-FmGj?pC=@~7+KtW3eve%)%9f5%r(h8YLb4G;1qu5={Eu+S z5!Kf(x<7;&hDZ8KhykQ%(nhNZKsc`3D zUlwyD7+Tu>E^0WRCiR&Hf%Jeg>(TF#l+u09w9rnQ+%CUUO+J_v zqUWKfJ(DFbp#WT1{l)F;$Y8=BqNtcjxgd7{v2W77pV*DQP!;16{^4p)om|t&A67s) zpawscu#m@cQfZsC3dc^zu0nCU1H%>G5u(Tsn3uiYd6jRYSk3!G@8I1VLj7yMi21?7 zGbfBB_(#gJ!tRvorVJkmO@e4cP)<2ocKq*$W<~G^ZgQZ-lY7!n^Hd{Q1us>730%j9zg6*uFsnSqe5ZQ=d>UX}3seJhfWWIKh0?Asykx2$P%CJHO6EyY*1Z9c^8% z7t2MRgS+}?TC2)p4)w|Svh(aom({Pe!GIYhwzz>!=6WHesjG3jbTLvFbzz*Mf(d${>WXU*ZL~o?scAMHKCJCEt&%|vL4Chng zaFbR=v{!)vYbIwGNrxF`5&92dVc{knxr!a(Jq(!($EU}c3$56`5<%RJ-2}+}Thw zC(=m;{&bO_*5?Dem;y*aeLYGJk8J`l`L%X-fcy8~jMOJ?&p^t@p!3vB=!4OywOB9`U#3}(6FREQb|-#q|FMK$S; zf3Q4evqZkL)FMBu9zE|BPc1bP(bMDQ5nI)7-f=x{pIy3iY<+Xu#;B3cIhpzI#Zm(!D$S8}F>ele#7pGsb_GS$h~?_`a#38` zZ{tWlVSKe9=Y08yN;}-hi;Cy;Gw+M&hH><#sB5)@feK8$LNbr2r9UoQX+cyE4#L-E zFBrNOK9fBb(FigcDl4`S4@C|e(3=33TgCVo{e9=Cs67EB=1Hn0Iyuq^06mM+hD>5}?qCYYqW6;OW&M8tp z9koi6PtjArLn+u*)z0K1Ry-oACi1M9=Y?int%SWm_wSLRhIa>$a?wk&jvh@avPr|` zJ@nA_`alS#R;(I%Fnmf@dUM@%dJA}#M3<-IHe*mWfs|#wUVb9W*b%Q~Wb4|9*8A7N zoENO$k7`{4%%b`^d{*Hi1xvu?D1c88Y94vh&qVn?StX{Zb{5QmSLfcpT_6-Zp zQroKs#+E9Hq(2jhx3xh~N_}MU;Tei|Jw9Z*9iYXBNG&# zW82(SRhN*tk#eQqCoe~Ovdn8sLPM?@0Yzx3Ab@-J14jcqWOuz51?Ma=Q(vImLiX+0 zsRhxe=P5yY>W^uPrN8+JZrLhDmj3!sne+9+8QJIRCJG51Z&J=*P7w`xbMGtJS=T*I z1O!yq(FKVN+Zjdlk7F|QmVt098V&fG` zfsa>G+itTUv{I)t)W2u{0JWQ+lQ)FaO^6_7KRyzi|EN03)Dqf|&yHd^Jau>&Gx4Op zvrjF-@!B)15nMJ?s@EU8tp*5Dy;h{IaX@;-$^3JoN%Mh0X9>)2j@t6coSPgX>2*`(_9sSxlkKAIBUP>fOja(*ZK1%K`Fv4^YYtk% zp|@3A5Qqe?quZ|fe9_sdyE#V=H`=jYGRK`cue>EpZ+^RgfRJ3vF?UAASMlKWvI)gu z7R8p>b+L`#BTpGBlyJviaVxDT)2e|~Ev%*JDagkKIwJJDWMbpSqN*Gtq*80k7S4`_ z@ePZA@oMm_!#VOTM75$v!DL zK%}(w`fkTIZB!zmN6N>_VgfHH=Nfr_KJ0E46Z|x~Ndp6NB6J!g#4|eTcR1}KQPLd5 zN@d7fpXOdwAM2-sHbBr1z(xTqqIQp9=BvR)uVslPn@YccTCUBR1$*DEvkg1pp(%S5 z54at2Ps1{ML=Qur75ff`1*nxvZnNLCN`T=lll7!W+X=NCdo{QCLODJyqod3j16Hab zRf}ZB7cjl07ap*qR|r|Ct^DN7nDJv^2p0{QTV&Y2c-GBt-g1G>#Tk)K(3`fb%s;i8 zo)@K$GKl_gmy%hX+psoGuu#SN)tkHO1s8_vDJjGR32_{|AO-INj~^BsC@)F~w-BW2 zpQS5Ik1LO*rIw;OLYT>nSg>f07HB?IOHOCrtk}v-b=z2MIP?4&Be+#uO>z0d3J@H5ZZl^s@J+;L`A5aj&b3< z#zKp}owrh#hvSL%vF`He}p-X+j)Z}SOk2&Jry8&#f(iVbWA@*ykg}u>2 zjzw>tSCSjjm6AiG>V4pG%VlYKc#y6tv+l-I@C^c4(fmj_ih&5Wi=>tdGM3I+sCFuP zDG!JoU{fm*#P?4viMC}xdUw?lVQtU$X?&C$vpmKhXZww}e0A=2AD;w$NuRNMo8PzP z0*i%v4-RK6O<({9f$1Nrh!FHvS|5f)Q$Cq67IfPi{JKFmsy3}mjDp4ZQ;d2-n}}ch zgF*<|lF+oZ1B1GJL;jJ|%K{CiS3Y$oj@KdC*B6RBS&xMsmH?iF0>5He9 zGkuKEciuDDOdR&V8{tw8MkmSZn?vxk*Tj90;x9Vpp(6%|j7)Fcxww(c1MYhTwJ7PZ zoT9g8P_$I``HV%a1sp+d6-h1eG2-E{2c=XrtyALgeqhp``>QcB1MMu04E?`?E$C}V zA5-S7j0=Jb?_3GRUzaB5@KcUGXu+|uYuqKk2y2DV0dnD z;E{SA{g840CA0pE5Cpwx04M*cq{7Gt=db>NBRcN-vDseflWEjXV|3dqo&`~>HPj(@ znz`gkt^|coEt%;lro|+4F)rOLJnTWz(*iiSP!2itq-cxx<#LO?8D0r@fn*LFPh+2W zoS~tAgdO*zSk>qSOy*#!ddNP#mF$nC&gsV~iJ^Gf+W_-`N zb+Ryy?h(VrKUCCFq;pL?&S=1zpB}3y4;hPV)x&3R!{)*q*;3OHo|9bp|oES=e zv3R-$A1e7+1+JE@PsK5~3^Y_#5OW4c-q)`@L3pVN)p8mURpM>egkID{PJQjSs}F<( z51ztWno1$K4O+gW-r(3NoD3A3t(Uy?Ya<|78yob)uOrvr)ERz>JC@$DSz=gwtjN~t zn5cuGp#vwUstumMI=)u&ID?}ny(6I?FV)r8ZvSZ=-z1NP_K2<|7&cB+X8>VyW?sN- zNFIo%jAb`Zd$(mVIk-pprs&bHb-RKAK5bq zGz#+go{=-TJRpCc{**>r`_2_n&Yir2T7>=F689W4edj>gBkDR3Z*(`{LbOGne!5rn}JoPJ>tl$8 zZxbUxc~%)TWV3dKqmJLu4>=&ZWaZ)A_{b@`UJf58KV=;|YEe!*v*7JvA$o0RXx*}I z>{MLE)q~$n-H2(OOO)uJSKUTHr+7ogwur{1pFCwgsIg{(N08ynDN$(1RinN{ zZ*4rgNIj4P*vX8kMIvS)`_?VUm(xz6EXwUJFP<;Miw}w&zr&4oKf{=trq@cf#ml+J z!6+AGUO{%NhXg>eM4hf`o-HG?wT~x5Fl=9h=$r|4M(ci99R{bY?sHaKVOd_eh(Dp# zln^5x?I)F$@f3aC+UDpqj6zzpJw97H(rL2(>M#Kr>&1Tm`%Q8HW&oDcyrQYQjbJ2? zhRQ!4@m#E8t4v>OO{+8&!@i%)l|q@IEP0#0H~_;eroI?p=qQ%|#hrbhgyk9Z1Iidj ziKDGT#?S9dVKyW6*NO`B1@3)WT*YvQ_eV|lFM}RekE7X!Z0^Gtq`mhP;#6@6{$?Kx z*dej)(Tr=g3Pybz*AfVDBoH#OVH9ji=r5R%&hmWU&=T^^>A%^L{SgiPU{lUX$ufJ) zNQDBPjbW~LO7rxTz2<4mYq>{gsgDcVlAJ^A-FjyM?6o11L(hj5=bQ`{6zZGPX|;;q zjba$3qm(fn+~wGHh0Ko>Za~)Yt^5l#FkbrjP%F}I`q7pP?0J-jFp?Bzc)ugWTa%$^ zKI)$Qc{UK17UeV@{OCAMYvN-G{zz(G({v^J%ZXKa#}F)!Jk@9Q@9@xQyX>8NC%wgN zxYM)9nLb9u3ET5WIiK>%zybrJcf?Ti7;!>;ty-elE!72SQ(lC#XF;+uE5gf4d^1U0 zzkq|3|I(+H?sMrp{Jg^QB7(gP+8v5yVCoj4vz~WK$Gh-WzpVovgco>3quAsXOk9w4 zy#BKoho-6S?N3cSpU$(_Nyal~G8_wTuKR>^&>}WxjMu+gt~mES$N}wFpr7LZWV?1N z_c%RJDz@?y@wn*3wTfl;Sde_K9CDAEe2^xqx5rzSvsY3uM_G`u6_1#0w>f$mnJuty zrzwSxCcUoZY-0i5wdCi*JWdW|N0w}+9OpqKHKdG6WSmh;${r@vil{q2 zz8lY&K+a)4D*s4=o5_Xkt?Wh&!#!CaYWgUf(7r{-8)60`Rqk5WdKL4C>o}h^ckWh~_fh0{romNxmV)__5E_gONcXqo-RMYe_2(_8!a35I1{hcq z)j8@4%&Eo1U<^CYB;v*Dkq$ETJ-j)i5fy($;$33_5v8{PGhpeaI|ZbR2msx^Gu59@0ApqqWEkYMMqCdA6qsm{JKbEK?@`eTNCDM$D75&nJ^#8n z-uA(afS+Y+NjIMOD>cfI`QE7EBeHndP=`!2v9o84;;$oh1D#{zCR!ubzpRSW_GpO4;XxT4q zF?icky*A7&GPWQ*<)QT(+2=V$m)4V;PuEEI-!ylH)bHk4XdmFR04ghw_W-SQ+8^iI zFl(S2SOk{~mG+p{X}tqSua~v)D+zU7T}}H~EX(mdHO^iavy11#GFAuXPAMGNI@Ge9x>V4YY~RJ3{jP(VF~G-i zE*Z&}d3#%kG|93h6(_T1qgEe(>J1#bvkQo*waKjOyVK{p89Xtog>5yjgx&>^9qD@CWT zt_M359j$V~tBLN!V0?!CTVHh&^A5&BgWWBV;|!T_%ppQg0g538i--LQ zn$d#~Zp2IrDXy=Y2ddXhaGR@ZM9%~ybwbEPe~vx}W|{iR#bCA9y1SnV(J4qV@JCV| zsh)kPUMF*?PFUAlFStQ$fJMnjgiTfLtYQ+etWA;MdRc4DM5nc=7-FXN7r+?w9st8= zN%tH$w_y)-0-+~*b{Z}p;*9pto>f>-fzB{8V^ymRmw{?Y#*BfV2zKsqav}4Tz6nUv zhE%uG!%gE_znE0%e85^Yd#$dV5Mf4CA&%ts=)i#CDhWB6#I~va%U|m;*dX|7=V7SEa&@p+ zz@2gb{hkKHCRLWIOZfhzGcWE~7cCtJqJV}bskqQ%@5TMwe0-~_a}`iSpvN4AnQ5ik zmBWL2&bwehSWg7fJ)pOXUjbRS2ogayge&y+0gg|#YYkez_wsRebf)DRhRaLdmw|qp zPUm9Gn$BTFm1jX?@ISB;tA{w3mNX>Toy(iG2V8s<`oSpD8r4`}Efx>%S~{U4o#q_2 zkb3*WHq&ogrH(71%{pn}SQyMgXCF|H249nEmlZ8V0yRSMk1!=JKWY9EM*o{%(=gQ0 z@#%=Q*Y`o!T!!aX;eYwY(U4PyOIR0BZ9EIW04Vx@=rZ1W;6L>XsgqyCn9YU7MHFJz z8_j8_UTE$c(B^jI)hV3QY;_|YZ*^Nc{`p2{46)=W+qMB`3#!d$!_m^$KfYE@pseFK z6ejWtNxw6pgq;Tq!*kfJOgN+k?NqzlFXTG*`TF<0SgCe@PFuV1*{c0W+DgjWfH`gV zD?oX0fYT9E~>G_1tbHJh(o_!Rfmo#9?SeZ&K==g$t&}E zV{%(^|M-mI$_X9sDR;A#J9E}A$Wnp(pHSDg1+Ucq zQ?xlJjnbELM--OR(IV@EnwpKCOnhx$8~_L03Dml|m7rdFp9&wSB%?+CSFz^pv2=Df zGh2Ei6RU#*S+D{Qwho1q(1Va;`Pd2o038Ek=zy*lDt!Oq36_6<^Bk^wy9test&f z250%7%@#)w%pE?@u}uiB%U>KCdi)Up{myh%|BRfw>By|ECHo|GFsLE3?<&;#>B97*H@S4>nXJJ9sK0R`qc|@ zH} z-2ojSJD1CYqSeSfql(l_BSKJmK&&!f#hNZgUJ$pe1b|cfnZ3ZEYZeg38rTN5re)u4 zq&*8~syC~+b_N(3I|q!6Jr$9W$^E=5Z&jKc$VfnD^N+6=uW@r8D%|IuQ!8C!{=b9- z;LfLqR2c{i5CUZsl474eT@eXdcl-u(ws`tHxuAZq9V=sStYhN07QYdUlA&nX1y=cT z{VulLWMG?Bw_CqX4E-!q++I4<5YV@YKcw7{;l$qPu~$@@*<)(F_>d}1v`D-6(yOy1 zkDqnC-KfJoItNY3lfg-Kmd-#Ryy}9tWNWYQ3gpH_$5BbMkNDS{Ry?@)H3?_dd0afz z$irgT3dn8zG=Q6R&tCtW^nbIBq}`FFi0Q(!-shaSyjU9yA5>V5e-Rj{*5XNb8=T32 zqQJT&d0sx@9|f(Sfbu83V~?&+Q)HwlxoYn7uaF{V=Shc^z2(nBu3gEr%9n$N7+ji& z{yHxPislO)Jy4GKy5g)=+tIw zFWCAK6i^=Zg>w~kRb%B`;rKKKfv^deg`;^F#jie?k?iD)B6&gL!Cd#p7H7{ls+;|6 zB|kB$Z!e+R_SfsT@k^(6dM{O?1&)L+r<|NLg({`~M^DtK*`~ z-nSJgX_am;0FjUmfdLc)38foEIu!<_8HTVx6cv;jRHPe*h5-zum2ME}md<(4fVwcc z``i7#`^SDj=6Rm;+;QD?oinfpgt_dh)j({ZC#7dwZftGYYZ?pOBWP6tj!a{= zVgl$>M~CMT>*fwM;#!XgAPf%Pd^mK>EyjTj6FKY8#757F{9m9BOn~|lqILRNt7Jy| zeBBL|56!4Rt2yUR^1AfuTxQYElB=jl==peQjCM4$0>3EC?B^^BKjT5^@C6V zbxD?Eo^H>)7I--RxjDny0SEM4!#{PvM<)vi_?&_@i`7K>))9=^{&#^aPer< zKY#?b1Zp`bq74^CX4~fLYA#$nRrPwyQZOuzv^a12s*CNHGqWwq${*m{FM@P;X1BF` zO**}t(}afvzLs&2!0C zTUEUrC*gp89ap|l5GZgnyWAuT56CflZRSyproRAapr`ceOc8PI@WipjxF4*HVYpqr z&wil%lx=aCopa!Z%4^a_nz`vU75oN`-TXO?@%5D+_R>u#{+%htY2p~(u}31ho`y9a7NBv zm&MM<<%-X&72Smh`9M*OkgFJ7 zYVSBYw>{onGbypH!pAF^#?+bD0PM|5QYL;o6sI5_2T+jd&J$J{Q&&HG7S$3F_eX-`#EQ0Z52QD0#7P^tExPFs=Yw8@CxI^cb6;?-XR*?$l) z-zf}jsYwt1e|f650T+H5V{=22lAf26^1I&q7T^w*w%91Ic(TP%9=% z>u$Dh`%#nEK_Y^KYcsol_Hv~D4UVCz&an?yL>2Qg;G_Z_jy zPTPqO*UvI3ClpG_Gv&f0nwtS<5->4)^>`e%8~Tm|f}OF0Mx&hq=&12C=A{P&&L zwuSsnG8qn%h?j4O`Oz|eJXAf;U5X6jONOL;tC}IX+40aguYogovG$Q96f%gXqqfD-klE1AW3$nnMcsNKn~eU(LF&PQUG)XrX0V@{B2edme8Z@` z!XelKP^^oN&(Id2Jpv4~d4xO4Wco*HAh!L&+^9iaa`NMK!zr_2+i+oK(Bl`cAHJ48 z`BCiQ(vdO#7ik;IWm%+l-%4N?Pr^^wpxGU0D*qk>IrUH)d>8T2@hO~^lXN7_A}bF@j-czOUv zLt_ao8cyrqfM;)&_IuBViDBqX#3w)?hS@)V^;;v&5ECePtKiXJ9yJBX2J%ly-LpDY z4Y)ne61S5bP&{HjDa|0M+03+6;H+wslsTQ&C6D4sEI9q!oqid}o*xR#!TL|)Fl!o4 zC5L@Vf&`J+irwcAiZIWVe<&_PcVR&O>c!?caBi1S97Wh?RgWB+Fjq=gz)|hO1$VcN z6?A55pOcXlVsc8gw4;dcNfMIof zhO-vxx)9A0p0>jBG&tW|Re+}(3nurhcdyX{(s8ctk(o?gz%F|5)af?k82^1p&}CAW zyO1CgTrox_p=J`72z-feLMxxVYzX~*gJ@)3Nnkd|#!^$mJ<7K{hPUDUJn^k%$jKs1 z5-=hQQ5>3#Jdia18^w8upLjDQ#ewTD4c0J(Oe!y~Rsxu$@{gp_WK!fsFjDqY2JTO5b^ zM%P2IZH&a@u9sjB+e-Aq+{YelE(AyJ#6WP*rj~CTc5YYr7-D+RW2xisw(PTGRj zKZ+g0k@GKp^ALLxFbl$O@^8HT`AJ*^eFrB6>R1DNFG8hRr0EFt6Ckc$Dfj|6`K#6$ zFkyUBf^SwA`vyD0*sFpaH#-A}Be};1*f1oo+IDLJuGg}FB@q)S3aGg*_KU&8R*0%Q zw1ebyI7e!Q$7DG!g^Rkr69!GRl-_hE4&mn2+4x?ouBi)m<9-XZQGO&P zek%X{;R)&bTyd@9X0GWz>#bQw=tf@l?Unj3Gel+u9~hKeymq7}mb zB6|g5S$zvB3GD;t4w>E)Q4VK1HFWD(Tj)VDx-Qj^-pAI#ULAl}_s4J2kEvF%yi$wr zEDQTQmmQvqt|e-r@EcR-tio5uI~qlHs(R_8EdCM8rkX8*4#Yd5O2Uan^@57|LgfH9 z#@Jc$k9C#Dti>mw%5uj94h(j;e>xDLQ)um0rm=la<#{|lU(5HhGtY-GOCB)8q;C&n ze$T$OPEuI)!U^?grxeEIaQRwT!2k{<$6E>U?_3VS+>U79J28dvy?R1(?b3}8C6tQd zf8%i2pz3%Mu#7w{gn^|_m7?f4K%yZb1S1QJS|&f<66bStJ(P_+p_0YAL*8Gy#q>u1 zx$TKS61M6lzpzkW^R*U5bOJIOj3=0!BsvD1eIYa5))z7>l6+yEXN9j0sB6pRI6QsL z-0aU8<$pBlS{WfEVp_7;Jf_$ynK#F#9)~==q3*@bN>Mo=MxE>a01CtXD@Q#eei%Yl z!+MC;1#B&P3%4Sam+_-ZUxw8@qv<{DP>AX(&1VlCgcF*tULLpWEgq&%R{1|6f5)F; z7Q{CZs51kDogPviwKpjblINfT32$=>XAVZn64Tx1C+4-3I&RF?KI;8rhze3IFe#3X z7yPZ%N=DrjsD>Xfv+kIvCLF1zXuet^LZM9vyTh5k+$9NGQv|{hfO2cWc0Xr{edCf@NNiKJOx6{C;P++?2Exhjqw)v7KgC22{o#z z{~kqPDTkSJfvZ%2BNdL;nI`M}+OA1}4OIltsZ={d&_Ve<%>EzJdjR$dnB1C;eu7=k zX6PGV2dro_>XN4Z-~)k#CS$YG>63~tO1>X0IDpw4X6^bTLd$UK&2AUuYPA_Io!s3T zwqNJiM!G+i5OaYAusKA^VJ|?7i~n2?cU37zGi%_-dLcPl{0$Yr=P0UC6sLg|QeZl! zTWKr+E0~|wyZWeuLaUH7Tn<}=SoZhZT8v|WrPeLHqDCzZ3#!@wt^TjT^7j zu@;F^BzhRKT-#R#1`UngI$+#w2u{A?b5jU9rhN|9P~+a|xpL8Lp_IUEC~Y=evpDC@ zGu0bd%m4M1zx$!?9tNcgkKD&@#p?%SxSij}GPd7f8naws^Q}=WI)rCJF_S`k0o&4* zAS*1$-dzkEgE6PA&{6bT;&!N0c}Z9e$^jmC$$f+S3l z(Mk*F0bf&Zff}YwjqLMKZJR0Qd1^B6kVOAC_y4=a@CSiBbY$)==TWRrIEuq6W`@3h zDqrtc^jY~lOqMGO!=u*j^iIR152R+=r7I&i?dL!LyD0QmD9)q>52PNF=K4wK`Y9;D zka`UcyLg0tkJbbhW-(!WIfL_60;2dxz8BV&L6XO4)Tqi+u%h9VX9lQ3{&q9Gl zk-wmRR#J2Q3kaq)Sk8oLw@t73TrXm99ZB`Q|4*l%{#^E6uLT`Az|>gou@T1Fe5VK| zk&Cqn=yf#bP{rr#t%_!ZPr;HUZ$@DeLMd@?Nkp(@}^vD~o;(8ce~UIWoJbWpa_b2R@-alSqM@!bs#;j3>c88K2L@MiO}hmB}EQ$CRk{o%{)_(Ge%pPn4W4|oUta@@jZ=HVadj*Q03NztK;yE(h&F)t;DG>1 zVduC=SrR?h$xTqTUnwpY_;^xF=)c13-yasDbqb7kFhYJUK=&wPDoXi0qIIT)0<#1C z)Lj$$%BJojts@%$`4`!J;~E^wHM@HI=Dp4L3+^9W<=3B3DPV*>cUnCj^wO6!1p`*74y*iCN$$x9*AB=3fm-mllHKuF zSUe?|Ts+O!*mndOC@jAcpIaO2f40@=UARhh4L(bl+cgb5mA5pF(72Db6Y~=0zG%owE}G4KA}*yDp~==|MH&pa7>hO3~znBUm$1hq6W3dYlmXDI{luy ze7fIh9sZ2aXiR~k>I(i@+ujG`rSvsT2K~C(HObf~>Ho7G?dZRt1U$7iQXDgF+N*QW zQW>hawl1)ZgZiOJd9lt;*pApD^eznrpd&AobY;V=E%KMMW zHD*~E7{KSoclp6f__fjjPgt}OTBCEV-YB;GwNwb6Zm*$EXA#ZN)|Yx#Q0Y{!8K&B- zXg*pI#KyCKW5xQxK)xxrFhkLO(ip(Q!{3k`et@29G@Kh7mQDqS;Prjzr7u#2(;{b> zgZKdnC%pK(HFjY97tb8Q>{O2GrFah-u6wnbuV{Q-8r|%p{{jBGTVvXx1xdw50`{$V zl`o2@;Lrm8<&8Dvsm}EeeboDwy6-0Y-(t_7V38QEq2LUL*t5@+{86vVx2?oizYpn| zd&;Bz40y;R@dTa7{HU>k6+w(k-tBbjBURYbt*uDv~ znd^O(49Bdr!PBkQuGV96uJo0e0;DEmzDUV{^_QGYAEzkQ-F3N!Z8ult03 zTqTN%$a8)a?Jz#;=@np6GNG1t#bH7D(_FyJNGTYqK7e3$9*m_sJo{p8u!I-AZ_~lQ zTtQpr^LGWOeCr=q5O=B&pgX$k!}Wh8lB#Qp6-vG6gd4Kz9#FJ+8j%9rYB3I zQuaq}K(N&@Zjs?M+U#U$6t2J!gEwT>Je&*^07C^7@X{|^UGR}^hxP&f zVc`P2T=;)|$Oz^kQKj5i4yMP(Pxq)cVJA-|9YL1$=GA{6ncapL^2GXKYjD31{wy?6 za60hd$SmyWUU>m_Mm+T@aAK&q`(o#2TUP67hpkc{bqQ{p1wDn6|BC_G>jMJ_?#IE~ zqZZ7HYPlU(TRDb5qgN7~3@SFry)!_?2ruM)jg>|2w;QaR{Cd&9eH%(Zd>C$y-M+>Z z_Nk}MVX0wqIIn!Ezrk*e@_(_j2o_*x3r>7b|2oBc$6C)kLye+m(7b>N@1&QYnV{CU zz6B0c+`r}K-`aHpriTy{I{oYIc7H&{tN!g(R#t;xq+qft^RO8)72k6Y4G6R z-h7XLXd8o=F zqJ4J*gZ>y0iWmHCu_vWqC;p44AX!JBe!V^T{!!tGRCj6X_qN%s*C0{0Da+nHF$wEt z|Ky+;yZXBTC4TJA=3wkIIG?wmMf|$?t-keMA8l|HV!yuCz5nnozaH-x0$$3=*Y?z} zf7$(k_f(V5y2jds%vQ>SX-|2N-nBuWYoKrDD6i$JvscRhD6+q9YWx^}Sn%$T{3#lg3XVm9q`&TZoYio}-|J`%=M=_1LO?)oq{TFNF!uZf% zW5c(bGq!z}XU<&;$tgpxy3TI&J-eA{Yg_x_yVo|VWnp&GwQEW_>dfEA+FZ#8` z`j&cLQNqUfOoCBqSM<2sdh=&HYlG?{+Iuq*9Gdj6w6E> zgmpP&5$}m9f!)YGBZZ>4twyv@TbIxEH{F+pC?E$8;{GrHW9`Dh6*|AM*(8B|IXh2g zc0~4L5AT~uBz30?a@j7wY}AOkbNMqr_DBEqgA+mRL7zNy?(-GwTd;HSyP#EU#q%gW zA(O5x1uG$^v%_@^q{1QW9#1T3{}(A@gs;Jl>OHJ+`<3M>>^odL7U6X}wq9mIyXECl z>N1I;W1g_P&op75hmNr;Na1@CJMV3+M3%YSbZ<^CKTAbK> z6@Jq%mb(Ap*Vf|@i2PC%x9)wc4?%=*+uCfu^|5qzeZMZ$6&6oL$}^3e{%VtR#)KMM z2>;$dGr_kt(u<6K(8a#wou=_^boBF=Vn@e^`n|^$Q{&=!zSzCFh5fmI?Fy>ki}8fi z+t*&@Vc$YsomEQshT5Y(wa+5oy4_~!XmmD~M~72B+{U)1f3HH;rw0y_#uX$!#1^9` zUYq7~+trvzTRW(5HetPimx$xc1NLrd`arCY{`+5BxiLzMk<<;rx(1?y_hGruTyde< ztk)tjy0x_%S(~0y6!<|k}p=GYhuMDA%K9Q$!~c+?^1OmbADD6IluP8peP zeRhxSj|aWa7Dqbq(SSPHhq%L+`>+_LNPIq!rVhkfmt1Pv%+{ zQvV-H%K%DqyO)TKu8vGEMDdsx)mNa;Kv8 zeb0$*IV=VLhhJ|KQ8a~y1>#`~@|~9PjsC_nQi9ATz7pLo+FCh`my5 z{r@s^RYiayEnhmnX=5V+ryu0@RHzbqVw>GI$vJXNa`L(jgQxwt3+nk1Y?=S-SA&5q z!}J1>JNJGqV0UGZC_K$@YP)ZJky3tn)dIPTWIE^>n)666A(H>usjbxzSt8^QUjL>C z5PTl?`lRr1jEdw~>$D}=SmsWL8(2V>NXFKDiMTV5e(QjGU^ZFQj@n^EN z=MvvZympF=_|Lb$4Wf7Gp}};{XJAlT;=*3lt~03iVxr~B+Uq6kzf;N@*DK5ve$ov8?#h3< zvOy&8Uf_rbL(yuNQd;d5>`(7?Er>p@{+KT~UY_KF>VPkUKGRB9u;8dgw}NBL@_5@V z)B0wJETRo>(P^fV(cHp9^jy#S`g+tsGTtUx6LKOaOKa;cN4+!Wu}p0DS6IzqiY8TY zkLBM2?g`wt%!MDX9}7DE`MG{@hs&qDwvMjHHfI<9$uD8|50By71uzsi`WfGW5lcCm zYJDtq8LC_BL_W5QX>*-CdS5k*<)F($h%C-J`sJ1QO}2g_-a1(mQX&UcM>z4VrjGh{ zXVc@o6$@_JjDIo<*bO4b3+WLrZLy68cKX;QrAJ-ws$3O{T6+_s9hf+xna4%Gi2Xxc zrNb5>Ki4ET}sh-sA$h-irRyJ*C!`ipISyOm1Fn)%q*+u~H%WuK13 znCDz|vM|#6`uc6{=Cri5ZJS_tE%<_qgin7;%3uW`1W>dKHr_hE9|_(W8c)H{IqwUT zswG-l+q*+{(x120$j5=$nDN(z6wrfsbZ2;Z(`D{SMJsPK-#cIVJUpC-HYSwrX=vd? zRsY0TJ8)nn4x#NC1V6#nc6(?>0Y5>2$TtS{aKHVs`hnN_AST|eeK8`2ZF7W#Clq3G zI}efLkDPbNMo-b`D)ujr2|uL%ht(Z{#mAp?f)OXFTTA)NHrtoQBrEU2Fl#C#fXMGLuH!CG4kTwEPMKp)C!B)7VIkc!$G1{wBD`L-F29 zc3yoxS=3E03xlG(;7pOfPeU|LX9BDz(sX1a=Jl*7Z4;j?FJ7=jneyM>a8MoorQQrQ9+R ztdPh`)fmnIi2C3NLvh@uh(94>2d4grykUA0TXe}P#<#p{PA&Hy84q-oUb#Bi<>vB_ z3E$U~nc3N2gLpV^veD)ayfpydSwCT2Vl1Y+duR3&2*e4}wJQb&(Za&QU@JCnE?c{{ z30blVwn6OxH7h4DH&wV5_Oh(ijq4{VC2lu9vW2>FWnb**XtR>1F*x>5Z2?%W_ZM5rS?S81Nd(03MGKN;?>!qf?B(zLk3yeDbK{eK(ugjq8u0;u_T zc-97qcpYU;h+n#x;_)St{mN%LE};U%hl!mM7s?h~WXWC(lD^D{%gUPfk1H$letlsq z`}ohZ0D5!&l-sfTfiQi3?oHDP>;>QF3VnGF6t%s2bxPD;dS1o6S;)BP3;nzd`^_a; z2O@gl;iE_0-@d)6Z)nhEf1EiyY}Opc+!|*Ty%qWL2GmVS9yDFDK-eQo(hz zaLQx~5*G-i)C|NPZVt8+Kg^jNID5w@)a~ zJ5XGDzfNG<#1DJX$Mmk$DYPLPip4EI4wqZe|60V3r^5;kCoXK&)z!JPR<*RKUyfZ& zjbuJ{&tHbpIxT^(h?Rh*E0m|Mg2xFuIWa-hi?{US6%Zfr7MagiT(6kJqbWkTy;MFG zhAb)3A3Dm&{1b3gbq@xdvuyH6NqZWM!$_nvGGQA}n)(MFoYw(5;EZMJ!fr^QsBuSP z*PhigdEO+}aWUmtQ>hP#!nCXX&~>kQFv0e z&roa)c0rMaoZA?>rB39@km^Yez=}OAWuY^o)$S1iKQqmEa=oRHjNrdP+(y z-Nb+#W6KL8II#~R%=@y+afTf$xSQp>9l~uat76nZVnkSGsHgWJ>uAtlEt$;6D08@s zV1AN~LXpUuNl0N}-GRGx?z+limT%8w{1%&ybAW5xYKHt&@eX`q{&zRox1G(!xv?Hu zL^(75cKBRW;D~0ocV}%~NeCt7KAS^4#|0HvTNN#3HNU8+mST|B7t_zAF*8ZsCN59u zx)5X=FKI}i)lqNdy=hG**fH5k%M;(el(AVm{+ktBTToM;U-5fKM%O5sgpZeAY|U(a zLia6nO}B#V#e#rQ%3px?%MiZupju&fVtqoGf9U0>7Vz=jGIyKa`wV|9ogMceJ?leT z$ff+pAND6a0fb|heFX&tMMOkK2n4UHs6>ujtKrDZ&Amx~^xpXj$+V1&etr}i?HEFN zm4}CC`xyPwJB1&K#x=^OjYsd_zhBBcPJ^T%F}<|o3ykkanosQ!P7V7&`f)p`1rfSM z__ggIDUqXNl|pUaLmMSMsbjx~b2Cg=-CN0;mX!A=sH5|Z4)>1o<{RD@f$?r)jZ9Rjm&mQ*K!WqXQ>WXR? zACVe3Le(QL7VmR2SSrqhr4;ZEaw4;);LxY5hYJ{PLc?q$UXgt#vUikE=O>_<8F(Jl zNdVn3>|}X}kD~MO_V3@n=X{vqDtp03!h2V?LT;bA0vaXFVrJ`PaMAX+N@jgWI76{x zP~9!$a95z*m0z*tCnm6FW`SVMu#ri*-@p#Ql8?~(47eyZDxc3U?F(P+=JR^dDlBp# zKR9=P2%W=qZvOV}-8*;As-7N3UP4=4h-m8ses`vdx;n=i=t4AW!-?-W%973G>AlU8 z_`D0%$WsUkJkl3zL^B_f>egOlzz>pCjAtH{(UT- zZ=x;I4smGMqNiy0y?XUYL?nO0+qZ3p=-wtIY?0L$P6)Dq*jA8`6x11xLw_4j40kl; zbqTSLDuIVYUC_0+yf}pCFGECG3n~2T5V$K{JbccnOPu@BP#;gkN$GU+mG+lC(BwLs z>oa-jDptDibd_;ks`ey-lWy4Mp$2GLy>d6Vq`@{WJfc+Ix3-IYk@X&_dN7-(<)GMc zne^Bm9_~Nuu|F%hO;}f7-?@vyAeQ&{ym);&=SU*`!CueQgcE^o*I!B0rO12o=dyLk z_Ca5|nnKfEL7rYJV;~F>0tRuK9l?46kBf5^CG}aOJfmm8kMee~D3N9p65EbGA8oP_ z_WIBqdg%m_eH5{aW5uf(dJV^^x4n6%Y33jYtSai%_pgnD6VTO2FF6c-?ol>qSWEo4<%JX4rNcKHWXXIf99pTm#ANXh^BJitq2f!(>#7fIADvNg6kkO z!bo3#F(@FQ-oVIFmef9qZeU=fIO}<_m1u(qU%{CI{bt}UoWUps6GC1{T&P4c1Bof8 zl1=C7{ep(@9L9w+RWgQG(t!>S4{a9$qzxmX;%V;b_7PjEH2Z7@Kmx!5c$o2TeG@98 zI_bhjYBCw-@#o|Qck+ax%L>>nG;0-OE2~fBH)&Z|R^;hKJcit+KRKQ!q%?wvn%Hn! z+yaiI4QJ3tz(3ea&`zn2mDEj-=Pf6Irqg*@Ac2CpL%{})a%H#JDu}L$Nq7B3p`UVv z&>r+sZd)=YHMx>*OhD5Y%F|I1Ano5tz6&aU`H8g(NLjih6Bv(RiQ+2mb82(jO&I#Y z;%ApA=OSpVyE1mQ13K2u@QId|r-hKf7cc14KI(%&(()E%9-CO8K`Iq|R&bF`Z%#f_ z*|8|Jh}W~SwbwdQr~Ed~dUx(MUpY3|;fkh!0pw{{^(pL;3apEw!#WdAY~u(cv!5C% z_6@>-ittIEguU>M3A%t%K$>@pS)2$96ABLB5v2?6aSBW04N^q&aj2Qv1lbjT>$*Mj z#A|QFggnG;adWY^Zy>*^%31a9o&UIk7A733UOCu%CL>P&0%%NGJDQN%Gm>~UInU*R z^XS%|7rR$vEi)uM;k(2}`-Fl-gHX9RHhAEi-5;75c_%4ITrQnB8b_wgM#`I70dnA5 z{2j6jeo*;o|C*or`T@-+X~59t+q6Kr;O+XkF>M0M8exF_o}eRPps@X4<0;tYm!qz26BhD ztU<;R@{U~rQU$lplSP{ESB)?xQr1UbCnMbNHlR;QS;xOLCiPglE=G_yJA|q60d{$R z9=O4Am8(}f0FKG{Pv_Ea9e)!5WCanzqtqU#q^N0?!xJjtC!|>&z&Wjd7e|(8Sb|}S zVE==F5MQ0hd}bVEdyuTct-=aVQb7&-ZzV0| zI|S@66jSxUSz21!mbFTalpt8-+~C^X*3dk@m=maedbk|j;&JUq zVwT4_;KxKwO)bY1Lu?0H7?EvaV$;v93>6h0u#_Z~7w=03Agp8{|9v-j#_8d{w*}Jz7f&U!U1P3Bch^&0)$le z{BAi8d?qJ3?77^zV$QL&ZetzMf<^DrY) zOR$Q;FC$OigbdU%*Q7|mcOhZ$267E=QB*}f!kA#I)WOzvv5HIIhw$rAAI=<8-pK0VS@btvIWC8CkEe zw?+V{_2ko=;Nal2Ac3({1V2Rlm#Ab9(ohcg9T0F>c3tSzo-C5EpL%XJg`Z!CX}Om* zXs9eWO$&C5sB4L`;J4pe+I+F8cJ^R&ZCjhBPjx$CfcQ;(QCuVLcd{AKG&nde{pFdR z8YfZsAf7<6aS;Ed5pY&-^;1D*LY#cG)+o}j~zQU8Ao#O{Huva_YVC^VRuw% zeE}kxP)vaX48Ke2eTP!9#7v(3D<^1gc3pcw3uxooGq|U{YNy0~#fgZmM4r-an$fTcSbgi8woC`;YsRI+5W^Vj8-OSRyK8O;yt^`-rrY0Q3sTUe{N~q8qcz2@%lpdeYe$=! zPjGN>v>&1~H#dLPa<1zyAH#%0b$wRaO9OtS-vihSpnj(L_9G>>2Z@r0mXGK+2C%C$ z2H>-*n&PbcP@k%k9V9I}t1$$e?$MHjSelu?cuNO4QP9qiKGO;&2WO(}LLl&IdMKjo zZNEKFR*F5KxhJy$ToTWhch|@d1Yz|uDZF6gA6Im5ERJ6ibsl@wpZNiqj$N@q#&Ibt zG1YRA0B4je8!476U%}zcMFqoQc=i&4W2|6OL{LTQx8Tb|yhfJdV4)0*x;kt%~uAxUVGvrlORmjXtW6;%SnS5}=!0}5!LQD*^ zY3&YrvAGVQ4tjjO$1ydY5Q|(}b3>O*Fmhke{FEtCPVX|) zV`UL_E6^tdI{)~m(w-gDj*85^=jE!Neh_b}aN}uj8}z#lUdx+({@HThH=W^8aPV3j z2{3N&1hlTWNXVhRxPPBxK#sUaj8=Q#t+0zcat?00)KfCx(ktRutIz3&RK(Pl*0QWu zBdWfC&-STT*!tjXYHf~y%Q5zxt7NnuOn{s2cnTr+z&4q(l2UYLG7f!9eixporLMf5 zUSu8;8KW9Y_ZM6cvQmJrfusKlEfd$py>Sx3&=B_Njn9x<96=wbjf!&>p|7^y^Ld-( z_qs&(-ulS&Ry8p5f<29qXO@B2QtP(kL{dUvFYb~eD}t|nd8T(Vw!7P*yqDQyDoYj3 z(sBZ-E4EN4*xoq3HX5r!d+~4sRphSev4*3%ChiCKc!gOpwti{pGlSD?x?`7{h)XyV znKIJSWzu6^0{g1jWG%?n!Iu6isk54*EO>{=^s8l&ZvO1*vu+8)JFgVbV%ZcNzjnWp zk@71AiJhZp8vf42L0akg4)C`4p}u^1qNJj-AwM$D$^QvYWNbDSUy4;_fzYA4<*V?X zd@_#VN@ZrP2r%MmSKt6vTjEvayKcSq*hY5piSVVgL|HoVQp zUu11kacjPAKpMG3w~FSer{e7|53d|Yge(`8jmgo0*{VDN>iJtUTdKV__x&)Zt*j`X zmFfX_Bw2{Cku32KFFpYZh+b{oOV=Xca$qb%LE_MqyMDB2?WHDK@Mma0g_u=cEWH<4 z_i8Q>i9{|P0Q0bd0|Z`VYJ|-DHD&}-^$D3EK-SNq6muR6WqCI@04HBJ4G_3lj5?wi zb&h~1Ma64E&86MIbvUVT?LE27W~SG-<1AS!KI_fP>8_=4?h%Q|zoz0t>nYli7-)^V7#R`U(-&WZoy*IZn zNiIsE1#Fn^{9X_^9+WyGc@;PO2kcFsHo z0EQKbL*&$iU{GG53J@w72(04|8nCHk{C;_N`is!TrR>8rfXH9iX^P47m&nHU>-)mr z9(Jgv9NKGSpTRtdt!OmxIh!x)EX*Rt?E|o~QF0=hCLt4&L7#IsUAC6myG6_9gR`ZE zuQIvG%->V#2o~+L^qHseF`+TMW3n2UqhNT@pn7Ayz1$wXsDi#pOib)HN%Pw8dPDhg zUPdRm_uQe4A(?Gck9r$JwTJcDq(72Cu~V5vxt7OQdTjd`@~dCwF5Bn8din0!ZtUkt zexqqxI&biiiGd;K-o3+my1F&xM}_xhR){eiB121idl8y!#H|rT@oW%>wq|buKCHE{7~r0@QwGrdRJ>8g*IHr%#tRsxM045bbpi+v@G#iiSd= zRAmCfKc2~&fa=)F@49`Pcl7%ezC^%)u>%YkO)aDGx0ybBGiX9K1lbgCsO->90lFJ@ z$-5@ETh*e>arNiq%m?K7AI8PUn+ZmmGwoh!t$;{RZy>+j)L$>Rj^HY(2oN4Kk++x7 zOO&r?y~Vl%(ZYO)Sv#RI$tdH`{g=J$onfTBB^AMk9SE(@?&-dOJ|HLn9tnEL9)O+0 ziQQgInEt@vkUKs;eok12QFB1AfBm`F<`7H%@bGYE3U%o=P1zh?ce#&@=y#gS$S)NP z6;%b($nGg62lp@opRFaA4|Eo|G{2s}hG!n@-7!KYMSnZ(yC#bSx;?EhC8I>r%wb;` z(KR+Rdw=TGsm&12i8@hHQHyg1{6fdM_mowk8i=f{&x_7#y(fk$X?mO;%k1C8{rEfN z7RaTw~wu7d8^+NGnC2_Cqhac}u zA!jUp)?&!RfjCQHEd}Y|69bKPFX?wwzkU1G777)fbywe; z%EE?l+`lIh>sAB4a0V4h)yT-l^W@tfPR05JXXf6}dUs65m_!$dRz3?Uehk@ol4BpV zd72O909FJ?%?>L9cKdJvip`7fsSafmq6uG=vszZ(!XiN!C_!^{FUk;7V#csARdr0Z zovbv_zdha0PSY?z!s4@e%VSise>_NNadEMr^C2;1!BB|g6ghg1{5Vy^z{@g_InBB? zdQ2%Atv`wOm?^XuG5z5IoR=`fpsmMgynNK^#Ydmf>vq|0#PcP+OYh{^as7ih6NHJ4 zW(x}o-U+hM6D`3w?k`{4pHbyFuVfR$AY`=Ala1pdPqm}wyNAbI(U|^UH6r0u(lPOU zF+`cNX^DcS1d%02?JRho*uc>=hS&WSlhdxe?!tXNGE^@`z{|pJiB^r!7yA+fh*P|x z4~k_CIRXOS-M7AFqSp)ZL9E)wA+lCAmgh&wHm`dmdgJa(TdR42j9h3&FkY;|<5)#1 z+EKn)TYi3>mf36Znn!zapBZ||2t91nat|D$!IZ75Ff{YEcWW@NKw)8W`JF=eTd?*45j_ARy85R~6BXYAQwGGbsqX0zG z(|H+aY3C$Yz|7#C|x$$oS3}wGX?^8V0%$FwtUSqn(Kqj590tnSO6GW6#0S;^X$Hmdg30p(dgwQ z6)$VWkDa}}c6{FR52iO48uLeG&}(h&?W3;CEf>(8ojQ`9tC`c?`HeG$qs%@XQw_}S zV{99><(rBd-#BCnJC)v9OF@gafvZk&I5;e$TDgXkQ_`~^@RfC7k}QxnEi|U_J^?(U zHKt;yAxKSa^839v-mb*QhJio`Uk-NgtWweJwe`>;-${mG1%z)BF52Bj8$6conQ3mw z4`E8U@T2bu+6B_(!66}C)zx>El$EKMGFxSvpd@D|0vBwr#wx-OlG}F$JK;&%Ld%dl z^oLixh=yCc_3OGMIaPfAtCnR1RnlMqo*G8+t;A#a z+cI0tGQG|OH8~9uwch9zpMG)+K)tJ(xb@{S$66d|yS`I!`DXRw|QBHdu?ov%FOn!hC$;=&83%G)RsR#@@|n{c+qI9`ryJ3u+1zgxmo3k zZnCu#&Ze!8_7b_%r}5a1g%pEg)&`K+!&L7Okifw~6U9?u!miatbm~m!gr4Rk%D<6g zM$#{a+HD1o+-klg-YBpkhgb)trjZKwm!-a}th0dU(6uPsKOyO^JB3S$;^*fdAP^uS zC0%1;?9G<@knZ$GLXKK@aYdVHMYx~|UukkY#GbIs1zNkcQrt8Y_jAa8UJnu*xfFA8 zR?F`oiM{Ru6$;`07p4G^pXg3vtAoZ4*|5ZZ$z!5v3l-K`TD~J8q1SVv zet9Xwrx(3OnB%ZJKW3%ifXx%w=f|&&S2N#^4!=`|*>K}!x_ls`S|n{z(g>;Yk2B^j(VwO@LUUskeEA{K&c1 zVT%$~gNa>(SM|biR~d{UOY;pF7^tKXQkfOsGwynJ%u$wH&kmMOT9}D1>e63&v#f2? zc0tIfdpA8%FZV5jtDHExjgTg7_tMBQjN@+qC}%Hv)vs-QwT z^xLC18_~8#>tDjB1Y_5(I$rCuGSEk_ew48{TC35zN@K{`NG%4iktK9)s&LJS>(0=z z*j4}1ZzuUa8M(pfizt?1E6gGC&8ZHZ|M5f&DfcUznBBK1M&m1|=P zg>X^l-uHOIxK&Jk&ANv7+jVFo0wAe)`V^0d%`U}X&sx4aS+TOXmuiZHpent@1 zWSkzVw5{<1I=WG1V`=VGR%fqg0Ke%TwhzI1{R3Vq#-P zVOp&6J+btqFG4of%b)VqvC*y$NK8*Uu>Q=lZWDu+@|K;8EOCVu(1f(nu*l8ByT(HJ zPS5zg$0d!^&obYufBDiUHXTgU%%x{waMmE)(#kG>IYfDKf+-WZtc;VEy;(5!a@#ze z#;o%x3*m$ugOE%6U6Gfg6JRhN*?_d$jc zXmr|I4Bm~NG(x*azIc(<=s6;2uPHm^v-!~{*CwO1tz7kb6Vcg3XV7HmtQYNPoVc`f z;k|{-M(3+Q!2J}qzVtG3Ogyk zP_$le@3<++Ti#F-!*pnp(Nrur9!flz?s^KYB8@WfLAR;?$3sskc zUP#qUxpWj>eri%u(v+QP&`&3TwBTtzFSQ{wtd=|NCgjK#z5Kym_aI3hLKQ#YY@&T! zd{$DY`#SzsTsN_8le2|NhAY#{%t1NQh1TYc?i(c^p(dn7hLj|()lq$xh0l*Lznp!T zg(16F^9`g=PO{OyxKO@ea0kxd>g*hWZ*c5qjfY7xRfzybUWuy_IRY_O#PL7tKcuIv zotfdiloF?To#P=U4&{d_OK`Qgo188mVw%m|m?>`bUT==2E_oTl2oi>k@?~UxY1#nP zy7Vh1XKV^uopCMiPA{5BZknVjsyrF4e}e_&h0|fNn>XW9R+q}=0{A+X+KpJOnNIJP ziK;0$f-0L|j#jBCtj{40oP&jtu0MB)BvK#ra?#3sB}bPnH6EuM0(W6oO~aX3rJdSL z3<+!1c2?pOyGiV*8X?c$#J1X1-(M%@#FSTM*UdxRK#WwYHPGwbv|i+UQ}5*D^wuVd z=w?Jj1i$?Z@A)+3#F&M_U^N^L-$u+zE;^|srTR9&Dg`Q~Wfjpu28r;=)g-bdKok|7 zp0J7@=#Q#l7Wdd4zL*`{@@lRpAktQKyvFZap=47wG3Wi}xzABCkslyQ$eo$oxbe}C ziuzFi_t?^BlfkiUQ#KM4Ihx8`Q#Y&6rxeIH;CdNlWfesm_;q+9jHGsBISR8CL{DoD zkGaR(rwghP==Z$bfJTP^isB z(!X^fLPJDj#R0wSF#RmUGu})wxh}7Q!M>mZldgCeotfj9hznxQE}kjkrqO6y8;y32 z*{WdKlx;J6AGNleU*2n9JdISHE?#QWn?}J7xpY}2P~~v_*i`{bKBoOL776&yXFHgnAu8B`MM&IOvv5)&C|FUr#%?Xy^Zf9XkDdV0s=yF?jA2V>B( zT5+!+g?rxtOJr_)J7f(@5@{;qtbWN60FUd#J*5S~QKIs;52TMy! zsi(4{D%U9-aVAoeLY7S=yNeqZiENrSYHUrwOg;JIhEhTUhDw$A(6^5~`B*tK_-4np zjYC^XjKp*a-q)Yd={@<@D|18;nFg;OG&f5sj}_y z0zq=mlS0x}Zbg^4`1FYh;C^LA^qab?nj?eECRWnq1SKUUxA;dxLP9Kpf9_bo;3$Oy zW@_WLE$$AMe;cOfP})jqN%6J>y*0bSN9nI)!3~8TLbsPK3vaY$cx%j=tINzBBz2$Y zQxfe}&wO#Z>?>79CNXaTYm0&MmZ5bUM~ zFfpR5=N5?-RURpYei2OdkYYG9g+XGl}r=cj~VV~{?niFeteM>U?rO=2h^zJz7rL~>4P zOztI2hvDl9M8kJp&Wd2F&;hxlehbcFVS3d1>2|nAHcWVXNBWhA#{|c3tZP^M$1VbG5{rEQe`H++RFvJ;7Ni@bLk18;q(xG2 z=ukRDy1P3R7#cyOltxOrB&AaU0U5eO0qO42{|xB&-FyGFX0cFU=6%mOd+%rO{XF~a zja`?X86MsU;dMb5qY|w1^4L4BBe<1_e0Gs#SSZQI2Z}~y8|mvRTV5kl#w8W@>hBMM zt;8XF&Be&vxuBc!aS_%BY|R7Rm=c;*%9wi6rINd~*794fWsxNus}KJIDd0{7L329q z+rCsGq9CY0Uq5$g#~jw$DtcZ#cUG*lZc|mxPT6p|XY6BmB#M*+;5*1g_!LZ%R)Wh(w)!y?0qWciA{8Ep6zr{&F%!3*Sw{i z@f2|*HbV`$+hmYuB_l%n9(%Uv*hd|Y0H4x2YtyY`o1Lm;Al5sxYx>fW%%aj)Ft{97r=qd{_gvA(*x z3wYaK;bUW+L$9os51j5iN0}ZXoSK@dVC@rmqKGwgZsh7Wc5c`RXf!l#devuk-V@rb zIshK~L(M{Vdv652C>_Ck^o+(f`QN=EAb~y9ewxd=b;W} zs*y=^mLe=Hu!i4xtZ$w=(L>e_RdPdNn%qKH%byXwHj9rPR~+4`x`Yo2{uFxLMEb_$@h`DU_7 z7mlM}Es`EA*}iFF8za8v$49KQvh%6t%c&p@4y#6>0QMd!)HCIqb`Wo!QiqD_+@wtN zTDvz@W3S(;QE&n}Tq0_hMjAew*7{T|>4yDj!fq!!hTh+t(^PxS%Gj_TBYfkC5eR~%0X$bW+G6A5GYbfe6cisp6DaLx2RC{}U_!X7$1sEmED^Dc=T&%@~wMkk>9! z?&Gxfab!oXtsVOz>+vwjWEA+aT0FXbcZ?2ADBo{DJ{!A9I=CA6LACQH+2FlxS3%40 zq-ER!#e7NF!{qm=dm-j&UN)CErUdJX>TBk(?Z^d5XW{lq(xQ-8$Y&`9bT-Om0b(*F zlR!xa#J>86gR7Nu(%So&ZW#CFUxJ8$hUDI;)4cpu-NlxRd^}2E^W7gpDIbS(@{%C$ z(ccjcyTlm3yLr+Ss1a=f0s$mcVD|u>1>xf01U~P?<6a@Ml_$-H*5dLX58m=Ur|mL zI*~D%$_>U%bAMaq@@%WoDBIBjNaH%hps6^BA|4tpXj*>cx5Fd)Ta;bNaU%PY?x?M; zt%H}kAd$|3Iy|5fV28%>3^SM?NXr9;O4GsQWa)7HVLl$+mst_@)OZ!s&og^mPPI9)23>S`~T!%%Q>M|Ie$!) zEYh~vmSRcn`7{5}mWTJD_O>6k4f#$0)ufR3ML*~I+XQI(E0hBPE%EX7_Bzk!W6q#6 z^T{t{etd*+CFhk7zXc0$my#{I3>@anfhEmr?#(5QX2Ez+33f2&9pa-VDsK*ydv z==V9Q&_v_800mTzaT$`*#v?7D|HP|O;JRNJu=qr8kEnk43l;Y4295i)C{(;v>zdD; zX9inZYQJ2zb#tVQa0V}SsEPSP3!O#o%N_B07RQM>jV>pAF?@?)&H7x>h?t6iB)~iN9oaYS5pDy+;8%m5znF)%@G%iI;u}Fcm#d z(}Xp~eD4wUXA@)1zYhItiv5D!8y09#$4Y}<)pdEzy*v&QjMG1_(#KYBCVuN`*A6D! zd2cuV`W)%x?!x-{V}<P8pU`c^3isI&8&uJQ`{$_6KJxVubY*=(x7uj0Kk>ChlMEJvS>*M8KZi-`^81Ox zT2W!{m>2P+18almkbECoXCY@0v=_zYrP2LXJgOjpPX_3ykC|_@1qsFNpFQbSxEq3K zQUwyhw~a4-MwPz(D0yA~5!(TyY4j1_%9%&CX)6Td+1Tp`@j#5YY4L|w0;({euN42F z&k^*Mn(sG^_1lPv61zT?zc zQ06p%vH*^1;~iK19e=VDS~zxNOW}UOe&Jsk#Bf2&u(3C*fDiLvNX_LB>*9}941eYj zwP>KYFbo_VRN~^}pNrE+kAMBC`Ir7kf9E=UkW*7v!eB_h(WWpSzR5uZmS|#!)H@@h zI^fAu*@|twB0xF~ADyjjN&(zAer4#Golcp! zxA%D%iBqrgoUX2-G7z@d0OSTo?;DeEXP?i2`!ox<_1Pd!AS@K)lL5v<>E`|W&!^o9 zTR)b})sM07w7z!j^UX3X(Q_zrEpNoLlXm@cI^tA7BSK}Z+!kRI63FgzFWvLlq?edZ zdN`V=e-mUYXa*6#CN!4QN5h*A6?-q5yQj#&Wq4unbyF-tf>q3^k+|CKxd z&MnDy&WM^^1{S8a3&`xW;FV<6QG&e1ruXkJy=1Zb7#Y0@QNn{Qwl!FiiySPTZ6zgZ z7uVa*YdW<1@d;a`>Nftu^+W`N8!$L>9fdkylNGZmp#FQp-FHxg0!8GDz}91QNI~Qb z3D11QeD6MV6D3H-4DZ4TbeQx0v}xu|gA)#SYP>ok7{l)ndH`1u0ZM@8V16P+8*|N% zhokj8z6WKj#TPg|dlsMSbGCW}Qt^U$-A5<$0Uztaet!?4WgnL!$#SyO)ow%K*_f)~ z82+eoElPk{5h9dbh_P#w(p5aJ2jlan&A0zBz#)}TAo~ShFG%n2MTiEJaQwGe71TKOp^EN$hjv!_+V?k*I7WOss72LKh#Np}`LRJOww6pi z9Myhy0D{Kxq7~az2{8&FPRhWM%XERE|0G~aTwFZM_3-FC16NqjK-_)X&-L)&xwvs` zVH?QCwSz=#sR6C{@EzO0$)9h>xVNF2SETo6lx!}^2296>Tjw?S5Xd|A2rC6;q3 z#rYeiYGbzR$U9CXT*I5#a+4?AHjg%TrBW-fPuAYl(#w@z|lB?VEyH z8LFq-rmoG5&xEUnqIvKmC03~$FlOwPo{IeZdtfzzmj=!{b6V#gF)b=ao~n$Z;u~Dh zT!i6((E^Vovv2SfAUwnMxkY@ZOd`WbX5-^F`O}Qa*5?aVzk+9Jt_@e}E2~(`t4IVz zMbT)0r>%x5`#RK*$(zvVHjWB$E~4`?e-fp`>+35n!2-05ymY@`Z+L+!Up&F=)7^r4 z(A2^U7C_0JaeDnn2BlUHtqPG`LBa+N@=<_y8yg!(XJ_>`a|4eMHBxO-z@Y63v_Sw7 z=2GZ*^5o%9_vLS?OSX$>-m2*>HO-fsxK@w62gCsna)aXGg_V&}+m|n2#ApoTkSRd} zo~B?^a29a#Kp$Q^@9@twG-wgPSv@*7gty5$MetJSxtr>%Uw4pWwL0Z!<=emhVfD1DUlw8rPS_b_zx3BkdH31iy2QNYc zv2~_k$ufH9HxQ$S#tWe1e!&m=A3ab}q`1l#2_Ib^4DkXUU~W;6)<>-SA;L9vO10Kw zC0*336y_=4-P84+Kfm`$9%~-Fivc^!Ra}?QF>vKtNwR$UcNTyt!||-mPgmklD`igc zx##hcRi2fIF*5w3P#WgokdRAgFi2*c_3=`bqW^Myl}M1m7!@B#`}}SdA zB}_R99~iln?^Ch<+7uZHg_jLJJZwU_CtR$J?}eCBF}&P@%Fo;&x^4Yecvt3%G_!n& zpvM}&5jN}hp51?XT(W9^RWb<$4>G`Y6r7^I4>VDMEwPFs6l?r|XiZVzlYjrc*IIst zdxo*dcEi3{=`-8=fxVBq$RBj@+RV+RJG1f6f~T{9!u`20K&=E-5Kl z6DI$k*?JvN16$h>qJ3w*8|~SBtKCZvhJGEirI2+H{D9GLrT-wfqJPoTmsKWIfBY`~ zYd&ds{_xGp)@DswQ|sY;@K%~np}mEJIynO<5@4-(hXD$@Z`UJ<#`mD9!rs!_2o(H@ zBmZbCf!AoByQTQZFa)2rI-I?(Ynw``#YzovwN_%lr6uvdrbYqrMRq>XJPp(J6R1hZ z<(+*fX|SE*9a0@s$yaNw7j#)sVg)njE~nQ5S^OBDLIb|B{i*6{5hQr-i6%e3@W{qD z-SICh&d<7g4RQz+k%U`~TwI0`0d{wAP~{OFztuHRwSppui(o_((3^UBdl#ogeWK*A zpho`BGc}y#XQ%L_w~rdvP>GzZAxPF%c8=G}gU#bX$2K!F^DD|Tuda4D=;0kAOy5b+;qR}1_ctOzYW#lb%>qu5 z+c$w_MD6TdJ^d2|nxP~DmK3bO6atR%E48ddE9%*4Ueklot;<4z7;AToW*zq7_0k`1UaK7y__O zfV3$4fw&0gHJ=LLGKY28ASYUxv-W$KiYh7X**qIO?C$XnEJ5c;srky zxzGW?s=5QF0+>^_#Q}mM|0w`e-bt3llKtk<+^S=57)K)x;!tgsv1Ewr?eicMFIkt5rXsA>wAMA zv^w(GVP$+f>np>`yjG?T4xDPSyw1}ZZUoU^ff3@3#Axx?2%630sXyx^Bg;?_d3$Z~ z44k#U*`FxlO6LgQ<>@%5s=pkJ*AjQ0!VFJ9jI)T-LMUcIh_nGVMN3LX_N4Ji^!BO2V%h(5c+{i}JS}%EZUkT(!N;j$u=n3u68z~)q@$sNRuPqu z6P$MX`$HaHEyeA0*JIo>P^NZwJAN)M9&m-Lj9B2avv!o_hi?==sH_{}w$7u;b8v8U zsztP4DGEXZT5jS$G62ZrfFrcM`zJYJC_-q@C2~qF2=qwrTRJ)cGi$tPf7VEDx;AYcjRIDMW)o%*8$gArk`$SSQdXRN=edsk@fj#BiF zJoSH6a}>x=!Yw&M4F~b{6W%8t2XS_NX1 zqvBKzH$u{ykgRR2+^+mgFJKrs;7;8B8n2N1o@6%t7b%tD*>P+Y+AW~Ne6$3LfCbfF748;`{4~7Mo@~C+=AsdeI3*@gF z-}F%%SBJZPwtF_d86;dY*%X=T7hEYg`L*=x{{M!3WQL=<^}T0(WxoWI%QM$ z5U2l++DL(B~@cr=LO1KB-*gP@p70_&vpP4NrPOTn20yCn(umKiJAHUx-GO$C_x zL`X0*@e@_GE)XTZd&(rA8f;w!pp6s8x+Y$IUuAwA5_Qe2SK*9P58D#|LFVQ{wDj$J zlhxw{h(HUqL;(_gJ7>kmI!Uj|EDLWg>lm^L2S`p*CL_Q>?{6c0LmXgOU?Ng0+1Z8C z^))G(A_MUzFF?{*#-KtGu~_w)h2cZ(zX=H9ok?L2pRo3N)8PP!a}f7<^Z_iG zAX4#XEg|g4t7?N^g7HrSgnoYc!nD4&$rr?X(u&)tXCbcG{E%md6VJQ@92T0Kst|0LZK!8F19%=>v z1|tv)#phh{LZFOyh<&C*zXyyr!@M^hVVvK;Z8lk%Xv}fIf3!VkKlkgX2D?~67!fN# zjK(U;Cba=W8J3Hmbz|8E+|}MrBzsnlxdB*{R#2$^*YzGkRBq-3QT>>|;^1^IlwsI2 zMGYqyPSSNY{;vxrmWGZg9;$7ePFN-=WYRYTAf7`kOjd<^%~3l)Qh6QS*!f zx#J&M)dvE8r$w33X88}}WK)PJ`W2x;6R5f>N0vz<>0V%{@`6Q4*tD;H!iksjnKaVjsr=Qrwd#j|SN4%S zr#eF~{!rC8UT^LVKCvD7OgGaTyL?7JeFw?gV>=)g6Xd4gcyxndT<{I0L^{>De?-A{a0s^bgRR#toVB@-6O zZ?#4zCn;Id={7z-Tl@5P%HYtO?W&G0)#zaIx)r{nkHz=@pk_9tpwFOWay5zJiM!k( z7Bhh(0Akg~op_)wEA$%goX@|P-zYXpDG1vKi)VA3^2c1z5rw_Iae4C<+C5h zFL2A9Wd74E3B-|f>*aa@Y&6(uBma598GO$-t>npHz;^>ChqWR!9d!EKm)~h8>@cUY zvYH0h1_On!(%miDuI=hT8v^FDI6hwQ(GK(yPcC=J2UG)XmGp1PTNiEr{*$KJ+~E`w zsvj@{IyBHHMa&l;NfV?5N@+)83~vT+P`SC2NJ-WH`xMiABl^(}E+xs)k6|+$zVVmJ zWI>m;*xnnGwyadwAv_%l1Ll!D?k)|hy02Qi9#>JkzF5Ih;d}&!%&RkUK73ep`zvBT zmAY;2$9~eh($X4GGQEb-E?IWNuO{?G zf^RDa7|<_Us|qqcc4OO;duTX_o4c1DztrV9zg6${0F-oAus{xrzde+`ozMM*sFwz94_!j+*iCX1%IdF=s%>sV3TI znf2Rp9$OD3d#dWLlUcOg)>rEHn zh`dJGYM^@<_a-v(ECYvf9UC80J{FOQ54A_8Jm{G z&6_u^GVS({vJbV{WAhnDg+ixAH9X@&61B8SrZWa#r~sLiAM_COlMXwh2?50$924sf zbGbwBAR^HlDA50Wf#DBK8lF~2?} z8X9#j((sX7m0^`z$lMS)rX`@1Vc`nsGb@x8X0CL_usFs%kh?`Dm#$LVzOgTH#OeM1 z$m@t};!Q|3cB2#joD9l_o40b;{Qjv7S^@A{82|Iycmhe5{rCdLh(m82ilRSW?CU=n3w0>=pG`N= zM^?Q>LHY6wzvID;V_}2zXQanB4ryK{!L$N%z_ky@`dw6mSx>5BXtEU(Ho}F{y6Q{@ zyvec}PiQGAGl4U0v;V+yQ_Arn9VAAoG4qQRj|3Wc-fQ}FKtk$Q5jHuIun(oC+EaY` zfRjG$#JkBBEJcH1T7iBqX2U~8Ghb|pw*?%d{_n!}5_Dz95@Uxjf7wGN zX3kih2F&M+NY}cEJd2uVOOo$ZB-Q;lr>?+kT`DlU9H;meYZ)D ztX|xGqCHg}>aN@dHs6KC+ko~>9_@!wHkePtQ*AE&(R1cP&#mq}u1GWxw|vvVTXPcr zyf*+BVUBrBNT=TG4*Y5T++RM)h)IL5jcMRxFQQ&q zJ|`*cqxp8O4vSrp)Z5COiYW>4Tpfu(^jSu=GEC%RMd)o#Yn5Oq#1Fkk-lyB!+uPE? zK?#!rl*p1A_$)*)hTr%V4Q3zf$z5u>&nNLb4|sQ5W*!m{CMSvip|tAqZFWWfKsI5; zagVjFzNL`)wvYq<$72H&lN*U+>uhoqDGGNrD22#b!HA%1KlJCT1vc_t@`Kcfia!J|sa*gbAZDKw^8@c;B&vdWZ&MqYn6Yk?wuWjhgH-sa~;qNv0^V zcZ8pxm&$ysBRNQbyYvB<-XZj3iy^Wv`a=mBTq#KBcHjJo9!XV>tJ~h9Wqe2qs||r= zfJDetPrvqy}2X`5PDgl@Q}vK6)3V@g4IH(T zpHBbaL@QJMgb}a&W!c!|uR*mbb~fp$yOyhNmbY!|c@$SgCPww16jZ5Cl^*6#=Hp<+ zwxWu>SCo9yDNb(*kmY~v&JEZR1E+kL$5VOeYiTh_x&WJHr(2sLH-*uzelPDnQmvvn z>31>FYJ+Ocw=Y`1BBMPBCo7utndMC`cC}9)nvo`oFX1oObmzX!82wNtqP$GhNHCH4 zb|)GJc~}c5x9?uoRlqqt@r<@zS)K=kQY{MGt*@&4--_)n?{_9*I7GDtp4);3dGEM6 zH&^=euV23|1(`B~CFnoCZxJPZG9dKpWpmrdn^#V2J{`s60#uTLSE-~&!l2aJEyz>^ z8_f0ux-H?BrSPLPTi5G+*2W$gIIBH*NTco0l)Lbln}N0Zj8pbcr4!<1Ew zI2Ldx6s8#Ey~n?$#g7ZkEl>rX@x%vq!Jz~E1f1kZr+tgZ=awcWfnPd1!K3NOi-Ig7 zZ-cWeeT%#6hM!q#TybuH7dCj8IutEs9%U9kc=f}N?XX4s$&Z6-Xx`n+^{<~zIP+7J zn@raIMu9*0pLM@U5H%+q<`MWKx-5nZjF5#C`gdj-rp?C)wNQ+s{)v=t38T(qNeNjT zDnnnuOtF*vM31ytFSJzNaU}Hi@loh7RX@>j=`xgrCc3<$Z*^p}hA-mEl0pdO$@UFy zqC|*6Uvfl9GPgSRNAew6YDi1xo*fG?NZ-5ge(PJYXP=nmRy1WYyR6fII2E7?8)fcE zgimZ@6WK*o$vlW=TOU)4k6v&SSE&H;Z<9Y4cLRPy!#%;ujsF@J5+E@*grBB8}@76QhNxdUk% z$lc1wPvL5omgT7PNbhcuU5=liGr0*41Szu7DlH=H5@6(wv?YJov{?RyV&YUHLvhEe zQSa&S3@zaiA}~V5G2>n_)z#HePLitO{aH4|=3c$}#Go3o3LTlKnBq#9$Q6~}_tk6r$-PokNjhC@hd`?-Nb~Su;tLMX|I9-Bs?&uGqw^TXx5KDzvtyByY{g*L=Fk#n%;&LlA z#X6`gC5sT1Ie;1DVNibR93Th+u{z6w$0|D~gG~^#OG2NJD|A!a2y}(N5k=8l+2NIM zLmZ0#ctwaByt@0YBg>HJR4m1qHAXRZm${?-%O?qotC&ol=J$w?E73ECA)Iu$!|F+Q zwpG;|{rzm~il=oyEjlD$Mc~xdPf5)Fl4P;kjO*SW0I`WG^ZSh+s*5#OyS7i^sus4= zSjZKaT`0?H^f^B^j4Slr%X?e3q68Knt8T2hI@a$9+$mj}1F}JIr)px*SiVm)Tjh%J zT!*zf3bIrt-ql^Au>!rbrD3=6+;pZ&mxfd(I1WMP575;BMv+eKpoP4cH{zDktxzBq zd6aU*YVye3tK_%b3T25+tFVw7N6R#bcvd#OD|Gke&hCzlS@@%!UW|G>=f*VgO&v;l zUnAk904NiWTbbcOXv9)k+I~O#aNj_)4fj6M^nmsr? zKE6*Ekj-=p?SN-{M55<^@$~f~r(a@ptxeGz5nzg^Fye4Ub4&QgMRby*F}YUG2_awk zYgjF2sD!9SK@BmJn6~F&#Z!-OiV;6;!>gE0I4fQtWY$~Aj+F%{f`WqGOS}1bB&-W3 z5@m7m4^go8f*~JNzv!GivF1}DfQv&Hjbz^m$fR(%d`uUWH9o0$a?YA8dpt8X^4gMj zf49RCoWoj7WT1|Jm_;XZR1FDNZXi-dBvyFU>8zZ`cqw@eL zl)z&cpWwNXpCfKCeHC*)-grpAZFHlBt!7&6&7(bxV*Tbc_J$p?CYZHtUu5PpNP4W_ zY}iJ(iHbSyVRuQ5?#zpUM|H%_hcAfmP+d@p)rPq1XfjVTl+NpvS>XfWge*gY8miTMucLM@K`8 zi)&p!G?L7%et9>2;U5?BU*8z$Aag6zCoAN4$FHiXe4t1R&9{BRQhK*6v)Yk^Uh67n zalK=}tu4pIdK_o7Z(>@t*O1D}s#7*@bD@JW7$m5dg!+u}mbf=HI|&&_^7ATygO&OD zzqJKJ^=1k73cEMG$jr1HZYl%ZoY->b4X)f5MyciE+IomH0pV*I>Z91fyi2EEDP7%! zm~6P$-{A+XZi9|C)3XT(H%hF1Y>VHF`~SEJEtB0af7^N z`V=JUE&xK_k8bnbsk3nTm7M$mcWi2V&^g((K1Sq=(LR;$`iyVmn8xI?TmAaX(_!>K z4)~mK=l5KD-0P5|DfdORCZ0}m+DeIE zyCq8T78CA5%+IG`pR0d#7(MJxxJ#MLHtPSPRVp?0Fu7%noHEaq7wG{u9~vo}sbLOPfJz5T?tnG zuy6{@A57;2~fcXt@@Jo(jC1^xZ0PX!cELDHB+i}aXJs7vrZbq<4+0fFU zQ0XBCPq5#t>_xeXHFqM-rZ2&`ZR;gnBwNgB*onGo~QJ_?JV<1mnMG|x%S5Vv5sHbYzt z7ZMHUc=hT1SYK}}OCRpCrx#UDamJ~xIuC2nbS0y4A&_kj```2=RcpDqrvettP-Zbp^|29w@nIx0d)DkvwpvPswUF8^gt&vOa>h}H2~UShqxdE zGxKhMCE4HykQrclDnL1Kke=T62FroL3|vQ;04Vvy4pG9yCBWBVi{3h^SrS)wfkhCK79DNxcSV@jh}Zw z@AaR8+7`PEi3hixxd&+VJo)I73p7&(?d zh7N;nQcv?Uly4X6TaN7T6To^&~*+{9{qtnG$gh9CcI$e$}asUj0 z;-?0?KR(yh-@O%#Cm>NTTylPpl#>1ot|Z%RJ-9430l6x40W#f-NW@~! zx1!K<>}rx1`NBde0Es!NUfe?X@A5-?h(e{?c|^)%+hC4Z=$*`|5wr*Ac{puv!)TIh z&`G$?bTLe)dfjnf5xn0)#_5LG(AODEO|f%I!jC{(O+`yTg#sqb8GJ(hcB}dqF>_|kbDT!E_~tfY6^;YfB!A7MP|t0%MWen zAVp;(5wTc)i$!O)%qFbiRia#iJNfZ3QsR*3#ct%KCB%194M#7z>LgFqtCD0#Qd7731Ll5B0ikPA6x`=-AX$bi8umD&42XD}qHA1j7M^Q~*>Gm;!OJF_Kj ze3Mi7EC9?78$u8!AtQl9Bq@eQ*N$vJxuWKYvABO47iVZ-kX|C?ebW%C`VR!gQGmoM zMEkmsJ)v-OtV<5U2`krrBrGghj!fk*<%f!=>zN^*-(V=k%;j9foR+|rw_+lT^1J2@ zL@f3hab#ayr$Ci4eK`EiEvxr#5vn3NC?qeM-i0W#%5Y(IE>WKCU+cCg)q|94OM)7pfHr zy~_d3VygcZ!?t+0<%sxh+gB7#LLSieswa#(ZW^hMKqKS0@20z@8kR>#xu+WV88_w& zJ>5IrrzD7!5^C@r#RR#K$vMi`*f|96SF)*TbX4(9O`!yR_U3|bKfNcXcG23e#p$K* z%vT2#Dnt;qtVADXQOPW(N&A#ELzY3#6z{`S1u8*>emoZ4PeBbWGa;RGr*r0TELzuL zWveFb+GWVq>8?aZd3kn-a013h+Th(*t7vqz6D|H%P0&6S{ZM}dq1a~#7*U{EhilVs6SJK&0%0CjE>Q8IL*Rd3L zd_0hGqIOdIkh|~*9C8|z%z->2uFxnta-6{q6trjSE#@mlZuP0b!ND?tIC`agk3aUo z*`yZ!+4jlTeor^B&!jD1Y%4IDgzg!*23ir$kGx>IYx%0os!B=?4Zg|XZ4efKL47o% zPatSv6hLxIsQJRI>M$=sA4x+Srif;zUCZ)L@+uoaBqT_fUB~`UwX(52cm0`k zy5d5~7Rdvjp*46|5FwUzIMnari?TmzS}04bk|}qAI#c#u!NR26LOI*Hd;_-t@S%Pp z$TJt)Iraw8uO<^!Rb%A_)3b3=Jp-okdqjOc(1~FI5gBJ+bGQo27y5nmxA6j9bFCLI zp}&&(pZtLMO7EAWPm`s*VTug6iZN;-e$l3cN#hy1CWNHnK_)&^K=&>uEG#@y+ro^B zSlFZp0Ab|aTH(`s7zpfgXJFH9$TVJ8Dqi15fK9)tp&>RJ8wE!J%Cu`g*VMS7v6jlI z@779U7T2w?>!C9?vB@2#Uz*-(F{Z&@Fw48TSy94=$9?_jel4vSJ61TxiZk*#v^jva+O|)@(EOnHi3p}#SxG^K`Sj(F<8#lJH;#|-wRS0o%N4mNdKY%#fL8j- z<3#nzBs10Dq&1xzdB|$1Wj9(^?kjA|9qib0u_$GuaB*Ii=UmzIXbd4GKaf$Q)Nd}Ky)X2$IByu+k=xWZ}}6nt7xBqDz7 zov1y^hDvNbyR)F&Wd8G+av-R8Mr}JG0MY9^oD9zCo*iv_!W05-8vWsjnwAZzLuoZoYu?4)>ngS%zKr{h^f*(!l*ucqPrt}6&5iQK}A*KdX z+qbG4?{PGH@V})|B(N3kEHUDplAM}UX;BQ@#+gG7jYE?VS91e}2iZxVBbl&Oto-Cy zQUZI=-ONlshDoyl;)%cr5#ms$xuej~)+G(1;D!j%>KQAe5=X69@2+7NIm~bR?uz3l zHJt_<(~q)=E;0124V9v?eA%&%FOKgMwSfv~h~EWMtZxO;GB$VZkWL(LSp#ev>E{Q$ zQ}3Yi)W_fQCj|8!`Twa}wV*5tRYhcgzBJ;1<#8ar*c*-Kv$BT39$&61-Wgaw9Q+Wk zCxZ)9XObJNPtWPH3;^*up814d_Unm&sOm{Nnf{rHVe(lnh2ecf3e1vWs@hg_pGI{ zMeoYCU@FLa?w}*4ngh{`!hH0hE$FFe3*?*;JU-FS&k?iBy(~?S>>kq19&&00e0%S% zZ|4sEqo2lb*+A(KBqwwRA15shcDYHacomg#5ocfRZ|Bm8p^3#j-|2 zZZ(KPjL0hVI9tsfIy+on1wxJ1wO4%(yKpH^XX{u3Ve;gI5gn<>kID_I$ zpDDRJH23p}BFN&rMK3$LA@E3)AG@DoxKNOh-kNbIx^=(@Uy}CJbS@|(9N~R`wEy0e z{Crs~^e=HyhA+0+0Zgs6{BpTzNo;3sd=11GG+ZR`eP0F({GWfv==kzU`S zZa=^0Nh7P#%Brh_D@|1%k?D1{)vpB!GrLR&-s5}_PPO>!eYZ_cNr~MWZ(?5IRFMX8{CSAe)26AdShrn~ zZ_nx!tLXx5w~q0&uDsbl8Pg#I6sd)ov+!n60NMGiq&7}i70w%xGiKS1_4TYC_WB6+ z<_o77%s~u@feCU5tjuY!Tw35wCPTlrQgnqnx@m8w-YX716cl&=vKhW9Y%c^~$HKbJY+FR-jig&;!jYq&_(_z6MDf=9~Vc**%ZP#U+-G_ z&})<$1>m^2P)W6v!q42Ch)^U$&CeD}WildMDDmz|Pj$CVVj(&8)%mYxfV{6r@-U?R zF2?dafi+e!*TV_um;Ioi*{>erO~Y#FP}@yMg!Yb`|9OXjDJJO`cb;um$*aO+`UqxM zwoQDE{^!Id1=UBC-Plxe*|_vL2&ZHrk4$eZ%UHn2{-g zI12t+irDS$!lMclv1*~EN56XiWFXh>4Dt84z;-IXxZ2d}g))EdebArHrdAutCKqGzHfy&DP7QQ(RMIs(;|Vr8O+43n;f(o(;%ZZ z`P0`Dgq@T$E7_Qz&b=>~_2b4mplJ^7{no_oM30S8NeeUKmZdj}n%gE?szDXACMw%E zVUFgKIq+(fo1aJ$mMs0V5$VJ+9UcqcHJDq_0qr^QZK_Wpr9Gf#rNQ zyPM3$;i!a+K3iQdM(C=;6Vdf*p?Cd+p)6G25RA zNqJ==f|02&M(leSGl#}t0xe0zxT9!{`N@$1 z44D__dHC={7V+hCz`v6sdMQF1#w_;Z$LH`vvcLz>^k5VP!PPsu{=o>UDPn5oaGB&1 z$t5@dO6>9XIh^U@52{kz!tSQYAQJtrTjgDRCgn*_jjT+fcxAK?0!Ip;t#?N@{IP2# zE|?CBlyU!z{_g1^|A0tYgwFlQQfc+PnTw|@>~9x6<>DV~OWO8nQr439`%xY2h5wgS;a@JVQZ`Sn)c(Y{Ij zSWrj^I}`04@3@U5EPzNrbJN5$I$&g0oGA_E-W5qO{e92~srO}F}Gs5EB@ z@RaB&OHMrwjc%49f%c*qN{*%fWA{5654y&~+2t3N;vO%4#w*tsV)74Bp$H@raY;U& z$i<|;v$@hD+-IeCH|}ru5V2rzEzrxbC|;k4X^e)kn7@Bn{mR(bxYBdqY_i-Gdvm6~ zCg<`kCgkyHx8h3fZ_WUTjreAB(<%U()19rrlu`KC<|#JSiOd z3O&4Mdj|?hA9N9%(V>A_yApElioYN21r(8d}?KF;s=o(Yq_1 zpO9Q?~tK0(wrAs*io za?K_PGFnKuYNVMD8sMV;IjNj{FuT~qGc?k|yrqYg-=hVB?-4{?IR#@p6x+q!G;!k@5Z?qs;YCJ*qyy0 zMW#0at}EuNb>Juyd}t_Zt1vV!qqI~pY*nkibA<-D%wkNF2bQlo+lX;dnQ!ANbKhP7 zkfuQE7Jg3UA^)%m${YJoFB-es{DGZxRZUFHv?xi@Q1096VrYz}(q2E?l$BM>R@v5T~Rx)l{a9%2l~ z`L%zCB+mb8!{&(7?N4=|olp{O2h(k2eNTJzzuJ|WAoQQEOZIPjx4p*dT`(yTW3B79 z>eeZbp5Nh{%f|H*6Z*<`up{~hq^}WlNn8-0>@SSmE0X%ak1zbri>$Ord6k(IkvrYu zwopOCponm`wHhJvT-kK1w*<5niLdafDeb}nC3djs;kQ7XRQ5-IB*h^5N*2f2gif4= z@P7UBUgDz5arDpvLrsnT2Zgkj8Keg{Oxw$HOp6hg}+! zM69$2yW6Y@nJv!oKfUp-={jAbmKFGFPhtDsOIIarlEYI?S0E-x{0iS01Vhm$ylLbb z=HU`J3i#p7jvU6pgw=n5Ksq6c;P9MzGy~gnACHen`6el*gFcLQp$;s2!D{q+k0P(g zU^ifwn0e={6Wwd!v>tkIn4F?`n%U^lZIew28j3sc&a+vA48AuD=0d^=ECb)gWBdsD zKf1m$s>-hGT9EFNjzdc$(%sT2-AGG`bRSVV4vk2Iq9P#OB_bs)Qc}|0E%5Dwdf(6c zyze&#KX42@a9w-vwbz5l&#^cxsPaxnNra)gkSlr-mYNnNNoh}y%|PE)JZ zQ_lH7q9B~cQ~mn~7ap=RpwsnGlZhM)7k31djPIE!zkSdm!a}S-10{-3JrZ^ha9UuA zSAcymoD7FN13bw!cOamhSpa~7Znm*wpjqiNaT%}Z478ZD$(btQ6^^~Xf8*w{(wC1~~IE6tR&&N1<50YH-xzwIdl3%afI3 zJq*?Lxd?1(H=pyaC91hqdJ<*Ij|3iddRS+YIYMY%6?v}aNncL3A6kaG4h~>a}(Cp8o>5m6aE&D%o4sbx=t0jff$5g;Y47DEPw z9f3OnltaXK%R$(=jF@>AEXCw6?A<^Zg`6CM=ksU1Tk((_k4+NKon(y7oJw=C~+ewI+Jk4dj7EOkSI~56L-+yj=NAs9pf@)4}cOhF%-bi>(>~mBEi5 z8{f;PSjhA~=u34{`+X>R`Ugq9g>*;&y1VpAF?~%vIWs&(FIz%_xUe$aXg&5r$dK^t zkP+A1(`7$HhIUS5x&|>ws=kVk`_RR8k;>+*0V1sKJ1|=YcEA~0fi^nvz2|qogb>Po z!NWvNj?PUPp1z#oEw;j=dp>^j{qg!o|Ij1BAB)5WA%$j&6dCMJtyUeEYZka@q{+c( z28***K~^L&PqAX--i{Wk>N@k}EWeYX=B{k{;;po}PP`D9oj`TNY#?dc}<#1fkT0 zQJtwCIyF2=H+_Ei4PcIjxIb0rVqO+$7_xYx$@^&-B}MT;h>yKYQg*V+GE*gJA>Sk= zSW4z@T2?uAtTiPviZrsnxas}7FsUOi7D?l{HaWW>Hd^<0c62)#k}oIk{p$a)Z!P`g z&kX~93pXmj!Iy(WWcrjPbssk_r$1f=y0HwvKOlzR`G*4hERSNKSFI0{m$q%D5co{mQvx8Zih~h zjzP_NPd7XgR^I-~)}#Nc1)$yilkB~o$6HjS_iCU5#>3h#nDlO3_sEf4AlL=fR2Re& zC9K`zM`)fkcwB5|2%9Vmeux68puE9nh*l`N>DolN6q9GC53)l3poQad9Il97c8r%YBu$16k?SE&y^p1fWEA;AuO} z@MP6vc!R{j+7CDH7O2r4S(JTM7iVU=|4M6~U#t+!tGEfa5Z)Pv8^Ku0i`X6Y~D ziF!`UL=gHcT8c@vMmqdpP9dUUHn3?tlRC?I{_x|+w%$)DYI1Yt{6jaEB%UOGKEa7O}y1AjpnL4>m{ zc1z|6+MyQFBrSxa^Lw zhYWZoqHh!enOCfFUsSrP$l^Lktc(=ko*kV1_;l}US^7@oPr<)IJ~$p-a?pISD5P2^ zIar0E_I$l)4VZ-F0eChEe!6kRPa)j}%ZA7-7c+i4I+{!wxW6xTCGqT1U7fri{D44x z>e9F;Z<3hLa4ocwA;WZ~X$1O;XkrBD_9J)nj5Xulkk!Y+IS=cjMQfl6<7~(TR(TWw zV86Tp;wY7yPl*$rfI-zOV7w)xhfmiRKOpn>G2h++wDRqIcC8I2rlY#^W z@4Xod(K_4AI6$$O#YLjK}8Lb|RY>4nqVt`LFgc~!F1EI~N4{b}wWwp8Ls^aW6 zttj9a$ssLPFjG>}U#~h7(8>sM%a?0Jy8 z*&i_Ty2@WyH#rUbQZpok**@K`31`r~2dTeQ4{9>;60Q%vtSMSs9vZQX z`@2Vm=_K-YD|23ccen^50WTaLxe)LK?}C_*6N!Rqm>iro)h~LWa>qKa8;+Irrf^h( zd_UdOpywKhiYo(KFv4P!h7@?S2A;Qbx8=V1X4K*u)}A|~+yYdMd$%{i$n&>?b9Mip zgx1;G_VO>k9RZzI?XfkWsN+G%+r`?tzhkBji%{J7UOe(tsl#W9d<~y>(VKe`Ti}PJ z#MNFLTZ#5S#O(R^n!Cxvh2IhIoT+&)S~19T+^2J8Oc6?!g(P;de-KGQR|%dT-*&p3@S? zlWGypPrmxv=EwC_-m~dlUP^BdA(qKZV`bacn%+K&0SlOClQefmd_t|y&T~`#$<#$` z{$QT_({LUk=!&A$Vs{%n`TEXYBs%nW3z0N77$Bth_lRC#Q8QX{8$TL?{CU&2pw)~Z z(sT<{%F1Cs3rCkLpt3dyL8HjC2rOwYwU+n`Rq)O5)4*`XP9Nk%c^C46*6DE!8dE6k4J(vtmF3_x~ zUrbO2BZxaWD{}xPbQK2QmOG%;wFftli$geP9R_ ziSIVP!KDH#eUBVWR{roNK#r_zPKQr>jftE3s)_c@m$;N+W&aVmmH;at?O!`pkk7JB{te(mFxaDxzdn9G!eD< zHX@LdryC=B68E6p$3iBeHg}THtm+)-jNioRV0?5HRW&VLOD2=iWqUf*c>W{|>U}NL zc+rntxw2@vrphzVDCvSezzQMZu$C1nDm;mYN7A|6f410LLa^ZLNaUk{^639ExqF?! z+Op@*9bV6zvaz+)pDD5i?C=Uea(>|slwyY9_&0EN>qvdv1ep?TQOT# zguX0xS0dC$si*b!!AGq`{jT(>RXVgWsZEBd;x+A- z)a(CPP<2F}?S~8x3DySbBXtT1_Q>pI1SK^C<&iX<@p1Wo?+nQtcEs{Qxhj$dSj%)~ zW0#s92`07dwg#TS;>a)YctIjY+zi}>rk;A^EsnE_YbW>(lyQSWTM>KVd+Ad zv+lVlb+ZtdW4FdT{c0z@~-!3mvXQ`cbPHFQ2cUs<474Pnky&lFt)ieT$<=9ZSvp0(v9 z;DK1pwf?2}!8R9|`FOwTDi}SbQHcc}nHA|xVWGEm0a_<4eV1}c%9GAY;Y&X3;Nc5b zCyZ{J5pWun<%&@fyH(WU;(j!qCr4>Vcy|>KNliK;$u>i72g-ec>>T9;J-1o{>VbbY z-QPR!?ekz2(~lE=$^N-D+z3OtpxKf2(Y&NUA>;O6yba9ysJ4C|Q6>mWp*GxHk>$@X zz{YR(Vmookr#0P#X0!Ymefhh})kup%>kI>WiD`WW4n|~3s8CjXz)<=oQJF-{CGiY} zm3`6kOTM^q^e`pNOngLt2!|Qn{P5dUCM__zi`9uLMRwo#Zh2j7r3F5a`M| zox^Wl5@S~cr}2+aHKC=X^zRX$US$V=@I7Bs4@!5gokuar^Z`1OiUnx1XZ>DX8%OKH zC+07AnodlCYf`f;53P#2AZVPdEzn%oW@%5-mHHD$Y)Xq`9)5r@C+=P?yIh4j*RL@N z17!XEr*+`)k^}dht@PS4HCgiT@)}8P`DOh-;xUAZGI!7{i(SA^X1`9aIb<`Wmjc9N zCmKY$JM4FOWa;9M*F=5mX%NnEIQJWJb7|Lic9^4(+1j^I(M2S4kkPsVp1Je%-(J%H z+!SlCz6MouIIZ>HaCoyUzK=_C{j_ zFcKLp3BWrHGTE=Nz5?v;(!8iQ3EEBh3tx`bRivcw+|D*ONx$xScQEnLzO|HmZp_dU z|Cf+?^P{ZHfIi592L~!~0nV9Xb`j!oDQ12~3TxPp%8w$A0Zi^ozcJ@pX~oXa_H$>W@*vN<`Qnh0jL5q{>FU$O1ojI_bGF*}f%1$4g$&7Q z3x1#Axcom~TdENJsKKXkv+5!<-Y?bs$Lg#$)|^}*tAKSYX@tKzr&Ap*lK8rq6Ipo5 z5$RW;gwu4rPB*#d)}&7Aa_{01z^vd`sNK=}sK>jCndA)bpAo$GhJbfBpMNV{4X2O2+t4@Rm;wm;IOo7PP!bS0th4pf%Vshv>z8Kt zKz)_p#Lgx*|D13YcwVa-_!PZl$y6JGn~L~??23)mbM(E=p;yp}mpcGWQ^f?$n(5$t zxWnn4z*M+KYUFxy&`8T^2Nz^^P-+L>Oa;sX@0t7GKN!eJoDan<_l04>-@{-Jl6>~n z?GDdI$8kKWW{pBH#6#(8V~->?p4B~W0pRAT2WNAY>Xn0TPojr18?$0|DSPkaU^KIbJG zAd(vfoFgw%7!IrS$s19~N-lG!+{fJmo^eP4+fTC}Yp`i@z&R9t+wFpY@9N5pD4rb$ zw>e0_Jp+(r^i7>Cx*KfRacI86?%ooP8F+m$TjV`%5jF(xg50J#y;Wyi@`5<#!035! zBUdwMGY@-=ndoW8ZG(WE;C(psU<3dolAu8?N(D%$42gl2cTRX-Vr@-SgqixTG5Ufw z<{A)N&DCeu)eLYO?q<$b$-dmQWfN~PQL8j8c3+4QV3ks4M2rPu+b>G$mdW{iHu9o4 z^MFf9ru)}>of<(wL7G{R?0Y=(JAhvD2GHtaL1%??vdPb@BfQC!D*#vyv8I?kkrKR_ z00%D!M-tM!;vv&ZR?r>LnS~?Nj!;77nfw5f+N*h&h%P=7q}Ui??P;63)b%O-qtnx> zZW5O8%Bo`G$MB`xieyeQpmHpG^L`2$MO12qgna)QkJl~9kLGQ7)-zV>qRsA=5OF{- z%lUAs8}S}Kzn~bq(_C_?apUyHeu7FYfR5eJKj;0T@~}!x;6eIwyn8?XJ3eP>@2#_c z7w;xwFEayeufCtiH3?jT#>nWmG0A-O`v-@H?gb%qfpGlKsW$gUJf=ofq%^Fz%&zXa zAL%X(NOO_pl=mAsO07jQ6E4r3gkt@^UgWgHTW^29>>LmYC$Pl!1~V(qqcQDVyZ7I0 zW0K$Se3tM4D}hp}>o($3JXlz0IbD6$gQP=)F!6u_?C_;6(sv{9+ZH{zBkQQ}wgC3n?Jtb(?cdqRL#Ve(^`UAv!)N zO-O4meZ6G|#`)w}vpn3roi*zNt!Ei%ocUy9$X!9Qt&_uPj#=I=z5tVIW4cVSe_MBw zRp^Vu=;T4iR}Lgbqx+7RVKBcXks?DTjK@xhiK3EHvRHIq6G$Uufw12DDv_9(WH}JF zS;*j^+0oIF1%Z>nHyAp+mu7_tT1u8+8j@6+Ro+L0`pzDX_)5&v*OU2-ppQj_6Z@`q zA?8<8OKhwfqob>jztYUy@o{21$1sYhxI>&*$FHU&gz~E)6JAcO(4pz1<!YK@^X#yiaJ07mY;iSB3e;{o559MT{xtEg~CJKBV+fhup)f=$t z|5cglc>4P>qkRHN{okAFX7RZB5y)QcALa+;c$Ef7`1q%(TWuD-_zv=U_M}_#;~Ytl zepDy{VtM3JvYx48_UUKl)xA!d!WasH;mecR0ndTSX*{6+ql8AQ6%MFZ$yev4*XbZg zY7etIR?|bdK+`fwfngOe6HG?yvsIXibW?~J2v36cqRifoniUzkMv-{VzaY_KC(Z}% zqd_Hx>Pt@x(xr5dE`iTszIft$1J0hmaEn|pvrw!UpdozKJ=xLYTk}k3=dC?Qr1lDj zhK(*xI#@@*Xo)ab$U?fVK3TkcD>CgcEgQrNf$a0vOsUdY!Ddwfo%WfQD+aio=+U~& z%k&x2;^rZ8m{X+e-@}Wb!o7@;JeY#3vD_BrnGr(*O6t@DPOb;)rjvtxiOzV2*}+($ z*yj%pqyZj50q*~(X3YVgo9Vs~=Kc%QvFPwNo1M&^hw$0re@@CRKu*D% zPi@ls`D>u#ssFXG5lpB+o6cF`{g}O4m6Pf*w~#?Y*#+tr77o0W`ulYkQCn2}c+Dv& zhmXWmjkpN=;mtx@!)u%JRAQ>f3@$6= z;4^r@1FQk60rd8QkLl6^cJpr2*R$6bK}p?KtJ@7b{Kjl@Hgs;GGB`q?U7a3>qJZ{< zHvg;F0C|{k?Ykq?4$rCKl?wJ4KQG!%-k8IO_I%bmHsO&7*7Qp#;lOKW3KRzNb2`49 zC$9m$G4rl;=sT7V88gAk7G10j-pKJlnGy)o+zaWjyk{jcbQj!yqR=0*DV9U7fZG&R z9!*P>pD)S)`#o+Xh-t{{}Mn<(!3N)#@JC-q(U4_HDxoKSZ`B3{`7tiV)2g`#*ltoD`8R zVVhHLxpm-RzZ@lApuna&c^qnHYjfOkTS5OkeDp^)Hk#g-68S=5Z4{7jlEn3xo39CrJq< z8%;|S?q|65u=Ir!IsM^uAR@lB3q}kI{5Htp!EPkiq#VobPBBz_j)!+94Znr%on8i_ zk*$X`y>lp=aFnB!F*Bp-b`gX>+9Uk5^z;H*c4;un-A$S|AFQMuQCmhH`8` z&dpPG8K#REM)ppIKXW$alJ0Tp3hLl02eK?o z4d!;v2YBN^v({;{GQzp#(vy$25T7FmWPfXLtH8CzMD;hoN+1?sEu-N!IsIU$6Lphr zLl8g%Yiwp`O6|=1W^Ub#N_T@t&5I7+oEEj5vl*6Iz91;uoM~zhexa-1^Q4oi@G}Jv zGP{!!Jo4wh1(@fEV-ZcjK4-$Ww{2ElTGt}|_Z$ueOUMafI-&IO067UyqNT)nv@}nC z-=+GeTo**^e*C?|las_oI4%u%+4f3b9{J$QBw1r2(}r}B$<_jg9f+$roE}IN_d@4K z#X^iFlV54#4^w>p!?MP<&Z$c)9;3+4GR+|PHH`e__%3Zo_G_#N@5-wf$(a9qW8ix} zT3{=oXcMIxLGs~v0x^_&CVMt))|#&^PWnGXnPG4+^~(^nIJsrm(pyC;9;I~+@67qi zU0+}F0WzbxEhy(dE5{CN-3ST{RTJ7MCDzAKy9sxX02#3@Z49~CK?@OROdJA1*c%Qh zKu<&0I>1dK2dsgR;ii50@J1$}{bP^t^A?CB%^YN%z*KTtuFf~sfJ)^%_1BDG7Oql3 zQ5qD2jR{TTA5akROS^3Qf%}|n%UPexx;VN9Q!?B=>u@hFC_{zmLxE<@<4B(0>w%*J z*~$O^MuoscVyLl?MqztyDBVE^|DxH%sz2o)1b1QQx2^?of*@y07mI@Cl^s$JG2>{LRghcS?*N$7mny)Q7jVLkl7tQ=}?Vu z=7aqmb|gT=4Tk{<09M+Nffaf*GF~1q|9uaM$-5N{r2mYEDdo@Kl53Yr&{>277VGMe z*KOz9$J_s9DABHa`Nj9vWa>Eff$3D`;9xxyLy!Gns= zZaZvGpc$e-DZ36EeU9@Y;AP$_ZJ$%<*IXMC9OOSUQ-JFTxNuw3WtqB^9{$)p^6~Hw z9MlIF3U7*pgNx-qr{|68tJR?gG*0PRK%*~Hd_O*J5Z?D$$qot}sieRzriLE$i^TPd zof!Kr#y?mE4nll@dr<8Af<%dc?0Mq=XWb%!iqd=G=@1fc@B_mwfSf%77{W@|XW7?^ zaHh8MgyZoX^F!CqfM&G2%N?*PLj&eKiFGs()&BO?0+5(0?8*I>aep}u)#8$HWJ&Fp z2?vpbkj+L%z2Z}-mqy8J7%kNYTN=!fK z#6!}7NoSOX&%Ica9NcD;-``(CydhNoA1Eh$sWgP3IOY0Itir|z$qA`KU(qP^*FR=| zrqzLofdcurvdr)7?=3EZfgR$r(DRS-9N>Q*F#;enz$d?&81fNldcujm(}5RT4hd?- z4L1#+nI=C#{(4yap4W(90=TXZ0q0?LcK>o?5@LoL60 zTLwv5PUU#1SBivX2;wrcBBJlD>YoP~G~}Z#a4c0Z7m~w66CWYu|9lrz`T)R8bh~8!s2# zqH3Y}h1rf`TPI%LfG*T}N=;5J)Nu;1+osjrCjEGb`yHj^^*x zXBi3Q2iA&#TizCazHZm&m|I`R#Gb}}r{-kfdTSnmOu_o?%o2`uveg@q z<_siFOUwr_NjE*SL>Z^f#!{X|=Xx~flkJe_$o+Y1zu(<0L}_#RWyx;>%mj6%FFCp> z7SEJZmHY!+jS#NysUZQ9?h=@llg$AlF>!Hh79nWT zTJMt5(`H9TWIU-IA!ABR+oi^J2`OA=z+}Sy%^=f6f>d$wudGD$M*we!M!G2it%Uj# zw}6w)2^lar8qnNj8~qXXm`$_a2wWsop5qp*J^zq2?2w@2v8gQ07f13BO*}K37sg<9 zW7?j9R=hX}XWJr1U9bg3DPXdJk2jyyxxj(}f=ZYt8X#s%#-Mkx?ha`{xE_U~Y1G4b9CTP+Ta!hg{Q8dBUjL^P~ljC=4J5FaTi z^>|ROS2;0aSu&(xR*Q2fp8zq3Vq{&PRv-1`>< zuqSPFDT%A@1I$m;^049vQ&%cqKKmvWL8(8JbG%oP&fdvOlig)ANy6&;&!q&8sXI^Z zmjEeOBYg1;Bv7cB!wZ$upE>q1%r`-&(w^`VIAH4(z5QM<$3yE2S8iB)ow|MB-k7P~ zEbwfJwHdGo+^3vshTx1uz9)gSPU*m{f-7(@>QLhPK;n4>6DIA1@Jdf#Ex0P)c`v`T ztyb$CB$Sh6N-Z{RGL(b-y*ly7%1}v)%g?=-`~?cp_OPWQUXF#oy}qL}$@eIPpQ{_+|nV3I+rR zBEWnwt3#a%(|u)%^W@sLr8VZl!Z=@F6IDhhh0pnbz!q>2x2?;jYkw&-d5&Z?Y&P4P z_bkbRMJNM?P<^E%;ff2yP2c55y-hp~Lc!S=5y@0qM72AZbDGcvf<)CLJm#-ZjZ}AS zs|n;tYq{)xb3Y|F@L?^5x_-FovgKvwv|I**T2a24v$i}&hNTCq`2RC=1L`FVIhUac zvziAl-o5L7_F3mS4xKYzgpAZSp;C_91!gjA6nBVBWAXwqdtEfo)USd-88LKcm@VqfZPOsQd4sJlZifML= zI1Q?ln|>s?>xI1-pHd!OT)K~_3Jd{gRp0?9j?_g6>%K32 z&l#18q9$xMtJr1Yh4@k>R9;@*&e1XYSsSE#2PmWuqDgk;#7klzRxxvTNN0Gns|?{` zlIF2nqCM@gL@|H@yDRWe@8!&&p`Jy2lguNw`qTg#7y?lg85#AB;#r5=%k5ua+}*6& z!={W@<}5Ni_#^4DmDp%q2ek2#hq#=Kvx8co#^g8M$+3CXAOY51- zLsghek_5j3o?b`|Bd%=Z)A-N#exoh4ImNdgSM9NWtmwdOWc{E3lD4moW&I*oD6;=q z=lp)G=PQ zU|t2S4Iz-5sd@>yeR8UqmIr7w1TOW*mqOj>^G0#MQG` zzfX-qERul`M-4qLZITBhBgU6#fNCcVgp}gPHgsA77(IkDNeg0XP|zN}4EA4U`iUP| z;ZJJ_<5oytyfeS&V{AQs7wDXU=6WJ~0A?(ptBFVzV5`;WDc%$>i++^b^(xV+&~Vyo zv@?S*kQ>T&-=`Cut;tH6$pu$UfVue7S(6&80D%z^cZvYVr-+lXhM4N zlXOqIb|syX-)JTM95YA}?OGA}!?b)1&I}1tMKUs`PxrGFLvP1u1(N;v*I2rBTrODi zhL24U4pII+2EP~Qy?Rbjlr@eR&Ycyu05_gO2Aqk*=vLak6O<(n!w9PVDL34EVHY6> z^Kiwp->4=f7~L!aP6^<37Q^8H-G;o?I8MZJ-*tdms#6F!7l0;$@mO85jrdmO$Z8~8 zNe*b&r`9(V9jNaDMh9aASK}_?wD&^HA;1aN9ZUfX2JbI}vBu&J(SK<5zt4;Vp+cBE z%V`hcC};Kir8*oDsBft5!zvXbT`EML`7L-O0q(vajGUMBhA9V~jF%;(cgbP>DrXO3 z&Wl)%=*A10xM}$XLolVn(~93=AX-I|=_vG9KG50QTts-r=|v-CFg|Bv5u!jr$%)&W zAza0N=QUkn{D1;JPc)oTz3ZS^7uoYku}={sV8__(7A)-q`(K=e2<(;5d1&?gGT3+)C-F+Meaa$DJixtz>HLL;_2 zK+1;oyrXTzuR1<^-0%Gj2iPyB; zH9(=2ay9Jwf4xTC0X;%AawVwwKcW)wqHY`M&6(8rs)dvETs>}3=VEf~B$x{4pofmg8al_gPJkCfbfm)Z4E%vN4w^XNA~Tr`Td zy5IYuGkPjKiQK7vYWZ0Tz7+u-@l2Gs3}}(0#d92f-K>~YY^ML)=lBab+~gBgXk85I zex=$SO1(tg$I)F-WE|utAxy4aG;Ceer~0v-RV-(>C78LCAo@MUOQ{D-8Shxw?KIZ- z+I)UTsAA=uv3VOQuB=xz+jry#By$4bP;~QH^Omo8n}qL9!;Uz7vJEIA1ie?jhEJiv z=N+0>#CB+lMh#PiUnjt!0AQPBb-rmUp*$dQ?Qd|@3`~Z3g@u)XxS93R1ExQR`A_x4 zj{taVBeJ5#Tb4z7)TLP>-uo}UwSDnKdV~+;FxI`Yer?Ox(ID~&X~|-x!xf}!BWA_N zXvB)e5e$aJ`uCCJ?|sf=w?IRFn64)6uN^Q67je!ZL+iR#?+PG)U;5dfI9IB3u0CB$ zTecRrl_><1lQTZG-Am!w)Urf5!;%9ZzJEEgwoN}fN3f60@w)j+E-iRmJe5Yw2@$T| zv<_4zGK%UF+1I;Sp)#gFAwWzkH{@9ORk!QCk*9ZFJc7TuK?0=3gAvQBJB*kY7^HC8 zI#1Vg(*MMm|27NkG?7A-I%YfA9?dYB62!VZ9{xU#r0c{XDZpxUIuQg3JjBCdqlsS>Deew)&) zqjf1kBJ>%!EYVO|Sfx>7BlMG|BD-xu0d9*2Dx6$26?Jt@UP_H8g}H{IUw}M$%xg+I zt5sXt5ZS~Dt$}q-5|I95qlMqnxN=g?U{g_5WqBeK3iQ(}X)~2zzI|Y7T5c0?Tzp

l9$&%NRH-v+~MdT&2M8(9gBDn3W@ho2<{=uAg90QunnVt(JkO7p$Q)mWwCM3S zm{8=OW`YUZ}~c>z`Oq%pmOu)F>F<+x#pV!SbD(9o_%FL%@J- zT=1{s9V-j>s-UT;4F6{x*okr=IbPPFbAvsqQ=H+lU%R4Irdj0crLl=!GLtcX+<1a# z2ud3GY#8LEIN(EvwL@#h!Ah+Gv3b-eJiD-gfk*N*&Xz;?dOb zKx+ib1z^(py*8+c{L|?jMcYjx4764IjF-Nco3?*1MLa1IQu(XgZ2KME@7Kgj0&UmLY{mX^xv^aDV8;OtW*s1R z-AyIhCrfEXx|VD>nenq<_!8r=^v##o9n6=)GvUKC|D(5VQXY=uA9LBIWFUC@8e)R~ zF(D4l-yuP`V^9_Wy~~=PW1DJqX*!sI^nIY6f@h>wpyyH6KpfesMiEl)PG zkYCj)PWP_hXD~?}()%nQ;JyXZE=^x7Lp8DF@6u4Y@e4tnP5Wl%_gxR)e_Ps%Z=Zfp z-Xk`|%V?>IarS_P(#k^du4KHcB=(~HzH|N=SP?!3K$+3L9@L5rgL#?bdw9Ka(5JXL zDo{~`c!Hkik0TC{$v$Kd`^fNU!uaj%BTtz1cXzKR8Y;$X_kW2WN|e_ob_C$FIM^$W zh&3sTEtvaLF;g=ykRf&5a`Jn#g@k4fK_GyrAK*cJ+@2wIX$OAj_B2YIeOy(&OqVM9jXu?}W~Ok8Yx^-9RqqnDBaMiFn9D}} z;fa;eO2JmOmpg;RtUJ?*y!%Cffpwww1`-+`L^Ajm0^;v)fNQW)%Yj1R?9j}R!T0YY z=3%AJg&mQ_KS*Hsk7Ib>eIb?<%bbhb?fE#Uep+EtX-BU9T12M}*E;iV3_e714l3#8 zB922Dn2ZWOkz5y;0=26-E#PkcIy=}y4cbNB158W7<>lq~JacBJFU-Qh&f&URp8fTz zo2K)r&RPX!W+R~b4P}bzSlHWN6cPa2!PI;ar+@#(@%UB;3nu65%|a338eQfi)fURL zfYNX8{Vv7j%%42DrD4 zI-|6xI*}Sni$JDj+k~ynt;O2{MN^dvcnF9w?64UuG2wU=9u?-PrlHZ1sjhZDe((k) zA=q!%mB$z~Y#JCZ&7ZJ*q&;ic)wOF^BG`1j_9$01-}%pi{av}78RYHj*g_6r z;f5aJB;Kz1z1=Y0ue1Tz+~0E38n3llWqkYA*Ogf2a^1I5V_h7HdJXfxfVJ0%Lv-<9 zAW4|5@Dr34>(5L_#~Xhc92}Y{B*aFKXfHi|eM)nkPxN({BxsLB=N)Unvz3OOW(o<= zw|+F+8~~Q=M`i&H?m+ ztlz;$)o2V@@~+vwvK*o*E5DM1U9k&ub8BE&ky25`9IkBmVu*aLFFj9JhFrE^#T1eJ zT<@rOa?X7YG{H-ZRIg84l^xgNO#{u4lWf~bv%k_!Nx-G z^e6wXj274jiuy9-lOJojU;SvT4d~ih81qvNmb^qOpgAX{&h*CX;-)%V^ivUPZUOEa zO6WlL9$LM4VM6YjTr$N$(Y>RiB!$!65-_~wM*b7#oOoiNCPTgm+cr}cH_r$)F+daL zgk4D-?!iKMyK?xjMHHUlDYc<=ZwxmtddUhBH;ZY@D_4m!R5((|L(#6){K(a7>A#cag)#qQ@Rj_Ce? zop(<{BD*;6p*De?lM@FrPr;3CVEh$j`gR2#WY-^Y4O<%=t4KDI{?9RNBuYVG95uyQ z4q}9uX(ARM%9Zqtbl8a?eNaMBtKOh!GWmEJH34|nkNeGawU_L0awdHuua>63IJhrO zLA~xRm6L^JXlZV@2n?yS)=0^x>DfPIy-_blLVIWoY0?zO?ot}tN;zzA?meMK5-6a> zQS@%lmkhhu+1XK+DM1o)v^D5|q>iO<_XRBj6wRJg8u>QCa1JuFy@2KmFz{hTzUPR{vzYMe7CRD}Xp7`I>W+v&$>-51+l9%c z0cCY5@2l^|iaFJYTU41tV-lp7x9MLqj}}6)*7}BDk{1&acl;r$DS*Q+RZW`;?pp=U>dwq41UsK~X^>pJX=N0gWS^lQ_XNTCaLu0CvYtMqN?vg$9 z4BDF!;wEn|4J;~~qcG>S51;K$WWF4F6Z-V!6|}UaMFM!q$UtPUnWe|D?|vk^UsKYV zjA{FGvg2u4ef^K%N4y2{#0uFtQ?F>kuiEAnWJveBtAkt_>gy?1PCl&ZAFH%HG^|vN!op%52b z+pu0zxUR18flXmzV$e+U1BN0fiuI)S)pKD{-|THJ;wW{ex5NnOYb}0839~Ut)!p9k z4g9|j1D+ibl=p+c<&;r<%2UOl0V8&%dF;mCqa7ijT}+Hm5k6*WGehdfqV zVJ@XXl67Q&;yt735mKI{1LG|zr;{6biEJpnx@to2w|f3#&vTk)c%a@q3dN^`3JxNzzO z`Kzjr+J$NzJv~YlI4w*IGZ3_fKat>JF_Ya3Y6|wu@UtY}!VuKV* z)Dc;bVP_{y_(R~mUltpuA;Dpm`+h4&izfqX)u%5WZ79Z11nlbjAXmxfG$O8r7|;A# z=3)vO$iC~+Zb&Z~Ecpc)iPy^iS(08Lw8`(}3uB;H?q4kc+`!$C(^0d_QBrDZ&LC7n zhJWMWTm<3^C8G=^W4o$TGe%LqOG%1aN zekO!GKsn;sb2vR|bv3ZBmp+5Ok|m<(X9H&|bHB zkB3I&licEUrIpUfnc^{zIME#x+R2r2u@zn0n>vtbdd3mUogAPg+cR3E?W?CVRw7g; z(_*Sy7Q6rF+5a029zKAKea}MrQp4PaJ8iwejcuzSLq7a5RI5vdVE3b`3L>?V6t3cK z`}gCr;INC%?d16H8NJii$@P?igc&cdaJ;A;?WJGfPV6gJ zI(TuQ2|_Y`|NDDlL<%lEJ}1*&3t-5a+ z_oc=UyrNqUYP>vR64|&kRIa$6{5suZNUqmE>rXETgF>NN5SjCXeSogG-FEg%jQ+um z{!njjX8IHG#E!C65-`)N@oK_9eJ^>A@azz`;OvSw+Cp$YqykBRzaDy)l?c{U3E1n*(-P)R#i!Dmf%}fh>85q zo9w^eE!2ikfhI5MN|o0{B;UUcw{O|5@#beBQ6O6=7i4qrwSa6ktB4e2c;&woDsAXebsQZrEH3GO9rzJ@RyTFeiy53<<*abpN{imE z>MNvSTnIK+Omfznd+DN@kGvh}fD!P93xt*F-|+HZ`PSca0)M<5dt`ss7W=~HJ(QWL zDGK;qydV&`And1 za;@jtL9Oqe%8%wizO@e3kvnCne#|Jr zxQa7%!=7Fc=_`s32amdqz)3$;%fn)`A4eXXZ$GqxYcfOBXLuwxyRGp~7YyZI!DI5T zgEKQ%(M6O@l5=v%-^X+pzKmi%S&}C2aTVg{|3P$__oigl6d+Y>=LvH!uG-=m!smy+ zWA{%r@U0ISbD}$uPHP*|n{r`S=(EdPT&aOwq4wSA^{p`8N(=h-YaEwvXZK1j;JM~& zNGLdr1U-WzuO7(!-w*r0&Pgaf-ryj&_Jr~6wbj+|oq!#`n-ekR(lTuvB4GIMqkGV~ zUf4>+jDAwFDRQ!RiivOu6fksiwi}paXu7_-h!5q}Z)P1F8`HzE9LKO$2oeVwtcDNt zFycs{)HJe)WFYAi8Gpj7Tn?lj4%p+zQU2G1`P`w49@m3*?w%g04QyL{X_B0&QEl^k z!}WZXeSIQ@#u@mJDs1A1XLYar4aO`1g2r2LQ1aDcd;oS&shc)dpv+iC2b zFTJi>C7-D{z|1hX1AV&E-vQ<|-Vf`ExhJ6Tz&ChoY^Y?YZyFyTf28F3;@K3u6aY!+ z`O-mIbMyDRGWTQ2F)J%8<;?;iAnwJ}D2y?LTYw}qk@;&)Wo>TVmyr?f=|VHx+ls9Z z>c7liv`>zYhj*M!q-8fHfAF$&UbZ1xw#}<;p5b2LhpnR(%oYvrnC1Ju0Yzu~BR{&- z1Ln^4)s6p8%JXkPyNLl%L(J34hsCy%*8@a$|Bth)4yZC~`tKq(h|(dUC@BpBBB7{= zqzVF(f`p_F(}t9`_aSdpB_Z+Gq88?|IIdGx3|>%!q|( zZ$Ry3F5nFdKtJJow<*d(y{9T-5(Ny^Y4yo=20HQQTzZ;R?8ANSrinDU74%To!%s&` zgeIA0`j5}d3D~py!Kf{^`%AR;0+AKQ@<->;?N&Ipx zEhG7}9kZF_Hkt(Nw;z+9y<=P6@$gd!huF7Dw6U4a4ToEICJG#)b#FZa(f7+GU0|zR zr^pMZc{3dDL9lW-C&$WLz&<}pz&_=IUwC913Fc2{ytn!vhV{pv1l)tuzb|fOgJG$w zd&zdH&6WYYGxCy>k{dR-iFfv$fB&!}zhi$@e$AbaAJfZAI15QCgFXEdQ;1HAgpOK+ z^}C%}`*Cr3`4(}BM-q(PKqCrxGVjX4hW3P}crus-d^7c|XMMT}RM!OY(Q@%dMhOaC8cB@pcLk}bRJu$f{h74XC2&dsOl_0u%v@1d&y+5b`V|>=S`dS+Hh|7@ozd* z9`&f3M7j=VyD=tYrMu>GkqXQim^j$Twa<_bOm*{jPn-EOb^c_3ojyl#`t#e6<-af2_QZUHy5Ft`aO{AAM~0s?$ebG0^Ypp*FfdFaf|Nmksogf=70xJRzApC zer6{*I7G>NVg0?^4cnb~jxqUY34$zO{3+y_&y7(x&v{NyPdhxq_DKGP?Pw=?LgMX=nhJoQion<}&}-@|*NP?wBlH(i2+EBgfT z?+*E~0EqJus%yvhtGpO9RIRIP)_3z%nqG4%Dlwk3%x&wL#)MAm=LZiS^f$-e$7I`N z_jvU9@!%sG!Sx;pD)bIdQ%P7Cn$GDeWSdi+Fk(w*xHaRCbKBs`%=DNQVTs2P)J!pMFVQuBrbS_YF6S{o@5i>J?H;S;QOWx1yHw{$}sbp4I2mVDE4x-R4Wj+f8{B zYq~}O`!A09QQ7f&H!Z0TBC!xqZ5=V}F)Bp>|toq;oSMPdr+xg9xwvgkC$F&FrIB^wle> z`c#;@=BGQE&3Jrfx^2w6oU4v~9Dc@fHD|>3yS3%#^7_60qttu0MC=1yN`Ww8bnE$# z!c?8iy8#RwwInSnJ$He{Xq}0!#agbD^y;SRqRR}Eh&(ZEXi-O+=D=|6dX8aEd^|mX z9wLu0(1@y5(!(yI4V{)%lylPYfr1gNrga)jv#AgEgh@CkK`@#2v zZsOO(Ot^yY=$}T_C58C;U6Fj4Y5&HyHzd~^{c=r@Z5CrUgDz=?%_$VS^*PK(gkqlw z%e*+g#~}!$aG+O{BJuI@`A zYd2>>yRg4LrwAq{BqXG!EkOXS_QHpP4B|GXPswnW?TrGs?f{)Wgz>#^1cGF}b#fh_!H)We$74xC-`3hh^P zH_%bjgH}DGB|YFK<>1{~K);ZC&=2gcXH57zCCbY1Zz3`2ZeF$qnUA8`(Qz1j42J>Y+d_XD)Q_Vk=79`If{M6@g_q-^^kw#?we0go*v9a0bv>z{9j(#$Gv zSKB%6tdj2x;JE8eZ3g$Q1+NZs7G^JH=x6c}O{}h(Z$jNl(pMI`pdbEqnBigkkKdky!*D^aW+=;d*`&SQ+|o&sn_6k}$xvKt($$Y&zP zTZT4?9mfJR@*qh5(iRGM5!E#eVG2Q8m8_4o>FJ!{pJ7wX-b7_w@K7;UH2@&PYuipm zf7rC9zQ<|paW1nJ&xw;pm3?I=^|YQmaSi`6_g!$Q-m5)*d==uN3>w}2m+bFUP*@ch z%Q%dr+~DJvn3&2xfBu|7olGquqWil#wc6D5wEpkm#D{*Izrdjrmy~z|JMJ#I%s784 z7GjfEPQy2av}~5~*uD1-{46YIpbWd(*wu-$0RxSMgv4;9>}}SwIZ=f|YraP67TSo@U`zHS~Px;Cji9jfPG~!q&;)j-Ses@nWV>Gt1hf#4ImWmS`| zqOCohJwyXD*3@1?)f%Y<8Vq!pF+3*YQtuslJ35Gf2w?hNN9ru948PsQU%qXi>J{5} zKTlCkf3olLr%`AEw786QtAHO<<@O;WFFgoIx&sYfd?5iKq6N1iJ-xJH^v09!@l06- z_s?CT*qu-5kLzZUE>vbng4%7rauMfiUD7mRu%BBB`^0AbRHUIOls zLhhhph0O5E`^-%EdK0RE=<+if<%oZ z5U3qHU6J!gNS4w_>@Xvfo1J~;q!C*R+__;5{kItlMrNv!y5X1%!gi4?0pQ(+W4xrq zsa&a1XpLqLD0%2RXN}J7{Btm?FId-ZQREOnQec^nB3l zhruqEf-jqyb$UWaCk0LvNm8{m`Tl;@rKF+a#^U0VOzgexgI+cP4!CSm_vMxMZ-^EJ z%C%)k)Kz2kZK!inU!`cvJHOXR>yVVJEWamC(1?|7eSMu(F|z+yb70YYV}6$Dm@Q3l zS8!mZYkc6+<=^cSGA|xy8=oS%4emG?Z z?)SI=#wxln_!P$SS}m6>E*h_qw4O&%;mV4=uu4+q1EC9Y1P_G@?K)BFth&b$CJcA6 zvYwa9&Xr@ncO=Z~uPbWr*R%Tn??7%2a5P)0z+L(){Bj9&{quE z%YLiFW|2|p95@`b{RKty^UnZzVr@FBsHivx)34NXZk3*a`)g>!kaRH|qm41dF|duX z9Pr{+5q+n1aFIXtrTATWdg1*txg+S?_k@|(_N$bAzx>1I{lA6Bd<3`Q&Pkon{eKQ= zxCef!n&VBsHSECmaWlOx51wD(>ujsKMPB=<80#OH4{i>YsS`5qc_}Te#|zZHM6puG(g2y28Lq+>|1 zfu?h}4bGaDTrJrLe6?(q61T<^1aGX+;}ZkNzWl=kyc920>HZdLc9IN0ds?1 zc$?P3iXuIpketlFke6|JCzcPVaxa{dMq<@?Z99nx-ObU=P}7QS;^Q^-_2r=a9!B<< zwN4ck3FN_O3m%>hIrIQo6(b|I>8?CtL>6^?`P~6(rE0BcZLnHjS9{hQ?#H*9UV(+7 z8PC=7YfIHq`OVCRb9RvUq0O;`gsU6F_RGu5>x3?JyIxhmEfw`g?}yd&W=LNv$Qaa4 zNET6|R8t5M2YB)QbOK|x0wa*l@fjExlrS1(ir-RwEa8 z1qRi5Qa7P>+rHZ^kJ`R%o4(H(&l+k!K{2hC1`}C+`268-YNJfK&?P&0<$Kv zlDgGvIF%kJb4^pmOmvc$&CL(6(CB z)Te$V)WQvCFBFjyQ8DQg*G)*4j?ax=ZtCG&ZB{!arA)EaF$~=>T4u}%c*VuVfws8F znDmqm95Go1KX6d$%HBF__Uk_?NI5Dm6scn{^V)IjB}@9wQx|bjAsrnZQt4!=pPZt9 z6k1mXim>pMk+#usfp0)6t50~Qr8Vk5!iCzs@&f6IF>4vu{%YH~upOMoAc=>?2;TF? zOrdfqnOU#2jEqd)QmcG!VFMmIvFNv+{_6_)<{2LuYr3C&_|h`-^qHO>3tu+>G8q@P zTIFS5csms-@qbo6`<5Pt0vp7Ri0Ja+>8@-XnIr`Zjc_QwtiM{mcc0MXE`E6E7yCfw z>vEI-%FLi1D$abi#1RKzr-#TwTT;}@Bl7cYRtR!l2pl?gsW+EIh6xlW>}pp{?GeJe zY8XgV3|?vMAqTbko|m3F3%qeG8m%;Y=k~Ya`GW<4IzoTCQJ4BYsAz*g}}ZmvP1~Fwhx>it7fl zY1={PV`jIr-1j!FO9_OXK-1BQHyoH>1AsIw%Vo)7tABrh+Y2Q2_R`BHkWhuuBwRB7kT znWRMXiWL%9+~C(oo=TrC<6ved21P*oiWOp%R>iHK+`Qc@^4AaF;=xK4XscqOoK7IR zeP(-lrfg=bXJ#rUbn!{@_l?fpztK-nOHrk=xiT@vob|eel>Fa?Lk@*BOo#auG9BVd zAC@?K%qd}Bx6%hZUz~~%0piad_ACn7vvSyVPg$HMbUNr$h3TuXFx~=825?KkHkCB9 z?k{Qude91nBdryz=b72qa0nO`UN=Qcl!rp^gYwX=j?mKa@o~3!9?Qj1w|WyK`~1h= zqwbtcz}KMfE_LginI!K45sGsu0t$IQjJSLIBu_L^TtY%9=ixDSry?LLc4b>Efl~-c zl#GmpUIuojYY)o50FNiu#zAf76XlmSCIOoGg?EfUzJ2#+{`O($^yvo4Q#bYApl>50 zVhH*-RSVi8Zun1aR@<#H0V`?6e?)rY_eENtC;ut#?^gv&a)DDcul@d|!mTL-8LMOK zK>GOakkKPsz6;qjB zQG6O28mzpNNMR>%-Pw@1;i|9-(1vI|`T%@LG0vQQcYiV-B_JduBPvRM30MN+lXz8< zFS#4`EdSq%#SaO+1kiIuqi)QrB42ddiA>uG5v#n5yRRWBk4nEjWl%RWO5)VIT-SM> z{m~3`fi?u^QPkZU^xP?OzMwH;JfUxfsM600;NLJN0qzW`gK{hjMM0E;ywzlfRTyp+ zGhaIYadoZ4M;tl(1H->o6uVnXAp#mBm7PTU+^k50kxA2CO+4fk&ApSU>b^4qE@*(1|CBW#bV(L4W)b~jjVomKUxPspbicp7+_Ct^E zGpF|Msz0`@e<3Nvd+X^+of}7V6t6ce?Z5=5lI~nHHr{C@LKvY(+&#(ZfenI5$lO9oX&)rQsT`%@5sfyTk+yq!4a^9JZ{Y zqT7UTeL2wJ`j?mDg`Yqe$imOSa)kxYdjqRCu$9^-)?pk){&LY$x6 zdz^MG4>~x_&FpLyxyY&;#4#fnj{Lxk<6OD1=ohsNTv7%k-)4nnod_soOZWYa z2&w9Zoj~zMC=KcqD1^fj`O`P{#W!O-e%-O%uyJMRN{g}RV zcX!LaWF!6|tSEaNS^Ao0Ytd}C>Cp0w^A@p^lOIQBzuwQVnE5ZPcj31d+ zGdJe~4Yk?Tmg`Z}^nwtdU|3Zx@>q-;&~Fx4-u}*tIE%nd8jpDv^=n7~g`@!jSm>3p zD$MY&3+>RHcy(QlZWB)5?)zjVy|3#q(SZ>0XO@Gs$#tJRafB$cv9qH?&eCh*+cy;# zcX!`b?Y2n%y;m8+20!QZ(opV@_H_2wu?j5Sm2}1~|DyGE%d`BpS1)sNnweh1tkVW6 z2?E%zv-!O$N<(j?uphE=zUvn%*6Qyde+{GFt9p43xOjeDW-*|5xmZJ{RHY9LP5z-x z1d8DvYWc+`Yzf#d$=Idq-n_)Xz{?iaCu2J#(~qQfI@X(^EM-^sNDzR)T-{Q^bN_f! zD<*3hI^&-ntA8w~)MLF+J32O2`OHxptQ9d`Dp)S&=a1+;uALUdq>8+*2tAKWLjW`i z$DkbW7G}EsknTpJ+};=O{=(lqgq)`c>!W2h#o1NH@BkrsdTF+hf%a+~CBH&(4@u#K zh%aL)49H>SZ2;h-6#63}hLw(<;&pgxft(JENui`#CUXIXx|(slF@zHui8q%1K@0r< z8`y9I#3Dc|74z->zp1DHki)f+=j*eS<5m!!nh~8Mga&@oT%Q9uU#I6M8MuE?x@_?H z1M5ZU>jI|*FG@{B)`IPHk)V2X>8M*t``~uP(6gnxS$i17!TcsIb8we1`Ad&L0mtrf zp$G_M86H!Hg(t?Zlpc+Im3-_S=Vx+|Fo*~WpIxHoc_=SGK+?NvPm-R-dQLq-@U$Qi z%S2XeYpa6Gl>dK&LErOj!)-n$SA*~DnvMOtzxQjqKl{f+!v{3Jv91sIbyW7BC{1Wl zr|Q%p;w$sTU%akLci*!`N${;*(9qQ3FaPQ~3B6+-KYjW%C2n|W0L}dcp+*EV|AtDi zWA3YL8hmG>WF?EYry&>S2#I$j_!ph#!PT20eLH$9aQ}}SWPLP&fbgZ>)&7Y}=SnZB zkS(+D3GAV^k{~5Mz|ldFX=oB8AtQ4WbU1|okG$CC_f8l0f7X2$Phl@4Ub{|*sZK}? z)jw5Fxvu2q1it;8wdb%LNT^~2;p|Mfp4{2*Fai1ue8jThvRfRv)~d==HfY2l#}?3d z+FD!tA(->*kqm8#%FpLT;HNRMZYZodrdrWz{Ww1Wu+Mum#m(E40DT88J!|T4RNX#cc zacg6xyt!Gb<7>+|@5AUUS3633x{ogoA63=v?Q6H1g(|*{f_xrc&7btmUrPM0U*TZ_ z2PzkOZfQTt7gh$&fj_a#)4~k}O*3$3em_6mlTU)skXU)&^z`(YPo=l9DyrqVSYBV96*Ya7nw%lW4 z(s8*570~wO*kJ?-0e?Euua9I7P=bN>6typ{!)^FX%N&_RW(0qn->dA6uWKEH=@j+^ zMkXe74IM3{-W#XDffZ8KGDi5iMF*1leU~(>?{L>x!|Z+C=lgH5ISUGyY6LoA7&2yq z4pj|KRQG=93i6zkZe3(-6$=+vRyVDi%{773#ROb=v3>$pLYkBQwzS99xy}M#_7$s? z=)>au-@5N-_i4(Xbk}2~#^-_NEhzWddy|UiMeF&mXp%0qTI7=x^gcj|1nirKUd)JUaG5qlksYB>sE?vui$+fjl-RtoocExpCC2C zRR&ZB9UaEBbh3+$}qRX5AZcu@7f3{2^2evmw+n~#AVoj zGca~^X=-Z9aB=jD)AC(%SN?Oa9|8MN&F@T!Bsq@kigX6heE_3`Oo{ksqEj~*M`T`` z@W&q6mF0sy2*{yZ=j2>+AwIY7^8#uo0PIs&RY4LSunaWV*?i=gRVO8FX&)86!4(5JZ6#(#HGzH=tRjc+>aP*koh- zVf9)A=TFkRC$fJf>Pr^^<0=>yN#DQpm^cKSklwJmry0CO`K7aU`<>u2uOO0paU|@D{$wKFxmN}5rhzqU|&*$8S0&Q-n}@u6EzqThcC2U#C`G`M=hK`SG~OOU4x;xU`fPU1BlmHe2QIkVac|64Nk zHPg)6HZs(&Gs=E{Nd&GeL(PLU$Wy(Yn6wyYIa)yXwD0q)EZePh8LY=z^`BlIRjUu- z#f#Tcx1g;H=EEbX4|ap>q|;L5BeWKLEuERyyjEBMlL@H;zYF4w2f655`+b6+&+*TN zAuJY20WB@g=+8dU`kcJgnLITeaa3~$MhrTF{{nCDy(YMKtGl;*Zq3!UAGpDrm7$x$ zkyuTuyI;vl^}z@A+&&|zM{A-|Q&fXJ~k;8md-(- zX7yfeyvP&!+o%k7Zk{lRHm%zOvHxCVe=J+z;$iEYT(6wYpZxFO6A9hH?)~G>YU2%N zND?eCm+lq8e&H@GEci37z-}Ss6{&4mvVP8mt4*OL`MIxBGZU|&wP62mfYLJla9>IG z?xFns!v`cR;Q9R-@sD*P8y6s~lE@tB*k?NEzJA!6xYO;4z@GrG43B3O@yyWq7i* zU6m!@uB^k^>YQ(d;AF7U8*s0+g!?+Cc|YQl+R-6}%a@(ze0L^x@arVSrSznwpeB$k ze{GxaESY=X1;0lShy%Sx>Z63~ez)cz7X+ytMQ49ge@|q;J<}pYPytbwC`$ey$1AA{ zC9(ITRV^&It1p&)i4=+iYzkH(7B?Bv4SS~U5ad__#`c2@!7l7_$;ck7*}i+=);_Bw>5zmJGZ!D zM+P7(-V^yq^nyzt@JgWZf)_d~#xd1ZR*#ka-}qNQzyC8o5y1J!#*<#)i>s*Am+Y;MQ*ogh;S~J z%<)fs?4pf zd+gT!7yaAC>~2#oc=#W5SPAx9x3HAM2pG;%v|JD_+U%Kr9{7)VBlV&659O3&G@o6%#txr|)pn z6&{`e=$_>UFuv0p<7w}eNSMF%PS3S9S%CKSIsVgYsPIvdRuJ}7QkR0q$~V*t@F!$M zhIY5*pbxWofX#)-Bppu{5kxz3q>+S#uJ9e_;=A~Lg=DC4Bx4)jJBDLfV`9qx$iQgk zPBD>>uP>XchdmoKs+4|LwzQO#w?EW6kUl^O!L}d?%AYQWBUHl04xb`j3lC`Xh(g0BAQ)I2Ym%cI zqfZ}PSTl!-q=l)43OtuDU+!P1=eq<_Rr$Jz;0388am0^a0EFuf=lPj&ZN>t~Z`0{k z-hNwk5Jm9+KC=Su!Rno#{t)GWrsHgsl9Dk$Ym=z-aRswAZlY#M{t`YyXYkZd%Ncx@ zZ9Wog76Azs)r(5N6Y-hGr)w>+r>AcSuyzGyK68}$m}<{Ok_C+S z6^i564G0JL`I7f-gZCRl=zpW*oaRpxlW)LYLM`^Ieki#3laMT^s8fjf zeZRPI{1;=U5!&GD4opx&W@<( z6!wZQxPLjiM<;#=QKFzk@~8caS206?wQfbp@U*WvmUPX}w%D!a2Ph~@ z1Co{MkWmNLMY@-w7SEa6F9|I-j)26zNhrq31RrEj>m=p=W8SZJf4VC_Dd z{s7qtTp3^Tf}|Gbx=(Y1wzI7dO+p=Q>w|d+I1PGgZZJsD_cw$Kvhan}NWb!BBM**w zidEZU&3IgO)Z+SSLFhyE@#8U7t)%25k$buM1Ia5KPdDT#+Y|j3_RD%h7+UGuD1>gg zHhN`VkRv(V=P=Z*aM`RIGl-aL^sZU+DOn7?)eKpQpzg|*e?8&LZ}&wbV16C4lTfcc zIzjHTStOZ?)X2Rc446OpIc)#8A82LJJ{pa<>T}GQ{af5z`28lm)Ea(n@9OG`So(Kg z6Bwa9@_P=S_&<_kLtSGlY^wQTc1c4;tTDaTdTL~?;O9Q zu)evtpw#oU?YOE|7A*(G{&zW$xcoWDe-TM=(|?&v`l{Rd+#cFZm%x2CoszCSSyo;? z0PF(kvH691TYTu65V!a?N*tZ#@srEV2d)_1+nfR#@ZO!tdiGx&=$6oWq66}O6XSY0 z+;CqUS9l2{(AI|v;AqiWhp#QYEDQS1m0Dm$0)I7hXTh$ltzbFbFC@fv z{do0K)Jh6PVKl?^-w=#CZsXRxXjk2-g7~X&p?r9 z8|csX?{Bi~7pfnJw|k0z`VdBiMm8mjV;Vet18MwdyBJAcTDZo!L-jyL#_XA}V35&J z)!WshJKvy-qNdjCYeeX~iyZ#$liyVn!a2-tz1rvCx!vVGGz9Z^+^zYP)3Il|^6-Jy z^B}P>*w}b5U2QJCt=F;AhUwxt%$L%b@$JGkb-(Pz!EeV=Lo{dEYH2Bs>fOlibuL_4 z*;Yadyt(CLLaVn&-M49Mx7zG@`BuNZT&I1w7xZDC1BbJ+gbOTze@tZK%`WJ?y}&;p zDk@sCy|qCvHuq||KA3Oq)k?Z;Q_mNo4JFH{R`t=JiXaZSy%n!P0$fCYXU!l$Yz=MJ zH){U1%4O=-u`hs4t|E<&%H3h7X>d=NTsfh>>*h44fnB(aGcSf#=HJ`YVth_s54Nz(5TNCyPC~pGvx}kchY&}qFLelE$YD~3f+nZ~vwY{6Qs|Gt$g&Z}07`yII*fzQoy$A7*>+j56sZY~-P@o2ltVfVp@`*@~Bb zC0hpT0^qG{DatNTJ zrh7^qkJoNJN+u#LJ~zTf>z5;Ic(WKLK(LlLl;dnDW;--POQDsMe;s@AAQ_tpJkW+o3d#d~sAx&C!ih4z-@L@DlhEs&c9B_`Y zoI0GLR=iF_bD5=MlJQ*ZQ|X9mFJ3PbIj@UyZMOpi*_wN;YzD*}Xv(DF$u z2^%Dvm`#teKeorx?aAXla^wj12FZPCX*`n4y05FM`nRKB6ciX=%^dN+kzEs%OF>K= zeIbsz_7@hmE1FRRG}HG9qI#20m4y|-fZpzthp<9ymODyjreV&UD-3&`N-^jyC|QZS z_CuagbCe$970>OZirZ}{Y@u2h@(`Y*$}p+#T?yeG{^(=&B)X#MMkEYn}tl06xQ0}DBDY4d|~j5v7Vq6ayc!A1MgQ+X5_M03Bp;=XG!GLTn~$mrskV-lqexJ>pBAs*X0su z#BUD=K1+symaDmi8@c_sQhRVk(Xqo`%wgv^44+B0HoJaU7<51w*sY23INe%M6qg{E z_WlAdneB83S6jo+Izo8WaN75LR;NI*6himQO&1nl{O2g#vBUEnu2e^zy1akLe<5> zB+9teGR}fCGZyt$&*~nX+ttS?`s0g1+-F{HW$)BlMs-nU`)KPD3!BT8On0OKqm#>X zRLPf7kr*r!gRpzK+u7G?(GouImL+fcCMb~O;o%7?n*JNViEsq%2)oOI^7D84-{&op zWAQFZ)&%o#j^MNP-m`+%cID98t`Fgma@XG`(C_?6ds)AW5b2>Tl(R_CZ--d@5c7V= z_79JWnSxgAcP)$n-{D5mXvkcQD8$;+awm)Re+KSkNnJ3HcYCJ@ub4mUMIQ$F<;D%w z!uExlR#o3T)%={}ODr4X7iC-wJ$Jw7;17ho$h*vJgpPJ6KTM}1vswJIinY_n?-EyE z2ty>@N%XVMWf=7G#a%6CAR{Dv4fIr|o~0zS(vwVi%nGX>ZIBuqaO0VN4eguw-GP;Y zMKpr8cR<$1-tmYJQP##7HM6t3UJ<&7jc{{^YXjAQtWL|2AK@Ms7bjb2Ya=BkmDm4} zMLdYxU6aQOXAiDt_Ffwmj*g*4c&BXb#xeHGm&;&6)7ol#IUha; z2M70xF=TtQ#@+|^1KqoZyZkMF2$$h`{rsiYEa>h?$rf|24N)p{4T4yuJiTjm3ioCA zfLWCrX!%omluk@iPsP-X!tW9A&cO6rJg6qUnatz$B3>rh4T>7v9t$g}nenGxOkTSc zn2>V?Z^1X=tRC^iUZ8UDYs10_*M_k0lbX7ff!)T}0U#;5LBr>fyr_bLf~=7ctA0W9 zb;%%ZBdU?BzKokNH1{k-s4k(KgVerC#9ua$R;zQPk?v)n)^B|jXWl!UFUKyZ3kXV! zb!%mK`lSoGopr2vo^^pdO{3N++i1imp){#(nafg3xpG`NX?8P;KJv=j4auVFA!E0_ zjo$sXe|jLaLIf?}>WYS0b7SMPN6$YQ07&hs?asgY35yX!sy$WRxVOEtx0hUbz0tQH z>W5vusU?QH?(6C4S@+|FzOJ{KHu}=g;9*2|a&H?4&o}foy{%5oON!MAA-a3lvn?p< zc58PxDGVm2zd4qmBksq14(8W;n^>PiTglLO1=`~EcXhOy>gwv3WS@zN>oELs4jtaK z%okC<6Slrv`aroD2(g-W%$?4mA0L0VW8V#A;4&Cza8`L|z0JsynPwp|YsRuIw_itj zi<{J*=PeE5X zB|=>fqNg4cU*H@tnUVAwr)qN-xU*WVXLk}9jnEarMDj) zM4Xu(W~?{f@A)@w89F09+zxfQpi4(l7e#y&2%mZo88ZhAgl><8GGZvKwt=pte_v^h zGtIlwg+sm$ZM-Kt(qvrn8%vMlP?bbO&SVu*^hEw``$|Kiuy30M(MgXf#{_C?t-o3s zS{??gwR`uUI6TOUpr!sdwz1>{ zVS`7zd}N9)I{22XFHi9;#Y(tpw||0~(0(6zeaAv*Chh_*j?5drr{4s+VB+80x0hH2 z{hhbPp|f8J%nrogLF&moFX4#n22x=Z;Dbh=^fG%VTx}r$Q{t6%J3o%4hEm=dmyB5j z1N>d{KJZ!Q|Ltu1SK@r$krU~)LGz6Ia)C`(od3;x%+X4AMzfVgXDbp2d=oRUynhwu zucuhA%?G7v9%0+;2;GwFf=Sbc{UwgR^H;8JyhPwcVEBGhp_qn-eR(peMzJw0LUOhP}zIlk|@sczy7L2j>5ZzmnjBq_ix6% zRrIeEYf>F|>F7A@{BQ2Xu^HFi#4E^1Jb<0HV6~K~3`&i@#K2fcZueJv#%rFTArQ0%*!8>qakVS0PF^$6 z?-XGkMKo8XSAbZmLG5rhWBu10%A+ecH8=e8hN^`kO6gmNC|&=J5iH`ujv*7WN^dcw zkc9jn`Oa$jK<`$romrn|(n~z?kgG(<^kE@}4AZI3RhZgE;_nc#?{~bYK($KG`)Csf ziu4FFVge(FF+=aGPjzENqCfMa>j_HvIa*6eQd$xdt@MhF>*?!`t}Hq|5fN?D9{<8V z&={bq=Jl0V&>5L#q4$%WOF5a*Z>Px z1ONOh3#GeF?Qce0N`*5m7KTSBCg{ae&c=aXQL?@?LHYL1(1$C9BH&t_jg}y*HfX%7 zA>W)z#d>Ssz27^le-izo+lYJN=+mBx?Z;`Lbak;o&=6*D;-$~PtdrGonL=XnwF;q# zoSdAP^nD?SN1{MZB*WK+7iCezRR#jZNs75hL%hQ#M0)d4BEGkV(}c0zc--RBJ0HftTL|prt8Kn%)x<65bY-@V$J` z#&)*oJ3Po5de`geq=kkK#;H?O;crj!N^<~IgZ%KB8$(dKbBk2~E)W>(f z1EmTPVi5g<*mD!_h^sZZio*pR&Mz=kmIItlxxhqQ-V^*)RV9p{b}DEl@;pAHd~lfU z$A6LWIQ9lnibJO5i#*yWcHTQrFTUC;wpvZ z!DXjO-iZ2o_n5J%X&G=M$Y2JyCUi}3Ip0(*LT)kWnFaMiNFsAWMmHPo2ydSBVryFmu7pi@T1V{^=#AHiYM($^;&fA*yw>(r@|f?x@} z{OPwR#DiJr--`wtMxAc^7k3Eo2k>{8FL^$HMqobZDbx?eRxU4(V&Uu3155$~j?GG- zeshk?Y+B*d`0c&EI~3$-V{T1rx7o(ef*FmhyIX;dB(b}5%?MIUVvIOBI7+=PirfmO z4m}>yTga1BZ!*j_6l27ol%n6vec{jdYggj`{DH9Ho0&?@38cPAKX)o43*ukOU~vNV zP>HK^H}aff#+(nxyQjh@AaWpYbU-kTYmI4mUdO?5{!n0@dx`u89iA3E? z0cL7UOw8>Y{7jcqqD>~8nQ-RP9yPx4<10@9b=t%suc)xZQKw*?D8(r(RYEG)^?+ zza1j38c`Z!KZ&Zz{A!En&+iEmXcDKH(m#I=QV%RJ=&xG2re9Y=LZZuJB-n6cDpN>P zQxl*5_r04y6Cz+YliiO;5^+yVt?9JP9lLeN+Rp(o$G5?5R6+?5N=fD-Jq8Jh5%Kcuxy$6pfm{S*i#o=7s$y( zX1m(AT4z>(lWb9|^Q_KW4(S0>2B{`;9@9xeX)@=1v8zZ}^wcZDvxF5gIYA5Wu&;#m zfpSfOTF9UkX_r^9?@&shzh+`Xw?h{;YoGoh4-F%*00d~X5~i1Kg;+3QW%&`5f_YS<(b0tW5AN83wO4& zhJ54^77I5?b93`|4YJxb!bbo`q|jpo%G?T=6&}?EaTh+dy^~5a*ed0W z=@%CPA(1xf&=KFw@b1a#Kg-y&GXNbEaOhy4dkV3#dGAIKf%0ZQK_tu=8VSK?R3PkK zZ_VsagfPT|`$4i2sXOnoY+fIx0U;|@;K`j?tew*c>?0OHj`?1?|W}# zejwwuWY^Cgf?+~!1wJuH{p`OM?iItS35I2ENmX**la?oMS@OQqQ|^qpxU^IXU?R@e ziiL@ZNrH0WcBv1}5?l9I9EWB8z?cw?dSz^!aT4qn?_aOs0P4v+gn;3jGksZ|pP<*7 z^$@+XBQjA9iC%+N_#S=!9We(3_e0mEn%mqb1Fd?umov+u^TFAZ_?IfOZSCyrtj9!@ zo#YMjO{6v|vVYqHuF4Vx?95~;SCpFCrRK>P^;H0`GKBEYS>odKQUHg}`2}t&$MOQj zuaSjJ!7;7)49eayw(P%J5`&mD7fjH$Wo0&J337qHv-;{2hW~Gv0QPgwSd2AB&4E18 zCjoX9WQ4#7JFDb7ls#}vLqU{jvtWY_b-S|WKG)y9n7YS{5Wq(pt7H4p3v-XqW6?3S zkZjCZK5MR%`Hin?Km}^lhbZP8Ns`PiEMyA#nm=&jOlcvzT5Ai-ld9%^f(QQ!rCvb5 z!!`Mva{QX+3?y6PKqQEQ!S`SH@*h$ctk5noGh4_$#&0#J~ZFufVD2eT8=ga%PTB1 zSkrp0A=8amTUmsU=bTIk3YY$k;iK^2gtM5xMSJ%gI--A^l{Z!MpcK{_Zsd@{`31=) zO~`s=O(f+;fJ+Eyt~?U*au+Nm8k7Ri#$?7FZv-c2*lV*=nhPL2m*t|?10D3;{PAhR zSb-c$qC>>@j)Ql_%zPS{GHx}RZtut-2bA)t*d9DhaV_VUDP|-09mn;aEiC$7QF{8pp~Zfc0%RV&jkIE8v^Z zkwHGgg-$4(Ao^Y`f*poeyU^`asyReX4W`^3s#xg<=Oi*B;(YIup?{NjJ(hO?+$#}W zB^NwYOT0`uf@&I=7n9t{h=PN-vb_%dhCV-k^@SZ!QMar&IG(_Z_;?ZD#lA5T>clJNOvS9W&LAQ@fA{GUFK zWD7A>G1lJa8?FY{lsyX}D;F|^kTJx6e3y$J${0be*hOit7;E?yfnxy9Q{iZO8iVZJ zyJ!6CFH4U&U|v`o@(K#&FnH9=DM}}-cXRJL{;dhwFAS(TgdMP&JEC4VP^0paI>h`u z^tQ2$(p_P-SzpZB+1?m9M7}B@^<@0l8rk!{>=&n zdJdPhdQV%7crqVHD_oB+Bt}#ZB9V8l^Bf)vkBz0>?q}LQ&o}SsenVPX`kMCbJ3sUW zv+ZHaP6;a21rAKHn`2NZ$QEL|K8B=HZVL(uA_lH)=%#X}*+@o2Ti(4-Wx`@CHm!N| zud;rPZyhD38{*{TWWJKyONw=MR-h(; zgFeMZd$(Ui*d}@-076<l~2C~$YDKXX{W{_dR3+#vi|v z6rHr2d;{AL%_r~z*~p7C?@i}F#>6DhX^|sc+W;=X`&g#sEfLDc3sEvxC;Lr#yY=Qd zE|bmMU&ht%YkisLxGVRqH%fQ?^uLOq_>uUjmp5~O75h8N`(OTr@7=bCyR7=#0SFT1 zmH9?nmr)A~^7R?I9oXQiA5LTo7zEDAcbGROhEOaZBB^_!W*B0PBw1+_x+JAk)hy<= zy>s{lRdg7_>~M+%FYJoYA}2ihex{vyrUhR~svj2-Wq7f{X8!j1WqF7(8~9j@iE?st zPd@xV(!M&b%WV5v5l~P>-UTbaLygJCL&jM>aURp741+wVT$=IE%sUgy_ zXp)(pN-5OgatB~%L$&-f9l{vXA%k|CQ1Y{1QDyW>Okq6J$*r_|w0*Abh@TJ8hh98& z!tSVfh<1D=B{hS1+WbP({Jnl+ST)b7^td>7=qUufbmlxrPvP0mcc%MuF<=k9_Y>wN zhuR2@xEaPFk~HxzNyW_@AhF^`_JtM!?H1%lpBx4p zsS!Io@c`;^4!t)PD{E`-cKi9@ZS%oa5ylpcSYEPWw{SrDzNo=SPA7C;IhqW4uK+`pc`9L0Fu-ouI21j*i-jp^j~+t>zRiRYQFQTQH=0PEH+Djk8-@$<;i zQ^rml)g5d!K`Q39JcB4f26=&dzX7)YoW1_1Cp;aEfEZ0%_y1UJJUilMDF&NDt?k9& zVXV;M6W~4P`MFn48pxv5>@e$YmfP{Btfh5?v{J96N`|bGP}o7V2=6n6SJwMWB7IeX zL*m8_6q0kimbBWo!%vRyf#r|Y@Zrplmlp1lEKkqRyP!2mU+O2=*MN8}$^3qI*HeTQ z&^cc%a>v}-+ueBpHkq&dbta9#YvVzOvMNecn=SnKc16( zZDL^bDT&ZhIepLxz4wlEB09SnLT;b`^#*_rH{Zyw^=_&IC{q-)%UrotMkowk~?^7$pA z%#Ri-Q~&8u|6Z8?vS;FvSZwL65^@8^Gz%dZ!TRjr?yT+C?Ao}@%*>keSUTXRn&}Jn z**IrEx3%FTrqmwK@qhogA#*^*5}9pECMT}(#l#jCUV`jGVYxy~A*-O^BCyLZ`BQm% z&CX3fn^>EdQIcIc#pK&lf^k4N=@8sp+t`8W`<}@*E^9WU9MKz6K>o=vUIq3cLPo1g z8Ju^V;8S~t@tas>mMm;4)|-$hu_)Nl%%4&Mkt~!POI(1Sp8oc1PrkgOVnF*Tk6EMn zMicOYVl~!WK%u`qyvX&AA@TRzfxkLxe^_iXNqEkj$9TbvZotEGc~%HWF48)?!xgM| z3E8+n`^7$6Zq$|WxtvdJ@D87G8_KWuhe!V6zU+Gdx8A>w5LlhPnp+VKYC#?YRCe>%s5$k38;Ro7FOr3GyNP7*k!t8p&SB1`V zuwZ|+Z)uC*ia?`L0sca7p{XxI6(&t)9y2gB^g=j4X9vEy+aiECQUZq+_ECs0_kyxb z?a5x7(2nAt*7**qeN)skw+hQTHuE#hW=Q-3N9H<*N`)h;T2{(;&@+OT;C!8Su(>bU zeu|jp(!1qQ3;ct%zYe1i9aqxXes6>#PQY#PMXJxb*QBMlH{8MjcwxR>WnZ|6(AoCW z6dWZjM@I<0-Y&ZnE*0xa^4gWVE1ABf^A!%C)e&2gQ4>>#-aowo_#k{ec!%ZNn)%}d zp)k<}i7vFazYf854-_zy?1nGp1KAWu<94Ljon^KApdv=FoRN2h&cC3vKb^7vc0K=y z8F&CMiHzL$bY~`9hgEF@SYt9FG1q?2sB+Z^(Z^_?{s@$_(2lU%=z8d4&wi!(CUA%NI+s*ki7!yfk5``ov-lis#jjN#zqx)ia|h|n z?T|)?a)BmFBiw8Kk3B)6@y>2A@$sLJ5StExcA%@cFp*&a^5HUko`%474Zl5dy{S!o=Sbmd{`UgBGvFDkYn4MsPpo`I0vA zRuH%yCt`l~@kPG5kW4iHsYD-A@%D?*Zag0pq7o<(3-z>N~4&!S0y!Z5L< zWb^G!cW|N3Vsz)Yb8#(2wVXaxVD57^MJo5@-%En9rBGr^G6Yiv8>0lyg6G>u`U0iP z0o2kkr!H6_sL80mzsb1HsG@~BRi>k+!&~*)#pf%(zyEhU`m3$s_7JdpIkVen=7j4l zzRm;`XCzpyrrY6mK031IJipfHvShfiZHP!>;E%grPpQp(7TX^p$Q{&8hY|^F`CiM8 z4HEY~zCt8%1Fn8(w79^JNT;{Lqf6V+=#%?kxp_C1Ib>{mn~DJf^_v5sI@e2tH~8O0 zS&HwBYYhP>vWZt;QBl!xXGX`D%c%2CIW?Ud5FN6?`R-OPTg+i)Ow}I6= z0ON9D3&h-lJQmrQV5g3OTk3c`boelYT5lzKs|{CnzTUwQp9yQB$fS(KrZA%CieU%7 zD^#HiIV{1O5hOYUnRhnGozn~l;l_|xRt{1&_J8!HF*01)0YpZ1^fJG!>Z{fXzjsNk z`fJEd-+~4FD8w!iZP~X^u6mz(mv^ttzga@to;zzF4Va)(t?*}5%VyR|9y>@8e2m~K zWD9Yu4D5Jr(8#<)SOM(D^?aSJd{|5pPB{N*>ij?$_~VTWg>y;yGQdXoG-7%wt2vi$ zQ6A}L4v#rT13i&*(6YIjq!fWbeTeMf9bK?q5S^mF=+d&9+O^{cYJpNB;?p~QN3}F5 zv#e%1y$7&%7C{|*cJp?qR-LtQHBg}&jP-kdL65Wr!U!E!vLa49C3}i+f}I9ImH=XA zV`Vk#o)PDU0)`M#a{@+9nHLa3;&ZNVzjyA>pd)^&Fs(tA-tI5<;D5fQu0mlGYtW9V z$B+fG;+)1BM75g%PCv3otxus!Z#IRFHj???<*8z9)|1Q`(vO|@+cY7F`v_v|) zZ=25ZS&QoHPaVC!eMK>(OfBC~nUj-K)4ZT;aL(k@{bSnM)@p;SbaxxIh;Smn5~w+dJW$;5UVC{2_oicnpcU|y7ejA8Xy^e}=Lda>;)AUxg6GnH^m-;b zv@sD)deISxc-8L%HH1w}X0wmqW=2q&ve{gAqQM)<4Jh)ce&fv6AN(%Mc^qI zb*71{YsAm#%gzMLPkhjS7}itrveZmXP_h2co?^c)i2wZsZ5U*)SL0P^&$>aX176x+ zvto5;HB30p$|NXM&y^My+I&9!`?eWXjVUZ=IvJjM&v^HVAQF1S_cW|w%oWstOUIo; zw!&B25=YisL_B-mztu|x@RRp|fEwA0ba=9E2~P&EDiAE@q;NpelQvRMM;m^$ll=(e zAH*!~c-LtlXe-Y?4pHyR)t7}qrHct`;*QyO>iiKw8lJ{kWmyOH!e@p~6-1y^`lyq` zeoztvfix0jY0#zyTE0 z2V~qK12hZofbMb|X8nj8nF(Jf#ps4^VqY>plvoBc6ToSP%L_2rI7G|ZR*&pbZ8-x5yM8^0Op+pQc78H`(v!-C+Ew8Z@4;qNf zXi}{?aQt|FhbT=MIIpwjiQdi`Ldv9wZq~lvkKp48cMXsMTn`SE{#qsM@^vs@Kz>K2 z)KEq$l$YYb=hYj|YjKjAqMRGlF<9YyK-Y#4r&z_=ts3i0^kpOOQ7&|%8dye^#Y zI}bgzljSEm5G@z%IdJjNbK2eb-h~#Oy#<`S1NKS|xoN_C{Gi-e@(=^ai>9CZLfz2e zI{}lk+h)ybfj!Bg z`Sdr1cT_26VtL`|8#n)1=b`Pv+^xn{F(u`YG>>6SRb}OUx<-!qSLYK0Z6#LR?s3|g zsnMq`PBGFMO27NPUw_?!fBnT1g43n4uL%^S=N@7rKt<}d3%HF$BacYpvb~U|t_i8e zpR&DZKruDMFFEBnu$F9IpiecD=&23z%G56BrIv}XO?Z)0VZGU&4ZUT9xYaC!jj*Jo zZ_(%RtP~G~UOkhj3c!mW$t}V~2|b#alIpSdr9Uyso*qa+$6Kznm;)b}1MbfV<#OYr zs&|5im6yguy@U_NurE z;NUWMXEZIJ5S?$D;1Ip4r(CyrI^`Rv+b(dR-e)BJ(RTLi83ES(fotN^2*c%BLMe~? z>f%i0?u^R3B@k1e&<3;#Oq{zC93dDGcf~kV2 z=#a(}`blXrL214XgpJ!+^bv5QjQ_cbe`C31wxlu=S=TB|W{` z&_#Jr#9qV!y=ny>=qc86?vszckVwe! zA^N?d6$lV1Q81iQ5sjn&fm2Q`GU6~6D3B1o^oJA2PdA9U=|JQ~S2?+t6`R8$W;U+%vwpA_~OMPLEJ0B?fU=fj(T006R`_zgaa_ zx4ZYRLh`f+(h8C&m}y*YI6|DFP7~40HPCr|ZIvKZQ^gADnkz^A zJd%Hbj{Z5i3iANoDCc8i60sZs9UoB6G};#;Gtm%Vo+!t~y0k6=2G&TKTEsp9@k|j@ zTKr_{Y#|jb=p<@{`iqJEj0JFr0)LaDnYhDPgdITaX4P+u_^^F;M(pnOexNu~8HOu{ zA=Pr|fuY9V(CD{LSSt57xJLnfFhml@)*;3^EGY=Ab1JT(#6$@*R zKv(><^VlzP#Az3lDFq+_ICPihq)d-rqOuR#I19_#L6xH2mjhH$Pm9RecTBue`BV&D zSop*22Lf`+klS*8>(ZCf%+yqG#8r=CK>zOPx8Z}^Uw{bj%sP_4q2AoxeP*Aw4JE&K zVifVlrQQMa1||f}baUu1Df^ZJ_=^pBvHixe|N8#?oeI=z#pKC02bMtQz2K!~$-m-EP1)=prAB6%2Q#!VEf7QM}SRt_6>#}9a zcCYo7E#Rx9U>R+K%vVzwAQ>Qr;|i8Si4W>i!{tc67^EG+K8-4&t>?g^qM`33i{eALQfJZPRM zcMQ6rn6dQw18CF$OCh?keOmv(z(B+z=<_&BhEAgGkHU|xfT=&9-l(h z27w5K5a|%xnkWGW=Iw?Pt{*fTx)vat;|A{EVvr2U&&$q@4f=d7Dmnd;k~*BgB`N_w z3nls=1t3)}?cL#34yf(@9=&7aF-}L5RK2Pkv{%N;82AeT`UmeT<|`WiW%<=Yvu)#> zfQ2m7$vU&|4&m$$ZHJ&%ZnNG1IXn6BP?v5Jm(4_%FcX8u2Z#U;WPUsoE2n;SYxaXs zE0)3JSBDML#gu9I@0e;NC`)n3dJa%kF^RSU-U_S-*42x2w#Gu`}Cd?r+vN21kP? zJUEn;5}5Io*A>ADg3i$oRrzyU2^T2Z@!I6SaC8Gp{eXrFhf$s&iuLBVi$tPBh>2b0 zx_9MMpz1svW4YV9?_L#@=}0v_GvlqM!t`?$+}OyPyZY7qwcr$$*(#}Ym96JY3eiZ1 zDJ_R3(7%*fd+#QYoF=dDy(o9YCcgc&mMXNnV zqkdu}o=|fIiB*S8E%whl+cqb&A{w80matTtt7qhJXJ0pE%5a?A0Ge(M4L|*|w^+ zEm5Z!Z{Q;G9*D2=p3sHL>D~Z)kx_*B@9Q{5A+I*I=dNcl%K4M$bo~YRk)+@0w_GXL zENOLh4`IVxHUv|L)!82Hn6JeNkrypwpgSMcdpq?&kEVx^<-uF3$5|}~s49Zn!+YQx z;aVr(wL!YK%AUeUI2z6F;Y^)EIY#Ds2>DBx>R63^ zJ$`fZ;2_Je=-wf}OStE3=f?1{42+D8EpzH}^7Acbu6bU&qG#mt%Dwkg1bgfKRr2rO zyZ;0J;a|#3Lz&YpY(-&s+`z<7f8h>>2fpSoCZQf64lSR{o0 z^y}x#g`$jO8a$=E>hH01rbhL(t9xgs%7QI_klljuvicD=ZH={@=Nu9`dBrQ&LwQGw zS}%zn|M@9@{gA)?;I0j*#|+H6(PH`ViELryGrg%@gT`2LVwC?;5?f)oS1`n>KQZR8 zGuo>Tf<&)@Dn#=FqS>l%J`yH+=rAg-F!EQDirbB*H#sMm0#64v-n1WD2%a#}gE@n0 z@8>P!w`@#9qC_HPF7e%UF!2udv5Rm}z@QE&KM92%y3tG86wou_M2Kb3P63{49M#O!XsenJtvd z0nI~nl0s0MH?(H7J-@HM71t*1)2;0!5^#<$)#M}lx!<35|0DmCzfzQ4UEK}KbDkLq z-vo!TMMwvm)web`$H0#_2q+?TJ^4m@pTf9W`}+mt3SQ7SSL%Feie`abo!trE5}pNh z4}ZT|VLCMbY%{u4()_s!+r28b%t4sDbPxW}DK<26^>$?I@Zx;6$aurA9+vy5|f-Pu99}+R(khsn0Xcg#vBb5PFra!KqkZU z6s077uI}q8dIgNf(()@Rw5g@TD4|gmaE9aVjTvYfQk`ZTtjYVzZTovAlg_&tOlbS< zR$s=D@!{vBjd`Q^+7;cmR=1ql#=LLbz^JW<{0g}>U64eBoMrU?eIHlO_N zt~Ms1-B_fRI}(R+nP#tVyE%F(p#MAp|NOC%Bo3P@`*>acbC6MH#AQ(w7BMj6eYCK$ z(EtIfwN>Gr>Lr1^Pctf^G>=+Y>-leIcG2WcL@RyKZsz|L;C^qAzxkD%_F{((h|0N4g?*IMR+{_BVJ!Tz7x59hJ)0f= z64YWm)7$rbYbkPxqP{v-=RN(KpZ7n6#3CtISM(4q+>+nX7x`DuXkI*Bey;k8vbK8R z@?osqo8mnm5?c{5keBkE&^s5%doQLxP#*LZyc^6}C}pi2J$d3^yasIKHN?t<|LHXd zyP+%$FpIy7M~l*0zvrn`DXQqvw1$pcVD0UcZo)%mVkuv{SDB2cPI(s@Dp?RQSt+~x ztH)qQ9)n7@^v{oR7$tk45v4I~oi0}N{&{T|I}~E58O-?}Z@dTNd_`!XnsW@)xa52PtDKqT(n!7G{EEm8v}oHB-f zQyj7%O8L=F9$@Q#k34RML=atjGFeAOeutt%ZYg+AS1g0|_=iRB=W1sP*?5R(bbzj< z!Y0v@)Y#@aTjkv^%<6`i_KOTsbbmTJfA}GP9hqX#;qFgz^ZtnY#}5!=k2+GW<%2`r zG05U~XHU4aLO3$CaDKaHN0^Mv%Iftjy=Fn0#(0W+N5`cPAMwAGrpQ|Ui!exAC~SA% zPJK?kO>jR?^AUD%C{0t(mngX3PY*3Bf4F5N_4N})FPy~isK)cHO~}rc2mW2!3V03# z@>qPiVWgoE4!s@OGHrGjbGh#C?;?g0Wyc?QP6|smg4{ad_ zwf^z6bvad!y!n2$M&=VnTaPzrJi8{&7DS)_(*gL?rueIUCCqdj=0!EAMrTvF3V*_^ zxy@z=RIKsrT9N>8MKR3*Jr0H%3?QvPqaQ)8A7%GC0{q+KdKvMFjy<`u2x3#G5yGHs zcd!bS0Q}&LgK!%>i?9`jDE1svgX`P6%Tp&_AN_d->)Ce|E|u8LrYKyxmFgTVL`L&b z%XsD-CdGeVKR#tXnXs@3lcwH#B&6O!h28`sxcux!= zX+?sQ=lqMc@_DBm;MCvdk`GuhFx&UV^di~%k&q`(vNhYm=B$#2Xx^A(naDEd1J~~f zH%t$Ey(XVedc_&>T=v@$PwvCK zAMx}0M>v88=>Uub%w$$-BL*gm*7trKKy}=wE9V#+SVcVh?v}gVoWu4gNCARfLrDl# zkOU7Uw=)Ncuhlxbb*GdBJ(>2TBxSj_yCulY;>TMkxD}$Cd9F^D9 zFP!wP^I@7XH*P3@@NvPUwYgn$?tb(BLHb8K_t!rjk~o~n;BYl@Kl`I*{03%Q4PcTj zQw%V01772c^THSWULYQ+i&1N3Vo3L@{}aWJ%a4EzNvMa?JR|XBp1wjK=YXsGQSD6l zjRdraei$@Ur8Xz1H}hVV%I|4uN`S?wh_5NT&HpBOkVZk}ESfTGCW2iSa~%bdg^VvY zu!MjBktq4Sr|MFVQD)scA{|C3nkQ=*;?ci{N<$^GlT%iXW3jgMiPENIFLP(xujQk0 zQU-{3mpsT#wFqBlP3WAcUO zQd64MoD}C1gzFME)VK{clhA z->$4aYGL6=y%|rvx9~kh$H0KY@&Qh2p%EnVsRM7=a^f&1wO(eH&hgrTnV7eVelmS4 zE=F_{4Uv|md~#Tf_V*=Dks%xCRSRZ&GLjr&-9Xsf+|v`*<|{EUIX@r5G^1nPfvfJr zE%90=dg@>1k0!_#nDuHVMYe#jTPBz|UB%IF=2HfgSc&P^C0{?hb|HJKJr~)NOSo!jabB9q=#D~DRz8K+9;}iSKI6Ah44^SdO zs;hj?iXB=hCuyz}6c#qPW1Ss?A+V{4_j@1^8wvX6K)^={6wDwniYL-MN^@a9=F2fa zpp~ihAeLU0za2&fau(H$BI55rEi_VE2)|tTkh}0%^_4|OymEnT|x`HdJQ>lqfowWIp|nc}NwiHXNRs})_gw*&JReFb^fhK^}~Ck~+&v_dX50BeAP zrE)t5%wL6GfDy#)$E~{aUZNMwVaR0z$kAwk4^CXlD)v1mNqXRBj>`EMuewD*aANRU zL0;a8`Rh;SruegDu?yy{l;eZr7A8spwm3(ip*l7Z{J(peALJ#n3Mq3++~fREz5=;<=0C)8E0I(W&*mG zWX+{rCXXF_;fJiDit2NIGD!+QgVn35uwsSDvvxH8+VzDX3}!6v9P|OfSdxE zfbs#2Nb_duYam(F!OqwJmA=7IZi#y2gToby=NW4CZ3K&(^he=$)9e!cq8%q*aAfbr zl9YK4{icwT&1lKSdVv=98*N1#;EIAN$&qFX_D1JLqF>x!e!Bqo4?j zMxJ;g+SZd;_lh>YgpY%@NS^Yjugmu6!z(n#Tvu*=kNWg-WCLwewwVs2BCThnaLSw~ zju6AnKTqmFN9<@)%>cE#q`cK-tLd41p5rpilbSL}^f=(|Fhnpl_437MXAh&&s}Bu0 z%m?l6I&0{HRa`ch>2G_dTTm--pFUBqTDhsbu(e~SnhR{Ijg?H7NEbt zl|aSzUIva(X_f$xzMn)+#^w5ZJ~kfA>%1y}$FuozR8OJdi3`1(E9KFk zfEk0vYI9O8j~uTXY{ph)nNNf?xW2XHFy1Gte;x+>h?i;WTi8Li$`qny9lHI^L+E2^ zB?2Rl!!)YIQKwI(j|jd)X)z}NEs&|zn3WuJzihXkby<{=f^OHRQ0*&vp{X`Q_KjDc zJ7kh73a(1hSPIhon<4=szX+4|3QBDn`C+7W>ZWf&jB<=Xa;SJBDnP^oyF2ARkXmzW z7jA1z5Ts_Ib0Qk!)~>D))gVyEg+SeN4TyKas&<&)6C1hXD4y4yUBtZao%F)NFgVsu zn7dgvld_zZqeM@oaj`67%{G$Ownkp8!B6ouUkicBzu4%?R6}3W+f%)K-XK3@{N#Ey z>F&+a;Rcq^HoK~fLpLcS54IUaH_s8jS_UsB)hq|E<&?YiT~nJkKr~~H6eMq+$|KB z&9-Rc6ml)Mnl75Q_l0OMrZlgl>3*s3hS3cb2U3?{?K;VPa*!vUrOMFjTK~`Fi8Wy z_a-W6eOMgU=JNF(%oR`c(Cc`;1zJ%6)aPSbR-D8^hM_r_5G8?QU@({~Qo@H5c%x2x#pJjw8;$MPNYQ%-4G>6Nkpz6t85h2C!^E>4 z4^lN=TZPV0mXi#fOjfTiGO;OP65Z-YFnEAKZnax|MDwJbue(T37i6~c0oWzcFDgDW zSax4oe5O#tE-T~m-6+<T6fXpCk3v1+uqGdz>)S#Ldu4`Y$QSX^fS6L<&iW)t(bcatAoouyZ? zx|*!t_>gL3Wy4E>DCl2ozx?mV9Axu{PzV{aEGA?$oJ@_30)(qJO0|63>(Gv$dY0$V z?&Nn}6tS6*_qF)G9B%3-uZwP;JD+lmL)5=mdh_8*G2gk*tue{&?&wF=>80_*yULZq zypE@J==1wVmnK!^@?ahK4!{)_MmuIOG=co;Br-QZih8Hh(K(CsLU}A+1EsNhx)G)~ z>80{N`H@UsbbE!NfBmt;`SU8=EiB^F_fF^8?!39I(Z~;DhzNaaN2PSH-iJd>;b3h{ zXP%CqI=5bM6^~J*`F)N3r|$n-*8i%T|Ki}dmLgrYu9cWe@H47jqJYTa%+h-EBT(9s zmZTc@^1fMw5l#giyKqb{X^hkTILrAMHTHbxNfo%+%IY8s2GuH({C@4u*(DTDP{^1{ zufPr$aPc(S6cIb%Es7is2||D%6*AB5Ts!0zMld;>Z*z2(PVse7ecgQ*;C`?y*!C&w z#&CT9^xSm&CpVU5K*;#%fUw!;3Wa$C6B8yYe5zz267PCIBP0}TVuMI5wl(h=8!|6j zHvWrp>CXqn?|O}jX?R$eaS)5ut7E3 zl???V=2t?Q6`O|1rB{F8Sw$*j0~XB-6;H%$i-#9B&d++(j{1Qa4^PisHsZD}BaKUG z%-58!rs_^Fhqm(CNwiGIUpRQgiwTDFkTjl}|8gP!rx!re=aa%QaR4(6+vJj%9^x%- zk@oH~+H1l-jCH@{;W8Ss7FG8kM-GXXzJ|ARdp9K4cIWT{!M98NiFn~>AstfqFoPcc ziJ*KvBmFETF$PijfTz;u0)r`0nF-Be$-WMnOCvucKp{4yssolOE1cL8lTR z$tnvSqd;;Z`s-vTXD#vyhhqUVwaOHlG$75(hCX_2Z-l`k=v?I3^{05MD7G(YP?J(A zzCN$f&YOJV;JYG85AuG)jcE>R2t?d&pqjz(SgK^Opu~I7ae8)HpmzZ@aCf2?UwR1h zlZ3!fHyLfmg{x}i_W5AMDZ|UlyU5Lz{3nmO7RBmfsMQ%AIHtJp!)Gd-u)^oD7-oE;LGAUa>4q34x3A!M|(;O+odjv`P4C z53VOg6juj_){Nn!yNb0Nm%V0fnJkVm z)rf!1BJ>DKcnSQMu)WinP5VnaAj+JA8DXx=tE;ElQNed2J80|`?5+x=F+%Ov@s=y&J==6sM5Ny6`{&kPA$ea# zH_gArF&^67QVn#ZKtt11BZifa|J&%W7Fb%{&f4z6|}pxu$T*W89)2hT&dMP{^^K zRkwo_cnnmYAuBUo2t&f_;wtpcK$GeRBbGiOhruY4T@PY?;sw+k6i7X~6YT_6S69_9 zQxa1u%;|Ncyq#z4?->7z+F`DttgvNoBDhxER5$Ou##apWw;nLdgW8=oy^s&84q&!L zo=a@aw=a%wHi!8n%Mx2rh%cr)iGxsBGR@y*MKD_S?kA0iJ&eHpYB34ZZC9zXX6rWI zl+X3Aa!R+IxOI;6>a)xgP$BmyY&uuD#Ph%4xnw{|zbrA1OzbIK;z< z_SZ~eXn3BFkpY2=F!!wiW|WCdO-<3MZ9z_f>C`;r0VJa;Lw)cbHHRguhe;qbFdas- zuIKeg&pvU=1n0)y`6BX|VHTGS@7W4{SrGkw6dZ3!K#>*N$wS^aLQPjhJnf6~LM)F% z2v0iaCR(I=4#(gr4$hfx=nsA3^Yik!2kypVU8A_wU2dWqn;0@yrYrlBWd-XwRdTq* ze)7;q-W)9@o>%*r^(7fP)}5!*_O!R3us!Rq?rVDQXyu&D;f6)r854`8;`#{VK{M;o zQwO>DPOG_^_WFE%JAio#rpJaLp@ziq+hw|mS94frFFwtHc^st?5ctif5<=>ECL$>8 z#WYT#ViLlLIyYN>5)GSs&S393?k@>WTy=2~T`eu-Eal4zZ(ulr6`>epM$Kp(0qSA_t3rN}mtyl|^Rb1n`}iE`WwTkSat1Rg2d>YqPV8SUcCTp~)?7KFh3aE-zc zJKlN0y;)P20Pr{d0Q0*R1rtA`tqhKfQnTPS%Y9`~DA`=*9fX;MNJ^oqZKpRyT%UUv z>-pzm3;n1BI`{9fq;u3*Sfu_AhbU*v8>w%kWwz(B4U#f5iL@AQiBpc`n6weAT3PjE z=e|lV?of7$`<^Rr9Dg+;&hVJL=e*w}d2U$k4O7NFOfRJzq0pSolWem%TAZ)QlWt*! z4xu}daNfeMh{2#dzsP%gve@_l@QfT5%17Kx_tYDsx|6fBLC9#e#ii&y&5?zoR4(iJ z0TXG>3b0}w+uNz!qtTCcDoEXuoam#A5xQiJLTpK}$zd~_-xaJU%zJBZu5><1uGjCw zH*s?Ol&ovA*r+HfuF@`h-}qh;g^$5F#6s%N&O=8?X{|fjJz#y>9|Kn+CVuq9I}Z;I zgQI0`G4VSFCg~AoZnNQC68xvE+V#uc_ncxrpLwiy|Ey_Vc=41H{mN<1rlSKBS)joY6z{_;0f+(RX@34U zDgr?8yE9nflw&im-JN$YAWf@O1xjVKZg6z+v!`6l&vcRoLLT}47zgg(f>>tdSqGV$}S&tr6LqN?A6&l*OJ^tXrZtS8buq)tD= zFi3h$6(lA8iorOYXLQk)^5zxdhXD`q3^2oLtI1(^u_V$SfR zX)F&l2!9Aw;z**&=d8;l4qw?2j&IsGcef*Gg8Q8rxIj9ajNO#Y0Er}%3qV=W);~i0 zmI9S?ef#oK;k#}=ZKEVPD#p@6(_k|l-_#Obo0b{P4$^)2tNoR*OJ$A71J66vr=@U3 zUNKxqw#}jDNxPgXuJcjdR_u>3F%v@yW*e3KIG~87FuC{$5NIX7d zAC*@Z*4DyVR*>M`**~2LLkhgk9f`D78G3k}`NiJ4@7{~+l($odA?nFMNE1Xbq4Xt8 zx@{QzT?d4a8y}LZ86;?L4+EyzQ!&g8INvCc?4J5!nEeEP@jt`$*=8n(Y8-U`VDy<4FKrZ!REQO(cR=s z4J3eEtBlCEVB=oY=eYFATINiyF+0!Ov=+9eB%ep19PvX~FKzBg_7s(wnFA$w=24n zQ@o2!Uxl&unty7^4b?%i+QzVnA5?)De>Bc#mmi(J?GYC$?4Bj+ASLIzQRbeojgl-X z@%E_5-Se$POT-tr>1f|j=Y|cr3$NN)L>eR=IsQ-A4dU@TJb=b-__r%6xWW9w`XE(p zwM8?ei7IyP!DB0r&6~}APAs@D0*f6UFy5W((N~G=)1Ev(wuIJN`jOPCT^?b2vkofK zs>Y*)=r|Ym!QIl?lyLqb>|ga^Y>=iUevB3xY)rNb>JWC*xLr6__9*NO|7SEKD zl3OjpzQ~9zbMUXLN7|b`a|!^ZgPc^PVlgQ5vtS55a&*=4pRS#Vd~ieEP44y>M&f|5 z*1fYN3Z)vmU$CZB8o$J5VDn_zs5VxZo5E;3(PgI-`zztYA~5EsZ$vhv1@xoFxiL=(q3B;-l{j44-8mIpQ{RUD>dHy{Ljk* z+EU2p^eRy;Z}K0G9NPi0(iNCEd{Mil%y(ui6OLiMI87uaO@!G)geQQOaVyVl`a@*)v0FZ>-jLB2J%?ro!<2kqDljY zZ{X?{jLdM@XVf4AMV@V0M9Url8r%Nu>kJ`nJN6T4}1bU+r8Y0$!$%a~7)D6;D5g6<+=+9Ubpdr|!HjS5>WACe|9# zifKxI@FC4oh1r7xuZLjV<|gpFVFOM|Pd!HN&ob}O#|hI%1)7O{P`60o8a`na(CUVD z*opHncIW6T-i6I_o~u7NjNcLUzllnbF+g8V<)K&?CX&Yl6X`^(izb1LsSeEJ??6M2 z-DP+CVeQ!y=;^FSBX2tP+)Ko2$H(>ya{f6LNHNr43uD5$SoEP<<24qk8fU3=6255 z4IjvF(6Z6DIp>Cc5~v@x^EKLHJ>$pUZFxkFENs?{9zW5mQ-7W~?#mZI=@}esD!!yJ zHyZNEqg;NNrfDUQFrbUBke&1iCv#5{Eu~Pw6=_Fhr@Zi(t!QMVC>eie2XB^5i01D3 z5~S4Syo_}izXz9d7>l@1PQPFWtFc0mxQC_SJDU7Y_IEuCEdEC3VS&>k!Zdp@8%F3{ ze9dQ%<@@tQnr3dAjtlQVBAuX#T+lF)Ej8a6=1c{_6fLQ_imm&0Q0-wF7UbqC-Y;9Y zwlQZ@sR0*^5+4ep6dsH7W~S#RxC3%!b8z9VgXyU>6VWae5ikuS=T05o83uyOE`q>( zt85666{LeX#q+N+Gg(Z{e2YcK5uPd3$(92X?Hz0jtfq`dF*iT;msDvw8l^ zEezDnPa$6`Av``6?9sABDUvzYDL%n*_hXjB=Hmt<)*5iRNLQwb9Rv;e;&f_ePsUo4 z%Wf_|FfenByV-ju%&*KI1Esqba7(a@w-+0zNLaRgV)pA#AT@QS;P3kId^tTcC<~Uy zlTDV~=Ypf6NVqyPt@AMNFU}$O1zi z;S48!7Az#7nT+g3_FFOJTxl`rkz@DuH{M^WxD`3S6v|?ei!fqlwAXlxS2{Ju!4#W? zw*8JlzP*hB*6rr}mkkK|qpJDfi6eBo3zTP}?79b?yU3F;tZjfC_@|j=>m%L;#Ew8b z#4yOBx^@e&9;*GmMK#ttF>H~gK=PP3EpENW#t6wYl+~uix}~+?!})m|P0=f=fB<`; zZYn|m@RVRYThpv}<;=$d86W-2Rp}_6W}22*`D^2rEi+3JWcYn%+*RbX#3M1aH~t64 z^r1q`+IpQWRBMnzyr8z!d|YA!?j%|OY6_Z|#xb-rRha>~VK5jTCEY7Z z7oQKmXyT8AVUSnJ*E1{F5FVRssvNM}gz1xkl$saadt*bNAXz&{X$2}>Q~NS32GqW zc38{M*>xv#_yhz~_|V(&aUu;&Zt@rGvB!yPaA$q4!(o+ox~~!-I4Qc6=O$c-wydw| zQepK;?V~<7lt8F79idt7F?O7>Sj1z^N;JFnf(1?4w~zeI%j(zKnfV5{j2Gv4^`Eh}9y$UQwqI(hSQwJW9H2 zGeGimpY<>{^@lg3D<_y5FCxh(9R8P;q;)r1)vZ2nUaB5l^6Hw%CNc7SnEkig268_| zGrE`tWNwiN{n^HeTf~~*-ew3Pk|PPI984St>=*bl3O3kGys;ZEb$!m{o;!L{&Mmi* zS91T-hCT-!*oHFjdF^hMff4JwnHB71J($99q-n|St>~^}V7=-WWbiU#3}3+etyPkx z4)96cAB44hGF%&Ogw4Sd^Ja93=lv|3jqm;Y_pQ?e9I#dzjApd6Z6rJ;3(q|WlnQk= z_SA^AhcfWy2uhv7TTI=jR$^4G=TBkXX|9{RO-+~s4f4-ODu02xO0+9h5&*LRm?jo~?v-DGt|6W+r~zGQu*1 zg*UCzj|vxax=$kD+#fv<;ygzf-MxBa{F5`oB)Q^yUYhgk!mM%$y96z!f3q@mQ^5R| z{z+k4!R9i`f~_X!3$np+CR00aO^Z)l8>eip@&HF})Q4{jgyV(KqxsT-xTwgQFT5j~ zP!7Iw3=H8UkxL)B<{6Ox=jxsoPx+*1LzB~-1pBgtHHsJ5a4_oNpZ5qCr5L@eA-VZV{ z=Ssf8u(|$XWqXGbFM%w^?zgZ(bo~ujQP)Wl$x;yFP3t{CGDqXVp&N zwxA`gf$e@J{kIBQR}IuYp5yPCc$ecDQCz^!cPXk&K(C%)pL1K$plqk}g%@t^F_<y>)_XHK58& zi#8^}jw14w(Wj}XjXot2;%UyTH<)J4L+-AGLqo?m&AoDvHWry2<>93;x-*h@9})pt zDsmd`dE&RYmxfOSSXdVHqQ`DSw27v+RxT>QF)B!CwWSEm6^4L%ZZz;o3$VP_zP<<>yFx<# zz3ruOgm4KS&bRt91mJ&;2FD_eKZDaB5Xx&eAg$n0Qu#s$cyx9iG0&6+4YoLGzn>H9 zZoNgAOX8e&JLkdZdwJjImN#LfY3t|D+^yuR#iCUcOLcFb9KU+RdQt0`!3R|@^Zix# zYjnC>MBzal_%_xw&=sBKFxIKHH>(1zcEXvS4#7YtJ(bxt6NTM^4@rSNC?%9QU2l=S z7?ykWjgMEg{L~TAsst3`v{rp;v~Xqjvb+{o_nQ}sVgV!g!fVv4Gq0bMD#=3A4}8=$ zAnIKH_?YR2+wstEPmGU=^nL9bWu!R%3XiTO-@tpr6u-OK!`R@_rJE1Wah8$eqqE_z zzQA&2b;IqpKqqahI-1FI*MHc%Q-J;#x%C_&YxI#xqx3s{Y1xkn&jr^DUK;jEz9E5k zw-R08wN%oLw`s)8ozW6|YjjRboaER9oUjRIQnIF}bt@SdWdQ`%h2_H~j1VB70~M+@{iz|WE$ERi2H zC>(P0LzUqkM%{ps%M8TEivZ*{AjiY*OQ`;<_;}q{BX;u|KOopeppq+cp156x$kj&) z>v#lh=K3N`E~EJ|0|q1f&X-C+ma^q_eutubS+8Q{djc2YKa=XM4-6 zl`F2Erz1MnS@*!=6mP2v*F`)e=U`xDSuBr1#-VDq&0_!Ne5hxN?~I_gu{DkD57$}}-9_|->6I>R`) zIq0}P6P!L~n$(7S6wB--LEfBtlwvRz693fEIESeHaj~?nd$87|PY_qc7_o;Xb^56e z6j|cM$*^)7$!B<>3*Moo#*TC~Koh)Ci(P5@QAS3Jv_VR)o$MIL$rk+qQ~NS0iL^3O zdi(E;EmuBNPR`4Nr86@TuPQqKA75Vq6=k=!Ee*mD(p^dj(%mo!D5)adjkH5|r<8(( z(jX{Em*mi$N_T?{IW!FX&-k8mzVCeRIsaPEVvUb$a_@cTbzL`ane4ToJtJJgXYjts zDBouN{-@se&-2mfSYGxhZQ=WFX5zS(*Pi~+l>{3ZTh^VrCHeb1Ip}W{NEg=yGkC@d zKH$Ip{{)~=S)i^*)A{A=4U($&S-TC%$J@jdN)EvK^ixe-Rlwd1s1>ip=?@T&@^BGj zbQ1wBs}!L5p;Jt@P-Pw81Y|eB5mcCI_NlA+{$ZRLU=dOj_8`kHn(>iJZy+RlQX zO}p{)*BK`%vOhmK`-T9?;6Ps5UdQ#%4T;;6h4vCe+FLyWT+|Jc(MC~4)eE_k1RO5j zl}Ef)3PY_aFvH{i8R1zVDoDXjjVi5JOs&D+OKe?q3KO(IqYeg&&{HzZWv{~ZDq`=U z?vsy3Ir4HiuQ+3eg!6V@C{^T&)62A}+pJ84+qmj~?p-I^|Cd6;%PyDYmkuQmlgVoGgq9bcv5_$x_& z>0lVQ#A;sb|D1)mS@K@!w!Y|UR{Mo)MgC_$DU*yO7Z#A$zKLsp4XmT zk2f!nU1TINu4k`IE#F!;dm0tUg$WHaE`&*Ax-5W!Ew$n0He*Zx=FosH2 zVq)3>qsxqX1ki~T(tkbk$eWk%0|L9rcmT!uwYV55fp?M<5WbwBO*(B7CM1B7U;1NMCGv1H$r71?I6s#$?qF?aab`@Sh7t#?*js-x9(mC?m z$h(`i%XWvh_NCx6O{Y`?SDZ%190eT=_^sj3TR)B?uC5+8N*8`U_2!@@%PDKTkZ675 ze@yZJA)R~#s-`y#_0JjT;$uqJp0H-PzE{bV@MmxN&8-4T2LBSFxH{u%T;^ z{rw)G<{*mcI2{=ZuJoBx5O%f9Cg4}sVQ@PIq0LE9K85;HR@vDVx|Y~^ATqitjj2>a z6)BZ78^8Anq}_`M5-&}608R;x_bA_0*vpK1^W>4mjMKxE=WzS?W?W=S>Fcx{k!|RF zHiY16j=_v9L*M3YD%1&^ zSL?4S!wA_zpj9JMcEuBb@OeM75&~peDT)ka{2nVc73iqLs<$;`Poj}&q9ti$gb%Hq zbP@%7rtDzKK}g)GEcF`)2RFdeQq482kUnFHxh`n*ouzGlr)b4(z;|UDr-SOPJ?~e1 zrnD{N5H?#dm=fd$FkX!DXnA3>VA{d_&uu*d7qVy!mBtJ;bZ&3s_Jxh{EnO634vgpp zW%0(iK<3z=wqES+j}BL>aR5dsP%=oqQzc2ruAVswl6$*=4YXaL`C?!B?MBgsw;>BX zOGz}3g$RpmQ8ENlsG-@WcoATVl4rjKpL8x0vAvfe+L!rGjOphlMLeB=>#F~g>+S&RI6~=fWVEZ^QhLDr_g$v7&lxu;Oxh3 z9ctEPQ`U$ji|aEH%Kuiu0CFDyR*;Bm$ljsy@PU_`+wf;mujJw+x!BlPBmi{=7&Mn^ z=sqQ1!Q0p`i>^R&F<^Ylw|YC~p6Nbon@4NbI)L78>Qfgmx#Yw7$B;*0toki%4l9p! zh(EvKB%!}lj;NsXtGWlagxT`o4?5n%g{70@Nst^xYa(__24e9$RT&A zzv>!=r6jXzeqD5#xB}u@Xq!rXpa0IQR+4Xw_>=CNUT4Z#MjY5o=OP{mG2cf5fe+u~ zm_?>BgaiHA2BQe&LnPd_NChRs^*aiG!=`+4S}SXicPjwgNgu@o*^eSoDI@`sLGj66 zH9LZ+=D3|hyR<;G6#4*d1$TxJGsB_>uqDX=@QwYehM4A~B|1B$keWBnA>l$6s5F>o z)*W;uYbs=eQ^`O856Exf>f}_j$S|6sk_c!rT1u*?Zm|S15|<>rOLG8O@WcZ)+7dX) zuTc=bPa!?0{I_OYRO{JUyIbfIpZu;U1B7l?oTtHJ=wjDtt!@&pg!H?`M$lz62d(c| zE}o_gc0h?2>=aC&bi`TS!HY$CoK*&gPwq+-;T2OW=4oA(KHTURv;(;F&j-b9xyQC8q&t{ccUn zb>h|WqH}r^32@9>NcYE`;)xX3#+gFfzz)6vTXd-6f1h1eZvH1+bGmb(tA0j3=oqWk5`mvOhibRxD2D4^Pi zEdST)0p(3HZCzY?5of5@_37zpZT~A^Fau$cI}mae=79wuMhXTJx66^&$~9F51qGU~ z$u$qohU^{@#gn=^epLhHpw?f$Hat50E&m-+21{OSmL!$__>D5~veMvjj@_GfaAnI$ z8pySGeusm4J=+7(k144WKl65Tz;%-RH{aZ3itNx2Qh1np9@%c}vubgBE#giSNrmWD z(G^@d45S(OfVz1QC8#^6GK~*ZQ>#l_x6oM1Wjm-!4lzN_JR@#dw|gc)^5SuSd$&W! zn3K32umn3Y;r08tpM;Axmm~qJ{Ob!;Mkm{gJ88tMd8xw8WqvCy`p37pL)p^_wJ z73pFFnT|U7DKjpX3=@V!M&dKrk@xqg3oZV%fV(RmLUfbiu_acm@*po2>1VAGG#75X z+f6~<3L;L~nK1p)#9@w2&#%R+7$;j3_v5SDsreZ3HzgI+%0o_XnWsXlTRRI>Fp-(dEQXonFowXkM;wzC>Zwu;_p*UZ$kG8h!sp;4 zpjpvpw`=U8>`~%RBkI;bBWl@De6{{@*oLj+HszcI5vSouNsr)J>JT!n{zVvP;krsC z#@loMZ7;eAjeq8hQ;UkV>Tw^s^tNH!xaHdsj^CZe@E?lRJ@bN6#GQov9`W(6it-2U z-GAZ;o`yiRjm8xRTrlcC0TKAgfDZygz0Ldp32wRP@vVC*TvPpX>Oo>?Og z^=kHssoZPKU~-jvU?yPs+wi)u55K+83kO1SF#5@PRO!_AhqWK=anUE{f)sA%uz2lQY|)2nTZ;etAz0HC>6!4H@b`af&BijOG} zy0%&RIxo8)Q!wN+f@^|Nca^KaK&9FweyEe9z zxsFPrPNsAZjSS0^XZ-RJnQ!ye<)YqBNIMa~NEL=~Hmc7JtFgtU1Bgv)hIgj9+M)0s z;?bK|h^9Wf{o}4+nJ3uW>&}Kf`s2n4YD;};trzx)Qo0Mn%**!b@YC&-Tm;>2{i(S0 zD=k(pJ!0Y0$yiS8UkQO~3dqDc9E*4T$f+#6h~hEOd3^?Lq8nb!kX&*sFs8of%)+rB zmBGpou*49vINw4429tu%H++D!fHd#{v&B{zcxxn(bN|XqR}M^4Iby!)r2?jK%?f`) z<6pXQNmKlpJoc|f)nio#T9}DcAx$Q)_@)LXmbgU-bxEKo{73$&zr1wTAdWY~w5f^) z{(r2RYnUO?FL)}aXBdDwF0#r^4etct@x1Zct8E%=0*-ZmR*3{qjjchJzH1v=fMyLc zACd|JP=88*8qs(B!|OpZasc=QC?@4fV$o7t8k?Q?ba*xoH$SxpLM{8jOMz-j#K0v9 zq(tQvq?pEUkh5pDI5b=i3xEKAlk`$;DhWLr?E&PwxO4SA&Z4!9mUdi7@25&{UBOd< zwB}`c>t2+_=Gg2c!m2WiMIiNQVZtuCID$o_(}^V>V=zSoVRigtNdnXLK?4rGsVqQd zsPt(0$s13<#nbQ(Q^ZCmL~ZpKA^q;YM+lm?>#CKzeycZ@qgw4BAy-iT??1 z07@v>#JL=-a(oy6V$%AOb=CdL8yN9EblR}O%Aq!DZ=9;xyKP-G2iaO;g>k+y-JPbnTJSfn| zh3GGg<9xFI>=OPR!UilLKsN4nUjrcJpZ6dlC`eyvh4hu?9k{Ftj{W3CkQ2uMAnRfF z$j9?JKbT>RXb|fkJ>FIwHmv?N@0-}jSDfHKR&Q?D=;|PNr*?6CxGgO}Ba77MQYui{ z4o(wD6bQnd%)2y9T^tVOPTlh@d}SkwFtZ+1nT+fT=lA-47_MRxav99B0_upJ4gu1$ zNkhva`NAm9oyOHPZm=CRF3yC`tj#D@bx?3wEEsdza9IKY zWYzeHperM7Z?@%MpciBb$`6z{Dws>=9zr_~Ae94g+aTiLXk5s`|_WCcx~{h&8+F6zxE>mJcini>19 za|22g!?$~Gul|4*X(~qQ60gD)M6D*9d}FlTekfV%oV8Tzulg|$vX%Z$P# z$pX8}hZxOs1^z+f_bqvdxn12Ah(6}y81uaP(aGPP4+4cmrbW>KE)Ls?;&HnWY8UA! z&g&>8@0Y&5sIPZZzErh=n8U?V8L%Yx`Ev;LCf9^Lu7r#mCIcg2UMg3gp%~6%U&Ye6 zt&GGA!4v}T7#-UwR;`RRSJNl8^IN&OsQ3(#1>MIlq3JTDLS=WV&T3LIYJvS~@B1-@ zb%^r?M%!*2rn0f@#Hr7+0}fR0kpO4c0)5bqfdj9tX`+@+5W7ucN&_8^DM1^Zea#1i zSuNVNbXa>MbW@5P8jP>LEH(8^onLABrFmo3eSjOxS^TSjY{1|wGA#?3Q0eJ5yG1*l zHqa(Q@ysv!G%de{p7-D>W-u*Z58}#3>eISpG%lBz;onvlX~@3;3;c8=ztRl*v+MY? zHLWT@T;F9t^JNe)x$@oILRSoVynZ;a{a!2s;BjGMmE+dy^reFoWv(BcvEUqaX6zGui=R<)fa*H%oC)W*dtK3RMz;`Qa9&t8ei z_Lt0*V=WwP9C)50mXmzsH=DnZs+cT#;N!FPhBH~9;g^_iTF<+)1&b<<423goql5hj zisRAtenT9VB!HglKjRw`MH%COopeypKzT4gy?imxf-b^=7?!}z zz47;Bj)LBgl#invwS8+JgseQJmrP7e3BPFrrX2PGZ2=2FJtq%1_h}}Vwn87 zGd*p_&Tq>v{tBX0ych^U0k}DNj37rHp)#Kt&;rGF$P#@5@n)t-xnYcYuH=iE^Kr*0 zcf~g@7w>@l-heBcSp2=#wj7IZn*=>gI{*{z=@)0~-@Y2U{+i!+^emkxtNwI5Imrt~ zzv0v*H0!h&Z0iYbfBfNEScG;q0pCdpOE^Evr#r3HEKE4{nOOyqV@UxDNJ}T=@;G1W zO(fb1=;@Ce&0v{6z)KJQ#5`_HIqx;>3m3d7agJ~;4-uwbHwhEX2h*20V}V>N&I;&% zZlx~05WM}7s0N)_#sC@iO0mc_jM#5^6`m%R;rsjnq`i42b648~ZrD6eSui*1ux3@T z^$aUC3s~(#m)Mr_bCN4ZleYSsD+ZpnK?tB>X?|CWevx4y zOyD0D0Rve43f=+9o5PMj7`{QiWM_>7Gl@kVHyXgq7l*ElDxzbe0~D}%*Pp6rbC*&- zV3h;MPoDqa!zFnD%`r4;@%2jcQG+9s$42zecsAQH@wWv!SxZ0us9tLuglZVa!)7XG zNd5ZUR{<`*6>2eLifOJ?pH95aRjKC+ZGK|-33;eLgGLD8TC?77?pL$ewB0uvy@$zP z@eE8^DT}98X;UsYK7T3X*iQP=>iAW=%3C$>!6i78nvq(%x0@eb#k&x0%iPRCxc!d(OisLe2Q?~y1u`zB+3p#ongK}i&xw?}KIGal8F67m|#gal3sN1uNZHTRESTq`H z;3r6~noRZ^3|GG9MU<&wL+8_jJs`_Ph{Hxg#dNOuW${}ErG)SNGDpJ%4>B<22nOc_ zK|P}me#RCU3>LLjmd7|xN5v|)tVgPhm@R%!na{WbJ^&AP$JFCj8LHEHS+P5|sHDKIf0Ur%(r4ibtU$ zMr1+oVR5JV(O_T_h9cLG^#@b)UUeEpz)-8_?yzaz%^hTIdN7sO94VI#bwEW9<*@)7 zg|!WCZ5ZUeOkV-OT56`z#J2QU8@O<6Z4R!NLP6inp)owgJDW znHG3Etj;o+&rIBs@QeE-Z8QuR-`!w1+=|Oi+>jvf;T^FQ+=hj6H!qwI&sbqrxapVt z`N^l-ht<+(+(hFmAi6OqCO_pYh4+w8yK7`f>J}n52Y(Gn=Y(}kK~}jbm_ipr%qyU^ zsJAqLGIn{3tAl^fw%LK*R0!wb0T0J7S=P98ZUgHO+7iX85izSh;U3lP5Vt8wjvGc= z>_n-aPze%>NMd1Qim7r8zYJ=EEF!030)MbbKsvn}A#|kLMw@Hb;0URr`ocEV$JqZA` z?&Ic$knrn2;DEcV=74yYhm9kRN8AT~Y5SQIM)?z#PUCO5-)mj%Y>~hJET2fT9rmcl z$pWo{R^&Zx52_I*&*$DqGgd+~3?&*0Y&2z`9>X}fVm4~$Trt9krF`(HUVNs#uHoP@R9CUXn zeOKtW!C_4K^?6K8%$e|Q_Y#FIwWX98YAc`~Wj`W)chgIH!5^?WGTr3bPy6F|Rt8;O z2K|eCw(d;o%RZl&@B2Rq*lF1#c@8cu@L*KW)wmmr9! z-ReH4B_5;LA5XO8b;p2G3Ilc)NZ%?Obn<@qu_g68AX)dcyA=_6!Z=g&mJUp82vyKPnA0h zgquFLu#xG8j@?XCYRV$NAM(mhxz|b`LOY*rLBpr@`PZnq@_hUMFp~8eTM^p5sCiMo-lk^ElR@v_jn}DF;%@r7pkomom6# zy@1^qSeHBkAZ$D7~Q_TSKkA)%5B0EGe# zKD65pOjNsT_S+I)qSTS3n?nwD#~;i~X5vvtN0RKW+sRu3Us#;c=QJAoNdx5R88iZk zQKyMtyGCc#P#{04?LvB7T zHCW9FbG(w)ah<7st68B}{3cebgU6q#fyDZI68p?s_nD7;$}JM7(KcAXuW3%4z0T*n zB8R>r$7z=Bnj`L@gaw^;qwwe;jNPL^%i84ZwRR>GOJi(Tf)nkFU{Qp%h-+jegfKA2 z;Ol$wiUBrQbYOgS!~rb^5h2Q-D=3eVaK(cmFBm&A@ZYXM z{-86b6rwJC5&@0pJ=0IToOL-Z36i8_HWO68xU@XvuI*DYksNWtolyNx>$V(9oRGZ| z+6wKtJoI12@`w6g*9FXR8MibYn9eu*Ox;c{UFn}8DQs+RB5Er)m+-Ur+c9ae^8SFm zGKAnebR7|%EWSvn1feGYeuEYI|1K=iqIS?}P^9zfEa0q?0{D%4=K*);inDv>@sdJ< zvS?vM#@Dk`Fm6OatHtGwum97##REhpz}hgTiqcKL1V9jFet@u-8o40ppYMJzNWl^f z^p2X}bWC1+vs;Qe!Wy@VSU_Xg`PbAwQ7H;n#@(4pJwfA#>!o9N{pKyt=&f+c?tR~l zVtse`<*rn&i^tW&EwB=0Db^Is%Clo%z)82NB4mVGfnNcuk?hv;f}oYT>N1%07`OJl zxSbuPyvl(rr&SD9qThS&$o>aGXxO0__6}%^HO2$*|OGOuw*t^)iH%5;b3-YRdiOvRIR>}otfhgWz+cmyxK-`SnHBIcECjOQs zYU4(XbL)Q9q_S=Nkeb#W*?N9{n~4C1Jbv-Jg=f{N`~7|eVScmh1Je#T)!v&5Kuq;0 zjF`XtYfEoG8ZDXMQ%zkRcZb}qe66~i!Jz^sD}V7!>LB&I99Nz!if2ipDqTN_ejgq5^Zxd@Lm5`tTtSAmy^l{vupa5l@J;B#(SpXXVU^tlrv>~` zBz3gbnf1k&<9dJkLTNfjIA$s9bLCjH`j2;UJ&iwqx}kAoCo?&> z<5Z81NdX5rC6qBx0V6N_%S+6gbrG$cuo2%#;DX59!vROa!GT`&#v}?434^H3AyXN@ z@fJyRvA-NgH8F;q6K+){3BN0kf3X4b5_mqSyvT!UYWdeb{>MrF+foDfMINJ?qK(WG z_T2aF2Bm=?J38l}Wq#1uOn6RHFEy~m67?&`nzn164g4=7|1Yci=Ybk?kl~P#Ix{LQ zT!Q#wG(yTE;F9~!^1ANsYze<)GvI>Yt}U1CIBqB`n4m+L=k7&mlka6EfLP6{;?OR| zE5TGGy^Xj#q&E|2y_Cuf!pceJXLLUO{rY;)TFPAdm|5B^V597YwDIot+PZSdl{NW! zm;VuYz?lEJM}V*@mF*S3G@SnoXnDj}4?Pq)2ZizKnrmBgz3S5kNeeRo4kZlU!?X7y| z0~DV$UX0gWm5Js4s`1&cx?a4gWuCo;xi|XdnF+VJ?P=r%&}h!-uc(UG!GjkTnlO1g zgenj2S`N4dKE0D!l}QBaES-H1HfZ~nAXxIsBskTM6owZHiebzL#q!sNvZsG@CFgfu zEWqCmoPXjLX^EdCMKL~Bjolpvc|CK@5TgBdeWd{za&4J1WHn$U+z^5iwY~hK-Ax@MKOFi0y15y6FY~K&0!FtBxNMp6fGI-rcfx&oks%Fq z*)ebmVKDrG#5-l9IUqFoKkfneCygKq4prP0>F6!N!$Tm-gS#KCKE3`Refc5CD`3mR zzX#xX3tn#+-&!^vv|M9uN`6aTy66^$0Ya_04i2;uda#jO*vKp}1RA3Gdcr@R5~Zc^ z4}Z}KG3n&RdO?2?L|-m_ZG8vR#GsE==-6OK!bbPb_U6oquJ;da9j^h(=ut(jB#3&U z$?NBBpY$c`nO*Cd-EG5dSL+42pC0G1RT8A76xa!Okn5DYV`D1g1DB4~)m&WG?uEa; z74#X)C|lVG?C{$VLcGVynhirA7#lFddplM97rQe8I50RMt zlJ`ouL$klfn?{bhT3A81Xk*1?gW%)o5$p`e_3M5~YzI^DXXeoI6-R%x3LD*4x`A1_ zYKs99A^BpdC-MdUU0zh;DD<@-#KQ2?Peyf9WLr4J1bR>-)x0?a6E;kj$e(ds zJ+N7UlL#=H1coxYqM#|PtO)3S`Mi=q|D)wv@>?f1eIhn$_`R&0d$H|oSlE{pIS-$j zI%3OpP{F0k8}K@p$w?7$U*%6fYY+u*Nv__8J1Q4z=;DN7^PR857$f!2n4`$Bw<^mwp*(0^`)fZjJjr>ku zU#s8kNY4b^#NUmv5mE?C++M7m#orxCE6|fKFi1z55~80O-wp&EDb2JgN*xnjLjv|k zE>Do4IN49})tLu5(zk2ULeHIAZcoefo29P69~Q)KkkZY_=~wQoc7KJa_t2>}V$)oT zFs~0DfB3YZ-T_D!AvpL#1j&ab#Y39$T4M?}NPP}z<3X)$yaT%WWwWPFMm5=!pPvs= ze-Agr<<2i|qC8yI!Z?V7O)cSsEfz!nqC-jiz>H8d;GXwpBO|U%Lq|-v4hqfFb3`16YvC5k5dO7KY?Gl48C~ zRsGQmsFUphaPzZ5V9Ml~V!(-_l(bE2M~S&LV(B7wsXRG3*|d^FojgeI`{YMwo=a6H z?+?h*CDK=2+YL@#BI%qNl0K8imu<#yBC&$`7QZ4s%wyTRwYwLr%bJ7RO(T#be-Tup?WXrbEOPbYt86zOhccOuZ!{@ zCY=nc8a=wnRaC3_o|(o=9Sug2XjKq(Wx(qk*4i^{O{&Oln~4l+;S=QcKJePG*jddp z{-RN>=|IBVm3GV#EK@MLDVX25wy{9`Li5OYk}S_sA77hL+W}`hTuzfh6ZUKBNM%&c zdcDKF!NV&=nbzzFSbzB*1Z@L&;wDFU0dA7f?uv8hwol3vDmh><@ zofY_v4$rkL9eJ{+#)U-`pWpXSe@Im170<%w_J}v07 z@&y3=ylL&0V^W{xAS{-bi?-YretrvohJ(|2RAt`_DRZdMIhp#{9?oFGn%MAS*=1{( z)^$*sUJbT*bvO{P!hM5r{V4$MMAyQQ{Ktl~CfyTH60T#tGn^yPuIbx{A;7g7uvWAC zUvG@W`VaeKM(8&7&tZ)^2IUcSK5x~pT-2v$<}0X|n#^MRDPrlvMJ~iwXn~-IRv*Y% zWs}XmA{H0GBtm_h34-#Cp`aUIhb{LKz3EE*u;P|FxoQ(@hBrERBh!3elvnu1T$uKUX>(y*&S#b*!_}dQGCqSFOO!5+$H?fafPP+{MqQD zbt!*D)}Zc<+CB=+t0T z1zo?s8~4z!v;LYYK1I|^0DWZTI^;n%P3}OTZ*(Fm@9Y0hNWBfdcfKkYSqF}+`!we_ zNuLz@2_h;nmjh*-dg8eJmT`$p!ov55_Js^1dR9u-EY>1c#l(L~%2FYy4+I7QEvVn8 z4|D*JW{j9HJ{?|YJ)&-1p^f!{zznZKq%Y9Sn}FDO4_V>pA@Dy8>8@m<1d?c&T;$!^ z((Nb23jJ-4;HROSn1H#tMJwb8RhyEOV1P|_?-AZlLf#YcxH@3OQ1{3_AX_l+R5Q+^ zl5N06z4jth9iTm(DYu>|D_p+&EBBWPKppB|xaIhg&=4EfcpYYc>xxa)uTSm1JG+74 zp?P-I5icDZ$H%&5?S-46CCoKnahl>py~Rpft3P-4a_v#0k^jW+4bX{7R;JAxCO7pk zkk-*E-;Z2N278-zs@lw@3YFWBg?YP4%2XdaUaPP>=+qeOx*C9w4BOB9_wlXrj+dAn zoZG;PX9>?4_-ts12k2LA)A!#-io%-IxnP0hEEz{~DZI|2`>8z}ujogOqWA#ldw2p- z#sf58U%eg;@3+5=2ShOlbEWODl~ssiHygm1v8Qhne$`i_WIY|WK1wTqn$GhmEhcna zOT@oOKek!cHrdi2&Qtq*O!MWh*vGjETLYSKzn0Bx`P7g<+1@4kAo&GqbjKNI-rXr9 zw;O~|q;ou6XPR(?^(9u^abekq7YQ6?f3qe3v@V_Ko@Hf0KHiZ-zYq7i=PoYrs7HLw z+R!quO{5~Wq#MKVZS}}Tq781KzCbi}^iDH4LP&M!|5_%bWmCcV{5g|>zw1i|?IRTT zGX%0s4!gN7;P&gw1jbnAe1q&xKDidY+g$RrD16sLA26Tke`SmGYE4xa`isY8jexqS z1Q!?A64r_7W61GHl!_Jfg3bch$Xb`b1dyQT zIhNiqIhSA~x$tMm0ILR=Rezu}p`T2f0Y%P-xDGSEz!12Yu#ovv*mB$(wcO)ku)%O= zueV8gy!E}otw&GR+~cEp#e8si(3rt=f^0}Ms#%{Np>PshwRl}*i4+>ACGrvheE-5s?g6pHNVeM4;DW*T|_HQ@pEEOMcyf?3@9l z-625m<@BS7xt;ftPm2=Ra#=!8%2%U9;;$|?u*bZ3dVBc7S&Z_q%fNOv+dT)Kuh%Xg zLCsFvq@(Z~;eFig>@G%@f|ke=iJU$+bk9om2u; zf5Ry}#4OiGN4JM~Bz*7gzVloi9dSgunRFT~p&Bd)b}x95i@H9<7rh_EfHnR|+t~g& z$$v`bkwz(~g9tj*h<#2(88S-|j0KZS7SmWv=xT1#S%umvUL*|HO%()Vskp%poVjyq z$^P~-BF*T(Ajc;yXAr;j)>Hjf%huc7R(})Po;{PUz2PkB1DDnei?Q8Y4Yq7BI@OTu zFi$MB@@}H_N}I0m#ch!#Qs1q-3=l}kbNm8q3Wgx$K=eQ5o`+1LgcB9RGK?KS5p`rH z{-!scW_L|v1DS%FXaN!P7>4oMq(kG6fT?(c91+I~W~Vwp5BFH;!*q7bs~V27X1=Ig z7Oie^I=}Ylg084!4-1Tyx`_pCVc6LZ{RDy&`tNS@4K<^{Bu>w+;i+L=FZh=*@wqiJ z!HBt)ZHDyiL{*uO@59Q2#*?VREtc3d9Tprt7a-qJEkM==ljS6(vkx|_zN%kw#;~1P`mN(D7hl=@}QceY}{8#TVzb{dB zaRqkuAqxoNdABM_jm7zpF$N+-#+Rl!ozUUeM$;l*<&XLt5-UZ^=5(l5yR8$0>4hQC zJCMhisp#9nmi^){k3x|p6AJNsEQuYg)44q5ZLbvTCbCCgER%z7PEVd-9BldFAPF!o z%G6?T!qmQH=Mp2Q*INInybAoN%j<-Zhj{5@-8AaVAwB`3{WJ!L3B%`H*WMDw{S4|7 z1bucyUWY30=KfP=2DN?2AlqT_Du3HYSTfiv=sGFalfF!G9z}>-}pAXQ|6J8>Hy@xC@ zn8aZV3{dlb1&N2jF4)o#;wzSKt1fkQILRDLO-)&PntWKvjlJon7AYFM9p$>|d{)zb zd>yJMUD*Z+XEs|+h<_kwEm7P(dx?13Smia5KKH3;m3MbR0ACZEnyFJ{8UDLHJQtUG zdd7pJZY6P-|6@&GTZyM_=<<{IE6JO|}DRhkvpcs!MLMN0lZL zzE?@%&3>UyoYBo(yYhmy)yq3gGX)3uAv5ES6Jo0eqBlTIa(VRtkw=9taXg%6n9*RE zrqaWyvC1K9u~zD(m=q*Q7(k;0uY>lq75I^fj|?h_AC~HK3bRW&PIK%hCjtVVQtP5u zA}=<}Do(@;%GywNA@$+r9WaTf`1bi3*t8e4;KYzlnVua|ZNvXopiv`6!S9ycDT$p4 zmFVyZNfJDiV%W!ec>?tbqvYHw|LhWlrYE|b$(Y9|UAX5e!LeCOB3aIvB4yI=CCM+P zdLU0*{C}MijWlZ2P88&(zNq`Jd@bVPAwc~cyxm_yG@b#oe&{M6I!KM6laZ6}0Sb{# zet;Iu(+GS+twFe5K?AZmMGq9rg@VK1jLJ=&-M$UyT*phZx3<`_eW?eOOstNsKhk2V z`s^i>pBV;_a4a65DcXB&*m$b^_8f4spN-urqo)6*&Zns_*f=WTlroS~(h@eJ^lPVE ztPe35pu3Gq`pf0QHeOFaDzKa}?$L?=W1T1ZN1i>UpBUK*WINv0&wdo*d}=*fQFmt@ za2szdDDf3t&qf|h6f!_D3T5f^?F|>a&*U79<5{TfPe%A@I0xeJv8$i6#g5%EyOS~F z<)ZU+f_wGeR-vl+#LHQzTFrZ5nvb=$OP-vQ_YtUn3MB1@@(L{MY@rqY4Y9gb9Q{rjJJ15h{NlA$*kK@bFn(6NSsi@rgm?W zuWuba5=jKsn`PZOF;{)hE79>Aqip|Mb4vz24l9UkAA~9X({@hQ7A*|4V1|_jiSyZW2DvC zd?#ZytU!u@Vo8}GMT1}=fb7WU#Pqx0>u*JUfT`YZw9AY#uKT&Tx#tM(4hiPs5!3NA z&F72a=clhR{#b509Q2yKG|iacaD-f~#=O%+=TB{IZC0aA9*md6gaYTgOnfRhA4cG% zg;G41a@Lwm;`8%2lWxWHZ0fG@+hmqyLfkW9dnqNgHI6SJgE^Eedc|Ik@p1vDO)=Cf zMJkkJW{VaIlKo=(>2i)v7b5T!NDWt_pD1!jsYitXfo!x)sKOJNGhH^X@?*>FY+0aa zVB(2NB*jNWm9*zLzM0`L)+Q8z=_DFSJ$J zi4@`g`4&2;vBwQH?K7X3iiiBX6_*(*FK65)jr8@!IcpQ^oN~ZDVkk3 zYXutZ2LTV5yJ|RN(E69fBR3;7FQ8uPh3LU|v+pAW2*#=3q15J(pe8?mN_4S5uqO5s z13&d`=4!ZWnjF?Y%N>7TRNxLp%)NcZ+8auWP(pK3o>_&3cFcZT_CTI_;W!MU)N_F^ zTMx$2HpkQ&pZI0NP`u8184`w%4ba;p*k1j;&Sv6`?5NY}Cvzg3BmB&V>mSsq*2r59 zF?;}#ei*^+G64)}5B2~>s+zsMo!H@_;j65RPS&QXTQmZi*0}H{(`Rj6Y%8<}o;_?c zJ^j~!;w$x<`t7=UZU=b5xCiI~NLK)IWQ#4peA~J1?rxopxGEyb<}JyCig-Yn=&X6^ zy7>%{I`R2zRvr7tQ$e|a{R11`m;jphvo)eS!QntiXjb#4z^@6;10OD2lqQ&<_=-;? zCh=lWqoq=C+#Snu@!kGx%qjVv`{g%54v(>;Zl5ih>a@voW@tC6?1Fg{6~R2CNmLjp zL1=w-PWp5(ZUQb|o7uWCQ~CY#lc(19qIwk@3?GHoRqCRz7`61|?(GT7x#NvkbIOFo z-HR2MQ;9DD=NM4{VYehYo5~6{EIh9Gw6q4cou1c(Lie-1qYsL89pXd=WUwLxpIG`{@n->bVO34dvyWP;gUT*g5I{ZsmV|j9M==v@**!u(V!p)&B+lbddZ= zznO%Zf!V-XF)3rkKgd}6lJ7v8)mEqH)SzeVo!>XR;#a3y<89IZ%wd6SlqU0DSzfFQ zW}78py>xmT1fg?}Xyp8ZcqeM44#k-6(xVV4yeHE&X*U=rA7VoEw~Z{~fd1?EZFTdi zm=W+>600v89(bql-gc_rpex|u8crj1gJyu4m3x5vY>n`uXGf{Q53?FQhlgYUgysy8 z_NFet1BRkSz<{w_rVMI=x? zs$W0`TiRjJXH(mb#3b)HNChZ!ZE0W1&)Q=~RC9hE#Yj|nPttiF<{aUQ1V5>BdJWrz zOmR+Anp{y-7@bbWHIMtw7?l}RUQJ?BxdN_!=jdt@ zLG>SaX1!M$IPv?ERx#Z@W0?lbm9jNgWn94S!ID|x$KlOIqQ6BI<*Zp}eHrQFqq)2~ zj5MAT1raL+w(6RrfGt#AKNF0#aX4a|ODAOmnxoUbDJjBlk%e*D@W(CON#eUPCD#e^kQc zdOt4m$-MeAaeD79`6lTZ-m$Hj7m4s^Jx|G{R1STr>dy2Y{3{;~GD3yvBy(&U)F*_P zFlzU&EOLKL3s=GcH_^T7rFh8;c48+sXm`^%uOWIwu($iz2wcE~Wgz~ds}7WvO_^#*2H5l$`>`GRaT=7la8oyFB0x%6X;x=U0&(B@pzjw734b;iE%&vx6m!u*1Yjh&w zIrIK2UmRM5ew@FVzQ1>RDCkpgRr$KkQD3txPQN+Iu_qo|{HnYo-UDtMU^UAxdA&RI zv#Oum7qPg`tkzb6E^Y&B2*Fn_x*sp7U5OV4A{4gZsVu>&_Fm|7^f9QT&J3*>a$wh~ z*s$pumYFUmd7}R%*?m7&_~#O_%sr?1zzp26@}LLdR^vzI2Z24T%g%1tfU_|~Kg=LJ z9^m*?m5r!okQ%W*JWT{|ZPS$ER;D&U8Pg6PuZ&i~5{7ijs)~$UJ`7MZII=C@tRs?nxOv;-T1Z4+o7Z;#m=LfQIq3%U9j!j_zvfJ_zf@s*3%wb?ABu0C5bh;(yCA$=NAd_{52F!c zcT^H%GHY2FBecDClYx=R=3g3Kl^@{O01*|i5s-U9o)B8|NStbeT_;a|3&S|2t`J*WVuHm=3WSzQwZd#oFkx%s; zaL^}@gd@3Gr)(OA)2Eg5ga2(aXM+RJmDnvqu$b&sv@vCm&;rOWoml4UHu%B_x%{B~ z^3lJe6Hduooa*XdR-#%oL(av&fz=?$XzYJoKu@l*Z-Z9~^R?lh4{w5p3QHI%a<0VI z_;v)?Rv!sn#V>h8$l}t6r`b}>vK>NVsCf7H)Mi5XR845ZWUBCizNYZ5A^yCvt!W?7 zaacox4-WKa#HJhGZIaq)oyUoZInp|X3&ZAzMH?I4I@*7eMelG+Q`FtK)R{kNP&7N$ ztGS-9w)T!b0Jhk-=FzH05m&RUo-GJ%^)e?3`gh<-=r#&L>0EobTvP{H^*OEC$;?}S zTEkSc6&yO3Ii`o8fh56DYhOJZQ|d5taNxluVJr!1JPBXtK+onq%@@E&Pb12PvPo&f zNZ}gO31H@88imF|v-F;~WDege(OS;Czk2E~E>j<{I?42qx}x_L9%H&X9);_!!8GQ8 zBlb=uFzXdLmq6nNuBm=I&)c9^i-9RiM5O@@UAT-JxO8hvSg%ThqqAP23f^E^H9_p0 zFxW93KUrsd6WG)i21*jqm?z}sHcjt2C+L!MUQuOP7Ei8>aF398P7I!R$)%*a!o$(0?C&BYI{n!Fs0Wg5xc#&%bQ;?W$5n^e$Dhi`W@WN zhMGtO*^8|{gs`ms+FE0ma+e&?u}p#=5#?`fZ1K%>fB0Y-Am4|dLD3rCx-y;kvruAd z*Ot zBLx1t^jDstFD&XjM|LEXnn>*;;o=^A_)@>t1%>u#CfXJ?XMVO4atd*;^6jEZ231E= zZH{fDyGzIu(I7t3P81S(Z-b^Iw#2jVw=@`<_uf>xtBEn^MF zq}7Le5@v8;R_jj(vJ`0zeU#K=Rx0 zg%dn@@ZiDSp>UT#g1fuBgzu#L-tOD|d@tkts4;2)=j^@C+Dqn~YrL}%fNrrN7sv3H zG(cfTrkbv^ZfR+-S09PCn2h>88LToXPcnqRe)v!iEKXmH_(H4zd?c0*ms=1*XW)=VSX?!2fSaq^7d@(DjhH2aT!Hcp>Ey*SKdDORW zdqSa=^w3cd>;^h4i6GJr>*)9Q@XkhZlk^vp#*Psu&oCX>=Dr4^QSM-ib?MwFgz)PJ zC98@8>0}PBQ9(w!&g6Rf{NwR%JO?wW6llm|Wu7~zA2JlAB4o7IZ26TO_qG`;^F5JZ zg%foUmgRfNQ3i6X^~)W5Vh$zE_fovBwg`kjVuPLh{|o<2(}H`z4A!G2VC=3!l!eu= z5C?{Sp*L@(WRm;hN1?(l5y?J(7FXhMuQSwx)iNblR%uTz<&hXoAFbpbA&SLG4@I+b-aqnWdQzt>;|2⁡O?l?EqXH|pV zT?tQ4h>(xq7oac5G6ZB*p!M15hkm|NVtR4A5xTsn*Fb3cDw&U0i7Y zDMy%I{+>WXQ}cZ-%ko$dQD*w?FU&b@cEgI0<;#m#vr*1IKE<{`mC`>X_A=~8&eDgO zo~@xPoy*UM*0%23Pht4N5Q&?jtmM@O=ixIYhh{u&ulx|n`?#f#wcD3(4j)s0xJC?LVbTNi znpP&=MF}~xoUo_HbnRzJMBUl-#Ti1?N!F*u4nzR)O%JaDMJb=XODHklRIyKVy&qDm z*9M5)iP7B?hg_t9_?Lhyp8(N(Ss?g_E#d# z?+G_@7|b~rxzw~lgeI*LAWzDX2ZhjtkV&@wADC?tR&lIB3t#a97vn?RhWJ z&(GwZeN~%lAhhXsby1(6KN&hd80bT&6Ax$!zY_FZ+0i5Tnr-MO?M*ER&YZfwdeu;4 z0JwEg6d+|1q-dpJ;BXGy#eBwd5)}kW{^|sg(aSN53tnCHcrP$k&O`b5`7&8twg+VG zl|IYnB5qPYoSjazn|2&Zvu2~TyE%+t5HzWcAoL~>mJVZwb&<|Q77^pXf+M=a9KB_! zW1Fhel2$GdgDpZqIP+zO%%^XY!Z;Qt&o`P$-$p;~CCK!R(?v|xMKsjt`PV?ySev`E zEzm8ng_R(nSf`uU7Q73On69`BY>rvo5IE#dWO_T|yYPtuA9xD>yMNg^En@%Z%PLiSkJuYe6ycI6#hnr;u|0X%yw^!7(LJH89!6KTA< zf`f5}0WPT$g_AI%#56Ty-OWWVvA$l?8`slc$(i4#cq;T*`|y-5Tv&;oyfcJk>sGiX zpP793)D$&*wrvEO@Xkn@_YzpZ=49h4a!d<+{Ei>~q}`3N7o+GyO6c4#o`U#sOpBYX zP$Z82Lg99H^t6pCuUp1v9mao67NTs6#S2#HheB;^+Llh|s3pP+ z+7Lc}yxt0Q^I^?PG-*Cyl5ia{{H(+ z=GS0h6T-+Rr-t6V;f{9FsI0P(S-Nr+FqzWA;>F2(N8TS-p}n(3fU^}^xyPAawyqx8 zw>S9Ix9b45C3^LIK7ThvfZaxj5U13+n9U+OyM zv@fEP4;^CO_)OLAw|J3j=FT4(Bt4971dc@#3(Mbys2PON_u;Hk;O7M=Hw4l|*!v86 z3CYTve(6h!jqM}7b2Y=+#*)x$cceJ$MlnZV>~j0bi|YP%?xR+H!#8|lD!Vj+GH#*= zy6{aTrW{|cpc{U?6u9fqbra(>e%Kcct@COk;O_YT&+n1SRaoty!WkjvC)@!_O^u=i zg1M77QqL&$A4EH^;swdDAM&=3nI!>mkbUTOO7Er_`DC0|05X2j&;P`^0NDmRE25~* zKl&QjC6{oIRNw9eFZ!P5^I-}d zM6r~9YW?9pP^P)W@$q9wfJ}hE!7u4WQ37s^Uy>0z-_EYFXXvc6l5?e0z$8G%G^#;N z`?HRlltP36gvQBRGDJccF%kTdnM{zBjAPnXxbG^+LVw2u*%}X>VkVhAy)Pa_(m34f znwEb%^BMCgnl;NsABy?OLYPRR6FNGWmZY`OZ-8^C1!TFQs3-9U+mdPM>&4-UA+Wsu zuEy}An*ux^-Vd)mWDa_NPTZ35Mwna_5rW}Rq^W?^50P=?Eo95=RmcMj19H8K@zLnu z<$;#DE2TApSzRQd1|E3l9dViHxLsoXkR_$+4?UN~hcVKlpq9}N z(x9`V&}n`dZGl5wgeYoQ*99iKL-zwspNu5^B|qu*%5Lfu`k`=Z6z?>}i9#zunx<^y zbB+$7E|)OUuaXochVauo*;Dq`V8uqpLU_xnS1zh&<%oV^cJ|8=;h; zbdTIqPps+j(<=W<7%tN&*w=Vnv>RV`OC*l zTah!J2Z?L0C##~o8DlS@q^5`CBFl;g!$#mFf#)V67fa83FtukG9zF1nmh&W#6)hi# zLqv}s5!^FL*Rdh(IQnxjil=S+^=bJamE5Yo0$dEL@lH2ypW>rR2GX*QPeX_-;%)K( zT$A+kEo)ioziVSre7_O<*ZT!?|H40#al>)r@$k%cnm)x0fCNlde@S7~z5`OTLhrbK z=iN=a9M~!E0odQ2`qyN0-GeBuaLuO+Z;O}aM4eM$o8%0v^(w-DqHBb>KmTw+xp_V= zL{bgo3#Tg3l`LgZ&52s$icUJ79N8JH(1ssQdWS;VP#kQdOIvM|>N--2>cOH_RBIAm z_YS@EEz2w#N$KTB@xyYrId@y7$+}@Vkm)&UoOc<^KotK&Ak5nEEJ8auAmgnKqxZbSprHntZlE z9`4N#XW;F7jWnTksFpVUY|X~!O8tQvjk0nq+O|*yEzw^C)G2&zqm4ldnopR3Vo2#lr=|2^!Mc376cze*V=I z7m^GU1QV}!suQj$_h3Wl)@a+4!N7X|6ZTj4q;rb=O>5vK#%cV}!^mR#QL)!~o_THk z{#?d1O`)uwwGQ%;&{F?(ul5w)ZOfAW<@TLodc*PKpwVcVr{~ngOw-Vb2>s=*;x_8#Rx2vu!LBezlm0iF>i4@z1FM(H#|(;|=VKNT8ho*#Kd0O+0@R3V(^NO0 z&j0E?K-OQ0YaaKlyQs4L3u>W=0(oa{N-t9tDXjp29Vv3?uXu20Uu>^VzNfPQ+JFXL zw?ZN1CkXQHD;;h#d$V2)T5GGHm`2FU>Ca%04$Qhw~Xq;v!);+^SUY_ zg;>1h#M)I^zVo-mVU$~yOcg;$<{IVN=-=T-#h#&%GTLzTT0hOJ#rq+oxLA-*eLstM z;%2wh@+*XN1_xREJWF|v)fIFN8piNGc5W&#+0H@2_p=QPTY)8Iu#@H$-Smp1m0<~m z=Av$#3ph6oc@;GGapYkWoyabVdr?Wqv{WSu&99>`_4~QhnD@%sX{~%PN^K9AZ%MRrV!e=- zM^5q6dpX9WSJ)klavZv^96wVOP*ZX_Wf(RW5wFGkeCFk3z+N5qIyw+G-G363!J0=b z8p4I2#GZ9bPKVJFY<%HyV*9aWtMcqy97?D-7Hr0Qceefp!&F|y>0&RH`Z092AB4@(w(Z$~fmq2N%* zNH+dA>zG3djvOMfH0Gq8#AHNqjnYJi9{-{t2C};oQN$sJFk_jnO7%X@&9T8 z{CT#dxx&3FoemaZqo{@W2d~w*HWw@aqz4hpNm=*x36J9A=jrVQl>wZC-T*a<*tB@S zu2T_?FSGq!f)zFs8COY&+d)sSz&zt}#nzR6jk<8!!D`IU+3LpnKC^q;mlv~L@5*pz zV3MnX>ndQ=jnRlpYb%UOg-4YD)z#t|d$+ziVVy0sGh=Su3RSBfLQp4?ZncTkEa@c0 z?dh6N|GQQ%-PR(Ux!88zz6LmSbVOZ=_3*rmC?_f1ZrOhM9S%(rljk7bnB}r=S{BVg zA&sR^JwTO~Lm%jcXC?X7TiF_Fu8@g(KaIG)5~ z9P{lHfS6TA`0z8BbE&cRdWk^jN4#7-L}g9cky8tGx_~0qfOXSbBq@C7#7k9ZrNV*7 zlwx`XjOhKUp(R^>L%az5MLHIY5*wgIdh-kFCWF3A{fA|&AlM&`tUr*T6FF8|!)|MR zB2?{AC`<11jCeP~lNRj}wdQhY3G(Ves!YqGW!xbku88wR`3_qk(g|PhA8iBf7TH|aqZ}eo7QOBf9xguiqxIfD<74neCN~DvSpD|P{4p?XYmc*W%Q*+v zKFd#AdCLKktL&LQ*NXKski3&6I)F(otb74|(9S(1nm8UaZm)NbX6w8E02I%G(vVgO z$q*TC2VmL-H-hiPmgE3f*6+XSgTUysI9up(AbN+<#u6S@k}VR{oeksAW!XkFJ|cVm zSNQ%%d}jsssM|8uL^zlEw{8E&p5fpwONA_^IUX?&EtD)Q=3DLhtKcs%I?v9k2++X1 zT4L%xIyS~lWkb1?Ynb;u!%QQb?r!QmrWVB(^%vV_V4L~NQ>CgLi zkt8%vp>37py+}oM$US&WMR%c$-P-;HGZr565&)eO44FAiF~=Jjijz@UuW<5YTUopt z?^v+Cr8ej6<^|dYFImOsDnf5rc`(svIF1p{c4TqF32|ZJNi^)^O`?oi0#!H@$6>8; zBbjF!9L!xha#o!t$Y-8WCGd5xA)%3(I0S5f7IS%Cz~$h`maD9l-bF_6>3Osa4oCv- z-2wc8H*3^0nwr(LZLxtwXj9k=&p~9nGVcXeeSKWYQ0$6c-}&Nm2}1HM)uI45gj9vf zxI&!*j31RjeBz;&KN2~_-66*Tq2HJJAO3_d1)x^IkB(ycLa3J-TSfS}r&PC;C37Vs z&f6k9AhVxZP7-t1 zbL*O-8ysKC3T#^!-pTUH4My_`Op^QoLI=+=PiPTJUesZ} z{bxgE#R8RQXrH?X>gr@~+RZBc?Z4^d!Q7_2Myd6PnPJz_M!J$HxAj!fhUxl)?sB88 zZW15XTVErH{s)7a@Sovz0oQiwVhwn`*{=M(z25cLQMMw|)N^KKC=LDj20=Bjv9O&; zNiTCJkl2s$#^dKdq`WECK3kG$E-|sfSu|p_(y9#_)@G4J|4>njB}S(d4F#G4LosZu z>;#7xBog*1v{*0L`qW&tg!abS?A%Xmyf#4zTxN`$p17tS@RQ%>BXi1{u3o?u_`?uj zupMXiNcXM36ux4cwf{2j)n$plsm7bHNUGjvX{|T1SgG<-=DVpZsouT+FLxQP)PN`> zZx@qWxIA?2exfD>jGY;xc2Cca-)Xl|9l~A=I!9tii+&d-KV3hmsxg?^KD0o9NaW%Z zdDO2v4;{(bXK9?#%NSh<$Fgs-!L)(n)Eq?oMkJj}B=lcH`llUy(t3LrfY&b?fsqyZ zCN(=3C7zi03=n~vqY1R-gfmBGt!H5)U_6-3XqNFU?~8{;yz%CBz^Wf$5-Y}D;Yp2s zX@9ig$jl2BpE~tsW|ZwgEt-MJd_R_2vMrFUYmGfbXksbBswo?Y5;jA{_Hi(zcRJX*n{aC=eSI}*EZJg(cZpuO>7DQH;F3tiM-Zpw-*KBX9wFi^QBr2{!&9D5u6Af z_2!KgXgGkq?o-_j2*kXv{z39bU<@%;fLX48BV7HShvk|K<(M4jEAwksXKP?7qjIn(`EKQ?yDV8WZ6w z{o2RuX6eyG;oT?HH|L5=`twNr@UB{utq}D6gENT&420MEBd9>UJEi zZTausmbYX_MY+cd$Szf+CL~I&6r$eL;t3Ua^b@xk<4l+v^50-dVLtRp|73TO?Z#vc z8{%iEkR%emxpU8;33VlLGSW5%z@-L!y)igRY^8Of)caLctMaOfzt<^Q3GTp8ZLy3N z(@;!q)T9W!^odTEY+@5JH);HYc=E{EwO=3%LOw8?C1|T2x!ey%KqG-eBWsexq!tWn zhQi_^qmjdv<&4AbigLBKHHT1n30Ft3NXbeet;^wf3k_o1TP7#EkfAgw!)9U);_H>f zpb@&V@txkDw#2`%*N0ku4*pZQ=g(4e#w>UC^DKL{pL;3;!x4JaVX7SJ=?7>F!NC!_m#S>KZgmNG$iMP z*HXR`U<(-fw@^oWee8Xyjc8pZzs9sJ+ZHx3}u+bJ~lw{5-+=txhm z3YtYB0UBxdQ+A)j+-wc1BZc@Fv^TPcJP!u0*R|ienZ|*M1k_>4K!>A^K!4ZrQJH+{ zNSf5ub~|lxsSUPSFqdX^RT2yQ*0)>1JEYz(8RU(xND0xPv9?f|gTfdGyqX%1(xbrs zs$euWMcX`9qhO_^B>17*#aL-Iys1 zp9>!?VA+WweS^vaUTDrnb1&v4mFk?bWkUl5F63MEio?Y2&W+>>0xr~pvz0KsU8=8z zLY`EIp(^+))MM#J&^C0WcgCg?{#~=ozQEl6 z!|s*kvz8Xwt?Tm50c~)lkywhvq!fBQy|_-5ZVgN}KuriO0ByKv4-9mCrTq=|`167^ z(yY|Oc^rPij7shA*q;e3OSM zFiJa8(15gkr$;fp=V?2Vr1<9{3P7Y*d|Kx`f10`_-1cs;*WKTwMpv>i)^m_q=<{$tB@NSCAhCd)! zFF@u>fWAh3L?7YownU{$e6^G2ImXZsovt2xx0Lx0{*8krOw{eU|J2e;5o zP-O+sj^=uf87~lD&+q8yGVjjMlQqo`LRNjP=-N5wc!;u<$#cm8fwGp}<(03>pBKQI~$ll12VUJc~%yO5uR7 zqGg$FL>EeS^@)7VnMk1F0(J;n_~h>TIg;zf_Kt_B|56Mxu`$BDZ7eu&^cXgfBxCDy zh?(eX(_fazM7S3?_|Ebm=~x=)a6CqF*`fD>+t+|tO}d~R=+g0ioA4}9Jst`)r4T>i ztvR>!O|*EoH`>F_tCmn1_bay~y#6~*iK2yFnzdRb5&9*?`S2*UMW%Rwt&J4D!d*Ik z%z4xonsoEHuc$b}m08z}6;NsClsMJvcn`K}htw9jcBI74 zZoD`odhK(tq6|DU*~U{2MsMfq99E+ug}A7DMQSut%jbgTSTtDdv}(GpcYhsci`FJ< ze~xA?No3|;_px@v?@;YhQO7d|(}&C(-hQrCwd?}ID+)KG9Y9pP^mFSW@yu;?ynrcs z>C5i7y8R_OZHTCWoqBji@by7G5;O*W-msAfg!)Y|)BplV-hyA5aadZ1XF4mY(6O=w zmN~w*b(;Qh1C($U^>z>h2)*oFPS{Erv7@dujguOAHCsIee8``~`4AzY3W2Zp7ox@y z6+aozP?D407UkuZC$-}iGsj-ALBGs)rjZENYJ*`47~@WV)>laCmi3>b#SCFj=#42E z@5Xtf)>cd?IipS1O18Shy7?!vrpd}OE#bzImoprxv7q`8v>Q>-Ubf1{IIXLAj{Q?- z-!vnszx*c-{1MtQ$!rN``7Fi`I<&>JK#{MATd(ubfD+{2b&Ef8Ha5719KMVh*mnIj zui#UkS4;B4YZ=+gzt-{htFgz;za;mKJ=+S(s6AeHTVl_J!iu@9Eej=|E{i-IuJ4AS zjGl9rTKOQ&(+xEp@|U`W4gM*LB#T<{h6EY3$7in$Yr_RRKuflyCHywEZU1Up;lC`& z8LnwhWVif;Q@HKp)!46;->72JZ(F}94veq5lyl?%$J8Z(m;ym)zL)<{St`{*7;l!( z?7Vtc+575X)@PrihyWNy%!<@ZZeI~M_dRCQ%t^qD*gsesQS_qebcDsLWV7oi^T4*Q zY(D&FQi)!p=_?mJ5O}M4mD|wV)qS$Rv#YIXaQaOafy5M4OKG$NpBJAh#&|=(0gwPe zFD-B_u@*|<(vj`SBeL!wr2fDt&5~TET~r%EFfe$8X5sq*0j)=mRR`MjNEeO&0-qy# z*OB#If8pD?A2&+XE5@6kO*T2wz0lK|VDxN{Cf;Ov+TV~@j#qFucllb>pi=^e_X2OG z)&KKiW71$}O$wO0kaiVg;@o)U?EsB)^0PV^2>7}Np$I(2m5bS;AsP$Idd4qms?LuK zhhxjEmS3S;Hm+cXHXvMAC6@(>d0`^%WRv9gEwPQ4j;0t zwIWSfGTyzZUkWy!eSt+9$YzooWGpB~26#CD;Q#BSWiX+@T8MTrfr&yWZ z?b0UZvucjfvktFMDgKscR82!^Wuz z1ZpPna3q=iLN~FzTRt)5X(gdi1}~&n{V6$>W(0?G^!DdeF-0>LH$1Ej&evd?Tu`3m zoVW)-{Ii$+KY>Lb#7`%TGDLGX{^x1!v;ko4zr|+fz*r(Y>IUY21JHr+2a-cS&N?PN zUa`1=cLfM!_TjnN~Lw$K-5~Gx_{e7YWyU?KiD!b2%rfxG#XvM`WD+Yn;IT59~3GeJ+B|fYZ5Faow_A-DA(z0u4AD{)ui4iAeN0R_m>M8dkgh ziC$}_eNHFotHk&ptNfG20u{!M$ug!eOiQA)#J)cN_ez_Lo~7VvLZ|-5ZP`L7x2YPvKQmFk0q#2kz-$wKtu~D5R{06@+8yv}mL^Bz##`7G~e- z%%^=UzNBsH&nVY$_ui%vu!e_LzG0h|=qCF@AE~h`Fgzly79Nh6MuZ0ozkx2=9#|te z2vsp8kOYu~fM`KHlg$jBT~@zw0pSXdi068jHbv?c-9L8p9%rT2+K1u9!s13)p`S=K z8$K5kTL_=YZ3jpABA@9{7oPXh@)B=E1%pxp8cNr-B=4Tl>EV=Ae`dFZ{Bg23+>wFrgeh`MS;oF@6Bix znG<}p{v#jlgbWCu$4tdgLxfOJe9jLLewnL6E{Q&O$)lzo$sDARUabF*%+GM5I66%> zQpPm*+$FmU{OIm2;zIPnXI^|JTc{)9HRnIuRkfWM1ZxIiynJ^8kH!xbK z`QpXY(tu_#7a$x=Wz~=WNmOc|LWyz_1$7!>6n|und?A99W3zL^5T0lB?{oj zCiatY$=db!BX4E8FcO|)vx_&0pTbGMkX`56Ko8e4fOefuP6)i8I;d^m#m;ImK0Nr^ zx9Ek!=`W+ZumTs-lu*y;6w_kN$MQQj`s-ay!+?uN;jq;lC-w}5E`RL7&Ba6ylH3r7 zfTr3WH!1teh|6_c7tdUhm5lj$s6of7toq6q)#Nm zXCA&>nTl#*;A@_d%&k>B!+fScZ*({rrVYypXEY&#)gqnsE^XKlI1%D-Aw1sj7 zVcH(2IJ~VD`frZ?`>2_eF}f3RQlwNPKczU3fY9x2wnwLv_W}Il=?*gN`?+KlupK5Ds;TQTO}Cp6=ToOXVDibW72c<)`?k60T8wk7unAw4 zC9(*34Q*A4{E9uUdoOy)IYfYVpO|2%=d2B8wziOX-mqB}%))LnGaD*4Bt(4F6$H8s zR?bT8-^4SOy8ALqFfWA5wa`J2;JY zszX~h5sg1un)o8+)tpfbZv>6?j!c<(_DgKGxT7o<&FgvUl)hw6cBg(_W~Y^Su8>~4p9qtPOBn5Bf-iO!&>`{C~ zKEoWt7f)xGe7m1Z{=bV#Mh?5AS$K><5mG8eku#q#?$=Z!YYZQR87ktB{P6Y71bY8` zEQ_T6IsR+ODGP+eL44Il2{+$Q1dIm%t?2(%FacUpf^cMo)Enm`)`?0I%@QAccjWfC zQ+w=`Y>(C%?J35fP6J)`L}KnbLv+~e9`_knP%v+dH`@4w(FmzefmW9jl2R-1D@_NoPYz@4w!}p1q8bbNaQV8b2J82UN!B(Vh?C~Jtn8i{ zxZQZS3%?}djyx?45CEB5l?@PqENR`4OF!veLn34Y5d{CQW1$8&iwEN1)$E{yv(xau zvD2R(Mw$vc?-12-fzcQH6GII+#K02F>Im&3K_O@Kf;zcm_O1b3aB&w&Bvs^P-7_tQ zwexiB!AFCk?(s`mZbv8*5r5W6-3+7(IU4)oT)TbD)aNtbNKy}!wTO(S=W}B5pEOk% zqy{va`9|IInJ##Sku|Qs%9xkRbIJ-EKzG}W)Ba!FhX^@<_@ENT^rVi;n!P^60U*{p z{cw~*n7|%?xy9cf0DYdl)cO(v^0VCo?1WOJ0B&=Es(Xyiy}i93SB|TBc5g}#9MBB3 zTl?6V1n%yyb3Jr3_Y8DPMntCU$>vHE;dtmdDK^ASGL-0PQRF^2SQtbd$V{b z`|?{Olo|VFJPu0?-@(S#{pAd(hxALuE7|6^Aq5Act}9&gg%u9+T&r+I^OkxYwF>*P zRIcTHXPhX)tmxy7f!{Y7wem}-ae(&+CQD5SmoU8#yiO)fbjc)*XoP$wTo8KeU1oJn zU8rfDS{cR6S$14XLVCmcyb}<^CJw)K|H7UWqainehAVgwR2Z-J+DP34jJSp*JwU3s zIWL9$2Tv3k7dZFoB9H=xhNOf7c5(B`eA+%mjm#%_dg&DNzLa}_@Fe`zTm%;Rf3KAq z9KV2U`4X|a^Es^*Kbcl{srjkabCz?Ir2FRh+I9 z=MPa%CdQn{6G($3a`AjC+6u5^CXP~k@GfT`6#sEoO(?SCPJ9LS-aleYf@)*Wm!GIitDlVpnGW^#)RwM zj5efp#J{!HcWUW+KxxKw`SDeqbh5(geY|S-@uXL#=LBsv4>LAz%W1HU#9T#CLrtS4 z)(;||eJVWdJRppYnm}^S^@mcM91a=lW(-tQg2S*5gkY$Q{~f9c9h2wEB?P zPoJW8I+Eff58$1+L2d1ifuIItIK+>3WXeLSIhD)i=(|7i(2D}8LoRcw$t&ay32JGI zr|Ly0;*<9EcUEXZq{4eZbSM-i*4GzyCFa5Wd8q0%Hc1o0#s4hgpc2mhVa+Cp9l;naJN^e1oNg;AtdpO zAH<-M=^gkn%w0H&04YhcfiGS3=E{F~M;KTmxApU6!Su8CPVz5HH}@}hzz`K z>B&MCU;n0>UY#@tkBD*@+O&QEC|4w6JI|7<-OOv>))HC0n7d53njtg^_N?XWB4a<* zpPP3#=1S0;8=ceTO*}X~zKan#e_RegHb#$Qa_?6C^q$Jv{R}mFp+==_X3D&uM7YiP zc7#pHita^%1cdoHC_y+76ok|bg1oE>A*VI%Mx%^7@O{@s$$J$F79>A}nGr{1Q`h^k za-O`exQwI!2}oriU7h1$KwoLBQ4h2BDskr8bu*MTr{(~ zwmO``E$JBOBy50)nOao=$ql?Sq*3saa&dNL=${o#=mKt*td(Vv#d{4xy>5G?$ZJM3 z*(CYA0pY4ktKuGiHmbJWwqNZd`z|PCCy%eFW5P-61cJmdEz@{Y@7{3L+dY4)@DCU8 zx070N$Azxj)WwA!w?v+nkdBq>PeF5zKMQU!+CjSxS?ADHU{-M~ixwcW-2KO6vyUD8 zYIn$T6!bKnD^7NyB!H|P_|hY{Qa~+n|MO)=JiF7&tz9=G-?8=mwF`c>5xk_IPmJ-* zztg}tI&5Bv;>9A*19pJ`$Xhx0DK)>EYy=OmFQ?tJ{<_Ds5SO$yvn}{avy+HW_^O-6 zh;9C|f5c_{I0*EUbK8AqM#X-M60D5)rJRYIKAtTCI zx`fWok3Qi;gr9sS8B!Xms!Rl;(8N~l-5wJc8$Db)^C-$1fXN+{6pWNdTDrz&ZllX} zk?3yH-xL5?MPa*1(uZ=L)+Y1siqEhXkug#^RCgx_4j$J|y~83g>7RYNj1aMJHp6OP zN4}IgpgxoV|KV%Ovm!(zSXZQ}%qFcoe)m;h(f$ZFet!-uOI0NYRSfMfESvP z14>6Rf0T}lnh@M0s~Xh(>|xh}=p=dig#wT~PVuK%tdm28&w)wxMlIV*zu-cUNJyI+ zIuJ3*9RlRZ>h`DnR(^{({pGj*^#K_6VsFJMcl_e3sU52)2dUKZ;a4Pef$;4aeEx0# z7oTG$kSGqgDU3NPKoSduLYn_a=-Bt~!C}!Y1<&-Zpi!d()ozNWOp*~l7z@2%^XkhClpcE5i(VJj^S58aTzntW@C(Sc1P@L6|R5$b*yI>ZCB^1@W1jwVWNm%&wu+ zFC^}i&t^Pqny*VdaFXrd0yaUhZ>ekxSH5(uPhqy%u5G5zF}}IpN`-u2`0WoS>6LZ* z`zC@mRas56f&(EENUSf6Ga^4KNiY&RX|S@-&U%@IEgYGm`S+WPvs?S&7mAeja)sQD zK0HY;`Y7o9U(w6|_PXN~vx4rEted}E+Qcl4<$hc7^V|M0{H75eJ!})RlzkTbg;1V? z(GMz%)CQ_QH&D}4Akw$M#sZSItsL|<~zK3qcKjKa`9ZQxwb`K z)GM8Hg3|Mw6W6_l95Rgea(~lJ`ZC4Qx4SfW%;QF26x47eSG>2kTk5PO{6k@1Ks5du zsgQ>KyO9|~boQLQHz!(D@W-lNoA+#n=U!3v88d*I{-5#)866}`BjxU>_>Jh|f|%KN zY8OIdfTXe3T%=KVaQD==l-kq(dEv6XeQ}3vLS1G2(gn845e- z=8J}h*w~e^@Vsz#IO>=f${2T81924WHAGa%N(U4kcWu-EJEFtWN;oS=((Qb;J7KiQ z`;=-ox5EV8#p4%MRf5G$bw_1;W#4}FDx~#C06!1vZf`ZEyBW&bMb163)K(K1mS5~T zZyCMK!n^B8z25w_f2|O5QIlXDq*BUjFj1s83_`qA^FUF-K&m8f~Rs zrYV>X!p5jq+t|qR!x|OkPgunJW0A zIcy@qj4%*-oYngQ{x1f6@m(c(spftujT7T7Q)R)wb6ewz=Cd4W%DQc9ZyAcw&#wBDuD$!)$ z?RQI=SF+?^ui02cZQYjpsOok%cLf$7%rXuJa;VnKp5o7sUi%@)0@sQKit@NUPnt)9 z54QW&?E3=d$6iu9<#7%ICPErmT&n+G{EBeC)y%KF?%uXx%}oW@?>A6tgt#cDKr04& zH%7qYCx>>APbSIw_Y6RbSl-{y6es7}ot)?-y z`qdfz-HqcBXHq0mad8ym-sK!5&o10Q^z*&wbIOO)G5LJ;FKw^nRk@n$rWmX(Y;5Ea z{Us7!s+SptRAkdPLZyd?wE66g29=BvbrW9BWT;Q7knAubAmI|f5@+akp|VF|kR@ZK zwUd?qI7c8Peo`Ta8$z5=6&8d!kyhe7-oauiWNHSI-pX1FR-k}GP7sjf{479)bwA4! zgvn`@AO6Zn#{*2T7TknJM&&qeGe}Cferd`Atk{)|I3hY?KcQR<8~&%)I00LmRIAn3 zn$+@GbXjRbRswh-1Sp)z+Cd;@t3sOI57E<>19;c1A-c*h1`5T`v zlmj#hK_L%)>hrBz)Wu)in*>Ra%(0o>##19Dv5g3lz7LF_^75`7wsM6Qj<%iO8?1+o zm;f6K!IQ{>pLJv4&rkh%&FNz(FNyAW*5-po6Sdp3YW^PsF}ei|q{6#=cCh{ip7O@8 z#8^TOu{byi-SFvddh_>4g+78+&c6)>uo!+@&mK?+8!4d1h*$Ieub78Hu0C;$dM1(*oO8x zjY+G1<(it9Kv2x?U*rLOY&xOPV6oHHkuF6AApKf^>ECC+2fvx7p8p;nCrmv4V&k_9`}?XW zL;yIa3#nVCCjLUkqwSl+A8F(&wYop$RJV@KmwyDqEvE`~J?gETUi;XK_4L?zI^O5G z6d`VP1o3$(OK;uttBoSynNKwGY6=oU$7`--v)s~-=dJ}p^)<6!}WDL9k$F~j|Y@@ z27ln=jp>xKjXI^oMfT-fiMpiRb!$-r32qH1u~wv3tDt5twpr4x^JDby6rVc|OI5 z@RrP;P+0*7qD$^;NWf7Du~y&zF6{sLEc2R*ggYnBWW9J#x&^P`w6ZJj|D)?GprUM> z_a&rb0g+fbB@__pW|1ywDQRg0>4v4GLqeoWN*biQLApC71QwCb|FgXDz3=z^{^xM^ zEbN};+2@{nu4}HDxhIc1oam<>0@1Xonu^&=!tq$?AE2%E{C;X03kfxi;BaEY01H{i zlGmZREWKSMdEP=>>|#nH%p?KAZ)!L!UcWrv36HS14k1A;=(>e=G=>N!0yg7}94QUT z#N5rVYI9Ht(Tjo3N_jV?g9P$7s6)Aj!ZvW3Lha1X>MI%U-HBg3y{K46e{R z5F-Yu?P5Lsz2CXmN`G_k+4Se1PU_yHY9#yWEGA#wOy2Y*mW_St3&eSCTcVAo^t+r-onC|AYNHc})A{L1hrJG8 zk2n9gL5=3poRSumBIXtMuA+f*aL6MN}3fQVOXaD5VT5U}||ZKdpol!eE$L6^?dtL?4O zPg-djCsKh(LFEU*PtpLaM0CZV6PU$f&@h?RxEj6f#*bc%?1zOS|5%PsB7|s=&Wn)E zBo`SSib3pXK#zpJfoU=7dby|nn1AHk;*m=(Hn!$&wf6@oOsP!w;A;Zke>UO&*a}@4 zJM!R6ijc8mcnyM0`1tG#9#bq#?V{Va)|jJ&Wh9ssRpE7odC8@B7PKe2DU~`ydkp<+ zNogTstiLX11m2-hC!%$T3Wkqc;)JY66eGk%MwDf;*u7(yag($fA*=l^7z0PhA7U8< z0c*4r4EY(EjJCcDZ6V}p8yRDtOGc<;Me`RjS^T7>DF->gumjI*p}~RH_kUQz7is)PDY}R~pyyT2#v!R8^1a9a7!Rm_osFiGq4FdCf-k)K7Z&tqAEnC;ZK4olG@9Poy_iRt1ER{{OH9 zcr8&E!RScL=j>|P8TL4t0*d_;B}I`*Uhx9vI4ajx61e6ep)^Ja0TfDsnY?0B)@Y=X z597JbKX#YA&=2N+xrPE>Ly?dd)$oI!nzG+}K^ex8Hjlzc=w!&KG-@}V3`?uyU0Tfe)-%Q8eCHx&mu7o8MEUciN9~GFmVYfJ z@a)>jHt5A=yv9RkOy?0ZGT2bisoZ4z* zM>gZ#kMIx7)+6yII%kxD^+2WgXzp`d{a zYuNmpcq_Tz5W>-EhaLySn?r3gVlIJW;kd+i&KiEiWFMlBK$*^kyL+ZU=BYp?o!Sp% zYN&0W6g0M38;i6s1j-wh@t(;Tm?1l6jCU9Ke}KmC%5E{+z>Z<;~fui_@%$$*h3(> z*iDa~2bXlVrLJ8G%f$Wj7T-T7!$$BbF{jc zYd^v6)M*XxZ^LWlAQ<^2W$u5WrU8cJm~3c<8rgvr=?=E``F6u5SZhOvjIy%i; zjDnSoM??_CCEKJKsAVokXI(~R^DfHsqFM=?n80LJ#oP4F6p(j@EW1@YiJw#y*e|`yR{iGnvVc&2ts=2tIVI zqOy{+W@-8Q`|?L%w4zAQvdlHag7pan-CuzfoG(8{6cfYYYp=emv>p2N;`@&ulW z8GQEpp!ypJI%0+YLyV{v7{pkIzzDHt5x}g?%X1jJJ^iTn8U?7rJs_?t$0jFjR(o_H0=8Y=NARRyHyxR zdr!qDehVB~qM(dWc? zQ966`j)f%(H_Xdhqg-k$-zqWH`JB<3zK&ZNAKW9PH#NJs@?^*sI?kGNBW$+HF%S+_ zpb%NiU?H8v&td~R0!28n9;pb)@!;o%_VV}y5usp`SB~(Jld0o(RX6zBw%)>ViYeYf z<%wyuS#C)Fd{;@5;T_iz7QPlMV!iBKH$#qCNQb|7!UO=2hLCI=L*=K`4z10KhlYR0 zt$#m>mW~}EWavCXRygrURD7rA=ARd%Osy@Z{t`1rmpb;TJhKSq(4|mmAk2Yz!-`uk zXQro8GM;bSrLjhqyndeFFK(FdtyrqlpA@{+6AhWz;n8t7`F<#v6%DL5XMhUgNqX@J z^>?7^3BsN3goe*R`PV81B7(@QZZ6`|!`e8(FQ8Xr&=Z5)al&w2Mwg zMku@@kdG(07cZPYLv3n;%j_AFgX{dwIG#$LIBJ!J0t8yCOVjD)fefPyFk1H} z_PX2dx_d_8a`^6A>7r8Pit}QPsD<}`{MIW1bDL$nR961s3@-^{%IDl#JA*UpmApv< zn`M_K&X3hU@h`dW=YE>x3JX2zs?c@a*zGMOJ==xz>8>8pRGCatjm^!=0f*rxR1S!G zdkyoGrXfV3AU4r@<#y+f;{Co}I4^V)G-LNuh!9Yr6;nJ%3^)xz z-V72)K>@XyQ`~M&Ip3Mm$gzqN-Tp}~;Lq9R5GDP6(V3VpbwEJ9b#}UhOBImBoD`8)E_}5tggdf0% zE{|^WdPUbVu5^7J*&sjeq0}B9?bnU`x}i8mI(-=+ z0av%cS+I!nbQY_!VrSJWFHrT}V&1;o0P6a4&MKBdda*%UW3Mi`mdeOs0+Rwa0`QEvx|GjaOsThlb5nDQxmm}Y=eI88>8 z+GAM~T7xGER7N8K6J?bq|ztk%`eUzCH~0kIwnCO zf*KTKOz|&12GrtR3aZni@wd^&Qd4nNAQLh<{ytpPZ}A{5M^q77638=+-Q?h-;}3ey z&m=KG`5qRc{!e z91kOBYl0%h!iJ4y|1hf=Wd3t9v@%eLWK17seMJ4|v{r=W@u!|r-(GaNxXHD^);+vf zoy!~rg!6h%1bkdXx?rc-htJdD9yKx?;QdlT$wd5U2wq9R#76)a;UkP4wuZLRwfUuY zG=XW;8!kR)E=(4@Xy$2$h60~5FDeIhfl)ZGo$Q(}#|C$k zU%uRt*Pw9Q6Y?muwBg!3mE-C9TIUf-&$+S??=rU>KmFNGx@a-Ftd2I-;F_=RH<6)E z!(;WqjMUg*beuGq^yc(cFrW?;e0oWl#X+F>JxfhxN zIg;6iy&VOZi}Tt?0>jUE4YGJzSDu#D8pXZ**s<&cjk%T?${9u8rhn9y-t&jG=S5W z*U`f_d71ss|8&J=K8XB^%&p6Ae$F?BG}g~&T!o9qP~v%Jq@5P=33>7-sB!8|k@wH7 z?HCvichL|~A#5)x{$O>jebk_}-(uO%LY-E8hnWfahz*g1r3RgqwhfF2Nz+6e ze@ASKJ;Xhi|GBxt;W=dpg86-JC4k4GD>(!!XvJ~21ZBu)K0gLYE;>Z6A#ivOL6C}w zdFsr;v;hxFH|5@3#$FE&Uk~;=2>v_RmU`J*Wb^$7ICSKj@!N?mNB`}{j$&l&$<(KH z9zW+AKR1+KQhMwnnHkx@=p6GFucq{7-GBOhDq9+$tgs($VPWIZkC*k3LM(nlQIGw) zM(PtaX>n>KKx?m)O6(5W)ow*T?)|VrhdeG)F}F49Q0p zj6pib%Q@bXaPCZ|whr&!3}q_^$VC<(B2yQW_4$*Ka==mPp4M#cQ6>hk*N| z;h_h+#WQ@~92@ThEV1rlLh9)D)_vMKd=yyqQI>ciia0l#&7jPu{9}wRMLIRh?S;K- zXt5vi<3wM@C8jkOo%PpDxHjgMtNR#WwUrS9KG8MbeGp6Cz1sG7R02$+9f@NM2Qkd_ z@~9vyaG+B&$w=EunX(%q5Rjk%ia!c|5+eekM|j*Nw!T0D7jX;(e1t;la+te#N-+Pb zSr}&gHwonx^m{P;4r$;Z5^07!@k=aVh{P61D7qGwtFOOuQQ3~%@bef|BO&JtO7(42SitPzN9CJTxN^JzBvzk6Kz?|U(ttv(sVav zcav~^)pFNx4IjOnBIMz0@|xoBONT%4b0grz5QB_UimV6+4rNT>$?NOBd6SMl^iAKx zB9p;$wuUw_-PH%Sv|y=Yd*j2Cqi1n;6l62ek=&^3qkd59LS>dOGt+%WEQlqP^21;z z{zu{$k=M*-+hi4^T|rNYzWqKrA0O_$x}D#m`&Q1;B3b!^mOdl3qwDvULgQh~R=K~` zlaqNDD(hN?Nvr8x_uqNQ2l|H4z~zA0DD=P(q8x*{J#9ZVD$9JZ1>_^e&i6wjx_9!( zYHJz8mHwyO!-Vm?bY0kwJF#OX+II4agwVesxIw!G;+rmmborMFcs^3S)A|_-o}zM) zp8sU*uI~04UrP|tOq2-4en+&Vk*qmRSJU~djQ;fSgD3?aVCTu>;7MQvHr$w-lW zEl5%!5L=qsCgcn}vz3z)cU9RT!1#A?=x2|7OoDjJBle9eNsXsEU9Kf83yFz;;%OMG z^^VA83*U^3pfFpB+yK?~nRW!T=*T3glZrblWW?{T$xCnl)ftBv)nkTm=F*d{{m7Db z9~pxa^leVMh;d}El4;BO9|GClcGgbxI3;;c+4_0hoY# zs1At9mo61C+y=MB*oF{R+p=HZ9LSFAO2Pn(^?zGyKhk0!QPma#9$B7NV8RJQ=b*p; z4!o>>pywhHW68}7s98bnv#}r9N@P~Cx_!HGKjxMC)5ATb0X;m!gwM9#SNj3i=e*-+ zlg;O~_wAOCe#x5_;nO@|uJ+xl+x_KR1@F_hJ{sP;U%WAph~$h1epCI6=?p@Bmy5q= z&*`Vmy(B;<9enpi-`k->aoEQp3rg7X`@-|60(H)oYuDj-gB`{8f?Miw@8p@mjumT|g@AH;-;vR!QVuQkfdQOvl_(_z1fR!Q-B=UGy(rm87$&y?AE*-6Ig& zJ?_&;0%u8gO5GOwWK7|{3>WrmXkH`>!V$6b3LU=k2WS-Uv%MJJoCbW^ypYo2pv+76cpvH8I*o_1hGk-?s#9Rvd3E z(1?#HmwxYa5=W8ivw^0vQ~*H3UWzj2Y?fI@bdSFcg@C^h*r-h?2e)Rj1@?-aoiu&= zJ0>x3L*JGlPnC|k%bu_{Zb>YicPERRJs~y{L>D=*4`r;AvM@4g)(9=tHyf;;TK=45 z=bYs!WZS>vRzJrwc0jdXEBroBUw$4$k5WqkTM=O~bpqNmO>X_J7cZ;w^8L5*>%X13 z=aH8`G1xtIff*}#{o<;=_^~_c#e%(e`i*Dyc3bd0#_fl>uWmD;x6>HGRg|+F!v``y z>YLuh`$OU3=FRNHUp*3CF84rhi}TNbv#8&Mn#^aIakgn9`bpetvGNRaawUgtAVdDC8vB zPc-$zQ(Z#|&PcbbvvIyzlo$RV#gteSwUW_F+(*eQNboY{J_GmP`p*b2T zQ4&djkDO1WyojNU0jAMA@9_yr|AW?wB39C@a4~D~c~kO_BI#;vVr53=lM=AXE2g+; zy?Mg}t;6w1{r2WAC}5RF;em9YG0aUvP+q?Fh0vJX?2=SR%<{T<9^l0_t9MWWz>LXNzInd z*XU?@=)M5BPGTi08A9X zp?*|`x4xoKv3c~k3>FW0_MP=lZ06NK1WsB@__SbzjFPmG73-TbBg$Am4qqrBOc z+N|43i#uz%yK%TU+Wb^}Eb!w_*LSl}vw5YD7>T4NQm+KjS)nOHVTs`{rfhzAkffR2D7-aLNy_RwA~y!Ao6d^ z8*}q~K48a6tHh-e#_&d- z*R$y>;n`HJLVVF1#aTu-_8wg{M5NI_%mA=Rz!DtG3{-t#4G7IYCB1*^?R*Q2lAyKq z%@Etf23%%xcZcaQC#QK3h;Ba;d&I7>h9C@_l2+T+_TJ#;_WR#9O*K-hnFzZb{`cgpXth^k8ZDI~WY+j=y-d&d7G2dMe-wFQG7d|bI>Jz!{5Rqpk zBB~9H=f69(yPN9dRm#N%hQ8quihLX}?K64KV95x}Le`5pC-V74M3l>CjrtE>(E13d zBDj8t?PPc4>#Rrbu_ShQ;N)%k>@++YRI z^L0wXc+QE#rlzAIrvl*69FH?SbZUEI!jwpQuzt6M#p)LE9T$~FelD#AWU|fo>Ha4( zz{?~_i!$~-EV0VcT-MQj$a2XOm?|U1l!L7?hZoOdUf82af9}VobArl%vlM4Dt7ide zsTF&P(7eXpfDSlFvWXso9@?VePhy@&|=J?zeK_yw-{?dIu$&sKBOl93l z_jyT}VQE{oke`IHKdOcg{jGZqD^QkFMv6=(pVVtYPRpun;TMXnrVAQCK>-ewY&A%l zp^9Z#;UnvA>D&Up@{b{O>_U+YD)SI@`zmb$>LXA~W|z0l@DF%N`lgap$= z3$bCDu~K!hI8<#N7FFJx$@pHm4v8UCvL_psqN?664qtfq+6N$ud*b5$DmKt;0WAgu z3j646VuK=enC-SP$Q*Tgf=KZABDo0O?mCk6lt+|_z1)~%%Ns)>JcmQXy@n}<7NAeX z)9kG9Oz^Di(QrJD%EMu5c&w6315^*FH0d&aDPO++!LwO7A2%?tesmoj`$L2Qdz1Y!dV=a&JnlwJLtyG*$aJnZ=JQ9=WReey%Ne_< zY}O#LJY9k;(S_?W-%sVWr3%II;oRj0Z`)upB4d%;e&*BT0G5P)a7sWY0>0W!Q;quL zYEhaA!~Jw_HZ-JJ3+vCku91NxOu5!F{TE!)WK$*z-C{D67iT_%GnQkvJa57EV$>=uu@JF@4-|S9$g&3{2`T~7rtzU;st&mzku#ZrbJhI?XB+g4wACZo{Tj83ZDPys*jI1D&LUB}} zS`8D4UxPXTq^N%Q&9A#H!-uV)k(vpfd*jngpgFQB@`)Z?x%lUT$H`M^t8>u?uDy%- z!Op#}QRPsG$9wz%7&wJq4wa>X^It^AEP7no zl;qy*{9aOL7GIOXbn3a&o(BKm$Udhj0y(FK(eXV?! z1com0eyq!@3tf{}`ZhICxcd7z*f+Ar`%J{PH#^-`-a5qlp0^vQqsyNiTd2d*&R+h5 zgxoux_cXv(XE8UwAaA=fhNgD6o**fDd& zo018|`69?5TS7E+%4H%j6Kgm1Cg!P&T)Q*5LlASMk}JZcrB+I+^iZ^ais7BjnCetv zq;6s2#s^#>+Nisgw{&6Y2q^fx7>JMg!=@>`IwfMF4jV%d$6bU1lzCY(pcXvMmFC z)K?x9Kr9V1dPn#l3##5N6|C8zMgXGk%=ny9&6CaR`j3@=OTP4b0`C)S_ARhD|6~0I z57A8CTgZ3HD0wk9Qzpr9m(R4xH~Y=BsnfPr%URL38_{g20Y73h1KSle}Cu!bx=-YO&uu0`n$ zUs!a^2KD7_{xauZc?1JIbVqh?hSuno2g8zrzn?g{92E!3R6p)s=GDq>>#o6W``Ql{ zxBk49d)_FAqLV(p!Y8L>TQKi>+P?KnMs|S#?(^fMT6@ki8%h@vepA-F9@(b3$O8<< z2wviBq;I+OZhQ0zNJy!EB-Ps(YDm&* z;(YU|YrAM2jX}P~S$l2L1ywR-*%MJe%-q1XVLTzxsSfuB8EM~mFpz}^eP>&KMCw5MuonzO?LlQg;}2Bky>$7$ zmS>{~GD+n>mVX(U3^lF+53_40J@@5vR6+p>mO_ScZicPneF#=Rp~l%w#bE#;{R%IL z*`(edxtGwWygfsnni*Pgc{NM$Oe=Quecjwt=&j>n%|AYs4^4tV*@h{;Qk6@K9;cZo zbnBrsQe5GN*qO`k_NDUt@PsoDQ*qW8ZGV}I)Jv*>chptZzfkM5Rhg}}yQP;vp}Fa= z&P7JLVnA_X^wK1>K)YS?r97Hk5!t&v?Fw7lKdMJqQT=u!LalXYKQ2gm^N|i}!0UEe zh0(FD`x=KUU#HwB-Tw;Z;g@KD>o+w;zVZDVwDCZxM8pZ%KL|LLLFlX{J>0J4^vxBM z@OXt^iAnjQubp9{X?I^=L3J3uER`Ks3%oG7JtMd#;5+%w`Ti&UyC*E;0%{zPtp}Lx zhPL%7i~R$WYb0*FEk3domm`%G7;%PCu_C2TFOVH8PP^j=75pyZ=n#n05MaKsm4~GvPGH^u&dk@;mtvGaWFg#&^WwWDh|{4CV>}%VW4f=F+?!R@qAiY5&If z`}p{?Tv)dS6c((dFbU|Lo^iXD?`2}3I0jQUygqaFuOpFvD2TRb?yOwsz4Es~nPxmY zsVxc5uONssdSi;wV4Ai5+m_|$e|Q6Y>%F9n9*0H7Fy1OFyw@Y-7F{q+f*88aR22T&>?;|_{2-ol(pO?HLWd4CCh=&keTxBih8O~-a@eK#Vb#l6=(V-GgPuV;m_!BkgeajPZmueY_M2>p1YNGey%?f@Hyo`)h<#X5P z|K8{i(D&$9G${AJr`Riw&&Okg7tYBJ`xq@ zb=3K^e0up`GeIVl`^6VBn2>Sm-*kI(3qfNtZW7o3nE-A@M#MoO7sxGs1i%3Zk)NySI=IK$1WNB)yHx`YbIzVU^t(;utUMf1P{Nf*1B zJW2_$GxqRq_|Y`mAHY=hpb&5)iiVQKUMSenT!(Z`33WK@dB`XybG*+{-Gouolr=Vd z4foQ4s8r8Wx<8fd3kNKnVi->291%U=>Kto^?EllM;VN{B-*pytwF(T>=t@8h1 zTntdu)(3LAYStUS;7N*&ayN1`j*yJH$xaCy$0ICcTujYI!^PPB{)B*M{Z-8D;Jv3j z@8;SMc9lXxN%-xTr-ik(3;7-DUdOV)+*H!e+lHlAfinVAzGu;uB_Y!ob{K=W1 zNd{zzt))Z2vb_UupBR&Fba~z1>HF=?i-UN%@HEWNlGN0Tzb!$r{tHJSsuOlkbM1&dwbS(P?K2uWL?&2hhQ|sjc zhYoA8dGBA|`OkmQ{Y(%j3zO(Bsgtj~(R+vTglQ|v9 zen0q-Pcm~m^mgzbPBh{knERIU)>u>F7*Wyxy!|)Y~w<6#1F|?olfLzP8SSC3wpJcHp7L zle6bs7Mtw8BrNzS-^q`0_DSonHWpsfd&r&LrjR*4)4f4F zpU9ws+m6CU7#gK-rYVjdv+D!DQ$5lTTGsu7hrJ~%UYx#=K=sI9cnNG)JNC7p7sxoS zcO%yyt5b@cT+aoz#BQ2DKza7HB0nCPzJ?Zy1!7CCjKuS8jJsXC;o+u{2*zFgyh~JN$5_7|I!lXaSfBs<)VUX5#lX+cXn>9o2T>l{HC0}nf`F?dbNcx5t z<4^Ge_9xDV?B)#5N_!CH4{`$z*-Md!;dvoHS~}k?bN-sA0lE{M9blIpN^Ms&i&c^w z=rF2+O=C+iG3$=I?J_Y1VH`txU4ict=-cdsrWCJpDe3gYdq;0fJyNUlC1X{q_jeZX z{eCmBFVFJ-wiWs}D8c{LL%Nlznjdq8myeu*h!VYk50i9idK%X=ec5}TKE>k&Qa$9* z(uRk=wa~Y3L`-Vfx&E2XY>~KoP)u>I|d{#Az=3qPFE5Xgy)8FLD0xWg7bFeo7Nl0@c!|iWH=-wFs{t)=`j2Ys7 zKn~r0E^l`ukvpxt`ZKe`VQ>i9b+czGd*wEPi6i?rq)*~1(V#FwHP=j}ru7@Gj0{tk zsLXJJeWihz&HwPZzvvSU;$&8MDg()Nnye?w2V6x=;lO3rG#xg70i}@#$f;%$pH9_UF-WM zteO+PH1DN9vn6Ddep8A+&z}vkz-eA989LCHC{x2)wm4RsCUx( z?Qy^gbrY5tojNc2+awRP{mwrQwFd5tL@y-u%Pf>J15so?sCYEN;U%Z$%%8b)9 zSkV8GVT7`uGpE!l_-;1eWJ9)$L9=;_#BFapJ$6sqO+>wn6}^}hfsor;d?w=+blFm7 z5)E7eq?vy&-9T`MWL!o#$h2b9W3%ieaI~RRl#X;+`^y4+GY+4 zn_6@}`I^`?o{1Y!Q41&hDjuK@28p7QqEt#^JpL++;#Kjb9R&=l<4$9-EIcB| z^q<{O6+!i%Y z=yE!1tX4ehkoziDPV?CSLHb>Iv5)j6kGx2dKkW7{2^oF`zS}_!j66?$ay>{$Su6J)2fBR!}ks*F9ya zj=czO%-%nVPAjHP;5MI&=gnU*{3Jeuo;y~U#5-fF_v!T}wv0WHSm>{-cobu&a|1O; z8Qv292dQm6!XIgQ_+ATLeZ8tsGZifxKbRZk)lZYh@q*?;F#(2}-L2}dgtIOGr~hK< zaG&s!AtTO}JiP9cMuo_(zPLQGvk+xPke&s!A1p}pYP_VEn#n6f0#{oY7!!N!>;7j7 z6v%(N^gck;h(P49Vq5u?6#SzroJD&qOKbxZw7iD)fMJ)4>XtsQP$g$=TSnD1`)Zl$YE`3Iz*`%; zxOcuOS1Xlf(N}7Wl^~#DCCV3%Tks;ln#S^w6r0vEU$^BMaHd%D+18!gh}B>SHmxHX zYhMJfa8krKhy^AJI#50lGa=T6lZnji${rhR{$^nN9?nr2LE?{c?X^bG&4Fnq*`eUQ zgXX*fzj(2r$?_*|{FxlFS*@aZ%(dH_jVm#YaoNrO z*j@KKJ(M7XvHellZ=dG6wI^;Kf8M5lz;TZ>0LQB-5nbYW`^Ds=8u3Jz%^2h(N@41& zwB<-O9{#9k7Y+C!=jRkVNG2f&S*NpqbkuyH^1VHMfD-gzeK*4dC=|qm6_G|%ArwH- zJ2VEOIzsZxu_|`M0+a1^OO%7%bj>{%Zat8r{6klAZhHuBM2!|&Z^gW%SC#OxUihh74cs`6RwS} zW3hD{*gs90n%qugHBWRy6+uiz7eVctuNeL5=qy01xrgnx7e^T*w|r(lV~z_*({2d1 zajoc#(a#=jOsFa)=RdjDkRx@0$*eC4*}E{0m1uNvl{4r!HAh3=th{NJWp~w00xg7l zyoU7JsVxDG3TWT2zM}d;DSm&q$HHhA4!RC6itGW*6(8BrS9hhJfuX|VGt&TmJhv9k znr|bp(cL{?i#O>JMSMdcEshQK%rlU{Hbn#X!us!(JvVDMsX2j>#F&bVEA|p#7{p@Ppd0DJ@_3c~rag09F$w zK^1tW{|7L0AtL#xl+5k_^8Rn22L=|wbG75pP#&&N0L$%oX87~`Xi{c;N2U0l~5^xtgNel7-G5<|shzJf`> z%v?u?vQK2SOU{2DZF{6g7p31+Z49SS=qJ?ym&Qq(f%vgn>e(k=t%7Ds_iEArY%W^c zk$vfv3^&*1_GV2T`45mI{bQjQ^X2s5xxT%ad1iC==cq|ko}IvZXiy1x9be*(0R9x% zkIcRXz}+TR%ph1h%b)BPi|~M&&SzzzU}m4}RY7eO#u>C{(tp7EnyM*mBAYe2f$}@o zFVFMsTK!dbJm~;IA`{uKgA^Wnd(Wl8mfNM|{5Ah8;`~2W6PU`wP7ucN=^PH6%>ZZ` zp`uaJTtMiY(UcilCAJ={yLyt%FZR^&KJLC)eC{sTnPa|BX$1cyzjdmNF#3m)^u!iV zN-RW=y$i-aIJFUgVXDk_Azj!Sj2|B8xKpfK9KETlxA3HgMj}urU34{fH1uEV9qH$*^SLx5 z^FV1D&*Hn=%T*{E=~C0Fjl~2rr`vWV3!# z0yzgmY4q!o^_!;&T($Aia|Wjo6V&*8t`R|x$=q*g%(S=pG(L4qh@+yBhIh90lBpf| ziU|Rd5s25El=8Rwu7Ppu&;(GLozuY`101#*Am;05L(D&BiT!oPfy$;AC<{SygN`dW zy)nhv$=qVqHXE=C?QWP9@JLRuuaJbdR~yyP1k_Wkura?b!6XVlx%TJwB_10QWMDgd|qk@$cVO~`qQG^kuh zKN#;7iv6I7bfX|TD>?#sJb`FC$mDQ1DdRHWW8`Yv-7j~#dSum)!SasFR^CdL8UCp6 z71b_Um*> z4O4P6%SvL)QeW+H;(ZI09}-?~LM1AH6eIlbfYvO6j10rkH`Fyz|8~^|1!%RCsPAp; z-eZUX$q*>37qf6rSxrq1Y_8>IPVP$h?E<>@eBzXbDu3Co)kypl?CowvoUN$QgCg$- z7La_!pQ~-e#RBUBib3ga$8~uv4@(O$Nb}Gwc<6C8F&yeVwJB~gqx!pGUiywS3;=y? zJpzs346`m-arJkt?jHnX)>hZMRu@*OFFc5WYC^PMhI-LDYCQ+`y5iHu9aDiT5Pyd8 zJm(P#&=%u_R<@rNEP&5%PTEJVn-64(MR2z(WZt1A@7K~usQQTVV0=!Jn3@H|0W2P@%l{T74NK_Lr~h8> zf8guiFTJNW__^C(Pv#|Al-~4!X4ah68I9Wi5Fgm;)Q%z(o*|UsD+tEbFUS|7HgSbb zK+L{q)!`WQj+Dlq5K~I8K8n#5y#EaBMNz?KyXn^G#%V+7t(kx=N37UNvbnS%8AISN z4l^*!!rr@-9u*{!Z{05b@R0=F8y&dZEf1mk_9;D&c;KECjNz^9h39(o%^3U}TKrzp zXAqb|PorgQIj!FxQ;B(S%hi2 zcrdDuDb%6zL3}4C)%!<&QNK+BrM#<2B_nv|lF{+12m4Yg?~$!Rb9u^aU%znyw%al7 zFpzY+M(F!EfLhP31O(?=o`_5X{;iqTMivt9BRYXa0PzqT!Xs3C)Hu`v=yJfG59}dKngE%aS=9Ih z1TI-#PydyZ`oGo`zPM#6$YhMMu^q33r!%~M#SDt&0_sbM5vy~^8EpYlq*E6TH689N zk`Nm9I_+WgRmjZO4zi!<)Kx><{O_AcG!%hPC`0Ba<}`lnvr9r8t3aN>H-CGO4U*6z z-pY0n7n3-u-sDCHk`-%pud>03**Dhoa84f%uT*&QeDHs$x);8=-SX@f$rTGlR!50Y zSAc3NJJ0Zn!OKnEXWvTY8c%?|$t+U%ZUtp*&N8EtBUyT(La#2a!}3=GPb1rD zQtBh$r}=7}-`1pJ5j?Adb;P7(&f7oVvA(u0*5o`&YGJ^AQxmPDX!DPU-=}1y$zrk8wxiK)Sex;&8)YcKHDAeR zDF$(w-yJFhOdu3t6Mup(Dn#r79m3}?zw%+xmH8vnFuevFJx8kyT6oi61603gu0((2 z*h`7Z$b z5`yki79Q~^BKLPUJ@g0(HIli^=o>tS_-o=(sR1U55J>U(9YsiSqX$kpYEMsi@b zt0MR9*CClz##ItUh~r#_L(oSzYvFwoDIFZl)(-QF>K0YOGNz%zHmMo&0Zf>)_wq1J6YH% z1k00?CPcz*QF9fdL=p3Z5}kG=u_UhOKILTa2q8Rv!UbK=HJ693%I<4|p)u3jhT6m$ z(H=qzh`eR;b4D>_+p%_`&+}a(mrHg*Va}>TvF-aW3vR*oANmcKQwY+D_N~m+-gxR_ zipd&c^q6L=6&VACIG`EVy+_^*Cye3uj7uY`^}5CBD+T8g-an%CdxZpxexyW@I9a4< z5Cs`~9Qh|2@K{Cr?Dv!vTi0h)SqNJ+fUk(SDSsc>T*%YC+&Jsag?WgjETpJkg`q{*z$J2gM5g%! zR%9Vkslbsl+7D1bl$@0Q;k(ZrfJ4!VlU&%jnuEMwFTeh~Tb?IfWjp#2@392VdE@y0 zMsortm2-%@mJ-IRrL98H$QeciWEpp)t`rd!oE4PTNlk4xVmyGayG%IkL#1=Fx{PN% zz?}u~sTl&kJzJt&Ur#wHg}>^Z@4xzgg4qB1wG|Ox880A4j7)6aGo1402P!Iib~s-a z+?X!3nVq$iHvK{`Fs~5jf~>Gc54VX7sR!;s-eMB45L+xTmiu}611471OmVcYGT+p( zG9i``tcb9vrp5z~Vp?PWA3E+O3F-(?TNo|zTj(tmG(a7c>pssQ@+=tr@<%Z*rIUnH z*NMbca=~V-lO>8No~-AEf1KRFW&HO|D_$L-bU+kQ6<;fDG+cEF6!zc8Fa3EMM3W`32Y1UvM<_)2s0ue4Ruelcsio-(B%Z`3{yY4J)gBWtK+-`Y z6ZF(_e~gk#HQePrAXz0?*)+D|`o8Gp1M<6jJngPR((l6V*uZw?r)Bb}Ursl4qIA*+ zp{UrX%ab|VG);TvQFY1FSt+|g5au^^XW@)FHfR6hc2T5Q?_Y`K|05duBiaQ<^sMCA zjPfd&Pv`-H%HE4?#|HXI*#T+tJic^O__`X9pgB4gGu=i_h4Y=e&PdPr3UrI+Xzc>v z^VMGSGNT9RNYw2{qu|fPli057!NWqlL8S&Jeg9rpvy<#G?Yb(s>7_v#nyh~kmUKHQ zd^HF$dOE6=wgU^lZ!w_)5EjV?|G&M8fh6*eXXeV3Z2<Z?*!x-Q zS?gZ+x}UZ0eZ?00+GiUkj;}M#NEy^-X*O|_=!cL#7{(w+uca|(t@o()J zD=5ZV-sQ=7%R>m5ZtA%S#O6T;xsVFc5#iFnI9T zCO_z2fJ@n<5p;OFVuw{uMH(5k9i_Ix+Sm`FIKE@=|3Ps#+#*HqmygW{J%7K>y&<|; zRTLyMqrCQl#9pW6B8dHY~bt?s4Fd4`g649;msQy?H{fKjHiT^Bqc5yF`np)=l( zJl_+1$m3oN23q_EVJOI{kmP`VECarcPHGL0=aqkgt2z+MvotzyM!&v!FMkaiuel z+mM;nTliEn*FtGBEqATtlW?@21r821&9DLkzno51bOm*y9D79hfCnPJy0}2{@Jmk} zIi^CJnEx$)a?oIvmocRg`!^&?fgSKBMRh5CvB2!OJ-mRZd)v=C-m+$Uo_z+<%VWJb zMXj?qwWXbGl>sY?wwC#z^a$JFWuno@i%(IGO|5Z$nZ)T&gqq{#UwjWuEFhmPD(0d{ z@dawm7Gjx9U8w8j*FUP?=d^}deUEKzq-Ib;TRu;oBXwTQLN1QhQx)E-Dj=&=azN)7 zS(zoU9(3NkVjTk2cA;f1rL}1&Yln@7Z#})oLUJT_roZ2s13!wlkVG3kEq-ir zn?%64nl!jm?h6X^rR!D~71^L8ec9zGJ%Dv9< zyYr{}0(-c?Y@Pc9e#I`hM0$+~sYR5h0uyo7$pid=V3`9$Xxc7^IS+xyT1t<%U>MV( z*Zs>GFO7>&zstQ?kkfp&PRc{Q%CD=kY9#x{b1bM`u$goSNkUqnsO_ zKFta1bZ_T6HP9$v22xqlW+O>t>zUg}KWZ{HoXj_Z z+Gt3deW+PpJ(<>VP_myL;r#M(%MlWUBoqA{stJ;ikDz-g>Ef(Q3U49isGaC}c_ z%CR};xd>k}li-nr@zGjKDBRLfL7nAPGSTRvtxBAw#_fSd*0@`Axh8-3=v$qUkrJU zfPqQ>K2l66?ysn^MG}`usY`;60_hv`}uv>g^doqK~huSh&@;Puk1 zv>g%s5jrvf-BaFnmf~B%46H8x!3YIz0no_obd1;>-{L4 zUUMDA6wbGCHU2Igv1@rjYP6O^!}qJkn_N`Y78`zk5aor_l)p%4ad_}o{rh#rR-&qi zgcq>fvq+<2ZL4i);p0r!Qrk?&jQBMp1Y>0*cplkvvegiT%*YWg@8N#qNd zHlV^Lf%9D*CF)fJdWP=JvWGXd=8ySig4E@`T8x$LpC@&NM7K!|p|1-Xj&@IBwh06B zjqh}nQBB$I%Q=2-d1$R63k*q>6S^)aF(1x$pFUXk<|wW`psf$S+0QlqKc{~E@!H=- zLIVe&OAZrtGU{qE_I_0bHbMX*d4-Yda2%}TPmzfg4=xaTj!Xl`e5McXnC^#nf!KI= z`kEfQX}^)9p-*eh-;uQITz)}Wk{G5ImO=bgND$*UnCuj9tJ4c0C9B~|gGl`ILG~^0 z6fY^oBsN9i=nDbf?*qvUwgLZ|W2Y(zE4In`4!&pZVJ5uW<1vFZ<~R`7$y(;pb~B^E z%aq!SZdEI5Uy!;8ss6ekvDquap^jC@W3}Ix%6ik>PXzU*Z^rai`@=x?JKrC$%d}mb zCrXFUj`3>DeWef=a$(xPDe(Hy&rI1F;`gd;=$73Lc6+n(*1Z0gxpZs}Apngb^6evO zMGm*U9jz_vVMvjy6p*0QMo0)L-<3e#Ai(a_a}eGma})k;`c&WVM|oug?-FW4Uch?I z8EjFHhQc42BN*+JvzuiJAmwyWj5_8@?Rah^KPdQO6vK5vT7G)`^jj{!0v`t$i-ul` z<~G^&c$|avmG9NIXu@~bjvtDNttfL%?7g9RSCg4p6T=HUrAShrV#IQy$coQI2Zh?;4NDTceSX-9PY=Fp8nA-@<&{8`Hj}lvbK}CP{*`5qTkC(u7 z)q(h35gtk%Q4uDw^ec@G6|w4lk>?BNK6?5Gv)?__?;TtICI3TO;y@CI=}ek4Y*0@& z1SXSk)p+jbkJbAcjND+HZ2I^#97G*i$WWhtV=>;|%xQjc`zLn~ zNcI=gS8G1?Wl2vw@LNz>yCuf(AUA<;B)CCxo7RnBQ`GVi(9ut9h`)!s@{We zijWG#S+AB;DVROLbv%)O{K$N}4w#%HT!}r%|1f>PRSP_Wm&IbG?2dggOf;Qi$227s zy|+0Le30tnyQnuBj=s)|%QoMxckv(IMnpN>a%7bii=<$8E{cQTwsv}7T_mG%x<_zF zsL7925|_|O;{(Zaa{BCm7o<{NS-WZ#Xfn>bQh^nT)G4kN8nvUYgwgSd0UwOWnu1hY zRe?-V&(3o1avwfY>!oOVm0uLm0pu-bv_#I%uU0bm*z^DKlU4KDgnOZ1mQ zhBC@e%b4iN+uc4!wZ0}wBnE%$95{kF+uBnvEg%4PtRc<$kv_j)1m?|pJgdg5Bm~XC zanUt?_qk||*?tWJ{?Wk#1Nh@0bMEt%`m>cSGVx8aKJuqO4nh50@cNV8rL{|#;lJfr z{XJ7$uU}o5SFaH}M%w@bcPGva8G`j9b)Gtz7QDGQZ6Rb+W6&SH3enP$-_oDMV_G> z$tbph+%MXQ zg-26ALOcZ|MHbknTCDP;j(x=Tgthu zlDx2Y$&(6-H~6DK)rhLX5u~?vHW(%IefsJ?;%q79O!jQf;Ot)AQGdbX+e3TLpGsZ& zr_*iIUCb&|wJ#s2f+t~(I)oXZHwJRfOM~xKueI-v=w+uT^cLE4$7%L8;>0r$RwTaa zuXugyENn3^qmS7_(*vL$Ue zYG9zO#Kom0Pc6N)mccsRI^Cu=tY`WV91&FNt?y3Wxn5Xfq*~-1`?Y5lko<81;|Jc< zq!GSB&X>~J``!LnAnGb(c$EM+@BKb_a?n^gEmjUj?~W*o)!u7c?;Lo3`pRXzrCQeT z`P$3K=!mQEsC1wk1E`2Ai)5X}W4oE;9C>AF*~B*@L4nB}SfFP_ErbVFf2rU^vjYP!=P18tLWhvUr|uk44aUiFazwODf4$N z`5$W19|iqi1cG6lS&9@76w1ChV-vujdiIE%>T%M+JMZk>+dlnPli(5XE$7$l&{UqfB|mTN=M5{s6}e1b2sDY2O1{-$`}1;brS> zcPym?_|~z=Y=q;k(Mt}fYiPR%JJW@?Y5M466<<8DN-&GY7zPmGc1iCL9 zfU$;}<}O&Rak}-K#1>G@XD#pSCnCUdw#figow0U=7c;l;Tkop@m)X=z(LjLCAbfMs zfaIWyN>`)v<7rei2jN^Ul#x`eXICS5{1w!`=$U1ZwC&cBx>))ZZG>g|9 zUdkNWKRr*W6?ye$wgw||hWS|MnYp0NwLj(HzLYA{9`X3Ox>;M)Dx7>8rwkj{p1!3B zH2i#*xe(dH{f^>(;%LZJi^Ma6=ShMAMngqbbflCl{-muTRJd=LwBF@~zN?sZXiF;2 zD)_j(d~&Yj+_R&wzq$hq?xNZD{vhpq=h5!Btf!`)9?OT1#ztSd_ z?O-UVX6?vnEldd|qxHK4iX@p@uaW)W*j-2fOm#H~HvpnW%*Cm6%8pHGdvt`@O;>k! zEwRn#N|c@zwqD<1TL|$T#Eg5NecwVMRVEgQ;Nn{dXzjvqo7(3!3+kXma6xnrC8d+# zvLYuJ*TiP{J-&NVJpaSr*~wbsZk$9pG%+ z;#79@c&=#gfMHPSqsqOotl6d~wj{6}DM{cCNF)paeXgytP4? z5?9a(N$CXThn|XbEkeQe?Mt4xIk#z*O0y*)5Q95b%jR~?6E#FH%VzN}gH-7aC(9o` zu>IIOvbv-yC$6)O2X_J}-o`l1jkQ5SwSXJ3E9_eP}m znXS_8$zdC(CYVK0aX-LRBF^!gKke^4prEMzu{1Y|8;T7o*=&73H$M>r2TKFX#mpcf z(QG^>v_gPuGf~4;up&vciG?6WJ6U``m50KwlvQyLS7Yk%!Pe)fLNeNYzLM5f$4iLc=B=l zsE<50yZ#G!dY)1;IaS=Z0e|U8R-e&6NtN#qsgSh|@@}3fP^hy3wFOsOYwtT?EC#$I z8aQ}zvg(H5!*fDD`squFGPHBY5e8pbOf0F?9-k`Y)KxM`X3%$WLTrbIzg`MvY-wzw zv^uVds@(`eP#D7t?jDI{tp~t3TIhO}Z-MP)ZcRgi8#EK+Bt*iPKEid^)}DcF(EAzV zXgtr?@txcHrGwe76LpxJEi68A7P%szl{rz z-v9a8DH~k2cL)Ab8_ zI(PNzytI4{f_*i8zQcXK4~d=6+nzCFK|bI5`uiHX8x%7&K`k z$S~{O_EE3^#FoG{hgAA&>bR*z(s)h8*ZrI7__c`3Dus9gccEkG2vc}VW1k6kOpN+v zP$aosBLo7mL3^Yw4wiu}7jXpA`BU?%tlCuP$QX#Rl$tBcV1)HQN8}-86`(X2&hX zrMjdf1vuUDSmz;YkN2t4Y;?ORX*Y>ljZVi|CVYcq}<+Q|} z9Ys#N)RkvDA|{7v_{5HdFMoV{gD%+k#l1r9DyM9W@EWnr^m;yDxoi3`p*_K^Bp!Ud zr=#=JreRj2kycUBtys3f^blLrR8SC}fTkNl&yqKb*H@ko{@Z6IgATsq=ST&@s~6i1ajy8Vko%+s`lPtH`1wgENc3O|xfSMGgAm)V>>1yL z(tE#~!knLBI$obGzMd$gg8g*Wi?3v6AyE_f1ih~e4!&acMS&}II&h(mIYGE$t5uWJ zi6=-53QYf%S?F9U6W==@QW?W?>c)G!Nud%Q3^?MGk#76nH>57+9 zeX+suCY9;fzyq@OK8)>$Wijg9dbRb968z)d{2dt#v8xjsKx-wWj2VNjHMe=k+@#^ z?JM@o*lk*p;51E0hR2jcjg$6?F6qFOYZI(@n1jv~KT1<#$_uhdGXP0Mj%s**2X*faB|md1e~-eowVpa;~kRU z-7Bxx8yFZc1|IbiRxq|8e(s*V)Q1(?Izu&Dc=fmS4R3>{Z(u{MQuP?1HWf*+ZDA1F zJY>%0z(%FQ8t;{Rhx771D}IfcB@7U=xPXYT(>J?KJNy{Ql}2LRzK3%8{p7P}3R*GL zz$0R6j?LNhs`!ew9ccf~a*GrwtjSg|h3?wqtzHWOJ!OO{0v1mWOc|dbQM(n-z;C?O zpNdp+OTtyYuH$j4O&n|EhUn`<<8hOMZOsk}>%_rK=nXuoeh)W_n5#Fc{k-e7AUXI* zm`WY@5~2}OhX)_phvNb_WA@D1-F!PJNADFdDx)EYA7UdT1>>km)72#9<{vTqw0;;z z|G%yK&!07z;aqOb)vVp$I%`f_^;a&n2*(ky0=%NDOTz_fv$1a0-TClGxXF}l@Y%!f zlGzIEw_;?-BJyp%VIle#BJ;aHMh6=4qXr*CQgRG!76%+hTJE& zllQ;)p1eNa49kM-E`?ft#XDd09FYzI2&T2ZW8PW^n}|xgP2YA~Q?(?i;&R*`;ZR52nYM7+K4%`!4La zkGwBfFi(DeY2n7tuOG|sD?rxC@9R4`qtgP$KjMgtLdQ_=v4~_tkO}LnGRnjK`@GF{ z+fb*Sw!9UHt>&9C|1eFo8elVMGOhsQG{hO=fO38Su{Wb}%W^c-ASbyIDpB1Zp)8Im zAJI{%WAPDS@!?v@G>7+31zqt?#5g~u_TOeDDU)(HSuoM49>jRoaZqUR0e$k3)M-dZ z;C0#Klcj3QmTSM=@mEy%8z5csH@_ycgpDT$J}URl(^wzHq}|c-F7F)!TMd2P2ufP3 z(s_#Q$@b&^iaAMo7QMBK^As^xB@D+vV;Q$?jKai8{e3rx&-}f%6DDhNo&e`v-A6|! zn3Y5~pNSqVzIOm-308U?77ZOKc`vJOIg0N)x;mfqt%@p0AgT6=&!&h8%mg7k$3J%| zVC|>0BrpF;O@l(tg9E?az^CKj7(3hNva z+bLPf&;}BNh7(%)Ay@5Om&2}S^0&q(S8l)>J3i6J_YvO8xe|s7pfz=lhqdb#7&et;T)3GT5)TEKkbElq+k^`c!5a=q&00CNCTrI$ zFwxxCWB5vpI0bl9SivF0j zwRk6NSXtS!O`ZCkQT&qi{Scvx&-?cgr1M^RBK8UfEMtQccq7uf%7Dfr3zTv)%QCm` zgV|R!d83#$2aMP~o(uLp2%c+WNr~!=x?{bv`I#oRw3J`Vz@Yy7uJ>lBLCtp;fj=8r zL6P<&CTwkX*Q^3@JbYpYQ5ycJ%SAlqxV^_&si!yC_yXbLH1+U)c`qLA(ONawOs46k z3O*j=Jhl?G6-V3LSO7=;o}~Mfo|3%H;UfCQSG}v!Qa@eLznB!2^NKhwWBi4)4es@H9a#n z4Tm&H4zMq)P|Ne7!!r{urvK3dKvC;~D=N;!o^zyCKQKWW#5p{i-?5j8Ctw9P_RPsF zkDd)~;_|6APvh0OFCmo>)TQW$SdfB=D!Ng&+Os{oQ%dK0BAOoCW8qF7 zXSZGD4p|9cO2B zbZI~XkgCfg8-nh`J0+W8@gmosH`}3YRBLUxYo?XCM~^1BcSfNDsc8_d7P<&iz<@D? zwt_gHW;AhDS5O%#Z*}e{@0`{Y&_U{O;j?@tX=F2oMnrq=qCi6FPLU|px}F0Us4I5e z9ClI!aFcK&1UizsJ$Et{o>`mpU#hxG{@GW*7<*||qoyouv*NpCT=+gTHbKkama=Y0 zJfUa)6IWz@)OB$o67JazcVJ|17Se&#Zi5Aae&X!h#K=uC&>V(n$~4Qie}65`b@6;0 z?gH;MOQoXGmJuQ{G|9a;qQ|SnTbb}$^T(&NEq}7dDM-?!*mo{uV94*i_KlUVVKjI7 zy8ZBawvCO9jHVuWAF}&$tVzDsp&s(+Wal@cqe|h@<0pJ715|#!(w?+CcS>tSBedVB zR5I?@p2}A4ciBcnX)FJ7Kz~V)06~pg&z*dt5$XX8=v4SKc*Rn87$Y6gD5;uD#&~>E zf}~Zrr$AYJv?M|csg~;xfldJH{{U=f*Dpo+__-4d*T3+xrX3P5Q!~1~k@rvwV)MlX z39C|t*i3n!NwUU}2;zezzeOeJa957hj+Mj?0L6tRx@x%zrfyPML9hR!2UK-m;SX5< zb#1@mQ=E&xE*IziSoNZXt-(sEG6H77RblirXL{bX4AyJ0318J`nFl`ZZ%>drt_uBZ zB*c6HtL%ZbXFelE`@hGzAUrN2)9VpYyHkT>OW&X4m3xu&nRI*Otn% zv_A)H?Fch9Ua7i|e{-ZJ+JS+AxID&$NhjQs+7mf;9)^i_Dh#)pJ^yu^{;HQR%C{=J zLzVNZP7?0LDsM7_1aP1;=%E30Q1`dI(YzOC30iDg-UczRii&RR?hk>W92IHP=7vZ- z__tDlKH&$Y>2nW0AGe?B7n|ziXiI)*grt30Z)D%PZB8*3-n|wqa3HK?*DT2rLlWoe z&l)z{-_D-zQqbRYGv>w7P5(fFsDTm-KV%SGGYGoXdw1{3-V>>&=(dd3pLOdKEQvz4yXYS?+w4QHtxH2LMK%n9(HOo7!6183{_^r_F*^jafco~cKt7B<1XN`GOS#U11787*C z%neb@Qj_K?^l|XmHNKah{9`GJdGwjzUtlv-Y7mejzLjeGAyko+P+)s6>Alu@WiwFtQ32N9~`nAkH23C@1*x@cuCl@rYVpE%lDD5oAyZQ z^)07x2ra5gHG%*%RMI@};mvB{s?c9o_8Xb}i2~qIp+b+{kuB<=K;Bg|ndWX6y)t;I zg&DF-=WpXp8G{a`?yuM8?%%z@wf;iafHXj4@XfsdpyJBrgR)0J}zOr(?5QL+rC3k0|6x9q5r6-NFJxCl#s(E>5`(^eY z*8-qWAJQSiG>CeFIm8yN9LyGS1%`|DIqtT(Z>r{{jr-H?uZ~zynv&U#6sH{d_>@AF!32K#3-XC4E*B+S&puMOF8*0F! zTUDVmOFfS+I9-518sijrU9e24+xJxbSgSBR$f#Xa=?)Xk5jr@?T)5Pl+G8>82{u&U zZ8|V}O`Hnx3o>`-NGRWYB7xvb{21FU)4m;K>GeY0#4}>sZ;QqEi0S!g9+pnG&m&># zb;7c}g_kyhNbhg1X)&>bUy7nG<5uo0OmJwVcqO>KJ;U;U>U%Hoca3;MzoEyJ&&;B$ zU()m5t02DeGCe;e*a3Z*i6;#3L(16|Sc}NLgiPn;y65a=z4_GZ8t|I5rF*1qgFB$A( zRoJ7}NtUDI6K_YvToTvC?i{mx9EX|T69oL3~;Zge2 z>bYq@0ulXmx~p6yQlq5=AveZDfq82ZQ!OAsBB=i!3vvN`4E1pd%;E+$Ts{@7^rf8b zC~GKlkk2jno-OdpntNgQ1}%Tl6Y!Yw#}B*H)Rh2lO>X~g^F_3bAM(r50k9!OYq1)( z##d@q;bhF6M5RNsTDvea^LTReJx{oXi;cyIGM&GEF5Kf8R$*76q8XtAFJFfX_EU&5| z=+j;q4s-;aq#XjZKr|D~xm+*XqI`5j5q;&TAXY+anbH;zB@{Y={s#3pGA5;`%sgaD zep^?%HlIl=xP4aDAO^MW9IS)oF;MW~)Gc&4 z*x%#GHM-Xfv#Qe7C7=A>v!}<9`6qb%`#a!SVqk}!dFFk1zz~S){tc3^y>Z?!G^J8RlJwI)^O zOWsrfGf8^YpCb!*HEiTcA5mp`KC%5?etbOWsY212`Xq8h*pQ7ZbJpKfYrP{X!_E8= z@@8^O#>(e<3d|kq?O%7+AWAqyyS6$LkQ1s=u%j0b5puSxEP1E1~9TF$XEf{q|W@U=m! z?smy#(TxqUHYIn^mNSHn`$bC`QN~NZqtqDyc2?j7@)i(K} z;WSa2O%|=4J}xtqBn>%YZCHJla_n9Tw_VvWEmD(X(B3O^9dRCXE@L^~qkLN6-BVZg zy3Ezu8F)Y{mnzAPHxkw3F?l1IIrNibA{K1rv^h)=E1Um|LTVyVy5F1Or2*}SmzY{DPD&rY*jQ=+(^l$I6CAD%*3;Wp^V^MTv=d>)i z#-c9}aBmd)P4Jn(6}8M)$Q-(B7BPv(SR}RnL^yX74=w-7V#yV7ZCwTfU76}8FXnoR zfvF4X+k~z>&Wm%s^fBJAu=u|~S0J)0g7#eNWby85PQLr#Y%K8%SGt9K!;Y1f{so^} z(|~gm)7}CnkJNslbs?_ODmTk^S&A9#&eNVV*V~U_pscGEZsre@kLsjbw%r#S%}<8# z0W-=2wD_<`ZTCH3er9O_#5oD$-s1^8B^~_AYDz~qX#hUxT1V#&$dAdng2jGQ8w*lE zF)`^`Jd!j?PQ9^v`#ac7Q(Ifuj!VbvUfNjx#K2eX=3to}D&xECHCRhmxDq8(th5Qd z+#giXTfPn8m~eeW?Y7^iQnQeJHR)~hAB=c~A-sEmF{z$4!;_oHidrp))Jz%i#8W4L zD#^y&4yl+R3~_PYU943Yy*iV?KJa7l6Q zHu;u>0zRBX>y%8M9zk?@GF@+CsC=dsk z0D8RAVQ@H_C!}mN3r1N;L-d!G=CkpLF~~wnQS9^eM2V?4gL+Z$(@M*T-s6f3maxGc z;5(*8Yub5TUcqg~1j|0-de5xECJ#P68SPR*J}zVx@z~x>YPTQ7lyHy!xq|!bB&#-I zdwzGMVFIa*Vs&!v-(hxz6%|8$ImUZ)6e+Pm-;M^99tUPA-CpM`3`l=skgq{8D^|~O z7=5que95(aWJQ1Ux18c4QnCR92;?3+Pq)w2Q4iBhAd}=shf=YKx@^J$BZ!QWs$24I ze|GnrOzzvyR%dG8(aXsTQ7Po(tdVSna(rp*((yyw>OCB?rm0|HzbY{`c6q3$tqjli zGx^!L*^UqZY!{>e`cSf&N)NEAH^dI5jQ@2l>X0O4Mn-?Qa?WD^1xKP$WywqvR9!BI ztD!NId>%06f88AoIHFWCw){zAZsO~VPRuvS-#mMuiFy|JfP~z>chJ}9FBaRQ_2ap% z{xf{+hD3n782te*&v=~BNii#HW>>NLRT4Z?l5cjpqmX2Ga5;=AVU9}I>4&PjIn zL3u~(n%&=e@fYy+d=b~U6KLM`FU4!JYOCWrPy$K;-);zLM<$3O+yJ7~K5}KsLB7bU=RQ92tdEtg&h8q;pv%PO9-QIjN_v}) zZ-5FXgvtu50XkNH&Pz+3e8BioGqCh+e6cqt7vyUfO#d6#df_ndaR@>~mH%L72i2L6Z8X|ei(zRId14Fm7pp_N*n)1yLb)4ayi zM%&;5I)Z@a9L@W`?HuPP@$JKle)}kG!4uRi?s1w_o{wUjoDjvoPWx=V`^8RS{pO0^ zlm^()+!kRioB7$&wMT3jyhU5_(z8eVwY)dKxGujh{zv^?0(Pt8K8(JuLA>9O$1pfB zsHcg5R{+du2EBlxJ9%gp#uvO+a&4y3cc3umGG96!8Xc5LQArYPtlv!OB($+he2631 zIU}!>a`i@n1ZB`;XXQ;k#_ZvSA z1j(?#v}Q|@Jz?y?lU{}L+d8dj=08nsguv!Z*B>wO{7#48K}IG|tTdEg1<~-#FG)PN zkCw!O>{{Hj8RSs5J`fAb@l6&p5~RtPn>N$pN)J`3v6H-j_vv2erS?e?-+!kG0zeF( z($V(LC&;R_d`QBWVhmNtRyw)@xUwA`(W^CU?@*D${fb)eJ4-dKv2%}m`tP+}8M~uk z?uWF+B7%;D7nyh9!f~KeXtXt_p3+4CP@oN?*I>xr_fOyX1Or=c+$J9h$AMS4>y@#Y z?BQ5QKCpmIzJY01GsSkdwKv88P`gwusn}Omzx{6w{U0eP(Z7K&@Lpo$oWtb{+@6U8 zR8HBkmS-Y51^bhW{EHvuGkR0|d292tm7GQLjdz3Ke`HP#v$z56^FzW9Uk8bo#8OWl zHv>ynZd>~SyByjV-b0(ypXjAAUt~KY89@E}$wbMIQR2~=f<5@B2lI^bncq6xiH*pZW7%5wlaa5OaH3athTGNuvv z;|c$uLXRtN@b46396Z3BZ211hjgHbsxZFYwc&YeRKTWhbN_+6`wEjr^|->Z zxfWNhnO*Zoj`@y=P2R^VR?D7keAX*tUL$$icL1@w>VF{?{(({qZ7xhGjh=_XPdQDwykbN)L^8GyO0B@@rtkX&TQfOe%vCozG6#1RHo5E zoGHctF1K8y5duqioJO>*E-EWar)b&F4kMu)9JmzRP&^V5G>|zNfesXGfv%F6e?V~j z1PG2CXd8KU0$oVP2)>b|kgOkqbYyDYItec-OSGWi4tu6Nt;IbD&;3UlO1;IocrUA_ zf}*&WoJcRy{34#H<_Bb6huKu~G%DCwhlSuB8NqbMfrn6=rG(D^*V^64yMzUKzdLK@ z%En{0(S(vDave_M9j#T*k*(Di-}A!Zqm;jk{p+iy6mSB@y9yIo2K=vd4Qyb?t1NAv z$i;qbyo#Lg^jVl&xR*Ia*hG%rm?E=%gYP>v{=}V1koEV{Uji{3A_KveIr;6D)Wgz+ z`)i{jDmsG=cp7ls5Cj4V%+a64?%ER(9;uAN6P$gVlguG!I@Q=5706%0*FrY|c0fts z>y+)jQ3L>soe%B|&$XO)z7!(5Ds>A1&>97J4c%Mq4@h`sk2ul3|J)`4&O=&tX)TrP zsPtM!w2}B~T6L}wu}wmduh|CTe!b706wUfIoV00T9PyW1k7hJ~8Tfb7{SEv7pv2CC z2Dkg$odpyc0;c{_X*}O<1`+b!Se8)jU7U+Gp#I3xe00T`=N}bAqBbDnNc5N#S<@WM z`t}Ji&+B#sNQdK+$t!AV#s<6E_cE>c2AogBsa8dr7S%cUZad8F7Qn`_gf58RUsu3# z6)l-oIme`-LG5E^+f#-I$BEXX7%?=0l#W8DQu~go@Zfw2o@?{&%zb-|eZ5)n<#+}r ziM@7Uh`E{Dn`cRAJfH!(=#{#{@x?!&!TlQA7P7f>EM4!}GN>%2g#A!Oc-Oj?bLm^T zP}0az!|ROYU@ig^{hEw@Dfw)cxze?=$UA{W(Yv1ksl`Rtm4nk_lk*vh!NjV3Tc z?{jM?MX-f5!!K98(FQ`q=br0O~NAQ%)nVmJ+%_RIQ0Gi2XQE=r}TZ*~ZX zXG+TOnzUq)fdYKampl+zXb88M3n&vMur~ zhuUhc!(Q4-!leVpfff<2pquam46fj!u%6=5Bo!OM6?T&H-N|@XJLe(qAoExpamF-a z^8&IlG@&<&HiYq7lN1f#wWcPTs+E!lq-SXJ?*X({`T*6sTJfhr`QHGppeN7->YhmC zrDi}?RIrYYj=EYoZ_fiAhLqA*Jz~eJ%7Ccya7%gZPg{VNN6deI&-!YumM3KfIgvQ} zOCQUEJ06{a)G%lBpN44PmS%-Bf$0OBKfa=mJDp3jlI7ucrbXncxQ6vYXOW)P|DWG=z5`-*@xjL~_Y_PurVb#y>&|uydZL>& z>b9cO@)vqDXoz?F7b!a7ef12y#3gE9E~9QpQKgu2RU-63Aq{9Qffl0MMDy87okIEJM z8hoJw{TbJJwER&;LS;mNsuf?`UD(W!vUM;^nu~*jQgCPBh`or+YNcxW*mdd>gRW-o z)4Ake8tUn*Lf3wM9LNoQEQU(11{Gd_9C2cpYz78P;HpT=Z@j=GD7LP=JV%-_v~yA8 zQlR=s|9aI#HbjlsS=j@DpM~$k(m>ZwXp5ec82qfdQLSW~qQqNI5uZxU1{M^g=W8r; zMv!o@(wW0q`O;v?=-~lE4H@&W$+s@*i`WP@%yYc-JUZ3klPk~cXO$^ptCcUb_mj;aA!bK6^;xNTs*oa$sOFPnatp? zPHDc;Oc-GtT;oEqHPuADhoI3NYSwQ+21z*0S5K3Sqe660$RzoaEbJWGjizu3tMjFb@CAIQHfCE2oTVG!<^!93oP1sq%puh7h z0YLB#Q7K6v5HvH;6vKw+vD8Wu&Aq)UG&4u++)JuYceT8PH%xm?nA+Q#qB|nj@fI#> z`M>E9;2?#7W`z^xo`$Cg+NLzUu#%~CwA{HWyU!V74^+^&@I`_4IzNb7&!@Va+lH&= z01f)Zwi@V(66xDo#33JG!(WYgu{#GCOzbJ;JsmjTp%6Dnq-T?r>SuE zxEy*Hoxga#;*%7P3m+fVC|`6DNiHq^?z&&h{(d@{tdR;%&LSF`H@Hf4~jOb}LUj>x0uN%L68|F$#;J#Cz{rC)9>Y*a7F&zY~ zz8zYmsrk)4PoRK5p*v|xhVQ>KQ9nb+loO!xPV9bF`-zpuilp&kslB;CP_f-?B}m5M z!S~n1{bBe2SnT_Cg3s5`%8+0sag@IRTMtb~U$8{3uBzEO&sfCT+buJ?}hekQC6mMr+smohs}V-`wQYvX>+h#wi4Djwlg8@|wae|Ca_S_dP#38Yuf8BJDrE zQ{-r%qGe%z5^N8yIqb5fUcN?-M&-d{h&-Aw%J^{s_oL@Z?J(`l4nRz3Cgd*>|!Gd)(p)|$ym zSYVje%iDl3f@i=E4=@1=55T9}+TRt;WXs3h6U%g<6Ds8+i`8Dom8$>&m)i(py#uyI z9V%XjJWm6%)Dmu!I%`5dM1z>7RVoe`u?n`9X@Zdp8xe&<=TWS~I|pKpcg6s*>pybT zpRM;V?@V?4L_V7y?>*`=>$bI@mP zF#YRdz0itX3a^LifX>8LOmmLbA09~XiT?-vH|okX9a@$wZf<#5N`{md(iME7+Rf#T zBG@CR@eM3ed?KEvKnG3+3ILuzlb%)nvyy-q9E&P7PDk6p`Qq3CElzc{N_8#Qt6fO8 zt=ZZ$_+5lojQ5lT2e1OVV7G{fz!|usa(78VfstDSI7f$(TcGfImFSds2OfIUBE! z+y~BVsN9MUvlg+22*BZUlR$4#T&+CWYfF}mJQPuy@!Ji50+4wCfV>VOme}~T!v|Ng z-7(PB6}5X+FySQ$qEeuXq?S(;%~^XF#bqFj7AOC64FDHX0vZm)ExbjnD{eQ1Qtv|r zDH>i73n56(QI87}1bv;g#heZ2h-ERg`hI#g7KC5?8=!lDPAT`9OPDo_Dfj5If0F>` zAz#EQx(2}bN-k&%e8F@tUo=-P;*viZ!LvMNfsZTs)DxT;)9M*k*<>SVLR)|(BA-IB zR{rI!?^!{^@k7}Edw=}HzJGqE5DctW-=;7+6al(;;J*D~=}DQrYFzTMfsy3%x)EJEAc9QG{>DMtXt<*E^5JWyImuZ}!{&vwSN z2$zc+aC%f|v$+r>Zvp}f>~w&c4Pak$Puv|#fq6~#yPQz{y)ggpQ*#7Zv6~zAaS5%J z8(B85eh^wEHs5-0sChpcI#_gRiUBvVKEWy6^HcQR?O1)?=3$(+n7m;oIDB+4ETN+H zN2mQ$6@528HT=)2ihPcQBFlt{3cElB}pV0)X@+ z9AksXJ!=F;HxFXXEtKGAx|QaDGVLJpQ%&3R?5__x3cXO2d^DF-$*G|g)5Lu0LC38E z)nOmh@y_X|cIwZK2o*ReZXqq_v&-CFP4+HcGrpIre&xqzr8atyAVTn|n|FZ8`mTrP)y11_qRdC568nKqaxlcf2lH)* znfu_j4pemyne zP~JN`-*z5Zo0-jEHU_TIoT%ma_FZSAb;)(o(g>a?IOpSu#Ad|{M0G| zet{Hc5i-j(8z9CB&f;uA#drv6+vvTPJ%P+Sx7^SE{p@HPI6gbf(%!?<-CoYWXV!tG zq!_>=n231Krk*3rMs=AFE5xJfTxw}xU;}>#$iQgQ5Z~(HA{cJ!(C3?cZZmfU?*bhP zl=s9?dt0Cudf5Exyr>{)uoD1{%t5^=$C<`jpwX2e|A_4E`~1hyx^}51jf2 z9^*+wi8LIw6^kXseS4_89&B@0+wRI?r|WtBMSkl#ZMOR`w3TZE+NNAI#~w z99W)mcW*gOzw?n{?;~>|n&xLNksQf928GoXGyssUGBQWm_0YYxLGa6{4+?x=C}WC1 z#;M^7JIAIt@0JeQ$BRtGmZBKCbH6?g-U=leiMb8cD(u(dhy`>D(DTUw@d9YRvvFr2 zPKn^a+BtjYFLAfZ6bXTR=Vwr7>-SI6&Gq5(ezYGd75MU*)=AxFXyOdbC7y)r3dOW5 zdFm0klxM=aJJS;un&;Z=A!Enq{vgCZOOoHYM@P(qmsZdeRGz}>SZUg@Wnxgem7|2! zi@&ofr%$RkNbA&6b2wI;i(%7`H{}($!1E-WSA;V4BtTy)QG$+B_ZKz;r&Xk%SNxKIwB+jF&(jg+I&vB+54d!jWh&P}lmvOhvn*qh$59^qKz9uZ)2Tu5fmXYFMdmYT=75Lzgp#w11RKzXN~m z8rqw!X>knqPMzdn2dKku6U(iX(RB70LefHtV2fYS+L zS)7H03TK(w!abiTkMYb~eF04PSW2YIRn{HAwb6{mmCa%;%+%rcocZ#TCRwYYNG@ds zZme}5rD@l4(6ZZJpH;O8)%Zxtf#C-~_N_^)81YBANHME->F-jPP9ZMY!iX$KMzUda z`B!lQdxW_(lNJV0Iam0N0-nG+=|1TB{DdfgK1Gw`LG;j}MAW5NGVN(%?%qz{^KT5E zJf^lF_>lGGyw~kKG|iryNfHb(3KO=$qo_wo&KES%kp@f?OZI+bCygb+Lnsa5A_!$Q@!I$rAa_QU0O}Hw>RfyayFS~rYH4ucio4E-IqEm8!qwI>Tpm9 zfNaF-si$g-N6y-4vRcy?%S_hyvk3nER>2eI{z*XK3FpS`%&e10Y)kF59qmY1++DR* ztasn+GnuGZ^32(9^4{T|_=_z*nkMaNJ>f8Xf6e=_EwJ*1b^TH6@Q%o!#vk-9N-9(9 zimPuG@h&)-%`nBVoxe6>v`KRDc`kR#L%DYM4v(T?Yt)q7X6_O&|NL?wOb!3<%3E(hNkU%Z(IQh~Jtb%5o zNEjfBr??p2M4|wREeO9asN3jWzl1)P_ym;$t46bhtslfr-Bt?5U!|@-F4s1-Zh>lw zSHPp?)#+I#g6OB2VWqQP-_K|nG>jwW;k|smlE;jXR$V-Mu4s$KjGOraRJQ0ukRKC8 zrPfjnU8xkgaKVK2UWHYm=hFE~$cyENySjmiv2xx!&Eq@aJpOkG&T#ZI__ybzo~pUvg##>pL<4(08=b{lD2Wo|^&{l#U(~-*@Vdwi%ij4!$zPZDW@_rbLbvJEALI^S^(A=OQvOS16J| ztu`D=x_o2L@03hm(s89?n^V5-+lkxc4Q-4{F;@7}lOtcry#DJXKJI(o%V4Z6+rXG! z$7{Ko;NYaQ(}{3EW4F$kb5u5;16Z6&!i!-$m}4XnpaW${mM+L?5YT>kn~>_5tMwRa zl4hY^n~mb@^nh3eC1>*~#LeG)^U>Kufjpj2SpEF8ZAedH!Uk7nb$|dE>cvBxrU?a2 z8{oN?2IQqLq(U8bU)37L$zX_im-w#&p~JBY3=--FwYCMt-#8G6Xx{5PGpy)`RS(3l z6V4;P)=+<-$<;5&#yiFDWN<3Z?54S?xZo08p&HRs7LDjVsa-MWM=$JC!QBV3#oB(b zKJm#b)Gt8Hl++*gc@t4IR}Mj9H)i5D2KfhVgW#!8R-O~hTcmb%^AJL1(V>KpO7bU= zyLW2N30%pZ7FCU$o3&prerbh?2n;*WzNpF)J)g|OU7g(J|NQyoh1~S zZ<`aQpU4Hr6RDkE>U$ZzDi>Mvwizkb0< zPgWg?iGZ+-LY&h1Tv9$%Ln@LWeAJbR)pksy5aq)gFR~Du;+HRE+AJB#c+>1@h+P?| z&RXN8c&tC$b6IEnv_0-f_QuKUG2uk)ho_FIVM6&5KN5Z-WTCBo0lDs?)U9mJ>pPo4FB#{)#1 z)bxA;r|iX-lHv(b-rM9yNgg8v455OBY#&bP9oJjmeLaq5^$xB9PTJ77SwMu6k(&z^ zddC$L6SI1($2;ytWWfQFDGzk1e+>}r{4&ZHyqaJfW*qOE*SIB)m;C9oh{ltBa&AXvx5MCqm)%J2yp^@cF09+tZ4Lr#16t zVmYX&jH(0pdmW{snygErIaf6n8F{-~VkOU1D&ZhHY33u+Vrg=ZYR{V|WdkX)^sVih z<_fe!r@o*^mq3@VyjEKFqg zY^zDRRFWv4QUuER_`-C_5z=SEe25^rSPEi@vLHo%BGRJNa_KanZ^rmQ@Y}s(hy$#g za=P$o?(PoFOS;0rWjym%+!@vwa?l$RmnOmc8#g*%C0UHf-FjZTndaq7 zl9{~z7oW*#EJXm)va|a(B@L?L`Nx85ydCxj(2y4k+jQrDSKi=h+2Obm?d#Ho(vD~i z_eS*Zmhx(w)|PVF+;Ol#uy~VCi%|m>^|3U*H>yiAV|-Ki{QJl0PBk-eSa7W9H6f z6zw_Zv6bQ&F?Hp{{NvQx0DKxsT-&)V&`@N?p91xPm|Oh> zsOO||Hqc(5E5;m2?}zwQ$mWg^WV}71b&{Jyuu&f-dT-?i@|A=VK_4Es45maJ`G#ec z3$qVo3o#MCD8aKgh}dTk#g7$z{D^FvqBvs%eh)}~pPAr^glM~SK9S^}GRN}aR+V1m z{si}Nxpg#=?XHooGVZ+}ax^+C2V2jm+Ra#93Gvpp9sDZ6|$p0FPt z?)a?mcXXJrP;_5qmIxm#)(b&Zc@Ez*ksTrt(N`d0o><$dcv9u@4cBg}Sl<%ZBn3`m znE0S`&b#J+rj#dVmv8JQS0lJf`w?#h+pBwVxHI#rteL8;=DaCcip!QWCx)FfSUX_Cp zC+sIv* zoMeVAg;PhN&$u!Tn2N4E3s~Iug`LzspAVU%5Paz~*z{!d z>51bW3%GmCEY%!$yF6}qdoCRZG3iJA*-M*&Hcp7>uD!EiXn^ZtL2+o)us|Z%TNqo} zmWKhO?%xag`)TSnz#-OF@3u8M9d>x{DyDo85IL*{Gnm(UUyA_N^D*AR$mq8C?$?l~ z^2hD<-<4PgD@B*{`scaH29ZY{2;i?BQyF#P`vj&PX|b0lvGjD5@j**@w)0-4h1F~rp6new^b>Ml>*h_7m0}^)JObi8Oy2n zd5Y=rPQP=L11`6KQc;R(bPVOUcv8j}TmU$Sp&H|5$j;eX?b_p8FNrj{NTwGj>z- zc3F3{yyt8hk1Ns^XhThn@BS+HQSN~E(Sd`5yf*32@8D6ymztQSg)UACTYPOiLm}#U zqfYQ{iMF_H?^5}?71TsfV;DxKe+yFi!m#+Ly65?{DcwIAR@5VY05po13b$$U!Kju)n-ypEqDHd=R7rvE?`kl;8j0EX4L7KjdT5=82GuIf2$wZ^W$G%-JHm*H|1D3+g=0K;xS ze7dJJ%SvZ0!rR*#{y^D&$0F(dykk6fAIy-E_(B!ezt)@*-ybD!N|iX6L0TD`O}r5| znmg{~%fa|PA;r2w?Pm;*Xn!y3XyWJp`pe5$6c2ju-aSN)iIs~iKh5TPZuo}P(h25R zcK&wzjjuhy%RzJ}|B?NV$@b1`d$$NK@pACM;D2dxdd_;>>(9EQX^^a})4fxe?SK=u z8rWs-FIZ3CutL~ZEXL$_xNWiQwc1a)4mw+j2@o7Eu6I=zJ|H`*S*flwC!{}8$Ca5h zdmD)GN1-$W`g2!E>DcrodTv={xM?>TB0!!`f>MnocGb{^nY9T+odCD&l#7ZclPy1f z3z|u_$7Nw{&aW=Mcm4;a4BU@uy`tg$ZFB?3l$+FPfllc&J}qxh9G!2S^3(s+Q zR1-Tt{JWyouO#wKV^=NuAS=OAJA^yuz)Ib%gvEe#a_4=iLM^>zWhi@44wKV=vr#Uy zf+2hIxX_Xg+4!2*w{LgSq7mN0Pi62Flr&^!o&nJad*zrey}qPq3>3k1VOmyk-K z5$jg%p1oAXhk&g{!dvb>hvMxI4tKP$v{Lge=g_SXF8t=8|MS)T=(dnEXYRNSffrzz z=x~NuO7fGVr%|)FP3}jwK1Q~tFkD&hl@vvW0-#Y1bJz5v&F|*J09Mr?sk&*fY1a|M zhj|hq&{eZxnKWE%`|hzd!RaGpNS{k#h&Puyi*)E6w>>T=fY!>j_OWg)t+qTcUR!3E zSjVTb?ZS>cXYr6qctfv}GL%_j1^}*$on(4~V%HHrkbc`m!ug6p>vv# z8%)!HRP$^eYvYTVi_b(ho>~1~f!|M4@Z)^EBHXs{$m_V$Ws7%}{vOSMuwXnZoB)(B zJxdS&lGtqPgvgrwU4@QlpCo)jYHFHcD3*J~Q0cn6UiyGq&nAKP*Npu^J8gN7S`+p%L(I9=-WXio+`1ObIRzr`2`^?5gSVtW-uG7_ve#kn#NNGS??5 z37h*Vo*x-W_C)h&=R@1wa`Gy13J=qhUfg3QTvWy26J`!&m-o9|L9E)#kt}gieTf5b zhBf*G3DiNof%{H>+xmiouB!UB^iA_S1?fo;B#LXAmrMtp-rbrDeVhF2JTl?LdWIBf z3<|DxZt8NA*lA_JkGz`i~y~7&4ZAiy}{4VMjCV^$9P~}HN%G|_Z zPx*I~4VCV`&V2q2HF4Y|Qm^l4P4UGVtO_W*3zLrSTIjkY+JG72uMdBJ;%UQAg$ALk zf{AbDuhTQo_p&>bAY-b}SvR{SJc8ra1-08J7juDWozj*T7Z@4wn=Tvc z_|d-Y9G4h=P3@BX#1#pO7|yI4+VMc=?iwgf7p4R-qC39yydzR1Dkb_PkgrLMJj6)V zfv~vGFEadKHj2iDXjGjvTYi#A7e%1-`$Ps@n=$sznM&*cL<5ZpFn4g_4oaf^BDr0Y zm~*oGZ;2Hqle8C6F(^~l^={X4Y07@4{4C-)QI8Z zALeC$u6iKRfTZsPYonP?*j%8%J@u@+Pdb3apYK!ktXB}c({#PSq|TBo8F*^+g04+! zHG7RKzcwW04J_pY5_(KF+X=-2Rg_(ulnpLRoq!&7-$98Sl6yf#*}8&Q$nXZu_DBMO z5Z4L^QK_PFWyPNPu-U?2&8+n0MM_sJf@*y^Oie*nnObY~=#Lq&(&)AU9UC8~Yf>q7 zxe~ZW|mX;i!p|T0SF)`&z75eg5K>E|G(qv zIJlZaFyn`31SL?~jc3V3R~wjDUxs+xiuc^q*y*hozkCFmEP=l+dGf9h-s6vX^&JHt zWAl=}=&=mwkp9ZQd*oOd#@_B2t_||lcU%ROmGbg&Qj)b9+{2-afVM8~XP+ZO1bQL2 z&Uw0D!ri|a07wV6Q1(}!X2(3$_Oiub@N^p>{6zsblO)=4iuuJC6E|O0Dxe>a<8$RR zZ?aMYN{qw0BmoUaT9P#qN(G2Y?dw{~6kUBCa>l2N{UkHN_H@_2aCS@|kYuadSd@L~ zUML&x@qo09?&!61Qrh#7k(dHeJ@EL4siV0eO-0EH3-v;N9fJCA?>D5UVS9XCxEhUn|J-w}Q+Pa9c}; z4gCK+hmI4AJ{94%zX_Et>#pl#q%4D{iq{IY_k-h+y9;nHo(NCaPxb(#Ac+;bMPm}k zlkI2TE8Ji7cJF!10e7sWNu~MUeh55L-;u|>o|8GXH2H5AuA z&~M)ah1!!kJF{4?bS~5ycT~n&A;O>zxo-=!G}8--`B)5~WmLypc_?*1&nS6NDZSxS zfE6xYZ2-l#Bl@fqEY-&(N*uWu9&Mw>OS-GHBBn<&Z{`a3dO%fhnF-dID^}MhO=aHl zL8YJ@9>j1Mk(6{$;pA5#4YO#MwTdNUmsaK1guMprwMBFli)SDd;!L&;k< zk+MO1NqGBlJL}-;L^a#Rn1AtZzAx^SCgX(LLvdFnODdY}E>? zEri&a5>=1tsK-CVtBMP&yYg+eq9r-}<9nBGpeP!zp~2@4V?1YpHsRp(>@BmhnJHhq zE2aOQNP%)Z^e*u1Q_W#(sP34ESZd2BijzQqlua{B)@(9-v-Ni}JZkm46f=M$EUM@9ShmLD@|u_UD1-tXZqq-8u`6~jJD4B9yAWl-LYmh-{)V)Jdtco zHC?xfb34cLFTK6~p7E3@-7u{p>ypySO0Ereoi{D-^WEe3!@shTYLNOt^~;XO#?JR4 zk6rgy>L*468K@L(RNnpmk>)5#beYg9H8k4#wMa%1J&%fEAI88u&q2XIXNY-R z`UwfV(g)9P*-Ze?%lg39u4Slf6?A`-T9|EoNNW+;>cmp_fqFz-PBUtKq5kc*6&pR*MhVre`x0B@WhKs-3?5QoY4E&!3wv{nIbf0I0};4CbYtKA&ix{N(0(K__6I zlu~caX3_4l-159X)>zs-=;^2|cJ%NXHzbNXcrhAWCHU{`)T+W5r|4D0u)bFTb+op& zDqH>`GswGn9JTdq_X|Wju6;8MB--z#^tPEe92okb+}vBQj6jmpj8V*xs8UU$8O9RV zO0y?62qn~Mq5eURdN^Z)(}R*hEF3kD87?1G_ptNy8aWd>j&xq}r7L%osikY*bz3&A zOfV)1jsLal!Nvjgcm9tYJ2WFm)f%d35d_apV**+(ESW8OnYd`ahCXa#=K4UYeQM=L z=>PmN6w$1Jrpt59ZAh&Uh<>2H8V3?D%RU= zXP9f5b1vI8eAcr$zMDc)*TMGXf9DDMhlKNFt3dsdeX&v)al_C7S3_IKI(;9oJn-q? zh~U~!*3_1vMFa6S>DnB%j;h4^@n)&8`bmJh=|?0qooaAQTPEkkz3*x%;~~{rM2VVe z6(uZ=zNcYK!eu^tNi3xV(47-fFt)L`*MHSC;GhPBZ*fF=pp#mNNG{+}v3j)FF$_>WRRx#P;+Pw!z@de}69{4+;Jv`-`TgupZ$w|E>=Z zn_h?&AY5s+_YQ=mef~HEdj;{<4=!mA+&}AuNP@%PZ;hX=YG10|6}5W)HvG^ z0hG@xv#%-_>kY1K1k0N_!+~vJN=ZRVlSq4}iX)*Y!O$L7{rVZariWOA<*_pE>ozR) z`F`qHzW_mXb-ymdA!!E37?fB($4HV(SwRP1Vl+{6GtV)T>>kYz zl7(_;=xiN$8yRs{3?obo7Mln9)QCMah?O2QdbmzJ_@u=AITU+dN|N9b1^llQcutJc zyfr=;C;@5p2@{My8Ics-=mwq<<*mRvH>Jqa#?hlUTo$_r3yh7s_Kp&oGqV@7v$OKb zK4esx2pUc{hQDT$aI$e3{LrkYfW)Lp!F2Fov|wN}JyM?pBNVz{ZSjSIqBlTNq2 z4yOc$PxhO17ye8T@3k4#MPhbHnJYeL_0d=r#p}^n`7yb3Pq&<^)OEC&7_TM28w#0! z;2F;8z7Oe#4hMdue~`ofZVL(6M$VngU5c#D>i*@KLiB~3{~Bm34h43OO{K?hq{m1Vk5q z0%bfg_y%XcXy#wF*yuvCnIfSMDLaDsOk~#4*ZS=>2rlyXbFTkaLYXf*k#J|eNU;8w zHxt+aNCIZ8cAI#jf!O(jhel=9jB~j_8rL_`bGTH|ZmxJJHwng1J9qsQ~i*1vTBTpC+aBHs;%*9lHm z&wYpyH#E9gp{AwvQ(t% z#HR^dA=#W$dP2bn%7JFgRu@h;b^^=+NHZQ)1g`22-zr(~HtchlTr-ff@eqbn+9pBOFidUMYFr^ySM_+_!gZ z3}JWk<5!02af4qqE_jOP#hjJ%#fj*3&1gOwEJ* zfa8m*T8WUuwewA+&#x$%A|7Iudg{{9R!xOohMGO0D4-iD2FR5?mM73%JigHWohPhp z;RLTCv%VBeYQ%h)-n>_aZU`;bVBnBOAO-WJ*XUEm)I?}weIY7X#(;(o0ar{h(l;0s zISrXKQWv^qgnIE83wpLJ$~et@;H@}Phh;}`nBy|<2osqT8WRY@bIv+1ltenfdG7{V z?8j2PChhcnqyFmd(V&JTC`g*mablz_z`w`tZ|He|PTRQ!6r^68&uXEy{~M#x6bBl|Fik`sPKc@-idD)#S(}v2BSn(?rcT zX68<9xX(Z;SYMZosEbM-GW?mAf4sqHd%Q9;*TWhJNU17iOz3nbC|Bm_fRI1|4+-_O zt(Vhs%NH$|h8y^#mS@oW0VRb)JWt5g$cwyDG~*n_z(Kwp1XMJfMLupyrcXXLT(9?0 zC>;2M@RNx2wzNm|QQ9&=ydKh-9bJRH zj!|b3bguZ$N0qB3gZoq7o=#V}6xKJ)T%+{t4({-mIq4(*UC0BNA%}4Oa(O#26||o? zhl6!wswBG|de9BnZpQKsc+ibgbmx*o2l-FXP(<4yeZ7X%NyRiG77}u17y5w}TKh6e ziH2rmZhFqhc@>^h7X*sAp*A-5jre z^{z67U<3YQo0p&$2JXK2Jsi)>>m$jz)aakr=f!?$^|TBo;#Ci=)&7c4pHBtqwm9xRxtP|d{oKRS){Wr{7XRD)jUCf^_F45$ z{FyL$g7I4lZoVeZxbaxf56U=IFLhD_W_;TQhCYKr#%7yR+(xV_hFs-av)|w>GIV=0 z|HDlGAMqHii5#o(Ro5wBZ?}5#{Ea-QwXrCNDIHsQ3qGCY&i)79?(X$GI_rzWC>a8L zX3}ZS%p24bItv9Fp%!Mqa*^M(0E2RGo&3fFJOf-wzH~yKpB)dSZrds|mzokN>Qi1~ zk0BZZ!}Ld{DFzU`25^YmTG^%fYB4wyU0)WlyvcG8%c>h%m8XjarmY1$`r8T? zu_(c9gL~6(ahN9s)OneM;_bEd>dBvjSDrVLy(f*bDraXCIj2ri^@b7(PJ3v~dB{aU zjG)fg36^Of>;8H4|E`F6F5n$L0#_Nmc=~6NtjvYgJ}#9ko@ig2*uf<%7vhkd+}ve4 zqN~dU4{a3dDKCWZf64WznBk3TD|NL9O#(4r{{ze#3oI?mU?M16O#hK{2_%Ho== zM=f%9ZOoTW+Kh-myu2so^*1bPaT(<*o;nKKVHp`sBofNkvJ3K+*V^5y3*d5WDH;eK z!Qrwbz&sq5Eve_oiz-)~%-oR;{y8bl1rGKPcJSF5gl;fjCn&QA`n zetnm1E#^CDNu8NfkAzNjoCtI^N5cLth9vcG;Z;B%eR;X`VOlmr>)wbN5DM|}f(w6A zy8;CKO9#Rvqhyc#UFS}##|L3}NrZZP+Y^bPDz;LPEI}0}m<}N7=qxs~Nu4STo-RDj zaQfOvfKGknzChwXur4Io>Px5H#dCbK(9n`*OjPzgoK?xSk?NX@`QgT*6sy?4=pT0z z-Q=Q>L1t=X(597%Px5d zQ$&POszvOx3I-IPnv3c*J6yuOHXuh+^~UnQq0e)yO^*lc`kkootjBm1aKv*Q}~ z2`xrVsYTq~hQ*vN&mlREBh+gSX=5q~kJwn09ZKl=(%7Y@Be3dh`8(o&KcSiQsd3a% zk=m~)qiizoOxC#T&`h z2u%IR-av(vizuEp>S-2XmnXL61&lpE%>R49aQy#FyoceA0t+laoo~(gfFcNDAy`$) z`e`(lx2Jnh9-~!c02)OZO00>;J)zZterKG-p4Fr#KoU>_VC!#`7n()G)0)DMSX}bg zQnp(0ogGv}NK;Z?`C@cWx-P^<^t-XkxIshYCbd@V(--6(Os(~&>U|7C2^LG;tOCkY zX6Z2slEM4T(!e4mO`?jUxq8duRXcxsW^@3zf2I5Y+4eCZYaCH zcRVjzCUX|iZ}$x1w7gza5FiNdICIpf(%R52Yr*X%nI)W5S{ITDRDNv?HX$Bilf6l7boA%+dDHIsX7NaN4wlRovGqoeF=lpo5^fqa`E6+ zwlBbj*0E$~GDc+Xk0G_7Ab$0(P{p*zKE%~M&P*qV%$!w^ZBuhNqve`q)tw@>st5fq z=!C{9i}$PH!>?qt!dFrg>C7SxXI2*!onn2Ht`q*sE*?o7~jX#P(RHQG_3ZevK*>8f0Dn;2%_IGw{QJyP;zSS z<9=(-=DxK{U*Ax6wfRKBY+Lc2rP_P7^xC0*g&K_h0ph($%uq*kg0opdp_an#^sb<& zbX3-$@1=guGOZj34r7Y*ELiKA1g@-0Wu$FiB^+oCj=`EZ{lLZLK-Y>MjVOOn7J*n8 zjZNg-f^naRg149Hwv;Zx8TWuo+ccs2qohO-r8|=%cqeJhPv?O9sd$JyDXMje*bUtl z2lsMm|H`_kBiKDyZZ_mqs6z9K3yZ9veploZDBkXXofj=QucB@iE_C7Q$oi^32bYkJj-TK$rOY>#d9GS(lxY0|yq8(sSwsWLb7}$vT)xNr6NYd_uhsB}IXzoO;GmKh-|K5D-IeuT zm$k1ur`F&Qzecx{p0LYavOAlxWps*;@K+e=ZygtvzqxdF97i>Z7jA514%@9>VGBNLf!kSMz;Xo|Si5vrq*aB;gb_G`oK9|-y`%IEEU zE%6CtnP!4I12^fI8v3zN60HPc>02}W{W*C${gM7M^Ineg2A7FA99i0F*RqJeNu0tA zj+hC!X|~wF+^>v3vpes*bnm0m8NDh+F7q@=DT1DpyX&hD(^+oEQCY?XuqPuSa-as@ zJh>ull^056@$M9xzQ9wiS5evvMYnHS7BdEZ2;gTy!d|^666s9-pbT*&y#y`%F;JTS z%g2*{;&J76{c`;F;+Dd<6J*pl3KEIwD&{fPgCoPC8fMEO-(>CSu$=09UUFY<$3&*2 zExrCi^*PzCUex?2J#Tr`8nLC z-_XdYj?;T;Z_7fk*1zL|BMYz{spAu{q+$Mt`toO?LZXJ@LUD0%1ewN#Lx|&pba)vw zqT%v358Ek70OD={bBY;OFWgAlgz&{mc$KbTbUN^maAqY-H}?+ECii}$GASD^{z_&W zR7*R%!}3WAXC($I<4r|OCH2Ru9I8Skw3!G@Cy3y}SXEOc>bjCMw|+O3bCS!Hk?uT7 z0)hyF({qpydd1Ir?wEzb&n!}uI?ttghS>%N^N`~1_RKU{;WVt+a7N<#&c!+Si;+?X zYpGvPE|w|nE!dJt2McDTvoS zKI%5ypJp)>nAYi8RH{UHTu(2wT$4kTi(9W10Ecgf1>qbQ;Z0GXfF+v$te7E7{bHf_ zy7}!mK=TYG7P2H1R4K^HM#8c-$E!MqS6Gf^&Y+Y4c09c%fvPCzpn66QRO~9m3=oJQ z)>q6huVRYK&P-Ai&Fv}_6C}al-`am!!UH%H&ItHwOs+4j(g%+#NnK8p$Kk9~l6VR3zQ+520{)r;`9Nv~=*^bakK`XS?!8Vn?8;B_Z zbC)78tBGqIv~nEtNXbBrop&{E&)M|_oLX{Q(0zWm{$;}Xr5K3L9bf8`yDm1&KGo6}=0983P#cfdbx*B5&B@vNtY)>- ztk5L3B9suWWb>s^DKNiOl2lBe=9IxGY|x5ok%Hvbbk<&>&KcO(!TSEbo(rZRiYd}dSm}rrV6c#g;=nc!F>BEm^$Lx9 zcr%YP0gEw$ivzqcFSH~H#O013eftU0826p|L$Buuu8v}zp{AyXZhc*GpG_plXAN{d z1V8QM%}nagoc4GmjD#TzXG$4!)nPwpsn4%sPsKcT+P*{bQd$>I55UP-U{%xU`}zyl zxB+uB6Vwy!r2E2~396TrCeW~f1-y(ESAU)t-lv&Yzzn9*D;Z=wgz1i z%14N}L&22=eOzgy+biEXZt#Bo5n;#gJd~7o>rx_9K9B#`c%HB(lRZU##e|4lV6!!R z(0%kurfiGy(dHg`^~*$-rYN1l;lK&k-(~LaClYl`LWd+tmP76urCFI`n>3BKI-F*5 z1pnfgZ6I*Z(_v6ggc~Zdyl3Ru!*~8>^uXp0XW`S_v(^%NWjj6iwAw8x)lj);V9wJE zTonRuW2_svWa5c=l9M3uhl5|S0nWN7`*qu$%j{x&G1f!_@+cRer`%?oy&pt^u+7anOyjRy0>DEz1N0y_nZuvq!{J1 za)&bNZLNe3UiACYXah|y%&~#Z00u_zD4|bt_s-SS#*bJm zVxMIs$zlkfk<_VoaPCw0?-eJV50or)*_*Eq5+cU`3$wE}1&sT=D?G+169hvq^Dnk} zAFkO?#kqV@JRDcN*x;a#{rOo;=E++HI@$*91S#30r@jWMu}o|{i_C0VUCl*kHi7#Q z)Yg63EBc*ldh~h&l%g({G>g$+pK~zs{`m#Ja>a3;PsaBu;ZO~1b_hieVN;J6wDkd0C=QgGvvzU3(3sKOIR$u7BBEw3->)0HPS^OU4uV5Tz+Q%51d|SkI{;2OrmKl0SePixPWa1LcsP3x)r&<{ z^tSepNN`L=8I_a|xNLRF+y;dqksX!XCIEr2gys`(m`T|)N zIuUCp|`qQnWC2*uR?9$K!_8Js@QjKYMEP1OD7wg>NiH7 zs`Sz`@P2HRJSn{z*23GHbaf+< zYxB*oZMQ^-e-LNsq=Tw@@l~4sDX6XL1bdmFwzgIPu3%kw($!Dq)LYgQD)yTz*jx#E zzq})wwt)*nz`=8LTO>gk=Ktx7fWUo4~Kw3m4w6HR)MxTp%>!sGYwSDiAuIhE%Jsq_x{~%ejnQE>k*BmuFeLuz`c5K zxiL*w&w&C)3}%C-AjxXE`{+^}FdcqLNn zf=xt~5(}!E!fQW39D@c*vvBC=lH7P@7Y2N(PSO-BnVa?c67!sOq9M6Ht%5r+4O%A3 zz2Lsme#{1Ljs-*UtqWZDv#u6&n7GF$R1_5@q8^^y)Cil__?TXwra(VrI_Uh@1QL`yTJby52J2>lYNe5dD!D-c6#uI4n5)G%@ z)jt3u#5_r^RDrI!;I%p)?t5bKABVmah$KPnT*0Yk8V!fn(!CM3l9xKM!n@b{rI*7a z3Hzl4O+;O;?`_Qcy!voHf+Iqz_Pk}qf!nMWapqzfC-9F45de#m1oW^8l91y5xp4>t z@~{w?BU_=(XomEWu)37njc&R*Eyf>OytZ1SsI*_z#VK+Iy?JP+GR6ZW^tMT`K_sl@ zDQ^u5;?e8Io%uH<6j^Z=Et%p38gXIEkAQ1p9YjD^7${Wi>?!yP;<@|{Ln2L&>Plhw zSrz(Vq|N|?e#Q#TK#xp@!{tB|{#YhYv!$vdFSo{fx|f!`w#tm;IwF5!`ru^P)F39z?ty5!byCcOyeHPw(s*E3np;F?hLhh1nCFD8jfCFKpFkctl4?=a@J&BdR@ zE{r3odK$c!REMGi&AhrsGaKs9_X!V1H9!$4dUiv&(LSmC<4_AVYmOAf&vWHCAl_^E zxMTuh5KrL?Ox1oUXf2F3&ULV2`^`!nqmnkx<>;RmsS(sWg&+)m{HL z+WH;;7F5C4)wQwJ?WV2Ghbe0&>8j{tuu2`*PyRy1`hl)}0YaU#{iz>7$Qn4`V<6nT zg&EvVOW?+}?A;sPZ2PKJ;!M}AkAwn%GeDrTLJ62Qx4&_8Ux`nX!u+K@qpRP!qlj@-=@SN)f{TZ&io}P3AiNH5tNU4(|(4MW?;P$?K zdXMqV!O00xjVqkR{Y$rE3~B@TRoWQ=Sq&iNI?8iTa`1k7mcLhIe7?RWoAnAstOL~m z4H9!PDAALW0jX%g$PSOZl33Jq%sObp(Kcfb)2l`I-20y;-*`Cv7a969UtOzvk7Nnr4zgtUh zz5*7HN#g}g@b~w1>0yTue3Wz0{8;NjLb26GL(Nxu#hfl{Ie7xw5ANSgTx{Ww;PfAYKWM2z z)`z*XEVFM9*)jffokQLyd>ct5oLMG3593U%_63^m%IdC*;M|8epf|GhG(0L)!+#f6 zJ{Up#@^CuYV5?1e#!m8Ny`3*=U;6v|vtPK?LIoNYiiWw`+`IF}L335sueSAh!d}C= zWP(Z!XuQ22Fx(ojmx68$ID~kNGc)vc6)%;}ak+u|jjPS|^UYH7#_w0ae$RH8ixB^U zjr$==P}$+QDQekaQw&wp?s~ASg7_7AZVJy^y`P!_-YQlLdNqEkuRiggJ4{la7pbjl zQ=_Zx=oHQQf0TW7T-59KwKNC=2olmDf=VhK5{>~Pf}(T`D$?D}(29YegtQ_cIdsDi zO2g1yN_Tg>&tSm0_nz}R??2}=9$;p^Ppn;Quid|Mtq2DU(t|$CH&jm{GxCS3rWD(D znKj)1R2OXS2mjonifQOCl_4CYoSp_u6^PluhWYh%1>NF4+vFBD|4|{58#LM1;qXok zTSK%i-lQxD#O1BlCCYB*?dQ3w?}z^4yiJ&COo20Bl+rh75+x<6@C2vq4?mv=-G1#^ z_X6@#b&WS9_IaszChM*nwsyJ^ug5Zg4z(~ZLK_(@I!r=)|9%=~X6t<-wWD|QK<1nV zu$Zfxdv%R;HQH@q6zB{Bo&>#MB|Ya@+}!n#^}zIMWUQ8`6N5u2Mfgb3R7;5VDdMsp&YK`<;G;@Wu{DCgrhbfBXvGOIka%+XxdZ`3p_%hFXxThh)5&%v=>qlGn$RJ5jb=o)oL{4lt9m(2UG$* z@E9*DKaW=kr><55Z=f{No2MFsV#mJChuZ)j$`So0F?wuG@^^OOZlY8Y{MoE>xx3Zw zDQl5S+?)omsxz0;4FCyb2&M$iz3oTWi!9?~vVG|MRPC8*+w+~Q$heO}4qZi+w8=D6 zipE`<1<;gh((xU00K`XT%T%l?bIGe3iAXoW`Y< z_a&y=t!~HR1Lv&mJ2SQXMU#~M0f}JOo*lZyNnh9JQ$P0|93{{#f&tmBY?S_XM%Z~H zwPfDZoK|0{aQPeUIJ$jJOR-W_tQPjks*n@R1D9l%T;-EIzvw)?JEm~B2AaGTu+M!y zY6e=cFW1lp(pImt&bc1@kKfMXcQwB*9B+o>n;U<=(lM^0U-2;krwgYP-e^?b)H=0q|Rm|8Sg0$Q033g!pM z^=>ayX{DKng;4BDo3+wikyu|QuS1OSfsz%4LTL!Ui5eCi|E_M!i}^nDL}|jEjvARm z;%SdNri3t=l$$(rqf8rfb3MOl)I=9z7hiGpG$y;4?^13s6vtOU^js0pD+J~U!@h}C z(oA^+yC-809P2veIf^LfhR?r3q$^CNo1L~uVg=5`nBtcVxg>>^gkKMWG$ANZ#DiES z8x6L6zs^{M$p8vH_lj}E<8?{6dzcAc$mC5EyIb@d#5Cv8Tz#9b=-+%$ys3wAmWKDO z_sy|fp5Hc*R7$Em1`7jjNZ~N6F?@M;Lw6bfE7_>_MpkGYdP=PSqCySh;`KNt`vFV8 zy`DGwVSCMsd$0F^=RS+C&$`lVU#1kjSu%HEuc9$g zSJ!^qb|wwTA(e&A3lM4fNg%Q}7T;RwHa~hxXeUkr=Fmn6fvP1KC}DUl$+#1SXKXz$ zU}!-5XJx0@VHKnsI;87cOJ9b4oe|ALgldXaw_?4(TnZr`bFCQM8}V_ZhR7R5Z){wP z=F~=Ru%Bg#UewN;Ps=zOR(iAsyae#+0xwrG{pKr)>PXLX2OH*xcJWvG$l=526rpMU zpkSNbZs#^AX}`@c-=AOkCRBERp=@^{jzpt9(Q&V7c<)uo)>j?|CtA^CQr$~-l%^!# zkgu4@BgkzMeT0^yTOO5A>XZ_1*(S=K6~%5lJ-JHGC2~O|MC09d0MCahVNl^b_9jof zq9caC1tbj^&{KVQ0X0hr#t}zfj|2l2Id-rIJ`4$eR%rOl#QQ?(i(bWP$F~e5im%ta ztO4y4SOY%lYKhyM{X6fBA-We0n7p|DRQEw-V}JwiV7NAKl<{M0N70`j5trJ{cowuk zf>Bz)-NRFe>9{-1H8T4upuw6WePbcBRozrsOA(Mt6@!iVAa)2)u;~cq#VZy$_5tob zKwh`3x`h8i2Es|ivgoJn>AVpx#{r7Yo(#!)`vTN)u^{iX!Zr?6!Vob6#Z zL}Ok*|2=!>ck+O-mTwQ`C&5a2m)As1T|KCLE1*2E=GuZ~mD$y|ZjP>12cS<$-J}Ff zLhxg#0+z|maghCKFz+$#Zo(!L2Ig1!W5zr_mI}o0eTI=ga~O=k`Y z)Yegd7wm3W&lV}>Y06b~-&IKb9WqfXc$jZ|vwo6tjdE+rPf~pC%xND_Lb0$73*QBD zr``r_wv?2V6@WyE#f~-Gehf}B3#FUdjw``2B~KWCn>n;?(q>9cpLb)|a!&I3gvamj z)vB8zD_pCC@P$HJOj}}+`~mrtReNxXnWKpy`#0?qp2@L~0?IS4ln6p)&~{@~zMIgO z7J}V5^BVAI^|WYaXUV$O5-vgh()M9Nio=OaEzDb(>4TD(i}^$jol@@b`|$pafhv^j zyP~=pB@nST)OB;~7vx`~T3RP)Jv!5imw+|$6;Snnf)r(kP4c6DlU~q$!2H1z&y7fw zs_RcqtDPIR`0A4#D*zjuc8LM`AK4!GgeFrIBLINT<46Izj>#Nf?`^WvnVBuZ9W0O+ zGX3pe(&xS9RAcTrcV7|g<8-;s7&M7_nbYO*Y98&AOxwJ(3P0wBHV1nqZZI%-5g}sIamqxqiI7= zSq75gK_AKgoV#dn?)*DBc+<{=`vIL+7G_(xzKe-mfdZJ;9)urVd)RUF6W}?$uX0d_lgIqn*#(RdMOZxg#`gf7XZkT%1+i`#+eWET&po#Zimau*@AEnj5AO0A^qoNCh^rR{-GlV~ ztkEfg(42URP^h8m0H|*Xc1)`owHs@%eu&$-XPlUlUUbK8l*&ySP`=XP(7naO19JjT zsX1J+<7bfCz^v%&y=$*d*hlut5|SFayjx09syGS`x~F!a*ft5)DhqB5PQb`*LxA0IE6bOjmJV7 z++`@`0-WtM?OuXyxtjvOpna#F?z^SyZvQaD%v{WRs(zh7wJh5e&Snv6%Uq}a&g(1uu7ZP-kEA&-hEcaPU6)vzy+Btf395pC zcAz})=JQQUCE{-_R!3rAs5z3d4!Z(RC=Kl_I@k~HZ*Hu_ejyhi>riDSuBH9DiZ(!Y-FU84x|v1h2WjGt{pFS76RU%wBiVN z%=;Yg%=brVS0oe5xbihOpfnvz4$D^FWAnot$hUwN+lHo_?@)|v^7PLAoe}UG;1UyeY$*g z+dfgsuR0k7*9fo+i?qiCyC%ZTY~s~|#v6DVY+_DUvrfVQ_$D@ROHZ)Ulwfig2uw)v zgsV-lMP449Mts#hizv6Jj2`i%tf!3SrNZMdK!M_4Pu60eX;}w>_Ql4gI{s_>{ofvh z#Za{#zPDSxeoG#V00W7_I3H0^PXkE=FGh8ZZcvzWB=k3!#xnm!7@uQ>2^|P2cWb`K z%imma(ZQk%2}0sR%v9A{fhG&kne}UXOR?{&IaGFrE1XbO=9`OQMW?hF$tS5~AZD0t ztZUNOF_W;oatrCD%?|w|r~s@x-1Q8CDK|sHA;aZx0J`#$*8Snci=7H)v==Xoji#1* zQfO> zy7o}Xq3t*lYr)RlytkTHE;WDLoCT44r1sJXut0?9jda*gtUVqwX>zeUwV}4MDTDG zTqfMFAvKbMc3!8Y(PAd%ZmbC58eule2P1nE$+2Qb9 z@C!%`Dp39LDEG(~bOCJU1Wot-^(q@NUe|k(!lRh%nESl>I_J6)hb2^x^Ck$b*g_}u zzBGf~7gscBKKPNoT8@nZj>N>;_X@uCb|=awM9&(nhYhoRoTOh5J5=3EF}!`^5dQ@_ zzvv|1~(Cw%q192}^x0m>GRO=Gbl)+{Pv+|k@JN2Ad z1aaUGk(HvU_1_=&@vn4X8eHEGf2s=sY#Pvtl304b+X9c!+kZDVN5|fMKTdEZv-jxZ zVOKHX+N&nHRx4v07*o6NfQfvEW-wV^oXSd}nS+fIAC&lBUygoSJSdUB70uHyuBWm~ z-^bAPfaC|#S3P^elh%l4OmXo;{)X=c!FkV!9kndtKTiY8!{Lk{Z9m+Xb=>$7ecpSp zdBeD=m)W8RoLu2Kcg%#jJy-ce#sp2r@%Kk7JXiNERLd?LXgLp0i#?mYeGEah+8`w< z*dC?qwagv4a@uKB#rHz@>v-l|qD|q0^w)xNS@DaGe;51#GfYHAEn3U`B3|u_jACoV zkFM^|h1#v-4m1X0(!^fziBC!syQ>ODyt9VllSbPqV@dHiO}shdF$nX@P@M`HOHr?b zVQ2lck#1(aO?e*=IbMCy6>{rq?>kRuZ@>@Oz92Ahq#8qYoWcj(sIFqc+0b3Ej4(7{T2o9L4{d(P95>drS7oTrRe z3L4xEC>7pVqvt(FA}#EzynK)n1e{ZNFRI>s)rx;ll6@$Q{j4+n+3Dl6 z4CGI&oSwKF0xp;vd!HR>JO2(0pxq};ka>j@M=^mkZbalfu3`NYrd^f#5Dtd{(i8XM z7G;iNo`+A)w+3zp>0LD@Xj%NMjS&U}#I>ZGH>8X2cPGz%-x1yopY#OeYAD%Mptq=M zv5$Cl1qn#Mj)aKKcd4WtNR8urX zB~m|82cJsheyi>x_6w)|H=W}vR>NLB<=21;D?k=YAdf225e(>gNk&OfXt!T$7}fc8 zdW@eH>YsqvBL+X*8&Vnn5Rm?Uo2>iIV$@aVTc_Z%XyJNU*Vm=;v9XN!J7qkh9%mOt z+ zY|$1jWo%^x5p4y|NhkBZ!U8AhK8!xN0~b&T6ogAsh0lLHeq|W5#sr4QH188$<|_& zn9$M#3WmcnR?^{GEvVr+ADRfI6w-F#4rF%`3DiQpXl7`7Nc}_%Vxgoh8sO$QAuRCz zA{W66L3??-3_Bmh$3HMe`;PLWrBs-#(FH|zJ-=cKVXHBJw05woeLITB>RDQc-_{D? z@a&uz9gl{K5KAeju#*(@-kKy&G5ZZ1X{9dA-3M-KnNPV&R5@zDcI$+$oAn-7{n0Vh zUzRxh^iv9Or%C-1d`0eFu4SHdMP2{ zAYQZt!hJxfx}YMVi_%ZH<8!hp1mcYU$%19FQu^426Td<3Czf4MC|RldKDnJ=J?hvg zqJ&NS2A!pt%$4BPcUtdMAt5qQ?dHkUPkXo~OXyYqNJUE^iE#G#O}>%h8yi0{>2wZ$ z))5lh>8w?*oS{0C?=)r`Jw=r+0uhW@%e~{Y_eocclBd*W%o_G*l<_e({C<^iAJ)U< z7c%sa?x8W+lr6V>DK{(12#meJ6|P?0_o7?*`j`v>9OFx>02?lkwM&7q2B?TB7okqH zJ7E)^$fWQihUS|$a`Y@BCKRW5T4lE9X4SbiUc87r&bbO43H||oEq&8vmjSc=N+)r~ zX*+N6m;0v?V8};ffmFOMaqISK8%i|Ep^WiRQ^(&uPXo|eMq(QTWA+;JJ@AHtiQ5Ju z*0r01x7$2Zyk3*ukOrciz>z>oL+Lyn${0EZOK`;aue-e=&U*T*XB!+HDRT@$oZX>b zyzykhjOjtRGB~v(rwD;gkcUo*8vRagw>HNiNK1EZt^uK@#dR%rlyYCFB#Gpn#jx(~ zPTa(Ea`v4K-3xz?A#w^+*HkN}>jAB66@6Zk?~e;C4j-&y^hAoC?x+_Ue8+%ji?N65 zI8Q$Z}!HPdz)tIjc6mDkIMt4I9EiC@Dk zjCAWZz!1>ul^=8Ec(LZJ3o$V;KtiE0G-mDSo&ra}ujxwUI90h*yx#XrA^wQ=<)?-m z$`@2t(V`z4QImNC{FVv`cLy_pWe?dBY|;JFE{`HAky=BG8w7d|DQP6nTVs8llHwrT zwO}nVLC-F!A82?3xoT78L4G42*UhhY{yYY}ihXIR*AMs#E<9rTFOhMiz%NrQX~dgl z%_v?df@1-;K>0O9i}Z}e%9!kz?paqqm(E8j&wcn$luENGK!WF4QPoV?FrSl;Nx6xH zj^z0^BRwaxA9Iaw#0zJ>X?*K_XL`I=|M^PzEGEbkYpRQ%ovfEdC(VM%5VSs}V|5Ep z-bgc6zx&yST?Dj}Y`a3h44sSKglgA!bzN(!}9O7ij*?`c_N?WpiKH%0Gv$k@mRPIVw0z>3N~hz^y@F<{;qrG>Zpo$H_xrxx zi^I>q{+y@NK;DmcNc9%IbNPYXtB;x%>+koA5XU~{e;@9j8y4n@iD9i5p)Jb7Z{d``%lyub|+@uf&1IW02T!PrJ~ZZKc3{i+fu&g9}h)lWvswJ?(!wZ1+f` z90kdjASg#5PIHL)nDy)c!t<@3z#{qJZHMH=Y<_<4-)>qkc@lq@R?>SMceG*^Tn$jn zbVIb8&WVJkWR$6c*n*ivVr%5JzRk{>Vc}xg?wI8p=YiL*#BDEHTqgLi{Eh-?7^CR1 zjd}^%zgq-jnBXcT*!!_YlCrt(`?4IH81d`Z|7F_#!_wj3 zeJ)j|NScDR%67b0AzyJhHdi23&@>@{Eo1OJ!oRMAfG7BD(5m^xKL2pTq zIb66=_YoGoG9H6yXiG!FlCLAgZi?7eRnxz_g~wp4+3ce|F0l_W{@qfkN#D9&2e%0} zbHbP;A>#)mTqSYL@(?Rf*(bEHfP=A~eKt|+ncKW99lGQ!zgleOt|Q&3gsKwW5squk z`N#uv1fM1c3%8?9ek&dmsE$frwjZ=r(Fq`NTk_&NgF+-Tk{+~6?kf#jb5RDYfUd+` zb4KOkRQF4Ez|*5OuVT>1%}G1Au6pH0@TC4`OSbjw8>6IpLtHQ|Q@E)^^Lrq*?e;zxoHPCm>4|*8v0bu4u<`sWg&$jSS$gyEWzaxwW zr|&*%Q?7st-YcF-N6_#`6PtZzE_QV=ju^}HITJrd6bI{u-A+yx_2RYxN@oJxl_>5gXW)ayO?xWkf3_S>JQRstGKd=nx4LMi1vDi_l_OS&}#r!YD<^z>&RPtW?>lZG537!xoVHj*~K z#gL!VZ%Q=*izALxCbU8D`q>O6SQbDBx(J*Qy#6*(8|L|JhxD5TxF#UL#?wK%;R}NYj?+kQa)=D zT{`V~uK-FjK$^fzEILTD1(PP_-mBQ*=c4;~=@*#w7-LXPAQHe(AUq1H30}!bPYcfK ziu~t!X&@wiQ`23kfH(AIS6e`|1k@cZof@BxO zB8gp^1Ze$C&eE)r-YOYB*A?n^gca?~u=4YS8@y0-4u$s#$oMt(5Q@qru70N~FEE$# zikkJ4SYzIP9HQ3DSsc#4PX(s+~2cYf?8cdeSybQwJc>}6oHv`-iCg31_wF7ag` z8qw19wE_Y}RXpi}c=3i4>PjMvB;~ECbL2qv5DeM@6Ajut8;$An09UID%r!;EwbD-n z0^XxP^nAEI21%cgiBHu+^v|Wjf69$e)h64GI!a$WlLxXBYR)(Hr(DcR*OeWct)tH$ zE|DCfHdD3NlU3@_HSa<&=n8Z&<-JF@E~4i}V)?DpmM_y{?V^r}+AwiAY`)Qfb^-C| z0^QQ*>5!{o1g zR`y4vuRyAi0rYB`u>({IN@rp;N_+%Xk~o}=%t>I-g^lLss+lpEQUb>P#71~Vbbr}c zo~-v4A;Q$VhKVPGG_#1}Xa*ER1Xl;>L4a7os&08e&l3Qq73G$qf+s!aDHeZEU3-OJ z9lSfIH4zTF!|SQ&k^ylth(z$#-;1&SaBDKwJ|D9?FgaG@)>Epa)=5&Mv-Xjyu6Ssj zyKt>d&VEMl(LB)Nb!T_q@^crqxO=28jc)kG+xT?iN;-g6-s~TyJx@5C5w`|$_+Lif zTcmh#ZA18;l7`W|?c1&~ESfuT_U@sT0?T`z|KR-{U(OyS44#|`Q@{{sAg8C{6_6C}VT9*tCv^~53wIudQBJ_5A(jSS_ktbE$(Km+L<-ie zt-VFoCZBR);sKHceZ7x}ir+O1LR$pN*Vk9DdX$)U)vy>iEI>_ZDVCXpat0+$6ddt=oWZjM|$pKX^7w?y@!NH@@BC zUWOi^6F%Uw+T^->&uLs|zf-3U2ta&;A1L{h~`^>9)8z_5=(FMOL-U;;Fc=u)DK>sS{YcZ6_|P3;MEd z(VF*WeZ+wLco!K;r6B22|M8*G~jvI1kQ_{a`#S7;v17vg*|fU7s)4;Q*bu3Pl#aw;3Ftjxfu8 z4%*v}IV>D-`0?tmt7s1bU{`ywslK9wLi`_RTUyv6D_*-k+kcs3{r0YC#E`MGRg-|w z^S~gW?J1e{8NLYHrWL4q$d~(7RMXfsDbio)`%Dm54oVj`N9<7JiM2p zc6v9#DsFBDpb{yrR}G#r2X@1JHMpH! zD2pF6qL2MUbn5Uu524r0g(dV%tk?8nZ0H6nr?jDtjoubFgaal9IU{$!S>ynqO48Alk93e%XTeqH5Unwr%Ep9Ur++AQLf;s}GEXNUBR;|S;WWa5AekCXIn*3>> zxoE`!<5O=Wc9LB7elUiT08e-Y-B_R!8f_{xVBxj5%y^ioY5A4nT6g=gN;l|>LD;cn z(-&EITQq_Rf)O6RPH8Og#KpH7KVF^ZBN}Xd`%E?@qd>etE9)QfFvnX$>;q6Sa65q8 zCbyda53nA%az-P41yj?$w)0nmtdF|WKIgAM6`@U)Vr93*m&FuWx#vPR6$^abxxnt3 z>+~ktpbgtGqOZv1%SF3(A@KXplwe9pRRi@X_UTHxkI(34VljvzRAY*v&wAb=DDF`E zIMqFqV{t_&i`uSETZ#2q4x+qb&jYxyIEBNl?e=oOWtt1mVvGo_$V#mZJeSe5DUl19 zXifI<%r~y7N0)f9bd#9w(b=0T&lOxMJAHg`&>r7dmxlR!cJWaHtNr!vfW^gyj0#8j z3uu1dWi-WU+&X4A(q-OQhgLXYfjD}yj!=6E(-CxeaDRO)C^Tui7~}ZI!-Ef@`F=wj z-waG|u(XC1;%hTUYVJMuSWWw6Pt7dIcyjDxh%j$U1?WN}xn9G)E4F&MdZK28B!DlW~)IWYy-w;m1L~M(0Ed%u8I1(;G z_a1z>e;&3(P8$<`RG&oAW_y>b2_z7qNI)1gHPjs9=pMG+&_H}fxC1j_{6gWpFCzty z&~!>4$$A5_4p=7%{JDkZHCJjTKjBEs&0+U)7eGCpab7`FjL)9N*#@3>PrlA({R_9L zJ@oZYS1HfyqNDdk~@?p$Af{H z7=-4KYnb#O4bIbj9Is^N^@Sn|mc2!;hG_H@Q7cYEhtPr{U+gC@lU`qR9KynTCDx9|~w`kcl z)IV6tCkM5YB(rNx%$CuWFZ;@pc>VZ8XZ$CWMpD8fCuOH=U!-U#7k;f}Fi0Tb%SP9A z4HA@0Q;Y+l@g!nDd8j7%IcvB-eD?=BL~U9va0!j3yhR&9wW5o^x}tBeB$s_vu*s16 zsOZx}h~Zpc`e-;}&(xPPEErd!CpXj3qv{rK^{rTF$IR(K6t6$RSuGSSV|WCw z0OiCW9THW!+ISf`82^_cA<@O8Q1HiGgq*XTx{B&<$}Nn%~FrZ-T?0 zUI5GqXT`^}QOg3JQhMuL7cI?@g~XR-NF9j(`qn1KLL`J=9VP2{rKHRyi07Pm(mtKt zJ!dLS>_)Z#)Zu|d=NgbO8B60La7GAbsJ@HDy^c;a!@XEwlG%Hak`%gUo^{b6T+KW*KflcIFl|@zVg~aMaTiQSh<)Ms zN=?HL?p@{~d%CjF7`|I0is;Hgl8)Ow^a=ar#=xsCq4MGf)GuTQXS_Uz8lm8iW%jZ% z1O8Bn%*v>P^qF%+74t0J&2`J~Yh(-^MN+h~82|k7@!S0Ot1vPkncJ3FsKZJ4rqH3^ zf6lNbZpcKl`xK~s3HIcOmBbb1aod&RqD_(%h(s^qR~tRCHJzgGdDXm~j>M&!fnktn znNrRu%JgX>pd*y7jr zFHOaVCdsqvbvf-S-3cJ!JXp3LvfrmYSSI*d?-S~leThv>9;4~qZym-&TBcns%@_2Q z1~U#OU&oo|EiNpZMg~OXzhWLFIsAs`wj=v`;HGK4oNLvf_a@Y*?K`V4@(Ma<`26%z zM#A$IYm1YM5#}vry?+0iiJ&en+$~+mjQe_X3tOx%moQII%pTrLbOBb!xt&$}!R!B& zLj2z`5BXUHn4U^Vm|p)m)QtA|pk}A0M({TgK)>od<@fZ1uZU`a*ZPsv7T^NFBvq=6 znmX@q%ut+u5Z2A)$68W>Bh*upXFI{wA>F?hA7lEYobYE@=6oIvTkqR6kZzMebgRw6 zFWuub)htYxl5!ysTeC-Sp?twq%+yk~I?vT?P-40~vt^9BFZ~cXeI=pEG%w0P>ZTml z<+a1X^5<<&`oa@dr)}E9(#oUcM17ym^qH6o`aU(np!#y(ykbJIhzr+#w#rG8|nUPm;b{o+zs~_%+XNSw#)5Cso!UPwF-Q~nPmRr>vXAH zsX|Vsw~q8XkqiK~KID9JOi6(*UYm3T`3B%U0ZP6h(kqXmsBge&HgVSUH)XY$0^x2x zW{s^%G}}Yqf;#2LUr>Q_4KQp3Z84~pv9Mhsk1uXtxPILiCjpd$!H7V>kNw)vcvS8A z{jgH`Kq*v93M$|)=`b^Nh**s--}Ugl_33gPl?*qHJ6+Xld&Tl6(y~Ay{^0CO>Hf?U z*Y>~f+pqf!av%8~Aa6d9`6PWK$p3>p)sUj3y_=jvRWd(+V}%*p&qk)Z_mI(D^dOdd zef5P)CN-W|V@shS%~)W*gd4z*0Oy+dbk3x|BnXfbrHD zkTO5ZwR6%IBk$s)`5tx*ofdmqj@yHW!E=o>pW5ngem8tD%^CnOM2|`{UFSuUf)zC# z?LR!hZ)^fLT@h(E5>-CMqT(E-t(qpgzvoERg+c)iov92u7i&iM>v3W{aFz;48TQq# znV_qXfuJX5%NjgSbH9~r%tBf@Ur7+IWKYRGEqw2YH{HD(f6c_hgfNTCX$^#K>ua36 z&QdT;bkZlBK9}Yt)yu%um7oSDP#c+{Qrh7u)^yIIA{*0))^x3U!e^~_`}eN?@05IJRg8(@RD4K6ELp-OjC0S>!qlGr8dq__n z88&tht&Poz{AsE|L%>}r&|`9k!{Djan7Z(RSxMyr7R^js~ z!Dx?#=;?*&Zk2$A^qmB!4ezL#WP4lXPqaIKFl0uZX{cK%ciTs49PfP3K|L0Y(~i)c zuI3k9;mPw#BJ{nF>-N+FqDXw|4Hall9;`p_aD0b%o}@#t2b^Tnj+ zAE+R3s)e{xyGW2ufzb~Y-C3qu4S5YQSX?I@HiN4GZ$HdI%-;=O1FW8#R3~Ygos=>g z=IQF8tq-@gwlUx1@q4#3U+KkX319JIsUP-An;VHoQvONM64BVTcj?SPVOy$jrE=Jv<2^*!WMy3kA=siu^1X>N9QMU$5-E9 z!=X80M0goM9q6Us)h8!yxYQs%E41`cxZF2ymg;u&i7cx>pbPj~8I;#VPab*co#Y!M z*xiO4x!uU#&Z!p?|GZnje+o~aTmmG9%nzS!jh1=wN}m*I%cOt}=;K`*aHP}BkS3PR ze#PsTaFF$Q67BIVpW&T+G_%O2b@@^rfx!~c=*lJnCpflBYRgMvCNFI^%EB*>7hg%i z{f)X?xhmUV?l@8v|DoMYlxm~@pLq8O&EQwgqEF+U#rwgp0xtm^row+AvZB)}F6bk8 zrz`XfN5q$;m^-xn=QKh%HMw`-`2P}yrC@v5zTDbT{Cam*0G^j~`acsYhk~dIF3!4Ctxw5N0N(S>dG~CSG%G5Nzi@WFM9#)KT7AGUPh#*uH9>b3k{TJ)pAyrl$#LmrlRVr_`*`vmJH@P$d3 zxXayB7{3P5hqADl_Nmp+e!QH9X(&fIhfsR7^YNtFI{8k2xohAD;Os7)od}eXX~PyI z@)0tD*zjTyLuZ?AW?v$o2)xHu^Q?01r>MQu1}jFP!gA(p`#w2lgO7VuRsf zwp}gkS9>uZ;VWVg2(2fuq9(GSb}17W(S?bvsG8*t>)<;^Vp>30pB}m-x*1C@}R&XvB~zYJ)->*p3*j6UT%+8TNS1AngrxAqGq2Re@W36pv|^8Qf8DjHF- z_^+Js*Y_qfzhaAE^P?&_y@kidpZs|q-U&47iCn=tK4`%BmEyBr2dH<4lPjn$Wcd9! z$-6;SlE&NFXU?n|gntgvdr-+9VBhy8L>@`h?1*TtxDzhpc_E78D6Io#e>q}Lg^z(@s!>i zJ7kJQ0M9;a+$TTzsWh5Q6p%-HBrJ6%z56`}AzA%KRb{AWvi+CN@ZmH7bMYv%5ygk4 zq}TTDQtk)LA17?uAMiN2yMGX2L>9TR`}uQ9gW3y$#`yLieyTE11O{?F3#)0;#6{QW z-%!oIp8o~ZP9qT1ankgKNj`4$=cW zi_3+RpDd+>&swFy8hl4tPv<-vW8A=F0Aqr-eWuUX{jqVq&Siza*h!Ah1Xrc|zkQgFG>`dJS-E@yYhJm`Alc8rZ+Q6N4Ec9b1|oBCbe!~8(=bS|W(lk>Ce+!X z_Zq%@wic-BloMF;2549UN5i2?%Ag7c8gWFz6#YV)i3x1NnEW;bttYQsryC&pGw_XE z4n#H2*WI#&PGB?B2umQ*dXdR;ndk=^BAKP3hjUVhm&#c3S!{vKk8j>+tgztf8u@|j zTHZG|9$;U!AJBEd)8qfwXKqFjy;C=N9tg-~UL~F2CG85l8b=H;SD3v=S9pY(^NVVU zs=dk2E*w}RP9&+Hq72zHOO6mzIh3~`HXzjt7w9r|FvG6X@eeSgZh`R%jKBHNv6(=5 z+#q!`p!eirONC=TS5ye+$~O&>31H>xPhVZBpEO^7;2KesnY4}SyeB$qbgns;Jd7@e zm40=?j89Vg4nUahawVmN+NtBd7v>01n73>tYd|(yInjHy10l=T0+O`<%4+to- z17z!{qpjfo3s9TjknNW~I>!`LuiWv59{=5-TQ)(sO#h|Tx|C@ajb8EkXm3LUeXj6M z2`HO>IV~hj6 z$R|kO+K8LolT04mzWsH>=jYubSAsEBGe5mfcRgKf%3C-r7Bo46=|7{O^V$a0{Vbw9 z_dO||inQRbpwE<$(KjGg+VA)pf>QBF7ni;4LbrmLs*rRKX~HUjHX3t*9GIK8~)Ho!{pF_+MC}e`zC>2ckiUd*{a~(IK^thO>FilO(n*Lw`{@Jr2E5k%Wd(ydqvEV=D zGYlR}AH{tiYJh_Qv13x*zy)8R&^fqi;zIyA>=w%;ca zgMC*O8bDx*(wo}0Nb*vfjNz|K6Zr!H&w*28@LecI>qH}8tQz+B(#3~*D(w^2NQa`m zbQAY&FhL_uJ}9$sMD0vNxToU-ugBo3@HwVq_sMM`b8%On$oy+eBTahiq4&Hzty8U} zktyo#oy%8AXJSDR1l0XVWV6k-wiTzUV5Kh&gVRRk%}VANZI2dtMu{o-o}9}nrM_iE z9B8pG7L`}L?}sf9gQBoSr#_KS!Mbw8OudB*rhnxu;ml2E}Wuq8e4!8Fz+6E+2ty$17k~tDS_z0{Y`k z%H4%an1u=|2yCc{?3NUaERCCgQ_Kyd;BgJkG!`>=|1w^b^rAeI+Gh`6nXD`iT%B+X z$d{+rAKNv~%^|l!p5EzSzLL~=22$Io*YGV?zv!r;{r_+|e|tZ7$Pt`!;IKD8P!E8s zPv26-$=^8?0W0Ld)p`B z-UC*523(lJa>z9zKCEr3zn`vCo(>bsSFYmY{{Pq>(2&PNO{%3{RCH(Id_pk{7N>nC+JeDZh@9A{$QbzFz~%Jx<5V_b3#}_+74*if3=v6;#Ma>F-WPQ0h2*@dU~H|2lw3Z*qi*hUfe|OOeCH zbJkbPu0A$vCVzzvp_fLmMGa71+|MFblhC`>_B`J2Owv(&%KH|3ZSz)6VvX9sh8&b` zuOe2}Eyh|q%akF?`dz-GX;*key_!Tnr`xJaY&s9G1$XvppO9+J-s|?FJV&nPBKU!C zUyq1s&g;(shQE62V|&pUvXOCW!6AU5=rKmjt(yF2+_cayk?5*GasMEFVhE za!yW-DK@96#-4NQ_u2bzyL!?t9sTr!6ta-qDZh}`$zG+-IYK~au@&JP$K+>Y zW1LiFf%MAeX4`SPI3nGT?oI&wnlf<9SQ{U-KUVurOXOiu$!z7xRDU{vR|rXq@5#jZ zF=3Iz>!=j%Kvr8=U85v+`LBg(2y@`vFlVn#^7q19@>Fb};^rRX)e{=Xuze@Xe)4Pp z-kN4IFCjDgdPlD>=%yYm>M!}?|Lb{>T2hO57!1tqDL2(W<;VZ9Wba@Ws%EAL5Yr`r zGJ|}o4Uq1}Vp?O-`Q=YmAK!4}_Y`o0?Q=$2}=qK0cu zJ$`^ipRnnC@&ZlNQKqgVAGqV|`v<&YCt)y2k?G9L7la>t;_XAd3jDnC5)WSkeojN3 zd!pVVNov85eWOAQgEvI7jjxJ(opcZX2Lk>TDaWXma&!E-weJW<3C0m$VbA$#NmoS$ zwpaYz>#`W77SR#6Cmo+MtudQwi`lF5SP~`wOpl@hF(EXRafb{`+xu)|6_oi1dA%?j7!HUNK80_eO#0-Ni}ysFe70qgZn5ZWhP?iT<_k`yl)QP#(%5I=;` zI|+u`t)~^lVj;OC{~w+ZxJm{t7^O_@l69K#h9Mz!gBKPRfq&Hjg8>PG_`69}$RAzc zx$LRcCr#c&h{bhJxfBN3zkKl%p*ubyseNy5vC9W7d<}TIb5E>(>_R}3{0@V$m`>@R zxhIUFjorRs8ShgGFy1br*9e zgVczPeuLs9V9{tZQOsvJFg~8>aVhd_F`ko>Q?tguy>sD71PLB)P2O6Sr}|mGIh*Og z4K+UFE22+W6jd-~SEaRdbYj*vH|1E#EHTf`7RHsO*2Qb6$RfsxcpZ_kFHh4>43baG_8`Ea%dW+XgAa0D#`HFvrOGzG_A{`t3a4T_ zA<|vjHsVD50rH6$IrR-SQZbQ+fL~2!10UAww$D-^x_Le5z%0#Eh`{@BZkBZo#W*a7 zR@>k*C~FrxBU;=(I9Q<|K|Sw^)ISO zhYn0D9~~0MB3O>RcpsS|5SS&#-tlTI@Jg1vNsiWp;(>G9vwbb_ODXp5Y0Dt0w`DXJ zsQP>hW>@)+AW0Qg)L1n87tJIShCb_x zurrc?N}H1gAPAtu`qSyJHlDi!zT>Kgbc|Z&MF>5iw~XYb%dv~64LyaannUax>d+Du zzrlDN;+~QRyPp)yT{BKOm8-3CQ>C!dONJdJ{%V~6^L-o^=61W0BYbnL9~p*Wa+QDm z&@TR5nF*t&cV_!NI@-mTK?Qo5^W;k__?ItrL!C7Y_OZHZxQexXMn;}ZjOdfZzFy4! z$_hC)*T?V*=F%n3vu3fIhu4l$tjoRBQn5W?t+_RU2C091hp_mU9Oni|*?q2N;gv+@ z?u$jLGO3A8?QkR!2Z!t^U(l{L8Z$X&~d#dO$sL%f8>qQ$hmY*691ZzV`X(wN7Z900J%ETD^jKXpZR1 zXKU^XA!P0vIO-;}lanoz8f?LDRl^OaMqgLADuX=8wd!trRBTGE!%%L~6gC&_)#zwd zG&Uxr8PB3te_PFa_E+z=&QJ6(i#>^0BdpqZX?;Xge8pA`CP8!!g|d^6 z)b}=5gM>oK{hS9=T~8O~&=6Y`>ttHkf9sRiiTOGvHZ}Kj!*Pir9dZi&L=el+j`x-R z*F?Ob8n6rtwFBM{zAcUhx!;Wyw$nYo=)H+eDoc=)`mEgCs9q$)GZ}_TOj|9lP1ZBt^XdbL+ zoai?>7TwvIc`#T&6NMiIV(o4L+RHCX7Ng}dv*~k)`$x&BRaC?)S{S!J@)SOx?XLVf z%BW=fGnbJ3*pQB`7IIZS7A_e|@pCKRKEX4e>;^*}f7yFaX@Y!@u=8b71yToHJh=B;(C9bFbc0?j(1OY^krEiZ8RZJOOJ`NpU%V z0)IqvC$LScD}tI-Oqv&`O4QEo%PCP_4@sszGs1s!bh(qR5D(KizM06Mot>rDJ0JGc zD}E8P>}44-@ybE5eC~ts&eFQWVv0Q4=GEZxbdkkl;%5g@FPXmi9($1Jo(V;o(j}b@ zX$XM3*D!v|z}CR za)D<>tkyFmHFnx=XBOY4EdPq|(!P3& za?@k^7QH8Tr^BuEwbie_PUDPS4yyuxS+ZXb#6MvjI_$1Op=2H3zxruyO_mNCf4qM? zJRu?BBOJ_WD3a!-xu-r8m?C|DG${~Bxaf(|&zKL{L&dAhw4r*u{&slBWo>FWnEwU( zOKZeCCYVG?jbfg^j1LC?(+}b1Uk`R9j9@}f%ju?esFR2vz(fWkr>!bPmk!3ung>VG_8;V$^>pL3AdD4;`MGp|% zBm$(fvFmJtFJI#z59$jgB2hu;znB*2U+yK(`hLO6eV){K?|>_@oU7XI+@3@;jn6C( zvz$bFug+$x0i3;R{W8QJq_z8qF+4=?IU6YCKJ+E1N3+2ocF!NF~bFT;C2?|Pq>pS_Hrnl{y;@F20oZ30P@{%8@)EKuHUJ}8V-s#5} zlj09)uCA)md%@89-{6IJaCqT3m<)!}#qyrCbbEaDm!tyr3g6d*nM7>YpD#5I+=fG3R|M=@m6LrG{;&5b>FRnr3jJ(vV{9d?-pLL~&x*kFCF<59HzLZsi zDbaoA|H{&ZfBLIxnfI|rca_t?3QF;v??I7)pv`BHV8h&Ch&DA;AMV=vKKcOd;u z#n|gk5_*|CfJ!U4gp)WJA1>#4DW}+i#vzlldGh7Xl!C~zn9@ASGmIWLK}515?w2gA zIHcCj@fc|zXW`$PO&#F>hm-W{hWL5nk~on*lE&dNzJbRTw!L}iQ0anV($D{)y5u=A zx{pbVI|G_KBZ;U9Zxa~GL`Bxk)BLDO;}yR0iM&5I9m+V_bgLjYFJ0}@CMCSs6K-za zp_-A+r@!2)o+m-8JDE1xPdehl++W%kU(V93qJQCiTzA(k+HHJ6#Q~^^HVY1HFuH7R z4U2MP_M(RS1UabcT>n>xh(4S9*@~AgHv*|(gF7=K+hlxNt)w@vv;4hFpkqU5go%5* zskYf1uD7TVA3w{;vEeyMLbxj?&_lD-dC+!Q(3l0tAy^2L9Ki(B0 zfOGQYFY?=8Z2G^w@P2Q2-20MG-IM#v1g7T%Vu~@p_fI_IDYj^jtC8-DiKQnM_2wO< z+N%pfG3#GJ2n1@aj$6d&wtMnE4LG+;EG&h_J|bx{!>d4xUkY4*vel1IP*>zXK3tRN z&RkK4JAPD>+ig&%oGJ+J!e-x3Gxh$}MyFP#;_XaU5n?6lArF(C65tUfJBgM+<=x&xwl1XEwh z;LyM6RRtQ(!P=nIL9j9OY)GVnYeeeIw0_wTC^>@T7T~a zz);dyGb%{l-RRDmn(_u%9i$1D202%C?JwQaj^(+OHjtwgeGcuOalFp$Kb9Q?U7G-@ zNbp5z>bT2;qII}R3PLXb*OQEycb<5b7Cn&*dx4QJ_TjZxNngTJ>BFO6v&5fP@qhoJ zBM(R3l3XpK*!^9uXsv{#Nkb^A0GYgj#|^*xpasZA@hDnHITK4PqVL=+wy4_FBMT2nMKLvj$A3lE zpz*whhxgIFWy>aaR+1-oBS&)tlJ<~3?3@}!*H{QG?A)@4PSJfR8@quX`>PX4+C$8` z*B{gw^QgRY*0!sp)IhCc>&Zk=RL1nc(LpYrO17Rp8L1(Fy=Y`N0t0@1>3_c5Kc3Yg zgPYokjMz2;G~$jZt6>u^G6EhlVL6H!a8a2$!w_qop#%r}Ab-+`F}!sVg#%8YBsJI- zS)@W-U;{QFVtRjlmm)HJ!4vs%%`rDO7c~9ZW*09|F`S$kIA$=AdiaFQ_C;t1^G<$U zn=5ycuGqLK=%R%KpXrUlmXXvV%FN5EVo)jn58sVDi50%Ak35u2!sEc84N8WjT=rqy84F@F( z`5SSDES86*qc8B{+C(Qy2n`m7$E+BbwI>V{73Rj_r6XuVmk7_jD+iKi#@U)Sq3rn{ z7_VO^uv%tOsZ9CbQmNIkt67eYxNoSx;zTPiQAP-df3UI}UjUB5zYynUXntha4(u#uy4t@j~1(F8Q3!-5=g4VeKb$ z%MB~LS+3+0!IT09`9HdH+R>_&CO`CMSoIzL7f|n?CWZhJjM~;RD=)UuS+31O(P@V{ z;eZYqcY$vBRw2W!$K^fT;|LmeXZOfoqjrVZo^Mhg%pI%VJ&1$69K9Rhka~7$iUYwL zatFAOP30<<3UAjOh*xgpRYTxU_k`kwE?H=>KOPfnmu4UbmULyqX(0a90IPuef_v09Y+PFWmK8?J4g0bns;q|w1QTP7qoZi z4>HCJh3r`k>MGJX)0{(bj(lNL@6?hLUf|UIbzqRo80oLqC>}Om?%UqyBlar3|6>I2B5U0{)Ly2OJ+M zq(cF7xmr(t=5Kcpc+i*J`E?51F&SUrkRe(x;MFJ=6Hb z5x4=aC?J|_cDJRRxC`zPQ9U=OG z?sAF{1#Ml>M?0l{-z3Hxg*UfkoD`Y9Me~i&gilSg!i4DTk!Goxa0CzdtBKJMx|pkI5*Eu9ulN zul9!`%lT%p*6IEdLv$M-;b8}PV%QGomROpi4(tLwemn!7So zZqt4aEpa0E%i&mK%Z?2xGECy&-U#Kn+>|BSEs5N^D^<+?pnDHrq=r8#Y%)yJ%Vla7 z!w?M~&6Lg_d2;zn#PDyU#D91~21u9ha@H17Ful!{3|WRwz!Bo+x+TBFPg`{KIEVq; zQWZ=uHXD8;I6@UiJobIPkbIn;iU+wv9nl>QIF z%b&Mg$INxmXk&8m_2$(HD*ItSui2dAvHx`g1MWbXAquivb62WR==;vFXD>Bd(V{sW ztGeS@q{$=_ls`|rF!+qZ_xLW$(Xcdsec*Z~-{&`{%S`pp`q&RX9b~8-hwUSUbfm^P z{+KXZ@Mnsc6T(tTAJRSjhT;6QkK;Jb;kbH^A=!Z}`lsCaQ@IPuQ(=K~N?eAJEOt;Z z6#0Yhd2G*X5R?%kd*V(Xc1)v-)1><)p3HjIR@?T`Cyne_qbec#PYZ2aSA{1IbuaLJ z@*tNy0KZ3#ci{QxQ{Gw~SqT24h~ne-@(sxwrn0KQLt>k@8t@ks79WQhE7X0_O`;?T3?j!BbN>vx*s2!3m(z+u@}=c zKlF?Pvvg=!E)R#6Ky$aHmBBl=fd>UZTF2F_ZyUhs z&Ta`Ox3DOp+b9vV`J2(ChoAYCXLP}a<9Oh(-$7o@2(?A~y0fzI=q=IjdRJiZ{y4V) zD_yzCaeZ;H4?eqNeI#3}*%Q_aGri~IzFOwM-$xA1kUTJa_p^lW*BAc&7Tn=T%x?Le zNfurWHn(d)BP^)F3tQLW+Rzecf)(X(b&wdzV!r%og&rpx9TD2kW}VMuQMIG!bwj8W zOWIEr*H>4AxQU1g<-1S8bVsJyATS)H>!`U-iscGSzv&8lCcOwI2iawcWoRRU?v(JA zr^~UFW&NQik+f>$h# zI^+`YKDQBY2Pbk!_7l6l>k?S`z`-1Ss2_7ms00dWv1xXE-?G9Fty{bQ^E|kIzKI92O^;bvvQ17zW&d$yXn%BUd1kG4YiJ`OaHWW=VDSbZQ zu9l#wTns6)uFlRDfg-aNZFi@qcxcP@&DE-}4?8LInRm9R%cmc2jOEkncXNR$%|&el z_U$}3AIZqs<3b>WDpE+YYQ9)mCZSj~YJ8c3^epNW;nPXU9ld*{kJD#Y@8%j{Nj>)M zRoD0EwUPWlqf};z^n1x!LvaJJ8B4&KhqMtoE6e37E=>=J(iYI9>DYX$0TIL1#c5G9 zI$OIq+ZIXnPF*!-`deZ9^`C1;pXV}rX|~iEp2wEdb`m)^U$K`! z5Nok@&aq<~D4M`NVQF7%)W6UHIn}s>>%*FOy$7`#U7rIv*C*4EQR;yKG@Id^#RF#v zEGqz#^PY>zh`fdmtNv8RpJ@lMS$_z_kI)_pK;Y{I2 z{}`ag$N@`~?zl0r=R=W1*gtJCB$i^G&$XWMdC?tH++@3(`OR_U<-Gya)gunt@>P^# z@*)anarQmF)1kyG5@<8=(=zWX9$wCX zHd?mMwM}n;T(J`pa&+o34L^+oHu`x!g2Q;{0a6WyjYMaJ>vD+LX99{C|rLeJa{%T4iI_}4euSHZV@B^TO zoMZ3Y?2glM_17KRE8|ZuJ-_@^7jwgq=;OYDNHJ>zjo$k-Oj_I&x(TB>3eqNZi6<@O zi=e0Gm5oG~Wer4A9Xy(l4Ai`WCWyC>Xr3w32JP(=5Slc=nKdF|e_D%M{VN!p!8Z@Z z*&F%wv!#Amlybu}Uyt%aAANz@4b&tgNjZ^a)N220Yh zFOPpQ*MFLYo~P9}Aw&1`}NN}FMr`t4>-d?D(+*rKHb;6@?PJo8I z1o}C8Dx3E(Bs4t~Kp&l)qyUlAC(QeM;PBflE~n%-e=C6cM^T)jYw)whC1KT_&+Pa* z-B>FH`K$~SS+0=GNrBh?$R|X0+BQ!N#WSvXbBG|GPkPU%9ZXC$%tlCCEYFY2IqeShJ{$AS@MzaeH7cV;K zbx)2X&5PR!(>B3-p${K>C~j_Nu(J9&Fyi|7`YO@kazib0Ox3<8S7_kKZtMWW5G*@V zs{vO0Z0SD>DsRAJ@^L#$)a^E*E>tmrhHcFi0d4AkuG-H>N90K>BcEiMc`vu9=?3u@ zr=71a7jEyZa9!Ifw`oH0@c#_$V|c)+`(P6}(U$%|zTT-8-+r^u>?_t=`qE~;nbU(_ zHi=isK`S${Aiz_$n$X(+O6&B-pqjP*cDiWvW2l{BT>s75p)Zjs*1ijFMAk3F#IC32 zu9j6BwfvANlpT*oiVP-RM&hRBComeuDBFDV=tX*+R*su-IxH>G0j$pEzd$w#_>R}F zUv{{EVSGXu_114o5G4t}U>jFe zU$1s}O!qg&C&?D+aHk0vidtK^7>mBPgA-nmrGc0&Qz&i1@E_N(RlI@AN@WO?R}TBR z%zoYT;<`w#0rRZQ&epz+b(KU3dccG2n>r2VUMAQ_ztHpq`R}U-RPytchRrk~Djl1XFO=a|VfHt4F3=&*1eCAb z@UZzg$68sP&R7Da1wX<|!wIRrEuG)e8E(4Uhd+LFqL9ZCWy|I2wa#cK{+34Q+;&wm zu9dx7alR6SCq;fP_b~-~Ugre!e=eUBXm9sm`t-*SD-b(!J_Z}g3!x&gxm^My~i=F$L;*#-0IBA`b5Vq5*IY}cE`eVs!RTwAtGy(}yE zP`0yTwM2gc!c|(3oZqiSmCsy?(a#HB2w)R`Z9#ZPBu%R5-B(|!(>S{_!!BUzG^5#V zi@sQ?Qt02Sce-)WA>kwiR4~FuS;Q{{2^|lk5Cy~7Q9waUgF6;PY3j^9&h(AJU@E(C z{kCEx0s0BN9_{pvx(=k6&}-rQw9c?|n@zvtBHFKIOp0CRvGL8Hjgx_FLu^H=)vc zCw$7r_V`U72HvR*9yjj!C>$)m_D78QMNOG~=jz|gYU%xo<5_zZuS6!}1ZXa3zBwJ) zm@pU;0>^O$y)s$y^)^8CJgwgC|Lv8({W=Vd!aO?br9Z8Spi!Z?NnoS?#=~-Bv?EJ4 z+jo>wju-%?!H&ICD=jQIpd({3SGOOYA13A4G*$`jX&kCm&F1PCu1nns06EmqKg-TTu7$c+ zhC<;8Y55qcKYjQmXlbe3VVD7R2@RtFYV8O`2IJb-MXaDGAm4_Y7g+46iVM;Y{+irw zw1!>ZA6a#7H2yx_WSqhTgqvN^owM}lqJzC-20?+=_2n_4WjA@bk0*V1)Qe^X`WE8y znv?H-y(-l^0A{saON%sP+5-Vg%xiUkIHYjdPy2dmgIkzn1_!Gi>2no`fLb~-8cr@c ze4sZ|DplR!$1(b9sA_cdX9eDG4x>K`UV?qkeWT@QS>#C{wMA~XXVn9fbGBu9_vZV%%@}^1dQrTU{1{cv3wU!uz&NSWdw(31hmSGH#oo4m zX1CYIRDUW)E0!fyUR|vu&a!l$Wh19pczb8Ri#8Gj?J*b+{l^KfcD+JoN>c1LR8-os z9oD52L-g}11rFg;q`J}~RVmJhi~3e5OHqEplp%;A$q6Crm9n?LbY7Q_NG5XDpIV1& z!D_qDqeNRsL9Z4=nguQ8(Uq;-qVSo4BvFN$j3RLz|DUVWfQa2c-wl~4q+==CFiwC1 z#XqkSri~eWE~avIUVp8m>Ubnu3H)Px5*rK+v{>LixP=H02PFqF+FldVhj&$?;Va|1)8*i1*8I7nJZqLj6y0&^zj+?OVqF|0UR%sG9)meUc~j&4 z^6((z%fA4*VxN887i8uDEp9g@?nRKo$Eyo}Ou^gG_xVd9^Y1r#IMPK$ZAgRh)_v^$ z(7{6^cW`B8e2;^_!$e^mg(^FTPF>XH-m|W|AOSTOj~NS9u63tdRgb}EcfN9%Fs{E` zgfQ5|%T4XxcvybbIt9yi#R4A!k?=F)+M@`7?7iq!mdXs%$9!b`t;qv|`gJfdZg6!eS5Xg;Jb(vumwqPnZM`|{-5 z_$^|`ROSwhZ+VBC7gn!B)J*GqDzXCKE8P50ARwtR1@~fito};27wlf&00jTd*s*^Z zMI!O2lzV(L~IMUH484da51pg+k^OGEzQwI`sMEI0Ih}tE!k^PTe)XWPC{zGy zMszYK|DKntQY{z2zW>^GHQCE|J3(t(^H z6N4cgHlgJ&p{kvH93zv>&L>=U06E6NFzAd`GU4ZRVeH zLK+>c>u1Bnk^A1pv+7k{5i?rs)FCwWr@Ivq^}xhRTno?*b(_RalSiQV;^e>6rc$6c zjy~y*|6>$nkQ(=nk;>-IkhD0pm{EtSj=KoJj|bb z-s*zKSk4L<^S};ttlNphcr?F%%HQ&iB&hWj#lhzz=G!@nrJa@S=K$rVWnBk(Ho2Y4 z>BT{x^+!x!#*BAJwVy9;a_+*NHWOYEVXN9Cug;+RVZq{<0V>dWTcqEycE6Ky>2OE_ zyOw)O#E0*(8SpOly02z%QCA<;0TWbjAM=&Kev{b98t!2D4N~~gt9zHTPfOWr4t5zG)DdEW^3Ftwi~ZG6!pRV)0_1-;f)f6fYPi7naa}t!YBC(G z^hNHW^DU-MqnvoO()Sa58ydr^3mo5BEoCwPpar+CuGa3l=eQdwW}|DjEH+ zSu(d9YRiJ@7{@$w0i{^85eOL(Qfq5Db}rh!pSU4Q&VgYEwrxYPuHk0l`m?S73YY%2 z{5M=RTnFKk6Keu+sf|^@5F9dSU z9wF8zKeB_+q83bvFdcfEr5|SXvlO3q8 zvPGHiH;J;}sV$cq(ozPDy9)q~o2~_@%DRHXMATmudOj(ex@v-h`PhhlFFUV4$}#xB z7pQq`CQSd6bDz0!_?z6O0r8H_cOUZG+aAbEYw_K`_a_6*hRm0{g8>6UzJm^$X6A;7 zk{uXPS}z%v&n!=_{G8iTo%T0unA;5{RZ6zXkK1j_x>)=zFB1r@=4-02=iM+Kp!xMq zWwZ;|!VLq)a({HNkMZ}9`Ws6m2^A!U;|(_BphBzx{d|%>N`*kTU z<)3v6BLLQ-K+}0G_bjRL?FoDjRN2Y4RX4SO)vs=49b+L3xZQ1Yji0?9ftzfH_*lut zjX549HqGCAPYsJUP~-4$C1(9FT?Z)2iybGu_Cil5FxKgB`%nGd?FytPsY7d7iS?OG zTb*wYmE~&hV*JgY|NbHh?57S$ZTLN^}5 zga=aycfXCXXR5gZQnh1fadK)(3lMP!!yj@eb_&}F5~`e*qqXDmzvbo8NNkb4S^}dR zT850E-JGx<$iIYu&dgoYeg4ghkibv3pB#tU*-V$wIC37K(fQ1urfF zytfFDHMC~R!&w8R)+YdC-={_vA*QPKOm&z?T@8IK-9R9btP1Q zlzfW{mkO9t*0r@Y)8$-iCk$k_6l)zI{*Tct1&oe3qF{>G0 zUS6j7v5F_KD?Ff9{0Wac?79(#rHMpF)X-uke}}k?K(&qI)H=d5%XG%F)2UbW*el)9 z3sI}44S>IqIK0f%8rbo#zuYp0NFkP;rT$}&x=6cei{CCv)>$Ae{#BBr1T=N%Q)$-|N6`M-iGhsQ=U~g_B625j(0DM zs<%Jq4G|_K38mQ~d%FFk5XtpBe1u`NCO=&C@FdM673ufupC(?K_rmLL=+v1j`|6Jf z!Z>=FE#ia%FQMS%kU5m#ct}&*Zdx$#bgQU~rdLe((1s^B;B>?br#Pd`g@A5I(=WgN z>MSGg=%o3L;3Eb-M;6M%lT!f0#+GLiAY>lBsII~Mvv=2Dj1UY$01)bQd+3)SLZiTb=SF{=ccXR*lPF@@5|a7 z4I-IdY}o+h-Z^-wHBq49WJeCRtbscwsI`)}y{p+eZ z<+&K=oW0xH{X%7A1`0(7;z%o90zj*)vg`FT#y$eBl z`-ed?5)$H$g36OiwPnOcY(h+DeJ=}I+eiyq$MSK0r@5t_O4G4*{!oNwAZGyWHao7^7wHa>tt=WcRIjDS#!*193y8(| zKpfg`$|8`79m{nx@78OIS=(RUZy#HYfyaJFx?X{hkz9KD#Ka=&ku}# z8Eel6Z(F0XF*XC`I&Y>9Pk!n@-l|xJZ=B~_(u4aec2vs-=+F4j6$m=t!@Zw{t#!Q@ z=xkAkPCwt2ySj%4BdY-3eTkgw)CaRad0`6-YBdt;RLtiA6Pzo;0e0Gkf@V6kU8XA0 zJ-X0(+6lhRD&qC>)Q^5%3;@e3KMv&hAz#N;0Y4 zt7@mM`?sq{j-?RPEb7jR1?mau7Z*TkWC@Qa(EFA*!1-(_F+h2%W)?X5C9uYCW({); z(BLlPopu{JQ~s%;-tMe`e?f7tG%#C$X?(3^-Fu;aUPwvbzcg0T^ z$0UuP3$K5E*1=-|<5WieABAk(w(wW`F$1?jaeO}pr_)I@;e$u3fbDP%RaGf@7cbM# zW_mg1d>M&J@r{v`gFBBfW>u(h=|OGAC5Vs-mjZiwyHs0bv~u&}UT#ug1@CFeM;o`AsDzq2f%kjwu>rvOzyn+L9onK17iL`!G#CtHMp3Q8gH^w#%&X6|9QX6 zqD?8){;u@}jYOc_Et#k4bz@BRRZ@(#yC(cx)f90^J$H9Wf_#5;rLPbM&%R9v(`Bpg zb7$Dp>!mab!1NnhM%;MCzmu2lyfUge;Ma5XZcxfE0c|tQ$*4Zf9YJT@L+RSC$kb?{ zQrT`TEd?%p&xYMvdL&W*xmyAno5i4ICBo`l6Sj&)Fho|EwcHhK7b1@*F*Gz>vWhH^ zpB>rx$xa`^kf;}PS2fa{{5MQ*sT>-gfi#K#5Pf@uWy{!MBYBY$CW z)cInsExsWTa6#18mO_0;=RD3206+NR%n9U~S{1oh>}K{7ou`VAwxh@`pCn;F)sgRO zPf^3eB~x8fp*phv4xl4~iP{4@$d#HQR3BKi|Bk(JgW7|Zl)JXy)&v)G$JC;U>|2cJ z-MDvJojWk`c0#r@>E4eWZ<2?8={4}2At-koEifRs2ul0q!IRxay1a5GzwEpyFhJnRg6*KDtPyQe$)=!hqO>~!^*r#L*E@~z#Z7Kd%QBKfsFF0+JI ztx{6tKFAX7GsRWFMkdPVe!S?!v{VBV$oW(;7xkX6r-^p!F+g&!dP4RqF+OO~dECqx zl+Jr=L$ujioBjMa+(LpfEozQZ^I-$Wm z9hDx#9J0^WLo_n8Ag_28J0a)kqDqu!onJry5w(>*j)ykn5|C)bi5H9Hl<3;+Gh#3m z6%fcmW0|n?o#$45(Ct?eln>o-@uRJi&%)|`ZidFOoQj>A2of3oz>WX|rQES~Yrq#V zi=<)KZ19ibhA3qaa_C+|^tZ9|`IMFi-QxDK<(LXNqzCL`o!}}@w6k*pQY%&->?L>b zq?e} z(z!!j&6NCKs(b%L*JnZD;jWQ@pXr@`wjC8PwF*ga|NJrq4$)s86thBzH6`nj2u)?G zPW&q@z_by0;hViqrf8l5nhS=DIPxRP`6J%uwV^L#BfU29feDhi)|Uq9P@riuITLR^ zJ0X2pm{S9IA29P^qt0$Ut`k%a(1RQl$ZSH$3X^VsMZaH1XKXC9qpqS(Wj-)ybDvGW zD}|IT3NMkVExxaIQC9bL&ZZNu2QdgeQXdM7>YFuJDEg)^waabm9Wc` zvjxd;oMzo=YxXG4!bqT#GenMOow)B#pX%v!?6ncn>Z$dl%n<^vDg6Ry_A=LzXrV|4 z-*WhkEKDhL*=cBO{8j}LDKtP)YOPSTJjhG^`BQ+t?~ZTYsr^H%1*0giI`Z2eM<^Fz zmz$|4#0_)PWh!v-d{B4Nty#1`aQ>b>aEJc6f^2%8^U#KAD^S_wPyn}TSF-{*sJzL& zx-79z0k~2PTPJR_-J*ega#GU)TsnzfkF4ZLRfZn?v#?J9>URk59(hD;0tAuRwbD~S zxkF;U(wiHI68XXp!*P}OrSsLrN9rR!XO6x6kbU5v%Tkx^h-=3Du0__Pgk`b%ckj`r zjn8n_9?JSxEp@M)t|aES_QQs}#@G&QVf;8ExAHaa0`4$e@+p0Ubc!+H_2A)ZS1UvA z<;iio&2c30NYwcXw=B|Ccs-ZD=CVJABj>l}G`X0lZF*!P$Q3Zl=KYwT@6G3@87?ie z1?mQGo($Ae<7$e2qJGgTe+w5&tN;_s$HV0o<9!)EIHXi-<_f3sw^!$)W;R+MtUp-& zFfu+qcH%s*oQW=XvNqoNF=Ly^)KdAn^=-AmPzcG|c)r9|GdrlEetJ6$Yq_J0)SS;b zGCD|aK@MAZqyGunV17rU7%OVrb_wE$gJT6**eb^JuCXU~FxmR+3DVEoR=8@+y4 zRN9*7>pVmjcW^JhfeB|v^z+;@rdhIieQw*gGuU9GZ>s=ZwAhTnby&j^ujaTIET}h} zjXkUe0;heTXdPwV{)+IZSz3Z)iC-2b*S0xPyb)zP5)E<|MW7W?&CjA+ABca>t71bS zq{*rVcJQ?_U~ldVF@zcN!DEt(m!Rq3bZm%X%h!OID*fJ>%9{@#($`qf|JYzYPYbk~ zkBhz+W3a;-BD@1Wv6LZ}8JvjAQK__SR1qXZOiwFU0-iX9vCn2D-nw(LRDVN*g#KA+=7MIdn{jv3j0wv~KpB}Nv0kG_Ya!E{hI4Q1$6s^fjxp5*W2$&srH3m{RVy?E0l?Aoyv#}Hbkag?G z9wl6fqF)haCAN)x0W3OT1+aC;^5RWhjfI7Mb#_tX_4}PRw0D7esU7I+@EI#0ed7|K zghK)MJUnz2BbyEfmqUX;x(5Q1RvgXqA6xt@5r>s?wf5yYyB>fTecgma?+5^&Pcz>v z0%V4OTuUd6VZ#p@adgfD4gvYK7y6@5D=KaxdiIHqKca!GjM*S)3fL}Dan94lf=1h( zN#j*b+>%#wW8G4EdRb6CL+eE$a)ItZipO4cMn3hWigM9=pSu@)2s=Svg6qCotbz^=PzL1s=mw@)QxLELrdgX zG3EqE-}G1IR>S)&7|1xQq=&H#__C0n5~kV_-N9q#OT2dxHipreCTRb%nD=DWuV+>E zN51T^oz=0t$;Gi=!0ac2_0TB^@3?v~)b%oj5Ns$9->#Xk5BMro|#f8ngB1wzkw&ee<0y;>V_wL>xhqQXDG_&|aG*KRcb zf)0sZ!fnX%1&@g6A}XVum$LEjA?`(h6X~PnbZ_sr?F%-wfAQ3JqPD-uvs3WV9za?GU z`+9pLa;(aRXHI03>=7Lt?xtQa1{`8HqVSVj{gOBtha^<5q=fYf^f`;SAGVq8{}A%v z!a-?zjO^COqmI`lU=X*9G-aGPDlqsF6Dr?qoLr**8}MIQ*tF)d zBvN~lUcmb84r7PaU8^#fhQIFsEin%E7&JKYCC#e8Q~qXYlB<~hO(sW>ms26ouQoZ& zc+?RO#xUrMB2cYrcY|@+Z+n>+J{2T7G8xZO0nul{W*u^N6sM!z_&i#b%QcYmy?kJ% zMBOmrSAG*6|0#so+-;Z#Wbez5IID5#3WG?MRY}KCeE}$=h}JT75LJt;>c0S>;Qe^D z;mSeDOzAJ;t-3Iaq-R`QbGN*A7eggHYgUzM?~L((WgXQah2f`QqmPN>;x7PA2nvg~ z$*k?l!$w>JrxT5ZcOSA{g3s`w!hsZ5Zi~DlppeL(iF-kwwWWIl9(Lnh1f(!oNV$Y) zwO0NUxdY|N1mrTEjJapUbyFYX^+l5a=adjMfUGk$2_}O-?2PO zbycUAy!q?}qDA9JWarFydU>xp+60p(lu`)~M}yMyG~^qDUwKIWRCxvO&ueEc5%yp> zk?lP#V$8VJlGG5B&lOrW5ud8Hk%P0Tval0^ECz^vg?QIh_DN8?ardQ5R&UxYK%)0S zF6P^-q+_C*oeC#uxy`$>yh)O+9wiI+q-VYVw7!+G{5>OjfCB33g`0v4a_y*u8y}F; zj#L$VeVBcE6IQcMGVjHIg#Sw|={ak;sgU?tW|L zf5Ol7BlT{jQ2nQYN0X0*tY~+qD$TV?dL$V;;e~{R0@RLiD>))UVy{*`&U`}3 z3?{zoWZNR?Q_GRzhq*r&RNg;+fDkCHc%FeW!l6FJWXH>=BQS$`?&Ss%Oq-G*! z9~&RODv^D|g^foh6mq!AMD$*b1qAG~C}Ep(q&G*Mw^Tfa-MK&A-c&p1pGJN>;HTae zNJuEBN^2L#Y?@N&S3UChvLKwq1bHSt@5d`^SOCxj7`FpHxvQY@VVJmeef4UJ9~Blz zd{7kX94eP=Rf3$C!r%HLPcxq`h8jALj*fY&KF!XDgH5W3TdZ)v9^cVj2abFirSlt3LYSV7Z6i4S;gqldkM~D`QE>xbu${g%B)cFg~UnsNs^#15gw8FfKWZ zi(0YdxfOK{0LHS>qpyY=&_LBo`~|>4@=aCU)bwun1L5neJc%I|_~#(xrxif6zXb5B zQnbY+K-%p%d({NhXVuA{Wt!8Mt|VI$SJ8;}kJ)C-qscC;ju(Eui?(pKk)O}{{!AKy zzyXNO(pNSKhF4w=D}TN+THUz<=35Upt}*8kOdz>hofFh32)HDy+uqX+C_1aa+`EDz z^oI{0rt_970>Qzl^UWhRg4$@(8U7J5^$*2W%zrc(p|^6~sZ${HKtdGI-|TyGi9wyz zNLqj8AQV6Eoh)KHn#a90kH*TB)c62YeC!1^KFk`+Kd8yC+4r^BnXNth#(JD+yBy8h z#_ZyP=?X#^Ut}~!5u;^7Gc&VK4Iv+nJYqJUclEva^Q8RxsDPZ?1=(JFF-s6G8+9bh zI@x+>c7%{|^4zX5KfVx9z7#1h&~fS8a_)dSdLjhP7A7M3nwl{g)_Fp@3%uWi=@G@cT75!Y4JffaT$RJ`6E zv-i@uwicd@%P9alcjO`zv_ zh8x!Jm+H3<(HUJ?ho>XzH^-FC{TCXdWW)8;5}nR;AF|t+j3l#isX6TNo3gb9$H!BH z2xGO;Jfj~W&zhyqC2E_p}L;33ev599OsG#v{K4ZZUTs*&?n?Pkw>`G7t6FWztC#40-$U< zCnow^oLjYfa7{GV2Gb(GTE1<7m{`CaXho9``+#V^_axrWi)bLZ zwS&bRF5a#Dc7KV@-n)taN7+|~Rke0q%O*q-0Yzfdp(w2&9UGBUQa~CMK^p09ladfn z0ck}_Km?=_rMtUvQ__f}-&~&O)bpNmz2E!C3zg$xuXW!u#vEhJGS_$RQo*UohKsvn zGJpE0lV0Gu5J^0qb06h@pHwK%u6SvnfQhMYC_J!dCj>;qjext&l+f4=7e!aWy}dOV5;m_a-&0_@5OrIxx=q=+S1#{v z`>O>Kn*GYS!=>>mqxFpqn(~#cPMkM2$3>hMG#Ex5dStO}33RjLpl(Xtzk|fvOrmFB z<-S*4lX@XY^v1jKZEu<8w2y+lKVGDw6>Zi*_035oNy~n{J^QRK{>C|4PhU~X?WlUf z&w&_5-zxH@A58QQKT(n9oei&YPQW`p?f9q`>gtF3<%TpF85#0p-rEK{fVrG4-6$V( zVsj@JT7?l}kWbxN9ik9gVRayDNtT>^W~}v|`$zwmb**{8-g#fKWo@`TU5szVB@tsR zFx+G!zksez!Mv6B!;PgqQt)eDr_+-!G+MkAOz#5Iop zJO&1HoWcFC_Im6QJSk?UHld@MLPtj@W)Nw@v|j~pot~}>je^0@<&^#r9-lQLi}A{e zSyf6-ZDYK`_bsGTS2L10beE8-8l)IJL=P1+Jt+%f-`U(Z)ooWjyuyNs82+*2r#QoveKkNkNZI^Y`ce40^v&{C*#H zksW{DzAU4C;S1U0tJTW90WB>p@-H91EpTyRd~b5fR@H?g$5^!yBabtCC#Y_`zMijH50!%{Fwu+FbxjqoU5f%5@aRIJ z7t~T+R9HRd%6VAa9CThNFlBDTzEg%$XLsi7*QSNuwx4%*0aKp^`cPr^&GB~?yA=`u z7~Sbel8UjhXZFE=c#@7CO}#vbKoJ}p~m~9JUa7_5c3fnD;yNR_VB&e{&-8A6GcN$a{Wtb)!w_*6?kqhKOXA% zl~7R4+*M&t_3>o_(X?t3B;wsF3%RX^Q6uJBQ`W z(>`3^2Sy&>sY!Dd-h%4d@)-H@fa)S43E5*`|4#-q(=Oqq(?ihq-lV>G`#zgVPrFZP z*^o4eI4h-*SH3;YYXUpBo!QvayBiUPLf^KqBZKen>Pg%MF={M8IBo0Y!>7@V)eE1# zrKB*k7(W^=P1RAxo>UQ;XKg+QUFzv(N5lA%$%i!M8M27jNpGu1&ePP?G#5oWfX0yX zS*W7lp;!~4EscEk?9QMb@$E@|i=-&kd8k`RoQFDvM{88Y<)2(IK7*MAh#*QcOKb4T z3%+9=F_h?&y!50^}Z894c_l5t->V93*hO{K< zV?qBeLR@~g$w?A!f%TnMN?J|4pLe;wTOG+JB}21I$8V$r{>)-Y71Gh&<{v-kt~JX5 ztFi!8^eoPWF$VW=ab7ZWYt)xL7d&5_1-4aH=>c=UR)mn?0Ns$=Sb1B$7j(3BVOyYL zj305E4rOwEv|WySQT3Lr?8CV*C&P0IDxLsmac0E>!D8SA&-?7^sjGl~#Dlt+;;xL7 z;Fh-1?(TaQz!};&cxW0yT#=z zDn*A3SsA=WO_9LF*}DJk6-7bO@w97ZSY@WYPYQUXtFlS_DnDIw5+^vuHlOPvzb{D9 zN8ztk3@3A!gF0c@6i6mr@9(PEO<4A(NKuUY?Ad&TiO>u}(*9u8-`7NzNP<8=XuR5H zgt+rWlea6)I6MdOxiA#CnVJiX{Gz()1roT!Q41s{3zY|Buty0smcidF{fsIhB35Nz7iT+!>oEX+|Dajb?b4W z;W6_(ah~oZslcn)Q#tAx?#Ht((aI&2`Vo)|!w;IpAmV0(D`|P8K@~7CncL0=qo9SS z$UKkz547`_h897n7_a!x5H{bS#Zkcz3JS9BE%tQXUy>~az&+2TXz^4gvnZt6DEDiG zrc^}OD+cH7dL=7XeIY|=y;=O`#!5u$;4t+w<%FQraR5rR?AjAYAC4^Tn{CM?j|xc7 zb~6eY;(a{U`>-DiDXt3P&13r&>P)jtWpi1p zuNjijYd3e(uEn)Q#=oLxr-7fmn#I3h%Im3R3K|cch|y82Oyjp3{2{WOS6`~_2!!lk z+G@lR2k4lgwdf_&{v)_=5`9YdfqWK~m0QX_^Pu{>Wyq*LB38sE=m8{XngIDG8ZdC} zS5G(Z6A+sBW=216y*r2f2_>{beHa~!P2I-&x8dUAY)2^2VzA8O04~a1)s+cdM`M0j zV}xn?8h@B5^`K|l{!jsW?VdvU5~2(xqRSIC7ftHi#ym0%cEOfrI-^3hJxhx`bUQNB zg8}6Ja^7bhy$H=2A0V|yo3WF`4N6QrU?R?Knsj+XvzJ6g^<+cQn$e+&zlUJVC!%NM z!@~_{CzFpn7WKa!7f1DFv^rHNNy2;gF~RW0B@4!805TBW`t>Ylk>Xpr$Bv#h#Nb{) zL>m*wpP@o36iUIt~1}e+cq~SEc-V2h=d>irXlc07CO` zz}XAjlf9ii1Mu;u@8`L=xDXWD>1f@(#>LUjPao>tv8W15FY zcf?0$Q;*LuJc68%(fNDO+QOllq9d{uxkED*OOcv4VR9d1v^S1 z$_!4DpM%ZrInOXj_Jpimi$<jaWyH?TzTl*X zORS-#6%^LmoL0kD<}^QL8r@Zp?wmxG;Je(JDp&C#HjZZhddK6giJCz16`L}bZ=8!x z3mXU9<9dC)5cTJWK4i`A$SZHIj2m?Y;;fVtrqL=$p4a<{Le!nCe0(=r46{m)d}7B0 z64(`ZR4BjXZ*+T?^Ru(#5B)A_9Lm%mW9<@R$V6)D?@)PdRbL3bfgVyw7|uK1Vf@{_ zbHiWl)(FuF>PuJo39}82Zi>$D2Wt8e5R)QI`yrW-dXc+i@5b4lpL`zpk0*fN?+6YW zeI(&r4*n9iKv-Yf{XX&FHtNyAQRTd2W!%XgI{Nyw3x)Q|Jde+PDZ)576wEQB-W!x< zd*m98W$S-bPuY@5(=6+KS_KeOFM~+s$~iaxX<2lMU);sIg_Z2@%?cg(m3g)klnkvb z9rE~!>)%V4-R*gWq(92plSM|}P}(CSe5RPM;_6*s+d!#5p~di4=2m9ma%Yaj%M@Zf zQo`du_HVJgpSX|NKaNM~!gjms0l3~GbR2|t371i$a(97a2Wlu&7{0v@9!(IjNPrR} z3c`YJ`ExdhAs_yYVwkPyez2UiI4y#uU_Wm;Ug<4v)1F-bILJ#nfiRo#%F*@sxYOtc zX-d>${5%XdOrge4p~Noe2Xde9$0V9bQML>fG`*=Y+S>38rr>G``Y6!{`7Z;{J8vO; zIVD5teEId{uXhy{70a#JGo9!0htV_Di{uMe?!A%NePtP)vg4WKSWw})Eil%fGlX^X zI&PjfbL{lF=gYU>5;5|-g&xvnC1kt2>+ve(ICt!iA?$=4&O6D}18u%-(#JM9hI?a@ zlB1qB7?^D1*eo5Ny$5Q0uZ|+XHNcs6%fCL_*H*UX-g2j>0~>=dGV+5 z>ra351b<5lYc%Hwdtyq zI}bVZoF#a8-Yw+Ls*D~BBHu$HK{oXWu}BIcprnU(iGVtuJIDb&Ork`~Cy~w)x zE(QcbecEF0h~}LA?bCxXO1j?xCyoJPaoSq>dF#zWK-~o#gqu?UU8R2W<_!(biTK_H z&f=n5(JtSHOr4v)uVL;z>U=;%*(ADB&T=h=GXlE2Vbf8wkUFgEJ6wsmfh&V@CWm|) zo-SW~MkN>wV~NgautpZCtE+Pci*60Vw9C|>Q}@1FuQAkZ$2wFWL>NmtOVuKLle;~o zN2UOT%zPi5UMaa~|K16)mo`=al2m`vRPxg!|2su>t00Jr;HBm^&^mMIq?RnaVyV|0&2b`uP>3@XS~H zqK3psJBS9QzunjD{R|xj2dJ-HdTV8OZtx@(MU|JRj)Fh<0~ zj?Y_t3*yKPhYTddj+OZe5EQj2r>y!-X0POVvyf!&drv=$b`>b^&6+Jme2)O7X2%bF z#f|MU`l}H;=T3z!Zs1@05!FIT^R0E5CHk-fhsuka!c62_nvqu*SJ|T<(wspKx@B)%h8RfXh8y8u|EsL1Q4X zlo1ga#(*;ppY>Q>WQ{d;O@5EQZF3>(U0C6h$4yqe*NPQz#Sne}Iw<3*MT^UF>Xkm4 z*Fh>O#k*6zi1d6ykI@kh2@O~t(b+VbWwqo(5O zDf5^btMNswsIDW8;daz6Deviyk8hxUXaFPh#rQrRNz zjFN7Pcu6tE_|FMkh+q^pZaMwz3`%ObmR z`l6uh?Cd=EhK^MfI?v?uW3n)jlrmXB%SM@8pE_wIx3=gN+eSmTIn-j4z(ofC?C3?+ z50R0P*`4UskZzx|pEid5RE{dKkQSr-%W3;fI0!XLx%DcNB)@pvjr+7daXaK*tH#5V z6RH(l#oJNM`&}P=eT%H3prjP#TpM5F(8><~ zWmE@z%zn>%1mFDIc-#|S^5-8W4lNcHR`&Gtm}}5bI-g^!_YqrxYkX~yf-9vgFCF#} z#Mn48AL3`DIJ`j1P+-}ci9Q0FmA7jp3;x{XXh|QhUTL2{=n#baDoHYnMcRzv;V3R$ z8Nm)?<`j_%t+QmIRF2j}+O3iZ@Cm$mjnoY^e;2!jAHm-&UH`n0SB?CR5O)f`#(#uz z!R61^c`xe}TT}NE(FSzVtt_#YozrrjpTa7|3Fst9xRpcEdUVB+tq8wOWRbI;u4hyj zfxhc!M<_b{aEnJAg5C1VZZmUExQfV*CUiE_5spfcC0upnb|l%NI7*aDTR}9 zHeDw7sDZ}UQuEM&L-LI;2L4^AE+}@%xF%EP?WE*Y=g1xnB+)(dMlsmdz>4APMHJyx zog@p2Dp$30uXkZXWBbCXz>1&)?)kf-qh}U@1s6v)k!MmLc1tuzN|MHNqH7^AyK?d7 z)^x-O4<~0xnp;nEOl+*Et;zDp$2#tBGy>N5^kYzjpMx za)E`jf5vpvr(Z($S%~w5QO#rXSGB9{u&#xrG2By6dawFD z)b=);qeQK-sCpPbU97=lzlu7OjLSBVGm>acpOl=GfoVFpb-11RXyOE#Aw|j5(V}l` z=jRC*;s&@qUs0{1+ZQEk)bOUX8B=eJ3(*@KoUqxP>s*Kaw%HE{_mjX6uvfa@+O2)* zD$5V!44IM8FXxyRdjhhLgXrX&ab5_@|k>{>IXN)?hblg3QyuTcEY%KjRL2TTtaj#>H8^ zTmecYpLm+sn~@=`h@@qL>O=w@%!zpC+B&u`x%dKf@h zLT>)DS1B^iOi?F!=ZhM5Ryq~xB1ibkPTj8Ig6TL)mGCwkaZpS;^y%Dvvi!*=8XyKv z5SLYK&P!vc_*mW~=C>|9jy6HNZ6RZUdx;5KAApZh-;kk}8j^GZ3f|KdN&OaG59(%T zXO)8^82mlRI{KZ|)FLeOG>K-ER6Opfx}IY_TjWQe-SLI=L-*mqo++ROvW)TlM!pr_ zEvEB*wx?KyK3bgplc6=Gous$oUtn76YA<%>;X{m)f3Eo6H8Fz?HAg2g*e)lJ$6p;V zc-d9tZkA&)lvL3`uy`(z+&>b=AUXE0Xi~K&j@E*konk22@j028(yTby-49VtcWdA$ zYK9rH4V!1+*G{6hm!IDs^*c5+2DHyi2Tf@HE3U^kE?u_h`rN#5yMUXxbdvSU`t2tL1-xZ- z{pgJD{C@T}X*^PSj6Vhs2Ynp3Pc&B~z3_O4szwAu$QUU%CeZaDZ^2d9B65?EV2_!} z4}(jH=gMW*Yge*#cv}jWUpb1frwWthQ**?xreC~~24^&V4-q(vE|;*}dC(lo!-ffb z5N`O`GCDG_ChN6IqOEhOVHiZYVHZ&_taWX`6zzI+u3dl5D^>o(i>`TtxTv#%su(3A zXMQFrIWLblb2`lBK<%4Yv?ueu5&L=tgrRpb8t7V8tQ;KIU}uosP#FASGR9)sB1Ky$Tfe{(xuV3G<0^T6}Uo#+JuF3 z67uUlFtplp)tQ;#MXfP~_mu|TaayKf2z-*PHg}~B5K;N>--hoFW?i=G(|&br^K>$b z-(0l@Aq1go^#chee?U0nOl*@1BxppK_ed?_9v|Pa!+Z*r&za=-d~bV2@Z0T-?Q7kr zlO)T7@9S?JE2xk2Yr6$mzVUULHn(B9wo~O8`Z|YVS%~7WQ zm&zZriAUH$Dz0Z4hM7P-v6hys2lGuH<>;~p5{)31N532pfn@aLW5Q!6*BlTX461b; zqx*q)|0aky7nmAHTL3Cn;J#s&)qV6S$sO0(K#I`$HV8m70Yu#42x&vJ7~2}hwo>)8 z@)t=60C#yH0MhlR`coeQzoQvC7KVD$ZxkJ)Yg6L$CtoQ?akJasXtNMi-l$jiBN&w` zG^+AZe$F#@?dp8S)v02UYs4*ZC@& zf<#Qk#YwHJ65c)FZ?(i)e9!=fhBBU4*Yc`;!R!HLdcjET9ItXI#tSN%4IIeKaX|^*TaZX_sr85(}-)0sS*GATEv`B z=N^GggXLtIDVvZ#Mx1DFM}y37q<)3{h=IQFFnfyP8_lt)TR+kxQ*i;K^@OAfouRGH~&olrF?q*$el; zz66aE-jE2`~N~L8!81#uTu#V03NR!SA2i& zq3dhKJ7jW7-;a#Cj&mi5x}J=!Fl>XkdL2>b>q(umbd@J&Rx155rrbrhEgyPg0+5tg z5Z3D>3RKG@Xv`ge*Vp0PHvykE1fTKO*kG|wsi2_1vgfVng@rF|fFWNV(ucVc8CAOM zYhIE|moD8IDX~9g86owJ{S*@>aJl*`|2(CAK2?$wuAGp9ZJllLA-%ZA<1zFN51<{P zZ@A8Lpnzj^zQwuM)}7Z}>Iq;&`;Bj3dk^T5k7)KXoD-4eEzvH#p`LD3>as%T=--?o zZo44I*oXJ>PEka5ZCGqV^B6IK?UTb5pX|`Y!_Q@YDnkrDDQNh92*uKs7hT&OZY8 ztMbq`&`YU@Zliul2f&XboR~&HD03fR@Y59&-#}XN3~J!)S|MmoqGt+|C_X!Ei1~x!lKUV8}#_m24yZEmz_=T)jT(x z&_7_lJDUF<&QA)_TyRiONZcYp0KRvPf#yotio^~$($i^1y?V8L-q)mM>72YjLI2|~ z6K95a*cw|05_(h&@kk%@_;;1lzRf=GdO0J&&owyp;DR&IEXTV(1qDnnly`jlv2ZKG z#Y3UMX?}b>`t$=p{q_7qxDV1&3bkE)4{)T=<>~1~1ZP$i`tqjJ-RljBhl1Vg%E8x( z>5;asE_&UIIdN&M!n0xW9pI0^-zW)pNAJ!6Bz^}7RxzW`fdV%xT+GJL$ac(Mo1){v znwEl5m548OsQc9egOO6_EX{6O6<(Z!!}*${427WZ6@LY;07dJOf5F|V`cI!A;x_(i zy*6CnSx+HP`k2PQ@OA5*p8PlRx*pvn)TePlwlsI#yc!>nt(0LF%YSx9_8&qW4jpw1 z!DJK8<*o{jIz?qIlT%VQgKKCg(YVt^H}7RzM9rN#j<85eh})7(s$hhyA6ntTR1xm^ zCFo2q$%`>NU^#Ctd`UTeBVN`a4+!z=Aog^p4^JyE*LRX@gFld=jhDJ$SH31oE$U+3 zfKOmHV>48EQIz&({Yyc+Wj8TpTqYsgYEypzQRL3ju!o1GDo4T^``faN;fd3wJTj)x zkO;jUNYod^NLwgGJlnnYNozVPD9@d_wc}Da`wN4ztGdLqWXOPqqT-?AUabnb(JA{& z;>_tU3CLI3-pGH?I2Ji*V~qQq`QppIon%!7T!F|Idl!S?Q#xNU}p6sO~@3msH(kA z&>we|*iVNXX>eJOL^f{y)-OQWb2#x+m!&Q&woQEZN&rTm@J^96i%D1_XX_>1&tKfA z@W4IrsUHDVpA~>kAgs_Yb($PHBC7SzY=-JC-rifWn}~f#j5;mCs|jX)w8Z@@D%o!*Zq+{2*)?Yj zfS954>gj{ip5K@9mt+BfM6Mh=2S=!|a`EhiNANn4;dbOpT|sR_&0(-;c~`nP-)`Q! zXu}-O zCGvWhvisvBS+T7?f$OM%7mKi!L~OyQ5rSp1Ru*Fw#&jJbi&5XSJ5KWqA$V8)cx&)rs8S}2RCnp#r^nrrO((Q5iUV%^I1ixRXh3QYxj2d+?mZoAS!k$vaP)dM% z_xYIykT;x1)5iTtW0){Zy4HT!Re3{j=P-`vPIsxMy5aIIR@?2-6jszN{2|vRcJHGk zu@pJO4_dDgz{Rgt#9$c?ciMe*69mEl$ZrNpB>5#0wtwLW zr&Yw5pl+>%Br<&Z*y!W|BDJ-Br7@>=7R@^aw7OF~F8ur3RX@2rw+SeZ4awsHg|z1} z#|;TuZnagf-j1T$x^MpWb z;k61EOscBsyMe04FW`^ynM+8^sY|_eTCu72s7fBY(OwD9+plsLhzB%TADjvq(G<;U zG!b>b9yBP{lg+9lviZ%1PjC=k>mj~ZSIVAoAm7$;@ZOuifVxzrLFpw->DZFL9@4DL%?tnDNd3-G{8f$R^Qby%sx58D(x1!l zTjuA7bqXJW_s&YsL)HHVSR3E#s44~&3@Hf_C%qy=E+~zj-!U~EY`XTkjwPwA@c?9+ z5r{t%VR)YXbe+e_KJa^H;9OLgPed$OK#vo~W7*c$mTM@ZKh~dc{c@&z2Hhnqk`Y_d zn4#H}odG3AI$+RjP$%2sO{p-d&e^UR-%3(v7Yhmwf7X?D(po_cSg*B4C+4!UGj8-P z;&NS!!=vmL8CDx!lu!j#+I`rQeo!N`G8!89m79dXoRFM0e7)=T+li^ERlgZP$x8e> z7*1ejNDdROwVIz*P|Bv<@Emuu?#oDQ-*nWKPJ=d4&^oCLlHQ0~KMX)kU--hrDF%yP zJm$TO_zXj#Up^1i4hLjuPBhZ}ZF)&Fv@|s2Eq#Jx5>WOq=9;>Cq$xccTMT&T6H#(I zsoyUri`QnMvUcXk@mIw^dlaYBqPBEjX=3}@z6zHd+@l5nx_$k7x=aX;- zVMKhEtKuzxyE%1vyXkYXNOf?lyp9J(SHHq<h7d`tFLs=GT-30-mlMJwX;B0NUxq=9`g;A9MuoHTz))iZx^;^qXpU zCR}o~_V?|X@|W+I0BtIRLuA^MyjNmETGco+~}Taj>fU}tSP$G(gU#)JPK$d9Aa-v2!Oe8}!}49h_m|A-3+ag` zP7&TG`FvOFmB|_puhU$|4+d72KZKpPH852sefVo0EWf$3leVKgTC>OGe{YQb=z)LT zQBqF;;U8CE@6$hknPfW z(0V16xhsJwKH$J&opeG*9`k1rGhGdja*PJ$$+=HQD=;EG+)u$C%|2}~RgR>Sk@!it zQ~vc7eDem_`tTepNM=|YLgsG{Ec9=VqgT~lET%Xg-wiCA>{0%Bc2CCI+IR_Wqd`x1 zy+X9ld}sgQZ6y^^jOlNm;&X)Ga-9&Ekh<@ED>hx9X>@>Dx2(9IvAuo%^+X8+m!$zR zb#>QAfOwu^q_X$DlRzQYql(w`zl z-V#Z`+c|DS>;g4IU?nBcmbYM{#r}Rl_z%I#{}_P${Z0IO9pMwGC;3yCYZ7PNXncSZ zgTFO8TL)0-JHoj*$D7yZY(vn0KG!5(Q&ZCnI8jG~*N0LVSm_AE3bt7&Hyvmhne;`Go!W>! z(8(y?yfiQ2K1P}lbT6_9oICyc z8??^D+N^odhI9_YfIEb4&Z)R0GV+vyib^bG0<@^jLcs2;ng@x%|B5_GCnB_5*`0s| z8vS%hXq_$w*HB0S6c7%`ixl~G8V9{FYmrQbHwFD=)%ccnQ2B|DaD8}zYEqSW`{_ly z6eGBUS`x)CbO~O{%ig`~t1?m~Bm7(FKBbgYP|&4q{w~Omg0(j{}_V_8Rt;o@JU;6uzBFFDPrMslPYkQ&{-VNu1=fjFJxKx(+24RXJugO~rgoCW5*Y%f;9|DbvYZdm$ z=oYS^`9CXk^^YKvYJm6OskLB<4vW!V2~nixCw|?=wO83ScXJ{S50NDw&vC`UCYZHH zY#O%X%>I&vu9+W+TDWlevSypao;6ZDWisT(?m-2C^a7QJLtV1aDYF83+SwB>R|cq6 z<3Dr@YxW1GGX8gIW6vHQ8+-FzB6drpP(GKEos%;gzI{Zs*miVkbMUVAKgZh%t?Gm5 zT3fv|S`_{9xm*{ITRSXI#cu0=re74*oGp4*wHYbtRJ$1;HmEiW;vWB!(}Xj#CFmRW z_YzDVJX&n=YP{?kJr-Malij-}L8G>CGI;&AAd=;Z7S6w|F*f@>Z9mSf2HbT9v8%N2 z#-y;wg^?5Ybi6Z?WJyZ)sVh1@l;?<5o}N-8HZC!)2?!@zwR(CRicAM+vHB#e_tt%&@Qg!~LOpOYHAU7wpEhj>XVQ9OGW7#A8MC0S z5JbIxxDXDsKkUqNlQ6ObS7don=$EGCCXIw{nVwQA{XlxeXPSRPCT$+$IeYM>ruME}DrlYoFKNMMm(>BFi-h9OAzDAOfys#{KSw(!7@&79ICDPDMTedR zVE$eDJ;aI_Sz#qC+?RL;EGdzVKqd2@Lomw?*)9UA|6_tTqX5#+?Sa1igCeY?2%H=7 zkxoPW1~;{gEFg`@s#+I+oA=BZTi~!DT>-gS&rQd||6T`+(LWA4dTsbm6tGs8&GUx~ z!5JH@j)I1#!kV2|#tgt#bg_gM|Ido-uU|1%f&zeayxs0fNG{AdknKNIl(!LzG_t_5 zenjT82U*#2PrB%q^L*D?rdN~%PyAj~gFdG9q#k`YQO+YUAaIu$Q{IHJS7-PpY6BRy z^)1}?rPXqQvO)^UE>KC5xC86wBA(*L_m60EDMl)>n$#H;MT*3CX2$UW1^N-JG{hPn z{Uq=EB02WEtR{@#-}rs@3@#kx!o%vOJDC9b_326VuDH54S&x-JTVzWOkxTn7sl-LI2)sQhzD{*nxy zOBYSX41C#Y&k~2H3bHBSV$3IAB6gVt+Uk)BB==*!2>bs-vi@6>^VjR%(E!t)j)qsf zrB+-?!CnYp`w>8=&{3kxmTM5yvx$0YsVguVxO{Um@$hryKBBNd`43S100$>JXI0mU z>nbX)8m}+j?Zan4cgRpK4=4exF6_k-;?mP^dbzW;raKLYKz#4#C+@EZh8M-LAGC5m zVN7#amKk<$ST55W7*goRW4j+2#RJ z^}AJqL2O{2LB|6uNTQSnygu-mV{{B=UPVUU#&gc_eg%5L0>3tfg|J}6x$n(NnTQ$j zlEY$7F}k*Yf=f#QyYVk|>AyVNCoHOti~XOe1zAE({2}`_fVJ;=a0Unm)K;-gY~y+- z9l;{UJZcf_T~rZd0!?`p@g2vzo5ABX^u*mC5`BjngIpNxJOJnI*=6@E^QhV8!L{Bw zQasZ=;XA@hN?9310%CO-#$s6l@bluR56Z7T6^K02XIN$H*LS<2p}}aXfaAHPsmn8$ ze^Y8sKc~4H_>l((<20p$@iM=tok?p%bGNs&p^RHv)guy(v{F!1ytHuQjH>2F)L+BJ-)N=(^cSb(7=`U0Hp!n>s$SV{M)(VHVTkGrP!)9@ zFuU}Ek|{;Bf&s)L%oG*(K7#0?F2Hj1?KR3M$BT|v)5yb2{Cl%*Hp8ATy3l(7S%j_E zOMgY!1F-kh#PhszAoD=(fQ&5LLEi$T(7BW|LEwL%a{Sp>Yze)`EetNp5B=D8h8>Ce zj+3pgMn=`=iz(e|C`S}TbsLT5qquF#6i*QarpR2c_;sU>o#zF34#4#6a$uAo-bRnH z5%H(s)oUP2Rof|OZ`v7Q-y;Co4#+z>k>Pw=c1!JJtzMd-&b?jt&FGtk5r|wDKgZTj~9=gnrAivX?W%tzqV)hQy zy=6CfH0dn#53z{pSQjW-(6i9vS&8KyCV@n(m%#y+XZ_O?|K~qrM3h~mSQXydJ+&m@ zaUnLG)Ww;p!otD@kYqvf_SC*RnDd&VVo2Qb<8;b93(Ge>t|=*<8NHPUn6E4;!Kf)O z3rlJyJ8IAI~W0V*gluh~ab<3&KZLtXt|N z{|Oy<_)doAkh|-YDC>OTe6GU)rvZrG?4Ux63_9*9^)lXg;mQu;0EbX&WDfZ9+Z=zv zILJzdF;E8SfFcB05_E;@ip!-K?e?q3kWg^!=GKy}@2)2GlaXQ)f^&9lbN9Tt$XRXBS*AT4G@y9+k?2?|K$< z#z)a}W+3nm+g*0b4r6D7eM+AbFpNC)z0Z#~l^Y1nt0;>PJjL)P-30!`s{L$@NsKGI z%}hQg?cr5fsm#KKPH`_;hu`UQ9R6u(X@NE9!T`v#a5?PmAcR%3Rkqx80aNz^$ig0F!jG2M97r5Y333BBou7D1d9X+5?PfdsyQthXu zIeaWPLyFDG)${$G4^%^(cKl%<%sa0@2XYSa4p@ul1|u56y5z(U&igKrl@k0y)_`cG zgK1F;4(aAj59XaA8*xX{E6~g#^ZjcQhd)dPt0bLx`3(FdjH{1Oi+dCzC}xRWFAuS- zy2V;mR;A%+8q~sFgao&>il7cQd&DC0x=If1^_f$r;$-XkkofEN51O9nnSQ0N>S`@# zOYhy6j!^`}=sP-gg5j!)55VBXW-;sphn_L2ZhoxotN%qudgv6aZkfxc4EaE3#+l`9+iK z8~4#~Ec`8xI=^aK;LGZF{5&`~7-OTks9rHjOt}Pvj;|McjYQ+zbi`wWGB;H6pCcQ1S!SOnW4U^6kQx)>0u+;g6HIne2v(TD83@;hLvDWrzJk zH&UM(lsa8R$z8Q#^0Joj+&qqBhYvW#RoqYzSH9HR2fn%@#GUJZk@)^wTtGjn28{=& zAb$thoHKptF}&aB*36VbllM$H&$F!`hAI(Izu)uhQ>v`zSA*Lft2LfbC} z?NQjv-Y>WjS6{gHXrD0aqvHaDxy!@i-AAa1>5`=OCRm9XB;qGdC|5UtBc;05^F_sE zM$!<&3AOb%0&ms2D?f>=&%dYMX9}`k+mDu*@2RAzp|%tg75nXHPP&Dc8NkDTeX(#M z-LDMqR5*{rs$rceXCR;XY622q-`ukNt#T)O|hLQN`W zK>oA#U!Ou<;JM)NKvm=GEx(5|J!tRq=i8%mZ+4MiyZ3rClG8sRwo%3g%7dBUY zOdJ2FMaQoXd5?qFZcMB>1%WHmUia;1o47x!RYauDPlEhGvF&#{SQqJsZeXcV!ZvPm8j~ zvLQi<+yNFXIeVmk*yQp3A_Wdh97qrlVqlbR7? zMP)Hm_%`*@T8vKp)x&z*UO0NR3yMOc$tv^(I8VVPY-{QzQPGfp5{|9lXSjN+T0 z=iKOPP24x}dl(Sl^;SMJuh);K2?QBGE~V-0aq4+9o&MWr@bmNbM>>h)L_}Ofr1yIw zAO2t71!m+pX%drdqAme~n(}8?LtQ!RTD6yus*DT_0lLFxTrW36=0tSFHtny(F98ND zXIkD+e*4Su9k{x*nzK&U|H-WB7>ifUM~M9uRm3xonh)sZ>9KRz5SWvC?uzo_=e*D{Cz`u1-=p3ajURAR0*7+#O1u( z+uCA)`}A4ug~j=FPr*mH1DhGbnyyB=H%6W<0B*RPCbH2nMGB4dePFzV z`Sps9v$fuDSyWLbTRYgEzM)_rfwzB_Y2&8kd{&-e#|`nsxIM0GFXcfQF-o3(;&11z zV-9~AI?s4N~MRh|%`ZYIx##-qA7|~u#f`a`8m7thvfDKXR?yvqYXYmMXjbnA1 zB5zF;oC%PNs`?ZK#GZ$U1-bpm6f6*81m;#)vy6IDTG~}*aG#LVbOJ)&E8yG8nU0uA zK$C%R_S7{r?vw=qHiS4wq(fa()Lhc2t*w0?mY+RMO+h=|22YZ(rf^^ZkrLY8WH?{~92bz3k!5Mrg0}I9GS#c{rw{XczM+DGOF9t0E>aeQ<|a=D#2Y8q_MZ6D zQv{v(YdHE};wFX`xvM7=H69{G3jeceut25b8S1a32Pa)X@9%r86fHk4zS~YO_YJTZ zktPNOGn++NX7voZvB6wfTsHH(V8Fwb)zt&aD&#JVf(8m%At3ib1q8Sys$*(QmstD| zA@?HPtEqcBKBdv%qqCRj}Z& z3-KODZ2J&E9oDI+AX9-ClD?JsxcWJqYTg+&M-YtWW({?r33yWgrlj`G#3WbW#s{>N zqVxd-&LwalXk&?PPJE#>LM(tJ^@~KX&Ub6V=tTR3+mK|)81FZHgcx)mxGWlwoi1=k z`c?7k7n8i&*7Tq`KV|%-Ml?q;PTs7ayO+fNzdCY8MHIj>5y&RReV$Qkj|btUsNoOG96d-men_#pNKJFsL6D6%-n4^gx^q6ZN3w!`xzU z<5tkpim|r>izzVqFzD*)O6if#l&P+)2IdR5hZRhwufOD1K*9%dC=ZU)e$_9wO+eOn zAs!1toI55i#OxPgpvgdTuU%sTp@|{@G*F$aJjNC#;L?R|UnUNSh={lq-P*SXcN;la zGa%*o5MAZ*8pOxVu*pLGfOH#a4u%oBe$j?jyS9ebf!fUW!G*W7XZIYp<-z6Csm6By z(eX0sgso1>Yypmn(6kTM^Vy6a|BKB-dyLcx_Qgj|6{(W%pD?$A4zYum*TQT0k zb8vK=1vn;RwmG&L)D9tW^uhc)UJ~*Z>IEX{gACMlJRvtq>!!d<+n%ZbAYw1yeL;>LHEoBY>p!zw8)$1hhCBjx-(7SelU zNmA0x4Ck&>C=&FzwLSc|9E=Hw+x&Ds{^icmo5|dg9Q>&P>I1T z3xPqN&#wbchZKzKuy~}FuqP=vy3Bczg6|-eg|O$1ANRmdAl;t_724LIwf+ZZ-~B#IKrv7&NOY}Jc8DKv)Wt7AZ5E~;A5E!E0v(Km;+W9@K z_~@C|b(8z{dk>@Z)(|aXJ=$%}-82)kqYA{_te`df{r>*S3O(ejdj~)sHk#JjIPvuV z|H2|q__2O9gZr5tKTIu=7i>PcaAGP(*XO}x90S6|rnWxv>m-J4Mm5aqOQYz8gb1`f%M`iCP&_bM}K!#Fn6 zO|5#knotu5y^cC+ee`Ze*d9BF{+6VE^33t7%{jU<-=m+l5;y*Ol>hz_|M%=i$gc(U zKY!odFdrHepwtfCN`j5;KHvGEyT6gD`ZgmY9D&(E4|fOnGodN%PNzVk2&ZNS=9IDH zhu@1qJWQ*g`RpJO15|*Pc;OoaB=oe7=MZQTOdiz>pCXr;Q5{h&+|(qG`N(dj(~ua+ zex}A)?~4R+-Ynw}>GZ(zn4Es`&hqo%KenK@jVJeidmI0qqW&Lg-yM(j-v1vVBQ2}Q zNZF)>L{>@Gh0JUsTe7oPsgzA+<+Arh_8u)I*<3ai*&|%`#qaew=hQj(d7Q`hzVF}t z-?`82a9y9z`~7;q-p|)_u;d{0CvN_j>*~h9@plAgbc8gX(y!D#GXk?;eU~21-x7*R z>{w162_r;yCHTPWzL6_rlXP5iNt?6T*palp&BkcF&)`o8D+{q{vW)A|Kmrb z%m{67GsQBeGssENc_GP0&x-`MpN!LI<(kANUUJIt0?*fH*85UM6Zcv&5>gzMbnBV4}$bSy62-qzjyJ-j+&P z8HRrQK|@p%(mJMcXqRzi)69P4PIk28HvTc_$q;@)`84at>FKrYE6V@HIrn>E^53&q zR301WY~Bl#EUvEPzoP8OaU}9c>%ODmr-uR_`4JFb7NOA~8b8uluTRb$;F#?vExq}e z)RAgo`$#y$sVm0_&q#eptSu5NuHM@$J7~*pAU=FSy!b+OQnQUw{5%Ge8*GVX$Z}Ym?ZH&Uoz#!jex$YcuR3SH-Az0mu76T2iWO zjWQT7qQ7;xy?xl`ssXomBJHWQtE|Jjx6OM{3qWZH$|Ns1xBWd?|U)vp` zW(BFn6Nt(%Ml=4abqgHLcM!`M1EoHGLuGh%k&}!W2`qG>s-ETDr>Pje(|p_=l@vy|5C31{JCgVxP!61&B%F8gxKOJGbEfky#n}J zAHpq#HoCN@duh3)Vo9uA3I-*%&{>Xzu}{>4PJIm+0t4V9V2O}OdU~!I`Crz~r(#zs zZ1Y}l8j-;R1xZ+Yt!St~YCj-1PrJ*YkCJINnn7F@FW`Y-{{a~scmfg64!VL@f~LS0 z0qJnc4{)4=qcsEDr@&IBJt zpYpa2)brFEb-v5~U((P1UhJa{{Z5RfU(9@enFtssHb}(tiip5QI2@Sq?6I>JG9D>| z;Br@!1e&gR_8J)c4(s{XRaW+|76X$}4=i8!463>jz()_zgNr{ZU)|v0Zi<2=jZ53O z0$)3e1P9s6#A*u9sj_l%iulThI=4GMmZx((vM$;Mp5JY-4Z!fh)M&fIX#+0TB^ul` zmTAVPQe{JmfYt3T2`%|6c&x6%z-Vpw#%+>mI0+DnGMk`~BLgz9C-%D0PAA?9VSj1( zNy)uen=6x^l04d&gS_gC4`bJxK=3mFlb=2=rj>>$bMStNj*$`w+eewLRs4NbB|)Bm z{#m}RrQPEtf97KuHD6X9+S$jj*|sc^X${xv^<70w9{&Ew{#;4_{-4exaEPo@Fn6dQ z;b|n^b~@$>#o>TLux{uFk+Lnco`v~k1I@yH#(@D0!=0U9QC`UGbRIkq%E19hc=G38NN4BVd!DU`m z)xe@^ndT$Eky*&=HD2WC8V?F0$<56z-rDl$+Pe@|&18?C`oV!THH=*0c?L%-x3)Bn z2C#NJ7jJ3g>qLuX_HGQGdU_|Do8f}HqZ!?yzn_x77v%r60{Pz~N>REHoGGgy&63if zscmo@2pW&>bzAfcz4C(hTU-F8sBFG$@V!Kb{)7sIi*H}rS$czt8b*jR)!<)d2M&Wt zLTA42A-KSx>!6(l@T$Y^o#{XNh#g_0bsf&OAu}Vq>zrTw-S(&yI+7@E1qe4Uo?bk6 zB_(G-ZQ5AhCWnTT*Q=k*hL0TQ_nt}Ec2J=+NFm`~66E|mVMwQ;`YZ}w*9 zL#9CzIkU_ur7xO7!})c|t-3jCCPlu_GKEH5?-6G{IeE)FudOgSsprk!|JLT9)1b}a z3xG}PL)gf1dcg#MTVjx-15mY$-<*a zb9vT^eSPN{bTm<@7jyqC^!xQI|J|zdXC;N}FKHI_iLeHkT+RdM;HkzIL6rhW~WK z{`1d?O2OI5=%*Z0Njx(g66MR#tGt7q|F@e87{(MlgY$~Sf;C11#K(1}sCN9(p}6RJdp zH3BKh|8A-N{ObSsbLdCNW@J5kZIb^Ss5aXVAU^fN@LbzBKe2rSV@@kL2_3Rvba0^w zF$Pn0|M&}|Kt80a`?$KL(lv^-@Z5l$xP@Lz-1Nr5j%JihOHwZ5z-VUWfb9L6I|tR7 z-2bNDR#DmvJ+s_%J+-4=sS4A~n5&WOe z>)#d#1s<5+c6zAmk@_PDAUy-a)p0?wZ%;4e<>WXfy$3Z_ zDloLBJ^#T!;6h2sJI`L1Y;&7z>ktjg6h7Tu)d!hvHaEkhdu{NztG7A+Ht76sy9H_$ zw4+5CUEBRgv70QmECC=a=q~Fwk3V$B?n{p^w8{rHqQd^S&+4C+L@+NrKi2)~Ue5ji z!#oh3f;-}&n1Z1TcJTSiI%F9pY`+8MXaD*0=SwRQzg`v`0pACvKw%JdbU)WPp~3;( zn^BeuP(HQpu-@9$|J=S?hZ?r+dpm>;Hfd)4Ngez5jnvP#^DhsWnjJpl>m89QQbKZ> zBkV|KxJi+w%u9%}yrdxptO9E8KgG-b3N&)P`A>&dgUoEkO#=?em6hBq67?|7lhLc0 zS7pH3FIeGa!^o}AZvWHc_|N|xS_aw4M+JNC(~(l4O;SUIi=df)$Y0Xpq?{xnt^qPV z5Z(UmbDa(AUM(vVwy}NeEZ5rNGA%`s|M)UFs+_GgT8{2w&FHz=j(XpOcWSi%Q#VRF z&IJ$b@)wc3dxT)1`BA5WP|!J}1S}1LL=z!VKB)OR`_C&mT8%i8GWWDlZKaS&b}zD1 z^^+_Go*cJ1b=2uDiBM5hX*0W0LS%8R*+15^|9H)TvpgK&g00=h)L3Gbbh%@iV?F2k zUR_$zPzwTGnH~y-YGuDDEd0IYDxxm_?e`*|4VRlI6!WxuC&=ur9Qh>$dqr4j>M@7f zj|g44s@HOZwUckEJR?3|(nLR$w)lTML=@QIv8l~0N(b3yE#{)}Ih_eY86k7h+U&?&nA zXKcDe``~v@_Oml|9hYJ3t zknK(mV{g9h2$TJn?sMlU39vyu zpeRvkO-6e2d*!%e(GR@;w@0LU3l6L3;|VhX#2&aAnuIS=wKyCud0A5}?p(@4Pt6l1`|=c^bml7>p6^ay#gp{Q|KmeK znkeEi2g@BoP<EWQ z+ikIxT(Kq3;=IU1B&FVLWgGU|k3UMVWB>KCfBjd#p7nq7Afu7tbb4_{MmQnRLq5ei z0e9lJeMn3}d*Axb@px6@znnuC{ChP-MXsn{P16!e`wDAnK&|)LE}amYu3jqBu^06@ zd?u+6!-{8|mjwP-j3NvcRrBO4G+PoWSm|Y%s-gQ(y*4-F`gl^Ban+ov-4(;ZSS+|v70BU+QZ{CVnX6Cv#}hg{?DuWKWzu} zX++U+bf)_R=Q(J58t?#FBzitT%HG}nM@F>Y%Q5P@wiuJ==H*e`a66dU;&n^a;;Rk{1$kAGtoEHBZ`sY?Gg zJ{x>S%fBBICr~tlP*y;4Qoaex$M>RcNjjI}DWLGBmuu7Dal)@llRQ)_?otuAU z;`E;{_Aydj2?e_|_Y1y_rO%D)dUuWg!oogE@%UW3mb8x!FX?apZGQA$ZB1Z?Dj`D& zvdCLssg8qLXb7{UgoZzmsB@7F)#T-8rWuHy6cP=KR8bK9$;mG8$KR8BKz@cn>$D9Sx z^6xy>@MU*O5vp^|YB}|Ix7VVtUFpZpKPN-}%R%&iymfzpV_96OW$n~N5;T2a!Z1Hz zQ-EJxMDKwhuMZjjR|C|W4~MC=&L{IxupTf)+@DGx=sUQBt6%xTaP@Q4wiW5mgY`(J zl#@Y;u^##3LU!HD4;#Msvd4X14lNE}_n$4v&Ji*(eXm?1L*ua8+i3FF0&O6NE-UNx zS+5?w)OJ()Np6Mx-L1m?$d^DD5d$=F8{%GZ;*Sy6XP_-iRr6bZgCl*eQ<2}r{1UKB z^R9<6wc;_1(15SSkM6uL9rRfWWWHHoSevlj?=MwJ+5!reJ9V4pqu&oQUG58&*s>h; zw*BP@puo2TsBJ%jnShC25wI>`??t6|QV49MgLio!1bI%DKe79HZb-eO(D&J#=xuKw z^JE%@jC8v|O5vs9CfUCpg^yI=0QsS#ruLLDibJIg9Q6AjP3LON7H}yB0nxOt>HtG# z-z-y6?ydl0iW-80JX-gY9%cE_{F>OKi^&lv!`V9Iqp(egv&`M^?`NE$XJr*UbA@D( z9D^^et&Okh&ytUl7;N|nfT6z6NOYUgg~fG!GqMO1Zb{E@CirpsCozce5A?WcrhVVmh&2E|68F+o;kGI?Yg%H8v#esPa4i*Km zTFl-c_^PF;88|7O=&`>m{Z6|F1$c+(5UwKuDp(|p@HdfK+ zFw5209VMUAG%{NBWQ94%%5dvn7ge*S)VHtHUIMoCqRy5d1N*JhzYGiv6rxHX!FLqA zQfWnfx1W;JevcE$^qS#Vz!n&7U)|W_Ae?cM1pHwh@SHb9zgLD#zg*wap{?9Rj)p^j zU9~_?3r0|)cM{Ht^SKi&dbomB8TWqbHjS8ug^^ zY>)AkE63$cqH%a0)1NfW=yboWd_Vzx`v5pGop~M{DM)$`Ig3)K=ORF`|)}_SYy(Vre z)_y}aI?%txoJ)c9TMiL?!p^%Q0<8ckfm_0fsw{9je&e$}I2zQd^1k_q2oS30VJ4=Z z`3i_vWiZMtC{CpOSrA}TMHe>!BhME6&K0NFL2TEho9A-VZ@81z`lgBxJRGn}EE zNdMa#I*XX)mX4P6?$!SYvF{7>Sxqf1`|;3yU5eyZ_Ibb`NPjIbJL6!Q-ycarU@=gT5O z!^Bn~Hqsc>Nmk?1Th>irlR5XqXy?`tD&Qhur>|AkYWAr#UEXv@#7Vq;>mnIxIRzbmrsLFe=$OE&$O{P|dpYKGfpQ0oqvbS^ScvYg^G@6uBp4d|EzQp_3 z^9H?f)|4|JE{q{PhsQ;&!NL%Bk@)7H+m4gjAH=o86o+(;jEo{>x%S=H(&=g=VX!@7 z#kRCYsZot&G_J)<;Ohw!3;_;L+WiaxWk?G?l|zVhvt!K}4pnEOub<94-o z;E#Q)A>o(bpLIr6YW+HlEQ5|FoC<%O_}dpvA_bHL=$IctCHGjJlz=bT9fC!-zh4G1 z#@qqP4gW<6;W(j-7m z-~A;`aF+G|-lKRrQA_=aj?Kx&6P=~(dU||4eDyR1RPKiHRm!flW-0)vme^eURhkYG zQFDF)9fO;)0CyleiEwgy`a6a*U!Q*z;%evTAN=D%w-AzBI>VNY8K*|1@OqVwx8-M2 zBA03IQnDJ^*WzqJbIdy$)FnXVNIJDEAJ~nLTmv(t-|tEOPaBY41saS}=wHl*X>jGV zPgr9L{FsuUpb`nIQZbfVVj*N8AIyb&As%jY2V@Xye^h?|)>G)Z9z<%tZU!U*?a_H# zeQiI91Q%3_tpm>Y8dqS=&n1Y|2GvUFjI)NCFrP|bymqlXHB_`2`X|lyOW>^b7AQvb z?vkMEEQe8WT=PqyJwoq1f@Dkul2A6Es7OvuZiExt9M1L<=mxRK7`&ivD+dqdONi1r z>@*mBQN$n-=1f z4%hrPU4@S-?F zr;}gf(dbsH{}3CTlQ;EorhO6kxLEhpovrNr{8AtV-5eO>mcfB)DBZA-RGX>n*EB8h z8oJWeJx$$8Zp-%-ZFabd09G?y`|c+Wk*ix9GJ0O~S$A@a9HKJDoybrAT+eLBMBuEN z?;veFLG9%PTr!;2589_W za?NZGd(7rv<4bx?LDhas2NwIY;&8aV4AuepPHesS_a@zj>@p0f>o_iZZQLC+i$Zy= zzxp-m__+;45baea`)wK&Iwz<3Y}FL282mT$a58Y|igVwTKEB#@lq*864`IyN@AJLh zt@3-#LDoz*aij~+Y0dud;OODR%KXo9IbCpX3u!+BI)^#{3Z{anhU{+tM9`hH8sJ-5 zAZKx_Fy}^qmir(qX1gbRWglWC#ooMrK=FG`A^i#_scQib%qPFtLph}<1od+%(60O4 zi}JD-(o7Bzz9O9}-UF1N1YpE>YA=mWA?o+il9G-2TY7ZIVE1EP5ObE%2WNtPbHF_A z;ErvN&z}g7R1-Ppy#QJVZY_m$HCH%8=yLBhhe(e>Zim~mlrcski@VFeU2~=!33Y96 zjAm}7gA8WF&YXcTQF*N5TWB%(yKlV2!f7y8ofz`hjeev6j7VKz)_FsRu@ELRI~bVaeK4KIhSh07hd_lSp5 zX|2R3_4+%_lM{b*8B$LP0eo`>{qs1l16V8m)@hfpD%M$bXWcOLJ3#E71q=#s+5S)x z;MR`r_L}`F0wgATe_+Q9f+3y3NJyFssWYKJGRH9lyDyj4G$=1j_r?eYp(n!j(_u-x z-*2-S9Oitq0W#4Y*W&yrGQ`%V&LVB>;JbrIzUosw`)XF@_kYq>`F zoUA~+D9v$>pPMvM2K_lQB=>5PqLZSiug%n){|W8VjJ$mA`qy6%wuW0O_B|qalke&A zK>z38iB3XnUB^$B#9PfHRS+0rH>4X+2;9EyvyL)iuoOB+%+u3gMu{5v+5r6o}eyPmcGkVwO^$M@mnbv;Xfy1WGqm6wY3KlD$5 zep}-BPS7ix0qZVr6mzqza$yBAk%hz5jn_q0&V&#G;~Z(*``HDkT z7-wNXOqFx+Cyw%~4OPv8Wk^mlz7a`rkY4b^or*6cUCs9sPf;?8cJJ;?N)FQ1Ej?(x zE1K}@wtqwyN@03wY03T8(Qs>u#EaVRgJhy~^y(%iJcp|CbFA`#uCc@za$j-|qc!AZ^H?p*cgw@0%W% z;oj5wai#8nOy5)-bs8)5pnIfj5v7sD`hg#4(19@~Jev{e^MCHFN}{!4H={263nTI> zqvcP`u7jWehU)~=%I7+uH@;wZiWD_8hDzEhTS3Sxdf52)#g$28X=mr+gF)hAT4$ds zQ@nosH;Bvm1w1Lyr!Rvkjv@xTJ3HA0hIGBFp4t4zFNwLWK1LZ5; zM?V{ke_X+8xWcum&Hx8zHt(7v*YAPM{utgd-AYY%q;s4T1iZu*`pb=Hxr50zijkhx&Gss5FNQx3@lcEh?`cY=%OYPp%zhE`MITBz%`eMwbcWkLi5`uqycAPn z)^?ID?WY%j%M%;7h56}yhaJ+T`D*j`rfxXUT)*_k%RZ9YP``&?Z0HnBE{4v_-@Whg zA0KCe?;McO;{~lE?N38epX=!S16wbc>D%IFdg`v7xDtC}sg~yX?*7MbkXr!y30YQH z4}VX0cb~G@{Py7y~eGMkdcOMKd2Pt2|x%x_pUjPPO-U8NFRdkx+guOG$rQ zC~vLf<%7N7I~G-8LgafJ>v8iLTaJA!{GDa%f0lPF?)d8N_TnIjM~~#TKqktJo*}GZ zJ6J=j!%gp7ImYN^Fc%PJuh=M=lkA_{iqwp3uJFyF)@vbO4?W8qvxEolTdccOFG+L% z`47)J!9TD#v@J1{&xXlp8P}8=L|=OULmP36w3|9rwOIxR4uH?_+b_kD2;l)KC_&h& zr{lipSs-{mlz)VUAzH7$EFS*r;FRK^eRK?+oc@{jgo-|qjhtY7X*xv<4^ntyTx{g~ z`cRp9)q#AF+LBHb`H^;eBUM+gvZm4627A*4763b6r3%Y3Kri5b`7cRHXxP9E0Pj_kXcUD042U341p|w=vN4Yc%7?P z1EGz0!CrC*8fvItit2mD$?~_Y8_G!TfKymIVo_aiwp5yDadoEW6T&1$SfD83{_7MvB{m@6!qQp@~cJo%~0;2@7CnuT2W!wK-y^c`aT&#v*-tdlm&5FVv~%+y-u^Buq;NnBA#{G zKKKs~Fdr#KSkA!J`+|2~H8q;5{O(j^$bg8&l)@gqw18P+2F*d-J=?-Yl8p8D2#=Hc zW@V~6cg!-AVyX5bBiIqHGZ~3Ln<>WH=oB0fe>u@U61q0ij9Y{t6<45nW){5ZB48|z z)Y3sZ&f>D~>yu5)zP1pYTC&(^wDFp*1{<-cEbJ;ufMs#?&In<+h+%EhPD(+I<4w?znbCi#-)rX>~5Ra*#k`t4De#E9RUR zQ?_Xhst++s49zB~OBQU=eG63?V@2uLW zwo6Rfx(?3wgZ$!w6CB>5Q*qal*p}N%gKbyw`99CPw(Tu^^HxXl7Qc2&rcW+MvMEa7 zy>5)gN$9P*7c|Kw@ohmk&6%(p7QVOc`ur?TQglZ-!|X$9jWV?N@A_E9K0|8zuJMv1!876qo)y7#l1Ivx9n)@Dbm9VIueBv|s?qw2+(P z0m}~;*p?5?72bJ(XQ&?Zb1=mYH`2l-;}{|HS>4+!BU^p6z7?Y4ej=f66=xgY%Rjrx zawDdYQuZLALzJZ^46FPO^NdD`BwGjAC{_8e&IsWYqC<B!t`C)4+l- zw)Sx`z05ITtM)cHVQu4va{Y~FsCZq~JdyG|Sig(o=fC@aMAb&GJIxt`PbprX z+}Z|Isss#8-!Xx_Q1xY;bMjWG=nNYVnGNF>6-{R1%2;;`sGh{Nu1`x?mI zX}Txzg{E%l>*@)QOYBb#^{` z+MYen3)Z-ouDf=wfbx}h zDL5-Lb#KeFWt2Hfemv~Eah0DX+-Tc(IV$O16z|U3gW(MMlW_cM8m}$Fv}yz-WlEP^ zt#7?1hCt|e#nB&la93L!rgKTfoX1^Sc+PEiq_S07`Z@x<#7dOo0}{-VGD*hGF?*}x z*4dFHHPsT6-9bk98Ev+`nqZFwdM}KPp#cNWy;zcrS)t=>R_#^nSOm8p!P)4q3wq2? z33W?UYGrG^1iINML*cN5Z{OamxDM4Za#YoK>~`G(fpcv(nY>99yDX%XzNuSH=Xa0l zRS+LD!UjV*FJ4dm=xh?%;@sv4vlLAwblJJdYcDaU(PVGQ6;da?FuQS>)Yq}kQvEP4 zf*qDS8$WLQ+TA$hLmoOthnBWeFRWqS89P9HQ9UX`$hDn+x=IdzDkh^BVOA63#}5OUasd&wHcpPWoL=Rvu%`0R5*g07ge@Fv>5 zed3fbyTw-`F{L#37eFoXV=L4}oJn|kOSP>4F7ntF?)Paw5SA*%p)oAG!OG^a{WSds z+`HF(1W$=zp|Ukhz@l!N+00JTHgsp}#^3s`FZfYwop*+(BW=4PD!_J%sh!_yd5Yh6 zQ?cFv$zb0G$Lc#XqaA0yoRe={?w;HLa94bF<)TvMjb%>D{H^j;4{g;$wfwU39=kwQ z8j9;+9(sB#ZImO&3TIW!eOTcM1^+Izs`FEEpf8+!knk!wg7GqF;^cc zby!x-|x_XR0p= zKRxU2f6`WO!Sno~?_u7y3(1-W(r7-$%j1C$cxsby2XL?QGs4c}7r42wEJCPdZmedZ zV7P1`_BDI{Ga5GEZAY3Hg4&(q=e0NEsN)lY4ARnOV7v(c@$;3Pj`96Z2x`Dmj&vPVt zDx%oiE0}!i8;9t}oWa-3GdJg&)f1*SAb@a}78lgH2mNUBA*>WXrJQ=bLv$K}30U$b zYLCL?=k#{7cHOawrG^@h8Uu4t)xd;hol+%#TKx%x`7v7}zvu*OI{l)QAlCENS|fd7 z=EoKfB|)j*MmMg{`u2L8zaT2Ji!8j>U#u4)_f`*?+1E-Jke}?57z<`kteQ(1kg;Rf zR6LEA-t!@#Ulncl^g6l!kx=6Yeyemz)KJ#jGTYCO}`u+!B>uX=jFSxnsQk&hTqFqR)U8_r=iWS)E z*td*$p9+pu^vQq6G-0&RA!mbnQj2UWsZ|FVMy#5j3vg#xMXE?AiQK zeYyU)iZ$5S56@n~J~Y`+VMgZx0Ia!v@M?L$MJs`nh5gGX#tNF9nUkAjB&&S1;uU^u z^$@ubpWA-JynDnwpbB%_IdKKFPyH0<))E)JnszYnPMbuY@IOXs=@`m>bXFo_cHx+x z`n5*Fs@@xtF9?Gz33Caze)!Cq_e^GC$Y`SZ#H_xi5H^?9UuYCLyxM9ri2wczB6Zv6PccbRKg$Z%RUQENuOGe&DiH-=B%Am3F5|? zg}Kh@)XAT%YVC5Dt$c51l+=6=a`$SOiGx+8bnu*y6!qn$&k8d2^4~tNr|wBTHv5}G z#;jrSMMW7O5HM!#cj3F7;3mZw)p~s9zFX`g_+>X*UHQid&(8AqVic^BHtBkrX&2`7 zSxW}h;xR?Qb-^h8?i|2@%Y<_ zIb^vSqKUoDr;81wGrJ#p!!(6hSf?!)?RT*M0A1%pD&dAl5}B)&8H-Xhs_dM`>aN@R zzO!Oiy=kW{K>Teuib^K9yu2x4u%fjrZz5?=O?^#Tawl@jCpZF0kXsa$_dl`96lEW2 zk>QKN?vN9u%{m!0MQ?k$)lIhin$iJ`q0X}R@O4ZL_x?vgv>Li?nR z#&W0(5~-_Vv12HFFDjp;p^W)aszA3ihBIj9KBIuyBLvmj&W|Y-ylV+m=HUD{uc#yr zCj4p!3!h09weEfLFBK@=PCa!3_?$g<+0M2>JD(J&@7h*(y~-)OA3`tOn^Wy(Qy&X= zZMcuN%dBe~=~~*iZHg?T%avPRXKRKxEZ@ehwa;C&Th4f6*Tp9rx1}KJ*<2d;U@Nj) zQYKhMiYip_kz7=IaAL{p);8Z=r)@ZjZsjWMPbsB;%s!SgSE04lZf#DlblmlvvIIvO zfnVG?50KUmf*;j<0LjjTy6^Yn`GsjT%>(P7&DS2_^ZkQ#=dA$D7@4^&9Y`nCh>|8E z&sGV0La2}>kv}!0Gr~+$aiuW~=1_8-4d;jp+tI7gt>s#_@rggw^r@rbyD*v6q~0ct z>eg-`sh94Lt=U=7C)7=r4-6O5VH2D7u5I5(87KFZ-WW4>Bqo8nVhFe;($C2gSJMO> z*-#1{@>d`=Iom}jTdo)H9|ygInrc9Ux?mc58mDlnjh^7uKHVxHd7xTy@! zkSqILEN?v{ygXGa=U-8h!cXS!NYh?gNjP1}9v^K}ZAC|TtX+mJza8VlkuOo;V1CAz zVEFJRv1NE7W~DUe&MA4Us82Q+cxHTjXTZfJ7pLXWDkOjL`D1o#CNK{%EY!v?D9M}3 zw*g<}gTH>@!SVc_GMv6fQj}46H~JgJaAutVaj^@r6KBaz%MXuHb(V23vS)oZ_Bz&4 zC}IQPkrf~CWbKYr>C=adii_D7o6Wu}4G!-0;-545iXYlKlm>v|yj#kAU6Vi(y;k>{~gKMvZ!36{>t{fDI?sK56n4rIH`L#k+bKuZQjBSn_&n0cYB2%1c(oV z5%a5c?HSQ46f{%U@mdDSNkzrtk|NB%#)do;Kz8Sm+%i}l5|VNq{}3^vqWbXZowaVA zY=Rn@ud^vCw8}rp>cQ;o8r2K;AEKLqNq$h~PTrlO)p8)515gvltgB4cs zZ*NfF2B@Ey^h^}r+N!D3{I@V`9(1YTQGa9qO9j4Wxmtn)u41UdxVV|I7MeOYuoLvR zKucSuGbx?uLz9nY`v)N87OO~?^HDP$4VO{8yjq>sY;m^tAa^rfYmQ5>r?;0@NaSjU z_srp*GknDN+k=}c1ES4BpUjq%;4E2h=}*J_aW#O=va`;p)9)rFeJBrC#r=RC>#zFh z9JPmp#&iO0zbWX7D^6GuS`JC`uHMWY65%McUMklr>3XY~e@k{|hfvqR2?9t~v;-t1_yO$VPc zZ>{Bly{GodV7;F~j&iGD?`HHs*`qkW&Cpau>=eb}^z0j#g_oXVyEY%V*jlt)$3x`@`)|~GUc#}+vs(U|zSl-zoj`+!bD}k&n zOS70nXJ$RhjS!JD-M457KJ}zQFhHuBs8-m>B)+tpy3I=L z(wk;W?ALC#rgjD=5pX>b~Co_B>r8I6zGz)|e z^SPh4_dF;ow-l&FUY+bhSQNx^YT+K8RfHawza7k|zeAa1cf_kj zwW*=}X@1k*x3H0}5me-08HcEzKXYgQ`_RW)LSRpYW+hh3ruE!OE+=hO zjR<23aV7Jru#6Gk{Ge}RW#w{vntJeh2tCa`Ci=o`dF!-$L?u@uNwjD#SUGO2*R9v4 zkXU>uF$y#)4M-Rz_lvzev89(gZACMtc8GSnD`}V7=5El_e3GPXRB)&mY>he~qO`)} zs%uH2+0@(5B_u7}I(G2HBgj8}V@7S!Df1}_KWEV@9s8g=o!~QId^J`9BH1>imJ?dq zohuhd(>^l7_gxd$Z=~e*#yJw7c0}2B-seQ|wq8V7dC8b^!Ehsg&1FW)_zmwG(e#Tr-Q`;#hFQ!vpVNND-cgB3!Y^CcBb=NBydL6*UR>-p zP!HpCE&iLD=eLT4bao-RI{RMrr?b^9K7cP!^NCy~kxQ~evUBlZl|-=l+A~ zi2_+G+EW!bOUnblR}nu%F6#v_vAJ-}@FKbaO`f1CNABsR>i6Ir?f@gRvyVyhouuoH zNAZ!gc0>2Rh2ULXri5{JGv4*lqvbABWZF^_2q(nedsZ)F(Lw$Tku&P-g@6n9S6KhF z!Gj5F*0e`v%ZXpK2e|D?U8fMdj!4f1Y>H(XQHD`Wd83_Tj1iaH+@l|tT|T^OwRvRL z!uw${dG2A#_#;!!gl!U=p?pR&k_4GuiM$-$=|sOp>k46mA z?FqY}UH*)=Wh}A>lF@8lvo`2ObQ!VyTyoQpnu2$o7@}>;xrq3_&m*kX-gK#)Z%twA zS{FLb$mgGhNC#_sp%u3gcaHAhIQpHO9!v?L#S1}*RYDl;O7#%8Hbd;#Bh?6eV9!8Z z&Cr+orRAflG$&zxtI_?je7MS`7;J4kc}A_@JqLG-d$~ugs@aJ@Da`u-^`=(y{cEKL z5MF1_fnEEWmIQ@plgOGCn?ujU^VL2ZwY*mQzCx2;Nd5v3vY3mHmG7WF|DuSk+3NY9CF) z8=<4tpz&VUnx%&@0BC#~Ryv&&1B(RPFDS7DBKAVUKXm-<7r8IV~ zl?Vv9Vpg84zlX`reg*SOvHg70rE!Zhb0!BOKFPYnhnuW<5kL|#JGAOfecchI4^$QH z{`$5ZnAIEa>VoAXwG!G(|stT1C=5nZSPDO3l*L)KrrV9G|t?XnFP48-&~{@Q8Ex+M;te**V~0kF~ly1(M}yieBy3SsJmT6m=WF0}(R zkt6Cbg}0r|&e^jm{w#cfn5S1rH)BuT`%IihPF<9~Jf2;5Q{2|*#g;C3PEP9Ov7@Ra z_OA|f;B;Q3ZFd(=1NR-L)p;n&2s;GY?GR}4K6>)4Pj@wmDPc#*S2yAR?+1I9DbM<@ zIxie^v!S=No;*Ywu-kYgI!6)x<|Wb)R4>Q8jK)3B{4KJ7n)|vF>G&?`!tg3 zUfLkC;B5OF*ygG-tdo*=4LLWOf$&m?oL^Nb8?_{N4}KUlES|5b*B-rJ7vJq^;wq`M zy&SMxuv{!T`lRP!RNG2#!TgM=Mp6idx!b51ka+h3GH=)HMft@+M=}O#)FO6^_Xb+c z`#HUE_9)8EGHLbrG<`$NYHhv*M@oicr3FHZtYx|A<6Y@9ndUmX?IND(lApS6i_4$I zp%-;s5|i8LaGKNN!M{Z9P)03|kd9LIpJ;vN^ar2nH_n=W(Gk$`k`9LkY3NPWNT1Nw zt1_)G^(*Q$%6S`s$e+zui4@0w5G$R;sgnRnS$S;!67%2z3hif@E7n)gZwVLqZr-^X zgexYadKg{ty;CFeV+H-WBZ6a6R4)V{ErCswt`$8^5iP2)S7mz@u9{u(WKwKrP}GIK`D1gfu7SDf++g5 z>$iGbNcuJyGanCP^_@Z%_bn^=P{xTu6I3HD;ecAu=%?>aAxMDkq55K>P_v9sep)*E zD80x${ZgJN^;={3wT0mRGToMPhBB^`WnnIj%#(g7_wgspV>|lQG=jF@u&^oa>ZdKE z;M51XTORw*O#&Gxzd5G=`DT8jK6#nrnEwHfz-ocPVqcqpRKs=pr5OcL4%Dq4nQ{dM z`j*U?w?*0+-DA`IUSB9&0Vj8-qQ#XPbvnrxTti`c_VH+|Nf3`CHX#N&SM0DhvrjLy zl6r+{N$c6ZdXNYygCk?^+Kq9fDMf;QTgVY5+QvaC)wRz>4SS@0J9LzYM7+QV(k|`M zwi;ylS~JfDMQ$t>C!VrGMMj zX$hQ36P2wT3;4K$;j`X)Nr$UKJMSMsyP@C?VIuOXDrB2Qu-rLUt zVcy_ukj@ghwR6gw9d5#6_XyN_R9+-f^YSMFa)8d1f9fNT-)B;gx)WLuZ8!62X;!QQ z=8Ojz#|`QaXveT8~5hM2O!-Fy1*K;L4peG|| z`}7Adtf%`les*5m4YBunL!mHLwbm;hLx|7uhMBIcvCE7Fc$3Cc_(-Zr(VzqmQ6)%^ za%3fGkJjGbtV>BxpXlKxkqW|7V&6>4FR5+C52WEFP7SO#H)LS^8Kv zCQ&+^@2tynvhNAGLu&I_@5F`ccrTnpip@AO8FX}VE_g0}R5I%b?#;wXY&_Y*n0A?j z)9cGYK27HKUF&|B^&ZEA?Mukq!jL6?Zso&HKALmpi3rfTSr5Edl?>au(t}Oil_kDO z8o#r(K`kOT%CN;I&Y^(!eqKlQGUCvc>^i4fquYcHTc!M-gWw-LR$HEa^L#3+7piRXS#b#mx0o~+QRGV+kL8oz`CudaCsQVu!Hs6pyZ&tIIr%#tVV!Q| zRo_XAE2LgHe*8(b`>mNIeOo+q{d!4)=pWjW-ze5-0pd=hJPw8(ZIu&!kMRb{hI#x_89;cH+_eYYj$YJ#=)s zU2)NSt>mLQWP@d8|N9|8WW`zA9&={lq+7m2#gTvYSbrp%A&E3w7_&YPU&qz|O!!6H8 z1(=&1uG@oP-zmzwqL3Gt*m$CwowBog(D9)Z{ zF=_ezPXsG;_kRzFBq^dXz5NO;3UCySP0;~L8yXSu(bdZ^9+ckSF0@Z^zZcFU$_mPM zqkgW+0mcGv`tiKRuhLw_gpni(59Q;GF_TfFel_|8hOeVlUN#?T_Y8m8<|Dtzb|Z?N zyF$ygOKPPs*H<>byn8b+;J9UvCS^ca+$w$8vSIT2E3|YuW=rU8S&CFHV(N{Y8gbkQ0!&5CiPNsy!3HUL)S#B@0!%4)0}vtFd#-(ww8$-Ys-pUbmj zL{&!JA{DrRt3-%dh$!&*MrFc$%46*+^E$9Iu9+1Zo~?i{JL{3z870w$XHPGc9? zEXOSKShhchVQR~F6Y8Vqtt+LoxxR`j|N&2Cfibf;09W*mvjAAOo7+C*-UlcTdG@7uNU%-8KX0Y z)~0>by&p)+dz;2B<@>#yd3bP!;Zt;~{0n5ZHhI~-$WzHLpn0bH!L2j(v&J}^8C_L; zZQRs6c`JHt>Lhjel~K=%$mWj=iY=|V#w1lE5;Iw;ydd6TjWiRSl!GTV=5W)gXR6SMj>V|tAut2dDlxwU{d58U~tHs;dMS@j$5_=_$U;MPIXfLi35 zi8>_q%7~{d$#uZW6?76W0!~y#vcK8`p_23bLi@ZlUIkP4PMD38%XfBLNV{Qw>D5M??)4Oj@`%&dW$(m|yrB{Np5WB_W2Bhc zS(>2WbzRwM?VBn4SDA8I&?=XI++R0L_Ib()dqj!&a);+LLaw>`yGVeG;(h~a25SxY0-rdt7a{WKId;%^lropANZP_>szYOCYMqtOI3mQyv<1S5pwP$ zw*^dIELW?&L`Yx^UYY*a9L`YYeH0o~=DB2}d6x3)Cyv`BAtb1Uda$lW1&Xc6ldC3^ zeWORGG-}--sUYgf^bggoyf*K~hGOS)4$sQ9t)EA*m-TzMReD!H#rJ0rSm++TN!6t< z&r`*WcF+Gu)tSdbz5ef?VW<(QETu>#J1Jxf zqp0lrzLu;**0JwWCrMJsmXUp#A{QknOxbt8`+a_&^ZA_bKj(2CXL)p- zX72lbU9anUUJr4q=R^3GImWS6R2*NHl2*^%$05~lt%e!PN;G>1qtl~vz-`#Z1myN| zaw*dkPW4)f7+Ea^69S&5bCO|38LYB59ph_@CUK>fJ@W9uzQ9*7gf|xwg)8-&~1T;<+flQ(xNZOl@=~tcZVFMW^%yG&lRpI7jKjvk+>CYLB+7 zNq*Gih*djEzj6n#LH5>$c1^ZU9rMl(i;w{>IdjetTGCz2BbeE2stpg>lYZhN9Byt> z#k0m6KLNI)A+;Jx7l7C{TU%1@W?-F&Yix}^UQo#Xv*(=0fz#By9wBkMMjq8EL^ODnU>XuF4i0t68y(lg;j&DmJ6m#E!7-3f%I-em7HU5R0wZZVZdQ#Y zHFGIxVArRSH+{k*s01@#zLK@xaG`R_q?w0hShvwql{#$DC|LWgcHgfYjG)qdq3YPk z)R`H5EVp|8F<+Vq4cT{=Az9d-t0Rwf=)(Supg@@}0 zofKSc0X1SN5pla$>su{@{(QCieWvk1w`%d=?!gFT<0NXI+SrcmzIGDcqsM&7(hXQy zu894mGrUO(Yy<`0O$^V|8+;>h?z2yGI&-6akB()TEAx@{?X2aR4pE(S&SY;&QkU|sAV&QarvvM+uE)(gO zGK{c;R3C!)RCmrfer3e2{!jzP_WX3fJ$udP;gBQ+%m{8Oe8fk;cXxN|=yx2&GI?Wa zc^mAjuC`B^+1)$S3PQ*~ZxzQqU+=yh>=Oh?ww07%N}xiZr(1k&1TQW2OZH&RXddJa zHt)h6;Q5af!N^q%mRa3*Jh6UDw@Od=IHDEdB0$N}w!(gIS_By%x!zW{tBs`zPKH^S zb*x*k(ERi~=2s;J7y}%BJ`~N?s++1zDdbI44tA~OJ-z56 ztVy!ke50DqcV1t+ciPKXUTN89x&O=g#%#lu544C?p)8Xz3DsM~KpY*J4vPSE2-%xN z<#h`?@1X+(Ro+$>Cc$-0-dB^YA6-QrRVDTyn2ZWk&peHQY4G1q3PEU^q0J%>ES+{% zXRVrqh#^ED@S}st2{$qM=qjAj%M%my29~Ch{wUGS^1?Gv0U5=>o}%D;|Cl!`#PLEW z=rabt2a2Gt){~Qnpn2nPT)pK1FuD0*rY@z2r0y1?52jO=-ZLPnAF-Yg=V$FBo-ufQ zeX|SHAX|m(*g1SBy{ZS6%{7E*Z-Wk;PX`l$nRX;a3fcGBmY{~JSA;&%-t83}1*Bi& z=DZx6r)Kbp1c|mo;Fa-S7WJ!zDUnmaZ!fRn1#C)33o)KiJn--VUoIsj45V|i>#69* z4sN~1WjE#FdL)V05$_5q!UypUZma5qXD>M#uID<$amV5bK{>$2 zntGP!LXqWN6@W4se&=zX{T8*DbN$Rcs_;HU-B!0J>gBJlqKdBEo3yKJ_jAma4tzg{ zHq2Y<(sSmA=j{{^l!7$9+vz-BdZ*P_yp3RHw=TVS`1{!;MuyR(-FMoOUYDiPjFBnP zuonT^#W2UYaL+#qq5xoJi|&=O2rN=y^NS#^8%Sw^EpqXH2eFIsvw(U8QNnOezZMA@zV7xip zWWLyqes6YN!coPC=wWtB&hb+|-D80TwF{~gq6gN9>s}y#mN$%phn#Zj)Ot<)#3#t` zI0R>dcb}+IkmnzeNQTgHv~9KhXYS99%$rlK`FewLrmRK&)i< z4?L;iR-B+Q{9;1VG#-WQQ9_T%!dhn@Y>l}o&L8H>4NP%KyxxIqP6Ls5=KTVGd@ ze030J1-s)J z!uPCa>?|6T&mO#*)t;I>eS7i3pLsRA`vNgSoZh`kAF+Z3Z7EQcL~o%$R^ZK5XVuGyaCxp5D?e-MddU_jw=q^;;mTM7qk;;1D?m_a&W-B3|3p z~YAG8ckwnI{S%O>YI*heoBEhx9z|CHAQIzUzZ=mLUe`c@bxoFV_>8rk}YP=0|} znY9+CRdEl-qYSfDcio7 z8gd-dTXbA)OEIX3Ec4_WH7m!@Y|RIB$rm5J`@X~338*YOr(jsDE8fK^SfwK2?q%k@ zroOM0-Kt_9L;bpTFS+DLD^B-==n5C=Oa-Y6a6Ifow?AKm0zi}PdS)VM0E_rIq`wm7 zbh(%}sx?_6S=cdb0Zt|hJs8eS^fYmsU=WsU}qPA}YUj@s&R8;_~r zEtxSX=K=mPP^6r;w>FZgx(hJTo%1@e1@7S(RX!+s*InNKXo)`@C=QRafgiwdQ~qR-$0*quM(g;-SHL4vrsAB1EgQP^sHYH=0QE%ZD4)N)1BSWjoDL%|M7yG z3S@HvEJr0oSZz>Q*Z_zAz!rx2JaDkNJ^RKg`oc0oMS{SvuBY0CwdtGT%*}WA;FW!VkxbCoGNU9uusFrfgaW&u_IXV6&{)NGi?o_xDhg&Z?zIztnM|i&7 z&ymls0R1`t`NU%uAlRwwb=Lm`sQ*syAp^tbc7LB?BENB6KG{V+suWR0X;#djm-6Vp zLfr*|p972C>K|Hp{OZ5C3cOML4B>=P$)UcVirXc^9QUs<^T#6vf$+tcP(^TNi3Mxs zVE{a#U|B4Rj|)R-vKOL+Z=2&@+O=RGp?M~TaC;Qgm1s10@M87OgMD_dnm`o(isLj& zrsUIy@HkvHwfk2!oFQqgK)YE%!e5HtY1P7_h!+(%0pyzW!Fu5T?GB!;zSGS3(@gie zR|w+a4>jFjmO22%k-`1c=*g+(8q>IH#ux}b=Kuc`F9j(?8TvAMI8{3{pDPD{JA@i&6SWN7IJmTL_RN9-w?oYYvS73~WiHtW(qw9LB}jhbttK^VCn)II#seo+)r9>o(uFSWX9RfWg45 znP~>SYrWuy-`4XAMCWii@nc}edVV%ESo@q!Y4NU zz94|Jd0*ZDEK=PyuQT_?akZrwWD(l(#OW%!bs26<(Dhx-qpX*<) zOa}~h9e-GQa74hY{N;-3x3G;3&75M~9a5i74mb;k%o7ZYO4x*SBI%G2*nLv4_^XM0 z(VgEgL6Mf3FAy!vG|Q+cHZaU?ul?qPxBk4>9U9jTG`bhVS|_<(VxlTU`I;HI45)yF2_>BuJ{4pteq?%2t=nK{n9C9}ODk!yJF>K5Q!#!7ms3Nlg3Itxb z)1Wdjx^&iKD5~-@f430ROVRZSmdf;fxw9im>ngVDCb3K(ILOM$0N}R+(jK&fFR>OO}^2G*& zGtmd}?=OC>6V+qx#i;I<)NiI(m#@`rb4mcTTy?7uyT zb%o-d7PYdEYGDg-c=PeGsyUKz|2%50_IhyRB4YR~o~z!i1~hi=Ct<9 zoBwhV=@@{p2}?rKr~k9{sYiNEL~n-D9X8hFbj4#2tq171hC>{7Urgqv08HNP%M#KJ z!jG*r-yLn4>f7Ft^3I{)#C0(_ zf)6OlGP%v+UrkKai+%)wxw;DK?v)9{?t6cz%0F8~gkwj~Ncc+xkcslQBN2I8>4cS7 zZTvnMV$dt(Z=7b$U6MNTB<0=G`AbF5&+t9%;u5s(4ZDR^kn~@j(V2bH#bRJxgKbJ6 zr%7P0ugs(vWCm0e2EApGaMX=-{T1RO?%IzWe8?o$Gw_+RdIkbBYEtw=1RNj6(cK_K z(1Pk6h1`T(Srj5gEHmNw=i<}19J((6AJL$!GGWL$v z$R0kCaTvO}LSq$MczAR)66nUUcsyI`_Wetlyk8V2ko>DTYG;%UkkKq~hUmXcnqs3d zun))X-wWX5S-*JoEfwq`j21@Q_szA&*KLOq=-tWf68R4c;Fmom4Rl+H2UgWFy}Ih_ z0PeH3G!b!!o}CNiyNRsMB?eS={BP(=2(U|E{4?@@_3kVJgaPG}z_(=AxM~WW3>%?a zKUNc4WJyU48oke&-JGZ_1WpRP)?LTM&XbGwlPQaXN`@dy8EP}me7jGf&yg8a-%`EIq*?mxi zHGTlUdKu9xCOtB?eo>s);Ghk3;m-0+OCj_3VF?Y za3?7)o9RT#RYMw&5BL8rVx;?K?cNM;pgEN_e9t!_Gx>|Fc;bwC-lH3f7v9N$AtdMp zQ(bz5-*7zL%H8yV0_&0*5a=FDMH@%zZ=@KsjtmVAHI=B0X&8}ykM#E1csG2|Nckv3 z3a8+hj7Y~&mvpJT5viSuH<{ut^n-#$C_uPI@ z@GDboh?ejREo6x`S~dvSI0!5OfXS3l5H=^zr zJGT;11!3_TMdxSE=MGoo5VL6tz(etP8VO+Wt=#D73tdPNHm2gXEFWpulK6dRmOW)% zW^3k+_Ac9*`4g`jkdB5>4C@q(^<4<u|*z-q;=3SwUAhT=_9JW?tuR_F)b@(gc zi);Ey*CKcteP-5ugp7*sADLDj5rUrRIZs_P4E!MN{?C&eOp{P;Ok4VC!GB3B$XUb_ zL@#r*@Hk`oa_*Ja9A`(88=XFs{|--hK5%$%^Wx(G#{DT|#6IdvB6za2!_a8S91D5U zQ)DrKkl&pe5g$U_v#6%~<7DI_|5n08jk8CBp-{GSaSAYoJ7k%~jL{H%D64rEGAnx7 zi4<+<_RQo&hJxFzj!EX`U)NQRrQ}c-;wyr7JjV)kItD+I!Ne&6&6uV@X=0DLWI%mM zyy%YA05yjNC*h8fTdB4CSsLXCH%8p!&d%3?kE8JP8*L-gMU@=Lp=1dLlx&@8fPYxc@JZZX5+dD~XH@Ys! zyG`D@w*71pg-2e|y^yuMab9IaH|fFNxGE*@>=qS=n7z8v3bjSJuD8f(2OXXItz*45 za)H9H%$v|X%v%it7sFRrrYqfu7XhYc1h4>K;sVRwtW-hi7SX8}1O+{J-A04O@YVfT z(+&&jN3LVErYndL4m_6c+u?`KU(RC!cbQKTHy*wf_igG&#zFi1EH$=mRv}`7VHBd0XQb z**Iv0vDv_{1J7hTUU0zEJdEz#mk|Zl!uZ5asP1qF*jZgnQ%Nm}0iomIx|_U{G3G3u zumdH6;VvhBT5GbvlHyCvM#xS^}jV}l$Q(TaRalrFj`u`LRm(9Jp)k0TZdXD z4677~;F_hS$q{2BAQ0Ofi&Gl+ggRnizCNAAnudl+LIElrofX4MI-7Uyt;B+OH?{w{ z+V#U2Te>=F81KN~Na*HYwxPJ>V=w$e%6g24=W$JJ4?5aAOGcJm1d3nTtCZzb!!)wD z@~C98Nh~^fCg@x1sY+zIC)L&0+e!Vg)D#vCuAN;Vv-&oy2$fMzdShpjX6nFi z?Jl-(+s>oD<%0`ZU{1By<{?pX1X%H%fXLcnQZz$o@EH_w$@zH}>2&@#mQe6gyS%A2 zUE)`r$Ox=rcy%ms3&6D1sm_{DigkFw%^CW&fF1c97~i0c+`GcBDZW6-vif~|ObhHb z6wlUg{nWrI5p^3VA7ts^Yf!`5*4``YWal1W5-hFs1-9sq>eF16sRh9#5HwgU6AC60 zU=qTBErSXqmpyO}U%8fbZ1ls{2B1p(s$$S@57+KzJp|ez3hMQAh>Q2Of)8y2sgES@ zZ3W1+B)GFqDIFYJm^;M>_7uThkaGseBtn}_>rTK1nDdZYmOYF;iADXRK>vghZGfc#>S3pm|wpUvA%ZLv}JYHdZu86!144e>b}F5>;NX zonuUC(;}tenA%2En@b0rOe2Zn`nI-NQfKO>Zno!zU&SYr4BxklNGxt2$W|APgG@k9 zcFC-F*AF$15MGkS7C`>(BvT5_uj2ameu8mDz}e<$Mb^}wbUkk15RJZUZ0QB(dcNlu zF-}vxqW`mD==l|QtMS~o)-o^;+P)B+N(5`Ip;UN zk1sU0=kK@w2>!JzBCx`Zf1qtBSx@;iTD?k^Qid;Vsw2{V*YpH;yCqb0ZU#Ft?Bgi< zjhjN|GK-wG5v7HPy4jH0uAXX57zZ29>?7fk&<%eO4^Mh`C06oNs2m(UNT&2eSPf*bqo@#3c&VA8d}z0V%dE0qZhEFEdw4e`e6d^ugA7iAH<+ zld0fcD(M9*)86LpPfIthD#ARDRm+;8d}^ij$7fqjecMGXkm6ONeVo4IA43cQuHGLM z#uF8L_V1)))Uj`Z><>Qdn>Q!fcfNZd(l^*VhS#D#1Bzb;b2Q+S--SIx+Kduc39_%< zDhG{TdwYf~<|Gv>WvT@yDiW9C5jLl`93EbXe7QSC{P|a5Kj6n=f8Fd4{tB@A!Qzl! zeOGCuPj$-X_+5BkK692-c`)GTnUVpwQVKP900m0gEk zyes$4e|t9CO)+-M?FPk>HqA^NZ<<$YZgFU&E^1`A3t;kx6f_u(RXp&coJJkL(094UC_`4h=n z`?TNnp$~jTdoX<1({o7r) z5S-G_ukSP^Vw;siN+R{Fb4^c6qP!IfK*7TThmN=)DXpfVRiZkt)}gj*{%m=bNB!gS zHJ?_mG0gW)LUrt=l`WO=SqCn@&?|AkOYI3;Rp4>V4bpF`e+AyoF&fBSb!XyO} zAPnlMx-!Dzha*3fFE8M4E{ijpJN z{APG;S{$&m+-hjtxG%i-s;R=MzcY-QrgO9sRU7A+93npY@P!DWIPlj?sm>Hh%RT-D z-)aEzK)02^p-7BwQ)GgW{z1(RJ=x*U;QO2Waa}RgS*)I9qYh$=cr2pMLJ7qMFws-{ z8NeajA=s2Un&<|)C%nF^u%A0<7@M423A9jRC&?}V1j7bb05%P5Qtbh-lY!vhHml!z z0BNNQ8>!lT+lb20MQcl2@&k47=nbztn8a&JiueZGCyj2YOQy5Ovi@)RunzyZ{LyH) zRh#k7vHTx*zq5nS=2?ZH>SQT5t3SS-T>nUC;m1IinPup)3f8G{BR`ubxyq>NFlKxJ zkH#}s!|7RhS?A6#=lW^p`L2MxNMqB2LD*BS9#P4*M-LQnNsYAkbVOkF0mS6jS?VaG z_nws*vgkr7xo=5&k$)_e=pb86mKM*Id$GdAJ1;9I!5i}9iuBV@gWs0{w&FNT+5^CH zxXU>;aNP}1=fK%?-TqtLCGe0OF&rws6XnCyA^K+inDSK&buOOhFizRyceozY9_bk^ zgb7yy=n~NOXj$(53v{VLRL*T&(LfZ!(;YlXcDUZd__nVyo+e7hT6@AZ zb$&kuDX8iWd#IJdSAGyQNr{pzs5w5Q%u;?lySP$jEz;{-N!Oj^8Eq@3EpX9IU}za? zD*_gTaCYwlJXlSfn^2Ddl5ntm5(x;*^F0v z&^jK&w$RNAg9;?a`RR|I3V41pZjZ`xY#aVYPv_|!CYdj{K!o+~mR(4J9&CJ<^L)oA z2KV~2lfqsMqb)Zix8?GwD76^9^K<&hDB#?m9Cfg8r2{{>%d(}oeW#dnM#a_OsY&1? zv@|NZ1*Sdcv2ysOv>SHOTeSvBpKgolh#4`CZ>f9Db^bB8=<8rnKB%2KzyWBgZ70+- z3^C300cYMl-5Ojk6mT(PrGd0u*W?RlH=BXYoaT{^ggwunFe;f>eZ%YD7%n)SY&}-8 z%q*e$2||3Ccl~=(VMcOa1H$ag*Oq^i9=Vx~FqI+bX-$qdQ6R7KDqN(pfQm6HH}(@L zb7ISl^nfnryt$+1Fql%>?_+Sd78eC{_0D_;B}o@sAPC!G&=`5BTzJPr^AKJ-O9vyF zc!F)n9+O08XMVRTXrw^ST|PW42}7}+WPF$^=li(I%oX5a!?%tAp0{1tx?w!Uy44G~ zHj=@nqmLhXC$k_c>o=8M)KK{HsnX+)_73L1Q|9LE$LwDVS1n7$e-g+R{+s!_2D%VF zRp5PGQN2yvXu82B?#67_B3JuW00|$Gvsb*vhzo!Q{P3A%D*!)8`$MiSIY)CKo1Ryd zt`JPn<(qG5X<5Hav1a7@E;9luW28(P{Qf*FfA}?;F)=5@F}D&x5d{w(nw3c73O2b1Hf_0z_Ic7aED00y|$U*}IIk06Ar<=6sh#C;+ASZ_yxHbnX|vB`Xri zMqBg~@?oDhWD*rZaeMEor`SD`G8FC}sxxUC83(CrGE;zai=02Aw=Wo>tjHKTHsCMl2VxbvBBT6ikP znuyoV^&-eSn+ogWY(a)(3nimU1;;YDg5g+tL}emMFHRKBvkmsIYl>_?+E)l|%%u2h5g8C>zuNT|{uu5}j|0m? zvv1-;MG>8x1;7;L_BNeZTotslX&_4$^f1E}z`r8<^zV-EaY~T9HQA8f&?X)xz|ijq@06ot`-k zuMdycpnn5(jl@J~LnUF8;Buc7+m#pBfF_ujNqs=zbgiPhfG~4_t5<`606T(0p}GKh z55*)i!;E@gDkPZ0D7@rB-&NAHw8Z^w(G`61u3BC@{9kVo62n5fRBx)5=`--(wl>K5 zB6yeE^rA~s%{*rRZ3Zq+KSc_$aQw*36@Spem|^3rubT@BUUV#BXnE(Z zPVJXcQFs58h)TxdFTm}WOA87LG~e0|suQ|NHhEfKaO>ddP-A4gAxm_zMIe6z5hp3C z2dW`=DX+=@m2Q7B?YiyVN3EYQ#ozb^_<5Xs6H#4ZVYx#@uq{8|`ki4?ef>ciCHIXqm3ku;U+T-{~2hKB@wb zKqdN-^wG#9v%0i9PfvKP2zO&7N&J?}L>{RL?>B>?t21p@VYvJVamRZJKbHe01b9sfpZ$82V4;)GN3fQ3w&x8;Pv&uYtaQxcn9FRKD`|` z1!$bt@*Sob3D7V5hkKV&1ILCc2j6+C z@xZxta$#5Qos`hebCb?ePUb=k-fc3r*&WL2EIoA)O#E2t9uBd1P4AD>c&Eu-`;$;( z-)at4<!UJq|d%JLT3%fsX-A*{d~ZyQd~6*;WF5$=&JeE(82BN>H8E!~PNN7#gOe5jl*nH80kp@-nBe2eM(}mC5^=x6Xqb*! zIH5Tp_cG0VNkt5lgI*+-WKbSpEo+DBfN6zH9Fg@c(qDLT{LIjN`9Wq6eItsGaX0{Y zEr#4SpUz8b=oAEy4U@}~f+fyNAk~{0Veoea`f5@VU1gUsa!Z;({FvieZB;Q? zf40MtSU4IgQ&GeIx!~;HFmMeO*M67(45mRROY0?8jz=p9<<`CK;JYqLXDSSR%*}kb zqrBU2H~Re7OGJ>)J~bmf;vMhg1AXTD>yF-o#TW&TxOv^Nmm4~5buyYE<%5_M_ z=gOY~zU`*ZfY4_d?pgvXL|rkO1&IqOoNdM91(QswX4DXEs!6-9hDwRvSeA%DlhB)c z!`>$U)3tP#f#AwIDEj%&zbq7C$VafYr-R`g&Z6!bn(EFszdUjckIKiVbB2?bQm+rP zhranj)$cZQY-&(gnJS#b+2|f#?{3;=k38PoR+G(+zr}{O z@X7&iifZT*$%o2R@k(tc22xh3H z;XC?m1mA1seA;jVK{ku>$GJg@fBly8%@q)(7jnN2k|H+Kb&rZg!+}O`esVjC-AZh^ zAcT%5G#sjNDcPp%tLuI@97*r!=(3h!C+29Vxae~I`KRdZ9-J&fD7%HH^PTP) z4b8$|tROs9XpU6kz$Z%%1v$?@&%O6*l+-f4&|!vg=#ee|_4rL^jO$XlM#2VlqRA{M zj7XP6$fZ6S5PvBxWDFAmyHpfPWFTCFCQVI71k7z_^+2dIBeItL1PK}8M_zapZXfEd zxY=Fda>i)Uiic}+T|yPd@Fm=TH_EsG;W9jyUqkE}5}x>g*SK}5lW8J3)PXD4b+e)K z)?%aUUi*pmxEmTYCWYOE0~E0Tu#_q(6BRQW($4dgo6$Cq^+Je`&E zH+Sx=7SK0jfueT5XmwXvJHgttVTdts=eDD#NI89M$8oXWL=tfyuBZMTH`V%eE zuepxRnBij4klcoIDZYm>hYw^9NcR5#D*2D4fh6tO4XZj}qF5by>ndo%eSaEWZ?!1l z5+mXmVZ}wdg`+%TWQGLAVC(A-B6x>4bI#4PZs&teILEsN=4GyK9h9nl&?{NWM0Kr- ziV>Ggf;M4mfcUq4ilqX&MqYq2MnS`wmzKmZjwNPv^jb=_+=`;b7FCMrdge2(=oGQO zRqt2xh?Y5ye7*ZBY7;qewzgxdZ24I12CRhN<_%rUYi52v>R>k%vJm$231gX=R;y_z zfwb!lT9;&e&&`C0I9z&^Z$eGn_`tLacBe%k;PbPI#l0mF+8B_FxA3ke?=!+yDt&;> zoZRBP_m>cJ20Aa6wT^N@n%bylw5U(%cK?w*d!A2aO3L(SWtTk&QdRe%Kb)g%D{CGR zJL63Md#uGRdAY$CaIAbMuk9rmE_PTDZy}~1Fy#K2|0(P1-1t(qX0*|OeS+a`vaGCZ z=fT$0MZ4GJ4$lz*eVGHg5}yJA{oG0pILETNLL=o>=Eko6y zt2YFg!=-5fGuI9E5g1a$0NyGO9jqV(bqZ&lV^KZ!2oW?Vo}p^VzR_thFiQdMcqxbX zqUQ~#BfyujQ`Y=9sAug|zgGXqCH)&TYdvK=&t~#fvIw)8NsYi_4_)s9TdCB8670U9 zeX5EJ08`pYy(mGIK8rmVGI!g!!tXeu2ntan@FnXn!BKieUK!2Y2pHa1M8wNWSE`S| zr$GKjQSU4TQ2R?-(CHI)k&jI<;dS`zz%Rgp+>4hjnFZw-e=nR+<~MI+OkiMeyAEy7 zbTM>Y*(oS0jgO?SAzWNLC4C#b^W5#3;#*CrgoLb+ z&7~GJCnf##sTc1b!U9)n@{Xd9L z74KBD-KnM1pJ){Z@%VjcO88FYI~HOwW>0L}*ax%Ib*Rn5Ezy%9h!n_t>RK8=9+WFr z*3)U?ZeB1Ji^9x4Ys(8`MpT@))3XT&ej5Jv%ToMBAjW$BR!@-LiQ#ze+%1toi@CmeYVNj)ECBUN<$dc`^q+Ip42H z_Tow(>W%r*7M4irJ0E>^rhnJ)Ir1b=Y2sG|7}D;CzueutVV(_>Sol8vR-(vQGG(`t ztWj1e&#KbsO@G38rfnK?C=@4Fi9X&h#QG%DTG0JlTqdw`D#-UP@=~LbW@V3_dr=^K zmsjv+dvhc`Q1j9SNRIMr0Ly50 za=VGp?1Jnz$NY)0znh-ecSP$z z-s2%>&>Z2&1XN}=4Ej6<1}CU|!5<2QuQ?f6Gad@e_ACT%jyB{o&P1)2F4uDATDOvU+Apcvov@_FCv-rTmV4{%RCrMhb}Z zwzX2a(*saTrVF^{4Mkaxeo#R5&76bcUb3(JOqCSe@D@;rUcwv_Z};u3fWYiJHk$5X zQT-M~kGHg5W&mVP*Qz?d)$Wp2)`v@faXkmBo(*)9F1GV<|hwkqD*vk;`Bkf*MtPqsf5!c>SBVv>p zy{{>EjArTu*@W_E)HW|A$yJJ zSNVhWe*0muK<2KX&4l_lAn47}wLYKJUU_B*FrpqY_F_iXAm7Y8$SF#RyK}7;1h=s? z>bKdATFzJFs9Ae?3bV;=QwJ-)x~%i&vE;)$&3!-BpxU8gYK{tR%PWq(ZSStz{w%z$ zG+X#M#d3&^_C7T$$PItHZ*K?a?3LexA)YkLSuvZi?~%}2_bSFl1M&wJkufr(-{6o@ z1lj#!@>Ms2b((C66n5yBuHRd=h;)+@PIh^u9thM9@B%sFdLl zqPolg?z!LQc9uh+jy!AnH`rWQB;5+YF8V4rW|LO|N^J+c6kVXr`OaXjRPe6%6ne0( zmra<@^|U=zeG%h4ShT6JpBrgJG~_keH zc*oENAPy}(@RpxRV&VVOs(5(4xp?2*oA9(! z|I_f{J4U7b#YLKM$79vk9Dbxnb>S;?)zi;O`g_fbn*3vg&Jihf9u!;y_}Kvn=`siW zu-H0e6LUrI=U*MO?jkrzZoBIc8tI>mR{yjKj6=9gDryy&zzFCT=7Y z#me~ZPMyGO%@FLzK$bRwO&fKET4SSU`x&^Nz6?48?DuYrH@9{VXO~U zs4LC~Kjrl5ygnpP+D`|0hVGHi*z*op9Wg<3o8;o+TmRLq1@9umX$E+g)WCAnZ+Q0F%{y|A$5xL#se0a#*eT#~dNc{{B{5-%?6_Xz60n)X?N2U`If=Vd7%B=;21EwPXGmX z^~og+0+Ft#7MQ}pi`uUoSF?%jez3dr*vZMmj$Edd@im3<5a8@kNodG^v`;JHekVQR zGmmBYI%P_+lh?`$y?s*7HiPbUt^IQbv*%DTx)d2wblcH$I_R09u#@I}+$SwjPE=YA zs^#CD*k)p5KSkus)gI}MJq9V-Zb7G9v$2?jZpNe98=PsGXCtkEw^h8q$oLwn@@L(V zG`O(Snitno4nDCr==7q90X9dLnbao~x0_GaoqOsv+htX#OyE&s?ZSlU#GG4XjoAUw(&w&_!E(b}YOB=AD=Qk7qxe5LAFP(AI z=YS$SbHwy%{u*4h5#Tft&Z(;cLkt61Yuf*{7J=YW8o1eYv>aX#{?(tU^Ay$w#&73| z(Z?EPVGYACU0rkQc@6J}7xYe_;AORa==Z8QcdPdjeCSEne|8L*x3m&+-&EKwA3^s9 zdcXg~vTmnKPO~FPc@1I!c6UoSy#VJ|kE6S%LffD!3DmQQEAD=O6(jr9NUtwUr>ky8 zEv4;lx@SrC&**RVn|jYOp!i;Dx=FeVtKXI66YLrqN=h!Ovqf)ygW@Kaj)#^wYO>kbtgzzi#f##GK;3Y8#9qU$yOTVUo+o7EO z&jkq3Q;k#Fk8aBo_amg0jy=Vi2Ph^V3HJ7v*>&7t#~#&Qkb7NH5=1%)F9Su{7IPmM z4?%Bp<#+BEL3I15xE(-nyISsSSc?D5=wp$o{r_lt>#(T0wtbkE6cmsWML{X0yBv`2 z?v(Bv5D+93L@7xr8Kk=eq)S05kq#-PQ%ULH+TOQ1`abXTKJk6W!5@2onZ0MlwXQg? z^CUsoLK5khQUn-mQF;LH|DA4Ay|m%Q_{Jmia^q$+y*TOky~Pi$00h*jn-wr+05X|b zHwUw*;8AHsr1~c^})l@ zjvf+7W_q8;^ysZ8{K+|#qls#e51sE^xID&kxP4!`9ew-pP)dNxpI&8eC(u}d7u!Rs z(Y!$R$)rFOUrdW-8q0gNRH|n>H<4X`&4p0t3#>`i)v|xu{+K1**w*Gf>rlPIdLrED z>_j=#`qhJ*)2(Kqf{{Dqw*Z|U7Xh`wJRt6buk(6muDg=Bl@t}Rcn=;d2((iwL#*R` zeS1M@UW+2q#S>GfCwrKfBKk(7S5Ha-42FN=C@;#4#--&dAVfYdF|>==D?=Mt^zMk;zC;kc-QZR+qwl*vH=mbZ)R7<7 zsu`i*Sj|u}3o2?>;~%T_8*B3k3bY$NYtdfhOw0qB^3Yk%5zpRp#pu^CdIZYu}JLKu*o z&u_k?`W1T%B&wsZ)Ik#1R+2g#Vkseh8Mtsg$u5d>#Lsprb-&B9Zq(n-bKrvndIER( zV=Qj#p&=2U13tk#o1m2s=~Cm5Z-mT2B=}(h)71i-IkeFNhmiL%4>FN^0t(h`8*DOx zc-+0p%`9AOwr?Jjn(%ByX`#1qJxR3hO|A4;7Qk!4MEpo!BFF%PLFxdu-mnM_7YVGYH*r(rEYjw!k zFzOx$0vE9#d_*AkS_<4Fc&M9J+q zdzN%H{Vzb$e;clzpbYPRsS|)p%?3*K$~Vl7JQizIQ(W?^Y1bhfg)3kY*CBw{L)g|N z!1*#RnF7`23q32u78b^Ai+387jx5sEDV%-Umria|7aT_!DnY`*Alh0yF@<=wL6YMu zR=_K)RR%|(3VQVTqj5q}G`I007^_KR&v{}`2B!oxiN!<1ok3ycXBoD>1R`=%=nPge zBr@<1#yrE-AL{kI{9;6GZERMz$`^ey1#F0>8v&smi$=1rcO`&7Sk~OIME#LcSI$MV zIUS<;@?FdD5y12%4F?rB7uB4d0+_<&{cQC zSj!#w%z`Q|Hz-a=#A`L$Vy?a41PLRGZj|C_@`qTSBY<0^9zkE^ZAcwBhWGN;ab^0R z;Rs@mGN#b`TK&eh-XuVN+NU! zCW^;)s{oY^d4)o(YoBHOC3Gx&Hc$dh`oR82Q=3-1a)~SEqo7L#r3R z@mRcC{umvoGERA-66+IdE>;xMWD1D*ynlN|y6^A=*qJW@@gF@GQYIZeMJs6ue@qz& zi8C1h9h|BV^T1Er3|uMP^U^#8IBs0s59Q31H575z^CwCSfPJPXWry!~2ZXA7O!~gIDCK$p_NDe2%!KXi0cf+))E) zi^M#PyFU60)a00k+egN1+BB76QH)_xTEt~H4)RN;u*eESZu_KsEAFEi+2z*^mcmd^ zd^!rrvUa*_UV_&Ezk>hSfphAp6mBeo)k@U1>6fJWTxO*m5$U#0m4<=1uMqw@P=1e$ z!3+Q`4W(G&%O7kNo5=?#Ah|v++~w)`?V7=A^#!)`XmeK)39VdP2?7rmWPz0LJP18E zFI8_^6lu|m!Uu-!v?|S3V3wViEvf}X#<0YL8R@MIeHuukxO&G1`Cmqs9ar9b+2Ctl zcH@#inPpf$TSEkzGjHJY;TTox&(C9rphsU_!Frb69L5&kU)YqyJM zfKL0}1z7O})G;v)8yKylY|7ut^KUH5m>S?BHz1ryvIlG^hBSU|KK&bl6MH#5UQ;&> zY6iUDFV$yPK9ZHiwV>pJ1&*2H%Gk7*W6Hl}sfwh@Un<)^jJ+9o3=Hh^9?jj;<>Orc zMK6XhfS{%7DssoJ*jV(*egAsfTLsmZBt|qf79xpsUbn*O{V$_j)|I&dUce&2Lzb^BkOQ1i*y)V3G8} z%HpP*2YSWUnDGimv`bZPz_Hk?UlHuAWQ{}4Qapy}UEY+7r67flIWz#NV~k2k8NGiB z8;d(&uP&4_L6;edCi`}KZF*?ZV)~o&%9GE8e}|wsEU56SWpKI2ChXfB3#31tx4Xk4VYZB4|0j`hy=c`D6}wA zwbUKWi9QcfPUlB}r&lMM4O-BO;9sm8+S5_rK`c4-{*y%jQYEhl0*ETV22-x_G>bPK zu><~UDXUuw%gOnBjut34^>ipn&b#mStd?;(%>vJ`+i+F5I74w3>TM(ol})iXkZDHk z<3z97+%N2>*n;;-^fG{8Fro-y<$tQS?E5nLr+wdT=xi8?#_$ zV{`PjI(o zRS)Vd{-Qf}>3*#7`Ys_KHU)95*!&D#PF=z zPmh`F!dqNE;KM4_-@;t<5^hK#&SM6gtz&hIyETeAp+%DN7F3KKg$-g!5Ta*td%7s= zNTdWd-_mvir4S;i59T`afTgBO38ZC40xTK%-huWA`u-}%sSzLGNwd0wDr8&3ts zpREM3E*S>G@AB>7vjpmry*zwcCLn7Ky7xBG7GG7GPu#~KSv&>VEFN&4x{A_4L zMueD{L&21Nx>b6`+Afsf+5fm8VhI?4T`-%pP`Uu|hoq)OE=k7j0o1S-N-bEao+mDh zWIY%d!J>^BSVC|hank~FdfV1z*qMRnxOTm|F#QK@;x;And7%MnmL?Ae;6u+s)W|<- ze(^;7%@iODn|}2 z8*eUhWU-$>0MIolG?WtTCW&>V z0g=L^J4Rr{pj0BIR>cwTN zBS?T1Vo#Zx<}8b(?QKFe*kbyIZhhPTJ*bt=zj(sJ0aR!{1To{@%K}Kk%8NpGo&2w1 zP91?nCI=MqW;DkHY#iU>j{vcPE1*gs71F-azGCL zySnMd)JXfs6cC3|xk7~FtiE5LNZ>i>19d2n?$FysA0Q=BXv}1IE5TmO%3X3l)n|8R zF6j!QQek2PV%#ll3?GzKwn_x<{hnS}0MCWKEUK(aV-bdcA)n|0qhL>+S1O1H-T6Jz z{339>46JbbEO>m6z6IQBgi!rk!2RCW^Z>j;UkrL$2rvP2*7qLZw_}3a`(Hu1F3ZZE z57(~{wrO+b3CEHT!krtFh)J_=;qi3?K2W`4VzGL9K(YwWnif#GcS5$3T=G*g5rnso zuK-u|4nz5m69obo=c&`^G&1!*<-NW|7}}eFn^#g)d95P#s8d>tL&exH=%ib?t2czW z@6A`%zn$Kg(k1{}ScQ-E!cG9fe0;??$A5JhgVeImxB=4mng>}*UT_51*`@Ri$jG6` zaJd#?S!;}=n09Zbh4U{L21Ofs1QwGZZgL@uqYW-{-S%0K_1ZYIG_uZ=o|e`uwAIDgp!1jlyQ2z? zokd+r-#`jtn8sW)2OL-6TwjDB>2$BdCPQ3x#& zX5d!5Q%Cc>-M0ya&3q5Xr{X4H&g0J6XK+rT^9152yQwGI30K^mx_^J8#;`H%qSs;? zW~^2S)yiHV0LgWOo)GFuni;YCN^g1kHq082=2&UVwe%tbc)$W&gR%&`&J)ZI03l`A z`wk>yDC#9Erd;Gi15&Zx5zoE~j3K5|D)L!s05l1X21PQB!p|XBwpb98K8)5nz#pnw z&3C9fB_kRiViX4Z@(x-S_)e)Osq1fay7>%froAU!EAE}roAm)nJFls^i4P*Jv#RLJET+yyj1;oB93Qv}=3wQ5s*i)nwJ?f~+xh_&%#=8Y(K~*x0y2nUo&lc(x;kjk>ywZHJ*05l?Z$L7pc719XE7p}dro@9??AW>a7jxR&d3!p|i7ztEQ9 z)MxPXyCe%BbKF4NYB$^x^vFsEo{fH&VXb7~I0{r|PnMnXM#YX))6i*;JMhcpsU>#4 zK}`b!^Eb6in(9DHO;&C$qdYrEwJ$=9a&>351X7oiFU*CuFC#K2vY>>7cOV6KE$VJ_>w8<1)%X*zzQ z9)B+iOJS@--E-f4kt(`It28#BhQ^t$yT^XqGG-&9tHw5q4=y%zJM}$~ExFYV4k^>^ z>Yni9tkO9Rt<} ztLw_bBHyM1clJ;=2jOBP87L}XpY9)cqjaNC4L4z?+^YB37EWu{#GOp@?xT^J@~k0) zKm+#zx2g@#fbImmGQ7>disvPUu(dmLac(}gwb%Pfb9`v0W)GfgB;e}DIra&^D4e7u zp_J;QQ63k;qo&DQA+4DDmiZmd>U^WqjldVs-gt{TT=twj$NFs@(iZ|sk`!L|ZTdB+ zYS3_&FIj;GWG{e%5=-eFY85`(syg}6M7@)jv>N?Cg;zTW*CSG}gJEe>6j zY;604Uoz(^Tzj0cWq(+p6kj}*h^rs~bYG?%o$H5=cFA@)478F#v-0F^dp>|!-uBh= z1(lC3fJR~k0b7w*j(!SN%7VWAesxDjg<+~3Xyo(Tds{^ywWewkwVORn1R<)bL3c*o z)F*ChwaAPO+ps;d59)8q1nX3@ zG>V2X>n3%#`>0ZLUwu`PYb}>3Zt1%to#9J7#>hUn>fDjb9{~xwD(j+A#;hcg>IBlI zpNLkz#K<8)!zN)uD3VYz6#F+Vhawa+AQfksD`BO>=vxf2>ed;6pxJHds16j8W?O1ng%TDC61fkyjP_^b*&l`t1y{)kL*?e?_m zAm>E2Dzyx$vS^Cij({4?gY{>O)gzZy3H@JT3@l9yQGA1Pr~)DF6^2O8_M|~-)%fou3H?CiEDO>2xm{uQ&~Lp_Wn5armmN%cn=7vY6L z;-rjzV~5JGhyuQrxgtRzJ+Siv>*0!*%CHIL#bR4Y%-T&2a)tS?90!#qyL2#0`Yv|N%uRH^4o_tUgI@{6ag;67cC{cbfp=$2_8}G{8)!wn`TdflA$4OE9 zm=enT-62EL0h~Dn>KKB@(OP--#q3FnQ&)@aN3s8QVL)0lg_Zk@1fl9aUQTNP+E&bM zr%Q0vK?vmX6(^^^>?U8J2{V(?5g!XB|X&efP^Mt~t6z={Mrq!_PUB9I+&r z9dhL`tsc=_tK--t>}4}HP~x;YdWCHxhO8t4oeY^*odDyDUOoq4OLrW)Y>TA{m?GZb z3W1z_7I0MezA@DkS8s@x6CvO9hXL~ULj(BC62~5ubjbvO-8m>Sy@HgQ{%(&luS5B1 zLE3>czdpeq_nehZZC^%9%7Rd0R;6OJVElddLQwlHEb6{*K9ZS2ZBjKtbK15>m4Is6 zZdVdY|I4&}znWu?1o&xy?y(W}8!flg8!kly_z1nGp^!SIR1pghA?B;7eZgMEOQp^RV+$eJv=owYyWX`J)}B~1S?;r12fFk|SZD`rU zshL4lybKfc3r&0bf%0+s5^%*g1TG-e$05k^U*|Vyi~+!&3~OuaujbDT3* z|HC973IMqK0WWluu%uT#`k=YUuL(DyE2Jm9D?9CEeN@wwCq>}q0FRj@SWHOc#bDr{ zDHopzF*NHogSaROsv_1rCk3ZLH5%laLY)UbgpoQY_jI)X9KY{R?MMFw{L7&%K2Y=R z0z8o()Og5MP3U$E68<%+1tiF$jN-pZCXI#P+xszYs?^=xEzt~geuo`b%Erb!E>C@I z-M-ArGu1tM_P2+H0a7LS%1{CzR$3^{^o}NF)_kU>Bs|E)%d5wE$!Gh+^{3L>!{yK# z(J}@d2o~SI%ovdlD!64B%Hm?SSl zmMjkiQudC<{X=~=iC zu&~nyJwpSh=^;Il(wL9m@(zN9{%nR=-v0fi{R_?RKeo-^i`5gmK(DGtA0Q6qfdEGB zD16wU8}-aZWA{;WGALB-&Ah2s*>wa-uL%UZyD>x}ghALo1tnCT3ZvU1J;(ntFGwTJ zqzO7uNxg0O*^qu&qeKH(otLcS<_lnIeZq@xG+?d@c}Hky%y!D|mM1%lgSxhD_Pp@G zPj`RdqJHc$AyiCtZK$z-5fG@3f`GIeXoGe^sXw4c(gpGkc3hlV7B*H^Y;tio*dbmH zr~|bdxWp+nZ@Q@K96{=Y4J3<=EL4udes11h+xUOIQkHsCt&gC0;=I0_V)IY%@m1=iGBI#r}@T&Wcp5`(?@3Fzb%;mV+wMFKK2C$H8ayD&Ku?tzbZz6@z&;yg` zz(grPNTJhf2-b%KOZ~Pglv@qxFfm1%R-~K#jmhTe+`X%JjeA#~&NxJEH@j-%9{gs}jnT5`UTD|8@R; z|3geU%z$6(c@0tt#t&wV`*NtbL#K2IG|=y=`vvwglFFx5UnfO0&yuNM@xC7-6v&yA zEON8L;&sNmQHf1}8bbcc2y8Ud_Hb_2x-VjO-id&o@a;hNN;nnOU9CSC$|J>T zD1&BnI5yk`pfg}sZ$VHsc_45uD!2&xXut1%Kvv^m(VeKFtYZggeE%>P|KufLWCxp~ z&b8wl(t_zNM5DHs>7VRNEbT=5B6{45{Xe=XKpv zodS;Rh(*#|Ipa9;fc`rZ`qwUjQ9$k$z7nMdlGA~R!3@B#lCJbf918y;^g9N8UpfZDfW%dr&J_{+ap zwUn~rK| zwm@Euqp=A)EJV|Eb9|sm5vPBqR%p0oEd0T!-R4XEQSFFdZ~0HINa=tljw_IG5f^Dk zOtAEhT1SPY&K5|j>0MH}plV(VuJ>YKmyrn0w zUNb$2poo5-1t`&xp8dCd{V)B&oCyp8hp@9c)sLqFbxBnc0G4^DQy8u;|6txss^{J) z#qxM`7VVCan@lssCQw5iGc!9i$r^4#{h;wM3hC+p{Xu{sW-)>7-OPT3i)?#E01S4J zpLu*B?y*y(^lVprN?O|W1TCS5t1f--iBmi=ET!!~rq{R0KP!`{AxGwI`A_x$6J zldaAYBaOlxZ0K~VPRcU-)`XpsYm8e6znNRs>S$Z2{2Z0?pm4<`NS@sBW*mqBen0E} zy_d=fkV)^_>QF(lX1zDj3U~5d*Q?kgPze5t18-W6nsCqw2)39RrFvNDUFLLJ9oc!m zk7PA}J^R0Ym3JGsi-XS30af9zX?%ROcjzV0f^XuuD_DPN4V=~jYNrwj=Tl}n<$$9* z64stj6Lui3L)w894gM$N&Orpmog$eo4=G-P@ngHaEaJ3Zp-j=xkbVG69y%@8HQlgx zw1|LOj+qseVMEh4dy!F{8_a)3PygQP1483q;Uz4@rXzg|Ap28D00zFCpENm5*i8RH zkGgSCT#Z>zS*w|}oBM-z4I&#&aN#Zl&gbD<3&?f5U&Hq=U*%ka48Z&9d1<6?@<;mTWm0nuhF{gN|6s}iq*olQ zICGa5IoFZCLncdPfl*5NV}*C&$)07LT*H-=(NZw5**Q|_1zLyGEz7`87r0qYe)3c~bW>Vh<;kd|{_v2+*veS#4OTPJs}TV9 zudxxPa39clJQ8#7uKceio<_M1SR01V(Ncp*OOAome<)}$tGtz3I*pNnL*VxE^iX03 zJM~PJYmJ*bfP)qmu;Xz0c4cK{74sIrB!EL({T8&GYO=_j4(UJNh=>=^fU9Ij2O?!v5Z)NN zE*Mr;_8VO9BAw4ID?DMJxg#(u^iBK{=1?Lfr*D7mb(PjNHAQ2Ne`#?4H*Z6^87-78 zZ#ud&4QcW~7+=|@lw51$;99h+Gip6F2t2IWbIQ%xC8sx+u`hp3dtal=>9W;*s)cnQ z>3#pnq-#K~HItIy8Kmq3%nfbrrb1SI#i)+4n%=7>Z2Ps8tO_1C^)r^#FF8JpKIK$$ z4-&mu-__)7T28k0N8I_(NBe*NHBTN`JPr32etjfs`{KfPAInUQL*Fl`tukY&!1}$8 z!yr!fb)W$8kDYeHiC zwEmX^S)lvzT-p`01fSu-gfM!CWg!twq__MBLjZ$AVTC{sr__%gQ(!k?c4*aLr(F}g z{ZPWnc7yF*joIvuf*X^%_$#iQig*e>U;S5MZ;{ps@<9Hpc9)b94ESTA!iywG=i3`% zFx&3y1?;4VEAn|zI3@ng7`J-&oB-^0-dOs9!yPYzi_h|{hLH0k|Nh-!q|mp+A%McEmN#xr>-Ud4dYm5aE*7v8XUiKk^56fjHo6}S4w=`Q z_qU{wj3rDI@~6TAxL&EM={;(~&ZWU!vC&g~^KhiCVk;CL67FQaYhT29`+Dem2LD_C zrJYNJ9J+4HRMVf0h@hST^EW$Yvc$=~ioE>d}ieXx2Q!meWKca^M@&yJ%Z{!QI=M&da&(r++p~t=}8;H$y zcNLFz!22OZ9!FlXm1ZDEpBRbN+hQv^%oIUxhG5kH@TULhQFG<|&su!K_LZFe&EgRUwTnhTGP0 ze6?TfM)^~E1A)sE@;7mF? zI%9Vwe?6k#IL7YkD6OE!dd%_Ro}7k8tntwcj?l~O;TcbnzsDcfepFyZPGf1r$^3Yr z?}Ne!Yf`&&!HPj^BTzXickeO7T@K-nSC7zFR>YWISewVqdNAQK5)w!M`DtnxkDol5 z1K88S3sTv9Hz|KSAgtpYKtB=ACRjdK**yfURSM+(L4eNg^EXg9=O?jJHZ)&A&(F^f z8@>am#`+3$I2V{LLVm3W#1*H--YW?J3=6blltF=kQCqOw6ri%wVS&`j^8aK*5?w&W z<$CZiEa8vkniq)keZQ&SRjSB&x5Feb^8U^tT88JF%VMRPI|>=r!MkZ@Cc3}22NAa7 z%=Q>)SJ9>)ahRyl*j=As9ua!1Rwr~RVs>^`TTvp6iZ`yVPRM$^ve0dHLeKAPLiBZ{rS!+3eSew3<^T9Gt|vgBn=KFI2JCVDx-pWS`1_ZS=+Q{59%bh@SN@uR z@F_5~b2%)dj&}CdT8_;{vCnYc+6W%na_ZbY{hW1OtlMGAqhni>9eokBl9cuFC z!BTc=2Plu3H3wi;Dy?%gGchqmfojP+pfO_xDy#u&4OV~6#XA`kdS$2=daTC)uu!-F zbd}BLbn34Fmh%==2eS*^0S9y&aa9F{!Q+u?*KBAH^!{84djU_{0}!8jpn_4Q}ue3|}2s-aiM5XF(0do0SfH4xj z8hTm0(r)yQ^JtwXr}J-P_s5*T^v@$;xAhG#@I3y_&V5P+1`^ejwo_;qlZ>fPxCns3cP8%HS)S&9-f!6q=>N-n%4xrk~(l z?CsK$l0ngfr8oXE73Ak3Qvv>LrKhZ`n-}&(;z9do_R6Y^47v;5eM33`JZ|S`EP1p$ z>DI5%2O2b+7=}d}w|WH2y!RZ&=PnDly>-{UE{~7K&CR_D(9=(r_o0&W9k+l&y5G#w zEwndp-dyQ^Q_|xF0Ds?Nr`N}U46rA_EQ_5VfAdOM|F%z7b)yXnk%PgzC`Z5!?gIFB z@J{;v*hIg*q%p)%MqDv0#vhmX&6YUJBN~b{ZJ4&huRa%eN||(k@8nd_k>iqCmG+1e zfx1ts)Av&CDYLyv+Ry#|PSkj!2JSL!;PDRddZhQI0U29tL!!W@C09s=PUfR>3U(5ZLJ#vl-eezOAS9spO%I%6qQ2z$BNw3dz@ z+K*Sh1B4E_@+m1PHzCRsj&T2)|?ePd^dxoYDn*SH~y7t zcxlRxeJ$HreHr#9(%fw9KNb>fndmNPP@VfE4b#{@Je3v97-v$Jo%%(QB#;N#IK>*(ZCF9gtrA+2hf2Aqq0 zPB4I8p#f#dFxlJe8|iOY{Q+Y89bh~Oiw znj}!!oa^szpK;wEP&$ZxdGYh3=ve)M4Sw4eMwJN!fr~s`z#c0aZpQtTijo|m?%sk! zZWFzsZ5vVjp?6&_zDL5Xw9gR?oCIqOPA)9N)3c1@zQE)KM-v#P&w=Y;)^=E~_1GM5<3<}ihHa9nK&X7GlA$=k^2S!fXCJlVVoG)j1ZL|eERtTsvRSI|m_(dm$W%8BJZDGXNTq70GCS4xPHwQ`)Wq=5ySyCMg zAZ+>k+nyet=adQ0pFgj08gV`U2o05Q^`lcOLDbWyGrIObbmS>GNryWun?pp6*FRQw z1Z8Drz5^pr5Nb*T1|AGiu=~eefJ$hZJ(B-rshmNlTb3lK!ZU&%_}u(8Zvg%Jm%^|2{I&|dJ5Fc8xe*x1rbF^;uE8qG!1Z75Lmw*|g1I$k zv54suN-a}*5)a!xc|vpbrP#O`iL_zT(7A#3f}bA<>{xd0F~9}Hj*aP>4%Yy|n5vI1 zPeL#9_dQc28%?`?rr8!8wW>x&tboNn1}FpR6o2}3$ABjY9PMCQIL;ylB^CiC zos-Cmr+(CEM2}jZAnm0PF&HnIH)uW7C$-WBQnPlGbvhw3!`IF4VAV((1BYy^3=m!2 z{L?%A<9LOfm6teQo@H7QTl)O`&d^092G~l$FY9x1K1gyuVo=C;mq`|->t6Y2HO#Tx zm#L?;5#lmQjBEYtP1Ce&-n(|AB_@Fz>6;s`oIjfZjHbyGPK*nWiKBt=_YEL#Qq`5j zt8@ZdAv=KdEA_L`)SoN&DxKfdm(^7}b4CGFO!H4f=vQz{fnKV45zvv4wz$5t6YCUp z!|8B$t<3k>%e;8{t~l*)Tfyv_6M)n+*9Lw43b-|6oE0$?Q$-AP@P|wRe?d;Dsj(Xv zPp;m_fOtc^ioF2Y?*3sl{V)QEfX_h$3;jJdJkJ*eQ;-N57`*$CluJ|7)QCLoD*D`r zQgN;-^{VjKu_ErGuE-&S+A)P5x1XcJC^iiU1UYxz7JJh+0W*VjieOlRy?BfDHt5TX z0RYbqAZeVz+|JCC!;bU!QXQdvW5ct%DN zW$#%JLob51)d|Tx^*5t&0$o?uwKH+rhUVs(uuv^?`edg7k_#8|UXWifM+0_xaA>3k zZfk#$_Me^`7a+TWw_Fg7bUOKAoPXw*y^Sc{A-&`sfOknL41^+WWmiMw@kGC+dBVd< z+|~h0Mwi@=T^VVH0Yo&f8QuH(uu==G!%c{n%O+bN^lnH4rs_<4!e0*|MvovC|8iG| z1AyLp@$jS48yXDV&``Ll#Kw^1SyK1rbXgj1KO7v&Y#;pI1<_Zw0y{)^5YsE_zdLJ zY`;64(ugbm%TeeA=*MCmHmf*XF+;<$KDsGJik4GZgQK=*+%Dpl>&Yr^&G+#5W&S!O zx%}rkoa^nrfA%6D4d|?JtIMz1H}LgsaKc~bTQ9-m3UM_vGkajb z!ui{Kklzok|CeA>M!t!zS9w7grz~&CaG|p=591T|dP02*=SqL3l;d;drAfH)yT6w< zh|WP9iKQJM?>gmIwy3`s%J~48msd?PVDRjyEYc~L6%BUs1HBtt z*T_-%k_U(K$a?wO%C2&4cE#I&uXxWhQXUL5I@l z=x7HYmSifd-lG`xpYG!G4`CKBxMJ4+nCnM`fQ<35f*?2NTyA-}BbwM*ior>jRk|U~ z>@aCOlP$^U$MV)63iB&(e2M|CIhcBb79&Zw*V z=wkO;a=oQRYzffHyR8g$Kb3V>rCQzx)F|c)Jt>+7v9YmH2?>nV)zy7j3RFuYrRm$N zqnt%NPM;r$vbAJw0SQ!{wIYy*kPM@gQB(|nX*b$;XRzMe!+Nr=nzrDD2KK=g@GjoP z-PFU_6O)j52)~)gV{c=y2V{eEeBAPcGcz+GL%Jf;DoB=5G2xB2t1B097fyN(ay=Qo9!6qNV%O>eR zkwfI=bsVI$I1U1Ua^Vyc+v{%xdlxkw3ksx!|`yrTS@s`XV~}`s-vO*npwj4=wVa#cf4z__ar0x0*1lnAW@aR#t z1Sa-g^DiV5D?XKpJ@Z+mAO(g1)DM9}BWG3+T0adTR6`Q;uw9G^D-3xFKZ6pbP%x^zy3<&o&T+ z3W;2$hTj@7x;&f=?pWVlKU%PO_8Czh!p8gL8t>3Qbi{~+(Q@lM1-z1Vh<|gz=m=1i zmQd}DI&4?@NwtQDq~VoX-OYwB_C8~e4g~Dgjm0^Y!e_}yF|oEdp*OygMR|e$M(?cb zyYM@?EV(WfEEg2fW`OhgKJMr&W*^{yLF#JrYo<6>BNoWM#)Z@|+%_koga~^vlga=Eh^kpJ*iS2)O|8X&{yMdmv00n(w92xzUVer}{=_n9rV&DlXleD7Wd|ec<`M95Hrf z=20H!wkr?<9HHibpB*iGx}e}jt2mEStP~Rv+KkJSi?OE51Y2@5V8ZjW^al3LHeX%H&`t-_tuD& z00^1vqwO7xDIh|cB)wBy`5s6?^pOm%cUsw#Lm*WX;fN6oTMj;^PashWk$5oX zGCPlaIR+_-PN3>b4;{{Pbar{zEmU{UPG{V*8(}k7{YcFB)zF-1t;qxBrZdho<=IO@ zBQ-{7-u@d8Ayu$*3n)iD#;vs-=LZ?Fspf!b*6Bpm9xTRVtz)~hV16X|KAB%l<7lP? zuwKalM!5UmT=^Woj2{5xx?Te5)S;FEJeGrH0ERtbT$jdi&!erJxS_b)Nn{`7B?~s* zXyj|^C{8!<3EuxIi0XV3`_jzA1;U=o?)awqq3~k@G$DaNW${;^KQ{Orc0j=d^B8V$ zI=1g+4Xof6s7X7Iq0{qBcmR-xC~tfBid8=7E7wIIb&zf1nA;=k8(Rv@lNU5uJOuOw zmu*8)=((e3C|clcGNa!b@U9aXGj$g7J$hoC{J=Kgt8K|X&6xiJsiGXYl>9R`QAl1x zb1QW24vU{NXPfP_@dW&yIPz2z{O}FML7!OcsoPm194wwVt1Oe(s5~4aFYh_-Jmzo` z=JqUh`?QPy3I8FceWqOgdSA5$nT%38k#R|Wh_kSH zvUR;Ly-Si z=X3UOnFrM4ti83?OS4}os|G7vYCc6b)KiIk#Fd0bU_Cis>8Q#us^IBjM3e#f@lKCm z_8MWU28~jWtGsxfJyQ~_=s+SfukOP|ymjgh7Y?5-|u~spxn~jmQ`H(8OzhD|agiM^y zjsA3$@v=FjwKary_9^Hg@UQr)K8G;R7E+_MGaQ;Q8Zo0{==JMwYuW+_YNT<`;|3s@ zVtdn4i?8m}gC&TzVHan1M4O;pfscI5r%2`UI(1#i=+<82X?=Q9;gw#5X^@DK=Ul7_ zNKA2=8&pqcowsU|JO*TY0|L2S?Sdmlc8PB!9qVY!oB=Deb~g8!PBLqubuvD!&xdX6 zL7oFR&ct>FZFn!3As)Mma~~UpM_w10^4@ukjm!0|RknA}2|vJ84q?)N0@zjO0A(Y7 zDDFOIgNMdEF^3 z*L(e(&pj|x&vJdPni(cResQxI`>ck03cvc=>kSNyGhYH`L@4>3rcInLM-wG39cpWk zjpf!BrET6>mpwq15@^1WdnUe3UgIKA7u+J zj5`uX-O6T$wS<;ZVlR%bn7AO&wyw-0`IE2CQia}CE21+YHG!Zu! z+%@!C2?Af?w85EdL8dp5+q*0ClGoyuxv}89P^Z==ysPfh!4+?n3AX48zJA)tzI80) zyIY>BW1FTe=-lz;l(1$2YbOVTvWfE4@|^t0aAVlB(;35dyq4?Q@a)7qgwq<#*-DK+hEgB@Pggn zd}Kd#0b`h&s{8giOY9p|it{56!dzNLu`g<0xrJ)HN=juiOKyc4HPz&O)l?YC*(}b6H+asu^lnS8m46#3=K5w5K=YPzPu> zuqQ@;zPL>`_gP(@@7Odsx*(`Q6d&sjied<-coM0iPMeQk;|wK+zzHBg)(hAC<`5cd zQs*?~v!`P!nk=&VdP799IOxl3pt)mm7&Gj27*R^Po~`_v0&N8iy^EElX7TE1si~AP z*R5z+7f#ct&*+|mh)BFy0Ln^J#DNjkV{`QS`i2a1Dvjm9eg1Cb!JJH0l4&Jz+oc+CqZf4rJGKvkmDx z_G10jKFvg)LP~sOB!i87SE#8BoC9<+f>xZMQV>Xer`^O&@?vc~a*j1Xj0jEGhV2?2KQ@!_|E}Gp_U$Xt-eZZxnca`SEM6sbAM0^}2Mf-qgR6xfquq^pm z#PsQC2@8+?7?)PtJ%^rdN)(enQbT{egvml>S6M@M_r%{)fGxDsjDvVw>H`CEDFg-& zY&LSGo`)uWp){t|O7w`%GqBZ&rdJSjf0>lL^nFdcp-paN8034rZQj@mejd*+O{0jj zI#r^zTOf0y@Mdkiiq{ZzV&2g7x}*(G6NLa}3yMfPM^#GE48!Ao*DGF;R#<7FfTNx- zuloe(0M7zEL)b_)Pss;Bb?rB;i$VE-#Hp;5nEu*fybmB15~%zz(fHA-p}oz3FS4f8 ze-H4M_6b}M9+%>CFoF+iptYl9+k?`29Bp0_)kum1XXlepKSc)Aq*D+ok-E>k3I-bV zX+C5 zrs4e8wTbQCv{K0O@{kLAy)5K-k%HZ5|Nq$f>ZmHWb#G#UARW@(EzKgNL;-;XNC+t1 zy^!uM>25?sx~033MmnVgNl`)&5Wczgz31G$&v(Y~55{m{u-H z^zb}cgn_{-STddP*O}T93BY3CWq!+MaukfRsr>n>P5F;xCzQbH_Eq%2cI7FYGwHr0Y zgyT{tBB-hdGB^AV8NUdKH$4tZQZ%MjCMeZ-8{9xjYVF||KkV0r*cT!f08 ziKPc49#K2Og;u{fV#h~j0zyd%(wq3uCeKbYGfRc2+zP^?&-4v~=^wv>6})_UTNMy4 z_(~Qh(kQ^Gn2MN#0=sb}8|@aKpPZgDb90X^skJ#8T8&fuRjWfZNkLqWp`fao2I?&p zKvzhCN|tb9R+g>(%?iN3wxz>}W`lAV+O4NqMuzr4X69eurHvC0Mr;juVp8+-84k`m zSyVE0ir}WfTrgiL_J)4KLV(l;np0UCfJgT7Ys72hu4BfBtr+2|l4E=tq)_3*KZrrZ{Zj@N3m!jhf8 zcd`;wQns;R>7BcreYnaKB)N}QY|+rr<~~MPnt+tpIiZ?q^;dXy9rknO8984E1e@;p zotGIdzWy@)=~FyNztvmEUTd&_IW#`raAItFvs7=(J?M~v-wV<+xuA=oJuMu5!- zvZTFm$=j&wLlFGD3v=Hw&D&dTgS!tX0@3Km=LaC>2FGJAI7}90f{mh1meX7Gu+z~lblON zHgc_ZkCE(xSHQV>N%In<%Q0qVW_4l@nN!BGs{2b-%hMpzd2^fwo$x;rmD;d#XdR(;G*#>el!&v-|-18mp4DjuR*Z$3gY;`xP1JIa%H;E|4d zKN<0XEPgfWolzJcn%s*TlCT;(hNZ*BkKBQ<)-A{Ak3I)VWR~5$-%n!*g2&v4M@G22 zv7>8R-H*Rh)PhiVy`V^CQyePWHJ#Q04+0dM-6;KD53)^c{0|>Zb>e#OT8-=pY@>Cm z`l*m@=kTw(#GH7+2apSP*+)V3evQ~Yykw-H-1lOMqgr?gAchFc*$5W*4eiflq!cc1_!E6VHnf6$ z!7)dEI6g+F@NH&g6o-ZDpTyJuvL>z{d@&UH$OdXzLbU%a4c21PSytKu%mC ziD7R1&>H)#CJ32z%qWbgr}{HNtoKhd5G$Eh&o|ep0%a#*T`RTw6i=UuTFb$sLnf^C z)MSC`287$fnhEf-C=sJIqPv&Mbw(XW4mX}Ob{4w9wNSDM=A>F~C-he%2z=@_7{joH zZ4b)p>SmVK?|);qLzyAZ{*1^T{C)cNu3U-G4Z8FOXCEHaJD@EdgoH1Q^w3UD(4P0n z`$-EsLf4)Q<#|OrxAv`A@#Jy)qFk@io3E@=1QJoD*Vwpm3(|i8u}CI@yG3mD>h7;{ zlZ!w#6{M8KK@*K?_-xbP(Ronav>J{ zcoTTI&2w;Rnh2<4ODuC-Q+YUhlOm8H0d!110IMUk`vA5W{9YP5P9$cj2d!Fn=OM@L zBozxpkDv|VoHQbYVSEj%gJWY3Dxc>$!ZN;peIDJfyrvGDrF|w!X88zY#}078*L#jv zL26oZHIh@&@6&JBl3{1_ z;|m-*fr!E3r15^N0-_eks4bX}dZ7I_tmghey45wPcHE(TFniGiLxlAP%|+G-$mP<_ z4_@&N`oneX0*G&5j$ zZ!w!Y4_CNXY07jl1Kj)N%|#9QcTr^GZso541~Ye~m_`EA#y9MKMY72b{{BNm>NsuR z1rxp&%1Ean$GwrWJG=+81J(S5@N{XF3VBIgDZ_Cxk3usGrrhH9z0g=TT#&7Zt1a5_ zSdfb<5FM&`kUan@$D?~?bL9n@h9r&JK-7OD+u(b^ti%Ih+Jqje{cPzw41w%IKD@9W zC zQ`Es?9n#)Qx4ClN)E@!0@po7u!R_BgPq%|HAi2hCEw)C!9WIwqo+wlo0HAuH#ML7; ze)nkS0SMTb8Atsy9d=67V^yYIVG~~uB5CF**mv%?oYVVUNRy!+MB;PKkmssK2pUz0 zKJRsBoqK#3@mM+<`R7$FLW~$` z*OFV}Oa8bkh~6E=kGD;;88mlv-`189((zA;g*k7stKKprxXyqyX?>NPLxc8SEg6a+ zmOu}>>VuJ^so%-p6H^@=drc+k79A+7_iFv`Zcjjklt=em^r)q{r0YA%H%yKtbLkX_!nYc&3}zFxs8eK4@4f^fvH{ayNUPmaSg&Z z%T8VnpYub{^<%#s0Jf3XZvR{tkcjo7D;F95Nm)o88k#6LyFygKKYWSa7z=cav(w^^ z1;Q5JB~z7Knl$3S1 zv{F>g-|sYQjco8W8QxaogDOy&!NpQUV9MnIh6c)nV>eL`14W{U7%M3ph`Bq-r+&8_1GVf zIh)3uYin~2=ud9+^!Ww8@(YtOd=wwDWfOgUOHlo?hA6lr%ta+Nx5?@M*l#A68~NxRAk3O=SBC(_zHH=1VBIZs|)#a z|FIPR?|1@s5CY!g;*VMoqW{2s3Q&+$J!@vXRoy@9K2d=OhH)I15aeR}lDE`8##B9h zBfU_g?Ha?}X?jmwF(VA|XUnp{e_a20uAxixTGE0pP!6o!7oWOSu8ArZ8*=Ea(`7ZfRHFd&wi$6}ALi}1_JOG}@@6G^GcUEMY# zS@m#D-1^CHM!GGYMkq?>$;_h{42C_QwlKWoM_n^zWP%Cymb`Rq`x#a*BShsC*7bTL zK6Gp!8u`qU*8isF^Jjy!2?vjL7AI)3F{%?=*7KTXvKyz9x8uK#*Bn>x!G+I7UU}QG z;joOazr8npi(e7I8!--F%IXa67z~f>nP`kVxhtQq8-=lTG>K3*W(v=N_jv6>&?I#VvpkA806#) zhETN5Cmc$J*Vt?C#nhSYI$nsDl%-#W@4+lWh-!!FY1d5MsBZoobX_CByVv{}*n^hP zyR(CN)dvq=r^AX-(H5PGahrQE1VBTp{7V!+=eHi4n3(d}^wnxmOGHbBnDH+ViZ_)j zOOgJNK=PiSq0veNAHBi5=VK2w}~C7-=DqPPijb9zPyjUiGy#T z#1ss#P)x1_*EPvQXyLM})y1*YZRa`&D2_9VQL)syhiBPQ&N)F!110Si>hr-m=zdpz zx;NKK{}j<^cvY%#8>)ajP>gtQP+Ue|iG;r=iJrkF`FB_g3FhL~dMv7W9{2?D&lv^022l4Fqa0)_!2tiLK`uwWaSM zD>Zg-+l{|fBlD5px|3$e$;#MS!Joi-VZ<2zTW8=WabiO=c-`A zkYEPzL)?B{Nu81fiD;bnV!h~!b}XUJ&zaEW{j)Vc2tZAZiR_?Z8bce&+cTJ7Ztc6C zKH(Ly*U1*P&-5pm|FWgG{#9U_-K%AIqZrWi7yJ1YKe~wK;X#yCms+rnfuOboD@ItC zfT$7>%7k~niCp%uYv})IN~p^#M8j}zp}=-i0O%Gp2nL|g;C-qu2?Rwq8=iu*j-^PH zvrhLLC?~Q@3oc<6;NpA-gnG7VF@ixEZ(wjmwc%E3q2s{y?U%TMFm$0dO3@|E-U`XVW*{hKRGT z`cT4dWTlH7(Idyj>nI2|X$oJ)4a$DnhXz$Y!l7O{6QClfmO?Jy#4uWLR$WgbX8rwxPGPz|=9Iw|qSHA<7^A>6jkHn($XBSr?cT z$zM0WGYfF`t3F>-8-A=eYOieT{1g^#pVa7AkNDgFwuTZ z*We~ZdvWM1Ue;i;rv(Qn9nBfAXoi($-C$h4|4+F3KQ~buP;YiE|Hp53kszy<805WM z*`fcrO+L#Y{Djy}h=Wc&bF9``f_$pRvMONZMggJS90xR+I)iJjp5=X0cBXhFh)tPI zft|Z9N}b>tOOGOH7LE$#uI2~Xcx2YF?nNrrCpff{ujqck!MdRXn^<6arJb5Rswr_8 z_UK0!D$1ZlQ8|$2Ecq03R@u&1rUrLt;D*6@#X(r8>nu5SSzSgO!G>5y*6>+eui^`Q z%1Lrq-+lL_;>yu3cy`wx@M;M$SWbW`b4d~zpY`p=Z|v=vk6ps1rmcH@yQ)%u1bLNu zdi-TnJT zG&%SXik)P&kwDaYX0xSQ!yU0SkMziCM!EnZe}6!o!xqS^Ab zO^GIJZh%mTT6VSTsqpAI;8;f&TzJCjP3$QdJ^la1BJw+0J?i3*a zHAkobwA;{J)B8pl?0X+wtT5_qMfdRz4BQdyVLKlS+4c|}b-yxR>+o&KM`LJdO2fK; zzs@?JoM5b(ymA@gQ9Ck#It$nvNB>KA`;UD}!5Vm16!u0Y#{X@RLmcq|z5o?Q4@6h> zoeZj`??nwnC*>aV-jAlX)yrT;%b6{zUKpAXM8G^o3~DS;A&C00JroN3B3#|q`D+UNI4Je4cl^@RZYV#}s0`wWX!CP{#`kC<+0r@**!9tg+H6J}>; zfk>OnJevdmV9&ArJe6bkesDEpKoUmgcdZ;744diZSCE#^8#pNF*jjhf7wlD}W5>KX z_U&Y3za~*Ef-|(jiqF7XP@^R%=j6oDJ`ChTd!M}GOAkG8dp+K1uv*?4uGGy1yDs2R zZW_YBfx=kg=}h7QXWy$cr?W)ab!CyXo^-tNO$V}pRsgWO)$M|I7@3y_1_rs(Gtw7S zwgMCkyfC3LDLS~ifq?@XeH&XuUPhngWA+DkcxEQGCjD>J-h7-gd4!6B!_o@GPZj4X z8ktu8#tsc`M|$?Im$^N6{i4?RA8mmps8%6j9ib@)n&ZFAl>bd%#7nawwDR}43;$u% z2_$AQBD7*F!{nJ%+xVlpxrFVFa^KkWSMD2&LA?*#N=d(t4w=j;5KlZthV*a0Zz3q6 zD;QwXXCq=;%UZd3lzp1(f9pAz?dRkP&*T&?N3?T_4c%j%`~u282FBj0ca*DFjN=s5 zgX>UZIUL*-PrR=hgp*<-aH+*Uff|)U6@;4DcFTm?SWE`KSZiJ>gokSf6XnKQEAPAeJ<5X(;N#Tfd55cd_w!2r=KbBOMbL`IyTxYpM|Cr4e(DX_`d_`r85z@2bg{v$} z1dk7XpFN$LlEQ3M@G(yEN`Z8ij%ri5kjM!kUF(iqfGq-t?e`|5Pz`%i(IFM1`FAsEKb7imwb%n&EgF%Y`SFi7hg^9krXZu*9-!#^3Ba~EZ zjwyoNr0qSTRacwzfyhRokm;!CD*i!VCgp&G7?yc-F()H0m2Do(z&ja_uOD3D=-RHA zr(oMX+P!;sd4It7-iCOJmZs(>pq0{6CkREf7ZGeSDg5S@top40#~PVK@oaDQ*yeSqbvI`0Z_Jl7&F?Q zq3NYb*I#G_t>Rt1_JDOuznKlXjTxJbz11M z*O?mtymP5Zfl)cDos?UT*!pMX_Mq!z#@<(BeVWz{B3787!(qcq+^G$@dLvepT&Dr@ zSW(3ur!|+_dEi5SZ0$EXEep>Fg7?@4Q-HlModEW_AV%YfrnWZ46Fc}rQSL&d&-d(5 ziayXFue6EED?|~0aK4Y9+ox*&B54+Dg9*#7r%hrPls$H~5wvNj`lqsdX z(8^=4sPxeiE#&oa-zZQ>X%?!~oPF>t9cG1U-sMyPjPc2v&&9Z5@%_gd42wZ%SaoCl z&VHb>$Y!fI26}gM+B;S{7XCZM8W!rAHq@;4vN{H1+6SpK#57g>` zyqcxt5ZxSNm!74Ucej7)$sX$;d?xw&93m$PI!sXQ_wawbPE7NE(nLa@`3DnUP{QL! zp8rY2+Lo>jkRSJLUy>pr6X)d7HZ}8A%Kurn$b2E%z7u*xOPSig9P~ zq*K{@Mg-_QZ6n)}65DuI_cKw6Cvs@zFzR6k{wU?&JYN3-LI2`WFoBLmPBzZ-pJdDv zjG1|_f`;e5`9}6R3Mm&4MmhM)+7yGZL?N8=v~jh;X>T=B=#RX9O_BDJAr8O@5d1<; zt;NtaSdIznN@BTK zVY@9sNs+2G0286%YH(Zw7G=|I+7Ngsv{V{;5bl$hD8WsD6uqg7U_9Bkz&x~ct*uLxvxHS1^z)+qRVd>0lkSO7EIMe@dG+#3S0E}{QKy(a z{^O}t=Z(40Z!g`4g*&#ulzRq`!p+1xeVP+NI>4WPyjWvCl4_l_0r>)65nJ#m!jqJm z>`gkpva0FnCf?+j;VDYXH~Xyq&|`Uz*eE#{QAT37J)w>p0iT+ zUc{Tt!(hsM;==ky4@0cprRTaCUK6N1Ia#N!5shGyR`m>@@y2`Cr5Bt;awK$txMwEi z8%LSo)n4Z|@?|j>-wG=$VaoZ$Po6w^imW1UyvT;_ERZz0b@_A4KAF%U5u5?fz)w3R zgHOa+BVA9I9rYiN%fGgi#Ml5Y%O_K=Nz@E~xAlRiBSc!O=9W0EHgi26<5JZ`HLMjj zV*Mos%dK2ji_vzhjbN6bW!nWCME5;9M?KfFCd7cDVEVBk?SYJ&XXK)M-iC z=hx9P>2p^W%cs!xR_3`4;n+PuopQ21yzb`-pwtMlUqPh?Ys zL!E>V)+C&(kQqDKW194{pE3m zlKSHVwjdHhZ5LW<&aYqBf%%Y>CmE15#kIP|g`P{mx$=H2t(<_IoP6_4j7-OMcTy&b z>&twPvh4tV75MM8H#oxN(gz|6U8~d%2E-l?w81E{7o~ur(LMp;QxqPLi~vHKr*PG> zLxh{9{!89)*?nizm>Czx(5n?`L1J4~v0x+v3Ek>uU9gJ0vUjM<6@MY#-Sb}`sm;`Y zE3&F4dmhUFkeB0QA(SP9`S&SNa6Z%vJGA4rPebj!2N5 z2r=hL>p)g+a)9D1RJivnSlip`2%=Iw5%~5*7GO2KTD+G9Hv!`6g?cr3erb(<|RUzAkP{2~lii_h{R#v)-BP4@~gujSe7bY#O!!6$66;T(SbaAO; zk2e8@t5aKZVNy<6X{l@}-dcs&0qDF~zwW~cp0+B29&cQlLe^w8IlgEZ1+hk9SZ4Mla8-AKCpn%Etc#B5I$if+9sRa zGo~_$Zw=SW>#pMyA||=DRtds{*SRlIh&YsUPkmi49wUAqplhq+THV^|l$(Tr80X8Tbo&!oFz$`P0R-af_|+aiO#+jA^AH|~K$$tq8)0Cge@>pJ z90)%Ihiyx(622h@%VeJTXU!Bm*Al9nBMiaa5V}dYmi{m<8fM>d-S?0+KGOln5cTpd zV6;^YJT}k*-$#vGOyqKV;E?f31J@`k>sz1Nt)7=HEkw*KM{BG_qL8eQz(m`-$AOo2 zZ%~nSjENWj;CH~YK9=g^nl= U-23-9$CuWNdT^FNScl_XIa>Fo}fpC zOuobqk8kZcrl1jS-gQjq`eTmF&aRxKKOz<9eb;(AhzCedV4&X3l*Ys)T&!mNxWV|( zbLPnaub(&KeBGMK|RRj$gB|g4&i+gsH1@f%WC0Wc} znY9`_>OUTtf8CAG!;oHFY3w}z_#QEK{reZbBrwv+*zcSeq2L&7gbZV6NAFk422%%y z4Wwi|Uzl!>>C;m{fGY~*C>f%!Y!ox1#$tu(;!{R&&L!F43pD&@5$7kN-ObdpIAt%Y zQh`x<}gB< zF0q+Q*vJGxCz%XHtWQ8uEH^^MC|&MNTUOSdZ;Sg9n3H>%-~2470ak>k^&N6zm~%0< z$P3^SQv1CtZ1g@CJT+T!wsRm#VSd=6`=`oZ4&Zw<9?~HFh(eG!RwfVy#Ln1N_hnEp z{X&;EV;2zk{S6CW1YD+Ey0vnZowr^OXgIOgusCF}vrARI!^8BG{_3VA= zh*Z_;h4Z&@EtY;?{9_Yps4*f7sBwU57jx&V2p~XtRM+Mi7Y~r54 zbkjXkJ&}R>4&f)g&Eqdf?-G$P1c$6;@tNWiAtxTklvUz#4-i^;5d~Cv!#1yr@4j-` z4!9sR!+5MeRw0{#c17<1StADkEqnPUG`ROXraeecMW!<=iKrJ^-K!eN#7*VwcLFd( zAn3q?LZUX}FJJqMpR=5pdE)xJ9jm~RBP?bYL6VUCMP^qbxS5~lN^2W1Dvl_mT`gU% zhNPa5Mk2kU54g@nVYa9PTD#Yvzf`x1v#M>1&{79DExVeX0V!ZIsNP&#`}}+7ou4PT zO~+E0)ygTe&{Qai0|&mwljFE(Y2iP_TCG+*MR3K4?y0BYA19R>(t2Hj8rlgd3T>vC zT4JFdxYjl(@Rn$I0eekHpc5z?b8q!|K{?UG$bj^1AJLwA)sD-BF;2N)_5GMBYRxt0 z!*EFjzSZR7yrI9n{ph^!UGL{-%w`Zvyy*8R_CWUtj;?PA`*p0)Bd;^HfnFy>`q?lP zvOhd)F)0T!JG$5i{E{4iDqRVVPy%Jr2xFsPgSI1`hkdfy8^!NqYb)0x2pG9OhZ)7P z<0z?&;)@J4J0x|TPm}v$Ic1i=44a1M@F$_-?svHp7}W5O9t33!c}^&5m%24=Ocs@f z8#AplP6{?=9CP0#N_xOJo} zwG?}_DrH~WuB!D;aMe{XQh+W__2zNf+7TQ)Pp$TFQyvovQ`1$7(=MG%jT=H^Fm*j_ zv|koZO?xM^T6m2fNpBPTqI|UEnnnA_vi-k4FEy<3G}kQEX#eq>PAXmAUhj&OeK)0> ziwuH>7?NkSmGm=PV~4HJg@-SM>-61}hR$;-r2k6vXv8S^P^9Sa@m1p+%VsA0MhHct z9hZS)PLsW%gfKQMA8N|YzML5C7Jj~SDN+_^VM=jre1EZomZ*-nU^qke|o)T zwrK@maDkl|Y%LqWR~t}_MbNZ$`or>01f=<;fm!0}9`lhm^q1SgoXVmU)ZU2eJ>dPW zmC0wT3_BS^czq%>g=|^C19I*wv00@UZw;WgXYvn;1Cl&)@XZ&SoZf?opX~_Y-;&WZ zkCrZkEALFQL04*=ZvK5RB~As^a)MUEZk$TM7&P_)pY z&ji1MAhJwqI{1dLI(p%?^RK`+_8M3-*$zAb!`Nr2K+IZw;Ag1ugiRHVgJ8}}^T>^p z>&sw7y11yhLj-o8xYVkQ_WRl1aT)gR0aUYT8)RC4v>KGv|@HJ^0OkyP;0EF%WiheU#L1 zIp00nS9I)N>heI$K6H~!@kP!>11S~{|6qQ7ApG<0(*-@@E->|P-~0mH&NB-Oi^&x* zeA-M3MkaQ}5G5xa&AbPn+X&#j5rG;C$s@yVi2^Zge;<=4SS zkOHLIf-sP9g(QunC?}(7-V1+SHUSduh(6~?zO{kL00nd#o>Fip%LYV0yF@}iyOK*# zffW+i1X3L~Rr`cNnt?sJTWE6~nj9Yr?DS##St6pdt6`v|I}`m|G&oW8c|g~YD8P;S z``C4Kf6~0o&GmT6S6W(Hr?Uz_IjI^QI#K!aqe>umEoos0E+`Qzbp@fqBM9d#Yfmrd}Ejm?{H=HaOAj=ZU%(qu6ZX*%%n zoeTdGUuaKsC~qDVmuj_3q|e#Y>&sHhE2;Pi=g#)|zWGkd4)wo+iD#IQwIj+u!ZlC- zLCnwvLK)QbYYmq(@7Fs78(w*p4EJGnccT&C@Q2fhkwqQU6_h4lQ05U;agI~AJqXv<9qnape zp`7r^W9^J|*u2X+pz~_B$_$vgWj=Oe;ul41B|Am)kE)paX0Wc+D% zBlzq7y&XZq2ziu+R|YR%mf2t7>zdj zBIoqV_!9%!<>|-=B5K;KzLF|k$yk$;>12S8Wd1%J{@-=V#_3SviZ}1ULA!5?Bjo=ViV4_Dsgo;jCdK8Q}oxVU177 zVgF5yRp1eIdo6G?m5~J5jFXlrvH+PW1pYWmlO)}NL`7l<+rkn}7l9`@E&1IJb?h@W zV|jBf?>hy7;c$>x6>R%<^LGe0wMfSG{lNF%&`4hy**_aBbfv&#;zZ6yDq5Z?!*YM~ z1jHU`JgLcsFy|3jNxQF;xq#tp1mL#G?UX_`$;_$mqm`$mp)0-JFSZYHWTFthDF)fw z)w}(&s$?Mh)tA~yH@!)s`FRV@gL+5=N~qp5C8h0ys?JoP(7lQ{1F^0%_i1HDk?rGV zCZ*2g&EX76n!%UTj{es#n|}^aZUe7XD&n%=np5bfpey9_1alDrkpX^aWlagi&koa2 z3I+~`%%sk3{0DrxfG$qi7%CkLel<=zlu}kT3&4 zD6j|ZKTdBXOfv8c;IeJekExN%<-KbfU_6g$WBrloN|n4FPC{0I;^=bSCY*Tm=u!G# z*vn_S$y!TJ_C;;3bAxvj;3E@2#t^96{mh@yN|w~2?|oE1w_`G`r~q|JN5R=2NlJPz z6^I|3_R(^J1VgB=^=PegP3(i-{P^goax-|1xWk|7XR7r$b(Ti) zqd@y(i1GwQWkS}D+3!NXJUrk<3OU=K9U1#B_o|@;&)nRcAkC4Z>*z$qRe;A8)2zU9 z`16xsGvJARPKx54%MTH2U`w3)ZU4NmGr^7cls!cnb;l3@9r&Yznsfi_TjO|R%>JxP zumgnRvr?4oK4ph$!iuTdR;U#h*d+F6^;g%Jxo|J6cU z%=9^7ccJRrN(sf4`CkY%9G??<@?L>Pc2&%c5(>ej=aR?7stl$Y3uWAH^FPfV$@R(cgx1RQFN zSPMxsG&Pz28s?d8=wQ7eMAIoR4A=pam5#_b1}%HcKo60}yl!;$9rw@~oG=LU(R2MH zebs{g5NYr%)Srhj0!OSeK@Bi^Ke6(VDg2G}tnb3DEo)D&iJNNsSADGeFFV6Sj5E9C zEZ9L!??mQ%xjc0XM)IlI3_i=`OsZ2Gx+b856fqa)#hd<9`B*vnDatJ*(Kvc{?X6X3 zIR5)_mx*^gk9rvykrLE$5XqyY50c=L?tIgpk5rT<*q2te*>v1&W# zDTLtZkNd2e=GvaER80B>YWu-&VQU5aN_uX4RMsk^stBBcp1^AEL$e_JC>|nVTAG32 zljE9ZrkhQwf(op-fyRBsY2equ@>6kB)Av-78sjPro~ITXE-QUwxsP5hr~cd;904JK zbw4-c;EeXrnRM1n2%W)ufyO7ch;%3YS!`8$ME&Alb~*2IqGr+4Q2}N~#>W|~i>N9l z_W~I(*Bb%Jz)Ywi+JP+=7?#5M;+fWixx!mp5IM8xF9m6vP9cgPy(I9(Jbe4Gw^;qX zk7Lr6BfvbloX{f#5lMpv-bX^sXH!c3U*X?TYk{r76WqwYw7*4$A<97%AbGd)zSqW* zxcLw-Z9rGtIIlzakL;IVsTOX0V*z%LN(E%tSe_vQW>aj3c?C7^C)H zT}y+u4Zm%QXAZXV>3tc<$5f%_#N$UF;{Q5!)tT2<;fro??;-14%2^v-a!k2kX@{tR z=N`(}R+=fbuIW^-kv`f%R^V64sLe#1mL!?ro6{0UlfD8 z3nMc3gc0q6NvT0W;^DdQPS_F(Ho<~XhjB0ZtdWC7|WeI*3?*vJ_jj^-a+A`E)E|Vns2m0=JKo(IC)Ob)&ZU%d-(;^yV zXyw}}%V@Jg%R+;1i(3V(yiKS0>^7g-_pbMz-kT6R;8Ij=>>N7>EMg*v>T3E-oSM-E z;gu2+ZD8#o<4e5+#7uDo&DJ!+p-4G_VTtMTy<93CvWfkZ$!ikaGTlqDe;)70er$KD)E0AgI{Q?O$+i&VIla2J=Qxk~*5mjtdj2o>|>dwD#2 zPv|UV?7YJQSZx6(z7&(MYXL5oCvfDoSr+32$f2Kt$~f?=MhNcOfsokn_cv>_xMv;Y zVlKtp@?6>RQFR=r53j+RtifE<6AKgq)-%Nk!e1QvR+^nt6tlp-jOb+M=g~r;4{};G zPa6VGLrY@ofPiqtVh$~j{`|My9UnVDIM;k8NZ~RR)pP6g`%|~=3(};Qnmi(TW4tE^ zd)}aN88j=)bAy<>mM`SJM9mzha5FUQRrg|DNUpAWkDR7~V&ed$r zLZOJ}5p{9olfP&t56F~2I|I%jsp7{R?X8{GZmnat=SCU=n0s-`-2FQz(Q-dP3s4Q_4d_4)r;3BXtGq{B)%xn#X10e zEWKHM-BMas=DhN5M35FtzqF7l4`FD2ChXR2Bw=Xl=ciJwvQ2WFyKdY! z^92B+AmvSD=~6QefdhQq-s|5b<c zRyZ3=Iux~(y?8WnN56HQ`>)g5M84}lVY$Wsor}b~k7gock^15~0+=C+bVa(A#4)>E z6<2i$buQnidwcD)pIa`sxR%xUSLlWA6c{a4zj#S0=Q*;FcnQdn*98s6;F8k&rf6Tt zCZC*|YGWI+l|9{HIYA?4B8ro;Eegx4u2vIs|6b1R4uqpiO>o8^f1n^k75-7cFp&@n z4A{ZHxHvhL2I6RG1@&uLc`>=TfEBLnK=&a6u?Gh{yL$S`J&VZ?{p_cgN8zZ@{h16R z6dbsLygmmd$T8r6n)d>|BG=;LRnlhw2U=v|l|>n~=LVBmsg281-u(pe-C>ln`G36Ce9Y_YkMhbp%Lnqt*T>ZNTun-bqI=M-D6`bE=69a?$vgNx zH&8%m0_AcLSL)PWAJ5eHrr5;!!bp!e={PS+9eT_KW+eKswjP!#KdS`dm_r79>%1p% z($&+}N4Z~)Y-@&)EA#Vv(zvW|O{N=$4E%nZYq*SVDaSf)Z*Rvo9s@SCj_L*V!*sO7 zfL_QzEOi+-NUx2l1vHwy50n6ruMOmnVM!^TiRoRsmO0zh16hMVfrC6DC@6@j(5T85 zAYb#j)tJU%K*)iW4b_|jS)$#TIc^n}6S-5h<|F7s8(rAprWiuW$;pBd@<>$eSLabT znp@x%VILWU9)bf>ZQz5A5hy+ZJBrfsA2q5zN}(z7BiXz_1{}T7;Rv9u;Or%c_(sx$ z1Y2Hq>^yQwcnw_l6rJHkDp@Q**%~{4U=}F0K|WIh6ck4nmQ42PlD=L{iy3JUD%SYi zR36{ui!{Z@<4H35VG1%^7P0f)D2iQ*D2uwHQ?2@jqRx}5W;z!{khj+3_+9D8(E{Tb zdJBm8LJ)_jfCqV09W2mgXg@$Oh9TN{Kb)d z=_#uR+Apb!FI>b4+HYBMUb-iYQaJ?NHyfM)-^a(a?z&_1Jl(O~rp)$(iGQ;uO*y`* zZvBksenI8j%_>Q6>c@R179`fk82kky!|_i&W4QRjR#Ib_A0=H?)-)X=lBCM@>W6jC z1CUXpe+DKL;=o~VwJCMnxg<#+JV01z>RHVnBbkCz-DK$#S(MxL{wQCxVUA=Z_IRmA zq4H0yu}&uZc?gSgIvoOiYKV!GIElcf6jtWv=dZIqeCi=V;|V~pBNodRVur~|eeq^c zI}XXG6B7sMq^mmngIqAyf=Y_)^Q^M{OVB@nwndYYL6xMnM-cYSA6R*D^3_$1jg5oh zhDb{h)6$Ifpjd|^Dxg;!f@vjB$eR-o?LAnTG0@Dm1#XEcpdD`Q|KKBrk+U&leS=$y zy)|HDVpZzXQVk%OVPL*;{cId=%7uUeqhRSc&UuKKvPz(eu0DW^GlrDVc&sB=#8Xs0 zfr7|lDDtA~W8;hCDy}`-dVk;h$efaw4)>^ylqwl+a zV!uErIVeKeNYv!=7fc=#aebC!R4?Z%ps6NJK#z`nKPa>?h(SSg z{c7&c@80nOzd)<^O9#i}(@VWY&s@vgZy6U28O@#@@4u-i3_XB?+*rAZU_I)_J*PUs;;c)Hlw$a-Dk%j+GhUHg;R+gLfZ!Mw!s`FK_4BV}g^fvySRZ$E_Sg9ET_az zA&#KAbp#HG+|Wz9a|} zSOZ`v-+h^xKK?t37=ZyT69nJN1LZ2qp0uuJBeJ@`o?ue(01?u#?HBi5$|jHNk)!f` zlF6=M1luP8Zuf4qPA)BN?P2@IRTcmx$;k%MWxB~0(odFZae~5`0`qEdoM9h8)Q_Oz zNyL+w%nn)@RQ*=DeaA8tq5+WJ>a8Vd)XctS}*?*$np6583CzEQr+F+mc z^NPh*R>x|vM%is2Bt7r$%Zwmsg2~tRq%NDQAh1Duc~%!MP>g^K6nfcr0*JPF^sUrd z1FS$cXT5?nDG6Vi&JP)9(kMkxIvAEKqEwHWX;eQBgd*D@pjzl);L}IS_uJ3t(P({s z$S90=JPGfmN5te>>$X@7)J{BKwx2{YKA5j+eAN!_%v5s=G%#Naj0m3qH;lFJ)4=8~ z;21VD_@PvZE;ikYHJEkg{2L6!gUiv|R}^r^!-bmEZLdb4ar-^-^oPL6GfbWzI@ykm z`xd}_r2XXS?bo5CC#*gFS(3MxriwFsPuon5|J|remw`g@NryG+CG)Cb7O!#8&5vF@ zZ7srF+5<_Go_qL@gF8V2T{M!XcG<4eEm)o%wX%QQXi{~u_)KEj`~YVFA zEu{P-hpM?BfXTMO1zLUhJZ=newAM)qf25K?``c&yKmCo9d1x4ulX-@I!ZiOnI6!Hv zE%FP+8tZq1tebU_QED4bQR19v?n|{zr@HHT%U797ere-@x)T2`PBa1MLI)xP1Q^== zzw;O=X>t^_s4xdIO6(@_xtsJjpqnWvA)W! zVFmOIW9J&JWW1OMEHmYZ+Vc`$LnT4)!+JO#gR5k;oC{oAY8NW!J|U@8&aL>u@i!O7 zoFc7h50Rtj-O*qL@!$hXrW5dzyQ+@N?OwNzEGM6-$S$`oJ@s?*hJ|3e zi&cPlahNg9Hx#RLbR@FPI5+Jr5GN6Vy-G$J5U!jn2u0p5D?19sqaJi zbn>xyL0dqzV?z2^8SYp5yOKx4ch#I=FwD$^as>VO>0%WQ*6!jVfb%N3Ta}ylWN6&K zu7hDm`!A!{dKIv$&EPP?G+*_}b$ZTvDO<-0Z;ysaEOT$Ktd73-nR2Au)w_WTr5>a+ z{pp!T8!TrcewxLiZy#I7ihG??0om@xCTG`Km~;Y z`I2~}bjn!Mw=p;3O?upES2uSSy={dX0Uq5lWSYbYiYDIHb8l`|AnLr3TNr~1h69*u zHF^w`!KCJWNn3Zf(xj-ew$&+>c8525hrqhY+HeO3veK$BG2=XF^J40l`S7#ssX?cg z(`ho1Qrz2pGX7nRJ6!!lEA3qLbb@yJeDaF;Sh#YyeEQu$QZ-k)m3Y*0r#{+=$B|0(8MhuSK$m_bWVJhh8}(gqN|4EcR-l5e6olw=!oDfxCHQr zTu4w5<)+i>K0l)q7D-*iRZf26#LulSU5f$)7sBo>r?m#VJrLOtF?6WXvAZ~OMefk5 zN8Xe8zK5%obntYOVtcPG=0TBinK&o2$)mC(XF9KVcvglzqz`mTxyws2M($^y%p7+rFMe zT~R`>EwzeeRLh+%<|XY1gx_qJ(HaL=u!~uhGmamwIkQq^@G7V(?v%&325>?w&5G|K z8gf#KRLJO>INYWE3BVkNlb0&9gbA|+K?T_jraqDmYn-!hY}~)7*4Qm00u^KBA+*9Y zl*urCG^z|SIdt|!pBuvF97PG>eW!J=ZR+QUxS8T2WRrE0+nFbnl+MG%<#_sav z-iJmsGbq#v=xTZDOuoqd24&9~M4CZWy#$)B)Id>0!f4}GXUQ!TT0zD8Q}|UQs0XlK zY(4n_$bBbYcfQ3pMNxoee1nY~Tg(izwD0F5ygFtj7he~Q4?uZ%p>||tONHgp?3*7# z**Ce*mRHj2vK#^p1ZZHl(^M5iCVq)dpy@oO8oR^Pn3q_@$tU4$&sk>BCdcXv#+P2x9ll;P~z<*TjEArSm;a?jK&4Kgp=E0oIzwe>I=GFs-@@=T(eH1 z=Q=MMsGJ&m%{iiK#72fURD&7ovO3F2@BK_FP$Jkuu{v~pkTJ>c0xm7uIc`m zhc;gKK?TrkXI1@n`v`;GznrfTjJ%8TBo~BN9W3*-Z@j@}vi|_5i^R>m{=SYL@!h4v zh7KjFiAJ9-4-k5$u{ke{UMwg8PdL_1Y1N$evcZGag;wUm z*6gnTf^x-}jiFvPQ0xZ}ckOVKXqP!mwLWmI?`@$euGY)3)_P`UAh+Em!=fg$)|0Z) zo~6470&z#i_H3GEa1v*BQ^y$3CUT@l_VJm8C};>nt`fXHWmtJ0b-Ap}0(PV+Ek&%(Ja?a-waPqm#>0|)Ro zPmLEF`cD@p;$832SD+!|9A2cWvcDURNB}oVF;`8-7S`?FMBq@9{GBp#n>VLxgKCet z6Q|a7ZQev+y+Amn?b4@s$|@{8a(g_JXF_TExW<*=qBIt+5|bTBlG1!}8`_? z-c4I5ojq@~S{#N~LL@@kO>czWdH|Xh`Ng4GTl%rbj;ODNBHAv7bnmU|N`{p~3Hb<$ z#a7leLf1$ICk{-;JcVktaa?gl1O>VdE9)S|w3<*=X*pqBYWQIG$A)@Pox$`APfziY znvNA)LK=-p@PT{;ppapL+AMS>(n>$cJ3TJ8BAWMplV-X&_!QADRGqw{E?N0Ikbhd8 zj5n(%sY;V@wypSZKiQCXXDi-o;cG~{(-5+cSzL;sk#G@hRc zB3Y=9!rN^5iF?wXvv-+l4mbfSK0N0N#{kjr#}~rxuSvU~`RW#BQZ741#J-E?@*Kd90OboL+H#yFcH$`?6}GvW{Bw>uD)@3T%QwqG{X@TsoD_knNi3b?N0$@;mv;S}Q|a z9vKLxP%U4*20XGxsk_pvUt49bUE{#12iVo9O`p3~24&Ab;%%Hc@zhKv8w>ipF_q6i%Wj*IA}qxzKjLEACM`Ucnlge^({kQm_*agAgY9;?}d?BrzB6Zcuxi_lG&YyUhqmb?<8){=0*3$o-^ zn5oYO6XIN^S445A4XhQtpSiiX9G#Ws8rnnj{m#m?0bjQ3Qt34zgNVBau)_~J(J{uQ zx#oplxICi%Z1rnnDYUAKJYNp$-h+jzGijqg-?e4qvqBdsYh;(8Ugv~slU5Miu?n56G_+X_9EiF35y7 zEmVJ3cmd)Lb5q5dm0LVw|919CCmz6}Q8Jak{`2|4OX)pbd$T^!@t9_>e}}lZS#TLOpJUIOBjuCCRcpRjTC~O&*`-x_E)j|meC1zFA2kQ z8dbdB993@yZT!;!U^<`wm@sN}H33}y>{;|{B3;>fp#5vnH-?lIqnzq~&Wt<=r#?e2 zHlk>P?%~N3)~CsG>tU*HrA;hm)|srKPLh)}e|XsyGPPEyEZG2Fn8Vsr^+qfGHZ!GG znT!~A?Ahcx)2=irT=@s(!De$q!FN8qyqEDtD0?T_kCcb=46nun!0e9J%vnIe2`lp)i~K4 ziin74QVg#LMU9N-Pr6S(Eq1Zh((_v%gEGC``K;8>_r{}%!eIpCr8%D4-zFZ}WIXZi zu7A0Du?)Zn1ha^o#_O886M=qs1JiJjbL1L%=#aQy1pV@h0Mwg(Q?3hk3ysA?u*qV& zmzX~ea-`#A@c#ST)WX8%OPiN{RsS=vLWz(ijAc4w)AO!Pr@w(pM7OZQK|5oPNuPsPzcigoG*XcEsBEo7pFm*JQ^BY@`!Op zSKx`ra2VFGL(WmKy%g&GC?zGu$SJ(v8Uf7k0M)uH@Cpu#0gHR5P*>6BN8Q9;wUIPR z>2aX2-5q-<=jR1@bLIPo>2ya<7oWm5XR)it!aq*6A_nTGNY8Q0kmx2p6)|n~d(DNH zMBIp-eJd!(oN#G+jZA|IluAdTZixFL0z1PJZMKk+jedk=wR2ZeIJyY=E3Y4Az0Av8 zC7{jq7$(Pq&jJ=KUoVRq4NKD+TOk>sr%kO=O1E;g3V_|v+?kbjc% zb4YiOxGFNKu;%Ps_XE6__v+ zY=}s0aScLyWxQ4QRHw>i8I~CJ7RRucNH%y7S90L?>CjP`B}Xz!R-& zpNpkn=!Mkn%X_=ydyz1kl3~V;>Cq>2Kbh_A*on${NGfo0{e7>e#!l7!;h7Cjr6Lr- zO@b#w5l~wv^Sf_jAQe)>-o5SrdLyFuC^Ud_MG%2T#Pi>y727F%76(VezRZw#; z*4Ie~?9Jq*ONozm5VX{xY{JTH&;Mr+*Ga5o5$C1 zTIx>jZp8U66>%K3oxUF*EfQ6%`Z8+q$`Zfjj`OR{GqWoOdNJp1%JttH-W1IV1v}gg zqyewzwULhWw;COghSD8PoCO5H4Fo9b(GR*TcjxYXQj@8p%2yIWJAKuqgpY`&o8dKI zb7ywcRjwNVc zP;UjejQe*H%huiDNA-eI2p32t1(-zL?CVwl-n1V&j916*)qbX_wgP#E z#zp&yfJ$#e{tdSwKUQ zt@6mKZJ0Puw&#jHe+EFjE_$uX(5xnkGWkk6otn_wpb^uI9850~yM8?VBDFI5STo>r zLd}r-!{#2x2B-`22$PGzFM0!n0nfmMq|8S5`BfZ~toSF61K*jK7)4F>S83B5@FT*V z=!SEy&vz_T8(BA{eqma9`h^SObOOEnnaKE&?8BnoDT_MR*E{CTeA=ZlXQ3(NRk%Ak zlqea{>s{tn657rX?C0=r8@bsE%YP61-4VH@Rx7D;(w|Ks=|?^aAtjY_H}&Z@uQmbL zMdV!I7Xn6=iOjvX(Ixrg_sce>6rMlQ)PBD0mn(IR=JEP~%XNO;ju$Uea1?`*LY-(64L2C8`D zy>OwHI_TCB*dPg1jn--IigcdiNgb5g@AFWw; z0p0o(EJ3GkO*gj}OYXBXPKn<#BbQd3du43hKiIEI>J6yKYjhLYt$ysEZTTXk;Mrjg z$ZvjnKi#Zc*CRcI8bYVJR1Moctr3j$pF4OZ=(xc}O=X-+Vrrf=gO^2p1blXA;l*lY zfJ&B~JDB*j7);sIf zh8Bs6l#6%skJxgJT_)@FG$qjo8wH+8&!<=-E1t<%@149gS(IjKvlOI+ATghe^EhsB zmXNbw2IVeN1Y%2*Yu+%wzjE$aqDsa{Mw3frU49b|4SnjS25PUb{^UafKFT?~nF@$g zM3ZHmlgG#KcB*GB(+ck?WOYxzn;p2+B!B5=B0=^*7uB&fS6hgO-TTG;y~f(}6%VTk zv6KbZncCvyRJ$9`pJ_d51uwTJBMS3 zwquLCK5a7De1SlbJGU|lLfU6vJ`^KIjur~`Z-7}Fde10Ph@aKwqw#R;=FQ*gykwh$ z;QcK%DI$?}BZy917iRTj*)&ryz(6S^u3XE+NImJp`mx`2f2-oWy%X8RHcI2sU?B7( z$0}1?e4~N-nPct*@y-5fwyVQGZZVYI++TmN9q2c(H=A5*a6-kTSM^Zbc=I3(uq3^f z-xa93y6|d~{CxrN|+2yxgDVcvI zI{*3uWQFw*!#U%R10&m*8U}J-m+cO^mCxMUDkcf8KY zg5F^?XcUz)EdS}Z{_MS{jy(g-mbY%4LlhV*h=O5)jZ?rn^R4lz;|(*b0qg^8?tbRV zOU9cxmo(DV-eq*B6m{mrcwqd>{v%*GRH4lkD`=l$1!g`a3jok!0z2oQ*9ap8{OA)` zeeh&y4*lg5`@;{=LFCOXF`NcqO#l0uq(6X_`=NXG}g}+@Z`Yi=LO46j} zi51DueiS@;d!mYKuKr~=7M8Dy7fBmya&=7*u*wKv(a^Y+q%~pTrx_i0^8I6cP+Y@4 zalz&hqI!qaVo29w>RFFMBt)bE3;k1}R}s1f(rrh4w9Bm#DMh)L}e9XgzeEL#E*8^j!ZiPg2IZuKMD3LX?5=)It%*nO9#9$4tD-GR1rL| zIT;iIMwWy~&tUt!T$NCpdP>{=(8# z+jHCk*6amx@drq(McdOZ4{+J@ceMWL>8xs@aJZ&Zg%CL(u$^QC>C8ufp9mb8kA~Ul znd4BJZ0mEV4+O8+!kkb9PzqpQ8^?@4uyHgRMvGX)wfrv7#)_OtA4E?o|BD z6Ix%SuDv@*{Moo{M!Z{yG|5d5#0CuF8CtCSIg}_LVODDJe);Ip(9NZ8IR0_$6VPhf zK$_+>(4ChA-faH;W&G)d? zYsMcMfw)-e=C^(B^E~fx;!G0P_vLM(OFn(M#eg#TbRmQKa$rTEd4TSr%3nRQ{Y&Y- zM9>1E&$$Vr{#IgYd@UkBz*g$6T(z2bsV4YE}*6x%1rh#h(`m4?Zo*r<73y zCHbNa{x52Tb0Ncq+}1*%!Jy~H9a~59t}o32SnNL(6DBga@A|L3)$-;yCQr#i&yAjXcjCt9yQWgq2# z-6Y#C9^Y(m(lKEDZQI9FL7F(a-)m2b`5$p!U>ypkiOs+Kr#FPUe~1srehPvga3?=} zr%SRKt+;`R;zGF|0RX}lVC^$%J-0dfxXqX~EIytcdT$X}IC#y;5`IQ-I(27Wr)%5% zw{z@o-#(ue^sV^54kYFO!qt$WlCRWjR*vvZT#9WIId|!Dxwo(EAsjwIj!lb?tusCfnHV0g~Moc67^^)rY*9Z0FcpI{2mU zx+OpG&Czb*W|MQ+;|u*`Oje{j$ah>4qRCQL=%ne}|Ks!jc%;uTg+=MUGT_7fB}H}Y zcM%_p3fMvK^jwo`q?0oL)%R;UtY|M0+;dE)7S^B3Iz@HxI zKlxVr0kn`QUP_rHGp^EsBYNn zll~nd$EDDv#h<8-G8dc1{W)a*McnzzkN!bOmW+1A#@Orx52{M!sta=H2}vF*emHbE zNb#e6;D7QFxZE1JX45e`^zFhf(srhN{(oG9f4eXLxa5Aj(Yr)s$)`u}p2XY+ z3H#eXK)u5ABT3s)R?1B2+oO1qaSvM@*56(^9Wmb?@kDg<;j0hQa#x@IDbe|_KmR{% z!vKI@xejJTSIMQETlY|k)tM@^R65pw$(Lu_GcMgEYN)$ho%_E?;s4^%qxbLqLmJ48f@g(WYE7ob|@dAWjA7=c; zz5KI94tv8AK3Zc$5#zO?{K)O1zaAP^OX^^mT1e(FeERkS#S;EiY4hb!CO+e>k~H;k ztdDkrmjZvEWB-p=5y1fIQd&{>S&SQBy;}ce^+8oNpIN;^p`^%Dd-82G1zRcm&gvy1 zUp4t@-&c%+elB6^v7GspuCiu&eD{BUTmREngRtKk6#OyEZ5kh+(zL<4s0InDR-J~n z)`?|&2fL{XW%iHX<9-Zu4@n)WJQ^Dv{_ubLyx&&?BT|C5D5lF}Y_{2OpHet;%-TjF zIlESEvvlz-4)b09uw-I?ZjY0s-fEAlL%J)H=_P79i7}qq|FQzfG~wgJgR{`T-v;Um z)G`6D$_rmIq9kJlFTb2*x|<*0Ok8?^WatUUOy8c5l#3*0Nc{a~{`prZDOht-j47BQ zE|wFp0FWaukPew7UC(jI*^Xrm>74j}pI9pGvT+E6*85YD7#I5cCI1&+F)Aa^yEok$ z^Le9vco|WCJ(HB4xEXArSG9+p-Z+76$+-LC6~l2UOIKx9$i6-{n3MnG9fk47f8Q2X zP|N7INuI`dWwG27Y-6;~!jCfBAOGR5!w@o&Od`R~WY}QYog|)H)QqnugVl2zCD2!D>XGU z*6BlRj_Ju-H+bArG55vqkMf^?Rj&r`yIkZ5MzsMgDK1#d3lr7_%eUV|C2k%dA%)IE z{(jw9(12q^`2Y8w$)wT9#N9`Z3gdC7<@%I5xpsDnh=sH5=%I!ubB|oDcbI*G7y9ah zqxAC-QN~P}$zBrllYf3||1qgR>){e~)@xx@*=RftSY$_^tsb>W!u7vQmi^WtVEvM# zpPKBt?R^u6~nj(X=N-^8T-!WR_zA# zagW`4V%4F7WT9-0b3~nCdQt2fm+xgyKf(Nk|0P#LpMwv+8ydFeIzToMv;VvZ)TjB6G`|FZkDc z``_OAAY_RR@BNi9Zh=RQ9>^(prr#c>n%t=Y9D<`Ze_OWu$8T=0DqCFzBDPar7J2ae z^V|E+D_jK*>(i>;D}KM<04k0U`fmq=vqov3oi)~lS1r;Io2{|D;d^I^+a=7SWv=(U zU=kC?rT#A$L4OZWq|&DabTGQ!VG7s<-D483SY6%xqGdf5!oxHOC5}csoA`Dx^o;Du z?ov~6dn5bx2u6pv%m49q{%Nd1pT&*&aO5C`D#n#J3t}Z**EYW6E08-%`Rwe`A=TZW z-m7MI>rKaE;#5s!N1lk{l->^c{W<+lU!`foB4cIAl*D*^v%2-FHyCuEvzyUR73`qN zM{S-9I*v+Av1$BGN2B{VS=pcnA14bn$g zp6o19r}fT}C%vLnVL3_^0u}K`I_0K>=ebpQLl-hWa)=@7^{%+F%%LVCx8 z38%4WU}KNm{A?G1cU9VL+0C!=?T?FT>Pct@(yNMMME{?kipoKbOAGr=3=Abb2@+By zQqQ^`#JloMMm0nnB}ppx7^ZtX*I;JyabG{x_)=YRT&;20!WMfkE9 z4~~xj5Nh_FF3~SM_}iFty`SMV?M}t{9ucu$$KG5OpC3(2eQLDv0; zIDJb^w+Kc$_rH8RSt3fosqc@&!&rt1j-jK^Sf|ik)E;8ltxNc3S%Cy3r#(Nb8p%pL zPf0E=`Td^AH0!^NXO2|6l^VYRnd56}$BOT8qGv1g!3H$ta48_?SpcCUz|MedBIz6y z4Bvsw_v%?F$Pvf@yhy&S`4@!kA1oRkd58wFKLScbG4581Eb9>L`_IdLc^_8X-;6cu zuq;uZ+^xk?W_RUn;r>b!^TzSl+Js2f+S+Oaz>#SF#~hjr2vv3JNN;{Upbxl#v&K*R zn%XqsG+;Y3&8d-z7mDZL%5%e)cL_6eVCt#|;>#vCuQ2}?&ppf>!btNo^+)rVr?jt6 zZkk}$6*s6qYjiW$83h$DDNY%2tuL-(oNqi@<9=9=plyg|{ zi3_c8MMhgc=1cCZ*<|PB@Q{JDI0t|ryK6n~%z%^!BF6&QAWj&Xk>Ee%{HN!D^a~`7 zR8a88c+kE1KBatuC`nDYXa|4UZE~7f#)}?XIFfwJMlw(LNE3dcz>*6NBBT%Ck(wov zrd|#_w!BuiSEJB``a+PVR6pa?3OHy+o983tBQ23EvM@}xo>Sa!dMJA1^3lHvILZ!K zK(TN{N*j^H*o-HWwE*_mNl?6U0Qc3_=I}GY2S|(a{u6cXFQNZE)<#dY##4>Y)=w*g>`%3cx#K{$YdDD&D~Wk2>w>!Dj)uWf+Ur_uXrw`Gt`lGW7I z)b`5H-Oo%=st-ZN1_x=w zaW);8XRVGub@5i4EpOGLWxA#J*ji+NqLn?D^oQzz-WnIdT=!|fpfIZY00}~@IgcK+ zvP0x>f#VZ*l!(R&0D$C&cIY-JWi7(uSB`7H+;XxkciB(q~x&l9{hXJX45tmLl{ zA=(m=;0tpC%Z)GV5>Eu4_ib>9G6GPu15l3I?osKUg~!%19Uy=aEC2Rzp$UT}Ow$?I zzCZ1GicNF-18j1t8ZrmKot1d)xDP!uk2DLruMvR<6dWI5^D!aw#4{m+m)uvT$z>^f z_cx1lxKFNC;W~Ehm$uQZ)bn4R1$R;h>k?8<&(AeJ7f1QM`Vy8>emP7Pj7IL#Mw=t@vo?gzrTiTUf>kIdqyov7yb4C2@GSOecb}+FayeO zCO5(@76JK9ZB0~6hMYl3ey;gMU3D1&ej<{2tRrG12kgf^*IHmMZ?!!FO!`Nw@>elG z`S$?*?_b3tREW2Cv3DT7vH_~^zi53dVhwZ@+C?tGHmXsBU#d+mC?#f?~`z&xKP{|CH4GcJ}W z7Xa7QI(k&!qenAB3sAUw;S$^%5P(N{AiNN%6=TjvL$RYXU(;7 zPe-|jv*y+S==I z?gX@{y1GgoX6z+mq5~v4sKdq~Iwm1Pvsv}Gp6t)C(@^!AH?@0YU$n8j*ZX`TT5#q0 zORr^v_5eb!j|4F*)88(p-O1FAxJ;jf%ieSHU&%tRTKxyR!2ebL_&}fq8YY<;v zUX~h9+FS=?5=L-p;oBvBiskXOJAz3zs7^J(xnI+z?<_|C{>mc8&>BDzFCf-NpAZIXur{6=%T1W|8fhwk9tz}H z?nKB~_}#@XC%b%v5vXs1_wL4xgQf&yIgl(;&sT%CaSHkrLprdErGeg*X7OjZ!mpM1 zZ=sNk5n>)a=`q;*=uK_}NZ5iXzkmRy=1tq64spVDKq*J(7F1pXN%$W3JYodq+I$47 zu#NRe&JI=Liex_lM6XbpfiR&qP)c~f&+x_OY;HP40z$fHyEfZ% zdV3MzJUCdMUx&!F{Kd}v^AB#3Lyg99bN@i@*3gF}X*pATM+SLWw;z3$)B>?!pv*~V z7gSc=soH36Mh=OzeubNa9Fe^-l45AyN zV@q3GBmx&2n2UmJa;VJmG2r1;0hGf+bDV)3eH4M3A)3y{pz%jIgh#VqYY~O$H z4d$jhOw5v()uP1fY_R$E&*9v+;VzY0e8B>2yuK3%|4;cbkQY4Rt zBMt3-)((V5+kkoVk;bi1w?=C5%5Bg=3lIwxFt5K4(Lx1uSlHnhiwp<|FjFVVU28mH z+g#|qV@WOMaa)7>w_(8&%#hab&CbIAI@20l6D}64pD45@!os3Cln@N9eFJN)TS)qw ztV>kU+Lm5&`+3FA)`0HwDqUM5zrsxH-SJOfN3~nbho!(XgY`vwTwf1~!Qc#IvTN#l z&;&8lZ^_AFGaOgOK?!`Xs~di9%MB>0C~(AbqH$=~aQQlTdb88Iv;I-#_$Y|j$N9ex zuY&c@zuL3(Fys!D42=SyL3piTkGDWV5Y8|Tngm{*2q3l$m6~dif(FNV7;aj$u5L%E z`rJQAbnJmmt_=&TDDDdHGvl^nXNvNkT<9H8s>50N-jgm%1sb3?+==;GZ%l7l!h-?* z`dhdqeT&bccgNe2iX8r1s?|Ml%0R;AWG2G|Wx?JH&e5V<)P7M82vizDa;0venb<^fR8gz`%##T@AT zb?AjS^b`tUf};jVhLdHAO>@Km4uP^$&H&5%G;CQI1pvOj9Fm%Es*4=yp&(A!ij?A@ z(~)p~DMf%p0qg}UdY9pF2`33>XF#OW+F_16f6 zn6FU55YzBA3l`b|qwGYa<$S-)l~_C;jdH7451{Ne3V`l_Sk8e*LiTDbF>|lK;*biW zNQI{9F9NA6Jvo`4`c+U)yKU{pmG^fRMG-#Sv`Yo2@2;88L&&n_5Q^hPpuPq_Y`@_g zcJ~@0)=N(OD#x6plPqRsy9xZ1Ei0{Qq!AbBaL0ESS?r>2ijEf<_(5dgHyZ;{%7dKv zTyT-<(Hxo-F-KP&cTP^HEzhPUJw_>K{P zMO0MF(=fp8?kpZk2Z~S|ID-Z!=hIa1Yhs-MzcOQ7)pI8TpV0OBoHvoF8;|DFu}JXV zf#m5EsP~-9HTeXeE`OhxngQ_W2ypGvVqfHF(ZLXa(KPknS_Hk;3c_F5Q0IqJ~PKhO*= zUsZR<@|9TV5tot_SDxybjCd(-j}ZQudtrMZ4m1TUv>@j`JiR@LR-kdDFR)I9djPjv zuKr7s%14edW!@Z~f!YVeOiHSz4b(vm+Z4&C+rEUo_r%jsxS2&Qh``X$n_Lrz-xhhc zKVF_>X-jMMzG_Z^J;SCrm2|GcbCqVYOKQ=B*Ug3d7)b`FzwN5J?2XD~mV>I$i?4Klr>i)G+1Fl0d7V;ugaLn~`0Zj|{sPET7nBO^;d=_8pZ_u!a| zCsOOBjN?!;%bjEH)#?j;@`COc8XA61ysKj88Wk^xP@YNwbHl$ceo|mGuq(jMmO_Zi)T-EnHLSy~ly%cmyh&i_JA3#@v>t zati~+Sop2bpv|IPP_-b0Xe4VR;uW7h4C9)fQ|@gE2L+2tvoO3wjyzYU>uTK(*UnrG z;bYbtU>5Wnt8hx$1yZLCF5w{P`|9*nw5@EnjPL%qV0h`yvj*x*!hQNApv#wZUS=;d z$?FiO!feSf_swU`C81z(7!$2IWoevvw+?iEdRCj|@_g{lclsRP)a*V$P>g3vKpR|} ztofgDf>^hd(lO ziN1SW;*y`42A`w=W@i1jhv`o| z-W;xjV_#Bc^78UHGOAu(?qPODV#j?hXvnBaPOPlIo_BoE6L-&xYBJm(i;VA84wV5W*{{K{6T4TSyN7Kx!XwmCspgINkTzmxwD2dV4Id&44R; ze*>=baoCR(bE6+$hZ-$!si}8xCc-{7xqQVZ43yF0qRmZGLG$og`$uyU47M&&?^S<@QyF529_B(kup7X-N+9dX~(tp*-FQ|x$bIZl@UJ@BwN z@2fQm+VzkXMRam@((`!(;~e4HN6gk!(`bAE?GZlT6HFg@Qze2|*5v%+!Wf9Aw_3SC zIe6%(@;?T4p^)a1ui(Cv(QK&C`&Fb>bpG&da1C;JO@8%twXU^Vb8Bk^LJ-_snW6kX z>%JxmLLQKle1w7d)}o8f!ux>*-B8);-Mv|k4Hg!aOoiZ^vONOUIaC`|NG*C6ZJm_= zh-C5Y(ZjCS-(?MyJ+%pHnu%~O9gm*R9pF>JE*HLs4YawaK(5NHe%GQ4CuTv+GMe1= zWFhH0(BHxTNgG$>Se5HQWw3_YGvPf)5WkX8}Q`QUv=DlP?gau|q?!M~4;eWo?-ERpjoy+6qswIEpeQalroIE-bBGuOx#I~0 zRW9vX7VzSR8d7W06#3-x0UXIvPya5DeZbey@Gu8je_K7f2UfPxE7QWLlcZN$n^6A9 zt0_6?;P&5Kv0jEH$~o4uyeyLG|*rA@G#xozqbDfL^vSta`OK1{;u9MuPrc8=R@^ zNSZ`WHUW*zM?eJ82FU(p9OeGY-QSsLqzquXQ$BXVdRPT1HDH_;VxA`?;f{#8TeGBm z0~f6@$hI^E`1iXioa;#Os#$<$2JN>qP_xyV~u0JzI1KKS2w4jWZ2V&WLY)rS~$G~)jB-uEvZ zR6C>$nncrgW?`t~DJS8!;`$kCKz=X76+KVu6nUEMb&!<}gC>=kdbV>7v}>Ay`(|F{ z<>FGlT5ZUSYablX;vB;ZbE4J#h0$#GAyytk^AFivUnd}Xeq?r8E5>E^Oeo} zjI*G@`s0>Xx1+l<1Y=ci$|ZUc81*a~bNYIG5!LJuI5@ApR@cDc-eA@^et zqFQtSO~_%@QqG=aJVZ>!nwEBvH8X*M<}TuF8Btv=GO`H+oJJS3Ff_~$q{M&^bQd?G zXuel(9Rwy-dl~s=?k?R(y+U2+_av~Zp14n@-5cy+&X_eonuTx;v$=S7)H^e@nwQ7k!6ExT?`%#rNLNs!FJiNEgLc#t z7){mZ#eETau?A|ag_V~WVYzT&Krr)y!zbx8$q;8GG(5+|yVpLzs{6D$p!b}lH%Ed7QHR|4 zBECo6ufV|LviP18(Pk4&+@-&NTE?$9!DZO|iXEY6Fb>XJ-~uATu)!U*Hj?&ByY&xF zw;vA_^5XAWbLErq!%qO&8wu6bQuCwJA3#YtT6|~by2NU#&U8=a^=GP)N*(hqZF;-Q zR72Hnj<0{w6eaJL`2pW024;hYfB~@&@9(3k+7%=z1^S2%UtlnK)Yjj&|@p0@Zh}8FqoxPb;51FJzfUfBde{qlZswDDmCTe-@dn-Ay8pD%SF_0X zAGG~$OdCQ+BZV>uRQ;5Zpl`G=3O?&Ksn#Po?_m(}in(O&?t5@KI^p`n7OW{|ax4lY zco9Lfu9m&RnjdlG-!3&-MLDI|mSFRl*#$!GFpy(;5sYe?>{3cp-;8g6zJRo#Vvo(G zO(*W^%YcsEdCt&B*^$nYEMIL#%G({vwzoYDDe8>x9Y0j*y2!OjAmEU4wFCSQWc4k;r${bAuxmY}rz2Fe8+C++_%a=sj~0`EGJvDrL^W6>(XMdhHWZ2) z{e&Ey$%IeQlzbZZRJ-*Lws_HLtkT-<8itCRY@JA+wk}+ zb$;iR)@q{p22I{8E^|Am760kkT1*h5r+Q45=wHLn7e4P3^n`&36_gEMx4st_Uu3@!XXRzW{aEgHoMBx-_J#t4B@wt##b-}&5| zbJd+PpM(f^p&H|3ey0V4gn2oZcuRVD5-WWwTnRtFf}3S*POEo0=8U!w|HATgEbbH; zn6i`;lchGWfN}<{Ja6yAOA{c@L0&a+Kqz(_u}DVJNpe5lyDkHHn!Ni~g+M+%M&hm? z1p?|~UG(@56`m&LB12@Dj~n0~Dn9g%ObCyp6C_4moA*o?#U|3ucHoDI->Dh5cXe9G z@|6x`IEK0r#BhvEMUgBxMdN!@K*|-vTLb!Eiw%xwanKL?O8BJ^NTpwiqpx{9r#-$W zmU{JotBGs*;{0N}>8r8o9pTbDu9MXrFja|>EG6C4^-GYJvcq1szE9GiXDaRiN2&r z3!|f*5+m-=?5?rqF=?G~>$7ZPGe2^KRE*HVqVPoURdF12+OzpfNC zA9>@^)QnoWd;dp(OZ+XJZo`dRMRsQscilzEC;z=ODWHcdbY!A>lHPG=0aeV-T3b{7(`WOUez$dOq4T|xpSmMuhdo)&)p!qIdCL?UVyIv%^Zj|m<`S_j7|vc%|7uWE0qtKbd1 z{E#E%sV^P`n4-C0-Z0JBvlr)w8#{;eb3mhj2>Z=kzf9Ddf{9}N`jdvT`r`|tN|kP< zMrGzbXIU1^$NtCaAPxcu?@aONoQ+Q!W^Ql+G4_zsXAX-LUMywY~JjBXjD%$fs zH<*-~=e63%&G%LfTj1e^_!o48ua}m!(z-qxnmet0WTCo&Q1wPY=lzs+OVc8FMsetQ zu14AGR9b!neKE=!o5+ZWQR6M=JkZu|+-kMJs?H=`F>OSA91xLd^BbOeBp`jxCmzki zcl#ZrineX6;t=f+>yI{`Cp>`dIqSXIlO%=17?X}1h6Fbwlag%JUKdVoYC41K*GAuc zq3P8<5Xz~t&P++URJ-#-3o+;%+13!ws*|n${!Tc$2a$8<_}=o5v3K=}sDvuNllw#E z2Ub{~o!vIw_(87{zlurEwTZkEy}F6eD;RDhXXKgf6}4I>D9s-VQ9Pmdd{0BL)^3~P zB*Sw7)e<72m*;Uekq`A{F1qt3C%H`i6@gSv{i%X2X;J4NcHW}OE%WnmtOeGj-0dRJY{0^~}a?Tf*^uK?!As?M}kxHxr0 zMpl-WQvkToJt90JM0wgTlpvT}--Pp<`w`MW<{N(;q-9&vw~}Ci8h|owqdTuj$aT#5 zv5~3i9gZ*AsK;D7K@;32Q%+c-Gp1;yXApfv(w{V{)^qD-^pe1LL@5F6Hsg*J=Hwi@ zS)UH+I-*cvKJLN;!a%2&mXHA@mP|urc z`a-@V%sgb_7v;Z?8E5%(mGH|Vo?+83EhB9Ar{d;spe+T436^r-J=;57^0ECvqpxQm zLw*jVc!iVE%z49O+xJWtrw!~9N4BUF{1y5!;!<5V* z?#uPY!D2%uUf!N0<{txn`iDVfX=HEbsUGe!?^b7d>eQCIx_-Bo&5O%0P&5%T+DRZ( z=_Kw^X#R&&XEL*AFu5{&mKpsJG=2<^b&iqDGkV7GQ$&niJ`4iv;peOx_gk+uaA@fo z{y+AvJD%$O|7RvLDx)MJWRnmj9YprdUP&?{*&}f%6v`|j>)InTbR-&N?-4RenHhzI z@O!=8Z@2FK-tWEr?!ABB`^SCA@%fz3c#qe34vPEHBpRU8^g4sK=k|j$@pm+L+Ki+o zI^Geu;tE-kDo;nF>!HmJ|P9LWVD0DP{${Ht71?DYh&7LVFle*3%%Pfawma-URSxk z$ltJHj-$)S&W?b+z1AyjY8(|b!SOzAdEFd|6r^>5cilm4td0`5zWKNzehfelZ2IDe zx%5iy?pa;QF-LB#H-dtc)3dQU3-g?znUMY8enKwfCd+hU-s!yuzxT`hGuSwPOM$&b z)Z-sw7k2>=&He2Tz-L_K32^H%a_yxcG4EyiVZE3`Y|vndK02U83k8}WjI6AGZf0k9 z_l+5Pni+G~QmJer>eumPYiN|K9~jQL)9001W6y0JcfV}AN~Q|Q>>K$28>PE~+`CxI zZIeC-Z=gnv5G^*VLMG%KS0e#lKYox!ynGVGqqn zqyyjaMXs?`rU9!0x{AWK4p4JRb9Xts3HN0?e%y$dg2D3c#i&bY&w!eeQjpTUqg_I` zwmV`0!>I^)pcP(r)$X*YM~%q26oI&GCmeJzJmm=lc6(ReB@##N15fkQJNn(}bwN0y zp?DC+q|&?@n>2x~ZmOw~Nqpa8asH5X2tDc!ao0Wc@0ppIpBUY?RBPCK@sawcnSm*h6YV3na(TXL z0Z`ObSIdLIEP+Ih2yNvZ_~{ta8XCpm5unsh574ial$7XEgL9$`6iA>(IS9%*nD@p< z(n6}$YM>iyd$b>(m7{C4TbZJn$2BTOu1 zRmn0zN~iAJzP;&^Y4!NTo`dmj$!Z(&X1(wmbFfr2uc z?8xNaU;q@to_t-#zvw687QD%t&>qUw#qxSkzDote}BOwfFWuT*@47BVEk@&H`3HW zN`#g@+FDN!Swi^)LXAKFUjpPP!@KrIq31eBhCt@Y0CZF z2j(;OuF+>zJ~YQy0wQ;!6jkz2)7wtQ>%^>W z)n9NKo^8o8cI7b=UN}R?CgC>|$EQmif*B2w^H-zv4qag|rjy-akyU1EtWbt|t_>`>xR!(;Kiv!7lCgyoJ;)ydciDv0|}>nKSwUyx}>(maUbxglUL<*3ExD%&tk3P;`zMjBZjmD zPCmq#$$CV#_`E(aT#nh%m|`K=+SfOFs%tbaU8f{e}vqm0n$(? zoZPfY^hYU^8%W&-4SI`#KWYl7=q8sZPWisHPlL`{qSHm;yp|YpFW6kkexj#PR7G`>aa(U_(Dxt6QBRADjc&UCiiKmb0K)o7SWo(o`HSFAMEE z`J3JWeru0EUUYh$JIz@o3%icr(JDZk#FWfB9X$ssh~O`&*dgd5=u0Pr!3Zw2vhC3mPG++e7E-~&#>?Ko!&8`D%EPYcR zkn_l3T-QJ1ModVX!G4^Jo4ewEHzaS{YG%xgDSdp=K5}432Is2#srq{T^vJGGIU|L8 zfwDFvnhs^OM=k5`Y_GepFV0BenUF9Jq42h2JK2?=KX}@?sJFL<(x90L{|uG=^J;kq z7nj{0X$|(<#*^0|GnHQdR9dMwW2Wv+sCD(r7P9xR9(EK~!`f^xx*9u?=~b~# zK$FO;OW}M9GT&IcijB;<2XuU5m8nx4K_@{UmL z&L1XmV=<_cr50X{_@q~L6aRzuYuiUsAv@&}(g?%>pL;ei>&18DoL>`uXqe$&-wxZthHo9>3DcfZjo}E>rVj@9n{y z%*cyFJF1IJ$4Oq&)mrvS3CR&~iV&hED=H4~=ofQjvA=p?qvH-yPDp`{j!r*gIo}qe zd{gX)_9|-nd`SY!NwZE6W0K?W6(&3u>T65Q&jpcMJ@g!u6dB#$hH2>PLYQ<=+ExAp zfGv!!dlwe7QK$U z$USJEN5;n5^y1P#=xIx^9uCjrUwc>rJQHcz_d})ez863DtZZ24LHPt`>_P1@1#gw9 z78~;WC%emO3Pp&t6n0yLmSCpcEo>c$9Au1_vM3KsCS%oR`%)<@`9aou>e8h2 z$JeB+uNRpPJWAxd@)MMQnF^iE7g^k4tB-nC2UAg@hm+f(wwa5_Y*} z0~&dN;xI-ac3SR}pT#WPNZbyn8R+pX3ZLK?@7Lkh*fXYIwR3dez`kY=`CO&Y+ZB}a z7Nn5~x0$TLRBm((Br4v;oNZkvd0V!Ald0Oj3feYrVI83vFcPQlkUw~j72zfd&X!dM zX*i#m0`Jcd9jHj55I=dzy0EC|r!aQQv+;+|-_+&(wEw7+C1$nzQzO36c=9^bespDT zGVE!U*n9RYL|i+L^PZ3103G`{j@@zTOky4_g3)!FtMN5-jRkEb=doScIt}0gz(*h1 z$1@>z1-vm&`fUmO^NsaCdoM{bq_OzC3Z7{7AR$6b5=3PHalWQ(W9P7SBrAt-K05CR z)GdLI;sD&1UhBzlMLuRxAKrolvMH7rgh*Qlf>Z;5+@B9^z3#kJk94@ov7cs#5**(= z6H6k+e@&ag$=!G2YIv4@rb>RL;@mnh{^B)mjI@h#mN^YAVU|oEdb}(uOdEmE&NX}? z+Hr)B_$sEA&=7C7P#LFadgJ*6 z5zo(mg3n^QPIv)xH+@qN4r@v}?&l9^s8ER4+otS{-QUriz4RPHyhry(Y$ONdKSJZ} z4&Z{_22KKApkP;e4-H3|i79kQdE3Q%$bpuRXABQD{d6$ z34pZPz#Rw7!5vPv>KX6}GypBWW^Ld)e+3Gb~FgkdESj^cJiSN%4f|BkEj( z*_HR?^8ptz7SabuqRGZv7DT-Cww&kdbaPmkT?NmVyDA)PY!F{givZ@jjL_^%X?k^0 z8bLu!(%CN4ohwhd;K$EwXlrW|J3GYp9mGhh zEqhsChC+|5y+5E>V!L~W6+zlJ8YvF2--VZ$i-RaX4=69JIPE5PV|EyM-={Gm-L%#C+pn zG&>q-bPSn+B)5}M|7N3Obp}<&G8;x(CRg)QwN5$a=_9$959GuiaH)LkD;;@@vWO64 zrV1HHtHJE_3ns;7Z7osTYDzFcgQpa-xC8fQejr0|rnHF8fvg0u#X+H{Qp3xpxnj3& zJI}$$o@@7@ZzW=^KRB_n28LS?YSwmk0|dsxA3?@n({a+J;!0~4p?+p z947Z)`J99}gvn!ZZ;h)o)l|rnAdHVMGUqSYM4b>B=pu~F4Dgz1U8u^+)pz@2L)`wKu| zbb&=RpFP45Xo!WR7X>gfuJ;~6pr3N;7Gu~kU0HujFsWA5mq){iWrZr%JAoSF7V%7v zU$2WZe4vEs5kZnG8VM)yuMwz(wkyY`n)TeLT9i9Na#b5c5JtT)wYN`Yf|mz>WoZa{ z{YtB-fR0ZeCwZ)}kGbE839s2+l%c)g?5PoFFx=Xco2OS)Q#Shn!Z&vsj(H%ciOjen zso$!fg1(FbTAB;Q?9ZO0(8}YlI4EL2TouS*!n!>RaDum=y#&YzgXjAKR4A@eN(6w6 zgQs5%g~KM5ZfI}WZL?*M=ry0WrDvXAYV6w@cd zIA>=K19fYq%V*smi0<1lx9+rd!RlTp_XH!Y+4I3(vlr?L-Tkna~_v0LZXb~Ch%uz<~_+zBnw@;r3 zW271zBd;Sds6$N1SsL*vVC}OD0}4P*cW`!A)?4JJY^;9>7FZxYA6Q;qP7dN-z+NEl zQv-|wkls++1E6?8xe^q-Ih5st(4Ueu4UnGyEP*3*dQyj&69|h3ES=|N7A$9oaYa_e zyt`jQ2FKcZ$X}L8P1E@8-RhPnE}uGkgf8#tj$tb^JLxq3>h$x)IdPP=1k&IcJ-_mK zd91#EY4A=~c(`ti$oz%3_?%*54xinhkw~=Hw#;KYR-x%l@#Rxu9%QWCkdtlQNA~;( zz%aL;JS=JZlWKy5Yg75{24gd}9Z0ooOp(zx(8_Jew z+6c%yhMn3Rq49#6YIdg*B@N_BK68b}#BkE5NX{NASJXb?`YNi_^F4IL@~mjc0V%hI zOEW?39Eu`IniD1IbK1d!l~>w-djXf!ZzN|?t^`m0_x^`R2QaWIc`K^T%@=diCaDns zn8Xs z^UruN&)!rArIwUv3sqfA)Vy@5AV>c}eX$<7k`!rP6@*E_Eu)b4=ux}{nouY-7+VUr z|8Vu6gixAkPE~~HY-I5!G|yBK<7)m099a-YI0|aCQpnZYV9`%cl$%=-@@}q&u=cYZ zI&>)7sLdss(5bBsx zooc88^0a%i)9dV02|P5~moc<}PPa;fbxBkvI_(?$T# zl{bx<+7ss7e`0F1^-0WiIjD=v_*LK(0c-scMtB{-MW^`s^Uk9Fw65ObM8}J~Pnqu% zs-RmM-0}_(?D`@?umF!#9@3>{`C;uoEE6h3$mI(m&-s(S7)Wp5!W_SCbN`_%n#6?G z`F#}v(PzO?wIX=;A*p6yTtJ_d%tGhTkP849sBtb2Y`b$}#-(DQFe|U1AZU!6H#~hh zYFxS*w+jN2esgHP8G%4eo*qMJmjKpV=Xt{+Oc*Xq64A6>D6n1mK(cdWSK*j-b6cLK=hDgtjw=%34rFPRF|f_ ze_};^n~Xj2J|AM?-7qr{<<{=SPm=6NALh6x&bP%aY+?O|UZF=qbXS4ntE^dIU>;L; zH_|2$VlBsCh;CB$I|2^d^)#gcRmY8gTG10==)opPi{xGbY<0}2RSmFK{B|b3hAudGb7z)D?)IQwr} ztA%X3bHc8X(b1Q8Pq2^{ZJnJKdIY9L57$2RzXPkXw~}7R>?38EF!){PWMmbOO&JDF zund>3U)4`{IvSTigm<(;2ufM%e4)dn8K+w-^B}2+i?r)wm6;NeTmH09<8-l(^{3M} zI%u?lu3~D541;V&49Q}4X=t)`(Wr6ex*x8y>(?&qE2iz?Utr!(u}}844_~W@A}(4m z)C#&2HC{oOl07#{gs3o3K865#LqAT4@iKu>l`Sa@lyYy7NqtHWUhQ@_6)TFA&bd9z`mWQ1c2;`ltP$KV6 zmNa^mik#0Jz&lS4=J3F|Rj2pxphAI>84Vt_z7Qitk4Eee$3i$<4=a!i!I*9;1Z3SL z+b^8n#Q@~ zNma_{9+NtGr2q=L9$;}?GVB(HiZDxYDX?R)@`l^MwCItYZoIv zptqQdl@xlJc3ObOcpll1uJ!R{$NqpcQL3YMObTEWq&-x|JvLo{ z_Bv3)pRm1D4|szugw{(@4_!?1!UkxBH6nKJDbFA4N>cz^4}5zUEBvoxi=+Z0iFHrR zg;Ylc8V59?lFISodc_r%h?H@Jb}Tle0$NBGdLff#GfI^J>F5w!1a%G6tDW}?OA4w2 z_iv?+w1)cnx2P&^wT|7RJxfI1JZyF81J<^84F`?6v?c5U<10{QdM`3@dYSRK$8Nmc zjij@^MW^g=6YK{tSM~PX+^Uk;O7p6L$Evjp_Mp4xPQCpA@Zmt>Tf&N{IJU#-CC^av zC0iTdOQoG&D4GDipJ3C$1ETm)=9aZ5R$aQq|M2b3k$5+IS;_3*i`0JicQ1EAfBQJU z!q3=%e8(}BWh9D$O8?{dTeFQAq=h-jy9Jf2*IGBlGad9ze@+jBpb;s$9SC!u0 z?x4nj%GAP)m}!{AwWG;vQ~1Q>odS?hB&>GLUxtgn!AFZso-7Hi>p#)&%jLUIn?B|J zT7}|#1+|bBoBW|d8~d_~iC;ADNs2L0#8i&$l$pRidsr#IG2;cmm^IrP+cgM$H6(yu zQR$4Q-*;aGO`ITZB>HCW2 z^Z3jz!uD%L<3<J>by5o4jk$-@(xD$tysGsncC$Vv5*E4Fl+N zT~m{=tzdLdqE-48bL0Sz@c+F}!AzM4cKJe{5l+XtaJHHUXHU-{b%^3(p=_47M7kJ) zx50als0h`Doo@H+SP}bwl-D%~8xt~uB6kQ?<6k z7hy8Zl#NjAIqu=4=1RN0+R(Q*K*DJQ$zdR4@nx#Z0xuG6r~K-mmQ)V(Nbj)7Na_Tf z0hmxh(eYV2P75mjtN2~1C%}N>bh#=ElY}2@w`j`rnSlNT65(%aFN@SBK6qilsiR=C zN(;rw=uyx5Xs~rfx)HuKwU-tryJTCXjR5FB1uGrcXO7C_8Fu3b2} ziqP<=wZdVPJp{rdw!NQ_($ba$h_Lf{#uP^ZNca|7=V3@>0eBmn^t;(_M|3&Qy$RyK zab;9S6Zt2z0%F9e7VJEthSp|WlY6lI@&tjFR6diF)*X{Dy`vD>5jG$FddTEg58hDi!#pNojt!zil9^KJ9|3wXNHUwK5U3JzW&fLRXqhc61n z_HI=UP>Qi@uorM3TwwkTaa27t2WC2M1_HeVzwzzcPbOnDG}_lOp%x<@)g4G1Yh$%?BjWkA96AJ4g`p_<;_NoK8KrcXD)hrHx{6bwzi>pp&`dM7n+KG+j zTb2T3MGFws-xwU}ST^yPNY&6CUme0i@eHXu?0urTz{oP;jqkCq@viWc_g0F}SztxV zS2m0<2Kn*3NKKVP_n!cHjX{m&^6@!> zAD>|QF^#5v^9@}!!q7>M`?bSb@zI6{${@F)@gfhc=~PJhfIa4T_D&87n*0^!)48#_CeF zR(IokDgX!RghQf1<1AiAiC#z}@JztIPuZ38i}AiQ77~u5O3Q#OtR5J;jm!Arzt=9` zFvsR73BTY1qkprE34L6W>+E1nHfq0uRNaVi;Ir4CPbTI#JQ9Qde=-J|CwHM%{HE%4kuZ_`b z$>c#>r{4o^2PB#J!hn{3m$qj$04c$J06D6kf?Mz_5;~#m*mmu6z{=$LdXxli;RlRO z#Q3Tro$Zv@sc=s`^7RiukhxBL{nDL<^=attoOvW07%W3>!x(_6@9?f}qA$UJ8K7{D^y zOpm9ulDh4>D(`LVN$N|Tp*}Us2q{V=`}DVo{)az>m_SKBWP{-_X#ED_A%!;j^7iS$ zivIN8N$GdEq5+^#+llkomhSKh)%Oz`_j`|vv7gWSzvsL<}NxB0UM7gGoW%&O1sUJGJG^yo!&Bu_82U zy;ew{_=IZ${|(gNPC7B$afI`k#~*XO|G|1(mG1D^yLWr=xShp4hNS7%CO=QVns41g z1NoYbbWzC45V9=;fhOg#=!l2|(BC-RL@6T+3VSjH#N)?#T& zwPqZV_hSbk8GYK^oSfpui?y9h+vwHK0Aq$cfM=u2bX)vN_mWR3=Ya###%`~P5bib@ zLmEGsxriOKPPetJB5`hWU!`B@(i{pAGa7cYK|B3`iS_8dR+_&bsPKh1u40QqBD zCylgJsh06^9gz~DQ;PP)12hWzIePZJaQcAFliz<|;?v8sAw3~S1}()i)^2%!c{a@# zt?dQNr{eltz=>KIg&Wxe3ptZvbRKvE29=coZlH6EF>jJ%dZ_{G!!eNi`Jg!Dw zZ+b+)PecM?XZ-HD9p6p*!x4ZFMv3Hk^>dyWR(LC|azqPBqmZ?DR?~M*NAo;q9y*Onm?T2L#)U;nIf5&aBHE>J54cj;e zkC#ol$BA)%@8uvA7bnjSsHJ`W?8aP{8hG@}VxBim#f$!E4F`upaR~BcF=lHqyMj}C z@*W4+RV-@z5^g1k{$agQv}g^B4^R`>DZD^jeex@&Q$R*%UK;ZDR@OMM&+y2$gK)x*!Bi6Yok zC{s#WtyamBk&*_>OnFqYA3wfUl_R^h2%DQZ)U(qZfu5Dh04Scc<)lVnwii5V&dSby z2c)16)^hZ$!yw-gj@q*joHISqSDLXCz=>{@^xGZA$Br-N4h0+_-*>cg4hLJ+WzsiR z=Npj}?0|F6b>cS54*$wST`DJTEi%q3@>j5Wt$wlgg|posOzfK$YWx#H64@#b07{0*tz^V*~8RewQ^$3ti*zAU4#v9^Ac)@q~U z+M^^l+(VVu#u4a4j-70;C@grS!P<7_CvE#1lP&isl*!ndAJ||27GAZw5iVR@gi4Th zv*^h7<$j>8Y>G5C7af*fGg7B}a0_aMy1EzA?++B>sB}z_5$8k4v3j6HBN%R>O%GqW z@>A;8N}L!Hd=#0 z4Mbt#w3e2+p$WYbY6_#I1k?xeV5hjzF(F>8k9iD7T$qt|P9?Mw@K{}jkt4nl7T0;;B`tvO>QDK2PrM-}v zV70QG*7F3=5axz{9!9sLqKKyH#mzbJ*0ft55?i&lOrzP0u)6&xY@9IAG7_{O#&~yj!o@4no#U`qZt33BoaT>~g^+>i0G1*&3yY7st9sCAhfa?I@>^ZG z(y`Qq&3s*y1Rd#`RfQpg6>BI)?1*C)6I-r&bH&Tn`5tkD2|?tfXM+)`e|h;8`kU@J zibsd$#vGH+Fsy&c#>&y-zaMu_m2?G}OZV0m(zV`J5S6eRz&+RzEa{hSIY&y~PSr?V zpYV`;K7Uek9}A~|%Cl(7FFljT-Ax~=dF{&>;*}CMUinT({kO{lwu+3$3nDg0+H^8gpDpeG*vN&}R z)#dMT;c;hEJ~#nx>os;!0ep7(lW#!-?hcY!V+!KSSz&HDfd%o7eu~ya%JE%^Pfoa6 zA24NCdwf1Xi#3|R=5RJ$@Cawrws0d|s^GM57D^;BK72397R;vAwo62w?H(qB0<^F( zxnoCll?Nq;?)u73B}ux4t)3LPKphhT;_a5ZKS^$gG)mHGOzBEJcq!aTR_ffo?zZZ1 zh0>Se!;#l+ssST$BKiJ5T_iUbgkWQ&OW>xz_oAcZkip|CB0|Mymxk;O)9DwOG&Gp* z6L?D;#DASgS^lv6z7Ul^F?Vargni7`)v>5!mG+SOGCXD^d*RvMQ=svk<;B-J2==lipyPt`1K&fPS81WL4uFW>GZun5gSl3po%*R!nyvwW3b99;F%UO2f{pzus6 zA-I;R)oA=Z`@rj)uyjgN*-y_rvS@J03~{ZLK2POQd_gczL`G1*B%fz9Lj1Xeff=E0 zt*)}NvXUS=A4nbMF9r%)6gL41LVV`L*>uZ|3nW(wYzb8`vtCoeH1|QlHg+5D z4-0boV2Z(plUcu+dIZrFuk3)DV8CVIKbMF*(J7LLQq4HkvE7lgut>{2gBU=7NDnY( zI&wq@X%}ZBmTy0o>KQ_+Ih8~Ulb8!!Lt{p-neI3QO81G_a9`R{eAY5FU1|P@mbw2~ zv}vt{z`3Y z0sM%UUoS81LLRjk_w$Ll`oRJ~=>42w6bQ~NU`CXinM=o4a-;I|? zbfeTZ^5bV~9UuR>Q@{!s`6!RYMsehQP`af=f#R$RPulVoY4_k(PU=?IrlwxLU zwxC0qLv~fP6v}I0;A@lJ!=`u}9@FbqvbS&FzML#BENtH-9{9N8H-MUu$Ek{J`_BYI z=3VIu77e!t$>TKs-uv{yP@^$NsmK4DtB^c zfSR%uz~2lWSfDo<+?(kyZTWg>dtGdI{iiG)S8Ug=!EkeK>kX1pqD|V|U%x=i2$J3% z5xaw+L1q{vAzpI67c_kOoqdgxAm1s$y#yKk+>g{06&S#==Bi9hP1#1J3*eKu9aPgY z*opUg&&lwtkyQ6skwNmifBR8IqDQ5mLj4RqDlJohpOi4`mt3$aSIOr_#=F{dM=z!y z{&MVTKfO~h&0y)pgxo#pX=!~w4||^cyquGts!v}ReY(MYMZvaE=;BcGd?M$!EaZRA zxWvjTci`hEz_kL1|qX^J>=cmUp5X0U?O6J!~WQ%$lfBnS)upL2LYU?Htv}MjH zF{}Q;VO&ULXeiUAOJPgu3E|;pXK7E+JviptzfbK6KNc+xS*pKW*1lt<*E@THu8Lu# z;|{BQEc(a>b=B-knk0WP^?zj92&Bc<8a&v`>ky2v2_$|##D@71fIxXqO{v$57|ve3 z_sXX!GKTLU!25-+ivTKs(FLng3;rrscJ;)ZA>T_j7*T9_dL5>&(yM>x5y7$0geGaF za&S0`2GnJ`{PMjI!9*Seeus{2*Jy%7rPof3jjh^cAJK#uL)B5 z;$+Xew1PyR?oVP)W!Jk)OYO!e!1g1L;SZKoEC)2Tq$BSM_yZQBfH(B+UF*H3z}7=! z=_!D1E;xt5OI%@*Nvi@dd`d}4clR(lDM&j-oDGHa_X~pMazwb&@Z=nE9ehj z`@7d;xszmr^uA@gSq^$$(L{HJtjs(KV~<=cF*^8?M&!av)9fIi2cm^Z9}975?@T`A znk7?eU<8;$q%UH_wsUj~`6cH|;bDU(3kwT#wkq=dt&t58KXOA0d>T;`x&y=HLZn}6 zXY2V98lI)-il8H5kxgbYYMV_!y2_(wV89K%gA=wrv#^H#oKV|f8FZ);M9;f3x$A66*LiTXV1qu7_CDbA`<%zFJSUXTDqK4J)G_;$LP`(2;+2Nm zpSaZN|L*+T39bhx>#mzc!@c^D0=KrUdfKHOdQz#d(Wyiw-bR8TojpDMlOy@hD2h(U zKTX;JJcKYhW49+R=Rw6L?&oLNg1;y)AFduT`Oq{}K{Sq{PNDYpt2AZ5PJ*T%FE{=E z3ild92x+&qiG6Ud`Mj;!I{XICLZZ*0t81ODB0yFNU8s`S6M(?B?MafFBQo|{JdMcf z(>IC9>CMY2Xu#K`$ftwm`N3m{4BkwQ9H*m@x*l22D&JHa4*Wf)VwH%$`<_3eMPuEu ziUiFq1AM517oRpJs{~}&8>geTJ!DSTkme`YR9p~_g~Ox!4g0;> z&LYdiY$p2@v-#Pho#R85mE$b0fWw$qZ<7Q|8X|C+Lr=@NXPeU#ScKi@o@})}(qDSf z1PBHtMlG?V^u=ZXf*GV9FkwG*NL{EF!;>B!z7vr@p{>?y(Q4C*ye&?FBI6uSVuGr? zUQBq=5k&s5cahuD z2PJWy2Cq1f1IdAx*K!q%X}f)PfYK`TdmHGJ__fv5H$fv8Ugke>8G{7gp-qOa_vaf` zVR}Zxz;q>vwN4jg%#84FGMwKi}HD9%KxHVl=f-UdY>X8}&eUiTWbh$JOueR?I zJlUy8Abe6E6eaE$UaF=kbo*eI;O_!Rb)di~U(QklbILiMP#CC?T7}^eL*Q2}04H=; z23V-M7&sV_otaJp2wFW9N%yxikt0Yg$inyS%Tm7r)(gqUp1#n~2TC&P+(U@K4tovx z#KS^|b=;0DhL_sIio@hA%^M136pTa!)$Fd8O)`8ih^7k1g%-C>U(_b&WLewSE4N|l&Y5U)3S4cHy}Ok!esvbPwgI~c|q zV-9Sx7+{r`=qlB;0ufpVsCz0J8Qr^QEvq-MZ5^6wB}RD#TDnl#*;Et;R2G1?LFLL+540vy7f`Xb@S6H z*NHVr%x}2X$QQL=sB=hDl(NoB!TA!iv9p7|cxY`gT;bnY26rGIsla1w+fhU~r-FE3 zNF#KXbial*V7MIsgjEaTJp3x@^Pz?tl>?9^ps^uLcKi zzwSt+SZmqUp3zw>a_VD4AzRYmhRNE#H=!waPg<#uPM&IKZKhE=Smez8Qv!I8$U&Oo zN{~wZx9)y31lgu8YT^Gg6L+VaqGALxF8~o$ua6uc4uiyg(a!V`NC@wcHZoBBmOHhj zQ$eh?4ywcKh=mU1SrLYkwTnQggHBVkOGS7+P|ktv{H#QIBROQZ6;(**6bVKExo1_p2jFFOSGVl~go`3F zJeYv33AD+joenyw22Cza_aD^vh6Nody6-0Q^Wl4;+PbUBK|6jGKPqy44vMJ%@vH`$jN*9l(_H;&+nSjn<@d2 z;s-F#B(Ht`yP<&PRV37O^hY`?Ck6q)lBKa-C)>V{EyYBNoz zjAk}hYTXNWRfYx02<(2eIzI0`M{Zu+VQ>DF+e>?0rUzu z$9!txsG})kPWL)iXKld2seD%s=C-euLzkkQa#-<~%U10Le&!`sUTXIKCv{r4l0Of> zJxV%<`MV*e8HS0Oc(j%pNuNYh)dI?wwnh~?#7IX|*il7UIcn4AQgkFZW6xm%XMX#q z+YZ(O>jX(t&5+qsL$Qz#q1f9nq>8tB!f-g;+S);!gy&*vot_Cl5HvJ&G_!{u;vao3 zZz$!UUU$)U z=!KruBZY){9Hpnc;1*J7*~S9Uf%UE}43{qLOo+Si=t|VYD56@VpxWaw>6^{B01{Yn zQ$?*@UFE*Lp+6i}q3DD@!6$uq`_Z%bLPC${n}dHj)|)U#hv{>Np!23e$WxX?@6Vt? zqXL@7TrU_Lm2_){Gc^a?5q&5MpqAkJ7N5@|dV-Tv9*o!6fHKPbWDm<{@k2s{S{Q=Q z$d3>FF_}>nJ_$hK3PX>*-hplp`I9}Dccy?c=*dE#^bI#zAAdOs&tO>cf4Pi5`)SUo zDt7FdxGnx$&)H5?j`{h>Kv}$!ijbP3nrL+S{DeoH#+f1xs@_JNZetKES%$c;B7^1? z3(jv9X`O+DE3MJE;!!}bGQRR!8W4m6c?@uPVfo)@$Rzc+W6NGJn21EAQP4I&V6L?t z)M~`HjlUTImWl%G#G4z$gs|u>ie3i*`9@Ne0kftGJb9Umd^Uup zUX|ed6hwT!wdxRxiu^)ejd&5f8*Kce zH+~5{nWTJ(@8hGh%Mzk~1U^w8lvT(>( z8U)r@LYubc@K(qpN6UU|eoz6_b~hoLdQ-W+wz`+!R+>(2>Y+Z)DHGrpl!ZWHfhal` z!mX9QYv+y|RUsLAF$68T6W^fLG~i$gGapk$1b}N9lg*pGO(Y}`lAiM90>~4|U%&ik zWB0q{fC)zk);l~~bM|hTm|y%pqo4<&saB>Zm9YO~f=M80BcNNKY9cfmue4~QA9;Yd zosgk@;Ns*w8oAU{{a0niO5W z`Tr_UpSdc8@qQV0HkH3pR*SDplrz?V8gw+8ME&*^UpFZjz{&+-1wT6#y)G%)wuFo|_vr+y+ zRKzHeKCgb86C?EBXS4UgSXhkW4L#g&fMr0##AH??;-??~PKfr@52zU#@q&2koai8= zEVs^adOw(lbQk95HtzSgMs)>SRwi0kSNB0Q z^u`TRG>sx7BLh1o7Ifo(IsS*^L`ua^TEiN zL;ro=IU6ic84!@=MaKBb{!z%|ShsE479JJF1{;xVq|=&&goH5z#f!YXV_Z_i=~`S|n(B^EN= zsDy>$yS%FEt;Q#Zxc=+o-~2WD=XyfLF}za8qkC&A!z0APYJD=~%xE>qZ6E9`u1U_@ zsY%3{ORo@;8cCmZTKH;@QZ`94M}l6HnaWKL7vyu2kZ&1fVPo*npl6i2!b zA^E$`o+H2d4k{+KOZepEfoWK12pZuWKj}O_tf+F8TbL;-@5tj#EDNQ&3 z^Qc-cV_ljqN|F8c6xhC9mX?-s0L)T_VC{?tcv`fB9F)z)aEp^a^cc5bkJ63<(qR%R zzLQWS+{Yb#^y`zu+=NFdrf;_G*KYue+ocNz?V5laB)d)zd^bNK*qL#M1lhS=InPT)Pw*ZzRYaXew$Rru%v{b|;x!tD2c<6ZFDVb=JlL!7iPH)ZyUY7l=|M^oB%UG`kefcoAdjZ1$N|0alf8C-wyxH!}{(d zoqj%@CX4owO=184V}IxTmbYP8G`-P``A5!{u@&xm@-;{7fnSZ0-}&DEeS_cqaVrm; z?rwFu;6HLUHA?)QLY>dlMNWMkoPX=IiF$B4p&-?B|IFDK30W;O0)D!1^SgKb-J|%; z0RFGR_?x3JMQ}Px+JySw{Qj@KWz2CBn8cK)dKrGRdi=Eqh_%=z*V@V>5%tfU&4Vg5 zF^TbJp%`c+|LENPgU8ae6Hcdhnd`R;)*l@52Oljm!3uPo;hZDuKXGk@ciG@{MW40U z|By^??U%iXUD$_-Cx@v z;HX8W*87a?R$sR-to05zM7akWn7qn(qzX(!!yWjS&;E`UINsLk($PXz8tRvPNg}0T zsd31diulhN1t_s*mEuTk$O>A^^On{9f3PP1@kbdd*dAlg+@o9VI-QwYOZY6T!vFYy zAKi7Z7O;!9ZWllO&un`uXxo#xS)}(5ZF}f+d)%`AnX@gTY|4w_e9=F&?V-~hp3?$@ ziN8FAzP-drGV<69mJ!*p;?_ z-99jTh@ki#1++x&HM59DaD~IW8@QVFNB3j9PtK9h8;Oq>q0!y)uu>^19&PcN+ zgB&l-@9$oq6eHeG)gnr*`DWSQtywbD7;Bbrp7Yb5?8zvBkJhx7^9kN%v|qHegfGaWAWX02NyfE)}X@ zZep3xuI#nH6Da@C3HyLkEEDwLb2D@$e|bOeb^xu?sSg-}L6cvgbgl~B0XOvm-|sFw zV?P$Ci7e!MMRGE>nSfKIRce$r7nk-g-+~si15_;{&ks{nM}j=f5%N8PDbZ?&;7d4S zd=?_ue(DnVdPRS0G^%l6kg25Ue2a(&>y+T{1Q zhR4^n4h9_|`M-niFAT$f2i;#@0sb9ye|0zichLPi=>B{^|95-+^JnxwcF)d#x7WY8 zHvK#3{vCAxV^V$JYWT+!iQ??2>(N`k3%IMva!UHFtqQ7X4NR|r4-t<5@B;A(M-NhM zbYEWWABs1TdtC(3fdBk{GxWnO6M?RqX6Ld|a541Tz7UAue|?+SWzq#mRmbPcLA9Z= zlz0DkMGUnBd~l!RUGbE8&h`Dq^tlj|u5$0jx-lqD+~U_+a)px><1n#e8=Sd=*%aR; ztbZrPIL+Exa-+sN*vE3qMVG@<=%Jq_ccrS3uo3{u-z8eM@VU%hspK8$kM+Wh~gYGZC6^-Vr4?rTOVEG1GHf9?o)RBhNnv3>4msx!L%AtXV<{&EbcX7;tPGdTdXNoeCT!E69A^KgFZdaiB)#~^mkQhDxZf{2X zFXQyaPB)OJ3zDcbuzk>V!&>uKH95Aqn!OjP*DB0Fxg&?4q3F9+E0LWL1Sn&YE0>CG z#ttps6&+^};~hS7B36m$yJwHKk;F{={ay>|H)L8h)0E`F*INFyFx+Wps^XnaP%7*M zK1FBg#i7nTlgiH4*49qD&aYskMop$>=|R9DKV6pl;y&4#IRP#ms+UxDvW0U1oa2!5 zWG5$x&vJv3fBM{wd75|G_^+2hholkHm1JV0p(B`p?mCVuXME>`_Hh#D(s3D zvDJV5Wd>06av#RZ{OPV|(B}Z}NWrQ&KCys$SDE96$ZFC{s=H zTZv;Lc8fSco#xYV-gBIZakdONHwJt+(|oVv51tCJjD3?lomF#Kmf7sbJ7$ zI0n=XzPO>|zyrQEUoOC#_MH3+upZZYmW@DvIVh9M|LYErcoiQ_9Qa!pZrA3=bOZI2 zuFsdtJ$(S&taM<2raSi-mGZUR3M$ws{Xh1EdfqwkLr4Q@sWcGVO#w@jlF*!omkvh| zh46|TxxOf9llwqh-+OJbBT>>%12FxxTDcYy7n?oC$|3_!9mQ{MaF;mUq3JMYEd}#Lt(CD88+rnk^;IBexGd8i9BYTm zwEszBr_qJd0T-*HCXu352TirEp9i8a6BQYrD)MX9&EkmI_RDW z8m?@yHM3Wi%BiorXFqr@yaGPN+4=z&U;VNaD^mq3A2Z|qKf1m*+Y2yz{>A*XtVR zbzbLbT%xIJY)E$jru!YMlc;r?X6>=hV}c&szA$(mDFn9n;o&S>SA~Y; zG;^f*WU`}dXLH*nlYmEW?uzP&LKJ>0Y$rjbH?3|aX5^B6zwIPEd7c*~OVucWt`6h( zbsb?)K&-y3YzjI)ja2Aa!FR~e^~I}OFXCW0fK9{o%PB%wxWQ$7BQ9Fz`>doy)gDb3 zw=L6x%(5!GR^`*zHHpUHmX!HC&5x_O4Hgaf#T!*AAO@}nVpSrX^95SdtuX>(R&m@1 zk0-hUb9lQ8;zBSPNXFn#ki*`Vevi-{62}Ib>~iM3?(h%d~-@rA#MNgW`(f zynD4}bAh83r~||n{6e)|C#cJazeajwQb=he28 zgb64LAg03o`-hl%x+An434#T!csM3CGw|pV^YlV-oQrVXo}C3_;|ix;R#H!YUJ#Hg z3U(5cxXX|mY5%)!3Q~(<(v69qk~^ICZ6Y`0XwwTQNkKwU5A=OQj7xA1uD5e9t{dr( z;c+8&yt|E3X2X^4Q1B7zLJgO zHT{1(w7;>9PZg`ucBeXT)2r^1W@)0|O%qtLjRy(qmMOSObt&C%CWSRgMPfi|xS4-= z9F{T|Ey0Nfi(XDBK%vYGR+D2%j0$4pPU4phWbJK%(6%_D?JnhMJCIC+@WCX-xKLzr#ZBvP6&H6IpKKRfHSFHz%7?04th0?{?U zyNKVOa8_+`o)}m7WkoBkplJ{`q_Kp(;yl-A-oryqfQeYndPp?iW)-m4K`w1Dto&uK z6c6k&q`}QMcT!n$`U>ljXGXlK&ZVh>SZNwQ>&&(L0+$$aTlv$tF?NqiBz?(2*dmg0 zC4H$tQ*~YuyTaq`d*5h8&{^VUxCuX~FLk|6-uVB}E~oh@F77r*yuXTC6|HV9IYAz8 z%8RT+HyI>i($!Ld{*n3VCx^jsY_jKok97z9Tk37E7xUi~IY zrG-p)4J?$293E77*7gz?D+Cok@N)w<>-5YSGoV-3b6?p#nxmaTNABDftk^_?)OqB2 zw!v2&F#@h0f$m{rklbE!OoW@)^E3-z%=&(wGnT2D?HYYf<6Uj?4`@dRDp`(V-U_^c zD4Qa=i&JGTu^OrLI&RNlcP%_o(u>RX7MwVay8rVBX)o}qy?}>Y!Is@@ZPMrI)?~+)~udJh^K}my}JkjR;?cPfK}Fpz%!{y4{p)hZEA!m z-BY9WAI9lM_2{`B-nGA-n)4POlAVfRYrY{nOmkk=IvunfM_YXVhGF1H;>@e6NLn*}~;J zn2?$ugQEHb`RG42zZ@kl7O@dHCS>2dka#iuldH{ozf}U<&O%KUEf*gdDQ@Q7an>>s z-<@c`26$ypgl|2i5|b*W8#HCwfxDU*e8<6tVhMKu96YpiUNL^( z;5_`!8f56Ow7)=mmtA1Qv0lIjwGQQi8**wS}t-YNHz_AnFBc8PAkuEA@0K5ROvt~}QOcLf%Rcz( z#A8F-AK|~fjO{;XMq0fkcp{9fU4TvxEtUPo#>fYml?&@9h6!d^LY2}XmD~f5&WiXO z5-&c-%~aV!5&w`irKfteHS0zZ)PnnYWLuz}F5bekZRnZm>MbFm$!&3k{Oy0v^$00A z+uQZWQP4a%l+GUbZmI!V&Q>yFDzA3xq#XTNdY*km8c9qRJa=N`=2%n_$lsf)n1`aI z&De1{3?GNIS|I2!n*uoL%SA!9p#+Z7spFd_MWw}%FVT4zRI$A-q*&kuhtUznREy$nNcd@SIJS=@!KxZ1aHurPl3DMC)Poj-8 z?B3svfD%C>QYV~s0m?w61)!yw(xXx+1qX}v#7CdcxXYV!dcVQRvc5MB%8=~&Mb>{W zEHh&!Nb)+3ZCN%+^e~!x>aknd%gJ5b7Oa-hL?fLKuy}!H+%?O zUFcFLNO>K1URRW@ErZApcUsYOvL2uvd%Z2n%T2)z5XZy%v<)>b&S5>E*EtA<2#=yrTbI)ri+>9Ehs$ zs#^71PJu@QVg{?fb8A~?_I&2IlO*_RJpszm6_7RM3v4){BcDZ4W(iV>x{<81yJrR} z=_ln5IBv&9?X4udt;7XGFuj)pzEsy<-f?@Na&)wu(18Lb3IZKz1@05!cmev0Ssy#^ zpCa`~f`7l@?7KW@6%*#Z{A8FJ%3xdfo-qPN1u3V^2K6@Bz7BTqzT$cDnrRQ%-qg&R zrW`{K(gWzG=d3~0Th0X+X9ToUnGH&Oqhs1c3o^3nX$Y88A&HiLs@A&w_ZExNpq(!IKmQ1J&nQo!F*1IxP&TGVXch zSxKUWqVJ27W@5DZd~aR7s5$}HGEXe4`8ilnOMrNi&=&Zm_;T-7ODF)C6g68!1KVL7 zkUKTgC^) zM!T`o_Rr}kVXWsS;D!^=_OOYbHZ_x<16)sK_V;$pQyedl*NnY7asF2LfM7+Z@X0_K zO0-_+9ThJWKOcLq4C-44uZqtG6Q%C7i=Ux?3&C!Pq2xkI|A8Sj%3q~&q+KY1!aEM> z#F>lQ{!VjX_yQu;cdD4@6+Sz`1!2}ZS830g*op(0)F~m}(CvcSLsCoGr%c}C;`A)n z+!tv7G#JpNK9N}f>+`2gBB>$_^6sM-eOEa0D{Uw7q`0ya>#l2ZufU$T4Acc8lxAH5 z53^^%>58lBBsCoH0E7>!edW~WS}D0FlOUw!oY9Wh&NytF(z zv_`|jFGif&vy@Hzp_?i+x_A$S(r#>1>R);R2+9-)LNxbUGEO(87-rYq&~v{YC=B7& z4psG|oB1}wxX`DQZx3>P;yGs|hEp4D2${J6=<${AqlbCbh&Lxg)%oX3K7$C?ncG{z zpM>+o&gf0vy7ZsnXF$%&+M~bMtbt=D_2cljG8j>fKH2Tv5Kg^gHd>ntn1eRGzuTKj z2;=eTxBDaOa~X5xVTZTJnd5>r#IJUw^_cCcX2?N$glSN`ec7LpvY2MVKIeJA%sG0w;T zX^3{92rO28qwcUFhDK@Eo#>qe?; zGtV0ugiy&D_Aj@Mj~@Hp4J|jU^RNb6BoJf-1x8%hGZUgcb|Ogsu*vJb(~K+gL23ZQOxk;=2D>0v)gytOsBkHRYYP7CCn(kkc+*2uAMfVI=> z+y;i?SXfhJ`C3{Y<@=1%sJBM4;ixT+{)I_t)0wK6lYQw4$YWJ#HU^3|w|3i5DeOY; z5IEfD077A2#*B+PT7K?{34hCo#Ou!B_Cb`cJ>HlEMv>HH-H-kjyd9s*U&9ywEHV+y1Pd~ZcPj^pc(loxch#aSYE|cP#+4uM@#e< zItqG}jg(zZ;TZjBnkL@ z$5i0>3|*+jhd)_o0v1SJ3NUMx{D#!CjXmf$B|&7OC0X8ZQ9mUu(3@@8&7$McLjvVE zTq2@ir$ra?KS1X}b`9j4T~v0D12fFGRF9D~v!tOYX#);EZP2fTQljx2_!o$5g8`(r zWhaPe-qWmf!{?;&|3sJHXZAL14VbSBxo`h+0On{IycmIRm`S7SY?aEJGG2z>qw<-%$%?Li@ zt8vxu9+;@yDcuk5O`d%9141v^;X35$$5OePJJMHgI zLD;7*nujkDhV*6c&R%|OLF#-IYcw&7tQH~>%lV2E+Uy~7pLd}?&R2TclKQMl zYl2kNhE|>E?8$t1atX8%2$!>tY?$Sz;YZbn|IBbY zDKZhL|9X(hZ%^h@zdQI&9h5QO5RVS~xBCyylX0=l6@k5urJ2jMLKVZUEGTc{L2HFj zl^d0j`~3C0_&zE2so0OAU&(A!(!Pj}RC|em$dCDtm%g~y{LlayC=%?tAdJBCy@BzH zX-8k@G;X4rGoB>d)!nVGGRY;MnpbEisB{v43FwVtKs55|A9P&uRL5tyC)zB%!&n8= zlCXduEK1&$SOYubtey+8mwjEyY<1VtuS(cZWL*}JJsfH$GC9WuD$&e=NkdPLH%VIB zBQl4TA1lze=vWfC;|;%aF!1lrySi@Qzo}|)<+8)!5e}efE%=X7$39C8h2ymGJ)B0u z8*#FinPmu&VJMpXgkSvXpG9^3`-8}22^u^plx(1y?G%1-;y+Xf{YQh*F6Tv&r0n6^ zrsZHPARs_5nL}k>uS)*otHbtdOOcbyaY6u4_aG6_eyV?S-xA!ZrVuc|NgCUMxbAEu zm^*o^VTdGncJ{PMDcK^ zNXoo^=zS$bE)6POY9sXgCsV&l?Rvp7C%ecF>Y=u>z156Vj^n$XM`;4%!)Fq4pzVMl z5iQB>;e(P99C7f7*iziPcL8RcuTQ=feDH4~i6ice3RLNeoVC?lnq7*AmB2yaVUAt- z?uu_KMZ$xMH_$6j$m%_rRkNE509BuePN8{@z|`uAGwCaj*eWTMnl zcf+h^b!;OFYNZ~MiqSna`$8$$0g2uOI>fyJ>Hi~;5FL+U^mTJQb+eM+7uqiN6iG3R zniD=h4Ra)($lS>X!D{V)4~qiK@XRZ)v*ILM5g#j^xegSp>*vDzectl9kN^=47>LouJo+w^OXrJI4craV)Byim?6Fz;(zC`(oN_{b!Q6| zT24GxVLx>#Z-9O26P0 z#dR;&$cQUJ-La!`lh z-cgB{c*Yq?(gxuqFLEC#K}(-Aohxgi(%M9gl-Whl?U^UL9SzN&VWmPBtGILla0GIl zuDT>2JIDNHj+t1PypCJ^(9FuhyU$fCZwQ`5N=1+?JD9k`Rnb)#>EKv5`{mtv($N2jAd-YHq4&g`wa-N0iM^4@ylu!imTn3}8l}g0aHfb%SShL;#uH~6A~y^`r^bt0T{Nnlqpzamd?V2P0V-xY3W8eC*u z@}p1>l&c--5gCsqDrAyqFsi*sf|#2TKo2xppLOa@4K}g-q^lC_)fAh*;`t(9X+-nU zJ`m}0TnAu2-T}dX))x9{IAG4UxNfRwzo3Nplt5gJ5tO_$qrNW+Cz85o6N-yiFP7fK z$&JSt0PKOhnYu+gf-k40nXKXbL8l32X`Oqvu6MmtGAZ6*cv6ud2%TzsqMz@)Tsz^%C`*7L%Oen_i(3kML){BGLys=12%o_n#?}9kn z5W+-YAjz+ogF(dIeeo3JDJO}9h?hz)8DaRSi9mRdXGcFBrhIjRTGiBGlKoDyiCxM0 zrmY3QDUtxFT{g-j;Hm3>%1+41yHts%*Tmdq`1Xg~OQIlkM;i{9jpX>5RlY|MBMXRW z@z(pG(=svBQcShcpnA(1aP?h&04ST|8(eqnBu33K{x5llLg#CJ3wY$5Z_i14Rg%qU?%?vh5&cA7+c9Yn94 zhZO5O3@=k?tfoN7UkO$ubKX5#n6PrTgcOr-&6|yqll?pJQrZA|^&35_SY~!y*w9lh zPN!tV!|l<@BM>p)USEikdwAPf6O%G&0Y;)x@Gl~qFc@5Y43AOJH9bt}&KFOQ{=!i( z%&IyQ#^kSYOHpDxopZCRY%f4l!ayt#T2q}2*Yr2r)Jy%hFW#Q;w=IjhSjL%Uqa)+T z1lI2ykgRsH-FFd6zWUXrlZUk(k}2|T;a;YM!l~;XES=6y%|X-g_EZQ7F>&@xGGBBk z#vTF>LHcAfs4XOVoI~7lx|#H$N^4rz@59Lgqbi)t9t@y@$pLhdLzM#8$r-tJ(-Ioc zOe@MXmli4+j$~c3Zi^MEdPg)&GxW~<>@%oOnu)FEE8e75({foOxfdCt14cHG{SYx; zPCzQcB(N#$v6MTg;xLrdDVmwIZpMcD+4a*U%!PONEjQY#Nni5B`oOa_X#o@b30xx0 zYlYJ=wG0Om@<&zqOua5+R`aN3T?Qr)RI$ZC z)G<46dG%!jeLh{P>pW;Xy;LPQeGi(&)>}h2|9R@nw20w&{L}C6wAD-W03O`>PQK@Z za1%oF?%Y8)$L0cD(0t$0*$GUCjFG~S=u#Ik8bb4X!YakH`Rs{(8U_^O+j>xVh#@`0 zn*Um#c}qo^`;zfz{(};rQJKPM(Gk1_md|g5N(Dk^kYSU*X)FwH4nqEXgiFuz({kk0#}HzanpnQ;KisXfDSHAOVcZ|NX4d*EN< zb+ktnAhm;Rvf(Vq+KQtThQpIV;!M#}lpx&B5kba)yT%xx&qmNQuWVc@xAAowx*wen z3&`a_=n|k(mR4cNMQ{L?UB)y624dlJ&~dA08{Y4-oZnQPT?@72+1|HJY379n*G>;X z;E~d24TJK>3N$D|RPs&n2R9Txq*W6g{*tjR{EeL6ZGidx5s5A&ByD0ncszihGyO1z zT*lt+ZPDcZ=62y4)#|Pisqs@F@{$F zW2tt~Bwfa5B{vs^+}DQi0tUaim?yhmmtI9L#Evv)L=U`pi!f|re&=T!k%bt0+4vVy z9FJ;Ek1lm5?vx~jvla;2j?Au7A`j|)=@xX@JGVluz=P>e-3TAl|2k9xkWc~)W5>l= zJKHx^!;8U&*_--hU^BJv?mlw%0Ss$Nx)FF#O(fzv1Joi~FiOYqxQB9rM$j&FYI|#iFoQ)8%P&kZy7gF zz{t=7$gVO^@Cuik^h+vUBczIoU4PKXpf`916MTphKT~aAV>KdO$>!9?`+q8Bs#LBIfELN|t1BegGqdi`KQK?!h(wJjep5>Y`9 zzs8>(3WMioo1n|hsR}Jkl0S~u^K-%n`}c|H&Pe{~hcTz(HJ~#}Fyy(^3?HI@X(>O2Lhk$xIY9?%KhJp-Z-YpfG&ts1^E+X$C(swWZp~vc8iZNAzsm zGhfmR@!QM{UIgH}cKS9U9%4INC*YuHc${yqUvP_ffrO&eFC#-qeX82f3#-VZ`*v8t zY-|c9XtkkMRIA(oHnkZQ&jrd!9cu>g>0z2JoT|K`V`?N%t=$@ZUs1q)xx0^fe|cI1 zGtuQ-Xhn64LGHON-lxEc?op5$8fVdDXnh zjqq{>+;BUAyX*EeI$RR&O{6Wrh3fJ*N=|Nuo+-=`hKh)|pSBn0*NN)&{*7NpU~DHf zZr8k-)rorUD4INR74v#(aFw)|w3e&>1;bW72p&=hT^qHbbqDd52nWQ{?|&X827=k) zhf$8=7rz|Wb&rTDFEAZBBjNyzmj2DR4r4iQ36*X|06c}vuD9!TejTQK&~nJ&n_pcL zEhcY8E?W5p&ng5+?amN+lT_D89*3M*d0@M@3wk)qA zq>X&r(z=-ZC|Z^Id~fi-AkLyCy6K%Um^6rGDcc*llRnsAN#Kq9Gx#Bp0t~Yi zI3%XKGSnpl{A$M4TAL!w>u$EbCI$75n-M@rd@I;n*p!}CO+1CH3vk=6)TYry{<&El zdF4<9`yx0WoeKh$(em76vs&-hwF6+Qaq81(7L=c1cPIR$K4EgQK?cX3&?}Uvmc)UE zLQ?6Oub^3q2k30TXA#ifhAs%fqv8-at;&W^WyYOK4k#M*C7P}=%@LdlpgSC&u38)q zt)SzQM}({9dc1zo-Vz9SJSYFqH>2G{`s_(9cUj8VjMaT2tX#?-3zdcjYJ_m^Vg4PO z4a$U2g(E@$VA~HgJHy-H^KxPFYg9I=pquT30}%eP2O5U&CvT_`4k!;7E7>!8QkgF~ zq{8p}+smyK*&$1ef?X6@&8F1_FdqZ6|i*a>{bQ5Mev{zi>*VAttg?PRs z46_9++1}k(1&*Wxc4ilQs<@qzVO>wGgd*o-J>-5RjNaHVVlks-!5!d!`2LbFQo7Ho zLI1W|!4U?Rm#sMc42H)AAbniAjtGAoof_E^zS*;I>9^y7c0^~Fip(+)rhvz(W&-q8 z8XvnmRNzX$rAV!-Y?)xRaQNS(>FW1Y~E4{fYgZ zsM+sK&|F%8y?Q)@YSFVUxj!}XY1vRdx^i1!&$dH03P4C(*0{HH-b29LkgvFQUydqe z2MFp>C`FwJWa%NJQnsF?uQj(!qkA$nb{cs=U zck*gBag*t06I>bZ%)1(3V7y`USOi+beY<;rKqJ%e70B&O+l!U!^TK|rdNnL|lr*xr zP?8ZiSf4!-VMRaHPN2L`>O53F`#q_ayK6dH!niLO`uBs63dM= zO*DjxVg21Ql;vtG8_Fu7WV!<=i?a`k z+Guo4AS;Gb_85Vi>7!d}P<}WJ?T0K$w?cpnf&#eI<7X8!>$ho2PdYyUH3$4unv7_n zi{yB}+-t3o@}wRi?g5t|5TPK>Qo~!5h(D~g`J&|x;5o-X@La-0n)g@Ovjtr*Ow{;_ zGpZp0V;a~vt6=K^=>>n&Rztw{Z2DxFK7f$mW<2FrKtxCnO_l~6xg#bq7vHBf?TQHGWXDRuz zdy^T$1fI>p0dXD^M&NiGauD3bOf6`^!25@>!>5e}o>5nks#uZ8MDrvmhlOxLxS7Z3 z*#Jv6ulV;+zm>qtQmy{s=+Kp=a4mmS&8_K08S{u1gYUDeFZ~+nkrq((eWM`WAGVVv z<84?0vH%?-0(l#M z3zCB`(or=Zc&pFC)ckBn4JE%zy~4BPum{iY3W?tGeQ@jU8)4CDmPdNAlu15kV;Xbr zwwS+jYFS_B?Qb`Iw`;$?(!Xtwnz1yREv;VX$w#RT-1H|wz7wgAtDW-kLx7+@T=C(W5=B$RivWB0d%CTBU^Fy3 z-LoE$C)7o|#n}a3>hj+%-`l8y(wpDp-Q-rlAB#3bKpT7;QM)CggU@%lyDf-?d;Lu1R%X zKT)W1=YPh#TdP`3F^b;DU!89e^XtxUu^%Uv13O|x@Wx;AyxN8FpX7f(jrxn~;1Ss0 zy0EKw@6}tLpXw#nSvHx(i^EX25%pjD$LVG9%d0R;Q`T)Amo$wzndmh;g{TCD?aPL& zX#)~beLKJ2Xwsor9QSvvba+?5Ura)9wYV8N9%P6UZ}v>6oE+_EI*XIiC%WTb>(4vp zb6y{CQisr>|Lam1qdLz-;LnP;*rzgCW#96RVo%P!2poOB)bhA2tmN|DXFd>S8er6F z&tOEF-$LMe`?Jy4$^PPey}n-Vb5EFz`q+|G3e8U2iOC!s=m+tycq%(wWQnPahAQ5g z?QEFJpZM`J>E!tW3_>3l@tpnbJZS>mZjkxNhd`M)g}1KJo~?{ zaNBlFl&Cco81-{Z_2#9pcjp@2xN=AH4Wz-Y6oJp`2frW1E52-^U~aoFJ%bR-nS(@{ zF)dWpqTH=!yB{H)tl^2XlS8qPaotu~v`d*^LLJ{$VzWHDV^GsImPwj$zWSADwkg ze;ns=O6We3A7~sB`?V)DDI9$)d{?)NXx!2}0D^=*lqs^%174`SieSJ!Rv|PDO7Zfd zZ_36@Ynp8&8+2&Iln(cQ1F6*?O1viwY9+c`Yyh5(V5CqhBGk@_(xwhyNF~X?L2qJP+%Ex9-dgNbl zOkkZ~1wWY;s~>(A-(NWn(96WXkGo`Z_#2l$bnZ-%7XyytC?KdG!RKpBfhM!(leVKy zgq2baseKOkvdzcX3H z868txyOyqbd9m)}&4$;Q*w0`q@9DWnBJUQhDi4A-Bz)a>=$wJfh5ayJ53woc`=jt* z9`|as4OdkPMR86|Y{-^O!y#Q`PA4(klGnoQOlve6uIt&$6^@hAyRUyp@`2R{F0K&G z{R3}+gJULrdJ>JmYnsPuUd7y;*#Ko>bg{|js!JgqCa&;#bQGqDSL1Y*1%%nKB7(Y8 z8$f-eD8i}=74^S0S=*u{Y6rg&g%3J$t-;3PP`2Z)txg1oMCd)| zRGzvb$O{?i1B%-Obu(7L6nDl`Sq0XZh~w8RrqQObu8@HXD$HNbIDzcK!BZ)@8U1Y~ zEeX036y@lL>oAWysRz!cc(M1_(XP9$0I9PM#vyv=r^C4IUfxVJ?#b5vcmhxB*xl!o zX!#abd5YagTFZ%htyw&tB4I3P>QOpot2y338AtykLSc)n)P!2_t^g65N*TW)ht;coxoB5U@F9PB-Hw4+!`Ec|gL==(e2Bzp{5=nEQr{&80}0 zyhLf@QOuTM+O9|CW&~Nc9YE`&N)1lxv{!7gZ9IfSPhxqBjtHh9Cx?s;4Nv*i_P`sX@gp;87wS> zG(0{!i92{3(5!`9P5|&D4D5!Tl*XDil#OI=ZN6vztgmth8b+HL=T|$-hIXz>#M{$_}MQ*UpfENktOL=!! zv8fFq?<>^CrK^F3K?F3iKCs^)3JqA3Hucf7KTR=s4sB-nznQN+(q3&6Wh)`Cc!_)p zd+=uCqhfC7o-D}RgY0_NJuhZEW_xAo8t=}cfM(CI!-w70rR+t`OGxxMX%TvSO^^sQ zfXQOick2V!Z#P|^lVYL)Gy&$Ea^T-eS5@oDmyO>l@g3!lEP(m?jOMS+>})Pyosy>@ z?kRIBTVD7MvX#LpGkt|Q5bM6H9M=(pVXsbV1F@eZ7RrWZsX#hKd)iB}Dn{dMC>vRy zB1geIl*?PA@h|fCh(8gnti48x3s{D0qW@yp(}p$cb5~o`95Ffj^CqXzA@BOY0IC7N z8(Ma=Q4`0N8_=ksj~`1C$HoA^uQ`pU*C{rpEoc zAjYU?Es?6=xjc?R+@5E)+Z;bo2h^4kjI7pO9!{%ye`sO98wScc!$iGTFCWM|BHCWT z>z(s(#r+|1g>55I6mfXN&E|VOe*XAmft~bCw3)A`GUnG!+L3GYx`=uqKFajxx$1$m zT{EUNjg_B498eMts{ERI&T9dwIefzWYpwtp#%p@qotu^4$k0}guO-}ZzK%0=sztJh z-xW$Xu!tfiUmPf)O!_Y_T|#%p&or7xePKTBLG;m*sU$4RRjUuI)?X4{0~pdkUkzvW z9PvHjP*!6jnupI1k8LJaAGG+;ZRNA^4xMj~=C)$0$!h*=$UkqcyiGuj6Ao0V>%EIti?;UzTlao$cblHxw>C_xOw?+K7c;?AmW?0x1 zEV5cKq8D;Jx?%r0-^RMaWi9=6f6q>4=DJv*#n+bLGd5H?j`^(%T2Sx4td@=!zYKx= z1D@Nrwkl|F>%fLG{O2PgdL=3-^mFh(ur7=>1Ze{R`8Zbi!bGuVNeJbn;JN9Pfpg%P zsy%NBrl+w^`+NM->P)1V$9_32SPETLX*2UN#F-~ea&EwTL@mUZ$Rj21*z;M_UH&Dj zbIIx3+I_RGC<=f9t<-N7iIAM$fHlCAQNgwU<1!UP7|dyvJ{hDtbE7Am-Mk)>Q><*# zy7K zk-~_7G-1PkgWxQM)caok6RMqs@mg0SXylS>Nv-;ZQVn!popkz$QY^7HotTJmCG!LK zJGb=vEuqX};9fE!ziM2v^iDQa;gNn<`kXwsJHbn)nx*NOa9x$MpJ3VxS*0jMdZLI} zB@d`l?hZR8$L3uWgLe=lT>&W%r{!XsHi4LaHBZ0O>}$}}I@3&3+R~7&$q2*?PF~{C zd8iKqpfMQOG1e2Gh0~dsw#}WZZWQTSN%kS^x6#(+;wFvVo?b>)Eu1FMKk00p{*!05b~9NKl^v?r9s6%~^IW8dWyTn?j(F~}d1bYdk7dJlHs{E2JMXGt}F%4dwGYDJaLn%XWiy5hh-U0k8RptK~OU)K7naXC!D z_b(`b-TPzq7Twlz*&A0vEWMQyBuQ`nmvvJ6^vl-#-(wA)d(f^5LRC75p>M)D4>WGh zAR^uWa)reaD_wwRLtVC}*HhrZ^H4gLQ7)Osv>X>S1sJK@WF=7QNtC5(eb~NScpO1L z&)L)i{5Le~`o&QQcmq~z0ztI$43`=^++V4qQ}5D9JUxyb$OEBxg>L)3+~=x*3Z@Q{ zxt_rzh4N`|;=WwnLyAxqYh@zQG;D{MoiuA0>5sbKjKrOpkV%xjII!&b&89< z-0J*K<$8tRMIi%<6ORJ-Ha>P0!K)%!PB2DgM>%dKnSW1X1^`Ar;*QqIZ zX)cOP&8jm$H2w=jb|l_{&sLmqXuj@`Pj^iQ`4kIGV$PDVh$lZuBVHLio3$Ox>*RQu z$G#vZGTk7?s2y?PCZ42dYlAW4P2eOlgF(7K^+zp2tZ%%Ob4)SE?q+-in5i?vD9d$e zua+kBGpsEFnjdQP6SVtRm|li`+saurU+rR07-_YIbsv!Jz%w967Jeo+!5{SX=9F|k zEavMjKKzh<^w$4W1-G4HTqg|updfj$(nq1iD3%wY3FNxUH4hvy_^Ev;1<#n9$8c%r z&WFdm3d#;IYA*go{Xw-dXz8q! zr|9r`4Agx7mGNm7U|UcX};b<7_@0;Ev_3b+6)s~1`p0b z_2C$6RIj{lTKR%W!6|$DFVc1^Z721_2=qetI8{ zj&p5fM^EpdT9Y3H#H=k%nN{9*Ryj|9tnco}Lrf%TEV)Co7$qb`UjqfyfP>xgd z?rNe?qFH{bWKhT~@1rlZ8G})W570R4k6+1y6h07V5ZvFM7HhMqL|_0fpHnzw_`6v` zMpCH}kmrS$$D6c)ar4P_-X)~3(G-%#rACIr^q)w`w(4gmKQq113QO(RA7U$N9%%tY zIjn`?6z)d|vQinerkfbQ-?PftAUXIVKj@=pnrvI+Kn6uK!ZooG8l`8zFGqW5##Ce4 zzW>UKEAkAKXE`q~OXZ;1iEL+tVXY1ZGs`8*)@|&BP1A`yu}cM2i^olIpv0#lmo*l!m_`89z0dhxE)ATZ? zL$eP=uH%9jdCm{sy|Ps8D>7!0J!7;rHf|$4yQDCeo4Q&kIJ@?GQzs>=?4>iA=X{s# zu=~wX=meSN9Y92-79gkV;4M6!jn7Bn54Y-c9LtNVf18U}_?_U`_qu@Mv zkZ1(DUFi{%AHrgNCqWTFst2OLjdc>9ofm-G zK?Wm4U?iMEhnC^zk{bO56L!Ws4SEq$#g~hnxWx-{f9a>RTwgK&a$~m?xNjKWEX-w;UO^zCw6 zyaX-CGEsiJyur**!FO02qD|}jb^a+lMP612zKh_r;@Ic0zzZJ&pv(OH+008*=#i8M zfrW}PI_&xKSi?AT%XAoib6&T zY;Mm#BywQThh}^bpU0}&#}xEiKCzkP!Hn(H7=!C1{2i#KQw4uLaatA@zdfEg; ze7tcX{3<><{)>a~44?OuFp~!$jAB=PYokb+jcxIA{RBd&^Ues&OiX8}MpxtKkoQWM zyaR@HL%H(_tY+Lq92eWy3@|2$#%n*U!44i_<;~kpd-i$*UrRxlf$nQQo;^L3J9l67 z-UFhux0il7*Q=eZw9Ny_K}V|~iQ*9X9aZR6yQ+nj?!I*dF)~EozvD^7XvDw<{>NEHp<>Ct&{u>Q_vbZ#_L~-n z{>AIGSCT}-*th^S@(_kR)W>N_3!#M&1b@RiYIaB~-NWOfU9OA{Y3;(ykRR0GV!ujk zN|}95PfK`TVSff>lXTl1phgtX5H<3{g1I?5n*M)S2GfvG&yw?mM}K|7_WQVJy+EU( zO0+(`{2%LXwm0|u!`b+fFvsc_te2efc?_Td=37^0Oloi7WEOV0uBYMUd+i~Iju_n- z;1UIhuk5_ktF^z87FYNkI)a@5@c%HCS8%R!)7^{7Mcv!ySwX**Lf>`6Z zNsbl>QjKGN@WpF>Pj5x!siRD9j_Eo$btcO-Kj&xtCU-bA%3=}u+uNeyoN0{Y{@IrT z1DMbT>A?YX`0F2$x&Hv;)?z*=?zFk8#581^jtJdMT!6nM?xioSzN^-oBF`wpel#XR z(#DrpmMyN9{oJw~H>D!)v5qY;p|OsoZF@Jlm?@S|>+F`A_M~BW(nCJ(!EpdmF~)M` zx=^FzB#35IuCruZ9n?cZzh}KQ5@Y_iIywCy>ea7%oSK!V3+*=n42u&D@B{9EvIjo3 z<{vOYScw9zg@}&F$7@Q2RQ>O{&%d21+uK=gX%_N;9n+BMTBIvajR))rng1LVD9+{B zlM>aogQ8_Aqm3c$edX}rZ@>{|2@*?wB~&GaxP12Pt$szCorws=>}Q)@1^k;qu+|Hm ziE3r9PAS$r$kPSEM4H*ZKkl$N$6dT1ty$$^1{*lrKFb4&7I;e0A1z56IBsHDIN>F? z^k$ee|G5HvsAuQWlcPG}%EhUb+G5>Vx}7&;XKmGz&K0h7y3bd;s(Op#sU zo4%C>$PrpUzVD$%VfNp(=M;b2HQ#O=A!76(I{!{#Ol{P^`Y>ADIw+l)E6RvIQT(lF9Og!JwSSeYA{N!L%{hE zh|RttlX)`5d%G@9GC~Q)UYFL#9_-J{@y@KDo>`FibgP=xl6M6VfAKgEBF6dIAnGTn z!N_oG(GR-(k`=vHqJuu|;FAmZqoKLJ3n)yT&(-e)3rpzer!geUi*D<1-y$lAyrK5d z^8VfMQyUk_>jD;@q&$%TohgaB0NSnqx`72Nyb;wfD3r}n2tqMKIJ9(TWjh!h4J!*lS{v!RM%WX^! z#R+ymmZP`Bq#aN;36^SM(#0{>s^sxZW!P`;9p?VQGCrVhi3d#5-v`Tb)&LQj9Lq?p zh=Do}7emPAi7->wE71q2I^NWN3sD$?MiJ+GH-pJWkvC4$R-c_DpR|_8i)mHUS=3HV3=5*aoVcF2n#^O$FCXxW(@!|!zIH5>S;4pD8AEstIg|eC`ZAz9ZBA0 zfKBUww&!r_>dm7^`RY{yCXnT>{rJx?umdq?e))Tg!iPqVCJE-tIPCjD*INhb_TLo{Lt)fh_vO(s1Ml6KG zu_0GDOD?G*G&pXlEuO#rIdDF7mWT*h~_vQoqMV!FS^nP1WaLS41FxCvc zzMvv)SMrKBfvfY3P|nLfXDm-Dur+$ZuZgYm9r{lxnbJOOkqBuy@A@is$AXBd`q% zeCl@q%ppHo{`n7XwmJ)Cu-WU4&@;Y0H=Q9pZu&Fc_~^LLW;QC^sD5oas&@gnCiMU* zP$myp5FVctireVOXfBy(-CkiEKXC%>2`?i|<$9+U_@Z}m)1|5Uanim`oxj3{>oKl- z!a4eMcO==VIBZ#u!yx_V@Yab8!e-J($d)0lB^FbUVFf5BoWt^Qx%qDpPM%o6&Azw_zmD)=--(d|266CXCg@oS)Y=! zpz8_weKP=v5kSmlP2$}K3tIe>6Ckn&W<@$TVKhPVZ# zzs|4jHIOU8$o&jG8dK-Qa|Uhwa>3`U4%y8Hsur~0D1lb$3yt;l4M%?CNw&fzmaC*{ z2V)AjQ2lTj`!Wv@+vG{J?^Z&WJOuvCHMpdWnaP_ZP=$mz}U?&&>$1V)sXmIJ5h1x*Q5 zi9bk6(F0O(!kIVPt2~KLblUSx_v9G_{Xh2JJe=x%eIL&lNraLiLm4w=PNrqb6bgkh zm6<}ukYS~$Br=Z~Gf!!dnKYPUnRmvLVIf0?WSM@?yGZ+-z0Y;7^V$FWuIu~HKK4F) zua@`w^?HW;x$pbQW|BUUJtR>V33$p;Xf9KMg;mo}RB2=2?|2mkYrkL_7D{?FfXi|8 zCq3rVxqY=`^A{wgo2jufY+dit2jQ4MlbL!MKIuQY4qZkAOz#y5v@UjhstZhHZ~zgI z9iQ57#cc@5kK#7`XK`C2jyL5ll;1@*bQi`j;Bc_y{7rI2tbKE|UH!_U5JP2Wz|P1d z^adfIWj6chrxE5?YPX*|x-7H~XLt!JrP_?+Jr3(qu7&q!VoCMdUvL7zY%BZh!MWuo z{dbH7PultMpCDbtMSs~}4GB^dt`woBq}y<2>a;uwelJO)!&WX*5l$!AGpelmO0BDeD;kKC=IDoR-aCL z#!SXqJ-X)oIiEPO`(p=0ysc>`x}FN-zYdLxukjZQcVaw^WH{ z8UF%=DP*wQf6u4n#>hiuWMYS4M?Wic2sd{O@unV86dtzkAyadqxW!Int5vw<(FlX< z5iqlhDj=4Izr7dl2Vm4KnN~VUw>*T^Wcb|pSXy*9H2m+86Lm|+Zx{Ke&djU7z8fB4 z*b@|VWae;>3Yat<{wS(lq4I&Q)||Hd)!7C~6LF*RW^EX!s5Fh0NTEx^4ysN!Q8O!6lXwTXSrvbv_+{@ti<&;Hs!~F7fvx zM9MX|#M55;v9lH%5AvX&n14;J6_YCgt+>nVpb?Vl{|x%Ukg7GX=h5z$6Ctk6q~68$ zlh-GvOkr!x5TF76jDL#d{LAm5nLQ|TT@7F8EbbfT0mT_??5!yyQW#aY!DVb z=3chn3$&l@FRor}qD-iO0S0ZQjR#DJca9eNBdIkdhk6@7`=$9w{__=_m&p%A@pBw|3$R`YOl6tJpg7&8qPCgwDKiczGveaT-{&rYtRJSy&A`+^ogloT6;jux(EB^f0;qs0 z(foM3DFCqz=Gp7E+6fZqTIvsaX;P^{s0&w%shM)lpy8NzBYRkGMiV% zX7B!iXP^phRe^fEc^z4m>U_rmTsZ#puz;a3pj+BvgC7e;f<;b?I$jbOa|nDWy5yg| zX&gUfGY&E-K|s=jY#8HK03m77XhL`p(T}$?KB01r=R%G>$6lA>f*}tZpUi`Bv99^_ zWb1J1iG%f(drRq8@H(g_Uo0eA+JTG-^-Up!6a#v#lMl=@no1fpjT92Vr|-_F&R=f# zSMx;si(+3xmPwpF3Zld(w1G-VJLeFe3#z#}NZxm5jxMPc%TQp}`N{&t&TxkZziyrjomIgKB3~WtLlAp2CfEo{)3kxKP$Rn^^Xm|(9ulf>xq1Ojg!a0JG?aSKW zPW;k=eZ}4AOgpgaf(&EL-!=I8?Iy}2bLl4PG~M?>!z7RFkJ>N3U&>aOrZ|DReP=yP z%U9;w@GTvCC<|mpIjOfkn$V=ildJVTamVXZml9`R#_F(lSIN#oT2vANc*^7JuB30( zK=W>SZyEK(dJwS6lj3{=fbCz1Sldbfl!QPSe3EX;NQgXR?wXwV_bJ_9FUTz{~h`d?nV=|Sab20<2JXa)fGb>t1M zAI2lR0lkRISFDhQP$a3v7>L+(VIXzMUYo*olKefw`9L^| zKhp`z96l|-;qh}hwNv=9c?;!mN7a)36<;0>Sqdlv+XXei83)8@7oCu73_F@)`j9vY zdzN&nHgI;og&$KQX#UM|jvv~MhL5TAT5g1C-Rbpx=Pjq!_#sVe1DV>?_1&!Jdg<5m z1kap4=MORC9r%Tu$nD1@KS8FZ+4e^9dFOJYviHVL<9E-R_sT<b#pn3Jhq@kS)FZugHelg-%B*9&X&OuYeG% z9Gf~YJH??x-fn7yDNQ|MjAEf9)6F_lD}sai#cOQS8D<5-OO;T=XRLjyhsxBd4f~`! zU7XK-s$1hAzoGR`Ax2W<*AmUkjfq!kiWYFN8T9z00!G6+v8EOez(oTjn_OT+o0qQg z@YU-Kv;FczK4md3KIzA>sQvvc*(>dK9kpk%^!7 z0(PEb#=<{X7oy)=Lw~4N1f?(rJc|#Z7hmJNF6T(0VkO@4gu53p)Lx zz6m}Kc%I@*pFyK0HcFv4288z}1Pgwj+kmiCkOJ(tD69#0m>{DO9|{aG-`7r6B-LRC z_T1%0=DcRWHAT-I=3Xd=UlyU0u|O^s3f7{yJy|yiqk@>7Yma|4S)6miGl+d6SP89p z(j*Vaq}dk=n`iT;?f_fzc(AZxEOPq&-LHMV`cg)s_t#K(7~z<^tvRsG=M=0wyeVKh zKo-HFK@VV+-kjt?zk@k?h5X^1S_doHKg7XeAfC_fLP`!EmHibafS;_Jd;WcAlZnsD zn>F6LPQQ@Y{8n}#K#YGe`S!#!srUe|{uy9~&FT!sobDb!Bshw{qE%T_N1rTLt)(ar z1#%>89}pf>*H~OJgoro_qMm!VF15ci=YWu8{tYc`_*&U69!c{+b4s$BoHvwv^LbLwuM8KDj*kKIr5!tbh;Z;_Y6`qmTq3Du!^(M-~wC-zgARgQEpFD1JH z!rn~L;+>OlnnbbG&lR4s9FXsh=lwX&&p}AnqYe~F4U1QaD?m($guzW5#n*{i48(0@ z_(eIxijnzwW*Rh2L5epPPm0)K`$-xwzqWNGocdIXa`yz3CF9t_NW)QJ?+Qkex{rah zwyCs>7h?EWf%RMg@N8pts=j_Q{c+CTumU-vqri)%XT0=2PP7(#uhsR!`XWjjKxprR zAu>8wf^4RHPR^gF0Z`|Kb?$Soj$;Y7Pj6`6PiSg9H>wku7646^(da{?_GPfLPq*y) z*Wrvc<9frY8y+6;3$lZVVr&NFlMD!_isCSmJh*Qtf_RoyITu^X%hyceI15REl9AVllFX;yN&^@(OlN$r7Ws<6Slk1 zZ@j5B*{PTS9J0el0?x+zYJB;5T^)^E~||J{D5#^*npg$!9PKKABeC`kYP{nOsqCYU*64QzQ2oHeDHc2 zNJCmgV&L@lN62DgtG^GE=|ny}S>55I6(^$Fo~h+PUufAK*yXt^bi07ArNtP7e5gSK5eNq@tPKGNRW718VSreNoOf%xt(r_ zgisNclx^!rtlsXb=N+KFrwTExvb9eKP-INVm+Dysp`4hj-`fl=Q$*w<>z}%sI ztHHeUw1#QHn&uS5v$>p^%u2^k^7ymFn-=899ls7MB{8Uh#!6oxYT>yP*u3P)RnuNr z&i&p?YcgN@A;cTZ>2TW5$LC=Jqzs{M%2Rd`W=W%^f^8`yNO?4}QYviwdn{5*wrGlK z`7}(!tsR3yWGku=zuwSmw0Dxk?!P0125RzMQQI%T-J%jBlKy@ji(%DS1zlYTcXhN- zPtG}YNNUzH=GkW8EBNwslFWd5U5dcZd#L!_Zz<&}B!Zh%UB(ofQ;e^|###~?UR->! z=r#^9MZb&(NLVGv2SH_g&e(hDTqzLH-Ve~r`cz=AHf^{4Bn5s<_n%~#G7+}FzXiCQ zsH-Xg8`jg~L_5Hj7EoDbWE}Nahi=EIg+8I+=>^2z_T|^^dpkT^U>ZP85e}eotZfGY zyM6c4X-LnSkEA9h13K>=;5n7|Xz=DLBs(>LRh!K)sH1@3kWHmXIcNUHVh>IBbCrD! zcAld^BGW3WGOfNuUXX!D+)pU|&4Ll8MhEQt$OZ(c3!VY+C~P2SE1AXy+8$YPzC?A+74%vJx z22eL3Ef>#D$DyJN4!J|cVG(Oe@j>D*9mz+wPhE{T8WR8aD8cgu093reG5GF{s)2$s zk%c@8x8w()&SPFBspw@WMO|--(D3SG`o+mv^1U9vI*`@cf9bcY#>RE##T5f?s2y+4 zzFQ86uj%;OW#+B1+?Z!r+OFGNmh?t`z}x1)NgW9bH|9EF z(MY4Wn)2>G-Dkt=v<;s#XCDffN`9bO`D{V>dnTc*#V=D40^Y1DqHd&tG!h0W;pM$7 z2irT%B#L)yfLVO$feH>-LV-6Hft4++jC;=iBH+du8L_P0Co(~T3C+a(lh>QY;J0;F z)81KhUwyzi!;a`k7 zIczls<>-mP?|`&kDo_>Yk_AIBCqU+Y>m-Kp=}8ddtGibB7VN>#TCu0+W~@k!4opB# zYuqwhM+Oh`;8z%rGXSRN**X=ijsEMofdq)I+`b}s(F7m&Q&+VMfB#WOketNI`c`FE zdtR4mCwLb}%$U&(<+9tOpo{UJO6BArTj&LxxW--_E{Y9lJCHvo3~m22opc?%|0FD2-^1 zNM10#=#-m4Hvs_be5bV|>3E_7($d_~MFR!nJlwh~Gd{?SToLq#V7|Xrl$wYcNIRgne%`;(YO=Tw8U@D}036w-OrF zeI9rldUB%FGca<+N@anNOt0!;Jr778q99R-JY+=s+ClZ@G}cU~^QO&(?1`-Spbv1D z`mfvJ-m?mC-}aBjsBz=&nk(HaFINZIhr*ym4TV`?oGinEr!($z#l;1*tucZMF6)29 zZO@ffykegp-r=~A5b7a{%}A&@-}$|JaG0TA^G&ul)I9URl6mbR`n7uUHe>g~uDd$69>V@8%!g)w%po5z+)d0+BG?EETMK|5C&>n79D6#M&eH80VicM~b7!eb$&x#5%N8 z4|;+qe4;%uO$K|O*>d{TgofiGCbzG-?m_l)RDnwQzaYGr2Gn8WVM@RKmjjwGXi1e+t%& z9`Ng&9tHj+2Mp%LBENc$#V|Mo0moz}XYhI-FkSR^w>Jmxpn%Y(b-SucA9}nyU8VK_ zW>&y{pV9LxlDGbm=+;>4qGNUC0Kgna^v0POPM|4bA*6emGqV>TyDsl? z=2$?ewlxQ%1x&;a%!1yK+ZX--)59mLd33WvOPf58DuIeZ{-Azc|5m}q=7mSTVZQF* zlhp>89V^r%F0OT1@uH$7pPPUatM4zzc)}3{z8}*sRFj$}E`$^FcQ82cabFmB7Ze|i z;yU~4)u$075Z$^=b-(YLO)C}L$xaPtQ2tMC=JeIu)s>E{ur!xCkMq`%s}I7ZZh&lO z^n3uI|dV8AWEpzfUaY0{mLW^HlvguvPJJ5Gkf>#$gB?*@)gNyO4?WPx^h@8 z*b;YMGQJMhB`uzYR29g5POvYj1twsl4BR%T|GM9y= ze5^F@OYO~I)YV?*YWJbcHMevhd4eN^`uL_&?vG=5`S#xpL8Ko)c7tCS*ja6XeNpLh ztFXSqjGOALhv;{hQB<(v=03zhQFRe~swKtwE`F;2k+LYM&|qfpK6Z%D@a1u~X#)lW zAOt#_bpVu>r0gQZPeJ0bC!{}%y0V*opSu*jnl3gQg zaC;it@jkc&z~+YltN_aSY{Tg||5gD*lKVq$H!Y6fn{U;LfY3Y1xU09^y)e3LbWw=_ z7Yr5&NbQ~D0J6X1yNjK>&cy670w2m23$b&#=S7!M)w7e252l<*wwhtwMiL>lgwb#T zN)IySqsY+U%TTomZh4luv*trtj{?}E?$0I8`AbY(YBXgdmro8PDNwB&m z48eEC*P`yjF-)ld*Zim>nuCBPzcS=#-}BuW&^`RFT`Vx#33+y@!{k@J`V=2Y57x)M z)Z2IMLU_lI?~KnQ6PU$-K44x3F%kDxcs%9AWufN*DE>sq;@Fo0?7IfA^%{L~T`{5w zDh^o6#p49IAZ|4`a9jj41U1Q@6ta{)Xt2w=GZS6JRvB8Sv5Uy07i5L9=`i9N^UegV zZ4~g^z9SVsB2I%Ez$`~=SwR+uO+)zOIua(rQx@Uf>lpfH7guSfRRzl1)Ta2EyRmdCi1Id$0iGUIo8Q z@FdXhGkRS=-x{o-#44#8-A@p*xR)&uXRw;O|6I62VS#|P$$>rH;T1A~NL z%n39o{mCnEp-*6VH4knJ_hhi-R)7YDFAQmV@A3g6tDaHYtPmI-7UmY)lVx9m(XhrF zt%MVw7>VK6Ps}#dj$OJmiMX{ky1iM2=vR%MrfgtE_1;&H`zZ_{vw+kOJiVAYl`^07sn_=6b`t?Ad=3MLJd~^qE0X16MT)}N z6D6GAl8!yQvErougl)mrk=V6}gZ#=ha1Xc;q-5?>`SpBtD}ogEZ^GC}1uA_Qef&l- zX7TwUTm*3S;AT8&MK9dsHUh!6P!ZJamQPEL5yS)?{&JtLp9gQWXUstKrt!9%7MpOt z2Sx2mKBlvyA|!7B;ki=fsIa@#b?Q9liBACb(w#NSc)HV$3=@i8huu%jG*E=TK)iDC z26$kCV{cXI3HLN(!@My<)g?*eM3}MWZ zgU8bMQ!P1$oI3rC!y6+Bx~sOps&p(3W@r<&v5B-FmRYD5g|4@cO>Abm2nUEx1e29f z=9RGE;ulfLgD#&e1%+T-TY#H&NUAe1cDRawQ;z{_7_(o4a}O9ft^EbD?eqbYiBNYK z-)NezBIGP6uPmSxWu3U`W2FztmpUc|lB&CR>U`l6Xj1lZ2O`3@za)a@c59mUChSt@ZAdnEMn*tg+mXjvBs|M)WiWEE(jIJQ_od>R46H@faMB(ES6?@`mOUIeU%WoCP zm1~@Q=L3eCYydsl=iYhg1ol`D0j>xlu6W8p9*Rumf@B<6e<6OKC^4m$EX$o2mVNDt z#!xS2#lAmf@T$C}zO13&fi&cmDNubqIaqmQ6VYS}bpHX@`oJvv(#>xs%lWsCLf(M_ zG&a6led@w9>;0kY7@SuoZ7wKm?b_Ed_Be;D@6=b8+?AGZmwupF2il`V^+N52{S>;2F<12gUxilTQH?z(Dop^)}1p;**I2Mt5l-FK4Bd$z5CHLf%*&1kEyeF%e*1FzA znz9Ga4OV%3U32b>^BJRO)n&dMma2}T5Dq>pDV9V090owDuyIc1Z8}5V(x)|8VmX;3 zJ@7hZzeCUg9?N5eL1SgymS8%ON|w-_9(Wi5^YnIq$h-PxgjvY^P6dDkg1#DyNl>)9 zyPCPAM!xmbp>caji#XxHw2cLBOEffl zsz5tYa>!f~hg}W|i*t`;UUq!ki$00n0Mj{%64LK|vf`rxMrCXencUuvWURpw+!4l9 z9;32n*)L_naFD!S-7j3oMNQq*;UrVkCiN8QLkl(bQ+n%!mcO@zE_9-n#9;46g z-$YTPkRmJ~m{qwPZIJ4H2e4~bVHNv_I}~)Vf@AuAQ(&H+IYN8Gt~~<~Q?DYrlMDtx z;jsC=9%z(djr6mtWgN3(sIwK3D|4w9`TD-Ii%|q`3z(xdlzRw zjU(Z8Y!5B}m7S>}szw0WzHqkRFk(zEO^&y}z(~?61eVGfWi4t$7?6SDX|lhEVpL4Ff>n*HerCDr56u$$~6ED<#%GCeOm zKwDXr0+=z`E~ z&CAcBDcW(5wTpV?S9RL*7xn|TllSb|y0|htcX8_O9@03>CX9cH3ZtZNbOPX%*q5cx z#bD?jpF&TBPj~cS0=viy=r|Us#z>Jr(Qf+*Bmssw~eW9h$S7 z&&ZIFw4p3GA=n@iR{2Jwv)@4tVx`^ z_aAu+>xk;n(e78hw zohP|ZhPbwVdjL5@f(9|J#@IhL^e0+=hY+u_LC5#s;0D99}(jVQA1I%Wfd zJm-%&0KPlH$_mK^a79cyr?AvXo(z)%KTG>?`(5M~jb<9CD4RtH|`AM2Rl zBAEQU-4wAtPEGZz#`e?r2ql~tkrk#F;*qT#+bid(eiH$^yWW?Ad^X!>&C8e)puinB zD3;OE1mNrGAd_>AdeZ7t+$uskoHfS{X!dX|15MR25^9P7krN6vyFXgpE*q2uwQt+f zXMmgm&u&$q$h2W8hdO&uH>!E3Qusvu5@6>`6PyjT5fD2m^>_TV-~tIG1hmUUeK; zfifx>-C17dpiwX1Qe}YC6A;~~)~`{^Nr$fAF^WFbvAkrN|Hml)x)r&;AYi=Xtm%C# z(PeM{n0#wE5Rtne>Frp!`-ter+r*`g7k$47PO-|Z7ew`k+aJU*a4$xcBQmDfDRO(w z_I;gLd-QXbgi0sHCdl_ZSR*B&tQVXLkQ`XUM!q+s&(razkcEDvz=7%FQ_Em%2uHrw zxckZ0j=J-nk`L|sfzQYEVqP5P-!OhyD2clxP*^JsYoR=>f<-tE-7WNQ|7Zm$Ns+T% zH^5Wlc7pT2a(RO>D#@rdR`}gWvh(l{{|iMk%Sy~8n2xlB(7x?SRU&KiS8I^Aajb+9 zoTS|XeR@yWBHcY=8%&*==kbv3AsA?T=wKYnQkis*sMAwq(+>w|T9S zF0FyYuewV&p)j5JQu?I(uz2;1GiIEY{(2vo>asd)K$kCbo3`E8pSj*M8{zrn?uPXq zXjK77>iE$2StRQIrgC-kJ7`dW@^hLBJo3vIDwQE7O2EBAQ>oBp-OJj&Qw_jRb76k` z!`QJuAfv{XKi)4>?lN%%iYhT=aM;G1TylVdPKb>~p|j4j?Am9Tv^m-Lt%7w0zFSZV z(_qINo%T&q?DR)?OU2X^f7lk=bZ}UOmkf%iZqrjXiNHX3me9W=KCvZW_@h7dgUE{lU7D}+J9pMJMIP`LR@*exUF3% zapkqx?dLc{Br=ypOxltpTfM4w^Gq=?id!nU$GR{0#$o&}mR-^yD41N+ba+4T@|qdy zrf>w;S$XIJM*4L}wV2Z$Uuh050h0_73e}!z;Ayo~Zd;>3-(E$EWpoGlq{?Drvs45e z65eroC?^B1fVdyby3`X$w*@gkX0)8SOZ>Tm!9uUl_|FR8ITCCY8qxbTgt4#B)BrB2 zC~yN~O5r(YwA?neVN5>!(V^XEa^oC%@0Z8v(YeUBOBSO&V?J0wAthE7@Y~zCvJh}x z$nA?h%ukji?#XCfl69e3J96Ec1ehn7KsmjgVJ5J-its(3MxQ#_sh|u6*IgiPadB!U z6dh!j#Xrl30UDN;gA*dmFo&Y7CD{4wy4<1Nnep>W0bf8Y*r%_ZaB;uuS#5`rqg$ul z&kL^-twzzcd$=fJ)!5LW7^={g;7ZTBC|Vr|@BklhU-5ac@CnOWHU7v;b7LWC^R)-( zMD-*eErfCMgWFX|5g8WO0n-OQ&$=*L9hkf)#%EPf(eM_WZA(>3bY0~&D1PnDW3VYb z_V%JQjfDn4ezqv`o%oJwN5s9FCv_4SaR~_{T?jh~ADjN{+Z5zC6P|R^H3#8L@J@4fWwi{LcuugFg0p^jBYo5|aAA1?_jl3n z{r0%6G1C8v_{VK80G_AJCz-Nh)-ljV-X9-$ZPNS1EYLaouBf%y@bh_lr-Ljg1*eTg zx-C`vkLcTgVu5Hay{oS`1}i%gZ)-G<%UZb$Gl z)uU&86Gyc+Nz&CK)dDD(`QaI@j*FUX7D2;lf8pDKpc_Ba&FlU3vBH@PiHhQio}whL zz)<@$q4RvNR1WADS}boO7Pk+M`JTgD_ilfWPk*I04%h@N^dgE5wOeJhpWiHgnQ>nH zVR)c3UMa^%5DwdY264>_v5bimEQmC)I0Ng`mw2MD8uzeA;A z;Wc2PJPOHBjJ(wG(<|+4ZFZp2?p9_2>a&p9+r1vJal^j@715bvR}GW}kq|%|gpq!8 z{H?k3@59AgN~oSbq&aBywrT)}5NgAZu#S=>D5x-a^6?=c?JV{CV1eAB4hzK(Aakoi z1=aH_;LQg!j&#VJW7q5)i3hCGYUx!-zVkpb^d;in9<2R%YL93!Z|=f9tcOHpKa)Fn zq6+|FWNeH;7-4uNyXFBXO@Cg(>rCK{Q!q*CUwCmPRhw$Sfb^;wcz(VT7DvE8&cgif2+)onV)@=0Yr*I|645pSMMb);3z;1NRbP?0 zH=K(0I&3gQw4pFG93KD+C74$M<%_npyka|`Jt0Dz7n>sy)^XVc4^`Np%F@v0h8}=S z!*^#UJtOR?mOLHF1WYH;T=o@9uQ=tl2@NdtL^7*igc0JSjdfXz`kq2Rnepyf8iZF1 zV3uG-;@!~hrQu+>t1XNtaA0MI7;%7)%cWcQBkX_CN=ZQ2tB|3U#1C7s{5X#zb6mtM z2{s+@J;G{fCt_xAfNNC72sH88d2+rc%k;oERtFrm$p_2!%O#K;pp zcqq$x0%H9e&q&#=Cxg20N6gvfN|Si>9QgW-jow+wY{?w*7(Z;KlTko=`{)FD3BCTg z!!XT1{D5E4Jid&08O-WqSAD?YWBhF&kVYGJ6f%A&CrXU#MF2Xl2Gffc)37@D5dnK{ zhA^pPmIfL_S3kRunMs%YP4GN9zMFmx?peap7@T$`amutG<57eco2tSBES;9PdBE)0 zVDb7Tx>z6I_PTilvNH6Vetv1fzwZg$h`MSHOFGtiVELHBkgUUrwa=ME{9F4zap)+M$BG_`Y3W)LA}r(}AM^r~zmsS> zgnGjb$b(+_}hN;tmb}I&i zZ{_?ce#QW1>vgj0chhCDFhO+u3Ji|hi>qNXfndv0@^lEB5pREwO{jJ8oPfwR&>_H! z`4af8IrC8LVO9}ub07Of`rk`GLzu1hf@}{#Xng?tghrF+ zt}_%#gD~=nO5N%VY9diU(opnWM2|pi%MBe*6jVly5N6DQFkUdZSCLg(H><>b0{s+z zYgPC&3C`woP9lz{Hz1|V12!SKP!2IokZZmDV)iB!9rXxv6Q;=&Y77n8+Lgib)wBEP zgcLzG{AB^tnjmo$8G}^7(44S-&LH^ykLPPo=%Vw8>0}S{`fMu{t;2+*?I=0VGn0U= z+vkw0&?Po?GOC&vMSyI^` z#RiwqH=h=Neqm#CKMXjC^9yt`ANVFFi)?qPlkOJ&wZ9ibsNmvhfyWkwxA0aw#|KrG%R+R z$c{Q&roLm-XKER5y$z-GkbY$d7Yq6_jj`6G+2+~vg~ohkf*n^I6D3Qi2~kL+s1CEY zzMPxJ_JF^onk}gd;Ifeoe@VI>?~zql4{@pnIc293bU>rq(M!@4mJZ??tz3b2#w8kH8 z3$2?!y1X~=7sRfe5fE-;A!vKF==E?W@Vx9dg?F1a%5^^01JuB?dH;QPeJ%+b>?8>w zG`+t4`8#b3u+evKLfawUITa!^*ApxNO=lD&QHl6!(aR3aA^d;X9;aPzi5G$9x@pM$`w#QEu<|_N@Fui8Yej}l2axJ)-NiLvw2PxZeZnv z6XUUUE{Wk-0;PQgL1tMClA_%!12A^pyms!QYnMi*;DY3UZY~<<;-d%5`c}eeb+OGr z)8wDwSh1)ER7yXDgM0>bYRfAdo_4-REi6w|C^FC9@wNEBA1-K#PQeR1yKq*B@*jO;B(U_5 z{wBM6<<9s2uYX#T{We2r+*sC5WW&`=|E37n+%{kRo+=f|i zQOa{0$WKh1=p}1QO;ii|wzOG2Gaj3uDQs2M)9l^qCNtDyXY6b_R$gT__Q)%vVCwI$ z5b7;SXfmtWBejG7>`Rj)g^%Sj!2Obh{SyZmeSbfToWfhFNZx-qh*QDGo+)1Z`^WS< zHSfQDpL9oIb>w}IV+Q|lq+y4TO*WtSXRm|MDcB@Nx1d}64_^m0_*l7y_J1}#n&00= zN-s2)ZO;1NzKj3r-=mCxkG&c8_!rUapNKP*^@s4NM9iCY8sz_pEAT7Avv9%360)oR zvPb@3j_AKVmQX=_HtYJB%&^=4KtkC0MyNCJu_S6yKL2dtVMeHe2^G|0C;Mj$k7W2* z$_U=|e>OY*zd(yec=P`S+W(&gTGXfe2BiP}{bKPa6muB-QV|F6n0oEaFI~fXPrZ>M zx;{PHQ1=tBlpuU@wU49RZMyNA)`%>Sdw4;m5p0N7{+sBC7NO)S8sCf-iQ&}w-3sMb zApEN!%`!xCWvI#s_K?g}3<7lnU>c2tDV_aj75s{CM;aV|D9uqP(0%sh8ZZiZ>PRu| zK2$pXhzCLHe3qTTMDQ=;U#KR2`g^TRtDw?Ab0w7FrM;<%Z>y-_@(#T4`MW1b#$lrdq zP}tk!FvzcZPjEnT%kh-20Ie|o#2oB6eKqWTw=H1`^?0;_#YDuky0zkL& zr4nX<@5o5z>|O(-vxzm3@d!*m!VuGghssRcK&Skg>xKIn^;t~zSRWq(i^9a70<>4$ z3GM?;aQG_y6sP(pyYr`r_%HMk8JUD%vCi#2+1Vwi**1XD?M7}~!%5`KPZP&F{7Wc^9L@vp}xJ-!AQ zn3Q=ThE~Y{7MHT%W1xWQyu2z1c#GaekRI#MKm(fK;(=U zdO?Ho7{<35Vsd)jhf`Z6#u*Xvlt&im+mv9OVrEb4;tzw}3otewk!t47OgIuE{Vm4X z``Gqe%9hMpI{=vyfPRJ#x2hg$0fdUw>M1P3_wfqM0U#RL5D7!f3HByXY|an9`@XY; z<6rI>%L%0Zuu}iEMB~pd{O7wxz51~g3Xydn8{ve&*zZ;dGyNI=-LU=jixI3vGElQ+`JVYf!MmvBq? z7o@=y)l+G!0ziw<);BhW!C>qhs9Va@3l+naCM;l3IcNy15`lM&&i9uY?sHt_0#ms5 z@%q1O{m`drpd;Xr$<5mqhW=G_noq2OX#_G8p4-sbfE%N2yIyAZ4Iuamb+~!yU;{YF z-wRd?>e(JbbU*(rZH;7@R%lmxx*EW&c%f6odM@v2i&H_;oqNcZt>(Jd9b#j0X(IP6 zG@r2b-4P;Z+IAfyM9iBnB7S_auty7D`8oL#P$ljf0|$=-<__~zqApmBoTkJm4Yy&; zCjXU=bg{oVvXlmXCWc4*=Kf<}5;~6$_NLK@i~FGOrZ@Qd={2^x!!IKQR5!$)y;6}J z*;yQ##X6cK#(`y-17D{mFwDZ9(Md;qY)xx+WtQp6vm_G1+?5jojQfRGz!Bv|=(RcV zL&t1PtJ&og+}zw6_rD3luspj1j){$+AAbyP1}WuXK37F$kO%{60o5dN>TM{cyaqgJ zk@fQPwY!Hp2EWm!OKMvqo*o^8I-U;K;c z8!QN+!UN82#mL^cbk>1J1gM9>W90s$r|KU^8y|}{a*Hh~H!I8cUpYca^&Kv@1$Z^2 z#CsUSAW^LKod+fQ^nU#!Q}n{>Wf*zI7GD|aX#;)L3N|eyVb!SWMkz?Qr`#%Q|xIp6I7rGJ!N(-%dpq4Mc&4t0e;*FgDYuZV)#6i|_p- zC!%Wz_YijrAKnoR{8h*$JW>QU1`;6N90e_Qw9Dz1P-?{cejeO-nyNRJ1n6XaZnOk` zXV}WK8`UV@yQIa%#oBK*!+Ws%TE0en`SRs@+-mPP;DS(T$Xw=Tvo5keyR{XllM+K{ z0E)+>5(>6bhnw;LCR?j;Ll8;t?5H*WtNXS6&(IY_NW_9s)uT0FVSDJEeyWUYf+!u0 zx|j|+#A28Vi^NNJ{7j!LC(w|^)F5A+CV(+DMFvjp{5LaxpT$o-^k%W@ysBbraRTdG z&&1Ej6pKkg&MK1SDh2tr|IB~;!a~MKgS<)e6!mux9{!VhLNttv8h~zd6lQcFXn0}% zD(qFkC%CAQy1h%1U)V~2F6=}TlIatynW-M3>oIefDZFZ>5sZUFc{N9|MqUhWR}_^mh*w#bQLXCv)m`toYyD{U32T)PxYWJ+X=R zJNoMr;2U{E6dRjvHiDqkrVcm!vEp4SZP>>(dtvnhEPowrLaG87w$Fph0#b1p1*U9o zYkAFuK@K%M=EREv7hg25-bWU^I>)mdn;ERUn4y_S@7@!aWedaEc9`$IT)kI9FtrjR zT6(HtA#Gdx_L~1V&^$dL`I*hKoNj_lt`2NVr9#lE9ox-xJvoB!;`zmr7{sX=5(Sd8 zjD=c2?sI+I5qGf(gmxCdpGmDIJ^Q!sPFo$`UG~zA;|%}d-JwjG(Lm5{f~m|=po0vK zZ(O$rhi2^u(%ywe2PpiXMi zO%K@UqxX0U=BR|RRxeGIS_zig!BDWU>3zI-6O746;vK5?udgdndvTQa!+Ij84;Il9 z8Vc0V+_PJ0}yk3G!x#cgkpJ<(Hl{ONJaBO$^i^;NtccrM#(5ViQzj(o2RX}t79=V7(yw-4KlM^ ztnLMWu;nmGupp7i_||<278fmsiCVu30HJg}=sP0XH!A3?Th-LTuAeaSG@U=YvKd`jGrMq846A zT5=}1wv{jZQE*MkpTAKbLtGhSdcPYOQ1hQoJSl1$4WTWJTJr>}Z6z@D8^JIrwVSM1 z-p%brwwFeZ+;$z;c@UFM44l4Tn=o*?DMqTtu&j~2rJUJ!b6viG1z@K-<~W3Hi7!QU zPI{mJuGI1KYlX&RjxJ*6Z;rx`IFG(gglv8Vsftqb0C+a(APhoe{VwdBlo|6`vjtJx zSqbpi83jGeLpW^)2=z{{XYnVO9#ys98f0i5`B1_6mj;`VBU`gzjI>(zbf?ox^v!RFXtq-y!BII9B3jJuDR2}=q}tpI49Z|kH+qwdKNM`Q z8o@G%Ju|`S9u053?|w1aCnA47syn|NBjNX@F1)+P{-8n4W`8%|q?CMHgc zbU~|e$Jp?mT@t^y!PILZF;e=x#?GzHonP_eFf|vz`h#tKb-6@LU4I>pPLo-PGzYT! z3@Phi*Algu7{M>f{J(tX6*-97E1wK3ga76K`2BA~58{^zFH|lMGAtMZJ;%vorgS|0 zbgYoz^20j;h_wW=UJ2ImrGxC~?x8TjpHHfu1kbLX4w#2rpQC;fnlgn?i zmVi{i4;FrRE(qM&bG`{|P*w9UJii&U$9wCd_-Wxo3=V_49OKzBBmx{C8SXR5e%VGs z$Mk^tg!?w#W^9s$jEry8G;) zc9AI#YBQuwLd4RH&dq{?`LU;dK8q1?JiD6#(Doy#nyLk1X2pV_zVn)B(Gz&F#+9&~ z{8WB52$NwGpj)S>oNf_^HRd(-uk!LL!atAUyxyT9-hj88(bQg<;IDrH2%gRRRgyMS zq9w-i{^Jzp4=q!mkI#RwN}6`BZaNIbOKJc0&%ylXbP68KM6JIf6SzZsVmm&uIN(LI z5tn)uaU854kcsL;p{k<}-r?+IBfm=v83k%*lpCv^1jKS6upZ9`wQfM}Ltv|huR*pDjngO}cGbPi@s8{Fd%2yxe*80TJ{Va=_;|)J{)ej6ysQRkvJf7tfR6hW zFaj(>R>ky-MKUlt)w2$l`Mc%hnSrZfYU^j{`?M|8Y$PcLYH6CDdE=U?dv@7*S8ig&|2@*fzjs^(vr}Vg!d!f`otzYq(78B@6(N zh@a@)fb4}E7YtfU7E85UoF3?opAP|xyiA-($7LS?!>FZcAG3t=c)1p<(Z^p(uVfPj_7vqfP%r8prUmZJ2c%;xO9M-{%Ae}O@ zO1YVBVTFr+PROpCH&((q15rSfV>RQUHDAUjawc{<0A6E|j93rwoR0vmEYkLjz@Djt ziv7G8J-uDwkUjz9poFRiY1*s~O-Gj|f(0SGt!U5X(+@Wy;^)lU=QEc?X40 zWEgg64R}W@bXF~0HwHI2@5zbYDzGm1o*{Erphh8fO#KQ~ zLz#AMq6TVEFYt9`$19*@C4JVuDz`ZkR`SCBC`rBUk-aI}Kt|?1mlLrZn=*b8UTZj% znX2%ug!w&U3p_xvHt3O6H8Tz@J)`plhTI_2=#NieHBW8mgVvB8BF1uyT$fU-68CVT z1GH7HvmSRJ#RJ2hxfpoE-c+};A3uuDdi*E^tE2&zQzM7n7jN9YiNfH=eNh>j1s47R zjc3oGU0#7UzjF38u2MDRuIH6{1Ch3eObksC+@FmW8DYBuK%pU#IB#8n-HeW?7Rwc! z!@B)tZcjtZY!(gSe7xVrhNw5rWp z;{$Oe_5+hd*YhFmSDUtg)G&zniml(5Ywr$oA_kewT;Fr(KQ6#-pA!@=?W&xy_~W7t zx8rO-=Bu-uuGc0Q7m1kx4du77jM@sMFiW`hmd^Ni#=@=7dEY@2J|27eO>umA!DfER z;63M4pW^Lmx&TcmoTDJVQ8+U!4F+##c?PZ;Q^&nLNIr>af+Jh8Y}n#P-w6v6l_jR1 zbtqE1vK3pKCP0W6am7OLZ41wCf{`I>hyu*FZ zt%X8>d02X0yi0NUnIN}@ea=Z z1SfPhG1_`K!2CdBG)Juy_sLdZm6z%+J$}G(0E04CZ(E*%1bfwnO3z4xIBh(yU=(Tu z3MthDCbFf~OykAXkg9!rN+F5#y!ptyK>12eVIZ)awduv}zZi))p6sfMKb26?N@0ET zpnBWF4YliNmR9OlA>W6*(!8}=bFb#eSW1WNxqR4Ds?E6=_G)=1rQj<6cz(;Lscq8>@qYU$v;cwsd#oOK{0CGD)k_9WRotyLcU8zhbCOvi zY?=P9R8|a6<4ke`!61lKXJu30b*qn@FYCzO7p=!t@-uewR^7Vd+@hEy9FK&?=3go~lf> z89DNGKg5x`R}&kupM;9>?$qk3@LkrF0YggE(y+X^xg1+ijjL)SB=KOUn6ujlC@&mv zFd3qwcZXjdB4sq@eY%mIsRlU3k3i)w{$6fKukD6wuus*4YN)l_)G3i#zCMeP+%}zb zS03;TipYC1i6hG+998%3lU_XI(BnzY|325cCdS9!rpN`uZsqu*NuU0D2Hsa6nklQN z98a#TTzOz&4@SN7_yb10kGy6|HA(4RmPbL%uYq{&w3(?@C{-@5T@XNUe?!lS$H0-+ zmGo_{wE9+zTm_q4%5_b8mo{@r&$ibmE{I6@ z`*7GDp{>M@>-%uWv9xH<+Z`dJO=D@HHhkN)fWX0Jx*G8(3&zjN@v4N=Rj!Q150=(L zW#Y{&zuGzEw3zxXE{MNOMFdatWMb~h1Np$eDnM*_&K$pL)$;mpODYJcFf}*?aup9E zq+t+lIZ@aDfcPPi2&E>$%ND7H)39DwkEMamDWsr0r3yl$aaaJL6G6mWmKS10?V@OD zJO*5QR-zJEOCAzq0S9>Qgp|=xi95+QPx}$Mh@bXu#R{sLw92tr)mIXdpQ-?5RRv1r zurQY81%#~z2&nw91-f23Qpy1lMO6`Xk4c<~*bRCcTg{ea$=Gk$wxepTQVCbkP$I== zAkb}FVyQnrE_O05IR$dqsz#=1?MYo2AzbuzO=9wot7wltxaaRQ!apq|Vg&DMGj9>}Lr|%xk*0 zg`2_M`%c04{(6KETZ#`f)QPuP9+cDO<8>IXkupINFh#ay_#oSCDHV^#qOXPkqWRuC z!6xM?vl?sxvjqQ`^z#TK4jTqeQnG03wkOF94Gn0)HRpuki%d2zddH@-S=(j-`r-TZ z=_o(lMwXZ~LNH4a=^m4T9V&4G+sFI3(gCO7efzTGA{T-!FKX#_LCbruw??$II;Axk>S;f-1 z9eb)I8xe98hH)f37UtORsC;qILXb6terl24zT25Ep6J&3uhnG#-u1}95syA$`3DO5 zZ%OBGEr?t%utoVJQ$J~Bs0@+7EPx(`| zHzi=Z*VyGn$&cGC9yGdqL`@>Y{j31b$WbzwVZ3A=@ASA5EV61TZ%=uG0k3oI0s4A? zX{^vzd0yc8;}w95j>hg&j8JBKjlRDF%*`DtMZc-!CkSWW@anP!!vQYcoC{#ABT(Gf z(jw9wnpQA-%9H(8{cL``i!=NW&diQ@g_sks1hacSb~Bwe+yfLf0)`efgl-t51cwY2 zS|g^c-YHL7z&&QY+wvA-!@5}96?n^KXvZ9p(IWnktu%%3D)t1$co!3lfR&4s0TFOh5FpOJ2Xz8T7Q)L z^-2N^rafsaF_*H^o&Z6MKUX(23b749+E(S8`=usrZ$AcKC9FU0=xrD}Ttk4{aN*Qh zPZb*8Rai9mA3^$MIZ_-95gy0>HzWxDiY)n&DSUBHNAk6UkkL|$Pp`R9Oi=|uxLOND ztRll^+sB8y%+I4bk}A|PjM~j#Lu$B?CCM~npYAc_76T5{97Dgf{HnK1+ee9TPTk^3 zJU4&l@|aSQ=4UDs&Wbx0~fH7T!skpGFqWuf#($JMXDoc$*zi)?c(k; zWe6X84**#7Pc|}f9MHrZ%HR-2>JK(Uf_XLIV$1~~Asyw6=AHIbtC?_H!sm8%p|`8B zxh?{nSQN9dZFOsF_@G{JlVAr2S}NB$2pkd{xXkf`OV0}-kvwF}E@TT61J(<1?rLfA zya{$DA;$N{9+CYbJc=Bx1G@xsrW>s?7Y?Ns-uE->N<9jIG*TF53~HIepgUi349D1i zDd8HCQ<|`TQue=2N%1iHX9W8Nwug>@A3oU~mrx9VyJ5r&$Q-!RyFQm98&M}@R;VG< zakbQworf6I)9`?hEN9jARZtwrn8g#0`;$SEBg|Wh161KJaWpeVQ+iV#F@pF8qp--6lkah9^=Oo7k7$Zkkx+YFh+%%3M8uyH=fG?SP zkd+@aPo`QpOHD%DQ<+-UoacW zi8SyN(aM|eQiv&Y&`BClzcghM(U1OmfTrA0 zK(V1U_T8e04zbdh?o*^2@PUMVQP@qYrek!|G75Ua24L`cvi0&bdX9ex$qouh^xK+# z8=BUUfJNIuA})ZsLqNrB6-{Ne&^nsDsP|2Sl$qE3VNE!u_^w>(=3 zmlA1L&k7r)u!qH+qhMIA)M?c;k!Jmo|2o$s2_S|^#VrORG{nt7D%AifNdvM9Ru$c7-<#V7f+%<)L;`lr8^B`Z%4-eCI4pq1 zF@mjE1Q)6Ur)25QBd)V46$M7Yr33u+dn7O}@=AM~tN6@uThLk|4#Czu5v964$T2I`mL_{B@| zb>^TX0*GD#F(Dw_LAHsA;-H(UD|=D=9n>u2Jw^^Ee9a6SVO!8CVg2Ebb8d8;$O6*YcaX7Yqws3P5ZbZOPZv~zLxa`}8Ng&&fOA)#Siu{Q?i2@dnFJ3@4)JMY4ZUpp%zIP|kb_Xt) zXHd9MtU)CbffI2|O2}0GCWxGxRyx@jyrlDjtiStKK@@5oIIx2#hrT@Z7%m&YknB&$ zh7LRi=$LYy7g-_a8cu-NqS9n&O;V3WA!4nJL#@l=2EgJ!5+8HCF@O^tB!V&RHN-22 z@!X}GZ;Cd2^Hy~DP~_=(y$D2J{dg^f(7i?Ma%*{A^zh4dlo5ug)$D}CH8MIz=qM?ujSc5jb$OQ7!T z4|dfy4CT}_T_GCqqpuEw`l|K#mADEsN+B7*b;dzw&`P}C;UKftrF|K&vLTUMbu)5~cPz4~L;I7DXm-gIC7YkIQmfHS-bbk_inP;q@S2T^%At-;UDmHsCP z@ER28O^QY={05T)s>;h2@GQHr%+fGWN4fVZl)tTGY0QBYYgutYrHsM~gJ*c( z3N`^Tu&t?L=A#s8&7R_&!j39E=qB<4ar`2i;(*W+%|s1J`Ro#mYR`O1-VbGVNeo~_ zD!@`zJ|qnb{JFXb`%H;GzaYm|)g+KN+*E1hfxu@|1}WG@igpf#VoIxhoF5JBoHs!P zD_c9^qf-Th1S^6x@bb#_1B!*Kgm2E*5P0kEWj~Z>CgbuwGM=vEz80z|73Yf`Wih1P zhhj;iAYF}jp6kmuC3zlCEZfa(-8AtSVrR%){7aaHzI;3;1w%3OD(eS^6kXe3m+*r4pkmlH=a9-I{w zvI*X$N~ZT^L@%H8<+=W8doZ5^eO(4hzY&TQMkRhK-BEC>SPvo8hR}L1ZVkBu50&pR zdQA;w+g0K)QtC(7=^`w((YCn06&I4YQGOhC>UEt7u}a?mTp{0Izx>bdUVe0+JjWndjsJCV>yDP$gNTZS1raLg+^RT-z1cS=}x#46&%mLVk~_ zV^ki+d|WLHOiNZ5M@Ei3D=O0C^W~dXh(Lh|%VinSBtl4KabJNNB#0wiIV~lKebq-l z;@)R1sw+Qb9f;NmZqYG2pNpx7jv13`t)&DcdugQ9uIH1z!vr2gX{G0h%LFH4F!xKz zM-?w&U$JFcq$g%naM%ZnXi`p6e&0dW6|$>dTwE}WQ!)FWqp3t%y zVy|!blR%7GCgHffzy19wV(1)$jy5m}`sIBCiXM-4fpQv$4bnk2Pnr>+2q5Nyk{X>~ z*GRjTxfu4X!baR@yGmX}&DHz`dweago{3u&df!)&aK`t(ymc-Pmc(}L8+l8)vXp>r zV~O5}h{YOtN(R5rhk)?3_f@#y_?=#YF{y)an;D&q{xfo{%~dkY&nL5|fFzCtpYBrK zjTsyBEDoP<;JTG%VjAVfX*nA*$Z#mv&XrR~)$0h_9AB(YM_sy_SGxozok51h2sZ#B zE_1CY5cA;y(j4q^N3B-bs#L!Ag>|%FF3T(ScHbWv@!ymB&H!@?bLirn0eWMag|RD(ovly67iGerF7M!4{3+l7rM;9pc_(B-0*~VV3Jx9 zQ~CzMOmstqUkbKr{J3|$wGLt9UU{`8wSg&c6U-l+=_Mp`^p*bzk*rJ=185+~h8H^s zgoT1Y@ry2HoSs@ZgIZvqvc=;HvxwDSZho(WMguQkuPD}>DUH4tIt!(3bYAsVqnlV> zqTf37osCDHQeB=hdytNpmMvB+z&~TQ>K(P@9Dk>=U|NA+$dm(bek5=!D$spaveD-k zWuPVxPl+o6jBN>^M!JG+!G}wEl^tCid5vC20aA`xenY!1KqM;C-Li2$k19Q_209?d zSqFKf$&Qh|NvCPh1Zs>+US~7@2*teQLfXhE>p;&xe)%88t!y<7LMAoOcI~qoIuUi7 z{vODGEc$KqnuTfbaM{=8Sc}?Zr@%3`eV|M%df!U`aP(o(Gi~z5r;!A`wu*(TTkT5c zf;iHDW+T>`2zQ{p&k#K)f57bV7d65xVk9$K`=D8^?LMz>E1Exu!}ezd`hGn5sNn-` zVdgu(evbKRT08h-pML*Dr#a|7FhNbZ)ngHHj=kq0H3Qom1KVQVm1$P7{gmIqj49FP zJ~ORQ>AH<4bqTutgN+H^Leg!$MimOtD4^L4uwtB%{BGFvs1*sNHa14YJ8jTsr5TY} zn(1cZBuUASzC2@JT04m2U^9dT31tbzwTSWVe389PMr{~2NsVqBt#zd48TrbrHF#R1 zh%=Yl{QNd2=sm#{)q>#%cnL)y`}c%`0?g8Yz5sw)zr{s3KrSapVi{Yrz_nl)sM4WNew@t zPd?K5%WDwP|((SOEK+5Hgp zTafbi@T8@H=r@dpF2bKxO!7thI80=!vtBJ%Z%yS_YFjt16>=SlB^m^ zM!k3*MfgY6cDcA?{4O?L&ZCq%C6dRe=LnfYPmTf2&~|@D;+`R0`V`r!;Bto=-@D|B zOWRY=k_6Q<-^==fL{RE_?SGcfb~gVx-J9%+RKy7oF@!3=G_wYm%Mzl=joHtJa&%A7 zG;zY2vp}vR6I`Dqa!R(#gehKdBu#@O@K=ite&GX#CH8jMKETp_G!1`%fG#{qF7y)b z;u?aYAum2cuBZ`8|1}F#_%YiU93Ey&cp&7znIhbKnPyhw2OBExK((C#`L*W zI9X8FAIzALZbOpi!lu@?rUbPCT9T1zG9y5Y)Yb?x)V!o0eo@Q~J=Yn&$};#1_RJnb zF^?PC!@l`fw7<&M9dctbUA$*21K;G;)durb_r)wANF3jLBCzg}(5@K5ZjSSLmCMgI zsyjE%u@@d#b(w{VK!{JvUkPcN%1lzpkzStjNk?lqAj+!Xqs{6zJ4*!d-D>zns0&)k z%!qbM1m*ubKUefB77ru0V$9VJuYNn-1i zAGxbRU8v3;fMa2RNJ({ktRD6U@I2Oodl%W0nQ$%LEj{ld<;kMsl*(OZ9yK;cnw*+ zQGs-&3+1yun)F)yz9gGGAN{r#ll;4KvmL@@alBfA)n7Zqnx-792~ z3ve1ArOqx@1IAxpLUuk`ZncC*tzF&_W+Qz*(0xXSKUQM${In{*g$xM+5zF25n)g46 z2PifI5cdljU5Wp}4(=!WaO6{XQZnG{W0F6HpOPRl(@%9QQjSn;t3n0IB6YT&Se|_c z!j`%(Mz$9iE_J&=e2ygd4AqA%+$`Nq`_eJ;&ga#YUh0}&yVcVge2>)AWHPG7ZJ}~S1JE=3 z579}I*Ns}Hh29Rfrm~CEOWf^y8!!5L*8~>&lmWGr0!qKD$nZt$1MS=?Zzo`g(ru=f zeuB(Zq&TR=ImcqFinJ8-ozx_6q=DL)PI~IBaO|Td>*z$*Y4K3A&u$?Sre)3(<8MDw z1!K@np2Zxjs;(ajOHalmzgYXVjqr|JM8#GKevnFRbe|bvtUs0`xWh%Ex4?yr;dkew%o?CiD};=Wz0iHNlLdx=gO%D#aCx|a zAJP0ZE}UG8VBUayU4B7?d8xRWgC=DVZBzELq{9?&g$NHrT?SUxo%pgAMr&CGO7&uL ziW!&0xp4t{W5)pP`({%Y!4cDPs#O*bqq59kbQ=j2Z`@Yz=n%C0U&@+Esjo02s}Asa zCy>!jL<*&Dml!5H6`>@VxV;xPL`VoC!BsY)30tU(6 z_-lPQbk=(=-x;A^JlXmxgr>T+R)xnsK!f)H_^&TrcA-pCUvaGI`&o3VLH3afqZr4S zP%T6GKK4Kn&zm~>rda3fe+Q)N8=F3evQIgZe`f2q1X}~*?PWiw=cMv0iQ*74RZZy$ zK~I6vkkparV^;oEK zf?8_zB~mJ;;5Z|@PPAEG-rB5ko>1*%I|Gw7fCXLNV>)j45*Yo9hEcvuy=9n!bjy<{ z{KWD%8te}M;ztL{{4+K2e?%AG9)6ir%cbc1KWao-W~uh`H?wJ zA(qD+)s|EtnrBusOn)4Nsrd+eAOiwSbeE^?=y!-Nw8e>P2YMgUC0Dx=TvYGvr*wpP z=ke0rFs-*^yz4L4T~;xeDq%IeJBaE z?oay)j)=ExH~S>7Ka}D2Eo$3TEqf%*RNlwjWF@EL>ZlKFv4C4n@3Ro*2~4Jttu!KuB0?Sd^ii7wLi74G;v zYNFqwA>?4r7-Q!k%$n@%5U>y}MEDoVgTL^CG49!)ANP6lZL{-oU++u*@jm>s6b$fT zNebYPX6CVKH_w8}a01<(Y&#AVs%_V|#`3ADpZG zQck)IwtFdfPU{00=jZWuf#bosOMl>#>I zr$Xt&i~XS-zYd>}!dI{rI?qdXIizAxZE3ZYcy@xZ$-p>1rdQkq@^epalP`Tq1h-?q zO-2J$au*PNYq<6D$e1w2dk8F+;4+)y0viQZ{>s;=IFYnZJIgCVO<*e?@S zTHgGRb7rO>0m+GAsO`7S-a$YX+lEL?+#Q?CR-rfJCp4$-z;=_H2)J)^7ejMD%cZWd zeAWWAdyJTEvt~EzwYGXWGPB298oje%`;2wZ>=_DO3+GaJaEzz+C6vnQ^G(Cv2Ry8N1H)OaFe@20HcI7@jzIK-Ng;Y8ju`hbbYy5w$7R?2Mr#bC7kwc zs(5#l^q53UB}b0rl3|3+bpM6111%uV{z=U?W!mKO8u!G1cQeC5Z~($J&|{y=WKfOn zAkY%;rA|p9|B7jI;5t6*iRXxJW1NgIaed;g);?-06JnAqz!P*}N7Zk%U$f=mMTXU3 zFnMk(Vl~}^g0ujrfTy7q(){2t-}?qS+!JQBQTpNBGamY?GZa(X(?9`gW-UsePXmPk zLby$_W4p-gu@4`H-wS}as0}9b_6+(m7~ud@2+!*C##|VZcd(8HG^jI()vt#1rX^u3 zDDxgvY?9R10?Dnpe)|pljk_dcgAsuH=F@+c@cc7m*YhC7ICNi=3y%jp59tRw6rCAr zH}W{5@#r???JmaZ-aIp0R~8O5#~KwQlDh%T#SV=II+C%@h&Y+ z__)kx(c>Hp@|lut=z_NTSVMO~QcH1qLqO(Kv$p;q2GqTyk-Yx#5-1wg4JZwzH{45)S~B!LIMK$Mn6X z&N(FM^`>XyPe2B+(hd@?Q_N892K%==ttY9l96rHy+?sDmxOXF;z3fp)Iv~)6qTl`^ z!-4a_rVD@&UYl6SRRZg2^PX&Y&H+pp0pnnEE@s@K#)+4Pc%(P*Q+OA*X_@{?lL%$B zj5wW&{H$nRop4w@rhUZ;MSD#}DgbfHK&!R`;YtIb9T*oyUqG8~2JW>9 zw%T9&Hqk7}$oyPoH8Ns}=vnLu9kTwc1(oExi+j6#(=~)~)0jl+vS=JQk;kw}M70ryX^HU#zmbXQh{3sL?ivcjRt@)GY48=6kI zD8_HTm?%XEqT51*%~t{JAK`op1M~uyfhFklnd!;B1kaMcIN5pY$Q0pe+EmLph|1my zeapkowk-CH9}_>=u@PRK{`v&U&=O@CUZL5$_OSnRA^!TgSg#?N$Xr=!bvV)_9vCuD z@C?K(hqqxh#l{}C;Z&-6*p2}lq&{em zM##SxaSrAfWOqST=DT&&~Cv4C%h{^75-BNyjjx31#zQ|Ga=OMr)5W3!?O#Mx0s$?Wgt}13{ST(7`i>`)kuNqr=I2mtn%9 zLia^QBKbK)NSp2_bfH)iCvEz^6*Bh(Xr2X%dz11Jtkbo`R&|&5E%{AM3Jx*(zQgA0 zTTV7P$K=mR zFy?ADd8@VV7fx1q6A4%jha1;P$%Lt6N@veUoBv9pw?@5Nf?hv}u{IA;GHWL$|OD zn06EFAZ5qOa&sZQB)t1Cl*Q1iX+0VA9gi7c zxMx98-EJxoRS5O#0~DgCU63tvHhoCRJY(%V0o0D<0lgzj;nP<^`jraOj_so2VMkOOO{*7Te^E|aoTfiA5MA9_wJ`SNTq3R7 z+j!1jZXs{M*Bc4g3B7rBa{whs^ir3nnC+j*Z*du}^h{5OIkdvKZHr&FHfeHUfJ%NfUbyEwfS5HHhIJQP2;H zC{MR0i;K)jL8tA@r#Uvi2lH7XQfUwq#f3Yu-KGElJ_3+eBiPiwEq^q|;R_-mLkyh3 zhk~mUD;(Aa^cTz48J+7^5Y&*x0E7h|+=-TiEuD5}*o(HfF3l5W|EE6mvOIIC+0JFM zr&fPD-~anFKZ@ggrh|j9on+vv-7Pf!Tz4%kkvttE8?sgm>FRnu`Q1c731O0f-fR-Z zIepO_b!rrAc|QIz#;AAv@Yt6_Lj>AS*=}wc0Q6A^3z~pduFD4cQLvujN{%xo&|H9i zLO-NQ9J{rfG0`{M>$w3>_H(#pF3?NWd6J1#(CwSUP6O8~CZD={y!`i;=*R9V;;y<_;wbkXyA=_ksutwJ_~`k~>D9yjT-x~Hz&fX4-| zUhmspJJkh3IAkFL+m?^;+{02q&Hbnk?O+W6)tR*=B#+DJHfC|+YNvwPO4fCeyM4@{ z!FmZ?TgC_14nHcad>SAsx1~(=at&`H1?t5cDe_6=*i((+=;w>;0n&`Fe^k?HB4D#- zB0Bm{YS#agXVG5(jiM(lSwuyIfjd`^X`GPF_hHXKTX^jTtKSV>57q$&T&BBGoJh`) zdNrS1;%DL(!Ju$KBummK!#2N?Ne{xpPb=6%t^$=xvTR*0)cJ!zCIp1Y5wiHqhc-MjXf7FyqG;fn)MTCyT*a0Wp+h1g^u;MCoOtu|HCb>XqP zR{|D3Q#}420;xj6#s~MpAd7@(qHK3 ze=9!!pKmHf@Vwf*1fL=6*lOY2iswDBKZcz?yW*tLGq<7W>XkQfTosS$c?^Z}Y!)_7 zQ84VD&!5{h0CY%u`K7<2%2zYkXywE-1#P_}e%AUk)YuJCdZyFXG2Yu9j6O)y*UrqW zx_k01$F(-bHh&mr6vQr+E`-m?M@;=X;j>UKqQ-BJ9)sT*S^x9MUc$sE;+B{j_I#Aq z#92A<)I}%FzuylR)rD+w6(7&4DOmQwCc?SCJOQ8I9H~k)Pkm&-Hm@ar+=Chu~ z(|)*CBU(!J#4F+)Cwo&VJew6f96iLJ1Pcd!f>El32pSu$)4i>y_1*&d+XSCE!O$1y zwY7Q0eozeY{&1b^yCEdz(~+w3z1PVWS6ez(A&V3-h=bJ%f|ES0Zbdv1_@=)gzG7Hq z_AmtASpG;Y!{%K7oM9G`rh_%otDe*m+(Bw4?kz)Q`Fx*}-c9Hcc#d^GvpE{m`sjKc zrazBiV(P9@drWVzw+7U4Ox%ZuuT5#v<&sEzfcb|d(%SAX1i{0B@%l( zB2L^pX%{Y$2ZAkW!{Vw?&P#ne_erVxB%fIBCI?VQr_^dh?i~i_r4O-JN%xQ!0=)|! zZ4gZE#FmXrrc4n+r&s5t>n;S!{?x}7gA z4S0_7&C2byL6l7ID$vKqgiK#1r%%T;8d$i0V20xC%TF-2B#pq!wv!H8SL*Y$9JdB0MIaNjkKNjP)Yv zjkbP~a0n1sEcy-1JeQG0_!q)xu}bX2HSh4XO7R=PTwoIzW3EXzUv|8vl>kqB{&J3< z5~-0JVGTsHVkI!DQGpPuw!TEFGj=iVF))n!lEVmm7+zhrQtc9d%vA*K-)cr)?-NG% zSH{5gEid}-4aE2fI~w$!FpT5qxlWJjNuozRPsQDc?4myuQzZ9bZmlc<*ET|YLUOOlh0uwLDvcaKbSV%gR_PC8(bP?WepALukIViW)D@^Hex*Nm)>O`NEbS-)UV^?L{!rFxyIr_j<@q9~NVbN{V9e+Jo&98#-jekjwQkd{6>(xrdsYn9XdlXdd-Ns0rMY~) zO)L!0Lvaw<{wP1gF-OEV&>Bx(hb?GMDz`K1)<7xqC_%GSa?J&q2^?eUUzA31b;6Ve zabaVYO3KrDt!1#KjvzF32Gwmac`#y2l<2dpvI+gw%H6sLS?o!9O`xID zAcsu!qb@Y&629~*m?RwAU|ZXMFi~}UcNC6-&cJhuvNtOkdb&;$e^=;)xNvTk|eLhi%pNAz>_0Rnh3QGIPkSRdKnjtHn zJvjg~#DT)zqX<){3(^vQN=7Mo=c^;tcS=+%a&3(Xd;uW+mE`LSH8&#E9z7A^hQFKN zIicSgM@iwZucfmE%H6Svr=%WvxJ@}=H*p03X)PebwIyY^wuzf#b@8;{l(>9K zG{?P8ANj+F$n1vH+7hh?1pinw`~xNiyT;K1NwhurtpCy0A?cdIcVw>YKV+IKq^Zk) zl%|bu>^*nLPg#&5*_4v|C_~$@t>*FB4n%e8bYhdQEI@Onz6lG^YE_MA1OS?60n-EBl+ov;0n`-p)@9-6|%Z^|ULPoGvh( z9n8UmiX0@Ky`bMVUqf#Htv~_lgcG@Hi%vrZ!|XS%etb-+Ku2B{`8q_RF%7F9&WnJ& zS(>?s4IH6-NvG=}H|WPBk&-w(XPg_Ga|=fGOjDjB;2nJO46WhlIP?9euAh*}>%o-f zSTAM@;)(jtubtLnzGhJTeG?iZr4o}x78Jvlt;(zfv#3q`#Td5VZijylBj$9D+j^&r zaR2)b(>!Iq4nWkQQ2FX@z$Jrsm_zT8KyWxYG~HI5YRezrG9n>b^PtR_GAm}7q|!co zZ^!247|f_Lb;=7lwSxDjg{|7_o%5sR7*AznA8~WD(*5VANPH@4xpxrjYavLc9?_T1pPa*P_sovXeTkI zx)(vwkQvUSXT`1~^JW_~tMp0lRX7va94eO{M_$zCNWX!MD+7cSoMp!$>ILH^h>>hM z`$=A7eI(qpyL4HesF9HgFQ)qPNBscv5OR6#TTiY0@yq|byhSJ5668UqcGM)$JcoEk z%eQyv)-{ZVRVyrgewaS(Y65*nh8GyAX1oV*%6WKvk?aUOB}1^9y417bjmBQm!>_uV zQ4Q_-&kY@XWqfl}Y?PF(OIG>N`BjZ6_GIN_a%oSM_2iB#9G8@&3 z^9l#Z)h9cp`nc{tuMdDb}o2ZFAPe4-C*3K zePwD6_y}${S!8b)>Od{B*;XsR6$4TaIoD1(cBt5fZ1t@(FwzUxIF4quA=mRjBu3*7m$Plv)XZ&l2{Q!8v1 zF*4ca8!%uKubfH=ekM-|f*ZSUcV=$Nnu8@E3Iy7BoLX)+xq=?!u_1P?Po&qx!z2uS z-h&jjtHnBpc$5)ivKITRpNC739io9vWc&7${Odnv_(1qiM6D_R{g40c8__q-feN#M zQLszD^1*mLfVcovf=^p8){`t-CUPwYEuzP z%?mR{_o0R>AxqwyoAOD|VW8+E&M3~ne?x!+mvw7W_Cz}n02G0^miKt@@& zh*eU37<5~2pF6sK&V@wmXAHQe7JnK$ZN0c?wk@;k!Y0~?NxXG} zxzD19l}QPJod2 zc7Q}G(H^eJhohF<}H zm;VDye8m>KIQu`xb(b|t=`wG)(aAN8Y_@oKE~?i1e@)o*nd>upMVm)14wXe z`Q>T(ArWOIw-Zlq*21soR9riu^-Q;fdRC4>FkgD2t@fSND~br z+vr_Ow#S)AnhaeQn1{ zAlra_M^rJxlVPpg6sk=~kWWGksB?wkUt zEM_~N5zqUdClH`ZcIWPd6E)rMC-xr!?vRjjQq>6=BL;BO%r5_6ueLJ(tZr*#(aft4 ztSBx>qTjd@7;}Ds81T;8%fcZ8#_Yk@2X03V$1g+FAJ@?F{n$$cjiFc#U^ac#J z1Mm!^Q|;HPOw2(9YXDThH!(o?b-y7=<9PPb5222G3TUDtzN7P%`L}F=!Vm0GWb}EG#KG zw_|t(Wd{*|KD{DsF9D3Av~y;LO+ClMlsb?}0o&pNm*-SqIsYo!&^AkV`%NR=5#Cbs ztwz1-a4_I$bA<#?Pa*2JmTi_Mwcf{?3u`2^azCjS+kb@SId*r4Ak*7#T%mEY4=iR8 zU0Q)s0{^Y6?s177%q^rFuv$0gA#eUX$PFB!I?-uFUFcFSQEub!R2Ph5VhMkB@n4zb z_j4gTX`6WAz+#@8j>BhlSA?FYTR0BINqY0QN6U9VSaQ)1w zQkmS<_XCPz-fh~G1V{Vyrl3op7z@AA^sD#CgpDaE>_Xf+RA+0zh-(^j-*yuQ)El}1 zht^H*#99@I>;bK2Q|xEdD(p}Mlg}B0Z2ZjwF=gi(I2$A1(F!5PF*c2n7p=-;4Xs}Y z_q_5NVI;|=_+)+e8*R3So&bfBy>mdpz<_Dh;L0W*YwbO7td(Gl`LtAiqqZ88TdW&9 zebS8ybZN&a(hM(Ig`fMhHd$BshMcu;chRC1PG>p5k=Wz$PuK09^YB ziB0yM+6?l66#(*E+qFRcifWOV%@KlGFzaHB>x5XygpXhOJBL-KcA5WpBC-z0UM3}% z%-Ia6{I?XZqnHHYG%Nb10^%Xnc=y@~&hWU*q_13~Ciw|v+4__A9(s2prd`xze|rH4 zWOLGhcTk|%m(X)&RWGI#1tq|{yb}ud!M4-qVBW$8-ajSdHNudlIgHtV#kv~F<=IK~ z`n-f$;;Ky?Wto}#^LLZ+XCh1bZUMLlbAnAB96<;m%DlNr7t|Q@=p>QmF^Hz zOfI*slLI28Ol+&;{!?Ox>4K#fx-ZXM*m+=6G$d%E=Q= z5Rtd+*l(4BDhKQFZIT#2e!|YZ>$B$L4X*4QEw;O*P)&8n>@I~K52|G`xTe$y?gIW3%LNl-${G&Y+P|^ zSNGqq_wO2O>J^N5Fs^iB|La4z9`PPjp}3(1SX!+LS|bhjis24s(Nhbc7GS zpj8BSkx(!2z{1U!o49$TgqtmLo7o4=;F;RYyjxS!RB7WUicm2KU6=5y{oeM14@y4Qv)HtEB;VRyP*dY z2k$L?rf==9e6!0;1igBFe~5m&(fRAavI`haTFMKaBv9$-G6>w3-vX6jAp;TuY{0`` z1JbLTZUxw9WE^7BIwV8^{%YLK{2z~^{NHUmRO$j6SgqL|e7_gU^-1ke%{|%YCoDwD zSLX*r6__1jJG59H1Cz)+1n9LDRx>vuZtk}2H4m?Z_q1xD&@!o>{=bI?-uDgS}xFNxjy|Sm%qJnjVf62Q(UreZ`nYeY%^Z@vLeNB_Th9vBh zbOMnH7SAh21COMG8|l5Ri>swIaQ4%#Foi}R#GngI$lQFe%QrX@_KF1Z1U`Pp(f4z5 z-bR6s!R0`d5!R1?(}3Sr3CZ?_18#R73}UvG8`J+Y;nFa-3GAm}keJL6{*P$%`ynK8 z1n74=f20)sYVQpmL#cD`gzN`EQue!Y zFS7Jw`rtE>u~|_i1CigqSnu;nC&gL!zFRgBDmtb5*Ks4n1&>b1D0(^)uxmrhK56lU zo^jaja!gH;)KhEk7qUKzM;RrAFy2P0=(Y|E9ybQu=Y+MgqOF#SQK0q8N@`lP;hVG!RT*7({2ruTnQj7DV`0^0$pEtcrpf70k~ z7zi{=8Xephiit28ti5S>S?&)7>`i*e05jh8JAaB%$nywby7aR<&rjHU;PwGbKnYKw zLYqnp*I0hR{CGoz(Lzoz6QkfA^`80{RFjR^=Z!-e%%V?Ur^%Mum$WB{jX_N)W&%Bv z0qd8>FGxVmco!7)NmF7vRS3F5b>Ez?35Z-;3MgxZpPHxL>w{2y78qEb(eh7)_kdw02yHhl}!yijQ89WVb8MoA) zmmXpUSXf>Of`!5v55O+sy3C@YH zhPEM{aK-2|d$TgMG3!2mzOS)>J@8&SwKUhjyBllvRck#t_!xMSIa^$!8qA#H$~jk! zAJNttz@)p&bk_4TqP#E8$yB=%hmDs&^ri-P)8}L@NCjhI+rcLxqUyV2nO^Xi?yRlB zv_m?~uu68*W=08LmyD|Tv7M5Dnu*p#a=yWeAJRG@4;>Z9#eshMkmK0he$$|F-F#c; z6)ngO{o@>EXj{U_@THe@7d8PI@tqOwk8*}oucSwXb8dBjNtborgvHedN|zsihTCcD zi4jq<plytGf>cRTp}IP>kb z()(8Mii{n?iwf17P^^79OoaX`fM`Ms6$)UTX!DfXvP-IJ9Ja6sf}cwG(#l>EX^1sz+G({ec2cSm^4%4`kvsjArq#duK&m zr1^~IQa?QqC-`(8oY%k|O)egD{({a8J#8H?5LK2Q+?oy%%-L4dig1b&=`DoNZAn>n z-UA6R6CSm@bGIN?%;|Qg$)2vxD11T_SwDhqJQa+=RVTey^9w6{wv?00jU zSnDz3!yLxX7nbU9{AW7;c@ffuw8Hm4oz*{1NtQry7w(r0^aI~WcNaWr)b@5aY6=I| zR>{jKj>5NY zrZ&oKe{1ddtGF`sIeE9JUD58{X&7WNglc6VN01nST;OsD9U1REzQffcIhCb%SCknEjQIi0S_)!uV&O_{A- zcW-E{jL&Z=*r3w~x{89C?7>Zvuy~%5PuuS}V}RCAgL@)@p+oAB&t642BWS1yDsH3Z?X;j3Zj&rP%&ab8(X8BNF4bHU4R;AyyMmN z?OmuY)mkAw>`Bag@*Z0AZ4Z)95Ye%Jdv68o(icmF#|8!ZXR_y9@|S&LJABSGa>S!& zL}@iwC!>1e&hEr7%5jz{p~yx5M` z4}~T~CEW@*aI*fen7t~rst>56Rc#|GTKoGAtRfbK*{z%{9L; z=j80MaK3a=*{LTJ@Pz~H+{g^Ef_~^36p9dRDW1;BBDR*%MnOVyO5fmI$(IaBhEM59 z{p8xIkO0hWkR59E(};(>Gi56;@IVN2YbBXkFfVbC*tp7ldwXR)1R9h?&H)JND3=9# z!IX=xnZWzzJ7ZU-zc7vTRW>*29y++%5?R^0s9~Xmgj0 zX>HYJ<2Z9c)%!t`XHT?|=t15Sr6bSGfa9Lr_ZTv^7%>=C;xOR8m`KWdQuR9Y0{>L} zqy_3W>u;tI6i~#a$Y|8*Cc@kDccpt?@)81!UIW1;)@Wq1-U(-@1%RARk~!OWb&1T> zDgqGqyYJSNB@JcX9QT@KNho<8DD$svm6z=VN&=ia$*p6fJOx!inYI8d>~B%+8_FR~ zJpz0T($h{Q-J|<`E}ll$*l`9hNisBDIF_bR!5s_CsJ4Dhs!z!UPwn5H<9LvSzQxJ_ zVhW`EjBxTs{05e41acqvFb$J_QeNjEzu<*M9dma4h{??ZSiY7OPq~QDtNAbgK^OM? zTNT#+-9T)u8r%0;)MGA}IXv+6Vd0WG4_ z1o)=&JxvjHqu1_jIPED)1@yBJoO*lwVDBfIMD}=mvyvE$ZS)g!u`t7v?$Fzh( zB9OMojuSZxnHt(A;Zzrvh1fDVkdudFcgzq0uFV1TSL1nPRND2n=^LMMtYo$g0kdsT zt&`VxZE%*2>E(^#kL89Rl$dMpu4dd(;fx^j)TA$F^sQmJ3FFyDKR6$LY zHi}RlLX+IZQF^_d$Lz95~J3|!;T2R{`9d$ zlMg!~J;T~NDGtY!1#176uPnszu>r~Oi1r^Ky|a9pY{uw^7J?Bwu?sKvuNQ!b6FK$~ zIwjZ3H9rhZc-D$4HA}?22vZ%a@U*Y7Htrja^{m94UxXr70lP;J78r&Xg=FQT*z;;= zEqMDT&uqYCpfoeMoZl((Q`O#=JRq7cBX}aO;Vh@~fPq~dTZ~6cCrh>!YEuFtk%d5~ zjw;lSEwg!b3Zw~L-fz~?Lmo9pOsUf1oj<4MDA;qZOoOXCwy@u2oELfmFGy;#pE)e%b}L0cI!{!Ap~lq_k^-}3LKP|( z1vFY{A=J;N^CP)X%AKWjMR_$OGIB3IuIzK_Nra@Yq%iM526`OQuPE zzLMOoYCk@Z6}44@1Hbf`1Tq_F?f1BA%(D&2GV*JWx~hr2;PaRhg(QED5WAj#&Fd<} zA$uo@4#<8qg~{hV#~8{Ey`+Ll`ued?AodvgsZ)fT?`eP+Y6ck+k7$Yu2RoXKU z;CCiE+Q4$6pROzn$U(y;qy2TD))8lrx4L9Cm^*nvWw0vj5=QZYSTh&TxOO}(7}Not zNob`JL*o`f*PzLNM50|f?YugZ>F2o{bBKnDd>!+Z!YKz6?+3R|q2sQ(vNee_FP%;P z6!m#7!+M&$6P)%fa2`}#j99vK(ur#T79*?)@BN?<)M&vqKHez8OdRt6i3AIZbhkIh z{&46X*0Zcd+Fh{LbLS~Ej<0^$Eq-I&G`a7ctnz6H&?>X_qj_q7Y@|>Pw^0c88Th_S z1*rGD!W=(qyT1@}xQNuA_i}-P(-R}Os3PQQi`oE=_L$^@1ZbsNpq*SMeq@*w3J#TR z8vvhL$Wv)eLiU`$8L2}sAM8H~P^l^@mn~*qbb5{C~%bGx5sQ{KX zgLZbjqamx)h##wr_Q5rqfQppnw;f6X)y{BDYYb6nlFHQ-(cpCU5JhU#NXZPKeinTYJ4s9Kw};q*37RY8&sM0vih#NmAvp?0Wt zV%2%T?4<+R$A$4panF%}kv5im2b+~1`AK=hb zFfQ0JL()w1BBD}p_K%y$qr^nPsg#)N4Eq2C_(%^Ws0z(&UEo!RP7t!MstU+{KYW_W z3P=a-M(6j3-0q#&ihF2M1{&fTru>BUlO09t5YAZ_ z^*Is5TQfGqz`m%e*n;is#5{3;(3`M}Mk`L&#?>M;*ka}J^{AABWL>xOl&5Qkt$Ad{ zbtbZR9;oTv58X%{z^Et?=d4e;nHqj`@c4#j|Ln4Q^iM*>pPM62+Doh8q`4Z_mmTn zR`-dR2jtVy7#|AmwDvq447C}Buv9l@7plN7du44*Gp{>eUC4Vf7&_cjrBw}uVIt1K zEres|YYU8P4A;;}ap>t(DoIKd(ah0WE2W4%1~qD)k-LkezWPdsWnMb}-e>Z?X$R@* zmp{ZC4BXd22viVZ(LttP4Mgh&iInmJl~rAydwMM>Gh;oo7pNOzGWn0 z<4dlv4yDPR&4X@?Yz&UAmm8D2r`F!NPuWklkD5^vMZy7;oV9{nYV_VgMGQ33Ha6iu zGxRmX#+|#*?kx{rqZy39HH#1APff9+rqhSLDRnjsSAx*-cs{izM>)j}_2*?^k)s*d zJJiG$^7y+XL3u_a<NsoebfQxaxh&zhE82-@iikRI?8Jj}EvEGn2)Ge$eFU=xDjQKv%t>}48v~ZwfppjYEN}(YPBA5EzDm3Xl)iorCC>= zwcW=!6kB~V1dnvzjImqq4RL0zJUr$lGu)^lZu_KgiB4{?J809MY99TLV=2l-;Y!~h2-Bp(h%yZ`Mng-N z?NQvodi5}j_$Jyc79oA7J9WmM3NTr>L^vNB4l?U9r+)kJ+#i$Z|pv|;!+mo+9) zjnY*h$#m1>y8Fv@UDlym1OtDtv%J#nbY_wql3|z~Dff;&WKXq6phN}KSa9N33ex0J zlMGPSgYYn2s=nW9%?A)s3(IOezM>k|^c|+9PSee{l(o}cI^=QSa((C5$ z)C=u7S8r|26PstUa#A;o!v6V1qHk_bmcjh4%9%i$1g(PeMS5@r;DyZ6>Ggvt>t1=R z^bF9{?Ea@Uqfs*V6*tfzBYUr(YpT7-4TRhv+rH$>LGBn$02Y z_L0aWeUmaT1Gww(m6XaCAl5&Lxi<)8oszBp;&qhGNrZ0!5Xspe2^dTs2*Jm4S$4E9 z59PeFkdb4J@?qVVlY4{5iyXXU@>teu(6H{LcQb#V10hPI(%OQKS@sna)A<=0b$+g_ z>KQA`7$%CABZfVUbg1eAMAOntjlPyn@#XiyeuFoQ!+5S8@^wIHu3UxOah{xNN-2p? z2(MLYB`Bk8)k}2Gp2&Thbe~4&cq8a4Qg<$wYZBcr7osK7udZxlQTxUk@_i*OP1Q{C zwkqeRfq}YIbq~kXX|WB@4D1O?iwAuMHE^NQS4SX>M;7cvoIc%f4f(gFI|F%w@aE|Y zmxcOgk&ZmV&;h9hY|ihkSC;gABtE2uL1{~oAY-sad@p4OhwaGpNPsq5Zft!kB)h-wooPpKgY#fiYG}7#DY} zCa6uFg?#XNd{C+*7yisM&ZQIHf`$b{S|x(slY?4>D$fo6mHojOBvCk(K>EU0x4eiM zb1Fzu|1$9wj*fM{@F&@S?l;T}>nRkt2jz>4MofYM&m#_ zrv$&)L6)aY(0V}`7hFR&GE*W9U2!xx4*N2}DBqVv+y>CLvbKu4N$5MaC=*T23z7}4 zFs2Oy^D@8icAPdT^<&eh4?Y)XO+e6Zxv|HuDKBfyISU(=jMgKIs?VVcBXdDNLpO|gsnAQ z(ZK4Ezb&16JBej8;dzX`{ZJC=QSvWQH?)JkuWRNp-0{D^uDQHDQb495l zJvX$V{z{}FpLybwa9Lp>qXAAP;%~;gp7fq#*?EQDh*?Xl|E{g2Z*?TnB?pGQVX&yA z2#dNxr;FtSEEg`hc3iQVe}C|a{~{h(Jk@Usz6lrSFC|e7zu|~+P+6{1@=&o4DFk~( z3TDC{lHWrE_wi@=GA9u!m-&d1TXLs{Z-+y96T}icmF%TKE$Z6JVs=hfj~0!MCoDhN z`_v?{>v%2AhF6dN6Lunlta{8JOV8v%x(2C9ZW8sR?&NBfQuTqvL5-|CjSDs76T^eM zM-d$o(O1nE{EexgX|=ko|F>GQ^qkZis0?(R6l?Y^fOf+4}b`ZwfOoZim3e+erX-76WT#S1x!TR3!PBkW9 zS>AU?Efi@~7E7&QN-1Skh)WEB6dan{30^plK^9GR0^=K4hm~}WFa$j$ZBwnA?;0V#%3X)3@KrHB9J+>%MR_#F#qM$8zSHjaaqN_hftLu%i<-WchF&$D& zVt0wNqGG{By{9anVH2;l3OT!F@-oB|m&N1=1@3N{l_1+O98uBz2_y-p0{$|j44<%> z^!V|FK!%oR0mA1A^LvT(i~Z_pwMrss%j?v#`<;MD$%oJGC>q>YCcPv^VNn-H4M-^HH^9(XK^ib&aBgGHvT8oVCJ}R%oO`7GobnlI zzdO04Oq2WBG=3KaUrufkZS5qfx0#vARC>@^ZkaEQ0>D8#z+E3Y0s}n&NHZ{(rLUNJsBSQ<2~cw4Aaz4bTba6F>`_Iv8JF2I`<$RcN!sy> zeHFq>g2R=(!v}kb2;d<7wl2#JL4%II0yOgrm~KT?)YSRloyS5RzQofsz$BoC3~d*T zvCM<(Rltd}&mIF;h_y?V3b3EFxY#ma_M2PhnPq`NmDr6K2r%q_lXPo^2u`cp^e$1Vyar?63pJWHv>;P~fL z%Rq-nfRtD)tqj9u_g?CdNkLr-@Vnfm93^i?uk?K-p%|gvgC4t_8WwjAx*jSauuhbp z8-LsPV%%jCq((*$@)q z7>lY}cjwm2k^TK*O?{q=Wdn}m349gqjNKlaj)K=1Y3uMtv8JhO!@bS<^Pf+e2X`?a z9tt?ugn^!k8akFa_|o|WX=NqU9rTw)FnxA&_T)D5_fQS)qZiCpt$E8}{GIJNEq?3E zhu)+yP0aU-97Nlp1^>hS>*_0Nh>pwbD_1V&sw)JvG-2d@d>+3D$xi4j-+?e9y)e7O zf#}PTgrNyhHN4*kSKx_cS&cq0kc{K~8s_EpKjbT}SKS3G8Z?1As!AtNcCfZ6H3K6C zxAygO>1$I6Hg`4R*%L26v|tNNq)_ylQnVbEINi z(rpB=Xy&Hh(sDg@yGt>o0>Dod%&Dc+3PSezDW}q}TI@v=tJPkb#WtWEps=9hOEjQ!f9bWqpSJW}F zz^!+>K1Vi4CDc0!6v}Oo`ea69_OZwq`o@A+ZWKWo%dZYqDoY+kqnbNVjLhO#~ zV2x-xx(HEE5viZjD8sB%))r+dUd%?k6)+@;K&fRMRDw=9my!wcD{p{6&~s zXW;--4RAN`5-w$^k7I*t7bzq4owTuW*P)KG&x0;f%g~qk@i2JFJ0>ex#uk?PEPo@G z43v!#FF*~lt?!tW6Wage%k|m?F*=SmLNKrRvd?9vQsU5 zM;08q6IM_Tq&*u8)d|8xAC}ziPZ~jSZQ^UAN>W$9LWYd%(OVNHZ5_PD3kO5EA)!*g zmF0q@3`xXz8K28I56P94?he0uia^&|CR=|c<4%7FAx}JEDSf2L1U{L&Nge^1C;I|0 z%~TiOBWKuewrWb*?pEi0hSnd|7kVi8eQ!tkc5hQ8pPRYvt~g(DHW{h z2Mcm(TdzW)#V%qet?Yf6Ui_RF+%b-m#@&ZSLu%39h#VveR#C@M`76sRbOoYPnfa$iF6M-FBC!!6JQES$al*LLgK^ME5g2x7!%QW)^8lD;CJtL z_1~)l8J%P#>fsuA;xQXNkN^!W!@DzG)ckCbz?I)3$K4h$;;yE}V7|INRkpxpi1BzQmUnX5ydUZ$zWO;Mi zZ%D}mLKq?QIC8tEbKjmcga4}0oG?Lv>+n!SgkF#VWY_KdX^KFH6W2D7oq?v|l4C#wru=ydJp(_1u^RWcOK;|h{4sI@e(Wbo1z zPq4EqBKws9k>wGLeykzV4`PMSCpssE6wZz}7~%xR`$5CNkulCAv72wc7rfv>x%B$ufvwN}B8?B@XU{47SZ-_Rmc&VNfw;RJ z5)WO!wh!><=lU#BIHF#o@616@vHl~koo)m?nhg?}(qb*~*#Y>lBnjhyG@W*MJ`h1$ zOO}bHg5tD73`KxuBIQeA5T)*^CBn$F+LdG8Pl*el;3oqms+O-4XPBr)HVLx zYOw%YBF$%*XLp>0NED?g!bB0~Dq%k1SKev=+*vX;^nRqwNcTIm?4H08zA6#nhql5Jo7b4 z(NM+=$gxIs2bMLuA!@3`icM}9r%$X0b?C8NaTUrMh4lMmj9on^ez+DYx3qBtanSOF z^uto=Jg^TrDKFkP4L6ugnNFW1jViS@dVMeI@;S7M&H%^;ut+cQtO46GXC)5KJnyRNxq z;wNEKJ1;{f5<%>)d@{^zW#xSSP^^4fW~up%aPXi$44gBsXAr|Z>BAt2#w4Z(OV^y8Pk}|* z2^mA=w}4J8ji?vkztF(r|H8F`bM zH}k}ox{5_x0%cWgg=kA)%bd>f5)%D3f2{|>QE`x=?i_#wT&kr&Fn9wBq~G$bDrE@n z);9@PZvpA=N-vGx&6h1!t}1xJKNz85TdVytB5%3Q63??{Iz}~(vIt2cZrPRhcO>k+ zFwd8uDK^z`ooyz)ZwlgML%8AnF#@%RXO;uT=LG*zZ3TAGOISVGlvs(0WGDoosat^N zADXKx0I409L?V)oKv*g_gZ!N*(>03H9i1yaz{b1hTTvbg!QKuKQ4jgb61&Ah-d4|~ zu^hxpQ~So#`+hy384*TOMq?#D?_w^Ir8gpq@`5MOFmXt*rh10mdd7{_$v5GY zZTe$)asEAE)@y;3$4~chTP62_Yu?}g6p(F!nyn)Ja1<=KE`T#zV0~13nay6)+c#Y9 zg`N(PG*DHTkK6>q@qGK+;-m4YixgT6MS=p4;n26vVv94)N{9Bm#hAZ$7*C~cbe(I; zw&fwKb`_@dtrnVUVSFfj8R(IW#V-)esMQKzs~f@CtvDhLY>_e6?ECw zim~WchSG+pA;ChVlEZ)SGGV-Iw7cKboV|2x^Q-y=+`svkwtV8nwWmQVvF_2{ANk;x z8{kK_u~}LFmnU(4aObGmW<5IiKk|9Xh<%)^K;+Vc|K8X75lx!S>fzbo;{nuV)6^+wPZ=^`C9c z?QOTc?S5$mw&BIE$MS!}LEEVIXOZXM7HNwJw!Q7Px81L-z&5JgMzz1P0^1zk-(V>J zdhq@?q1wNG^IyU2|MoN6kYbAq`LB%F&o1_DNbySv^-mXad)sYqyI)y>ZAkI6$g>S8 z{(S|uRxCbj6xi4D?%1*8_gAZBHUE%dIMH|D-+%j8*7zzLQ*(Cd>%;%`nD;LU$%o@i z%{Sff?EfPlw*Ae1dd2+9a&LaW+iSMHW?QVl_SxKGVK$$le?Hk>v+Xt8VgkFVqrF)qJKWwUbF2r+hPT_BkdLo^UuSx`5)VBw!LOstiX1p u-C|)jpQ3+0*AuFYb&b)Zl`~LtN4k{r4 literal 0 HcmV?d00001 From c354d98b3ab43af686e18a93db3d75f240daa8cb Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Thu, 13 Jun 2024 16:17:46 +0000 Subject: [PATCH 12/41] Feature(MInference): add search scripts --- experiments/README.md | 21 ++++++++++++++++++- experiments/infinite_bench/args.py | 5 +++-- .../infinite_bench/run_infinitebench.py | 6 +++--- experiments/ruler/requirements.txt | 2 +- minference/modules/minference_forward.py | 21 ++++++++++++++++++- 5 files changed, 47 insertions(+), 8 deletions(-) diff --git a/experiments/README.md b/experiments/README.md index fc81308..962c12e 100644 --- a/experiments/README.md +++ b/experiments/README.md @@ -1,3 +1,22 @@ +## Offline Kernel-Aware Sparse Pattern Search + +You can use the following scripts to search for the optimal head sparse pattern: + +``` +cd experiments/infinite_bench +python run_infinitebench.py \ + --task kv_retrieval \ + --model_name_or_path gradientai/Llama-3-8B-Instruct-Gradient-1048k \ + --data_dir ./data \ + --output_dir ./results \ + --max_seq_length 30000 \ + --rewrite \ + --is_search \ + --start_example_id 3 \ + --topk_dims_file_path Llama_3_8B_Instruct_262k_kv_out_v32_fit_o_best_pattern.json \ + --num_eval_examples 20 --topk 1 --starting_layer 0 --attn_type minference +``` + ## MInference Benchmark Experiments Note: All experiments were run on a single A100 GPU with 80GB of VRAM. @@ -149,4 +168,4 @@ The results will be saved under `./needle` directory. 2. Our experimental results -![needle](../images/benchmarks/needle_viz_LLaMA-3-8B-1M_ours_1K_1000K.png) \ No newline at end of file +![needle](../images/benchmarks/needle_viz_LLaMA-3-8B-1M_ours_1K_1000K.png) diff --git a/experiments/infinite_bench/args.py b/experiments/infinite_bench/args.py index 92820aa..21ceb2e 100644 --- a/experiments/infinite_bench/args.py +++ b/experiments/infinite_bench/args.py @@ -51,9 +51,10 @@ def parse_args() -> Namespace: p.add_argument("--rewrite", action="store_true") p.add_argument("--topk", type=int, default=-1) p.add_argument("--starting_layer", type=int, default=-1) + p.add_argument("--start_example_id", type=int, default=0) p.add_argument("--topk_dims_file_path", type=str, default=None) - P.add_argument("--kv_cache_cpu", action="store_true") - P.add_argument("--use_snapkv", action="store_true") + p.add_argument("--kv_cache_cpu", action="store_true") + p.add_argument("--use_snapkv", action="store_true") p.add_argument( "--attn_type", type=str, diff --git a/experiments/infinite_bench/run_infinitebench.py b/experiments/infinite_bench/run_infinitebench.py index 4636795..ac12340 100644 --- a/experiments/infinite_bench/run_infinitebench.py +++ b/experiments/infinite_bench/run_infinitebench.py @@ -186,7 +186,7 @@ def load_model( attn_type=args.attn_type, max_seq_length=max_seq_length, is_search=args.is_search, - use_snapkv=use_snapkv, + use_snapkv=args.use_snapkv, ) results = {} @@ -232,8 +232,8 @@ def load_model( compute_scores(output_path, data_name, real_model_name, max_seq_length) for i, eg in tqdm(enumerate(examples)): - # if i < 3: - # continue + if i < args.start_example_id: + continue input_text = create_prompt(eg, data_name, real_model_name, args.data_dir) ground_truth = get_answer(eg, data_name) # print(input_text.index(ground_truth), len(input_text), input_text.index(ground_truth) / len(input_text)) diff --git a/experiments/ruler/requirements.txt b/experiments/ruler/requirements.txt index a62c59c..9748716 100644 --- a/experiments/ruler/requirements.txt +++ b/experiments/ruler/requirements.txt @@ -9,4 +9,4 @@ huggingface_hub causal-conv1d>=1.2.0 mamba-ssm html2text -google-generativeai \ No newline at end of file +google-generativeai diff --git a/minference/modules/minference_forward.py b/minference/modules/minference_forward.py index 6cfc266..5e50cbe 100644 --- a/minference/modules/minference_forward.py +++ b/minference/modules/minference_forward.py @@ -1,6 +1,7 @@ import inspect import json import os +from importlib import import_module from transformers.models.llama.modeling_llama import * from vllm.attention.backends.flash_attn import * @@ -13,7 +14,7 @@ last_q = 64 arange = torch.arange(last_q, device="cuda") LAST_Q_MASK = arange[None, None, :, None] >= arange[None, None, None, :] -ROPE_TYPE = "seq_len" in inspect.signature(LlamaRotaryEmbedding.forward).parameters +ROPE_TYPE = None SEARCH_MASK = None def init_minference_parameters(self): @@ -32,6 +33,13 @@ def init_minference_parameters(self): self.best_pattern = {} self.vertical, self.slash = None, None + # import apply_rotary_pos_emb + if "apply_rotary_pos_emb" not in self.__dict__: + global apply_rotary_pos_emb + model_path = self.rotary_emb.__class__.__module__ + apply_rotary_pos_emb = getattr(import_module(model_path), "apply_rotary_pos_emb") + self.apply_rotary_pos_emb = True + def sum_all_diagonal_matrix(mat: torch.tensor): b, h, n, m = mat.shape zero_mat = torch.zeros((b, h, n, n)).to(mat.device) # Zero matrix used for padding @@ -144,6 +152,8 @@ def block_sparse(topk_ratio, slash_size=None): best_score = score best_s, best_v = s_size, v_size best_ty = ty + if best_ty == "stream_llm": + best_ty = "vertical_and_slash" if best_ty == "block_sparse": best_ty, best_v, best_s = "vertical_and_slash", 1000, 6096 print(head, best_ty, best_v, best_s, best_score) @@ -419,6 +429,9 @@ def forward( "with a layer index." ) kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx) + global ROPE_TYPE + if ROPE_TYPE is None: + ROPE_TYPE = "seq_len" in inspect.signature(self.rotary_emb.forward).parameters if ROPE_TYPE: cos, sin = self.rotary_emb(value_states, seq_len=kv_seq_len) else: @@ -488,6 +501,9 @@ def forward( if use_cache and past_key_value is not None: kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx) + global ROPE_TYPE + if ROPE_TYPE is None: + ROPE_TYPE = "seq_len" in inspect.signature(self.rotary_emb.forward).parameters if ROPE_TYPE: cos, sin = self.rotary_emb(hidden_states, seq_len=kv_seq_len) else: @@ -577,6 +593,9 @@ def forward( kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx) else: kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx) + global ROPE_TYPE + if ROPE_TYPE is None: + ROPE_TYPE = "seq_len" in inspect.signature(self.rotary_emb.forward).parameters if ROPE_TYPE: cos, sin = self.rotary_emb(value_states, seq_len=kv_seq_len) else: From 702237198b478dd951157426673a165c9ce9582e Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Fri, 14 Jun 2024 08:19:08 +0000 Subject: [PATCH 13/41] Feature(MInference): add streaming example --- examples/run_hf_streaming.py | 141 +++++++++++++++++++++++++++++++++++ examples/run_hf_streaming.sh | 4 + 2 files changed, 145 insertions(+) create mode 100644 examples/run_hf_streaming.py create mode 100644 examples/run_hf_streaming.sh diff --git a/examples/run_hf_streaming.py b/examples/run_hf_streaming.py new file mode 100644 index 0000000..1d013ae --- /dev/null +++ b/examples/run_hf_streaming.py @@ -0,0 +1,141 @@ +import warnings + +warnings.filterwarnings("ignore") + +import argparse +import json +import os +import re +import sys +import time + +import torch +from tqdm import tqdm +from transformers import AutoModelForCausalLM, AutoTokenizer + +from minference import MInference + + +@torch.no_grad() +def greedy_generate(model, tokenizer, input_ids, past_key_values, max_gen_len): + torch.cuda.synchronize() + st = time.time() + outputs = model( + input_ids=input_ids, + past_key_values=past_key_values, + use_cache=True, + ) + torch.cuda.synchronize() + print(f"\033[1;31m TTFT: {time.time() - st:.2f}s\033[0m\n") + + past_key_values = outputs.past_key_values + pred_token_idx = outputs.logits[:, -1, :].argmax(dim=-1).unsqueeze(1) + generated_ids = [pred_token_idx.item()] + pos = 0 + for _ in range(max_gen_len - 1): + outputs = model( + input_ids=pred_token_idx, + past_key_values=past_key_values, + use_cache=True, + ) + + past_key_values = outputs.past_key_values + pred_token_idx = outputs.logits[:, -1, :].argmax(dim=-1).unsqueeze(1) + generated_ids.append(pred_token_idx.item()) + generated_text = ( + tokenizer.decode( + generated_ids, + skip_special_tokens=True, + clean_up_tokenization_spaces=True, + spaces_between_special_tokens=False, + ) + .strip() + .split(" ") + ) + + now = len(generated_text) - 1 + if now > pos: + print(" ".join(generated_text[pos:now]), end=" ", flush=True) + pos = now + + if pred_token_idx == tokenizer.eos_token_id: + break + print(" ".join(generated_text[pos:]), flush=True) + return past_key_values + + +@torch.no_grad() +def streaming_inference(model, tokenizer, prompts, kv_cache=None, max_gen_len=1000): + past_key_values = None + for idx, prompt in enumerate(prompts): + prompt = "USER: " + prompt + "\n\nASSISTANT: " + + input_ids = tokenizer(prompt, return_tensors="pt").input_ids + input_ids = input_ids.to(model.device) + seq_len = input_ids.shape[1] + + if seq_len > 5000: + print( + "\n" + "USER: " + prompt[:2500] + prompt[-2500:] + "\n\nASSISTANT: ", + end="", + ) + else: + print("\n" + prompt, end="") + print(seq_len) + + past_key_values = greedy_generate( + model, tokenizer, input_ids, past_key_values, max_gen_len=max_gen_len + ) + + +def main(args): + model_name_or_path = args.model_name_or_path + tokenizer = AutoTokenizer.from_pretrained(model_name_or_path) + model = AutoModelForCausalLM.from_pretrained( + model_name_or_path, + torch_dtype="auto", + device_map="cuda", + ) + + # Patch MInference Module + minference_patch = MInference(args.attn_type, model_name_or_path, kv_cache_cpu=True) + model = minference_patch(model) + + prompts = [ + open("data/pg2600.txt").read() + + "\nCould you help me summarization the previous book." + ] + + kv_cache = None + + streaming_inference( + model, + tokenizer, + prompts, + kv_cache, + ) + + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument( + "--model_name_or_path", + type=str, + default="gradientai/Llama-3-8B-Instruct-Gradient-1048k", + ) + parser.add_argument("--data_root", type=str, default="data/") + parser.add_argument( + "--attn_type", + type=str, + required=True, + choices=[ + "vllm", + "hf", + "streaming", + "minference", + "inf_llm", + ], + ) + args = parser.parse_args() + + main(args) diff --git a/examples/run_hf_streaming.sh b/examples/run_hf_streaming.sh new file mode 100644 index 0000000..4a526ec --- /dev/null +++ b/examples/run_hf_streaming.sh @@ -0,0 +1,4 @@ +# Load data +wget https://gutenberg.org/cache/epub/2600/pg2600.txt -O ./data/pg2600.txt + +python examples/run_hf_streaming.py --attn_type minference From a7ac35d6c2757937f290c82e806e5af2b2967032 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Fri, 14 Jun 2024 14:16:59 +0000 Subject: [PATCH 14/41] Feature(MInference): update logo and demo --- README.md | 7 +++++-- examples/run_hf_streaming.py | 39 +++++++++++++++++++++++++---------- images/MInference_logo.png | Bin 0 -> 324468 bytes minference/patch.py | 3 +++ 4 files changed, 36 insertions(+), 13 deletions(-) create mode 100644 images/MInference_logo.png diff --git a/README.md b/README.md index b6ff75f..5394fd9 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@

- MInference + MInference

MInference: Million-Tokens Prompt Inference for LLMs

@@ -13,6 +13,8 @@ Demo |

+https://github.com/microsoft/MInference/assets/30883354/52613efc-738f-4081-8367-7123c81d6b19 + ## TL;DR **MInference 1.0** leverages the dynamic sparse nature of LLMs' attention, which exhibits some static patterns, to speed up the pre-filling for long-context LLMs. It first determines offline which sparse pattern each head belongs to, then approximates the sparse index online and dynamically computes attention with the optimal custom kernels. This approach achieves up to a **10x speedup** for pre-filling on an A100 while maintaining accuracy. @@ -29,8 +31,9 @@ ### Requirements +- Torch - FlashAttention-2 -- Triton > +- Triton == 2.1.0 To get started with MInference, simply install it using pip: diff --git a/examples/run_hf_streaming.py b/examples/run_hf_streaming.py index 1d013ae..b74c5e9 100644 --- a/examples/run_hf_streaming.py +++ b/examples/run_hf_streaming.py @@ -17,7 +17,9 @@ @torch.no_grad() -def greedy_generate(model, tokenizer, input_ids, past_key_values, max_gen_len): +def greedy_generate( + model, tokenizer, input_ids, past_key_values, max_gen_len, attn_type +): torch.cuda.synchronize() st = time.time() outputs = model( @@ -26,7 +28,9 @@ def greedy_generate(model, tokenizer, input_ids, past_key_values, max_gen_len): use_cache=True, ) torch.cuda.synchronize() - print(f"\033[1;31m TTFT: {time.time() - st:.2f}s\033[0m\n") + print( + f"\033[1;31m Attention Type: {attn_type}, TTFT: {time.time() - st:.2f}s\033[0m\n" + ) past_key_values = outputs.past_key_values pred_token_idx = outputs.logits[:, -1, :].argmax(dim=-1).unsqueeze(1) @@ -65,26 +69,31 @@ def greedy_generate(model, tokenizer, input_ids, past_key_values, max_gen_len): @torch.no_grad() -def streaming_inference(model, tokenizer, prompts, kv_cache=None, max_gen_len=1000): +def streaming_inference( + model, tokenizer, prompts, kv_cache=None, max_gen_len=500, attn_type=None +): past_key_values = None for idx, prompt in enumerate(prompts): - prompt = "USER: " + prompt + "\n\nASSISTANT: " - input_ids = tokenizer(prompt, return_tensors="pt").input_ids input_ids = input_ids.to(model.device) seq_len = input_ids.shape[1] if seq_len > 5000: print( - "\n" + "USER: " + prompt[:2500] + prompt[-2500:] + "\n\nASSISTANT: ", + "\n" + prompt[:2500] + prompt[-2500:] + "\n\nASSISTANT: ", end="", ) else: - print("\n" + prompt, end="") + print("\n" + prompt + "\n\nASSISTANT: ", end="") print(seq_len) past_key_values = greedy_generate( - model, tokenizer, input_ids, past_key_values, max_gen_len=max_gen_len + model, + tokenizer, + input_ids, + past_key_values, + max_gen_len=max_gen_len, + attn_type=attn_type, ) @@ -98,12 +107,18 @@ def main(args): ) # Patch MInference Module - minference_patch = MInference(args.attn_type, model_name_or_path, kv_cache_cpu=True) + minference_patch = MInference( + args.attn_type if args.attn_type != "hf" else "minference_with_dense", + model_name_or_path, + kv_cache_cpu=True, + ) model = minference_patch(model) prompts = [ - open("data/pg2600.txt").read() - + "\nCould you help me summarization the previous book." + "Summarization the following book." + + "\n\n" + + open("data/pg2600.txt").read() + + "\n\nSummarization:" ] kv_cache = None @@ -113,6 +128,7 @@ def main(args): tokenizer, prompts, kv_cache, + attn_type=args.attn_type, ) @@ -134,6 +150,7 @@ def main(args): "streaming", "minference", "inf_llm", + "minference_with_dense", ], ) args = parser.parse_args() diff --git a/images/MInference_logo.png b/images/MInference_logo.png new file mode 100644 index 0000000000000000000000000000000000000000..31df3f1ff8acc45d18f3992c94d5b27350f154fe GIT binary patch literal 324468 zcmV(`K-0g8P)P&dBR{L%Wd-}34gy??L@c;(wYG-d%n-Qq19|GGSt zSdHVKidz^COx;PoAqZ$+ul56aJ_#ykC<-(-e}YqXwDAwS;vyUEY|8>z6o8^z%#xRu zfDEH3;ESK8`o!z2ti`A9fPnhUp{hUrr2^CmFXsAXFmM<8G_muKn;fWrW57iq$Y*N& zij~T}1olmo$CtmzcMeqci4Q8XLfedDK0Rev%^0-YLJCJmeO-@>Aqs#&8P@PRan=i4 z?f!jt>xt@o3Al%Sqx$i#E0vd^uehMP^^~e?O!X`qqnf2H{NooQ0fB*XuzpJ)qeb!Ddl>^=r>{RV2I8fd1y!S}LT>tqBP-pw31KFNxPRZ!@ zIsF?z} z>?^MwP5=PQ?mcV=hXD{@DIk?6<8{MU-O`jFcjUC6AfVuj!_w*m5B&i{Juh6VFS#@m#34s$+GEs@{i-@!aFNP)fS?!epDGfzk;gl0!0Cj z5OMLrNdc!+y{k8`a~R%kW&j)pBE4ulgn%^w^1SREVAev?DhH>@UK8Ff$&p8OE~ zdl3M2?`7um`?#%e|I14V5L*!@I0)QhBcSsBUTJD$>X-`n@C&a#!>VX}hcx{hM(CF` zj1n)I0k26eleW8f@Qym%Yibqricft85BRP16^en%!ND_#0CBw*{cj*tw09@E{C*A& z-0+oH#;(|FY<_`qcrW)IL$CqhwF|~uP#|(fkWbK#4ZQyO)~;Z2`IOsQpA_)93dt%0ik1rN1u+l2Jrgxuu`&wf7Yk%siQa=i{BqF27T8@PGv>dzhgO{c1_9vQa~bzu^7TvG zfcri(Lv?;4mfopgL!SaI27=Jj#C$&w;ihN1&a5j3o`o^ah!?%9y0#-rhYM>wk+61Ox`z<5{L(G^#$(_vd?*IR9;KK-Di6_Jhxre3H$j8$%X_%BVpw6v!31DEu*fuh+AtX zvIC0G==5`utI;1-0XTe}U3rv_3HiX6?cgfIsJp0TRd8GL^50)O>O$}+7`?Km_#R;& z3A|BT7k`Q)#2+kw$M_N*H2`Y3w&s<3q);e8;g|pq5wGo<624PWs?ZiCGyB*6t1l{J zZIIluO?iN_o+&vw>h_%#ytAlk5epu|B98}x#EU-FqI< zfdYc;8Bu($4ickjL4CTYd$2bH*%5x7a{~xa|9G1+1%Q5i6Y!lrX!Wp;X5@7XRIHR0 z5drFBxhntWE^gF4`&ng=1iHU7Z37z2dppkGDU>r@yUg2fMfe8I{({CP&nYFKt-kCL z^GyKbjEHXtZBfcnTgVo5Q%`yAELd9TaX`&R9EO3H{@cjwqnnf;{M&yJWSTokJ^Itn zYxC^HQj5L_*Y0jC9C1D|=WQbXoPK-U#j@vf77g|_z23c^zx z9^+cQHZL7ORwI=Gflqq(12?m-CnV+1XBQQ~hpDgwsx{lM0{$rOlh61YQh>a1j=CHi zTqWq1)^MO3rgonKSO7r?0{6diWKXpIqw=c|oOXf3!MSgi$tyy76cOb*f%0rhFT*T%Er`3b?P_ah*TNIl<}` zpRevTR|NDyrEnltJFP}yzJ}88C<69cjJc=Jsp>B%?x~3qt5PQ<#2;>|H7gAS^bMUs z)y-gNaQbu;t`-XoteHXi6Er(>vb%1wA5IVObwdOPzPoD#pkL?jP_MO$S2@`KuAy$N zuR1B{pl%j;@sf*RWJ-lzu>Gn#?gA7Sa8j8;x>vWfzI$P-9p?~lpoJvPbvQk7-D%^| zxB}1^LTFN`(DfoRdQi01)4fiS2q4`^0u`jQX|Vg}(FYTDb=l&iF`)s0DQi*ZNyq?L zw%%6M7sONwJvzrfNAv7%wak4cKFBJ3Af>Zd7T3J&|K8qVBFJ@uKyX*avdSa`XQwBs zN8akIYqkR4{EochU-x`Bsk^c*+rabS*!2bP5&dSH2 zs%LKJw*>YQ+*c2*gWHfsW>$YmnX1D!0Le9)CXdE`SQe`(t4d`=sYoJ)H@W)x+sqP(*xK zPzZQAFvTNOZ?60);D&Cu{kOqUf9-h)Ud|Fz2b9_U>FyhJ++sVbxduScv%IrDoIYQC zkoqdu>OmKDeLww0=-2D+>M#2_b!xNVxQrY3`95FCt%$b;Tq^YG+MO2A3LV?I%Rs&L z@N`mp>EbieN|AR-c@<*ssL(525Y?tBKp(Wn1fTiQWY-2Xj%KL^;&Br22An?rkq?|; z{T-aPIBn`+|90uo;Wh+LCQgs+4727t=m=&2nxRSs4-=z=eY=Y%6q zB0=2m$?bvj2l=j>uI|yI@oNx3pvU|LUDiVc{1!@UNYq^!$HrT?zvB>Mc@lzeSD~iv zHjp@<0s_?aVaEBn?`Nn##n?n}AC9WQt#J4=ZndPNE4!f%t zN2x3EnGgX0_nz!B;Pq9RP2E>z3n*}404M6RQh%;`xYcohUFk6MH8$bsM$@C6DY~IY zx7L|GF#4e>OcdJE?hHib6UMGl*&jU?lu`6&0k|v^%FooPN>udOW1Y~G3?X+mEgMd= z&#o8$$27drE+8DdWr1q+p8aF_)9uZWcC>0he|%s^jZxs!>h*o`LDl7tC8O27a=*}( zF#!SS#t+r!sq53iT_iq8zSHHI^uAix0D9)~5xRS`_1o}T;aaZ{k*DDK6q?rtTIgz5 zoE*H1HBwjK<#Fx5sDa#!3B7$LZ!ZNh&Y}GedPJ82c|6hsU7a2Q@U^Kwu1Hhg7p({! z?JJDy`UiGp)1NPNDg+RjM#E-g(7EESKFb(UpCT^0au?EO`9c8z{HNptu^;4A;PCWy zJ@fy1{f!JFz*taD8O4`s&5rd9b)+uTyT<6w{YuI>>MnYfU*>Y8S-iwJ;Ub}I$I6}{G`i3fedw_P~he6<7uoh5Xd9C}e;S$lN<_O}oK zPRSkYiZSV>@daIJ^6RH5_vOd*E#q6)Q&vFr(}lXdR>CvCxwm9dAavi!00ATr=-~S6 zt1c^aUA*hpKeS%QkTv*tbUi*;5znx%^Ad&bKnpAY_4P-vtM5=3S7>K*A_)EBRt@U< zua4(G@A1f;xk_m(`qunozLb&E`R3PWMXiCIdLHhrzaSwjLM5Pousx=)D(zKwTVvl? z^VS9$(KscpR_Lt$ws9NrnhAix2VXxHfq+E9R~zi?bXf`LbBIGYAzloR$yW zM8NaowK;Jy5#O8UQDgJg{+Hd{Y?7p#^W+Y0Wg17Hw4=J?z+c}5$PKDmk7JeksmKvP zw|t~cd`^J_KJvMK2=(bt+*fP5KF1j^flrW)j+Y(#h|KBE=}Wxc0@`mSz25Rd_w@n| zwFNyRx_o|e0VrKOl>l%w8|L<>{QfeELr>o)i;mV`Vzj&_p@))8)u*17JJsJmp+kcp zE6~m4xz24cI1oz-VYH2dA5B%Ada;01CdPBb9YI`!pN^0kSX2Pv1YZ+$@zA z5Vh(*CvaJGS^TtE1;E8qCx}y^fC6X)34l^U1+a*UR?4z0=;;)vz(x5VRiG26pc8-# zum}sNi@0z)bvgl}f)KDk0bv3NVL>4R3h^D40HWteaQ9j;BlsTv7e#&X0V(RX_Q@6b zuRl+YqKCP4iwF>kF6REaMWu?+6X&Y$R>2~^OMhF3njTaTSm>|;pv@9TA)Sq3C_e5d zano(lrartMETCLr=Hk$vxFyQd$cFml1^C)ivkOQT0Dw~8^RTd1k4;7hdZ9@Ggecdz zri7P2?vC}W$bntI7r}tS00{7Gzz{|BX{i5Y?@ZJi$8j)N1k~X2DuNCgF%jX+yU?t=7c1$Hzw2@Xt9r_M5{kDPO(D)KWzQ0M{>ju zMvl~n$xu)7qiYpH5Z~MEJIS?4Rz0qvZeKsZ>_;02=#9HzZ)=N(mAOA|9A*E&S`A(sMqakEjTsRuvG^X@W9p6hbu}(z8XY95tQ< zko23!0W1zjA)SzJ-7hA7cR*RHmh-YvRMMBVd$z-6Y~nM;><$yG8ks;py@obF&5|TN)(+yFoR4PE$*-w|tx~{_5I4#?^(y$UcV32YwRZG2H=L;w#nT0YO zmZAZLq>{JBdV!E`*jG9B!^W*-Uk^HaRpMQ=dm!G}3&<|R`bKo}KimMlUj+K`qh@jd z^;Z9W5*0}D7%f(Olo0y(wqeILR3OPdDG2rO4X@aAc~|xFzMYWwi$C?3c~7rqLG|Nr z1Nz1NmrWjP?@0OLG00aZ-7fB<21q0#l0St9g}|GD$s{1mq?xl*Q4M*u=OZ;Nq?z+_ znQdv6%P8wqV~nbL{-HvwTB^>c)ADUumQzukw}pb*q{;H|ccG?m2m(H)d~K*7fP>>9SsCPoo<0EWfO?*X{&_$y}?3=H+%6P-|K0 z8LO&m)>QUKe*M&Fy`8hS}12vF(uOhVK;|)c@ zJGx8i;}rJHUV)Pb_6Pi6UkKh{9LOssu~Z>}gn%Ffx;tRfswO?>Iy-{A{3!+2B9>TY zEX!#*pO^D;vMTGGGgaesKA-;c?X)cCIxVN|q;WcJvTw_I`{UIkV3Uj*0#eg5+c^i2Ozb9%$^v9Hj|z+1xnJ-BxKHc`Tl) zN?#czB1aJY*^^MnyfVGYO~}<&db~Hq-SBeVTmSc8=(xQ}_PEM4L@2$tIinseAubPG zg*MsiaRrM%lbbmJ54n(c%dupTH-d<}CNz&+5Wssa2qX>OsdICmAeumPgm}~53|H|n zhuiMfxu*L31h+*0e!ND5fFwUOPXr(by*G&}MhU(E^qk#^RMH7B=X@4I{g=Hf(QX{a zfhb6}=BcPNrWtlNQ3GJ`sJ$Y`(^K~XEXppZ5fg<0=lILee3l$-LFS^Wzj5IGV;ON++cCk zfM5iqXqdzAp{^Y-YA7T$1((s-|a%76pItB!Zo3YpYDEm=Ryw;Vi~#klf^poHQTZAJ0dvpF#Nlq)+-@E_ z!D=#jqCl|8;+p@T*VSp!LDTKZ-7dH{=5a{|$EtbqpQa-nV1BP|$Lmir0pME#F50jzf-Pd}|s``fv)IB>2>h=9FdZuj#h{?Oo12HgB2DZqt0C?vR$ zmkrJyHgs-hQ0D&m^r)z*Pii=*@_FJDa4Hv>Yq4f{@PYs)88P=BnX3q}s`BBR4#QX& zC_@pf6!mY9R`OAh3LH{3h}$pK50510;gs{R>L2=t$TSjr8~lE;2#Vi@Xc0VIhXd4+HHJn%K z&;-GJQd2Fw<} z6y`MIn(=_=xAt*S`h}yZq+M#6)$1Dr_+`fh@Ezk4r_=f?($d3!6!_wA5CfO2GCmn8 zCk$6%{{T-i)3MKdLQdLSc3HvU<>U^^ufG=#Gd%7^{<(kPFflxw<^RAH9HjOyPaW4> zoa2PpS)P4#`wHGeh>i0VXLc@AxM8ViVHv)#V$ z-nN^NtOJ{{2*Ns8Yp@_cmtO3lwcU;x-8>emf`sYP0J_6-P$aNWt72MZV1J&Qw8#w4 z>(|2rSA3il0SxIK-Fb}A#XSJ)auX;6$NrVNt(N}Q|3u`Kek!5;JXOQh;$CpMXR)>4 z4TZmODY-|m;-*`GQ~D2lwc`|UyRjnkM#ndVC>U`5*XM`NOjg0+AMvM!bEQ(}U6c>Cw>;vUl3Hp5np-mKILh2MZ6aXoIkXqH#Qn za;TPJ5ro^&`fa_dNW)+g*wxVj4HsD!4BK z;CAyU^QJGKjM>n>33tGZxAF_dnv|*A9!XN+A@>kVp}LW#x?>79RO4$t-Rxl5pG`WgZR_p z{>ru~fe1VcGmrGyaZa|t)W7X6F&q-595Nm-N(OinYRGzx^+6R;=~`7}xh(mar$AYK zD7xP)yjj?M-br`>P)=xCAq<6p!y}DLZ`*3@ELt_)YPE`n3VELa&8x0Aqw9f)I;uTN zQ6NDu{W!MUumIMto0r$umzUSI@bVgXetlbS<734f3~_{ZeuoISERjIdAm78x5C1Zx zu$-Ug9Q-tWMt^_s z``A_wkFl*JOz#=19nqodpxLNJd`nspq|$V+ufYU`nJ<7r0u);H&Ib`F5(BzmDG+?B zUu2|af+JvpL{tg`kaCxxKp%m0oprCfe^?4NahML>FI_`{&h9m7tW0YIlxinLenb{S z>E|(w%-f|)z_X2^v!#~nx}Bym6_#lvEs~^L8dn+opoVpYH%H=TKDC0HY*1XmuubfC z>$flho?f4RJin}8UjolRemp&eNf7=+(bNGm4jGRC!QJ=Cd?FV$iS*C^M@is(anGAx zUyt~?H!Se2e*gh|*R*!{JEH;oWB!5Te7_%a{)%(0>s<7!o@2w$~$;r>+cR6AqnuT-KschWpw_bAAcz`y|SwQtMqFNQ3_x+dLd39uM7_y^0le< zR_r|B@4N8(9pslB#P8GpL&tZUDEF0h+S{4I#&F3A<8gk={Yrr^cX02NLc=dY=6EhY zKmH;Aj$y!cssJ48+{i*kf(cc~RG~6dJgJUilmP&EKnyh9*TZ`!u! z{e2%4)JmaC8%+Z%G2dmd{QB^^bgo=A z2aB~dETkZJhX%Jjhc$gGM0_nKxxiTUvk zPPfMLDTRTtpf=Yy>?;G~b_<%C^<(vdk5z{Cr37>l-%A&Jm(dh8=vT9*K0Y+?x)NE0 z3%tICEfCEA_37#9e{uZy@%$VX!PA>UjKdVzbX3@?!5#2$~VA+#>S1?Xfs}T z;aQBX`UC67el-k~I1Xq097&3-mmzt2BxYDFJotT^0lIzHhev<6>bhQ&?mzU8k!=PtD9JBaJmtp$Kr#7qbA#S?!Dc9a2L+i*u?0S0)?T4ApLk3}L9dE^JKZpG6^2 zllmON7`&WnR)<+tnEL9`v}m+gSe;I3;lA)iqc1A3>{{1sOOO9rJ^uUAGJ0b-3|1Ex$~ZSK0p{z` ze4>A3!TgHh;dUH2F9NX#zHtV902k%!CoPDAU)6$>#N6llH()`L`)`|HEdtt4br0j& z{cq3LZv1qq8yvUfCjKTdI;_j*2I1|x0O1}Cf5(ZgU;NF6Y5A9o|Iz-YoSa?YWSJ&= z(d;_ay}NRA-wsP5 zfX3nG`&nZg1{igt&3$*6FziQB2r^Yq#<7c%`Z4iKQ?9-yssP$QcXW_!=0A^s&dL`s zD>}|fG+lfyJw^=<>4r zKYQ1~m^kh|HP37+B)Q)Iy?y_$^Y7a?2?^PnVrza+lF^wH;T)~anJf>R^@4GXaCsxm zycr+tef!l{Wp(FW2%LD}gF=CKZ)aCmv)Scrb}^gHbhtn(4c&R0GkvbAz!ZXrry+?G zcep2j(5P`9o3%gDTdl24z9iwXvQ><9a$=HkwT+e$bM1rM*kq~&TYRa!7Dbu>k)1gK z=VR01Z(jy|L<}JE+aDSm)}hY2t9BFUxYVhchb=p0@E3gnx@nC8M9&mj3!N=3=bjb0!a? zmpGQ^+^euER@JU18J_xo<)+KPhS8-GWKw`1eNTCTBKLMm+09b$_K^uF! zOG_`Zs4y>Z1VJHEc!9v)j!upq6dsPo<)FZ>FV(tpG?~cB3BLbcA)ML@C{gI@>gwY1 za(4Chy<-c_W~w33<@fKdKYjAmMXT!0T2yZE#}>7&St5doE^;+@fqnc0iwpqCO}8?- z)!|~$&NkWlP5__D@&_`re==PyqtAYrr6$nHXEVmB$kax5L)s1Ly;4jFc6q1ff~7gX z6cI3K7uirSLkYB$yUY4P)K<7a!#VW<{xQf%Gi)Yz#6KWhwB1?<5P+TK^+4z=hruEb zEJ|P@sL%J(mOe?R>&l&5-nvZCCxpIer}ydF^V7kBb|)JcFsNi%I_q5bFG)`liaeFr zMvjhAR)-8y!@OL1q@o|y1$!0bk9ZjCM$xQ_7AOPRAKtelT!q(L&cmw_v7@dK3k3s?DCB5DA9agmsfGiUF{0tT4n!vx2KYTuX1$AS zO#{t{TC2XE%62{yDB8ijEx9^rU|Sq7pY=3^3<3R&Vdl$6xdt2spvNlba5ISp*^r<2 ztJvgH^vD4K!xUj6Kyxn(9NqjyEWKmqD@M1`M<+FaPDiq-(}2k{T>IcWyEF#?gfz4v z^_M#15@?7nfR&|xRMypkwR8I;hZA3;RZ-wis@{>_P z;2t(!dW8+$Ga*v^>FFw9)= zJOZgt_g+lt9;i5-CwAY-&^k z0q6t>8Z?f0Y($7B&}R@EN3gLA%6c~=$u962xg^_>p0K$}-^}mQKg%D$ms4npB!G?N zQn0yz(9#|L9-}YDu-e|w_d#siE{1h%kLs= zACb5QBS6UP-PG*9*J#)wV-+Wc_Xx|DwKSwI1=Q?hip#Bo)-uht<3jtY)d1!T?F92& zdg-PG}!WMwVcC@P`{#=^~0L^S#L#2^=YzQ(JY_1P_J zsi*OG-xzfh(}F>7-@U)Qm`$e_Iwml?yt=%&m|jd(O&mN3Zd?nq7(wKTqZ`$TplCWx z)3V+%8iM&ehwLPe27MJ*HstaH13EogJ}iLz!k|FiTx9(3cDQ3e0id@5lMJOE5?UcP zzYORAu~+P~%jjiUYd7##tIa+k$94z?1H2P66t732Ap&cvfC^k0&&s;Y-&#Wp7!fDx zJNK_LrYOsQd6o=RJHmy?Ar_`tB9bwpPaWrWQpt+vqR0Ac`3y0Nb$1D>AHW=r*v0SnCQ&!7coYc8%(J zF(6C@5(Hp~s`Au)jZnm&)kq3Y?Fkv2mhL}17#}JUc!DDM@&d5dnyS=iR)%Ehq@Bv(b4$mcw%5|`S(f?(xHI!>AA+)+1Z;nr@E+e zft!yvu71#m8)J+VqFZxA4Boy>L}*YLQ|r;qml1aHl#rN{Y$GiAy z*;Hix9an40%t$WvD?rw;6jtmr!))i~X21dzz}zN|Ks|79cgH(*47k22K8irp6CxPD zsYu+_h;rV~y9zATVZe!ofBfmzNd?|(?H~mKuV25>F#%nePN&KgQqk~@IuGA{(sgtj zZs_UBjufH+0f;b85u0RibsYQ20YYo%#+pg(>nqFwn8y+vbS2wu-0L?7{O}L|xP-le zhy8W{hBu(YWlC`5@kYe0fmVMJt#+90Fogj9H(Gy%Jf(*^WBe0o9MM&40BC(1Vu$o3 zpw*Gq>5ncCB)Lhw09kCFxM1_D^#Oj1g5W_#%hK_6?pRgzAOH%V`YT;q`}>vRe>ff= z9=HN8yT#53A|{motTe2ft*try5CP(M5b}49x%jt$*r?DD#Qb=9z6K*vRlD+ZY4=L1 zs_e7SM~m|tK4Jm~AD_vZ)kw-NfGhmv*gV3T4Ta@826EA65h8(f0bs!bO<*8}0SH6u zWF-ExfEdT-f3j1IR25LTazP`f86Hm#CzB(km+kH8TO%5%h(zf@T0!)3Ha$B#fBnW0 zgw9USFD?}cd{CJHEg_?#9%2}2h;G{W2%}Pr5`pe1$Y`mVN-B%8Y4=SeHo$4aCvPx4 zwvpt%%)2y&P4%sRC3%0n8p(qzp&bT5Oz+(8D#Q2|`E8OVn;D1(0C)hTHAGj6#CbDw z835q@it@FJR8k1iKLBXasAy|L%49793op^2Ju*gbtqq_xl*dp2Kt?xKhYg6v$1~G$ z$^Cu0SDOHM_`Z>B0)RlGkfh%b#t>je^|WaI8tVG^nk%a2PH zq3fPi-j9+u3c>v53~S4}253bZF6Qen;ibgdN)~(I0YlOGPw^bEq+v4wK#1(>{s6iK z0O7qv3Y?uoEJqM6_a82D&R-w`fC3Hmwito9Cj&#vIaUl}VZbXx3NfMqm%}T+Uk|pi z#>An{16NyWUr9p(l(zi%@uRv4T%1o|zCL~Z>h9Z-&^ahoDRY)h`6e+fQ$TmvRh1^uK;eABu8i6xPt-!8aBzxHx2+`835p> z0DuIB4ITg_vH1YN02nd=Se;NxQUN{QQ32eau>_}HAGRu;b?a?al?4i|+IXNOf93X1 z#+rP&5{^5H26mi&*MMHxOKZdSNCI^=&vXyL)eIagTz+-NUjP8e-vI#7F93);+#Uds zNlw!a03=@r4+Q{WcXE}N0uVsJfMNs?_@Im0IodtM00^=d6p*m&Rpu%!aiG&l1rD4% zK+(Ydc-H}e9YqP%omIuKIt-t^Ieq!!<+B&hU%h;#Y5}b)s&2y-X-u#!^RnTQJ_-R0 zgtQ>dV*vmyy1i|SZ-In?J7@rqM{)O1qni#;wc<5MbMEWU1lmwYd*&h7Y=SLq5!5T#_Kp8|Z zAVB?Bq00ht5cN(RV{BJ+K|LB=%E)=OAAM4S2bTB?p{qV`jiTaEE`pa)`|MlwP zLQ9CgdG_?_vuDqgAEe#_??1d(Gl5SZbTc<3Scb?;O+*!z{Nwq8O4L#6lo?tWc3){6eS`vM{9JNYZWJ=E(Hv70|hRg`QsP%LYW`KZ*OiwhM8JXdPa^JmXrzBqmT zW_CII`01l9D-q=cIca+^DML|2Gi4fUqAfM`@vsqqbj{920MckRxb%P#faLh^Umw5m zBLEp6$vE}$BLltzkPg}^|FRJi_x&r{Ky+MJs4rNlOy!IDhvjIT*lQ4Zd0tBpp;p+ncExu#dV>Nsz0El%l z1NjG}xVKPNr6&H>&24St1qljECHU;Cy!U9bulfJ3WBO~Kzd&^LI!qPz0%#J_ps}jV zMEv#G_I3zlR~^CP4Q>S_$Z$G`Nap|`4FTFVRC@rh;&ni}N z5uC4Y>yuxXDr-6Co{iK|*b#eN>CmI&qi=N_;P~WlJW-thfSa3Zbr3s0zffk7jt1z6 zz>AkJrl)6DY9?@VJA!ET?~eQZJ(U`$oq*6(retO9yojw0XE%}F_0xM+4gk=|PW@ZR zzyO^xZ#4NS?D`n?&{$pFtNVTHGZpTW{{x*`GKsNX0I(*a6dH@2@FsBYpH9m-;CBF! z1nVMTn+O1+jlZ$R<|}}E003xF{F5fcs`lRkfF6GWreAY)_rJ|(v<(CR)Ts@}5y@2s zB1R{Y*6MU;%TgH>H@DSY1%c*ED)7}V)8nIKrBUzi?kc0gIVc&4{rYu<7DJt4MizT= zSD!3R003t2+H=YdCIA2%0sz9AIbR=0Uu%`Lg{LNR?3UaNe11Z}x!#**p6P?}oUm2s zAQb;P=3h$+g#s!Pm>ha)kdlLrk9CAV;em)~d8^CI%a^ZS>uA9L|KI=Vv)YQion75r zUt3c-5}X2H)fvdhz(9f@Mlde$yI~h^`M{r6mJvD_I`tp&6XaU?q!M3qp$Npb|cM- zEhLSn`IOd{clx-oRY~H>zE<%+@YU5PM`KssM-!%zuajQdN7yikR}^QX_Wgy{6*{OyOgx7Rm!pRR+0fa-*u zP#7{7vctlLMl&LtXedSg^~PA+*v2+-8a>iR!~$Cb5|?SXW>eYiaZF-UukV|$NhANr zj_VKMGHekLkuW$?c`sglj^;-Nppr+W`i#e#52>@#;qIQsZXsgHJGW+V@uH!Dr2RKw z{7P8J&R{US#z*&7e#3W~%oK{-E;a6bmKO(U4ePxXNd00gH$?&5yP&mJN4xZJ{`Be7 z+jnXicBwXDP8~3re0Aam1r!YE{OfPO{>Q)ln`Zyd6$w07vGCIu&tJ@@mp3;zs*$Ox z(T=TjtW1i4gCQ_gZDhyAz6qGYhqWDJNNl0Qqm3;9=r`vG6reO<21)^HH*A!!5Ri1^ z_!+A&nxH|K18_9xa_phgE~8i4i@ z32ul@5ExomEak_Bc()i8J5TiCN`UGhz&Brgee(6!I{u|YVOkBetV%5&dUk&P^#7m! z*MI%j)Bpd!(>HG}XKz(GU|2y$5EO-Y`+&mIkQ5OJqSXd<+07aQp#Zfk+sfv_478;H z4PO9|n)(fj0+gW@-h2T-K2%=6S{m)m!{8>gPcb!y4*)V!A2Gn6)glOd;-uFELk0jn zdst+&|B9R|W352~fQ+r>|C;%7f_&4rgKh# zuf|DZwNUaNzRGHFJK-z;hZ;lHiv&i6`+x{+P*<)D7)X*qEG0Xlg{5eNxRjrEWF#>U zTnEVxcXp!!BzMOo-5DTe#ce}G0O{y*2O#}%yGb~DJasbRXD?JSJe^M8e|UF&eG6lDJcI2s`tAS$0EqDyA23C7aqA!e*ry@bbBUxlT>_x8s z#^#o-tQ(t`8Pd~{29smTlT6+}igp58EgRHeP@o`;XgyVz)RXQ17Se~SR5A?GFqGd} zr+GhIXjtGuZnPxQhk86sIDI|Y1y2hQ2B8u8lrr86Azvv^;PU!hc6p(*#(8gzRa*Sv z@zJYSuim_Q^Xm1hqvONv&7Cp8_Rhs-XrM&{Qnr9etG^X)N5fhh+ygZpfDN*qQu0^su))go^zQ2Ns=gQvMk5Wcr3zw+J(c6l-)|%NICB7s%c4E)jt&W4z|>rGwkF!C zpw_Ie^?&hRa0CEAXLSfX#0Wsjy()<(aoR>b+z3Egcll;6cLbnx!ACv?n5*VS%#eI*;!4zTMRn{xRNC3kXoAWQ0p;w{I| zBn=f$&t?b<`3;c2dhVE}HL&wK3u#x~JObG|D9g)86>Hmvr`~o43@|s8hFJ{zE@93# zWfsA1zb%vdEa^Qoibr=*B|=G>GJwvf3FAknuZKBt1tbl9VxJ}~lID=!b5acZ^5Wv` z;#_udkp={UB&f7R4-XHYzj!V?K0X$#1~3ZaY}dn4EhA|_YoUilmCsR<^YZocX);sT zcXdVpW*LBo=DGkV`_1TnsIHVeW&diSGbWx2KII*b66j|>3Q zDM0-v001ltZ=t6I0D}Sm;0pi%Xi&Zj`{aw8?;ikIiNGt$e;&#aU4MquRs;aF!&Wx3 zj;pHDv~wKE#P}IoZAb|g?nZf&L;dZC(7!m%s%;9uBwvS2t3t9gG20=7!5x=n7+}#6 zXCSW(Enl^JuVTh6$}X@skX+1Zt+551br@08op=reXbifO5J;r`UvdvFCnFUbZiWT{ z^uuxnZo^mJ+J9Mpf;j;#nqlVej8TF2wW9_Fu7m{6&d$#Q7SKtilSov$7cXACe)00< zi|3LP-3XP!s+4eF*N$q&02K^0b8huzwA-y3^}K!3VJQHh(ED$*n?9`EJFxKed3gX} z36v@Ty-|QV+}%l_>t!4tkVe(vpepEln^wIf08s4rG^Q5~|Dz=Q&%zQOYW?oZ6$Jn? zG#fC_r)gYyvB(V=PXOSK{_oNI@9Vy3V^c8F4hGTTkVg4+AR&x~-aBI;RTC+lE06K` z;83xDIV&5R8(KPPBr;lr-E6NMh2^W-A_r_QSq=bjXaAyHW2abW28->5``iVnmS6G& zk=BDn2j%8%uY~~(P~IEB9m_DcJFCof^0b<7vEZI5?@Zi$Wrl+?(-^4nsTWD_d>B|8 z4zHutbuHj6TAg@7FJ8R-=yiBJfBjN0Tk@dJ`{A{g90iMm0wjCM-6ZlPx(;8$7CVPa zErMCT&i+Z;P{XQu|I02G2J~J(#o8{qMo@cTW`D5dQztMEnxRbrYCGcH2QLWRE437j zX4(@)`akn}kfD(!`gcDV0MK5~)P2#;a6~`f#x(J$000fxHvr3q*3ACH0LE}Sj}yRD zu|psU`HSjvc`3Hf(368|ur99u)^;Q=i@AIt*MEC!M@oklU{w6}834ovpkxrK9l~rg zf^0$mGtMvgQdoo8eFd@!B{~9trj?6*-kW9XnLmTH7TD${AXiDer?Ck!fLo3^n(F>( z!`oz`*#LmId~`C;N84ZTD69d@WX=NRE3|VKm`3h|%--k{A3N122>Ut5-_9J`^Pd2~J*@QH?s5@jq4&R>E?qVNNCz7pMIHFqn^i zj5k2`2oWBSFI^94lE@#C`S^@XMGuV`?D_a&yWF)&UpqDuLuB?A{_4OvWGi(q?*%M; zt4?_Upg>>0zzqY*{4HevYAwxm<$VBD&6z1K<@F$)w=inq54IW(?d8Sg`_uPp>wnwd z+dYhfZ2O1%5)1m`^DmwsKmX#hPyhJipZxy!svq#jZ@&Ke?|=WhfIu8HaDW{%g$%s+ z36;qJr04Q$1ZN~ZV+lp&9%m`iCtKh;EBl}>AAUHVU3&x|8+uA#=&Q$3TK}uRz+3+# z0NJqmBLK61Sl>JzU|A<#+iyry3sHa!`let_H#DBv*F_4LDdSLCt7Z|++N|pzxCo)9 zZ>@hz$5ZO%F~?U9$=>cx5cl6)Uk^%!(dlxMgn@hBPrK&HN9UjG9Itu)sA zU9Lc;iH9Bm05CNhj^#&McJFQ-3pjh1Pz_)M05G+V#WBd+-y)0iv!y=jBSe}SEP(V?$U{tHROa6X=Bc1wScj(2$r>= z5NsSv2AULe!oXNN`FP${U@)(ij$F^QT62>l)JzZctvX@`n3+t>i2+S8;L{38pXM}n zSu0zYrPrvo!`vZL8EK8#$4;0DBvNP6B=|i(9&B0yhQXY7V*6j5U!0wui4;@^Qc$(E zy(2jO^5sjF4p5T7_V$jowyvGfLO=}H*WSByLBFS#a{)HdAaUQ_yL*_D8{6HBN!nu4hrjezl(WJ#MvW$G0`Tg~R*3vY@p@ zznb9|SndEA8Wp0LT`ybi{r6Z*w0oJb?f?KtzQ2Vro^*^9OvW)EDoKL?ceTWPg< z#)jfyt{i)o5wLo0eh8V-on9EX!p6tVy!^DB4O!c1uiCV^po#y0t>PoS0Z8BMe85;W zoBe(pEIy~r1&~%D)AJy$#oDZgla`-s2vP>P0fDT7gFNz-7U-DZJCSx{dr%84Y)|sO zL5f+w5a>xf6ZyQbSpqja8l)Y-_+ZY}PN$}Z0nRVZ)%2&~Ig&ahh0LEne~}XLx3;#c z3Uy2-)|pKDbS&gwUPYTF7)n!G4iU>PM1@)VV#(gW3_$OKr%wO?UAXx79N`7l4 z$A_-v(u8E_R8L?L!_updvF)0LzYm$|%MDO2=X}$sgyIVUV{jXI6 zph9*MCxKvK`i%|KuIXsK#dO_4*val;@o|%XRNJPN3J2~XUWc;9ni|Kxd5pBvyQh~X z2b&ARBK3I+&>MyaEb=ADMH`3B^V~5JgsGHU^0r-cBYj=_2~C8au6AnaZL-F6_z>yS zjCcyzH*08zq-5_29DlH3rZ|Vr>gRURZIBAi|0CXh0_@=*6SOF zgT%l_1MZABpon(6bUhOQ)APum06>otG(1y;1mThB z`deU45`&WSRG#nlrl`hS67>&kA6fK1*--amasm;pTjny^f(Hu@jB!edO5SELljTlZ z`B~dA0+cm(B4AA>cH|G-#tf9@FZN6VFrkA$b=)nrm-Kg_G5=fvut{*5|b=h zL<0s0F9AW2u*O1WWtpPmz0bMh8Aqbb`zJZYcLmx>r6e1j%zIXPBH0$Inzi@4GldLD zbGsA3r+m`*T4S5 zAAa}EH{X2w?RQEfSYOv^ZAjW^w_$T=$=Jsk(Z7h9T4}$pYN_C^-v1BYfCujflI0L+ zvGw1%U3_S_Z_radHA)s+Lim$Y)=%DqIDG6yp84qNRdaRV%ab{8D(j809J``0H1#N2 zJxW2}%G!a$X8N7YinYZz(fZxk(P0ju@A#&xAAH(5eD1Jhv+^Cz9cy? zl1)5Rg>hasYuh1B5k=YEirBX)7DOd7IE`{a{P4v&uY{JYf4h&8Bo3?AD1c;$%Jy31prXKe#-6~Gzm{E zm8~eM2;Jcp&(^vu3?A+#51@A?7`E?o{*J+&M;2E|F}Y=>0d(GW&={6S3zicYD_D3f5SwIio-!xKyejNjY#E8yjK~>?)CPZ+9bj{vpRV_=7+K)V@L5U_&AYNL&zF zwj>2Gh2U~`2a>#_QYL1fbcnNj`!1uodU z{;9#E$v*=~(A$BIEE!NWQlE{j;%}OCS~}Pmtr3=Xc~65N4DNl;Vx9+}c`Qx8o~I!% zG+loJC27QYol^!JfqA2njbUJpu@(#)6#dBF8tK)e3VFXZ>o6Li)PR$dlb{%Sbfn~+ zAOHAAsu~~|pz(mOzWU`K|M-V@@4mad49UUT8-T^+?DdAk@~>az)|F{ZvM&-ZfG+fv z?*7KZ-N8xr&z>qW^j-;$L;)UvTL0bEn>v{kHY%o|E zqDqMohWP_rh64?QA9k$*PqvQi$7b1QUD3lkos$Tb+(CMO9eo8!g?MsfJrwla-Q88# zUn=7p+naLIkoX??2+tyk$@M4wP2o1nseTNwsIV1-wW~bNreilF?X%qmmi1aY%1atx zW<0q0br$0siOk%{-R9{%BBj3enpKC-qjvQ$n)A*YOV5$>HO0zGg*GNiEa74wDbNzTYxHsnn1c(Z_B zX1#}pk5dNCl}C{-fYus%7-4zu>ZlnS5`_;BloR}HduQt>Kl#zo^XD&Lz541GFMj>2 zum1U8{`B_k+sn&S?ShSz({BgH7GYH6oNR;G5_7bNZxA*gP2ls(5EFU(9!Q6_##A*&0wU7;FWR`JBtnbw~rr%1=JIt3} z{(AZ6YX5N5FR(3`cGLo>U@WTSySTcRNZ^ISfWr}u+1l8Um$3V6cRSSbmA+?+%nVP~R7_(HYI?vtW)Gkg*s<c?nB1mh>a`0{1H;FXETBHTiDs2{)0&Mn` zy&p&K$lds85Pob_wyyezJK za&bkPuV+6wOT7sX`tccS0}i~^bKd*$iEM#{P<`$lnywOVCZju{i|R9>X(1~`s?$Hi_xW9i=%&Qv78?f_oMgS z695tz@2lcF!3^+|Aw8BnIMI1`lNkd%dSXAx<)Q-gzk|Au>aVna#;K{KgPHMWJoFCZ zqo%Q|Jy{zAz&zPXU6PUhV6&ckc<)@TV6ybV>roK+moFxwzjXa&;{0r+813461q<0E zZ<05o4(SCpJ}(~tEMUAXV4h18kQsB&O6o*Q+05dmst-U5Gby1!dRa{}(d$RiG%06a zp?ucH(baUC9twe7U8Nv@J*s^q=MctNhE)tTx2_{9$R(+g3s2{0(qtSK@U7S_NP}Co zbWJuN9*u3JY2qbM7LCbyU{*fPib#Z-l z?HuKa$-CMS+kY<<^i`nMRxxlJ(>xR9KW&n4v7(9eh9(=+6Yw|yJ)4T7-ly};&y_SF zQ|=}87fJjLcmQVr?>LGnxv>SF&M@@4JpJH|)wN!j!uNGZ$Bhn}_Q%ywGw3+>*{v}a zE*4|c!g|n$nJ~72M0kgbmG}KjJ_pd0wMBL@fi_y0R*ssuDc=g89dE=HQFbd~$$53j zFdbTHPy*Ie=hjx^?BT?kGNHCy;0SHX1OQ}lAV7b53iH>)w4j0zft9xkeb(4L;h)67l*a3`p;(f=5IhD)bEHKe)df2=VX4J#+X@~I`PJ*53gF3c+%o5QNcz$~R z?*04YBiZrp?$&3Yf2w-kuiw1>_>-@G@lU__{qO(q_rLw^;_Sp;t!-?E4o>L-liJP% z3n&yt-PZ4YnRliLl~ZE6*AswwvJOW+P`VhfyscPWrc*iphw*_Ma{vrFpJ{CaI6o(q z_>gEjTaP5XPET+6+zeNa(JyrJqm0edgJI_ zGDfH%bDl1R@|nI{&2vJ-;Ef-DpF1ZFW?pkRi(u9+waB}QH^@LREn}w*INYM}H=ql> zsYlL?d;?_A0JgF*Rk(^?zFJ5f&_F|lF zFkZ%7MFBlt)5tOmfa&vq6{2&Ht&?&!48ZEH@CU%I0Pyhri8<#c+Z3Q5ocUFR>?kAI zw+;P6m+pq|?dgi8Q`fj)U1h-L+F69BAIby0)Zdk(6MbTPYjbaJfA`tm&i1xkDlsbp zA=|LxA3(>Jq#@*s)@nu|6KH*#KS{A~g}>3x(y0a)@}B-ZwJAX+F4N3H+-Lse9Hu*^{m0 zxiBcM8_duiy>SIGHw=2`t}Jy3tbYhkwbi?HGPOBnpGZXekP<)uVt%JZ5|$YSuk`Xt z+>;7aWiQ41l@BQIUsHjOU0GysW6%^SOz~z;Jxa?Y;hH|(G!1nu=g@737(E@6Jfq0x_ujkc$3`ul zS}!0?dZaZwmkEWjwc|9HR}LLTxMvAf4rI7ZS#S0`$=g1aZTPXc@l#=t;TXN6ao&t- zW3KHrtPWZI3C0G>P;~J%G7xixL(z&I9pD>ba&vogV@pU^{|n;-YqI3HT5wQV+b9NS zJ-s(Hj=|8(`hbP(Zt&0hgj0ZiJy*=UP^Vt@dN_ucRKw5eg5dq>C}si4%h!nD@$u2l z&fXVa{^;Q7_|-=rz4_?lpZ(L%e*e4Qefzh+zkh#vc{SSF*;O}MnX#VEkZNcQ6Xn8o z4;=UH(+?qiyBh(tNL~i$G8%9P z@$cqpACj4(8x7XEI^_Q89zPt?`}MVIYioOFTX%E0|GQheTXs-^7~cz->b@GlRQYDx zPdX4jcs)3Bx+{^jT%yuxmApRh9TSz>d%bmmKV3(M-Z^?r%V$!*USEwgAx688vietg zb9FI{TAg0zNaGWJkfm@tGkKnDIWxRn^cat#3^r%)XM~mvckPVZA@@AtTT6P<*CS(u z!O}-i0kCVSv_K5{OI2ts5`{t$yKuCNCKO5(FxUk1+I*&%0 zD}x#5D_C2;L&&152auQVO`;J~b}ZAwd6(YETreNU0g_74$?@^?y=VI(1^xSf|LN_rL%B+qdt<8`5#U9y&IblfGR@VYM!f9k2vSZVdp60~Y1_Do=)z z?&>GJ_GC{009c9P1cJ#g0G6MMuuQ{!?wwd7lM)8(Yli|T$foEKLS`YGIAP%lSQx{g z0e%r4qMq2QlHb3(BkzAVXsT@Oh&?SwDKWQAFgtM+yn)Tk=&bb9mIk+-P8GK069JF} zP@Y3Za`r#b3M_fRHe753OB1G1+RO*{JqmGpM@@vpUAaoKk=_Jizfe`k*-iQ?dUk4c zc+}3NNb+>cK4d%0j~j27dQ!4)9|Z;FbJN6ZA#3IzH!oVqT2BFj88fu@0+H%tqk@p~ z0itb0TNfJG-q{J5Kyx%cu(h$3$Zw${aXK&nSUcg;8#1L{(}dk>feO~ZE(V&&_8j)E z)y{S?p++iw zwv{exK(ZCU!#lvPW4``-ZW~MW*K2_HRyfMM`mw#XD#ks`hS7$~MpHXPn*HN-3`u)y3 zj{LCpwP#5@OVhY1Hwra8wjn!qs^|&K^oW}?+XDRAIAcJ^Ot?bExRD8?Gu73_#d=Hu zsH7ko6h(I=g1;-Ckdle@w6h)R-L1vk;Xo4#yrK#demgy3VLUl0g5f}GNo3p&+~3C~ zZy(#%8t<9+MEd>`YggI99r5ZLUI@J(BVZlY=jL3;voe2A&d*NI&tJWIb$D>_+2@~W zNFdto&wu{&ufP80P_{^Y>C7 zzROksSR!-AH_x3E#ChZeJ#(5AK5RI9a90;J>c7O*^D&b8@dz?iIjyc6fX6s!Xbo?d zU&SLJ0`brPB@@gbYaU2P};axRM#cWo$H?(WalT)~{P-+MM?z5okk#|kOwfgUMrpQ85O*M2k_ zi}Ke&p8qnAqQuHv!;wtO$^--Sk-GLt#?rMraW)ttAHxaF2a+1-XGj&(BuV`=ig!Jf zyP6R0g|#C6i0`6dfItt@_`qgRxlumM=B8dlwE?k(LSFG;kn#!)Yz1p7S{g)`*)t_P z-?%3dT|3D88@^5h7~{Sk3CcQ{G=7}QOG7^zh9g>e>Z%BKetv#>a{A)si|5ae)g}Mx zU;QhIguQt2;+Mbt)gS-(&;Rl-U!S~xuM=czJ-{bnr^&u(6WX|(>X?)@j|=p8oHFha z`;ZZ0PK{+)`vBbc$3HC4E({Mm(!rQ4nfxIoW%2T}FN%i@O0LxwG~G2o!E(o^@MeKF zHx=n+;jtF>f_-VgIUlEOL{-=v#Ca6TU+6I6wT#-pn3Y(D28|XsZbInNKLBix8E-Jg zBA6#HF2h6dY3H1LnC;!2g9C~E?aR+mu#CM339s6Gvzx@PmTfsFtv5u{r_AU*VniS(X(OY?-TJ13jd>AQ*G$ zzL{MI@d3D9CyAOa4*MAf& z)TwYp`C_X)0#NP`0Ofi1-36)phq3@>J5A`>O)8fGE%r6J;`q_d9GYkDzkZok02aNX zwLXr;@>icSu36@h@jgd2mT(G`=NMp8rAxdN5q{1tF1+*NF{rLr)cD_5g)ezCf!IJ8 z21BYR#c3Nf$NNu)xkxrlSi}BfS54&2eByG(9!P`5Q9p9Lo*1~Vz4sV8nVkJIsUeni37=)_RI zaI7$_m#yt+@kO9OIWrr(%9aVK!&MZ^vKAIFWIBZ=oUUj&nFNLl+*n#MP9TM!k*o~^ zQW(GO`;?tcXdaLe)7HkBgecAp^>$d-sczlTaYzi<-#>UGK=AVQtK%0x|Hps&`kSwn zJuKNP?|rJ$W&uA@5MEZ!?h@=n1<_!hY`Q~_f+z>tYj`ZSB*6^!nFPF|1ffoa+*kkC z^KM7?$yZ0+btw<#>M~{cj)Vt-$1|#Z?NUz} z&Zs<;U9zY1?h)mKas12}$ak8qYiN|m+DfM900Tnmu$ovwd;8BMm$efhfnwsDgN>*m zRE3HesDP@1iIgDkb4GGHDAOB2ZE*%8X@GkU?^qZX_6Ea)VD^oO3}!~&^Lpgn`(cm? zI)D5A{qy4&`+G_ee(~(t-m6zHKmO#Cpa1-4zxmZ~{`99mUFocG^|sp-h*B@6m6#7_ zPxfSFJK^XtVgRT;XqQDZ$3l7~%a!0Bq+ToxT3^wakMEV-63|^y z_+jdJPxbq3uVVtUf4q&R3Fq8Ikp5c1I;AlN8uQN1{{FsbKgx52tqc=cg*FlNZt;A` zDMvKs`z62(pCWtdaWQtNnoRP}1H*eFZ3w5VJpGE`=Y=q4V);0yz7kT3PZCFx-ybXW zj$H8hBM-=Vmx`;-G+-IZ|6w5cs%QUkeIT^Q zZU8=b1f6UP?>yqd2mt!^lm@+@pTrUi^p%}WJq}@DW$JUaeJ>cS;K>ZN52l&J@`zgh zs9?rT5DSOKNk;Eq6lMT*U0+7igfS+%DN178)o{F~6|01`j1CFH$AB5xQZQ`)m5z$>i0zLNjc4D@`X0D&DS4;p!F8Sco1ONj~MNW=F=bEx>Z@P8 zd-qP~TFSDJ0xJm65WI6dfX3K9F+eF{noGEM6-zCcNdjmu3odY*WwAGKTQiLe&05$hZd{n-e32$hbr>AE zzKDg;l-HXWK6)oggJ6I>ym2o82DhXotbv~`$;zZRG1Y4 zOeg~A5ilXcTu%>=oMkWpw~k~yp{h705Qfg2t4Bi9!;9fX&0Z-2YI3~+mm98?1!)(uAZ{myw~&>FYsE1={b&w2P%6zs|P5Ca7OTVsYF zx)9i61X-|W{twLe&Du@~49Y5k`PSVJE6(I=Q45xvmCHrrA~Y>SORQv^Eel|N##`k5 zjGU_zg(arnDbl~YyZcQ3NR0hU!2@y0v5%YyKMNW$eJ@}<6L*)?L_s!la}H+_B*MI# z2~3#}R;Q5r2H`@{eTv%Z5A?<$=Pm z=yI`sxp76P`MH;8^!)N`Yv9JmF}=^|=|VzyUF&GV#rYuE#@p}Y@P{FQT@~2SsTY!N z_F{Q~LA3@;khC@(%4A&2^fX+ws-5KHKL!5Nb}>%R4Hlv}eWB5vI8o$ZK5^Hfh zO=lPC`g)|Hv@oJ}_2S}Ol%UtIUTMQ$zIgfZ#~=Uf=Ra53;P1ZESixmg*)>Uo+O;$e zIaS8=-U$+%L-cxF#F?owR{$C=-BWD7&jAnM-dT2!s7uL3ctO?9{y}#Yps9vMg{;uu zqA0&801rAM2w;)z#Ee=v?VW8G9Qs57*S0GK2zcle4`2%Wzep#mzugX?%oSn=rg3@- zsv&)Ig_w~3y>qJWb$WIt$JPL%CCl*;-(TU#?d_;llFJyu$ZTkUg=`wT0P~2g=8k1@ z1zm7PgcZ0~cio}5XJORn$2kkyObdfB3n8^Psdrvnrcsf%@5D)dFSYWM(-Xa%o}7vH zlK_DNx^#{HmjUg&1X2$^GQ+BT1oV*kU#?0fT6_$F>^lPgjzO7QXYw z(^F7e<7qmZPEJn+t_66MaP<873z;rN)}fR^z6+XoT)&lbtG35m3Eq^rHFo#OhJ*Ox(xC*$=eC_J8n*OKpX>((esF6IFkmAW98GXYdgr_|K}+;% zcqI{80rJz+)9qb7_I9^-1jcuDa_ZgIt~f*E%G1orBW%>!^T3VkFo_S)Z;TH#VX(p2 z`SMxkzJ7lE^3zX0JqY3hd&-OW-~af3zW(MBjy;0vf_@4x#9K+6yw9WdW=M*yrr zSv+L^>cIKyA~+SP61*Mu0?TO9_F za0gBu|LO#1$l8Ti?AiI*>B))O`KhMPPUD;NvkTc()bsasP464uU@<+30e!)_CqEk? zu;gAtmz{;%r$ZhEKt4Ut5*EyrCDZ~6y}FPo{4LBm9Hj~p#?z}o%@EcC<8yOdy@J6q z8qJ1@HRjA8PrdbtQf}<6&5ULfTn5z=KJYYvwFHPHMS#kB??Ggxeo$(=o*)qpR)WB07P4I z7IGf1?&Z6Ho_{BB-wP27`m<=0F|p+W06ZE1U<-CPr~3ftQvZu-m1wj)Gh10Ns`bRt z;;frr`IiFdpZ~L51MVepV|yHgW$`YsHkGd$z*f#Vkz0aadw%X+sJSD`v0`m|^8PoZ z_Or1TnLm_y#?M;VgM8Rv+b)9U`tY%I=i+Db6OTJMT}^xtp8I&SnYm>qbDa8;C(J7zHI$a zEB|?`1^_yo5?p`)-XZ*-4fEK~YMt+rFldcfBDEQ}OS2UKK9aUwkXn>JZads+uFTcVVBVxh6(hd*ww5No0PYsK4bDXDQ?xF z7GZ$p7Em3MqeGO zjeU9l?e#xi0Z;%B2>|-Uatj1S3)%laNC41Zj41tKK>&b$0YDp>VA`*4<R0kFNw^fxs zOd@~SpjjBy+PFw)>E?}F`zSxp1&06%Pikum@14xcTfiqTjXupu=$FCjVW@X@sWA}6 z``>-{-MhDM-<_OXoS$h<;9Xn?t6lA*kqz0!S^E&^0|4*|0L&hB?QZC4FQDu9=JN!& zg%%GN-u+W_(ah4Z{K6`N3d)Z%;5lb|7V9<4rAO zu7zo0x#hvQV6gAUr3BPEaa!8mf8p)2e2}yJhWrEo0L<`7_@E`d06aVZu=$Mc2mpX` z8JPtE0LNYnOv7J&&>Zmohk1Gf05q7J4~g-_e2?AO0(K@=766pu9R2aJMqAN))B&6& zH%78~E0Uui*FoODh{g1j%J|;1XNL!e&z?P#^3S>g{~_{UA+0g<{$pz%I@XxRJVTc5 zJ^%}!#ehYjuZSD*3QzBi2Wf5k`E<_J^(b)+1cjvTBhOzD;6&d4Wn%k;TE3&Y_T(gc zdJG|uzM#NyFi+N38jK-O%wy(~RV2!_L{QuZ&83?nLJnCuoVpG!vLLd zPLf2Tp{fEOA00kFKHk~chK0rlG#H{T@y;WfvCT1-E|RWLD`yS$NSg1LbB~flM5y(@ zX{#CjZx^>J?yG)SRR9*?|CGCSK%Utf04T2s50s1mfaQnjssR81W{D#J1k2;gD9Y0^ zj}-tsex>4c4D?r6jm@PHjT1}U{i>?G_eo?>ycRhR)?#;C`M$w+cY~&@7Nw z)#eT(ow%9b3Xi5PCG99HpdJljjICfT3|kDYMHmM20RU-${=H-X1@-=)06@<^0)W*3 z0A0c;0NSWPZArVM1OU*WT*q|906KUzyMta2umH|6C60JK_9Uy9qM5J=W>Fe|0ZUaM&^U=&8K)O_UA#1Gl8?uz})}(_w?du??4qaBTpr=||xn5ngQLv#V6s=I?;wad$1cEeE89chisY9$q zRSoQTYXB@>I;fUtX%7 zSK{}Fq6f;M46f2}X5V%0w70UuAPyDvfZUUv@|!vZ(dJDNmW z0w<$)mSp^%XC z)(`4r-nU{9kMR8QzL($sbfJ0b#v%$(IsWbj>G*;8KWI#1dYNt*pl3De2ZPj@8d_&h z>a)3mOYf&C)nG8=lUM=%Phk=|im7z4(USKsk5^uAU5`ZYiLU>i2G8}kBcEVnV=x$4 z05(45kL90QR_b)>HWp|gEFLWbn(uDv{~@yVoo6(;_yRu)_rH7pR`%}QyCm-;>hyKU zp&Tg@*n4M~#Z+n7)&k=P^+TUV01#f-2xZ|xznA^3s-0`toeng4NfS(k1H2y2dmZpG zKj7*z78Jf54jmn$Su`Eq@B(nQG|jDZ4Xq)*=@rw{Y~FF|A{q_m$mFMl4liRg@53zT ze1Pr4&@?SYAYILljt+HMlX7ug`|CK)8A%2<(+yw%#uVf9)}l}keJ)Q1Fl3)0RiO7O z0l2yB{jwndbRGd%6&f#qKpkJx2!KowUgV#uvMOP6e0-$qo2E4k zB4%H_?m5C(V<#EZc-=7ahw#y!RhZ!x^A}09N>D;f=SLbH;k_2QiVi z4qU-b=I+ijh5omM1EOge0PPD^V!g9q7v$M&-!bP3Td}JE0Ll1-X4V2} zwBgQ;VkOa7;W!R|#N^0O=Bt*uV7061{A~h&jnjYu+ulLLxQHY8qygF|K@5ho`irYi zC+hhq%21qVpMXPUi$vCPz z1&C#&91Eb}!ob^&p|xu9_h~HX?6T}ltJY5i03u5OE%9i`6p-l+xF-N8&wT0=qhoa` zKm~?|*{Tu%AgMc_5?zG>5DVx;!q3iD5cv<5Kmw9ki)6;yj+tjrL!KxEw?OL@zEQ!n zrEG8$17K{%IYxEFVHEkfkh;&?Xi5#diYkG%b851b9C`b)Z{rKlLErt!$`W*}fi)Jv z*n{c_&}iB6*}Wo9ANm`(a2B3Tdo>aS~pU7s*oSVDX zh4OvP=E4)WV(8<9s~MraBmMUF&Wjh%4-b!0TCgsFI`K(UMN5<-T9gj-1M@m~Ix6U2 z1GN82VJKP9+67q{h_>`7e)p9yweEVL2)6K6upnqbQ1sq`b_q2 z8A|CoWfXSa&gBN$RF-7}02I;0OMU~(y#M4cpeH#%AoV|1QUb`A1AwgcSy}7oE@D|L zB?AI>dpnT+<^4z@k0t{$)dxm$u4xAt*28@O}8H5GukxLRmBrL2N5)4RH0~jrL;2aW2 zV+n0H3IPBDC7(uz z4(kU1l-IV&PTQ&jfaWoc?%{u!K5exD!2H-~BVRX#u%X+#1VB#DPQ?7FY_+|;rP#kz zKmzk;b3=8$27|TASc9gJe=wVlobCXCIX|%%06;aWF-%0%f*b<07U`Q~ouHvq&_j0b z>HE{OpzkT}&(%fHM66?lAn$|wPw$f7&_T`f2>@i9$HM273C3pBeBQlk(=a~zl4qktXdNqFTpaB2PZZ;;DtZ4Q85sQh<>y80a+9x4I?3xx)Bbl<@BWG1Ay|d#q1hw)|h_KSNrVl2ml5T zJV;fk@9MR|+P2*P-Kh2>=YM@;P+1F`)(aA|co);f#uo`<;O174Xn%#ZWl3y4EseZx z3rpih&W*xWUuwez0HpDMc^L{Jjoheqf#yu_nOzYe;}SlaC_5hwDTrw&@s3{&YX)`z zYYhn4RC~@Mg+V}17d*I8?H!$Q6Q+6EZ}k4Q8;0?8u2t2iqtHAh_}JiC8;qx!9J|Ta zmq8^{B0+1y%BSb2C*#T(!{PDaq0>bp!T_W?AEdDsQ_tTP3y92jW;Q#oJU4X)7nIZE zO`b#?3`|3qfD`XuoAkH81^46m^J7tg{{6rI50X9G5HV8?e5temlI9{M>jGD&^)@Lt={$cLqx%=?_8 zr8$arE5vn`1b?=+1K(e+f3VF!`j3qNyb^H2`hfwn>jcw2Oe}AM5tL@XqhMc>(~ec( z=C8qI`}118qX^A<1f8Ey$oJ&*QiZ)jCSb^SbkXSj?Nb04Kar0l_Ky!K5X3t-k%nM1 zXZw~x7E{tg(un}*pi&*G4Y^@D9`zQ3@JwqAp?9`2G%oDFVJ#Deql;L;tJOXzzWd?G z>Ho=NYq;oS3(K?HMGo_K?T5n#C|{&?^5!069nKXu45`7xt6;;k^NWb3FC?fh(%|OS zhISi}5{pcv(D~$rWDQV8YlJEC#W%rif2$fWCr@^vQV#i$ONL|yBvVc^!b~f&k8|Hf z$*H2{-~Q`=`}J>reR6iH}?rLBL(p&rBk{h#$yF*$%07#yAh05J3NiAOk|&MDUmf^&sW zU|1jy&Dr7q1#jq>`lYLAGz&_Cvi!om^s~bkyT^^KZWiYC9=YJHiS+m3P=P$T!UmA* zA4_8HZf=fU|H@V{u#IS(v4AxI?q3jzFeoG-pnbKS6C!GUo+|MtVL7Q zRk~9<+gq9=cV93-X($_;>#+dEAgsgDdvB}>xtU1hE*FzEeC^#RveW}tMGs9~X~$n* z=y_2gb>N?e@Vf^#-zP@$=WL;klRW3u?`6`!p za&jyTAP)V`_O8Ycx3&ZXtaE`{Ba6LS-Nr$r_v4Bj;el#qkCP2l&z73pym5Zt+%nq9 zF4oT@D;VoJGA3{W>$)c6wO}|B5$MN1{_&O$#BH^$pa0W8{r&CVg%31BDqsLxS$Y_x z@Wc4-jl24id{B{JJOra1K%ck56^QOHzp%jS$4tHVzz0kTKw|`;liA0tcjvopBg})@ zsyhDuuHXBlx0r6N-lys4)mMr3a}{-OuCA|Oi~{~a{$g)$b8~xbBTD@cXtB1f1uS}S zHTfX>BqjKI8d%$K<5KxgMg6Z7s0@{S&(Bk4-*vp%rwbqSLK?FCV0*IZ<_rGCaVGk@ zEa=P1x!O{VX)!J~x3)GkbFj9yv8GpX(rirNs0IkA)DAS6^0Mg}F==9D+r;)sdp#1? z-O$wn0d5pjp0u|G`a*?UvDagr3r*<=s7C=dkTkpzE;hDx3_lrDy$ht%g!CaTn9>JI zXVyuO&^md4ba1$TAUVy$1HUizu;gloXPAK53^Ma4ndSkx=(-Ot8A-yE77cga8&qK( z{RDC88P9suriM43v?-_ATIby5MJV|F>di-=e)7rs=BBo3_u1Zm`yc=9n{WQ~UI21; zZ*zM)Fw+3fnq>OXPsRAU*pofkp#K5x$3Wz#;bK$}U`fG4wmdgHn(M)1y*hUQHp!7e zKCl9HdTjs$`9tTj({p)7gMn3iOJm$JMY)2^Khm*C#^>ZrTgcLI0Q%n=^l=)&gyxyN zlr-{D*DeYC%j-K2`u@THzq$-*zCq4pf{S=t-5>KPM^9G1XV46^C(~gjs+m-#_7C@W z1v>-dY-@LCR}?gP|AAu-I#1GAKuxa(MB?Q-1E8`=k_t3APM_w7!31C|I5iFWK1rnB)uW3Qb4Ex^1B z9Sr(A9C^=!>`@x--d^DLoeej~>^+&h|3O7Ek^ZIkse86))f&p)4a}cV=yxD~#YFVR z0x9gqOiP66&p7Q^oO~tbh3)`MBYoLeoybmdgys5Q=pKH4c_F*JJUa_ciI9LeAY(ay zSO83&_EdbgKN=^9gdlH4Hf&`jCaYk-f~m*PUmPDF3U-R>BZ?1T*D865Dd*fe@BC<_ zXG|ExbTPx1sAAcQe2_4j0mv~&ysj$5m4tjq*P8TnY^S%tW-(cswxKMwj78Tvk}JHUF(qb2YE<#P6R}XC^H5Ub-COPF zXb1Z{d%Mcwh&v7qXP>irhH2#qh5_TQwXOb3Z|_+Io@}h9NoWKJj=VENI>!(qpb>0T zwBXH~*V>N%^dJAD9r%%C=&ekz3!H?P)Q$eWzKWa^qS z+T`k6c~a?P*a$RgR$?`MdH^4gqm@p^CS)3PlS%Otk}2*e2eLYPHqA}9MrN6zLGKPO z*%*8UVbF7hexD|n1%KK9UV7Y=3)~`GGrlH1KS}XmBx$F}oF~Qg7wKYGQP;rx-;xt% zF?N@1Xch)Qd+>=jNwy0eL{sUx@EHZ%39ylC1>MRdtzfkkh73uH8s!MF-RSm<^{=ph z)bkc8gq{W|7sAFB_`aO2CrcD=x*PiakXeY$uW_csgM(u^{zpfmoCyhtP#PAyK1u^m7Y%)-i2xoag7D4k$;XWKjDd@Xj+ z+4 zuC8Cddi@{&(|;bUZOG-f|L_0(&wu=b6oj3t_n+#>ND59e{-lY^^S}rhW^{G(gdR1%T4Zx8oLPVy^y7;#e*ub7Wy~51Iz%+zWtN zC3J8zXKTqL0ElbrXN7=;!LpO_uz)@(LL+QtWtx<_{fX@TdpTR1iozZp$|2j?-P_*W zisF5CT!_<#NBWd)C?CUM=Jx@;ly?Et&^mL`TBbQGQACW5+z$i9vc8uZpby*nPT}2C zc_J5q@f~jA#?#2`tzwnzk5q?Q?L#wY`M~RjiIH~@bXhMClJAkS)WPAwn>TMh|Kjs6 zzWn0jk3T*>Iu_>#s65BHyMeBs5;Dl}6lk&*UwLLBLLikP&qxuGxfvHJ5(ybFvuLY#Ko_o`J5^j(Pz4>EQS zOi5*{UDDDS2L7Gu>0WC0X5H1q)XE>n3LecJT;u}PBBwojc5rljtaK?uN`**t9khFH71~gW?&;bB6KgwdYmIo}n1)zI~ zdHL12`Z54L{aP#;003A*Pxf0~t^)ulaAg5Borv7pKJ^C#0PS+WcUB$&VB1^Tr&|oe zvU*&=T)!wSgVh57R4d!xSakr9CjcuO4Csv#UQgejDM!z_T4|SISpMKp^xUBNqiEKI z=pSDyBv&i#h2}GEK|ZL>+G_yr@BPnBdZ9Po(@zFBkSxUpou||Z74%nCFWLL|Cn9=Z z2HMYsLXxb*r?PtpHpbb28?BQSoCA+Og$~JXp8K$gc3+#cZz>BVO&-5^@%p2WKKc0L z&p!D?TxuP78|#}0%!*O%GkS(1G@#CbA z%{a&S8^X`k@vdQkE!Dr2LK)5$r=DN~FCE3HMQ$sScg#eahah1lg?t@<0t6HM=l|bHE)GQW#)X-S~O5AfgeFVmvUy zOIjx;*BPeqMi=V_D$Aj=)&8^n7cXDzAMB&D=NBR8LGcCWJYWYAryBH#*qOJEh}L2M zmiYQ*nBgAYYWYb5V3mpN0Q&X*3lQLA0szaX1JJ>TW5b`oBN}V#rb^8f8|A^{XFB6C zrS$-HUF-IH9^&BV&YAVCt;79i2m8+?Z6~KEW=sM!L^@rq9%zQyKKx0ZCuird>@k&Jh z?X8WFWHMNz=XE_yY#&ZIWEQZQ*hMyddW6Qb>pQqCvM~T~bOs>90YiGg#6WeZIxvU? zAprmZ~soz&4mkK4q7yGYwiL4bybZx^i~poULmyCj){Bm5<#gpM3n& zpZ+v@{A)UFe*LRoiDPJCs>-N%qP1|IejycEveAin1yhe=9q@!;A1;lbfvsBjr>T@@0mUJnGbz>H%X7Hw#Xo<;zG>1c!b zlxVSn(mK8OG-0G(wfav_75RVr_TBr_pzd-Wq<&&SC?msU*M%oMT(-#%K|~Le;!QBH zwt}sirJd{md;8B`zIp!Hr=NfP$!B8xi*2v$UebhWTq75lKJ*6JV66pkn@$E;wJbpv zt$k`20{~>oN&XPyD?R;~ij*{A&0r8{OV7j#Qad=%Xn?J3%t~-tVCL7slvS9wC5w`L zOp1+Zn_%-8T4I9*Wat^Qu17(7_$o+->HsjXm8}3nLx&r({fLujrjoI#_mAe*0AOAo z$j&ng?5BJi;DSx!55rBpD)bbNmf4zg*a8$)0L$+&Oe{^WG60w{ zvTDltKRsMnF=J4TomNf#Eg1lWbuASDaM6N`=&-8*v&fIb61;zA@+m9=XWBcjEWESR z6UD*}Am0D}vuE;Yl=&Nk`6>$ogKX2TQ?vO$llMSz-vTJ*|1_lmfaXAeHJGF*8}FS= zQAWx3ohA4Gy~6)OI~PiKj#a&UKC`l|wlFpxQPx&+-VI5Y>N$n+rROhReER7pl1_j1 z>Wy?0rRqsTmvVfaqfei@mB%sVAgQufhhPP6P0;{)Mu21Bklq6uR^j|vb zJ#I>0n0aj}Iokjp5&+ne^%EsS3AE@b{NI09K&_;3 zH^~_bGRr3GFJsRXxU8q(Ni}-S+TPuH^U24bfBvNy|B`%BHDADZGN$>41uz~k zsG2>WD>vuZF)|<=KLf=#Il!jbv9*@Hd5|Jo!-e%ep@4cA+3J}t|fgJ4Rr)w2P7 zG}5P2KJU`@@O>~e+;_%ZQ4pFVroc|zvQ$zqT4Uq~njY1G4Kx_oz1?TepC9iZ9;rTn zA`z#;0AgBt7pqrSDJVuXe{H+LphZY(Z2%Ugba(LnOGxV7ucon&KS->)q^J&oau0rb z4id?G-}#}&&{{Ul1?hc{ms|he8vwvk!~f-LYOxmZpp41~1OP|?pr?*a!-0<%03^E$ z0AvBm?!AwD0RY@%gb@?}$9sQqInGXlwR?LzN?elKnreG`>*29C6RR8&sEViQvT)r>sjf)0t9rfJ*==I0O0YD1_1dW zYfx5UAz9DQKK=B|AN@#DiQ>-ymfka(xlu`4PuVYQo>TxD$3iPKTMhuG0w!3%09#wTp$=5gvzL=Pid2vrbRe4#*dL-K@vUB+6cLO^bMxL)L!A^>1eCXWN4Ny;Jt(3sk}nBFh~xUsqQER;Sz z(13t8?c_wo1}{8)kX8#Az&5{-DB>X{D+2&f`_KRY3tvqEwGRaVrp%kM*n$9H#-1X8 zg|GbpzW)H=2>{^10RVuK3r}HB6xj*`0M1zec|-e4q3jO;B(tzIX5@ww@BiEYlKDT_ z4>zYRMgGG*c7QSQA-U5i5s7Pi_-QtC17H>p4FNQmUN;3c7}NlgbzNVNh5|Oy`8++5 zR$|d56i; zO(T@OG+QYE$Xgge16?p5=PIPD5rCao+E%e@%@+pHvypMK zAsK%BKmkDe_~mWkD;oOHufwq^k}h*&&=o=B7$;iDCJ544U?!Q13289Br6F6=Gm8O$ zsaY9bEh*Oyhsp;S)gz?>E5h>p=vdHqI0}^(Rd|Hy+J(@7JgT|isSktM4(pNuKwjqY z1Ay{A=^@bq_t+M&xF7I61^{e+qz?dKHPIsgnA*^Fx=O03H$m;P$fU!ro&! zU16^GFDrC@`gGF(^aB8_EGE^3(7615-GP*CXJO^9D3?(#%li6ysI(e_QZ_9POk#Dj zZyU1Nzw|a9paEy5hNC>yfyQ_}F&K=o6QDxxb;k`^4d;4j6XpKDJ3S5WG~d@Q?~lF} zjJT=*fXhb?kY&|GW5kkw`Re88pMUyN1feQRxtYhjFS(xfLJw6o6N zY|Z51+-}L|Ppoy|V)pr$KRKpwz>_1F^x(aS9m;9m6P(`MwzjJ4APqUGX$!!Pb4aJI zoLFZ1?+Vl$WkXsQISW6V^Wm%=)$VF2yN)&toot1+f+iCHPmi{P**sRp5TmJ{L$&5N zu@%lO1pu?z8HDjL>O7_dA$GjzJz_P$Cx|e`hSpdKmAAk0(4!wn+(N*%M6by9F+2{1K zglMOj)H@-c~7$?eE0J-HaDr(UhaAbE|X z?zHD;k@9nPqF1^8GBN&hd9UmgOrA~8_A~;JewR1N`yZ^Yzj*QT)6YKr_@g)Ser#2x z1W)8DPEE5m%`DS8LF3KTdjJ5N{?)W@!}P6RQ3V6(y_YkW1_Pv?rJP{p)9d`Q6)ppp zC1C)L9YX^7bil1&{(}hrw_!|Ee+i8Y4;tfQnJon@t|g=+Mo`SL9>kK(QKc+As*Lu4 znHOFd0<)4JI8pV%7>EI-?olhznKTxL;Q>$9^v;o9NiSjo9UmPk+H!e$ovu(LS4Zqq z8Gu+YtGlt`Qx2!c3jhE$taA82-=&ud08swPP5@x#M*vWAb`;(*(JKHb@LXB8styMo zyB*on0YG7wrv<@M4Ggxknu;V3YFj?!|+01S)*YUKbP<;hAVlA9n2@Zxg5H;1pQ?5tMuyrHp zh`*Of<6j)xGgaWZR3agrZ;EKO<6_G-tY|WEyDerMH`!oqT}8e=`|PvVuU{*-+*a0; z^uDP@+YZ;8DK>ZL2~BGiZNow|rlRGl$#15SF;P^!fzBh5J$A!5z?R0r zdSNqx4XyS)u?|ir$mSRwz4tEYXkLwCPOv&tMlw|jvlRxKur{ZL-zn9Axp!@%#m118 zZ`5Rj!6UtfMFRq;>o`EPrm7b~I(BP|)u4|ECt zqblY5-uWp^=_xOK)!| zybUkm%m?mUmOr(Atjh)S767n-A;d$FN37WR@cK$TA2EOA|8I%2ysHPCc0l?fF2+34ufXM!070udu

8)IXiv({+;;#ry<$*LV^E!ILzMv$~af} zo+lI2Bpa-+9ldz2*uR)R5|*{rdKoz@#RU^9xGb3D?9I)1LomB&9z$8Lky%4FBLI?< zp@6lW9ii;Kjg62Ja3vSEuH#2$4sJdHfZNwx(s(r=UFc9EZdkj~DCF11uzY9MrPVnR+IvOUiU?hLkH;KGOEq;Ww1&k08ap5bpZgzjkxg^ScLz>{z_h%5+hqQ zCzK@^v(u3cwFOi`TdQb#|G4w(Q4RnexLWw#*#elh{K^1;)=^DT-v7l#V8>ivUg|cv z7o3v)t?iKX8&YI1k+v=_FVXnD*;&vyC$Y^+XH6hNsHf3UJOT-}jvg zvA$Ck(RYFKb8#7xFYB6~Z79C-0Dvn207`<>?Gu9I8P)pw;nCrnk3atCqmShM>(KH( z=E^1`(Xu%ICUWHTpJy%9vfX(i*iIS)WnMa?<#R1pT9mI(=M?eX+76~utoBaSJDDLD zyI7I@A>f2CksHz6d>1oF1OQ~3NP_{e5Y`e1uy&kdO@hn}SRlT#Lw%%0^otq(GKL|; zFHdD6thE||Jvi7`>_u-c;w8&_hYVTCJg8&<^aKC^l(UOh1^}>Z$=+p=S#Zl+JoX1* z^#Q=reERY=WB@<|-lGILr+XH80tVf^_U-_nbUE9^1DHu~ZySiR4QRgwx*p}NZbuvG zmji%~2%hAu0(Awy`Bn@vv}I~Nl>>lLJ-WC&SK6=mFgAGqI(zn&rMR&fG=HqM(fPLk zY*+8UT_Xpx3qxicTXumUz4suiR1wI)(`)El9=|euzx(dHckkbwor>{)rI~c@R(aPh z)_=XZ$3Fr916kHzZ}x?C@35-)17$0c5p=0M!A}c@y47LwTx(ZhY~hdT44^YX{xR2{S33`pwZdv_s8>2 zl`G6nYqk~{-Y8C%)bOuI*Hu+*Z*T2N?0;JhNgOlBV4NTf<^ucu2>iA8r@eg|E>itG z`2;lHNf_kn;`~AxzwaXRN6F36_4kHc!g2IuNYy=PJiYNISv9cF4xYW1)c>oOqP|#b zT|Lr#PeYdJ9I`~FX@Ns^RyNo?^|18LE)vG}G2 zGVd|P$9b~sw_^efIo{{=;pD&em(JCK0QKlvPeZ3BFd)FWwY9AnK^~8Zt0Cj(ka)h! zG;cheVX$@jnqY*elKH^uwu#lgMhdi#3+5&-R$a0v{ zkN;_{-QC}N72N+fV*YHbuaoq8WPz1tacSIHDyT)*K{gac`(~`aJet_7e!XDXe3GeV zu%4~8>l+)}QE%6KuTxT6d$#BB@vhW6E9uRbD&bv{qCh)I!B;qi@ zAU?yUPZ{PrDJh|13apNo(sf+TEMVYPmEe%JqNxub;5|&!S-;767ERpf3ra0;2&J z0|1y98{?hp)@q-we)3Y(cOpRwgrswaV!SwV#uB@7}(BAH07>&LZRA zX9U!gjDI}r|F##BjBO8~Ct?!1b2jK`Qpa1fwY&Y|rTqWbA~tMpZed(L1As-Q^}xys zgaXk908Lf^iTFI{m?U}sVQw@U$4n%EaSqDQNJfipX;6Ui9)OCVDfLtETeGDNDl=qq zab@`j=jrB}e`o+8ZZpxOcXL8*O-h(DiO2u^V<7C6&?s?RsjGs$E5Ft zhyaj_s9{^%`v?Hj^SrX2EY~(&J^+{=6z&fIET7U-zRW6&0AQ&SK%GVarYAkDA^@1b z6am{S04TRE0DzN*dH?$=Q7Zo<=zR`CN&U3w9d{4(4*+H$ zT#lE3#gu+;u&U)SN##e`zTdt5PMle#H4m?bbk2|_7YbNWTln0G&p!1MI&ffm1_1O_ z%jBPpEs1_U7w=!SekE~eVZGr*+%q3c>CdKbMh5_(*DS!(UBs|l->Vz|-0G$!O&C$c`P=}hk(Lz?hFjQlJH7O^cf`zpP zjig+*6U^=$ck1N*8{5c}A=Sc@A8VVsQ0TZGS_|a_KR-U!@T`&=-o85(25{cztcDc; z09-gv0ATqjS7)|Dd02$GHGVek4*<-P0YG*ro&dn|0RT`$&|eJz(6&bm0Me?kbO3;E z0KoL=v6WP1gYiCyj-OowEle1*y&Y>3$>-SE2nn>d68i^LWq^kAHI@$mY;(`^mW#%; zeb$Dh7z=8K5@zS;-@OYdzmofx_>a3D8PX)PFe`0X^aC(tTV+4foH`i#%6wKuCdvMM z^!m-q=P!46b}Bm{32U2s6nT#We&Q71R@9^b05sND3IG6f5Z1cU^U!m%VfOdNZM3p< z7$?X?Z>vfGX*XztZj5RbuQ-#}nxF!kS6c54@WTcGvs0pgW_};Nubodtm*rAxf`(?y zZiJsKPmYf;8s1J`XAYsDxr5_EeI~`yFf>fWK?578cJ!hE9UmP%fALB=47$*L_w9G$ zZj#1UR?W!xVFAF+ckR<)&ibj=_!P==H%YX=rYitwTl0sdWmXyhB;$<+H3QP520Q_P zdjWv5Wb^wd=-_(;05Gu!J49%}l>`7#>m}KM?NZ6;wA(Q4))MA2$c!j}B>$M?*4Bnx zjh*cs5wb(+Oj`wu^w^18iR__w2LSmvnOo4Ut)2i(YG-m>V+mCSz`GD9O9hPIM>~0c zA{`ahuIvnWwDSL+hT|QZ4HmNOTf^YP)5NV&BP|MP2xce$W5}1=n)og7iJ;$4EJc@G&n1+ttc~`-1gnWQ) zSg1;{1bP*{9`{0aQK$bt{!jq`W-8ku5o$xv*1=poCR`Z{OMqb-sH%l7_O~ktp`)t@ zLo$O6M)P_Yu5WG}9vto;9*Ur;)UA_~_o0e;K#ZthXX{WSnpq+MFkNU-0Ez{XIUkGM zKZ~hgOVMmA1^_ry;RSbRY4`^K;^i?-B_Lm$i@89AjOu0dY_pxrgakwB^~ z5dL3AE$H$QfF&NBYP}&1%vd3&G%N%FK!B`ksZ8khaZbk&Xx!bA-hW{IL`v*hRcXQi zGb$hBUfw@|QiOneb*>FXeWL5+oDUw7!lb9cr1lf48C+c_q0bKr0JxZ|jcE5;{h$h^ z8a73%-;}1j(AkB)W7!6GwN4Q_5Vz_N~h*MWgZA($C%^=w*{bYUq?`S(*aPvEi`O? z3y3t+dp{b=MpacQAy_C{0|J*9mnv*>d3ix&)&psCz-hd51nb`0-2s3ttkDaECFfsO zz~bcIegOc|w&a#)cL4w$im#za-5rHg1w1+c(6+(71o=x3jZPU?Ger==S;9UjKoXp{ z1Rvi0AvyIzfc_P)dNmU5IDPL%nwuoTWmp@crMcphp3D0`yHF5pV`FpY|7Y(l+}l`| z;L)z0H8aFX4&%jhnc>IucRz-Y9$%(I0aMHn?bNFUd84c%PwbWBoG-1hB0I9YFgx4T zU0p5BfARi{9ywWA6<0HV24Vu_Er_ExY-z9MegKDpc_+sb`c(ho!UO}92RIjJI_8G@ z(a2-h`GfH}_vlXFurQKsSGD@zx-hgfwbWG!htfEra+Mfh8tx)Nefh-~!b4_khoMK$ z)$1M*6c2*ch3f$-VO&~SmfJEpF-`NDV&MrFJv4@E3=u$krDXGc%5>6GReBqOqqM37 z^TPEfF~I*A;{9K##SdW|%H?urPVzk0h05STN~s@y_`!ivTIyrHy&GeMV_*`Km(RgB z1{m3oudBNHIIkK7oSh$?9_a)$<5|Kat`H$)!Oy*h$kb6o z^gGHuH^6Rpu~tI%3Ah<&nk^<`+dR!tG2nH?`E3C3`WauoAt-O<#y7^>&b>$=_P&1B zY7dE;C9W8fg5~OjmB%zn6kk|ckV1$` zI3(OE03gjkWpn0cW)AoEj}MRXCJFE|h-JY0=5<0GlT(ulS&FzIkm4cK?)9}+g|_rQ z+r=a!P&$xU8>Vl z(`&2iAAR!4?!IbTiW$yGdt=ujsYIj2^LVzG@5-lE{}Vj}CR=30?6l$`04`>6ta;N- zK7Fj#OyA0ke98(BobhaDYe#__P1V)a)gS-#CwU=pWPkee9}f?TnqU=R$IE~C>F=}xtclhYzNi$D4^@+hwM)qRQ z3<1m;mEqjp+M1S4O}+Qtds1vu97HMIzx?$t%7f0$Jm^;qG1Pwh^Q1;)wRm@8$tO`Uegj)@?&*w)IS|*Bh?#zuWM^FONl8_5o zn4O=VD+nWViq3|te0XS>;_V7Y)MiMni+A@#@gJGt^6pa}9K{1wqfhaCjt-BWJlWGj z^$dl=x4eJyWf`yN+bxL|)pQhxIY?vVvp4Y&g8ci%<)!tFjkoUKyR&{rgkaIcC$r4T zVrT+tCbgh!K$h(v>~HVv$YZ!F5g1K(kd`IpCdE{i_>Z=8d2v~i0`<&ptZzZ4s8 zFW^nhFZ_8K69?eK`*^ho7_z!(815k`O`>PFs^36xfnj}1#)1=4d=<}mEdOk2)=b7w z{nhGOM%EyPYzhWOq;u0L0o5v8CL)+kOw7zodvGz__Mhw(odHUNJIGd3xNkoDUzXky zsC|!a{udVWSPBG5MWAs18S`qoOqK}1J=D&v6FDmeB4qU(ZGCpK85W?4}3Z*@h9wK=7BclVwg>>X$?g1fGLckj=61G;yJ(mJ-KzZncpWG};ERg8$|t6!oB(qqg_&csW8+OTG1dDw zYDD9ZUnYm?wOrRK3;^P_ZTF3GFH&Oj)aa0Nna;nEp|reomro84&rVJ<&!(m(XJ!hr zxV%QW{%!z4M8IFP1Pr^=`RIs8MXgRkcSvba4F^1AAl1`fp3uSJ!QPX7dH;H?;E4I7(Dn} z_uqQ!-o0P^^5GZF@1M}EYvew@Q{NpB8b1YyhOrZe6Fj`@3p;Qi8jsN%lb$yP3^&THg5h#fKC1C* zOHYXLvbjj6w=fQHbAlFox!fBm#z`;^z=Sf#Gy0N0CRfG-%rX2Rl1;b$OED)jQg`7h zh!O^PaJYJUO1*SvcXxYxYyZi<2of>oWV|4253jmQ->@X(IJz|es3_)nPGiGOcZbL` z^Gge>Yir9(%X2exQ`6IONX^R7AlY0P0Ao}mWcjm_0;+~*9(&P@)njbgSpd&7#5{x4 zWfvA_m7|a=-RiEHbc_deHrV92svQR!!Whs@fEqM9CIFN?AK>ixSh#UVNu&M!X{nxQz}j$NTwyE_j39D z(#4cQek7;m5YErZ9aFR4Aai#!jhb%GfnJPE573W!Z}q4;-4wK+FXsQb5oF_QUnH!5MR0t=|Ry2M~BORGyuOI7O({YP0k zoatPgojr~D)5z#B1RvH+fUW!DrO`6zp*q#$L+U(gCVc$iN86iQd%HVQfMJZtszz4n zb-{0J_>3ZT;hY_mN;~>e&_pFu>+7q^xlNTN0U>xEqs2Y|#Z3vRz}y_=XKTY^sS!(N zss`sKL4*+AdFP$)e*ZJ&sFW`{JUV#r)z>l4msVCaJz>V1@OC4545O2?eXE^t{nfJ-TnQ2 zRRBL5&;AA=IYw&K@$4*{DmgqV^Hq~(@qR@8_uwcqwMD!+f2wD)&O3SK3IjPQ4@PnA z7^BiWa#H1mpPkgKaj)A!-h?Uzf(vdgEv(GVF35SUs<#v7J6h+IHehY2fM}7dYhOZP z?&Xt?k*12^;^y|2I;V<1qbhgBa2T7FXUcgF!FrGNzm>*02s?Aam*tM>z$mO z?(A$U7bU*m+wZ*lz3+Wr^fu+V{`;f3*8Kc} z2q?ibgO#M-JZG%m>Y=VZs;dXg+!35T#k|F2=uKpk^D6hAo>6sR2@hNk;|<9Ni#szn zzc@FysFD*$*`nwYZ^JcSJVVfKq~8Bb^fhYDkp&NciT!+dCim#c!v_x@Z*8hg9Eg?W z<@HZLxqI*KojZ3n*6*mP>cZlJNIse1*36U&V}b`Yl6X=G%N8WFM-Lx<{qVuVhYue; zdZc40%8=w%G{spyS<$#G7$5#vNFJ; zg(cA^rwwH6ReDeWWdqfdKy^L`Zsg>%4mHyJ{-JyiH;)!$)F#9nIRH)9M~@#@4cy;; z`|Z!Z|Cs>5{=vcj{=fe3>h-89FM-t%Lf&r<0JMY0>8pHfDds^|9X^gT8bda((Lyq5 z_tt1^J37!P%)AYF#wPbS&cAZ|Q#1)`NNtzkwdeytYYeYNnu#~DZ5+`*y~{iZU%QwW zYz*e^fIU4sKa?F5(X337&bcD`uL$B~N&d;)gF9OK5Vt2~;(E%0V2YWYoD>Z&H+Qz= zmmQs)R%$=5b;uv(gXFV;wotgCvx-dXOfAV)7Nye^JXl2DV`NS~D;X6W&q92wx@U$E zBBMwz%8;l8Kp!Ixj&uXd-Uv6hrl71_5N}?2Cv6hV$fN_*&H}(%t+*O5srk7B?iztc z(fjxJ_O`Znwl=qpPmV$s-hc1?_uqa0+u!;2r{Dh8+i$azw;5De71yZ0Jr3(J7lZDR4M5`@#DkJo@_4pAY|7oYt6|xn0xV z82aagb!G70{(+TK*K&fcq7e6xh0NeETH~d#9Kq1`r@Jno#05_Unv0~*12 z@BZ6A{OkvN1z0`%fBx_P^Z4XM(^`tpnwE+Q#8`c51RBxZD>&}0du>OWcu4e9&~;2U zr0A)nur_^&L4<`e>Ih&)2*+_^M0G-4+c=1U9+(U4n@ctEWee`fkI(KSgpztdD z`a&Ri^JPrwme#Qmvfy%;#n&$xKTF~pNTo@f6gU`*LXH@pk1wDtTo4V=a0d27Nk2Um z+iOwkn=8vxUrnCmr)H7nW4)QNc(4L9Gi9}TrB6!PV6U#B#OZ!)k7%6V`uZL@0|`R~ zX=9AX$46V5F8GE5_dDPD_P4(M(MKQMy}MEPLs|Bs)nUdOi%|vi zr+Wv7k2W9w>z|+h0I}M{9IH!iXk@J4PnyG!;Qe2FsR3cAd)PtSNvi6XIjt7~+}XJMt6%;?OQnh! z{_y|)ze1;G6q!)?_UY4HW=51&{k3aE?)}98pxwsn5(8)$cXTzS>0x?rvhEE)r*Cd& zlW?mDvl!c^1jW8gb|Vy^Mvb-uXB(-TiJOfxqb(91l41l^Ab07*q>*D zj@)dA=korgcCuH?{>;qP+L2N-@e%;Q-B6fYWj>G>9>{1LfXh#%EWJhi@NXNEW|^G` z<|y?~j<&Y9#lhI#-ck57_Htvaxt-)IT4mTl(?<3SRkKWSa=HEM8|xeQ?rp5C3jnA{ z!-JF2Vq{^LA4XUM6=RGB%hVNkW-bfa;lY6d;R(_~C~ieemJC@4dTzcYU%bxa_GoK&h59l?{|~ zwDR{6yv!w(O@-adhIOp>r8M++oyq-AP#P;`Sc5KPr5XTeHw6F+mktJ5?YXvg?oAEA zRqyDz%DQDm5lHb*srQO33)T4r`sZpA zAg$4Xk>ITW0L?FU-xKQQ0KmX>!Hc6vaEAk;tttX4VnR{uXeQB^g(9LnC#N9`g~7cp z`epN(!|ylf7yzJ2%d`ovwd)cb6UBz2S5&jf``>x|cvHQ8rG#jV1Dzv)8*>`a7y;|V zLgp$bm8#78o%M~o8|wunT@s%&@+?T^?Byh^YC8&Y#2%q>L{R=y!Uo;&3-Qg69UUHT zZfzEA_$;n1x2{sXlVeTHuMt$^$RrV0HB(c4M(Etc_dnn*w32z zMs94ZfA_oJ`*;8D-~YG&@?U=Q>tBER$;Se~?w*3=C>!RxsV}TbD&KnR{=4tLDc#QtNiUC8A#$k>Df;(?Ajed| zSbvw1xG3hr8vu}UAtR}uCoSf&l+_gi=#f=-MK4coa7TmaSq;FO-qs^Te{sEjTQVd2 zHODL`nH60vVlI55c>l`ksxE&)g6*Pi>WTP2p=@Yj&Ze(5F|>FWdJQJH?1i;{k{m&mJ!}tII8c5&ubR0hbNJnevyD60rBs?oZ=BGuw-_zq`%j1M(f8_no7ddMMB}3WL zsDF1tfCIQBL;;QFW&f|)bpSv!-5cf0M({`8zqVB6cXC*Fb|iSXy}x@P{U63?7~CS@ z6}9*s(H1wgCM`?^m7m_ddr#c)we|I-`9+mycnGN462%y+f?jhN;)}h16gDIX5y=q3 z?Ci8C;}U^-{P^+y?k@Z8^SDiQ%*r|~FALEu&&&ygxY-o|0GiXx0mn>(B`GSvg)ZR! z^r_(Dz8Lv}J>vQN{1?CYxBu?n{`S|u`Q+nIi2U*AY@=;8gqA1@D*Ww=bg9j zZQLty1(a|*JUWbdR5n0zJ$Z~M?Iycq1*zK@2cT*y7F5kc z;P~iJnnm*Snsv_&Eqen1QZC~cu6;CJlq4gg!vT0<^|P${C$a+Jm-thVU2m@eu(B%R zRtEK1DVg?)9(QmTpKyJ3b#7+%_~cYcfPy1LO8P<21*qh14Ye6C$TI~~2x@?LdUn{{ z5=Q47%+q`_rcDAzr(RO$0ASpgL))<{zs2nZ00|bveyy)zq5*kh1pp0&Ing1+@G;~E zExWA%0D27ic|$X7Za%iT)wmZO?)ohN0MrVX7kbe|X3|57Sfg3rq4c z#V47N=%-8opuZyy5AN-oUvi?R`JrP3v8NUOZ+pe8%tG0IRYpc>w(RWeY;Em`gDdAI zG6Gh+OjWN<;1#h2FmwQh=4J|$VYut>0n_u-tE;P0kCFc`@{goNP@U1LschX1*sDNS z{Q)UIS^chX|%y7 z`Zo0BK~_7?l)1Yc8g~W43ogDS5mht&?eBc&cfb4HZ+`c??|$doD=Vv|$6RaMvKp73 z+R{ckbEAdIf`_ zDsqsIR~7b1C{}Xy5;+z7h$P?$ZazE!b2F&m*-!8GuiOBV!B8V>rO?X7E{r7zWGRbL zUj)6Zm(BA+!CFHt~JzL>=1OP^QIcETz6}{mO6`);RTmR7yfB5@<^ZTFw;^*(Z z^NzgZ0hvZUb$SJshj&71LifrXj-cz4y*?PAk3X7b33g>=8jCxK-Cw5N^K#L&!J zU0qX%fuPdDDpL`Y32vDOz-vlEBLsvIPJ;uNN&>ojw=$Gqd!_QUTYKtT%KgI4d;hlv z0N_f$4xr6fzfk}nO923v89H#0Zyo?N3rfPO3hTg-UIE+=s99q-3IJs2Y*O9|{!e3# z;B@Uyn2Gc+{bv;9`= zOTtgi<^~KjE;3~4000A|AZX~2&Xn!L4vK2g?c<~4F#~{NAVAJ{sb;h^Gc#SaaTw&S zT@3)pynG;pP^G+t55>NTk<#P;+0TFSZ+`!8fBd5#uCJ|U9%_)>cV7k=mL176qZB(* zm9xZu)L1}UB@&YQ2Z)3r7wqKp^gQo*a4~_@B0$HXQbGbeG`XYE0H9T3#!6Z=g473! zUj%o_k_z1ka#T(j8*!|gHlTtZO>Jx|%GQN2!_DuMdlg-0RCJ|KiB;jZUXT_F%gXRd zL+h$*ahhUp0u9MtHrn$=G5~0l8-QpQ87)>Nc+6vNX1e^9Y!n&K0ZBru7(l72nCDqV z2Q6*L%8C?O5_A{|21eb-N4rN?Y*pXv*BbzU>-^U10sz_-l{BE$$gVRXcL1FLfEMq7 z*4NtW2mmk<0GOdG+Qj&0_BdrgJ*f}#xD9>ZAAp$0TG_=#CQQ5!=}0Q{E5D;stB}FH z*?cd)Z)e|i6r?!a^TJM#8=4DAhc zsKu7lp_wL;l>3?NqeP(Lb$U;;^&OZtB%E=f!;7I_WIV~WXU?NzUWmzahZzd-+ zF@&ikSwB_)K-Pi4nb|qf|CI!oo}O|K&Gx1PfMEh|UXFg4*~E2Ly?ZoMQ?DQW=tsZ% z?Qg&Tz3)k}2Zm>liv#V2h#lsA08yScWOp`1`ad{65q1?0m#cWD=RCSWSE5jWBh)PM zX6G;eBZb+6loH`F0Dx9X>>2=|iM8BH5zp}hfF@dW zP1pw9o+66$3;>z}Gu&PPkkHeRXlc}uB^_^&MP02N6LNBSwrRcd*j?b z$AwJ;00eAMcChvaLMQ-$vOuL=%(mL7mAnN47+>lm3#tH~Us+ud15J*vJ7nnqU_h7q z*+RvJf2KiYPNZ}$S4;uU?|t^!uYUEb?|%C`v(qz4>vPu_K$eBDzP_eY>>=AbI^5pb zk^3()hQwoHq~^HvxTXpWfT|%W8rIBc0MPEd1X9Cj5O7wAmo$|hJlWY18_G!3^dj7R zb#8rjVoq{6n33T%0|1So*?z{@%S+Ln81))nD#mn4lbV`Y(+-103W^BAF76 z(k_%>d%Y-dNJgcCm2y=3i#*SjFA^O{s-{^MwDNlJDiPb{`G@_z6aWCAV*miO|Hv>Y zy!LHA9RPURqTY;#(S~mV0Jw&?g4YxPv@2bjlzaPq=qAwXKx$IzN}`=Zc*ihw;{A7B zLJbYz6)gHNbQ7g-so7vS?qc(@Yg$Pt4Q6sBMK(A-IFv)=UXXv}{?C-;pD+HAuLNjxP*g zG_|W$9l+D-z!o+x9AJV9S)0>Jy#dh+?pDkid&24)8&9886%@C?-Ax% zsFcN083e`2gUFDDgq(Kcy=l~VGdo4YwK&`g{pPMp73IsFDe$_Y{F2V zwcw3EoDKjw@m7bXjM4rn6LRku$YvyjH4_&$4pzI|5C9mz2+uXM2i;?m4&;4PGXNt2 z0A-h5jd+^}UTzIvqF_yK_I)vx>LR=x_x;ccI~ISVZ(I0M{0FFXFqBvcK9G)I*1 zot>YP6E;y&|7FikZx4-tPDcO$mjeJAbA6!?0BS95IsY<}iv24-t^Q31`%gqxk;i0g zf#I7aGo;tL*Zpg0eTH|z_gGwBTD!9@?_W3F#X<>ZipE}PWCSb(*8`0-aGM`5dxeJ|ZEf%ER5igm>ru-6YV<7a zAV*Qi8)IJ8><%T`r35mnY5?_Go}HULIX!vs=+TqiCuDrK%)ToxVT28&R9Hgaxf!7# zr6!OC?f$@B6t}zvAYC@mtDX);MRu>^0+|CECA+?OYIe2;vJH^K^W}R;2$dy@0?~}9 z1C9ka(e~vrDjpPd0MIeoL1~@9hK>M0+W?RN+Db3C5&%H<1_0a?0Cj;q$hwNV*pS zHQK}&qZABvH&VARiBz1N9_4kn9fRM7mgNZx7RgvUIU&mm#;xc+cMI0f>dLaD8ev|F zdqyK`B^xiy%tv^e>6y?5j0|GUDn1$Hkf{T7aK-#KH#e1OX*S+EwHj|^ipnp_78X?i z5JKn>05|}5W37X^wyJJl-~I8AfAqn7?`bYIIoqx|f6z$h0%h6S>Z&e7bp?C$_)$sC z@0Cmp2oZ^!C&`%d%sd4w9pkm54J<5HxrLl@drP{x+bS%1HQsa7AhJx#!}spreea$3 zBy^=&0C!1J#yo$X{g2la05mZj8jKVV==`bdOkTE`IT+lsGWr4!7ugzFgUKos+v2la z69B-_WQxFIkdRe9}CM~hJ6Y(F1sL+%+^laJ+|(Pw*UYD9k&mK>?W&i#@s5nElG=E zG5c$l3bWk^MidAY{;KB}V-($7zJRIqTj_od^oatzq2QzgfE4}@MxR;-ssPhP zAI;MHpNKI^wp0q0TU(;1KRG!$ih0i(-4?goYp7i}@}i}V(k~*utIqe%#)g{UO5!tw zz-WRrkpvLDFaX}y-~&3MLc$1Ou;XEjkyRPMQ0sxuA{CNQ2`nm!DfCq;`Ax)BUEO88zS7q@(NivIyl$?j6G;>SF7NpU&PA-0Fz?P+|d1=xUwuEz{pq(eWU$RXl;G{j@tUF;8#fi1>4H*p;2dt76A*-vToSiq)WrK z007F-1hq;dSvvrbgQ&c}m;kE(+kH|9#`kMj*ky4fY3`n7^7%w|mkh1`Z14bhLIdCw z0N?=fg3_S+#Y~zza{a&a-S6JrxR-@Mv)B*(qtm(LFJAB2g8S%ytMXjYVC3{~KHk(M z*LAANfDi-#lpN6+Dfgw4?Q!7B%{!@wd`$&$rAxEcfk9IB=(>2c`icm&ytEieg#jX{-c5!KLVNOVlEFyxj z$2<}+@9QFBP_z%|w5opKU>hL|7IT^S=%Fl1o)!OOdRm@hjIkOEb>?|2v=?KXpPG{3&i(uMB>_}mt@6E*1bLHgV&guv)_Mn|3H0-y{p6qj z{Ktbw4^)9IuK3aZ{_gJH;hiI0s`A=Z4z6)!kurznM6V>F&rG`|9pS%$v{tLx7W;o zpYiC=;%g_Jyxu~RyVrW$Qp?2Ghwb#>`{}1D^B_>9DW3Q>DX8>s6 zr6GD=S-b`V0~&^o+DEY*hHj$lOqKw0lig?rVEmF&xY?WoaAkHeU^R23{3ef4-m|Fl zXKMWuqkMmHiwpLDExO_tMQRQhN^?g=3YS?i8ePTqcJ`k;$pFY`bRcAM{R`C}0NQ?q zMGNN7?w)o;QC*lJVBkX27_$MXdA!C*Mp|hhn^;;|zISiq?#71F>I!$3O|OiMWpI~h zJ`n8%qT%c$=VWBVPCz|e4Deh`?C=N!hRSt!2;FHe zifOFrSY-e%Ytapux7tNi*2EtH2dvW62_aLF#m66g`0*znOJYe4q}eC`cz?I8J450d zTGEZdz39{%`QYoXzy9jW66NL+T~TsG&br)Xm{+C10N6AvZa4=3E-Myeo=49ztpIwh zaIO*#iVHk1NQN{H1~l3vr<8&OnRa$gNw9lw-5382jalKrt$ z001)rwQ4>|iGHe-Q~reIF%(g^$`({}c~J`4c$YHw=Y1456sVzjK+J zES@jY%x)JaVz4M^;Lo?dMLLvyt}2VvAmCXL;L<3*V9Q z$S8_>il8q*DgXfY5dZ)h&vP6aNYj)`0`382;>&27>+ihx-iIH5^zM7_smE!9F-VwU z`~V>R7v*5h&P*K~9z6K^!RFSc@^u#D%=GNSVj+?fJWv)Rt|Xg?N(hKKfSKu{?q3x_ zDm&gk*f%z-Uorq_?`mu1Y-O_nR3vyH2-T?mMKv%2I93u)p5{Fe?vNua?_aY*If}WN z8F$ZfmB#eytBEFq`|Sq+?W|Wr=IKNKLKG`0^QR$=TA0I+z_;UUZ5E;$iV|BGm1 zujf*Dl(=|l)6=sdI0l0o^>y0HKvmIVlXVOLhVQ03Ca3hs91wG9yU_f3u)V#b*NPE> zW?%<7nQ=RJRZ_)$VtQKfGu=BS^`qx$HJ_r3oDyTsSU2TEqZZNz0K)_M*8%{o+r3QQ zzsvvyT$Sk8J^u0LP_GoQ={lgE6$NhVE)$pR3^Q}WYZvCIpBn@Z)BEkbuq03iaJ`npwj_;I;q?eQ- znHOA-#{8-PK*m1hOKA|9LIc}dn>xk%D~*<7x>`A2{+g+%EoPp%BFcB~-Ba5;o%cKz z4-hO0WD6`{MqwV20bx>RemvC;>VLO@wvQ&BWwEX>USbT0pY3jhGp0YLM* z8Dn9(-@KGQ(7e3i0)W@A27py(N?8~6E;J6)ruya^V6V`L zlaPe~cgSL-ri$!|9M2~^ssKJbIy^l+XH#pzPQfnBJ)km|)!3Rw(BXCsA*>iJGQy$b zFFMJZDgeZ}nx3t2EXj8EsT&EPYhwmER3Cr(iJBGsU;o$t`{3atdBaDirw1zEe|kPK zJz4o8(TJC?L#dd7Mkk}9&eNRHYOu7lGF_H=^t*8xBfHp14u31_gP(=0WSWTum*sig z<}3s^gChM;i$@^_Dp*)@f#yULn_rmw+u#5G=<5eZB{|9>2l5OuHVaMXmrR>ymHu19 zkD$|Hz3usVPohj&*l`CV4Riw*FsWJ%4<1v_O2RfY?F5?RG&Fz|V+4>RCyUqW8n1km z0t6~pl2X%8fBv)W-NO6-^7GGo1w-q+%p}to0S8S+j1@xhwz?lL=c4Zw1#vdH-37{*(b5Fd7}9`DpinO0#Z_yd+q~zC$Votf)W1{p{>q9Q4iYEwTTP zkB$^2GY4+7>))>}HC8O9Ozife+;?TA2yYkna$K}}077*?2FF%MZEVN?nioy24r8fH zsGeU+>r3}%dv{yS|CI+Q0>f~)S3B16Ega^xWe&e^{u{`7Rg19*s>ay!U|}*7hh$zh zGb>zq(XJ8Jz2RD*s41sa!R5yveG`>6`U-wazrR_4nir`C2f!GM zuZnY`K!Cyla_d_3dX7sC;(`%Zke%krw!|4=F*d4H?t#Sy_C#D14w##r7fyKVt$Wfd z*2VPqrN4jm_1EGAo*tjn^TnHL*w@Uwe;{Ll0kq0hz1Xu1Zh&VCpaZ^ATa zBJ{~34bWgZe2W%6l5`gQE6u=%4SxI(uMRg}HlDer(sFb@YgC(z|dW;NvcaOD^B7FdZ zyBn!{r=sRsotfv-ZLZ>N@_|ZsF1HB1Kz}D3gEt2naBbJ-*<(Z?U}W#~Xs{w=u6s!~ zp}wt8_V&a;7yswr@JIo{RwIs^HX`9Nk2D(Kx+99Wy;9aPio7vdvfIhJZ%#mlV71(L ztoH|9i&o26*`R)WRUBdlvfv(^ohgKOuBoDszf7)w*0t}hX;oNRrV{mPi7$mhi8*RQz~o}K2lmi`w*HBhU`~EB+cm# z5>@))^z2N`9~JAXX@gp7{Pd?k+uPgM%-r7IG~>i<@G#ND9hyAASOeA2*MMGH(<&I< zMZqzKIQLCSSCa`$(c5V0sRsb#0{}1?o6~H#jp~@!Tai6c0_euK-0da}dNApIBhshC zdO&JiJ4J<2Zv)W3wFbh==10d0{~sUg1yI~>CF)pp{IvlE3BwR(#-Lk)OPT}$xP0j` z%Gz)6rr|xaFflWw48^o`G1PMM@uqA`A!&(#G(^l>YK`|FvP|lkQu~p%i7H!lYw=g|5rOZ-Wx|?a~QI2`y zkkyH9aQB_{wU0mkSh}VE_{*Qq6d67^(35al$R-fn@<_gnO99Xdl09SX6UWjJOoi8) zqVAzg9@1zw{(=a1pH>_4Qe+k$XoQ2YE)Pd@wFfd6$K)U$ocGSl2*&Jt@4j2|f>xFn z|M9QSKUY&gy`iCBr|~Ps4GGc>dejYo3;o@b!()pq!LY+T1Q<*>NyIQXo{js<2tsD) zwki)Yt8r9}U@4{*^Nd+0PNv8|sz_1W@^63p+l5NlldXfpy_2JpiDKakfDd-O7&j{& z!@iBxwhw+3URR>>_-#xS(^i)(Bpj=oW9X%405Eia8a%-CweXF7(-TZ=smBhN%0}nY zzaQxJJQme*mB(OaQvOk@UG0|S{f9EzM_`bvHEh8q4J`!Rm|vf1Mp|B9cnl$vDv^d> zA0F&)%Kd+|DLIs6KeMhDOVaZ^Klk#+j>YYx4fZ_%ACNg7ui!UiAgYbOVfa z0tW444D@*_7gOlsyQFUPG4f(rtXyn8S2Lv7%L{yXe7t|CJNUj5EP?=MC&&3k(*%7=)n=SQR<%FA~gFCT@fT{){gfJxlP)z;_Gw{VEbzYvc=)i`+2@F~F#Lj=` zUD-RT*+1OdJ3djQ^+cty|37>0;peuoWR3QzZg6tYNVXg|=jglf@BVU*oA>R_8*Z>< zTe76dITKy=s=LAdfdf*5;eZXRBju{~Xq&!a4oK*UC;C^8jL`u?Mgry7(Tf~rf0U$)BF`h-)UkYN8k4SsHa`2#XGe$o`@099KYMn5brt$G7DYUe z)(hu@g+$R|ZVxabt&jjPi;?xIX3R!rkGri27Lofy8h4i?!7#H~j7TS(P!Z`;w^iCF z(PYN5LI7xzcE~bYP(WlHRWTkNq~2+ytqAe>D_)Jo>zz_l=T}!(B8J&92Xd<*~legytfRVz2oZ_AWV_ngUjme1U^z>v~rAcF_yu|4}JVgSYFCmKK*_UFC>}r`#;CkhXJ8!~j*4IA08dtT&Ae zLojpoW2FYG2K_8X{ex+BuLkdQgwM||F0Ze+>{n|UTy#YkLzf;VjC5jL^jr*Q2;k#I zAUqf)sTTqO4I0BOnRk)+A;DT_Ed@ELXhq=+4ChfqE4F*S%Ija2PQ8-MN2(u3&p8#0 z`rv~P*B@=1o}H_MtE4!EZLwIEL=6II=Sl@wc$PU)z!s`F;vXK6(F*(j%-1?O1gBPKqcwgJ`{uTXcS}pDz4_Q zFo!e?kmP{&iXA<9N~-(t>C->?&L8jZ>?=AAsN0dsMP(w2Y64Oo=U%>2edu z1Oaz-aOF1T96VH+FM#fn08qP+q>669G{{Jk!x(oDaD&lKs8mnjUq?O&)LsN{3YE|p z+aspisy}J>CEU8(RNr?QrL~iuG)hU0J=Z-X1T!qGtMJA3m70%Bc2C*=A+$c{dOfl> z>P~oM=VpwKCyX>#KxupdRhj@b7}+)gmwD=BZIQfxONv|e4-VA*S4K)%_CYzsIo(u~ z7>p(>8#GR622ZFEp0MHI{jaaDsp4c{DlaSm#HnbHBKTOPdZA>DH?~xH&E%0xN zfWfH=e*fv2I{jL`r>PZvy;h&e`@vZwz#2!07q8clprWuI8rlUBX_z(AZ}wN9J?$bKqCpT^yKlAM{AEZ-)xFV={Y51h=6p8 zb7(-?%F?EQI(vpAOAgkOwN8zwKmF8e2EBSd7IjsM)FTnYIfy#SG73%CaCr4TRu31N zXZy|H_znF#OJ98P^{ZE^XUe6QgzAAj=VsLMQW?Q82nI-tBKONHbFEV}o+Q%YTF@m@ z7x03pD&|P*k;Iw8xAf>h>oj}A0e~1#T5i~v9>!1~$J#z(bF*;8M<0Ip=_jB5$shl* zYPJ2~hdlhJp_ega6h*k<;v{XhW^Ts7gQ zQ%QO8iuLRoMfy+0Wm^1>k9zngObGPAp(q7 z#>|z{e=bA7hQ)>QM`ix&Ei%-Tp$efA!jsVITtc_;tr-A}%}z)yu}}Gi5|2Z;@=yVB zg$wkgUZK0ax3|0b=8ZP|>X&5>3r)AKcT^PZW^tX2ipc|pxnlmz&uQ%c$rBZue56WC zWJo0Qt-})&P87NA+guGPB&XIbXs&P|FpPL9Sy=^MuL&jk9BS16=;-3&QtSB?UnT7o zkcFj6pHcixMU@<~>-JpGfCDC`WMLS92sYI}vf=buV;bKsFAXDxAx44$WYt{uGGHK( zt}=y~+EPo#C`V@F@rIU>tEU_0_4SobYB6jGs5oT#!j+aWLaEZ#smHg0Sm%n~d`JRZ zbb2pnT8>zgwVIIBR>X<`taDycij0knuI-arxBw!$GRS$Lt7&3WqXydJSzon{gsyQv zFP|wNCGBI*m{pFo5y{6t8wLz#Hd*RFc_rPPot%mN!ABq4hag~$GKvzUzP_42O8|$-rc>pI2Y!Ysp0OOxF&3b8Fb^!msH%wZYz)PR8UfCRhrU;zQMF?(bu_io_vGv(6q26k zk7emac+lQ0Si-&{0TN8V*t*8}M%oJ^kcC?1*i_%mR!q5}-npJbt-thTDZ#2_Yd)?!C#(@0>-PI0InoRHL2KQVy#J;-=TbBB z-rPKhOj#P?x6BdbH%Ue}npQV?W+S4N#3~9jHy1SO70Nt+_Vc~nJxvtkr6*%0h>>s5 ziqG7?mUF3yUXcT2L9`qSf*rvc%6KLxxZAsHa#w#OtBPrcS%+7zM$H50)uTx6(UT{? z_lKWtZSQIZMip8;d#zw03lA1ayO<_6<%Fef-w@04$M*hiG=j~PP7J>7^_0y$K-ME4 zdM*Td*M{!-6yMeXcYJox90`GBRyhU%iN0rDngg$+-#0|XTrco!W6%F|ZP9}dEK8<_ z8X!=#dxbh60;7s@o11U8wzpJ~M#NC`3q@oG)=K~bSsYaNW{GTOinWaE8;_p6|K9rQ z>YVLK1YrQ@$vz<{&8qc9Z&1yb>cW{CG~8` z?6nqx&=hx-MM6n{50Y@wxCKhN^;7`p!L!&26=r#ql)aU4g#1>S%&_Sx~dS-T*&4u{n9V~(x3g= zpYH8$2VJ0p0~lzJ2eM!@tdvlhd;|NLN|R#rjoSa#vSCWoK zrI;!3BHzeV0mkdz4^pYw`$x%gb$z9gLVtZ7y#IxeWY=(!cK@~386=Cp$0oj+SVg#A zJTT$vLx3yP_0Z_~92~T^Z)baZYjf-L_@s*cTbgdPL8LX?J`I6*d%StqmLqOlE_kN_7E9@pkJ!%uQi0%TIPFve0XxK3VrA5 z`bUy|I+n}}$V@FZYFv-+V%ogHzv#6<%joRQ(=<;Xw=c_2$fuH{JN+Mn?UCVA3~JH$}#zc{b3 z!@x*Yf`SnRe3^`%9r=dLfF?0Y4su2dkq-3q=~GqAT#Y5d&p!V`+gVp|J!TIQ0Wl}= zW|)Uv9|0~)qat18sOY7h4OCdG|2R0wv(_6yYV3k$@xg=p?EEbNfNpnpXED>^e>D;5;F1AM>x_SQgg?OqodFsqZD+f5ATneC z5HXB8dFSftsf3&eX+TU{=0v4Ey=jP{nwm>}WLptbM$+UHzq+M6iz?%cTs&)?ov*Zs zdY9LiyL&t8{+}Ej3A0IsaKQAGyrIw54S;j=uD2Y#|Mj)CbuHE;qSBXA z`rA$_az3H$H7oIvP3rlG!56KKy+T>3{aS~oVgFd-dvIOI@L{sxQ+8gSEsgjk1NVl9wA&|_#9SpbOei*T+s9n}NM=pEYYnQHy0f-*=_E${D9r`1>G?=10MIzSI_T=n0w_IMi ziwGNE`cS}gbg0Qv=bVLATV7g8+FqX366_7bi#Cl5TOrA&Hv!X8m zDk`AOfR%x@vGMqKe&=_#x3-lC^u@=`wbR+h(~u zSV20v=9SDoH66eM1AuSa0?3&6cmSk>3HN&_);*ap(X>ohbVH&h!uW6(ywF%L_dT2o zY1t^MUlctUn{Ff+J0LVYdRAO@lLHD^Bm$@e zR5BoP9c#ajj!!fJuhRbK=clUM%^8qDw{fI*dAPx?mILN8x-ls@OKDHzVNF7Gq3V!? zt6Enz!|M(JT>S#?428AR}fz<^q1<7k_ba zVM#Lq|MHWcym|dv8S4^lATyN}hi2a>($-9Q)mK!%-zzKHAKe%UXh zz7*wVgph}FgC}e#-kI-{C5*qdZ!-Y*>Lx7TXv&sI<1jJf_(;sGS@H|i2t?6;x(wd` zslUFesQ(M|QTV*b0`dU#SyP?DP=tGWgBQ)fkR+%A5S$h#FNWB^_gyPT=g@k6lZ7~N+?(!X+kl$pJvPE2o32&E53M#vhVEvB5n z5O;}eg)talU#bP_*X4z>r_}XVksoaU9e4v$ZwqWN%SCpQia@K9WB~W7SA$8617;sP zp7qr=R1u^;_j{&DBng@27)`xX1OR7=tY_($o;}AYLY&ke4b$y=ItBm;doRqQPYhZL zOjYq-;+|{PZ)J5^A%LzF zW{c_2Am8?Bo$=;q?g4nAz}*4B7zBW6^Z}5r%b%rs*NpkhruU!IdveF?6;pIDQUJ!F z3jZtl=i=DY@%F`ZUb#|7=tWwMQ@obz}x?)5D^^>g+n?-s(qyDSPQ**SZktT zW~<@2%8gVV++3lPI?{hk<+jRjOEMAMF`~`PL?-7&BtVPOh_pVv?Z-~){}7S-{;R7Y z{0~BeAc>hXEIKT?5EbhSu~a$;80=O7G)& z^M(+CJBZw=JKNviUteGU;KL99;1B+AODno|HotuK<;lsZa#4Fdmq6DIMjwVx1Avx` zNnWkH>eekH(=7-=g0Y<|dv>_zxKn#mpqup)zzhL^2Uz@PTG>fDxPUrMX?$yWF$7@A zM&|dmhB%o$IjaSBvBAz3!u{+Ab;2&hulq#JTD+(@@$DqSr)QneRi_C7jo z*I_(`EpmZ7rz?1ZxDkR8b6|$3_pe)Mj$3VNcMxjNlAc&0kq)Z*c~}FI14peU0v02wbn#=Ur8%c zc93sL%iNCR1>rHOH9W%`ub0j>F3(~1tzF#OQhwKak2n70kN#+9^Yz8a`K!%M-C?3d zSGc_L4u&7InU_bFQ<{Cs_d^P=%l~6iLM|uKfGHBT(6I)EH0!zVe?f`}Ak(DU%jm;E zcv9Phnwajb`*z%&uN*K$&RAz*(7z502k*VH)~WX&{cG!-wHEOdS^z{a(Im&db5YU_ zYYYq;8De zLJ40%6RYlU>*_j^*Z8``?9uE*UIhBoD#2*4~4=akHJOnp0kjI`qWcyFqI*<{~Cczr1Dk zO~Qj48i;_I5R%D*paK{f{Db>t($PE^Sb`LmV(qC0H`RACMr={2_D?Uk2$qN{NjL-> z2AsJuV++jmN|rrWXFk@aKXy%6Iv{C;$IaS^Am* zC=)Hc1_UvhX+|XaGEPCiews_~&($Ie$a@}ld!XiVKG0g4l^2!Aa(sSve157OfQc{{ zRUknS5td*Lxy;**2)d<$PHP=NUc7FGx>LeI6PwF`tWUay!Op_9h9xgV+2wCr6Q2!( zRV~XL345=i$nm0BRlR|aKK@jJM~prcZ(hARKfe%>3gHmY)EpC;DKTgnToodsv;Krn z2`J`mG4JMj;nJXB5J?O{0>lvIW0@S55XSA3Zo;~Wx9lk-C3R_fv-PGo?>>0{{a^mo zU-_dy`Od-N{-xfbbZYm!!W3b{!a%;XD9u^m{?4e}xL*QICm^dBP3%XB+VJ0}DdYgS z`MXn<00KIO1i-W%t?td4nKyKQBkuz3blyWAa?|q_Ft=J*akh^;eg$q`qn3{?9G+iXIINgK}C!gbDBAsU)|#`rn==Mbco8o~(0D zE0gt3>_v`_k9YQV_7C3RojCBDi_=QC^#}U`%?2ngNJFMudHz``!R^iwo;( z8;{l>tGIa4a}q=NA{_rVY*mdLey$A*#!24-E$0YJ$w2%i`Wd-3uj;O zP7Vj6F$;4^l>C1RsVrX_;o9%rGqfh7KZt<|_I!02;GSD3$il&vsp7*6vTG${jwM6Q zw~(hq@}E^k01SQhSfoDx_+clMJ+RXRtFsL^f)dr6=QU zVXZBk?KxKvL6g4#B$omhkro#$0c{hlwRN*rsl~qJz8FHEt}ivFqj_DGpH_Y3-}&v| zdHwp0Rs+2H`juv?i;%IfEGbRlMUWXmISm6~($3Q~o@_zsO}8^xq+3t714sa1n*5*c zji~z^TAtJs1AuR}X7W^#cb<3v8G8HphrHpJb^B zjqvAVF1V6Cr{?O2?7zQ-276nKMB=XJMpEMmEt#3%tPS8~VG)2vueZ0f=kFU;wPRlb zRz%)qyiMxET}J~TawHOnw!ZX+pb^8hwMQF|9;u$7D;z+=EG*5d5omta924l)YVU{$ zAQ*sHL=z_J3#ucyv$K1kS@lF<$jK!l-5_c?`~R>2z7biFG5klahKiGksR}_vs(KK# zmkk__BLWHWic*VW%TmRhI)ImFXMSbblI`F)yS5BC#8wBbvwKhZ6Nd+$y>rTB>5-+X znbj?~L*&oKNC=oHoD)6rfOh-reXbBN0CzSe1(Gjn!@_6hXWP3w*15-zO6^o)sVL$; zun3RluAs>iy(zxl#E3D$AuOfv`Q>>mo9QntEI)qocz$VKRY-L)diL!3@xg(pu{T7> z4WwCS_I4uqjd;zNX~Pdog^^e#;&cm~px9oU5p~HxR_-2K#chJY$$78ls&E{z0442p zU-N7S2m4FGmOuIA)6YKp?DebHJ9~SYt}LQe&Az3HPMerE?@w1jixE?2_Ikic3+GT~ z+1~-C?=()KHroB`t}1PUX`aqWn!ZCq--xO%ZYXZxmWhGnXhKpm_KWkYi*qSG73%sg zXoxF>2%SY`NgFPAeHSu7XY>Z70?w2nM!j@O@&X`Y1Tckj8u(vYUUsgh%=OLJZ}gUM zd~nFurEz40yY{x4*tO}AW|q$G7~xh=dVg2^j&2U}0CX0h~tr?e170xGDrzOt@GHO^UY&@Wj; zx0ZebM!`zK@KlPS5`XD0IriyWSy@?LS^33Z{$&FK+2=q1T)ou@y;u;;d~?iuQE+>7 zd}s`7PD8t@DF0L4ZW{D^7lY|}ijs49@g+7Z)A@_53p$~*?d@&NvwZsTC%^tHzy8^G zKKuIBtAF|FPnC%03TLey(6sQN7^+zXP1AIV$$V?GZSDcl6);no2dRf|0emBB+@<*r z!Hj%E#GG#JkRVVaP~Y@5i>_{szrHqPTu+7ngVbH&;_^yVD{uueuecUaL3~l0G>a&; zxFw|4dNm7crdzplq>cZVmjew~BiZVNsr!GhA9}>(2ol=CM>))IF)~*xCfki) ziLw7{&t+-IE-o)Ve)M>KV_k!k&RHXgsf5fhZUc>ThI=F#zfL;_D4(Rrj0TJNvaj+! z2hmQCPxXwm_W)NhB1z*;$s2@7bqX-!3e*@Lpzu^HOMiKFesOueaIJ+b1(AaQ;xh=q zTl@9{jp}h`5^>IfsPta_PQCUtp8o!mr;E$WwmbO+bjkHbU4-QL^k{o$TScCnv)bBL zQvd*%y*}>4TNo(GTO*<)a~+MDJL1@m1KuLSit!ZZT_~tkXE6R#zTe+48``uhB_tGy zq@EDt7bCny|Dwhe;)?PIfXGOwo8c`MX}_yC9ASq zI^C?b3v)`ldhd6C_xH3h@YeSB?%uB6v-CzFY3XkrCKGu#k{i;Hif*AP*TOLS(fZj} zJevNDbNS1&4*;fY@?fGj1|9D{zM-v?VQ@o!fdHhSe!ujp{U2l>g~=95{hZgfTFL>k z1z9^3T|v{^&2sY1^E-(+TTMGFJ7OY6ScC}9^)x88yu1P!Rjt|F+SIm@8YwcCK#+E1 z3mI9-3f#8(p#H_-VrYoLkZaDyi|4X$1X?Nheyy4G1C<2VO7dYpn?h zIRF+1f?Dq0dq<*Y#$BmJlo3&}se}DJWl$ZR9IdUd+4(s$Q`VSz%KP8h-PzjO)TCKa z6e^!T-Bk>`{GHD}d->wU>Dh^XZiA%lya7b`!Px>B z*N91s)aE1djTp1w>9#M?8A-Jg^9{EtIiK#Kd`7BVzHfWNO<|(Qj1Jla$;x=kmNIyU z7gzl&@!o)nA}suxZ*|U*r4-($hLS4UMta0B3{83wz$8l!v$alxQpyG`ibAU}H7~3z zc5TQ6HEW~y?@fEVb3(fjbRSjch{SkiwJ@FwON%P@ujB-ExroTK7m;bI5CEX)kXZx6 z?6p4fJ*Oh#0|h8bmrcDi5lfq`kSH{L4S@Zf~>asve0jv$u`R&&^m! z6F8@*CzePlK$>oKMQ_Dfa%9r@u^5{EH7q%$8RU@xy0n*j2m6n9w?F>mli&HR-_~m2 z-Q7K{yHGtYOHOw+^S!z-nu<%4+p4^~b)seN37sz2c+lj-te9O~UCr{e@3;Yj5maw6 zxdhO|m9s#tn+ie%dsll^qpaXvp6}a-0>DUWcx?N1rhcKy!5grh3z=V)r&Nt_>l`ZY z9~NYY@(e??W(J_;;sT)6>;))(SJYStTKKD7Ki75l)WdlF`t_GDzS`T{XYXV5kt!yB ztE-~@vH@ht*xFGxb*EuKNS}#k7GYSsxU{T&zSR5IHe-g{r0PZNlRMdYnB6v>+3$-S--RkkP$HKd|gh&>NHK+I13QbZazNXhl99L(z`V#ruE*DI1}!Qd;CD?0%#ZU=FW(f~F^ z!}h{RjDjlgW1Xeq@&o` z-~a!<`wxHd*MIf$#aBVY{=*L+t!)&pH{i#k1psL7DeAHGqHrK+EJ0`G=H{k0mB^$l zeYwk_;tl`+H@_lYl-_oJp(Ozqp%GkJG7DKm6kuUsxMc6W2&!}d#x7cK_rii9I-QhK zls=d#ik>1XWhpA`EWOup(0#~W-|P_>pf)_}k|!{;_!#e3|6lJ3g)2bF%uGxQ0Ggbu z=5OU19F8ipKnw@P8x~nwU0Kzr3Ji9)0Lwr$zju@cdU<{6Vz$DFO zI^JncFVX@4wDgYTfdGJcAOMhI>9+ttZp`nY%>c6v0I0+NE#5f*ko*;??V3gb zXomkiv)(9`8qQbO0D3|AM`Qn?`&SX;d4{s*56UP2!-s;mEJ7OoI~uv66#!_ihLjHgYU!1bqhMJdHGL3W z3vt#3?|)q-e;z3X$Xd!_>02gOo}~4SfJWsV8rKsMU$Rhd+! zMyCi#*rJ&nmBcjWyQmq-qtgDm?JfhL262T8YO(W+>K<69TcFt*yhb93+Pr9N^Dn>ptH1s0?|uJ!s;aJt^yzyaXc(0Y zn0=dq$o#=LOzNyHVglso=yUrAX7=j(uWF`pZC!m*&9|IrXO*%X5;V~5 zLA`%u!|+NSEH1o&z_9MO?;8>4?EFH=r8(!QS^@97Kh3mTb0R05G$8exBLG@uW+ zx4!;J=iTYWsRGXZ{XG%U(FT%ifsAo;rM16~yAnZr8 zn?4q9o2t6g{sLw|}AfDkb$$8Cs41ohC9eIYq1`#U?AOt19q!a(eoD^UbT* zug;H;O-u|o#2w{+sgmsBNv(bwH}Xlymn$dNI;GA<%{sfdu>5FkT_1Dv^Co@{HKG=b z<8jOLja{NtN0zUt#Fk>u{j#q?$Nj@Y)u}u=IZ_%zh4+fW7>PEZ002!kKu5i5fZT(- zW8m9DZX6XD^nKPVJZ#t3!2{!-v6Pt(x1NCfS4FChLIh&wG;&4Z3>hg|g@9hXe5vkU z$ea~(%Wi2FxTsQ_?5h0#^Upv3JSbEi&dsUkw641K8vVUu3)ZD6zYSaFsBIjWD5mV zaqM~(Eg4}Q0j)nE(7LL_ZfyK!@ml}{=EYZEUB*_yNK6GtqP5JXRb)999kfKSROer_ zTpAm)mTa$At{Iv)fo+7}^9Lo$C^GGVe!yK1p0M_E)c}NNnfH93w zWY$hF(0MI90qFWd$J^?aTVm$1gOBM^fU>JZNfJJaXDd;}_xlE6S?|q-XsNmg8q6c- zYKKgytbR2Qd_fR&8_ipxp^wluz6ey*e{Tdp^jaS2CSqQ{*?j)|`QG*xhuwy;WPnzY zkMVTMdJY00Lv?EMO%_lN3g;SPP#Z|6gNfWRY6@5>eaeP9uyvJTEfW zsA9wtk+aT{WoDIfQttJEdjGroCr3wR|EenXEeZk>nlhqxugQK(t9_B1xnSVkP=GR- zDT7q9R^5VL=+;^kE;PQyZ6^Z2_*5cNXwjO;Cm~x3Ylv6fKK)VWjsjFoH#p}e3#woW z_ky$Q>wo^~PyWyU{XgIR?)S6|d}HI$haY^nw!C5qM!ZNq=7oTs4soy03KJ#& zyn6MuYE21?p>gqlx!c)?zK+=%c>_?`GFax)>j?@a0oVP&)Ms(F7wdE##qWs>quTc2 z|4~a8fTV?5mTavHB>~GzMbD`el}eN({$Gy8;PiEkpt% z++=s5u@O-J{Jt3gGuCcBUNMk%?3Xm;P2%Xp8343b0h)~QHT}SAHgwfud0bZNt^i;? zAHd82fNUbTH3N(3vs9ZpxYXfDbR|m*+)!E^F(jfJTJD*Q9rLk<`*{CDQBorDzON#Q z7eTO3mL}>uQhI zV<8||!~jGjFc3TdtOk_n{aL)Lm5jkoU^HdgCI}_QJ9eblV?A*v?BHcVQ0SYt}MXOnB+h2}dt$NbO?+it2*i=Dr@-!HxQ*3t5ks+KJluDA}>R_D6v8m{C- zjST51JtzPePNRw#mb`Dw5^ElubGC5S>5~95L;%DsQQiI5pJ zinpI^Jk~o_Y-+x(xu>G&C3wS%GoTyZ<+K72G63=2i~@jGr~X~nt0BFeb}=!!NmkGp%?h*u029F3JhvyS z0M5Q+lIzwjP$K}_b3yz^Eo1#cy8lYBwmqACSF$!b!e$}>FoH8ogshWiZMZ9!WnWt&Xt}R)VULavF3!%_C!tS6 zmg3!9jg3f^vbuA4LrmrUTY$31kL+`^jBNj%t41cBessTL+KQ$Tn;Geay`Y|-B?qK2 zl$HPhxS9E2BP^UJV_AAF2v!MtX11;f5MXYOtgT;O(t`TlIn!@*XZJ7u@~{5ufB7%} z{LlaFtW}Z9k3RZP_sy4{ne+elegME&>vYi&VeQDF!dyGs+o=uk=;RNk&;SUdPnO9h z66r}7p)$DNXJ%A7o???TTP@wK0l=6*WB#INufWjzzOz_Zh|0zD^BSvGR+7%vDoZA{ zwG)^X4u&*XSgDl*QCe-RCH>dx8(38QoaWuO3jok8$(Fq4K)1p~LWP7LI>5fgg*&ST7088_~Da@$~KcP-1*Xt7#w|NB~~ z=b3`{zo@q;z-1VokhkCyzO*6kr-j3u&;)Xz9PI?#>?k@SDkzltHoT&+CNtTEZ{3IH%j z8^P*}RP0=VL3&#sa_3x6Rd|J*#(>6XP}h{!KRV7D#kYY6=o){;%QrG5Ax z(eiy%U?2<$zAuq8BK_+t<(ex707wCVCIW~M&5jdU5;KgOyA}pJJURKBzx~_)^q>CY z_rCW%U;0l!{X`$ji_3wa((gkI&}ur5_x~YMX;108p)rNctv4@Te6_#7pAYsP008;T z#Fq(%0q60x(j)POK$0=Fp0wUzRXN7uc1R zRlNc)uddDl1}GB-82rjiF|eh1QHn^S(~?>&_*T<#12TsSsKWF>%fdXg^8SaSEg&&! ziBXA^V_AQ+vAVXV(C*diuXlEK44ZgbNumL02LQ53R|B6;ZmVcu<6Gk|4Cr>7UyG3& z&`flwO_ApVV9Euem_Y!LfBkjwhc>f)s+xAx^)pkqb z*8EOKp+01nCBF)c+&)o6m^u5lk+h(!*ianFeQ#it8=(bN%AQpDA8Q>9r3lNQ@BM)2 zZ*bQleLxJFhb?i-QP|OS_WDqFO?5vvHXawfLNmNS`^nE=zj~oLbilycMD-nB(4^+v zH|z#|zfSP4`+vhNU=7)tKfXiiNKmbUR6GvtH}1fGQ@7w3so!$ahXpcAsZ zx~B4cdP`QmP3c2lR`HTXIs3fR1^|t#N^DUi-`}ZO>s)~rf!^^q4-mnE07C@)&q0fgOe)!2JAFnR2 zFthHaun^Fii6J91XsGU72n80-YIt4c|G)nFYh_~Od2=HUe+Txzv;+Wh%e6!XR3lD^ zs8g=eKpKn}5d z%Q9;|$_x|$02l+<@|5CaL{4?0HDRo^Vjz-%;%^u~!mTw8kT#rnGiq@pP!%5}B1=@V zXOYF_P;*5fy+^!y^-8lmhK#cggLOW$yE?q}x3QM>pYeFcxkK#%K>Mo&d28<=bx)e_ z!q7Sv-960i4gd%+MmsTX9e3Bsu2L6B^hz)iODuX{FadS3H8M22qXhgJ~{$rD!ZVT7l`y?;c$0f z(b)gS#@gztI=;?X42!zm0{~Rcb}qoKNa$o(v>ENy!QR2v*7m{PzMj%_d5|SFX$ubt1-(NVuso3n~%h!GkH z^r@j8|4=3d08%-8KxQu$*3G#Xw6qBYWF42bTx63?K$H-n4EjkCh$^~y=nz)2RDEY{ zVfB)*pph{*OsDVY`PJnQ|M4IH(|`WYfAJUp_xSMeqmMq;;J=C#_73(m z&tqf30s%Sw9iA=jmK_c|fL6Zg=w+GO%m@VQT1<2DgM9$h+Gb?|x}o$;1ptgedNRDB zQve_aUAfqpzRu<>1AuJpvl0RkQ{URJ{?ekrKpKBP#Y@yc0@Lqnwdkb=!Niva#;NlE zvKFc>=v|!Dn(Iq6daD-zjH?iyfaE7tHSPSoy3~&ztqb$(H*d7%``+%RFFo0UiUOcf zLoT=ILFG11dE$+C`LYK7qpn_x{Yyogy*~h`2AC+F!?ZKF z_Cf3OVE;h*)`tg2>c`~z0J7Amg>8BJk+gx3Kd#=%z*zF$yTWP7_}bc9U}$ZqJ=UfN z`dnXA9HeZALgTE*hev}hNCL@nrrg>WY?lwr_zZPP!u;N(u;rYlx}qGA4ORd~1Z^4v z#jhdHr+jsY84L&zxzPz->)blO4mAPSszC{3)Zt5QN}K8VX?Xwphe!YL{U7|7|N3A5 z=5PMy;Na-}_ul*EU;HIaObMg(C5xn#-d!>PBWDLElwLTiAkZ`K?(V*L@j_cq_>_i1 zCjh|Q7XUQX{WAto6@+NaUPLIIL1Qgh5Rkh`4iN<&>{+?buxwC8e|QEi2+O2s2KuEavP%yKwf*Y z%Oe>6t;+2uWNwT;iG2LOY8|jHKr2hDp%L|VkOW0grkZ!wisUH^bb0shET)P0oJ_4B z!6x6~Zvnu}0)VEW(+og|0HC#f3joGU;_fm4W5hVCvMBV+$o{`L_fe=jh5t2x8Wl*b70T`zrLF4kAY#;IIX*t# z-_?@eU47$yIY8n_r)*LHkdF@ak0lwK3_r<{vVB&Q>mMI_vefBU*Jf@$_y)a&Ia@gG z#B_9Ytjzcu2_pmP2mp+6Q6p#M11`r6m8UcY?tQZL9D)X4mwnE(JeBUHcRa;1cJ zp;`zE21H5`aV`+tExBAkg6!2|c(>YdyAh3zTwh+R8PMWFNSA5AMf=xkO|UP^8r5#r zRoGcLEp66DMqLplh^q@5wTxM^14s}qoa4!F$2Lb?XJdnu&K%~)r3jk&U05qMYjsO7SbM^p0_VH#C06@3y5@T{} z1@Qez&A7#_5i^nHbiZfOu#-}CRg&5;!`fnDAxf9eYlyP2wthB218)+|?t?7`5;7S8 zNY3u^qQ=zUTU}dKxT0l+UwrZGaQ{F`U&VR_l}~EgCvZ{Y{$v}CTXOW0Y7nPR&0`5h zWafKw8t~qDw4nrF15+_%V1{$rjUr$)06=3Us8^j5nON0knfdHI1pYP7da%E*{w1fz zClt2{JDxPC=rUAlE|RnRpu%c3?efa9y8atag6pr*epTZRO>ot1vM#{{5IM4?*QQ9Z z&$Ra@=U^oJ=L5sNR3PI+&|KK^qA%4^0Ay`KQn4VQuz(S1Sb(L(#ebAZyAEazW7t>{<3+r{~MBUcOQO&*f!Kkr{K(3gE5) z0EY5?X`|$t23!>M(6lPxN-KjsVy37lT%xRzZi6c*<5r-3dddhu2v7Fx1Ba$`MX|KB zqG%bgXXh8%sJp7s(&y{}fF^5=Q%SHP=R)m-f@-Imb40e;`f})>T6n4UF*OfDnq36| zFyhr^Cm6~GXKHo^}Gn>78} z*#`jae{qTc;8ypl`%38UG62x6v-VIGcX}29K)WN54gmn^>%;&cZ&k)pS`z*+iMmkq zU?x>UO|Eh2OAQ`t$V&;Z2GGS@!~gR!lk3P@vQ=oi7XEJtlC_1QpuD$ei5YUWf_jr0 zQC9Z9`jpD)eD>^fEiP2m(t%hy;@7xd4Bg_wsCk0~ydA-txYdl3mu(4El7a!F_r8_I zB?SO6r|-mzTK>iQU^E?5jAeaF{;mWA#qNI(sa3N032UeP$)<0p^bd+$9xaD_cV@h0VDB>pOMtcn&33xs5a`ZtQ=a!qKn z3jyMD@^ufl{TB@84+{Y6Y%jD0a7B^0UAIHr=I2e|F9WQmhG@*}%fK~1S10dOanQ-- zMRYL{<(md{hS33}MovJ+?@hlfkB*O@eg5;m`P;wwi@*A-&!0UPk@s}|Y-}h%^<|)L zi*WOZS^xmit*MeE;UQ#AujgVVdVgzc>*dRr3QYsp!+6b(wx^F;y4MD{Ybyy10dQ36 zK)Nnosr8K*=WH(t0}%#iQ*z@9P?mabajQZmf>b0ih%k%34|OvOi$+8zh;EJbzk}da z$0Y&zK$%5SZM_S(k2$sZLN5hN%yMH|)Hy*^|GavK(J^d{o`9UDaWt+7k5(-;9nrL; z<^f=^v%9mo`TFea6d>0th%kooga+1?Hr`(A4q0@M@IP9F|Mg`Cyz}V*Q2-qQfcB7} zy8~==P#$NntIJ1B5p_*Gl@d-9W;~?cb@(?dNtgVhR_; zG@rcpSYMUH@WmI;wft8_?yF)6OIb^#d6#I2d!p&yphj(K+)Xo8IQO2ck4V@gCc)XW zD+&$bY5aR}ak(gpO#T6(P7$E6HK8rWU+`)W$#i^E6yfA}&w4-8(Et9P(teIqT`>Oj zbTFeYcMRE>s}aUvya>2dezBV?7M7Ql?*HV;MzWRF6?HDF10O`?5<|cT6C%Uwt(SJ_N0u0hsz0ASqL2uT*HAXxUH z=3Xm4^%_=AkTMg>eo)~o`C3F07{%EB7^AE@N5MRoC#Pp$ym;}WAOGm@|NifO^y43I z?Q9o?wxZiuSzgg2G~Se43X8x@0stCTUm3_cH6upB&6}-FE!0u{AIU^9v=BMQm}p1- zxufv^II=rxIiNC}DLp?|Mx?NzuwkGYWg&yPU`Hn>U@&&yhIx`KCRQH%AaSOYxw)Qp z?>;^{(#5$sbW?JUTvX>csi~FkQ*s$iBU&so>`2ix?t?V zieVAm$OePj;FeQZr+ikWS813_J5uj#?GYh5v)s(yxT)SfVjzBl7a)*FXE&Pc^tGrBAvK!`Ci`mqUsh@c4fue13kmueP^; zd~#AMlUQnp($3JZu`8$OR&o8+$=5sT+M{4f`O#M;{3vnEk^@opCXzOg)Q~#a5PLHa zrNS!)D9bV{akKycEu$W6&_X2`NE5bdgGR8a3GkqSbF3-uq;i1+?oa*2xLnus1$u^eflY|({SjKaFdZLo&Uw!rB zpMUa`?|=XMKmPHLzWnm5c9)v_;@4Wzy}vye@qQAL{mHQIUe zuVpxsxBT(oXp*J;fy5qRr4NPap=iblp!q#jW@F}-7yv-`#lCkbLQCXBo#VZD6LHpo z)bhEP<}G~G=*f-bsG(*+^d?S34pE`1g|z~q#V2`SBFTA>UXdl`4{^UeeSXdnLXzJUtR*#WwHwQ=vrr14ktM>(cE^Ty3_ znQ=os2|67cNjZ|*Ct3QE``i!W|NTJzVS`?xZ_X92sB+x~Z@F|b&8cyDVzRrkhykQ7 zy3gzZqdAGS_4TlVTc`fbix)3V1#`RtliQJRBn7C!?X?L`%PWjPxM9T z=J5?a;Iia0c21a|TaGr@o3BJ>KpicDx%;wl@$5zB&sn7X?`t5r49?<>FH@J7RHiyu zQi9lumilUANTnQKZl2h8abn80TZO>$6@}uG_t*$9K z$hm5_6s@8Tef@g93cTiem@xxdtLM(1tlR)21gqf~#e(8RGigsh{D2{3i4AM@s_&P1 z5uZVWJ}pFq#a~{YpBx_U%`fRPXk7s!T_FI%s8s!A$27KV7vPxJ7A8?M=wFpODRy>t zHC6fa>C^9g=d-p*a-AFcHIIJ&smIwGKn?C5G!k^ z$0w0ok@iV3us0Q2c5MbI9rTtR$2jb~a|Ii4idAPIJbqD<;WSqhr8i^7EW(H->5hyTt#ejf`sVfK zLDqZiz-0VY(8OPISN`Vs<_}0qocDYb4u_Syr33!-gQpsmNS(qY{W|VcONv_kcKU~$ zEn+VM)ng-Vqw)0prx1u?@v^(K!_0=Oq|yV`{>m+d7X&e)tJBHxiM6|7GDR>ApeU>{ zKwIkZjRiBWqoU7S8^DT4k|hO5?{1oBQy{8&Qtf&78^7@zo10pczWMz5^Ri#coLEa` z8NQ$Uqjw^lI%(~dv`^Gvnr^O$OrIt+>(&VWw_G%CF*m)l1)xg^B_pm*f%(?PfGFu| z{H4t~6`5f1&UK-sj~VCCleKCS>xyWR3JpgF$YJ?bS%$nrB1r#c5=1a*Q{gRYgY{lS zETF`a5dBxy96?>)*PCzD(P5UT``K79yO0+YeKJ4;+5zGiP-fyuMhF}#Df`0gdWEv9 zRqK9fVUa*A9NnnQTj)l!iqx$2Wng&k?e6UFA7~PQS%zS@)E9)wB!Fbx2d;4Hj;?EP zdgJke3LFVy@QgvDd2?vc%6)7DtZsq!MP6E5Qmv4nfhZzP#&@R%j2u}u0wY`rz+YV{ zA7>#@-wH&3ZebqQHbjAj)llOGiDj~lUjk1@W19X6s8LEFvRXwyiG>UbaYeMcrG@L--~R32efQmWj~_o#X5d_VLq(7*|A9zSv(_Y_7%7l(9DRdunI$CjwX>y6h>pFMs4?78A&0FtM&Cy-d) zs*T<+UV`bpN?ddpp>7BqjPR9}wx9nsJyz8UBN)WYmXgB+%u{8gE}3ee)dNA^|7Po5 zAvbB}goy()E>8ZDd3!}JTxj<7wrP>(&z{2*07toSqXw|?vp;x4wqIGjqIAM}`P_^c z+&CELDlX&Nvgo>=hTi|l8*S<406VgiP|eG(sUPdTz3Vrx zD@D^%;G(W0pR!UTfyubEToBTBBkcW-x6J|W-@EtW?>=mAZ8rp=cN>HB@Y&()lHDn? zdbdeYY7$6Jt`U@$oOAbl;AzFdl~sz?ziRXFL3FYf>C z-~7$DfBJTPeO)kHEW4DtQn%qMS)N%+j$^F@uUj#g`gR=TK(M}2& zSNCIsdUV8Y8yAs>u@|+~VL(!>QEpvJ>27$&?xo@t z2EzyiXyg+QyzwwK*`{pAK9oFirIu1OKVG^k^~wnjm62NvzOQ)k@e$Mg@kh z%eSzx0Su8JslW$ih)hl8NE$w<7vUM%1&YPm;-N$>j~% zsT*n6Fcc_3e`Gs^^v79Gq|(^A({Li|khMrtCT~VLyVevT*4^817|8B;T1%B{z$>)Z zE$ScxKQ_YsC-($Yh}8piwrTUYQUkAAl*A89TrL{X@zS+KjaPZU3(wbReB^#AOi0l>I@ z1^~dPzUU(lnCu3yfGuEP6G(2{f02k;?-}XI&xtL(dQs(u=T_S8Ern{y{fl(| zXD==e;E4GHpx@3N@B`Do07{3cl%P#R%}Q_Gye%H|>$h(tWG?B??TxnvSptybrJOq% zKo4mg3jjFay|bMh*$ngAZLqwZ=sQ)F#Be07uJFI;*+wvG28UaJ-!P#DAUmTZTQ{`v zLFECemHi8Gt6#lR7b)6!h!F>c@u5+!0geR#ilU7t7dmY9{Vu9pJU8IHB~Mw8G9RPN3v(}9(U`&PW-e#XM_I%` z|5I^XtwmP!lVoNlN|MypfB*gWwdb$oyqe7Wtxy&Q0QTtt0LdU`zY2|SfA}Eruc+%F z4QQ#82_|y~eC{of$25r*jV{HYNDa)iEUP?R@2}G<$tb~s?(TOlVzFl^WQ*B1P*q7g zO512VH&O8U$|&UT#Q;FD16yQdRO~W1$*61Pypux#C54nCLXi};PcbuXH0~%>XJdl; z<2^Aj%^`8XmI?r-GuZ~t1Ax9Cksr@C05IAAHUI#J0|1tPoDBeg-mtTq0hqEal<#HQ zkQ1SAe}%B*Q|cdRn}3OEqx9&x^IiWY2TX$p?Zt)KKGxTNa15hyl%6nW zw_ejhn3;}ZRg#)FZe722BUu0X`y++_Up{}vy|C<)8EBM^&D_%E9j%Q`@}laW;B(Es zQg)|&5UrzSvIWw`<_K@d`xy~{oudY4r5EcLc(FSiTZ=zGFs#Iwp?_Xjd>uaw> zQ_21x2y*f?M@hvD2do%k6dC6}2q~#ZR#QcQF?s4TO605~Dvt``fS?<)?0y}w(bzkq z4KLO~TR!(Mi5Q}nDTa~fKw8X%dQxNVj$$JKV4A`uI6OR(-Sf1_4kiKfnLiJ2t(&O6 z&yt~kNi)nQm@zAgqu(pyVz6tp1RT6>&(HPYc7Xn)%VwuZ>&ffaP5A%Wlc!r78~c$_ zX@&9W0l>Txvy4ZqqCBV=Jc7G*Q?el-5M-6wE)p_NEly((J53KHvn&z$2qWs0swgIL7kli(Q&zT2+v{Tmr9WkFxRsg9xA+3a!EV-993l1;ECJO@q95!p(gP7eu zM#9sTYw9O+TbSz2>(|epJ(E&a2G=ByYztLFRMRubV_wyCr2-rTo6EhsP*03uaX`>8 z{2-?+8~SGeFv_?=`B%0x1^|ZkIRgNm1a*%iG$EYu3F+tVb0gA5TUy?~_ybWJ>21Gs zh5s}8C(EDvp;{q8sf}4202K3rCk$@xbQoHpm}}}TD_>LT+V6k-{?}iB`LMNR=J3i3 ziG$-a7dRv^hQ>-`n-yq$EQJ%fys<#U>dN+ytC2|#D_5mhty6bQKFBZDj#$R z8=VPgjf|YMNhzs%(qUWMA~wI%Y@9(h9OE9s;x*p~-~66n&K7_%0^T-ibs0RReve*Y zY6f8H;i2@?opIY{ZYRl*WspUp%yNfCVAlT{7BfIm(j*w`Ml_#DIn<#!D3V>C&d!y& zM^GK9o7TU-{4Q~-=)(VIM94QCAi0GLhz!sy`1y4r(QjMTuH^8Tm)iOKD@U=zuvSd4zdQz#x7&x%%6 zWhVXjw)2--|L)bsu&}gJ$1GI9ZhGjs>$0^ER8?78+qeS#EI}w8kO>0)Q~)-_1BL z$4d>_0U=DV<7gFV(WeC;?EPcj`yU>=nMY6zb#W?w|Lr$vEPmM8D*y8wI0DWd02s9E z8lJau@MV-w7mSFykyF@Qn z2whgk&yw&tXQd--Oov@Z%Q8hee@=meRegk%oQ)aavZGkT;2c~0%}Mlc9tbC}001b4g#o|< zr4gs-Ne*G%asTWm0sv>s+Xn1&1^_l008AtKmzx|*j^gv6zVsiTw9P$zKeVFAqFjdp zt`SC>qmrk2sp0=Lqzvzc{|z|mgu^+60fU!zUP3>eRm|u4K$+Dq8q(G4*KXZz!vE@w z`ooVu{`T`PA2zqGT0u&L5tunV90{=;9RBb38g?rnAp5wPUp))`n*->1{{+~nUZPRM zl=m;8c6qTmKnwOZ1ouO)5$9Yg%mHoC-2Ggmn^B3YrC_S^)NAW&iv7a?TTmSbeq3%e z^2i>0DQ_ghQzdqm;*pAUa*X3P9ttZBJ6Edat0tuyE=fKH;ck;{;bbp~(lWV>UTOwp z7z6B>VeNfUxmT&>Ep=0(Sci15gdF7H%;DHwLU5Fzb-tjJ*n<mp&OZ>^&L)umb?H z*}<@8#GWqBl~&0>TjBE;PuJI8s-2#%Bf;SI`aTvIwZj9hyTX`z!}B^o$rRvm;Zy=u%!Ti0q+>hV?XF$sBIXz#537tUsLkD zi!{Z*?-j3#2-7e_RW;$<)l2Hzt`w;k(y;*(YiE75`F4q}mlKl5A#P%j0OVfZx_#^V zjq7`L{rjUwKYstcykG_u6-NRidd^!u((ZTIVE_OqtWY>)4tGPgKBd87==*v3FXT!x znko3*bSAiRMVS)-dlB5LJC#hpfKdg5GEK~B8Nsk$RZSy+mPC*uYB7JFKYgaa>iex7 zBOP!DFi=^=l47WY8IGeBR51FIPaq>^GoUh0iz>wz|0GAV^2%Nkbm8BFm z@JU96doDj{-m5_A>zEW-&3prS%2r4V5jjlHL27FZz;l|L=JP0ao)%uttMAiW8p|ygHX8TJ`+-OUWx`xYcfg-3l?m z0X$%fS+X00fhRFq#SYnm!iR<>2poMb0KofRn+*&n%KtI5&kq1-*k=y_Z216SVCZ}C zFr0y_3BZBe&0YZyg{kVgwp^|XROg!&dG*4@+^-QOK0XlupaifFtFrANB*vD{eqJ3? zi^#2i6$M{=z5c^bKmPvPuRCJ@S1Vpso!X4?fSOh~yhq}hFBNsb4V~Xv@WR|-Gk^N| zPnpU6AhYf#Ma)sdUs3-hZw;W{Yo54s*{RAwbL5LZQv=?HyUv z0fXTbX(1RYWMre|OCB|{GLJV8K!=kYn6Dk|WiN;UTX%ZzDPVX<&6AyQl$_3inkWU& z4kD(5dPC0j#U`!rw&vv#%{`gf=GNxZr_Ub!{+qhhD!|aakNXs_;PV3jgIAPWn@0KN z?{{S%0O&q$s;b%|ei%qD%&#C>79zc&A~q@s5MXYK0k*g2H4hfBFvCf41~BJFRaH{T zQ~?xGDCc7?SQr3c6aX;)^&TmXNPs!RbWv1REt4Fc#1&qxy;7-_suW}iP96jCECm2e z5C4~2ViEwbGXMa}e?2=HfFqiUm$J#v7642?pwAotOiI!nv+vPiJydDn^wz*-kjp(e zB!@f1f#x$hid=uW|4sNm0|3BUiOD7@o7w*k&tv|Km8f~K+4F>t5};9TA^2f)gQaxV zv+JaE#LZi`4KL8f9mTDf z56gA0DmxCzzN<|#vtM+0>P*}yb9<_Tbp%NV((D{f&@djTt$mv zHs5V_^rYmoh!#OBSZ#T|3@6_yNercxix(P8Rn>iJ>~B+_ufcr1IP&C*U>hf;(2f8V z96MXvVl~L8={!^n`(iJ||C#=AQO4YiCL@YVPg&%QT9q=#1Nm9&%@@N!kHwFnWIveQ z(`yq;rFH+GmdC(lEygmsfGNs9_xlL>HX{o=r4grp@#6V!qW(X7`hIh}lNj%Ox0&t+ZJ+LncDKj!i({e5Tib6MH zUTtO--2w@LlhOZK;7Xu;QqIib+HtgQsOwBlI2V%Pfm<%8EnW_cJc~YsXeR66xhDA1 zWi>Uwo>E$Swf^ME6N!=K5^flyms!ODX6^8HU>O_wV14N0aj+jk8T0-Ztbi@$ZYLRn zl$~_*;KftNIC#K7PWLva+UE%Xa8?TyaL99*ymC$F>3|wE;6yG2$s_L*l1DyS?l<== z>SGFT?7SBPNFk~j`(NgMF1Kpex+k0Qe*hQ;QAwXK3Y{zO!@wag%efyC+HvlSUa*m9 zQ277$t@EoF*WbMT`PW|_|Ndx4MOyBts+nJop;wD+1{ORZv*P`u@7uBX#Rc7tsjUGq z^XyVe;=U_8Aq;TtTt(VmdnS?3vnLD)zXSQm0Z{}7fI)Ai@x}Y6aeH$|)oJppq><04 zkrMjkSLVa^iN!6LOn;kt!;+pFg`$fWwUM98MdJg+;rmIkob_6OkvW_h0z8eHkf--M z@1+IwUfs>g{QrcmVZkqi86skjwI1^ob9ky+lGeG(;q35hzu$sm!2Sgml&D`ooCGr) zfr3Yz-jSRh`i%A*&8_QDjf%W~v47O}mkcCF&nCK$g# zO>>jH+XY$HoG2AFG$0QQr|g1G1r7T-NyTS}yI)$pBoSxHUpFbNCr{NFxUOqYsl&cF zpde(v#@C03@ez3*n_?i$hZmu6mWF}Kr4ii$oSf4JoR(whlkaVwRNvTi@ya#e)4Tqd z8W^OZ&ptaVTrOhDu}=l)lg0N>>~l>{6ikoewW!9PILlo`blRqd~gGCWtgVgPZ_%iI)$MKJ0bXsG|9{-}CPr^^7gmLY|wpm5!TS}EM#eN>nJ~i?hq4I9teiWq6QcNi z$`BJ6a_ns&16s5V-8vDFX5t~qVcL*wZPj&MGO!1W|D1eanC0xD_%14&uWQ!KAEea< z(zkoUAW~FniH~;|7hi*;uLs7xovFY{c2wo&!S1soTb}G@b*&ne*N+~F`}12v{f`=+ zG$!mTTrL1$VY0+Qy%I6qyFZrV9mfCwTfXIP>;?lstAXz+CFDAy*1AQT-CP+qpdAr7 zM+Ad)7Se4qx1I}vgJCi_U~Fx|#_{p7e+be{k2$+tF$0~Ti!OJH1 zn8k_da!!|&=fVo4vgzmp%j^}n7y!6>CIGS%uEzD3CWAkz~Bs^jcgr$Dnc-Q?X#Mp>rvNr zR^`{QfO*QdO|EQkpW$9&jscUyPMF%U)20J}6Dh^R0ph)-5m_fn^ZxzLn>Xt!{B4^4 zzIwH{`@zhC1WdvtO9TM4p5O0qc$tYqj68kcSbQ_$tX1&dhYx!n#0RpPsY(j7w4AY= z`|75V89llCJ^(P*<{#~22wZ4McQZw=m5r?HQ2({9t0m#4Qb*)~w1}aXE?p8h(T&6}uq&1I<*oB^=lbe%OgGcE%F z6iHM=+sR9EK*Eq!Rgtuq002;28PJRoB$K-!kSC}{MHSB-p8+V1LWh3gDFJ|jd1x9l zE)eUwmgGxBja)m@sy?Di27t!K3}o?ae9|8cJ4*c50G@&tM=q%EC4S-Xl&W?@)>5R^ zL~Ue$et-1p~PKi53hif%g8qJW;O~ z)^W!emRl~?yL;72l}RrdL6vh0Zwy|j>YU9uba$@Jo-BZvtfMiwD+zb`(yBt~+wZqu zzj>_^8qj#cgpCEPq+;1A&uQ~HFH?m?suCPIRE2I;zzG2W5Ho#GH=t$^ymIOC&FeQS zuU@`-sU$$t7&s**#LKpIwg7-nYm#V%BU%PW-}AHqfQ(}^ZIJ$z;ZpzroG1XeI{Hb@ zeg>fUSiONW3joHZ-QqoYF_Bx@r+P2-W0I2>4Kj9H>CeWgDnv`tfpZGMtgbfE|CGF{ zkP=E=>7Z{H(zF(`!0@Tz^FsiTk_(S$`@Vl);s498)?dr}|K-P@bmRtDyBvc=VaK{V z`c@!;8x9cB8%mI(Z#g<2^O0^dMen#*uXrWR8%6)+>w_JI5mSm=#B7^0HBmhgf$1>HjoeiSYc~3usDA< zh6z(=Vvbx%kriw)qp2^u4I-tS2A|Iwqz8X``JS!gm(aJ0q(v`-uW z&=}pKu1NUZd-uNn=IbxN{Nl#V8*Rg^6?h^zi?|OZk0$JP$G1ES;3i{jyC0g#0*3dz2j_$#@PS>fX#p* zgBsod<|gf|dtQ&dF1(nF(;dwJnFIiaa~_-zXnFTTM<8OSx+}cj`Jg`5FJ8Th2pu1g z3ZaV}t~$O%003~R?}~{<9S*~kT(IW~>eB`Q6RT4oTOI(IE{APP$;J{_gUdD$)Ok=yD`mxVetUw#&mZL8Ypu*we5;EjZ&4|ogf?- zExaj`f0_Oe(Xk-l?sAGQw(ldQDiNAhu>!MxKeZvv?1V}II0OJdfgMJRHUhib5`wG_ z(AXUg+#DH4%SuDJ{AQfc@o18-pfOcf9|OdDIOh;OGcSGfybaU3aE~f|Ri6I%@e_sr zU$3u=`O^_A;APz?muX!8Yzd9t3i(H-`1+l@cmMDgfARI#-`u`^ORSjljWtB`W__y? z9qo%*07Jn8%XfKwf5R$aMKOV*W=bxPS1=&oFUU?Q!OU&!Kp+NtCFa(fSrZK-q7H+} zjlOu{9LzR0HZ>Sg7V)!^0VruSnQNr>map>a(Oe_%k^^PKpc$uy|49M|Y(*o%CK9bV z5?bJ%(xp|AvaeNXMg10^K7ZOI0rYG~I<-rK&Jm^mpg>?~8 z6@#i-URl>2|EFbdi0@eX8~F%j2QtEnVMzd>?DBy2up8H}-MxG7(&a1f-o5?t#~(xi zYV_~jt%AXgGa3}iA!6vt6c2TO;QvqnP<%X}1wF}N(A(PFOINQ*F6<=D3dhhMK4VC?_ufGIMKh=}-^DzX4hByaQi z=b9pNlrzIaeNccAQB&p}tK49yR+=}8I#i0MaArh|Pw#TrIHe3gaRE4M2^TpLu-oE+ z+%k-vPm#Pz*|&fLHkFkztnt8f0AS+)VEW=ydSqlmmwOi+Fi;glZ{NHYKkc{Qet-J( z>DxDN^zkjT?vs!31V4%nglYUA0P^0x`ueLcAAY42qI=3DlZ&mbwszs-s=UlB=tR!T z2xHkUFAj(RiJT)6W*xP>UQKcxo_>Z=7E$_|6!4^hQ4aw& zokE{hZi=!2PXAgIuj@bnfU?OBy7NZO_iY3Dx{g^*YiPh-+-;HCRfx5c8Y=|) zL?5m)<2T{r003rgU<8fsu7)hP@7%d{=N4e17Jv8Mw~`gFqqdb~4hx!2Ax zN=R;OwBG;P`u5g#=|^DJ`IKe{7Cm#xcREjiUW*E#h` zfSg_T@ry#vE&+_gHrZps=#UAGDM>Rh_eW@>b;QcC7!KZ7~;#rWX|g5{%Fk1s zNpd*KA3veC0G#fXS+VguV%Y$ooVq^)fHKei=>mXhJTnY_ISu0=q%>7ei)^=?J(Zw! z?Eh?SRJF;xYGb_EDlxm4i27I@ZxG*J4gi34{q0jqVqxC9cTc_9H#axF|Ni?QzW+|) zMoX1d)hyl&n^h_FW7fs%H_X-yPv)~%On@$KNVCm_hUonNfJ5i$^5si1dFt~C$U#PO zWS);z0O!W|4s332Y0FuA^>S--lQh7=S;%^gPu|2I)f1qq z%EmK(00qkuy)uUu08r;y1PL~$Wm_jCqAtPnV}6|F1Av|`5K5MV!8&RI0a=5zcbl95 zqXzOum%qRP2Ex(JP2B(-)z*@*%G(qwX@@7=rKGJkF>m$}z=;iA#u8Y!u^WJU(kXx6;8 z<+-D6@f;*U90-zZIW~7g?8<~0Nr#_nY$f0CfkJwp2mt!eAcGlwQYAc;TTp8@X^81h zb*wX-jSN7)7?mC6sp$iFvAHg79h6&Qm<2NgojY{E_Jw|mO#%SDGlBU!vYgG+YJBC| z6^SZsZf*bm=#hAC47T+NKCRYj?iN3(*m=2EF%1ALYQTvCfT_nYg%$aU06raKdYKgr zLiX5tb=}!)0RS-8cnF6~81%NTTeoiAxqYju($ifSW2Avaq*%nsSfR4BifdWx^GhXQ^U= znxQIO5dzrJ>?O;eKGt$Eh32&Q27pp!XAH9DuB?gizE?sZWUYi$>vYdhsdo;?f#)R1 z18%W$;JpFkk=rSNNqDhA=1y~KI6B5M^<&JpL~ej$0}(@$yscEOkQ`==QLkcT&SWb9fPjlnuLTQ$l8W!% zzKNjGJh_>VT=^-s{D56X{G?S?5<1gRUtmvWNWExBfBP!{sjrq4hx<<4U;l(Y6|+=d z=j{^ki>sHeH1dp420$b?NnLqMF6HZ?0gVpz=kU+BdS^JROC6S!EPKLD8STzbhz z{nG>h#W3kDu(U~rJfH&*7lmJ;0c_? z_8tAJg}!yq_v!u`nB)p)9Pz|ml3%qTbdmq1ZOrjH-%20zj*QV>9d#5U+ipcF^JMydtbq&`$+tP z^H&39EC2usLya^5Qong{U-X{`^4mOl2F!-kOK-4lE$Z6B9J&ZqE({O|@G8j{7ieSj zRYIrFlPQLMUJoObE+PZo1U^(^v{EHQ%1(TSUI3oQiE_VoEO(ft=Uw} zI-3oCP#eKd1OV7AZ$TPTlLwJiNih*1GXhHm`Mib!%Y8$QiO%8>0A!mJw;=TAS1(<> zeC3L!hv3um=g-#GUkl9ZsEkIURPm#=g&R=;)BCSacWQA!aAFC@VF&T~dlx4L0I*~L zFw(ovuy_Vw2><{nstnh!N|I_qfxu{>fbP&(h!G~$#|LFi=6H*YD1C-?Eiix=O1 z`|a<){i=hvlu)g}oyGzH#)`f2hbT1DvQkY+)q%7iHP{t*lGM5{-(U0}ZPIX%Jg_4& z0G}2LDkaS4+EUk=e7*ig%!;>f-cpwdFgVIZM~sQbFQor-vRgc8Nq$wUDy8O{rKR3^Z>f(7M-`?42h(LABV^rACmVk2x@y5xdK+s6b@<4UlFs$Wz>_wen zWf%!r$zt_ct{G7gQ}wes@4;i>k;{%+yg=sqUa#Cd|FN$4r>+~Be-ARtfJOI~@*CAM{J|GrD0!$G%3z#Nkibf(IT~BD zfTL;@C^b{Xm`}mbGAW*<4Hnl$5a!T^T2i#gB_nmfuu|!3rA5vaKn-$KH1BYs%ZQp5 zRdSsT!Zx>eq^2c&lR10ryq)2pqKwna02J5@b5ARcRaNt#A5}s!4CXTPXl%SCRzEd6 zAAvfcrCL#wb0e}M^VMq#LtWF=QC#Nb%a=NPQaDInl@qr>?0=g3i#(3mun+J-G;Z19 ze?a5lPchWiUKRi-koEM1@~5z;fTaO|d4Kn`430@RJ|^7GJn#k^v*}kIzhEX#FTZ$Bi0u2z-{S>^B6=0HAXj3y86(qva#)GNN1RNQ-EO`$}6Gr}%%BLy}~< zk$u9IgJA*y7)Mlq24){a5isfNi^Y5M=1rA;{`B)t-+%j^c*aIzWd&7bFfux~1L#TN z%>_Sz{O#rbMUi{Js3=15-i+PGn`436ixfyx?O+ZQ7JNGhCBcEI;W`qAl~yvxj4IT7 z@#5th2`M(N6?-8Y8d#)0I6d@x+5n)>=rwm#D-GYe-OA79<0pw}0Kof=foVvVdD|p6 zRV1;wU3yc&aMDb@vZ>`UW|;qNcBvQ<^6r$lkXyMUAimr1()Cmw!CA_V*^!n3gc0ab ze#YcJXxxucyzeKHgQ#czm7Mp7+&wjZR%3aNMIC#sT-f%`wj@xVKYuEd_rLaPZR_2J zkW9&SnFEJvJeN^oy_2H;#c=Qf1I!UuQk5k3|K-Dn_ZsrgDgd^IOfTm^$`uy0nw=Y* z>+j|8dGe@3tqgYG?@pN~6SmAU4pVT8y8a;B-36ecmy2yV7T^(m`SYoFcX@5JnanB) zKVQ@(RxyC6Ky}vvW=hZ!2aV+!$|bf!AT(pDQtSLnNnk~qK&e_O%l$b0YP27G|C5Xo zK~c^}QHmn~@ekGQQI|uU%*RijuD^cm?mD)7AC;Plr8eR?BIr2|`VKr8zg;Kl>ac zO4+{5EP}hO15)?NKiT^?Yvljs+g`fVh+3wE)@Jqg6N_0t5&#%xZcs|D#=19e-WC9m zx2JIUKmPGgzy11~3Kvi%Z$j@*)@CfJM+`t;0RV)Xl`63k{?Dku50futj+&rlZbb5G z_0sCKYu7Gax}2)25J%^|v+}7iBpMArcy2{hRh3SA7~gHYQ+R3Z_4mC{EbnW5KVniuG7Sp-N7|ACCIa*Ga# z^YifG!>_*lN)cPH(oD8D*xJDnFL+)=i`SRhpmTEDtD7sOOEU!kEc{W17@!d>3YJP` z9nA2gP3-zSgFsP7xF-=8MRN+q+qWCrn;Q|4VMR&4cH@+7xTBH*0?3WQnreU+3sqhX zQ~eWIH<$zf_6KULFytbb;0H9fa;N!N;KLdbcSj^ZU`=1#9kQ{aZBS9F0?3VV{>9QQj z+bzmJKu7)|t?mB1+H|yC6%hqR3c zO@iXuicn(GGB2#6!vH|h@yy27qTQ9V(nTZt^GcHc>n*9eHkl`LHy>73une@1CF663 z003qT3p2L-iV|C;vB-H?*YyY^w-VVwTtq}2VT@KO@q(F&2qac6BS0=rmBjHr(qQ0l zIs+2+VH^fyul|s0gPV+i0?p0ChsIihP_VAMbEjeG%-zv`@IP5@ z&axF*`ifQ^s|-ysb>PF366}(r{vmT*k{u>q3O){ z$xVR^AZ1u2uOyn(wmPc1uo=pQG?s0-ugt^Z{>#`k39f1GVn^$(B0??URvG+ za8v>l^R}LW@W%}W6607u!!2ovr7%({9Q8 zAWIi&bnZJbPaony{)Tc@w>P(yPLNl0|K7dLjg1|32YdT2*V@8ir)?ar2ONJvE)Xda zEqjdzUhm+&RK_bQzcje!{G|&Q1jjF2z9ju5g>291yE>m%lDj8QaDx@zy}KFufVeaX zAP-XaZ_AIP%WKt9=Z@f79~#_|WB*$lO*TT$$adcAKhIX2cFKcB4AB-btA{CctU>p1 z!pIH+EX#5P#*<&adE<*Ozqozpt|nN<=OB6~VNf=K?w5gV41M-na!)W21zwkB?L>^U zk{&d^-`;rj;@PUa|CI#4F9JGRBL_NQ6PD$SAGCbYOgT)6E4=#ZYX!5#IgAKoqy+L) z^M6V@masaaxx2SEg;cI=Ze6*&eLgj{(agIAi2Yn5y_RSp z;Ttz@h-3CQfAhD${PfF<7ti}qT z?I=w4V})Z_Z+JXs#mK|yte6S_IMj6hY^)>_xWvxScE)U?D>a?CIl|x=^(V;D!=SN1 zgql|GW*PF#miCO_IqN2y`%hM~_SgcQBK>l!y^20FhT`(*B>d_iNcljLTu|+=^y9^c zdHm?{tCueoDK(!V5vTF6CBS6>ESVeQ_|n8MhQ%K1sPlnme?~ET5hKi@QUp1&Vxp(2 zir`+vtbDUjwa1Oj-oFBj@>E3rkprm0-?hg3e_ii=FgV-|^B0#(T)R)j%895u3?K(r z8>s51RcPX=0*q1oLc(AihyN@JuF0(NTvbM^IjaPbd_M8icN^#ReTNGd!0=0t29#gC z*R7i+b5#_6y4_k95`dBIyx*!ew*<&9Y@C1Bggo1}wJU88geG~Cs^sqS2%Fzl&H?VU zL|7`JUI#jyDenXk?oObN+~~HUmXMUkpM~dzXt%dildK_=yVW@VN(s~qnFaT;Z@_W4 z3IhfL`mMxZtYPHzU=I&-=2#+)z{Sg#AKbtH;NF9)SFSjGFM^Dc#^O8*>AnxXBa*wN zc=v!|LDHCEJs2tS1@zjd*Przq#38{V*;4&P`SIERXY$89{v%lBNSpj z4Y!%h7I9A(|ZSI zsoS6H?e`mR-o3fI8%9g$^TGKZ|rzJFaeuD`y7$y!0M_wx65cG@MP?j(tVwt#{N3(LTO zd>gR?cRpOMmbAfUy3PfWf9@!xtpfcjHM|{*80zMv zpCe9bBL+(QNTHd>V?+<_VS8HqQ?;ri9 z*+CX`cUCN8fE~HsZU3^|eMM5hjRL3P;37Gg@#E?;XxV~>2qVKixd*8}$|A=-{PNP* zUqAe-zy6CykAD+uQ!q8aC z&vlXJDN-cp{g>j<7dAi}Q;i+UBgld-_2tV~6{B5A72QZMO2j3M=u3anIwcMZgQGgv zuv(3Z@HMhOswWc*$SffZ8`?)ZK1+jj&L4w}20p!h^G3;&m6rRIYazOe#z`w2fUbg~ zu0@(pp5!6lzjIe}TmkKu&z{N0J>I0n$wT$gS=ZOdFX^G~#;hA>y@5G9?w-3L0PqX} zk|s|jXn=%#j@?&0p{m?dhM7THP;bIn{H>O?{(VaYY>+^-55Zh$Fo3VLQq_VXU8Wf3 zK1~VL6LV_CGj0jysx^*mq5=%Xk256X%=;H1IYWgMBe|d&chm89iX$=ng{D4-T z=L{vJmSt6?HU^-zb1&)w05ZCy;Uwn}Y{sw3>j@)58A3H&yMFEZl`EHY?DUVcn#?3Q+rWr}!zMZ2NT`H35|C1nS0y(Mw@8S zX9TbWzkhnAKfsQXM5CpY6zCGY2C%p9-pD!D${$fVc3c`| zWqRgn1P<%d+!D=f@5Am!Z0_wf0aK|JiBX#*ZsQKm3?J5EZtU+#G#2;C9g5<*xt#vD zZ)9)9z0M!ru+L|t@sr%VVOU;s3%G%1A>kXjGUD#5*HUipLvt~pEI4VgMb8r?6?jWK zsY*>#w)+q6i@G8jka8((%#a-JCGlbhTP%5<7+k#(WB16;(TI|)a#-}V>g(Wc)V5ax zMc~}sQ6+bCBs0J=E=UfS(U?Wwjn@3qeMUrUEez<~eR3cv+yf&q;qD>!ktdAigb`rA znYs(xli~3>WH5btlPrQqv*R-Wmz!=O_wL-eqiNOg>x@V53z&PhGzlak7-XPbOjL;5 z=1y7IT%?_T70urJT@__NdHPtNF~OzQkUSapC^Htl<9-CTX9u|Qb%URk1XvYn`ugi{ zo3EZY>Jy=B6qEHZNb^ynN--rMT#oM@sEp#-n!I z{QJ>;sTkesX&_mWS{XkpU$#YCf4#0HTl&;rJ^WfJB?ei-?m)7x=^gfSm5~x}9;0!LIJrb~@14K%Fa(h5_dJ$3))(rQ*z@>;2U&;^h+1B8sf2F|3xw zb{$}_)lpfERWX-RO4;iIX(;7TMzRpuJyi{-!+rPt2W=!OEE54Y>aYZNEZ^Z@E}+Ko zukswJfD)FMyo@{#DVr!>>#0qw)U|ODHJA^3YEb2xGr|C0eDP(L))&!e){M=&S{HW< zoW4fzgwAoz=F|@_MO7b zVMZU(?dR}`qm47K9^U=4HIZWO$nM@%FdOcTa1w(C9HCpn7?fstvLHyd`4AXgC;@O9_SHo*^CX6Nw@P2!zDNx_p6lE>yU2m6uqo-US(>5t zJ*QDpxa!lQDR=+=y}$g+zxv1j`45uGYBgJHbTUn04mTg$>y}tyc;*QdZlAp^zjYcp zK?ZcuYz3C20lK)sfC&u|rwDrjMLFiQ!~a9$Y4Uy8UyBZ`0Op}+iAL_VU5AwJkG@L4DHG(pT5z~t`qgV$K;MnG%If17OnmtTG%sm)hw z>wo(8+aG`WNm*A*F8P0WqLqo`1*7!iRr#NAIJzAFAwd+hMq`nioC$#k>$+nxux!R) zxmNk1RSC)?hdR8A!X|f+D3gY>clWlbjlS#HQ`TKQl~fn2GB@NCj``3fC(Uhe`T5-u zKK=qLBzk4AR%q@tJAa|!G>gCk^9UFT!vvipqNn!Vind3XtyB$jOo&26AnBZl;Xv|; z{kHG}KH9kKEe8Ew`WikP&=^@Sf{e}>%x1xYVA)$BkYL^p0A2lnaiCjL#;9SRf1UJY z=(S8P<-_p7n@w(V&jL&UN0yb9iMV*@?!B+Rekk=%g~o&2>omI@Rt){dX9GlnY!29r zGMJx`3X%d4kDon$^ZHHf#i6quCzWz`@2lHnv8E&j%<4szhI>k0m|Dk)paCc{#BG<| z3la4j1-92;2cz6+XT@NU5#F*@FJ3sWp@slTAo^^DKTvY{5K(;OrwS$4Uc3-hPsq$Y<)t1)fx2go;t(T`$@2dO;800^9C`HtOz*0+ zfIKv0i+axshwvd=Oq`!)IGU9XEEmHRUuCHPV8T@4lnVo2-VHn9!XG^e2TL~2cJV`@ z_e?zL#dyRsETgYCA{+5lP8Nw@cO_#K4v^! z#YFXfBF5JdEgk3sgJh`+;Xt~--!cDVB(IhqHSK5Lfc>Li6YcOr8xz3b#iPS4%ZIrp zVWj~#7jFpu?9dL-aZ20;FeEP=NUzfEyLZ0%!`IUOQB?`Z$Q@3O z+ zrl-(zq9Y;YP;WM>2cbWA5pRXSIx_$8;U^)CnDo&Qf5hO-wA z8<^*FI)3eZR?#x+_L#RWrYfN=648#SigP6%#c5PqU?p+^bV7Qtf%iYwdQyhL^AmNe zIZb8JOT2Y(B+Ct0fcu>^oB{y&2rrd5)JGeJ43?+Dcd7t@Qvm=@1prLXHuPhz#!m|X z7NA11SEzcppTLi~#^ihgs5DG6d8KVv(LIm=*ey=c6#%$bs<>_KoX8j%>6Xqx)a+qXEU}6!dkb_r<6)%7$$rF84QxF>j09r z07WKt-ft@ppfrP-d2$)gjsQ7H(6ebFZ6H8X37-alqWnlWIr z3MR_T^LYVMO6m!D>&DH!s2@Lh{Pf9Fi3=m7Awr zX_nuOG@@e*xAFga*CH?zxSPEs+9#5f1l3+qIe;#7(b1+$-uc7|Lp-RRw{p0Brtks5W> z0M1=#LV4~90UD>g`w#$_*WS@tNLkLUrr5hclrO?xXud%R0-a5bN9ns12Ek`*{9jS z62a(aqFk1$l$3Y6dGnU9q!%xrKmPr(YLxZlN};M6NBBPzi9H%PNdUkFMgDNaO+{m= zem=VZ0EVL+<1*WdMNro2Ft`^r+#3{HDUj&^$VvAR=FSl_sIBX0COk|v)~lDqlD-hEw?FJiyQ7@h1y?wn z>X{o|8z**Y$Dqarwk!a^VZ72c&>>i0&c&M1Y>H+-jmNIt0yLbk=qh(tFJDpThp)f+ z=FaWgiUAAxF#@gGggyI!n<)V)AxnU!q?>r{)r&{JEByaD>U!Y)pB4ZZq-zQq-K#^k zQh6mddaL2)?iMlFwlF2zU)M}2>4vG?RchSu5*ygu82T)vPtJF!$17|(@*N_yHF+)7 z1CXi*s2dDGD+VkP0C3s3Y4OZ64u-ri4DHCZ<;bGG!a;&3VxIlq2LRbP5HtYI;>a5I z{9dI>L_XjBFCU2fBk3PSfa|?xr2|md6eNy!MQ7_qLQ0;p=>C(&o{FJY)M8FC12C!z zUzXF{$T{k8KsS!gi2@9{x`yS-H~^pEHCpZhArPTvkh`_2fhA4+nq(h9K<0i5s-Pp} zFVH|R7)Dkpsd%XE#jc8~7XPHtPm28mvPoAE#(v-`KZH5lQ-aK)!?0PqO_fbE#h&Bl}h0KjlGcEIwYApjh9q!k=~x&;83$au$y{0tTXPD2jn z@&UlG+EQLt(>P+wEUtcaL>lJjLSu zTV(!^ugFPi(x}ZEI$LB50GL1psW5;zdU$z;PUn0Sd+;K_ft$o79pXXXGn!=gx80|m=PQhZq)(fJE z8gcRbMfo(jbW)veE!a;yO|zJ`5S>*3u(*=)bO7MyKEFA_9JX(FXK5RNVKi~PQ)DUh z4l`<&NPJP=zl8slxnw(kf;979HSe*5Mr0;2B{Obs?Wp_sqsNcd*4A_v&uxzdck>eg z0K?2JCF^M7^wzR>E?tsta(ClsOjg-LYh*MWDpFZWIn(N|xBmLIL_+725zhSEsRICD zwl@Xy?OjRoOLo5DKjj2Ss?zMxMse&QhQ%WRK>xfu05)bon{xn3ov+)sZ>vAEO2&Wv z^;fAnkfA42-ms=*04CT7V!;I0xukGT82|ta2v?SqeO3Sf#w7%JOwYJ%J0}YOrhKsJ zpB8h2MKoh>ECK*9=^%+EYqSDbdQC8ZLpW82Bem_Qu{aZnvxYd{ZI!ibH>(oYW}IzV zGx2PVFqv0P{J+uvl%85j1|!%-DoXzD;{gB-h68u9;{WGm^u~=FQvbYp{rc9%)_322 z|K0cBZ*OiGT%5|3DkJ(S5^oGZ`|X~8E-*Kkl|v#Nx$RHg>kE1u^jlm5PsmUz>Sj}w zsku&@hpB@*YWubMPDytC7qm$M2fE8Y000xb`I4wh#TV;GG_4zbZuqBkWH}CB-E%u? zIUrT?L^EK;${A304%SvFYO zVN(D=uOu1hJ>%%7r>KDvq&QgNs;`{}%Fbq1WMp>#yIwe)9C`v**vX5E)}G6qp})()vG`R#aAWJgbW`Rq?8prXLlV z+!z=@EsLny_5#6Lk!++WW+G46{T4aAnzL2g_@=MLQ4x6c1xc0RTW?Y1CURl`lndnTkL-^nau+W-;GC zs|eaMt5~*4@n-Fgde-04&B`mx0tTd&MmJri^)ta|0K&a&k&^+yMBDn z&AEH`-j@%)5UEqS)IWav?eD+;CUtx*^OAfs2aTMggr@BH%a9WGaV~KP45dXWPt8_a zGsp<;)fO>uB47k)m_#iuJS*lyYE(j-H*OLF+wZrxcea%k=mZ(dAsih3kIA_^jB&EbhVvdE+VYeYATtCY^SiiAMo+}0_}2Zuww-6t007*Z0T@bQb=N)w9P~8U-&~f%e%^EB)6%oN zg^1U0-csT3mtQ_?dVax#ut|=IrWY&EjQirKn&QohfEao&U%t>1^m=Vg@V%TFc(10K zr&R$wV!61;2y5$J43PJ~+U9aK+YKNy^>C)egi$6ZI?Mg?n3C&FJS71D)dK5m6ha5> zlUccT==qiov>}6Y?SmexR8@d;LA{FRVH_0ak|miT!DkT`cfhO5moHztb`_vfM$eu< z+t}Q!$yQ7%p|@w1%dl(!fIP;vM46*ZM|sj%mXiqhWB@QlpT;Kh5hfT6&Lw_YVETFK zZ#Sb>*;%pa=NfZu-7!*{c4n3PPuaMPgC;W+N3aNE%gD&a`PjcKySB5wOeuNuB?Gc& zPMmPlWg;IlST-J77#yZW{POB0sj3-G{L{6yS8|mNR-Lb8dlAIGSOp58=r{T@vi)=z zp=Q&9Zd)YVvN8B3OBM$5~4 z3d%$Cg9z~)x%)V>rm}zdz~OVA8mE32Afn#f+VnMD>PFhnlYVK6Qlf3RTn?YWu($BM z6@SnP)=`Vh5Osa-!ugvwuR9v6>v;Qq&DaOi1Yq;0x>qPjJF|upUspL=2gaGZUmy#I z%sUKHXu-TR4PKI8MrwHr6TeE5|l|F2xR~62$b4(7aeTD|?X~P0z|7|t5}uLv(KI&;DAx1t-Mi<{UtGC-MY&w{Pc(M|-QD6i z>da72E8quHB?@vP&K22|gI5zTyc6V8(|a5-{dn0V7XN$5fo_UIZWzEg8wB*&;aw z5q!7W&20VE8l(1=CdJEr-Xij7Y#1|`GGBsGWZkl)15#CUk8oq%A*Gol>SQ0RUsi1S z6P682CVwSt&pf{Z-fuGqu(gA|V_>p8|Ga#7L~qF_jHeBN$8=4@hPQzPR5v!>c!CID zis)UroXje;#?0w=V$yv-N6f41db@RMlw!Je<9fbCPlEFB>N*BYsveq~TEcS{ZTjX! zd_-^>>{3h}+BbGosohprInj^ZasYX@WH(=E?>Tq-0ONTB5Xke zIa_-jfO)ErQY~k0^0dv3q>6gBMXB7;_xAf1 z1BlRCC2OMwW=41BH3-1iZa#fmFEVWm(hUYMLKxuv&g=EHH}5v?-n;YVmtTGP#lxR| z{AFwNWfSf>R{_q*yEB%W8d@xwFpfn4lW`eL$3^)+3oK$JPYM-qIu60HoIm#a><U@)m z#>D^8W5WOf44%Kuu`mFb{=Z=MMN-Fc_s+eCUwom+)03x9{>T6LpTGY4QyaLwponnp z&1LANzmo&$Q1v_GEgXJcJLc-e+)pP+*7X6`50eUpfK2QG+)V=x(xUsT zL^(LPnGg8Ln9lw$ub;1o24Hnqw4!?!G<+G|%K76)j z;9?2isGC?F3?d3NOzG8C;mU|mX-3_<*1#0`>{FuvomO-Ti@sYfcR>ZO0PiL>1{Lx9 z{}cz^Q0AsQ*xf-CWvtfAJT8`S9z9YP_0~M_oq*hs(=UsyAjmkLmEV(o)Vy zb-)$%M~z2bym;|`=e^ks+MM>Z#~OGu+H+?L)BL!A<#6lyr77Ybuw%Ln7a?z?F#{bdG%;y z*;_aq2GT^qx_<4N9^bxs``d57i$xYz>uMxV3{Eex#U#02pFH6?%{g}fQ~UiMX$$aw zmQbHCS<)2C@rM`b6oyF>s}lggwC28mVR@f+X^Qw51nQPh0esq4sFh>#6&xNv=KyO7 zfRP8|T9V_MgY0EgvbPTyXiep*+$jAt?{+ZIK=xWDn3?-ZqyM9xsaiT6Rq37rc)27e z2moL-W;fm4uU@_O;K74?ckifn;m03-`iFn~U+ZhH095BMx~I&TAq*&DbZO+BTN`nC z*_atnXi`R|l(cG##3@$sYAdBjSzS+%L>%wVS`?#^uT=n!lq{hrta^U&eA-7gwOY5Y zwg^wMssdnj&8V}GQK2&(Ke>$ISj1JtXmgwX06PaVV}RYZuraw;4KLdrDPw^AQ70dI z{~lqqqPRwSN{xK@#b(+Ypq_1dzSk)Wz2<@}71U?30(heFBmn>%Ub*+Ctzpjk)i~^_ z9e2x69PF>qIK$zd(#<<}<^6yC)mPW9Uu%VQWqAqni7U^T<|*KMLp{Juaa;xdA3c8j z^x0F<-z{ieI0QzGNt@>B1Av06BATfTPg>P4t*%N^7lzEXLeUpEs^>S*hLGCRn^uyN z3441V)U0r8Yl|fEhDQzw%_nOkA$%GwA<4YTbv{z$6cF%)Ok^55j${8kt^f{f1^_%| z*=R+Pw2NK2d`ZNlr_Y`|d-_zViR7tDRf*7id_){QfW1@zV8C$UA4a97I_paX09{CO z(UbxP-an`3uTL2Olp^43%ZamN8G)kZqXI%>Nlhg1i7Euxt9+jMdHd__iFryf`)`P0 zQO@B`Kgc1-WoJ2)E8B}&03eJ1xJK^~iuZ3wNx_NL9R5!$1+fEgl$&jF0Dzedg`vvD zEl-N%bK~ZXFTQwi?dny9Prm)rw?F>ygR;6vO_u_L1tUuA-_1+J@ks6DgRUlwjYW`= z-G~bp&u0K|sWnxT89=hmia^C2n4&CDtS}sq_lg9c#p!3z%y7JDI#AxDu>@1ZE2YZa zjn-cJ-2+KifZ;UBjxbDrZ6S3b$1>~pyL%C=Qp)lk@Q+#z&=`$uBgag-;!O*oONto6 zp*(=-19OuI$6VOYp!YvLuR9oqX&rRj(TrKV4};hA?s{-gU(R^|P>KjTCEnU-UR5{m z-ucVF_-nNW*X>y)k6_FEf&0{O)yTC(Ybhl+n$)4*Hq684kDokNdp_1N6K(g5pm?gA z&-9Nrx0AG51F>>`MT^*lCUi36&T*8d!K=ve{diyiVPH#kon005YZohFqxfYZ|sO9KGM44_p@>fsNK zvrkI>{0vqs4i^)S!3^LqVKCKV{?vJ2!5T(mL=OMgAPJv`urL(<4;*Qw&6|2vnZpnU z@8kkc$S_I|NmY_FcKOn(nQ7^K_3FjW)>eCz^Zl`qX`Kmh5(^(iga%7`21Wp>HM#zc zwDh^Aug<%RatYpSZEo!q@%Z4egI;BKbdC9~%VeA$Rfd@-l#>=gTC`0|S7@e^xTapIxdmQ{_6l)tN3`1Ylrk3$7gjI0JIH!b+P5QF zqO8_=0vs1~iErJ$<0)lNR%Mh$@x3PvL>t+wJQN-IeqAN zbVch`Ky~ff_0@})6x1lH0Lwr$zXvJBlurZ=INWH|lH%~y)yuc;+?FV6TV-2=T^J-t zi%*w=_nAOKG_yhl05a7BY;A8}`mmb3F%oR;n2r;se5#-st*$MlaCaK?r`KM;x_#&N z_3JnO@-P4L%P+rt_Tu?_i4HShX_oH-mr=KWx{(Qf=F4D=Gvap zw6`TDg!k;!4Tm~zz%0@}ugc4Phs?!N4~50!D72#TKQzMgQP;)kEEt<}830IPMIlhd zOPT;{3E-6)0ATS9z|eZFBhXsWa?3&%DqOoK>4batBKY&qzx?Tsf0P7}!E}sOs))?n zDN=O_Z~#a7+yluHw!p}~zyG^`|DXTUfBCQf?Qj0}Z|bP! z)HLDk($D|Y`+qGGM4`#*riH?XV5H=lr2?!er6Wt0F(H^lGWHm>4EfHtUGU5x01#1= zoG$MC`DXye$y>uwW~zHT7aKE2wsL!q@(OIOV8uv;S>z|Y^Q!7FnkT<>?eYWl`u*k) z55M^G>XoYrE^?qoM3ln-7RUfl-&Q{iR?EMQMmNPSnV>R(NL~0_ogfk%h2uqXW3%a9q8k!K*WH1`R#~T1bO%{+ZNiwf zgU^ffq}a`hel&a9d?Vgt)c^p~GmGY(Do~1`yI;9{SzUn*c>es^lgE!GqS~mGR#ln) z93fX?La`B0&<_^$$1tYi4O^P|^cG-~+5cE(Il0n}?rxLpuuOh&_I%Q~BYdk_6B~?w87yS5-yw!`=rACU-GUR-4u?m#n#JUuq!C;H_sph_; zKEMYg=R;oXG3z^&**HaQw@&3P9(?)m|M-9Y-+%qD|K-2?xBvE=umAA)$rEinzyJKp zyEktN_i1>^NS@7jCK=K;dG#vtjJjbEP%~nYTa&Yblh&eU@Pp1=?jCgQ+Rbz4RU3Ty z#l`3A>+2gEZ`FN*rCdJQ|5ip!-f00#nDT}gs?lZ)Og9AJBs=flOsu~fw{AZ8;(=lU zH?H3l3Wp&qikj9$hk)b|jYRC1A=(l3e|`Pw^QSLgyx3H8Zqj@PURmbObP$z*`ICNe8FdMyx0fW zFm(Q>Ti;h_6fFzVYSyw~aPaE=2jHpgxY~-Wz|B}1U7luoEc;{Z0=W ziPG_ACIH}-2N^}z-2wP9CATH^=iR2-+ud*8xcUG8KmX5v_aFY< zzy7!X_W$_%zgIIgGrMwW_3!`w|F5>GKmG8-8PTgG?Qma;gPTTs>iX-owvf)R)U~vM zlIsieeYh8(9OeFOb(;mMM3`0+Isw5e*RQ>L@j^`~r0v}a1jX#SW<|lzj2VPwFJ^8) zj*d^srPD?&Au&arfo|K18-Q|dx9;El=Id|nfAQeT#Z}~+F?P)@V93M{SRRWq0T_{q z?zJ4p_1Ejqo{6mS{LP!U@^{T=jS$JA*7rGBLPrRegw!uDg z#H0HBACzDDLltuRDlBYIbyy9>GG$tfVnKc`#4Bgw6%PF6;(k5C}3QaZw8}Ht| z-P+m^+jQ?kP10r&rXqpJDQp-VHQmvdA9c?~;E*Lp>-{&B+)$F_tFONP7yt5K{pbJk zU;fp<_~(D~*M9};4DPC%6c4zgTJ>z096z;G!0;RaX5d`7xL35uP#$1s&DRN&f3|x0 zvaZE>ob!~c1^TPmc-9nsY=-1Mix6AgSh(v%u1JLH+LbF;FI|3m@xrT@&qb%!=55hq zzI47PBUt!!XA}}}>58r$3eN#@5bV)uxi4f&9@!+ulM}gaskWdasdV-3gZmG^`TG8Y z2b#AQ+!cj7FL1RPiPnz0=nt_Xi3rxU3V+|cT6-ybo3FJM@867EMmQ6v*%u7f-RisV z_ms<0Dph=REv<5f>l$@kPwS}z3!8&#=vKb|Wt_Evx|kf9(B*VT2F?VZPDXSvs}0vhsNS@uOBN)brCc z8}uj`h8Z;CNg9jM@gps6Eh-^`jtgE2-)nnTh@|X;*pL04=6yY5{rdag|DErC_q*Tw z-bX+D(etY-C_BYTh=dTJpm9oSktxCe9va0COz=?wG9UgB?7`an-VQ}Ho|PzI6;#7~ z07TPuP&9d98V0}e^QNEXrs~PgB@Gus1!u>-d*`;hP|oEi%xlg7MSicNa{9>;SpN78 z+)K$Z7YTQhd=R^40?EwCUCd*!(UY_Coi$eXC0YoT_pM%bm9Oj9FJ8Rppge0J|255W zcrlqXdf$MytfDCZ&oVf*<^B5){S>c1UT?jB3ZRDke&h_`3Opu?%+aT#m>A933m!i3 zkM`J;0KR)wm6#dH3E8gVLDfKt7fG6Za%uVexpONkE9;Ne>m(UU2X#i z^GC7^9PN-WXTNnXJP}A5NkMjPjb@C(NLT^lM0w*Jwi;=rZHrV;MW^Xc1<2jYGpnLN zRP@PomC=+4AuP6HWE8rZx+|!=vU?i>YfypEO_TQz?7gb3dlp6%;~AWjQ(8XENTXJb z*p0jOUMvP+X35!3vmou;k|8pZ?DcnIjBOM!=S{;6wD$DMz2#Fb8M?K;>7I&3%j%Gs z$!2#7DK+Wo*sYa5Ixe`6bV5b~Evlf1H~Yq&o(NaZp8eEkKl_6p{P3IK{KhLUy|hrx z0b*nnNfHSPZ8}_?6mM?Mc6PFV9Ma?*mmctBPkfBATL!Cp{f)h$TwXrq0ishwZf$IdC7_DI1d2h(rbiYA zFvqlGrwhmLC?J=jfKtB#*{$M87(mkVD9K23BdJ4lImB9bNz8=i-S&T^#?OTX)gXc_;-Ju>9u%Mmf@pQiA73Yt;Q57yWx^9Y&a-j; z{5f|ZoIr5>;p1L=%jtTyNCU%P$7<8i$_8>E{Rs)du#{u{+WP%O@pSEl7r*h%Z~W-{ zKm5`czi{FFIaM`b%FBg<``TeGrY_(-;KpJ}7x%o4TD@)6Z^9@<(;_chF9zA>j1)!C z9HE+VLQ@}Sk`CeIAZnIgCfQZ-g)IP7QT;|`zzkU0TBl!JF@j8I2wjfce4$lur+kbnHkyRyCm~)Yqix)4r#Fe|V zk}^=3fMPtRzM@q0X!$_5cij8m^dCM>^_PMwGw~~JlqtgO{F(GujFBM-8DqWSRfzR< zM**Gp7~sm~<-gZXpxS;wvQ4gbj~Mp<38f(UbyHns?#anUi28?(e_r;_%WnoQivUQG&TJlA5R1A1xu3J9JK1VO?QBp z1NXi>6@s8<9O(P@qd;AR{LJdgr7KsizvqR^7cVX>&bNYWeNqzJtv*F|8R)u*AwZ-N z{PLC(@8!RH_img1e^9slxd;kW8LRZ%8(NptDNS$Ry4~$^T+K&E_{f{Ox> zwnw9$TL>OPT)K4W+_`g3h0xpDIVsx+018Qqje_`&U!t3C-idqK_eQVrB81V+GDAdw z8T&R6i7}cR)j?ApdY#|dafs%nE0@n-IPWVh*3oLK=EA6d0yA`%_^(mn3A1K?!SOr5 zhocIs_C2FGf#-~5S7Vt+JNuaW&`D17Pv+m~o<#8JE;5$z1C~`djJ*F*5P;z?=t%dL zPic$;8}4l;w9K+S>@esqLk$fq#D`l5Aw7Y}^uPyc0wy_KT_qc(JUCT2L2^sAxeU>V z9su0A+bHmhRP$8`Vln*z(l__)e6!IMF@Fl0`ADA)7&;=z?f|qAx%5fUpl)I`<^z19 zT~V8FO+HQo^K_&LHpz>{2#yn@BZ!kUVGJJm)fi!4M9b;(lPwS((NilcYmO8< zb87kS{d>+B<5dXf_KvOE1_dLbq3Hm`vo8ybop8=zS4XMm3_#sb^e8AmmRlx<9WGfA zog4~Kn2|BEjzSCb3u~*Zp7Qq;>4l3I&z(K%L|ifYq(*C>uc9i*FU`Y=-k1^CRdg*gVFj-6qz{!EccS{6QaDi0E6V(An83y4gf>liQCJ^Bf zw0#gA7qgRY*dMq{ba<8XtFV05@NPrP&5tbKvFtP|`g+Z+fY6afF-8-zymfI80!#p{ za%>2d1|8&rFm#PI-|UaD9+$l()dv0V-C9lq+UwQcjd%avgWmQI6jcZ+O0k3~?nKag zmr;t1!+@O2hglpr{hFUl9cW8c3eCNV#JCL%IdP6G`!W|QPdhKoFT@zVYvG-@-nw)5 z?&j8ZzmCZ-8bn{fsO=HEL|8Bh_y|C?La59vZf{%Dhe}uW{Pbr&`@j6}|Lec~&Uasa z@dXjt@n|F(MHZ@o15-wi3Qat(k+DE=LkJlmor`0WY3P9XEb}ax-pR}S?!BdV3L55` zuSyhRwHYy*U5q>My#m(~oy8VWPzRH$)l{0Re7X7=IP=h@s_#8;PFU9+rSU|NDR9O} zp!|9Sa-{>>SUG(vfU@|LkxT^z7_BNsV@p}fmRfiI)Y65Em#$yCcJbonGpCmu3|gJNItgx^v4rj=Y$c$g%(=QZ=DH+w>}c zr)+7Xu*BGUPW<7+`?v4hcA#L&h>J*8LBVvNPR;!6)pIdABJRu?FD5LBJRG6KF#E*{ z92oW_(P*)^-SZgFPju}!m41w7q^KzQl&ZzuEM7;A4sHT7quHj2Geo$I{MoftFCkvJ za^=jKWv3O+8`$h&)l*u>n*p8;*UjusLHQ{rPA!fa+&(rkWQY2i`pVL(}zrMb4zlG7$>QK!?Do79=|rG4N>vv=Xx3-m146H^u4vzwo6m|BwIE|MabIe(l=j%M{t^$6kyIR3Qv^ z9&p!-tD@2nL`Tj(!XUCDpHpyyoAskN=Ei6iBPgosuDNP3p_?eM#~lHfrgIU1ro~dX zxx-Kap*ppErjgHfvE_wj=NNhT;NjNBrk8_gcKrC~qkXTDQ-f64?NkPVl%q#c`vpuO z&>=}AX^EYz*JsPH>0DaND`zfVa__&P`f>DM3g~+MUanbb(fWNjs!4V-g{i}bjCH@> zTwiy;-y4k{JiNcXxkikOK*bLP_{At~SX5 zVgO+`wS^eyv4{5nxcp*$`Lf4L7cX7*Jl8w#zC&6Jl_;LGg3`36Gj!YlOua(NpM1^` zPZjBfZk;hZ?IFo#uMV~u2r|3OWVKn%B$b}*0=w|zx#Ke`^;z0on1B3 z%MEp86*RGYLI4t_E_nulwT!QoNQQ}F3}_t_+L%sQ*8rQZe!q?hHR2;i|84oy=}=Xw zNHLq1@iURu#nfA}=1x%h8${C(6wss^;WaDgLwvaQ(EGo=AmBIqe(L>jW`#UVK!wK=y#$NP265yJRlpclWNB8XsH#$2E-Jw=43+8Am6^X;nbxd0jvQ~y~b@lAU3m5L*zUA!`yY@Zu z8TFoa*0aS}Z*4VX{HHfJPMu!%L{A9w3Qh2?gn&xgGHy?CgJY+_Xe2P$_#Ild{_x@Y z`sV7{)vH&odeHk%|NPIMCxWQcvH_U>@;xeY8~8ZxRK(E}*x>m4(T}2^t9rg#p|cCg zL!UC156mu@BZ=0`>@W@f!s(G}vjV+QI-dR$P-s|kFpUbiCo9ZyktMINZa+m{*nE{+G|BGO^R$(E zxY2BbzS3NS4SDeF@*|V?znUJ_PKLw zXI2_bfDkIOt}SU?PfLwqq^f!q!6mNVd3)8tRAxp2Mm<`bHEfy(2m=983ZxAHHXc5H zxU{^q+)^M(RY3!#v5v|E@RYu_HQzRXR;mC{2xDEZd&KD|pmS?iE?s)*#TWnX@Be=5 zt+%4p_r|y@qb!?PxDbXNC}%hjnNZ?n(5lt1@Ltv?h;`*)*9~~^z+H|c?NZocFhR|rG1e9vFn^D<`9?kJ)M*cs&Yit*;o|wT z=T=Ui4k4tvjj=IRjOAnj1&7J?BoNW?e8G%$-SbMFgZ`cM$9eHLHrD;^v-f|<7DyC5 zaPWto|nQc|ud0zA0??#*{w&Gq?Hr%oeODw#QMy6LSO>pO7r z?Af!cYb)=*TRF@o$AxLgs!5c;Uv48;>47NMPOZHIw6y{|`^m z4B*)}KLID46LfmKQx`*3?e%g1W*7sIdID#YGNFO*Kn@JaX`eLaHguSEUEciD-eA}r zlkTat+1>97x`vK|7(v2JICbU)>J~!Ps(`6~Ke?>f4v^)h2w+w+Y7kLCLU142(Lc_T z28eId-bCvOR0?&j;jM&XT+qa%)eCkfsqDATT?WlCMrM^>#wfK3sdGB-PJFeX2u9=3 z55o8et#lLS)bT&AtEG=0uX`%-@x}(Tk2uXX3!od~4t2vqD%MBa+O~cTVC~}hFMRRK z-~Z8%zV-EQy!@W)5b2r!OAV2QM&h!{K=<-}y6tHQ0iqf0kQ$VgV}okS0S)859~@yB z8KrN?5gaVW=*-)9f+mO=baioINmZiJ2NIDJN&p3kZhVWJ;x1j|5>U>@tgWNeq=rgV z(R7l8v%ZqgtTs8(Mj!g|x-$_v5xK=ErKM6(arESD3a?#P6oYx%$GAr@!dxoJv12~w zG>6$?Pk+e#6q?0;&ul*I}(tE;D%Pdj>wA`aZ5MVbv;F;vi@-hIku zO<>5TMvu=u3+u`6JGX9mk#S>tJI0vWgDC811rXB{i$3|-n9AYg6HuNsH*FFi5UHC$ z%GjEe!d0nXIc@vEfo^v06W_UgYvs)8m6bE|j()5v(O@weDdr}C0{g|Kg9upQJGVpI zJr&Xf00||DV`y06UU;YCRVgMGt#0^0w>=v7VyROzpEeG~5g`-~MIpM*)uD9&+|W*> z=9BA!WDYj-DuDA`U3I&1`Cs1rKfK#5U$D=#0RT^*>wFR>Iy0q00ME15Eua3jR~=5r z>QDtN>;_P(JaZ%V&66P)H_1I#!693ByY1RmB;j$mNXhmFzHzX1Lh^nNaE$uAW!wvp zlb6MT9faszyziTCTiU#E`y zae)!X7d zoj&bEH~BX9tUWO+?t6nOl*a%)zW}}cqwYs%@&yDSKoLb_GnFD>It=EcXkuMw0`evy z=ej++ws!I2B`=6QZlnxNfgHK(q1`+Hv*b77Q@$W~3G(v^R#3?EV>Y^Qcnsae7#{!} zy|En__u*Aetc~@gk02z3kYgmmF!M7|nC>Q`Ce4`pV3E_5jJaZLQ@m_;_7Efh!A*l6 zf0$PsZvf^O=1)6ZyCDGW-@p6d@uT%fLr|z1W8zW}Owl>S=8H)1e#^bo!(>&qoJfOe zN>Q(CZGcBnNsBL9ffX|f$22nEsgTr8w#Jf zF-9kOG^_peZ1-Fd^z7>DV#9m5ASf;?cK)7|b;!Cm-7LUo0?-%(0#xU`vAmHCTXNTE zbLGtA)fJCyoekX0n_FUxiLuut?kUoRA`F=ANtzySq(OjYXhEK6Z zrft}+)%@wDrY~ao%vzK8_c&XMj++|U6vRrP(`&HZ-bzKVpnX^@hbeG{i?g28y&Vz@gM!tPHR8{QP zCu>vSpa>A_W+!MBfw#7MJ8jW407nQ2C(|Blsn$SB-$T&#$KH|buK$%QSJ%$AieUYI z5J76gdxmC*F3ey$VH0py&z_d=`kZ)|CIhJSar3xU&*%eV8VQf*D>g_O;TdH&Ih!s> zwBI%%uSJfW77o!w%n%nNeSjjIe4#@%2>@#VkQ3*}YoxU!R8`|At(*>X)njk|y?=LW zdy^`m0kw-6V^()4W;#_l0J`N_OZfftZ)9r4+Fc+Sq5+ayh00U-4TJx@2BnyfTvr(r z3IhWT)AUB(oa}dNfjYm$!^i7h;oa||0MegQr~(BF$v65y+fkreHGpVO@_7M7#M4Bd z`{Eb=!w-J&#V>#5g&WsTEi97UZom}`t#ku?Kp<3fqQ)^O9?~R6B|-=}3Ni*TyMNEW zvE)1w6Wi%;`d!z(zrJVww${#`JAG!=u?ng}=5Ux4hyqXLJY%>BQHuow=1>9ijiV79 z?y~Hz@Yx;50k3;>``DL^+g5+OVQ(TS+!rYV6%t<2#Z0~325S69ezkB~*`})_v{*7;Z^ur%@ zWwfdab*z1F@#L|`0Pnp0_CNf?Km7PF|Kg`V`RQA4z2)ngW`k`_6`D^T_l;+mk&KZW z>zhtpaQWhW7Y1`iTLGfc4T{z#%sK$ow4b%#f|DnJ+zw;(dGr#kqw)MRCmj!XB`Op_ z{*ge^ji#ass7j3ebq_t)*Uz25aQX7ZE0-?*;$Pm}di>ZFAxk$t8{_f44ZAw4IKfnw z^f84~sdB_t9f;-TSu7AtPXTny#!`igcrryW9jcFe|KkksFy#2xWqI`7)>2E|1SVu; zV;S$hAB8H?PgEf^!0|8=Ohxz4aOAAR7HJlA(c%AYB6O&PQ>b{RMt~Mo4R#ssSaelT zSjec6iPdLRcjZ7n!C0^W4GdCw3g3ORg{J*ibG;Hwe$bw1f_!S`ngYOlU3+1-!Fa@8 zo!OIgFK~8aWL6p~qM3x`sVXD=ZlApWOE28`+PA;;KmQN^)0aQ@`Sa(_#ioedkEBB8 ztDqWGkl@RB^6DE-K(~_;e$t)1FaI0IkZf_r#0<~IFo=X`^a{Yk`d(8B*y*3|N6$wu z_(=~c%sE2r6}`j9pc6f@L_3J5e*i$0c4IR?JIc)?x&$Lr0P5C8w22AA9j z6-BeLn?io8kRN?&mj%fGO{RwQcAC~da#Wg{C4k{oXNe})qGhCqhQ;}%s_BJq&^=3w zXHK6!clMn3_`0SS(U@u=Sx0jd=A@_+Q`|Wzn6Rr4jl_^8AWeD*HRHzCrsr92zI)RX z|4!7}-`O%oQDAofMN)ug1H#T}36GUtf9>_peeSbg{K6M+T)Q4r^M`Gf(_XDzP4*)n z{>Vo@{GmVnvp@gSKlzit`J2DFb@L|4ZpRsAPYD+QOo6Wt@vzvLklwv@b9HU)+`=Ld z1brG6(7l@q5|t`i>(|kb%AxI^S~r?JGs7OVR+Pk~)^<#JBY>A`Pj8)e>b55Rr3!Lf zxP;lB-*gl6JcQ4c4-Wu*7izWGPHnBPN0Y#lujn*BRss&;{b$bxIy(Y19G3tB1>+*> zqikiaITvH(s(pf>#pERCFX-}e+Pv&gO~-MVVFosGnRA!g6gpV5Sp$E33a{|*Rk z`)>#d?Y_q$clA?ek2@4a0~B6#b0yuncFA-fp0outXpm+=tRzVokHRa7++ZZK$|1=- zt8mM;0->mC)g)-=RJDCFN|x*H%t26`m7q;>x8W?>9#FrNR1JU@C%n*XMjo=e-Hc4o zpEgxl_qVp<)^@0>mtKGUtKa(O_rL%BFMjTG7fzq)(HzD?v$?7<1$1BjNccdPIva|) z`NmTVRVde;2xsookbL%T0NN2nD0Sc6l*h64qx$`w)st*msAV-X}5$gv0397`;~JQ+n(6y?5Vv_s*@G z-i#4@eGx%WC_&9Hp7(?U8aT__m#R8g>iUfvmoHy+O|+m|?mbnge0U3m6Yku&;TWO! zz43t${NC^V-XHzZAN|um{KHOL3LpVcxbFp6_9TI{=sA~nZ{9q6{=5s@`8o8rF*9QC zBPAiC8WMTy`u1awukPNt+G_Q{8r)hmjj9Ta zec8k$OI+1p3n?S(-8byFnJR}S#e<1$R||M=s8@E z09vm@rLnCEcj5@m0-I-iQ8lqSY{Lb6&+`4neQ|n@Uk{ozKCi$pM6=H0e4}6#2Y9fHm zCd_WE_I!#!rvUfLfoMO-?!47vb5sBpYcH4hW$qFsS1(_^c>etDTetjDQH3T!pXUo# zjT{p0Ef}{q>KRjHaX2BinUOZsgtRioc17dZc8cmb>zF2XuM&L8B3r@pb@ej5I{|nq%Myd9^a`s3Fp6#97Xqf$Ad<0Pfv)%|@vW3qj{XP&KzA`YE#T zR=}diiIf-yj#Excb(`2!n{0ZeqBu}vKY->Bq1&6z?Dohpr6d*O>juN$HS;#<5T>8V zBZao(SoJL-mseIk{l(Ay;D7qjH^27v7p}kP-E|HRahFwr1+P{Ny?-mB3YFpFt@Q2!O$!0RLptm(f0{hj+wNLBB+hrMEJUJ3{;K~PXyj6<*eVD)&#e%ev#(l*xp zNL4}7gVr{OuI@g^<>k};xU;(Ba3KHgx%J!s-`?5U_Ty}hH?p?cEXKsQLo<@yy}>$y zwcNA4*+j7WX-Y}B91;|$ss|~dotaAK-P2!MURYXaONYTHZKbKAc-$T;(V)$96iO2# zYckeM6F*ij0+UzVVT50kda%(v*X#VNj%;y+%!B*)dRsd*8=NN9Ve}*5iSoFrklIqa zi6VQ#t5@K{h4Y{N%xAA&zxv+yz5WMY3iyLR`uo5CJBO9Y!Oa8Xdw1`8DZpRTqf)Zn zBVsIhF)g=Bx9G!)Y>4e|dt1Ug@7{dp=7W3peZk7fG*yVu%#Uz0gj8ztLco$k)aDm3 z)$O*#-yQ-mj0~L;vFJgFr@GcwR=dD~kZ`;IAvD8-Hrc3UR$jvjx3 znOxZ?Kudo~y?4NnjLwARr(7?=cmPLlO{t!H&?pSb#06~Wg@)J~2QxH*A z4RlBZehYMZM^E1lDZ-dzl`f09`d|^XQ6UIH6!p$d?a4F1*`YuG<*)qD|J(ocjjw&} z^4SZ05l5`XI=bIK@83a@oji!}P|X@F=zF_eIYP%UckW8mr2X3?#VZO>w_*B};l`u<(_cly1) zKiIQg`-~?zxfGGro(CFVe9L28#V{^QqK*(q@TAIE6Go?IiZMW>R0+1hpD1#`;Iz|tn zoFvEleQ&<=&fR-=<908-Q~H1qEdnEoSVf3~=evrMbmLgrKSxV|iQ3vU-ih z22i(t>-Md;-+t%acW*v?;CtXE%}#jUx+Mbg-P&^*SUZAM;E4WxEdCuAtx13IE`CB^ZfU(UBp9Bp+EBg07vG&mOviNrVqC; z4j;u+Ipbs(`wqb|uQZZ}ieG6NT1SFp#)cFMM3YI*hD~3#Cnl?Of^%D5sDfq<9}t4c z-aqmun!(0IiWyo7FeeIe*T)?)PeFNy7FAS36(EcjhwS~O*rpB9%VmX-KG5kFV7Kpx zEnguS8t*@K09VL4HwgCd9kaJ#2C~xNsat|xPWEh4T}Kfi!tl0Dh+E-%u^HNtk8sl_ z6TP+NjFB(A^6EFf^{pTM=!akW+~-!7PHkDexxE9Tale{0v8EFY7WjT125bOi7NEk= z)xUUN4Z8!w;WgIrcr4oH`lh3hr^fqrgNkPC828MjO}ck>g@ho@ z7((h|B$*n=RaI0G61^sZ$iRJ%W-SVc{eFx+|Iv^2j{j^KP5kIR8ff55wKaete~^&? zsw#kDCjN+9;(F4m%6i`r1ycJD6-doM6@vfp%c62pEJyQumt-R@T{XBLUw~eWLKOrG zG7(Tgz}Q$DQLB-(XerQ`hyZvRx64gH8GNBN3Zt3NiF(T-5+@W0Y3a& zM9aH52|>tjlEIjKHlZ*{-vf<}d2knFtlI08ll%~e4SoEhA3N=~dfJ87e*EA5n5OJyV|fK6dl=&2#6^dpB0wzY(I@NT4k-4vU}_0ColCn>TO0_13Q(IOG%vz7R{W z#1w{Opcd?AyE8{dzhPP1+SuCi3&^GnTE;67;~)riwkp&{Mvp)o1>{8tmteba>9Xr6 z`!(lLYk#h;P(eT*zsE9r{ooP`dkitgp?mlN$ceXVa*j6Vt!5h%keoDAlO4xS6hY>S z;uC%h+OGo}WeOG3)a`n>8Q|=%AJR|+FC=q!-Y^m{W2yLVY0j8^U7-!;(I|18v>3+yyM0Dk|bNbCNCmXiOJp_;!WjIxabL~%Iw zTO>AkLTJtLM z*WJB(|HnT1gCG3p`~U9Wee{ht+zH+2H+nUYCOT@mezi~rhX94kzQ;w5Jw(B(px&tI zVNZ8S@F>XG>?8yODL(FUPg7{@Z}lGcAM_ILrnlp2rk)dY7E7(dL>~~qA!chg-!5|} zNQ^NlRYlc0ga9B123T~eS<%$PP_t*&vgwel*#rkxw^2c3{nkhZbqm(g4tiW*X1Oqs z{-dqSU+LiO;T5K8uB~dd%PnXl!0j%-RuzH@lkOd(899uEo3CU-B8OQcI><7Z1P)zW zBw4;hI(`V!tO>*qnDkj_5GfAsa78{Rw)bTA%*&nKq97$g-k%FzKBV zH{X4C<;)q6_x$XqibQHs@{!cjeP6o&;K5t&`~UK-yZ7!mgH1XMxqm91c?zGEZ0h)1 z5)1F6_5i@cem5uK?e{$mbi^(o0Ohb+Z%u{DE8WfpwAu(`ub#Vb&MT0fOQMMxfdd9M zGqK_mg%)TL- z`^wR=U^D@ag-C!tjxe6io_+!IL`h~z8kwFms*sRFM}fiutCE6&^x)KofPkQ)NkmG6 zn<&z|b=fWjhl`s5?EeS_QIud%o%aoRX$c|te(cF4-f zX+!}IvX{|}Bq$V+QF5sbY4gew0T4k+HlO2^*Up z4mbO(Hj9;cB(ye~P6&j>-4(#BiiLRUo0CnqX33dzjE;McYDPCBR4 z*2e^9H60KpHq*Iz2OBhIq^tBd$n0JZP&YIt!VZX^+yl1AY~{1Z)s*N1f}rYIPi@hz z6F^*l-TI&dhEmy(G+A63yqP)~FG zo=4;M<`zklmWb7T0(X8EmOLuURG~u^J59ahR88`7A%xb+FMJm_qeXI&W+Wuxi z9}uAZRWNFEACPJZhK}|Ada4j$vSTsLsv{X0O$w9i3V;v#Xb`UUC%BFW(9~9JwBnSXHh zx%5d2?wAF32KykPv{> zQ);vz0h9YMFvEC=9FTE)`rlJc?rQmt?3HB?0NCrRV=&w@T8F#&0%hPHaetmL?s*;t zzDw{lcmsQ=(v4xt-9&+^e}+}!$F~#{P$##(mb5A$JXE4 zb}CM9N^$S!^qG}2rW=#iySi5rvCZ?WIr;J$o(bJj5H)i2tp8o!Pb+xJz)}5$A~EN zDEm0sCJtn-^^@rR8x7It-CK9>-tpxBrZcSX^hrtpP$h>H1*2If1~gJml3A;n(DZuL zF|s~rgJycZ>oC0h(#z-8&RxH9{o=)o|M@@v=fC~izx7=HxDXiJ9q%|a{#S3kg`f@{ zyL9=|;?j~fle~53_MLZby7PbY{{2St#68v0`yUhCQBJ0jY=uB}wjD0EzV4k8{+lD7 z6o@PcYbWfiOu3T-xfK+Pme5!sMswa@R|H#KYvjPLUAz4AH_znH7Y&Yf6xHVv; zkdx76YzGvMt@p1mhlzb5$Qe>epaZSk<|=1naqr(*TCxw3-6QOVbV%Y*S7>F{H1_tl zHYJ1`ufF=Z&wc)T|K_`2`_h+Qx^XS2dPi!{;#_bzcBpg?!`5NJ)1(@>yBE`43-21W zxGMl4)A#t3`g|Lw-e9bOK}V-!-E4dVCk$`;0?zbTX%4OSZV?fZNkDYy z6S264@=gN9kr9&M2@xWo$@@1KNFy<}zP@qy_8n*Xym$YeBdYzBH9B7ugdi=uZnuNG zE1)rBBMw;*Ko&CZSxjQdktx<>knV=kt!ZXL*AXbIZLGR*@xtf7@cA=qXI58N|NsC0 z|Nl>Z@)Ji%br)6Xp5_R|3$bs$`KA|A&b@u!<=i0jH2M8|jX=9kvR5YeUa-1&v1tOndhOb| zbLV{KHByYkY}0K=(=&jhzE#l2;Xcu%1EWlC@X43d$*^kb`^3p*LdvtunN(PgK6+uN zlbz%tE-K?Nhu6vKl>isE1EV`Tc4G$e7zP08smSCtLUdUe$UXdjXi$Uz&7E<;A-C8= z(*cnbY6y$-^UgS-s(y2F=&qBR2nMMY6HtspM~B>JNr599Pr@%0^I-|X-!=d@B2NorDBQYBF~N?j%7;UBy#LpMq(Y`AKPiwtL}Q3*3()Rcf5(HK*WUlWuYdLH-~8sc zKK+T0U%he>BK|@(Z9Y^BAu+WmNu3P2n(E)n8fPPc8T-)Et2mmPmvBN9n|<02-tO7i z(6O&=E5-q0z_lbj#q0k&uWW7^vGo=iaU z!54im3S_U2WL~JErQjU_(!g@TV;9}d6LoY7MjHpo2|Dn_Ryh$nfgG-q`K|JlLW5SJ zIRhf<01l^4zvXb0+qWOwzwcn~82h9ppdPePtvYZ8oVlR#v|{nZRAB&eGk8j5gq9dh zHCWCm45GSWFf(=z3w1@!Cuix@(nmk~Q5T##fBw9O0e|?1f9MSoWvn&!Ud9+V9zX7F zZ{N9n+XD%-w7DJ(*ZrDiqnZ|;rvw0t$+niPwrQHL>z$t4PKufca2y(aTmuQ+ruM`# z1~4HkA%sbc9(*`ity6+7EiPZWc=7Do*>`^Vw$~;s)*9wS_+;6TvuC+Ej;`YAb%`e1 zOfgOq0YYS%I_L`PAEyUiJ*o76lq$!QH$C8KKv6uIXeDy0L+wTa-Gw*;pASfEn(^f8 z8_7=nfy7u}h$RRfr9)~WoO=3^@1%<4X8Onk#WM^CJFljyokK84G%jevNaLg{V&)Zq z2ag`@)U{~xfW?e7Aq~5`r&&z85A14@U^g&ir@S-BbGANwl{A3IL=BB$Ocf;42dRd- zu6^%Lh4npXlpq5-c4cjS=|Oe%{Dt?w@y55@_y5K>-uU1LoqN*AtzM6ep7?Jg5)~24 zF50Y6kU4`Z(W0pMJC%o-lX(Pzg2&?s!GAcE~Z9!E5=4SXrpOPan;*q zET3NVNWhU}8UUEk05hYH+>2vkumTnjp%KK?cvIw`EVo%wfv(8(-u-{w-2f<3b`V0t z$iF}-L^%BGZb-oV#<^cWr#|h)>l4^320+610U7s~QE93zL1_po5~FKoY~Q(a=k2%O zc3jH(<3}E%F-ECU-*Zj^SY%q++7ZJ>k$d5|L_GH*z9x@UZ$EWqV6L$$1TC)zU9~+tc}L*T0W(2iq;6u@uGYc*OO z>+}JeQov3>Mw?$y1)^D+w=yal@9SWC-_%5q$)PcX(Zv|O0Jnd07#w;IfP#elcjqXOeo|ya@;W~ z1k#4PRJSR3G^7B<=K$b<^PoUbMP?|NVQ>GG`-O?H?RawnP)~Px$D51Sv=U%_ggMn9 z9H5*96J^$iKiLjUzKT^_(i25MDl-fnA7H#-h35B76p9o&Ld5Z-W>IAC+(q&>EQ(oJ zSh{ri@<%@O;je$|8(;nESKt5M_d4UG)%3&~Df6E7t2BB4oatr8+%%HuUqWc<9m}q8 zNpDMo9AjDE_AcPz*=;(SJwVc8^mFWJ;Y|+$)*mmQI=!;8wz|6Jp}_LeQo;?3KoO(D z*nEM2z{DgY3Ub%Y^bEn!hmi?wsNKYaAS)n{Gd_uid*P8sYEicmsZA5djWu|f_tvVpyEixf^X z^VxXhKnEbG3RyICv*StaZ^$|9PX6WEwQJw`&UZWpxP1BYZ~Vq@{Nq3VW5T_3Cxkq_ zb9B=E1Po6uTP9HV{Qc_Qa`UFFy1&Rp1(+A#6x#%*_r$srlDnln-|xwVOP4O5zu6+&EmFYpQM2sFPZG`; zYWiCl0DwXWOC^N^8w5!KSVKrX0LMC^c~c9j?)^KuI#iX5O5VSJ-<_=1QC3l95^x%8 zHpv^;~?$?f4a?CN!_L~VZ4GrP^h4UZz@P}RE z_sd`U@~f}B>H@3%UW~ONpvnD*pb*X;(ALdbc(~=BD@sb!T+k;~Ksja`>Xovb>u0*h zU{}XDqq$sgqcFAMy#Y^Mu{mnkJJKnBTo@l;mGKwXCs0V@8WalSsq5f9ujn5i9-8uCk%&Lc)4a_ zLb@mF{69VbIKA|PhxZ-VD-;0bXXn_}XSN$l!Lp5_IH6^B3OVwCHXQ&B8>Zw_qRDk29{9#R0h^tLWL;ME`nBsH{NNk!|G@j5n-3JPAE;;ujsDVn%KVp2 zi?g`2P^ukeYhs^*^$2KZI(Gj;c(j)zFbZvDL}N3aJnQ%jd&ZQE){Cyz@6MTL3>&{; z`Sh8^#ihn;m|JiO;TE+4$x0oyfD%WTcnE-#RcIa4f+4^ZkYFDAc9=1YiU4U%0V9#y z_^GW01VW5;Z1`Gwj~+jE&);(dUM1XkwC-$1zGIi#i1MQ@;`_REV;; z%E_!i$i6O*1fs%L`#ILJv3|5@QmLSfkte>0?s0G~@%yolHG;w35Agr}|Nejf?9cwp zV=0o;gUCsC*CsGLuKukjyN>W@( zjOO={b${>m4R6x8*x2P$Z~lvm5}tgL8VH`wO+Z)S8ax?TAe>CMwmP)ae~eAEJZWLm z^y0n%XWMT-{kb4Hwrhzc`j#UNU_uDeEMus(fQ@hx1E`8NR;gw@@HE#p+zzdON3u-+ zTQq`mZ2;gLKv87<@nauJby7r!WFxVZt|7bK*d&IWCQ-yX$w}_Um0KnsO%lM3!xj>x z76ypy0lLidPY465hB^qL(Oh-P5sUln4=maD7tfwOf9~R?#Z#wZ-#mV3`S_uVASfy6 zkxv06|HdOEaDWVoS77Jg!4W4RIi`0Hc#4)D9!`;Itbht>wO0V@ zy64&GrBkP!B-9mrnjg08dcD4^@@YdAf)xNhkxmal*WUrAlCDh8n&qvn1e&9(-jDGs zBTdq{mk`~*OOG68`%R(6-V0Tb(t!Q7GO=FW+uCZF8XrAezkAQW9PaPzlXU_rX$3$C zB`_53vZCC=W?;8~8z3Au(4mYIvh7Z?a}Sk$upnBP2`W8JJ%xm5P^|()XvP$gpb#dU zvV&yrr@i*tYi+){A)oo(-~C;0rN~&dsr4NB#0e&g*+{bsmWirCUsvw#z^=LHadem# z6naA?8ZqxWa}3a?#{oON#f3!;+WEZWAZvIUzaXUuNsx`uvM=$64%_D$Qr#S#^dSjR+b}AmNf*MY3?kFuP`O9?zmc=?G$03JZKv<|p$$Px)76 zTj_YVpNU~FOAbo1Jcy#3l5S&(pZ5?77M6Ff+(=9eTv;Y>$+F8Z6$KEWP(?!iAiv#l zMr{<5*0$kRi*7Cf7UScVk6FZ0G7lUnArdTfH~GXo5{cet@YQvm(k!abXkrvqsoJEw z|5W7oA^F>5B)4+FmAe!b9yvha{=ats56}j~CjsezvUmXmO2z@|$f^CSN>XB&T4~dV z97J?fxL{YQ_URH49G7WHaU+6uBH^PmAS=L{j6@x*BaD@A(l`nEgHp@ui6R|a73Y4> z7r>6M+U>2=jq|YM(gBMLOMZ^E0hhHLTT%gH!fd0hLKSX#ld!@YqCCBUW2O-p^B~7- zo#r@%CEaIte_@9dJzs7>si-I!OX5pAcUYa3fQmvo4u_^j~{r-|B+kMgZ;SK zANo<;6liF2LlOl5g=O5*5l@tC)Isi5A)pMwKZVM6CLYVzBe>r!iBIG~crabC5*x-M z_^jqUIj|5y1?Z?TnFPthW?nky*9C*W``zz)7~mqf-V*SOU;HA*ID8t(y+gR}gB;%J zfZ=_RMcM{{0A)Dd^v5ykuigJ&_kuuc?os(qU)T%HIj)i( zfI&b4LaJFezfNlLetVqhi~)J($v%$VxPau{tRB03z8lYBqb>{JUuL7_^RsQ^eqSilNZ1?7U` z%yc#%xzi_g-yZOa0e$mqzzFhy~fBcXC{LlYvW)sNniu2f^ z5EC67+9>NE^G1!L5QfG^)45N*oJZVt4N7E;=8(R6ryae%`R`^)=%Zwl^)b5^0_~$7pBAb;rF=V|DfPJMWmo-l~=nnlzEJd{NdBlARc#0Cul?cGu`Q{eBUh zX>0>L%?(3Ox)2y3&!-Kue2QW%&$P{bvh4E=5)LNZjS%1z;$q}sXg0^{CV)>vs|wYi ziN;a^f!nbz0RRC>h+w_}PA_N(4yE@jpVwgps`GOp)ruj^^0dha$?*@k`(zqz3<0Q> zK|RVAh`DA06wt}>APMB=YluPt^cwijro+L>6w9c99e=R|9l5!$>nQO>2aLCc2Ze-Y zD11!6CTBs|4>Sv4l${Ey0Zjh)Q5q9AIf_tJ)%7oL+_$2y)Y zeh73>s@=6=&X4YRAg2l1aDRW^7qn+p&op-0OZmRMLr`cKsPLlw))75D$+G#scncL2 zuvnBK?@2WEp@W0A=4+4h2Z*XBZ_uJiiUa^^lWbW@WM7E?dszSV9_fg>xL=c46^ZW0<|-9QBEUe8FP!1Ru*hLvoy&?*mZ`Hpen!a45+sH&g){bg=$+Y96* zo?qcbU}n6TzqYE3UJtS7W#aN+EN;zWA_ZAF zbpjlk08^}1me&Dwt3qS>l{g)w0@_X=NylhtGlYnn(Z? zqWh*=XWk;J!L3q+uBgaSH2~zRqnK!q{XX!a4}Rxc-+KQCKG2W-fBMIN`teVG{Num; z$uHjgg+=Rp_=9@A)W#s~E8DSmFj0d(pt~DTFrjXV#)PoeM6g$ml4d~5>8Y@`)wS2!mLs9pAKicW z*y(^DK6=>S*`gWAQIc5`c4vg6vID}`fOd3!(OrrFfDoO!b+;pnN5Q$yJc}X3ST`Q2 z^(mI7A2NYPw!DD(L^c$AQ`CFB`l(NS%2%hV{=fcT|F3`gr+-Q@KnQ`P+2p(cvvyc| z<4`p!W>pBOi#hci#TXf5DO%SW_KQ$3J2nDfk9#+1uxNds@P1=;D-affiJ_f(Q<0~k zs|WV{6Egxvs=sXub8|`H^Q&uX-Ui_L1J?(r8;hz)@xw8+R|1$Nn7*h99i7ecfKT=j zR)_LWd1PzGNOWYepY|rigEr*yAgTQVk2(Xbw2r@ra>mj1e#RfflgDS})k9XC{OPFCCj^XtEdBQamp!$HVG)~rZQ7b`VgEGf5BlA?i~5H>*AEY1G26W0^9^9 zZq{wZ>!1&Z?Rrc~d& z^2zn6kSYY#Krxc$L;Q;pFg|dcsT*ESVihnK0CMP%vH8g(F8l}zC->~RwU2!C!{7e) zw?FcckJT~0d-L57yz#;7*KW8<(ck~=-}e)}BTJk#F+Cm@$Av0J@gI`HSlf2vO!OLk zpY=@#1ht?bM_Rku#iF;K3^krqhbKjoHy|Ks#bSq*x*s$FR5*FFg^wwGeYW2~m#S+* z;(L5^v{5vzBeT-!VV2GSkYe#V#Q}!iU4H=MgNJM+jV6@Db#~#>g|lbZ z=BhTY-ro^uG_HG!=l*?IlyldCw-wOII#0 zpIR1?Gs~yXpFMx|@)c($aaxkU`{CM9;tC!Y{}p{^?Y_6 zcQ$+LbL;N-FMAYlrlGr9XnH#rPc3_gz+BLT!qY)ys*y~dDTx7rEYWESh$BC>BM+6Q zhu!W}a_<#G5sce5$nt?P>{u-R3aJ8VF%E(mWNpC&UnU?`rKyV6$gf6k@oj!=_uL`e zeEewR@x!LacXNB){V)ZqTA6 zV6Y^f%~F|Jgfs1q2S%F}8S4na-28$M)v&kY^i&uC0HsUhIs1=(^rH_RJn(Mdd-v}7 zdFk*10qA)D9b!UU<*Tue|7FHX4HOkafQfEf<#ea{Tu~ z7<{jAL0}ggr_isHg}9LVh~&wJbW(t$1H>nrq8)sCaL0a;EXM|dz|n~u19-kl3e^n4 zlrE1jCi=&-!x~90z)mnico;{6vr3qLcyELYk0#^2BtaSxXNX$6^1ONhfo& zuv-XC3vQ#h8z3MjEL@allvJqyy^)?Sa@+H&0Wyr6Vlfx@HE8AUuR#?UWHr^tal^XJ zl5dG!zzFilfHDxVa*je3oG`~5KpL&1*!L5ns-E}y)W<({@#3X7-uU2;|MD;X^iTif z$3Onbt#@w^`GTlJzkw+g&fHY`tc_3hADKlTb>C6N>iq!=P8#YQLGJ!9E}h;vb7t9V zUyIK5;$g4`01!(UOL!{0PS`GBn{ zB()Z`0RSwwz{D8M*l(Tw^-ZTeY=1aT%D*wpg99!-f>#P&NYLU*~{X z@OTYOp>O^2SMF;I8_TDpXb+r;wAA#^PDB&^xZ}=$!{+6kxV;z+0uUyFuyVEK@534Q zI3XsY7UNEX9^6_vv$A&foYS*9YS2RxGgDQP^;k-ie~rdHJMr-A9smK3f}<0Ys)*AV z+@{tG$Lys=xxG@}Ho=GH=lm|40I~rZ)GYwxW_Q-5N^~65fG`(^ z|E8D?+uQ`lv@jKob#yP#eL=5!2dzZlc$xRT{=OU6ZhYiJAO6TkKJs6G-1%sb^rRk(_v2brU;gr!fBfSg zzx&QRckbL7Wnsy^lEH3X);fRo+zT(h`0}f-Ub}YHRmKK-4l>vL1S(+R!i9$M!P&7E z7Ju>P&mHR}mV4SEhc}GZ?&I|S3x#Ce5_x$Uz#Dix6?MvDr4`H07vy`5QUp)Op%sWx z=9Okf6GN}xs9un^y1I7x@+DVla|9Jf)Omc)AnfolJ3n={$2NO@jgu$@#^V+ChDYraQC={*AgN*ZGiW#YD%@^ithRkMZSm?L`%EoD4Z z8$z6gc~ZRe>G`3?pVr3Oe4!a*Id2{BpJWdDz$xEYMS`l2s`<_ks2t->v(%E4Cfe^c zCF6S30X#)QP=ot^?)-aQf38{xRh5oKvuAOnTTgd4R#fv1(|GQIKKf)1(IJhdF~-I_ zbn=bG*n@%`u;jQl^y{y^e(BOh#|XXr@+-ghyTA9-pZ@gbyN(Fz4;fPgJd&y6jJl;T zg67be9OB+q!!fd@TN|p69?ZG-?>4`<*er@gZ;4-=cWZ)x%A*ATuA0?0n3KV)ksxUl zP?cCNV-g9&B%C3j7hEiVO%cF$e(aKqN#1P|+>% z5+$Dt5wu4Va5r6EmYzYU&ZT{A|exa#N>Ju{l_rI%j%@|V8!_kZ_y zfBxrx?ip!GrdsCv%hrxl%crm0xcbUVFFT{x*|X=o!Nrf-hJkR5z4q9B?>l?`tp9{) zzlj7JMQyP%36qILY56l8z5jwiS2>Nb_FdgqX!GrJuM7HQ<&2`j>}(v$$l+WUos>oq zZtpb07v43ovU0}bs0)|QKi+su(nx~x+!>CB%KZotL0#6SBZ>-0o)8@X9F|q{aMnS2 z@rilI(=m;7vlPJeaVV!aXDNL>hD~mqz%VD4O*wovAZ9|A&nYIWOv4o<+~mRFs6bA# zX;1`h?2u74aA@Bu;d`52$oa((DhGi)Xmx(9tpGrk90UoN@atnd9dV9xvJk4xBc6O$(cC;Qw)k=?r)~Azp0D9EY+!zOy(-1ru zsX`?RiO16|Tc+j)r-KyLs?D@XGy%wr!4Sdf%Gzf>_1PD0y!hb{e&~1q;P*TX_?y4_ zn@0~Hk|H+huK>n$A|2n&j8j}SnvQ80{>HvU_kP?n_Q>{MKUyLFH$2xjA=h(Q$zwbGiVtswX{r)zu+H=3(|E0FR)HR35B48L=3(#RJkbF=D z#ESc4!pYs@ZKSBE3IZg+C@7w#gE`bxC19&OY<0i=t18U3CAv)4xX<|=FKR;pIUOZJ z2A8l59^I4x)8QVqam3E!eOYh3@x}+)&?2k{5+c>t{>KS$;R5RDVnNCxjhn7#9wlBGSq3PlQa&lgu zoMH4b^yMbD^bP@g=!oi%Il?ru_umZ?%CLzY$C3w*q4Sp0nxr3-v_c`{O00M~q;v?* z6W6#nAq4jhJpJ!zU@=2gWv+9A>?{$ER#{#rmO%>G)hjI+7x_>qmTvs2Pzd&?b{wf! zrtnWaD_eyS>;BfxmhZ|1?hQ9M=B#xY08HYgFZVC65sQl_guVm@r9RPeC3r_e*3q7`_KOLPv83G+nz*b94;oI z93e@&;AwAqKtX6?lx#6tiwvrWD9sF?Zy&CJL)t#EwPt zCdKH#m`N?sY{#*DZX4^poyOtc*xYdEKhk1tR@Wm@17I-RXl29hP^x6`2s*54kP%To z%D*UBxRAcIeJ=wT1i?g2c#gmB?vQ+zwUvVxm8B}N%%9-3adbou4iUwh%j_jp79 zsikF7nwFk^FX;$aibCBWM!M1qNyq7n9E2}HZ%PTbV z+F1zI;@lDsp4$NMY(%x-WAe*S=~5&8d?un`V+_w00)&}526_Y)6#$(X#MDs{y8KY8YUTpoX{X#=nYef@B*C7fn>6~b&sjq zd)%>n+UGz3?$J01x~hUZ3=RZOczW!?r_&{cw=~N`r=T-MW2n(MbTuf@3WETEoVf2$ z+@etxEjlCAecS2xV>Fg%Q*e^=2>;vQ8Qu^EZmyWnj6o^HFg>Lco8a}Z2uk|MmpzPi z9Y>jI3XY}Bnk@B$){VDNHy)&Ww;?S_m@ws=HG81$G<@g-AG&z{qT_&Tsto zPk#JUCyF<-K~BAkb3b}e5GOyI8PJ!E1r0(Oz|+i!^=sKdPX!uMqj{74U-a*}HU?O5 ztJ<$ns3gH8;{{u00<_)eQ&{dqgJXMfkX-0fdar?nsZV#B@-q%L?OZ;xYBP-V>) zW4-KQCpgBm(gI?jh^9{pXi=lvEd_#P7GvMT`R#3mRLf_4y8XC&JDa45R3QWkSjWK@ z%31GFmBaHEs(F@0WPuQzbxOL}?NP_*T?oE4dhqW=KpqLkcB7;%veVBG%zmSu zMXnkLQJo^E(;_(fT>EtHP{Hna{2c|8S%98@qmKgsa{26~jmMi#tP@ZUZ-;Eu9!l0~ zCMP|9qmU8=j(2u0#Gs+K)ARIyj8TBe1uT~1K#DPJ2UL*=w%s^Ac*bl%fdVzenA#SZ z+>wOv;Qp@?n%-m2FLRY62p zM~=e5n8mY^i8~@;cq7_E%}BH7z%THxE}-stXslkx30F+$yIesvI# zA9{yk4p31QAvH_hj@3=X4Du0FX-rEE0hDZ!P*DVknpxc1bXp=t*M42TbnS(gUwh^B z>dO5)ciw#SAMf108T&Dy%Ebyho)wlDR6__kN_+<9zVD^Wm)BNSs}SnGuvBx(GZ89} z0h%hVuepBR+wSd<;*Bg#03fuQWLEqaQGgILiAF#iEOhzm)r)Vx?TEgnnrF0VP!Tg4 zi6_}3c;we;WL?+3w71*Z)y|IJl2(jHimI3$)iy~Psj-_`Z>Isyd06e?pF@CFR@Uy` zxo7S5ry%YBw=e`ITMO1(j$zPY2Un$d(93w-H9U-t? z5j|-&C0dlauh@nv{9CIwcy;$b%=rlIBR=L5WTXiUsyS%LogP|+s2161_ye)-8zUnVjSp#VGO!%YNn*JL^JbU3lMl`P zvUfjl{uru~NMbXCjVaU9!4O1)V6N`face_%dLlS;_VVi=_|RuR`}t3P{Nt;ur~m#R z|M9>4*Z=&dj>dlQpbrgmyMs#>Qo-3~$3vZN2#ifls4;V+#6*vD42u_8rsG^=UTboQ zCZFV+Cp|87xQdr=&z$K|m{ENOsv>QzDinas`y{metIaL1Zmq4YTz}6ESA4$twukY3 ztD|TM={kNhi%r;_$f`V^@eo(I0Ld)Uvz5onkW3<%WEB>p=fa#6+uz^inOzaZIg#Ia z_omAV9{0`q*G~5gxQ#gb03fAyo+}Dh%!v0BhmACFSpNiq!<|k7B&V1rvl8(SVA=`h zVQ!g91Z3_R4Z?&y!EwRRK}hPm(<;o*ExNZtvrT6|_ExicB>6<~Vck#6j>7AhoE#@F z9H<*qMYG-kuaHL8lh@dnqK5KhfSfG2_$Gh0aY5?qjKT=#jkz!Yu*y@+Uu|Vr~lu7{-Zzs z<9FYF+r1?*VTXM6q!?sK3z~G_SdwY(7C+<@5pyJ4AhwSh5RokbLISb1Y+Bl;_*-gO z|Br?$<=C}CrBy38rs;j6*-*jBNBgiABm-7QHr{@NaH|bQOLD#bxEn=`b=`~p3=?Cg zOD-F-4~~KfsUuq`g2UeNF@g?rywD6atsEU(WiSE)x1do1sj;r(=C(AnWAoQveC5-h z|KeA_{MFBY`ctpH`r`b&UcYwvtzZ7~Z+`ZdTleoq>m$usP_Yd21j&ib_B^z@zA>^f zYfOZYT&X!Ge@IoGpn2`=n!|ORo`Gbi37cfSv-9ZQg9rETt*)&)pHmBo!)R zEC5{u(jCuS<~dsJP^)WKudhGaaA)`a?K@^sOsH8Y@t8^9A#Q{<7R}nI*HRTj2L}%k z5FDdDic;ijddtBukZ%V&At^fg4dhjtD1|gf_*(w->@DxNMAWNLRkdwO;X+}<}6%?Rhq>Y9} zc9dfqSi2pUgW`Bd6>w-F?m24(fbkDzraNlT7OgO^sylVhA;Vi68?mmF156H46K+Dc z&g3zT?sRe*az3DC0IeWuFbwbHlU#2A10I${&)4f)ti=tJrfQTTV)nbzk+x<`;g0Iz zMP{ZfM3sEojpx1KWTbOYrI=P%t(=86LGF1J)6QH#;KKJ05}-Y>~}6Kj1L@y<(5L`uq{IBv~Uz? zgL{N3p_(BQ;Fesfl$Xu;cNIRhXgasAq*>({S(q3Mo-y}ncxLQo?mUGm)w4}jgbfEn=GyM>^kF$KCrV@I7Q z2jE0Ber36O^_|S>6UW9zXUDF2~F)o>~f3uvq&Sl`1K|L`ix%bfY7EQtecj zUt3$d@tzxx*B^QzVdL?}==`N7l;bosUrdF!COR~$E!J-RP*n4L%nRv7fR&XMzf;zhNU5g)T(l@nq#2dtd1o!6ewN8?wFOC^^+zR zBi%Bv)F=wU5i(bjECYb5YS<b&i3>Zz^u%YkeGLmxQ^m zR|kX+27n=;!kkoBa%*SXiR!nvHn@65tDv=7jEuq{087fNJYy7vc$zREMPzw*dmY>OaSnanhZe-bf!4oLKLBU z#}WY1*lV33IZi8fo>XjaSTK8i=U1h&;CLNZor2`%kkNBIL-vVJeDbB2U-|Hd-}tTH zeEBzi<2U~5XMgRWg>rApd`~>tB9D8g4N>$&l*e!RLCp~R?nYH!6eRPL%s9PlNO4w% zhA}q`qU4qX4+&Jk9=t#p=RaW>&*P9MNt<%r2z2c98f)atVw5USkl}?8 zK}WK&o8=S&ItA(j!+V^l8B*IlqqUOZ8=F42o+Ueb?yTzpSD}h+XAVM0@53WVn*ulr zKQGG#V*2a<*=rpflS>S8Ty6z;`X*pZhUPzePy5gT5l=>YAG_pG)6i*|9UwV0V~r*% zpp8M)nn69zs+!T<1aOu+r#Y+I4&aT=&BOsJs-h5<&!-eY0SDec_W%n|=(>PvsNCk# zJyjvZzHCSw9X6TdLRF9;K)r+J_7e9}qIrj6s8A|UDnu~Db8h3#Xqjbh_%61#T$on) zjPUTukudsw*4IG8cvw|a>b$yXP|4=*+T}}^&Yu0!<%^fxnfQ%M|Mf5b@+a@U{cgiW z!#o|pn2_lCRMyNwX+{+?wWl;TYOFR9nxN>F6&?te4k)#_y3#i=ts{%WY55n&$7wuS zN)Z953UeE{B4`D)zs88V&sf)#x#hFxUw!3e@AUohS3dvw&wS$L_gr15P{v=tU`2Uy z0x05pv%&5ec`OZ&5Cw&i?fXI5ZG}2=&Sn6u5Je-^(ny|+ zn@iY8iMIRJSO%|P(#CE9Haq<=S2@|`*|Tdd4zSZo!Hmi)CZgT7aP(n-wY&R{Hvzkv zU9@Ooh#(Z0SpR0RicEwPk+Zv#u&_2E0>R_;$IeHzy1aJI?ff}E3*LHT(Xtkp5+^H< z@oPKzEI^oAC-meSj|$?1DPNvrxNS&aIxN)w{*7^T7?v3)ikIkMYN!8zK?e5Ow68)Sqw+cz*ddb-)296XpX#-7&MZ|ihK%yaCEbAx7!)-1~iF973#$?H#9$0>gie9;#s@y=u#J~refhV4=Xd|$cYp71|Mu@6J$x{@ zFqt6oY01;lR6L&sLH5$KKo*p#w?6d@!$^R#OXHe`+{8F#8VV8ZeXC zIH)EjP@y7ouv@xhkJJY>icnQaX7D}C7{dfU4ah9b)AK85&Ug=iPo`(1$EtnO%saU5 zKe+$s(faD@S``99>bfpt$MI${x{o_2^lsqQwUslgs}CPMXj^Yhf&xM_F;I_-V#Wu> zNQ-q-1aNDBIJMuZ1kix=oGIu{FpdFSfc@Vb#)0CD-(8#)!|#k|p=VAvP&ALk)*tsW zqBvdl$E{Wc;KXczC*OEPuUXABx6biPab!6D6UUkA@=w4@VSGC=jT0hlvz)~2GGTN` zB3QmJAl!?-j=5QvL!3J~Y8V~THwsyF!D1?9wKN7ai2SaZ~Im9!A>_XNT$hrp)93x|R1Q2=>ERfp7~NR1y2qZ(7~r6jR1d^&>`W zzAPr{S2Lp+P~J$!yWyO^KHAB*?TM|lP*sk>g(}l$DX1BbRyUCumg8eY)F?4VO{z=# zd{Q)D*bR6|J{sHoB0KW?>pTHMPPsj@Q#Ei?D72~2wsK(6bN?&e1~5POpylC( zR*(dvWw!~YH0FKvhz-E8xXw5MF#z_@-vTIIl3C9ua{zFdSHaZa63X*om`-{P)3>X1 z9;9H;xnlk!uyccm4+V3DB^5nDYKa4Sqd`=Tkph+&3A_TE# zev`6`dIbTfREQYcI|O4HHt)?CP~6IB4R)yC{D`q8E&UNCGL`&ihU^^E;?tqk@w@ve zZ+l#rS4E7wPZ^(Thur5CItoxmiP1`~Cjcr4U1jO{XP&$5*4ys6@4mb4x#zpT`@4VhSARX3Ol(tY zRnDKFuJhDqd_3B&kcTr?H4MD;Y!KjuxlTvS8L1zJtFn3ytEOrBVibEcg(Rft=LL)< zgo02w5EvvyG?Ii2?Ihdwv+-v;_~hB!?tb`dPrUm2tKaE~RP8$tId+7Rg{^3k1dzTSL<{X#V`A zy-g<5Is9@b;?ue3b~K)*8Htc{?uO6nUG=S3PN(xkoValA!aaB1^)I*nQ>O;x-Yra` zn2lq8%s{56N>MXEfVQ33juI%GmX_aH>A=NpjX{!+LEy4bZO5>GbJS z5!6~UGa~k(6)eD@wQl8YZ>J_;!}8}`%indKvPef4|FPXS=4_*F>JJ2jGPTV&U zbjV0MI0!QA$JL2p$5)d5?<}kOc?QW6nR_kY2e2&z@(dvLA%+I~UMJ*H_bLJ+0E0r> z-TTT?f^9AG6gMFO)FY&+1=y%LJ+(1v#&v2X(^Xm%qX6}@Vc#QRj1$m-+YTMV#_As^)B?8SlfG1<@mDYEIHDF=e$!r?0JxMfekpc*3svbWbtGp!DL zTDA8&EnzVtEPk1a@XSnIda;eZaR|ICtxX^Zz^*19jWx zs98a2RAL#nFPkGI9bfQ$u5JX_%z5HzZ4#e1L880ag0iR0JZ^$3W$zW8u-7^eq`@X~ z>2sf%dqZ=Z;h*h&#*dKaei)K%r+a}Ld>pT30~kp~1P+1_x_T~24-~Ocx?NuzRnzs@ zojyIKmQJp8m`qxyi8;}KFBIE+K$_Xc99{+ygklCt4Cqk;2i`Y*Vhofh9YAfZwVgO~ z_^Su%ZVlBh6pBzILZGlo5)xu#Wz>NH&Y&)=oNkqN(t|9L4cMC*_38-$z3b)-Q$3|N zonUa<0XpJ=ErItq^mGj7S6_bR)(f}YbJsoJ`qsDp>wo>(zy9;TbZNbQcF>%%uleFZ zn@r>ANE6b*9h6$CVr(3V7*eohBBT-`3{pfXD6;0{^0>WnS=8p#ZI3+u+}pqQ{x`q* z!5gnUcmLhDpBx1}yqxMPotU*K_5LhUQG_!ga0?8qfW0me`oYwfwH;4pXs?zE8O9?* zYy+V&rxT<>#D<211jfU&opO=77Poe?m-vP@mnIpSiP~(@yEXV02e{%zWwk2-tT_rzy0jLe)`EL zHrNtU7{Fg-BYRzkRyRp2Q=9^%WtT|?u!tDGqZCqu3P2RAw3%H#!B@t_$=mO|>#65n zdjG@U`1SYReg4^pFWz!m5@0VW!f37s?qo-hJAGOhn+SrQf5gCwKXaX}$0_j0Hg+)kU zVY{8QZ8Pd*;X1jS&Q$mp|M`pBw%FTu@sO~|bgiEo0=L=b>@Ou`8PGEC`D@=GiDU{( zHS12dH11r!<(6|7Zs~49XHhpAw`~!DGM9|&t#D(mchsSS>jeU&wO^J+L&8NIpZ~M6 zBx|#d$jspD@x+Mh3(qxM?M(z(i=$ZTqjP(3fZ;~}8n2%5(CBxcF1xgx_;@>D1K4Cj z!F}&<^kIkkiem1aaw7~nY6E~ImN)YvH5~=$t~nUx;c08kxP%g^2*EazWeT5Z@u!^!}pv%*{IJ!%MwV7k9rP&V3Vl`B%F4&`#Dic zFm{?e(7|lg1!9malI={VElGroR0<`wVv;iq_$77e=gzYIAYT~^61;PH(pds`&A_+j z#nGqoWD7TO zgY+Il+QWluQzKFP^l3KSl+ZRqRog7Wi$6E=o^=Z2`6f!moYE)u!TxLRQ$w~S1GX}~ z-x)1-jV};je6&8ng}Ovj>-tUGyd%IyOsVgv$v^-vAlB(CW`TsR;vhonHg5E+nO~)B_c9&9d%xFC_KpYN~OfqmaQ{pYnmbfp^!iV`H)XwuV%v- zcsG~%+;{)|Km9L%@Hc<;SDnz_@JJF!eKfxPRqzIaHoFOs4$OoBvefJK zI;{QrCqS5KoXD{4(`GMS#)KB))7PKBR;tY^4FGW-7F^CWM(b+L_bc1a|h9zxt^A zVN;su0A6x7y1__6LR-Fv+ANF7hclFBki2%He!~q0NjJZE>!Mk`_BnHVHHq^D>CXdT zWNgo~&Ij#MPV6;2MMgnsh>#SegjD)d_F~_rhMJ{&WHXKrl`=B`I8{oSj636(sd!x0 z+MlTRxz5SKu#cp~-wWD_RS`1)PS;sY*c=&IYdghscQKhvTvJ*Q*IplVpb~I1DqR#d z$L-~XN8{_UUs z!B2nj^Zy(^^ARHCYI~#mkFT&|{!9wUzCAK1A_6szsOfgn=43)!8J)cI-b=5&_3r=i z&Hv+_H(q@7(jDhckC-71DM*!7H_YiY?ubAUrLX$qq_-r;0--gop?za#(=?qgUbl_j zr3zyA-3Z>|YHmB7=`=oc&C5FZ=%bH+@$-*9`}FdeQ>PULP0}g%dUHlgMD=jCHB0S2 z^zFCZ*1bOZ`7hc@d)?C2re;p3=_@$>9X8@oTZp|zTJ87JmfTRc+Y_l17VS7>Awocmi>YCQe+c_Z)n`l>-@D!xo z8#&)``^DE^ef9o(?|tBb2kyQ1z90YSM}PnKf7?Z&{Xi75L_nIg;45hHZ#tw=q=)4Q zDI(=j@I?&7TvU3&EO*WdbIzxm-?FMs2nJI{{*6uZIe%z)Nzo+^<-Bhtc;>(vm`}CK; z`1!}b`lzF=cXND{Fo|VsK-ThkvYoU=<8q>Ol9!$J?Z5orDpqYacj*z0al=l<~eU)A2P{cLrrOWA*(C*4QnY6n? z%NQWj)G8B@AkrjwZH{}2kV-`N3dyF{1VU6eT)n+m?Hyrh(|ZF4;v$Jr`($m=6HzjMF-OwUb&y$_NpP%t1V`iuztI z*QBw@w6U;JLEUG6iL&ne(9~(U;g^j4_`QQqMvjF zh=GcO@nKX(U+o*|h}YS7{wM$$j5oo-w{7NC*<5Sxw#cUhLfhy8AVK{tqs!EsKXd-{ zsnZKYK`s8dOPGJ$RRKQ!Xgt27IXNn&$j;2_!yGq^oo#KE(Zw6L+}h>4&wldJ$9VhQ z^8>>P=M>fHOxuY|&zId8V>KZfm2^rgO}G#(@xu^LL z3K@ZnoP18}lq1TZIaDhUOO2PMbq|lnoY-kQIw&%8O0KLq*ep8$B#iTrM8}b<;xUu* z3`y8&Y=igEw6wh8L@?_No3wSZNcXqsA+sn}Dk0HGqo&M^kV8Vd*g93OW{x{d#_Ynb zw%H!~=I7mOS|^isw($z1)rmbz#Md>r4~Zp=47gu8>6iv@z4^x19((lZr=R+N{=fd8 zzxSQr``f?%n{L5%T1q4tf0eL55FT9U{SoxNHv4t}#E^U`At59g8BI|}Y8sV-0h`TGLbDn7IN(2pO~$OFCHyNuy@eltxm2mkB^777|i+=H;#m@Y$!6 z$s`DcOdWRr1MGX{1Q7<(O=-@ZJ=dw;{O9OD+wr6yuv>-6nr*Gwrf1k)F^fYYbbM~n zazRCd5L`XJaHc19(!G#QckL19&P6Fx!6Z{kAs}_VEOI5?uo`GO!npHB^L3Ec1gj}EP<534yEPSZ?TKoO<7PG)TQ++&K|UkoF&KZK8Xrb0xZ zNK>6gDuP((Qr-&>$8l!1t!wRbMQD-H&|hc|?^3Oq*`}+M5e7NawR%(_*e+(3?MW$x z8Js@85{_14ItP(*HmV^L#uH!<|J$K#x>mPo2 z?)@1YSp+DEd<1}2kE)uE%!PqMX&jEsg3V%{&QqY!~GxRf}1=Ir_Nw{&UmPi6rC z1TywEcOvPT*mH+Thw1mMEi{TiTD-Yh((-BhkS*yz7C991)$+HpW}VE0l9TKRY3I)0 zQkur;R35;n(v2qVZ_I*xs*Zhnx`7*C4?n%-f&rEoK*y;7NWLM%0D)MU<+80axAERX z+e=dEGaR;*3%o>|c6kqg?L%_gVgX)xBxtUviLD|^K$*Q{&A*8eD??%)+JACXpI2*2 z%uIGh(L}9n*Jahg_A&YiG`Lh=Ue>pu7r~bh#t9+B>X%VSGgfHpnk1`2L;Gge+|`(F zyH~ok>#nG1H6;SEHMDIjsas`{u(y_|Q6CqhDATVgnkga_5en_%S~Yd-eca=P7ZS8* zPMvwx^PZ=lc=ETt^;_Tl-gp1u@BguFTjRA%Kl?6Q=0=4OYk)Y?%ZKsi=wv+J`neNuiGgA`KnbI_1 z0haB#vXI0L3uCtNZLH-+^hUhOBUp2Gx>Gjcvf&;XIazW#a+Ai6W`P@x!p$q z%cz&Ohw`8S=_Rv+kcV=j?7o&Ohvga;VafKK&%6jxq=G<0>FQX%2at|0KWAH#A_7Jy zrs%Y#L++-wsSWUWjNR{(Ft%58ptHTIIIQQ`HbID^!FD=37}QI{#?pPWy!TH5fe_B! z8hiL^iT$Ac z=JC@fPe1k4Q}^6=@16JEeg4Av?|t|CfB$#?&`DHHw?1hM!B;pIgoPjgY0!#mBy0`b z$`KM2MNtVNFj><(SJ=565$Er|_iN8Q_sZ+9z46McFFpVKqYvMA{zL%Pu8B;96bg<4 z%~$y(+mqT}X(#n6eOut9-P0Yo<%aW4<(n;^5UuHe8ofzoP|D(88BtrfAg*FpM z8+-2~QEN`x?ltLUPn>)1k*}w=V7_@KPpFn26 za`+nJ8bi;0UuV0QAdRtQ3HA9gB(}po56OTODx>Das1!+AvmIAg4~?5Ql_nLa7kUp+ zAC9e(oQW9_X&WRRgWVWXDNTt6!WKvogsuxCWEO=rIqNiBU+Y{C9cnP<%vt|$&fv_X zfQ=H$by>qY%l&uWdZ&{KdiI&;e)8j=be+L}_1Ay($;Y1@w>t6_`j}og7SyTa;ra-@RXr8yB1HS1yB62_mmy#i56m+C%$_I#Hr>U<)zrX+@e&qntx{qs}F zny%HE=`?BbxPJMonD`q+*hVNorcT-`pIz?IDbjYW*xjU!vz<)ps6!E$n;*+B%~#T< zi_d$r6{e?IABH6}NjJ>%NgYYCQvoU=dIdGB|8) zNLy3HpoOsKG;Y>mbIR5{eX@*-q~3=OV=WE#I#OphUb5 zG#%OH-1#%7PK~+%fSPtF4($EXLL8+v6a+HewzZvNQahxFJWU_f8B;pg_SH_M6d?hU zWISodT^Gj5>76*))z58DCexFdn#6@{vvt^BXVP7uwXy%jRw1!fm}c|qhPU|W2#{9Y z@7g;2_@3vn_}CWewhxOFY}saMn}9Li$4bmI$cP>|jaNKZ9XclaS;WQxk{V6H)t4l+ zoteT;+qG8P5h_i9+qQNwKxQs&;FN{d(cUd20%2t;tK4Yd_~v~#ub!gc_=O}zTD4{e zSS=Ye*cnV0(=(^1`r=I~-788EQUID^(`n{mGghshv~6axaR~1-$w-P4r70a0B2Wo6 zMNx#feu#*U!0_TrFE*p*Y*%+bedcFB``JeyeKa?>NNBZQ&$td9z%srtCOkzoAw>}*m44Tmb|ZzAc2?}g0q!*jQ6vM&W|b1%O9E$yeKJ#8r!J7e z67zltUA98fRih51K*}XD2^N@Ivvbewj5TVl2?#UrbxFwiF(5$LnTZHuR8E{aefs>l zbDjI`N5A^mX^}WqnPKcDy>mKpN4{~|nc2>QfI34cN)ZG|(vf)KT1{$%OjHQr%vzlW z6zVFrT~OLI1*n;}L$c>aV$kEJ2?>O5azS|=<-+?KqnPH}Vv*p+g8MthB|E@S+|L$A#2? z+dEGzs;3K39{^BF&;+Gsdgn5eE07wUzx2dYZ@l;6uYdT#YcDmz)w9XEoP>A4wYTF};GsmIQVt;?(JrofPPq zv*)aT1KV-*n|fF=QU^9*8rwPB`A_|7y4QG8+v$X97Y%n4s6X1ZXqMWZTM2B}Y}IzK z9i=(d2?3p%_5pWo)I8AJy{5(;6`NDy;n^F`4v?JH0#tvE0Al#ht$C@`I* z@u(TqI_{b*uUz>oYjSKzs|`+LJ2UNlU5~XNbxcwzB{L-=bXA{wx+Y*Bq2UjkkgrVU~*EksYRjC0on!HN)kv?M}2i zUulzZpRY%nS88pDlGQmLGZ~|D`(5`v@%%U5``|a;`{3Q@pMLz}g)>FeNoJh@O@#Vg zqIQru;j8H5D!fx9s@xpzcD2>q!+0WlHHeTQ6N&TU1(oP#FQee?zi%hiEP&zaS zjPamMIlPTU2&KW!E8{DlT<#pJc51CrLZ~;qF+N~zGcwMsppz#~otmu_ZH{eYA%WK{ zDWU_X$Qg19x3yZ{E0bh;SeAvB$WchF1bJ|+XG%nq?p09N1KjmSpE`Z&^SY2oz~+k% zY5U!xD?z%koPf=CVIR`RZLcu`6KFkQm%R>YKlSJ7OfUR!MVBu3sy|*h-=PeVkNnt~ zJ#`MDrE7S5hwcJo@OP-~ayifB3^6{^ei(<;Nd?oSCwKersrZ3mdexZGN=>pM8XL*Gh_# zVrae~(W^lsLM1{Rj+`MB4mBkt$vAC} zh!E9)F?J}T%zrh^Gi25*@-8wJv8O(qTc@%1ICScAChf_Z(S*R<%rJOU zq@dg$2|hv0S)Tj2Zx!1Q0M@|9vAubYR@yp1Ajx>;5957}0&MSlbT2Uo^Pmp8*fZc^ zK0Wt4j=jMGj+a@@c_?M6g&lsM*jPN2MBg&2qb_MA?vL-<%bgAGA3EIX*Y@!;YnG4{ zQYfTk9^NZgm6^6HHKyD3QIsaU=ZHtEI7Yv_pY`{l2umpKu(zzYCTVveN#`~d6eRV& z8N01@vL)LN1raQPuD8(jEw|kA{PWLWym;}p+ivT4L0u`}Z~yjhJEHUAV<~IzIeVVe zBx5!Ot#R_uB4^)-DN<-5866VLB~|y3#Y0huFlj1n%cP}EN;!A??O%K1@z-B}|J$FvmMB9}h1}3j10;!#}P6H~kAWa%0$l-AE znx||bDQ1&IkuYg0GSZekQJba_)V8{x9POnX+rHVUt)G4R=|>;`s-ppQy}YF~PA6Wv z-g!@-dX!S8wc@j9I~GtGHMui6v~F*EZS^q^c=*n7JL&9@C*yHuOIl_BQon{icgGx& z!wx_tmOYuaAB?+qKXvldnX{cc!ue4%`t0)59NGLZ5Jxam=*Fo4=(-o5doclyf?hdush7ks?m8S^RR_R6U~(~dkhZnWqA%5aQ?l)? znV=~&>}*yL0kP;#dKly-qiLmqBnik&jByYVGM;p^YCEy(+zA;r!lM>gp!w6v%so*} z4_`(9>w%C-JIz6zC0aJQDTGurohe(%P(Ugo*fa*}g}dq&nP$6?L_Zob$t)4&Ds&Yr zKsSa5oKfBLIm{mO?*K+c5(wzwf7qy4YC1bB}4 zA1D@i&^jnZBb6WuX-H4T-kD%Er!U-j>7j3YvnX8{a=}x`A6VCedlTX`QZyz-!lv3Klrib>+lz~tvx>|AP2z;tz zAB|2-#;u(Kq%E?}U0ru3Q?=^ZYcgep)szB^Z48pMMoAgFUvur}*2pUMVXBzMDk`H=MvYKAZZCiKS(jO{y`5*SH}iMe zt9%|%Q4m+JRMLle!?0fl9rRH5VPtjIT4$ww*NSU3wk5WYX*+UTnHnOqOED@6d3 zN<`B%fWS64Ho79fTW`J9wFO_gbm{inZ|@od{_{Wob62c`6?=iq%?iy6_}E9NJe5Gj znK|BZozS+5ICbmAuRZhpTW`Pp{;$3L@(a&Dbl*LvN>mtUwlxDaO*ADWQjkSRfstTS zGpAiUv=zf(OG;29U9mQMA2mZnNVD;&f*|6rioK|_2S=3L5=c@=5xcJlNf3uOSm;pg4AA_a zmz;*Arsj0}uS)|M&mhae=xp;733D(O>=5U;X>P|9h=f(m@9A*m%Pm^g|XOt*Hge7zs4I zsr}zPm{vof2qIiF$5%Yr(QJQr=K~Ks|MKhazWe^WZ@u;0n$$~rGQqGaU2E;i0Bxp1&8U$I76^Mo51^zQuz}bHl6~|E#SH^VH*yp3 zaO(PU!_460w-*oh=$aujS%CLZ!6uE_66X5xB8WMbh5K)44ezi&Y?mk}PfYvCLS@pn zm#=)*tq`@XTk6q=L^XHe%tYvbz-I<}II|{X&3bI}tRzh$$&v*Mu*n%pDQq77DypJr zLXwYf4K9uj+j}bh)t=?p+P+2pWZ;v?LMXDe$5-5rqcrDkz3t&ApLp%fH{XB%{nuW4@u7R}IT>Ly zsf=Bz8K%S(2+e>D;Enga8IWftbqx|AXSURu9(=y_n=40wB#n)+v$m~m^}C9#*XcA9 zpXucMqeQKBg^v&*vZiyIFQ3eK^9w1iRTQZrRGQ|*)I0q|iO8(ip_*ngv(2`xwR>fz zv)T!PEE&z+lQqR>0{4dr$Cj^v7OM(^_usn}97zLz=j)K~3EDJPF6%)8}Ms zp@U>2kif*%pu-Cfi3i2i2pw+JCrPWa>!h9_7!ge~bu(JT5U(qT}Av9^H zdWSvBVV}<;a{w%k0`&s~oK8DJ#mcPRnM9QSQRyEWZZsI%#+so^j&@!FU4QWT^XEIw z!tZ_Wdw>7;f8Y6q^)tiZ{$8hMy}Y)yR)FL{Ld)yR(l9R{vLZxK3S!q!)jJbvd*alY zdmei9*{^^7jW^$X>#a9lc=oA_=gx-I!lb&^D!C~XN>Lyz&u#tX&1`ct{L}94zo?(V zC4@5^fdoMqvTfVW54cNR z+m>W(ykw3SJ%l6(r%E)Zry;8Y2zq+Lgv-M%R#Z@=kt?ezhzXbilpDNzzP z7wkQcMo3=25tyz0OvrBF2c|!5<2}}yB9R88UWX0iC2B7Q+dh&AqvsR5+rPE#=QRz@ zV0*tIca2wZlTDDe(4G_a@^L5R1SvuxMF}emby8>cUK14O?!5QuXPU?;OC*b$0Qfk29(Iy_To{k3?5_l^!lG$jH7eGhO+quQoZ>%R215g5`y zgre;B0hbODMKhq-vKCfE*sj?gMZO|2*zI`yS%=G)CzEzGYD$FDw);u-;L^I%1$7DU z?(1q4Z4qMLL}%^rFr-!5wNBbPsk^NJKu98h?1zf>C*ax3)G~CGjEQTe9n#6EH`D)}BVW!IhM1Kdo_M*8ZjPT**UV$vlv5+OCeV=n7NrRFS5yHlnqC|<1<*c=icQyWf z^4z(5AH4L!%dfxx;fHU(_UhvgKhRZ7O2}rX&FU(M4hkeOuQcq%_`{piz!roEE#4Ck zo5L_#n=-DkGd)OhnHdKrLVJZIwlywn*UV0Xrpw|V7J*rk5g;3 zmCH>zhjoNmJJSkDO&OgyajGkQW~i+o-QO zYsqGdm|t`x*_O1()wDfnrv(7xt{QS`YNL5FN~u>HrED9V^w4lKu?`PgN!uX7=e#U? z4;@+@*mllH(gqp;bVH~B87+*48y)+a*!l<}aEFk8hO+Pd%9pnGiwkY9A)9AovpxjG zfUECocqWY(mrO4w(Dz7eVcF@)q-}RvR}YV}Nl2DWI%}N0xUDT{3qvpitDnPcYk%>*lAc9a|ZBrDG?SN2VFrMKCE$A9F zP%?!ig@k}pr%rWl!JTt(ClJ)}g1-IjZ+9Z0|N5{0Y7f<9;Oc5^`snlKX5b2Bj1*D? zkTvUMTqiA=YEIsL|9wwA`}8ZXb*cY%JE@=hFW%mSfHqxgb#-7#VM2pb@%D00^R<~i z9iO%V*P3A45(p>jMMy@%Hc;!#0<31=6K}g;ae|FuA;DQYq*r@5ECmYLHkizM`SNF< ze)35dLFDN?s+L0n6*g4-tyf$UCy;K$fXppP2!LCk(_bIt(NR26hrvO_%(m6!`AZDAj zosvmA)V9hhS4;eC659Wox2~E><89t0jgbdnT9k1FL_m>uDwr!>@XLZ(`zKTQQ zhJ+*np=BB1P8js%mtXEm0bLC6o4@&+zx%tt+m!;^w(ZLyyKsWA=<`}yGST=bdvyso zP~=+HVs%x_-*`!b31D#txVJD6l1hjugzBWt@s8UGaO&KJ$DV%bwb$Qx^Q|{ueDNEP zK78rIsZ+otA;|<2(a%wHasoCi6d}CsG-QAA6TH_NQoSj-CF5ffuhd`V<)XuiC{EI8 z*L3UJ?#>joW*-8i2tr%aba$xK#KX~wn5n(fpGV3M_JWT9o5D-9aMq$8;7*@ePk?zSR169J^;AM3j$hu_q4%y zNfVqi-OnGHmMj6-$5h)h925f_Ex7Qen-?K1CmDpU>E>u5hFH$?>%Co?W)zJ~O{X)d zuwfh80D^%SVJV>q8)bL~h0$TgRVJM>q3CcF{Q>u%G1IlRt4RxXcmK;8q_*Jk*(H;j z6NRf#3ESXJ4O`=y^dr)Ct?h0^lx@u{jV&YJxKp!MYF6tygYUif-fw>Mo1I8#M-BR| z-}&{(4GxLw(ZPE zYtpNnW#*x?oUs78sGR5sK&PjDucee(6m1d*TS7uuxYpWzj!w3&`|i`JOcnWnRY2D~ zf!dZV1Wwmk%FMPDrD>uBU>g(>p5c(_VuiG3*uGIquggE1zN!FhaXW6d46m-{IfR!T z!1h6s?aTE3eav&-do=CibL+!x12(dC`yEo z(^-?O3y+@V4L#0MM3j&MgoS{{vh-k{}&t5tBJ@SkqYw++p-DYNMr){8!5D|zk0J?q4OE10D zIT_u3_uU;G==XpB_y6&q{xNIX#t^GMK?1bu(D&+l4{0&bnkO~{Hrj`mAT$_MO=${t zJFRO?n2e=z%k6hP^4Mdqz4qF#z4Ok?FTV8Pr3cQQ905C(Nv$%a%w87Y{-DO#2R>+8 z%yHUl92dK2)2%C{hI;TrA3z_sn!d=+umMs;^ez+4sFbEm5fMm6me6+j&3(;wct;e{ z0!vm#7}B1n@{e~q8>^jmrtyWeVq=eS*35>c8J#|Px|^y>X<%n*eRExq7SiOdnOzt& zo=m@Lt@b=W*O&#_U#%m3BCzdj+iYt!s9QBojGEC@Os*~Ckk%;(V4Jn!s0PW~Pa+G% zjRP$b@U|KNSgSY490IRPoXI}m_>zvEY4?KF3bv0yoHF>}&H;nH?g+{UvpOV!7H{aV z^;bv~EuS^kKb&lwI07q>$U3Q$iQAm#-kMyivYrMJUPM4Bgocu!D=kK%W|gD}mP`hugPrWp6WQQP;u5>k5R@|gf3Bn3_mfse^N)D&2zg0Ub}nwY6Vg-~b; zYwoTj9&9m$xN)&CHFXT;XPzO z56f|z)xyfG?M#O=T_q7xguwRE_M%5TWx01Ft~J}tRME5~a$yg-Q2$l=jprHCTfKsVGdg(-uY7wv^`9+b+KJjVb4+ zQ}}=8nWyf&c(F7BYBEV@HMmG1-`GYzWr}ExO`j;*obsv!!ZQFf*MypBAqmTteLW&z zp@=9FyRfj+-tRHWaiE^0Qj_NoN zF2Ea4R!ayB*=9Sbt!q7XqB(W)BrvJ9*rmTBU*XGv#`Y3z+2g|qYi_L-8;)iKD~ay= zz{BbYg+O!E@`c_1T?@rQNy`G+?9XlC$bAo_d{BEa_96#h2p?9;miOAqNFhr$xc>-R zEuXK2h}*UhLqsfA`g*OCDAAl~X32}jFqw?2C-l2>d*Q6tmSOADBstU9NT)>zuUv=? z0XU6^jhrS#5ASQp*FPkrv(~JWwvH#Bw9W)}cmKB87z|#xu`>s-)>4$nTAgWWvxQTG zkwUUbfe4H<5eP$iFzAE)U z{Fk;#h-=;fOK5&GZ5ACwkud+n{?c>jaf zUVG)ihaNa{dc+Kw)CzXUHVQNl!PN~&=G87@q2vm9bK+7UA>+1Yrh7rq%yinuM%v;7 zEJ@Rpb4NK*uQs0?BHZkuUydh}Nk;-2?_BZOv!iGnN@wOO=`}kIZc2=%-AX6)nQU7F zg1$f-CL9YH5-c0rGDt{~nYMdXT&*x0NUWShLYcsZWhXpr0tt04AHDc#nG`Pfch=!B4SNMGNZM2bL2kn?tKQ8O%K}#oNfRA zyl`Xz{v3h!V|VE5|~PYM4iqs@>Ka z5zWl$r~4ieTQ&l-Tt;!?=In6*32%&3aU-JLQB<%z&K}cZhYGWxj z0(=AVaqXOy=L$%J`OinyC^PbETZ;bGJ8-E)*lx2@opyQ(B(?=XDdofrrNj|gECOTK zI+;wav~4T9G$mcLwf07-VhGD=fTC`_IMw0wnbFJ+tkz0;yN`=7uCryMPFyRQ*z{Q& zB!YFow&rM1iDlclo1#gfD4lpi=LfLM0z$TmWHS5Kd0ltvqa@Z2W4xC1wAO!;+Y6bR zCG({Z6#!gA@2$Mi)?Up!=ZV#$oJ9+XMU!ybzQ!~34Ex3p-o?^Vd=77gyznL)asaR~ zP-TZyVuqp4p1^D1N_x2~nMkleQB)d;1Vssz;e(}(n(;}HnKd)9$)pK^1wP=2mJCKR zs7SkAc|8tVl4UXHe=nj$=@4P4nSz)>(iYPH!x*4xnoeA=ORR-rQ1vrwfezRbq|<{C z0EBbKaV=?Qb%uj<$f%cwyoq7EU$xGhJ@dqqPnjGEGA z-DeY|N~jmtk;IlUuZ4h)HUk*ytkPKPB(rueoZvnV)qefFMpA%D3r?Omaqes<1au-w zskMRyM8D2&Tm&U?PEp<3l}tO+QiAPX+TfTp#rZu0lKZ_(B7>c6PQActwHcM>Rmmaxz z+r=lJc=E*;Ui_Wk`JGN6=pX*!A8cc=K~fMlkU1cSKEiej}cH87jOhE{-McA%ccg8!D$v87Pvf_-e zv)1uWhb!H2x}mO6e~cyD6(kfG*;%ue(sW*6od>R@tv?)t`=3tlmSa-3>^`HB5EjO` z-)-$nsXCOOnVe`7DgLhHWPTOo3 zgSk>zt1o5g#FiHOZgeziF_P40{cUF^TgDQao3}g06^b%dL_N`rN;6V~AW#VPFH7Q! zfW#P~qTT)FZMWWb{`vDADd_(D@4xi$!$0`J5C8Pf{`8|?{t|GSun24ry#!4JTJQ`p z#L+6>2!mE!mqJK(^|W!NVxlw`@4EBZXP*4}OE10t#v8A^@QsJ=f3Txz05!3VjR*-L z$l+Kqy5U89DhBqX+s$)xSN)jKmU+s76gm`o#x zNzIyMQ2}8eQjfvL6_i3MO-Fq{S)%lw_Pul4<{_N6GuvHM+ZGbGjcv)GYtQ55fSuxb zs;yloldhNIN+*gs-Tlv+DgH^uCSe%gFXywi)}(BN`$KL9Pv-P2n81Sii`aYT)dJTe`D-`L$QyednE*UVQ11OP6jrcV0|U?X;cl8@4qlKnsinzQJvL z45DdDx8=MJISPTPSvzFzY8JHFCRT*lIRCmWX zLKemtcE|gj~L-= zPD--pK1(c}KLkFytDiszDG#SHh&0h}i0wTG459g}E+H+(35STYNCGU^n)HV1&cx~5 zrG&0S1<=gH(tbaek+C!FH1<($r4$%LX{KKiHW*|OUOtMXp0yYXpq;c`MSR;az+(N< zq;2r(J?sXr)aN9vIyf@D>lJ#+C*6~vkx=x4;x{`4K{&2ncn|NxE$7ca_uO+2KJZ{C zng783_jQ(GfBxrx@p*GFR)iFUOyY$pa47172PD~;dm@EGAcN2WvzU;Av;+~6c1~JP z#+cE`lXu^D@6*pc`}SLJz4Ol7Uw`Jgj>QxLm}J_PK&Z?qiwZO}fs?dCgTwZr`3bI? z>dczMQ9KA_@Va{9j22C5(xfGXvR0gp2nAb*L_{MsLm}9e7Qq2mYPNB%wj)AP>-OMD z!6?-)JOLSvqKOVHJoVd2L^`iV0F$C4?*y%}hbjB{a;OR-ve)c9RD&|OCZsb-Nzt3| z+I2F>f^Wz#F!#AOHe`|s3Au9FA%xPI&bg51sBUUOzyHfj+Y6s`t1w6uXjwPX`#(UM zYxetG@4T(f9171HjQ9c}B8E|-q~U!R+4?8P$XoH~&g&%)q+ z3N`lL;6cZ_JpKE+SK^TSM@K7 zO9mU8JgSIj%}mb#9*jrfRTst}%I9lY6D5HDnA=xsFa&C%6lt@y%;lP~=_x`{_6Q*f zgpv3nKxi2J2<`hEkDBKB=bpdszWbkl{)O*-|9ijvt#AF&&;IZi|M?4N+LT5d$e!*y z`7MFxw@5NVi+;WW4S(p6L0P9?lL?unDfd0_z-w>5@!@ZL`1-4_KJw5b7cN{VsK0{= zf{=wk!&@zRWv0>%)#~Ls6J3c>5i>ZU96hmb4uxb38(Wf@LJ|;<3r&>UhN%ws>s!6AFX)~oDjKQ`uqr|jHXmlb<0Wi+BKOs6yO+_{d zh$td(8hp&{vkmybe`kC6_BNhEiWtq%*F$XVl*C#gZeVD?Q(RpI)%MZ;&87qjr6XxR z8`J=3^>nGOJpkxoOIp6G-ZmB}Lj7nNJRr8g;LU1XE$a_0}XIn zcF!R|c>h^QARk#b!24bw2q>k{X6v@riY@hCn~Kl@^QENa_xtFOu*stxNm3uPWL5+r z_1tu6r4>NyzB=Ca<4>2ln7}!iHY48;)@JP ziwj0Xx$}-YyVoNRUwZJN2XFs>-tm(k|LEWT`CrF7<2q>pDQL6`eRzH*36L=4-mxwa z{g;H>w%wU+{UgrbcH7sUeB#~r-u+*``OO!<@xmP!?97FqDSVMl`V(Sg#12IUbK|twK)MOs5He^yhyLVzU=YDnS#9B6KYE9NUnYWI8`r zvqw{y&%gRZv&b^FA$K$1Cr?dPiz6a4`}KYsv}8d~>9I?cX15#>%B&b7)JxP$tLM*s z@Xsv?VT_$MYu$Y$GD|N-y)lKfqaN4x_QtOcIKGaapYqLB*J!vN5H}r$n@eva4)G0j zrM&Q%+kIBfxEiG*us2pK>@$I3lVI%vq!LYu(hHMs9GPj?P)*m&Y8NA|JiA?8#v)1w zgH-)4Lt@k$T!*psRi1p(Xtn zoixz@@qhg97w@?E(1Q>D{*QkDfBxlP{`-IYd)u~ll0ng7?t|J-vR4pBXr6FV0LjR> zdpLI{5pm|+x%(b?@Wq#3djHoycBg@Yo~j|ID0!JDM3V$;@ZV0Y9_WM+p{*>D&{qoVyXB4 zZoB;1vuDnnJzbiTe7H-P*X!%~$YadqV?ETNlfs<>7efV>!#e}JG?<+L# zi!8~um4%Q1**?aMxcH%C@zf)bkf9hQRAeb4Y;8GYGGsbuum$SVR63+_Rfd|`y+SH6 z3PnwVe;Tx*RPJj0L|yPX(7QreTYt(mL_Bi09tv}>(-b$n^~?Al0t z;UO)n{oQ`ywhuq};Gu^edg{rizy0ms`N@xd{P%zNw{5M|q&G+-jyPP^J8-2yMxY?Y zq~>HNYevK!_uTW`bI-r^_B-#s_iHb`_`=0oZtc&IzSJx!(fpx@Zc!RmIc_#YC`##+ z*E4fIo8(RA)&df!S<^11gp`>E<6R&^fwq*OEM-c*Q3Qx1Vb}!hoYa~|5r*A5Kz~f* zp4Pue50*4jz8{@FJ+lIcV7uMplAI>fpY!6Tv6-`_X{;bCm@rewwj|2{=Gx40ZR50Y zU~JM@*s@160c9ybl0sw#n42GxI4*48=uyz|D<=X0&2e{Wi}1Qcfb3P7Oh!hB(1*PA z07Eb6^b^{FJ8uyM+6 zsu{PFaogJ74wVxd)B7=%nIkVaGdXPcFHs_FXJ(+Li6}vfjEam%u#doqogp)O=3dMy z3mZ>t*!_pq=Us-f56&fTs*tuz4Ng04AT$LaDTMST%|aPu3y?aW=BJ)`^0wPahy8od|Z@>N4 zH-G&%-gy1>uKv(Duo}0SY0Cse2TAjGcxLGBddSwtHa9lf+FseYTnFj_ve4=-06q@i zRuCeMX`*z7uTv>fqe`S~CmGtR9hi_59mEWB??ty9#>f&F+iu&>E1#3ervzK#s(wej$ouHJk@C|ME}>qrx_y_UC#8zmmlVg;c0aq*4BR?_m%Bd)?ap3m*v&ph}O z=y;dd_5tr|o1wYy`U)KK>XjG6F_W{x9!k_`1`BKw3I<~w(lFYQ_qnS=$LD)!C?6Lc z6p^N8CUx#63h=Vn)xP!$J4G~#GHa|;2{Hv<;c3Z4G$l$jq6i7FaUvt*qphh*GM!F4 zO>9XENW=7qqKvu?#)+nhaob<=EkmKtf$dCykV2C95@2z%a~~1e0VU$zJMVe_*WSDD z?t345;<4}l;D`V1XFvPfzxwO8Z813AC?W`^u)Ht>^pIp>At|Czuxsv2yfYz2ci(*LgAY1q-{)?-^+MA$JvCiJ^24x^*bE*jp*3s~t}kqNHM&j(=tMJ$5TH;r z#m2QVgS?hfnHDdLv38|iO4A{t^t$-Aw=9n|Y1_$or;aE6Qoibkk}Pav+~)Z5xVxS^ zJLA)*PjxfSgf=q|KANOiy)+{x(8y{^)4j&SrC)$IL^rS(Lm?5ej4Mv0L;HJ0Pvl>H zAS^DwVX4lTVd3n2fKN7!kkh!%UV%5+JZ5{zsc+wESF1|M=o)F6y59Xuwk1P=_VfT~ z!L(UR`~B7cfz~49xi%j~_kr>7mfIdKMr+7hdN`(St>l&Ap)8TStZ&R4B(q5x7Fhd4 z*1*ypBOQB)dXJJ{*hK7?3~~-~BoYdwplI32?~QxCru?&<*g`QBL^^yhX9rt$p@c*X zCW&Nq?DBtvnkdn|N-<7nqb4G@AfxL6*{No2Yb#Ous=5ahjyPT@YF37b*-K67bIP_6 zUoHstw$Y1p)|x0}OX~LGFMR#$ci(%@!w*05yAMA2gYSO#kN^As*tv2A+cm2Zg|JYF z#GsI{(|e+e&x=h8+>Z0g*pmvJJagvhXP$ZUt+(HN>#bK_c;UeZ?mv6>tR(LOBnbgh zI4t+_qrO3^|7-U@iij=+FKKQC3`k?KUJMcnQ-o64y0+PZYdX{JiCUuvX15 zFRT^DX@kIGMfiHOx0tjO6retQ64=KYTseOy)Dt0xn(i3y(p_dRoY*RAW=c3?$u{zW zuyfKw;5ErUJF(NMnbB69I>gD{AV8#@PK#OXAk;q$tbA&1+fM7?bz-SR;2wab*ya{z zT9UtVxvdj4yyROf1*i|v6_V+z?buj|FAD@(xC04QDw4qH)TvVsJ@DZ9^XEG^uCG1z z*mu73oj>^f-~Y$I`CBr{bgh&^QAkY`2)kw`wiNxIBq9K}HQPx}#-tVTz@>*@dgYa0 z|L}u1Uw`A#M;^X#{(LC~2HXY|5)w9&7c>0^^M!$=j$U!*%&AiP^aE*xwWxK}CSD|~?SW%L%Z>zQK)r17S8rxeiXV+^Vt)h z*)+fQ*t`3{+S{ET7zPP%#2+`)ZQG_j&nQ8B8KJ?l9||Nxn+Asz(#2bEd-;VI9)0NH zC!cuoTaP~a?QebS&;RVtE`RzNHnrMj*N%(gB&oIo0!0KxIO}Bk6p{(ta_eo+e*Nq3 zc8s5Q-+ke^=kC0CdsE6_^4yab5Mo#jV8NCc-P~8cM>A@=7$9qF_qE*WmCW;v%qp&d;6N>I9IMtsF7``(+W!1mWmXBLZhaMXl$n~ z@b<@xbnH(jiDO}3HkA-swsk%-3~^)CFvS4P3JjfYmoDj47FxEX|uL93PnJX4t)bfpdbi{8Rnl& zvjP&@+KwkvVr|V#NN3u1wHww7AI9XHdJ&A8yjo!g6d*vB5qPtN7em@L>&|%Gy-uGw z!yNP_4gios0g|zmHnxSN=;S!>z3Z-9-+t%rJMMhozWcuYop1lqAO6ul{lh=Gw$xf} zpcE4-O%v6MDG0LG9PiXgo!$KtmmdAvYj3^z!G|Bd_4@0NUV5mrdm8kqn<*R;lJVgj zT=7MM?b&2CNi#*JF{qD|*9-NDq;x+(N<>pigd_!oK;*uPUh7`B2Rx{9V&+;B3wK}O z)h>n1Ou@44keCP}7M5)-&4A1FmLU-c%$8xuT_)4?V`RGjv6eGQ`|D#}8ztSDwbpb- zC?cd7b(pqqHGwj%$eT_Y-u5wr1h0B3c7G_oFlhL)V903lHp#e|d4$cChX3@2g&FAa zNVX*~dmRki`>Y@9(k+hgkSsX@)V8%Fp6nI@aN0RA$pwQqY($Y{TkE9FicW+jLMuFe z{bV%w7e2;jTo&F1wlEmdz8ZOH(;>O8ez2xACq@mXW@Q%=Aus}OLHa(i(>W8?o9+%q zO#_4!5q!B340O^Z3vfbUA)piI`TDcZUc7kQV~;=fy&wMYd%yR+KmPCk{o`N!!kL}Q zY&LB)qnT$>u{?X`C*2EMq1*4c>xHj>&8y5qK67g%zJxpd~2jFUxI zsr&5H&nA<0umLpE=F&Gg+!EP#B1(x89ZCr)K-=j77I>J|Zf4p&i*6n(9?6-Lal3P+ z%bxFKwh_%Ls>c$UNTf6EfKe&YG+Za7ooS~rUg_6eT19c;8knf%_Cpc5q522#LA)Nvr?~X}9~g zL{o?$B7_m@kFzzHBs1;B-0n64042_}k!0JMwk1UbeLo3bb_f+@FwXffv6Oh|{s->7 zf8g~u-~RB! z4_|xbm9Bu$6b)-x9#qsN@uh_A$+)|U;|Ohu+$4d7Oa(~VTF13*vjRnmQY2|B*`{H- zx@J~DQw##3K+NEk0sy(2iS3sF42iSXNU(<85I)$t zeo;5%D2TuYLIS2js_jHlDFw;KQYfssE%jHhkLm6u5H}h;JoAPxBg7mmxfiZnCneB6 zWHP(?;9+}%GuzClwILJ-U1Kl**jheh-2eWN5NW3^DiAYB5oHun=I2LmII1#`xH{7b z4n$&nsIx@tY_rXD6rw~laRlowf#=AzyNNwTNJ0^cEjOD2leX@RCzy!1+6Lgcu-Y3Z z2WHyo5~Ue6(KJztB9N|!@W71^1(>~ZjHgeYdg{@~?z!{sM;^NL_@j^g-gm$Imw)l+ z|M{=~+L>6jl0l-B zX)Ca{83G_n*#0~Sne0qc=GBmCClrGW+G6_Cc6PAop(8Jdb=G#(wynMD<1}o*i_r8X zg|E{x?4Hm=k{z7s635ciJhsu2({|0?HeS(p&xxB6U)lQ}{n2S|ih77K8-y3Ey0Di< zfyb{#U6cB$1$e{PN1zpMgk;IawllL}q&e#{p#!(C_Toj6HT;PWxWcwUVz-_>leiv5 zGn#jEaIyqmn-CIqx~;XXSsNFOmnLt9=TD|H9VH5-5JyNVsDECu6Op*5nHfpKv1MdDQITKmJ$7eMzB@XOl(Whfg2Y>`(`_CJ%9e! z-gxuAd+&YfsV9H%;~)RQPk!7r2Y>X7UuJD1;^M_SzwzQr@4WYJC-eF2v(Maf*PVxm zU@plrOXACcrWtjzOA)32;Omq+qEHE{hF8=npJkLLg))ih_Ve{Vf&tkZubpd z_`d?ru%{Zi_o+%7WAFb425&K=JB0V`6cZ8%2_1oM?)gK?2ggoANZKoe2103)jG_}W z^wXBGtzlhfa}CqVbY{((IWY|qCY1tP^Y3R#&?_MtC6rJ|S|x+Lm@1Q$c+%EM+h(oU zk`$o`9Ehz!LXu)}MYlai)nP+0SzWW%OpH83+D@meDcBC|U4behrh!N)1%#Gwk#D%{ zmLN(z{^+B3-*wj$k9U0mkN)nrf9H?>;1B=vKYo7aU3Yfs{{Q>`{(rvp=9>>a_`s+s z2dgA}1xd3O`4fHO8%a9Uj?l+UN*GA0$iC@=kVeh)VHDK%s%Bv`7l}iwQTLS#1FK+Qm7EeFm~ET9I^rPGy}~llaKL%@qocM;O<{uei2tX zc^_eyQaaYz65$X(!{!L{X5zRtY&IA+9%){o(yoa&I|z?ipsqm{KXKoaLob1w5keS*Hbz-qEH3pG+X0=^$D!OB^?kJ1&JG|6DTd}TLx)94wvBBElqkEh zNSWTcV6Y`i5mIQ-ttNSfRmRBTO?8G#QG}#WXpMadTab8ansVuZhc2AE#` zGZ3JUycR{@=SH6Z!o~)n z&8q+O$jnhGCr3>wv8dF5L72ng-I{9x60-Lf@1A#_ux$t_uy@TF%87#5Hin5R%ScU8 zDH3>!CA%6)49hlJkPEjgw1NasMkpZDnHdpH(+FIvN=QYLo%>34*{kk@Z6w`%+xo;q z4~c916iXgTZPzDQ(oG=)D##_fLf!bYy_Yo**k8OB>RxCir`Qm~BKD`mNJs+Pbyw0j z4WVVJC$TvQn{=jYcCh5ZyL#X__Wx(^J^vfYjdkIA3TP^fChdBI!+Z0$`~QEs!Etw; z?Q`w*Irch-O_PHpb~jMZ+YL1FYl`BC(uhrMD79#r(sCpa4OA7LP>R;P87nhzUo(F} zRqQHyZcs^O0Gz6FJITL_@Zz2^M4+X6vlR>D=c@%=lX5j39@1zFpr-=b1!?8mug0(<4-y6d z>*QGmgrqTc5dw3IBL7b06-cO;YtBN3;R0gXwV>(%?>w9*R&cs_oxac)GkASO{N>=y z1IPQ_tI=#yTw=8i3c*fQX31AM1Djno^=H1;V3V*z1zem%12EF^j#AL1`R4#)TQh?T z_39{$w2;6rj3x%CSM_HwY7|Z*=Rh-yv`AkOg{r$!9uB{gSu{cY=vW1nOe zH=z(2g-|%JgTe-l{dLWV7hLo$>-*jTib{PWjX)F&3jl6&0mhK%EX3>_;M0hDAlCp6 zKmk0E+$sts!^6Xl0P3sCM_)NFPQ+8-pn%@cO%jVoBcf2zhxcB( zYnlDV^EN!lD8R3E=Aa7a00_BNQL^y?C>9H+y58wY6`_yVg+((*QBzTZMGq9)9R^W= zkPLV~UmuL=30!bW4mb+Uf(R9GPGcPZ1w2mxRC16eCORA)tV+dkg6uz|!jhXt|Bf(_ zQRp@V&vI>xo$1nbkbUF{b z?sVj_THMl7@(qP|S>BGi+us+cFb)J|+A7NFnghiS zOwz6zy{JNrScd1>GFW|4JyHq;mbL(ED$bvQB(j2?gBVH180vc7%`N?c=@7Aqb z2L}g-w+_1psSrtJjLv&HPcPGA5O~=d0ELH?v5pv%xjB6w>*@^1T?PO%YulEbOw(dX zQa*oUcsI$&Xh^+(VoE$36-{hU>(dy*(5NAV8}pGd^q341lLKS-$YD%DuI!tu;&Vb8 z6X>OKZl1M&++CvDkmafp)9n6Ez|PlHAbjmgH*A30Z4`%i$50!LuACv zS5;8teT8uOYf%cZ#-j5&74S)7$B>vcf!(dlmc>r7~xT*GYpnhGOu_(g&-} zCW56zz9^x$s~-gb=RcD!t{p8>xC97WsW?fSveX7B*l?gnO-phiJA<+qT|FQG3RHt! zn)4i0PnJiQ4AJVQH#0drtoFJl>uk1YNrG#;N4z!`MnO8;!jQ}&=>RuI`mP>{4r2WR zV@&j2V|lk1wzVWzvwukWWd519ZJT-B)OFJ~q^W9w8ciJD`&l*f&M#p=Da+?Umn*jGstQaH33%FENP6bPC+UEI-XV0EK-QU}r*Y&~SLESceadHr?PpAL%P~ z>Y<`H_i!5`ZW-d}&T>?Fb31wKsgP3##gbGPOSSr{ZJpO~Y{D|<87;J}QTnV`odAO3 z)U7(E-vL{t3YoCA&{|^_U&mj=`qod=-{~9fgn|?~L z1@TY55_P@$liMQ!+pFGkTwzbaMA)kwb|a0cO^hbXlKJZxA*28|8zu)3nMf4W`D=oF zWBD!AbA;bjK!K=`P17qV1L*TAg^*?C6HWf}0Y}+Ehn~NCx-XSQBrmaIUJVJ$25^B!^9HC_^D>q{SFW(=JeuV3^E|R-pnu ze)9OQfBs8%0`Sdme)Hb_`%Tk(mv*NC`v?06)qa>&wzrQNpnD43c+fmX&UdTN-sm7{ zW@Nd`b`YsO5QV$(i;D?oA|hFTM{|46L>%%R!U-2jsPokf&J~rgONY^DN$)ojMxiVe zHMt?tkV28Hf0@Q3icNeLk}*gsP+4@)%#5_x%y%IWyCCOMAUWr_JU5IpQKd1qk!FH1 zR1zzB6(&$8gDl0@VOu+y@Vl?Eb{U*FJ^AttpD~&R^l_QFbX8kbELu3sLmFcnTO%Eo zizgON)z*V0^`w}I>IEz)8c8uV3Zd#;-#hQFx~@qw8pw0&Kc>&(eFcTO!2sAnRg_{7 z;X>O1z{EZP8Phs#hI0<~4CpW2k%B;?9_weHe)7|w{meP{KmX_d{LlaSKi|G{_vqH) z$??k`477J}u-{#6ycJ10@3s3#$;kFKX@sxm4^Tq$tF4ayP3pYZLa3m8cP9}!n62)v z1j>h$QOE^PfaA97L=7j(-fZvi@Tgnx=5iwBm5NXiP(`!dHvpPRcWnS9LXoCYrk=YK z(Oox+$%V9bf00{FXE=zq0S=ZFiy2HzAaH<{MF`WUOkc+i!e0T%wOg-f668&+9!S2T zE5-$oAHpyEEyez#35{8g%{fAI7vza3X5meqoRm{eyk7 zWPpQP2S;7Bq3y0J#ope2R|PtUZ3}5!x#J7L%EquHX@?u8@NI)cn2`if;1)7@DAYNp zP66y-u;4@`#@Mt?G#j~tO)C{F;uL!+ob$_P$+(z%$TQ=aR3GR-%?v7D=GReR^~hk- zGh-5?qhPW;E#%c;B-nfa%xES|VIf!y>QL>?qFAx_BxQ=Y$(oPY=^wHC0)VgNpsd?a zFxkd*agf~7OYvfLpcS431l;6>1>o>JaiJmKZnA&MATFKJI2iwJ*fNlpnevtOEb?f( zgh6rMB|j`cAvkM7d-2|K6IE zEWic@L1y6QB4ok{A=GuFD&G61X=F7Z+=inGG@T`Nq+$qr-z+^^lCL=|{_231^=~aMSrU-Ds`DC7pO$g7sw0LElsGqi0>Gxfd)(NvW}C65=jG$PBw8tH*d;D5$p6$da*_m_35 z7Jq~ag#?Xs#mRC(0?wcX^3}yMDHfUEhZuqw(r1!4VyR53JX`1VRneei} z0Fca7490~`#jxdTuGAoy#E#c_y?y8Q-Fx>QK791a$Dh=7{ov8V|NQV_hXs23op?9Pez(GZA%hB zHawd73SOW(K}rF^nb+s4Gd6fustmkl2{(mEPPRXJQ6R{MeluGqVbRNZ^t*?#!YBMFr|q-Oz?5xG|NA<;B*)gz%~xNz;|-o^2bv_Xqp?Gw)w} z@NkJAV9{NWtV(JY*@qRcv=tSv;S&NYpfF07VqR_ya-$o@Xd(7;7;O(G5o4jfnwW}C zRs-~J!NEb28`o=E^l{0IG%K+(nuKUE#xjvm&fg}fivaA;_V3=l+kt$bh#@|D_~_+} z7f&8Pe){a$fBUa5zxB?yPw(C93Bh~)M^`E|O=FBuA!AoWIpAV9bfhuemu*|u4Qc9JKeqeuPA6i%Vu^@sg$GP2Sw2U-R$wcen;9cb67|!;K?rh5 zg1=0sEgMTmv*x63>pI4;TJ95@0tF0=5K+}Zu9BOVV-Us|Em#O~mq?AF3KN2)i5c>= zxI7*Kmv$8-Kn2py6$MgNGpCxQmFijLS*g(E3l$`{wd_zhk|N)N{?9HKST7TV?H&^~ zWy!Gth=d~cO5QsJ6y9)Q5LKuONHH^~`N=Ep4UkI&^1n=mCe&>!A_rY6b#S20PpVKd zQryngDi$Lx6-5Bam6@i?p5vrZRMa_FIY4tWAAoSvb3h7g2y&@B;lwhaRaF6qG47CR z8FN$5ND@$mQ;1GW2L@32s=HJd;3Kl@_ka5Fr*+*NzdU~Y;L+P}z4O*vZ*|_fUHgCD z%$vlXPCf>qd#0*pv%T5=ta9R@5W%jpY8A0BlvYNx7>#C@SvGC#YvT@Q6+)XdAGIT) zawmH;U|h{*x4B(Xa>S6-aYIvsoG+|?ADi)SiCy;G+a z3|u~WpPm*nY@P!(1yGXH_^o0=4Ht;|{s7&n6XxfPwCPd(U&l_u%Vfa`kpDZb71pok zD>1fe!Fd_wO^xC;NYWy62nj*}Zu4#@iLn$WX=HX&_f^%kRJ(ra>G4aFdC(`C%oG^S znDD4E=kr`BkequGPGNR}F{1$L)mIgu=~>%|omaLE#ULWBfNFUIrWckZ8B+Coo{_3e4`DC4BV52 z>(hCC=k)fiTfJ|X93FJ;7D`p;F>;N=v=lwue7ORWGK^15Wb_zG(qfOZdj8_&$;nHL zv8P&eqpF0Peu;$$NOELfUAUH)*)A_%y)j*pB8)i}Ij4x0P6M`icY2LZ;j}yNRKSABb^s)9#j)gRU^vR3Z^VdcE;*a*T}n& zEUv;UM1s{-jz*qOMP$0Z2*J#vYGbIXnFpW>13+B%UWEuYcNHx|J<>|B7}e?Ct-Za2 zJt!C{D4z0D@F#NmAKR88!o;gLFvmJ$2SQ?MSBfC_CVAQA7C8ivj2X#a15klZfdCSu z7_xt}Gj|Yx?Le?tzQ)M;6Odw;=E}{ri$bVv!@SEq>w4MUj~3(0moHD}^A|5)9-q9d zn|a&R^&8))`)KF$juSjTIXS(1_jb5*+bl+MR?Vu44r+i9DJHeJ!un@+9vp26ghcBR zf!PzI`{L=-r=NZP`O~M*ROR;VJKgF4AZOnbAF*1DP1D3^!g0clvz-Kez+`P*MO+-Jk_- z?qLBgRdsM%i{*HGy{0wU?@%J2>0{Yf^3`f!Ag^7XfEV9XBv%$`E(^{Hu&z3R$|wjnS+k$@vx%_@AW3ja2{|fD6dzLUL>b!k3n`E9P7ZOC^O%p#h5cfv~Ba*XP^D< zcmMv;M<0dQe)~J$`5%Yf@!-r?ULZySobq?BL(?>Mv>-#|$-oU)Ixc^;3FI3iUs$I| zxEJTWSEmq^lV%p1yzL*JLqye8dzCtnT+Q}CDM7qyB(i{gXe|bz2{v;-=fXoiFPf1< z&b|G~jq`2q7X=y3Xpv%Et_dMmj&%|-6f%-nbel4XS_r2KAX^fP0s!rLY5?G7L4`h|i@K%Mz){6pNCH(GTTR4lSn8v_Lgy-HTtH*HM;0@s-Ug7*o;VT;6 zXqldw&{p@2)+RC-qcOIOGnx|z5l)!Ms%j^8-ce4+haqQ97hfJ9*Z=(Iix#ds$yn{~i_>mi*C!n!=x)amKI&`(4rVj)3RMg?NW*Pdmas2>Fa?OxBeenR z!-d_iMdR`D@jw6Zx1av>XFvMUd;k3BKfnF$Z{N9d7l89#or5SiW?4;vD1b_a>Xq_s zjZY!BRw08X2`uP@Fq(m7ZNgUXQ7q|07lG!B`#o5TYa*HSU9D`o#!aahA~JMq%pind zxlEao8eWD-P?q(}=cj9a3a?P`CI-F#5JDS6eua>>FXvpIr&t(jPDTL0;N83VvVum)MJFbeq|Km-=@SKwS-> zs%1dRxekEbC~BLg^9wtj_pqN15p;U`|AlwnjTYx^IG&&O&z*Mvb26WIkf6IAFQ5|_ zs&W(8LDeaskgrrQg_x+SnZ+RnAEjX7(W6Jd|HFU0|Dzv$?|a|>-G?8V@#x@4SPn~| za0;FBfDD3}?^xY?4qBdDz;TS*{bXk6_Gr zI}^mkgdc(eLWlZ#!y8jLFr=c{z(vL`>`f_V`JA$7S~$T3+B+bTZy`b=Brryclo%O8 z+eZ)6f={EdAt?3h*u5wa<%;3SDSz(?f;a!S;@U$A+|W_P%J-O_EG=gdn@}}CMIuRN z8O&fYIA|vXv^SfT78?M{bYw|DAT+ZmMxiK#AlL12)&&#MS%$d38&15l&~s3LROw(e%0E3YDf+NJ(k6Y2cs!m`TK z@r#!qH-A5Q@#6USMbpgN@Xb4S?$z^ywwc#mZE$?jwY2Y@%az0)Wwk5>tdOVi1zXx@|xE{K3Edzh8gvd*A)h4}bLMKmI9%PEzTpQ&Z{| zh72256?G6`;+?{&cg~p=CpwPcJlr<;CPr(!2qAV4ZJP(sVl;K)oRcjEOL|_KATh#T zJHvo1%)SB94Mji!u#m48dH6`vZhBdfatedNnK^E|t4cA;4B!y^%S41s^P*)mrZA(X zpPe!wU&ju{&5K~oNu;T$+@RQy{>ux8h1|$sg5)O3o+LL!n=LhEdA?Dh2zOX4@j?$U zl%6+1VG1)LK>#bd0l;Mt3c%*YC$jVnK+-})%DN7Z4%E9CqZl}>_*^uUxV2je`Mr$B z&?7ina^~O!AWej;jMy?y0eH>2Bu=0O=6r$l=VFkv{*OyRVg7DW2bvh19b-r*5u?Ld zmX!AzM;@b7lmcZPI(*(&>GIBbb^X`?TTk~$u0E4t2Fq&*2&I_ttgBvKH=jTFY#y4X zPx_DFe)pUA?%r#|QPb4j;XohrCIN)*bf#e)wrJMPbu-KaQb7So`75Vk2Ja-0g5`K8 z9eV+47P}(pZ~yqm&wugr|NFh~{p=?{`PV=HB`FS%Zgnne`{{hpWldODPUI$R1Evof zTP0J7ZSR#VCjhw{z%*(k$3`^7R_q5bd{PF*i(*h>G!x@0Uzxc0c)q;40-%r-ERuV^ zdf5~)ikT@WR0x=Q@Z?$NEDFgjrf1A^!l`q}hY~C_K?u2|jX_?UHV!#Re3~#y(j5*e zP}P`1l5Cnn5zF}u%fM_E{{sLw))5Q>;HDPlzOY`! zj#rr|T(dBg^>odMbEDmcSIssi2&Ajf${-xd#vFqk$N zrRpTU4-TuUYU_r1@&ZB?yt*vpbqo)Lj3G8{FXq^Z5mmE2b!t(vG(CWGCPt)X?2Z7c z#B$I4yu6iw0y*`C!n;0Hbu~|#OdA*JiZRwr9YQ;*WsCdgHc_-(@*?P_fG9vNICik@ zqoGz`Jf!3Fu?{ST4mg~^y&t(EsOZiwK@c>c}W%c?@s=$!Vp6o~@SUnzY00@pfM zY$ff50EPYr}{z_)3d}0ykec6@E?2m*;v3QFzUj zz!ndhxQ_D;@QkPCny;@%p%X<#bX^#4vH&P>UO8a>gBBIDK~oG%OPF4lN%Kl;DTM$r zTGO`CqB`^_dR4u2ZjaU0)fK~%?NHOiHt>M`6DiKQ{Q#uz)^*c;IG3B&ZkQ|fs-d$p zr6!qq5wgreR_J(>WV!UG_OIxj?QW2Qt{jG2^e&M9zaN5j^9 z>2rn}V?>H^9&0Q2RfeVOf<^!G*^9q*()G_?K7aONemZZP_{JOeNugOPE$3al@kV17 z1p-y0Ra8pPz1CMT|Gtnu^~EW@oJAKytE%c#rx!0?{PB-}{KYSR@#CNTOf#a5-bJXJGD|QsP@H!F*3Um)V{x2i+03GdxRmb0A)yT`uP!~~ zovKU_s!L}fM#-lTmy4CdWT&Z~Q6cT3p)-n@35(q@NSKjkWZF;+x$pLa1H~9zY<)T?j)A$g z2O`I`yB|^^=R~!;um-{b;U=#|nW@{W`g=?O8ehF|(l{KN<;>e_-56t_MJbdvn-~%{ zggRX`D1=+NCApY_qFCSqRlV;en}rC`AmW_^Fzzm`RZI9fzIFnJ;0xi{OD?r|Nlr}^ z<~sK>j)iD7|-)3ZwzWuniC_lnY)k!3+I@WN4!W(-b5#Kti?~7^W{E zBF?!Eo9<^b0^>D;m&bpSykr#$8Hl057!^QKTFHj{z|tzP{Vr6uvmP8Ac<)D6fZPZ- zU5o;rKM&z=rzgiRUOajGt#{viTsd zEkh79E-&o5H3aWi^3 zqyk0?beZjk>)zUM{`Sjk`P#aLvx=OR+Qp(z>@}0FhSMotAOt}!@zDX6cSi@Vk}hJ) zzzpH?04Pv76`_SFi{O>cFxQIboX6-{qMeg~xWxbU3FI*AKGXxc`ik2FY32f;QvxkD z7}5uYo6jzb@%ZJ7rm2sQUp{^M_?>s(ednEb$)RqZulxs!fcXK=Ff;!xUMNtWA#N07+@v7(z4}N!bqf7iaHTlsioY zRWH?+oq(5sJpk6}e{%($S8j3}Kd>eNK*5z!387(Xj zND!Eai4A`%ur){w%NUxmscVWkrzG3Z#sM&f!M@>ZVV*UT97`jEE#~JF@Q3}THT-ti zz?)^h+#K=0rIHY<89z|I&lDTtf3E&RO0)j2>a9pV0fD(;n z);3KCj1D1q?>ob!P6`N6ktiTVg_!6R1!b$T7-9%kRrC;pv$ID)B=e_f|4 zJzv`qKzblc63)D8X9Q8dDXIdP9??djS!5f`qU0b2*VDxSFyn;zb|bngE9s{kzg^3353zwCUlWge}xK$qG^KmbXk!%PX=~l z0midncqz5g&6d#z*2}xwqHTyX zQUMg#0*u71$raFx3MnxPB`d?2QQ=gTprrudoRbN|%wikF#yK1(Ks%3zNS%sEOvVr< zVi1Bm%w;nN;EH3R7?evweEIUYp4UD6f8GIMj^BRkojbSh-8wwXT$7lot)Y*jaJVTt-o;CkkE135mJB$-p0Yq~Ah%Pc6U;6<$d z&3i>a>1(sNW3N*zg9=4Lh;3|Q3^dBr#WAyrX@5>PoApMtl?n`h2)40Q7CU6f z;FUtc;$S8NfC5r-0T3B?n7ZMMhE#Lz>4x;Wf->O#s%MKSfbFzqf$v_0*Otglyy<$CR2nqSnNM?6gPlr6oB+u-gzk!#f@WeWI&s?qKrcYK zx0gr5E$c^y$;p6(We(~(t<8MBB_nmLP_0~7cB1K{hy*yCwCp+aiC&$O%=_O>Fo(*OeOklH^wTfeRm7~h-%!k!Y%yr?Nk*~=#-B@Bx&zb<$Kq|lJ zkl9Eg8-dvleMz+oS5}FuF<+s5_+I$giQp=mpD{+7a2MSQ=Bep`%J~G=L%Kvo23*rM zx5KfN#pKhqV4wgrnk|}}NKsHOyNnAok-m=WnIv8oL122t%0UAKD;yO}A)|SL_CI;S zp!4$N1+J#wYfS*aEy1Gjdh0n?kG)v_5T$T?IX94dqpDB^;LM3gQ@5ulbF;YD$H7Y0 z#VPMeWPyjKi~7L!0IyCVV5Eu3SP{r?b61=Vxu*3Mq`|&I*z;^6nlCeVhu? zw>W_f3eW8yt7=~Ws1tJQ18+;t(M1cC(ImCrz4t=W^8Su9yE~>T092LaMtzUfr%55` z2nQvMmQ@`?2%Y@pygofmEPxIKfA8MC+joxU$2}14q&`hv0d<`P^V@cRug4hpo(^5X zK?OJPoSiB1aaPVoLTq2WeED&Y`2TeW`}x_=dX4`~_61NLjeNyfW5&oui^Z3EU@M`& zbj#zw(Mf%_rf%Cna`EgH@4PD*2;`GNk^+!4Mlpfqp~Lk;U$E?azv@Z_z(Ex{CJN;r z!NwV1ZvPj1k6a*cfX5iEkPu68c6f)t76HZ_FXoxElsC4KaT?E}fN-69=mPd(%tFb& z4Q*XFFSnNvaGwU{(fgxBVwOUf(C15oU| z+Jz<@_n}w(t@uSFORSg{l0sS^H0Ch}uB-uy3x0la`U}kis!$3;2wmFKwyiqX!GO9< zy3J$Z}vJBx8h7b>OTHGu2{xsSAGHWOUkn z^uikXzeS4eP=PP#l!3_ZTi3s4<6QOsv-eb%0Lle`O9r__etH;5qO=<@0VyJz0bjn% z=BfuS02+tGH_FNJ>BpaZIa-c9o;&(eb^}{(n`)a3bozH;gc-xQ-D31B<;;+4|?GAnCvTRw(1`oqtkB1mCO96MiSiPbciC_+5b zGUxs==E>S|o&WZazjrj>_kZ-GpZ@sA zfBwr~>bhRd{)LMMHqOg93#rxlsy_j7U8r+VMG6(@Smt3n?n|W|lEspp*DK>O&&{RR zjWWsc3qz2N2K&$Mg3se1gse2|w~_B~{L3WQNJf(sI@ajHru`>UkPLKll}r?YG?pcw zDaQX{k?e~x_BMM>O|ywNS(2m4EGV(~_BtejE!3l5L+b{4Is)ol)y1CgNlGzTXj{^B z*pUpPpm2JI>QzUwJnmeLKa=fuUNV)SUck2T#5w5~F@*-`YS{T%A(xRR=T?Rk;ZAzy zMy^@Jtvto@Glh?L$zPb{O@yDB5=`{datc7mRf9ZR`T>ITfg4;r(yXbQ`RPg1%nuF^ z?%cU`aO*%-qeUqKbewo>j27Fr$7pxW`N4(8C^+BcRE*A{XJL&@w0MyvH$+H_HtL=N zBT?FEgJkA8kh^k9CnQFTA<_sbhv_UMlb?iaJz|VmnwGq3ZmA=Mlf}LbVXl8N94Lm^ zrT%qK0yu4(U^EeHn|XI6bo}yVhYsp7K|N8RFGS<5XtxfGdsS6A^-x{xoRccXawNGP zg)wn43D9Y1!?UMPy2k$xyZFHmI>i6O&p%%gf?ZVe9Q9Lxb<@kKDq#7iF(ft+OCyQx z%|#LvTO`(Eq=5VTd%412o`$4wOE(M2tO5jKY$J^-7?u|mQ*lfCIwo<&q)C6hN>2sC zSGM%D^4+Otp0%1cgBvBENy4 z5pOpCfg<3QTPsuc)oDvGA#xHisRm%b8SA?w6j`hf0;yxjBS5oKsRC|-n}d01ooJ6s ztInSf+-~`0w5DxSB^ZpBvEO2Xok&kGXX+?TGF;LV2f!?;XXaDB{2vU`^;8j)_2JY( zC3Mj=(E`Dp=#@d}5>inWygF{-YPT(n3^5AnoOZ)Vt1X(vXqH@Dq8CpQ@ald-9F6I; zT3cVoC8v`gwg0h>eoB;g5|pjAjmWG07ZkDOsWxu#Y*gB>X8^Mxe6A8)v$pXpriiO% zBsUVo#&b@eNsu{V<+T<1SO$oKDBZ)6)HX+zT~1J-q&_J%#@%SOAPSz)YCx}5aVbs2?D^AY&Afhj{Nma3r|-P| z&YSnYVbMfk(VDs^1jiT|hcaEv$Qe9Hil|O}hE9pmdWKAB`d_RKPoF>g=#L-$^5?&J z|GoGB?bpA4m^J<($hw&niKLwAjLO-Kh+OUCk^}cQ-;Tn80YEAsTZ&Z@K&JOZizHXq zwyEeS`Dn6`(g;$f>H3dWct9Lf)t${QD6+oy53;Q1a8mWBr4E?{jN22>`h&190eVKCA1xqX>sKs#mw? zgcf29mUZxrV7?`Q)C+||B!9WpAyUbaIftQXnh=7CSd5>3`svSq{)_Mb;QPP+)i3_` z*S~eFhQXLtb&$xl^gqiPKi3Wm%PvgPEE=imQ~;>=zMG=nSEAT%?N>zgM)C%A(-Z2ZjK4al2)G$i64-=|h4pfu zuge2tdAyiLyv;1qlqH^~A^doF=ypI}P-^ z-p@qliyZ-!Eu&&eZa@0vVzgeMzplM=vpp5)IC){|Y;o8ET?!S%O=n`+NL-cT3>A2~ z^`$iB0pS%jpsrSlLr{j3WVzSPI3Th6OD2v>sxa~DN)i+Ta1av)HuL7u=a1*7P2F$j zt;N{hyI+S;w{7=S+dbKa7^0B`g!I~zWX;iusw~7Aac1|vD$aGqhQlaL55KN6;GmQ0 z`tzUv{K5MleDAwI_|0$r?a{*rZ5s-_kHf8T9?GBR!j=lrd+DwO0SXiY2RJ`&9SjJJ z`=v%k%X*|E*E|{iNNzca0bJJJciyS4E)Cm*P2)V{ITP!yaZ7o)hjl|T1OSD4RS+~A z#9$R`@1LBlC?I5L6DF<+F$R&MLJA?L*kLJMc)jI?35KB#$~olnhN%AD^DIp`Fe4kB;tkD(o*`JeRVF zaay3~q5)htjd$v@PS1+@Xx8hbNCrG)jSh&4#7i9Rr^svfU@AaPzb0l2-g(`Nu})*R zutfYC&Qk{OSW7|1awG$pHULE*BOENtq2BfC$dLpAKvZaqA-s6{EHsG_@Z#j%Z@%-! zn{RaPz{f8-d{9pe?(72IP8rbt!QuYi{;W68nC(fG5q2oQGz;<*R|a&B%i@eYjuuVW z&6BS2|KW!pc5wgq-uvLMfBy4}?r!a3(5xuP1HR6i2aycl)qEpDHZl-HSr^X4!ycVsyU5m&h`0Ld|C=5W*3%5)?3>1AMmfFMB#&VL_h zB2Xx@Q+sa>*RC|(CkYB5$;GU@x=){}z$=ijZJ1axg#f7(temC^X@Mb-pmUlZIxygWU=cjta@hI;$x(Sy$yfLDStbpS#Op`F)S zRkcf;FIBgyTS+o+MLmF~nmMN-loPfKT2Uc{j{4j*O)&sA+OD`zF~&NHYfS854WR5* zW%ceg7HD|y6&T7G@3;UDHa)?K701jM}PR~ z2k-yzhwuI7|NW*j_q7-YQhy#UT&N|r+QG*;wx{{!RBR9n?!$taH+4E?szITucI;~f z$~H#3Hl>R7s`)5=+NNKN<}rk#jm0S%s0DmEDEB*Gx$%9$Qp#`Ie}}3YRDisSnnb~? zRny8)K%k@qW8eaPHKFMJ_)k#eP^YQ|83c%|fNgkft!}bxJ5ac)3ttH(>6M97uW%Vl zbv?6^D^&n4zZe5I6gUJCTnEwh>jK~shi=@emd~0_vDx~aUcQPk0B;7z5~D?9P*vZD z6Ojp&-&PyyG>Oqt=euDDX2wP1Varkh6t1EsAix#XWkl4uYPQ#1&UxrCTQ1seGL#fX zF%gRv7)g^|1VlBJKoC)Z3Wi&lii;!|Ndhn#LNBBDz>$ClX%s2|r_p*DJ&RG1jc913 z39&_icgWXqa|!@Zb`fOB?#T7E#di6{T!#fBuZ}O8whY{YdpR~oVNi`?S%H!q&b2R_ z{P7$F?-+l8b)yJS6}fLQ@8cBYQRjVn)E5A4+m@zBZiY=EwgoJ*|3wEh<5Y863fN+9 zQ5c0_hBHw`2D>7FAfTD$Cc<@ZYexUCuKr9hu|%B5f?DG*)C*LyZv%KlJSb0{~F-eQOyJqCOQ&kEU2k%f3uFBMGr+t{2`l?!dApo4| z2w$_ue<4DTNy%w(5z=Tv0>Cc7(s9s2;yL^8M$L0*TJ)TEQhdK~F=eg*uM!8n4s}Db zo#diWxGoY0pz^8;0_0U_fxNttDF&0Y;b<>8*AAsq@xJ-uRHcuC@Y|VQCHTk>(I-1R-psX#p;Qi;u8?9mp1=Imc$Gn^b z0t6s=!_}+Wh?MJ=3K{=V1Q%zBmG}F7*W6Jsa8y(QObn(lP@MugUh^-(XUJU-=doZ= zBL&G##>Fhwb%%jFsZZxISjmXXjd}G6w|Qhb_Nw`iwu%GDF8Um9l6HTe>A;$ z9n5?a;f2hAtJ7h5A$5U5E|tKfd^y5M#t_;Ny~RB-5m$(OAg;Kf0jo7wvHC0fK?)2i z$}z;w614*rc&E3Ij`sHUU&!;RDH%n#WUSR6a+kIC&X1U(!%vbD+F)(aYUZnIQ2;Pq z>-HqBlY1*6C3Yr$PjZ_}=Zc-40;#K3sXAb^g@RK9NlnbGyoE5($g^ZPUK_L&E8Pp^ zM`YO#i}v*Cvkv7-w-$ zeRP$k3d#vR)j`j~b4&!KJRjYvW--gJlI;G$kN)t7AN=qK-}~P8fAz~>eEP|!<=r|f zzpfB$WwRk!4x}t*goC&V{TGu+aa&FRcu9j*l9#%PfFgv=GU=35m$i_bs1id=VHG$U zXXkWQxyn0P4q~HoE(j_=D4yk^1aXm~HwTOmq>W9tLv+zJjo329d>SqvM1iFD(0iGw zI_BZwwOP!r9}Nt*DgytEjB+D&^e1ViWvd85m9(U;JTT`6xj@T49B0C6RuDILN4{E zwr)0r(nVE;gI74SgfxhZeFW#kse@oL4nVZn#ga{%aFUgOC8Jd-OI2Mr4?lm?pMRv;E%Gp%2g5Oq_~`ii#F>YZ`}^z0=`# zY%N+0j79*Ex~@Ne@ZiJWe)#<^zW2R9{NWE>;ZYzE9JJ3VC9nkue4YwsH0EMFeI12v zvYL=&OwqM`0hG;ydcCSxl#=pOfbsDHEn1KMYLYUt0;*DC+8ODg3HE|3ZnsW-*E!$c zOE$VXJk1M*cK`*2F~silsh-znJA;-WLj<9NbEIwkfU*do0>TWngQUY+Cm1O5LX3_L zZ&vVY0>Moz07!1Dy+=}n*M*PdcDbHsgYuQr1SQEqdC^QQIzaRsNELwV-10EU?=#Y( z)Yf(`LY>6Py*KXN>Pmp4Th99!LfL{QAC)2k7^H1=Wtn&(P=5iN;FqrIMIIqOIrc3|9>87fjm6wvYNpX*hMG@z)_uv3YynhPLYy5NB z!OA4|Ea*0dmd4%4^>G+>)$F*HE*;Ont=Q`pwPc~t%p|5d+^aZ?R`=Z){t^?!LFy-% z6^)bpW6<MVIPXbm z+O}(v-nnz{uyYAG*zb zyWmU0FZLJOG)#1pT-{|wu+B1k7z=K~0G>#7XgUV)R5gMQ-B{YN$_lo$wNi-lkU$Xa zFEchx{qp#@hcO)8zIXp#cT!x}_2}2$4fTRXgINrrms{zG4UYr8~cS z_fBUY)`liBQW!$)@j%YIE-K%Bktb;zV=pZf8VfCn&^G`2_@6)h=}*7+-S7VVSHJw^ zpa05yUnn?&Ly1Je)_P)G?ivj8w2<~xK%8n;&oLY1)kN^>O_&4Hg>8tv=uI+C5gTsJDFX{( zD(%8ykg_IZg9DjC*bQej7+K{PJ1lupHu%sfAa_m~jt^j!R zt+$Wv-g*A)x$Hh*#w6D7nx;wmG=O;V$^}A!Avl5d-*W;iAvf2byr^oQl6gOL#Wc76 z!4%UTagwyPQ0(nh9b?a^NQ)5?lbpRzyR3KWpgM8S#wDb(n^ka-ASA&8(%xEci5DxE zq@hqTN(|Qfg`L#%`s8_+_ILdGlPAxf-hXoc`Lk!I@0>R6+fCbN_VcF0j?}lh1A+a6 zEc3c&d%6c9+St~0FDn`?ShUV)_%DC{%lkk2;dj6Le}DJkzjr90LHgDyMT9oF>8cFs z#N=3>X*|lCUs8uE-4Ro7d@05nyfIP$I9I6Pm*_D<0L;Aa%&UD>4cMwp zkVAlo1Z(GYM}D8j&@${u1Jr5deX5|nIu9ra8BW8n(e{Tc1Lcb(9vqzW6;#`KcYoKk zOb`c!<*;;3WkLBmzFHgrTrZ*u)9GKXKV`lijsJBo{*_|~W9&(lXqOQ2*Sx-#es2jK z@G!DqFh#SvZradxE~jt4@r`@;-uUd}PYT|2clt{lU?Cy6wym4N{vE2h6K7_<8uRH~ z-5~2Zbp3HgRSjp{D%3mVYC<6Zv)w?tl!}R+001G)I6kG_F6@%SF-d`ZEEHEQeF-xf z1(PE$o%08K2eU!bX*6%K&9)hc<=5fxKP%oVDiD`%*^r_Q?aSkrj~{mT&HbluKdJki zKDJGLd~(>SX&oFsJ32hNbLY;{QSY%qiz1OCr}I9c>TQJDri1YrW2LVH1s4b*5)A*5JBewWSFGQQvzhz-im|>@jtyT!rkMh|ML% z@dZWC0N5QX0ADx~Fod{i?<&cQ((zS@(5g8SuhzMz2+#R0B|rZq4!lB$g{1(n+>74! zykKF!0S+`aP4m2qXV2fb|HhrWx9`8vqkv9co(N^vk=1}g-86t|YTJ7fs!EN~PUp4a z`TlICs(x>V`J5aRsF%%yxP-Fg@LY_HZH!e2&iSdiDNrFS#zOAgq7^aL;$EWVoUe;$ zRwQ3E|J;P9A{g5;lyzw00C=_l5ECN>3IGc$YO*JhKWUC%ynOojX?OqBb>H{zT!cG0 z-JS}3aM*qE#{K)9U%=h=u7%reyARc_nOfKN%NH;H{`Y_U;#a?T|AP-c{LOElJbFAz z{RjND2rn(*#`QZ5FWTKzXcP`~@BwrZ7Z61SCeQw>s_OdI0Iod^fbc96oPd^|Nw%SL zF<9HQaTMNr!FF$o)sY?)fXH%RTxuBiySaFDyHlxh&W$uC@Cw?f3N+W@W^GbSNYx<6 zne#+JXc_=@gHd4FztVL{$uyQ#xiylRdm*HYsGGP~N5j;PK-p-~8sc4i69S+`Ti~O9jA<2wDP6L&R0u<@$p$FksO_ z+tN&U2#9*WUPxzYl2I7BkeuuS%W^ZA{0}q}U=Ga|}nBHju)5KSjd~ zqUH6uWP(cqz}T+?1cg(ML*+eFr|7C);|JZsUR9L{%42obzferjf|WILG&wf4Rm&55Z3$=R3$Q@ZUu5dorBi?qLXoN6xLs|RM4{s=sFO0W zwK1kI07|*JzTUZnXby=9V39e%qM&A^y=ECgex>Ji&i`qQ>8ci#T`WPa0FJ;3*iZs! z$XQl@hQfsr8#R67w634Mc+v5i_V#C;nxU^|tM}cGYk<(SO`kl?W=ZfT#tul))(vSL z3D_b*jP4zB#pS6)G_#m-KSqkGOW1dZU7WNMfGTuM0^Y_=!L>Iu1c1UjIDjHii&X4L zHFbhUQF>43ZC%qY12x7(8WC7tu%Hjw`Wp3d8@0JwMWZrAtk&~&G7p7x1C zk5p?cGDbSZlV@G_|N9R<`0-CZ_{rb?@>jE13cqqx1zf8p0J)*~OperQg>(77P#ty5 zA=8DKg%nftBg@#21|->f~0%A40f2)hb z!$(8fhnr!*%$Q&abzOV!V~ib+;^oVip$Y1o#b~5<0hkDRmgIg$HiITAnl^R602Vp8 ztaO6O34d_jkD*EsVw#!G;Sq#OEjB<&QGo(Q^_}E2nsFo*NE-RLY$k_Y)cHXABuEou z+qO@hJU%{o`Q*{VM|bZ&d+Yg0GTDCqqWkFB!u7+4k6#|Y_{(4Z{BOVhb!YYU=_j8o zk_HG?`$E%JKcuh}gh&sX?g{#&n3nZ|X!+4z!zAt@n*`Dw>>@6Y9SLup+I?0e@D54dvP z3n0L9MyRiNFAFhD)=QwG+Gxzlpf&ps1JqPo9%a)@9dKWf}q^s7#)m|I&@8&q!7~Sgr0QLpeN6tK7Dfg z_MJ{$_mfXPj**{y`sttl_{V?!>mOZFKwd<(=8jrEHlV@=20*D&c9BWYxGRQOrlVw) zhJ|UP2?d<`hOMgV=+>?M|DV10;BVY^w!hCAK(1TUv-#y${^k9@ny0th?@hM4+afXN z0ZECbie*_VQrcv{ndl=s&YBC6zyLFI=HvtuY)zMdV2q=~OqldB9(=YGX=E@9q)911<8|;E(MG{c>a~thfQBp@{fa;4e#IRm z{;RVMV2_buN$YH19TNQW|5hEFVNVX8d;W7+nV=+}D6uG*I;B5+EIm;V@4>m&^&8}r zm-$d5JJ=!c#miUUeEZ$;@o~KY5Wv0Y%0YTcRWl}cO2v5WMQK3tBq3ysE-m@r$+@(b z7%~P(aJiHOksyhI5s6?l!q|-o^str?A^=f@<}!g?sYv5-S-M0EFpv_Q?HxFX0y>Sg z&R;Zg8vM8BjiCL0`i=B*WmW7~;*%&AYenaM81f0GILS@tLq9Jldt_Daf|hcBu8;XGL>mujFTtTkUdn! z>yf{~@o}x;6C+90teLq>V~!jg<;>25Lt1FRzlP6k$$ebQtmR}EPYEuN;EHipU+17^ z7DD6yPwoo9jNQL!ZG7-!@r6`-66*X1!-|4{HW2QvI#cm3k4%6CBSDu#+eu3!xH@5A z?tdV^fOCCe!BzZ><(9NvRp0VyDnPx!%_hB!r0uDC3P?|u?3CuR^j0272s>l&Pa z2`+EF9g@Rny+sCtxjcDlf8#=ajIg(`Heli}7wPis^5*L1?9+KLlT>a`l?{Qt=l#!B-1gG_cMT@pbA!2iS(MpyAZrMwXXUKR4pptTABhzZ)F_ushwp=PS| zppIOx+V4CTxg@YSm02g%79t^$nmPCYTL3Rh-Q*ZwQAn^DX@rJ~*srW1CHYh@p4?$( zxfaeK_{Zo2z@FVEE_13i z`Os!Qc`Ax=S(ctrwpQH5FaRCDflY?)sOo+-U{U;htM6+6nF@I+cPX{Q#bMV8r@OrC z0?zFL1U)npX}1dqec=QZ5adWjO64uPGn>I|DzWOzC%{1i8EXBa=?IgpRIp`80|^01 zu)&5|6a&L3tatlu)KG_yv?30f7&5FeGxC1020|*EQ|C4j-&Q6%c06MXHae_!0KtMX zo*-c!Eewv_mCAHiC9~a(Z*SZk#Lx&dhKc@9MF@exXb>QY3v(tZY36T2a=y-)%N;f? z-4T(11sEADFjJNE-{uHFA&NGzOvdKnFYa5EKo6Ija^G7B+a9$oP;GmRBzNyVeCt7i z^KpVdB9h!wZ4LqKEVvE`6E+fN)WqaKYpTsr(Jt}DxX201XP@4uRK9qb^MGC-G+wFi z$Iwfaxgf91C*MrT%cAt;B!d~qM@ym|)rJf1lNH@0z}uKq&2TXd2!zc|eHwK4Do~o# zd}`wUnM0MS0vby7C6!Mee9hRtK)^slMdyy9ku-pU1d-hFshm2K!UDmfRj_#-pjhQT z3P)I`mVU=J;k-QrCl^D~YDjid7uxp&EbO;Ad+hGc-8ZSLsah!<#25^GG=kP{avT^J z?Xk--x2ubeQD0MG>rMsZUG7ly$XlcYqf&fJ`l0{kE z-B#*eUB)EBetUd;x_7Y{sWRSw<#qm)pkNlwxW>In8f#)^R9TyJ zfC1?E4KAfJd6`fw)Ex;RSTn#jfDExB7>Pg;l9Ez#xhM=lvkTtb1s0$^o9GM-tuY&> zx7tHjOYWdKsHOlA8pZii^3Wt+hX5lu(40)Ny9Bs9wh5Qo(!0o~NWxCZhtBR!v(80w zorfXDrU&qGjPdciMvz3(7yxCz|K{$xQm`!(hNn~H9BK)mNgU>Z2c6^tbAjf*U$aJ( zj37Y?N$zgOcyJIxD8^-O?D^iOW2sJ_8k1_$ zLGGK2>{xJsAVGGShp0I+pXJY zW7~5$xwi*8%D9jb%CgeiO{pZ@j2Sty4UHfvd6ES5;{*s0XKaeQr<$f8vLt3eXa{Zw z&0@3=4Gmgr-KN>m@nMz^IypKX#e;_zbamenguy+PMb+Cb6(yWIJV0h(lZHhzBU>d% zkRq3P^s6OCm;uyfRlgJ>DZ>z|EF>ClYEqdXvH$#(uV@McP=a<;+cjSUK&VG$;^E^4 z(prm=Ai>ua$g7crmdB)rsE#l-R~?E;`ZC0SL}aMdVJ3G^W%8INX}1~j(fTz>BsaY{ zx=TPX%QhYtXJ?mJS2wR;fAifp-#vTwV&0|FzTD>Rb$LZ1+yZEvexD1KZJI46_9V|x zXuIGB4{eU`Fc=VwAk~R!a7Nam_YstoiqgxXA{7qL$Q@=NXt1H;t}#|x=OKi>D(M{_ z3Bxgy!=P?1*0e)(WnLpU8V8Y8r8LNkv;$c_b!xFkbsex-vkic> zm=xmfBv+maaQ*~rF?WbU4QFqO5JJp^P?qIYULbF7%Cc~Ygc$|O1%brI5X9iDZh^Ib z5Sb-{A3aaUX3o(oiVzxM{KLwI7Li!9(!vU@T#F|;%1uRM$*Db)tq)x?9eEb6EjNn2B6d2L(8)O)I5p#BAr!r2xyo z+C3CEOXp+zrspUnxtSxe|B(R+9Yg|Pf6lW2+n>~^Ui1OG#;Kt-Us0erH#2@-`X(_v zJ4qyvRGmtvB9(=w5=zMMbMg^1Wu40+S!V%-G8GqB7dgtAPXK@T`G?ovzOoQH{ZKfy z&X+rYoNi%UUN4QJXu;ZBc*VUGEHs^i3Ci7pKnB=g4L&vd8CeL~Fff|@+a$NfDI`Hq z7zWl%D;>uB&0pH~h}8qF*vrxOs_CcLmR0+L+VHk{J= zjs-Kcu(f`YwM0qn`qh>JNFoWfeMJcNyOES;)Ys^sS%?8^V<8-$o;-j4EH@Dgfsg}E zfl_OWNBfOWTP3<&Ute5Y-rnBe3Huyvdm}_6V+kwP#7Qc_VA=NA_rKYdJ|UcGqr%{SjpaD?$AVzAMu zQUNlU1ZCO^{XYF2PE_V3wWnSzi}EJ7MlQx8LJTzSS#QFx5a8f_0KW3sDm7n`yX5kF z^+g4V5+qO{`a!sl>gPrO{Os)Ghj%wu*ExCg+t=Tm93OY3ufcuUmJ*z1=S^p5YxOTy zO7&_Q50yxf)07yOlAxY1eD+}>X=Di8!5qnMf90|cK_$s2r3n^DLh8Lmh=dx8;qd4v ztCqK)&R&as^@6YmB=^!Yb&*U;@`P;i84b8zY5Q9ahAAIC}cLdEJGGmRDvM9%xqQQ(`~8@MAws0IT= z(r6*%a+DZH7R&+^qyYppiHy`;Yv@&u;$7~GR;1F1U`EoZtu^AP?JN6F9Humu3qFs~)vejcL#^u4Nl#gcJ}64imLCvls%PqAby11PQ6nYoOFhiOW+e$3-fue=;tB5-KAM z>^*}~wGlWvJj_W8Ri-a(u4$`=R)1SvkD-1h3T40p4r~%M1vc+>N!7;B@9O zNWC{-X8m}~i{H;|?6t)L071w|?H<6)LJdI>7A({EBGab-!;ENQ-SM!%1Zt_)83_<_ z61n^D@$qpk1Ay65=Us##XvW!=s~8t~3AoC~|F^erHRAx%-7ydZ1%O11;oxwT|1Nb6 zK%ImGhX6jTB1q1CXSOTweEVQ7y`9vi_RvBlPiAI?m$&1)sv}!b2BQT7`M@OU8#{#C zOfVyRsGQl6?`i{_{S)G>$Ez)G03?0>50m`7Kg6X0I|&F}ay|Yf=yj-f=?`|@98XhR zf|!}9nQmFT1dZg<7NrZ{qX=3iq~x{I+4ZZJFJHWRb@J?m+1um}0ouC`6>8K%it%KP z4#A5gUp4oYDHUaYaez=O#INDow`9zqb*xWtg%Z%ZH_Uz0UQ6o=E zPB7Rc^^58w4rfG0@~`3gT)Q?MNbHHM6l)%sQ+ujPL&n1Mzbz#jDm01^wOd&Rig znn9Y?D;kuq#RG&W2b#juOqi*+0b3iOMfGSD!J(8yI6nh4(}I~To-PmR$7H8GAITJD zxk}4Y_vxG#W7hw9cKST;-`Yebv^?BNw=621`?K@2tLrPI1QHxR;49P^W99vi4nl}V zKyo=g7hh(ot!5!eKu)@V3Anz#$%`W)vXxQ#+7xvN4VwW^qPlRY8Fq>m*vb;M+0V`O zsMXwiJw3g)`+J0)!mjlzVWq}gfV&`pT{TN?)}VX6Qf$E|X}?Y8ZC-Cae*BnMf|oB} z{`dd!j~{>fDMw*Dl^*I`wy<*uf|)2%4_y*LcHUa7yUWl>R3^#gB!?-eCo1Hs>I>x- zZKfPt?VE}%o}F+}`6HOcfWZ7(_eBmf_nZKU?B~&{5hjd_A|J4oshrJdU~Twf5jbm@ zv%RUJ(wrng+Y~~9t+?Jm5SX_0b7-XAdsl0q|rez1LU5dRkb+8a-@k( z(VR(16$`2P5+E8!lP+K>uZeka6vRMKl0(9F;lBJ~B>VGSpSZmDAEXtabysoQH(h@% z@WjG3eO9rrwD}(_bxrMca`}8H=?_?7&Q5_vN=V7Gl?f0ia;q9%5}>(VR`TSY3AQv~Rj41~Uc`67<-8XcG-kP@)K8n3M)B+(wd@ z?gB%r0_2b@GxPH`+l<&YRwF67O7{c`l;DzU=GhjQ>D%W@WpX7m7})9)i6&@}M{@x5 z*nR-uPOq*d!IL~CPc9b-R$xeiWl$8QBs8$EBQuf!3}k0HlhkAZ?RwooqtQ$Yn5zPw zV;Z8##lMyQ&&i3IrIeIX_c2jzfS~#OpK&qH-v9O0jh6`|jg*EgjBA)_!f;S0|Bxb} z3bh zMkA3tWor)@NSc|XA*)PijH4>eHCpT(MiA=X(`(1cT}5i7r>guL_vF=kH-R9azPdim zC-%n}vSeWn`I}iMXV>w^hMLd%5VY&aM?kW&tc!*8(+BrPSM)rRlo1dXI+Ff*;0 z*+F$bjz|J%Uo#k%TnBq{d=z6?=d-gAPEViZ4gd!+Hu_$YmejiHzL1Py6DY`;Kj*m- zg4_Su|1Sg^#YhXu{r2|u z`sU_tJa!iZ2ojeCNVPA`#ijX2XR8NE1K0Zze5@8iSm3J+sOD|=`Z$iSEQJ(2rLrvY zOY$`JP+`5@6-jUqFp3Zaxuz0AsE6raCwSvvq-DwY9 zozJKMx#~8+rOVs3kRbZRrq*J#8`j!x2_ zc0n9fDmY<1M<@4ieD?hG^yHXiDwDf|>@K{*JZ1)0c5w5YfA;Zgd~*wdX4nau)LqnP zBb5lyC=*A74ON&W_xtjXgG`K`{N}bw#Zr<)cX$%i%^e@iIkIdU%(RX#7Vp~bTgTdi zH;z^bx@z}1o}Nuw+z+rP{hwChvITz@h=*9&Roxval|`9fl2U>T5Ru{M7lv|KeLD#n z1tfPzq6uViSL8B)_wPTF_WJd=Sr5o8?qfeU!CiU0#&?B0F#uuN63GPtB|%BZ?R5A8ig1vfT*ozK;PQk>i~Nx7b=9WaOk~GI~mkfNckm60 z2~$K$D$26DBfWI`;1gT7Jf_0kAD7NFJ3Y#sNb8JtQI?liIsfM(OWgxt zU`E3$+-Pd7TY$y7UMqxFfQ|%vF71=R`!)cm0|28kl{o>ZxGN-tKnn(B<8ZQJYHTRI zm#;Ewo2CG1x$Qe_?V;F#p6(9V6E<025ur><_32ms$CX?IDvb#cGe&pMl4toe=Y&W#wkl^lS%m?r=Yipyrk7M6h zupDP62@!^YMAK%$Iv;c+B^Wb!G{%UAzTD2QdzYC7>~KSnRDf3L zg?-%s?63wv03%jJw=ja&d0W zV$EX51p!77?kZE#PUa{A2AiIAb<4E|gEWXKc`7UF$kQ~IA`O}CK;R&ToWUGIyWX!? zduo5^tpe|joJkGBylrPImOQoR%{0p<)OUy{cOT{)k3h641H>V99+tskElnjB$)+{6 zlH?9)7%lTTO_MUM5dmmt<`7^8))=)SuUfDg2sgL4S^4ee`r4CEOVb7JX0VIVH8@HV2`OZNVp1WokfcUYRyI zU)Fvkqm$fTP_#2NH9)K7)R&)W>&I+nHv_^pkkqpiO=!_n+lE)7)r;Fatwf&otcXI` z8gsJxYKMYKs_~ShZ2qL1M>QKJy9w@afuzf`D8$*>8Ofi2`st@PZw`-70I(Ho<-T}c zF1fp0&;xFQ1huPa8mF>QO4*>~o~=x2_`@y&Aq3S6yxeClRE_n1?yh>XNq1K&$_n1! zh=cCJV~j^f$GO^(#3RYRUtwijW}BtG(mI{;01{OX)>@y+7)Z9+$>wv+c8s z^IQR3>Hi33MnEor84OMcA$$Hund3YmjA#Zku9L7_@!q=!icqlAtBytsNpI z_19P5yt+91BmrdtD`ut3g#jVEO}ph1<$%KkE$$jMvs-{e*#H98CN!z}hBAO{Pw!|& zyP80{dtO~qO4tn!AcScVgaw)z4PwT6aKrV0Xfw?YYVY6O0muP!eB~(!-1r!XMv0JU z3{_otJQxKta(bjj5WPaeU4V?7s#U}$Kdtrh48ve`_g5nY$-rPB)xCSAVf-9PBti%l zL;Ix6$Rm=V$s8`P)qFKMIfA5ic@^hX!D$3pltuRb-@Si#_UThOE)d8NDYz#=96n6n zWdDz<4M5!nI6$h5{LH#eNvjW`+n+HbjYf+hSg$iz6J82~~CK*M#|79`43 zlC;)Z$f*f~L-fQzI)jv&4Zt?e@aL^B-}7tvlP0!&w5g}2 zP@1N6>h-zzQa|&_ArhqR*IBFkPJ;CCRSA6fmr3{&(Ppg);G_m?-$la+*kyN`>!He9@Y``hi^^*7(V{@dUF_UiR(><8++QLUSlD%=H-;DcLTf|0Re z6wP8FY0N-y>Au*VLnJ}gs+TFycILqn2ozvup~Bdz_^OwpF+Qlif$`m4DiTGkgLZX@ zL8xO`v@Z^!s|-nyNIq#r;_d)KO}|3;P5iejwGQy*I2q|Z7NwsUESWEpI=;FUX-bX5oUritc=ibN#T;<0uVzy zI>-@#!#EmE9haoFS3ZFf7OiD5-=~EQ1`@Pv1|d&N*H_m$0+2k>tfvF)p{J406M56a z;7dUQR@-B{FbRA5*B&7KU0SY5FF~Tf0rNt>{J081YYQJ;wYX&_70FAv1VEx(aOj@( zcg|e<(#46_JKq}L9R{uQvRG0rInq>n4xG)@(p=_J) zj;a8_Xml9k$js!D;4YVhwU9V#tAF#{K7{pq)Q9~BVq6y2Sq?An16&|TZrre&D@y?e z@csw*O{&>hHjy5R6|Yf6!Ucm?hha3a;Sk_6wkxFd?y@eH?eP!oD^e23V_kcjcL3GDqZrLh zs3AmcmZ3LwJQfYhg%D+c#Za|Isdu5{j7!mi!KSstju!6bT#*FHJ<>rNV20i>Rmire zL}@!b_>=@Jn%5>k+uxQ566R3mGoJEUV{L*vq*Zm@yF>&3!Cp7wae21nseUVM5@G1x z7OOGHFvZAVCRYv+|MvTDH#gTWU%h(sm%qGt`EvS)wyDEAXN`Iu%}54$Q6*T(9g^TR z60|tKZu_%l_nHqgRnJa#>d6QVcrVN4PN{yIb%e9gs<%Kqur^L@jmH19>frW)h`)0V+1=Z0&4#}11vcOLzbO6U@;Y~WyuP^faq1i}IvfMz z)9KMH9K_M#(P5qnLNK<1#1g>8`asR{#I@QbNB1c;1LQ6UW+BFrr15Pf0t8gMK{J!& z^Fy?5QJll~qw?r0o97W4_6RO)1AMa}kDv@RT$eS16aWfrlZK{W|Ecn+2y!ty&7s=w zPjVSRaPyH7C3dFq3!<@kYjx&>t9BnVfGE%b3D6)D zq5uhkLJTxw=BXrynwyKV%+8+|B_R^KLZaLOb=OC=n)n20G@_=70L z`IO!N^G~_<1_EdTlxb^#qyc)blI$KdMzee>QcD1hjG%jtL4 zua@H$l3LX+=kup4N*xo_;ET5K{b|%rgxuu<{J!C?3r_gtkL}tH5vV#fJQYPT9@jDi zN%D4Rd#ekdcPaxpilf{JiWY!Q?JoyOv>*i}_p&USevAZmB2PzH2!V2>^nh2(Zi=%5 zNowo1IR&JI3)~V@-j(?whw(>42YxA@zHVK0mOq54U)EU04_~lXT{#w zy`xD0PPiE?SUkx8hH){zxH`YMzVK9_M$*z=UAs#+(8RtnNJ57_akvR^*j`jzFi4pF zl30T_FK2@~g|)kwabka3q=$2#%1mmTv#uN{);xCKP?`+5?hSJWK@!1W0Yokld;j+B z#o5`j)04mc`j_v%{SGx!dk!@$Yb;fgmY$xFhRRSOxhn&bou)$s*iY`}oPz4O{&Yi# zWP8A@fzqXfjFAA6m!+2iKtgZ`5KQP3O=-RV+;)0A9&b;XXZ@5Rl19r$5SmKP6P&g7 zWrp@sX2bmLqt^TAsu|J*LJp|&zX}i}LI8|p-vRA82*}+h$%jhrkfyqba}!06ZL$eO zv!jE22}UJ(($W&U1-F2b09go4%1X!W z6$v9jj*B8|e||dubXSZ)!VKi($0*p~m3givBAPRQ4v+Fbhogfy`-t)0)fQ@7*Vobl z?(=^H$+j;T$v6s)2GQMkoad!{_%$x>Tu$0-+69!Mz%^4Is0Fs?p-O_pHLI?NhvdM1 zJGuQ0Km_#k(+%#f87-%qmM+rc(p2ITf1jYXk+}M~X(WAVn@etX+e+?rU;b?Qg%)W7 zNN(YAQs=_v1kpHsAxJZMH3@$BSdm)+{P6RSKmPpVKmF7HR}=+=HU>Hj+<1BrTIBA@ zCj$I*K*UhYO58{?BCmEa#-b<(l1kwH66UT{Dy6#K(#z5-0MS5j;7Z4`7?ZRRHVP!R z5L&x5q{fWoee#b*3l>7Gg;52-MBv`>kTGMF0Jz}pB1jQ5@!l_h5(GKC?Yv|T2{Iza z2*4BEJ(z*!p2}38xOpdYH(C8c+3IcmtmjAH)a zCEe7dvP6ZGBIKLJCDi-*G>IV@QtC(2ytB%s9xMCKzKPfk%514rgrWp3olhywCSoq% zW)7e=JAU=o8a$3+oFMTjxbWDkDElD6|Sl4=XHNMk5GU0htfef#e6 z^6KS_m$?$)fBRqm_xJDK?$>^dS{Onuegbs?aLPm4%;^MMsp%vGgAF3P4jO<_2-(N5 zQ6$)&%t(R+vmWIXNT)+`dFd`eE>9I8dslp~A=&*c#&B>@#r~UbiZoL061c(2#wScE z4yRKNK%;|rba;GvdUA4la!{S12D2!Gx9#PVLkbx)kq*j}xAoJcXsxH1DoS|*XtWRm zX%0bdBm@BxND3^<@;1lXuCFdHE{bs}iB6CYA1Q3LQv(5kVg}YI<;K835dw$W=674| z7G9QKNRArO(c96qq*gR%nj2@a?gR@`l%NKZgB~NPVl=88Qp`Xun|{k0rHPKTNSZ-# z2@uRgj>kpT{`v6X!|la|iZO!GXabU46$9&GXi{{`gHaU#$geR55)$s`MJ~j1ZGE@C z%gQZQPqjerCb1_6i7?iy^8$t!Y06$(*PqhS+(1Bo&?wkhN z0PG$?Xy8I&y9Sx*ga+z!?@>wk0^lQG5+H$z22gT283=y1N;=6WEyiZS0`A7e@4vtO z?YG~4{q--u{`IeKe*Me)_irJ<0qbm9_6LFxrpN%FYycW%RY~n;)-@Ab=1{xII2wfz zig8htB|3taO)il1+qQMn=iYa-33v zgT|O$o6$&QDoZcRX=b*P93Ww3arf@syMOwpe|q=!Z7LHz!NS6$#aZ`|+n$IiFiDUb zWYb#f3HL2B+G?@3#>FcP@iW$Xt|6c_X(0s`l z0I$%bhXVxCMk7y&WrC4rF6Elm9MR1cz?J$Z#F1r?NSEZ-pERwqq?)}%0hern?2Eo@H$vSZ~0Sabl3)Csnj8$uw z^UL#3XCH5`Z{$KGX%N(vDc0aEGf9gv)**nVbb+8C2_)w?sRD@&lRfC*;+7hO5r6@* zx*6F)2=VqN%l};7++7!*qD7-=E?Eee4^3!^Yfiwobw>8I=P5wkbsJjMHbGEh zy@d6&c4~^II}!CDE4Gg@0Y0It8fTIn<*E~dU7?er#kJyYE582_l9m=EZcUHK=+Wg)M!UPYJNxwMJg1oz1p*Na znx;N!et$)>$F=lcn~13EZgbX6B>_~|L=og{O4vdvfDxQ=@wiErJX@m)s*~Ri^9G=< z0KU7v&NIPnnLHXZm~V)|)fp*sp;Vzk#Ds-EOP{@y6;}=iu`ZH&$_v_Bx-vjM=<7=W zH0Q{C{uV0kPX9-nj{N4bkx%$gA~%?sB=a+cLLkLtL=6xuswf`-Y7tP?^4OAF>OEj6>4ghmumtXZ%Gm&Tk|yGet?W z(Wn~E{5}VAKjd?qt7}0p0}K)*x(oM_5D6S40a!vN7_-k^$^RTzEx=-!?3r!Z+C)Mi zbiW-HCSMc$oU&N~W>!^P97KoT++N>aUzg+3Xsw>os)deg-sOB?X%vNZc(@#0v!RK; zig8;=V)wAI)n4p;FYMLDW!kSIU;!FB+TdFVa&RocRBX-{+9Nodj| zv&K_{SAYRwz>n8mBoC^d_oJd#z$8pi-`<7Gg$8n37f~knY#G4;8&;gx;l;Qpl|XiP zDcWFK;ijJoJIkg|&gPw@Xa>UC90E-S38YzN0Z{F7i3IC!w~A9zf`kT5PnRXR*DrwK zB3$OQ?6OQ(7nem@y0FXE5SFQr-_7Ry2p_5!CV^lE$AA#>_Q9OA(FJIht!+VvVUbW2 zC1@c=wCF);uX^`-SCnH<34{caA%tjANf(zFZ{NTD^x;EsdkYC>)+!Lomn`M%srr}Q z*$9AHs7f7-XRO>$m@U@#^K9AAfxF(@+2U&;L^172TZzpmj%)TPq*uT0h;& zu#62rmar0EgP%nK77kYL%?-J+uJH;q#G2N-iNKxPu^vZp$ZEQtDLE zVRAiv`&^ED3=?G{Cj>Lb5D0?^(8#u1E=(@Rv`T)OuH(8qKUYyA1|wH^qng_e z$on{pfP+K`p%MT(Jgj6_%|Hquxz0>VNK=o^p~W8ie9Ze7Ah}8MWQ_SlrYZoq8=qff z-MgDId5ji<36QjIRC6VILe7Zyq9#ci{(Nw0(v+_*9iGE5IJ2#7Slb@ME&0`7kpN{T z2i2ZDNe)1U!4L>DhB%_x<<)gwLUI$C)05LTKfZbW>NRNqjHK=B{pPByCS}UXvcFXp zrIJr`wMl{!1|)_MVyyRfMK>%t;9v<9jlnFmjwxZ5jRQ;0g&2cb+oCK33GR^k+PZ7z z9bpE5bV(2aBg{BGk5uOblGd1Y{6+@SC?ky^1jt~tY&9VS3&spUvi{m^WR>(u%oehf zcXX1oAdW+fAO}4d(fvlOC~Jzs-3gcx{@Q0{{s%Ty9T6 z(0aLfTS4TE0fIDF1>8Vk=deSMb#Cjo2NvY=43sUwlgpC^tw)ep&y2xBQ4}9Oe0u-x zqhLS(@|QPne$D4Lc(^c-!XlzXVJI{|t{KlZnbRp|KqCz#hJ!I$jMGFAfZjeG1MQUv zCqg9VGs=;r$7L+1U5oYsy^Fp&b(FdgoP zJPJMFdu*WtzMhnOLg{o5E4L;+pVczJvq@pC}qdsV{Rhz{?iZN{qWPz zRVna){^x(Z{r%3};Q;qf^|ozu>1s22Nybr~5`HFn`X>PGB4nTPg9`XrEGM;FaT{qGl{wsVib%3;65_ft>G8Oo!m^No^5wS<+=d!ccJXk17CnN;DJT@(Q^i12G^m#>N*! zgAJE(Y{p8`$qa((uY*;%JIOhLHL~9m*_*qZdU@-f+9C}Q;_{o%g`x`H6s3ENG@9u7 z>+8#_k00J&oSmg{0TPqUL)`x>3L+O{LVDr^tS8OggvHPt{~sMT8lYsip!ES+Kg~v{ z1#k`jSF1H(v`n*2OXbu-e@R$Ci}L(7SiS`T$z2ewZUI|u5DkR;j0B`UHyNJLoD7Id@+3$ClY3EC*=g=R za3PZ*03_>#q|repgdk8fabWMCQ)$}HW=&`}V?9@d&rFg|Xqj)~KoI*1 z0j?YhZGV;F+C!p8F55I=&$E|&`bKTe!&+*hs%>?w(;ZT;i<3BSI~m5^Dp|GZ*v&Ff zmPOOW7H}yWwt}Xth}6p6lM^&!QQqY?z;A#5P0}yF{v~sAa@20<_6q?HBtg0_sP_dWFB=eP6u)ACU zaDI7vd)GvwLI|^i!P>NCk67CaY;wIlHVN)LP{4<6A2nSJ67F=l}Je|M~IL*^B2d{@Z{5@85s_eFy={ zIEG;JQm?WsZ}0BLMd@V;i5W9vW?BZT0XLkitm*PL{gMO4L)3bDqyZ8HcSw{7zaKU& zT0aW|Yd~zyrt3;8jFAz|HAL`m_C!ZZbP%a2ljOZI{cjk2m zt&CLvOM>L;O>9rDN|lv9I;0sIXn?KIk!c!PxF<7$yv?nDbJFI=54oq6++mh&?r2ZL z=P!uRME@uI+>QQE*m%Du0gFaGdZMScVn>2oi1|`L+YFVr%m#`VC0ThD8Y!(cpWteHl zyx&?qPE1rc{YIS}81#=i01za~;nB}ye z)6>&u&z|L}FpMJkgwtPD_(Dfy)le zpW$rt1@*TF;Ho`Z@^W6RB z&71$@+3BaVPu&zmvEOnIK55{)5$6y`weVudOeE(7RZxTtTft0|E7N{Qy-mJ?7N>lt zA;b`jW*{I@P^RsyIY@aE!B}Hvy$eo?5Bd`h$x#^qa;>wd%{y(AlmJkI8AqWhOs@>& z%+y1oCp3N4?8L3MwOPf$ErBG}IcbUQHIiV)0jTH7MI-AvkibBg$sj^)`R|YjWl<#x zdYM+;&g8TVKxLWAB*6$v$**tk&M*Ie_TGcNZ6tXbuj&~lTNwxqe3ZmF)VIQjppsJj6jR*+?L+qxr za=4IOb@DnTPYyLBLGBJ=Oc-!uEHV<9N#4w(4zf>c0Y(xWxIJAY%>UtDaw{8WW$a(PdiC<<>+0kTn4RAeyz&+>46(GB=>KGtWjRm&7h9|;&BywJ zmt6cogq9s*N`hQI(bovE$mg*!ge-uYDL}b%8ej;~%&yw{Pl^;5e&emy`ZFMah-eJ(Li+6Beam>@8uDz;L?X~1Ky3VG1a!Eo}SFiW?A3c7O9TWfX z@yFl%>CYej=6ARMNhAq_v**vA@9o|D+u#5F>uH8xmoYJSimtfi#Fl8Vn5M-akPpIY^6kGvxyUGtXWI z8fk!O#Ft%4UMIQCXsuf4bVA^;Ym8dV8vp==7G{RgVP-K#7koZdmr{~TBdjg%4UIk} zNj`;YK{ryXwMn1s+m{Gojw;pr2m6noJo)LTpPoK?Qk|T@XdxJ_*Fn{e@eP2@V$on$ z{ttmXi41c;N(uP92hV5AwR-*C(zTyV)OWPt4R z2}kfHm@B=w!xM)mNC@cKaY_<}Fmq!VBabF&FpBbyPHtVN2_Gz@y&z+s%!Ck{{&+6R z-S~)kVXOWrcSn-WJ7Y8oX@i)d5y>gb5F^$EnHm3&9zXu!hkreM^zi8L5N1})x$NvT z9NBcR83at4jX^(^AP`OYKVx?{e<@;|rkW%#eXIHj05@9)1%R|7HcCVWX8+$TnVQol z$=mFggCqc2#k+n7A79IT{RKW^EpW3YjQ;ewUQn?S^j7uU1sx2HNou1oE_A~bJ%Ruv z5W)$;oz=n4%nG>`kqE>DytoFC+)M|6Kvy3S6PP;yRVlrC`Rc(> zKmOqlzx&{5l816FS; zi#&&r(Qe{n8{7$O#TC`%Ub|pMOrW6;LrAvWmH<+nB#kUQM^Y}I1iYHSmE7IT$Va5oY+ z;b6?p)-KJqWKU_Hd2Uw;j#~MXq=~n*QidnMH63!n24y#jyzsA?nNm7$gyjt^u112^ zQBx6V%&dzb*arteQB1By0*2gjgeSG0C4E#l!{$Er29J zBSu6$Y1M&~v@yFBJC<;q384a=P5_4x5J+&85)_20P7as_^q~22A;ATL76fD+n+gzQ zW^lqQuoY(E$N@9ynoqE}fI1bBWT#*I|eC9XOp;l;GcB>+Yi4GSse z>z2<<4h|2Kr=pA?C9M2N{wJ7|PK zQl7@sm(PFv>Bp=!{rf-s@vAStdjI|Rk)gqiy$#?M1x#DWA$NF^%QI4viz3ECcRs1A zPft(s1=J|K;&~yno7S0w$&tK)1hs36w0iy7BHyqRcXB0PWgG!zBP|3P1-d$1qzRVn zIwZ_iuGE|j^6fnQ5RAl>d?cu^hB{C?grF|-lORc#96tMWf#_7cHNj||D#_*2Sig<) zWooJnnc-=sxtx+qGFU+12t0!hC^o(&I}w~OVOn9;4$&NNXuhP#0SXXSt;C}>0#kzE zGIFOZo6tYgZYG_!Bn4n#pIm8iK%zhvA(n9mz;Jm_y7~nz>dF#Pt>kqr8O-d0C>NIn0|dGFGZy6Umv$D8tWGZpWGu?vJ9qZ>_Ok3|Fk5`P2(b;& z2ZmsznKcBUqV%Mk0KDEmI6XZjNekE-(|r)P=-#+3Ah}*4+c%gzF$UBhwnh}lam;KmO>`&p*qHJ2G6irG2Mm_)BT3wn)K~YnH>< zO{MN;7CQQOAUI^}JOzq$Ldal@anfSg3^Nl2lQ`!;QtC`w+}_G75S^z^P@R&6kS9d& z#>y)0Ub_SutW_l;!3nk%BC&-;pFk3T>5U+1W;Da-XmxVylvLGKMoLL8wF}E=qCg}e zRi~$Nzp(yd`{)qTIQLvhg3}ss`h}d^?hamOYPWU*A&`>J5`+e{rR6n<5|!l1ArXY& zb4%|QAO%2r>!ZBYOoyaNfIwqemV0+I{bx6)0U-vGM)JHLMl-m)8IYh3wn}1Qn3$0T zv$Lw&e{*oWf8+_#ipaq0lA_6h3%&#mpe_so^m)4_Zzaz{^U*!i0JLV%OM<+y&qXQ% z);V?aUx)yxE|+(2$7s@fD>@FOUz(E`$2p>E)1~%bPLnV0wR@6+KoL%u(BZw29Kg++ zv(TTj_qeX>+zIgD!Gn)J{^NV^eUP<)e*gR59q#YXZm4ng&24CzAtgYq-Z?oV{I(c) zQY65|@*W8(p&Nh<+67Ah1_=<{AqjMF{!5KUhG52Xa>(HA90WrMEen28{gxbvA=-b5 zQ<|yYNPrxG#MxcrP(9%jno09ZL$FCc7H+aiCy+*(2ocoHY__TPlWfIwRtqhR*IQai zuHBMOXr2ksj75_nPbE0*#>%XMyWD+=>>sg!1Tevi-05Ji$VUbLCf( zfNp<8qRt$7&cU62(faSm_>g?R#@bHJ9e#~%BpMCP_mtTFA z*Y~z-Sz9iWZBRp*1vi3A5+J3?wHs#55Y)YxT6Eg(}VNNPBVz4&BWjdhXe;S z0_m6&%oUWNw)}}U zm@la5;E=er9H2WER~EH0 zY6t|Ote^1x_uoH#`sDuo_rCe|yUYcGwRI`obYdm%t_msDIlRbR&$E+kXM8rPzdA;T zk%1(Qv<~&pp@CBX12{i$ufgOKW|X^25+wNe(nui$L3LH*2EaD>lXM!kM)F zrFLNTET5lagNLm?Ps62?aewzE@|Ma;5EZ{F-59_&|D zZAKFA>B^e|Z+|P}J8XK}A})iLy+Vc&A?Z3-KwRcIrmIQ-QGnL{mD~NKB*(tOh)ZIH%uCu$3!2;5vv6PujON>(p z6vQF51toc#5g9`fW-=V$+&jUAuz1ijxDlApbY0eoenampK@#l#2qS3(*^mCUT1@5| zPiqJ?LKB1#ND>sZ@|tZO5;P-0oi;em|JBJM2yl2F1{-aSEn>_P@wt_VX7jr<(DKWU zEF_@WDp4o7OP(Q#WSDnpb5vf|SzT9ko!sXu21w0j+d}QM%xDB5IVAM4$hFY?^uyKZ zC)7Y2SeW^L-N`vXS?t6ZK?6(<0Y*U3z%M>IUxZo4xKoxOk8=BO*8e#?N-2d9Hh!4K z2O;7jxK7-qMOQ)&u+ozJ734*{t`9)p(3jW@5(krBVxR5SZ5xubNhnNG3w&p++*Jig zw?7|fF`knj1-J`L5-3_qRqcf%%sw`CeuBKkGdsb3(Sd~|AQwU)WhW=cPo6yf=aTgBPN)K;~I1? zk>=~0#L0lmC!@P|62jamNu4E;>XhLw z@36s$(GX+IL~$cg`+`!F2CMxqo_3J5Fm+jxfzd36Fp^y$poNy}sI4nG35?Gjk|-^I-#Te6+eC5ma=4axk2|1&Q-9)D0ZDMU5@;Zkr8?Eq z=0ytzc53&M0FtXNi|I+Nt5CyhsbF8Q3DRA<#$#`FZBuIr*GMkqgDsAYDt4uudT$z^j9~~X1lrV)x zU?g)gL?Xr*Vx-XslEy$|190RP?GVGA+#k~}O)k+BGNcQ)oivc(5<7lDi~qFL)iDu3 zE{|m-ZArt1A!Oap?EkxaCkue?hN1vw8;CCLFIs)@#%oLNNC=bpgrdv|@BYDl-Vxjr zTRtAIxu)^bI>%MT-n4BY5v}_xr2&Gck(nC2=+(|GgcR{A(f{VZZ__<+d)ht*q%|y> z)qYv|>nH)juN=bGpo^Wiiwn3UC3sSu5@|t!grKFi+9bD?CUH)#AtjMaNv~e-KYaM` zJeQ=d>gffhM*8Sq@OwbxLU- zj?b-;wz%Y7u$0mSK0zCZLK-aa71T=x>Ws7IgF}G9jAkJidnytdl!9X9Zr+W{onT=} z8Da?Z-4ZEKLfalr`D742p9MicTD&@|9}}*1K5lTiCzp$WPat>P2ndUz8No<&3<^5; z!-#=VSJm;!ac( zIrIQ>b&J02mE$@eRNG>g5wR$;GQ{3)e$ns5SdavyD+WeVzjA%$%}bIQi!wJP-w75@ zP7n6qyv_*#fS5sYdHq}0-l7C7tRcGY&bz9+TO5M%FU-IjqE(aZ{m3iLe&riW5pM^3 zSJZ|NW4ii6{6%$A5ad-;5^P={9>3lG2K%-b7goWiIuTyiUZ+$id4eZRv1oy~^?rth zz*c~m!|TV7pFVu}*b~0^?2E6z`DXX-E^ZX=N|mb;L;zJ)y?XWL>C@*q2{=A#{u~}2 z9%M$)@$uQ|nY)kHLo#K1yZbyrN_ohop?bCib=^VSQ_g@=N-lRLhXj$Dzsv>_#_nVW zQvur9DQT?gTGG;@%CH8Z1kBis5NsCpSjs z2SOi)!C@?$Oy+Lm|5cVoLfu(y?(chzW8qkqrMvI%zj^iQW$t?+5sS&m&){_`jV>5M|6sS19oiuJ9h{JodtG}~d6hiLC2$PtgaAn-Ir|<(j3I`6 zaR1=pqbvuM*ZMzw_uZ$TeI8?M{{jJydBY_@&`d~M0IIW;6M!d~sPydF>o>38Ot8P7 z4}qH;pgODSRJ&Xfe5iD^vk8R`xdKv4xYl5Pw=@I;3^U)W1Oi4$@F|j91PEx{^`$wD zs49#PsZDsMB&a|$_Ei%*#t5?&S%gHnNw#qdUy^Ef%ZS0|?isGlBv`K~$>6H%I-iRv z)pSyA+o;VjPDIXNjXrx>gb>De*cX&iWem4-Nr@0+cK&+r{{4KKQS3w#uBpt9Z|I#R;To7cUnN60J~?^y;?=8H zuk$&uk;P2)mDiM5UJJT;aglfMW?TaiHvlevqjqrY)M+&&^;%}cw&h;^KK$E{@n2EH z)!<1Y0Jq=`5|khS3PJV0a}fjq4%|B-i6lruMj8Xm9D4rZ#m^6azW3g}Pd@qNPk;LJ zv&T=LKYxZPw1E8qf z#7K54i)7!0b3QS#^VbPpN$5ck)PS%IO<-mrh919pBw^5$QWO4HXQ_e9eeU}Wax|mL zXyHy7NlF^0@3DmA42}uerHxOhmj^ox}r}Nf8f|8Lbd9J5Fe)RaGk3Rb3 z075~C2t_arS@Pt}khmy{%s!GtaER?0<44zVPm8~u;ObUCEqq}&K3fK%RsvLl5mtui^bi8Y zg-yS`8UuCU5d=*XB)L*@0)kTWt>z$!v0$VzxNFu6!I63m*>%LG83T!%b%C{Dm$#KkAsWVA?#Pes}EnJd43T1`OBYmHIjHARU?_^l88gHP z0)j>(MNMEN0XZO14Qy(C3hS?LL(@TnrgY~5qoYkRjq^em`F z4527v20=j*=pZ1@mrRod^c)2Pb#(}^08)fp(l!cKvgTy<&R#?QznhzG ziz0>)Iv0`v2h;KEdsh=cu&`5>(ZbQm$?I3IvLv+RF&1Xjwc`+8ph0l_D)H)0S%JbY z9t1eD*du$r^zj$rYfEZz-h`Gu1k`N^VSg#QK)m_eE-Znh)Y0+bk3atO-h21H{`#x${`B3?KmYu{{*V82W_gUtTw7|&M<6wa0FNI( z{>MN5aqr%}J9%3QMOijAAq(acOq+DgjO0MnXEU3Gyn(nO$QycbRi%tNWe6@gkVaM@ zAekN6@*U7Ty5X(uuHVOMhwa|mI{(IN}xHZKG{;EtiOxTWUxqbJ_|{si1*D` zD}i*$<#7T`A&u#>B(hFvN`-<8F5S>3WoB}D@>TgLgTbsrh2b`~C~YHb530SzraQCXNX=bb#EFz$w(UyD$2jKu^+gylg2F<+%l!?U8p5+L;ynp}xAO84< z|NO82eER4~Rs|JwvulFUWRUy8!NK?6f1e9e`CvMRXu)WdGM9`QUFf3TAYup@+0O9TVo@s<;9uhPQge7;WmODm= z;DXPIFOWRBAa|F9Q6M=$5Nx|scAA_p-iZE*86bH|$s0g7DPmUDepc6l_Y*eIVDq+B z6S$JJuQeIG>Qz2B07F^q+}+*H2LO%cW+;fTt$QiK?8-FeU>3_F#G;0?((X{`D zFiQX=|7G%ny?3H%i&R@}t^i}eJH+cU0(r9$v--V(5VZZ+SD1lXzRXB^`==oYO4`H} zf#h%r0HOX|=2IL)KujGoFF~_&bFV}G6D=gTks{f@-D-c_{1Qnbz>Cg-gwpBh$@AyW zA3b`MX*QpI_StuT{_e%|=lgHo%kQUR{DVy8XkuXa0zEcwrdcAdmE1Exc>$ zyOeb3BHT!1M}Rby)!*CA3BcZ7KHw|LXpta9@H%B2Ny}(AZ|9J@3((B_JmylvPB7a) zJk0Vx2mAZ(X==ZX>q4YJ3<+Lpl?L|vRvqBtHP(jAc&)g^{FU}0lU$wv-2PIu`o<7k z7HUfy-pWgevd~8POz#FbxY%tcj0dhcYYkk?CeN=x$5M)zHSl?=YYRn9FQSVEgGes@ zJtUV>=r-@f7eymsRc^O^o;879eDJ}C-+cSs&p-YA|NdY9x4Un?cnDbT@yE3;wZVLX zJiVL)G;IJAgb8AU8ULru>Vu*Q=fiwu< zh%3BMSCuCZF>-!$Ij$a;Ai*=_l9S!HZMhuEywY~^DmU3<#Znb0OUr-VLqW z^*pw7C&?rkMAFR47>)4cZ319Qj*;4Alw%;-9KiqzATQgt1uSm>pl}gn*P^if!m-+yHSB%hX8y96z`d?( zl2)08!YmL3tXsL#rf<@6PB42k8wT^_r>CdSU%q_y{Q3LueelUgpM3N6SC1b&eEISv zx(aX{M5u~fo|d{0j5JDeZ)TVkL31bWy}S3Cqkz0WG{_v$q9~%7g%;%Ir*#V*7@i@; zotS^+$N5($z<0|8xT3*D!N z)2`%INk~ebVMeo}C}Xhh=H2`Lx*+-1MMOe!O%J}NNw2#T+LrAQ3`iI2g-VS82bI|JhIO zF*ahz03;1aP8PWC-YRSpBnWV|h_-$;;)oUX0jvrZDl?0L4D1UoY@njhFIR9?u5Lzm07_ z^dOsWc}hdAJG!(H(*?LYKnR)|1Lp$@0J#;oAsyuXp_rl!R!Bx#8ygj^gZ*|uAO?$* z2xEk`tY5}9gOPI0w8quBdmOUNxhxRfDf123i)9Hjq=fN7&|oAWP$Z2e%H>z4vfJVZ zB`-hQb|EE~JWLK@%-Gqx33O>u9M-L04hi5C?p{}QN-4Gx(tr=AgKhfc?k9~cMCI+Q zlsHmTG}N|KbWoKuSi8-bD1ls`I@u*E+LV$5MnWLm)qYzeEs^>@xc+vvMfn%9^C6K zV!InakOaGiCji^AfYteca7EbKIo$Pj6Y_Q`mPXt#G5+qL8qTJTueh87GyKobbOLdYY zm^(bVQi3}KN#KZD6=aA(#93WS8vn$!^<f4RUg3!eGJ7 zm=d6|6zIv;{>TVQs_Qz{^|?T-Yfi);UJ!zUQc8e=+5B0B4Sbd^z}1Qxr>eo3r?ceA zJwYQql#(u-vU;kUnYbgvaefj`(kxhj5g?>xN4(xYLelU@X=W^AkyH9Rld4LLk;WzY zD!2UpP5*CEr`-PgI{SZ}o}Et0|3$X}U~>mx4s@x7b8w5y8Da*xyS}qw=IP9r3MYq%3{2vp1e4*Rm)3~lKSNJEq7gW zYuVZAhT`rI23;O-5E+u!RjMteAP-UmKybsh2}w)Oa7YMqu>W}^9Uq@$+uesB{^sj% zzWMW?{*(^{vJC&p@$tGjfV53bUt4Z~`s~^BfBfU0`5YjGkmM5rKr22dScqmJm=QpT z7P!$hBpR?~JDi8Fp%uMl;m4u5WjpA76_VIY*4rh09niu2MN@;%u>0hs_AHM_GUUFr3~n}>}r*l$1l@WVg< z`Oo4N{=5uEs7lrrHhnBi?Ik6LkLBPlZF5g4wjYy z^4f1A(ekb9lvxIKN;e{TPqR?OB7{5w3D89e5(p9;l=*W(X~?a>E*>H&5k?W**4ebpU)6<*ue+o<*PR#{^Xu>K$sLf9G@Exp^aNzK)q2r@G(rF( zZKvtNDZRZiW+q6|fIMItDM=t`G!if}*epSAL;rD6pCyoGLtL@CPLRL=0~};a{t?=K zI~sUSca#<{Fa&7jZsSDz==qBEQfpOe7-D&6?|#O6?_~?HW>IATpb5-u{2-4YEfnPr zh{MB!S1)t>?+J+z0!c}W3^#3k&2zrJH-OX)Y3B>SMo3ysDB@@d0Iw7N@!EHa0N)a3 za~^_Ry-Psq_k~MZYQ9RXE+%Nbc$u4D)n5g)M7NdfXNYYVhvao#hhVWb3u1SbA;=3s z7`HS>>wZtnUEXtX_sP>|AO8IC-rc)jfAjT&hmW#2(Ce2k*OE>lptmPrx*%iCs~nyY z5VCG*o>(k);-vhzljY)e3kEYr10o?opcp{JxK<9J)h}oAruOgdM&8KdL?GG(^F0!T z0BN*-CIaA$b3#~Av`xV3kw-`9|83yzwNg@&qS}ZQR0HseA{ZokU^l%d+PYdjYXm7TW@8&QHnUZxvfJ_$$o%05Gw^5-O)hTJ%@M)U1~ib2of|=m$$mI zDuihx07L)D(O4N(a?iA%pB_B;@V6g)`q`&{|M!1;`s~U7`ak`z)!8W|iZDuA*MM2q zP)T1a$2dMd{OPA3LlNRmEO&N7QPl3KPVSW}-K`xUWn@XihRy&f!;=Loi{gZogpt5S z*~?VdwdC!~JQ5kH$EMIE=!_S7(nJggl8X}P)53R>5|N0~Xb$zsc5{IdvqkSEUUjn; zKuKu=l2DQ-KsP2vz>u+1mN7(@>&fG1KYjl%Nzi4FBiDNpd1WiM<(uW<;rDqYJ+~$vCd6(>(t=If#y7DrgzRwP0jXG(_h(s@mrG>+&p zdBKvxLV!VX>85P$IS=ar0wiHHP;x;K*O8jNVo6UR&sTMlG?424Yhyz2I@Rv3wsjH+ zltJS<14tq{F{kJlmVpNLYTCl)=;xYp_mq<7;Vw-EG`<3fnE{&JlJ=RKaaSymgg}Do zhe}RJi_5Ck@CUi>gw<+`h3xuu_ip3lHt(;MKn|_$!d|2+cS$NI{Ukf(j@z6OyynZc-638{4qqRePzv41tfTlwSZ{Gay&ws`kl+x+Rrza=BNmVTXq6A0= z2r9}L%Mh4{T}|a=GK!+e^4K939cMHS8DTj9f@)t_p9U6iP;DQN$eVe1&4MS@slxa$ zKdpm|zh7BVEw(hqWcU1;|N%FJeOF3m!)5ZlVS zKme2|=lo;H9S|T}S5ToNFM2(+E^RU9WoWG$l#j!F{Xt0o{| zh2Rgto(-8C(f~4<1NGAgUFb#=fc^v|&q!5Dp`NIM(ntggq_ro;1D`xfAQ$)&bzQ%F z`QrQUzt1_qA3yrzzyJHc=g#2&`~UbqtJ6~?AY5fCT>nsY?YD#ms+$8Cl~P@&+F(Vo z6BuTVp+qg;O?P%wN?@R^M2HYWEK9kco}392h-f`MB@I?TFcCnK;1r_8P}0Ke z0+8TMl#2vUp3$MRwO=`g;5sC@Bsk>qjM_!X$SctxrG*w7!L(?)6VQd+y-qHP$e=NV zSO5X2aTAbK%WF?b4nfuok`TZlZivvs)Csr#ng z6r_=qTzdP9(}|Ytss-Z}!WNu3yB9lUN$}17VeUOUIXW_Orzp%QIWVjNqlQ?+#Mw>d zm0PX`F*}p+3xGEFW{Lo>9yoG6382lvOLsW5(B?e=k~%K5T2G)uJ?VO)1w}w2&s!9v z73!iKmF*+Gwe~JyRB-V;LQA-@@{|%RrMjxkLLfZ?MgzN|q6D|tjAhGeHtyc;pgKD{ zdHC?*2OoTJ|GoR4fBwaP{?~uKeE#CWk3YIQTri>oQX9*qb)a?h=m|oS9Jy2M#~*$I zOwQP}r|vLVk_+xsa)%s70gQ+-<zj<*Ow0>zITleZWnow_eg|bQ-=z(AVM~s5*K1iklT!nx_P=5Di|rf^-2)hP8-`?P)Cwa zAg5##aN+G9JR>D$un_L#n0oJS2%&Wkj4=e4)NNj#-xE2sNa-PYA#7yd&PTJM74e)d zv)+{ih-6m%e{X`!0NRUQa$!nq`tj5gK=w7>*lT`d6=Cy{_x3 zY$T>i0ByyAo9pmgnpr_4wUbriHEnSJ-Y7o`}7bI}bB|hgL&*gPW zRh_?(1W?ztyN3`kB-k^{EsBN=HP1l0&mzgoy{Xs?s#|{`0qH_}{_txt2zoRs}hd`sYO}-0Km7#Td)7kn8oqK{k6i*gp_h z-q{I7nAiTvF}#R%X`syOkr9L`bg>VPx0ZDzX^k|1ys=NfxAp*V?p|_plMI2tV$=j$iXmzg1`}% z0gCga$G{Lk13-e;GX+}z|E1Q^iITe@5RyC8t&oof!bl2~Cr^+d>B2d$fuktI!UCh& zz+~U$JDDbM$fen#&;%ibk$V6_S;iQZC&y;o*=eq-CjlZk z0;zmlIU!zlt9}{K(i$3u#MYaD32+$x(zcarB@KEqv<1=($A5UoXdvD^9TdAH&V`pn z^5jB2=>o1(GSI-l)$Uu8)^=Xxm2R|DOM#@BRaN!)@sof2^Pkx&=JU@!`?tUU?fK)! z4}N|C7px6c#|7E@bOCb7)0@{XzyHCLlxkH?QSc1%qA?5D2{P2lGo)Q`*BN4900;rR zygQyOi{j2sxl@+=ZTK}94CFF7W`bNs{sDW<0GEM~5u^Ymch;5UBn?Qd-|LtxL&+P;U|r{ow5}^p zf&@s=*smo)8iQ@W*KMKqOknGf=>`(*;wVazcbG^d#}9vuY&{toFpz;VN}aY@wciqQ zN(6L)L#x@JE;Vs;wA!SG7~|evWBzsb?!COKkv6aWFQW;lr}ci#2x=8oQi8-u8+Re; z*ZTOC8qt}dDtu;V6WO7f*Q|(SqbTc;)Gy(*; zEeB<4$;BYq`CpS{832wBkAD2ukN5ZPfBUEJ{`BWRJ%9e}_~az_1I${=4Wu{<|GU=) z$L`!E$o=5p;L+npdFO~l%;Qd(mF{-)cP><3*PcKX7U~e`MuPVCC8sQlyZ7#wJ9{pk zx53-u-_sVk)*WRH6C9GE-bFf;Q+NlVF3qsokB!k5er)b@*#sgc2>|nOLdnbknz-Yk&X|4qJ z9u0wTvU5P7x0Vg(B>2^;fLiv02(^8vX0h1GjS9K=Ke2F*W|Y>FAMf$4`!VY}sX`wD z+zc^>lspU2(HexI>_41h>V^o*cAoS8|d! zOA?7!YXDdSyry&kmtA?6w$z%+=@)f>T-Nlf%YL1j@oR?wZ7*}y0DB0gC&)?35KNK_ zlqjPS0owo}LTkoDG`c)DWaVan4?cYVqmMuOkN^Cy=g(gr9vq&Xp3eO$37oUAIl`?F zh%Q8efTKREa+ksb3na}#F_GaDEG4hfS?!gKAr!%al+1%ghG3v!HH;Qxtm`^grzC-d zk#Y#I1y<+A`GC4NsjEgLf`JSHX6IL(T;ka|C?vS#E~(??%zmA3uu}-0TLB9$fRIT5 zL`ch8p#acq{o32&X`OXCPAphxL(GoeJfZm`q-)8ekyn!foZomh5ZY`=(mX!m0R2k+ zDBeN?KqHoqgccMDTA2KqpnL1bB#oG{EX%B`8FqGXxDPHAi&uYs2VBtNXY)nFbWwsR z2=35Tr>J@I9%9&SwEwgJ@7}NmZ|pCQriO~kN}}yKwVRpN@bAj^vU#agB`oP!j!l<(SAH10R94=nEv;U zci4d7Gae+l>bgcnkff0of=LvO*ct?0Y;)vt@hGEB6?L*HUKmGXA+z|Zi z@sl5Z_yN-V8~|)zed*G-yGyy*5WN-|Ba(7S^!d|ga>?OR?W*cV!{?+rsZ#AA&0H$$ zvM9q2%F>EJ0$lZU2s*8+)9R$jd1esjgai&_)+}```9cVsT{Ft%srKa34Y2K8N$%85 zzQR7QplCjpYmrLJT5kHQ!J;%F`%jr*V6f1tFiGSR^)r&A9EH&=#v&t=q|34hX2t-T zNCUUH$7_v+(+Q2hUKXI`)D}s}lTVORs_Qz&IC2|63?bLlEd~U_T0?i~lFP^5XVU5q zx_RhfWIhqSe}C`Z{rg!3Xj=Xsff{}}O^{@aAr?`>@$qq1|9^9MkdSuEJNd~b;Vuc} zu-391xP~~)?0No;{Fe1&uAevB5N8q*LqOo_>_s;%!zwLd2laMDZT1TU>GF?6;dX-k z`=whoE%~(iUngVoklX_e5UH(^YXzbQt~mX5DT;t{OV-a1e*WP7_rLn;t8c#jCffq! zl;B{0f62L|E-3X3Pa_lH0y#I$tE%ex%NGea^ZKl6aCUZfTAjHBQbhjgPGf?z7jS(auI2!Pgiid~<8+J@|Un@c=H2#xt~ zEb2OC>#r9tUu5-$Smd*mofyqsDLGg46~6uaQ(Pz5C&(4=sxJMjByYz5x4*23TVe{0 z4`Berp^rqkZ05YJY}?#`vQ?*h zKq^a)oAa){IlTPdUw%2+dv~34QgXILNz5cLed;wp&2T^vBuEa1lC2U=!jwJ& z#7uXeP^YRaok(V73Kq;%$RWt>@WS5YZg`-(BlnNmDFQH~hH%M%96~QG-MW4~PXk|g z@~J1E{n4`@e)!>AZ@eLQs1YT(4$2LA(%L_#dQ~(ywgDMAQonb1X(XFd%9AU}+zd3j z`}X$M`7>wB{yBOgXrvW^W}&gP9S}f*V6N?5$rPwdm)BR<0C5NiZKD}hlJzB$pdA&U zewiW2Xdnftp&=*<29h0=pDo5yRn8qj6@NkkL}NXqCy32lq#iCp5$`L=Pgl1K$6DK6qO~C+8wk!(h0~B zGy>~k+&Mv0YuXlUq!h4#5J&_I5C6^v1|(?)<3t(T=TGnyJS9oODM6_1 zpQ=#=iWER_-}6wA#@-hmrJqVONT4Wa2sjBdix#3qvc3$2gt>x7(ggS9?n9X?Pi02( zQZ6~-#^@UIKZ~_eR#CLHNf%UV_F7nm^Vn`0YC)QIcLlF zJeGJYdXpq|6TfRWAD@WUq|eW!Fi(|kBoY;Ph@yf>7ftdqrI1qcU@mvUV3-}#Oc^B| zA_yRepddgns}9;S`O4bbwHw!S3hpE5UoN}X8;V`Q5hUb8xyDv12xcyc9S((6PRF~wHaS5MFwsC8{Q(IO9Ub%To(83S zjN(Ez=7A(+P$!>1Wb;eCJ}R)*r)qjvgMvuT?Os%K4?Uj=HkU3fEG`0ccU1BSa+g%e zX91F+T9}8BqX9pFcRs}ejNFGjWQGbMggp3rDLa2%ytt$P6GD)5T7jKQlG`Y4%l2tB z%d$WBmX}x8R$achun=Palw1-f5<2eg!A)n9y;~496WfD4F)eNcopzwC*(&X99+o6p z!E_eZX(s?3jznu(3MQe#?DQL<3vnso3jwwFma3KfV^SG*4o8xx_9s1_3Jk-T)h0`lTZHiCqKD&XX*9VUmI+fdxR5b zkLD)_E_KqCCjh&rZ}PR}m5=a&TxB_&3E1A+%5|o#^P7YIz)Pj1JRXpFv4e9dx$Df3 zENdi%8ggxC7F1atq8zUlwiIGtRY0RLW>`VkuBf;K5<7nkZDZmNAuI$z$z2lWj42I$ zf~*yZBoG840TRh6H#PyzWa^~)dD*;=DmEPN&tw~ur-tP&!DAYyWXy00M3*S}SZ)%F z(CZbkh`}Ne=Pf}xNg|~Y0P*VA^SOI_5ZAk96}@y zITU6W@<04cA*T#~T9NPFqHv{^)z$3gzPY(I8VTs-&v3{^9(%TQa$u7!#eb(Ma7pf4 z84za1gxy>7$F?wQD5=F%hvf0DSbR|D8;H}!7gPiEK?L_t9X+W;0ul#_R>D9tS_l9P z;GE@tRW}QpClqPDXi5I*XG`a=USC{T{OVV~`tx7>Vs&lp`n79bx{^*5{Swez-dagH z2lzl5P73yi@&6N#J+Zwx^a=K)K`Mu0>izsR$&(ysq@svM3q}AVdz#!aD6Q5Nk%Qs5T=BW-uPRF zpkO4;2+}3n9Z{%;vIGafaYINFx{pJ)LE5ZNz;Xx~v4|J)ZOg<)sNlfNiI1Y1n3Fn zj-{$6c`0`}BwrX=i4`&Aj~yk7qKIb}7fDt%xq0h9G!AKb+0U6v{uuTl+)K$_@UG1I zC&$Q0;#5G=XdHcHFau!4Dn7{Fmx7?_x4nZ)lq<@nMjuP+3wz5zI$hBdwVmC z27+@}fTW~ZYn7brEm7d-lI$++c_#?)+`>bP5BXoha846 z=t1{#kPApqNh?B9bR~Bf=`;g5^AICXa^7N!UyHb^1b&zeE-VhSHAVlZ~W|M zKU==Hyt%%yvb-z_&asLt(E=uxvJPur5da$vaTi>hYwNc@y;a0sM*eItI7B!gPb^EQ zQZ`&Hb16!Ti!lb0y`pzEo98SpknDa*$UP1EIoeBua>pwgB#qr4;Vx_s^N;~tI2A~Q zND*R2({4$~kh=hqMz-X{AVBUE0$}bcQ?g_tEd;|5>X3FXR)Z{Frj&9&Ym^q|#|}Br z6)%g(kjo`^xeGODM_(U)lw6us@m)4T2&2J_$~6{bXO$aPDd0f5`rdo*zV%M_Nlfkw zv1ip1WkYaI6kN6ZrwCN7BqKEh4(w?O(Co#!%&|FtKG$k4EuK9ai(WM*QNK^@B4!`} zZydoiLkwZav^1`-t=+qKcV&4sm8mFt86@2uPzUAqNA{+NE=WowAI1&<_se*EZg-N} zn}=hy_;s9#Pe2pB=|>!)>H1ijj|M1bziLyt?8)6crP5P!vqYmak|3w0@DqA^(#ex= z2_(%bawoEk=4YRNdhNZd7tWr0;>pK<_Vb^uEib?F(o31dS+UX$0^n6GR&(($*UVSI z04Jo4wY5(_`6R|j&{L8pP;gg&puwQh6!&3WwOj;{hks)Ti)ZqzS|ojL2arG=YE=`B zW)y2Begn}dq`{CYb7dQwn;=IM0X+@j z0QTqq5P%&gK$&6*@Wlan#Ar|Iz8}(V0x${AuVp_M@qS4_bF{6+=iqehYDwMK%R2|j zxfryO?df5UjCM*J1e$_5OcEq$ee0(T0+ax;V{$7QhA+Tqb_!a<1RQXs zq?Fv1;Het^6+lS>_BScxp=J6*Tz*IaA~CuQ=0hZhy4))yv0~ZXxz!8L0nW2xD*;kH1YDLQM}(9lv8zC2&r{u7Tl?dm{`8Ok^3T`bzu}%1 z&YlZJl*1)LVx{>rEn1N382(V}V+aRTf21lAvt0GRbTR7^UCQ$Rd1NcZFlV{&3F$dD zh3_P}v=jXg@7oyT`o{Xbd%1tSoEeTqu`p`mP&%4iw7_YrN|P^U3?xnslDZ9}?HILQ zo_1s}sa+oc;-SK{>a_3(-Dhq>#~>sx2PG|JSTKW?5k`XS^5z!clI@0pA-S)vuiX6L z`q^`5pLyn)?|%P#cbAvfH#R=`;3G-$#9$z2Fg?{=#;!E+fFLQ!%W^FrIa`}~_-tc) zeNb+fo|4jNKzPWeaF?ecVhk6~XP@AhJjqj2)kM2OF{)KO+K2Xdok=1HNiLThurBvB zBeNZHZ?P~Eoq^bmkAxjKm;?t1QBD9xz#xglF?b+{j}fz)4se%TUZzs6&H@QZXo?ik zWEMgZLa+?dZ1|w#t&HDg&)0Oy!_u&#r-`*5H z*7qZ&4u^k>!rfO_R_`p`T3cHMtSEXRL%u7x&_j{W`nGixwkjB zZVx^!%WZd0@}U;cxr>Wuwo`Htf(xnFv(?oz7D845qJ=yLKoS{F5>UyPQm12fsmemkjIc3H9%Q%~B#?6Fq#xfb zAg7316VMKlrwmfy++z!p`)dA)OhDSfZYzQSyKkYE!`yk$Alcg7SftvWngwft8IfKQ zeg(NaAhbNcDhUulja`_Ht?fTQ|HA+HU;p!Wzy15$pL}AODtP9sh2WKE2qZzZW)W)D z+IkdV1WZ8Ek*#=ydPF-$A_^ zefOPgH1ot0PyXtczuH>gc=^Sb@<1?LFoDErfYxLIH6C$SEvqcky}S2FOJ$jbjGlb* zsVtWPc$Hz7F=%L0A7bVO<>|B$9Vp%}G_tO!nY>MjLrr8$lJeEx(JCF8a3x5j(18l2 zAWBVpDTA5OVs~}5@kkrA9RyV0w6T13KmA3v}hSHlaS;orC@<( zY*9o`0O*q3NyZQWZ1wvuzVhn-_`m=A@BaR;KDd6JjH6lGD0j*Cq3jEg#`Hf0Ns!p^ zc$m&g6{cCOk8cM<$+EL&&W(JDhrU`Nfab^0d~DSvK$4lo5Y0k9&6by!ht|JaTeO&Y zY#{^ym15HV0-!qfnJw*Axu&u0bwRR&MR$znBJm)g%S^`Tm*3GlAi&U;gqhfAz~Og!lSu zuWxN^z*{Ivwr|7E-QI9nraO1;-QZoN!NPNV>8kx{O?vQD~`N-tCC?x?Q3K(?#@uU!h^PQM|! zzjN){-~R32WxV_DyPja@E@bvUpp<;F-n^$3K#*GW%d2{-_J#-AN=5%XMXU^>hf~l-#`BFqoyzgcx-ZT{meZ0jR$cs_P-{M{^r)L z&u*nMNs!VYrvv>9=l{I?^2>Rv2xrgbN`aZVCxA62 zM$-wpbUGvgPD&H{em;wZkpZMZs-2i)uQ-44!j(%`E?&5hx2_$%V+j(ZX_itoT1yGE zclZh%wYa+d_TXOG~isdWjc>zVHID$r7$7C{g}u(h~>++DNfNP1GzY1;k}f|OjzGa!u@PCJ97 zlu}cHM^#$P4%FJ*T`psw!6BCbafD;&>}i@(xO*u@Gm>RW*FU)V7k~BF|NX!Hk3T>6 z=k3kSg>&cfcu)u-4N3{zPfgaP-D-m*ReUy2^+nYYD80EZSlor#(0PvzVj* zq5vrg(DBX(vb9Lu%!bzLvFA#w>ua}{ZZEH{IDBZy7>Zi(9FH)^WyAJ^8;Rr>Tm{JY zwKsQE5DYd$hqINXS-3c4(w<2vR(?F0iJk+)-J`BZ~-Ea1PPEtxG1^%pkKP&DONCYzD1^HIhioCU;)|nMJ{@4HKfB&Bso_}t8ZMApt(%JLpLX2f9A+HZjxv)p&)7_9E$g8J! zNN_)*^zc_g4}I8lSV5-k6@Ns z&dNV|{5PurompJW<%AIE+QIb0h^J6BCy9q1+OOMVXn+)`;{`VYAkFy=B)|tT0T3kU zU=Lt|1ko0xS=%V}wUv%@!c53z?RuFwA!C!F^XimNX(|PUp>=H_x3L)}X%et#AJ7-~GE>=6UnA zH$5e|%M3iaFR)tqcbwGGV8a}Ms_t;t+RExjuABrAI-lq0&Mp#`kE@iDnT-d7AXf~V{6t$f}mNj3>t?(*B~LedpSs@C%Gt+7L7(?=c79qNDm=vltmD zsp?c2$&<5hRVxL!k~@O+Vo`d!apT5sfA{+=`TxT6f8JQRmxpb$=x2;QK_gUorfc5= z#sL#32;&TVY23Vh;#A^3oFEY{&>=a1mCE6%-_6URVf94w39@D1o+VNaJqS3Z;P(N!>0#N zC+UhfeVl4wO19^4OOWHUn1Cj1iXLGe;NAc_LB+n2G|_jO?!kRG1lLr0&4d)4+R_G7 zJ$vb(ff?Z1+UE7^H!oeh^z4tG{qFa_yS#jFeP#W|_3OxxgG595|1_Ox2mvO5Kp+Gp z5tQVmudl3S-OZE+u@@Ma$JBCXV0~lL%Mt(sp?QbAjjJX?Bz6=J14&6PCtzg9gu}8d z0mT?=;XjdG7qnm^CApLY2V!#*;xSoZ0yq%@HUnExfD9H#_FDv@(`hU+1F(^+YEkrx z9V=kay4N8w77GjcCA7WM&4f`RR1W2F%R~`F$dkLdnH|3x1wfE{k{B#nDB;(yU;FiM ze*1s_;{W~eU;lXT&Jv3J#xIf>q_p#-f+mv>C*565_0ML!FG|`&zm;aIZ20{Z05F8O zxOg@T|6ja#F{^)OH-cb+F!y;m#!H6{MpkKz?I1)3Zf$O5e~EM$GAxFe&*G)qOK-pR*5aAP?|%RLKmWxqHrCcx*H-V` zUfT5&CQn1pR?V+f-ei?1r~nF}ko>0b?XUmtfBf(N_1wSy>&orBh`lVZ z6JzuYl*rKj8*o+b*W~k7M=dm^I3rD;%5%W0kr!ItY%gB8c=^(mtp1bz3X9OQ%BVz| zm(`S}$i`44YkmZG*i*e;fP7;kTmLTQ;{arDaba}Zm?S_)8dU78{NKSG%c+B(w+@K_ z#O@W`+Xcy!_5>mT<`HgS<>fijE<(1WZaOSaK2yh{Qr`9&&cuf~j{lATI zWdW}K)^-*$T3=bsRMoA1xwg8R8X_U{1)JG8B>4`iY)>vvN=z1ljr;V?H`?nh3_Tw# zjB^AfbOXXjqY(ti-JnV&fkt`41RnbklB7u^Ff))o@?^+JUIJdd^{n0q&2tA3s!wL7 zAzaW7++7kecL=K3a|{+T%qZ!&Hy`)=-zk%^<4Epu2S9RnVUv|k>#Sh&i!dlXc}a-W z#`@O#H*fy-_rLoe|L1@G>5u=iy0n6#$crEr5rKl}Uf+dm^vMN?pj@mrn&xdK$R!t~ zNg?UOC4jg)uosJX=FGWV`@ekoa`ygOSX?j|2uX*s)aIgwsp21)&`{?hgxGXvldNO1mhBP7f!>mLD1 zp86xILn=!Maw;Ju52JS*pa4!R8 z7K$OmJ_@ucRb4holD>!Bq{Gfm?dt|UrH(<1A&>m#v8xLgF67S(Bl6GbN^DD#Lll5O zi$x3}4ElrILcO(gXLVzZVlTgqMbFFt9ZXgrXSdSmKC*8!O5!8_PkZlioK3ffs4<5s z8byL=K+>`A5RylV(sc}ezNR~SPhoAa>)h!Ps$oobNMtpMQv{OxT7nU~AbF?{z?8BO zcvucV5{9@C(*PUm>(}1B3iqGe;py^o-hfs1!_f-yUm;5u|vxKaoi&V*7dh#SCmq6?hJ9LQCLy^`YD5WImbo$!v z$vvgyN|IcXyC?*(P6}EsbE^68gITyAcSg{VQC%)+{tn|LsGTmLr&2B->5_U`LP95C zWBHV+%=7Wvo7=~1sn5*)CbU<}O9;X82LXZ>h7U<_w%#TuUP$s`RwXDFQSP^H-Ffc$ z=YR9N-~Hpi{L`DSzrJ~IjYUzMIU6j107-$h@)5xO$T0O0OhDpn2eJR5c4a_ z-2V%?_MaP-(PCrwA^=GpOS3y9frQb_LWn`ou>8N2wSVpnw#zdMiz5P64=@SRk@s*O zQM%v(43@Ru_o;`5DJ{S{oPZ^Hqzo(0q}mBhuYnsLNZ64Y781xd4+fv|t&Z^sE_h1p zZyQ9)K_fz8O&d;jo~sjrK(dHbT3uVuCi$T#vR1}dzWUW){o8-HvAy}?)(d&WRt_SA zV@(R;K?BWdU#U(ZP40g-0?ioALa<eqA>{C-=oK{Xp4bG%4(^irIasLyGXqrhEzA>wn!0u_Pi0E(7Hpr8-*F$->dBX( zu}a8b)CrNhpyPHlRJsopt_B{WrKF|XxBvX7=l|E5G>FuQt{<-hAziYy~g(I`EeS5TQyUYUs3u)d*H!+MlJH28n7AVo3%g2{43U z8R0%aHe#~5LsEYPGiwY1cWt#TX?J>Z*ZZlychq)~iGV0+B!c9UjplC~`@ca14NMT` z1hLBe1q4`(76J`sqy_LkI^+Lf1P11*)3X=O;P&|6IW$3gAzN}E!me@0*7nwpFPk6$ zcEq*dl3b;yBmvCGDeh;tK6~!D=l}Yz|N3{o`^^V8Zzwqz3ND@@%$1BrTCX5`5+>n-V4-*B{Mjp4E%;^6hP<@ z&Ds-Gf;80>EX3^fd*#YwPd@oX&H=LALJXl9<7VI#AcsT}q*)P%mt|vf^X}ao|1V{O zbu;D(qFD3*DoMg49GxLYJi_Vw0I+KXNlC{^PtBkqPOM+4n)s+kk=j0^mYUB~OgYG; zW|KL28ekA&2xZtg3PlNWzyN6aDMZdv86~E@3hi4Rlq7cmgoX~mpMC@=}z=-y`C8Y1T)Y;kuY*v^{g5V zmsq>`L6roM#wY}u!4iR!cR-9WTYf!u<*|$${RcBtXh#2%IxWglLx3@cQT0DcSX*1q z;y=r)%VnA3sQw>gASlghKt`&%=5yzllWe-+5OrU~VdR{??^zB5Dkh=z@dZpAuhNdr4 zX`fk9@{lz=o9}IX`pQ-5U?>ZN-d?&Lu7(ifx4-?ZZ-4vSd2rA@UAua9d!r8lJRR`$2c{vZvK3YSsA>La9s%*V`jh(MA~X+07!2V8QwOA;i4 z^_-|ALk3&8%2w;nxJ%*)a2G@~)+BJcL`ZX|F_4fT$tBO&kppmbH~}nI{r0LHdS+)8 zphILp32+*#iN|IlSqPyp)>{-IX~yL_NS^Eco)SYOap&H>x88W`_rLqyZ-4*WS6_W) zd1(noEG$}x1|fsuE&z$s)D%?DO9%useTr8HHcCY7Q5bbc0?p1WF66o2%a<;kJ9{>S zQ2*8>PqA(yRpY-FhI&LHoxsQI9C>v)Uv>XIy{NG zyY6HsGrl&D833UraB^3Zni)Q4iU|a0esPIr@MqSZf2f(~1SIZX9DM}NefEQFx;+R; z_w~sK7K~OZ~pQ3zsn|u>nkfT3yTX@L<$f=6U+=&ZK68lv=rbDz^6t34*4NR zCk^u5dr(3`MmGA*wqMz8JsT7jMKPHGxO)eo?Ia|UyV|T}sg>o`yGwV56JOA%RnvTih6)aDUR9nGj+f|QaEXxuiKksPWlBWRx85FX}sB1oi>Mu5oUdbd8il}#(NUiH&Y zJ^h0pJiBslb!%g5>9bp!7;qvvv#p{&w<8{`9uXuW87)M!7%b2XMg!Qb3efg;N-4%j z5*DWCkX&|@@;tn1h8!}RL#&X z*AzG*BLvIkUK-_s*Dm9ld`sG&0VvbiygiXbU_z%SojUR_xmlw}O@OtH9-U86%m zP{Jde9&>?@W&q}Yev4hqwoAfvxF7j;ne@^Zn%|PTMFyJF`N+3uY%pk&nlw?5x z1go@ZGW?$?N!#p=Yylhra=F~0H1Y#>dHs?Efq>e(%{Ue&a?j**2-rzNB-Y-y9fK%} z;{4h3i@imoB_zNAf=;MC7KDS?cLpG(G$;oSSTK_HTHkj>M?y+I@T8RBGT2sslG{vl&U+4BN)kS~tItri6&9Y2N~< zF|vEJu<;1&eh;W)0}IPJaKu2%8fLp_)t<0t7+1 zFRv_Ly>T7HGe3Ctsi&U$#V>!6%JllHuiaZ(au=jY@1-vqROi{Qu?wzBi(X2SE4cz; z4Tj5nK{AK_c@8+|0H@HhSG6e_hky|z0n$A=0h*z4!yOD!n1PNZkWEr2L4b04bA@Q` z=Zn-_VAZCbD)#@V1nwPc=8}v>9Nr9sB%oGfGQk0jb(dRG2;w-wi$n||zlsPT`Y`rq#N^9P|`j2l~<@4oxa?|=Uf|M;7KcCW=KvK&}6ixGh%2;hStTS;>MHAG?t5MrCubj>K}@?ffm zk}YHz5qJpF8%cAOjccv!&3*GOfs#(wachLfM5Uv zE1?aNyAeCtS~rFu2#v2G03WsQfS@aNLf`o=oJfB+Jeger8%s}(T` zo*-+Kgwp^U(s(Bc*(-mi82M~fTDg^k{sBlWTxG}79LDI z#NtI{brMb5aDhx^8Vm*&V>ByNn8^i_Q};~)ltAupBRxY7;QNgjfq*Dh0jklU0!3Mt zD=VuvZ{945-ZRfW`}J>reXF1SWjEe=gu$=G;W<+UpacWaYhjDk?x#r^_Y4Yqd6m1(?xLQKk&m!Vx3vf^Y``5=H~eU?J>0 zDcej$In$34AeSWS{sSAKzDCWd(D_FH{r<+rMmZ>(TSTSm5Ovzc6A*=11^`k}51Zqm?5BC;?y&6A) zwB7F+cQaK%1TBOhx$fS*cm4YH>17hIkpS4Gc2atCMtjBV#&Rl8OojWDwy zheVtP3`THl?Tyf}>PyCs2G^*-v zY_5O!(Z_%K^Pm6b@Ba3WfB3_vAAXFCFe3e1kUS-KIV3ZK83}@f0XBIGx;q+hsdnEK zq-npI0LLK^46F;~p(wK3+Lg!hpDX9iosXe_46Fq5Pa6b43q>q?g{all)z3crER%l* zK8PWXU?cVaNScPg@!${V5UWj(r0k)2`Hf+uM?=7maH>PVkD#gFrb8H&yavV)7>uwO z&CCy7yR{^!bb_3nle@GFau5(f$aaK5%QBx6t_1iGzW0Od5mpohExh^K>+5T4m|)6I zKwpdtEdXW~f`#fh1tCh6865M4pvycRL2Xrb2qtQr$fWgcFND_qUURizTop=7>pZ@7LzxnkmFTK3Bx{8btxUeA7JxOwj zVvvenaY;SJI5R3dL#v*@N7!GMb=7I!rp2SIFes}~uTnT_Ql`8gmXy$*DBZfHaaO zhG-0Szy_&(|4I_cw#1cL$4R6S)Yex2qYploGg$oY_lAuCmr_~2`NkVt8=D8lRRYvO z%TatVHb24zcgRI~N}fZSUXf^l#01nFp=cLo7JI`|A4%*&b9Hkg2tf^z|GMyPG?IHu zRYVIQo26zFBs2nt2o?fJ%upF4*>Xx~APGVeK?p8Sp5&4>BL1$1!efkk1f?~HT@GxV zO{#CmFsd-yuElRz8fn2&@?r5mW28v)>KkwV?XQ3H+u!`=y|>>^sk|Tk7m=h(NeP;~ zTI9?gv?N_1ToMHAd?5wFtG+EOaqX#Y>a5&^96|_T@$8u^k3aU*lTTf_eC6!oA}!Q& z;F3s~VFY#|Tr&YxnpDBKy|tZ%e{SEtompW3cA|d^7K$P#iiCO6bSiNL9=?J!eaevp zz=uOKL@gImNr7`xF5w>L71{ow*rM-Se88GN0yIaC@S{|4?!7yIXkM%fP^ko#2m}aW z0SJt+!|KBBb)+-z7s?T(rQGV@{`B_S#k&B%m0g0r_3i!;+wZ>hcBU{vf~!7-zhKHz zRvQbZly;a5`BQ$Ra^T5JcY_-^OM!s^+sKV~wESGIh9oCk!u-L?nAbo9307#Fd!)_I zqMP;58$s?G0f0zEnpwapAtAZDBzI3fd<+5VT-LTKv`gwlh-z#zwh`RrE*j04k`Jva z27L=rBZku2`ufsmpS|+xD}Vpn-~Q%zzkmPQbwDtq8A1Svl)y2Ag`Lj?1HeG=2<2yo z1T-XJeWFDtK>JTyHS%30iCFCQGU@-xC!cuyvB%D4>OZN5a{wSo?oB>40d}m2u(J-_ zJv%$*=s)}Z=9WtgF_@7YWoU)be78fTxlLWpuf5Ry*sJ4Vfcx0XC%^}c0;C6^tV~Jm zo6-T8(FLUXXNUiAfoiW1E>6;o!sCMQYy9WO75Nn?}deE1sI3} zAsucCdt8ugYMCQMTcFGHu|YEzzy0m+eD8bDl-rqUzJ2xTRZlJf5(AH3CSj+YqV}&d zh5JbEgEUCxK;^&(F4YRXvljXV;KVrqM{v(ERw)+%(&~})`A*c?o^GN5Ck4SJbB8$l zKwTAyXtq}%3GNO+x*u`_B4~BC%uYiEm+$C)ni)xr0D&Myu)EMdC+nM=n_2b6-8t7~f?eDJ}`FTL~+|L_lg_~Rcw{^(;s3}!_H zY&;kzjYF6L1gj|kW5&!TbvnrM*aZo4OhOu)6n2Lci{AP3=O26g$}svrcQ#mX_sVxp z&=g^`1I6AXpQ7tW0LR$*Z8ZD~<92`R-o3jSJLP|xafBE{FiLVyQhkz6og&qowc5Ju zkKsh%Tvsl6;4_McwUy97V_%-Qs62iybbOiGc={SgUEW@#+^3}n0z^VO`5`T-aZ#!1 z%XV_1Kjh%)55Vv!-lmk4(ja-6JS7WaAB2JxG9#^Z%9$jRvu=d~foO)}eg*ONty^Z+ zi^aFU^X+GU_~U*)(v#o3al=yrASVMsLV&t)^`2D`h-CZuKxOdbwY;}PK~9&*V52!; zl3gAql19CVBv+FGAR}Cu69`cNcUPfIuH>U2SaQMHq#8K+W|qwPwQ%fbO1> zO8^^@7*A{-#G{$u%0;p$?z1e6^E3jRogd-+2l?0l z1g54MExh!pd1=H018Ke{0IZA$HKl^h@$X1Fe(2v6O(ZyZMLxffW{n8NQ*S3yARLgS zGC7C(7$F203j!gSfB@nU9C1UfPl(x*1ky;k`}Wq>#~*&E&zXf#X9zI_2&1Y2EClQYkGv5HP@BV(1i|Kk@&$zU-X74b2>_4qb0>3-lN$g_ zIyeC!PT#lI=R}SXK#eeS088?qB|!|KgMET^fW`77Q1eL!W~FfuVq-vr0(Ly4NP;K; z(P&4Gj!B}WIC4Tk6ri@YH$V93gOQ#@@vU!u>zBX!l@&qKjjLD7!2s@Z2LTF`=C{(R zTmMPIOwgf+pGXUVB9-I|~ z?)6t*U0z8p!*Y)G*10j<6k#D*UdBn+!;gG z`h4t(jHfPNzOt}*1~B&ohy(<*x+hoQo-P4-`1%bYfY{pJ%G{r&+qbjrm!wb>W(L5F zF$N2TrzD^0>=I`z1GEWE-x((V5og}kx`)JF&4d$yM+ryNLQ2Y(O$A~LRrdKpfLe(s z1bC~*yd;2!{ZxIyhlHtB=OY)Qkg9OnXTHt~e!FFv^0iB+iE}{E}NhDKB zAAj<3mKG^u@wKmi{U<;ENq;aO94rotg3OJbWxIAsZ7I&w@evjehkMDoZ~^I>T_Knj4>3w z!ptOOu-i&%2$nw_$X>)7aU8)GuzW45nFTVKR+wbJDQ~)Gl0U=gvMZ51S z2~rfSrjXF;NdO!^^CJnM1c`u4eyC5mq_K%zG68UhJ87Bjf93HjPdxtk<;#~BdW)>- zyXr!~LyeAwnN2pqGy*`gKw5t1m+viS;m<7pFZUvb3;-lYJ*rSM&Iy7PC-tJ(&TI%l z9(UPsCVf|X@J|*^Da*5Ah09su73*9>hHS4I7Xjgc?(4MHI@h5^{Tau9Yw*A$Q)+x) z`#04kbbyE6Ihf5{LR9;OY5@>Rck@))XNC}CbPIt-&K@q$HjzVe_R@&z2O`0dZiEj8 zgO5J?D8@+RSHJqzpa1OVX^{H)n;*RI$&myS2C$Bf)PdgD5Ny;K=cLFU%t&}cZ5<>#aNSpR4an-O5UAbVheoI>jiZ7N(>Q=8 zbVDdX2L!{CQU<6H2)3s@su^1B!Vdbwo?hSGAl~F0VOWipeNll$VE6Z|Y zbJL|-*{=w1XxefK7g_J0ym%xUg{L^5rKVf8z4xOZU_4lsY+5wO@RqJ<&e^K@e!%(SBW9 zTfcqlc2-#}%QA*g#DYe-EHI4f|8PM7DH@0x8vjaAv#AMF*aNbw^2`)Y3(1E`s9&5C z-03J2j|BYm41gaQfpwrl2uFqB~R;=}*eCEQkflR zrj%CJ)~;m_e5rI)TU;0qU0QM%0W-o(oU%B$rvqpNd9uqQ=qOY_RHCv8z~bWKW0$Wy_4HGZjSRm+ z2ofMUX#jD`kd!uj4`EAAK=CfK|d(Vr=R}PPk!=~#l_+9!n<$1wY9zhS3@qJ_`Jd7fE*3lOX(Vv zX?rkOSzEE;sB~BeqanLUGt>N=91=V^+{wM^M21+UA1M*mM|>i@YjXF@OuE*VKY5V(Ka1F?t; zy#<=BuB_a?{n_1n_sTL2RMK(1LBpr*JfH9Xtkb?AuO8_{BsD~mZAZlVN@aQaJ5S3h{ zC-i;5K~k9j87*sg&;kLFV@BK@qDxm4Rst?&Mj*LwZf$?~;l~68eCg>gfB*YGaMxha zzxK{M{jEMA;3Shid|=A~k^@Awx+L$H{Vce?zP`S&zTir9L|Q-q3}>jKAO(UT8*~H% zi55W%)?3WvQNQgFzOb$>vjDraT_w z?t7yD132X*VW^f2YvK<{fX9gYsXZb!5(Gi4{eiK2e~6IaPP2u@#mxJE;>jnjT)CX> zev23hxXFjEYM3m{iUbA``zzs54KV&Z(O@E*xG8a4hWKvByhD{L6+l!-$G5y?{y$zv~u7zzfC&quS>z^mwm-2Kl5OOhw|6Fepa z-3NfW&f72~rf?tDiU^Q9QWBt|04dPr&cH|`C}^zCBB5nWn2iZ?Ni~UFNl6sRKyr?A zkdwtaSJV26U3K0mces}s@bSKYHT`Z(AOLY+#SwwEsxAXFjuQ_`(8N?Lyy>tcq52>o zpiJBtat(KtXyCYQZGULM%dvVY|P5cj@k}&vL(Ioj@p} z!Khtr&|ym`m;;h%Hk*GX3AU@j&^>sV)zV}qgb%vqk&_sQwcPggDx@Mvu;Up3=_KyO z-QQI$1lp3O83ME^*;j$W=MF-*&;bfx0-=LVjOt845&#(!G)Rg40Z3403uHije3OD8 zv872XNk>$F7f2%ot*xzo^x=m?BZJic(wD#V?6c3tI1EFtz5Cwg+J;<^VBiRV zgAIX%8IosYy6tDTKe=`L>0+VCV&~;xAW&dZ*&l43T|9gC{JA_P5sRSRaJcyoWR5~jU-qMD)xE{xhn-3OdXpjMV&wfb|f?2yDh=QVWsk{89n}!siG6fcbrECc`6eykO-@W!VP= zi6BD}Nh73MT2|2BAd>7d$RTKAnS6C+H8X#bm#*}+uYc{wKm1WPqgq&4eCv%j)|Xcy zz=a@HWpm6zu44z+s14B@0@B9D#%G`2`t-?9vP^i&DBWFU8fa!$w7s(<jgQKiuB?8m+H7F8-1<|5uk`C+Qh@wD>0R(0`R98<$LZX=^!g4dRUPl_^E>xwys} z6R0-!@t5jO*vD$fR8d_lFR@}^I9Bq?ekB5%&c{<>dtn6rafLhLGyhMP0`qp zfTUbGkuyM?l_?F9Sz>QYKvzS^TpHBThjWOanPtx*^zq|QKe{}n^yQad{{HvBFN&1R z{`Acsq6sJjxx>;zLPA>Rr)MX~iSt$fFLri*_~D0Jw^pGVRjylu9UUATZf-`4fU>IO zzP7p=M1r8`^iv|(&L7TYzc}PMS6LSw$oS6k)JCh3%*cjr4Nlm(4zdb3WUZ$bvy&AWan13GH&Z z?{`cvAwkk;*{g_xM~^U)?*8SMU;O&(UlT@4fBxei_IGyS032p8!9O<7P@Z2N9X@*e zQwW4xQdZSpxp8__9IxCwIXkPo$~k+^!46t0%Uf$}>i2u8Fk>@!xjToLk$}#2VT#_l znjHxPDQfsPubY~D_Wl5E6%->4pv&3bCyZermd1n;B)|jN<&roY(&&wG?jis7b^BN_ z*0{XlbD1P{cQtxv1k~{mF1}$J*gS-0OhzM25OEpqes0&kHo4u&J4lyfn1oz%$Q?j0 zc>lL=fBxX%-R--ptE;I<;~D{~RSwlQ13Sia=cN`EqSpC-N{Q}%aQO1s&h!0)!^(ZA zKxU1CXCSd@qC8s>nUI$9$n2 z3|>5cZbrdR&rWaO-U=1hv#QLHAkSV^RX6}~Edi@H)xS}*aScp%5nE)8H==}6^4wUy zWS!$L63OM2LUh~_NlnaF9*~g$8+Pi%GMLFS$fSq>C)Z!G>4++cG+F_Ui|mcd$h%Mkp$&)PXpH7>r&SO(N%Fe0D61o zw_1yrBmyZ}FQx2$cy#>a+0)P=2|n@K@_lKObS0Au!)L(KuQI=Lg&jf zfDCuIfoI8*QT=`@3R=2aGh1pLfEfyWuYJHoom|4iWJRv3v(vLDPo4@MB4)wz3u!nm?{mm&|L5uBr)3q{fS1uD`Ocl~P2V6X z+wbvALYlthh0iw`|GIhB z%Z#zo@82*>92Xb9Y0squZ}UF|zMF|rV{(`4T>m~GNRZ2oMiGQd1l#Fny&Wl-1Uc%v zm2*{9d6b8k1DimzE!=_vB$Fl5B*;hlF-rr%)Jt^&t}r$+;}I2VnH?}+f2NBt8bOZ9 zY_vd1tTA)ILT#5%H5w6RUgQ|vRhG&XSoCj2)$hi=`}YEy8yo$iCqk0b0a35%8m!lF zYREY(WF#-K(+f*`Ld83Pw2l*Gn5pUd8EYUtJZPC1+RBxyth}4~)p2f|R zLG%{A6(z%~tLy7)aU*I5dZ{p3fFz~{4HrRO_p&MjkltZn$z7vk6`}#wVx4r@>Kxv$ z39OgHjOpzKH7nb5; z_=Ib!nwCH?xm%R%7_BX$a<@LY(=l^`89~71T zcYpi)%Y#EnV~z@;3*kt7IFPpjZ2>k(dYzseKYjH0k*JW$B^D}@tGP6z(~-*>xj*K zbrYxU0MN*>7|eJMK$dLyTX-kPIaj%=>R*C`U=1UQWkFC?C!K1C(_Qc1N@VqD$8b5+ zsWFbsXwG3a>Zsny$2B>Wl$}ModGpqGu>S8o*u1?K>A0duk}8)=^7Dt|-9vJ~DR)6A zdcEki;?nWaaZrDDc6J73nNl%|{JX=>ClHZ3F94vit3mfO0pC}HkPEjrId@i+nw)Bv z*tcW{fLxq}ssc-P03<Wn*%`Zvoj=mepWT8dFgujRIVxoFHVa zZ`sg*87!`(OUHyT2!Q z=GMM8!aAK3q{VljRE)Q5lERDT2qRs~Tn_eLya+nb;maTd9eqA1gI^$tl9z*M*T24g z9F(E6_&GgZ4<{f52g5-cF6~88#EomS0RkO0(zwxo1TW)BNCHiQh0C^s2?7Z;jAf!? zyk_QkwZ4~7*Aw7tk61wj1H)dZ$;D)eDS-xM2w)9KbDhFD`O!8amg(FbBe84;0K#BU z_o0YGtT_NEz0;YW?OBbysM-btmO!@8ZSk%3AS6I7Wm%^rM_EbE)VsO18e0Dk?%&_q z+zKguGe}-#T{zbe0fMsAJ@hQ z8)3z$8yL}W1vQaSr*~RAM{>#&kyCdu=XA6f#aO7@aVgcU`R4%|nOgGojt1Y%2I=sa z8t4i)KugX5aQ+ked_(!teEIz(TfA*e?yjo#OI%Bb{RHa$bOs=exjwF{%)ugo7`EcM z&>Pt}uew@DMVf(+IlY1qp>8%XrDRq}9_H^4KmL$CONfQ`cfa{*X?|q1!6-Pm$3g&PBu?s z4PQH6jXb~@Ip;9thr7|PZ8SP6oh*uA6$POvF#!;bW^gT^*`Zfw90$w=zIFmvdsFwp zoV1!rW35Lgz#14{XaF0v#HIG!F{>T)!kBslOh`3MB->Rti-hD}RbJ(m4Cv^lgyn(l zijP)=f?^GDWMa2S|7vyd0!Yr5m~v+0|9ab#!V*-T58xk8HYlQ0a`j&YN^5Q>9#lwHDPb8+>BatGjn%HzI?-s zqo39_VZ7i(jl4E9vhfyp;jeJ&z?ovS7C>e}E(!!m2&e`n&IZV(^@{b|8xI~lxO?y3 z`sQZnaRG!^m(|=wa*ng5uJXP(r5ivXne}QEgR0!y-F@=(>E6LXm8&#zEOWCbB{ZQ1e_(jXq%MLzJNxA?zxd@Z zJ}(lJ**DPBCr^+CmnugBcwHL}y=TPIwyZYMw0o+DjkE63(f;A!^mKoBZ+GX#!Grz# zckf3X@X6ZA(ed%>(appC!zcq--w3m0bK~~L?akYsJ?9*$fJpbB=K)BV734UC8hDl1 zXJEiV=a}&9qn1jLmb60zhg=r}E|{cI_Zjl-W_os~G02PrP1&oetdNpR%7Sa`Tfb3T zCe6W_&+gfCRSBRq#P(%b|A3JzH*T)2tp=HFIkZo`{%d;$9C1{{<~9km9~t3hef08BKaiHWJv=VCkgLr}&g(|p;Y#~2~AGUs5q?Cd-zEocA5 zFFt$l;6DEAe@*@3oB#L!p8fcw%9Y$9F%h)ai3+~AM=m?k#I0HkNrTftbyl}bt|R_Y z7;yLg?XArS`QKbwy}7b->(pjq_`Wa^L=Fs2l`Ar> zZ{B(M`R5V--&k8OiUN|mGrd|Q%Xh3WEFlCZD}Fj>~tem357EZc_)KiK*a=BjFeC zwgQ;E{B=t{LqwUpI!HTPH;@@LVkJ%0CQJeZb_3SbrPmWE;pYu;2~tm-kx)d9iVJg9 z5&|hY1bM+;N+!M9n+9TFrZ5c2sWPn)p$Yvzq2U7kc^f9NVyfb?F1F)kPcE{0l8dFy2IsXCuh&AoydgjzdYF9 z3;J>N9^G1B-B=r}hCpaE3OGKEY{}8f!`QxgHrUFQude3E1AyxFz?3kiOY4$HBzaZk zvXnG>F}fiUnrDQ!;niPBtfe4G7;!IvN%gNBD<|W-w3gjxs2)H*60EfT=;NwqcB!D6nw{EURrwJO70S62sxY!I( z>u<7kpIwBuXa)vgqb?3D4cT@d^XUyfsWtaW@Ubf>psLDTovEr)QACUGhoAl8!DkQF zHa3za2v8OTcNi|gT9fnZ%acgHrU-TR8O7m%lm)at&E$8k`87Le$G4X607xH*=q$-@!fzf%B}Xw{zV>Xqk0Lp-x*`8OUS<1@Fy?& ze~!{wgaPi-oS8oYIB8q+3Ss|+wrt(hHl?bpundqwKrIr#t}LHtGuUkIXco-k)wet5 zipaUF%2UYuH*am-*{U;-_a8(B4lQM=r6fB+;-uLsE_(8uY^16f7JHRd71saLp#Jae zmE|BTd=kjslu>|?_-U^NV2%BEhyZ_`Z)-wRf4_NqYioP^kKcUr?C}#wsw&W6 zL~7_y!Uqkasn?gFth3{@AO#)2JU%#lc^I7$_V+h8Z`X{Vs0N6(X{#?^9v&VATj=;@ zR10iuY_12^)^FXas{(qx!eSJ|`qHtB=MVr(jRGLsk@2=h6)$$BqiT???Nym`IRJF)=33PIKD>W_dwY9z z?N&;bT^Ju0B*g32Xn};56wDGNK}ZJn!e2Mzt8V_iCv-yo_lA7YNWUawuH34H}6z4?3AWEbV*FdPhIpze}ijpb-xk3nNuiOo%Xz#^d6ajDCj&Oh2`&-8w8{sD% z56)hmyxia4TU*}@Y~2n&>2|~~Z{D~W4DZxe(L>KtYK$zSnepNk=>XLImS>M|zh1Qm zEy-GC!QU(}_^S3I1x@MuSqy4Ow$CPGO8~=NgalU;Z(hhzp|*8vHcHWumMp-xrzX1l znAB&N?;T%qS(dqCVzOfYWnFU~ex&F84x29#RJ$~6#jg=ypSp={>E2!>I9zDusd3t>Ei(mfo{@r{3{lEXuh<|_cZ~yQ6 z@4h=eJc0|ABN_M+ePtNwd&tLZF4ytP&`3IszG=6D6tuZ_ynS?XcY9ElrRTH3Nic#| zZoOFF*xWz76OW7dU-$!&Cb*Gr^yTc|U@8nSvs5G_TkHjE6k(U&3&7<8xnPT}^dd$+ zXm%e|Rj(-8)`y-L0_Im5uum`+xXw zYjZOca@}1SO?Zvu)Xkx^==8}rZ%5T|fR<_|4`CtpAIzU{01gfh0W{LU=Mb2yk?w9$ z^vMAM~-X zN=7kLccAjjvNW7gP_%>X70J>_Q{M$Tl3`)+$pIm?o5|>W&9|aRD3sm9oPG4uPtnjm zn&p1=)z^`r|F8e$zie)<{oC5wU;p%%z5RW-OJE`lkRX8kfDgSkL)x0sT?FI`Mo<}- zgFoiqu+I#*$oP$E0;eYAT~xizE8C%woFW z*&(lO|9&B3obMs}^CYbQg9DJ~ox({ea=6SLM2bcE7KNpomjtt(?{Z0AychN_?uGTiL$m#6Wei8 z;T&>>?SEDdqGdwZ{E_Ytrzki-x7JpNc3xGU4x)Nu|KQ;E?b~;T$W`XLLNb(>&S60k z3;^e}0_sgVvC3U=2%1VXJ}~L&uESVhhqM~fMg4JmnqO@CR2OTG<2>%~RPz+FxAQ_6 z00p>m_8Mg#)F{j9tSYN2%>O8=8M=srC>{CnhwuN-|Ng&!{mWlNZ?-wi77S}y{~$-V z1QMXJC2((=Y;BTne*P+kJgcfa=Za8hAKl)%eK&~zTU+5LrR#_WIXesMKUk5wdwcGFBP4-)JzaW5NpL_`YybC0?g2zl zQdcfs6F6>MiuF&m<}Ra%_i`1VzOMo96aA;f~}al3-auhylM6#-sndRjHHYL zD9v~VOC;wNI}zZ3+{b(dnla~mu)pV?y{b;mPNO~lXAeK`r4-$8!v}cs_(>2Olm#}m zV}$(To8w}1?&sG`yHhVEw9dxQt7A--rKu#@9x&tosca*xpjJWayoPX z_CgQjVE-Vzg%A#^auptvyJuyAm)M-elNWorlpSU%ku(|z zX-qFCC|5;L^Dg1k)n6VjDluq7Fh)ARfj5WTHJ-||ds#)2D6S%1RBJ|+gMnOCm0zA5 z@9pgd>pzHOFLrjm`|h9LeDlrYAD`qZFW96b+i_1yV5h+?AzaA9g58N>daqBq92`@i z%+-+h!(>rPw7s=;Z~JaI$+uQkf^aCg8A)s0Z(WtBoa|sU6YjLken~U<10GPe+WPOO zqKI#L_r;6Hj~~5wu@ecNUOzVXX(spX6rED)6?Lz$vG1?*U)M9&ISci}U|2c?c6g<4 zV>WYYPL$@x$Jd;zl9vR{jZa@Jn0h$<91!;{z-s zA+Hb0j%}@q0Ss?y1x%>`1yK^Ohy-fpcsa@0-n>KO6^gWE2rx@WFHe4W^eFf*2M33r zJ^XBY`~H9VZ!2r-8-MxZAAkJu$Jm&wYQ!hv<%ESKyywsxiKqiYd3L%p7#y7(z1ZKY z!~M}VtZo#%8RKR&555)pKs75Unu-MhNM!rtZqOToD0o>uO9xI zUws4kYP3=_Jk2M3(C&!@ue?;5rECbW=v76L5)CrRkhLC?}=FbgfP8@~o^%Lw`nh*cx4nYi9F>9CuqFG3v8iWk7KTgj(+1!1ng~>S`|;6mS7%36OgXM;p|XCF+E@ z$jQd#xpGpy+WhZj_k-QNVE#OP{yYk$QnFEWUl7zaGmI>1{!cGiYBv6C*F(-t-|Z9T z?|2kb7NWcrhn{+C>w0oTTyJGY6JvD9)?Md*mNl4cCO5%AP3C+lFf}Rc6B-MauWl0F zA1LSS6iS)^S0VIK6m0P(4FuV)y?c9V5T_Sx0l`k#i7-R1RFjzN;@2vBuF5aAwr_v& z^;fIw>#J)UfBw^-9)JI1m^N}<*s_EcD=H@}2b1kocMrv+T$W+$hjX-l`(XP{jgbRz zdXjThq~5L7TRTII@P;8E==v<4L)U(R(@m!&S3u%$ zn?^^k6G$Xea(9^I?m{v%(g1_J(WYNc8i0VHtXx)AuKj?rEUSR$>=R{(Bzg9xrqgR< ze^8ZGT!o2$R-WZtdaj*`_$#dcaF3%TJX%LYL#U_Eo;~{M(GNfT@cj?pKmO@aw2g52 z1@|M(Q~O_&sN?K5&$3Gn0MD=3D$X9C^#I>w^;eeYF1Tk6_p2u|xbf?oTj$n))WZ~s zxvJ<60x*qn)xzo^0nSC!ljIE9bqVeQkt`LdSBFB5jvqaL{^a@2%cG-2rlPQ9&AHI6 z+A2~}TmLDMypn(<)Z=Z!&eRo_wjh#kTIjs+c~l_g#_&*#DUN}83+?f0JCpBY_-Y0U zkQVdoT1e?0o29fBy~I3>Kc;pQSo#ch?CsqtiwFT{;F* zJs^iyo{>vdnUuvaf)s!Y>1Z1#=eax~X9=7jJZzSFJ>)F+uy4Yw3EJz!;|KTd-`n20 z*Z+6@m76zjuB?3jukWKzZmYbQ_(_oeBRN)8)n!+ki}rvSLzj+U8plvu z`dXhzb4MhvFJ4vW4WJY4X8*?4ojY4GPi$?iuC5kE!qEC}#IQ!cq-oVRmK#8J zxkE-;(F5)1O!W-X=`y=}o!wQq@9G4E=^M9OcT({fV zm*hfS?AcrU@~Wp3u=V@MCW}m4pcpim>U{ztv6)RXWh-Re5D{%%WwOMJLy zy{*?yq$QIXln)LMYEi=wzdSm5@bKZ<`r7Y)_xost8(IFpef!tv&!5RPjw-`Q(BRTX zt6fVdFf8{xJPM(pr~uyC*@@O*p>z_||DXVcO5meMkHRyks_OdXT^HLWUgsl;yxwsU z2nvwgJ-ghEZpLvpE|3NiEjGNG*CwYYolCmpw@{M9E5XGAAYtR@q}YN`a|a~S3WHA4V<3U#(y~&{cHFF!TSns&!Z<1 z<&Uc;&z?o-|M~9DPO#?U-!Fe(oICHI6E^Ttq>2Q`06CWa(fJ*w(PKGnx7b4)788mS+e z1d(-)xFC}?!5~SUF8#zig_)6bF;~?|M8XDTh~Y#Y{IkzKyLb2QufG0zb7SN7ovly@ z`sv3XB1Q@c4iQX-#$T2`+D;yVgj`lf<>ATk@!@{720A=Ds{_XUmHtmZ{`B<8(_B@v zHTIpo7@j0-q)+16J(nZ$yT@(7Bw1q9v`Z2}aNMt&gxZV}zCQFs$Q#Sf*`%>tUggr< zQbMw{gzuueO9|3wM!DQ`Rn}rXCqq#e1A0Z_lGn&pm1_yysOTM(L%vX%>%xKfRhE6NKlbxqe9zA*T=<%cY_3Y{H?%vsPt@)p;jB{`a#eux~He1YmPylOK+W`P@PeQZkJgO&s?=ubm{LMaQeidPNd!``+EPjrEnH4_EBbTxLLK#<_KE>Tc&8 zmmC7g2zjLUBE1t1Uby!z-B_uk{|!}_0x32`kVgEc7mw0Nj7Gz1;J=a~FYt5dMqa*szZaqCsMatQS^#NslXL;ti z%vHUmtT&v-<>YJ->Q3=r;o9vy-}&LEAHVz8cVYP->>Y##Y@7yOInI%oXdpDk+>y_uoKG$6t1ssT|_kh=8D6dCpm`syfSF6-BYOwtgqXac|$**sQx`gb|GF z)ew@5{Y~TUTyd#(BXhlkg`iC z;z2i}H^7RSd8Xu&Fgv)+O5J(Q&}#F8M9#;m7R3+1n(jIK7 zQZR)vXf3~lh{l3-!Uxh4gOoycszfx^XR81Pai!AuGi_wDP9E&S}zepWXJ_A>x4Ey zS8aq*Hr~f%Tdth|_@-~mjFMbl>mZf#>_U!KSX;O2df%Y^uiab=@k=wtBiwWL43b8^ zp)sLZtbPHUy;gi&%>ZNIY*4<~-5*;2`&CsIMRBg^e@V7TkOT^zvjncJg!os`{{X56 z-t$0khvGF~V`)*5skVrKJ}9|qU&wdwZ`1g=m^GKuJ>}SC$^as@z?DwAvg&*WXo}Q< zW{y25Fr|ZWt%ELn!(*2&mJ*E+l9|jB z=*=v{i{4Q%8YEECrBIf;0O#1$NAqwSrx7HQW>yp_nMp7j$qVJ#2JJsJgTBV~M5?TO z7E%1b(Q$NX$W;llD2o2dO0p#PDlqKkRmOca@#ieKAJM=oIQ>tbJr60T$a=lli=JKw z2m6PElQVQdm>IQ91CPzzFuJX-;wMJijUd$=hZIOK0enMJI&#kCpa!zjY<2Z!1pe>c zzrS^7Yh~qDk&-;;K_zc8oG|j50DK42h~H0LuF#;{t%QwdM2G={gz~hEsQ>flHMuM2 zYH0m;B>%-W2@qf^(v70mPX)p2xG}cmN zxh#cx%NE$hVxsMQeSa-db9upTE#vHvW{={}>J-ebP56;QdcQeB*UDt*TB@!DzC3c4!8 z3XZsSk$SnxmU!L}H;uA1uCZwnU;wm{n}GBCjALijnUw{#64^{7q`>vk(MAm=C&aTvhIsV6VU z-_EX{wAsp-w2Ho*jgAB7XC&bI1Be{g+}rR5L7ERY7N7)P)n;S@?NG|+f126(#wzDr zWe=1k$s4P;Zr|RzfA8M*_SR}Jsc7d}FUjfSW4V2Lw>#oYp;04gLNsv>vt0Yc$O^zn zm`REP@NoY^^7F;ciy({*YgddUUiCYOQD$RY53OMTuiRXT?gu2L>sj^GgkaG-u4Lt$ z-Hs)$_ne_^@N(@H#&~C|6F*=Tpe2xqHLcUrAg#(K@NA%%9X+g z==YK(8VPF}yaV>mNTj@cdf14o#FS#7wx!DQ#q$^CpscF`zWC+c?Yp0U{@L2kb}Bb@^Z=2<|w_&r^i9wut2gDsBZ)c z5*+hJ%orQTO~i}@DJClSC$$^#i;GCoqGf6Tnm5YWF>6th@dY!yVuSD z9M#<#4i65)tS_tT=;-Ck{ix{;G0(Vl7^eP^>c3k*;NWHC0&-P#ZBSX`ck>zw=Q2;o z8a5mR1S7zU%}rJcoX*n+#>$m8b|rG43T_&oP-29-(^pLzs~d$9CA4Ug33CLd2Da*+2hAAc6J6sKW7;GrzDWV;76k;J2W*ME@Wk4g=9g4nK79`QoDDKpxNh?*_}&*tsA^J5s04A zO6IBxrMzlT9)&ISaR2^;dmC$Ozx~~BLL@X=1^o5fzdm{VxGKxh`Qq0~(%Iw)%X?W2 z)9z_H9IdGAyMLoJD2CuwTm~d)jFC8GE}tK2BrvYz)tHIKb5EiE#U?q0(G#5iBh3K1 zyS#=VaF`*o;`Fp1eb9=ch;rIs;p?4*$p{GLpb7&2)2B~+H~Iiy?7n#Z{Q1G|{>y`K z0S+U3bv8s*RdS($fiXlu(5Or9OzTqD@YB@7$GpskVyk=jIbBq`@w?;k>m@l`<&~R37)-~9EgcZ~Y ztsZR`DogG%Qb1Xi!Tfpt^jYYBMjRu`nTjHrB^M;vr7t}h$P9VTBzr{>!T(?KL&k^jDfF{(R7m?E`T!6YNLS2~Y_=>P%O%YjF5vG^eDo89Nswmk4k!p-9Gs zR8Ekie4TW;I@%`t{AQzaf0qx2YN*Hzsh`zbtDBqA=`Jk)+v{tqsVJ&I?Hp9J^ZJjG z1Hso?=MuVTdJCA%Max^A3fCr5N6;>{hR>c4kB-78jM#s8s;O5arR0*_;Vv_F-jBNj zC~Ee9UHwa#X9Z^K-pDJeT19eRNy-V+xGjqAGT+3fG{?A~+L5&G^Dd?f58u~CtN^$m zA5VHqpPsKOU$fg#UYGc;(yXa~>kSQEN&bGVu!*GU+gl0h#5WD}%Y}#1&t17+AE4VH zPP~iA%B%>H6yQYX}Rwz*Jw*2g_XLd=Rz2IEPvWPe@ly zK^hSukOd;p?ZoQCvd__MZvsFXLF4!X8kK!C7mnl76i5p#&2rF3vOJX8lthCTIyJd+_Q(T z54%ZvWxM>U$GHU1I4Wh586|Vik+1P;tI%J1_)_r{rCTW z_TGa(ab;;9uIdra_U1j|KL7N5|F86>d*VH3lXKE^y)AZ`A3}g-EFAW@R%U@82!S*+ z9jdE0w^FKHkaS~ZLV0Gbx(>Y!Gj#~gyuX6r+p*^*4aA&b$L?BiUn zohtq9)pFVhL4z>s*{1kwz|^FmVmWEa*zRTJh~I5}u%x@x^-_i|M&m%fB*6OpNF46H)dtgis6KA3}4mK;=MELIn=cwX}wA5 z<-1q8o$n;59G)W}a|pRheIx*u@ky$#8KHkm=5p27f)DrI1nOo6C0L@U%K0*wNDC@@ zMS-LUKrC+dx|&yt?fI%rpApdpTODUv`1J;|5Y#z3q_skC7W)z8aMqq^}hLDqaYU>V&XX)j5&+7>Xp9cKDLI7ec|5LKfxu zLFBJef(g!|qcqL+B>+hoG~0|E*G6#vHvqZ>h~SzvUWOG@))EoK zm3;u-uTk7T-!iyFj{xxz7Xb7?8tv??aDGSv9Ga!n104ro0^ZSOE3-n&E5Ai z*#Fr_VHC1`B8&E7~z^GAw76aY>}lL!#hz{F;f3sg?K%NNVmek-R3E5XUk zK!G!#VrFFOzBi?0EW0%$jU-?s0C}`QXox?_Yu@KO+N>Y*b1^NcQ*z9;wMl65wJ7K>Zs=u#W@5A@y@e4m-cH^IDRt@9lvc0FtXY z0K7594RF|U5we%*PjJSyCrI|xoVsaVC$V6ZvJH^xH~^C7JCQ8kkSKN=iL!wtSb%`~ z#FAO&{%5eYan5t#D)yDuWxCBIT^}sMDf=^7dt2&1$joi!HN!Vo7*&ST#ZG85kdM6(`j7go)CD+fa0MA<%5v ze<5#egiJ-(*#*k?$Y5ECDvzlSsl~fvG(knFs?E zaJak<>)$=%+CldJ;eA;CKLqn96unZivE^UKCKpIT=$ut9okIfMCx>bmLoO(&HET9f zKISz|X4%M1h3M1Ye}9O7p#??S=&J%7DG34yQ3OSRAX{0_D%n<3oe#F z^(A_Rbk#2@VExhuBKm*=hx#?x*Xy9bzP=8z90DK40U&9sX8`Wa0qBfjqCbj3Es#C3 zwhjp3!*#A&ws5x5uNML_AJ5a~ zpuwi>SxbP?Y)Z+8pn>3&i*9CQF~f>S2BS?o7GuEO>p;G)b0%$XXZP*OY+j-qTA1tw+w!h9A1bEKFtp+-3;6%xd2Jmb$uMnpQg{-$CI;T z5@F0&X#`Lb1I1V@Wd)PXDH0piD1<-bT}CVOV*iQv@i_nlh(YXKfWtZf7}5doVO5OS z*CWEiH~<{p0q9Ye!;ZDO_RCuR*+VEE{gOs~P=CtM1cN#fq^45@McBCSI`|CUY|n@# zrT%~pKsPo^h$dypB>^(Q02Ci!;t&k7#Iji3?9-K#vzAqR0I;1Z7vPOp$aQdj&YE<< zS+48RM#Bht_xjDN*C8doo%5J@kaKYZRFVn=z5bEs?eQypx7hU!kIn)#&5@j2h6;QyHngx($<6Ndt z&pKCi50jn46gc&XAOzw&fuslNFFsu90Pp$^0wO3FA*g{%0%7Gy!G7Ech~72EX3j+cirX)5QalcO-!M zofZHn@Etk;oF5qPY%3`52^?w>*FtOK4yg&E`z<-kT_rnHy#b&^kh8{?7h00hNSkq? z#CAm;Nl?X8B4_~y%K9WJ`Ot{YS62&tDEdfBF*4ABQ)c@T!VTGj@~OB1uKm%gloJ-}L?6 z8utnyP;v$n^#2ME?*Nd~#s-IQ00{8Lqa}2gL!R*m*xxztf#LW+4`lt9ecrnRP(ZF2 zS|fXeZUokUGpv{NTQfQ1ZOPqTNVM+ zfE65ozGIoRs8dZynXKoj1-fn1O{q?yqS0Ncf| zHU@GL28-<{pv7=OX{54?W$a%XD`@Q`iwTtkAU87^GzrE!f8z)CYMX=VgT zc=niBqW?p*`uhC&OEfKUczpdP`p-ld0xTZRY&VZ$;*T2TpN)`49gQj`%GtFmpO^zs zZn1s`UzfNJQZDwtD3d*e53-E7iKV1*An4 zz?{OuRG|8VHnec{B#39MR2V&65^sp)nbB-w-wPr^h!P!=U{l4xBnwA|onxi-iUAO` z+blUGZ$AL0MKoxPDI0ArmW2ghjDCM{}9 z26CMwAA;147lzOVIdK3Gr2q5Nv%|xqkI@kB@Jn@=ThuUrFs3IF>>Lg{KRWlAc=0 zq=q#!MK$J&m&9a08<5aBpw_)th&}{(t}PZ@>Na>EoxU51utU_}KGaB=L+PX7zdfGudP4 z5dkf?d92l4UQo}j&MWkW=R7;*hBRGK^CX$RJv0Jy2scJ>I;&s?iBl~+9PSPy;qKWb zZHz`cd%G_Wf`a#=QRUj+Nmb?7?m2^!Xf&70(Sp!fvU!*0R=wl4>NXArxZJ=H5va$s z!jL2m#m`THFQ3mYE|tZ~Qc6Yxq}dZ9f$H@AHESG(Xok?#{+cP^lFMM=qnHpRt>Z(* zA}9k5weqRcbcwBmc7G6HzqYNya3Dku+NnkJ3=Xb4@Krr1|3aNQSTCW*f%}V*eJ)#3 zOJqZ}rnsYK$Ezg#^U$MYVlaq$j1B%IK$?oNi^@(pWoVEALI92CNh^%gGCJY$bw z?OI`$N_k$+es*?N=cX_qf^!F9`yU+a?eG8Zy}h6!gbLxmfBpCGfBf<3!$(MSl;+9h z&EUj`l6Vr>wIIJQ^sgonhh24t>$5LFJq7{?>QT(zo(#$MD7M85r_MB0R1V{n$8G{m1_h?o6XWpnsO!C$} zt=QLiXql4&%?P>_WegESI6FO!M!%mweTrCv#PpSvXeJ3zE9T$%3Uat4AR;cIU=|L5 znL&`3F6ocCp;ZrX$b7i~uGAg2>xmNt2g}_SdiQeY(t7(GgFsyFR;il=U*42~e0T?- zKeYTw%}W$XL#*HeOK;vGpw6WJjAyK5lQ>{tnI~P2EO?Sr0_3bJk)otgm6*&3GZxFb zcX30H4zvS90-4Mp337K`UV0FL&O?vm=xG1=`1PAN(RuXEo7X`Hdh`D6yI+6%_y70* z{`J>?PL5CHf}TVLjIa#Plf*jxF_r%wVHf`rMYZK5hWR0|J}Rs#-@mjKaY!(R=^xhq z{@&h;m+|jaRNik?8wBNbzPNI^yCj+bN|5A_VkB8F`&bPy-ee#_Bxb+9xIBwqzek5h zpAQdD&QEL4soJ!vG8)tX1Zj&5KMC0ds&SmgFf*4>dLM$%!*6(K_|NE-$JYb=jNW4v z5nxMS!$*|?7(xf?4%T497Wm=S|J4LT0-Ad?2{bJ#~+4G^Ea{}KD9GVHBN;zjq zS*qPf3Cf;xa*ZmDnXD=dU`QbQ^R?ULxj|ddvl|F3cSMi`1<(27t4?Ta7Z(w(d-wKr z>re);{^UqAl!@$~ql_S_8*^dAu-?i=h()S7c8KRdpwhu!o@+$y%q zZ?zyiYV*FA`p<`w7XBz+Lh|l%Wrx{lGm2KX4-O7qHk6+iQEw9(_Q{~ETzg%|U#373 zaEC#@TEm+jJu!RrDXi?DV`AY&1$K5rkCw zmJnP_84!>wOWR`vbxJ_4>q(m>gCG>oWW6+=;n7=Hk>9H;B5-|EhQQ&YN@{EE-!+$C z72}dao)HdJa!0DeI20g>ce+ldIFbWG3+z`(1N;(g8%+X8NY6B(C*la*CE89xa=F*F zT&M(P*GM2HJRmbPklK|5B>N0gEuTn)fgrhBpDuwQDIuu3hjo2=`6^6E0n$JW0YO)dfO zIr?G*NXQs~B)E}b_XqPQZb2$%xXY4(g8Iito^BZu0}t{QcuzkFJB%RSdF|tUvSnH& z1iV!OwDKpTCMm#IJt4%?hPS!h`iEK&&xVrZa^&o!B$6qmx;7w_v}6QDQbbSmXn|)K z4jo6s0SaaY5Kyl3$@R(Q>B-UI;qLz4%U5CizkTuI#sB)B|NDox??3+6&%gcl`@etr z<*&c~j;3NcXK0FE%*R(v-rtuR*eiI3I%ERkKG2onEN6G3@C!i;+;Ia)Xxi~72}w7u zY?RzRXPGeyRktGSzq@-72w!?{KlDATsv4XAm)G^RY5@Wp7>yLPGH=SK*iFP>P@nXO z0Fnku0Fgb1hG}FGzkK=f`S9rY^dwS?0;Z~dA%i58Uwj5;j19={5UMIQ#(!0j^ne62 zBcAbHh9G<~wT6$$=oDHgW<22l+512$JSFJ9qfB~4-})KP<_t&(?vA>qG_iN#o;?0y zg-;_U8clkvSB`Zr>ghhhg8P-c_WG*6jxgTo@$uWY@7}z9ySKNyv-iJWzIprZhxfn# z_Qzj;{q^b7$CHzj5EYdi0fFRqB9`O0J)YsW@ol*l`C)RY;x0j$SUz0RO+AClg{@g< z(EvgM)W86UsY*LL+b<59n17ViZ}0AWt6PQYs~A#sooi)>03+FU#RqV=xISW-qz65XgGd&bQo2?M<=J(SJxnHZ2EI1J!JDTo;D>==uTi1%Ku~EX()>GGwkV1 za%$fv!AF0zgt~Gd9o`Th)&ZcjqIKJ)21(1=hg`XEfFO!uj2@^VuKLwmNC5uv+Ci@J zy!e=?3F_VWtp_C3b=EiJoWFLoscP4zDvrz;5CGk|pi1jGS)8{0tu@0Y0~m1k=oQe2 zcwC$vpB%k@{pR4sL1>u#umAJEqdeg7%i(|i^PeCE{rT5lvEIi@uL;ZyfTa5u)*uBA zaM_7~o<5UD1o$WdB}4}r>dJ3N?m3%pP)i7iXu-@R-DF(KEVU@_r6-!p;dBwGHa8+v zy}h#&`kt@H*8ga8D^&@u>p-qOXJr90eLJYh96>>g>J0*Yy7f;pg2H@Tz_f00&(D;lv>+NET}U9v3zE6n=1em_@Jhnq(>ScXPXz@ zF0Yg{1k>@Rt69P`1`_(DDC$vr?>#}vJp*wQ*cfeimXBP>a98zJ^e>Ua+jWwLlrqNu;S9Y0;r+jU{^{4>e*g9NXc`dN zfa7Q|?AZet7`$iWnVscPc-$cP9i~EgbN3$s6xa^4k)1|aykXR+?7TI^BpGRDEK=<5 z*m)>?!KEFmQp6hM!!pPhr0+7prQ2F64YiAuN0-asYn-4 zc?ro|)n`)W*g81|L6EzL^&kDkkB+{Cpm4YVXIB^3bp`<%_!S^HuZt$TM>}Rx)oD~k z)30Ds1^-7AVEuS(6~Nu|&4HS+@NTQ%V9^EMPFg8P6=C=ZZ;p3EAr_Q35DX5K@*`N|k5<8UkGVCBv0NMS`IA;=)NM ze|JcTeqj;MJ3cuM+E0WwU%!b~0WZVQiQZx13jFlrkAMCB*Pnm>=Rbe_`Q`A-^~JTz zpSIEtp8^^18JbwCB*brbxRNLy=aXnECMKhm{d!i;buA!`wJEp5+~3)WlKF%Ey=dGz`l)C2lKTQBs<-hd^KeFeg^q43?{4R`%RPF2x zo2Dg)+#flRz0CHe0X#}hVUaH)=@#h%&K@cSK)p?`XQ+2mp0Yiv!f~z=GjS+Dkp#ZQ z`yfFeM2ako*V&i{$(t`N-4vHHfB+#9MAMABM|Mwnmqr}X~g_s z40ZG9W*V&nUcP#@x3{;kF)|w${F%ACq{6k}1f90`1c%80u%85))T32Y0Rc|-%%_wA z5Q(Wvf(u1^G+4ZkgBSC59&zSL(#R5N?i>Tj^3w8-f_Wdv0wb$bkw((LqRu%s_o}M) z_xInve*Nx!gQ${udGInWen9bpuWWzGAwr;lavn&Ckf1W&`bUA;b5SPmoG{e<3xgny zG#KIT7Z;Z?A)K6@93CHq-hW7c)^!GH#$+@zPR>x*FPk|9By-M^i;Rp)v`UEEWCqFA zVCs!l&gOs=pu4}9W8AX_C<&6o4mouM+*h{ONDeh=5a>qJIDhK}5d(sR_5Tt8!9g8> z;gdu@SW=8AP=MdI=@TdlcL5uK9K3TT3b2$7D)q-tnuwbti_d128o%34k*&Gt%8d*(2CKXJ>J9 zesz5XB6zw{_4wnDKfZhWF7E8??4*?3J;=}Q4nR{NImfC1!4)qCLIl`%MOx&R_Hb?e z2{`}+h^0#KvCalUn4PONbZ_Z%Cb zjg4x1JJKqGXRxA`!a4SO-g2~ev9)g|@6_#~~ks{(Z|em$283}+m%!?WV! zr7f4CBq@9C*#J`cn-k!`h>$iwOAu%Rt=I-6mtTrq>wmzBp}X)9BGh`J+U?Ma!9u#C zJmBKf_YU5?ee>?ktGM8!_=hyl0sr7xB?mi#}6>pTVjBs!B9TE)nK} zNC15JmT0=+I+h?;=>w9?jFlx2E{|0|WP*-QPd|MAxVydm`t|F#@0tui6bUp5fuDZ* z*T4Sj_uqg2@Zs->5ys0-PESH7yyIX52*bUCOV=Ob$$3xEEFM(YN>a_I7q&1zx|74qqg{maB#>oO6asCoGpwT-*sJ<_2dj zIztQ7w!Rs9LM!^N0w68n3s9IME7DwWSB&`>_!sBrF{Dq9kI#Y&czKyUldxn0$P)M0 z{F67;aor%uJ-fS7N}>9>v$I!K8z3aLPEU_3UJEQ$wuEFJC%VUOE7W0V$DLi91Yei4V@NvQ1 z1!QCGuxngGuF;00s({!)GnK2b6Yv?np?BGvx=+myC90)mrq(nq7iok*K`s&UT36Ri zMDXJ3B20ppFJFcA9}MZJiTvNY{~d0?@lmLT9{v6C??3+d^V8oSPESwc#efD9tJGa2 z0wh2S;;)b2&L&8#AG*)c*D=^y)OQhBR<=^C4Vzl;*uFprc8gjY0P^e(mmFYKjiL)x z==$&P>_+YT-ogI%c0Ae&u78%o3eI%~;Lh{A@8M(V#I0G>2BJv%$UYW$y?1k51N7!X)KhZHbB74MMTB}gI}36`Ds zfp@lz^g4rMsO(}D2%2pYtw%kkrH=W(iY3O?`~d+PF59a1kn8#b;%x%ek_JwRBfzB> zgx1+snA>mO688;KOZx+8_9)4@SszI~E+*-wcNqY!^eei1chB?Y**-@uY4*Nr#&hcI zUywsuE{#MG-#a89&H>OsyV3*1Q3)8x#FQ$tWKDapDkLq!Y8Y)a&!t2r7`d33LV!Ie zK&8UIfMkCMfMgHj*x4rR(O@)*4uK*;s|+U3k`s)U2%(I!AK2Rqb(HC|tYU#Ubw#1*to` zJE2Qy$sl>IuLE^0$t;zjoV@`gnt_lDQW@A>GvTC9gItn5ghM3ATZ}0Q%Go3K-w=L+ z@^f}_8aTg*p8?qk!3dfqGb1haEsd4F-86MXn_>O$?e4~%9H?uO$!wbEPI3+*%|LJk zh7Zg2aG#X}>_6XdC>4XXbG}6pu%;Q4IuoBKMFC#qoX?ruW051<-y?AvH-aue? zckk`{cRzpn`SZt5pFe&2`|rO#L<522lXx36qwUDY7^CA-0-*jm#2~G+kq%pR2SOpx z7g%pyM0IT!GXd@rBsgSLAiKN3R5kLGalOV>`|`!hy`A0g+{1y7=iQNOcW;3IvAARV>TqURqdmf`*n`ke>m*plHZfli}SO~i-`Q!ayNiR!OF4R zdiFA=lp?XRJ#P9d_hwtxKCV1na%lS)US$8A|Fm`G%sUmI;0tDpla*;Gzd@p7PapiSB z&*2T6M1{bY?TDgAg>ZyZw|2IE{Q2jQPq{k32-Wat9`MJXe|-AzF$x4OFD{E}P)UUM zst_Q+`>65=aCtmW!`DC!LYW^PT+a?Q^FKh4i>6z4z2N1`6=?x?SI+Jk1SmO3j5bC= zKaX2Cck@j!2{E#XqGsJ3Y|^R-KzB2c44GpG6r1@t~M2s z0tARG#3ZkC<5+-%b0!e^0*ktMKbqoUBRgF8Th4sHV8gb%2 z8Oe^elcZKvAVDL9p&)6U1;J9EQ#m|1@V>}FoB@{X&(b61s&sUccbrrOVx8d5n>PR- z0|lr+;!@$DmX6qR2=bnbm9H{qx`cuSmb#=BC_oS(-S8H9;s5-zDL|5j;_c{ZmlIH} z^pPfk2BU3Mfn?Q2!z&I-&}bw6r4a})0H_SLB9GJC0ayaUI;IoH0B0S5nT~rjE)1R6 zY)K_aGZO?r0YDHXLZXGc6AOH}0TER_c=;-F0o$8f$s_!uxNj37dV zDKtq^No6&eX>v*G+bAF;f;4*0`KpF1H8lS!ZldGtepvo5UmT37Yfk_F4>>hfBu z@zr0DtNiZnf}}Y)V^fDgyXKbsBuFFgPE(-(hm1xuu@OJLJa4o<&w}uC90k8|?<~rF zKVv8bzn) zoY8*A9VtK(piXIWSN(^>`S7>t{R|Al|LIbI=7S>VNfoR8B!?@lB-uZ3D^O%FFM%-j z2zQHJ2jK04TmL;A0M2y)mQPy(1obT_5mqTMxYF(nJrY9~0=JF(*L$6pluh5ZHh$Q7KPpB^3_efsbryn(11 z4twMLEJ(&z?pf*(6Nqw;1n74v5A5jxtmJ7*>nUgnJBjcT+Tq_n2OHxOL^gQ)QhubhCg*EvUdYgoXL zAZ2$-A_+{q5d}EKlP4&M-GR1#u))e*fLe+4ERirIR}PWiuj*YfHqTF*-hYt|fIG;P zXfzi&J4~c67N$cBqr^jcLy&M%s!JQodLZ#PT9|xevTu5+GYPa7wLdCusJrub3>R{2r z((Nfg0?775;XXmG==DlMA87cvNPz(M$bq{19Y~WZM?A~9lkiUgmyTdPZvKJR$OvMw z!R3&0?eZ)ixdRY#-TI@Gy7>=V#|Z zyq*;gr6&KWT|2DRb3%iN{BrT5j)!>vV8`L>KB2Wp3bG^X+~x5YKy+O^a?x?|8?gtJ zvb!YE05}n#L{OeR*8l^Ss;#Z9v8Yeeykf7h`?t3?w?~#>s6B*g$1MLkw|dx>#i;xz zb~Key@qC5>CCyy7by z-qJIkL5OPLaJfraB;=k)+88-GVgg{IR5-Z0Vd^6846S|85hbxfzyWyn%Q3O|tcfZf zA00&+V7rOI?(Xky??!&)&6~Hu6#6OjL&Fm|JPbGB!-r4d5uBf$USD0iyQHb#!ZFnVKP^fd=D0{j*kh9#OR;*QJC`()rVItOw{>?ohEvXgm z3fj?(a?i2l9PPa$)*q~&@V$feb8&foodXUaC6i!AvqJGPkeI;Rp|Q>Zm?R&6ikXG^ zzqP$H?x#jk5FmnV8~R*mHk07P+ZUSHIb2$TGCROJb+aut!^ zeXlS{PqtZ+hEzSLumldVEX!H)+8vjYXSq|t7%5TiGGifvuGG7lHo5XdiH#j=pSu4gy9n0m2Oke;_QgMn!aQ|K0m{p*4PVbo}YlrzjN& zf8h8e_z0&>JhBuCXu7_xbXx{GHH52&05uiU7`~#8gEUtWo+MPFd^C}OdZcwZW65UE za0&AKt%WZH2u-t_bzlIY-#vbD-8#$+_GGkn~RD zcY>S~ePy2pH6$f<&o#+)W(m}>_^qs;B+YD`{kXmez230?&l>ALZYS*yz(7i*q`8Mm zmSC+2g5;u31@0NZSJnS0{WVLHAaJTKlw|_*X+vKi%L6{d8qvf0mgaEuL_lj_YP+@F zTy?%D0$f{^Qv>x>E;E9LJ*O17z8Yakw{`$nwtnB{q2(jEfV-@zI~pdSL`uR?V4urI zL+6s7A$*_cxR5R};*Ij$z`f4e+Jpoo8YMumMDQ+jG69kd-Gn*^IU%A5c8i7jd)yKv zU0n(AtE=nt^UIT?)1&RX%mH@K!TCSW7DN9G0J|xe_2p_gFP|tt zE0h*VJ&QRsOa^q&F2$O2q#Epsd&V;a$+I^%*>jzn|3_7>#xOUUDl?eLNC+gP6=FqB zSbG5l?{w6|k&qYwlo9{~k!xJkR}q6ewv+0p+DN1AohBy`M%(uGX7Gd#LZ9*V+g$ru zlnWmno*W&288d{A&%!T==guN6;JJ1<0xHZB0iqd= zZ~T+6Yu$4mOZvwx;)6iy%3`$pg=%2Chh+Dm##o16A(eLcYUutA>dULf!4A2f zDANhgC?0yQK{FbYfq?tsgV7`qJ3n$vQtmE+3@0ocvnc(IxejVDeMK^`n1$cU0C5#t zl>#vs1QJ>h4we>uD1m+~p9jDagNGc-0pM`_Edtcj>ZH;`1*j|ZVdyIQ^%4Ui)xW|U zZAjg+b@kby#2#0eO9SM*v_#ocDldT4>w}i)3u&_Y%Qc+@5V||3@ZCewL%8?E02r3M zq+T!QJQ)a@1rxbZBOJv|G{lKJmZ~ZxT7nr@mAfXFh17UQ``y?hh|mw@^so{MfnxKM zgs~6;?W4vS*c;0Sg?dt|lAv7Y$O%NWGK`j^qmxh*JvurJ!NM?HLOUqJnfW@)y&M*d zAS6J`)3;n|X{qx4Pv=44J3>N5(GH}P;$?X zuL&O-QewbpmV!36JMK2unEmm$)AW>ON=#-zTnzQ~RqYMrp6gl=Aj$xjOM=)gz9APa zF$8Ue!MK#Rx5Dg7ay74jV@L`^|7!dfyq^&HId6jhLHfT8uVB*Em?y5WfN)Ux4b0-jKY}ekQrH13+r9X0f_S z9D^-s-yy)kQ&2|Wrb|v#F9$%q8~_;ybO6NS*ocdc9|X`-0MrJ}0Q9hz0d^u#tJ&gY zAFltLvUO4z2+~rs`)-_DNlQf0R;(Q$G+U0Qw!170gJ%#=4t*r!x*R@-hu*g5vG(8y z(uPoNxRA`hif0;91*70ZfP<8O65XDE9GYs}*D_&gD+~z)1R{IR7dZ_2Q*d;2d^jd^ z2R661g543f@hAeluV20ndp}YDN5@Ae$3a|<%EhK*>Cy3N7&H;sbh!YyIvMg6T%k_u zFWzX`>rP}M_GCP8bx}Nm4?6fr5G1TEt7rg41zavc`5HOHg@9Su_rW5MdXd-y5m6q? z$u}h=;U!i~O+9N=v|e0!-B|pwxm+Ls$tjTpB*9gB45-Ul2SCp1NvLJBJz%V)e=j6X z3>!*b*WUE)ZV(3l)wtUC{5o_#>+7)8<(VKX86nBDlZ8dsuFveoemUom6aZ36q5B!S zKUI~C_(r^fKrqm+BVG^de}LXzr0#Wv)6i;{9R5fJaOovSK)tB({jC2Ur| zYA{NbX+#ReB7qYCZCEWB8`%8Qs(a#evq{OlhJ<__xQg<`>g1%Vsxbb-?%Uno3Cl0; zM*`)==8FjY=HN5L%TCY25%?Sx!$(J_Cx_t^1ncAa>M~!~F5O7iC6^oL*7=%_`QZIZ z|L_TT+~hpz#18SvJtISMIW+MOgsN&XLL1vn#ds6tkH6jBF!>vsGF7aSHUAM=HQBy6z@Yj<-elSd;A5NnQzUhqu*xVub1@cIZSfN~o8f6AP z4ONlgk1rqMivx8T>oEUxE{6hojwz`~H=>Ktunv0IndAfs00_)*gaWKy4Z=55K3VTO zb~ctr6IMLnCn`9OqisHOH#afFZs-j84J9A&b!U-Zw;y|}`uvxF&-wrE?@KM?@4xISu zEU18UXNG589s?d%1kDPPz|&G8a9-jVd(YeL_q}&N3}u*en{-GeyD~dzfvxT*B+(RR zx7UifatELo_*4g)>u{Vd|vBJGc2x93=7yb$*%kQ!nT&YW^8^-&aNq-u-9fAtf>721bdi-yagNGlT*wDlAr)-Z1Lk#s zHY^D>Ek)0T_H(?m%9-K-n1^h$mvbhBWjZFl9PpTd4`Ri6t;7!bFgx>iLxE9DIg@ln zrd@Aon_(DY3;^fG$q*F#+epKG>iMy4`v$(xZ}Sq_neM!Hl0O-?s7o zU=dJjLguoE76vsqbU56Oh5u}pRjI6KA7upsmf<=#e|s(l#FjJ{-W?1PuP$fjjPIJ_&TjzrlT{ z{kZw(-=2+QQVQl?Y7f=WZV{L%iYqnFT7~qyumq=zG$JUOJgJaFaA_uY<#xLmkC(`QWF4dO?_gEnw4-pfo;SJYEAcv3#tGS zb*2y4=FV^~Akan*0H14eubx70 zZo6CaBV)9fzd*Qz?iU_1IiCmgotrl?9UT31=$sExM*BX7u)3DaX0Ahc@4nPPSf97M z&(wbn#ZHy-16UAPjB!FUrPXLR7(>Wxu+77e{jhhjrM?4Y9Mi#=&?Ow|^~1kgCFE}f z7+J!=`6DVq%{e8Z+g~oHua_Smqhq}Fe>lvOOU}2Hvy^tgGp;nsXa84R0q8>4_eBNE0{wgI_)rRYzdP*zW@Wt=Gv0{=b)$-=(djBq?jKW53Mr$? zE`|_;3UkgR|CFr3s-a#PA}C=&gMWqE0o3Xf>N697`tN@TK*X%Sqow}&P&{ADeNF2A zh4^ojspG7_1d5qXQ|9)RgtuZJW3t+H5TZZeY(396K)ADJzds)8G$2q_c_`=*LGk2I zp;usDr7a3bVH@cgXjBKR8>_G=;UgS?hJOv%^fq;~GSOCmh_{NmE`nl{>A7lU04nvw ze5)teT_N5>t4evYHp?p-U^`%nb%#mvTopFXKfU3{{sso%Vx9olDwvJ3@q-nXQB~pM zN`GW@X0C>qqITUFL+oSZPC5O0>_P|v&`fpd#yP=HJnP@V+Q+^DZJcEF&KoX7)eEyD zwCI`#1S(Z{KO){9x>yuecY{6lo*8hqP*;RkzkGEaA^EreNMkZ+d2n6Pn__p4l3Wh` z?&c34v#deRSsxIfl3Xt*3vC?)Rt^Bl0oCegY*QIu3KAe(Giy0N2|hr+O|xmCZ(w@h zbhp!mNT2PEiWbkgpds=XQED$%asm=&}ij#PYKoGbc9X8J(k*pNnw}5JV(`o>1Apy2rz*^P}XMQ#S)a!8Z*20fY z{^5+o)zq+%=P9RbGhRSl^1AKQSj|k#gH)j~Yc?BmE&?YhhQzd!H0YqQkG?ITM_`HE zl9%g5%9#pY5qjWz{ zYZ{Zci5(A)oDR1)cUC-Lj3I+i2Awo{orV=oCWoY&l{wjAq;Q7*v+=YvFly)F=@q|p zRV5&{v35g4Sa>#Pk|W7=AP;1X7qs&E@=7d8S&fNz-O$GXd&GW{ZThlz$tEZEJM#B} z4O@ZU*1}U-p6a4X&gn4TPl5iNa+&YMoJbW)R@&pSF7-rkrAavJ7v!W_#h_tuI zFbw`|=cxf3`ug>s34v(N&Nx39{&(s`@&NP{SaoqxJ2x|Qb-cf`;hYkwNmVjcPm^}& z`_m7RK8Nn=r=hGW^|1~m1O9~I*$->_J}U`pR%@uZ8pkriR{#MBf`n4LTRxIq?CoUd zuqfBOc1An?Ch!kSmCyX7^#vqAD!ECBsHgea7~)~;#RSgu4Xa|$@!89A*{l& z6kXGf-jXiHG7j+R5YMliYj@o#DFWhYKO+?i%_JAz&(RCtZw&t1NB4MmX!xaxK7kP- zU=A{Dg0l4OMU_YDO}{58aRt z$NJs46)_|@^ zVw!BapkUUp5CzZP1(-8Kp+@`M91gGpJofCuLB9K!*u`C6RLggcXD2n9fBxqQ&=*u{ z5cNJkG#wt(-O=2E+vD+&j$V;^KicWxSS-1Vpkx-1DpNi}vu?Yg(ZPLYwTpT^&`;kt zNqzF1J8D4ay3!ifcOZtoci*Y=y|-!l_T6b!Hg7(>|1#K_yQo7DAS~_PM6-_0g%mdQUDtY)ZdeW^pMC6s^_&A}-^Ob(&Z4PL zJ3ph0tLD+C(kMU9W%H8XTc6;glYUhBAkL4#=@*t<;S21$O~Ku=R+*H37_9!@3Oa1< zL1tB|N&svp!onZ}8vXx*4}+ep75+m=u&ImK)+-<>0WGPvXgs4tyDklA{Py@-WQzK1 zbz5QWr(MlV;Y4ORBnaD`-*5I)XeVOsqpseB z58KaX9qY2J`xtEdzWcs$SS839-F>&LduhwM1-lu&ZV$d&Mvn#(I;6V~&zVjq8T1Pg z{QJ(6)?`8gqHcy$wc#{rp#{@)SZ&(ArtRm=R>c`Ts1jO zNlM4)gQVwnbL{CbdfjukzwNiINs#+6QL*;Sz!*(8sG@{Z(#gj)Q-)_~5QKo_Q_jgr z=rkPwWt!0RM$%i?%AcFue{1*M6#w7X^)_p-BV-^;p)bi=AU{=7QEuH&Yv&(%IjAE0+GKH`h=x&@^j*PCHa_M zSO^jx6MU23ww#dj^U|&!^<8d4U&uyxIsj{yK?dvS6*o00}}!fT&yz zApkj!{{4(&PZ1-Uf?!&p4-h(yAmzUgGX|!b_H3G!dymm=_}HOWb)I)xmb+=%rwTPq zRg*}-HurJ-x@W7vj?ss}cNu%uj9$jFuH$wKi?=&_x<|G@HrC!oS*^FXn+!f9?TnV) zIRwq!BMmbpP&OGONfQcdD(S}VCM{Z9Sgz6=U~MA(tw5hN(b^tyNO0!)Fu3)vf53k0 zZ}$Thrkb|feDLk8eL|$hzid2ZU6()a_DRmFBb&Bo^HbVvmG17+hqqw6B^@J4cNej$ zlxduj1s&?Z%{iICMK7iuMd}tZ4$ONEj)rD8VLmrK9zm=71;#6d#0uL<$3ll<9~e!K$*1kRHprWI?Lb61C<{ zAhesd0{A55RNwyprsCZ^A0lL(=9>3xT?U&v=KoQH4N0sfCP5|lS;AQF^MQ0o14(X| ztrK}UG*#}I%E{?|qEpj7=netp!07HYp<+!{W`uNrNvADxSMAZHadSud_HB#u(`~Hz zz*K_M{oi(lX_%O{1(CV1N8hb?V_7JsX&%YCiA*+^o-FHf(C@FK0~vkTuq8hv(=-9y zBT&{JODS^Xj~mjX6AG|`01fgQy8HQfQ9glwBoylRmP(UuRCJnv9Oy9)>E&{0Q~Ca{ zfB);xe{U1+4$ZzRJpc?yJ@w%ac>Ho-SqT*g>5(zI)4OT+ZEyRt@9MtU0X>H5G}W1l zUh%;Q0lxSmAXmuD$0P42K$6clkreL92T0H5q;!+KoCW$^W~^-FQpr>x{NpiPj$g;8 zz^B_TODqftqjLzbdY;zNd)D-Pb5rxI7F!r+RUt$SKtayN#g{?U*B|mBr=`|huG*L6 zL~A5M*zm!2sVc-OBt5zYh$$qbd(g|+1_%IE5+n08Z}tCO)ilW@OuN4lfWxA}{?FQT z_-pMZD9EACzIk5O&6K)nI!&P^mh@rAh7K{+mZrKpy<(vm8A%fon~(@)cLE!rcg>BRyuZ&vEGdiphY}9$$GaL$&3t^b?hBwmgTldpbsk+>t-u| z$O;mwQWcU&(#_$2y?_Lwf^<>=2-s)>2>5s&SrEv};@~8&*yyGD;sPYk4yTL|kA{H% z;HNE+?xdSir>a8l%l?OEldZ$|Ap6-HR{h`IHo{_IG-(LdGji0^wfn&dc#zt-}G^Nq7TFKJA6eKZ-B(D4Lz1L%Ih`?s{y7D)Vl4 zuix0;2+TxFE5+&M)yFmiA@4o@^0uW|&pv@%9MAp^HvmjSfzv!sfCy=tNCHip&>$q6 zOMQp$i2_oGdOIr7Y5SUV+H-T5;pP-jcGK>lmfxuDmu+`FfZZLbspjoLb6FkjK@GoYW;X zLC?*|4m5}+fsD~j)@5%+br|jY=RPsp_;Yjozs+dOvEWDW4Y8X~RG~!u?*x)0(^TKK z=>NAZ`oFoc0})QdSEBkEhHe4*;tBMphiYHUA8G|J7*09Tzw1@bj@7f3iZ>bgt8ebI zPx7KvE^L^Sw>0NPK_*`bzz3-R^LJCk<+3Y^m?`3<(gx$LkHqM!KO|P=Sym)ipIu zC6uC&(dljz6^JF!-RaTfE1;c&;8))eXIHHx^610tc_A)$jQhveLey3oNre2@m8@UjM1d$ zskT1wP5JY!=Bc2Cj*6bOsFHv$Xg1_UMDcucoXCgsl>mtEcho*T-kwMBa^AbIEDz+; zuD29HpEg9=6SakXuqI77EbKBIZtq0pVTPUcI(fe2vWvGbGw z350}PHn5j)gV>6VUwf8Ma{1-*(+T9AK#VaYq|kzJKnsu%QKxAV3eg6ERJtwD z0DpgrgAD)6gNw`TIPF zYIrRoa-N+2?fsc&AkQQoXPl{X;CMaC+9Qs!4N2H*{BQ61zKy5Ygjvg)9_fanR0tu@ zm|mzL1blsHm;|8+BO~dyHX+&G0%||d&DsI!Va|*fNFb=igd_nxaGVE4BBUS2@(SuJ z-NOX(oH?%gYsqzzT9-Oz;{HL=MZL2 z2;`?upgVa9UPA#moI?uki2@{CBL#sVlB3yP4djO#0KWKY`U>WF_EXeE5J-AG_|312 z%ck@mH@kHA=FjMEnh8SDDX20cJ~FY*W!`e%VbAbR-al+VbeelgAOw11A^@Tg(;?6h zHWEbZxZT2%#6TseFad~w7R82v(UB+>pnx9TG!i5fR28AS1M9kS*rM{+f>65s@6(&m z-4KY@Za0faCnP{A)1(F<1gWVC5)+aP4&+GeSb-z0dzu)r5>-Tg3H({VGXX+2@Gla& zJ6T8fUhwlj|JslC{nzFkb-Ot%?Qgv<8BIdLBti%JgDSoOMz0;xRkh7{`~5!ppOtO` zrQ5B_Gqrv%wF^X%3-d(-0g+47zr;{5$nkwiffz2y3=Oj3WpgCK%Zz%?xgqm%RVa{m zIszp>CN4TPo(qtd&T1Y#dqr|Is588kFZ}g}w!b6U&f|LxpiB@#XARwB8f$v$aW|ID zsAk?}oyVa#OidIe3JQX381fn)w?LpSqL)fSj*G-sR7g{k07*j9IZ`w$0v$*T0-O#U zuZPk8qmgK0@n4cOAgG|gWRge;QB)_asmOzpDxgpSJLO-LKz9;=Dm(xP0U_ta>MBSe z3|c`@P$a-neP0LygzhM4*w8@zNS9}R$U#`;8A3RD{Cmn(AxCn&=0H+M6YYIj(W@p= ztP>MfaILJ~dcLy&(YNz@NmP7jb=K3x_9d8tpsy0#=e90)XC zygPS(Vq}<~rZvtFF9_t#`y$E5PKr%<1E-pV?j-pb5Br>)`*SklSAc$n4U%6C0Ix&9 z0K{un|L5HTAt1-+*U%$N)^#28T`%)G&C6!zxXo#u=9_uOSuG((NPq?d9ECSeWCGB~ zV$gTmCMN)z5CVEtjW1$I5)Pyr@!?pb1f!B4yT+V^rZa>j0TfgV1QJM0kd#uMhQflS zfCM-emLw#BC{Yfm-JRr_Gjqa&r{f{P(@_r|I6j+M=M?8j-YF?e!httDUO*F$@YQ=T zbRTUDK2j*Al zqR}8S@S)%$17} z9JKzM%jdrAzfFs~y`K@+>)PD{N&*2S5Fr>LPa3r7s}cgC&%fcRa@y_o!T&x1*nDI) z9TE>vs(Ai@i7AVx5j=?{RP>h+|ET{QOVA`QnXA(v7ekO=9zmSn8nT29-`z)XDFl+U zM?gO4SWj}vDFp8)A+JpyPRI*O8Na5O4ymM}R67ss1)QvtHMJI5N zkKc^~6n#VJe8G_VqzdrpJuD*-B82NEXFGQVd~3N{uqr?YwUEhavZ~j;z0b1wdhUJw z|L^~{nO@(&-`(DgUelw~>3;nCGoTP47zHtGc1y6F)g8rmKFl=}k;nX$cvAN)g${Z=Q z63<2dxeC$LBN9e}ARt5t0&?Z#XpDsKmy~}L z$T>~V7hY%(SaXKri!Z+T;-%Tz8NKwfjzw##TGrjNtT)p#f1Bo;-8QXiKGYiOzX!WW-~;U7ev?j5Q}eZt8AMmyGI9b>7rM(ysVy}ifHxA|t8nP-_x zq2z#oosNJX?0yYIUsnZ8JnlD8-!Cjo@`CxsNxO^snhBX9oM1#=Mb6D+OU{{WBq;bO z2}}Sax#Ve3edVRSApxUjE7*Co!S}7tBvE-ELdf%4LeDsRSS1ihvW}s-pCP^H`|aM| z|Mp-1`k(*(-+$fSeJ2Kzq?>?Z&UUZ40SE+xXPx>~C^q_s1;QN?%H7R2?d#j_+cZrA z2pE-gnt-Ge&uteKnzz-c!+>(cs`s-uk;uUMlJKa zu36UIdb9g>b2CqwYKIjSB|&o%u7-PJ#A~SgB>7p-5F&nR8O*1D10`f6PlI+1Vv!Z}U^ z2p?_3<`1mi`nP$*^;80MxyD^du4w35M^troRy4O8_?gjtm^?sH6De%XY4xSHjQ$m=n376C%8 z^n{+1Q>`Zx|B_^k?u@m^*xbl(mU)`D+s!;pyQ-;*Qc`HhqapHXu#vy8Fp{?pCG7x6 zAU>^Y7u3s|NWOj&i2C?GvBlSia39=`M+A8MK6+{8Pm&itEN|Ow5Xi%yAO)BIe*x4t zs}Mp+=muy;C!Nt_9lekBzi*14&C`GTzP(%T?$&iAB!LMUvD9KCVA9VlM++#(r3g)u zE^EHo*Z%+5SO4dlxu;5xgMLk@V8AnGw@usPOA0rCP~;{5q3K6Hq2ib8-TO&+j6q*# zO)k%qlO=~7r*L&TIqYx3%okUP@?qqfMOj~bp%6$qz4U#Ra#@zmBy|71%)8x9P1DWI zTs4&w78_B^5>Mt`pGtz?EUWOEOGamGG4pAHH^F~=sS-cI5(=Ns@Kvxgx|<#WI_tXL zZMvUzx!d@@=k|74_M4V5Mj8rGL7@kc3z9Hk*_1mT5#C@?xhT$(PsD zFSBqMVz_2rPDzCT!HmHeL&v<05Z-gQEb}ytv72_^_ID=Bs(_^+1?VFgVu;E;2F&sN zkVJiAM~biXoR$N6sRHo(lYx*VA740BFXr8?Cb{6N4dJ6WQG&m}XW)fC(c}r$l7Eqq zPWRZp##px5z02)Z>tB{b+`rwuuljcbs1zdNTP!UCNB~dL(H|w`Kuz3z5E>x*!NS1+3K=eMYY6LK7NOF}Z%wUf06i{IwC z$Cz$ z%1Sjai+?VgK_Mc~;cI+WC6E3=e*7Iy5+EHFAHF=btPm}AjCCw~)@3Z~-MV-4zrEdj z{kJXafn^!%AUW>d?oi_KFZ8wj+6umZ(K|^96T9Dbf9#9@H#bSIy^>gyRX!ZUCqx3J zs6oynZC^l^BN{G2AOxs)myq7CF#Oy47v;3|(GQ$MT-U1wQBM;9c`bQ=C(z{<6LM7@ zz)3#vY1McC-Xu@%DIdAs<;(x)vaxLxFxTTH>gzV0~sR;@Vzs}n3iRo_w1ae zdAGwGm;g0S1{DfJND}0D$bS$Ym!yRNuaPJs2KkbqX0q_#ZfbxqF zLQa&yK9LleL_lAA`Kc#*i^Z1{07)PT5!D#WszQuOFYCCw-8BB|a6~NV>rfK=(?Xo2&j-GMBUxYzy1E(Znsl9kQ5eFl{_GV2n2#c z@dT=v{w`{YJ} z{HG~z=`bi7nqD2e*XA^%Bz{&kZRMDoo3R36bUIp?V&5JDnyAm9O@yOGp? zW7)BeP3XTx{Ch|LKexW#9tY*m?LqmobPot5X&T6@`&9cCXS0ytn@sUXLMWpoRPA>2 z-tPZqcY_XyPBoQfNfHr_KoIahq>wX+Dn94jtzM*>8AS015_Jgp>`_5pex85I6fVqnd!_0({}gu^l$T7hhZjIrG<$P7FPUYgy~M+^%<9k3b!~LigOv zyWPCq%REmLr9v_Wga84M06D%;`Am$c&-(7)<1cDA_vMbak=JdMjRy15VzsaNRSg27 zz?ochnhK}TV~p-bKtdlv|K)D^e*69Yw%*@;P-D4SRO;cf&^SrxRzunwy(xBb68@t`ylO;5xB0O{s&4UPEfB^WU z#M|@d;5W;Qn*?6PxeJj0sPeFSp^=;<;UaW%g5>ly`^*CO=@8=oe&^(0`#9oJ!qt-G z7h5Wo3lhV{$n_Ru>R3KKLe?JLf~AGoxmMyB--R$PwG+EQr&Y?k*5X3x+_Qmrb zCVkJ@KbKfKPXef)pNOS{;0vOcpE532{n#V@^h|k!MmOo@ zZj1Qu?rzt$*Rg4S{=I4ZZ*P`B-3@G|} zjud(Ac`b@u5Y0y~Ud$KDZUXS-0`#FIKwj!`kc~d?tN4Jx<51?D`X_*A{f%GIqWXn= zagP^DJv_Z11R;>7AavG+9QuS8%Xzxn&C|`dS2>3&2@v#*BreYfP)XkJS-Bx3d3{wP z$~x_K!BjW=J3jypu*2uhx~XPU57ta|NlRCxUPNeE8-$qSq&@W8d(+BxK!4aqE8uR zZ}*A_*@}pZgexH{``UXIQPM@d zD3wd|&cf+5iJ_qdhpsGpQx@m_7{@-E(<>IwWAcoK|h+*2n0z}%z4sUUs{ zpV`pMm;b|)l~EOGUdO{Hi&ayum7w7Hp*1L{9ve$~M#l-uzZ@ojE<)(<%!XNOV)723 zGeg7ax4zt)+-6^5Q{qNr7CSx9f?vxCo`w;9#VRkk<1+8GfB z@YuiH?_OQ@ZRs9qsk^FAhN9#m;%#(`>p%BQtT*)qM+Zi^P8F?IzNn|X@|}27dKs^Q zc+V9w^OUvb&miGW?cw5q`hLZ^bDj5%Qb>f}M-8zeRS5w+M*Trw@5{{DCB9MH^eRVY z-q9N^i|l{>-s8i9M)x+iq1!*AI=~&wu$iJuV65Zpwu)&8m|q%`-Y?eM5?&wRTkB`0 z_SVXB06*i`MawAEQ_cA~J*i)4V&G}k+`jUj;Z)KS|vOk9yU*7Xavv) zBoS|&Vx$`Wz5S5s^VRxvFqvs@@7(*H_1;}gegTO7ralJ9I=E!Ni+om`RyHtECI~ z^ijHa9-1tmwiKH9NBZH`1DUH57I%zgGDEZjhDh@gyM}pQO$`cOsyt0zx9HG@B0`Px zA>^An>z8DHEiV_EcGZbV!`%8sQF*UZShm6OaXGAeba4t_9$Z%Ee+47E>)w*CewlDm zCs%X!u@#*mY>_lMpR?b!`ax?+^+$P{0;Nf*ETR{CG1E5=NTjL zL!UyoJ8VW7w@>Nr?jym|iIC{siu+9rwPrc^cjwc#(jPDbPrfEH8yFkI^=Y&5^^Sa> zRW{dEswg!v>#JT$_s#+uSNAIY@uEMvz)T_VdHNGNl^=W;QI{?)U#EtM{q5+ZvaXK! z4QbIZ6A_YAKISz(!ng@F{gT(G;Los|=KL+mG!?A-^%;H1u=v-z*o@2lS}d7|yV+3&AAjN4$Zh!jBulU{m9FSg_YdA$4K0T_ zw=9w7LZ)^9xUL8@*fiud`+yvz_5X#(&%b0Y3ksK9W@sPRyws%dB)3^Bfn{fEAM6+} z)8MxYQJdlWJu@j|)=?wfWAfvp`A7g2ZkKJ`WMBHv2YJOjd|lSC9(`S#vD03q)H^se z-3K&cj3y!7to{GabFjUH<03lKmU|e&rO^o`LmfJMmyOYZVwP0lD84kNG;ouy>znG> zzo`kMRqILtN^l>34Ep^p8pIfPZPB2*q0|@@f@J%S@&A<8w-Q_>Rd<)*aRsCm0fwT4 zd@5%I;P92>Pz2pSeXZNzOEj!4Aaz-k@zh_Qje{lOyTJiYsqS-cRz}||v$^f^FD27@ z1~P$w5nP_}li{{Rt{ACVCgCB{FQbQ)9WgxZseQ=UY4BB$4(1_;fiw z(vZxqkX>SYK|Y|xz=l@;<#VCBzehiMOS0bSV^6h*LjFCHNCiHm|AGDdz8u(&>?H8# zB$h@$w%$1ZMuDo;iwB*ZGziR8e17J)Uh3to{4pMy?n9JhlO8*QhEGRkK*tfgg)6PR6v?`yX*SI zcrP|q=k>_P?GkwzTDOPKiY}pp?j)wG*=(72O1_U8&K!5l6h6LWIA|o{OHwDT8RgN@ zbFe({OfaI3=jws{WqCi*LKye)B5^vjuY43s#0QYMr-dL{ji@mdzvKh{vSIK zWz|z4tw{^^QBUxHe=w}V0HQN-LlNQhGZj#uRk-Zb=oO-J>T(3KPG^KW+rdv*2O9PA%aR;!JftVVcQhbFIf~6zKE*k zS6=j0)t2(^xoY$S8LRtxgd;1Z6$8>kXqF&|LU{dUizK~(ZPRxhJuL*hzWAuYw7c~6 ziPN*^x_2Bs!dp3Ll5Pp+$9_5{VMqMGUt%(MZvQ~5bY7F^PsJ`h-^1-jRNuB#I*DsK zGUDmdx0vKh`UYl1Mm#UPCtqJ@{+e0vNuRf-Ao4M1$ZzLlvlm42?P1n)_5De7LHy18 znSG!6Gk4Bh{hPHcCgbnbiM?u~7WOs;n+V=G8Y&|5>sw<_M=Wd(Idb36L@9`WrrTzD z6x5M-M&Y&Ipz|9&TIQ}2D#d5}1S+erS=4kv{Z`{tBdB!eJ#H0nyrhZ8p5^CS)x(YR zApeI+DIqTC`+}E}YUC2(!qSzJ%f-9AgvMyk3<<7%tBOs?bdO|`%5>pkaihk1nF(c| zHa#1ke7jZ7-DhUJ==ZIGul=+n)q{a3&!tlITEvux_)RrBjY5%J5MT$Y>J+aYo* zZ&u49Uiv9Ym)w+vM4J*J8f28uDuq{_HCsg%rS^yYx2dhI#AcYx8CyYP)a_ko7z8qC zDqKG-y;e!?RU|q4QwICIybn&t8J4QQQhW~ri`6oge5-BC&!!q}*G>k!6u9(4D}QLR zvc83b>1Rh(3Vm3z4wSsT(*Pp+(JkX^>LKTalmUTYVnufZSU5YR8=`vHPY2V6ns$Yc zEG4TCoUQ-mXdvZZ(LYgb_%F3rfurxK>x0Mxi=PTZn^(?hx3B0lT#*yo%gh8$*jbN? zy6{J(*>~y#7a4eIZT8=SKNL2r$a#4X6{s*2v&0kJ7U={-o}<5bSw!Hgg9J z3(t3lOW;j#C}J;rqMXa3Z?15|%6JhtGSe;JyzxvFuQq!k^LJ0GdHUHy!jd&kJ=^^L z{KVnDk%dPuul}b71T!4(`}FLo>!Ax>oJ_-mAayfe5&Zhe&cJ!CfQVPXxqHLK92}9J z5DixD=j&KjG`obaQZ|S3m2+4+fbkbrJ_7`O}waMKS_FY@-?0 zOFjd>0>ub7cwX?ctaS!myX3n+*RbT`{K4Nl z%u#01qn1BdcOrnPCmc=l5Y=%zv$u*tU0yaT8{90$9F4E<+!uvIiB+;_`gyt7F|Sjh1Xb;gz_a@Y)jpGv%`acG=Wg_o-fVrAX5)S~Bdf2f2Is{C z9wVss6`33Z8hbi6T9A<6C1@U{L4<>d=V)VqP|t+xzoq6Uqis%&-q zlNS?2Iz`3qluH*>ud*yyfRrtt+?{2+1OjUV^kkS`Y#}#wSJ9>hOjg zYMC87s_@(njOtWpZ<<=q-7>!*s6jJJ(3Hemcmq-YW*fpX7(PI=;&vT6fJ@X9D(hw0 zcP%sjwd`Vz4{JsP8k`z2I&$AV9HbY9sOj1=?BPon#0HY*YK~AmZnv6v(3-A!A=cHW zbs|JG@GmJqZaFeGsH*j9r22oNhzJ{(PXgF4?u>)KHgp(CXdM}`<%)S2aTea@RO{ojD2+#%TThP_Cc^@{hp*4i$u_RkVb9*K1WL2QRYqEMK;r27 zqs@RXzSEqy7|u_TUyaVx)HrMdhRUwxgUN`H{q_bc6kba2vmqT^>*7GIt73m|#gi2) z%+j|{wAW%qw0g(*!rjLO+@dA&->fJKO~Aou@oyg_8G9N1?2*87-{I#tyJ1|FIP|Xp zfCQ?f;9#-4vaC<>F&)_`^hVNQ8* z)#jkZR&g1xVqnVDg`Tyu?n*W3<#(L3(Ewf`ptiS$3vVK{|GKX# z^5KI741p7%^9tSId5F!7x|Gl1N2Ljg__JZi$4`-tWbY)(wv$!5`f%U|o zvj&vv;8|45^8*|Qv_-Kapf;ZIO-Jvo`*IzM;qLXZqaS1>d#O?8WX*25w=_ilYk;ya z2D6gInF5D^;J0k3B?5*oPUIQgVn>{0Mg zu^}>CQU2!7G<`oSaU=XiMNj3BR~1V+mOJsRXs5=_rN`@MeWMY`n97HX2baeG^SwM% z&)EznMDI8^SYP@2zp_Zo$tT{ zvr#7Z)WoLLI<@=JY8Ny!FQbM;4IKBjwe!4}X}Iwj)=bn->xE$THpQ7GXxHq3?%{I2 zNabVN*%%t*;J1uS7Ps~kI~YeR3AB9(pXnK&d^Gy~91Y{J{f23H4}^nr?l~Vls+<9e z5s|OpELBGoslF9K=LvyBJOEiqsB9${3tv2n2rx!VIy+(L@tlt=?p=RdW3X8pb?+%; znKY_i+AUXeaAsCuJvWpwIZPJ4XWcaK5X^5QI*e-t* zQC}$aw#}|#K(4n5H=fAPAD)Ao_OYIudIO0-d2TGTBQqZhrx*P-a_ z?{Wn`CwFZOEO^DEvFdxJh@!-HV2Tig4y{_{?k)d$%vp(Qr(LmmYYU>QwX7X&t5*{z zP3+iNyf>!lukCr@uj#XD4}%)`v)|zcsbTBapTSip^Aas424dHvEwaJTkZN!8WBAr# z{N08tNq-jvz8pN0SQnAL#qfRf24U*8?bW|5RGdwSvz@!`uBiSgL^ChrU27|E>G}EU zxCAhQH#@1T%^dB z)H-&;uc#UT@~s*-ZlOT8KCcBxXG`Sm6UOoawH24P}6J}9$} z18c&UZ!8gyj$h6){XP9ya&@-;&4_?|Me%!kC~E74%YxOGPk+ueAx`8gTVpYadr#1f zVird5e}C!gL|9oOim$gOO@0QUHnNt4>5~U^vR?4o*EyHV$o)hm+C1)nlDO%^@!e+btTn1au@7@;m&2nl#dkBMhmr z?o#2LL?2o{a#vDb6DC3~o;B$zv3wSTCyFNz}YKx*y>@rUQ*gz+QnaV@;uh8(gBV zAQhlX599CgLJt`CZx!@VXK(K_eTWHJ?1)|+atMhhhyE9&wsBjr3YU;E=E&# z*G)!VunEKGJtW|=%qSQu@toeNo0D#lj(|Nd=TU2UPI>(98iZu@;I2hxioQja@+#pz z2z~Gaa9xA$A_!r0+wc#6Vi`X@2*-car2@eWAH(nvpdY?z6OH8&$XO^d_>du zpjOXR(P2vXXz{z?>PK)id^-u04N&Pw2a3dH0+ZcXE=V4;kkZrWB=3;)b!6e;j!a)W zUK@fwe{jTJ?wm5)Yz2Ev2?IgtOMammBVHrnz3MJw!4Y*=fM%!m!=c0TgMWW?&wp>6 zr%QxnI>KXweiOCWFo(Ys#X@%*9CU6NjlJ?*socx4bFp)1LlGD2AK03HFY6mHM@Eb% zI$Pwu+rF?+*vptur?aPf83^n!l~6D}lOC40aH0Em3`G?{qR#4K*miYzOLCmfjtJ*)Wk{P`#f29>Okk6ZMW)^ zGAk2*9FAT-Ki}wJSyDXjP7LB(`ly(MG7&M7py~AVwfS-Z`~%odj|eDuVReJfoq^i) zDd@MU6`&nd+)%UafZAu`1|2M$1^tk>!vvb7Kd`>}U{8CNw=(N!&!2nj3!f5l=R(#y zu3nnOew9Ti*W!$KX9k@y1ZW{c<&lbj0hlq3srwZf2qhBYAL8wd>fCT2!A=xLb`S)P z2xkBuQX>i93BM&wPEtHKEV^m68S!>e&y`RARWUX6+p4D<-V_~tg-woRzLkVG%Y6qE z&#Rlq(*cpooWXN%(8y=;a9n;w{FGyl5jee&VJ+dElfB1}(os1lz?=*Sc~ARgZ71tT z?^wQly6Y)|9=hv?H%u(ND#H*R5MNrXWEkc=>0+d_-*`_|i3L$oaFC(H2jZ@+>7B6h zb&DP9Q@cBIm%S)_<5F^P5+l=AMru7lAy#KM@;MI#3~6=ppKw>ix3a)`t?I+qS{ldC zzDbGu{aFR2XqcUPo*h+PTnggTHRc11PxG-Hv)~}0Jq#lA761v6m1xJfOiA*<4vZC4 z0;rDG2!kiIp8e|u;K1X_PbCA)sq&1dByLZI*BXaiVOkAlezxmcd&dTNzt5K|4^JyG z01WRePXyyo6f0u@1YCnk+x*vQ1V%n2vV0Nq`v~n@-|eJzaoNm&+Jz-JXZ~Qn4-2i} z<-0+w5>fL%rc%7@zbrd}`tzY`w8xp$#<{op+0iPWCT}n4DW74%muUWWB&Z!kAE7PG zCgD_gk`2szO3eC%IWsb*gAu6c>ae#g?}4K6JB_&k)Y4ARIl@7Y7d?7oRGwI42QHCG zFOLYYm-D_%oKAO^A1JWlye?peCxldg>2oPbT$s4Ss^YPO`eSFq2JAP9ZZM)YO;jV*dtDDAh%s( zCgp=M%FiDq`&l@!UvIxnjAnNKyEXGFv6yAeQ7@=)JH6-Cmr(YNp3343&=Z+9H}~+j zC6oYJdYNcd*BxGLnxD&}^wvr;BZ&TjM~a;bO2IQQa@wvsj2u7;C%DLMOgJ(Ha{%S* zwF_1g_HvVK{_FfVOyib!=T26CHZ1K5Uj$5V<(gtqvT%Iq{o5RPG*mc-9{7})DJ8NU zCFGli3Cv#_2*`TBDJ3Ms1Gyi>w*A;`B*QgaQKBktSM>n299C>Kp3A@oC`t$Y6!`wx zVJC_m(%FdnQdkMX1Ddl5qB3}2AD@5u6Zb7&N!u)p6Vs=&>bl|6ig_pJv}eI5dlsSy zcAljZ#q^x!wh(}ihAbPy4j@EepK5H#UQNbFTMwyi+DqQ7Uy(kJb7> zXDNZeBEP4zj>}cxD~lDG6e|i)7I*Hzmvh^Ik-~&1C~yJR%k9_MBFx_T#!Nx^HTor} zq*{1q;tCGjBd6Sd_;>T{sIW0;`3bB=Ki5>fA53OLRA_!he$)YUbR-C@c(bfU(V<#O zgU()m$_^|_X47cB{pRE(CPN{5jOaG9omR&obLtZ8>rfd;sf zlux^7n4aDu2tpBN;1OnVR#!~&hu^+Pvb|OOpBR!cbSN20%$8~R>G;Hg;ojoROP;Yx zBl^!hOTWy~vC!$`)R@xPDM^y^hWSSx)t^ynDk>@g_J6_+br;fi=62_v$aCZh2&s$R z0OKJZo#q&{eu-3psWzm(>~6b?pwQyAq-}G^@e$7$pwg?mOX>eS^%l^!k!{bR8B`I( zr#Wv{tSju+7Xb5L8NlCg{!_1D4ET0N7#Y5o8YRO26DU_XVPAhiAN&f6Y6k;`e78O* zcPe4=x3iTwF$O>zeU3zmL>`*;-b)kKd?2nHZR3cTzqHL2=(TIK6KaPirytR3pC?=X z=XaNrOL%zV^r}7iXMzBoKOwdRx>xuUE;z__sfHsuceacf=a*2$KYu zbp|~!Y+%dp<|C}~4ks3;T9329`DP#BV!SYYin6axsNXI7)a7KmJ9}v|Wej4n?T619 zh;^FlG2Xy)N$&O%5O!k{dAXz#YnuqHaq=>5up$DSI1hk_3QEguZ<5@qqX{k10P59% z6SGqLi*stO>Gl@y@THyi1)`8aZoXl=_gJ-Kr_-=a9*5FALD+LW+c$&m+#O+D>%?`z;^m7wPEA>`F}R@ z{W~)Q0NqhG6a_w3d;EFg$DJKCu2t=i@>E`5LkD=rxNV3A)=HCde6Y18yZu~U_-n4o z0_HqfIA1`W4{GoWY(LMV(TWFlLWME~w^eW1T#u%M5E(kut~mrEI|JW8s~Nh0SK#+Q z*!{~7)TF)tI9aZ+QW@Jz$4H?tH;4oBpjXyu?fK6=3uKAlCpi$Hm4@+EH3JI^OKl&- zBR+gptDo0ccFi+q7`w#bNKNfm7He}5jG#AQCGtE4S^*je&Qjyv2U28!WHqlAV8#f* zbsGA|ENFl1h*XLXtQvl4s{YCmhII{`v?V4iQu!=xXBjnbBI2nCbe zNl5GZi_!3C5K`p#)37?Df;9Q%KV_@I?|I)}2H>f{Bl)-`PM2EnzgyO|w}!dj(2w4A zc}9cEl<2PQWsCy?+tdKsXb_(fB}ahYUajNtaSf@XWnod=4Yg<$9p$<>Gc)5BRq>3a z7GZYtS4tDy1Df8i6mCKfwBiicr_)!fHXt#XeDt#FlA(klf6cy{7h=m&(%kAw9i#70 z9yXrucvbHepM*f9V_1+m#kIv3rv`1me7kS+%`v9LU$V;oaDJcnZ3T8SpW(elLCN~u zO}5Y6jpeqD^*CO#id013&V`fy`Z0dB!Yg}%Mrr;x04NS%-AU-sP5dQWI>N#k>TIB- zYpm>P_%1)hj8p7czK!>-i`pFZif{qU^{hfA@~2@0dZfs5a7o|3xO)3Hu|c09A2fgF z1VPYr0(T~#;6V80pLUk@zWcR@2G>4PKl?*(GQjSxmw~1LLN#PWQlK*HWa8|NEu$cw zb?q=ddtEh0gR&k>7yR{f9~I~OQ|nC8f2EN#?%86jg-mhVL*$b^h@5*&qN%8x_(&EW zYgowfBJ>SwH&;CC4Jgrs?m6t?Kt{0mz%%UEUmRjGh0B+Z4d2wuID{R2Khqq#$p(0w z-!5djik1aMkH2BMM-TLz9`{)A=C~dqChe^s{F>x_!rx~Eo3ANV&wqL}Gh>&Mx1i4= z7<37AqG%ZNO5C$R3y5c<*4sgHnMpZv2%_1oR=(uN^CGN=SiIkUmU|2025hj;ajU0R zHM>|vbZ6@>8-C&muzgZ_;iyX{yXj8-xcJ`cv0AW!tQ82-y|6v|yl26+_|M_Bw7`F{ zR%8I*8_*E0y1g168=Yy*l>P8bNgj|F110SU=e2+m4B8hOCC*uZUoQ;lSPAc!(;p-& zMziLU%-n_G`WYT8X1P|j27DSc!%ww6=T4rF5xol4Uh?8eX>Ur^t(h{{>Mz>wH(wo> z6B=EQy39_cDyFh+opurz-na>mbkqVgI<}ngwh~uNDcw;`@Mtl<=xl_5N3frsXC38yA}r5}kAP()kb` z4|L4vz}k6+C?PE~u=}tbaHZ1uG3Yh>_PB(`+r8_<0i^BP8|3Z6ectWl#>&H6o(Hj28(03WMvZEi zk1al{aNem~+3UI!_k|jWhlE7@qCzPtCwKeUt5qs0Coe1Tdk>e!Sz8s=fBy0K7W(ml z60YUS#dwV-lMe+EplEvfP9(|W^#x>}rU-y+5x2NL566Ix6|ikF!^ygnpJefpa(BcI z96k?9xz@X1gOuc*9lvnXqIglns40r?cmpf;-UgS0k_Y~dDhSN3#L$`_n7opm>Q8Pz zd%RQ79S6J3BeZC=MSWz&E-s0Q=1H3_VIY9u_t5I$KV~8zv2VSC9Avb1Oro4rUWke# z-+<(Hx+Z$JX=@r!ppI?6ny#6M^~BnQfs={PwZ$`QxnYAW!SxQ%a&Tw;*hLGr*ol>- zhK3h+J=gv6ZTws*E_*qp&JZyKyAbnQvx+luac2K!u!530I0m5x6l*W;*j-m5l+Uy=_J8Igz7-lvzk1UcLPWK=!C<-q4yopXkU1_PxD z5_GxEH>q^$;?a`#?;M71OOIL_6^rjALKLrm=elZdi@+5;9(bPQPM?28l$|1n2g*?w zl|S5o;tgoEISL{T^An+wPV*n(Xb@s0{Uw%Wz6dri>5TH0*omSOV_M8segy~8?h+Seq)X7 zNIVlOLpZYz9;-Z~*F{H51`$XA0ynJWSS~i8l-F#ROSOkyu6^f-hLQgx9$x6;W$Yb@ zsl6fVcL^xI>SoVUd%tarop9(3B|2fgkYLd%vCoEYTUL~-5#G#3Mcf!L~Y8@*9I*8O^F5g_;>BB5TrIGvELgcYI?yMpSMxNN(-z z$OOyr79-j-cnG`E<5J)9ms?u)Gw)if>6k-pgBXus#>MI>-k-_?k~RUQePvt-GS#BC zFf$_{b)UMi`B5N73^nwmSxCP?5rNm#^F*%DBH_=WZ?Yq@NH&eDjx^eqxfwwkghM>Z z?+4V!vq$$Mr5Kom5s&oB(&__hZmhZdo>*J)Uq8F{9u~rraC|)ll(6;g=3a@jt?xKM zv`K_H2|O_gWg?IP2`B#-J!SM|??l%yGQImSlu=4`MYylezr>YsdcYKcoCA_19Mny8 z6p;3t|5=EE(rXsrpx}-#Vh<`OAFv8kgW^e62Aa^tvxz11DpVz`OQl24W5%4*J4>G z3%B8E?2m5G)5jFm{&E$o_-7BjZ4ujJ^{Ydyf}hAIPW{G60!Wx0WRUgj__O&3Hh`79 zhR6w3dhK)x4idwLIb%bAD>eOar#Wldu9lZ)B-S+Dzq3WcEZQCZJbM5@01(m5TgclU zw;=kG5%B%h@bz2KfXcrTYu{TqCkS~fW-&K8)4EqB2N>hO-*mv5QkxhajPJe?50|sk zruG&>=fpm=N{~*hvxG>>Ac%bKRc%h8iqK|s5g`VRB_x|E8)6?%Pazk+4+lV4<5A!?f48q$3lL}H~U9hK8s-}p`3 zc!~<%JgKht8Kd_NyRs7vKq_AV7$zX_pfrI#7}u`^IQ;9m27{_qmM_?W-RyvBdrpQ~HY2dg7n_1O&E_j6GaRBp z#Jg=Y6!G5Mq`KSUo9t`3^!C-MU1}wIB}@Q#r7S_|z%Fplyn6i;jo!|?@F^~+m14uo zmVi=?=YToIg~R_MFg-hC6zA%?G1&46=-AO=y=v5%+(4^jU}z&wW#AMOV2Rp__!4m= zdUS?Iwc^rofH|!+;C`FMf4pgOW(c-hdU0MQJE3nsbt#T4YqVr? zzD|Z2b~{l~h%?l%{wZICgw%wOXvWyPBK-szVl;gM_ey2rdnP=9%jJs zYU}w_nxS-Rh#xywJo*W!E4qomagF8FF4-p%iv3`lXKxkNrC<6QW+ZGUaiS$WA1pea zT5tjRzgxvY5v0fx8i`j-24TRxo5?7rd>s)wiUb}_A$9*~mWS@A_61jB71rfy))RXw zswQes4j?q0+PIHe&-izn(fkG$81DV z+!63>((RP*Yn9Ynl0}^w+%f3uE7clab#rEw{+-NAC|UokMn6D|yyz&NM*u1{#2X{} z?~4P9OJ>PTA5050d5I()OPXtzHy#9iZ-Ic= z*Au6j)r$8NeDjNUZ$Z-!(U%&H-23nv%W{ydE$8*bc0GF(o*c&N-bN*0PBiE*;pBG= zg>QfX<-CGcqy|>p6B*I1WK8qQ1i(IK7EJ#^M?tmDutoNluBXZ>)0%K10gx5K0F-Z| zgidpv)0}UiPU}l!!;W4Wou`rUwF-DvP);!U0=~0Fa^4h+cRXl+zdEVp#k>Qn&oRiu z+m&hHAS);cY&tiUaLPMisR)+FwF9_2F#P@#$kEcz@PLXsTG-NvZ zSK2|GqH;yo&GIBFn8LB1CE{or)oN7re; zP986CCL>*LdIeU0uKC+1#6Y&92hDRkPko8W*-q<)4PKvD;Q|F0gug%!?3SjwJ~Q}` zcQqV@;Le-@7y)5vTt?M(7M9rljNmv$06xguZY2qdJ5j`giH0CF!1oXg7DCCzE!+WJ zvYRK7o?3!{v{^gg5WigwgVihyE@-V)NpA#R0%98iX#nRcx>!l|U-&?`ZhkS4Sd+Yi zf*QfOxc=rQo@yxa&TNsNqSzY}JNUZ}CN{-3${}z766oYxoA!@5%0|Vh^%Ih z^#H(fLC*;wGTtjEeSSk_Ue!xLROO&>YP;|@Py!_P0;NepVj%L2rpbc7;IQn293mng z1LDM+#6e}no8Us=dT}usPl@Lsv{|x_s_E>#33v9`w2vT*Y^VGUyMK+6eZBx0H6LZ> zk)uA_S@dX4n0pIPKmnMly0LE4n!8|Jv9-*(kqanPHpEx+?I{RLo27Q+iPRVhXOBl^ zt=eC6wXpVAfILSr;(G7iyy3jF^=7@abLLBbH5dOv@{(w0Imd37_8N)!KF9F4054ONk-{=9JLr2LGQHQJcHg-69p`THlpL{wyFo2}0TLH;WWp@fegl|uRIPuMuMtogN zxUV)Y;YY?J_7A3SF304_9T;ucnjO}blF{k#N4}b2Jfe1}d16eyeyf4*pYHLNPnw{m zbUGSvXF+dR27d}^0dM0&y= zdclBPDGa(qC_1V(4$4I&+_)4*pDJJR6bd!>_0128OZlnc5IHy^e{M9uV&?P1rD3FR zmHO+*w0M}rO@o7xxw;uHKgv*W0G6eeRN8>f@$c^zm3Wi5izp(1v5lP^TE>B<4cA$0 z;L6*6+G7fa+o;V}%G`TlbcUdfCT#VOEP2a5b!%GW^82LKgl2Pk3B>gPXtK*7bAIm> z6BKq`^!)2+?iz((HH5#xNI(!5j9$&+j7D4~JZM5Bk-np+-KwWCASg}=ZQyi~U6u|{ zLMn<9!5UaV>?H@FnJrGk<(W}iXaU6tM*k!*4Tj&IvY=vBiOgcZj%e?NvQX&KH4A`w z-cttv_hPAg#BeU=Lm}fsE}aD>8oxEjR!0ON?UDzixqdv57yjLN`2DRx>6j=M>wKJk zxEkJ}({@a{))n|WUD!cZkbId>FFThG`0#R>uNTnH1#~VdNpJw#dSKF{c~OE1Ee?u% z`(20GcPIh`Md6XYWuzK4#zv-*(SyIO$1ZJ+Wd$8p#{Rc(EMIng-yJ*%8o`r0^P=Wv z;(?RIXaeRy&29WRA=$6v?)HA};Z7I7{W*)O;bu?2>Z`rkN9{9!6~~2YpX66rOiKDb%xw`8jgKo_kw*!n826IQ985gW46yqGOiTH8Gj@BGGl9 zL2pH+o{Vux29FjUyG0YmoAc(S{heR`76wJASRDk88YZuQs^xyEBM_Zc1uFhFVHWFi zI&)Sz6nG~Y`VqhbZD67D-R}ckdId>jA&Djq0*Lq?i^7VRlyHs}N@7Xk-?y9ZihBiW zgg}L39%$8`|+eZ#C&lXtODRVnLAuNZm%{jNhA_ZvaklFGBt$PeM+XG!jcFKveG)y>_6 zBIuEDqHxK*aAqJmD_J%XDxvq$kaG~%{u+bLNo7R>!{TG+AMz1xHom4L3>=^Df<=3+ zj?@cp{_RtK$GG!3p2DMOQ)%f$>;;DJUWS6@KgY>D5AfP;1ej3U%)!3@f{tefRJ#J{ zdmY7P@hU3gjVZy=yDO8Tx=B~j85~j|VfkdU#~Kz!!XL>Gwc8aXFNGlKobV(G{M8#5 z33kMH0%C+LvH8L`bw3+k9Mw$i1z7JbT5Dju0gRO-z)=?|8eqJoIHY**7n(elsk)U-u-mN}mrJ7Wp?@QMsJ3Xtj_WjNM zZ7vEj>8SPS3?A$D3Pj-rn7;-55I=)>Rk0db812roY;SELKvdwSfy#AKMu!muXZUu? z<{0fbblJnnBouzGnZR&UXo;G3{rtO9w~?WAi_+3>;l-cKJ4Sn3CAHEVXRH1PgJB&` zXh!W`>uzA}nkC?z27-}M#hfS*xtEb6MUI8#ph!LF0nu+JFkH{B^ftn`8 zLg>LeW!N+e^2-UBJX!QZhx;vNd?m^vHx&mI`Uj{4)bCHtpXMVmXf$AMT;K3Cm=E7D z8vV1fTlE*iV?ntA2^q_VG*+Z?+K;4|=@fb57r1KW22aMI5p#cvp-xGWGRVWgLg z2~EJbIo-yh$p91v#b|s_Hhj0EjOD}|WN_mrRmZBReJw-)=l$)eoJI8U9TwPbL;s2J z)K7Hgy+n?&@aB*7$M@#3r;AXc+wEAnx~vosV&`5BQY&P4R`(Ib|LNzLH%(wXo{=h# zoXyu#(jkoK!4vDZT9F0-9aK*kt1pP}e;vWuJrDv-Fr&kW5QZ0hdAIGE%s`4}W0w!H zHC#4C&E$7jq*$hmY@`0(-pt*-LtXe7EQGq9$6n3@Kcwa#&$n>JNEMzu{JrF1=?dV? zCLgPv1=<6OxM1IJ>anMGg}ik`8wCqb))>x1sZ+1j52qaV!%L70MKbvK+>W6^=ND0k!x@&oM0B^Embj0CxO5K+ybcZcaGQ4E9=+zyv zEEs}ssve?@!5D{CqQT0=0_hrZpIO(+-q#hV2 zTkE#X#XZ`#zb)OfN!1bKGI&ip{}Uac(_k>6$FLf_p^hSd3T6&9K6e8BN@#6>lCg5B_dmF^UqwOx@n|Ul( zxzXgJGah7@5l5lm3Ei9fqk&S!jrHMk+?=4wrt$h7N9Z}#y@V^__TP_BTMub>0CcJA{9ycj^ZyPx4nBx z)dTb1HJ&YVJz()Qb~?b!2A>XB)o*r|y}1sFOZ$z2QKU$u{}Y$JIZGrVF(6dQ6*xW) z#2S){)mZ*TE|SpGq(SEk%Ds7>FFVNLpp&NAJC)ol--?Xh4!!GJ#MJLQl6dK8wsc9( z)qL;ukUDRY1#e(fZdlgj>AQ%!ZrpDC&fVu~7x=g#Nsl4(t7bk zwXQUbW;(AO&7@iS`1rsFEj0^-P_jV8mCLAzdXGE_;`dIYkjL!wIJ%GK&w0e~5BpHG zI5H4D-}`v@nSCF9on1Q$ep}6Yuh#AEUi(PP)_x#kO^zSGEU+7YHC@vdIoKOla=>2% z1|z}q+{fdE%KMI@KytW33I)kMrEvqdqXvqzDf9R@!c6bXJ{C|J9v&VedPfne2xwT? zmns>umYMM^{Q~6pf)yfJ2}p4m%7U*$2@6J{@BCD{*N<+JFMj(~MXF04UR@8Gr?Sn` z++?LQB)1iS=Zg-=o!kvqba`AXc1tZYptNm#JcnUW81%3FVRD+lVStky`J{k)^vv2+ zelL_j{st&30}F`nV2&M9M=&E}I5iOMRgN8c2|q%x2H>p#LXiUiO{cfW7bj_bxzH5t zSMcdzZ?B#L!`vE!nQdSP9)SVON^Hc9#e_P8Ggj$zqs`m?6KBIv)V30T<>t>#QuC|R zeO2zo`!qnJc;Z1bxI zmdjB^k8{RUR!02VtHR={!24C*^d&F+M=DvqppjRB>-!`=RBhYW$m+|%3E|;P^nPB^ z*FQ{yeP=T>sD2y!Y*SX4gfcsv@1?{&^z|7&8YhSuRN@=ksYMJN<>MmDzaMbNc#_0M zzJf+vGpRowG6_8CDz_^RR<+|LW2&Y7?bt=dh!jtTi<^pzlU3)JNk)Oc%lpbS>sJPM z3@S=B7I^Nu{zvyM&Eqp2ZcHr*oz}F-J#wH2NDM?y3nG8)U39xDt^MWKGnY@4pyS8? z1H3>(zp(8iy`ZZR!{!zS69Pb7Y`5IK?9cb`kOlyx{9*-wloMhAGo(rsfC$n_0B|~0 z6M{kvMGy!8LSUt;gKa=nDVqv_u#}YiVn7T4)NAgXFWymulqZd#S>>AvAZ~9P<+U~p z0HN-0_1F9kxkI_R^MMr|^OM1&3(&(P0AO+h)gQ8bRROlQraIeRb&np7E&y{_HV+RE zPwQHF#kCp2)CvfI=Bel`RRsu89aX1hppIm#PzfVs0tN-_Z`M>*r{EN@_P|#pmPyiIvi?alwP!U6zPAaehPEm!5flx7}0ANH$2CAR} zPzp_$Uz9;rVH*?x1je?i^1Mw|UMUgSbCGE2X0!UY-}I{Tvpg@)nwe3#DkUHD(%^68 z)66IUG%u>#HK>o!4Y~>C^0vS|&j`qvm+jRRIOjIAGW(PE0mu{DfB{q0mBGj9=^zb`r&`@AN=Qk??3!I|Nbv|oB!MY>yZF_ zmF)R#eggpvDNi{Btr}LHa@v}ephF-a1cF9+-j*|4QX!yD7_kWuz(7Tn0l+{gKuF!B zcS%510R-ad?1Ox{uipn?3>yM~0+5nV*Qa(1-PHD$pIEOt#eo3;y{`|_+}vP(77)O0 zH&GDDhwLA?5!kLy6okS6kbkx|_PWLBJ@fVbhBW|RuoKy4`{1PBHZLeJI0DvaTwtI1 zJ9~)#(SPvY|4;tQfAH7g;r<0ep&1P1XZ1o*n!=n^T3UdKQbx=Y2#_Sqi&FW!0UIME z096#W1qKjM2n2z;62ScMS449`K0+cWV05VuR9pzcWjGm8&E+Ahix&UCrh!BzQ=mLNP zq>mg0K<_-pan__3jWXK+umbYO2rh0Y*BmhB`wI+Z z^D&iy0NY?wz<>aNY&c+WFaXB9)5CxFFaOK`p8xV6d>aobX0CO$j3E#S>J;;nQ&&JhU%+U z6kISz0Q8Q+*$p735deCr?a!qUz_lKomx~G^pJA}=Q)0Hbyp#`h1n4Wa6MoqMj5J?u zyUnc0wtG$h@^GiUx#kZQo?5-I+oS~BOT(KpuxEGi2s00F^B<1??SJ2Y_dohx9!5xB zP=uB^5l90Jlx7G3R2*ig92K!p6<}ro+mHkROog?UVtzF*mlF&HgaV-8+O7g4Fs58F zLSAy&Qun-9ZROQwBR~N1juDt)>!nUUyPgufsn#^h79(a}_VB;@FaBr$UFF+)sJtK& zlBb30$Uq@Pv{(U5rdFt`fu=ubaHd06@xSUMad>_!9Z{4(V+rkOBUr z1R$SfuWqgN5P6j`=IedU-elD|Z3Ec$?hL1T1j}Kq~75*+3Kx07?a81kh6zfD2N*usR_1nW0$)2#}W)5Nh-rTXt3-kG!WmX&3`d z0D^f!zdIhBp#|Md)1ets%)7+=iFW<1=Juw##}c5g>e*TOGcmuA$j5 zFDd|yZj@0x{7?R)|IPnU{sA7&5imx?h>9wxfjA|olAwYuL{*GXSW4JH>l9UBF;>+{ zRkl%{(yOa2Z?BMdisNOm*Vd`@Nl*8=F7%P=>mdNSjp(;Df@ywIBR8-~%oP>bM?3Fl z%v~D-z#zoP0P+F5_Y$Bl?G&3oR?IgRaH9=ossM1o=2IOo24Y?*f$e=C=!gI5zeWGw z&O-o@B7e6N0C0{|oqQ(PX(pobD^P*Y60kVIwd3clm@qc(k|Nks;&H|%}3jhpc&~a6r z1|!hb`tU3}QUG=>B*9^1ppV z|KD?-?}`HRt8!WpqC!Ja42GgUR&O&bM`oz!?x5QwuT!D!V>8Qu-V|L%wMAy*5G=pWsjNr(1RcOzVCa(8(zg}=}%_wLbF}cD}bZD;bl2N6cDQ2Q3-&eR!M*$9qq{&DMUPbvKq&Z z0SKTboKV-AWm9Dv6c=un21F4@kIrQ5naMa6okMR4w>S0B2DtjXnlruiEQ_4frV63u zvi6%USp_>>P664jVi)W)iy|&*GB;0o%2R&g(MPuSE@W9~1#;h~Kg|_(2zLzfMp5Yr z=;{x^RR+-&CxFYy)$9r>dC9ZbyTDwsZNULvqYj`35ro1*X-OQOP*_qTF;pm{sER`W zNtGU9NK~{vQyqNhNh=TniUR5?_ajtyx4r_9Wf2_w>#Sv9!tY!#$Si4CK}ZO+oa;k} zKti@Mjd*UuCh2iD#U9^YnEuu2!~Sbmqs<+JjPAGhf%m_k-N`~YsDrn?^{rfOhj6%w z`&&7}KoCIj;51%|>f}?9^trv<4gd(M zwDm`c&{BkD6+`=300afxLfgwDOeBpQ#|Wl*U6yA0!7IAUg=YhaZ6vY+GsvVr<{NFz zX2SeG=`jOlVGW_A$wmu zH<_3SnAkm$rWFTFZOx^}MkTkmkr@a;`t5MGjxOXRbDycE8zihlu84$$$pj#w8zceh z+=|^9wEGp6S$g-o-o-h2#?zj5*N^-N=Sr}LvT28XPTVoN^BYiQDA+|J$JFw6Q2;;$ zK>|^g(*O`XP6V;~h(se1B_W6)sHFwkpJLK~rLd~7y*3~yB?@vv0C8w+O3i4rFCLDf<6TWAlmP-R zZP^M1UXG{guKzP7rcW1xoMehD*xUd`!LuqQ#z9ASl3UygVIXXhImwj9U?ZUmtG$v@ zWK%Tj9I>n*?P*LJtjazU8I}lisr1;b@xpuWHLrg4d*A-H^LW91^nnMS@r-9M8}4da zhC2q?mh@?K7;O6%H-zE}de(KWAFy{}2!Q}7y5#GKrp$56zB~dz5DNqZ(88k164jIc z34wJQv;~E-DDB5U(mfFX1jMsP&FWY`c$J=DyFD(+y1mau6gS;HU(q=%YwK|~z(F=b zoxv56kdb=e@hvTLH>_Q61skWDot6S9DfIAerI|Fw?uQ}oi}m@_N`0`WAH z2n8}@=d}>Q2S4xu&Rg1S&mk-M5~Q8K&&j{uS^1{Q8N?G@ZqI!xGq)EI1Oxyg*fbms zdYTfYrF~}{6eV@Ct56_7fKnA8oOa78b=e47p%A209i1&YeNYtz0W#qlb%dVEMWC+G zG(WT9k|bR>%%-N>6XdE;&LXnDkdvHL0*uIv-hn{35P*)IE09SXY^?rw#dr?u03-oa zHYuZDciJ~n>^LPrxbWWk*0D6v2Q zmag3*3J93QBP>urRv-eL^-ZQXppVJ+8Dtqj1X)Vm(rvpW^aOO`&28nX5M;X)$KNl4 z0cX29bHEUQEIpAoIqQ@HGL-qj4c`1(Pe~lSbt{@_Cg?>O(3Krv~JDD3rvB3`g1wF@GKQ>WOrIE$CK_KIWfr>`C zQl9oC=43At2#6vW2t)>i13bX$H$>q$Dl$S*K`bq8Dhky?kfAjF_?IaZ)9jEy*e(^2 zty6F-y=O9*h%g&p@hAag*VMTzTD(A~A9e`i+OA;XY>Ge!xB7JLtgSK4Tf6gRA;QX% zZB31u1+h3D$PTu0N}n;{H3>g>(+@)>)bvfHys4I7}Dl^8-rPv-Kse)o*WQdtK~lNCxr|^ zn5*}__r054eJy$%ngH*7$J?2)a4ZR1bJ%2k_UU;7K_pJShvBCG@XXnb19q$nU;h?g z`3C>>b-wydzHyVAw+MSH)wg<_g=v9ALA7LIB(Tz+Ac{&62_R{Q4;YQ&vGxj5Af7-` zkq}5Af`EeH5%jXo9HSsHA)8o`C~R6Fjs+RF7ZS6PyP=~urPF8lG~gWTyiB<6Wq<%K zWIDlM);&x?(qtp$NjTFrroS7mKM#|T6@HcwRuBLp0)gqTjLg*?hlk(y|NsB*{qY}f z@TppG@r&=e=bqQR<~7V)KrS)?fQX=^TkjEW1Tb83HwtBEzWfdT`OEzG{)bCyJ93ch-Hv)LbVo_ z%>qu_{RoI@dMBbXf=VxdjuqAdZoN6~Cccr%IDt&<*dYV}IY$B4KJLA3@$4>j zVJ#5=F!Q=GC?dGQzPQ$wdOd7sUaxEHjv!>^mskL@lSZM+Y`yax?_|raRlV)4Z)Fwx z=K$*MU5_DQZ3c)cU{ge7tn5vY@mZWVR8PryxnAtXzkX%k`fsU=Lu*@t!m<(YN&zku zye^#-x2Y~fh1lNY*MRhj4g~28Sg3;|4*&{?3JQU+I0fk9v1PNj@H6~Ww{#5>kVWbW z-#YY?xnCNyShf&AoYnPSWg@3NSP%&@j1rBjxBfZ1I&{rd>LZH`1J0>YQ1f}%lrugH zQ~+_x3sjt`KsL|inbx}+1VU`XrSj63zT^`h`ViZ6-^V`wg6BVpHefX9&1LX{$_1r^Q|gaTC%3Q9^#3!0kX+$g%OMXm&Q)w(roP?ZXR$W)44 z5<>c{T~~;eGEN)hmEj`KqKtCIR-$1tw?}A(UxjJ*1;BrP zjf8P~+Naj&(>*Kcy8825PS!Y&CvPJbsItxA?{_zJ7~a*;;pnfLH(}1hTYa512q95C9|yQL*1g)Mnxy2?PoR1Q3xk z2p}pWGIprI%U}9G?41RCQ|JEwKhLRqq52%!Q3FbX41zlpch};w|F9V_-?*?1cbl?Z znIMxZ(<@VU$8UbObb5y_VYpMQ&;Pk;pY(*2G)a@3CTZULEUzTga&n%N@Avr{ZCFqc z9UXo8%$bk({vRqJ+JydNV`6S@+O%PV2KDOI<8$9R2?+@R;^N`}T)A@P>eZ|K_RN_x zCr_O^e*E~p{rkT$8V?>m?A=dmA__ICd8J~EsD7drDI5${6BQYmU9Vn7Mn-secw%DW z`Sa&XOH0pRxL`7y`SFBbqew4RM$wq%e+N11(a}+j8#T($%abWh<|HM>$H!Ywr;8Ua zUcY|*;-yRcARIk<)NDR-_}5>5`02;vCr;WkAYFNf?DxAT#3Q#({c{N+)jN@*qoN8M zHptJ*rIhlck(8X25El<1R;;gUSFiFlcJ}PqQ>RazIC=8G!9(Bw@Z*uAN2{B*MZ9PU zFke=SGx6==ffE#~)$o-(ebS`$+a8Axm|i@QUnBf)&yfUZFM+nV-Ckg?q3S*cEBjBJ z0GA5olZTEU2T}pfaq+J}3cvl49=dqs!w(=l0AXdJD#8eo8RCE#Ai^R?TnDbE;>tB# zxPr5naq&8QgdB&o1k@l|b&v%o95{iKSKw=6!;lz-*hs`gATqp~=}e_p!Cjj3mvQE* zbEkz6n2~5DDF5d zN>$$H9Qp0HnX~6w{~{14FA|K2Qeu*ylQU?*fYz;A73Akv zX3E&Q?H+uOE?qiz>ZEJjxS*hbW@bw6PYC9Q>@WNF{q)mMUw-w~8*jgT zx_9mB)7qh<$Br&~@Bz33H}`uL73uZ*g1o%U%*;A<>NtA)xEo+Gg3Tr0efROd|NY6Q zpK{~akEe`@6>wwEE7HDAoA&M67IM2kKR+`g!`;(~G4|Whqx<&l`}x2B{r4w(KiIR! z)#Jb%Js@0O@2BMYfo$h!%4U$*Rq=5qlAVifk5LaJUoY4%uF0Wg6sJMhmPMXay zne2=lHk-D`7a>5MNF>K1E(+li+<*dRJ4sXg=WwOQgLCN$&XwZ$C0s76 zA_E&>>T||^b+6-{-HN<4i2V`_=k!v9SaD_3hrRTeGH3_yO^JeKpbRxrPoNeE+@o{PN4b zPe1$YuW!Ejjj==n!(C&-!LgfPW{J~!=l$}|&ta@~Cn_0Qwk*iW{dxaB+tLNe!!t6c zUOm1ah7it>NV%oW2(jG(Eh~fj=qOcJ8>?IbVfxFkAnPqp7(szZ;APuQQX*VJVbaAC z&;%sJfOwpapA-YGde?E{0)D&bX-Z6pxG<#0gZoz!flE-hOH3rV(i2g76(=v?SSiYw zs+W|QOs9-tGdufPlB1kdQM%5Ez0E(0QGgK`rEqceUK@EuTnG@eCXID>%%9({Uq7+g z?-rzL<4Jv=*#2dGii#!`Pvlmn`0ZYXJ2O0kh-*@DG2h4i+Z(Sx{oHfMPo5xzxVghB z5duF)opI8oLx&ktr?qR_HY_X*9uONF%ikle+vm^!>+7#S@$}O?Aq4(MmyR9BjTys@ zb)K{aACM3q->G8kf3#=Mu2)|9_>+J8&%6Tl@9WsU-I!6McnpLe5Ff3tf`WXm zabw5uu)teyzw`W#ojhI8fuY4z=|Db)`NRQW7NHDf_9_#J=NC{f4XXo~9|Y{Qf+sT0 zm^$U2haXmdJbRKpHFe^|h=>S3%z)$~#IGD~vBR!BVXSRCiIcJ^ql?wX3dcYX7%N-? zS@}aM?0+mA^_Hw_jG2=Zfd-eIh6`_XT>3bQb9q=f4i#fY|o96tw85x(K zOi63pu+e=B7jaYAyPw@DDJfGXO&T_I=!-ACv|-B@KZyo#Gjzh3G2Ha$c|Mv28T$0@ z&GqfK-#+!sGk^cryNdahnvbp*5XENP=usoN>7SpU2d&7dU;qEjnmJ|C#P{C+VB1qq z{j&c66fjrEc@n2?6Vq^9TsRcCHIkHQoSjd!|LJ~5-#&f01K{2{K%7*x_3P6I)g)9M zB3b}3rpl{!g5GR);uSdjR~azbTc;v3v`rfnCL`c(N;DU@DE z2p6dn37UkcaCiY)g;$^l1z;2ph4V;|6$f1`j$XodXK{%+?$)Ek(n}NSk9~!Epw7Y< zroXsf$tYi#gX$R>z=GT6&!0P&=L2Xt7ld$t>60hlGHX`-n{Gl)z_&sN^zYxhSFeA) z_wMpltA5`13!FnZ9*ncq+8Vz1&IJ?3jf;wkf^SGlO#FYdX7OYA;KL7p`o$NhQO1rM zHGS&To3gV}6EtbkWW&03-+%x8mTlX3LcBj1OCyI5ojQ3kFW{-E_0_je@1h>v-~Zsl zb(=O@D)L<(ZY3(_nPTDj)@35Zi-W*K+d;*+7cC925PUzWd#6tCe)Lgwx;ER}!!tB( z%5&Y|2_XnkO_L_oXfV19cF+SxS%wWJhdTzz>F72Db+6gkA*K{CS2zzQc!B5$6sFPX&5KgBWXD1;p3ciI3%UebzW}^v}Pe=rru}F)-p>z1L6xW&U32eU?t*VWVYL*tO z+z`qZ*1sM$jPi}u%{aE^zphckEgROiY}r!d8Bc_et{pl&c>n#)nl(dB!-F1udiCaM z`a5>+T(){8@BMv#1BpmD>Hvs~b0O zy>#U=LqHOafFi`i@e_mt;02}>7yE1a6A@R@z(6_dGYilGC2)vd)Bxy|1puFa4h2TD z861N_uMP{COi+`jM~A+MjJBU5VzxdbL-vvnKnSwxAm%&{o`WMo)Qd-2JTzZr!VNG( zMkN$Ra0tQ@k=_>Hev6YQPytb_yvpwSb`$Z4)%I7-?r8@MEI&&Xt3ch|{(Ig|!qu9AefmDK z_;)<2qotk4s{(l9&BA-{Eh{VYdJO|1#L@4)f6*dd+3X*ulkji5bZK$(%^Npwd2z>1 zfI}R2EAsvuanD_MjvP56+d~V|m?U}Y-QrEt5RhmvvRcyt!#XZmh8nXOuF$kSx(pW9 zzf)w$;PMVB@yJVtnh=o^3R97u077c+1T#2PY%E&0M*j{Vr1H{0R7;9M;AprNu@1&2 zVHIP-Mk!Bht;*llEL*mA^=e`LYe%aVE#7 zP5|#`S3G8{`-fM&OojS%?_R%tefTL1&LP@c|3t{46ED!&N^g-BBe3fRH-J)|LH?iQ z|4C12`IAs1%gD$Ovl2+%&i(X*$3v1(QzXS8Hwj8YBwJFXVj|!Ls7F4433i|qTrxq6 zLQI*8v^oG$NGvSo&@SZGB)BYCrus@@<->c0#jk@8VOA<8{zUG6;rSWUrx8NDKAWBi z*=6$h@w;Doi8u9!AH(0B;_>7EymNQ9To3js6JqcmScPWKn0e2_MKx#;ck0-2^SX8L zJtKw;`NQ_@e3%#fn4%s%cD(p}gMxf}3sZTQd45I>9W?OSr=H{o#Lw5)*wLf^wEgMK z^mKR#aowErwgce0IZZ&k{A!d^!3a@5%f!W+ae>Q=mwg65X2h^z01>J_<3^7`U_%r| z^}dHO!bONA1kn%Fb@Zz0-jZ^e?QHhzDTOnVdJd&s`hyTXs70<|fNpi=$d5>E3~XM{;o_ikMgz>u1qPVD+REV0NgMyn`FxWMHO9Xp;L*cF5*ay=;I z&jAy(Cp`gmA`v1h9&$1?L9Y-Xm#YLQml4!R|0i%kh$Gtu6$~4=uWK&5gsm+ zM1M~LQhD-Q#jJZU5>bSXNftDPTmP@^+~t)?CcQh~oRqX--P&G7 zJ>Uo;mX!^z`U8vazwefrGXiUUWn`p3wRLm5)~y0%LYM@9g!wFaBN*T_Wu{M_0?!yX zaztusDgqV4MfPbr2!dcI!Va0e*;wsr2#CZ*IN%ZxYx_55`41Mi zK&0VWzDX-c`7XvwfBd7t(9#z}NUDY>gp40I4gm-sMZ9g(<|=&vrh3S30Gg0jKj+aU zOZ{g|4IyOVf&~qI(2W1l#fwLK!?n=93U<|s@GL9ude0 zl{feR#3IcNWabM8!0XZ8GW$>ZAo55MBn%wTAD%IM=um|4974RbgX=!CXCpq|Hj+@& zgh|LrMy-X$`Kk4_p5W74wO`iDmoDWgzX(|32>Z|o`k>`iS^2dszWb{ zYq%R(6eI1*je}7i8$UU_)3!e9qd3C2Ma0 z27oa|ag><(OSm|e2MiJ@-@kC-&>@3;neGR>%$YT7#&NwGi6!Tl7vZZwX=y;{*&!P7#FeJ3c*&jEKi6KGS$ti22+R+sTYMc zA+&H5bqXmlDx?Fglv%cpb1G5P1XoJ539`j(1jhu~3>lSDVpf}p-i9WDpmq@(hO9d9 zF?zW|knP+1M%gL~Y5(a6K&hIX?<7V9}rP*ld*Bls)+D#;-dA>n0=|Ne@5&}pnAyV zpmU~Fxv9_W3B;BBAMGJbA@PblH|&{30RbOW?m-6800aslOr{d`ezO(C_}`zOM)NlQst zzh({p?Fbf{G-g=w#U{s1P;5%3nuCz3)KKK@~E=1!Q=av;+{;7H&#JWEi}M(F9cb0MygB z$XfYrvU&`b-~csPL;;1wZ_J%AK^`|2Aj-+R5+NKWCIE9uT!2J0tpd)-$e@%$I|v9E zuwnITzH5%)V(jQKgZlP^0;T{V95&+~?xCsr*pemuOhypVvuDv54=Q&bS^RL29T3i_ z5yN|S@5-t+*->MJJMWFG91*XWj^d5N+A_EVar}@eZaJ(f=P2kHH+uA6-+CKvGIioa zv3cg#Fc1d`a)c{5dQ_FTPzkULfc*#nt++8mpnO144&V1Ro0UEZ%qA$%o5b^8Bq9tc zQ8<3NRt)^A6AL$>fZ4TC4OEf*2S<+`tH!`DK3^;-*Vo+(?)vDHy_ZT$ZyZNU z0;>%uBM`GftO6|Z>wR~|#Yhka2)cFc8tr}nu^*2c_&@4=G*k$FfKRu_bX=4wWj_c& zxfFK{&{F^=F%dwv$PBYf(`5DVHYxE4dI(T288t_F#tvjuVlIE4>Zz=^OqJHl28*a( zHi`LPH=ag1igIyEgkog5`HJO$Vh4yw)(2uZfCX(cD79bg3Gwj@@45>?3Z?X+d+&pr zgcvknV3j>>7#t8A6Lb5#c?d>$UekT|++F78t~Ng)^XJY*kix@;3vQdQ8e;1gRWaed z-xVc3uE}LwF8VJ{VS(0hc3Sa-t|M&ykWZ@lmh+MKDq^L*tj_um+`D8C#=Fa)^ zdC4q-m*GQ)?A-mz4?q8`uxLmy4+8U2Qa*tbh*P=qhXx))2M>ljOfD`C>}$HBBcVdU z3%#*;z!65XI<@3;$R<#QIWMb!y1|Ea0ckNoUi+Jx06S1yc>|Mb;~)Q%HKEA%w^7Kl zQMNdK6gp=GDmn^BG>wSpcJIC5fH<3-&Ls%0`GWPcva}!4q7=N9X)cS zyL*>3BV+imVF+F%Nt%7jEv|2;W~QeP8#*ND*Vo+Hw^X*aCnVq}0TT=Edji@Ai-|?S zNt-rp>es6WmkFZ0L#C8wztY!ZzjT1!R-k6(w{uGD^##&fYCVmp5^9EQa>wYTirck$ut2zI)6>(-`)!L9AF5bfHwgPY8~_12(2om#eN(WPSt=GuoQ z_ZDiy`s&)bbMq#8_!&}-Hc%nZ2ol7e<@702;2Qmkdhp&s!D9N?8iZG%6L+e{Xk#GC zdbvX2m`yOj2D8~oaj5~-Cnf?C3D)g@&x#zVMP7jdvW`n}0+c95|B82!R&Nv?k)-~! zX9KJjTw$5|mC*EbWt26zH*ROmm=1Rck(ZmBo|*=iNvT`6mh|AhWyTDqu7prgw@#e_ z{rlCD^)+SU#E=63r30Xl8VMo1TGY$C1|b+=sA-5oUS}6zR9W*n7!DZF;Dk^fT1z#;Wom$*{b923(InPO+P1;3rBa@0J>=B(h95Hds=#-QcgzyT4*g0#xxiS@r9O}J)D(heeWnqBPT=7HnHu>TP zTZ__Q`%k8dIliidj9-{>({Tv$H()zV+92Tya}n6 zt=rdb+T!^qg0QzWZ~!#=vxp|yAS5V5*FB4RIz2$ch73UnO`=O#UYZeR^mv?<(g!e_ zXr)zZrl5dq7XJhbvPBg5955SY`$<508346>ml;lp3PtTv-xeLOCLcMBy5=prCc<&YyntA(SxX zfXE<1^K0f$KmGL5&YjOa|EG(WEz7B+my z;4z~|H7+dFrf8&@UiTkkiFJW{Xm5M?bHZz@!N!7X(nQ9%5yM}6`4u>zZcoY%mj&Jwl>`}xp)J-&Ir=md?Vp}4Nitm*H zlS>&a3Kv2TYJ}On)|FvEIB<=?E~Qs-z7%$e4CjJRDPy>J8BV!Uh8swXhD(TjcQ?_? zV2mC8;>d|3M^FWae%N<-!Kvd@dyJl>J9@n0Z8f0;fNU-S)!836VNwN-08pK3nwXwK zNv~l;g#*9)gQvT_Au%x*ZHhXS5^{&}w3Zk>I{?YBop zMEHKbRsYYv`qFQQvVH&k_g{SZCGWm(GMi7GJQ)`k$6LtrI7!PEEt@xM#=BxbTM`o! z>u29|;Lt&*jR)JeZx7A6eC5i;3m5oNij0he=5+7Ul{)}-(`Y&E+O^YQeLeH+vm3W= zW7nD8jnV7ZukU*0Rj%n%Ce52OM}zaHZ|`2h0niW)8~|i~<=^E}5FiFP2m2hq%muq-#Um{NKIQ6l{B#QL5)+2- zF!&hLcZbgWb^=5(H->=`C?Jpsz)tVk{`U2wea9~%Qkc^DRE7oYWsBMTlg0X{RiBW} z+qQ)bi~+>DB7<%;SkG?V>ej6bAM@z4Wm}$l(v?ro4coSIlXvZ^ReaA9zNAg7*6>R{ z`0&FGn>Ky%UDK-th)nQCeF1`WtV) z^4e>kfAtkCv~JmQ@W25aEi+zP+}xa>uH49mings=X>dSRty%kr7hY6eo0x;-k!PO! z!;vGuEqnA4U#~Ai%a%%O!4tFD^Mw5Hph~_FxZ@Qt1O=Ttb>iFnC(oRLfCX9bk=1-v zlUQk9KwpJ@udv?qE(8s(Ctv!0w0 zz8MNkMiW3Ol$gzyAb=XB=b+9A5ykW8a zU1is6ueNX7cI=oj@Fj(Xg-HnsXV0C3-*Bn4^pVFNeR1bb<$0z~EIDlY_3j7m`}1G_ zvTDVOjPwj>1*Ms&gg8q6hE^Ote0csHcb5F{0~CDv#TQ(Edhw<8YgXsx`r^aKy!G}w-1;YWOnzp6J-+pJ>(;GCjTix6(x_p>__(<97cRh;s3VFV zb^#()N_*V;+n7>886V&=zG;&t!XCNV*{uu)gz!J~HgbYqCC;~{``?-~)nfe%#IV6~ zfpD?PrSQcU;meja2oJaRiZRj(fmYGJ#;l`qxj^9_5$?|g_h;gxebm%nZ&Bm2vLoLf zy7A&hxRlRGkciUyIr{Dk?Aldj-+!;ecU3$0>gDL_%YtUOpuo_g1$@cn%ai=i&Ea2O=wm<$mZnn0=c15YMw+?HM^O$K&Z~rm#_V&h%?U>>5I_ABu z%*+rdqqDAzQrfiPHf_52{FS7>A6d2>MUiCL@%M8+dw!1MD%X)T5yWb|hmQEJ~;@bW7#yjr-mb`z#zy9-{mNez|{q>8V{nX>E8IA=} z0#5tcRzJtvlukC7_kyGzaFL0`*ljo6D7Hk?h=9%r05QOvZBZ7B^77wn28~X(T|x{Z zVH$NCHf(zF#lBj4gDf8~i^#CULGUv!>l#UDCRG&`k^PZ`%M;>T1W}{*CP(iG-d(z< zc)d$I5`y5FXSSYX%VUo_4sJ4Y)~v0nYRF{erlzYMJ9jQ$u>x)(oU>Em8{T~T?Fmz+ zAQl3_oQ<0|-T&}|TI2vv=+dPNnxapiKHm6wFTDKHmaSW1&i0a$S6+J^ULlHW; zCUfS_-BGd=4Y1|;xwNco<;s=WmY3FBF(to&}jb79pN}5?`N_qr}tRTJoC)p z@y8`9IyoE8QC40K4`99NBQr9Z&mf?uPS@Wy!B|U3NnT#nKR%{dk_7GIe`^;n{_gY7 zA&})J>yn44i-rK23Cz=hGPj}MK>@T0xZ2#eytd5RDv5E~WnXFWfm2XK2;gvFcU&-- z)ahqr3TK>r@{vaz0XG>xaU!gY9W!FtuyG>*x3hrY4+;wlKl}PCG@m8QmVNfc7x093 zZQF7KW-CG`9)G-6D-8F^FDRHgV@8wH;-qQQmMmTBS+nH$tojp8ZCjn&Dg#Ow3X-5G zfP&`ICfR7EUk3n4NP;ZcPX5tgiT7-;1gMD-;{<7~KkTW3K(U(rFA4yx(7k6*h{E4S zDBfF5e~5lADxRH2X!}fxu4*$70hrn1O;Re#FkGW&kDfjeRCxDa|AY}^Vy_whe*Zl! z9|rDo$RUS{%b#_K(-Y}rZu7-gU&0bReB=mtLc4bDewuqGVmb4S)7`$mX3d!kwo^n{ zT3QB|@lQL59M4>DLKY)=d3nxmgq?Ht*^fTk&(I^x**vpp)2E$#&e^_`?`wT*4~I9; zoB<-3m;1zf6^+Le0kwO(&YipcK%-MB1Qm)L#v;TcNf5|rs1imw4x2|2`1B$-;PODqBtpu{KcHhLw zlW(~0I&btLl5lkI-f*Ad;^NtPd9cQqabr&jog4@RT=V*f%vAw;_v-ET{Z%-3HvCFg zPwp?@sQ_^bbRrl&X6%FsH(YtBnMXv&Bzg&?X&)vyx3k}N|4Bqg+{g*yNQ|C5@&W-^+K0?2WV z2V}?k5QlYJPwfvm1JxP7dRS=gYqi2sE zXvJun(MR{{wQ0*1q?Ek;dqu_udpdch5#^|)*UTgwnPg6J9OxfN>Oq~ zcTcv?Ru+X@E*wc9+kPM=a`@toAOPLEbwle$mbwd}Dlf4S0I-80K>&m-ItmI3F23j@ zILDv<_y?_9WbOX_0It0JayZJ2nKO~aJRXSmzl&NL448xj%u8p_YJAa>PT0G*Z9DkL zBM-C_lVvEPvzP+FMDRX0jIoWcL*f`SWS|UKlPSr7Z33b#nup8(QfifIi=vTd7zk*t z46|9=FG6bAQBv~dS6}^mz<{!fN^wuJ*(wx)no_Pi;_xHTy6N7vTgnRn<}FwNf#vi8 zBG!Mgnk0_v0e}TLe7Mirwd-u&g5suN2XAOI#dU7DzYa(1rfY+86f;9y*hFxRM7hAp z_IDyWa|{BZX;}Qbts#S4l!7^h*1ht^tFHo}g#mwXwE0L~Br<5|Pyo3=M!)!gY}0_= zm6dhX)%FVii6QR9?|1GLYo7I%E61wY$PFft3@^g34TC)O|lF*?k9?+ z3Sb)?*|jTt#?WEIe)7v-zWDkZ!uwAK2RIUlL?{wLgOO&4Co@T2@;*1?o0b+2YId_(9a>lGT zs}%>nXW+15yPfU{cj+aU0J!do%bjgyziQR0H5)e|i+wdu$EbCv8Bjz~iWDU_dqhUA z3@JA($ze%qFzAp%KuD59jR6CsP?D8v8Ezu!&BFj7g(z0vmtl>jdWNY7Y5)Xn+qc)x zRU9QH6<5ss`WtWFdiURi>u--p#JECs*kOmEb<@6mduEO_8d88${g^~IfYi3>gv)4N zgjV+=yljK{$TboJ(zMNpulNS1>D6oeY90_tf@GLgfIk{}UC()K?^wUJP*ODl4xx^%{GY>AOeNF5MM*uP}@+6NRcG>%@efvYamBi$P)x0^# zOt{|Cgl~rqeeT(3HRW13$K7|`sYy-2IW}$HoVQ>;vb2mM#1OP_jP;diW(ITeqGZxc z_ba_RbjXopG;m-aKv9Ye^8aRH1)?p0oC`$-l&H(7KyAu>rlu5vkMeRK!2g&_e(HYY zLGl%|_@YwGd+)!$|A#tzo*B%@V!`KUkF&i<|AN34Du7!bb#--3eJR}39l_q$MrQ9X zo7mrUxy* z6BJ_AA{Y>nfIbXpJgnh>FjUAu!+%2%$YB7g0v&o~j->5kxT&>h)r!O#6xAI!L~=u0 zGbxhg(7^eg1EILS+L28hBF&7qOqS~EYNQ-O`ami7eVFZKDT>u1 zf(8ryeizA7y}R15?aeO60HzD#ftDxs5EG%^JXo{O)Yx>^oH_6}<0ec%7Hg_I@GYW7 zjP$pW1WD)%p-6cDMx+pA$Z|-80nkeZDOS8yihqLv(i=e_YnG(;*BnJ0=6{kG07!5i z5$s7e7aGN6#VK>v@(c2RsEaToYAo)+11133DC@}b!w)}X_w`#2d04b<*>|FppLLeH z=2+2AQw@n->F! zl46@k4yOY}B1mQSs*F^#r@R6_VE%#yvDzl&cu8fucJ0uLsi>@kAK7auS zN~2ws?EO_$RTYR^jAzgN;2g)U7zTk%vJHF+Q~aNh8kUB`T20&W#~lY>GH?F;Iu}Z* zvIOBA%nqE1iYtI3APhj3W6n^g6clPaR6+ELqG_D=SvxzBv*XAdzlRt!jMrKF?;aggVCKme9tVHvYqN3nlc%E`;mhbN@ITUoX( zK+Bf@L%<0D#bPx>DG-2Wx^2f8p?Aq}s-}chbMIPGAuI4j;)Mj8kT63A44ftmB}EaA zBFyY_!VRXUc-^|_(~}uqBXnJsg~Q2bD%-FIxT?Aut(y%SH!?F)41*Y8FcX8)Dh-Id zEvV2$MEag^LQ8K;_P)ZTm9lxu7MMUW<}OzI0JM@wKO&+cZ=Vqij2biM<{NK>|EQ^{ z88~zZ{0e8+{&n>S;_=UBHNiv#h-K_v1dSoU^AM>%DpVl=kFZHeKuD6H3LzSVHaVHipAxWSFK>{(l zm7~+)QWy=$DiqZhMZNCqu!n(=0?73NfUa=2TBh43w6Y z!+rXmbP`65N{hmYva&L`$?DZ>9)0pDi2q-HH;c+BT+#QO}cdH3XD&vgn_Q7$8msRCQYgNIYHHP#g*u2t{T5+uCd2L7I6e zw!#4U%B^JPq#;6A~= zedX@mmEvM6H}n~&o;vXBuiyz!KihA_=rLXnNUvVKQdwEbmSPIqIQXjpP&SdkB*5+Wd)S>WqMQ{_Td-nq+o3I0$ zkl?x?a;G(^4|jt}Gk zck9;YM@RdiX%BOw#Q?B_J7X-m0a$|c7GQwMXdrkA5j3)Bm2C?aE`*<$J!ej;B~p>a zkz7X7VU~0h7G{V9Bi=gxJz6V^rNpU*xUS55@d8A2*xa06&C0?%7G z-LRXVa)5$tXAp`bUNi;nj;;C zjxf@(Bg%k|4JL>?u4l)_cRC;z@m?=9Lh7=m3*URMRZJ0t>fL)bZrXI*vB$zSE2W5kdlXL_4x@wC`2T=FOY?^yveaIsEX$Uw!GN z+wZvYsn9>kI1 zaM92aBjFEn(kCBBM6ra-<(t8SpYPvaboEOu8#is7w`8%e<3jR!iJh6#WfOpzn>@Iu zzS=nYI&7k*UnHq$L~V=*a`kNi8c-lZU#$yS#)fJjU06*%xQP?ZG!Nl2k39TP z_pV*h6uo=)eB!Z3;S~!OE@~JV&HT3mK-Nm)e7xk#Ef)Z#l*&uaoIU#|KmIX%z?gAk zQI9^4kO1~70-)rR5F^70dL9pifFLjgDAL6MVVI#npp)qYq!17mZ*&pmWg+0vo0k+s{LnSgIT;ia%ZIAi+&o?euURP6Lwxr#rW49mu`Ldk$he8IV z7IqGnO@1UH%HE2K^%Ew*k1#-%en^DoNa>9lH}18UU)BmM-4rYAGU)5CZ@%O9)n-Xw zz{w|_^y!BmiR2#-nyk&3Gsiz`@MOK=P#gpT!#k3uQ%{~cMcdmKmy_FQF2wM`gIBL! zy?(=n-Me>dsX^NQ!?At(1Ofqgh}P|{c>4|{V(Rqi&-HuO-TSL^=TAO-|8Ms{uxaxa zm~dR5WB&8ce{|~937$|{Sy{MX0khGyAxh0^NWkb9YnJgsJ>=_C8$5KVAM#9g?%X+A z#O`2t3k&mO699_Ghs}eVb%sIR=U7E5gpZ|+uUK0L6DR{ zV8YgpfZS*z2vJ~}L`1;PphZ4W!_xL;q?>4aQrb1-6|c87NQ@t=;n z@P@XBchm`^x`B!)+ZHb5x;n8X$2$D+{3aVSBpZl*vh3LD#b&JLlZ_iO^4Z58?|9^q z9E(=X`P`FFjT$=a=-$2I6^oZFVP*>t4f0PD0O7f$a)w~jph@(;UA|(4$FtOlC!ToT zx#wyd0_U84w$>+Dc>kVJSU3+Rlvh@+Sh*4|bIdWv4EpBl`|r8?h{F#z49-yPu!g_oM4OO`H+L|9y%1^}TE#NO!>nC^3_Yp>Q<%gT*Ek^&gIOnCSqGpP7-F)B z@A9N+;Y%zl!(oTPVT^^&Z4NrP+i|CL?Q``QIhph;vj zNl=!WI!+Bk3IVGpPGldp0%sABK!;_qeDi$((U|4Oxw&weBaS%YzI*Pu>yA6L$NtV; zJFBaAAAHb3J$m%eJhp>HCYbw(g=+W)4iE!m*Xv<$%6n8YLojvPv@_2*1FZm&|1)^l zFqorl0-SOB=^or)f4%e0TW`L3?YeclcJ0#kL$n%8S(dff+xz=#`iz+-&V~IA0nY*e zZhlra`*7`@I8kpjia8)vi1gEx2LO|%Oz~M67R5`OllMzJewO}ZX3M`Ae{8tktP;`} z2SbGcNlq98P}GMcajUT|-Ai8@+_8hMSXZ%8wHuOUQ4MT8hF}JWkbEFZOVOhT0s;3* zfdv$3)Bea#?GfcD0Bztl5_G6bD-K!w>8AiQ8+%(4kw5lxBQQcOUuph&;J`;8ez;xR zws0TK7dbf;LW&Ui2?K`=ZL)2@2E0PwSCvfD2H``P<0bWmKXBiDZN=r3=`2~Ybp3`+ zM5cY4hmRb6|2_A#_3Hl88l|QB{;C>1cASNMdq)<$jkm4$%i)~VyzF&p;nP_d1Dsl? za^&dIND-ph{@@YA6P+l-A8^z>BM=CXhRaAlg>xa#(`iTI}0)MMAi#D)dMM6%}v;1I!qSVC%-q=J><@Mc9p7K^c(NWPB(ay=3_-oyIK zpuOKx5lj*Tz}hG&u_^9S?g2xi$>v_Q3b)z48`agWih)}DvsCx`qp6c;mCY;wpwp)# zlav`wwWc#AUw<_mWc{H(dg9~-3l}0o5dt;y7A@o`rki-0St6UxO9m4c>x|j67A;~g!6)TYpc1;KwoCvpzfZ1s=02Y>s%l}4d_wS#-U_pxZ zg6H^n=m@@q0s&u$0yUb`1cliO9*Fd908CGkbae07F(ethTNPNO|5%7U0lT!cpTp+O zU`~A@usadZ54-m)dFoYIgi~E6!`2p$$j=Gvb@+WU zun+)fyz$ms8GJcy-m>NWk3MeJ?EU83?`GtH2uYRK-+J4FY?wgvXR!d%m58tmUX?*A z7(8?sve<;l znuqMfCV&F>`To7n_pV+KWQok3H*eVR;mA-v`0&GxTeiSmvIG!i>GEZxMvp=!!p!fy z`*)H3Z;@pyR*V`w1{umHpM9pN#eTmi)0&KwsQG5lxBD~?!&}y^U%zO@azH@Y{8{_53^OB$GwflE~SRz+`puc# z0DD+)!$1bgRF+m$XisO)Yt{3tU!$!IN-`SE+}eT_;pHc<67JI_dNu(uW^`bNU~VcI zMuHqQ$g%RHQjv7PjP(F=j2RJOK-aET(xpfT5Em6NW8+3Jds_{xpv4p^5N4pZyu9%7 z$D0(&XGTikR6LhT%PSsx>ZuG%R46MeyZ_;b?C0U68Wz?73>ri zj;{vZzTG25AW5^hPm*kS|0=LZX993t-Qt&Du35brv1A!HdCF&Be1S|s%hPzKf4{XG zHXu`o#2LfC%$hs*>u>&tOrf^6_L+YDwPv@rC&t-%`QQ9+U?$yPFTC{f=B-=dV*<`K z_f6sLMiwG+)|=0Bxdj6U4~aw~UaEJEn>wYb#SHR%eaE+?@xGJj1l&l_R-=F`5JT8x zXMi*#G7J~RWGXQcNJpHPEJ2oZA1j%pyyVuKBwN=Dvi=2f(zUN<_6AlQmF-a-+)^ld z|NU(vM)*AOhaFv_wO%^^*t7j+&7O^n;2;0`*NCxWktKD!`sSN+^YSv}a{A}L@(K!D zIAg!|*4r5~ApadOVDhx-UT)}%O)%@(bOHCI5v`nrhh7?+nV&N?RTYSk)uMSfu+ z`~t_DpDRxY{(|jy{Ix_dQ4A2W{89QIU!4j?4SdJD^lW&~Mqkge+lF#rPT ztf@Pd;=qOtsHyQR3&^OH>JS@8j$HNbyRZ!F*G<@umG?yCZ0Xo7cipvi?OLQcgN6)w z`(OVwcn_J@n4Q59+m=ZD@EF!({#$XoFIS34*rq4Va{rsRD<4G4OinXza2ip_+|NP z^__j}MP#5vP*88S`h^80^yz#c|A!kubhSM|6iCz-fSOE0lH|DHM5Oo|G3o``z7ZMJ zU`dGV-@l=-u(qZqBtvIX)Sy{H;*SR;Z`uV2HjW;>;QsqfE|?@W5P|@hJbq{s+5S}! zSQvy^W7D>6S6+AB)~#ESh71`t?Cu92;0A23J9q#ChKvRl08G}4cKpuv9XoEhj4@+1WE^@cWcEE8L$U+Pt%riJ0VgN!S z=FBVH;)zJJ*6nidzI{z4O{Ers{}5HIsf7$MlUMD)#5+Mz0Sttr{(2t>3D9KE482B> z2F#FT06|F(#-{b_)oj8*GQA+pWVzlf5+D#PQnz>S`nhxWR#ll~C`E$-p-I{zlm^p~ z&=Q!}eD&3$haPI#8kI3TDuNfVXHyA5&#JX+FSzv5)oE2K&CDNv`ssa-JZ#%t@D)r( zOCt=DN}D!sx%&DW)}&i%+3*n~@45fMxH3gPKs400)lF>cwKv|JUIW6+Uwrx1v(LX^ z;}_!r*n^er04%`5oP3nB0b3If!4jO--3;>b^Wi?zX3R)BZY(UjM)I8I_ z|FbW?;PKLacFoB8KEQQ1-c%sU@cfPD^bdId{imMomwZ}eSodp?SU4arh{-|pjm5z5Xbn56X7!Z_wOHMsR1x& z8^6WDehW)PI8AzslFFDQ0Dy&i-Dn9Vm3{$SQ7_*q!76f4t~WINN)viPG9Urnx`En& z0@0Ww4zl~)t*hHSe}2jO_2BN!i~%IH2vvM8EOf2fr)*#M_^TT}8=7_*lnhw(BrHEV z$c7KRW7n<=F2DSvPd*Wgp#EgjrcKx0c;hEuec6(webxbn4`GTm@ooEfQqqrqc}2xd zx81Hu&HDUus;I1d^zkSD@$dg43FN@iVR=R6EqC1Y`4?aMd_XpD-hA7gcMTpk+~Ldu z4YYhiAey4UY1juqsEf8@v3ZObJ4Wl+0ykN)a^=?I;_Rx9J+kOK0EpG!V1xAm5TNL$ zL>mMs9vEOo`GJp37z0GTd`WBtgd_+;vIJo=5+R2nujvYab^1R6h%*rmL<=ZcwQBvs zX|*-Gkp$~mK$4?sLJ=;Tp1=OK$M-KBVbrzID%i_bZCx+t#*MUVY8D2@~NJZ@lyFy$?L7sH#8jFRgXbWmjFZboq)j zY?8q_+;nPZGC1xPQMN|YVPCf{!rDgIdFP%B*N79hW{cyQb^D1dbVbeH3}Ue#1Oh;s zadhB_D1JpbY{)N?0Y!q0P<#xap@V*hOw?LqRtC{C(<(11Xd1~6sne!Je?DzCj z7hZ6Ie=eszd-i<%$)^K8{HW>mcuKP2VP_M1#;n;37cGAJiN`Oz;C%lKh*q5W`kQaf zm_5gXoH{lcRbn&)j(v7A2ar@ApM6wksR3d7O}9)B05rptsZ(9e7#T8rxSt!M`CCGY zG!sBGP-btQ6j?q@v-L36^)exO@;woL-T_xg2sT(qmZGvZDijq7k#(KOBw1L(vkfb; ziT1efM2**<}kCEkvrRsHphYfBy5!KmNhs{j;^? zTPrCm9>5x~52Zt1DiN8fVLtx!GuK>y!{Wt@{jknGefo^QTz2_?-~YgFHje!TVlg0^ zx{g*Rv3SW6q?*dg$^q|xaQ-Ei3hzHvv$chZiD6C-%;A&?gi(`kiY0+o!nZ?*yzOc_@QEFoVyOTaeExlQ`V#U=r z-1vvz{`RgrZa?$PGgIRF=jG*VO>LJfTkeM`aQVvcbvNDeyWjl!&f9N0^Ncg#Awn&E z)aWt)9x$MyqSAF|nB5&r26FtMyU&P+EY#zXh5aN(Ccx!YRZEsG{pBxy0T;;2%R`oC z-;S)A`4PT=h}@XGgW|t&VL*}Yr$wggr3{b@!G;==r7&RJC6H_fask~AE1N!4;vHfW z_U_!WY3G)Md&pgC`ySr2XP`}+13LgJ?4tk@kT| zyj39qWXrwa$fJ)w zq*EtC!0z(DhMF+fzpkdHdhOcML4#`Y^X$*Z43NcN;Usru5bi?OTw9Otsj0JPY1XZC z=j*S&`n+?_J@u4RoK0UA*$8nWCIwu6|P66ckP6feb^5@Od z?5K_%FT38<$gEUEO!9R!x{V@!P>es;a7;y>W=(AcYGSXx6bqhyT0e z;y?fSPbY^$F5O@A=Fiuf`%arV3n_xZU=o)+QQ|chVl0i@0V zV1`L|v`?A);Rlz;vrkHzuExu|?!G(8NGtlMhEYyt zO6xm?`4gode`kil083-zG{ML?c?(aZ(@z~g&R@q4AAa(YNBJPmHP>7di$*7gXvypK z`iT>Zzx?{^yB~b;>YH!Z8#O>;mc+Y_e-QR5Pz#Eauj|trhR76RV$6PsHdcvfqysV8 zT<)3YU*NA$F!<2@_uqKq4Od@vRU{G_#+`^Lkx0zXFK{IJ=G$+lGnuxgtnY!{G0%hZ z`L5?)dYQjCGqW;>O*(r z6$<(Un?JxtoMZqnSoDuE0)TKJ;PZM%x(BFMtF85P)E6~B&yB^VCMUI7`)YJbrSeuX zvF}+u>g~dF&mDE|y1A1mS1Oibl5DI|1Tv6}Wo>Rw3hnaa5nU4v(Jos%&n6o>g#*Fv zsw2{ExhQveU~kJ%E|pR{J0{;FP@7+iZz7NZ5^L{?l)FBR{Qw345q0s3{VZe{J#w`)vddzz zC|3vvOCFwh{hFDP>la_vU*PpCo#rTLX?bOSe*U{3e*CvsJb5PG2_1?Ro`}xrXn^_w z02nU-&~qm0_wWEfj-Dm`={1Ct=yEEOnH>rMXa?QsBtJQU1{re1z}iO7oI??78pF?_ zjXO!<1NF}#2%Y;QrO^zSYbOz#AOe~OpaW_r2Zm_*+Cv*soknaJ1fsrmOM*j{=}iR^ z8NJUK4U=HAK}>KP#WEwKB`K69f(Xoq0ss>K0HAKQfo_swVnX7~i~!I*Hdo;=MIH+P z09Z7CV48>jBLIN589o#YI>liRTZu%i*3gyqU`1OS4Hu|$OWqGYJ%*jplBES2~LUj2zX5a$Fd&F0svGUYO{IgvT^lJ z#sDKgW(GA=g`8b&+?SOA6cJEQwSWE~H?l8Zs_*r8SrY&lgEds}&>ki(2!QOuZA%0c zaH&S$)gI=Lj?G_nlcm$U3jFa!|D^)?%Pb5DY~CT=JzN0HGHxII>|klHXl4C7$o4 z3UUyU_?5`Mu2uN&2`lvDV?XU?kUWY4$hSe|vk?Iz5vhCuf&5Z*RuD(vDbDfyWhE3v zp2vUR9kJCJJK-Px@Q3e&0Ae@3mo`ze61dGMBNK)MJyuRQ3Iw&{^%x8$0uUFVcP#v# zpn{&Y1j{}6ddfY1bbax4*9L$1EXW`J@H6q>&wo{x$${B{aCr$g_ETB85dSO!z)!eu zon=?6_z^G@?OGg4KnQ@S6;j|eO8`J2KuAnh5J7C43-V5iK(&cZR98dq;+-1+Mx9(v z+lL&U6#~ymQqgm{+5*5Y-BG!Ru0N|PAfQ)Q>km`y`cf->af(0ni{}G%rZKqv?pG?j z(iKR)8P&Ht%;XPCo~{1irv!dJ0SJ8G65HpO0Y4cYe*^!FG2Q)6{PE?zMDE`th~o$} z&_KZX5fNTD6V}oUn`iUabx;+^r{`P8R43y_yN=dbX>eIT5pSsP)29T8{iyr-c-fG(1SipdoM1jd8qgmu3m>g95IR$^7)6(6WwMMV&z zKmemXZ~pF9Q4z$|R182+fS~Z)6~gP!LUX@%uXw2NY)n|N3*FwZ5*;D{F?@I>^~=h) zpI0?27r{3HczhcX89ahY{biNe1Be6$pvR2#Drdn5zpCR?I1gqIP!EV}S8ji20@|?z zDF5{qeNp|6cee9Ldf+!4d)*UUXn!#VwcP+!0PhiiH%Ge)@hxa?_PO?;`ax@c_g_i<_+ESf+&c|$ z`V4}#T9yNWiVMFBUM*%pJ!4KaakqfO)`bfT(K%@UNma*2j$(o+8qQI>VB)nGgY)aeWRFM{kr{% zsYf-oo(XcVjyj^KLaTa|;;9Sn))mng4_+si2#ppFLNCT2MBtAAJVJSWUe%FLLC~o* z_YZv_HNBhl?|`ubknGr|p| zP{0#Que$w0JnGmz$2=@u-Qo4G(>N;L?793 zd{jFVml|xh^jl$u(EtzyM+%5oBm!-s7DAQ4y-o&*fD?yMaPA|DGEa8_6d!Tqko!nw zzCON=k1T?zzN8w7t6Ww3^jX2;i6S0hO6m_NToXWtZZ=y>-WPlA`dWLnuwLxeP$!yA zBl-mIBO||s0I2uXXtx1=Z-%mmescL?kw3h4H>a$_}^GD|a25K@2u#z0l)`6+^kx?}sF{`eflc29Wy8GDvWk9unU zontFqrM|}c8^~c?#1NzdL;5-SbLvfI`vB*H*s%jYs7C_OTP3!J(MCr9eN>fmKg*Lo zCj8+KgA4y0od2aq&csB#<_!u?zA9fh_19a9xYWLXih@EF^*K76_d-h42mJLdAslc4 zAc}J_{GZB*RD=)=oqYEVV1NQ%coNQAg=36)?_>z%5C+7*2l+Ah!)0<0@tFbrLjYV} zkyqpo|9#-l`i_dWg1;_GHvaHQo3Rh=*Zn90@Qfbfq>PI|1PJ-1b82PnXA>b@Zu<5u zeErlTCpNy% zxTMJnPQS&#`&4S%)Q$7cj0289UpLaKuC+d2;9H27O(}5PDT4 zXl$7^A&OiNfa@#hKZFP_530(_Kk5PiP(7q8u-&7b*Hw)wJ+WX(Xe42T$ zE)UQNn(5iIOymzQhu|qjH?KdsufqBG99X;8#KTZpc$z=Q_ubXj+~oj5t4x<&*}01u zI%}xzX6$ZX{TkAfYq!b_cO=lAoH5F+GXRgIK}>icUQ$3}BkkH_4&Y{jN`eTQAYi}% zK!B!U9z@YV5kL^Tm3VXt@(me77=VCsHPZdG-OMi^UkmL`*1;-lA^i9}aiPQ-BEGHu z*S*EFqgMaV*1%fyPPkJR`VT#jO1XX37cpTley|HrPp*)H;^pZ`Ta9O+fYbY*0z#EC z;V4;;_d!5D9fD`?uAOxMcp-GH__v~zf!9||e^&_abVccrF6DfYlcL(eGvwL$>O3XJ zWQ~K|K61+eG@u@0Hah7(?vNRU3o*m7f8#)?rHr4cI4n4|NV?n#coyO|M3mYiLU6gX z>A3RjSQIfN&_+Xr--arK;=Ly8;5= zX6f-b4QTT#ua8d*2xSF*BtwtNAt-pvcTRvxLpSGp+;sH_e1T1-P(a$tG`1cSQ=G+G z0An0#Y6tTa!&is0d%LVXxTVKEh$62-ugvqKzW-z(ikNWWvcmydueh_%QeptXu{I}5bp6K-Hfa*Oov>`Ia%Bz| zhM~o|dfoKFaC0@vgngbcfU(!>S}#UIAsYb{sC##5Y$P=xa0CPdt*O>RR8udVn2p2# z!DUAVE>gR%Xo>D$tlpB648Yl^XAZi9fj}@&5J>>UwUUzp>QV*T(v{|d!6FDmGG1rd zons0r7I3|U4k=;<@2>N{!dqLKI%!|ssQu!C?L$8d9S8*OZpPag&a86^4`&pJ>8EiM z!!XAP?|1{uqYUNUjvy8@+g2c@>h3>{#de5BV z6ATaWAr|Uv4;A-n#q6MfmS60|kIFJzWt(PApQTx}?igu=p68OqY-8@)JRAlB^G|Tr zB<7nESh*4JBo$~!lkKX3-s^|no~<^mgDv+F1How^VuRvJn{J0~n4ka#7jT+T;!uYI z!G0gnAh`{}9um0n2-NeGY_A)yP1}WpB(i~~%s@TXwgL1?yT1BXtxlro5kr9~-U{Xk zhUmgneSQo;U%4h;hw-8ApUGC-Dve zaFcg3)*RuvJuwi*?shfb+m)~T`k4hozygqN8U=M%Spm9sJ17^Wc9C#rh^nRiMDc3S zoW~02EMU0JvW@D!4WidyZG7 z4`^U{#fAI2Rn3K-5{VlM+-wYRxz3G+o4R;zh;%avz7N@&{fz`!;IZ;1-ZjI{pA&-t zV1VW6%9Hp0*b&wLb&XvWq7HY(ZTP8)wbUP%ysBb?iQg3i;E`(t!0j>FSIqyOHaMP5 z2|WGz{!@uWU3JmBOu!vSh2`(v&u6QwQXclDJTKrg@0j%P@+krkZkpXAjqyf42=#g! z4s<{dFUralni&|~_<4c%JaYwHU8C;3v`*6Vfz%k@IsjR-kqw1ZLI8yzdNyIL@IM66 z{|RtuQV>NQ7%FZPb`D1X${;Xh47+GPwIZo^=GM0AX|$aa;)}f>ed?6hYgs#MuK1Ln zO#t4u27C2f@0>NN%Wngp4vJ8D9(DW8mL)uE=WX3b1gC3+2;7LxXCr`@JnaOZmxqade%98rPYQ(Io@?085nGS` z#MZKN`wN-Stzf%%P6c=Ow{9-k8W7ULO|Drv@!?%50k1fk5{Ll%JOP)Y5OPZZjMzf0 zHa|tVta2m{0>aI6HgVJ5rb__|(02Mrt(fNiA7$1%6!0q7XuEo(vc(txGsRf-rx$z~+p%`L{|Cp)XwC>mcLm8)`(z7C|c)MJ2#O?%{DVQK`HJ zy)gA+)S z@2VR?nm(ROyh64J5ZZr&5c74&0y}{OBY-i@|4g{P((OiG$XHn>g{FVUM(r9Kmwjo= z4Fe$p7~_gRA_ne7p1Xf&=O7?d1?mFb`lb6H2SZDM2%NriFofLEk79_a^Qn;z9YDzd zAjbUC2~+~mLM0j7RCu!s-XeFdE?2@yY5SIS$VXS{zzxY$1BaiXd<(LLuklLXXU(pe zqF>I`Df-ftJGcN~xlMH}y=n)m>H5?IT5|8L>Lp1xgjNGC>2`})55*rIUh9Lt&w=U>o=g`z$E`9VA;3e8>=Y3WU=Roa zEhHq}yxlE@WI%(t3#v1DWl#&ro&T z<0?WR@ZSsG1^-3$u2jAO{)nVKJrL^b=db$$;4dnwpvSH+pce*I86k*)RxIIze^l3w zO{*)r?*_0cLhL%6dl{!ZL2m?3h!l|XZC1Lyvp@M0#U*sUSB{38Z$v;RBc<68-aAT-rr#(2#DF0 z?|(arhhFtjbS0vpD6^Zhsw&9*03Cp;V_HEMsVAMg)7|J)J$Z@r>??iZR%#n&bV89b zxr@N3tp=}kTUQ@SexjRVh0#$JQ1FqqNIofTftZm1g2{1g-Q0UWL+I{%{CGYrVXV@4 z1PEZKSA)KTK1+*@076}>GlvO)r?98-O7#Me^I)eAwLeNbWQ*SR$oTaL1izIpFI13v z;gG90mNM>b|1$*FtzH@aahp1=+ST6-01HS0AK{Cs;Dbt)+Y2lZV`d{j1Sqg}`|rjB zT%2}=fPx4%|8XJ!l^`_6fB|z41rXip`7y(zDxk`D!q2#QFb>>MPmM0)01Y^Xmj7|} zrA$zi86DVmz42omo8P)jh|r-4uodqeD4z|zH;G$Y+>evl<3*Pb6KpZNdym1Ouk*OW z1VHFV981YBgU1MfAg@8-D@IuGJz0GM`4R8|q$6A0-ge?Awph;(pb-J+D07&c-U9$J zmrTHWcaG>zEyqR0xYheBb9;mUoG+lY^@zi!AC4=65j1cS?CDYnOLJC1h_q_% zJ!?x;kLT1lV*Zykgbqn8@T}dCPqLhz z_3z~Wksb6C6^l-=T(L_DDo`IK2|`bHvp}R;wM;$0P!zD56%MC`Gy=qV%R5UsTXaO| zUOF0eGu;D(Kom4U0YShG0k|_+^mGmQ5Bg4DOTnLDg!r1ryuMl&^0Z`?1%OVs2%qwt zl^3j3g+7w9(}$g$?@1--S=ZzUw>-rBWV5jN;_Tt}AIkGsXr`TzBljpmI;obgcKUJE zL{`-=tR@{Bpg;KWsgT~_o9XMi;^HlG|J4ehBi1$*1-M-1eELu7oe@2&c6EI#S2jP7 zIzLp8bR-Ze=;lrkC^Y>|#x_5yT3&Zg9~}8V_zT)zcp{Zk-x44e_|@|V6@=(s%(0;Q zk{OYYC7&0cD$_G9l6uyOjq?$~oiS5sTJ1CYwP)s8N#rEx4|SdnE?h)^q^ffPVO;%j+@6{L@nPuMS<)90x^mGY zE==XxuE`;E!fw(_AKmi@4u2Lwf0p(i^xX@$j|fq>9{^n&1A9O9`^1PKWgyXP%ymP( zoc^K?MJ;sQ%|HA^^gFv0zUfg$5OgnXec*xB_dIl-8`K(6;G9|*KP2m5ApYvSf`VT^ z0SNqx_9Gx1kDUKa=_UIKcJ!8!#M^6ngZA$k{qy%HC8|_D6rOO4?rQ()LQvGhh7IXUEVj|-w#v}Sf!+%yMS|(O$1N}0l8lbY3NYLuu>GFspHBY{x#pC8N&q}hjqAO> zDYepHJvh+4cuiJ6CMAFD!++cVNAS@0+@Fqeww2O4{L<-dwWj)V45m^C+SU#E7SLW7 zTJRU$>Bs<7bx$_{IaSsw914^^N#>Xz_XQyCCSxi{bl>czwg> zs{Znb$4>2+`ican`ke8tSm5quPM_R+vIGMV6chze34(!q4*p28asb+o(&6c1P44^K{iG7k9(2cXO&DU~$cT5*!{w`~!{gX#9;W76m^sMdeg z(hl)v1TdhNvmTE*X?V^VP;X&-y**OYy^P~Q{Nd4;zi(EceaRc=cLh=?GXnZScI6(* zz2uGuQHv&3D=9f7HYgkj0xEbXbNL_sy_hHcae}Ns6#}6*l9zzow}XpQ-~6GINslVs zuD%MHFZ@56PaaJ~9zxQ~{C_Twq=y2*Cu>=B@&LKY0@QNW1`Pesx7-)|!FYbg?k}2b z0l?4pgmL}0`1!l3pu8QutvfM{?c@u}yXTs!qC2kG|F$!a`tSKBjZa8{P&rdk+-1H#YLgR!ah(Ixr|VGlg+VNU zA`loLp6u7#$HiBM%EO2NAo8MvS0bV>zmJ08VKwia=J@~ao;+*d$_V&pvhj^^pM`pW z_~vVq2MVx`(HBEzxpNV5F7$FCfD_i?+y$O$U3rQ6;sH{n5MR<#fI>=RLM9fxafM`cf`->iOEBsM9JBbjTpMQtU%~@L!^l_7cYM=8V0!r|l{XWP*^K-5^8k}5VChkG;ZPPwZEt5>CCTnVTgH3Y z0bujGc`I3(TLmrN&WZPJY;H8aB{72vYXZH)>V2|%sOk?jkS}0E9(=j6?lzl3SsQ8E znI`Uz{{JWM1HN948XjYG(7XK{aNPSvYNCN$1irL%V9oOqLMeQ)+(2A2P*SwvS4;R5&)JLl6cLV1Ri(2g8Tmtt9ud1pkkcV1VW2$Yv;qYW;Vi6H|!R3 zr@vw@G${)JzI7e^`l)kiGjA?oeenu!DXRyx+X4zInH*LMNxh5!pvkcJsR7uWzoBmL z1pEN8=0~@DdiZREIOFqyp4EX*+X$uP@0q5Q(@Kt2Q#D^d;U3tYG zc|wl55DnDt8A9vun6h4QOz^R{1BWP4KPzPC;9Y=VCGV793W@^DZb1>e__V^$bu9L{ zSTkc75V zqsw2wP|?>kq5NY#ZkGseH-Lgp!v6*EkYW<_EZ>2A%dP*61q>$@d#QiV;BMIS<$M_EHEnv8H(3_xNfNo>}_rIIMLP=qBnuVTV zXSF$3O95bqr6zag?j1GD((aBuivf;33>ggNu)_^t?8@-cv!CrIsW85#fA)K{v~dX9 zs~(rW3X~m;uiDH2`vpLC=Jbx9yMkk9)|M>84`=|033P93>A^hmt%z+5+ow?ztL7f5 z+irlwgIWU&hMsAwI3fL@0<~WmBQ77VLKc6)l$8}*C(R#-5lb6udb+2EKlMn|o=h;Inxr)c_8tONJyN zd{N3g_&E~^ZG|*vg&Ii6xjXcdqf!Xm_~haV zAGOCK`?zhKN=f)*`+@oG>WmfkK$urGz+g%&^`&BY^5W4sY_lwGVm;4-FYO&mqx0dd zk=Qas7xq-Qvm>FII)wzwusz)f$lweZ=|CNqy#Wnsgz()U`S?eG-8B^!KMpMg=INx( zJ{CqSSst|VOl3l6-hZiaP6?_CfF#y0C-15}s9PJ3E*K^_^lHca>q7Ys(CUIscTmzQ zd^~HC(3zLzQAZxB>Oi+A0-E2~!0H2dY45~*VD?$BWc6FSt${WP@DQ^fKUY14LF*Yp zlCaWO*yD^CZv}t`(gPSqRnz+ocb~6TAU)#yu{EKg97@SDjUk2tMQ?lXE$2vH|OSg`~SVclhMi27|$1z^B#~lR4qRo1Xsmw#!=v z?aq`RfMbXBcA_XplY|)hd`!W_Li;zkj<_6fo!B84d^V^dmcV4{<{|N&#TX1|aR#p5 z`gbgskxwxiK5o%Z`T;1^l-5o;cr2~e$WJ|1R1^R}ZM#E!w}xZrFxCqy30JmS4*78r zNaC9hihdV8Xu2gSU(E|;7@~au^k&DQem|@(P>&ZCK(2Z0LmCX>)c-uS!z;!dg~70xso-+JNXi8Ot%5V^ z$LTj{!?p9Gx*j{j4R1{S<&Zr5)_w8#(AQoH82IEP$~2`@@NqYJma6Xx7L=;{r>Og1 z%4w4TDB=Nc5YThZFHk`MjEuhW2RL`U8;`5)m^n1x+FTR!8Xus2o3KF_eQE}S!SDp; zhq>}RF`%Wi6%)FheC^`QcDao=Y0NGCLPFbpe?44!sr?CnPkx4qXY7A!;jJW~{K}J1 zYyVQ7Ps@+*c@Oq~-y%L`YmCN$yay?^#99uktdsa*4vJ~#Av`EJLBe01 z&Ze%yrN)#nCJ>(Q!aP9_N^K-@wUnd$Vf_S*`)Xd;z!i4J?Va78>Z-Fv z=kV9>|HzJWb^bdmF^UKYQRdC=Ub{sops4TKANh`X3Ic(UHMmr#0E?%+@{X7b!-~^L zqjOH;7w11s2|m5hsZale+OC0*56nn>Dj^#T*}zD1#^_U97$J1k0pcqWhG0@nG~L`* zhGMipxUd3X!nvku5(xL2kO%P1H-*K)G6^I>3!H%+02xy)G2vV6p#;L9O0N|{3Gb^I z9_h=1vSCeV7_kqnq=60+( z`2HB^Vi+F;CORemhP!1>0t0=8pG=D0qJx>3$p&+eegKB>R;fsnP|o-qF7uM3p8@w; z;~S!3w6sg}8tRiz62f^305n`UNfP^sN4zgWC{N2{CApRC8RQh`Jz-Nekv<{i6pHp3mhWg7 zP5M_~r3oypqI61Yaq$xgF$)-Wr8+}mtUnHLT(Cq{el{>{5-=T9+vc}~o~}iD)Y{jT zZhixbn*y5L68h#`?#OA>2X=KY0Yo@H0f3t8L2>OX(he3(mx0UJk|cqc=oI*-PBJpM zSe>y67q1LO<|Gp$>y6h!4n&#%*dmi3q14PvLCSS!@r_uNbDVfB9&eY~{hh~gX!U8z zbMQ-*IxZNS=jsRkp~&6;_hW#Z>R%*@4rOU0Byl_kD{tnqk}<$uao%#MM@V?=g_o}H z(%MsSJSHX}zXTE&=3%}gtW(~5{^%8OL&gBmqhu3B9$~fQu2GQyVB&eYznX+Z;E|KX z{t7@jxSWXvNEo>3mC1dp$J3*!_4Pr>0>;(PgaP}`y0yhG{G5GnG$U4{VAX7rr*;&} zMm3?P3W48i^9J(sAeV$X{#I^N?4U2<2luPE+&DOh3b%tV3W-CVx^XTDp*lFkJc9n^ z1po$Y_)6mDHp!>`fHjF#mkWJeU{vW~#o_UBaEne91!9RpTw#3nr z#S2Z&$T5C>m%Y#$N9F?!x`P+o6$`(>n$0758CAsT70n4@z~~TQXq}{<1gv$?kzo=` zBoM-GK9Fn1Wzqd1iN$w?F{OL50&BHq-#oLT9OZTWH^Pt)<863ON_@OmP;NS;h>2wZ zo~f+BwmYpn=>Y8dRrfmGTB&E!>yxJ0;LkujYUTV|VGSk!0(!ilykbNY>;k=ZhUfo8 zV#!zx`Iy^$hV)(v7iopdSJ-+<9CLXIhl@s%6`@t^PS*-O}m@xvP9 zzu!*Jv^O-6uAuvC@n=XvOfmtT6+SFg!N(PEY$5NN+}?HknQ%rcc*1c;QNA#Fk6ask z>+*FSSHYW$;$Z?G7W;m9{8x`WrNS;*F=hi6pQC&}iTjIn_1p5-t<`LQb%~eDF56)% zP=6I9`vQnv?vL7+ODxoY9q_Dbwz>aD96IxI6B;lq3&~@@2h5F5MT-O)coFo%m0!)j z?Kx$pxlPo!IdO*jeoqMM#6zS0JL5Z{R8cW7xhfImXy~cHiz?BgMOi4 zKc#=>v-g2@i)Q7Qd1vA9Y%3|59!YTLu=CD*d@n1KnqD+4-&_g(ZPooV^DCJQFPd`3 zxQH8~eE5-RCGspzhl*?IK&(^)r@vG_Nch485?fG0liXL%#t&&oDJuZFlmWf}lh=1A zJYs^k4$0(~#yufFihGjII=}=M%YvDhC`b{fwT^Y$4K!TOr~Iw5{Tl{}i`f)m;(qav z<@v|L#Ytg>bxG&JDS7gt}@D=K?d(p@C|FIdFE~X)Q(Z zO6jtAm&w?G29umlfX>&J?XSF1!#NJl-U<3q=MIieW%)}Lj9-}ESFg4? za3lsf6nsD>2V~d`s)0~ILqFGNCYWBPc2^$OB@mm%a_)}9^A!QB`RvSrM=aZ8j}`}a z2>??A`YFQxwhf&P9k#|tpk5RqjAEB8lae&utgkS1&kf*A1%Pl$^C*(gz=BPJuar3G zf00Qaz**8i?_5N_MyBJq&r>Y@*JFaY+~Pl`Xh8mzETQM*DX3Pdz>E2qQ2M1LcGI;S z??_T=Mzdb}AIkyKAGkatZV$7Ki`|)ohO$326T^Mo86X6|;sx;VDnOknWueQs1swhYC>{kj9A-$j2Tru=eIpf1TJKgRe=nLg+AaBLIZHT zwn$$UnAI0e{O!}&b`6sF>O%OuI8-EID0e4Ri|_ZIB&Ca@$f0$|NM96OSjQ38obf+J z#_Sm@H3PB+asq%IWV@Dt%CG8wC}$HE2D#gk1t46xUUzw{SN{;8S=&WRyTVa)!p&hg znRS|7*ngRq(*a0sLsc{)2f))sK#myRL5%${qK5(Kx`V)FT_}#B7u`y-rCs#Jr4^rc zd2Vf(Ck%|hCFEo=K}`bme*?RJ1B-``HwIu>9iTkct6l+^FtONl{g5xig(9oXE@&iK zI=0-o?c#n*$Yo%ETJ^071*;3ik;Xn;L#T=npxeLyz2}~ZqEJZp|L<3=bb6B82?Q#YQNN_Y)S`1&e9#N{u97^_ME%>&O^bwX(SVg5Ci^RXv^FSvQGe)N^; zfDhGw6BDo9M1eE8G{;v&orOL-%$Bb%2SnlzOMZ@Y>PQXT@{O-oo)%#=ba>YZPv1@3 zKN==!Yh>gsKfvGn^tCvcV5)K?jAldO%)!hzfCHE5zXRSr=sZd$#*-R(62h$60bD2= zbs))nL2L$IAc+^XP?Gn6;q~EPPz2ocoY%kw6hmW?3Ds}Y{HZ^)b&Fyz&&q`G!6LN4 z0uEdv9O$n~&61ES!?Bpel%pofBaxUipO~2V@svCgE*tl5a^G8y^ELkwczUYa-}~}1 zVXyu@xfCQ%;7IP^sX}n+W!dQ+WEF*VvQ6ieprri)~Ej@)~}8bJ+Dz)lb{9Sy0&{tYB_`wSFwiYP<5Y zr3c~5bO5F#xY$|7*h3cqr6d+)1zhwH-SXQ2y6p#3sGn#Q+Pbt3wg%sjpGo$hiRP9B z&K3QM+ujZJY)BX5cW6NNh1|tszWwjYku?)Dk9|f+u@H{ws&jDW!tV{NV-v$S00yq5 zM*$fTe&s9NTLn-H_tz@2QfMjC?F2N?nX-28#I6FDx^&c6upL8;Q-Qt;K!JtwcVH5| z0ax*LFnn7D6GpdwnRh{_$&f+7NzBBAX*oXhv7DHov(J6qB)tD4p+1?s36yz;sidCz z$wdarDJw5j6E#34Dvu5D=IN)aNc7kBfziNH`1@8(VA}uZGA#<7TLAd-V%&W53FZoG z0%lPEHNn41Z|udLSjew7EQ7X?bf^#P+axymqHxwB{WskSZ{f27*cM5ZK$qG?zFGqz zaB+JCV<-mDzjj~q9Ds_rFU<;&uZCBjG{aAl^KLnm?fBHH$i&3NVDUV5yspNWgb3Nf zQ0X}44MwELH7cTjhQ5j!!jwQ)QSvSQ$R;knhMwZuxe+xk_Js0^-aMkSmv^`RRT0pa zVRJe;b*owpzL3dS{Op*Tvx(mr-|7Ii4ElAKtJlHkN9Wtmn2lF=J7|)Sc4i^Qj#iqm z|4_bpAt)W&$Bjh|<=^XI_nYj1Kz!5piv5}KKt@12jIA!Um;kLO?1nhs(^2tn#&Dd9 z`#yW&-62Rn+;S===Dy6`T}w_AUyl2bng$=%mLwX|8MGn(tzE10RQ@9-B#dWLUd1g7Pri}8+UUCe>vcEdLyn9JPfi4V;vWFr|M=P9=NJ z*8O8UQlFg8hlB){E69?6>tMD<1K}mO|d?8pu1FNaEqPf8Jl97q4|_PrsB&2p>mClZioL>nq@a-Bi_Pk{K&A zG%M%W3#b)eM=YnvGev`bZ>&{+fkGT9POd)s;{=f6f{*f;hM6DOM>_G05FW{ zj-R#Qn)uQr$oLdyDg(t}usn-hBUY78z%jZaS4x_u+)P09_ejT73Oc{SCbTCu39YSj zCW#~oM_C^rk^w=i(r99qkd`TRYC36BizH*)X5 z+OBJDwTokIDrN=+6wMs_?+ru<|Mzkr|@1QYM4ggsL zwKQVNQDb{q%#W4R>~xUWis#jwQ-`=~4B-s`zU~e3cst){C4e|)M5rFgO!NN)X$i{W zUCgP_9BoO{UngmR1hau8 z?(!%`EzTn(A;y<6Dw-coX7{Ctab`?Xso)6YpO zbqYYc(or^GC3ZY#Ym(!$NsyTMM8G9fSx-qE$yaPbJu!cvlMyh0k=u?2WnBBqO z2Gt2g)~Vyyx3y1Ly?-Wr^{q74KDZ-UDrU8e0bpp-a|QmB?4gF;nh=ld1bjcE1N40( z``T{Ig9G$+mp4JowQ--Ut`9i43f!d3^_O}-kxCOrE)^biuX)iaJAt=H|9(qM(qE$3 zPG?-Z!NmQZB)8jqHu`xzs8awuBoy2j>x~K}Vb(V6AV&N!w9aTGH--rAEvL5?oe)l{ zqBuEzTT0lU{hHVzm*A=fPm)m8E4_gId-XSQ>N-^qna^UHNrHBuH0SP{cawzBBoNUu zzQn9rQR)p?*v07)G)vwEOWSQ>Ej9w7pyp2@XsQPA{Kfh|&2v=&szDcO00000NkvXX Hu0mjfsFd^8 literal 0 HcmV?d00001 diff --git a/minference/patch.py b/minference/patch.py index 11f1bce..99454d1 100644 --- a/minference/patch.py +++ b/minference/patch.py @@ -548,12 +548,15 @@ def forward_llama_model( ) use_cache = False + seq_length_with_past = seq_length past_key_values_length = 0 + if use_cache: use_legacy_cache = not isinstance(past_key_values, Cache) if use_legacy_cache: past_key_values = DynamicCache.from_legacy_cache(past_key_values) past_key_values_length = past_key_values.get_usable_length(seq_length) + seq_length_with_past = seq_length_with_past + past_key_values_length if position_ids is None: device = input_ids.device if input_ids is not None else inputs_embeds.device From ed7a439c5aa0adf14a13f1c27f7977f1cf623fef Mon Sep 17 00:00:00 2001 From: Yucheng Li Date: Sat, 15 Jun 2024 07:31:07 +0000 Subject: [PATCH 15/41] experiment commands test passed - warning disabled --- experiments/README.md | 24 +++++++------------ .../infinite_bench/run_infinitebench.py | 5 ++-- .../infinite_bench/run_infinitebench.sh | 7 ++++-- .../needle_in_a_haystack/run_needle.sh | 2 ++ experiments/ppl/run_ppl.sh | 2 ++ experiments/ruler/requirements.txt | 1 - experiments/ruler/run.sh | 1 + 7 files changed, 22 insertions(+), 20 deletions(-) diff --git a/experiments/README.md b/experiments/README.md index 962c12e..37f2da5 100644 --- a/experiments/README.md +++ b/experiments/README.md @@ -78,16 +78,10 @@ InfiniteBench consists of the following tasks: `kv_retrieval`, `longbook_choice_ 1. Run InfiniteBench with `MInference`: ```bash -bash infinite_bench/run_infinitebench.sh gradientai/Llama-3-8B-Instruct-262k 128000 -1 minference +bash experiments/infinite_bench/run_infinitebench.sh gradientai/Llama-3-8B-Instruct-262k 128000 -1 minference ``` -2. Or test InfiniteBench with `FlashAttention-2` via `vLLM`: - -```bash -bash infinite_bench/run_infinitebench.sh gradientai/Llama-3-8B-Instruct-262k 128000 -1 vllm -``` - -3. Experimental results +2. Experimental results | Methods | longbook_sum_eng | longbook_qa_eng | longbook_choice_eng | longdialogue_qa_eng | longbook_qa_chn | code_debug | math_find | passkey | number_string | kv_retrieval | Avg. | |---------------|------------------|-----------------|---------------------|---------------------|-----------------|------------|-----------|---------|---------------|--------------|------| @@ -101,13 +95,15 @@ The [RULER](https://github.com/hsiehjackson/RULER) benchmark is a challenging lo To run the RULER benchmark, you need first install the requirements: ```bash -pip install -r ruler/requirements.txt +pip install Cython +pip install nemo-toolkit[all]==1.21 --no-deps +pip install -r experiments/ruler/requirements.txt ``` 1. Download required data files: ```bash -cd ruler/data/synthetic/json/ +cd experiments/ruler/data/synthetic/json/ # download Paul Graham Essays for the needle test python download_paulgraham_essay.py @@ -119,12 +115,10 @@ bash download_qa_dataset.sh python -c "import nltk; nltk.download('punkt')" ``` - - 2. Run RULER with `MInference` and `Llama-3-8B-Instruct-262k`: ```bash -# under the ruler/ directory +# under the experiments/ruler/ directory bash run.sh llama-3-262k-minference synthetic ``` @@ -144,7 +138,7 @@ We use continues 100K text chunks samples from [PG-19](https://huggingface.co/da 1. To run the PPL test, simply run: ```bash -bash ppl/run_ppl.sh +bash experiments/ppl/run_ppl.sh ``` The result will be saved at `results/long-ppl/`, and the visualization will be saved as `results/long-ppl/long-ppl-viz.png`. @@ -161,7 +155,7 @@ The [Needle In A Haystack test](https://github.com/gkamradt/LLMTest_NeedleInAHay 1. Run the Needle in A Haystack test: ```bash -bash needle_in_a_haystack/run_needle.sh +bash experiments/needle_in_a_haystack/run_needle.sh ``` The results will be saved under `./needle` directory. diff --git a/experiments/infinite_bench/run_infinitebench.py b/experiments/infinite_bench/run_infinitebench.py index ac12340..23d515b 100644 --- a/experiments/infinite_bench/run_infinitebench.py +++ b/experiments/infinite_bench/run_infinitebench.py @@ -116,7 +116,7 @@ def load_model( is_search: bool = False, use_snapkv: bool = False, ): - tok = AutoTokenizer.from_pretrained(model_name) + tok = AutoTokenizer.from_pretrained(model_name, resume_download=None) tok.pad_token = tok.eos_token minference_patch = MInference( attn_type, @@ -136,7 +136,7 @@ def load_model( max_model_len=max_seq_length, ) else: - config = AutoConfig.from_pretrained(model_name) + config = AutoConfig.from_pretrained(model_name, resume_download=None) if "LWM" in model_name: c = { "theta": 10000000, @@ -155,6 +155,7 @@ def load_model( config=config, torch_dtype="auto", device_map="cuda", + resume_download=None, ) llm = minference_patch(llm) diff --git a/experiments/infinite_bench/run_infinitebench.sh b/experiments/infinite_bench/run_infinitebench.sh index b0314da..fbd3f4f 100644 --- a/experiments/infinite_bench/run_infinitebench.sh +++ b/experiments/infinite_bench/run_infinitebench.sh @@ -1,15 +1,18 @@ TASKS=("kv_retrieval" "longbook_choice_eng" "math_find" "longbook_qa_chn" "longbook_qa_eng" "longdialogue_qa_eng" "code_debug" "longbook_sum_eng" "number_string" "passkey") +export TOKENIZERS_PARALLELISM=false +SCRIPT_DIR=$(dirname "$0") + for task in ${TASKS[@]}; do echo $task -python run_infinitebench.py \ +python "$SCRIPT_DIR/run_infinitebench.py" \ --task $task \ --model_name_or_path ${1} \ --data_dir ./data \ --output_dir ./results \ --max_seq_length $2 \ --rewrite \ - --num_eval_examples $3 --topk 1 --starting_layer 0 --attn_type $5 + --num_eval_examples $3 --topk 1 --starting_layer 0 --attn_type $4 done # bash run_infinitebench.sh gradientai/Llama-3-8B-Instruct-262k 160000 -1 minference diff --git a/experiments/needle_in_a_haystack/run_needle.sh b/experiments/needle_in_a_haystack/run_needle.sh index 231180c..b8899b3 100644 --- a/experiments/needle_in_a_haystack/run_needle.sh +++ b/experiments/needle_in_a_haystack/run_needle.sh @@ -1,3 +1,5 @@ +export TOKENIZERS_PARALLELISM=false + # Load Haystack mkdir data wget https://github.com/liyucheng09/LatestEval/releases/download/pg19/pg19_mini.jsonl -O ./data/pg19_mini.jsonl diff --git a/experiments/ppl/run_ppl.sh b/experiments/ppl/run_ppl.sh index 78d3d97..5eaafdd 100644 --- a/experiments/ppl/run_ppl.sh +++ b/experiments/ppl/run_ppl.sh @@ -1,3 +1,5 @@ +export TOKENIZERS_PARALLELISM=false + mkdir -p results/long-ppl/ python3.9 experiments/ppl/run_ppl.py \ --model_name gradientai/Llama-3-8B-Instruct-262k \ diff --git a/experiments/ruler/requirements.txt b/experiments/ruler/requirements.txt index 9748716..889ed5f 100644 --- a/experiments/ruler/requirements.txt +++ b/experiments/ruler/requirements.txt @@ -1,4 +1,3 @@ -nemo-toolkit[all] flask flask_restful sshtunnel_requests diff --git a/experiments/ruler/run.sh b/experiments/ruler/run.sh index 1848423..46e6af6 100644 --- a/experiments/ruler/run.sh +++ b/experiments/ruler/run.sh @@ -21,6 +21,7 @@ if [ $# -ne 2 ]; then exit 1 fi +export TOKENIZERS_PARALLELISM=false # Root Directories GPUS="1" # GPU size for tensor_parallel. From 605354553b208f7c66d4295594b7552a89ddfe2b Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Sun, 16 Jun 2024 13:10:25 +0000 Subject: [PATCH 16/41] Feature(MInference): add FAQ --- README.md | 33 +++++++++++++++++++++++++++++++++ Transparency_FAQ.md | 45 +++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 78 insertions(+) create mode 100644 Transparency_FAQ.md diff --git a/README.md b/README.md index 5394fd9..6b09194 100644 --- a/README.md +++ b/README.md @@ -72,6 +72,39 @@ llm = LLM(model_name, max_num_seqs=1, enforce_eager=True, max_model_len=128000) outputs = llm.generate(prompts, sampling_params) ``` +## FAQ + +For more insights and answers, visit our [FAQ section](./Transparency_FAQ.md). + +**Q1: How to effectively evaluate the impact of dynamic sparse attention on the capabilities of long-context LLMs?** + +To effectively evaluate long-context LLM capabilities, we tested: 1) effective context window with RULER, 2) general long-context tasks with InfiniteBench, 3) retrieval tasks across different contexts and positions with Needle in a Haystack, and 4) language model prediction with PG-19.
+We found that traditional methods perform poorly in retrieval tasks, with difficulty levels varying as follows: KV retrieval (every key as a needle) > Needle in a Haystack > Retrieval.Number > Retrieval PassKey. The key challenge is the semantic difference between needles and the haystack. Traditional methods perform better when the semantic difference is larger, as in passkey tasks. KV retrieval demands higher retrieval capabilities since any key can be a target, and multi-needle tasks are even more complex.
+We will continue to update our results with more models and datasets in future versions. + +**Q2: Does this dynamic sparse attention pattern only exist in long-context LLMs that are not fully trained?** + +Firstly, attention is dynamically sparse, and this is true for both short- and long-contexts, a characteristic inherent to the attention mechanism. +Additionally, we selected the state-of-the-art open-source long-context LLM, LLaMA-3-8B-Instruct-1M, which has an effective context window size of 16K. With MInference, this can be extended to 32K. +We will continue to adapt our method to other advanced long-context LLMs and update our results. We will also explore the theoretical reasons behind this dynamic sparse attention pattern. + +**Q3: What is the relationship between MInference, SSM, Linear Attention, and Sparse Attention?** + +All four approaches (MInference, SSM, Linear Attention, and Sparse Attention) are efficient solutions for optimizing the high complexity of attention in Transformers, each introducing inductive bias from different perspectives. Notably, the latter three require training from scratch. +Additionally, recent works like Mamba-2 and Unified Implicit Attention Representation unify SSM and Linear Attention as static sparse attention. Mamba-2 itself is a block-wise sparse attention method. +Intuitively, the significant sparse redundancy in attention suggests that these approaches have potential. However, static sparse attention may not handle dynamic semantic associations well, especially in complex tasks. Dynamic sparse attention, on the other hand, holds potential for better managing these dynamic relationships. + +## Citation + +If you find MInference useful or relevant to your project and research, please kindly cite our paper: + +@article{jiang2024minference, + title={MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention}, + author={Jiang, Huiqiang and Li, Yucheng and Zhang, Chengruidong and Wu, Qianhui and Luo, Xufang and Ahn, Surin and Han, Zhenhua and Abdi, Amir H and Li, Dongsheng and Lin, Chin-Yew and Yang, Yuqing and Qiu, Lili}, + journal={arXiv}, + year={2024} +} + ## Contributing This project welcomes contributions and suggestions. Most contributions require you to agree to a diff --git a/Transparency_FAQ.md b/Transparency_FAQ.md new file mode 100644 index 0000000..50deb7c --- /dev/null +++ b/Transparency_FAQ.md @@ -0,0 +1,45 @@ +# MInference's Responsible AI FAQ + +## What is MInference? + +- MInference is a system designed for efficient inference of Large Language Models (LLMs) in long context scenarios. It significantly accelerates LLM inference through approximate-sparse calculation, reducing latency by 6x in the prefix stage and 8x in the decoding stage on an A100, while maintaining the same level of performance. + +## What can MInference do? + +- MInference can effectively reduce the inference cost of LLMs in long-context scenarios, with minimal impact on performance. + +## What are MInference’s intended use(s)? + +- LLMs deployers and users. + +## How was MInference evaluated? What metrics are used to measure performance? + +- We using the long-context benchmark InfiniteBench and their evaluation metric to evaluate the MInference system. +- We have conducted extensive testing for accuracy across various scenarios, including multi-document QA, single document QA, retrieval-based methods, few-shot learning, and reasoning. The results show almost no change in accuracy. We have also tested on TruthfulQA, a benchmark for assessing susceptibility to harmful outputs, which further demonstrates that our method does not compromise accuracy. Finally, our method does not alter the inherent capabilities of LLMs, including their potential for harm. + +## What are the limitations of MInference? How can users minimize the impact of MInference’s limitations when using the system? + +- The potential harmful, false or biased responses using the MInference would likely be unchanged. Thus using MInference has no inherent benefits or risks when it comes to those types of responsible AI issues. +- MInference may struggle to perform well at particularly high sparsity. + +## What operational factors and settings allow for effective and responsible use of MInference? + +- Users can set parameters such as the sparsity, sink, and local window size used for MInference. Afterward, they can get the response for the LLMs. + +## How to effectively evaluate the impact of dynamic sparse attention on the capabilities of long-context LLMs? + +To effectively evaluate long-context LLM capabilities, we tested: 1) effective context window with RULER, 2) general long-context tasks with InfiniteBench, 3) retrieval tasks across different contexts and positions with Needle in a Haystack, and 4) language model prediction with PG-19.
+We found that traditional methods perform poorly in retrieval tasks, with difficulty levels varying as follows: KV retrieval (every key as a needle) > Needle in a Haystack > Retrieval.Number > Retrieval PassKey. The key challenge is the semantic difference between needles and the haystack. Traditional methods perform better when the semantic difference is larger, as in passkey tasks. KV retrieval demands higher retrieval capabilities since any key can be a target, and multi-needle tasks are even more complex.
+We will continue to update our results with more models and datasets in future versions. + +## Does this dynamic sparse attention pattern only exist in long-context LLMs that are not fully trained? + +Firstly, attention is dynamically sparse, and this is true for both short- and long-contexts, a characteristic inherent to the attention mechanism. +Additionally, we selected the state-of-the-art open-source long-context LLM, LLaMA-3-8B-Instruct-1M, which has an effective context window size of 16K. With MInference, this can be extended to 32K. +We will continue to adapt our method to other advanced long-context LLMs and update our results. We will also explore the theoretical reasons behind this dynamic sparse attention pattern. + +## What is the relationship between MInference, SSM, Linear Attention, and Sparse Attention? + +All four approaches (MInference, SSM, Linear Attention, and Sparse Attention) are efficient solutions for optimizing the high complexity of attention in Transformers, each introducing inductive bias from different perspectives. Notably, the latter three require training from scratch. +Additionally, recent works like Mamba-2 and Unified Implicit Attention Representation unify SSM and Linear Attention as static sparse attention. Mamba-2 itself is a block-wise sparse attention method. +Intuitively, the significant sparse redundancy in attention suggests that these approaches have potential. However, static sparse attention may not handle dynamic semantic associations well, especially in complex tasks. Dynamic sparse attention, on the other hand, holds potential for better managing these dynamic relationships. From 834c6ec4fe66eba71419077e0d51d8fd8148cd77 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Sun, 16 Jun 2024 13:13:30 +0000 Subject: [PATCH 17/41] Feature(MInference): fix the bibtex --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 6b09194..3858417 100644 --- a/README.md +++ b/README.md @@ -98,12 +98,14 @@ Intuitively, the significant sparse redundancy in attention suggests that these If you find MInference useful or relevant to your project and research, please kindly cite our paper: +```bibtex @article{jiang2024minference, title={MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention}, author={Jiang, Huiqiang and Li, Yucheng and Zhang, Chengruidong and Wu, Qianhui and Luo, Xufang and Ahn, Surin and Han, Zhenhua and Abdi, Amir H and Li, Dongsheng and Lin, Chin-Yew and Yang, Yuqing and Qiu, Lili}, journal={arXiv}, year={2024} } +``` ## Contributing From 538e47611b78843b2bf29469aba28d3d5bc717a0 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Sun, 16 Jun 2024 15:29:46 +0000 Subject: [PATCH 18/41] Feature(MInference): add license Co-authored-by: Yucheng Li Co-authored-by: Chengruidong Zhang --- Makefile | 3 +++ examples/run_hf.py | 3 +++ examples/run_hf_streaming.py | 3 +++ examples/run_hf_streaming.sh | 3 +++ examples/run_vllm.py | 3 +++ experiments/benchmarks/benchmark_e2e.py | 3 +++ experiments/benchmarks/run_e2e.sh | 3 +++ experiments/infinite_bench/args.py | 3 +++ experiments/infinite_bench/compute_scores.py | 3 +++ experiments/infinite_bench/eval_utils.py | 3 +++ experiments/infinite_bench/run_infinitebench.py | 3 +++ experiments/infinite_bench/run_infinitebench.sh | 3 +++ .../needle_in_a_haystack/needle_summary.py | 3 +++ experiments/needle_in_a_haystack/needle_test.py | 3 +++ experiments/needle_in_a_haystack/needle_tools.py | 3 +++ experiments/needle_in_a_haystack/needle_viz.py | 3 +++ experiments/needle_in_a_haystack/run_needle.sh | 3 +++ experiments/ppl/run_ppl.py | 3 +++ experiments/ppl/run_ppl.sh | 3 +++ experiments/ruler/config_models.sh | 15 ++------------- experiments/ruler/config_tasks.sh | 15 ++------------- experiments/ruler/data/prepare.py | 15 ++------------- .../data/synthetic/common_words_extraction.py | 15 ++------------- experiments/ruler/data/synthetic/constants.py | 15 ++------------- .../ruler/data/synthetic/freq_words_extraction.py | 15 ++------------- .../synthetic/json/download_paulgraham_essay.py | 15 ++------------- .../data/synthetic/json/download_qa_dataset.sh | 15 ++------------- experiments/ruler/data/synthetic/niah.py | 15 ++------------- experiments/ruler/data/synthetic/qa.py | 15 ++------------- .../ruler/data/synthetic/variable_tracking.py | 15 ++------------- experiments/ruler/data/template.py | 15 ++------------- experiments/ruler/data/tokenizer.py | 15 ++------------- experiments/ruler/eval/evaluate.py | 15 ++------------- experiments/ruler/eval/synthetic/constants.py | 15 ++------------- experiments/ruler/pred/call_api.py | 15 ++------------- experiments/ruler/pred/client_wrappers.py | 15 ++------------- experiments/ruler/pred/model_wrappers.py | 15 ++------------- experiments/ruler/pred/serve_trt.py | 15 ++------------- experiments/ruler/pred/serve_vllm.py | 15 ++------------- experiments/ruler/run.sh | 15 ++------------- experiments/ruler/synthetic.yaml | 15 ++------------- minference/__init__.py | 1 + minference/configs/model2path.py | 3 +++ minference/minference_configuration.py | 3 +++ minference/models_patch.py | 3 +++ minference/modules/inf_llm.py | 3 +++ minference/modules/minference_forward.py | 8 +++++++- minference/modules/snap_kv.py | 3 +++ minference/ops/block_sparse_flash_attention.py | 3 +++ minference/ops/pit_sparse_flash_attention.py | 3 +++ minference/ops/pit_sparse_flash_attention_v2.py | 3 +++ minference/ops/streaming_kernel.py | 3 +++ minference/patch.py | 3 +++ 53 files changed, 139 insertions(+), 287 deletions(-) diff --git a/Makefile b/Makefile index e4e1f44..cb143dc 100644 --- a/Makefile +++ b/Makefile @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + .PHONY: install style test PYTHON := python diff --git a/examples/run_hf.py b/examples/run_hf.py index b518f3b..19bf71f 100644 --- a/examples/run_hf.py +++ b/examples/run_hf.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + from transformers import AutoModelForCausalLM, AutoTokenizer from minference import MInference diff --git a/examples/run_hf_streaming.py b/examples/run_hf_streaming.py index b74c5e9..18d91e8 100644 --- a/examples/run_hf_streaming.py +++ b/examples/run_hf_streaming.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + import warnings warnings.filterwarnings("ignore") diff --git a/examples/run_hf_streaming.sh b/examples/run_hf_streaming.sh index 4a526ec..ffeb992 100644 --- a/examples/run_hf_streaming.sh +++ b/examples/run_hf_streaming.sh @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + # Load data wget https://gutenberg.org/cache/epub/2600/pg2600.txt -O ./data/pg2600.txt diff --git a/examples/run_vllm.py b/examples/run_vllm.py index 91a8ca9..6084be3 100644 --- a/examples/run_vllm.py +++ b/examples/run_vllm.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + from vllm import LLM, SamplingParams from minference import MInference diff --git a/experiments/benchmarks/benchmark_e2e.py b/experiments/benchmarks/benchmark_e2e.py index 9575dbe..cde5c88 100644 --- a/experiments/benchmarks/benchmark_e2e.py +++ b/experiments/benchmarks/benchmark_e2e.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + import argparse import sys import time diff --git a/experiments/benchmarks/run_e2e.sh b/experiments/benchmarks/run_e2e.sh index fa8b950..42a899e 100644 --- a/experiments/benchmarks/run_e2e.sh +++ b/experiments/benchmarks/run_e2e.sh @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + # Load data wget https://raw.githubusercontent.com/FranxYao/chain-of-thought-hub/main/gsm8k/lib_prompt/prompt_hardest.txt diff --git a/experiments/infinite_bench/args.py b/experiments/infinite_bench/args.py index 21ceb2e..c764528 100644 --- a/experiments/infinite_bench/args.py +++ b/experiments/infinite_bench/args.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + from argparse import ArgumentParser, Namespace from eval_utils import DATA_NAME_TO_MAX_NEW_TOKENS diff --git a/experiments/infinite_bench/compute_scores.py b/experiments/infinite_bench/compute_scores.py index 9eebd0f..10f8d9a 100644 --- a/experiments/infinite_bench/compute_scores.py +++ b/experiments/infinite_bench/compute_scores.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + from __future__ import annotations import json diff --git a/experiments/infinite_bench/eval_utils.py b/experiments/infinite_bench/eval_utils.py index 31b85c4..00bc7dc 100644 --- a/experiments/infinite_bench/eval_utils.py +++ b/experiments/infinite_bench/eval_utils.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + from __future__ import annotations import json diff --git a/experiments/infinite_bench/run_infinitebench.py b/experiments/infinite_bench/run_infinitebench.py index 23d515b..19e6f95 100644 --- a/experiments/infinite_bench/run_infinitebench.py +++ b/experiments/infinite_bench/run_infinitebench.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + from __future__ import annotations import json diff --git a/experiments/infinite_bench/run_infinitebench.sh b/experiments/infinite_bench/run_infinitebench.sh index fbd3f4f..956b384 100644 --- a/experiments/infinite_bench/run_infinitebench.sh +++ b/experiments/infinite_bench/run_infinitebench.sh @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + TASKS=("kv_retrieval" "longbook_choice_eng" "math_find" "longbook_qa_chn" "longbook_qa_eng" "longdialogue_qa_eng" "code_debug" "longbook_sum_eng" "number_string" "passkey") export TOKENIZERS_PARALLELISM=false diff --git a/experiments/needle_in_a_haystack/needle_summary.py b/experiments/needle_in_a_haystack/needle_summary.py index 1809a0e..deed952 100644 --- a/experiments/needle_in_a_haystack/needle_summary.py +++ b/experiments/needle_in_a_haystack/needle_summary.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + import argparse import json import os diff --git a/experiments/needle_in_a_haystack/needle_test.py b/experiments/needle_in_a_haystack/needle_test.py index 6eb160e..d332a1e 100644 --- a/experiments/needle_in_a_haystack/needle_test.py +++ b/experiments/needle_in_a_haystack/needle_test.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + import argparse import os from dataclasses import dataclass diff --git a/experiments/needle_in_a_haystack/needle_tools.py b/experiments/needle_in_a_haystack/needle_tools.py index 7fafc04..f6cf431 100644 --- a/experiments/needle_in_a_haystack/needle_tools.py +++ b/experiments/needle_in_a_haystack/needle_tools.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + import json import math import os diff --git a/experiments/needle_in_a_haystack/needle_viz.py b/experiments/needle_in_a_haystack/needle_viz.py index f0d30e8..9fca71c 100644 --- a/experiments/needle_in_a_haystack/needle_viz.py +++ b/experiments/needle_in_a_haystack/needle_viz.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + import argparse import glob import json diff --git a/experiments/needle_in_a_haystack/run_needle.sh b/experiments/needle_in_a_haystack/run_needle.sh index b8899b3..1bd7c3c 100644 --- a/experiments/needle_in_a_haystack/run_needle.sh +++ b/experiments/needle_in_a_haystack/run_needle.sh @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + export TOKENIZERS_PARALLELISM=false # Load Haystack diff --git a/experiments/ppl/run_ppl.py b/experiments/ppl/run_ppl.py index a83c0b8..3115d2b 100644 --- a/experiments/ppl/run_ppl.py +++ b/experiments/ppl/run_ppl.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + import argparse import gc import json diff --git a/experiments/ppl/run_ppl.sh b/experiments/ppl/run_ppl.sh index 5eaafdd..3178e72 100644 --- a/experiments/ppl/run_ppl.sh +++ b/experiments/ppl/run_ppl.sh @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + export TOKENIZERS_PARALLELISM=false mkdir -p results/long-ppl/ diff --git a/experiments/ruler/config_models.sh b/experiments/ruler/config_models.sh index 22bae42..bc1e44b 100644 --- a/experiments/ruler/config_models.sh +++ b/experiments/ruler/config_models.sh @@ -1,16 +1,5 @@ -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] TEMPERATURE="0.0" # greedy TOP_P="1.0" diff --git a/experiments/ruler/config_tasks.sh b/experiments/ruler/config_tasks.sh index 72b44c2..0aeaecf 100644 --- a/experiments/ruler/config_tasks.sh +++ b/experiments/ruler/config_tasks.sh @@ -1,16 +1,5 @@ -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] NUM_SAMPLES=80 REMOVE_NEWLINE_TAB=false diff --git a/experiments/ruler/data/prepare.py b/experiments/ruler/data/prepare.py index 008808e..1469658 100644 --- a/experiments/ruler/data/prepare.py +++ b/experiments/ruler/data/prepare.py @@ -1,16 +1,5 @@ -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] """ Prepare jsonl with field `input` and `outputs`. diff --git a/experiments/ruler/data/synthetic/common_words_extraction.py b/experiments/ruler/data/synthetic/common_words_extraction.py index 942f0b3..3fa1687 100644 --- a/experiments/ruler/data/synthetic/common_words_extraction.py +++ b/experiments/ruler/data/synthetic/common_words_extraction.py @@ -1,16 +1,5 @@ -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] """ Create a dataset jsonl file for common words extraction. diff --git a/experiments/ruler/data/synthetic/constants.py b/experiments/ruler/data/synthetic/constants.py index 46b4b3d..58337ae 100644 --- a/experiments/ruler/data/synthetic/constants.py +++ b/experiments/ruler/data/synthetic/constants.py @@ -1,16 +1,5 @@ -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] """ Add a new task (required arguments): diff --git a/experiments/ruler/data/synthetic/freq_words_extraction.py b/experiments/ruler/data/synthetic/freq_words_extraction.py index 7fee7cf..40d3afd 100644 --- a/experiments/ruler/data/synthetic/freq_words_extraction.py +++ b/experiments/ruler/data/synthetic/freq_words_extraction.py @@ -1,16 +1,5 @@ -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] """ Create a dataset jsonl file for frequent words extraction. diff --git a/experiments/ruler/data/synthetic/json/download_paulgraham_essay.py b/experiments/ruler/data/synthetic/json/download_paulgraham_essay.py index df56ac2..8c2cea4 100644 --- a/experiments/ruler/data/synthetic/json/download_paulgraham_essay.py +++ b/experiments/ruler/data/synthetic/json/download_paulgraham_essay.py @@ -1,16 +1,5 @@ -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] import glob import json diff --git a/experiments/ruler/data/synthetic/json/download_qa_dataset.sh b/experiments/ruler/data/synthetic/json/download_qa_dataset.sh index 369dd35..1faf4fc 100644 --- a/experiments/ruler/data/synthetic/json/download_qa_dataset.sh +++ b/experiments/ruler/data/synthetic/json/download_qa_dataset.sh @@ -1,16 +1,5 @@ -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] wget https://rajpurkar.github.io/SQuAD-explorer/dataset/dev-v2.0.json -O squad.json wget http://curtis.ml.cmu.edu/datasets/hotpot/hotpot_dev_distractor_v1.json -O hotpotqa.json diff --git a/experiments/ruler/data/synthetic/niah.py b/experiments/ruler/data/synthetic/niah.py index c55c791..b6555f7 100644 --- a/experiments/ruler/data/synthetic/niah.py +++ b/experiments/ruler/data/synthetic/niah.py @@ -1,16 +1,5 @@ -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] """ Create a dataset jsonl file for needle in a haystack. diff --git a/experiments/ruler/data/synthetic/qa.py b/experiments/ruler/data/synthetic/qa.py index 176d5a8..8f0c038 100644 --- a/experiments/ruler/data/synthetic/qa.py +++ b/experiments/ruler/data/synthetic/qa.py @@ -1,16 +1,5 @@ -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] """ Create a dataset jsonl file for QA task. diff --git a/experiments/ruler/data/synthetic/variable_tracking.py b/experiments/ruler/data/synthetic/variable_tracking.py index 4691570..f5b736b 100644 --- a/experiments/ruler/data/synthetic/variable_tracking.py +++ b/experiments/ruler/data/synthetic/variable_tracking.py @@ -1,16 +1,5 @@ -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] """ Create a dataset jsonl file for variable tracking. diff --git a/experiments/ruler/data/template.py b/experiments/ruler/data/template.py index 50c6690..4455f6f 100644 --- a/experiments/ruler/data/template.py +++ b/experiments/ruler/data/template.py @@ -1,16 +1,5 @@ -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] Templates = { "base": "{task_template}", diff --git a/experiments/ruler/data/tokenizer.py b/experiments/ruler/data/tokenizer.py index 147f1c3..e3c66f1 100644 --- a/experiments/ruler/data/tokenizer.py +++ b/experiments/ruler/data/tokenizer.py @@ -1,16 +1,5 @@ -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] import os diff --git a/experiments/ruler/eval/evaluate.py b/experiments/ruler/eval/evaluate.py index 8f1336b..f61b25a 100644 --- a/experiments/ruler/eval/evaluate.py +++ b/experiments/ruler/eval/evaluate.py @@ -1,16 +1,5 @@ -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] """ Get summary.csv with score and null predictions amount. diff --git a/experiments/ruler/eval/synthetic/constants.py b/experiments/ruler/eval/synthetic/constants.py index aeb7bfb..b480d76 100644 --- a/experiments/ruler/eval/synthetic/constants.py +++ b/experiments/ruler/eval/synthetic/constants.py @@ -1,16 +1,5 @@ -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] """ Add a new task: diff --git a/experiments/ruler/pred/call_api.py b/experiments/ruler/pred/call_api.py index 9f664be..b73e4fc 100644 --- a/experiments/ruler/pred/call_api.py +++ b/experiments/ruler/pred/call_api.py @@ -1,16 +1,5 @@ -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] """ Prepare prediction jsonl with field `pred` . diff --git a/experiments/ruler/pred/client_wrappers.py b/experiments/ruler/pred/client_wrappers.py index 1cc1aeb..361b998 100644 --- a/experiments/ruler/pred/client_wrappers.py +++ b/experiments/ruler/pred/client_wrappers.py @@ -1,16 +1,5 @@ -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] import abc diff --git a/experiments/ruler/pred/model_wrappers.py b/experiments/ruler/pred/model_wrappers.py index 806262a..ba22dc0 100644 --- a/experiments/ruler/pred/model_wrappers.py +++ b/experiments/ruler/pred/model_wrappers.py @@ -1,16 +1,5 @@ -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] import json import logging diff --git a/experiments/ruler/pred/serve_trt.py b/experiments/ruler/pred/serve_trt.py index 5df34ef..2d2b796 100644 --- a/experiments/ruler/pred/serve_trt.py +++ b/experiments/ruler/pred/serve_trt.py @@ -1,16 +1,5 @@ -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] # adapted from https://github.com/Kipok/NeMo-Skills/blob/v0.1/nemo_skills/inference/server/serve_trt.py diff --git a/experiments/ruler/pred/serve_vllm.py b/experiments/ruler/pred/serve_vllm.py index b48bdc4..4bb0354 100644 --- a/experiments/ruler/pred/serve_vllm.py +++ b/experiments/ruler/pred/serve_vllm.py @@ -1,16 +1,5 @@ -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] # adapted from https://github.com/vllm-project/vllm/blob/v0.4.0/vllm/entrypoints/api_server.py diff --git a/experiments/ruler/run.sh b/experiments/ruler/run.sh index 46e6af6..af5101d 100644 --- a/experiments/ruler/run.sh +++ b/experiments/ruler/run.sh @@ -1,17 +1,6 @@ #!/bin/bash -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] # container: docker.io/cphsieh/ruler:0.1.0 # bash run.sh MODEL_NAME BENCHMARK_NAME diff --git a/experiments/ruler/synthetic.yaml b/experiments/ruler/synthetic.yaml index 823ed73..6aa0562 100644 --- a/experiments/ruler/synthetic.yaml +++ b/experiments/ruler/synthetic.yaml @@ -1,16 +1,5 @@ -# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] niah_single_1: task: niah diff --git a/minference/__init__.py b/minference/__init__.py index cbf7dea..d3cdd04 100644 --- a/minference/__init__.py +++ b/minference/__init__.py @@ -1,5 +1,6 @@ # Copyright (c) 2024 Microsoft # Licensed under The MIT License [see LICENSE for details] + # flake8: noqa from .minference_configuration import MInferenceConfig from .models_patch import MInference diff --git a/minference/configs/model2path.py b/minference/configs/model2path.py index 27135ca..8aec38e 100644 --- a/minference/configs/model2path.py +++ b/minference/configs/model2path.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + import os BASE_DIR = os.path.dirname(os.path.abspath(__file__)) diff --git a/minference/minference_configuration.py b/minference/minference_configuration.py index aae2412..f642d38 100644 --- a/minference/minference_configuration.py +++ b/minference/minference_configuration.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + import os from .configs.model2path import MODEL2PATH diff --git a/minference/models_patch.py b/minference/models_patch.py index 83af1f1..9b02f11 100644 --- a/minference/models_patch.py +++ b/minference/models_patch.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + import os from .minference_configuration import MInferenceConfig diff --git a/minference/modules/inf_llm.py b/minference/modules/inf_llm.py index 610dd85..40b8b66 100644 --- a/minference/modules/inf_llm.py +++ b/minference/modules/inf_llm.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + from copy import deepcopy from typing import Optional, Tuple diff --git a/minference/modules/minference_forward.py b/minference/modules/minference_forward.py index 5e50cbe..f30bae1 100644 --- a/minference/modules/minference_forward.py +++ b/minference/modules/minference_forward.py @@ -1,10 +1,16 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + import inspect import json import os from importlib import import_module from transformers.models.llama.modeling_llama import * -from vllm.attention.backends.flash_attn import * +from transformers.utils.import_utils import _is_package_available + +if _is_package_available("vllm"): + from vllm.attention.backends.flash_attn import * from ..ops.block_sparse_flash_attention import block_sparse_attention from ..ops.pit_sparse_flash_attention_v2 import vertical_slash_sparse_attention diff --git a/minference/modules/snap_kv.py b/minference/modules/snap_kv.py index 8219b80..18ac85f 100644 --- a/minference/modules/snap_kv.py +++ b/minference/modules/snap_kv.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + import math import time import warnings diff --git a/minference/ops/block_sparse_flash_attention.py b/minference/ops/block_sparse_flash_attention.py index c3d0564..4932932 100644 --- a/minference/ops/block_sparse_flash_attention.py +++ b/minference/ops/block_sparse_flash_attention.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + import numpy as np import pycuda.autoprimaryctx import torch diff --git a/minference/ops/pit_sparse_flash_attention.py b/minference/ops/pit_sparse_flash_attention.py index b08fec1..4f09504 100644 --- a/minference/ops/pit_sparse_flash_attention.py +++ b/minference/ops/pit_sparse_flash_attention.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + import numpy as np import pycuda.autoprimaryctx import torch diff --git a/minference/ops/pit_sparse_flash_attention_v2.py b/minference/ops/pit_sparse_flash_attention_v2.py index 5ae3a27..730809d 100644 --- a/minference/ops/pit_sparse_flash_attention_v2.py +++ b/minference/ops/pit_sparse_flash_attention_v2.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + import torch import triton import triton.language as tl diff --git a/minference/ops/streaming_kernel.py b/minference/ops/streaming_kernel.py index 4371128..8297b16 100644 --- a/minference/ops/streaming_kernel.py +++ b/minference/ops/streaming_kernel.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + """ Fused Attention =============== diff --git a/minference/patch.py b/minference/patch.py index 99454d1..17faa67 100644 --- a/minference/patch.py +++ b/minference/patch.py @@ -1,3 +1,6 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + import json import torch From c7542845251fe1d7176246ebb64f4eff0069e4a1 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Sun, 23 Jun 2024 09:25:06 +0000 Subject: [PATCH 19/41] Feature(MInference): support GLM-4 and Qwen2 --- .gitignore | 1 + experiments/README.md | 2 +- experiments/benchmarks/benchmark_e2e.py | 6 +- experiments/infinite_bench/args.py | 1 + .../infinite_bench/run_infinitebench.py | 11 ++- .../needle_in_a_haystack/needle_test.py | 6 ++ .../needle_in_a_haystack/needle_tools.py | 28 +++--- .../needle_in_a_haystack/needle_viz.py | 12 +-- .../needle_in_a_haystack/run_needle.sh | 1 + ...nstruct_kv_out_v32_fit_o_best_pattern.json | 1 + ...nstruct_kv_out_v32_fit_o_best_pattern.json | 1 + minference/configs/model2path.py | 6 ++ minference/modules/minference_forward.py | 87 ++++++++++++------- minference/patch.py | 7 ++ minference/utils.py | 62 +++++++++++++ 15 files changed, 180 insertions(+), 52 deletions(-) create mode 100644 minference/configs/GLM_4_9B_1M_instruct_kv_out_v32_fit_o_best_pattern.json create mode 100644 minference/configs/Qwen2_7B_Instruct_128k_instruct_kv_out_v32_fit_o_best_pattern.json create mode 100644 minference/utils.py diff --git a/.gitignore b/.gitignore index f9fc48c..24a0420 100644 --- a/.gitignore +++ b/.gitignore @@ -408,6 +408,7 @@ results *.pt *.pkl !minference/configs/* +figures __pycache__ build/ diff --git a/experiments/README.md b/experiments/README.md index 37f2da5..04f3332 100644 --- a/experiments/README.md +++ b/experiments/README.md @@ -6,7 +6,7 @@ You can use the following scripts to search for the optimal head sparse pattern: cd experiments/infinite_bench python run_infinitebench.py \ --task kv_retrieval \ - --model_name_or_path gradientai/Llama-3-8B-Instruct-Gradient-1048k \ + --model_name_or_path gradientai/Llama-3-8B-Instruct-262k \ --data_dir ./data \ --output_dir ./results \ --max_seq_length 30000 \ diff --git a/experiments/benchmarks/benchmark_e2e.py b/experiments/benchmarks/benchmark_e2e.py index cde5c88..0df0308 100644 --- a/experiments/benchmarks/benchmark_e2e.py +++ b/experiments/benchmarks/benchmark_e2e.py @@ -114,10 +114,13 @@ def run_benchmark(model_name: str): args.add_argument("--context_window", type=int, default=100000) args.add_argument("--run_benchmark", action="store_true") args.add_argument("--kv_cache_cpu", action="store_true") + args.add_argument("--trust_remote_code", action="store_true") args = args.parse_args() model_name = args.model_name - tokenizer = AutoTokenizer.from_pretrained(model_name) + tokenizer = AutoTokenizer.from_pretrained( + model_name, trust_remote_code=args.trust_remote_code + ) if args.run_benchmark: run_benchmark(model_name) else: @@ -125,6 +128,7 @@ def run_benchmark(model_name: str): model_name, torch_dtype="auto", device_map="auto", + trust_remote_code=args.trust_remote_code, ) attn_kwargs = {} if args.attn_type != "inf_llm" else {"dense_decoding": False} if args.attn_type != "hf": diff --git a/experiments/infinite_bench/args.py b/experiments/infinite_bench/args.py index c764528..b735c3c 100644 --- a/experiments/infinite_bench/args.py +++ b/experiments/infinite_bench/args.py @@ -58,6 +58,7 @@ def parse_args() -> Namespace: p.add_argument("--topk_dims_file_path", type=str, default=None) p.add_argument("--kv_cache_cpu", action="store_true") p.add_argument("--use_snapkv", action="store_true") + p.add_argument("--trust_remote_code", action="store_true") p.add_argument( "--attn_type", type=str, diff --git a/experiments/infinite_bench/run_infinitebench.py b/experiments/infinite_bench/run_infinitebench.py index 19e6f95..88b20ff 100644 --- a/experiments/infinite_bench/run_infinitebench.py +++ b/experiments/infinite_bench/run_infinitebench.py @@ -118,8 +118,11 @@ def load_model( max_seq_length: int = None, is_search: bool = False, use_snapkv: bool = False, + trust_remote_code: bool = False, ): - tok = AutoTokenizer.from_pretrained(model_name, resume_download=None) + tok = AutoTokenizer.from_pretrained( + model_name, resume_download=None, trust_remote_code=trust_remote_code + ) tok.pad_token = tok.eos_token minference_patch = MInference( attn_type, @@ -139,7 +142,9 @@ def load_model( max_model_len=max_seq_length, ) else: - config = AutoConfig.from_pretrained(model_name, resume_download=None) + config = AutoConfig.from_pretrained( + model_name, resume_download=None, trust_remote_code=trust_remote_code + ) if "LWM" in model_name: c = { "theta": 10000000, @@ -159,6 +164,7 @@ def load_model( torch_dtype="auto", device_map="cuda", resume_download=None, + trust_remote_code=trust_remote_code, ) llm = minference_patch(llm) @@ -191,6 +197,7 @@ def load_model( max_seq_length=max_seq_length, is_search=args.is_search, use_snapkv=args.use_snapkv, + trust_remote_code=args.trust_remote_code, ) results = {} diff --git a/experiments/needle_in_a_haystack/needle_test.py b/experiments/needle_in_a_haystack/needle_test.py index d332a1e..165f261 100644 --- a/experiments/needle_in_a_haystack/needle_test.py +++ b/experiments/needle_in_a_haystack/needle_test.py @@ -27,6 +27,7 @@ class Config: pattern_path: str = "config/Llama_3_8B_Instruct_262k_kv_out_v32_best_pattern.json" jobs: str = None kv_cache_cpu: bool = False + trust_remote_code: bool = False def __post_init__(self): timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") @@ -47,6 +48,7 @@ def main( max_length: int = 100000, min_length: int = 1000, kv_cache_cpu: bool = False, + trust_remote_code: bool = False, ): config = Config( model_name=model_name, @@ -59,6 +61,7 @@ def main( context_lengths_min=min_length, context_lengths_max=max_length, kv_cache_cpu=kv_cache_cpu, + trust_remote_code=trust_remote_code, ) kwargs = { "swap_space": 64, @@ -96,6 +99,7 @@ def main( "streaming", "minference", "inf_llm", + "minference_with_dense", ], ) args.add_argument("--output_path", type=str, default="results/needle/") @@ -105,6 +109,7 @@ def main( args.add_argument("--max_length", type=int, default=100000) args.add_argument("--min_length", type=int, default=1000) args.add_argument("--kv_cache_cpu", action="store_true") + args.add_argument("--trust_remote_code", action="store_true") args = args.parse_args() main( @@ -118,4 +123,5 @@ def main( max_length=args.max_length, min_length=args.min_length, kv_cache_cpu=args.kv_cache_cpu, + trust_remote_code=args.trust_remote_code, ) diff --git a/experiments/needle_in_a_haystack/needle_tools.py b/experiments/needle_in_a_haystack/needle_tools.py index f6cf431..d6375cf 100644 --- a/experiments/needle_in_a_haystack/needle_tools.py +++ b/experiments/needle_in_a_haystack/needle_tools.py @@ -14,12 +14,7 @@ import torch from absl.app import run from tqdm import tqdm -from transformers import ( - AutoConfig, - AutoModelForCausalLM, - AutoTokenizer, - GenerationConfig, -) +from transformers import AutoModelForCausalLM, AutoTokenizer, GenerationConfig from vllm import LLM, SamplingParams from minference import MInference @@ -204,7 +199,9 @@ def __init__( print(self.context_lengths) self.context_lengths = self.context_lengths[int(start) : int(end)] print(self.context_lengths) - self.tokenizer = AutoTokenizer.from_pretrained(config.model_name) + self.tokenizer = AutoTokenizer.from_pretrained( + config.model_name, trust_remote_code=config.trust_remote_code + ) minference_patch = MInference( self.config.attn_type, self.config.model_name, @@ -226,7 +223,11 @@ def __init__( self.generation_config = SamplingParams(temperature=0, max_tokens=64) else: self.model = AutoModelForCausalLM.from_pretrained( - self.config.model_name, torch_dtype="auto", device_map="cuda", **kwargs + self.config.model_name, + torch_dtype="auto", + device_map="cuda", + trust_remote_code=config.trust_remote_code, + **kwargs, ) self.model = minference_patch(self.model) self.generation_config = GenerationConfig( @@ -382,11 +383,12 @@ def _key_from_result(result): input_tensor = self.tokenizer( prompt, return_tensors="pt", return_attention_mask=False ).to(self.model.device) - outs = self.model.generate( - **input_tensor, - generation_config=self.generation_config, - pad_token_id=self.tokenizer.eos_token_id, - ) + with torch.no_grad(): + outs = self.model.generate( + **input_tensor, + generation_config=self.generation_config, + pad_token_id=self.tokenizer.eos_token_id, + ) new_tokens = outs[0, input_tensor["input_ids"].shape[-1] :] out = self.tokenizer.decode(new_tokens, skip_special_tokens=True) results.append( diff --git a/experiments/needle_in_a_haystack/needle_viz.py b/experiments/needle_in_a_haystack/needle_viz.py index 9fca71c..57196cb 100644 --- a/experiments/needle_in_a_haystack/needle_viz.py +++ b/experiments/needle_in_a_haystack/needle_viz.py @@ -87,17 +87,17 @@ def get_context_size(x): max_context_str = f"{max_context // 1000}K" if max_context >= 1000 else max_context # More aesthetics - if mode.lower() == " w/ ours": - name = "MInference" - elif mode.lower() == " w/ streamllm": - name = "StreamingLLM" - elif mode.lower() == " w/ infllm": + if mode.lower() == "ours": + name = " w/ MInference" + elif mode.lower() == "streamllm": + name = " w/ StreamingLLM" + elif mode.lower() == "infllm": name = " w/ InfLLM" else: name = "" if "Yi" in model_name: context = "200K" - elif "Phi" in model_name: + elif any(key in model_name for key in ["Phi", "Qwen2"]): context = "128K" else: context = "1M" diff --git a/experiments/needle_in_a_haystack/run_needle.sh b/experiments/needle_in_a_haystack/run_needle.sh index 1bd7c3c..9053006 100644 --- a/experiments/needle_in_a_haystack/run_needle.sh +++ b/experiments/needle_in_a_haystack/run_needle.sh @@ -33,4 +33,5 @@ python experiments/needle_in_a_haystack/needle_test.py \ python experiments/needle_in_a_haystack/needle_summary.py --output_path ./needle --run_name minference_LLaMA_1M # Visualization +mkdir -p figures python experiments/needle_in_a_haystack/needle_viz.py --res_file ./needle/minference_LLaMA_1M.json --model_name LLaMA-3-8B-Instruct-1M --mode ours diff --git a/minference/configs/GLM_4_9B_1M_instruct_kv_out_v32_fit_o_best_pattern.json b/minference/configs/GLM_4_9B_1M_instruct_kv_out_v32_fit_o_best_pattern.json new file mode 100644 index 0000000..9f0135f --- /dev/null +++ b/minference/configs/GLM_4_9B_1M_instruct_kv_out_v32_fit_o_best_pattern.json @@ -0,0 +1 @@ +[{"0": ["vertical_and_slash", 1000, 6096, 0.607320249080658], "1": ["vertical_and_slash", 30, 800, 0.8188685178756714], "2": ["vertical_and_slash", 3500, 100, 0.5349845290184021], "3": ["vertical_and_slash", 1000, 6096, 0.4409796893596649], "4": ["vertical_and_slash", 1000, 6096, 0.6407181024551392], "5": ["vertical_and_slash", 1000, 6096, 0.7205579876899719], "6": ["vertical_and_slash", 1000, 6096, 0.8290738463401794], "7": ["vertical_and_slash", 1000, 6096, 0.5250093936920166], "8": ["vertical_and_slash", 1000, 6096, 0.39919227361679077], "9": ["vertical_and_slash", 1000, 6096, 0.8610774278640747], "10": ["vertical_and_slash", 1000, 6096, 0.557726263999939], "11": ["vertical_and_slash", 1000, 6096, 0.41778454184532166], "12": ["vertical_and_slash", 1000, 6096, 0.5489121079444885], "13": ["vertical_and_slash", 1000, 6096, 0.4011226296424866], "14": ["vertical_and_slash", 1000, 6096, 0.42057377099990845], "15": ["vertical_and_slash", 1000, 6096, 0.4420812726020813], "16": ["vertical_and_slash", 3500, 100, 0.539909303188324], "17": ["vertical_and_slash", 1000, 6096, 0.473086953163147], "18": ["vertical_and_slash", 3500, 100, 0.6077426075935364], "19": ["vertical_and_slash", 1000, 6096, 0.49552032351493835], "20": ["vertical_and_slash", 1000, 6096, 0.8738178014755249], "21": ["vertical_and_slash", 1000, 6096, 0.7316954135894775], "22": ["vertical_and_slash", 3500, 100, 0.5517809391021729], "23": ["vertical_and_slash", 1000, 6096, 0.5873302221298218], "24": ["vertical_and_slash", 1000, 6096, 0.5817166566848755], "25": ["vertical_and_slash", 3500, 100, 0.5116572380065918], "26": ["vertical_and_slash", 3500, 100, 0.586027979850769], "27": ["vertical_and_slash", 1000, 6096, 0.39690160751342773], "28": ["vertical_and_slash", 1000, 6096, 0.688616156578064], "29": ["vertical_and_slash", 30, 800, 0.9594184756278992], "30": ["vertical_and_slash", 1000, 6096, 0.44193533062934875], "31": ["vertical_and_slash", 1000, 6096, 0.598908543586731]}, {"0": ["vertical_and_slash", 30, 800, 0.984818696975708], "1": ["vertical_and_slash", 1000, 6096, 0.9897077679634094], "2": ["vertical_and_slash", 1000, 6096, 0.9849515557289124], "3": ["vertical_and_slash", 1000, 6096, 0.8847459554672241], "4": ["vertical_and_slash", 1000, 6096, 0.982058048248291], "5": ["vertical_and_slash", 1000, 6096, 0.9073014855384827], "6": ["vertical_and_slash", 1000, 6096, 0.9022318720817566], "7": ["vertical_and_slash", 1000, 6096, 0.7311952114105225], "8": ["vertical_and_slash", 1000, 6096, 0.9608654975891113], "9": ["vertical_and_slash", 1000, 6096, 0.9718127250671387], "10": ["vertical_and_slash", 1000, 6096, 0.9784811735153198], "11": ["vertical_and_slash", 1000, 6096, 0.9465556144714355], "12": ["vertical_and_slash", 1000, 6096, 0.9491732120513916], "13": ["vertical_and_slash", 1000, 6096, 0.6718633770942688], "14": ["vertical_and_slash", 3500, 100, 0.9624817967414856], "15": ["vertical_and_slash", 1000, 6096, 0.9829132556915283], "16": ["vertical_and_slash", 3500, 100, 0.8535671234130859], "17": ["vertical_and_slash", 3500, 100, 0.9092485308647156], "18": ["vertical_and_slash", 1000, 6096, 0.9137914180755615], "19": ["vertical_and_slash", 1000, 6096, 0.9581669569015503], "20": ["vertical_and_slash", 3500, 100, 0.9440631866455078], "21": ["vertical_and_slash", 1000, 6096, 0.960383415222168], "22": ["vertical_and_slash", 1000, 6096, 0.9197445511817932], "23": ["vertical_and_slash", 1000, 6096, 0.932186484336853], "24": ["vertical_and_slash", 1000, 6096, 0.9688400030136108], "25": ["vertical_and_slash", 3500, 100, 0.8753203749656677], "26": ["vertical_and_slash", 1000, 6096, 0.778458833694458], "27": ["vertical_and_slash", 1000, 6096, 0.9089145660400391], "28": ["vertical_and_slash", 1000, 6096, 0.9541447162628174], "29": ["vertical_and_slash", 1000, 6096, 0.849644660949707], "30": ["vertical_and_slash", 1000, 6096, 0.6009925603866577], "31": ["vertical_and_slash", 3500, 100, 0.8730477690696716]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9927235245704651], "1": ["vertical_and_slash", 3500, 100, 0.970400333404541], "2": ["vertical_and_slash", 1000, 6096, 0.9524849057197571], "3": ["vertical_and_slash", 1000, 6096, 0.8191299438476562], "4": ["vertical_and_slash", 1000, 6096, 0.99163419008255], "5": ["vertical_and_slash", 1000, 6096, 0.9896164536476135], "6": ["vertical_and_slash", 1000, 6096, 0.9094650149345398], "7": ["vertical_and_slash", 30, 800, 0.988660991191864], "8": ["vertical_and_slash", 1000, 6096, 0.9893123507499695], "9": ["vertical_and_slash", 1000, 6096, 0.9888522624969482], "10": ["vertical_and_slash", 1000, 6096, 0.9870534539222717], "11": ["vertical_and_slash", 1000, 6096, 0.988201379776001], "12": ["vertical_and_slash", 1000, 6096, 0.9722323417663574], "13": ["vertical_and_slash", 1000, 6096, 0.9796289801597595], "14": ["vertical_and_slash", 1000, 6096, 0.9456352591514587], "15": ["vertical_and_slash", 1000, 6096, 0.9492893218994141], "16": ["vertical_and_slash", 1000, 6096, 0.939911425113678], "17": ["vertical_and_slash", 1000, 6096, 0.9800530076026917], "18": ["vertical_and_slash", 1000, 6096, 0.9930890798568726], "19": ["vertical_and_slash", 1000, 6096, 0.994559109210968], "20": ["vertical_and_slash", 1000, 6096, 0.9873578548431396], "21": ["vertical_and_slash", 3500, 100, 0.9922747015953064], "22": ["vertical_and_slash", 1000, 6096, 0.868395984172821], "23": ["vertical_and_slash", 1000, 6096, 0.7782280445098877], "24": ["vertical_and_slash", 1000, 6096, 0.9941012263298035], "25": ["vertical_and_slash", 1000, 6096, 0.9804511070251465], "26": ["vertical_and_slash", 1000, 6096, 0.9945708513259888], "27": ["vertical_and_slash", 1000, 6096, 0.9056034088134766], "28": ["vertical_and_slash", 1000, 6096, 0.9548148512840271], "29": ["vertical_and_slash", 1000, 6096, 0.9423152804374695], "30": ["vertical_and_slash", 1000, 6096, 0.8910396695137024], "31": ["vertical_and_slash", 1000, 6096, 0.9749031066894531]}, {"0": ["vertical_and_slash", 1000, 6096, 0.980637788772583], "1": ["vertical_and_slash", 1000, 6096, 0.9693703055381775], "2": ["vertical_and_slash", 1000, 6096, 0.975855827331543], "3": ["vertical_and_slash", 1000, 6096, 0.968798816204071], "4": ["vertical_and_slash", 1000, 6096, 0.981493353843689], "5": ["vertical_and_slash", 1000, 6096, 0.7912566065788269], "6": ["vertical_and_slash", 30, 800, 0.984382688999176], "7": ["vertical_and_slash", 1000, 6096, 0.9784753918647766], "8": ["vertical_and_slash", 1000, 6096, 0.9720668196678162], "9": ["vertical_and_slash", 1000, 6096, 0.9726041555404663], "10": ["vertical_and_slash", 30, 800, 0.9742363691329956], "11": ["vertical_and_slash", 1000, 6096, 0.9672162532806396], "12": ["vertical_and_slash", 1000, 6096, 0.9729542136192322], "13": ["vertical_and_slash", 1000, 6096, 0.9446829557418823], "14": ["vertical_and_slash", 30, 800, 0.9846457839012146], "15": ["vertical_and_slash", 1000, 6096, 0.8565210103988647], "16": ["vertical_and_slash", 1000, 6096, 0.9071152806282043], "17": ["vertical_and_slash", 1000, 6096, 0.842366099357605], "18": ["vertical_and_slash", 1000, 6096, 0.9122264981269836], "19": ["vertical_and_slash", 1000, 6096, 0.9932763576507568], "20": ["vertical_and_slash", 1000, 6096, 0.9251010417938232], "21": ["vertical_and_slash", 1000, 6096, 0.9563732147216797], "22": ["vertical_and_slash", 1000, 6096, 0.9262596964836121], "23": ["vertical_and_slash", 1000, 6096, 0.8246892690658569], "24": ["vertical_and_slash", 1000, 6096, 0.9308041334152222], "25": ["vertical_and_slash", 1000, 6096, 0.9385374784469604], "26": ["vertical_and_slash", 1000, 6096, 0.9059684872627258], "27": ["vertical_and_slash", 1000, 6096, 0.991765558719635], "28": ["vertical_and_slash", 1000, 6096, 0.9371857047080994], "29": ["vertical_and_slash", 1000, 6096, 0.9697853326797485], "30": ["vertical_and_slash", 1000, 6096, 0.8799659609794617], "31": ["vertical_and_slash", 1000, 6096, 0.9886091351509094]}, {"0": ["vertical_and_slash", 30, 800, 0.9664506316184998], "1": ["vertical_and_slash", 30, 800, 0.9881126284599304], "2": ["vertical_and_slash", 30, 800, 0.9925991892814636], "3": ["vertical_and_slash", 30, 800, 0.9699523448944092], "4": ["vertical_and_slash", 30, 800, 0.9941449761390686], "5": ["vertical_and_slash", 1000, 6096, 0.7463071942329407], "6": ["vertical_and_slash", 1000, 6096, 0.8109810948371887], "7": ["vertical_and_slash", 30, 800, 0.9786219000816345], "8": ["vertical_and_slash", 30, 800, 0.9961836934089661], "9": ["vertical_and_slash", 30, 800, 0.9840148091316223], "10": ["vertical_and_slash", 30, 800, 0.9944106936454773], "11": ["vertical_and_slash", 30, 800, 0.9784397482872009], "12": ["vertical_and_slash", 30, 800, 0.9790462255477905], "13": ["vertical_and_slash", 30, 800, 0.9580661058425903], "14": ["vertical_and_slash", 30, 800, 0.9926502704620361], "15": ["vertical_and_slash", 30, 800, 0.9953798055648804], "16": ["vertical_and_slash", 30, 800, 0.9911163449287415], "17": ["vertical_and_slash", 30, 800, 0.9968860149383545], "18": ["vertical_and_slash", 30, 800, 0.9946805238723755], "19": ["vertical_and_slash", 30, 800, 0.9786041378974915], "20": ["vertical_and_slash", 30, 800, 0.9883182644844055], "21": ["vertical_and_slash", 30, 800, 0.9965389966964722], "22": ["vertical_and_slash", 30, 800, 0.9950538277626038], "23": ["vertical_and_slash", 30, 800, 0.9956833124160767], "24": ["vertical_and_slash", 1000, 6096, 0.6033216714859009], "25": ["vertical_and_slash", 30, 800, 0.9926028847694397], "26": ["vertical_and_slash", 1000, 6096, 0.9789131879806519], "27": ["vertical_and_slash", 1000, 6096, 0.6449341177940369], "28": ["vertical_and_slash", 30, 800, 0.9902080297470093], "29": ["vertical_and_slash", 30, 800, 0.9909520745277405], "30": ["vertical_and_slash", 30, 800, 0.9747541546821594], "31": ["vertical_and_slash", 1000, 6096, 0.9476008415222168]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9904411435127258], "1": ["vertical_and_slash", 30, 800, 0.9910487532615662], "2": ["vertical_and_slash", 1000, 6096, 0.9756672382354736], "3": ["vertical_and_slash", 1000, 6096, 0.932816743850708], "4": ["vertical_and_slash", 1000, 6096, 0.9568681120872498], "5": ["vertical_and_slash", 1000, 6096, 0.9725597500801086], "6": ["vertical_and_slash", 1000, 6096, 0.9484926462173462], "7": ["vertical_and_slash", 1000, 6096, 0.9971364140510559], "8": ["vertical_and_slash", 1000, 6096, 0.998288631439209], "9": ["vertical_and_slash", 1000, 6096, 0.9971045255661011], "10": ["vertical_and_slash", 1000, 6096, 0.9566321969032288], "11": ["vertical_and_slash", 1000, 6096, 0.9951393008232117], "12": ["vertical_and_slash", 1000, 6096, 0.7474702000617981], "13": ["vertical_and_slash", 1000, 6096, 0.9912301301956177], "14": ["vertical_and_slash", 100, 800, 1.0], "15": ["vertical_and_slash", 1000, 6096, 0.8816485404968262], "16": ["vertical_and_slash", 30, 800, 0.9929412603378296], "17": ["vertical_and_slash", 1000, 6096, 0.7502387762069702], "18": ["vertical_and_slash", 30, 800, 0.9968609809875488], "19": ["vertical_and_slash", 1000, 6096, 0.9264512062072754], "20": ["vertical_and_slash", 1000, 6096, 0.7249436974525452], "21": ["vertical_and_slash", 30, 800, 0.9985251426696777], "22": ["vertical_and_slash", 1000, 6096, 0.4554010033607483], "23": ["vertical_and_slash", 100, 800, 0.98046875], "24": ["vertical_and_slash", 30, 800, 0.9897025227546692], "25": ["vertical_and_slash", 30, 800, 0.9924492835998535], "26": ["vertical_and_slash", 1000, 6096, 0.8219242095947266], "27": ["vertical_and_slash", 30, 800, 0.9866492748260498], "28": ["vertical_and_slash", 30, 800, 0.8629838228225708], "29": ["vertical_and_slash", 1000, 6096, 0.8555644154548645], "30": ["vertical_and_slash", 30, 800, 0.9946920275688171], "31": ["vertical_and_slash", 1000, 6096, 0.7602364420890808]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9341182112693787], "1": ["vertical_and_slash", 30, 800, 0.9930327534675598], "2": ["vertical_and_slash", 30, 800, 0.9864211082458496], "3": ["vertical_and_slash", 30, 800, 0.9971551299095154], "4": ["vertical_and_slash", 1000, 6096, 0.8854694366455078], "5": ["vertical_and_slash", 30, 800, 0.9771373867988586], "6": ["vertical_and_slash", 1000, 6096, 0.9856491684913635], "7": ["vertical_and_slash", 30, 800, 0.9830764532089233], "8": ["vertical_and_slash", 30, 800, 0.9875907897949219], "9": ["vertical_and_slash", 1000, 6096, 0.9652862548828125], "10": ["vertical_and_slash", 1000, 6096, 0.9916911125183105], "11": ["vertical_and_slash", 1000, 6096, 0.9601388573646545], "12": ["vertical_and_slash", 1000, 6096, 0.9818140268325806], "13": ["vertical_and_slash", 30, 800, 0.9573540687561035], "14": ["vertical_and_slash", 30, 800, 0.9918647408485413], "15": ["vertical_and_slash", 1000, 6096, 0.9186978936195374], "16": ["vertical_and_slash", 1000, 6096, 0.9034823775291443], "17": ["vertical_and_slash", 1000, 6096, 0.9693074226379395], "18": ["vertical_and_slash", 1000, 6096, 0.9873420596122742], "19": ["vertical_and_slash", 1000, 6096, 0.9989088177680969], "20": ["vertical_and_slash", 1000, 6096, 0.9074654579162598], "21": ["vertical_and_slash", 1000, 6096, 0.7031925916671753], "22": ["vertical_and_slash", 1000, 6096, 0.951509416103363], "23": ["vertical_and_slash", 1000, 6096, 0.8980137705802917], "24": ["vertical_and_slash", 1000, 6096, 0.9660430550575256], "25": ["vertical_and_slash", 1000, 6096, 0.6851689219474792], "26": ["vertical_and_slash", 1000, 6096, 0.7880844473838806], "27": ["vertical_and_slash", 1000, 6096, 0.9759742617607117], "28": ["vertical_and_slash", 1000, 6096, 0.6127987504005432], "29": ["vertical_and_slash", 1000, 6096, 0.8653184771537781], "30": ["vertical_and_slash", 30, 800, 0.9919092655181885], "31": ["vertical_and_slash", 1000, 6096, 0.9924417734146118]}, {"0": ["vertical_and_slash", 1000, 6096, 0.949621319770813], "1": ["vertical_and_slash", 1000, 6096, 0.9911826848983765], "2": ["vertical_and_slash", 1000, 6096, 0.9973833560943604], "3": ["vertical_and_slash", 1000, 6096, 0.8331511616706848], "4": ["vertical_and_slash", 1000, 6096, 0.8171661496162415], "5": ["vertical_and_slash", 1000, 6096, 0.9722827076911926], "6": ["vertical_and_slash", 1000, 6096, 0.9896110892295837], "7": ["vertical_and_slash", 1000, 6096, 0.9418066740036011], "8": ["vertical_and_slash", 1000, 6096, 0.7648960947990417], "9": ["vertical_and_slash", 1000, 6096, 0.9909672141075134], "10": ["vertical_and_slash", 3500, 100, 0.8392957448959351], "11": ["vertical_and_slash", 1000, 6096, 0.755734920501709], "12": ["vertical_and_slash", 1000, 6096, 0.9959866404533386], "13": ["vertical_and_slash", 1000, 6096, 0.8561900854110718], "14": ["vertical_and_slash", 1000, 6096, 0.7799063324928284], "15": ["vertical_and_slash", 1000, 6096, 0.8104366064071655], "16": ["vertical_and_slash", 1000, 6096, 0.9958652257919312], "17": ["vertical_and_slash", 1000, 6096, 0.9523825645446777], "18": ["vertical_and_slash", 30, 800, 0.9975892901420593], "19": ["vertical_and_slash", 1000, 6096, 0.9033409953117371], "20": ["vertical_and_slash", 100, 800, 0.8671875], "21": ["vertical_and_slash", 100, 800, 0.96484375], "22": ["vertical_and_slash", 1000, 6096, 0.9921835660934448], "23": ["vertical_and_slash", 1000, 6096, 0.9847569465637207], "24": ["vertical_and_slash", 1000, 6096, 0.9824939966201782], "25": ["vertical_and_slash", 1000, 6096, 0.9986788630485535], "26": ["vertical_and_slash", 1000, 6096, 0.8709461688995361], "27": ["vertical_and_slash", 1000, 6096, 0.9971341490745544], "28": ["vertical_and_slash", 1000, 6096, 0.9992262125015259], "29": ["vertical_and_slash", 1000, 6096, 0.6482179760932922], "30": ["vertical_and_slash", 1000, 6096, 0.9929115176200867], "31": ["vertical_and_slash", 1000, 6096, 0.9922140836715698]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9948307871818542], "1": ["vertical_and_slash", 1000, 6096, 0.9119188189506531], "2": ["vertical_and_slash", 1000, 6096, 0.9955572485923767], "3": ["vertical_and_slash", 1000, 6096, 0.9988696575164795], "4": ["vertical_and_slash", 1000, 6096, 0.930955708026886], "5": ["vertical_and_slash", 1000, 6096, 0.9703837037086487], "6": ["vertical_and_slash", 30, 800, 0.998771071434021], "7": ["vertical_and_slash", 1000, 6096, 0.9730043411254883], "8": ["vertical_and_slash", 1000, 6096, 0.9916525483131409], "9": ["vertical_and_slash", 1000, 6096, 0.9904662370681763], "10": ["vertical_and_slash", 1000, 6096, 0.9029244780540466], "11": ["vertical_and_slash", 1000, 6096, 0.6398787498474121], "12": ["vertical_and_slash", 1000, 6096, 0.9975113272666931], "13": ["vertical_and_slash", 1000, 6096, 0.9041478633880615], "14": ["vertical_and_slash", 1000, 6096, 0.9986220598220825], "15": ["vertical_and_slash", 1000, 6096, 0.97948157787323], "16": ["vertical_and_slash", 1000, 6096, 0.991273045539856], "17": ["vertical_and_slash", 1000, 6096, 0.9922738075256348], "18": ["vertical_and_slash", 1000, 6096, 0.9973925352096558], "19": ["vertical_and_slash", 1000, 6096, 0.9190897941589355], "20": ["vertical_and_slash", 1000, 6096, 0.9636063575744629], "21": ["vertical_and_slash", 1000, 6096, 0.9976775646209717], "22": ["vertical_and_slash", 1000, 6096, 0.8911557197570801], "23": ["vertical_and_slash", 1000, 6096, 0.9931186437606812], "24": ["vertical_and_slash", 1000, 6096, 0.9836262464523315], "25": ["vertical_and_slash", 1000, 6096, 0.9732087850570679], "26": ["vertical_and_slash", 1000, 6096, 0.8872925639152527], "27": ["vertical_and_slash", 1000, 6096, 0.9577845931053162], "28": ["vertical_and_slash", 1000, 6096, 0.8456900119781494], "29": ["vertical_and_slash", 1000, 6096, 0.6334351897239685], "30": ["vertical_and_slash", 1000, 6096, 0.9903744459152222], "31": ["vertical_and_slash", 1000, 6096, 0.9899418354034424]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9642171859741211], "1": ["vertical_and_slash", 1000, 6096, 0.47584909200668335], "2": ["vertical_and_slash", 1000, 6096, 0.9893169403076172], "3": ["vertical_and_slash", 1000, 6096, 0.6212961077690125], "4": ["vertical_and_slash", 1000, 6096, 0.4895332455635071], "5": ["vertical_and_slash", 1000, 6096, 0.5647990703582764], "6": ["vertical_and_slash", 1000, 6096, 0.7113249897956848], "7": ["vertical_and_slash", 1000, 6096, 0.920142650604248], "8": ["vertical_and_slash", 1000, 6096, 0.9878794550895691], "9": ["vertical_and_slash", 1000, 6096, 0.9920369386672974], "10": ["vertical_and_slash", 1000, 6096, 0.9919956922531128], "11": ["vertical_and_slash", 1000, 6096, 0.9468153119087219], "12": ["vertical_and_slash", 1000, 6096, 0.9600852131843567], "13": ["vertical_and_slash", 1000, 6096, 0.9971191883087158], "14": ["vertical_and_slash", 1000, 6096, 0.9691506028175354], "15": ["vertical_and_slash", 1000, 6096, 0.9900606274604797], "16": ["vertical_and_slash", 1000, 6096, 0.7718557119369507], "17": ["vertical_and_slash", 1000, 6096, 0.9399040937423706], "18": ["vertical_and_slash", 1000, 6096, 0.9840185046195984], "19": ["vertical_and_slash", 1000, 6096, 0.8616393208503723], "20": ["vertical_and_slash", 1000, 6096, 0.9769756197929382], "21": ["vertical_and_slash", 1000, 6096, 0.8033336997032166], "22": ["vertical_and_slash", 1000, 6096, 0.9497328996658325], "23": ["vertical_and_slash", 1000, 6096, 0.9382109642028809], "24": ["vertical_and_slash", 1000, 6096, 0.9936342835426331], "25": ["vertical_and_slash", 1000, 6096, 0.9964848160743713], "26": ["vertical_and_slash", 1000, 6096, 0.9940112829208374], "27": ["vertical_and_slash", 1000, 6096, 0.9805063009262085], "28": ["vertical_and_slash", 1000, 6096, 0.6296311616897583], "29": ["vertical_and_slash", 1000, 6096, 0.8419080972671509], "30": ["vertical_and_slash", 1000, 6096, 0.992581844329834], "31": ["vertical_and_slash", 1000, 6096, 0.9726547002792358]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9562081694602966], "1": ["vertical_and_slash", 1000, 6096, 0.920412540435791], "2": ["vertical_and_slash", 1000, 6096, 0.9765562415122986], "3": ["vertical_and_slash", 1000, 6096, 0.846834123134613], "4": ["vertical_and_slash", 1000, 6096, 0.971135139465332], "5": ["vertical_and_slash", 1000, 6096, 0.9338746666908264], "6": ["vertical_and_slash", 1000, 6096, 0.7242234945297241], "7": ["vertical_and_slash", 1000, 6096, 0.9260809421539307], "8": ["vertical_and_slash", 1000, 6096, 0.876142680644989], "9": ["vertical_and_slash", 1000, 6096, 0.8419959545135498], "10": ["vertical_and_slash", 1000, 6096, 0.7114543318748474], "11": ["vertical_and_slash", 1000, 6096, 0.8231581449508667], "12": ["vertical_and_slash", 1000, 6096, 0.8134669661521912], "13": ["vertical_and_slash", 1000, 6096, 0.9823401570320129], "14": ["vertical_and_slash", 1000, 6096, 0.8788273930549622], "15": ["vertical_and_slash", 1000, 6096, 0.7951365113258362], "16": ["vertical_and_slash", 1000, 6096, 0.9595907330513], "17": ["vertical_and_slash", 1000, 6096, 0.9799779057502747], "18": ["vertical_and_slash", 1000, 6096, 0.9359989166259766], "19": ["vertical_and_slash", 1000, 6096, 0.9746171236038208], "20": ["vertical_and_slash", 1000, 6096, 0.9863234758377075], "21": ["vertical_and_slash", 1000, 6096, 0.9424668550491333], "22": ["vertical_and_slash", 1000, 6096, 0.8575285077095032], "23": ["vertical_and_slash", 1000, 6096, 0.752450168132782], "24": ["vertical_and_slash", 1000, 6096, 0.9958561658859253], "25": ["vertical_and_slash", 3500, 100, 0.8371226191520691], "26": ["vertical_and_slash", 1000, 6096, 0.9757732152938843], "27": ["vertical_and_slash", 1000, 6096, 0.8623197078704834], "28": ["vertical_and_slash", 1000, 6096, 0.9288658499717712], "29": ["vertical_and_slash", 1000, 6096, 0.9244252443313599], "30": ["vertical_and_slash", 1000, 6096, 0.9852326512336731], "31": ["vertical_and_slash", 1000, 6096, 0.8441554307937622]}, {"0": ["vertical_and_slash", 1000, 6096, 0.8664576411247253], "1": ["vertical_and_slash", 1000, 6096, 0.885201632976532], "2": ["vertical_and_slash", 1000, 6096, 0.9882799386978149], "3": ["vertical_and_slash", 1000, 6096, 0.4493744373321533], "4": ["vertical_and_slash", 1000, 6096, 0.9310450553894043], "5": ["vertical_and_slash", 1000, 6096, 0.3955627977848053], "6": ["vertical_and_slash", 1000, 6096, 0.9268753528594971], "7": ["vertical_and_slash", 1000, 6096, 0.7176633477210999], "8": ["vertical_and_slash", 1000, 6096, 0.9735022187232971], "9": ["vertical_and_slash", 1000, 6096, 0.8834140300750732], "10": ["vertical_and_slash", 1000, 6096, 0.8966405987739563], "11": ["vertical_and_slash", 1000, 6096, 0.7090746164321899], "12": ["vertical_and_slash", 1000, 6096, 0.8831575512886047], "13": ["vertical_and_slash", 1000, 6096, 0.9805029034614563], "14": ["vertical_and_slash", 1000, 6096, 0.8853322267532349], "15": ["vertical_and_slash", 3500, 100, 0.9863671660423279], "16": ["vertical_and_slash", 1000, 6096, 0.9831417798995972], "17": ["vertical_and_slash", 1000, 6096, 0.9809348583221436], "18": ["vertical_and_slash", 1000, 6096, 0.9465487599372864], "19": ["vertical_and_slash", 1000, 6096, 0.941412627696991], "20": ["vertical_and_slash", 1000, 6096, 0.9227497577667236], "21": ["vertical_and_slash", 1000, 6096, 0.9292575120925903], "22": ["vertical_and_slash", 1000, 6096, 0.9284678101539612], "23": ["vertical_and_slash", 1000, 6096, 0.9765072464942932], "24": ["vertical_and_slash", 1000, 6096, 0.9329541325569153], "25": ["vertical_and_slash", 1000, 6096, 0.9777523875236511], "26": ["vertical_and_slash", 1000, 6096, 0.8051952123641968], "27": ["vertical_and_slash", 1000, 6096, 0.8399110436439514], "28": ["vertical_and_slash", 1000, 6096, 0.9342514872550964], "29": ["vertical_and_slash", 1000, 6096, 0.9741578102111816], "30": ["vertical_and_slash", 1000, 6096, 0.848839521408081], "31": ["vertical_and_slash", 1000, 6096, 0.98239666223526]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9757362604141235], "1": ["vertical_and_slash", 1000, 6096, 0.9550406336784363], "2": ["vertical_and_slash", 1000, 6096, 0.9211279153823853], "3": ["vertical_and_slash", 1000, 6096, 0.8916653990745544], "4": ["vertical_and_slash", 1000, 6096, 0.8767431974411011], "5": ["vertical_and_slash", 1000, 6096, 0.9455703496932983], "6": ["vertical_and_slash", 1000, 6096, 0.9527192115783691], "7": ["vertical_and_slash", 1000, 6096, 0.7811068296432495], "8": ["vertical_and_slash", 1000, 6096, 0.8316296339035034], "9": ["vertical_and_slash", 1000, 6096, 0.8304035663604736], "10": ["vertical_and_slash", 1000, 6096, 0.8664345741271973], "11": ["vertical_and_slash", 1000, 6096, 0.7507209181785583], "12": ["vertical_and_slash", 1000, 6096, 0.6998193860054016], "13": ["vertical_and_slash", 1000, 6096, 0.8083937764167786], "14": ["vertical_and_slash", 1000, 6096, 0.936531126499176], "15": ["vertical_and_slash", 3500, 100, 0.8388638496398926], "16": ["vertical_and_slash", 1000, 6096, 0.9760980010032654], "17": ["vertical_and_slash", 1000, 6096, 0.8551024794578552], "18": ["vertical_and_slash", 1000, 6096, 0.8102226257324219], "19": ["vertical_and_slash", 1000, 6096, 0.7975588440895081], "20": ["vertical_and_slash", 1000, 6096, 0.7827161550521851], "21": ["vertical_and_slash", 1000, 6096, 0.8549791574478149], "22": ["vertical_and_slash", 1000, 6096, 0.43748968839645386], "23": ["vertical_and_slash", 1000, 6096, 0.9711122512817383], "24": ["vertical_and_slash", 1000, 6096, 0.9607608318328857], "25": ["vertical_and_slash", 1000, 6096, 0.9769198894500732], "26": ["vertical_and_slash", 1000, 6096, 0.8103007674217224], "27": ["vertical_and_slash", 1000, 6096, 0.8963778018951416], "28": ["vertical_and_slash", 1000, 6096, 0.9841576814651489], "29": ["vertical_and_slash", 1000, 6096, 0.7483077645301819], "30": ["vertical_and_slash", 1000, 6096, 0.7113289833068848], "31": ["vertical_and_slash", 1000, 6096, 0.9651824235916138]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9249807000160217], "1": ["vertical_and_slash", 1000, 6096, 0.9844335317611694], "2": ["vertical_and_slash", 1000, 6096, 0.9704158306121826], "3": ["vertical_and_slash", 1000, 6096, 0.8301292657852173], "4": ["vertical_and_slash", 1000, 6096, 0.845939040184021], "5": ["vertical_and_slash", 1000, 6096, 0.960191547870636], "6": ["vertical_and_slash", 1000, 6096, 0.7878851294517517], "7": ["vertical_and_slash", 1000, 6096, 0.8991147875785828], "8": ["vertical_and_slash", 1000, 6096, 0.8055030107498169], "9": ["vertical_and_slash", 1000, 6096, 0.9609166979789734], "10": ["vertical_and_slash", 1000, 6096, 0.6763443350791931], "11": ["vertical_and_slash", 100, 800, 0.8046875], "12": ["vertical_and_slash", 1000, 6096, 0.8667144179344177], "13": ["vertical_and_slash", 1000, 6096, 0.8666128516197205], "14": ["vertical_and_slash", 1000, 6096, 0.9005298018455505], "15": ["vertical_and_slash", 1000, 6096, 0.9701908230781555], "16": ["vertical_and_slash", 1000, 6096, 0.6784012317657471], "17": ["vertical_and_slash", 1000, 6096, 0.6145890355110168], "18": ["vertical_and_slash", 1000, 6096, 0.9477112889289856], "19": ["vertical_and_slash", 1000, 6096, 0.772862434387207], "20": ["vertical_and_slash", 3500, 100, 0.47021621465682983], "21": ["vertical_and_slash", 1000, 6096, 0.6586878895759583], "22": ["vertical_and_slash", 1000, 6096, 0.9840757250785828], "23": ["vertical_and_slash", 1000, 6096, 0.9784411787986755], "24": ["vertical_and_slash", 1000, 6096, 0.9597467184066772], "25": ["vertical_and_slash", 1000, 6096, 0.827265739440918], "26": ["vertical_and_slash", 1000, 6096, 0.9158800840377808], "27": ["vertical_and_slash", 1000, 6096, 0.8512502908706665], "28": ["vertical_and_slash", 1000, 6096, 0.9813379049301147], "29": ["vertical_and_slash", 1000, 6096, 0.8553346991539001], "30": ["vertical_and_slash", 1000, 6096, 0.9829427003860474], "31": ["vertical_and_slash", 1000, 6096, 0.9277620911598206]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9730343222618103], "1": ["vertical_and_slash", 1000, 6096, 0.9595633745193481], "2": ["vertical_and_slash", 1000, 6096, 0.942793607711792], "3": ["vertical_and_slash", 1000, 6096, 0.9198371767997742], "4": ["vertical_and_slash", 1000, 6096, 0.9492561221122742], "5": ["vertical_and_slash", 1000, 6096, 0.8625556230545044], "6": ["vertical_and_slash", 1000, 6096, 0.9631521105766296], "7": ["vertical_and_slash", 3500, 100, 0.8207873702049255], "8": ["vertical_and_slash", 1000, 6096, 0.7821859121322632], "9": ["vertical_and_slash", 1000, 6096, 0.9522233605384827], "10": ["vertical_and_slash", 1000, 6096, 0.8461671471595764], "11": ["vertical_and_slash", 1000, 6096, 0.8316655158996582], "12": ["vertical_and_slash", 1000, 6096, 0.898086667060852], "13": ["vertical_and_slash", 1000, 6096, 0.8890058398246765], "14": ["vertical_and_slash", 1000, 6096, 0.7582146525382996], "15": ["vertical_and_slash", 1000, 6096, 0.8623766303062439], "16": ["vertical_and_slash", 1000, 6096, 0.8074561357498169], "17": ["vertical_and_slash", 1000, 6096, 0.8311309814453125], "18": ["vertical_and_slash", 1000, 6096, 0.8926411271095276], "19": ["vertical_and_slash", 1000, 6096, 0.7730618119239807], "20": ["vertical_and_slash", 1000, 6096, 0.7827007174491882], "21": ["vertical_and_slash", 1000, 6096, 0.7893304228782654], "22": ["vertical_and_slash", 1000, 6096, 0.9643170833587646], "23": ["vertical_and_slash", 1000, 6096, 0.991219162940979], "24": ["vertical_and_slash", 1000, 6096, 0.8481195569038391], "25": ["vertical_and_slash", 1000, 6096, 0.6852841973304749], "26": ["vertical_and_slash", 1000, 6096, 0.9333592057228088], "27": ["vertical_and_slash", 1000, 6096, 0.9733037352561951], "28": ["vertical_and_slash", 100, 800, 0.70703125], "29": ["vertical_and_slash", 30, 800, 0.9687321782112122], "30": ["vertical_and_slash", 1000, 6096, 0.9810034036636353], "31": ["vertical_and_slash", 1000, 6096, 0.9834803342819214]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9606742262840271], "1": ["vertical_and_slash", 1000, 6096, 0.8605623841285706], "2": ["vertical_and_slash", 1000, 6096, 0.9597658514976501], "3": ["vertical_and_slash", 1000, 6096, 0.9735509157180786], "4": ["vertical_and_slash", 1000, 6096, 0.9778039455413818], "5": ["vertical_and_slash", 1000, 6096, 0.9780624508857727], "6": ["vertical_and_slash", 1000, 6096, 0.7774229049682617], "7": ["vertical_and_slash", 1000, 6096, 0.9663316607475281], "8": ["vertical_and_slash", 1000, 6096, 0.9130713939666748], "9": ["vertical_and_slash", 1000, 6096, 0.7733947038650513], "10": ["vertical_and_slash", 3500, 100, 0.9458090662956238], "11": ["vertical_and_slash", 3500, 100, 0.8354401588439941], "12": ["vertical_and_slash", 1000, 6096, 0.981803834438324], "13": ["vertical_and_slash", 1000, 6096, 0.9784169793128967], "14": ["vertical_and_slash", 1000, 6096, 0.9289036989212036], "15": ["vertical_and_slash", 1000, 6096, 0.9593921899795532], "16": ["vertical_and_slash", 1000, 6096, 0.9313501715660095], "17": ["vertical_and_slash", 1000, 6096, 0.8864774107933044], "18": ["vertical_and_slash", 1000, 6096, 0.8550357818603516], "19": ["vertical_and_slash", 1000, 6096, 0.6336711645126343], "20": ["vertical_and_slash", 1000, 6096, 0.8282815217971802], "21": ["vertical_and_slash", 1000, 6096, 0.8986201882362366], "22": ["vertical_and_slash", 1000, 6096, 0.7721410393714905], "23": ["vertical_and_slash", 1000, 6096, 0.9407238960266113], "24": ["vertical_and_slash", 1000, 6096, 0.8724542856216431], "25": ["vertical_and_slash", 1000, 6096, 0.9247862696647644], "26": ["vertical_and_slash", 1000, 6096, 0.8366549611091614], "27": ["vertical_and_slash", 1000, 6096, 0.9383341670036316], "28": ["vertical_and_slash", 1000, 6096, 0.9467699527740479], "29": ["vertical_and_slash", 1000, 6096, 0.9113681316375732], "30": ["vertical_and_slash", 1000, 6096, 0.8863962888717651], "31": ["vertical_and_slash", 1000, 6096, 0.9256607294082642]}, {"0": ["vertical_and_slash", 3500, 100, 0.7657039761543274], "1": ["vertical_and_slash", 1000, 6096, 0.9568408131599426], "2": ["vertical_and_slash", 1000, 6096, 0.9550073742866516], "3": ["vertical_and_slash", 1000, 6096, 0.9009244441986084], "4": ["vertical_and_slash", 1000, 6096, 0.8634456992149353], "5": ["vertical_and_slash", 1000, 6096, 0.6339083313941956], "6": ["vertical_and_slash", 1000, 6096, 0.9180296659469604], "7": ["vertical_and_slash", 1000, 6096, 0.9530697464942932], "8": ["vertical_and_slash", 1000, 6096, 0.9079548120498657], "9": ["vertical_and_slash", 1000, 6096, 0.9398642182350159], "10": ["vertical_and_slash", 1000, 6096, 0.9383392930030823], "11": ["vertical_and_slash", 3500, 100, 0.9319514632225037], "12": ["vertical_and_slash", 1000, 6096, 0.9342671036720276], "13": ["vertical_and_slash", 1000, 6096, 0.9682186841964722], "14": ["vertical_and_slash", 1000, 6096, 0.9641357660293579], "15": ["vertical_and_slash", 1000, 6096, 0.9038820266723633], "16": ["vertical_and_slash", 1000, 6096, 0.5015620589256287], "17": ["vertical_and_slash", 100, 800, 0.640625], "18": ["vertical_and_slash", 3500, 100, 0.7872055768966675], "19": ["vertical_and_slash", 1000, 6096, 0.5252647995948792], "20": ["vertical_and_slash", 3500, 100, 0.7579703330993652], "21": ["vertical_and_slash", 1000, 6096, 0.7857505083084106], "22": ["vertical_and_slash", 1000, 6096, 0.9352824687957764], "23": ["vertical_and_slash", 1000, 6096, 0.855012059211731], "24": ["vertical_and_slash", 1000, 6096, 0.9918354153633118], "25": ["vertical_and_slash", 1000, 6096, 0.9847279787063599], "26": ["vertical_and_slash", 1000, 6096, 0.45677781105041504], "27": ["vertical_and_slash", 1000, 6096, 0.9896170496940613], "28": ["vertical_and_slash", 1000, 6096, 0.6669602394104004], "29": ["vertical_and_slash", 100, 800, 0.8359375], "30": ["vertical_and_slash", 1000, 6096, 0.955535352230072], "31": ["vertical_and_slash", 3500, 100, 0.5456596612930298]}, {"0": ["vertical_and_slash", 1000, 6096, 0.5645420551300049], "1": ["vertical_and_slash", 1000, 6096, 0.787753701210022], "2": ["vertical_and_slash", 1000, 6096, 0.9233205914497375], "3": ["vertical_and_slash", 1000, 6096, 0.9887925386428833], "4": ["vertical_and_slash", 1000, 6096, 0.9445663094520569], "5": ["vertical_and_slash", 100, 800, 0.9765625], "6": ["vertical_and_slash", 1000, 6096, 0.8958441615104675], "7": ["vertical_and_slash", 1000, 6096, 0.9712619185447693], "8": ["vertical_and_slash", 1000, 6096, 0.9680050015449524], "9": ["vertical_and_slash", 1000, 6096, 0.8953807353973389], "10": ["vertical_and_slash", 1000, 6096, 0.708289623260498], "11": ["vertical_and_slash", 1000, 6096, 0.9608820080757141], "12": ["vertical_and_slash", 1000, 6096, 0.9898175597190857], "13": ["vertical_and_slash", 3500, 100, 0.6491235494613647], "14": ["vertical_and_slash", 1000, 6096, 0.9750576019287109], "15": ["vertical_and_slash", 1000, 6096, 0.9741002917289734], "16": ["vertical_and_slash", 1000, 6096, 0.9484618902206421], "17": ["vertical_and_slash", 100, 800, 0.828125], "18": ["vertical_and_slash", 3500, 100, 0.4597291946411133], "19": ["vertical_and_slash", 500, 700, 0.945932924747467], "20": ["vertical_and_slash", 1000, 6096, 0.9694904685020447], "21": ["vertical_and_slash", 500, 700, 0.9613211154937744], "22": ["vertical_and_slash", 500, 700, 0.9677812457084656], "23": ["vertical_and_slash", 3500, 100, 0.8575901389122009], "24": ["vertical_and_slash", 500, 700, 0.9830855131149292], "25": ["vertical_and_slash", 30, 800, 0.8283630013465881], "26": ["vertical_and_slash", 30, 800, 0.9849530458450317], "27": ["vertical_and_slash", 1000, 6096, 0.9672498106956482], "28": ["vertical_and_slash", 30, 800, 0.9876043796539307], "29": ["vertical_and_slash", 500, 700, 0.9809958338737488], "30": ["vertical_and_slash", 1000, 6096, 0.7861392498016357], "31": ["vertical_and_slash", 1000, 6096, 0.9234136343002319]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9541090130805969], "1": ["vertical_and_slash", 1000, 6096, 0.9616696238517761], "2": ["vertical_and_slash", 1000, 6096, 0.995127260684967], "3": ["vertical_and_slash", 1000, 6096, 0.9726031422615051], "4": ["vertical_and_slash", 3500, 100, 0.8511031270027161], "5": ["vertical_and_slash", 1000, 6096, 0.935838520526886], "6": ["vertical_and_slash", 1000, 6096, 0.5472050905227661], "7": ["vertical_and_slash", 1000, 6096, 0.9947358965873718], "8": ["vertical_and_slash", 100, 800, 0.609375], "9": ["vertical_and_slash", 1000, 6096, 0.7860066294670105], "10": ["vertical_and_slash", 1000, 6096, 0.9379380941390991], "11": ["vertical_and_slash", 1000, 6096, 0.9749820828437805], "12": ["vertical_and_slash", 3500, 100, 0.8777661919593811], "13": ["vertical_and_slash", 1000, 6096, 0.995369553565979], "14": ["vertical_and_slash", 500, 700, 0.9991562962532043], "15": ["vertical_and_slash", 1000, 6096, 0.9873014688491821], "16": ["vertical_and_slash", 1000, 6096, 0.9594364166259766], "17": ["vertical_and_slash", 1000, 6096, 0.9792249798774719], "18": ["vertical_and_slash", 1000, 6096, 0.9745029211044312], "19": ["vertical_and_slash", 1000, 6096, 0.931340217590332], "20": ["vertical_and_slash", 1000, 6096, 0.9835373163223267], "21": ["vertical_and_slash", 1000, 6096, 0.6739212274551392], "22": ["vertical_and_slash", 1000, 6096, 0.9919816255569458], "23": ["vertical_and_slash", 1000, 6096, 0.832761287689209], "24": ["vertical_and_slash", 1000, 6096, 0.8737685084342957], "25": ["vertical_and_slash", 1000, 6096, 0.9892163276672363], "26": ["vertical_and_slash", 1000, 6096, 0.9465505480766296], "27": ["vertical_and_slash", 1000, 6096, 0.6151480078697205], "28": ["vertical_and_slash", 1000, 6096, 0.9795054793357849], "29": ["vertical_and_slash", 1000, 6096, 0.968265175819397], "30": ["vertical_and_slash", 1000, 6096, 0.899684727191925], "31": ["vertical_and_slash", 1000, 6096, 0.9843863844871521]}, {"0": ["vertical_and_slash", 1000, 6096, 0.7661387324333191], "1": ["vertical_and_slash", 1000, 6096, 0.6455879211425781], "2": ["vertical_and_slash", 1000, 6096, 0.6188898682594299], "3": ["vertical_and_slash", 1000, 6096, 0.7831589579582214], "4": ["vertical_and_slash", 1000, 6096, 0.8114323616027832], "5": ["vertical_and_slash", 1000, 6096, 0.8699432611465454], "6": ["vertical_and_slash", 1000, 6096, 0.5396524667739868], "7": ["vertical_and_slash", 1000, 6096, 0.8414909243583679], "8": ["vertical_and_slash", 1000, 6096, 0.9677126407623291], "9": ["vertical_and_slash", 1000, 6096, 0.9914301633834839], "10": ["vertical_and_slash", 1000, 6096, 0.6908293962478638], "11": ["vertical_and_slash", 1000, 6096, 0.7694616317749023], "12": ["vertical_and_slash", 1000, 6096, 0.7868252992630005], "13": ["vertical_and_slash", 1000, 6096, 0.7686376571655273], "14": ["vertical_and_slash", 1000, 6096, 0.6416773200035095], "15": ["vertical_and_slash", 1000, 6096, 0.9487892389297485], "16": ["vertical_and_slash", 1000, 6096, 0.9250247478485107], "17": ["vertical_and_slash", 1000, 6096, 0.863334596157074], "18": ["vertical_and_slash", 1000, 6096, 0.9434170126914978], "19": ["vertical_and_slash", 1000, 6096, 0.8029648065567017], "20": ["vertical_and_slash", 1000, 6096, 0.9258765578269958], "21": ["vertical_and_slash", 1000, 6096, 0.7538158893585205], "22": ["vertical_and_slash", 1000, 6096, 0.9208838939666748], "23": ["vertical_and_slash", 1000, 6096, 0.8837108016014099], "24": ["vertical_and_slash", 1000, 6096, 0.970884382724762], "25": ["vertical_and_slash", 1000, 6096, 0.8945068120956421], "26": ["vertical_and_slash", 1000, 6096, 0.9354509711265564], "27": ["vertical_and_slash", 1000, 6096, 0.920552134513855], "28": ["vertical_and_slash", 30, 800, 0.9181707501411438], "29": ["vertical_and_slash", 1000, 6096, 0.891613781452179], "30": ["vertical_and_slash", 1000, 6096, 0.9182100892066956], "31": ["vertical_and_slash", 1000, 6096, 0.8557562828063965]}, {"0": ["vertical_and_slash", 3500, 100, 0.9657055139541626], "1": ["vertical_and_slash", 3500, 100, 0.8897659778594971], "2": ["vertical_and_slash", 1000, 6096, 0.8682578802108765], "3": ["vertical_and_slash", 1000, 6096, 0.8867695331573486], "4": ["vertical_and_slash", 1000, 6096, 0.9828046560287476], "5": ["vertical_and_slash", 1000, 6096, 0.7956032156944275], "6": ["vertical_and_slash", 30, 800, 0.9907302856445312], "7": ["vertical_and_slash", 1000, 6096, 0.934683084487915], "8": ["vertical_and_slash", 1000, 6096, 0.9233026504516602], "9": ["vertical_and_slash", 1000, 6096, 0.9170653223991394], "10": ["vertical_and_slash", 1000, 6096, 0.8703349232673645], "11": ["vertical_and_slash", 1000, 6096, 0.9162744879722595], "12": ["vertical_and_slash", 1000, 6096, 0.9044281840324402], "13": ["vertical_and_slash", 1000, 6096, 0.7801997661590576], "14": ["vertical_and_slash", 1000, 6096, 0.9059498906135559], "15": ["vertical_and_slash", 1000, 6096, 0.911408543586731], "16": ["vertical_and_slash", 1000, 6096, 0.9057997465133667], "17": ["vertical_and_slash", 1000, 6096, 0.9196884632110596], "18": ["vertical_and_slash", 1000, 6096, 0.9520559906959534], "19": ["vertical_and_slash", 1000, 6096, 0.9791962504386902], "20": ["vertical_and_slash", 1000, 6096, 0.9360059499740601], "21": ["vertical_and_slash", 1000, 6096, 0.9846854209899902], "22": ["vertical_and_slash", 1000, 6096, 0.9537449479103088], "23": ["vertical_and_slash", 1000, 6096, 0.8763953447341919], "24": ["vertical_and_slash", 1000, 6096, 0.9365814328193665], "25": ["vertical_and_slash", 1000, 6096, 0.9549977779388428], "26": ["vertical_and_slash", 1000, 6096, 0.8538755178451538], "27": ["vertical_and_slash", 1000, 6096, 0.8482450842857361], "28": ["vertical_and_slash", 1000, 6096, 0.900585949420929], "29": ["vertical_and_slash", 1000, 6096, 0.9658856987953186], "30": ["vertical_and_slash", 1000, 6096, 0.924572229385376], "31": ["vertical_and_slash", 1000, 6096, 0.9305519461631775]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9158159494400024], "1": ["vertical_and_slash", 100, 800, 0.9609375], "2": ["vertical_and_slash", 1000, 6096, 0.9127177000045776], "3": ["vertical_and_slash", 1000, 6096, 0.9467596411705017], "4": ["vertical_and_slash", 1000, 6096, 0.5563061833381653], "5": ["vertical_and_slash", 1000, 6096, 0.9689232707023621], "6": ["vertical_and_slash", 1000, 6096, 0.9137058258056641], "7": ["vertical_and_slash", 1000, 6096, 0.7653136849403381], "8": ["vertical_and_slash", 1000, 6096, 0.7265901565551758], "9": ["vertical_and_slash", 1000, 6096, 0.9632214307785034], "10": ["vertical_and_slash", 1000, 6096, 0.9582708477973938], "11": ["vertical_and_slash", 1000, 6096, 0.9441409111022949], "12": ["vertical_and_slash", 1000, 6096, 0.9170634150505066], "13": ["vertical_and_slash", 1000, 6096, 0.9617065191268921], "14": ["vertical_and_slash", 1000, 6096, 0.8803288340568542], "15": ["vertical_and_slash", 1000, 6096, 0.8892591595649719], "16": ["vertical_and_slash", 1000, 6096, 0.7660742402076721], "17": ["vertical_and_slash", 1000, 6096, 0.9554286003112793], "18": ["vertical_and_slash", 1000, 6096, 0.9157401919364929], "19": ["vertical_and_slash", 1000, 6096, 0.9165143966674805], "20": ["vertical_and_slash", 1000, 6096, 0.9822098612785339], "21": ["vertical_and_slash", 1000, 6096, 0.9935940504074097], "22": ["vertical_and_slash", 1000, 6096, 0.9715600609779358], "23": ["vertical_and_slash", 1000, 6096, 0.992677628993988], "24": ["vertical_and_slash", 1000, 6096, 0.5354439616203308], "25": ["vertical_and_slash", 3500, 100, 0.9313783049583435], "26": ["vertical_and_slash", 1000, 6096, 0.9819331169128418], "27": ["vertical_and_slash", 1000, 6096, 0.8625765442848206], "28": ["vertical_and_slash", 1000, 6096, 0.6488704085350037], "29": ["vertical_and_slash", 1000, 6096, 0.7992751002311707], "30": ["vertical_and_slash", 1000, 6096, 0.9676215052604675], "31": ["vertical_and_slash", 1000, 6096, 0.6730000376701355]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9583336114883423], "1": ["vertical_and_slash", 3500, 100, 0.920649528503418], "2": ["vertical_and_slash", 1000, 6096, 0.9806380867958069], "3": ["vertical_and_slash", 1000, 6096, 0.6618795394897461], "4": ["vertical_and_slash", 500, 700, 0.9746427536010742], "5": ["vertical_and_slash", 1000, 6096, 0.9897501468658447], "6": ["vertical_and_slash", 30, 800, 0.9998135566711426], "7": ["vertical_and_slash", 100, 800, 0.96875], "8": ["vertical_and_slash", 1000, 6096, 0.9899019002914429], "9": ["vertical_and_slash", 1000, 6096, 0.7692935466766357], "10": ["vertical_and_slash", 30, 800, 0.993035614490509], "11": ["vertical_and_slash", 1000, 6096, 0.9593439102172852], "12": ["vertical_and_slash", 1000, 6096, 0.9329172372817993], "13": ["vertical_and_slash", 1000, 6096, 0.9800772666931152], "14": ["vertical_and_slash", 1000, 6096, 0.9913601279258728], "15": ["vertical_and_slash", 1000, 6096, 0.7965394258499146], "16": ["vertical_and_slash", 30, 800, 0.9870527386665344], "17": ["vertical_and_slash", 1000, 6096, 0.9533117413520813], "18": ["vertical_and_slash", 1000, 6096, 0.8804169297218323], "19": ["vertical_and_slash", 1000, 6096, 0.8350136280059814], "20": ["vertical_and_slash", 1000, 6096, 0.9841675758361816], "21": ["vertical_and_slash", 1000, 6096, 0.9561842679977417], "22": ["vertical_and_slash", 1000, 6096, 0.8822300434112549], "23": ["vertical_and_slash", 1000, 6096, 0.9830194115638733], "24": ["vertical_and_slash", 1000, 6096, 0.9482321739196777], "25": ["vertical_and_slash", 1000, 6096, 0.8614307045936584], "26": ["vertical_and_slash", 1000, 6096, 0.9263876080513], "27": ["vertical_and_slash", 1000, 6096, 0.6658102869987488], "28": ["vertical_and_slash", 1000, 6096, 0.9623947143554688], "29": ["vertical_and_slash", 1000, 6096, 0.9536281824111938], "30": ["vertical_and_slash", 1000, 6096, 0.9517220854759216], "31": ["vertical_and_slash", 1000, 6096, 0.8031153678894043]}, {"0": ["vertical_and_slash", 1000, 6096, 0.6388168334960938], "1": ["vertical_and_slash", 1000, 6096, 0.9439829587936401], "2": ["vertical_and_slash", 1000, 6096, 0.9835416674613953], "3": ["vertical_and_slash", 1000, 6096, 0.9886243343353271], "4": ["vertical_and_slash", 1000, 6096, 0.9902036190032959], "5": ["vertical_and_slash", 1000, 6096, 0.9350442290306091], "6": ["vertical_and_slash", 1000, 6096, 0.9958718419075012], "7": ["vertical_and_slash", 1000, 6096, 0.9658843278884888], "8": ["vertical_and_slash", 1000, 6096, 0.9869772791862488], "9": ["vertical_and_slash", 1000, 6096, 0.9570468664169312], "10": ["vertical_and_slash", 1000, 6096, 0.9743318557739258], "11": ["vertical_and_slash", 1000, 6096, 0.7002722024917603], "12": ["vertical_and_slash", 1000, 6096, 0.7885740399360657], "13": ["vertical_and_slash", 1000, 6096, 0.7680553793907166], "14": ["vertical_and_slash", 1000, 6096, 0.6732326745986938], "15": ["vertical_and_slash", 1000, 6096, 0.9269579648971558], "16": ["vertical_and_slash", 1000, 6096, 0.9863139390945435], "17": ["vertical_and_slash", 1000, 6096, 0.890034019947052], "18": ["vertical_and_slash", 1000, 6096, 0.9680511951446533], "19": ["vertical_and_slash", 1000, 6096, 0.9073517918586731], "20": ["vertical_and_slash", 1000, 6096, 0.8970184326171875], "21": ["vertical_and_slash", 1000, 6096, 0.953582763671875], "22": ["vertical_and_slash", 1000, 6096, 0.9870669841766357], "23": ["vertical_and_slash", 1000, 6096, 0.9338790774345398], "24": ["vertical_and_slash", 1000, 6096, 0.9918429851531982], "25": ["vertical_and_slash", 1000, 6096, 0.9930576682090759], "26": ["vertical_and_slash", 1000, 6096, 0.9506353735923767], "27": ["vertical_and_slash", 1000, 6096, 0.9882525205612183], "28": ["vertical_and_slash", 1000, 6096, 0.9903281331062317], "29": ["vertical_and_slash", 1000, 6096, 0.9046964645385742], "30": ["vertical_and_slash", 3500, 100, 0.8055235147476196], "31": ["vertical_and_slash", 1000, 6096, 0.920537531375885]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9932777285575867], "1": ["vertical_and_slash", 1000, 6096, 0.9949989914894104], "2": ["vertical_and_slash", 1000, 6096, 0.9581750631332397], "3": ["vertical_and_slash", 1000, 6096, 0.9929001331329346], "4": ["vertical_and_slash", 1000, 6096, 0.6734450459480286], "5": ["vertical_and_slash", 1000, 6096, 0.9910385012626648], "6": ["vertical_and_slash", 1000, 6096, 0.9714725613594055], "7": ["vertical_and_slash", 1000, 6096, 0.9907165169715881], "8": ["vertical_and_slash", 1000, 6096, 0.981683075428009], "9": ["vertical_and_slash", 1000, 6096, 0.8198555707931519], "10": ["vertical_and_slash", 1000, 6096, 0.9946696162223816], "11": ["vertical_and_slash", 1000, 6096, 0.9697901010513306], "12": ["vertical_and_slash", 1000, 6096, 0.9763979911804199], "13": ["vertical_and_slash", 1000, 6096, 0.9186936616897583], "14": ["vertical_and_slash", 1000, 6096, 0.9955764412879944], "15": ["vertical_and_slash", 1000, 6096, 0.9968273043632507], "16": ["vertical_and_slash", 1000, 6096, 0.9839903712272644], "17": ["vertical_and_slash", 1000, 6096, 0.9854987859725952], "18": ["vertical_and_slash", 1000, 6096, 0.9763216972351074], "19": ["vertical_and_slash", 1000, 6096, 0.92630535364151], "20": ["vertical_and_slash", 1000, 6096, 0.9746662378311157], "21": ["vertical_and_slash", 100, 800, 0.60546875], "22": ["vertical_and_slash", 1000, 6096, 0.9886237382888794], "23": ["vertical_and_slash", 1000, 6096, 0.9529657363891602], "24": ["vertical_and_slash", 1000, 6096, 0.6526110172271729], "25": ["vertical_and_slash", 1000, 6096, 0.9785957932472229], "26": ["vertical_and_slash", 1000, 6096, 0.9283955097198486], "27": ["vertical_and_slash", 1000, 6096, 0.9905862212181091], "28": ["vertical_and_slash", 1000, 6096, 0.831668496131897], "29": ["vertical_and_slash", 3500, 100, 0.7073426842689514], "30": ["vertical_and_slash", 1000, 6096, 0.9910452365875244], "31": ["vertical_and_slash", 1000, 6096, 0.9924555420875549]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9483824372291565], "1": ["vertical_and_slash", 1000, 6096, 0.9952837228775024], "2": ["vertical_and_slash", 3500, 100, 0.9876469969749451], "3": ["vertical_and_slash", 1000, 6096, 0.9910295009613037], "4": ["vertical_and_slash", 1000, 6096, 0.9734227061271667], "5": ["vertical_and_slash", 1000, 6096, 0.978148341178894], "6": ["vertical_and_slash", 1000, 6096, 0.9864757061004639], "7": ["vertical_and_slash", 1000, 6096, 0.9570356607437134], "8": ["vertical_and_slash", 1000, 6096, 0.9480524659156799], "9": ["vertical_and_slash", 1000, 6096, 0.9976329207420349], "10": ["vertical_and_slash", 1000, 6096, 0.9608963131904602], "11": ["vertical_and_slash", 1000, 6096, 0.9907214641571045], "12": ["vertical_and_slash", 1000, 6096, 0.8926163911819458], "13": ["vertical_and_slash", 1000, 6096, 0.9958445429801941], "14": ["vertical_and_slash", 1000, 6096, 0.9896053671836853], "15": ["vertical_and_slash", 1000, 6096, 0.9930106997489929], "16": ["vertical_and_slash", 1000, 6096, 0.9790781140327454], "17": ["vertical_and_slash", 1000, 6096, 0.9917120933532715], "18": ["vertical_and_slash", 1000, 6096, 0.9937633872032166], "19": ["vertical_and_slash", 1000, 6096, 0.9867856502532959], "20": ["vertical_and_slash", 1000, 6096, 0.9723774790763855], "21": ["vertical_and_slash", 1000, 6096, 0.983454704284668], "22": ["vertical_and_slash", 1000, 6096, 0.9925602078437805], "23": ["vertical_and_slash", 1000, 6096, 0.9560484886169434], "24": ["vertical_and_slash", 1000, 6096, 0.9075314402580261], "25": ["vertical_and_slash", 1000, 6096, 0.9980502724647522], "26": ["vertical_and_slash", 1000, 6096, 0.8549617528915405], "27": ["vertical_and_slash", 1000, 6096, 0.9963071346282959], "28": ["vertical_and_slash", 1000, 6096, 0.9482569098472595], "29": ["vertical_and_slash", 1000, 6096, 0.968435525894165], "30": ["vertical_and_slash", 1000, 6096, 0.903647243976593], "31": ["vertical_and_slash", 1000, 6096, 0.7875450849533081]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9211392998695374], "1": ["vertical_and_slash", 1000, 6096, 0.9940032362937927], "2": ["vertical_and_slash", 1000, 6096, 0.9837856888771057], "3": ["vertical_and_slash", 1000, 6096, 0.9709826707839966], "4": ["vertical_and_slash", 1000, 6096, 0.9988773465156555], "5": ["vertical_and_slash", 1000, 6096, 0.9964665174484253], "6": ["vertical_and_slash", 1000, 6096, 0.9945792555809021], "7": ["vertical_and_slash", 1000, 6096, 0.9958017468452454], "8": ["vertical_and_slash", 1000, 6096, 0.9973410964012146], "9": ["vertical_and_slash", 1000, 6096, 0.9888420701026917], "10": ["vertical_and_slash", 1000, 6096, 0.994647204875946], "11": ["vertical_and_slash", 1000, 6096, 0.9852795004844666], "12": ["vertical_and_slash", 1000, 6096, 0.9959890842437744], "13": ["vertical_and_slash", 1000, 6096, 0.9861192107200623], "14": ["vertical_and_slash", 1000, 6096, 0.966552734375], "15": ["vertical_and_slash", 1000, 6096, 0.9597994685173035], "16": ["vertical_and_slash", 1000, 6096, 0.9980231523513794], "17": ["vertical_and_slash", 1000, 6096, 0.758446216583252], "18": ["vertical_and_slash", 1000, 6096, 0.9019535183906555], "19": ["vertical_and_slash", 1000, 6096, 0.9775436520576477], "20": ["vertical_and_slash", 1000, 6096, 0.9885939955711365], "21": ["vertical_and_slash", 1000, 6096, 0.8545481562614441], "22": ["vertical_and_slash", 1000, 6096, 0.9928765296936035], "23": ["vertical_and_slash", 1000, 6096, 0.9882266521453857], "24": ["vertical_and_slash", 1000, 6096, 0.8496577739715576], "25": ["vertical_and_slash", 1000, 6096, 0.7915677428245544], "26": ["vertical_and_slash", 1000, 6096, 0.7121551632881165], "27": ["vertical_and_slash", 1000, 6096, 0.9940221905708313], "28": ["vertical_and_slash", 1000, 6096, 0.9851447939872742], "29": ["vertical_and_slash", 1000, 6096, 0.8594978451728821], "30": ["vertical_and_slash", 1000, 6096, 0.9886206388473511], "31": ["vertical_and_slash", 1000, 6096, 0.9236965775489807]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9797110557556152], "1": ["vertical_and_slash", 1000, 6096, 0.9652978181838989], "2": ["vertical_and_slash", 1000, 6096, 0.9761486649513245], "3": ["vertical_and_slash", 1000, 6096, 0.9916988015174866], "4": ["vertical_and_slash", 1000, 6096, 0.8943752646446228], "5": ["vertical_and_slash", 1000, 6096, 0.9975930452346802], "6": ["vertical_and_slash", 1000, 6096, 0.9633777737617493], "7": ["vertical_and_slash", 1000, 6096, 0.9685147404670715], "8": ["vertical_and_slash", 1000, 6096, 0.9267718195915222], "9": ["vertical_and_slash", 1000, 6096, 0.9835707545280457], "10": ["vertical_and_slash", 1000, 6096, 0.9016554355621338], "11": ["vertical_and_slash", 1000, 6096, 0.9986184239387512], "12": ["vertical_and_slash", 1000, 6096, 0.8630414605140686], "13": ["vertical_and_slash", 1000, 6096, 0.9953534603118896], "14": ["vertical_and_slash", 1000, 6096, 0.9929397106170654], "15": ["vertical_and_slash", 1000, 6096, 0.7794142961502075], "16": ["vertical_and_slash", 30, 800, 0.9923286437988281], "17": ["vertical_and_slash", 1000, 6096, 0.9266855716705322], "18": ["vertical_and_slash", 30, 800, 0.9866135716438293], "19": ["vertical_and_slash", 3500, 100, 0.6937721967697144], "20": ["vertical_and_slash", 1000, 6096, 0.917273998260498], "21": ["vertical_and_slash", 30, 800, 0.9910230040550232], "22": ["vertical_and_slash", 30, 800, 0.9986875057220459], "23": ["vertical_and_slash", 30, 800, 0.9931937456130981], "24": ["vertical_and_slash", 500, 700, 0.9756283760070801], "25": ["vertical_and_slash", 1000, 6096, 0.9228458404541016], "26": ["vertical_and_slash", 30, 800, 0.9704541563987732], "27": ["vertical_and_slash", 30, 800, 0.9999816417694092], "28": ["vertical_and_slash", 30, 800, 0.9961368441581726], "29": ["vertical_and_slash", 3500, 100, 0.49023929238319397], "30": ["vertical_and_slash", 500, 700, 0.9706283807754517], "31": ["vertical_and_slash", 30, 800, 0.9791941046714783]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9944716095924377], "1": ["vertical_and_slash", 1000, 6096, 0.9921188950538635], "2": ["vertical_and_slash", 1000, 6096, 0.9527000784873962], "3": ["vertical_and_slash", 1000, 6096, 0.9524389505386353], "4": ["vertical_and_slash", 1000, 6096, 0.980296790599823], "5": ["vertical_and_slash", 1000, 6096, 0.9973203539848328], "6": ["vertical_and_slash", 1000, 6096, 0.9150237441062927], "7": ["vertical_and_slash", 1000, 6096, 0.9239553213119507], "8": ["vertical_and_slash", 1000, 6096, 0.9812129139900208], "9": ["vertical_and_slash", 1000, 6096, 0.9880436658859253], "10": ["vertical_and_slash", 1000, 6096, 0.9124068021774292], "11": ["vertical_and_slash", 1000, 6096, 0.903336763381958], "12": ["vertical_and_slash", 1000, 6096, 0.9873518347740173], "13": ["vertical_and_slash", 1000, 6096, 0.985855221748352], "14": ["vertical_and_slash", 1000, 6096, 0.7541599869728088], "15": ["vertical_and_slash", 1000, 6096, 0.9859821796417236], "16": ["vertical_and_slash", 1000, 6096, 0.7698959708213806], "17": ["vertical_and_slash", 1000, 6096, 0.9775893092155457], "18": ["vertical_and_slash", 1000, 6096, 0.8645729422569275], "19": ["vertical_and_slash", 1000, 6096, 0.8164383769035339], "20": ["vertical_and_slash", 1000, 6096, 0.9781270027160645], "21": ["vertical_and_slash", 1000, 6096, 0.7774609923362732], "22": ["vertical_and_slash", 1000, 6096, 0.7893700003623962], "23": ["vertical_and_slash", 1000, 6096, 0.667039692401886], "24": ["vertical_and_slash", 1000, 6096, 0.8929789662361145], "25": ["vertical_and_slash", 1000, 6096, 0.9409829378128052], "26": ["vertical_and_slash", 1000, 6096, 0.9977564811706543], "27": ["vertical_and_slash", 1000, 6096, 0.9368633031845093], "28": ["vertical_and_slash", 1000, 6096, 0.6916388869285583], "29": ["vertical_and_slash", 1000, 6096, 0.9498395919799805], "30": ["vertical_and_slash", 1000, 6096, 0.5906273126602173], "31": ["vertical_and_slash", 1000, 6096, 0.49066540598869324]}, {"0": ["vertical_and_slash", 3500, 100, 0.9809368252754211], "1": ["vertical_and_slash", 1000, 6096, 0.9900444149971008], "2": ["vertical_and_slash", 1000, 6096, 0.7763345241546631], "3": ["vertical_and_slash", 1000, 6096, 0.8215399980545044], "4": ["vertical_and_slash", 1000, 6096, 0.8672407269477844], "5": ["vertical_and_slash", 3500, 100, 0.9840344786643982], "6": ["vertical_and_slash", 1000, 6096, 0.9132277369499207], "7": ["vertical_and_slash", 1000, 6096, 0.9514797329902649], "8": ["vertical_and_slash", 1000, 6096, 0.8272950649261475], "9": ["vertical_and_slash", 1000, 6096, 0.9040052890777588], "10": ["vertical_and_slash", 1000, 6096, 0.9036935567855835], "11": ["vertical_and_slash", 1000, 6096, 0.9262740612030029], "12": ["vertical_and_slash", 1000, 6096, 0.9606261253356934], "13": ["vertical_and_slash", 1000, 6096, 0.7733256220817566], "14": ["vertical_and_slash", 1000, 6096, 0.8432139158248901], "15": ["vertical_and_slash", 1000, 6096, 0.9505079984664917], "16": ["vertical_and_slash", 1000, 6096, 0.9494594931602478], "17": ["vertical_and_slash", 1000, 6096, 0.8810411095619202], "18": ["vertical_and_slash", 1000, 6096, 0.9724594354629517], "19": ["vertical_and_slash", 1000, 6096, 0.9956196546554565], "20": ["vertical_and_slash", 1000, 6096, 0.863589346408844], "21": ["vertical_and_slash", 1000, 6096, 0.9712514281272888], "22": ["vertical_and_slash", 1000, 6096, 0.9922794699668884], "23": ["vertical_and_slash", 1000, 6096, 0.8680360317230225], "24": ["vertical_and_slash", 1000, 6096, 0.9562727808952332], "25": ["vertical_and_slash", 1000, 6096, 0.9448184370994568], "26": ["vertical_and_slash", 1000, 6096, 0.8945408463478088], "27": ["vertical_and_slash", 1000, 6096, 0.9359281659126282], "28": ["vertical_and_slash", 1000, 6096, 0.9844917058944702], "29": ["vertical_and_slash", 1000, 6096, 0.9526135921478271], "30": ["vertical_and_slash", 1000, 6096, 0.9507893323898315], "31": ["vertical_and_slash", 1000, 6096, 0.9391229152679443]}, {"0": ["vertical_and_slash", 1000, 6096, 0.959192156791687], "1": ["vertical_and_slash", 1000, 6096, 0.8986132144927979], "2": ["vertical_and_slash", 1000, 6096, 0.9823517203330994], "3": ["vertical_and_slash", 3500, 100, 0.9925433397293091], "4": ["vertical_and_slash", 1000, 6096, 0.8507226705551147], "5": ["vertical_and_slash", 1000, 6096, 0.988812267780304], "6": ["vertical_and_slash", 1000, 6096, 0.8914223313331604], "7": ["vertical_and_slash", 1000, 6096, 0.9909411072731018], "8": ["vertical_and_slash", 1000, 6096, 0.8232712745666504], "9": ["vertical_and_slash", 1000, 6096, 0.9866649508476257], "10": ["vertical_and_slash", 1000, 6096, 0.993914008140564], "11": ["vertical_and_slash", 1000, 6096, 0.994103193283081], "12": ["vertical_and_slash", 1000, 6096, 0.9797621965408325], "13": ["vertical_and_slash", 3500, 100, 0.9829468131065369], "14": ["vertical_and_slash", 1000, 6096, 0.9968794584274292], "15": ["vertical_and_slash", 1000, 6096, 0.9799898266792297], "16": ["vertical_and_slash", 1000, 6096, 0.9583171010017395], "17": ["vertical_and_slash", 1000, 6096, 0.9750096797943115], "18": ["vertical_and_slash", 3500, 100, 0.950920581817627], "19": ["vertical_and_slash", 1000, 6096, 0.9605578184127808], "20": ["vertical_and_slash", 1000, 6096, 0.9931844472885132], "21": ["vertical_and_slash", 3500, 100, 0.9062336087226868], "22": ["vertical_and_slash", 1000, 6096, 0.9385621547698975], "23": ["vertical_and_slash", 3500, 100, 0.9778093099594116], "24": ["vertical_and_slash", 1000, 6096, 0.783235490322113], "25": ["vertical_and_slash", 1000, 6096, 0.9622864127159119], "26": ["vertical_and_slash", 3500, 100, 0.9887783527374268], "27": ["vertical_and_slash", 1000, 6096, 0.9601055979728699], "28": ["vertical_and_slash", 1000, 6096, 0.8838457465171814], "29": ["vertical_and_slash", 3500, 100, 0.9428191184997559], "30": ["vertical_and_slash", 3500, 100, 0.9909257292747498], "31": ["vertical_and_slash", 3500, 100, 0.9503870606422424]}, {"0": ["vertical_and_slash", 1000, 6096, 0.943303108215332], "1": ["vertical_and_slash", 1000, 6096, 0.9910494089126587], "2": ["vertical_and_slash", 1000, 6096, 0.8366222381591797], "3": ["vertical_and_slash", 1000, 6096, 0.9674856066703796], "4": ["vertical_and_slash", 1000, 6096, 0.97574782371521], "5": ["vertical_and_slash", 1000, 6096, 0.9879559278488159], "6": ["vertical_and_slash", 1000, 6096, 0.9647985100746155], "7": ["vertical_and_slash", 1000, 6096, 0.9304100275039673], "8": ["vertical_and_slash", 1000, 6096, 0.9687802195549011], "9": ["vertical_and_slash", 3500, 100, 0.975675642490387], "10": ["vertical_and_slash", 1000, 6096, 0.9975134134292603], "11": ["vertical_and_slash", 3500, 100, 0.9904999136924744], "12": ["vertical_and_slash", 3500, 100, 0.9122200608253479], "13": ["vertical_and_slash", 1000, 6096, 0.9318473935127258], "14": ["vertical_and_slash", 1000, 6096, 0.9959043860435486], "15": ["vertical_and_slash", 3500, 100, 0.987663984298706], "16": ["vertical_and_slash", 1000, 6096, 0.9580157995223999], "17": ["vertical_and_slash", 3500, 100, 0.967541515827179], "18": ["vertical_and_slash", 1000, 6096, 0.9858877062797546], "19": ["vertical_and_slash", 3500, 100, 0.9829609990119934], "20": ["vertical_and_slash", 1000, 6096, 0.9371690154075623], "21": ["vertical_and_slash", 1000, 6096, 0.8966141939163208], "22": ["vertical_and_slash", 1000, 6096, 0.9711248874664307], "23": ["vertical_and_slash", 1000, 6096, 0.9836072325706482], "24": ["vertical_and_slash", 1000, 6096, 0.9597060680389404], "25": ["vertical_and_slash", 3500, 100, 0.9761543869972229], "26": ["vertical_and_slash", 3500, 100, 0.9595860242843628], "27": ["vertical_and_slash", 1000, 6096, 0.9816179871559143], "28": ["vertical_and_slash", 1000, 6096, 0.9611074924468994], "29": ["vertical_and_slash", 3500, 100, 0.9640044569969177], "30": ["vertical_and_slash", 1000, 6096, 0.9451780319213867], "31": ["vertical_and_slash", 1000, 6096, 0.942221999168396]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9892961978912354], "1": ["vertical_and_slash", 1000, 6096, 0.9751477837562561], "2": ["vertical_and_slash", 1000, 6096, 0.9715431928634644], "3": ["vertical_and_slash", 1000, 6096, 0.9555078744888306], "4": ["vertical_and_slash", 1000, 6096, 0.972079336643219], "5": ["vertical_and_slash", 1000, 6096, 0.9383029937744141], "6": ["vertical_and_slash", 3500, 100, 0.97269207239151], "7": ["vertical_and_slash", 1000, 6096, 0.9863042235374451], "8": ["vertical_and_slash", 1000, 6096, 0.9737297892570496], "9": ["vertical_and_slash", 1000, 6096, 0.9771688580513], "10": ["vertical_and_slash", 1000, 6096, 0.9797963500022888], "11": ["vertical_and_slash", 1000, 6096, 0.9806637167930603], "12": ["vertical_and_slash", 1000, 6096, 0.9664291739463806], "13": ["vertical_and_slash", 1000, 6096, 0.9719564318656921], "14": ["vertical_and_slash", 1000, 6096, 0.8995389342308044], "15": ["vertical_and_slash", 1000, 6096, 0.965333878993988], "16": ["vertical_and_slash", 1000, 6096, 0.9119902849197388], "17": ["vertical_and_slash", 1000, 6096, 0.9491288065910339], "18": ["vertical_and_slash", 1000, 6096, 0.9842385649681091], "19": ["vertical_and_slash", 1000, 6096, 0.9473087191581726], "20": ["vertical_and_slash", 3500, 100, 0.9794735312461853], "21": ["vertical_and_slash", 1000, 6096, 0.9777002334594727], "22": ["vertical_and_slash", 1000, 6096, 0.9637954831123352], "23": ["vertical_and_slash", 1000, 6096, 0.9687110185623169], "24": ["vertical_and_slash", 1000, 6096, 0.9259694814682007], "25": ["vertical_and_slash", 1000, 6096, 0.985179603099823], "26": ["vertical_and_slash", 1000, 6096, 0.9707021117210388], "27": ["vertical_and_slash", 3500, 100, 0.978216826915741], "28": ["vertical_and_slash", 1000, 6096, 0.9712181091308594], "29": ["vertical_and_slash", 1000, 6096, 0.9717193245887756], "30": ["vertical_and_slash", 1000, 6096, 0.9928351044654846], "31": ["vertical_and_slash", 1000, 6096, 0.9481915831565857]}, {"0": ["vertical_and_slash", 3500, 100, 0.9874629378318787], "1": ["vertical_and_slash", 1000, 6096, 0.9580618143081665], "2": ["vertical_and_slash", 1000, 6096, 0.9581654071807861], "3": ["vertical_and_slash", 3500, 100, 0.9785739183425903], "4": ["vertical_and_slash", 3500, 100, 0.9860913157463074], "5": ["vertical_and_slash", 3500, 100, 0.9562280774116516], "6": ["vertical_and_slash", 3500, 100, 0.9889052510261536], "7": ["vertical_and_slash", 3500, 100, 0.9604836106300354], "8": ["vertical_and_slash", 1000, 6096, 0.9046469330787659], "9": ["vertical_and_slash", 1000, 6096, 0.9246867895126343], "10": ["vertical_and_slash", 3500, 100, 0.9791927933692932], "11": ["vertical_and_slash", 3500, 100, 0.9869166612625122], "12": ["vertical_and_slash", 1000, 6096, 0.9678682684898376], "13": ["vertical_and_slash", 1000, 6096, 0.9711335897445679], "14": ["vertical_and_slash", 1000, 6096, 0.9279484748840332], "15": ["vertical_and_slash", 1000, 6096, 0.9901157021522522], "16": ["vertical_and_slash", 1000, 6096, 0.9386892318725586], "17": ["vertical_and_slash", 3500, 100, 0.9683235287666321], "18": ["vertical_and_slash", 3500, 100, 0.9513947367668152], "19": ["vertical_and_slash", 3500, 100, 0.9849128723144531], "20": ["vertical_and_slash", 1000, 6096, 0.9730000495910645], "21": ["vertical_and_slash", 1000, 6096, 0.9750357270240784], "22": ["vertical_and_slash", 1000, 6096, 0.9539456367492676], "23": ["vertical_and_slash", 3500, 100, 0.9765530824661255], "24": ["vertical_and_slash", 1000, 6096, 0.9754192233085632], "25": ["vertical_and_slash", 1000, 6096, 0.9772579073905945], "26": ["vertical_and_slash", 1000, 6096, 0.9841098189353943], "27": ["vertical_and_slash", 1000, 6096, 0.9629952907562256], "28": ["vertical_and_slash", 1000, 6096, 0.9697785377502441], "29": ["vertical_and_slash", 1000, 6096, 0.9643436074256897], "30": ["vertical_and_slash", 1000, 6096, 0.953684389591217], "31": ["vertical_and_slash", 3500, 100, 0.9900475740432739]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9736325740814209], "1": ["vertical_and_slash", 3500, 100, 0.9843554496765137], "2": ["vertical_and_slash", 3500, 100, 0.9859849214553833], "3": ["vertical_and_slash", 1000, 6096, 0.9839856624603271], "4": ["vertical_and_slash", 1000, 6096, 0.9794097542762756], "5": ["vertical_and_slash", 1000, 6096, 0.9725930690765381], "6": ["vertical_and_slash", 3500, 100, 0.9811301827430725], "7": ["vertical_and_slash", 3500, 100, 0.9913578629493713], "8": ["vertical_and_slash", 1000, 6096, 0.981084942817688], "9": ["vertical_and_slash", 1000, 6096, 0.9855359196662903], "10": ["vertical_and_slash", 3500, 100, 0.9801225066184998], "11": ["vertical_and_slash", 1000, 6096, 0.9763649702072144], "12": ["vertical_and_slash", 1000, 6096, 0.990553617477417], "13": ["vertical_and_slash", 1000, 6096, 0.9607461094856262], "14": ["vertical_and_slash", 1000, 6096, 0.9469245076179504], "15": ["vertical_and_slash", 1000, 6096, 0.9743368625640869], "16": ["vertical_and_slash", 3500, 100, 0.9114794135093689], "17": ["vertical_and_slash", 500, 700, 0.9141524434089661], "18": ["vertical_and_slash", 1000, 6096, 0.9767755270004272], "19": ["vertical_and_slash", 1000, 6096, 0.9033507108688354], "20": ["vertical_and_slash", 3500, 100, 0.97019362449646], "21": ["vertical_and_slash", 3500, 100, 0.9815121293067932], "22": ["vertical_and_slash", 1000, 6096, 0.9349904656410217], "23": ["vertical_and_slash", 3500, 100, 0.9809385538101196], "24": ["vertical_and_slash", 1000, 6096, 0.9248628616333008], "25": ["vertical_and_slash", 1000, 6096, 0.967199444770813], "26": ["vertical_and_slash", 3500, 100, 0.8729575872421265], "27": ["vertical_and_slash", 1000, 6096, 0.863213062286377], "28": ["vertical_and_slash", 3500, 100, 0.9790768623352051], "29": ["vertical_and_slash", 3500, 100, 0.9910596013069153], "30": ["vertical_and_slash", 1000, 6096, 0.8998411893844604], "31": ["vertical_and_slash", 1000, 6096, 0.9546238780021667]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9143165946006775], "1": ["vertical_and_slash", 1000, 6096, 0.9640366435050964], "2": ["vertical_and_slash", 3500, 100, 0.9640350341796875], "3": ["vertical_and_slash", 3500, 100, 0.9802320599555969], "4": ["vertical_and_slash", 3500, 100, 0.9751210808753967], "5": ["vertical_and_slash", 3500, 100, 0.9597233533859253], "6": ["vertical_and_slash", 1000, 6096, 0.9865791201591492], "7": ["vertical_and_slash", 1000, 6096, 0.859822690486908], "8": ["vertical_and_slash", 3500, 100, 0.9686265587806702], "9": ["vertical_and_slash", 3500, 100, 0.9796083569526672], "10": ["vertical_and_slash", 3500, 100, 0.9844924807548523], "11": ["vertical_and_slash", 500, 700, 0.9741306304931641], "12": ["vertical_and_slash", 3500, 100, 0.8193228840827942], "13": ["vertical_and_slash", 1000, 6096, 0.7864953279495239], "14": ["vertical_and_slash", 1000, 6096, 0.8475791811943054], "15": ["vertical_and_slash", 1000, 6096, 0.9647654891014099], "16": ["vertical_and_slash", 1000, 6096, 0.9607741236686707], "17": ["vertical_and_slash", 3500, 100, 0.964085042476654], "18": ["vertical_and_slash", 3500, 100, 0.9860562682151794], "19": ["vertical_and_slash", 1000, 6096, 0.9428103566169739], "20": ["vertical_and_slash", 3500, 100, 0.9327119588851929], "21": ["vertical_and_slash", 1000, 6096, 0.9789990186691284], "22": ["vertical_and_slash", 3500, 100, 0.9621856212615967], "23": ["vertical_and_slash", 3500, 100, 0.9818771481513977], "24": ["vertical_and_slash", 3500, 100, 0.9849852323532104], "25": ["vertical_and_slash", 1000, 6096, 0.9598783850669861], "26": ["vertical_and_slash", 1000, 6096, 0.9695847630500793], "27": ["vertical_and_slash", 3500, 100, 0.986915111541748], "28": ["vertical_and_slash", 1000, 6096, 0.9638352990150452], "29": ["vertical_and_slash", 1000, 6096, 0.9399517774581909], "30": ["vertical_and_slash", 3500, 100, 0.9664122462272644], "31": ["vertical_and_slash", 3500, 100, 0.9540696144104004]}, {"0": ["vertical_and_slash", 3500, 100, 0.9685828685760498], "1": ["vertical_and_slash", 1000, 6096, 0.8338062167167664], "2": ["vertical_and_slash", 3500, 100, 0.9749028086662292], "3": ["vertical_and_slash", 1000, 6096, 0.9684938192367554], "4": ["vertical_and_slash", 3500, 100, 0.9898025989532471], "5": ["vertical_and_slash", 1000, 6096, 0.9454031586647034], "6": ["vertical_and_slash", 1000, 6096, 0.9983919262886047], "7": ["vertical_and_slash", 3500, 100, 0.9774957895278931], "8": ["vertical_and_slash", 1000, 6096, 0.9124627113342285], "9": ["vertical_and_slash", 3500, 100, 0.9761123657226562], "10": ["vertical_and_slash", 1000, 6096, 0.9672303199768066], "11": ["vertical_and_slash", 3500, 100, 0.8949474692344666], "12": ["vertical_and_slash", 1000, 6096, 0.976123034954071], "13": ["vertical_and_slash", 3500, 100, 0.992988109588623], "14": ["vertical_and_slash", 1000, 6096, 0.9778774976730347], "15": ["vertical_and_slash", 1000, 6096, 0.9676492810249329], "16": ["vertical_and_slash", 3500, 100, 0.944362461566925], "17": ["vertical_and_slash", 3500, 100, 0.9966608285903931], "18": ["vertical_and_slash", 3500, 100, 0.9861279726028442], "19": ["vertical_and_slash", 3500, 100, 0.9936995506286621], "20": ["vertical_and_slash", 1000, 6096, 0.9839529991149902], "21": ["vertical_and_slash", 1000, 6096, 0.8699288368225098], "22": ["vertical_and_slash", 3500, 100, 0.9550421237945557], "23": ["vertical_and_slash", 3500, 100, 0.9807092547416687], "24": ["vertical_and_slash", 3500, 100, 0.9943180084228516], "25": ["vertical_and_slash", 3500, 100, 0.97030109167099], "26": ["vertical_and_slash", 1000, 6096, 0.7757391333580017], "27": ["vertical_and_slash", 3500, 100, 0.8722144365310669], "28": ["vertical_and_slash", 3500, 100, 0.9817062020301819], "29": ["vertical_and_slash", 3500, 100, 0.7830486297607422], "30": ["vertical_and_slash", 3500, 100, 0.9059069156646729], "31": ["vertical_and_slash", 1000, 6096, 0.9004206657409668]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9989221692085266], "1": ["vertical_and_slash", 1000, 6096, 0.9751622080802917], "2": ["vertical_and_slash", 500, 700, 0.9843096733093262], "3": ["vertical_and_slash", 1000, 6096, 0.9970217943191528], "4": ["vertical_and_slash", 1000, 6096, 0.982936441898346], "5": ["vertical_and_slash", 1000, 6096, 0.9922932386398315], "6": ["vertical_and_slash", 1000, 6096, 0.9900820255279541], "7": ["vertical_and_slash", 3500, 100, 0.904089093208313], "8": ["vertical_and_slash", 1000, 6096, 0.8594567179679871], "9": ["vertical_and_slash", 1000, 6096, 0.9729855060577393], "10": ["vertical_and_slash", 500, 700, 0.9566927552223206], "11": ["vertical_and_slash", 500, 700, 0.9787583947181702], "12": ["vertical_and_slash", 1000, 6096, 0.9179439544677734], "13": ["vertical_and_slash", 500, 700, 0.9690548181533813], "14": ["vertical_and_slash", 1000, 6096, 0.9650132060050964], "15": ["vertical_and_slash", 1000, 6096, 0.9982704520225525], "16": ["vertical_and_slash", 3500, 100, 0.5764418840408325], "17": ["vertical_and_slash", 3500, 100, 0.8460132479667664], "18": ["vertical_and_slash", 3500, 100, 0.9885469079017639], "19": ["vertical_and_slash", 500, 700, 0.8908513784408569], "20": ["vertical_and_slash", 3500, 100, 0.7877959609031677], "21": ["vertical_and_slash", 1000, 6096, 0.9026593565940857], "22": ["vertical_and_slash", 1000, 6096, 0.8227401375770569], "23": ["vertical_and_slash", 3500, 100, 0.9510420560836792], "24": ["vertical_and_slash", 1000, 6096, 0.7077246904373169], "25": ["vertical_and_slash", 1000, 6096, 0.6111702919006348], "26": ["vertical_and_slash", 3500, 100, 0.7379475831985474], "27": ["vertical_and_slash", 500, 700, 0.9393547773361206], "28": ["vertical_and_slash", 1000, 6096, 0.9732987284660339], "29": ["vertical_and_slash", 1000, 6096, 0.8916338086128235], "30": ["vertical_and_slash", 1000, 6096, 0.5094305276870728], "31": ["vertical_and_slash", 3500, 100, 0.8615384697914124]}, {"0": ["vertical_and_slash", 500, 700, 0.8384267687797546], "1": ["vertical_and_slash", 30, 800, 0.9832523465156555], "2": ["vertical_and_slash", 1000, 6096, 0.9556738138198853], "3": ["vertical_and_slash", 30, 800, 0.9658747315406799], "4": ["vertical_and_slash", 1000, 6096, 0.7001036405563354], "5": ["vertical_and_slash", 3500, 100, 0.9094016551971436], "6": ["vertical_and_slash", 1000, 6096, 0.8296511769294739], "7": ["vertical_and_slash", 30, 800, 0.9839702844619751], "8": ["vertical_and_slash", 1000, 6096, 0.9338380694389343], "9": ["vertical_and_slash", 30, 800, 0.8721705079078674], "10": ["vertical_and_slash", 1000, 6096, 0.8274728059768677], "11": ["vertical_and_slash", 30, 800, 0.906589686870575], "12": ["vertical_and_slash", 1000, 6096, 0.8754740357398987], "13": ["vertical_and_slash", 30, 800, 0.8910427689552307], "14": ["vertical_and_slash", 3500, 100, 0.9788433313369751], "15": ["vertical_and_slash", 1000, 6096, 0.6505519151687622], "16": ["vertical_and_slash", 1000, 6096, 0.9525647163391113], "17": ["vertical_and_slash", 1000, 6096, 0.9517712593078613], "18": ["vertical_and_slash", 3500, 100, 0.9884803295135498], "19": ["vertical_and_slash", 3500, 100, 0.8653204441070557], "20": ["vertical_and_slash", 1000, 6096, 0.6870253086090088], "21": ["vertical_and_slash", 1000, 6096, 0.7905831336975098], "22": ["vertical_and_slash", 3500, 100, 0.978307843208313], "23": ["vertical_and_slash", 1000, 6096, 0.8475686311721802], "24": ["vertical_and_slash", 1000, 6096, 0.732090175151825], "25": ["vertical_and_slash", 1000, 6096, 0.9593052864074707], "26": ["vertical_and_slash", 3500, 100, 0.7858700156211853], "27": ["vertical_and_slash", 3500, 100, 0.9247616529464722], "28": ["vertical_and_slash", 1000, 6096, 0.9564287662506104], "29": ["vertical_and_slash", 1000, 6096, 0.9688812494277954], "30": ["vertical_and_slash", 1000, 6096, 0.9487019181251526], "31": ["vertical_and_slash", 1000, 6096, 0.8594679236412048]}, {"0": ["vertical_and_slash", 3500, 100, 0.7102671265602112], "1": ["vertical_and_slash", 3500, 100, 0.687782347202301], "2": ["vertical_and_slash", 1000, 6096, 0.6231171488761902], "3": ["vertical_and_slash", 1000, 6096, 0.6519328951835632], "4": ["vertical_and_slash", 1000, 6096, 0.6371148228645325], "5": ["vertical_and_slash", 1000, 6096, 0.5512841939926147], "6": ["vertical_and_slash", 1000, 6096, 0.6453664302825928], "7": ["vertical_and_slash", 1000, 6096, 0.5656585097312927], "8": ["vertical_and_slash", 1000, 6096, 0.5154845118522644], "9": ["vertical_and_slash", 1000, 6096, 0.8060692548751831], "10": ["vertical_and_slash", 1000, 6096, 0.5447877049446106], "11": ["vertical_and_slash", 3500, 100, 0.7371558547019958], "12": ["vertical_and_slash", 3500, 100, 0.8459636569023132], "13": ["vertical_and_slash", 1000, 6096, 0.6367743611335754], "14": ["vertical_and_slash", 1000, 6096, 0.6031586527824402], "15": ["vertical_and_slash", 3500, 100, 0.8160911798477173], "16": ["vertical_and_slash", 1000, 6096, 0.8445301055908203], "17": ["vertical_and_slash", 1000, 6096, 0.9076457023620605], "18": ["vertical_and_slash", 1000, 6096, 0.8370077610015869], "19": ["vertical_and_slash", 1000, 6096, 0.9505546689033508], "20": ["vertical_and_slash", 1000, 6096, 0.9496653079986572], "21": ["vertical_and_slash", 1000, 6096, 0.9966088533401489], "22": ["vertical_and_slash", 1000, 6096, 0.7111172080039978], "23": ["vertical_and_slash", 1000, 6096, 0.825422465801239], "24": ["vertical_and_slash", 1000, 6096, 0.6696130633354187], "25": ["vertical_and_slash", 1000, 6096, 0.7732230424880981], "26": ["vertical_and_slash", 1000, 6096, 0.9513412117958069], "27": ["vertical_and_slash", 1000, 6096, 0.8669811487197876], "28": ["vertical_and_slash", 1000, 6096, 0.839459240436554], "29": ["vertical_and_slash", 1000, 6096, 0.8636441230773926], "30": ["vertical_and_slash", 1000, 6096, 0.9775622487068176], "31": ["vertical_and_slash", 1000, 6096, 0.8842886090278625]}] diff --git a/minference/configs/Qwen2_7B_Instruct_128k_instruct_kv_out_v32_fit_o_best_pattern.json b/minference/configs/Qwen2_7B_Instruct_128k_instruct_kv_out_v32_fit_o_best_pattern.json new file mode 100644 index 0000000..fd217f3 --- /dev/null +++ b/minference/configs/Qwen2_7B_Instruct_128k_instruct_kv_out_v32_fit_o_best_pattern.json @@ -0,0 +1 @@ +[{"0": ["vertical_and_slash", 1000, 6096, 0.7636861205101013], "1": ["vertical_and_slash", 1000, 6096, 0.997340738773346], "2": ["vertical_and_slash", 1000, 6096, 0.9176302552223206], "3": ["vertical_and_slash", 1000, 6096, 0.9874908924102783], "4": ["vertical_and_slash", 1000, 6096, 0.8024926781654358], "5": ["vertical_and_slash", 1000, 6096, 0.998029351234436], "6": ["vertical_and_slash", 1000, 6096, 0.9974402189254761], "7": ["vertical_and_slash", 1000, 6096, 0.9935320019721985], "8": ["vertical_and_slash", 1000, 6096, 0.9520949721336365], "9": ["vertical_and_slash", 1000, 6096, 0.9167510271072388], "10": ["vertical_and_slash", 1000, 6096, 0.9705587029457092], "11": ["vertical_and_slash", 1000, 6096, 0.9429554343223572], "12": ["vertical_and_slash", 1000, 6096, 0.9329395890235901], "13": ["vertical_and_slash", 1000, 6096, 0.9059574604034424], "14": ["vertical_and_slash", 1000, 6096, 0.6389032602310181], "15": ["vertical_and_slash", 1000, 6096, 0.8840840458869934], "16": ["vertical_and_slash", 1000, 6096, 0.9924368262290955], "17": ["vertical_and_slash", 1000, 6096, 0.866145670413971], "18": ["vertical_and_slash", 1000, 6096, 0.7799681425094604], "19": ["vertical_and_slash", 1000, 6096, 0.9277905821800232], "20": ["vertical_and_slash", 1000, 6096, 0.9794695377349854], "21": ["vertical_and_slash", 1000, 6096, 0.9832764267921448], "22": ["vertical_and_slash", 1000, 6096, 0.9140866994857788], "23": ["vertical_and_slash", 1000, 6096, 0.994279146194458], "24": ["vertical_and_slash", 1000, 6096, 0.9952699542045593], "25": ["vertical_and_slash", 1000, 6096, 0.991451621055603], "26": ["vertical_and_slash", 1000, 6096, 0.9946803450584412], "27": ["vertical_and_slash", 1000, 6096, 0.9914543628692627]}, {"0": ["vertical_and_slash", 1000, 6096, 0.999854326248169], "1": ["vertical_and_slash", 3500, 100, 0.7751321792602539], "2": ["vertical_and_slash", 1000, 6096, 0.9999450445175171], "3": ["vertical_and_slash", 1000, 6096, 0.9999180436134338], "4": ["vertical_and_slash", 1000, 6096, 0.999673068523407], "5": ["vertical_and_slash", 1000, 6096, 0.9999436140060425], "6": ["vertical_and_slash", 1000, 6096, 0.9042648673057556], "7": ["vertical_and_slash", 1000, 6096, 0.9249372482299805], "8": ["vertical_and_slash", 1000, 6096, 0.9189217686653137], "9": ["vertical_and_slash", 1000, 6096, 0.5797387361526489], "10": ["vertical_and_slash", 1000, 6096, 0.9757004380226135], "11": ["vertical_and_slash", 1000, 6096, 0.9479057192802429], "12": ["vertical_and_slash", 1000, 6096, 0.9882757663726807], "13": ["vertical_and_slash", 1000, 6096, 0.7872554659843445], "14": ["vertical_and_slash", 1000, 6096, 0.9618582725524902], "15": ["vertical_and_slash", 1000, 6096, 0.9933269023895264], "16": ["vertical_and_slash", 1000, 6096, 0.7769213914871216], "17": ["vertical_and_slash", 1000, 6096, 0.9982901811599731], "18": ["vertical_and_slash", 1000, 6096, 0.8727825880050659], "19": ["vertical_and_slash", 1000, 6096, 0.9111629128456116], "20": ["vertical_and_slash", 1000, 6096, 0.9820850491523743], "21": ["vertical_and_slash", 1000, 6096, 0.6591984033584595], "22": ["vertical_and_slash", 1000, 6096, 0.7593039274215698], "23": ["vertical_and_slash", 1000, 6096, 0.9832978844642639], "24": ["vertical_and_slash", 1000, 6096, 0.9962671995162964], "25": ["vertical_and_slash", 1000, 6096, 0.8571489453315735], "26": ["vertical_and_slash", 1000, 6096, 0.6629067063331604], "27": ["vertical_and_slash", 1000, 6096, 0.9742580652236938]}, {"0": ["vertical_and_slash", 3500, 100, 0.9057124853134155], "1": ["vertical_and_slash", 3500, 100, 0.8475332260131836], "2": ["vertical_and_slash", 3500, 100, 0.8966692090034485], "3": ["vertical_and_slash", 3500, 100, 0.9060406684875488], "4": ["vertical_and_slash", 1000, 6096, 0.7373839020729065], "5": ["vertical_and_slash", 3500, 100, 0.8780195713043213], "6": ["vertical_and_slash", 1000, 6096, 0.8604955077171326], "7": ["vertical_and_slash", 1000, 6096, 0.9269763827323914], "8": ["vertical_and_slash", 1000, 6096, 0.8521820306777954], "9": ["vertical_and_slash", 1000, 6096, 0.9201670289039612], "10": ["vertical_and_slash", 1000, 6096, 0.91225266456604], "11": ["vertical_and_slash", 1000, 6096, 0.9308260679244995], "12": ["vertical_and_slash", 1000, 6096, 0.7598862648010254], "13": ["vertical_and_slash", 1000, 6096, 0.8002303838729858], "14": ["vertical_and_slash", 1000, 6096, 0.6208370327949524], "15": ["vertical_and_slash", 1000, 6096, 0.9072885513305664], "16": ["vertical_and_slash", 1000, 6096, 0.7804597616195679], "17": ["vertical_and_slash", 1000, 6096, 0.7186298370361328], "18": ["vertical_and_slash", 1000, 6096, 0.6658867001533508], "19": ["vertical_and_slash", 1000, 6096, 0.7395877242088318], "20": ["vertical_and_slash", 1000, 6096, 0.7290464043617249], "21": ["vertical_and_slash", 1000, 6096, 0.8678046464920044], "22": ["vertical_and_slash", 1000, 6096, 0.6959983110427856], "23": ["vertical_and_slash", 1000, 6096, 0.9478163123130798], "24": ["vertical_and_slash", 1000, 6096, 0.827946126461029], "25": ["vertical_and_slash", 1000, 6096, 0.9121019840240479], "26": ["vertical_and_slash", 1000, 6096, 0.7985134124755859], "27": ["vertical_and_slash", 1000, 6096, 0.9487085938453674]}, {"0": ["vertical_and_slash", 1000, 6096, 0.7612978219985962], "1": ["vertical_and_slash", 1000, 6096, 0.992921769618988], "2": ["vertical_and_slash", 1000, 6096, 0.9342727661132812], "3": ["vertical_and_slash", 1000, 6096, 0.9877188801765442], "4": ["vertical_and_slash", 1000, 6096, 0.9346758127212524], "5": ["vertical_and_slash", 1000, 6096, 0.966949999332428], "6": ["vertical_and_slash", 1000, 6096, 0.9568571448326111], "7": ["vertical_and_slash", 1000, 6096, 0.9982320666313171], "8": ["vertical_and_slash", 1000, 6096, 0.5712432265281677], "9": ["vertical_and_slash", 1000, 6096, 0.989597737789154], "10": ["vertical_and_slash", 1000, 6096, 0.9983510971069336], "11": ["vertical_and_slash", 1000, 6096, 0.9680652022361755], "12": ["vertical_and_slash", 1000, 6096, 0.9642292857170105], "13": ["vertical_and_slash", 1000, 6096, 0.9425500631332397], "14": ["vertical_and_slash", 1000, 6096, 0.8967985510826111], "15": ["vertical_and_slash", 1000, 6096, 0.9649041295051575], "16": ["vertical_and_slash", 1000, 6096, 0.6667925715446472], "17": ["vertical_and_slash", 1000, 6096, 0.8330606818199158], "18": ["vertical_and_slash", 1000, 6096, 0.6516444683074951], "19": ["vertical_and_slash", 1000, 6096, 0.8706280589103699], "20": ["vertical_and_slash", 1000, 6096, 0.9583560824394226], "21": ["vertical_and_slash", 1000, 6096, 0.8796348571777344], "22": ["vertical_and_slash", 1000, 6096, 0.9694448709487915], "23": ["vertical_and_slash", 1000, 6096, 0.944229006767273], "24": ["vertical_and_slash", 1000, 6096, 0.9868544936180115], "25": ["vertical_and_slash", 1000, 6096, 0.9819129705429077], "26": ["vertical_and_slash", 1000, 6096, 0.9697961211204529], "27": ["vertical_and_slash", 1000, 6096, 0.9816914796829224]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9355640411376953], "1": ["vertical_and_slash", 1000, 6096, 0.9207140803337097], "2": ["vertical_and_slash", 1000, 6096, 0.9829172492027283], "3": ["vertical_and_slash", 1000, 6096, 0.9652756452560425], "4": ["vertical_and_slash", 1000, 6096, 0.9489044547080994], "5": ["vertical_and_slash", 1000, 6096, 0.9721469283103943], "6": ["vertical_and_slash", 1000, 6096, 0.8830953240394592], "7": ["vertical_and_slash", 1000, 6096, 0.9949114918708801], "8": ["vertical_and_slash", 1000, 6096, 0.9481140375137329], "9": ["vertical_and_slash", 1000, 6096, 0.9766684174537659], "10": ["vertical_and_slash", 1000, 6096, 0.8484242558479309], "11": ["vertical_and_slash", 1000, 6096, 0.9932587742805481], "12": ["vertical_and_slash", 100, 800, 1.0], "13": ["vertical_and_slash", 1000, 6096, 0.91309654712677], "14": ["vertical_and_slash", 30, 800, 0.9793747067451477], "15": ["vertical_and_slash", 30, 800, 0.9434259533882141], "16": ["vertical_and_slash", 100, 800, 0.91796875], "17": ["vertical_and_slash", 1000, 6096, 0.6044968962669373], "18": ["vertical_and_slash", 30, 800, 0.9889233112335205], "19": ["vertical_and_slash", 30, 800, 0.9760442972183228], "20": ["vertical_and_slash", 30, 800, 0.9819528460502625], "21": ["vertical_and_slash", 30, 800, 0.9104559421539307], "22": ["vertical_and_slash", 30, 800, 0.9781556129455566], "23": ["vertical_and_slash", 30, 800, 0.9957396984100342], "24": ["vertical_and_slash", 100, 800, 0.6953125], "25": ["vertical_and_slash", 30, 800, 0.9875676035881042], "26": ["vertical_and_slash", 1000, 6096, 0.7930969595909119], "27": ["vertical_and_slash", 30, 800, 0.9832236766815186]}, {"0": ["vertical_and_slash", 30, 800, 0.9581724405288696], "1": ["vertical_and_slash", 30, 800, 0.9862149357795715], "2": ["vertical_and_slash", 30, 800, 0.9727815985679626], "3": ["vertical_and_slash", 30, 800, 0.9878312945365906], "4": ["vertical_and_slash", 30, 800, 0.9732390642166138], "5": ["vertical_and_slash", 100, 800, 0.58203125], "6": ["vertical_and_slash", 100, 800, 0.625], "7": ["vertical_and_slash", 1000, 6096, 0.9923975467681885], "8": ["vertical_and_slash", 1000, 6096, 0.9901614785194397], "9": ["vertical_and_slash", 1000, 6096, 0.8785492181777954], "10": ["vertical_and_slash", 1000, 6096, 0.9548015594482422], "11": ["vertical_and_slash", 1000, 6096, 0.7860113978385925], "12": ["vertical_and_slash", 1000, 6096, 0.975680410861969], "13": ["vertical_and_slash", 1000, 6096, 0.9158719182014465], "14": ["vertical_and_slash", 1000, 6096, 0.988776683807373], "15": ["vertical_and_slash", 1000, 6096, 0.9432694315910339], "16": ["vertical_and_slash", 1000, 6096, 0.982463538646698], "17": ["vertical_and_slash", 1000, 6096, 0.6926687359809875], "18": ["vertical_and_slash", 1000, 6096, 0.7094787359237671], "19": ["vertical_and_slash", 1000, 6096, 0.7520464658737183], "20": ["vertical_and_slash", 1000, 6096, 0.7342078685760498], "21": ["vertical_and_slash", 1000, 6096, 0.5834848880767822], "22": ["vertical_and_slash", 30, 800, 0.9824560284614563], "23": ["vertical_and_slash", 30, 800, 0.986758291721344], "24": ["vertical_and_slash", 30, 800, 0.9540517330169678], "25": ["vertical_and_slash", 30, 800, 0.9864577651023865], "26": ["vertical_and_slash", 30, 800, 0.9416182637214661], "27": ["vertical_and_slash", 30, 800, 0.9522050023078918]}, {"0": ["vertical_and_slash", 30, 800, 0.9929113984107971], "1": ["vertical_and_slash", 30, 800, 0.9960675835609436], "2": ["vertical_and_slash", 30, 800, 0.9982830882072449], "3": ["vertical_and_slash", 30, 800, 0.9949108958244324], "4": ["vertical_and_slash", 30, 800, 0.9948554635047913], "5": ["vertical_and_slash", 30, 800, 0.9805064797401428], "6": ["vertical_and_slash", 30, 800, 0.9989805221557617], "7": ["vertical_and_slash", 3500, 100, 0.8750844597816467], "8": ["vertical_and_slash", 1000, 6096, 0.8880671858787537], "9": ["vertical_and_slash", 1000, 6096, 0.8828122019767761], "10": ["vertical_and_slash", 1000, 6096, 0.8179347515106201], "11": ["vertical_and_slash", 1000, 6096, 0.8709172606468201], "12": ["vertical_and_slash", 1000, 6096, 0.9106304049491882], "13": ["vertical_and_slash", 3500, 100, 0.8999070525169373], "14": ["vertical_and_slash", 30, 800, 0.9866299629211426], "15": ["vertical_and_slash", 30, 800, 0.9957811236381531], "16": ["vertical_and_slash", 30, 800, 0.9961952567100525], "17": ["vertical_and_slash", 1000, 6096, 0.7598972320556641], "18": ["vertical_and_slash", 100, 800, 0.90234375], "19": ["vertical_and_slash", 30, 800, 0.9915949106216431], "20": ["vertical_and_slash", 30, 800, 0.9958064556121826], "21": ["vertical_and_slash", 30, 800, 0.9862909913063049], "22": ["vertical_and_slash", 1000, 6096, 0.9836251139640808], "23": ["vertical_and_slash", 1000, 6096, 0.8204699754714966], "24": ["vertical_and_slash", 1000, 6096, 0.9781834483146667], "25": ["vertical_and_slash", 30, 800, 0.987470269203186], "26": ["vertical_and_slash", 1000, 6096, 0.9895057678222656], "27": ["vertical_and_slash", 1000, 6096, 0.9841405153274536]}, {"0": ["vertical_and_slash", 30, 800, 0.9849892258644104], "1": ["vertical_and_slash", 100, 800, 0.94921875], "2": ["vertical_and_slash", 1000, 6096, 0.9077629446983337], "3": ["vertical_and_slash", 30, 800, 0.9785045385360718], "4": ["vertical_and_slash", 30, 800, 0.992603063583374], "5": ["vertical_and_slash", 30, 800, 0.9923588037490845], "6": ["vertical_and_slash", 1000, 6096, 0.7285677194595337], "7": ["vertical_and_slash", 1000, 6096, 0.8928298950195312], "8": ["vertical_and_slash", 30, 800, 0.9881294965744019], "9": ["vertical_and_slash", 30, 800, 0.9871630072593689], "10": ["vertical_and_slash", 1000, 6096, 0.8675088286399841], "11": ["vertical_and_slash", 30, 800, 0.9899677038192749], "12": ["vertical_and_slash", 30, 800, 0.994294285774231], "13": ["vertical_and_slash", 30, 800, 0.9912780523300171], "14": ["vertical_and_slash", 1000, 6096, 0.817713737487793], "15": ["vertical_and_slash", 1000, 6096, 0.768071174621582], "16": ["vertical_and_slash", 100, 800, 0.99609375], "17": ["vertical_and_slash", 1000, 6096, 0.9927074909210205], "18": ["vertical_and_slash", 30, 800, 0.9627246260643005], "19": ["vertical_and_slash", 1000, 6096, 0.8428043723106384], "20": ["vertical_and_slash", 30, 800, 0.961391031742096], "21": ["vertical_and_slash", 100, 800, 0.98828125], "22": ["vertical_and_slash", 1000, 6096, 0.8955845832824707], "23": ["vertical_and_slash", 1000, 6096, 0.9635751247406006], "24": ["vertical_and_slash", 1000, 6096, 0.9477937817573547], "25": ["vertical_and_slash", 1000, 6096, 0.9843902587890625], "26": ["vertical_and_slash", 1000, 6096, 0.932198703289032], "27": ["vertical_and_slash", 1000, 6096, 0.9374216794967651]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9694727659225464], "1": ["vertical_and_slash", 100, 800, 0.98828125], "2": ["vertical_and_slash", 1000, 6096, 0.9693005681037903], "3": ["vertical_and_slash", 1000, 6096, 0.9399802088737488], "4": ["vertical_and_slash", 1000, 6096, 0.8707883358001709], "5": ["vertical_and_slash", 1000, 6096, 0.9739736914634705], "6": ["vertical_and_slash", 1000, 6096, 0.9804114103317261], "7": ["vertical_and_slash", 1000, 6096, 0.992721676826477], "8": ["vertical_and_slash", 1000, 6096, 0.9970836043357849], "9": ["vertical_and_slash", 1000, 6096, 0.9859921336174011], "10": ["vertical_and_slash", 1000, 6096, 0.9984594583511353], "11": ["vertical_and_slash", 1000, 6096, 0.9865716099739075], "12": ["vertical_and_slash", 1000, 6096, 0.9911996126174927], "13": ["vertical_and_slash", 1000, 6096, 0.9729082584381104], "14": ["vertical_and_slash", 30, 800, 0.9846852421760559], "15": ["vertical_and_slash", 30, 800, 0.9954250454902649], "16": ["vertical_and_slash", 30, 800, 0.9949162006378174], "17": ["vertical_and_slash", 30, 800, 0.9548083543777466], "18": ["vertical_and_slash", 30, 800, 0.986838698387146], "19": ["vertical_and_slash", 30, 800, 0.9908570647239685], "20": ["vertical_and_slash", 30, 800, 0.9853697419166565], "21": ["vertical_and_slash", 1000, 6096, 0.997185468673706], "22": ["vertical_and_slash", 1000, 6096, 0.73985755443573], "23": ["vertical_and_slash", 1000, 6096, 0.8271170258522034], "24": ["vertical_and_slash", 1000, 6096, 0.9937832951545715], "25": ["vertical_and_slash", 1000, 6096, 0.974370002746582], "26": ["vertical_and_slash", 1000, 6096, 0.8334921598434448], "27": ["vertical_and_slash", 1000, 6096, 0.865833580493927]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9121729135513306], "1": ["vertical_and_slash", 1000, 6096, 0.880349338054657], "2": ["vertical_and_slash", 1000, 6096, 0.8574644327163696], "3": ["vertical_and_slash", 1000, 6096, 0.8844216465950012], "4": ["vertical_and_slash", 3500, 100, 0.8841082453727722], "5": ["vertical_and_slash", 1000, 6096, 0.9237666130065918], "6": ["vertical_and_slash", 1000, 6096, 0.9418555498123169], "7": ["vertical_and_slash", 1000, 6096, 0.9271724224090576], "8": ["vertical_and_slash", 1000, 6096, 0.6766623258590698], "9": ["vertical_and_slash", 1000, 6096, 0.9509949684143066], "10": ["vertical_and_slash", 1000, 6096, 0.8359535932540894], "11": ["vertical_and_slash", 1000, 6096, 0.9688594341278076], "12": ["vertical_and_slash", 1000, 6096, 0.9697471261024475], "13": ["vertical_and_slash", 1000, 6096, 0.9048041701316833], "14": ["vertical_and_slash", 30, 800, 0.9523487687110901], "15": ["vertical_and_slash", 3500, 100, 0.8940234780311584], "16": ["vertical_and_slash", 1000, 6096, 0.9469529986381531], "17": ["vertical_and_slash", 1000, 6096, 0.8653460144996643], "18": ["vertical_and_slash", 1000, 6096, 0.9089341759681702], "19": ["vertical_and_slash", 1000, 6096, 0.6309221386909485], "20": ["vertical_and_slash", 1000, 6096, 0.9139751195907593], "21": ["vertical_and_slash", 1000, 6096, 0.8545156121253967], "22": ["vertical_and_slash", 3500, 100, 0.8629888296127319], "23": ["vertical_and_slash", 1000, 6096, 0.8971812129020691], "24": ["vertical_and_slash", 1000, 6096, 0.9051863551139832], "25": ["vertical_and_slash", 3500, 100, 0.9100741147994995], "26": ["vertical_and_slash", 1000, 6096, 0.9065660238265991], "27": ["vertical_and_slash", 1000, 6096, 0.917789876461029]}, {"0": ["vertical_and_slash", 3500, 100, 0.95817631483078], "1": ["vertical_and_slash", 30, 800, 0.9713807106018066], "2": ["vertical_and_slash", 1000, 6096, 0.9439947605133057], "3": ["vertical_and_slash", 100, 800, 0.96484375], "4": ["vertical_and_slash", 500, 700, 0.9897396564483643], "5": ["vertical_and_slash", 30, 800, 0.9849019646644592], "6": ["vertical_and_slash", 3500, 100, 0.7464108467102051], "7": ["vertical_and_slash", 1000, 6096, 0.9914251565933228], "8": ["vertical_and_slash", 1000, 6096, 0.9880635142326355], "9": ["vertical_and_slash", 1000, 6096, 0.9915304780006409], "10": ["vertical_and_slash", 1000, 6096, 0.9843180775642395], "11": ["vertical_and_slash", 30, 800, 0.8710246682167053], "12": ["vertical_and_slash", 1000, 6096, 0.9936488270759583], "13": ["vertical_and_slash", 30, 800, 0.9913105964660645], "14": ["vertical_and_slash", 30, 800, 0.937064528465271], "15": ["vertical_and_slash", 30, 800, 0.9891123175621033], "16": ["vertical_and_slash", 500, 700, 0.9794787168502808], "17": ["vertical_and_slash", 500, 700, 0.9912840127944946], "18": ["vertical_and_slash", 1000, 6096, 0.8226324319839478], "19": ["vertical_and_slash", 1000, 6096, 0.8692429065704346], "20": ["vertical_and_slash", 3500, 100, 0.9418290257453918], "21": ["vertical_and_slash", 30, 800, 0.9891044497489929], "22": ["vertical_and_slash", 30, 800, 0.9982499480247498], "23": ["vertical_and_slash", 30, 800, 0.9932505488395691], "24": ["vertical_and_slash", 1000, 6096, 0.8858837485313416], "25": ["vertical_and_slash", 30, 800, 0.9979614615440369], "26": ["vertical_and_slash", 30, 800, 0.9960733652114868], "27": ["vertical_and_slash", 30, 800, 0.9975556135177612]}, {"0": ["vertical_and_slash", 1000, 6096, 0.7947474122047424], "1": ["vertical_and_slash", 30, 800, 0.9958741664886475], "2": ["vertical_and_slash", 1000, 6096, 0.7516756057739258], "3": ["vertical_and_slash", 30, 800, 0.9849042296409607], "4": ["vertical_and_slash", 30, 800, 0.9620478749275208], "5": ["vertical_and_slash", 30, 800, 0.9647890329360962], "6": ["vertical_and_slash", 30, 800, 0.9281842112541199], "7": ["vertical_and_slash", 100, 800, 0.9921875], "8": ["vertical_and_slash", 1000, 6096, 0.5377398729324341], "9": ["vertical_and_slash", 100, 800, 0.921875], "10": ["vertical_and_slash", 100, 800, 0.9453125], "11": ["vertical_and_slash", 100, 800, 0.92578125], "12": ["vertical_and_slash", 1000, 6096, 0.5261275768280029], "13": ["vertical_and_slash", 100, 800, 0.95703125], "14": ["vertical_and_slash", 30, 800, 0.9814378023147583], "15": ["vertical_and_slash", 30, 800, 0.9902452230453491], "16": ["vertical_and_slash", 30, 800, 0.9406231641769409], "17": ["vertical_and_slash", 30, 800, 0.9874538779258728], "18": ["vertical_and_slash", 30, 800, 0.9904769062995911], "19": ["vertical_and_slash", 30, 800, 0.9870219230651855], "20": ["vertical_and_slash", 30, 800, 0.9883198142051697], "21": ["vertical_and_slash", 1000, 6096, 0.9207147359848022], "22": ["vertical_and_slash", 1000, 6096, 0.9390707612037659], "23": ["vertical_and_slash", 1000, 6096, 0.826806902885437], "24": ["vertical_and_slash", 1000, 6096, 0.7619513869285583], "25": ["vertical_and_slash", 1000, 6096, 0.941148579120636], "26": ["vertical_and_slash", 1000, 6096, 0.978582501411438], "27": ["vertical_and_slash", 1000, 6096, 0.9648736715316772]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9821552634239197], "1": ["vertical_and_slash", 500, 700, 0.9539602994918823], "2": ["vertical_and_slash", 1000, 6096, 0.8077982068061829], "3": ["vertical_and_slash", 1000, 6096, 0.9536257386207581], "4": ["vertical_and_slash", 100, 800, 0.90625], "5": ["vertical_and_slash", 30, 800, 0.9768615961074829], "6": ["vertical_and_slash", 1000, 6096, 0.7399638295173645], "7": ["vertical_and_slash", 1000, 6096, 0.8669665455818176], "8": ["vertical_and_slash", 1000, 6096, 0.95061856508255], "9": ["vertical_and_slash", 1000, 6096, 0.9409676790237427], "10": ["vertical_and_slash", 1000, 6096, 0.9626432657241821], "11": ["vertical_and_slash", 1000, 6096, 0.959475576877594], "12": ["vertical_and_slash", 1000, 6096, 0.9138979315757751], "13": ["vertical_and_slash", 1000, 6096, 0.9594091176986694], "14": ["vertical_and_slash", 1000, 6096, 0.9854135513305664], "15": ["vertical_and_slash", 1000, 6096, 0.8629146814346313], "16": ["vertical_and_slash", 1000, 6096, 0.6293531060218811], "17": ["vertical_and_slash", 1000, 6096, 0.6483508348464966], "18": ["vertical_and_slash", 1000, 6096, 0.9933030009269714], "19": ["vertical_and_slash", 1000, 6096, 0.865077555179596], "20": ["vertical_and_slash", 1000, 6096, 0.8829535245895386], "21": ["vertical_and_slash", 1000, 6096, 0.9376322031021118], "22": ["vertical_and_slash", 1000, 6096, 0.9569116830825806], "23": ["vertical_and_slash", 500, 700, 0.9413052201271057], "24": ["vertical_and_slash", 1000, 6096, 0.8402575850486755], "25": ["vertical_and_slash", 30, 800, 0.988961398601532], "26": ["vertical_and_slash", 1000, 6096, 0.9458250403404236], "27": ["vertical_and_slash", 1000, 6096, 0.9612033367156982]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9506350159645081], "1": ["vertical_and_slash", 1000, 6096, 0.9367551803588867], "2": ["vertical_and_slash", 1000, 6096, 0.9368818998336792], "3": ["vertical_and_slash", 1000, 6096, 0.9282279014587402], "4": ["vertical_and_slash", 1000, 6096, 0.8776121139526367], "5": ["vertical_and_slash", 1000, 6096, 0.9466056227684021], "6": ["vertical_and_slash", 3500, 100, 0.8511718511581421], "7": ["vertical_and_slash", 30, 800, 0.9788528680801392], "8": ["vertical_and_slash", 30, 800, 0.9934800863265991], "9": ["vertical_and_slash", 30, 800, 0.9760361313819885], "10": ["vertical_and_slash", 30, 800, 0.9912894368171692], "11": ["vertical_and_slash", 1000, 6096, 0.7013784646987915], "12": ["vertical_and_slash", 30, 800, 0.9533051252365112], "13": ["vertical_and_slash", 30, 800, 0.9988511204719543], "14": ["vertical_and_slash", 1000, 6096, 0.9363043308258057], "15": ["vertical_and_slash", 1000, 6096, 0.9185793399810791], "16": ["vertical_and_slash", 1000, 6096, 0.8489810824394226], "17": ["vertical_and_slash", 1000, 6096, 0.8818261623382568], "18": ["vertical_and_slash", 1000, 6096, 0.8747986555099487], "19": ["vertical_and_slash", 1000, 6096, 0.8180942535400391], "20": ["vertical_and_slash", 1000, 6096, 0.9162351489067078], "21": ["vertical_and_slash", 1000, 6096, 0.9253169298171997], "22": ["vertical_and_slash", 1000, 6096, 0.9417309761047363], "23": ["vertical_and_slash", 1000, 6096, 0.9265408515930176], "24": ["vertical_and_slash", 1000, 6096, 0.9212976694107056], "25": ["vertical_and_slash", 1000, 6096, 0.8993216156959534], "26": ["vertical_and_slash", 1000, 6096, 0.9412744641304016], "27": ["vertical_and_slash", 1000, 6096, 0.940586268901825]}, {"0": ["vertical_and_slash", 1000, 6096, 0.6151176691055298], "1": ["vertical_and_slash", 1000, 6096, 0.8302485942840576], "2": ["vertical_and_slash", 1000, 6096, 0.9792046546936035], "3": ["vertical_and_slash", 1000, 6096, 0.5594601035118103], "4": ["vertical_and_slash", 1000, 6096, 0.8363944292068481], "5": ["vertical_and_slash", 3500, 100, 0.9996598958969116], "6": ["vertical_and_slash", 1000, 6096, 0.9099676609039307], "7": ["vertical_and_slash", 1000, 6096, 0.8518452644348145], "8": ["vertical_and_slash", 1000, 6096, 0.769738495349884], "9": ["vertical_and_slash", 1000, 6096, 0.9187247157096863], "10": ["vertical_and_slash", 1000, 6096, 0.8222647905349731], "11": ["vertical_and_slash", 1000, 6096, 0.9392577409744263], "12": ["vertical_and_slash", 1000, 6096, 0.7922811508178711], "13": ["vertical_and_slash", 100, 800, 0.9375], "14": ["vertical_and_slash", 1000, 6096, 0.9302575588226318], "15": ["vertical_and_slash", 1000, 6096, 0.9779192805290222], "16": ["vertical_and_slash", 1000, 6096, 0.9686769247055054], "17": ["vertical_and_slash", 1000, 6096, 0.974711537361145], "18": ["vertical_and_slash", 1000, 6096, 0.8760904669761658], "19": ["vertical_and_slash", 1000, 6096, 0.9415637850761414], "20": ["vertical_and_slash", 1000, 6096, 0.8831533789634705], "21": ["vertical_and_slash", 1000, 6096, 0.8641139268875122], "22": ["vertical_and_slash", 1000, 6096, 0.7964520454406738], "23": ["vertical_and_slash", 1000, 6096, 0.9176532030105591], "24": ["vertical_and_slash", 1000, 6096, 0.9218670725822449], "25": ["vertical_and_slash", 1000, 6096, 0.9868776798248291], "26": ["vertical_and_slash", 1000, 6096, 0.942365288734436], "27": ["vertical_and_slash", 1000, 6096, 0.7066196799278259]}, {"0": ["vertical_and_slash", 100, 800, 0.9765625], "1": ["vertical_and_slash", 1000, 6096, 0.8189907670021057], "2": ["vertical_and_slash", 1000, 6096, 0.9638606309890747], "3": ["vertical_and_slash", 100, 800, 0.97265625], "4": ["vertical_and_slash", 1000, 6096, 0.8468702435493469], "5": ["vertical_and_slash", 500, 700, 0.9887101650238037], "6": ["vertical_and_slash", 500, 700, 0.9838299751281738], "7": ["vertical_and_slash", 30, 800, 0.9280517101287842], "8": ["vertical_and_slash", 30, 800, 0.9884114265441895], "9": ["vertical_and_slash", 30, 800, 0.9902153611183167], "10": ["vertical_and_slash", 30, 800, 0.961846113204956], "11": ["vertical_and_slash", 30, 800, 0.9983395934104919], "12": ["vertical_and_slash", 30, 800, 0.9855113625526428], "13": ["vertical_and_slash", 30, 800, 0.9840126633644104], "14": ["vertical_and_slash", 1000, 6096, 0.6998735070228577], "15": ["vertical_and_slash", 1000, 6096, 0.9892531633377075], "16": ["vertical_and_slash", 1000, 6096, 0.9883072972297668], "17": ["vertical_and_slash", 1000, 6096, 0.9294363260269165], "18": ["vertical_and_slash", 1000, 6096, 0.894900381565094], "19": ["vertical_and_slash", 1000, 6096, 0.9803770184516907], "20": ["vertical_and_slash", 1000, 6096, 0.8446154594421387], "21": ["vertical_and_slash", 100, 800, 0.984375], "22": ["vertical_and_slash", 100, 800, 0.90234375], "23": ["vertical_and_slash", 1000, 6096, 0.8615911602973938], "24": ["vertical_and_slash", 1000, 6096, 0.5796183943748474], "25": ["vertical_and_slash", 1000, 6096, 0.8342339396476746], "26": ["vertical_and_slash", 1000, 6096, 0.9186684489250183], "27": ["vertical_and_slash", 30, 800, 0.9606135487556458]}, {"0": ["vertical_and_slash", 1000, 6096, 0.8515287637710571], "1": ["vertical_and_slash", 1000, 6096, 0.933404803276062], "2": ["vertical_and_slash", 1000, 6096, 0.8289247155189514], "3": ["vertical_and_slash", 1000, 6096, 0.8988763689994812], "4": ["vertical_and_slash", 1000, 6096, 0.9394503831863403], "5": ["vertical_and_slash", 1000, 6096, 0.7999369502067566], "6": ["vertical_and_slash", 1000, 6096, 0.9596051573753357], "7": ["vertical_and_slash", 1000, 6096, 0.872355580329895], "8": ["vertical_and_slash", 1000, 6096, 0.9944141507148743], "9": ["vertical_and_slash", 1000, 6096, 0.752680778503418], "10": ["vertical_and_slash", 1000, 6096, 0.9099285006523132], "11": ["vertical_and_slash", 1000, 6096, 0.7915406227111816], "12": ["vertical_and_slash", 1000, 6096, 0.7329405546188354], "13": ["vertical_and_slash", 1000, 6096, 0.5743876099586487], "14": ["vertical_and_slash", 1000, 6096, 0.8348347544670105], "15": ["vertical_and_slash", 1000, 6096, 0.808311402797699], "16": ["vertical_and_slash", 1000, 6096, 0.936697244644165], "17": ["vertical_and_slash", 1000, 6096, 0.9530603289604187], "18": ["vertical_and_slash", 1000, 6096, 0.9473890066146851], "19": ["vertical_and_slash", 1000, 6096, 0.7752445936203003], "20": ["vertical_and_slash", 1000, 6096, 0.8368715643882751], "21": ["vertical_and_slash", 30, 800, 0.9882409572601318], "22": ["vertical_and_slash", 1000, 6096, 0.9715934991836548], "23": ["vertical_and_slash", 30, 800, 0.9752689599990845], "24": ["vertical_and_slash", 1000, 6096, 0.9674347639083862], "25": ["vertical_and_slash", 1000, 6096, 0.9863185286521912], "26": ["vertical_and_slash", 1000, 6096, 0.9270491600036621], "27": ["vertical_and_slash", 1000, 6096, 0.9485634565353394]}, {"0": ["vertical_and_slash", 1000, 6096, 0.8162538409233093], "1": ["vertical_and_slash", 100, 800, 0.94921875], "2": ["vertical_and_slash", 1000, 6096, 0.9297316074371338], "3": ["vertical_and_slash", 30, 800, 0.9461885094642639], "4": ["vertical_and_slash", 30, 800, 0.9714936017990112], "5": ["vertical_and_slash", 500, 700, 0.9129247665405273], "6": ["vertical_and_slash", 1000, 6096, 0.9275624752044678], "7": ["vertical_and_slash", 1000, 6096, 0.8475475907325745], "8": ["vertical_and_slash", 1000, 6096, 0.7916257977485657], "9": ["vertical_and_slash", 1000, 6096, 0.9159509539604187], "10": ["vertical_and_slash", 1000, 6096, 0.5701631307601929], "11": ["vertical_and_slash", 100, 800, 0.98828125], "12": ["vertical_and_slash", 1000, 6096, 0.9667550325393677], "13": ["vertical_and_slash", 1000, 6096, 0.9067221283912659], "14": ["vertical_and_slash", 1000, 6096, 0.8238202929496765], "15": ["vertical_and_slash", 1000, 6096, 0.8566161394119263], "16": ["vertical_and_slash", 1000, 6096, 0.9366363883018494], "17": ["vertical_and_slash", 1000, 6096, 0.8159963488578796], "18": ["vertical_and_slash", 1000, 6096, 0.8766967058181763], "19": ["vertical_and_slash", 1000, 6096, 0.6258933544158936], "20": ["vertical_and_slash", 1000, 6096, 0.7349376678466797], "21": ["vertical_and_slash", 1000, 6096, 0.9358459711074829], "22": ["vertical_and_slash", 1000, 6096, 0.9102528691291809], "23": ["vertical_and_slash", 1000, 6096, 0.9412199854850769], "24": ["vertical_and_slash", 1000, 6096, 0.8408423066139221], "25": ["vertical_and_slash", 1000, 6096, 0.9342436194419861], "26": ["vertical_and_slash", 1000, 6096, 0.8275433778762817], "27": ["vertical_and_slash", 1000, 6096, 0.9086871147155762]}, {"0": ["vertical_and_slash", 30, 800, 0.9529778361320496], "1": ["vertical_and_slash", 1000, 6096, 0.9765377044677734], "2": ["vertical_and_slash", 500, 700, 0.9654987454414368], "3": ["vertical_and_slash", 30, 800, 0.9764272570610046], "4": ["vertical_and_slash", 30, 800, 0.9745785593986511], "5": ["vertical_and_slash", 100, 800, 0.9609375], "6": ["vertical_and_slash", 500, 700, 0.8914738893508911], "7": ["vertical_and_slash", 30, 800, 1.000016689300537], "8": ["vertical_and_slash", 100, 800, 0.94921875], "9": ["vertical_and_slash", 30, 800, 0.9711917042732239], "10": ["vertical_and_slash", 3500, 100, 0.595604419708252], "11": ["vertical_and_slash", 1000, 6096, 0.8624133467674255], "12": ["vertical_and_slash", 100, 800, 0.9140625], "13": ["vertical_and_slash", 100, 800, 0.96484375], "14": ["vertical_and_slash", 1000, 6096, 0.9412851929664612], "15": ["vertical_and_slash", 1000, 6096, 0.960081934928894], "16": ["vertical_and_slash", 1000, 6096, 0.6716403365135193], "17": ["vertical_and_slash", 30, 800, 0.9854384064674377], "18": ["vertical_and_slash", 1000, 6096, 0.9242696166038513], "19": ["vertical_and_slash", 1000, 6096, 0.8541141748428345], "20": ["vertical_and_slash", 1000, 6096, 0.9333781599998474], "21": ["vertical_and_slash", 500, 700, 0.986838698387146], "22": ["vertical_and_slash", 1000, 6096, 0.9749005436897278], "23": ["vertical_and_slash", 1000, 6096, 0.7221431732177734], "24": ["vertical_and_slash", 1000, 6096, 0.9587112665176392], "25": ["vertical_and_slash", 1000, 6096, 0.9741286635398865], "26": ["vertical_and_slash", 1000, 6096, 0.9661264419555664], "27": ["vertical_and_slash", 500, 700, 0.9784269332885742]}, {"0": ["vertical_and_slash", 30, 800, 1.000013828277588], "1": ["vertical_and_slash", 1000, 6096, 0.7964817881584167], "2": ["vertical_and_slash", 3500, 100, 0.9522238969802856], "3": ["vertical_and_slash", 1000, 6096, 0.9842534065246582], "4": ["vertical_and_slash", 1000, 6096, 0.677413284778595], "5": ["vertical_and_slash", 100, 800, 0.921875], "6": ["vertical_and_slash", 3500, 100, 0.6980668902397156], "7": ["vertical_and_slash", 30, 800, 0.9817154407501221], "8": ["vertical_and_slash", 500, 700, 0.9890599846839905], "9": ["vertical_and_slash", 500, 700, 0.9580798745155334], "10": ["vertical_and_slash", 3500, 100, 0.9302932024002075], "11": ["vertical_and_slash", 1000, 6096, 0.8747017979621887], "12": ["vertical_and_slash", 3500, 100, 0.9601419568061829], "13": ["vertical_and_slash", 30, 800, 0.991521954536438], "14": ["vertical_and_slash", 1000, 6096, 0.8870877623558044], "15": ["vertical_and_slash", 1000, 6096, 0.8576323390007019], "16": ["vertical_and_slash", 1000, 6096, 0.9357163310050964], "17": ["vertical_and_slash", 1000, 6096, 0.9630684852600098], "18": ["vertical_and_slash", 1000, 6096, 0.8218123912811279], "19": ["vertical_and_slash", 1000, 6096, 0.9790078401565552], "20": ["vertical_and_slash", 1000, 6096, 0.9365947842597961], "21": ["vertical_and_slash", 1000, 6096, 0.9538845419883728], "22": ["vertical_and_slash", 1000, 6096, 0.8417053818702698], "23": ["vertical_and_slash", 1000, 6096, 0.8086139559745789], "24": ["vertical_and_slash", 1000, 6096, 0.9675533771514893], "25": ["vertical_and_slash", 1000, 6096, 0.9404044151306152], "26": ["vertical_and_slash", 1000, 6096, 0.8472563624382019], "27": ["vertical_and_slash", 1000, 6096, 0.8686702251434326]}, {"0": ["vertical_and_slash", 30, 800, 0.9728208780288696], "1": ["vertical_and_slash", 30, 800, 0.9881014823913574], "2": ["vertical_and_slash", 1000, 6096, 0.8614686131477356], "3": ["vertical_and_slash", 100, 800, 0.9453125], "4": ["vertical_and_slash", 30, 800, 0.9707789421081543], "5": ["vertical_and_slash", 30, 800, 0.8570677638053894], "6": ["vertical_and_slash", 30, 800, 0.9247764348983765], "7": ["vertical_and_slash", 100, 800, 0.9375], "8": ["vertical_and_slash", 1000, 6096, 0.6958666443824768], "9": ["vertical_and_slash", 1000, 6096, 0.7043117880821228], "10": ["vertical_and_slash", 1000, 6096, 0.991999089717865], "11": ["vertical_and_slash", 1000, 6096, 0.9346603155136108], "12": ["vertical_and_slash", 1000, 6096, 0.842792809009552], "13": ["vertical_and_slash", 100, 800, 0.98046875], "14": ["vertical_and_slash", 1000, 6096, 0.9628856778144836], "15": ["vertical_and_slash", 1000, 6096, 0.9630132913589478], "16": ["vertical_and_slash", 1000, 6096, 0.9867842197418213], "17": ["vertical_and_slash", 1000, 6096, 0.7828136086463928], "18": ["vertical_and_slash", 1000, 6096, 0.8424676656723022], "19": ["vertical_and_slash", 1000, 6096, 0.9816663265228271], "20": ["vertical_and_slash", 100, 800, 0.97265625], "21": ["vertical_and_slash", 1000, 6096, 0.8810685276985168], "22": ["vertical_and_slash", 1000, 6096, 0.9782314300537109], "23": ["vertical_and_slash", 1000, 6096, 0.9908930659294128], "24": ["vertical_and_slash", 1000, 6096, 0.9589965343475342], "25": ["vertical_and_slash", 1000, 6096, 0.9606223106384277], "26": ["vertical_and_slash", 1000, 6096, 0.9031217694282532], "27": ["vertical_and_slash", 1000, 6096, 0.9787063002586365]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9495534300804138], "1": ["vertical_and_slash", 1000, 6096, 0.9725526571273804], "2": ["vertical_and_slash", 1000, 6096, 0.9376304745674133], "3": ["vertical_and_slash", 1000, 6096, 0.9878981709480286], "4": ["vertical_and_slash", 1000, 6096, 0.9897223711013794], "5": ["vertical_and_slash", 1000, 6096, 0.9507505297660828], "6": ["vertical_and_slash", 1000, 6096, 0.9743550419807434], "7": ["vertical_and_slash", 1000, 6096, 0.9827336072921753], "8": ["vertical_and_slash", 100, 800, 0.9765625], "9": ["vertical_and_slash", 100, 800, 0.98828125], "10": ["vertical_and_slash", 3500, 100, 0.9955865740776062], "11": ["vertical_and_slash", 3500, 100, 0.992493748664856], "12": ["vertical_and_slash", 100, 800, 0.9765625], "13": ["vertical_and_slash", 1000, 6096, 0.9148811101913452], "14": ["vertical_and_slash", 1000, 6096, 0.9430108070373535], "15": ["vertical_and_slash", 30, 800, 0.9996715784072876], "16": ["vertical_and_slash", 30, 800, 0.9875264167785645], "17": ["vertical_and_slash", 1000, 6096, 0.7165599465370178], "18": ["vertical_and_slash", 1000, 6096, 0.9757721424102783], "19": ["vertical_and_slash", 100, 800, 0.9453125], "20": ["vertical_and_slash", 30, 800, 0.9793203473091125], "21": ["vertical_and_slash", 1000, 6096, 0.9872748851776123], "22": ["vertical_and_slash", 1000, 6096, 0.9818704128265381], "23": ["vertical_and_slash", 1000, 6096, 0.9898734092712402], "24": ["vertical_and_slash", 1000, 6096, 0.9885611534118652], "25": ["vertical_and_slash", 1000, 6096, 0.9344024062156677], "26": ["vertical_and_slash", 1000, 6096, 0.9874017834663391], "27": ["vertical_and_slash", 1000, 6096, 0.9862232208251953]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9669107794761658], "1": ["vertical_and_slash", 1000, 6096, 0.9780780076980591], "2": ["vertical_and_slash", 1000, 6096, 0.9900755286216736], "3": ["vertical_and_slash", 1000, 6096, 0.8777333498001099], "4": ["vertical_and_slash", 1000, 6096, 0.9100558161735535], "5": ["vertical_and_slash", 1000, 6096, 0.8004213571548462], "6": ["vertical_and_slash", 1000, 6096, 0.8124027848243713], "7": ["vertical_and_slash", 1000, 6096, 0.9189204573631287], "8": ["vertical_and_slash", 1000, 6096, 0.954335629940033], "9": ["vertical_and_slash", 1000, 6096, 0.9588495492935181], "10": ["vertical_and_slash", 1000, 6096, 0.9853689074516296], "11": ["vertical_and_slash", 1000, 6096, 0.9952172636985779], "12": ["vertical_and_slash", 1000, 6096, 0.9971593618392944], "13": ["vertical_and_slash", 1000, 6096, 0.9899795055389404], "14": ["vertical_and_slash", 1000, 6096, 0.9826633334159851], "15": ["vertical_and_slash", 1000, 6096, 0.9986451864242554], "16": ["vertical_and_slash", 1000, 6096, 0.9772005081176758], "17": ["vertical_and_slash", 1000, 6096, 0.9955437183380127], "18": ["vertical_and_slash", 1000, 6096, 0.9906066060066223], "19": ["vertical_and_slash", 1000, 6096, 0.9854442477226257], "20": ["vertical_and_slash", 1000, 6096, 0.967056155204773], "21": ["vertical_and_slash", 1000, 6096, 0.9550986289978027], "22": ["vertical_and_slash", 1000, 6096, 0.9237328171730042], "23": ["vertical_and_slash", 1000, 6096, 0.972143292427063], "24": ["vertical_and_slash", 1000, 6096, 0.990289568901062], "25": ["vertical_and_slash", 1000, 6096, 0.9908021688461304], "26": ["vertical_and_slash", 1000, 6096, 0.9915176630020142], "27": ["vertical_and_slash", 1000, 6096, 0.9932308793067932]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9979202747344971], "1": ["vertical_and_slash", 1000, 6096, 0.9930388927459717], "2": ["vertical_and_slash", 1000, 6096, 0.9974814057350159], "3": ["vertical_and_slash", 1000, 6096, 0.9859879612922668], "4": ["vertical_and_slash", 1000, 6096, 0.983476996421814], "5": ["vertical_and_slash", 1000, 6096, 0.9953585863113403], "6": ["vertical_and_slash", 1000, 6096, 0.9945823550224304], "7": ["vertical_and_slash", 1000, 6096, 0.983530580997467], "8": ["vertical_and_slash", 1000, 6096, 0.9425436854362488], "9": ["vertical_and_slash", 1000, 6096, 0.9299989938735962], "10": ["vertical_and_slash", 1000, 6096, 0.9963868260383606], "11": ["vertical_and_slash", 1000, 6096, 0.9589547514915466], "12": ["vertical_and_slash", 1000, 6096, 0.9669103026390076], "13": ["vertical_and_slash", 1000, 6096, 0.9646584391593933], "14": ["vertical_and_slash", 1000, 6096, 0.9834031462669373], "15": ["vertical_and_slash", 1000, 6096, 0.9837222695350647], "16": ["vertical_and_slash", 1000, 6096, 0.9521802067756653], "17": ["vertical_and_slash", 1000, 6096, 0.9933254718780518], "18": ["vertical_and_slash", 1000, 6096, 0.9367445111274719], "19": ["vertical_and_slash", 1000, 6096, 0.9253289699554443], "20": ["vertical_and_slash", 1000, 6096, 0.9213846325874329], "21": ["vertical_and_slash", 3500, 100, 0.9439836740493774], "22": ["vertical_and_slash", 1000, 6096, 0.8624261617660522], "23": ["vertical_and_slash", 3500, 100, 0.9876448512077332], "24": ["vertical_and_slash", 3500, 100, 0.9694659113883972], "25": ["vertical_and_slash", 1000, 6096, 0.8862125873565674], "26": ["vertical_and_slash", 3500, 100, 0.9761732816696167], "27": ["vertical_and_slash", 30, 800, 0.9564419388771057]}, {"0": ["vertical_and_slash", 30, 800, 0.9152433276176453], "1": ["vertical_and_slash", 30, 800, 0.9991941452026367], "2": ["vertical_and_slash", 30, 800, 0.983933687210083], "3": ["vertical_and_slash", 30, 800, 0.9974339604377747], "4": ["vertical_and_slash", 30, 800, 0.9911845326423645], "5": ["vertical_and_slash", 30, 800, 0.9775597453117371], "6": ["vertical_and_slash", 30, 800, 0.9880896806716919], "7": ["vertical_and_slash", 3500, 100, 0.9697815775871277], "8": ["vertical_and_slash", 1000, 6096, 0.9791455864906311], "9": ["vertical_and_slash", 1000, 6096, 0.9768369793891907], "10": ["vertical_and_slash", 1000, 6096, 0.983481764793396], "11": ["vertical_and_slash", 1000, 6096, 0.9650024771690369], "12": ["vertical_and_slash", 3500, 100, 0.974149227142334], "13": ["vertical_and_slash", 1000, 6096, 0.8544312119483948], "14": ["vertical_and_slash", 3500, 100, 0.9894920587539673], "15": ["vertical_and_slash", 1000, 6096, 0.9930623769760132], "16": ["vertical_and_slash", 1000, 6096, 0.99419766664505], "17": ["vertical_and_slash", 3500, 100, 0.9738808870315552], "18": ["vertical_and_slash", 1000, 6096, 0.9566258192062378], "19": ["vertical_and_slash", 3500, 100, 0.9966306686401367], "20": ["vertical_and_slash", 1000, 6096, 0.9950397610664368], "21": ["vertical_and_slash", 3500, 100, 0.980926513671875], "22": ["vertical_and_slash", 1000, 6096, 0.990209698677063], "23": ["vertical_and_slash", 1000, 6096, 0.9948497414588928], "24": ["vertical_and_slash", 1000, 6096, 0.9675090909004211], "25": ["vertical_and_slash", 1000, 6096, 0.9923503398895264], "26": ["vertical_and_slash", 1000, 6096, 0.9827864766120911], "27": ["vertical_and_slash", 1000, 6096, 0.9880841374397278]}, {"0": ["vertical_and_slash", 1000, 6096, 0.967562735080719], "1": ["vertical_and_slash", 1000, 6096, 0.9504984617233276], "2": ["vertical_and_slash", 100, 800, 0.98046875], "3": ["vertical_and_slash", 100, 800, 0.9609375], "4": ["vertical_and_slash", 1000, 6096, 0.961335301399231], "5": ["vertical_and_slash", 1000, 6096, 0.9848175644874573], "6": ["vertical_and_slash", 3500, 100, 0.9635114073753357], "7": ["vertical_and_slash", 1000, 6096, 0.9763992428779602], "8": ["vertical_and_slash", 1000, 6096, 0.9722656011581421], "9": ["vertical_and_slash", 1000, 6096, 0.970198929309845], "10": ["vertical_and_slash", 1000, 6096, 0.9567866325378418], "11": ["vertical_and_slash", 1000, 6096, 0.9743251204490662], "12": ["vertical_and_slash", 1000, 6096, 0.9080458879470825], "13": ["vertical_and_slash", 1000, 6096, 0.9336158037185669], "14": ["vertical_and_slash", 30, 800, 0.9828786849975586], "15": ["vertical_and_slash", 1000, 6096, 0.8201127052307129], "16": ["vertical_and_slash", 100, 800, 0.890625], "17": ["vertical_and_slash", 3500, 100, 0.9600610136985779], "18": ["vertical_and_slash", 30, 800, 0.9485377669334412], "19": ["vertical_and_slash", 30, 800, 0.9659656882286072], "20": ["vertical_and_slash", 1000, 6096, 0.8275288343429565], "21": ["vertical_and_slash", 1000, 6096, 0.991800844669342], "22": ["vertical_and_slash", 1000, 6096, 0.9874403476715088], "23": ["vertical_and_slash", 1000, 6096, 0.9939562082290649], "24": ["vertical_and_slash", 1000, 6096, 0.959643542766571], "25": ["vertical_and_slash", 1000, 6096, 0.9857483506202698], "26": ["vertical_and_slash", 1000, 6096, 0.9910452961921692], "27": ["vertical_and_slash", 1000, 6096, 0.9901595115661621]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9662902355194092], "1": ["vertical_and_slash", 1000, 6096, 0.9520133137702942], "2": ["vertical_and_slash", 1000, 6096, 0.9550362229347229], "3": ["vertical_and_slash", 1000, 6096, 0.9629506468772888], "4": ["vertical_and_slash", 1000, 6096, 0.9720785021781921], "5": ["vertical_and_slash", 1000, 6096, 0.9648401737213135], "6": ["vertical_and_slash", 1000, 6096, 0.9602342844009399], "7": ["vertical_and_slash", 1000, 6096, 0.8614271879196167], "8": ["vertical_and_slash", 30, 800, 0.9938231110572815], "9": ["vertical_and_slash", 1000, 6096, 0.8552648425102234], "10": ["vertical_and_slash", 1000, 6096, 0.8744264245033264], "11": ["vertical_and_slash", 500, 700, 0.9902867078781128], "12": ["vertical_and_slash", 1000, 6096, 0.8832966685295105], "13": ["vertical_and_slash", 1000, 6096, 0.8797697424888611], "14": ["vertical_and_slash", 1000, 6096, 0.8878644108772278], "15": ["vertical_and_slash", 1000, 6096, 0.9430946707725525], "16": ["vertical_and_slash", 1000, 6096, 0.9398497343063354], "17": ["vertical_and_slash", 1000, 6096, 0.9297257661819458], "18": ["vertical_and_slash", 1000, 6096, 0.9645345211029053], "19": ["vertical_and_slash", 1000, 6096, 0.9631009697914124], "20": ["vertical_and_slash", 1000, 6096, 0.9436025619506836], "21": ["vertical_and_slash", 1000, 6096, 0.8522894978523254], "22": ["vertical_and_slash", 1000, 6096, 0.8642758131027222], "23": ["vertical_and_slash", 1000, 6096, 0.9266183972358704], "24": ["vertical_and_slash", 1000, 6096, 0.9002980589866638], "25": ["vertical_and_slash", 1000, 6096, 0.9449893236160278], "26": ["vertical_and_slash", 1000, 6096, 0.9670844674110413], "27": ["vertical_and_slash", 1000, 6096, 0.9114388227462769]}, {"0": ["vertical_and_slash", 1000, 6096, 0.9020618796348572], "1": ["vertical_and_slash", 1000, 6096, 0.9286912083625793], "2": ["vertical_and_slash", 1000, 6096, 0.8976420164108276], "3": ["vertical_and_slash", 1000, 6096, 0.9164029955863953], "4": ["vertical_and_slash", 1000, 6096, 0.9384458661079407], "5": ["vertical_and_slash", 1000, 6096, 0.9148637056350708], "6": ["vertical_and_slash", 1000, 6096, 0.8738253116607666], "7": ["vertical_and_slash", 1000, 6096, 0.9889154434204102], "8": ["vertical_and_slash", 1000, 6096, 0.9813238978385925], "9": ["vertical_and_slash", 1000, 6096, 0.8961515426635742], "10": ["vertical_and_slash", 1000, 6096, 0.9995065927505493], "11": ["vertical_and_slash", 30, 800, 0.9942719340324402], "12": ["vertical_and_slash", 1000, 6096, 0.9956918954849243], "13": ["vertical_and_slash", 1000, 6096, 0.9992254972457886], "14": ["vertical_and_slash", 1000, 6096, 0.9229907989501953], "15": ["vertical_and_slash", 1000, 6096, 0.9264236688613892], "16": ["vertical_and_slash", 1000, 6096, 0.9291247725486755], "17": ["vertical_and_slash", 1000, 6096, 0.9146082401275635], "18": ["vertical_and_slash", 1000, 6096, 0.946480393409729], "19": ["vertical_and_slash", 1000, 6096, 0.8833398222923279], "20": ["vertical_and_slash", 1000, 6096, 0.8919368386268616], "21": ["vertical_and_slash", 1000, 6096, 0.9127027988433838], "22": ["vertical_and_slash", 1000, 6096, 0.9224942922592163], "23": ["vertical_and_slash", 1000, 6096, 0.9477068781852722], "24": ["vertical_and_slash", 1000, 6096, 0.8317608833312988], "25": ["vertical_and_slash", 1000, 6096, 0.9355064630508423], "26": ["vertical_and_slash", 1000, 6096, 0.9410194754600525], "27": ["vertical_and_slash", 1000, 6096, 0.8446194529533386]}] diff --git a/minference/configs/model2path.py b/minference/configs/model2path.py index 8aec38e..7c39ee5 100644 --- a/minference/configs/model2path.py +++ b/minference/configs/model2path.py @@ -17,4 +17,10 @@ "microsoft/Phi-3-mini-128k-instruct": os.path.join( BASE_DIR, "Phi_3_mini_128k_instruct_kv_out_v32_fit_o_best_pattern.json" ), + "Qwen/Qwen2-7B-Instruct": os.path.join( + BASE_DIR, "Qwen2_7B_Instruct_128k_instruct_kv_out_v32_fit_o_best_pattern.json" + ), + "THUDM/glm-4-9b-chat-1m": os.path.join( + BASE_DIR, "GLM_4_9B_1M_instruct_kv_out_v32_fit_o_best_pattern.json" + ), } diff --git a/minference/modules/minference_forward.py b/minference/modules/minference_forward.py index f30bae1..a8a6ff4 100644 --- a/minference/modules/minference_forward.py +++ b/minference/modules/minference_forward.py @@ -23,6 +23,32 @@ ROPE_TYPE = None SEARCH_MASK = None +def set_rope_type(self): + global ROPE_TYPE + if ROPE_TYPE is not None: + return + if "seq_len" in inspect.signature(self.rotary_emb.forward).parameters: + ROPE_TYPE = "seq_len" + elif "max_seq_len" in inspect.signature(self.rotary_emb.forward).parameters: + ROPE_TYPE = "max_seq_len" + else: + ROPE_TYPE = "position_ids" + +def get_cos_sin(self, value_states, kv_seq_len, position_ids): + if ROPE_TYPE == "seq_len": + cos, sin = self.rotary_emb(value_states, seq_len=kv_seq_len) + elif ROPE_TYPE == "max_seq_len": + cos = self.rotary_emb(kv_seq_len) + if position_ids is not None: + cos = cos[position_ids] + else: + cos = cos[None, :kv_seq_len] + sin = None + else: + cos, sin = self.rotary_emb(value_states, position_ids) + return cos, sin + + def init_minference_parameters(self): config = self.config.to_dict() self.starting_layer = config.get("starting_layer", 0) @@ -76,11 +102,11 @@ def vertical_and_slash(vertical_size, slash_size): qk = torch.matmul(q[:,:,qk_idxs,:], k.transpose(2, 3))/ math.sqrt(head_dim) + attention_mask[:,:,qk_idxs] qk = torch.nn.functional.softmax(qk, dim=-1, dtype=torch.float32) vertical = qk.sum(-2, keepdim=True) - vertical[...,:30] = 10000 + vertical[...,:30] = torch.inf vertical_topk = torch.topk(-vertical, q_len - vertical_size, -1).indices slash = sum_all_diagonal_matrix(qk)[...,:-last_q + 1] - slash[...,-30:] = 10000 + slash[...,-30:] = torch.inf slash_topk = slash slash = torch.topk(slash, slash_size, -1).indices - (q_len - 1) slash = torch.stack([torch.sparse.spdiags(torch.ones(slash_size, q_len), slash.cpu()[0][_], (q_len, q_len)).to_dense() for _ in range(1)]).to(q.device) @@ -420,7 +446,8 @@ def forward( else: qkv = self.qkv_proj(hidden_states) query_pos = self.num_heads * self.head_dim - query_states, key_states, value_states = torch.split(qkv, query_pos, -1) + key_value_pos = query_pos // self.num_key_value_groups + query_states, key_states, value_states = torch.split(qkv, [query_pos, key_value_pos, key_value_pos], -1) query_states = query_states.view(bsz, q_len, self.num_heads, self.head_dim).transpose(1, 2) key_states = key_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim).transpose(1, 2) @@ -435,14 +462,13 @@ def forward( "with a layer index." ) kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx) - global ROPE_TYPE - if ROPE_TYPE is None: - ROPE_TYPE = "seq_len" in inspect.signature(self.rotary_emb.forward).parameters - if ROPE_TYPE: - cos, sin = self.rotary_emb(value_states, seq_len=kv_seq_len) + set_rope_type(self) + cos, sin = get_cos_sin(self, value_states, kv_seq_len, position_ids) + if ROPE_TYPE == "max_seq_len": + query_states = apply_rotary_pos_emb(query_states, cos) + key_states = apply_rotary_pos_emb(key_states, cos) else: - cos, sin = self.rotary_emb(value_states, position_ids) - query_states, key_states = apply_rotary_pos_emb(query_states, key_states, cos, sin, position_ids) + query_states, key_states = apply_rotary_pos_emb(query_states, key_states, cos, sin, position_ids) if past_key_value is not None: cache_kwargs = {"sin": sin, "cos": cos} # Specific to RoPE models @@ -507,13 +533,8 @@ def forward( if use_cache and past_key_value is not None: kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx) - global ROPE_TYPE - if ROPE_TYPE is None: - ROPE_TYPE = "seq_len" in inspect.signature(self.rotary_emb.forward).parameters - if ROPE_TYPE: - cos, sin = self.rotary_emb(hidden_states, seq_len=kv_seq_len) - else: - cos, sin = self.rotary_emb(hidden_states, position_ids) + set_rope_type(self) + cos, sin = get_cos_sin(self, hidden_states, kv_seq_len, position_ids) cache_kwargs = {"sin": sin, "cos": cos} attn_out = torch.empty_like(hidden_states).view(bsz, q_len, self.num_heads, self.head_dim) @@ -526,18 +547,27 @@ def forward( if "q_proj" in self.__dict__["_modules"]: part_q = F.linear(hidden_states, self.q_proj.weight.view(self.num_heads, self.head_dim, hidden_dim)[head]).unsqueeze(2) else: - part_q = F.linear(hidden_states, self.qkv_proj.weight.view(3, self.num_heads, self.head_dim, hidden_dim)[0][head]).unsqueeze(2) - part_q = apply_rotary_pos_emb_single(part_q.transpose(1, 2), cos, sin, position_ids) + query_pos = self.num_heads * self.head_dim + part_q = F.linear(hidden_states, self.qkv_proj.weight[:query_pos].view(self.num_heads, self.head_dim, hidden_dim)[head]).unsqueeze(2) + + if ROPE_TYPE == "max_seq_len": + part_q = apply_rotary_pos_emb(part_q.transpose(1, 2), cos) + else: + part_q = apply_rotary_pos_emb_single(part_q.transpose(1, 2), cos, sin, position_ids) if head % self.num_key_value_groups == 0: if "q_proj" in self.__dict__["_modules"]: part_k = F.linear(hidden_states, self.k_proj.weight.view(act_num_heads, self.head_dim, hidden_dim)[head // self.num_key_value_groups]).unsqueeze(2) part_v = F.linear(hidden_states, self.v_proj.weight.view(act_num_heads, self.head_dim, hidden_dim)[head // self.num_key_value_groups]).unsqueeze(2).transpose(1, 2) else: - part_k = F.linear(hidden_states, self.qkv_proj.weight.view(3, act_num_heads, self.head_dim, hidden_dim)[1][head // self.num_key_value_groups]).unsqueeze(2) - part_v = F.linear(hidden_states, self.qkv_proj.weight.view(3, act_num_heads, self.head_dim, hidden_dim)[2][head // self.num_key_value_groups]).unsqueeze(2).transpose(1, 2) + query_pos = self.num_heads * self.head_dim + part_k = F.linear(hidden_states, self.qkv_proj.weight[query_pos:].view(2, act_num_heads, self.head_dim, hidden_dim)[0][head // self.num_key_value_groups]).unsqueeze(2) + part_v = F.linear(hidden_states, self.qkv_proj.weight[query_pos:].view(2, act_num_heads, self.head_dim, hidden_dim)[1][head // self.num_key_value_groups]).unsqueeze(2).transpose(1, 2) - part_k = apply_rotary_pos_emb_single(part_k.transpose(1, 2), cos, sin, position_ids) + if ROPE_TYPE == "max_seq_len": + part_k = apply_rotary_pos_emb(part_k.transpose(1, 2), cos) + else: + part_k = apply_rotary_pos_emb_single(part_k.transpose(1, 2), cos, sin, position_ids) if use_cache and past_key_value is not None: k[:,head // self.num_key_value_groups] = part_k.cpu() v[:,head // self.num_key_value_groups] = part_v.cpu() @@ -599,14 +629,13 @@ def forward( kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx) else: kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx) - global ROPE_TYPE - if ROPE_TYPE is None: - ROPE_TYPE = "seq_len" in inspect.signature(self.rotary_emb.forward).parameters - if ROPE_TYPE: - cos, sin = self.rotary_emb(value_states, seq_len=kv_seq_len) + set_rope_type(self) + cos, sin = get_cos_sin(self, value_states, kv_seq_len, position_ids) + if ROPE_TYPE == "max_seq_len": + query_states = apply_rotary_pos_emb(query_states, cos) + key_states = apply_rotary_pos_emb(key_states, cos) else: - cos, sin = self.rotary_emb(value_states, position_ids) - query_states, key_states = apply_rotary_pos_emb(query_states, key_states, cos, sin, position_ids) + query_states, key_states = apply_rotary_pos_emb(query_states, key_states, cos, sin, position_ids) key_states = repeat_kv(key_states, self.num_key_value_groups) value_states = repeat_kv(value_states, self.num_key_value_groups) diff --git a/minference/patch.py b/minference/patch.py index 17faa67..3877b18 100644 --- a/minference/patch.py +++ b/minference/patch.py @@ -21,6 +21,7 @@ sum_all_diagonal_matrix, ) from .ops.streaming_kernel import stream_llm_forward +from .utils import patch_glm_4_1m class RotaryEmbeddingESM(torch.nn.Module): @@ -750,6 +751,8 @@ def minference_patch(model, config): if config.use_snapkv: return minference_patch_with_snapkv(model) + model = patch_glm_4_1m(model) + Attention = model.model.layers[0].self_attn.__class__ Model = model.model.__class__ DecoderLayer = model.model.layers[0].__class__ @@ -794,6 +797,8 @@ def minference_patch_kv_cache_cpu(model): transformers.cache_utils.DynamicCache.update = cpu_cache_update transformers.cache_utils.DynamicCache.get = cpu_cache_get + model = patch_glm_4_1m(model) + Attention = model.model.layers[0].self_attn.__class__ Model = model.model.__class__ DecoderLayer = model.model.layers[0].__class__ @@ -835,6 +840,8 @@ def update_module(m): def minference_patch_with_snapkv(model): from transformers import LlamaForCausalLM + model = patch_glm_4_1m(model) + Attention = model.model.layers[0].self_attn.__class__ Model = model.model.__class__ DecoderLayer = model.model.layers[0].__class__ diff --git a/minference/utils.py b/minference/utils.py new file mode 100644 index 0000000..e71c252 --- /dev/null +++ b/minference/utils.py @@ -0,0 +1,62 @@ +# Copyright (c) 2024 Microsoft +# Licensed under The MIT License [see LICENSE for details] + +import torch + + +def patch_glm_4_1m(model): + # Support THUDM/glm-4-9b-chat-1m + if model.__class__.__name__ == "ChatGLMForConditionalGeneration": + model.model = model.transformer + del model.transformer + model.model.embed_tokens = model.model.embedding.word_embeddings + del model.model.embedding + model.lm_head = model.model.output_layer + del model.model.output_layer + model.model.norm = model.model.encoder.final_layernorm + del model.model.encoder.final_layernorm + model.model.layers = model.model.encoder.layers + del model.model.encoder + for layer_idx in range(0, len(model.model.layers)): + model.model.layers[layer_idx].self_attn = model.model.layers[ + layer_idx + ].self_attention + del model.model.layers[layer_idx].self_attention + model.model.layers[layer_idx].self_attn.qkv_proj = model.model.layers[ + layer_idx + ].self_attn.query_key_value + del model.model.layers[layer_idx].self_attn.query_key_value + model.model.layers[layer_idx].self_attn.o_proj = model.model.layers[ + layer_idx + ].self_attn.dense + del model.model.layers[layer_idx].self_attn.dense + model.model.layers[ + layer_idx + ].self_attn.rotary_emb = model.model.rotary_pos_emb + model.model.layers[layer_idx].self_attn.config = model.config + model.model.layers[layer_idx].self_attn.layer_idx = layer_idx + config = model.config + model.model.layers[ + layer_idx + ].self_attn.attention_dropout = config.attention_dropout + model.model.layers[layer_idx].self_attn.hidden_size = config.hidden_size + model.model.layers[ + layer_idx + ].self_attn.num_heads = config.num_attention_heads + model.model.layers[layer_idx].self_attn.head_dim = ( + config.hidden_size // config.num_attention_heads + ) + model.model.layers[ + layer_idx + ].self_attn.num_key_value_heads = config.multi_query_group_num + model.model.layers[layer_idx].self_attn.num_key_value_groups = ( + config.num_attention_heads // config.multi_query_group_num + ) + model.model.layers[ + layer_idx + ].self_attn.max_position_embeddings = config.seq_length + model.model.layers[layer_idx].self_attn.rope_theta = config.rope_ratio + model.model.layers[layer_idx].self_attn.is_causal = True + model.model.gradient_checkpointing = False + torch.cuda.empty_cache() + return model From 70f05f933ba4373b8f0078efc72d7c32603355b4 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Mon, 24 Jun 2024 02:10:54 +0000 Subject: [PATCH 20/41] Feature(MInference): fix the kv cache cpu bias issue --- experiments/needle_in_a_haystack/run_needle.sh | 2 +- minference/modules/minference_forward.py | 11 +++++++++++ 2 files changed, 12 insertions(+), 1 deletion(-) diff --git a/experiments/needle_in_a_haystack/run_needle.sh b/experiments/needle_in_a_haystack/run_needle.sh index 9053006..3eb0200 100644 --- a/experiments/needle_in_a_haystack/run_needle.sh +++ b/experiments/needle_in_a_haystack/run_needle.sh @@ -4,7 +4,7 @@ export TOKENIZERS_PARALLELISM=false # Load Haystack -mkdir data +mkdir -p data wget https://github.com/liyucheng09/LatestEval/releases/download/pg19/pg19_mini.jsonl -O ./data/pg19_mini.jsonl # Run the Needle in A Haystack Test diff --git a/minference/modules/minference_forward.py b/minference/modules/minference_forward.py index a8a6ff4..a0c345d 100644 --- a/minference/modules/minference_forward.py +++ b/minference/modules/minference_forward.py @@ -546,9 +546,13 @@ def forward( for head in range(self.num_heads): if "q_proj" in self.__dict__["_modules"]: part_q = F.linear(hidden_states, self.q_proj.weight.view(self.num_heads, self.head_dim, hidden_dim)[head]).unsqueeze(2) + if self.q_proj.bias is not None: + part_q += self.q_proj.bias.view(self.num_heads, self.head_dim)[head] else: query_pos = self.num_heads * self.head_dim part_q = F.linear(hidden_states, self.qkv_proj.weight[:query_pos].view(self.num_heads, self.head_dim, hidden_dim)[head]).unsqueeze(2) + if self.qkv_proj.bias is not None: + part_q += self.qkv_proj.bias[:query_pos].view(self.num_heads, self.head_dim)[head] if ROPE_TYPE == "max_seq_len": part_q = apply_rotary_pos_emb(part_q.transpose(1, 2), cos) @@ -559,10 +563,17 @@ def forward( if "q_proj" in self.__dict__["_modules"]: part_k = F.linear(hidden_states, self.k_proj.weight.view(act_num_heads, self.head_dim, hidden_dim)[head // self.num_key_value_groups]).unsqueeze(2) part_v = F.linear(hidden_states, self.v_proj.weight.view(act_num_heads, self.head_dim, hidden_dim)[head // self.num_key_value_groups]).unsqueeze(2).transpose(1, 2) + if self.k_proj.bias is not None: + part_k += self.k_proj.bias.view(act_num_heads, self.head_dim)[head // self.num_key_value_groups] + if self.v_proj.bias is not None: + part_v += self.v_proj.bias.view(act_num_heads, self.head_dim)[head // self.num_key_value_groups] else: query_pos = self.num_heads * self.head_dim part_k = F.linear(hidden_states, self.qkv_proj.weight[query_pos:].view(2, act_num_heads, self.head_dim, hidden_dim)[0][head // self.num_key_value_groups]).unsqueeze(2) part_v = F.linear(hidden_states, self.qkv_proj.weight[query_pos:].view(2, act_num_heads, self.head_dim, hidden_dim)[1][head // self.num_key_value_groups]).unsqueeze(2).transpose(1, 2) + if self.qkv_proj.bias is not None: + part_k += self.qkv_proj.bias[query_pos:].view(2, act_num_heads, self.head_dim)[0][head // self.num_key_value_groups] + part_v += self.qkv_proj.bias[query_pos:].view(2, act_num_heads, self.head_dim)[1][head // self.num_key_value_groups] if ROPE_TYPE == "max_seq_len": part_k = apply_rotary_pos_emb(part_k.transpose(1, 2), cos) From a206fb27b85f28841dfd47ec73c4a929d928e564 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Mon, 24 Jun 2024 12:45:36 +0000 Subject: [PATCH 21/41] Feature(MInference): support kv cache cpu device --- README.md | 7 +++-- experiments/infinite_bench/args.py | 1 + .../infinite_bench/run_infinitebench.py | 6 +++++ .../needle_in_a_haystack/needle_test.py | 5 ++++ .../needle_in_a_haystack/needle_tools.py | 1 + .../needle_in_a_haystack/needle_viz.py | 6 +++-- minference/minference_configuration.py | 2 ++ minference/modules/minference_forward.py | 9 ++++--- minference/patch.py | 27 +++++++++++++++---- 9 files changed, 51 insertions(+), 13 deletions(-) diff --git a/README.md b/README.md index 3858417..814a58f 100644 --- a/README.md +++ b/README.md @@ -10,16 +10,19 @@

| Project Page | Paper | - Demo | + HF Demo |

https://github.com/microsoft/MInference/assets/30883354/52613efc-738f-4081-8367-7123c81d6b19 +## News +- 🧩 We will present **MInference 1.0** at the _**Microsoft Booth**_ and _**ES-FoMo**_ at ICML'24. See you in Vienna! + ## TL;DR **MInference 1.0** leverages the dynamic sparse nature of LLMs' attention, which exhibits some static patterns, to speed up the pre-filling for long-context LLMs. It first determines offline which sparse pattern each head belongs to, then approximates the sparse index online and dynamically computes attention with the optimal custom kernels. This approach achieves up to a **10x speedup** for pre-filling on an A100 while maintaining accuracy. -- [MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention](https://arxiv.org/abs/2406.) (Under Review)
+- [MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention](https://arxiv.org/abs/2406.) (Under Review, ES-FoMo @ ICML'24)
_Huiqiang Jiang†, Yucheng Li†, Chengruidong Zhang†, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang and Lili Qiu_ diff --git a/experiments/infinite_bench/args.py b/experiments/infinite_bench/args.py index b735c3c..a9edafa 100644 --- a/experiments/infinite_bench/args.py +++ b/experiments/infinite_bench/args.py @@ -57,6 +57,7 @@ def parse_args() -> Namespace: p.add_argument("--start_example_id", type=int, default=0) p.add_argument("--topk_dims_file_path", type=str, default=None) p.add_argument("--kv_cache_cpu", action="store_true") + p.add_argument("--kv_cache_cpu_device", type=str, default="cpu") p.add_argument("--use_snapkv", action="store_true") p.add_argument("--trust_remote_code", action="store_true") p.add_argument( diff --git a/experiments/infinite_bench/run_infinitebench.py b/experiments/infinite_bench/run_infinitebench.py index 88b20ff..4842367 100644 --- a/experiments/infinite_bench/run_infinitebench.py +++ b/experiments/infinite_bench/run_infinitebench.py @@ -119,6 +119,8 @@ def load_model( is_search: bool = False, use_snapkv: bool = False, trust_remote_code: bool = False, + kv_cache_cpu: bool = False, + kv_cache_cpu_device: str = "cpu", ): tok = AutoTokenizer.from_pretrained( model_name, resume_download=None, trust_remote_code=trust_remote_code @@ -131,6 +133,8 @@ def load_model( starting_layer=starting_layer, use_snapkv=use_snapkv, is_search=is_search, + kv_cache_cpu=kv_cache_cpu, + kv_cache_cpu_device=kv_cache_cpu_device, ) if attn_type == "vllm": @@ -198,6 +202,8 @@ def load_model( is_search=args.is_search, use_snapkv=args.use_snapkv, trust_remote_code=args.trust_remote_code, + kv_cache_cpu=args.kv_cache_cpu, + kv_cache_cpu_device=args.kv_cache_cpu_device, ) results = {} diff --git a/experiments/needle_in_a_haystack/needle_test.py b/experiments/needle_in_a_haystack/needle_test.py index 165f261..6139082 100644 --- a/experiments/needle_in_a_haystack/needle_test.py +++ b/experiments/needle_in_a_haystack/needle_test.py @@ -28,6 +28,7 @@ class Config: jobs: str = None kv_cache_cpu: bool = False trust_remote_code: bool = False + kv_cache_cpu_device: str = "cpu" def __post_init__(self): timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") @@ -49,6 +50,7 @@ def main( min_length: int = 1000, kv_cache_cpu: bool = False, trust_remote_code: bool = False, + kv_cache_cpu_device: str = "cpu", ): config = Config( model_name=model_name, @@ -62,6 +64,7 @@ def main( context_lengths_max=max_length, kv_cache_cpu=kv_cache_cpu, trust_remote_code=trust_remote_code, + kv_cache_cpu_device=kv_cache_cpu_device, ) kwargs = { "swap_space": 64, @@ -109,6 +112,7 @@ def main( args.add_argument("--max_length", type=int, default=100000) args.add_argument("--min_length", type=int, default=1000) args.add_argument("--kv_cache_cpu", action="store_true") + args.add_argument("--kv_cache_cpu_device", type=str, default="cpu") args.add_argument("--trust_remote_code", action="store_true") args = args.parse_args() @@ -124,4 +128,5 @@ def main( min_length=args.min_length, kv_cache_cpu=args.kv_cache_cpu, trust_remote_code=args.trust_remote_code, + kv_cache_cpu_device=args.kv_cache_cpu_device, ) diff --git a/experiments/needle_in_a_haystack/needle_tools.py b/experiments/needle_in_a_haystack/needle_tools.py index d6375cf..2e1c38b 100644 --- a/experiments/needle_in_a_haystack/needle_tools.py +++ b/experiments/needle_in_a_haystack/needle_tools.py @@ -208,6 +208,7 @@ def __init__( self.config.pattern_path, starting_layer=0, kv_cache_cpu=self.config.kv_cache_cpu, + kv_cache_cpu_device=self.config.kv_cache_cpu_device, attn_kwargs=( {} if self.config.attn_type != "inf_llm" else {"dense_decoding": False} ), diff --git a/experiments/needle_in_a_haystack/needle_viz.py b/experiments/needle_in_a_haystack/needle_viz.py index 57196cb..3611a6a 100644 --- a/experiments/needle_in_a_haystack/needle_viz.py +++ b/experiments/needle_in_a_haystack/needle_viz.py @@ -29,7 +29,9 @@ def plot_needle_viz( mode="ours", output_path="figures/", ): - def get_context_size(x): + def get_context_size(x, is_128k: bool = False): + if is_128k: + return f"{round(x / 1000)}K" if x > 990000: return f"{round(x / 1000000)}M" if x <= 10000: @@ -109,7 +111,7 @@ def get_context_size(x): # Centering x-ticks xtick_labels = pivot_table.columns.values - xtick_labels = [get_context_size(x) for x in xtick_labels] + xtick_labels = [get_context_size(x, context == "128K") for x in xtick_labels] ax.set_xticks(np.arange(len(xtick_labels)) + 0.5, minor=False) ax.set_xticklabels(xtick_labels) diff --git a/minference/minference_configuration.py b/minference/minference_configuration.py index f642d38..8a94a20 100644 --- a/minference/minference_configuration.py +++ b/minference/minference_configuration.py @@ -25,6 +25,7 @@ def __init__( config_path: str = None, starting_layer: int = -1, kv_cache_cpu: bool = False, + kv_cache_cpu_device: str = "cpu", use_snapkv: bool = False, is_search: bool = False, attn_kwargs: dict = {}, @@ -40,6 +41,7 @@ def __init__( self.is_search = is_search self.starting_layer = starting_layer self.kv_cache_cpu = kv_cache_cpu + self.kv_cache_cpu_device = kv_cache_cpu_device self.use_snapkv = use_snapkv self.attn_kwargs = attn_kwargs diff --git a/minference/modules/minference_forward.py b/minference/modules/minference_forward.py index a0c345d..ee60cea 100644 --- a/minference/modules/minference_forward.py +++ b/minference/modules/minference_forward.py @@ -536,12 +536,13 @@ def forward( set_rope_type(self) cos, sin = get_cos_sin(self, hidden_states, kv_seq_len, position_ids) cache_kwargs = {"sin": sin, "cos": cos} + kv_cache_cpu_device = self.config.kv_cache_cpu_device attn_out = torch.empty_like(hidden_states).view(bsz, q_len, self.num_heads, self.head_dim) act_num_heads = self.num_heads // self.num_key_value_groups if use_cache: - k = torch.zeros(bsz, act_num_heads, q_len, self.head_dim).to(hidden_states.dtype).cpu() - v = torch.zeros(bsz, act_num_heads, q_len, self.head_dim).to(hidden_states.dtype).cpu() + k = torch.zeros(bsz, act_num_heads, q_len, self.head_dim).to(hidden_states.dtype).to(kv_cache_cpu_device) + v = torch.zeros(bsz, act_num_heads, q_len, self.head_dim).to(hidden_states.dtype).to(kv_cache_cpu_device) part_k, part_v = None, None for head in range(self.num_heads): if "q_proj" in self.__dict__["_modules"]: @@ -580,8 +581,8 @@ def forward( else: part_k = apply_rotary_pos_emb_single(part_k.transpose(1, 2), cos, sin, position_ids) if use_cache and past_key_value is not None: - k[:,head // self.num_key_value_groups] = part_k.cpu() - v[:,head // self.num_key_value_groups] = part_v.cpu() + k[:,head // self.num_key_value_groups] = part_k.to(kv_cache_cpu_device) + v[:,head // self.num_key_value_groups] = part_v.to(kv_cache_cpu_device) part_k, part_v = past_key_value.get(part_k, part_v, self.layer_idx, head // self.num_key_value_groups, cache_kwargs) if self.layer_idx >= self.starting_layer: diff --git a/minference/patch.py b/minference/patch.py index 3877b18..6acf865 100644 --- a/minference/patch.py +++ b/minference/patch.py @@ -23,6 +23,8 @@ from .ops.streaming_kernel import stream_llm_forward from .utils import patch_glm_4_1m +KV_CACHE_CPU_DEVICE = "cpu" + class RotaryEmbeddingESM(torch.nn.Module): """ @@ -747,6 +749,9 @@ def minference_patch(model, config): from transformers import LlamaForCausalLM if config.kv_cache_cpu: + global KV_CACHE_CPU_DEVICE + KV_CACHE_CPU_DEVICE = config.kv_cache_cpu_device + model.config.kv_cache_cpu_device = config.kv_cache_cpu_device return minference_patch_kv_cache_cpu(model) if config.use_snapkv: return minference_patch_with_snapkv(model) @@ -1246,14 +1251,14 @@ def cpu_cache_update( # Update the cache if len(self.key_cache) <= layer_idx: - self.key_cache.append(key_states.cpu()) - self.value_cache.append(value_states.cpu()) + self.key_cache.append(key_states.to(KV_CACHE_CPU_DEVICE)) + self.value_cache.append(value_states.to(KV_CACHE_CPU_DEVICE)) else: self.key_cache[layer_idx] = torch.cat( - [self.key_cache[layer_idx], key_states.cpu()], dim=-2 + [self.key_cache[layer_idx], key_states.to(KV_CACHE_CPU_DEVICE)], dim=-2 ) self.value_cache[layer_idx] = torch.cat( - [self.value_cache[layer_idx], value_states.cpu()], dim=-2 + [self.value_cache[layer_idx], value_states.to(KV_CACHE_CPU_DEVICE)], dim=-2 ) @@ -1274,7 +1279,7 @@ def cpu_cache_get( # Update the cache if len(self.key_cache) <= layer_idx: return key_states, value_states - else: + elif KV_CACHE_CPU_DEVICE == "cpu": key_states = torch.cat( [self.key_cache[layer_idx][:, head_idx : head_idx + 1].cuda(), key_states], dim=-2, @@ -1287,3 +1292,15 @@ def cpu_cache_get( dim=-2, ) return key_states, value_states + key_states = torch.cat( + [self.key_cache[layer_idx][:, head_idx : head_idx + 1], key_states], + dim=-2, + ) + value_states = torch.cat( + [ + self.value_cache[layer_idx][:, head_idx : head_idx + 1], + value_states, + ], + dim=-2, + ) + return key_states, value_states From abc5ababb62a32913cd3f094317ea58aae340f80 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Tue, 25 Jun 2024 06:59:44 +0000 Subject: [PATCH 22/41] Fix(MInference): fix config get issue --- minference/modules/minference_forward.py | 22 +++++++++++++++++++++- 1 file changed, 21 insertions(+), 1 deletion(-) diff --git a/minference/modules/minference_forward.py b/minference/modules/minference_forward.py index ee60cea..5c552c9 100644 --- a/minference/modules/minference_forward.py +++ b/minference/modules/minference_forward.py @@ -361,6 +361,26 @@ def vertical_and_slash_kernel(q, k, v, vertical_size, slash_size): return vertical_slash_sparse_attention(q, k, v, vertical_topk, slash) + def vertical_and_slash_kernel_extend(q, k, v, vertical_size, slash_size): + vertical_size, slash_size = min(q_len, max(vertical_size + 100, 30)), min(q_len, max(slash_size, 50)) + last_q = min(64, q_len) + last_start = 100 + qk = torch.einsum(f'bhmk, bhnk -> bhmn', q[:,:,-last_q-last_start:-last_start,:], k) + qk[:, :, :, -last_start:] = -torch.inf + qk[:, :, :, -last_q-last_start:-last_start] = torch.where(LAST_Q_MASK[...,-last_q:,-last_q:].to(q.device), qk[:, :, :, -last_q-last_start:-last_start], -torch.inf) + qk = torch.nn.functional.softmax(qk, dim=-1, dtype=torch.float32) + vertical = qk.sum(-2, keepdim=True) + vertical[...,:30] = torch.inf + vertical[...,-100:] = torch.inf + vertical_topk = torch.topk(vertical, vertical_size, -1).indices + + slash = sum_all_diagonal_matrix(qk)[...,:-last_q + 1] + slash[...,-100:] = torch.inf + slash_topk = slash + slash = (q_len - 1) - torch.topk(slash, slash_size, -1).indices + + return vertical_slash_sparse_attention(q, k, v, vertical_topk, slash) + def vertical_and_slash_kernel_static(q, k, v, vertical_size, slash_size): if "vs" in self.__dict__: vertical_topk, slash = self.vs @@ -536,7 +556,7 @@ def forward( set_rope_type(self) cos, sin = get_cos_sin(self, hidden_states, kv_seq_len, position_ids) cache_kwargs = {"sin": sin, "cos": cos} - kv_cache_cpu_device = self.config.kv_cache_cpu_device + kv_cache_cpu_device = self.config.to_dict().get("kv_cache_cpu_device", "cpu") attn_out = torch.empty_like(hidden_states).view(bsz, q_len, self.num_heads, self.head_dim) act_num_heads = self.num_heads // self.num_key_value_groups From 010b7080e5cb95034f58b86605c4984bf07ae2d3 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Wed, 26 Jun 2024 09:50:51 +0000 Subject: [PATCH 23/41] Feature(MInference): update experiments details --- experiments/README.md | 23 ++++++++++++++++++++--- experiments/infinite_bench/args.py | 1 + minference/minference_configuration.py | 11 +++++++---- minference/models_patch.py | 4 ++++ 4 files changed, 32 insertions(+), 7 deletions(-) diff --git a/experiments/README.md b/experiments/README.md index 04f3332..6b6c3aa 100644 --- a/experiments/README.md +++ b/experiments/README.md @@ -1,3 +1,15 @@ +# Experimemts + +- [Offline Kernel-Aware Sparse Pattern Search](#Offline-Kernel-Aware-Sparse-Pattern-Search) +- [MInference Benchmark Experiments](#MInference-Benchmark-Experiments) + - [End-to-End Benchmark](#End-to-End-Benchmark) + - [Micro-Benchmark](#Micro-Benchmark) +- [MInference Downstream Tasks Experiments](#MInference-Downstream-Tasks-Experiments) + - [InfiniteBench](#InfiniteBench) + - [RULER](#RULER) + - [PPL](#PPL) + - [Needle in A Haystack](#Needle-in-A-Haystack) + ## Offline Kernel-Aware Sparse Pattern Search You can use the following scripts to search for the optimal head sparse pattern: @@ -19,7 +31,8 @@ python run_infinitebench.py \ ## MInference Benchmark Experiments -Note: All experiments were run on a single A100 GPU with 80GB of VRAM. +> [!NOTE] +> All experiments were run on a single A100 GPU with 80GB of VRAM. Environment parameters: - CUDA 12.3 @@ -62,12 +75,16 @@ python experiments/benchmarks/benchmark_e2e.py --run_benchmark 1000K 1765.56387 107.85639 328.58551 179.12031 ``` +> [!TIP] +> Based on our tests, **a single A100 can support up to 1.8M** context prompts during the pre-filling stage using LLaMA-3-8B-4M with **bf16**. + ### Micro-Benchmark ## MInference Downstream Tasks Experiments -Note: All of these experiments were run on one A100 GPUs with 80GB of VRAM. You may need to modify commands to fit your own computing environment (e.g., changing the batch size, the max memory per GPU, the number of GPUs, etc) +> [!NOTE] +> All of these experiments were run on one A100 GPUs with 80GB of VRAM. You may need to modify commands to fit your own computing environment (e.g., changing the batch size, the max memory per GPU, the number of GPUs, etc) ### InfiniteBench @@ -78,7 +95,7 @@ InfiniteBench consists of the following tasks: `kv_retrieval`, `longbook_choice_ 1. Run InfiniteBench with `MInference`: ```bash -bash experiments/infinite_bench/run_infinitebench.sh gradientai/Llama-3-8B-Instruct-262k 128000 -1 minference +bash experiments/infinite_bench/run_infinitebench.sh gradientai/Llama-3-8B-Instruct-262k 160000 -1 minference ``` 2. Experimental results diff --git a/experiments/infinite_bench/args.py b/experiments/infinite_bench/args.py index a9edafa..9ef2e99 100644 --- a/experiments/infinite_bench/args.py +++ b/experiments/infinite_bench/args.py @@ -70,6 +70,7 @@ def parse_args() -> Namespace: "inf_llm", "flash_attn", "minference", + "minference_with_dense", "dilated1", "dilated2", ], diff --git a/minference/minference_configuration.py b/minference/minference_configuration.py index 8a94a20..bc000e4 100644 --- a/minference/minference_configuration.py +++ b/minference/minference_configuration.py @@ -7,15 +7,18 @@ class MInferenceConfig: - ATTENTION_TYPES = [ + MINFERENCE_ATTENTION_TYPES = [ "minference", + "vllm", + ] + STASTIC_ATTENTION_TYPES = [ "minference_with_dense", "static", "dilated1", "dilated2", "streaming", "inf_llm", - "vllm", + "hf", ] def __init__( @@ -33,7 +36,7 @@ def __init__( ): super(MInferenceConfig, self).__init__() assert ( - attn_type in self.ATTENTION_TYPES + attn_type in self.MINFERENCE_ATTENTION_TYPES + self.STASTIC_ATTENTION_TYPES ), f"The attention_type {attn_type} you specified is not supported." self.attn_type = attn_type self.config_path = self.update_config_path(config_path, model_name) @@ -46,7 +49,7 @@ def __init__( self.attn_kwargs = attn_kwargs def update_config_path(self, config_path: str, model_name: str): - if config_path is not None: + if config_path is not None or self.attn_type in self.STASTIC_ATTENTION_TYPES: return config_path assert ( model_name in MODEL2PATH diff --git a/minference/models_patch.py b/minference/models_patch.py index 9b02f11..d23141f 100644 --- a/minference/models_patch.py +++ b/minference/models_patch.py @@ -6,6 +6,8 @@ from .minference_configuration import MInferenceConfig from .patch import minference_patch, minference_patch_vllm, patch_hf +os.environ["TOKENIZERS_PARALLELISM"] = "false" + class MInference: def __init__( @@ -76,6 +78,8 @@ def patch_model(self, model): attn_type="streaming", attn_kwargs={"n_local": 3968, "n_init": 128, **self.config.attn_kwargs}, ) + elif self.config.attn_type == "hf": + pass elif self.config.attn_type == "inf_llm": model = patch_hf( model, From a4cf850fa7626b47e073905353f38b090f4dd5b3 Mon Sep 17 00:00:00 2001 From: Yucheng Li Date: Wed, 26 Jun 2024 11:36:47 +0000 Subject: [PATCH 24/41] add GLM-4 to RULER --- experiments/ruler/data/template.py | 1 + experiments/ruler/pred/call_api.py | 141 ++------------- experiments/ruler/pred/model_wrappers.py | 210 ++++++----------------- experiments/ruler/run.sh | 129 +++++++------- 4 files changed, 131 insertions(+), 350 deletions(-) diff --git a/experiments/ruler/data/template.py b/experiments/ruler/data/template.py index 4455f6f..07e2170 100644 --- a/experiments/ruler/data/template.py +++ b/experiments/ruler/data/template.py @@ -10,4 +10,5 @@ "chatglm-chat": "[gMASK]sop<|user|> \n {task_template}<|assistant|> \n ", "RWKV": "User: hi\n\nAssistant: Hi. I am your assistant and I will provide expert full response in full details. Please feel free to ask any question and I will always answer it\n\nUser: {task_template}\n\nAssistant:", "llama-3": "<|start_header_id|>user<|end_header_id|> {task_template}<|eot_id|><|start_header_id|>assistant<|end_header_id|>", + "glm-4": "[gMASK]<|user|>\n {task_template}<|assistant|>\n", } diff --git a/experiments/ruler/pred/call_api.py b/experiments/ruler/pred/call_api.py index b73e4fc..f494ea5 100644 --- a/experiments/ruler/pred/call_api.py +++ b/experiments/ruler/pred/call_api.py @@ -40,16 +40,8 @@ "openai", "gemini", "hf", - "mamba", "minference", - "dilated1", - "dilated2", "streaming", - "MInference6KoP", - "MInferenceOPYi", - "LlamaStatic", - "YiStatic", - "OPYiHalfV2", "InfLLM", ) @@ -108,6 +100,14 @@ def __call__(self, parser, namespace, values, option_string=None): parser.add_argument("--sliding_window_size", type=int) parser.add_argument("--threads", type=int, default=4) +# MInference +parser.add_argument("--config_path", type=str) +parser.add_argument("--starting_layer", type=int, default=-1) +parser.add_argument("--kv_cache_cpu", action="store_true") +parser.add_argument("--kv_cache_cpu_device", type=str, default="cpu") +parser.add_argument("--use_snapkv", action="store_true") +parser.add_argument("--trust_remote_code", action="store_true") + args = parser.parse_args() args.stop_words = list(filter(None, args.stop_words.split(","))) # if args.server_type == 'hf' or args.server_type == 'gemini' or args.server_type == 'minference': @@ -115,13 +115,7 @@ def __call__(self, parser, namespace, values, option_string=None): "hf", "gemini", "minference", - "dilated1", - "dilated2", "streaming", - "MInference6KoP", - "MInference6KOPYi", - "LlamaStatic", - "YiStatic", "InfLLM", ]: args.threads = 1 @@ -206,48 +200,7 @@ def get_llm(tokens_to_generate): llm = MInferenceModel( name_or_path=args.model_name_or_path, - do_sample=args.temperature > 0, - repetition_penalty=1, - temperature=args.temperature, - top_k=args.top_k, - top_p=args.top_p, - stop=args.stop_words, - max_new_tokens=tokens_to_generate, - ) - - elif args.server_type == "MInference6KoP": - from model_wrappers import MInferenceOP - - llm = MInferenceOP( - name_or_path=args.model_name_or_path, - do_sample=args.temperature > 0, - repetition_penalty=1, - temperature=args.temperature, - top_k=args.top_k, - top_p=args.top_p, - stop=args.stop_words, - max_new_tokens=tokens_to_generate, - ) - - elif args.server_type == "MInference6KOPYi": - from model_wrappers import MInferenceOPYi - - llm = MInferenceOPYi( - name_or_path=args.model_name_or_path, - do_sample=args.temperature > 0, - repetition_penalty=1, - temperature=args.temperature, - top_k=args.top_k, - top_p=args.top_p, - stop=args.stop_words, - max_new_tokens=tokens_to_generate, - ) - elif args.server_type == "OPYiHalfV2": - from model_wrappers import OPYiHalfV2 - - llm = OPYiHalfV2( - name_or_path=args.model_name_or_path, do_sample=args.temperature > 0, repetition_penalty=1, temperature=args.temperature, @@ -255,62 +208,13 @@ def get_llm(tokens_to_generate): top_p=args.top_p, stop=args.stop_words, max_new_tokens=tokens_to_generate, - ) - - elif args.server_type == "LlamaStatic": - from model_wrappers import LlamaStatic - llm = LlamaStatic( - name_or_path=args.model_name_or_path, - do_sample=args.temperature > 0, - repetition_penalty=1, - temperature=args.temperature, - top_k=args.top_k, - top_p=args.top_p, - stop=args.stop_words, - max_new_tokens=tokens_to_generate, - ) - - elif args.server_type == "YiStatic": - from model_wrappers import YiStatic - - llm = YiStatic( - name_or_path=args.model_name_or_path, - do_sample=args.temperature > 0, - repetition_penalty=1, - temperature=args.temperature, - top_k=args.top_k, - top_p=args.top_p, - stop=args.stop_words, - max_new_tokens=tokens_to_generate, - ) - - elif args.server_type == "dilated1": - from model_wrappers import Dilated1 - - llm = Dilated1( - name_or_path=args.model_name_or_path, - do_sample=args.temperature > 0, - repetition_penalty=1, - temperature=args.temperature, - top_k=args.top_k, - top_p=args.top_p, - stop=args.stop_words, - max_new_tokens=tokens_to_generate, - ) - - elif args.server_type == "dilated2": - from model_wrappers import Dilated2 - - llm = Dilated2( - name_or_path=args.model_name_or_path, - do_sample=args.temperature > 0, - repetition_penalty=1, - temperature=args.temperature, - top_k=args.top_k, - top_p=args.top_p, - stop=args.stop_words, - max_new_tokens=tokens_to_generate, + config_path=args.config_path, + kv_cache_cpu=args.kv_cache_cpu, + kv_cache_cpu_device=args.kv_cache_cpu_device, + use_snapkv=args.use_snapkv, + trust_remote_code=args.trust_remote_code, + starting_layer=args.starting_layer, ) elif args.server_type == "InfLLM": @@ -327,7 +231,7 @@ def get_llm(tokens_to_generate): max_new_tokens=tokens_to_generate, ) - elif args.server_type == "minference": + elif args.server_type == "streaming": from model_wrappers import Streaming llm = Streaming( @@ -341,21 +245,6 @@ def get_llm(tokens_to_generate): max_new_tokens=tokens_to_generate, ) - elif args.server_type == "mamba": - from model_wrappers import MambaModel - - # mamba uses its own generation function, do not pass in do_sample - # https://github.com/state-spaces/mamba/blob/009bec5ee37f586844a3fc89c040a9c1a9d8badf/mamba_ssm/utils/generation.py#L121 - llm = MambaModel( - name_or_path=args.model_name_or_path, - repetition_penalty=1, - temperature=args.temperature, - top_k=args.top_k, - top_p=args.top_p, - stop=args.stop_words, - max_new_tokens=tokens_to_generate, - ) - else: raise RuntimeError(f"Unsupported server type {args.server_type}") diff --git a/experiments/ruler/pred/model_wrappers.py b/experiments/ruler/pred/model_wrappers.py index ba22dc0..46c34bd 100644 --- a/experiments/ruler/pred/model_wrappers.py +++ b/experiments/ruler/pred/model_wrappers.py @@ -72,30 +72,71 @@ def __call__(self, prompt: str, **kwargs) -> Dict[str, List[str]]: class MInferenceModel: - def __init__(self, name_or_path: str, **generation_kwargs) -> None: - from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer + def __init__( + self, + name_or_path: str, + config_path: str, + + do_sample: bool = False, + repetition_penalty: float = 1.0, + temperature: float = 0.0, + top_k: int = 32, + top_p: float = 0.9, + stop: Optional[List[str]] = None, + max_new_tokens: int = 100, + + starting_layer: int = -1, + kv_cache_cpu: bool = False, + kv_cache_cpu_device: str = None, + use_snapkv: bool = False, + trust_remote_code: bool = False, + ) -> None: + from transformers import (AutoConfig, + AutoModelForCausalLM, + AutoTokenizer, + GenerationConfig) self.tokenizer = AutoTokenizer.from_pretrained( - name_or_path, trust_remote_code=True + name_or_path, trust_remote_code=True, resume_download=None, ) self.model = AutoModelForCausalLM.from_pretrained( name_or_path, torch_dtype="auto", device_map="auto", + resume_download=None, + trust_remote_code=trust_remote_code, ) minference_patch = MInference( - "minference", name_or_path, None, starting_layer=0 + "minference", + name_or_path, + config_path=config_path, + starting_layer=starting_layer, + use_snapkv=use_snapkv, + kv_cache_cpu=kv_cache_cpu, + kv_cache_cpu_device=kv_cache_cpu_device, + is_search=False, ) self.model = minference_patch.patch_model(self.model) self.pipeline = None - self.generation_kwargs = generation_kwargs - self.stop = self.generation_kwargs.pop("stop") + generation_config = GenerationConfig( + do_sample=do_sample, + repetition_penalty=repetition_penalty, + max_new_tokens=max_new_tokens, + ) + if do_sample: + generation_config.top_k = top_k + generation_config.top_p = top_p + generation_config.temperature = temperature + + self.generation_config = generation_config + + self.stop = stop def __call__(self, prompt: str, **kwargs) -> Dict[str, List[str]]: torch.cuda.empty_cache() inputs = self.tokenizer(prompt, return_tensors="pt").to(self.model.device) - output = self.model.generate(**inputs, **self.generation_kwargs) + output = self.model.generate(**inputs, generation_config = self.generation_config) generated_text = self.tokenizer.decode( output[0][inputs.input_ids.shape[1] :], skip_special_tokens=True ) @@ -110,26 +151,6 @@ def __call__(self, prompt: str, **kwargs) -> Dict[str, List[str]]: return {"text": [generated_text]} -class Dilated1(MInferenceModel): - def __init__(self, name_or_path: str, **generation_kwargs) -> None: - from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer - - self.tokenizer = AutoTokenizer.from_pretrained( - name_or_path, trust_remote_code=True - ) - self.model = AutoModelForCausalLM.from_pretrained( - name_or_path, - torch_dtype="auto", - device_map="auto", - ) - minference_patch = MInference("dilated1", name_or_path, None, starting_layer=0) - self.model = minference_patch.patch_model(self.model) - self.pipeline = None - - self.generation_kwargs = generation_kwargs - self.stop = self.generation_kwargs.pop("stop") - - class InfLLM(MInferenceModel): def __init__(self, name_or_path: str, **generation_kwargs) -> None: from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer @@ -170,141 +191,6 @@ def __call__(self, prompt: str, **kwargs) -> Dict[str, List[str]]: return {"text": [generated_text]} -class Dilated2(MInferenceModel): - def __init__(self, name_or_path: str, **generation_kwargs) -> None: - from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer - - self.tokenizer = AutoTokenizer.from_pretrained( - name_or_path, trust_remote_code=True - ) - self.model = AutoModelForCausalLM.from_pretrained( - name_or_path, - torch_dtype="auto", - device_map="auto", - ) - minference_patch = MInference("dilated2", name_or_path, None, starting_layer=0) - self.model = minference_patch.patch_model(self.model) - self.pipeline = None - - self.generation_kwargs = generation_kwargs - self.stop = self.generation_kwargs.pop("stop") - - -class YiStatic(MInferenceModel): - def __init__(self, name_or_path: str, **generation_kwargs) -> None: - from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer - - self.tokenizer = AutoTokenizer.from_pretrained( - name_or_path, trust_remote_code=True - ) - self.model = AutoModelForCausalLM.from_pretrained( - name_or_path, - torch_dtype="auto", - device_map="auto", - ) - self.model.config.static_pattern = True - minference_patch = MInference( - "minference", name_or_path, None, starting_layer=0 - ) - self.model = minference_patch.patch_model(self.model) - self.pipeline = None - - self.generation_kwargs = generation_kwargs - self.stop = self.generation_kwargs.pop("stop") - - -class LlamaStatic(MInferenceModel): - def __init__(self, name_or_path: str, **generation_kwargs) -> None: - from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer - - self.tokenizer = AutoTokenizer.from_pretrained( - name_or_path, trust_remote_code=True - ) - self.model = AutoModelForCausalLM.from_pretrained( - name_or_path, - torch_dtype="auto", - device_map="auto", - ) - self.model.config.static_pattern = True - minference_patch = MInference( - "minference", name_or_path, None, starting_layer=0 - ) - self.model = minference_patch.patch_model(self.model) - self.pipeline = None - - self.generation_kwargs = generation_kwargs - self.stop = self.generation_kwargs.pop("stop") - - -class MInferenceOP(MInferenceModel): - def __init__(self, name_or_path: str, **generation_kwargs) -> None: - from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer - - self.tokenizer = AutoTokenizer.from_pretrained( - name_or_path, trust_remote_code=True - ) - self.model = AutoModelForCausalLM.from_pretrained( - name_or_path, - torch_dtype="auto", - device_map="auto", - ) - self.model.config.static_pattern = True - minference_patch = MInference( - "minference", name_or_path, None, starting_layer=0 - ) - self.model = minference_patch.patch_model(self.model) - self.pipeline = None - - self.generation_kwargs = generation_kwargs - self.stop = self.generation_kwargs.pop("stop") - - -class MInferenceOPYi(MInferenceModel): - def __init__(self, name_or_path: str, **generation_kwargs) -> None: - from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer - - self.tokenizer = AutoTokenizer.from_pretrained( - name_or_path, trust_remote_code=True - ) - self.model = AutoModelForCausalLM.from_pretrained( - name_or_path, - torch_dtype="auto", - device_map="auto", - ) - self.model.config.static_pattern = True - minference_patch = MInference( - "minference", name_or_path, None, starting_layer=0 - ) - self.model = minference_patch.patch_model(self.model) - self.pipeline = None - - self.generation_kwargs = generation_kwargs - self.stop = self.generation_kwargs.pop("stop") - - -class OPYiHalfV2(MInferenceModel): - def __init__(self, name_or_path: str, **generation_kwargs) -> None: - from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer - - self.tokenizer = AutoTokenizer.from_pretrained( - name_or_path, trust_remote_code=True - ) - self.model = AutoModelForCausalLM.from_pretrained( - name_or_path, - torch_dtype="auto", - device_map="auto", - ) - self.model.config.static_pattern = True - minference_patch = MInference( - "minference", name_or_path, None, starting_layer=0 - ) - self.model = minference_patch.patch_model(self.model) - self.pipeline = None - - self.generation_kwargs = generation_kwargs - self.stop = self.generation_kwargs.pop("stop") - - class Streaming(MInferenceModel): def __init__(self, name_or_path: str, **generation_kwargs) -> None: from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer diff --git a/experiments/ruler/run.sh b/experiments/ruler/run.sh index af5101d..f6ef9db 100644 --- a/experiments/ruler/run.sh +++ b/experiments/ruler/run.sh @@ -2,73 +2,77 @@ # Copyright (c) 2024 Microsoft # Licensed under The MIT License [see LICENSE for details] -# container: docker.io/cphsieh/ruler:0.1.0 -# bash run.sh MODEL_NAME BENCHMARK_NAME +export TOKENIZERS_PARALLELISM=false -if [ $# -ne 2 ]; then - echo "Usage: $0 $1 " - exit 1 +SEQ_LENGTHS=( + 4096 + 8192 + 16384 + 32768 + 65536 + 131072 +) + +TASKS=( + "niah_single_1" + "niah_single_2" + "niah_single_3" + "niah_multikey_1" + "niah_multikey_2" + "niah_multikey_3" + "niah_multivalue" + "niah_multiquery" + "vt" + "cwe" + "fwe" + "qa_1" + "qa_2" +) + +# Experiment Setup +NUM_SAMPLES=10 +TEMPERATURE="0.0" +TOP_P="1.0" +TOP_K="32" + +# The model +MODEL_NAME="THUDM/glm-4-9b-chat-1m" +BENCHMARK="synthetic" +MODEL_TEMPLATE_TYPE="base" +MODEL_FRAMEWORK="minference" + +# MInference +CONFIG_PATH="GLM_4_9B_1M_instruct_kv_out_v32_fit_o_best_pattern.json" +STARTING_LAYER=-1 +KV_CACHE_CPU="false" +USE_SNAPKV="false" +TRUST_REMOTE_CODE="true" + +if [ "${MODEL_FRAMEWORK}" == "minference" ]; then + MINFERENCE_PARAMS="--config_path ${CONFIG_PATH} --starting_layer ${STARTING_LAYER}" + + if [ "${KV_CACHE_CPU}" == "true" ]; then + MINFERENCE_PARAMS="${MINFERENCE_PARAMS} --kv_cache_cpu --kv_cache_cpu_device cpu" + fi + + if [ "${USE_SNAPKV}" == "true" ]; then + MINFERENCE_PARAMS="${MINFERENCE_PARAMS} --use_snapkv" + fi + + if [ "${TRUST_REMOTE_CODE}" == "true" ]; then + MINFERENCE_PARAMS="${MINFERENCE_PARAMS} --trust_remote_code" + fi + + echo "MInference enabled with params: ${MINFERENCE_PARAMS}" fi -export TOKENIZERS_PARALLELISM=false - -# Root Directories +# Gpu and output path GPUS="1" # GPU size for tensor_parallel. ROOT_DIR="results/ruler/" # the path that stores generated task samples and model predictions. -MODEL_DIR="" # the path that contains individual model folders from HUggingface. -ENGINE_DIR="" # the path that contains individual engine folders from TensorRT-LLM. - - -# Model and Tokenizer -source config_models.sh -MODEL_NAME=${1} -MODEL_CONFIG=$(MODEL_SELECT ${MODEL_NAME} ${MODEL_DIR} ${ENGINE_DIR}) -IFS=":" read MODEL_PATH MODEL_TEMPLATE_TYPE MODEL_FRAMEWORK TOKENIZER_PATH TOKENIZER_TYPE OPENAI_API_KEY GEMINI_API_KEY AZURE_ID AZURE_SECRET AZURE_ENDPOINT <<< "$MODEL_CONFIG" -if [ -z "${MODEL_PATH}" ]; then - echo "Model: ${MODEL_NAME} is not supported" - exit 1 -fi - - -export OPENAI_API_KEY=${OPENAI_API_KEY} -export GEMINI_API_KEY=${GEMINI_API_KEY} -export AZURE_API_ID=${AZURE_ID} -export AZURE_API_SECRET=${AZURE_SECRET} -export AZURE_API_ENDPOINT=${AZURE_ENDPOINT} - - -# Benchmark and Tasks -source config_tasks.sh -BENCHMARK=${2} -declare -n TASKS=$BENCHMARK -if [ -z "${TASKS}" ]; then - echo "Benchmark: ${BENCHMARK} is not supported" - exit 1 -fi - - -# Start server (you may want to run in other container.) -if [ "$MODEL_FRAMEWORK" == "vllm" ]; then - python pred/serve_vllm.py \ - --model=${MODEL_PATH} \ - --tensor-parallel-size=${GPUS} \ - --dtype bfloat16 \ - --disable-custom-all-reduce \ - --max-model-len 140000 \ - --max-num-seqs 1 \ - & - -elif [ "$MODEL_FRAMEWORK" == "trtllm" ]; then - python pred/serve_trt.py \ - --model_path=${MODEL_PATH} \ - & -fi - -# Start client (prepare data / call model API / obtain final metrics) for MAX_SEQ_LENGTH in "${SEQ_LENGTHS[@]}"; do - RESULTS_DIR="${ROOT_DIR}/${MODEL_NAME}/${BENCHMARK}/${MAX_SEQ_LENGTH}" + RESULTS_DIR="${ROOT_DIR}/${MODEL_NAME}_${MODEL_FRAMEWORK}/${BENCHMARK}/${MAX_SEQ_LENGTH}" DATA_DIR="${RESULTS_DIR}/data" PRED_DIR="${RESULTS_DIR}/pred" mkdir -p ${DATA_DIR} @@ -79,8 +83,8 @@ for MAX_SEQ_LENGTH in "${SEQ_LENGTHS[@]}"; do --save_dir ${DATA_DIR} \ --benchmark ${BENCHMARK} \ --task ${TASK} \ - --tokenizer_path ${TOKENIZER_PATH} \ - --tokenizer_type ${TOKENIZER_TYPE} \ + --tokenizer_path ${MODEL_NAME} \ + --tokenizer_type "hf" \ --max_seq_length ${MAX_SEQ_LENGTH} \ --model_template_type ${MODEL_TEMPLATE_TYPE} \ --num_samples ${NUM_SAMPLES} \ @@ -92,10 +96,11 @@ for MAX_SEQ_LENGTH in "${SEQ_LENGTHS[@]}"; do --benchmark ${BENCHMARK} \ --task ${TASK} \ --server_type ${MODEL_FRAMEWORK} \ - --model_name_or_path ${MODEL_PATH} \ + --model_name_or_path ${MODEL_NAME} \ --temperature ${TEMPERATURE} \ --top_k ${TOP_K} \ --top_p ${TOP_P} \ + ${MINFERENCE_PARAMS} \ ${STOP_WORDS} done From 3cf46d4e31133f92e6462b1e7bd87a07bcec1cae Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Wed, 26 Jun 2024 15:01:34 +0000 Subject: [PATCH 25/41] Feature(MInference): update logo and T5 sparsity --- README.md | 23 ++++++++++++++--------- Transparency_FAQ.md | 21 +++++++++++++-------- images/MInference_logo.png | Bin 324468 -> 0 bytes images/Minference_logo.png | Bin 0 -> 226139 bytes images/t5_sparse_pattern.png | Bin 0 -> 322977 bytes 5 files changed, 27 insertions(+), 17 deletions(-) delete mode 100644 images/MInference_logo.png create mode 100644 images/Minference_logo.png create mode 100644 images/t5_sparse_pattern.png diff --git a/README.md b/README.md index 814a58f..c4db658 100644 --- a/README.md +++ b/README.md @@ -81,21 +81,26 @@ For more insights and answers, visit our [FAQ section](./Transparency_FAQ.md). **Q1: How to effectively evaluate the impact of dynamic sparse attention on the capabilities of long-context LLMs?** -To effectively evaluate long-context LLM capabilities, we tested: 1) effective context window with RULER, 2) general long-context tasks with InfiniteBench, 3) retrieval tasks across different contexts and positions with Needle in a Haystack, and 4) language model prediction with PG-19.
-We found that traditional methods perform poorly in retrieval tasks, with difficulty levels varying as follows: KV retrieval (every key as a needle) > Needle in a Haystack > Retrieval.Number > Retrieval PassKey. The key challenge is the semantic difference between needles and the haystack. Traditional methods perform better when the semantic difference is larger, as in passkey tasks. KV retrieval demands higher retrieval capabilities since any key can be a target, and multi-needle tasks are even more complex.
+To evaluate long-context LLM capabilities using models like LLaMA-3-8B-Instruct-1M and GLM-4-9B-1M, we tested: 1) context window with RULER, 2) general tasks with InfiniteBench, 3) retrieval tasks with Needle in a Haystack, and 4) language model prediction with PG-19.
+We found traditional methods perform poorly in retrieval tasks, with difficulty levels as follows: KV retrieval > Needle in a Haystack > Retrieval.Number > Retrieval PassKey. The main challenge is the semantic difference between needles and the haystack. Traditional methods excel when this difference is larger, as in passkey tasks. KV retrieval requires higher retrieval capabilities since any key can be a target, and multi-needle tasks are even more complex.
We will continue to update our results with more models and datasets in future versions. **Q2: Does this dynamic sparse attention pattern only exist in long-context LLMs that are not fully trained?** -Firstly, attention is dynamically sparse, and this is true for both short- and long-contexts, a characteristic inherent to the attention mechanism. -Additionally, we selected the state-of-the-art open-source long-context LLM, LLaMA-3-8B-Instruct-1M, which has an effective context window size of 16K. With MInference, this can be extended to 32K. -We will continue to adapt our method to other advanced long-context LLMs and update our results. We will also explore the theoretical reasons behind this dynamic sparse attention pattern. +Firstly, attention is dynamically sparse, a characteristic inherent to the mechanism. We selected state-of-the-art long-context LLMs, GLM-4-9B-1M and LLaMA-3-8B-Instruct-1M, with effective context windows of 64K and 16K. With MInference, these can be extended to 64K and 32K, respectively. We will continue to adapt our method to other advanced long-context LLMs and update our results, as well as explore the theoretical basis for this dynamic sparse attention pattern. -**Q3: What is the relationship between MInference, SSM, Linear Attention, and Sparse Attention?** +**Q3: Does this dynamic sparse attention pattern only exist in Auto-regressive LMs or RoPE based LLMs?** -All four approaches (MInference, SSM, Linear Attention, and Sparse Attention) are efficient solutions for optimizing the high complexity of attention in Transformers, each introducing inductive bias from different perspectives. Notably, the latter three require training from scratch. -Additionally, recent works like Mamba-2 and Unified Implicit Attention Representation unify SSM and Linear Attention as static sparse attention. Mamba-2 itself is a block-wise sparse attention method. -Intuitively, the significant sparse redundancy in attention suggests that these approaches have potential. However, static sparse attention may not handle dynamic semantic associations well, especially in complex tasks. Dynamic sparse attention, on the other hand, holds potential for better managing these dynamic relationships. +Similar vertical and slash line sparse patterns were discovered during the BERT era [1]. Our analysis of T5's attention patterns, shown in the figure, reveals these patterns persist across different heads, even in bidirectional attention.
+[1] SparseBERT: Rethinking the Importance Analysis in Self-Attention, ICML 2021.
+
+ +
+

Figure 1. The sparse pattern in T5 Encoder.

+ +**Q4: What is the relationship between MInference, SSM, Linear Attention, and Sparse Attention?** + +All four approaches (MInference, SSM, Linear Attention, and Sparse Attention) efficiently optimize attention complexity in Transformers, each introducing inductive bias differently. The latter three require training from scratch. Recent works like Mamba-2 and Unified Implicit Attention Representation unify SSM and Linear Attention as static sparse attention, with Mamba-2 itself being a block-wise sparse method. While these approaches show potential due to sparse redundancy in attention, static sparse attention may struggle with dynamic semantic associations in complex tasks. In contrast, dynamic sparse attention is better suited for managing these relationships. ## Citation diff --git a/Transparency_FAQ.md b/Transparency_FAQ.md index 50deb7c..18943ef 100644 --- a/Transparency_FAQ.md +++ b/Transparency_FAQ.md @@ -28,18 +28,23 @@ ## How to effectively evaluate the impact of dynamic sparse attention on the capabilities of long-context LLMs? -To effectively evaluate long-context LLM capabilities, we tested: 1) effective context window with RULER, 2) general long-context tasks with InfiniteBench, 3) retrieval tasks across different contexts and positions with Needle in a Haystack, and 4) language model prediction with PG-19.
-We found that traditional methods perform poorly in retrieval tasks, with difficulty levels varying as follows: KV retrieval (every key as a needle) > Needle in a Haystack > Retrieval.Number > Retrieval PassKey. The key challenge is the semantic difference between needles and the haystack. Traditional methods perform better when the semantic difference is larger, as in passkey tasks. KV retrieval demands higher retrieval capabilities since any key can be a target, and multi-needle tasks are even more complex.
+To evaluate long-context LLM capabilities using models like LLaMA-3-8B-Instruct-1M and GLM-4-9B-1M, we tested: 1) context window with RULER, 2) general tasks with InfiniteBench, 3) retrieval tasks with Needle in a Haystack, and 4) language model prediction with PG-19.
+We found traditional methods perform poorly in retrieval tasks, with difficulty levels as follows: KV retrieval > Needle in a Haystack > Retrieval.Number > Retrieval PassKey. The main challenge is the semantic difference between needles and the haystack. Traditional methods excel when this difference is larger, as in passkey tasks. KV retrieval requires higher retrieval capabilities since any key can be a target, and multi-needle tasks are even more complex.
We will continue to update our results with more models and datasets in future versions. ## Does this dynamic sparse attention pattern only exist in long-context LLMs that are not fully trained? -Firstly, attention is dynamically sparse, and this is true for both short- and long-contexts, a characteristic inherent to the attention mechanism. -Additionally, we selected the state-of-the-art open-source long-context LLM, LLaMA-3-8B-Instruct-1M, which has an effective context window size of 16K. With MInference, this can be extended to 32K. -We will continue to adapt our method to other advanced long-context LLMs and update our results. We will also explore the theoretical reasons behind this dynamic sparse attention pattern. +Firstly, attention is dynamically sparse, a characteristic inherent to the mechanism. We selected state-of-the-art long-context LLMs, GLM-4-9B-1M and LLaMA-3-8B-Instruct-1M, with effective context windows of 64K and 16K. With MInference, these can be extended to 64K and 32K, respectively. We will continue to adapt our method to other advanced long-context LLMs and update our results, as well as explore the theoretical basis for this dynamic sparse attention pattern. + +## Does this dynamic sparse attention pattern only exist in Auto-regressive LMs or RoPE based LLMs? + +Similar vertical and slash line sparse patterns were discovered during the BERT era [1]. Our analysis of T5's attention patterns, shown in the figure, reveals these patterns persist across different heads, even in bidirectional attention.
+[1] SparseBERT: Rethinking the Importance Analysis in Self-Attention, ICML 2021.
+
+ +
+

Figure 1. The sparse pattern in T5 Encoder.

## What is the relationship between MInference, SSM, Linear Attention, and Sparse Attention? -All four approaches (MInference, SSM, Linear Attention, and Sparse Attention) are efficient solutions for optimizing the high complexity of attention in Transformers, each introducing inductive bias from different perspectives. Notably, the latter three require training from scratch. -Additionally, recent works like Mamba-2 and Unified Implicit Attention Representation unify SSM and Linear Attention as static sparse attention. Mamba-2 itself is a block-wise sparse attention method. -Intuitively, the significant sparse redundancy in attention suggests that these approaches have potential. However, static sparse attention may not handle dynamic semantic associations well, especially in complex tasks. Dynamic sparse attention, on the other hand, holds potential for better managing these dynamic relationships. +All four approaches (MInference, SSM, Linear Attention, and Sparse Attention) efficiently optimize attention complexity in Transformers, each introducing inductive bias differently. The latter three require training from scratch. Recent works like Mamba-2 and Unified Implicit Attention Representation unify SSM and Linear Attention as static sparse attention, with Mamba-2 itself being a block-wise sparse method. While these approaches show potential due to sparse redundancy in attention, static sparse attention may struggle with dynamic semantic associations in complex tasks. In contrast, dynamic sparse attention is better suited for managing these relationships. diff --git a/images/MInference_logo.png b/images/MInference_logo.png deleted file mode 100644 index 31df3f1ff8acc45d18f3992c94d5b27350f154fe..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 324468 zcmV(`K-0g8P)P&dBR{L%Wd-}34gy??L@c;(wYG-d%n-Qq19|GGSt zSdHVKidz^COx;PoAqZ$+ul56aJ_#ykC<-(-e}YqXwDAwS;vyUEY|8>z6o8^z%#xRu zfDEH3;ESK8`o!z2ti`A9fPnhUp{hUrr2^CmFXsAXFmM<8G_muKn;fWrW57iq$Y*N& zij~T}1olmo$CtmzcMeqci4Q8XLfedDK0Rev%^0-YLJCJmeO-@>Aqs#&8P@PRan=i4 z?f!jt>xt@o3Al%Sqx$i#E0vd^uehMP^^~e?O!X`qqnf2H{NooQ0fB*XuzpJ)qeb!Ddl>^=r>{RV2I8fd1y!S}LT>tqBP-pw31KFNxPRZ!@ zIsF?z} z>?^MwP5=PQ?mcV=hXD{@DIk?6<8{MU-O`jFcjUC6AfVuj!_w*m5B&i{Juh6VFS#@m#34s$+GEs@{i-@!aFNP)fS?!epDGfzk;gl0!0Cj z5OMLrNdc!+y{k8`a~R%kW&j)pBE4ulgn%^w^1SREVAev?DhH>@UK8Ff$&p8OE~ zdl3M2?`7um`?#%e|I14V5L*!@I0)QhBcSsBUTJD$>X-`n@C&a#!>VX}hcx{hM(CF` zj1n)I0k26eleW8f@Qym%Yibqricft85BRP16^en%!ND_#0CBw*{cj*tw09@E{C*A& z-0+oH#;(|FY<_`qcrW)IL$CqhwF|~uP#|(fkWbK#4ZQyO)~;Z2`IOsQpA_)93dt%0ik1rN1u+l2Jrgxuu`&wf7Yk%siQa=i{BqF27T8@PGv>dzhgO{c1_9vQa~bzu^7TvG zfcri(Lv?;4mfopgL!SaI27=Jj#C$&w;ihN1&a5j3o`o^ah!?%9y0#-rhYM>wk+61Ox`z<5{L(G^#$(_vd?*IR9;KK-Di6_Jhxre3H$j8$%X_%BVpw6v!31DEu*fuh+AtX zvIC0G==5`utI;1-0XTe}U3rv_3HiX6?cgfIsJp0TRd8GL^50)O>O$}+7`?Km_#R;& z3A|BT7k`Q)#2+kw$M_N*H2`Y3w&s<3q);e8;g|pq5wGo<624PWs?ZiCGyB*6t1l{J zZIIluO?iN_o+&vw>h_%#ytAlk5epu|B98}x#EU-FqI< zfdYc;8Bu($4ickjL4CTYd$2bH*%5x7a{~xa|9G1+1%Q5i6Y!lrX!Wp;X5@7XRIHR0 z5drFBxhntWE^gF4`&ng=1iHU7Z37z2dppkGDU>r@yUg2fMfe8I{({CP&nYFKt-kCL z^GyKbjEHXtZBfcnTgVo5Q%`yAELd9TaX`&R9EO3H{@cjwqnnf;{M&yJWSTokJ^Itn zYxC^HQj5L_*Y0jC9C1D|=WQbXoPK-U#j@vf77g|_z23c^zx z9^+cQHZL7ORwI=Gflqq(12?m-CnV+1XBQQ~hpDgwsx{lM0{$rOlh61YQh>a1j=CHi zTqWq1)^MO3rgonKSO7r?0{6diWKXpIqw=c|oOXf3!MSgi$tyy76cOb*f%0rhFT*T%Er`3b?P_ah*TNIl<}` zpRevTR|NDyrEnltJFP}yzJ}88C<69cjJc=Jsp>B%?x~3qt5PQ<#2;>|H7gAS^bMUs z)y-gNaQbu;t`-XoteHXi6Er(>vb%1wA5IVObwdOPzPoD#pkL?jP_MO$S2@`KuAy$N zuR1B{pl%j;@sf*RWJ-lzu>Gn#?gA7Sa8j8;x>vWfzI$P-9p?~lpoJvPbvQk7-D%^| zxB}1^LTFN`(DfoRdQi01)4fiS2q4`^0u`jQX|Vg}(FYTDb=l&iF`)s0DQi*ZNyq?L zw%%6M7sONwJvzrfNAv7%wak4cKFBJ3Af>Zd7T3J&|K8qVBFJ@uKyX*avdSa`XQwBs zN8akIYqkR4{EochU-x`Bsk^c*+rabS*!2bP5&dSH2 zs%LKJw*>YQ+*c2*gWHfsW>$YmnX1D!0Le9)CXdE`SQe`(t4d`=sYoJ)H@W)x+sqP(*xK zPzZQAFvTNOZ?60);D&Cu{kOqUf9-h)Ud|Fz2b9_U>FyhJ++sVbxduScv%IrDoIYQC zkoqdu>OmKDeLww0=-2D+>M#2_b!xNVxQrY3`95FCt%$b;Tq^YG+MO2A3LV?I%Rs&L z@N`mp>EbieN|AR-c@<*ssL(525Y?tBKp(Wn1fTiQWY-2Xj%KL^;&Br22An?rkq?|; z{T-aPIBn`+|90uo;Wh+LCQgs+4727t=m=&2nxRSs4-=z=eY=Y%6q zB0=2m$?bvj2l=j>uI|yI@oNx3pvU|LUDiVc{1!@UNYq^!$HrT?zvB>Mc@lzeSD~iv zHjp@<0s_?aVaEBn?`Nn##n?n}AC9WQt#J4=ZndPNE4!f%t zN2x3EnGgX0_nz!B;Pq9RP2E>z3n*}404M6RQh%;`xYcohUFk6MH8$bsM$@C6DY~IY zx7L|GF#4e>OcdJE?hHib6UMGl*&jU?lu`6&0k|v^%FooPN>udOW1Y~G3?X+mEgMd= z&#o8$$27drE+8DdWr1q+p8aF_)9uZWcC>0he|%s^jZxs!>h*o`LDl7tC8O27a=*}( zF#!SS#t+r!sq53iT_iq8zSHHI^uAix0D9)~5xRS`_1o}T;aaZ{k*DDK6q?rtTIgz5 zoE*H1HBwjK<#Fx5sDa#!3B7$LZ!ZNh&Y}GedPJ82c|6hsU7a2Q@U^Kwu1Hhg7p({! z?JJDy`UiGp)1NPNDg+RjM#E-g(7EESKFb(UpCT^0au?EO`9c8z{HNptu^;4A;PCWy zJ@fy1{f!JFz*taD8O4`s&5rd9b)+uTyT<6w{YuI>>MnYfU*>Y8S-iwJ;Ub}I$I6}{G`i3fedw_P~he6<7uoh5Xd9C}e;S$lN<_O}oK zPRSkYiZSV>@daIJ^6RH5_vOd*E#q6)Q&vFr(}lXdR>CvCxwm9dAavi!00ATr=-~S6 zt1c^aUA*hpKeS%QkTv*tbUi*;5znx%^Ad&bKnpAY_4P-vtM5=3S7>K*A_)EBRt@U< zua4(G@A1f;xk_m(`qunozLb&E`R3PWMXiCIdLHhrzaSwjLM5Pousx=)D(zKwTVvl? z^VS9$(KscpR_Lt$ws9NrnhAix2VXxHfq+E9R~zi?bXf`LbBIGYAzloR$yW zM8NaowK;Jy5#O8UQDgJg{+Hd{Y?7p#^W+Y0Wg17Hw4=J?z+c}5$PKDmk7JeksmKvP zw|t~cd`^J_KJvMK2=(bt+*fP5KF1j^flrW)j+Y(#h|KBE=}Wxc0@`mSz25Rd_w@n| zwFNyRx_o|e0VrKOl>l%w8|L<>{QfeELr>o)i;mV`Vzj&_p@))8)u*17JJsJmp+kcp zE6~m4xz24cI1oz-VYH2dA5B%Ada;01CdPBb9YI`!pN^0kSX2Pv1YZ+$@zA z5Vh(*CvaJGS^TtE1;E8qCx}y^fC6X)34l^U1+a*UR?4z0=;;)vz(x5VRiG26pc8-# zum}sNi@0z)bvgl}f)KDk0bv3NVL>4R3h^D40HWteaQ9j;BlsTv7e#&X0V(RX_Q@6b zuRl+YqKCP4iwF>kF6REaMWu?+6X&Y$R>2~^OMhF3njTaTSm>|;pv@9TA)Sq3C_e5d zano(lrartMETCLr=Hk$vxFyQd$cFml1^C)ivkOQT0Dw~8^RTd1k4;7hdZ9@Ggecdz zri7P2?vC}W$bntI7r}tS00{7Gzz{|BX{i5Y?@ZJi$8j)N1k~X2DuNCgF%jX+yU?t=7c1$Hzw2@Xt9r_M5{kDPO(D)KWzQ0M{>ju zMvl~n$xu)7qiYpH5Z~MEJIS?4Rz0qvZeKsZ>_;02=#9HzZ)=N(mAOA|9A*E&S`A(sMqakEjTsRuvG^X@W9p6hbu}(z8XY95tQ< zko23!0W1zjA)SzJ-7hA7cR*RHmh-YvRMMBVd$z-6Y~nM;><$yG8ks;py@obF&5|TN)(+yFoR4PE$*-w|tx~{_5I4#?^(y$UcV32YwRZG2H=L;w#nT0YO zmZAZLq>{JBdV!E`*jG9B!^W*-Uk^HaRpMQ=dm!G}3&<|R`bKo}KimMlUj+K`qh@jd z^;Z9W5*0}D7%f(Olo0y(wqeILR3OPdDG2rO4X@aAc~|xFzMYWwi$C?3c~7rqLG|Nr z1Nz1NmrWjP?@0OLG00aZ-7fB<21q0#l0St9g}|GD$s{1mq?xl*Q4M*u=OZ;Nq?z+_ znQdv6%P8wqV~nbL{-HvwTB^>c)ADUumQzukw}pb*q{;H|ccG?m2m(H)d~K*7fP>>9SsCPoo<0EWfO?*X{&_$y}?3=H+%6P-|K0 z8LO&m)>QUKe*M&Fy`8hS}12vF(uOhVK;|)c@ zJGx8i;}rJHUV)Pb_6Pi6UkKh{9LOssu~Z>}gn%Ffx;tRfswO?>Iy-{A{3!+2B9>TY zEX!#*pO^D;vMTGGGgaesKA-;c?X)cCIxVN|q;WcJvTw_I`{UIkV3Uj*0#eg5+c^i2Ozb9%$^v9Hj|z+1xnJ-BxKHc`Tl) zN?#czB1aJY*^^MnyfVGYO~}<&db~Hq-SBeVTmSc8=(xQ}_PEM4L@2$tIinseAubPG zg*MsiaRrM%lbbmJ54n(c%dupTH-d<}CNz&+5Wssa2qX>OsdICmAeumPgm}~53|H|n zhuiMfxu*L31h+*0e!ND5fFwUOPXr(by*G&}MhU(E^qk#^RMH7B=X@4I{g=Hf(QX{a zfhb6}=BcPNrWtlNQ3GJ`sJ$Y`(^K~XEXppZ5fg<0=lILee3l$-LFS^Wzj5IGV;ON++cCk zfM5iqXqdzAp{^Y-YA7T$1((s-|a%76pItB!Zo3YpYDEm=Ryw;Vi~#klf^poHQTZAJ0dvpF#Nlq)+-@E_ z!D=#jqCl|8;+p@T*VSp!LDTKZ-7dH{=5a{|$EtbqpQa-nV1BP|$Lmir0pME#F50jzf-Pd}|s``fv)IB>2>h=9FdZuj#h{?Oo12HgB2DZqt0C?vR$ zmkrJyHgs-hQ0D&m^r)z*Pii=*@_FJDa4Hv>Yq4f{@PYs)88P=BnX3q}s`BBR4#QX& zC_@pf6!mY9R`OAh3LH{3h}$pK50510;gs{R>L2=t$TSjr8~lE;2#Vi@Xc0VIhXd4+HHJn%K z&;-GJQd2Fw<} z6y`MIn(=_=xAt*S`h}yZq+M#6)$1Dr_+`fh@Ezk4r_=f?($d3!6!_wA5CfO2GCmn8 zCk$6%{{T-i)3MKdLQdLSc3HvU<>U^^ufG=#Gd%7^{<(kPFflxw<^RAH9HjOyPaW4> zoa2PpS)P4#`wHGeh>i0VXLc@AxM8ViVHv)#V$ z-nN^NtOJ{{2*Ns8Yp@_cmtO3lwcU;x-8>emf`sYP0J_6-P$aNWt72MZV1J&Qw8#w4 z>(|2rSA3il0SxIK-Fb}A#XSJ)auX;6$NrVNt(N}Q|3u`Kek!5;JXOQh;$CpMXR)>4 z4TZmODY-|m;-*`GQ~D2lwc`|UyRjnkM#ndVC>U`5*XM`NOjg0+AMvM!bEQ(}U6c>Cw>;vUl3Hp5np-mKILh2MZ6aXoIkXqH#Qn za;TPJ5ro^&`fa_dNW)+g*wxVj4HsD!4BK z;CAyU^QJGKjM>n>33tGZxAF_dnv|*A9!XN+A@>kVp}LW#x?>79RO4$t-Rxl5pG`WgZR_p z{>ru~fe1VcGmrGyaZa|t)W7X6F&q-595Nm-N(OinYRGzx^+6R;=~`7}xh(mar$AYK zD7xP)yjj?M-br`>P)=xCAq<6p!y}DLZ`*3@ELt_)YPE`n3VELa&8x0Aqw9f)I;uTN zQ6NDu{W!MUumIMto0r$umzUSI@bVgXetlbS<734f3~_{ZeuoISERjIdAm78x5C1Zx zu$-Ug9Q-tWMt^_s z``A_wkFl*JOz#=19nqodpxLNJd`nspq|$V+ufYU`nJ<7r0u);H&Ib`F5(BzmDG+?B zUu2|af+JvpL{tg`kaCxxKp%m0oprCfe^?4NahML>FI_`{&h9m7tW0YIlxinLenb{S z>E|(w%-f|)z_X2^v!#~nx}Bym6_#lvEs~^L8dn+opoVpYH%H=TKDC0HY*1XmuubfC z>$flho?f4RJin}8UjolRemp&eNf7=+(bNGm4jGRC!QJ=Cd?FV$iS*C^M@is(anGAx zUyt~?H!Se2e*gh|*R*!{JEH;oWB!5Te7_%a{)%(0>s<7!o@2w$~$;r>+cR6AqnuT-KschWpw_bAAcz`y|SwQtMqFNQ3_x+dLd39uM7_y^0le< zR_r|B@4N8(9pslB#P8GpL&tZUDEF0h+S{4I#&F3A<8gk={Yrr^cX02NLc=dY=6EhY zKmH;Aj$y!cssJ48+{i*kf(cc~RG~6dJgJUilmP&EKnyh9*TZ`!u! z{e2%4)JmaC8%+Z%G2dmd{QB^^bgo=A z2aB~dETkZJhX%Jjhc$gGM0_nKxxiTUvk zPPfMLDTRTtpf=Yy>?;G~b_<%C^<(vdk5z{Cr37>l-%A&Jm(dh8=vT9*K0Y+?x)NE0 z3%tICEfCEA_37#9e{uZy@%$VX!PA>UjKdVzbX3@?!5#2$~VA+#>S1?Xfs}T z;aQBX`UC67el-k~I1Xq097&3-mmzt2BxYDFJotT^0lIzHhev<6>bhQ&?mzU8k!=PtD9JBaJmtp$Kr#7qbA#S?!Dc9a2L+i*u?0S0)?T4ApLk3}L9dE^JKZpG6^2 zllmON7`&WnR)<+tnEL9`v}m+gSe;I3;lA)iqc1A3>{{1sOOO9rJ^uUAGJ0b-3|1Ex$~ZSK0p{z` ze4>A3!TgHh;dUH2F9NX#zHtV902k%!CoPDAU)6$>#N6llH()`L`)`|HEdtt4br0j& z{cq3LZv1qq8yvUfCjKTdI;_j*2I1|x0O1}Cf5(ZgU;NF6Y5A9o|Iz-YoSa?YWSJ&= z(d;_ay}NRA-wsP5 zfX3nG`&nZg1{igt&3$*6FziQB2r^Yq#<7c%`Z4iKQ?9-yssP$QcXW_!=0A^s&dL`s zD>}|fG+lfyJw^=<>4r zKYQ1~m^kh|HP37+B)Q)Iy?y_$^Y7a?2?^PnVrza+lF^wH;T)~anJf>R^@4GXaCsxm zycr+tef!l{Wp(FW2%LD}gF=CKZ)aCmv)Scrb}^gHbhtn(4c&R0GkvbAz!ZXrry+?G zcep2j(5P`9o3%gDTdl24z9iwXvQ><9a$=HkwT+e$bM1rM*kq~&TYRa!7Dbu>k)1gK z=VR01Z(jy|L<}JE+aDSm)}hY2t9BFUxYVhchb=p0@E3gnx@nC8M9&mj3!N=3=bjb0!a? zmpGQ^+^euER@JU18J_xo<)+KPhS8-GWKw`1eNTCTBKLMm+09b$_K^uF! zOG_`Zs4y>Z1VJHEc!9v)j!upq6dsPo<)FZ>FV(tpG?~cB3BLbcA)ML@C{gI@>gwY1 za(4Chy<-c_W~w33<@fKdKYjAmMXT!0T2yZE#}>7&St5doE^;+@fqnc0iwpqCO}8?- z)!|~$&NkWlP5__D@&_`re==PyqtAYrr6$nHXEVmB$kax5L)s1Ly;4jFc6q1ff~7gX z6cI3K7uirSLkYB$yUY4P)K<7a!#VW<{xQf%Gi)Yz#6KWhwB1?<5P+TK^+4z=hruEb zEJ|P@sL%J(mOe?R>&l&5-nvZCCxpIer}ydF^V7kBb|)JcFsNi%I_q5bFG)`liaeFr zMvjhAR)-8y!@OL1q@o|y1$!0bk9ZjCM$xQ_7AOPRAKtelT!q(L&cmw_v7@dK3k3s?DCB5DA9agmsfGiUF{0tT4n!vx2KYTuX1$AS zO#{t{TC2XE%62{yDB8ijEx9^rU|Sq7pY=3^3<3R&Vdl$6xdt2spvNlba5ISp*^r<2 ztJvgH^vD4K!xUj6Kyxn(9NqjyEWKmqD@M1`M<+FaPDiq-(}2k{T>IcWyEF#?gfz4v z^_M#15@?7nfR&|xRMypkwR8I;hZA3;RZ-wis@{>_P z;2t(!dW8+$Ga*v^>FFw9)= zJOZgt_g+lt9;i5-CwAY-&^k z0q6t>8Z?f0Y($7B&}R@EN3gLA%6c~=$u962xg^_>p0K$}-^}mQKg%D$ms4npB!G?N zQn0yz(9#|L9-}YDu-e|w_d#siE{1h%kLs= zACb5QBS6UP-PG*9*J#)wV-+Wc_Xx|DwKSwI1=Q?hip#Bo)-uht<3jtY)d1!T?F92& zdg-PG}!WMwVcC@P`{#=^~0L^S#L#2^=YzQ(JY_1P_J zsi*OG-xzfh(}F>7-@U)Qm`$e_Iwml?yt=%&m|jd(O&mN3Zd?nq7(wKTqZ`$TplCWx z)3V+%8iM&ehwLPe27MJ*HstaH13EogJ}iLz!k|FiTx9(3cDQ3e0id@5lMJOE5?UcP zzYORAu~+P~%jjiUYd7##tIa+k$94z?1H2P66t732Ap&cvfC^k0&&s;Y-&#Wp7!fDx zJNK_LrYOsQd6o=RJHmy?Ar_`tB9bwpPaWrWQpt+vqR0Ac`3y0Nb$1D>AHW=r*v0SnCQ&!7coYc8%(J zF(6C@5(Hp~s`Au)jZnm&)kq3Y?Fkv2mhL}17#}JUc!DDM@&d5dnyS=iR)%Ehq@Bv(b4$mcw%5|`S(f?(xHI!>AA+)+1Z;nr@E+e zft!yvu71#m8)J+VqFZxA4Boy>L}*YLQ|r;qml1aHl#rN{Y$GiAy z*;Hix9an40%t$WvD?rw;6jtmr!))i~X21dzz}zN|Ks|79cgH(*47k22K8irp6CxPD zsYu+_h;rV~y9zATVZe!ofBfmzNd?|(?H~mKuV25>F#%nePN&KgQqk~@IuGA{(sgtj zZs_UBjufH+0f;b85u0RibsYQ20YYo%#+pg(>nqFwn8y+vbS2wu-0L?7{O}L|xP-le zhy8W{hBu(YWlC`5@kYe0fmVMJt#+90Fogj9H(Gy%Jf(*^WBe0o9MM&40BC(1Vu$o3 zpw*Gq>5ncCB)Lhw09kCFxM1_D^#Oj1g5W_#%hK_6?pRgzAOH%V`YT;q`}>vRe>ff= z9=HN8yT#53A|{motTe2ft*try5CP(M5b}49x%jt$*r?DD#Qb=9z6K*vRlD+ZY4=L1 zs_e7SM~m|tK4Jm~AD_vZ)kw-NfGhmv*gV3T4Ta@826EA65h8(f0bs!bO<*8}0SH6u zWF-ExfEdT-f3j1IR25LTazP`f86Hm#CzB(km+kH8TO%5%h(zf@T0!)3Ha$B#fBnW0 zgw9USFD?}cd{CJHEg_?#9%2}2h;G{W2%}Pr5`pe1$Y`mVN-B%8Y4=SeHo$4aCvPx4 zwvpt%%)2y&P4%sRC3%0n8p(qzp&bT5Oz+(8D#Q2|`E8OVn;D1(0C)hTHAGj6#CbDw z835q@it@FJR8k1iKLBXasAy|L%49793op^2Ju*gbtqq_xl*dp2Kt?xKhYg6v$1~G$ z$^Cu0SDOHM_`Z>B0)RlGkfh%b#t>je^|WaI8tVG^nk%a2PH zq3fPi-j9+u3c>v53~S4}253bZF6Qen;ibgdN)~(I0YlOGPw^bEq+v4wK#1(>{s6iK z0O7qv3Y?uoEJqM6_a82D&R-w`fC3Hmwito9Cj&#vIaUl}VZbXx3NfMqm%}T+Uk|pi z#>An{16NyWUr9p(l(zi%@uRv4T%1o|zCL~Z>h9Z-&^ahoDRY)h`6e+fQ$TmvRh1^uK;eABu8i6xPt-!8aBzxHx2+`835p> z0DuIB4ITg_vH1YN02nd=Se;NxQUN{QQ32eau>_}HAGRu;b?a?al?4i|+IXNOf93X1 z#+rP&5{^5H26mi&*MMHxOKZdSNCI^=&vXyL)eIagTz+-NUjP8e-vI#7F93);+#Uds zNlw!a03=@r4+Q{WcXE}N0uVsJfMNs?_@Im0IodtM00^=d6p*m&Rpu%!aiG&l1rD4% zK+(Ydc-H}e9YqP%omIuKIt-t^Ieq!!<+B&hU%h;#Y5}b)s&2y-X-u#!^RnTQJ_-R0 zgtQ>dV*vmyy1i|SZ-In?J7@rqM{)O1qni#;wc<5MbMEWU1lmwYd*&h7Y=SLq5!5T#_Kp8|Z zAVB?Bq00ht5cN(RV{BJ+K|LB=%E)=OAAM4S2bTB?p{qV`jiTaEE`pa)`|MlwP zLQ9CgdG_?_vuDqgAEe#_??1d(Gl5SZbTc<3Scb?;O+*!z{Nwq8O4L#6lo?tWc3){6eS`vM{9JNYZWJ=E(Hv70|hRg`QsP%LYW`KZ*OiwhM8JXdPa^JmXrzBqmT zW_CII`01l9D-q=cIca+^DML|2Gi4fUqAfM`@vsqqbj{920MckRxb%P#faLh^Umw5m zBLEp6$vE}$BLltzkPg}^|FRJi_x&r{Ky+MJs4rNlOy!IDhvjIT*lQ4Zd0tBpp;p+ncExu#dV>Nsz0El%l z1NjG}xVKPNr6&H>&24St1qljECHU;Cy!U9bulfJ3WBO~Kzd&^LI!qPz0%#J_ps}jV zMEv#G_I3zlR~^CP4Q>S_$Z$G`Nap|`4FTFVRC@rh;&ni}N z5uC4Y>yuxXDr-6Co{iK|*b#eN>CmI&qi=N_;P~WlJW-thfSa3Zbr3s0zffk7jt1z6 zz>AkJrl)6DY9?@VJA!ET?~eQZJ(U`$oq*6(retO9yojw0XE%}F_0xM+4gk=|PW@ZR zzyO^xZ#4NS?D`n?&{$pFtNVTHGZpTW{{x*`GKsNX0I(*a6dH@2@FsBYpH9m-;CBF! z1nVMTn+O1+jlZ$R<|}}E003xF{F5fcs`lRkfF6GWreAY)_rJ|(v<(CR)Ts@}5y@2s zB1R{Y*6MU;%TgH>H@DSY1%c*ED)7}V)8nIKrBUzi?kc0gIVc&4{rYu<7DJt4MizT= zSD!3R003t2+H=YdCIA2%0sz9AIbR=0Uu%`Lg{LNR?3UaNe11Z}x!#**p6P?}oUm2s zAQb;P=3h$+g#s!Pm>ha)kdlLrk9CAV;em)~d8^CI%a^ZS>uA9L|KI=Vv)YQion75r zUt3c-5}X2H)fvdhz(9f@Mlde$yI~h^`M{r6mJvD_I`tp&6XaU?q!M3qp$Npb|cM- zEhLSn`IOd{clx-oRY~H>zE<%+@YU5PM`KssM-!%zuajQdN7yikR}^QX_Wgy{6*{OyOgx7Rm!pRR+0fa-*u zP#7{7vctlLMl&LtXedSg^~PA+*v2+-8a>iR!~$Cb5|?SXW>eYiaZF-UukV|$NhANr zj_VKMGHekLkuW$?c`sglj^;-Nppr+W`i#e#52>@#;qIQsZXsgHJGW+V@uH!Dr2RKw z{7P8J&R{US#z*&7e#3W~%oK{-E;a6bmKO(U4ePxXNd00gH$?&5yP&mJN4xZJ{`Be7 z+jnXicBwXDP8~3re0Aam1r!YE{OfPO{>Q)ln`Zyd6$w07vGCIu&tJ@@mp3;zs*$Ox z(T=TjtW1i4gCQ_gZDhyAz6qGYhqWDJNNl0Qqm3;9=r`vG6reO<21)^HH*A!!5Ri1^ z_!+A&nxH|K18_9xa_phgE~8i4i@ z32ul@5ExomEak_Bc()i8J5TiCN`UGhz&Brgee(6!I{u|YVOkBetV%5&dUk&P^#7m! z*MI%j)Bpd!(>HG}XKz(GU|2y$5EO-Y`+&mIkQ5OJqSXd<+07aQp#Zfk+sfv_478;H z4PO9|n)(fj0+gW@-h2T-K2%=6S{m)m!{8>gPcb!y4*)V!A2Gn6)glOd;-uFELk0jn zdst+&|B9R|W352~fQ+r>|C;%7f_&4rgKh# zuf|DZwNUaNzRGHFJK-z;hZ;lHiv&i6`+x{+P*<)D7)X*qEG0Xlg{5eNxRjrEWF#>U zTnEVxcXp!!BzMOo-5DTe#ce}G0O{y*2O#}%yGb~DJasbRXD?JSJe^M8e|UF&eG6lDJcI2s`tAS$0EqDyA23C7aqA!e*ry@bbBUxlT>_x8s z#^#o-tQ(t`8Pd~{29smTlT6+}igp58EgRHeP@o`;XgyVz)RXQ17Se~SR5A?GFqGd} zr+GhIXjtGuZnPxQhk86sIDI|Y1y2hQ2B8u8lrr86Azvv^;PU!hc6p(*#(8gzRa*Sv z@zJYSuim_Q^Xm1hqvONv&7Cp8_Rhs-XrM&{Qnr9etG^X)N5fhh+ygZpfDN*qQu0^su))go^zQ2Ns=gQvMk5Wcr3zw+J(c6l-)|%NICB7s%c4E)jt&W4z|>rGwkF!C zpw_Ie^?&hRa0CEAXLSfX#0Wsjy()<(aoR>b+z3Egcll;6cLbnx!ACv?n5*VS%#eI*;!4zTMRn{xRNC3kXoAWQ0p;w{I| zBn=f$&t?b<`3;c2dhVE}HL&wK3u#x~JObG|D9g)86>Hmvr`~o43@|s8hFJ{zE@93# zWfsA1zb%vdEa^Qoibr=*B|=G>GJwvf3FAknuZKBt1tbl9VxJ}~lID=!b5acZ^5Wv` z;#_udkp={UB&f7R4-XHYzj!V?K0X$#1~3ZaY}dn4EhA|_YoUilmCsR<^YZocX);sT zcXdVpW*LBo=DGkV`_1TnsIHVeW&diSGbWx2KII*b66j|>3Q zDM0-v001ltZ=t6I0D}Sm;0pi%Xi&Zj`{aw8?;ikIiNGt$e;&#aU4MquRs;aF!&Wx3 zj;pHDv~wKE#P}IoZAb|g?nZf&L;dZC(7!m%s%;9uBwvS2t3t9gG20=7!5x=n7+}#6 zXCSW(Enl^JuVTh6$}X@skX+1Zt+551br@08op=reXbifO5J;r`UvdvFCnFUbZiWT{ z^uuxnZo^mJ+J9Mpf;j;#nqlVej8TF2wW9_Fu7m{6&d$#Q7SKtilSov$7cXACe)00< zi|3LP-3XP!s+4eF*N$q&02K^0b8huzwA-y3^}K!3VJQHh(ED$*n?9`EJFxKed3gX} z36v@Ty-|QV+}%l_>t!4tkVe(vpepEln^wIf08s4rG^Q5~|Dz=Q&%zQOYW?oZ6$Jn? zG#fC_r)gYyvB(V=PXOSK{_oNI@9Vy3V^c8F4hGTTkVg4+AR&x~-aBI;RTC+lE06K` z;83xDIV&5R8(KPPBr;lr-E6NMh2^W-A_r_QSq=bjXaAyHW2abW28->5``iVnmS6G& zk=BDn2j%8%uY~~(P~IEB9m_DcJFCof^0b<7vEZI5?@Zi$Wrl+?(-^4nsTWD_d>B|8 z4zHutbuHj6TAg@7FJ8R-=yiBJfBjN0Tk@dJ`{A{g90iMm0wjCM-6ZlPx(;8$7CVPa zErMCT&i+Z;P{XQu|I02G2J~J(#o8{qMo@cTW`D5dQztMEnxRbrYCGcH2QLWRE437j zX4(@)`akn}kfD(!`gcDV0MK5~)P2#;a6~`f#x(J$000fxHvr3q*3ACH0LE}Sj}yRD zu|psU`HSjvc`3Hf(368|ur99u)^;Q=i@AIt*MEC!M@oklU{w6}834ovpkxrK9l~rg zf^0$mGtMvgQdoo8eFd@!B{~9trj?6*-kW9XnLmTH7TD${AXiDer?Ck!fLo3^n(F>( z!`oz`*#LmId~`C;N84ZTD69d@WX=NRE3|VKm`3h|%--k{A3N122>Ut5-_9J`^Pd2~J*@QH?s5@jq4&R>E?qVNNCz7pMIHFqn^i zj5k2`2oWBSFI^94lE@#C`S^@XMGuV`?D_a&yWF)&UpqDuLuB?A{_4OvWGi(q?*%M; zt4?_Upg>>0zzqY*{4HevYAwxm<$VBD&6z1K<@F$)w=inq54IW(?d8Sg`_uPp>wnwd z+dYhfZ2O1%5)1m`^DmwsKmX#hPyhJipZxy!svq#jZ@&Ke?|=WhfIu8HaDW{%g$%s+ z36;qJr04Q$1ZN~ZV+lp&9%m`iCtKh;EBl}>AAUHVU3&x|8+uA#=&Q$3TK}uRz+3+# z0NJqmBLK61Sl>JzU|A<#+iyry3sHa!`let_H#DBv*F_4LDdSLCt7Z|++N|pzxCo)9 zZ>@hz$5ZO%F~?U9$=>cx5cl6)Uk^%!(dlxMgn@hBPrK&HN9UjG9Itu)sA zU9Lc;iH9Bm05CNhj^#&McJFQ-3pjh1Pz_)M05G+V#WBd+-y)0iv!y=jBSe}SEP(V?$U{tHROa6X=Bc1wScj(2$r>= z5NsSv2AULe!oXNN`FP${U@)(ij$F^QT62>l)JzZctvX@`n3+t>i2+S8;L{38pXM}n zSu0zYrPrvo!`vZL8EK8#$4;0DBvNP6B=|i(9&B0yhQXY7V*6j5U!0wui4;@^Qc$(E zy(2jO^5sjF4p5T7_V$jowyvGfLO=}H*WSByLBFS#a{)HdAaUQ_yL*_D8{6HBN!nu4hrjezl(WJ#MvW$G0`Tg~R*3vY@p@ zznb9|SndEA8Wp0LT`ybi{r6Z*w0oJb?f?KtzQ2Vro^*^9OvW)EDoKL?ceTWPg< z#)jfyt{i)o5wLo0eh8V-on9EX!p6tVy!^DB4O!c1uiCV^po#y0t>PoS0Z8BMe85;W zoBe(pEIy~r1&~%D)AJy$#oDZgla`-s2vP>P0fDT7gFNz-7U-DZJCSx{dr%84Y)|sO zL5f+w5a>xf6ZyQbSpqja8l)Y-_+ZY}PN$}Z0nRVZ)%2&~Ig&ahh0LEne~}XLx3;#c z3Uy2-)|pKDbS&gwUPYTF7)n!G4iU>PM1@)VV#(gW3_$OKr%wO?UAXx79N`7l4 z$A_-v(u8E_R8L?L!_updvF)0LzYm$|%MDO2=X}$sgyIVUV{jXI6 zph9*MCxKvK`i%|KuIXsK#dO_4*val;@o|%XRNJPN3J2~XUWc;9ni|Kxd5pBvyQh~X z2b&ARBK3I+&>MyaEb=ADMH`3B^V~5JgsGHU^0r-cBYj=_2~C8au6AnaZL-F6_z>yS zjCcyzH*08zq-5_29DlH3rZ|Vr>gRURZIBAi|0CXh0_@=*6SOF zgT%l_1MZABpon(6bUhOQ)APum06>otG(1y;1mThB z`deU45`&WSRG#nlrl`hS67>&kA6fK1*--amasm;pTjny^f(Hu@jB!edO5SELljTlZ z`B~dA0+cm(B4AA>cH|G-#tf9@FZN6VFrkA$b=)nrm-Kg_G5=fvut{*5|b=h zL<0s0F9AW2u*O1WWtpPmz0bMh8Aqbb`zJZYcLmx>r6e1j%zIXPBH0$Inzi@4GldLD zbGsA3r+m`*T4S5 zAAa}EH{X2w?RQEfSYOv^ZAjW^w_$T=$=Jsk(Z7h9T4}$pYN_C^-v1BYfCujflI0L+ zvGw1%U3_S_Z_radHA)s+Lim$Y)=%DqIDG6yp84qNRdaRV%ab{8D(j809J``0H1#N2 zJxW2}%G!a$X8N7YinYZz(fZxk(P0ju@A#&xAAH(5eD1Jhv+^Cz9cy? zl1)5Rg>hasYuh1B5k=YEirBX)7DOd7IE`{a{P4v&uY{JYf4h&8Bo3?AD1c;$%Jy31prXKe#-6~Gzm{E zm8~eM2;Jcp&(^vu3?A+#51@A?7`E?o{*J+&M;2E|F}Y=>0d(GW&={6S3zicYD_D3f5SwIio-!xKyejNjY#E8yjK~>?)CPZ+9bj{vpRV_=7+K)V@L5U_&AYNL&zF zwj>2Gh2U~`2a>#_QYL1fbcnNj`!1uodU z{;9#E$v*=~(A$BIEE!NWQlE{j;%}OCS~}Pmtr3=Xc~65N4DNl;Vx9+}c`Qx8o~I!% zG+loJC27QYol^!JfqA2njbUJpu@(#)6#dBF8tK)e3VFXZ>o6Li)PR$dlb{%Sbfn~+ zAOHAAsu~~|pz(mOzWU`K|M-V@@4mad49UUT8-T^+?DdAk@~>az)|F{ZvM&-ZfG+fv z?*7KZ-N8xr&z>qW^j-;$L;)UvTL0bEn>v{kHY%o|E zqDqMohWP_rh64?QA9k$*PqvQi$7b1QUD3lkos$Tb+(CMO9eo8!g?MsfJrwla-Q88# zUn=7p+naLIkoX??2+tyk$@M4wP2o1nseTNwsIV1-wW~bNreilF?X%qmmi1aY%1atx zW<0q0br$0siOk%{-R9{%BBj3enpKC-qjvQ$n)A*YOV5$>HO0zGg*GNiEa74wDbNzTYxHsnn1c(Z_B zX1#}pk5dNCl}C{-fYus%7-4zu>ZlnS5`_;BloR}HduQt>Kl#zo^XD&Lz541GFMj>2 zum1U8{`B_k+sn&S?ShSz({BgH7GYH6oNR;G5_7bNZxA*gP2ls(5EFU(9!Q6_##A*&0wU7;FWR`JBtnbw~rr%1=JIt3} z{(AZ6YX5N5FR(3`cGLo>U@WTSySTcRNZ^ISfWr}u+1l8Um$3V6cRSSbmA+?+%nVP~R7_(HYI?vtW)Gkg*s<c?nB1mh>a`0{1H;FXETBHTiDs2{)0&Mn` zy&p&K$lds85Pob_wyyezJK za&bkPuV+6wOT7sX`tccS0}i~^bKd*$iEM#{P<`$lnywOVCZju{i|R9>X(1~`s?$Hi_xW9i=%&Qv78?f_oMgS z695tz@2lcF!3^+|Aw8BnIMI1`lNkd%dSXAx<)Q-gzk|Au>aVna#;K{KgPHMWJoFCZ zqo%Q|Jy{zAz&zPXU6PUhV6&ckc<)@TV6ybV>roK+moFxwzjXa&;{0r+813461q<0E zZ<05o4(SCpJ}(~tEMUAXV4h18kQsB&O6o*Q+05dmst-U5Gby1!dRa{}(d$RiG%06a zp?ucH(baUC9twe7U8Nv@J*s^q=MctNhE)tTx2_{9$R(+g3s2{0(qtSK@U7S_NP}Co zbWJuN9*u3JY2qbM7LCbyU{*fPib#Z-l z?HuKa$-CMS+kY<<^i`nMRxxlJ(>xR9KW&n4v7(9eh9(=+6Yw|yJ)4T7-ly};&y_SF zQ|=}87fJjLcmQVr?>LGnxv>SF&M@@4JpJH|)wN!j!uNGZ$Bhn}_Q%ywGw3+>*{v}a zE*4|c!g|n$nJ~72M0kgbmG}KjJ_pd0wMBL@fi_y0R*ssuDc=g89dE=HQFbd~$$53j zFdbTHPy*Ie=hjx^?BT?kGNHCy;0SHX1OQ}lAV7b53iH>)w4j0zft9xkeb(4L;h)67l*a3`p;(f=5IhD)bEHKe)df2=VX4J#+X@~I`PJ*53gF3c+%o5QNcz$~R z?*04YBiZrp?$&3Yf2w-kuiw1>_>-@G@lU__{qO(q_rLw^;_Sp;t!-?E4o>L-liJP% z3n&yt-PZ4YnRliLl~ZE6*AswwvJOW+P`VhfyscPWrc*iphw*_Ma{vrFpJ{CaI6o(q z_>gEjTaP5XPET+6+zeNa(JyrJqm0edgJI_ zGDfH%bDl1R@|nI{&2vJ-;Ef-DpF1ZFW?pkRi(u9+waB}QH^@LREn}w*INYM}H=ql> zsYlL?d;?_A0JgF*Rk(^?zFJ5f&_F|lF zFkZ%7MFBlt)5tOmfa&vq6{2&Ht&?&!48ZEH@CU%I0Pyhri8<#c+Z3Q5ocUFR>?kAI zw+;P6m+pq|?dgi8Q`fj)U1h-L+F69BAIby0)Zdk(6MbTPYjbaJfA`tm&i1xkDlsbp zA=|LxA3(>Jq#@*s)@nu|6KH*#KS{A~g}>3x(y0a)@}B-ZwJAX+F4N3H+-Lse9Hu*^{m0 zxiBcM8_duiy>SIGHw=2`t}Jy3tbYhkwbi?HGPOBnpGZXekP<)uVt%JZ5|$YSuk`Xt z+>;7aWiQ41l@BQIUsHjOU0GysW6%^SOz~z;Jxa?Y;hH|(G!1nu=g@737(E@6Jfq0x_ujkc$3`ul zS}!0?dZaZwmkEWjwc|9HR}LLTxMvAf4rI7ZS#S0`$=g1aZTPXc@l#=t;TXN6ao&t- zW3KHrtPWZI3C0G>P;~J%G7xixL(z&I9pD>ba&vogV@pU^{|n;-YqI3HT5wQV+b9NS zJ-s(Hj=|8(`hbP(Zt&0hgj0ZiJy*=UP^Vt@dN_ucRKw5eg5dq>C}si4%h!nD@$u2l z&fXVa{^;Q7_|-=rz4_?lpZ(L%e*e4Qefzh+zkh#vc{SSF*;O}MnX#VEkZNcQ6Xn8o z4;=UH(+?qiyBh(tNL~i$G8%9P z@$cqpACj4(8x7XEI^_Q89zPt?`}MVIYioOFTX%E0|GQheTXs-^7~cz->b@GlRQYDx zPdX4jcs)3Bx+{^jT%yuxmApRh9TSz>d%bmmKV3(M-Z^?r%V$!*USEwgAx688vietg zb9FI{TAg0zNaGWJkfm@tGkKnDIWxRn^cat#3^r%)XM~mvckPVZA@@AtTT6P<*CS(u z!O}-i0kCVSv_K5{OI2ts5`{t$yKuCNCKO5(FxUk1+I*&%0 zD}x#5D_C2;L&&152auQVO`;J~b}ZAwd6(YETreNU0g_74$?@^?y=VI(1^xSf|LN_rL%B+qdt<8`5#U9y&IblfGR@VYM!f9k2vSZVdp60~Y1_Do=)z z?&>GJ_GC{009c9P1cJ#g0G6MMuuQ{!?wwd7lM)8(Yli|T$foEKLS`YGIAP%lSQx{g z0e%r4qMq2QlHb3(BkzAVXsT@Oh&?SwDKWQAFgtM+yn)Tk=&bb9mIk+-P8GK069JF} zP@Y3Za`r#b3M_fRHe753OB1G1+RO*{JqmGpM@@vpUAaoKk=_Jizfe`k*-iQ?dUk4c zc+}3NNb+>cK4d%0j~j27dQ!4)9|Z;FbJN6ZA#3IzH!oVqT2BFj88fu@0+H%tqk@p~ z0itb0TNfJG-q{J5Kyx%cu(h$3$Zw${aXK&nSUcg;8#1L{(}dk>feO~ZE(V&&_8j)E z)y{S?p++iw zwv{exK(ZCU!#lvPW4``-ZW~MW*K2_HRyfMM`mw#XD#ks`hS7$~MpHXPn*HN-3`u)y3 zj{LCpwP#5@OVhY1Hwra8wjn!qs^|&K^oW}?+XDRAIAcJ^Ot?bExRD8?Gu73_#d=Hu zsH7ko6h(I=g1;-Ckdle@w6h)R-L1vk;Xo4#yrK#demgy3VLUl0g5f}GNo3p&+~3C~ zZy(#%8t<9+MEd>`YggI99r5ZLUI@J(BVZlY=jL3;voe2A&d*NI&tJWIb$D>_+2@~W zNFdto&wu{&ufP80P_{^Y>C7 zzROksSR!-AH_x3E#ChZeJ#(5AK5RI9a90;J>c7O*^D&b8@dz?iIjyc6fX6s!Xbo?d zU&SLJ0`brPB@@gbYaU2P};axRM#cWo$H?(WalT)~{P-+MM?z5okk#|kOwfgUMrpQ85O*M2k_ zi}Ke&p8qnAqQuHv!;wtO$^--Sk-GLt#?rMraW)ttAHxaF2a+1-XGj&(BuV`=ig!Jf zyP6R0g|#C6i0`6dfItt@_`qgRxlumM=B8dlwE?k(LSFG;kn#!)Yz1p7S{g)`*)t_P z-?%3dT|3D88@^5h7~{Sk3CcQ{G=7}QOG7^zh9g>e>Z%BKetv#>a{A)si|5ae)g}Mx zU;QhIguQt2;+Mbt)gS-(&;Rl-U!S~xuM=czJ-{bnr^&u(6WX|(>X?)@j|=p8oHFha z`;ZZ0PK{+)`vBbc$3HC4E({Mm(!rQ4nfxIoW%2T}FN%i@O0LxwG~G2o!E(o^@MeKF zHx=n+;jtF>f_-VgIUlEOL{-=v#Ca6TU+6I6wT#-pn3Y(D28|XsZbInNKLBix8E-Jg zBA6#HF2h6dY3H1LnC;!2g9C~E?aR+mu#CM339s6Gvzx@PmTfsFtv5u{r_AU*VniS(X(OY?-TJ13jd>AQ*G$ zzL{MI@d3D9CyAOa4*MAf& z)TwYp`C_X)0#NP`0Ofi1-36)phq3@>J5A`>O)8fGE%r6J;`q_d9GYkDzkZok02aNX zwLXr;@>icSu36@h@jgd2mT(G`=NMp8rAxdN5q{1tF1+*NF{rLr)cD_5g)ezCf!IJ8 z21BYR#c3Nf$NNu)xkxrlSi}BfS54&2eByG(9!P`5Q9p9Lo*1~Vz4sV8nVkJIsUeni37=)_RI zaI7$_m#yt+@kO9OIWrr(%9aVK!&MZ^vKAIFWIBZ=oUUj&nFNLl+*n#MP9TM!k*o~^ zQW(GO`;?tcXdaLe)7HkBgecAp^>$d-sczlTaYzi<-#>UGK=AVQtK%0x|Hps&`kSwn zJuKNP?|rJ$W&uA@5MEZ!?h@=n1<_!hY`Q~_f+z>tYj`ZSB*6^!nFPF|1ffoa+*kkC z^KM7?$yZ0+btw<#>M~{cj)Vt-$1|#Z?NUz} z&Zs<;U9zY1?h)mKas12}$ak8qYiN|m+DfM900Tnmu$ovwd;8BMm$efhfnwsDgN>*m zRE3HesDP@1iIgDkb4GGHDAOB2ZE*%8X@GkU?^qZX_6Ea)VD^oO3}!~&^Lpgn`(cm? zI)D5A{qy4&`+G_ee(~(t-m6zHKmO#Cpa1-4zxmZ~{`99mUFocG^|sp-h*B@6m6#7_ zPxfSFJK^XtVgRT;XqQDZ$3l7~%a!0Bq+ToxT3^wakMEV-63|^y z_+jdJPxbq3uVVtUf4q&R3Fq8Ikp5c1I;AlN8uQN1{{FsbKgx52tqc=cg*FlNZt;A` zDMvKs`z62(pCWtdaWQtNnoRP}1H*eFZ3w5VJpGE`=Y=q4V);0yz7kT3PZCFx-ybXW zj$H8hBM-=Vmx`;-G+-IZ|6w5cs%QUkeIT^Q zZU8=b1f6UP?>yqd2mt!^lm@+@pTrUi^p%}WJq}@DW$JUaeJ>cS;K>ZN52l&J@`zgh zs9?rT5DSOKNk;Eq6lMT*U0+7igfS+%DN178)o{F~6|01`j1CFH$AB5xQZQ`)m5z$>i0zLNjc4D@`X0D&DS4;p!F8Sco1ONj~MNW=F=bEx>Z@P8 zd-qP~TFSDJ0xJm65WI6dfX3K9F+eF{noGEM6-zCcNdjmu3odY*WwAGKTQiLe&05$hZd{n-e32$hbr>AE zzKDg;l-HXWK6)oggJ6I>ym2o82DhXotbv~`$;zZRG1Y4 zOeg~A5ilXcTu%>=oMkWpw~k~yp{h705Qfg2t4Bi9!;9fX&0Z-2YI3~+mm98?1!)(uAZ{myw~&>FYsE1={b&w2P%6zs|P5Ca7OTVsYF zx)9i61X-|W{twLe&Du@~49Y5k`PSVJE6(I=Q45xvmCHrrA~Y>SORQv^Eel|N##`k5 zjGU_zg(arnDbl~YyZcQ3NR0hU!2@y0v5%YyKMNW$eJ@}<6L*)?L_s!la}H+_B*MI# z2~3#}R;Q5r2H`@{eTv%Z5A?<$=Pm z=yI`sxp76P`MH;8^!)N`Yv9JmF}=^|=|VzyUF&GV#rYuE#@p}Y@P{FQT@~2SsTY!N z_F{Q~LA3@;khC@(%4A&2^fX+ws-5KHKL!5Nb}>%R4Hlv}eWB5vI8o$ZK5^Hfh zO=lPC`g)|Hv@oJ}_2S}Ol%UtIUTMQ$zIgfZ#~=Uf=Ra53;P1ZESixmg*)>Uo+O;$e zIaS8=-U$+%L-cxF#F?owR{$C=-BWD7&jAnM-dT2!s7uL3ctO?9{y}#Yps9vMg{;uu zqA0&801rAM2w;)z#Ee=v?VW8G9Qs57*S0GK2zcle4`2%Wzep#mzugX?%oSn=rg3@- zsv&)Ig_w~3y>qJWb$WIt$JPL%CCl*;-(TU#?d_;llFJyu$ZTkUg=`wT0P~2g=8k1@ z1zm7PgcZ0~cio}5XJORn$2kkyObdfB3n8^Psdrvnrcsf%@5D)dFSYWM(-Xa%o}7vH zlK_DNx^#{HmjUg&1X2$^GQ+BT1oV*kU#?0fT6_$F>^lPgjzO7QXYw z(^F7e<7qmZPEJn+t_66MaP<873z;rN)}fR^z6+XoT)&lbtG35m3Eq^rHFo#OhJ*Ox(xC*$=eC_J8n*OKpX>((esF6IFkmAW98GXYdgr_|K}+;% zcqI{80rJz+)9qb7_I9^-1jcuDa_ZgIt~f*E%G1orBW%>!^T3VkFo_S)Z;TH#VX(p2 z`SMxkzJ7lE^3zX0JqY3hd&-OW-~af3zW(MBjy;0vf_@4x#9K+6yw9WdW=M*yrr zSv+L^>cIKyA~+SP61*Mu0?TO9_F za0gBu|LO#1$l8Ti?AiI*>B))O`KhMPPUD;NvkTc()bsasP464uU@<+30e!)_CqEk? zu;gAtmz{;%r$ZhEKt4Ut5*EyrCDZ~6y}FPo{4LBm9Hj~p#?z}o%@EcC<8yOdy@J6q z8qJ1@HRjA8PrdbtQf}<6&5ULfTn5z=KJYYvwFHPHMS#kB??Ggxeo$(=o*)qpR)WB07P4I z7IGf1?&Z6Ho_{BB-wP27`m<=0F|p+W06ZE1U<-CPr~3ftQvZu-m1wj)Gh10Ns`bRt z;;frr`IiFdpZ~L51MVepV|yHgW$`YsHkGd$z*f#Vkz0aadw%X+sJSD`v0`m|^8PoZ z_Or1TnLm_y#?M;VgM8Rv+b)9U`tY%I=i+Db6OTJMT}^xtp8I&SnYm>qbDa8;C(J7zHI$a zEB|?`1^_yo5?p`)-XZ*-4fEK~YMt+rFldcfBDEQ}OS2UKK9aUwkXn>JZads+uFTcVVBVxh6(hd*ww5No0PYsK4bDXDQ?xF z7GZ$p7Em3MqeGO zjeU9l?e#xi0Z;%B2>|-Uatj1S3)%laNC41Zj41tKK>&b$0YDp>VA`*4<R0kFNw^fxs zOd@~SpjjBy+PFw)>E?}F`zSxp1&06%Pikum@14xcTfiqTjXupu=$FCjVW@X@sWA}6 z``>-{-MhDM-<_OXoS$h<;9Xn?t6lA*kqz0!S^E&^0|4*|0L&hB?QZC4FQDu9=JN!& zg%%GN-u+W_(ah4Z{K6`N3d)Z%;5lb|7V9<4rAO zu7zo0x#hvQV6gAUr3BPEaa!8mf8p)2e2}yJhWrEo0L<`7_@E`d06aVZu=$Mc2mpX` z8JPtE0LNYnOv7J&&>Zmohk1Gf05q7J4~g-_e2?AO0(K@=766pu9R2aJMqAN))B&6& zH%78~E0Uui*FoODh{g1j%J|;1XNL!e&z?P#^3S>g{~_{UA+0g<{$pz%I@XxRJVTc5 zJ^%}!#ehYjuZSD*3QzBi2Wf5k`E<_J^(b)+1cjvTBhOzD;6&d4Wn%k;TE3&Y_T(gc zdJG|uzM#NyFi+N38jK-O%wy(~RV2!_L{QuZ&83?nLJnCuoVpG!vLLd zPLf2Tp{fEOA00kFKHk~chK0rlG#H{T@y;WfvCT1-E|RWLD`yS$NSg1LbB~flM5y(@ zX{#CjZx^>J?yG)SRR9*?|CGCSK%Utf04T2s50s1mfaQnjssR81W{D#J1k2;gD9Y0^ zj}-tsex>4c4D?r6jm@PHjT1}U{i>?G_eo?>ycRhR)?#;C`M$w+cY~&@7Nw z)#eT(ow%9b3Xi5PCG99HpdJljjICfT3|kDYMHmM20RU-${=H-X1@-=)06@<^0)W*3 z0A0c;0NSWPZArVM1OU*WT*q|906KUzyMta2umH|6C60JK_9Uy9qM5J=W>Fe|0ZUaM&^U=&8K)O_UA#1Gl8?uz})}(_w?du??4qaBTpr=||xn5ngQLv#V6s=I?;wad$1cEeE89chisY9$q zRSoQTYXB@>I;fUtX%7 zSK{}Fq6f;M46f2}X5V%0w70UuAPyDvfZUUv@|!vZ(dJDNmW z0w<$)mSp^%XC z)(`4r-nU{9kMR8QzL($sbfJ0b#v%$(IsWbj>G*;8KWI#1dYNt*pl3De2ZPj@8d_&h z>a)3mOYf&C)nG8=lUM=%Phk=|im7z4(USKsk5^uAU5`ZYiLU>i2G8}kBcEVnV=x$4 z05(45kL90QR_b)>HWp|gEFLWbn(uDv{~@yVoo6(;_yRu)_rH7pR`%}QyCm-;>hyKU zp&Tg@*n4M~#Z+n7)&k=P^+TUV01#f-2xZ|xznA^3s-0`toeng4NfS(k1H2y2dmZpG zKj7*z78Jf54jmn$Su`Eq@B(nQG|jDZ4Xq)*=@rw{Y~FF|A{q_m$mFMl4liRg@53zT ze1Pr4&@?SYAYILljt+HMlX7ug`|CK)8A%2<(+yw%#uVf9)}l}keJ)Q1Fl3)0RiO7O z0l2yB{jwndbRGd%6&f#qKpkJx2!KowUgV#uvMOP6e0-$qo2E4k zB4%H_?m5C(V<#EZc-=7ahw#y!RhZ!x^A}09N>D;f=SLbH;k_2QiVi z4qU-b=I+ijh5omM1EOge0PPD^V!g9q7v$M&-!bP3Td}JE0Ll1-X4V2} zwBgQ;VkOa7;W!R|#N^0O=Bt*uV7061{A~h&jnjYu+ulLLxQHY8qygF|K@5ho`irYi zC+hhq%21qVpMXPUi$vCPz z1&C#&91Eb}!ob^&p|xu9_h~HX?6T}ltJY5i03u5OE%9i`6p-l+xF-N8&wT0=qhoa` zKm~?|*{Tu%AgMc_5?zG>5DVx;!q3iD5cv<5Kmw9ki)6;yj+tjrL!KxEw?OL@zEQ!n zrEG8$17K{%IYxEFVHEkfkh;&?Xi5#diYkG%b851b9C`b)Z{rKlLErt!$`W*}fi)Jv z*n{c_&}iB6*}Wo9ANm`(a2B3Tdo>aS~pU7s*oSVDX zh4OvP=E4)WV(8<9s~MraBmMUF&Wjh%4-b!0TCgsFI`K(UMN5<-T9gj-1M@m~Ix6U2 z1GN82VJKP9+67q{h_>`7e)p9yweEVL2)6K6upnqbQ1sq`b_q2 z8A|CoWfXSa&gBN$RF-7}02I;0OMU~(y#M4cpeH#%AoV|1QUb`A1AwgcSy}7oE@D|L zB?AI>dpnT+<^4z@k0t{$)dxm$u4xAt*28@O}8H5GukxLRmBrL2N5)4RH0~jrL;2aW2 zV+n0H3IPBDC7(uz z4(kU1l-IV&PTQ&jfaWoc?%{u!K5exD!2H-~BVRX#u%X+#1VB#DPQ?7FY_+|;rP#kz zKmzk;b3=8$27|TASc9gJe=wVlobCXCIX|%%06;aWF-%0%f*b<07U`Q~ouHvq&_j0b z>HE{OpzkT}&(%fHM66?lAn$|wPw$f7&_T`f2>@i9$HM273C3pBeBQlk(=a~zl4qktXdNqFTpaB2PZZ;;DtZ4Q85sQh<>y80a+9x4I?3xx)Bbl<@BWG1Ay|d#q1hw)|h_KSNrVl2ml5T zJV;fk@9MR|+P2*P-Kh2>=YM@;P+1F`)(aA|co);f#uo`<;O174Xn%#ZWl3y4EseZx z3rpih&W*xWUuwez0HpDMc^L{Jjoheqf#yu_nOzYe;}SlaC_5hwDTrw&@s3{&YX)`z zYYhn4RC~@Mg+V}17d*I8?H!$Q6Q+6EZ}k4Q8;0?8u2t2iqtHAh_}JiC8;qx!9J|Ta zmq8^{B0+1y%BSb2C*#T(!{PDaq0>bp!T_W?AEdDsQ_tTP3y92jW;Q#oJU4X)7nIZE zO`b#?3`|3qfD`XuoAkH81^46m^J7tg{{6rI50X9G5HV8?e5temlI9{M>jGD&^)@Lt={$cLqx%=?_8 zr8$arE5vn`1b?=+1K(e+f3VF!`j3qNyb^H2`hfwn>jcw2Oe}AM5tL@XqhMc>(~ec( z=C8qI`}118qX^A<1f8Ey$oJ&*QiZ)jCSb^SbkXSj?Nb04Kar0l_Ky!K5X3t-k%nM1 zXZw~x7E{tg(un}*pi&*G4Y^@D9`zQ3@JwqAp?9`2G%oDFVJ#Deql;L;tJOXzzWd?G z>Ho=NYq;oS3(K?HMGo_K?T5n#C|{&?^5!069nKXu45`7xt6;;k^NWb3FC?fh(%|OS zhISi}5{pcv(D~$rWDQV8YlJEC#W%rif2$fWCr@^vQV#i$ONL|yBvVc^!b~f&k8|Hf z$*H2{-~Q`=`}J>reR6iH}?rLBL(p&rBk{h#$yF*$%07#yAh05J3NiAOk|&MDUmf^&sW zU|1jy&Dr7q1#jq>`lYLAGz&_Cvi!om^s~bkyT^^KZWiYC9=YJHiS+m3P=P$T!UmA* zA4_8HZf=fU|H@V{u#IS(v4AxI?q3jzFeoG-pnbKS6C!GUo+|MtVL7Q zRk~9<+gq9=cV93-X($_;>#+dEAgsgDdvB}>xtU1hE*FzEeC^#RveW}tMGs9~X~$n* z=y_2gb>N?e@Vf^#-zP@$=WL;klRW3u?`6`!p za&jyTAP)V`_O8Ycx3&ZXtaE`{Ba6LS-Nr$r_v4Bj;el#qkCP2l&z73pym5Zt+%nq9 zF4oT@D;VoJGA3{W>$)c6wO}|B5$MN1{_&O$#BH^$pa0W8{r&CVg%31BDqsLxS$Y_x z@Wc4-jl24id{B{JJOra1K%ck56^QOHzp%jS$4tHVzz0kTKw|`;liA0tcjvopBg})@ zsyhDuuHXBlx0r6N-lys4)mMr3a}{-OuCA|Oi~{~a{$g)$b8~xbBTD@cXtB1f1uS}S zHTfX>BqjKI8d%$K<5KxgMg6Z7s0@{S&(Bk4-*vp%rwbqSLK?FCV0*IZ<_rGCaVGk@ zEa=P1x!O{VX)!J~x3)GkbFj9yv8GpX(rirNs0IkA)DAS6^0Mg}F==9D+r;)sdp#1? z-O$wn0d5pjp0u|G`a*?UvDagr3r*<=s7C=dkTkpzE;hDx3_lrDy$ht%g!CaTn9>JI zXVyuO&^md4ba1$TAUVy$1HUizu;gloXPAK53^Ma4ndSkx=(-Ot8A-yE77cga8&qK( z{RDC88P9suriM43v?-_ATIby5MJV|F>di-=e)7rs=BBo3_u1Zm`yc=9n{WQ~UI21; zZ*zM)Fw+3fnq>OXPsRAU*pofkp#K5x$3Wz#;bK$}U`fG4wmdgHn(M)1y*hUQHp!7e zKCl9HdTjs$`9tTj({p)7gMn3iOJm$JMY)2^Khm*C#^>ZrTgcLI0Q%n=^l=)&gyxyN zlr-{D*DeYC%j-K2`u@THzq$-*zCq4pf{S=t-5>KPM^9G1XV46^C(~gjs+m-#_7C@W z1v>-dY-@LCR}?gP|AAu-I#1GAKuxa(MB?Q-1E8`=k_t3APM_w7!31C|I5iFWK1rnB)uW3Qb4Ex^1B z9Sr(A9C^=!>`@x--d^DLoeej~>^+&h|3O7Ek^ZIkse86))f&p)4a}cV=yxD~#YFVR z0x9gqOiP66&p7Q^oO~tbh3)`MBYoLeoybmdgys5Q=pKH4c_F*JJUa_ciI9LeAY(ay zSO83&_EdbgKN=^9gdlH4Hf&`jCaYk-f~m*PUmPDF3U-R>BZ?1T*D865Dd*fe@BC<_ zXG|ExbTPx1sAAcQe2_4j0mv~&ysj$5m4tjq*P8TnY^S%tW-(cswxKMwj78Tvk}JHUF(qb2YE<#P6R}XC^H5Ub-COPF zXb1Z{d%Mcwh&v7qXP>irhH2#qh5_TQwXOb3Z|_+Io@}h9NoWKJj=VENI>!(qpb>0T zwBXH~*V>N%^dJAD9r%%C=&ekz3!H?P)Q$eWzKWa^qS z+T`k6c~a?P*a$RgR$?`MdH^4gqm@p^CS)3PlS%Otk}2*e2eLYPHqA}9MrN6zLGKPO z*%*8UVbF7hexD|n1%KK9UV7Y=3)~`GGrlH1KS}XmBx$F}oF~Qg7wKYGQP;rx-;xt% zF?N@1Xch)Qd+>=jNwy0eL{sUx@EHZ%39ylC1>MRdtzfkkh73uH8s!MF-RSm<^{=ph z)bkc8gq{W|7sAFB_`aO2CrcD=x*PiakXeY$uW_csgM(u^{zpfmoCyhtP#PAyK1u^m7Y%)-i2xoag7D4k$;XWKjDd@Xj+ z+4 zuC8Cddi@{&(|;bUZOG-f|L_0(&wu=b6oj3t_n+#>ND59e{-lY^^S}rhW^{G(gdR1%T4Zx8oLPVy^y7;#e*ub7Wy~51Iz%+zWtN zC3J8zXKTqL0ElbrXN7=;!LpO_uz)@(LL+QtWtx<_{fX@TdpTR1iozZp$|2j?-P_*W zisF5CT!_<#NBWd)C?CUM=Jx@;ly?Et&^mL`TBbQGQACW5+z$i9vc8uZpby*nPT}2C zc_J5q@f~jA#?#2`tzwnzk5q?Q?L#wY`M~RjiIH~@bXhMClJAkS)WPAwn>TMh|Kjs6 zzWn0jk3T*>Iu_>#s65BHyMeBs5;Dl}6lk&*UwLLBLLikP&qxuGxfvHJ5(ybFvuLY#Ko_o`J5^j(Pz4>EQS zOi5*{UDDDS2L7Gu>0WC0X5H1q)XE>n3LecJT;u}PBBwojc5rljtaK?uN`**t9khFH71~gW?&;bB6KgwdYmIo}n1)zI~ zdHL12`Z54L{aP#;003A*Pxf0~t^)ulaAg5Borv7pKJ^C#0PS+WcUB$&VB1^Tr&|oe zvU*&=T)!wSgVh57R4d!xSakr9CjcuO4Csv#UQgejDM!z_T4|SISpMKp^xUBNqiEKI z=pSDyBv&i#h2}GEK|ZL>+G_yr@BPnBdZ9Po(@zFBkSxUpou||Z74%nCFWLL|Cn9=Z z2HMYsLXxb*r?PtpHpbb28?BQSoCA+Og$~JXp8K$gc3+#cZz>BVO&-5^@%p2WKKc0L z&p!D?TxuP78|#}0%!*O%GkS(1G@#CbA z%{a&S8^X`k@vdQkE!Dr2LK)5$r=DN~FCE3HMQ$sScg#eahah1lg?t@<0t6HM=l|bHE)GQW#)X-S~O5AfgeFVmvUy zOIjx;*BPeqMi=V_D$Aj=)&8^n7cXDzAMB&D=NBR8LGcCWJYWYAryBH#*qOJEh}L2M zmiYQ*nBgAYYWYb5V3mpN0Q&X*3lQLA0szaX1JJ>TW5b`oBN}V#rb^8f8|A^{XFB6C zrS$-HUF-IH9^&BV&YAVCt;79i2m8+?Z6~KEW=sM!L^@rq9%zQyKKx0ZCuird>@k&Jh z?X8WFWHMNz=XE_yY#&ZIWEQZQ*hMyddW6Qb>pQqCvM~T~bOs>90YiGg#6WeZIxvU? zAprmZ~soz&4mkK4q7yGYwiL4bybZx^i~poULmyCj){Bm5<#gpM3n& zpZ+v@{A)UFe*LRoiDPJCs>-N%qP1|IejycEveAin1yhe=9q@!;A1;lbfvsBjr>T@@0mUJnGbz>H%X7Hw#Xo<;zG>1c!b zlxVSn(mK8OG-0G(wfav_75RVr_TBr_pzd-Wq<&&SC?msU*M%oMT(-#%K|~Le;!QBH zwt}sirJd{md;8B`zIp!Hr=NfP$!B8xi*2v$UebhWTq75lKJ*6JV66pkn@$E;wJbpv zt$k`20{~>oN&XPyD?R;~ij*{A&0r8{OV7j#Qad=%Xn?J3%t~-tVCL7slvS9wC5w`L zOp1+Zn_%-8T4I9*Wat^Qu17(7_$o+->HsjXm8}3nLx&r({fLujrjoI#_mAe*0AOAo z$j&ng?5BJi;DSx!55rBpD)bbNmf4zg*a8$)0L$+&Oe{^WG60w{ zvTDltKRsMnF=J4TomNf#Eg1lWbuASDaM6N`=&-8*v&fIb61;zA@+m9=XWBcjEWESR z6UD*}Am0D}vuE;Yl=&Nk`6>$ogKX2TQ?vO$llMSz-vTJ*|1_lmfaXAeHJGF*8}FS= zQAWx3ohA4Gy~6)OI~PiKj#a&UKC`l|wlFpxQPx&+-VI5Y>N$n+rROhReER7pl1_j1 z>Wy?0rRqsTmvVfaqfei@mB%sVAgQufhhPP6P0;{)Mu21Bklq6uR^j|vb zJ#I>0n0aj}Iokjp5&+ne^%EsS3AE@b{NI09K&_;3 zH^~_bGRr3GFJsRXxU8q(Ni}-S+TPuH^U24bfBvNy|B`%BHDADZGN$>41uz~k zsG2>WD>vuZF)|<=KLf=#Il!jbv9*@Hd5|Jo!-e%ep@4cA+3J}t|fgJ4Rr)w2P7 zG}5P2KJU`@@O>~e+;_%ZQ4pFVroc|zvQ$zqT4Uq~njY1G4Kx_oz1?TepC9iZ9;rTn zA`z#;0AgBt7pqrSDJVuXe{H+LphZY(Z2%Ugba(LnOGxV7ucon&KS->)q^J&oau0rb z4id?G-}#}&&{{Ul1?hc{ms|he8vwvk!~f-LYOxmZpp41~1OP|?pr?*a!-0<%03^E$ z0AvBm?!AwD0RY@%gb@?}$9sQqInGXlwR?LzN?elKnreG`>*29C6RR8&sEViQvT)r>sjf)0t9rfJ*==I0O0YD1_1dW zYfx5UAz9DQKK=B|AN@#DiQ>-ymfka(xlu`4PuVYQo>TxD$3iPKTMhuG0w!3%09#wTp$=5gvzL=Pid2vrbRe4#*dL-K@vUB+6cLO^bMxL)L!A^>1eCXWN4Ny;Jt(3sk}nBFh~xUsqQER;Sz z(13t8?c_wo1}{8)kX8#Az&5{-DB>X{D+2&f`_KRY3tvqEwGRaVrp%kM*n$9H#-1X8 zg|GbpzW)H=2>{^10RVuK3r}HB6xj*`0M1zec|-e4q3jO;B(tzIX5@ww@BiEYlKDT_ z4>zYRMgGG*c7QSQA-U5i5s7Pi_-QtC17H>p4FNQmUN;3c7}NlgbzNVNh5|Oy`8++5 zR$|d56i; zO(T@OG+QYE$Xgge16?p5=PIPD5rCao+E%e@%@+pHvypMK zAsK%BKmkDe_~mWkD;oOHufwq^k}h*&&=o=B7$;iDCJ544U?!Q13289Br6F6=Gm8O$ zsaY9bEh*Oyhsp;S)gz?>E5h>p=vdHqI0}^(Rd|Hy+J(@7JgT|isSktM4(pNuKwjqY z1Ay{A=^@bq_t+M&xF7I61^{e+qz?dKHPIsgnA*^Fx=O03H$m;P$fU!ro&! zU16^GFDrC@`gGF(^aB8_EGE^3(7615-GP*CXJO^9D3?(#%li6ysI(e_QZ_9POk#Dj zZyU1Nzw|a9paEy5hNC>yfyQ_}F&K=o6QDxxb;k`^4d;4j6XpKDJ3S5WG~d@Q?~lF} zjJT=*fXhb?kY&|GW5kkw`Re88pMUyN1feQRxtYhjFS(xfLJw6o6N zY|Z51+-}L|Ppoy|V)pr$KRKpwz>_1F^x(aS9m;9m6P(`MwzjJ4APqUGX$!!Pb4aJI zoLFZ1?+Vl$WkXsQISW6V^Wm%=)$VF2yN)&toot1+f+iCHPmi{P**sRp5TmJ{L$&5N zu@%lO1pu?z8HDjL>O7_dA$GjzJz_P$Cx|e`hSpdKmAAk0(4!wn+(N*%M6by9F+2{1K zglMOj)H@-c~7$?eE0J-HaDr(UhaAbE|X z?zHD;k@9nPqF1^8GBN&hd9UmgOrA~8_A~;JewR1N`yZ^Yzj*QT)6YKr_@g)Ser#2x z1W)8DPEE5m%`DS8LF3KTdjJ5N{?)W@!}P6RQ3V6(y_YkW1_Pv?rJP{p)9d`Q6)ppp zC1C)L9YX^7bil1&{(}hrw_!|Ee+i8Y4;tfQnJon@t|g=+Mo`SL9>kK(QKc+As*Lu4 znHOFd0<)4JI8pV%7>EI-?olhznKTxL;Q>$9^v;o9NiSjo9UmPk+H!e$ovu(LS4Zqq z8Gu+YtGlt`Qx2!c3jhE$taA82-=&ud08swPP5@x#M*vWAb`;(*(JKHb@LXB8styMo zyB*on0YG7wrv<@M4Ggxknu;V3YFj?!|+01S)*YUKbP<;hAVlA9n2@Zxg5H;1pQ?5tMuyrHp zh`*Of<6j)xGgaWZR3agrZ;EKO<6_G-tY|WEyDerMH`!oqT}8e=`|PvVuU{*-+*a0; z^uDP@+YZ;8DK>ZL2~BGiZNow|rlRGl$#15SF;P^!fzBh5J$A!5z?R0r zdSNqx4XyS)u?|ir$mSRwz4tEYXkLwCPOv&tMlw|jvlRxKur{ZL-zn9Axp!@%#m118 zZ`5Rj!6UtfMFRq;>o`EPrm7b~I(BP|)u4|ECt zqblY5-uWp^=_xOK)!| zybUkm%m?mUmOr(Atjh)S767n-A;d$FN37WR@cK$TA2EOA|8I%2ysHPCc0l?fF2+34ufXM!070udu

8)IXiv({+;;#ry<$*LV^E!ILzMv$~af} zo+lI2Bpa-+9ldz2*uR)R5|*{rdKoz@#RU^9xGb3D?9I)1LomB&9z$8Lky%4FBLI?< zp@6lW9ii;Kjg62Ja3vSEuH#2$4sJdHfZNwx(s(r=UFc9EZdkj~DCF11uzY9MrPVnR+IvOUiU?hLkH;KGOEq;Ww1&k08ap5bpZgzjkxg^ScLz>{z_h%5+hqQ zCzK@^v(u3cwFOi`TdQb#|G4w(Q4RnexLWw#*#elh{K^1;)=^DT-v7l#V8>ivUg|cv z7o3v)t?iKX8&YI1k+v=_FVXnD*;&vyC$Y^+XH6hNsHf3UJOT-}jvg zvA$Ck(RYFKb8#7xFYB6~Z79C-0Dvn207`<>?Gu9I8P)pw;nCrnk3atCqmShM>(KH( z=E^1`(Xu%ICUWHTpJy%9vfX(i*iIS)WnMa?<#R1pT9mI(=M?eX+76~utoBaSJDDLD zyI7I@A>f2CksHz6d>1oF1OQ~3NP_{e5Y`e1uy&kdO@hn}SRlT#Lw%%0^otq(GKL|; zFHdD6thE||Jvi7`>_u-c;w8&_hYVTCJg8&<^aKC^l(UOh1^}>Z$=+p=S#Zl+JoX1* z^#Q=reERY=WB@<|-lGILr+XH80tVf^_U-_nbUE9^1DHu~ZySiR4QRgwx*p}NZbuvG zmji%~2%hAu0(Awy`Bn@vv}I~Nl>>lLJ-WC&SK6=mFgAGqI(zn&rMR&fG=HqM(fPLk zY*+8UT_Xpx3qxicTXumUz4suiR1wI)(`)El9=|euzx(dHckkbwor>{)rI~c@R(aPh z)_=XZ$3Fr916kHzZ}x?C@35-)17$0c5p=0M!A}c@y47LwTx(ZhY~hdT44^YX{xR2{S33`pwZdv_s8>2 zl`G6nYqk~{-Y8C%)bOuI*Hu+*Z*T2N?0;JhNgOlBV4NTf<^ucu2>iA8r@eg|E>itG z`2;lHNf_kn;`~AxzwaXRN6F36_4kHc!g2IuNYy=PJiYNISv9cF4xYW1)c>oOqP|#b zT|Lr#PeYdJ9I`~FX@Ns^RyNo?^|18LE)vG}G2 zGVd|P$9b~sw_^efIo{{=;pD&em(JCK0QKlvPeZ3BFd)FWwY9AnK^~8Zt0Cj(ka)h! zG;cheVX$@jnqY*elKH^uwu#lgMhdi#3+5&-R$a0v{ zkN;_{-QC}N72N+fV*YHbuaoq8WPz1tacSIHDyT)*K{gac`(~`aJet_7e!XDXe3GeV zu%4~8>l+)}QE%6KuTxT6d$#BB@vhW6E9uRbD&bv{qCh)I!B;qi@ zAU?yUPZ{PrDJh|13apNo(sf+TEMVYPmEe%JqNxub;5|&!S-;767ERpf3ra0;2&J z0|1y98{?hp)@q-we)3Y(cOpRwgrswaV!SwV#uB@7}(BAH07>&LZRA zX9U!gjDI}r|F##BjBO8~Ct?!1b2jK`Qpa1fwY&Y|rTqWbA~tMpZed(L1As-Q^}xys zgaXk908Lf^iTFI{m?U}sVQw@U$4n%EaSqDQNJfipX;6Ui9)OCVDfLtETeGDNDl=qq zab@`j=jrB}e`o+8ZZpxOcXL8*O-h(DiO2u^V<7C6&?s?RsjGs$E5Ft zhyaj_s9{^%`v?Hj^SrX2EY~(&J^+{=6z&fIET7U-zRW6&0AQ&SK%GVarYAkDA^@1b z6am{S04TRE0DzN*dH?$=Q7Zo<=zR`CN&U3w9d{4(4*+H$ zT#lE3#gu+;u&U)SN##e`zTdt5PMle#H4m?bbk2|_7YbNWTln0G&p!1MI&ffm1_1O_ z%jBPpEs1_U7w=!SekE~eVZGr*+%q3c>CdKbMh5_(*DS!(UBs|l->Vz|-0G$!O&C$c`P=}hk(Lz?hFjQlJH7O^cf`zpP zjig+*6U^=$ck1N*8{5c}A=Sc@A8VVsQ0TZGS_|a_KR-U!@T`&=-o85(25{cztcDc; z09-gv0ATqjS7)|Dd02$GHGVek4*<-P0YG*ro&dn|0RT`$&|eJz(6&bm0Me?kbO3;E z0KoL=v6WP1gYiCyj-OowEle1*y&Y>3$>-SE2nn>d68i^LWq^kAHI@$mY;(`^mW#%; zeb$Dh7z=8K5@zS;-@OYdzmofx_>a3D8PX)PFe`0X^aC(tTV+4foH`i#%6wKuCdvMM z^!m-q=P!46b}Bm{32U2s6nT#We&Q71R@9^b05sND3IG6f5Z1cU^U!m%VfOdNZM3p< z7$?X?Z>vfGX*XztZj5RbuQ-#}nxF!kS6c54@WTcGvs0pgW_};Nubodtm*rAxf`(?y zZiJsKPmYf;8s1J`XAYsDxr5_EeI~`yFf>fWK?578cJ!hE9UmP%fALB=47$*L_w9G$ zZj#1UR?W!xVFAF+ckR<)&ibj=_!P==H%YX=rYitwTl0sdWmXyhB;$<+H3QP520Q_P zdjWv5Wb^wd=-_(;05Gu!J49%}l>`7#>m}KM?NZ6;wA(Q4))MA2$c!j}B>$M?*4Bnx zjh*cs5wb(+Oj`wu^w^18iR__w2LSmvnOo4Ut)2i(YG-m>V+mCSz`GD9O9hPIM>~0c zA{`ahuIvnWwDSL+hT|QZ4HmNOTf^YP)5NV&BP|MP2xce$W5}1=n)og7iJ;$4EJc@G&n1+ttc~`-1gnWQ) zSg1;{1bP*{9`{0aQK$bt{!jq`W-8ku5o$xv*1=poCR`Z{OMqb-sH%l7_O~ktp`)t@ zLo$O6M)P_Yu5WG}9vto;9*Ur;)UA_~_o0e;K#ZthXX{WSnpq+MFkNU-0Ez{XIUkGM zKZ~hgOVMmA1^_ry;RSbRY4`^K;^i?-B_Lm$i@89AjOu0dY_pxrgakwB^~ z5dL3AE$H$QfF&NBYP}&1%vd3&G%N%FK!B`ksZ8khaZbk&Xx!bA-hW{IL`v*hRcXQi zGb$hBUfw@|QiOneb*>FXeWL5+oDUw7!lb9cr1lf48C+c_q0bKr0JxZ|jcE5;{h$h^ z8a73%-;}1j(AkB)W7!6GwN4Q_5Vz_N~h*MWgZA($C%^=w*{bYUq?`S(*aPvEi`O? z3y3t+dp{b=MpacQAy_C{0|J*9mnv*>d3ix&)&psCz-hd51nb`0-2s3ttkDaECFfsO zz~bcIegOc|w&a#)cL4w$im#za-5rHg1w1+c(6+(71o=x3jZPU?Ger==S;9UjKoXp{ z1Rvi0AvyIzfc_P)dNmU5IDPL%nwuoTWmp@crMcphp3D0`yHF5pV`FpY|7Y(l+}l`| z;L)z0H8aFX4&%jhnc>IucRz-Y9$%(I0aMHn?bNFUd84c%PwbWBoG-1hB0I9YFgx4T zU0p5BfARi{9ywWA6<0HV24Vu_Er_ExY-z9MegKDpc_+sb`c(ho!UO}92RIjJI_8G@ z(a2-h`GfH}_vlXFurQKsSGD@zx-hgfwbWG!htfEra+Mfh8tx)Nefh-~!b4_khoMK$ z)$1M*6c2*ch3f$-VO&~SmfJEpF-`NDV&MrFJv4@E3=u$krDXGc%5>6GReBqOqqM37 z^TPEfF~I*A;{9K##SdW|%H?urPVzk0h05STN~s@y_`!ivTIyrHy&GeMV_*`Km(RgB z1{m3oudBNHIIkK7oSh$?9_a)$<5|Kat`H$)!Oy*h$kb6o z^gGHuH^6Rpu~tI%3Ah<&nk^<`+dR!tG2nH?`E3C3`WauoAt-O<#y7^>&b>$=_P&1B zY7dE;C9W8fg5~OjmB%zn6kk|ckV1$` zI3(OE03gjkWpn0cW)AoEj}MRXCJFE|h-JY0=5<0GlT(ulS&FzIkm4cK?)9}+g|_rQ z+r=a!P&$xU8>Vl z(`&2iAAR!4?!IbTiW$yGdt=ujsYIj2^LVzG@5-lE{}Vj}CR=30?6l$`04`>6ta;N- zK7Fj#OyA0ke98(BobhaDYe#__P1V)a)gS-#CwU=pWPkee9}f?TnqU=R$IE~C>F=}xtclhYzNi$D4^@+hwM)qRQ z3<1m;mEqjp+M1S4O}+Qtds1vu97HMIzx?$t%7f0$Jm^;qG1Pwh^Q1;)wRm@8$tO`Uegj)@?&*w)IS|*Bh?#zuWM^FONl8_5o zn4O=VD+nWViq3|te0XS>;_V7Y)MiMni+A@#@gJGt^6pa}9K{1wqfhaCjt-BWJlWGj z^$dl=x4eJyWf`yN+bxL|)pQhxIY?vVvp4Y&g8ci%<)!tFjkoUKyR&{rgkaIcC$r4T zVrT+tCbgh!K$h(v>~HVv$YZ!F5g1K(kd`IpCdE{i_>Z=8d2v~i0`<&ptZzZ4s8 zFW^nhFZ_8K69?eK`*^ho7_z!(815k`O`>PFs^36xfnj}1#)1=4d=<}mEdOk2)=b7w z{nhGOM%EyPYzhWOq;u0L0o5v8CL)+kOw7zodvGz__Mhw(odHUNJIGd3xNkoDUzXky zsC|!a{udVWSPBG5MWAs18S`qoOqK}1J=D&v6FDmeB4qU(ZGCpK85W?4}3Z*@h9wK=7BclVwg>>X$?g1fGLckj=61G;yJ(mJ-KzZncpWG};ERg8$|t6!oB(qqg_&csW8+OTG1dDw zYDD9ZUnYm?wOrRK3;^P_ZTF3GFH&Oj)aa0Nna;nEp|reomro84&rVJ<&!(m(XJ!hr zxV%QW{%!z4M8IFP1Pr^=`RIs8MXgRkcSvba4F^1AAl1`fp3uSJ!QPX7dH;H?;E4I7(Dn} z_uqQ!-o0P^^5GZF@1M}EYvew@Q{NpB8b1YyhOrZe6Fj`@3p;Qi8jsN%lb$yP3^&THg5h#fKC1C* zOHYXLvbjj6w=fQHbAlFox!fBm#z`;^z=Sf#Gy0N0CRfG-%rX2Rl1;b$OED)jQg`7h zh!O^PaJYJUO1*SvcXxYxYyZi<2of>oWV|4253jmQ->@X(IJz|es3_)nPGiGOcZbL` z^Gge>Yir9(%X2exQ`6IONX^R7AlY0P0Ao}mWcjm_0;+~*9(&P@)njbgSpd&7#5{x4 zWfvA_m7|a=-RiEHbc_deHrV92svQR!!Whs@fEqM9CIFN?AK>ixSh#UVNu&M!X{nxQz}j$NTwyE_j39D z(#4cQek7;m5YErZ9aFR4Aai#!jhb%GfnJPE573W!Z}q4;-4wK+FXsQb5oF_QUnH!5MR0t=|Ry2M~BORGyuOI7O({YP0k zoatPgojr~D)5z#B1RvH+fUW!DrO`6zp*q#$L+U(gCVc$iN86iQd%HVQfMJZtszz4n zb-{0J_>3ZT;hY_mN;~>e&_pFu>+7q^xlNTN0U>xEqs2Y|#Z3vRz}y_=XKTY^sS!(N zss`sKL4*+AdFP$)e*ZJ&sFW`{JUV#r)z>l4msVCaJz>V1@OC4545O2?eXE^t{nfJ-TnQ2 zRRBL5&;AA=IYw&K@$4*{DmgqV^Hq~(@qR@8_uwcqwMD!+f2wD)&O3SK3IjPQ4@PnA z7^BiWa#H1mpPkgKaj)A!-h?Uzf(vdgEv(GVF35SUs<#v7J6h+IHehY2fM}7dYhOZP z?&Xt?k*12^;^y|2I;V<1qbhgBa2T7FXUcgF!FrGNzm>*02s?Aam*tM>z$mO z?(A$U7bU*m+wZ*lz3+Wr^fu+V{`;f3*8Kc} z2q?ibgO#M-JZG%m>Y=VZs;dXg+!35T#k|F2=uKpk^D6hAo>6sR2@hNk;|<9Ni#szn zzc@FysFD*$*`nwYZ^JcSJVVfKq~8Bb^fhYDkp&NciT!+dCim#c!v_x@Z*8hg9Eg?W z<@HZLxqI*KojZ3n*6*mP>cZlJNIse1*36U&V}b`Yl6X=G%N8WFM-Lx<{qVuVhYue; zdZc40%8=w%G{spyS<$#G7$5#vNFJ; zg(cA^rwwH6ReDeWWdqfdKy^L`Zsg>%4mHyJ{-JyiH;)!$)F#9nIRH)9M~@#@4cy;; z`|Z!Z|Cs>5{=vcj{=fe3>h-89FM-t%Lf&r<0JMY0>8pHfDds^|9X^gT8bda((Lyq5 z_tt1^J37!P%)AYF#wPbS&cAZ|Q#1)`NNtzkwdeytYYeYNnu#~DZ5+`*y~{iZU%QwW zYz*e^fIU4sKa?F5(X337&bcD`uL$B~N&d;)gF9OK5Vt2~;(E%0V2YWYoD>Z&H+Qz= zmmQs)R%$=5b;uv(gXFV;wotgCvx-dXOfAV)7Nye^JXl2DV`NS~D;X6W&q92wx@U$E zBBMwz%8;l8Kp!Ixj&uXd-Uv6hrl71_5N}?2Cv6hV$fN_*&H}(%t+*O5srk7B?iztc z(fjxJ_O`Znwl=qpPmV$s-hc1?_uqa0+u!;2r{Dh8+i$azw;5De71yZ0Jr3(J7lZDR4M5`@#DkJo@_4pAY|7oYt6|xn0xV z82aagb!G70{(+TK*K&fcq7e6xh0NeETH~d#9Kq1`r@Jno#05_Unv0~*12 z@BZ6A{OkvN1z0`%fBx_P^Z4XM(^`tpnwE+Q#8`c51RBxZD>&}0du>OWcu4e9&~;2U zr0A)nur_^&L4<`e>Ih&)2*+_^M0G-4+c=1U9+(U4n@ctEWee`fkI(KSgpztdD z`a&Ri^JPrwme#Qmvfy%;#n&$xKTF~pNTo@f6gU`*LXH@pk1wDtTo4V=a0d27Nk2Um z+iOwkn=8vxUrnCmr)H7nW4)QNc(4L9Gi9}TrB6!PV6U#B#OZ!)k7%6V`uZL@0|`R~ zX=9AX$46V5F8GE5_dDPD_P4(M(MKQMy}MEPLs|Bs)nUdOi%|vi zr+Wv7k2W9w>z|+h0I}M{9IH!iXk@J4PnyG!;Qe2FsR3cAd)PtSNvi6XIjt7~+}XJMt6%;?OQnh! z{_y|)ze1;G6q!)?_UY4HW=51&{k3aE?)}98pxwsn5(8)$cXTzS>0x?rvhEE)r*Cd& zlW?mDvl!c^1jW8gb|Vy^Mvb-uXB(-TiJOfxqb(91l41l^Ab07*q>*D zj@)dA=korgcCuH?{>;qP+L2N-@e%;Q-B6fYWj>G>9>{1LfXh#%EWJhi@NXNEW|^G` z<|y?~j<&Y9#lhI#-ck57_Htvaxt-)IT4mTl(?<3SRkKWSa=HEM8|xeQ?rp5C3jnA{ z!-JF2Vq{^LA4XUM6=RGB%hVNkW-bfa;lY6d;R(_~C~ieemJC@4dTzcYU%bxa_GoK&h59l?{|~ zwDR{6yv!w(O@-adhIOp>r8M++oyq-AP#P;`Sc5KPr5XTeHw6F+mktJ5?YXvg?oAEA zRqyDz%DQDm5lHb*srQO33)T4r`sZpA zAg$4Xk>ITW0L?FU-xKQQ0KmX>!Hc6vaEAk;tttX4VnR{uXeQB^g(9LnC#N9`g~7cp z`epN(!|ylf7yzJ2%d`ovwd)cb6UBz2S5&jf``>x|cvHQ8rG#jV1Dzv)8*>`a7y;|V zLgp$bm8#78o%M~o8|wunT@s%&@+?T^?Byh^YC8&Y#2%q>L{R=y!Uo;&3-Qg69UUHT zZfzEA_$;n1x2{sXlVeTHuMt$^$RrV0HB(c4M(Etc_dnn*w32z zMs94ZfA_oJ`*;8D-~YG&@?U=Q>tBER$;Se~?w*3=C>!RxsV}TbD&KnR{=4tLDc#QtNiUC8A#$k>Df;(?Ajed| zSbvw1xG3hr8vu}UAtR}uCoSf&l+_gi=#f=-MK4coa7TmaSq;FO-qs^Te{sEjTQVd2 zHODL`nH60vVlI55c>l`ksxE&)g6*Pi>WTP2p=@Yj&Ze(5F|>FWdJQJH?1i;{k{m&mJ!}tII8c5&ubR0hbNJnevyD60rBs?oZ=BGuw-_zq`%j1M(f8_no7ddMMB}3WL zsDF1tfCIQBL;;QFW&f|)bpSv!-5cf0M({`8zqVB6cXC*Fb|iSXy}x@P{U63?7~CS@ z6}9*s(H1wgCM`?^m7m_ddr#c)we|I-`9+mycnGN462%y+f?jhN;)}h16gDIX5y=q3 z?Ci8C;}U^-{P^+y?k@Z8^SDiQ%*r|~FALEu&&&ygxY-o|0GiXx0mn>(B`GSvg)ZR! z^r_(Dz8Lv}J>vQN{1?CYxBu?n{`S|u`Q+nIi2U*AY@=;8gqA1@D*Ww=bg9j zZQLty1(a|*JUWbdR5n0zJ$Z~M?Iycq1*zK@2cT*y7F5kc z;P~iJnnm*Snsv_&Eqen1QZC~cu6;CJlq4gg!vT0<^|P${C$a+Jm-thVU2m@eu(B%R zRtEK1DVg?)9(QmTpKyJ3b#7+%_~cYcfPy1LO8P<21*qh14Ye6C$TI~~2x@?LdUn{{ z5=Q47%+q`_rcDAzr(RO$0ASpgL))<{zs2nZ00|bveyy)zq5*kh1pp0&Ing1+@G;~E zExWA%0D27ic|$X7Za%iT)wmZO?)ohN0MrVX7kbe|X3|57Sfg3rq4c z#V47N=%-8opuZyy5AN-oUvi?R`JrP3v8NUOZ+pe8%tG0IRYpc>w(RWeY;Em`gDdAI zG6Gh+OjWN<;1#h2FmwQh=4J|$VYut>0n_u-tE;P0kCFc`@{goNP@U1LschX1*sDNS z{Q)UIS^chX|%y7 z`Zo0BK~_7?l)1Yc8g~W43ogDS5mht&?eBc&cfb4HZ+`c??|$doD=Vv|$6RaMvKp73 z+R{ckbEAdIf`_ zDsqsIR~7b1C{}Xy5;+z7h$P?$ZazE!b2F&m*-!8GuiOBV!B8V>rO?X7E{r7zWGRbL zUj)6Zm(BA+!CFHt~JzL>=1OP^QIcETz6}{mO6`);RTmR7yfB5@<^ZTFw;^*(Z z^NzgZ0hvZUb$SJshj&71LifrXj-cz4y*?PAk3X7b33g>=8jCxK-Cw5N^K#L&!J zU0qX%fuPdDDpL`Y32vDOz-vlEBLsvIPJ;uNN&>ojw=$Gqd!_QUTYKtT%KgI4d;hlv z0N_f$4xr6fzfk}nO923v89H#0Zyo?N3rfPO3hTg-UIE+=s99q-3IJs2Y*O9|{!e3# z;B@Uyn2Gc+{bv;9`= zOTtgi<^~KjE;3~4000A|AZX~2&Xn!L4vK2g?c<~4F#~{NAVAJ{sb;h^Gc#SaaTw&S zT@3)pynG;pP^G+t55>NTk<#P;+0TFSZ+`!8fBd5#uCJ|U9%_)>cV7k=mL176qZB(* zm9xZu)L1}UB@&YQ2Z)3r7wqKp^gQo*a4~_@B0$HXQbGbeG`XYE0H9T3#!6Z=g473! zUj%o_k_z1ka#T(j8*!|gHlTtZO>Jx|%GQN2!_DuMdlg-0RCJ|KiB;jZUXT_F%gXRd zL+h$*ahhUp0u9MtHrn$=G5~0l8-QpQ87)>Nc+6vNX1e^9Y!n&K0ZBru7(l72nCDqV z2Q6*L%8C?O5_A{|21eb-N4rN?Y*pXv*BbzU>-^U10sz_-l{BE$$gVRXcL1FLfEMq7 z*4NtW2mmk<0GOdG+Qj&0_BdrgJ*f}#xD9>ZAAp$0TG_=#CQQ5!=}0Q{E5D;stB}FH z*?cd)Z)e|i6r?!a^TJM#8=4DAhc zsKu7lp_wL;l>3?NqeP(Lb$U;;^&OZtB%E=f!;7I_WIV~WXU?NzUWmzahZzd-+ zF@&ikSwB_)K-Pi4nb|qf|CI!oo}O|K&Gx1PfMEh|UXFg4*~E2Ly?ZoMQ?DQW=tsZ% z?Qg&Tz3)k}2Zm>liv#V2h#lsA08yScWOp`1`ad{65q1?0m#cWD=RCSWSE5jWBh)PM zX6G;eBZb+6loH`F0Dx9X>>2=|iM8BH5zp}hfF@dW zP1pw9o+66$3;>z}Gu&PPkkHeRXlc}uB^_^&MP02N6LNBSwrRcd*j?b z$AwJ;00eAMcChvaLMQ-$vOuL=%(mL7mAnN47+>lm3#tH~Us+ud15J*vJ7nnqU_h7q z*+RvJf2KiYPNZ}$S4;uU?|t^!uYUEb?|%C`v(qz4>vPu_K$eBDzP_eY>>=AbI^5pb zk^3()hQwoHq~^HvxTXpWfT|%W8rIBc0MPEd1X9Cj5O7wAmo$|hJlWY18_G!3^dj7R zb#8rjVoq{6n33T%0|1So*?z{@%S+Ln81))nD#mn4lbV`Y(+-103W^BAF76 z(k_%>d%Y-dNJgcCm2y=3i#*SjFA^O{s-{^MwDNlJDiPb{`G@_z6aWCAV*miO|Hv>Y zy!LHA9RPURqTY;#(S~mV0Jw&?g4YxPv@2bjlzaPq=qAwXKx$IzN}`=Zc*ihw;{A7B zLJbYz6)gHNbQ7g-so7vS?qc(@Yg$Pt4Q6sBMK(A-IFv)=UXXv}{?C-;pD+HAuLNjxP*g zG_|W$9l+D-z!o+x9AJV9S)0>Jy#dh+?pDkid&24)8&9886%@C?-Ax% zsFcN083e`2gUFDDgq(Kcy=l~VGdo4YwK&`g{pPMp73IsFDe$_Y{F2V zwcw3EoDKjw@m7bXjM4rn6LRku$YvyjH4_&$4pzI|5C9mz2+uXM2i;?m4&;4PGXNt2 z0A-h5jd+^}UTzIvqF_yK_I)vx>LR=x_x;ccI~ISVZ(I0M{0FFXFqBvcK9G)I*1 zot>YP6E;y&|7FikZx4-tPDcO$mjeJAbA6!?0BS95IsY<}iv24-t^Q31`%gqxk;i0g zf#I7aGo;tL*Zpg0eTH|z_gGwBTD!9@?_W3F#X<>ZipE}PWCSb(*8`0-aGM`5dxeJ|ZEf%ER5igm>ru-6YV<7a zAV*Qi8)IJ8><%T`r35mnY5?_Go}HULIX!vs=+TqiCuDrK%)ToxVT28&R9Hgaxf!7# zr6!OC?f$@B6t}zvAYC@mtDX);MRu>^0+|CECA+?OYIe2;vJH^K^W}R;2$dy@0?~}9 z1C9ka(e~vrDjpPd0MIeoL1~@9hK>M0+W?RN+Db3C5&%H<1_0a?0Cj;q$hwNV*pS zHQK}&qZABvH&VARiBz1N9_4kn9fRM7mgNZx7RgvUIU&mm#;xc+cMI0f>dLaD8ev|F zdqyK`B^xiy%tv^e>6y?5j0|GUDn1$Hkf{T7aK-#KH#e1OX*S+EwHj|^ipnp_78X?i z5JKn>05|}5W37X^wyJJl-~I8AfAqn7?`bYIIoqx|f6z$h0%h6S>Z&e7bp?C$_)$sC z@0Cmp2oZ^!C&`%d%sd4w9pkm54J<5HxrLl@drP{x+bS%1HQsa7AhJx#!}spreea$3 zBy^=&0C!1J#yo$X{g2la05mZj8jKVV==`bdOkTE`IT+lsGWr4!7ugzFgUKos+v2la z69B-_WQxFIkdRe9}CM~hJ6Y(F1sL+%+^laJ+|(Pw*UYD9k&mK>?W&i#@s5nElG=E zG5c$l3bWk^MidAY{;KB}V-($7zJRIqTj_od^oatzq2QzgfE4}@MxR;-ssPhP zAI;MHpNKI^wp0q0TU(;1KRG!$ih0i(-4?goYp7i}@}i}V(k~*utIqe%#)g{UO5!tw zz-WRrkpvLDFaX}y-~&3MLc$1Ou;XEjkyRPMQ0sxuA{CNQ2`nm!DfCq;`Ax)BUEO88zS7q@(NivIyl$?j6G;>SF7NpU&PA-0Fz?P+|d1=xUwuEz{pq(eWU$RXl;G{j@tUF;8#fi1>4H*p;2dt76A*-vToSiq)WrK z007F-1hq;dSvvrbgQ&c}m;kE(+kH|9#`kMj*ky4fY3`n7^7%w|mkh1`Z14bhLIdCw z0N?=fg3_S+#Y~zza{a&a-S6JrxR-@Mv)B*(qtm(LFJAB2g8S%ytMXjYVC3{~KHk(M z*LAANfDi-#lpN6+Dfgw4?Q!7B%{!@wd`$&$rAxEcfk9IB=(>2c`icm&ytEieg#jX{-c5!KLVNOVlEFyxj z$2<}+@9QFBP_z%|w5opKU>hL|7IT^S=%Fl1o)!OOdRm@hjIkOEb>?|2v=?KXpPG{3&i(uMB>_}mt@6E*1bLHgV&guv)_Mn|3H0-y{p6qj z{Ktbw4^)9IuK3aZ{_gJH;hiI0s`A=Z4z6)!kurznM6V>F&rG`|9pS%$v{tLx7W;o zpYiC=;%g_Jyxu~RyVrW$Qp?2Ghwb#>`{}1D^B_>9DW3Q>DX8>s6 zr6GD=S-b`V0~&^o+DEY*hHj$lOqKw0lig?rVEmF&xY?WoaAkHeU^R23{3ef4-m|Fl zXKMWuqkMmHiwpLDExO_tMQRQhN^?g=3YS?i8ePTqcJ`k;$pFY`bRcAM{R`C}0NQ?q zMGNN7?w)o;QC*lJVBkX27_$MXdA!C*Mp|hhn^;;|zISiq?#71F>I!$3O|OiMWpI~h zJ`n8%qT%c$=VWBVPCz|e4Deh`?C=N!hRSt!2;FHe zifOFrSY-e%Ytapux7tNi*2EtH2dvW62_aLF#m66g`0*znOJYe4q}eC`cz?I8J450d zTGEZdz39{%`QYoXzy9jW66NL+T~TsG&br)Xm{+C10N6AvZa4=3E-Myeo=49ztpIwh zaIO*#iVHk1NQN{H1~l3vr<8&OnRa$gNw9lw-5382jalKrt$ z001)rwQ4>|iGHe-Q~reIF%(g^$`({}c~J`4c$YHw=Y1456sVzjK+J zES@jY%x)JaVz4M^;Lo?dMLLvyt}2VvAmCXL;L<3*V9Q z$S8_>il8q*DgXfY5dZ)h&vP6aNYj)`0`382;>&27>+ihx-iIH5^zM7_smE!9F-VwU z`~V>R7v*5h&P*K~9z6K^!RFSc@^u#D%=GNSVj+?fJWv)Rt|Xg?N(hKKfSKu{?q3x_ zDm&gk*f%z-Uorq_?`mu1Y-O_nR3vyH2-T?mMKv%2I93u)p5{Fe?vNua?_aY*If}WN z8F$ZfmB#eytBEFq`|Sq+?W|Wr=IKNKLKG`0^QR$=TA0I+z_;UUZ5E;$iV|BGm1 zujf*Dl(=|l)6=sdI0l0o^>y0HKvmIVlXVOLhVQ03Ca3hs91wG9yU_f3u)V#b*NPE> zW?%<7nQ=RJRZ_)$VtQKfGu=BS^`qx$HJ_r3oDyTsSU2TEqZZNz0K)_M*8%{o+r3QQ zzsvvyT$Sk8J^u0LP_GoQ={lgE6$NhVE)$pR3^Q}WYZvCIpBn@Z)BEkbuq03iaJ`npwj_;I;q?eQ- znHOA-#{8-PK*m1hOKA|9LIc}dn>xk%D~*<7x>`A2{+g+%EoPp%BFcB~-Ba5;o%cKz z4-hO0WD6`{MqwV20bx>RemvC;>VLO@wvQ&BWwEX>USbT0pY3jhGp0YLM* z8Dn9(-@KGQ(7e3i0)W@A27py(N?8~6E;J6)ruya^V6V`L zlaPe~cgSL-ri$!|9M2~^ssKJbIy^l+XH#pzPQfnBJ)km|)!3Rw(BXCsA*>iJGQy$b zFFMJZDgeZ}nx3t2EXj8EsT&EPYhwmER3Cr(iJBGsU;o$t`{3atdBaDirw1zEe|kPK zJz4o8(TJC?L#dd7Mkk}9&eNRHYOu7lGF_H=^t*8xBfHp14u31_gP(=0WSWTum*sig z<}3s^gChM;i$@^_Dp*)@f#yULn_rmw+u#5G=<5eZB{|9>2l5OuHVaMXmrR>ymHu19 zkD$|Hz3usVPohj&*l`CV4Riw*FsWJ%4<1v_O2RfY?F5?RG&Fz|V+4>RCyUqW8n1km z0t6~pl2X%8fBv)W-NO6-^7GGo1w-q+%p}to0S8S+j1@xhwz?lL=c4Zw1#vdH-37{*(b5Fd7}9`DpinO0#Z_yd+q~zC$Votf)W1{p{>q9Q4iYEwTTP zkB$^2GY4+7>))>}HC8O9Ozife+;?TA2yYkna$K}}077*?2FF%MZEVN?nioy24r8fH zsGeU+>r3}%dv{yS|CI+Q0>f~)S3B16Ega^xWe&e^{u{`7Rg19*s>ay!U|}*7hh$zh zGb>zq(XJ8Jz2RD*s41sa!R5yveG`>6`U-wazrR_4nir`C2f!GM zuZnY`K!Cyla_d_3dX7sC;(`%Zke%krw!|4=F*d4H?t#Sy_C#D14w##r7fyKVt$Wfd z*2VPqrN4jm_1EGAo*tjn^TnHL*w@Uwe;{Ll0kq0hz1Xu1Zh&VCpaZ^ATa zBJ{~34bWgZe2W%6l5`gQE6u=%4SxI(uMRg}HlDer(sFb@YgC(z|dW;NvcaOD^B7FdZ zyBn!{r=sRsotfv-ZLZ>N@_|ZsF1HB1Kz}D3gEt2naBbJ-*<(Z?U}W#~Xs{w=u6s!~ zp}wt8_V&a;7yswr@JIo{RwIs^HX`9Nk2D(Kx+99Wy;9aPio7vdvfIhJZ%#mlV71(L ztoH|9i&o26*`R)WRUBdlvfv(^ohgKOuBoDszf7)w*0t}hX;oNRrV{mPi7$mhi8*RQz~o}K2lmi`w*HBhU`~EB+cm# z5>@))^z2N`9~JAXX@gp7{Pd?k+uPgM%-r7IG~>i<@G#ND9hyAASOeA2*MMGH(<&I< zMZqzKIQLCSSCa`$(c5V0sRsb#0{}1?o6~H#jp~@!Tai6c0_euK-0da}dNApIBhshC zdO&JiJ4J<2Zv)W3wFbh==10d0{~sUg1yI~>CF)pp{IvlE3BwR(#-Lk)OPT}$xP0j` z%Gz)6rr|xaFflWw48^o`G1PMM@uqA`A!&(#G(^l>YK`|FvP|lkQu~p%i7H!lYw=g|5rOZ-Wx|?a~QI2`y zkkyH9aQB_{wU0mkSh}VE_{*Qq6d67^(35al$R-fn@<_gnO99Xdl09SX6UWjJOoi8) zqVAzg9@1zw{(=a1pH>_4Qe+k$XoQ2YE)Pd@wFfd6$K)U$ocGSl2*&Jt@4j2|f>xFn z|M9QSKUY&gy`iCBr|~Ps4GGc>dejYo3;o@b!()pq!LY+T1Q<*>NyIQXo{js<2tsD) zwki)Yt8r9}U@4{*^Nd+0PNv8|sz_1W@^63p+l5NlldXfpy_2JpiDKakfDd-O7&j{& z!@iBxwhw+3URR>>_-#xS(^i)(Bpj=oW9X%405Eia8a%-CweXF7(-TZ=smBhN%0}nY zzaQxJJQme*mB(OaQvOk@UG0|S{f9EzM_`bvHEh8q4J`!Rm|vf1Mp|B9cnl$vDv^d> zA0F&)%Kd+|DLIs6KeMhDOVaZ^Klk#+j>YYx4fZ_%ACNg7ui!UiAgYbOVfa z0tW444D@*_7gOlsyQFUPG4f(rtXyn8S2Lv7%L{yXe7t|CJNUj5EP?=MC&&3k(*%7=)n=SQR<%FA~gFCT@fT{){gfJxlP)z;_Gw{VEbzYvc=)i`+2@F~F#Lj=` zUD-RT*+1OdJ3djQ^+cty|37>0;peuoWR3QzZg6tYNVXg|=jglf@BVU*oA>R_8*Z>< zTe76dITKy=s=LAdfdf*5;eZXRBju{~Xq&!a4oK*UC;C^8jL`u?Mgry7(Tf~rf0U$)BF`h-)UkYN8k4SsHa`2#XGe$o`@099KYMn5brt$G7DYUe z)(hu@g+$R|ZVxabt&jjPi;?xIX3R!rkGri27Lofy8h4i?!7#H~j7TS(P!Z`;w^iCF z(PYN5LI7xzcE~bYP(WlHRWTkNq~2+ytqAe>D_)Jo>zz_l=T}!(B8J&92Xd<*~legytfRVz2oZ_AWV_ngUjme1U^z>v~rAcF_yu|4}JVgSYFCmKK*_UFC>}r`#;CkhXJ8!~j*4IA08dtT&Ae zLojpoW2FYG2K_8X{ex+BuLkdQgwM||F0Ze+>{n|UTy#YkLzf;VjC5jL^jr*Q2;k#I zAUqf)sTTqO4I0BOnRk)+A;DT_Ed@ELXhq=+4ChfqE4F*S%Ija2PQ8-MN2(u3&p8#0 z`rv~P*B@=1o}H_MtE4!EZLwIEL=6II=Sl@wc$PU)z!s`F;vXK6(F*(j%-1?O1gBPKqcwgJ`{uTXcS}pDz4_Q zFo!e?kmP{&iXA<9N~-(t>C->?&L8jZ>?=AAsN0dsMP(w2Y64Oo=U%>2edu z1Oaz-aOF1T96VH+FM#fn08qP+q>669G{{Jk!x(oDaD&lKs8mnjUq?O&)LsN{3YE|p z+aspisy}J>CEU8(RNr?QrL~iuG)hU0J=Z-X1T!qGtMJA3m70%Bc2C*=A+$c{dOfl> z>P~oM=VpwKCyX>#KxupdRhj@b7}+)gmwD=BZIQfxONv|e4-VA*S4K)%_CYzsIo(u~ z7>p(>8#GR622ZFEp0MHI{jaaDsp4c{DlaSm#HnbHBKTOPdZA>DH?~xH&E%0xN zfWfH=e*fv2I{jL`r>PZvy;h&e`@vZwz#2!07q8clprWuI8rlUBX_z(AZ}wN9J?$bKqCpT^yKlAM{AEZ-)xFV={Y51h=6p8 zb7(-?%F?EQI(vpAOAgkOwN8zwKmF8e2EBSd7IjsM)FTnYIfy#SG73%CaCr4TRu31N zXZy|H_znF#OJ98P^{ZE^XUe6QgzAAj=VsLMQW?Q82nI-tBKONHbFEV}o+Q%YTF@m@ z7x03pD&|P*k;Iw8xAf>h>oj}A0e~1#T5i~v9>!1~$J#z(bF*;8M<0Ip=_jB5$shl* zYPJ2~hdlhJp_ega6h*k<;v{XhW^Ts7gQ zQ%QO8iuLRoMfy+0Wm^1>k9zngObGPAp(q7 z#>|z{e=bA7hQ)>QM`ix&Ei%-Tp$efA!jsVITtc_;tr-A}%}z)yu}}Gi5|2Z;@=yVB zg$wkgUZK0ax3|0b=8ZP|>X&5>3r)AKcT^PZW^tX2ipc|pxnlmz&uQ%c$rBZue56WC zWJo0Qt-})&P87NA+guGPB&XIbXs&P|FpPL9Sy=^MuL&jk9BS16=;-3&QtSB?UnT7o zkcFj6pHcixMU@<~>-JpGfCDC`WMLS92sYI}vf=buV;bKsFAXDxAx44$WYt{uGGHK( zt}=y~+EPo#C`V@F@rIU>tEU_0_4SobYB6jGs5oT#!j+aWLaEZ#smHg0Sm%n~d`JRZ zbb2pnT8>zgwVIIBR>X<`taDycij0knuI-arxBw!$GRS$Lt7&3WqXydJSzon{gsyQv zFP|wNCGBI*m{pFo5y{6t8wLz#Hd*RFc_rPPot%mN!ABq4hag~$GKvzUzP_42O8|$-rc>pI2Y!Ysp0OOxF&3b8Fb^!msH%wZYz)PR8UfCRhrU;zQMF?(bu_io_vGv(6q26k zk7emac+lQ0Si-&{0TN8V*t*8}M%oJ^kcC?1*i_%mR!q5}-npJbt-thTDZ#2_Yd)?!C#(@0>-PI0InoRHL2KQVy#J;-=TbBB z-rPKhOj#P?x6BdbH%Ue}npQV?W+S4N#3~9jHy1SO70Nt+_Vc~nJxvtkr6*%0h>>s5 ziqG7?mUF3yUXcT2L9`qSf*rvc%6KLxxZAsHa#w#OtBPrcS%+7zM$H50)uTx6(UT{? z_lKWtZSQIZMip8;d#zw03lA1ayO<_6<%Fef-w@04$M*hiG=j~PP7J>7^_0y$K-ME4 zdM*Td*M{!-6yMeXcYJox90`GBRyhU%iN0rDngg$+-#0|XTrco!W6%F|ZP9}dEK8<_ z8X!=#dxbh60;7s@o11U8wzpJ~M#NC`3q@oG)=K~bSsYaNW{GTOinWaE8;_p6|K9rQ z>YVLK1YrQ@$vz<{&8qc9Z&1yb>cW{CG~8` z?6nqx&=hx-MM6n{50Y@wxCKhN^;7`p!L!&26=r#ql)aU4g#1>S%&_Sx~dS-T*&4u{n9V~(x3g= zpYH8$2VJ0p0~lzJ2eM!@tdvlhd;|NLN|R#rjoSa#vSCWoK zrI;!3BHzeV0mkdz4^pYw`$x%gb$z9gLVtZ7y#IxeWY=(!cK@~386=Cp$0oj+SVg#A zJTT$vLx3yP_0Z_~92~T^Z)baZYjf-L_@s*cTbgdPL8LX?J`I6*d%StqmLqOlE_kN_7E9@pkJ!%uQi0%TIPFve0XxK3VrA5 z`bUy|I+n}}$V@FZYFv-+V%ogHzv#6<%joRQ(=<;Xw=c_2$fuH{JN+Mn?UCVA3~JH$}#zc{b3 z!@x*Yf`SnRe3^`%9r=dLfF?0Y4su2dkq-3q=~GqAT#Y5d&p!V`+gVp|J!TIQ0Wl}= zW|)Uv9|0~)qat18sOY7h4OCdG|2R0wv(_6yYV3k$@xg=p?EEbNfNpnpXED>^e>D;5;F1AM>x_SQgg?OqodFsqZD+f5ATneC z5HXB8dFSftsf3&eX+TU{=0v4Ey=jP{nwm>}WLptbM$+UHzq+M6iz?%cTs&)?ov*Zs zdY9LiyL&t8{+}Ej3A0IsaKQAGyrIw54S;j=uD2Y#|Mj)CbuHE;qSBXA z`rA$_az3H$H7oIvP3rlG!56KKy+T>3{aS~oVgFd-dvIOI@L{sxQ+8gSEsgjk1NVl9wA&|_#9SpbOei*T+s9n}NM=pEYYnQHy0f-*=_E${D9r`1>G?=10MIzSI_T=n0w_IMi ziwGNE`cS}gbg0Qv=bVLATV7g8+FqX366_7bi#Cl5TOrA&Hv!X8m zDk`AOfR%x@vGMqKe&=_#x3-lC^u@=`wbR+h(~u zSV20v=9SDoH66eM1AuSa0?3&6cmSk>3HN&_);*ap(X>ohbVH&h!uW6(ywF%L_dT2o zY1t^MUlctUn{Ff+J0LVYdRAO@lLHD^Bm$@e zR5BoP9c#ajj!!fJuhRbK=clUM%^8qDw{fI*dAPx?mILN8x-ls@OKDHzVNF7Gq3V!? zt6Enz!|M(JT>S#?428AR}fz<^q1<7k_ba zVM#Lq|MHWcym|dv8S4^lATyN}hi2a>($-9Q)mK!%-zzKHAKe%UXh zz7*wVgph}FgC}e#-kI-{C5*qdZ!-Y*>Lx7TXv&sI<1jJf_(;sGS@H|i2t?6;x(wd` zslUFesQ(M|QTV*b0`dU#SyP?DP=tGWgBQ)fkR+%A5S$h#FNWB^_gyPT=g@k6lZ7~N+?(!X+kl$pJvPE2o32&E53M#vhVEvB5n z5O;}eg)talU#bP_*X4z>r_}XVksoaU9e4v$ZwqWN%SCpQia@K9WB~W7SA$8617;sP zp7qr=R1u^;_j{&DBng@27)`xX1OR7=tY_($o;}AYLY&ke4b$y=ItBm;doRqQPYhZL zOjYq-;+|{PZ)J5^A%LzF zW{c_2Am8?Bo$=;q?g4nAz}*4B7zBW6^Z}5r%b%rs*NpkhruU!IdveF?6;pIDQUJ!F z3jZtl=i=DY@%F`ZUb#|7=tWwMQ@obz}x?)5D^^>g+n?-s(qyDSPQ**SZktT zW~<@2%8gVV++3lPI?{hk<+jRjOEMAMF`~`PL?-7&BtVPOh_pVv?Z-~){}7S-{;R7Y z{0~BeAc>hXEIKT?5EbhSu~a$;80=O7G)& z^M(+CJBZw=JKNviUteGU;KL99;1B+AODno|HotuK<;lsZa#4Fdmq6DIMjwVx1Avx` zNnWkH>eekH(=7-=g0Y<|dv>_zxKn#mpqup)zzhL^2Uz@PTG>fDxPUrMX?$yWF$7@A zM&|dmhB%o$IjaSBvBAz3!u{+Ab;2&hulq#JTD+(@@$DqSr)QneRi_C7jo z*I_(`EpmZ7rz?1ZxDkR8b6|$3_pe)Mj$3VNcMxjNlAc&0kq)Z*c~}FI14peU0v02wbn#=Ur8%c zc93sL%iNCR1>rHOH9W%`ub0j>F3(~1tzF#OQhwKak2n70kN#+9^Yz8a`K!%M-C?3d zSGc_L4u&7InU_bFQ<{Cs_d^P=%l~6iLM|uKfGHBT(6I)EH0!zVe?f`}Ak(DU%jm;E zcv9Phnwajb`*z%&uN*K$&RAz*(7z502k*VH)~WX&{cG!-wHEOdS^z{a(Im&db5YU_ zYYYq;8De zLJ40%6RYlU>*_j^*Z8``?9uE*UIhBoD#2*4~4=akHJOnp0kjI`qWcyFqI*<{~Cczr1Dk zO~Qj48i;_I5R%D*paK{f{Db>t($PE^Sb`LmV(qC0H`RACMr={2_D?Uk2$qN{NjL-> z2AsJuV++jmN|rrWXFk@aKXy%6Iv{C;$IaS^Am* zC=)Hc1_UvhX+|XaGEPCiews_~&($Ie$a@}ld!XiVKG0g4l^2!Aa(sSve157OfQc{{ zRUknS5td*Lxy;**2)d<$PHP=NUc7FGx>LeI6PwF`tWUay!Op_9h9xgV+2wCr6Q2!( zRV~XL345=i$nm0BRlR|aKK@jJM~prcZ(hARKfe%>3gHmY)EpC;DKTgnToodsv;Krn z2`J`mG4JMj;nJXB5J?O{0>lvIW0@S55XSA3Zo;~Wx9lk-C3R_fv-PGo?>>0{{a^mo zU-_dy`Od-N{-xfbbZYm!!W3b{!a%;XD9u^m{?4e}xL*QICm^dBP3%XB+VJ0}DdYgS z`MXn<00KIO1i-W%t?td4nKyKQBkuz3blyWAa?|q_Ft=J*akh^;eg$q`qn3{?9G+iXIINgK}C!gbDBAsU)|#`rn==Mbco8o~(0D zE0gt3>_v`_k9YQV_7C3RojCBDi_=QC^#}U`%?2ngNJFMudHz``!R^iwo;( z8;{l>tGIa4a}q=NA{_rVY*mdLey$A*#!24-E$0YJ$w2%i`Wd-3uj;O zP7Vj6F$;4^l>C1RsVrX_;o9%rGqfh7KZt<|_I!02;GSD3$il&vsp7*6vTG${jwM6Q zw~(hq@}E^k01SQhSfoDx_+clMJ+RXRtFsL^f)dr6=QU zVXZBk?KxKvL6g4#B$omhkro#$0c{hlwRN*rsl~qJz8FHEt}ivFqj_DGpH_Y3-}&v| zdHwp0Rs+2H`juv?i;%IfEGbRlMUWXmISm6~($3Q~o@_zsO}8^xq+3t714sa1n*5*c zji~z^TAtJs1AuR}X7W^#cb<3v8G8HphrHpJb^B zjqvAVF1V6Cr{?O2?7zQ-276nKMB=XJMpEMmEt#3%tPS8~VG)2vueZ0f=kFU;wPRlb zRz%)qyiMxET}J~TawHOnw!ZX+pb^8hwMQF|9;u$7D;z+=EG*5d5omta924l)YVU{$ zAQ*sHL=z_J3#ucyv$K1kS@lF<$jK!l-5_c?`~R>2z7biFG5klahKiGksR}_vs(KK# zmkk__BLWHWic*VW%TmRhI)ImFXMSbblI`F)yS5BC#8wBbvwKhZ6Nd+$y>rTB>5-+X znbj?~L*&oKNC=oHoD)6rfOh-reXbBN0CzSe1(Gjn!@_6hXWP3w*15-zO6^o)sVL$; zun3RluAs>iy(zxl#E3D$AuOfv`Q>>mo9QntEI)qocz$VKRY-L)diL!3@xg(pu{T7> z4WwCS_I4uqjd;zNX~Pdog^^e#;&cm~px9oU5p~HxR_-2K#chJY$$78ls&E{z0442p zU-N7S2m4FGmOuIA)6YKp?DebHJ9~SYt}LQe&Az3HPMerE?@w1jixE?2_Ikic3+GT~ z+1~-C?=()KHroB`t}1PUX`aqWn!ZCq--xO%ZYXZxmWhGnXhKpm_KWkYi*qSG73%sg zXoxF>2%SY`NgFPAeHSu7XY>Z70?w2nM!j@O@&X`Y1Tckj8u(vYUUsgh%=OLJZ}gUM zd~nFurEz40yY{x4*tO}AW|q$G7~xh=dVg2^j&2U}0CX0h~tr?e170xGDrzOt@GHO^UY&@Wj; zx0ZebM!`zK@KlPS5`XD0IriyWSy@?LS^33Z{$&FK+2=q1T)ou@y;u;;d~?iuQE+>7 zd}s`7PD8t@DF0L4ZW{D^7lY|}ijs49@g+7Z)A@_53p$~*?d@&NvwZsTC%^tHzy8^G zKKuIBtAF|FPnC%03TLey(6sQN7^+zXP1AIV$$V?GZSDcl6);no2dRf|0emBB+@<*r z!Hj%E#GG#JkRVVaP~Y@5i>_{szrHqPTu+7ngVbH&;_^yVD{uueuecUaL3~l0G>a&; zxFw|4dNm7crdzplq>cZVmjew~BiZVNsr!GhA9}>(2ol=CM>))IF)~*xCfki) ziLw7{&t+-IE-o)Ve)M>KV_k!k&RHXgsf5fhZUc>ThI=F#zfL;_D4(Rrj0TJNvaj+! z2hmQCPxXwm_W)NhB1z*;$s2@7bqX-!3e*@Lpzu^HOMiKFesOueaIJ+b1(AaQ;xh=q zTl@9{jp}h`5^>IfsPta_PQCUtp8o!mr;E$WwmbO+bjkHbU4-QL^k{o$TScCnv)bBL zQvd*%y*}>4TNo(GTO*<)a~+MDJL1@m1KuLSit!ZZT_~tkXE6R#zTe+48``uhB_tGy zq@EDt7bCny|Dwhe;)?PIfXGOwo8c`MX}_yC9ASq zI^C?b3v)`ldhd6C_xH3h@YeSB?%uB6v-CzFY3XkrCKGu#k{i;Hif*AP*TOLS(fZj} zJevNDbNS1&4*;fY@?fGj1|9D{zM-v?VQ@o!fdHhSe!ujp{U2l>g~=95{hZgfTFL>k z1z9^3T|v{^&2sY1^E-(+TTMGFJ7OY6ScC}9^)x88yu1P!Rjt|F+SIm@8YwcCK#+E1 z3mI9-3f#8(p#H_-VrYoLkZaDyi|4X$1X?Nheyy4G1C<2VO7dYpn?h zIRF+1f?Dq0dq<*Y#$BmJlo3&}se}DJWl$ZR9IdUd+4(s$Q`VSz%KP8h-PzjO)TCKa z6e^!T-Bk>`{GHD}d->wU>Dh^XZiA%lya7b`!Px>B z*N91s)aE1djTp1w>9#M?8A-Jg^9{EtIiK#Kd`7BVzHfWNO<|(Qj1Jla$;x=kmNIyU z7gzl&@!o)nA}suxZ*|U*r4-($hLS4UMta0B3{83wz$8l!v$alxQpyG`ibAU}H7~3z zc5TQ6HEW~y?@fEVb3(fjbRSjch{SkiwJ@FwON%P@ujB-ExroTK7m;bI5CEX)kXZx6 z?6p4fJ*Oh#0|h8bmrcDi5lfq`kSH{L4S@Zf~>asve0jv$u`R&&^m! z6F8@*CzePlK$>oKMQ_Dfa%9r@u^5{EH7q%$8RU@xy0n*j2m6n9w?F>mli&HR-_~m2 z-Q7K{yHGtYOHOw+^S!z-nu<%4+p4^~b)seN37sz2c+lj-te9O~UCr{e@3;Yj5maw6 zxdhO|m9s#tn+ie%dsll^qpaXvp6}a-0>DUWcx?N1rhcKy!5grh3z=V)r&Nt_>l`ZY z9~NYY@(e??W(J_;;sT)6>;))(SJYStTKKD7Ki75l)WdlF`t_GDzS`T{XYXV5kt!yB ztE-~@vH@ht*xFGxb*EuKNS}#k7GYSsxU{T&zSR5IHe-g{r0PZNlRMdYnB6v>+3$-S--RkkP$HKd|gh&>NHK+I13QbZazNXhl99L(z`V#ruE*DI1}!Qd;CD?0%#ZU=FW(f~F^ z!}h{RjDjlgW1Xeq@&o` z-~a!<`wxHd*MIf$#aBVY{=*L+t!)&pH{i#k1psL7DeAHGqHrK+EJ0`G=H{k0mB^$l zeYwk_;tl`+H@_lYl-_oJp(Ozqp%GkJG7DKm6kuUsxMc6W2&!}d#x7cK_rii9I-QhK zls=d#ik>1XWhpA`EWOup(0#~W-|P_>pf)_}k|!{;_!#e3|6lJ3g)2bF%uGxQ0Ggbu z=5OU19F8ipKnw@P8x~nwU0Kzr3Ji9)0Lwr$zju@cdU<{6Vz$DFO zI^JncFVX@4wDgYTfdGJcAOMhI>9+ttZp`nY%>c6v0I0+NE#5f*ko*;??V3gb zXomkiv)(9`8qQbO0D3|AM`Qn?`&SX;d4{s*56UP2!-s;mEJ7OoI~uv66#!_ihLjHgYU!1bqhMJdHGL3W z3vt#3?|)q-e;z3X$Xd!_>02gOo}~4SfJWsV8rKsMU$Rhd+! zMyCi#*rJ&nmBcjWyQmq-qtgDm?JfhL262T8YO(W+>K<69TcFt*yhb93+Pr9N^Dn>ptH1s0?|uJ!s;aJt^yzyaXc(0Y zn0=dq$o#=LOzNyHVglso=yUrAX7=j(uWF`pZC!m*&9|IrXO*%X5;V~5 zLA`%u!|+NSEH1o&z_9MO?;8>4?EFH=r8(!QS^@97Kh3mTb0R05G$8exBLG@uW+ zx4!;J=iTYWsRGXZ{XG%U(FT%ifsAo;rM16~yAnZr8 zn?4q9o2t6g{sLw|}AfDkb$$8Cs41ohC9eIYq1`#U?AOt19q!a(eoD^UbT* zug;H;O-u|o#2w{+sgmsBNv(bwH}Xlymn$dNI;GA<%{sfdu>5FkT_1Dv^Co@{HKG=b z<8jOLja{NtN0zUt#Fk>u{j#q?$Nj@Y)u}u=IZ_%zh4+fW7>PEZ002!kKu5i5fZT(- zW8m9DZX6XD^nKPVJZ#t3!2{!-v6Pt(x1NCfS4FChLIh&wG;&4Z3>hg|g@9hXe5vkU z$ea~(%Wi2FxTsQ_?5h0#^Upv3JSbEi&dsUkw641K8vVUu3)ZD6zYSaFsBIjWD5mV zaqM~(Eg4}Q0j)nE(7LL_ZfyK!@ml}{=EYZEUB*_yNK6GtqP5JXRb)999kfKSROer_ zTpAm)mTa$At{Iv)fo+7}^9Lo$C^GGVe!yK1p0M_E)c}NNnfH93w zWY$hF(0MI90qFWd$J^?aTVm$1gOBM^fU>JZNfJJaXDd;}_xlE6S?|q-XsNmg8q6c- zYKKgytbR2Qd_fR&8_ipxp^wluz6ey*e{Tdp^jaS2CSqQ{*?j)|`QG*xhuwy;WPnzY zkMVTMdJY00Lv?EMO%_lN3g;SPP#Z|6gNfWRY6@5>eaeP9uyvJTEfW zsA9wtk+aT{WoDIfQttJEdjGroCr3wR|EenXEeZk>nlhqxugQK(t9_B1xnSVkP=GR- zDT7q9R^5VL=+;^kE;PQyZ6^Z2_*5cNXwjO;Cm~x3Ylv6fKK)VWjsjFoH#p}e3#woW z_ky$Q>wo^~PyWyU{XgIR?)S6|d}HI$haY^nw!C5qM!ZNq=7oTs4soy03KJ#& zyn6MuYE21?p>gqlx!c)?zK+=%c>_?`GFax)>j?@a0oVP&)Ms(F7wdE##qWs>quTc2 z|4~a8fTV?5mTavHB>~GzMbD`el}eN({$Gy8;PiEkpt% z++=s5u@O-J{Jt3gGuCcBUNMk%?3Xm;P2%Xp8343b0h)~QHT}SAHgwfud0bZNt^i;? zAHd82fNUbTH3N(3vs9ZpxYXfDbR|m*+)!E^F(jfJTJD*Q9rLk<`*{CDQBorDzON#Q z7eTO3mL}>uQhI zV<8||!~jGjFc3TdtOk_n{aL)Lm5jkoU^HdgCI}_QJ9eblV?A*v?BHcVQ0SYt}MXOnB+h2}dt$NbO?+it2*i=Dr@-!HxQ*3t5ks+KJluDA}>R_D6v8m{C- zjST51JtzPePNRw#mb`Dw5^ElubGC5S>5~95L;%DsQQiI5pJ zinpI^Jk~o_Y-+x(xu>G&C3wS%GoTyZ<+K72G63=2i~@jGr~X~nt0BFeb}=!!NmkGp%?h*u029F3JhvyS z0M5Q+lIzwjP$K}_b3yz^Eo1#cy8lYBwmqACSF$!b!e$}>FoH8ogshWiZMZ9!WnWt&Xt}R)VULavF3!%_C!tS6 zmg3!9jg3f^vbuA4LrmrUTY$31kL+`^jBNj%t41cBessTL+KQ$Tn;Geay`Y|-B?qK2 zl$HPhxS9E2BP^UJV_AAF2v!MtX11;f5MXYOtgT;O(t`TlIn!@*XZJ7u@~{5ufB7%} z{LlaFtW}Z9k3RZP_sy4{ne+elegME&>vYi&VeQDF!dyGs+o=uk=;RNk&;SUdPnO9h z66r}7p)$DNXJ%A7o???TTP@wK0l=6*WB#INufWjzzOz_Zh|0zD^BSvGR+7%vDoZA{ zwG)^X4u&*XSgDl*QCe-RCH>dx8(38QoaWuO3jok8$(Fq4K)1p~LWP7LI>5fgg*&ST7088_~Da@$~KcP-1*Xt7#w|NB~~ z=b3`{zo@q;z-1VokhkCyzO*6kr-j3u&;)Xz9PI?#>?k@SDkzltHoT&+CNtTEZ{3IH%j z8^P*}RP0=VL3&#sa_3x6Rd|J*#(>6XP}h{!KRV7D#kYY6=o){;%QrG5Ax z(eiy%U?2<$zAuq8BK_+t<(ex707wCVCIW~M&5jdU5;KgOyA}pJJURKBzx~_)^q>CY z_rCW%U;0l!{X`$ji_3wa((gkI&}ur5_x~YMX;108p)rNctv4@Te6_#7pAYsP008;T z#Fq(%0q60x(j)POK$0=Fp0wUzRXN7uc1R zRlNc)uddDl1}GB-82rjiF|eh1QHn^S(~?>&_*T<#12TsSsKWF>%fdXg^8SaSEg&&! ziBXA^V_AQ+vAVXV(C*diuXlEK44ZgbNumL02LQ53R|B6;ZmVcu<6Gk|4Cr>7UyG3& z&`flwO_ApVV9Euem_Y!LfBkjwhc>f)s+xAx^)pkqb z*8EOKp+01nCBF)c+&)o6m^u5lk+h(!*ianFeQ#it8=(bN%AQpDA8Q>9r3lNQ@BM)2 zZ*bQleLxJFhb?i-QP|OS_WDqFO?5vvHXawfLNmNS`^nE=zj~oLbilycMD-nB(4^+v zH|z#|zfSP4`+vhNU=7)tKfXiiNKmbUR6GvtH}1fGQ@7w3so!$ahXpcAsZ zx~B4cdP`QmP3c2lR`HTXIs3fR1^|t#N^DUi-`}ZO>s)~rf!^^q4-mnE07C@)&q0fgOe)!2JAFnR2 zFthHaun^Fii6J91XsGU72n80-YIt4c|G)nFYh_~Od2=HUe+Txzv;+Wh%e6!XR3lD^ zs8g=eKpKn}5d z%Q9;|$_x|$02l+<@|5CaL{4?0HDRo^Vjz-%;%^u~!mTw8kT#rnGiq@pP!%5}B1=@V zXOYF_P;*5fy+^!y^-8lmhK#cggLOW$yE?q}x3QM>pYeFcxkK#%K>Mo&d28<=bx)e_ z!q7Sv-960i4gd%+MmsTX9e3Bsu2L6B^hz)iODuX{FadS3H8M22qXhgJ~{$rD!ZVT7l`y?;c$0f z(b)gS#@gztI=;?X42!zm0{~Rcb}qoKNa$o(v>ENy!QR2v*7m{PzMj%_d5|SFX$ubt1-(NVuso3n~%h!GkH z^r@j8|4=3d08%-8KxQu$*3G#Xw6qBYWF42bTx63?K$H-n4EjkCh$^~y=nz)2RDEY{ zVfB)*pph{*OsDVY`PJnQ|M4IH(|`WYfAJUp_xSMeqmMq;;J=C#_73(m z&tqf30s%Sw9iA=jmK_c|fL6Zg=w+GO%m@VQT1<2DgM9$h+Gb?|x}o$;1ptgedNRDB zQve_aUAfqpzRu<>1AuJpvl0RkQ{URJ{?ekrKpKBP#Y@yc0@Lqnwdkb=!Niva#;NlE zvKFc>=v|!Dn(Iq6daD-zjH?iyfaE7tHSPSoy3~&ztqb$(H*d7%``+%RFFo0UiUOcf zLoT=ILFG11dE$+C`LYK7qpn_x{Yyogy*~h`2AC+F!?ZKF z_Cf3OVE;h*)`tg2>c`~z0J7Amg>8BJk+gx3Kd#=%z*zF$yTWP7_}bc9U}$ZqJ=UfN z`dnXA9HeZALgTE*hev}hNCL@nrrg>WY?lwr_zZPP!u;N(u;rYlx}qGA4ORd~1Z^4v z#jhdHr+jsY84L&zxzPz->)blO4mAPSszC{3)Zt5QN}K8VX?Xwphe!YL{U7|7|N3A5 z=5PMy;Na-}_ul*EU;HIaObMg(C5xn#-d!>PBWDLElwLTiAkZ`K?(V*L@j_cq_>_i1 zCjh|Q7XUQX{WAto6@+NaUPLIIL1Qgh5Rkh`4iN<&>{+?buxwC8e|QEi2+O2s2KuEavP%yKwf*Y z%Oe>6t;+2uWNwT;iG2LOY8|jHKr2hDp%L|VkOW0grkZ!wisUH^bb0shET)P0oJ_4B z!6x6~Zvnu}0)VEW(+og|0HC#f3joGU;_fm4W5hVCvMBV+$o{`L_fe=jh5t2x8Wl*b70T`zrLF4kAY#;IIX*t# z-_?@eU47$yIY8n_r)*LHkdF@ak0lwK3_r<{vVB&Q>mMI_vefBU*Jf@$_y)a&Ia@gG z#B_9Ytjzcu2_pmP2mp+6Q6p#M11`r6m8UcY?tQZL9D)X4mwnE(JeBUHcRa;1cJ zp;`zE21H5`aV`+tExBAkg6!2|c(>YdyAh3zTwh+R8PMWFNSA5AMf=xkO|UP^8r5#r zRoGcLEp66DMqLplh^q@5wTxM^14s}qoa4!F$2Lb?XJdnu&K%~)r3jk&U05qMYjsO7SbM^p0_VH#C06@3y5@T{} z1@Qez&A7#_5i^nHbiZfOu#-}CRg&5;!`fnDAxf9eYlyP2wthB218)+|?t?7`5;7S8 zNY3u^qQ=zUTU}dKxT0l+UwrZGaQ{F`U&VR_l}~EgCvZ{Y{$v}CTXOW0Y7nPR&0`5h zWafKw8t~qDw4nrF15+_%V1{$rjUr$)06=3Us8^j5nON0knfdHI1pYP7da%E*{w1fz zClt2{JDxPC=rUAlE|RnRpu%c3?efa9y8atag6pr*epTZRO>ot1vM#{{5IM4?*QQ9Z z&$Ra@=U^oJ=L5sNR3PI+&|KK^qA%4^0Ay`KQn4VQuz(S1Sb(L(#ebAZyAEazW7t>{<3+r{~MBUcOQO&*f!Kkr{K(3gE5) z0EY5?X`|$t23!>M(6lPxN-KjsVy37lT%xRzZi6c*<5r-3dddhu2v7Fx1Ba$`MX|KB zqG%bgXXh8%sJp7s(&y{}fF^5=Q%SHP=R)m-f@-Imb40e;`f})>T6n4UF*OfDnq36| zFyhr^Cm6~GXKHo^}Gn>78} z*#`jae{qTc;8ypl`%38UG62x6v-VIGcX}29K)WN54gmn^>%;&cZ&k)pS`z*+iMmkq zU?x>UO|Eh2OAQ`t$V&;Z2GGS@!~gR!lk3P@vQ=oi7XEJtlC_1QpuD$ei5YUWf_jr0 zQC9Z9`jpD)eD>^fEiP2m(t%hy;@7xd4Bg_wsCk0~ydA-txYdl3mu(4El7a!F_r8_I zB?SO6r|-mzTK>iQU^E?5jAeaF{;mWA#qNI(sa3N032UeP$)<0p^bd+$9xaD_cV@h0VDB>pOMtcn&33xs5a`ZtQ=a!qKn z3jyMD@^ufl{TB@84+{Y6Y%jD0a7B^0UAIHr=I2e|F9WQmhG@*}%fK~1S10dOanQ-- zMRYL{<(md{hS33}MovJ+?@hlfkB*O@eg5;m`P;wwi@*A-&!0UPk@s}|Y-}h%^<|)L zi*WOZS^xmit*MeE;UQ#AujgVVdVgzc>*dRr3QYsp!+6b(wx^F;y4MD{Ybyy10dQ36 zK)Nnosr8K*=WH(t0}%#iQ*z@9P?mabajQZmf>b0ih%k%34|OvOi$+8zh;EJbzk}da z$0Y&zK$%5SZM_S(k2$sZLN5hN%yMH|)Hy*^|GavK(J^d{o`9UDaWt+7k5(-;9nrL; z<^f=^v%9mo`TFea6d>0th%kooga+1?Hr`(A4q0@M@IP9F|Mg`Cyz}V*Q2-qQfcB7} zy8~==P#$NntIJ1B5p_*Gl@d-9W;~?cb@(?dNtgVhR_; zG@rcpSYMUH@WmI;wft8_?yF)6OIb^#d6#I2d!p&yphj(K+)Xo8IQO2ck4V@gCc)XW zD+&$bY5aR}ak(gpO#T6(P7$E6HK8rWU+`)W$#i^E6yfA}&w4-8(Et9P(teIqT`>Oj zbTFeYcMRE>s}aUvya>2dezBV?7M7Ql?*HV;MzWRF6?HDF10O`?5<|cT6C%Uwt(SJ_N0u0hsz0ASqL2uT*HAXxUH z=3Xm4^%_=AkTMg>eo)~o`C3F07{%EB7^AE@N5MRoC#Pp$ym;}WAOGm@|NifO^y43I z?Q9o?wxZiuSzgg2G~Se43X8x@0stCTUm3_cH6upB&6}-FE!0u{AIU^9v=BMQm}p1- zxufv^II=rxIiNC}DLp?|Mx?NzuwkGYWg&yPU`Hn>U@&&yhIx`KCRQH%AaSOYxw)Qp z?>;^{(#5$sbW?JUTvX>csi~FkQ*s$iBU&so>`2ix?t?V zieVAm$OePj;FeQZr+ikWS813_J5uj#?GYh5v)s(yxT)SfVjzBl7a)*FXE&Pc^tGrBAvK!`Ci`mqUsh@c4fue13kmueP^; zd~#AMlUQnp($3JZu`8$OR&o8+$=5sT+M{4f`O#M;{3vnEk^@opCXzOg)Q~#a5PLHa zrNS!)D9bV{akKycEu$W6&_X2`NE5bdgGR8a3GkqSbF3-uq;i1+?oa*2xLnus1$u^eflY|({SjKaFdZLo&Uw!rB zpMUa`?|=XMKmPHLzWnm5c9)v_;@4Wzy}vye@qQAL{mHQIUe zuVpxsxBT(oXp*J;fy5qRr4NPap=iblp!q#jW@F}-7yv-`#lCkbLQCXBo#VZD6LHpo z)bhEP<}G~G=*f-bsG(*+^d?S34pE`1g|z~q#V2`SBFTA>UXdl`4{^UeeSXdnLXzJUtR*#WwHwQ=vrr14ktM>(cE^Ty3_ znQ=os2|67cNjZ|*Ct3QE``i!W|NTJzVS`?xZ_X92sB+x~Z@F|b&8cyDVzRrkhykQ7 zy3gzZqdAGS_4TlVTc`fbix)3V1#`RtliQJRBn7C!?X?L`%PWjPxM9T z=J5?a;Iia0c21a|TaGr@o3BJ>KpicDx%;wl@$5zB&sn7X?`t5r49?<>FH@J7RHiyu zQi9lumilUANTnQKZl2h8abn80TZO>$6@}uG_t*$9K z$hm5_6s@8Tef@g93cTiem@xxdtLM(1tlR)21gqf~#e(8RGigsh{D2{3i4AM@s_&P1 z5uZVWJ}pFq#a~{YpBx_U%`fRPXk7s!T_FI%s8s!A$27KV7vPxJ7A8?M=wFpODRy>t zHC6fa>C^9g=d-p*a-AFcHIIJ&smIwGKn?C5G!k^ z$0w0ok@iV3us0Q2c5MbI9rTtR$2jb~a|Ii4idAPIJbqD<;WSqhr8i^7EW(H->5hyTt#ejf`sVfK zLDqZiz-0VY(8OPISN`Vs<_}0qocDYb4u_Syr33!-gQpsmNS(qY{W|VcONv_kcKU~$ zEn+VM)ng-Vqw)0prx1u?@v^(K!_0=Oq|yV`{>m+d7X&e)tJBHxiM6|7GDR>ApeU>{ zKwIkZjRiBWqoU7S8^DT4k|hO5?{1oBQy{8&Qtf&78^7@zo10pczWMz5^Ri#coLEa` z8NQ$Uqjw^lI%(~dv`^Gvnr^O$OrIt+>(&VWw_G%CF*m)l1)xg^B_pm*f%(?PfGFu| z{H4t~6`5f1&UK-sj~VCCleKCS>xyWR3JpgF$YJ?bS%$nrB1r#c5=1a*Q{gRYgY{lS zETF`a5dBxy96?>)*PCzD(P5UT``K79yO0+YeKJ4;+5zGiP-fyuMhF}#Df`0gdWEv9 zRqK9fVUa*A9NnnQTj)l!iqx$2Wng&k?e6UFA7~PQS%zS@)E9)wB!Fbx2d;4Hj;?EP zdgJke3LFVy@QgvDd2?vc%6)7DtZsq!MP6E5Qmv4nfhZzP#&@R%j2u}u0wY`rz+YV{ zA7>#@-wH&3ZebqQHbjAj)llOGiDj~lUjk1@W19X6s8LEFvRXwyiG>UbaYeMcrG@L--~R32efQmWj~_o#X5d_VLq(7*|A9zSv(_Y_7%7l(9DRdunI$CjwX>y6h>pFMs4?78A&0FtM&Cy-d) zs*T<+UV`bpN?ddpp>7BqjPR9}wx9nsJyz8UBN)WYmXgB+%u{8gE}3ee)dNA^|7Po5 zAvbB}goy()E>8ZDd3!}JTxj<7wrP>(&z{2*07toSqXw|?vp;x4wqIGjqIAM}`P_^c z+&CELDlX&Nvgo>=hTi|l8*S<406VgiP|eG(sUPdTz3Vrx zD@D^%;G(W0pR!UTfyubEToBTBBkcW-x6J|W-@EtW?>=mAZ8rp=cN>HB@Y&()lHDn? zdbdeYY7$6Jt`U@$oOAbl;AzFdl~sz?ziRXFL3FYf>C z-~7$DfBJTPeO)kHEW4DtQn%qMS)N%+j$^F@uUj#g`gR=TK(M}2& zSNCIsdUV8Y8yAs>u@|+~VL(!>QEpvJ>27$&?xo@t z2EzyiXyg+QyzwwK*`{pAK9oFirIu1OKVG^k^~wnjm62NvzOQ)k@e$Mg@kh z%eSzx0Su8JslW$ih)hl8NE$w<7vUM%1&YPm;-N$>j~% zsT*n6Fcc_3e`Gs^^v79Gq|(^A({Li|khMrtCT~VLyVevT*4^817|8B;T1%B{z$>)Z zE$ScxKQ_YsC-($Yh}8piwrTUYQUkAAl*A89TrL{X@zS+KjaPZU3(wbReB^#AOi0l>I@ z1^~dPzUU(lnCu3yfGuEP6G(2{f02k;?-}XI&xtL(dQs(u=T_S8Ern{y{fl(| zXD==e;E4GHpx@3N@B`Do07{3cl%P#R%}Q_Gye%H|>$h(tWG?B??TxnvSptybrJOq% zKo4mg3jjFay|bMh*$ngAZLqwZ=sQ)F#Be07uJFI;*+wvG28UaJ-!P#DAUmTZTQ{`v zLFECemHi8Gt6#lR7b)6!h!F>c@u5+!0geR#ilU7t7dmY9{Vu9pJU8IHB~Mw8G9RPN3v(}9(U`&PW-e#XM_I%` z|5I^XtwmP!lVoNlN|MypfB*gWwdb$oyqe7Wtxy&Q0QTtt0LdU`zY2|SfA}Eruc+%F z4QQ#82_|y~eC{of$25r*jV{HYNDa)iEUP?R@2}G<$tb~s?(TOlVzFl^WQ*B1P*q7g zO512VH&O8U$|&UT#Q;FD16yQdRO~W1$*61Pypux#C54nCLXi};PcbuXH0~%>XJdl; z<2^Aj%^`8XmI?r-GuZ~t1Ax9Cksr@C05IAAHUI#J0|1tPoDBeg-mtTq0hqEal<#HQ zkQ1SAe}%B*Q|cdRn}3OEqx9&x^IiWY2TX$p?Zt)KKGxTNa15hyl%6nW zw_ejhn3;}ZRg#)FZe722BUu0X`y++_Up{}vy|C<)8EBM^&D_%E9j%Q`@}laW;B(Es zQg)|&5UrzSvIWw`<_K@d`xy~{oudY4r5EcLc(FSiTZ=zGFs#Iwp?_Xjd>uaw> zQ_21x2y*f?M@hvD2do%k6dC6}2q~#ZR#QcQF?s4TO605~Dvt``fS?<)?0y}w(bzkq z4KLO~TR!(Mi5Q}nDTa~fKw8X%dQxNVj$$JKV4A`uI6OR(-Sf1_4kiKfnLiJ2t(&O6 z&yt~kNi)nQm@zAgqu(pyVz6tp1RT6>&(HPYc7Xn)%VwuZ>&ffaP5A%Wlc!r78~c$_ zX@&9W0l>Txvy4ZqqCBV=Jc7G*Q?el-5M-6wE)p_NEly((J53KHvn&z$2qWs0swgIL7kli(Q&zT2+v{Tmr9WkFxRsg9xA+3a!EV-993l1;ECJO@q95!p(gP7eu zM#9sTYw9O+TbSz2>(|epJ(E&a2G=ByYztLFRMRubV_wyCr2-rTo6EhsP*03uaX`>8 z{2-?+8~SGeFv_?=`B%0x1^|ZkIRgNm1a*%iG$EYu3F+tVb0gA5TUy?~_ybWJ>21Gs zh5s}8C(EDvp;{q8sf}4202K3rCk$@xbQoHpm}}}TD_>LT+V6k-{?}iB`LMNR=J3i3 ziG$-a7dRv^hQ>-`n-yq$EQJ%fys<#U>dN+ytC2|#D_5mhty6bQKFBZDj#$R z8=VPgjf|YMNhzs%(qUWMA~wI%Y@9(h9OE9s;x*p~-~66n&K7_%0^T-ibs0RReve*Y zY6f8H;i2@?opIY{ZYRl*WspUp%yNfCVAlT{7BfIm(j*w`Ml_#DIn<#!D3V>C&d!y& zM^GK9o7TU-{4Q~-=)(VIM94QCAi0GLhz!sy`1y4r(QjMTuH^8Tm)iOKD@U=zuvSd4zdQz#x7&x%%6 zWhVXjw)2--|L)bsu&}gJ$1GI9ZhGjs>$0^ER8?78+qeS#EI}w8kO>0)Q~)-_1BL z$4d>_0U=DV<7gFV(WeC;?EPcj`yU>=nMY6zb#W?w|Lr$vEPmM8D*y8wI0DWd02s9E z8lJau@MV-w7mSFykyF@Qn z2whgk&yw&tXQd--Oov@Z%Q8hee@=meRegk%oQ)aavZGkT;2c~0%}Mlc9tbC}001b4g#o|< zr4gs-Ne*G%asTWm0sv>s+Xn1&1^_l008AtKmzx|*j^gv6zVsiTw9P$zKeVFAqFjdp zt`SC>qmrk2sp0=Lqzvzc{|z|mgu^+60fU!zUP3>eRm|u4K$+Dq8q(G4*KXZz!vE@w z`ooVu{`T`PA2zqGT0u&L5tunV90{=;9RBb38g?rnAp5wPUp))`n*->1{{+~nUZPRM zl=m;8c6qTmKnwOZ1ouO)5$9Yg%mHoC-2Ggmn^B3YrC_S^)NAW&iv7a?TTmSbeq3%e z^2i>0DQ_ghQzdqm;*pAUa*X3P9ttZBJ6Edat0tuyE=fKH;ck;{;bbp~(lWV>UTOwp z7z6B>VeNfUxmT&>Ep=0(Sci15gdF7H%;DHwLU5Fzb-tjJ*n<mp&OZ>^&L)umb?H z*}<@8#GWqBl~&0>TjBE;PuJI8s-2#%Bf;SI`aTvIwZj9hyTX`z!}B^o$rRvm;Zy=u%!Ti0q+>hV?XF$sBIXz#537tUsLkD zi!{Z*?-j3#2-7e_RW;$<)l2Hzt`w;k(y;*(YiE75`F4q}mlKl5A#P%j0OVfZx_#^V zjq7`L{rjUwKYstcykG_u6-NRidd^!u((ZTIVE_OqtWY>)4tGPgKBd87==*v3FXT!x znko3*bSAiRMVS)-dlB5LJC#hpfKdg5GEK~B8Nsk$RZSy+mPC*uYB7JFKYgaa>iex7 zBOP!DFi=^=l47WY8IGeBR51FIPaq>^GoUh0iz>wz|0GAV^2%Nkbm8BFm z@JU96doDj{-m5_A>zEW-&3prS%2r4V5jjlHL27FZz;l|L=JP0ao)%uttMAiW8p|ygHX8TJ`+-OUWx`xYcfg-3l?m z0X$%fS+X00fhRFq#SYnm!iR<>2poMb0KofRn+*&n%KtI5&kq1-*k=y_Z216SVCZ}C zFr0y_3BZBe&0YZyg{kVgwp^|XROg!&dG*4@+^-QOK0XlupaifFtFrANB*vD{eqJ3? zi^#2i6$M{=z5c^bKmPvPuRCJ@S1Vpso!X4?fSOh~yhq}hFBNsb4V~Xv@WR|-Gk^N| zPnpU6AhYf#Ma)sdUs3-hZw;W{Yo54s*{RAwbL5LZQv=?HyUv z0fXTbX(1RYWMre|OCB|{GLJV8K!=kYn6Dk|WiN;UTX%ZzDPVX<&6AyQl$_3inkWU& z4kD(5dPC0j#U`!rw&vv#%{`gf=GNxZr_Ub!{+qhhD!|aakNXs_;PV3jgIAPWn@0KN z?{{S%0O&q$s;b%|ei%qD%&#C>79zc&A~q@s5MXYK0k*g2H4hfBFvCf41~BJFRaH{T zQ~?xGDCc7?SQr3c6aX;)^&TmXNPs!RbWv1REt4Fc#1&qxy;7-_suW}iP96jCECm2e z5C4~2ViEwbGXMa}e?2=HfFqiUm$J#v7642?pwAotOiI!nv+vPiJydDn^wz*-kjp(e zB!@f1f#x$hid=uW|4sNm0|3BUiOD7@o7w*k&tv|Km8f~K+4F>t5};9TA^2f)gQaxV zv+JaE#LZi`4KL8f9mTDf z56gA0DmxCzzN<|#vtM+0>P*}yb9<_Tbp%NV((D{f&@djTt$mv zHs5V_^rYmoh!#OBSZ#T|3@6_yNercxix(P8Rn>iJ>~B+_ufcr1IP&C*U>hf;(2f8V z96MXvVl~L8={!^n`(iJ||C#=AQO4YiCL@YVPg&%QT9q=#1Nm9&%@@N!kHwFnWIveQ z(`yq;rFH+GmdC(lEygmsfGNs9_xlL>HX{o=r4grp@#6V!qW(X7`hIh}lNj%Ox0&t+ZJ+LncDKj!i({e5Tib6MH zUTtO--2w@LlhOZK;7Xu;QqIib+HtgQsOwBlI2V%Pfm<%8EnW_cJc~YsXeR66xhDA1 zWi>Uwo>E$Swf^ME6N!=K5^flyms!ODX6^8HU>O_wV14N0aj+jk8T0-Ztbi@$ZYLRn zl$~_*;KftNIC#K7PWLva+UE%Xa8?TyaL99*ymC$F>3|wE;6yG2$s_L*l1DyS?l<== z>SGFT?7SBPNFk~j`(NgMF1Kpex+k0Qe*hQ;QAwXK3Y{zO!@wag%efyC+HvlSUa*m9 zQ277$t@EoF*WbMT`PW|_|Ndx4MOyBts+nJop;wD+1{ORZv*P`u@7uBX#Rc7tsjUGq z^XyVe;=U_8Aq;TtTt(VmdnS?3vnLD)zXSQm0Z{}7fI)Ai@x}Y6aeH$|)oJppq><04 zkrMjkSLVa^iN!6LOn;kt!;+pFg`$fWwUM98MdJg+;rmIkob_6OkvW_h0z8eHkf--M z@1+IwUfs>g{QrcmVZkqi86skjwI1^ob9ky+lGeG(;q35hzu$sm!2Sgml&D`ooCGr) zfr3Yz-jSRh`i%A*&8_QDjf%W~v47O}mkcCF&nCK$g# zO>>jH+XY$HoG2AFG$0QQr|g1G1r7T-NyTS}yI)$pBoSxHUpFbNCr{NFxUOqYsl&cF zpde(v#@C03@ez3*n_?i$hZmu6mWF}Kr4ii$oSf4JoR(whlkaVwRNvTi@ya#e)4Tqd z8W^OZ&ptaVTrOhDu}=l)lg0N>>~l>{6ikoewW!9PILlo`blRqd~gGCWtgVgPZ_%iI)$MKJ0bXsG|9{-}CPr^^7gmLY|wpm5!TS}EM#eN>nJ~i?hq4I9teiWq6QcNi z$`BJ6a_ns&16s5V-8vDFX5t~qVcL*wZPj&MGO!1W|D1eanC0xD_%14&uWQ!KAEea< z(zkoUAW~FniH~;|7hi*;uLs7xovFY{c2wo&!S1soTb}G@b*&ne*N+~F`}12v{f`=+ zG$!mTTrL1$VY0+Qy%I6qyFZrV9mfCwTfXIP>;?lstAXz+CFDAy*1AQT-CP+qpdAr7 zM+Ad)7Se4qx1I}vgJCi_U~Fx|#_{p7e+be{k2$+tF$0~Ti!OJH1 zn8k_da!!|&=fVo4vgzmp%j^}n7y!6>CIGS%uEzD3CWAkz~Bs^jcgr$Dnc-Q?X#Mp>rvNr zR^`{QfO*QdO|EQkpW$9&jscUyPMF%U)20J}6Dh^R0ph)-5m_fn^ZxzLn>Xt!{B4^4 zzIwH{`@zhC1WdvtO9TM4p5O0qc$tYqj68kcSbQ_$tX1&dhYx!n#0RpPsY(j7w4AY= z`|75V89llCJ^(P*<{#~22wZ4McQZw=m5r?HQ2({9t0m#4Qb*)~w1}aXE?p8h(T&6}uq&1I<*oB^=lbe%OgGcE%F z6iHM=+sR9EK*Eq!Rgtuq002;28PJRoB$K-!kSC}{MHSB-p8+V1LWh3gDFJ|jd1x9l zE)eUwmgGxBja)m@sy?Di27t!K3}o?ae9|8cJ4*c50G@&tM=q%EC4S-Xl&W?@)>5R^ zL~Ue$et-1p~PKi53hif%g8qJW;O~ z)^W!emRl~?yL;72l}RrdL6vh0Zwy|j>YU9uba$@Jo-BZvtfMiwD+zb`(yBt~+wZqu zzj>_^8qj#cgpCEPq+;1A&uQ~HFH?m?suCPIRE2I;zzG2W5Ho#GH=t$^ymIOC&FeQS zuU@`-sU$$t7&s**#LKpIwg7-nYm#V%BU%PW-}AHqfQ(}^ZIJ$z;ZpzroG1XeI{Hb@ zeg>fUSiONW3joHZ-QqoYF_Bx@r+P2-W0I2>4Kj9H>CeWgDnv`tfpZGMtgbfE|CGF{ zkP=E=>7Z{H(zF(`!0@Tz^FsiTk_(S$`@Vl);s498)?dr}|K-P@bmRtDyBvc=VaK{V z`c@!;8x9cB8%mI(Z#g<2^O0^dMen#*uXrWR8%6)+>w_JI5mSm=#B7^0HBmhgf$1>HjoeiSYc~3usDA< zh6z(=Vvbx%kriw)qp2^u4I-tS2A|Iwqz8X``JS!gm(aJ0q(v`-uW z&=}pKu1NUZd-uNn=IbxN{Nl#V8*Rg^6?h^zi?|OZk0$JP$G1ES;3i{jyC0g#0*3dz2j_$#@PS>fX#p* zgBsod<|gf|dtQ&dF1(nF(;dwJnFIiaa~_-zXnFTTM<8OSx+}cj`Jg`5FJ8Th2pu1g z3ZaV}t~$O%003~R?}~{<9S*~kT(IW~>eB`Q6RT4oTOI(IE{APP$;J{_gUdD$)Ok=yD`mxVetUw#&mZL8Ypu*we5;EjZ&4|ogf?- zExaj`f0_Oe(Xk-l?sAGQw(ldQDiNAhu>!MxKeZvv?1V}II0OJdfgMJRHUhib5`wG_ z(AXUg+#DH4%SuDJ{AQfc@o18-pfOcf9|OdDIOh;OGcSGfybaU3aE~f|Ri6I%@e_sr zU$3u=`O^_A;APz?muX!8Yzd9t3i(H-`1+l@cmMDgfARI#-`u`^ORSjljWtB`W__y? z9qo%*07Jn8%XfKwf5R$aMKOV*W=bxPS1=&oFUU?Q!OU&!Kp+NtCFa(fSrZK-q7H+} zjlOu{9LzR0HZ>Sg7V)!^0VruSnQNr>map>a(Oe_%k^^PKpc$uy|49M|Y(*o%CK9bV z5?bJ%(xp|AvaeNXMg10^K7ZOI0rYG~I<-rK&Jm^mpg>?~8 z6@#i-URl>2|EFbdi0@eX8~F%j2QtEnVMzd>?DBy2up8H}-MxG7(&a1f-o5?t#~(xi zYV_~jt%AXgGa3}iA!6vt6c2TO;QvqnP<%X}1wF}N(A(PFOINQ*F6<=D3dhhMK4VC?_ufGIMKh=}-^DzX4hByaQi z=b9pNlrzIaeNccAQB&p}tK49yR+=}8I#i0MaArh|Pw#TrIHe3gaRE4M2^TpLu-oE+ z+%k-vPm#Pz*|&fLHkFkztnt8f0AS+)VEW=ydSqlmmwOi+Fi;glZ{NHYKkc{Qet-J( z>DxDN^zkjT?vs!31V4%nglYUA0P^0x`ueLcAAY42qI=3DlZ&mbwszs-s=UlB=tR!T z2xHkUFAj(RiJT)6W*xP>UQKcxo_>Z=7E$_|6!4^hQ4aw& zokE{hZi=!2PXAgIuj@bnfU?OBy7NZO_iY3Dx{g^*YiPh-+-;HCRfx5c8Y=|) zL?5m)<2T{r003rgU<8fsu7)hP@7%d{=N4e17Jv8Mw~`gFqqdb~4hx!2Ax zN=R;OwBG;P`u5g#=|^DJ`IKe{7Cm#xcREjiUW*E#h` zfSg_T@ry#vE&+_gHrZps=#UAGDM>Rh_eW@>b;QcC7!KZ7~;#rWX|g5{%Fk1s zNpd*KA3veC0G#fXS+VguV%Y$ooVq^)fHKei=>mXhJTnY_ISu0=q%>7ei)^=?J(Zw! z?Eh?SRJF;xYGb_EDlxm4i27I@ZxG*J4gi34{q0jqVqxC9cTc_9H#axF|Ni?QzW+|) zMoX1d)hyl&n^h_FW7fs%H_X-yPv)~%On@$KNVCm_hUonNfJ5i$^5si1dFt~C$U#PO zWS);z0O!W|4s332Y0FuA^>S--lQh7=S;%^gPu|2I)f1qq z%EmK(00qkuy)uUu08r;y1PL~$Wm_jCqAtPnV}6|F1Av|`5K5MV!8&RI0a=5zcbl95 zqXzOum%qRP2Ex(JP2B(-)z*@*%G(qwX@@7=rKGJkF>m$}z=;iA#u8Y!u^WJU(kXx6;8 z<+-D6@f;*U90-zZIW~7g?8<~0Nr#_nY$f0CfkJwp2mt!eAcGlwQYAc;TTp8@X^81h zb*wX-jSN7)7?mC6sp$iFvAHg79h6&Qm<2NgojY{E_Jw|mO#%SDGlBU!vYgG+YJBC| z6^SZsZf*bm=#hAC47T+NKCRYj?iN3(*m=2EF%1ALYQTvCfT_nYg%$aU06raKdYKgr zLiX5tb=}!)0RS-8cnF6~81%NTTeoiAxqYju($ifSW2Avaq*%nsSfR4BifdWx^GhXQ^U= znxQIO5dzrJ>?O;eKGt$Eh32&Q27pp!XAH9DuB?gizE?sZWUYi$>vYdhsdo;?f#)R1 z18%W$;JpFkk=rSNNqDhA=1y~KI6B5M^<&JpL~ej$0}(@$yscEOkQ`==QLkcT&SWb9fPjlnuLTQ$l8W!% zzKNjGJh_>VT=^-s{D56X{G?S?5<1gRUtmvWNWExBfBP!{sjrq4hx<<4U;l(Y6|+=d z=j{^ki>sHeH1dp420$b?NnLqMF6HZ?0gVpz=kU+BdS^JROC6S!EPKLD8STzbhz z{nG>h#W3kDu(U~rJfH&*7lmJ;0c_? z_8tAJg}!yq_v!u`nB)p)9Pz|ml3%qTbdmq1ZOrjH-%20zj*QV>9d#5U+ipcF^JMydtbq&`$+tP z^H&39EC2usLya^5Qong{U-X{`^4mOl2F!-kOK-4lE$Z6B9J&ZqE({O|@G8j{7ieSj zRYIrFlPQLMUJoObE+PZo1U^(^v{EHQ%1(TSUI3oQiE_VoEO(ft=Uw} zI-3oCP#eKd1OV7AZ$TPTlLwJiNih*1GXhHm`Mib!%Y8$QiO%8>0A!mJw;=TAS1(<> zeC3L!hv3um=g-#GUkl9ZsEkIURPm#=g&R=;)BCSacWQA!aAFC@VF&T~dlx4L0I*~L zFw(ovuy_Vw2><{nstnh!N|I_qfxu{>fbP&(h!G~$#|LFi=6H*YD1C-?Eiix=O1 z`|a<){i=hvlu)g}oyGzH#)`f2hbT1DvQkY+)q%7iHP{t*lGM5{-(U0}ZPIX%Jg_4& z0G}2LDkaS4+EUk=e7*ig%!;>f-cpwdFgVIZM~sQbFQor-vRgc8Nq$wUDy8O{rKR3^Z>f(7M-`?42h(LABV^rACmVk2x@y5xdK+s6b@<4UlFs$Wz>_wen zWf%!r$zt_ct{G7gQ}wes@4;i>k;{%+yg=sqUa#Cd|FN$4r>+~Be-ARtfJOI~@*CAM{J|GrD0!$G%3z#Nkibf(IT~BD zfTL;@C^b{Xm`}mbGAW*<4Hnl$5a!T^T2i#gB_nmfuu|!3rA5vaKn-$KH1BYs%ZQp5 zRdSsT!Zx>eq^2c&lR10ryq)2pqKwna02J5@b5ARcRaNt#A5}s!4CXTPXl%SCRzEd6 zAAvfcrCL#wb0e}M^VMq#LtWF=QC#Nb%a=NPQaDInl@qr>?0=g3i#(3mun+J-G;Z19 ze?a5lPchWiUKRi-koEM1@~5z;fTaO|d4Kn`430@RJ|^7GJn#k^v*}kIzhEX#FTZ$Bi0u2z-{S>^B6=0HAXj3y86(qva#)GNN1RNQ-EO`$}6Gr}%%BLy}~< zk$u9IgJA*y7)Mlq24){a5isfNi^Y5M=1rA;{`B)t-+%j^c*aIzWd&7bFfux~1L#TN z%>_Sz{O#rbMUi{Js3=15-i+PGn`436ixfyx?O+ZQ7JNGhCBcEI;W`qAl~yvxj4IT7 z@#5th2`M(N6?-8Y8d#)0I6d@x+5n)>=rwm#D-GYe-OA79<0pw}0Kof=foVvVdD|p6 zRV1;wU3yc&aMDb@vZ>`UW|;qNcBvQ<^6r$lkXyMUAimr1()Cmw!CA_V*^!n3gc0ab ze#YcJXxxucyzeKHgQ#czm7Mp7+&wjZR%3aNMIC#sT-f%`wj@xVKYuEd_rLaPZR_2J zkW9&SnFEJvJeN^oy_2H;#c=Qf1I!UuQk5k3|K-Dn_ZsrgDgd^IOfTm^$`uy0nw=Y* z>+j|8dGe@3tqgYG?@pN~6SmAU4pVT8y8a;B-36ecmy2yV7T^(m`SYoFcX@5JnanB) zKVQ@(RxyC6Ky}vvW=hZ!2aV+!$|bf!AT(pDQtSLnNnk~qK&e_O%l$b0YP27G|C5Xo zK~c^}QHmn~@ekGQQI|uU%*RijuD^cm?mD)7AC;Plr8eR?BIr2|`VKr8zg;Kl>ac zO4+{5EP}hO15)?NKiT^?Yvljs+g`fVh+3wE)@Jqg6N_0t5&#%xZcs|D#=19e-WC9m zx2JIUKmPGgzy11~3Kvi%Z$j@*)@CfJM+`t;0RV)Xl`63k{?Dku50futj+&rlZbb5G z_0sCKYu7Gax}2)25J%^|v+}7iBpMArcy2{hRh3SA7~gHYQ+R3Z_4mC{EbnW5KVniuG7Sp-N7|ACCIa*Ga# z^YifG!>_*lN)cPH(oD8D*xJDnFL+)=i`SRhpmTEDtD7sOOEU!kEc{W17@!d>3YJP` z9nA2gP3-zSgFsP7xF-=8MRN+q+qWCrn;Q|4VMR&4cH@+7xTBH*0?3WQnreU+3sqhX zQ~eWIH<$zf_6KULFytbb;0H9fa;N!N;KLdbcSj^ZU`=1#9kQ{aZBS9F0?3VV{>9QQj z+bzmJKu7)|t?mB1+H|yC6%hqR3c zO@iXuicn(GGB2#6!vH|h@yy27qTQ9V(nTZt^GcHc>n*9eHkl`LHy>73une@1CF663 z003qT3p2L-iV|C;vB-H?*YyY^w-VVwTtq}2VT@KO@q(F&2qac6BS0=rmBjHr(qQ0l zIs+2+VH^fyul|s0gPV+i0?p0ChsIihP_VAMbEjeG%-zv`@IP5@ z&axF*`ifQ^s|-ysb>PF366}(r{vmT*k{u>q3O){ z$xVR^AZ1u2uOyn(wmPc1uo=pQG?s0-ugt^Z{>#`k39f1GVn^$(B0??URvG+ za8v>l^R}LW@W%}W6607u!!2ovr7%({9Q8 zAWIi&bnZJbPaony{)Tc@w>P(yPLNl0|K7dLjg1|32YdT2*V@8ir)?ar2ONJvE)Xda zEqjdzUhm+&RK_bQzcje!{G|&Q1jjF2z9ju5g>291yE>m%lDj8QaDx@zy}KFufVeaX zAP-XaZ_AIP%WKt9=Z@f79~#_|WB*$lO*TT$$adcAKhIX2cFKcB4AB-btA{CctU>p1 z!pIH+EX#5P#*<&adE<*Ozqozpt|nN<=OB6~VNf=K?w5gV41M-na!)W21zwkB?L>^U zk{&d^-`;rj;@PUa|CI#4F9JGRBL_NQ6PD$SAGCbYOgT)6E4=#ZYX!5#IgAKoqy+L) z^M6V@masaaxx2SEg;cI=Ze6*&eLgj{(agIAi2Yn5y_RSp z;Ttz@h-3CQfAhD${PfF<7ti}qT z?I=w4V})Z_Z+JXs#mK|yte6S_IMj6hY^)>_xWvxScE)U?D>a?CIl|x=^(V;D!=SN1 zgql|GW*PF#miCO_IqN2y`%hM~_SgcQBK>l!y^20FhT`(*B>d_iNcljLTu|+=^y9^c zdHm?{tCueoDK(!V5vTF6CBS6>ESVeQ_|n8MhQ%K1sPlnme?~ET5hKi@QUp1&Vxp(2 zir`+vtbDUjwa1Oj-oFBj@>E3rkprm0-?hg3e_ii=FgV-|^B0#(T)R)j%895u3?K(r z8>s51RcPX=0*q1oLc(AihyN@JuF0(NTvbM^IjaPbd_M8icN^#ReTNGd!0=0t29#gC z*R7i+b5#_6y4_k95`dBIyx*!ew*<&9Y@C1Bggo1}wJU88geG~Cs^sqS2%Fzl&H?VU zL|7`JUI#jyDenXk?oObN+~~HUmXMUkpM~dzXt%dildK_=yVW@VN(s~qnFaT;Z@_W4 z3IhfL`mMxZtYPHzU=I&-=2#+)z{Sg#AKbtH;NF9)SFSjGFM^Dc#^O8*>AnxXBa*wN zc=v!|LDHCEJs2tS1@zjd*Przq#38{V*;4&P`SIERXY$89{v%lBNSpj z4Y!%h7I9A(|ZSI zsoS6H?e`mR-o3fI8%9g$^TGKZ|rzJFaeuD`y7$y!0M_wx65cG@MP?j(tVwt#{N3(LTO zd>gR?cRpOMmbAfUy3PfWf9@!xtpfcjHM|{*80zMv zpCe9bBL+(QNTHd>V?+<_VS8HqQ?;ri9 z*+CX`cUCN8fE~HsZU3^|eMM5hjRL3P;37Gg@#E?;XxV~>2qVKixd*8}$|A=-{PNP* zUqAe-zy6CykAD+uQ!q8aC z&vlXJDN-cp{g>j<7dAi}Q;i+UBgld-_2tV~6{B5A72QZMO2j3M=u3anIwcMZgQGgv zuv(3Z@HMhOswWc*$SffZ8`?)ZK1+jj&L4w}20p!h^G3;&m6rRIYazOe#z`w2fUbg~ zu0@(pp5!6lzjIe}TmkKu&z{N0J>I0n$wT$gS=ZOdFX^G~#;hA>y@5G9?w-3L0PqX} zk|s|jXn=%#j@?&0p{m?dhM7THP;bIn{H>O?{(VaYY>+^-55Zh$Fo3VLQq_VXU8Wf3 zK1~VL6LV_CGj0jysx^*mq5=%Xk256X%=;H1IYWgMBe|d&chm89iX$=ng{D4-T z=L{vJmSt6?HU^-zb1&)w05ZCy;Uwn}Y{sw3>j@)58A3H&yMFEZl`EHY?DUVcn#?3Q+rWr}!zMZ2NT`H35|C1nS0y(Mw@8S zX9TbWzkhnAKfsQXM5CpY6zCGY2C%p9-pD!D${$fVc3c`| zWqRgn1P<%d+!D=f@5Am!Z0_wf0aK|JiBX#*ZsQKm3?J5EZtU+#G#2;C9g5<*xt#vD zZ)9)9z0M!ru+L|t@sr%VVOU;s3%G%1A>kXjGUD#5*HUipLvt~pEI4VgMb8r?6?jWK zsY*>#w)+q6i@G8jka8((%#a-JCGlbhTP%5<7+k#(WB16;(TI|)a#-}V>g(Wc)V5ax zMc~}sQ6+bCBs0J=E=UfS(U?Wwjn@3qeMUrUEez<~eR3cv+yf&q;qD>!ktdAigb`rA znYs(xli~3>WH5btlPrQqv*R-Wmz!=O_wL-eqiNOg>x@V53z&PhGzlak7-XPbOjL;5 z=1y7IT%?_T70urJT@__NdHPtNF~OzQkUSapC^Htl<9-CTX9u|Qb%URk1XvYn`ugi{ zo3EZY>Jy=B6qEHZNb^ynN--rMT#oM@sEp#-n!I z{QJ>;sTkesX&_mWS{XkpU$#YCf4#0HTl&;rJ^WfJB?ei-?m)7x=^gfSm5~x}9;0!LIJrb~@14K%Fa(h5_dJ$3))(rQ*z@>;2U&;^h+1B8sf2F|3xw zb{$}_)lpfERWX-RO4;iIX(;7TMzRpuJyi{-!+rPt2W=!OEE54Y>aYZNEZ^Z@E}+Ko zukswJfD)FMyo@{#DVr!>>#0qw)U|ODHJA^3YEb2xGr|C0eDP(L))&!e){M=&S{HW< zoW4fzgwAoz=F|@_MO7b zVMZU(?dR}`qm47K9^U=4HIZWO$nM@%FdOcTa1w(C9HCpn7?fstvLHyd`4AXgC;@O9_SHo*^CX6Nw@P2!zDNx_p6lE>yU2m6uqo-US(>5t zJ*QDpxa!lQDR=+=y}$g+zxv1j`45uGYBgJHbTUn04mTg$>y}tyc;*QdZlAp^zjYcp zK?ZcuYz3C20lK)sfC&u|rwDrjMLFiQ!~a9$Y4Uy8UyBZ`0Op}+iAL_VU5AwJkG@L4DHG(pT5z~t`qgV$K;MnG%If17OnmtTG%sm)hw z>wo(8+aG`WNm*A*F8P0WqLqo`1*7!iRr#NAIJzAFAwd+hMq`nioC$#k>$+nxux!R) zxmNk1RSC)?hdR8A!X|f+D3gY>clWlbjlS#HQ`TKQl~fn2GB@NCj``3fC(Uhe`T5-u zKK=qLBzk4AR%q@tJAa|!G>gCk^9UFT!vvipqNn!Vind3XtyB$jOo&26AnBZl;Xv|; z{kHG}KH9kKEe8Ew`WikP&=^@Sf{e}>%x1xYVA)$BkYL^p0A2lnaiCjL#;9SRf1UJY z=(S8P<-_p7n@w(V&jL&UN0yb9iMV*@?!B+Rekk=%g~o&2>omI@Rt){dX9GlnY!29r zGMJx`3X%d4kDon$^ZHHf#i6quCzWz`@2lHnv8E&j%<4szhI>k0m|Dk)paCc{#BG<| z3la4j1-92;2cz6+XT@NU5#F*@FJ3sWp@slTAo^^DKTvY{5K(;OrwS$4Uc3-hPsq$Y<)t1)fx2go;t(T`$@2dO;800^9C`HtOz*0+ zfIKv0i+axshwvd=Oq`!)IGU9XEEmHRUuCHPV8T@4lnVo2-VHn9!XG^e2TL~2cJV`@ z_e?zL#dyRsETgYCA{+5lP8Nw@cO_#K4v^! z#YFXfBF5JdEgk3sgJh`+;Xt~--!cDVB(IhqHSK5Lfc>Li6YcOr8xz3b#iPS4%ZIrp zVWj~#7jFpu?9dL-aZ20;FeEP=NUzfEyLZ0%!`IUOQB?`Z$Q@3O z+ zrl-(zq9Y;YP;WM>2cbWA5pRXSIx_$8;U^)CnDo&Qf5hO-wA z8<^*FI)3eZR?#x+_L#RWrYfN=648#SigP6%#c5PqU?p+^bV7Qtf%iYwdQyhL^AmNe zIZb8JOT2Y(B+Ct0fcu>^oB{y&2rrd5)JGeJ43?+Dcd7t@Qvm=@1prLXHuPhz#!m|X z7NA11SEzcppTLi~#^ihgs5DG6d8KVv(LIm=*ey=c6#%$bs<>_KoX8j%>6Xqx)a+qXEU}6!dkb_r<6)%7$$rF84QxF>j09r z07WKt-ft@ppfrP-d2$)gjsQ7H(6ebFZ6H8X37-alqWnlWIr z3MR_T^LYVMO6m!D>&DH!s2@Lh{Pf9Fi3=m7Awr zX_nuOG@@e*xAFga*CH?zxSPEs+9#5f1l3+qIe;#7(b1+$-uc7|Lp-RRw{p0Brtks5W> z0M1=#LV4~90UD>g`w#$_*WS@tNLkLUrr5hclrO?xXud%R0-a5bN9ns12Ek`*{9jS z62a(aqFk1$l$3Y6dGnU9q!%xrKmPr(YLxZlN};M6NBBPzi9H%PNdUkFMgDNaO+{m= zem=VZ0EVL+<1*WdMNro2Ft`^r+#3{HDUj&^$VvAR=FSl_sIBX0COk|v)~lDqlD-hEw?FJiyQ7@h1y?wn z>X{o|8z**Y$Dqarwk!a^VZ72c&>>i0&c&M1Y>H+-jmNIt0yLbk=qh(tFJDpThp)f+ z=FaWgiUAAxF#@gGggyI!n<)V)AxnU!q?>r{)r&{JEByaD>U!Y)pB4ZZq-zQq-K#^k zQh6mddaL2)?iMlFwlF2zU)M}2>4vG?RchSu5*ygu82T)vPtJF!$17|(@*N_yHF+)7 z1CXi*s2dDGD+VkP0C3s3Y4OZ64u-ri4DHCZ<;bGG!a;&3VxIlq2LRbP5HtYI;>a5I z{9dI>L_XjBFCU2fBk3PSfa|?xr2|md6eNy!MQ7_qLQ0;p=>C(&o{FJY)M8FC12C!z zUzXF{$T{k8KsS!gi2@9{x`yS-H~^pEHCpZhArPTvkh`_2fhA4+nq(h9K<0i5s-Pp} zFVH|R7)Dkpsd%XE#jc8~7XPHtPm28mvPoAE#(v-`KZH5lQ-aK)!?0PqO_fbE#h&Bl}h0KjlGcEIwYApjh9q!k=~x&;83$au$y{0tTXPD2jn z@&UlG+EQLt(>P+wEUtcaL>lJjLSu zTV(!^ugFPi(x}ZEI$LB50GL1psW5;zdU$z;PUn0Sd+;K_ft$o79pXXXGn!=gx80|m=PQhZq)(fJE z8gcRbMfo(jbW)veE!a;yO|zJ`5S>*3u(*=)bO7MyKEFA_9JX(FXK5RNVKi~PQ)DUh z4l`<&NPJP=zl8slxnw(kf;979HSe*5Mr0;2B{Obs?Wp_sqsNcd*4A_v&uxzdck>eg z0K?2JCF^M7^wzR>E?tsta(ClsOjg-LYh*MWDpFZWIn(N|xBmLIL_+725zhSEsRICD zwl@Xy?OjRoOLo5DKjj2Ss?zMxMse&QhQ%WRK>xfu05)bon{xn3ov+)sZ>vAEO2&Wv z^;fAnkfA42-ms=*04CT7V!;I0xukGT82|ta2v?SqeO3Sf#w7%JOwYJ%J0}YOrhKsJ zpB8h2MKoh>ECK*9=^%+EYqSDbdQC8ZLpW82Bem_Qu{aZnvxYd{ZI!ibH>(oYW}IzV zGx2PVFqv0P{J+uvl%85j1|!%-DoXzD;{gB-h68u9;{WGm^u~=FQvbYp{rc9%)_322 z|K0cBZ*OiGT%5|3DkJ(S5^oGZ`|X~8E-*Kkl|v#Nx$RHg>kE1u^jlm5PsmUz>Sj}w zsku&@hpB@*YWubMPDytC7qm$M2fE8Y000xb`I4wh#TV;GG_4zbZuqBkWH}CB-E%u? zIUrT?L^EK;${A304%SvFYO zVN(D=uOu1hJ>%%7r>KDvq&QgNs;`{}%Fbq1WMp>#yIwe)9C`v**vX5E)}G6qp})()vG`R#aAWJgbW`Rq?8prXLlV z+!z=@EsLny_5#6Lk!++WW+G46{T4aAnzL2g_@=MLQ4x6c1xc0RTW?Y1CURl`lndnTkL-^nau+W-;GC zs|eaMt5~*4@n-Fgde-04&B`mx0tTd&MmJri^)ta|0K&a&k&^+yMBDn z&AEH`-j@%)5UEqS)IWav?eD+;CUtx*^OAfs2aTMggr@BH%a9WGaV~KP45dXWPt8_a zGsp<;)fO>uB47k)m_#iuJS*lyYE(j-H*OLF+wZrxcea%k=mZ(dAsih3kIA_^jB&EbhVvdE+VYeYATtCY^SiiAMo+}0_}2Zuww-6t007*Z0T@bQb=N)w9P~8U-&~f%e%^EB)6%oN zg^1U0-csT3mtQ_?dVax#ut|=IrWY&EjQirKn&QohfEao&U%t>1^m=Vg@V%TFc(10K zr&R$wV!61;2y5$J43PJ~+U9aK+YKNy^>C)egi$6ZI?Mg?n3C&FJS71D)dK5m6ha5> zlUccT==qiov>}6Y?SmexR8@d;LA{FRVH_0ak|miT!DkT`cfhO5moHztb`_vfM$eu< z+t}Q!$yQ7%p|@w1%dl(!fIP;vM46*ZM|sj%mXiqhWB@QlpT;Kh5hfT6&Lw_YVETFK zZ#Sb>*;%pa=NfZu-7!*{c4n3PPuaMPgC;W+N3aNE%gD&a`PjcKySB5wOeuNuB?Gc& zPMmPlWg;IlST-J77#yZW{POB0sj3-G{L{6yS8|mNR-Lb8dlAIGSOp58=r{T@vi)=z zp=Q&9Zd)YVvN8B3OBM$5~4 z3d%$Cg9z~)x%)V>rm}zdz~OVA8mE32Afn#f+VnMD>PFhnlYVK6Qlf3RTn?YWu($BM z6@SnP)=`Vh5Osa-!ugvwuR9v6>v;Qq&DaOi1Yq;0x>qPjJF|upUspL=2gaGZUmy#I z%sUKHXu-TR4PKI8MrwHr6TeE5|l|F2xR~62$b4(7aeTD|?X~P0z|7|t5}uLv(KI&;DAx1t-Mi<{UtGC-MY&w{Pc(M|-QD6i z>da72E8quHB?@vP&K22|gI5zTyc6V8(|a5-{dn0V7XN$5fo_UIZWzEg8wB*&;aw z5q!7W&20VE8l(1=CdJEr-Xij7Y#1|`GGBsGWZkl)15#CUk8oq%A*Gol>SQ0RUsi1S z6P682CVwSt&pf{Z-fuGqu(gA|V_>p8|Ga#7L~qF_jHeBN$8=4@hPQzPR5v!>c!CID zis)UroXje;#?0w=V$yv-N6f41db@RMlw!Je<9fbCPlEFB>N*BYsveq~TEcS{ZTjX! zd_-^>>{3h}+BbGosohprInj^ZasYX@WH(=E?>Tq-0ONTB5Xke zIa_-jfO)ErQY~k0^0dv3q>6gBMXB7;_xAf1 z1BlRCC2OMwW=41BH3-1iZa#fmFEVWm(hUYMLKxuv&g=EHH}5v?-n;YVmtTGP#lxR| z{AFwNWfSf>R{_q*yEB%W8d@xwFpfn4lW`eL$3^)+3oK$JPYM-qIu60HoIm#a><U@)m z#>D^8W5WOf44%Kuu`mFb{=Z=MMN-Fc_s+eCUwom+)03x9{>T6LpTGY4QyaLwponnp z&1LANzmo&$Q1v_GEgXJcJLc-e+)pP+*7X6`50eUpfK2QG+)V=x(xUsT zL^(LPnGg8Ln9lw$ub;1o24Hnqw4!?!G<+G|%K76)j z;9?2isGC?F3?d3NOzG8C;mU|mX-3_<*1#0`>{FuvomO-Ti@sYfcR>ZO0PiL>1{Lx9 z{}cz^Q0AsQ*xf-CWvtfAJT8`S9z9YP_0~M_oq*hs(=UsyAjmkLmEV(o)Vy zb-)$%M~z2bym;|`=e^ks+MM>Z#~OGu+H+?L)BL!A<#6lyr77Ybuw%Ln7a?z?F#{bdG%;y z*;_aq2GT^qx_<4N9^bxs``d57i$xYz>uMxV3{Eex#U#02pFH6?%{g}fQ~UiMX$$aw zmQbHCS<)2C@rM`b6oyF>s}lggwC28mVR@f+X^Qw51nQPh0esq4sFh>#6&xNv=KyO7 zfRP8|T9V_MgY0EgvbPTyXiep*+$jAt?{+ZIK=xWDn3?-ZqyM9xsaiT6Rq37rc)27e z2moL-W;fm4uU@_O;K74?ckifn;m03-`iFn~U+ZhH095BMx~I&TAq*&DbZO+BTN`nC z*_atnXi`R|l(cG##3@$sYAdBjSzS+%L>%wVS`?#^uT=n!lq{hrta^U&eA-7gwOY5Y zwg^wMssdnj&8V}GQK2&(Ke>$ISj1JtXmgwX06PaVV}RYZuraw;4KLdrDPw^AQ70dI z{~lqqqPRwSN{xK@#b(+Ypq_1dzSk)Wz2<@}71U?30(heFBmn>%Ub*+Ctzpjk)i~^_ z9e2x69PF>qIK$zd(#<<}<^6yC)mPW9Uu%VQWqAqni7U^T<|*KMLp{Juaa;xdA3c8j z^x0F<-z{ieI0QzGNt@>B1Av06BATfTPg>P4t*%N^7lzEXLeUpEs^>S*hLGCRn^uyN z3441V)U0r8Yl|fEhDQzw%_nOkA$%GwA<4YTbv{z$6cF%)Ok^55j${8kt^f{f1^_%| z*=R+Pw2NK2d`ZNlr_Y`|d-_zViR7tDRf*7id_){QfW1@zV8C$UA4a97I_paX09{CO z(UbxP-an`3uTL2Olp^43%ZamN8G)kZqXI%>Nlhg1i7Euxt9+jMdHd__iFryf`)`P0 zQO@B`Kgc1-WoJ2)E8B}&03eJ1xJK^~iuZ3wNx_NL9R5!$1+fEgl$&jF0Dzedg`vvD zEl-N%bK~ZXFTQwi?dny9Prm)rw?F>ygR;6vO_u_L1tUuA-_1+J@ks6DgRUlwjYW`= z-G~bp&u0K|sWnxT89=hmia^C2n4&CDtS}sq_lg9c#p!3z%y7JDI#AxDu>@1ZE2YZa zjn-cJ-2+KifZ;UBjxbDrZ6S3b$1>~pyL%C=Qp)lk@Q+#z&=`$uBgag-;!O*oONto6 zp*(=-19OuI$6VOYp!YvLuR9oqX&rRj(TrKV4};hA?s{-gU(R^|P>KjTCEnU-UR5{m z-ucVF_-nNW*X>y)k6_FEf&0{O)yTC(Ybhl+n$)4*Hq684kDokNdp_1N6K(g5pm?gA z&-9Nrx0AG51F>>`MT^*lCUi36&T*8d!K=ve{diyiVPH#kon005YZohFqxfYZ|sO9KGM44_p@>fsNK zvrkI>{0vqs4i^)S!3^LqVKCKV{?vJ2!5T(mL=OMgAPJv`urL(<4;*Qw&6|2vnZpnU z@8kkc$S_I|NmY_FcKOn(nQ7^K_3FjW)>eCz^Zl`qX`Kmh5(^(iga%7`21Wp>HM#zc zwDh^Aug<%RatYpSZEo!q@%Z4egI;BKbdC9~%VeA$Rfd@-l#>=gTC`0|S7@e^xTapIxdmQ{_6l)tN3`1Ylrk3$7gjI0JIH!b+P5QF zqO8_=0vs1~iErJ$<0)lNR%Mh$@x3PvL>t+wJQN-IeqAN zbVch`Ky~ff_0@})6x1lH0Lwr$zXvJBlurZ=INWH|lH%~y)yuc;+?FV6TV-2=T^J-t zi%*w=_nAOKG_yhl05a7BY;A8}`mmb3F%oR;n2r;se5#-st*$MlaCaK?r`KM;x_#&N z_3JnO@-P4L%P+rt_Tu?_i4HShX_oH-mr=KWx{(Qf=F4D=Gvap zw6`TDg!k;!4Tm~zz%0@}ugc4Phs?!N4~50!D72#TKQzMgQP;)kEEt<}830IPMIlhd zOPT;{3E-6)0ATS9z|eZFBhXsWa?3&%DqOoK>4batBKY&qzx?Tsf0P7}!E}sOs))?n zDN=O_Z~#a7+yluHw!p}~zyG^`|DXTUfBCQf?Qj0}Z|bP! z)HLDk($D|Y`+qGGM4`#*riH?XV5H=lr2?!er6Wt0F(H^lGWHm>4EfHtUGU5x01#1= zoG$MC`DXye$y>uwW~zHT7aKE2wsL!q@(OIOV8uv;S>z|Y^Q!7FnkT<>?eYWl`u*k) z55M^G>XoYrE^?qoM3ln-7RUfl-&Q{iR?EMQMmNPSnV>R(NL~0_ogfk%h2uqXW3%a9q8k!K*WH1`R#~T1bO%{+ZNiwf zgU^ffq}a`hel&a9d?Vgt)c^p~GmGY(Do~1`yI;9{SzUn*c>es^lgE!GqS~mGR#ln) z93fX?La`B0&<_^$$1tYi4O^P|^cG-~+5cE(Il0n}?rxLpuuOh&_I%Q~BYdk_6B~?w87yS5-yw!`=rACU-GUR-4u?m#n#JUuq!C;H_sph_; zKEMYg=R;oXG3z^&**HaQw@&3P9(?)m|M-9Y-+%qD|K-2?xBvE=umAA)$rEinzyJKp zyEktN_i1>^NS@7jCK=K;dG#vtjJjbEP%~nYTa&Yblh&eU@Pp1=?jCgQ+Rbz4RU3Ty z#l`3A>+2gEZ`FN*rCdJQ|5ip!-f00#nDT}gs?lZ)Og9AJBs=flOsu~fw{AZ8;(=lU zH?H3l3Wp&qikj9$hk)b|jYRC1A=(l3e|`Pw^QSLgyx3H8Zqj@PURmbObP$z*`ICNe8FdMyx0fW zFm(Q>Ti;h_6fFzVYSyw~aPaE=2jHpgxY~-Wz|B}1U7luoEc;{Z0=W ziPG_ACIH}-2N^}z-2wP9CATH^=iR2-+ud*8xcUG8KmX5v_aFY< zzy7!X_W$_%zgIIgGrMwW_3!`w|F5>GKmG8-8PTgG?Qma;gPTTs>iX-owvf)R)U~vM zlIsieeYh8(9OeFOb(;mMM3`0+Isw5e*RQ>L@j^`~r0v}a1jX#SW<|lzj2VPwFJ^8) zj*d^srPD?&Au&arfo|K18-Q|dx9;El=Id|nfAQeT#Z}~+F?P)@V93M{SRRWq0T_{q z?zJ4p_1Ejqo{6mS{LP!U@^{T=jS$JA*7rGBLPrRegw!uDg z#H0HBACzDDLltuRDlBYIbyy9>GG$tfVnKc`#4Bgw6%PF6;(k5C}3QaZw8}Ht| z-P+m^+jQ?kP10r&rXqpJDQp-VHQmvdA9c?~;E*Lp>-{&B+)$F_tFONP7yt5K{pbJk zU;fp<_~(D~*M9};4DPC%6c4zgTJ>z096z;G!0;RaX5d`7xL35uP#$1s&DRN&f3|x0 zvaZE>ob!~c1^TPmc-9nsY=-1Mix6AgSh(v%u1JLH+LbF;FI|3m@xrT@&qb%!=55hq zzI47PBUt!!XA}}}>58r$3eN#@5bV)uxi4f&9@!+ulM}gaskWdasdV-3gZmG^`TG8Y z2b#AQ+!cj7FL1RPiPnz0=nt_Xi3rxU3V+|cT6-ybo3FJM@867EMmQ6v*%u7f-RisV z_ms<0Dph=REv<5f>l$@kPwS}z3!8&#=vKb|Wt_Evx|kf9(B*VT2F?VZPDXSvs}0vhsNS@uOBN)brCc z8}uj`h8Z;CNg9jM@gps6Eh-^`jtgE2-)nnTh@|X;*pL04=6yY5{rdag|DErC_q*Tw z-bX+D(etY-C_BYTh=dTJpm9oSktxCe9va0COz=?wG9UgB?7`an-VQ}Ho|PzI6;#7~ z07TPuP&9d98V0}e^QNEXrs~PgB@Gus1!u>-d*`;hP|oEi%xlg7MSicNa{9>;SpN78 z+)K$Z7YTQhd=R^40?EwCUCd*!(UY_Coi$eXC0YoT_pM%bm9Oj9FJ8Rppge0J|255W zcrlqXdf$MytfDCZ&oVf*<^B5){S>c1UT?jB3ZRDke&h_`3Opu?%+aT#m>A933m!i3 zkM`J;0KR)wm6#dH3E8gVLDfKt7fG6Za%uVexpONkE9;Ne>m(UU2X#i z^GC7^9PN-WXTNnXJP}A5NkMjPjb@C(NLT^lM0w*Jwi;=rZHrV;MW^Xc1<2jYGpnLN zRP@PomC=+4AuP6HWE8rZx+|!=vU?i>YfypEO_TQz?7gb3dlp6%;~AWjQ(8XENTXJb z*p0jOUMvP+X35!3vmou;k|8pZ?DcnIjBOM!=S{;6wD$DMz2#Fb8M?K;>7I&3%j%Gs z$!2#7DK+Wo*sYa5Ixe`6bV5b~Evlf1H~Yq&o(NaZp8eEkKl_6p{P3IK{KhLUy|hrx z0b*nnNfHSPZ8}_?6mM?Mc6PFV9Ma?*mmctBPkfBATL!Cp{f)h$TwXrq0ishwZf$IdC7_DI1d2h(rbiYA zFvqlGrwhmLC?J=jfKtB#*{$M87(mkVD9K23BdJ4lImB9bNz8=i-S&T^#?OTX)gXc_;-Ju>9u%Mmf@pQiA73Yt;Q57yWx^9Y&a-j; z{5f|ZoIr5>;p1L=%jtTyNCU%P$7<8i$_8>E{Rs)du#{u{+WP%O@pSEl7r*h%Z~W-{ zKm5`czi{FFIaM`b%FBg<``TeGrY_(-;KpJ}7x%o4TD@)6Z^9@<(;_chF9zA>j1)!C z9HE+VLQ@}Sk`CeIAZnIgCfQZ-g)IP7QT;|`zzkU0TBl!JF@j8I2wjfce4$lur+kbnHkyRyCm~)Yqix)4r#Fe|V zk}^=3fMPtRzM@q0X!$_5cij8m^dCM>^_PMwGw~~JlqtgO{F(GujFBM-8DqWSRfzR< zM**Gp7~sm~<-gZXpxS;wvQ4gbj~Mp<38f(UbyHns?#anUi28?(e_r;_%WnoQivUQG&TJlA5R1A1xu3J9JK1VO?QBp z1NXi>6@s8<9O(P@qd;AR{LJdgr7KsizvqR^7cVX>&bNYWeNqzJtv*F|8R)u*AwZ-N z{PLC(@8!RH_img1e^9slxd;kW8LRZ%8(NptDNS$Ry4~$^T+K&E_{f{Ox> zwnw9$TL>OPT)K4W+_`g3h0xpDIVsx+018Qqje_`&U!t3C-idqK_eQVrB81V+GDAdw z8T&R6i7}cR)j?ApdY#|dafs%nE0@n-IPWVh*3oLK=EA6d0yA`%_^(mn3A1K?!SOr5 zhocIs_C2FGf#-~5S7Vt+JNuaW&`D17Pv+m~o<#8JE;5$z1C~`djJ*F*5P;z?=t%dL zPic$;8}4l;w9K+S>@esqLk$fq#D`l5Aw7Y}^uPyc0wy_KT_qc(JUCT2L2^sAxeU>V z9su0A+bHmhRP$8`Vln*z(l__)e6!IMF@Fl0`ADA)7&;=z?f|qAx%5fUpl)I`<^z19 zT~V8FO+HQo^K_&LHpz>{2#yn@BZ!kUVGJJm)fi!4M9b;(lPwS((NilcYmO8< zb87kS{d>+B<5dXf_KvOE1_dLbq3Hm`vo8ybop8=zS4XMm3_#sb^e8AmmRlx<9WGfA zog4~Kn2|BEjzSCb3u~*Zp7Qq;>4l3I&z(K%L|ifYq(*C>uc9i*FU`Y=-k1^CRdg*gVFj-6qz{!EccS{6QaDi0E6V(An83y4gf>liQCJ^Bf zw0#gA7qgRY*dMq{ba<8XtFV05@NPrP&5tbKvFtP|`g+Z+fY6afF-8-zymfI80!#p{ za%>2d1|8&rFm#PI-|UaD9+$l()dv0V-C9lq+UwQcjd%avgWmQI6jcZ+O0k3~?nKag zmr;t1!+@O2hglpr{hFUl9cW8c3eCNV#JCL%IdP6G`!W|QPdhKoFT@zVYvG-@-nw)5 z?&j8ZzmCZ-8bn{fsO=HEL|8Bh_y|C?La59vZf{%Dhe}uW{Pbr&`@j6}|Lec~&Uasa z@dXjt@n|F(MHZ@o15-wi3Qat(k+DE=LkJlmor`0WY3P9XEb}ax-pR}S?!BdV3L55` zuSyhRwHYy*U5q>My#m(~oy8VWPzRH$)l{0Re7X7=IP=h@s_#8;PFU9+rSU|NDR9O} zp!|9Sa-{>>SUG(vfU@|LkxT^z7_BNsV@p}fmRfiI)Y65Em#$yCcJbonGpCmu3|gJNItgx^v4rj=Y$c$g%(=QZ=DH+w>}c zr)+7Xu*BGUPW<7+`?v4hcA#L&h>J*8LBVvNPR;!6)pIdABJRu?FD5LBJRG6KF#E*{ z92oW_(P*)^-SZgFPju}!m41w7q^KzQl&ZzuEM7;A4sHT7quHj2Geo$I{MoftFCkvJ za^=jKWv3O+8`$h&)l*u>n*p8;*UjusLHQ{rPA!fa+&(rkWQY2i`pVL(}zrMb4zlG7$>QK!?Do79=|rG4N>vv=Xx3-m146H^u4vzwo6m|BwIE|MabIe(l=j%M{t^$6kyIR3Qv^ z9&p!-tD@2nL`Tj(!XUCDpHpyyoAskN=Ei6iBPgosuDNP3p_?eM#~lHfrgIU1ro~dX zxx-Kap*ppErjgHfvE_wj=NNhT;NjNBrk8_gcKrC~qkXTDQ-f64?NkPVl%q#c`vpuO z&>=}AX^EYz*JsPH>0DaND`zfVa__&P`f>DM3g~+MUanbb(fWNjs!4V-g{i}bjCH@> zTwiy;-y4k{JiNcXxkikOK*bLP_{At~SX5 zVgO+`wS^eyv4{5nxcp*$`Lf4L7cX7*Jl8w#zC&6Jl_;LGg3`36Gj!YlOua(NpM1^` zPZjBfZk;hZ?IFo#uMV~u2r|3OWVKn%B$b}*0=w|zx#Ke`^;z0on1B3 z%MEp86*RGYLI4t_E_nulwT!QoNQQ}F3}_t_+L%sQ*8rQZe!q?hHR2;i|84oy=}=Xw zNHLq1@iURu#nfA}=1x%h8${C(6wss^;WaDgLwvaQ(EGo=AmBIqe(L>jW`#UVK!wK=y#$NP265yJRlpclWNB8XsH#$2E-Jw=43+8Am6^X;nbxd0jvQ~y~b@lAU3m5L*zUA!`yY@Zu z8TFoa*0aS}Z*4VX{HHfJPMu!%L{A9w3Qh2?gn&xgGHy?CgJY+_Xe2P$_#Ild{_x@Y z`sV7{)vH&odeHk%|NPIMCxWQcvH_U>@;xeY8~8ZxRK(E}*x>m4(T}2^t9rg#p|cCg zL!UC156mu@BZ=0`>@W@f!s(G}vjV+QI-dR$P-s|kFpUbiCo9ZyktMINZa+m{*nE{+G|BGO^R$(E zxY2BbzS3NS4SDeF@*|V?znUJ_PKLw zXI2_bfDkIOt}SU?PfLwqq^f!q!6mNVd3)8tRAxp2Mm<`bHEfy(2m=983ZxAHHXc5H zxU{^q+)^M(RY3!#v5v|E@RYu_HQzRXR;mC{2xDEZd&KD|pmS?iE?s)*#TWnX@Be=5 zt+%4p_r|y@qb!?PxDbXNC}%hjnNZ?n(5lt1@Ltv?h;`*)*9~~^z+H|c?NZocFhR|rG1e9vFn^D<`9?kJ)M*cs&Yit*;o|wT z=T=Ui4k4tvjj=IRjOAnj1&7J?BoNW?e8G%$-SbMFgZ`cM$9eHLHrD;^v-f|<7DyC5 zaPWto|nQc|ud0zA0??#*{w&Gq?Hr%oeODw#QMy6LSO>pO7r z?Af!cYb)=*TRF@o$AxLgs!5c;Uv48;>47NMPOZHIw6y{|`^m z4B*)}KLID46LfmKQx`*3?e%g1W*7sIdID#YGNFO*Kn@JaX`eLaHguSEUEciD-eA}r zlkTat+1>97x`vK|7(v2JICbU)>J~!Ps(`6~Ke?>f4v^)h2w+w+Y7kLCLU142(Lc_T z28eId-bCvOR0?&j;jM&XT+qa%)eCkfsqDATT?WlCMrM^>#wfK3sdGB-PJFeX2u9=3 z55o8et#lLS)bT&AtEG=0uX`%-@x}(Tk2uXX3!od~4t2vqD%MBa+O~cTVC~}hFMRRK z-~Z8%zV-EQy!@W)5b2r!OAV2QM&h!{K=<-}y6tHQ0iqf0kQ$VgV}okS0S)859~@yB z8KrN?5gaVW=*-)9f+mO=baioINmZiJ2NIDJN&p3kZhVWJ;x1j|5>U>@tgWNeq=rgV z(R7l8v%ZqgtTs8(Mj!g|x-$_v5xK=ErKM6(arESD3a?#P6oYx%$GAr@!dxoJv12~w zG>6$?Pk+e#6q?0;&ul*I}(tE;D%Pdj>wA`aZ5MVbv;F;vi@-hIku zO<>5TMvu=u3+u`6JGX9mk#S>tJI0vWgDC811rXB{i$3|-n9AYg6HuNsH*FFi5UHC$ z%GjEe!d0nXIc@vEfo^v06W_UgYvs)8m6bE|j()5v(O@weDdr}C0{g|Kg9upQJGVpI zJr&Xf00||DV`y06UU;YCRVgMGt#0^0w>=v7VyROzpEeG~5g`-~MIpM*)uD9&+|W*> z=9BA!WDYj-DuDA`U3I&1`Cs1rKfK#5U$D=#0RT^*>wFR>Iy0q00ME15Eua3jR~=5r z>QDtN>;_P(JaZ%V&66P)H_1I#!693ByY1RmB;j$mNXhmFzHzX1Lh^nNaE$uAW!wvp zlb6MT9faszyziTCTiU#E`y zae)!X7d zoj&bEH~BX9tUWO+?t6nOl*a%)zW}}cqwYs%@&yDSKoLb_GnFD>It=EcXkuMw0`evy z=ej++ws!I2B`=6QZlnxNfgHK(q1`+Hv*b77Q@$W~3G(v^R#3?EV>Y^Qcnsae7#{!} zy|En__u*Aetc~@gk02z3kYgmmF!M7|nC>Q`Ce4`pV3E_5jJaZLQ@m_;_7Efh!A*l6 zf0$PsZvf^O=1)6ZyCDGW-@p6d@uT%fLr|z1W8zW}Owl>S=8H)1e#^bo!(>&qoJfOe zN>Q(CZGcBnNsBL9ffX|f$22nEsgTr8w#Jf zF-9kOG^_peZ1-Fd^z7>DV#9m5ASf;?cK)7|b;!Cm-7LUo0?-%(0#xU`vAmHCTXNTE zbLGtA)fJCyoekX0n_FUxiLuut?kUoRA`F=ANtzySq(OjYXhEK6Z zrft}+)%@wDrY~ao%vzK8_c&XMj++|U6vRrP(`&HZ-bzKVpnX^@hbeG{i?g28y&Vz@gM!tPHR8{QP zCu>vSpa>A_W+!MBfw#7MJ8jW407nQ2C(|Blsn$SB-$T&#$KH|buK$%QSJ%$AieUYI z5J76gdxmC*F3ey$VH0py&z_d=`kZ)|CIhJSar3xU&*%eV8VQf*D>g_O;TdH&Ih!s> zwBI%%uSJfW77o!w%n%nNeSjjIe4#@%2>@#VkQ3*}YoxU!R8`|At(*>X)njk|y?=LW zdy^`m0kw-6V^()4W;#_l0J`N_OZfftZ)9r4+Fc+Sq5+ayh00U-4TJx@2BnyfTvr(r z3IhWT)AUB(oa}dNfjYm$!^i7h;oa||0MegQr~(BF$v65y+fkreHGpVO@_7M7#M4Bd z`{Eb=!w-J&#V>#5g&WsTEi97UZom}`t#ku?Kp<3fqQ)^O9?~R6B|-=}3Ni*TyMNEW zvE)1w6Wi%;`d!z(zrJVww${#`JAG!=u?ng}=5Ux4hyqXLJY%>BQHuow=1>9ijiV79 z?y~Hz@Yx;50k3;>``DL^+g5+OVQ(TS+!rYV6%t<2#Z0~325S69ezkB~*`})_v{*7;Z^ur%@ zWwfdab*z1F@#L|`0Pnp0_CNf?Km7PF|Kg`V`RQA4z2)ngW`k`_6`D^T_l;+mk&KZW z>zhtpaQWhW7Y1`iTLGfc4T{z#%sK$ow4b%#f|DnJ+zw;(dGr#kqw)MRCmj!XB`Op_ z{*ge^ji#ass7j3ebq_t)*Uz25aQX7ZE0-?*;$Pm}di>ZFAxk$t8{_f44ZAw4IKfnw z^f84~sdB_t9f;-TSu7AtPXTny#!`igcrryW9jcFe|KkksFy#2xWqI`7)>2E|1SVu; zV;S$hAB8H?PgEf^!0|8=Ohxz4aOAAR7HJlA(c%AYB6O&PQ>b{RMt~Mo4R#ssSaelT zSjec6iPdLRcjZ7n!C0^W4GdCw3g3ORg{J*ibG;Hwe$bw1f_!S`ngYOlU3+1-!Fa@8 zo!OIgFK~8aWL6p~qM3x`sVXD=ZlApWOE28`+PA;;KmQN^)0aQ@`Sa(_#ioedkEBB8 ztDqWGkl@RB^6DE-K(~_;e$t)1FaI0IkZf_r#0<~IFo=X`^a{Yk`d(8B*y*3|N6$wu z_(=~c%sE2r6}`j9pc6f@L_3J5e*i$0c4IR?JIc)?x&$Lr0P5C8w22AA9j z6-BeLn?io8kRN?&mj%fGO{RwQcAC~da#Wg{C4k{oXNe})qGhCqhQ;}%s_BJq&^=3w zXHK6!clMn3_`0SS(U@u=Sx0jd=A@_+Q`|Wzn6Rr4jl_^8AWeD*HRHzCrsr92zI)RX z|4!7}-`O%oQDAofMN)ug1H#T}36GUtf9>_peeSbg{K6M+T)Q4r^M`Gf(_XDzP4*)n z{>Vo@{GmVnvp@gSKlzit`J2DFb@L|4ZpRsAPYD+QOo6Wt@vzvLklwv@b9HU)+`=Ld z1brG6(7l@q5|t`i>(|kb%AxI^S~r?JGs7OVR+Pk~)^<#JBY>A`Pj8)e>b55Rr3!Lf zxP;lB-*gl6JcQ4c4-Wu*7izWGPHnBPN0Y#lujn*BRss&;{b$bxIy(Y19G3tB1>+*> zqikiaITvH(s(pf>#pERCFX-}e+Pv&gO~-MVVFosGnRA!g6gpV5Sp$E33a{|*Rk z`)>#d?Y_q$clA?ek2@4a0~B6#b0yuncFA-fp0outXpm+=tRzVokHRa7++ZZK$|1=- zt8mM;0->mC)g)-=RJDCFN|x*H%t26`m7q;>x8W?>9#FrNR1JU@C%n*XMjo=e-Hc4o zpEgxl_qVp<)^@0>mtKGUtKa(O_rL%BFMjTG7fzq)(HzD?v$?7<1$1BjNccdPIva|) z`NmTVRVde;2xsookbL%T0NN2nD0Sc6l*h64qx$`w)st*msAV-X}5$gv0397`;~JQ+n(6y?5Vv_s*@G z-i#4@eGx%WC_&9Hp7(?U8aT__m#R8g>iUfvmoHy+O|+m|?mbnge0U3m6Yku&;TWO! zz43t${NC^V-XHzZAN|um{KHOL3LpVcxbFp6_9TI{=sA~nZ{9q6{=5s@`8o8rF*9QC zBPAiC8WMTy`u1awukPNt+G_Q{8r)hmjj9Ta zec8k$OI+1p3n?S(-8byFnJR}S#e<1$R||M=s8@E z09vm@rLnCEcj5@m0-I-iQ8lqSY{Lb6&+`4neQ|n@Uk{ozKCi$pM6=H0e4}6#2Y9fHm zCd_WE_I!#!rvUfLfoMO-?!47vb5sBpYcH4hW$qFsS1(_^c>etDTetjDQH3T!pXUo# zjT{p0Ef}{q>KRjHaX2BinUOZsgtRioc17dZc8cmb>zF2XuM&L8B3r@pb@ej5I{|nq%Myd9^a`s3Fp6#97Xqf$Ad<0Pfv)%|@vW3qj{XP&KzA`YE#T zR=}diiIf-yj#Excb(`2!n{0ZeqBu}vKY->Bq1&6z?Dohpr6d*O>juN$HS;#<5T>8V zBZao(SoJL-mseIk{l(Ay;D7qjH^27v7p}kP-E|HRahFwr1+P{Ny?-mB3YFpFt@Q2!O$!0RLptm(f0{hj+wNLBB+hrMEJUJ3{;K~PXyj6<*eVD)&#e%ev#(l*xp zNL4}7gVr{OuI@g^<>k};xU;(Ba3KHgx%J!s-`?5U_Ty}hH?p?cEXKsQLo<@yy}>$y zwcNA4*+j7WX-Y}B91;|$ss|~dotaAK-P2!MURYXaONYTHZKbKAc-$T;(V)$96iO2# zYckeM6F*ij0+UzVVT50kda%(v*X#VNj%;y+%!B*)dRsd*8=NN9Ve}*5iSoFrklIqa zi6VQ#t5@K{h4Y{N%xAA&zxv+yz5WMY3iyLR`uo5CJBO9Y!Oa8Xdw1`8DZpRTqf)Zn zBVsIhF)g=Bx9G!)Y>4e|dt1Ug@7{dp=7W3peZk7fG*yVu%#Uz0gj8ztLco$k)aDm3 z)$O*#-yQ-mj0~L;vFJgFr@GcwR=dD~kZ`;IAvD8-Hrc3UR$jvjx3 znOxZ?Kudo~y?4NnjLwARr(7?=cmPLlO{t!H&?pSb#06~Wg@)J~2QxH*A z4RlBZehYMZM^E1lDZ-dzl`f09`d|^XQ6UIH6!p$d?a4F1*`YuG<*)qD|J(ocjjw&} z^4SZ05l5`XI=bIK@83a@oji!}P|X@F=zF_eIYP%UckW8mr2X3?#VZO>w_*B};l`u<(_cly1) zKiIQg`-~?zxfGGro(CFVe9L28#V{^QqK*(q@TAIE6Go?IiZMW>R0+1hpD1#`;Iz|tn zoFvEleQ&<=&fR-=<908-Q~H1qEdnEoSVf3~=evrMbmLgrKSxV|iQ3vU-ih z22i(t>-Md;-+t%acW*v?;CtXE%}#jUx+Mbg-P&^*SUZAM;E4WxEdCuAtx13IE`CB^ZfU(UBp9Bp+EBg07vG&mOviNrVqC; z4j;u+Ipbs(`wqb|uQZZ}ieG6NT1SFp#)cFMM3YI*hD~3#Cnl?Of^%D5sDfq<9}t4c z-aqmun!(0IiWyo7FeeIe*T)?)PeFNy7FAS36(EcjhwS~O*rpB9%VmX-KG5kFV7Kpx zEnguS8t*@K09VL4HwgCd9kaJ#2C~xNsat|xPWEh4T}Kfi!tl0Dh+E-%u^HNtk8sl_ z6TP+NjFB(A^6EFf^{pTM=!akW+~-!7PHkDexxE9Tale{0v8EFY7WjT125bOi7NEk= z)xUUN4Z8!w;WgIrcr4oH`lh3hr^fqrgNkPC828MjO}ck>g@ho@ z7((h|B$*n=RaI0G61^sZ$iRJ%W-SVc{eFx+|Iv^2j{j^KP5kIR8ff55wKaete~^&? zsw#kDCjN+9;(F4m%6i`r1ycJD6-doM6@vfp%c62pEJyQumt-R@T{XBLUw~eWLKOrG zG7(Tgz}Q$DQLB-(XerQ`hyZvRx64gH8GNBN3Zt3NiF(T-5+@W0Y3a& zM9aH52|>tjlEIjKHlZ*{-vf<}d2knFtlI08ll%~e4SoEhA3N=~dfJ87e*EA5n5OJyV|fK6dl=&2#6^dpB0wzY(I@NT4k-4vU}_0ColCn>TO0_13Q(IOG%vz7R{W z#1w{Opcd?AyE8{dzhPP1+SuCi3&^GnTE;67;~)riwkp&{Mvp)o1>{8tmteba>9Xr6 z`!(lLYk#h;P(eT*zsE9r{ooP`dkitgp?mlN$ceXVa*j6Vt!5h%keoDAlO4xS6hY>S z;uC%h+OGo}WeOG3)a`n>8Q|=%AJR|+FC=q!-Y^m{W2yLVY0j8^U7-!;(I|18v>3+yyM0Dk|bNbCNCmXiOJp_;!WjIxabL~%Iw zTO>AkLTJtLM z*WJB(|HnT1gCG3p`~U9Wee{ht+zH+2H+nUYCOT@mezi~rhX94kzQ;w5Jw(B(px&tI zVNZ8S@F>XG>?8yODL(FUPg7{@Z}lGcAM_ILrnlp2rk)dY7E7(dL>~~qA!chg-!5|} zNQ^NlRYlc0ga9B123T~eS<%$PP_t*&vgwel*#rkxw^2c3{nkhZbqm(g4tiW*X1Oqs z{-dqSU+LiO;T5K8uB~dd%PnXl!0j%-RuzH@lkOd(899uEo3CU-B8OQcI><7Z1P)zW zBw4;hI(`V!tO>*qnDkj_5GfAsa78{Rw)bTA%*&nKq97$g-k%FzKBV zH{X4C<;)q6_x$XqibQHs@{!cjeP6o&;K5t&`~UK-yZ7!mgH1XMxqm91c?zGEZ0h)1 z5)1F6_5i@cem5uK?e{$mbi^(o0Ohb+Z%u{DE8WfpwAu(`ub#Vb&MT0fOQMMxfdd9M zGqK_mg%)TL- z`^wR=U^D@ag-C!tjxe6io_+!IL`h~z8kwFms*sRFM}fiutCE6&^x)KofPkQ)NkmG6 zn<&z|b=fWjhl`s5?EeS_QIud%o%aoRX$c|te(cF4-f zX+!}IvX{|}Bq$V+QF5sbY4gew0T4k+HlO2^*Up z4mbO(Hj9;cB(ye~P6&j>-4(#BiiLRUo0CnqX33dzjE;McYDPCBR4 z*2e^9H60KpHq*Iz2OBhIq^tBd$n0JZP&YIt!VZX^+yl1AY~{1Z)s*N1f}rYIPi@hz z6F^*l-TI&dhEmy(G+A63yqP)~FG zo=4;M<`zklmWb7T0(X8EmOLuURG~u^J59ahR88`7A%xb+FMJm_qeXI&W+Wuxi z9}uAZRWNFEACPJZhK}|Ada4j$vSTsLsv{X0O$w9i3V;v#Xb`UUC%BFW(9~9JwBnSXHh zx%5d2?wAF32KykPv{> zQ);vz0h9YMFvEC=9FTE)`rlJc?rQmt?3HB?0NCrRV=&w@T8F#&0%hPHaetmL?s*;t zzDw{lcmsQ=(v4xt-9&+^e}+}!$F~#{P$##(mb5A$JXE4 zb}CM9N^$S!^qG}2rW=#iySi5rvCZ?WIr;J$o(bJj5H)i2tp8o!Pb+xJz)}5$A~EN zDEm0sCJtn-^^@rR8x7It-CK9>-tpxBrZcSX^hrtpP$h>H1*2If1~gJml3A;n(DZuL zF|s~rgJycZ>oC0h(#z-8&RxH9{o=)o|M@@v=fC~izx7=HxDXiJ9q%|a{#S3kg`f@{ zyL9=|;?j~fle~53_MLZby7PbY{{2St#68v0`yUhCQBJ0jY=uB}wjD0EzV4k8{+lD7 z6o@PcYbWfiOu3T-xfK+Pme5!sMswa@R|H#KYvjPLUAz4AH_znH7Y&Yf6xHVv; zkdx76YzGvMt@p1mhlzb5$Qe>epaZSk<|=1naqr(*TCxw3-6QOVbV%Y*S7>F{H1_tl zHYJ1`ufF=Z&wc)T|K_`2`_h+Qx^XS2dPi!{;#_bzcBpg?!`5NJ)1(@>yBE`43-21W zxGMl4)A#t3`g|Lw-e9bOK}V-!-E4dVCk$`;0?zbTX%4OSZV?fZNkDYy z6S264@=gN9kr9&M2@xWo$@@1KNFy<}zP@qy_8n*Xym$YeBdYzBH9B7ugdi=uZnuNG zE1)rBBMw;*Ko&CZSxjQdktx<>knV=kt!ZXL*AXbIZLGR*@xtf7@cA=qXI58N|NsC0 z|Nl>Z@)Ji%br)6Xp5_R|3$bs$`KA|A&b@u!<=i0jH2M8|jX=9kvR5YeUa-1&v1tOndhOb| zbLV{KHByYkY}0K=(=&jhzE#l2;Xcu%1EWlC@X43d$*^kb`^3p*LdvtunN(PgK6+uN zlbz%tE-K?Nhu6vKl>isE1EV`Tc4G$e7zP08smSCtLUdUe$UXdjXi$Uz&7E<;A-C8= z(*cnbY6y$-^UgS-s(y2F=&qBR2nMMY6HtspM~B>JNr599Pr@%0^I-|X-!=d@B2NorDBQYBF~N?j%7;UBy#LpMq(Y`AKPiwtL}Q3*3()Rcf5(HK*WUlWuYdLH-~8sc zKK+T0U%he>BK|@(Z9Y^BAu+WmNu3P2n(E)n8fPPc8T-)Et2mmPmvBN9n|<02-tO7i z(6O&=E5-q0z_lbj#q0k&uWW7^vGo=iaU z!54im3S_U2WL~JErQjU_(!g@TV;9}d6LoY7MjHpo2|Dn_Ryh$nfgG-q`K|JlLW5SJ zIRhf<01l^4zvXb0+qWOwzwcn~82h9ppdPePtvYZ8oVlR#v|{nZRAB&eGk8j5gq9dh zHCWCm45GSWFf(=z3w1@!Cuix@(nmk~Q5T##fBw9O0e|?1f9MSoWvn&!Ud9+V9zX7F zZ{N9n+XD%-w7DJ(*ZrDiqnZ|;rvw0t$+niPwrQHL>z$t4PKufca2y(aTmuQ+ruM`# z1~4HkA%sbc9(*`ity6+7EiPZWc=7Do*>`^Vw$~;s)*9wS_+;6TvuC+Ej;`YAb%`e1 zOfgOq0YYS%I_L`PAEyUiJ*o76lq$!QH$C8KKv6uIXeDy0L+wTa-Gw*;pASfEn(^f8 z8_7=nfy7u}h$RRfr9)~WoO=3^@1%<4X8Onk#WM^CJFljyokK84G%jevNaLg{V&)Zq z2ag`@)U{~xfW?e7Aq~5`r&&z85A14@U^g&ir@S-BbGANwl{A3IL=BB$Ocf;42dRd- zu6^%Lh4npXlpq5-c4cjS=|Oe%{Dt?w@y55@_y5K>-uU1LoqN*AtzM6ep7?Jg5)~24 zF50Y6kU4`Z(W0pMJC%o-lX(Pzg2&?s!GAcE~Z9!E5=4SXrpOPan;*q zET3NVNWhU}8UUEk05hYH+>2vkumTnjp%KK?cvIw`EVo%wfv(8(-u-{w-2f<3b`V0t z$iF}-L^%BGZb-oV#<^cWr#|h)>l4^320+610U7s~QE93zL1_po5~FKoY~Q(a=k2%O zc3jH(<3}E%F-ECU-*Zj^SY%q++7ZJ>k$d5|L_GH*z9x@UZ$EWqV6L$$1TC)zU9~+tc}L*T0W(2iq;6u@uGYc*OO z>+}JeQov3>Mw?$y1)^D+w=yal@9SWC-_%5q$)PcX(Zv|O0Jnd07#w;IfP#elcjqXOeo|ya@;W~ z1k#4PRJSR3G^7B<=K$b<^PoUbMP?|NVQ>GG`-O?H?RawnP)~Px$D51Sv=U%_ggMn9 z9H5*96J^$iKiLjUzKT^_(i25MDl-fnA7H#-h35B76p9o&Ld5Z-W>IAC+(q&>EQ(oJ zSh{ri@<%@O;je$|8(;nESKt5M_d4UG)%3&~Df6E7t2BB4oatr8+%%HuUqWc<9m}q8 zNpDMo9AjDE_AcPz*=;(SJwVc8^mFWJ;Y|+$)*mmQI=!;8wz|6Jp}_LeQo;?3KoO(D z*nEM2z{DgY3Ub%Y^bEn!hmi?wsNKYaAS)n{Gd_uid*P8sYEicmsZA5djWu|f_tvVpyEixf^X z^VxXhKnEbG3RyICv*StaZ^$|9PX6WEwQJw`&UZWpxP1BYZ~Vq@{Nq3VW5T_3Cxkq_ zb9B=E1Po6uTP9HV{Qc_Qa`UFFy1&Rp1(+A#6x#%*_r$srlDnln-|xwVOP4O5zu6+&EmFYpQM2sFPZG`; zYWiCl0DwXWOC^N^8w5!KSVKrX0LMC^c~c9j?)^KuI#iX5O5VSJ-<_=1QC3l95^x%8 zHpv^;~?$?f4a?CN!_L~VZ4GrP^h4UZz@P}RE z_sd`U@~f}B>H@3%UW~ONpvnD*pb*X;(ALdbc(~=BD@sb!T+k;~Ksja`>Xovb>u0*h zU{}XDqq$sgqcFAMy#Y^Mu{mnkJJKnBTo@l;mGKwXCs0V@8WalSsq5f9ujn5i9-8uCk%&Lc)4a_ zLb@mF{69VbIKA|PhxZ-VD-;0bXXn_}XSN$l!Lp5_IH6^B3OVwCHXQ&B8>Zw_qRDk29{9#R0h^tLWL;ME`nBsH{NNk!|G@j5n-3JPAE;;ujsDVn%KVp2 zi?g`2P^ukeYhs^*^$2KZI(Gj;c(j)zFbZvDL}N3aJnQ%jd&ZQE){Cyz@6MTL3>&{; z`Sh8^#ihn;m|JiO;TE+4$x0oyfD%WTcnE-#RcIa4f+4^ZkYFDAc9=1YiU4U%0V9#y z_^GW01VW5;Z1`Gwj~+jE&);(dUM1XkwC-$1zGIi#i1MQ@;`_REV;; z%E_!i$i6O*1fs%L`#ILJv3|5@QmLSfkte>0?s0G~@%yolHG;w35Agr}|Nejf?9cwp zV=0o;gUCsC*CsGLuKukjyN>W@( zjOO={b${>m4R6x8*x2P$Z~lvm5}tgL8VH`wO+Z)S8ax?TAe>CMwmP)ae~eAEJZWLm z^y0n%XWMT-{kb4Hwrhzc`j#UNU_uDeEMus(fQ@hx1E`8NR;gw@@HE#p+zzdON3u-+ zTQq`mZ2;gLKv87<@nauJby7r!WFxVZt|7bK*d&IWCQ-yX$w}_Um0KnsO%lM3!xj>x z76ypy0lLidPY465hB^qL(Oh-P5sUln4=maD7tfwOf9~R?#Z#wZ-#mV3`S_uVASfy6 zkxv06|HdOEaDWVoS77Jg!4W4RIi`0Hc#4)D9!`;Itbht>wO0V@ zy64&GrBkP!B-9mrnjg08dcD4^@@YdAf)xNhkxmal*WUrAlCDh8n&qvn1e&9(-jDGs zBTdq{mk`~*OOG68`%R(6-V0Tb(t!Q7GO=FW+uCZF8XrAezkAQW9PaPzlXU_rX$3$C zB`_53vZCC=W?;8~8z3Au(4mYIvh7Z?a}Sk$upnBP2`W8JJ%xm5P^|()XvP$gpb#dU zvV&yrr@i*tYi+){A)oo(-~C;0rN~&dsr4NB#0e&g*+{bsmWirCUsvw#z^=LHadem# z6naA?8ZqxWa}3a?#{oON#f3!;+WEZWAZvIUzaXUuNsx`uvM=$64%_D$Qr#S#^dSjR+b}AmNf*MY3?kFuP`O9?zmc=?G$03JZKv<|p$$Px)76 zTj_YVpNU~FOAbo1Jcy#3l5S&(pZ5?77M6Ff+(=9eTv;Y>$+F8Z6$KEWP(?!iAiv#l zMr{<5*0$kRi*7Cf7UScVk6FZ0G7lUnArdTfH~GXo5{cet@YQvm(k!abXkrvqsoJEw z|5W7oA^F>5B)4+FmAe!b9yvha{=ats56}j~CjsezvUmXmO2z@|$f^CSN>XB&T4~dV z97J?fxL{YQ_URH49G7WHaU+6uBH^PmAS=L{j6@x*BaD@A(l`nEgHp@ui6R|a73Y4> z7r>6M+U>2=jq|YM(gBMLOMZ^E0hhHLTT%gH!fd0hLKSX#ld!@YqCCBUW2O-p^B~7- zo#r@%CEaIte_@9dJzs7>si-I!OX5pAcUYa3fQmvo4u_^j~{r-|B+kMgZ;SK zANo<;6liF2LlOl5g=O5*5l@tC)Isi5A)pMwKZVM6CLYVzBe>r!iBIG~crabC5*x-M z_^jqUIj|5y1?Z?TnFPthW?nky*9C*W``zz)7~mqf-V*SOU;HA*ID8t(y+gR}gB;%J zfZ=_RMcM{{0A)Dd^v5ykuigJ&_kuuc?os(qU)T%HIj)i( zfI&b4LaJFezfNlLetVqhi~)J($v%$VxPau{tRB03z8lYBqb>{JUuL7_^RsQ^eqSilNZ1?7U` z%yc#%xzi_g-yZOa0e$mqzzFhy~fBcXC{LlYvW)sNniu2f^ z5EC67+9>NE^G1!L5QfG^)45N*oJZVt4N7E;=8(R6ryae%`R`^)=%Zwl^)b5^0_~$7pBAb;rF=V|DfPJMWmo-l~=nnlzEJd{NdBlARc#0Cul?cGu`Q{eBUh zX>0>L%?(3Ox)2y3&!-Kue2QW%&$P{bvh4E=5)LNZjS%1z;$q}sXg0^{CV)>vs|wYi ziN;a^f!nbz0RRC>h+w_}PA_N(4yE@jpVwgps`GOp)ruj^^0dha$?*@k`(zqz3<0Q> zK|RVAh`DA06wt}>APMB=YluPt^cwijro+L>6w9c99e=R|9l5!$>nQO>2aLCc2Ze-Y zD11!6CTBs|4>Sv4l${Ey0Zjh)Q5q9AIf_tJ)%7oL+_$2y)Y zeh73>s@=6=&X4YRAg2l1aDRW^7qn+p&op-0OZmRMLr`cKsPLlw))75D$+G#scncL2 zuvnBK?@2WEp@W0A=4+4h2Z*XBZ_uJiiUa^^lWbW@WM7E?dszSV9_fg>xL=c46^ZW0<|-9QBEUe8FP!1Ru*hLvoy&?*mZ`Hpen!a45+sH&g){bg=$+Y96* zo?qcbU}n6TzqYE3UJtS7W#aN+EN;zWA_ZAF zbpjlk08^}1me&Dwt3qS>l{g)w0@_X=NylhtGlYnn(Z? zqWh*=XWk;J!L3q+uBgaSH2~zRqnK!q{XX!a4}Rxc-+KQCKG2W-fBMIN`teVG{Num; z$uHjgg+=Rp_=9@A)W#s~E8DSmFj0d(pt~DTFrjXV#)PoeM6g$ml4d~5>8Y@`)wS2!mLs9pAKicW z*y(^DK6=>S*`gWAQIc5`c4vg6vID}`fOd3!(OrrFfDoO!b+;pnN5Q$yJc}X3ST`Q2 z^(mI7A2NYPw!DD(L^c$AQ`CFB`l(NS%2%hV{=fcT|F3`gr+-Q@KnQ`P+2p(cvvyc| z<4`p!W>pBOi#hci#TXf5DO%SW_KQ$3J2nDfk9#+1uxNds@P1=;D-affiJ_f(Q<0~k zs|WV{6Egxvs=sXub8|`H^Q&uX-Ui_L1J?(r8;hz)@xw8+R|1$Nn7*h99i7ecfKT=j zR)_LWd1PzGNOWYepY|rigEr*yAgTQVk2(Xbw2r@ra>mj1e#RfflgDS})k9XC{OPFCCj^XtEdBQamp!$HVG)~rZQ7b`VgEGf5BlA?i~5H>*AEY1G26W0^9^9 zZq{wZ>!1&Z?Rrc~d& z^2zn6kSYY#Krxc$L;Q;pFg|dcsT*ESVihnK0CMP%vH8g(F8l}zC->~RwU2!C!{7e) zw?FcckJT~0d-L57yz#;7*KW8<(ck~=-}e)}BTJk#F+Cm@$Av0J@gI`HSlf2vO!OLk zpY=@#1ht?bM_Rku#iF;K3^krqhbKjoHy|Ks#bSq*x*s$FR5*FFg^wwGeYW2~m#S+* z;(L5^v{5vzBeT-!VV2GSkYe#V#Q}!iU4H=MgNJM+jV6@Db#~#>g|lbZ z=BhTY-ro^uG_HG!=l*?IlyldCw-wOII#0 zpIR1?Gs~yXpFMx|@)c($aaxkU`{CM9;tC!Y{}p{^?Y_6 zcQ$+LbL;N-FMAYlrlGr9XnH#rPc3_gz+BLT!qY)ys*y~dDTx7rEYWESh$BC>BM+6Q zhu!W}a_<#G5sce5$nt?P>{u-R3aJ8VF%E(mWNpC&UnU?`rKyV6$gf6k@oj!=_uL`e zeEewR@x!LacXNB){V)ZqTA6 zV6Y^f%~F|Jgfs1q2S%F}8S4na-28$M)v&kY^i&uC0HsUhIs1=(^rH_RJn(Mdd-v}7 zdFk*10qA)D9b!UU<*Tue|7FHX4HOkafQfEf<#ea{Tu~ z7<{jAL0}ggr_isHg}9LVh~&wJbW(t$1H>nrq8)sCaL0a;EXM|dz|n~u19-kl3e^n4 zlrE1jCi=&-!x~90z)mnico;{6vr3qLcyELYk0#^2BtaSxXNX$6^1ONhfo& zuv-XC3vQ#h8z3MjEL@allvJqyy^)?Sa@+H&0Wyr6Vlfx@HE8AUuR#?UWHr^tal^XJ zl5dG!zzFilfHDxVa*je3oG`~5KpL&1*!L5ns-E}y)W<({@#3X7-uU2;|MD;X^iTif z$3Onbt#@w^`GTlJzkw+g&fHY`tc_3hADKlTb>C6N>iq!=P8#YQLGJ!9E}h;vb7t9V zUyIK5;$g4`01!(UOL!{0PS`GBn{ zB()Z`0RSwwz{D8M*l(Tw^-ZTeY=1aT%D*wpg99!-f>#P&NYLU*~{X z@OTYOp>O^2SMF;I8_TDpXb+r;wAA#^PDB&^xZ}=$!{+6kxV;z+0uUyFuyVEK@534Q zI3XsY7UNEX9^6_vv$A&foYS*9YS2RxGgDQP^;k-ie~rdHJMr-A9smK3f}<0Ys)*AV z+@{tG$Lys=xxG@}Ho=GH=lm|40I~rZ)GYwxW_Q-5N^~65fG`(^ z|E8D?+uQ`lv@jKob#yP#eL=5!2dzZlc$xRT{=OU6ZhYiJAO6TkKJs6G-1%sb^rRk(_v2brU;gr!fBfSg zzx&QRckbL7Wnsy^lEH3X);fRo+zT(h`0}f-Ub}YHRmKK-4l>vL1S(+R!i9$M!P&7E z7Ju>P&mHR}mV4SEhc}GZ?&I|S3x#Ce5_x$Uz#Dix6?MvDr4`H07vy`5QUp)Op%sWx z=9Okf6GN}xs9un^y1I7x@+DVla|9Jf)Omc)AnfolJ3n={$2NO@jgu$@#^V+ChDYraQC={*AgN*ZGiW#YD%@^ithRkMZSm?L`%EoD4Z z8$z6gc~ZRe>G`3?pVr3Oe4!a*Id2{BpJWdDz$xEYMS`l2s`<_ks2t->v(%E4Cfe^c zCF6S30X#)QP=ot^?)-aQf38{xRh5oKvuAOnTTgd4R#fv1(|GQIKKf)1(IJhdF~-I_ zbn=bG*n@%`u;jQl^y{y^e(BOh#|XXr@+-ghyTA9-pZ@gbyN(Fz4;fPgJd&y6jJl;T zg67be9OB+q!!fd@TN|p69?ZG-?>4`<*er@gZ;4-=cWZ)x%A*ATuA0?0n3KV)ksxUl zP?cCNV-g9&B%C3j7hEiVO%cF$e(aKqN#1P|+>% z5+$Dt5wu4Va5r6EmYzYU&ZT{A|exa#N>Ju{l_rI%j%@|V8!_kZ_y zfBxrx?ip!GrdsCv%hrxl%crm0xcbUVFFT{x*|X=o!Nrf-hJkR5z4q9B?>l?`tp9{) zzlj7JMQyP%36qILY56l8z5jwiS2>Nb_FdgqX!GrJuM7HQ<&2`j>}(v$$l+WUos>oq zZtpb07v43ovU0}bs0)|QKi+su(nx~x+!>CB%KZotL0#6SBZ>-0o)8@X9F|q{aMnS2 z@rilI(=m;7vlPJeaVV!aXDNL>hD~mqz%VD4O*wovAZ9|A&nYIWOv4o<+~mRFs6bA# zX;1`h?2u74aA@Bu;d`52$oa((DhGi)Xmx(9tpGrk90UoN@atnd9dV9xvJk4xBc6O$(cC;Qw)k=?r)~Azp0D9EY+!zOy(-1ru zsX`?RiO16|Tc+j)r-KyLs?D@XGy%wr!4Sdf%Gzf>_1PD0y!hb{e&~1q;P*TX_?y4_ zn@0~Hk|H+huK>n$A|2n&j8j}SnvQ80{>HvU_kP?n_Q>{MKUyLFH$2xjA=h(Q$zwbGiVtswX{r)zu+H=3(|E0FR)HR35B48L=3(#RJkbF=D z#ESc4!pYs@ZKSBE3IZg+C@7w#gE`bxC19&OY<0i=t18U3CAv)4xX<|=FKR;pIUOZJ z2A8l59^I4x)8QVqam3E!eOYh3@x}+)&?2k{5+c>t{>KS$;R5RDVnNCxjhn7#9wlBGSq3PlQa&lgu zoMH4b^yMbD^bP@g=!oi%Il?ru_umZ?%CLzY$C3w*q4Sp0nxr3-v_c`{O00M~q;v?* z6W6#nAq4jhJpJ!zU@=2gWv+9A>?{$ER#{#rmO%>G)hjI+7x_>qmTvs2Pzd&?b{wf! zrtnWaD_eyS>;BfxmhZ|1?hQ9M=B#xY08HYgFZVC65sQl_guVm@r9RPeC3r_e*3q7`_KOLPv83G+nz*b94;oI z93e@&;AwAqKtX6?lx#6tiwvrWD9sF?Zy&CJL)t#EwPt zCdKH#m`N?sY{#*DZX4^poyOtc*xYdEKhk1tR@Wm@17I-RXl29hP^x6`2s*54kP%To z%D*UBxRAcIeJ=wT1i?g2c#gmB?vQ+zwUvVxm8B}N%%9-3adbou4iUwh%j_jp79 zsikF7nwFk^FX;$aibCBWM!M1qNyq7n9E2}HZ%PTbV z+F1zI;@lDsp4$NMY(%x-WAe*S=~5&8d?un`V+_w00)&}526_Y)6#$(X#MDs{y8KY8YUTpoX{X#=nYef@B*C7fn>6~b&sjq zd)%>n+UGz3?$J01x~hUZ3=RZOczW!?r_&{cw=~N`r=T-MW2n(MbTuf@3WETEoVf2$ z+@etxEjlCAecS2xV>Fg%Q*e^=2>;vQ8Qu^EZmyWnj6o^HFg>Lco8a}Z2uk|MmpzPi z9Y>jI3XY}Bnk@B$){VDNHy)&Ww;?S_m@ws=HG81$G<@g-AG&z{qT_&Tsto zPk#JUCyF<-K~BAkb3b}e5GOyI8PJ!E1r0(Oz|+i!^=sKdPX!uMqj{74U-a*}HU?O5 ztJ<$ns3gH8;{{u00<_)eQ&{dqgJXMfkX-0fdar?nsZV#B@-q%L?OZ;xYBP-V>) zW4-KQCpgBm(gI?jh^9{pXi=lvEd_#P7GvMT`R#3mRLf_4y8XC&JDa45R3QWkSjWK@ z%31GFmBaHEs(F@0WPuQzbxOL}?NP_*T?oE4dhqW=KpqLkcB7;%veVBG%zmSu zMXnkLQJo^E(;_(fT>EtHP{Hna{2c|8S%98@qmKgsa{26~jmMi#tP@ZUZ-;Eu9!l0~ zCMP|9qmU8=j(2u0#Gs+K)ARIyj8TBe1uT~1K#DPJ2UL*=w%s^Ac*bl%fdVzenA#SZ z+>wOv;Qp@?n%-m2FLRY62p zM~=e5n8mY^i8~@;cq7_E%}BH7z%THxE}-stXslkx30F+$yIesvI# zA9{yk4p31QAvH_hj@3=X4Du0FX-rEE0hDZ!P*DVknpxc1bXp=t*M42TbnS(gUwh^B z>dO5)ciw#SAMf108T&Dy%Ebyho)wlDR6__kN_+<9zVD^Wm)BNSs}SnGuvBx(GZ89} z0h%hVuepBR+wSd<;*Bg#03fuQWLEqaQGgILiAF#iEOhzm)r)Vx?TEgnnrF0VP!Tg4 zi6_}3c;we;WL?+3w71*Z)y|IJl2(jHimI3$)iy~Psj-_`Z>Isyd06e?pF@CFR@Uy` zxo7S5ry%YBw=e`ITMO1(j$zPY2Un$d(93w-H9U-t? z5j|-&C0dlauh@nv{9CIwcy;$b%=rlIBR=L5WTXiUsyS%LogP|+s2161_ye)-8zUnVjSp#VGO!%YNn*JL^JbU3lMl`P zvUfjl{uru~NMbXCjVaU9!4O1)V6N`face_%dLlS;_VVi=_|RuR`}t3P{Nt;ur~m#R z|M9>4*Z=&dj>dlQpbrgmyMs#>Qo-3~$3vZN2#ifls4;V+#6*vD42u_8rsG^=UTboQ zCZFV+Cp|87xQdr=&z$K|m{ENOsv>QzDinas`y{metIaL1Zmq4YTz}6ESA4$twukY3 ztD|TM={kNhi%r;_$f`V^@eo(I0Ld)Uvz5onkW3<%WEB>p=fa#6+uz^inOzaZIg#Ia z_omAV9{0`q*G~5gxQ#gb03fAyo+}Dh%!v0BhmACFSpNiq!<|k7B&V1rvl8(SVA=`h zVQ!g91Z3_R4Z?&y!EwRRK}hPm(<;o*ExNZtvrT6|_ExicB>6<~Vck#6j>7AhoE#@F z9H<*qMYG-kuaHL8lh@dnqK5KhfSfG2_$Gh0aY5?qjKT=#jkz!Yu*y@+Uu|Vr~lu7{-Zzs z<9FYF+r1?*VTXM6q!?sK3z~G_SdwY(7C+<@5pyJ4AhwSh5RokbLISb1Y+Bl;_*-gO z|Br?$<=C}CrBy38rs;j6*-*jBNBgiABm-7QHr{@NaH|bQOLD#bxEn=`b=`~p3=?Cg zOD-F-4~~KfsUuq`g2UeNF@g?rywD6atsEU(WiSE)x1do1sj;r(=C(AnWAoQveC5-h z|KeA_{MFBY`ctpH`r`b&UcYwvtzZ7~Z+`ZdTleoq>m$usP_Yd21j&ib_B^z@zA>^f zYfOZYT&X!Ge@IoGpn2`=n!|ORo`Gbi37cfSv-9ZQg9rETt*)&)pHmBo!)R zEC5{u(jCuS<~dsJP^)WKudhGaaA)`a?K@^sOsH8Y@t8^9A#Q{<7R}nI*HRTj2L}%k z5FDdDic;ijddtBukZ%V&At^fg4dhjtD1|gf_*(w->@DxNMAWNLRkdwO;X+}<}6%?Rhq>Y9} zc9dfqSi2pUgW`Bd6>w-F?m24(fbkDzraNlT7OgO^sylVhA;Vi68?mmF156H46K+Dc z&g3zT?sRe*az3DC0IeWuFbwbHlU#2A10I${&)4f)ti=tJrfQTTV)nbzk+x<`;g0Iz zMP{ZfM3sEojpx1KWTbOYrI=P%t(=86LGF1J)6QH#;KKJ05}-Y>~}6Kj1L@y<(5L`uq{IBv~Uz? zgL{N3p_(BQ;Fesfl$Xu;cNIRhXgasAq*>({S(q3Mo-y}ncxLQo?mUGm)w4}jgbfEn=GyM>^kF$KCrV@I7Q z2jE0Ber36O^_|S>6UW9zXUDF2~F)o>~f3uvq&Sl`1K|L`ix%bfY7EQtecj zUt3$d@tzxx*B^QzVdL?}==`N7l;bosUrdF!COR~$E!J-RP*n4L%nRv7fR&XMzf;zhNU5g)T(l@nq#2dtd1o!6ewN8?wFOC^^+zR zBi%Bv)F=wU5i(bjECYb5YS<b&i3>Zz^u%YkeGLmxQ^m zR|kX+27n=;!kkoBa%*SXiR!nvHn@65tDv=7jEuq{087fNJYy7vc$zREMPzw*dmY>OaSnanhZe-bf!4oLKLBU z#}WY1*lV33IZi8fo>XjaSTK8i=U1h&;CLNZor2`%kkNBIL-vVJeDbB2U-|Hd-}tTH zeEBzi<2U~5XMgRWg>rApd`~>tB9D8g4N>$&l*e!RLCp~R?nYH!6eRPL%s9PlNO4w% zhA}q`qU4qX4+&Jk9=t#p=RaW>&*P9MNt<%r2z2c98f)atVw5USkl}?8 zK}WK&o8=S&ItA(j!+V^l8B*IlqqUOZ8=F42o+Ueb?yTzpSD}h+XAVM0@53WVn*ulr zKQGG#V*2a<*=rpflS>S8Ty6z;`X*pZhUPzePy5gT5l=>YAG_pG)6i*|9UwV0V~r*% zpp8M)nn69zs+!T<1aOu+r#Y+I4&aT=&BOsJs-h5<&!-eY0SDec_W%n|=(>PvsNCk# zJyjvZzHCSw9X6TdLRF9;K)r+J_7e9}qIrj6s8A|UDnu~Db8h3#Xqjbh_%61#T$on) zjPUTukudsw*4IG8cvw|a>b$yXP|4=*+T}}^&Yu0!<%^fxnfQ%M|Mf5b@+a@U{cgiW z!#o|pn2_lCRMyNwX+{+?wWl;TYOFR9nxN>F6&?te4k)#_y3#i=ts{%WY55n&$7wuS zN)Z953UeE{B4`D)zs88V&sf)#x#hFxUw!3e@AUohS3dvw&wS$L_gr15P{v=tU`2Uy z0x05pv%&5ec`OZ&5Cw&i?fXI5ZG}2=&Sn6u5Je-^(ny|+ zn@iY8iMIRJSO%|P(#CE9Haq<=S2@|`*|Tdd4zSZo!Hmi)CZgT7aP(n-wY&R{Hvzkv zU9@Ooh#(Z0SpR0RicEwPk+Zv#u&_2E0>R_;$IeHzy1aJI?ff}E3*LHT(Xtkp5+^H< z@oPKzEI^oAC-meSj|$?1DPNvrxNS&aIxN)w{*7^T7?v3)ikIkMYN!8zK?e5Ow68)Sqw+cz*ddb-)296XpX#-7&MZ|ihK%yaCEbAx7!)-1~iF973#$?H#9$0>gie9;#s@y=u#J~refhV4=Xd|$cYp71|Mu@6J$x{@ zFqt6oY01;lR6L&sLH5$KKo*p#w?6d@!$^R#OXHe`+{8F#8VV8ZeXC zIH)EjP@y7ouv@xhkJJY>icnQaX7D}C7{dfU4ah9b)AK85&Ug=iPo`(1$EtnO%saU5 zKe+$s(faD@S``99>bfpt$MI${x{o_2^lsqQwUslgs}CPMXj^Yhf&xM_F;I_-V#Wu> zNQ-q-1aNDBIJMuZ1kix=oGIu{FpdFSfc@Vb#)0CD-(8#)!|#k|p=VAvP&ALk)*tsW zqBvdl$E{Wc;KXczC*OEPuUXABx6biPab!6D6UUkA@=w4@VSGC=jT0hlvz)~2GGTN` zB3QmJAl!?-j=5QvL!3J~Y8V~THwsyF!D1?9wKN7ai2SaZ~Im9!A>_XNT$hrp)93x|R1Q2=>ERfp7~NR1y2qZ(7~r6jR1d^&>`W zzAPr{S2Lp+P~J$!yWyO^KHAB*?TM|lP*sk>g(}l$DX1BbRyUCumg8eY)F?4VO{z=# zd{Q)D*bR6|J{sHoB0KW?>pTHMPPsj@Q#Ei?D72~2wsK(6bN?&e1~5POpylC( zR*(dvWw!~YH0FKvhz-E8xXw5MF#z_@-vTIIl3C9ua{zFdSHaZa63X*om`-{P)3>X1 z9;9H;xnlk!uyccm4+V3DB^5nDYKa4Sqd`=Tkph+&3A_TE# zev`6`dIbTfREQYcI|O4HHt)?CP~6IB4R)yC{D`q8E&UNCGL`&ihU^^E;?tqk@w@ve zZ+l#rS4E7wPZ^(Thur5CItoxmiP1`~Cjcr4U1jO{XP&$5*4ys6@4mb4x#zpT`@4VhSARX3Ol(tY zRnDKFuJhDqd_3B&kcTr?H4MD;Y!KjuxlTvS8L1zJtFn3ytEOrBVibEcg(Rft=LL)< zgo02w5EvvyG?Ii2?Ihdwv+-v;_~hB!?tb`dPrUm2tKaE~RP8$tId+7Rg{^3k1dzTSL<{X#V`A zy-g<5Is9@b;?ue3b~K)*8Htc{?uO6nUG=S3PN(xkoValA!aaB1^)I*nQ>O;x-Yra` zn2lq8%s{56N>MXEfVQ33juI%GmX_aH>A=NpjX{!+LEy4bZO5>GbJS z5!6~UGa~k(6)eD@wQl8YZ>J_;!}8}`%indKvPef4|FPXS=4_*F>JJ2jGPTV&U zbjV0MI0!QA$JL2p$5)d5?<}kOc?QW6nR_kY2e2&z@(dvLA%+I~UMJ*H_bLJ+0E0r> z-TTT?f^9AG6gMFO)FY&+1=y%LJ+(1v#&v2X(^Xm%qX6}@Vc#QRj1$m-+YTMV#_As^)B?8SlfG1<@mDYEIHDF=e$!r?0JxMfekpc*3svbWbtGp!DL zTDA8&EnzVtEPk1a@XSnIda;eZaR|ICtxX^Zz^*19jWx zs98a2RAL#nFPkGI9bfQ$u5JX_%z5HzZ4#e1L880ag0iR0JZ^$3W$zW8u-7^eq`@X~ z>2sf%dqZ=Z;h*h&#*dKaei)K%r+a}Ld>pT30~kp~1P+1_x_T~24-~Ocx?NuzRnzs@ zojyIKmQJp8m`qxyi8;}KFBIE+K$_Xc99{+ygklCt4Cqk;2i`Y*Vhofh9YAfZwVgO~ z_^Su%ZVlBh6pBzILZGlo5)xu#Wz>NH&Y&)=oNkqN(t|9L4cMC*_38-$z3b)-Q$3|N zonUa<0XpJ=ErItq^mGj7S6_bR)(f}YbJsoJ`qsDp>wo>(zy9;TbZNbQcF>%%uleFZ zn@r>ANE6b*9h6$CVr(3V7*eohBBT-`3{pfXD6;0{^0>WnS=8p#ZI3+u+}pqQ{x`q* z!5gnUcmLhDpBx1}yqxMPotU*K_5LhUQG_!ga0?8qfW0me`oYwfwH;4pXs?zE8O9?* zYy+V&rxT<>#D<211jfU&opO=77Poe?m-vP@mnIpSiP~(@yEXV02e{%zWwk2-tT_rzy0jLe)`EL zHrNtU7{Fg-BYRzkRyRp2Q=9^%WtT|?u!tDGqZCqu3P2RAw3%H#!B@t_$=mO|>#65n zdjG@U`1SYReg4^pFWz!m5@0VW!f37s?qo-hJAGOhn+SrQf5gCwKXaX}$0_j0Hg+)kU zVY{8QZ8Pd*;X1jS&Q$mp|M`pBw%FTu@sO~|bgiEo0=L=b>@Ou`8PGEC`D@=GiDU{( zHS12dH11r!<(6|7Zs~49XHhpAw`~!DGM9|&t#D(mchsSS>jeU&wO^J+L&8NIpZ~M6 zBx|#d$jspD@x+Mh3(qxM?M(z(i=$ZTqjP(3fZ;~}8n2%5(CBxcF1xgx_;@>D1K4Cj z!F}&<^kIkkiem1aaw7~nY6E~ImN)YvH5~=$t~nUx;c08kxP%g^2*EazWeT5Z@u!^!}pv%*{IJ!%MwV7k9rP&V3Vl`B%F4&`#Dic zFm{?e(7|lg1!9malI={VElGroR0<`wVv;iq_$77e=gzYIAYT~^61;PH(pds`&A_+j z#nGqoWD7TO zgY+Il+QWluQzKFP^l3KSl+ZRqRog7Wi$6E=o^=Z2`6f!moYE)u!TxLRQ$w~S1GX}~ z-x)1-jV};je6&8ng}Ovj>-tUGyd%IyOsVgv$v^-vAlB(CW`TsR;vhonHg5E+nO~)B_c9&9d%xFC_KpYN~OfqmaQ{pYnmbfp^!iV`H)XwuV%v- zcsG~%+;{)|Km9L%@Hc<;SDnz_@JJF!eKfxPRqzIaHoFOs4$OoBvefJK zI;{QrCqS5KoXD{4(`GMS#)KB))7PKBR;tY^4FGW-7F^CWM(b+L_bc1a|h9zxt^A zVN;su0A6x7y1__6LR-Fv+ANF7hclFBki2%He!~q0NjJZE>!Mk`_BnHVHHq^D>CXdT zWNgo~&Ij#MPV6;2MMgnsh>#SegjD)d_F~_rhMJ{&WHXKrl`=B`I8{oSj636(sd!x0 z+MlTRxz5SKu#cp~-wWD_RS`1)PS;sY*c=&IYdghscQKhvTvJ*Q*IplVpb~I1DqR#d z$L-~XN8{_UUs z!B2nj^Zy(^^ARHCYI~#mkFT&|{!9wUzCAK1A_6szsOfgn=43)!8J)cI-b=5&_3r=i z&Hv+_H(q@7(jDhckC-71DM*!7H_YiY?ubAUrLX$qq_-r;0--gop?za#(=?qgUbl_j zr3zyA-3Z>|YHmB7=`=oc&C5FZ=%bH+@$-*9`}FdeQ>PULP0}g%dUHlgMD=jCHB0S2 z^zFCZ*1bOZ`7hc@d)?C2re;p3=_@$>9X8@oTZp|zTJ87JmfTRc+Y_l17VS7>Awocmi>YCQe+c_Z)n`l>-@D!xo z8#&)``^DE^ef9o(?|tBb2kyQ1z90YSM}PnKf7?Z&{Xi75L_nIg;45hHZ#tw=q=)4Q zDI(=j@I?&7TvU3&EO*WdbIzxm-?FMs2nJI{{*6uZIe%z)Nzo+^<-Bhtc;>(vm`}CK; z`1!}b`lzF=cXND{Fo|VsK-ThkvYoU=<8q>Ol9!$J?Z5orDpqYacj*z0al=l<~eU)A2P{cLrrOWA*(C*4QnY6n? z%NQWj)G8B@AkrjwZH{}2kV-`N3dyF{1VU6eT)n+m?Hyrh(|ZF4;v$Jr`($m=6HzjMF-OwUb&y$_NpP%t1V`iuztI z*QBw@w6U;JLEUG6iL&ne(9~(U;g^j4_`QQqMvjF zh=GcO@nKX(U+o*|h}YS7{wM$$j5oo-w{7NC*<5Sxw#cUhLfhy8AVK{tqs!EsKXd-{ zsnZKYK`s8dOPGJ$RRKQ!Xgt27IXNn&$j;2_!yGq^oo#KE(Zw6L+}h>4&wldJ$9VhQ z^8>>P=M>fHOxuY|&zId8V>KZfm2^rgO}G#(@xu^LL z3K@ZnoP18}lq1TZIaDhUOO2PMbq|lnoY-kQIw&%8O0KLq*ep8$B#iTrM8}b<;xUu* z3`y8&Y=igEw6wh8L@?_No3wSZNcXqsA+sn}Dk0HGqo&M^kV8Vd*g93OW{x{d#_Ynb zw%H!~=I7mOS|^isw($z1)rmbz#Md>r4~Zp=47gu8>6iv@z4^x19((lZr=R+N{=fd8 zzxSQr``f?%n{L5%T1q4tf0eL55FT9U{SoxNHv4t}#E^U`At59g8BI|}Y8sV-0h`TGLbDn7IN(2pO~$OFCHyNuy@eltxm2mkB^777|i+=H;#m@Y$!6 z$s`DcOdWRr1MGX{1Q7<(O=-@ZJ=dw;{O9OD+wr6yuv>-6nr*Gwrf1k)F^fYYbbM~n zazRCd5L`XJaHc19(!G#QckL19&P6Fx!6Z{kAs}_VEOI5?uo`GO!npHB^L3Ec1gj}EP<534yEPSZ?TKoO<7PG)TQ++&K|UkoF&KZK8Xrb0xZ zNK>6gDuP((Qr-&>$8l!1t!wRbMQD-H&|hc|?^3Oq*`}+M5e7NawR%(_*e+(3?MW$x z8Js@85{_14ItP(*HmV^L#uH!<|J$K#x>mPo2 z?)@1YSp+DEd<1}2kE)uE%!PqMX&jEsg3V%{&QqY!~GxRf}1=Ir_Nw{&UmPi6rC z1TywEcOvPT*mH+Thw1mMEi{TiTD-Yh((-BhkS*yz7C991)$+HpW}VE0l9TKRY3I)0 zQkur;R35;n(v2qVZ_I*xs*Zhnx`7*C4?n%-f&rEoK*y;7NWLM%0D)MU<+80axAERX z+e=dEGaR;*3%o>|c6kqg?L%_gVgX)xBxtUviLD|^K$*Q{&A*8eD??%)+JACXpI2*2 z%uIGh(L}9n*Jahg_A&YiG`Lh=Ue>pu7r~bh#t9+B>X%VSGgfHpnk1`2L;Gge+|`(F zyH~ok>#nG1H6;SEHMDIjsas`{u(y_|Q6CqhDATVgnkga_5en_%S~Yd-eca=P7ZS8* zPMvwx^PZ=lc=ETt^;_Tl-gp1u@BguFTjRA%Kl?6Q=0=4OYk)Y?%ZKsi=wv+J`neNuiGgA`KnbI_1 z0haB#vXI0L3uCtNZLH-+^hUhOBUp2Gx>Gjcvf&;XIazW#a+Ai6W`P@x!p$q z%cz&Ohw`8S=_Rv+kcV=j?7o&Ohvga;VafKK&%6jxq=G<0>FQX%2at|0KWAH#A_7Jy zrs%Y#L++-wsSWUWjNR{(Ft%58ptHTIIIQQ`HbID^!FD=37}QI{#?pPWy!TH5fe_B! z8hiL^iT$Ac z=JC@fPe1k4Q}^6=@16JEeg4Av?|t|CfB$#?&`DHHw?1hM!B;pIgoPjgY0!#mBy0`b z$`KM2MNtVNFj><(SJ=565$Er|_iN8Q_sZ+9z46McFFpVKqYvMA{zL%Pu8B;96bg<4 z%~$y(+mqT}X(#n6eOut9-P0Yo<%aW4<(n;^5UuHe8ofzoP|D(88BtrfAg*FpM z8+-2~QEN`x?ltLUPn>)1k*}w=V7_@KPpFn26 za`+nJ8bi;0UuV0QAdRtQ3HA9gB(}po56OTODx>Das1!+AvmIAg4~?5Ql_nLa7kUp+ zAC9e(oQW9_X&WRRgWVWXDNTt6!WKvogsuxCWEO=rIqNiBU+Y{C9cnP<%vt|$&fv_X zfQ=H$by>qY%l&uWdZ&{KdiI&;e)8j=be+L}_1Ay($;Y1@w>t6_`j}og7SyTa;ra-@RXr8yB1HS1yB62_mmy#i56m+C%$_I#Hr>U<)zrX+@e&qntx{qs}F zny%HE=`?BbxPJMonD`q+*hVNorcT-`pIz?IDbjYW*xjU!vz<)ps6!E$n;*+B%~#T< zi_d$r6{e?IABH6}NjJ>%NgYYCQvoU=dIdGB|8) zNLy3HpoOsKG;Y>mbIR5{eX@*-q~3=OV=WE#I#OphUb5 zG#%OH-1#%7PK~+%fSPtF4($EXLL8+v6a+HewzZvNQahxFJWU_f8B;pg_SH_M6d?hU zWISodT^Gj5>76*))z58DCexFdn#6@{vvt^BXVP7uwXy%jRw1!fm}c|qhPU|W2#{9Y z@7g;2_@3vn_}CWewhxOFY}saMn}9Li$4bmI$cP>|jaNKZ9XclaS;WQxk{V6H)t4l+ zoteT;+qG8P5h_i9+qQNwKxQs&;FN{d(cUd20%2t;tK4Yd_~v~#ub!gc_=O}zTD4{e zSS=Ye*cnV0(=(^1`r=I~-788EQUID^(`n{mGghshv~6axaR~1-$w-P4r70a0B2Wo6 zMNx#feu#*U!0_TrFE*p*Y*%+bedcFB``JeyeKa?>NNBZQ&$td9z%srtCOkzoAw>}*m44Tmb|ZzAc2?}g0q!*jQ6vM&W|b1%O9E$yeKJ#8r!J7e z67zltUA98fRih51K*}XD2^N@Ivvbewj5TVl2?#UrbxFwiF(5$LnTZHuR8E{aefs>l zbDjI`N5A^mX^}WqnPKcDy>mKpN4{~|nc2>QfI34cN)ZG|(vf)KT1{$%OjHQr%vzlW z6zVFrT~OLI1*n;}L$c>aV$kEJ2?>O5azS|=<-+?KqnPH}Vv*p+g8MthB|E@S+|L$A#2? z+dEGzs;3K39{^BF&;+Gsdgn5eE07wUzx2dYZ@l;6uYdT#YcDmz)w9XEoP>A4wYTF};GsmIQVt;?(JrofPPq zv*)aT1KV-*n|fF=QU^9*8rwPB`A_|7y4QG8+v$X97Y%n4s6X1ZXqMWZTM2B}Y}IzK z9i=(d2?3p%_5pWo)I8AJy{5(;6`NDy;n^F`4v?JH0#tvE0Al#ht$C@`I* z@u(TqI_{b*uUz>oYjSKzs|`+LJ2UNlU5~XNbxcwzB{L-=bXA{wx+Y*Bq2UjkkgrVU~*EksYRjC0on!HN)kv?M}2i zUulzZpRY%nS88pDlGQmLGZ~|D`(5`v@%%U5``|a;`{3Q@pMLz}g)>FeNoJh@O@#Vg zqIQru;j8H5D!fx9s@xpzcD2>q!+0WlHHeTQ6N&TU1(oP#FQee?zi%hiEP&zaS zjPamMIlPTU2&KW!E8{DlT<#pJc51CrLZ~;qF+N~zGcwMsppz#~otmu_ZH{eYA%WK{ zDWU_X$Qg19x3yZ{E0bh;SeAvB$WchF1bJ|+XG%nq?p09N1KjmSpE`Z&^SY2oz~+k% zY5U!xD?z%koPf=CVIR`RZLcu`6KFkQm%R>YKlSJ7OfUR!MVBu3sy|*h-=PeVkNnt~ zJ#`MDrE7S5hwcJo@OP-~ayifB3^6{^ei(<;Nd?oSCwKersrZ3mdexZGN=>pM8XL*Gh_# zVrae~(W^lsLM1{Rj+`MB4mBkt$vAC} zh!E9)F?J}T%zrh^Gi25*@-8wJv8O(qTc@%1ICScAChf_Z(S*R<%rJOU zq@dg$2|hv0S)Tj2Zx!1Q0M@|9vAubYR@yp1Ajx>;5957}0&MSlbT2Uo^Pmp8*fZc^ zK0Wt4j=jMGj+a@@c_?M6g&lsM*jPN2MBg&2qb_MA?vL-<%bgAGA3EIX*Y@!;YnG4{ zQYfTk9^NZgm6^6HHKyD3QIsaU=ZHtEI7Yv_pY`{l2umpKu(zzYCTVveN#`~d6eRV& z8N01@vL)LN1raQPuD8(jEw|kA{PWLWym;}p+ivT4L0u`}Z~yjhJEHUAV<~IzIeVVe zBx5!Ot#R_uB4^)-DN<-5866VLB~|y3#Y0huFlj1n%cP}EN;!A??O%K1@z-B}|J$FvmMB9}h1}3j10;!#}P6H~kAWa%0$l-AE znx||bDQ1&IkuYg0GSZekQJba_)V8{x9POnX+rHVUt)G4R=|>;`s-ppQy}YF~PA6Wv z-g!@-dX!S8wc@j9I~GtGHMui6v~F*EZS^q^c=*n7JL&9@C*yHuOIl_BQon{icgGx& z!wx_tmOYuaAB?+qKXvldnX{cc!ue4%`t0)59NGLZ5Jxam=*Fo4=(-o5doclyf?hdush7ks?m8S^RR_R6U~(~dkhZnWqA%5aQ?l)? znV=~&>}*yL0kP;#dKly-qiLmqBnik&jByYVGM;p^YCEy(+zA;r!lM>gp!w6v%so*} z4_`(9>w%C-JIz6zC0aJQDTGurohe(%P(Ugo*fa*}g}dq&nP$6?L_Zob$t)4&Ds&Yr zKsSa5oKfBLIm{mO?*K+c5(wzwf7qy4YC1bB}4 zA1D@i&^jnZBb6WuX-H4T-kD%Er!U-j>7j3YvnX8{a=}x`A6VCedlTX`QZyz-!lv3Klrib>+lz~tvx>|AP2z;tz zAB|2-#;u(Kq%E?}U0ru3Q?=^ZYcgep)szB^Z48pMMoAgFUvur}*2pUMVXBzMDk`H=MvYKAZZCiKS(jO{y`5*SH}iMe zt9%|%Q4m+JRMLle!?0fl9rRH5VPtjIT4$ww*NSU3wk5WYX*+UTnHnOqOED@6d3 zN<`B%fWS64Ho79fTW`J9wFO_gbm{inZ|@od{_{Wob62c`6?=iq%?iy6_}E9NJe5Gj znK|BZozS+5ICbmAuRZhpTW`Pp{;$3L@(a&Dbl*LvN>mtUwlxDaO*ADWQjkSRfstTS zGpAiUv=zf(OG;29U9mQMA2mZnNVD;&f*|6rioK|_2S=3L5=c@=5xcJlNf3uOSm;pg4AA_a zmz;*Arsj0}uS)|M&mhae=xp;733D(O>=5U;X>P|9h=f(m@9A*m%Pm^g|XOt*Hge7zs4I zsr}zPm{vof2qIiF$5%Yr(QJQr=K~Ks|MKhazWe^WZ@u;0n$$~rGQqGaU2E;i0Bxp1&8U$I76^Mo51^zQuz}bHl6~|E#SH^VH*yp3 zaO(PU!_460w-*oh=$aujS%CLZ!6uE_66X5xB8WMbh5K)44ezi&Y?mk}PfYvCLS@pn zm#=)*tq`@XTk6q=L^XHe%tYvbz-I<}II|{X&3bI}tRzh$$&v*Mu*n%pDQq77DypJr zLXwYf4K9uj+j}bh)t=?p+P+2pWZ;v?LMXDe$5-5rqcrDkz3t&ApLp%fH{XB%{nuW4@u7R}IT>Ly zsf=Bz8K%S(2+e>D;Enga8IWftbqx|AXSURu9(=y_n=40wB#n)+v$m~m^}C9#*XcA9 zpXucMqeQKBg^v&*vZiyIFQ3eK^9w1iRTQZrRGQ|*)I0q|iO8(ip_*ngv(2`xwR>fz zv)T!PEE&z+lQqR>0{4dr$Cj^v7OM(^_usn}97zLz=j)K~3EDJPF6%)8}Ms zp@U>2kif*%pu-Cfi3i2i2pw+JCrPWa>!h9_7!ge~bu(JT5U(qT}Av9^H zdWSvBVV}<;a{w%k0`&s~oK8DJ#mcPRnM9QSQRyEWZZsI%#+so^j&@!FU4QWT^XEIw z!tZ_Wdw>7;f8Y6q^)tiZ{$8hMy}Y)yR)FL{Ld)yR(l9R{vLZxK3S!q!)jJbvd*alY zdmei9*{^^7jW^$X>#a9lc=oA_=gx-I!lb&^D!C~XN>Lyz&u#tX&1`ct{L}94zo?(V zC4@5^fdoMqvTfVW54cNR z+m>W(ykw3SJ%l6(r%E)Zry;8Y2zq+Lgv-M%R#Z@=kt?ezhzXbilpDNzzP z7wkQcMo3=25tyz0OvrBF2c|!5<2}}yB9R88UWX0iC2B7Q+dh&AqvsR5+rPE#=QRz@ zV0*tIca2wZlTDDe(4G_a@^L5R1SvuxMF}emby8>cUK14O?!5QuXPU?;OC*b$0Qfk29(Iy_To{k3?5_l^!lG$jH7eGhO+quQoZ>%R215g5`y zgre;B0hbODMKhq-vKCfE*sj?gMZO|2*zI`yS%=G)CzEzGYD$FDw);u-;L^I%1$7DU z?(1q4Z4qMLL}%^rFr-!5wNBbPsk^NJKu98h?1zf>C*ax3)G~CGjEQTe9n#6EH`D)}BVW!IhM1Kdo_M*8ZjPT**UV$vlv5+OCeV=n7NrRFS5yHlnqC|<1<*c=icQyWf z^4z(5AH4L!%dfxx;fHU(_UhvgKhRZ7O2}rX&FU(M4hkeOuQcq%_`{piz!roEE#4Ck zo5L_#n=-DkGd)OhnHdKrLVJZIwlywn*UV0Xrpw|V7J*rk5g;3 zmCH>zhjoNmJJSkDO&OgyajGkQW~i+o-QO zYsqGdm|t`x*_O1()wDfnrv(7xt{QS`YNL5FN~u>HrED9V^w4lKu?`PgN!uX7=e#U? z4;@+@*mllH(gqp;bVH~B87+*48y)+a*!l<}aEFk8hO+Pd%9pnGiwkY9A)9AovpxjG zfUECocqWY(mrO4w(Dz7eVcF@)q-}RvR}YV}Nl2DWI%}N0xUDT{3qvpitDnPcYk%>*lAc9a|ZBrDG?SN2VFrMKCE$A9F zP%?!ig@k}pr%rWl!JTt(ClJ)}g1-IjZ+9Z0|N5{0Y7f<9;Oc5^`snlKX5b2Bj1*D? zkTvUMTqiA=YEIsL|9wwA`}8ZXb*cY%JE@=hFW%mSfHqxgb#-7#VM2pb@%D00^R<~i z9iO%V*P3A45(p>jMMy@%Hc;!#0<31=6K}g;ae|FuA;DQYq*r@5ECmYLHkizM`SNF< ze)35dLFDN?s+L0n6*g4-tyf$UCy;K$fXppP2!LCk(_bIt(NR26hrvO_%(m6!`AZDAj zosvmA)V9hhS4;eC659Wox2~E><89t0jgbdnT9k1FL_m>uDwr!>@XLZ(`zKTQQ zhJ+*np=BB1P8js%mtXEm0bLC6o4@&+zx%tt+m!;^w(ZLyyKsWA=<`}yGST=bdvyso zP~=+HVs%x_-*`!b31D#txVJD6l1hjugzBWt@s8UGaO&KJ$DV%bwb$Qx^Q|{ueDNEP zK78rIsZ+otA;|<2(a%wHasoCi6d}CsG-QAA6TH_NQoSj-CF5ffuhd`V<)XuiC{EI8 z*L3UJ?#>joW*-8i2tr%aba$xK#KX~wn5n(fpGV3M_JWT9o5D-9aMq$8;7*@ePk?zSR169J^;AM3j$hu_q4%y zNfVqi-OnGHmMj6-$5h)h925f_Ex7Qen-?K1CmDpU>E>u5hFH$?>%Co?W)zJ~O{X)d zuwfh80D^%SVJV>q8)bL~h0$TgRVJM>q3CcF{Q>u%G1IlRt4RxXcmK;8q_*Jk*(H;j z6NRf#3ESXJ4O`=y^dr)Ct?h0^lx@u{jV&YJxKp!MYF6tygYUif-fw>Mo1I8#M-BR| z-}&{(4GxLw(ZPE zYtpNnW#*x?oUs78sGR5sK&PjDucee(6m1d*TS7uuxYpWzj!w3&`|i`JOcnWnRY2D~ zf!dZV1Wwmk%FMPDrD>uBU>g(>p5c(_VuiG3*uGIquggE1zN!FhaXW6d46m-{IfR!T z!1h6s?aTE3eav&-do=CibL+!x12(dC`yEo z(^-?O3y+@V4L#0MM3j&MgoS{{vh-k{}&t5tBJ@SkqYw++p-DYNMr){8!5D|zk0J?q4OE10D zIT_u3_uU;G==XpB_y6&q{xNIX#t^GMK?1bu(D&+l4{0&bnkO~{Hrj`mAT$_MO=${t zJFRO?n2e=z%k6hP^4Mdqz4qF#z4Ok?FTV8Pr3cQQ905C(Nv$%a%w87Y{-DO#2R>+8 z%yHUl92dK2)2%C{hI;TrA3z_sn!d=+umMs;^ez+4sFbEm5fMm6me6+j&3(;wct;e{ z0!vm#7}B1n@{e~q8>^jmrtyWeVq=eS*35>c8J#|Px|^y>X<%n*eRExq7SiOdnOzt& zo=m@Lt@b=W*O&#_U#%m3BCzdj+iYt!s9QBojGEC@Os*~Ckk%;(V4Jn!s0PW~Pa+G% zjRP$b@U|KNSgSY490IRPoXI}m_>zvEY4?KF3bv0yoHF>}&H;nH?g+{UvpOV!7H{aV z^;bv~EuS^kKb&lwI07q>$U3Q$iQAm#-kMyivYrMJUPM4Bgocu!D=kK%W|gD}mP`hugPrWp6WQQP;u5>k5R@|gf3Bn3_mfse^N)D&2zg0Ub}nwY6Vg-~b; zYwoTj9&9m$xN)&CHFXT;XPzO z56f|z)xyfG?M#O=T_q7xguwRE_M%5TWx01Ft~J}tRME5~a$yg-Q2$l=jprHCTfKsVGdg(-uY7wv^`9+b+KJjVb4+ zQ}}=8nWyf&c(F7BYBEV@HMmG1-`GYzWr}ExO`j;*obsv!!ZQFf*MypBAqmTteLW&z zp@=9FyRfj+-tRHWaiE^0Qj_NoN zF2Ea4R!ayB*=9Sbt!q7XqB(W)BrvJ9*rmTBU*XGv#`Y3z+2g|qYi_L-8;)iKD~ay= zz{BbYg+O!E@`c_1T?@rQNy`G+?9XlC$bAo_d{BEa_96#h2p?9;miOAqNFhr$xc>-R zEuXK2h}*UhLqsfA`g*OCDAAl~X32}jFqw?2C-l2>d*Q6tmSOADBstU9NT)>zuUv=? z0XU6^jhrS#5ASQp*FPkrv(~JWwvH#Bw9W)}cmKB87z|#xu`>s-)>4$nTAgWWvxQTG zkwUUbfe4H<5eP$iFzAE)U z{Fk;#h-=;fOK5&GZ5ACwkud+n{?c>jaf zUVG)ihaNa{dc+Kw)CzXUHVQNl!PN~&=G87@q2vm9bK+7UA>+1Yrh7rq%yinuM%v;7 zEJ@Rpb4NK*uQs0?BHZkuUydh}Nk;-2?_BZOv!iGnN@wOO=`}kIZc2=%-AX6)nQU7F zg1$f-CL9YH5-c0rGDt{~nYMdXT&*x0NUWShLYcsZWhXpr0tt04AHDc#nG`Pfch=!B4SNMGNZM2bL2kn?tKQ8O%K}#oNfRA zyl`Xz{v3h!V|VE5|~PYM4iqs@>Ka z5zWl$r~4ieTQ&l-Tt;!?=In6*32%&3aU-JLQB<%z&K}cZhYGWxj z0(=AVaqXOy=L$%J`OinyC^PbETZ;bGJ8-E)*lx2@opyQ(B(?=XDdofrrNj|gECOTK zI+;wav~4T9G$mcLwf07-VhGD=fTC`_IMw0wnbFJ+tkz0;yN`=7uCryMPFyRQ*z{Q& zB!YFow&rM1iDlclo1#gfD4lpi=LfLM0z$TmWHS5Kd0ltvqa@Z2W4xC1wAO!;+Y6bR zCG({Z6#!gA@2$Mi)?Up!=ZV#$oJ9+XMU!ybzQ!~34Ex3p-o?^Vd=77gyznL)asaR~ zP-TZyVuqp4p1^D1N_x2~nMkleQB)d;1Vssz;e(}(n(;}HnKd)9$)pK^1wP=2mJCKR zs7SkAc|8tVl4UXHe=nj$=@4P4nSz)>(iYPH!x*4xnoeA=ORR-rQ1vrwfezRbq|<{C z0EBbKaV=?Qb%uj<$f%cwyoq7EU$xGhJ@dqqPnjGEGA z-DeY|N~jmtk;IlUuZ4h)HUk*ytkPKPB(rueoZvnV)qefFMpA%D3r?Omaqes<1au-w zskMRyM8D2&Tm&U?PEp<3l}tO+QiAPX+TfTp#rZu0lKZ_(B7>c6PQActwHcM>Rmmaxz z+r=lJc=E*;Ui_Wk`JGN6=pX*!A8cc=K~fMlkU1cSKEiej}cH87jOhE{-McA%ccg8!D$v87Pvf_-e zv)1uWhb!H2x}mO6e~cyD6(kfG*;%ue(sW*6od>R@tv?)t`=3tlmSa-3>^`HB5EjO` z-)-$nsXCOOnVe`7DgLhHWPTOo3 zgSk>zt1o5g#FiHOZgeziF_P40{cUF^TgDQao3}g06^b%dL_N`rN;6V~AW#VPFH7Q! zfW#P~qTT)FZMWWb{`vDADd_(D@4xi$!$0`J5C8Pf{`8|?{t|GSun24ry#!4JTJQ`p z#L+6>2!mE!mqJK(^|W!NVxlw`@4EBZXP*4}OE10t#v8A^@QsJ=f3Txz05!3VjR*-L z$l+Kqy5U89DhBqX+s$)xSN)jKmU+s76gm`o#x zNzIyMQ2}8eQjfvL6_i3MO-Fq{S)%lw_Pul4<{_N6GuvHM+ZGbGjcv)GYtQ55fSuxb zs;yloldhNIN+*gs-Tlv+DgH^uCSe%gFXywi)}(BN`$KL9Pv-P2n81Sii`aYT)dJTe`D-`L$QyednE*UVQ11OP6jrcV0|U?X;cl8@4qlKnsinzQJvL z45DdDx8=MJISPTPSvzFzY8JHFCRT*lIRCmWX zLKemtcE|gj~L-= zPD--pK1(c}KLkFytDiszDG#SHh&0h}i0wTG459g}E+H+(35STYNCGU^n)HV1&cx~5 zrG&0S1<=gH(tbaek+C!FH1<($r4$%LX{KKiHW*|OUOtMXp0yYXpq;c`MSR;az+(N< zq;2r(J?sXr)aN9vIyf@D>lJ#+C*6~vkx=x4;x{`4K{&2ncn|NxE$7ca_uO+2KJZ{C zng783_jQ(GfBxrx@p*GFR)iFUOyY$pa47172PD~;dm@EGAcN2WvzU;Av;+~6c1~JP z#+cE`lXu^D@6*pc`}SLJz4Ol7Uw`Jgj>QxLm}J_PK&Z?qiwZO}fs?dCgTwZr`3bI? z>dczMQ9KA_@Va{9j22C5(xfGXvR0gp2nAb*L_{MsLm}9e7Qq2mYPNB%wj)AP>-OMD z!6?-)JOLSvqKOVHJoVd2L^`iV0F$C4?*y%}hbjB{a;OR-ve)c9RD&|OCZsb-Nzt3| z+I2F>f^Wz#F!#AOHe`|s3Au9FA%xPI&bg51sBUUOzyHfj+Y6s`t1w6uXjwPX`#(UM zYxetG@4T(f9171HjQ9c}B8E|-q~U!R+4?8P$XoH~&g&%)q+ z3N`lL;6cZ_JpKE+SK^TSM@K7 zO9mU8JgSIj%}mb#9*jrfRTst}%I9lY6D5HDnA=xsFa&C%6lt@y%;lP~=_x`{_6Q*f zgpv3nKxi2J2<`hEkDBKB=bpdszWbkl{)O*-|9ijvt#AF&&;IZi|M?4N+LT5d$e!*y z`7MFxw@5NVi+;WW4S(p6L0P9?lL?unDfd0_z-w>5@!@ZL`1-4_KJw5b7cN{VsK0{= zf{=wk!&@zRWv0>%)#~Ls6J3c>5i>ZU96hmb4uxb38(Wf@LJ|;<3r&>UhN%ws>s!6AFX)~oDjKQ`uqr|jHXmlb<0Wi+BKOs6yO+_{d zh$td(8hp&{vkmybe`kC6_BNhEiWtq%*F$XVl*C#gZeVD?Q(RpI)%MZ;&87qjr6XxR z8`J=3^>nGOJpkxoOIp6G-ZmB}Lj7nNJRr8g;LU1XE$a_0}XIn zcF!R|c>h^QARk#b!24bw2q>k{X6v@riY@hCn~Kl@^QENa_xtFOu*stxNm3uPWL5+r z_1tu6r4>NyzB=Ca<4>2ln7}!iHY48;)@JP ziwj0Xx$}-YyVoNRUwZJN2XFs>-tm(k|LEWT`CrF7<2q>pDQL6`eRzH*36L=4-mxwa z{g;H>w%wU+{UgrbcH7sUeB#~r-u+*``OO!<@xmP!?97FqDSVMl`V(Sg#12IUbK|twK)MOs5He^yhyLVzU=YDnS#9B6KYE9NUnYWI8`r zvqw{y&%gRZv&b^FA$K$1Cr?dPiz6a4`}KYsv}8d~>9I?cX15#>%B&b7)JxP$tLM*s z@Xsv?VT_$MYu$Y$GD|N-y)lKfqaN4x_QtOcIKGaapYqLB*J!vN5H}r$n@eva4)G0j zrM&Q%+kIBfxEiG*us2pK>@$I3lVI%vq!LYu(hHMs9GPj?P)*m&Y8NA|JiA?8#v)1w zgH-)4Lt@k$T!*psRi1p(Xtn zoixz@@qhg97w@?E(1Q>D{*QkDfBxlP{`-IYd)u~ll0ng7?t|J-vR4pBXr6FV0LjR> zdpLI{5pm|+x%(b?@Wq#3djHoycBg@Yo~j|ID0!JDM3V$;@ZV0Y9_WM+p{*>D&{qoVyXB4 zZoB;1vuDnnJzbiTe7H-P*X!%~$YadqV?ETNlfs<>7efV>!#e}JG?<+L# zi!8~um4%Q1**?aMxcH%C@zf)bkf9hQRAeb4Y;8GYGGsbuum$SVR63+_Rfd|`y+SH6 z3PnwVe;Tx*RPJj0L|yPX(7QreTYt(mL_Bi09tv}>(-b$n^~?Al0t z;UO)n{oQ`ywhuq};Gu^edg{rizy0ms`N@xd{P%zNw{5M|q&G+-jyPP^J8-2yMxY?Y zq~>HNYevK!_uTW`bI-r^_B-#s_iHb`_`=0oZtc&IzSJx!(fpx@Zc!RmIc_#YC`##+ z*E4fIo8(RA)&df!S<^11gp`>E<6R&^fwq*OEM-c*Q3Qx1Vb}!hoYa~|5r*A5Kz~f* zp4Pue50*4jz8{@FJ+lIcV7uMplAI>fpY!6Tv6-`_X{;bCm@rewwj|2{=Gx40ZR50Y zU~JM@*s@160c9ybl0sw#n42GxI4*48=uyz|D<=X0&2e{Wi}1Qcfb3P7Oh!hB(1*PA z07Eb6^b^{FJ8uyM+6 zsu{PFaogJ74wVxd)B7=%nIkVaGdXPcFHs_FXJ(+Li6}vfjEam%u#doqogp)O=3dMy z3mZ>t*!_pq=Us-f56&fTs*tuz4Ng04AT$LaDTMST%|aPu3y?aW=BJ)`^0wPahy8od|Z@>N4 zH-G&%-gy1>uKv(Duo}0SY0Cse2TAjGcxLGBddSwtHa9lf+FseYTnFj_ve4=-06q@i zRuCeMX`*z7uTv>fqe`S~CmGtR9hi_59mEWB??ty9#>f&F+iu&>E1#3ervzK#s(wej$ouHJk@C|ME}>qrx_y_UC#8zmmlVg;c0aq*4BR?_m%Bd)?ap3m*v&ph}O z=y;dd_5tr|o1wYy`U)KK>XjG6F_W{x9!k_`1`BKw3I<~w(lFYQ_qnS=$LD)!C?6Lc z6p^N8CUx#63h=Vn)xP!$J4G~#GHa|;2{Hv<;c3Z4G$l$jq6i7FaUvt*qphh*GM!F4 zO>9XENW=7qqKvu?#)+nhaob<=EkmKtf$dCykV2C95@2z%a~~1e0VU$zJMVe_*WSDD z?t345;<4}l;D`V1XFvPfzxwO8Z813AC?W`^u)Ht>^pIp>At|Czuxsv2yfYz2ci(*LgAY1q-{)?-^+MA$JvCiJ^24x^*bE*jp*3s~t}kqNHM&j(=tMJ$5TH;r z#m2QVgS?hfnHDdLv38|iO4A{t^t$-Aw=9n|Y1_$or;aE6Qoibkk}Pav+~)Z5xVxS^ zJLA)*PjxfSgf=q|KANOiy)+{x(8y{^)4j&SrC)$IL^rS(Lm?5ej4Mv0L;HJ0Pvl>H zAS^DwVX4lTVd3n2fKN7!kkh!%UV%5+JZ5{zsc+wESF1|M=o)F6y59Xuwk1P=_VfT~ z!L(UR`~B7cfz~49xi%j~_kr>7mfIdKMr+7hdN`(St>l&Ap)8TStZ&R4B(q5x7Fhd4 z*1*ypBOQB)dXJJ{*hK7?3~~-~BoYdwplI32?~QxCru?&<*g`QBL^^yhX9rt$p@c*X zCW&Nq?DBtvnkdn|N-<7nqb4G@AfxL6*{No2Yb#Ous=5ahjyPT@YF37b*-K67bIP_6 zUoHstw$Y1p)|x0}OX~LGFMR#$ci(%@!w*05yAMA2gYSO#kN^As*tv2A+cm2Zg|JYF z#GsI{(|e+e&x=h8+>Z0g*pmvJJagvhXP$ZUt+(HN>#bK_c;UeZ?mv6>tR(LOBnbgh zI4t+_qrO3^|7-U@iij=+FKKQC3`k?KUJMcnQ-o64y0+PZYdX{JiCUuvX15 zFRT^DX@kIGMfiHOx0tjO6retQ64=KYTseOy)Dt0xn(i3y(p_dRoY*RAW=c3?$u{zW zuyfKw;5ErUJF(NMnbB69I>gD{AV8#@PK#OXAk;q$tbA&1+fM7?bz-SR;2wab*ya{z zT9UtVxvdj4yyROf1*i|v6_V+z?buj|FAD@(xC04QDw4qH)TvVsJ@DZ9^XEG^uCG1z z*mu73oj>^f-~Y$I`CBr{bgh&^QAkY`2)kw`wiNxIBq9K}HQPx}#-tVTz@>*@dgYa0 z|L}u1Uw`A#M;^X#{(LC~2HXY|5)w9&7c>0^^M!$=j$U!*%&AiP^aE*xwWxK}CSD|~?SW%L%Z>zQK)r17S8rxeiXV+^Vt)h z*)+fQ*t`3{+S{ET7zPP%#2+`)ZQG_j&nQ8B8KJ?l9||Nxn+Asz(#2bEd-;VI9)0NH zC!cuoTaP~a?QebS&;RVtE`RzNHnrMj*N%(gB&oIo0!0KxIO}Bk6p{(ta_eo+e*Nq3 zc8s5Q-+ke^=kC0CdsE6_^4yab5Mo#jV8NCc-P~8cM>A@=7$9qF_qE*WmCW;v%qp&d;6N>I9IMtsF7``(+W!1mWmXBLZhaMXl$n~ z@b<@xbnH(jiDO}3HkA-swsk%-3~^)CFvS4P3JjfYmoDj47FxEX|uL93PnJX4t)bfpdbi{8Rnl& zvjP&@+KwkvVr|V#NN3u1wHww7AI9XHdJ&A8yjo!g6d*vB5qPtN7em@L>&|%Gy-uGw z!yNP_4gios0g|zmHnxSN=;S!>z3Z-9-+t%rJMMhozWcuYop1lqAO6ul{lh=Gw$xf} zpcE4-O%v6MDG0LG9PiXgo!$KtmmdAvYj3^z!G|Bd_4@0NUV5mrdm8kqn<*R;lJVgj zT=7MM?b&2CNi#*JF{qD|*9-NDq;x+(N<>pigd_!oK;*uPUh7`B2Rx{9V&+;B3wK}O z)h>n1Ou@44keCP}7M5)-&4A1FmLU-c%$8xuT_)4?V`RGjv6eGQ`|D#}8ztSDwbpb- zC?cd7b(pqqHGwj%$eT_Y-u5wr1h0B3c7G_oFlhL)V903lHp#e|d4$cChX3@2g&FAa zNVX*~dmRki`>Y@9(k+hgkSsX@)V8%Fp6nI@aN0RA$pwQqY($Y{TkE9FicW+jLMuFe z{bV%w7e2;jTo&F1wlEmdz8ZOH(;>O8ez2xACq@mXW@Q%=Aus}OLHa(i(>W8?o9+%q zO#_4!5q!B340O^Z3vfbUA)piI`TDcZUc7kQV~;=fy&wMYd%yR+KmPCk{o`N!!kL}Q zY&LB)qnT$>u{?X`C*2EMq1*4c>xHj>&8y5qK67g%zJxpd~2jFUxI zsr&5H&nA<0umLpE=F&Gg+!EP#B1(x89ZCr)K-=j77I>J|Zf4p&i*6n(9?6-Lal3P+ z%bxFKwh_%Ls>c$UNTf6EfKe&YG+Za7ooS~rUg_6eT19c;8knf%_Cpc5q522#LA)Nvr?~X}9~g zL{o?$B7_m@kFzzHBs1;B-0n64042_}k!0JMwk1UbeLo3bb_f+@FwXffv6Oh|{s->7 zf8g~u-~RB! z4_|xbm9Bu$6b)-x9#qsN@uh_A$+)|U;|Ohu+$4d7Oa(~VTF13*vjRnmQY2|B*`{H- zx@J~DQw##3K+NEk0sy(2iS3sF42iSXNU(<85I)$t zeo;5%D2TuYLIS2js_jHlDFw;KQYfssE%jHhkLm6u5H}h;JoAPxBg7mmxfiZnCneB6 zWHP(?;9+}%GuzClwILJ-U1Kl**jheh-2eWN5NW3^DiAYB5oHun=I2LmII1#`xH{7b z4n$&nsIx@tY_rXD6rw~laRlowf#=AzyNNwTNJ0^cEjOD2leX@RCzy!1+6Lgcu-Y3Z z2WHyo5~Ue6(KJztB9N|!@W71^1(>~ZjHgeYdg{@~?z!{sM;^NL_@j^g-gm$Imw)l+ z|M{=~+L>6jl0l-B zX)Ca{83G_n*#0~Sne0qc=GBmCClrGW+G6_Cc6PAop(8Jdb=G#(wynMD<1}o*i_r8X zg|E{x?4Hm=k{z7s635ciJhsu2({|0?HeS(p&xxB6U)lQ}{n2S|ih77K8-y3Ey0Di< zfyb{#U6cB$1$e{PN1zpMgk;IawllL}q&e#{p#!(C_Toj6HT;PWxWcwUVz-_>leiv5 zGn#jEaIyqmn-CIqx~;XXSsNFOmnLt9=TD|H9VH5-5JyNVsDECu6Op*5nHfpKv1MdDQITKmJ$7eMzB@XOl(Whfg2Y>`(`_CJ%9e! z-gxuAd+&YfsV9H%;~)RQPk!7r2Y>X7UuJD1;^M_SzwzQr@4WYJC-eF2v(Maf*PVxm zU@plrOXACcrWtjzOA)32;Omq+qEHE{hF8=npJkLLg))ih_Ve{Vf&tkZubpd z_`d?ru%{Zi_o+%7WAFb425&K=JB0V`6cZ8%2_1oM?)gK?2ggoANZKoe2103)jG_}W z^wXBGtzlhfa}CqVbY{((IWY|qCY1tP^Y3R#&?_MtC6rJ|S|x+Lm@1Q$c+%EM+h(oU zk`$o`9Ehz!LXu)}MYlai)nP+0SzWW%OpH83+D@meDcBC|U4behrh!N)1%#Gwk#D%{ zmLN(z{^+B3-*wj$k9U0mkN)nrf9H?>;1B=vKYo7aU3Yfs{{Q>`{(rvp=9>>a_`s+s z2dgA}1xd3O`4fHO8%a9Uj?l+UN*GA0$iC@=kVeh)VHDK%s%Bv`7l}iwQTLS#1FK+Qm7EeFm~ET9I^rPGy}~llaKL%@qocM;O<{uei2tX zc^_eyQaaYz65$X(!{!L{X5zRtY&IA+9%){o(yoa&I|z?ipsqm{KXKoaLob1w5keS*Hbz-qEH3pG+X0=^$D!OB^?kJ1&JG|6DTd}TLx)94wvBBElqkEh zNSWTcV6Y`i5mIQ-ttNSfRmRBTO?8G#QG}#WXpMadTab8ansVuZhc2AE#` zGZ3JUycR{@=SH6Z!o~)n z&8q+O$jnhGCr3>wv8dF5L72ng-I{9x60-Lf@1A#_ux$t_uy@TF%87#5Hin5R%ScU8 zDH3>!CA%6)49hlJkPEjgw1NasMkpZDnHdpH(+FIvN=QYLo%>34*{kk@Z6w`%+xo;q z4~c916iXgTZPzDQ(oG=)D##_fLf!bYy_Yo**k8OB>RxCir`Qm~BKD`mNJs+Pbyw0j z4WVVJC$TvQn{=jYcCh5ZyL#X__Wx(^J^vfYjdkIA3TP^fChdBI!+Z0$`~QEs!Etw; z?Q`w*Irch-O_PHpb~jMZ+YL1FYl`BC(uhrMD79#r(sCpa4OA7LP>R;P87nhzUo(F} zRqQHyZcs^O0Gz6FJITL_@Zz2^M4+X6vlR>D=c@%=lX5j39@1zFpr-=b1!?8mug0(<4-y6d z>*QGmgrqTc5dw3IBL7b06-cO;YtBN3;R0gXwV>(%?>w9*R&cs_oxac)GkASO{N>=y z1IPQ_tI=#yTw=8i3c*fQX31AM1Djno^=H1;V3V*z1zem%12EF^j#AL1`R4#)TQh?T z_39{$w2;6rj3x%CSM_HwY7|Z*=Rh-yv`AkOg{r$!9uB{gSu{cY=vW1nOe zH=z(2g-|%JgTe-l{dLWV7hLo$>-*jTib{PWjX)F&3jl6&0mhK%EX3>_;M0hDAlCp6 zKmk0E+$sts!^6Xl0P3sCM_)NFPQ+8-pn%@cO%jVoBcf2zhxcB( zYnlDV^EN!lD8R3E=Aa7a00_BNQL^y?C>9H+y58wY6`_yVg+((*QBzTZMGq9)9R^W= zkPLV~UmuL=30!bW4mb+Uf(R9GPGcPZ1w2mxRC16eCORA)tV+dkg6uz|!jhXt|Bf(_ zQRp@V&vI>xo$1nbkbUF{b z?sVj_THMl7@(qP|S>BGi+us+cFb)J|+A7NFnghiS zOwz6zy{JNrScd1>GFW|4JyHq;mbL(ED$bvQB(j2?gBVH180vc7%`N?c=@7Aqb z2L}g-w+_1psSrtJjLv&HPcPGA5O~=d0ELH?v5pv%xjB6w>*@^1T?PO%YulEbOw(dX zQa*oUcsI$&Xh^+(VoE$36-{hU>(dy*(5NAV8}pGd^q341lLKS-$YD%DuI!tu;&Vb8 z6X>OKZl1M&++CvDkmafp)9n6Ez|PlHAbjmgH*A30Z4`%i$50!LuACv zS5;8teT8uOYf%cZ#-j5&74S)7$B>vcf!(dlmc>r7~xT*GYpnhGOu_(g&-} zCW56zz9^x$s~-gb=RcD!t{p8>xC97WsW?fSveX7B*l?gnO-phiJA<+qT|FQG3RHt! zn)4i0PnJiQ4AJVQH#0drtoFJl>uk1YNrG#;N4z!`MnO8;!jQ}&=>RuI`mP>{4r2WR zV@&j2V|lk1wzVWzvwukWWd519ZJT-B)OFJ~q^W9w8ciJD`&l*f&M#p=Da+?Umn*jGstQaH33%FENP6bPC+UEI-XV0EK-QU}r*Y&~SLESceadHr?PpAL%P~ z>Y<`H_i!5`ZW-d}&T>?Fb31wKsgP3##gbGPOSSr{ZJpO~Y{D|<87;J}QTnV`odAO3 z)U7(E-vL{t3YoCA&{|^_U&mj=`qod=-{~9fgn|?~L z1@TY55_P@$liMQ!+pFGkTwzbaMA)kwb|a0cO^hbXlKJZxA*28|8zu)3nMf4W`D=oF zWBD!AbA;bjK!K=`P17qV1L*TAg^*?C6HWf}0Y}+Ehn~NCx-XSQBrmaIUJVJ$25^B!^9HC_^D>q{SFW(=JeuV3^E|R-pnu ze)9OQfBs8%0`Sdme)Hb_`%Tk(mv*NC`v?06)qa>&wzrQNpnD43c+fmX&UdTN-sm7{ zW@Nd`b`YsO5QV$(i;D?oA|hFTM{|46L>%%R!U-2jsPokf&J~rgONY^DN$)ojMxiVe zHMt?tkV28Hf0@Q3icNeLk}*gsP+4@)%#5_x%y%IWyCCOMAUWr_JU5IpQKd1qk!FH1 zR1zzB6(&$8gDl0@VOu+y@Vl?Eb{U*FJ^AttpD~&R^l_QFbX8kbELu3sLmFcnTO%Eo zizgON)z*V0^`w}I>IEz)8c8uV3Zd#;-#hQFx~@qw8pw0&Kc>&(eFcTO!2sAnRg_{7 z;X>O1z{EZP8Phs#hI0<~4CpW2k%B;?9_weHe)7|w{meP{KmX_d{LlaSKi|G{_vqH) z$??k`477J}u-{#6ycJ10@3s3#$;kFKX@sxm4^Tq$tF4ayP3pYZLa3m8cP9}!n62)v z1j>h$QOE^PfaA97L=7j(-fZvi@Tgnx=5iwBm5NXiP(`!dHvpPRcWnS9LXoCYrk=YK z(Oox+$%V9bf00{FXE=zq0S=ZFiy2HzAaH<{MF`WUOkc+i!e0T%wOg-f668&+9!S2T zE5-$oAHpyEEyez#35{8g%{fAI7vza3X5meqoRm{eyk7 zWPpQP2S;7Bq3y0J#ope2R|PtUZ3}5!x#J7L%EquHX@?u8@NI)cn2`if;1)7@DAYNp zP66y-u;4@`#@Mt?G#j~tO)C{F;uL!+ob$_P$+(z%$TQ=aR3GR-%?v7D=GReR^~hk- zGh-5?qhPW;E#%c;B-nfa%xES|VIf!y>QL>?qFAx_BxQ=Y$(oPY=^wHC0)VgNpsd?a zFxkd*agf~7OYvfLpcS431l;6>1>o>JaiJmKZnA&MATFKJI2iwJ*fNlpnevtOEb?f( zgh6rMB|j`cAvkM7d-2|K6IE zEWic@L1y6QB4ok{A=GuFD&G61X=F7Z+=inGG@T`Nq+$qr-z+^^lCL=|{_231^=~aMSrU-Ds`DC7pO$g7sw0LElsGqi0>Gxfd)(NvW}C65=jG$PBw8tH*d;D5$p6$da*_m_35 z7Jq~ag#?Xs#mRC(0?wcX^3}yMDHfUEhZuqw(r1!4VyR53JX`1VRneei} z0Fca7490~`#jxdTuGAoy#E#c_y?y8Q-Fx>QK791a$Dh=7{ov8V|NQV_hXs23op?9Pez(GZA%hB zHawd73SOW(K}rF^nb+s4Gd6fustmkl2{(mEPPRXJQ6R{MeluGqVbRNZ^t*?#!YBMFr|q-Oz?5xG|NA<;B*)gz%~xNz;|-o^2bv_Xqp?Gw)w} z@NkJAV9{NWtV(JY*@qRcv=tSv;S&NYpfF07VqR_ya-$o@Xd(7;7;O(G5o4jfnwW}C zRs-~J!NEb28`o=E^l{0IG%K+(nuKUE#xjvm&fg}fivaA;_V3=l+kt$bh#@|D_~_+} z7f&8Pe){a$fBUa5zxB?yPw(C93Bh~)M^`E|O=FBuA!AoWIpAV9bfhuemu*|u4Qc9JKeqeuPA6i%Vu^@sg$GP2Sw2U-R$wcen;9cb67|!;K?rh5 zg1=0sEgMTmv*x63>pI4;TJ95@0tF0=5K+}Zu9BOVV-Us|Em#O~mq?AF3KN2)i5c>= zxI7*Kmv$8-Kn2py6$MgNGpCxQmFijLS*g(E3l$`{wd_zhk|N)N{?9HKST7TV?H&^~ zWy!Gth=d~cO5QsJ6y9)Q5LKuONHH^~`N=Ep4UkI&^1n=mCe&>!A_rY6b#S20PpVKd zQryngDi$Lx6-5Bam6@i?p5vrZRMa_FIY4tWAAoSvb3h7g2y&@B;lwhaRaF6qG47CR z8FN$5ND@$mQ;1GW2L@32s=HJd;3Kl@_ka5Fr*+*NzdU~Y;L+P}z4O*vZ*|_fUHgCD z%$vlXPCf>qd#0*pv%T5=ta9R@5W%jpY8A0BlvYNx7>#C@SvGC#YvT@Q6+)XdAGIT) zawmH;U|h{*x4B(Xa>S6-aYIvsoG+|?ADi)SiCy;G+a z3|u~WpPm*nY@P!(1yGXH_^o0=4Ht;|{s7&n6XxfPwCPd(U&l_u%Vfa`kpDZb71pok zD>1fe!Fd_wO^xC;NYWy62nj*}Zu4#@iLn$WX=HX&_f^%kRJ(ra>G4aFdC(`C%oG^S znDD4E=kr`BkequGPGNR}F{1$L)mIgu=~>%|omaLE#ULWBfNFUIrWckZ8B+Coo{_3e4`DC4BV52 z>(hCC=k)fiTfJ|X93FJ;7D`p;F>;N=v=lwue7ORWGK^15Wb_zG(qfOZdj8_&$;nHL zv8P&eqpF0Peu;$$NOELfUAUH)*)A_%y)j*pB8)i}Ij4x0P6M`icY2LZ;j}yNRKSABb^s)9#j)gRU^vR3Z^VdcE;*a*T}n& zEUv;UM1s{-jz*qOMP$0Z2*J#vYGbIXnFpW>13+B%UWEuYcNHx|J<>|B7}e?Ct-Za2 zJt!C{D4z0D@F#NmAKR88!o;gLFvmJ$2SQ?MSBfC_CVAQA7C8ivj2X#a15klZfdCSu z7_xt}Gj|Yx?Le?tzQ)M;6Odw;=E}{ri$bVv!@SEq>w4MUj~3(0moHD}^A|5)9-q9d zn|a&R^&8))`)KF$juSjTIXS(1_jb5*+bl+MR?Vu44r+i9DJHeJ!un@+9vp26ghcBR zf!PzI`{L=-r=NZP`O~M*ROR;VJKgF4AZOnbAF*1DP1D3^!g0clvz-Kez+`P*MO+-Jk_- z?qLBgRdsM%i{*HGy{0wU?@%J2>0{Yf^3`f!Ag^7XfEV9XBv%$`E(^{Hu&z3R$|wjnS+k$@vx%_@AW3ja2{|fD6dzLUL>b!k3n`E9P7ZOC^O%p#h5cfv~Ba*XP^D< zcmMv;M<0dQe)~J$`5%Yf@!-r?ULZySobq?BL(?>Mv>-#|$-oU)Ixc^;3FI3iUs$I| zxEJTWSEmq^lV%p1yzL*JLqye8dzCtnT+Q}CDM7qyB(i{gXe|bz2{v;-=fXoiFPf1< z&b|G~jq`2q7X=y3Xpv%Et_dMmj&%|-6f%-nbel4XS_r2KAX^fP0s!rLY5?G7L4`h|i@K%Mz){6pNCH(GTTR4lSn8v_Lgy-HTtH*HM;0@s-Ug7*o;VT;6 zXqldw&{p@2)+RC-qcOIOGnx|z5l)!Ms%j^8-ce4+haqQ97hfJ9*Z=(Iix#ds$yn{~i_>mi*C!n!=x)amKI&`(4rVj)3RMg?NW*Pdmas2>Fa?OxBeenR z!-d_iMdR`D@jw6Zx1av>XFvMUd;k3BKfnF$Z{N9d7l89#or5SiW?4;vD1b_a>Xq_s zjZY!BRw08X2`uP@Fq(m7ZNgUXQ7q|07lG!B`#o5TYa*HSU9D`o#!aahA~JMq%pind zxlEao8eWD-P?q(}=cj9a3a?P`CI-F#5JDS6eua>>FXvpIr&t(jPDTL0;N83VvVum)MJFbeq|Km-=@SKwS-> zs%1dRxekEbC~BLg^9wtj_pqN15p;U`|AlwnjTYx^IG&&O&z*Mvb26WIkf6IAFQ5|_ zs&W(8LDeaskgrrQg_x+SnZ+RnAEjX7(W6Jd|HFU0|Dzv$?|a|>-G?8V@#x@4SPn~| za0;FBfDD3}?^xY?4qBdDz;TS*{bXk6_Gr zI}^mkgdc(eLWlZ#!y8jLFr=c{z(vL`>`f_V`JA$7S~$T3+B+bTZy`b=Brryclo%O8 z+eZ)6f={EdAt?3h*u5wa<%;3SDSz(?f;a!S;@U$A+|W_P%J-O_EG=gdn@}}CMIuRN z8O&fYIA|vXv^SfT78?M{bYw|DAT+ZmMxiK#AlL12)&&#MS%$d38&15l&~s3LROw(e%0E3YDf+NJ(k6Y2cs!m`TK z@r#!qH-A5Q@#6USMbpgN@Xb4S?$z^ywwc#mZE$?jwY2Y@%az0)Wwk5>tdOVi1zXx@|xE{K3Edzh8gvd*A)h4}bLMKmI9%PEzTpQ&Z{| zh72256?G6`;+?{&cg~p=CpwPcJlr<;CPr(!2qAV4ZJP(sVl;K)oRcjEOL|_KATh#T zJHvo1%)SB94Mji!u#m48dH6`vZhBdfatedNnK^E|t4cA;4B!y^%S41s^P*)mrZA(X zpPe!wU&ju{&5K~oNu;T$+@RQy{>ux8h1|$sg5)O3o+LL!n=LhEdA?Dh2zOX4@j?$U zl%6+1VG1)LK>#bd0l;Mt3c%*YC$jVnK+-})%DN7Z4%E9CqZl}>_*^uUxV2je`Mr$B z&?7ina^~O!AWej;jMy?y0eH>2Bu=0O=6r$l=VFkv{*OyRVg7DW2bvh19b-r*5u?Ld zmX!AzM;@b7lmcZPI(*(&>GIBbb^X`?TTk~$u0E4t2Fq&*2&I_ttgBvKH=jTFY#y4X zPx_DFe)pUA?%r#|QPb4j;XohrCIN)*bf#e)wrJMPbu-KaQb7So`75Vk2Ja-0g5`K8 z9eV+47P}(pZ~yqm&wugr|NFh~{p=?{`PV=HB`FS%Zgnne`{{hpWldODPUI$R1Evof zTP0J7ZSR#VCjhw{z%*(k$3`^7R_q5bd{PF*i(*h>G!x@0Uzxc0c)q;40-%r-ERuV^ zdf5~)ikT@WR0x=Q@Z?$NEDFgjrf1A^!l`q}hY~C_K?u2|jX_?UHV!#Re3~#y(j5*e zP}P`1l5Cnn5zF}u%fM_E{{sLw))5Q>;HDPlzOY`! zj#rr|T(dBg^>odMbEDmcSIssi2&Ajf${-xd#vFqk$N zrRpTU4-TuUYU_r1@&ZB?yt*vpbqo)Lj3G8{FXq^Z5mmE2b!t(vG(CWGCPt)X?2Z7c z#B$I4yu6iw0y*`C!n;0Hbu~|#OdA*JiZRwr9YQ;*WsCdgHc_-(@*?P_fG9vNICik@ zqoGz`Jf!3Fu?{ST4mg~^y&t(EsOZiwK@c>c}W%c?@s=$!Vp6o~@SUnzY00@pfM zY$ff50EPYr}{z_)3d}0ykec6@E?2m*;v3QFzUj zz!ndhxQ_D;@QkPCny;@%p%X<#bX^#4vH&P>UO8a>gBBIDK~oG%OPF4lN%Kl;DTM$r zTGO`CqB`^_dR4u2ZjaU0)fK~%?NHOiHt>M`6DiKQ{Q#uz)^*c;IG3B&ZkQ|fs-d$p zr6!qq5wgreR_J(>WV!UG_OIxj?QW2Qt{jG2^e&M9zaN5j^9 z>2rn}V?>H^9&0Q2RfeVOf<^!G*^9q*()G_?K7aONemZZP_{JOeNugOPE$3al@kV17 z1p-y0Ra8pPz1CMT|Gtnu^~EW@oJAKytE%c#rx!0?{PB-}{KYSR@#CNTOf#a5-bJXJGD|QsP@H!F*3Um)V{x2i+03GdxRmb0A)yT`uP!~~ zovKU_s!L}fM#-lTmy4CdWT&Z~Q6cT3p)-n@35(q@NSKjkWZF;+x$pLa1H~9zY<)T?j)A$g z2O`I`yB|^^=R~!;um-{b;U=#|nW@{W`g=?O8ehF|(l{KN<;>e_-56t_MJbdvn-~%{ zggRX`D1=+NCApY_qFCSqRlV;en}rC`AmW_^Fzzm`RZI9fzIFnJ;0xi{OD?r|Nlr}^ z<~sK>j)iD7|-)3ZwzWuniC_lnY)k!3+I@WN4!W(-b5#Kti?~7^W{E zBF?!Eo9<^b0^>D;m&bpSykr#$8Hl057!^QKTFHj{z|tzP{Vr6uvmP8Ac<)D6fZPZ- zU5o;rKM&z=rzgiRUOajGt#{viTsd zEkh79E-&o5H3aWi^3 zqyk0?beZjk>)zUM{`Sjk`P#aLvx=OR+Qp(z>@}0FhSMotAOt}!@zDX6cSi@Vk}hJ) zzzpH?04Pv76`_SFi{O>cFxQIboX6-{qMeg~xWxbU3FI*AKGXxc`ik2FY32f;QvxkD z7}5uYo6jzb@%ZJ7rm2sQUp{^M_?>s(ednEb$)RqZulxs!fcXK=Ff;!xUMNtWA#N07+@v7(z4}N!bqf7iaHTlsioY zRWH?+oq(5sJpk6}e{%($S8j3}Kd>eNK*5z!387(Xj zND!Eai4A`%ur){w%NUxmscVWkrzG3Z#sM&f!M@>ZVV*UT97`jEE#~JF@Q3}THT-ti zz?)^h+#K=0rIHY<89z|I&lDTtf3E&RO0)j2>a9pV0fD(;n z);3KCj1D1q?>ob!P6`N6ktiTVg_!6R1!b$T7-9%kRrC;pv$ID)B=e_f|4 zJzv`qKzblc63)D8X9Q8dDXIdP9??djS!5f`qU0b2*VDxSFyn;zb|bngE9s{kzg^3353zwCUlWge}xK$qG^KmbXk!%PX=~l z0midncqz5g&6d#z*2}xwqHTyX zQUMg#0*u71$raFx3MnxPB`d?2QQ=gTprrudoRbN|%wikF#yK1(Ks%3zNS%sEOvVr< zVi1Bm%w;nN;EH3R7?evweEIUYp4UD6f8GIMj^BRkojbSh-8wwXT$7lot)Y*jaJVTt-o;CkkE135mJB$-p0Yq~Ah%Pc6U;6<$d z&3i>a>1(sNW3N*zg9=4Lh;3|Q3^dBr#WAyrX@5>PoApMtl?n`h2)40Q7CU6f z;FUtc;$S8NfC5r-0T3B?n7ZMMhE#Lz>4x;Wf->O#s%MKSfbFzqf$v_0*Otglyy<$CR2nqSnNM?6gPlr6oB+u-gzk!#f@WeWI&s?qKrcYK zx0gr5E$c^y$;p6(We(~(t<8MBB_nmLP_0~7cB1K{hy*yCwCp+aiC&$O%=_O>Fo(*OeOklH^wTfeRm7~h-%!k!Y%yr?Nk*~=#-B@Bx&zb<$Kq|lJ zkl9Eg8-dvleMz+oS5}FuF<+s5_+I$giQp=mpD{+7a2MSQ=Bep`%J~G=L%Kvo23*rM zx5KfN#pKhqV4wgrnk|}}NKsHOyNnAok-m=WnIv8oL122t%0UAKD;yO}A)|SL_CI;S zp!4$N1+J#wYfS*aEy1Gjdh0n?kG)v_5T$T?IX94dqpDB^;LM3gQ@5ulbF;YD$H7Y0 z#VPMeWPyjKi~7L!0IyCVV5Eu3SP{r?b61=Vxu*3Mq`|&I*z;^6nlCeVhu? zw>W_f3eW8yt7=~Ws1tJQ18+;t(M1cC(ImCrz4t=W^8Su9yE~>T092LaMtzUfr%55` z2nQvMmQ@`?2%Y@pygofmEPxIKfA8MC+joxU$2}14q&`hv0d<`P^V@cRug4hpo(^5X zK?OJPoSiB1aaPVoLTq2WeED&Y`2TeW`}x_=dX4`~_61NLjeNyfW5&oui^Z3EU@M`& zbj#zw(Mf%_rf%Cna`EgH@4PD*2;`GNk^+!4Mlpfqp~Lk;U$E?azv@Z_z(Ex{CJN;r z!NwV1ZvPj1k6a*cfX5iEkPu68c6f)t76HZ_FXoxElsC4KaT?E}fN-69=mPd(%tFb& z4Q*XFFSnNvaGwU{(fgxBVwOUf(C15oU| z+Jz<@_n}w(t@uSFORSg{l0sS^H0Ch}uB-uy3x0la`U}kis!$3;2wmFKwyiqX!GO9< zy3J$Z}vJBx8h7b>OTHGu2{xsSAGHWOUkn z^uikXzeS4eP=PP#l!3_ZTi3s4<6QOsv-eb%0Lle`O9r__etH;5qO=<@0VyJz0bjn% z=BfuS02+tGH_FNJ>BpaZIa-c9o;&(eb^}{(n`)a3bozH;gc-xQ-D31B<;;+4|?GAnCvTRw(1`oqtkB1mCO96MiSiPbciC_+5b zGUxs==E>S|o&WZazjrj>_kZ-GpZ@sA zfBwr~>bhRd{)LMMHqOg93#rxlsy_j7U8r+VMG6(@Smt3n?n|W|lEspp*DK>O&&{RR zjWWsc3qz2N2K&$Mg3se1gse2|w~_B~{L3WQNJf(sI@ajHru`>UkPLKll}r?YG?pcw zDaQX{k?e~x_BMM>O|ywNS(2m4EGV(~_BtejE!3l5L+b{4Is)ol)y1CgNlGzTXj{^B z*pUpPpm2JI>QzUwJnmeLKa=fuUNV)SUck2T#5w5~F@*-`YS{T%A(xRR=T?Rk;ZAzy zMy^@Jtvto@Glh?L$zPb{O@yDB5=`{datc7mRf9ZR`T>ITfg4;r(yXbQ`RPg1%nuF^ z?%cU`aO*%-qeUqKbewo>j27Fr$7pxW`N4(8C^+BcRE*A{XJL&@w0MyvH$+H_HtL=N zBT?FEgJkA8kh^k9CnQFTA<_sbhv_UMlb?iaJz|VmnwGq3ZmA=Mlf}LbVXl8N94Lm^ zrT%qK0yu4(U^EeHn|XI6bo}yVhYsp7K|N8RFGS<5XtxfGdsS6A^-x{xoRccXawNGP zg)wn43D9Y1!?UMPy2k$xyZFHmI>i6O&p%%gf?ZVe9Q9Lxb<@kKDq#7iF(ft+OCyQx z%|#LvTO`(Eq=5VTd%412o`$4wOE(M2tO5jKY$J^-7?u|mQ*lfCIwo<&q)C6hN>2sC zSGM%D^4+Otp0%1cgBvBENy4 z5pOpCfg<3QTPsuc)oDvGA#xHisRm%b8SA?w6j`hf0;yxjBS5oKsRC|-n}d01ooJ6s ztInSf+-~`0w5DxSB^ZpBvEO2Xok&kGXX+?TGF;LV2f!?;XXaDB{2vU`^;8j)_2JY( zC3Mj=(E`Dp=#@d}5>inWygF{-YPT(n3^5AnoOZ)Vt1X(vXqH@Dq8CpQ@ald-9F6I; zT3cVoC8v`gwg0h>eoB;g5|pjAjmWG07ZkDOsWxu#Y*gB>X8^Mxe6A8)v$pXpriiO% zBsUVo#&b@eNsu{V<+T<1SO$oKDBZ)6)HX+zT~1J-q&_J%#@%SOAPSz)YCx}5aVbs2?D^AY&Afhj{Nma3r|-P| z&YSnYVbMfk(VDs^1jiT|hcaEv$Qe9Hil|O}hE9pmdWKAB`d_RKPoF>g=#L-$^5?&J z|GoGB?bpA4m^J<($hw&niKLwAjLO-Kh+OUCk^}cQ-;Tn80YEAsTZ&Z@K&JOZizHXq zwyEeS`Dn6`(g;$f>H3dWct9Lf)t${QD6+oy53;Q1a8mWBr4E?{jN22>`h&190eVKCA1xqX>sKs#mw? zgcf29mUZxrV7?`Q)C+||B!9WpAyUbaIftQXnh=7CSd5>3`svSq{)_Mb;QPP+)i3_` z*S~eFhQXLtb&$xl^gqiPKi3Wm%PvgPEE=imQ~;>=zMG=nSEAT%?N>zgM)C%A(-Z2ZjK4al2)G$i64-=|h4pfu zuge2tdAyiLyv;1qlqH^~A^doF=ypI}P-^ z-p@qliyZ-!Eu&&eZa@0vVzgeMzplM=vpp5)IC){|Y;o8ET?!S%O=n`+NL-cT3>A2~ z^`$iB0pS%jpsrSlLr{j3WVzSPI3Th6OD2v>sxa~DN)i+Ta1av)HuL7u=a1*7P2F$j zt;N{hyI+S;w{7=S+dbKa7^0B`g!I~zWX;iusw~7Aac1|vD$aGqhQlaL55KN6;GmQ0 z`tzUv{K5MleDAwI_|0$r?a{*rZ5s-_kHf8T9?GBR!j=lrd+DwO0SXiY2RJ`&9SjJJ z`=v%k%X*|E*E|{iNNzca0bJJJciyS4E)Cm*P2)V{ITP!yaZ7o)hjl|T1OSD4RS+~A z#9$R`@1LBlC?I5L6DF<+F$R&MLJA?L*kLJMc)jI?35KB#$~olnhN%AD^DIp`Fe4kB;tkD(o*`JeRVF zaay3~q5)htjd$v@PS1+@Xx8hbNCrG)jSh&4#7i9Rr^svfU@AaPzb0l2-g(`Nu})*R zutfYC&Qk{OSW7|1awG$pHULE*BOENtq2BfC$dLpAKvZaqA-s6{EHsG_@Z#j%Z@%-! zn{RaPz{f8-d{9pe?(72IP8rbt!QuYi{;W68nC(fG5q2oQGz;<*R|a&B%i@eYjuuVW z&6BS2|KW!pc5wgq-uvLMfBy4}?r!a3(5xuP1HR6i2aycl)qEpDHZl-HSr^X4!ycVsyU5m&h`0Ld|C=5W*3%5)?3>1AMmfFMB#&VL_h zB2Xx@Q+sa>*RC|(CkYB5$;GU@x=){}z$=ijZJ1axg#f7(temC^X@Mb-pmUlZIxygWU=cjta@hI;$x(Sy$yfLDStbpS#Op`F)S zRkcf;FIBgyTS+o+MLmF~nmMN-loPfKT2Uc{j{4j*O)&sA+OD`zF~&NHYfS854WR5* zW%ceg7HD|y6&T7G@3;UDHa)?K701jM}PR~ z2k-yzhwuI7|NW*j_q7-YQhy#UT&N|r+QG*;wx{{!RBR9n?!$taH+4E?szITucI;~f z$~H#3Hl>R7s`)5=+NNKN<}rk#jm0S%s0DmEDEB*Gx$%9$Qp#`Ie}}3YRDisSnnb~? zRny8)K%k@qW8eaPHKFMJ_)k#eP^YQ|83c%|fNgkft!}bxJ5ac)3ttH(>6M97uW%Vl zbv?6^D^&n4zZe5I6gUJCTnEwh>jK~shi=@emd~0_vDx~aUcQPk0B;7z5~D?9P*vZD z6Ojp&-&PyyG>Oqt=euDDX2wP1Varkh6t1EsAix#XWkl4uYPQ#1&UxrCTQ1seGL#fX zF%gRv7)g^|1VlBJKoC)Z3Wi&lii;!|Ndhn#LNBBDz>$ClX%s2|r_p*DJ&RG1jc913 z39&_icgWXqa|!@Zb`fOB?#T7E#di6{T!#fBuZ}O8whY{YdpR~oVNi`?S%H!q&b2R_ z{P7$F?-+l8b)yJS6}fLQ@8cBYQRjVn)E5A4+m@zBZiY=EwgoJ*|3wEh<5Y863fN+9 zQ5c0_hBHw`2D>7FAfTD$Cc<@ZYexUCuKr9hu|%B5f?DG*)C*LyZv%KlJSb0{~F-eQOyJqCOQ&kEU2k%f3uFBMGr+t{2`l?!dApo4| z2w$_ue<4DTNy%w(5z=Tv0>Cc7(s9s2;yL^8M$L0*TJ)TEQhdK~F=eg*uM!8n4s}Db zo#diWxGoY0pz^8;0_0U_fxNttDF&0Y;b<>8*AAsq@xJ-uRHcuC@Y|VQCHTk>(I-1R-psX#p;Qi;u8?9mp1=Imc$Gn^b z0t6s=!_}+Wh?MJ=3K{=V1Q%zBmG}F7*W6Jsa8y(QObn(lP@MugUh^-(XUJU-=doZ= zBL&G##>Fhwb%%jFsZZxISjmXXjd}G6w|Qhb_Nw`iwu%GDF8Um9l6HTe>A;$ z9n5?a;f2hAtJ7h5A$5U5E|tKfd^y5M#t_;Ny~RB-5m$(OAg;Kf0jo7wvHC0fK?)2i z$}z;w614*rc&E3Ij`sHUU&!;RDH%n#WUSR6a+kIC&X1U(!%vbD+F)(aYUZnIQ2;Pq z>-HqBlY1*6C3Yr$PjZ_}=Zc-40;#K3sXAb^g@RK9NlnbGyoE5($g^ZPUK_L&E8Pp^ zM`YO#i}v*Cvkv7-w-$ zeRP$k3d#vR)j`j~b4&!KJRjYvW--gJlI;G$kN)t7AN=qK-}~P8fAz~>eEP|!<=r|f zzpfB$WwRk!4x}t*goC&V{TGu+aa&FRcu9j*l9#%PfFgv=GU=35m$i_bs1id=VHG$U zXXkWQxyn0P4q~HoE(j_=D4yk^1aXm~HwTOmq>W9tLv+zJjo329d>SqvM1iFD(0iGw zI_BZwwOP!r9}Nt*DgytEjB+D&^e1ViWvd85m9(U;JTT`6xj@T49B0C6RuDILN4{E zwr)0r(nVE;gI74SgfxhZeFW#kse@oL4nVZn#ga{%aFUgOC8Jd-OI2Mr4?lm?pMRv;E%Gp%2g5Oq_~`ii#F>YZ`}^z0=`# zY%N+0j79*Ex~@Ne@ZiJWe)#<^zW2R9{NWE>;ZYzE9JJ3VC9nkue4YwsH0EMFeI12v zvYL=&OwqM`0hG;ydcCSxl#=pOfbsDHEn1KMYLYUt0;*DC+8ODg3HE|3ZnsW-*E!$c zOE$VXJk1M*cK`*2F~silsh-znJA;-WLj<9NbEIwkfU*do0>TWngQUY+Cm1O5LX3_L zZ&vVY0>Moz07!1Dy+=}n*M*PdcDbHsgYuQr1SQEqdC^QQIzaRsNELwV-10EU?=#Y( z)Yf(`LY>6Py*KXN>Pmp4Th99!LfL{QAC)2k7^H1=Wtn&(P=5iN;FqrIMIIqOIrc3|9>87fjm6wvYNpX*hMG@z)_uv3YynhPLYy5NB z!OA4|Ea*0dmd4%4^>G+>)$F*HE*;Ont=Q`pwPc~t%p|5d+^aZ?R`=Z){t^?!LFy-% z6^)bpW6<MVIPXbm z+O}(v-nnz{uyYAG*zb zyWmU0FZLJOG)#1pT-{|wu+B1k7z=K~0G>#7XgUV)R5gMQ-B{YN$_lo$wNi-lkU$Xa zFEchx{qp#@hcO)8zIXp#cT!x}_2}2$4fTRXgINrrms{zG4UYr8~cS z_fBUY)`liBQW!$)@j%YIE-K%Bktb;zV=pZf8VfCn&^G`2_@6)h=}*7+-S7VVSHJw^ zpa05yUnn?&Ly1Je)_P)G?ivj8w2<~xK%8n;&oLY1)kN^>O_&4Hg>8tv=uI+C5gTsJDFX{( zD(%8ykg_IZg9DjC*bQej7+K{PJ1lupHu%sfAa_m~jt^j!R zt+$Wv-g*A)x$Hh*#w6D7nx;wmG=O;V$^}A!Avl5d-*W;iAvf2byr^oQl6gOL#Wc76 z!4%UTagwyPQ0(nh9b?a^NQ)5?lbpRzyR3KWpgM8S#wDb(n^ka-ASA&8(%xEci5DxE zq@hqTN(|Qfg`L#%`s8_+_ILdGlPAxf-hXoc`Lk!I@0>R6+fCbN_VcF0j?}lh1A+a6 zEc3c&d%6c9+St~0FDn`?ShUV)_%DC{%lkk2;dj6Le}DJkzjr90LHgDyMT9oF>8cFs z#N=3>X*|lCUs8uE-4Ro7d@05nyfIP$I9I6Pm*_D<0L;Aa%&UD>4cMwp zkVAlo1Z(GYM}D8j&@${u1Jr5deX5|nIu9ra8BW8n(e{Tc1Lcb(9vqzW6;#`KcYoKk zOb`c!<*;;3WkLBmzFHgrTrZ*u)9GKXKV`lijsJBo{*_|~W9&(lXqOQ2*Sx-#es2jK z@G!DqFh#SvZradxE~jt4@r`@;-uUd}PYT|2clt{lU?Cy6wym4N{vE2h6K7_<8uRH~ z-5~2Zbp3HgRSjp{D%3mVYC<6Zv)w?tl!}R+001G)I6kG_F6@%SF-d`ZEEHEQeF-xf z1(PE$o%08K2eU!bX*6%K&9)hc<=5fxKP%oVDiD`%*^r_Q?aSkrj~{mT&HbluKdJki zKDJGLd~(>SX&oFsJ32hNbLY;{QSY%qiz1OCr}I9c>TQJDri1YrW2LVH1s4b*5)A*5JBewWSFGQQvzhz-im|>@jtyT!rkMh|ML% z@dZWC0N5QX0ADx~Fod{i?<&cQ((zS@(5g8SuhzMz2+#R0B|rZq4!lB$g{1(n+>74! zykKF!0S+`aP4m2qXV2fb|HhrWx9`8vqkv9co(N^vk=1}g-86t|YTJ7fs!EN~PUp4a z`TlICs(x>V`J5aRsF%%yxP-Fg@LY_HZH!e2&iSdiDNrFS#zOAgq7^aL;$EWVoUe;$ zRwQ3E|J;P9A{g5;lyzw00C=_l5ECN>3IGc$YO*JhKWUC%ynOojX?OqBb>H{zT!cG0 z-JS}3aM*qE#{K)9U%=h=u7%reyARc_nOfKN%NH;H{`Y_U;#a?T|AP-c{LOElJbFAz z{RjND2rn(*#`QZ5FWTKzXcP`~@BwrZ7Z61SCeQw>s_OdI0Iod^fbc96oPd^|Nw%SL zF<9HQaTMNr!FF$o)sY?)fXH%RTxuBiySaFDyHlxh&W$uC@Cw?f3N+W@W^GbSNYx<6 zne#+JXc_=@gHd4FztVL{$uyQ#xiylRdm*HYsGGP~N5j;PK-p-~8sc4i69S+`Ti~O9jA<2wDP6L&R0u<@$p$FksO_ z+tN&U2#9*WUPxzYl2I7BkeuuS%W^ZA{0}q}U=Ga|}nBHju)5KSjd~ zqUH6uWP(cqz}T+?1cg(ML*+eFr|7C);|JZsUR9L{%42obzferjf|WILG&wf4Rm&55Z3$=R3$Q@ZUu5dorBi?qLXoN6xLs|RM4{s=sFO0W zwK1kI07|*JzTUZnXby=9V39e%qM&A^y=ECgex>Ji&i`qQ>8ci#T`WPa0FJ;3*iZs! z$XQl@hQfsr8#R67w634Mc+v5i_V#C;nxU^|tM}cGYk<(SO`kl?W=ZfT#tul))(vSL z3D_b*jP4zB#pS6)G_#m-KSqkGOW1dZU7WNMfGTuM0^Y_=!L>Iu1c1UjIDjHii&X4L zHFbhUQF>43ZC%qY12x7(8WC7tu%Hjw`Wp3d8@0JwMWZrAtk&~&G7p7x1C zk5p?cGDbSZlV@G_|N9R<`0-CZ_{rb?@>jE13cqqx1zf8p0J)*~OperQg>(77P#ty5 zA=8DKg%nftBg@#21|->f~0%A40f2)hb z!$(8fhnr!*%$Q&abzOV!V~ib+;^oVip$Y1o#b~5<0hkDRmgIg$HiITAnl^R602Vp8 ztaO6O34d_jkD*EsVw#!G;Sq#OEjB<&QGo(Q^_}E2nsFo*NE-RLY$k_Y)cHXABuEou z+qO@hJU%{o`Q*{VM|bZ&d+Yg0GTDCqqWkFB!u7+4k6#|Y_{(4Z{BOVhb!YYU=_j8o zk_HG?`$E%JKcuh}gh&sX?g{#&n3nZ|X!+4z!zAt@n*`Dw>>@6Y9SLup+I?0e@D54dvP z3n0L9MyRiNFAFhD)=QwG+Gxzlpf&ps1JqPo9%a)@9dKWf}q^s7#)m|I&@8&q!7~Sgr0QLpeN6tK7Dfg z_MJ{$_mfXPj**{y`sttl_{V?!>mOZFKwd<(=8jrEHlV@=20*D&c9BWYxGRQOrlVw) zhJ|UP2?d<`hOMgV=+>?M|DV10;BVY^w!hCAK(1TUv-#y${^k9@ny0th?@hM4+afXN z0ZECbie*_VQrcv{ndl=s&YBC6zyLFI=HvtuY)zMdV2q=~OqldB9(=YGX=E@9q)911<8|;E(MG{c>a~thfQBp@{fa;4e#IRm z{;RVMV2_buN$YH19TNQW|5hEFVNVX8d;W7+nV=+}D6uG*I;B5+EIm;V@4>m&^&8}r zm-$d5JJ=!c#miUUeEZ$;@o~KY5Wv0Y%0YTcRWl}cO2v5WMQK3tBq3ysE-m@r$+@(b z7%~P(aJiHOksyhI5s6?l!q|-o^str?A^=f@<}!g?sYv5-S-M0EFpv_Q?HxFX0y>Sg z&R;Zg8vM8BjiCL0`i=B*WmW7~;*%&AYenaM81f0GILS@tLq9Jldt_Daf|hcBu8;XGL>mujFTtTkUdn! z>yf{~@o}x;6C+90teLq>V~!jg<;>25Lt1FRzlP6k$$ebQtmR}EPYEuN;EHipU+17^ z7DD6yPwoo9jNQL!ZG7-!@r6`-66*X1!-|4{HW2QvI#cm3k4%6CBSDu#+eu3!xH@5A z?tdV^fOCCe!BzZ><(9NvRp0VyDnPx!%_hB!r0uDC3P?|u?3CuR^j0272s>l&Pa z2`+EF9g@Rny+sCtxjcDlf8#=ajIg(`Heli}7wPis^5*L1?9+KLlT>a`l?{Qt=l#!B-1gG_cMT@pbA!2iS(MpyAZrMwXXUKR4pptTABhzZ)F_ushwp=PS| zppIOx+V4CTxg@YSm02g%79t^$nmPCYTL3Rh-Q*ZwQAn^DX@rJ~*srW1CHYh@p4?$( zxfaeK_{Zo2z@FVEE_13i z`Os!Qc`Ax=S(ctrwpQH5FaRCDflY?)sOo+-U{U;htM6+6nF@I+cPX{Q#bMV8r@OrC z0?zFL1U)npX}1dqec=QZ5adWjO64uPGn>I|DzWOzC%{1i8EXBa=?IgpRIp`80|^01 zu)&5|6a&L3tatlu)KG_yv?30f7&5FeGxC1020|*EQ|C4j-&Q6%c06MXHae_!0KtMX zo*-c!Eewv_mCAHiC9~a(Z*SZk#Lx&dhKc@9MF@exXb>QY3v(tZY36T2a=y-)%N;f? z-4T(11sEADFjJNE-{uHFA&NGzOvdKnFYa5EKo6Ija^G7B+a9$oP;GmRBzNyVeCt7i z^KpVdB9h!wZ4LqKEVvE`6E+fN)WqaKYpTsr(Jt}DxX201XP@4uRK9qb^MGC-G+wFi z$Iwfaxgf91C*MrT%cAt;B!d~qM@ym|)rJf1lNH@0z}uKq&2TXd2!zc|eHwK4Do~o# zd}`wUnM0MS0vby7C6!Mee9hRtK)^slMdyy9ku-pU1d-hFshm2K!UDmfRj_#-pjhQT z3P)I`mVU=J;k-QrCl^D~YDjid7uxp&EbO;Ad+hGc-8ZSLsah!<#25^GG=kP{avT^J z?Xk--x2ubeQD0MG>rMsZUG7ly$XlcYqf&fJ`l0{kE z-B#*eUB)EBetUd;x_7Y{sWRSw<#qm)pkNlwxW>In8f#)^R9TyJ zfC1?E4KAfJd6`fw)Ex;RSTn#jfDExB7>Pg;l9Ez#xhM=lvkTtb1s0$^o9GM-tuY&> zx7tHjOYWdKsHOlA8pZii^3Wt+hX5lu(40)Ny9Bs9wh5Qo(!0o~NWxCZhtBR!v(80w zorfXDrU&qGjPdciMvz3(7yxCz|K{$xQm`!(hNn~H9BK)mNgU>Z2c6^tbAjf*U$aJ( zj37Y?N$zgOcyJIxD8^-O?D^iOW2sJ_8k1_$ zLGGK2>{xJsAVGGShp0I+pXJY zW7~5$xwi*8%D9jb%CgeiO{pZ@j2Sty4UHfvd6ES5;{*s0XKaeQr<$f8vLt3eXa{Zw z&0@3=4Gmgr-KN>m@nMz^IypKX#e;_zbamenguy+PMb+Cb6(yWIJV0h(lZHhzBU>d% zkRq3P^s6OCm;uyfRlgJ>DZ>z|EF>ClYEqdXvH$#(uV@McP=a<;+cjSUK&VG$;^E^4 z(prm=Ai>ua$g7crmdB)rsE#l-R~?E;`ZC0SL}aMdVJ3G^W%8INX}1~j(fTz>BsaY{ zx=TPX%QhYtXJ?mJS2wR;fAifp-#vTwV&0|FzTD>Rb$LZ1+yZEvexD1KZJI46_9V|x zXuIGB4{eU`Fc=VwAk~R!a7Nam_YstoiqgxXA{7qL$Q@=NXt1H;t}#|x=OKi>D(M{_ z3Bxgy!=P?1*0e)(WnLpU8V8Y8r8LNkv;$c_b!xFkbsex-vkic> zm=xmfBv+maaQ*~rF?WbU4QFqO5JJp^P?qIYULbF7%Cc~Ygc$|O1%brI5X9iDZh^Ib z5Sb-{A3aaUX3o(oiVzxM{KLwI7Li!9(!vU@T#F|;%1uRM$*Db)tq)x?9eEb6EjNn2B6d2L(8)O)I5p#BAr!r2xyo z+C3CEOXp+zrspUnxtSxe|B(R+9Yg|Pf6lW2+n>~^Ui1OG#;Kt-Us0erH#2@-`X(_v zJ4qyvRGmtvB9(=w5=zMMbMg^1Wu40+S!V%-G8GqB7dgtAPXK@T`G?ovzOoQH{ZKfy z&X+rYoNi%UUN4QJXu;ZBc*VUGEHs^i3Ci7pKnB=g4L&vd8CeL~Fff|@+a$NfDI`Hq z7zWl%D;>uB&0pH~h}8qF*vrxOs_CcLmR0+L+VHk{J= zjs-Kcu(f`YwM0qn`qh>JNFoWfeMJcNyOES;)Ys^sS%?8^V<8-$o;-j4EH@Dgfsg}E zfl_OWNBfOWTP3<&Ute5Y-rnBe3Huyvdm}_6V+kwP#7Qc_VA=NA_rKYdJ|UcGqr%{SjpaD?$AVzAMu zQUNlU1ZCO^{XYF2PE_V3wWnSzi}EJ7MlQx8LJTzSS#QFx5a8f_0KW3sDm7n`yX5kF z^+g4V5+qO{`a!sl>gPrO{Os)Ghj%wu*ExCg+t=Tm93OY3ufcuUmJ*z1=S^p5YxOTy zO7&_Q50yxf)07yOlAxY1eD+}>X=Di8!5qnMf90|cK_$s2r3n^DLh8Lmh=dx8;qd4v ztCqK)&R&as^@6YmB=^!Yb&*U;@`P;i84b8zY5Q9ahAAIC}cLdEJGGmRDvM9%xqQQ(`~8@MAws0IT= z(r6*%a+DZH7R&+^qyYppiHy`;Yv@&u;$7~GR;1F1U`EoZtu^AP?JN6F9Humu3qFs~)vejcL#^u4Nl#gcJ}64imLCvls%PqAby11PQ6nYoOFhiOW+e$3-fue=;tB5-KAM z>^*}~wGlWvJj_W8Ri-a(u4$`=R)1SvkD-1h3T40p4r~%M1vc+>N!7;B@9O zNWC{-X8m}~i{H;|?6t)L071w|?H<6)LJdI>7A({EBGab-!;ENQ-SM!%1Zt_)83_<_ z61n^D@$qpk1Ay65=Us##XvW!=s~8t~3AoC~|F^erHRAx%-7ydZ1%O11;oxwT|1Nb6 zK%ImGhX6jTB1q1CXSOTweEVQ7y`9vi_RvBlPiAI?m$&1)sv}!b2BQT7`M@OU8#{#C zOfVyRsGQl6?`i{_{S)G>$Ez)G03?0>50m`7Kg6X0I|&F}ay|Yf=yj-f=?`|@98XhR zf|!}9nQmFT1dZg<7NrZ{qX=3iq~x{I+4ZZJFJHWRb@J?m+1um}0ouC`6>8K%it%KP z4#A5gUp4oYDHUaYaez=O#INDow`9zqb*xWtg%Z%ZH_Uz0UQ6o=E zPB7Rc^^58w4rfG0@~`3gT)Q?MNbHHM6l)%sQ+ujPL&n1Mzbz#jDm01^wOd&Rig znn9Y?D;kuq#RG&W2b#juOqi*+0b3iOMfGSD!J(8yI6nh4(}I~To-PmR$7H8GAITJD zxk}4Y_vxG#W7hw9cKST;-`Yebv^?BNw=621`?K@2tLrPI1QHxR;49P^W99vi4nl}V zKyo=g7hh(ot!5!eKu)@V3Anz#$%`W)vXxQ#+7xvN4VwW^qPlRY8Fq>m*vb;M+0V`O zsMXwiJw3g)`+J0)!mjlzVWq}gfV&`pT{TN?)}VX6Qf$E|X}?Y8ZC-Cae*BnMf|oB} z{`dd!j~{>fDMw*Dl^*I`wy<*uf|)2%4_y*LcHUa7yUWl>R3^#gB!?-eCo1Hs>I>x- zZKfPt?VE}%o}F+}`6HOcfWZ7(_eBmf_nZKU?B~&{5hjd_A|J4oshrJdU~Twf5jbm@ zv%RUJ(wrng+Y~~9t+?Jm5SX_0b7-XAdsl0q|rez1LU5dRkb+8a-@k( z(VR(16$`2P5+E8!lP+K>uZeka6vRMKl0(9F;lBJ~B>VGSpSZmDAEXtabysoQH(h@% z@WjG3eO9rrwD}(_bxrMca`}8H=?_?7&Q5_vN=V7Gl?f0ia;q9%5}>(VR`TSY3AQv~Rj41~Uc`67<-8XcG-kP@)K8n3M)B+(wd@ z?gB%r0_2b@GxPH`+l<&YRwF67O7{c`l;DzU=GhjQ>D%W@WpX7m7})9)i6&@}M{@x5 z*nR-uPOq*d!IL~CPc9b-R$xeiWl$8QBs8$EBQuf!3}k0HlhkAZ?RwooqtQ$Yn5zPw zV;Z8##lMyQ&&i3IrIeIX_c2jzfS~#OpK&qH-v9O0jh6`|jg*EgjBA)_!f;S0|Bxb} z3bh zMkA3tWor)@NSc|XA*)PijH4>eHCpT(MiA=X(`(1cT}5i7r>guL_vF=kH-R9azPdim zC-%n}vSeWn`I}iMXV>w^hMLd%5VY&aM?kW&tc!*8(+BrPSM)rRlo1dXI+Ff*;0 z*+F$bjz|J%Uo#k%TnBq{d=z6?=d-gAPEViZ4gd!+Hu_$YmejiHzL1Py6DY`;Kj*m- zg4_Su|1Sg^#YhXu{r2|u z`sU_tJa!iZ2ojeCNVPA`#ijX2XR8NE1K0Zze5@8iSm3J+sOD|=`Z$iSEQJ(2rLrvY zOY$`JP+`5@6-jUqFp3Zaxuz0AsE6raCwSvvq-DwY9 zozJKMx#~8+rOVs3kRbZRrq*J#8`j!x2_ zc0n9fDmY<1M<@4ieD?hG^yHXiDwDf|>@K{*JZ1)0c5w5YfA;Zgd~*wdX4nau)LqnP zBb5lyC=*A74ON&W_xtjXgG`K`{N}bw#Zr<)cX$%i%^e@iIkIdU%(RX#7Vp~bTgTdi zH;z^bx@z}1o}Nuw+z+rP{hwChvITz@h=*9&Roxval|`9fl2U>T5Ru{M7lv|KeLD#n z1tfPzq6uViSL8B)_wPTF_WJd=Sr5o8?qfeU!CiU0#&?B0F#uuN63GPtB|%BZ?R5A8ig1vfT*ozK;PQk>i~Nx7b=9WaOk~GI~mkfNckm60 z2~$K$D$26DBfWI`;1gT7Jf_0kAD7NFJ3Y#sNb8JtQI?liIsfM(OWgxt zU`E3$+-Pd7TY$y7UMqxFfQ|%vF71=R`!)cm0|28kl{o>ZxGN-tKnn(B<8ZQJYHTRI zm#;Ewo2CG1x$Qe_?V;F#p6(9V6E<025ur><_32ms$CX?IDvb#cGe&pMl4toe=Y&W#wkl^lS%m?r=Yipyrk7M6h zupDP62@!^YMAK%$Iv;c+B^Wb!G{%UAzTD2QdzYC7>~KSnRDf3L zg?-%s?63wv03%jJw=ja&d0W zV$EX51p!77?kZE#PUa{A2AiIAb<4E|gEWXKc`7UF$kQ~IA`O}CK;R&ToWUGIyWX!? zduo5^tpe|joJkGBylrPImOQoR%{0p<)OUy{cOT{)k3h641H>V99+tskElnjB$)+{6 zlH?9)7%lTTO_MUM5dmmt<`7^8))=)SuUfDg2sgL4S^4ee`r4CEOVb7JX0VIVH8@HV2`OZNVp1WokfcUYRyI zU)Fvkqm$fTP_#2NH9)K7)R&)W>&I+nHv_^pkkqpiO=!_n+lE)7)r;Fatwf&otcXI` z8gsJxYKMYKs_~ShZ2qL1M>QKJy9w@afuzf`D8$*>8Ofi2`st@PZw`-70I(Ho<-T}c zF1fp0&;xFQ1huPa8mF>QO4*>~o~=x2_`@y&Aq3S6yxeClRE_n1?yh>XNq1K&$_n1! zh=cCJV~j^f$GO^(#3RYRUtwijW}BtG(mI{;01{OX)>@y+7)Z9+$>wv+c8s z^IQR3>Hi33MnEor84OMcA$$Hund3YmjA#Zku9L7_@!q=!icqlAtBytsNpI z_19P5yt+91BmrdtD`ut3g#jVEO}ph1<$%KkE$$jMvs-{e*#H98CN!z}hBAO{Pw!|& zyP80{dtO~qO4tn!AcScVgaw)z4PwT6aKrV0Xfw?YYVY6O0muP!eB~(!-1r!XMv0JU z3{_otJQxKta(bjj5WPaeU4V?7s#U}$Kdtrh48ve`_g5nY$-rPB)xCSAVf-9PBti%l zL;Ix6$Rm=V$s8`P)qFKMIfA5ic@^hX!D$3pltuRb-@Si#_UThOE)d8NDYz#=96n6n zWdDz<4M5!nI6$h5{LH#eNvjW`+n+HbjYf+hSg$iz6J82~~CK*M#|79`43 zlC;)Z$f*f~L-fQzI)jv&4Zt?e@aL^B-}7tvlP0!&w5g}2 zP@1N6>h-zzQa|&_ArhqR*IBFkPJ;CCRSA6fmr3{&(Ppg);G_m?-$la+*kyN`>!He9@Y``hi^^*7(V{@dUF_UiR(><8++QLUSlD%=H-;DcLTf|0Re z6wP8FY0N-y>Au*VLnJ}gs+TFycILqn2ozvup~Bdz_^OwpF+Qlif$`m4DiTGkgLZX@ zL8xO`v@Z^!s|-nyNIq#r;_d)KO}|3;P5iejwGQy*I2q|Z7NwsUESWEpI=;FUX-bX5oUritc=ibN#T;<0uVzy zI>-@#!#EmE9haoFS3ZFf7OiD5-=~EQ1`@Pv1|d&N*H_m$0+2k>tfvF)p{J406M56a z;7dUQR@-B{FbRA5*B&7KU0SY5FF~Tf0rNt>{J081YYQJ;wYX&_70FAv1VEx(aOj@( zcg|e<(#46_JKq}L9R{uQvRG0rInq>n4xG)@(p=_J) zj;a8_Xml9k$js!D;4YVhwU9V#tAF#{K7{pq)Q9~BVq6y2Sq?An16&|TZrre&D@y?e z@csw*O{&>hHjy5R6|Yf6!Ucm?hha3a;Sk_6wkxFd?y@eH?eP!oD^e23V_kcjcL3GDqZrLh zs3AmcmZ3LwJQfYhg%D+c#Za|Isdu5{j7!mi!KSstju!6bT#*FHJ<>rNV20i>Rmire zL}@!b_>=@Jn%5>k+uxQ566R3mGoJEUV{L*vq*Zm@yF>&3!Cp7wae21nseUVM5@G1x z7OOGHFvZAVCRYv+|MvTDH#gTWU%h(sm%qGt`EvS)wyDEAXN`Iu%}54$Q6*T(9g^TR z60|tKZu_%l_nHqgRnJa#>d6QVcrVN4PN{yIb%e9gs<%Kqur^L@jmH19>frW)h`)0V+1=Z0&4#}11vcOLzbO6U@;Y~WyuP^faq1i}IvfMz z)9KMH9K_M#(P5qnLNK<1#1g>8`asR{#I@QbNB1c;1LQ6UW+BFrr15Pf0t8gMK{J!& z^Fy?5QJll~qw?r0o97W4_6RO)1AMa}kDv@RT$eS16aWfrlZK{W|Ecn+2y!ty&7s=w zPjVSRaPyH7C3dFq3!<@kYjx&>t9BnVfGE%b3D6)D zq5uhkLJTxw=BXrynwyKV%+8+|B_R^KLZaLOb=OC=n)n20G@_=70L z`IO!N^G~_<1_EdTlxb^#qyc)blI$KdMzee>QcD1hjG%jtL4 zua@H$l3LX+=kup4N*xo_;ET5K{b|%rgxuu<{J!C?3r_gtkL}tH5vV#fJQYPT9@jDi zN%D4Rd#ekdcPaxpilf{JiWY!Q?JoyOv>*i}_p&USevAZmB2PzH2!V2>^nh2(Zi=%5 zNowo1IR&JI3)~V@-j(?whw(>42YxA@zHVK0mOq54U)EU04_~lXT{#w zy`xD0PPiE?SUkx8hH){zxH`YMzVK9_M$*z=UAs#+(8RtnNJ57_akvR^*j`jzFi4pF zl30T_FK2@~g|)kwabka3q=$2#%1mmTv#uN{);xCKP?`+5?hSJWK@!1W0Yokld;j+B z#o5`j)04mc`j_v%{SGx!dk!@$Yb;fgmY$xFhRRSOxhn&bou)$s*iY`}oPz4O{&Yi# zWP8A@fzqXfjFAA6m!+2iKtgZ`5KQP3O=-RV+;)0A9&b;XXZ@5Rl19r$5SmKP6P&g7 zWrp@sX2bmLqt^TAsu|J*LJp|&zX}i}LI8|p-vRA82*}+h$%jhrkfyqba}!06ZL$eO zv!jE22}UJ(($W&U1-F2b09go4%1X!W z6$v9jj*B8|e||dubXSZ)!VKi($0*p~m3givBAPRQ4v+Fbhogfy`-t)0)fQ@7*Vobl z?(=^H$+j;T$v6s)2GQMkoad!{_%$x>Tu$0-+69!Mz%^4Is0Fs?p-O_pHLI?NhvdM1 zJGuQ0Km_#k(+%#f87-%qmM+rc(p2ITf1jYXk+}M~X(WAVn@etX+e+?rU;b?Qg%)W7 zNN(YAQs=_v1kpHsAxJZMH3@$BSdm)+{P6RSKmPpVKmF7HR}=+=HU>Hj+<1BrTIBA@ zCj$I*K*UhYO58{?BCmEa#-b<(l1kwH66UT{Dy6#K(#z5-0MS5j;7Z4`7?ZRRHVP!R z5L&x5q{fWoee#b*3l>7Gg;52-MBv`>kTGMF0Jz}pB1jQ5@!l_h5(GKC?Yv|T2{Iza z2*4BEJ(z*!p2}38xOpdYH(C8c+3IcmtmjAH)a zCEe7dvP6ZGBIKLJCDi-*G>IV@QtC(2ytB%s9xMCKzKPfk%514rgrWp3olhywCSoq% zW)7e=JAU=o8a$3+oFMTjxbWDkDElD6|Sl4=XHNMk5GU0htfef#e6 z^6KS_m$?$)fBRqm_xJDK?$>^dS{Onuegbs?aLPm4%;^MMsp%vGgAF3P4jO<_2-(N5 zQ6$)&%t(R+vmWIXNT)+`dFd`eE>9I8dslp~A=&*c#&B>@#r~UbiZoL061c(2#wScE z4yRKNK%;|rba;GvdUA4la!{S12D2!Gx9#PVLkbx)kq*j}xAoJcXsxH1DoS|*XtWRm zX%0bdBm@BxND3^<@;1lXuCFdHE{bs}iB6CYA1Q3LQv(5kVg}YI<;K835dw$W=674| z7G9QKNRArO(c96qq*gR%nj2@a?gR@`l%NKZgB~NPVl=88Qp`Xun|{k0rHPKTNSZ-# z2@uRgj>kpT{`v6X!|la|iZO!GXabU46$9&GXi{{`gHaU#$geR55)$s`MJ~j1ZGE@C z%gQZQPqjerCb1_6i7?iy^8$t!Y06$(*PqhS+(1Bo&?wkhN z0PG$?Xy8I&y9Sx*ga+z!?@>wk0^lQG5+H$z22gT283=y1N;=6WEyiZS0`A7e@4vtO z?YG~4{q--u{`IeKe*Me)_irJ<0qbm9_6LFxrpN%FYycW%RY~n;)-@Ab=1{xII2wfz zig8htB|3taO)il1+qQMn=iYa-33v zgT|O$o6$&QDoZcRX=b*P93Ww3arf@syMOwpe|q=!Z7LHz!NS6$#aZ`|+n$IiFiDUb zWYb#f3HL2B+G?@3#>FcP@iW$Xt|6c_X(0s`l z0I$%bhXVxCMk7y&WrC4rF6Elm9MR1cz?J$Z#F1r?NSEZ-pERwqq?)}%0hern?2Eo@H$vSZ~0Sabl3)Csnj8$uw z^UL#3XCH5`Z{$KGX%N(vDc0aEGf9gv)**nVbb+8C2_)w?sRD@&lRfC*;+7hO5r6@* zx*6F)2=VqN%l};7++7!*qD7-=E?Eee4^3!^Yfiwobw>8I=P5wkbsJjMHbGEh zy@d6&c4~^II}!CDE4Gg@0Y0It8fTIn<*E~dU7?er#kJyYE582_l9m=EZcUHK=+Wg)M!UPYJNxwMJg1oz1p*Na znx;N!et$)>$F=lcn~13EZgbX6B>_~|L=og{O4vdvfDxQ=@wiErJX@m)s*~Ri^9G=< z0KU7v&NIPnnLHXZm~V)|)fp*sp;Vzk#Ds-EOP{@y6;}=iu`ZH&$_v_Bx-vjM=<7=W zH0Q{C{uV0kPX9-nj{N4bkx%$gA~%?sB=a+cLLkLtL=6xuswf`-Y7tP?^4OAF>OEj6>4ghmumtXZ%Gm&Tk|yGet?W z(Wn~E{5}VAKjd?qt7}0p0}K)*x(oM_5D6S40a!vN7_-k^$^RTzEx=-!?3r!Z+C)Mi zbiW-HCSMc$oU&N~W>!^P97KoT++N>aUzg+3Xsw>os)deg-sOB?X%vNZc(@#0v!RK; zig8;=V)wAI)n4p;FYMLDW!kSIU;!FB+TdFVa&RocRBX-{+9Nodj| zv&K_{SAYRwz>n8mBoC^d_oJd#z$8pi-`<7Gg$8n37f~knY#G4;8&;gx;l;Qpl|XiP zDcWFK;ijJoJIkg|&gPw@Xa>UC90E-S38YzN0Z{F7i3IC!w~A9zf`kT5PnRXR*DrwK zB3$OQ?6OQ(7nem@y0FXE5SFQr-_7Ry2p_5!CV^lE$AA#>_Q9OA(FJIht!+VvVUbW2 zC1@c=wCF);uX^`-SCnH<34{caA%tjANf(zFZ{NTD^x;EsdkYC>)+!Lomn`M%srr}Q z*$9AHs7f7-XRO>$m@U@#^K9AAfxF(@+2U&;L^172TZzpmj%)TPq*uT0h;& zu#62rmar0EgP%nK77kYL%?-J+uJH;q#G2N-iNKxPu^vZp$ZEQtDLE zVRAiv`&^ED3=?G{Cj>Lb5D0?^(8#u1E=(@Rv`T)OuH(8qKUYyA1|wH^qng_e z$on{pfP+K`p%MT(Jgj6_%|Hquxz0>VNK=o^p~W8ie9Ze7Ah}8MWQ_SlrYZoq8=qff z-MgDId5ji<36QjIRC6VILe7Zyq9#ci{(Nw0(v+_*9iGE5IJ2#7Slb@ME&0`7kpN{T z2i2ZDNe)1U!4L>DhB%_x<<)gwLUI$C)05LTKfZbW>NRNqjHK=B{pPByCS}UXvcFXp zrIJr`wMl{!1|)_MVyyRfMK>%t;9v<9jlnFmjwxZ5jRQ;0g&2cb+oCK33GR^k+PZ7z z9bpE5bV(2aBg{BGk5uOblGd1Y{6+@SC?ky^1jt~tY&9VS3&spUvi{m^WR>(u%oehf zcXX1oAdW+fAO}4d(fvlOC~Jzs-3gcx{@Q0{{s%Ty9T6 z(0aLfTS4TE0fIDF1>8Vk=deSMb#Cjo2NvY=43sUwlgpC^tw)ep&y2xBQ4}9Oe0u-x zqhLS(@|QPne$D4Lc(^c-!XlzXVJI{|t{KlZnbRp|KqCz#hJ!I$jMGFAfZjeG1MQUv zCqg9VGs=;r$7L+1U5oYsy^Fp&b(FdgoP zJPJMFdu*WtzMhnOLg{o5E4L;+pVczJvq@pC}qdsV{Rhz{?iZN{qWPz zRVna){^x(Z{r%3};Q;qf^|ozu>1s22Nybr~5`HFn`X>PGB4nTPg9`XrEGM;FaT{qGl{wsVib%3;65_ft>G8Oo!m^No^5wS<+=d!ccJXk17CnN;DJT@(Q^i12G^m#>N*! zgAJE(Y{p8`$qa((uY*;%JIOhLHL~9m*_*qZdU@-f+9C}Q;_{o%g`x`H6s3ENG@9u7 z>+8#_k00J&oSmg{0TPqUL)`x>3L+O{LVDr^tS8OggvHPt{~sMT8lYsip!ES+Kg~v{ z1#k`jSF1H(v`n*2OXbu-e@R$Ci}L(7SiS`T$z2ewZUI|u5DkR;j0B`UHyNJLoD7Id@+3$ClY3EC*=g=R za3PZ*03_>#q|repgdk8fabWMCQ)$}HW=&`}V?9@d&rFg|Xqj)~KoI*1 z0j?YhZGV;F+C!p8F55I=&$E|&`bKTe!&+*hs%>?w(;ZT;i<3BSI~m5^Dp|GZ*v&Ff zmPOOW7H}yWwt}Xth}6p6lM^&!QQqY?z;A#5P0}yF{v~sAa@20<_6q?HBtg0_sP_dWFB=eP6u)ACU zaDI7vd)GvwLI|^i!P>NCk67CaY;wIlHVN)LP{4<6A2nSJ67F=l}Je|M~IL*^B2d{@Z{5@85s_eFy={ zIEG;JQm?WsZ}0BLMd@V;i5W9vW?BZT0XLkitm*PL{gMO4L)3bDqyZ8HcSw{7zaKU& zT0aW|Yd~zyrt3;8jFAz|HAL`m_C!ZZbP%a2ljOZI{cjk2m zt&CLvOM>L;O>9rDN|lv9I;0sIXn?KIk!c!PxF<7$yv?nDbJFI=54oq6++mh&?r2ZL z=P!uRME@uI+>QQE*m%Du0gFaGdZMScVn>2oi1|`L+YFVr%m#`VC0ThD8Y!(cpWteHl zyx&?qPE1rc{YIS}81#=i01za~;nB}ye z)6>&u&z|L}FpMJkgwtPD_(Dfy)le zpW$rt1@*TF;Ho`Z@^W6RB z&71$@+3BaVPu&zmvEOnIK55{)5$6y`weVudOeE(7RZxTtTft0|E7N{Qy-mJ?7N>lt zA;b`jW*{I@P^RsyIY@aE!B}Hvy$eo?5Bd`h$x#^qa;>wd%{y(AlmJkI8AqWhOs@>& z%+y1oCp3N4?8L3MwOPf$ErBG}IcbUQHIiV)0jTH7MI-AvkibBg$sj^)`R|YjWl<#x zdYM+;&g8TVKxLWAB*6$v$**tk&M*Ie_TGcNZ6tXbuj&~lTNwxqe3ZmF)VIQjppsJj6jR*+?L+qxr za=4IOb@DnTPYyLBLGBJ=Oc-!uEHV<9N#4w(4zf>c0Y(xWxIJAY%>UtDaw{8WW$a(PdiC<<>+0kTn4RAeyz&+>46(GB=>KGtWjRm&7h9|;&BywJ zmt6cogq9s*N`hQI(bovE$mg*!ge-uYDL}b%8ej;~%&yw{Pl^;5e&emy`ZFMah-eJ(Li+6Beam>@8uDz;L?X~1Ky3VG1a!Eo}SFiW?A3c7O9TWfX z@yFl%>CYej=6ARMNhAq_v**vA@9o|D+u#5F>uH8xmoYJSimtfi#Fl8Vn5M-akPpIY^6kGvxyUGtXWI z8fk!O#Ft%4UMIQCXsuf4bVA^;Ym8dV8vp==7G{RgVP-K#7koZdmr{~TBdjg%4UIk} zNj`;YK{ryXwMn1s+m{Gojw;pr2m6noJo)LTpPoK?Qk|T@XdxJ_*Fn{e@eP2@V$on$ z{ttmXi41c;N(uP92hV5AwR-*C(zTyV)OWPt4R z2}kfHm@B=w!xM)mNC@cKaY_<}Fmq!VBabF&FpBbyPHtVN2_Gz@y&z+s%!Ck{{&+6R z-S~)kVXOWrcSn-WJ7Y8oX@i)d5y>gb5F^$EnHm3&9zXu!hkreM^zi8L5N1})x$NvT z9NBcR83at4jX^(^AP`OYKVx?{e<@;|rkW%#eXIHj05@9)1%R|7HcCVWX8+$TnVQol z$=mFggCqc2#k+n7A79IT{RKW^EpW3YjQ;ewUQn?S^j7uU1sx2HNou1oE_A~bJ%Ruv z5W)$;oz=n4%nG>`kqE>DytoFC+)M|6Kvy3S6PP;yRVlrC`Rc(> zKmOqlzx&{5l816FS; zi#&&r(Qe{n8{7$O#TC`%Ub|pMOrW6;LrAvWmH<+nB#kUQM^Y}I1iYHSmE7IT$Va5oY+ z;b6?p)-KJqWKU_Hd2Uw;j#~MXq=~n*QidnMH63!n24y#jyzsA?nNm7$gyjt^u112^ zQBx6V%&dzb*arteQB1By0*2gjgeSG0C4E#l!{$Er29J zBSu6$Y1M&~v@yFBJC<;q384a=P5_4x5J+&85)_20P7as_^q~22A;ATL76fD+n+gzQ zW^lqQuoY(E$N@9ynoqE}fI1bBWT#*I|eC9XOp;l;GcB>+Yi4GSse z>z2<<4h|2Kr=pA?C9M2N{wJ7|PK zQl7@sm(PFv>Bp=!{rf-s@vAStdjI|Rk)gqiy$#?M1x#DWA$NF^%QI4viz3ECcRs1A zPft(s1=J|K;&~yno7S0w$&tK)1hs36w0iy7BHyqRcXB0PWgG!zBP|3P1-d$1qzRVn zIwZ_iuGE|j^6fnQ5RAl>d?cu^hB{C?grF|-lORc#96tMWf#_7cHNj||D#_*2Sig<) zWooJnnc-=sxtx+qGFU+12t0!hC^o(&I}w~OVOn9;4$&NNXuhP#0SXXSt;C}>0#kzE zGIFOZo6tYgZYG_!Bn4n#pIm8iK%zhvA(n9mz;Jm_y7~nz>dF#Pt>kqr8O-d0C>NIn0|dGFGZy6Umv$D8tWGZpWGu?vJ9qZ>_Ok3|Fk5`P2(b;& z2ZmsznKcBUqV%Mk0KDEmI6XZjNekE-(|r)P=-#+3Ah}*4+c%gzF$UBhwnh}lam;KmO>`&p*qHJ2G6irG2Mm_)BT3wn)K~YnH>< zO{MN;7CQQOAUI^}JOzq$Ldal@anfSg3^Nl2lQ`!;QtC`w+}_G75S^z^P@R&6kS9d& z#>y)0Ub_SutW_l;!3nk%BC&-;pFk3T>5U+1W;Da-XmxVylvLGKMoLL8wF}E=qCg}e zRi~$Nzp(yd`{)qTIQLvhg3}ss`h}d^?hamOYPWU*A&`>J5`+e{rR6n<5|!l1ArXY& zb4%|QAO%2r>!ZBYOoyaNfIwqemV0+I{bx6)0U-vGM)JHLMl-m)8IYh3wn}1Qn3$0T zv$Lw&e{*oWf8+_#ipaq0lA_6h3%&#mpe_so^m)4_Zzaz{^U*!i0JLV%OM<+y&qXQ% z);V?aUx)yxE|+(2$7s@fD>@FOUz(E`$2p>E)1~%bPLnV0wR@6+KoL%u(BZw29Kg++ zv(TTj_qeX>+zIgD!Gn)J{^NV^eUP<)e*gR59q#YXZm4ng&24CzAtgYq-Z?oV{I(c) zQY65|@*W8(p&Nh<+67Ah1_=<{AqjMF{!5KUhG52Xa>(HA90WrMEen28{gxbvA=-b5 zQ<|yYNPrxG#MxcrP(9%jno09ZL$FCc7H+aiCy+*(2ocoHY__TPlWfIwRtqhR*IQai zuHBMOXr2ksj75_nPbE0*#>%XMyWD+=>>sg!1Tevi-05Ji$VUbLCf( zfNp<8qRt$7&cU62(faSm_>g?R#@bHJ9e#~%BpMCP_mtTFA z*Y~z-Sz9iWZBRp*1vi3A5+J3?wHs#55Y)YxT6Eg(}VNNPBVz4&BWjdhXe;S z0_m6&%oUWNw)}}U zm@la5;E=er9H2WER~EH0 zY6t|Ote^1x_uoH#`sDuo_rCe|yUYcGwRI`obYdm%t_msDIlRbR&$E+kXM8rPzdA;T zk%1(Qv<~&pp@CBX12{i$ufgOKW|X^25+wNe(nui$L3LH*2EaD>lXM!kM)F zrFLNTET5lagNLm?Ps62?aewzE@|Ma;5EZ{F-59_&|D zZAKFA>B^e|Z+|P}J8XK}A})iLy+Vc&A?Z3-KwRcIrmIQ-QGnL{mD~NKB*(tOh)ZIH%uCu$3!2;5vv6PujON>(p z6vQF51toc#5g9`fW-=V$+&jUAuz1ijxDlApbY0eoenampK@#l#2qS3(*^mCUT1@5| zPiqJ?LKB1#ND>sZ@|tZO5;P-0oi;em|JBJM2yl2F1{-aSEn>_P@wt_VX7jr<(DKWU zEF_@WDp4o7OP(Q#WSDnpb5vf|SzT9ko!sXu21w0j+d}QM%xDB5IVAM4$hFY?^uyKZ zC)7Y2SeW^L-N`vXS?t6ZK?6(<0Y*U3z%M>IUxZo4xKoxOk8=BO*8e#?N-2d9Hh!4K z2O;7jxK7-qMOQ)&u+ozJ734*{t`9)p(3jW@5(krBVxR5SZ5xubNhnNG3w&p++*Jig zw?7|fF`knj1-J`L5-3_qRqcf%%sw`CeuBKkGdsb3(Sd~|AQwU)WhW=cPo6yf=aTgBPN)K;~I1? zk>=~0#L0lmC!@P|62jamNu4E;>XhLw z@36s$(GX+IL~$cg`+`!F2CMxqo_3J5Fm+jxfzd36Fp^y$poNy}sI4nG35?Gjk|-^I-#Te6+eC5ma=4axk2|1&Q-9)D0ZDMU5@;Zkr8?Eq z=0ytzc53&M0FtXNi|I+Nt5CyhsbF8Q3DRA<#$#`FZBuIr*GMkqgDsAYDt4uudT$z^j9~~X1lrV)x zU?g)gL?Xr*Vx-XslEy$|190RP?GVGA+#k~}O)k+BGNcQ)oivc(5<7lDi~qFL)iDu3 zE{|m-ZArt1A!Oap?EkxaCkue?hN1vw8;CCLFIs)@#%oLNNC=bpgrdv|@BYDl-Vxjr zTRtAIxu)^bI>%MT-n4BY5v}_xr2&Gck(nC2=+(|GgcR{A(f{VZZ__<+d)ht*q%|y> z)qYv|>nH)juN=bGpo^Wiiwn3UC3sSu5@|t!grKFi+9bD?CUH)#AtjMaNv~e-KYaM` zJeQ=d>gffhM*8Sq@OwbxLU- zj?b-;wz%Y7u$0mSK0zCZLK-aa71T=x>Ws7IgF}G9jAkJidnytdl!9X9Zr+W{onT=} z8Da?Z-4ZEKLfalr`D742p9MicTD&@|9}}*1K5lTiCzp$WPat>P2ndUz8No<&3<^5; z!-#=VSJm;!ac( zIrIQ>b&J02mE$@eRNG>g5wR$;GQ{3)e$ns5SdavyD+WeVzjA%$%}bIQi!wJP-w75@ zP7n6qyv_*#fS5sYdHq}0-l7C7tRcGY&bz9+TO5M%FU-IjqE(aZ{m3iLe&riW5pM^3 zSJZ|NW4ii6{6%$A5ad-;5^P={9>3lG2K%-b7goWiIuTyiUZ+$id4eZRv1oy~^?rth zz*c~m!|TV7pFVu}*b~0^?2E6z`DXX-E^ZX=N|mb;L;zJ)y?XWL>C@*q2{=A#{u~}2 z9%M$)@$uQ|nY)kHLo#K1yZbyrN_ohop?bCib=^VSQ_g@=N-lRLhXj$Dzsv>_#_nVW zQvur9DQT?gTGG;@%CH8Z1kBis5NsCpSjs z2SOi)!C@?$Oy+Lm|5cVoLfu(y?(chzW8qkqrMvI%zj^iQW$t?+5sS&m&){_`jV>5M|6sS19oiuJ9h{JodtG}~d6hiLC2$PtgaAn-Ir|<(j3I`6 zaR1=pqbvuM*ZMzw_uZ$TeI8?M{{jJydBY_@&`d~M0IIW;6M!d~sPydF>o>38Ot8P7 z4}qH;pgODSRJ&Xfe5iD^vk8R`xdKv4xYl5Pw=@I;3^U)W1Oi4$@F|j91PEx{^`$wD zs49#PsZDsMB&a|$_Ei%*#t5?&S%gHnNw#qdUy^Ef%ZS0|?isGlBv`K~$>6H%I-iRv z)pSyA+o;VjPDIXNjXrx>gb>De*cX&iWem4-Nr@0+cK&+r{{4KKQS3w#uBpt9Z|I#R;To7cUnN60J~?^y;?=8H zuk$&uk;P2)mDiM5UJJT;aglfMW?TaiHvlevqjqrY)M+&&^;%}cw&h;^KK$E{@n2EH z)!<1Y0Jq=`5|khS3PJV0a}fjq4%|B-i6lruMj8Xm9D4rZ#m^6azW3g}Pd@qNPk;LJ zv&T=LKYxZPw1E8qf z#7K54i)7!0b3QS#^VbPpN$5ck)PS%IO<-mrh919pBw^5$QWO4HXQ_e9eeU}Wax|mL zXyHy7NlF^0@3DmA42}uerHxOhmj^ox}r}Nf8f|8Lbd9J5Fe)RaGk3Rb3 z075~C2t_arS@Pt}khmy{%s!GtaER?0<44zVPm8~u;ObUCEqq}&K3fK%RsvLl5mtui^bi8Y zg-yS`8UuCU5d=*XB)L*@0)kTWt>z$!v0$VzxNFu6!I63m*>%LG83T!%b%C{Dm$#KkAsWVA?#Pes}EnJd43T1`OBYmHIjHARU?_^l88gHP z0)j>(MNMEN0XZO14Qy(C3hS?LL(@TnrgY~5qoYkRjq^em`F z4527v20=j*=pZ1@mrRod^c)2Pb#(}^08)fp(l!cKvgTy<&R#?QznhzG ziz0>)Iv0`v2h;KEdsh=cu&`5>(ZbQm$?I3IvLv+RF&1Xjwc`+8ph0l_D)H)0S%JbY z9t1eD*du$r^zj$rYfEZz-h`Gu1k`N^VSg#QK)m_eE-Znh)Y0+bk3atO-h21H{`#x${`B3?KmYu{{*V82W_gUtTw7|&M<6wa0FNI( z{>MN5aqr%}J9%3QMOijAAq(acOq+DgjO0MnXEU3Gyn(nO$QycbRi%tNWe6@gkVaM@ zAekN6@*U7Ty5X(uuHVOMhwa|mI{(IN}xHZKG{;EtiOxTWUxqbJ_|{si1*D` zD}i*$<#7T`A&u#>B(hFvN`-<8F5S>3WoB}D@>TgLgTbsrh2b`~C~YHb530SzraQCXNX=bb#EFz$w(UyD$2jKu^+gylg2F<+%l!?U8p5+L;ynp}xAO84< z|NO82eER4~Rs|JwvulFUWRUy8!NK?6f1e9e`CvMRXu)WdGM9`QUFf3TAYup@+0O9TVo@s<;9uhPQge7;WmODm= z;DXPIFOWRBAa|F9Q6M=$5Nx|scAA_p-iZE*86bH|$s0g7DPmUDepc6l_Y*eIVDq+B z6S$JJuQeIG>Qz2B07F^q+}+*H2LO%cW+;fTt$QiK?8-FeU>3_F#G;0?((X{`D zFiQX=|7G%ny?3H%i&R@}t^i}eJH+cU0(r9$v--V(5VZZ+SD1lXzRXB^`==oYO4`H} zf#h%r0HOX|=2IL)KujGoFF~_&bFV}G6D=gTks{f@-D-c_{1Qnbz>Cg-gwpBh$@AyW zA3b`MX*QpI_StuT{_e%|=lgHo%kQUR{DVy8XkuXa0zEcwrdcAdmE1Exc>$ zyOeb3BHT!1M}Rby)!*CA3BcZ7KHw|LXpta9@H%B2Ny}(AZ|9J@3((B_JmylvPB7a) zJk0Vx2mAZ(X==ZX>q4YJ3<+Lpl?L|vRvqBtHP(jAc&)g^{FU}0lU$wv-2PIu`o<7k z7HUfy-pWgevd~8POz#FbxY%tcj0dhcYYkk?CeN=x$5M)zHSl?=YYRn9FQSVEgGes@ zJtUV>=r-@f7eymsRc^O^o;879eDJ}C-+cSs&p-YA|NdY9x4Un?cnDbT@yE3;wZVLX zJiVL)G;IJAgb8AU8ULru>Vu*Q=fiwu< zh%3BMSCuCZF>-!$Ij$a;Ai*=_l9S!HZMhuEywY~^DmU3<#Znb0OUr-VLqW z^*pw7C&?rkMAFR47>)4cZ319Qj*;4Alw%;-9KiqzATQgt1uSm>pl}gn*P^if!m-+yHSB%hX8y96z`d?( zl2)08!YmL3tXsL#rf<@6PB42k8wT^_r>CdSU%q_y{Q3LueelUgpM3N6SC1b&eEISv zx(aX{M5u~fo|d{0j5JDeZ)TVkL31bWy}S3Cqkz0WG{_v$q9~%7g%;%Ir*#V*7@i@; zotS^+$N5($z<0|8xT3*D!N z)2`%INk~ebVMeo}C}Xhh=H2`Lx*+-1MMOe!O%J}NNw2#T+LrAQ3`iI2g-VS82bI|JhIO zF*ahz03;1aP8PWC-YRSpBnWV|h_-$;;)oUX0jvrZDl?0L4D1UoY@njhFIR9?u5Lzm07_ z^dOsWc}hdAJG!(H(*?LYKnR)|1Lp$@0J#;oAsyuXp_rl!R!Bx#8ygj^gZ*|uAO?$* z2xEk`tY5}9gOPI0w8quBdmOUNxhxRfDf123i)9Hjq=fN7&|oAWP$Z2e%H>z4vfJVZ zB`-hQb|EE~JWLK@%-Gqx33O>u9M-L04hi5C?p{}QN-4Gx(tr=AgKhfc?k9~cMCI+Q zlsHmTG}N|KbWoKuSi8-bD1ls`I@u*E+LV$5MnWLm)qYzeEs^>@xc+vvMfn%9^C6K zV!InakOaGiCji^AfYteca7EbKIo$Pj6Y_Q`mPXt#G5+qL8qTJTueh87GyKobbOLdYY zm^(bVQi3}KN#KZD6=aA(#93WS8vn$!^<f4RUg3!eGJ7 zm=d6|6zIv;{>TVQs_Qz{^|?T-Yfi);UJ!zUQc8e=+5B0B4Sbd^z}1Qxr>eo3r?ceA zJwYQql#(u-vU;kUnYbgvaefj`(kxhj5g?>xN4(xYLelU@X=W^AkyH9Rld4LLk;WzY zD!2UpP5*CEr`-PgI{SZ}o}Et0|3$X}U~>mx4s@x7b8w5y8Da*xyS}qw=IP9r3MYq%3{2vp1e4*Rm)3~lKSNJEq7gW zYuVZAhT`rI23;O-5E+u!RjMteAP-UmKybsh2}w)Oa7YMqu>W}^9Uq@$+uesB{^sj% zzWMW?{*(^{vJC&p@$tGjfV53bUt4Z~`s~^BfBfU0`5YjGkmM5rKr22dScqmJm=QpT z7P!$hBpR?~JDi8Fp%uMl;m4u5WjpA76_VIY*4rh09niu2MN@;%u>0hs_AHM_GUUFr3~n}>}r*l$1l@WVg< z`Oo4N{=5uEs7lrrHhnBi?Ik6LkLBPlZF5g4wjYy z^4f1A(ekb9lvxIKN;e{TPqR?OB7{5w3D89e5(p9;l=*W(X~?a>E*>H&5k?W**4ebpU)6<*ue+o<*PR#{^Xu>K$sLf9G@Exp^aNzK)q2r@G(rF( zZKvtNDZRZiW+q6|fIMItDM=t`G!if}*epSAL;rD6pCyoGLtL@CPLRL=0~};a{t?=K zI~sUSca#<{Fa&7jZsSDz==qBEQfpOe7-D&6?|#O6?_~?HW>IATpb5-u{2-4YEfnPr zh{MB!S1)t>?+J+z0!c}W3^#3k&2zrJH-OX)Y3B>SMo3ysDB@@d0Iw7N@!EHa0N)a3 za~^_Ry-Psq_k~MZYQ9RXE+%Nbc$u4D)n5g)M7NdfXNYYVhvao#hhVWb3u1SbA;=3s z7`HS>>wZtnUEXtX_sP>|AO8IC-rc)jfAjT&hmW#2(Ce2k*OE>lptmPrx*%iCs~nyY z5VCG*o>(k);-vhzljY)e3kEYr10o?opcp{JxK<9J)h}oAruOgdM&8KdL?GG(^F0!T z0BN*-CIaA$b3#~Av`xV3kw-`9|83yzwNg@&qS}ZQR0HseA{ZokU^l%d+PYdjYXm7TW@8&QHnUZxvfJ_$$o%05Gw^5-O)hTJ%@M)U1~ib2of|=m$$mI zDuihx07L)D(O4N(a?iA%pB_B;@V6g)`q`&{|M!1;`s~U7`ak`z)!8W|iZDuA*MM2q zP)T1a$2dMd{OPA3LlNRmEO&N7QPl3KPVSW}-K`xUWn@XihRy&f!;=Loi{gZogpt5S z*~?VdwdC!~JQ5kH$EMIE=!_S7(nJggl8X}P)53R>5|N0~Xb$zsc5{IdvqkSEUUjn; zKuKu=l2DQ-KsP2vz>u+1mN7(@>&fG1KYjl%Nzi4FBiDNpd1WiM<(uW<;rDqYJ+~$vCd6(>(t=If#y7DrgzRwP0jXG(_h(s@mrG>+&p zdBKvxLV!VX>85P$IS=ar0wiHHP;x;K*O8jNVo6UR&sTMlG?424Yhyz2I@Rv3wsjH+ zltJS<14tq{F{kJlmVpNLYTCl)=;xYp_mq<7;Vw-EG`<3fnE{&JlJ=RKaaSymgg}Do zhe}RJi_5Ck@CUi>gw<+`h3xuu_ip3lHt(;MKn|_$!d|2+cS$NI{Ukf(j@z6OyynZc-638{4qqRePzv41tfTlwSZ{Gay&ws`kl+x+Rrza=BNmVTXq6A0= z2r9}L%Mh4{T}|a=GK!+e^4K939cMHS8DTj9f@)t_p9U6iP;DQN$eVe1&4MS@slxa$ zKdpm|zh7BVEw(hqWcU1;|N%FJeOF3m!)5ZlVS zKme2|=lo;H9S|T}S5ToNFM2(+E^RU9WoWG$l#j!F{Xt0o{| zh2Rgto(-8C(f~4<1NGAgUFb#=fc^v|&q!5Dp`NIM(ntggq_ro;1D`xfAQ$)&bzQ%F z`QrQUzt1_qA3yrzzyJHc=g#2&`~UbqtJ6~?AY5fCT>nsY?YD#ms+$8Cl~P@&+F(Vo z6BuTVp+qg;O?P%wN?@R^M2HYWEK9kco}392h-f`MB@I?TFcCnK;1r_8P}0Ke z0+8TMl#2vUp3$MRwO=`g;5sC@Bsk>qjM_!X$SctxrG*w7!L(?)6VQd+y-qHP$e=NV zSO5X2aTAbK%WF?b4nfuok`TZlZivvs)Csr#ng z6r_=qTzdP9(}|Ytss-Z}!WNu3yB9lUN$}17VeUOUIXW_Orzp%QIWVjNqlQ?+#Mw>d zm0PX`F*}p+3xGEFW{Lo>9yoG6382lvOLsW5(B?e=k~%K5T2G)uJ?VO)1w}w2&s!9v z73!iKmF*+Gwe~JyRB-V;LQA-@@{|%RrMjxkLLfZ?MgzN|q6D|tjAhGeHtyc;pgKD{ zdHC?*2OoTJ|GoR4fBwaP{?~uKeE#CWk3YIQTri>oQX9*qb)a?h=m|oS9Jy2M#~*$I zOwQP}r|vLVk_+xsa)%s70gQ+-<zj<*Ow0>zITleZWnow_eg|bQ-=z(AVM~s5*K1iklT!nx_P=5Di|rf^-2)hP8-`?P)Cwa zAg5##aN+G9JR>D$un_L#n0oJS2%&Wkj4=e4)NNj#-xE2sNa-PYA#7yd&PTJM74e)d zv)+{ih-6m%e{X`!0NRUQa$!nq`tj5gK=w7>*lT`d6=Cy{_x3 zY$T>i0ByyAo9pmgnpr_4wUbriHEnSJ-Y7o`}7bI}bB|hgL&*gPW zRh_?(1W?ztyN3`kB-k^{EsBN=HP1l0&mzgoy{Xs?s#|{`0qH_}{_txt2zoRs}hd`sYO}-0Km7#Td)7kn8oqK{k6i*gp_h z-q{I7nAiTvF}#R%X`syOkr9L`bg>VPx0ZDzX^k|1ys=NfxAp*V?p|_plMI2tV$=j$iXmzg1`}% z0gCga$G{Lk13-e;GX+}z|E1Q^iITe@5RyC8t&oof!bl2~Cr^+d>B2d$fuktI!UCh& zz+~U$JDDbM$fen#&;%ibk$V6_S;iQZC&y;o*=eq-CjlZk z0;zmlIU!zlt9}{K(i$3u#MYaD32+$x(zcarB@KEqv<1=($A5UoXdvD^9TdAH&V`pn z^5jB2=>o1(GSI-l)$Uu8)^=Xxm2R|DOM#@BRaN!)@sof2^Pkx&=JU@!`?tUU?fK)! z4}N|C7px6c#|7E@bOCb7)0@{XzyHCLlxkH?QSc1%qA?5D2{P2lGo)Q`*BN4900;rR zygQyOi{j2sxl@+=ZTK}94CFF7W`bNs{sDW<0GEM~5u^Ymch;5UBn?Qd-|LtxL&+P;U|r{ow5}^p zf&@s=*smo)8iQ@W*KMKqOknGf=>`(*;wVazcbG^d#}9vuY&{toFpz;VN}aY@wciqQ zN(6L)L#x@JE;Vs;wA!SG7~|evWBzsb?!COKkv6aWFQW;lr}ci#2x=8oQi8-u8+Re; z*ZTOC8qt}dDtu;V6WO7f*Q|(SqbTc;)Gy(*; zEeB<4$;BYq`CpS{832wBkAD2ukN5ZPfBUEJ{`BWRJ%9e}_~az_1I${=4Wu{<|GU=) z$L`!E$o=5p;L+npdFO~l%;Qd(mF{-)cP><3*PcKX7U~e`MuPVCC8sQlyZ7#wJ9{pk zx53-u-_sVk)*WRH6C9GE-bFf;Q+NlVF3qsokB!k5er)b@*#sgc2>|nOLdnbknz-Yk&X|4qJ z9u0wTvU5P7x0Vg(B>2^;fLiv02(^8vX0h1GjS9K=Ke2F*W|Y>FAMf$4`!VY}sX`wD z+zc^>lspU2(HexI>_41h>V^o*cAoS8|d! zOA?7!YXDdSyry&kmtA?6w$z%+=@)f>T-Nlf%YL1j@oR?wZ7*}y0DB0gC&)?35KNK_ zlqjPS0owo}LTkoDG`c)DWaVan4?cYVqmMuOkN^Cy=g(gr9vq&Xp3eO$37oUAIl`?F zh%Q8efTKREa+ksb3na}#F_GaDEG4hfS?!gKAr!%al+1%ghG3v!HH;Qxtm`^grzC-d zk#Y#I1y<+A`GC4NsjEgLf`JSHX6IL(T;ka|C?vS#E~(??%zmA3uu}-0TLB9$fRIT5 zL`ch8p#acq{o32&X`OXCPAphxL(GoeJfZm`q-)8ekyn!foZomh5ZY`=(mX!m0R2k+ zDBeN?KqHoqgccMDTA2KqpnL1bB#oG{EX%B`8FqGXxDPHAi&uYs2VBtNXY)nFbWwsR z2=35Tr>J@I9%9&SwEwgJ@7}NmZ|pCQriO~kN}}yKwVRpN@bAj^vU#agB`oP!j!l<(SAH10R94=nEv;U zci4d7Gae+l>bgcnkff0of=LvO*ct?0Y;)vt@hGEB6?L*HUKmGXA+z|Zi z@sl5Z_yN-V8~|)zed*G-yGyy*5WN-|Ba(7S^!d|ga>?OR?W*cV!{?+rsZ#AA&0H$$ zvM9q2%F>EJ0$lZU2s*8+)9R$jd1esjgai&_)+}```9cVsT{Ft%srKa34Y2K8N$%85 zzQR7QplCjpYmrLJT5kHQ!J;%F`%jr*V6f1tFiGSR^)r&A9EH&=#v&t=q|34hX2t-T zNCUUH$7_v+(+Q2hUKXI`)D}s}lTVORs_Qz&IC2|63?bLlEd~U_T0?i~lFP^5XVU5q zx_RhfWIhqSe}C`Z{rg!3Xj=Xsff{}}O^{@aAr?`>@$qq1|9^9MkdSuEJNd~b;Vuc} zu-391xP~~)?0No;{Fe1&uAevB5N8q*LqOo_>_s;%!zwLd2laMDZT1TU>GF?6;dX-k z`=whoE%~(iUngVoklX_e5UH(^YXzbQt~mX5DT;t{OV-a1e*WP7_rLn;t8c#jCffq! zl;B{0f62L|E-3X3Pa_lH0y#I$tE%ex%NGea^ZKl6aCUZfTAjHBQbhjgPGf?z7jS(auI2!Pgiid~<8+J@|Un@c=H2#xt~ zEb2OC>#r9tUu5-$Smd*mofyqsDLGg46~6uaQ(Pz5C&(4=sxJMjByYz5x4*23TVe{0 z4`Berp^rqkZ05YJY}?#`vQ?*h zKq^a)oAa){IlTPdUw%2+dv~34QgXILNz5cLed;wp&2T^vBuEa1lC2U=!jwJ& z#7uXeP^YRaok(V73Kq;%$RWt>@WS5YZg`-(BlnNmDFQH~hH%M%96~QG-MW4~PXk|g z@~J1E{n4`@e)!>AZ@eLQs1YT(4$2LA(%L_#dQ~(ywgDMAQonb1X(XFd%9AU}+zd3j z`}X$M`7>wB{yBOgXrvW^W}&gP9S}f*V6N?5$rPwdm)BR<0C5NiZKD}hlJzB$pdA&U zewiW2Xdnftp&=*<29h0=pDo5yRn8qj6@NkkL}NXqCy32lq#iCp5$`L=Pgl1K$6DK6qO~C+8wk!(h0~B zGy>~k+&Mv0YuXlUq!h4#5J&_I5C6^v1|(?)<3t(T=TGnyJS9oODM6_1 zpQ=#=iWER_-}6wA#@-hmrJqVONT4Wa2sjBdix#3qvc3$2gt>x7(ggS9?n9X?Pi02( zQZ6~-#^@UIKZ~_eR#CLHNf%UV_F7nm^Vn`0YC)QIcLlF zJeGJYdXpq|6TfRWAD@WUq|eW!Fi(|kBoY;Ph@yf>7ftdqrI1qcU@mvUV3-}#Oc^B| zA_yRepddgns}9;S`O4bbwHw!S3hpE5UoN}X8;V`Q5hUb8xyDv12xcyc9S((6PRF~wHaS5MFwsC8{Q(IO9Ub%To(83S zjN(Ez=7A(+P$!>1Wb;eCJ}R)*r)qjvgMvuT?Os%K4?Uj=HkU3fEG`0ccU1BSa+g%e zX91F+T9}8BqX9pFcRs}ejNFGjWQGbMggp3rDLa2%ytt$P6GD)5T7jKQlG`Y4%l2tB z%d$WBmX}x8R$achun=Palw1-f5<2eg!A)n9y;~496WfD4F)eNcopzwC*(&X99+o6p z!E_eZX(s?3jznu(3MQe#?DQL<3vnso3jwwFma3KfV^SG*4o8xx_9s1_3Jk-T)h0`lTZHiCqKD&XX*9VUmI+fdxR5b zkLD)_E_KqCCjh&rZ}PR}m5=a&TxB_&3E1A+%5|o#^P7YIz)Pj1JRXpFv4e9dx$Df3 zENdi%8ggxC7F1atq8zUlwiIGtRY0RLW>`VkuBf;K5<7nkZDZmNAuI$z$z2lWj42I$ zf~*yZBoG840TRh6H#PyzWa^~)dD*;=DmEPN&tw~ur-tP&!DAYyWXy00M3*S}SZ)%F z(CZbkh`}Ne=Pf}xNg|~Y0P*VA^SOI_5ZAk96}@y zITU6W@<04cA*T#~T9NPFqHv{^)z$3gzPY(I8VTs-&v3{^9(%TQa$u7!#eb(Ma7pf4 z84za1gxy>7$F?wQD5=F%hvf0DSbR|D8;H}!7gPiEK?L_t9X+W;0ul#_R>D9tS_l9P z;GE@tRW}QpClqPDXi5I*XG`a=USC{T{OVV~`tx7>Vs&lp`n79bx{^*5{Swez-dagH z2lzl5P73yi@&6N#J+Zwx^a=K)K`Mu0>izsR$&(ysq@svM3q}AVdz#!aD6Q5Nk%Qs5T=BW-uPRF zpkO4;2+}3n9Z{%;vIGafaYINFx{pJ)LE5ZNz;Xx~v4|J)ZOg<)sNlfNiI1Y1n3Fn zj-{$6c`0`}BwrX=i4`&Aj~yk7qKIb}7fDt%xq0h9G!AKb+0U6v{uuTl+)K$_@UG1I zC&$Q0;#5G=XdHcHFau!4Dn7{Fmx7?_x4nZ)lq<@nMjuP+3wz5zI$hBdwVmC z27+@}fTW~ZYn7brEm7d-lI$++c_#?)+`>bP5BXoha846 z=t1{#kPApqNh?B9bR~Bf=`;g5^AICXa^7N!UyHb^1b&zeE-VhSHAVlZ~W|M zKU==Hyt%%yvb-z_&asLt(E=uxvJPur5da$vaTi>hYwNc@y;a0sM*eItI7B!gPb^EQ zQZ`&Hb16!Ti!lb0y`pzEo98SpknDa*$UP1EIoeBua>pwgB#qr4;Vx_s^N;~tI2A~Q zND*R2({4$~kh=hqMz-X{AVBUE0$}bcQ?g_tEd;|5>X3FXR)Z{Frj&9&Ym^q|#|}Br z6)%g(kjo`^xeGODM_(U)lw6us@m)4T2&2J_$~6{bXO$aPDd0f5`rdo*zV%M_Nlfkw zv1ip1WkYaI6kN6ZrwCN7BqKEh4(w?O(Co#!%&|FtKG$k4EuK9ai(WM*QNK^@B4!`} zZydoiLkwZav^1`-t=+qKcV&4sm8mFt86@2uPzUAqNA{+NE=WowAI1&<_se*EZg-N} zn}=hy_;s9#Pe2pB=|>!)>H1ijj|M1bziLyt?8)6crP5P!vqYmak|3w0@DqA^(#ex= z2_(%bawoEk=4YRNdhNZd7tWr0;>pK<_Vb^uEib?F(o31dS+UX$0^n6GR&(($*UVSI z04Jo4wY5(_`6R|j&{L8pP;gg&puwQh6!&3WwOj;{hks)Ti)ZqzS|ojL2arG=YE=`B zW)y2Begn}dq`{CYb7dQwn;=IM0X+@j z0QTqq5P%&gK$&6*@Wlan#Ar|Iz8}(V0x${AuVp_M@qS4_bF{6+=iqehYDwMK%R2|j zxfryO?df5UjCM*J1e$_5OcEq$ee0(T0+ax;V{$7QhA+Tqb_!a<1RQXs zq?Fv1;Het^6+lS>_BScxp=J6*Tz*IaA~CuQ=0hZhy4))yv0~ZXxz!8L0nW2xD*;kH1YDLQM}(9lv8zC2&r{u7Tl?dm{`8Ok^3T`bzu}%1 z&YlZJl*1)LVx{>rEn1N382(V}V+aRTf21lAvt0GRbTR7^UCQ$Rd1NcZFlV{&3F$dD zh3_P}v=jXg@7oyT`o{Xbd%1tSoEeTqu`p`mP&%4iw7_YrN|P^U3?xnslDZ9}?HILQ zo_1s}sa+oc;-SK{>a_3(-Dhq>#~>sx2PG|JSTKW?5k`XS^5z!clI@0pA-S)vuiX6L z`q^`5pLyn)?|%P#cbAvfH#R=`;3G-$#9$z2Fg?{=#;!E+fFLQ!%W^FrIa`}~_-tc) zeNb+fo|4jNKzPWeaF?ecVhk6~XP@AhJjqj2)kM2OF{)KO+K2Xdok=1HNiLThurBvB zBeNZHZ?P~Eoq^bmkAxjKm;?t1QBD9xz#xglF?b+{j}fz)4se%TUZzs6&H@QZXo?ik zWEMgZLa+?dZ1|w#t&HDg&)0Oy!_u&#r-`*5H z*7qZ&4u^k>!rfO_R_`p`T3cHMtSEXRL%u7x&_j{W`nGixwkjB zZVx^!%WZd0@}U;cxr>Wuwo`Htf(xnFv(?oz7D845qJ=yLKoS{F5>UyPQm12fsmemkjIc3H9%Q%~B#?6Fq#xfb zAg7316VMKlrwmfy++z!p`)dA)OhDSfZYzQSyKkYE!`yk$Alcg7SftvWngwft8IfKQ zeg(NaAhbNcDhUulja`_Ht?fTQ|HA+HU;p!Wzy15$pL}AODtP9sh2WKE2qZzZW)W)D z+IkdV1WZ8Ek*#=ydPF-$A_^ zefOPgH1ot0PyXtczuH>gc=^Sb@<1?LFoDErfYxLIH6C$SEvqcky}S2FOJ$jbjGlb* zsVtWPc$Hz7F=%L0A7bVO<>|B$9Vp%}G_tO!nY>MjLrr8$lJeEx(JCF8a3x5j(18l2 zAWBVpDTA5OVs~}5@kkrA9RyV0w6T13KmA3v}hSHlaS;orC@<( zY*9o`0O*q3NyZQWZ1wvuzVhn-_`m=A@BaR;KDd6JjH6lGD0j*Cq3jEg#`Hf0Ns!p^ zc$m&g6{cCOk8cM<$+EL&&W(JDhrU`Nfab^0d~DSvK$4lo5Y0k9&6by!ht|JaTeO&Y zY#{^ym15HV0-!qfnJw*Axu&u0bwRR&MR$znBJm)g%S^`Tm*3GlAi&U;gqhfAz~Og!lSu zuWxN^z*{Ivwr|7E-QI9nraO1;-QZoN!NPNV>8kx{O?vQD~`N-tCC?x?Q3K(?#@uU!h^PQM|! zzjN){-~R32WxV_DyPja@E@bvUpp<;F-n^$3K#*GW%d2{-_J#-AN=5%XMXU^>hf~l-#`BFqoyzgcx-ZT{meZ0jR$cs_P-{M{^r)L z&u*nMNs!VYrvv>9=l{I?^2>Rv2xrgbN`aZVCxA62 zM$-wpbUGvgPD&H{em;wZkpZMZs-2i)uQ-44!j(%`E?&5hx2_$%V+j(ZX_itoT1yGE zclZh%wYa+d_TXOG~isdWjc>zVHID$r7$7C{g}u(h~>++DNfNP1GzY1;k}f|OjzGa!u@PCJ97 zlu}cHM^#$P4%FJ*T`psw!6BCbafD;&>}i@(xO*u@Gm>RW*FU)V7k~BF|NX!Hk3T>6 z=k3kSg>&cfcu)u-4N3{zPfgaP-D-m*ReUy2^+nYYD80EZSlor#(0PvzVj* zq5vrg(DBX(vb9Lu%!bzLvFA#w>ua}{ZZEH{IDBZy7>Zi(9FH)^WyAJ^8;Rr>Tm{JY zwKsQE5DYd$hqINXS-3c4(w<2vR(?F0iJk+)-J`BZ~-Ea1PPEtxG1^%pkKP&DONCYzD1^HIhioCU;)|nMJ{@4HKfB&Bso_}t8ZMApt(%JLpLX2f9A+HZjxv)p&)7_9E$g8J! zNN_)*^zc_g4}I8lSV5-k6@Ns z&dNV|{5PurompJW<%AIE+QIb0h^J6BCy9q1+OOMVXn+)`;{`VYAkFy=B)|tT0T3kU zU=Lt|1ko0xS=%V}wUv%@!c53z?RuFwA!C!F^XimNX(|PUp>=H_x3L)}X%et#AJ7-~GE>=6UnA zH$5e|%M3iaFR)tqcbwGGV8a}Ms_t;t+RExjuABrAI-lq0&Mp#`kE@iDnT-d7AXf~V{6t$f}mNj3>t?(*B~LedpSs@C%Gt+7L7(?=c79qNDm=vltmD zsp?c2$&<5hRVxL!k~@O+Vo`d!apT5sfA{+=`TxT6f8JQRmxpb$=x2;QK_gUorfc5= z#sL#32;&TVY23Vh;#A^3oFEY{&>=a1mCE6%-_6URVf94w39@D1o+VNaJqS3Z;P(N!>0#N zC+UhfeVl4wO19^4OOWHUn1Cj1iXLGe;NAc_LB+n2G|_jO?!kRG1lLr0&4d)4+R_G7 zJ$vb(ff?Z1+UE7^H!oeh^z4tG{qFa_yS#jFeP#W|_3OxxgG595|1_Ox2mvO5Kp+Gp z5tQVmudl3S-OZE+u@@Ma$JBCXV0~lL%Mt(sp?QbAjjJX?Bz6=J14&6PCtzg9gu}8d z0mT?=;XjdG7qnm^CApLY2V!#*;xSoZ0yq%@HUnExfD9H#_FDv@(`hU+1F(^+YEkrx z9V=kay4N8w77GjcCA7WM&4f`RR1W2F%R~`F$dkLdnH|3x1wfE{k{B#nDB;(yU;FiM ze*1s_;{W~eU;lXT&Jv3J#xIf>q_p#-f+mv>C*565_0ML!FG|`&zm;aIZ20{Z05F8O zxOg@T|6ja#F{^)OH-cb+F!y;m#!H6{MpkKz?I1)3Zf$O5e~EM$GAxFe&*G)qOK-pR*5aAP?|%RLKmWxqHrCcx*H-V` zUfT5&CQn1pR?V+f-ei?1r~nF}ko>0b?XUmtfBf(N_1wSy>&orBh`lVZ z6JzuYl*rKj8*o+b*W~k7M=dm^I3rD;%5%W0kr!ItY%gB8c=^(mtp1bz3X9OQ%BVz| zm(`S}$i`44YkmZG*i*e;fP7;kTmLTQ;{arDaba}Zm?S_)8dU78{NKSG%c+B(w+@K_ z#O@W`+Xcy!_5>mT<`HgS<>fijE<(1WZaOSaK2yh{Qr`9&&cuf~j{lATI zWdW}K)^-*$T3=bsRMoA1xwg8R8X_U{1)JG8B>4`iY)>vvN=z1ljr;V?H`?nh3_Tw# zjB^AfbOXXjqY(ti-JnV&fkt`41RnbklB7u^Ff))o@?^+JUIJdd^{n0q&2tA3s!wL7 zAzaW7++7kecL=K3a|{+T%qZ!&Hy`)=-zk%^<4Epu2S9RnVUv|k>#Sh&i!dlXc}a-W z#`@O#H*fy-_rLoe|L1@G>5u=iy0n6#$crEr5rKl}Uf+dm^vMN?pj@mrn&xdK$R!t~ zNg?UOC4jg)uosJX=FGWV`@ekoa`ygOSX?j|2uX*s)aIgwsp21)&`{?hgxGXvldNO1mhBP7f!>mLD1 zp86xILn=!Maw;Ju52JS*pa4!R8 z7K$OmJ_@ucRb4holD>!Bq{Gfm?dt|UrH(<1A&>m#v8xLgF67S(Bl6GbN^DD#Lll5O zi$x3}4ElrILcO(gXLVzZVlTgqMbFFt9ZXgrXSdSmKC*8!O5!8_PkZlioK3ffs4<5s z8byL=K+>`A5RylV(sc}ezNR~SPhoAa>)h!Ps$oobNMtpMQv{OxT7nU~AbF?{z?8BO zcvucV5{9@C(*PUm>(}1B3iqGe;py^o-hfs1!_f-yUm;5u|vxKaoi&V*7dh#SCmq6?hJ9LQCLy^`YD5WImbo$!v z$vvgyN|IcXyC?*(P6}EsbE^68gITyAcSg{VQC%)+{tn|LsGTmLr&2B->5_U`LP95C zWBHV+%=7Wvo7=~1sn5*)CbU<}O9;X82LXZ>h7U<_w%#TuUP$s`RwXDFQSP^H-Ffc$ z=YR9N-~Hpi{L`DSzrJ~IjYUzMIU6j107-$h@)5xO$T0O0OhDpn2eJR5c4a_ z-2V%?_MaP-(PCrwA^=GpOS3y9frQb_LWn`ou>8N2wSVpnw#zdMiz5P64=@SRk@s*O zQM%v(43@Ru_o;`5DJ{S{oPZ^Hqzo(0q}mBhuYnsLNZ64Y781xd4+fv|t&Z^sE_h1p zZyQ9)K_fz8O&d;jo~sjrK(dHbT3uVuCi$T#vR1}dzWUW){o8-HvAy}?)(d&WRt_SA zV@(R;K?BWdU#U(ZP40g-0?ioALa<eqA>{C-=oK{Xp4bG%4(^irIasLyGXqrhEzA>wn!0u_Pi0E(7Hpr8-*F$->dBX( zu}a8b)CrNhpyPHlRJsopt_B{WrKF|XxBvX7=l|E5G>FuQt{<-hAziYy~g(I`EeS5TQyUYUs3u)d*H!+MlJH28n7AVo3%g2{43U z8R0%aHe#~5LsEYPGiwY1cWt#TX?J>Z*ZZlychq)~iGV0+B!c9UjplC~`@ca14NMT` z1hLBe1q4`(76J`sqy_LkI^+Lf1P11*)3X=O;P&|6IW$3gAzN}E!me@0*7nwpFPk6$ zcEq*dl3b;yBmvCGDeh;tK6~!D=l}Yz|N3{o`^^V8Zzwqz3ND@@%$1BrTCX5`5+>n-V4-*B{Mjp4E%;^6hP<@ z&Ds-Gf;80>EX3^fd*#YwPd@oX&H=LALJXl9<7VI#AcsT}q*)P%mt|vf^X}ao|1V{O zbu;D(qFD3*DoMg49GxLYJi_Vw0I+KXNlC{^PtBkqPOM+4n)s+kk=j0^mYUB~OgYG; zW|KL28ekA&2xZtg3PlNWzyN6aDMZdv86~E@3hi4Rlq7cmgoX~mpMC@=}z=-y`C8Y1T)Y;kuY*v^{g5V zmsq>`L6roM#wY}u!4iR!cR-9WTYf!u<*|$${RcBtXh#2%IxWglLx3@cQT0DcSX*1q z;y=r)%VnA3sQw>gASlghKt`&%=5yzllWe-+5OrU~VdR{??^zB5Dkh=z@dZpAuhNdr4 zX`fk9@{lz=o9}IX`pQ-5U?>ZN-d?&Lu7(ifx4-?ZZ-4vSd2rA@UAua9d!r8lJRR`$2c{vZvK3YSsA>La9s%*V`jh(MA~X+07!2V8QwOA;i4 z^_-|ALk3&8%2w;nxJ%*)a2G@~)+BJcL`ZX|F_4fT$tBO&kppmbH~}nI{r0LHdS+)8 zphILp32+*#iN|IlSqPyp)>{-IX~yL_NS^Eco)SYOap&H>x88W`_rLqyZ-4*WS6_W) zd1(noEG$}x1|fsuE&z$s)D%?DO9%useTr8HHcCY7Q5bbc0?p1WF66o2%a<;kJ9{>S zQ2*8>PqA(yRpY-FhI&LHoxsQI9C>v)Uv>XIy{NG zyY6HsGrl&D833UraB^3Zni)Q4iU|a0esPIr@MqSZf2f(~1SIZX9DM}NefEQFx;+R; z_w~sK7K~OZ~pQ3zsn|u>nkfT3yTX@L<$f=6U+=&ZK68lv=rbDz^6t34*4NR zCk^u5dr(3`MmGA*wqMz8JsT7jMKPHGxO)eo?Ia|UyV|T}sg>o`yGwV56JOA%RnvTih6)aDUR9nGj+f|QaEXxuiKksPWlBWRx85FX}sB1oi>Mu5oUdbd8il}#(NUiH&Y zJ^h0pJiBslb!%g5>9bp!7;qvvv#p{&w<8{`9uXuW87)M!7%b2XMg!Qb3efg;N-4%j z5*DWCkX&|@@;tn1h8!}RL#&X z*AzG*BLvIkUK-_s*Dm9ld`sG&0VvbiygiXbU_z%SojUR_xmlw}O@OtH9-U86%m zP{Jde9&>?@W&q}Yev4hqwoAfvxF7j;ne@^Zn%|PTMFyJF`N+3uY%pk&nlw?5x z1go@ZGW?$?N!#p=Yylhra=F~0H1Y#>dHs?Efq>e(%{Ue&a?j**2-rzNB-Y-y9fK%} z;{4h3i@imoB_zNAf=;MC7KDS?cLpG(G$;oSSTK_HTHkj>M?y+I@T8RBGT2sslG{vl&U+4BN)kS~tItri6&9Y2N~< zF|vEJu<;1&eh;W)0}IPJaKu2%8fLp_)t<0t7+1 zFRv_Ly>T7HGe3Ctsi&U$#V>!6%JllHuiaZ(au=jY@1-vqROi{Qu?wzBi(X2SE4cz; z4Tj5nK{AK_c@8+|0H@HhSG6e_hky|z0n$A=0h*z4!yOD!n1PNZkWEr2L4b04bA@Q` z=Zn-_VAZCbD)#@V1nwPc=8}v>9Nr9sB%oGfGQk0jb(dRG2;w-wi$n||zlsPT`Y`rq#N^9P|`j2l~<@4oxa?|=Uf|M;7KcCW=KvK&}6ixGh%2;hStTS;>MHAG?t5MrCubj>K}@?ffm zk}YHz5qJpF8%cAOjccv!&3*GOfs#(wachLfM5Uv zE1?aNyAeCtS~rFu2#v2G03WsQfS@aNLf`o=oJfB+Jeger8%s}(T` zo*-+Kgwp^U(s(Bc*(-mi82M~fTDg^k{sBlWTxG}79LDI z#NtI{brMb5aDhx^8Vm*&V>ByNn8^i_Q};~)ltAupBRxY7;QNgjfq*Dh0jklU0!3Mt zD=VuvZ{945-ZRfW`}J>reXF1SWjEe=gu$=G;W<+UpacWaYhjDk?x#r^_Y4Yqd6m1(?xLQKk&m!Vx3vf^Y``5=H~eU?J>0 zDcej$In$34AeSWS{sSAKzDCWd(D_FH{r<+rMmZ>(TSTSm5Ovzc6A*=11^`k}51Zqm?5BC;?y&6A) zwB7F+cQaK%1TBOhx$fS*cm4YH>17hIkpS4Gc2atCMtjBV#&Rl8OojWDwy zheVtP3`THl?Tyf}>PyCs2G^*-v zY_5O!(Z_%K^Pm6b@Ba3WfB3_vAAXFCFe3e1kUS-KIV3ZK83}@f0XBIGx;q+hsdnEK zq-npI0LLK^46F;~p(wK3+Lg!hpDX9iosXe_46Fq5Pa6b43q>q?g{all)z3crER%l* zK8PWXU?cVaNScPg@!${V5UWj(r0k)2`Hf+uM?=7maH>PVkD#gFrb8H&yavV)7>uwO z&CCy7yR{^!bb_3nle@GFau5(f$aaK5%QBx6t_1iGzW0Od5mpohExh^K>+5T4m|)6I zKwpdtEdXW~f`#fh1tCh6865M4pvycRL2Xrb2qtQr$fWgcFND_qUURizTop=7>pZ@7LzxnkmFTK3Bx{8btxUeA7JxOwj zVvvenaY;SJI5R3dL#v*@N7!GMb=7I!rp2SIFes}~uTnT_Ql`8gmXy$*DBZfHaaO zhG-0Szy_&(|4I_cw#1cL$4R6S)Yex2qYploGg$oY_lAuCmr_~2`NkVt8=D8lRRYvO z%TatVHb24zcgRI~N}fZSUXf^l#01nFp=cLo7JI`|A4%*&b9Hkg2tf^z|GMyPG?IHu zRYVIQo26zFBs2nt2o?fJ%upF4*>Xx~APGVeK?p8Sp5&4>BL1$1!efkk1f?~HT@GxV zO{#CmFsd-yuElRz8fn2&@?r5mW28v)>KkwV?XQ3H+u!`=y|>>^sk|Tk7m=h(NeP;~ zTI9?gv?N_1ToMHAd?5wFtG+EOaqX#Y>a5&^96|_T@$8u^k3aU*lTTf_eC6!oA}!Q& z;F3s~VFY#|Tr&YxnpDBKy|tZ%e{SEtompW3cA|d^7K$P#iiCO6bSiNL9=?J!eaevp zz=uOKL@gImNr7`xF5w>L71{ow*rM-Se88GN0yIaC@S{|4?!7yIXkM%fP^ko#2m}aW z0SJt+!|KBBb)+-z7s?T(rQGV@{`B_S#k&B%m0g0r_3i!;+wZ>hcBU{vf~!7-zhKHz zRvQbZly;a5`BQ$Ra^T5JcY_-^OM!s^+sKV~wESGIh9oCk!u-L?nAbo9307#Fd!)_I zqMP;58$s?G0f0zEnpwapAtAZDBzI3fd<+5VT-LTKv`gwlh-z#zwh`RrE*j04k`Jva z27L=rBZku2`ufsmpS|+xD}Vpn-~Q%zzkmPQbwDtq8A1Svl)y2Ag`Lj?1HeG=2<2yo z1T-XJeWFDtK>JTyHS%30iCFCQGU@-xC!cuyvB%D4>OZN5a{wSo?oB>40d}m2u(J-_ zJv%$*=s)}Z=9WtgF_@7YWoU)be78fTxlLWpuf5Ry*sJ4Vfcx0XC%^}c0;C6^tV~Jm zo6-T8(FLUXXNUiAfoiW1E>6;o!sCMQYy9WO75Nn?}deE1sI3} zAsucCdt8ugYMCQMTcFGHu|YEzzy0m+eD8bDl-rqUzJ2xTRZlJf5(AH3CSj+YqV}&d zh5JbEgEUCxK;^&(F4YRXvljXV;KVrqM{v(ERw)+%(&~})`A*c?o^GN5Ck4SJbB8$l zKwTAyXtq}%3GNO+x*u`_B4~BC%uYiEm+$C)ni)xr0D&Myu)EMdC+nM=n_2b6-8t7~f?eDJ}`FTL~+|L_lg_~Rcw{^(;s3}!_H zY&;kzjYF6L1gj|kW5&!TbvnrM*aZo4OhOu)6n2Lci{AP3=O26g$}svrcQ#mX_sVxp z&=g^`1I6AXpQ7tW0LR$*Z8ZD~<92`R-o3jSJLP|xafBE{FiLVyQhkz6og&qowc5Ju zkKsh%Tvsl6;4_McwUy97V_%-Qs62iybbOiGc={SgUEW@#+^3}n0z^VO`5`T-aZ#!1 z%XV_1Kjh%)55Vv!-lmk4(ja-6JS7WaAB2JxG9#^Z%9$jRvu=d~foO)}eg*ONty^Z+ zi^aFU^X+GU_~U*)(v#o3al=yrASVMsLV&t)^`2D`h-CZuKxOdbwY;}PK~9&*V52!; zl3gAql19CVBv+FGAR}Cu69`cNcUPfIuH>U2SaQMHq#8K+W|qwPwQ%fbO1> zO8^^@7*A{-#G{$u%0;p$?z1e6^E3jRogd-+2l?0l z1g54MExh!pd1=H018Ke{0IZA$HKl^h@$X1Fe(2v6O(ZyZMLxffW{n8NQ*S3yARLgS zGC7C(7$F203j!gSfB@nU9C1UfPl(x*1ky;k`}Wq>#~*&E&zXf#X9zI_2&1Y2EClQYkGv5HP@BV(1i|Kk@&$zU-X74b2>_4qb0>3-lN$g_ zIyeC!PT#lI=R}SXK#eeS088?qB|!|KgMET^fW`77Q1eL!W~FfuVq-vr0(Ly4NP;K; z(P&4Gj!B}WIC4Tk6ri@YH$V93gOQ#@@vU!u>zBX!l@&qKjjLD7!2s@Z2LTF`=C{(R zTmMPIOwgf+pGXUVB9-I|~ z?)6t*U0z8p!*Y)G*10j<6k#D*UdBn+!;gG z`h4t(jHfPNzOt}*1~B&ohy(<*x+hoQo-P4-`1%bYfY{pJ%G{r&+qbjrm!wb>W(L5F zF$N2TrzD^0>=I`z1GEWE-x((V5og}kx`)JF&4d$yM+ryNLQ2Y(O$A~LRrdKpfLe(s z1bC~*yd;2!{ZxIyhlHtB=OY)Qkg9OnXTHt~e!FFv^0iB+iE}{E}NhDKB zAAj<3mKG^u@wKmi{U<;ENq;aO94rotg3OJbWxIAsZ7I&w@evjehkMDoZ~^I>T_Knj4>3w z!ptOOu-i&%2$nw_$X>)7aU8)GuzW45nFTVKR+wbJDQ~)Gl0U=gvMZ51S z2~rfSrjXF;NdO!^^CJnM1c`u4eyC5mq_K%zG68UhJ87Bjf93HjPdxtk<;#~BdW)>- zyXr!~LyeAwnN2pqGy*`gKw5t1m+viS;m<7pFZUvb3;-lYJ*rSM&Iy7PC-tJ(&TI%l z9(UPsCVf|X@J|*^Da*5Ah09su73*9>hHS4I7Xjgc?(4MHI@h5^{Tau9Yw*A$Q)+x) z`#04kbbyE6Ihf5{LR9;OY5@>Rck@))XNC}CbPIt-&K@q$HjzVe_R@&z2O`0dZiEj8 zgO5J?D8@+RSHJqzpa1OVX^{H)n;*RI$&myS2C$Bf)PdgD5Ny;K=cLFU%t&}cZ5<>#aNSpR4an-O5UAbVheoI>jiZ7N(>Q=8 zbVDdX2L!{CQU<6H2)3s@su^1B!Vdbwo?hSGAl~F0VOWipeNll$VE6Z|Y zbJL|-*{=w1XxefK7g_J0ym%xUg{L^5rKVf8z4xOZU_4lsY+5wO@RqJ<&e^K@e!%(SBW9 zTfcqlc2-#}%QA*g#DYe-EHI4f|8PM7DH@0x8vjaAv#AMF*aNbw^2`)Y3(1E`s9&5C z-03J2j|BYm41gaQfpwrl2uFqB~R;=}*eCEQkflR zrj%CJ)~;m_e5rI)TU;0qU0QM%0W-o(oU%B$rvqpNd9uqQ=qOY_RHCv8z~bWKW0$Wy_4HGZjSRm+ z2ofMUX#jD`kd!uj4`EAAK=CfK|d(Vr=R}PPk!=~#l_+9!n<$1wY9zhS3@qJ_`Jd7fE*3lOX(Vv zX?rkOSzEE;sB~BeqanLUGt>N=91=V^+{wM^M21+UA1M*mM|>i@YjXF@OuE*VKY5V(Ka1F?t; zy#<=BuB_a?{n_1n_sTL2RMK(1LBpr*JfH9Xtkb?AuO8_{BsD~mZAZlVN@aQaJ5S3h{ zC-i;5K~k9j87*sg&;kLFV@BK@qDxm4Rst?&Mj*LwZf$?~;l~68eCg>gfB*YGaMxha zzxK{M{jEMA;3Shid|=A~k^@Awx+L$H{Vce?zP`S&zTir9L|Q-q3}>jKAO(UT8*~H% zi55W%)?3WvQNQgFzOb$>vjDraT_w z?t7yD132X*VW^f2YvK<{fX9gYsXZb!5(Gi4{eiK2e~6IaPP2u@#mxJE;>jnjT)CX> zev23hxXFjEYM3m{iUbA``zzs54KV&Z(O@E*xG8a4hWKvByhD{L6+l!-$G5y?{y$zv~u7zzfC&quS>z^mwm-2Kl5OOhw|6Fepa z-3NfW&f72~rf?tDiU^Q9QWBt|04dPr&cH|`C}^zCBB5nWn2iZ?Ni~UFNl6sRKyr?A zkdwtaSJV26U3K0mces}s@bSKYHT`Z(AOLY+#SwwEsxAXFjuQ_`(8N?Lyy>tcq52>o zpiJBtat(KtXyCYQZGULM%dvVY|P5cj@k}&vL(Ioj@p} z!Khtr&|ym`m;;h%Hk*GX3AU@j&^>sV)zV}qgb%vqk&_sQwcPggDx@Mvu;Up3=_KyO z-QQI$1lp3O83ME^*;j$W=MF-*&;bfx0-=LVjOt845&#(!G)Rg40Z3403uHije3OD8 zv872XNk>$F7f2%ot*xzo^x=m?BZJic(wD#V?6c3tI1EFtz5Cwg+J;<^VBiRV zgAIX%8IosYy6tDTKe=`L>0+VCV&~;xAW&dZ*&l43T|9gC{JA_P5sRSRaJcyoWR5~jU-qMD)xE{xhn-3OdXpjMV&wfb|f?2yDh=QVWsk{89n}!siG6fcbrECc`6eykO-@W!VP= zi6BD}Nh73MT2|2BAd>7d$RTKAnS6C+H8X#bm#*}+uYc{wKm1WPqgq&4eCv%j)|Xcy zz=a@HWpm6zu44z+s14B@0@B9D#%G`2`t-?9vP^i&DBWFU8fa!$w7s(<jgQKiuB?8m+H7F8-1<|5uk`C+Qh@wD>0R(0`R98<$LZX=^!g4dRUPl_^E>xwys} z6R0-!@t5jO*vD$fR8d_lFR@}^I9Bq?ekB5%&c{<>dtn6rafLhLGyhMP0`qp zfTUbGkuyM?l_?F9Sz>QYKvzS^TpHBThjWOanPtx*^zq|QKe{}n^yQad{{HvBFN&1R z{`Acsq6sJjxx>;zLPA>Rr)MX~iSt$fFLri*_~D0Jw^pGVRjylu9UUATZf-`4fU>IO zzP7p=M1r8`^iv|(&L7TYzc}PMS6LSw$oS6k)JCh3%*cjr4Nlm(4zdb3WUZ$bvy&AWan13GH&Z z?{`cvAwkk;*{g_xM~^U)?*8SMU;O&(UlT@4fBxei_IGyS032p8!9O<7P@Z2N9X@*e zQwW4xQdZSpxp8__9IxCwIXkPo$~k+^!46t0%Uf$}>i2u8Fk>@!xjToLk$}#2VT#_l znjHxPDQfsPubY~D_Wl5E6%->4pv&3bCyZermd1n;B)|jN<&roY(&&wG?jis7b^BN_ z*0{XlbD1P{cQtxv1k~{mF1}$J*gS-0OhzM25OEpqes0&kHo4u&J4lyfn1oz%$Q?j0 zc>lL=fBxX%-R--ptE;I<;~D{~RSwlQ13Sia=cN`EqSpC-N{Q}%aQO1s&h!0)!^(ZA zKxU1CXCSd@qC8s>nUI$9$n2 z3|>5cZbrdR&rWaO-U=1hv#QLHAkSV^RX6}~Edi@H)xS}*aScp%5nE)8H==}6^4wUy zWS!$L63OM2LUh~_NlnaF9*~g$8+Pi%GMLFS$fSq>C)Z!G>4++cG+F_Ui|mcd$h%Mkp$&)PXpH7>r&SO(N%Fe0D61o zw_1yrBmyZ}FQx2$cy#>a+0)P=2|n@K@_lKObS0Au!)L(KuQI=Lg&jf zfDCuIfoI8*QT=`@3R=2aGh1pLfEfyWuYJHoom|4iWJRv3v(vLDPo4@MB4)wz3u!nm?{mm&|L5uBr)3q{fS1uD`Ocl~P2V6X z+wbvALYlthh0iw`|GIhB z%Z#zo@82*>92Xb9Y0squZ}UF|zMF|rV{(`4T>m~GNRZ2oMiGQd1l#Fny&Wl-1Uc%v zm2*{9d6b8k1DimzE!=_vB$Fl5B*;hlF-rr%)Jt^&t}r$+;}I2VnH?}+f2NBt8bOZ9 zY_vd1tTA)ILT#5%H5w6RUgQ|vRhG&XSoCj2)$hi=`}YEy8yo$iCqk0b0a35%8m!lF zYREY(WF#-K(+f*`Ld83Pw2l*Gn5pUd8EYUtJZPC1+RBxyth}4~)p2f|R zLG%{A6(z%~tLy7)aU*I5dZ{p3fFz~{4HrRO_p&MjkltZn$z7vk6`}#wVx4r@>Kxv$ z39OgHjOpzKH7nb5; z_=Ib!nwCH?xm%R%7_BX$a<@LY(=l^`89~71T zcYpi)%Y#EnV~z@;3*kt7IFPpjZ2>k(dYzseKYjH0k*JW$B^D}@tGP6z(~-*>xj*K zbrYxU0MN*>7|eJMK$dLyTX-kPIaj%=>R*C`U=1UQWkFC?C!K1C(_Qc1N@VqD$8b5+ zsWFbsXwG3a>Zsny$2B>Wl$}ModGpqGu>S8o*u1?K>A0duk}8)=^7Dt|-9vJ~DR)6A zdcEki;?nWaaZrDDc6J73nNl%|{JX=>ClHZ3F94vit3mfO0pC}HkPEjrId@i+nw)Bv z*tcW{fLxq}ssc-P03<Wn*%`Zvoj=mepWT8dFgujRIVxoFHVa zZ`sg*87!`(OUHyT2!Q z=GMM8!aAK3q{VljRE)Q5lERDT2qRs~Tn_eLya+nb;maTd9eqA1gI^$tl9z*M*T24g z9F(E6_&GgZ4<{f52g5-cF6~88#EomS0RkO0(zwxo1TW)BNCHiQh0C^s2?7Z;jAf!? zyk_QkwZ4~7*Aw7tk61wj1H)dZ$;D)eDS-xM2w)9KbDhFD`O!8amg(FbBe84;0K#BU z_o0YGtT_NEz0;YW?OBbysM-btmO!@8ZSk%3AS6I7Wm%^rM_EbE)VsO18e0Dk?%&_q z+zKguGe}-#T{zbe0fMsAJ@hQ z8)3z$8yL}W1vQaSr*~RAM{>#&kyCdu=XA6f#aO7@aVgcU`R4%|nOgGojt1Y%2I=sa z8t4i)KugX5aQ+ked_(!teEIz(TfA*e?yjo#OI%Bb{RHa$bOs=exjwF{%)ugo7`EcM z&>Pt}uew@DMVf(+IlY1qp>8%XrDRq}9_H^4KmL$CONfQ`cfa{*X?|q1!6-Pm$3g&PBu?s z4PQH6jXb~@Ip;9thr7|PZ8SP6oh*uA6$POvF#!;bW^gT^*`Zfw90$w=zIFmvdsFwp zoV1!rW35Lgz#14{XaF0v#HIG!F{>T)!kBslOh`3MB->Rti-hD}RbJ(m4Cv^lgyn(l zijP)=f?^GDWMa2S|7vyd0!Yr5m~v+0|9ab#!V*-T58xk8HYlQ0a`j&YN^5Q>9#lwHDPb8+>BatGjn%HzI?-s zqo39_VZ7i(jl4E9vhfyp;jeJ&z?ovS7C>e}E(!!m2&e`n&IZV(^@{b|8xI~lxO?y3 z`sQZnaRG!^m(|=wa*ng5uJXP(r5ivXne}QEgR0!y-F@=(>E6LXm8&#zEOWCbB{ZQ1e_(jXq%MLzJNxA?zxd@Z zJ}(lJ**DPBCr^+CmnugBcwHL}y=TPIwyZYMw0o+DjkE63(f;A!^mKoBZ+GX#!Grz# zckf3X@X6ZA(ed%>(appC!zcq--w3m0bK~~L?akYsJ?9*$fJpbB=K)BV734UC8hDl1 zXJEiV=a}&9qn1jLmb60zhg=r}E|{cI_Zjl-W_os~G02PrP1&oetdNpR%7Sa`Tfb3T zCe6W_&+gfCRSBRq#P(%b|A3JzH*T)2tp=HFIkZo`{%d;$9C1{{<~9km9~t3hef08BKaiHWJv=VCkgLr}&g(|p;Y#~2~AGUs5q?Cd-zEocA5 zFFt$l;6DEAe@*@3oB#L!p8fcw%9Y$9F%h)ai3+~AM=m?k#I0HkNrTftbyl}bt|R_Y z7;yLg?XArS`QKbwy}7b->(pjq_`Wa^L=Fs2l`Ar> zZ{B(M`R5V--&k8OiUN|mGrd|Q%Xh3WEFlCZD}Fj>~tem357EZc_)KiK*a=BjFeC zwgQ;E{B=t{LqwUpI!HTPH;@@LVkJ%0CQJeZb_3SbrPmWE;pYu;2~tm-kx)d9iVJg9 z5&|hY1bM+;N+!M9n+9TFrZ5c2sWPn)p$Yvzq2U7kc^f9NVyfb?F1F)kPcE{0l8dFy2IsXCuh&AoydgjzdYF9 z3;J>N9^G1B-B=r}hCpaE3OGKEY{}8f!`QxgHrUFQude3E1AyxFz?3kiOY4$HBzaZk zvXnG>F}fiUnrDQ!;niPBtfe4G7;!IvN%gNBD<|W-w3gjxs2)H*60EfT=;NwqcB!D6nw{EURrwJO70S62sxY!I( z>u<7kpIwBuXa)vgqb?3D4cT@d^XUyfsWtaW@Ubf>psLDTovEr)QACUGhoAl8!DkQF zHa3za2v8OTcNi|gT9fnZ%acgHrU-TR8O7m%lm)at&E$8k`87Le$G4X607xH*=q$-@!fzf%B}Xw{zV>Xqk0Lp-x*`8OUS<1@Fy?& ze~!{wgaPi-oS8oYIB8q+3Ss|+wrt(hHl?bpundqwKrIr#t}LHtGuUkIXco-k)wet5 zipaUF%2UYuH*am-*{U;-_a8(B4lQM=r6fB+;-uLsE_(8uY^16f7JHRd71saLp#Jae zmE|BTd=kjslu>|?_-U^NV2%BEhyZ_`Z)-wRf4_NqYioP^kKcUr?C}#wsw&W6 zL~7_y!Uqkasn?gFth3{@AO#)2JU%#lc^I7$_V+h8Z`X{Vs0N6(X{#?^9v&VATj=;@ zR10iuY_12^)^FXas{(qx!eSJ|`qHtB=MVr(jRGLsk@2=h6)$$BqiT???Nym`IRJF)=33PIKD>W_dwY9z z?N&;bT^Ju0B*g32Xn};56wDGNK}ZJn!e2Mzt8V_iCv-yo_lA7YNWUawuH34H}6z4?3AWEbV*FdPhIpze}ijpb-xk3nNuiOo%Xz#^d6ajDCj&Oh2`&-8w8{sD% z56)hmyxia4TU*}@Y~2n&>2|~~Z{D~W4DZxe(L>KtYK$zSnepNk=>XLImS>M|zh1Qm zEy-GC!QU(}_^S3I1x@MuSqy4Ow$CPGO8~=NgalU;Z(hhzp|*8vHcHWumMp-xrzX1l znAB&N?;T%qS(dqCVzOfYWnFU~ex&F84x29#RJ$~6#jg=ypSp={>E2!>I9zDusd3t>Ei(mfo{@r{3{lEXuh<|_cZ~yQ6 z@4h=eJc0|ABN_M+ePtNwd&tLZF4ytP&`3IszG=6D6tuZ_ynS?XcY9ElrRTH3Nic#| zZoOFF*xWz76OW7dU-$!&Cb*Gr^yTc|U@8nSvs5G_TkHjE6k(U&3&7<8xnPT}^dd$+ zXm%e|Rj(-8)`y-L0_Im5uum`+xXw zYjZOca@}1SO?Zvu)Xkx^==8}rZ%5T|fR<_|4`CtpAIzU{01gfh0W{LU=Mb2yk?w9$ z^vMAM~-X zN=7kLccAjjvNW7gP_%>X70J>_Q{M$Tl3`)+$pIm?o5|>W&9|aRD3sm9oPG4uPtnjm zn&p1=)z^`r|F8e$zie)<{oC5wU;p%%z5RW-OJE`lkRX8kfDgSkL)x0sT?FI`Mo<}- zgFoiqu+I#*$oP$E0;eYAT~xizE8C%woFW z*&(lO|9&B3obMs}^CYbQg9DJ~ox({ea=6SLM2bcE7KNpomjtt(?{Z0AychN_?uGTiL$m#6Wei8 z;T&>>?SEDdqGdwZ{E_Ytrzki-x7JpNc3xGU4x)Nu|KQ;E?b~;T$W`XLLNb(>&S60k z3;^e}0_sgVvC3U=2%1VXJ}~L&uESVhhqM~fMg4JmnqO@CR2OTG<2>%~RPz+FxAQ_6 z00p>m_8Mg#)F{j9tSYN2%>O8=8M=srC>{CnhwuN-|Ng&!{mWlNZ?-wi77S}y{~$-V z1QMXJC2((=Y;BTne*P+kJgcfa=Za8hAKl)%eK&~zTU+5LrR#_WIXesMKUk5wdwcGFBP4-)JzaW5NpL_`YybC0?g2zl zQdcfs6F6>MiuF&m<}Ra%_i`1VzOMo96aA;f~}al3-auhylM6#-sndRjHHYL zD9v~VOC;wNI}zZ3+{b(dnla~mu)pV?y{b;mPNO~lXAeK`r4-$8!v}cs_(>2Olm#}m zV}$(To8w}1?&sG`yHhVEw9dxQt7A--rKu#@9x&tosca*xpjJWayoPX z_CgQjVE-Vzg%A#^auptvyJuyAm)M-elNWorlpSU%ku(|z zX-qFCC|5;L^Dg1k)n6VjDluq7Fh)ARfj5WTHJ-||ds#)2D6S%1RBJ|+gMnOCm0zA5 z@9pgd>pzHOFLrjm`|h9LeDlrYAD`qZFW96b+i_1yV5h+?AzaA9g58N>daqBq92`@i z%+-+h!(>rPw7s=;Z~JaI$+uQkf^aCg8A)s0Z(WtBoa|sU6YjLken~U<10GPe+WPOO zqKI#L_r;6Hj~~5wu@ecNUOzVXX(spX6rED)6?Lz$vG1?*U)M9&ISci}U|2c?c6g<4 zV>WYYPL$@x$Jd;zl9vR{jZa@Jn0h$<91!;{z-s zA+Hb0j%}@q0Ss?y1x%>`1yK^Ohy-fpcsa@0-n>KO6^gWE2rx@WFHe4W^eFf*2M33r zJ^XBY`~H9VZ!2r-8-MxZAAkJu$Jm&wYQ!hv<%ESKyywsxiKqiYd3L%p7#y7(z1ZKY z!~M}VtZo#%8RKR&555)pKs75Unu-MhNM!rtZqOToD0o>uO9xI zUws4kYP3=_Jk2M3(C&!@ue?;5rECbW=v76L5)CrRkhLC?}=FbgfP8@~o^%Lw`nh*cx4nYi9F>9CuqFG3v8iWk7KTgj(+1!1ng~>S`|;6mS7%36OgXM;p|XCF+E@ z$jQd#xpGpy+WhZj_k-QNVE#OP{yYk$QnFEWUl7zaGmI>1{!cGiYBv6C*F(-t-|Z9T z?|2kb7NWcrhn{+C>w0oTTyJGY6JvD9)?Md*mNl4cCO5%AP3C+lFf}Rc6B-MauWl0F zA1LSS6iS)^S0VIK6m0P(4FuV)y?c9V5T_Sx0l`k#i7-R1RFjzN;@2vBuF5aAwr_v& z^;fIw>#J)UfBw^-9)JI1m^N}<*s_EcD=H@}2b1kocMrv+T$W+$hjX-l`(XP{jgbRz zdXjThq~5L7TRTII@P;8E==v<4L)U(R(@m!&S3u%$ zn?^^k6G$Xea(9^I?m{v%(g1_J(WYNc8i0VHtXx)AuKj?rEUSR$>=R{(Bzg9xrqgR< ze^8ZGT!o2$R-WZtdaj*`_$#dcaF3%TJX%LYL#U_Eo;~{M(GNfT@cj?pKmO@aw2g52 z1@|M(Q~O_&sN?K5&$3Gn0MD=3D$X9C^#I>w^;eeYF1Tk6_p2u|xbf?oTj$n))WZ~s zxvJ<60x*qn)xzo^0nSC!ljIE9bqVeQkt`LdSBFB5jvqaL{^a@2%cG-2rlPQ9&AHI6 z+A2~}TmLDMypn(<)Z=Z!&eRo_wjh#kTIjs+c~l_g#_&*#DUN}83+?f0JCpBY_-Y0U zkQVdoT1e?0o29fBy~I3>Kc;pQSo#ch?CsqtiwFT{;F* zJs^iyo{>vdnUuvaf)s!Y>1Z1#=eax~X9=7jJZzSFJ>)F+uy4Yw3EJz!;|KTd-`n20 z*Z+6@m76zjuB?3jukWKzZmYbQ_(_oeBRN)8)n!+ki}rvSLzj+U8plvu z`dXhzb4MhvFJ4vW4WJY4X8*?4ojY4GPi$?iuC5kE!qEC}#IQ!cq-oVRmK#8J zxkE-;(F5)1O!W-X=`y=}o!wQq@9G4E=^M9OcT({fV zm*hfS?AcrU@~Wp3u=V@MCW}m4pcpim>U{ztv6)RXWh-Re5D{%%WwOMJLy zy{*?yq$QIXln)LMYEi=wzdSm5@bKZ<`r7Y)_xost8(IFpef!tv&!5RPjw-`Q(BRTX zt6fVdFf8{xJPM(pr~uyC*@@O*p>z_||DXVcO5meMkHRyks_OdXT^HLWUgsl;yxwsU z2nvwgJ-ghEZpLvpE|3NiEjGNG*CwYYolCmpw@{M9E5XGAAYtR@q}YN`a|a~S3WHA4V<3U#(y~&{cHFF!TSns&!Z<1 z<&Uc;&z?o-|M~9DPO#?U-!Fe(oICHI6E^Ttq>2Q`06CWa(fJ*w(PKGnx7b4)788mS+e z1d(-)xFC}?!5~SUF8#zig_)6bF;~?|M8XDTh~Y#Y{IkzKyLb2QufG0zb7SN7ovly@ z`sv3XB1Q@c4iQX-#$T2`+D;yVgj`lf<>ATk@!@{720A=Ds{_XUmHtmZ{`B<8(_B@v zHTIpo7@j0-q)+16J(nZ$yT@(7Bw1q9v`Z2}aNMt&gxZV}zCQFs$Q#Sf*`%>tUggr< zQbMw{gzuueO9|3wM!DQ`Rn}rXCqq#e1A0Z_lGn&pm1_yysOTM(L%vX%>%xKfRhE6NKlbxqe9zA*T=<%cY_3Y{H?%vsPt@)p;jB{`a#eux~He1YmPylOK+W`P@PeQZkJgO&s?=ubm{LMaQeidPNd!``+EPjrEnH4_EBbTxLLK#<_KE>Tc&8 zmmC7g2zjLUBE1t1Uby!z-B_uk{|!}_0x32`kVgEc7mw0Nj7Gz1;J=a~FYt5dMqa*szZaqCsMatQS^#NslXL;ti z%vHUmtT&v-<>YJ->Q3=r;o9vy-}&LEAHVz8cVYP->>Y##Y@7yOInI%oXdpDk+>y_uoKG$6t1ssT|_kh=8D6dCpm`syfSF6-BYOwtgqXac|$**sQx`gb|GF z)ew@5{Y~TUTyd#(BXhlkg`iC z;z2i}H^7RSd8Xu&Fgv)+O5J(Q&}#F8M9#;m7R3+1n(jIK7 zQZR)vXf3~lh{l3-!Uxh4gOoycszfx^XR81Pai!AuGi_wDP9E&S}zepWXJ_A>x4Ey zS8aq*Hr~f%Tdth|_@-~mjFMbl>mZf#>_U!KSX;O2df%Y^uiab=@k=wtBiwWL43b8^ zp)sLZtbPHUy;gi&%>ZNIY*4<~-5*;2`&CsIMRBg^e@V7TkOT^zvjncJg!os`{{X56 z-t$0khvGF~V`)*5skVrKJ}9|qU&wdwZ`1g=m^GKuJ>}SC$^as@z?DwAvg&*WXo}Q< zW{y25Fr|ZWt%ELn!(*2&mJ*E+l9|jB z=*=v{i{4Q%8YEECrBIf;0O#1$NAqwSrx7HQW>yp_nMp7j$qVJ#2JJsJgTBV~M5?TO z7E%1b(Q$NX$W;llD2o2dO0p#PDlqKkRmOca@#ieKAJM=oIQ>tbJr60T$a=lli=JKw z2m6PElQVQdm>IQ91CPzzFuJX-;wMJijUd$=hZIOK0enMJI&#kCpa!zjY<2Z!1pe>c zzrS^7Yh~qDk&-;;K_zc8oG|j50DK42h~H0LuF#;{t%QwdM2G={gz~hEsQ>flHMuM2 zYH0m;B>%-W2@qf^(v70mPX)p2xG}cmN zxh#cx%NE$hVxsMQeSa-db9upTE#vHvW{={}>J-ebP56;QdcQeB*UDt*TB@!DzC3c4!8 z3XZsSk$SnxmU!L}H;uA1uCZwnU;wm{n}GBCjALijnUw{#64^{7q`>vk(MAm=C&aTvhIsV6VU z-_EX{wAsp-w2Ho*jgAB7XC&bI1Be{g+}rR5L7ERY7N7)P)n;S@?NG|+f126(#wzDr zWe=1k$s4P;Zr|RzfA8M*_SR}Jsc7d}FUjfSW4V2Lw>#oYp;04gLNsv>vt0Yc$O^zn zm`REP@NoY^^7F;ciy({*YgddUUiCYOQD$RY53OMTuiRXT?gu2L>sj^GgkaG-u4Lt$ z-Hs)$_ne_^@N(@H#&~C|6F*=Tpe2xqHLcUrAg#(K@NA%%9X+g z==YK(8VPF}yaV>mNTj@cdf14o#FS#7wx!DQ#q$^CpscF`zWC+c?Yp0U{@L2kb}Bb@^Z=2<|w_&r^i9wut2gDsBZ)c z5*+hJ%orQTO~i}@DJClSC$$^#i;GCoqGf6Tnm5YWF>6th@dY!yVuSD z9M#<#4i65)tS_tT=;-Ck{ix{;G0(Vl7^eP^>c3k*;NWHC0&-P#ZBSX`ck>zw=Q2;o z8a5mR1S7zU%}rJcoX*n+#>$m8b|rG43T_&oP-29-(^pLzs~d$9CA4Ug33CLd2Da*+2hAAc6J6sKW7;GrzDWV;76k;J2W*ME@Wk4g=9g4nK79`QoDDKpxNh?*_}&*tsA^J5s04A zO6IBxrMzlT9)&ISaR2^;dmC$Ozx~~BLL@X=1^o5fzdm{VxGKxh`Qq0~(%Iw)%X?W2 z)9z_H9IdGAyMLoJD2CuwTm~d)jFC8GE}tK2BrvYz)tHIKb5EiE#U?q0(G#5iBh3K1 zyS#=VaF`*o;`Fp1eb9=ch;rIs;p?4*$p{GLpb7&2)2B~+H~Iiy?7n#Z{Q1G|{>y`K z0S+U3bv8s*RdS($fiXlu(5Or9OzTqD@YB@7$GpskVyk=jIbBq`@w?;k>m@l`<&~R37)-~9EgcZ~Y ztsZR`DogG%Qb1Xi!Tfpt^jYYBMjRu`nTjHrB^M;vr7t}h$P9VTBzr{>!T(?KL&k^jDfF{(R7m?E`T!6YNLS2~Y_=>P%O%YjF5vG^eDo89Nswmk4k!p-9Gs zR8Ekie4TW;I@%`t{AQzaf0qx2YN*Hzsh`zbtDBqA=`Jk)+v{tqsVJ&I?Hp9J^ZJjG z1Hso?=MuVTdJCA%Max^A3fCr5N6;>{hR>c4kB-78jM#s8s;O5arR0*_;Vv_F-jBNj zC~Ee9UHwa#X9Z^K-pDJeT19eRNy-V+xGjqAGT+3fG{?A~+L5&G^Dd?f58u~CtN^$m zA5VHqpPsKOU$fg#UYGc;(yXa~>kSQEN&bGVu!*GU+gl0h#5WD}%Y}#1&t17+AE4VH zPP~iA%B%>H6yQYX}Rwz*Jw*2g_XLd=Rz2IEPvWPe@ly zK^hSukOd;p?ZoQCvd__MZvsFXLF4!X8kK!C7mnl76i5p#&2rF3vOJX8lthCTIyJd+_Q(T z54%ZvWxM>U$GHU1I4Wh586|Vik+1P;tI%J1_)_r{rCTW z_TGa(ab;;9uIdra_U1j|KL7N5|F86>d*VH3lXKE^y)AZ`A3}g-EFAW@R%U@82!S*+ z9jdE0w^FKHkaS~ZLV0Gbx(>Y!Gj#~gyuX6r+p*^*4aA&b$L?BiUn zohtq9)pFVhL4z>s*{1kwz|^FmVmWEa*zRTJh~I5}u%x@x^-_i|M&m%fB*6OpNF46H)dtgis6KA3}4mK;=MELIn=cwX}wA5 z<-1q8o$n;59G)W}a|pRheIx*u@ky$#8KHkm=5p27f)DrI1nOo6C0L@U%K0*wNDC@@ zMS-LUKrC+dx|&yt?fI%rpApdpTODUv`1J;|5Y#z3q_skC7W)z8aMqq^}hLDqaYU>V&XX)j5&+7>Xp9cKDLI7ec|5LKfxu zLFBJef(g!|qcqL+B>+hoG~0|E*G6#vHvqZ>h~SzvUWOG@))EoK zm3;u-uTk7T-!iyFj{xxz7Xb7?8tv??aDGSv9Ga!n104ro0^ZSOE3-n&E5Ai z*#Fr_VHC1`B8&E7~z^GAw76aY>}lL!#hz{F;f3sg?K%NNVmek-R3E5XUk zK!G!#VrFFOzBi?0EW0%$jU-?s0C}`QXox?_Yu@KO+N>Y*b1^NcQ*z9;wMl65wJ7K>Zs=u#W@5A@y@e4m-cH^IDRt@9lvc0FtXY z0K7594RF|U5we%*PjJSyCrI|xoVsaVC$V6ZvJH^xH~^C7JCQ8kkSKN=iL!wtSb%`~ z#FAO&{%5eYan5t#D)yDuWxCBIT^}sMDf=^7dt2&1$joi!HN!Vo7*&ST#ZG85kdM6(`j7go)CD+fa0MA<%5v ze<5#egiJ-(*#*k?$Y5ECDvzlSsl~fvG(knFs?E zaJak<>)$=%+CldJ;eA;CKLqn96unZivE^UKCKpIT=$ut9okIfMCx>bmLoO(&HET9f zKISz|X4%M1h3M1Ye}9O7p#??S=&J%7DG34yQ3OSRAX{0_D%n<3oe#F z^(A_Rbk#2@VExhuBKm*=hx#?x*Xy9bzP=8z90DK40U&9sX8`Wa0qBfjqCbj3Es#C3 zwhjp3!*#A&ws5x5uNML_AJ5a~ zpuwi>SxbP?Y)Z+8pn>3&i*9CQF~f>S2BS?o7GuEO>p;G)b0%$XXZP*OY+j-qTA1tw+w!h9A1bEKFtp+-3;6%xd2Jmb$uMnpQg{-$CI;T z5@F0&X#`Lb1I1V@Wd)PXDH0piD1<-bT}CVOV*iQv@i_nlh(YXKfWtZf7}5doVO5OS z*CWEiH~<{p0q9Ye!;ZDO_RCuR*+VEE{gOs~P=CtM1cN#fq^45@McBCSI`|CUY|n@# zrT%~pKsPo^h$dypB>^(Q02Ci!;t&k7#Iji3?9-K#vzAqR0I;1Z7vPOp$aQdj&YE<< zS+48RM#Bht_xjDN*C8doo%5J@kaKYZRFVn=z5bEs?eQypx7hU!kIn)#&5@j2h6;QyHngx($<6Ndt z&pKCi50jn46gc&XAOzw&fuslNFFsu90Pp$^0wO3FA*g{%0%7Gy!G7Ech~72EX3j+cirX)5QalcO-!M zofZHn@Etk;oF5qPY%3`52^?w>*FtOK4yg&E`z<-kT_rnHy#b&^kh8{?7h00hNSkq? z#CAm;Nl?X8B4_~y%K9WJ`Ot{YS62&tDEdfBF*4ABQ)c@T!VTGj@~OB1uKm%gloJ-}L?6 z8utnyP;v$n^#2ME?*Nd~#s-IQ00{8Lqa}2gL!R*m*xxztf#LW+4`lt9ecrnRP(ZF2 zS|fXeZUokUGpv{NTQfQ1ZOPqTNVM+ zfE65ozGIoRs8dZynXKoj1-fn1O{q?yqS0Ncf| zHU@GL28-<{pv7=OX{54?W$a%XD`@Q`iwTtkAU87^GzrE!f8z)CYMX=VgT zc=niBqW?p*`uhC&OEfKUczpdP`p-ld0xTZRY&VZ$;*T2TpN)`49gQj`%GtFmpO^zs zZn1s`UzfNJQZDwtD3d*e53-E7iKV1*An4 zz?{OuRG|8VHnec{B#39MR2V&65^sp)nbB-w-wPr^h!P!=U{l4xBnwA|onxi-iUAO` z+blUGZ$AL0MKoxPDI0ArmW2ghjDCM{}9 z26CMwAA;147lzOVIdK3Gr2q5Nv%|xqkI@kB@Jn@=ThuUrFs3IF>>Lg{KRWlAc=0 zq=q#!MK$J&m&9a08<5aBpw_)th&}{(t}PZ@>Na>EoxU51utU_}KGaB=L+PX7zdfGudP4 z5dkf?d92l4UQo}j&MWkW=R7;*hBRGK^CX$RJv0Jy2scJ>I;&s?iBl~+9PSPy;qKWb zZHz`cd%G_Wf`a#=QRUj+Nmb?7?m2^!Xf&70(Sp!fvU!*0R=wl4>NXArxZJ=H5va$s z!jL2m#m`THFQ3mYE|tZ~Qc6Yxq}dZ9f$H@AHESG(Xok?#{+cP^lFMM=qnHpRt>Z(* zA}9k5weqRcbcwBmc7G6HzqYNya3Dku+NnkJ3=Xb4@Krr1|3aNQSTCW*f%}V*eJ)#3 zOJqZ}rnsYK$Ezg#^U$MYVlaq$j1B%IK$?oNi^@(pWoVEALI92CNh^%gGCJY$bw z?OI`$N_k$+es*?N=cX_qf^!F9`yU+a?eG8Zy}h6!gbLxmfBpCGfBf<3!$(MSl;+9h z&EUj`l6Vr>wIIJQ^sgonhh24t>$5LFJq7{?>QT(zo(#$MD7M85r_MB0R1V{n$8G{m1_h?o6XWpnsO!C$} zt=QLiXql4&%?P>_WegESI6FO!M!%mweTrCv#PpSvXeJ3zE9T$%3Uat4AR;cIU=|L5 znL&`3F6ocCp;ZrX$b7i~uGAg2>xmNt2g}_SdiQeY(t7(GgFsyFR;il=U*42~e0T?- zKeYTw%}W$XL#*HeOK;vGpw6WJjAyK5lQ>{tnI~P2EO?Sr0_3bJk)otgm6*&3GZxFb zcX30H4zvS90-4Mp337K`UV0FL&O?vm=xG1=`1PAN(RuXEo7X`Hdh`D6yI+6%_y70* z{`J>?PL5CHf}TVLjIa#Plf*jxF_r%wVHf`rMYZK5hWR0|J}Rs#-@mjKaY!(R=^xhq z{@&h;m+|jaRNik?8wBNbzPNI^yCj+bN|5A_VkB8F`&bPy-ee#_Bxb+9xIBwqzek5h zpAQdD&QEL4soJ!vG8)tX1Zj&5KMC0ds&SmgFf*4>dLM$%!*6(K_|NE-$JYb=jNW4v z5nxMS!$*|?7(xf?4%T497Wm=S|J4LT0-Ad?2{bJ#~+4G^Ea{}KD9GVHBN;zjq zS*qPf3Cf;xa*ZmDnXD=dU`QbQ^R?ULxj|ddvl|F3cSMi`1<(27t4?Ta7Z(w(d-wKr z>re);{^UqAl!@$~ql_S_8*^dAu-?i=h()S7c8KRdpwhu!o@+$y%q zZ?zyiYV*FA`p<`w7XBz+Lh|l%Wrx{lGm2KX4-O7qHk6+iQEw9(_Q{~ETzg%|U#373 zaEC#@TEm+jJu!RrDXi?DV`AY&1$K5rkCw zmJnP_84!>wOWR`vbxJ_4>q(m>gCG>oWW6+=;n7=Hk>9H;B5-|EhQQ&YN@{EE-!+$C z72}dao)HdJa!0DeI20g>ce+ldIFbWG3+z`(1N;(g8%+X8NY6B(C*la*CE89xa=F*F zT&M(P*GM2HJRmbPklK|5B>N0gEuTn)fgrhBpDuwQDIuu3hjo2=`6^6E0n$JW0YO)dfO zIr?G*NXQs~B)E}b_XqPQZb2$%xXY4(g8Iito^BZu0}t{QcuzkFJB%RSdF|tUvSnH& z1iV!OwDKpTCMm#IJt4%?hPS!h`iEK&&xVrZa^&o!B$6qmx;7w_v}6QDQbbSmXn|)K z4jo6s0SaaY5Kyl3$@R(Q>B-UI;qLz4%U5CizkTuI#sB)B|NDox??3+6&%gcl`@etr z<*&c~j;3NcXK0FE%*R(v-rtuR*eiI3I%ERkKG2onEN6G3@C!i;+;Ia)Xxi~72}w7u zY?RzRXPGeyRktGSzq@-72w!?{KlDATsv4XAm)G^RY5@Wp7>yLPGH=SK*iFP>P@nXO z0Fnku0Fgb1hG}FGzkK=f`S9rY^dwS?0;Z~dA%i58Uwj5;j19={5UMIQ#(!0j^ne62 zBcAbHh9G<~wT6$$=oDHgW<22l+512$JSFJ9qfB~4-})KP<_t&(?vA>qG_iN#o;?0y zg-;_U8clkvSB`Zr>ghhhg8P-c_WG*6jxgTo@$uWY@7}z9ySKNyv-iJWzIprZhxfn# z_Qzj;{q^b7$CHzj5EYdi0fFRqB9`O0J)YsW@ol*l`C)RY;x0j$SUz0RO+AClg{@g< z(EvgM)W86UsY*LL+b<59n17ViZ}0AWt6PQYs~A#sooi)>03+FU#RqV=xISW-qz65XgGd&bQo2?M<=J(SJxnHZ2EI1J!JDTo;D>==uTi1%Ku~EX()>GGwkV1 za%$fv!AF0zgt~Gd9o`Th)&ZcjqIKJ)21(1=hg`XEfFO!uj2@^VuKLwmNC5uv+Ci@J zy!e=?3F_VWtp_C3b=EiJoWFLoscP4zDvrz;5CGk|pi1jGS)8{0tu@0Y0~m1k=oQe2 zcwC$vpB%k@{pR4sL1>u#umAJEqdeg7%i(|i^PeCE{rT5lvEIi@uL;ZyfTa5u)*uBA zaM_7~o<5UD1o$WdB}4}r>dJ3N?m3%pP)i7iXu-@R-DF(KEVU@_r6-!p;dBwGHa8+v zy}h#&`kt@H*8ga8D^&@u>p-qOXJr90eLJYh96>>g>J0*Yy7f;pg2H@Tz_f00&(D;lv>+NET}U9v3zE6n=1em_@Jhnq(>ScXPXz@ zF0Yg{1k>@Rt69P`1`_(DDC$vr?>#}vJp*wQ*cfeimXBP>a98zJ^e>Ua+jWwLlrqNu;S9Y0;r+jU{^{4>e*g9NXc`dN zfa7Q|?AZet7`$iWnVscPc-$cP9i~EgbN3$s6xa^4k)1|aykXR+?7TI^BpGRDEK=<5 z*m)>?!KEFmQp6hM!!pPhr0+7prQ2F64YiAuN0-asYn-4 zc?ro|)n`)W*g81|L6EzL^&kDkkB+{Cpm4YVXIB^3bp`<%_!S^HuZt$TM>}Rx)oD~k z)30Ds1^-7AVEuS(6~Nu|&4HS+@NTQ%V9^EMPFg8P6=C=ZZ;p3EAr_Q35DX5K@*`N|k5<8UkGVCBv0NMS`IA;=)NM ze|JcTeqj;MJ3cuM+E0WwU%!b~0WZVQiQZx13jFlrkAMCB*Pnm>=Rbe_`Q`A-^~JTz zpSIEtp8^^18JbwCB*brbxRNLy=aXnECMKhm{d!i;buA!`wJEp5+~3)WlKF%Ey=dGz`l)C2lKTQBs<-hd^KeFeg^q43?{4R`%RPF2x zo2Dg)+#flRz0CHe0X#}hVUaH)=@#h%&K@cSK)p?`XQ+2mp0Yiv!f~z=GjS+Dkp#ZQ z`yfFeM2ako*V&i{$(t`N-4vHHfB+#9MAMABM|Mwnmqr}X~g_s z40ZG9W*V&nUcP#@x3{;kF)|w${F%ACq{6k}1f90`1c%80u%85))T32Y0Rc|-%%_wA z5Q(Wvf(u1^G+4ZkgBSC59&zSL(#R5N?i>Tj^3w8-f_Wdv0wb$bkw((LqRu%s_o}M) z_xInve*Nx!gQ${udGInWen9bpuWWzGAwr;lavn&Ckf1W&`bUA;b5SPmoG{e<3xgny zG#KIT7Z;Z?A)K6@93CHq-hW7c)^!GH#$+@zPR>x*FPk|9By-M^i;Rp)v`UEEWCqFA zVCs!l&gOs=pu4}9W8AX_C<&6o4mouM+*h{ONDeh=5a>qJIDhK}5d(sR_5Tt8!9g8> z;gdu@SW=8AP=MdI=@TdlcL5uK9K3TT3b2$7D)q-tnuwbti_d128o%34k*&Gt%8d*(2CKXJ>J9 zesz5XB6zw{_4wnDKfZhWF7E8??4*?3J;=}Q4nR{NImfC1!4)qCLIl`%MOx&R_Hb?e z2{`}+h^0#KvCalUn4PONbZ_Z%Cb zjg4x1JJKqGXRxA`!a4SO-g2~ev9)g|@6_#~~ks{(Z|em$283}+m%!?WV! zr7f4CBq@9C*#J`cn-k!`h>$iwOAu%Rt=I-6mtTrq>wmzBp}X)9BGh`J+U?Ma!9u#C zJmBKf_YU5?ee>?ktGM8!_=hyl0sr7xB?mi#}6>pTVjBs!B9TE)nK} zNC15JmT0=+I+h?;=>w9?jFlx2E{|0|WP*-QPd|MAxVydm`t|F#@0tui6bUp5fuDZ* z*T4Sj_uqg2@Zs->5ys0-PESH7yyIX52*bUCOV=Ob$$3xEEFM(YN>a_I7q&1zx|74qqg{maB#>oO6asCoGpwT-*sJ<_2dj zIztQ7w!Rs9LM!^N0w68n3s9IME7DwWSB&`>_!sBrF{Dq9kI#Y&czKyUldxn0$P)M0 z{F67;aor%uJ-fS7N}>9>v$I!K8z3aLPEU_3UJEQ$wuEFJC%VUOE7W0V$DLi91Yei4V@NvQ1 z1!QCGuxngGuF;00s({!)GnK2b6Yv?np?BGvx=+myC90)mrq(nq7iok*K`s&UT36Ri zMDXJ3B20ppFJFcA9}MZJiTvNY{~d0?@lmLT9{v6C??3+d^V8oSPESwc#efD9tJGa2 z0wh2S;;)b2&L&8#AG*)c*D=^y)OQhBR<=^C4Vzl;*uFprc8gjY0P^e(mmFYKjiL)x z==$&P>_+YT-ogI%c0Ae&u78%o3eI%~;Lh{A@8M(V#I0G>2BJv%$UYW$y?1k51N7!X)KhZHbB74MMTB}gI}36`Ds zfp@lz^g4rMsO(}D2%2pYtw%kkrH=W(iY3O?`~d+PF59a1kn8#b;%x%ek_JwRBfzB> zgx1+snA>mO688;KOZx+8_9)4@SszI~E+*-wcNqY!^eei1chB?Y**-@uY4*Nr#&hcI zUywsuE{#MG-#a89&H>OsyV3*1Q3)8x#FQ$tWKDapDkLq!Y8Y)a&!t2r7`d33LV!Ie zK&8UIfMkCMfMgHj*x4rR(O@)*4uK*;s|+U3k`s)U2%(I!AK2Rqb(HC|tYU#Ubw#1*to` zJE2Qy$sl>IuLE^0$t;zjoV@`gnt_lDQW@A>GvTC9gItn5ghM3ATZ}0Q%Go3K-w=L+ z@^f}_8aTg*p8?qk!3dfqGb1haEsd4F-86MXn_>O$?e4~%9H?uO$!wbEPI3+*%|LJk zh7Zg2aG#X}>_6XdC>4XXbG}6pu%;Q4IuoBKMFC#qoX?ruW051<-y?AvH-aue? zckk`{cRzpn`SZt5pFe&2`|rO#L<522lXx36qwUDY7^CA-0-*jm#2~G+kq%pR2SOpx z7g%pyM0IT!GXd@rBsgSLAiKN3R5kLGalOV>`|`!hy`A0g+{1y7=iQNOcW;3IvAARV>TqURqdmf`*n`ke>m*plHZfli}SO~i-`Q!ayNiR!OF4R zdiFA=lp?XRJ#P9d_hwtxKCV1na%lS)US$8A|Fm`G%sUmI;0tDpla*;Gzd@p7PapiSB z&*2T6M1{bY?TDgAg>ZyZw|2IE{Q2jQPq{k32-Wat9`MJXe|-AzF$x4OFD{E}P)UUM zst_Q+`>65=aCtmW!`DC!LYW^PT+a?Q^FKh4i>6z4z2N1`6=?x?SI+Jk1SmO3j5bC= zKaX2Cck@j!2{E#XqGsJ3Y|^R-KzB2c44GpG6r1@t~M2s z0tARG#3ZkC<5+-%b0!e^0*ktMKbqoUBRgF8Th4sHV8gb%2 z8Oe^elcZKvAVDL9p&)6U1;J9EQ#m|1@V>}FoB@{X&(b61s&sUccbrrOVx8d5n>PR- z0|lr+;!@$DmX6qR2=bnbm9H{qx`cuSmb#=BC_oS(-S8H9;s5-zDL|5j;_c{ZmlIH} z^pPfk2BU3Mfn?Q2!z&I-&}bw6r4a})0H_SLB9GJC0ayaUI;IoH0B0S5nT~rjE)1R6 zY)K_aGZO?r0YDHXLZXGc6AOH}0TER_c=;-F0o$8f$s_!uxNj37dV zDKtq^No6&eX>v*G+bAF;f;4*0`KpF1H8lS!ZldGtepvo5UmT37Yfk_F4>>hfBu z@zr0DtNiZnf}}Y)V^fDgyXKbsBuFFgPE(-(hm1xuu@OJLJa4o<&w}uC90k8|?<~rF zKVv8bzn) zoY8*A9VtK(piXIWSN(^>`S7>t{R|Al|LIbI=7S>VNfoR8B!?@lB-uZ3D^O%FFM%-j z2zQHJ2jK04TmL;A0M2y)mQPy(1obT_5mqTMxYF(nJrY9~0=JF(*L$6pluh5ZHh$Q7KPpB^3_efsbryn(11 z4twMLEJ(&z?pf*(6Nqw;1n74v5A5jxtmJ7*>nUgnJBjcT+Tq_n2OHxOL^gQ)QhubhCg*EvUdYgoXL zAZ2$-A_+{q5d}EKlP4&M-GR1#u))e*fLe+4ERirIR}PWiuj*YfHqTF*-hYt|fIG;P zXfzi&J4~c67N$cBqr^jcLy&M%s!JQodLZ#PT9|xevTu5+GYPa7wLdCusJrub3>R{2r z((Nfg0?775;XXmG==DlMA87cvNPz(M$bq{19Y~WZM?A~9lkiUgmyTdPZvKJR$OvMw z!R3&0?eZ)ixdRY#-TI@Gy7>=V#|Z zyq*;gr6&KWT|2DRb3%iN{BrT5j)!>vV8`L>KB2Wp3bG^X+~x5YKy+O^a?x?|8?gtJ zvb!YE05}n#L{OeR*8l^Ss;#Z9v8Yeeykf7h`?t3?w?~#>s6B*g$1MLkw|dx>#i;xz zb~Key@qC5>CCyy7by z-qJIkL5OPLaJfraB;=k)+88-GVgg{IR5-Z0Vd^6846S|85hbxfzyWyn%Q3O|tcfZf zA00&+V7rOI?(Xky??!&)&6~Hu6#6OjL&Fm|JPbGB!-r4d5uBf$USD0iyQHb#!ZFnVKP^fd=D0{j*kh9#OR;*QJC`()rVItOw{>?ohEvXgm z3fj?(a?i2l9PPa$)*q~&@V$feb8&foodXUaC6i!AvqJGPkeI;Rp|Q>Zm?R&6ikXG^ zzqP$H?x#jk5FmnV8~R*mHk07P+ZUSHIb2$TGCROJb+aut!^ zeXlS{PqtZ+hEzSLumldVEX!H)+8vjYXSq|t7%5TiGGifvuGG7lHo5XdiH#j=pSu4gy9n0m2Oke;_QgMn!aQ|K0m{p*4PVbo}YlrzjN& zf8h8e_z0&>JhBuCXu7_xbXx{GHH52&05uiU7`~#8gEUtWo+MPFd^C}OdZcwZW65UE za0&AKt%WZH2u-t_bzlIY-#vbD-8#$+_GGkn~RD zcY>S~ePy2pH6$f<&o#+)W(m}>_^qs;B+YD`{kXmez230?&l>ALZYS*yz(7i*q`8Mm zmSC+2g5;u31@0NZSJnS0{WVLHAaJTKlw|_*X+vKi%L6{d8qvf0mgaEuL_lj_YP+@F zTy?%D0$f{^Qv>x>E;E9LJ*O17z8Yakw{`$nwtnB{q2(jEfV-@zI~pdSL`uR?V4urI zL+6s7A$*_cxR5R};*Ij$z`f4e+Jpoo8YMumMDQ+jG69kd-Gn*^IU%A5c8i7jd)yKv zU0n(AtE=nt^UIT?)1&RX%mH@K!TCSW7DN9G0J|xe_2p_gFP|tt zE0h*VJ&QRsOa^q&F2$O2q#Epsd&V;a$+I^%*>jzn|3_7>#xOUUDl?eLNC+gP6=FqB zSbG5l?{w6|k&qYwlo9{~k!xJkR}q6ewv+0p+DN1AohBy`M%(uGX7Gd#LZ9*V+g$ru zlnWmno*W&288d{A&%!T==guN6;JJ1<0xHZB0iqd= zZ~T+6Yu$4mOZvwx;)6iy%3`$pg=%2Chh+Dm##o16A(eLcYUutA>dULf!4A2f zDANhgC?0yQK{FbYfq?tsgV7`qJ3n$vQtmE+3@0ocvnc(IxejVDeMK^`n1$cU0C5#t zl>#vs1QJ>h4we>uD1m+~p9jDagNGc-0pM`_Edtcj>ZH;`1*j|ZVdyIQ^%4Ui)xW|U zZAjg+b@kby#2#0eO9SM*v_#ocDldT4>w}i)3u&_Y%Qc+@5V||3@ZCewL%8?E02r3M zq+T!QJQ)a@1rxbZBOJv|G{lKJmZ~ZxT7nr@mAfXFh17UQ``y?hh|mw@^so{MfnxKM zgs~6;?W4vS*c;0Sg?dt|lAv7Y$O%NWGK`j^qmxh*JvurJ!NM?HLOUqJnfW@)y&M*d zAS6J`)3;n|X{qx4Pv=44J3>N5(GH}P;$?X zuL&O-QewbpmV!36JMK2unEmm$)AW>ON=#-zTnzQ~RqYMrp6gl=Aj$xjOM=)gz9APa zF$8Ue!MK#Rx5Dg7ay74jV@L`^|7!dfyq^&HId6jhLHfT8uVB*Em?y5WfN)Ux4b0-jKY}ekQrH13+r9X0f_S z9D^-s-yy)kQ&2|Wrb|v#F9$%q8~_;ybO6NS*ocdc9|X`-0MrJ}0Q9hz0d^u#tJ&gY zAFltLvUO4z2+~rs`)-_DNlQf0R;(Q$G+U0Qw!170gJ%#=4t*r!x*R@-hu*g5vG(8y z(uPoNxRA`hif0;91*70ZfP<8O65XDE9GYs}*D_&gD+~z)1R{IR7dZ_2Q*d;2d^jd^ z2R661g543f@hAeluV20ndp}YDN5@Ae$3a|<%EhK*>Cy3N7&H;sbh!YyIvMg6T%k_u zFWzX`>rP}M_GCP8bx}Nm4?6fr5G1TEt7rg41zavc`5HOHg@9Su_rW5MdXd-y5m6q? z$u}h=;U!i~O+9N=v|e0!-B|pwxm+Ls$tjTpB*9gB45-Ul2SCp1NvLJBJz%V)e=j6X z3>!*b*WUE)ZV(3l)wtUC{5o_#>+7)8<(VKX86nBDlZ8dsuFveoemUom6aZ36q5B!S zKUI~C_(r^fKrqm+BVG^de}LXzr0#Wv)6i;{9R5fJaOovSK)tB({jC2Ur| zYA{NbX+#ReB7qYCZCEWB8`%8Qs(a#evq{OlhJ<__xQg<`>g1%Vsxbb-?%Uno3Cl0; zM*`)==8FjY=HN5L%TCY25%?Sx!$(J_Cx_t^1ncAa>M~!~F5O7iC6^oL*7=%_`QZIZ z|L_TT+~hpz#18SvJtISMIW+MOgsN&XLL1vn#ds6tkH6jBF!>vsGF7aSHUAM=HQBy6z@Yj<-elSd;A5NnQzUhqu*xVub1@cIZSfN~o8f6AP z4ONlgk1rqMivx8T>oEUxE{6hojwz`~H=>Ktunv0IndAfs00_)*gaWKy4Z=55K3VTO zb~ctr6IMLnCn`9OqisHOH#afFZs-j84J9A&b!U-Zw;y|}`uvxF&-wrE?@KM?@4xISu zEU18UXNG589s?d%1kDPPz|&G8a9-jVd(YeL_q}&N3}u*en{-GeyD~dzfvxT*B+(RR zx7UifatELo_*4g)>u{Vd|vBJGc2x93=7yb$*%kQ!nT&YW^8^-&aNq-u-9fAtf>721bdi-yagNGlT*wDlAr)-Z1Lk#s zHY^D>Ek)0T_H(?m%9-K-n1^h$mvbhBWjZFl9PpTd4`Ri6t;7!bFgx>iLxE9DIg@ln zrd@Aon_(DY3;^fG$q*F#+epKG>iMy4`v$(xZ}Sq_neM!Hl0O-?s7o zU=dJjLguoE76vsqbU56Oh5u}pRjI6KA7upsmf<=#e|s(l#FjJ{-W?1PuP$fjjPIJ_&TjzrlT{ z{kZw(-=2+QQVQl?Y7f=WZV{L%iYqnFT7~qyumq=zG$JUOJgJaFaA_uY<#xLmkC(`QWF4dO?_gEnw4-pfo;SJYEAcv3#tGS zb*2y4=FV^~Akan*0H14eubx70 zZo6CaBV)9fzd*Qz?iU_1IiCmgotrl?9UT31=$sExM*BX7u)3DaX0Ahc@4nPPSf97M z&(wbn#ZHy-16UAPjB!FUrPXLR7(>Wxu+77e{jhhjrM?4Y9Mi#=&?Ow|^~1kgCFE}f z7+J!=`6DVq%{e8Z+g~oHua_Smqhq}Fe>lvOOU}2Hvy^tgGp;nsXa84R0q8>4_eBNE0{wgI_)rRYzdP*zW@Wt=Gv0{=b)$-=(djBq?jKW53Mr$? zE`|_;3UkgR|CFr3s-a#PA}C=&gMWqE0o3Xf>N697`tN@TK*X%Sqow}&P&{ADeNF2A zh4^ojspG7_1d5qXQ|9)RgtuZJW3t+H5TZZeY(396K)ADJzds)8G$2q_c_`=*LGk2I zp;usDr7a3bVH@cgXjBKR8>_G=;UgS?hJOv%^fq;~GSOCmh_{NmE`nl{>A7lU04nvw ze5)teT_N5>t4evYHp?p-U^`%nb%#mvTopFXKfU3{{sso%Vx9olDwvJ3@q-nXQB~pM zN`GW@X0C>qqITUFL+oSZPC5O0>_P|v&`fpd#yP=HJnP@V+Q+^DZJcEF&KoX7)eEyD zwCI`#1S(Z{KO){9x>yuecY{6lo*8hqP*;RkzkGEaA^EreNMkZ+d2n6Pn__p4l3Wh` z?&c34v#deRSsxIfl3Xt*3vC?)Rt^Bl0oCegY*QIu3KAe(Giy0N2|hr+O|xmCZ(w@h zbhp!mNT2PEiWbkgpds=XQED$%asm=&}ij#PYKoGbc9X8J(k*pNnw}5JV(`o>1Apy2rz*^P}XMQ#S)a!8Z*20fY z{^5+o)zq+%=P9RbGhRSl^1AKQSj|k#gH)j~Yc?BmE&?YhhQzd!H0YqQkG?ITM_`HE zl9%g5%9#pY5qjWz{ zYZ{Zci5(A)oDR1)cUC-Lj3I+i2Awo{orV=oCWoY&l{wjAq;Q7*v+=YvFly)F=@q|p zRV5&{v35g4Sa>#Pk|W7=AP;1X7qs&E@=7d8S&fNz-O$GXd&GW{ZThlz$tEZEJM#B} z4O@ZU*1}U-p6a4X&gn4TPl5iNa+&YMoJbW)R@&pSF7-rkrAavJ7v!W_#h_tuI zFbw`|=cxf3`ug>s34v(N&Nx39{&(s`@&NP{SaoqxJ2x|Qb-cf`;hYkwNmVjcPm^}& z`_m7RK8Nn=r=hGW^|1~m1O9~I*$->_J}U`pR%@uZ8pkriR{#MBf`n4LTRxIq?CoUd zuqfBOc1An?Ch!kSmCyX7^#vqAD!ECBsHgea7~)~;#RSgu4Xa|$@!89A*{l& z6kXGf-jXiHG7j+R5YMliYj@o#DFWhYKO+?i%_JAz&(RCtZw&t1NB4MmX!xaxK7kP- zU=A{Dg0l4OMU_YDO}{58aRt z$NJs46)_|@^ zVw!BapkUUp5CzZP1(-8Kp+@`M91gGpJofCuLB9K!*u`C6RLggcXD2n9fBxqQ&=*u{ z5cNJkG#wt(-O=2E+vD+&j$V;^KicWxSS-1Vpkx-1DpNi}vu?Yg(ZPLYwTpT^&`;kt zNqzF1J8D4ay3!ifcOZtoci*Y=y|-!l_T6b!Hg7(>|1#K_yQo7DAS~_PM6-_0g%mdQUDtY)ZdeW^pMC6s^_&A}-^Ob(&Z4PL zJ3ph0tLD+C(kMU9W%H8XTc6;glYUhBAkL4#=@*t<;S21$O~Ku=R+*H37_9!@3Oa1< zL1tB|N&svp!onZ}8vXx*4}+ep75+m=u&ImK)+-<>0WGPvXgs4tyDklA{Py@-WQzK1 zbz5QWr(MlV;Y4ORBnaD`-*5I)XeVOsqpseB z58KaX9qY2J`xtEdzWcs$SS839-F>&LduhwM1-lu&ZV$d&Mvn#(I;6V~&zVjq8T1Pg z{QJ(6)?`8gqHcy$wc#{rp#{@)SZ&(ArtRm=R>c`Ts1jO zNlM4)gQVwnbL{CbdfjukzwNiINs#+6QL*;Sz!*(8sG@{Z(#gj)Q-)_~5QKo_Q_jgr z=rkPwWt!0RM$%i?%AcFue{1*M6#w7X^)_p-BV-^;p)bi=AU{=7QEuH&Yv&(%IjAE0+GKH`h=x&@^j*PCHa_M zSO^jx6MU23ww#dj^U|&!^<8d4U&uyxIsj{yK?dvS6*o00}}!fT&yz zApkj!{{4(&PZ1-Uf?!&p4-h(yAmzUgGX|!b_H3G!dymm=_}HOWb)I)xmb+=%rwTPq zRg*}-HurJ-x@W7vj?ss}cNu%uj9$jFuH$wKi?=&_x<|G@HrC!oS*^FXn+!f9?TnV) zIRwq!BMmbpP&OGONfQcdD(S}VCM{Z9Sgz6=U~MA(tw5hN(b^tyNO0!)Fu3)vf53k0 zZ}$Thrkb|feDLk8eL|$hzid2ZU6()a_DRmFBb&Bo^HbVvmG17+hqqw6B^@J4cNej$ zlxduj1s&?Z%{iICMK7iuMd}tZ4$ONEj)rD8VLmrK9zm=71;#6d#0uL<$3ll<9~e!K$*1kRHprWI?Lb61C<{ zAhesd0{A55RNwyprsCZ^A0lL(=9>3xT?U&v=KoQH4N0sfCP5|lS;AQF^MQ0o14(X| ztrK}UG*#}I%E{?|qEpj7=netp!07HYp<+!{W`uNrNvADxSMAZHadSud_HB#u(`~Hz zz*K_M{oi(lX_%O{1(CV1N8hb?V_7JsX&%YCiA*+^o-FHf(C@FK0~vkTuq8hv(=-9y zBT&{JODS^Xj~mjX6AG|`01fgQy8HQfQ9glwBoylRmP(UuRCJnv9Oy9)>E&{0Q~Ca{ zfB);xe{U1+4$ZzRJpc?yJ@w%ac>Ho-SqT*g>5(zI)4OT+ZEyRt@9MtU0X>H5G}W1l zUh%;Q0lxSmAXmuD$0P42K$6clkreL92T0H5q;!+KoCW$^W~^-FQpr>x{NpiPj$g;8 zz^B_TODqftqjLzbdY;zNd)D-Pb5rxI7F!r+RUt$SKtayN#g{?U*B|mBr=`|huG*L6 zL~A5M*zm!2sVc-OBt5zYh$$qbd(g|+1_%IE5+n08Z}tCO)ilW@OuN4lfWxA}{?FQT z_-pMZD9EACzIk5O&6K)nI!&P^mh@rAh7K{+mZrKpy<(vm8A%fon~(@)cLE!rcg>BRyuZ&vEGdiphY}9$$GaL$&3t^b?hBwmgTldpbsk+>t-u| z$O;mwQWcU&(#_$2y?_Lwf^<>=2-s)>2>5s&SrEv};@~8&*yyGD;sPYk4yTL|kA{H% z;HNE+?xdSir>a8l%l?OEldZ$|Ap6-HR{h`IHo{_IG-(LdGji0^wfn&dc#zt-}G^Nq7TFKJA6eKZ-B(D4Lz1L%Ih`?s{y7D)Vl4 zuix0;2+TxFE5+&M)yFmiA@4o@^0uW|&pv@%9MAp^HvmjSfzv!sfCy=tNCHip&>$q6 zOMQp$i2_oGdOIr7Y5SUV+H-T5;pP-jcGK>lmfxuDmu+`FfZZLbspjoLb6FkjK@GoYW;X zLC?*|4m5}+fsD~j)@5%+br|jY=RPsp_;Yjozs+dOvEWDW4Y8X~RG~!u?*x)0(^TKK z=>NAZ`oFoc0})QdSEBkEhHe4*;tBMphiYHUA8G|J7*09Tzw1@bj@7f3iZ>bgt8ebI zPx7KvE^L^Sw>0NPK_*`bzz3-R^LJCk<+3Y^m?`3<(gx$LkHqM!KO|P=Sym)ipIu zC6uC&(dljz6^JF!-RaTfE1;c&;8))eXIHHx^610tc_A)$jQhveLey3oNre2@m8@UjM1d$ zskT1wP5JY!=Bc2Cj*6bOsFHv$Xg1_UMDcucoXCgsl>mtEcho*T-kwMBa^AbIEDz+; zuD29HpEg9=6SakXuqI77EbKBIZtq0pVTPUcI(fe2vWvGbGw z350}PHn5j)gV>6VUwf8Ma{1-*(+T9AK#VaYq|kzJKnsu%QKxAV3eg6ERJtwD z0DpgrgAD)6gNw`TIPF zYIrRoa-N+2?fsc&AkQQoXPl{X;CMaC+9Qs!4N2H*{BQ61zKy5Ygjvg)9_fanR0tu@ zm|mzL1blsHm;|8+BO~dyHX+&G0%||d&DsI!Va|*fNFb=igd_nxaGVE4BBUS2@(SuJ z-NOX(oH?%gYsqzzT9-Oz;{HL=MZL2 z2;`?upgVa9UPA#moI?uki2@{CBL#sVlB3yP4djO#0KWKY`U>WF_EXeE5J-AG_|312 z%ck@mH@kHA=FjMEnh8SDDX20cJ~FY*W!`e%VbAbR-al+VbeelgAOw11A^@Tg(;?6h zHWEbZxZT2%#6TseFad~w7R82v(UB+>pnx9TG!i5fR28AS1M9kS*rM{+f>65s@6(&m z-4KY@Za0faCnP{A)1(F<1gWVC5)+aP4&+GeSb-z0dzu)r5>-Tg3H({VGXX+2@Gla& zJ6T8fUhwlj|JslC{nzFkb-Ot%?Qgv<8BIdLBti%JgDSoOMz0;xRkh7{`~5!ppOtO` zrQ5B_Gqrv%wF^X%3-d(-0g+47zr;{5$nkwiffz2y3=Oj3WpgCK%Zz%?xgqm%RVa{m zIszp>CN4TPo(qtd&T1Y#dqr|Is588kFZ}g}w!b6U&f|LxpiB@#XARwB8f$v$aW|ID zsAk?}oyVa#OidIe3JQX381fn)w?LpSqL)fSj*G-sR7g{k07*j9IZ`w$0v$*T0-O#U zuZPk8qmgK0@n4cOAgG|gWRge;QB)_asmOzpDxgpSJLO-LKz9;=Dm(xP0U_ta>MBSe z3|c`@P$a-neP0LygzhM4*w8@zNS9}R$U#`;8A3RD{Cmn(AxCn&=0H+M6YYIj(W@p= ztP>MfaILJ~dcLy&(YNz@NmP7jb=K3x_9d8tpsy0#=e90)XC zygPS(Vq}<~rZvtFF9_t#`y$E5PKr%<1E-pV?j-pb5Br>)`*SklSAc$n4U%6C0Ix&9 z0K{un|L5HTAt1-+*U%$N)^#28T`%)G&C6!zxXo#u=9_uOSuG((NPq?d9ECSeWCGB~ zV$gTmCMN)z5CVEtjW1$I5)Pyr@!?pb1f!B4yT+V^rZa>j0TfgV1QJM0kd#uMhQflS zfCM-emLw#BC{Yfm-JRr_Gjqa&r{f{P(@_r|I6j+M=M?8j-YF?e!httDUO*F$@YQ=T zbRTUDK2j*Al zqR}8S@S)%$17} z9JKzM%jdrAzfFs~y`K@+>)PD{N&*2S5Fr>LPa3r7s}cgC&%fcRa@y_o!T&x1*nDI) z9TE>vs(Ai@i7AVx5j=?{RP>h+|ET{QOVA`QnXA(v7ekO=9zmSn8nT29-`z)XDFl+U zM?gO4SWj}vDFp8)A+JpyPRI*O8Na5O4ymM}R67ss1)QvtHMJI5N zkKc^~6n#VJe8G_VqzdrpJuD*-B82NEXFGQVd~3N{uqr?YwUEhavZ~j;z0b1wdhUJw z|L^~{nO@(&-`(DgUelw~>3;nCGoTP47zHtGc1y6F)g8rmKFl=}k;nX$cvAN)g${Z=Q z63<2dxeC$LBN9e}ARt5t0&?Z#XpDsKmy~}L z$T>~V7hY%(SaXKri!Z+T;-%Tz8NKwfjzw##TGrjNtT)p#f1Bo;-8QXiKGYiOzX!WW-~;U7ev?j5Q}eZt8AMmyGI9b>7rM(ysVy}ifHxA|t8nP-_x zq2z#oosNJX?0yYIUsnZ8JnlD8-!Cjo@`CxsNxO^snhBX9oM1#=Mb6D+OU{{WBq;bO z2}}Sax#Ve3edVRSApxUjE7*Co!S}7tBvE-ELdf%4LeDsRSS1ihvW}s-pCP^H`|aM| z|Mp-1`k(*(-+$fSeJ2Kzq?>?Z&UUZ40SE+xXPx>~C^q_s1;QN?%H7R2?d#j_+cZrA z2pE-gnt-Ge&uteKnzz-c!+>(cs`s-uk;uUMlJKa zu36UIdb9g>b2CqwYKIjSB|&o%u7-PJ#A~SgB>7p-5F&nR8O*1D10`f6PlI+1Vv!Z}U^ z2p?_3<`1mi`nP$*^;80MxyD^du4w35M^troRy4O8_?gjtm^?sH6De%XY4xSHjQ$m=n376C%8 z^n{+1Q>`Zx|B_^k?u@m^*xbl(mU)`D+s!;pyQ-;*Qc`HhqapHXu#vy8Fp{?pCG7x6 zAU>^Y7u3s|NWOj&i2C?GvBlSia39=`M+A8MK6+{8Pm&itEN|Ow5Xi%yAO)BIe*x4t zs}Mp+=muy;C!Nt_9lekBzi*14&C`GTzP(%T?$&iAB!LMUvD9KCVA9VlM++#(r3g)u zE^EHo*Z%+5SO4dlxu;5xgMLk@V8AnGw@usPOA0rCP~;{5q3K6Hq2ib8-TO&+j6q*# zO)k%qlO=~7r*L&TIqYx3%okUP@?qqfMOj~bp%6$qz4U#Ra#@zmBy|71%)8x9P1DWI zTs4&w78_B^5>Mt`pGtz?EUWOEOGamGG4pAHH^F~=sS-cI5(=Ns@Kvxgx|<#WI_tXL zZMvUzx!d@@=k|74_M4V5Mj8rGL7@kc3z9Hk*_1mT5#C@?xhT$(PsD zFSBqMVz_2rPDzCT!HmHeL&v<05Z-gQEb}ytv72_^_ID=Bs(_^+1?VFgVu;E;2F&sN zkVJiAM~biXoR$N6sRHo(lYx*VA740BFXr8?Cb{6N4dJ6WQG&m}XW)fC(c}r$l7Eqq zPWRZp##px5z02)Z>tB{b+`rwuuljcbs1zdNTP!UCNB~dL(H|w`Kuz3z5E>x*!NS1+3K=eMYY6LK7NOF}Z%wUf06i{IwC z$Cz$ z%1Sjai+?VgK_Mc~;cI+WC6E3=e*7Iy5+EHFAHF=btPm}AjCCw~)@3Z~-MV-4zrEdj z{kJXafn^!%AUW>d?oi_KFZ8wj+6umZ(K|^96T9Dbf9#9@H#bSIy^>gyRX!ZUCqx3J zs6oynZC^l^BN{G2AOxs)myq7CF#Oy47v;3|(GQ$MT-U1wQBM;9c`bQ=C(z{<6LM7@ zz)3#vY1McC-Xu@%DIdAs<;(x)vaxLxFxTTH>gzV0~sR;@Vzs}n3iRo_w1ae zdAGwGm;g0S1{DfJND}0D$bS$Ym!yRNuaPJs2KkbqX0q_#ZfbxqF zLQa&yK9LleL_lAA`Kc#*i^Z1{07)PT5!D#WszQuOFYCCw-8BB|a6~NV>rfK=(?Xo2&j-GMBUxYzy1E(Znsl9kQ5eFl{_GV2n2#c z@dT=v{w`{YJ} z{HG~z=`bi7nqD2e*XA^%Bz{&kZRMDoo3R36bUIp?V&5JDnyAm9O@yOGp? zW7)BeP3XTx{Ch|LKexW#9tY*m?LqmobPot5X&T6@`&9cCXS0ytn@sUXLMWpoRPA>2 z-tPZqcY_XyPBoQfNfHr_KoIahq>wX+Dn94jtzM*>8AS015_Jgp>`_5pex85I6fVqnd!_0({}gu^l$T7hhZjIrG<$P7FPUYgy~M+^%<9k3b!~LigOv zyWPCq%REmLr9v_Wga84M06D%;`Am$c&-(7)<1cDA_vMbak=JdMjRy15VzsaNRSg27 zz?ochnhK}TV~p-bKtdlv|K)D^e*69Yw%*@;P-D4SRO;cf&^SrxRzunwy(xBb68@t`ylO;5xB0O{s&4UPEfB^WU z#M|@d;5W;Qn*?6PxeJj0sPeFSp^=;<;UaW%g5>ly`^*CO=@8=oe&^(0`#9oJ!qt-G z7h5Wo3lhV{$n_Ru>R3KKLe?JLf~AGoxmMyB--R$PwG+EQr&Y?k*5X3x+_Qmrb zCVkJ@KbKfKPXef)pNOS{;0vOcpE532{n#V@^h|k!MmOo@ zZj1Qu?rzt$*Rg4S{=I4ZZ*P`B-3@G|} zjud(Ac`b@u5Y0y~Ud$KDZUXS-0`#FIKwj!`kc~d?tN4Jx<51?D`X_*A{f%GIqWXn= zagP^DJv_Z11R;>7AavG+9QuS8%Xzxn&C|`dS2>3&2@v#*BreYfP)XkJS-Bx3d3{wP z$~x_K!BjW=J3jypu*2uhx~XPU57ta|NlRCxUPNeE8-$qSq&@W8d(+BxK!4aqE8uR zZ}*A_*@}pZgexH{``UXIQPM@d zD3wd|&cf+5iJ_qdhpsGpQx@m_7{@-E(<>IwWAcoK|h+*2n0z}%z4sUUs{ zpV`pMm;b|)l~EOGUdO{Hi&ayum7w7Hp*1L{9ve$~M#l-uzZ@ojE<)(<%!XNOV)723 zGeg7ax4zt)+-6^5Q{qNr7CSx9f?vxCo`w;9#VRkk<1+8GfB z@YuiH?_OQ@ZRs9qsk^FAhN9#m;%#(`>p%BQtT*)qM+Zi^P8F?IzNn|X@|}27dKs^Q zc+V9w^OUvb&miGW?cw5q`hLZ^bDj5%Qb>f}M-8zeRS5w+M*Trw@5{{DCB9MH^eRVY z-q9N^i|l{>-s8i9M)x+iq1!*AI=~&wu$iJuV65Zpwu)&8m|q%`-Y?eM5?&wRTkB`0 z_SVXB06*i`MawAEQ_cA~J*i)4V&G}k+`jUj;Z)KS|vOk9yU*7Xavv) zBoS|&Vx$`Wz5S5s^VRxvFqvs@@7(*H_1;}gegTO7ralJ9I=E!Ni+om`RyHtECI~ z^ijHa9-1tmwiKH9NBZH`1DUH57I%zgGDEZjhDh@gyM}pQO$`cOsyt0zx9HG@B0`Px zA>^An>z8DHEiV_EcGZbV!`%8sQF*UZShm6OaXGAeba4t_9$Z%Ee+47E>)w*CewlDm zCs%X!u@#*mY>_lMpR?b!`ax?+^+$P{0;Nf*ETR{CG1E5=NTjL zL!UyoJ8VW7w@>Nr?jym|iIC{siu+9rwPrc^cjwc#(jPDbPrfEH8yFkI^=Y&5^^Sa> zRW{dEswg!v>#JT$_s#+uSNAIY@uEMvz)T_VdHNGNl^=W;QI{?)U#EtM{q5+ZvaXK! z4QbIZ6A_YAKISz(!ng@F{gT(G;Los|=KL+mG!?A-^%;H1u=v-z*o@2lS}d7|yV+3&AAjN4$Zh!jBulU{m9FSg_YdA$4K0T_ zw=9w7LZ)^9xUL8@*fiud`+yvz_5X#(&%b0Y3ksK9W@sPRyws%dB)3^Bfn{fEAM6+} z)8MxYQJdlWJu@j|)=?wfWAfvp`A7g2ZkKJ`WMBHv2YJOjd|lSC9(`S#vD03q)H^se z-3K&cj3y!7to{GabFjUH<03lKmU|e&rO^o`LmfJMmyOYZVwP0lD84kNG;ouy>znG> zzo`kMRqILtN^l>34Ep^p8pIfPZPB2*q0|@@f@J%S@&A<8w-Q_>Rd<)*aRsCm0fwT4 zd@5%I;P92>Pz2pSeXZNzOEj!4Aaz-k@zh_Qje{lOyTJiYsqS-cRz}||v$^f^FD27@ z1~P$w5nP_}li{{Rt{ACVCgCB{FQbQ)9WgxZseQ=UY4BB$4(1_;fiw z(vZxqkX>SYK|Y|xz=l@;<#VCBzehiMOS0bSV^6h*LjFCHNCiHm|AGDdz8u(&>?H8# zB$h@$w%$1ZMuDo;iwB*ZGziR8e17J)Uh3to{4pMy?n9JhlO8*QhEGRkK*tfgg)6PR6v?`yX*SI zcrP|q=k>_P?GkwzTDOPKiY}pp?j)wG*=(72O1_U8&K!5l6h6LWIA|o{OHwDT8RgN@ zbFe({OfaI3=jws{WqCi*LKye)B5^vjuY43s#0QYMr-dL{ji@mdzvKh{vSIK zWz|z4tw{^^QBUxHe=w}V0HQN-LlNQhGZj#uRk-Zb=oO-J>T(3KPG^KW+rdv*2O9PA%aR;!JftVVcQhbFIf~6zKE*k zS6=j0)t2(^xoY$S8LRtxgd;1Z6$8>kXqF&|LU{dUizK~(ZPRxhJuL*hzWAuYw7c~6 ziPN*^x_2Bs!dp3Ll5Pp+$9_5{VMqMGUt%(MZvQ~5bY7F^PsJ`h-^1-jRNuB#I*DsK zGUDmdx0vKh`UYl1Mm#UPCtqJ@{+e0vNuRf-Ao4M1$ZzLlvlm42?P1n)_5De7LHy18 znSG!6Gk4Bh{hPHcCgbnbiM?u~7WOs;n+V=G8Y&|5>sw<_M=Wd(Idb36L@9`WrrTzD z6x5M-M&Y&Ipz|9&TIQ}2D#d5}1S+erS=4kv{Z`{tBdB!eJ#H0nyrhZ8p5^CS)x(YR zApeI+DIqTC`+}E}YUC2(!qSzJ%f-9AgvMyk3<<7%tBOs?bdO|`%5>pkaihk1nF(c| zHa#1ke7jZ7-DhUJ==ZIGul=+n)q{a3&!tlITEvux_)RrBjY5%J5MT$Y>J+aYo* zZ&u49Uiv9Ym)w+vM4J*J8f28uDuq{_HCsg%rS^yYx2dhI#AcYx8CyYP)a_ko7z8qC zDqKG-y;e!?RU|q4QwICIybn&t8J4QQQhW~ri`6oge5-BC&!!q}*G>k!6u9(4D}QLR zvc83b>1Rh(3Vm3z4wSsT(*Pp+(JkX^>LKTalmUTYVnufZSU5YR8=`vHPY2V6ns$Yc zEG4TCoUQ-mXdvZZ(LYgb_%F3rfurxK>x0Mxi=PTZn^(?hx3B0lT#*yo%gh8$*jbN? zy6{J(*>~y#7a4eIZT8=SKNL2r$a#4X6{s*2v&0kJ7U={-o}<5bSw!Hgg9J z3(t3lOW;j#C}J;rqMXa3Z?15|%6JhtGSe;JyzxvFuQq!k^LJ0GdHUHy!jd&kJ=^^L z{KVnDk%dPuul}b71T!4(`}FLo>!Ax>oJ_-mAayfe5&Zhe&cJ!CfQVPXxqHLK92}9J z5DixD=j&KjG`obaQZ|S3m2+4+fbkbrJ_7`O}waMKS_FY@-?0 zOFjd>0>ub7cwX?ctaS!myX3n+*RbT`{K4Nl z%u#01qn1BdcOrnPCmc=l5Y=%zv$u*tU0yaT8{90$9F4E<+!uvIiB+;_`gyt7F|Sjh1Xb;gz_a@Y)jpGv%`acG=Wg_o-fVrAX5)S~Bdf2f2Is{C z9wVss6`33Z8hbi6T9A<6C1@U{L4<>d=V)VqP|t+xzoq6Uqis%&-q zlNS?2Iz`3qluH*>ud*yyfRrtt+?{2+1OjUV^kkS`Y#}#wSJ9>hOjg zYMC87s_@(njOtWpZ<<=q-7>!*s6jJJ(3Hemcmq-YW*fpX7(PI=;&vT6fJ@X9D(hw0 zcP%sjwd`Vz4{JsP8k`z2I&$AV9HbY9sOj1=?BPon#0HY*YK~AmZnv6v(3-A!A=cHW zbs|JG@GmJqZaFeGsH*j9r22oNhzJ{(PXgF4?u>)KHgp(CXdM}`<%)S2aTea@RO{ojD2+#%TThP_Cc^@{hp*4i$u_RkVb9*K1WL2QRYqEMK;r27 zqs@RXzSEqy7|u_TUyaVx)HrMdhRUwxgUN`H{q_bc6kba2vmqT^>*7GIt73m|#gi2) z%+j|{wAW%qw0g(*!rjLO+@dA&->fJKO~Aou@oyg_8G9N1?2*87-{I#tyJ1|FIP|Xp zfCQ?f;9#-4vaC<>F&)_`^hVNQ8* z)#jkZR&g1xVqnVDg`Tyu?n*W3<#(L3(Ewf`ptiS$3vVK{|GKX# z^5KI741p7%^9tSId5F!7x|Gl1N2Ljg__JZi$4`-tWbY)(wv$!5`f%U|o zvj&vv;8|45^8*|Qv_-Kapf;ZIO-Jvo`*IzM;qLXZqaS1>d#O?8WX*25w=_ilYk;ya z2D6gInF5D^;J0k3B?5*oPUIQgVn>{0Mg zu^}>CQU2!7G<`oSaU=XiMNj3BR~1V+mOJsRXs5=_rN`@MeWMY`n97HX2baeG^SwM% z&)EznMDI8^SYP@2zp_Zo$tT{ zvr#7Z)WoLLI<@=JY8Ny!FQbM;4IKBjwe!4}X}Iwj)=bn->xE$THpQ7GXxHq3?%{I2 zNabVN*%%t*;J1uS7Ps~kI~YeR3AB9(pXnK&d^Gy~91Y{J{f23H4}^nr?l~Vls+<9e z5s|OpELBGoslF9K=LvyBJOEiqsB9${3tv2n2rx!VIy+(L@tlt=?p=RdW3X8pb?+%; znKY_i+AUXeaAsCuJvWpwIZPJ4XWcaK5X^5QI*e-t* zQC}$aw#}|#K(4n5H=fAPAD)Ao_OYIudIO0-d2TGTBQqZhrx*P-a_ z?{Wn`CwFZOEO^DEvFdxJh@!-HV2Tig4y{_{?k)d$%vp(Qr(LmmYYU>QwX7X&t5*{z zP3+iNyf>!lukCr@uj#XD4}%)`v)|zcsbTBapTSip^Aas424dHvEwaJTkZN!8WBAr# z{N08tNq-jvz8pN0SQnAL#qfRf24U*8?bW|5RGdwSvz@!`uBiSgL^ChrU27|E>G}EU zxCAhQH#@1T%^dB z)H-&;uc#UT@~s*-ZlOT8KCcBxXG`Sm6UOoawH24P}6J}9$} z18c&UZ!8gyj$h6){XP9ya&@-;&4_?|Me%!kC~E74%YxOGPk+ueAx`8gTVpYadr#1f zVird5e}C!gL|9oOim$gOO@0QUHnNt4>5~U^vR?4o*EyHV$o)hm+C1)nlDO%^@!e+btTn1au@7@;m&2nl#dkBMhmr z?o#2LL?2o{a#vDb6DC3~o;B$zv3wSTCyFNz}YKx*y>@rUQ*gz+QnaV@;uh8(gBV zAQhlX599CgLJt`CZx!@VXK(K_eTWHJ?1)|+atMhhhyE9&wsBjr3YU;E=E&# z*G)!VunEKGJtW|=%qSQu@toeNo0D#lj(|Nd=TU2UPI>(98iZu@;I2hxioQja@+#pz z2z~Gaa9xA$A_!r0+wc#6Vi`X@2*-car2@eWAH(nvpdY?z6OH8&$XO^d_>du zpjOXR(P2vXXz{z?>PK)id^-u04N&Pw2a3dH0+ZcXE=V4;kkZrWB=3;)b!6e;j!a)W zUK@fwe{jTJ?wm5)Yz2Ev2?IgtOMammBVHrnz3MJw!4Y*=fM%!m!=c0TgMWW?&wp>6 zr%QxnI>KXweiOCWFo(Ys#X@%*9CU6NjlJ?*socx4bFp)1LlGD2AK03HFY6mHM@Eb% zI$Pwu+rF?+*vptur?aPf83^n!l~6D}lOC40aH0Em3`G?{qR#4K*miYzOLCmfjtJ*)Wk{P`#f29>Okk6ZMW)^ zGAk2*9FAT-Ki}wJSyDXjP7LB(`ly(MG7&M7py~AVwfS-Z`~%odj|eDuVReJfoq^i) zDd@MU6`&nd+)%UafZAu`1|2M$1^tk>!vvb7Kd`>}U{8CNw=(N!&!2nj3!f5l=R(#y zu3nnOew9Ti*W!$KX9k@y1ZW{c<&lbj0hlq3srwZf2qhBYAL8wd>fCT2!A=xLb`S)P z2xkBuQX>i93BM&wPEtHKEV^m68S!>e&y`RARWUX6+p4D<-V_~tg-woRzLkVG%Y6qE z&#Rlq(*cpooWXN%(8y=;a9n;w{FGyl5jee&VJ+dElfB1}(os1lz?=*Sc~ARgZ71tT z?^wQly6Y)|9=hv?H%u(ND#H*R5MNrXWEkc=>0+d_-*`_|i3L$oaFC(H2jZ@+>7B6h zb&DP9Q@cBIm%S)_<5F^P5+l=AMru7lAy#KM@;MI#3~6=ppKw>ix3a)`t?I+qS{ldC zzDbGu{aFR2XqcUPo*h+PTnggTHRc11PxG-Hv)~}0Jq#lA761v6m1xJfOiA*<4vZC4 z0;rDG2!kiIp8e|u;K1X_PbCA)sq&1dByLZI*BXaiVOkAlezxmcd&dTNzt5K|4^JyG z01WRePXyyo6f0u@1YCnk+x*vQ1V%n2vV0Nq`v~n@-|eJzaoNm&+Jz-JXZ~Qn4-2i} z<-0+w5>fL%rc%7@zbrd}`tzY`w8xp$#<{op+0iPWCT}n4DW74%muUWWB&Z!kAE7PG zCgD_gk`2szO3eC%IWsb*gAu6c>ae#g?}4K6JB_&k)Y4ARIl@7Y7d?7oRGwI42QHCG zFOLYYm-D_%oKAO^A1JWlye?peCxldg>2oPbT$s4Ss^YPO`eSFq2JAP9ZZM)YO;jV*dtDDAh%s( zCgp=M%FiDq`&l@!UvIxnjAnNKyEXGFv6yAeQ7@=)JH6-Cmr(YNp3343&=Z+9H}~+j zC6oYJdYNcd*BxGLnxD&}^wvr;BZ&TjM~a;bO2IQQa@wvsj2u7;C%DLMOgJ(Ha{%S* zwF_1g_HvVK{_FfVOyib!=T26CHZ1K5Uj$5V<(gtqvT%Iq{o5RPG*mc-9{7})DJ8NU zCFGli3Cv#_2*`TBDJ3Ms1Gyi>w*A;`B*QgaQKBktSM>n299C>Kp3A@oC`t$Y6!`wx zVJC_m(%FdnQdkMX1Ddl5qB3}2AD@5u6Zb7&N!u)p6Vs=&>bl|6ig_pJv}eI5dlsSy zcAljZ#q^x!wh(}ihAbPy4j@EepK5H#UQNbFTMwyi+DqQ7Uy(kJb7> zXDNZeBEP4zj>}cxD~lDG6e|i)7I*Hzmvh^Ik-~&1C~yJR%k9_MBFx_T#!Nx^HTor} zq*{1q;tCGjBd6Sd_;>T{sIW0;`3bB=Ki5>fA53OLRA_!he$)YUbR-C@c(bfU(V<#O zgU()m$_^|_X47cB{pRE(CPN{5jOaG9omR&obLtZ8>rfd;sf zlux^7n4aDu2tpBN;1OnVR#!~&hu^+Pvb|OOpBR!cbSN20%$8~R>G;Hg;ojoROP;Yx zBl^!hOTWy~vC!$`)R@xPDM^y^hWSSx)t^ynDk>@g_J6_+br;fi=62_v$aCZh2&s$R z0OKJZo#q&{eu-3psWzm(>~6b?pwQyAq-}G^@e$7$pwg?mOX>eS^%l^!k!{bR8B`I( zr#Wv{tSju+7Xb5L8NlCg{!_1D4ET0N7#Y5o8YRO26DU_XVPAhiAN&f6Y6k;`e78O* zcPe4=x3iTwF$O>zeU3zmL>`*;-b)kKd?2nHZR3cTzqHL2=(TIK6KaPirytR3pC?=X z=XaNrOL%zV^r}7iXMzBoKOwdRx>xuUE;z__sfHsuceacf=a*2$KYu zbp|~!Y+%dp<|C}~4ks3;T9329`DP#BV!SYYin6axsNXI7)a7KmJ9}v|Wej4n?T619 zh;^FlG2Xy)N$&O%5O!k{dAXz#YnuqHaq=>5up$DSI1hk_3QEguZ<5@qqX{k10P59% z6SGqLi*stO>Gl@y@THyi1)`8aZoXl=_gJ-Kr_-=a9*5FALD+LW+c$&m+#O+D>%?`z;^m7wPEA>`F}R@ z{W~)Q0NqhG6a_w3d;EFg$DJKCu2t=i@>E`5LkD=rxNV3A)=HCde6Y18yZu~U_-n4o z0_HqfIA1`W4{GoWY(LMV(TWFlLWME~w^eW1T#u%M5E(kut~mrEI|JW8s~Nh0SK#+Q z*!{~7)TF)tI9aZ+QW@Jz$4H?tH;4oBpjXyu?fK6=3uKAlCpi$Hm4@+EH3JI^OKl&- zBR+gptDo0ccFi+q7`w#bNKNfm7He}5jG#AQCGtE4S^*je&Qjyv2U28!WHqlAV8#f* zbsGA|ENFl1h*XLXtQvl4s{YCmhII{`v?V4iQu!=xXBjnbBI2nCbe zNl5GZi_!3C5K`p#)37?Df;9Q%KV_@I?|I)}2H>f{Bl)-`PM2EnzgyO|w}!dj(2w4A zc}9cEl<2PQWsCy?+tdKsXb_(fB}ahYUajNtaSf@XWnod=4Yg<$9p$<>Gc)5BRq>3a z7GZYtS4tDy1Df8i6mCKfwBiicr_)!fHXt#XeDt#FlA(klf6cy{7h=m&(%kAw9i#70 z9yXrucvbHepM*f9V_1+m#kIv3rv`1me7kS+%`v9LU$V;oaDJcnZ3T8SpW(elLCN~u zO}5Y6jpeqD^*CO#id013&V`fy`Z0dB!Yg}%Mrr;x04NS%-AU-sP5dQWI>N#k>TIB- zYpm>P_%1)hj8p7czK!>-i`pFZif{qU^{hfA@~2@0dZfs5a7o|3xO)3Hu|c09A2fgF z1VPYr0(T~#;6V80pLUk@zWcR@2G>4PKl?*(GQjSxmw~1LLN#PWQlK*HWa8|NEu$cw zb?q=ddtEh0gR&k>7yR{f9~I~OQ|nC8f2EN#?%86jg-mhVL*$b^h@5*&qN%8x_(&EW zYgowfBJ>SwH&;CC4Jgrs?m6t?Kt{0mz%%UEUmRjGh0B+Z4d2wuID{R2Khqq#$p(0w z-!5djik1aMkH2BMM-TLz9`{)A=C~dqChe^s{F>x_!rx~Eo3ANV&wqL}Gh>&Mx1i4= z7<37AqG%ZNO5C$R3y5c<*4sgHnMpZv2%_1oR=(uN^CGN=SiIkUmU|2025hj;ajU0R zHM>|vbZ6@>8-C&muzgZ_;iyX{yXj8-xcJ`cv0AW!tQ82-y|6v|yl26+_|M_Bw7`F{ zR%8I*8_*E0y1g168=Yy*l>P8bNgj|F110SU=e2+m4B8hOCC*uZUoQ;lSPAc!(;p-& zMziLU%-n_G`WYT8X1P|j27DSc!%ww6=T4rF5xol4Uh?8eX>Ur^t(h{{>Mz>wH(wo> z6B=EQy39_cDyFh+opurz-na>mbkqVgI<}ngwh~uNDcw;`@Mtl<=xl_5N3frsXC38yA}r5}kAP()kb` z4|L4vz}k6+C?PE~u=}tbaHZ1uG3Yh>_PB(`+r8_<0i^BP8|3Z6ectWl#>&H6o(Hj28(03WMvZEi zk1al{aNem~+3UI!_k|jWhlE7@qCzPtCwKeUt5qs0Coe1Tdk>e!Sz8s=fBy0K7W(ml z60YUS#dwV-lMe+EplEvfP9(|W^#x>}rU-y+5x2NL566Ix6|ikF!^ygnpJefpa(BcI z96k?9xz@X1gOuc*9lvnXqIglns40r?cmpf;-UgS0k_Y~dDhSN3#L$`_n7opm>Q8Pz zd%RQ79S6J3BeZC=MSWz&E-s0Q=1H3_VIY9u_t5I$KV~8zv2VSC9Avb1Oro4rUWke# z-+<(Hx+Z$JX=@r!ppI?6ny#6M^~BnQfs={PwZ$`QxnYAW!SxQ%a&Tw;*hLGr*ol>- zhK3h+J=gv6ZTws*E_*qp&JZyKyAbnQvx+luac2K!u!530I0m5x6l*W;*j-m5l+Uy=_J8Igz7-lvzk1UcLPWK=!C<-q4yopXkU1_PxD z5_GxEH>q^$;?a`#?;M71OOIL_6^rjALKLrm=elZdi@+5;9(bPQPM?28l$|1n2g*?w zl|S5o;tgoEISL{T^An+wPV*n(Xb@s0{Uw%Wz6dri>5TH0*omSOV_M8segy~8?h+Seq)X7 zNIVlOLpZYz9;-Z~*F{H51`$XA0ynJWSS~i8l-F#ROSOkyu6^f-hLQgx9$x6;W$Yb@ zsl6fVcL^xI>SoVUd%tarop9(3B|2fgkYLd%vCoEYTUL~-5#G#3Mcf!L~Y8@*9I*8O^F5g_;>BB5TrIGvELgcYI?yMpSMxNN(-z z$OOyr79-j-cnG`E<5J)9ms?u)Gw)if>6k-pgBXus#>MI>-k-_?k~RUQePvt-GS#BC zFf$_{b)UMi`B5N73^nwmSxCP?5rNm#^F*%DBH_=WZ?Yq@NH&eDjx^eqxfwwkghM>Z z?+4V!vq$$Mr5Kom5s&oB(&__hZmhZdo>*J)Uq8F{9u~rraC|)ll(6;g=3a@jt?xKM zv`K_H2|O_gWg?IP2`B#-J!SM|??l%yGQImSlu=4`MYylezr>YsdcYKcoCA_19Mny8 z6p;3t|5=EE(rXsrpx}-#Vh<`OAFv8kgW^e62Aa^tvxz11DpVz`OQl24W5%4*J4>G z3%B8E?2m5G)5jFm{&E$o_-7BjZ4ujJ^{Ydyf}hAIPW{G60!Wx0WRUgj__O&3Hh`79 zhR6w3dhK)x4idwLIb%bAD>eOar#Wldu9lZ)B-S+Dzq3WcEZQCZJbM5@01(m5TgclU zw;=kG5%B%h@bz2KfXcrTYu{TqCkS~fW-&K8)4EqB2N>hO-*mv5QkxhajPJe?50|sk zruG&>=fpm=N{~*hvxG>>Ac%bKRc%h8iqK|s5g`VRB_x|E8)6?%Pazk+4+lV4<5A!?f48q$3lL}H~U9hK8s-}p`3 zc!~<%JgKht8Kd_NyRs7vKq_AV7$zX_pfrI#7}u`^IQ;9m27{_qmM_?W-RyvBdrpQ~HY2dg7n_1O&E_j6GaRBp z#Jg=Y6!G5Mq`KSUo9t`3^!C-MU1}wIB}@Q#r7S_|z%Fplyn6i;jo!|?@F^~+m14uo zmVi=?=YToIg~R_MFg-hC6zA%?G1&46=-AO=y=v5%+(4^jU}z&wW#AMOV2Rp__!4m= zdUS?Iwc^rofH|!+;C`FMf4pgOW(c-hdU0MQJE3nsbt#T4YqVr? zzD|Z2b~{l~h%?l%{wZICgw%wOXvWyPBK-szVl;gM_ey2rdnP=9%jJs zYU}w_nxS-Rh#xywJo*W!E4qomagF8FF4-p%iv3`lXKxkNrC<6QW+ZGUaiS$WA1pea zT5tjRzgxvY5v0fx8i`j-24TRxo5?7rd>s)wiUb}_A$9*~mWS@A_61jB71rfy))RXw zswQes4j?q0+PIHe&-izn(fkG$81DV z+!63>((RP*Yn9Ynl0}^w+%f3uE7clab#rEw{+-NAC|UokMn6D|yyz&NM*u1{#2X{} z?~4P9OJ>PTA5050d5I()OPXtzHy#9iZ-Ic= z*Au6j)r$8NeDjNUZ$Z-!(U%&H-23nv%W{ydE$8*bc0GF(o*c&N-bN*0PBiE*;pBG= zg>QfX<-CGcqy|>p6B*I1WK8qQ1i(IK7EJ#^M?tmDutoNluBXZ>)0%K10gx5K0F-Z| zgidpv)0}UiPU}l!!;W4Wou`rUwF-DvP);!U0=~0Fa^4h+cRXl+zdEVp#k>Qn&oRiu z+m&hHAS);cY&tiUaLPMisR)+FwF9_2F#P@#$kEcz@PLXsTG-NvZ zSK2|GqH;yo&GIBFn8LB1CE{or)oN7re; zP986CCL>*LdIeU0uKC+1#6Y&92hDRkPko8W*-q<)4PKvD;Q|F0gug%!?3SjwJ~Q}` zcQqV@;Le-@7y)5vTt?M(7M9rljNmv$06xguZY2qdJ5j`giH0CF!1oXg7DCCzE!+WJ zvYRK7o?3!{v{^gg5WigwgVihyE@-V)NpA#R0%98iX#nRcx>!l|U-&?`ZhkS4Sd+Yi zf*QfOxc=rQo@yxa&TNsNqSzY}JNUZ}CN{-3${}z766oYxoA!@5%0|Vh^%Ih z^#H(fLC*;wGTtjEeSSk_Ue!xLROO&>YP;|@Py!_P0;NepVj%L2rpbc7;IQn293mng z1LDM+#6e}no8Us=dT}usPl@Lsv{|x_s_E>#33v9`w2vT*Y^VGUyMK+6eZBx0H6LZ> zk)uA_S@dX4n0pIPKmnMly0LE4n!8|Jv9-*(kqanPHpEx+?I{RLo27Q+iPRVhXOBl^ zt=eC6wXpVAfILSr;(G7iyy3jF^=7@abLLBbH5dOv@{(w0Imd37_8N)!KF9F4054ONk-{=9JLr2LGQHQJcHg-69p`THlpL{wyFo2}0TLH;WWp@fegl|uRIPuMuMtogN zxUV)Y;YY?J_7A3SF304_9T;ucnjO}blF{k#N4}b2Jfe1}d16eyeyf4*pYHLNPnw{m zbUGSvXF+dR27d}^0dM0&y= zdclBPDGa(qC_1V(4$4I&+_)4*pDJJR6bd!>_0128OZlnc5IHy^e{M9uV&?P1rD3FR zmHO+*w0M}rO@o7xxw;uHKgv*W0G6eeRN8>f@$c^zm3Wi5izp(1v5lP^TE>B<4cA$0 z;L6*6+G7fa+o;V}%G`TlbcUdfCT#VOEP2a5b!%GW^82LKgl2Pk3B>gPXtK*7bAIm> z6BKq`^!)2+?iz((HH5#xNI(!5j9$&+j7D4~JZM5Bk-np+-KwWCASg}=ZQyi~U6u|{ zLMn<9!5UaV>?H@FnJrGk<(W}iXaU6tM*k!*4Tj&IvY=vBiOgcZj%e?NvQX&KH4A`w z-cttv_hPAg#BeU=Lm}fsE}aD>8oxEjR!0ON?UDzixqdv57yjLN`2DRx>6j=M>wKJk zxEkJ}({@a{))n|WUD!cZkbId>FFThG`0#R>uNTnH1#~VdNpJw#dSKF{c~OE1Ee?u% z`(20GcPIh`Md6XYWuzK4#zv-*(SyIO$1ZJ+Wd$8p#{Rc(EMIng-yJ*%8o`r0^P=Wv z;(?RIXaeRy&29WRA=$6v?)HA};Z7I7{W*)O;bu?2>Z`rkN9{9!6~~2YpX66rOiKDb%xw`8jgKo_kw*!n826IQ985gW46yqGOiTH8Gj@BGGl9 zL2pH+o{Vux29FjUyG0YmoAc(S{heR`76wJASRDk88YZuQs^xyEBM_Zc1uFhFVHWFi zI&)Sz6nG~Y`VqhbZD67D-R}ckdId>jA&Djq0*Lq?i^7VRlyHs}N@7Xk-?y9ZihBiW zgg}L39%$8`|+eZ#C&lXtODRVnLAuNZm%{jNhA_ZvaklFGBt$PeM+XG!jcFKveG)y>_6 zBIuEDqHxK*aAqJmD_J%XDxvq$kaG~%{u+bLNo7R>!{TG+AMz1xHom4L3>=^Df<=3+ zj?@cp{_RtK$GG!3p2DMOQ)%f$>;;DJUWS6@KgY>D5AfP;1ej3U%)!3@f{tefRJ#J{ zdmY7P@hU3gjVZy=yDO8Tx=B~j85~j|VfkdU#~Kz!!XL>Gwc8aXFNGlKobV(G{M8#5 z33kMH0%C+LvH8L`bw3+k9Mw$i1z7JbT5Dju0gRO-z)=?|8eqJoIHY**7n(elsk)U-u-mN}mrJ7Wp?@QMsJ3Xtj_WjNM zZ7vEj>8SPS3?A$D3Pj-rn7;-55I=)>Rk0db812roY;SELKvdwSfy#AKMu!muXZUu? z<{0fbblJnnBouzGnZR&UXo;G3{rtO9w~?WAi_+3>;l-cKJ4Sn3CAHEVXRH1PgJB&` zXh!W`>uzA}nkC?z27-}M#hfS*xtEb6MUI8#ph!LF0nu+JFkH{B^ftn`8 zLg>LeW!N+e^2-UBJX!QZhx;vNd?m^vHx&mI`Uj{4)bCHtpXMVmXf$AMT;K3Cm=E7D z8vV1fTlE*iV?ntA2^q_VG*+Z?+K;4|=@fb57r1KW22aMI5p#cvp-xGWGRVWgLg z2~EJbIo-yh$p91v#b|s_Hhj0EjOD}|WN_mrRmZBReJw-)=l$)eoJI8U9TwPbL;s2J z)K7Hgy+n?&@aB*7$M@#3r;AXc+wEAnx~vosV&`5BQY&P4R`(Ib|LNzLH%(wXo{=h# zoXyu#(jkoK!4vDZT9F0-9aK*kt1pP}e;vWuJrDv-Fr&kW5QZ0hdAIGE%s`4}W0w!H zHC#4C&E$7jq*$hmY@`0(-pt*-LtXe7EQGq9$6n3@Kcwa#&$n>JNEMzu{JrF1=?dV? zCLgPv1=<6OxM1IJ>anMGg}ik`8wCqb))>x1sZ+1j52qaV!%L70MKbvK+>W6^=ND0k!x@&oM0B^Embj0CxO5K+ybcZcaGQ4E9=+zyv zEEs}ssve?@!5D{CqQT0=0_hrZpIO(+-q#hV2 zTkE#X#XZ`#zb)OfN!1bKGI&ip{}Uac(_k>6$FLf_p^hSd3T6&9K6e8BN@#6>lCg5B_dmF^UqwOx@n|Ul( zxzXgJGah7@5l5lm3Ei9fqk&S!jrHMk+?=4wrt$h7N9Z}#y@V^__TP_BTMub>0CcJA{9ycj^ZyPx4nBx z)dTb1HJ&YVJz()Qb~?b!2A>XB)o*r|y}1sFOZ$z2QKU$u{}Y$JIZGrVF(6dQ6*xW) z#2S){)mZ*TE|SpGq(SEk%Ds7>FFVNLpp&NAJC)ol--?Xh4!!GJ#MJLQl6dK8wsc9( z)qL;ukUDRY1#e(fZdlgj>AQ%!ZrpDC&fVu~7x=g#Nsl4(t7bk zwXQUbW;(AO&7@iS`1rsFEj0^-P_jV8mCLAzdXGE_;`dIYkjL!wIJ%GK&w0e~5BpHG zI5H4D-}`v@nSCF9on1Q$ep}6Yuh#AEUi(PP)_x#kO^zSGEU+7YHC@vdIoKOla=>2% z1|z}q+{fdE%KMI@KytW33I)kMrEvqdqXvqzDf9R@!c6bXJ{C|J9v&VedPfne2xwT? zmns>umYMM^{Q~6pf)yfJ2}p4m%7U*$2@6J{@BCD{*N<+JFMj(~MXF04UR@8Gr?Sn` z++?LQB)1iS=Zg-=o!kvqba`AXc1tZYptNm#JcnUW81%3FVRD+lVStky`J{k)^vv2+ zelL_j{st&30}F`nV2&M9M=&E}I5iOMRgN8c2|q%x2H>p#LXiUiO{cfW7bj_bxzH5t zSMcdzZ?B#L!`vE!nQdSP9)SVON^Hc9#e_P8Ggj$zqs`m?6KBIv)V30T<>t>#QuC|R zeO2zo`!qnJc;Z1bxI zmdjB^k8{RUR!02VtHR={!24C*^d&F+M=DvqppjRB>-!`=RBhYW$m+|%3E|;P^nPB^ z*FQ{yeP=T>sD2y!Y*SX4gfcsv@1?{&^z|7&8YhSuRN@=ksYMJN<>MmDzaMbNc#_0M zzJf+vGpRowG6_8CDz_^RR<+|LW2&Y7?bt=dh!jtTi<^pzlU3)JNk)Oc%lpbS>sJPM z3@S=B7I^Nu{zvyM&Eqp2ZcHr*oz}F-J#wH2NDM?y3nG8)U39xDt^MWKGnY@4pyS8? z1H3>(zp(8iy`ZZR!{!zS69Pb7Y`5IK?9cb`kOlyx{9*-wloMhAGo(rsfC$n_0B|~0 z6M{kvMGy!8LSUt;gKa=nDVqv_u#}YiVn7T4)NAgXFWymulqZd#S>>AvAZ~9P<+U~p z0HN-0_1F9kxkI_R^MMr|^OM1&3(&(P0AO+h)gQ8bRROlQraIeRb&np7E&y{_HV+RE zPwQHF#kCp2)CvfI=Bel`RRsu89aX1hppIm#PzfVs0tN-_Z`M>*r{EN@_P|#pmPyiIvi?alwP!U6zPAaehPEm!5flx7}0ANH$2CAR} zPzp_$Uz9;rVH*?x1je?i^1Mw|UMUgSbCGE2X0!UY-}I{Tvpg@)nwe3#DkUHD(%^68 z)66IUG%u>#HK>o!4Y~>C^0vS|&j`qvm+jRRIOjIAGW(PE0mu{DfB{q0mBGj9=^zb`r&`@AN=Qk??3!I|Nbv|oB!MY>yZF_ zmF)R#eggpvDNi{Btr}LHa@v}ephF-a1cF9+-j*|4QX!yD7_kWuz(7Tn0l+{gKuF!B zcS%510R-ad?1Ox{uipn?3>yM~0+5nV*Qa(1-PHD$pIEOt#eo3;y{`|_+}vP(77)O0 zH&GDDhwLA?5!kLy6okS6kbkx|_PWLBJ@fVbhBW|RuoKy4`{1PBHZLeJI0DvaTwtI1 zJ9~)#(SPvY|4;tQfAH7g;r<0ep&1P1XZ1o*n!=n^T3UdKQbx=Y2#_Sqi&FW!0UIME z096#W1qKjM2n2z;62ScMS449`K0+cWV05VuR9pzcWjGm8&E+Ahix&UCrh!BzQ=mLNP zq>mg0K<_-pan__3jWXK+umbYO2rh0Y*BmhB`wI+Z z^D&iy0NY?wz<>aNY&c+WFaXB9)5CxFFaOK`p8xV6d>aobX0CO$j3E#S>J;;nQ&&JhU%+U z6kISz0Q8Q+*$p735deCr?a!qUz_lKomx~G^pJA}=Q)0Hbyp#`h1n4Wa6MoqMj5J?u zyUnc0wtG$h@^GiUx#kZQo?5-I+oS~BOT(KpuxEGi2s00F^B<1??SJ2Y_dohx9!5xB zP=uB^5l90Jlx7G3R2*ig92K!p6<}ro+mHkROog?UVtzF*mlF&HgaV-8+O7g4Fs58F zLSAy&Qun-9ZROQwBR~N1juDt)>!nUUyPgufsn#^h79(a}_VB;@FaBr$UFF+)sJtK& zlBb30$Uq@Pv{(U5rdFt`fu=ubaHd06@xSUMad>_!9Z{4(V+rkOBUr z1R$SfuWqgN5P6j`=IedU-elD|Z3Ec$?hL1T1j}Kq~75*+3Kx07?a81kh6zfD2N*usR_1nW0$)2#}W)5Nh-rTXt3-kG!WmX&3`d z0D^f!zdIhBp#|Md)1ets%)7+=iFW<1=Juw##}c5g>e*TOGcmuA$j5 zFDd|yZj@0x{7?R)|IPnU{sA7&5imx?h>9wxfjA|olAwYuL{*GXSW4JH>l9UBF;>+{ zRkl%{(yOa2Z?BMdisNOm*Vd`@Nl*8=F7%P=>mdNSjp(;Df@ywIBR8-~%oP>bM?3Fl z%v~D-z#zoP0P+F5_Y$Bl?G&3oR?IgRaH9=ossM1o=2IOo24Y?*f$e=C=!gI5zeWGw z&O-o@B7e6N0C0{|oqQ(PX(pobD^P*Y60kVIwd3clm@qc(k|Nks;&H|%}3jhpc&~a6r z1|!hb`tU3}QUG=>B*9^1ppV z|KD?-?}`HRt8!WpqC!Ja42GgUR&O&bM`oz!?x5QwuT!D!V>8Qu-V|L%wMAy*5G=pWsjNr(1RcOzVCa(8(zg}=}%_wLbF}cD}bZD;bl2N6cDQ2Q3-&eR!M*$9qq{&DMUPbvKq&Z z0SKTboKV-AWm9Dv6c=un21F4@kIrQ5naMa6okMR4w>S0B2DtjXnlruiEQ_4frV63u zvi6%USp_>>P664jVi)W)iy|&*GB;0o%2R&g(MPuSE@W9~1#;h~Kg|_(2zLzfMp5Yr z=;{x^RR+-&CxFYy)$9r>dC9ZbyTDwsZNULvqYj`35ro1*X-OQOP*_qTF;pm{sER`W zNtGU9NK~{vQyqNhNh=TniUR5?_ajtyx4r_9Wf2_w>#Sv9!tY!#$Si4CK}ZO+oa;k} zKti@Mjd*UuCh2iD#U9^YnEuu2!~Sbmqs<+JjPAGhf%m_k-N`~YsDrn?^{rfOhj6%w z`&&7}KoCIj;51%|>f}?9^trv<4gd(M zwDm`c&{BkD6+`=300afxLfgwDOeBpQ#|Wl*U6yA0!7IAUg=YhaZ6vY+GsvVr<{NFz zX2SeG=`jOlVGW_A$wmu zH<_3SnAkm$rWFTFZOx^}MkTkmkr@a;`t5MGjxOXRbDycE8zihlu84$$$pj#w8zceh z+=|^9wEGp6S$g-o-o-h2#?zj5*N^-N=Sr}LvT28XPTVoN^BYiQDA+|J$JFw6Q2;;$ zK>|^g(*O`XP6V;~h(se1B_W6)sHFwkpJLK~rLd~7y*3~yB?@vv0C8w+O3i4rFCLDf<6TWAlmP-R zZP^M1UXG{guKzP7rcW1xoMehD*xUd`!LuqQ#z9ASl3UygVIXXhImwj9U?ZUmtG$v@ zWK%Tj9I>n*?P*LJtjazU8I}lisr1;b@xpuWHLrg4d*A-H^LW91^nnMS@r-9M8}4da zhC2q?mh@?K7;O6%H-zE}de(KWAFy{}2!Q}7y5#GKrp$56zB~dz5DNqZ(88k164jIc z34wJQv;~E-DDB5U(mfFX1jMsP&FWY`c$J=DyFD(+y1mau6gS;HU(q=%YwK|~z(F=b zoxv56kdb=e@hvTLH>_Q61skWDot6S9DfIAerI|Fw?uQ}oi}m@_N`0`WAH z2n8}@=d}>Q2S4xu&Rg1S&mk-M5~Q8K&&j{uS^1{Q8N?G@ZqI!xGq)EI1Oxyg*fbms zdYTfYrF~}{6eV@Ct56_7fKnA8oOa78b=e47p%A209i1&YeNYtz0W#qlb%dVEMWC+G zG(WT9k|bR>%%-N>6XdE;&LXnDkdvHL0*uIv-hn{35P*)IE09SXY^?rw#dr?u03-oa zHYuZDciJ~n>^LPrxbWWk*0D6v2Q zmag3*3J93QBP>urRv-eL^-ZQXppVJ+8Dtqj1X)Vm(rvpW^aOO`&28nX5M;X)$KNl4 z0cX29bHEUQEIpAoIqQ@HGL-qj4c`1(Pe~lSbt{@_Cg?>O(3Krv~JDD3rvB3`g1wF@GKQ>WOrIE$CK_KIWfr>`C zQl9oC=43At2#6vW2t)>i13bX$H$>q$Dl$S*K`bq8Dhky?kfAjF_?IaZ)9jEy*e(^2 zty6F-y=O9*h%g&p@hAag*VMTzTD(A~A9e`i+OA;XY>Ge!xB7JLtgSK4Tf6gRA;QX% zZB31u1+h3D$PTu0N}n;{H3>g>(+@)>)bvfHys4I7}Dl^8-rPv-Kse)o*WQdtK~lNCxr|^ zn5*}__r054eJy$%ngH*7$J?2)a4ZR1bJ%2k_UU;7K_pJShvBCG@XXnb19q$nU;h?g z`3C>>b-wydzHyVAw+MSH)wg<_g=v9ALA7LIB(Tz+Ac{&62_R{Q4;YQ&vGxj5Af7-` zkq}5Af`EeH5%jXo9HSsHA)8o`C~R6Fjs+RF7ZS6PyP=~urPF8lG~gWTyiB<6Wq<%K zWIDlM);&x?(qtp$NjTFrroS7mKM#|T6@HcwRuBLp0)gqTjLg*?hlk(y|NsB*{qY}f z@TppG@r&=e=bqQR<~7V)KrS)?fQX=^TkjEW1Tb83HwtBEzWfdT`OEzG{)bCyJ93ch-Hv)LbVo_ z%>qu_{RoI@dMBbXf=VxdjuqAdZoN6~Cccr%IDt&<*dYV}IY$B4KJLA3@$4>j zVJ#5=F!Q=GC?dGQzPQ$wdOd7sUaxEHjv!>^mskL@lSZM+Y`yax?_|raRlV)4Z)Fwx z=K$*MU5_DQZ3c)cU{ge7tn5vY@mZWVR8PryxnAtXzkX%k`fsU=Lu*@t!m<(YN&zku zye^#-x2Y~fh1lNY*MRhj4g~28Sg3;|4*&{?3JQU+I0fk9v1PNj@H6~Ww{#5>kVWbW z-#YY?xnCNyShf&AoYnPSWg@3NSP%&@j1rBjxBfZ1I&{rd>LZH`1J0>YQ1f}%lrugH zQ~+_x3sjt`KsL|inbx}+1VU`XrSj63zT^`h`ViZ6-^V`wg6BVpHefX9&1LX{$_1r^Q|gaTC%3Q9^#3!0kX+$g%OMXm&Q)w(roP?ZXR$W)44 z5<>c{T~~;eGEN)hmEj`KqKtCIR-$1tw?}A(UxjJ*1;BrP zjf8P~+Naj&(>*Kcy8825PS!Y&CvPJbsItxA?{_zJ7~a*;;pnfLH(}1hTYa512q95C9|yQL*1g)Mnxy2?PoR1Q3xk z2p}pWGIprI%U}9G?41RCQ|JEwKhLRqq52%!Q3FbX41zlpch};w|F9V_-?*?1cbl?Z znIMxZ(<@VU$8UbObb5y_VYpMQ&;Pk;pY(*2G)a@3CTZULEUzTga&n%N@Avr{ZCFqc z9UXo8%$bk({vRqJ+JydNV`6S@+O%PV2KDOI<8$9R2?+@R;^N`}T)A@P>eZ|K_RN_x zCr_O^e*E~p{rkT$8V?>m?A=dmA__ICd8J~EsD7drDI5${6BQYmU9Vn7Mn-secw%DW z`Sa&XOH0pRxL`7y`SFBbqew4RM$wq%e+N11(a}+j8#T($%abWh<|HM>$H!Ywr;8Ua zUcY|*;-yRcARIk<)NDR-_}5>5`02;vCr;WkAYFNf?DxAT#3Q#({c{N+)jN@*qoN8M zHptJ*rIhlck(8X25El<1R;;gUSFiFlcJ}PqQ>RazIC=8G!9(Bw@Z*uAN2{B*MZ9PU zFke=SGx6==ffE#~)$o-(ebS`$+a8Axm|i@QUnBf)&yfUZFM+nV-Ckg?q3S*cEBjBJ z0GA5olZTEU2T}pfaq+J}3cvl49=dqs!w(=l0AXdJD#8eo8RCE#Ai^R?TnDbE;>tB# zxPr5naq&8QgdB&o1k@l|b&v%o95{iKSKw=6!;lz-*hs`gATqp~=}e_p!Cjj3mvQE* zbEkz6n2~5DDF5d zN>$$H9Qp0HnX~6w{~{14FA|K2Qeu*ylQU?*fYz;A73Akv zX3E&Q?H+uOE?qiz>ZEJjxS*hbW@bw6PYC9Q>@WNF{q)mMUw-w~8*jgT zx_9mB)7qh<$Br&~@Bz33H}`uL73uZ*g1o%U%*;A<>NtA)xEo+Gg3Tr0efROd|NY6Q zpK{~akEe`@6>wwEE7HDAoA&M67IM2kKR+`g!`;(~G4|Whqx<&l`}x2B{r4w(KiIR! z)#Jb%Js@0O@2BMYfo$h!%4U$*Rq=5qlAVifk5LaJUoY4%uF0Wg6sJMhmPMXay zne2=lHk-D`7a>5MNF>K1E(+li+<*dRJ4sXg=WwOQgLCN$&XwZ$C0s76 zA_E&>>T||^b+6-{-HN<4i2V`_=k!v9SaD_3hrRTeGH3_yO^JeKpbRxrPoNeE+@o{PN4b zPe1$YuW!Ejjj==n!(C&-!LgfPW{J~!=l$}|&ta@~Cn_0Qwk*iW{dxaB+tLNe!!t6c zUOm1ah7it>NV%oW2(jG(Eh~fj=qOcJ8>?IbVfxFkAnPqp7(szZ;APuQQX*VJVbaAC z&;%sJfOwpapA-YGde?E{0)D&bX-Z6pxG<#0gZoz!flE-hOH3rV(i2g76(=v?SSiYw zs+W|QOs9-tGdufPlB1kdQM%5Ez0E(0QGgK`rEqceUK@EuTnG@eCXID>%%9({Uq7+g z?-rzL<4Jv=*#2dGii#!`Pvlmn`0ZYXJ2O0kh-*@DG2h4i+Z(Sx{oHfMPo5xzxVghB z5duF)opI8oLx&ktr?qR_HY_X*9uONF%ikle+vm^!>+7#S@$}O?Aq4(MmyR9BjTys@ zb)K{aACM3q->G8kf3#=Mu2)|9_>+J8&%6Tl@9WsU-I!6McnpLe5Ff3tf`WXm zabw5uu)teyzw`W#ojhI8fuY4z=|Db)`NRQW7NHDf_9_#J=NC{f4XXo~9|Y{Qf+sT0 zm^$U2haXmdJbRKpHFe^|h=>S3%z)$~#IGD~vBR!BVXSRCiIcJ^ql?wX3dcYX7%N-? zS@}aM?0+mA^_Hw_jG2=Zfd-eIh6`_XT>3bQb9q=f4i#fY|o96tw85x(K zOi63pu+e=B7jaYAyPw@DDJfGXO&T_I=!-ACv|-B@KZyo#Gjzh3G2Ha$c|Mv28T$0@ z&GqfK-#+!sGk^cryNdahnvbp*5XENP=usoN>7SpU2d&7dU;qEjnmJ|C#P{C+VB1qq z{j&c66fjrEc@n2?6Vq^9TsRcCHIkHQoSjd!|LJ~5-#&f01K{2{K%7*x_3P6I)g)9M zB3b}3rpl{!g5GR);uSdjR~azbTc;v3v`rfnCL`c(N;DU@DE z2p6dn37UkcaCiY)g;$^l1z;2ph4V;|6$f1`j$XodXK{%+?$)Ek(n}NSk9~!Epw7Y< zroXsf$tYi#gX$R>z=GT6&!0P&=L2Xt7ld$t>60hlGHX`-n{Gl)z_&sN^zYxhSFeA) z_wMpltA5`13!FnZ9*ncq+8Vz1&IJ?3jf;wkf^SGlO#FYdX7OYA;KL7p`o$NhQO1rM zHGS&To3gV}6EtbkWW&03-+%x8mTlX3LcBj1OCyI5ojQ3kFW{-E_0_je@1h>v-~Zsl zb(=O@D)L<(ZY3(_nPTDj)@35Zi-W*K+d;*+7cC925PUzWd#6tCe)Lgwx;ER}!!tB( z%5&Y|2_XnkO_L_oXfV19cF+SxS%wWJhdTzz>F72Db+6gkA*K{CS2zzQc!B5$6sFPX&5KgBWXD1;p3ciI3%UebzW}^v}Pe=rru}F)-p>z1L6xW&U32eU?t*VWVYL*tO z+z`qZ*1sM$jPi}u%{aE^zphckEgROiY}r!d8Bc_et{pl&c>n#)nl(dB!-F1udiCaM z`a5>+T(){8@BMv#1BpmD>Hvs~b0O zy>#U=LqHOafFi`i@e_mt;02}>7yE1a6A@R@z(6_dGYilGC2)vd)Bxy|1puFa4h2TD z861N_uMP{COi+`jM~A+MjJBU5VzxdbL-vvnKnSwxAm%&{o`WMo)Qd-2JTzZr!VNG( zMkN$Ra0tQ@k=_>Hev6YQPytb_yvpwSb`$Z4)%I7-?r8@MEI&&Xt3ch|{(Ig|!qu9AefmDK z_;)<2qotk4s{(l9&BA-{Eh{VYdJO|1#L@4)f6*dd+3X*ulkji5bZK$(%^Npwd2z>1 zfI}R2EAsvuanD_MjvP56+d~V|m?U}Y-QrEt5RhmvvRcyt!#XZmh8nXOuF$kSx(pW9 zzf)w$;PMVB@yJVtnh=o^3R97u077c+1T#2PY%E&0M*j{Vr1H{0R7;9M;AprNu@1&2 zVHIP-Mk!Bht;*llEL*mA^=e`LYe%aVE#7 zP5|#`S3G8{`-fM&OojS%?_R%tefTL1&LP@c|3t{46ED!&N^g-BBe3fRH-J)|LH?iQ z|4C12`IAs1%gD$Ovl2+%&i(X*$3v1(QzXS8Hwj8YBwJFXVj|!Ls7F4433i|qTrxq6 zLQI*8v^oG$NGvSo&@SZGB)BYCrus@@<->c0#jk@8VOA<8{zUG6;rSWUrx8NDKAWBi z*=6$h@w;Doi8u9!AH(0B;_>7EymNQ9To3js6JqcmScPWKn0e2_MKx#;ck0-2^SX8L zJtKw;`NQ_@e3%#fn4%s%cD(p}gMxf}3sZTQd45I>9W?OSr=H{o#Lw5)*wLf^wEgMK z^mKR#aowErwgce0IZZ&k{A!d^!3a@5%f!W+ae>Q=mwg65X2h^z01>J_<3^7`U_%r| z^}dHO!bONA1kn%Fb@Zz0-jZ^e?QHhzDTOnVdJd&s`hyTXs70<|fNpi=$d5>E3~XM{;o_ikMgz>u1qPVD+REV0NgMyn`FxWMHO9Xp;L*cF5*ay=;I z&jAy(Cp`gmA`v1h9&$1?L9Y-Xm#YLQml4!R|0i%kh$Gtu6$~4=uWK&5gsm+ zM1M~LQhD-Q#jJZU5>bSXNftDPTmP@^+~t)?CcQh~oRqX--P&G7 zJ>Uo;mX!^z`U8vazwefrGXiUUWn`p3wRLm5)~y0%LYM@9g!wFaBN*T_Wu{M_0?!yX zaztusDgqV4MfPbr2!dcI!Va0e*;wsr2#CZ*IN%ZxYx_55`41Mi zK&0VWzDX-c`7XvwfBd7t(9#z}NUDY>gp40I4gm-sMZ9g(<|=&vrh3S30Gg0jKj+aU zOZ{g|4IyOVf&~qI(2W1l#fwLK!?n=93U<|s@GL9ude0 zl{feR#3IcNWabM8!0XZ8GW$>ZAo55MBn%wTAD%IM=um|4974RbgX=!CXCpq|Hj+@& zgh|LrMy-X$`Kk4_p5W74wO`iDmoDWgzX(|32>Z|o`k>`iS^2dszWb{ zYq%R(6eI1*je}7i8$UU_)3!e9qd3C2Ma0 z27oa|ag><(OSm|e2MiJ@-@kC-&>@3;neGR>%$YT7#&NwGi6!Tl7vZZwX=y;{*&!P7#FeJ3c*&jEKi6KGS$ti22+R+sTYMc zA+&H5bqXmlDx?Fglv%cpb1G5P1XoJ539`j(1jhu~3>lSDVpf}p-i9WDpmq@(hO9d9 zF?zW|knP+1M%gL~Y5(a6K&hIX?<7V9}rP*ld*Bls)+D#;-dA>n0=|Ne@5&}pnAyV zpmU~Fxv9_W3B;BBAMGJbA@PblH|&{30RbOW?m-6800aslOr{d`ezO(C_}`zOM)NlQst zzh({p?Fbf{G-g=w#U{s1P;5%3nuCz3)KKK@~E=1!Q=av;+{;7H&#JWEi}M(F9cb0MygB z$XfYrvU&`b-~csPL;;1wZ_J%AK^`|2Aj-+R5+NKWCIE9uT!2J0tpd)-$e@%$I|v9E zuwnITzH5%)V(jQKgZlP^0;T{V95&+~?xCsr*pemuOhypVvuDv54=Q&bS^RL29T3i_ z5yN|S@5-t+*->MJJMWFG91*XWj^d5N+A_EVar}@eZaJ(f=P2kHH+uA6-+CKvGIioa zv3cg#Fc1d`a)c{5dQ_FTPzkULfc*#nt++8mpnO144&V1Ro0UEZ%qA$%o5b^8Bq9tc zQ8<3NRt)^A6AL$>fZ4TC4OEf*2S<+`tH!`DK3^;-*Vo+(?)vDHy_ZT$ZyZNU z0;>%uBM`GftO6|Z>wR~|#Yhka2)cFc8tr}nu^*2c_&@4=G*k$FfKRu_bX=4wWj_c& zxfFK{&{F^=F%dwv$PBYf(`5DVHYxE4dI(T288t_F#tvjuVlIE4>Zz=^OqJHl28*a( zHi`LPH=ag1igIyEgkog5`HJO$Vh4yw)(2uZfCX(cD79bg3Gwj@@45>?3Z?X+d+&pr zgcvknV3j>>7#t8A6Lb5#c?d>$UekT|++F78t~Ng)^XJY*kix@;3vQdQ8e;1gRWaed z-xVc3uE}LwF8VJ{VS(0hc3Sa-t|M&ykWZ@lmh+MKDq^L*tj_um+`D8C#=Fa)^ zdC4q-m*GQ)?A-mz4?q8`uxLmy4+8U2Qa*tbh*P=qhXx))2M>ljOfD`C>}$HBBcVdU z3%#*;z!65XI<@3;$R<#QIWMb!y1|Ea0ckNoUi+Jx06S1yc>|Mb;~)Q%HKEA%w^7Kl zQMNdK6gp=GDmn^BG>wSpcJIC5fH<3-&Ls%0`GWPcva}!4q7=N9X)cS zyL*>3BV+imVF+F%Nt%7jEv|2;W~QeP8#*ND*Vo+Hw^X*aCnVq}0TT=Edji@Ai-|?S zNt-rp>es6WmkFZ0L#C8wztY!ZzjT1!R-k6(w{uGD^##&fYCVmp5^9EQa>wYTirck$ut2zI)6>(-`)!L9AF5bfHwgPY8~_12(2om#eN(WPSt=GuoQ z_ZDiy`s&)bbMq#8_!&}-Hc%nZ2ol7e<@702;2Qmkdhp&s!D9N?8iZG%6L+e{Xk#GC zdbvX2m`yOj2D8~oaj5~-Cnf?C3D)g@&x#zVMP7jdvW`n}0+c95|B82!R&Nv?k)-~! zX9KJjTw$5|mC*EbWt26zH*ROmm=1Rck(ZmBo|*=iNvT`6mh|AhWyTDqu7prgw@#e_ z{rlCD^)+SU#E=63r30Xl8VMo1TGY$C1|b+=sA-5oUS}6zR9W*n7!DZF;Dk^fT1z#;Wom$*{b923(InPO+P1;3rBa@0J>=B(h95Hds=#-QcgzyT4*g0#xxiS@r9O}J)D(heeWnqBPT=7HnHu>TP zTZ__Q`%k8dIliidj9-{>({Tv$H()zV+92Tya}n6 zt=rdb+T!^qg0QzWZ~!#=vxp|yAS5V5*FB4RIz2$ch73UnO`=O#UYZeR^mv?<(g!e_ zXr)zZrl5dq7XJhbvPBg5955SY`$<508346>ml;lp3PtTv-xeLOCLcMBy5=prCc<&YyntA(SxX zfXE<1^K0f$KmGL5&YjOa|EG(WEz7B+my z;4z~|H7+dFrf8&@UiTkkiFJW{Xm5M?bHZz@!N!7X(nQ9%5yM}6`4u>zZcoY%mj&Jwl>`}xp)J-&Ir=md?Vp}4Nitm*H zlS>&a3Kv2TYJ}On)|FvEIB<=?E~Qs-z7%$e4CjJRDPy>J8BV!Uh8swXhD(TjcQ?_? zV2mC8;>d|3M^FWae%N<-!Kvd@dyJl>J9@n0Z8f0;fNU-S)!836VNwN-08pK3nwXwK zNv~l;g#*9)gQvT_Au%x*ZHhXS5^{&}w3Zk>I{?YBop zMEHKbRsYYv`qFQQvVH&k_g{SZCGWm(GMi7GJQ)`k$6LtrI7!PEEt@xM#=BxbTM`o! z>u29|;Lt&*jR)JeZx7A6eC5i;3m5oNij0he=5+7Ul{)}-(`Y&E+O^YQeLeH+vm3W= zW7nD8jnV7ZukU*0Rj%n%Ce52OM}zaHZ|`2h0niW)8~|i~<=^E}5FiFP2m2hq%muq-#Um{NKIQ6l{B#QL5)+2- zF!&hLcZbgWb^=5(H->=`C?Jpsz)tVk{`U2wea9~%Qkc^DRE7oYWsBMTlg0X{RiBW} z+qQ)bi~+>DB7<%;SkG?V>ej6bAM@z4Wm}$l(v?ro4coSIlXvZ^ReaA9zNAg7*6>R{ z`0&FGn>Ky%UDK-th)nQCeF1`WtV) z^4e>kfAtkCv~JmQ@W25aEi+zP+}xa>uH49mings=X>dSRty%kr7hY6eo0x;-k!PO! z!;vGuEqnA4U#~Ai%a%%O!4tFD^Mw5Hph~_FxZ@Qt1O=Ttb>iFnC(oRLfCX9bk=1-v zlUQk9KwpJ@udv?qE(8s(Ctv!0w0 zz8MNkMiW3Ol$gzyAb=XB=b+9A5ykW8a zU1is6ueNX7cI=oj@Fj(Xg-HnsXV0C3-*Bn4^pVFNeR1bb<$0z~EIDlY_3j7m`}1G_ zvTDVOjPwj>1*Ms&gg8q6hE^Ote0csHcb5F{0~CDv#TQ(Edhw<8YgXsx`r^aKy!G}w-1;YWOnzp6J-+pJ>(;GCjTix6(x_p>__(<97cRh;s3VFV zb^#()N_*V;+n7>886V&=zG;&t!XCNV*{uu)gz!J~HgbYqCC;~{``?-~)nfe%#IV6~ zfpD?PrSQcU;meja2oJaRiZRj(fmYGJ#;l`qxj^9_5$?|g_h;gxebm%nZ&Bm2vLoLf zy7A&hxRlRGkciUyIr{Dk?Aldj-+!;ecU3$0>gDL_%YtUOpuo_g1$@cn%ai=i&Ea2O=wm<$mZnn0=c15YMw+?HM^O$K&Z~rm#_V&h%?U>>5I_ABu z%*+rdqqDAzQrfiPHf_52{FS7>A6d2>MUiCL@%M8+dw!1MD%X)T5yWb|hmQEJ~;@bW7#yjr-mb`z#zy9-{mNez|{q>8V{nX>E8IA=} z0#5tcRzJtvlukC7_kyGzaFL0`*ljo6D7Hk?h=9%r05QOvZBZ7B^77wn28~X(T|x{Z zVH$NCHf(zF#lBj4gDf8~i^#CULGUv!>l#UDCRG&`k^PZ`%M;>T1W}{*CP(iG-d(z< zc)d$I5`y5FXSSYX%VUo_4sJ4Y)~v0nYRF{erlzYMJ9jQ$u>x)(oU>Em8{T~T?Fmz+ zAQl3_oQ<0|-T&}|TI2vv=+dPNnxapiKHm6wFTDKHmaSW1&i0a$S6+J^ULlHW; zCUfS_-BGd=4Y1|;xwNco<;s=WmY3FBF(to&}jb79pN}5?`N_qr}tRTJoC)p z@y8`9IyoE8QC40K4`99NBQr9Z&mf?uPS@Wy!B|U3NnT#nKR%{dk_7GIe`^;n{_gY7 zA&})J>yn44i-rK23Cz=hGPj}MK>@T0xZ2#eytd5RDv5E~WnXFWfm2XK2;gvFcU&-- z)ahqr3TK>r@{vaz0XG>xaU!gY9W!FtuyG>*x3hrY4+;wlKl}PCG@m8QmVNfc7x093 zZQF7KW-CG`9)G-6D-8F^FDRHgV@8wH;-qQQmMmTBS+nH$tojp8ZCjn&Dg#Ow3X-5G zfP&`ICfR7EUk3n4NP;ZcPX5tgiT7-;1gMD-;{<7~KkTW3K(U(rFA4yx(7k6*h{E4S zDBfF5e~5lADxRH2X!}fxu4*$70hrn1O;Re#FkGW&kDfjeRCxDa|AY}^Vy_whe*Zl! z9|rDo$RUS{%b#_K(-Y}rZu7-gU&0bReB=mtLc4bDewuqGVmb4S)7`$mX3d!kwo^n{ zT3QB|@lQL59M4>DLKY)=d3nxmgq?Ht*^fTk&(I^x**vpp)2E$#&e^_`?`wT*4~I9; zoB<-3m;1zf6^+Le0kwO(&YipcK%-MB1Qm)L#v;TcNf5|rs1imw4x2|2`1B$-;PODqBtpu{KcHhLw zlW(~0I&btLl5lkI-f*Ad;^NtPd9cQqabr&jog4@RT=V*f%vAw;_v-ET{Z%-3HvCFg zPwp?@sQ_^bbRrl&X6%FsH(YtBnMXv&Bzg&?X&)vyx3k}N|4Bqg+{g*yNQ|C5@&W-^+K0?2WV z2V}?k5QlYJPwfvm1JxP7dRS=gYqi2sE zXvJun(MR{{wQ0*1q?Ek;dqu_udpdch5#^|)*UTgwnPg6J9OxfN>Oq~ zcTcv?Ru+X@E*wc9+kPM=a`@toAOPLEbwle$mbwd}Dlf4S0I-80K>&m-ItmI3F23j@ zILDv<_y?_9WbOX_0It0JayZJ2nKO~aJRXSmzl&NL448xj%u8p_YJAa>PT0G*Z9DkL zBM-C_lVvEPvzP+FMDRX0jIoWcL*f`SWS|UKlPSr7Z33b#nup8(QfifIi=vTd7zk*t z46|9=FG6bAQBv~dS6}^mz<{!fN^wuJ*(wx)no_Pi;_xHTy6N7vTgnRn<}FwNf#vi8 zBG!Mgnk0_v0e}TLe7Mirwd-u&g5suN2XAOI#dU7DzYa(1rfY+86f;9y*hFxRM7hAp z_IDyWa|{BZX;}Qbts#S4l!7^h*1ht^tFHo}g#mwXwE0L~Br<5|Pyo3=M!)!gY}0_= zm6dhX)%FVii6QR9?|1GLYo7I%E61wY$PFft3@^g34TC)O|lF*?k9?+ z3Sb)?*|jTt#?WEIe)7v-zWDkZ!uwAK2RIUlL?{wLgOO&4Co@T2@;*1?o0b+2YId_(9a>lGT zs}%>nXW+15yPfU{cj+aU0J!do%bjgyziQR0H5)e|i+wdu$EbCv8Bjz~iWDU_dqhUA z3@JA($ze%qFzAp%KuD59jR6CsP?D8v8Ezu!&BFj7g(z0vmtl>jdWNY7Y5)Xn+qc)x zRU9QH6<5ss`WtWFdiURi>u--p#JECs*kOmEb<@6mduEO_8d88${g^~IfYi3>gv)4N zgjV+=yljK{$TboJ(zMNpulNS1>D6oeY90_tf@GLgfIk{}UC()K?^wUJP*ODl4xx^%{GY>AOeNF5MM*uP}@+6NRcG>%@efvYamBi$P)x0^# zOt{|Cgl~rqeeT(3HRW13$K7|`sYy-2IW}$HoVQ>;vb2mM#1OP_jP;diW(ITeqGZxc z_ba_RbjXopG;m-aKv9Ye^8aRH1)?p0oC`$-l&H(7KyAu>rlu5vkMeRK!2g&_e(HYY zLGl%|_@YwGd+)!$|A#tzo*B%@V!`KUkF&i<|AN34Du7!bb#--3eJR}39l_q$MrQ9X zo7mrUxy* z6BJ_AA{Y>nfIbXpJgnh>FjUAu!+%2%$YB7g0v&o~j->5kxT&>h)r!O#6xAI!L~=u0 zGbxhg(7^eg1EILS+L28hBF&7qOqS~EYNQ-O`ami7eVFZKDT>u1 zf(8ryeizA7y}R15?aeO60HzD#ftDxs5EG%^JXo{O)Yx>^oH_6}<0ec%7Hg_I@GYW7 zjP$pW1WD)%p-6cDMx+pA$Z|-80nkeZDOS8yihqLv(i=e_YnG(;*BnJ0=6{kG07!5i z5$s7e7aGN6#VK>v@(c2RsEaToYAo)+11133DC@}b!w)}X_w`#2d04b<*>|FppLLeH z=2+2AQw@n->F! zl46@k4yOY}B1mQSs*F^#r@R6_VE%#yvDzl&cu8fucJ0uLsi>@kAK7auS zN~2ws?EO_$RTYR^jAzgN;2g)U7zTk%vJHF+Q~aNh8kUB`T20&W#~lY>GH?F;Iu}Z* zvIOBA%nqE1iYtI3APhj3W6n^g6clPaR6+ELqG_D=SvxzBv*XAdzlRt!jMrKF?;aggVCKme9tVHvYqN3nlc%E`;mhbN@ITUoX( zK+Bf@L%<0D#bPx>DG-2Wx^2f8p?Aq}s-}chbMIPGAuI4j;)Mj8kT63A44ftmB}EaA zBFyY_!VRXUc-^|_(~}uqBXnJsg~Q2bD%-FIxT?Aut(y%SH!?F)41*Y8FcX8)Dh-Id zEvV2$MEag^LQ8K;_P)ZTm9lxu7MMUW<}OzI0JM@wKO&+cZ=Vqij2biM<{NK>|EQ^{ z88~zZ{0e8+{&n>S;_=UBHNiv#h-K_v1dSoU^AM>%DpVl=kFZHeKuD6H3LzSVHaVHipAxWSFK>{(l zm7~+)QWy=$DiqZhMZNCqu!n(=0?73NfUa=2TBh43w6Y z!+rXmbP`65N{hmYva&L`$?DZ>9)0pDi2q-HH;c+BT+#QO}cdH3XD&vgn_Q7$8msRCQYgNIYHHP#g*u2t{T5+uCd2L7I6e zw!#4U%B^JPq#;6A~= zedX@mmEvM6H}n~&o;vXBuiyz!KihA_=rLXnNUvVKQdwEbmSPIqIQXjpP&SdkB*5+Wd)S>WqMQ{_Td-nq+o3I0$ zkl?x?a;G(^4|jt}Gk zck9;YM@RdiX%BOw#Q?B_J7X-m0a$|c7GQwMXdrkA5j3)Bm2C?aE`*<$J!ej;B~p>a zkz7X7VU~0h7G{V9Bi=gxJz6V^rNpU*xUS55@d8A2*xa06&C0?%7G z-LRXVa)5$tXAp`bUNi;nj;;C zjxf@(Bg%k|4JL>?u4l)_cRC;z@m?=9Lh7=m3*URMRZJ0t>fL)bZrXI*vB$zSE2W5kdlXL_4x@wC`2T=FOY?^yveaIsEX$Uw!GN z+wZvYsn9>kI1 zaM92aBjFEn(kCBBM6ra-<(t8SpYPvaboEOu8#is7w`8%e<3jR!iJh6#WfOpzn>@Iu zzS=nYI&7k*UnHq$L~V=*a`kNi8c-lZU#$yS#)fJjU06*%xQP?ZG!Nl2k39TP z_pV*h6uo=)eB!Z3;S~!OE@~JV&HT3mK-Nm)e7xk#Ef)Z#l*&uaoIU#|KmIX%z?gAk zQI9^4kO1~70-)rR5F^70dL9pifFLjgDAL6MVVI#npp)qYq!17mZ*&pmWg+0vo0k+s{LnSgIT;ia%ZIAi+&o?euURP6Lwxr#rW49mu`Ldk$he8IV z7IqGnO@1UH%HE2K^%Ew*k1#-%en^DoNa>9lH}18UU)BmM-4rYAGU)5CZ@%O9)n-Xw zz{w|_^y!BmiR2#-nyk&3Gsiz`@MOK=P#gpT!#k3uQ%{~cMcdmKmy_FQF2wM`gIBL! zy?(=n-Me>dsX^NQ!?At(1Ofqgh}P|{c>4|{V(Rqi&-HuO-TSL^=TAO-|8Ms{uxaxa zm~dR5WB&8ce{|~937$|{Sy{MX0khGyAxh0^NWkb9YnJgsJ>=_C8$5KVAM#9g?%X+A z#O`2t3k&mO699_Ghs}eVb%sIR=U7E5gpZ|+uUK0L6DR{ zV8YgpfZS*z2vJ~}L`1;PphZ4W!_xL;q?>4aQrb1-6|c87NQ@t=;n z@P@XBchm`^x`B!)+ZHb5x;n8X$2$D+{3aVSBpZl*vh3LD#b&JLlZ_iO^4Z58?|9^q z9E(=X`P`FFjT$=a=-$2I6^oZFVP*>t4f0PD0O7f$a)w~jph@(;UA|(4$FtOlC!ToT zx#wyd0_U84w$>+Dc>kVJSU3+Rlvh@+Sh*4|bIdWv4EpBl`|r8?h{F#z49-yPu!g_oM4OO`H+L|9y%1^}TE#NO!>nC^3_Yp>Q<%gT*Ek^&gIOnCSqGpP7-F)B z@A9N+;Y%zl!(oTPVT^^&Z4NrP+i|CL?Q``QIhph;vj zNl=!WI!+Bk3IVGpPGldp0%sABK!;_qeDi$((U|4Oxw&weBaS%YzI*Pu>yA6L$NtV; zJFBaAAAHb3J$m%eJhp>HCYbw(g=+W)4iE!m*Xv<$%6n8YLojvPv@_2*1FZm&|1)^l zFqorl0-SOB=^or)f4%e0TW`L3?YeclcJ0#kL$n%8S(dff+xz=#`iz+-&V~IA0nY*e zZhlra`*7`@I8kpjia8)vi1gEx2LO|%Oz~M67R5`OllMzJewO}ZX3M`Ae{8tktP;`} z2SbGcNlq98P}GMcajUT|-Ai8@+_8hMSXZ%8wHuOUQ4MT8hF}JWkbEFZOVOhT0s;3* zfdv$3)Bea#?GfcD0Bztl5_G6bD-K!w>8AiQ8+%(4kw5lxBQQcOUuph&;J`;8ez;xR zws0TK7dbf;LW&Ui2?K`=ZL)2@2E0PwSCvfD2H``P<0bWmKXBiDZN=r3=`2~Ybp3`+ zM5cY4hmRb6|2_A#_3Hl88l|QB{;C>1cASNMdq)<$jkm4$%i)~VyzF&p;nP_d1Dsl? za^&dIND-ph{@@YA6P+l-A8^z>BM=CXhRaAlg>xa#(`iTI}0)MMAi#D)dMM6%}v;1I!qSVC%-q=J><@Mc9p7K^c(NWPB(ay=3_-oyIK zpuOKx5lj*Tz}hG&u_^9S?g2xi$>v_Q3b)z48`agWih)}DvsCx`qp6c;mCY;wpwp)# zlav`wwWc#AUw<_mWc{H(dg9~-3l}0o5dt;y7A@o`rki-0St6UxO9m4c>x|j67A;~g!6)TYpc1;KwoCvpzfZ1s=02Y>s%l}4d_wS#-U_pxZ zg6H^n=m@@q0s&u$0yUb`1cliO9*Fd908CGkbae07F(ethTNPNO|5%7U0lT!cpTp+O zU`~A@usadZ54-m)dFoYIgi~E6!`2p$$j=Gvb@+WU zun+)fyz$ms8GJcy-m>NWk3MeJ?EU83?`GtH2uYRK-+J4FY?wgvXR!d%m58tmUX?*A z7(8?sve<;l znuqMfCV&F>`To7n_pV+KWQok3H*eVR;mA-v`0&GxTeiSmvIG!i>GEZxMvp=!!p!fy z`*)H3Z;@pyR*V`w1{umHpM9pN#eTmi)0&KwsQG5lxBD~?!&}y^U%zO@azH@Y{8{_53^OB$GwflE~SRz+`puc# z0DD+)!$1bgRF+m$XisO)Yt{3tU!$!IN-`SE+}eT_;pHc<67JI_dNu(uW^`bNU~VcI zMuHqQ$g%RHQjv7PjP(F=j2RJOK-aET(xpfT5Em6NW8+3Jds_{xpv4p^5N4pZyu9%7 z$D0(&XGTikR6LhT%PSsx>ZuG%R46MeyZ_;b?C0U68Wz?73>ri zj;{vZzTG25AW5^hPm*kS|0=LZX993t-Qt&Du35brv1A!HdCF&Be1S|s%hPzKf4{XG zHXu`o#2LfC%$hs*>u>&tOrf^6_L+YDwPv@rC&t-%`QQ9+U?$yPFTC{f=B-=dV*<`K z_f6sLMiwG+)|=0Bxdj6U4~aw~UaEJEn>wYb#SHR%eaE+?@xGJj1l&l_R-=F`5JT8x zXMi*#G7J~RWGXQcNJpHPEJ2oZA1j%pyyVuKBwN=Dvi=2f(zUN<_6AlQmF-a-+)^ld z|NU(vM)*AOhaFv_wO%^^*t7j+&7O^n;2;0`*NCxWktKD!`sSN+^YSv}a{A}L@(K!D zIAg!|*4r5~ApadOVDhx-UT)}%O)%@(bOHCI5v`nrhh7?+nV&N?RTYSk)uMSfu+ z`~t_DpDRxY{(|jy{Ix_dQ4A2W{89QIU!4j?4SdJD^lW&~Mqkge+lF#rPT ztf@Pd;=qOtsHyQR3&^OH>JS@8j$HNbyRZ!F*G<@umG?yCZ0Xo7cipvi?OLQcgN6)w z`(OVwcn_J@n4Q59+m=ZD@EF!({#$XoFIS34*rq4Va{rsRD<4G4OinXza2ip_+|NP z^__j}MP#5vP*88S`h^80^yz#c|A!kubhSM|6iCz-fSOE0lH|DHM5Oo|G3o``z7ZMJ zU`dGV-@l=-u(qZqBtvIX)Sy{H;*SR;Z`uV2HjW;>;QsqfE|?@W5P|@hJbq{s+5S}! zSQvy^W7D>6S6+AB)~#ESh71`t?Cu92;0A23J9q#ChKvRl08G}4cKpuv9XoEhj4@+1WE^@cWcEE8L$U+Pt%riJ0VgN!S z=FBVH;)zJJ*6nidzI{z4O{Ers{}5HIsf7$MlUMD)#5+Mz0Sttr{(2t>3D9KE482B> z2F#FT06|F(#-{b_)oj8*GQA+pWVzlf5+D#PQnz>S`nhxWR#ll~C`E$-p-I{zlm^p~ z&=Q!}eD&3$haPI#8kI3TDuNfVXHyA5&#JX+FSzv5)oE2K&CDNv`ssa-JZ#%t@D)r( zOCt=DN}D!sx%&DW)}&i%+3*n~@45fMxH3gPKs400)lF>cwKv|JUIW6+Uwrx1v(LX^ z;}_!r*n^er04%`5oP3nB0b3If!4jO--3;>b^Wi?zX3R)BZY(UjM)I8I_ z|FbW?;PKLacFoB8KEQQ1-c%sU@cfPD^bdId{imMomwZ}eSodp?SU4arh{-|pjm5z5Xbn56X7!Z_wOHMsR1x& z8^6WDehW)PI8AzslFFDQ0Dy&i-Dn9Vm3{$SQ7_*q!76f4t~WINN)viPG9Urnx`En& z0@0Ww4zl~)t*hHSe}2jO_2BN!i~%IH2vvM8EOf2fr)*#M_^TT}8=7_*lnhw(BrHEV z$c7KRW7n<=F2DSvPd*Wgp#EgjrcKx0c;hEuec6(webxbn4`GTm@ooEfQqqrqc}2xd zx81Hu&HDUus;I1d^zkSD@$dg43FN@iVR=R6EqC1Y`4?aMd_XpD-hA7gcMTpk+~Ldu z4YYhiAey4UY1juqsEf8@v3ZObJ4Wl+0ykN)a^=?I;_Rx9J+kOK0EpG!V1xAm5TNL$ zL>mMs9vEOo`GJp37z0GTd`WBtgd_+;vIJo=5+R2nujvYab^1R6h%*rmL<=ZcwQBvs zX|*-Gkp$~mK$4?sLJ=;Tp1=OK$M-KBVbrzID%i_bZCx+t#*MUVY8D2@~NJZ@lyFy$?L7sH#8jFRgXbWmjFZboq)j zY?8q_+;nPZGC1xPQMN|YVPCf{!rDgIdFP%B*N79hW{cyQb^D1dbVbeH3}Ue#1Oh;s zadhB_D1JpbY{)N?0Y!q0P<#xap@V*hOw?LqRtC{C(<(11Xd1~6sne!Je?DzCj z7hZ6Ie=eszd-i<%$)^K8{HW>mcuKP2VP_M1#;n;37cGAJiN`Oz;C%lKh*q5W`kQaf zm_5gXoH{lcRbn&)j(v7A2ar@ApM6wksR3d7O}9)B05rptsZ(9e7#T8rxSt!M`CCGY zG!sBGP-btQ6j?q@v-L36^)exO@;woL-T_xg2sT(qmZGvZDijq7k#(KOBw1L(vkfb; ziT1efM2**<}kCEkvrRsHphYfBy5!KmNhs{j;^? zTPrCm9>5x~52Zt1DiN8fVLtx!GuK>y!{Wt@{jknGefo^QTz2_?-~YgFHje!TVlg0^ zx{g*Rv3SW6q?*dg$^q|xaQ-Ei3hzHvv$chZiD6C-%;A&?gi(`kiY0+o!nZ?*yzOc_@QEFoVyOTaeExlQ`V#U=r z-1vvz{`RgrZa?$PGgIRF=jG*VO>LJfTkeM`aQVvcbvNDeyWjl!&f9N0^Ncg#Awn&E z)aWt)9x$MyqSAF|nB5&r26FtMyU&P+EY#zXh5aN(Ccx!YRZEsG{pBxy0T;;2%R`oC z-;S)A`4PT=h}@XGgW|t&VL*}Yr$wggr3{b@!G;==r7&RJC6H_fask~AE1N!4;vHfW z_U_!WY3G)Md&pgC`ySr2XP`}+13LgJ?4tk@kT| zyj39qWXrwa$fJ)w zq*EtC!0z(DhMF+fzpkdHdhOcML4#`Y^X$*Z43NcN;Usru5bi?OTw9Otsj0JPY1XZC z=j*S&`n+?_J@u4RoK0UA*$8nWCIwu6|P66ckP6feb^5@Od z?5K_%FT38<$gEUEO!9R!x{V@!P>es;a7;y>W=(AcYGSXx6bqhyT0e z;y?fSPbY^$F5O@A=Fiuf`%arV3n_xZU=o)+QQ|chVl0i@0V zV1`L|v`?A);Rlz;vrkHzuExu|?!G(8NGtlMhEYyt zO6xm?`4gode`kil083-zG{ML?c?(aZ(@z~g&R@q4AAa(YNBJPmHP>7di$*7gXvypK z`iT>Zzx?{^yB~b;>YH!Z8#O>;mc+Y_e-QR5Pz#Eauj|trhR76RV$6PsHdcvfqysV8 zT<)3YU*NA$F!<2@_uqKq4Od@vRU{G_#+`^Lkx0zXFK{IJ=G$+lGnuxgtnY!{G0%hZ z`L5?)dYQjCGqW;>O*(r z6$<(Un?JxtoMZqnSoDuE0)TKJ;PZM%x(BFMtF85P)E6~B&yB^VCMUI7`)YJbrSeuX zvF}+u>g~dF&mDE|y1A1mS1Oibl5DI|1Tv6}Wo>Rw3hnaa5nU4v(Jos%&n6o>g#*Fv zsw2{ExhQveU~kJ%E|pR{J0{;FP@7+iZz7NZ5^L{?l)FBR{Qw345q0s3{VZe{J#w`)vddzz zC|3vvOCFwh{hFDP>la_vU*PpCo#rTLX?bOSe*U{3e*CvsJb5PG2_1?Ro`}xrXn^_w z02nU-&~qm0_wWEfj-Dm`={1Ct=yEEOnH>rMXa?QsBtJQU1{re1z}iO7oI??78pF?_ zjXO!<1NF}#2%Y;QrO^zSYbOz#AOe~OpaW_r2Zm_*+Cv*soknaJ1fsrmOM*j{=}iR^ z8NJUK4U=HAK}>KP#WEwKB`K69f(Xoq0ss>K0HAKQfo_swVnX7~i~!I*Hdo;=MIH+P z09Z7CV48>jBLIN589o#YI>liRTZu%i*3gyqU`1OS4Hu|$OWqGYJ%*jplBES2~LUj2zX5a$Fd&F0svGUYO{IgvT^lJ z#sDKgW(GA=g`8b&+?SOA6cJEQwSWE~H?l8Zs_*r8SrY&lgEds}&>ki(2!QOuZA%0c zaH&S$)gI=Lj?G_nlcm$U3jFa!|D^)?%Pb5DY~CT=JzN0HGHxII>|klHXl4C7$o4 z3UUyU_?5`Mu2uN&2`lvDV?XU?kUWY4$hSe|vk?Iz5vhCuf&5Z*RuD(vDbDfyWhE3v zp2vUR9kJCJJK-Px@Q3e&0Ae@3mo`ze61dGMBNK)MJyuRQ3Iw&{^%x8$0uUFVcP#v# zpn{&Y1j{}6ddfY1bbax4*9L$1EXW`J@H6q>&wo{x$${B{aCr$g_ETB85dSO!z)!eu zon=?6_z^G@?OGg4KnQ@S6;j|eO8`J2KuAnh5J7C43-V5iK(&cZR98dq;+-1+Mx9(v z+lL&U6#~ymQqgm{+5*5Y-BG!Ru0N|PAfQ)Q>km`y`cf->af(0ni{}G%rZKqv?pG?j z(iKR)8P&Ht%;XPCo~{1irv!dJ0SJ8G65HpO0Y4cYe*^!FG2Q)6{PE?zMDE`th~o$} z&_KZX5fNTD6V}oUn`iUabx;+^r{`P8R43y_yN=dbX>eIT5pSsP)29T8{iyr-c-fG(1SipdoM1jd8qgmu3m>g95IR$^7)6(6WwMMV&z zKmemXZ~pF9Q4z$|R182+fS~Z)6~gP!LUX@%uXw2NY)n|N3*FwZ5*;D{F?@I>^~=h) zpI0?27r{3HczhcX89ahY{biNe1Be6$pvR2#Drdn5zpCR?I1gqIP!EV}S8ji20@|?z zDF5{qeNp|6cee9Ldf+!4d)*UUXn!#VwcP+!0PhiiH%Ge)@hxa?_PO?;`ax@c_g_i<_+ESf+&c|$ z`V4}#T9yNWiVMFBUM*%pJ!4KaakqfO)`bfT(K%@UNma*2j$(o+8qQI>VB)nGgY)aeWRFM{kr{% zsYf-oo(XcVjyj^KLaTa|;;9Sn))mng4_+si2#ppFLNCT2MBtAAJVJSWUe%FLLC~o* z_YZv_HNBhl?|`ubknGr|p| zP{0#Que$w0JnGmz$2=@u-Qo4G(>N;L?793 zd{jFVml|xh^jl$u(EtzyM+%5oBm!-s7DAQ4y-o&*fD?yMaPA|DGEa8_6d!Tqko!nw zzCON=k1T?zzN8w7t6Ww3^jX2;i6S0hO6m_NToXWtZZ=y>-WPlA`dWLnuwLxeP$!yA zBl-mIBO||s0I2uXXtx1=Z-%mmescL?kw3h4H>a$_}^GD|a25K@2u#z0l)`6+^kx?}sF{`eflc29Wy8GDvWk9unU zontFqrM|}c8^~c?#1NzdL;5-SbLvfI`vB*H*s%jYs7C_OTP3!J(MCr9eN>fmKg*Lo zCj8+KgA4y0od2aq&csB#<_!u?zA9fh_19a9xYWLXih@EF^*K76_d-h42mJLdAslc4 zAc}J_{GZB*RD=)=oqYEVV1NQ%coNQAg=36)?_>z%5C+7*2l+Ah!)0<0@tFbrLjYV} zkyqpo|9#-l`i_dWg1;_GHvaHQo3Rh=*Zn90@Qfbfq>PI|1PJ-1b82PnXA>b@Zu<5u zeErlTCpNy% zxTMJnPQS&#`&4S%)Q$7cj0289UpLaKuC+d2;9H27O(}5PDT4 zXl$7^A&OiNfa@#hKZFP_530(_Kk5PiP(7q8u-&7b*Hw)wJ+WX(Xe42T$ zE)UQNn(5iIOymzQhu|qjH?KdsufqBG99X;8#KTZpc$z=Q_ubXj+~oj5t4x<&*}01u zI%}xzX6$ZX{TkAfYq!b_cO=lAoH5F+GXRgIK}>icUQ$3}BkkH_4&Y{jN`eTQAYi}% zK!B!U9z@YV5kL^Tm3VXt@(me77=VCsHPZdG-OMi^UkmL`*1;-lA^i9}aiPQ-BEGHu z*S*EFqgMaV*1%fyPPkJR`VT#jO1XX37cpTley|HrPp*)H;^pZ`Ta9O+fYbY*0z#EC z;V4;;_d!5D9fD`?uAOxMcp-GH__v~zf!9||e^&_abVccrF6DfYlcL(eGvwL$>O3XJ zWQ~K|K61+eG@u@0Hah7(?vNRU3o*m7f8#)?rHr4cI4n4|NV?n#coyO|M3mYiLU6gX z>A3RjSQIfN&_+Xr--arK;=Ly8;5= zX6f-b4QTT#ua8d*2xSF*BtwtNAt-pvcTRvxLpSGp+;sH_e1T1-P(a$tG`1cSQ=G+G z0An0#Y6tTa!&is0d%LVXxTVKEh$62-ugvqKzW-z(ikNWWvcmydueh_%QeptXu{I}5bp6K-Hfa*Oov>`Ia%Bz| zhM~o|dfoKFaC0@vgngbcfU(!>S}#UIAsYb{sC##5Y$P=xa0CPdt*O>RR8udVn2p2# z!DUAVE>gR%Xo>D$tlpB648Yl^XAZi9fj}@&5J>>UwUUzp>QV*T(v{|d!6FDmGG1rd zons0r7I3|U4k=;<@2>N{!dqLKI%!|ssQu!C?L$8d9S8*OZpPag&a86^4`&pJ>8EiM z!!XAP?|1{uqYUNUjvy8@+g2c@>h3>{#de5BV z6ATaWAr|Uv4;A-n#q6MfmS60|kIFJzWt(PApQTx}?igu=p68OqY-8@)JRAlB^G|Tr zB<7nESh*4JBo$~!lkKX3-s^|no~<^mgDv+F1How^VuRvJn{J0~n4ka#7jT+T;!uYI z!G0gnAh`{}9um0n2-NeGY_A)yP1}WpB(i~~%s@TXwgL1?yT1BXtxlro5kr9~-U{Xk zhUmgneSQo;U%4h;hw-8ApUGC-Dve zaFcg3)*RuvJuwi*?shfb+m)~T`k4hozygqN8U=M%Spm9sJ17^Wc9C#rh^nRiMDc3S zoW~02EMU0JvW@D!4WidyZG7 z4`^U{#fAI2Rn3K-5{VlM+-wYRxz3G+o4R;zh;%avz7N@&{fz`!;IZ;1-ZjI{pA&-t zV1VW6%9Hp0*b&wLb&XvWq7HY(ZTP8)wbUP%ysBb?iQg3i;E`(t!0j>FSIqyOHaMP5 z2|WGz{!@uWU3JmBOu!vSh2`(v&u6QwQXclDJTKrg@0j%P@+krkZkpXAjqyf42=#g! z4s<{dFUralni&|~_<4c%JaYwHU8C;3v`*6Vfz%k@IsjR-kqw1ZLI8yzdNyIL@IM66 z{|RtuQV>NQ7%FZPb`D1X${;Xh47+GPwIZo^=GM0AX|$aa;)}f>ed?6hYgs#MuK1Ln zO#t4u27C2f@0>NN%Wngp4vJ8D9(DW8mL)uE=WX3b1gC3+2;7LxXCr`@JnaOZmxqade%98rPYQ(Io@?085nGS` z#MZKN`wN-Stzf%%P6c=Ow{9-k8W7ULO|Drv@!?%50k1fk5{Ll%JOP)Y5OPZZjMzf0 zHa|tVta2m{0>aI6HgVJ5rb__|(02Mrt(fNiA7$1%6!0q7XuEo(vc(txGsRf-rx$z~+p%`L{|Cp)XwC>mcLm8)`(z7C|c)MJ2#O?%{DVQK`HJ zy)gA+)S z@2VR?nm(ROyh64J5ZZr&5c74&0y}{OBY-i@|4g{P((OiG$XHn>g{FVUM(r9Kmwjo= z4Fe$p7~_gRA_ne7p1Xf&=O7?d1?mFb`lb6H2SZDM2%NriFofLEk79_a^Qn;z9YDzd zAjbUC2~+~mLM0j7RCu!s-XeFdE?2@yY5SIS$VXS{zzxY$1BaiXd<(LLuklLXXU(pe zqF>I`Df-ftJGcN~xlMH}y=n)m>H5?IT5|8L>Lp1xgjNGC>2`})55*rIUh9Lt&w=U>o=g`z$E`9VA;3e8>=Y3WU=Roa zEhHq}yxlE@WI%(t3#v1DWl#&ro&T z<0?WR@ZSsG1^-3$u2jAO{)nVKJrL^b=db$$;4dnwpvSH+pce*I86k*)RxIIze^l3w zO{*)r?*_0cLhL%6dl{!ZL2m?3h!l|XZC1Lyvp@M0#U*sUSB{38Z$v;RBc<68-aAT-rr#(2#DF0 z?|(arhhFtjbS0vpD6^Zhsw&9*03Cp;V_HEMsVAMg)7|J)J$Z@r>??iZR%#n&bV89b zxr@N3tp=}kTUQ@SexjRVh0#$JQ1FqqNIofTftZm1g2{1g-Q0UWL+I{%{CGYrVXV@4 z1PEZKSA)KTK1+*@076}>GlvO)r?98-O7#Me^I)eAwLeNbWQ*SR$oTaL1izIpFI13v z;gG90mNM>b|1$*FtzH@aahp1=+ST6-01HS0AK{Cs;Dbt)+Y2lZV`d{j1Sqg}`|rjB zT%2}=fPx4%|8XJ!l^`_6fB|z41rXip`7y(zDxk`D!q2#QFb>>MPmM0)01Y^Xmj7|} zrA$zi86DVmz42omo8P)jh|r-4uodqeD4z|zH;G$Y+>evl<3*Pb6KpZNdym1Ouk*OW z1VHFV981YBgU1MfAg@8-D@IuGJz0GM`4R8|q$6A0-ge?Awph;(pb-J+D07&c-U9$J zmrTHWcaG>zEyqR0xYheBb9;mUoG+lY^@zi!AC4=65j1cS?CDYnOLJC1h_q_% zJ!?x;kLT1lV*Zykgbqn8@T}dCPqLhz z_3z~Wksb6C6^l-=T(L_DDo`IK2|`bHvp}R;wM;$0P!zD56%MC`Gy=qV%R5UsTXaO| zUOF0eGu;D(Kom4U0YShG0k|_+^mGmQ5Bg4DOTnLDg!r1ryuMl&^0Z`?1%OVs2%qwt zl^3j3g+7w9(}$g$?@1--S=ZzUw>-rBWV5jN;_Tt}AIkGsXr`TzBljpmI;obgcKUJE zL{`-=tR@{Bpg;KWsgT~_o9XMi;^HlG|J4ehBi1$*1-M-1eELu7oe@2&c6EI#S2jP7 zIzLp8bR-Ze=;lrkC^Y>|#x_5yT3&Zg9~}8V_zT)zcp{Zk-x44e_|@|V6@=(s%(0;Q zk{OYYC7&0cD$_G9l6uyOjq?$~oiS5sTJ1CYwP)s8N#rEx4|SdnE?h)^q^ffPVO;%j+@6{L@nPuMS<)90x^mGY zE==XxuE`;E!fw(_AKmi@4u2Lwf0p(i^xX@$j|fq>9{^n&1A9O9`^1PKWgyXP%ymP( zoc^K?MJ;sQ%|HA^^gFv0zUfg$5OgnXec*xB_dIl-8`K(6;G9|*KP2m5ApYvSf`VT^ z0SNqx_9Gx1kDUKa=_UIKcJ!8!#M^6ngZA$k{qy%HC8|_D6rOO4?rQ()LQvGhh7IXUEVj|-w#v}Sf!+%yMS|(O$1N}0l8lbY3NYLuu>GFspHBY{x#pC8N&q}hjqAO> zDYepHJvh+4cuiJ6CMAFD!++cVNAS@0+@Fqeww2O4{L<-dwWj)V45m^C+SU#E7SLW7 zTJRU$>Bs<7bx$_{IaSsw914^^N#>Xz_XQyCCSxi{bl>czwg> zs{Znb$4>2+`ican`ke8tSm5quPM_R+vIGMV6chze34(!q4*p28asb+o(&6c1P44^K{iG7k9(2cXO&DU~$cT5*!{w`~!{gX#9;W76m^sMdeg z(hl)v1TdhNvmTE*X?V^VP;X&-y**OYy^P~Q{Nd4;zi(EceaRc=cLh=?GXnZScI6(* zz2uGuQHv&3D=9f7HYgkj0xEbXbNL_sy_hHcae}Ns6#}6*l9zzow}XpQ-~6GINslVs zuD%MHFZ@56PaaJ~9zxQ~{C_Twq=y2*Cu>=B@&LKY0@QNW1`Pesx7-)|!FYbg?k}2b z0l?4pgmL}0`1!l3pu8QutvfM{?c@u}yXTs!qC2kG|F$!a`tSKBjZa8{P&rdk+-1H#YLgR!ah(Ixr|VGlg+VNU zA`loLp6u7#$HiBM%EO2NAo8MvS0bV>zmJ08VKwia=J@~ao;+*d$_V&pvhj^^pM`pW z_~vVq2MVx`(HBEzxpNV5F7$FCfD_i?+y$O$U3rQ6;sH{n5MR<#fI>=RLM9fxafM`cf`->iOEBsM9JBbjTpMQtU%~@L!^l_7cYM=8V0!r|l{XWP*^K-5^8k}5VChkG;ZPPwZEt5>CCTnVTgH3Y z0bujGc`I3(TLmrN&WZPJY;H8aB{72vYXZH)>V2|%sOk?jkS}0E9(=j6?lzl3SsQ8E znI`Uz{{JWM1HN948XjYG(7XK{aNPSvYNCN$1irL%V9oOqLMeQ)+(2A2P*SwvS4;R5&)JLl6cLV1Ri(2g8Tmtt9ud1pkkcV1VW2$Yv;qYW;Vi6H|!R3 zr@vw@G${)JzI7e^`l)kiGjA?oeenu!DXRyx+X4zInH*LMNxh5!pvkcJsR7uWzoBmL z1pEN8=0~@DdiZREIOFqyp4EX*+X$uP@0q5Q(@Kt2Q#D^d;U3tYG zc|wl55DnDt8A9vun6h4QOz^R{1BWP4KPzPC;9Y=VCGV793W@^DZb1>e__V^$bu9L{ zSTkc75V zqsw2wP|?>kq5NY#ZkGseH-Lgp!v6*EkYW<_EZ>2A%dP*61q>$@d#QiV;BMIS<$M_EHEnv8H(3_xNfNo>}_rIIMLP=qBnuVTV zXSF$3O95bqr6zag?j1GD((aBuivf;33>ggNu)_^t?8@-cv!CrIsW85#fA)K{v~dX9 zs~(rW3X~m;uiDH2`vpLC=Jbx9yMkk9)|M>84`=|033P93>A^hmt%z+5+ow?ztL7f5 z+irlwgIWU&hMsAwI3fL@0<~WmBQ77VLKc6)l$8}*C(R#-5lb6udb+2EKlMn|o=h;Inxr)c_8tONJyN zd{N3g_&E~^ZG|*vg&Ii6xjXcdqf!Xm_~haV zAGOCK`?zhKN=f)*`+@oG>WmfkK$urGz+g%&^`&BY^5W4sY_lwGVm;4-FYO&mqx0dd zk=Qas7xq-Qvm>FII)wzwusz)f$lweZ=|CNqy#Wnsgz()U`S?eG-8B^!KMpMg=INx( zJ{CqSSst|VOl3l6-hZiaP6?_CfF#y0C-15}s9PJ3E*K^_^lHca>q7Ys(CUIscTmzQ zd^~HC(3zLzQAZxB>Oi+A0-E2~!0H2dY45~*VD?$BWc6FSt${WP@DQ^fKUY14LF*Yp zlCaWO*yD^CZv}t`(gPSqRnz+ocb~6TAU)#yu{EKg97@SDjUk2tMQ?lXE$2vH|OSg`~SVclhMi27|$1z^B#~lR4qRo1Xsmw#!=v z?aq`RfMbXBcA_XplY|)hd`!W_Li;zkj<_6fo!B84d^V^dmcV4{<{|N&#TX1|aR#p5 z`gbgskxwxiK5o%Z`T;1^l-5o;cr2~e$WJ|1R1^R}ZM#E!w}xZrFxCqy30JmS4*78r zNaC9hihdV8Xu2gSU(E|;7@~au^k&DQem|@(P>&ZCK(2Z0LmCX>)c-uS!z;!dg~70xso-+JNXi8Ot%5V^ z$LTj{!?p9Gx*j{j4R1{S<&Zr5)_w8#(AQoH82IEP$~2`@@NqYJma6Xx7L=;{r>Og1 z%4w4TDB=Nc5YThZFHk`MjEuhW2RL`U8;`5)m^n1x+FTR!8Xus2o3KF_eQE}S!SDp; zhq>}RF`%Wi6%)FheC^`QcDao=Y0NGCLPFbpe?44!sr?CnPkx4qXY7A!;jJW~{K}J1 zYyVQ7Ps@+*c@Oq~-y%L`YmCN$yay?^#99uktdsa*4vJ~#Av`EJLBe01 z&Ze%yrN)#nCJ>(Q!aP9_N^K-@wUnd$Vf_S*`)Xd;z!i4J?Va78>Z-Fv z=kV9>|HzJWb^bdmF^UKYQRdC=Ub{sops4TKANh`X3Ic(UHMmr#0E?%+@{X7b!-~^L zqjOH;7w11s2|m5hsZale+OC0*56nn>Dj^#T*}zD1#^_U97$J1k0pcqWhG0@nG~L`* zhGMipxUd3X!nvku5(xL2kO%P1H-*K)G6^I>3!H%+02xy)G2vV6p#;L9O0N|{3Gb^I z9_h=1vSCeV7_kqnq=60+( z`2HB^Vi+F;CORemhP!1>0t0=8pG=D0qJx>3$p&+eegKB>R;fsnP|o-qF7uM3p8@w; z;~S!3w6sg}8tRiz62f^305n`UNfP^sN4zgWC{N2{CApRC8RQh`Jz-Nekv<{i6pHp3mhWg7 zP5M_~r3oypqI61Yaq$xgF$)-Wr8+}mtUnHLT(Cq{el{>{5-=T9+vc}~o~}iD)Y{jT zZhixbn*y5L68h#`?#OA>2X=KY0Yo@H0f3t8L2>OX(he3(mx0UJk|cqc=oI*-PBJpM zSe>y67q1LO<|Gp$>y6h!4n&#%*dmi3q14PvLCSS!@r_uNbDVfB9&eY~{hh~gX!U8z zbMQ-*IxZNS=jsRkp~&6;_hW#Z>R%*@4rOU0Byl_kD{tnqk}<$uao%#MM@V?=g_o}H z(%MsSJSHX}zXTE&=3%}gtW(~5{^%8OL&gBmqhu3B9$~fQu2GQyVB&eYznX+Z;E|KX z{t7@jxSWXvNEo>3mC1dp$J3*!_4Pr>0>;(PgaP}`y0yhG{G5GnG$U4{VAX7rr*;&} zMm3?P3W48i^9J(sAeV$X{#I^N?4U2<2luPE+&DOh3b%tV3W-CVx^XTDp*lFkJc9n^ z1po$Y_)6mDHp!>`fHjF#mkWJeU{vW~#o_UBaEne91!9RpTw#3nr z#S2Z&$T5C>m%Y#$N9F?!x`P+o6$`(>n$0758CAsT70n4@z~~TQXq}{<1gv$?kzo=` zBoM-GK9Fn1Wzqd1iN$w?F{OL50&BHq-#oLT9OZTWH^Pt)<863ON_@OmP;NS;h>2wZ zo~f+BwmYpn=>Y8dRrfmGTB&E!>yxJ0;LkujYUTV|VGSk!0(!ilykbNY>;k=ZhUfo8 zV#!zx`Iy^$hV)(v7iopdSJ-+<9CLXIhl@s%6`@t^PS*-O}m@xvP9 zzu!*Jv^O-6uAuvC@n=XvOfmtT6+SFg!N(PEY$5NN+}?HknQ%rcc*1c;QNA#Fk6ask z>+*FSSHYW$;$Z?G7W;m9{8x`WrNS;*F=hi6pQC&}iTjIn_1p5-t<`LQb%~eDF56)% zP=6I9`vQnv?vL7+ODxoY9q_Dbwz>aD96IxI6B;lq3&~@@2h5F5MT-O)coFo%m0!)j z?Kx$pxlPo!IdO*jeoqMM#6zS0JL5Z{R8cW7xhfImXy~cHiz?BgMOi4 zKc#=>v-g2@i)Q7Qd1vA9Y%3|59!YTLu=CD*d@n1KnqD+4-&_g(ZPooV^DCJQFPd`3 zxQH8~eE5-RCGspzhl*?IK&(^)r@vG_Nch485?fG0liXL%#t&&oDJuZFlmWf}lh=1A zJYs^k4$0(~#yufFihGjII=}=M%YvDhC`b{fwT^Y$4K!TOr~Iw5{Tl{}i`f)m;(qav z<@v|L#Ytg>bxG&JDS7gt}@D=K?d(p@C|FIdFE~X)Q(Z zO6jtAm&w?G29umlfX>&J?XSF1!#NJl-U<3q=MIieW%)}Lj9-}ESFg4? za3lsf6nsD>2V~d`s)0~ILqFGNCYWBPc2^$OB@mm%a_)}9^A!QB`RvSrM=aZ8j}`}a z2>??A`YFQxwhf&P9k#|tpk5RqjAEB8lae&utgkS1&kf*A1%Pl$^C*(gz=BPJuar3G zf00Qaz**8i?_5N_MyBJq&r>Y@*JFaY+~Pl`Xh8mzETQM*DX3Pdz>E2qQ2M1LcGI;S z??_T=Mzdb}AIkyKAGkatZV$7Ki`|)ohO$326T^Mo86X6|;sx;VDnOknWueQs1swhYC>{kj9A-$j2Tru=eIpf1TJKgRe=nLg+AaBLIZHT zwn$$UnAI0e{O!}&b`6sF>O%OuI8-EID0e4Ri|_ZIB&Ca@$f0$|NM96OSjQ38obf+J z#_Sm@H3PB+asq%IWV@Dt%CG8wC}$HE2D#gk1t46xUUzw{SN{;8S=&WRyTVa)!p&hg znRS|7*ngRq(*a0sLsc{)2f))sK#myRL5%${qK5(Kx`V)FT_}#B7u`y-rCs#Jr4^rc zd2Vf(Ck%|hCFEo=K}`bme*?RJ1B-``HwIu>9iTkct6l+^FtONl{g5xig(9oXE@&iK zI=0-o?c#n*$Yo%ETJ^071*;3ik;Xn;L#T=npxeLyz2}~ZqEJZp|L<3=bb6B82?Q#YQNN_Y)S`1&e9#N{u97^_ME%>&O^bwX(SVg5Ci^RXv^FSvQGe)N^; zfDhGw6BDo9M1eE8G{;v&orOL-%$Bb%2SnlzOMZ@Y>PQXT@{O-oo)%#=ba>YZPv1@3 zKN==!Yh>gsKfvGn^tCvcV5)K?jAldO%)!hzfCHE5zXRSr=sZd$#*-R(62h$60bD2= zbs))nL2L$IAc+^XP?Gn6;q~EPPz2ocoY%kw6hmW?3Ds}Y{HZ^)b&Fyz&&q`G!6LN4 z0uEdv9O$n~&61ES!?Bpel%pofBaxUipO~2V@svCgE*tl5a^G8y^ELkwczUYa-}~}1 zVXyu@xfCQ%;7IP^sX}n+W!dQ+WEF*VvQ6ieprri)~Ej@)~}8bJ+Dz)lb{9Sy0&{tYB_`wSFwiYP<5Y zr3c~5bO5F#xY$|7*h3cqr6d+)1zhwH-SXQ2y6p#3sGn#Q+Pbt3wg%sjpGo$hiRP9B z&K3QM+ujZJY)BX5cW6NNh1|tszWwjYku?)Dk9|f+u@H{ws&jDW!tV{NV-v$S00yq5 zM*$fTe&s9NTLn-H_tz@2QfMjC?F2N?nX-28#I6FDx^&c6upL8;Q-Qt;K!JtwcVH5| z0ax*LFnn7D6GpdwnRh{_$&f+7NzBBAX*oXhv7DHov(J6qB)tD4p+1?s36yz;sidCz z$wdarDJw5j6E#34Dvu5D=IN)aNc7kBfziNH`1@8(VA}uZGA#<7TLAd-V%&W53FZoG z0%lPEHNn41Z|udLSjew7EQ7X?bf^#P+axymqHxwB{WskSZ{f27*cM5ZK$qG?zFGqz zaB+JCV<-mDzjj~q9Ds_rFU<;&uZCBjG{aAl^KLnm?fBHH$i&3NVDUV5yspNWgb3Nf zQ0X}44MwELH7cTjhQ5j!!jwQ)QSvSQ$R;knhMwZuxe+xk_Js0^-aMkSmv^`RRT0pa zVRJe;b*owpzL3dS{Op*Tvx(mr-|7Ii4ElAKtJlHkN9Wtmn2lF=J7|)Sc4i^Qj#iqm z|4_bpAt)W&$Bjh|<=^XI_nYj1Kz!5piv5}KKt@12jIA!Um;kLO?1nhs(^2tn#&Dd9 z`#yW&-62Rn+;S===Dy6`T}w_AUyl2bng$=%mLwX|8MGn(tzE10RQ@9-B#dWLUd1g7Pri}8+UUCe>vcEdLyn9JPfi4V;vWFr|M=P9=NJ z*8O8UQlFg8hlB){E69?6>tMD<1K}mO|d?8pu1FNaEqPf8Jl97q4|_PrsB&2p>mClZioL>nq@a-Bi_Pk{K&A zG%M%W3#b)eM=YnvGev`bZ>&{+fkGT9POd)s;{=f6f{*f;hM6DOM>_G05FW{ zj-R#Qn)uQr$oLdyDg(t}usn-hBUY78z%jZaS4x_u+)P09_ejT73Oc{SCbTCu39YSj zCW#~oM_C^rk^w=i(r99qkd`TRYC36BizH*)X5 z+OBJDwTokIDrN=+6wMs_?+ru<|Mzkr|@1QYM4ggsL zwKQVNQDb{q%#W4R>~xUWis#jwQ-`=~4B-s`zU~e3cst){C4e|)M5rFgO!NN)X$i{W zUCgP_9BoO{UngmR1hau8 z?(!%`EzTn(A;y<6Dw-coX7{Ctab`?Xso)6YpO zbqYYc(or^GC3ZY#Ym(!$NsyTMM8G9fSx-qE$yaPbJu!cvlMyh0k=u?2WnBBqO z2Gt2g)~Vyyx3y1Ly?-Wr^{q74KDZ-UDrU8e0bpp-a|QmB?4gF;nh=ld1bjcE1N40( z``T{Ig9G$+mp4JowQ--Ut`9i43f!d3^_O}-kxCOrE)^biuX)iaJAt=H|9(qM(qE$3 zPG?-Z!NmQZB)8jqHu`xzs8awuBoy2j>x~K}Vb(V6AV&N!w9aTGH--rAEvL5?oe)l{ zqBuEzTT0lU{hHVzm*A=fPm)m8E4_gId-XSQ>N-^qna^UHNrHBuH0SP{cawzBBoNUu zzQn9rQR)p?*v07)G)vwEOWSQ>Ej9w7pyp2@XsQPA{Kfh|&2v=&szDcO00000NkvXX Hu0mjfsFd^8 diff --git a/images/Minference_logo.png b/images/Minference_logo.png new file mode 100644 index 0000000000000000000000000000000000000000..10ce2251adf9708122f6688833cf53c72f36d345 GIT binary patch literal 226139 zcmV(vKJwQxMeM|&8Y#r zW-Tm=dHgF?K{m^zy{pLic)ZU!+H7+ky3%7cZXSZnO=er)DkjyFOq)9uwn{9q#@rse z(L?RtdTs3)W1Q~~@ob(rvn*j)LY{SD>F8a1e}8{x&Ta`)cAh8bZH~GAwb5j(E;qI2 zuSQFo(sWK4b9PlU0u&`pRz|f>kJ;uB(c?H~TcxG(w+US%B1b>x>~r;W7)>`3#kko^ zB(3$zIo8wO*W;@+r`S1ly(sNma}fup&Nb7p1ZqJQUj|22-`?IH=Q&&JDr=rk>wu6p z)_@Ib*rA7Z(C4YE;eEEoN=Ub=nwr6jH2X-scZ}*71CyIOVyV`GTYSdbL}}-Fl8ulU z?3TpYRQt5aV_i(-5}cjNMpzNLW3!5iYMS^rXI!DY)>twa*Kr&e9OkTJQr0`j%b%+n zU!B7W(L)c>wQ4{H(Xk4Ki4@u!*B*L znq{Mu!ZqG%bKqf0=<&q0u8T2z-XE6$h$M7Yv}aFr%r)fe4Yil74=ACjFTbN7O(HjMGqIY&gPsz6#V8XgAS!l>?Mze@dre%$ zYnwcDe`TB@XM#S2Wf4zQj?Y#_xCX|8s#&IrHf^F9K0#rdg(!(%69#ZJ*f8>(_01ygX?-!}F{O1;;p++7207jClaw?)89j?GB7dCy)2AOe`ms=}&i?BvDy9L9(-~i! z_4VmX%_OR=z|q^G{a^?9Rz%Q9=w4a_Y*HHH+DU#AJ0yXhC_7DLWK}hPB+9xBD%Xyh z#ETriqAeyBn-T!N^?|Gq$6$N@F44D9`nm-cCYhjaX?5AleG3)uft}cNJ;o4!-jZ^| z^@)^*QAM>IayKN)uOO141Vq+vw`jGJ(42ELvC_IWh(;!9O4eTxouiZ_{G^33T$;fc z4Z>m?(j#rK1`$XY4*tAawzQV_cTj6?fJtwZ>vEulW`<=2DAVSAf4ooY(450(Q^@&; zc86rrz4pRlbkRH-tn9eHwL6_8WybF>8E_$~q+nltO&9 zBV#18ewNeKZhi28Tn)Yet**31?yYInSI`*D6kB++j*4Z)>1T@gY?@s|)!&VZW)R8S zl5ZKy7-qa-X*T3%|MADq;>l?^_ERx}#%s=nX&&Poct1?G2~pN0b2PlsRPzi`q(?=P z33=csNWb1m$;Wns@0as<+eUFps^N7tQY948IaKTojUzaCW;y70t zZA3+Opg(is7OLQG?XV@GNtsTVh$;I@s@jdl&e=vAnCq!FPtqOPaBM5tut`x2JMUb|nJlO<{q7d>1o0MgVr!Iz;#{Pe!ADhryigpmB~2HPVPW@9D$)g1&w+ufR>fpM2eP0NhYMK)Npo3rBRVJzHg7gGE8=gz;0x@B1FAU zl`O}OeUlT>R=z{EI~hO_GlCM|7kv`{a%{kuMuJdGY6&f2!*-x8n0l~g=bCI2rG4rU z!yjGO^q;5Mt94@x)Xn-`sj`l*AAH3u~JBPC{aR$k%`P{`;VKaz3V0 z=vBvHIM5(+0H20x-xi|hkhKezz>esPHF(A1Hlw;+z1h#OMHh5~^=z2&&S(svuP772+*cB#kd8N#sULPw0ff z>XmVrKULQWPH+~y<_kcl*s}-;hjA+yyPmX9X2FScW;_jCw zDttyM|1$Ssr@W()Co$2|Qo%%Bk`-iV7dhPdPV)k)u$yzX3ES00Cek~UCm}13U9M*2 z+6Lr-*t97bYuOw}6TB;G_MNiadJ{EP-nr!Vl!&@>*U@m;<5dizl~Yp z$WF;1(h(zd++HI%`uCsy%AV4hz*k%V;0|U*#OkmbW~P#X>(LYri+eDb6sYQ+)hpd2 z=$Z(hLz#+|*cw?0YMeVAx!UiNAChgWIv@obZ);RfQWdH6;HJ0U`lSzw%ou+#rrLxx zHh&oW3qC%YryxNI6OuEW14RP8p{m-83cF&;V$c4?vIGgZcBS=f=dJR=VX-3UUDS2i zzN8#3m&xL6o{RgO&2_D&gB6Gj&0pnqLtjy6ohiM4HAh$v_vh~m0RrK}DP*LkjS z@qjuIn~_57pczdkOrt3H-m4S|xY|g<^3Mdo(Z17YD=-3ut6h^nSRKgX>(aU*+5jx+ zkb}Yj!4nk`E}R|aNP~%LEo98R7jmfcLsz6jAvz~zlA_5sEIW?LP59Hj*=@7pu%_Y0 z7lI6~nXl3_>{Z&;EGFmE=O0RgAbBU*x+R8foUu!@4La8tDS_*X*5ixSwm|z2r?y+F zlCzQ;ud5*lk{>m@k$T!+gjaJTehUrNRa6^O8R%2zXNs94{9h`I>g?L2uu%_;81r9aH@3a0unzC;DgcHDS}qI8&Wo8z?G-8`jF%m3)79bFw6>s zO5nBuKF=s%V$Ww=Z31F_JGxqa$T#?M@PRc%9D*TFv%GPGafmq4yq!dK)woe={d1g#pr^`V z8ORFUwg$#_4{<<^Hw=nTDt~wZ!oq+dstRBPf3+DYN8v5^iM)IO8+O&@<~8Y3s^x+b zZOkEb)^qvcAIoQ0$-LouB*7@gD?A|)?|K-?G138j$RP^QA}qR5w~;}Z7}im#g}37wzM7*;anpO#|nJ2pYJDK37PFQSeTI#u~T zOwtItL^IGz6#*|B>q~`u*5wvr&!Xi)Lt>L+%ZXM5hM+kjjsXuaz<16@*?>5YhcO_) zbtE6UVN<`GHQZ2lG~W@hg+L=~f-MMa;>sCm27NFiNU5T^6M*~|R|6)#8ijnB2if=y zFpuj(6TyP7#zIi_>mFmK9NYF08>Nl1s!nVWw%YbsLPvX zq6%|ZPECZ}#&eI}u^1FIJsyua2Hpf`Nb8Fff(9#1fA|Zm0kDxSQPuA3MY=HJ9#-Bt z94ZSW1d8kMU_0oRHn?b2CZH1jkf#tQG-6wj%8gf7=-%|+S%V($?<*sAUEBrU;N|r? z^0hI0a?7RsqBS^8Rg1@haTBAcwlubA>{?}Hwf0uh<@6ZZrj)=ulla6C$y~SPjO6t- z66q-m3WR8p{k>W6IbP|Q$I3nS9Zc=pVm?r8!h8|Y-j5;VAT=PsZ-Xxr@{3~ab;zHw z-H)F?lbTetq8qwKF+^7w?lK@Sb9|jJxpt|}BDZl>>-kQu)L_cUe5j; zem|LSacZUehac=9-@1>Xu8}Z1s?Cye2m(ETii7Z8X%J$RDype52`5xq+fzNmNtE`L zG^#%LI|GcZ!d*#pJ;ud-x^!qY^YljBT*2q3v35rr=YXwN#U%lm(WL6_@>f-Z!1*Kv-hzO~2F*1OS2If3%G%y2g22TK`{%wkJ zfORF-rG$oX$1aq9)lQyVXJNBDp@E|2$VOt8P$3ZqpEz$<{!?bHYNQGhyKL_?)$I~% zq%wm$X6T=ntv}KeUZb*F<0ZKB{%|#u@2b!;RJkF09&KcJ!b2U>EZ#>E;H@}Sq`c~B zQ56=;MM%_DW`Zas?C;(??olJzWo>X;B&m5jZ4tVcGX8HmS~dW?)w}Q4XEK`CA&uB1 zJ{i6XT)U>mZ_!yed*dNvaxlk5DcBxAgNlG)6*M(*v~yA0fN1d38m6}dCIxUu_-ZGB zx}hX&!PPFhiaZ21XJg21aC>kNkj~e+@6)>3y~RMMoys#d;!A@#BJ`mFE+TPJlr7!y zE`lZ(imGl>f(&6vWsX#5n(kziO+$S`EWng_8wRU9xj zk)V<2SHM}mcxM$LsQ@jrVM1+^qsNX^L@4%$4K~oOsdCrEa!Qc&>wKRyfM8fxUZ(Il z@;={+6blA!KeWSNMArY~Di#yMNnr{Y83ocGGRAVt+bCRIL*0YA0|nskB#~%3=cc%= zQEcxdNe+YRPDqj63}!%Q6M4H=D28+SC(VX!KHCG8Tn^Q862s$OP?=e~SIAOW?@c(z zeVFhL9#(ByRq3?{!GWhSa6WD2j{+sa7*b;`UnajbJ67g%vgAw^(rnETNLRxlc-fF!q9 z>1w#zX4&Go*RtwGuu_x0o?4|&RH#&5LH!KiM$Wt!tnT6WY2n~#WgxK&6`SMQLxL^3 zBC*GtBe~M}?}aySvNYwgoIXOVXi8Wq8(HpfN%er*jmGy+pFfk1AwyCMy8vPp2BtPu z(tMu`5s1@5FQTxG{@!%-N3|nYj(>C512=Q=feEce`l<)EkR;#$f7}Qq@MRABEDmA4 zQf2+|;>HEHS2KAbtSCY9SNJ~j-{*|7nX`#AHP7{V^xjkgyCFVM z41u4tGsdJQTf#F_ zWL^l>P*c7Fry8ASKd_;`Ebc5tH`B`7?2<)Mw1$xub7l{mV2apIwb>wyqaU*wbfC-d zhaY~x717EzO0Olks!!3uRV7RV{#EkjCXXlx`t9v4mR}F^dIjq0l{P_{G4NCqN+sVv z+ib(StWkTC-b4yOPNHbnPQI07#*0QRq|EDI53inE5O+_AbR(m;&2^>5ql=YvrqLyF+?243tem?Z8Vs63H7i?iEd0NVk8U>3*r+&7OrOxfG^P|_HiF1 zGb?9LDx;Avh6ZHq$?5gl{SYuvi-8Z}fTAf1E5;#$oKm-{a4lDIswN=g$RjK9D(6I; zq7IZV3Jz`$@3v@Fdpfk1F;1{@a^x6|cGynwy77<~ySj?z)aE#$dk!}zW@EwYoN6!Q z$@eih@K2+k06_J?7>43jrAM#e>IrIzjqIO(_;iE*0@9VeyLIpt9}f?;a8h7M2|goJ zqp2sx@FuTstu)!QB1ElW;7mah!X-7wc+A;ySeVEv?=eM%rVK}e7-eSONZK9W-_mha z4~szw>8r#B(+!CykeGlQ6=~3RwMEisrtut}*g~d8KF;07Sh=QqjY-yxj(1CYvsfg_ z5uJXU}f-4EycV_!>?wLW3F-Sw9#x>W^*UMQL~1>BAk8{s$mmZ3yf$GSGYxty)Qw zeSHvBmBpgByCWGOb+`qs! zUb7{;7AUZGr&)kZq2?Rqmn_?E^=#uYhPKxAjr<}vOjBo>*vxjR{nPn-m)?(Vs%K!u z4oX@BE58=r_XbMys?X7E5r#tn1(Jf8q`8otm_j7099bt6S^px~D38yA1L{dW5tZp~Id%!WcX*zRTt0>SL z&-BmU>3gciim{GzX3r*g*m^%ME7^b{>)r^n*PiV|1}Wa%6>s$P0;d>ymbzSoEM0wA)9bcRpTtLkpvm>I?wo_WZx z=B1LdVW{X{B0~8jAhiG-VCsGxU4#BqU`+-7&dfou<~a4-h#A-375jC)PG5Fb9iQW% zG_P+;I0Y@Z4-8&kxJd*yAOw$sR_K4QTL;x{h#r$zR;7XB!8JGq{lH@&@kG3st#TCU|>kp z;;Xic-8PJFiXE@Ql`66it4Kw<>u~tIPLq2{kRDW5PRuF^J#rACev zN^Wd2t#HeOvnJGK48ctnB(Lf2LffASSmYis8yG{Nm-N1_%FBrxaIqQ#>dL!Q#fcA#LA?*&EPFsqiClCaRWnUeJ_q(N8wX49BgF9P0;gd04 zgqEczosH22e$HeDWekrqYXq`GQPx`M~?=FS}s?up-aq^Xq0JVg0$2s6b2?)2>%ewq0Lv|h<0{DAoRYCaOc|I<%BS$}I%>+;HCT@Jt%&2m_ zy>Sd(*gN|k(x!xCU%9@gFVz(<&V85cz zEo6IT9IBoDKCmpQ2+UA-op3t8R!HxT=HEHNPQy~2xVP*#jO3A~btfcv=)&aQ6x@al zAJLp0n>0ee;%sIt>K3tyy}2TNUCUy#2vxzdw?YG1JG@xGr#OaQjeopGcV5vHH6D%9$G1MuNp`Kna=GYl( z?o*}X)b||{e~R&U;ESIx3Im$d>cUH2Tpt%WPHb=nI4Or{wzlUT74q{fW7GIb)njM6 zKu~M%+Tpq+d8ePC>$)PfRmC)sVWrq?j%&G}Yc1)uXAql;Bk95@aGGi5?6OSo$D8dA zUH{Ojt_q{POrD}M8=x?L<9nJyu9u-y9U`d6fQ%X=P0cC>s)0~V!JovDyaekh!@dn; z2pQHyraG&e5O6$F?sV2ye{NS2``AOJy5tl-EBiV z=Z*Ur>*bb~08}U1N22+6OLPuZy~y?Z7{$4D2R~LJz+QtfEoP5FhBnHjuk*p#mIEDxb93 zBBkCVg`HjU=G&W4?wWI_o^zQ|Ro~hDsU($H2T8HdD2pM6WKaA7U9$cvPS~m%??i9A zHWeot>Du3pH}}5I@i@Msw=e0#hYue=eEjC)H(%11j}IT;MD_7l+JHhO7o#-o>+T8z zLK|_uzNkm3^Hx-#Zz34nxA_hXd5jt3lm*AJ4G|OE6dlMK?*bxD2xY5-%;gq` zJ&uL`JLc0{35GwK9r56MthyYEMmq|`;M1vzyIfd{ORYP|MYMF{^$Sqf8WQ@-oN?qK}5e0+ZP!y9mEe4SNN%y^>;NcgaWxl zFwtOQ%E%IG4y2|>f3jzg0ZcUexLqhrCUnpx;%p$Barw#E9GQ43VKu=4Mvh+*YYHOZ z=j)c4s;XkBQ$P-{vo-kZ(*|E_+zVDCBPtF{hN;B;BF3*4*ZZ@uSnSJPn$GuQZ0i{V zQflIP<2bH7i=TYtgJdSqzc<#;6ajB4YsdQKS{M`o@Cw!=Dl2($^B2wHHFFG6&?}wB z`Y}+@wKa@9l%XV_0QM{IW?c!e?3}b!UFAh3prlpAoKL+VPhF;L%)JJ{iv{Qm#hGfwBN+6@L_EbfZ9mT2!G4CIhrWhz zc+k%ACDYNhX*pt^(_RfoX ze?la?hr39;7vm9LPvQv+Ij!!MD$2x@o25~=!lcowJKZW!`wG5K=G?MBCWZDEf|GDB z8@5oeDN(;{&it&*x}r_wLnV~Deo$Oj2_EoD2XXlDnZ}V|A4Jc{AFCJ|b@Q{VEkZQBCrgOEK7KE!pNDUXc}JUDs2}qb z4_=nD4IT>~3uO3X8Z=1Ob54P^Eo8$rx}VulSL$Ur4wr*zPe{;LprjqhhS>y{gi(%% z{BXXY7W@xqR~{u-RpzVSd$lgTrIQW`*&q-i2pNF@&Os1lkB-XUat4Rhb5sUVN9T-; zo-+#KoYCMQplmWgfRRNJ2m)crQ6U>)orI7;Cm|3>r?={=dh2}m`|kbDd-uM6r`p#^ zch##~_ucio-}?K+`r+K7K~Qfr>h(Gl`TY}*fA{5$Ecl7lPEMBq@sw$O>ffu@-8(EkdQ=5x~v_XF`7Y)kq zP@ZG)NhPJHxCmo(U)L6DL^iK-w=mzM#zs@<8*F~I2MBKm7WFJ1&B*Ovnzu-X^+!1KN+5>U8-KQjdtBDOZZ|0!f75s2!kmf@{;425|hv7MqrW+i^N}6 zKM2BVvW>=J&gir{MwJ{$4I`5*T8uMiFt+?#vj><+ReZog;~mEqfQ~-2-banAEgK}6 zJlySqF4%GOGoESmt zI#Pl7yJY+7h8T{UcprtH@5!nhsKJuJn9_g{z;9-F z$yt7&e*l#DqvK=$cI~yl{KaY_Xtmz{TD4KF*WfYGY?#}2tJ9jAXpW8U+VKwjdvX1r zFTM1#%P+aOudk<8uRzDW$g>59O?}n1L~v?dL%L8VVpAqJ75_)g>x(lVTgZz>9yMNF@W<#sMkz zc|bXs*^<6}fdmS)L>aa|a04~iA5*(UIkGr%G_G9ZKmqMyif2CbECy{pOpP-n2blWH#^!a#qh8b6m*_!!Vdb?M{-%@LZlc(n_^hdSPMQ> zC{Z|D9s?W5)rk6j8!E)d620_&c%|TuW8q-QRP0!b3_^w);G=4_TC3NFhlel!+Sl&B z<4!0!FniA2`Sa_IKG6FEX?1K73II)P^wb+YJ(YToQ>?U`&4UN_KmE*8AAU4?^2sMR z>QyiWcU%{qqXO5b_Fsa)BzGfFwhsq-TOCq)hbW5psy!wU#UOwtc} zJgfLk?#;CBY9=lU4hnocu^j2yEFY(iDGu2)oj6PeB@5he=H^hd*;*g7!SPMc2HLIK z7qj(IW*@VmaI<@XWC>G1qj#I`&dvi)KF&;pV-kZIMVp=-KIGwIPTCe8K8(kvNeX&v z^D$gbe5D{CqBvFM$N(7|OuLfh1w$EUo>z*rh5V@k=LtB((Q?Eqt^~=K!rclZ-}i7{ zN%vG&j)!GeW3%%V}`d86L6PO-tK3U8qoX z0X*g(5%NyxaJK)YLNC z9^?Z9st(b~kfUUn+f*V-x+4Q$+H1o{{`glE%fR8`b;+5ylY>jz+XC|U#AS-Q$+=%);_4_=jN-{JOj`|$ z#=Hc%ijYa9LI|`hXtLrS#@+nHkLD_Js zY}i_!>-P8e!@HYrx%K+%u7jnxWZ6<6mz`EeICPeZ6gn=6U~#%7bp?2toVBKAi94>y^OWY90^%u`5p$VXj9IY^ zXhKa1X}Wl(I^J|c`Zc~j!{TN7WoAUtca!?Yv>cd)y8%^<4Z9%y6lFr|gt>ioSTbU& zBZci3#Uc5o^I}Q`eMu+%w9K@)kIbx6Rsx()&4n^uOE-I4ts^796?2}E#`|mh0^3O0 zo0$WvL-`iH?iAEJ_n$l;cpObMV>1^#h4j$J$mZitU{a05h=m)|UOnBCO>y?8Zz=Q3 zOkgum&w@2&q#QEmTLVw-9&S)AB?VO$UnHy#PL4(pgsiyGh(d&VZ>&Y!0}AGg%d;Iq zSufV>)mp7qfvZ{tDr_U6!?cP)q%P8bTV&ctXawXk6o!8!3cGC&Ty%hc-}?G%*Z$~7 zAMD*b@6h>B3Y7W9V#RW-J^O~o_8*utZ)n-_WlNVIHFv?GH6nrd5|t}9)4A(N^LhFs8V)*cf4Gn;x9yOUG6v#95S zl78qD%VrbEzGc(YM>M&72+N}{;d#s!j`-r#z0}N$W9afGP0!l~HKa9=jsuvku}p{V z$qp&t%T%yr@HZJ~ofpsvAm9nWPT+}_%?y<)EbCmP^rIGYMo5b=tnzBzPxLmiI0)=IuY|_56bJeeiL?B1cYEf|@q8kcXpR$p zV{DMVAowXJQ(&T-iWe$Ps=a)o3PSj5e_wyA)BeqEzxm$> z9t0l0)~Jt;i~>D&z0STpd+c)YlFKjo`Op6Il7IT@=U09H%U}B9vB!VPi*mc(**P&f zTB=n`g<|MKJ&xyxZW~%Ob?&P3YvppQ4W%*>2ynRAp_6=G;RXd?NfcN?odbkwcF5U@ zcq9oTf>v>I^CxrytdsjKa}z?1{MZmLQ<9Ej^023ziG`IyI`M~;(k4abZ)wIk6FP9_ zzzpdLk<139!iZ)+NP~^Z_L=4p%kTr#&rt>Y+68>SMS*~f3eSn@&1zW`j&rN5#ipq; zb;~TFCj%YO%&Un8QF>fo`e`h)bZ~hkEQ+e(GubLWrVN{5o@lp3gP$&y6?c{WWH>hm z12u@c_z*DYtfuZvCH?XIjm%gn5XO8E;?9XuV2V}Tosn5AI}5Ionpk)egO!nJJ8t54 zNbi)6xTiTU>DB@U0N^;hF1^zzccQufiSK2a8;5kx>7EtDio$J#2Fd|H4V~_EI>6lz z%^HL?^X}d~fBws#AA9VvHTU2D=wpvPx%SCj@4g%OL0?~Atx|<(TR#j4-8hdUKrhI0 z!lDc-g}{{)9! zMW%J9R#8I1ymDs^d{_AJIF?OpJE70XD1aDT5}*2U@=6~_!2TqVD(UVut&WL`8jtZt zj0)V+i9l1O>xD}St8K7$|{1mkt&|*4|_yQoEZ(BuQwybvd#BUMZ{yTf-lKY zk5X1^U!h{k_8=dTEdWMpThp^b^rEClRFgGOT}XtF6DJ7w@m_l9yn)`#@wE6t7E8)s zsW?u`%pWFmqES@=#qh|KaG1;r+cQ2k3T6J|x}RKj(Z%q>4}*@|5%LFC+Nf4f zI_V_ebzj=Jq1kLgC8(o;xZjpLHM#T?%g;FVGqz*5J8iM$NavY#DfdlON7gIgN?I?2 zXj3XdtgvH?EWzSHa6M?Dg#d5xF7QIj!OSY5n$84fxb#;}`rTWS+~e})T|-x@k3SPN zT1Zx&zJfd%nHohUvE_kRs>Y`K^h#Y)XYHgh8JfR2I*g?p_U_|xNL2*EM?PNh@9LNe z+-9tc6*AgG)BL}~Bran1(5V0#lnsf6$`f{Y+@7!6B(n=Zdkicb`n5ZScygAz66 z4Wid3;6#Lr&Pa0x>kc(5Qu)qs1%>rYHfY~H;2`4^sFw0QAR%a(!4XtFg$dWd9DI|&*R zv$5znm2&xmkM`gF+q*Yy*a#H2T&cpo=`>re=N^CZ%Aa0$eYH~Y1EBjZYEFcaz{lJ? zCC52w<%!#Oy#4CtR|@4a6bnL8Eb!bz7cN}2YE{9qJ8jouV!;}JBm5F0&x2C2(5UxR zibd#?%u0=sCPlbPC0x}3j$;^+;~Y>TWn@x74e*w8T*(!oKvVJzh{x0+7b>f);Sp~{ z&k&1>W-Syx#SQF*awn2|Fhjd#%9q{H{fv?(mE;2~13WGx*@KxV9FJEfnA0vEz=r?%22Y{l5NwFdM*AC&nkBd6!&y`2}a63x!?Z%}3Bdi<%e( zl>R}WzcnW&Ags69oCGgVPaISozvCWq==}4~Jr`^eVhqUUrj4O$0Q(|=stQC0c=guX z+aG=6k9XgD?~5<4AAWxrOv+%&=xH>BX}etVe2;i0D~hLqIEiT-Bpl(w9Fg`*urZbdq#*2DvSo|fSUAXXYcXxA-P5(~%vPxy z_US?j;#_=24inR_+DseCsxvOku{etFWR8b$l!Wz;EUY5WvaD&a^(EMji z3?_Ez(Lkx#VV}B?kpogwQ?gnWr%&K^IWeA&)XFgo98S`N6T^vEH6{pq9!~&E=x0Bls#m{q z@x?2SJ_btrzKh)y8%Q~g?qXt>mI;nSXDB%U!G+nD zBV28L1jysPk%Z%=?Ut?5?B2j@dcO0`?BgL-i>rl_O~>akWq?aN3`~2;^pJBB>qMmn zC8Ik{2Pr)CN0?XlDG_D*Hf4Ds)(X3)OPf4dOmib%J?ajIbY&hvY!68y-p~VyC~M9g z@*ZzTdMbHyD*}k-u{_$g3ED6@bj#7?M6wadX=KU62MC)?VuR2H z$XP|qiX&&01m2NsUn253=2w&GtIe#sLd47)F2;Pmgvw(Ns6XZWgHmyeUp9ZiZzH76 z*}E~$z%uoTXZ*Hhv?rdd%6=Q`Z{9@L4VhA+tN!fSLj}ja^|sr8_R|}nJ^g)yj$^wW z7v>RxD;>}CFxEF01=9cD_q=WYxBcW(KD~JHq6qB-*k4>K^hibEi1fpsr=EKHnP=Ad zp%2QI$QNAgWUE=MSI<8Coa2u@PONYbQRi~(E`UCxIIYdr)FXd*^n-mLR^h7DeJ=nP z&qEJgbkRj$>FeofyMd6ttVr9u)OiZO=&d*4vzIn)xZ={w?z!ilef##oL>CJVkY~?z z_YLoP^R+i#d1dR)o$vGv^etMj2#z#pi06BlbP+cT$JN9$9ni#EHjZjQt;b|!;u|2a zAe3)NhZFG>B#Y-%9@79XD1!0=qUYH%G7?SA=rM&eP0utfx*DO(07%HbH2ZTlWi%@{ z(+`-f<&xx-$V*hKCsp&KwNoRkcrI`pR%D|B9xdkZsbsga(?e>=kJ?)h971lkE%MXSYI8#zpp2XedvaqKo;{1|8xT;5KhnaoG^{>t^v!zAxuHs7FM=xH$Lhs~z&RymD^O`S*e*<*J`8j=PejEz z?G);EBT76HpK?ZVg4dofY$}Iv1qne9)bi@3be89rjl!8ZJoOr4UM3Fe4MK4RoJ1m) zn9z!3=M>MSK9x`ewlEL)Q4VxCl~VDoZQF1B`Hi9P_s<#v%O|LSfJXp7o4G@C`v(TV zm2&5f9U~(nz=4BVv|4Mlnp0zABM(0G(CMe0TB{UWtrk3%)+4idK-*~Q!QRmE-HFL5 z7-YvP3My#f@r};0t3v4e0E;(;SSH!(2@ua_KtL{D$8 z%-5QSEsmuLJy|JcXrTk_Cp7BmbjI81?sKD;?w?oB$*c*L^dfU=YKYTabT zEGhI8)ufJ9k}fl~x39YDDh(Hu38+>D-VeA)>|E0F0w-}q&5RICOf0bjG0>4ioG8a> zmUFr`NhFAvM^px^_6#tMxvyfNoR5BRObz!PYKas{aHR6%E*0@@xV;1uC^ z(h$)_&kn_Oi{PwEsRTCIwSQXs>sxMyVzUN^1U9l$=$}1!_|n6UKKj_>Ph5HAvLis* z^4`0r;LvQIR!R$jYRspe{?i?|-2uG=THkC=O-_u19C+qA=bU%m z*+7=3JWr-mi4quh)NAM+jLF6=o4JaI&cB|)GXv>B<73Q@HwukGXc2S7!Y69341cW z_H$&iX8$(vCX}F*v}PYF_tO7^i6Pw@h!7eezAan441f!E5gNz z!)>8Od)loSS5n0b1;U?4;x2Luvq-scA&#a^&Om&Tv!LK3K@RkN!b*cMD=!F+Shn<} zQ%-?0E!Qp8Yx5T`IAYn6%a1;G>9XbX7cE@4c;^M}g6-g{azI({wOX&f`kGvGjs?=GD?Kg5*KD56PMk-DhfmRfi3!FC66dnYq$aAZUy~8*DQy zy`5G@O#^L zyyJI#rvP7fV6-PE$Kkv_`>b^aZM2yY|UjZn%N z1uSdt@NQuLLEp9fsG~|w5hNT~oi;gL!nmW(N{L{J0DeG$zceK_iDV8Qy^=s!>|=y| zvI$3;wh7N~THaT>!RZ##d2OzTNv-K)md*8Nr1?#KVycnA#*4?FPCFAqku2G`2axQl z{67o`nF-C7(F0A@5%F77b8eg*VcgBsOtheRrCUkA32uSB$va!ugC%G`K>)!`hd5tp zzlG9C{W!HuJ)7kzd9+ePnHCdCtq$6foQi(wl*a%)Ev6x_u1gON%g=%tfFa+#yp&$_P%S9f9Aj`x0?sDzBP8^>fq}t=3l<;(en3h2 zVe*ZYW)l;8)UqQ_JmG}l;hj*nR4R2kZSbSFo#Go?w%mC0uYUN0AN1C0(8rQv@p1(M zdH22deE)mjgV&8lA5`xKk?%Eubzb#_FD;or8!;C{J7*(`Da{?uBMbr>_}~Gf6XVaV zdwzKL9*7basV01%xf`%EgOvhem|^8i&35=YxCGtXa_L?Qgzy)7ZRT61$`vMuE8V!`rV-wy+r498MQlA#cp{@G^^8--5EXx|O|P*EIq6Lf$} zNjIl4c8Oe&83d6zC#D!0v~q?ymv^NJCYli$V1h=FgFO7REH0p<&JYu9lPE)Xr~xr# zx*6t-VHG<`&>^du%%FNLu+&6e(>(M@53heQMg`^hE*)oZ&b0%8D!_8s-vAX1HYx>k z4owx|io`b%w?ihv4Sd1A*}5bZgn>~0#udmh^7&gz=v?c8#y=#d7Lj+M2ObwufF=%mtOMypnsqrBo^26$dPxd zIRy!;f$>RbjJ)>;Meg}Jp)rIuJ6-wJ<@%4{MVjNy`$GD__6ec zRS7)ayxDoU7*~VwF1lMlrgUtYsk@59QWqao=7h+sDY1ZI(}R<7Tgf{`3@@q<2qKtE z#*YEg_$yCVO0tUz|C~c!XLX3wtyMqRe*my}?!4=+2Y>hApPqg8FE9P|bTeoh@ z=FPz1AHHM>e80cH7p%KZrTp>82pkOc{>I?YAXL0_=gzm@cq?$-O0hgXIu?cQ8J}DA zlOO+h?$E4`>$hCjajY1hMVSCBGCIJ-lYe5pQ3EiDk3asXw*k$mdQs$*N}*#aoZFc-x)7y=nC?U)j6?nlw0PPFcj1mE0hlIPgKPSo``nuDJ`m+yY(qKhuN z;QR|dd&U_nSDsj_)pzXLH99)(I3SP|-~0s64F9Y$tX|EJ9mh- z6*nMafdIXCnG8ZX?xq+|;eZq&4dj{;!$*U4j*{J@=O*)VGa`SU^NX5el`(2&Y*A{G z=xld>J~R1KK1k!~ihwKRF*Vm2dj+H-$BBU_V05^tKs{OPGMm>uv#*7cYo>^90Gu^2 zDND^AQ~v~IxAPGV0;9e%HP;M0NHIgU-cT7;n5#^nKCo0kCVEtx{6A;^0Vm5<-HXCq zd+!R}6T^u?IVVs8gg^<2Y+svb8+>gH82mY56Ksrq?+5lZ7cjxTzQzUzg2Bc%K>`dS z31dqlNJuCi=_noP8`G@YloHBf7v1j)a8j@_uhvd z{per+&EJE!^Ugbt&L2H=_{j3|5TYa>edN(QfApj8-+p`44KKU&GB{;?Z0ww~&xTrB zM~@v*rJ9|dvsn&@J$T>!X_6{W$Nl+<$@RbcJ8ymA3$C`db8KM|*M^H=$7 zUW~8TuV25oxb)rc{s$D_9fLR@KZK(u$H&5M534akMc(E9?#HnlP8_D@h^Spi?`o)TNHu2 zcASwoAyzdAf}el&tN-W^{|CTPfH9{F`pxvrIcJ}9#dEGabolTC4}j;noSB^Il zlS9;$VsGPdAzs>$aCO?(z>Z$q5}@41wVF%itqN-+*JKNp9I_G*xD=GMy7Hi6t0HXKhjRsCQyw8)rJP+C`?s<$5ZqxB-LBd&rLrtZ5)o@J>cvh2vB{3E7c?MD?IaAYX1yf(5GIL#!_bBUG_qh!62d>HRGUR8G472fo>}dmnJ@B?zeO_wzKhNuHG{hU;wEc*;pz2z|jaFa%n>bwMPb0Yj<@Kw%6P zt>2~A-W%We2DIe->p$(>wQKX%E!{AJrh+4R+qRP#H&z*zqv4HGg*O}ypfimL4jtN` zr-ReazVto+^WCRxnHgkdo@Gc&S-2MWIqs49+*$4~zy{aC2-eUCBDNgIxy_$@<(030 z!yDGk&Dx?ICIiG+GbZxQhS|B-zwVcRe8&$TzJGf$HW@_Wp~D9Ow&>82qnqYtLqk;| z(ahrsas=l&mzwo?SISJepaJL;7euVl!|P>nMy`U=H@IbVq?iI=TM>=z6`n;q5?n!S zup@<%b`DD2vLSowCWJLowB%qM*3xqM$(5vewK}>|+eg~Tc7O4~D$a}KiO*x#<|1wX zL|eQY*?w7!Bh!ZJozO1i*N|U%%dyW3qWI2kQ^BK+La^WqI_H5??WA-aht5~U+(@XS zP<8$Gx4&Il#%*_jE0ucYt@QoERh!w*5+c$9+!)z?4GpMKCbzB)w7oq7Mp1V~v{g(zT%=d z>kJ2}Qi3zstfausZ9gza4j+cFq6hAOVAF>6Qbx{zC)04&cM+Nwlh2yEo)MkJ=- zOwD0$JMMh+t$BHg1-Pa?z`ay`RaKxm%#FC`n!%%MCzGyieQJ}Vy0q60Gm*e_X#hK= zCBllWH?EEKxPDRHDPFUBWaqAvNm(o1=>U~Il5&i-R&HO%_!e~agv9V52)G=aEo@y> zlqi1wSKs7$+UXT-FHMppbsG*7VzCm|1$@~=$C0zz9i3$v1uy%?xF?luB!A8=ZVvo} z$-aeL>O^dXZOeWe((lA`+$Bh~R8CJHaahgmr3FrhzF>*I zV0qv8)?h%+)EL;t$J^IQkyI6f;SdO!FecU~9T#wEjMmoy+~NKQx8L%uTe4w%^0sZz z$YGMIv`kQn&;2NZJvK|md*SBIn*rY7@BilSFMZl2=bd*B!Op1lvw-V1@o&5LJ^IiN zqx_*AmPLB*g-`$a*SzNJb58@p%^bRdNG&t#`Cd8R>q={LECZ18)Eo?Ah>^eG{PX_& z!ymrl*;jn_bDw*7`}U)U4}o3+_9fQ?2{I(*Bm01bvoshS+P4?JI_Lan{NIm${Dx~T zPK!=|IaR7`rcTNN;ISn$LYCV_$p2Dh*u^}xFbZd9rnJ$!cI^iD@44rnTVOvG+H@3h zR!6F!TY_#k2qHfSOc;Pa9Q+e($|95rU3k36`GsI4G^2*`Q5w1h{WNUYHrkJTU?ce5 z*o38+<2+44lSv{R>!YsrE!hk+L0=26cLoywg%Kj6|JkEjH4~M zdVCh2*sl6JvX#yzPL@AQrXFB&cv-40$WE}1Vh0k31z`VLvg@jnVl9Z;Nj1umHVQw$VM3zrZFoNaPqa;%HgGcD{ByLN#U ze0i`O1rea+PfyQ6&%jqv7{&1rs8W%UiiTzdtLUmlmADW_5ghs0V^8eaePE(D*|8;J zUS=6Y(`QKnW0Dn_3WGFD2aEHeug51Qe(;0aZ~4wGK>C61q^S)e9S{1C-2c$>!lLqZ zp7!B_=bwMx#g|_O_ZTb>FcZfU3=PF_#rrzi{LT^wjkFO|N;)ul)9J z{Kh$FZH?2;Vn5f4>j39cpU%Osu8{i>L_dnc>8V*DyNu>PF);z*n@>FP_-(iT*Yj_9 z-X%|eT4`~PaT-h1!-$~!9(dsHpWLmr*A09s%In)QAEqc08RO@EPWf97=C)uA5oG!r zURa-FQBh+8gx`z0jY-IHc)(PqX&i@$ke6`Y7HNg79uh+$bS|9Xo+7hBV`4W6;@TBa zgtmxoU9Y>>(%NN4m+f+UYtS1(J#S(0dZWcJ(re|;jR4aV2cs4;CAq8u)hV)O17xL9 zA-NTbS_%%K9PcW&Yj>kHc&#lh7e}ccToJ5a!Kr|jhD2M^j`^;2M*&;gxh?_A%R+se zver4#7}z#@9NBkp7g5vNlDKqM!^k7O$@{mj$O+_rfOvtwSs2M-(unKw@2FbcW-n>TOSxE_N+lX$31M`_f<_(36V zr{7ZzSCd)dptlDTenhNw)=0WAjfbTa5NS_i(z@+nJV zmLL*n54307=B;O)cKUxJDp3-3^X^!8FdXdLzyF!feC9dloM()$y(B`UHVn-7Y3hFa zTi@ETeY=mY29w)dD+MqcidTK>#6oQP4LmN{KPvxRUdt8@RrTX5R>Xcj*wG9*U9H^dn#TyKrrHda z!BdSUw57HegsEuD{^JS7Z{Lf!K9%k_bwBSYdh4`LDeA|acPH1ahftiWuD#}l=ihME<(CIx zki!G_dAYhv76nm{j>#;#s$g)I`-76E9{6~-Z98cbY+E+YZd|9rV0?Of+ezELwtnkp zKK}R5zu|>9+;9V1B#r0d-+?Z}MS5XCBWun*_w3Nuah#IB&N$uEb^^@vH9K}Z`l(NS z`rF^U84mu3f0)1e>Z@P!q8C!X;UhCa%kyku$&U3vkJtWOl0w464 zK|I*7Y2zzi@ygf!{A;hc{1ToV3-cJ^fZbC8f<#d`7DmnpR+LGe6}c@v%j*_>8AToj z!R*{LJa!z%u-`X+Jd6Rb;hb~NnVp>>0hK)Gx)V~Jmb>q{=f<191YYeeTTU*G&aya3 zl3rO(&rHL&Sqitv6*_etG_yqPc!b`Wq4~=jA0O*d!wwxj^pBqfv(`WV_|6|g+dMe2 zuyEGY%*^D(I6w(qdF55m+gCjE8GwTXie8-RVLVK2rYRxOay{)zE3P{#*T%GIFV&HS z+O4%h1V_P>!Eck|Q#00JGjJ)*)3j23H@zlHD^X^Z5>J#uD$kxn;b;b`0i{Uf$Q1;lN!;6OxefOI;fA`zp z`pTDY{FOJn;b;Hb&z!VjLobZxj~qiPPmR|&>vcxXk+JR=v=w4qW@jh1Z9RE>YHV_9 zeAA|l5bF;O=`RnLOS|#u7ysPLUiH}B4{h1Bb!=*kLU;1eHz@V*Kk)eDJM%O(H0!o( z-Ezk1r&AhNs!*a*(kD^a&68~B1ynt%M0T8|kT7`v1Cn*|OJq^OPQ~RL*DVzX&!k_)@XC8g@vGp4^ zbbFyi?vW?`<B;T#}{GvrJ9O8bRcILMrTDOiWBg#6`aP^{>6}f4}#(|GJHz zVsd(lv?!dkz)Ba69ow~Q*N=Ym<1c>U3)fzE-OFG0iWj}$`Uq=>`HRJpg5wl&F-r~u z54#K3gfjSHZCtaF`8Ok#cyZJTXnxJ`tz@;qZn4G)QsL^=-X$SG!B|(+v$iN&;G^;l z?^)Z9FZ-M6wd}smZO3SevSr;Dbwl_ku+BmX8rUY%uUe+LSt5NnJTZvW18B7)E_5xPo6^5k%ruzQZ2yx zleX)?)hlVpleY4Z>)!P?$F01tw6ksf=K%!?9NvHN3pf4YyWaKC4g^Houx``b`q_*a zm@O>@Oyj8Z%p9LJ7`6Gw#{=pCLyZ7F&efcYI`Q6{W;kxUhaWJ;@d7ZId(?O=< z0dNiI6ShdtIQ#U|PCXsFmD;ehusB@m&o9pxs=Vr%&zPI+PL73BQ`1#sfo0PF=;Mzs zL5dSR{xE@Shf(B03{=hROOre;GMndv{<6(2gvrCij?-i?Sgy3V#5aNGX1vH*Xe^(Y zngEgC^C{**>(kFT<0UV~x?QjakIpYCjW#7DekJiVPft&TXqox$tzZB8*XI`wpL+T! z*FW!hPrLBxexULUhbu5}M(A0b5a7NBy00kaerb8>*s)`t^0u9F(l|IjI@m14i6f`T z0}pQh;g5clrpe6Agw1l8H;2f(d&3RapS*D+wz_GA)qJOil$scw}MW zPyXajKl+z{k)`P0Ubk^Ww;MU<9>EQc^~RxRpy*hhWxJl*^{G#O;49y(rHJJiFDkC^=BKF_~o4DT-F9s(2!V&z#Z-@qYa9WD@$~7L`p!+ z8pwKkhlap|K@N0 z?hoGiPVj67VKfK6Tt65LhDz(Ku>E1bz*^xJBy{jtZdkt#N+*I03)bPqBL{E(%2y5^ zJ?ekpeb-<4+$ao>EFSCRv{G%ErFjtQ(@)(72y4N1y=lwliK%fwaPUkgNpc8zC)mm| z)Lzek!twCI!-qF)-pu_egR!_YK%Em?iaad0c@X$6|DY&ELg?f!5^jEB2`V@O0aacZ zXypfnIDL#SkuV(W9ymgV@wlplmJX2$O!LT7J`V}zCmF~b#>8O8kLiZ&DDQC^h) z{LlaPo_D|JvBw{oT|cvV^ZLPH3A*K!Q%=uJjn|^!al!eJ^oyQ`Wy~<3F%=h%Q|)aBu_wVx z6Cg_H(ck**xBSazKSPrKEa(8ag*1_1_!l0e4iGdduu_!c zwdgg@f7<@Pm6vHkK)R^Of@w>YOh{MbZ)++-14mL!K$XbES5^#+OM@;EPH-091<|iY z(S7O01|pf`aLzU@q#E0A-yzMmMISYBMB_5T*A5pxr1)Ufx%003KlEoGdhF2$BVZEU$oB*A z-0s@5`;?PU_l@7l6Hnv3g6sPoA7FttY}mB@!R^2Z;YMK)01z9vTRm(T1NN!hQZPl} zqm!9LGn*F&5A64&?wfw~%}+b$9GDHmEcUgMjQ$3J48o8r%fIjaA7Hw_e$!T9V74fX z??b00NxHBANdgC9j-%@l83QN@lVRXTVYIXaBYo^MpZ?VR;=d$4`_10}} zg=}%z(T1014Me&V;hb%z-A1x*r~(aJlTh|{u#{Y(ZWfm=E=deTQ6?ama>hAP?kqRa zRzXJQ3I_~g%&Boa1Gru}TjVRTt`JTxM7)7UC-l7`2xzU_?yq(SHqhl7?gX0SxMWr9 zT<((~@PS@D@WB0l^_Tw#=suW=sW5-=Txf>??hV^qcOXru4mb#paCc}>Le6@4;-ZU$(yZ(9Sop%P2{uEuGwB>15 zl!@vDICN}xE=gfx11|fs3Y5s<-O(dQckkYnq{)<;vNjF6;mqtb^&abOj)jX+!O@kX z%#uWFLx}j8!Mn5!W}=Ns8(ZWw9EfCqNoZg}>5hRf0ZPYc9ZW!%O^B#M~^Hsb=Eg_INNTF?(R?%4@Fq z)z`fa^^g9LaP4sq4U^PpU3Hma=GjiSl!ddlwL}h( z%y@ot;!tVyrbZl&cdvHlrc~z0vTP)z#0kPC3b|vj%aVFV4EmCgMr^Y=Y7MZmm9EDE zf5proOq9w_A0_^^ZQO2Rk+q;F<=IX9d?cFG2=Ns9MN+g6jdj_ z4MgjaF-tPf8jmK|k;?LGnNvsW0VO5#k4Ti~t3e#+U>N`F=K*Bq2io(2vIBL~#y@!Y zAcRP6I{DN${l>5Vw->+k!n4l`Ltn1^%dh{XcfRuvZ~Xk{_8qXBHf>e5vu?|#!+ZDN zf7e|f|JcVq@ZSFoGA7tAF!{ljHc#@h7@wKG_|i)OjPs!fAIg*L}EDM!YT9NG}Q(B5zabSchJd3U&w4RThdDfX1Uv}|#zH!J? zAUjV?LNTo_77%ml1*r&vm;w<^b8~aHu#1a}(6-?))j9~^p-6+w)7y> zXL@{UVR7Dcd#`!TYiFh=3tIrsF}`NX;8me}yo_z0cd;sfzT?gxee#o^TAZKXuxYE- zDox==A-ERy?tTg}tIvDdC6{0Rw5MNWw72sqKnUIa{oB5GVDFw`lFhB#5JpiDM9{y3 zrTLHj^u(+(@4>flH)gorC^TPwZO7*vukK)Rd{9E##7W%N8`drW(2m2Y zi-2`6TD#3{=&;o^1F2HS8OL~T4G_$!b)&X++_{8`l!dM5y=hOwEEoBfFr#R~J4=7L z+OxN-l8iL5DBc=K16pa`*-)U^iY=s^EAYX=YZxWgwga}eHXxCxNHXveA9f-&eMIP{ zcn@Q=Mxtmf@CO<{W&$U?xw05=DbFwqv8ap7Smv}fM4>j@lZHveXJfSZ!KD*c9Yv7` zYi%e;X~D91xYFVM_uY5%*KW@81T4jQnn9-@J$4l6{&TLo{>CqS={>*qj>|4OpXt7A z=bUl+pMT^-&wSQ3S&GJKrB$GPs5=N>ec|(;-@fA^GN2QhtLo%78x9j={0lF<;M(i1 z*|2%zv4#0GwUg2KbTn-`{$r0m`NJRG?UnwsuYAVoXKaO*0?qP}6T9U{m}S_v>>UAv zl2^LAJ{s*Z3ci#+)7s$^7bOMA#ALl;($Royp=f-c-%_}9GEC7&7x*y6z+X*EldB~c z&e^CP_7Q-Lo_EgKneE4e{>&6W5={={BpDJs6lotypbp8Vyl&k(AOT5|pf5Uw2U>>2 zE(+E}Ho?n>bRC<-r0$d@48bXgT%V^7^Xk2X* z5Q3I9wJTu{Ao4?s4rG4@IlSK%7A9+tXxZbBJo>F~e+S;c#S2n~;KGo{)a?e7lj9d( z^7L1|>g8vidHT-BpW5@(KF@X*j}Gp=>%pCm?c20r^W_&`JUJEt1!b_P%COrZAtS)B z1lp0L37aCrjv;VR<%FW5P=m&&j2|31 zdTgnW<`IQ-ipU(AeUzf)Bd$;m!$q9NpPE^>JSZN2Y&W=AbBum+I<+`|rFxOv~){aav5QptZRRB4E#~SUkO9y@% z%(B5(gz}doG3n5Ek7f!snl+#=f&dK^PdxF&Pk!=~I7xs~D{bJXf9OCsHt`ET_u323 zIvdlea^Q&_j~d1yOlgv3o*nB3FM8qiS6p$$E#LY^k|dapR3P?!o+NkNc_$o+sQS8J zFai>#N+xLzA)eP?e|?^nAN}aZ?!E6P7hQPn)~%;3EXC8~(-2z^Y=V%Y3e^eF#-htg zkT=lcAPNk{dRnhgWG#VFvm{$t8VIKNzBX|@#0NA6K6qL)YL%hFgf8YnYGjs}t?g@- z7a1(1ZWzo=P6FwK(A9-w3v@L#6nGTQi7v6E@GwuG+_ek#j7?0GN*_CNY~O(c$Cj4d zbrl7HmX0J*5dt9N69B%?F@>;nf$2IOMH}Q_G&JC8*|ud1JX1W3;lwyiT>MFCS!{(* zY#FXe(5P+awz%i+dmnu8AqK6>^Azp{aXT;h>7V}SU;W=r8#drjCYf@z@|6yhCdh^} zPCog=ANnwWUflJATNf4=Cnv^mT134p9^Cwmn}6xQzm{ss8;kJ~stT|vCEc<;hwE@# ztH(j&16SwrE3Fi=yvdranPTc0noUfbHGI5lWR}SRCkRS$LSXE!hyq1<)(WAPYXJS% z=^I5o=Vk7d>{?}$wN;)A%&&VzR+@iDaJvTeZ+DvPZ^OvAt&O$RApH$4-7d}ChH^cD zXjy_b$ul~5MTyJRG_tm!v0BMv91)kT#ZmaK;%){+ElZ(^Vx?WfawYs;#BL;<3bzKo zX`ID!N7KtKMm83`TT2;lWERa!%*@sd~CC)|ZYfQ!j1 zy!5DC6}CO+c?>D6&%WZh)6+A{i$``mvI7trj4HQmS-)u`7CTI>!zM3EOlIOHbP?{@ zSVHfmi)1CQUaiT~>qbHoLCn%59>i?J873(-6$(94?~|&>S;pc$gMC^P&7Fj+!DY$t zlS8;;O8i49qwx@OC=h0cU?umcu4IyA^T!s3@gRe*v=RVY#>H)j{04( z#E{Few21Z=NCNOmwYKdl|ahg*Hb}UIC9pH6Yu{_98f!ng-H-GKT$^=Ub^A@$=yi2jOw|?(?_uO+ISF0~b zx{#V#^~E?+p>GK&?ddtfW)4lP!E<4(LFFnNkup|~S!`L%-L@KWsGlNVwIhyB7%{hH zd3EByJ3_A9#tE*KXjMS;vw}**XE`r9Tj59&(2!P*n8_2~8l~zRYC!`jw5j`yq^*sp zSh1wHofvDV4kL2~O0OXDi?3`mYe%OX*O|PU)2YCZu6lieotx#B3cgz0D&Y7VoVg< z7rW+m?AY<-&YeC%L~uP<)bS@LH>{h5H^bbbU6#atmpg7tl%KU*)n}h`R)l8dTydT# zxke#^aA9GQX_`a%Ac4*V8VEX^dD`ilPojdlfc@4VE_EXh&^d!JV%|VyBjN2&vFFl39(<-UiMO9uottu$l77C5C`Ko(z_C`xH)grlIV zJcZR-(xJtSnKVvQ8ZbuY#*97-!{Iq!K{pK7&tey4NqX$)QOF7|E%u(k&lEI`WU$7^ zu^3BA8v`~hk%~a9%QD~(HYNziCwm(80C*cffyM)e4mvT}lliRN7z-mul!)Z<#~%a7 z3)~2L5^iB=n84rOsX~|nO%bQ?5R@6EI)zc4B*Qjef8Es=UW7o|z(SzOfkCATxbnUC zKF}dJphAhz-2_l+18@o`+v>toF~ayzDiS~)W=RcmxL^@(wF)gli`F&>%R+0EGHoaE zjx0a0hLg709*-s%U$YgxElaqS|HK7;3LH3Jci32}l`#SQ;ZfA~Vr41p6F2cI+C~-$ zP;C>+$YA+4pOkH65{IB^uI*wLHY-KHJjGSb$&OBel;RI*Ynr?@IBFZV(@je5Lt4+C zBLt=K{Rk9(KOi6{%M4XSzMq;7BAylKPSddg+Z3zD>zN5(K} zC$vb`ZsZ3*BMA~&Q(%kB1Oz#qNHgwH9ivJQT?t{J(M_5`o3?J-!m>ID*Q7cIkgvps za;g+SVBMy2ex^x5mQG8m1ECbqWXK3(MnLpj#6c%XV?Hdm`Eq|5zHv?|WEEPmN<^KW z!bW(`#>eLe{-2Wek`MX`A!TNSc|~JJ@Ju!YmqjCklPFcQARQUQL=d~3{I7oYuQ=THVZc_nIhPZ%=Hl>&}i*ypu*C& z6O^fIf@vX<)?%8MmCKv7w#pu*9A3qGrpZwt%}}iI@f%7Q%DL)t(el@>;gRNhwaIe5 z*@jg)#-CUNn?Y-}8p>Tm9FSg?sLFN;M&UowT-KE80lyNsD)WAAAUzple&1p|Qt*rs zYL!CLgiBj%udqrOvc!G~y*@4iT|1|tKE@+;J=ZxTk)zm1RnJ^}7z+NX)U5sJmiooZ zf3#Yyt01Iy%});Y*IMs~ETpF}?9Y#gm=fMv(2X{(U$2PlhT7ydQ>c!hCd|MZ%B4-CH(n^8Jvq1QqAW;fp1NVOt;=S>&H|@~PeNb)_Aks+DyB zuyZ(Erl;cGTamSd01}>oelW^sh)R+T7|BF+9M#kuh6KQ8d65&SXKJ%-dTQO+_>{Bk zGg@J_>g(~B0Wv?8lbfCM2@V`N!mJ4Hf*hGqPw*cH3n)WL!an}@my3Z44I8z{@l4d3 zHZ~|}rF{)I36#b-p8>NLw+akgPAfOxd%ZCb)t85ZBC`wg#||E3sh_87qcTjXRB2%V z@*;{NIIm-EG8}e8EFX{ToN-yJTEUo`z|SsTD%5o?ascA|ls%UXu}wM%qG6sMTU>Cs zjU8q2!L6bxTqmh@y5A1PmUSWM^Y!*y7(s`vrs0=jAlNmf%2F0D`%N3!0Jt$pHMAYq zj4ZylcFnAjR_-?4ADMgH4(n(DN;Z6`f`hpl_EC`+m7I-cPlY7OmDPmrZ9#f`sST+Y zYi|-4UaySSE(T?AFGD7+!rLqVjMt{KBln06q+Ox7f&TBPQe{8q?}gwBuA1Drc2k)M zGBw)VZw+8kXFWp;XPGMH=m^6_Necziu3=4TvsOtlgLwd;a0z(%rl(4ONcnQh0qj6=?tN%`i7F~p0I%q^F}lq8cBaEh8TRrX06-!qynWq@-G26sW#vP-4wI7h@nH+zay?yB%9qb?Iz$mnoN=?#7_2Ag_U)aoRAsBV#3A#CAmD3J8yI`S0ibQ}m?W}E_IZN@5~L~eS-q*@P7&pv8n{#*~Y zL6lTST)dS={OUeMA)?7F}NCC$H$SbS@2=gxQ-$Ivo>qhB7d)Q-2L5t87$jE+TZcK^7=io@vN*O`e>kuyqHK!$xGJHANS?-Mql|AT ztS~Du7ewhS&4hPrqRF<*bw|(4Om(BcBMzFU+3u&Fgl7-^NIUs=CBH8{TO!H@7>U-e z-$+nJDDlJnqh7Z-lt1*)!#sN#8Nw6HUi_F9HVwv62)Os&`yPJi5pwg4>%t?nM@#kb zd%jP8W{Y5@RwFTDcFrZKMXi%*Oac z&}^OZN*-t{e10@uWSvSLH>5`-cUm(wKFrfXd5t1pby_TW{&l-CrHE7bmMR=URYV(k zpghgCAnXmgtgro&=Kbp7jVs2bZhB#Co(A(P3KY;p$!3+X4Z2hc3=v;$jo3}u-vD`D z+jhn-FDC}!T2+Fh@3QvW8-C-7Xe^dozO~T((Xu~7?^CmJ@wKomoacuJptpB2Qsgk)h8w4~lZyl#;mZvCx*R*F% z$RHB2iEb4WVE$T?Vd`(3Icrc^h%c<6@@8p1-i69#=TA=0EiEo029fUvU33`Sdh4xs z-TjlxF1^I}O;+ZX#2gB9RnQiy+^b>lH@@-hUAy;~XpBbO!ol!3#t+Us<8%)@3Vl!P z#LTe|cqyuIdj>bhlj)~T)9c_K4VJKa;J-_bLo!wJpdwWw1Qquf zO|-mH;`A-GNeM`WF@~RT&2jaVGo!hq8r4+l5vy&JqU4D%BnYRvh-Ix&c}93ZBRQ+6 zMw__1s<}z3fhTByhE8*wfmgglD{;x9@XksANxCezj!&{3+@j#g!NXu^-oJO>SHAL< zm%i{tTB$Jbp=E};M!F}C(|7#dAKdumFG02xU@WJ3LhZ!maNfCRJ>!{|qNzPkvHc90 zCezfBbbQP%#$4*c7VP7M{3Eit2U(opLCiL2%R8kBqSO{yUQm+JWEccayD13YmN2yo zuiy!jrYY_VWANB{!V-w>r{Qg*P@1CbV_l3^`>4!-khQ^k}@Q6{G zF!HGzZ~W3%Zo26v=$E;f8RUh=Bd?!@t6g}(`Doco(%j~r_K6Iz-2mF%T+1#{jW${S zEO+8ly0uLP5PUTJfiWZ8;SuTUs3|c7p0#4+mt-2HG#pjWfp18bjWydQ!R@TtHU`cb z1=-=oJYZrRw*~E4oy~~LlL-P#fl4bhkX96fV*^};8F(uJ1Ffrx3V5PG2D#<^4Nw`F zeqyK+x-YGljJrmlDvSWf%Xz#>1Ww!8+xDc7fOkg9XW&Ih_s5my5S~dYT z+%~etFmr4EuB_<+ZWg(I=7s^)25e%s02t*H$Z!Erj&Q^`zWI&Yet;!D0;NKwR7Llf zm-;u|_?1__`sY6Ww;xqOIJ<5=+Y#aX#YGg8uY2C}Hm#du1rE6uGN1Yoy9e`>38OCT z&a%`GOj!WwU$#KvY1~QCFWE}YxT!%9cEfI)hSON;Y-FOk_;rE}F2$wZ>G3%s({72c7NEUY3`45?LNSrg#G4^~n{*#%WuT}r_p zP4o1$lTUiV3vVDt_cH2@c>(EZFh(E!KY#hw-~0Us9^S#Bs)4Tpqm=QO?tlOGAAaD^ zKCtVlopWRiBfx1R4g` ziYn)u6ek9OiWjAvHNppuJL`><%o6BcS)1^IyfN5%2Af@ltZT_3TRV`yonI|B7)_h0 zl#vxlcP#E#@HV0Wuo=#JxRWSui%<$>JZ@C1Xh81zoCaBztYNdU3;VRqu{{EcDV!X^ zffH*CXx+3vL*gV%%20-E}MAH zJV@yO(eOn}2g1N(~;JowB`|?+A1aTGogm5Viw}2W|J0E@gJ%9Ws zzxVsU|BTC@1+?J6fkTjF1SJf=^rbJ|a?5`Jj`Q5cO@La4*-7Y<3eaSkv)N5>+MXr+1l6`e3viqJG%~)kL4@0+Sd3L>RM?`M@nYp+ z2^z&KcJjEgRJb(mjA3U!hs!(o!!B1w_%ce}kX2xR4wI9vu4Y_kBN{Ba87>?@Pn3_Tq| zC?#8YRO=A-JVjGXEl4iC_|l(!*~{Md-uLc5wEvWoPQiYj1oPPBzI}Ud{q8LfJ^b+J zwta5v)-CJSt)E|9-1pS3Cm(-oadBzW#!Z0O3N6%Hg;6*h#%Y>g@vJMayz<#pi9Yrm zt>FTYP6HIhw+=BPek|TY=GKD1DtKDEh-5MM=T5!jx$X4P8g35;`P9qjcK9INH22BK zDl2RVP?fWQuURK{t6BUdDo>7SkwjuqRjLj9d$nVFiuDneLWEWbU*WNr~0JBUxKA(4K7 z(!BPnYrgT#uLI#2(>+hKNuijVTemzM?%%y<=VLoz1qYF@I|gum)}3(%Adz{tjN<_s z(|oN;1)-Voa5%Sq{hQzX#$FU=XvNNyajK%QAC$bw2Vk>8`)V445sgQH5T$367?@ES znl6khPP0-evTxYbTALuv)+(o1oiGT2p5Y~PcwQV+CMm{fGItEKEcboC8-}_phfB*x z4j$&PQKB7uWM%mnG#aNn*GZ=dwW$ zXvybdD}}X$KVeN^!YE>t0(UuL;TrK60!D`59J;{wGn;5*;ur&Xs+s1kR+$NC_teDX z>tFvXx8C+&w|?)xmKK+$rl*V2!q0{c8zIj(9}J&*=#fVr+@9o_34D0?UKpNq@<~zH zgJ*$DfGQTpLqKyr`|NXm@ini7lErCO#u;K3A$2Zwk>%Khm1x(1z?Aac{87q*4{YI2d`*G^CL3Y-o%IYp$ex(FduZ9W1vWwT&)m&x+S9DX3 z74U4~TU44d&NG}CImZH_$g2$nkh7Ivd%BdkCXo)gk#uyaG%6Mde!XsP?zOM|#UK9Y z2M71b?! zcM(neCgimX%_76JR(Oj+oJ@=vSn=H9jON<$v7CBoOJf3$>c|^k1BgFgkkObu&*vov z@ko%Ei>B~EcVdipLL-dV;W9EsnF%;N_khp^7%6DjS!bO2+rRmiLkEvO{P08C=-Ihh zm?z_1Jux{E4+b8Ukjtp{W7O>iL11yLaeDejE3J?2ISMU*^{ZcV{SD7Y6)KLA=^Dkp zXTmx3+V;$mWy~hT!Ad+0UXh@N1i+iZ53}o8f)+ktbX;B#ZSHIK~l2 z4-a0!_R5w9$6z0HDP3|x05pm2$nGbSj^N`cEPt|8Qm8&OXSp9wPxOB3zrFN3w|w(c zpZe6H0|(~TtqVe+=YfT5S`@6JAV7p463-=@0Sz`mLfcCg-^cxEKhQ)@UjS*lme)K{3iG#8SX4?^~LcNHbWo<1n~NrdeEGnwgw_#VcQ~v;q76-S_+i zz=bvd`Jb5%4Vu5PC@DD@lQi`_vQ?$P<3rV#rxDPfDUiX@-~3a^-4=xazxgU`O#c zNQj4U4j0tGM{7)pv#5S~#>W}lDC*bn8Pw~1NIh_N0V%hbs;Xty>#$;@RV{z2WL<^a zC7Dr1d4_sHmNPacr=%?oYG6lPvmSF;|@Q=&_^96PefX9_H@^6Gg?6o~T&7t+Q!a|S68g;0Ki zqR}1A!8~Lj4rZpO-t)iy7=koE_s{?I)UI8CVL3iA9)w*#?3PG;GK*W{p_i`&K@r-N z=6NSC4jnuQ^6Avv%sbxxj(5HDojh%xeDcX1kM4NJC6_>{cYwT4lSHIBipAt*kpt=M z_PY3)Y~n?h#c{$0TwFpPbqY!G+Mqi(w^`ZIY;ljqdW?Xk73oEl6z}_n-3*kafD4n? z${6{Ri70!rq#2Tg_pqh{R|>-@(Awr$-+j~Ojlc#ZptEjrwR8&TL`vy6Nl@%39uB6k zAP8LY7((ul24*y8S|vGf!yI-D)1;>(E-y?tEuJFOWggl=f7x1#XSu0}$!yv;WFYRS z%2v&Eg;P`u9$D;%Vvr1bVfSZ#=4T*M>yw}S#J9fn?I(9X1?h6L>*kC$9N3-aHo=

<>!pS zSj?L5utSJSx$@WnTaOgNj}-YzCO`Uy0StW~2|g7r7Lks^8g^98Ck zjE^G#HbPw+28Oi*<%PGjhiRl}ZiKQh&8X;R!S*bcu*FNxFRKAuw59uYLfsl3g5x77 zF_u5A@REAUD1{PmE80~Uz#5%ZhjXe2DoB$WwWpbu$+wMCWqg>@&S@jg5*9n8>#9bm zjwS;$3;Wu2lt@gYD-*FKL+^4lS#-29)W3K?j%E`Uiv|p>w9F%>`u{OSKX_q=m%y74Bc9)9S^5t|vmgZ?c zhOrugRuZS{HbCy}IyN7X>SKva;LFkZV>ZvDu}Eu&FcAd4%~I$l#?tZV>Y9ws8jV4^ zsClH|;#u06n&>|NdDoqN)>+`Kz3HYKp)l_u0LL~yBBTc0)aDvDA3V>84(ns(!2(SWs>!LUCJQs!{WjjT?LxN3nEN!2yi$ zV+bNdwDcNs7btcGXOmHQevuVuiZn)}m`u1)MQOc)pa->*&6!U51|%Yt9!E|K!n2Z$ zeP%Q4dJ$KFxCZMBzwPo>w4AF1Z)acTgBb;qYG0J!4Ll7|M;U@kR-IsJ??Uir#bK^fkE{_JOg?x$I{@8Ev8YHBS&K>zrTyFUK$k3anIgK+yO3T>X( zRMINFmn=SMTG+JkjkCoA{dbD(NR0d`>o&jwU2%5uiyWH5B$_ie+mpgN@)OxgL*8`j7J}P z!%l`S4|hSWb+=W_b$l=?gMzQbLqh!8=Mq8LJTnS)2AasQ?#D zPT<}o@WY4H!gS+SHT=~LJj!;xyisXEE^4}g-|ixPib8CFjHT{W08g{?0pH@UCTB5s zn)|huU=b_Nmb__TVhgiu^n5$LOFRhm$Dy%wSc7U6OuMpv%1Ft5WM!OowU%~AH%^zk zOWK<>NwGi($5MtbKQti*bGo3zp_Sw7=pyxWK^fgf{7+kZ<(X^y zuO8=p5{Kr8D(VZwolAgBIkg7cZ5%!)oR2%aqV4<;PRSpuYIDkv$2aZdWSUln??O_R zWdsmTk)Rh#Isu9rq?ho`7UmbCD4G}>zv#k?&cEQI=il(cd+xdCuDkEP_uhMc{NuYJ z;vT4fQReIB)?IVe)z@Bk-LtQJ&IRY6$0bk}mX2nL4YY4a^$3Fi$o-CoAN}NK|M9(l z{HJ5lSbw>%3X3$l@K6pf5coJCg$0&#;H%zvcYZ;IT4}-5bFqAEyU(ypE^!g9^`O(w zatmY>kJP0rwS%vkX$u%qfJVe=92lQXlQUCO++Bv6SO=bzs8e)25P}tiIYNv)6_}jj zM!;)RmMYlb6BIUw&)u;JXi8=asE!g3hR}^DsFAq=rlh6#TR-xl&kc4Gn&rA-I5{!J zIhGo=7YY<2Y&!;##@bB$r+O%u`M}2|Xgj zWtBqpB}p@18(>dRMi_oCe)=VU_^x-|{=**xVTeQTm1muK)}@y{>-y_nc-?i^Y}<+| z2o$9p_A$~a@BVbJ-I0>E3Qxw4H~}~&k!siVojmDi^H?LrsKN)XbtGb zHi>IjE#`w+*HIk?^RHM+%T=Mo*WWJM3@@~pt=olWA2wp)zY0K9l*Cpj zg(MPJm&7<0iucL1Ck81x7Xv9sEpZM4H?k6JM5c|wV31oI_~BSLI{ma$;P*u@elhqP z@4x?nzxwE3-f_ndU;gq}yy{i2KKGn+W~Qh4p2Gncga_~>VGtIad9S=)x3_Nn`rW&B zfAz~>ebp;oap}`92d09eF0MlZ_adHy8#)&QouTkmdX!b0Bryxfl*WfIRYa7tv>1&N z`trh}qDS-?P?R;Nf}aqNMNuis<3XI|ndCjVVg>k72}B@@nB=o1tl$D-M!SB%#xV{g zB^9h4VCHN@u;C%bBuSbl0}wxYQP<(FRPl?v!n4HsT8DwJXw)Fqo;^ca8QUqCtl~|J zbb*qhDVixOOFKP175aXhq{O5Q+9PSc*`ff5{-<_6wSV8i*_rj*wrn*)m}V${C=b^Q z8m|V!#ijnbb<=^-z$~GJNHOW!6fEdW0a@tjbp=p^9cGGF7tGoP8wl zpP|J`TW;cU+R~zApd6*+xnv12Lm5}6Gq;8E*)rn{HEp?bHO>1(0HQ0c-m@hRGD)mj z+&+&ezg+1%M2PLed0AW}=P^ zEouwwBk`}>M+&Kx3$`^ZK`$yOpOWnQilsIV9IgV%+$|aa+4c7vK`cAl4t@ESJ+yME zHr%$Pi7RyFxo!)5V@+u@OF@S`^*Dg1R#b~r_dA(8c;YBoAgqn8EjX~ z)07ni&uF7bhN3aGY=J}`;N$Iy2RVsKRznR0k}nbuhiRN8Nn(s9-~_)L&Rl!VbN}(5 zKDlYjmOpyeAI{Fs@;pOWnPFCTc(tga6kkqB_Lc}<_wL$z#}DrW(hmri6eCz_?HpMJ zncbsqF9?Dht8c|6+50PxC|nuU5~q!7&*mwcJmDy=s0Agj800{F$etEl+ycHpuzpxh zI0)8{0>%>H`UcqdG6O3*&RmB|N!oPSr;>`Zauy%HGUlx_3-F}llLzyb=GsW|CRO;sA_(3 z>ENM5`wtx0vE$M88#Z0^v-v)lrdU^H2mqflSw2 z^_(}o{*BzQ!Js&{uvFMQ43zOB>_4VLN=&;rn-nrBBU*S}@Lw%;NB~rLztr+2LeFN4 zT)9Xm)gf74yX4i<@f*~a6}d$%a|C=#DRnl_;Ql=01rL<})uZe3<-JWqY2BtTUsM{DE2H{6_faREakv^)+ur5J42n2u-V3NC<$6V}9lKwx&AH8~KU z$c=&@wPvW~N`rI9RQDFU(x_*vqc5EBwpxV~p}*~Gwo&fL62(>ucBfmBpQ)wfUe~(8 zLK-b^Gt7qUFZTU*kWU?#ysqb3ijtewDMqNa&&{5Vc_JiG(r zFHML9x^SzL4llVdRv3oM3(G7)vn7o}dbC?6EPWIF3mgE~bAiYGL<^}y3BNx7(Ic}lX1G;T^(0%|`oYClMMtP}7p4h@qR-s9>}ipGU>9|zeK zUuyTWmW*#abfv6NTDesY=Dc>^y3o zqEIcz7o5yfcp4=HGUJj%mkVj5cBj$B6PCo->Cm#F)@yAllsy@0(kU2(2-kV3JPEy9 zfs`O@pb@UxpoAw@#>)i}X)myfJXD?oh^MykRomjSRQvF<#KKmy*fU?%5_rLQ!H)rXfK; z=NwL|SnX<;dr~Awkkr~YWp!1W)Hp`;K7JKI=5|(h%@kN#uG~b2WLa(qk4YP?GF*m~ zY^5w|^vtTT(WosrAmqZyw1h%wl)@(@l7mCR41lu_afhxTE3nf@YgKth?e-Lhq4UOs zF6TOwvbFs>{UZlG6@tPQf{Q4;+BJP_X>G|Ia>j*=5fJ5kAnqEenoCplQPpiiJn> zI!iK-$Z;GG_U_#a1wg<okB_2ehoLpo^7(-HI@p39W@HlnDqv z$ighhJM3fHttx1+JhzBNSLnd_Q8xnW5~m5r^^@3Gsu~n?=wq1*iScD$2wn$!PK?j+ zvC2haAhEn)Z?kXcTx&H2Y2c{ZjAV92frO+^(aG?P1-ppIeTs!Z{gCInr0+8d#Sy9w z<_AGM7${FMmKB_%5q>7urv9EqBFXKlewwtA?H zJ4@lf8P%}_b|VOQeiL$YM!gnWE6UW@MOIg7D)j zkgeTqoQ#juL-Fw|B++((7dl-uaCQ8EnbDPqg%pzOO{@AHM`6O_qLL!`#Kj#5yI}aR z7$sJI#%a+61w@K}(N4M&yG4UI8y6p3t4L9qq?_jQI%7O8Fj@V`cKRIaWnw)P^4ek{ zLZ0~fnckxZ&7pd9bdKX?>rUNv9c1ypHvrMZZqO*G#%-%R8=5SNln}}d)D@Oqk&}BB zL(sIM71KeB5Uoctt*Sgl*S%6^ygNp90gE(4BzL?yG{z`F2qe^HLcYQ1Lo!IP?}`ki zivBu8fF!vDZY{n~luQZYrZF_~zM*BY`pgDLZblS_V^b5IgZpp!_ANKx{PkD7{N=r< zx4g7Wcfb>Po)GQxvN*L#R@kE3je-Ex>e8iHlP>RaG8F9RXcnz}I4enj=wqafF|6lW z?J2Jf!6N!#&^ODPIjNqZAMiTF03m7v>}S+H*e^Yvr$hRW z9e~}XRwRjXaN&`|N76WD{87XdG6p)-8H@-+g=}^<40@$459~j%u(*)h?C7zh`}Xe1 z@~qqI#c@pGKzKqoigKHO_dmY-{o4_Qwb$zomX~0n0lBADg#IDMgCS1n(4#nlRNAH( zBALU^j~A~Y-!>|CNv68R1Zs<V;|reZ3;en=a{ zU#KO;@YsU3dajT7bg@ZXTU<~t@vH(dP>`Xr6&=57Td~^OfMHpIX{l10?(O{M5+T}f zd^bu{w)y`W%uwR78iqExLYrk(zDpWWe0nFClaIt*7E!2ZlTMd=N#zy}>SB05(GR3J zvN#Mx4`8^Z(a%MbicZs2rfmgYm^uoaWjO^NvBwW>mtho*VZMKpBgRR(Fh5T!o^eQY zic!!EvJH(|E7vDy+*?gyB#LEE!nI}Ll!+#_n9ha>Lsbn zkyBwdKert3IOq>jDzonEfDJx?I>~{vmMAsr&XQ!}D`U`BVEgePjnTfrt`=TNo~|mr zQdQ2fN_Wd?^N5dWl*gA29l|W-(3rmRq~g5fQeyuE0k9dC>EKBjTxfi3oJqgpbUMW? z1zxp83bdjEi8}BjxTef%3Asz+g!!U|SA|r*7ey@7kx>|RLj;5?6qt_=9y~n1u#lq~ zkU@}VmfLPeFe6!b_xi)(0}nmCYwx~j9A?}^e`#^UrVZOpItg!4=s=sovl7KdjiK7y zo>KzEkS3m-k(%`AbRpVAttb0thi5J^MOLJg(sW`DI}OCkcE_Bw4pC=^!R0+%Hlcs+ zX=j4}9De)YWf}~<0uIk{Rd|YYZHawv;w{$Pgk+4X)y#Ky?(lpt$e*LN2 zPTsh2a});A#tjg(2UrCZcBv$@ucY*%k~M(}0WmKLqtqc(De@P|dTsXhafgXdlWqsv z&Fo%^JZyhx``*3#wr$%A%Qh)9151z2;GAKX#pyq z>(#J_I^4QaA>5;e?f90l@15s4&n?FG#|RT2hIn^pMi6O$Z&DR#WQlCKzl1pc2xVt- zn+I4V(#!Eig~;{xfrbPlGBMj#+JR43%?KRQ>sbzQ$wj~?Spb*5>ehu<@Yi$&E*(C#qe)F6Ear4){diPy- z9EPAHXqYZ9x%~2<`-RuM;JRzaV06RoVt*-*Era^-M&%7i$6ZNP#Dq&AJIDc~N$tq# z(Ikrvt(B~Ee7`1bCkPuO2MdFgZ`pClmO!sY!3(6yg(_S|gXDd=dJ@F@3kv2isI{v` ziGq=;zoFI3b3+XALS)M}OmWM5uo@a_#Q@M@vJLe`cp4?=Eau*kbQ~uwTDDYmDDEZiXA+> zxMBoxm~PXdkTo%BiluLD>!eWp%6jPLIyIVM;tio*2GFUy_UwId`*tAxq3WMwVtt9s_;=fWmWm^o%T3RnnkH&?Q!gjUu?awfQg^&U9w5> z3J0zvxiDk%38oOZr$hFbdxhr`J8>u6a;d+>n0H|mPE1WpTCATLPt^4)5SX$e=y+qB1xsJ6?kz)RG8sW8F~1Z4~G3X&A_efIg-Ji1?_?n5u4K|Z%_sV9Y`IU z6qG?ty8^K&x#Skss!y{{56bCG(#I6~&Tv|q2mev58ODRsvt!VEx!t$-z|kW|Pd(*S zGB~oE6mtx-B%Yp}f}mB8u)*k#of%T&;Q9_iUeLl>{819_;dyJ~0P|~`?l-_|1*Vvq zuS&(`9^t*=QdEFb6b4~xJD>afP5<(l&wTBxUqW74+jiW2-6VapzMNyu!t6LDtuL0do;L$bnDt` zMcW4;343jMU&^@4xohcAUdK>mg$Nh&rcsccch%S*A*{<`&;!gKqbcfbF`AN=r^YF6&H^z3+Lwu zOkfim4`O!nlJ#9=8TjO2KKYs~MOre-lJH1QW9N!@6H-jT%uCo`9rWCJV#ucG(|TNNdsrDPOH(|!;FGp3GJ)6>%t8<9L{qC|X=&{&J> zV+F|@9dsw#=t_3v%=YSQt#0%udwqeBP^1Pxb}GsC^^NZMij|DF>RFL18n=W!RYyYy?PrUp( zTXQ)4=Hct;5H*_*Dr3T`?kZC*fu3ezY-Lvbp@tI zQ=;KQs1=J}DbAIi5C+9>1=EAJ6(v@9*gV{s@gBBdN=PrIoP}WkRgmD@4}9>?-}~M_ zT{wpD@l!J!yFr9k4KzH$!qFpx<%N5G{FAr6<*mo&hwpm(?@UD9K|d*N#^9XPM@V2@ zjw3#|)IgC)L$aHDA~Feb6o<~ZM;oyb%dZ3faYO+t&@s>yOny;Gnm+#66IpJJ2^@rC zRSCxB#H%t%6Kt>2S(a;sl81BidP<}P$2SoM&Q=-EWe|i~lj!ZV8TV*eo-=@t@B1wD zB*S=Nc^PPfgJL1Nk7|c4$s817+!N7RAfP%5T~d|JoH0=J*xC|CTI~BaLq|i<4F<7> zK+F`uP?=i@TSX@88;_h2{hZt1DZ>Dk4>l}MVmiu^Bo;_nhsd(bgk<0-bFH0{O4YB5 zsz8;B2PqsTwzqB&#N_o=1j8Yc7W0N<3&-*_3xcjqJ4remCIh^gg6WiLx6m-mXn;_s z1A|aNKE(!TLg&YDkWN-qaq(o><-rg|u%*YZy>Y@r-7cbNt1oi~TB)MufNymJ6C9mi zc+>yyH*Wsw=h2Kdz1fcfEVmQKS*IXP!SD7aGmF?vpZ@4y2cG`G2R<+Z$s%D;W+~Y@ zoj<;;q29oIiQtfwg1U+S_*nK;V4bSjw+r}>FBGLT>a0d8sDOGkkk{(5h@<02*fQr3 zjG*OmjQE^+1a%9Ttgib~Ow(ZVJPysC>sub|=-#p$&(Hp1mkF86_mB~dS8@N~%^Q50wq58;3~FLI=|@ME+g=~gSvlL=d1DUn2x zO9#9ir@kxX)Z<+Jmdj8YA2AhWJIT`EiBU)yurW(E>l z>3~Bt>k_(NMqSQ@Pn7koIEX(C(dzZy_kWP+z8Ra_VzYjK{{epL+@0>}5O~Cx)+QM& zefHCzx#p^CfAQyD0d~=a`J*hXxiA+NUMub+s6GwPVw+OcWy*#jlmetPtuzmTDi!w{ zBcrTAk%aC$YD<+8+6lLH$3wGKNJFsww(wShF-sA735gWBP0?@F26vT01Q!9guA_t* z6e~2}vJkI1pCV?vMge=N%qd)SZOcy`L1HyN(dZZ6WWXBO211VON*0r$QmkM2EUN-b zi06PE8QCGrt%v&ENR>FZ}FJzjVA8am^u`1hr~({CG^|X_L~Bgb!;a z{BJc&HMdh-h6EjBmEkg#O1Tm(_%l*_7=dZAvToo=v$NYm#}zxu8p$99%}gAu%lo&iOgn!)nVwvr!>vn^0zLTN&=_`Nn%Kt>W)PS z+L@<)%IsxKbEz8<1pq5F0XqN&uCO_kjvAu%TzN>Ui&7bSoJts2>MuYfrPA62h$%-| zahAu6jYFu`I#yKXoM%S`UTkiIXuK$_F;3zxU3!c3k`t>$I*fvdjW$f?#CeNpeZI-d zyv)k6v549ngGFX+jGUbC>yZnsR(8WpEk!CX3NX2+P)-QLF^BU($CsWf)oU}WwE?cC z4GBHg!tFX18_SkU4)O^CGd(+l^=AfsUIge?9Sf^P%|>}y3cO^h6xxv}Ebu#;Zqk~< z&{b8F^ck{55cz3v2{TG7)$K;GM!tO0P5XC00exB6I33QP|IFvS`%m8e(&s&|XVk%C zOLyFV-`{@XQ#XC$Z}VheFh{R9$oi0}aO>?qe9;Zpbc0?R57?Y5PeH4IOXn&Mw8eUg z4n>(!FD;KhDY;Fn@(4yiJ!EsvmbVO$+V;~nct9ih$pwH&A8HNlYF7XxO2S$gZWW}9 zV$;2csy|`^)9~=!h0qH@6FwtSyRC=ji)BSV8WCN^*DuX#7+yr^M)M^a5rYP*PkXEN zuOLEKg$OA-VIXQ0^v`_S)BfTkA9>01p2vs% z`s;q_GoSn7d*1V&WBd1R*|-tT+qHl9V^8e_(hqAp&B@ANSe_IdD+=!wzZLa}7hJO$ zYuZ0J)>73Z(bGFWRv?lZ14Okb3$%wS~w2+4h(Wl4-# z%{H}sb?s&!e-f~*3_8%D1>Z|;mf4h76gRE3ZdQQ151I*tGYG=6c4Z}?HSjv#{Q=^7U zXHnW(z%lq(>BZAf3EkCNq9^b>rqCj?c*;Z_?W3_Bt21_$YGejEGp;klTgyexqKNpA zrCXB}SUIt9?Leo+NdmX?eO!YDEUs#Xrzx&YKL|X}0B0>MC7C1LAM=$a<5JEFjoe*O z1>CY|hg^5Wir#Yh@{{nDsb*Dex2kK#6p!mdIri+?^W!`3WLJMWT$-5O{I+-g!K+?y z1E0BJX5yt+U3vB8m;72s{nID@CLS)0je#KLA3ePPjyvxJ(hn>RSSpf9z72zdN(6w@ zU9_M&qLNT3X_>@Lw(GMt_V6O|+?sIm&J;&f17}xW2M4V~D?0;b zr6E)T2p&!Jt#RMxo4Pt8D~_QWWZ;CV8$L;l<87OiFfnmc_=NM<2;*%-_X)NadnuW! zxKMf(cm$WrTN^BzT{LZwI0?)b4#ujxMLE^e

W|#noEHzu-qopb!`&q(;7(&^R7Dglk-u1&f?z`_k-Ur5nU~KIF|DHc)y3gC})WmPU`InC# zIq;$PzIU*+1Y@zh*x$2zPv?@$gDA-3!lAu-!jg5V*>LXsW?qHa(^#eKq?9>C|0Pn} zYen-Tg|1i@g@~0{CM8861mg!0yh-B3mR5IY&_t=ian+QHq3*xwo!fMJDpcCz}qsM^$8$&WOi$4n-^6vL8R<~?}uUFm5g;}O6}!@=q%G@ zGzBS2rqfLip_u>6Dl<+_FGnB;w7?Ho-YSh!T%=*wo?Sbic#MpAdXU=9XPkDy1!p^> za|N9=(e3{Fo8Iu9Z+z{*-lyP}e&}aO28N(vl7c2$bd+9M!F^a!scx2TP2^tQQ5&2p9^z;sLK%60C- zm-bdV6&T~?2S57$V2IQtAcl{oo(W)g~0)xbx})Tdy+ zKtb8eCF}DX^9oFq4fBO#i?F5w6JQh&;#g!NQdYoR9zSsu^{^ZBB8bqj3V96L#ml>z zlMKl_OonNa!CAlq$TN(j3+EnH#FfHD3^h!FH*w&jtA7|LMV7-GUVGehMyaVH*_2UO zU;sGUkt2uU`FdmHN;@xEf3VDxxZzAkV!|F;PqPFG00Ssi7nYL)Y|fx7G>@!{k2o@a z1p3X_Do$|IzHvO4JwZQlv^E&R=1OeSC*MPag^o;U6W0MSqOoxkcJ4leo3hfGMUJ^~JfF|@I$_}Kh6%{HQ-ASAQg5Tb9sj^^g>g-zRwR~&<@(65q8|1R#D;HiO z5p3MCaE8N*AhOk{Ki&u&l80==Ldo%je_SY|{Q_;Ci~+@>I(ud0NYPq^6B0dRa5QHJ zc4({0ePB6C(?-tLg0(I|0&#)&@)$%qIe_}`{5zpK8ot_hEpi zW~R?L|NI~R@UAi+BD7g%nb2U9t>ZIVe^*FJY-sl`$mEk7)?6hH))m; z&RRIuL$XD!QKU1ua>0XP0*(q$50sBi3EyG236rKLrRxH?CX73hbyT=)VBo;e4U`MQ z>X6oDqOmYEQD7pAb~USgpM-TO{f~cSH0t!mK=tZktsQIO&PJ(}BT!knXSGd$g*|dz zQ0f>X8ji4Tw_Ovi&DuP6s47_l4!(0U5*I*kwQ7` zj;^<-5$%I#Bqa$u+LpOvYXmvVK5jl&G!=!1BImWN&|rcXY?!K}F?EJugiD&M;;XTF zsg==+^vYUZzwj@?=Prs`&0hYmfol`6jL)-{vUJ>9%8JtOc6H?2{3(cT#&jB(TM%U6Bugk;QQ4D^$yo|2DFbohYsW;~P zS~R;lRC!s*$m%RdlNw~Cb;rk;(DP=L;oKk*gxrdz{)Rj7z*;QN30p3vwoWOP-#L#& zYd?UYiPO|W3w~Fmeofb77Lw!%vZIbJ^8!we#v%qXDlH`?DUbDaMiBCp1|l90gVYwr z*WGT&?o`2`&tUTdD6mWz3GCc1;~~17D>bjwt{AQh0R%3gThLN%VxhD~&wP<998QCw z0C~>*ke!mepaplHV?o3$im-jOEgoBBG?W#7NUaK(I5sbNOljM;X$}ZJdQgmkUIzae zmrzDOoRw1T&8;np*YyKo6s!y4Qm1$55GGMhbwKFFFhTCKNDebFzPGrD1E+!v>DBs|8jC5UBSl9Yr- zz>F}1I)XNfPH@}mS=l>?{=eg*_pFvcD0IB0ODe9rj}TtU6pW@%W559UqRR2P9MG;S zY(@rHH-QPg2&xZyTBUKUP|ZxUBteo(P#{=1g9-rgFjsMde2I$B76bvb0-B=?l!mM9 z*}r%H;lo=utfOIpb~@2$0jTWKGF`+*V`H=HX8Ez`0A)&riy_N>N;%F@_NSrb2k}t6 zHA;t_AkH%7d&VGTR)JFR;s<$>4}lJZzV=E6_R|GQRoHTk>$%{3QFH@W^)HpCC4m!XviCD7|Q8FJPbt5ZasZ1!biXaSsL{Kx9LJ|;H6AI|_$RWn6RA8>p^hAe3N+yC zodHH?DOKHQN0*LbB4lR#F%}#rrzSUU+$dvFG4-Nagd(=nRBditI=L$2g0rAVsgPzj zLXC`MAq!g?r|>x1TMN#hy_19Mun*uLnI*ZRJ^SjM`zB3aU|A)Q54wU4&uEx2+rJB|}OF*8#VBg7axW(L`^ErXa@BaJjnm#Mpp>#enSRd=cHjN*LX@Auw6 zujcBiZ+CUosj71}uDzEfo2Uj|?2Ihe8jWUS&=3a;#^dCnLlEDiqhp|HMYa$eAZ#C| zs88*!)~ou{KT3kdB$ObC0@w4_t=p(?*Su;Fw{N`}dEc9!`J_iXo`J!oMT=Z8Z=h!{ zOklj}Hfs8=4&9XO6hydTiCM)qU^I4IJ~Spc@bscI!N-sh9%=TVDGbi%D0SRgmXICA zvmiqQ+p`5DV#6p##pJ@$0%o~oKzt^7?-53cD3VPqN0**Bi|NB4U`8Lz>QTrGDF>=E|(^*fpMLb&M@uAB3RFHlnN$rJaC*SqJ{&9 zP>T6ap^zEf*sd*~(tfX`%sj<0Y}*v~A0C$D_RX-|r!U@1B;l;hN)4H8jb`0pMS?Cr zwPCw_4_P+6%?8G>N=2!j!k%}#7ZSf&vDV&^E)Znf&-a&_6!6mSKB z8sfnQ4o^;w$$^0(ki3843t#x*_rH&4JvK5X(R@d!hSPzO;q~j+*Xj*0wXI&WYGh<& z^~CD6Yt{}@L2`3}XuywdQU;X*G#Inbll07_mJeAR$fef}@2Z~%r3me^Trv0VIWRM~ zw0?Ai7j7~3UlnKZhjIVom{o57*`TSz8_$|@ox4JxUZ5yG>{PGa7bBNu7u>+E6Z-N z-%5B-dAG`nZRN=F7ur%z%VkU5W&{e~%W?NL!O%0VB-_$~bqfnt0&L0mXXNg@9#QXF zm${8{AFp8c3W(gRdK0V09n+a#UcUCaYj)go57_S(=jLHcjg5_+bkd0@op|!Pwd(-V zpIw*-w%wA>O1b4OgvHW{0@#6PpL^cG;PBGod<3asxU*9SzV_eWdhDYf-mE&X z(!1MbfB3_F+wU?GrZnNCkB*ON$kuaRS=uXawyV-^$@i;v74zl31AAv?XKjfXL}`pO zF3c{#25m2}wGO2E)bu2dGchp+4Yzjf+HJ>fgR=8GZ5V@@-lW7R*zK)MP>(@7#MBo# zsh9}NV7=HPl2~$D<0M#WEn;W2P<)8sqMk<^XYwdU&IG5N5}xfjwv~!F*EZ1t)a}9l zg`LgN{RzG-datR-h@`!!DVB~(WD>l{Y-44V<3VT!?RM8XDF^ITAz20uSkTdE_fT8L z5QWUqDkE4LR4fjsw|F!~$qCj4Xd0Qa80MTZ79<9 z3n7RR#lV5xs%a=tF=FUJhhfAb^C>#>lt!~w7aeb6RYg&N>0H1xGF?-Ne5F=Lc!@=1 zP&An9j?2EM&~+$}p!&8<>}4lFQiXf>?7rlZpI>qL6-ObQ<<$dOKR7%vJU%uuFt~o* zx--r^XKd}7#z1rR`n9;IhUJWo46K?B4Fx2A3BXa9_?k=fXdG@t=}MesQTt zkoOlis*qi|89g+)A*t*X{tRp~y4^u%$Gvw0a^(9VY{1RyHy(fd3FyKNzZ1==NaQQu z)T5M{Y*#jNSIDn6r^`z+wHi+-7x}h2hAVLRS`lq>38$(0B>EY@W36nAmI&*d;#w7U zY}%Z8ruIuIE2M&_q)T9_BAt`4uh~#JqH;v)#6D+dB^Pd)%P`L~nzlMLML@aaNgdt2 z=w7Gp(0x&UT^_KyRAqfvDZ@`oe=^)*gQlZ7HaxP}UjF&-e);1c|K#ecube(Sg?(17 zS~Wa0gppo(35n3Zj&V^HTlh&*Qyf*;&a4Kq zEX2*1M1R!0S{dwCFbZ)4*b$v4@Irw-utw{HO_6;L!vHv3FJ}m=ISAtziVf1ACr!E` zGj0qMt4~>=>QmYDy9(xeWwG4&posmA$f88ywgie$tbL~i^ph`3m{*1K;#zWZ+sGk6s^na=#;F#;ZG!bJ1p%I` zDgjroaYGGoEiBG!JUwXp!Vf&C=vc1s-eqcUYRIdqX|i%H5uZ%&Qj(C>&$d+&a1cK*CH3l7(b!Z1iO>eJMzZufP8Ky}S3&6Vk1e>FO*m;pgza z1Nz=~zVWRZMmah>Fg~_nYB(`L5nsW~GVg;l)^v!`6cgs+go?vd0VYH7KeTu z`KO$I?#KS^W2;t;hEb9VXiC}c`Xl@*qstW;Mg65RlF)H9D;S<-u=3_RKmNf_fBDn< zcI<$LM!9v}^^Vzc%!4kx@VxWSJMo0$?V+LBxjE&p?3oTd7-9dWZA!B=XCbpJrVrT< zxX2RaQK7y~LAB}=n{?EKtY72U1!k|jQJQm1HiMqZRnDY$L`Or6fE9%2IAR})$Hs%9HFh_h@sdj-q zsiwAFXJ}*u9N)LxdB&RCLR3A*ev_rNa#EcW4Gq6UB3!e z+vv#X+VRy80?W%w=!F7dMCeYUK5`x~)mC_DfE-7GX}gK^q=pfcQ{84-&#YdLdW6EW zt;kJ@cnl7YI+nKPR|B~lVJC8?6ZnFYbc9`z#!yy*;fmYL@4{cv)|&vd_;JXi#Zm4b zR8l>^E=fiBEX*y$WID4I@e-wpGQHUNF|{%-uW;7R)LfZ1j9FJX7rUToyjDT03F^X@ zP=r;MgMZXA%@f~d_Zrnh>gpMsMTZ#&xGhdfngU)(!CWSc!4+o-Qnll2Yc?l!1?Yd*&D!nA4?BxX2=pD^vv1Em zJ8hCHq=StnIP0;3{45?E9^Q7`@y&X3q&alEH zn%#Hc?QeVgH@@@jwIgHu@7;0Jm6uTyH;3h(wT?OV_%D6&KhHVqv>-|rms_5z$0@A5^j`~4Vs7r1>u>noZ!UYp z#TWnSi~sbDGtNMMrrl=Aw=KyZPJ+VT*6oO0(o)rOS)raNjhV1jgK1^LR=UthtWafC znzADYfhT=!4tlkWJdmkQGVwrK|6A@4h5gHz#&VB2jjY)EhuSrL(zEYHSvRa~&ZqB` z3A{>2=vwHx?v%0hgtG2ghV5&?aG5Rrh*(-}mGuCr>9RIT83c8osV+Mealf<()WatNJ8alS^d7gq|9X@(i zpvs{f_$y+)T8=0Kv_>!;(J0aoR6>~`IcGwEcNUHS9E+MDNsKxU_iULuj`lD1Xr@A4l%FcqSCBwX{S6cKu zP<;b6qJSEw%jlC9he>Z9Qo2+qGjSyc>w5FaNiB z>@nNUJn2+8&`)^OBi64T+j`8_+d{oLrg;wlt!mg0in( zs*h+ZXA~fqPhRPukA&*!&y@Bt*7kLWD4%a-{#IYedHRzFlSXZW zO~ytu#&1KC^;O*gKqy?7T<8c7ME2#sxa4=2ToTM4>I+oLkKTlmGaiP$pdkdGy<`V^yjr;k9>|i{ONzRh2S-P^;yniTae}iqsL8 zW{NyTqDO)>kHx$i9UmVZ9akM7Bj%XpK1fRj8OPk*9Feay<`u_fssijnepS$`=ntq` zA~H1F*qkT|xP#=sdi6EBuR$agZ@23~TtY8a2AYbA%YlP=mpZ4>7=R9iPm>U-9H}RP zojkRrDH624gu^cPGf{j|5cqhVQy0?nA;M~Ic6Q0O8qGn^tB#J0OpJ`3deSM$;~$5^ zwHBAA4jsPt-kp1P@0^^O+P-7^)bx}9!q_5udTQ!Gb_m!YX@gIAPndaJJ?bmYDLlY+Y&!?k@*TQe7&&e5?i{%v5A*&8?yo z92)vR{^R3sefwJ$X6H8?vjqhOP=IqYbB7Kc#yuQpBE3CeT8#4l=GT|5Ub}kj`n79T zt+Oq5`7@wrH3*M+sHZN3Oxb`gpLv@0vPLu=$v3X>Y-MUJwfW>$ zhAU@s)q1>w$oYtjI^6R7XvtQ#>5ItVx-s!`JZEJvOAn~+(pH{;uaC~`Q{v<8QTg&VH}Xqo__Kf zkGlBLo40PkSC^I-?!5E%E3dj5EZFRpl~u01`syG2;QJe1{)(ZY;mOG>b)qUN!uO>=Z)%hqkjY(8f7_{f@76Oaqd=Fs@qSdvAa zXG1U`Xm8tY9L2sLBWRRFoV=!>g<)<}`q39li&m_O2COx2BGVPKT@nsZh{xlkGYzLBJ-y7Y?Y+fAZ#H>Kw?~;Xo)wC19?q-n2|wbA8>Q zagNrK!WAGaQC((95gY+ROh}l3x#8#76OQA>wmXNW4^B-^vQu7WwwL{b`}ad=PEAkG z%*`G?JT*JJVA=pI&9;|Xghwwfdo{0#ERmhHTq{|cy5_Q2>HICY6w{@cI*`@jC{>w`|P?Ua*8hKHu64v=b97ZOC}jVO|xE%vGVs4_$d~<^ZVEy5&`P^LE8IF&n%2>at@W_6sD40tW@e^-_`@GwdG%Fz ze{6gL_i}z=u|2nN)_Lc?>hJ#k5s$ohWO#&BtFCom>hR@PT=C^Ee);AbZdkW=Ee>?~ zAFg=lgCF)_^i{6a{8p&s4H%bZR*HwIAysl*0bTC8>|Otse|fcIRo?aXH-knn^yd(T z)@`}`ga#2LA6YfFW_WOH)yUZB1d;{K(XlZRq2}NK00|DX4&?pl$PkFi5A1k_3~i+VYE$2L2i5cU+NuGGy%;@TULCW_>-YmX9_(vvXEQb+7e-8&WN9bweMCFFpmN|!4m=P*|^6h5%UR3ao;^r$!i!cmM9Nr{F6 zgK*as6w>htVnrWsEoalRuX58>rV6`Z%rpj7JsCX(Ggw;m;vbkE1bFe6BtNLJG!4j2 z+nuE*Zy-D{I(mA9BqKyO2wT}QPb8|3deNW#*@r*;p|O$SFpA-Ds|6p&>I-VjpwQ)o9W0Yu@Bi?JANt6LA@@%_^(0`HcI~)tdUkr-FX8-QR8*E#pP`^D|w4Uz51=HL& z%?tF(0D6^&hRPPBsM0T+wx#$(R#GZ`I-r}Tw&__Ey&1~Uo0TyZJtBU3E$rl2x|8m9 z#2C>^I=7XL{>vYgxonP1ma>BA9uvR3xXa)W$rI=`{`xn+@|Rmf!-Ei2 z3rkDw`Nj2HHog4ifAjnozQD5~lB8FGZ63e*m~ESnLCD}8_uc0QK59w!?caC(4cDG^ z_L-jR(U>Yicx4@KR|*a(({wB&>I4S4w#_&E^Q+gcS^aPS{;}I`zDe7Ad9{Jn>(_5S z=J@rSH*eUwVb!`dTQ_goII()T-aw4WLC6B9!IJzVwhjy-DXOZ7EluN5Yy;w~#n;oo zA@oqgW)%?T5MlLE)Vpn30*!xCgdIc*U8ezyA2gjtqF3Lsv^fNYhT*AjNg-%(-Rg{^ zEl(>7IwIqk+f-&r*JYI2^<4Jsl+tL$Q^It%U0a^7ja6EHz!Z_96Kugs@)D!CXe~f1 zTde0yy$ywFLJNm}tQBE`zNZ4nLQ2b(bP>cGYBnx4w6&S#x>|=UQzc~TyW9MWW}Kq| zlcMv4R&1M)zbfdvi8S?`Aly5=4<;flVE|-MOWg&li`g)8gb&>sG8g!9u7*YRT679Y zEh~s9M#X3UWiR0H}7L=Q663u8(YF+R{~pMp2H-uNAFF zbI!RG`2f(+S8dm`Jd(OPjOsZA#d>gJ@x#j7&6_0+PHM_HNap6|gQ&f@yf`yA9VaOt zUJ}pFEgm>Dbzt`nM0Fnjm`5O-boYI?XYmqdu5NH@E_l#|fBjc4`;+HC2V-e<0%TdG zh(zipMCGf{&tDXxQ+pcgZR+BWV~GAr+8k)Y1-km$Yd`w$|8`){-c?|k_UeZY9DuX( z)F(apUtagm=bnEa=4u=Tx7~2l_rCS*uYdbHd(ms%GytgEzWuKIcHTF9+L?}RWt?x4 zs+CMrnuzSrpJd+Uw` zOe5uHOe<~w9*{>-JYqlCTH@3fdr^<0A5NoJs`HgEN}8k);zx_Q_u2a^djuVkxU#Qd zL+K+eiR;<*I=pgU_5MbtY!F|Ay>``AS8u=j9=FPR|0s$8r^7xMJ@`S7ef;Ag_gk$X z_QMLF?i}q2wTjA_B@K%dAQ+0+ zFl<;J-g(K3UvS=eXZ_*#SI*5Y)SJz*)vJ%)b_`&nfSC@|Cqkx4i*Z}eW#_JLZLNaxXzE|Mn9eG2!0h+xy`CFD6dTuL($Vp?eG7?g)L zK;oF_2@lzQYB&(Psi^_xM*#yVwhG74w7Wt_yBe5LL~G4+FboShbC-2={4U_t!-{tA z@2ld=Wz98z@gCy(e!)wOX1G8?IBFg32nvLsG9iKd76hkFrJL_A@_weUT09)+@0 zu;pgGY1gfZ`dB5y55SZsbrCTb?;iASJFp+eeBN`PdGd+dw%>8b%*^cK;zDg;Xv4;h z=bm@QLm&3AHDgT1&Mz#(o)KyRqpvY&*Q6|dnBy)3t-7uNZb-wc;X!=!+u#1fAO0{1 zl-ua&?9}x9^vvTP{pgQ)PWQXG`_dLCn4Wd(F46|7EK=&wLO=3BS4*-+ZVZl~d_A8RAQ8aZ02 zPEr)MPNve%JX=Y$mb4`wrJ#Q7vO%r2SF&GU=%#n$ySKHJPtJM>=(5}`IYCDZ#T>0w zULTb62s~;k{`F!Wkanl&AD0*+ji;s#-*NlxOLOzXqoeBJvvS>YPdM?^&1=_71IT5) zzfls;EX=Q&n1EnfH9n4I*=li?A36y5!{JqH)=GLjkwrt(@u?< zp53g7D#+9+!lw!h2&K9*S5qq!>?Zr`S_P9K+p2^CiHftxXL z%n*p{bVQ^YMTbzS-PNYo+K9@+u7%jG1YwYiO+%k)&dpos>8K%pxD6un>|rzb3~qNnDi#h)V=i&cBwHP~IFgxuFAtd_K{UI@g*|F_~ zefs)qYNH@3nSQY=_e(*OQjQR-r0q|ntfFT66R0V~=Nx0{u%fY96sD&+^D4(lkc3Pc%tA)&2~_|J z8wSdf#J-iomZ#R|m)mOwzn{Z-<=J2tAr_2?J9q5z9gkV<&7B#<#D7GMX%thdmLQ}Y z3ja8<2pe)T%NEl+t>}Um=Pd1ZsTGc3=(s{vQtHa9f^T03nNU|LB3K_msf!jfW6)et zm~`RzT)#3Ux>8b&jErOEZdR=t2cdQg$T|6RO2mmCT)&9VwDpZCaiJoVo(7QGz2Kqp zZ1Z9iFp4Lp4c#2u(cYiZN6b`KFC#yCWqxU1^Lq+#387oM$xJp$?Mez&i-tA@@_k>8 zDec27#E$u3@O4|K6xVf+mXE4fa;jCgHkZys5s~#h7#1~zp(?6{D7YU;@QIJaAxt|h zCUHVAwrlIHv8P=x|11 z$!Cd=MvVyA<%`0_(XKstMnc@cT*e#yRMqnTxZs<#HR(~b@z=(Jj7ONg)QQXo4%QNf zlL!?d1;$R8)3Jm`#YBPZ&3L)84gjn`EsawH@TS^>twk~Jno?8oac4*MfxEQ3Dmhd^ z6hB2B97n~0?%8+nuI+b{2WET?hVT19-SIZ8-;iIklDdg)p*p*b=1vKd&eBCKU{qX8 zJViHTG6_{uVk3%3yE>|TQ=>#OJqaHj@o#Jz(?p+u$Vky&DT7;~c! z)~Ts8p0`XHk4u%@w_T2zaNHU%kT|iRQ1geLl_c-cn;G?Q55V4aM3S?k9jg4kHe0s3 zyJrPcS*3rBy$=4VSefj&f+t?pz%dv_Qmosmhs4zFcijoMxoT7p6pBJWic-iOU^+=6 z`iIN!zUOX~$H2P}!q9U)n|=W&Z%TVk@G}x(QWe!HVmNUTW981IhLXNq zlAg=OfksYY(9JK*E09L#Q`N(y7|~#knB>A6l6E7RTKbz{8oM=67ZnDdGChLG60QTrsVti&kVw-?Oie^iF~em8ea9lbTNvO|&Hx^g)2-Zr zvMg76983L;IeS7W69-&#-BX7T&n+x6hvT|9d>qB|Oz-fPD&mWmCUYqXqi=ufTf6t{ z9U2`CqR2=x)TudDmkUus7;>gkG(yb+yy`TK_1y6n=!tP<>LG4wg`sSwFZvC(S`Y%Af&{aQ(LX3Z8d~A4((t!#h zie--W;!x!Q>u*_Vmb5q55Di1~VmoRzk|0{7kXt5)ux~TD%KzlCb0@a96_11_xC-5b zw6+XlshmvBgb2vQ;apLcY}JJ-m#CHGEV&WX?ZdvpPgBF+N@B&L(Ci9*`s1qoO=YPp za!i^gZPsgft*@=A$XMl6&d(rX!%>oVB_PD8ir})}iCwYf)m7k6LH%DKj0>txn{Dj1 zO-fd%yl&SAnCrQ3!Ee#5)9h=}x=@dlhoH2p@WT9px=fH~si+y$`r#a+kd!h;#jfU@ ziMwY2dJc8YnNoYnZG;Zvslzx{k)(#bSp6XYolw<=&EAsQhg}nSs`!XIWcuQMSdy;XEWg%29dVf{uarcVG27(qwR;SnOWLtkBIqcr){l`bnPX~14_ zEFmt)D>w?aK$44Ri5Q7)%}EosbcKA=hX;>YLLwIa#YQH4SOz0MF1w0DM3^3}4Ur+1 z!t>>3SlW8PcD@3Me3J=0X8SBuCO9aa>{2u1!{ zxmc7|gQiMS{Gp07Gqt!$h9wupV3Lk3zjMMlRbbfhIom!{3VZlw5Cj?-*Y<67ubG58 zk9o~z*2@W_v)(A_hcAGL>H2byRuT1{?N+ZmxA0*3cSn?w>A}$=gJe+HIL!-EFrB`)-HHalmxV? zQywBMeABWgog|`0#GjB>P_al`*R>tX<^1C`wo*poJkNiqJj~M>&mCNXafG zo299HqvD-&?zv~3anAnTI}RS4YMd}UI^UtZiL7$+Xkf_u_Y=JzoV|F_-!jMOV!1NIE@pQ5%;lty>QA%(BOUk3 zFpkEU<#k_^AH{2~%-kNapjXkyU3!6XH5v!3k#sdnHRen2%A`fPQYEG$dSK0EjN+Yk z+UXy7|NGzimN)NB5u(M1;mLx0bly^}^YF20uLyh$Wy&Krp8trHR2688IQLHee10X4+6Ac&Vxc%~F>< zIkDIh^02Eo7L0$z6kKMB#m_Dx1UYyaqo-P<8^peNS<*e89MQ^?1#v{u-z-jgnHV_5 zq5PR9+Hz8Rt06X$=Aml7%N>HqAOJ@1g?1bwLQU$qW_7?&QE|fSLf|GB1R52l>dW*m zf;3GVBRn*9*bjXkElnaxHE-UyVdI8%%G?Y2Rm|}&q?&)XmOAWAEE#oNR~Sb~{}?hA z!^lV^#6%&;0;mPwUy{IxO>ZvBd&yI%hLPh|jXaP=T0#kP($H0AtVk?C`4QO8lb25olTG6U?l8VLiM}ckGF;mOz z66!UpHJ4QQt)P>}A$D?H&(TPZP1&Ke#1Q9o>F(F_uX=~hF`MN%U230d(km+|+C9@Rgz zlC69V`t>7TiT(+3)7KPRkH9}m31=Ky`B-pht={WP6z7=}<)eTItQvve!Gd_?!ymr- z)1P_QJKp(|AN_P;adxqt*U;X3_njYk@16g>c|Fo-^K)}pU2DcyqqZB(&Ikkb!;?-q z?c8(D8yp_;JAn+M7y3}+HxY1;z7z6>ZV5;@1Yk9S5gMeti15CBx zn^JW*#M&lUMiPkP38sv{@DuHMCjJx7m1PT1iWrzQ?q>t7Mgu1)))+zE>KEqy?j45) zE#HygOz6Wx3N>Qx7%Y9V=mjVGb-x`lD(!k*L@5NBing*Z=+fyc=*}6xvZ~FR+wc?$ zl;%KQLra3=Fx22ighNPffxX_O8bIn7$RMU5c0sJO34Q>;co<-Y=$WI)$4eCM1wrE4 zIk-_V7n)6FDphP=A5$m_3^R1?2EH!gX+`4{$#88-XTdP{(S%ZNfNjBcu6Y{4*T#3S zC^Lluv4ulTl^?@&sSyY=M?b=t3-QTtUymHz#5{l%&i0c+^Q%l=W_McQ5#$&uL%Th* zMqV5Ui>!|Y9*;kiL|h@6^v=Q%(6ek{U=W}0KYZxs{kPq*{Z16o`oBL%KC=m;M7&K zCOo}%0Q$S?K>Zod ze99en-u9_afBL?AcW&Lf1tbJmlAry=Cx3bAFR^^~?c4+W23oa`kBnQkwQKJleD@KL zc*G+g`AE;T+kT*?Xn*tKEa!hI_4F@D<}@=PZL(~K;)hF7=@KnzpMy=pxf+%=joxAU z@c4;r-KyKZfXYf{+-@_?vYg3sXP;VK(R6mXC)`T8-{)l)Qzj=5&9^0E35za{a9$V;kYXObX*uv8P?}HnL5Nz5=zO&0sUjpaZN#%J6c}hjk zFD6Kcl`QxsyX<57hh~k`9kKYJ9n*4@j6z~NmIi|r)x)%3EEGtrakjJzu_8oGAyey4 zL992g=JEZaUm-MJs@x_b;Urv;<31M`+PGh|dDBEusiPxf<7*}q&LkWmYVR{CA_@Np zucIImynv-qF>D&ai)A>nCTYP*rnuX)g#GuEY}qj#4J6x+tMXQj4?U3D-LtccMBF%@ zBTgS~j4FNj9C(8%T;;t=#oyy;r7q`}gi?FE3tj(L-MR=YO$r?K*|nso?L$!&S;_lwMV? zoKUiCLVxI3!tg`eKZiw`Ty1g8r{@@MPWh?AUbgfoAQzS9eWbbidu3ze0uhvts4(bd z2TmXjr5Jq#jcHlv7cAxf^H$`}^@!~MLlu$Stz|_ zlLUrI7A5mDGuRDv!l+z_1fO5Pp%&nu&&{AC+$`#nA~>O8Jdab%PaQ%JbP2j3B?#*& z$`Z?AkR@DXyL`wy!?lU;4^q!#h(Ig|tG(2=WrN7650a3}Hept}C>TEB_~W;oaNK$4 zoqO_$C#@P?RjrOMEw-Rr1UwW+5RuXkQZU&jC2|rMb>pd+-U)X~w8V*KG;&;M42ONy zh%U8@D!5ZTNBg~4(lZR8M)Y@-=zNV+md~(g^v0B?D-sszM@!@2rds`F?~@`15fNL% z&@?Lp=F9LNXO3cxa?Y>>$q>f53O5l_tm1j&6BC^3QV3?-JgDNr6ng5}E-1i&3sT9b z9R%T8iREQYofguhu~mW}D{x(&81DU;d46ef#G>|JmfBNemJ_22HmT zbe3JW22Kmiy(A814#Be#YJ@*}yS08h{44et@u0B0B#dy@p;g0St5r?iRihJOLcb^W zJ4*}8ozS13o7FF_Ubp6ylTStS|23O8qM80FC!aPxJZcg%t070T%$}kpYWL$w7d{*$ zppM(J&o?{u^fTZ5mbX6a z!V82HTC;jRY)+ZBB`aY|E5##_dRQ}WnByp&iZmH?9VY6cD9dP3_1X^?qwjBGFIyk4 zNx7Y6pE4*_Q|bOaNWE!E{$E)fIf*j+{^tDs{iZ)=Gs>^?f1-ejKT@HAl30IP=y$W& z{d$axKo4sc$$t5N*QhspZA@~^aavNHWq+&(_UVOe71NCPEFz&WIY&nZpYo)~Kkjjl z*?#xEH{E#s4cA?L)2+AMaKnwr0>HQ3w)NOYJ^E44c;+)sJ@I6kLha7N(tN6Bp^%)4 z;D{?aFo{RQ0pGoM-#t6-{{7{b-@W7BK>Tjh4M60fNgKjVw$R;%3BxJuR7}`6Q+cp* ztCqt@Ce4j2)j`rG3NbTJR7)aEDXH_sL~@%=f$hP42o|T%63z><&i*~KAR4>+iffw9 z`qtyNoO#w+kG}ZP54zx@_3Jha3^tY*K{C=}Ay5))mo?ML9PQ<8@R*Q-T7kE?w5Zh& zI=^Z)(!45|k1E~lMIi+kCDhj ziOEolCDiIh?kuPCB!C5r*{bu;JI`R0+!rrA@0+OPVahg4i{FqKm!0<-0Fz zS7)bdvu8}XCxQqFAcavzx=ITPiLp;??K*7{CfbRE3a`jPU;)cT8;zx@5E{s!b#80c z#`k?&Jfujf`v8qsbdYAS>2*0SzK05DoLv?{&T8AJH@OlitZ^u@V2xPv!8IG1F8RruiS8>6c@X4BX61^FMK6q zh@gR|bNPN?@7^QH7q;Kox^XL(PtabPK_&2g_f3q9Ain7i4P*W2%I}w5UE5zal@ZH9 zSg*oKu0P>%kACDMAAZdZH~j39OMdo~pKrhCZXZ$B<)pnhhp%86KJ_V2{-=Nbrwh+J zPq4_5-~xJfY57F`Vpju*`LroG>kY18p(mg)*5>5hj%+KtAnWV$i*8O)Gp6M?kIrYV zNiMS+uD7IjZmN9R@(sIRiXVMj3Cqz{z48FL?$a_mL%WdX`brP7lK!^{<#&fINaS3Z zXK~S{#1dF?x0+7fj4t<9TF!?Yg-KH4%eK~(FD)*@fI?&+%?VFC`FQ+1?HNy-o;-Z( zt+yULbm*8ZTTedqlnrZ{_gn6Ckns;_5C`If*j&|07ey$gLZ(dkk8Qt2-JVoH>9yzH z9qswKUb5D5hKHJHiW^|3w%;5YwBZ|9%uc&a3fwS-I+7e#j9aEgxE5&Ih<%cHB`G?P z+jJG4;dX8siHSE zfg$ZUjF?dflUmJlEKg$e3eL+qA=W`B4BBeri{%I(y_UlaOA{bvjjl5OF#NAY1|i1I4k{MJvWh>5Mqe7%m06#&@q}-G+^?di6h?ciwpv)$EYo z%}{G9oGV!^?wR>1K}@>DmAQC;p2~V7N2p}o9@yGAjPbyjy@u*dz{5ra;mW*uN+b_& zObcRXVS)RLzCuiLY;0KmB*`?VRjFz-73{3-kW&(K(RIDS!NGF!Om&r}LAAO<35_R4 z&=+b%J9QV>{w(35VQm_wrM{-dA#==Z<>!@c+H5W!$gtXk)KtSe5#h`j?{8^^>u z&@M`)m`prMV^hvitv$Bts;22VJ+g9YfnA-)HQ22m=5d)3QYLhE0 zI*guJGDS;i9b1+n0p=qyW!qKPfkls>7e4oSf4K6hd$!-cu&_KoKaaTXlb`s+$35zi z%97S*J3m%amWyHgbCX@M-xs9M-^_ur3eo5O8vT~-h|TJ|6}&nnx?ym93xDdTM=PT0 z`U-kBeId??9#)%xTPkVoqt{QZK}f0`D32&*rz@9X=k5t z<{<2U^fEG(N+Ot>oyYA2F5h8x4pM@>lpWhDdSqrkx_)}zn3$`65S42eO3g{M-arLj zY>K0xPFpJ?+D*@xD&CB}u` z1gJEx-sk`o1kENE4`--cs{>`s{q1V9_g|OIHC5&T>ib#`4^fPzPVaKF{ zrVt+)8600VChtR-XglB7A*h#Ko+NNgC=}*cUVh25sAD2}NR%AY6eP1@9veqMS`vm! zl=MhaqcHKo)MnH{%5J+=t*Q0~>c<^_B4R^Gy~b(iB77rui!c&of$z^uO~XsrylK<$ zQ=Zap!x*X#4FID+T)&Uho8*7+EVqG3VwGV?uRZ_)gm*DfaiO$GV&1GEWZ!Xkt&Eg0 zo$JL>P_KGWQ@97!Mssd{mOzI%nVFq~4~a{dnwf_81x{zBojEjpC{CfUNgapi;>g&< z`nBsuM(C;F+;PaN1vpifYldkEQOpTuF>OhXPgP^mnW9Mg6^mcZ2|95KsA0gVog{dZ zYlMwePQVY6YGH)AY9kDwv6n!Sc2ZT)ZBm?-Ynci;FS;jpGc+qyG&d`WopN899=P7J zy4^h$kKfnkU}e|`Unz^_vc-(stDDi=vTm2tB%!x&6I)$s+I+u5JmA)4`6{cqZtA() zdO~kbF35|2x|Pzg3XILW@%75P5=nLAN9if}VVbLLZHZ8Hsym{((u1g^ky+ixb|SC3 zJ>IB}r8v>FGckG*{Dr+N*TS*IM#?!CL|ArctCFZ0m#4@SZDh%aD_NocJ=d#CwJ^v^ zkJ-BQ{BzF^gUSlx3x zRJWtq2%c2kt7B5)*!J|K&TyCN37UvCTsuo(4=ibRYGwu)3@^y}7wbbfy7u*&_lTen?&@uPlbKM-8BktMJH+=)dLmTl@}l zr?b=3m1&J(v>ee@DxH~{DoV|Gfo_drItp>4*00~#92m?YI-&!0flJ)A7tIHnvRWGu zOQICA5L1yOoLdN3S)ItVWbziA%&JImSdk(8Pc21OuE_?@=i{~=2Q`e#+{DN-T@!~i8(1o}UMnp> z3{wsB=~VAJ6f5ofypMnwrAaI$vW$sRW|aWbnzQ8eE!efnVfr!|OBoSUE_#ikoU%d{ zd>=GMk)h%t@cAk%CU+XxEZsJRkf+;OT3uwjug@nwI4Y8->{jsIGACDNn!3PB&54TJ zS9TXlq%2xQ(x2?b3yt9CF=A70S|lhae6t+wS)l;#cO2tLSqaGwbjMia>p2X|>M?>P zVv5+dBxYC;K;VjDxuLKui^LIcIY;CQv=r~?W|?%f(=4EKX#*rTK00>ti6=m*a8<@B zA}+S;K;YuKYt0&V#{!EwvFF*w|8j}NaiU#EqL6KM_fH+(zWweSZ@gjq-8=U0+dV%! z1(`BAGY7l`QfK?`-TjpVU!Pf6c+%q^fBI>sx0?g7l40fy*M@P8Dt@G`n+?K~Sd7=u z4+R`jSD%*`X+V-IeFA^fWkdcM!345e2GQ8Ws$-AY3g<}0Y>7uR@1t2I%+Te-wUBc6 zJQn^qJ)#52$bn!B7AGRJTCHj^t{oCDP?U^G%L>j8GQ3yZlTJG69=@Zmz$Y@m^3i6vXAr31+99W)8T`RFf0O&h(C2n$YVhk#%y2^H9W_l!5EoQDvv%RP*yXTCRsZ( z9bTMBz{SDnQxQEl10Beq!%{!UX!8F!`TDo)R4oi$2gZ5hCErZl_=h|&{{gtmT;~b z>d|W`(EwznA448nVXEtNNR_fW$+dc^0bVRlhQ8C~$x)3}s1R-C(5ILS8C0CVuZyo9 zzu1|`d6R(6%n}mnIF=qv32}>@x<3X0w5seT>EX$E zj*DXs4K^VXdN);D=;xx(C`u>ptvEwo58C##M(_Qx*j}-$bHLkA+T(dQG#I? zRmOu`Hyv~K*=O$CxBHGe?%cO;FA~d>Kx6}@<6vn!pd=fg7+tk$6~envq)1T$YJrDN zrp7FfL}1Y(^8sOc>n*Tw8S$T=nZK2`1hR-&mwZ9pXsyI7RHdMi0xD# z@z4i9=z{b29XLF{FuP;NJ=b4*-PYrdJK?x(X-4HCsVOH>c6-xk&`ZO8iZeEWa7RW) z2C7;rtkm!tOkk8RcV(r-8G9lKrsfolRt#6lFAV4nvx2zF!QJ~1nop${;Of<@;7Mq6 zE^WN1KqF2GX_Tawf?C#%8#f@*9fzUo+LGD9Fvb6`BvNT7QZ|ePkzzt;V3vDP6*@r@ zEtxIqo+FYBIDff@mI#TX1FJHU4_G&u<(7CFF;Js8Flr919ud)P>atd_s`4ze)G1T( znDD`gOI~#_ubA_PWAjk~sd*Yp%rX#VUp7KBxzua9K!ri$7Tdp{xhtB8@D*ryPX2}2l(27JVjNN65( z4QqTx zpZh+lEA%!M`ShYlShxOki*agB$$V{foj7U@TnUGFpEI?2? zbAjSGT3wtYVG`O?#7@GXrb#Get0A>;B)+PYq$dKWv>eKvzz<#8U#|GZ+%N$Nfb z4!x!I`T+lz2jydd_heC)NMM9_6`BT5mxWBV1_HZk{FTQ+Y6I#cRs@JQ1JvxZqC_)UCKp3WuwPf zIrj~+&D);q9J^%$h)K>lsc(vWAQ{F+DO~3nmWIS2kQ`FzO*D88m_OJ7^*bDdRBsT>!^wBuv+)NL#I^Wdy^*1;k3o#)Ji|VxEt;K4TV$Z=^gp1)F86 zhEPW4RBOV_T#_oidSPy8+ZS6V4DV`BTJil}me+9yyn1o33VlX zKJ0=Ix}r9DIoP10-jq#CUlqgC4Xxv~zNwTiYTB>NziQJiLmxd3NJ(Jk?Uz{K9g3~k zRXF*Kw@dO-Di@S%VoFy>1%nRKlc;sGPN@KaxWiPnB*&6iW2u|?oa8NH5!k* ziH4ixhodNAq?@ua2>d9FBv;sj3F$p7S4gjv^GDi@KAs28B@Q&LNFG))!c?SGb~3{- zDuo|01d(Q{iYR-tjN_yJV>nORcPO0;o`9rcD4jETLJ<$4Gg8=4ZI8U8-Nt8`j0w+7 zrm!d?>?b8xocDUSQ(3~65hh{OrdnWQ1Cyg3Lww#eApNB|wN;evB(CYTA*^EG2t$fs z!}L6dQ%o><0j%g&(;N^w0<4lUk<}|%ZFgFG}PEd4&>npLpF*8-n@d1g}?Pz zFD1|~`!U9)GX@k$nEVMH8o@vCU7JLRhv1z zC0+?JSV>%kN$iS4N$W}-g>KqX4IM4)5IY&Ky&ADqdYJjZ-*@=n-8=3JmX=`<_;Ca{ z_}QnQG2B4Jw2mj`3*jdYQpTE=JM^n4O=Rn$-t*t3O*r+m5YH-CFcioyGshWH(V7rd z%15h5=VTPKNw9U6MlV$v+r@B_f^t>RlSO*rNIiqH;-jo+LDa{Yo+@3pAznv;2~p+G zK^{@~riCJufoYEkvM`ShkHR>Lk_c2jxPD;5;QKV{1TX*&uspX2Fe3H3#GUiZkKCjZ znS;>>NL9V7PNI>kOf?SGY-3J_zfwcFe-iR@B&^4*y4uqwti+xMo&;JRz%rHM1(+T- z-=>>uX2!hmFQ=ZquF z<9d00bBZO2bI0rilSqFZ@fS=x=0=Y7Oj=Z;j=^Mq3@Z+jAdTrk)^8DxHr&4T=U8Wo8ic127D8OYK8yh+PxNQX@+gtgh5p{-~nwgr? zXrNaoY?N7BMyXAa^N>CfMziIZZ5UFpyyUvW?SNIdn#E7DV(Fw>hfH4h`S}HDn4vdE zgXDawsp^PQ6U=T?!?fEbL|6o{2jzuAf$~7O(Qi43z@oU1BazppsmB+4gZT{lYH;gJ zQ79O`N2Fz%0ZvvUUThrS6_9dM2WNEiPgBI-&}Dy4!JzP0Idyf zI4YY;Hqfkfg7D{;T(W2PZiP&*S+g4Id*8uBbOTfJO%4n;Vd)zgL)iD-ci+Pv{;=2n z^FKZ8!4F|ir1k<))dabckDV<%$%~&!pg>v z!uVEhZea=cz3)^SmH*QX(=vbI=nIlXm#~Dr@~Enw-?m^w$xjwZ|Ktw4^u4^tfo5^lN?s9Sp=nltO3IDDi~=98 zB*e5z_+F-tpN3I*845xYL}gaUa3XxVGPly}SjA8KI>Qwa8~sen{b{eM8`4A5Yv4(< z&Z-*}kePSWI?~ofcI!B#N2WJEHtxADKw#HgbLTbJT!V%RVZdY?ME{m!ww{d=+cVD` zpBP^PIDcs=GnhM~$W#Ybmw*4lEw?7uA0hab`;XD7c1$3uqsXzXdQ&t^v$|ruf9w?Q z_CyXMS~5b%?VC14KY=c0CYDGs&M3=74g4Q&@es}x322i3$jtmAthbs=tXdFK%`I*ob1ekHt?;^538aGp9q^de`wB~@EF&3K7hT}a9b zFH;S5Gb>tu!}?2^WsFQ5F%?XiHZ{y^XOuz)AJR_Bb5w;3FK`6SboBsemgUlzii3(r z`2SsZZ?`fF1w^}c?YeXO?RVUE`#pEx1Dy=X;5zp3_$a;sAlbLS{muXS`d4Am^BQch z;M5rHk^UG#80^`z7yd4~NV%?utN!$-KaKr?bkvNkSM^Xeg2!}tYI0#=?xd4Wz+ypj z$^!@X&dg3ZhK*;DW;B@zkhdI05rLg_XpEq~mg2yqnGPjvRXwa^_M}U~zz-om7p0*q zZZwWL)EvT*uz~c}B_OpXRe=e!TXBqBMM7WL92pvw@KHKEFaR$pQ%f*rdlMV8%k|*p zGU<)iToWc#s*fceu;XDAQn@ZIw>v>A#6;qpL=`|lRKDlol3^tTVS=H1wgVqKM6FC` z3HBB<(4N$OyVpK#&{7eDfm&wBQAPCNmz2xD<^5jGpFBpprB#9y;^ z`kKEoO{H11#FT0+NkrXf6p6rmI1|-|>%bo9itp*!IW}nQwC9!iJS@(ybPI=Y6*H(1o&*3-jm>ut4&o zPKz2EHv)E7CxQ(+3&?kS*-s)|P}5~W5FQG&#GZZofB1tR;(k|f|Iv^+jt(9?gw`6X z$Ho}PRIVC%a9P|-7g<#K5|^U&t;&M4Q5(&{H{yC0zX-aDnhlS^C@bk|ti@1S7UKTE zniitEROCOc7xAu{kSw4jJqR~{Yx+|0g>0~qq#d?8aJ)S`_rB@%Z^ToWnVSL6Ti4pL zY`1|MIy@kpHf9h+`}Q1$Vs>p$Nr74&7JrCPwi+yZHrK6N@3E~OYHJsN_q#vfPyhpC z`f+N6RmRp^wT@6D#;tsMGaT4RQ z&;<)}t66oB+lTT>jF_ICVfgclm_h&)MS+iKE^c%uS~l$jk-DIrEG~6~MkPhe1TVDdO2^l0-TEQ&MEYWE(13n$UP3wlHdo}?4tLD+Q=a7i<4_`sJkx%u(}k?E_}w+IEc6c`gK!xHc%Q3+1q1S?AF%GPH7jP zs!ZA3)ICvzyCI>XBiD?j=%kN*2tzv_%rPM@2fgK=t!$)aVxssM_6B++b6 z4Ek}IMcO}t(xAzS6-LwpzbynGx|Mqi%geXiao6p4+LU|}_z4R)RMV64z;g9J@OirVJz;5^_O zamP07hGngum@pg%U%_W-L>C)|HkKS3`(OpS&00HyNRA2ok1fVD&D3dB@i1{Onzg!Z zyPWoM0+HvM*24TUq?Vt=xQ!tusPLq>{kA|hjrQ_#l*VBc!n#ir%0aB9lrk}46>q20 za9uoJ$lo{#Du3M89BdNn!A=5o~kQX5^diOGU2_9iBumSd%cp3qt~1 zm}K)y6Z;5_}6X))9yZq&|)rMl7m@w+FFnF>+&O9Jh<) zKMt(!nkg+P{4f;3U_t9k)H{Jr?Svhh@e4=#-k4DwA`6G9)LL9Z+8%ETb}8aRu&pRd zz&J*aMfy0kI?K($K?r8^CY?pm=l-K;yQXB*l3@q$~OiQ(CgRg9C zQ?|4?D4>Mbyr%d7=R--H9hmW&wcLO-~RT& zg9i~lTf1%zK7<{bq`VyVN;GIl!T`tGdG7O``-V6C>-sh8ckkVcDUYd6om8qVHcUOY zjpZ7%5l+IeHcecs!L*lCR!+P2AGqbt+i$t~=HLDLvKwx`WfmGf@=I4?6*1(PP0wpp zx-ucG$&l}R9y45?i&IujhxaLBcuGj09o(z9?Q;_IfF>iYamcA0F}Y_kla?8d$MuG_ zEFD02O!kSRze78*=2lq3@1+z0?BYrMt6f3V20ti)g3zGbo~C{~!0KiGFi!lXCH##? z!}OYgssc97Bo|eh2(>Q`Y2k2z5U?P+f)gXAL+c^qM8WveoTW)DXA72Th$oLDXm4TN z7_v9yW`q&0+i+Zr7iJw1&#+-JYFc|1`)D$p!0dOBvO(7aYm`$@JN=;#d-#^En@!t2 z@r2_qxZuK}fhJ~xh$ll)`qGs^AsUMGR*VTFLIk+eBrzL}9v&kIJG=JmL7aW>zTG=_ z@1CDoa7cjZVs1g84Ff1TFo@XJF~=OUWz&{5YuAl6n+1__+J^BN#*WF8>Kaa@#zSl@ z&M1Ozg;aB-QCnzrUiP>D@T2d1quIpSGgN`G)6O5cnRr0O&VsOF(48z1|0i1$BY>Af z9maN{^?@3+1>!eR5R*!(>M^wdyWRKYrqPpQJ|my`wp(j@j+aEt!4R&>jzh5u3CA78 zy){f~M@$lEnuyZCuv}|#X$H3iK8I<0z-dIG4|~Hx`bQ8uk>85qgeAuY;b(vm)cVJK}+8K{O`!g{MXqKPdVtSU^XG!kw*Ly|G9&%g}#I7TAtDqva# z1JCr_tdCRFTvonyAf1B;Fi$YA>LbHI83b{Nl46{3YR_KV8$fS~>B)o3?WKo5=wW~U z(w98`$&W{BS6XDpmtTJMo8R*08*aXFV$HhU_uh?E$#=i;&1XF23AiB;R#H$P_-QRT z;CN||YBg`UV75%RQl{T3u<>SLL?5B7)yx4CN(x8Q*P`PiCt{&Tl9P6+%GtMnw+2R1 z#iDQo`UcO@U(Cg^vsMH@oakD6C1^iJ`zi0Z-x1q9WGm39d`~N^3l%mxIts`0v!DIk zhd=ZobWi|75lyeKET^U>4<9;&Fh$*Q&>0+gUMXmdL9f~zY`pPb|Mjo`=C6Z}k1}xz zb;~R$NDBr}(-K1h|ET&9wMOHFFlF2u#e#>Xr*`e$d)FPe-+Jq9x7>W|jvaR|p?_y8 z=nBULHDkl8!OYAm0#<;=7bF=@6GMB$L5|uH8Ua}@{jnTL4$H#In5!iG00>LzglR}& zC(F7pNa1lcovOpSBpk;Nt2SBfDzqJICgi3PVhF)X97F;DCEQ2&uwYcy@fD)jJgD2m zVc$VG8T2pU(2%=5rUMbv42ZFCIWWq+}*g{74&M}kLj(mEc@ z#uz3i%uF9qqgXKVVwU_b#gP_F^?yqnqM=9cS!bQ|;DOM{FW=!DE7noTI!dYQ(bxcrAF>wO_L}Q%K6LOf z`Vk}Cwr}sgJMX$<-+_IYs0#~=2M!&K!jO$|q5#iL;Ic8oPz)!+jk9b7sNe>HE&`2Z z;Ev#9sF@|?P7wB9T0(JnDDGnzNPJyvuOy;))?V=NkCB@tXO=C=b0a~tEe~6!tST%T7&o|Yc-Edn zD4Io)!-$jRy0}>AHm+}S!O>qqX}lrLnqcllVI(DTY?BUs5NYBzPH@|5byo4>Mh&79 zoaexxTAG}Lvokt29z@}R!w3B&YNzq^&YiiVHogjOPTjNr^m)&H)0^HrGBMG2>%RD( zUwQjG-;p{FG~|JM?tJ!(Uh?J7e!Aw_v$G5I1x3ya2$K1(Qz58}5)`uyw%v6Lg_cWD5xpx*V!57UU2{cP- zS;Y29wVkvh>+ydU{pG__Y6vnIPU*zz)z@Ep?VH~8#v5+9VQ2{U*AR}^ZgnsdQL~Ol z;hE&+hC*x7OuIA7uo(l%#3+kP6=7!a18)FP zBbZ2?qJbb?c3o4P?)gR_z3`kwrst(mh+*dBW1^%D#x87S$4v5WqbXOHW}_h;TrVf# zGVGY;Ein)N|IlU&iMHo?m@Ci@CakLTk2*N~1_4dtC3RF9Ct55DZFE$Ee%Hf;1~&*o zt|y#`s^{ZQJN5KaPCISW#`RW_YYAa`Mf?{20 z9zJx#O*dX~`4zxp+<4=Spyew!nPRZtb7_Rd^4*jm9}4f%21E7qv(9?lW1sMpCqC)I z^Ug6fQWPa^Kg6VER|Kn6E}SWg4Ap17MuF9Ly@=n19SG~_(9{enCmbV-!k`L;&FZJv z^IWASg=T}q9UC2?xgppu$KtGj)r+IUU`Hw?@+04Gg%Dy;2c5uTx;sc?w($`@atDTU zD!m=RHMHD9Ky)!pDfQ4N9Pvy^NTjX>!@za$9V*%eC-#!frxH@;j!-?yrvBB4;F%=XCxmF>?F3R0d-g+m7wQvGChVm<%(svy2Vm zn$r+ZP4EO&(>9<&>NU3&w9JgPet6)pF9%?>4~{VSY?&j2b#x#ZBs0B7xnn_3@TS#a z3yK{8N7JJBHm@}jYlB7gBGDd81Tt(wd9{-5= z6jeG(NLJ=^>3*7tp299jmil4vsZV_J)1Un;{5w=XhH;FP)N$Lk{mJv5cjlRA;ybtA zcKbKK@r|plx)Op3_BdqCzTJB**M8so-~W=ocX2dFpwD z7-WJ;cWk6R2LVG(v6NDrEWp&q2aMuawJZq?6F&*pIksubKc5414#db0u01pXJ3!&Y)qBrGGZuipk)&Ad)I7@$zixDmF8 zyI3C?8A6&3L>ZgcuiLV5Qx|UmOLlQFrwF#WN^M@Wy3C41;~)8)R5UPj174yZkuCxd zFkE`+FaL1)A8xtjro)FORiN9pJ3Km!wT)vkLrfHJlGkS_5ibAFPO%Z|a3g?9x+?3$ zlTLcvQ=ami=f2><=bWiJ34)Dwk|xG_d=)G>$B`X&h^$587+ErSO7H*urbfX7Z(O?t zS|SX6C2K^w2;w^y-vB}<@}(9giP-)k!mHS|Bm`}FnCFJ1z6Bfwx1+{D!T)2M;>y{e zFZSb3yA?!%w$8<8K*RA;!Q+`nNZZLKPXqse_O>EZ`@-E={nZj>3`jS>$dHx2mgm(;F) zpEkJm6-lKvTc7AxlfGMSY8H`uE z4dZA@=+&WA*KSz%#(#OkQ=ass?g6*owf)U+dh>U__r29?z_v1aaR0%n+38pQ{j1*e zmbXAIfT2PiR-Bo*dg!qrgm6c*dWc`o;roF!gLfrv4rSvfkcl?YhiKXzhsdmkKJhSG zSOBd>c5<4tS_)th-Drcgw9bS9=BrmVBXTX7rpFq?)Q_{sa-F2&g|Nbs4kM>o+F5GD zEr%h7kg7$s%ES$u5l2xI+(1i<2}HAFvv&gTET6Z_mTC~wHIpjFf!7@fqz<Y^0+o@4d@vL{{C+_9)DqRIg;{!a-F9V{=$!=s8|m?vOX)KGtA5=X2qS#XkL^eZkX^@3;peF{O23x=ydzEq zWWDWp1z?;tDa^}?!3#TDQnc0o<&#kp(B`$Ne=kSV_5caX`#7^K9N6ggOwfpp^Z%>} zPGVY|B0RO)pOTcI`wFcx?QF`hxRir&o-qDHzgfI7L#7Iy06H;@Z*zl&moj?}pLT%Q z0+@j|*F4*K!KPufBuw}0-)mQ$wX4@8((@dP2w#VOg$2Q4qrt(&rG>wK*6)L9{anXpMHtQed~+G`&T~aDNi8-R1D}>Xyt`4%%Y_H3L&7BH!OdqsOo}DC2*SHWY9_4P&X5}5@D~> zTZ0~shI+N>O~j2X4Xk1^iR+dYM%+D1qEOgegptgJb4OD3nBNt!Ew6+Hw8U}ZZD#On zUZ&tU&4krwsmb7j)|3n6zhdPTIrvB_cOr;A448M_AvzkT!_^A+e;Bj)+IDT_#es=# znI!pTtpw$CXw!EOM&SE48r$#Q{8Cx-P#Mzzd(JJ5Sp0}m!SkC0MEbRg71Czhkg{)8%@iw7v|`v>Lt@*xfRc>v0_Eb_7aXo$?akw;oB|VRPB8u0k>4vkCu;XVYCieD0ahClrtB! zgzE4qb~fm{aFPmPc*a0I50pq=#MT>*Rc`lr?b-Xabk4C^}gcm4@10llH7Z^S@a^6#kpXrP%_}auSC%W8*+$ROfO*h~C?)Sdu zTi^Hw_CV1S0*1IP+9k>4W-(MH>0$sGF`c;Z#BEi9&On*Xc>*QDUJX?{5tCWV79A@a z861Ru0&_l=|L-pS(8gK==Lht9E9>y=b_hx8q2m7L!k?e zaz>d(@TjEgW<)r8YBNJiz;qmhF%UkUM|nuGo_g?FG+l4A0Jv5a*3CGw=Mz`&5AZNs_~5XQizy;Sk%9<}6v4syL#b?8IE+-b(&vQ-Y>2u| zDMR6UXwW8QxRQW@ip#l$iOAFo13MH-ygJLt5{V%j0gp}zLvDKIKBmJ;bwTn9E3>6l zulDawq0Y3R7SkrpI4vy_N^+*tiIT)pqICE{fU{9;n3PAVQE_;idt0fEy=<{-Mc^wq&s^6zKLAb@GH2>SAn zHy5%r3d5~ik3H>l##O^8)(kf$vEw>O`JQm%Nk-*|emkTzOk&{WZIdR2f67QIWAGPbA%vZ6nqDOXB#@a)HFNnyyDlAdN9%NeEz&E@Dh# z)+MB{<%Vxtt^?!CXH|CKf)AwG%!B{{zvcePS`|u945^3`Gp4|vrA5ET0=8v@NdymX zY?w4M-~7(E-uCvl-*L-r00^yGy~-3IsqcrW&|~51P|rL&Gs~)eZWb`$ENJ59;J7HW z3VY* z)pm~*T;e>}L)k^9BP$x9g+XGdR&zY+N2%1|w4`_BV>Mur(oGYaUrJh2aZ}iLJrmP7 z!Cz7XBE_+$c8=i!N~O(qOhWVOc6IN`jM5-V-L zm~02GKR%i!$htbGyi>oKzw)~pWJ-%PvaaSHiweDOnho3r zhK4t8*oYSPVgO)^w{6?DaXp(}b;6ikhi$dexV08R5{-#V=p>f!>b0wJS+GutEDj>B zGId!6+?`bTAdN(@fR;mjja{WzsZFzpC&MdRhg2CcJB!&w6v)#T?hAU%w0$^!9)*oE zVS1tHiWY-tFToUHgqB*VHvblFuH`6_cVHnl`}@$)lBO?qEEGgqL8sjSXpKrNU(_aJ zAQ-2DJB752{-}~)i7*$VPoiO#$=&Gq%E>MIF1G9-DR_=XgDsW@X$@Ra-W4aa7%VJ{ z6bOT=th<$q->#t4`DmNSu?LnNwMz5I5oNOFw33MINJTxk8fJX9oa;J7vF18Sh*MU!pUc!bLQ~S zkXv<`x$zvd2;H@J=l*^BJIkGW?!5;%jXgVeBJqPC>;PiJ;lV+ArJYVHtn>s0kUa*T zRqMU~`i8jGdB>aIjCBs2Bfytg66FnNBmtP^xKA-71=~k$7SY`y7n^Kz3p1e~L297Y z(#Y@_9fXM4rrG%gh~|#pf>LxWhitA6-M*wE0M-g1F-?{v3qr^C96(>7$C}_Lt9k*S zx?8oqn&(hsVzrnqzUW#F$1(|PkE7*|pM(LDPYikEe63EMT$~;RWz}^FppS_;AOOKM zf+*_1V}R}q;c3V7--(HwmfZa1NJgBkty?gfj@JB!V z_BX$^XV<>5RjXjp!Cb>fxSyaK0(8xwLW{U~6Wk1PEoLH}wQi;x30LXg?dGPjn=;6! z)C;|Acq?|XN1)f$A4R)E&cPyFp$$-&AfohKX}V`!fxc3$muqvWtSC@a?Eg;=1Y4r1 zn#H9h;*4nZC9WI5&52d3(3t02-~TS!@_>K>L3ymtLftV5V;7~i*Is+WFE9Otc6*;+ zm45$?J2l%$?i{(p45MpmAKwX7D4q+?Ho z1OuU9qe6FuxVzTGUDH*A@mZx=9arGv^TD%<78o_-s42B0m{v?`S=|P*oh*cYi8{U( z5Cuu%!C8v9iy;kqas7S(i7Fx5RJ$5L#KEk_y^9^sWk>O$@V zFFn^vcF%T2dj zea+REUv<^xS6qH@&%UWy(Az8wqvds@W-+h>qd#_NMGgRf1ikygcfJ#I>}_v)(_pQZ zR=wq=05>7ai`L6M1OM~m2%;*d9BD!0FhB#F zm|?~gilIt&T$iRyRnR+e=#ntk8t`hUQo)!|b2~l?N&s(kXvmZP*idy?z^J)G=Y@=> zjO9T51D7lfT!Jt-e0YknFDZML^6nVQ1GYty1@N^H+44gIb72DcNwOUHSZ)!#wlHuo z4{Zkk&?LjHaOwkf-%M&Go2z5=!vn*#Ym5p8hUYZ^?(6y>v`3IJkmOc)2FJ78A;1?P zMwKN4b5Pc)SFd6)RTusv3e`iz-w;d31Y^BnCmJ3Z6+mWXVr%i z;Nx%0l8i*=v4sj3QAh_XwJnEIFR4HYhGA&2r9=h}1IEu&!m)td6CPs&(=wxuG=U>W zF~rQmJgVZ+Q)C%itBnE?z`>!L(PRuO0iW&Ny=V8Xolz2R+ziWgfTm%%h5QYUmrn(#QM+!{E1hd=Lzy5gFLd63^*8w=|2+8CmqjW1&1!=rdsJ0ra@h+ znup4S2FaA$7zCthM8-4hga;4o$8z!mKaPpsgJ2zO4mwrNX)|E~Cqx?rv5&#Z1PD{n zd^7_Hbnpxt1IGS1Da3N4>Pq-CZUddY*oq*{Q@Xv3&mQLKXk%jcrjVRU3t~J-umkb+aU9zgSF}BuuP~K_|y^*dwjxNcp5;uw*P;h8I!| zxv2P{!Yl=8r&}dltJ!Ek9{^KqFrH$iegrcGHOoPQIX2)~HjsLwLjza@Fb*(n78aIp zbUwQ!Zl6R!! z!~rtfavi@Nw3gbYYoYo8XtyY2ci~yg;F&}9f#G+)^BsTnlD~kOM@hfTW<6e!%Pp7k z%4U={Wl}6h|BG%v{ib+1)hZ5zr7wy&PcJZ2Fn>v3eb7?(%>2@kj%LN{p|n9RUY0I^ zTk$;|Uz)>-wCb`LnIyS-dQTG?kY22zA0Gb9r$6(qcfQjw*rvbM7<$dCUiG3s{ZklR z*x|}+uKns)zVhGS_$C@Bty#ALkMQt8G#8uy^S^xAr$6x@@Op{nzV60f|N7EByZ0_G z&J%=SIT2&UF`Sbsgt6@)erwrgom<0pEU0cY)P?1NFgM)M#vqviaa)+VlCg%qZyN+e z!ajnSBvMbfE~QEa&mCJ7`vDkEe5o>rR9KEWvvYIM_Q*hZ4PfOR$j@QGEitq0hUry( zXrm|u+7NY+5Fa6}Y!8zg@4z;}B!kFCt1_NH4|cMpArx5i*e8f39(1Wg$x)NcdTCal3UK{2FjV#~}pOte4)=DK1U*#V8uBZGFuf8*-ipY8$eK;cJ^8S`09Un_A{PQ;dRX$Sy%L%1*MOfN(T$XVDR^Q zKJdPee)Oa5<@VY&s~M5-1F@_bM~i}F-`+jg=gK?z%60`HNrq(pOuH3jpemOaHjgXR1RPI&p7<)-ozy zKlUI0@z;O;=Xh^sVGgG#+6T#xWPjo~!<56syW$U*|K(r()xDybbi-VcVhgg*(kIU{ zHm!1DJEUT};P$(?jV48}jj}4wv+x}0asY}zb-!kKq7h}U5YT9`f>ZZ!pJ6Xs?4e-? zZP-G-&A77*D}n9d9M3daBugR*sncPw5b+@vCrMJ5(FuZ_AxWh%Hm0o|RASezo0;RV z93YMemoQqP4;kO64Pu#ueh|bFPK4BFOyTGQ0K@Uep_x#X$61P9l)BZjdCb(NB*7wr z=!a&tE1pxY67>p0ry?Cj9jjpR&oIy97|RqYJaxEYVssOA$uyTm!iNe+DyukHYEn0k zJJ5keViF|6r)<|erfP!#t0EHs416s5?hG~(qlJb-j4oo8)*C*I$95Yw1ST6Asp4@g zP+^#(sIDFwhB%v>or-9)CbKj15Du2jwSa@q&COxSjIUbtyyracRj>ZLEnBxNEw+p# z6HS?vto= z(M9Vwt>1O;eZT+h@8;%ap!r8e$1rPA<$G}7o?}lq`CH%k>RD%;F*Q5)uJ?T4+u!)w z{=K{Zs4gj%mnOvg4U8aU+GMB_Wn!a)h*2;a;ux4x0E8^e%t3z9T@#-z2-<9>!on1P zX?8h`W7qQnuB;F%6EhmRC1PKMSWs&goZ<*mONxnIhC%C{4oNfUio!N@t4Wr^b!`j} zvVA6=wPc)Fh7%Ct9Yj9+M;exdm`%1l4#~CN0aa5<(=JU2eJgiFAcjQRvs!f+M@>8< z=p?rEgM>HfUWW5|Yi_3VlM4>qB+^eOwY0P`e&!YgriY$i5?XndnyN7y)WihEkG@v^& z(8M=)?cIC#tv8%`-bJ7L+-FWb<&@d!DcnQL=&@%B7%|1bR!vOckMIBJ2e113SHZg4 zuzmx}T>XwtJkz3jK%WMD?``k;z`wliA0axBDPLTq+r-2=T{{KC#q76cw5Q3NudQ*S!lb^ojZST1G+N;R9Kd}l^f)X>1@obUnURaz*Y<|<$Enofm*B*Mo zg93IZnrBx~2D@`xi*O|^-L%Y0etyZnyzXCj-Urc7CKiL3nMe$L3uZ5S3Ci)IgW>Z- zeo5bo6cHXaWDha08i6QAiW#Yn1KyTocVL z#_m-~6oW~Q8xmlV1&CG9b*K-)jZSB$rr?$i3=g5dbKLeFPVdyBTCn^e6r>VS9@6xh zOB~_`qx9UWLL}-YWWR+R#ti$4FT|voG+^2TvqMHhTpDXdY8H*ZDyAzFzmgWC^rYXH z!p4VH>JU**Mkh#;HEY+Ncm4$kEnay3g=i+S*uvohgBy*2vRv*%ZFaj2mOkZ%J5~nS zKcLW8{Er^LhwUlVWyu*+!WKmImkYxbfgm~KBNkzGqdnbGl#7qcK_mIma1b{I=OQw-QY|ZfkRBVBPAq*WPgb8~){AFa5cbT zKfdbk_Uu3Ol9&GFuP*rs4XA;kfuSZ8C-I;>ypSsjj@M!%9SY@4=qyaeTbFTi#4TaN zumZ$$GKJHa6?7TIm!Oj%)UaBbwI=j>0Lje|Ndzkkfj^8J9YVr@J*yO7#k@^on4ZP( zcN8myJ8U+bnRN_5_ zGZ7mKO%zrg!b>9Z)Y@>0aWGif1oMeyH#j&9$#mz<*Pn3u8K3&(C(k?Q+}WAKSnqUQ z#f?ylA|=xyl0XfRH@xgG{~GSymSc}W^*`cRG$1O}kPv1E_aDO3{Ogzh20wyK`>kNcCFzTT$Sr0Fb*ckbR#Eh{ULjTZUhBrLA%5_Z6+zv^wNwIuZbJPD?ujXhS_FD-v!wq z!;&89ej7Pzn3WAafjU?%N5{ufjZ-yh1C0T+6pM%<2pF@fI*9N>uL6;-uUe&@bM89@>F-y&X z3ShmyP1zqA`}XbYiEO2sl{QFyO&7WXx)A;SpPIr`QF>n`yPmSEMY1AFWE3@QU7wzn zcvzfk(L;4$=#pRj@*^Ml*e`xgQ4TYoj8a}zC@FZCd`x?_oRAh9ZNc^#O3A`5XW zT7R^7T$6%>+@}sx9f?P)1On7WhZ4BiS{nd^0nJ7Cqn9a)%>zS4G4sZ5KoAYOdFjD1q4na@Fg3!5nqBkV`sb%^NijE5?7XH zQ~$$e$&c1>rblY!L>Z(7CB@FP&Ma3##~oJU9CykIfAYfT|M{Q&36glAbD?)xl<$h& z7(*36>CU7z~Yrx1lh+Xh1A*o95Rona#jhsewe{^V~y^nv%TT|0#0==nJx z;#Ft@b7UdQ9E83|3q1@+AlEbpS@l$`4?`I=X?+8`BJ{cU+_&c~Z+`37|LY6nBO6~W zrI-meo001nV+QEx)1Us#i~saRNt(^f&(d4O91-nr*_>@rKsYiY2IL`_Tim~QKWw34 zwj?3CYjKYC{}L%|x|Rpek~!E48RSvi4r~e9khqp&XBd-gwH7hPAR^NaY-6-egO`XQ z8xBvGDIU-ylp8^9zY~$bD+(Z_Oov_@LaLZHgCk9;Y-fQRrkv+8_5@KbMocVSIT?__ z6bh4wq+Yg%Xe5r$tVh^FwiWh}ASr;6Z886pq=qd;SW>UkW^!~1cNkWJ-)89^+nTe& z+QWT@-a>MC40O`2?T0=vP8JnI-EwR22=SGKPbC&l+Je;)1XSc`3&aZfI*#1spDuL635D5B+sokC3`&Biw)vLx3CK?$V zYmk!2L4NsC^a zX_-)0SYoSt4^m7f!Iq0Q$d8IncaS*{H6UQtP%lauJH(*TFz;9t^AJ^GwyY(gnIuSaA+0*Zi*w2|&i9y^Efda0Gdcx(0Vb}up)ZQ5}JErk- z){)`w8e0-t0l@!Z!Uki68etdwf~{hu^vswPlL$V`Ac0e4l`@nTNjwPHsM}1?VE|B& zA^ZQ>iZ*Yzi0FVh32rmtSi!DXoz%M1O|1W(I7Drc(_broJU57 za0& z7xwY=;X|jKdf|_L_`|JRCjenzZd2jprJ20dkp_81xniWOxuus&!$paanFN#ULNEWN zzA*Y|dX_ymH~;ciyz(1g|0*Igs2am}auzz5GI4MbK&yHXj#TiFh&Vg&F|Ok&H<)Y6EX@+-sx8}iQNVRz5U@jM3$7z(qebXv z0#qk!P(o(%SvprExdo;+@>-O78T-z{_7@}A6dED>k1oyTmM~nGGrmdy$tV!_MuC>F zQmKHDLRvoPfcY=1g*rsO>~A2pqrw83yCTT+M%}Y}S;~Ni$Em2@suAT&!lyw(K|7%% z4R7AZZ@A{@nGk;{rv}m&lw8Z$|c3O(zrv%KMn{+`X8!Gt6KKZM^RkEw-S25TJw$v9I z^zZrsB|LpE&ZGadVp@k?YO>G+{ODAUS+T_NGT>999<{gtB($Uz2S;FI*QKE9K_z$* z&Q#mKl)UCUN^V(neNZ*PBa{;n0(d4K&`dK;fkTm^o8z9ndjYb$?%M0O@3?zcu_F@t@WniMg@RD@{W(?d+xEG@PxDZ>*ZOe9qe7FO8BQ~z_2!l)_ zwwO+m0M-M{Bzy(kfN_Hyo9;>&q@HvT1UQ|8gMTyx8e3+ZYPN$Lf-Dv&(-|({Rd7AQ zWQJP~akF^j=cIW#f=+%!qtT_JN~@Q3m^ zj7fkleT}F;Acja*<3VY7u#SQdBZvAhu{NPOiAoYoR~)8lmI{RqghyHx^mjXj7Q~TIQQBp3%H<%PpCMbS9_fY1SjJ*7mEyV%Vnp}=&n}4>Q<5$^F~aw_b#PcIBJqrQ zIx-@LBI;}#!4M+)O9Z@?E`OHR5)@-CcFlt=6?y91)FVpi3xPTK?54=Z7j{l+c zz%ZDeDOH}JrTIlj(TPN)U3 z`h!$TM!imIQ}`UXQu^W2bB(XoU=U0l1wWyO1{`ZA#n7|Uz1 zl9{D7NZn(Z#QcO2r7bs$r7ePRODM##zo1NGGJ;X?TN%?88W$#Sy9zs+X##+DId>&p z=f?rUC$_}Rv~QB2z_}X+nNTn#WKR_4(I|*;UTQ4vz=9arAEQue5WH_I@r$f}ljFxZ z#oA)QTFMXrmk!I}xlXu9Nyx~%XG zyTvIdfKjehX`w{*BUoydWQuO3eL$HkdHKvB%tlbl>Jc(qDOo(;@JvK1ugxSNF6YS2 zr>+J>DrMf4uDxGoXjuuTEIS8XWM?@oTk7^>lp{ht^}vn4)r`_H_CP&gkVv)ph@o$* zHzu<9{&b7QA%xmdbhSJ~O+y=cj&6paJmT_YYxg3&t^SBEYc0_)sCltsG1VifKsI20 zBH-W%-x8Z~J9a9zBu@yd8avW6^&yd5kZ3N}547=Mj zkz59NaYtdzi1}&yLEvB>QD5L##9hd0st5y&tcRN-kL2zK@e65{|%ZwjdjXliz`MBIzJho$cmN zSS?B}7Sg(=v`vUhp=b+zPC6da3NdbWH{_MNF5|kHCA6BHax_(J)8={$V$}4rr-O7b zqgf+t0SqhS%$3M-otV)6)N#l}CUlG(1)*p{{zqYy89Lus(Q0HYB&D&Kz!5O8L_}DG zQJ_jIq$e(`FpY}t-VQUvLf37YdC*du?VzzMqIW=Ze(a+k#cc$ATM-AM`3H#0!2|n_ zJN}fHc^u1{ogP$ zlaU{Y!_WTb7ykC;FUK4hUp1i(ld&(pG(A1D?YM1U{Nficy5Pdug+<0*RJCB!8O{em z*&hZ0CJY_LM!m1a6YmSPwStid(J?D|(>EhEV&)GFGFxSQCyB*~3Avao&lVU1^Z9(l zB#y;D2I8@*_>q)E84~qXBBwfhMqAfojzQ9r^-S_BF1bH#cn?T8Cy9^gPJRxV#xQPR z>eoEZnZ(4KvGlOCZOu$_8eu}Dmdk(ziL@}&nC{}zO*1o00$e25l_*d4>k*(8_NQ+a zB^DzPiOuiZ`;F`y^GP1fGT zl2xKkSE*S3UGBwpG||r&C2L#~x&6D9c*wb@3f?@0prT)pJDi4Qu9EPYv3@!a<)Nrh zmiUZrsymg(RX0^Ec^@%D!+(9ry_IC{I=DnHgNw>yGZ_j7&HvHJqSqY+q2{%dFtJs* z61iq^&CrN(WIVA78fMT;b&pdInqT_1OBlsvQkLUN;-d8!znA3#kxQMCK)Rwa^P-&Y zc!W&ES*(8#sbIJ-)D;N^wH})3IJ~6pBj!wA*%CC6xk0)cPTMqvKY)voStxF<=xltH zrnE}bk4~hit~g{i=A(2dCJh!2hwH@aC=QrKY|{ z%TumGrKq)H$&QrcPoFU;ftHwuw>3hmkp7NVZF9nU( z;9xV7e#;CcFD_z8?|#QS|NfP)glM)gJ zxSW{~M%DwnVIfiK9*ztQs7+xgg&$J1s60Qoh|)3Al*-TM4avnIO@8@=B%P^bL6Vew zy$Tj_bfp(RM)4C>NLybCNN!BK*djBf(i(f7CzG9KK^Q?9=yMP9APOI@)k|F@p_^MU zMBh<5I}W{uIIMX#e2t1o?!Zjh!9x5IOe$BxDR3`XJt70v1}kpn@Zs8goVm3v{il@v z2wxOB^axiaed;1XXGt)Gwk%JMTPTNMM^ggea6w1MQ~GgCwTk>}ROCXzK^K>Tb2X z8vcDfdPIG8RSK0w!9UT{V|{Xeg*Hp{dKl%%*ooGncD0C>QI}Z8tEdEI2(eGSTE|(~ zJPRlFTw2m;Y$SBhL{|t^o0U_R;mwFQI3bvq=~kAf(spHtD;2##b4S+!n?r`w8VO4* z1F24pA@=aGXfYtyCB$ag?BmW=ky`p0;PxD(sW*Y3jWqVdm^Xy|H)zn|A7RB2Id*CM z>T{80Cn=H?+9hLCbvosVR{YoiqhTmaL$dX{09H6OF!j{URGeb95B^(>Kwn8A2VjzMWcjwj5zw{AW}f4&9)*@7MyljQB5JBQ-REFEq(py+@P+OTfZ#Mrn? z0?q{A?jy5HW$QTs54hp;Jfg>q&b+*rlToMA@f07bOqN+~b&sjmOwolBucaVFy5-uc zZL}L@H)7Klej#*8YQQ*o{WhhwHb1j1cx$Gtdj^H+__4T( z30SjAaBoNpJ>h&Hn1W`BDJU1M#i!q?0rre^@cg=j6?6XksL}xZ8Ll+rFbr{EGh6|*v6C}9~`r3&4}e4pNG1~j;Usj}3(wJ3*K zUz1_QH*_8_WCu4YX+;EBkxx-%%x!9Qi7|Da7ZXSC+`q7U%>x`46YL~2gqSRPl zrfJwX+JcThc9NVt2M7WtZ*=7GkAK{@+K;~c3tdFqr)baclYj{d-m@?e(N!w?Ls2(T!n`&Y32qPc{`y-iTI;+(g6CFS`3sx0|VZ@j;Og@E? zSWT==3b6{>0TD+4kIv4|VL0HkqXq7`OEZgD6IgFP=A;Kfb#ccdZrCxKJ7!MG2EHa2f+W`QI1E5hQ9DL2D7X&00#%k-deB6gl zh~F0U7WR;IX$&t7$ZW`XCa?$U2v0e6XQVzf;8d|1aGf@BfEi-Iu&Jsw2QBh}8?|W& z^ZUR+L|H`U{7wWd4a_K(d=N)ctXXXmRgnmXK?=)~@m;5?0Q644GGt5y;6<>;7v~r7 zHR!gFNBkm|&P5ZWTOHv9qb$3gIWMW|$N+F-+ z#%w0ew}meJZ9I@L0tW(?KvJR0uct`maUxK}yeH1WfIb^72m`fc2x7;vjYvAM`C$?lpCmT_vhiZotg2h$E%5&4Q&wb<|nI7Z^@GKsKcgki+wCSnk#6>%~!X5rGBGf~JrU!YSq8;&2b4c>!&S0}?GuP)TbDU{AEHbD%X=1_* zbVvq^=YTRY;5NzT8b+aOQfD=x^c;6?9`NOb>G?T9TgO<^VJBQ(KmlWW5gmP?uq?K> zMTw>`3ukC31S@jm>h-6caB_2K(8X0W1^~#dIv(*S@j{m5E?l9!w0JN>c_jiVmtA%l zppdIquMy7WoHmR-u7VCaCZ2uv*|>y=u2oo3UsA-ic73$8;SjAJtu0h*Dn}}$vW)Wm zGZpc8=-NrO>|qlf2ziV9fRnFXz4{T4csNA=($dn{*sx)0T$R0_4jnkSWBc6@{ZN)2 z;%!VN6_XBP5lsH2#l=s3>XRRM-+S=x=;($f%DRXsZzS{ySf9A#w$jIvqWhTG#2SeO{3wgV%$;h@ z=4r%T-~>wLaU@u#MELMenkWc}D$+t5OV?VNq@}!JXZ7Y452HSXN_Mq1%fwxJ;&N8H zs4C9KAVc7bauZN}CE6-x2*Iu2wf*jEufKNdmaUsNZ3ay%TuvzV<;CTWls7sWoRRaz zF>M@7>M&$HaB*P~l0=d%#BvZC;b9K2P7t$ii7@{dvP_mdH4)18;*g60G6?f03Vf7x z$jymIhDL~SV2a;F&j6ShnB9<-&4EEle$WVN@Zc`Gxk8wt=P0ZrST3N0te6rZCwXsE zTeKU(Fy~qr3G2ET@QrD=VvZ5f5kPGE3rou|ErKY3sO@l$rWo_o!p!W{OvJPisl&;< z$_$n13)?WJec&^QZ@X3$v#Q>8J)y@+-A2K&`1GtZ&pz|aGYAjm^MwWHRje+Qp1*C% zM!X{vze|pz2`ZESisY88Nr~=Z!U!S1&S^$UsW!}1f{j#-=!W*N2S4s@sEeY+UhJ@1&4e_pE3$*)x=Y5R*^?p1K-ETutIR7AaID` z1;P_z|g=blwwvHa51Ey!{?D`(U5D)B4&jw1aM}ccdGPoG8=Y{zF?SGg8gaKn%as3 zg|fJaW%fk#(tzRRh1q#rf{7Ekvk-@nr|>Z9-axP%pkU3QQEUu0MocHJ!hLSkV3gn> zm<$2ylWB}2-EG>LzwEQqcoHwn&8G>yxAxrfLOA35A;ypz%xwht4=ZJH0Vf91I*y3z zQ;&q|2WhrO0~QvHr)sl_HlmpMaLQX@fHjgpn73Of3Bt}MJ!c!@0)MirkK&hv*aJi> zX~-ZjE_&2we6&XQwPg_W_FTV9JJdC=73^%YaT2(_*RF(eLp{sVU?}; z^41^a=l?a?u0I;b7Q)S#FH>&RT`c}79fI%n!t(rA=20w=oQcWbf)-3uJ+LjO$4}mB zsz1FT?`Q%SN7cTgx%%n@Ar-`1NAhcue!qt6OsaV;ZTgHY)o(MITs1NA4;|e1rT_d- ztg{o3KfxiNY6YL*bBKOCdyAnW*5$(x#}8>$C4wCL_#;Rq#)7#moOUD@flP<+gCmhp z)MBT=5YkS!DrurPgE54==D}%QTm-z*g5S3=kB;iX@y1vUk~VRIna!9m>NP!5f0vt!Y~b|4ou=A zZJ6hhgTs>M?J?QZk-4%cg`*9NhUszG*<7}DL?fUJm_G4Y)7x&*UcrsU*zD!D^r{Jf zwU7PCmKa|YXK<*cMp5YKlZ++|6cTN~5O)c;F_PMP@Ch$pZR$PIiCR!VPte_^th`XcoG5;%Zy#afl3|K59dfXN3BwCFzwhl#NhpUsZUGtM~Un5~;RSH%~M z(}+f)t>7HVo~hwq0(%yOb@D%5Z#e^zr0g^`Yi3gEE4h7a34b)Ml}M@I2`8SoVdDnC zr?T5wd}8=edpm!(zm60C@F07tYW?b)fFi;+A^FaDH}Pw4;SskRab( z64h4NGe=u{BJvXlA>=RO9_*@QupUVgo6-Q4W{ofv8WCYR4EEV|w-yqUVS@AqvfW6q z1KFW7#!Na6!<@De#*3J>7)B5+RF;C}LG+$xEuiP7o+%YEZ1YE{U9Xv}*TvoeNK=D_ z76S_=*P0)678aIkRnJD+d~T6Q9?vC?kMUasfmo9tdLcqgn0^>`CU!K6ETDey_@(fe zCG!6K;-SS3QWuPV+rm$hk*0@EhQ-t?{8QWwABBJIR>DSh#HzxalF9>ogZHf!FJU?l zH%8FNfzQq~H*MO4B@qRI)Krt#uhH;ue+R3ux=i@lFxSxJ4R?mvitGrW9n4m=^19k2MvtlS5**@at$sL#mCCsyuq0u8CQ4O21-`QK zme8t9_%H7}B>$CpBh^OgYxmYC;)`MNfO-^tNB@&Bx2Z_#(zh(;04j|49XfCTt=o6r zeYYGTbzsCc>uj8B7_hk_Kjg4Y=E0&4Ha{V@tcr_-Z>ugnM4`|FgfwL-EF8G&ZNG)H zdZx|R2(DYFOUPDnoM)2^2l;6$h(dC`9-cNWM@W2Nb5#XbMxLRWxdpPZTTCWXC?}RQ zgi6pY9nS`)c-58uW=spypKwW@-hqRhRBIIa6}Ek6{C%Kdk|BWZi51}|MITW^tXYf{ zvnp#)M`N0D`O(?7B>C*p*h%81JIou!20xonCO4U`3hATCB(~Q!Y{wl3(I1gj-{H8-1Rm7#VrBQPT{F{D>(;ErbCA*M442M* zOdw?!Km3t6$5PuL92g;t--o1{gCfLmQOSa50q+12NPM-!#?B_p(1rO0TafvDoShEJ zp)J=4DPJ;Z1x3eW;t#-+bv;}I!W~rzCU?MrGl(E`gF1vc)rdKx7QHlcU~tfqim*)D z*g5PljF3s_n23J@oEqQ}!=hmp$+SEh($+==_%N)ZN=5{W=V5Z;B*=D>5!cP;S_>?$ zW@9)QGbyNYuu5YVnFmnTVc^q!Uv42^>ara_BmQA^a6wAaI!TAHOWR?;*DC8DJIg+* zIH`j`tR`?Q_`9iVkB^SxYH@$a#UwmUX(A2I!fw1ptAe%suUH6W`#g|40(f<1G zN_t*?qF{`Iaf8>!#BE=_n09xDH;j;Rh^g{;^EZ$dV)#y#+Hba;1A%K;T0-inD>lteLM zWMp%;nI2SVv$Pzec&)l=#4Jg;qxhn!R@lqfc77eKNkbbJbO0dgnW zBp|RjF{I)#g}Ra|7#HURLSIm{NUt?8LL$S3E*Lw&+c4;pXnmcf{u_= zwg%YE!cOFbX@?z%p+Z6mm=DLDT0 zQy=``i|{Ub-4K#w=Gb&H#K=Qb2m0tBv@)TJ+zp+}%n3{3l7c9NC`_Gkn|-n9hF?`qZ7PtUwjvFk;FiO?~MC z3rS02UPJ-O*cDI4 z9dvnbZ40uAB+04Co@_B`d13|<9qbHUgW#_pwoG0~8=9c>ZZ0Z$Ukogjkz(()~~m|bQ8CgN$h7lwcwkkx||&_?`CAXO8iV|aUJ ze$mWm;W+de;7OQOHr9_ghifkM&2V$TGT63#00sK&)QM?ZYYx?kQq2(Ns*&SH8ft4) zy{~MNMzXwM5XrOz7DG6*?~`anUCJ^Qm%LU+#!MP)XxG5p4CX(vD}*hd^4g%~lowIS ziOK;VQ%BLQ|IK9Ut^6a=^(An+S%4n{FaEuiMTibtCU2O(Qq#}C5!bOz&hYqd#V_$$c%5X%+C z#qCMS1PKRxnh%VYW< z_aq3go>?13l3;ofhSWFU1(y>c4Gb_>9gE3|1h3h7(Xnd+FK6C5Y`0-2Vo!3*(aVVp z3y~d(nptT;4a&x6qBBTR#{Qs|17rzXLblkV4mKAlM?)X$SxiW1N+;$mTGr}u+wkHn z=*<#h1U;nP@$&JHd;D=5HwB5*zeqAxcH%!eKvST% zhfE?R%A{`M>e9eHmAHDyE4SP$=yo?On=G8Hf`ZEAXo6==bn#0@B#-QGJLXtMWLYyv zLx7M)Il|2B?83rge{r?IN==5On2L8Dwg;CF`Kc|$yh8&u{Hh#f>tC4v_giTxQi!qQ z!svTDWw2Nt%>!#b4(^KGS0iD7N0sktfx!WoyAtX~i{Ga;?(WkT>atz8N zfi%FZOqkhV(IBg+EK6GHM&S8C%UcpPM=4Tin$fY@--2w#03DciZ{)W5Ki?(B(xTXp zLIQM!;+Ns&D26f%h)>gI30ieb%Y-isLnV8;6Q|f=Q~-*4mjx@PecGj_Q+&75=?b;I z+REI&Uvef&q*HADJvaG>;P*7SBT9x~6d}&Fi)K3_HBvR=vr->_&EJ;m(0UaFy6L>` z%KyGqRQ%S1Nd1f^;p7s_Oh)p8NkS|ebYpwM6CQPO{3s#EP5p$~(2Qh%+M0o=J7#7i zUW_+*WWFu&8JET{mKW1DKF(w;WCXK;C;#*+&*>1CmoH3%bwIOLwgon&xE|Uufzg-*bcMUOF5=RVtkCn8f zvrA&VXlaqpV6c-VAr>Apt{HyAfQ!O7CafYMMG1URNNx-%2-_HB}rH1tYuoS~gMchM+Qu2ntP_X)#)8;c2&E zm%fDaMVrGDf*VV34!h{H(O!c@^{ z(YpMTxKG54fVFPzI_v?{LVJOxmAptQ3S!KMiY6JD)uR6BMX{0yn1hi0FYPp-3?mi{ z%9ZEWM%5ZrNVQW<7N?l2f*r*}fbG_1PZ`W>!^8cGVmt#PIBTwlO9zayXp4X$X?Foa z;{*~+my5SpsP2tSk3Ge;Ow zGUwQ^NZ~LfeYEK=(<_zgs6=VviT#snXW2MWM@od7XuA$|5jpD=CT3#m(w688?G%}4 z#Rwma!eIE3{vSIE)1hhgTghdaS?-?DufY_?qi}pJt5PVXUBUa~Mx>p;SBnouF^A@e1 z`(lJMvo)4Z!4RkQoH}(rVJ#4M9o$msmz%{5(T28Z!|&914{=n|+6kHrGbs%G=D?5( z$QXF87((7q3niFSQAm{ubBs~DI08(|#N((}(LoPDx`{Pw zjz4}I&{JU$P+E1fqNbqP(pVSCp{c`oz!;d)D$5UtjQfqCmU6VI=IHta>JXc1S_Mq!kz*seoMROqpN5nQeg^2s*iI4GJmC zr#aPxVR9XiOTlCKlRd#xiOfl&0UyPj$!6k9<8F&RLKr1;TvOm-5mk5$*a`g3Bx3HD zy$6`Gl48AtOC5(a#V?d&@)A7VtWxCG!|ts6W7Q!=10;VgK{voB;E(>N0bjWwse(%r)b%7KVp`o z;}9I5n7zt>AWeT+46lt=ak&Xm`6BGKi;P7iutmgGq5(#D4mA92ThObKRzJZ80_*`7 zKtm@^Oh+nvEM_|rby7sx=6s-rpOT=AvZYu))NOLB7!_us#WrB=NgWW8Q<>C-sLxhF z*!h8?26~Xk+*CHo@o+I!DVPb|H+dO(b!%dBWeZqes(^S;)D1oofx4ELa#IDcA}p_k zU?sK{NtTgoun5B_q@haymIM5Cz-scBq55TLYN>m)UarEGxUF1iJ$;pSFUBk~$vQyE zHA{1nc8s+YaB0aDa2a$Dq zR++--Nu*k@3qwl6>$2?e9<6&V55r0kt0%&&1z3WueQ+@J>cryzKiqhT`%7vV<17rJ z0iKXFzFkoK1Ys=scY;P7if@DUz}m^j5CoA_c2Hrd@rX-EGJ$!pl3q+z*l|6#9mabF zKeS5o>;aC;7gjMg&mwuM)qTsLAT~>}lQ1QGv)IV2%^)m`gk777Hr)?d7e^lVSY-rX z*8l)XUDj;?UP$bHU;$h7n?$s$!%6WP2aY2gf zpX74^67#`Nx5G26ZvGcT`GpjzDzFH8w-(Qf$n9#z#g+q8uvh<)Rduz z&Qm6uhr&fN?U3|zp&WK!5DU*pql#p{phZHeF_TeL?WInm6JKRzSrvMRm(P(DiF38; zMTe0IH8ZM?2bZNP3002SvQo9xEsY15*a*U8SJ5KimeFDsZ$ywNqAw(tU@ET?EkxDo z0!poLz#3wwQ6v%%Z}C+U1cE1aiH&k>HG?fVX=GTj)HD(2!#-X`SVA6g%p*&%%cNT^ zA$F0AY8XqPgd>P!Z6+%^!{W6#w9ZW3H8p7M!&%kQiAd$%xx7ltP#?|u7_l(4Xd3`W z#4koEu9U?QlnZ8!ve55KT9p{SR&Iv$NA9)XBNi_ZOgw)X;jdS1Tj=VS9w;@NelvSj5Yum1eB$E9~|a(*WdNB)W>3 z6e;oI7}}@gupMMcB(vPoqUeg=Gci&lR#(Q*cATfZ8%&%pTXo8e$K@4|A=3n^hC##_ zOr#+`Sp%3hr4t~H`{Xwd@gPHr=^q0H6Ob=jfVlMdVL->b_;+v_vi9H)iZ&T|zvO=F6t*6ki~lQSxs zlV4HHv98!szlN@ta<}C71)^ zi9_-zCWM31E5+kxs0YDGkXK>x`%zmwhK!*8RJe|*9Qcn4CygaymISfySPm`B^ZFE!izt7Ye?mKl7N)X4Xs^D?F&K$c=_7x2_P%0`iqi8&*ox(-Pnlwta+bH3%(&a{&;iU@(lvZq! zY_jTQf_ddWu0vB)sxuqTLRl0hug=9D?8X<8*gi4^pjN8z zqqZkdS;RUE(p)ERqo0+~1PM&trNH;K>9pvwq?j$bQ>ydq=saTun8y^yNF_kZ$ECIy zlNwUEFY&`t?WMvyCC{Y7R+qY-J(a16M2-%_G&QoyQ)wi)QD>CrOJDlZXFv0wwfaDm zWbj~sGlqmhIhWI@rVd0oQbI$`YRzT+9lQQOS`AczBCoNUR|3VW#wIfA({N;XOy~s+ zs7bQF5tU*@FoGpR?MgMXz*Jz7VkViML*^+&f8cM)BN13Wo=VLCbpRl<(D@#4&wK>z zqpd5B&jO*&Qag`2{vBz{QsPGylUPY8*Q8}1HKwGUTwFfSTd|^qW=YH?!90H+nbT$g zS<2Y7w4RmB6w3p}ZirGUB!c&%Fp-6?$Yv=!WkXXYvG`h`(kiH2>7Nu4hrxL(^dwXw z1UnaUhGlcy*pCYXl1!L{mq@l}m3mXbJMx)!ln9itQHH5z)u1)C-)fv_d{lE&W#L(f zX8lC8ff(3^)RXWz@xCQ0g^c@yZPI=Pz&l*(?y1sWl^6vECbHW0Imn*h;75{C(AQzyu zWkvi+luK$-VQ~WGkBWnnZv$JBkb_LYc1BuI$!JwCsWk~~vBf+ViH<#CTGd=8d_tKo zX+pD|{Cc_VuR#iUJ$x~r+vrwwaFS2}B{c(AWF~eV0ierduvANPsRK7Tpi&{MpF$HQE%E3+4nn|OtlRsp-a*S+T_0@8BINNL|<6iN>1A7iKUPT)S2Di72hM9 zE)bqv)@^0azP)l3jz`5l1TjWcg>?5Eg)ML@D0D*2iG&T-=H_O9b?L9~y5kOw^mK1e zr94{Kp^+bjR;_9?zG&f~4B1nzaYBra3=_N-`9s5lYC8-y8#Pj@5pkPZhA(r5)XMnf zIJ6;L2Z0;>fv$7VsT>X6W%k=ZK{erzAa!$ydqkP5<+v=r2z`{!;P}mvAyAg%>47H6 zWlf+njPj0*_fAsCnZs1D(QGuaKmolJ@SWvpqckdbSFv3y8>M;r>u6gcG7|<#2xQBP zv<2Y+MMYPdb3OfEXn~N z-Je&PC?J4yT}346u&I#6d@Z=x`v`$m!Q`itYcX|0Aj~0!IM76QDXfTa8bQyE4;4u~IFGkz-XP@_mh|#SOWIambo>32JCW0Bb|2 zcSBKh3|2B`YTGQRAuPul8p4eJf08bUwW{|2ko%4BTeW!+STEc>zS*7Stm7#Qc-NIC zgDrYXsa976ATk1wPC!=#(&JG!&pHe0vBadZqP8yg6w&cfRpc;_ zIFG7G*LxVPP#6af9qjSdDDs-)E}KgI8{b+f+Nel~&ZESc9A7O-Q@f5x*myfE1(cw`!z6UB;X;2HmycdNXny{`z7Fww3 zFrtOVigp;x6+iZwvQ&n@7*_=S|t;af2TNz{F#_F&$2yorLm89 zT=l$^H`8HZie}(x(Cmy`uTG3l zIJP@D(5yKwPGT5LnBk7jB0sq2V?5 z(5;X~aIl&9(ZB$R9c$QDtyu&A6~G1Cv{$cMy=BWr$8+G7hhd^3yBjJmVc$!WQ?5*A zI1xhv{^6{r^HDUIvak;tuExF4{P1B=2{Qsrd`v1iu)dX83LKSF!8G%odJXNpJg;A# z1{q@zfU1MUnZS{R=U`TcYgAEE42ehw`Pj-#lzO?IGv8j`ci;e?jd+fha!f)Px$J<* zNO{=u*#)XzlfJ}^OWMK+DkYLk$iQpH6xV@91iwi152_~NiLjz0iO~r?w2!IfS)NJ< za^R`G&nJaH1)0Peu3&a)iKu*%A0-ya=h7&RJYF*lDBAlA3rlRsMYZDMGHr5*XTIOY z@gd!oTJ6B^uv4k$k|s&ux(U0Qu)Y_6VLf4myN1=qZWU?N6_YF*g)p;o^P1QoLq!tV zwjB$L1&SM6EwJ7bfCHcu+@R^%8N+cy-0-DE1Xj?k43iAE$g?p9YreH$yY`URs7kT% za(fA$KAW!C_F%ICbg8hOU`KWni#xu-DxnVEtGcYMJN5L_-uT8hUUc3CsH{O#Ny^M# z`!)@`(e{QBr*zV~5`;vz;)tj^eE3ipMz|r24KrM$n4WxKgGt5>hn(lYK>qFmL0FKlcu zYAPY^^vr>LFsxJbq$rns6G_xDy&BAGcyKU2kZ^+V#kttl4NSaj73n%c&V%qaJ9|4e z0PF!9DcktRNyI)mK9&=U-~51nFGVMbID>#B{ z;J`R8QN+h-IJN5>)krT-x0ii@MW7=eeOIS}lJ z4^75$eBLjEb&0hYcK z1>PVq_OGO9da(O8g4=;Pyg4U)G~eujPra@vIgfqetJ%&^$P(<01EDN-O4LG6zk zU0jALU6cjl1(~S<{71Du))~9hl2RikI+Q`wRv6s3e_xcKr6p~4mVL2de;z)pI&djs zR{jJbl&x29L@~=I4Tl};Aa+yH^ga&Ujxe@_cbzNP&d6TTUR<JqfbRoi!p<6huMSc%PKjK?NUvRQa=qz3Y>EDE7c(styywz2{Z!u&V6 zv-a5FVy2nHN6GG(mT-uMtSrEX15(x-5u2S(AD%)lOve`DIm-mF7uGwRhndbau+8mY z61NI#88_2R0QV$_6+#Dw1tYeeiz;1cdasVHmcVstw_M!NI$5K|D7LUh2NCBQ8g~4hIOaJ+1$e9w+R)xP;zE?PyO0BebBBSrrk{h(v=?sJbL$N9e1r zyyDVd|LP@w{+G{q>eHdU4B1v%x+O^~*nbUj3L~XpR77g37pH;yG*K|;3cH!MgdC)N z{8ZS{OBCzHd3Ba57{Sn9%KEj!Z`E#{xwN-*j-;xo^h-I)vq;U!N3!m9ohas4SC!!A zVlBfe@o?zT^1*0@vL3_nD2lGX{)UhK+sCfH@=6Gbf#!e>&vDh*+Kn66u3IxutFB$U z=G2o;z;8StONgI4kxz-5nSSI8hpmZF!`#Bc{(bwVCTFg={PIhF{!7Ralxtz|Q0BI9 zZ=sG$Skxgf6<*7n6lQU~#x~9oRt~W=0c<`jZRw`vU`pCmhZS%^Xwuz|U~RRfd`ZAK z=EyK-7<560o6j~(QeG$!HjOQ+il%VvFNG%W52cm5K5o51iW=G5F{u{lUTMD&;j2sd zPfEQkyVda}lIul&7~>}jh3U$k^vAIt%N;@oJbyfxm3qq$M%gi-H+2 zLaM3iAebyDMZh`_A3X5uU;g4d-~9eR{KMaQuE$hx*A$ZJl*BYqwjFy+g|8z;2S^|I zNKqfVcJID-=T3-z62o@<9-77|QnA#=`NZq}S2q3&G_;B}4l*?(7V9P$fU2TyP*HV& z+hEY_%B!#4ekX(VQl+WXxCSI0MgPdq+BK^sw-J{ZuGB7qfTie1unQ=jXFTQEulc9f zLV54my?1(HR-{tm2=tJ%2O+ago9&KT?AMJF;Uwl#f{4uG6iylb;l52TOrru3I&pS( z){jWb?o_K0!HiZ7^3SHxol2AxDPvQx{4PrbnB9%Zm6OnfXf0(@?MMoTHqoM%!#R-f zcC*oydgS-FI+@}_&?kVgTD<2{5i(D^v@lm|usK55>cEvA9UD#jh-FiD;`=SkmAK{O zW|*0su;~bhW?2y(G+eO=cDd$A;=5%D_$Qd?u$2z%-4A02E9c;$ zY1Gw2GmnjoY~8X2;|Qdn3A$l)WJC~}25gGu`T5r3JhLkSJjm7}GfJF#OxDw{z~31> z0LXv0QH@iQd1f&q5Rh(!ZA%FW_oMFB(NPOewN^{~Hk1!+*ccv_ETq(wGA(iH16;3R3b~_fzxu_`U;HO8 z9Gw_llAKGqd0|Z1?`&MR0X^*(7iX~o4B_Xj2;P-e|Ngx<-h9JDAABJthGpge)_zcD z5owe;*tZhO1`)~4C2UOOb`CQu3fT&S$b}lL+L&gSUG_UnYqwf6B;bnI46ulUf6m$G zu3fv9mQ$Qs5=atNBnM>5lPoG1J>;TKed4o^f5KxYRx#**>S^1K4#4EofQbU>BWR1X z!|og@g9#ZY=+g3XlCbL!TKaTg;1kYlvPB>iHtDfCY-&$$mL6E>v)ch2KUN287ed!* zFSVG|34`hB>E*?FxUhaZTwHF?fx4s;EeU}H+vm9K_A@^>pJegSU=ucNg9s$gs(Kwi zM4AUyh_WlgW&+zpEIMG(Uc}dz(0;CB28$r?3Ns7%$;helkrA!HhgWHg4CCI?Q{;4V z#zux6&x46J*cd>Nb7E<+T4VXTABG*+D~L^*bpBGTF=oHns(Sk1B$f&9MAWie)1Z@M zL@`O&L2sPOVt;X1qZU%B2!{ejlP@;HJ4E;xRqX8eNyB?rZXtRhGfh{rY zz^VZB?eOsM)YLTYIlK;J0v2W$mlhY$g>cusI}sf{e0UPd$z~rU+G>51t^B&MstF6! z7<*Ty=OpRfuXbsZOT>s}|DnW!-i`cN`sWdOv~01?`=TzYFACZvvq#}l-c9#BGMQvy z*msK>u<2>|p%QHndZOfjsh!%UIOr15!vAB>tM1*q_qV_PP1&36GdEJG*<0>BxOe~f z*y!NM$d=8U(5(sIM%NhJag@#?MKd!yjb)36bnET6`O;7&@&hzffI-i&9rBX`E+!xn zUtCy<+QHI7Tk22)d>vP$h!L`=L`ey_hL0JPO(Y_lVr8|L@SsWDCEN1+f+{!1BIX2J zt;+c)N;H%l{6I`Rd(slS2Gd^Kfhm^1y-XxN$)KY!q3BzVcy=Y6s#uGbP;E0nFT*42 zS(tFDah-^p*;;BlCJ0+barX%?O_Bl3<)IP<&%%%z_JMxp`j|<==g|C209IW(0fX^Ms58D{9AL!;w%nHOCm>6G7yPMr9GLHIOJF$!g&7gwoD*FN2C0WL!xLP;zOy-SXf%J1agZgKgy?dd%?T#`K(#?eCdbCPG^kBv z6m0VmhN1Dq4JOiKV*DjE$O+<3d9+Rup>Zj2i%6&fLa|x zu&-jmoS7IMVbghHZ>(mu0dbQFW6t*N_uO&EZMWQX%l5nPMzrU;tFE#vhC34`uEj+Y zEIbZ1M5G#s2?y#1TR*`%#>zvhXw6%Dtio|E#{sh|Q?FwffK?VmpEF*Ib8zdwj}_FBC0jt`b);J?X$Ctm$lDV7Aub0inFT-61rK{7>D9zZLlh;= zS(Hr%>k_1HpxVH4rHBgye`yiuO?IHfxBQ?5%_{9svM`7b?AeFIKKaQ{#yW?dpuboy z735l{GTX9w<0+?}47L_O=z!G^&Wo000dcV$1;6{l@2OY%ho2JyeLQ#5-AiRJ2v!C6)eYIYc zN)1}5$%2&UO)Ev^C0^3Egl4xb_@&ZuH#MS6Of>`V2khRQxTI=vCDt49rV14k)d7=$ zqLr%zZE8)HDaD0cN?KTxhETZ?eH0oBVH8LPgLj73Ou*g}0{TM|~*BQnYQad9#@J*6ItqF<$Z zpIs$tuF!4yh?Uw}`_XA1CpnhjKT7>2DEGk=0Kb1j4123UK1i{kv|y@#gKf-*eB79S8RB zo1U4MY7r)oz-zi{^%~%@wr)CRVgjZCR0tkyEagW)R5vUpeCqhibIA5T51>oJYw%gL z0-4J?*)U9+fE^4C&_JWWqD9UI-(tT*RGI<{iG^f27MKKEv}x^Q6k*mi;I_K7ZV+;X z7?CcVDZM!9$O+qgAxg=N{f17qzg#+6h!IXwT$I2yH4Hi5$%Z(G_iJH}> z06N)UD2M{BXcOihg1Z06{*D|K&hC-0=6_u^%JsnHATtnT3XC{7&x?ad@Bq>hi=I;% zm7^^MlhKhOEX#Ml``vGN!y7EioS2xv4dlvY{bP!@`1r=FU;B?A`M?M9mD!~hlnpfJ z5e9dp&}TlSrG~Jm*kF}rRt%sFiG#`q@!4RbhK|h7ectn~z51$=u~o22smZt*;ND8Y z=;g0??T0?}UPM8rW)?H(Zz9MB#c8UW3hnZGzr2W=QS31 zu^)CAfwqOd0Z&@qOgYKes8o85*^&WD3-~Jy62hRR8wK_V1+HsJXL+W~qllkCj4=np z@R>SNrto?QJTDU<9Kn@%R?tQe(;SY5Bl4QQRH7Pm*-V?%iHT5oRfJfA@Qakbf`r9f zw&2D5Boh$}>^*xxo;7?yAr#}-<*9TR(jkw^DegE0&A1=x8Nt z+YJYmkJ%Ib{i+6UXn~s)RAMXXjZA?=MZTA6s;|9-(HkHQsM6Q?NX6K<7~oR~bi!n2 zH|&)|Sxp1bID8B4+s3u)SB;H=Ne4SZWCRI95@d~B83+wCr~6ygiTx=&gM7?7-Oc+ z=5xb1F`XRFZTJ~nKBj9)62c(AlRS)sxEQHPW?5a9iW#D20@Hc~!KR$3itq`;sz+rx zGdqKa1}7XcO*7$LXn!2ByZzu`{dd2;;&G3A3;>R6)~-n+VQJ(%GJKW_v^H+u_?_>4 z@4U0l!2o6#=Xn;>d|=UEZuP^fut>WfkRV8y#@HSLz8zS-j8uwQv9g4H*5x;`1GR1tQYPr>v`?R5NUu3g zdpize0#j`6AtE?Wk|a$$xMEmZOBrA(fif+eXr1dhUXxgzov?ZR1w z4|AksPbjCNkjksx(Agrx$cb^e@U&2gN5h+ChqH|7D1>ezqSfvb@hjWo7q&yM8U6|{ zLC>Xq{;h)lkpKER{P0XbM|2r<`+!Hf$BK5KX%|C!#F81a8;Yv*)LW`=W|`hkEy&dS zz$sMg^pWC;}M*yspsW^{W&(M0-(ADjRVY zGrI|=a)|IRMER?|F{hZ^T$#$p5oK|}I+w_#9JDhYo=89GGGOJkUAE992_RZ+fjE^N z91|$}G)&1eL2Jsw5D4_9*wtRKf*&WQpJ1$jQjl8E(z8?EC7g)_5t*1k*v;{1*JHtQ zRH@uKK~G2eyhXiPyd5O3ARbt%=Ol1O364eS0?0$~iJA8sNr+RXEE9jnB5KdAL<}R? zE>pz>gGNm4qM*iN@h9WAT;8Uo3Y%Z2BuTaGUMl!1qO*Fl3y4udxcoyJ?sb5DHY(?0o$Pi)$}Zi!K@PQd~ud0y5$ zQH_%F$uMua<<{Hox^rxNY%@C9xvZQxboelA4RAk56H}VKFgk`=X4~)_&yOR*Rz=1j zw1sCaEh-HpW{{Blzf>0TlUusoF0D}#7$Pt@Dho;@c_BCk!teR4cpUy;0a>Y5d&p{23psCN-!0MBHd3N3c?1D%^pzhmI$fMp zB)*yr1<^_>jeD)4OVGy^ojmnh{`DLg4VOi4b=y${7LjpMYZVQ)I|^} zRbL3z;d*Kv*80%PEMDJ*K2G5qZR) zQ56Z;kzK~fsB2Jc+1kI4sC+R!Dw#;k%%mc5ZE93}MZ`|Z6p;3w5w_1XO6ZNI1m51Q_^T#h9zbc~|an$k3|#~Bxs)h#mR9g-%I9;;n! zTqBjB#bskt7n(_^gp0P}!178d+@)2wX}bpeUr8X~u7ZS!7G99@$vIpVQbd|jYHAuJ zqkkfxVM1V~!+QW>N86u}&5n+Pm6QM-Y5yP%F;XF0Oi@HBxj;Qv{jfAv=|>^R)Rsg& zZKs-5cx2#$cp)Y>-UEdL!&n^}8G(L%$J^fj=C{5MJFl7;4?-Uzh5N9bR+Uj0hkwW*m|+ks|gx4@#Fg=X6*=>9G1vtR!5+u!__ z$%B)dw;i+f*sYLgs18F>8@csi$xxIh9$Sk$xN+;&tReIzWvpXv0YDe0F)$dgJvb(y zvuYd=2UMuqaE~-g;aG5VYswJ?C~d-AnuCmv0qeR}b1Z@cP?BnS_{&3?D+cf3jG0BE zUeo#C__8I2l_XH{023xku*m{U$WcTKf;eee=7FCXQe0p=GTRA-5p#ue+%+9n+6l)@ zb;r_kTc)O9UM)eQV@Fr5F5%CSj1AX?h$St>U^t$QFR5_V@TH%v0s6eBS^?UX7Cu_H zLR=_UeNvGgr?Q9aNwKNm1xuTziE1?Siu0U)uq$`vMIz8hYK3kJi4sYRt1ErT0sZDm z*}Kw0QH4=%=TH<0=9*w749Ad-u1{%Wl&;&Vp{z!ZqI{_83Jd+H&1JP6rlx{dlpZ8h zrzMX-60MMtsoZyq9Ox8aCi6Dry9iTCcGh-FrzOsl-1R0FN+ds1fvhSK!fWgpGnPpf zKw8I+fnmTRRawI*kwqvKzS7YcuDBnjx)3(0IvpO8XQGoqOPs@ZGDe~d7aChI?<`rT zdf@AXhCfD}xVD?w3ALJwD;IhS+a#P{y0~Mii^nEza*S2UTr<6jh-M7KrH(C(pLBOE z%0!y(3|Z2qHw0oz-#upCZ^lc?c%M@Sju}P~icp*01qdGCGq-gDnQ+$RVtD>s`FqMN%=H`~DlvtgemmIdi+ zkg2WBo=ki*u^k)yL5^3)%8EPf!I5z>zOC9o4JJTsa1iMVTvD~lu5is-189K3M$;n^ zbG=z_U^P@-CzA@jk)hFc=wq4>H-;lWtJBpm;xM$3n5xwQm}#Q^1wV}@eBCi13#xS+ ziDh!M+ZhanlmoJ`d0uT~l$Ei5WDg8k#26EfY}?F9Wom0HAHHE}0=A@9unaAFq77y0 z=Y?B_RN#n+rlBv(o5EFmct62J>rkPPz?nVKLW8cQ5G^xE5JwyuJ#s^BLJ7y2QpIOm zoG=j$y~Lo^k_XVRaW{dslfT6@`J&gOhdUJVTci4k<~{o|p;-?A*+*~Q*U)7GIVFmzmg)z7-w}1%YysQN>wGja_0EqxRQ* z3%bdC+#+U~lL7{&?z#>b7K1dVkR%grm6}cZbwFOypyTd209=?h)SUOHlT(*FOKn0QgKC7 zi;YH%DkX0!Kl*($q28f44F#!HB(QKbLRleAO^`{89>QxF^NNs8tT7>>eYp`m@F7bj^M%I z(ohF9JvZIK255N1e{*xwth5ee3=7``!(yE9%!u>u+p`bDShH>o&Wh5cx!F1BgNHxz z;(vI}Yqo7WK8>{^P+Ou&6HLboqqqUE{5fYn{h3ey{O3Qj)LIxG8)M^)GzS_C4i9J9 z{N%xduX)u!0PlOz1s67}EU0d^eXZD1X2tSk)y31-yr`(_Rm0yDEE8={Ko4+;JMP;4 zj(5ECz`ot16RRO3cpt^X!C-;xcB;*%KmBPZpR_GXh)Km0;k>gr-7^WAV_pu{2kzao z>+NrTtIGZHwQD)^v(vWgRu0X?alpz!>3I%67>9xe!D9_0 z+9XjJa2dg%Snh}mX%YiX{8(N3wO}KPp*qm4GBs8MY|>^w(Z=RuHm^pM7OkgUE)@0= zw7sE`!Gs-)^Vx|K;g77GKw;)i(^3)m!Rb)-R%ONM6w z21y5z6i3ASY))x26fjh8;;dMktp5s0L0+r7saj}U;JiHsTLIQ_quWvjfdkfAsK{Oy z+Aq*%(#kS~>!uS2bdMy$poNflL>z2k!Z`ad| zKRSqWW!R@z{8}8RuQSBTtq+KwYpFeZ_m)%1I(oVSvfclieJ)AqxOpegJ}xfBA7~>^ zk@TXh3Wdi{`Mo^NZfK%f7=rOoNlH6;=+N}cENU$fy>)Cg|$ zW70McL#d6%x=I}BfWNfp$IR(l0qgH85Z_72k<2g70 zLDn`Lmj-_bO=$!BjAD_Yfkv7zR@nh6x$5FRz{YFVVb61p!oF)FG~OHxBO)dl2y)#x zh!`^>A7m)C$}@*1XM;AxGAXfe!xBr{bluCZ zxcsS4ecJ5I%-HHxI9eD4RM-5E`5-{YaiWt>KlL-8{`5mGBv*SIs>b)FleQ^vsd7gX z1{nK;oTePEPzWJ;VNyW1V0m<+@K68rMc@7AH_=LFd~5>8Bs-=g-Dl?(+pYO0J?)tv z`?r5TcGJ4K`DLFRJ7W2n64#X;@zsV02>FkG_R~Lk;h(e?idGEDC`3ROrmF?po2ki2 z`f5Y#K(h*5&T|_y30x*iw1zH-BZw;bXL;WV0uI1{P`)?isUvRKLhBRPzl z2X+mT)LL9xX86;9q$gMz`vCTU?};r-oSJ9_kLkCV)$c(V(QS2DagycTs@bKUE=a98 zINbE`j2iW-MXwi66=noPf1C5))`sl(RLSlsFBM+g%~s)AD6^N70zN?SyZ1v7-W zYH50k7rws?50flr0^MoDMu;Mkj7C0SSD4z1%gb9h z*mqfbzTEM#4x{<(Ni0gA^-*E1-ZZGTTm}*)pB85j83I_a80~=w27uj2lDgY)nY|?YC`@S> z-DpGsBh0PWd>^$lsJ)zxV6XX5Fh1cEmg!ke8z^Tm)MKp@3uwZi*EAkCuU1r|kq$p6 z;WACK5ecrl0&y?AfXv&O#7q>3p0{Xu6P$m3G8evO7VNi65fk_!w$o(>aMTsK$Omccc z{;Li;_Qi!r+SVi>S$a+mGzJkv0zE2y-Kw3z{e~x#7&rn-7Y7HB86RRK&@zz8FwNYI z6AK`Nagkgk9hsvQwV?a7$RT^#;&uw(gnoY-TWu@-k z18EX2%rA@%4{utx0qDWwk3IId&D&N@OdtrS6w|)%^Hq+W(LhL%GLng`vQ$_lP1!{D z9(^kddM%GFdjtAAH?NBhomo%x=YN(RT#lzK`nzZ$xZ&NF|H3buTR}&|9;qV8V-j4j z-G=M@Q`H@@y^_fhY@~V^qT9`$QiA+M1Z4fDO}E@~%bz~?c{}dD=cLn4UAJys+i#;e zE#$i=Wq1RPfw}oPu}5mH1(t($IzAn;9@ags7#vIMfUveT)VwFo+VjUiTwtm&}FSj{=yP zeh~X{h!c{?)Wm@8gcTwzS8;4^VL&~k&;m&&RAQ<<2e(C0Z=~F{VMRJnDsdDA0lw%6 z$t46kqwcoNZlsAx&M3S?$^k)5r3o2`U4u}(n7!a)o52?oR*mIZSkh>Of_^C#eC!#n zVP_%h(V&!ZY6_je7wEs0NuHF4HBGG2gb6j71w2_&^PGs{KZ2r#W?Hv?)8D`9HGlS! zzd)d@-41N4faerAKYRu92=?A>ci#T^$31TU-u(l^L#XNq0+Igeze((?y|j#rK*zUN z{@trz{Nfj_U%y&wu$So>v3^iVv`qnNsiRzOs>xd_tF#}#xMvpctqv*`cQQxDVcrc74MQQ`wSD{k zeFyzc>+s|x%oLOzLG+;|WnwVD;@LI7EqxAzO^1bXaP3la8CFghLeK{ADiV4+^Gov( zTkQ5q>hOrmi1hm8c>`@UF`WUcYmv~6e0Eh^TwYk5U&6IxSp`0O&iY|Ty8w`@G-Cmv z?NT;}K2iqY@eicAvCsY@hJ`x_MT3cGGmmd#aynJVg0Z~VirO9N5mZYE+w}!JCTdM;-K8Aay7cUUc&!UNO1epd6q`=9iZskcW4Y|BX1IBh?YgrYi;^@`B$d>?P(J&ipi~ih1Nn`2=_08grei?aS}E^R8Y1R@+x3s>Lj(czPRGu?w>_O0lsJ(XlbdJJh|2 zh0S(_z{w7x5Oa+^2@*zZph8dxUXkjo1=!%2bJDn&ETch)*A;_cvP5wA@~w(18>k_O z7xp`(4McV^>6nxjhA>_bgMppNYaK-$z&(ZOpJ4$9I-rj0z?-IH0tmeiYGU;o)>x|Jk`OcZQy8|H_vOFm-h0Nk^0laH+x(FoNMBYXB-+%Dn+ur$( z&wu)JP~0Q1&FghyQFw_o`R5lPE*8#y@WVg#iBFw(`iYaXXil+!*`l88pcVa zXB?DW;M0J>-Hc%1#2tcT4b;2L!;i)p{g5si{V^$-o1U4L=wi4qHxm)*n=^mT&rL@y zU%CeQkx-mMAkIwBVhN!Ro{%lmqJlLtEV_kdc)BKPFA!IRCxqpb(fW7&HWZW}2W_V4 zDp5OV;k=GvqX)j}5bBBbg>{9cMp;6wV0D&SBALA)AklOJeJ+ICu5@_@%8LPgn`Mku zyGHYfSY-s9TBQ!Bb}GRbwBljhjQ(xnISz6;XtxLp3wIJ{k#>y?PBKeuKoitSQ-gS{ zi6KK%8q_pF49IvV32_M!Ca0Zx>QkQZgvUMl(Ob716JhN`2@%T2z+E>)bN^bCoFh-W zIOq;5qw`1Rcv&$CdLI=mtHn-5)`1!{f1Qi|!aqnADPI(7>1|SoTdFM!)gZ!FlKA~7 zurgK^hf_c}jVVD=Dr-un{x1zvWfI8BQXC2y|NH4re)7(@zkTnXz3j|XWtb<`G(7Jn z`Bktk-~q%D?j5fOCasiP8T9uWHB30%)lSgn3Qs6Qk?M@nFcUg*JkENmhNY>Og zVT}!jL}at79@f6Z-kFX|6DlNV)!0fMxc_3Z<3$3=#Q(4nm_$-1+s42=f};$asFKn7 z7^r&?-Gd{;LnFfwm&3z@rbR#$B5y){=YTn9WOM?3RE7uPVULhP&#A$RXSKc5tteq= z8Ho@CY&|_Z(12b0XMg@@U;FCU@X4w*>nw~)Y~4(B4iO-g4CbmfI9|Wy*rz}BX-|6M z6VE*3w6$wi^#Kzh6E)++xp)611+eBXes$@GKJst3-grG!`r0*XEr;Am#KbYwQw^8> z>6t?l>yG)vXFmVzCp}`>PvHU3{j~DBAp+ABVp+(4t=+>*C_nQ5(K{p(hTWB8Ep|_| zZdwrWwk>!D=^+@~j#aO*lWW1QW0uE@6pCeejE)^?|$=+00l8ki}|+A_^y!4IlN zy0+jKaW4nqu1Syn2%>+ls+QciFHlC^W0p#XrAcMCD`Kg~|4R0YO3?(gSi?OA_Wb)S z5Y5|C;j>()WjQ!>eANVY`q2-5bp3VLL$BIoZD0n>gIurT(E?!&vsy`cDwuHU;sybc zgAmIya*Ae%e$3AKSx}B(UB&YYOV}@z{{9Rk()3My+7wa8k1C0TL4{PbLJ5VSKRczv zpg^t(a}FLNRe}Q`k2g9nii{F3(o%-t7_(UbY!mvlSQ>6+z(26%j>iZTl_1ux;DuoO zH1OMTF=su;%S1YmwiHsl6QIv1+ca8849r?QgB2tpL=U}Za;s*pORiR2vXT@M$U_H( z6az|FkJVT8Yjv^(Srmb5k`QJZ&V6D#6)BkYfiuY2eA?SJtXFS+{4D-f_B8Xm(i z)T+oq6EHPsy@oAho+WRwZsXRo&pzkE^Ugi%%+t?0`;4_~*Bwzr0&#Tc@Sz>|-Fw+( zzy0MeesSYXH{nnXcqYSxJRo_*n3f_$EVd^P-e;KJ`#<*a*Z$p0J4t17ay}z*yhvn< zcjiAK`nz4t`8DAxP^wX>V0Q#W!nM<4OpLW4I06JHxovG1;V;qtWa6{LLy=?;?EuFi zparjN&*7zqiMIEy$YD+PtD!EG;2%$r2)P~p)Pi}4xl~!X=;l0a?0PK%d8zy(!OzQ|277fX-A8Y#^ZHVfe?ZBMi-bIm0UBzlq0kyVPz z%c1s34g5t+bl3JmHeQcBhYAl%lNlt3WGwO>78WlqGHZnaAYN*jj14Z#K};uY(F&Hy z`$pp@BFMEl;Ney^2Zl`MUf4GSc`t_@OsfzGm`1FCVJtMl0v{O|g6}Z5JP$n-cQ`+X zC(!n7!ym4>7V7_&8*gm7E-o3#6_1on#{BdQoSk}u{jzWq{B{c@8LQT;ebI|v^w)p+ zSDQC)Y%jH=B8}IfwdBmsqc4z`6|lQ494$5aqD}9%;qX$wp9;OgxDE- z=Y9$irRW#ItXPT?N~aIoV^m7zSHc&@UlPtTjsWc!G&OA=j-JwA>w|EVd?==%zjH>h zE^(x~9(>-Ev#y7A82RL@lYTE%?CY^rRt7r)Py*Hy#SEvwdW8)|a{x#c>5z`63*8VA zz8k`JCLF>~mKWMlC>96aXQimc>Llr$)oQcUka)!~#96R|YqLs|fNsZy{>I`&i(1>T z-~#~243rDJhX#Zi8yVA1;Y|HW6~S~CZJ?&K@=I%GdY!50p++D zwgH2o0)T=3Pfh44g6a)S;1(V@80=I`u(UNLQU$ky>rX5=*c}FSMu0Vv5`NB>6){fg zHL$$ubq@mGN83e)m`vDj8PTf|zojm;Y0NMBurZ-3V8!6kvAMrT5yC{6)=)&sCv4^z z$@@>xFy;(#w9w&5bwH_rI+b!RrbOX|1b#5TxWHt;BpCp?!v&(j2C_1syf9_1D9~HW zli5Q-bq2OH17$hJe$_QM{KG%J=BnTQmj3$?-W$M$OIp|_1SP9LrC~fU2GLX(r^0S- zgHZJGRb%I$ckT(t9Y@h7HA5kTA@|J+nzwNeL_wC)2sFCGW(GR>Pvx^MiWB_GD zr{%@=;R8F72mj}PdCR-r{W{3D-TM~P$ak3I5G}>l{UkIOtU(d3%==UsP@*~Cw~5nQ zRgbx+G^Idfj)vL&oD+yW6IK+%Ka^f#W;#tbVnVdr5Lm(m9;gBcm~T%U05}g{@7EP zSdxtNLx~}AVM6kWW|Iz^(wKk;A{vs^jOjv^%pG1!kmBP88m4FzFVx<9K{9525B(gGCxaJ^91tTKNqRb+U z+7qXr)K(H-##kcCh|J-7V}EhUkaGf4^gE8S_Sm!*6B5=~tY#p{GEVXsmPJV#QzFxq z!JFn4%iRmt3+>zaIb8QnkXE0Vrx>NR1?xvDv&4W~z}CgCyGA zxK`!dcyJMAXiPG3VozaZF8~vY#5mM8EV3~}#glx)8{hSYH@&9jn)?p4;*c+_ z^b^F)FwmaTb9jBG$=nG$K^eFp`+>@CnB)i{B{3?X9+(`rQhC^xDd}W}>D4c<5VT5N zM?E7D43iFJfLu;y!u`XNfzrmpP>%h~WYM@K1fofryE~3ePf==Zsj#t-#T83phF)XW zAyK5nqUDhhaz`Apwv5Ls^(N!|=7_zRaj+Ov7?CzpWE9`w>d06aOk;)tV`@6#9|cC* zf#ENOlbJ?A;*1v}a4rR6=Ebh+^N7~8BEej&U$^KmY5me)XG%19-Lj!WTUM zZEtxK&}(@}aB}*;zWJSx|Hr@Y+J4vY5Ku+KaEKS@XP)|;XMgbh@87a%6VS$)FkkhF z{yy7ZHGxWhQ?{<*Uv?Cf88=n@WEtprB+)N8F^#pSdPLouM=a933Iys!?G3@vmZ@aq zd_7i1u{QXX+=eO8OC{1feplm7`dZt!X@dj_IB4EL#)H>grL5kH0%2Lzm(Ue8Edo+v zHV@G9JKJW?7UT3>kKfI2nYzUlF;5~^u$p$E%UHQbPdl}w9}jm=( zVd*Csw@4ze+9t)O@!rAOglgdGvsmyehP)|ME-8U+geO^|f-Uh9XpLh)$^ym*L^oVv zqM7vb*Qz=;vK5f6Ei`kC8sRDsFNL4);kXRlt1pLLaTFGf#?;EpotPC4Oe{fG-SFm7 z+vb#NwjtRzDR-0_GLndCAN(}UbKfEWx!eq4d*}O>MemU6kaX`+L{dGJ1+AG_g~|m# z{OW9!^!ir#T((vpx_EAr{L*zDno=i*FG&bAf~SnlW>-}$HxE9L-{mhX8KJ6TSv5Np45yb_4IVmwk+X$KA*oIErMvOrw>fddET<`%(&3^v>u ziiyMzf;eHX$`~Ib>Kp}NP(XkJttsFKqpLRjl+~-&p-1e(@*L$woS`o~Vx%~~FZHP8qK;Di!Ms;(@JCthW# zfC;V7k#G3=H@@}8x4rG~)M3=zY*@ST{qK3-V=jJJUyk#OU;XC4{_{UiO&vtjW-R~R zyLX>_<{2M&_j@1p$cq7yN+MQxh+OQ?%64Ua*UVQ}KzCS4=B2p-HKxn0cX}X#a_eP^ zer}X+JXt~WBIkwZ-(Bfz53PQ6#@D@f6@4uhfT5ya%PwTlxz^x+y@|tLg-XhYPy1bZ zKPA$)Kvj%XLS}lk+J-`-S{c#3v3B2JTp)xCUl)5x>uxYB6p{hK#K+F>=}7fzsV*(U zW~`eAotk+NueQMkfn0}B9$uA^d&y(OAv;o8BCN%D$ynRv+O%*xLBQ6XE`gXrlj1}P zW8xN}1vN+y!uqoyqj=(#cYHE@x(?+mL#z=6J8MrU{OQtQ8PH|&yj1HVbixV0d=dwe zbEHmjZCXh|BJq|qYj`!mHu$_;+g4&0j9aHTVx-V@g{bcLeldDv!u&Nik>;RmaqKR7eD{G|D2my zShHp|7Q*z@RLToxi)NPfH5$;6ajVT%4XlT-49ClWB-YJwIZ?vc^lGj}old`oL8+=o zv|__@90o?~?52d{H%12VM8UIfK_gb{=t_=EW`t#BWZ;i%I7r3U2Zo0MZ;LS1;o#T~ zxFwWF)q_K4IKW^z9s~Oj`$2$ecANmJ#Ejw$3L8LqKMG)fTlD_Js$q+1ler||1j5GA zW>uc_%c5mQ*FwTP86D45F|@2TV?vjZ--`Sp@lHx~=<8HUr7T+}HcNJ-AqM9J7N9!V zc%9~LwDOkMrp;3soa_wgFsCIVUV=@mdr3JrEfsD;N|Pw2NPER*GT%m5O~iio;g5Xm z-#_(nMvmh6;)h-Qu@8T6!@9LxocIwE7oEWW@`ks3`cof=ctSYw-aUIZZrb>scfR)- zPk%<6vcRX5l7kvYE!5&x4)J&6Kjq$<`g&!DAN_hs{Hi1r;s%ZT%gR(Ks2atV*S*T% zBhv@#am)O%IC$xO{#ObZamb=)N}5JgwT_!l$kLI@@wH!vhDT-iskY^$%}5hNg1Zo- znB5#GsdLBy&iRBr$n|Vf7gXfGEFYuNJ_vzTMPlGw&z7hdhDj_ZCCCSkb6z(Tan{+X z)-y>_Jrc@xY=waj!S0bh&b74(9IX%2&0Hr8=xv*b`KZkh60(_cZ=XLBFZ1!hEiRm9f+HIl(x;Tb z8Dl*duuV}eFrhR<u);+DEz%HR<*1WuNCc1$fsbK7Hj z#Wtk_o%T~SwM|`!qLtLga$)j0iVU%&7(>f|nhz|a3iS-3j3%ZiZ*}OAM1H#+`Ya>B z6RZ<@>j3NlYZuQ|((lp8=;-od3-asKQ%~Kxbqk3zTg#3s9af}ic(*~Kq_w$-#JwSR z0@%TpO=Dts3(xJvy|k;Ie4xu_5M2H}~4 z1;xgSi`>z!D5>K4`ek(C{#^t_f9Ojpek^@AZlCvF2bMW-nNJFkx3uOf;JV9d@4&D=7wyan(~u zQ$|MV!ZH+6^=O|20RyQmK6+c}za0X7FjwI-g+ZHvCDY*EwwI7!hb9l+vHf=FH$ao2mPP=kUTCMYjH$^& z!XRS2+F|mb5*x4(v46tueu>3lTlh)5C~&+;L`4VNBKh1yKg6NJm{~zYZ5HiVz>t(q{CUq8J4%5oVl(l^Dx` z^DMmUMAaoB-UvD&r(8&qLM+TGnL-<>FrL?-382Y{dSWIu5_oIX^kVD`g-7A1kY3y+ zD<+FjU|}W4@SJK%6gq4>O&=w5jOEa$b0DBYlppUuc)<7lg{9?%d1S4Y+8z3^iwnzs zfI)>BH!P`zVgV^4kR zQ(ySP7mkh&vx_GmP(XlQr5w)``(0vjGD|Adla+X8aelBlxOLNp554E@&v?eOzWjyH z{ro3C+Pio6%z?=Y$$Vhl))iGLMtvoMtkY^<*4)zTSJaMff?csBAj$Qz450obX)TUF z`OH`R?cYA*na|p=cC?*T7H5!zXB&EL7@N2L=3$utOGH75Aj@rkgh%i!ANJ6P?%r`P z=)F=4kD0==F*N9hjFkB(i2`Pvum$NeZe?h{gDKZqTHxf2S{bR5fkY0)vuS2gh|vr1 z87l=Yg-8_|CTz`vyavWllXMiZ3C zwg)*&pqEF<-K=>|s|CD(18)o(t2R(y4q_Y%MRxEI1_l8vX5%&ox~kQwGBL}NGvdn9 zgv`Jaf`eTi68vVOd@bdAH4vWSdIYAff%6c#XS#M6#TX1;L&`Ma&18nSGcI&6z}vRV z@EmlLZA-DFWw@Fr7qYZ4mbTFB#)xG?av}W5JVKJV4ntl9mQqR>;P8S%g2guAjPS;$ z!R$QX07e`_-^0W4_U+lT{r2s)$)toS^f+M<*|^{ARYD%9u+3xLD zHulqAE26SnVhN^4SBSdA8qM$bKFY7V;U`1JVW`T=8yX4h(<(^wXqU2Uqw8X#VNEWy zmlo!iARX8ztkW{+W+pI>7&8^F63j`)QyBv!(0j_6Jg|W9KtTDG<>tJln z5mF0TDeOj}yI^{Pc@oELCkgFYs3@Ag6iSZcCYaDnp|Isc%yI!2O?Xf^ilW4s`MCp! z4lE$jJUa*FWm4_M5a;MjNmnVuJ~jT!T#wms`vD(-N8i z<~anojFI38MJ#WG%CT|}j#)gz_G)1ivU!hJgMoz%4cD^kU>c(w7Wa=UaOk$=PB8T#4Vsu&KAV~2Lg87i zMXP|d>xPD!Aci{gv{TSK79cTLYnd4XE(Q?9?p=Eq=H{iI$$@B^o|_FBcJ^??;LW*J zMh-RX9;Zojco^PLN~n1XsKTc8TLMB1V=K3N)x1vo*s{7?Iknp-@ymaf69W&}sqIKz z;mU_aMnW^SMU1EiK`l4?=bK$xu2j*XQh*{^pmL5^QxLkpt^s|ij)1ABDPWu;`g`3& znfi%B@J=Azcl#Z;|K``fnE`v#!ouN02U)O!xo(+lNWRb~kEmmh0F?n2~LVRn4|s173B zlvdytu*rn9^2f1QXn;$#>FmH+j4;}a#!qG@VhGca$8Cnbg0sScelZrD%m6-_7@j1x zJY~YE@_~%8#fbu}{WJk8tiPv_*E*@2}WW|A_C+09GYO6bire%RhROGEm;Kd0i$12_(8-leXZ`L zr0+nW+{XcA4B>+x`taAi?sX4)*uzYNYQFG6C2nVGw6H`=t^Z8LBrEG4cO4#Vx)xm= zXz9D|+WzZb{_6L?|NTujTni`Qeg=wVE8G)>cEsLD*&ALs^d>uqQgI)rwsp&~k9yRj zpa1;lo`1mwz~}~XWq!UT#+Ox4uw+G3=%jFo)#S=pYDbM~DqtqUlX5*IC!ng)Ir7k< zL#-utvmt9PyQi_&8?u79^RDILP1|xC!-E`ToN^wfn1sRX+&oK&=V$NTxeNP(2Ylb& zU6a$3No<56+{}5_SOp=rYGVM>PBHaKu#9WT;!sl1D>pOO8Acr#AZo2YZZqr}?GMrz zG%G?-g$3f!du=fCsm-}kt^!zfL~1Y*kO@RB*3dkkD5R%02oFlf_V)v8gy6X=9yf=*bt@&(U4uboCA9W~)`fWsOvYfBrUVnQG%&>uD|F1yOv zlhAiZp*F%XkX`|!__T|wE(?wEA$v%e6+pT$NSJ-gOH1H&4;erV>b0g}vCW}n2v{f% zX}pOs3?CMuPb?1@Ql=$vhJ>YLydu{_*_4qgw1lo`%d4pKaxFAFHEdV<(+-@?#(S_$NI6aj5d;L!%kXAUQU#YO`XCY9uyR%*?E4 zPF1+iObB`K9E-VkXnO9pTW`DW`s;rChs!1>r*Pis$*Fw@4`h-n${W>LgnSvUh2etK ze$}eg#~*jx#TP#ca{tWJPsUf^y)7*+CBlhc(H8GIy9#4Tbd*G)3j75dY-9;AsCYw~ zZ0G0`Or5%;Z6)Lh67|UNyxYfo()+W2i)aTVnBlmwi;HuBXajANWjR9;JQX+v7#aJ2 zV&{M{58I{+I&|pb8rY4t6_x721bV8`p&n%;7L#H z`{HHSUiId;zx}owZXNRARRm~7^S7^j#S32ed@KV1mlYbwS<~yRb3f=#U+E&Y2X5(O z94%E~_C)^CM1Sw~?p?de2U_WgXuhi3ufN;?PAj(LbQGXMNNi-vLfSR@%bNr}`LSpv z9c(uUl}cIa;2=A?eDH%GeAAoWgf~IJ4I5rc)(r|^u2M#OT7gg7@_)7QL>!{f|3<~w zic4a?sAudDKf_oaEx{o4X@Z+M?EwBX=rJf<1VYam92(9t+GW_gDz(RvV0t3fc;TH| zlK40{BDw50Qh^8!`ugwdn$dTPKiMk|cZAEMVnu-u;VtD)_qWI#S~p~cbUle&vs4(? zr{iH@UWX=_X_J= z>7zMiWoAf6fKg))E`wLa;;+_N`-_|*5{7=jB+bC^z~Jx*)EJB`jGK`M+lFN{K0bQN zDQBE?(n-U^!|?HALdz`z{jvmOA0BLU&%FSOW+)iL=sL3+vROIHC80_(1Ypbx6& ztO|J>mRqpomRgJLHd&@|0|;^xz9ZZY5JwPzA)WDUt0sLGIHe+i8epDEDG$5;N%a6T z3@JrFGj$Q`%(9psF=_Qezl~rNHEW#VIl=|UfkL_&frckM_7y}@Y=A+6C`4EW6B122 zu{z=)_FL@s@ziHL_48l&!uZhW;ltB$8jY?VTbysbj0BZ*`}Vspx#XAM{NA^B@4Rn(V6kuY5JUr%@4*TZ2 zuwHmR%qL_HmNoLolrr6Rc(f*ans?xQP{_tKXM9*Og1ASaIcT0(IR!r;4BKG`&CDyJ zK4{G*iPxxgmX_Ep3!erpr|Luje18WSyL29FsL zBZKkdQ4KPbkBMAwc$fo-^Muk!1u>rX;_^VPF*-hmdx%Ggwao9j@QRGlp&^VGDNW0u z|DjDi5j3N8Mq?U=2vFYDG6`GpLdmZnlTq_X!+ramcdTB$YR#H8OgpzaS|p{8bC*l# z$N^0go0CumX9GAK?#GHPp!(&Hk^h-_h0I)R1vH>xU{ids8H`!U>sbUZoay}UA{vBo zI#Y;Skdj7pd}zpZEZlK49mj3Q;_p_p%ix3?gB=TEY>n9RMY2A`IC!kec zXnNX2O@@luFb!gCXcyBtaPm$=ARtkIW8*1|UAe!N}x?D)bLzKDPi-eUYc8u6JwlZ@E{@4a5}-dA$w#G4xzXvvZY`Q z&^M?KDgU5}fhjgNG1hEiNe;tEg{gtaAgX~pM!y|)W>aY#AXuvv^Hjx-`)(M!og(!xLim4YTR8)RQt}7<%DrTd~KFk9H z7%y!_fI5JW#M&?{JCbTCz-eMXL|6W)>1lE``Pe#1K!QQ6E^w#>tTRJ&(z9u)hc1ML zX#>RV67OkDtX_@W8l<{q6J`Ya2#ac%Es=+e3eH={e8F?U4Yw$4o^V|r^GBXqQ zesCa?I?HVqjMKqjgH9rs#6D(~fnm#SQG{FOM%@^nueuM)E~p&(dft^ zmcnm-^Ltc9UVpD5r?Qa#9GQjOk1g_4O`#};NNtOEY$m$6bkT|!5yEL!Y)HjR zN^`|g_J4MKEofo|r;EGEcQwz%a&Ae;+uD{9%O)0Fgo9;Z*io2DXA|FZttJsZg8fYr z&gQ&)#%9w&K~iTro;YJL(fA*@d@*6LCl1AtaA^dZ`^kusw6*gD0|+*e|EvKtj38{g zgkKrpC$L0|#W9m53;}pvf?*2L3Z|F`Q?J8_Eew0yJteC%wBgnNW?N=}fdKCgJ$rL> zX!we&Z}^LszGTPkH;<03Tf2HZt56RuM4ccDaUr->z_T5*Vbfr>4g&$rx94VN9(3;c z|MG^{U-Y00XJ!|0V>S3JEo@T_n;a3QiQkrN-J0IMu>O%HvtahSwtTrjER){kn!eTI zfW9U|#-81~`=U-qpoQ$A`+Eev8OJRXSc#1!ST8S(l}<{Tx~zMAvD^wzC)LSHVeLs6 z{qW&Klaq(pJ1`C{p+jyo2J3_5vOs%P;sGH_Np5IcGLRnq(jP}DO>W$y?<0%8c+KVb z0M?V9?14Gbbf^E_rugtM2$`033DYsn2QtB!l)zLYOMzfaO$$Xgi5SR|?X>||LUPq( zI6k&rHwpq0axobT1YcGAK>Z(VoZnFXMRAKC(qgkkrI0H=Of1Nk1npptWqOjCMf+n~| z^{u723YHV&C|sFrijc5ukbI>nHnu>q>yg65wkh;^Z?pu=u~VLt zEgCH89525N3%d!40*-^z{V}tYEZb5pM#n>nA2EN*-26ba#R=gF(2!E-P?;DV!XUr- zgP*qq0&`k(FZ;>{yS*DUY-sjszJOIOez&848#f5cQkc~fF)`9S4^QOf&v zuY?n*xR_EKQBCa9zOZ`(g8nP|zR?Vf^FUBu4auDyL_%TJOL=XkMbPm0B$;F8*omqu zaHC9EePkV_glEtNfeIB6t>JLu$SWFb1r>h3=bQM+riV+oESQDvEMT=v#cRUDHx40YiG3Z2K& zW=xonFt|hsKuodLQsEI4B3YK5*)&RdQ9MSh4ZRhsBz5yi##hokpEQbOBk&O3;e8a- z_VCQ~-FM!3^G!F7ubw#n{B!X|xbB0}VH5_}eLHvm^~+y==_NmF)Y;eh;N*cd>oV`Xh6lHS7qW)slm3z)b7F8M3fs5saqoMrbI7VbdHyj z$PuGPMQl;{i;@33ls3dT{{9oVso0t80r@dUUyvIJ_@vnN- zE1vl1#}FI30LXGe#&D^8MAQq<>?0rlxA(mJJ@Yg3#~*k6o8R)*=RW%xSw;XDPFAcl z-fEcMs9-P%FrB~cj@wsHtUlq`ZJLk(p3UO0@qonOXK9}8vUP#zpzX;TaEmHV z=m&HFaR+KZ*a&%_slkdApy~>ytZ8U`o0$R!Hd}4H_Lo>`mpURDanPyEIA}gxBh#gwM%Vy~&rbxiUXZwBjS7C<=K| zp=Eg%4JZr;K`h%QlNW;zW0*jcOG>(vVR+qTYd|Lu=b1@0Dgo`1U~J&B;g&hq)}*QFh-B0F80mEM=K1-p3g_>xJ1q)+=}3~ zAIA6WzU%kD`^|5D{o8A=yKZV``X65P$|pYYvDiBZW@G8PBMlM`-M8azyg;ol;!fZU zIkbQ8op;_2(a*|fKUNNZwZ98|j{? z`S`~l^RS0G@ax0Su*u453E%YHyLNr$OJAEha0p`U_SCo^tH5$0Eao3rBR@qVHnV;6J(fn#8&= zNMH~Xdu#GI(6aEVF_T%awtxz}HnT65i#Q?xqcig}U^E>;t6ByIosDbPoOsd+#~gEv zw7jn-+6Mvuqrj#OrIa^nZV_1|^aA2-R8pz=xw$Qex}U|BEK($dM5no`X+t@YjYJ{9T7PPBX~>_p zvIHh#Yl^6lrdJ}|bUu(vW2RFXtJNO;;0w<@_0+4bzWN70{K4;k`@4JZ-Erp~w~y3^ z{Lsg_*KOW-)>&sg<;hQZ%HtltZuKhQrcg*!pw+W-(|c@X)4MF$b?Zv%vb}%A7M|rl z%d%eI>HA3EAv#VuVPvyaV;HhJj_hBQ{;wo2g=)HG_kuSqN?5 z$-Sk|VF?MOF)zk(vs64*lb?z%cZ>oqmS zOC)jvwQJ^N7qXA`2QXRQL)9T&&9$F1xY2Z~#K0wS8oT*1PP07jo< zm{rHC3UCSf0LQSTP$2V2QYcPY75+W_d^%bw~n>HE%wGZmb@r7r&(gB6uRZwu2O*4(+-D~9(6xEzZ@%f~T|0Ne zl3lxQEh^0RMw%Nx-A2e0qC^|s$#dMTQ} zz4kT#Soa1{ro@PiWg&BpVeGhfFY=Ig+;zv)%q*NF6txf#oRV4#h=4u2_rO`hs}6Mr zVKuOAT1%)Z3sSa)j@Tw&INbqo*syuai~r<>FL>T_Et@49%S&ORY)eJ^3WD!AM(IOf z+j)cWG~?haDK-HBlM>Fe4Ares#`hBGT|$I(YDNSQCoq#BrSLwx3=+7RI5mezBZq5? zecvQjhLI%|+Evs(SSKvY$U@dGh!rmipwCcN?aduHbT!Be^Rt-jYLlt{hy#BzjGE2n z_)zo7kA2j6=bwAuJv*+s_S!q|*bXs){+%0+-F(`aryqa9i4!$G8nk9Y;l0VskjoR5 z#beg%)m*l|`|W*o3uOCaK#O{Wl?O>>T#9GT7ziwSXjjg$)5mJ>OnQBJ*~#I0SXpI0_ER@qzorq1Om{4}lca24TX?gFV3Y++A=qT5w!8T&$Fz#}WC%rNtoBM$ z>XFQ?Vi;x^1{Pdm*W?kYVP7BSk#H!<{-6B{s03dI1-jAYI9O7yhXQ#ssOHvk*6kb?_ zr9H8F?GVzrMge4>YR7qeCEHL~ocwhYlZ@oWv=&Y}~kQ>z0Ps0Laa?EFhiv zP#oJ917fMuzVe!@fAcFqoUejs^Wwkwv*$efIkxA(oHWVVRYCszcfY;j6aV&^JMX+f zZ_Dt+D6$a~6QjT|EiSPwgqH0Bb%Eb&*1)1&SGn;VufPvHfvR^BJiJJ4d}Bz5{{V`V-S$q&~we4ZKB*dLcgNjP^9FwY8R$- z%rKzmk!u&VClZw4bcubcw0grvYl_81l6C>5UP(t$Ot5FyZW>=zveK%oQRH+QhA;!9 z#wChcW%`5VUVcii=!_rC{n9|Cw_aBOaBKX!swG(0?NlHw}l zt(9ipf4KZ=a9G}WR=t?#5}IKt`eI7bDRp#EfE1hgeAZlLrkY6Km>`L z`?B43%guM(aXak%7ro&5sIF=gL=cNYguSiB3G7uQJ$+MPT~Mozd285N-L&F77RN^Z zwk&*;__V}DqFu#{{Me$@+ZcqABI63_2|PoK_Me5*!E`k3KpAfRcH6Oxv5^sm5bM=A z3k(rEc(^stjrke ziE>RK`CnTVh5~f@+c0Phw4e&noNd7^+}*pMQc~~>nPV~@M^QmqMZ3E-0GT@s+Ij zR3h^cO;M{McHM!Qncx56imB-t)1)IYGBO6S0*G)B$4KL(DY;LF2Zq8d35kpkQCZXU zYH5&Yj1ppdbaVv!v%uAJ5hJL34oDnvnP}wQYA;voWa-OXW+9Qf!+mZ#&f1aDrZ>>^ z`s4CZl4=Y+ibC6DunTWY&CKlBz30$0+5jH{ZydxwSVU0f1CzHM1dPlQuEH0YgYks3 zGZ6hPLt2%iIRw^!z0MviHKOcYmPvc?My%CqCeVExIJbLu?cBeAKg@&m8#g`e=}$lB z>~jwuJUl-+gOZEt;JEA7A?Oe6z3=yz|K^H6TsBjrWVar(`B~3+Cb;Go<|9)&3XF`d zx#&R;`Tb>A-FfFt5KN#yB2%VNm%{9XQ)RK=7yUAAatzF;&So|;V+8`1As-Zk0=_7s zvzN?8GbQ}*o8S1>=l}Eb>(;FSU}^2DwSV^F7p)#2^Fs!v`^+NkpMg6M#FV}hgfUjH zP)oYf)QxA;6~LxRf{Ga(Vz6cV-8+Bw^Pk?eW5?9tslmbeEB^Lx&OPgF$9AIFHzcQ? z3W)oplaIgPybE^jyeDP=4bB1e0ZMrzO6Qu+X$HzNtbhKUPr|_0uB#kv znnPIk?%fx5s2WGcS9x}QuHtOmy6Nn*&Vs%}*Cdl@PAjFyT)B70z1LlHRg$XUwHVa& zTxL6?7`~$PeX}t!l90s%ol@x&5V}|s&E^pBbH?xxgdE8gmY4V3yW>6Ye&u(w!J|(M zhDzI{Li>iUxh7gF1(Q`~^hHySD#!V|hlnXrIWji2vJOCA^)s_;HC4G6P*=6|IlH!4 z)0xH}uxX2Iohh16R|#J!6&;j2ed^X9W+FVxmIG=AjIH5$6B%-4yg1IZ6}ut0fWjMM zRc@@gO3{X;#?cz};ikSu{-YO;qZao|_mBn!y>v7N!oL%~BcMyh_<8WM(q@&v->C{`qkH5_w65k?~1Fhnp>RjkN_o$mV;QDqZ^FedY$D3 z4yihj1~G0qks0dh=v1K5X0_*++G#ph`5(5qgOgjgZhpkYj~E`CxM%x4dk*aL_Z=`Z z_qrQy`t{F#S_!8lMC)bn<6|IkL5kW)@YtnEZ|u-nwjbS4jVVJ zBNKDDLn8=fVDOnhxiZVqDWMF2E}R0dwoqBZsORSv@GP3PJTvV9m1OFlU46qXZ++`q zcieS{j&^W#1h?_IPk$=zFWj@0p&pp7D)%8H@T_1yjtmVTBoYhlWtU09DjK>0)Qf5M zmH+zsJKph*d+*uaJrn|MC!TmR#@`{i8tq_P2&kb-(M#yRzgZza^dRHZiXdRVgnc@F z+h(fX70VIj>&uICFb=GuTrD98)s}MONR2xU6f_%yqod=KhYu00V@B{89EQYUv0`s*VpVhXdK??tK8X^< zra+i;aNn*L1nu%%Wf{?`QO9$djV7FurPsDnwq@n##{I9JqTNFb`~{FzGdNhTPgKfxH!LL($A#}gFq8nL)or0k3vlc=c>_$ zMeW*boq`p|z912132)qywg%hE4b+=e(>0gp7bhmhpZ|gvzUpsZ1+{=1OP&n+^Iclm zGQcnE51pt?(4KoDu_^flyrS&_rEfEz2SQ>5((+M~aE8%e{0Ih&dHYOHCIeR0Q|aY( zbxVs)1$0;LEBB%bT6qVbtEry!QM&hx80E#X%+i~DRZ=1S!6n^nq59VXA6ugzsyL*^ zLchaBpd52Lnyjlu`x5v9=&MOB)Z^1!gaT$2J)Y1T`FKO8`F9Biwrv;did$y;+^CtrK>jX(eS zB|rN9_iwr8ntBr*N}99t3rV{*wQpbVR6+=6RUNQ`a;559^%_W{`-)&E5AXkD>y2$k zU^(f)#KhR}Fh;$8^JcWBGHiS8>a|YEyCx7t$AO85qKThEU45Kqu z6S|1)BZ3Y=frL+Y3c~IP_c;s$!sT3(3X9|wi6vRM$iSZtmA_gj8t@cH+rygj9K&`N zre^T&3CADz@Cz=2D|hZ$r%fZqF}IX-((&flJvVRPy9@mCwV`3>@YF%Ld+Ro=lX?S| z-y2pIV)JpUKq0bfbY#`!^r4JXEW|xWl}3Y-g@NKB8C&iNv&C>Dq=?5A-Nzcm7F!J*SdBymI?;UZZRg6k5UUi4BO1H$%hUez;7v8 z_0ojWWXslV&Yk%7o&Ub-hR_f zH-6{4-?{Vl>y{Q~Z5Ih+b`b>J)$jP<``!;;_Oh29yY(0bi-JVx@r+Kuz8~m)hM74! zHV%=ofB)V?hbN(`LBcjOb2uZ$BI~pQ3X;qKfRDhd_H16h?ldZl(FYH-Hpt*>!$BZm z->HR+3Z?*@Kx4nC*~Cv}GT&$V(DeIuy>I>cO)q`%pW$A@r@>e7#gsFq6cRb&@hLX? z%0uXr=vr3w!S?4AZ3(A#LJmu5-^RpU& zsCzx8(iJMN7cX3~_wocxiXDfv8FW1(9hh)ChuBXK(cgkv(c1K$^bh^r^<+!ROD6Vk)^rL9w{Af#uC-H+9 zY_410*rCA%TP&(uAvN~z-Rn4Zb7BlVDPc@bADj%N$>QMfFoY@I!Gg4j+;@Tw@jLi5 z_LmDvG-`^Xb|Ee`&vuzO;Il@3^nmoG(I=QS+`2@xodL@p7@w%%2l`;cu?O$j_n9vp zaO^N8c~%AY5*n0W6P+zZ`B8wiIsnY$Fr=FwEQASf3u%lk1J!x9VfC>2vQ)^hZ`lGW z4+-~{mBIGdi9+OP5EZ;S+^w^`gc7tkt>Z~SzAn$r&dyG2NRoi@A{(UE6XgDZ!;}B` zn%7)**{}5>%}h_f?|tt+?$~W8H~^%woA*mOIZ56o9rh0#*na?r+_Zj^U1gm$>hCPa zT3%RgdJPOp$HfNSK1F}kt(%;FISYP;%qk)L2pIQ#C^nZIuT($~di4=~j-=5TX)vR! zDWk}g;DMC`x2+`6TA7%-JWV#N->`c1giJL4qk-eFCa#8LZ-byT8Eaa)-xaXoaa9CUGI9&H~;&KaoEX_PBJ}cXo!9&24Gzv`Z1-0P`DnU zuF3e;!FfF+i%`= z4_!T>htAqdt?zvQdyjj<6V^|xf^1GIJXv0OZFCd4N8Y-eB!w_5I7d|AspV<#AD^Wq zM4)P+7f?l>DgVC4FEW*TD`7cZP0;;Rxy$8^Zqp4#535^Xl(bjBA+JIB2Wb4DXDPp9 zE8Ak)%@xo_79vMs3@K9K#Jk9-IW8_b9rucJmAi>3MNCn+%WtYb5lN?eZPzTguvA?! zjkrLO>SC>ArO=oZjwrcvp^>v<2h{{dK?g7U=tlzcmFqK^bmk>+Dr8bK7|=tO8XRHq zwW{tyd-=MXZ@S^e>+iVb=9{m&)=JXRp)uEX;B0ju3|h-7_t&o5_?X8&1`SN^xqAmz zY&&eD5j14e*w_RtNsQMMJ;9VIq(~DIauxbvjg5}N9G_S-;n>!_ckl51;K0EHcied= z-XClX?!NE7APfeEM`5uuu$Uw$ze@dZX>Jy0hJ^tGlUU=b9RwlZ76=(Hll^}llVbh) zb+`sBo`ZXs@!PWP_{To#QD>fY2F`Af8^o7X74v3EVox4GXZr=)!+X z6<=xvLDUYS){>8od3*QloIbE)elA5i*R~<~33yswTufPNY$0*%NC8y?agb4C)0R;O zYq`^@)rU->!XbMl7AoBKICU&OBaMI$48uWhNKJo5D7GWkBsh*rE(WBNM0GzzXHn(H zfBb=6IXnm_#P>;Wfb-D0F*zZ_7_Qecc6IQ$Q;t^c#J~^OMndt&#fISts0ROT!HeOs z@x_J3?|tW6XjbvbPkwT!+31M+)b&=NGPtCrZM&m9e^6yIRKADjZsWuj?IPisr&?pa z+V7YK$7yMC09O-UT6uvb>pJAHqMU>(PNV>?tHM4F%1^7ZLb!&M^T@(P&~ybyWqTvT zLq$giZJ;J%DJ#@N6bNswA#xK8^_>bUmn`WsEH+Rj)5S&af>aT_^PcORe(Ld``1nVo z(Er|d{~PUV*yhM`$n+2=zxw5+&wciDf$~JtCvl)1HafJ~Bo4C!Ip>M72?XNLI{ggh zX&BHUDF*&GGdGL;lk2)TukBRRI13r~j{q=b9Z$XKR(WdMKqK@9losyi0~961q{dx< z>-K~1e)s1;`_aJzdni%Tp~k)Vyhw01xRUEkq)b>R4@XSr*9 zSp6;D@WQ|}#Tiq2Uo}SiJPPd$zY?ig65rg)FO(iwzpHy?a#Csq{@q{d)mPSAx)4q_ zQ=oN;Y%2ZBEkbR5OE0tQW28lgwfyu23AZB+z0%m1W?W z4r}~{=r@j#-|Or-aNwp}ZvM@szebzixdR8xARZeUTUZ1%JpesL5Vt9|Mkb!|>}UV& zU;otw=bSaSxVV4MfiMbDS#$8t&bC}Ep{1qyG{P-r*H0LWVVVTY8D@*~i&##Ow#Wg76uBmDp6!~oW^?bJ{XhKS z_inxE<|IlWUnch-!mWAU^I!1Fzk3DBqp(KHh+8J|v~#5NhzlrMA{gVE*l3YHG{PN$ z#U4cI`~m=i$z9v;{n&>;bnO+F#UZ(Z)$W18Uh~KmMX(X$NI^A6NuP6NV7x49R{Y8@>ZAiy-&bEyvJI z&V8dy?GZ$DpkUD5AqmsQU`<$!Q|^W^1UUs=Eh1FBM|UOS+!L!-EiEstU9)a{Y;4Ef z+b{pa<$L$+9yHNMmet==HCE z!%a8bv~$;8XzEGc1>%A_zxnO&x8HrwsVAQZ8!n0iOKPB*;dD4n=H}*MXQ3zo{h*-I z9Lu##5&e!05}yB?mO;uSLi8i9NQBqMRYMye_ptNNKI@_jFZ|}WzV_=&FTvcLpPhpj zA(B+xUOSIx=J*dIQ^P=ceeVzbq$pp}_72b5%$fKSu}^S}lJZbwB%f{2(jq>ueB<(_ z945U#yH@|XGqw8*hp9IA4kZobl%-r()oRGq& z-HUtjQ=jpVuY3I?E;>*D1|j&!se}L9=^IAE-62H*Fy8T_?+*T!{wpLbQWaFOJ4M+Z-2)-*GRL;j?Z!`fmK;jSb{m5U@A84 zs;Wr4;=uOH#O-o{IFb{opxv})48PAg^_bmvZ@=-HD**EzXp-E6EbtNlv;>-EVxha9 zDZv(P7Q!CWLL&?ZD=})DvT{(MV6sX1_h{SSW~`B zLUWQdhq4w#E=Wg(l%zzNgZ~%0Eet{qxL$SWk{H@>-w^#22@jfCfS~a>lgQU$Ar#}) z-0@Z8kh(E-K{5Nye6`!czpoESM{8q{vE1#7l(HI$X{lqc;nWmj(voBxj13SUoPXY_ zfBNE=yyNZvytvS+*N4={-nH|-tFF2lq95*OFcZQA&`L?0RUby;#Bg-bD=$g3=-bas z`hAg4UTah6)ndurRV{30oQbi>BZ!rl7j_z)OlhLhPg6aTFh~UHW%3}vXaOGwMBK!{ zOa9{dC!KPV=hlAwgKw@~ziHKK&?wUXW~A4Wd(PAdzOM2;;rq6&f9OI}E!gYOQGhCy za+QfmNM4q3OCL7z0o4-eR-($%dD?CD$beIcDvq`r>?yWe9d?_9><2vuBS zl(zDzZ3%{R@BYrwimvHWN^7E798jY`Nb9ex$V`{dZOPx|8^RY#NzQByo~u@JP?Ysl zgdxqR#GWzb&z=e^@b&$wEx!YWy`MMMqDpb4q1gTdhbHG{Yr-@tiSmj=g_HOpt8xX} zK8MpyAYL;%dddkWAG>bTh}*dO@+%KaGoxD@Xg==oPkzDkUhuT1Ji&7rah5IusVUsG z3?1QxV+g}yPS7FmSTUV#<=-%HnX>S?qQn!iL=&@&Hx>?G21z`R!-gRA+mL`3D{sjw zK-g=_QcN5qqPd^vhoQSCIRl^y3i`dJBXeYA6dutjryPqec~et|m=u(p5At}VOwk0auE>P_ z&8oFA%c;fTvZSk&Q(r;9N{AfKz%%@l^t9ri95?;=1CbaN2#Tri24?RiQK~p9WEu0Q@)Ox>xt3ix6;1mpZC$FvvgllM`s$*WFY&Q+`exm^kavSH1PfJUZF(w4 zQCTuH{LsCHOgX%`uzk;NL?qWCfksXhYZTo*9TQ78jsplIk{P*9eQ*c}29rzGK7Q-* z=bU}s?T@=1Kn~co7e461M_+t#RqXV+g;p!*Sfc-9>4=GoQ2@9CRVBn_#zM$R|A++d z_)NqTl^MsCDKejoiM*&pxL_FHt>VW?iMOVuCUhu-y5jFRAptsu?Rt>GN@SU|z?3^T z7y3SCF(|g5{G=zHe9EclemTFu1OOKyLkE;FI*SFJmT2O=C|{!&C7{7rr#@aWjuFLe z*F~(h)^Mc-f2z~G0SXv#Q|MA@OPrWd9oTNDBh}}IlL!nMceZ1Rvm$ytwG4hk3^5zR zUob~u!*;RU{5Zy7rP)A|g{kEkPR+x><0w%ZGh*ME4w1DZV-P(WdAHQYE<&8F3CPUA z53yAYHx@}f*o2infP5fscu{xCTccbHoY;JwgrN^vhe4ty79=M{Raa^C6__@tT(odi z8^+|upkZCwywFmVdPT~#VpLI_q?iXz-C{bUibElVgI($8YU!_dC*)LcU75qGWBAZ@ zS*l4V6DDtk;#ECOjbxJWwliaVc-*tyBr4mIY=TmA0qLy6`sPI$7OV`qbep%j^7WJ? zph_P}kDwH)<`t{s-D*b={l^`%{?GpG#W!7d<>JEp#MsuM#=z{-!nIdlb>EKrPCxY| zlwntd-dY+^yV_*hl=Z+&c$7dZo1%MpDw+b?Z70hkVOfmtITqK47}bUFF)~be9ZF%V z_TmRRJWHV@!j}tnmBB{+qVrBW;kftuK@7#b)bgV^703w`q%~OWmC3-(M9r-tJgJ3!cYrSvc6a~n^|Y% z2ma}A;%^*_X%c8!2>(__fFnuC? zY4W!=$1>I2voeXvh&?Q1-1@v}jAn9EdUeI+JC};-s6*|=nkabTH6NIpo{ieJ!@BUQ zX|cnMX(yrd9--|||JOxX4}zsG3$GC(077y7+BFxPcb+Hx&vjc|Vh?Z9_+gx`RR$hm zWQ8{4^_d0xnjx1bO^Q_|kTcsM9D>YSLc7X-6<+gx)xD`}c}MCrJFw!Nb{loJ2O&G) z%$|GRxffn^AqxwZ0|_)!$vc9tl|gFBB?PwS=k<9OAWpuek3-wL^X}`DLaHN@X%|8a zQ-c&ib}gIZtuPgnh3X$uZj0&YJV~;MG`uFI3_U&O`b4zV>(=<#5Z{awZRFyR9l4Qf z6d{wuw^jaXq*B{H+qPuP5(!rDz9-^as@=q%4Pep3T25(_S7KSoV1SYO8cBz$@s#R3 zmRW@Pz+|k+ahfy(<;sm>^=4|YtLPB~aE3PFt5>bk*@r7~1t1IlW{pYW_;Tm%R6^2{ z=8dF4EMi-vh+Msq-zj{1jT!Sb&BIvskNkR8mv>lppngC*qqW&x@__Zmi98fe$OxKX zWN=6e-@5Bi`Yb0pLz5_# zvdv$vyE-DLqkR;at^dm2M{ep%xeLX`19bXa8Gb6il3F)Y6XceNr#OlfcWOI4w3=Mf zbFtFv=un<3__PGT?Nt?L0`t~FHrt(Fp5Hfl$Pa_9o3@~(OcO-@nGG>!ICjmdrd050 z>c)AEEE)P?qlELbKKLC#hY}<-IJFWM2elc4v1B-UXVXHT86~WdAPBVl5kb0AWS&Mv_cX~LY7m_Q81+;u^)KHcJf9S zQV3%(IS98{QSA{kPYHIGG;e6yx=t))mt$#T0SW>6D8ifa^f`qjiGo8=xk{C|LegNV z#rl9KS2(sJ?kMRB9BO!YK)^^AHW=EO(4A|S|G3OgtJ0ah?_D5I^50)S=fd+(K6Y!rQPSxEtw4mU1hPV(UE|8o`UkgknkDN$n$sE?RLhu#A!Ct&%CFS~2$Po2Yom5>rxfke{t-m0k{JI>TDI?ui zRuPvyS+ZyJH|*q(e!F}WL4VmKi7V?MvVVF%}zmaqxz(ZC|18p6K#)2UKMbrriVu%hXxgb{khZ9O;0>=`F`p6Ugpu>_@R z?5fNKzno=%xbo`DF1zfGJMKVr{_Nxww3I;|!zQ1e^d)7TeUf0cL~(>#N9IP@(pI3p zrUAPep{jGwzu@5yeR#E6pP8Ez+(#OTIcW*7M)^QZ43&nzOfU)BSyC~rdaU$_Xtly2 z(q|O;5E&vXL#D;*o~QENGzuA7fFZDkp`I#-D{+uHqF_iM5)pu%iZ@-M6eig(W{^ub zidPZ$(H5fKH0nM%ZR)2Weq!yuSl|6sFG-ZMsCan&mU+zOxlkL($8&PT5=EoAS;|bsLd4#M401yICJbJj1dz*I9JU04oA2fe31 z{VBir&Cn88CN(wTt0ri7EBOCdS5%fZ z`kQ_sbH8+JBt?uI{$RsJTIb`R_|!Yz_4b*=2iKpltu{Px)#X>!9CvtN;NcH{#M7Sf zv~y27Wu!SUhhF=r#B?2r!)ZvAMyaZDt^U;#NGR!8;S88M_qV21DPf-n*vh>*``Fm= zXIWOOFqeH(%?Yi<>SVIz%Ap8A@Y6qHvyBx=1K4ckTbdQ!F;gWR6`{l7lt@Wdl6dv= zij_xGbVF3j*_1GZEVrDC&XOo>C$w8vM#H;h)V@Kj?Au=LjQ-hKPLs>{;6b&F@JC!J1phDM&f(Vj~;%u5y0C|S9EbvgvUCgwPL5)gNWHFuO>=Q^$~vqn+50U0R5y+J zno2azoIdNQC6XiDFP`0M5yfAmYBf11Figf|s8lGW_()<^T5Z3*G~cSMsld>MT-45j zibatdzJwy}jFg{b?(GT%Ewk6U-z3aDfobvXWmKTJazPon6(i_guId*Dssz1#mQ}Ja z|L(Vaec+^zmP7;rh!il2BJF8Mo$wa)K9pqS3=dRa^-r(fyZ_)He*LRfFt58^^SfVN z^SjFsRl#i|JE@FtunGFZFz`e6VMcPkS<9q=!1fH_M)&R7>3R*-K<-hvb&tLfuuYUeBpE*z$J(^@NyNZ@!dfc2#P%s)P zr(u1*w`T&7#;9iiMG!aQpB^@vo! zwqDgr(_I4<LF=q5u3{_G2Ik5vTu(WWC z90Pw69!B$uJcxcLH5#Zr8SsAj)8Bvjv!C00_Z`y*4qW_*N1XbE4Ujnd_D>^K_4RLj z?S|{F-FEDjbI!l;N#H|z^rO~{3{Kf37qo1{QQA0}eRemBCv&aLZbGrnG=!YD)Im~H zR2s05x+aT~*0kVz>LvXAn(IICfe-%rhu;IBZw1{s)?$@8H(1Bjx)L-IaUJ7*=CmXc zWmE}GFq14^TI?*%P5$b)zZze+>Pe4%;&I1rWtRXevc!*16^~2^x^jpRtS;CO5m8DM z-JQB*2Djvq5`e2&M}XYHMS*9c;RvVdAR?hlkVg>V&$KFo_0=Zh=6LB!!?;kG)?AZb zR$gC1^&>_uC^a3Mc}QUubV6nl;zDb4Y#PH!irgbZL_i1yL8FO4cT?lMs^;+n38;v8 z+-!^#-v}i5Zn;!FDg{-kYZ#&60nJ-Vr3mrO&3m<)VQT(fr?gp`x~krDy@e5|i4CcW zqZ`6K8cs3eD zs(F&4h#7T;EN!KVk1|U^+KQn)ngkl)^25R-Akdv=jRUk(;twW^>_9aCXB`#CX0a;MYYR!Slb7}*Q&9H9GgXxge z1_m)O%nvj`MR+Ie1c!I;{lt6Uclob=^Y?%M%I81lIq)nSbZx*MhE%ul&RBC#R-S)$y2z zKOB8i<`(9SL=#=|D-oe0#TOEzWWFa#5*zO+v5QekWU9hc!okAsU5UU^BfTrN@%tzg z?MW{rE89vvu~K>H3|OgV`o4Hns+KH0g34k5LCY92ML6l|>pwcRa1PEBzpVL1B$eobiYY)2)9yZhO+S{(zBI+EZ}L%jkU@jq^|#*r!FRt8avyJ> zea_iWf6QY>YaUFaHLJ!R{m6$Q_j~>2zrX9+Yw&aZl~>$**Ih4q(Tg^Yk4^()&f21a zMY2>xq4Q2(mlR~Ce-=uBZ|Jx*qhTeaYO!mkC2ZjL&P;yzb6@!UhdvZYr*+-d9&_CB zCmgqR{nqi}F|6(=jo~#j#G4@ph2gZLpcDH3!2^eumlyGBX>q}F?SYYjD)F6h5C*56 ze#+Trp1Eb~CP*^&#j^#@C^54*%W1UeJ(1I0#6HbGc}SIlRlEmNQ!lpSIsDSD`|cIf zwE;&=!<{&I5dfiv$V5S^_`}Er#prsGQ;GOQBlZM#wa>Mlh+ksMEmy(}4r%7885jtc zC1#`=2&C9zFwhSIRjL6(@ML%&QYD1tN7=3Pu(sm*)hWfs{Y4o#tH#GIscKm{^@%9R z5<)OD3fZcl`(@K=pZ*1ezX?uND5VL=BmBmiK++Pw(-QldkXch8^)Yk8iQx3v4s~IX zNm@Z$G6$9Csp3?Xmu%{0vB|r@d4(EBVLVIKlqH}hTr(l zn6lSid+qM~?wLBY8|@ibHD%&r9oX!d48h}Y9ik^37djUGs4#QlGy*6&3gZ^~aJE2| zy#!7~6ykLjmTtcGn!o<5zuLaz-Z#DObxqte&-D@HQyHq$lP~}0O>1jO^C^w_zWkLh zqXYqHAJo<({UH8%a`@l@()m?jCYXSE-n;$IFMi=m7oKwtXkSgC#uZ?OspKt5VTW5( zf>tcHQ5;L-QL~~QlO(C0cH#GmU%@9FOp^1sl^NLkp#3YQf1!pSNP=fVrI|~A0c&UC z*OxK}J=VsR1dt;7OVvY14b!W1Q){Bq^=t13voAHD%M0ZqLEu$b!BGkv@umv+Nrx=s z<9$+&=6ok+3YEQI%bV4cTY)~Mcitr)k@7hcMA%acOaJj7|9;Kozmg^8p>ghUn>O<( zJ^(x@GHkx?B`-dF?~aeW`yFJuxZ%3@+9T`PL`?<73+|yS#e=$DDfRU%d3s9{J#h9J6)n z*wC=+ScyQ+@sl!&kidFI7=v=L-IfzC?`I8#NqnD7`pcjW~Z&RnY<%rDWJBfq*U_ND`hlDb|z z!_<0~nDi`1G^lgUv9TV+VS85juBIQ@EC}aQ@}F)hh8HO8tSl)YjKvuo z0PwFW4U;?CO9zKk^kF&jD*dKvs8K~Jo&$M^OJK|-1vp$+8fT+HWnhSQ)Y1X*$7Pj@ zvl?dkoMu2e%bDzoQUf-(Wh<#h&GH=dHqf3EF%gOkWXsZ`P(!RA_t151DFTS{$}(wR zp_uf-XQI~(B$)PW;5*7-6GSA>h%<~J2||IX)`Y>F*{&{_(#nk)dJqn7ND=}*hM@c@ z$F6(h>t8-O{lc9)cLL{gVE>_ZyMt8@s{le4mrTT**BBlcsnI3-cd*|9j&we8WHg^XM?Z)@~StnN*5t!|MMr zl);gUhV}#;b=zIHU-I*xCqMep zZ(i{Hr#|knH4k<5OA^3M^wRSPw#uNqcfE2_5<;f+&njOvVM&Obt-UsTlD*GJ@Am98 zWb5nmqw@NQ@%r-q<(l4ZB3d6^`HcAVXveX8j1)%<`}96G?w55gf%f&@bo1NlEwLU` zQCX>(!%OK1Q`lGpUuY~;N==R8ENP+cxC3nxiy??2m#bKs0*oB#FS`*+`iDbZe-{m;*Q<{=lJ|CmQS z9EGOZB)zM33lg!iW2wbVTAQqAHVWIHs0;B+GfaQCM#Jr%15^L9~r9rksF#W2c1@C$b8Cq7Z__IF9t18n$Kpg zyJZTB2G)_MnPPsFor-8HDP<@9MjR%pV{zlSga!s`l3*02EdFjunnRR}=#SVdx?UA8 zhxD`)o**vA@4+^lH$zY&qj0~VXX;Xu4#QZDj zA`_Jp`D90uPMA@w=};!64OswM0@mF)a_PMT_33&Zn|M||(v?fanI0diPdwfqllEBCe;_OG>%9K zYUjK0sjvo0$|<>X7(fk@Y%3;U6rn29)*jcqOb%P46ovXsM43SyyO!07D)V!Tp&x+7 zMmkwJDOYO5W*n~T5F~?>bb;*(<4*MI;JPMJvXJ^skFewo6GIy&&V1A)Q*=L@Ey!sD+@*_A0&7q;gdv<^LJ?}oefB%O*^5NB^qYc+Z<0&Xbih~~Vh5sEz z?(?-$^x(x$fBN&g@45%72or#HHq6lYU{ZY3o8SCcVMyMwYxglHZTrv%KCm!5ed|p( zJ@(>@3-MF%cPcA*2`EnkU;2xv+%Hvs@GD)Os4^)^caUXxK3?>N?8`y?l?7ER!!TX? zts|m+`c71SzdI89h!{=1h54_tv!zGj|I{T)%0M3)@r8`Gh)3&vvEcaC_*MZb$Rqg_ zAW0E^=9;OZ#^2`2M%Q{qTo83@wolcYMXg>-iOQRc3-I^0?j5 zs@c8%f`5bT@GAGeb;+e~eEpm5zUeBu>Z`_rAWRpQ9{0?rfAO=Q8;}VaBn-ZC#Y*ZN z-Vg6e3@eXO8GL9v3;@V#HO54t~}IXrVlNF z3-?1GU(sVCP#}q4@=!3mA$L_n?NBO`zon{EB4DDPB#Nb2xk}zm#u^0JyjCNI)+f3L z_p0Vrb;9AUiA7adS=tbXehHyi3CqL+kGQf zmr1qCLVsn9zVFYKJwf~AK0ZAnA-nErceRsp!IW(1a#e6X8XatpIbU}#cGF!oKg^&o zywN04DK5L>M=!E4X!s7lA{I?r(b!ox{HeD#Cv7of;;9k_S`7zZDrKc&-Z6fadAs@f zg`M}_Beg{y{Be`n*rcnMOgpb+zg!o2J*_C+%ko@28YG@Hn`A&3Qym0)a= zp^xSI`nr(h0C`-XX=%#>&D?fGK}z2aBI=3$RuvLOtZonyETTUO5pmYMv=Zf0ooK@W zi|$uM_^X=sz5+~>64U~_NHB^(29y2)wKq-*J}*8ynl^^aR^G?F-#lYdiL7%Y$SQh3 zoYGRu2n)&~!wRH78tY@I@KM-`&ZI1JSZCv@Rh4jFCN{k|8c>9ALD?o$1)Pz1mb_HV z{fH;GE%LUDRMGX##g_K;$`5mmABcFa1dhD7i{dk@%L@nv@M~Es@AYU+ICB zW%o*Rer5DV6~jvLeZ*XGKmGcO?EyYgwXC(&Y|Mxk4>ew~_KqLQh2T z_32p5a_KXoo>Yp$`XSo;Kl<@M{LRZDChOy?5FHM}4p!|c=UwzSfAjaJAAhWV)3F3M zn2H~%N5)OcV(BH#$PXLs`XT<3L~%lCNam1SzQZ?q52wA^&n^!g{Kob?k@4$xBwwU)!fhK*}hj@I;={_w@?UGAAjHq(8@>aUa0;v=waW^m3 z&*PC))W3lt4@Ko+6a76oJ1vjW&Kqe;y{sV;U)8OI+KcZ~J&Vm{=FWjc4Krjm3G9mH zc12O6)|ik=G3CrqdPXfthQflM0Si4%NC_B+Aqzf=HosZ7Fo*YEzatt;%Gagtx~W#M z%`3)-u_4gXY#@d7pPrgUck-kXtFuT z)?Q=0(0#cv1CdVQlA06GYb*p69%;DPb z-1OnAZ@#&erVXOa>~>TUv=Hc)t~h*PU$xORT{{$zCE6_GMV7bj$|sOGYl=3d^J`|( zFZKv*^o1)BXCV2*=a>BM^1ppK<$h!JIxOS3;{zB8Dy2=Ewt`G?a%SqWkGS~!(@xNm zD?i3J7z?o_Cqdvw=@g6@9DQq)=-j2gpIj*-{YmG}tex-)g)!v>h7a3J<7HyR*o2Wr zbf>!2x!CxL;0lu@%+pf}7lCN>G(xD6&2j`R(LZrE*nbcx0Akjvw6@@vNCH9%B{hIX z>A@T@UPeJk*rV%^)-_gViw=i&LD19$znKzY%EWS-9L6__=O=2_41f|-Sn?l@2< z`10iBESR<6dku^YW4D;jjN!R1o+eXAbZ*p3k>5nn^HG{9XDo)wndbZaG-EA;vH%#S zc+ZaM5PD0O8eCq09!<{7edHq_{^&I9XMvWZWDCj$Q=#VYui})h$y*qdQ>=&1euU)-q z^*T(l#rE>ozVWrYZoJtWY@UDi1*;~;+pN@!;iA#+76?S1HqV)Xj6_2h_?X@gKT_)z zyY=-;=nMCkO?$QFA2_ztZLfdC2)-U!Es}DNpd;pWk9_bfwYyy@3Xm~Wc&bK$Qgjso zpPtU?CuA&XoZh2I(sIa@sznYV_KU4(xJ-ldr^qqrx-0666C9r> z(qJQW3rs~NKBZ+{nz8&=93i<2MxCN_FT3wU)ftv*J$|LU>G}|Zk%Vir(JW%en%-zF zwKU1kv(F~2QVViyfcGbK~B#@hmK)h00 z99~(QyuAdNTFjI4ZQJ$(gsD52X+0q!&8cK;pfV4&iD?*!>*jJRqLir`;<4y{*KXY(Y$*xEu*}gsv?;g&1_py=({FqTwnlujjCq9s+9-YcI>$C?_Tw) zOMd!eg!R|2SvSA9FgbJBb?lMh5iB&6ZAU=>Fx$J|^^Wt;IqUS3PZ_9s^Taao{ubeM zl|`1?lhQ+lgHxaN*yE17@S={L;U8>Ej>&I9yfG>A1EO(5Wqx#!e>QnK*F0c6-`<)D#+e5fD}(wF)#RJ?IDM z(cgXZXrHd6_bTt->(t--P@Cc$l@q2+)vK+kZFSx?9;yIUTc{=zsV&#wK&2G;)C!Zn zQeOP2Q=;e?%VBVeceh;Qsg@#me6Q$cxd0=egF3158HL`VGnr-w8)j0U;XJ1fAsD({nAG!hkdRa9wcB3CF#%}f(JI&A6oq)^B_@&XJDUVr{SzqI|P zYZ1<9Gzakvheie=qYocGw13}z>{}lmYtJv-e8r{z_^N{k_rLaq&wl!<@!=?r=a;|{ z&;raE9YYTs*tcufuGz)uD2&=+3!=cz*!&ZI30SurLN^%#0@BfQt4)-!HDFyfKyHrI zC7Rl&X$T{D1e~jNVlPu#hG7)Mu!A-obL`OY*vRO3$P$6YBxR&Up!~cXuB!q`B33Lf zjU;@oiyP1cM&0u?dQh~hvvi6_jM^wE1om}vLQ�VeC;!3g$J*gMYSFZB!T9^N`b^ zEMR(&=yG*84UHj4486UGTA|dC^rIA-Ssnz8dWt1eK{pPD!9%T1lC&+H6e_qC8;dsS z1yT&+WIm`%JkPKVKM1s6f2F?|hvoU2>=zfo&ilj0oEK2WbgDS31%S_WME*B*;Bw%L zbW&BqRluSFc{}$QKVz&ri=B zfsSW~J7Xo0EGC(c*OykHS6l_WLCdCcP;|D*5!Xl8nL)v8st?VwaF zF^vNU4t(RkzxMs_e}8&vdTE->z)yPm(_j6nS8ZIoW_EFzhO=!IxNd1vtON^ch{$Or zLSZKKUl;%qy6;>9lm)K#={y>+XJt_6fvoj1l(V$yEG-b*lG|4 zmtVy&Fszc+DmHwiZ|K=HHeqn2Bz3^Qg{9@K>({;PuU>ZJjW^63I$YbdX{6D-=f)e~ z`!8?)(OGANmF(7QuAkj|a5Z>8hlj9K087TLJn2bKi4rh9&593a-oIT2?{9Z7 zB^H$&-y_Q^tJg@Id-)BweD!Nztw@7FSe^h_0H(5U$6eh{hM2mmH*ab$whr#R{U87K zufPB8@1At>Nv);DUAymVw*xTYf$lLilF09{^Kn8^F#;nfiGVr}{Q#GV%oPNIvQe5u zKCr9=Hf$DWO{6J@nlKvcb+`yh)R2*H&+%qwX3=u^lBK@dL zJPFsbnap>g6~u|b$SHzlNgG*Czl~8qv`MwEZBPvaI0#!WS!P?3$f*{TO9)&msuo*| zSxV6wrxAQKw74+xoUYE!`vc=lLoY4P65Q5?U;yASs3yPUlP=w6W;DCgLdahv#N?3tUq;$x8;Yoxo3*ykR za@+~2SXDJ;y!wIWAk_5TJMR0@4}W;aop(%wx@dX^byxFq(+f*WzVF9Dgh9C2JU59# ze76qcDM?(outpq5t%#+;ow!={G%7?roN2s}w_6U1`2DcK-l*+Lh$J zeebW_IC&H~qv)nAG1CIHUDV|hu(2}RY;>!6jcyXaP-X?rOR=)^@yTynPmxD}x<}O4 zIT?K}H>6FrHY6`f%Zs3uXd@NkIMe;?`m~>Gpa(bNAG!v*dNLtQDYCPKkn_@CJ z{N$%R^~RfS{_saWaA41#ku|F)hQ|)vz2m@+`|K*Q-s@Md#e8hRzMedkhQZUH`Rspq z%|DI~H)rM+s5-gOOBziyj8+6tH>)nJ-kNPm zK@`~UVxLr~_!CAeL}4cl;CEwACkHc#Rw7}t7=Zx1S+A0W1SLY9R{Xo)UiHK8{`hH6 zfBFml^iQ{L-6oKP*tJ~7l$CrStFRel7~?z?{oD){;ZD^f2a5=4je$xFvs6V4b}9nj zS(QEIJw=%4V-vZB@zKHIrrMLqi@@DJ=mBDT`q)RxH z+OCZ|CYe05XNwiHP_Z{OcO8dz27lP`-S=??ouS4cc7o4{rz81IWT}l+91#!ouC^ypz2^jT|uevIwPBT_3)3RBkQupdM=^e0m19c>9%j3*V z^Pc8~ja4e^w{3m3e*OCKMuQ69V9r32L$q9nnoVee?|kov?|tukuDj-%2V$Co&Y^F_ zt+lvxWV(*5KPGI~oX0-)(NN*P{`K!}z4>N+^C1s=*vJ3|XmJ>V=Runyj{qK$I9 zI?=+@Za3-DVz8ypVD2(>n^I^KIGRCf1aV6x?M_$g|m^s}G*Osee%@ZHG+Q`r4=Z-4u1U-7r&qiiNMGyBr_f8gIf z^x^l z^y@*EMDZ*>f=uu`f$~C@c!ik0$s5J&HX`x*62I6oDGX228$xnXr zGshfz>~Y5*U$0alabSO!t1{9G=MWxWO*;92^^mxJRtVc3EVv@YqNz6R1J4*lwOSYu z>`kd%fFKqner+g{T_1CXV+N$nC3_PbBe#Z;D|3TVmWwOMS|fEQhzgG>;&E&}PBAl5 zHHI|?#b?FV%P!*MA~8*+c5qFn9~);7%!&zvLE_XBnRVhI1kJrhinRo~fcl6|EL!*_ zagL1*qgXS{Q5e;zt?W#{C~>n`a>6(`ILfsmy2^Bg&B#X0)gY<*s<=Q^nU3c|_|`~M zV~0TmC@|iqGuI)pOe{*wDLOf4a#uC1WZMieQRtbPohG`Jc@%kAC2(^J#WhrKhLWbi zwX^*Op$(~p(Oc&4ue|&PK>|tO>bDYVf|PC>uU)9%uaU@?elCt;#$42>6k63 z>wC&mo_z5mFCH6&y}yJWUa8sP3D-mdYszzNI+%^)G+5^R7FPK86W7 zGd-Cl@n602mG6Di8@k^G&-H8m;T1REa>FG*{XWe0k+DV=4^Fk`;ljW5&2PmrxclxM z#5@}4a65%#BY}s|KMeLInDZ&bpS!r&=GJP%Ty|}eO)tX@ZnX$vl+H)kcY0<91H_Bg z(gMUP97GDwJK%#)tPdjz%mTk<-8IjhDb|-<7ppq#NfOlUJK9<~CquF3;fsE{o z{$)Itn>Uup3f4o-ba@^!5K1{xHdu-_CP}2+gm4M_bVE5^(=v<~#6Ih1DzQ^QzBGo(Q1!76bHZbDD{L1?-V!zL(G!XR9|cJ(u#@ytVq z4t?M~@9Vk+Sb7hC=tH#*OZrSCu5`_P>XV=H```cJzrOa>nVC6s>%*OynVCls^5zZn zdcqJ&4nHb^dj;1tNjZ=4LZ3B=h892$uy$hP+0S_56CU^I+wQm%|E6XZptR0B{j~GX zI~%uTzSV})Og_{Cwvj3Byo_o$xb^i%GcD1FaD>Eju_GnvKb`7^Q# z>978WVs%Qn+Jb@HR58Sl&TvY5lRs|H%uUuZlNKa_r{nRil6Zcdxkd zx|?Qa4-J7WQu=o7x_kTXUAxaY^OQ4BKe@OOCmaFhDz)`tpzZBo7H2RLrCqU)c?ecs z&vmfar>AF;`GegA8ZU?on1pxScKh7S?8NGI8#h4fZ9Mk4V@Ag&!hpqBU02K~NYHGF zE1;M*NFpi=%M7UlVDr1oc1Br*<(D_sHdJW{k-DaN1r23Gz~x3z8TpkzyNs$Oh0s*CD=UpE=9QJ`9+q+cD;#Bh5O zK_hAVIcQ3S+X^#H74MNLXeaP-YS;8| z#aiH{%}@!*hyx9A08N02ZSi4PyOsCKMhehI7Ag2v80@r;WL-OXJ@&sWI55k;``zz=31@I{ z#AS(=0rxRaPZkBU#{GDORqJwY$lcMlPPlvRAPV5=57rwOoO{Ok=bnK%Y8QkxvkS`! z>41piSHitg8}Od+D|ju+-FOrlZ)!n7*Vym&RbCmiDO>v8_G&AWx+`C+k|=+4#LO^n zNH1wx)OeJTLITLuy_Dd_u=|{dm9!)3r*uzy)Fyg-v%eC78F`~iHlseS0ws(-L#)4b zs6=B6)M{air~HJ$T(f&$wBSlqWs#pqB^(HOc<}HPuwoZK{9)&xbKbo>?g5FFZMz#b zY}~kc6Asu3qp8`sjelgs+V`E#K-a+=__gsL~cL!4Wx!N(|((HWE#{h&pH9sB#Z*5 zaY!+tjXWu0)ix}zKprxtC&S(gab(#|edE1 zR})A50!nU$azs%EArF_Vs5jQG(LyXKO`SEws}%-HYpf~{v1|tV*KL>>9aUAWQNG;5 zmBIqQ9S$~|?vO{mV#-ikdF&G@!Z713$PpM>2X9b+V`Mpb1KdAqUv~Dc@uZld4qQ@p zF_PFw<>#0F^!wlao)kt516{Lj^X3aKJg=z6N^@choKzxOg9A+*b)mJ~^xJToibtWI zrBN35<**9xxg0Ey)={_eKKq@v-)T9-_%xuu{5THSRy;JR&zwv|Q9vIDV_c`+?wA@WYqIak&}c|UvQiA!F{ z5!=5Vb>K%QXf(Q>lxjV#eUUP_{&EA2IZOVcbV<5)IR&I0h|F<4gJp|~X6d}<+>`X0j=flY~<196s@gbKll+|gcN=uH2YZ!+zS(xX#K z=p-H+7{yM%{q1j)(6=1Vv@GSrJNKM(*hvb5l!qS2qV^mDs2}_I$A0gJKbTvbA9p5f z*9$x0^wcC|7BqpFeJmg{ZHiCW@ABl7R-a?EXj|B70E+ovaYW>)$;))N2m8#!VG8;^ zqdrhaI2ztJOMpVGYhaz^IG8AXB%eGNfdR0%!CS=qj+8jqp4X_=#I+)wMQLg#F;$Y@ zN!FK|Z1GD$EPq;JX{a#er)r@?I%qV~b{Of$^=J@3V*4Faoh+<*oAiw~pNu^9Mx&Vt z*`g(BDN;5XIlzBzZb4e%ds&v3CpK$d-ErCpuC#BlDM2<=7j07QB@3C0w>zEI?EI{_ z^K55a&{nI3WoE@X7bGFy3xk++YHU9jxR6j9yl~`-^I63B8j|1$+%bk@s79o?3He%uLKMdh!=}>JHc+(5 z1Xv~xTt#}!fy>_-wywMB#-+I>UXcd(Jf??qNSV4w`ru@noSB?&FFBU$6Tk{bc{O@I z{C{|R4|qwA>Rx!Ns?*GkyZ7GBD`^#0S_M$f0`yFfNj4@K2@z}_8H-?o!TH&MF~TAk zgB~^@Vh(;XK@v#_2??Xju2!qCK^t$5Go8N^s;Z~E@9h2Yec$i(j;?xUdaApttIj!f z&j0*RA$qujMLCO9H={=;>u)M>;p7fy5GO#=DM*QwM2VbofEV^k>qt1p_Ecaqw(IczaSme@6xYbC+s zh@#Zl)b!*cdP024XQGnm#9h)GMgol zAERG5O%n=3X{y*1Q))X%hrq08IhKFQGwJ~2@*@#bKo@nva)R(Wjw{(kz)S;qf@CgU z0JFy?(%8I`gf`DZ>^=LP<2a1tOaseHY)dr9=%a+<64;4J>L7~}dKhdRjLqjbZiBJL zl@S>%>ji;GGC`1(T)KM3lA-`?yGdo`l18e3a4^kL&sC6Z@Dr;5To+@rag?r~tIE^MwfJG!>Ua7YVo?rfq;wi^z~U4mBymj_6Dou{*e~MDn~WL1q|aKX!t^ zM=m3wIKhoDJB=hvGK$R-w$+JZgl{nm5Xey%`<7b9Q-bcq8-$;t0bok!7))HA>!mhn z(}q&C!(r#KvC(6W+00%VQknd+4qKt=X<64jv`1-M`oj7rG<)_@zhafiY@u5<9f!3Q6F;M}v%aYUn&X1u&s@Jp!Nvb}NDCB0%d&T#g7qzDDzd~7|m zdkSSi-_fC{khudnjaCuDr(PMNE-HI5blPKVjjV!)IV&pwI?&FS?x;X+v?EoL(ZK+T z@0KBoaL6_+ZG?~F!BhRFyL&6flpgQ76?7JGz-MAnAn=)GIK+62HkQqF5WT|O8tzPt z8VmpuEVcMl)_&EEN&M%K-f1r_QmJ=`*sYZ9dQ%N2)4#F>W=uQ9BCEmSe3}d*Ww;_s z%#=z|bNmFQHxacbi=FK|ALiSkumwuA+)y<9@|VBFTtPoT-$RUO^zj+1gUfJIQ?ot?^+bPtyd27Nc!ZoFegnRGNy!(ow)i*uN>`Mo_wC zd_@@31d3xN7}k*46)=xyC6zH}P^^P=>nC6+r~x)pC@PSGAoG0(E+md(cJe}NK4u8H z))caaA^6be7Un=`GAB0{K(nOQ^Af3qJ(220S^0jX+@9mrCH8!X>086)Imn;Dtj2)ur?bpBY zm7o3eXDuJVO-+ba!IV4ZxJ|1^hI3Bo(va(f$p($EE0J>ZXUr3fM=3I%=xTD4e@byr zomKKtWM_M*24P~Qe~sIPG%#L7CXpptG)~`k z#_?ND0MQ>tA;g>}CnoQ@>#kjo?LO)F;|2)~MnxCG@BQa@KK!9;p=9Rz^&7+X66~CC z;)xeubWsyJr`@K?Egareq+oeKv;PSiu%cG829Ohs1ihKWEQM(8#8vE-ku|w6w^i9n z<`Hb1)MC&+CU{F;MA|I6zarN3$T*tZx1|RqyGaPQrE$e*FGPVKvA)&(iF~nk zaFXqlP!9lC}WO1i+a0etmZ0zD-4;5@A4@~S{aGzz+nvk4RgMuyU zgi=Z)z6dw)0yv?=73Se=9D7vk z+Rj0;X5>M_7(kM_egIA+QIm1TK;y(qI1-*SmU{OCytV#;!M=XH?2HSnT7a6Ja9q@v z$liP};PU;-aY5BFH)8$lLTncw;tU7(0|wuy66Fbv;{8EGdwb!k>Y|t|4iX*DVcuj3g9~ z$c{EVrGt`LW37~`$UTwwxIOA>gEg%!GVF6r^&mHgpjLoyx)y(eC2$9*9UOJUKae@Zcfa zY0V%2?jMV?(536s6yzpp6p&dCw2snKcxGCBoC88d~ zFyxr9B;G5He8-^=I}%fqBnG&s;$$ABAr{`Ds9uuB3F!c=^Sac5x8^1quIp83Pi&Wv z7?p6TGgDJseTAWr%2CiQutQV&w?XAPeFJDv=HJz|2(5va%br*B~rSX(N9Y7nk6hOD?`_Xw_KQ zS&HL)&Dyo?g~iW&`uewC^VUCq*Sp^Nu6Mot9dEzkv!7p_@2mx~+rIv3;4_(=hFUH! zdhs8vSv|T$CK0PTOBPG>6veqcE#DK@b40vUmQdG8$$VSVhB=j%6M0RTS!uw6sICJo zwBKwA)j2C!rFmY`2Ue2WbU|5EC+yLC*glJJS0RAPk&f+sUI%w;4l{Y}R=u~uiXgUKeI^W5j3bnK?Z7*FIV zMRA&*TWQ8tH%*>Vikg#+L}6aS>5)jK>c5mHAy5Rf-<||bMiBMJ-o3ja5gHo6_^lA@ z)~*}Sybhc%ip_C9BveHJJv`Vz+z{IEbtG(7pQe&>!P7V<-cOOx74Wm;5V2tCuat59 z>j#W*sXQI(??d{@lzjc9&kW{Lfn#b3(6o4mM4N@W2Yeg-3F&VsWyPt;yxf3yc1+cN`~ck2KDjUxIzcg|9aQ6mzG(x{C&KEy zif1BCevYPODtCNzwRWNyG$BayB(ee;r>a3Np+uWU`h?8$BxNTwCa0&SW@oKT6trnG zf6drn{{Y_uWX6t;j8F^g#iEy?mn+*}D_is{YY2wQh>UU+61ekAFTL~+|KJbdi;3}R zc(|>=huZ8v`|(e|biau!o(rob6F8gviySMF5fT*SzG^P`CUnv#`+-B`iPh^V_;5 zZWm+H$kHU-IJL03H7myEhzne9I5kuG=_0e)vnD z{N%U4{q1!dHq6gVPCUB1A=Rq&8wdLb8>yU{LGrkZE_>PwU-BXX?X`7GpPyYR09Ua0 zX*Eejne5kgQL4Rgx$Si+`MQ}(oBCQ26TG%t^O#~*c4nlmE5lBF`0zN~nsi`urE&tK z-w%kcCrMEjQ%N-n)xuk)T*4jY>=42*??8)GCY-v2v#nT(f*Sg)Vb!Ez1%v#>FtF4uWEHWN1jz%G!vdPhJBHig5*V zBFHmd%NjPBV@jd$vjUQgOZj2H{ z@Qy4(asB!Yt4Bxq-dBwbK^ZKD_t=<+CET%5$+{4?$N~NN@3!Tf`3!Z}*R36S%QbH~ zbnwuRe)Rn(_U;BO90ZW^oLDZJzT=`{3rZYtx<`&2TEA}7+y4A*uYUEbR6|bB&8CQ+z1jZT*he7H0R3CBH0GP1jkw3#_}YTS>Mmn&r<~^y_l@ zmM4TW33?Lu3))X8o5_@^63fYFQAr-QD>%`6apu&&6Gzkh_FCC!(F&Nli~q&PBjhkNa@~dvT`G-IG!H!O$`hTxJuF~iYcH`*skX&0n9B?jJSTt z{&OiP-3ep3HVjtBRFhUp9gz~5h3&E2Ax!5I-}3XibG z_$En&k{Pf1sq%=X1V#l4?dGmPzl~HJ&LnCYmO+GzV+McF6WlnHfIjiWe#lrn^NiDh z9|+uD#Mvc?5~2Z&fhU}B{B6Iu4fDA+Z9MV#EeK}Se8Qq@X0REdgh*M|+2OWw*syod z($>Y1N`_Gfm=(@ECM0y80?d$=O9LX=&=RRc2&fu0N$0nN;GRTrR>;57bpfF9X*g1(i~!40R!GrH%TQ zP3&GEPF6MLNTDUGv7zEx?RC0r+m^#P1%o}Wi)hW+1DnNq@~Qbx53{(m(6C~r?nGW* z5#U(ta-k}vO_b&R>lwT>`F&oj9&}b0F%UPp1at|yR10Css-jwXEBbc1JPWj1dE^)y zKdXh8GvggoB%o7Ndoxa+qM{H!~6>;Unxdev&6kAttaZQZ(hU@%H!Nrd}ZfeFZ1mwK)z zl|(m1o(=T%JJQV(XjL1{1mp3zJ|xm}DhKu>GFm~qxUO4CRwVFg>L|KLA>1Zt%mC*z zQ99cK-7F8HBvuMnCqfFUsFU^e1p@>9431Pv@jNUZKC2uI6H>5F>Sw(gXy%b08>t`3 z8_eS}vsI87cuM0ucNCV&g3f5Q@WN1AC~0W2r1i!oj1kSS7yyREJxRdC23N?6(*(Md zSQC;CAy~+7lt_t%h{;GS3Pv)dtqBaV{mfvR`d}?L`;Htu^qb$@!O$|~prg~T{X zrjRe;On&a?op%8^f5I@L>~v`vaLfEuvJ(8N`Hf3-ispb7u_TDX1e|M{MQ5LV=0`tq z-G6-cGcSDcOEzpi2D%#DJ4cQ{7T36=;A)@zwzt0RbD#b9SH9|Mr6h0zMd)GEHYA5O z>oTT(Z9FoQvZNH`y)TS_9yTMF*+f1i2F`1NfK3{=+saY53P7kqFCHHz98ra?l#Jb4 zgPHNk*0K0}x>5@kO;ZzMRd6SJwbA6XDz0AVMO2((f^;L!H1=6inqRpvd_6^t{8G5j zGfUu~6lZw~jj>0pn>~X6_DDKo)3YbP-LjmhWm&0z+)YEFs4sDz*IOuxfo61i?kpt9 zc3fwAc1n5bj8jhe^d~4h1?MS3&UoT6PPsu6P2@q z!3t-B3WfH&My$ek(0rT@^rsue?Iekq-5U9+m8Vzbk}D473CATeN;#AYDdDp28ALHk zLY1r;TXXW(Q*Qso&leYGf|jq84723cU;O-m-|jf$v~7XoX2OZG*mZL_<$&Y8=*2Jj z$E=r{M?d&ix>nwy@*Bnd~HvUS^;XFU0=v(Ds>f=DkF;8B%^Ytn!b zuv(8vA|E6^LBhy1Y)L5G&GQnyKHh3gbnsGvi%f8CP|gY589i_F+lrj&0oX4-<>|%= z0ZJD>EQ$U?*jj01l8kKPo*}EWyerEj3A518jj$3un137=dIhMG)Bwja>)=*v5!;G% zMjtZJl5WT1YWW^&>m!?^Y_XWqwv7mK0WFR|pwXcqG&>1p^s``ns`I|Mi_-cJ?|}Vx#sdqF32%$eJZEuF7=^K-Ks(_YLH$2kTcxOv&%^tnE(q<(XOA^ z-7W>M2v!MRAJ7BZV}v2j&;Z{Q!>g5p9~J9Nkq)liC-owp8tsXwepNu)F9>9qj9K zrHYVnGM8jY5_^&d_c}8RbT3PuN*a0FMf~VR)KW@FgT8pQE!ZJRGC7CtTQpS4E%`XlQ_FsABRd?Tg&wcmYH93C7 z^*w0kSHHUb{U7+pfB5@TIz-uJ$DXkuamIsLirV@BoL*$^|b zp1Y{J8n$82($wJLM?PCqn_8?S{WTFHa19-oIju3J zT&ikWIaBxl2=lVhPhP6id$!K^80Z*Xev>p7(?v>Y*+PVpE)g-NBtx^w$*C|*Hm+Ou?zg?;`Oka)cfhIn zo$nq#a>RF$?FG!?Cq4PB=l#KRpZb)iH9ZwZ2?VtoGF4cYwW_g52KEHq^2F<2r7`DB zc@T>_Mmg_x>j_DYkCeFB(!oJkqYTf?ExOY0L8NdOZA}zj* zla%ZiC2}-@Bc$X>#@4QZq&8sY3IcD{&`=NrY{jwzlFb#^s1z`AE9Y^Tap1J&mkpi{>my6P6rCu977TVIO>^uPh8~bCO9a+XYe54D zs7>-HjD^Kxu;jvKsW^QU;Wy-BHe#O%gYb_)dVRo;MNfIkW!GQ-sn34yhHroC8%GZ9 zCpDOS?W-Vz(KV1r8qJ%zWLbWMnKCpgD}kiLghDJ+sQo#OkbMiLa#O;6R$u(nV@8XKy;MoSmgGp*m3nE>1y|*MaBd4Qywj zy#UBxuKTVW#RyspY~b8WS&JwTO&;3hN=h0w0)Lc5f+^R{Z_&!+E4MT|EX!*IHr>~b z$|6a%GeDspDp9J{vv%w9joByo|4hn|r7|yZsj*ejoeO3SKg->1RYg6|soSJ3KCIVp zrwyZnbiIxy)znYENXR9M6&A{-gZbW8_U>6;_JRtkqQjhI1YCo*xzdQZ#(g%ZSQ{9 zi(c~L`|rOWOyPB-YgVrw-LhpfU&;9NETZ^v`Y7rax^_{i##v_Uqw`z7>t*0rc|}{> zqgWx9hc=BT5Sn2WL4VdVkBKTRV?DIJWB6O^GPbAi>P z&Yy+C{b3Xm*CwtWm{@{KcHoR4e3hY(B^HW^ef=)P?h$P5cp_I+#5xDqE5;QX!b3_j z32Kx*snA%0M0GKp-Nle^CSA{CdjeU4q}E=F^8GOCPST;%f!$EbDjZr$0knEh{^k60 z&pPqM6OTV}^S}JdzZ~5A1bgeg{`Idv{^+jrFT5BE8$eioW@hH0hj;FLcqd5z)vHI= zty^>42`8L??m3rUc=3}?ImPd9B^09uRYb8}<~zts27)0r(d(uH?bdLFqO>|HT}y^z zrhQn|DPOl+T&AN4H)&w0R)E*Hp8aNIDZ!2E zmUM~kOes}I_H%X*tx;2Ee&?!-f;me$lSc`O@o}=*Gx}K4aU6=a{v$U0d)+F_D0Ng) zPphC-a1>hhi>?E07uXc)?qq!;%*B>LEC{W@sDV;#UD3M^PI)w7HlUz{u9OU2ybzep zGD*k_iFKx=o*{yjCH$9U8B|Ky7llC5yLHPJDE`SULeI`GcAx+gOL|3I>a1b(30W

H@jIQBf3Szj<{S&(37QepDb+}r~66VXjz4NQ+R$I>X)peu6s z=b7LH*TuPo2#XjbQ4}-bkKqNf_5qLDBC?jy>Dc>0%+)z3IcK)YKB9P(L0|~B=Np`$ zJ3EI=m{F7vnX7XAP8bJ$7?M@W)4VsNrKKZ51cQXZIx?M5DF?zK&>C_Z*csJDm!q>p zGeis%g|#p-YA$+83v3BXlTM!dtA_`!dDC0Ao^awn{nH2T_~ozAg*875n)|N1?}6nS zDA&b>xki$apI(gb-M7elldVq(xVr=e5u{^vc%Vi{V?%}O#i zNVU*(6opzAUCRYk%7@U*K%QiNI^>p_ot=k{a5Y>IzPycjmbPV{JCnv^HxPwto0@QV&gx0EKHXU>FR#0;%^!E>d zpC0a%Pi1MH;4mnj9Cjj77?R6MK_awgw zB|C_9VrP@%p2!s@O@drWGhcg(w2ZK_LB-E zzy68cmh}|%f`{5hDs9#UW*2iO?pIhPSdCddVXbFJ1BRp|6FK7*ogvl4*_FhZG-fli zDYH`M2WTF4U9szW<@Mq+6%oI@mg5sido&9WzQSD6{&LlASbMXup+RO|WXjRy)Jcap zJ;)%!6oEN(?nIKNgsfJsTXYKx*edZ{p%hA4fN8=`hse-u2}f9vE=PM-G?S#s`xo7{ zAZ#)-m8j(>PkK*K{&6L%!;)?l3kfjc0lK54`sTO4_xJznZy&h#UJ$7pHy^{ajyzgM zMph+5El3xAV&4;g^}hE$w0-;g-uIWMYy}p^QAi^S7nYC=2sYpEOR^JB-1@RBuRQ*^ zEo;}T>2yNam_RgzE2P3vuIr`gd>AH~W^YBI?)yz2T_}P_RYZAU2!?8RuxwKxK*IJ( zEO(6Tzj2Of0n$k*<}Tc4D%f*#_e|3OU~jY3#5- zplbSFm?ofLuta4SkeoaoY{q`PIncur}uC@F{f2jc_@Gn!P=0BC;>9@r1gqUp)Wzxmt00Zx&T!NHli z`2?3EsilES?QBQih){fbOXic(%0TaD-DXpF1Qxz9L2qrH3R@q@THmY$Fg8*s52YMk zFj`PB68YkZ%z>_&|w)NY%fUEy^?y} z%9Xr=2c=f{Df0lTC)eq>y~DXU)s*3YvjsAx&caqbg6viw5CB}Cg4eFHAnYgw0CLKc zmb8o^Ug69bsjzRZQz@qF<9dL0U{`v-VD~I*}KkBnlm#M!wo-tdJ3hYr2#o$q|s)1NW2dSo)o+2IT80MBt@vGAm`p4{@ANNkcO zJaVX%U@ko&J!10egh0B$v_R-ePMn%ZN zS}EBI0@uURH(c=?O2`6<6GX-74ur}T*9<^zu#}g%80=8!l}hUSClBSC%tNN;YWbLo^ThtjCLY$~*!;Q8BPmYTdt27kV=Z^M0ERsD ztjSe36NSvp#-Jv97OTd1;5pn`^h^l6TE1NNGjQ+V4l(}bQc_H%9*FMxq=o|O<=g2I zC9XqD8^m|dCO7H(`j+!;kT&k3V9)y z%hk83gKR9fMRAM`LE9A^-c-V_XY*)mTauSXI$FTQPFfStKZ^lHRc$*h&mAF$M^|~u z{r0!N^Y{Po42)kg+iA)XGS`fANTz_g}{3kcvyl>Cm4}9<+U-*YF z+_-+j{sa4=Q7|^M7KVzz)=r6HUx|hyicNG15tI{5R3tWNcW|;(?e#cHngdPX+fhO! znT~UVaB>|~!V^c15Y$pO(6f?2VLwTVL@B8~TbM`{HUlrC^d*Tt8HZy`al!>>RK|s0 z${XWAU?~F^;<+x>FGz@v$sZgZRwQ3c+DTCd-XS^byB>(ml)NY0w}B6z^ob0076r>V zoiYxhDBBy*YyDc`5(F~r%3Ti9gj&hKXPU> zx2x1J46Oo*lq8X2->C6rO6?V-uu7wVNJ;8*EB)#7qs0+RCC({^FO({22v$_RJuUS% zi%i-cTcxRG8|<~VU^QT>q%Ge*>j@jwHI>Vx^#~WIrk-^8LD~;%PAL4ZqGUKyAPikb zx8X0kXa~3>>K^=MOm$I{jzaJ9cRJ=n&2!{_xfPJetkP#^N|B;0Dz*TNSPnB0+<@S~ zLeWG;Q6~)wN^4-rg1`_I*@E{aPYNf96tk4}?NAUU!CiJkQO|MYHjQHaHX`_edxmjK$4a~&X*mB4sGJovOW%kf9#!EpIF4cDf<-1usC363k>qxjTeqJggp@Fa+oxTevgO*Xck=JO6LlK^zLhrZ< z0|b?$ZJ$OaZ8Znq_fq^egfc87wMBEF1veE%nI*Q%bF||bPt*zmC4gMB4O$8=sfksU zRVVI5QS1lMqGVEK&jZJNUj)67CVmir=s$Gm5ICf0__1J7rPyGexv(j@u+;v-7j76o zd>HCQ_`c7fsqxA2PS^$!KQacDs5b-dHo+_k|Iu9!-Fx>v3rlmY90tH}lEr-k1CU1k zz`b|>!~5U=@7I62FK8|(l|~VrPEe_*l#&b??N@U6Sid~UmE}d4HeD^t0?RI;?Z~{8 zA6m^^!7)u9Q7+w^OT-K)#}S$`*}^?)Oedn`>)@}BUM0~&MOLVw+Z(FRqTe217XiJB zFD@(PD~^8askeHCYWT>KP_3;VSY%Nj_IxPJe=af%J7@I+SpwHwG;DL5Y{aTPTkWQm zvb{wvik}*bf&_OB8pUP1MXn)Om7C{lt$5{hg=;GJ$_H0Pp(QqeKF#?=I^|kOeGy!H zlQ1nA0gy9cpS1P#(Nd9ohSKUw4&#~d7=KW{ZBb<*WrRhQQG|pY&mfiq9DO4bkDbNr zERn1sOjA~s@M99Ryv2%0P<{Nsz9+8#^rwD#`)#X+ki8)7MA)#SfOfQvF~$y3Y$}vE zQxiv!a&FbI>jkdkuNrZIu;|x!-F4k{9|cFyDJO3Qdglm*1tHJP$&2W^BvKk7Js+*$ zsoD9dsX0=tE*v;KJO~(kCc8(WX*BfQ!aRU4@pB?of)FTq`7Gd4a+t}bMG4gUO(Im2 zK2q>xw&NT{q@`J5DnIdnm`9g1XxRjdi715g=cEWb z01(J9{NRCtDW@g~9u^&-M&%9UD<*jF;hbX&1xE`%`N!Oe0c~1Ub8GfFW zGVv_00g;92?pUTSO{R-33UsC`ie4)+CyNR=gokZlbW#f4W-VnbH<6BFeikUF^3#QX zR%hDoBDF^iR91*mC)^s@CrHPjfJw>T*H!EtQ|3f8j7yZ+{%AKPKL*CELD)J{{qToB z{Lzno05=Z2E-A{JTnROPWIT+bbsN^7ea?wvBV$1`0Fm_IgAd+y*PRd#gex3fvj&9G z=;#{o#(e+3zQ6V4ZSQ;UdjOpRGKEuotQgRL4VK>z0>?pD4nR$SK0!95=Q@i*LRP0F zP9E}?6aohtgfp^pCPjPP8|WWkUE0l>i^NMxhH;z=1g<4f%pAy`?~SfnCH4A4nYbnO z6EaUJtW3|81{9)9h$R9`1PgS&E9DB>B>#>FRg9WHib9|oCYJvu28A^LiXe0pV;Z-H@caavTOnMk&4x{1&J;Kk(R4$kP~d13@!!v9tOV_FT_Z za(r^?%U}L7bkxAmup%%2_{2C|!kho>nvZ_;x^6$$@IXHzm$q>@ml_?scyn zKX@Q_ME~e0jBT&KKU!G$!VRB)#xtIN(w1Xk9gu4~JhffTkmF)5ljUBQsyzj6o=fvt z$->ovw}RiMW=Cqng(FodiY4ht9Vy64Fns)LMXD8-y@Iawa9y34VcFc>Ug1_NF1mLr z`Lxs^a|ES!txyTrRu&@sxz!xqv}u*I+s|40ADvIt>0ylvOFKjW6Fo;b+DUe)wm`dk z%}T9q4r`r_-HR8fMwV?;?CP7Sarf6CuKa7;-P{^25NoNwmEf>4x1it;7xOHRVJ;9H zaqt;Gt7Y#92c|Yucof=;$#B1}9ZSQUJ}M)QE5m{lFeKxkrJ$5YyfqG5cDKsUiBu)2 zj8rzL7&-`FK$`E^`Ow$D_05T?sWl^G@as6iBH%!WuzqaqAH3p)S3Kw0z_19;f01Jw zv$Jz|-g)QeKKHpF-1whRKVxjoTHp5pj1RDJAftZv@BjWKmt2I*lv%e1ED@{{ynaxQHR5w^jhL;lZ3eMOnrNhwb?A!9!6eV)%{5KDPStZC22L2aczt3-U2+ z10};k7`LNXK`?i5nECF>+^dX$cOSUzm^J>>O&w=(MAhqU<90Te#}j z(u||T^L<^Q6%P>Ln~Kwz9bfR?z_C(>je4HT)LYPLQV7gH5IMy@GEVQAQvsLTEgW&OYygH@@kO_{^!g z0B2x`TxPQ2x=w%KzudO3Gc8sGZ8W;8QdQU~Q%;GOdR1QXdYg;}JdbTw`$_fJMS*f%HO=@rS|U5U4c zOeb?W)4wX=JFLgs7`rSPon9pxr1rsgOKOUS%Z7szP%~m2MF*A$e+cbUPjt2*q%P^1 z9R=#nHx{qs6GuX@FLNvu{Xg$`Xca7CUUPSOg89#hywJ zbW5*q?t1wx;{$reb4ZgF^$fbsUEsd+A~Z3una_O2o8SEAFW&I^BZm);jI9CD4}xaz zo;^3+^utq6-PYefi1a?TV?}OlJ<3_br~_PU5@m-E9iE$=b`<)=iAi`9Bo}tA{%0Gw<|@jHa|n+AN^5p3`fqByq-Iac7G&=t5Qs^~~FfpnfF74U7H;m>{q9!q)6oQ;_ zoVZG&;^A?g7ej*gnYOf>5oCC15I%`9xGnL6vaO&TT}hFvuSB4%(g=1y^17~v%s!4{ z-9nE^aZFe{w-KL(2@r5Xbc^ZCS42jV%*D7j+@RwijFL|Z!Hz7$<%>af7DF9l$fEJU z1NYx{+s_@ZIXtwQYf*(u?Y_a`^Da1#uR`WIb6JB@aear&--|3~9_i;i``Jwh4`6xB z7zQ^}+HK$Y@KTzB`#;xZyER-P?ShBbT_}0Y(zhnJ{yag7C_7e*?_`;Rh2}2}fd&tW z60I?Pz~`o0qe^NlKx+6I_{s_*!c(QoPBFYDq94ZQ&FK_vM?(kERwvTwRUWZdo|iqc zvQnw@@YqEI-OKXfYp&~MWCV||0_?7z0xuuOZ4R z&ZJrDAXlO@!7 z__xcEMz#7JmTz{eJX*SSekxVXhf~^=|E|+M^_Knyz9y{PFHw20pvT1v8k{M2F^Rlb1LebXl%+Ab%Au5R8CynAHN){KWfbh0cp7G3Q zG^n&doW#r*4XIxH_B{bJ3&cv6={YEcw0LdO?i>IYz%0M(;fEIhVD2|%j^M%#8#iJh zttduUn_1{iOpHJB$fHDosZxr9j*N^jXM+-w!=yOUDW3}pY(bqCI5>(rNZdqWQb?g* zSe#=motuskMl(4|agp1EF`XW4E*C!$jt2^f{f4rjg+yha&@&GL&*yTx)Fwq}oBgiL z(ga&Gl1a})?06V^pQt{AW+yTiVYNC**opjQyJ`UB!Z%Fv}CBC6rw|!XqR1l@kJM3 z0y~hGmnIq86FVQ;4pCy?k)EpxzdWg9E8Xf${i;g{WnF{U<}R{_AkAPe@o)u&~kmdYR3xK4ob}hKXUV zYVi8NEF06jSB2%O+_#?!PPJ4pw?#=Gthkj5?whTvT5-`MQsh!F6wdeEFphq^1E%*u zpABl!0Qmw(U2@r_XP@0zYT~WPWN3pbIQk{ut%o*EmfD(LuZVBr7@r}ZChi2%*xemJTIhlxYQ-$9K1U)=OV1(v}nk0zL zB)5jAKs2)xmLn?G)oG|#qE5IlGe@~Uf|94yK&usJIr2LoI7q`>X^dd)dnt8If?OaX zD~-{Op#+;h7#srKW&wW)sEuQ`fgnCSIXTY1H9%p(I2S1(3_bK~y zUpWbYw)%pgo+(!Oq1}31Ubbv8+OBRD7K7yIn<LL4r$(o9*!^tcMpfYgG+>m0{+4v+nJC)Yk zCZwFBZv@w}LQo^U@(6oUYjVM;+y>;8;(l4Nl{zG}*z^jGLvkdBEEN`{WkF1G_wL8T zP6U+t4T%~&BpdM5Q?|L}&;Y?87)fm(I=p1Yw>G?L)OMQkaqI%T9ZD=kQH0KTH({hy z=|K<{){#yUhC3eG@%ZjNj&kAJf>v|W#?8Y6!&!>HaNe3k^?c~S!P#jLuL4B>!eSdf zhjKR_U7nI6kqUEWb3ITGkB{%#wUgtwaZ1&-(#B%DlbY0i!M=A(RmxK?!w_hk#16*p z1?vgV_kBmeb70C18@J}HWQU##lm=jzdLv1Z?7{OpaIOYs8*A?+9-Aviku{nJfhQf8 za#`ar%@&pxJ;%v0P|OTdS(Ik3mr#wCjM8Fb4n!}^%^f*1!4Y82oRLx_iLUk+hB4av zt|!P}0UCqn0YE}+^t2mT%zsEHWsVe7%zb9}p540SJhe_y1kZDP!*GnBRAQuc8OmwB z_HA9DPhEQ-q!b>8nJ(`~*?@Icz=qaQ`YA;6%m9vOZZ6F;>0q8@%r$CIlyq3wqrlSzqG+C#i6ssn zKCJV)MS}ydVH*g+AS8&qI!u{n9d~wO!Kc3G96WsFH^2Gs#l8A}1 z55!@N4=9Sc!8D2w?Ar&0TRr7wLd03VaEOVHcUI9wq= zLlT`F$3ZWX>pE~JuB$lz4xRdb0B7eC^UN#99@Wf7WCan_P;(HZdEnmrs0VOK#?Nd7 zk^n|WGDa4nb)+oB!`iAgrKswzsc(iRhh}?f-RL?!fcmN?Ooi&2Fqzp<7jgGOgJqk? zh6k;OR&;Gy?-Z@HK|ZLi1`9Tb9##K(#cAuVV=FzD?W_7%-Mp5(W7}N8J5>LcJJ#Mv zd9xG|+;o9{D61xuaA&+bTF8o(O>$;oEOHQ}EEw<$&$q6dqXd;|6|yLtTg$x?J-Q$_ zFR}r8UytreC3K#f-ZGMNG_nM~NpRYVQk=bj50%*bNuA*J+dEyh5~dlewHaaMw8^^S z;iBscHgxcVu3?3cZ~fzH@dI{gDpG+-LO@l=6)8dtQyr#UI&!or;`f1DrbHJXnlTGv&QdXhmmQOmfE% z*)ue4!#?DHa3siguJ}myHf%gAR6EYm9IZ_%PD7#qa>Rr`=({1aV;;)8r!j{dO)Xdv zMNyJrm>2ewC_y)if(Csb7*!{rI0TWTDy2(P*eZRLTM$qQ%$#& zr~>l|C!GYe(p34x#{4Wgxt3{I_tl7EV<(mEN)EIZ_NjK#S6fhAKbN)&z)F%$hMCwD z=&VE(EX=_oKD3QuGUe?7EO*l$#uaf=)wo!C3tw*2hLkJS7LU&Buj9GP zGcpsMsr)P|Wn?NL1m~!}6#Z8yNe){r4sEYv^F3B5s4YlzEt|D06&lj^QqTyMcv!)= z&^t-ElhPT#d*E(YqGfAyZK$C1qiWT+c4GD^ClblC&@_lIHV z`+h2PA}-}9;OZgGlKvooWA1<8L8uByb|SXGmNLNdfjT%QyN-3Dt+r)-#Zu>EC>~?XP|!v8n1Nu96M+m9lCYx| zHEvGBnQ?UQ9v7Bz9ZxB_v^X0=9|~!hWB4Z=xjzV#89v?s3N*N6WQncxad)j47OD zdUhJpd#}9mWvhpWTR{Mdit%$CY7OAwQ;7Q$pZvF*fA|B~30yx+qLjV|Du^dN`N_WL zCsC|eaO=dIE=g;atLSrYsO5v71yZ4cu;8JdkoRgiXrnRFc&FeZHj*3r)wr`wbz6Q( zLse#FD20BNDH&xmX0qHumjokKdF~rxQKi453tCB7_loY?`|TC-T^3}xY!VqagfJ74 zt3o;!^r#wY$bAFvXr5C;ret@QW1u_vxe&^Vtb!^*gb*xGm0r%TfaB$#bZKf?3r3e% z8jN~pdzTmDxxL||`#Z{FZ{>};XL*z-n^%hLicAXY2r6(POc&a{#M4M3DSMapFPm(d zMY3`%`z@)f_{BvhtTz&;O2)Nya>3?T-8pKv-heaosEaHg92kK3o-rYj*{n(VqIcf) ztL-}ZyZ+Lk%ebLK=rL%@PEn0-ha;1hDTbBb*HI z5(D1=PiW@nBNJ2-9x2@a#J)lnD6RB4>xyevSuQ&vrR8yt<0zLpgOIz2Ng8Z*&!R*^ zVSO=nXy)*t{TzMuTu1l;278j+CyUk6fJ@2?2s@8HT2U zrVr2Lzi#}mfB%oq(TYd)_c!6uG>I8>pcSy(|LkXP_^bE+1?)6kUs8-JrFG0nr)@j$ zyz^SF6NVj4szI;%Z0DFpH@HAg`))hG%NQ>ecTy5wy_~utUp`)%=Ey9VMNuQkm0eX( z^ENytX)Aa)aSdPPYh^GG?efb$TbulE%TiW1+kV}DVs~oj&y{`p-Obj2rLRf}luLOv zBgkr5OV*!e`k~2O=RfDm=MxC0BF5P{S9!!~k`j>#2RE$^&>M2oyWk@Ce?4!_le|!{ZCLr9cRHdI=5Z_}Ngz$&L)SotcGwOHHkvvL zCoa?#fNOT>n3S@u$O=Pmh95MM`8i*^dDCX7H?S~2fAHXeCq3y5$B`-d^!YB~EfMWC zF1zI7m%R8T*L~z8Q`6Jy*RLZQnFQ3)!ranFKXzRv8ZUkEi;mm0iFq>k$M@X-z;)Ms z?1s;NhKVQwuL-Kfk)TTuy!$_X?-{3^x-Gb#Kw5OD51F474BE4 zw5+{Jd>dL*R0~=O*#kvm`4}Ye_huwQ1Wg1jI7D883sPI?IjuFtM~Rfv7D}OlhKXw* zCD2yqZHE1--@gZW!3sj6cZiq~wkUXw@U*nS-Bz-p(_`z%vTo}J>JCiDzR64$ZAFZ# zT$q{$c9~=;!sS6 z_}6r4`4;R$ElAVtSX((BYX?l4lh3k3=`4wIh=H(DH(VGai15%EEut$b|GNw$4W|pk zaMjT8MHgLo%;t@c?0Qs^SsTU?(8tWr&VJ_l&ulqy>s41@HR!nLR5lyAdVYJ&JKnMV zf%`#0Hd}oe)hdiBv*~GGdD9dJOmBINjd`{q`5^JYgx)=u+q$>rHOK#C{0D0F?lC3boQTp z*10#{_% zAaV=Q?CI&rM<06(+(Z-O<4^_w%WYg;v@!_k(6rxo;~k*``fdC$M#g7Z~FOixcg@Y~;h`ua~D-1h{@{l38S zghWEUc}#%FPkHj0FZ!bw4En+J+(Mob`l1k7(vI>H#Ga^766otAL z-JCY?P=zvBzETDB6;L#&W?Y5CB2LMCmn=%qi$msDX?jXDd#hkaYp~kW;qP%P=(nt; zR8vBAy0?|9vh*%STTk6u79eORKEu4MeAI`Q*)mf6FW0_d;~JAaM1-@l6k(T`cDI!Y zT5I9U6*U_#D{QTN93`A{L2Ei%JJooBdhme4Pb^l?hHgzjM_8Dq$s#e9CH_WV&s%ox#g0!U%&nj2D9ctW$n)X(*_k_k z`Ac{W4X*-)JvBWCN|sX6T0SUm(szLhQrU<}lfC|pZ@A!`bJ`g24TT07mquwFgwCdW zlEh4U!LS5WaKtM}PV-u*oNO6OB#>7XY=k`u)zA_ zQ$B!&G&RwKF#=7{-cA*3VAdg`y~2tXvnBGQC8ApThoaoGbP1Nla(^XH8TNxw42-E4 zqDw>8um={eR0=~I_>LLHiq{{@pRt^;cyvbZ`a+KcOisAaQl<^!12H$dsHMZxtW--g zqtQ!YaAgR^j+W?=_sGg4ukQ5xEXb)By!gc<>()SSE%eChRjU;i6$zB1fX(q!*IoCP zH@@*tU;U~-{-YPZ?2lh|^{Za>*MIpwko!mi(bu1*IZ+Gb3%;&)WTx;_+$H~ zXJ&HD385gm;{(QV$M)^$YeMZQ5eVy`rz%Pjo4R4shU>1o_BH?WH4bqe&_d*ySHAQm zn#4vi#!*3#V{~+IboF3=U%)oUZi+dhL9WP+rsUf7Yw#=%#lX_6$aAMrno!_j0BRlh zeFpx}5RM0=$3zf_1J5RGauV6pB-ri~RH`H=6sek?o|zmUH&0&+yNn87L&+M*a0^3l zVaetx+g{~gUR7jN*g`zDx#8+ds|}o2ca@(rLV}>#{G^HfXPZSlNTm9FN{Z} z&3fe>*|q!=wRjCrEjuDBzOkyI{<~8Q(G|r-B6FcEkx1DQZUq|3fK2!i`GPc-!BEvM zE8qDKNnWx1H7KE?FwD~ISyx=~(wDyElOO%Wp+g6cJ8nxF1wf?S-`C#`I}sc)GZ%ss z;GZei2P?6!Pe}l|057)n5(PLgJU>$KY-J7&`qvv42V{b=6kxUNjISmx3Z4XBE8+ikbL=1=~l z4@6qfB+pz%H5~<5sja|UyLQ9Bed<$Bd)m|g_x0CL&CI{&-R~M2>I;*M2UC^`fWEk@ zF+DrCeb=KvVKg&7{@Wc7edC+of?ferztaifTEk8Zpwh)or!NRbSNAV1hA~Fhah(DG z39>QCRpPfpP-~gcS|LBD;JoAjxqR@qFv4h8v5|acR z+4BAOyz|dzXJ$U}iH}ZAjwfjXMT~vdrC@4bmNN;Z6N8$J5t9b*vAD70he-#r#?Zxo z#qWRUga6d;dK2@DhPr{7`7@rSz1$Rdn35pzb-+radUJ!Pse8Ri0F>S9MNU?}azvD+ zEi)eTeg&(pHH6`otWVzh#1Z@xvkKb|wOWw~at755e~mX|{x%k`P4;kQ=Gwd-AeQa{~Vc$X8P zDj;Gm2as#7X-V&MOoU9EhP9Ah&4p~A`$*3*tcK~`<*zNB-VtBE`7>}Km5-d)~%bJUrge}b!9j01v6eq z$Mt-FadCcTYRY&06V5pP^wUlq8D1p?a-XFHw~WJ1>Vgb);y3|vf+L3~!1+T4kRtIO zHm}{d*T(44NQLnVgD1|HM3jw4O>`b>&Mhx%4UU#c{`O07*JGzd-z^ z!lw-3U)=tik6icBTW@DnOOiS=h3aL_}i#UaLC9bP^s8DV%D6XTPRI2Ht+5Rx#O zIi%DrV7Y>Z=Yc+ma3C5_hU2zYtp?|e3d2w-1;2`uWXJX$;PZLX>D!bN(14Vssz20} z41DjOKKQ|Pn>Kv#{qLV1ABPeFP;)H^+)gLPkg_WYwIY$FA|nU6%#mn1>R?5e|M|L) zUHi|g1_oxKc4lYEld4?3wD%a(DFXsjn&!1)By16htQXJ9v%3Gpw6j8@ewhrX!bwo_ zj595yshMXDQHAko>oqCb*GWslz$n>qrCk#}eK;0)TFDcx7jQp{^M|k8T6VmNk`0oUM- zY-&g%-`mPe5jp>}=73&WF$99^n*(W&6ynsaCtv%)5C5g}-XDJd`@0_A2>=_v)%5%z z$AY)9$};r8rKyn0Rp_^F$KllYcoZRr!4=Pb-nAdO_PEWPL0kY64u~GQ=rU@Hq8p$* z;y7JgSZoE&jhi;FTeq%>8K+5>r`UX+#Y@ppe-6l&nd!L$PaK4J=E&$O;_gOo55^Td zr_mON9^Z4vt+#>bcNHuV+EOw2Kr3cUpHj;A)N#jPXct7}>_R)uFzAK)ON!ra-~O?W zfBd`O__B^~NmoeOYPB3h>BK?`SGqvQyfi)ajnDnZ&wldbD_`-7H@)HYCvDi!-}1sd zNU-{19#bIUw9`*J`@Hk+xb3#-$#LO25M14I%$5vUJY(kc=9)7|)2|v&9NZ7mf7R+? zDMb_}1nEhmu){+)ZKUKOA$W{~C|JO-Qso0=)JtOJ`%tNI;gLrk22JTWfP#%Y}MkneGhH?n%o znm_-G_rB|`*TDD#Z2`{_sWMU?lPiNQWTRxgmQeYA1$4dHvQ42mYmXMy<7Hn1cMQ!U>6FCzpe;FRpghT zzrWii3OQ{6IyTbM!vI$6;bIyA5CqDkkYqwnctGb zl8n*jAfTdl(ryEl4$=dx+pyuauYKL0zvG<){mrFLI6XV>I*M~^da+@{|FE#v*x0J! zVN4P5B$2T@jSg^UcH&M5Hx2-QkgMb4(+~t*w|4ECHEX9PkHksH{I9NZ<21VWo_nG= z^$;GDC1!RD^DJWwn-HyRlE(0YKS}B+^syW|eCWm-|LZ3|`6)>JHQ;UnZImExJ?eyM z61hr}ZG())c}qZDt?|8kKK@T1+J5hS?|#oafA5k@M<4*M6wpea zbN9V-Gt&qqI_acSPT30KllIg!S6#_a<%m{abMM|KAh-=8oB%ut2brTd0^w_buc;{} zM8=*HE~bk)a4-}Uif7_A46k=H+ zT(#DzeXLiV6Dz9CR~3wJ$xS&f!cFRk4^fq&#wcg#bpat)2Ahj~1sZ0uOs%@_9ZN9x zuu_!5X46?o&mI)&KGp%;-T!wtb4JlcvW&(x8o8M<+HIhWA2xCwneig3caQY8QWjjT ziWqDKkEDv9jd;2QGI1V0a%605?1bZw{ky;W`!mlv>ziNu+OO`oV;(T!iy-1 zu1ZoMv}rb56k&$VJ#zRkEF+*$@cQ*@XQmFr=`o5bWz%!xcJ%NgyB^=W=j0QP7fNwO z9qY`ML=y!45NDW|nxYE_BfxIc1Dxnje)6*$|LexNx#@KqH=?&4h#y1-=gpJ26QxNU z(T(_ib0DCLS(sl+t8qy=ZED;zR%Z zL5P$*@7d2i|NQg9C=SC!HWVWV1IJA|$>WdgnK*oeXD)f}ScYU_6cOJUTe>(BS?-|r%_EA?Bgb!*nHTetSyv(J9o?_GZGg%`J^Xt%?unb|Z+y};EGC9RZj z9BKb^k1b;w3R|j3sY*ff%D#^0>A^4A(&79VX@+&>x4k2!I)67a65n+_BqcG)0d*&d z6r9V)wRB`RDQ{-YE-PN}YAuy|Q5dVjz@wB}*6+`63+6{{*5-UJS&>}qP3dwF5ki3f zNE#p7w?@L);_oH?)%{(NU{|4ocwnhwC0m+IY2{dmqLq=H$CrxSaEqm!w#uFrX+8dY zHL{1I?u{0zUu8zRhGo}^8@qYyu?(>?OGd6cxk%us73ciFv1!f*!gS|d>{wL$H`Cek zIPbd*B#TkXD7;px&)_gDPNRV|E;P-R>P}BEC431VEhX-O-#O`Pjg1Vy_D^4Z`DK^= z?B_qf>(09#dU)r-!-oI{z8d{M{^0PcCv7|Rw9`)gA5Z_i^Ugw6=P*hpr>5dK_0R&> zEB(}{D}K<$49atms;hBZ1)xJv736A7J?SNB403k;CWsfT%aZKzNA~V|bXN-w@;&fW z08X(J61$(0E}-?>jXisI-?!sI5dDtlCt)ZXd{Qp|AeePd3WNwli5bA20{y+`I=B4j zmd||VKkm8fPA_PAt{Zkjkb}~ZKo>gaRj(ZBADWtnRAM+#!xqM z0li6{%SHZaIn@AB4$w>z`pTv>IldCr4)H;}F~T zeV4ROF1nH8R;Kix9W0-iJ3}WRN-1ikVheT^!TwE^(UOvBF-R!$KNA-2U5F{qG*r%! zk})rWNSTyi{4?7d8EkBs>-3%8&RUu`RS8fJKh(Ya%u3XYm^1I*8jLGu1;AR>z;Nha z4KK-H4O&Q9vOJAu=f<LRzkVY)=yeToEFA^TBCZjLXW#_G z5?+`#bLj~>;T^z_LdA0sZsstV#Hi#pZrm^mBoILpa+e-?Y}da1dym_EEa)#lxj?np zYzpKinP@37C`?W51R9CwHXJ1)Q+0&byn=!EG~v?}9q&@f;lcj<9^C$!|G56H+kepz zs(+wA3S-)$aAuyAtMl}yKmDYWxAwP&_V3?!(=9(5KXedi7Ft6itA+*!2LjM=;nLEz z|NNngE;#>5+qSvFK~#RHqogxBJb2kf=R>v>AS@v}Ax|@QKJd`Woh;6hy-=Otzcc-X!3tzYk6=fIn$4n&>Jq<7uf|?m)@>GmZ9UvQ#2n|87xCmmMv01AExTUK zWN2g}%@ID}C@Cy0C|^x?N*DPNb+Wq+l$ZkHOsSYwaPjO4sz;T3qdr*-@z3=-h=+yJ z^>ce?K-iE(If^AB&{beD;mH9BxlU06oV29-w9&~@p^{znRLjg7v&Hc^*;eINY_eehj>gCU=xoV zj{91G32cI`ed@NY@G2FtBYDvQuuF&{)p3-b;Jq{6StTIU1+g@8U44L}RI z%9W1rK>In~^z6(}Z~5uO;qhjFpX+;=_Yg&+qhqI^cG~dZAQ1gyX?x+)lV$XQe)cAH zRVZSFNHXluh1mt65J$xFCP8B7I3tni5V)*dRx8u!b_050Q#CIOwR)h{@_)f+6>F=a zB$$qkd6gaI5nX@Ao)LSBqrhqM)Rf2;rXq=UkK`$QPkm4GfB`=x{JRzJbvZ8e(Oles z@35N6UngRdwAnm^y2!FS2C>5)B#v@xU6``G#m}u=v&xrQDd znWJYZIUfMgy(Bs+VG_3H@cc^BgV#XxJ6}BUOV|uHrPM&IjoSIt#H_4)u zN}@nhLgAyQT&*Z0u4HyW6={>gE~fM4F?kw;n@X7jx98}{YVffn36ku4feY(^H6x=p z-uV5GfAW)HH#hzM@$vChtA`F9-XDP6jAIant~(F152H*d0+GZH&R@BerKDiX&i#IA+7f2(#2;(q{_$JcTXB#g=B5OgZrqyf<*;Kl;J<@4n|=zv=s~ zhh7SS^aE**JkoGE(=$`|KXBhKZoBQKn{N90SHJ%G&);y{FMg545g7Qu!=oGzmN_-5G|f?EypoR`xS=@|H{SxpNb zJ|0`WjT<^=&+*Xx6=$W|+E@mj&@K9hx{2VQ-bUC#r>nIgQ zaVe5q9alzw&{<6IGR;aA5?H0HhVM9;a$p|~f=ux3bH`}z22!szLhbstvfN*hu8(za zc_~~%n%Yj_f2As>IJwh?(iH#b#&aEGf>AD;rJ+K5PzhN=UiVH7$@E#J{ee}Ne7OzI zvzCP0VUU7Bo0d$WI>L5j&wW+{qLPHQ?c-x&hS9%m4AHY9Y4Eu@7}#2vKtQG$MnSH z<9qgAa_)Ibla0_Z(+QM5SN?N4c&-*bzyJf&SLvLx;Zjr7wT; zTi=S~By2~(*A^uR90J#n>$pC0H#Z@>4Ppqt|Ey;{{|{dPcRn#Q`~T4PCBT{;)p@tO z@6%{T(lCqm4Q)t50)#9i9G9^`0z%kqmJr)9q#_nOsRSf2DPv&=l9Zjq#)<8!EKbF# z*kHR@Y?qTtjLIMv1mpy4%#K+kgwSZ4MI%PD{rC1spFVy1oW6bgUHzJ(=goWf|L@l8 z>2tob;dr=gfieSbTGV1C$eNl=ay4|Bq(Cd)w{U4R>fQkUgTx(Jqdj%&ViyqKDhUS& zC2=-c`!vjZglp~Uvqo9BL|%X*V6*5zWT)weBySWJi9oa|@;td$LeVi=wTV+FCA$OV zDAnqj)Cc+AB?nSd+slk&XG8^S3vUAo(Jx6HdpgpCVF9A0#26LmNFC$IGh03%Ck8fY zJSlf5l5~V*vzJ%`z(mmFe9WECV=BGiC$r6%kyW7C^9%rrsBNQP;Z zpI?bh;t|qBu%w>VspTYUJO-X~l!4;?OMk_=r?byg%u|ApjN>$Jq~isXbu_jo2bN87 zCsR!~FIkTa#LwP<)oCVUUJ*AA5f?~cUe!#xT3Jd^n3n*N@7}$073B#7et^{gfw4!g z+HIKR3k`k{$uc$st%M^T49IxexF2{7e2-U#Bvw04dy0!}tP03$T@qPC-Nu+Ntoz#6 zzIN}u_hM?AlluYXm+@H0K5xxUH{G;*`*vjc2jn(zo3NJ54OW=2#B6MHmp|=k=be4t zckcbx$_K0eEit<1uy@~H%1G>o!J0m+K!JW0k+<;rAljUD?l~k1pp+RJXOMEcxEvpT z_>plOOoxJnb#BMDts%6Ivm0p1V@(L%^WdKQuYJz-Z@u-l3(q?@#CszreDI70*GxB~ zc!{x5R@aQ|jcmzhL?2U?F+wL6jMz42tels`40w`%)zoc1j0{EY6a_$of~=u(Gs+f7 z>ILgP4GK$)#$62~&IQz09!d6i%e8{GMLV!SQ=ns{Z;!wLVLN5WIp>`5UVM*xT_&o=L=?*-pDx*l3k9kRO|BvF=mt&GrXG2_M&8-t&~)6F>Tver|Q?vg+NPs~I|=aZ32E-QG+3{D9*GWHC}Vv{-PRv}8XBgjB;O>SI0nd0B_)@M!>pKzzSIu_g~a@Ze+L`(8+t_%Gl4ub%(B9|~L4 z_YNJxplt0TJ=uBa|o%VSJ*TVn*ilh^EE{6x(;G$ znJqhUd6yXn7Z8h1AQ;_*I^ViBprE{`3lw8&Pr6PaENE&MXbSm>#)ly**^LU#Gr=~3 z`So;yrU9v&Ra{^Y@I&6se=EVGb}`K#hX^M`|C7Y!52NoR85>Q4|9r&>*Lz8fq~&er zu%$h4r~}0VN4rfJiD$+R|K&VeOq+yrF8D3$ZlTBRtlASv^aSg zXBlW1WtqhyX{<+|vI7Fm0KSf?e_df|lhAO$qohr?k+~hsXbo7fJ^@3VL(;O^H{DgS zGXzhOgdBXQtm#9dn2>|~!b>hftIY%Zx1YKVOgD^R$H6CUKi+|4vEMkfZ-2P#MK5~s zi(mMnlY1MCBaLKsC7#jZk4Z`40_hBX2_1|!_Lnu5ru6O|yDq!*GGzHjFo1V**zo9{ z(}6=zD?jwT8(9H^lh2Z_(ovl)IA{BSW_>qi9J}th*T3&q-*@8=KhJvzIm=2B ztucQxxo=2~nv&Q2aK6`)wNRO8LdW#{$C#6woBt%{=ve^pFZI*HkAlti{hzCT-(h%j^1D%8D zhR$(G$#84};730&i@y!#)J?8lM(F;s!-3JLf*}Y&66v#kp6Y3BVke^I3CeA>Qd_i# ztZ9RV59XWBWp041F*>Dg z0v;zrZoYU{rfS_}YwctO>gmexFT=dJbo|77t0x%}z<8z<0-4GOn!}?vLHp@@@E9lh z$W1ri_@+0%IYbP;f6tzi`Ved2q|U%8=ytosV|35sdmebmL&yPn;V=H;KY#JfH-_hg zXf|=fvyd1D!x$H##=f_hYcu%4#+UYXFasFd;{?0!zCB<6#y2j$JGYT#r7w z|I9Pb{0DEi4rTg!HV8^Z<#u^wXo=>vWIdtUE{=F%|WB`cXcI&OTy!kCB zIk*47z9YwuVZb9}dFH_Ey!9o^FDI%=D-2m>;Fz37eKr&}+Tz$^VSurw{sQ!ob(*E* zK*Vvo&S;}D(zGp#%lZ|{f7CRt;S%$E+q_;P*JC)Ptp{((jvrvwVy7mkj4Ru6)l(a( z0RLpMJ8`w(IgXpsX9%IoplV~t^2G~@y|4&OOXiX>tQN}9eX^QG6tpH>eL_c|#BoeZ zTm*?C+9rt7$ZXI99G7MUK^B1gtz2h?ZIwJ#@)l0&NTh_5^Xc3vHDYMGo!B+YUHU9vB5&Ke+VEWuc#Ix}{UC&y&+B=VjZj4`fNOBqt|6n^KM z$RZ&>%eOBrUdBA+0}0olo1KmvIrQfI0TA(*jed-=;SN3icu?EE<)?op1i<;d z5B%;U4?S`m(*$$}4<6Fp_v~w~{TJ_j?<;=v72$Z_!9(%YO!td2=E2_@j3T!MCf!ns zBkR4xIBusLdTj6e-~axbZoYA&x2K%!$TQB4#`P(q`uz_+_|A9z+}?*D=rPV5wuy-D zRZoBVRZqXd1L~K16BE#j?~+cWM{lFKff>=Rx#rpLe)qfI^WOJ-<;!1t?BJoDyMv4I zDb}8R@Ze)1E*mB44`H9LyY9MIzxq|--zAqkZRj8b^goVqo;>YH0%lf+}bh z1D2xRW-dX`YJN zhw(PEtn^HZi{VHoE-G|5DGH2O3>BgK1zna*(8dXg)2AdMfiT2*or4PECRz=xh^B6* zIybpVflsQm1X9R0KEWzj1;)DZTH~Qr_CBI%Vvd znH(igm*c6|De8};lhwpveKg@Gd?hW>9Lvyh2W8XaIXPO`hi0dhT$}bVpxanG&}a+@ zWb9XDcTdFzm!)AC&Oh(GXFdCxr(bo|Q!jq%>1XZ^-dHBz zw*9%+-_Z9-GIwkQ`{$qd)SKRT%Uz%N#7WyQj6@7iV?(Zi@ccKv<)>eI)AJ7YQ;36 zj_DGX8swpMJq3aq%eGNxL#0kF;GAm(pw=6C*C=&WJBS;VmAp(@(x*CmZo3E5;_=+A zZ@&$6>;_YF^oh@+krEEwgK*$lpCRN}c0cJ$;1_8Skbhc5_f(d@JXeW^Z2~$il78K- zUP+bYay5Diplm1Ufn;>~rPB#5?a1-DU|o$q#Qod$R_`=j3aHAAod?|i$=`}#G_0|Z z`fyAa0*g(;bl|-p#Jep4D7I2IfNZ1@Rm#z$7TP&^$PH~AV>C_Au0!Zn>d~2X*tu)h z)mLAA!}T}Zbkhr7c=OFKdeKW>_v5d7!y8`zrZ>L%*i?@RY6FYZBWVjzjICl84i!Q(Fo&W5e=bwF6&>kNk^h&~#U6Yo1PtOlf0&Z!1kvt;+e@UAl+?PK$Nb&L}Mhfe7g4Kn$xp3;eW zSTOPuOUt=gB;q(2G50{ZwGm&dwg-V}<7gI>Q7Y(MM>K0&#%lC_ess3H>}1AzZ@B=# z6kXBZl;}!9F1$oHlDkTRK4H~otwo4k%Rv01i>M}XU^PpQ1D?IdAV1%5SI&7h^xz?p z{;a&1e>+84V?#rq1~D8E>C`*3VRz{0rVfnDE0hX2vg4ZJ(!?*91BZF=uIt&#igxwZ zw#;o4c#Ttu8*WZ)8Bz7vXpsl$nXA>x#ZnubmI2J^6@Jr%{cY_HMN@&vgd+zlx{(OI z14oXCrbk=FZ0Q~&IeU|Hj|y=YuSg$>GOB}?6mG42#TKHKl{NDd7dX(9i#_5`>LJF{ zhY>dHhDFC?IDF`6HwMLTh?yDq{T&xwc(LZYj)s`}0S{V@gdx+82p!(ZDtrQ`vAbxN z9X~d1-O@e#+0VM>+GqdOXaDcvBgcY2ZCqadl&#ymH;*6M_lF<;{XhD{4_#LF z)W;t`e9yPP^~i(wWA>6W&UDrtKYHA{K1BLFy#Ilim*!>HKI@qXZ5pA;@ z(y})E*afh$%9m9`;~;^R=}%(|Vj0K-2P_++UJOHnGt?tMQxT6L?<@-$`WoH<>c*BH z6k*?M|}ksc9i72OrcgIPFz}Bri*f@}3Y+%iMszA2*p8*wsJb=dI85?FOtmR^VKQ5y z*Z9$=Nl(D@WNM`3@IJ<|a8%O~t4ViNJ+|b}LI|uMM@zOnv#bq^N-p|R_-I>$w^GLr z2;fkj?#?(G(DS00;DA+R#NB$^tqjGtYJ+zX)4+#Gl5p0F18B9G(>RVyj}TWiQ~?7K8pWf| zEVf(+z==ZJfIE+X@6?{C+!oBr<|Gm|n#5B%V=Fo^h-k7#3ARK6HDQK!CI-lKd`M4) z_dDz((=by8dMU>>O6P3sxV(KfQ7qEDv9tyz!Lm8mUB~~F;tV>C7808I0>8W0uPvgL4) z1rF}-x1ILO|K{Jm{Dn6j8^!|%9;MhgDT2B6sajAcBNR8s2>nO>Vauir{kQM?Ha4e(x=b-?&{{6?)RMC;K_&D$jvh-v|0&E~1j-%3ZB!FVD(-A# z&p`~!q*cqNI7H$jV;B{i<*uk4}PxBresn~ zkllT1JAE&Y)iSHqI6Jj1N(#N}0btfFS4Rq@IVnN|GX9eBQKQ5paS_w!BND)}H8Mkx zGNi5VJ+C2!Qd+F>+zj<1d;=9v$|x3Dwt8EDQyP0ME6``}8SkkIgSBS&&Ry1+J3je| zcm3SY|JA2I6)rga^mDdtY*~%R2Tw7ZJUK1kALD)WA;x|`dCSr79X|ZMgCV)eul?qK z_$P0<1-kCRNA|-o8jF^hezl^&*Ut8q72qWtoP9We#X6W|v?XPInt`6UGF!=2(sfOO z&a}x=56q%=+ChGLK#@9uWK&av=i<=Wr1fniQx~3IZA+5Ur@Z8iPb~kdH^x@O)NGXg zT)Cz)Lj%d%MNFwBL8>m2L7wgqXQSl;DUl4P90zTnA=r)tfQ#1=v*brloSvhziqdKe zpSM?fR5{P6pSQMzz+z)metky#yF^YyiTWzmKcpaW=`LYvu(M{Of$NTwaLTMq>nfK~ zQ4N(_`WV-FJ;1=~YQJg50c-$=1FU_x7183NvOJ>#KHVkFk-9M+qbWP1Ll&bEcvM2N z99oSWf1ufv(R`ae&})~$f9Jnf>3uDJT@$B!TV_IK|)xbKm05Tf(D-g*xbsIr3y zlp(V}`tji2y{ltKx9`~f8~^b?{md;G*!kfD--BW097-z*P>n;*bl=oA8`@2h>mIK+ zHe-xL3s~CbM^y}IGj*Ntalj5`Ofaoo5erRUSa2BOAzKV3=xLT~JKj1@p^MUY zWg3WWXVwX7Nxr80{FBCq{wDMclbm?yLV(bV&OiT#AN*U}ckTSfckX@kp@)Js{b)@< z-6?OG_b__=7m{rqKJ-|CW5N?|_@N*9_22x>AAj|aLZJKm9~&`Lr{x%Jq^L+cHSb{1 zh^I&`Wm9X#{E{@xfii5Mwh9j!7T?RT@(rx*r>i1t{NJ&cD=K`3B# zzb}yf$u;#^Cbm>peH)#TN{T^IDfFzJK~FQXBAfEF8$_lRzL#-eIcqtqFEwTeSbWF^le*ns&>V zmGWRRhi6^fp;!^RJ`8!Nm)1TsV!I(TbeZ}?wQX8~__z^*@}$vE(II&*h+zjMqffzn zd=?MfKfUd3?71x&+MTH)yDJ)B*}V7J%6$rEqkWi{k2PEK{rg{ux?daX3g&9 z=Qzg#QEN~#Gg@H<67z&K-yYC@-@~>oCtZ2zW!GN!obxZZ&>OQF{mwH^-?@8tF#b9J zf(x#``Wdf%-QRoLTW@{W&%f)%H{TQj{XBN$_`wh&-w)0?4$VA3=fg)v3hlhTYv+?4 zI#*3~tc)Jzzy>DXb>=$;MtK!fidQ~@1-1a7nY=nuV2g9qVV^^MkpUV;qY=%@&Uj70 zN7RF{k232;M`Gm0J0k-cC1EY4c6nuONComq|eI36YAogJ?x8XPd7PzN$3GM2Bf~MhSHo%;A*63SbLWodUVr^_Z}`ERZhq0L zU-R16{N2~Q?zOLZ<*R<|@4x=1Ui)J|cGc6bJZ0OqqsPWz#~E_}TAD)2klGN)(<&@W zvD~9WB^Kr=#)=oTqOzuFjA0HJWDaLjf@0u7DAeYfOtHu`>h{>SG`C2Aq*DdkQO^?@ zL_7s0LtRcMqx4chSc5WbD`o;8K*$gEUi-l z^8vm9tR<2G3$0#)DRVAK?!vSv!DJVHqwO@oGqU&8nPs#*_M9 zio~UwILPQ(xhR-7_zJUrkCm($*D(_=9GBj03&|ldNZWilHVlUk2k>WzU1ie(7cCSm zc8}lHkzY5@hto{iR#dd6N=9#Wpl#KqcmTuB1QSrMMf$C^9Myn)p5ml+_=qSt(p#n( zwM+@yOPVTjTM;%w&Q8sm$;wQdjMs7rYoF++vNq)~VmZ%gl?+{r%anc|FH~M8z!$d| zFP(gG^E@h0R}Xjy7^oN{|6#m{fLWhc7rim~{BD)q$@|*-k}@fimkk((Bx!8f^-o3g zw{{!`58k~ksCoJ6&ZU?-c2@t*hRjCG*GtQi?pl)wioDDRrWvb8vr1DO(w&f5YXUNb$krD zP>$?7@Mug4i9IZ`miLTJ5ML~+y-8WZK$cVb$mY-=04N@PH4Qm|0nTBMVAb4r>{f$W*9)q9?PA#PLEm$QZ&%QIQm zs;HiDOO`}~l%I-;swFtK@P6eW3B^MsS|z0C(CxDx(8A}_b$F1FI}tutVVCi1x9DiBB4ksF4zMb5)t|Z9VsTv#5kIeZeU>uJg_VJ5h6`c(? z&_{3p&g+s8_Ri;JqN?L1K0I>51e8+r3mp+{R4 z{hI{>0L5DILlykup=q1DtopA@?O{@>?3>`G;iAH>Ve@mOvNC9tEnJawivFcC5xXo( zO%_L7v1vYvXp^hW0!0H8AEjqgbWa!~U7F9c3k#iB zi_q=h=xe9@ueqXj5nWef*)cRQCjm24Pa!ZVq%*sUdpcims5Y@c5zKt6sXx-d$w4E4F;0Nv5D?-B3nl+0Xf}lN{jcAKc(&HzgiN_&MG@Zr_ zJcwa|(wvZ>u#EOpE(mGAg>tD7N*OHSv;Q{TD3a8HNWKo4n$h#k!ak~bepW@WhpJxyS>xXk{eRUBPUT~h2aNcl}uhb z;2H1&o+~JnM;PBrE+y|3$#3ThY-{WnE@&e~iyi2kV^n;36zXdXKohEM(ztYkWiL$+ zG~a|vwZ<-Q;b{R18nJ2fS&CyQP85NrwqX^4TkwrVX+y|`oNci+)dHb@py`yTzuY?! zvtT}Ix_-Mh)|?212J{6Cvslpq)1Me@rl%Ad&h>Z}yks%tr#ovfXmicA8U0gJZ9y^U z&t^`CHNs0ecY%q^-Ok8c7sEI=G0t*TKxe0%4)e#h^6ywc`I`$>c1(-&yW$F}KOu~E!I|FfZEmX#&q9wozB zGpen!t};fxsnV@v`!1+F2RD`T#P_47yftC%dGq7E4lVH(B^@o17-Z@%QOW8oO zqNZ!WlmC(*Nk>{|{*oYCR>g3JdHoHyw3_*qtOlL&LUarPZZ7SRgwyzVSK5|*C@?yt zOZdyZ9RoQm3fJppdTI}+Scd4fF+2flRHMp~Z_Fl;lda71Y@T>eLczOW<;k;92zMu1 zgqq|nFGY#`5)P)(T@pK#D4dbK!7P)h=BTxS^(PEXNU6H0QEJ*=zYA(DTegH0vxCaO zMpJpHRuSK#aso*bQX`^stHsOu>T)e;%D3bkTh8##)P`^sZCWncA7~xX*35t;i@En8d&BTkn3M2{p%M=P*sjuj(QIO zec#*27*lvw^0At?+%QkLa1$oJ&OR3BTpeYB zk)JBUWx}-qmO=`9R#PvoaOMqZQNdL7251V4%OI>iFtT`ox@7ImRccH98EZ{YQeG+G zm1ks0ui8@0_n#=VOIx>DX3ML6s!?R-c2@SYAkL5L@V{*Tv!H;QNwBv}`WMVqn^GrC z@|2K7GY$)+YGIaEZ-n(nSr3QFD}4zIvnZmCY8r03Y?THo2~m7oDm zL{e@`+}T)kRI$3usyFCM4x-ac2m{_vfN4fgd{RT;xT*-=x1rcv`1SBlon< zVNJ|IrDx`FbpX8fhmGASV7XSs_kzfQksVrxqq zi6}u!bMF+Eu?}qnWM{8p!F!*XP3V9V3E*Em@|`o`pGB9hxSndWO0hZu00MB9e)xVv z?t);nm4Db@Cdws5@y%Y;OY#VlTI*qE?wXCj(r3jUn-zwG;Ec?N@t$~vI%K|cFx z%&E<5&M5^GF|go2xk%RA29Zk&IdPAem|2MSs}1MskKaFO)j7=Fn8nRHL{&}tJ*3=o zx;H9$LWt5*uL|xjL{fSnh1jS_f1Mu`ayrIIsL>HdLk8&4^xFdjz~?q0dlR=|j-e(X z)Oy}4spa(si>+`|eJ_B|HaBr0q>*4c0<_x8lH*{_n;X(EsZvGgMG>paa?)et>q*X9 zoPY65m6W-@9)v~puxK?RLs)W5prjGoS!Ya=?=@92w5SCdXk9Am7kqPcf@Ej0@pq2j2t;$kh3k}9K)t{XHkNt($T($&?|hC%a+ zWf2E;ge4qx8d@>kGDvR5(U;i=+qNspJSP0EB<3YVv@O_a$0)N%ltpIplQ-GUYA&!c zwQTOJCtkDywhsA4+i;Ve=Xf%fue71mN@FeyUCPBe;f!k=84BOF=oca!5KjWGVY+?58HNG8m&PubOY6~So1MlYOmW?fLdA{5$`CwXL$x6C76=6g@JZkUIYGCB zhgl@Vvxkk5K&nP^UbacUKCXl4(KqwGL{*F>uQ$C2TeC=W04hT=G$8(Jezc=;)Z|9f zeeI`da{^2%C68|uaiLRr7pD)6JS-pysFVJIa}z-~j)MpM$MxmDU&~6Z2A{PKl2)aDX~WM^ zl>Wq@_Rc|t-c-$BDBwXGhSr*ZHo7nsSSQ!nD4jTCx$*SBi(EgX7o;33?EW@(;Ehg@ zEYG%j4c8&`_+uNs5apG21A)X!U`1TY(+vdm(_32tDW0hVu{9*ei9n~WrMSmpA740y z%hQ%aY}bK5)p>R;Vv?r~&WqhQE72NJT3AY~ttRMRH0;8|*rnDvnwvEa4nnv+k^WHR zK}^aPXEOjyP_p(`A-jU6{-YoD*4v62d%(5?PbQnY9Np90r zAx#=pW`cVP{jzvBQ-4iq4Oi2b4uYwfj1BrIx#7Rmu{P@lp{s(KgZGsFC|-ismfrtL zGo&lbZ4|J#3L$RsSbzyXW&HK_N;Q;0uf;DUNOmD9^a9MtrQy`Mobel|lrzl{_ah!c z1;#2jMzDx50n7Xx&Hq+x!P*uHl`&3kJHdSi*3 zIfRPNj-}e56QFiRrw+H&*Kt6Z z)*Iy9tQY4d+htW_r8_C599qRnzJ|g#G!uOquBibcP*^l8sF(Xmy$DdEqoSW9l-SpP!Iv#hh#j6;ewT z07InJ3LjR4530qzh6-v~5G&?iUZr$UsQ5s?kvnEl_7oR{Hm_5TsO;P|UqhXyMZYrQ z3}@*981Xk73)xyTNdJ4|`i(xOni*D4L&8IF zYoQm;&2WAWDW3*_%~PLu09ECeN(=gEeMy!x<$_ywb{k7R+HunBTt*87P}8LCon55D zHS_MA%U1a<`KDGHcgqFl?38JA#slexjR4h@lSl>lYjK#kNnnu{;dyv@Pi-v;D+vDAg7z2 zsG1BDdMygaZxSnRQhqh#3CA~h0X0ABbyqSW*|5Y|!k!F3TAWmzBLGG0YWUdp4heot z$pLjjQ#EN+&|@|fb;?I=fVC+US9zj@LN86tlKjea%C(O+^KN-^`$n#$d98 za*8V;I2AAPptl&NM+raWRkhY0HgSf_EN@$lv7BtfR1k*ID>0|VGSRq`TF82!6tWiL z#}pbkt}Rb(t2xw?&7TZpJxGKG(Dk|vnT%#-OVzN_ncuAEgd(*CQ}KrK)LLBu;v5A< zOyRb-y5Y!>Ol6wv4*{}$-;)$Y5>Dv}=ID7d%n8U#wHl47gH3u=qUs=RC%R9E-s88a z5g-h>a~sCsU`^j{iVtkJC-Hl0s`|}ue)Eoxe)Ko~{jdMeKlzi-e&#db<9*-x&ZCb$ zs@oGj-uQwSoPPSQ9H)hP&jTSC*o>n0L^xnMHf~pXbLt&P}&=%WUN^gnxXXiv9Vlob>-36xYwAmyHm?2PN=cUJaeR&c_L&?em z@IKvaYFRwShGpy`$MLm!N3quNn}n;IT2Iq_f@rBl3K3fqca^+(*^Hkphx_-;pLN zftMbTJFo^^=Y*-Ffc+o|4h_!$wcwW>Ajx>y^?hcArhaaXwgISKQ?JG|4NFUUonGhM ztqpoj0$kbS3NDnU)QDt$h3;Q6*oyL|C_ihhgJcMXTp1TDQ)RoWxO!Hf*{L#?z9nHI zS^Ugwp|R0Oax8!)uS*@-m5(c3984m$QLXzvQUBcSfy)2x@BGex`>((K)vtWz=#eAc zrsd`rzHs;M-AY2GPS-{k!nx~&uaPyy;?+RZju8UNErO&Z+6omYiq8-_bYy=?%zmBh zQ;e5Xkm76$sjo=}RJJ<>`r0FTQHa}aYF4c|~qU|~ij^fABx*Y%AqhcQgdQRNu zfz5aAT-N>~?HYreSbUTzZOh^oSk49j){$=XJ%<|cRZidz%E{|ohE*qGdNV6zO-5T1 zK*pQ}b1MtPnm5%~G~!uFM*OgmDEE2i%iRjz6U)`o!)gYcj?ucI12*^;#c$2Uwl_rq z=|~)J2@M$ycW*^+UZ4pL1nR{7#~IhE$&XpGQ|>nt8u7f@~o!TJSf zP`QBeG3guTxKdLk>F;KUw|Fh!|K=9WuyQfO>Iqld?9q}V;+0cdB>D)5R)-%v1aFZz zrHM#YQesKFa0~;Rb`K^?*exU7OMtI|%n4Y5+KKV(3@QT>v}Zw;ilx#L29%pRpk_E0 z00@Nsjyvx7wO{$wz~FaJtlV_dO}lpQrg#<9KhOa&n}i@)E0)wegNw9$W2^+QlOTZJ zyd^Dgo9>GurVW%mu%si%NE`JEk;2lJt<97#%}M{+FocPHf)K1S z8Gt?(8p_&4xCU@)qtC_2)lCRG)|0+BxknXv0t{kV7H^0)gJ$w{Y)(kfSSt*<$%}`h z^X8Qn$5l6Zxu_Qb)wR{|THK)ojRrt0;auG7ka7U$)3&z8(Ft>>S#7xpxYmmP%DH>6 z%iE;3z`VMg@*jmFQ;!g-Q`%_4x57jc!FQ8yb5ISxCf+gej73Jql0K% zPqvpE;b0t4-$z;RtV>Cf>86Ejj)HdpC)LKn*rkc_WQWu7$Ev0CS*DaV2 zcXj+uUj3;`A=%--d*Ay$`llc5mW$^4Z{D?QhwxKasBQ*2OY|s%fkg&wE_!3AOjTOs zzHS#0_ewsXUncqBQsJ7yLf8O+N?#u>Fug>aPJpMwnvR}`HK-UlmM+rV*WgF!e9wl! zmS8s`*t#9K^v1wc>vN#ClbnONo-HTQ0z+{ zH6Y=Qg_1(N;A5e8ljYx9xpVMin-e#z$T7h0O+>`S-)W4Mw#o5r0AL|}Y~%IzV-nY|cB^uqtGLP{R<<0}eNVDN33MqO)W-e@2XD!ht z(&?$kcdgsWuLY1yO!`H6PE)CO#RlmYIH+y;C-&V$8R>OeBF^)Vo2;n>mBMp`tS$PD zjTCGn_8$`EWXe(|k6BJy0HO(nRPdM`1O+5!JPn`{qS;KXD~F&SLF#0xGg%7p;CGJ9 zP7Koh_x;MRe&O?<@763Yd~qQCyE1#&+uj;G4g`0jV=C264{JWw0EH$QYlPu5n`zH9 zv`8bByM-AhHCkb}rH#49!H*7AxIIV{AgbI`uMroS zsZSk)equLJdps4weXDf}Z*UHK!jm?crQ&f2TarFF_^h_7mgO)Y4!=`hB zE0QE#k;P?99NMsnhQzFPtx-(7iKleVFswvt6XH#!fD+p>ilm91rVwdkIM6|Zd2MYW zy&&L_lz+eippE!GInUQYtbiG2hAdzrsWo)D^zKwqoy@b967zvQd;ahv9}x*rNGtcL zq|y-E7&^ZC8CTzUe8<|njzc^ET7pw#jDbUf*O|H4 zVyG0_>Ik|%VhuRrEc61P#1ecUvfkqNKJbC{>ApbhDhL6vBZ(z{8G=fNVF<^S=OB{I z9RK#oCC+`qv9tLOaoy6asUGm!E!oqwwY>#z89KtII_C%|9!A_&Bjl6K2cfK~CllS? zxKN0Fi0i-)BOo&xEWFjUpZF#?fV$kucx1Nk~0V-h1sF%fFk+boCg~DPg{*BMV7?#!1l?98~Wv z6%0sKQP5U9un!QKgZnL)5PQ+dqN1*BY> z_B$sbLLv}Gw!Ax&lzcwN+Koln{}p}N_yLU}67+il{nTR|a3 zKA?`k(so4$F?PVBf^#pMOZ5rgu^ss2mQF_WvG+ZWTDzFkB$?c`vU3=Qya1pGADaw4 zCrh-fEMNI#%e~*e_wKvzzVy;dC(RbR)^dg5Y5EuI?mG1o#jVnN7*8bd?7ZkfprPgw zNNwOjGYTj{+jO#C32~N6>V5L+0)VW4%M(ii5;(`fs*U#}LHvL4`@i2k>4KUGnvEd2 zU!z)w#G@!-K&Jk4;2wlh)BVi@w*lvuU29MnybaAx<;!Z8q9PnSRqb7jEKr@ zxX#B-%R}$NzrMFUsr@V308>j1a?Pg@ZGcEW%5-t$&8QTR&=r7SJisfh)mbapkl%;u zF<#GH@GRXdc(-_?hdzQl>MRb*a=3EIHJj*4oX}C-$PQ0z|J_^biT9uN3SuA^OJ#hx zeyHbG!?|IWF$`L5q%Iyk;N}$9NYdq0`Aooj%Xy+{nnZP*x6aVY!bXg~vymzTfoVL$ zsh5=OGEt4xD74;bs6IV@G|8|Jd}JW;547W*^EqgzIi`2{MEF3eSe7b>8FbV5WMt{l zok02A=RSAYWtUAFUx#9zUHE(U?D@hMzHlOxpJ}n^eAg|e67+CY(AR0TI0Fdo8p%f5nCnz8#T*)K`5E7(2 zjdfm0^jOLuk#3pdh=cAzkqEN6WSwh6k!Vda?FBB3Z~7Gsjtr}k2W4lw9y+obP2dbi zF4UVA2=kXLXqXOIrHpX~1p!ibiz3kg5XRWWmCnjiLKh`4Q3pdp3BoUD*eoakQR zMR{M+AF;BHqJp;$B?YVuj1gS5R&|tCpGKnD14W>*NzF|41(5wd!0360vy+S^=>T+< zLgc z3pwrfWD`co8(kFpd*?jYj)3|GFalNFE8-1(8Ty=1Bfx)JSY`Mx%e5lnb743Vx)UgY z4-K6AbD#TMhXt91%}w$_U=Q`3RDX4!lKP9hq?g-pRjr)tL>8t+7^IlsRBP%+lcEG6wRg@W%9Xl}?kV zXm^GqIzJAbfsF)56cJW9N`VUxh;+7Y^+*E&cs}R&C+87t5{VkixhSd+DRK-dx(5rk zw+>{&i_^IGQ(%~~y;A)NsC3TN;LmhrEmMDaewGk@x|x+URylf(2ndK74Ah~oO_2juLC z{NkWTYJN7e=>`2J>>L?KXN?Zp8;g#poTv*W@G*oH_`$CLlGpwh|N8TvJ~6$>%{Sk? zW9Lp$*tYSO*{D8At}>ei=4(f6hJ^sXSpYJvZ1Nz35-U=Nn;~w(5k}jkrs2+I zlW8Gzls=nWg{`zvnO1isYT%vm>Fm`fG#ZQAd&u(N0(7g@ifz5TBBOD%Mz9t)ICRY&hq|tDSP7qtLVIth}KL1C#SrB!>z7Rk&m??DWm*u@Z?v zJ{oDZo&q)l#iDfMwA>iCQAwZZHg1RV4L0OMj>)n`M{H?}vJ%u;%B2Gx7KLSDzw z(Kv)p6z+ZHIw5g^%XkL9>@ZUY$Zmzo1nue0OdLJj^{zXya>qySc;zc!xnswUEcMXu ziT5D&cTSP~+0Xvv3BFhIy6Vk&okEHu5usCTG7uWzl4Z1jOS2*>3FJ-`Dq;eGzwI~< zfgA*H1C;q#LX?3cX%q~3EcO=pnE}QGLg5L!Z{PmzNtKH(zWBUz&%J-o9yVtHWR!5w zg=@?8X~hfSxC#z%0c84z-p#gL=^tx_MEtOiMfF- z08v3jGQGiR)(Dg(cWl90eUj{n{Manm%v!wUy>lE^bAI-8LC9SevXlH8p2zQ8D9j&H%VH zCW7|Nk$4*SY9bX^f|yQ@U6Dc@Xe0C-@vakhamFnnHPAyRybJUWlcIY+0HS-6a1X~L z5?%}Q4q6<#Sc20~YDt20bVQj9j&UckPz3_V_hc?jU_@NT#0G$mJ6g|@6p2x?Ft|H1 zsv`r@_CNrOKy<$|l@MKCs^^F3Qceu(7aPszJ@0u{3K6ME4Vm3}=f_VJxB%Ypl%vXe zk6?73IR@nnk>p?`4c11(5N~Oiq|d8pcN4slMxS)%+nX@C1AFL~9gUKKcfeiyEQVOWW8tbn=8#%e&u;3=KCj}`Omqggq5K5-pA zQ4JbP=D~H20nI~r0@W&xQc^+nRtQg_ud{|m0KiH!jkPJ>wkMhcwAS#L=apkuM;X>S z2{ygYr$ShH`jSl$fg)c(-BqeG;zig( zY&7VN!QgE%ZXXRCovQJ0Qi~c!Q1MP14JbV!4ak%YXs$(gpUe?YPhdh)EAX@~s+s^c z2J^9+2pC?oeR_g=wu$v5>BFZ0Mo3z`7uJ%-w$0}1FfWCha@$l+ZK<&~yhqXAb)qH2 zlX?F0pRd(lCDoXgFMaV#XsmLAMe!OvDMi-=``Pmg2Z3BWn;~e_a>~mORD$|y!!t4G zU-G~q{T`<%vIw-7Qlwh6c#}@Qgq}pJmG^#KX8$LC@+Y=#-IiAf)i;8&`;c<1&Wj~4AzCxI}0Q+KsQoH`*Daa zgBBDhKJl@tja#@TYzrxk9XoJIcmb?|n4hK8W=>QW1ebW=94Q1{p%OcGI0Y}`Xqzz< zI>Kzer*+VZ=peu^FQSPnl|i73_z5id%Kjv8J&Y@|kO4mu>d3Pu;cT%55-MgjtZ+&u zbWmB{`gon8e?_J^+L$E5U7eYS@r(-c6}^i~Elt|#p7}d7iF%nQ<={P88xUR~N@VVm zC8}Pmx&;qoem#vgRRXNsav}!)!ISpfbI+ZP@>=UNKJ%H+oZuS;l;>>v0Z|!;@yTr< z*!$7A?eO6v!Q^!QI!he~T8i4b?d0>%yMO^bn0Pteeb3$D^LOw2F2M#twXpT%t!JNe zc2=%3+MD-a;pdJXKDuYm{YWvQQ25oaes!%@U2(T#a1NA^?;JyQo?A=HE!Xpnq623k2%rnE;-KU=(qMXuvZb?Pj@?EJzHx57k_lyX@K8YbIK{Fo^#H59z6(F;beFMn;#+Fzx$qhJ1`+gA2ILeUwFZ` zleeCC-g!d3N@p6vzO~;dAB@(J=m1&?%g4mc!2S1sci;X4dmnj(w$FzjdMJE(=2>Ua zpr3#K`C;5mM{FZ7B!+t9)!XP2sQ*<5l;s&NEo5k-99{yls5KC{4nfvlEsj6$=+UHb5gF!{|eK&$Kt0>(K zi84EY2#Rq?6a>tdT(6lFVl+{o3W`Xg*ZW?g_r6>aNbk8#U$+X{76%{noIjs?$yP-c{B87G+u8UFV!VuDyoeTB}W#<8sD~Gd4Ir!rdOm zmuwCSSNbyH#pTnE9XtL3mPj!gtX0rWb93{v&peZ>2t~?5$EFw*4!kK+svo@px1Bd{ ze#bAKaQ4|Z-t>JQT{Ga@w{2@|YJwd4ZC!QIw2RIdK790;F$^2!1(zhW2DMpl|NaB> z?|_yB5+rvk$?vx4M?dQIxznUj5>P_S)4;U3Vx9RBRRsSIvQo$5n@T-$`0x`?Jn`6?wOQL8 z>2C(poJyUviJAVkZQE9@Sk>_k!Z)8@w+>#=!K-G?95ZHY&trNT2Vkr9$OOYDJt<<{ z8$-LJojZ2^`al2oTW{@aZwWmGuR((bef{fSA2D(ysb2UGkt5oWU`v6pi4F~rw8RKX zAY{Jz@ZqgnHZNbk95km6HWk)3yrAyepuvN#oPNcq(WB9RO&|w_p=^7bnQ#^}bf13u zDac8WKKdwf{EiVcbsg;=Ty-;NjGr+6m>$OvZk~MCF-U>n9+!pO5wffrB~qm|&Ey@B zKw1NjSxIYEv18=A74lmr%WLzk|Gk|&w+5x373bS`=eqtemI8Esfou$!6e(R^3Hs!3 zpX}MQr@p@4G?n#^Y#GHD|M(-%|*5O^W z@7^EZd&QMk&X_qP;`Wo=R3#z_KQBd!yh$RDRA9I?1$6Jq6)S_iFL2?K#Sg==F>}_; ziIXN3nJFbIWLCcto^wQ3m}2xWN_%#{y7=G!-8MCwv^-HDQGVxb4;@^+a&9{m zRV!A)33vYF$&#q85~Q9RO52~K_|PF-LQnfFA<%dhEm|~v#tiW52n`4?#)BjbisukB zwk&eg*~azjSFBipOh1U;dh@NH{P&+WjA)pB^{k;ohM1^r>DW@tC&Vc^kQiqD&p`v0 zFE4A=Em^i|*vk|iOjVossx8J3Z5PIO#JT2Cx88` zUmsO^=8{ZGNrxwX{K>~l7cXsUY%0Hle8O$nwE4QZa{$WB2U3Zb6(h1lKqt`(`oK?q zvMVSj>zdW8|MHjD?^>`Rn}R=08NE(2d7eee^lu-3^3X$z@mXaPtQ>gFnL7sx0lD(M z1@#%Io3362;8z&Q#ScByScwL}0*1c4uxZoWxpR&??)XS)AT_Zt1x8{A2bgt?N3B>* zq``P`FQEOIf)G)p>UAZFbJPhSwn9Y3Ab_IEEQ**MlMq^O3etGP($xq5Glw(km7Ktxmol5@cpxT z{ zyXtPg?T!Nn-YZ}%HSo!9fSII71$NY+f3)x( z4|Ur|I)*zlP>RhjVY9=OQb^sZl`BC#YHv1iF11e+`To6&?yXV>e|*oPg9i>47pt;N z&XeS_rOU#3v6cPTf}2!`lwQmSRG|rz&G+4R-&=V1!fK2OSpSLpTVh_5FcdUG;hVq< z`|r7@YO8M1z5n(82RUH^p*V&PU(A{b@r5EHyc?r<)?wp>bwpCVdN9yCHDTnY zcs_%t^CVo`q;92HOl5!~XFEf21;un`OAtt{vkPI{m#O7z4qj7t`9A1iQ8*QWX1r+griuwezx?Gd8%ETDv)z>WbHiW2rsTo*gSbDu&zdz$ZGY?5 zR38o8m`qMoaO7?9*!Uk%QGBGMu*3{$t2?w9JZt1C@ zy}uHzrxD2nm7}JnCa~s5M10^CtED?D%FL|(Wk$i@g~$hn4J_#rV!+JyZQHYU!3rx$ z6i&Ky*;0=k7;YI~Y;&tI{LbH=c3}VhUo2hPk#EMBUM&`g(};e)?B`YPAp3qF7Q%R; z(?qJGSzWk_Y zC9-kJ6cOfO%i;t`iKAzvI)%4tL>rZnC0s)2#{w%LoB+;T!Z$->R)xu0^CKcR)PBoeEub(vuY=2196r>nQt+Sx57fm= zXzSLkNg`bkL~}FLce7(sZDr`Uzxi#NsA`!&Twrb`6qxHQfd&fB9P|K&wu+VkHVE-!ld3nYmtcjKGPGbaHw{1n=8tKcTs>Tr7-&?nKb_ZcdbzMIZ zgAy6%yL<_iEOO9+I&)0ctXcEX-#$)L%T2d!-GTuGokbk!ZFsSfqSBx>k%hdX0@nGX~#=Ds^@ip>4$LE zPVUi~m8)PCD&4f2!^Ljv-$hk%42w6LL_Ad=b#yP z31HDOe38(z6yMh#3AR*~WE4n~0&T9yIzbIU)!_R0Lsbd5e903aJ;*1OmOF&7ZtXB} zvczGI+`nv^FkwRQwH%)bNQ^3-(0iI1eWgDLl)rucyk9)>$gh_#|JjmqJM&hC?{iRA%aox}YFdEBQ;3Zwn64oAKBbY1F_jgGw{hnvT#%b{)TmL8wdc{y)F^s^_d-dDX0|RI2?%p3tYyxN+kfMvi>ofBe)d=4j8J zSLzz-^BhhS+WzTR&6qM}3RhCQ@ur)AUGChu^Wnvd18()+d+!b%I+U5oo;|xm8Z%=C zqqN_7=N(A$1C8-Le%|=Y-cwE)Ds%FcJ$w8fJ$*W?I^iVIgHn2R^>q(C_<&dV;j6E_ zGP0o|=S0P-%u85FQ4;DulBSG?8?@y>VjUd0z|;sz4i{33-)->=m3zcx`tW0is+gKO z22{5v63D()`8TX8gou=q3nQU}*ObUF+0&y^ws2RgEbzO#-F$`+-)EnBw$e{9^-r9b zEYE!>9V!&CkXAr02->JOUUk(~pYQW|gJ=S{_oVYDfe0CJHxSui-T|FGc*tOQopS0a zu!VeYGN6C|Aw!1_hU_Z(RokN$va5Fd4#0z;;C?Y?jMC(F>we{o>7G`smr(A|Wu>b} zFYoXu^xqpgc=@HeJfRMC7NWL$EwCQnw6!RfLB8cEpURN4?Uw&`D`yQL$-6PPVq=C9L57Bf3l~CTypNxE-XWM_Zih!bKIk=03L`Sz zFu)!?dqA#3ze#y{N9vY}Ln1_9jfPOFzv{XU(k@Q(HN^O1%CgXIp6iY;a?$Jx|F7D zZ`f?vxN)9)QpL~#*kQW(;)@|uu>*9FK#WQQlZdb9|M1~Mv{I``AAR)E+xt8^_~lD4 zuI*L>v(CU%7;Iyeg|w7@9enF;IIt7SJRfA?nE)a-JX#~nEf0cxsB`Ad^}QihSs(%{ zt8X>`v(GsP9_s!E$^%?Idv;i0Kd1{{4FGAQwtIJ$5DfR{UEpi;fz{4=WgI@KMwZqx z$^JyzE|evkg*j#HjnFUtf7=!A@`92Hx!LpEs)1+x4Ys-h5rxCZ)Cn)vRr3>5$hYMD zpsWvhT_ZMe>j`ACym=GUujtjQ7ueC-{U+cP&pq#4Aq1r8>&Trim@?(}&w3~a?9-0( zG3^-&-V| zgSrudjO;)j?nP9P2lO*6&lGvvR6)8o366wdw1G`Y2<{e0cINE{Bl^f6S2K3ZnCve{ ze({TQofAlwR2dO^^z3?5t zRy>idB2DlmkX5rS+We*c;3H9bdf55^dNL`rE7EOjtpsjKsb)J1qSccoh^5GJ5p@^}LDa0jR4Z$r}a?7~m^Q@)>68<+70M+Z(`pxivr{|9xBEFoMMs22gQ!3{xks zTWxnp&){XFl%g~P(6Z zgsdw&sN^czo}L7yV9bnXgVVwEH)7-nNYEAlVSw^pzKuEc)Kjy+giNKB7#Sgp42Tz& zo53qK8=!>6K?8h6b$I0}M41ZMG8HnyBFGU{-A;Jgq%LP8k19n)`eW=?Nsw+j@Zh;+TUWK+BcrZKbI)9a-2ZdEdij={FFBUOJT$^eXDQ== zyNKBGyZ_WvhG8wIpe*4~(B`|>UkCO1jEKWkCtXdw3xlax>K}5-P?07u=>AJ6BbXHz zaq89U*nq7Ol$jBI3~li!nWkJU+Bxe~auAcOEK}^WD+yvqhhQxMsh5Yqwo=d1TufD5 zq>i(VY;aZE^;qc3uGJ*MzSCt6@}3?iTeGca$CPbJ#%F25$V~a{Y;_2}bM{6VC8L#R zITkd3t|D^%`t}7Oy(8ZRh{F13f8UXB_8-vSAJKu?fSK>}a3SONBpK_n(?GnCeF)e( zK3W%&&Qd^1IWDVEaYTRDMl48p5#NVbfNkf-AKV0jr_0U+lD(CxyWOQkSdoG+zdQEW zAa)Lg!7ID*Ha`L=7eZ_aGFM0va7=Y1E5lPy z{SK;kb!2Z3A3hw@p?DH9{T%Ez0<{L_1a_)0p#3i&fHG1AJZ0;#W+AQOfIzxFxCV`M zaAIuY>@wnL@*^$zI0R!hW9CdSdRW(&Q+WeJSqiBJOn33w77>C@_`}S&D8IYq)jh%^ z)e-j`5EMTAj5Ex-ZA;)~n*qBegf&h|T~*c<`Mdr&;L^d|a^4IqRx9K?7O;wp$gdQc zNGSYIW+>SAra2Ez8r(dk`2yDAs%!bSCOb2fCRKxV2xt7UHWRX~G}c;Q&E?EGvW41< z-9aJJ#IVy&>tNN!j(qLBi4#N2H4@KSjA9UMa*6z9Wog{@bn=H1YL23ET#|735jLs} zzAw!JbM|i6a(@uAWPoM{m~Oirl*yH2u#qHnS4A3ZbM#d+e-Gr8^mR09=G>)Vp>p zI>jthq)4aR3(8%55t*nPj!AgnefkCpZ-;X*#A& zDN!3jYe*m!V8#LWU8w-w{{8!hNyiBf9qKs&;v`-Wi&*=^qX4VAs)pmrH?mwli$)De zi$O}-Y2n;NuZpf$$WK1GKX3`sxkC&-EW;)$bY5lSiYOMlg%T!%*-u2dF74pSGHlwN za6;ayB2w^95o++UGNLE78ux3Wk+9TS96N?+3Wl@gw^>-W026w3@uX1WSU^ZQnN36i zQo4oE11f?ND{V4s19wa>tl4n}9ppNB%XYNg*Gm0u9fGb5uD*Z=Q7mKk$=S)HjLzx+ zC~2JeP2_~9x>bZ)J%#@eHz%8$dF~$xAWyN{WlZ zzX5u3oh48@Dbl}F>V|2;fdV4X${9J~r9FG}^os}n?srZ)=_KN?NQu&Bd41bb72HMI zOV&Te7M@~Ea6fG__6?gDr)?lCsYME25{rbCa%7o79sKT`>rOuDWTStR#g?Q({K#Of zG$|x8)yH#j6KN5KQ51DB?06=k3ZpGNn3!G|b{PeY3hB*5Ree?=dLGj=fcryaSxNIa z$BB_3*{Dq6rAP82hSp}aQ&wGj_VjDO^>gL`zvl7fH^UjUN`!NfU^;rX$8!;cFDVX2-!F zL0=FA@>TwQKhhUvo^Fu90gO9FiZq7}hxah*Nkc}`6Z-fCWcK;|=LZcQjG71fKv>KH zl8z3leA~j!fGzCWN{izo1Bn9|$+Je0lLqyU?Y7K z{dErMa_R4X|NG9DUrvoELq$b6zK;uCv?k+-Nt4d^Z2*9{93+0~V7F*>u`eZ0Mqd0; z)m!1k7V$xl88O9wWds-EQc3Yd$Aul|dF9{>dAMwErg*|rBQfL(})ox z*u?3Z@=!#gMu-B<24*yZm$$iB3axCVx|n@H*pyC6oVw`p;9BIIGeH-23zYm&el4^J zBIepXYHJ4$9I&rrK}=lh>JpBsH<8kGtJN!4fAGNv7WCn0P}z1e&l)vm^r+FJgSmey zC4sME2I@H;Y?wIvR48iXD<;ptN9 zM{{?X1f*LS2T40bCA{fmTM^Jtwq=o4;cW{wRe2$C6XZYeN~N&rg%?2XhJ*?RF8IdY zy~y`HslL8}C&jA)5cz-EWtS14D|PqLs+FtWfB${Mewc*OIZZ+yC#-)g5id>Uqb;-m zmk?x3qdh^VDtEJe?1j<~45U~=43tDrs`TY05-m)I$WxKN7V zaxrXMcm4ChE;_+!I_NCt3erK-RA704YyQL3pZTRTf%SLX<_me=XU?3}otUGb#RCzu zzj@5t!E^4!^TI}#4?+yshE5={=}AGd@Tg6Av#5#q;+bCp*5C0CLQcxrvuD@#tYzK- zqW;G98`rK`>z#>V^5hu9_mo@}wuG#GBaTvuY%R~HU6T3^92b9;)SNG!d8Tg~pZ|E| z5n%UY$BpA0oNHFE4(QaWr=7~1nj7FTDUUun`|7KE^yn_NG`wNMhP7+GCj}DEu^YD_ zQz4?5svlAfl{6M2(c#BHt*6lxS+AbbYRNAoQ>~%LLWS|WpsYNz-FDroF6(DSw#^cB zNy^o@c(G>N%v{<0nyZMhS%kZ4&Brp#h-{OfjvP5MS00TSH@3)u<3*HmttOwRP_8tG zI$U8+Q6IuRB1#Rj~X{x$r_> zDvlW{tw}1qzt1Hhoh(>sklG+Z_4I`3M@>HsN7soutXPkbz*SYk}x~E@%?X?T1 zUBm;tyQyjOrp*BWq~UeLB~Td{#G+6&f{}21C#&i3IXIa6j5E$y8<23HC>Kf~>GwVH zL{@r-4f9)dU|fQVeiu!X3lvB4*`ujMc5+-gj z6`OxfYRSnc+}g?_nKS^&a1G(4`D8w}Xu(sU<7lF72 zlao6UMflF8DHl!^kuc=jK}qgFtM{jgG%}e81YxIAkzvHS&LYmaKVian&Sb~C^1_Qc zds1+ns}PVV7BSmnVXV}dJ41zWjjb-0u>U&S^$+^v{wwXuaG;p*VW}!K$z}%x^iV7Go{`1UDR!GTPC$7R9)bd;I|khD zfPn+U10bc0iHHRUN2_X;C=Fr#>L&UC3EO0*8KJ3HEU}r#g4)AsYT67=tTHMm4d8sP zyZ-uIrx2Vmmt6W~tv_o(kSCdvL)xaLb>Ev)?XKB6 zUzc5qUT7^w77#I>gb5E!N>1jalB|setE4)z2Mn_}+;Bs#Q)u9zK>&6lubVVcy#S+v zf-{{rDVJYv!N|NgA{GwFhnB)iDU^(YDIn3*(Q2c2n{Yumhy%hG6C2n4bHiKUG7?1) zIHGE4@$HUMNy^QNr&G#c!wi^#EG(uHn8`+2{H>*LSb2b%pmZoT93t6=Q5!z6Nr&c7x@e5}zeix%9NFudkbWQD<}z ziZDYVGvFGozb9ZHNoh{Fv=jk|zbsdc;H=jdP3sJ^&$qw*Z8&KxPg8FKY7$%sc!5rs zlpAgU`GzbgLI>`!5RYt+Q2}~G380t=KD59*V$mm81{EdAiLxOqC|&UkqCtt$2@~&) zT3U{L_Ss<)zEpbQR_9)G3gd8K|D1xII!Vce`+e6QYU|1qnW1Oli0(!=jL?QmQU!gJ z^o8KONF22=a^#4BJ3t-??ku!{o!HX5C3Xain-MH+5**)Dd?(Ar4nV4Qp`6+uAVnvbs3^9K}=SWm`Jb- z9v&4+yi)s}bW(sJ@3dj3k;X)OCgO4{`9Q{BK8f(_cE};6UmcZ2 zfjWXTfLO}d81GXDdIRIF5PHOfvszQ?Wbz>fZ!b4Ucd3Aw8VJ*^TQ^u4@QHIXk-!2M zWW)XG0`@pFUY-28DuJ&GJwvO#J_$&WPxa%SG%~CmTXVCM$}OVLEGxm!q(g^BcQ~ZNoqvW0$h}TWxaZg-RDd&5>_lZ&C(!)xiANpxq8^? zr~9RBn>qzV0F|v&s7y@0k;YQ1JF=2l*QLKq%11Jq(vnS?fF1$W=QsnNKD@o%MRY@oV$Cy@Lm`j9aN-wkzV()A)23B$Om4pAmP;|v@h;RHLR@arb5NKIspfyHkx50FmYO2+wGcbzAzK5m7hHDQ;2Jg zklUcBS;^wsEE&k62x>Q>u6wHSPb~g-uRZ3PYpXvii^_ zM1{z@RrD1qq6lW)1jxjblp_o1&H0V8WfjyGQ$$BrDgw!&= zutoKxkP#~T1=_2qv?Y{?Q6zYj^8*;Y!)+E$9GHRa+e1d!wDL}$QyC0rBr>%Drc9jz zasL5T|E>K>rsW#yMIbgb^agfXIeTC}m#5=fBx+#U3z_-brz{AwWSDGx@onmV`efmwFOjgGSXgM_XtWjqjIB;Os%R7PNG&MFJ^~o3*JYYcoQKLpdy%7-f z=5q8nrVF|W%#83op+JB)Se_@LoSQDNnfL)PP+axInl0-?rNO_^cn1H}O zdh}=*lN~R;w2SEIw*@o(xbfphesLsvYjHKvfM{CfphHAV>{V2k8_zvr$+HmufZ1{57gLXP3Nor^7e#GxK`B zCY32)pd*nrXVtcI;P14vC0fm8(oNtP3&EAu$(=?40OIZU-pLlyVp0z?*)-X4nKXd&*5xowg7u{O8CFyeW&y2exB3Ok1ra$BLkv zqr&Ei2=~N|5+2?!Ilm3l2-aOpg z{NZ2!Y8Ey}8p2@)CTXsmm4KIyl7C^^xQO{a7xNd!oXdRQ%$)zmF zMLgY>B{+j8q~sq3OQ3jXmCz0dQ2zbm+qmKjbsc)a`*HXoH6g=BsLAylo++RY4O$!!1zNKu}Q&MOx=g9IMX6 zBxH(e0egVmWEC!NeDjSrnwt-Q^wEbJ+lJlf50ldKn7&T-e<5r&y8qYN*QiI1oRHRV9i9@p}N2K4MV9=UiN6vUPSl!e)~q zb_Yf}Ip;i2$z^Pu`For{TzrPxc>}NCr%kf{s)$ihjgBk0$?6uO!hD8n|8up@Bm zBZ3AYPK$sQi3;N@K?nh*Au0-*o5%>ptq;*?V!XGWAZsQA%C*mO1AdE%fnc5H3!JGe z3;kdhNWd=W>M5pj4DSu{KF{C|DmF{<$iL0~MWk_rXA2;R$wz1$c=`pQ_Jzh;+c;iw zK>b-1uR1_gk@am?yj*|_9OuaZ_9{~U2Gq~%*Z^1z#Zy91^uF%c%1w$cvsMTgkysgQ zkS%jkDAj0Lnv=Gl-Z6b-C4;w6Q7q1<9pPf4&yn2tVHaCaL5=eFJcf?fP&>S;odq>X z#Jvt=4h$!0+f6~v^S)MKXOA; z;&vJ1#6OoS@w9WE(<{5aRL7O{ixR!zDUgHtHxm$)(z7qr;ZVG2$Wk73%hj@Ln7!NC)_g>I z4@CG9$t^*B{?AQ0v5Wbc27gmW`^<^cs%R+pEs3X%zkd8hZqh5J;i#kwOe8QNVp++? z4{l7Bdu$!FXqrM+;y1EBOF$n`h|s7;M$kT|fh)^N;6J$h%?_ZVH>bfpB?u_1rT$?3 zjdT&xMiJ@0{7BZ17Bp_L$`#L%mg&YkZ2g?-MUzVS{dwe2$H7D9#Nm$B87DkGd%hGUYh$czdD z<#!d{_D|C$c$j->SjN_1?ZI&-c7Ue9YGAb^WNj;~Xjm1N8D+G^VL0yrPI^uT;ptvhw~_!eNCgrYt<2P=WL+SK zom%KyV|pp9tE{3?uQ&f3SNl2uQl0>%1PD5%65khu4v3*w(%j>GJcC0o%)_omkP(17Oy$ zBuCRCWDA_an!%weB)#!;5GD1pDRZ9Q%6}GjKhJn8;Hr!SV6tF;IJJfslmYa1(P3hq z)?@R~CBQOpo^v3lAh-n-mD3~cN!m#N49xRIJLW*^8zu;(h_O$WlFlP&3JGz-SU&`b z3mpI^ILa|Vd*}R36BAc`Y;=P)U_LxaBfjw31O^Px%jT0vdTyavIJiVIxq>snyipIZ zA9{?RzkZ1-b&9HDbZe0`i^IP+0O6Gp)(y!&O@|!UGm>%SW~xqIc*x{F;jw*UB}W+Bm#D-Sc!R#hW@Sm06!U;1=+we%xaOVj_eIv2p@m=6*Gf^e zRz_qhxF8%l;EF+DV9&|S>9DrsB^g`5EnqTeXs@E04+Q))bS|PphgmgV`-0dF=t#i* zK?>s-eI+Ee80_-v{{soXUdX!#hwb)CT0rKSfand#dg>f}W2b5p=ZMc}$hCn`yu@Ej zJJ!0?I>th_1D>v;qVSLVYvIR|IRt;DNelUMv~SE<0E(I}2I+s@7nDw- zP8Nn_MNR5i&_fK%9NE(*i+F7O`rrQ=qWx^}X{%=$cTH5d1?zm^E!bMRbUX*-n0AIT zXT{Ge^u7lgsDm)7fZ-Z+CukuWl6o`<@Jux&*pE6<=h5q+x|+cLyvUc)L*||aI=$yC zGQkvF?U^r6wC*xrOa`yHZ@T%Rc9+Kdz?<5jS8Xu{8JhBVdxW2=jT!oYpR6vDDL9ql zSh^2${X3#vkwAm!Nca;p=}G_|6=x%roc^5rOx`2YLkW_1Us=Y_Rqy}v@^W$L&;)nU zRnic8B)l*|RD)m`gSJHLzIQ_{&!Vc(OJO-X;pGJYGmvF(xg9rcqDCVMbl6o%UYGLQ>9W@LGDiYE8Ent}L@IF8D-Ch9)Q zG=HYyIp^ptaR?9%_a=CmPiAXvO4tBjRpFqC3o`4#JY6(i-I5_L3+oTaya+({GjCZx z=0q)%_3Z*UlCN#~AID!mf53CmN4G0+!yK&!XTbBET$Pb!8DA_1NS}xYn#Lj8Co{5ie69ZO{1S5kZ7Fe&#OxM>drTtJBU+k z@dHiTh=6lxKMDj^@HY5PDag4cPnygHo4H)C;wUb&Q>Y6*8$cWhOAa@|qQD8J(?u^J zF$R0uCIU*Cwzv@q&PUW)u<2WspJ7faO#B>jlqX6{nP(I*(!ELG;+vmplUw5Z z@V|ck$fk(22g1Po6_q@Ox$E25rISlqR4geg&;vm97I+x;AtDDFL>V0u@; zQfR4}DE>@lQQTbhDOh_h{PiI^h3(CznD{?&FV}*GQvh~bpo`_r4pIiw4*`!U2ZXUK zyHrLmAGyC-!>Y#Uq*-ij4t@euM#RR~rVGMoIEh-c$i=O&*C{*1&hvnE9oWxv8r&y2 zU6EmBI#@RvFgXEPfWs8-=4I1n=`T<4r;MK~fq{<^B=sTHX@kuR?M@FFum^0J-q>Wq zR(hN=$~IC@KQ8~evGYBMZ8K}YcjOR-2)3cGp#ot{FBXA}J+QZ7yHoUn8#-P?4zU%d zPQ++9;D)LZ%cThRW{j?`MFzXiFh8Ooit62^EWQ*uz@m(;(5SqqR|QtB(Ck*%D(2hX zptuNJWJTQvHY|t7n>yG-ZZtIYke=c|?n9(nSUh|6DiPkO4?{{_u>PjR@E26PE|%2; zeptX`{PpVxkP6f-1*5x18%#Re^PP2)oK+N9tLm}+9I*XV8|0Z>_>zup-dlNonr{(a zs>UfP6eC#;4p@*qEXwOX5@!99E{GvV@;fJGbY>^L-f*-2AoA~5^_)IfUaiAKuK)pr zEPK---%_j}Y^x7|uKa3n`}4hEzN+#HRgc;PmQ2p%;<0erkWt`YbIiChmET=;)lgU**v>9mEsg7&)(t*r;@Xo~eY_UDKXH^j4 zk_Kq@<3EQg=Ap4)EJg4ra2KmFH1$*OD;3*+SaaII$7NtUUTS9gs#!Fd<<+ta^1_a2 z3J_Sy2R9#Ecdg8<9=tJFE7+;74jMFLI7f=8kfRVSi`{G@CkYcvr!mz?jrd3(aL z+s-6)cBq+9eTKp#rMF?`t^OU<0V^FYigVMb+1x2Xny8_T`vsw@1-o@yy}g(uMWAvf zJ|g+rk(=Vd;X^fi8SrZBGI8=ou=(nw&yuWBRBh$^nAibm=mC?^4s|J@kgSX7cHISn znIK{ROrtX;$Hog5zN!4()!UcV5}WI^M^!1q_>v%{wF4eEcks{+oUF8(u({<4iwPM` zA|CP`kdSkh=za7WFT59if4a7){=a-sz~6=Xi1uA3DZL7LgmXW%y$FGjFmT70zM!#B zSAKPj!!~zo=PDPhUIGf}#Fv3qeGR93DvyY?!#?=(gy+twI;6$YfX|bE;%-#GzS;0> zRA#^Rq%^M>dW=p4&O|WzZzaf6Q+$eV*Z8g@#LC5F)!y%>(fF2x%Vc zl*@y6l7rim{&=!I$Zlo{t+%%EdMNG553HY~`?ZwHSezspiRw^;aNlp_>U(VSJb{X) z6D`2V4|9&K%%pc-1xfZxjZrXjKEm`QDUhwGUB&bx$vPG7VY&0t(Bu3O^HUG^^C3)b zF5zqFsF{s2mo5=oWln> z8d)=4E1*o~;yMW-hPASzRO8^oKbJhQ#rPr*qG5=&Ip=vyPgcrh#M&Tu#wM_{K*nIh zhv1QAZE^Nrh4LZZ<@JzdG7zh}$qY=Xggr3s^iEt;JVhXzA&zmFbBc9M%hwFD$0N|h z$Yn3OivEd*gO)3y)U@J`Tod%xoi6&#`giixOY9s^199S6OmgZ|>3av@epcscns8VC z6uR#8&Iwp}i+MJPL1g7|iZhi7e1N-0w@{lIbWtMth{cTMEhxkLMBS_&p3r8T&6(z?msujiRSy`kzHrWm4gb*VGQ`wZ2E z-8wW-j1Sd@CFhH&e!0zIB2&V(9SJ9LgGr=g&Kk_pk>2w$zH@X{)Lht5 zr)*KZs`z)NpQo2}*~?5nr*Tp_guzt_m!RH;qSBq@gFief=#*%>YC7D~amsRiiEI5m zB0+{|6jg25g~gCQ7}i@`kh!zf2kXz7MHmdy;>vim0PH~5UnWLiY>n@OP$=#23lcx? zv0`!?JO0D+`~BdQd5jo92>uJPk7R2&i6Q6~!`c z){s?8dGw(2hZVX)cm%e^vcPdo2d8HHg(yXp69kt(xiNQ=jUGE)J(%qs<6q`jJ_X{7yq;Sf8wvBHJOE5l+j>TX-5-Wgss@pvYxz!GcR$JMB z*ewHH9oxa2=n_vMC60Rxq-*^js)vO!8z3!+TCdXxbVkaXFF7M3?>W!!rN@($J2f#N zdu=svYJ650gmd{S&dL&TvdWJzFsdG3N0=GGOo=Hcu1$m0K@4OPs|14#u!W|m6vK} z{ars;W`x-!l(legerh*+A+v|r4o9VNA}t|vbM-v4_1+4jN7ZnuHqf7ej$KzcgCmTQd1dAYR+w&RGYdzqfquKk;4g{jmeT=VT_SoktZ*rjbjboh!102ADr!f)H86@1OK-vXCy_-@ z6CFO*Bt;C)Lq(&is`*5XCr%y~ z8VDel>nYm?UWHF2c6Ylgi7Cv8G+Gi}8|EW|$Hu&Q)nNt@NEUkrN}tCukS$_#yT^~h zZW@&^6gvPsL=KHW5-V1m3FX+_>?w-y>B8)g*DIr!J0y%gYoES3kMU`a5N6g&C0nva z81X~48;w6(nT`35TdXst%}34)-YKU8!^r7aJ+0tD$zw(2nPWU`fe)1dJYU5EXoAC< z393BC!|RcG466XiWmuO~G^TW%j&d=xtq`y1cv*}MC1N{;lO)bLk8=!xD^*nk80KqI zX|Gq^ArHBCtch*S0sH#4#boW-3H#Tg3W!GH&d?X80C2N&yDFQT1DVS?1EFgfApU&P z?Z$8{N+(yLpvA1gF}hcyQl%!@slQc>a``&8p5qNZS94L|5(2IC}JbxI6yVw^%CwU`UvRt(FB?S!G73+ zbWO&zfHf~nw`#_2SJwY2?W>n)Ac2Z?XhUig9?Xc@@0u&N5GfZtg}2!p!EP@LKQSLG z>&*0$*)6mPD7Z=TWu5Qy@85sBx8^HV3aadka=t*-EBw!lvL8Qt_4v9<`qH6uOz;%F z5{x2CfK5!24b&YBO;L;2PHN=r#PxLgK^(r!HU|lIJD$k+iUXu8yVne^J|+K5Hoc&7 zvlldMgjyVi^!4xTp0C?moUM|akedKTThJ*q6{0cHW2p%B!DK%e$RKRtgvf6rP#O! z=lpvLP;O{eY(Hcp60E|s0*mbBL$@$e=L`HFFi;wNMgQxOj~cl4fh|Wl_0x!ON9p62 z%JB2`Mt-|r&!uh}r}QMJ+LDm-A@`i&0-CtHEa30)a?(O|Ha!eorX6~$Y`pG8y5cFG zs%iC8W97tS-$1JD9`h971SMA=y%Q~ZrgxWNM&ey(N1FwZ-PT0bHWkM%W2^HYrHCMBbo_g6)uuoaC`0Wyu`6u=qQB zanMx3@;wcSpq785h~_~D{WjZ)+^QKaJ!7bsMN?|N?F1GWE2N)d#Pm?+GnvsH=5^5} zUg2v%_P8(KfusfyrFy^>H?BtIfMZC(g5AHm3K@-zE|=S$Ho{}?cUNwzWlt2l*7=}# zHklTe68X;BL)>9BoFm3*#w(1x{-0T`fOM2~hCBF=17~{{pGF!WNhP^XgQH)yPOO6B zHnnJNUhmJF;R`>F-bDA7FhMwnXhYcSq4^g$}mg2PLs>X@zxcM| zcX}eS-k2M;{>KjD$`!dNrt~;w_!BrV-XuL@5+tow1ea`29W?YA0s%wLhdh;jTB6d) z1g%6TCikl-UD8jL*9qz6Hb9NdxtA4b`(%yg$GP<>)AlU({J;a zSmIPr(+n9V3Y!S2TfUFOn+To-|DIt*t~@#_TYv~WPB6#%jNOImqk#N6vEz3I+~#s# zq4tICXG;|;-hcpg(Y0l_6Nu4Yr+W7YN2JUwAKgTZ%u;(p3FU`u9XjC0*pT?t?H+Pa zja13c!b={b6E*ZzvXfn}LZB_w)U_qvy7vJe++RBrtSvecRQV;y)l}4u>gcW#_Av@V!{PK6q%>aE&p`PzAxC!0X{AZMd~=H zH_75-`AezHp2NcE*-Z!Q)fMfHs=z}vv}S9FwLaYb*;DRCg7q^hO^&F-Eoffr;5i*|IpK6m zqJ?;gnok+guOc4w5~9*`=yLKN6g+#QFwi8Q5L$c4!ojJ0>L&r%Xla06@I};@iwx#> zH=)oJVMuZqN>q?jhycYuhA$h3WxceUYgHJ-xdnC$oUYiMX9U`2R?q1$#8TiH(V$V% z*qt9UPHM?LJdCJcQBu1);uc-st^@UqRyxt3*cTz4vta!Immy^dzFt=5rQBv6n%izx z@Oz%Ey1JzGwKO)qUz1(uGC34x_y}qkBEwSa4+Y_Z7a0NXffpS_hPIf%-`)Ui{y|mvWKNKII0W?pq0_ex{f9WC2znDct?H|gHA*QUYp_#YBp)% zqk|xB+5?ExIs084>6k;SY^X%cU8IX2axpS;6THTo*h0@!XHR>JRLRsD;>qEl+1Khj zl%tWy<4^^6SAGyv_YtwYNedDb--`MeHl5ddeRfz#|=+U7PL{lB|FO|>&oG#qUU*{rp2+? zE_xeSCSqapT&SHtAbg+9h>XdJ)g zvUltU;JFGzuOY(3Y`T6rL|!^DM+Kr(wg;hd&9hXMsSZr;s53EQSBewVWD)z-&nMB3 z5{?;E$#jI+1E*^GMp$+mn?+0!Xb*dzsY zcq$IWoYOr#ZrL~=)C&N*u}Bg1PVbBR6W`GzOh|Vf_oeIfFnBuQ==BO52!0gcP|7B& z3zhUyVErQSqvOZVA510$b{|}tI9vwrWbqt<-yk1;Jm>TrzXOb>=-VxiX0gnE4U!6% za%mzEOH&c~nb_!jcNk3A0b#(3^}V`*g1=?k_7j%2w_M1{n##rPt`9l|xEVDh(5t|s z3NfJ^R!|&jCPm%uk69Mne21{3^PKRhpa8D;tKx!0KVmuLHNND~_k5e3E@FqY@+Q+# zHp*#vPWZ))_EIpwY6O znPIemaEHNYYjxoJdcJMGDPw4s9majR$-L|MJeD12`F`Z|Lv!$-!l&9mjp8^tWbj41 zoiSdj%lXEKrS}#Wcjm4*Shbqx>$?M(ZP>L2^O&5hKk;eH7H?A3_YM5LwuJWkX7c$n>YyWS^Yx z_i1*ul(4Kq+CwdC;gtt*-p9gR<=tc)bLp26O+iUD5yR2mj|o~ozT6K%n{w@Pe$EBw zU;Z7@)fPu@GL>jTY|Fn%woB3h&{tg zm?G71d=bO|J_--?fGax1w?W~_Cidei-zI{(rA_4p=$Cm;yzzyqy;hX{G`l0+;s$vYNNM^ZXi zzt3sIVkP+7l9S{oOfVw-fI;)1Ji`{BYenR4h%FI~&Y6$HQactdMX{`7&KC?pbvc)A zq7lWl-O5vAJv(9bJz$rN-c4nb;j4QI+ITa`5^j22EMU7tSZ2Q-F`h>!!QA!CVKJ%IHZqOBu`p$X$47>#E`MY{>xpZ)Qne3aLV zjU0~lafm(x^|3xl`1n*i^pgyl0xWmM(dhlqYu{(^7@x}AT41K?LO?8U=YUs;x2EQ_ z>BQN>Ot4vBVfjjk5 ziiE3yE%J(G`p2w)S3gJ+(>j`~uioyKJ%j^6OFd-h>gU^Y$O(#d`o9hEPNMgd3MF!! zzH3Qax%7kHA)pUNk~-U>!jZ`@r@S!gfH3dAynu4zkusV*w>Fc_gwizCmTX~3r9bB~ zI!oD8rdBXT94>o2U8%hoP(WC^;RrF-Z#agI*K3q8Ed52f_)kC+i=x@_gvrJ#y}MOc zmm4y)gQJF*f!ySs$6r5wPCJdC%VsA1nB^y_aEu4(@LXX=h&tcZ#zMG!dvW6QXgCRr zUew4d3DRFFzY8x+h6uN5ktjjIGN+Y0-ip@D*}2WUMLrKjB358Nhea(`LxUkZ=P6N- zW!iKKdu^YP8mz#M0lqFDydi=ft<)Os4EmJJp6Ur#8rb#xWdTS6*9w6>H}*}3HVKb- z8+ldB)+?mi{>J;9-fSgM$z(Co|Csg1|9E_8YhuNeAe9QEzmTj1Qy?w?N<~*ifUJm* z;(l>R353<#(Im}D?{>Nop%evH7m6uT1)lKFRq%>j?^K;3xnMtb*n7Thnu-F29LLQB zy(~COs(8wLze)^T5^Fh*jJmB3Wg@xRI0f^6>8HL<#IB^4v~S^E2Y!d(pyk zSuFbU^(C}%wwzSQ@i>gUxuo?hoSsNB!5=H8iG1OXgr}xj} z)3L!~S1q`>bUt$ghS7ZR^(AZ%r{f!t9FUxqZnl{K}=N_hX)llI5qch0RGjHg^v znswr+Uij;IEHOioL&N*KOaX(He>Jb5-ZGYzYRBGD#Hzc4kx#{MyA=<9GJJ6ISB#e= z6x;xM$oJJSc*|-N#(^LIxZRoh3x9uXrkDX&~ zeW+s#x4r|AuFEXcNOxVEQ0sd@p2ybEZphY$V?!|yn=3x5`URsXt+vFVw4OeSdD=Cb z0+1s|F5yi+rl%ylPyv(*VDk9S)U<;Rek_9tg1;!ukPAYzdKI0q(Afem>R%jeq6NUF zzQ)MwS@_JHmg-lV=#Z7Mp?T4cJ!*o4Qv`V7UlGA~8sw#uvt=9W$^2?hT~lOIIXrbh z*ZF?`9zXu|6C_AC7UFeimkfL9KO1x`;6)n*&sI*?oxC5#3F$S<06ssKz>{MqtzR;y zNcz?L8H(1*sL!KkByNb<7-$|u()sB4rfsHNN+uZF`|T;Z>xxvIwz+SQ`0Lwz-F;Y6hiy z{z@iL%bL#RF1^t3R1NDojGY^l_(~Dd7ULiNs%5!YE@U=JT5Z3 zF~M2woj-LVh71FVGz*Eo3zmEwSTX73r zyXhc$A+l9LU50F%to-|NJ;TB+#2ClA-r1V^7|Otc8gL&c|ISe0kW(Jyb^tYNEzrB5j%9hM*?2o2`7j!S^Zq66CH8IY&QKgC%=I*rm=(#kp5DM7` z-Qs20KMf&??D^=omwxWPP~Im^)tpC5-69ON=6@uV4MC>4H_KLEkes)JTBi>#opUfl zs4^0vaStOPAC>5C(;$ZTZzQ=g8ppg}5@GLD+zA^4^51=|CWnIeie?XYw}w^xD#J;{ zoRtt~2m_i>j|hTXWy{u$Hn#(5!+T}hIj3@Oe9)u&exJxS0|o#6`#cW$`g-B4iJ%MY zGzJ~GJ3dJdt4vOlDuC06#R{l@maT~0v{Fd6{!ence#*u^AXV4fg;^d=3X;{k&Wt z4pXd~uPw%&#v!X3<6wQ~ob!b?;tb|p7DMsfoj%BMO8!kT@p&bM1YhLO7nP|~4l$kR z+MAfkblo>w53pi~nE*SidN3K2xXm#t81Mc_`hcjo+l#Ag{9GlA=3!U13fBZ;<{k>sE25JC0eXZBz$P4WtqhODc4oVMDW zk~n}RRzJAn^s(ev?k85()%jY>lcsU^lHHbhAZQ2AbTagl#6NUAF0!Y~zfh^v1}IA` z6n*;Sjr#kvc(wJ<?t|D+Uvf9hXv_7qz5YwNw|IMFZje?9Q(R+5U<)=}vOL_A5xc z=A4&RL3-*9q^!`=T;?GiXML15X4nyIyMl~Vlr?5c0S_b-`Z`BeAa zrCH!&%~&QO+j}aj(lgYDAp#>8K2~+EG=XYWwbFGmoB?RcI1FZMYdbC*Q=ng%Qlshn zq#~9{gSgQ@hYXkyb%<${iWyIJ_E!YtHd(|n=Ji9v?qd;#s0luV21^nxMtef}n+7Yjfl}DE8Yal%%i#zT^kO3G5BlV>Wx8SXP2;%N{aFz^VzfpIq4P^wJqJXG z1l-DWDY%eTcFn82bM z_9&Bd@D$_6&!3r1u`KR`jgMV0AJc5>f6Fpnnl_-j0*hHt!C}WXh=t15aEWdemw2eY zs{Yk$>+c!oi-HTuvRxlQ^l)*~;QAD|fG2SwZbe8DRdf6p^WdS%Akm^Q#!q5(@I7uB z{*y_4aW&u-s{G?PhJ+m|%jpQ_uaTSFo6Cc^Ax`#Gm%~zr*rFAZE}5$uuRn}bLL9`) zrzM&ne}m0bhTITg)aF0&II5qZoKzLTncy@4*u$b6(1pZo_s(P!;fhvd@M#VNB@b2G zF;HD41X9L#;s33J@e8ZN&0 ze(5EU^RTGefbRnu+&#|wEq4Gz&_FAJvn%89l z*D>Iy@e0_}P#R*M^L+n(*i?ND)nm@w-*P#EI9iioa1+F@atnlvDE*U2>_^sbz3~tD zE(r_?m704na5R*y4=D~l&_tWnQ6q6L_ct9iN(yYJsTHAn1_I(r2Q0(K_To##L|4qR_PGkG_rx zDt&ovTBE;vCT&z~bDCvSq?B9lKA)HaFYCm~I#{(kIsB>&N2>_z1kj#}vG&}qu%0n!^Ok;PPA z5@nzfQeS{3CSh|TRJQ7%YZi?mJC&=)3}FA=0DaAC>dzHk zNp+%>^(;$qnGwFYE?EZ-4RvW%{m$kM0wNPP6-PfThGmCW92^r406Vrwn_lzDaA>*PGZ)S^athMHg=H zoxBUTxwN~ZuG(5{T6E4+8w%rwc-&H$&}nkP>gbX%MA3a>ELK68MNB&Qc06Z zWW$^s+;`?$7qFtWb6W;2V*h&3li;eF{$64yxLZ!e@?p=7jh-16O>boy3ZS&Ak`sIa z*Z+uzey)Zi&k!c-FN)A8)R=1l7?ce$jaCZhw0TarPv-eu&50H#xA?RZmHwD3UI;Z; z)-I5qY@v4HD&EdtbiiQ}b#5RL65*%N^aO+3Iv!`#EHt*_tzF-VRe1{A;O%@aX85r* zKkkYnrrE=O$G3F3{&oL+a#mbQE$)m8%Ft2G~@DG3TMHT5Kxs zdw}VOLMDMC+qBQ|*Uujib)~Re?K>Mu0Z3)U>7s94M4udjU1~jD*?;+ZK@#@2gA69O zBa+lH-AOOd(+QK7=J%8@$3Kx@m$z7hTg>@(<~%?ZCl1@r`pet+ySA4>@}R}yncP~2@o}2I{h9Uio>xK+)VxzzOid+9+m2hU-}vnl z-_K@ck3W@C&&GhsR&zzFu)#H{YuNzSM3iEiD@MRE?@mAGrsLa6%fg8KGCJS6}C0K^*VDh2=mRxJPk1mWR4?s#u8 zJq2LxJ87sW8Tl{lrQZ3R@S(wfs8|ljEb8D_4TqXy;9!jzWV$f)t z0V#=!6sddcns-Z$i;JqVB&ghHR@zEYoJ}8?+CD#g3|-%aZlO|1*!K9o4|bk)vB^n0 zzUwj@^Q%@vb_9bjRV1bU|7*sp9=5sh|6OOEcp$&S<+$t@9+5538{faJ-~n2DPR3dI zT43+B%1NL@?D69gv95^~iEFjiKxjq?2nh7k8v51Bf9bHMv;S|!&hgo6|Ew~lu8kE5 zL5TL#)|mdc{)_oOEpH*Dkd_9I0Y zYSS28yG`66yRD|5lfhdm{PSL-TO@h0v+0o(ggBA*e+aqku1>k^AUAa?15+>S-tA9r z=X5LR2YPFzY#qdmVc!(m|N5aa*U(XOwx8~`&+T2<0S#tH)bwc`IrYPLnP1)4+ym^LPL!0sqzv2)XrcfzOU5|t*!^MK< z?(`DVzay^_Kb0>vnikwm67#Z+OU@jBbBjJ7H;qr|RJZnZ8Pf8imWC=RQ zr(i>8k2<;<+D#SN`f6RnZhQQ-GKlCKT!DHC{?{&6B$*_}#7oW&${N>XEwCWLP~62= zcdc7u*Doa052hIwx%unFFa7*!)y>dk+jjz2i<5Io9(G>tbU0qgOnzT=I~!H_C?GLynhB}Tf?wpiWIO5>)!)}Vd%b_-NMgEcp`*I8 zeq#U)J^fyBr!A9lJAE_gI(fHaTHt|tQFu`|SLiWh%X;BB?r0sCH@=@Q_~#Z*$N?W~S7TKTG$d3?;vr;j?Q`gSd zStD?NQqFEP5jt}p#ZtQYvNKqh^XX|Q@fzY|Ui!83W%npPE6e@^{#_Smmvz+1kNM+q zrTYW=`-?ZRWrxU$sRZ9w!|jE{hcE0$UNYNOU3>cN-On93T_2}L`sImy>td>%f7;?x z8>^R!RT|$-r1qP%x(}Q_RChG!ROw&EYVF>dhmw)7We|nh-KgX-eyYHKo;*OQK|hX>wvt%W_(tsI_$(icYGBFwxk$5L6qbG30WQ4&&Jn@vbAVE zWx8`-dm=Zfxio%NsIwM5GMZXHv)PvF`;LBfbG~eIpM11MRrC`L)F)|oWI=9o|K_9? z$`qJ;U2JV}nD76(uj&)|&Gf59Tnw2%E^exgJmjCf-FXb@zt(X`mw8-IoXcUUjEQ## z2fdw~%a?Cl(gPz*?#iqBS!iU+im)?}MQbH?Mo(`<}TB0sV zmU>xhyC9-j@*Qb;brQ?+8-w!p+Dq~_O%I-?{C9VBtEWW7hYI%EjD#SuR16#`;^c3 zkt-gSb1&+gw6LhZfUZfXKTs|bUM*7_VX7=)ha~Cw$_C>C#TKq1t# zaQ=xb;UllDR;jOIcO2w) z30a{v3>`PET3MkVeIca!TerHm!={@NJSIs#Olw#IoQ)k;v+HA8R`Jq((44=Uv!C={ zj!6^wcK@t)Auxf9#bu^>7h$5LQb|cytX`SPwwVFJ2qVPco3S6BRSxG@;R)x%;_ph1 z5bl#&B$DC+YB70oxkP{FW=`;ofc5!**8GeWon&{zq;I77EKG9|E2_Vss>`qMi}wPX zwg`#P86GB{?Yy227Ol|1nJWCV^G03gVT|M*XPpY9=~rP4>^|(2!9A`rVlUc)8FJT( z_uQm6zM75Zo#fU=PtL@p)MbDyM&X3%YoEgtJopVh@A^&5^+MO!?n%NgSDhhUBkre% z(qf?~`FHNF$@ppFN|jF!^R)bf6IUdLS*IV>?6|w=g#2^unAX1q1^5ON5o44?Y+1L! z_`|!yvB0+#L&EW)SQJ7XvQSRN6pbgUPa=AIOQY-ySib=5Jf%J3&z|VLHTWUs(#oYDWY1i(~%{%&) z7U3d?mV*m8_A)a5Jdd>5yy_)ht;910vBdM;hohrJT~5qOwiWsAbD@SA7shIg+1(ZY z1(y#WlTrPod+e_16uUD_f3iAv+>toxKffI2W;1rzinpUiWJiwdPxX3ae5=8Bt!k|n z9#DeMn)A%es<1CryVZYiI~2>=p?+>QAf{5R=YOPi=51ky-cB5F6J?V1`ubEN>rD1Q z+~%Bd@qq&kr>}P?yDT7{S6PeD4Z3Z=URd-gX0p>>c%}=5fcGK)@Drn-?fnqR?|9zq zSap#E@wr+ts}roS)C>K8la!KQRS(-g)GPtx!+*b4YEb19s|J2QY0pR;UbvSWF5eY& zxKKtT^%Q5eU5Bm`kpvWOy22A>IEsI%6 z?;%AjxnC)IIdjhDHX6UQ`JFG2X)1h5srAJ3Z@Rmg2oo!4T7;Eg9k!UTi~ioA*c8jLl; z%C%eM2>;e&_ZV19O_3~SeUIi<{M?_jy$wT) z>u+yH(A7x!gTv7M2i!*Us-GfV(q0GCfZBNY;!a8M6aTg0)BD|fcW1KMd+2|7#CrT> ziQ&YWvAsoH`!fFCU;fL@aONL@(EGF6(5nXB$~!IhCi74BFv#z?i!h}gJSFaY4G=R1 zs0SyEM`wy9{ilQO7*{;$`|;{-*I|MP&g6rCt7{v;QUFiX(q_k6fhN#bQA^pEnYV(h zjl@#wFb7|3@a@XmXKt)W?UdKy$v+AFH4D6sSpS8zhRW9AwgKuk`n_{cqjR(d*H~YS zSUX88Of^n@>#UrU$?lTa-YcWyfr*Eq%0OdfGGuD^eO#b7Ax-qE&F z0I#cRGx5^oQGn+a_9g^DenCl#t%=XmDE&3qv`b_o zrCvBfiB{`&HN=0(ohFR;O~ip%YszY_TppjRr(>T0WY{7Pr%sl%2$+T7bC4?Ht{C@n z&y?kQNR6t&?-U^0l>Pig_$7>wkFpI%FOF+SVG0*sscRsjX}Ez&YVcqc<=XaUs)QK_7M>6p7)=^YeKV?)J=K<^XcyUDt$ zn0^y)yQ;f~4<;3mBLH7DIf?GI-yNzM>Y)9I&E`jJ3L~TgR=z2v z{3YTHz(h!&+<~3ibzDHXNA)(cZ?2F58E<6j93sn!XLlhT0cNaCc#nn8&ejE5u9pKfVFDNP7DGT2R6SfE5j&5^M2^NpvaFpppk5N}?sOn>3uUw_oxShv*)EagS$ znJP~Pf6LKYbjd!oRQQBQR?L{ruCGQSy?9Iw77Q6dJV9larl?AHtpIn;_w^~?J=$HW zdAw^@qEw~6t&LQm4drT<#Ie%K8-x~7Lz-4s!7->xcC?og;}gskkBKEiT<>8v3^S$Ic;MRR-mX!DF)y}P89MLaeiq?9 zG#^iI3-)_mn#^&rYqysh8j@|Mr1tgvKJu`9r>GwLPzbA_Fkk3GG3Efq=PYW>aGRL82=(|m~O+qlJ|^}me|uI>J~zc;7-)R#B^ z9o8)Spa;$vud$#p@;IQm2N25)&8L3zpDn0J1^M2nO>p(yL&PH_0aCTkt{P{uF&EH= zIotg#T}POI{I)(*|GN5>*!5^`jGjVSc zz19am3T;6?OvwtWwz*yk?GyfS$}XqjFPpNZDaJS&H$;~$4K20+o&gPsHoqpQH$MO zZjq{BSw}-)XZ2^Z(+_`iGkIFRw_)x^2b~c!`6q3I&wbtyig`R&+U{P!GnH^Dj6-y;7j5MUQY`d)Lw@#I}p zz(=0k+10MV%`IE6ISq|H9c3?ezqx>_yW#gu<~Jm@uQMql{kq$tJ4;`Xp3eivqm^M$i{XtC{?f0{Ajk_Fc~;sf~4i^+>h zky6^1)#Wg9O}QbQ;LUqWLPVA~26j)%Nis>!Q|gS<=7l=$+t=BhZ00yTz}o31{vS~H zhMNr(3e3v%P6b5PZ7$})H77+cOZSLziQnJD z98g* zD)BMwvFQN-X(Tb2T8`Kzk0NW<+(Rf(!8ls3c|sQLiLBLYOS(CR$OX zwFbc^977m`;Q#k=f#OrDD9q53W?|4c^)CpYM^lGyf{$5iai6O-$lDPcB$e*2OimH9 zO_#5AV*k2o&Gg?7l@F&@pSt66Et<5AM@PkHsL>Ped&d4MKssC`?MDflT?X^cD+<$U zAamfR*NxeUQ`fO=-tarEPNA%Ft;{kqy~QjV*MfszzPQczCnYc%#X z1x0VT6sgXHs{%{hPaOllYCo3o!@&2T?Z-r_Jth+BZJWFF{6Y*TiHj2SBJx-@Q(lud z^G#|`9Fsg1tnZ6Bla`3$^Z%6f2Cud{;Ne?*6y~ss&V2sZV7{hW|Ll80TYSc8FFH#M zv$W7WnZ~x?|J}NQXuD75{OD!#xUY`TH@VVG@&gRN{gSLHSefgvr|XXS>RR|;`1SLT z!a8`+Jf&;~@s!>J6jnt&D+^7U@Jpn&juq}mxcCR>JYrerbYIRl?Y^$yRYOZjM6&C` zzGMaSyIso@XO5kAUw>-HnDIiv#28mqD=&vkz+A1kUMVM`4GtGMP`!+6(`58@YSFsk zM6q-wDvXi>a6il{=2 zIr89!ZT*cE>%U)oX$$nyd* zeSW*r)bb6$@ioHIL>Y(%15)&y@HI9sF~1}DEOZ1m-8Jq|V*eV&@zKHKTJgLNNe={- zN$Jt#5_s>5`PFR|-t(^FhZDr&Cwkl1ehhSf{qBeK4GIIVrDi&N;(NG_Lz6N@;KR#< zt5EW9rrZsLRJDc}{f!3l|H9k7Vm6^zAOVNZz? zc;TVOsmWaE;1boF`I_f#OWBz!EJf%f*jXaBL@@LmAFLds0{|6xM&3~9Qdth$bs}FEE!+%hIqDGOt?TZlSFTBoHGgfb!$l34nvOc)iJ8}2nCGN1w8v4igi|_ z4aUUXF=iSCgkNQ%23ZEE-p#NhpO3{+I%>S`(OGzbE$l*mK?5x3%_-HXYH6fiI_wO5 zVK{!=)iI!YGz3m5L-JYz4Frie9K_^0~7>8F8}- zg^S$;b?RyaB|muzIe|Fz*DgMY-vwG6j`v|L&U6`%fPf&-&_dt?dNVZoM(h(4NsO3d zPUi)Fk2Ot9rrha>*mxdzOnUr!%%ci*?B?X4fx29OZswLA@VRt z(>t8c=;ChZlGxv?2O4*GceNMY*AuSaxob<6l^{ask*X0f947SOVHa^V-$HO&h``>63KB)~e$sv1M6B&z7rH1|XOEcm1 zw2R^fE-J(YyYAU#K+UVk*;(Hrg38irMfT(h1e>CUEgpeX2}m??lbF?$Ll3L^@&$z$ zj|?*n2en4Wix}$0)tk$g;&qoQio+YDMLG}HUvnn9$3@Bs>|^LmQ$SPKISJ8PM=m+* z<|Z2AM1QAVG4W82pAl;R!3oE(=FEt1*I^pNPP}5ko&#-CavQ@mcwBPr#rIvzH+!b4 z%agE9G31(j4XO?)ho#nQE{2di;s&c>_EZNOA%=Zhr`q0?J>{`gJvkp&%?Xfm$h2J~ zr3U($26mObOeuFDK~F;?yxnHMrkO6ZCYI}>tXm8+yp^950+yd+U#j`W_pUp>1X!8j zwe<{rljhjiN!fFI>wfj2h)zpki{?`79=lf**D!gyLt78e&MbIsDk$9|YUaNT0SHr~ zfiW#%p`zo$HsnYi`j?F5m9a@;CJ+gadZAY-I(S|1t|`sR=H_NLED-#5gxKRwJ8wGZ z$vpl7cio0k;W3Z!kYs5G-CJ(iL~-p}`HS=lKDF8Z1r%o5%0aex@rrEQR}&Tp)D7T6 zj-L2~^@p^zMR5g1u|t%>Pe1e~STEvU+%Ah9T4Js#`HMeXcJsTjp!MkIL~LzVQb4Pe zgGIB{s_9;T2=v?=fOLuP{sN8H-{jNRs;H*9cMV7(1OJ zL5PyBC3j#M28P)xMKg!8L-b5^3}raaIxaAZ0kaC2SDFt@v1GHwZf?ZZY($#{{is4vt9#083atF8t5n~9%3Fy@ z=C;i_ZJw68xhD5t^wYKhS4@Oq96&(OA`Z<&0x=+Vnl))Wmf-ZUcGU!~-NvN>eMNWq zg4V$_p~Cp<{%1#rxuT{ zRB`m{B|o@?rC;W}LB>vYmB1F6J(BL$7jc`C(z91{?WF(G!ea3Wpt1p3O*o>Rl>v)8 zEifWW3?Rg_B_1mOWV3<`VxZ0B#(l>Wfh?swVH1&in5{|`b3Iv}oo(JM7)&5(f+xx2 z5&S8U1=cF^B}Sfb^HF_xxy<^`LAf@nMvUe3+m{~7-gF&xRe}kNrwc{e0J;cXg-mnt zY190SU%5f3721M8&7pk6bDq%te=V>XM?IHd!6Ss%%48G5)a2>&D6Hy?b$;;%ETj=* zm{nPF>K#Dz0_VqBDnd3IE@dmC^P@s9zuY-VN1|zHS?O-}Mm35`M!OF}JMl}><$7`Y z5`>~M22jRixt1SHU79%%?bMhbnEs|M=~AmY+<4a1ohA5Pp1T5Gas%WnK|QBiC(lR+ zqgzMLWC)82q%F*+<=tNx+s*`fXR}wS$x!>73HqCmD7nimD?6M`+9LTF(!QvLYU@k1 zvdv@jvA_YrFZW)HzrnKqAgV*y2&{nd@jN#oILVO`3tL*PEa;U!{|$Xw;|ZU^|I_DZ zbNo%O`fTh$@sU~06$sHxU^IX~5m!<3b!8FJ0&eXdrUoDxxYwKlq9k##FWw@8ISiAU z=d(f>bZ%D<^e~UsZRn$0wJN^-^{$G_z1cCW)v&_;P)wbEH@#gi{@z~1H(JC(QR^t{ zxgv(U%Nx~BDh^XvnyV7u08gb`lh!|9sN}b}5Ccc8?6azxA}m1+08E`(v1-x?6V)0r zz~i&S#}fgbD56#*rPb23LGVXA(AD99I$; z54!E}wi(x4JJYBzQ`^+5DKgS$4>K3;nG!H+_zWSm=`n`M z)=Lj4td!~VbZWBWDrhg2>4wNwpS?5;TlTt{t2qs}1e&Bmrzg^CF(k8QM|3#UjVjxvlv&o)tnn zW6Z26a4BE?tJk1{cmKB#{ah+R{)DcgMN=c;ZMiTffHR*3^3#Rh1jY3__^@&KLZEMz zE4q8})t?mKvK>m{br7~fkElLNojJemUmj7l!S1N@O`-zO6q$xp&FpI?nQ>+>Y0dOM|< zeUP>t8Vb)bnIiZSpyR@Pqc>@c5du&e!2SsEU z8z9C5GaAN~ESfAfmS8M)GnB|Qb>>ysQNppN{cms$a-U8dez&?$duB0p>0`Y zze%Gubi(Dm;Zex}F3<=s_0IfrJ1~vFa|-Dr$01=e&W)(x&D=7WN6mj5+msqDYwwR( z-t{9K1eFMaj0_FeA>$nAB-x5qN71IFLPt4LLsUbysoacXtItgDf(U5d(~q5p500>mP&vH;ViiQz)$$eaQ?%4LRbP|*x-IWbJ?TkSc zB|arv0#?FlU_B*-i%&f4gj4UnL14XY%VXykJJ&R#MCKMylVf}EgBqa=yd&wB*(cdJj7^d+WQf*A(Cs9>Q3cKf>QbcCBgLXy z{#EIzr=N;9WIU$)4ZL9a;q*){7k6J|sT^ zdDMi3ayN5@j1OjFeVr*2wrwZv9G+sDl22)Ru2f!HTUv$3uxC*Usz+e@ZH2Sc2CPd zlF*V_qWR)6s+AG}Js}6&j3g3weS&u<*zb-%9=P%!5L&j@*aLM?_=yDJz^cD5DmZ|z zD6PjZ)eoFI@ZU0O3Gmh8&tvQYxaNfKT0WiI8X0uN4v5^-?-8(TF|yhp$tu=Y`fST0 zs3sC&Py+7O^e)#QkUJgh9ZI_}@ur$q;2KzO;Htbiy7jPy`nOVTub(dcV$N@yDl_BP zGJ5RpNPg$f=&Pc^cKFSk=-j|P;qCN5+YpbFrQo?@KK%YO@ccy)K@Kq4jfAuAHM91V zgR4OOUzrM@YsT@5oR3pJeGSP0OmguFOqHD;t!kw0RI-tMtS zRLONqhq&r$r~5d_a~`h(>g7)sS@M!OOPyo}u}#XT$~&RVgr%&W`9r|kk=*`c);<%y z{}?5K38INt5Xu+|k4h%b$=L8R2R=*Y{$c0Rk)cSeH3DxF$MXIx_o>7r7C;(+Tbmf5 zNchE+UTYMGd^-1m<-Z5x*N$0Y!xg!@K40T!)MJ0WEam>H-2r2|=l8UxN8r2#wx9j9 z#N8ky`ymn%m+6LawJaTYvn^1tK*DJk-S+W@(@tCS4fW3nrhJa=4VywduuiBv*QOrR z!7p4)y4&{vBb0d<=IX0>jK?1~Vd9W_0M0(379e<$-!t{;exS=*7;f~^0*)?bx`!9M zBUosWFHcv@N2F)j;V{GAhY?^Hg3Bv%#PVV}6j_H-MesDNN=o70`$pGx)u%UzDYgDw zS3aL15HLLBE^7=#nCmD@HMHqiVxzFgBbj_BVhcX>f|kqLul&w9D?7Xv6K&=}nEaMP z=OTS34tr@kOeASjvx0DOwmR;lN$zSY2*6d2nJc6#9OH<9?go9ft;~&!O~uW0-+PI@ zo7U|c!^3ue8$g=l!Lr$xY5&na#0kGL%jkfX>W_j}>d%lXIC1S`Rc5h3K|#MNHJ0p$ z#<^>YNXkPU1ljv3b~8!Cj3~|YBR+ugQ^7;Sl7dYWULpk&*CM!!S8)ADvC9JN{vEI; zN8ndtftL5YjDSL6scphWct)m1_(16m#!Tck4zBNBy23^!qFnvaS8YtMmBRQecp@q& zdj!O&hd?~D_7HCX2QfL>@y@}_1Fmvn6(HtdD1?yfRS{OYfqP-slBIf4y9I_4;D3>Jml zV1>AxWF{P|0#%1TJ1)2S9`c2T{#ZE~d+=~}U4&TVDEn_pgcjTz8yVXv7gLS+^#-m< zcHxYy`IVOShOQ}l!KDZ76mTr{UH{|SWWtxVO~7j2kkdqdAOf(t)&D3I9-i?+VpTVCg9a*UxBt)Cp4cg?7kVH z{Naovk#iBkkN%n#>p|~X##%`|d81UfpQ|Urh#q=CF2q@Si?#Rxkd)EH$VVd!H6TK@- z*px-~fAz8^U?J_j>w$YL)X#`l{Ws=+YEleCGo2r7ZPxFVuSBTkYMm;5tpJmrcas|)+{Cq})YWnhKxCwN z0DvW!+mtNv*I#_aC`wJxvr6ST7^JRhddG%|!3GjxfYB?tx4DTjXW9?mF73QQtqZzk zYXMRSVTC0<+ZeHbu~T@A-q#!mp0*kR0|&?2LwWaVd{u5A{vIEFxUym&$3mF@eDl4v zZNV({J+O`D72aEq;h^|cu+2@hC$iyo$^t&IGV?GH8ygFS$UxBz-M0wkya<_93fr<$ z2H!|-h7iUipww~WFwohQgC%fQHyb^{W`f^qV_DFuIiU2l1V59okdDGIsqze;WHM45(CRb1M4~Ds(&nP$`P8TjU*`sgY@ZPc{hJ{Yb0?H?^Lq(JEy~r^#+nK8g86^Q zVAP3LkQQ0 z%+A!@;UJcA*j*T=9Km?`t;k}gTZG|w*bG>F0BeHrNXIV0TU0=Fi=n=$_Sps_^e!}X zAN64W>Q#SNTW(k2znM>aH0PSmPhgvS_!9Vv1P$fkd$ilZl33V8d~ZJB5drvDQ(V7( zK6~G1UPAL%?)Re5W4QcB=nO9lSK>+AHR=1eZz*R5 z0F}s)7{hFEe5#6{NG-5bvMx*%_H>o>M}NT_upQV2L}*qoKXIb+B&{q#66DH%)L{zV zUH8dM)eN}XR;k28ZzLbB6F_Gl zv}MJeP*=>)TxtJnk+6?_VfRyuV9rqzSywh79V)DK6}Vg%lrXS}3p^m%upA;WPyWhu z260TAPYxkTKcj1Dtlu3$JJ)YqA5@~#&vwj~^@%E}!ucPpU>m+*95v~PM>Z{t+t(#PUHrVUJB z4gXdvjcswPT=-uEC;2|6=V4p!;Z?NI?Hy8=hrXYQfsPIep$F`CcK@VZQ}J@*CVxea zOZ*YG_HV;$NchRZU8Hat`_0c<;9LAMeH^cWMsJ;8O1pGMWPwJ8J_h)JUjeB{SKUGD z;k^k{PwD6)AY{t^4-DkEp1`dMv#~0YG)XHdBuNENnsLD0v?;E35}el-e;&({Rgn*e z9*Shh=;OApoD4t&KnIa(a5MKtQ4Lb_H`5Yq@yq<(Y2d&alIRHPG_J>&YwR%oQzd9? z8!xzu7~?s{8cYYqKdzH*idzZ*nC)cdtiUoGWLIt|f7L>%#SeD$W;-hPu&z7l+ByB#+tK#fpxK1+uR*_FGh3|`9#G9* zKrw68>BY{L{Lbhd;FH)p5`miX{Qt(z41ge-Z!guLXQ3fr^7e#Bg+zm(=z}>XX3ARC zdG5X3`?)`Ac(}K6_fPGBL7c#s*_uZ;0P_O@H6|FN;gY@rLNGuzZZqWkOW^&gpI=ZO z!!I_r!kYM(cv3P%rWI&+)x#`9H4Kp?T6OOZ#lKQcl+=!KVxL5x!Z?a>=rQ7QUvh;f zibRAJGdhx z&?*nVwqTr%(**YKNw)f*`wYL8Dq(=f;c`i9``7!!v8Q|tCm9%*EgOenZ&!2y6&G86 z+wEH~4lZ88CvAKb-~47!9AlrzVHqDUV>Xi-8FCTBqN33VVTDkuGW86ysw!k;QRT&z+% z$i11wnD2Wko*gcV8h+$2zbSXRSggAZ>^5EX&wf3j03ve}Wu|UN zAs?}u_dNryK&=k2|ei&2z zTN`&7Mtyx5=|iq3_p1FIz$YEkjW7JOzo%=BW=JG@&$G>s75wT|wUy025G2%j>7^M? z(TAt3hU?_jEU5&-oHtF0vm^uvXhs2f<1>>mOrG%b;us>6F22@d){YSzF53iaNV4<; zi>yw%#quE!H7i)QUko2Uc0BSp48pehtnhOeZ?|DAOFl_S^{q+7PbplYR8vh_CQl7I zdtw-sBsRij(P^LHw2*5!20O*&lS!L_6s~?eUR(SV$AM?kVro+a9P6)bu4fYJ2&ta? zsln((B+cT@C)U*8RS;=cs<>u?OZ5r67%yqvd!PF>aAPcdz)gQk+);)Sz^8etxfgx<6Q?`dRsJoLgEQx_NwW75~@eJ6e@E*2D9CygBj! zn>Xni#b|1>Z39O(2MfhEIHKBGXFiQL2kX7qk8Oo=#n~+Ra*Zt;{_{t-Gx9lCzo^^E z!+tytf2FAybx&#Qb2$AD3#%0Wh{QQqByg00Fw_aSRjmM zN#ul7f|c>qsWK*J)3)Tla0Gh+gVQF1rwXZPxt%7)N5BmLDm@Wx7i%P)#DaTEM&OS9 z#oB)LjS2{mFGd&XGfYW)fRNX!0X?jb^RS0CaSiN3225zy5|3QEmgqq>$OzPP{jr)`=ERDy?6i8 zmH;a7@jx*RTf6cqeO3fb4_NE!Jd%Z`x0iKcrZtb7jFkw0ni*{rmb1OlqYepI8?uO3 zH-Id0xRJ&lA7Q1momLgtRU1sCxTqyteg9bi8HimtWIqFP9o)SBV=_CxtCJR%Ag9HW z)i1xmkYB&RF;0o##Z7bM=1M<31LmqGG;XWUJAjTEwE6ifamN06+#>1pI~;raAy9BCvT!zw>GNAH~U&FpwL^b(D3_ zgq;G$@VwZq7EAcW{aNqq^`~)sQ!FPI$((BjgP((g0MLsK#M(5VhE|0ZM8q1&^l3zV zed0-O3h={-J)>|UH(T_e_}6ed$2WAgPWo<&mE7O-t^rlehIdg4^1uILSSnUh7(>Xf z;vU)D1OOdg3D*|qUH}eZX^3>+W6ZxrbB$4bloQz780HubDIR7-LuiWmO>4-4@E$D$ z!5?YbPBjH4PXXqIQvlcNp3!=sH231u4&?(=La@rEc*SVIo3S{GBF``&*AO4~_jTW7 z38C(JiX7k>ToEL>oa-*sxgF}aoO&@EAKp1|66$h$rbSbSzwUl5->~J&KM*hrEXjI#NZ=?)*U?5v1_c2MG%eomWq@xEcs;}pp14sCEb?{tPOOM9w3@J zP&bnT)=tb4^7!b$jA_j$e1^CIF-oc$`j%_(eFN^Ur!a>m&;L2BuqNzUpbxaj1SH9R8xpUH7xxOTC<bzX^%KngLV3^h7W`+y#>+YBnUglw+Vx$BMOBt*}=#~DtYzq^ODN*%vP9< z(W!mQZyuPXYW>cJ9pCDvK2xH9l!;JpR?GzqhoQWihMFUM-SxQt+z!BmM3c88+=2Jf*M+ybu?`YP-y6Ko!5Ib`wrGGBO6%NnicwqcA3pC@{sba6%wW=Rl-@8sJm8qttQi zTJ>vZKTIU$j5G$7b4N_6b_vu*Ti5ynSTV*pjsPu;2MjB^(!KBh=I=4~FiaVBRvhKT zDt{KI(t<$X8lcFEq&WbcTKTNL9R{(jfJY^IH&@Tb$W$M@MStd|Jt_-og`EL8DuCngmtM6RDWV=J*dhhxfG#9e1SH9j`|F=!JzlJlK z&tC4dWf#Fi7S%RnbG>g3$5gj>ojh{}*7{xm)_~F&lXOBk|L8VOA={4ANGIh?vcD`E zT1b5P-+uq?-~R7&F1f4!FB%!ScKhnxuRlOEpfmV+SX1SsWQXw2FskG;mgWTzMXvy_ zv?Wp}lruS?ivFQ{lv(&|0gnyU;+!`6Pd5>E6A(+tBEJwDYjR?Zj0}MFNZ$Wrzh2l4 z=Y~VZfdW)rtlI!FmA(;lD&#NyOpU{OxM zEdpt$pd@<7UJy!%u_YYmq!b5v9~rrJ1MB4<`cRH9$Bm;2xGGUJ(53uFR)CJ>8$RFB~R=x2;E+~`A$ENwW5RuX~m>BsaZ z9Sis>4_7-7G8DIC6X(i|-`oR`JX5T+m{Nc&@1jsa*NJB>IlI2SCsN{a?Y%P&vU7EX z2D%5ZW32jjeW^3P&o;VzSG*_f%XjQ)j&T=RlZkKN-382@r^*a+y!76l?@~Di=#KAs z$1$+zyZ|h}MM4h%uIMuQf-a$-IF1Ax6kCD~#@@nu|HXg*^xLm|`!(<3>i>^MMy{HH z_1Z%VZG{kGQL#Pz&s)UfpYh>D&|qM-sTV&l-;Q6`=3ab0M?e-}%;FsY%QfGT9mH;8 zbEyN0odK-({LPyP4ag0A#Ydpl*S}0(*}?vF|A1H{BUcY#z5K(kaEdrDoIOek3!q)T zC^F6;V2c2>IB66U<%UH-nY1GpWSykEpye^KT%Qs4dw=p(3Q34z3@tgZC`Up$Qd*KB z1FH#(MT00gx2Mz&=06;OV9EA{;6N`Q; z>;_=(8o0z6+=d($`WLW-No6I`Dk4yd-UHe*{3Ij=!qa_ppcP5=^d+V%9olx)Ef!!- zV01Z}H=S(kDECCUXZOquKnoDSHF~_=2is=f^LyVVbXN|n0>U{j$5kP0?Of>H>0jSO z+s4zUd-@E#_Y#!H$Xat+0lNZY)=;lP_SUexJ*mAp2X=UNvfWLOldtV|+!Cg*$-_&= zUJl4LQTz%Zl$1VJ6=}?JE>&j^u?JU1Q%U2EU&v!g%hx%Q`byT&zIJ(Z>^%nZ8h_hn zoy!`|8H1@1N8-Ny++_8?AJ(be8ZOu_iRgPz<6nsHpg@^@wGd>(YjSmQj0$Ani0jlVkavrN|CwsO{`IKF=aoV89wMZPkAQA&# z5cz?xDAf!WmT@t$*ixrHCP(tf$W;SaZrB=yj2@0)*OW`USGDat78b? z(}7pm2Z?qR4W)*ez-V%ghALi~f&*mT{|n1?L~tZ1ND>p#m<%$AiVlv7 z6A2MB5E6n$GDrwY?(P!};ynpC$ro_ug*Z@A1T_SsQSgG|S317GH~gVbv3oZs2jS%H z8Z5fIs=BJW_TJB4>#4O?{ooZ|R*sru%q45w|unsOF z!6<*Qusngsx!n8alXeba8PXnRBD>%w%+wB^BHoZ=3{Xm+ad=xHn$$5wjT-^i@z%bx z@6*;iBK0Vr%M%In(qOFWL;u>6Jk@*`g38)?zkaM!M3(WiHHVVJFA0{sXF7$iJXr{u z(EuNbkTDT@WK2X*<(>U$(D>c4(QGA**k@07NYEu&YEwh<*{%zsr9_2!jF zU?j~_YO^G*YS(?^ckeoqI;}(Z=I{Gkzet_hEM*LvY<)*!XI!_QBa(V<-0u6?77}3k2z|*Q6SiIM>2amb1Zu#lUFpHfyNvtVT zW(eWY=)3CpbOsMahzEk*b;eZ*-T@i#DFlX61iXM0@T*R2v~tE7qm9d{WX1?A-U(b( zfgSnaivaPcPzfi*#B&)1TtG|$Ki*gpj{>jV|DdN#*=Y`}ay)ekU14-Q5a1W0hr$)H z#ZWFxnsLUsLtr6!l$G-;gAZAQ2r6V++rkG6_tTD1NbxcrY}Ai;T#;CmvyO~LO7X;k zX?7LiAcBih7j72rqc3xDUoI~9ov!FPuP9e@(9W}O>Xg7pI#`ZivR2;BQ%f85h%4h2 zg2>>vzQ`$M+FN7d9d+LG-PXk#8^gV_ypAFlB4x;V`HkG`Bcfqww<*SpoG7o>MV>0n zEs3yNwka%YB;yie^qsY7-hD&w=tsZJEmExdh^t7h`Wy3tnb$?%GPmvXR;(%i>2_s&Sfj2>j;e9ud=-uUJ-dS~@5of-)z8h1%zZRI#K)(uNw zS<5`I{C)P_umP4uY$NOGX7Gvr#o!e7BUA^8b?No9E6@D*fk|RbnX=CiLgW$xt6ZIQ z4tfBhi5!)JpP> z!~%ANF~(ILXkpZO82~as1oVJYEWN8;K;#zIeHl_H7Fv5AS-?uZ2B22r(R&`5pfzR6 z?mV#G|CXVi_Xz_%BObxRyC_eRyoTUcgqAiXIWA933D8{`ddMAZ5L6T{Mjza>6X_i! zk$dER3K{PP<;W*x6t?que$G z4kMq;+1!y%2&YIbf^;GgP}ZbG_IX-)$GdrBl~>F6BDIv)hkBxYURl}_YhKdVJfuFb!EaN}Cu&>mRC-(=$N zw1X^Q2CRTru#9m^FB7_qNQXmoFWwEe|Kf+o6IAd2+gGj2?*BhcnX;=S?oXc~o#-$y zg8mX-BE5M=aW)WoEQFBmqMW`%SK&2|yyDbAZ(;js!&X$b^jb$)DW})KD$n#HwjV;B zGlO^OPw+`@E%qT{KO*3@VN=pycK@@UGG%`ugg4!HRj5YC(&y!XoKi*!N*Gv-t&W6e zm?5{Y@B|~yZIl2v?e01|Ci6o?0V1H}S$p6Vu?3KLB>*XGJTgmr1ea$3N5PU)<^Z6R z#F{c?R|MAWM^6@*#DHc1m#Cc4mPb&BQZVKixrh}6j4NZioLB^Y<)zRGgYJ1fA+C@_ zFtHq2$g0RA;~AGChV*jv9?YZ6Y3Cl^!9&E6(^VtpVIFLxjCog|ltyDv3M0tiD1uEJ zb8@8&8e4fJlycu68Ar^)Jgq}S7-7I8sPg7QMlpC9{Q6U8t$jObP2DdO$us!#08>W% zd?JL*XU*fs{gR{@^DkYL&^+=Y@18|FOo6jL7S$al9J=6+znJ0HbG5Qtl~Y z4A=UOlxa@&)3}Aw)xLI-E#nD)&2jl$pRF@l&Mk7Nb*ztZeOyP;ZY17Z`7~KO55bRu}2kT+?YrlJPte&~tq+iNG70z#{$LMs!B{<*5nZ zBHvJoXvgfsO?)5Zr9A zLioyatR1q7?IyYgu5fffhKaB4;1Yrh{;>6Usw2tRe%Xb_tJXAnpMuv|xxR>BDH`TYx$k4{glDO2|4 zfyFT8O~qKt@XvTI5xFvCRi_dzlbL%5!Lm%|&ZtBFDANwhVayie+wOI?NQfJI@zIhYXpL$ZbdMod83*`1lUDkg7rW4w|)9#-?@Eq;94kZb8S8mPrYAw zU1e)Bde^y<8=b(4#2QIUW&S>4Svl-r2t7`i5aW`uN#9}+GE{96O6>0UX7~T6rcBv| z2i8+(>^J0+tFS+tVe|(2%rS)UwpU+7V9{N)Dc2{DPRA_38IM$Pj5) zk^yto?k)q60Ry}kPsl4?S%3&JRXIZoNMY0wQhRo#%pQpv8NOo4e$G7Jc)8X96NB?<>k0Qm4en%FBU;)T$gYMDar0Ac|mM-cEU?mLm{>&f^l{};i`6&IoQd-G$!2D54=TOF+PpSDCO~0jxX~pKNmwa;;vH#6K$=P@(%7G z%dkM#5<^=nS7l2tD;{9hv(P2$OloJ%Gp5(PXw*lzjNxNFNBX!Q39vk|k_e+Q`8iQP zj?P)JGQ8N6!&U^>bd>U**gB^bN|#MDfd04GZsRTvFd_A(M@@Mt-c- zHMemsmZ5pe{#}PQo8)BgYTvrAk)8Fs(&q*-)qJ|&eviB(2&~pIZ@xSNJ9U)602qWA zx3S3Z+#D7CpH>#irBcLC(u3Qq3TdA_E~9Q zw4=Yk5IK%Jp&kK-&|(X!XCsC=^qf*N&{sU?U4_7s2br^j+{qjlBCpJ$jX(7WEbp0@ z_YU))o>)_+?1R9%^KtBY;TwR25ktx8%FvYNs;w7@DWbTFBAfr4};PNseo;#g~VW=!3$bBJ( z8HsSy6~UjUDy;q3AHK;@L}I1jb?h{Wtn&WyG%=W+M+Gv?)idJAH^FXgh`Mqcmb^WJ ziXfTFab-*xWv z`~O!{rkpf^^|j0FHTnrMiqJd!Kc@>Jl@Lib-grE*(-2mL62cFp79GYW91@FO!}e2e zLoNbKy-hhfivHE{xW|1-Z9~C>>YCScg!s6O|*l$N|shL0?m*oIHW$ zR4)cc9WYQBD!JfOa42^j#g0j5Oi_9eRtzi#6fb}hxdS31M350C%n&P%xB@sOdRI?b zq9}0(1)A!G54H=)lMBfOBzb26P&pcI{_&3h6)&vZS`Y6{5^Kto(${(ym zP$B&h`>^pXjD6#oDLpMB%mD-ZttF?g{1|5;O}oT`3x z=OdTt9k2i?#dbq<=UvU)iM$k zg{)%J!5(&?{Gd5I2r(q=NgnF1aH^bGMeeva*6x4)Q>L7D4y=zp!SL!tDq%5PdKnaV%rUN02H$uy`+$}&V5Cd-9NhwEIeE^5R!r&L{4EXX+Kt?g> zlmRe+S^g{lg>46LSbFaty|M22^>+`u12dd(%9K-8us-$f`wNwdz{+sW3oApm1m3PC z$j$&m#vofdy-+!_g|ZewQzCRkkoMZChj%4D*H%5;L^L6Xyw@p)aMd&X%vj`#4?huE zF!I>uGkm?r|cdor|d%Vbv>U`h2$I-TD(C7(7 zhBX;&+T!?5Y7`Lu(sDFVj51l`g?~%NUd`A z!610V+rft62VOl8_kVtRdSXqPa-#ax-CsQ8ppZ9aCzzHal5RrSaOE$Sc%4m#U?S=` zI+Qks-N%m8-X

hG$kev5@D5HzUrFQ1b7IvJtt1pkhBF&y+=A*#wj)nQbVfkr$S^ zaB^TP665UtcVNnt6V8G40HY)Yo6#{UI?E%PDK{ANj&{%elk&s3QkGX1vJ3dR2P6n9 zU_?3652C9R2TKB|jDgpQ7E2PWlX3tU#vSV~%#eb`_yb(R2@mDd6Kl$plk~uP-$M*$ z3J-$8&Rw~#@-D~|t8hZ?l{32Y_&)eNZ!ZRExe|9fnBEsK0-X;37kzgL?gMdPw zQ9hfC`68iw102rlLOrF?8hOXJYY*4m=S{`KEYeCD(Z(~w*Lr#18e11@!Gp+JwF%;# zlE@cQSW@w2h+5&G7lqkHD3zRhO#H2V9!F#U{V((Xt$vJo9zmo3a;P<4b4kke6*-{a zl>FuvVW-YF8*j{Q)tKtbSu~!2SD&P{7;}m>kLCI_C;eZGr(0on%e8IX^VY03odQ_f zF}K!8=CyuF-_!NH--*?5z{c>sWBYL(J6*E*w1zz|e|OS<^rOwCcYXdHNnnwFu6?85 zZ{!uM3p;I6(!XF1!;`+oK%{foFuePB-*P(P%!xH+%87blA+P8O^bI-&`!4KccZr(e z8HGU7hW#ewm~F;`icVv5&Q$~r8xAo=Z)sDoO*~{4eMH}M1bPl~>eipVWGsD3J3|*j zRw1#FT8K0HlY06SF(*QI;s9}|L#Syxof@W0IYk1CLbeRM>A3k6IEGgtB9t9U4`T~J zl~@?)FsOi0N%_k8!f;YX8BzxPI=Mn0<%Pk<101q>YbfFqc9 zL>9MGCld-MoFvwiDW`Y};cbsFe9L9UU?r7Nw(_`wYm8d$3Jr{aLA*rpbWC*R1a1{Z zh{(~-Ju=3#I&Cuk7=8>u&&GnAaF4O9EDu%X+QK~K6eUlN2zY4D^3CuhMam!_XY^d7>=wIuM?s&#Wk z0Q!E{JUV>8pT#o2R-uIY@^e`dLXi%U3f|rFwiyYc$~tjv>4m4hwn?W4j`^&5H^R(Z z)`*{orjm{~X5>-dwj4wI%0^LV{3Rhr#xH})Cvt?nc|u+r!9q_j?9 zBz-L$M7YC_4xpfOF%IDnJi6s4FY|U6PH0Vc|Nm>slvC2LZh!WSjm55`XK*U${|B9+ zB=DeIO-2*Ph z6fnx*(Ffy=aU;GO-~l?IQz#6eqcHKJLRK-!NLghin2pVL4%FvcJG@{@^(PV3$aFoammj!ReOph zh0!;Zq}|-i7xuzpb07#M-)a7Z40(pf$(tjOwvy)~ z#QfiA?X@#M{cMM&MZByh-cF1$dSumSB#rB}hX3`uRe57HuQdaHnXAj(Mh}?!Tzhxv z9YiW0=Y{O4d?fY8KASUHJ5^Di5k}3w`*Do5HH*v}zomZqrfUyjTwiZ}kMEQ9Zy?+C z&G#e-tT7)}B%SZ`cUvg*GW;1%F=F$i5IV#|lnC+p(m#)$iM#(FHf74G=vTLW{R}Zh z*I;uYgJ1)!pv$n&vbm5*Y&PT-n~q+BKth1A?L^>o8liRwC-_2lNEf05(M#wE^r##b z=sgH5_8;#n8+?TlmS?L79`+%7QhONXeRDH^o}AsA< z43Vpj+0M=1E_y~Dz+rgVxnrzh((@_+e1NIr-V4LgMp+EG{0cx0@G!&x9Kb_d0V@U_ zKw{K&q$|(@Y*=+3R!A!V<(cP}IBWnb9vWy}dj0I+sWoGur%X8&1?$qgzYuA0RmfC^ z`RMTyVUW=e&y+F#wJk>zC9Oo|$QR?`NnoY-;IF=nVGgePETpdu1amjHNVzQ1GBx0(o?@2n#LJ9#@ zC_RG7Y48zDLiKopmlnZ0yvmVGFoS-=zEeggQbsSK3wXB4hR9L|hxE^`Gd_aMm16_j zkN1`69ePmukolF13(=0~LSWI8+#|PmvI~1YdX4^%y?bey?Wn>y{sHteoJ6CNL`8^1 z5HDorK!bw}LIy^nkr09oG)H4Z#dt|V$S96PyrFnO&`FGnf<&Syey7*|dH6%6c-zf+ z&*b#(8Z7qSwQE<^uI_$%t*6#n^^V^>cOb!*Q^S%adm^wHgDG+hjB%y2752h&7{yWp z76J=l#RCh8C63zeIR}7S%=?lhdr+|Kn#%Y@C^5WXS7cL3$l;f=$SU>SFF#Ypn=)h# zTysvb>PTQ)J9d>X3Z7X-%*aE=P{hjphZur`3_;#ahpfr?LnweHyp9>z$BWM0s9Z zh`4qwjC5)T#)v%kkzFNjcV1pGf;cNNyrX;CD*VuAl=1BI*vj4G^NMuz+0M!OwG$zs zJ!6=?f<~e%5_8^Ft@;t4J?q>%7P1&AdW*EV=Awf z`S4D))BKE5Xc_S?KD)8s#_PT3=f=5fjOMr9Cr9tKywc{m9~aTCLICDf)OWCPkeR&c zx^T#2V7q9~!!4vvfJASorC|!dcR3Ccd3E#!D|1Vpz zJbKPy2^^vG&;iQJ zS?;|ed+0fAKz5yew66{Jp8jAEl1d$fSc`gX3f48;GqQq0^&ncpWk>*^Tb{15QoMEsQMx%`6X{4V*=wRTO4=PWlwu2tM zQwyUm949X=$9DUIo9>k}5Jn=X;G**TUwa0L1=o0_!asP)V~cVJSK+R<>JxSw4+W8w zw7rD~?_>mr&#snUj)}#(T4#S+!SNBcZhAt<=5C z@RSr+K9lMRtO&qnMy*A^r;6_KH>#!B+Lv#uH8{I`a>^@Ei zlC^ubO}vCIBDfs$R@Zl%d-W{aGS4i|4L8y;{PcM_lI8H?k#+EFU-saVCA%Q7D0%>j zQpdm;lh7)6pYf6b!)PjR0x+WJFi;#BVn7LiQGUt=;~JPSzVs6e=E96e`|X2rfzcfYtl|@YRcJKYBq7^Z`s4^S)%si4#~` z#&we63&X~p;Y!e)_el5JEv_6&>Qo=m!mx9Wm~mdxa_2}P{V)h&A#w*Pl*blg46)@I zI9WJfgjYEPVWE}GyiyTNyc{TWk@c`K@}FXe=xTRC80`pi3kNiI<15!ygp{!vYo1i) z1ye@6yJK_X-Fp8FUi0O@U?wm6?@%ve+5d(1+O5v>>Nr0}kgV{ezTdZ(L>ldNPIgaV z&7N3!@8#iGIC0oyQ4vYrA|zvxG1=xhc2ND~-=94D|Fb1aPFcUY`|;}+>@B(nQV0>0 zZeyYB+E1QmW3ja)a;K-zL2_PT8?xn)QF3F^Q|L78K=&-1(L?Ag?8Gum8bEYEPXYDY)zCBCJFWBqLx7|V zm{OpClQJs+d1e7oK*zORxg1!CEun;Wyz&y|%C3cW_QJv+62C7JYsr!w5LmN!N**-x z7WjGfxE{CekFZykw-J1c;8Eu2x^N-{Ok@;nQ(kzTqdIW0+*8hBr@FkNC~eByt5aW_Bh6X(Qz^_%;vDF;B;n zif=#Pdu;c;o#g!H=BGN_{cd}HZGR4hRo?DIobfLLYY@Lp7*ptN-jjZ(C0TAEk{(81 zV`MT8>0iioo>&$MANl9we$!|FzqVw_De716efVki7d?XR!O6gXGkoyB&l!OC68p+; zUmZ4CUgPR3gAwdJ*Y2_Zkl%C>?I54jfid*2bO?)dygS)($gDiD3Pmh8vOefcg)PFR z>Jj#%g+9&=>_4G{jvO0o@P&w@PaQ%Nmp!;-$zBL73QXaI6q^hbAd`D}D|78|#ds^{ zi*k%O*HT9ymIoG~;f2K$su*a77Dhdh?yjPNlJDWrWKsO5UF zV#&+lUBCSngHetMcxTm89rc}awb!O+;BN*e@=W{ME+-b^D9k3t3vVOa;Il=G7Ai;{ zWZEbRJmt2X7u7Kj5p>9}+C=z7?iKFmT%8s~N(4WWC+bGV%wccp_}n8TFWYf1PcZ$L zH*F-K%9j?Q*1g)P{aFxp+A0UvIIeQDxtAB;n7CfqNTlkwXChcS)|Ym>E{|J%%(IftxvzN zyev1{HK#or3Hy<^eqwI~*8EvT_B;2RgbjY5;Tq!;X3@VGr$Tnpwcrzv(X~6_k|igo zU%l_4r`c?N=Q#`%_D6qVOYy!!VzHwvq6sTzmz4^J6M_Xex<>hovkB$)w9uvxLT{ii z`0t`Kz!D@D4=H`H`Sg+3r?%^FCaqwRdg{B!3(FWwDT90~KQclKiNzi~=u9h|aLJNA z5Lj~<2;*YhCOyLs2(>$xBSWMum>n5Eh^TU{Fs=Y0aKVnduO3kj;M8#+sns^DKoi+j zNDZ*TniGJ9VQ-g0#1_Efp@6+dZUHHzmasw$JP@N`9e{F?SWA}d!2>Izy@ca=5HLD3 zfRRk)WMUk9CgWbYqdE-SlDijzS6H?7Jj0lSfegEno>TCUI+QU=SzZezEiLyIG7086 zcV9WB4kq$Yg{2ffct;6C?87(8n`a*Q>lb;I!Zf)cgj`eRV5K$?|DMqgL$j4oeIUVL zEi%ctV0Pq^vA}8gU72Hf!P==X4=VQ^&4W2D0erc#+;`r5nNxG@9*GPo7nVBaUt4V) zl0?u%1a-{dMn;ebkMg4Re7TRtoebx^RwHSoUTuttzw;uCw3m2ROO?e*on zvBVi2XN*O-mt4GaM}}!+iDwvVh?R)0LI~lSGUx6y z?h2bmQjrLtysh9Oe9Wt0s_ ztwO0w>~0}II5sSW(@3loNeW}$S9yRLTRRwz3lou8t|Ri2!X?d-^Ssz1`^+&Zx0d-- zZ%le$uB~=9EHQlZ+d1MOg5j7~N9A)ubI%|vB9Ja4OCqfzgCaii25Q5A+PsYT7~7t` zhGsI!@iNlsSO{V7G}qCO|LFPMdNzry9SNw}!>fArbL{s;BBy!}$J#0}dhKrKG;5BJ z*UM9{vDZGS9+}BK(sw38Y|Lw?yzAPUNw~`h#9b3u&Dr?=ZGcgJy>J4S6sBYGkjT%+ zFy!6v(Z77@;^BXM?(F~HmMl3X{pz02UT*^#HXCxN5P#?LN%6F#dmx$8J=kxspbfa# zYxEC#2ZsbY20M?wL9cMHT?qRRpf9!4pd;O;UFeZl`fB%O{m@_9TtXkt>(}_{KH3tE zgS0YU;fK;NAje!Iv|tv`vV$$TJh7H6*#m(^+78`$+n~2YRYp#R3ov4wM_*q5s%hCaXqp6<2t1cfPgP(TSJd0HW))Ins)YbBfpiw^XJ69Okn6%tEb&j2Y& z{Hzk%i2^f!0I~&IOO~8CftBG2n?r~kZ95l)mi9;%c#E0w%RDU%d5k_W4L z6gxOdsf4W-31DiTu=+L*?*Ow)MvrLf+B+J9F}e00c}(>_6wkb+Tzgho1fXZljdz6O z)i*C0%ZMr@jk4NmzWXexdv^6J3J+mPaca&+i%` z#9@FVK^~ZX`xecRK=cuITAR`oD#*s8+t4lAbjJUFdKCRgY8Va)h$Xfno3IVP^nu8V zFe}POU;3f*AhWdXp8k!;SlNTpE^t~9n#e|symBnn%z+?V_TZ8wyCASqxKpe%=m0}2 z=^1)REQ$>f%J|}a(5fA914zIQ81XIuJ`^BeiS#O=J0r_|fCRAI1EjzS7#21tp&y|% z0Vf1j9$1)m*KdF6Wds+%!n^}2@zqudCG(Sb6u_PR7iY(^p1qClJRf<>yR^fy2)iJUOF6RNJtYq|sM|R#WhTg?H zdbi%)^>{RA=E@ww{*m}9*OmW^@;5bS>Zy~VTmpT^(JSX>36{KUjz70ecvW^4ne$d% zHQ~79Ro`v)O4@$^?J;fivnf{@Pjh*dIb2EHZy||)7+NmD!mFLbE%-!WPAMLQ6EX;q zSfBa#r_cU>Zpo69@W6VE2i6Un%Wt_I=ivZ-h0Wx5%>zqFUf!2}`)oW!wkR8f5@Lz| zq7C{AyHOkT9C``I2LJtZG5_7_a73WXNRI$V=rC+RL|J|D@UoD{R@9E8zUe0GdK-kWLJo!fHzJK8BQ7 z@mEJVVT=JLQdl5^iXp`~E7>~`V^~p$V&4G~@Qd8S(wD#wAqL=hS^+nJ#oG#5rXC35OZK!aec@8X`RECvtZVo3I-saUHnc+?DL)J& zT6qLlBp7n1yj$=t0tZywYkEF0L_iL;9RhL9`^_iWzM8ND(BAXUo?Toton6)L?}(u`{-Bd^0w8US6{&>m zYU3?7m^23Pz=9f~!)TM9LGPfKxTX`eaAk2#>KFE!{KcFQ5MjtMeX!?{W1JSUArV~K zA^K)7(tpAu_Mtq;2sfTr^d#iENF2nKcTkSF5|MMmyX+OI8#Cz}kiaJ1RnZo3r9frZ$jU}4>X@twaolzn}XSWA}dz#xP<@c$zXOkyy5|r;zbPrKBO`tyEGhk^S&eTP0MrVBp=YlD24& zH--LTt$LJ8<8t3S5Mx$WUMugMhne{r^ME!HsFv8A5*^EnlkX`T^SoEw|I%(|JpMbkN)d1&z}8%-jXG^aT52u zoBWpP3}K-EX*!1Ac1h9MR`d)DW(X|A5~2zDmENJfb{&Kn{`2Vp*@CbHuF#7RScogm z25nM<0Mov9BeCc;>_YlW`jP(Hk+8g2#)p(*;|UdnNyd$|;<>ILo>}hm)Ix3{vplml z`dYGNCj?f?UZFI=jNw;K69!kS_6!tY1)K^IDXE^-IWf+y`cr^P_|CZU9HR%o0U*W_ zLoP3^@@bW@FE6ax1*X_~*MJPz0V05!(Fe$|?al$0WTQN>xVsZ6S?%86yX@KrzMzRDBU zI2ol3|1oUH(R)yE^U7+>Fy6f7sg;MB@w?9eRz8w3?wQAOXSI!gVe8{(r|mu;^+qFm zPP#sNkdzB4GKf@vCNUx^ym$9g;Ae@X>U*{oq814=dn=W!-Z+|@SsLH5(5_jGD>9GN zM*Sa?+Up%UZyx&2&r+Vbt=v?`T$|cD*8f$+vviFypH@0c*UlZca$r@zxpUO^*?C}* z2*-%gc4YNiPVa*W@CkOn8oCyIf`4%Q5;)+uP?pE8iIwj0)hx@Blsx6QoihFpMFF3uTt5SF(1`w#7PQ3c!>H3t&12 zdca4U*!#S#5LEyQIJtHNPVNITfCfAPCNC@`7gts;q5#%C9#-5#xsw7f_qezV!I7L0 ziM4hoT(V?;AvqbXqlX3Qo?~7s%AGU1VObt4C4{amMqI>2yWQo*lVL~si}+yxQ`WQz zCt)KjEO(&t!ulwT?t89X3$?>Y%tH$9!9b$F}h>4ltX7eei{ zvtT*6BCN`HRY)Uo&-*oQW2Ss6GxjkLRvs`!J(5R94qxr+`&8ZZ9=N>I$ z5nC&~%#tNX?tzssrhpDIs=&LYOCN(Cld^JU+yFraP(~5JVqozYV4wju0B7YtLycip zDtIoZ$SWWPV6`vnME45h4xE4-u(h4gIPIgxz7wklrBcPx11n^fEQMrZ8F=!VKH= zEglZG6N-n0$kO)GfB%*&IZt@?=wmO@1AO}tQh8dIA(*|zjzSP2p!~)WS!^hF9Q%u| z;XVvNEYUd-TL>(=1K|a3F^&E}AMjnF=j1hoL}JH@Z;XiI@W3W3Jc4U>pM^R1m6eH* z-B+Oy*h0L+EPBhO|6f|NVewkj z0i?>Y^_Y7r1A#09uPubO7^-7jtAmc*VY!$BFXvVOxQ|Lxf9e0BmMpml24Qi0VAYsn zKd-AY7LEiLJVTbWjmZ7B1-3P*HrlrpjVLd8yCZz;2;WHL4#N+DuWyQy{$U=44r!$g zjDw%yAbd>VSup@zKlHn=BjMp7cYFkX844ZC0&6iMoV6H$v}#Ktfvt@nft9DNxw+QH zds6NiDdAnH(;|kxD6QUCiyq!p*N&dq^ZQ$Pf8MEnkxZ^h@yUuyHU|&y@4ELtut&zI z7jf40Y2?t@zL-g;WezOMQrBAqSe}1fd#)tkoG1P2 zLofPn`<~M&{62kmVQ~Z&f~xpc>^U*-=o)!t(KFPufaacS#1k8gElB4#(O8G2Rdg;+qTnJ;M?I)$2XQ*jY+V%_~fCZe& zK*&HFGj{PbVEiD!3XaSG%L74Qh%iQ7DO7O6dMtOmt^A3s(h;*q=0lCN6MqL*~J|dsD6Vj*g zofFDi0ni!IZO4Iq;UUQ@mBI%zOI;5)5lu)etBsU7^L+fZmndG8FrKCqJ?&s2+=P`d z6mg}!G4*e*=GT~cS6H|pZ5?+c<01u|hUsM)R7M#tQ?2tnw({UmuAOt=jNV&bS$S(k zJd822^f8kdWF#pgo7CAOgXZ#xr>^&99=qed=U4O8{?2Z_o5wd^&%NJw?{csIv&`AG zc{Hz%$sP%)PWR`w=DkOT&FvO}^(ODR0QZrGu&|^Tu&xZMWs^o=(Z6^>(6e|sy#GM7 zKk<*x`MX~F@8FUp=VA-t)7SiFebbRsbdzyW0)fOKfPIBnq9>G0iz9;HH?JlH5%G5z#q|N`7HBP5asjsF6t@b=!|+0?v=yd|b;?~wx)68= z=L+ziM^f158X4AhHQ-4b&!YD|qJ!JKaYdA*-x1hJS6(fss}hDTy!= zc2YViauiG0r=84SJRP{f%d|tm%o~en4?B6TQuONETq4Sf)kRq>-i>qEjbv*fLK*yT zi=Z;?tloMD9V6{p@F);`f!}*?L_PPN7f&$~OqsuB@j14z0`t<+Nd1E(^yu-R4=To2EudZkFe_5USo&((XttR6*r%83Uh(6bi z*>&~HP*?wzlX32(vOVvs*~_i+q`B0m^O+Q@%}7it@4a?^kJMTO)*undd9Q|ApV0_yk zq8uOrDgels14hUz#8(6sC5k}@kP%qeckZHMVewiJM+S*S!4lm4z{D>SYsr!e5>uwF zZVa(VtAdLc_X@FvsENP|2aA10X>vYhlGCofDQK?8;O&kDOm_|^%Q#rpJ_MF~#*WA- zh`ag)LJc?JWQzc>kizHaK2I#34zSHCA~L>At?E$Xw51@zSlDZPbAr!#Qy8BznU_}B z?tY47^NwsPJ8gs?@qS%*FJj9xD)+t|{VlvV@6vT~wOo%ewjvKBGyHubCjb{g=)PtG z!u^QLH}eYew^fHkrtHOAYK)nz=^Lq!c`hRv(D$_Qi_5mv#&vB;=k*bhqu;Z5YMDcQ zZh4E%_alZI=d}8JUQpHB+D18(VqI^EKIXB_v3Awz-R||Z2&_~7PX;XYe+xV4c(B3m znqdiF;8bx);SjHPTb<#P*nR#cm;QUWWXW5pUp;X3`UxA#ciuN0@mycN#}>lq83-o! zmhXJt!A7AY=Fl5rJzMJO>{1D%+2MiM1QIiMs!NF9b!TV;SBPXgE46bFV^7AX@Uz$sfr zY`HRZfRjLg1Q@9gkbs(N#1v*7AaQNyE{ebsvRI&b9x3sX!KqeM~dFS8G!SEdW9dzBirx%CZdTQ)?ypo0sdN?>zfZVilfJV%afd~ zroH}&I#Owd6YH^7*8vB2Tv(nuuQO0 z+oxe5Jar$|!qK*D!)j!fe)O+>+XoR?u90PVk9qdy(08D?SZ$%ywxI6%(x&)W-fn-8_(+R(tj71 zEO|>}U_EoqZ`605eMKLDgEtXaoB;$icVvsv8`P(#II`99+O{}`fXWv14YvSAKcE-D z;=UjB0X7_bV8gN9^sT)zyK3k+kyw#n#-)qEo3h!{3FsomWZNOk^+(r1U>OGnu?q`D zlMQJ+5e+Fyms*eJ6VfB|HVZ7BqZR^tE~ zWj){lHr1v4AgI&>Pz5T^(*S5vhP2Byy>zX>7YG3#V*$LFc3E&@_mNu4DN$AdUAtd~ z3Z4q$VhQL@!HUEZ7wg_vS2l_zOOBnunlr32z#}apM@k<}DsL;>NCGIMfJJyASPBGB z;9K5D?oqIa>oT;qgFK@8!36nrEoA;|46I{e)|nxrnUm` z(kjajEJRvq2ftylYvZI4=Cbdo4w4OyduPUOd!cz!PLWb&G*agIi1!d-n1@;9mizi} zUmNcua;tZmH&?;-OAw;Hz9MDjEp}VPi~oVhl>Yw4H%|9m&+U}WB+(ofY7S7|am$m- zyV>&^+VI@kY}0scL);^6I__n0oF!vq%cE^CqhWp2<}6;}<9nK8l$m>5gvp*KU2`0> zCN2VNL(1A&q71~f-w*77M`08kgHeo71|;KBteJa$^g}VRkXYi(==wcmGMP!UUPGK3KQMqS@(I34LUe!t)bTMnTF z6D-2fbt1mu265jw#ShIJ{ib-Gd9iy2gcUo_VjY{1{nz4Nf#01MAC%2VH)=d}=uhUv zlifm~&@$p9-}lRJ9p1$vv6d`3hXmGkU|hz;tgHrdKnjSoHyOyZoe=18F9mpQrO8Mt zJ{DsnWd}F{KL!(E)fYg~M~0SiV25GH)VrU%DWJ+Li%Tlu`pJOf!VcKPy(%*yMM}IF zM~2=#KmLKt6t)ra)M5bIPIw56yhyAiOOBnu%J79-FfAggOnB}U^U5_rbU7j$lo!8& zk*hsYqj*-43@{Pa6*Hz_=#;NK72s(ZR~-@f6g8L#>y#_&+PQiy6u?P}9wm+<2n$oz zV59jydN2?fib#90AX-VaZJ^ZCEi|NfDyx4-V(c*8v*jI@^5`9UHuoL#nsU#19&X5~ z0=iOYT|2hDP(Qv0$OnIiyxm+QtlU?>Ah6~^GOF7mIvK>>i`dAUiucEytYpvYXZE@p z$)k>>{i`vAup<}SWyLNpXZ%a)-&iUFQw5#Y0I;U)V{j?4ff+@?q?jF`!R>g z=HT@Ot)KfDpKJE4ikR$J*(S-D6hn+SuT1@qyloL!I|OJXb6bDmTiz0m8M%bvNC%TC z^+rsrpM3uWiS_({Keb4#B}?x17Q#)UzvsTMk}vRPVo%WIf!2~G z$4+2nbThCD#NJlFF@Sqp3f-fKMSw&+z%xc$+Y%XXaE_8zj6lb559aB|3L_jt;xM$; zi^wXKHO0`en1H-d;hy=0pXyV-taMV&oKpgwQ`+F4em?rz7i1^2eaBX67)ZH;n^qy= zW7%TE-C|r7%L1tdi;d}d;VZl?##dQm&5M#tyo;1f81J1$UU^5_<-O*edJp=p&jP;d zvv=+29cotsk+u@%Ro8h$NW?|nPHlhcZy9k?JAKcD&X@sD`?1cP1<aa>sub-wzUng?P2Rzy&>58b2Ik;E9||jc-*ZH0n;(5gpKLos6H*N}=bZDvQm2fFbSPu!L;NcqSQ1Z2K*6bj@XR{AlNBR*$&zE-LO8FaGAsZ{ z+d}{gfB_o7hfy+gorF&Sbz+GaUs3*|8z^1965nS%0@_vb43{% zy*A)knRLc-LUf>P38U2z^5i7?KpB`*hLyf}YWDB)p>BkXJCu@z8#k_agMM_PF&l+Rouhp0%umrQ_BgLPCA-RzKdC>pZl~L3uI4^p%%KhO%#qHu}or$KN<| zWXvGxZ#5HGW2W7iWNBNRdAmQ8F>^LV*Y!UhiFZ+U%LuN$EriC8yqWte(0$}xV;A#n z?#Hu6HhAV@MV&TxeQa&T?AzTOx?k4f%IkA}XU*{}LFCgp`g@a}eI&5lkFcCQxK5pm z`VmlK>s(+VWQt}1T?J3yR)FpJVNPTJl^S9FaGc2D?8zmC3h_b z)^)mqZ+p%Gqkd#TpG`z(XuBQ4iw%}%I2(+9;#;0)mTw#zjcx!_v+49Xda)yp=pp)d z4jc4~C?m$pQ@og0=4uSO3f;hWr6ezO4-N=rU)J7HAMMhKuo6p|u2d+7ys<3U!7g^7 zxL0FxFCuO-LA)OvCl-mdWXVwzSd{8kYZ)*ZG7KSXHiHegl|d?_18^`xGHd`G#WZ6L zpaQH?$14Yz5m=>qZ{KnrS*{sh7<|B|EoI3y)}31{@WR4l*?DAfIaS6}OPSbMVqXC& zY&!-XV13{ZUtNLSmn^ve1XfB~0mKn0#bFw~T9l6j7EzzEOd_r*WRV8&O&x}te)8^8 zw~RmPm4@EEwi0Sf5u==yk+oGv_!)6SteTcSnqpR#9au*(MNm=9;O3RTeyQxLys@l) z!aRzpIG^dWcHRS zV0a!*GYOP8Sfq}+#5>swoIZM&>8JY5YkntlX2U(A$K1!~p6Aop5lve$v&QFaoceCA zT_?3y9uYY{KT%$v&S#G~*IT4m^Da5Vih*^D0rmTB^?NO$gWqV`sbLnJV*Js^cud&h zOuu^kwU_yr+n91Ax?e_{i&4TYvTyuTG*X33IsOJJoK zlX>gFxSBhz#sMK9fJnk-7dJ&;lp5f}F!bXGNe5KurV;z}7d9yl}B05P{wgcgP!*ded1GH?mS)-&#qT<+cXomT-^tAv<%+X)Yz z3=6cDEID!lE6MOJ22Tcbo-%W`Gs>M~hCWdiS>c=@91s%>;)ntm2Lp{ak|>ce`hcD4 zQq~9~5aua^o7(ET6;BxGJ`5$f@WVxTNLho+NGv!eGoiQ^+~#xBhnEyk%3|rVTM>0$ zwn5KD>7%q3Ck!UT?E=;pm^}})(X$A7<=A&5&z$Ocesj$r&a*~;{uXULjG)oJcNvlB zd{5@@*8kbNmlfNtDvaY#AihDO5HCp}cmY8}+F~Qx5F5e7Un?9idj^N6;@Q-hf&I~WK7bx=wI-Nfhb((6Tf}s_VaH(In@bAM(#lsLd1^mJny5@ zxX^8E*+CZcd2;)$M)I)h=o#80f9NN4hw@_5Q6iW8=Jijf$oshOJ>7#n#zx~%fZV3b z=+|=@kED~7Jf1D6U7qN9(8CtQmGETto^&!IYtnPz4!y`Ro3GRh+POwJL(p&BkED`f z=Dr`kaT}RuUx6<~mYi7j*@PeX)_7u#jJzueti8HVtHlfrKnFY=mz0$RF2IdJQ(5@- zOZc9rf^z^cxBpi8bMGvi1^e$F#ugB(S|LLX5CKERnsI>?KLU~l?sh(EXQ!$vt*pwIm+>pX*9`#`yWLXOzRYfeh{!taelxXu`$eVlY=S{p5oPFE;59}UT zo;$Crj{85dzj_yyoSYbMuiRIgj%|DPh`p{Q-nAT1jnlhCs*V3#}@*?!~aa%ALgdth1M;vnF=Z`%S8>_p5UmUuK-@K3+U zp3G$ zHEMji3$t#@&)>yEvH>j*5EbpMauh|H23S$Y}!*@h|d7{F5hM%@fB+O3J%EMR0g!1Wza+;IR^@vse+)&(JwS!gMqFoDF~*Qr zDMF0D!Uh2pfU86+FD*djJc5gt7PnZ2TOor$+A2VygbY3mJyPqw?| ze~kesugryq)_~T?$Tje2fOCivid)t1@*;>#$@7W8xV7rtT28+FO@-CLHzZ35j>`{& zz~P|~Syi!$yizGr6hT;l)rE@9EG367{oJqMq{-I(X&>CFp@2gu<|43Wmd9wb7yOQnvW_SQgF>@-v;-% zpE##YE4}*gH}MSR6LbHbY(0Xd%v2`yzrm?irh#mGElZ7PxjY zv8sr*w@;2da7xTy`(!P!;CknpyY_pRWPiW)xuy!?8RGx1|H(qCD^>w7{C+D!K{s6U z_3`+)?|a|94VxbO{mZvs`1cdz896d?m-MR-KYPnJ-!~e0m-{F^z*e7*89TB2`e4Wa zB|yg8psE=IH}h)+&VX3qexoVL6Z(YxeU9fy879wYl{WQIoI@8 zf_2a9*7z0N$u;)d*;QJca}cdQee$PtHy;dIG-mL#dgmP zwGvGc8~WcX0InWW<$NkX(q1`lm%>H&^Lc&sjXSF1xA&FD(>`9$Q3$Jf?YVoGBSHGT z9idB(2n6%KKTBR{dy;%&E^2>Vh48f0-aLB#mBce%b6#Gwsu8Y4=3ySE=FUC(f9ySv z4}o>2G|#I?YhI|4)ESTEsg&eO=g7!q>sJpxa|?--XA>{% zm2^VRSomW5Sp1?3u&)qGEmoDEs$8GWM^K&0KgvmfzF}O1Q#mvvlUnei6TssR#PEnE_Fj$;aD_g?nSwn^_p%u18vVpQ&Q}oMR}t2iV1^YojeN>>Oh(uPwrWV~_!6Y(0_+AYtl(Qe{|$*8oGw+=bgH z`K%%ZHvaw}f16vWl|t2XFz`42pK)a5I^>k8iXBX=x*3Hjd@H9_M95mnE-#rvoDe8^ zZAErPwCj^$rvE&OB5fjY3d^Iw!O>PAweLI(q|+L}LG*Ya>H=M^#Et;j||nD30=qrdf$ht_4t?qRj}Z~yqYj!A)2vWEj6N#mb0 zR_}Iv?`dMH75Vd}=RcmqJv=ix@;X~XGAD%aOxY`Bn$NuI!U0nFGpvC*^f87q9gNK2>G?~h(!q09HTD#7d?qz!w>;y$}6d&>8p?d7-> z2fq7$&wk_dffkCYK)>3Nu9wcm?_CICp5F8p`U=k}Qt=qN1k5ltp@+DZ-sCi?SIa2HcE=E>lR!QCgAVY*c9#p11MnSK8$~?Ki~vrRjoj3Ighv!UiiV+-pYr?xU)rC$VQzYC$H?tlbcIZ`UJV%JboT6)o5H+O45$5uDED zJ+xOV)HX$bJ*R!=YhTEnz#;k; zL(w83{pyQRle&my|ge$8^1-i5F5$$Djk<|lYLc4 zVHJq;knZ;it9Nf--+d$!T|-n1y~A@5_MB~=;B*V$@uc(##-finM-PA_o);0$^NQUE zQ`mtP=IAk=*O+vha$7%9ys$3B zJWZjmk&$;p5_e#>ugE&ymFtc(_K->?HZGq@Rkf;QMX4!23Q(iO+5#j1Sk4y)5Tnk$ zg|={eW#Abn+Xp!@Q4-Tmu4&(M!sqL%OyT9Fh2Ieg_zs@f`uCzdI(ChOzLDL5E1G zEVbis4{pLy+sJ?C;cis}ZAGUB87Icz=S(DqlunmEPOjcI>SR!a6f2+<4 z<09z^12VE*sI!XERVTDiNXL5iUr$YS!jX|nt3r6o@6ET}qCP?=&u70$L=BRrBn?_FvTk3(G4tK~+lWDf*{tz>D%H8;cYUNT;AD(N(G} zpGTRk=cdEB&hA5!8b#lm4{V7QiB-7-ogalqk6B zUG5>;Fya6cuPi`Sc#M5u1t1w}NGtK+g&6`iWZ)`2^cB@pJr5Z+k4|cgxeN`_2osY|f9blNQ8m_b^ZQpA%Z> zJ&xKAfptX!6B(s`%eHVOj|hgR#YUbV^2|ux@W?N}&J*j#&)dkzr4U$8yi6Zp3n5!L z0Qi3Uj@nA2B7_jp`_XOJh%e6 zt{*0!WdH&(KnJ8!P%|8XCSwulWyJu1YM;AnZmE@l=dKQb06Aj~up_e=ak<%2raXV= zfUX=`0G^vIQVW1R^5TROj*MIbgAf@~cv!|fjByUOL^{|n&r3u};YwjrgiVDi2qljg zXZ21fM+^d}{qh4MV<>INB-g6|=)S5EI!Cz^dR?;jj6)PMQLzbUkkeo}?5u zc;{M4R!a&GbM<5Fsts0PqlEH#UlH%y{_25S2zeprh$*;D9Gff3q-_-;Tl{bzK~DJ= zm=o9Y)Uwr&eb)*-bi9&6h0y6UqJ!+@QN&3_OZF;-T`w%K3Ve5}epo>hZM$a=^{c<6 zcJ-4)@>C7;z)R^Y@t#K>W!|snKSiST8#t=k=z4Rszwc4MEqt9Kr1GL%$0Yw15%}19 zKRX20<&jl>ll~r&{eHWJ9l@*8LGZ+4NTzQw8dZWuunQ-YyU+joji1wzk^e=%`qZN@ z`G(RB=mPW+-`zaS*+J|f-}-W1S=d7Euz%o95&v)N_&aV+U`n?lg(<}V8IS?R| z=pjfj7=UC#aM6E!!SR*4>6+*Zk1Cmn; zGUep(I&dhzNkGIXv09%YQr;PcPry`S-xO>2F_zp1oB$K%9r)#y&`KV|sT^2t+;wteHRK@n0OWR z)+&NkcJ#dFue@O1%k{nm&fCwUDle@<1Its^9C}afiFq==+Pcw= zU5*Fy>7?(MJ zXXpy+;Vt^5e|*{fH-0`xM$W~n4?TCQ99DhPE%2o0v>1;_rXTqB(*uxB+WU>V-|rUj zgaBfHIri;mJ7zQPA(vOJbBBs&i=r62kY z+pcs9>_#45>^kS2D-BJHf4)61NjM@eH1kk;1<%ROv~OPEl6}q$r2U9@1ef#-7dGQK zHH?hhO#&2X?TVi9(JrF}qA)ElDK3y+dq&zRS<;(&u1hAE~ zm_Y{YO5_fZV%CA3^S~@{w1U9<07LH>c?Fz-UrF5w0t{etp~c+uxB`Aa4M~N4C%_7U zMIQRaH{`~;Ah-s!Mn7bQW*84bp88&@;VZW;#zSFSg0?a zsg%I_A^PJZ-LqGP*1NAs?IXAft1KM7Du?I&!deVO9<_HoIc zJpLTga0slsBoWB|SIbkEaat}vSVD&@sd6M1c2_`Tw>#NxNURFZ&~c2RFVB~kHa!H%<~!z^_n{~Bz3>b?uINQ@Cwq`B z=-Jqh+R&L`6vB+IWITEi>~e3_3_tekS1)YHacUSDxtAVTyQcu|$(WyV_W z;(JH{AYxoGv@)uI3$V$+!G;4N=SZt`t5-r52a!;DQt`aXxI$p*3!pLRT(4Xz*G`}k ziDjR%#9%8VEK#qGlfk!bmt*IA6)!VI3)q5P4Ou2MQR{ zs{9a?FW5)nf`7(hAo3)IYsh(up*DH0BL69C`h~HTz;#=iH?8H4UXS4cM>%c?)K zA2~hHp;W84C@2j2#{Zv=jNB^%t5wbv!&W&dgRZ6Mrf4RWlV1s}wj`sk67h^GAlM2$ z&;n+AcnT2BAc@q%;8!67aAizoT166S+s|k>;XGg{~Jy zkin}>)ocAdNRkNNG8d>S&u!oPA5!nzLLne#y=W&zo&ed=TsSN407cCrJsng<=IZ^JY)#0yDSlhN3!lG{keMWeog*uqSE<{L~i}Eg;yFAqCMCQso z!7BD8yV1RpzzZX!OR1##(dWjgVPxc95Lg*wlwCmK$6YD-!ZRYVN^TqoGA#C$)mCD) zPnoa$J7X_{t%`y`tWxcO%yr@SF*SL6?r!mKzbG+~RjpzA|=dfe})>$wJVPDC^DO2{VlA2eQ zeF_!>jgnL)!YblvN9jE*TE7%R7+dbBF`+w>hyn=PU>>~7>j`EelHj7%M9N!a zzVk2?UQ+hPJb;uiL_TsKUc#=s|L}GBXOQ)-QREntJhxgn@J!D~Y9Ym1m}sTe^AhJ^ zwr}!&#=tq>R~01JD5S=czpTQw~iyf%?r&KbiwmsaDaFYl;rigcb)&0iVW zj!ER?95P6Wu6o{Bk+OMnBxLka+dPBpZ+TYbN!0(H<1IpJB*?sj@7I3p*K@{q9X-T) zm-=bH=egInj^VLnCfZyZ-=+Q8h-n4AK1V&FMX)X6t0D@%WlV~1>w2DOq#S9z_dcR5 z56QlBd0<_qaKfsx=D}L^)eKp<2Dcc6bTULbk!MEH9Xi%K{`{4b&;0v=l@n{p(yuN7 zukQZndAdLZmhFhSa{eM_*hBOLww89y_vU)!lX`dnbR6%fPdWw3+Cxt*Sr-mg*FV~*HO5r zf>s`qgJ4#f^^C!`46>?H0XJXtaHE) z5ap#sQKC38)_7qdw1gERuo!YYuOhPE^u1R-un=1E$6(#7M8Om5uE!Q=Em?qd77W5d zk!%ZP3b*pksu)F~)DbGS+EU2!F0!8@=(_eW&Hk9Q)D~7EdbG_oz7V;NGyW*0@UPWO z;+TO*IfQwzj#Ao|a%NT0R@)E0_~^+kzkHe!hRmnP!9+NTta2ZTJfk#Lwi>DBnV#o* z9<+!w-|W2$74)vQj!7O`RTR{|&`M*`^;UozlPVQba*dyRt5}$~TM6%7%XlsvF7l+R zlOt)=cCHFIhZT-}b$#|W>RM7YLeH&zWYbs$bF08gWY8GG*thglixd z?*bRA8tQin%fbS`b-G-YP?77zVj{11de*(qpFjD?KRfhZ_2z} zeqg`DLiFT-vS?ojVTsz!;pHG^FPTS6>ta9K?NI*1=6QCTzK~JoEI2@SNazTzRp=(H z81s%2b2z<&eb)jS!i^0`7b+b=kvIq|cvEO%dWku}cfuFCj_=Q_Dq9edRl;~vheC!5?Cp9hpx?eu*yvmcpVg=S$`!yF0Top zXa;h?s5}WNJFS9e@KAby9DsBku!z?m_f?5CLd^3hkM#i$Tg4<4vhrn7CMj=uWx+%w5=^F?l`t75wo+L&A@{*R zm0I}0 zkx28o2%YhIeR*Cvr!LjQnzTP(+nVnqXSc}RePej~0y2lCs-IhWM9=KEb{d&O5f_1V zog_jLu8n!%@~F(y6mIa=V5Bk>kyyMV7>M$a-uc`UC-=Sd+2x6~Wa(F@z^k|3cb=VN zUPik3eT~>DMM_aB7OUt6=Js+EYhR9Gb2hum?-l-6SY`GievK5;XVEM@q2eok?`$>C zFh9d_&xmZI7toWmZ%%YgU*3^T2S3<%-j@`PNFUO71#rBBwt2Xl2RxUjCyZh5l_!~A zB-MgrdJ^xnB6ysO2rMx@CkdgL2rC%%z8AiP%;Mz0xnZYEt#HC63$Lykfi;s!DRn@_ zampQKgAy5l)IKT6dn>WCVjH;Wqa?6ZlBk?=iT%on05pM(>*a(&IK|X6Zc5yjduy(u zfK40y0I(`W*k^m*h1L*b%q6#Smp z&cj96ha@5}GO`~w!ZmnD>9kLQgNu1%xwn$lq;Nut7Xy)@h`dKm@i>L6Ru6Cb$#;cI z!!XyaKvL4mi)E#f=z~yj%fD5aA)&CAT-7#A*T%E7iD1k7wj}m_r?D{~RGHCnVMvMl zT&n`2ZJurRDXooXc|0h~5iWT&HFs4}a?F`E5>q4(rH)6>tit#r!6G`{L-cD-jnEkr zoR8-_r+o>|BTPxeXwRC7vZ^}S=K0mPM6NYAyKg3r{C~S}sK>Oe|1m6d5m>K7PONgTm4Ls{;0W+=j0oGI za}f)L^sT#IC9#fvESD_(>JVPt^@;Q5dB3R^ph|mS9z?uYpto4X9->RoHA;fs?~#3# z<3Kq&_f~E0ILS+@;x2`Oo0q(Y{`Buz`poN!o@CzEZnP=Q@98iVyU829FhcJo?O z7-Cg0bPTXO7eHkQ0bT}=Ey2nI97+(6f!xz6M9v|pGTxjMuMCiY74pi8A1^Ba$GE%Y z2hSq1gcVk$kT(`X55tbY!nOk|RVXA!-X$SjB-WAzSZBZ>gpH#y9*GqZQl&If$XfRn z8b*mKw2)#|?xqMC%9wV}Li zRu{D^CzcgOE0i#jmloxX!e$}B%43xdJtJ~T|AiAeUny?mfk2{|R&^+^3vGO3VSw({ zPW$p@bydk#f7 zrR4XFF_%Z=N(Oyor|p*UUlqP_&Yly?&&P!<9!id$bgub-U()n_Ik09=#Jmx^*4WII zjJFop=I{~UPsS>Q{qAgM@5p_gXro8m%7OJd709UQh5v;NVZTQ>5VpY<#5moJK4#Go zM#+iADE!brzHsvKe?7eWe^?a?mn{A2Vj+Z8>@&~Xj*A`a7->?FSZp7<0dfXGM5o9j zt2x@-?Y9bV&9}3cdB;iV4%l9Fk}A^r&BFq7clj?X@}SK~V2yK>Hb^**33MTP0sY4N z(R)aRA?P9Am5!#rayj??aE2`>_c4N;{)5Cb2EMy+N_tOYXKb9)zws&GGW(H@$g$zQ zFML@l24l+xv>=Fd-#us9gG&}(T`GYUxs(F2l>@7lXFvD|tX4P4*biXIo2pe$$4Lr2 zU}@zOIE~6^Mg=ecLI|s|l9g@jKd@nd0m71g0>|=M0V~E8Kp_EdrBJm8Jmr6JPvuat z>*a(2R0u7=#_I|&5ut^`1S766?mV)D5MteJd14{4#6R=Gk`rrp-(udEEWkPg24M-i z!^(1972Z|5LIcNRcnU*14-54X*;QCwediUE$53Uh5i$`pB_xg9Lh!)G5~}CPI#vs$ zbXp9cbmc(>11o9)`@DmEGxE;J|A)9oV7Ue}DRD4W-*6QM`#$dqvwLQqRaF@B4h+^p z`U*>M>|R7uF8=n*UuEmK`KDuIXgo879hX;ZEcNZ2IZeNLV^!&BU#Q-8<-zu~Y5#B- z+`e|RvL7kd`HM^a9hTX<%KqX04iikBzY=L2uS8lXTX^+Qg{{FUf46E zk*>zbmR}SW@ocb2$WZ*)OAO)VjkRRyR~rPDIh!4Y$YKMTi<_GeF320dEjmDp|Hzs0 zU$LXgUu<5tHIL5r+&(-{XJL2wU3+G~{pM_Qba@WV)9lWwIENAS=UkrT^oevHNd z9EoINf9i{Pp1!hoUGwc0=-6^_#u(9u*pR;4cp$crSg?pw1f3_6y@dC?xR6zBL{*ViJkmMpw_!*x`!086f)oy!Z0;Q>Up6qQ2?EM}ZxReUre3b6%{ z^jl6809r}aJi!2#chKH_RV?J0J%u4B}>6N5`(aiv5rrTjp6I;`2{Co zUip3~b@mA|r^-G^1$bFrDTGX2Qo~!He3h62PCTq)>JeDZS+x*8NTC8; z_QgJ*lRxHHPo3QK(`QcJ_WN%r1HHSxnD-@1!8#)bA-v2xmGK4Z3g3dGl(6uw3S4;z zRgo0|59`YH2g~3nT!V{@yTatOsR|)Hq!ikxAi}-E?#7i32Bo~2o14#L>`hU$Mv&y0HjQ2f5k|zZG z;fck&o%cKMh6i7MP#|4)0x*V|SIdfIg5OR6=z^e;Vf#b9mKrQf*>fht%596$p&Nu*UteE|+-rbNN^^R5Djz=UT2k}Bc~lMckJ zLO2J20J(iYSll!Ao$*$MEd-ag;+BCEp)>&=#1+pgURvBl5nVtDI0373KYIoPZ;Qyn z$TI|YAh|rTmMjJ9EEt5aGeQAojybVl9ZYq;5J9+C1vza>GF~;ka$~{2LgbupVL|^9 zSn#mK@35^z?-jI&DYcNjJB{39>P9-y#McCJh}N7Pv>n4H!D3& zk)-Uow-D~6f*d84r(9A9tDsoLLf`9JA&;Zd>Ah1*8Me-sL(KPgt|ah<9}uKhWR|h) z9_NX_ooiJ+YL1)}fOnkCUSV@0_i|%JXqLCB>$c8~WX+hE-1V7k>0BX+J%^02fHQo`SnaB88f{@Tt`QumVKkLUWfLU!w? zF><|e>Di0GdVQt;uc}gqrwqghZ1@4IU=6)3gOlDx&nm|ZobvZR`Y~Oy^sD5yM=r2q zcvkt{n5)gJerJATem@rA*)-;R`T!3h+tRQgZp_OSUx_F(e}}>JoV{L<=6!R%=jyB6 zmF1=M4$Z~m+}Lm5b@O^TNUI=UC|`D=_bRVux{hzA>*%XW^`2RNQs2Y-48hly^Mdgz zI)^=3(HgcP-H48)U(({A#XSxTJlaIxAg;=xEGkDd&doo3mUDyfLbl6&5(J;HK~;TcIz&1_*R7X_cCyUO(+8qmnsSEOOi`eBcE%0Ug7m^68aUXSmdc zaboK_5{!Wb-0TBe*NVXgKC$xv3HUI?BnSnJz*}2nmbO4lSYdz!$)lV8F`D+rWkN=>MsgECuVV7=-11sM_0HrLE-PVd7l+KQceB9XMBRCv8&f zx)#A-a#G5neF_?Zo$#;~R9i|Q+=Qp7Aj*jZOJ3Z1th9 z#!7#V3!5yTmT@XPVN5Pw5^(JfhrQ<+wH+#0PP8%U``oW{^F3Shb=T)yBY7#ECT~^e z=DGZG^Gj`=H=gtF<5I|sL!MHIzUD;wr9fB&)(s*N{C>j`z9nWZtdKzs zpOEA52M*D{7>!6Q#U~zlT`260_o6wzdD6VeV@Na!TgIZ4#r*PI zB8~mt=mu30G^f)Ws`l4BXFetKZ?9qu^a(mb1z5(a!OqRLqGRW)Aeb|R=d#O0*?2$r zVC%i;87)#3k&{Pv*Q#V(g+#<%1eShtYA6?$b4V?ABHS6h)vM%eA0Elghs5Hrz_|f2 z$iabA0~?UH8?3SrD4fu_ogKNH8kQ^q>slySfl;fvg&20tF@TB8nibDTvO`kkF8d6U z2&}?C02#0WU>PI1m%G;%SZNESfDpqBXk+IAkL&udb#GO;fHSfQiG|ccM%mA`6u9xa z;{M5C6GFqNGa2wwa4*j+?M(sz3}_**gdIxc4!~?N^IS=H{V&j3vJ|YdU=Sja;2h;G zFAqu*B`RY%4-pb+5aGpW%cIqO?f@x4*1oS#N}GOMcP#?HaJULvv_FzXaIahtlt{{_ zwvx1H_4aLkolrq?hz^9Z^6e+c^@`EovY9$e#sm9uBrENH?AARQCRR|+&raZ%H z&r4b@h1+>jA=eyxXWwfcaG&vL71cc8Uf*o)Am$B3R7$Kdv|rMD--Z10K9N}FD%YAj zjB$UPIa#~s&q?1qH%bOL@psKLDpI96Z(p@Q_h{d_c^1${oxCKD@ddYS6Kvto#s5G3a@J6 zZsvQ}**1mzv6B!q7QN^b=H&8WnK#4#qIKr?r32^(8H9lLZ1`?O(Kp?}+}^cvHv1;zo$-+}2Emq7gK?-@GbaY`@3{P6 zbQD-rC1$oEa*Evcn{OG@^7SFMi(|G!?c2&~IhumYYfiD92T zxF{7s%ry$+X%*B%&!@BihS>UImkCg!oB%Zd2$X;v*)Wvmn;SA zEEt4&OBDu_F=kt67Ngra%2VNnFf)&X$Q%8@HP`j4ZKQq2B}^vC7p|aDiqK?zO71yg%}ia**+z?#gD2Txju$4xE^tsXI2X%Te+9U z7sQM#wlKKonMiEHZ} z`u^H?O!|iTd;7j|+=%@{iSLa^GUgW>pIx}(mIvCt@5?i8d0^c@lDDegYvGPsZ zjL|kFanIf>Wk4R-d83z~3juDij?IU>Vk^QH`c7j(w@JTojebNw@jb@V7Fh*<%7JB{ zortVLY9ZL!guJhew;Wk?DCckb@v2U^WD!`GqhJA&t!tMV*c7-l4o4$Tj;E;@%T>8`JVA65k)O=eWE% zDbsm!wAf**y*_N6i@-6S?l*V2ZmVB?U5V$i``f<~i9jmX*43^sd?-}%w9^0Y)sj5f z7G52Zuo^T8zja%kXz#ruj)=sb)!Z`j3#BX2+qew!G!HZ}vB7%4sA;f?&Xa<4`xzNP!1mYZx zrZJ+Rc%h&u;)pmy0uCU?5kJ$hel&mBY^wUy>C+wTs(rC|r~U4CsCu8h*0a~JWD!_% z!q!=Gq0c4rJjzD1vlIo9*nu3-1~3dYpby~R@ckEo9w4(H$N?;%$FL)S4B5q{)a)RD18BLG z%8PaMfAS@Zz&aFxt>M;;m1H#b^G3W6AC^cdkCmFBXC2yu5fjZrgtE-h20+3pH?# z^Svjsi}YzM+AW3c?M_NwAE!x4%gg_Cy-A|05m@9jFR8XqySKBFd3jdt({9_f7G50y zmd;^@c~3@qGo;}bqnj55qthg!WXV!CJn^3ot@pU(X!Waiyyq!8fbre8VJtDeWQ7tjgp=NJ&d+_=q#n#UC93r|Fl(M!r{79qDV&@^m;R+Iq zU1z^{Qy8N*RkHUkIV$kLf!w&|!~wf<$WUY`H&u_S?0IqBKs2L8o4~ay8o<~x@WD#wVRAbV0N~XTy9bC%`6^0Ssq%e-Md-u!F!Y|cVDP|NoZ7j8ekHb~2+0#h0s?6ps+c-cW9oH-V5s3%O%bAszExgyCvB3K+QGDgVo1mzlNVoEv zX;(;Sd9wUo_80m`GPGU0g#IOpA4yI7v}-IKEB6+PVLeY{vw$46*f+C`6e>R zsth`AkJsxug@4}ry89M^^?yoUkt(}Z*|Q=K@FK5L_`>)^q%$-v5m+V|5$zAW>brex zz0)N}r(fOv=q0vHVYqCau|HlxY@WgkeN)DLwhw~HlBbg~(YaN9H@<2czUCP|lg_1i zG4>nh^Bk|La`u{UyK&;G6Fl0vhpH#jXY^aD0r+6du;23&t!Rbyl@O z`iH(eFWtel=rQS9^cVVqcdD)TgvjE7MekwTu@Ut}A3{4S=+-DpCL}ms9P^jpf`D z0+;_K&jf}|mAp#s&V5$cOyyHC?0^eM6<%Y>n8UJbZx+CDvkge93_9+j01jADu7uuT z?stPY4lruPYg~a&tCr)nt+4E)<5%!2L z9;fgSKI$Jy2EXBIINSZ$cHOEc+D2-@^^{}+!@Y;X4hspiEFpViO}WA-*ZPbAB*u)| z_8WMQ-ix-K>w1wpu2UsJGXJjo%06CO`}C>JYZ)4Q9&ak=&*z>0Id)fX>>3NN4n%y9 zzQxGL3I~-`8jipf9-s{HDvHs`=v|D-JAeD>lPCZCknjEI-{+F!(y!k7fr|)U_K@*3 z?;~Q|M6Ss5#8%O+5W{jp`o4T?6_Lq?N}maLca0Nt3}bCo04vVnT>a&Ea3+EonS@B1 zQxmw~Jgbe_p0|k%%h|T1bFlGD;L%k~ay8LazUA&+8+sC5$Tia^(x1FLHXA2AAsq8HO7# zDgaYxOf!9e9~lLB9A~&W2T@g`cjsc*ffpkWU|lJr`n?xVZu!v*W(j#_DO11MznJ$W zi@-V*$y>Bp%3R`M=j@>pk!8Ekwg?pa%Fkq9-aFdoT>~HC9f4!vV?+?FOCi;lHjzP9 ze6=s{qw+~a_9KB*KhF@IgDTT1HM5}PqOm0<;^hL%=gz?_1K5IXs z&i$u6yD$4~m(aY#&&DC|$C7yV!VP=(#5VC>^Lp!dsjtH4yu%XopEo3~bFPKpn%ljW zWYvwj7HR!@c|R_^Ixr~|H++P3zT1jCR0M+IiO3?nu^5f8NJtO;inr)P|9E1(&m~8t zU)}cjC6h@NeK8i-mvNK_78{3W5O1Wsyp63@(e-VmvsjYJ#@i`*U6pq-yoc4De^z0e zHQ_}M%Ggcw{^*eBJh# zqtX5d$Zg(16(AWy`3m=IR=VTmmujpmRImR?hCs@D+Z7ZTuiL#BzUR8liqGx5my+tv zA$(oS`Qtr~<96*jKEAh%0PB%Yons&A8QbUCeJ>e8-M{_Bz1OGpF~rfm)o;ZREEitg zBqUa(bK$wZRX9+XGz^1R1g;>j$~S|=f=v>;Km5^C($-Nq1_S|91{a`nYy^a2ivy2&X1VR$ zL_23Ic~;+nTL4rj&RB_tff6HYGMhObMX@dVmRW6_d`WLt1fRx1YC`lB(EtvCX!{KFfb4sk>vs2zg}5 zCxgVgD1>1k9D=KsRnsHkWCnM{7Cg&CsvJ)gI9LVWs#fTDd8Hgf z3L&*D?T3?yA-D(Ytiw_Y6orcd26y3}Bhu63N`m+=-xF(ka zvOau7Siw)%g162!<7>P7Al6+EM(4I~zh|NF7Sd=5vm>Y|wS|k9xHV*Olxl4v zVv=o>P!XhEUz@zq#yn8n>#Ps>ANv1w56zleMk0BJ6ng#cN_bzsu37Kc)?T09llHAU zzk4OMkHo95o@v%c^h3JG$ghQ0H;MF(MOa2Km(wq=&hq-f7kV1Zp>tjM<|a+Uk6%Ev zOYH7HbM)_Y$>Hl)cRYLvF+z7Rmit!VW8aiqy(Zx!QjD98uT6T<1sY?GkH*5n@K1As zsHlu<8?Rw-zspHwpyxuHYRi#R=a?;IfLL?-w+Fd(itIK1nRpFDZX zFF(Jr4_9Q)l0{&>_A&$8`AdoeEkKoLLshjLtJHFeer+kgfG&>+pfu*hB8~&Bav)~cPa>-#nYMX!%?aDxr}y0X9iJsnv(^`0 z-Gq|2BmK_0|45$o8Ov}3rqIzUq(j%DW0@#?=PS?fa#)^NOAcPYy6gUn#_qlg5xMUGnX9?q*1@O!Y zVPOX6$*a*UZc6Ju{ZL?<-3A~Tc|fuJFL^Aq-#HAO3_QTahyvWXdjd3MQxymqT7VxI zS+@jI)+tHIE875!K?jf+Z4@TJ1gI!bT-vKzXo*!f`+>aTnZ;{?o4asABo=S1jS;v! zv6d_X>rldA;7=i94DJl@u!%xN3507YTIF_vv)UqBO3)1%vX|u}~R zd8qpSebHi(cRqO0IBU!@c8)o);HHUkb_$!s zxXcbR4jTJPU4Zl|td4GC?Atelu+%K&9&Uex(ikegulUxR0Bj7X8f_u*d1LJgBkUfK zM(G{tNO^VZ&pqaW4Rc`2`2O4n9nE`#F>JzeVA;neq!+OP=|HyWTRhUW=kU;k9Ky`G zF%r5^5Z~$15R~b@cjtb}6Zy7LI zPf53}KgY)VssC|**GVxRt4cBQfJmUh_@cD<_}wEQvYj!L+ibJ><-D?V3{d5PP-Q^? z!+5g|Z~$CkF9cylRJ~!i<)&T^tnytUrjS-b3CoAYBS9W4Ibr~ncxU+;R3xNSUHIXb zRVK8=yi4r9nD-@%z&Z?pS$UDbOSl&fS`x=|v#)Jo-Bn(7Zpq0D^QsabT&t>K6$kCh zv#4BJ6toh%R@5S|Ea%u?_;oX!9Uas=+lxVLH z*Cnt#G7WL%`gw?1FTpBlR<|mIp1(X*l+JQqc{lFaJF`zep1rVuLhBrNZs(VyEX6qQ zxAJa`MMNT%_DLq5vD~=3EtIal_Lcr4S1X$%XN=fl4)Cj5q#Px!5vK=Fx83hP!kO=lBlUV04zei1Q*R zXL<*X!;K}SxJd_s4X#O7XmZ2x+FLeGdrt2L@dQ6SJN?D^d9UY<<$0@!To|KgqPMUc z;S8bkh`gcKAkdLl?6@Lw=u31U&JFgN)XVNiV^g5Nz=dT;YFRf>2q`oJ$gq zu+XfpcKRUtrzlgJZNp;A6v`5>7jD?(gX@&vupAqaZ^$V7Jaf4cy|apXr8Gv#Si-n6dMdgCVPJd&rM zbK6(W$|^5LF3sec=bw|iN0K$>kNLEWwR2zg)#sd>YG>$UN!}x7BdiMBtWU@M#(sTj93p{r2{C2tGVU9@M-L=+2NDIjt6h3Rsi&^zd0#)Ouh(=#^Nm&euIhkbMs6L`o%(KmFL z^r^hmbCRH&c&DXeKoX{p@m81ribDh2k3)l$G8ex6RiwM$Yhza~dvM7jutwQMLIqUw z?C_jG^*qE?$!5F8Oi=9#kw^+5aUZ}0$d=%<%3g)&01Ef*SYarP5QY)JVK4z7Ko5)< zafQtQbpTYzi+v0-=OVJ4$IHMvLk`0Z%ou7&DBy$~GgvU{#GfOxgc1rJp-d#QjkhW45K0_C|vNV97&X?6tcnx!!GB;F59pRhL>a}#j@z$&iZjWuwsdYed*=L4bIz!Yiv9y!RZNB=&T z9F~4{`y-c-B#oC5SmCQwCcXs~JB{6i-j?q%Z|lPAOJ?5rr`>N8NNgzIWcH+Qw91BO zc3N-`RRnGfna424jJdT5Cz8e!x<+XWjQve48Xs(z`oS2V_xpISdB@XL5Lo&XVMDK} zh?sqT1NsqLG5tZC3fYv_#>C#6fANKpxMCNw2Vs>-K(-@2?C8IRC5KO7%^%!Y8q~3J zu22B9vt;zdSnr(4)Mh5Ye8?qBFRxYAAoRyb@S##Vn}N0*+4D+f2QVaM6reD`0F?cC zE7+GoX33Z-ln}GdpaU?KFEtxio|tCj-6x(tr)%DNhU*y((IWDc}!u7-T#U zxR7Go0ac0lcvU&ha5MXdxH4E^(}CSB-*`zLEUY^si{}-k3V_+R&MRw`R9&(Ntiws{ zzSAI!3@CR}#|k+d6+i1$y(_G+wsR6}cv$#dA%zvaDCuc=q$pT06lTIc?TsDUl@y*r zYz(olDz5Mq=D|1k=h)pZKT8qgg~fQx9}DBl&fMnZ zglNf@VrS(+>)NEkHhYJC6Jx*YWf#sxO7dK13mW%fMC0|?E>Cj=lJ_zeY0(~T)K7&X zw8{1zQ|;)3Zo|ft`x8;FPj;vG&Q@eQvK#HE_jo7l#hfGjMnVXATCoA;M7Fez#Ij^3 zvKKFW3sJW0!6k=HV5PX`VHL=vAXl|VyGW<{|3-@qdS$v%BoWg_o_-1%pa za$H}nkKR`8%gC#rs?KCAM1rNjFkB+BlEO{KDp!EGgngC(3(z#H4qO;v2rbJ>$TPZl zWC5!TFrbBbPlU%X-jG_3aal(^iGyaq87!`po_|Ue!YkW6uHJZg1AJe5$&3g91YE*z zfS9Tj^2vya-t@mfYsn(84nRus4Vx?RpNB~vI}t76TS}j$^Q%gjTRp6Ej`c#!B3PV5 zL4$G44i-*F(JWlhlHy7nN8DGL$axf7?Horg*@uLJk(9FX1j0LH6$MTCdL%rf5#}NJ z9fPM7J2RAFtz~&7i0hYV)jeCfNB5IAn&Tx~cdy#P^}MR=3;WwPZbXa~!dW8dysEr6 zeH$Ah%Cxmz4i9}rn$7te#}J0u18dCp=y+pV6ExfMSe3ZC^W5V|v{|2%qc@{;M#aZBQR>Hb`^^JcHJ z^q!u1;ne|%|B~ObkfHuN5%T3fMT{33%^RNA2_1~Sr8=RI=llQmv6U0+f9&1as%%#k z#_<>M#urFpm(Cz2qFyB^C?YBZR79c%lV}h%ns|Z@(GV|!5gYVU1VOJvu|rg_4;bv; zXHh=7`m?O@Ec$B{l5R4>>EK1ez)W!BHaZwDDJ-TIafO2lG9EhoYMh(nEON!0KmBw zc+z$TMBtS1eekR@kOCBQ&T~Xq-DrSUU8VqbU{u$_(nKsH~pfg)qab%0Ox6o5-a z7oaNTkn^Q*JD{&MJocRuh-ueCmBV8n(6S$>aqs|EwX)2HaPR^s1Qy2KdH|-N-)&DV z5^KpKu#P~+v==fPam^mqYI;onDkZD)>!=6g9Osz2wZg)RmRI|)NGurVJmgG9W!sC= zDy_~jHNZdy!9&;xFX3kC){MeJ<`MbMRrgPW3X!Mq4)!tl2&}Czyd{h^9L$B3)a4v|8{bC3u=`{_RK$GdA**R~p)_}#lRhWA0YInMUFGC9A=o_!;s zlF^}3d6OcfHCj%sRsMu0`gC zBKEU4JdbCrNe!&XUZ~`N_g7=E^uF=zXG=to^YLH_e5nAw_bQOVZ`+KI;NlAwk>wiR zFG31|g{V@a&scoFI@L=d6aXP2i$D0PAAfZdJ-7V9CGT5B+|O~eW}`O;C<5uwV(iVr zW{3tZ2dCx$lAN)?2N(fTV(h@v66ge4oFhOBRLo3Z#~C~#sH&p^bS$l7(47MSIc&%& z3PXf}bwD*nYl$wPFo2R&LgW@eLQ1KVMUen2M3!R!*ek#OO?6~|m37SghWuKfwPX=k zM@VZOP9%Gb?Ix8F4pquQof+wbBC&isC;v{D zTyFd7wnv}jllb4~=kQ4)e)vM75BVc}5W1MYt)^x5uaGfxzT-_Gu? zPt-QYBHsOtPX60ia+(BI5my*SPEm|BP64_;2DT<6m_}6~8NZ?+MVd;r* z5Qf^vC_`XHR55;~L|2fs+8gk)cG5_GILffB$p*p<8P!as>zVnC!1B8~S4ExGjnR5F z!m8Eid5Yk2PW3EGg-DOs?;5?kikdf`b0WBk%!-J*Oi?Q@72&Y(YRUgZO2-ZtYuE#$ ziX1KFS^AVnER%wqLKBCgML+Pu$5uMwlFJ@}MfcWem@dv=@*T+TFtN@TF-gx~LNwV& z$MRX6S0ojE>N}z*>D$r&+vdk1ZRl(|oINntz)Jtp;d=)tR2HCfJdbPVqt21I1w^>l zYF^g-3$etvsznZ`2IE<=dM^UeEluMzW|ZQMAD(g^e*tLbJWP1H%m}kdi#MEz%mY?ub>`K0&)>gKn%clJRq*Ud>yg?Hbz|} zm52ib7l5J!YV8c%fDphl17Hjagz+TQlp$q5#@#jq7=Qv)!rpDO&JkQSv6d_X>o_C~ z49|+p8i^6dH2Vn8N`)>8)_Sv>q?yOk>WU~Tt&p(>;}}oy%er%_9SA!ukx~dHhOJpe zI9BZ}I9Y0;^D0o9vBq$Ni=0Gw=o%bEH5{Z9iaupLn+Rag!A0bMY1qz%!Cl*!?zd~h zQAC}EB&*Qi6yeRF)imZy{yIK@l*Xmr?pT`@==$kOs zK7^d(7hau!`0o0?b8@STTKzw`!7hU@MZvSZM8BIreA}Nsd-nbpKJJ@2`S-cxlGecb z(2EgR^d`N`-{_m5%S8Iny(W|R5_}grwMim6wi;MX?$@2SrYTce`%GZb*L)xMz_uyM zc}(xSmJXm1SVcM;FWkSHZW-^jV(sT!_S&i*Du5us0fN`unP@h`0m{hM1FE77dd~8h0Y@n> z0I^(X+ks3`21qAP6Q|5FP_x}}%~${}AO%POe~w%v7Nd!yhDldQ)C_=QbtlBABdgS8 z0AxT4a51jT3d)VH;Jc!uZ~W~Sq!q46tR;)UIu4mJFT<{;799HOIfR|I6`@tFrb6=@ zr>Laxv197S3csp@Wen>@v6g}Z7sJfRF@`QIgssMhi4}fln88j)9pezrG3oaGt;^wSi<{NBAYq zs~e)g#9DGG@#^+RUL>&mpI2C%o{N|f$%7E#kI=!0CjJXQCgO=tM8EQTYNS#MzwaxX zA|h!Jq?z;RayCJB2oi{nt`_Cq^$_XOf)b3C&6AEDn}E$@wmrMZIK2~g2m8RYk?fxA z4!^T;s+~#Pzj3@Lkyf75yEG`zXde- zZ5%`+GOIL0SS4ah!!Lf~-H$91YsqO5Sm)&+=O~S&5#t^>`G~J(L>y8Bi^P_nYjDpw z)HyQEya6WQ<2ayWj2t%LQ`=Y$2e1byfVT)N`$P{^)DW<9;ygD{s)(_75g-8(A?lnq z02WbYpIHz&%x3#+XFTatCz7|X(^~a4KY3;qc3-j_ z!XuNpJ6v7y{DzaIdl#t^j*muNq3+hhY1h7T$5L4bom2f++A z`nu&i-;j3bxD7G4YGN%pJ_2i=4F&|)V+dC_WL)Q1Ty!|NarbfbwmwTO=<6QHvEWbz zB&CIT4gljfrz9ZDv0>;0bR02EyD@X9j1{@XSwdz3DFVm=8E33k&LXlX4rw$PcHl+9 zFrt8zbwDM58bB%fPJo$ngt?1gz`_e3z31V@yf0Y<){#gZ2*+aXrI3xpRt_4nfHCNI z>1GiKh3&(_>Q0ahH6#m696JyeT}$9++v~^!KjB_DTJd!I8N8(;z(~K%0*8r~@XtMo z#A19gykH*uW2BlDWpq2vwPCMWO5<6&wtEhn3H=7Q!*uuCGa>0p15EE_JlD0X7T=C( zwwPqVj-3zdpk!$r$BcCutIOp#xe<#(Uz}6EJ0)=8)smM?e2ab8ee1qccu-VHDLplt zU~idNlvc$)(-Ha|e|hZeBmelQF;4!SF1b8-_2#!e?*F_pDD+j6D#k;s$olZVU$%(j z_#yNz{cD1rZl{0gaeB6_lkAlIq-_%r2pXg?z3&`)v_@J*RL|$powE%zH@z{A@404N zqt3}@X?>@j@-EmVp0g+@_v5#BX5I5Q8E0I0VFIklyNa?q#`{Dl@$o#bvHj+oAp#v| zn~A!*61q;s<3)oa&qY!Z7-T$TIzNx^2cHBp-29_wMP~_our8QEa06RP{bbia`R`@P zaYtbF;a`+66gUkRZDe0WHzEKGAd1)`K(J_p-iPghr|ly_2c$hCkOMBBH3tx=l|P+B z$e9C7K(BN~;x}N#q8q2ef55H|7C_E6;K#A!(E07yBDSO+8bj2Uh^-9+znJ$W%OO0H z=qm$=;t*NRr(^j}bZ@D* zmSd1XHL>P^33h=9P{ar zRst80RhDccejZ!Nq#ptjX@&4|JhIDgK@OYaS7y$V<4z$gLWxq($jfP}qmq5)I9F4J zky$SAsMPCzWoi3)DG1JwM9R>PT$)4ww;G|P$rObU@4zkyRZ&Y1h!rxG9yuxzXI2St!G27H9-BA^s(cdRjxQGid#C{RLD`HkEH zXd5+wW*|NnIa?mM7+eIxWH-CE5{-%j^6`;JMG(g+-5JC40V zm(r6pTbLW2?2_(#OkWK94-pZUYy`_nAJElh6Q#$}$z;YAI-R}4{vb#rV|i9K0lUL{ zY?92lYzyZU!JhtyLn5x~G*}54IE1J&j%y$m*+c$j{=Sx#oRJwMwXjI8&AvrqExDuw zRv$N|J*WNwoRMrQKiRUG;29ijZx(+J)%L+=pl2xf_<@x3e9RGIt`E2Zh7m9VjWH4` zkaWB;h3SND20{U256kiX#+skffDf>i3Jq>9*g%$AH3-YUpo^%N)hSm_1X=I z_4;3bX~V)V5^KpKu#QCFSa=L;BPsljw1=;wQ5T+%IA5d{oKB2Y_rlWSkTP(Q!8H~% zjns*}VwBaXkg*CwVIOR5*3vfXHMxMBrBgE;VIb1on7R{6*Ngb%GrlC>^SzC zCONl0{jD=am62HY{o!+G5B>8&xOwvLbjb})U_E|?4&|fJwe)N_PapCjOdv&I@q>H^ zboE%Psc7VMX&sOoYuC3x$Fm0-H#>wbr6((Wkbk;w7ed#L^tvv+<=Na9JHoSN-xL8H zZjdHEW_?UNqeyZ0hHSD7W7sAFAlOjesjFS)H z-~!Bnq9_3o1BHJ!V-NftPXcr2)U~kI%(aU}Y*}Xv8OJt`nstT|gGktJg^Gcn{AtG^ ztcpNz4B%os0W!d4JB5R!;^-Aldi&3wwiJ3Ql3_F6BC(b%0_#Y+YK6ID$5vQpeJ6oX zF?YsZxL9PYWuzG6YK-n-TxM7mZNwOZk&#;rJos7aoMUaT29;&0b?&29+-7!RE&~o; z!b3R7Ff-oU|NI#-kTuNUS9{w0-sJ$F7KCt_vX@ zOK(+vpw8#?Z0Y>;tN(jC+JrnoS|M9(qiai@8|{p3DSLdMIuM(1s&k)juxMxcmTsIQ zlP$MR*f=lSqH8<$5Z&du*bm+f`=T1h?x*^d*#mTZ1@Onf4eyb?;oY!j_-Re<8Qc40 zx43UnXU_5dybtfjdn~HV^=0Dl4@Fd2!X1AjSvvwE+-J2yO98d+c*iI!BLd4dc9f#< zi1*F$%O6~Fd<0e@_M3 z=Df}Onn`D@V8{WE=frB)TA2V8fDPa{SBR;i3xE+o0s6KfshsZ|zyfF}j9StnlpM=2 z!mwM9zyf+wWhf3Iy#PxNv*Q4f9B1p!t@c$;o)kg^mu_BwOLUf$!kfPL+$LIUf!2~m zU>$?hMYWVPSji|V&8_06MZy+=#h5EyuJrFBgNj6Av{^SET!ndzM3`5tE12guoU=4e z9lc!Nxr{MJD-2}JIS%HzHas+D`%As9TPp)gfl|1uCe|H4e_AaFWIZEI8Uiv4pT&(oA%zf!>8@?%jJw-aE-Cb{~mj zieiiCGM0Vm-#Kl6Hr`8@bI%=LT3pBNiqLWlnWL2~+upVc+K&xd8gth1Gr>A#ZhWUiIv`iA3D~SKY3*XWuNmI?-s>YS8unm=o$djiiSiMPnfWik@eG zDb;Z6PoFt^@82F>?{mowYhT^@;FIb*(W!_i{t7)0OX)r7X7nlDYqFef^nXukn8K&2 zwl5t?hr(vxOW#l31n2wZTRGmfjaPTyCW`3B$f5B6yoln+tLz!~a%eQNXNph~aKKiG zWU_QWP2v@WJ?bC(dKaY;BD>*60QQT1Wv<8bFK#SMg#75vQ!^0})puuQ+n{ z2SNZUpb~i{;tIf-IT3k<*zy}|kF3JNBe6JsQVQ?<#aA`}xWY%5ECTBY1nyP1y>*z% zC@PYw^z0&j!bswnW(Fgu>M&?qb+H_4KO+qG(GR6m*D23xR0r4kee zqUiO?y-rk|iHN8mf&)Q8QAAK|&{rzsNAZWvCQjzbsI+cYJDfM0X{#Zn1BTY}hGm4bRATq!j#U(#!qYw{iyT zsmdR)R}fYFKSY?6PySy76#~n%^c@~q=eOfCIxnA6@PuOpLcl2`76MB^1FSks60V?z zCFh(%xL>@K0nlwp82~=J!$|=-(h1N2J!BN{4sZ)G1tfK(GJeJ589bJ?rv?6&lm>93 z0DwPW@)`JXxO5GqPyiBV3kYG=ZKFt>pF_t{6KP<7>^iVRa*5uOE{OaBT()ua0GrQG zeeZdsml|18at_BV&|0zxtaFLPB9T#bCd{E{P$6ZCiWzHXjp^SNc_&2&g`IGZK?RSE z4i88^$5B$u$_OnO<1Sz=L-Y{4lI~5^p@z#4>A$v^R^% zC_`q6#*%Jr))+n-(|8qY_r2N_uBS9^&&xU(-7|yh_9>LV2shW>cF!|IwzP)?+2*;V zyCVPWn^bo!qq^>o{hmceUD0i~PHK;%W|nhpZFikp1lv6RP1e-f>dtsd6wXQ^yyN2c zFZ#cC*?&GffEku`KxJ#O138PLuuL$DbbsrgzbF#xfDtPiYsu}huU`4-3;$bsjs7#4 zH2O&Ok`N!M9m(*k4|?UlS_1Nc0v;rr#u7phU0Id8>oA1 zl4hLXnI}T_6qaZ6zz+T!8=>Z5)$E+h?XU^#?_ScWr4X`z5R3dgz8f0{In_jAHdGlr zwzG%WMLzpY;TFG9+Oz0UKA{OgC1zG(_a$dXV9i7ifbl|mx!dM@#;sXthIooQ0%~hE zcNbu_55OG9*>9wFjr$2QMob0vI6**y0BZnV!98H-o&kmw6V4Ja1>}x*3<3;T0~<@? zILBKDbbvabL0%!KY8fw7m$Cp@oI2|O7zSR-AkYC$wRZ+|mQoANq#&?-23SRBVcr$- zd-_-3JVa+L5^KpKu+Bh=PJu!2hcVG8VjpeRU+HCm3>Yvf16zv1?rqdrP5am{~Hybp7HeBIMPC5CH)r zMQg!NcwEOM8rwS8==!UTl|k&gd#aeTWzV8i%dp>9t6in`=9eN|W-UDGY@?ktsWhNK34lH@jF2vy4L67)vV%24ZryT_#Mj}SjjyU z#Z-32Md^;dMa(=<;1xCXEp^}RyyxUaYqQzI90ba0jteeNxBTpn>GpGcFJJd9GFiI= zy1@xC_h&Cuj7}2x*4l+q2}mr+2kTO@Jda*`d!{4Xr#q3g5OA9KOtl}dpX_< zix*1NXVskH#=x+u*4aw7dWeM}_$E3fOcOEJS0DR%6K(ypDeMghCcnp|<_ti-zaoFN z>x!+C(SJH887g-Ur(V}oVvWqy=6(6G_Im&2O4+mlzV^TDYLKkO?3fPXnbpj=bClV* z2{_eS;m)io0DGcP%p1ra9X^T>S(k{&hH8P#1yf+DgO(KJDD4vPPd`Q5tD}{#N{KV{ zC?F~U*KC5V#M-;LEOx~dCUBKE0|qM;-ewrB_GhiE{zrT{eb}Kz)L9%jj=5cxkT+-f z9qg_D+tb-E>cv|UE@-NNxMf)3Tc3?q5ZMxjmSuoh7hE$ESBbdD5Z*sZ4&Gxv>xORL zk496p(bxhbqL5Af3n`M19}cn5Nhg!STSn zUnfjkBstZ~TBRCEeCidLN6tOuHL?FC;0JrQ9a2c{9PxDDnb3dJ6Z2tyGuXO4+3}PF z-bmhFK>q|;-r=cmanyr*OB*3sZ9RoOyzW`&)8Xo>T$TqRDNz{TnckW4+`a6Xef~a= zO#K(i@!!3Yc%>^ro-?bjN#nwHP&|;4`z*_p011P6n?kUdSA@1)-{j>#!Mmb-;BTd1`hZ@GxO}Pv z+j1yH*J5_R4X%xi3NueN{7=uJK(Bu?Lu$&E?IEGqLNxeQ*n64oYG~8=0v*(VZ7%Fr zQPYg_ijp@$vHsDbDrg@%9mg~zNJ9j^T@ZRjCwBc1KZ)e}_1gcG{7{JxXvMiF^k}ZB zt-L0gtz;V6YpR|^$T7Q3EsGb2Kg|0__i<$`5?qOtrEGXeXzkDT;Zy#V5*y^n?8jzs z#3Fxu!I=qeLI7R7z4m9YoF4B)fOez0+B5IVIq%Ej3=uKj6$^<%m14W$Mk?ZGA zDQBx#{}i#Kl*`rU7)EM1aVM3L@ixD28^~KVUPh{XRm6QrHj7#3Zq@NOT2Sz8MZF9} zf45BsF^0qqmvKIEzCk=q`Dq8pJ&kkBvk#yA3$x!q?^i(-*@Lr1Etet=Lu!0cuLJGL zG8WEe@TRID;xPU+?~gVXgLHjkZ9E9_QG%)2;;=e(w1w&dNZPR))mZwZLM;jzdh@Nu zlM}3CSs%qJdKn;-X(1;M0}tgOs+_w6_`!P|mJh%7cd&~Bu9i6m8^7%;L!n9}Ttiu{ ze_68%m{Du?)}2VoN44(Fsgs#Oaw#3mCFH_ffwhsqHMb8PIRynzrawaSH`LNL~ zg7r$oH6Y|6iy}{%v4I%fElLAj*8V$+1k`{;7oHzItXG#sCf@^GF;|o29k&%7kct#5 zvVsCH1JuNMYE)R7+jHkDar_kya#m(;UbdP&HF*>jh@Cwt2PBBRnn(AktY-XD+}a17 z3(iuFH;AjN-_v_)RdB<3xxH5&v(THfOvqjhPT9pmad+InY-06asX?ijz_&kafYzNW zNVC}Em1N~>@YS5;5(8&L(7&7cT@dH5>MYO09FgW>L2+fdt4H%KgGkTbG?%np9l;%^ z=z2yxiuvq1bj!}>m@}oOPd*y~IaFf&f4H~JJ)c)4D*w5tbywVO@Sal#=h*9(qnwE$ zKNnuunBp6Ipi<3G9Tw~%zI}Ssp4E6Ti5~US*Bnh_N*{(pkP4kSW4+&+xgkO2?{cB8oKp_4`|L3cG};$#?(qO~ zdy6Wb;2$!#+P;3?OMbvefEB1lMn&XvY!*=ne8D_Gt z=b#>>D-v>E_iksjlXIlTF2K=8;l`qLEq8?}Qg#ZsB7yOa1`9zCgYROJunyV} zV!iDdZ*K><26vp)F&yP|qaM4-mEUheRIzd+1?eM zOxDU_eXDohxj;Eco8My?9CeBXFjIorSod#I-X!PKb$cZ#6=2|hrzCl}4ijQKrv*tI zU+%0O@%DJ$(}!I#f^i&P5Nd^ZU?%rq-rFMi^UmjQ0nfIAH z`(v=y^JOn?Xu}dx73x&8&;)J8Mj3Dc$AS(3mFq$ZmG($fdm1lCi?I?%K^yg5{xht| zAz|ybfC_E-sg02`9fH*%;m{ipjru16r*9e6zqt zm*Uv)_eI2bkve_d6CclTFV~b*J$wCbP#;5B>gp#uf-Nj^QVUn&)gMqDCxPjdpDsQ+ zt_xA>^=yiDiKxDBP+>rfk*yU4C~mpTnk4md^obYCROjch=@5i9tqz>zk({8T@EOQ5 z@L6oW)pPQCV}*ZFsB7g%R)W0yg`&crnx-`C=fHnOf0?U=0kKrS<7Q4F4Jw69i?@c` zwSHpnf@^~KuqXfKHW0FpNNiWdlR%_&15Rh8p8fMp3&B8_p{H(ZeAEBRi}LyXZgk;Q zYuAG-j0BGFs08oE#Qq^Y0P*tmJQvx~Y5)W-Hiq_DGcL&K3iS{(Pqc~%@FX#{P5?pHG#?{{bLM8fMB$z88o;*n6Ay6SP*0N8fzPhsT2Q}I@6 z@0L{qkNt;%y>)gmW<+-r4GPZF$$=5LF6mD84Wc4hf$)DDDqX@MNABmKhrR6BJf1A( z4_(RgFCXvG`+zRFjXI5N_`Ygyt$qlCG%J?r9dg0NF>Dota4LSJ45S%$G|{&W&~aG9 z4)@{dCn6eY=qKLJl@yUqhWi5JmY-t=#D~ixcYRCf3g0NDhy<{l>VouOt@XOtVOXT_Yf#@iP37RU(f4RO<9@;E z6A<=1jDm2C3WlP8z69T#hb8_edXl#&3?oQ0pRz#EJG1<(%_MVnW@boF#1;_(tWmJi zQiv(mCSXTDiH^A97{%}&8Ad7I^!S8Ff+~qRy8f2HOTzSl@SZ!6opb?({TpQ&T2h^0 zd6KL`w-Os~rt8uhhMNLa0>7n20mdyOeq3FmT*S5)PMxi9s?BBlTsd;xUfq#*C0 zi!!7OJ70I)8P^@KLm2ygX1MaxRtUZIX$D_9cQqgPIc!bU2r;XCEB>D_X$7!{o{as!NnS5-6k@+8K$_DkL z=ln1#jiI~Qxz4rCo(>N_AQL5oC8H8KE&C`V76{g05gpaev5jD#F%Ll{@yf zN|&=&_e#2y&~@MJ>%fn+`?fY8=ZzB;)g2vTmsUysY_e~R#3wWDCsd%+>8MMf7p3d5 zy~5DYl<5V%%O=FNWixKvl7ERO84aFO)L29ej_|CpPoZ02Yx62(rCjbpp_y;xX1qBC z{uI9`Oi(u15evid6T~<4SYCVcDX+99He>JMq3je1x9&h?W7Z~|8wMEafOONNW4vnT zT%JdxI_%$OGFdXv1BZshVovz8kBqwl@W-<6|pmoHNd~t z3~<{$n|;a~2*EhwMvZeyf6j3F`Df9lsVgnR1Dr>i9$pD7(S6m6P|c@&ZLy8)-7%69 zq-iT{zoE-FoDhJ0KE#>8$o>(uL|$3=J zHZMDdmfAdZI#jKgKJGp9bp!fvX9?akC*CYK3giQl@q~7}PlZEV&j5{m+Wz{pFD#xY ztUwNTsyS{9%gWb1OZG}qdoCUNtPMFiaSFLZx__2*7?FiuAh)8;xHa)#!h2O7a#iv< zeo2=<#k&QynM&hov+(xKcvb0O_WM8!yd__b89-bLLz&#aMO&M9OYZ`aTCC%Jt9Ak8 zq(h$&<|+6yXBJGdPZrqA2bGS5Ma~T)vUKR0l!?!a{@%%NiQ&%!z0O;CdoMljp{%#H zqHczkI7~zKeC?Q&19=siWqFYtK3%aV>-Xmg=;(WRP2~3e`zL(*8e{v3YHxZ`IK;Ck z0b{{HL-ICdxrFsKTCFQvW}=wcs|ATot!wzD<#{6D&-xC!^$KiHjCF6)`c5jzz7NXa_i)^~HcExp=kDZ6+Cl~BQyx=RJGb~qb|U_2I%u*e+xIcv^wdyo)6 z%v9S*NhKqk7tGkx{!E5G%2Uuna3j4<=;D?@fulG%H(IrNkT4VZdQ?-dsW0u*h{|S+7v|yHUnqKYuz1<+niM18s0$smQ ze-k~xiZ!>X_sIBbxOJt?1n5w*G5rZDoF4RII4k;XkGQq<)qIQY@9CjZ$ogMW-aJad zHG=7yrtSbxi3>NWb{&diR|r?@asG3lX~!r!$YW zPtF3n`G<8WU#%7267e1KlVZNyzjqFhvAG0ai$X84Jx$9L<#&4`2BS41HOjDQZ=qyMp)f1aeJ zOkwa`GW8U-Gi_(!Mw4w(lx&~6XI z_vGPI#D4&1T;2N(-Z`Oq-RXb%s-iV^N}+emmPKI``V+ou-NM$h7O-M4^K9grK0~O# zruJPqwmhDH%NB}hBfy|M>ADTZp~8=e*usW530<{Or?g`!87Xqd0?Q&{l9fI{@Xt`k zlfrL$`ac(mdNer@O?m@)*H_GGK9`b9DS{JOZ3=?fV& zc$RZ1H>sAEu<(R8$Vglb9K~&4P>oNiqH(LI`peKDXrD&|%Hb~>((MhTCnXhykVc57 z57{Q{=sjn>H6o1Ig1u_rHh4dR{k-JpT8-208zo5k5QHPe(1=r{0F~=lO}W@7r22vz zo%+~Ix6;P3I|NR9K39FTM688-4=4r*oR5hq1}_s%bVGF7=(*qI1heLQv2MW28!{Q! zgsCQhQip_FAKiSs(o;=QnpO&3CmR!oZ~kl_A_fQ#bPEdpE%@Np3&ZEG^AP)zyTl0B z%eurk)z>60raASa6oX_x6gL!3a0}LS{(ByK)~cd!Yy&ijFeA-U(`^rq-$GH^2u`np zXfIuRVuDBK@s5||8POPuk^Pgrzig22tw%d}MApQ4fx(N-A(4}l>*oT56aR>%ksgE1 zluOi-Q>zzJ{F5QtOn|@%H9`3q6At*mh$R$Q-St0f$bZ`2O}%;J zvyCs^jGZPVimq@hdg5%;r^cB?+al$2Af+G$6Zwy%jw@jRTvpPmq}Z4`=3a)h2_8I@ zRP*Q}Kwbl{;|asJ;vji@+JZeJ7Ay>L!*4Z!d%bm2e?Gbv%|H@+1sya1MFUk<>-brB z6T^7}BaxFWjeUhNbstOCJ&2@22XS-T10vQAinuNhyAW*|g1hn(uIF{#l?N~IA4ey= z`gyN|E=JC`Qgv_LPMEPGzWlBejyrh4x?gE^eE-dC=g9%Y3Wq{A!MCrosU|@0oz-(l z6^Hj6x%tZ;w22|78wMxKSFTFuZzB%H{gz8=Zx%`^ki?=7P!?y?x^#KFtzNnOw2hkm z+Z%G)i5-~5ala)OPOw3awUqBkHvkoH@>b;0D&a7qa6G46)=CKtBq_C0RtdCfj9;jT zR&&bBh<-;h^o+V_iY7Rt04Zwz@bZ>_@7#F*kk*e{dEG1TYdU7{g(ZF#QZ&1Ks3l^* zO4n6AeIhbnKGsm!#R9I(r%9_bIWIz zeT|qv5VZe6gtB&vet7V_)6;n@H>t? zwcz5Rv{yyqTa4Ma6+^(W#=6&oU{modlKl2!ozarh71qdzfC|6#J1Ka8vvxd}dkjH` zZ#X)a8=d(^-t23fBdbBa5@$t~WagD9zDY5ay=aT@ln1#V$9*4)Vv{`Q3BBfHyg5(y zPm@TeMLioQN--{O7mw^I|BBpRg9sP+-&6s!A{~&AYl7ZqxT-6Md8iGml)L@a@qO z_6s^~mo{4VZy?|@x#;mV_XQVGeteOEE0qJ+?Z9V}sf7AOco3yf^+rsyJ{>@XZ*S1*FzWDYO#zdt1T?_Zn!(i-ojJHL6 zon}L!U0qD6uJq)!Rq%BAn9AAO!1wFfhW?n({zjkuAicTTY+Wz*%~qg`Q;{~-fJ$)r z>x3NSF+uI}2Nif=ratMSHNWWxtJXP~OZiKTl>DdR!K@ z#-1OvoA*=PCP2X!~#nMJWQN19a;|+B+QVjS#BAuNfx=!$IiAndhh~d0hmp zFM6^+?H3Sad||1pF&<&cd&4wg3OJGo_uz~RT8)M9RmDL`WpHJ{c1$k4UzE(5>V^-v zfPXj#O{`I0qgH^MES;JE^IBe$wjdBgZ)e@X@_^Dg9lRFXsdrYqSR>GbSDr=w)Wzf~ zy*MHf2_Fgp*;LumSkBqt;(1Naq`*4b&ww(@keU#QF`z-d&C5fXMCLA zsrA|Wy?7~3K46)DOJU%QF`i_TYfaY)u$xn9B+swtpy+#?6%lHy&CmqR%jx(pK6-j4 zz3Rt?7R0ZDzRb#fdJq%k?jpBVzaZ1m{Cl_7rD&0e_y;<#2`k4HT#?ra@m5QWO9b-P zGLuaoR-npjVF4&qNuWUT(|LJtw%}V3N00dZ%64(^Z>HZBgGwC;a?v$`$exiMoJPQV(E@%C6Vom-Z?J{@ihbu1odEZAu2oYE$PWJ98!b% zH-vl1%J0Vp&nN44Rx6!+MGqI-i~Kv-sx@{751V87zg>T?OPkveLLx)Pi*QRqh1gWa z{nV14f{2ENy#Q0a#3T0&fa2pBR8-D{O$GzKt6!7&Vu)JELiwwm1Ojnh-v_M^iT@`+T&rXx6075-k|p@YTTr)! zaFD|6W!NbRSO2WG;u&5@SE`MmrOq8lpLu~aJsCS(R~z;OXwnQ;=A-y8f>HgU)u=gp9X$NYJE0{`U!tu zug)UfL@n?MJbWAf7^G$wb$!xhJ$BnY7*IR7TKR>Iu6SK#g|hKCdJyjpZ@=q>mc2iR zoR2r=Vrrp|2MXlryA$%7RdmK=#7x^|!0q4$_MnSI2}7}F37pl`x+_ZQ*CFtZKrrpl z0`K~~8PD}Naz7~Bd{@4!nQT&}NChtbx>sC9Bu&WcwKe4O96r*jWj!OI$@k(Fss$R@-h&l>Jd|%2eCvM`lyWamNB!bQz8O$ zpmy|$J!jQ@Sg{%*M+Coc=~t&iuE)NQtyhWb=BK-# zWAtA7TPY2+^sIFcCizK?SAK;@aiyi|A?VO+nSSFbD+C#Ke-e*9h5YEtGaeQ_lL4ce zmh51t;wMJcL}%I&klK}XS+w3-R5RGO>nf~OkoOKk+(QbqD>9v}OIPCtc+TUc+Fcr= zwE`|g$n{%RL5rk~igtRcgB@}Qe^o0yOvb$)gxA%^GUg1Xj+M}Qz@Em>T-#?*IX(C5 z&NIm*U%I`ATGO4Kzt8k_Oa~cL4jcZ1y2v0i``WrAXvf>y)?Ticz2DfKL5-(w8=iGk zP`&cqae=dpR;X$*VlTy0COxY8eH5g=dpjTfO8xZ(V&dL;zcP?qaE19uct>u!0Z#au zs?BKHFiAOx{HpN2porUYhbJCcQn}QIJQ7IKpFFIby;OS{Cc$#iWygd-M4dN6?q^+a zhw>s>u?o`VkGuJVK-l1>BWdu?b~xEXTqkd7 z;OaTTt<6Fza7r`6r>v`@}Fcb zNCm^co)Y4X3yqCkik-_X&F}R0v_%p;Lc=_qz87&*&}1`?wEnTtLBHr zUDPBIg#iZ7;gwk3#h{e9!sKviK(o~+pao_bo(!YMd6?-Bn&AeBWWSiiyMj=jAqoc_ zd*VEPChcoEM;71;Eh%oW&0M@;?d3AQ&no2qma8I4W3ppn6cHPw?wwWYoI>6WJqUtJ z_@pU>!r#0I1DjD1``MzBv<&R^*P08x5f@YCNFC$_NaLyE4&8r~wEj$Cb&p$!>bCdY zy3ZO4MEe%&YtiyU21vTize*FiEkV8{@o*^7xJH|0IU(hFF;RhWx`=aXXNZ|_8ZTTG zTinZ+C9}>AWR9El(Sm(-Op@o*Uz+Lh`Xu7A7-!N^ZjNsNiDlWs(f|qSpOy2Mtdv$w|HNKqf>Mzq$j@Y4BBjPWO5UUOQ$e^WQKI6-adiGtz+<<;i z2F%!bEH#K5cEH=@lKL@|*;QO5jOst;7lm-ewSfRikTZt=ScuR-hJ>)v?h1)wN!Y_r zbsGMt>$hHmc`)hUrjffIA4EDwkqFH+X?Wf^BoHTHEdP)$aL9>vE68B(OWT~iG@9}h zNj^48$hu50^6FC>3hUOoG9%nmG@!-orW{-VeY|dQ#sN2R%~_$EghGavq**Zglmo%m zi(6b=US&*;Y{GAD=)1~5#J+OJdNyH-|8yh`QZRvmC|?nDz@zp+kIOCZQ*C?Yta-=R-qsrR`18Yl;wqmje)RU6fVJ zIT^t|DQed1{cDx8y0~xrO7I_NL#;w)qXo@O(SlH1)9NsEBo8%m+qPe$Uc$>SahLpFAl+;cYz_Ge4q5mgnw62D_DyMymxoM! znD5=Ei!4C~&sBLJySg>c@akm$y?+<{3LIKuFt9e?e)y3dgFPfpzhdYpFNb9wseXvB z>k=!$u?3$ik39Ovla^95<%i$nj^Q1v>E#eyy=mY3w7lpHc`{Yx>-h4=qH*OA|Eg*4 z9+#Or!O6MnLEyXh59~%oi(HFa(<9_Il@IxQWc-n_nl{NTlqRDA*SWq$juAI>x44Ne zqPSx)$;QztO1x|AbSOsNS@$pPOiy8L?vJtdn8QVe(wHhm^9ZY5uCBnV+4_uxWl`Gg z5TqMF1?6FnOHo+mP(+JF(`q5Ps9X>CJn80k0|(4dloI#g^Je~b2D$<*8%bAK-2x$X z>QEjIrUoUr;poS@lo}C3ZR{|pbw|!?0?UFCg~YfapdW^;TEm7&_Uy+{kdtB@``;ia zDBhGlT+$QjGp4hkhfCVR)K>P&KB@ua2()ex_?uINf^BJrc*y&iophqhLbM>IDKd1c-2P(>Amj2C3*-$OD7^aspb zH)!@hcI!=0$Ing3DY0Jca|+BQ1h}id{E8xU6%>x(yAG&CfBp8vWj&d37jgY8<^#Iz z1La>?9yc+10-MI}CQDNf2vz2>+f@zD&q4!=d>OkU118=@jHCUj9`*|}zq;gu9wcy$ zD#`G7M=4D9C2Z#JOo!3EW5L614`7H*{V;BqnpY<4sUiX-bQ-VPoUlfv>5hlQEX~VX(HL~>Cn$G?^2Frob|3y)iwh>K-y%VQ}wk2-r zhSUvlW(KQB-tP6PuX@o<&T9MLz>2ole=Fl!MYFkb}wiPd#W8L?x& zZ$h}{FX6yvQSp5;T>C+E(7L{{XmyFzRXLTe5B?gcBr91Yz#bcFQhk z-3$9f^|zZ>r_+pQ<8DE~6vy=zy(yEGOY<#H78$SmFgNZ^7OZ4!ES2tgXUp3m?2CpPAPbk;_eSq`fA_VfLgM z8o8bz@WBV*zQ1g57FL@8skw%E1D8^fM~TJ3fJn& zxkDIGKCJh6_jcdS+v00ERpG1s843fqfM&E`5L{?J&dB=Vcg~CWfqndXvG_hDloQAb zr&3o^=_YSN%Ykb<2ol+(6L~7=^1%!)@t+h~zD3^9=oN*q`MX40{;w0!weXnaKT&?s z;;)aTUJY3WBd@ib7L<64;0lxAg@wx? z8%p-8v_Qyyf<;v%x{=IqZZrj+L^-znuMk4!)xXo9O6(P5C~)Y8uq<+!F^KACOenyJzH-ku-Elc);xOSxG#x;R0?_yJ? zKSj6-7SyBl&V&lh-Wb0rMBivrl?+dQ$JLFhAQdwN+90fE63&q-Hj?sF?2%#Ebknt3 zFq$;tezQ&_wr+4PDk=HdCupgFXGI^d z3UzLiC*(j1L?Ye|AU8wV?2C&;OEG^QJf|-SPbQ!Q5sxit;r?%H{SsUBP;!SDleW+F z6`$46bMVURzNR~1!=?b@I2VJHS?2LhO)VJ&;Z1%j+N zuoFrt0~*88)`@3heg+-03$rJ*XXUxJ2;MJ?Mpw<1o*cP7>8eiY1h<-5vt;b zOJWDO@=}ut{frcBrz(NPKO086GML%+V!i(&-iF=+LkU9G3`NZ0pN6eqCOQM!^Jz(- zu&V1j7tpmc3zS$>TAVI3=;{(=-8v)Z<#k0?+-o-xVuo&&mxZU=3IBiCve z^?$03XM7hy(|?cQyH)->u@W~N4JM6OQ%W$6;rUi*|EbpB>$F~hwn1KdrHbk=cM_>< zXNLD~rFx%zdnrQjh%_*dR9=mRuij#eMc0^iYg0d;&$Y;&6|a8NB-JR$JNXj1DM0@r z@vtqiW4GOp$EqI3KoM2kMv`eWYFKc!g+~P z$-sl%lQcTI771?v8Yym6Ny*wN()2smN9P;kJL*?^Ny-?K(oZK+!3y{acOOiTA5^R5 z?`OhLP}6?8P_bC`pQ*7J)x$_fijObujlibtaG9qmvOkDY zd5f`w`_hH6mc$#Z;0^(H#7Owem}Kwi!(_J;q3^O8gWQSkcfLTv@<6Fq~!c)%P8O*l$^C;$xFLuhLzfB z6PVk>vXbOY^vYomI0`j6_~2Fc7YqU||0fYNMGoWS;=N&rh%M#E`+#e5zoB1_Jx=U4 zRTFNXm1OHFT%}ZzVBibNS-eTP#Aq!eu%Lra+IOTJTyaK@)dk6%0mCCOq4F^ z1`P|IhyX)P%P8fnehB4^57$#6%tQ{fbY#ROh(3IFAQ$rnTRY1<9Pa!!NVT?>P|aprD3TFv!S?9af3fHE%V#Mmw((RaWdUOXTQf9x%=*1Sb%%@ZhE3eoiVpE0@OS%MGGu@2 zzipmlEw5cv!55m8R|8tR9Q{e;^w@K*S~ISX9etiM{H_0+-V31m^M|5erb;YY0>NLr zfKi1L$U}nu^YmDzipQG0vj_sOMr+%E(tY+JM6A(mKoba333>shGTv2wfx34DafFL( z^E`dacLSq12`JA1b3Z0MhcFIulyzuDT`NSwh}oSS-f* zdFN{i5`W)3C+5RCoXqQ#4sJ;2jlLvW&Io7zdV0IV)rM7%dJ&oH(&kG*H&M|-=r0;d zGCsH^SlsBfwKydeGr-jmUvqLLuG{E+$i6mtO}znz;D6Twz#Tfz`m zkKejgBpl>8_8|xmQvL1krba_Lrm5z-GW0qigsLCU0C+GdHEez}FlZ4}VS0uEd-Q<> zx9W#7bggpMv3Bb$Bmd`;z@HKqv(_Xs!y(?7t6(Fg#_FhGDG5KtO{$GTq)_I@`dh-g zBVzt4n;QsY9aBlXM=diU5`j4fm8;V@af&BfVhQfEn|P^4X#_DQaOI3^MJ56>>fq;7 zu2x_oTN4HWbZn$PK=w>>;UhD^GN9%-?9M@<@>Wb`o5=J#fjc;yDttrD#L)k*r`K-O z!GJZG-&E-s?+n*GD+Vfw=lD}aW>ZO@wP}Pr+L(JJe3~dP}Ef%1D z!mIf<)!83r)E^$51+}D`Rq4MLMn2Kp`K0S#zZx&HUVcfSkQ5SSNt+s=DNp2A;0cf{Ppbc0bMaKNt%0ClK`qLda8*bu z+85Ens?0yb$d%-C(N|wYv=vpnCL$Wmei(2~j+=P7ImWwuwByI)yqBuPYHPc!E^ETV zO4t1(jniRwVCZ@C>-m2+3S@9!5W+F0a)mFGe_m0PC)V+=%pCuYO^(o>{uSg9mUA=b zp<0YT4wK*Ly_2~0$~9-oDf8jV3D_Op3A`|3bKdo5;??ZL9QI6JnMb1;M`2rh9{kfC z_1m4pF`BA&MHL0-dt=v)R8(0BOkU$bhnAFA6%3D|r-kB%YdAAH4AMCawM83(p%1 z0JX201T_8b`YS{t20ri`x`Ye@U)z)#bX=fGHWKWdg)wNi`}@oq#*(1oiO`5GTx)9y znQo&bx#^5v1(JQMA~cqI7T=>lX1;j|zn(PPqq*??o>f6BqZo^v+WF|+z%T=r-_}B8 z(tI~HC-`6Wx!{9GcHKSXMTD^vd?X1J-BVLj+Aao1t}`wVzxs_*SO*n3MPdEjUoD9T z<%r#2d_S!AV)(n}?*rMn9jT8ps2>PvG--&!80EHsbtV~=KXzf^x`-})hsEc6Zb1~ZZOcGu+)V}(f!bDa}FfTYgGdhwm3tqR} zJ^>-iuPtb9;7C~RZz4igNHLa-q9s_bQ`f`%j^#Pp7F^SBQ`8)MtLb5O)~^G}_1}%c z^xutPfsj;`6U$rlATQNbZ4z4|#`~I|L^m?qQ^TSAG02Sjt7Cey>`qUT@DiDKTuRNgZY4vqKa_K_x5kQ-hhe^e1 zU{Du7nF-HR=zQ-8p0dPz&SySnszNHT+uh)4Fx?V~BnD-PR0<9p27TzL5F7ymB;jz% zkWRPdG79bQN826$@qC4p6LKwi(m(QhzX5^=^Vx47)V z>cjI>wJ~&eUmZ|qA&i|Q`8#S3pY2_kq}kw3HzuD``u)GkbW`I(~PI#b$(@w z9zVkPwt(OBqcG-|QEP~X(%=`CyAR2OU0#KGXY3k>+@Qlp{^p(Vlx)7UPB^yR7%xB zeuDjmh$=YrM`S#|gMoa` z2g37xzavo`vt!@eLCi72EsY(%9mB!G5!8(^PbTlOm!L9l@B6Y~{m$nogK-?g@$VBw zO1TSqOUaS}UZ!1SDZ$#h$!Zb}vlgvC$B>f}e<$xF!T9S2Z-d1AgC@k01CJnFh#UkN z9|*IEX}@ciD0kZ+Y^v8>A^b8}X@)VeA(Th?g{yuUz1Na-1#6MyrjC^VN}@CTQvgW8 zgHb-W6t_mG$?FcU8MOw(YGy>@-9!4d^|937i)*(vOkDRh4ya3D8 zICD={`qlLJw`Vjaljjvns8?YSuhrB;WDWBeH7VduMGjF0u2dS##55_=6;W$FZ7ZLY zwYG4*?~qD=`%j=-7D#qAS)W$`=({VOMbP)dd(g}8l-w|WvwhI^OdvY(jCsvHUo8%q z@^V^tCEjd_npt86N{~fvGVQvzkchX`(Yx%i&9nF?*pohy#3GBP=>JVkJfW#%l9B^p zA7=VUH*?$K_nLuoldMBteeDMc!M%>Pi>xTLGg`1cNjU9ArW2y^7svTLD90w+ z)8}(goo$qXPtx!dNp6UvGR;-YdausKdJ0O(FL9U%zr*kUkkj3&JSG(OwkCK>VVsz` z^s;$6HQeS1@}}nCQ``#)%-}32ikXP5m8oGGc-o(b`{6}GKkIUS*C|ml+(^3mf!Pn%n>PCl8c~e*N5aVc7*uwA$bHC8}YNl5~4T`8Evux!+2eqbhks6W?-kej`N|-<)Axe!zMy`7Qh_t|Te!r?#M7|26;2 z{a9;;y+*q}$la`|LNW{L3$z&Rd?$JmAs>q}mp{)2VJmR6v3BUV`%r#kJPPs*VnY(Va) z4Z1lix6qUP;L%4_i8K(d@L_6|hI1D6p;d(Tp~EwrQ6|N*My4cZ8fU6RlQi`mMG!qT zcBW;Lm&Ti=Kk&G-L6Uw$U%lD0wgBH(p0;V@OBBp0e$Qc%il7wuN&*VwEP8MV8qqUs z|CB0tJ?3bM+&1i{fkXeHdvt_!e`lYETnJWJyq7_dzic7g2#9Gw3(CFuCF2zPSK5LU zr-G^QWvK7!^c00n5~TlmSALu?uY;jt%ienVek!KA=h*_p-v8@mHOBQkIH+S#fVxjm z&V7(*{Ft@8|tyY+Ac0IL$I6;EPq0u0*X83>lnw$aYV>7Y}eai$R48M zG)+HN<5hNl5E>#|wH_^kGpCmCdTzC9Wag_SY1Fd!ZK{y#Trh(&bv@Mvk|=ptq;p0? ze<$-Y!Iwkb{g^Ht1pZrva27|dMS?dilKmoUiHGm`?sJ;`%nnzaoOY=PSQ5+tv`K3*>GpX=?-Tb=w-Kf}O zZu;3lq{-a3bCdEKNH*m0{+a&8(6)g>4wH%p;5V`RdRx5MsxPz;?R3|}H`|ZFIJ!2( z8wa9vOsQCdEMpNU7?3O}G2s)Eu1J?OiujquIuw=r6mAcO0D7fbRScNasQcL++K5J3 zp(s$Q`G)(yY-=gu?g_4&sex`RcN$@tEJtGb>26Mc#Eo;ZyW%wuo>nUWXrrb{mimxY zw0@a~P<9&rtW3ci_s5^&W~pp@kT?M#XFTU&PuMs4(h`H#sbo6f?sA)n&2p5GQ3TJ> z81-d<6TI1T!u`C0{3*Gb5d0w`pebDz-fCIkp4x?tp7@XQ?mdhB4K&*xo1?$i7@JLU z)V8k9L@ttB=7ylR4oNKZp!JpD{{j6#0>5r@Ro7K@tlMc-Sp*o^bwJ_TfT-)FsGBx2 z7pq<}WB^~7A;QY>fQ%u<5VNms)&Zi*%L5VTL|!qtfK!5s+d2>fdW<$+R`xNEWe0eb zn$JDdGEb}$AR8sTRciJ1*LY&>gyE`2u>flsgx4vld)_>)Yvgn!>C3S+lK8p#SHZB{ zhj3~nyWpZ@kuW7Tw{OG_g1@jkxY%ectSTg@WTu51z{tY+BK})vxvD&HkOKI`J5Tb& zqTCCiHj=4P{@^E^gryYvJiheh+6s%X>{`n8;T|IITt~~MRWPbrqvu)}p?y;N$wBvC zxWgFsVBWE&<+kd5kt_D06 z9g_zPf?cDF@eUR0{H3?QbN0wv&#%PpOTXI0tB1aFqwsmr5@Z`$6e*Uv^M^>HQapbAt@D4tmanDdwa zb56^%W$Sug$RC4e<=kW=dVZe0>!YX8M?6o@p}e2&h5b!eAlvCSY(shrThDu-zgSO) zVapXl=seyB`_J=;=(62z~AFmiva70z~*51~p-$M(a>VYFP;bumzm4Q&KWesa$Z zXu4O8QsR08XzvRMwhWxCGqqpF4Ily><;k*-zB8BrV52G4n*v5ciXbUrBk+{x3dp%W zpbW%-5O;QNu7C+?1#B_$z)_=MA-Aygx03t4zT8Jo9k7-`cr9A)`ExF%WI`>M{(VYY zp@=1MFC?)XS|u5e%-8Hwi_|je7_pyAy?qN)peR#pDZ>=JLLXqBec>Y|+BV7?jDw%1 zx3K*m&+;Ore8DxNqOda0RP&4jihDUiU~tLk$I;Og>Yg3UcI_11su7u1p~?Nb7tg6u z-R_YAB{d)4P5H!3Q^@TzR^=r-&KuCNzqaN5e36IsvBVe|cxY~`edk(uwb}>1 z&3a+^YhW7e^3O9O>1-upE@bDfU%Y0JP);o0`^i7YrC+@luRimI=c-Chevubs6I(!k zhz7cRWCb}$*3s#aS!7)~uMiuNP}U=`k|W8zJbTA)+kOZSq?co}Yg`91g{NUSPgYgH zMZZ<_oiV@Id0!U{=6_wjDLJMYG|TJJfQN&x}oUc7hDKl_cn z#-{V0^~aX;?h#LP8sC8HH}$=kx4&a;=Ut_V#Br=h93+;oLH3~Q;>=(`5W(d;v5&|c znC07YohSbvpE_Q>e>t$Wb6&)D1BsbMzLR;a0Muoa*|tZPP0INu;2e`kGf*W+fH8n8 zhY95cppSWB0Fq~&yQ=r$Skp?S1FjOdSBjn>0A$_?;ZX>RW*#tB9Shh1EWie2fDJGw zWC$*xW)zS|f{{SpR=l>5R|FL03aBBkkXS&A@h9=<4$M|!_oZMhgYY^u3KZorFH!gf zw<1W&OBBYXSlSoHA(pDVnxRIig;C}0D{qwZn76NaI2idpyhJ^!8^)%N+B#0O5t3>3Ge^I%gA^N7{wk2mSojDVVCs6Di*oH6 z%J)IZbd9b%uZxnoQ_c%x9OZk1 zMG=gVk7HHAvFM5QRiNDGm1TR1zIHC*)xcODd>J&!<-Ew!Gpc^rbv5!m8$4|ruV259 ze)!7^uU5OG;e`ITa@YALBfw4lv!#15H8{!Rfj14$cezJZP<`y}XHNcEF8%7gc=hpb z-9#po(}+wO?G~Ohhzf*BA!~Ga-dA*c>kt^D3@t?o+hR=O4pV14jm##mM1>d}D#s&v z?|7{$#mS!JL~>w$2IO72pzKq{-OinCIm9E_HM{o6H}dfqPh{8c86|&`k(cpKrawe3 z6`|uf`Txm5_er)#;^{w<%=PEt?U_`$Iei5A?LE?0V2XF^{Wy>HntkaN_R(*}Vh~tt zJ5CHR$T93XIum%Z;ABgDus^C!z)6m(c*m|vaj+X5GaHoAfULr&aN3S_+jfOWjTcz*yXOhIf888 zrnAD^wFHQcbDr)a_wSj&8_zfA3!6)`2J}_f0vtfAYFCApRH?>1Ffv~mcZLyAvkZJX z7C}|MEXx^t))QKcFklHZ0TIIuOJDLu`v6k=aUC@(00gZ=ToFu&EH1~k8xg$c*RKjc zv@BnP@~RTO?{dnl#O_PMS_a{DYVbAu4J%71KH_SjGGVECieovj%GXo~p_Zpn9!mNu zUj;0raOU!l>>-O%k8IK?TjdILJrBS60#8ySj8!M3s8R0W zWML46G{W%|b9nB2DV*VXq!M{jK1BPuUfWA@PcBqcq-447Q}av;v9NyMyD3c3@#PqE z&&esz-!rrAP8jbCuU0$hR&)V<(!ZWJYN3P?-NK6C4#FJ4P7i}ca?c>LKK<7h<;2?c zw}`BzU;TIcN1wZ4u*Dz>Js+WvEF}x1`^e)8X+;LHJt8tH=0v8FYmpn}YRit&=RVsK z5li;*B=QZD^T{`Ik9;a+z$_E$dv2viiS)`wy&b0qGPx>&d4{*`cD#l4!Pc5Rll|Y9 zNlil^LHL!6s)4KaDKA%rWAvZLw)+kTkXMe+6P=Sn1iACrP7m>YL~5D$Zk$u!-j#Fv z4%maf7dS*u@=f_B5L4_&>+C}>>ieN9>DTvTJray}`;I(a>17syb-aRgUQBO4;JlA@ zK*Wz4o@3Yh@gt3sTwPpV!8Ej61G{UOu?}#Ai+8q*gOv= z^2oYEs1f-THQVwwg^#vd2S;Hf#VRtYB({_^7+E->#O@46?(?vYLD@((?4L4NJX=_pLVcUD7@B&Ze(;9}Tco)i6))D)%~f)eGr7^c{Ahb#y837cObOC*P0rxOUs} zD7DN%LbYc$;)6GrJ-7(0Llmrto9%6RE{z^gb0rA#g|7jgSr8ZAHY=(L=dqs|EM^Zb z?IPlB28P1$_5w&CGv9YV>3l6sD+_PFbEeRbeOX`rk)Bh}C@+Mn6n0G41VlZ%^12Wf ze)z~N1_pouw1A-z5dh2x0Z@)HpOIEsRqVHA;1q$C8*pV>0aF0Q+lo7I`6_-(o`!MgO2rHq3Jg>~FQ24Rm|M2XtU;gA)iTaIK}{r zXqd6J<*{O2A%_&(1`Dc4*objS%OiD4&|X-A<6yGoNc|M2a$psD=ve11oDrtNMtBD= zjZ{;{D3S6<*e;w9?stMGt4 zq$9H$n+O=nH z((B1212U%M3hW~eV)^l7q=KbiyzuEFEM-OSGl_`&==N93V?&KXN z@2!Is?xAYWWPE)gq#79W4R~+#5$}^;WFPMc8CKc?{o7XMdpe2xLR`^%G~Wg>O z$rGI&Sh^Zh-w)l&yvDv1ks~z&&rv$n$^X}jz&cLB@{`RhIFJD>jijgC<~2nr21v&W z%Sy7J$5^|DLzUhtEu9A%jTmGQjUHZA+cIDCW7q$AihMu}ObQ>|N5}#1KzA-NUKOp% z))xN4sB-=cHUQ)u80E+>Nv5|&(#x+83dEfii_m=1Ltk7SEtcrMQ zpr`XhU>1&%j^J9g+4F0b%k`NqfpqXaktx0}a-{(vc0hzt zg`~=NdC~Qfhh!c*gbbU>soTjjdF^K?nPfzcX?dm^?bLkGz|PO=1J*~!I6l|^ez5wr z@2uQLjJ0pMvr<&+SATxG1bYf?F4+BaHOFN9Xs*e+&b9CPbbpTbvpE;wE=geQzo}#L zL@WNer1p7L?en-w+4n5Ew-oW-2QVnQ~NrscNIaO1kp>k0swBE5KCG3HDWSjw%M${RySBCh1d0#?9_ zC)RGC6$5?h3f3|RuSbJtu&?T36@)DyQ%dV zc6lt>MzJc)8orfJ29Z^0H6@IaRg!bdaL_);f5+JdKaChN65*l!ghJor z90rna4Qh=!v}#r1J;d9|wU|a8-%f7E!sVUQGnXwZ}g1@$-HM|X1WghG4jbdJFjQ#z1gO*9jjKDp5s`{Y{%A_XFK|iO69cjLLk@IZvG72VdpPzzfTA z=S8~g!9`%5t6*(2;lRL$?ZcR>3;8$z;ena?lUhd2DGB+yRx`(eU*Nj+yp{|F&(gUR zhDf!@H~?}Cu+`6)xITs4de^KP$PCyKdhQ*F03e_O7_66gu+piXtupe2l>dbR!gvB& zz?1;Xjn{A2ZuXvVax8-lxJl+{i6A4y7>LL##v5gchZUiR#6nh?`Lp!9_-J8;h%Tg+ zoLGn|;Dl}GwSd5q6j@%G-FeFsYY|v$+^)y~3n#}gw!E|8T;-*k6o7-}Poj8H#3+4m zu8=r*YCqh9b(FRgSr}C{KmDXQ*-uf+9UoqXlkhOl-$MWnk7p08W~Tiv z*P7$H&epY($>Vb_53JRmlg)b#N4=lE*@|66TGP2<3A{LI@)p==5X(nQZycmsO9W$KUDiMP-m%*2zJ7Kbhm5Be%SN5gz12 z@9bdD)FQr2@Q|zISrrS}TKXXCB3cjGd^sf~JBtSLJhL5kj8_%eo6eC=a&B>v^cl9( zxc%hN#3rybvY7lgzI21+TwdA6P~UU_=jFZG^$OvndpVx|Ql2XWCA%_ADc@c;@K~`v z&vNgOKIlaBCGU!69}LnbUC4W)zjBY#i}H;3E+DYzPDm^sqin-Re*KxvvR!)%pz22-mEIovs{cH~ z_PWECB+zyH-FY)OjV`f0N8VJHJ!9({P?#C|?sHVoGirbta4=?7xME-dsN&Lrh5tj} z&H-|^F{B6|z(Rl#O8ThUh2KDifT;o(0p>g)#QQ)4E(k6H&x{`rtXF*cZdv6*?0Vi= zFWxmJSFKAl`hxF#<32*m3?Xvsi@ZcvU51v-x2XO{>T{q7#GPT+4Di}so!EyWD zqp?WY_dJCLMDiu8@~+AV9zCweZrjUOlBZS2CeLm6zeJ!VGiSMX3?bz{GdxZW)yN2$ zb6}0R)0$Yb9M3ycu%`8eSF1fITS=OGpYvGE=!au@WWlG3Paw|~nV@qau^5N%`Nv}` zC)SPXS1Ux?YUjuv?e_kC2|c*gl-94K-ID2aQyjnB!~*hG>so8@9-b4-g!>KVyn_vSy# zrmfgbA)Ut6vlMoiE$M&qAK0%I)ni*p`i-Y+I^Q~dgFcbH?>Evbe6fT#{?}|twqX?s zE$xdKD`f*B&iy)HdKrZ$5LqH~knZfk-O_uy?7>A~J-azhW@b9qO)sX8Y71akfEBzGPZa=|78A5L5R*Km2+jcWJc_ARL%=8g>axM^h zd1Nv07;)n10THswv5Y%2J(9T#DFj}^3XxZm`EhsODO}5abP-sqU0Xhvu&qR<;VF!p zkDKwkWaCwiBTp!rT2&6i%@jD>tJ-B7oO6B^cHm@TgO1fonjVovAtTrH;Ws4@=>-#E zAcFuV!p67$`C|-47??Y~rTr!VC~NRl-&OsA-4whO)Dow{X$oiIf|li}&>T;3h4;p? z+10|?M}o?4$COMz`Iam%WYZXHV-?;CmblNn<&Gh%lK1m*mnOyCnwjrKU&)Y5^~B&gzb*kAL5Cw;s30tm;cj$T>&xIZt^Qzmfpevg8he}@=g@ST%oWg?Ckg3_2?&# zb4~Z_f1?v2u0-Zoa%d3xtN;ba2E^9RZd@eRBCt*?|9R+`l*GuDW|n=lGuvH%$K>Lg z38uic92dt_mgu-KR7I6?^EI>|S z$bpdD3%n783<5U>urkYIesy9o}HcG*I)h|EClVRt@wLohTSgTz@ zE9qzzwMxj{q=4;(2A1;$28Lhu!?f~eY49<(`LJHf*Gr6?S7;E{~GL z>yLs4C$+q=Ed560BlRs!0>DGqN6DfHBC#l6JWi_&1_v_;D0R*?JE<{1s{~u3TsYlz zt2*oc;B?Pmz0i%u#xr_`a*&kJJp+TRa7^PkR)O-n5Jk=SJGL3vF^sW9>Dv|5wq<@Y zEYI!nyt&Vk$vXZ}pY^Mc(c#CF)Hg3e$P@ zuReSKegFKx&5z~Hd0>6`9(jehAg?URyQRQK|k@kiuV3f`xK35`&gRUjh%K3L!k z@s_-*;2~uW*710-UH%3+vEZAqX(YcHOUfRv*9u|e{R&szgL{L+;kkQk);f=?lC?W_ zOz>_$<IS~G56ZU&1iabMMfAa(j?9VId(0Go8U&^PLji;aF z&M{#1Osvi0VVe(m+oNpzegn~YMgWM9Wn?4Iwp?QKNN`WZ5@)0#oJz`9Npy-#z-*s$ z%bAs-=6Ix6URUCo8C=c zjBYs_G`JX%LusO<=6R(bcxgL)^BV?I7DuwH*IN0A%99FbG#*&+hc`SA2L$`;|M1EC@A&IScHhe)vTi}Ydhw^8@(v)R zOsXJ~!fsfODDa+$k|4_v8VHH1n^)MR@UkX#k_98K?z7#zkL0C(*%(b&Ram6T#c=!- zg2z4d4qsAf6R}cp1owZ5EgQjv#IZa#C64jRGpsz#he$KW?IX#^aykXvASdZ9`mMTQ z#GU`L|0J2-WK()sq$WEMnME(*iRE7Xw{#nNifedxN>SjwDaW(sIG$H*z{qtrqj%BL zBp`)1&1B^D!1(gt?*4$Z=Je1gQ2QtT62iGt4`~&9MX@BMra-AOaKcAhDdoHCbp4U_xq1+K$kA!FTU+ zVpaNC7!DHaML&9aw{3Z1Edpz`D`;Uj#mTb#3UDa}Ewak~i26LOBB{b*IB0uBm2)Gs zDlv_8qBOxlqz|mr?1O{O)t6%sS8yyZR7x$fpAsL=+Li)`xPpgB{i?QFQWjwsEHkSJ z|IBbR5UNyY_L1^Up|8p->}^7!b?`;dOR(sHryZbhLm*q&!ThcnLf+LJegaw_9jwUD8UDec|e}N~K z@95^o^9Di)>Fb4i3GYhIk_Yn9(#7R)q_>k#?H*^c%B?7DGNhW3A9@EM_9Jxg1 zjwxowR+4pkO1VMDNgi^a&XQb*3I5meQ~94uHB)n3|4W$T9Qq5p4>@i^&bz|y(+9k% zs-ej_dI=k{i9zp51;#izNZigIzhFc}DB9UU<_p!7< zpgdPz-a_>H5c86nKS&?G4?r7Pbmx^vV-&u{EeAFkHn~NQ3T=6!=J;p#L80zClzG?k zY|SpGtoj)B0|fRarq>*s(i}+mZCo0^6!gZUXRXZpNOl$eIFET_P+W7*77)2t=k_eI z=8cDYa(~WaTvbH^SQwAONIbv37-?fDO4Uc~W3&J>-cCRVXmT&LtrDpKs3eZI^Q5wm z@#a{7))J@@QhTf1lDR- z(8?WH=+{0Xqa>uTI@~RZX;^Q)%0-2^J0G4UTb$p1N*XL>;86-Gbmf+6ma!aBl&xId zwTfdzCfSeZLVzKaa-D~Da$dnda)l=r3}Y}Nup;;){b99p;Wx~t0K#)hAmul2EKB>f zv0_uR&z0JCT(Zj;cqU_Q%u{@gkLMl3B}$@eJjk&*FIAHvDds7~Q$^j)yqA$lTa!pz z26VD`?$g-1x9tJ|+pWBo3$Iptpc{R#oPySSr}JnHx5{A(uS_B$*?Gg8Fq9;je)Z13 zeRw5yzh?bP`{+ITIsH9?icJ9T$v`s7J3$v$Y>6K4*yLO?j*KC%%9mRRAq+3g%q$aZ z_YRU}`p}o-YGY{pXy=R(GW$}(xVBcVWA8m#=6cz3WagpbU5=*{kbl0LQpSvW#Vk9v zTE$q5D_d&3c9TWN$|+;k7+0L8{FU=$Og6e}kI&%x?zsq?LW~iZRgx@ajPc78ygZ!r z1l!WTj1$rdk>tPh9(h;jKAsmj>b+qv!W$D`rDiCE&~NwY9$*l1O3D~ZcA#xYs|tW2 zv#fhRE%kNt-~aN!I?wos?Ve|XDAo2|>ftr7r}&=Je2}Lk&;wvyuLO1_&U1bV>-U91 zbl&`XCb|N-w)vp-ySGo<=e_|>>otG_Fx@`@Cnzc@PAC9B`+WGGDNwY{e+J~;2cQBj zfQc6ZFftAr@C9nk{F}`o5CIvZjgTvudxn=|5Lv*fq<=t5+_Q5KScD}PQeFyN+mTm@ zES?M8OT|II^e121c{VH(YY|wh-CD?D*gY$;^BiqJFCd*mgH+JR4ocG(l@M^Wy{!bpQRVno?()WDF z>Ef^icEB1K!wajV?uF(^nEb{+enJ5X-}23m>9yk3OP+X2j#?AXk>S_P=_6=rwSr+@Sii-*tN@%E7E(*Ft2f zLXV)j%Z2>yZ*p)DLWpGdF2X2YfhGVsGUV{Edl#1{)*`UZFN;1a%FSf|ubb5MLg{m9+okClG6gk)y z@dW!UDbV_GFYpr%!cRC~eypkh6{3@OLsbk5J%o*xC1z(R*#G8d9!F$R$Y3EN9}ZIZ zD0$ZPO%c?m>%(5x@l1I}RjdQH+UCC6@3}lvRiH|SUv8*8aw(1#PRTGRsry*rD32}U z=viIAoF&HC{=yL$&-xpQ$1PcQPRsN8kS>tN^C{$LA&CpGR(oJu-+Aw}^+IatVlcyZ z%3!3QRUsNanLMOx(XrnB_YeA(Z+<+lGKu?R_sAXO0&f{hSWY&u-O5Xg#G;>jN01!! zcJc`^LCh#`4 z2q!7xrF|6A67Zkf0yBmbQfN+~909pS1`+_>3(x_=yrS|-Gj>2cPX^#sc~k&N5LFGN zyfcN`AgTZnaB>{*qfh}l04N4uxFK+K?*NNH<((z`2Egss7m2k9tktf_i(vE)3Y+rm zEeDeIIq`P6DiB=}HyY*3F=KVZW&tVANTs};{I0SOC6R)r>7yz@lv)ZGtc$>cUwL1_ zHjNSp1BDP;N6s@A?vDHYlZsVP%HSMDFNM$ScIU(1N?tp!GUx6M#%i{^$4ZD-p|J2t z&*^?G8=FE8G-Ky?%c?v^dNro{s#u8eaBRu;jj3Zw2;cbY)A?Hj))v8J`yrz9n0IMk z=;Few)vmf_phsZ)X7il%ZC0I>9!8&oPq2wM7LNzUpvl8G{NaiFPyG8`E3x|(>Q|4v z=}9t!eDc3nsI=5&DvdDWvHqpUFRUjmg1&9>q^bV0#qBO`;I7{Y|733;eF*`bt zpRPgIcP^RY{nTe($@=M?Mi{y0(!q4EW2-0$nM4MX=Uvx%WG6Y9C)bwDsjos3t&@i( zM=!sW`_gZO)_=2qjZKp;u1}WRKFc=C&6Zw}$92ij^OiK$jgj9~AIvjbE4o9rQgfc`m&(R_Vp5LogsAKu+!G?KLOJDc_8uXq zV371N>_gsIoFlAra*!|CF~$?2)$iB*=F>ZG!DSCF0_*Y?vwSU$!W@e~lW3RrJy&%& z#j`BKV>3BDO~+DfCQwO9R?l3j}Zn$oh!Mh*+6dX6e<9PG!vK4;N#|Q#_;*y|C$o3E1YlKdoC}QXNpjwg!WvX-E%j4Yh10TkTVRD3C?Nk9GjACzirMT1N+Y$lSfyH z_Vsb87xgH2k4dUqahYQYtlp#67hbLQz0*n%{NJ8;RwAVX1m zcvtyZIN@9V^l`Xw^J98V`qjhly@xCyGpbZR_QwkbL15CDcb4~rhYT6zy|HYfy22rO zOnJA$-Yv`}bIDFN0+~j3m&BdCF2w&7^3;8}cJJyX?=1OQb>lp(F41W;I>GE!b;|P@ zYh!HLBvJD46gxKkht4u4arZxv-~Jo-n%BGkw8^N5y($y?-;io_6$Dkev-0ku$5d&O zE~M|Cz5LisKDr+c3T!)Jg5E)dDKZPeZXJPzNM#d-S5>)3x^rsSy|c?6Tm;r-VR@9- ztsGc0pi!!~61E;XE>h`OH_THM=dlEL$?pP-IgeKTodRn6)&qyF`c&@pDUVWD#<`F@A55o8f(mKqFp zef@^f85qXEvgGT|^9;sqB(n>DF#Zqmqj`b3q3*@#8Uc((L| zBAgziWtO{2p#qy zZ!Y+xm2QUpNJlD{9}-IuiUaAj?ZHi8ooH1vvYZm?dGUQ{tK)7WeBa8D!kwNEJ<0umTM6BfS0DQQ7Y?z|8?-iowcCY+!4%#WrcrnhDliFdjo3GOT;+)cV+$p) zKT-yMRm{Q?4pyb73ags`Rcl2W>E9BTl>-VUG6rE?zY8UVf!66GqQ7dc@K5Lj)i0zy|}mbaa>-t5pEHCI79)jI5lK&{qMg@Wx~)qiA)$ zh&uP=UDg>#go^!NtT|6 zlH;e8D7Q}GQrO*_>8JZTcU(?|59-4`zS(Ok>3!Fgtp_I}5zqGYN!||BF$y_Gnrw%q`t#in!kqNZr$^v8tc>+>O&*DY0#&pPJT1V7 z(Z(1fIDrpC4|{H3p@h7%gbi9(6%?R^`w4Qj|(snl}*a(yF2tDTBZ$KST-^ywfLqb3B}4%r*09e?*M!lqNXm zw?3MIZYH_#>5|!og>cV0$0DOBVn}^nSmm85Cl-$f;n8pp4#LW+x|)@A9A&X;L@*Xf z=D%}0r|WV}owIya;eENW;JAIupW%M}hx@i^u;17<=KhmA?zf7F#*&in`Pl9p*4dwu zoR@E*g*{vQq)4|My}GqoQBH0;UotL(E90jS)50Ie$(@XwqcT3Z9_jYP15a(d+U;Um z6+**AWUp^El0MH-h9Hkm6N$V*?fLaA-EYNcDs*G%-Eh8ivawhj?%f_;g6bw0MCbNkQ1ft`rJ;@F@V#bKXq4_+&Q<%JzdC!lcZ zLjhcrTOU2JsB+Ov2&J&r_c4%Ltvgn}+s87KQ;eHcLRZ(<`kPif1V-~cxCS3~z?~5_ zE6V2(Xd}Sp`rY`K$7Q}R_u4aCh8Aj7m;yXNEKtfz0kANr0!aPX)~t7xyUf}EB?eGz zI6(yb02OeuU*R+Wh*A`}#n>YBY_p!1m40kz)B!3Cd_vT3MxSM+RuNh6`td8`o`vCX zcL!X%I^ia;cDt+w|KK7#jLaw*s{e(Q9dmPUKe8$eg>}}?xwiZ+EUpl^s^%0zS29`6 zepLi4(P?3O3`2McBh664!bmX06D5x!z%YQ92zYt@xX<%~fP)#6%|OED^4M5vDgN-- zH5C@_++DYOC_k2c3lkp=+A28uuSF7;AJMv$anB+Gv3wlHuYT<7zh~3Fj`jPTXT9-i zx82^_+=5NQrnmb>tF&4X3pyEGLM*@^#w09~!oh^0iNfuPb-(LZ+Gp;XNJgrdBq4{$ zGVh6{$rO{s2m#^lwwL-NPnbv#dOv%BUSCLk75ggoF<-CuEU#pqMPy82Wyvnr;n>+$ z>i2A0IX4;Dq)QW8Gil`7&hh4Qetk9(lD&5>k=4ExQ(za3*Pe_$w=ZMXJ*JnWv#e~$ zWouF@Z#vJRVlvc}=TOouT z79ysQsPKq4mWH_U4)WCUZssw{f#Kahd->iYKYvM@88+fh?0y9V)(i^0oP7wzMxU#E zR_=5raR6k@?F>NYkX0)H@$q#ZeW1><>L;Sd{oUS^Ykf^)^59iFwY~8&?v{CIx#ks- z2=D{PRUR-(OUZScJ@-39jgSH+1c{k=*Xem0(?Ub@%F^VxDsEb{t$Z**ig895GQxlu zfrmB6)DwI_4}rzw0C9y3^BXwn8>tm|A+xwO6R=o%vx5jLvC{xcPAqw{4nVj;YZF+z zT|moo05*kT*1@hOO<+>xs>8zYaLjL%_fFoXj;o>%jH}ObKfv0VjH>cap@S8<7|E(U zqa16y{>Jb^GnEVg$`_pDW##-rb&y!_t59m#2M=K;MNz+zROQ6Vlg#zIF8EF1)u(Ot zbuIAR*cqqt9+KIP%d;(l%e`2icTx$%mg7()uH{i_P;9L7C4-Et*g zS02c7a`rLLmH#bQGP>;>uXekJ*0);n=!k#Vz@V%`TlxB66x^YAm0w2M2A){*%;n}^9{he=|xhYTWr3R5pko_up$|H&NsJ{epE+fn|`C=c zY_vhhVzy^3yK?1>knAapUtjiVl4>q$W!Y{4c>utfV{7plrpaA0oE6W8oBBC@%bVs^=G2a z7+KSg%AJq z<%52;J+ZDagfJpxMTP_lGwD*P-g*C|lf;bw$UA%o?avP>36*uz957VM*Z!8{n4SL&00{5+2b zc}N%#lsS!()-enU_>0W4q&ODBQH3YC+{~%-oDpdyxusZ1Tgi zuh^4`;i`Zm3Fz+hdNK&v;hk_i8AqNWz$#jzkuzj5Sy^S@Fx;}Rdt`)bU|WzWocKSJL9U%l^B$A=?!&qYe3WWn%x%1Cc`B2$6*qDI?8tM%^x8Lh=sriX z$+~l^^(S}BZ|UBQt9waCH<_2SLF<+Tmwhaa9eaxYK*ym^&|y3a|I2S??DXH{pYu4@ zJvhdD;XNtmG2OzuV4LHSTCgV_AW!xBwLgN2*Hz)mehVd}A0e^4bIv0Y$NN@ztLsO2 zu^HKc@A&RF5boY%Bo;F3@GftAaOc1pTJh4u#}eZm;q%`JC3&+syT*_Goc#l$5@C+l z;=}B|Z(Fr-1XG5?JY#T-fLpB#%unv)xn;ZnX}}Md3M&L$CHV!Kg$n|4$9ApdeJKZ) zMwkJov8*aX4v+yH&Hh?R`hXikjW8tCDv?UK0xsYKw2)XluLx2EmN;idp4>71Bd{d! z17Pp?&g&brHi5O!YfV7d52lviiPDGQDM7nt8;r8uIa17E z80Ee~7Li7jyK(^9UYTgW;TVF-euYz)GmF=ib?}WcW(g1T#)5aYD@tMJkTM4EU>sc3 z%tXRi$5M*RKLJnOS0$}oAKZ3-83Yk={=0UHX0HDBb)AJGM(!0-VSLCc_vK#52gj22 zHotIJiYO1w@YjpxOvCq6`99{Z#~Zn#v(j2ambi7DJU$5mpffcIHA6-eoXH}0*hxA z`C$UZWU_Yv7Q*f1j_|E=(~>!4OF6K}IXF(f(c{UNWOG>DMAB^ckRKZ2fy^vqA8wO9 z>&o2G+4C!H` z$2OfLuk$LQBG8di-V^VkC0&Wm#AfurNkO_3jN;Vr;P<{}5)cuFyh6OIT7S@sc4GHS zA+Y)&`^e_)vF7EIYM;vS&a;{kBY7;@C&Fj;d;)SEcPw{F*K}-sC09p*?4v0>E~3cC z7kghm4(GOC<=2mSkBy+%`Q~bdZMT2q*0BV{^LRUEm9V|>oBJA*6;~#<`|tWXrkLWY zDV-$z0;py%2n_-SC;&?1S&~K|!2q!@Fzw@Wg> z;5qp;uB+^|ZQ)^FICK6B`-P)qRpEytW@p?Lt~Z9*!Q4XfU?e5JS!8%Qw#b{5LnIRg z4-Ue*ep{ahtMfm8aD{*PCtrnaa4+&7E>hk~=st!l!sG}j>tTCI@ROx^5f?V(e^_3j zlJa>KwmDAT*f!<_tK_-ms3WBK&v`H-t;!p@n9%v3d%=4TlyXWuTU`7>}JyXxZx~|#p!b?ln zQ2r}@dLO)R@>_9Kp!4uNXWy~^5L@g-eS=q}f3$b@WZQN#@r23doNPDQo$Mx_Y4?;+(0#-i5a{j1;Mu?-pNw;GC=3dSz{_<%3%egy4tYHJBWg$Z| zC;c#vmdLDPL&VCGPi$q6bLgrZ`+VNvch>e1gs!vdNT0JFah|zlhSq%OdBjq1b$0Q| z+O(Ra-!d^4#Di;4sVTl^(a4F$D~jdf%qm5y76w#~gC=#yfH#M=Y^NN5a4 z-2=nkjN|mC@q^GFj=*E1%b%u+(26eVHfwwTs|AU4t^&^$v|VaCXylDG2zM9d#lb_h z1|h|j{PjSKRz{@m=Kr2XOl>-8`$D>~@~gi^D2{D;9~#~@+;BBcRL@h=5$YGpFuRc0 zb1m_EfFf#lH178nfeA`7{y z{jK8g{ybji1g!9IBuL-*srw}FAi32)D!}jP3Ln^>BdnJ*d^1o zuu_6X#P&})&gukF{5Sr9I16e=EH@#84$rZ#!$0#!@YcSDNvOR7VmXZI%jfI) zVofTaO`BJpmdtTRNpK9g#BpNI#ZbT)WW;7@c6%SsVSIQ3iG(|4oZ)oxXUwJ0=got) zap^IIaS`AvnJ{=RsR@M51pfT|b>BizF3C6*E2&w?$ZUr^rtP5|?&5w7Hb+b^|dI$i6R*=tCjET!(rfBW--$gRRMk7qVq1dAjmr z()}*o`4d&BUwY%T?b4Ixp|!(8i@J;Wqda^9CBhXM14 z*mu39h30E-aI6xF``UA-yt1Cr80UaE)8Xl)S2^(z;GXF=mdcpPQyxewgNc|ch7%8) z8zWFXot^Guyh|7;C7Y7>2Rq;7Na0q7Q=VS#imEYQml%pI6f?sj(ge{ul+m;jyHeYu zQ3~p;z_BaH9#I!!%=I>oi^2jJki3-i&+1t{haoOOO${Fd!Nl$Zd|4P$rESO<=&3u6 zi7e2R`x>yb(k{WXrJ_;%VW^8M-JH@WR0Y(d{Lna_+#HO!GS=UDeb4f%XfGx{X2yOCcnY|-9aTK^ zagkNrhGCA>70leb0knJC@|}q*vA;BHsz3UNwU2rf$r&URAYI5+8y+O9+F@V%Gp|vH zj1m6@8I*)$c1c|B()HGvvr^X^&o{n54xlr11c)PzU`WDlWRhNw(*OZlPa&aL-ixyI z)c~1PS$J}v?x*w3?- zzE7`p?x^` z{jl_{;Y;mhNY3x`UIn_kL&^P0{0yGAS`-70XZ_iZ_fy|*rxg)_Jzplai?%f6nW#4E zdte#I^G#kz(N}&w9>W~W0C~h?#J64#nFZ6hMBu$9=VHDFnr{#qA}MOhZ7IwPO?i=$ zfCsB?VA5jZWtkto@?$ZJZ3r(0Ci)?LGRHNBXAE3@6N7L4g#nE?T{UGE2zB7R&F_bs zblJT^@s3I*>9#_Eqv8cq&g=nAH?jj_rmWlVetv+g)oRq$T|msqWa~cZ{x^fzx{*3N z+6(YE7ZXZ3eJ3sM6TIKCbnEa3!y0vWFz7x~$*q{yVna zFNevzU;lw4aViMbSCgJ6FTX;S+2S=(J{COt5{Jea z(US5oIqU7Gr*h9K$tIoU(HSS#JguVLV_|24!qN0SF(vjVXkj>qIYf~b?e2q|4DfqMeBK25d0RkHkEv&? zt-A}V986VzpRHxTv#+0?DvUlr-?^-KEjyuoya;$+iX()bkYN@q{xhjKjOQkUnihlO z)4vs%HOMuI4WJ#rrpmg3l-)L6qd3%4hpgfSL~cWgO@+$CXV?*3`=MkCsV&PXF!Usv zrC9Avv!A{ZEbX&!>P?X!>}pNrM*>ZA9El!#{&}st(jQN&4&X*qJT;t)3Vh%_7kwbQ zH8fWr5OXT@;QAyck^e zXc&B}3j^K*+On59Reii}g#G_+fF(`Xt+rv!2SM;HS){TVmGTa73N_c~Yj3!KHH86` zA!ACkd(nd$xbl7Ian`fU*%R$0__>PteyDi@I->g&EzHSY#VE49zyvIWzo?OS+ZcvL zZfZS*;H&sTM7=wEO|pCS!yMSbL!|^yAT2RG?xv9EV1;eN#;XkL7Z3AL|1&)#$tQf4 zb|rGWL1Tk`9m9=9p@^>0lAV7C0yD~>@F^;6x?_rd+%X=|=VB+jFl9P|yZ8U28!Cu9 zc_5-HXj=>&jHIiM1L6x>2^2dR5()lyT}A;pQEK_otkTcytnK6&j5j`WW48pE>Q z0JOX8lL`7jrBts$*%0OfX?g726;nInDRFO+yn_v3${Yr$MncDsqY?9=Rc zPxS)leR&&r>GmU1nJDa%b^-{M&>8O^Y3AZS%Mp?axzxeKY-tKH+Buf>EL#$m<3-3f zA&V9;T)y+17XNf})bD*I`!&Wq`y2Fcw_}Yr<0}ENM!D|xM!+#XWfy&_63ncy8r|8n zj)2r#nr6$$og415o9UG0U}6$5`?tycVGk_8{Y@U?PtVsY5l5A(7NMX8#HFz$>Mc}J z%`*iqJ7LO58SCyYltf|@x0y)U(apxU8R6IxZE;(^FeoL1{q&UN# zU4y+{&A(K5Mpz)#SGe}H(Zr1+SEHex;6G{v>dQ|Cu4{UHhE`^|+!v460ImyzxhU1j z=Yf&LyPnc?%L&IQ)H+6K()84A;g&T^@iVQq^@>k0d3{Jks+P`3EWub_SjBK8JAe7# zS@1C2>aGG2kxPN~ePSTz<(42}wyA|)+Po8gAz=OPl0YOaN_Ts<)krKrpMj(Kk z3?0)YOf_>o7GyE@MGrrUaAcRyj(s3L*dRT}{R%5c1LE4fLz(R=%*hiIa~52NTi200 zN_Na&ZAwT)6z2mmI@{2xw38tkymm|sbdC`h!@^bTNTDq3joucE-v;Ch$dLZv`95yJ zj{Aqi5%-9aIGbzo*mLzBd=*i6{Hxvb(rj{a(_O9V;>*15M`|Ky>*1&8;~WDK!LW~E zc?{ID4Jvp{W7jYjD_5N}!745-4Mn6qVoUw$hS;o+(5v}JjW~JYjficv$SDJ4+UlsC zAj6!MTix#0;7XT#IYI6=x!Ip#3A}}2k#kj(%ze+ioc8}Dj^Uc-5}_`Jv|%2-5lE~E zrYVI)5x{5fISO(ipCi%D%Xjy^p&R*dO#grQ2CKoGj>+bz0%CEI=3<6abYU(j!#Ocu z2fQw25sKwg+(rl+2E`Q~t3?~Ag;)U$dAAzrz7Lbl(-B9;uz2>cM@gM{Tf_ue`XTd_ z3L8S$RsS4DI41syfYEM*AQg+AOemvm`U{hGb=7a#8t`V(YJ(PTvR73RcJ+3BeS9N! z_o?q@4Ncc~dP7l>7r#<+Bb2mEzWkOI=z{b`5ir`vS+1XmkLX|GqkH8I#?+`1e$UN1 z7{B%RRc3JVy^Z4C#QVhAvTVQNHO%6gyz#@1+jAVp3?_P=1iejJkm!cM#=^gC(+VBy zdHz`Axm5H#n>-twZE(Lm0qKdlA||?UF@!?dpFU79&m#`!-&%47np_dWdzzPz1$=4u z8D#WiNgBTJqyBvMd36#L0w>io4J9>b!mG<(;kNn zl%hOgz^JZ3!~Q(UU=Hb_W+jD{3`A)Q>u8vj7;ekm-uE*e3zX2tLhHba2g+9LmLpq# zl%wrdOJTlL2~xqFx_7_cGXMPjpZZNM#DnEK!< zMMZRS4w?&NiP6dlXXg)2bnqehvol33Bum|h8+7z&sLWd3K>$)AimuQ|+14DZn}B7Z zu2PNmZ}A^yYWO0NuYNSR_9d)7t(&WjcWiFIYERE)!I|yPTRN!7z1r%(sJd8twhC$H zmw?{R4pBQA!R=3Wrur!FCYZA$$J({;=Vd^(yS(4mX5I&htpSg`g@HjFx1+n9rUUJF zhFDritPNptXB)GPSjb4I&jLBw|EOyRF~u8#SZOepk*-9A=+%ero~g@@A1>s0Efgr} zhD9Y6cKkWJQ3B6NIz89hrAUr|QgcW6-vBBmkw+j`JtvL~Unyx6zZ=r$F|%s;Y`=!m zdFb2_HVIx$eQ6_}paV~P;W_P-DfbgHe@C;OjEX?fxD}CFPHtiD$rqM0o|n$=Js?X> zxbV2`^y^|4+`%PkqQ1!^!1$bFj09DPS$(>TQ3Jt>Jt&E$5mUXR7_;oKlIyeMa=?kq zE%9Y#G72fqG6>5UN%xg{`3}BlIUG>G9OG7=*zWU20;bbS>si%2JTyOTW=dtcC4#|X zNnlP8X%1U~E;J2z(fDhn$lbz0F}DmkBo1N@>F0^-W=P%Yq_Hq99O6C&1wNVmdKO~t z0ZC8f?|0<(JAOAZGz#0161kH(e}22tTYx9of*QEA^@Ua%_k0pR#FPx&GZbr=SJS&} z-|}RiS(JyyM8w>*;yU0uMFtoHcXvaldSLnygE%T;7F>U9m`G2vOGJ#s`r$JuITlEB-W9p$5@hVYns+2(p&{mx zmN7KK`X+3(*<>Dk&1$!PIT|vNz9y<^qu8YxS<#_WEt_QGA8~4+;R0IgYPaHUU%1qn zQE^x;C86Cyp_99qlRLj9n7nW0zo; zIZW8_llEd#L3#gNOH#EtUF6qFQuSqn}w%g?v506)@`fJG6k<+X@#P3q_;41rd2-x=9o(ydGmlN7g724)slK z$QxC|w!Xy$(+(Q^8b0-UQp`2$#olJv*VHLggnq3h!p0c%?x9EA)vx3SY8Geeim|q+ zOx3r7R^uwbx3~%+DKDFv3<)0Zv=N?%JJy4?D7!PSs5Xz7p~x2op)|zB@0I7o0F+ZZ znn#7h?4wdC*>KwIou3+y7{aLRo!1X7lbdfX7{Bia!6(3(T0=;^-X@-zFh&{@<)!+5 z@E_wLuga_GLQevDS%mAyk}?{c}pqe%9tS7PZ5})H^<0qc`iUbVFA}Ti)3xxmSPXlOoifJ*sY}C zoQ5eHPlOI~?T=Fxj+uAPrD#C)Kb^Rgz-DHDrnTpSN4!}r&@(`9$F^V*#Bnqu&lDQs z1jd#Hh2+G*^FLmRQV9F3Omz)x2bzQtYZCpa?_nI49j+Wb`q83US~+l>4bcgEXG^{H z^>-av9SWTyLcL!R%!|2Vhj`m68VC`?bf#@ao}S(KC0kthjqd8bppVRdBxh9f7B2+4 zozZpWtKMlW5A+9ZTKHUQsN`-u6xHSm-#%chKh}3JKQC00cS)tuOB@gEE4qxd zTU;r$_ioE{Tpizuj71!Hg~E&X3NhFYlS|_3FHv(D0}>0LBqu3NSq0P3a@RkDhv|z6 zb40UMr1?{2KIv#XTKwC-N`C@(amhyPh=iMpfg76=v z=!prM?(r@mJ_$C1zi)?}^@fH{5@0le95aIi5+Z!uX(s2PqT#Cg z^ePMgWQs8fu)WH3N6#%@u4Q0oJ%f5yX$t}at^Vd1G(%6IwT*q=mTiSPGwqwmf*5A- zRZkNf3Hvl|EI{6=rvpAERSdh}ZLv$NC zXoAFz=!TdnS5w`Zx$I-^a&|>EX+^?&{@V<{d&&kVYK2wqFewh}h0LI8Y{$Y60DO;i z`aJf}UU~wys=*|pxt@C6-V-4$!{n$mZsy#9zEqC45p{(ub44TQ1A(gSYG~%@ritVi zel&<3R{M001OsAW?G+7c)XJ@Bb2(aXY)ilSo_U$7WDs`Nv?P&V5P>$)CrwcSvTqB#j(cZD=8;xY zwgL?{`k!6@ee9FPhH&^qq&r$}YM^o#v7d?mvQO)`&b=E}+i%Yf4hqX~mA=Se0G(K2 zrg&&Fn+hG|52yTZL^@?|DA6L5KeIc3>J*jyDInebRlI&HCh5A8kWhuSdxG@(rIUgD z+kGRRUn!!qE~hBl@k#A13Q+xSBRgCR|NR!Dc0JmlEh~$K`{- z4&JoPi;}Jfyg{LwHwzPqb%v4PRTj4(C42@^NBV&R%~cZ!z+i<+b(s^w$R2~<0|a9Y za}CFsg_EedvhSdjN4tBl=U1FL6nqvN{XR3?KtS@T399f?6S?j-w5rwGVYVk>jFDO? zOkAMeBflB&zl)ts^2n7a8fh#i;Q}Zt%IxSsO|W(ue-i(zO0Pp0w}5rtDN{}I6cYJM zHlmU1PnF(EQxm#A)U}{!O;jSnWLA_Fy*CI~+q*G|qFq?Fi|&_Yar9fAhI4 zyIyFToNlX;nA@3S`baJuqyV^%rO!G0Hh+O?u5h2Lr8798iDZew7cUIfzL6pQ#3r`j zifc=@Rs)Z|cX{r6l&jDMO|aI12va?1MVtGV!(^8TIU4&nEXvyGPr(RP8Yt?0Uj&!H z;%wGt!W+{qBAp&MS(;)bp8SEi3fk~c^89)fNdXvMS!P2-K>Zo4Kbnx3CB-5cB~??^ z^VM&0W9TxUu7?5Fg7EHt!TT3ebfEXis35}+WAPF#96jkgq?DO&;aKiVk~YX1XwY(V z2b(qaUfe6LC!dOt#k6}c@qMAm$<|9dB;cZ7b^11i4__aRWC%FH+$6o5)W(U1#i6(w zB~S$GY=phZg;m?t6odRwiH)mYI5?UD+u0`IiPdnI1J2hC&^%KR!EDK;et}!t3 z&8$l5Z$c1}=)sv&j@iwwwt$3XpKYE<-G3O0vYl(N&2K9K*MA)SY}#;E#~~eztfYOk zk%^$T?o*>nJu?u&U1gf6ca|cfCmRtKmbmmxEU4tlv;eG?Q0p66bK`JB?vZ^K*arG* zDKU|5JNXTZ0BgtJ+$|I_L(NO1&6&|c>1LKEBV>iEIW4kKj^Q}Bth9|w1VmuJ<{v@w zq(UL*LA=JyW;CzU>oZC|StGK*Gb>b#F^w^bm$RfLHF9gTIp&Hicuy1@>0q|`bmrLz zJJx35@ATbCq`kw}w5t*C!w12Ucf$8f6dfd`E|n^<I>zULBaub{p8xpGEZ5_> zhq+8&IiU6U+p{xi(A{u1MUa+|)ej4du4!>3rM`?22Rt9z+V4P%%oWQc$Le6g_vPuX zn)4N9c*0jwg}(!;1QKWK>5eZC!nJ0N+j*|YK(OrQS<+1?`y6{}u1t4HqUUWzym9`E(`B<%oIM7vz6 z47jHM8=&8z*x``}6+cMpV+n~^1`gTguaiq;s{pl(J3um0R}1s$HiW@mxqS^_lKkf^ zA3zD}&;5V6oP-%Nu>Xqnd&T*G49gtTd^ozl$Bgj3?$kFDyg#zIyr^|}+2FlFON=GJ zS8iZTt{&bUh+O=vO>FEp$?JEj-V(1@bhcQQ7JDKaEF{&6lQLaNh0=BHFr}$sz{r{V zYoAj6cj--Ma~=gn=9`Q-;>p(zx>%6OS09q?dO^;uLuf9+#p@j42?Gu>XJ zbHBXWx}U&#i8!`lIGgaVf8QQ9=`n`MAR!_KhT@l#yVdL3ZWfZM)+mtPCpO*oQctBC zn-QoRnl-b$*RRd-42LoTKbtD_5{ZTxT~D=FE_8<1vC9ZN_;I9%;!O|heXNX5RD}La z7HhPYaW#_JOYXVb8SU3>Efr?iR<`=6F@%W+zg*-jfJHd4SJU}^Uo*7pbu><`Pmf-< z$^HJKg{gA#*-pp|K@_6MH*`!gD4yrWXl6Q@e44~2yH!9VU?f`TKkIiZ*JA298?+pL z*!q&W6{n@6MhDzqAo2Iq%bm&DXqBxZzz$l-^R#r#YHbv^#(t(rHzv>_5|!khkW`(* z7klj{`6Cq8ngTtQSeE2>B;4-WGW=W2&aLhIxdX0w5K5bW^G$YO(B0Pe)Q6?%##lL# zE0W=>1QIlJID!O=g)~cnV_z-sRnwR|J227==_3X^@EBDVctDFU9E^I!4>pA>h9cNg zG@CcM4MI1W!0DAYt_52toe~NPOIaaEs|)02;d*4}u_I zq|LJKuL5T5zV76Ugw`3~h{&3fc^jbK0%SmbM?zbzW}T)eAF@K+Ca=bF3roM+$G7zF3spwh2W2Td{!S0v% zt6%OxU%~ZfaAn<)|0sGE!9DmST6sqw;@(`suKv3DD7{T<_S)s_%MvV}OV)5YbV}T^ zsgnn`k&^l~eb9D{J~-K^8J1qP^w2iYDj>)3)fhc)vryTKWO^>K|3X)8(7udTOhC3C!9hzkDc%_@(yOWRMB}r zz13x@3;DsWj&DQc_W(Gs9KZ)U7BBbtCN1>W8!5>MtKS4#{Y%sN)JkKrQPGhg?hC2Y zzQLhk%EP9RNL%B5C*;&jIq*jpSC@8oHM5Lj+vIiNuPuF~-E!4-@P}8892)XYJyU@@tkh%oPSyz08Bt&{HFZN*E$Rzh7zU*&s`ji5hn_& z$cczj;(8{K(#h0`PBN?ySN%s7!~j+kOB;=E6A_6KE)7TrGVzr*rmBwD>qF!^hnSAc zKot}ELrgk%35)@X)+Qn@c8QusdD2STJ!Vsw zPafbxCA+!5g`@^Lyy2Xos;#vL(5il?^K+l#a!lC*7CyakrT}vG0%dmDp^#|Dgbv6> z!1;o?e49T18a03ZydiddA!$J?8Eo-+OcLB|gifDC4$UUuN-GmH<7-(lQ`oZinfjCH z*`2UKIDD#@1co0(&Pc3sYv(x9guU+n!An%l|LN`x?;AOCMiS`q#>WEQ{^SVV znQjt%kO}TgsCnEdr^cimp`ML0aei#Fp)(0QS7-=pspHwKqc`QG$|-r_L1A0H!do={ z+pX2FDJWC+o0^rQIOAbCAoGuw+e}8YWbW3ZH~lT6+x}YQjjyX3+t~^xA@y}cHM&8e zEzc~)nD>2mE-Hj&B3fS-g@@yYtI?3SX}~{|*J@OpTYlAEi5;Dk;XQHHYLgr2Mmm#d z*;nyf_*5~B{PzQHFJ{2+bRCdh##6&6+eU_+-K7zZ4U)UueXS9s!ib1?i_6v?*~sI7 ziOvpuKy&x@6!1&neGtATosm8IMY-DvB#ZB$?q<#22iav2sDP3h>6%VJ8)>WxgXXR& z#T_Vqxkt+&ZSqa7$QQeoc#WakgOy=ANcq<6ePOJftC1P+rs&JxYt-?Usf9kBJHTtj@-m=(`T7_U<6?{dhXZ#<5ed<(K6{_sL9KGWnM`Qrg!W_ zQsSk_-q}GmI_7&05<0Bd1DQ(wIMH}Nll8{hsA&4qb<@*;^w?7?5+EI6N+bW}CNa+! zBy+`%eaakx=@6ENCqhubgF^O_*>evxZNKiw~InU*Nr`i zoH6dqgVM>)MI^9QiWq@bZ-G$Q)6f#yDBvH+ZuL?Co%xcd{88y3z=jm?;7egP`$RW5 z#c4*#9W@#Y1CS>kUuI5=w6Yk$G9_}OWAdm8&xiReHpUfL43@9@-3%-o9fGCkfiuU{ zL1Ko<;v`S{4Xe22rx~0Z6tVn~Z55Q~2Xz{7wlPx4u7x+a(?&_nuN;G5#-r*~nD2Zh zhRdyrtW3*Q4)H9s~yiR!2Q{zR@qH{PEM`{+{%D&BLLNjH zfedgH?I0zLu8ZYkg2{6ZzH&5jxV>mu$E;g$?+bW1(65^W8E1oBg{sDN2Lw2|`s~Re#T@;|dG_-6zR+(uA7@ z5&e`bq64Blr*({1qMvU@RdegOWvA#J=h|D^F{t0@8oj&|ba%MryBD-ROb;!<-*KI` z1&Ph}gZ+Sz`WfmRx>hwLr`=ng{c!cfTxL#NE}HjKncV6*<$6-Dp?Z*t#pS4%T@Y)` zy?MOghvwan_=W~5soLmOr$e<%1QdQ)yAtJ`KAww6%4OTf$&P> zeGs@D!wu4r`p6f#)X$6_c}tYHCPygiHrry;BB9tE*DNIsD$Pv%a?Q>)N`7|yLIRy;yH(y0!bnImO$02ys z0quTVq^jjW>$Ul8RfX4yrBhBMXgdw>=YOQK(gi$kO|h#~ku28cKF|9RqR*L#Rz1WR za|0~O71~S^Lmb9cmxhTUVO>g|%187Ji3UzvKE{bqhK-2BJu^v6vz4aQbnlDOg;X7u zG+slul@pS<>x+nO;&FZMmxkTZ9deduEBepe_~!E5U&m~PV2))QZu{_KJs%_%k44+O zilufb%}Dj&Ma+0h6GmuknkNP|-TfcT>;OZB0Vp@3XB)s}o6w!(j1vQSM3-0B+r=}^ zK6=}RNgs=UC%hLzQ{}geFKL9Ece6zwDMpyywH0}-`=pVIBxvmlYD2E^S<}G=n5mic}4bHHByb!TlcM z1af~^qK}}Bn_{sTOe`9e==`UK_u8Q90#o2F6Q8OREB@OAQ=5{3k8sg_8ibZvcR;*x zw#|FU;};g~w+eBh&)rNZPHQ3u^$m^%-nbTnBFP54AlPmMoZ#@u!Av>FOegdEYhCeOod#6eU_al{}q zYL$L;Mu_h}uSpXz941?+LG`0E%jXp+TSBd~YJvKRP|GC}FkbpMGbvgo({a$#+&4D* z8q%S>66*7C+&akQvmxwZa0e<*5uJA~y9z|(m@Va6Z+JLiN>CacdkNKdwetqK!EO+pAG>j6yf(rxlE=_7Do8NdI9fOHE)AN)f zK|y?&-%Gm&at}^My`Wg{AG+hEUbOSFT<9{fbV75j9LP$n-Q?)4nPht61Kk_~5z3jV zRIIhGgX_cV(l~Gf;X5SqWPhsmKiGV$}Nyk8u$R!z>6WF`@m*GE1hu)KkC7A4ux= zb%$A&F46%-F&f+@v=@WbqiPAknO(!NxnGgJlNbhP9#=~(KA$vx=zpZhyO?e#vZorD zX^hdhbpAVb)5aqY^q58Ma0(Otbs2352Ddld|G=e1274xj0m$~xeXd0*ZqB!!xH_?5 zPH!F*7iSX=sEhdeFJin6830OlG$da8t9-RaA9wE=;cw4@)c31gats-Ta1k^1j6=fT z&0V7z2x~*59sB3ju=WQ(X%Ux^&6PvtKzL&(<_3R6?}s_LTXCWG^EBQ2Yv`tGgoTz~ zE(C|a`88FGbI5eFxMX+Soj=COb6!5^hfUw*T2W{cb)A+)iZYu*{yy{IhmlRp&qG=J`4qQ^zmba|@{SX^O4y~aq17;+4Z9TV_NFZ#BZQid zok1a2I>b2r;CsP*oC9f&ss}$^=;yR!FjJm%SwUTK{krr82Nm+>1x(U>0cUjG=*}I& zJ-Yg{Q))rF@15U>DF4=m_5(=);@{w}bk|HDf@bNr)6AFrW2NK>bGnI$UQ;;+c_{~= z#*U4rEr$6AU$HESoPa$Q*}l@I3o3z{DfEFzU&m;I(x5zNk=Ux?3bkFu7#I|(xGb|) z!!6Q=bJWA^5sk$Z?vNWp#Zmr9cE7$s26X=$%z}egqTI4#^;~0g#R#)~`F*^zpcE`k z-6-63^tD8*dy)~dv1E0^?8^r{jwlqQ=Gv|F?@Sh)6L)n*lS-)KXiYDh>P zEEGw3G+DSkK&}VpmM7^ISptKEf?Xoa)#qMEPMdwxKB=w?t4BT z-+q)__0{~^O^yLfiIgRLiQ*$!7sIQxbM;KO1j+qL>=>qG2~#oq&}ZtS%ucMbi%_2I%Os{F<2BAiPY5auFI!-Y{a-}vj;6OsJ;|fV@i169 z46AN_V)hN^8IB4BJ&q@y9u-DXS=G&MVb$g*q-TKHE@yp(?LVqV%s3g;J-dsXaxbf2 zrxemRf1QO1|FuG3ToM^1p4znAyIHvrw9b~nmSQdc7V1hfTWPuFj-qW8c^|M?61RUV5q~lYoPafvuu8{lQ|9`X4>k9>c7p` zAr6<=2u}cIsE#exbC_pxK6%&QJZ!nA#x7e5mYKeb4!aLN|Mzr!#SL$pxqv45Sy#0} z!X(s3axyQtrEl>(Dab@mZspuI=Z5t^Y$amJH|?YW#D8yJw$=+@EVDCu%PlEb6#sxh z_7U2Vt8ELYC92)LofS4ydM`n}DTS~CaJ+d8(t>h(<1i`thC}Jq<5g~*T}quEqF8zz zTlKa5@wOZJZZ#-U@1u)<6g#s41Hgf^7574`bo+<`vdRe(O3dzLaV$38Ppy-ULL-V0 z&46d-Uf)~`x1jwekW_DG-NQwr=)b8NR+)9XsodYZOWR&k!^_Dp^^r~YwlMT03n1kK zO9$WeXj=~RSx3JYzXIlHvb}!^t_CWns|-TU=t9LTbyLjBusGED`jyVNBDi51U&$Vf zp5Zrl&IF&MeIRI^MvFe83bxz&SlS>TAY;|vr%j7X5twM1!al=cWvE zq3cMBD{G_s?SA??M$k)vH`bT6r|f5?piaBUk0f})oh*f8{|@kl8T%)n&jZ&TFN9Wb zapA`krRJ<2azJ{SAXu*5y|sqNnlHt{I42sB3$SjLo(p@^UiU1Zjv z6&(toFv@`_~}8E zs?y?Bg*rMV&6Z5{v7#Il)d{rR-7msc;;Ms zGO+{w_Oh@z>p6`Hg%|+yX<){_s3U!plhX~QFm5fY2WMga+}-0(FdZjNv$Jlu)C1ZR z;Xcm=>@^LdS4U zGw&)}L_G5nRPZSqhT*4ZF-#ByF<8CX$TC_!O2j9#m$FApy?-6aT*iq}7G+K|Sqzhw zXoPL-qv`Cf=XB3gjZDhYyx&}8CAEV0B~0um&pVx~=mbo*ZqB*@iNi$P$>Yp^fj2V4 z^rurvEH#Z>V#D!~_Yd~TW;e2T-bW z+0Igu;~{4}^l2@VqSUjm&E%xJtv%5>HTy5yZROXG;`;SCD-j)y`a?NG#aVQ9HOekA zJ+tpn^abvJ)BE17KNv(IQ;FVfa{nq~nXHI8O; zuS4aq)Qu{D1|(;49b`AjRNAz_PeF9Ws+$O`uQ?yJ0mjuHB)X3(BSA6;4kL|7ynPiA z^WJ4koAcB3juJahG|~`fI*uv2t`6<{GB@C01_XhFNq;eoCA#o{&w`Aex6%4AQ4NWJ zh_G(f`*CQQu(K{6xW32a=JNcZ(uF4<>=ltG(hp5aQCupsWonv+3%;=-;+`n&_fmM+ zC45j@pnKR3*pW=V|AMZhy9_?FpDl7(ADnpQdr~uffY1{Abfapp&gVycE9zk5K*{;T z>+<>IvReu;|BsS2kQj5C&@Rn;{_l3s+Ts8V4;M!Rts~SJvz2xt!S8!*LZYcl$3gJ# zCqn>f#mzoBzg{Cyz;QpMTbCN&tItdM*4;~myk`%>_4G+Xcavgm1(*y}w6bwCV39yPY()zTDBod-IL0h{M5 zs|lr4*V7HEwvz?&);#H{h zs@_uB_68AE+mg3A4MBT+X?|$t$x`)HcgW22bckSU?7Y8PzuD*Sv)yI?VnC>dx$2lW zzOI&H6R(d_O2l`x^Q;?_Cj+CJPPk)(BpgJk!SpE zxBsE(E!(2(zwcqXr5QpbB?g8rl?DOn5*WHeI;B$(X+*k1a)$0MXXx&bhC#YJZob#= zf4_nA(Rr->S+VyrG*qMyFFyN?oZ#BZ9ROmNbV@4@w$@1M5vg$%W*MAzsC<)VF} z(C!MOhjr!S$r$OHT~b>7G^7ZS=#5$Q!68B7$YUKtqYwSWjzQZy>SF?jQBC156Y42U z%vf*{5oUwU@I$3sIB00c&Rhq3K^B5ndc)S7#)>Jk95^l zK|MfV-s+#;h4gKuhD(ES-By_X5I241i*F7Y$M*j0mA$%YCIFi(!(G^PCL>!_Wi_(+jclQJ};imk zye)COXp=}aO*LDnTSw6ZjE|xCf$pbqdw(%jqHC1FpMAUgdH?U8`y&1Zd^b&f;2n{d z&D1jXVUzji0EElT^N*s1A?SHiMZ$p7<hmLTWGu@;dPk+P zjCEPxf2nb$XQx#>t{r>cVZ*n^PXwJni<6%W7@H48tQr)i zukkLHzCI6;VC}EjXY0={7@>Gkd{XDv{L&DQQp9y@wRPcpfLN7WVZ1Okxm8_bV!%tA zd4Kj)12xO{m5$f)2Ay$ea1oSal}9Ik>i)sLnJ$!kFUah@E34Q1{G;s7#$T(ne^JE8 zu=n6G3!$|#c=aDEp35W|@-`;*2T@AeLc6+}2 zQ>NmjMF73O9t?)fSFj0D%P}xiDNRm(qdYtj=Q8+Ei;(_4pF=Gnr8_J4i)!6nP#%rQ zH3W}d6NereFK5(81TZfNpuc|7Uv1rPnvCeW!;#c_!!@=j;vGepE}w1@!*`n|5U7f~E#jaXx$QLwmpHx`;cA;woV)(E@Je zd;-o^73G-yh*tTNDG^vKJ&pVQB98UaptVOdcoF}&)yENXsMd*emCu>&TPx}9cNkNC zKJ4FI6t%O*mbcdQj3Mcz`JSL5M`xW12?flf7AcIO6jXQ_b{Jilg3E=h-8E31bi@&k zQgu!nk6f70MlOXlk41dXvqoWaRc=ckj1!9Gjzfxs3dR%Nuf9hnBgS2FEK)GPDOI^? zSoL@K`Jcg?%&$P)TvXWA^FcP%V;h#c)l*SM6Y~c^sq@avG~8R4tV4DJ`a$hJIrT5^ zG6?A7UCsK^PE+f|x6weBtx2po(tt-sKUFoB(0$U~+4kd4h_!Q^5F7d{nw}969iab+ z)rX3Z*Q47lXV6@m7TSCM+U#mGdxq>YDLYvK83CF0KWz}MAo-EEHv z^psrQGAY-#iRS;a9S$*YElK6OZlG*=mPUoq;F}PWVDV3h>V0>+t2v$Ln_f%=(6PTH zS7_IiJ8;UcLd|r~sq%O}&_iag0qnPczi9`bJS*rcsUbNQdSvKsXsN%N_EQY#3DUhj zRU`>l=L5ZunBsa5KJlPoEXd-=7bbhFuoNE_C$0HGHjGJlEZA=Iem36$y?viA3pzOn zK#xuMroYV5?+-GMHbsP|ANi5Bvbi=j1ImvIOIZBnn6o0`@>j_P^Gz`%jse!cjux_& zK}oo^_oIvltijtx^A=>dCq|$BhA4`p-;qO0uvCb&$Vh|858hqncn+Xto6DUkhfM+;CLx8~Ho^KC{x7J=)nRGbmLIZgF}y z$w{2>&Ua15Ov|+Fa620KOzzwOwbe4hsUYdsN^T&`7+hH-xLGg~_@&TJQq@&<1`Xvg zQ8Xb52nBB9&7XYW?)}{bx zp2|7Xlbuy5e5b=^z=wukDofR#GDKVXe(y_`k1zY{b5+$w9TAqbZ{46}HCAc?xwd+1 zc9Akid*AE*Yeojwp*_QUE56yH^NCF<;pNDtoNq(YJ$?8*pzs^;bDTjsZs=v;6p3AzN5@=+;#$RA2q772zIoC3Mg-_ zemE3^Tf(LA27=%N9Roj@g&A(^ut5G_v{;nBQr#zfOetyDx?5xo=K~}JQVRYbsOcM( zZU5om7j9$sRG#Tq;2)*idd&60Pk3Ai444%1L-d{ZXkq1aj@?w?&~H*Z7Mk;F~FV^+wymTIVy0yhB$NpiXc`pjD$|-M!**yN!y1RGPptL}- zQ8jJzjD`GdVSkLs?{+t3ikTNJ4kc~x!v(@9;lA*dv!g4U>w!rAte5Q(pA?61|6TiM z!G$afhzp;f`Jc#S4(%U>h0jC|Zh_{PQr8K~f}F7)h6}O2G+^(SPLwy^{ng4b-Riy> zh{Efk1P;WbS+RHcTJXMt=O@Rw%x^pG7ui(oeMv&Y$IMuU#fXy1Gvfuo&)J0Xe)wj| zny*B(xAj7JKUB*0XIlr$N3K51xltNWAZv!&bga{6=l_g(E4i1>Q1PzzwIaScW=V9J z2#QRfO{tFtSdq8_uhk3kCmhKH;K0!}m5=Uu6fUyrE?vlE=+9+#fj^8{Bd;%fEBucS zom&C0wEfRBrRToieZIHSKscp>w=uu#mq|8Hy98&Zgrd;0bJLyipv#p6|5ruxEhZ*3>-nLU4esK(Y zHkn|LBfqpi0C>`k=6nra?tc?0gI!2|aP5F~RN}&~kT4t(e z_~RaPMhAB=Ia$V=bOzQ1daC@+uON+t=LOxhwpX-u+7E>J@H|IXzbEF3uK{|hJtX*E z&IpS-fri`RgR|6pR_4S1Hr$dAVC^Tr{U1#zIxYueWYB>`SO-$Ry)P^UtanxhimK_PDgeAPr+rlwFnAW^?c1Hj9#xQr< zg@we<8c0a~p}IlhieyDfu5{bU!+9n0OFcSihW&c=ygb8de)YK~Ny;${w<=kpX^;tM z{(y^qm2%3mQ=X()q?^FDm!EwX$m*+Ie+-Pz`!&b7= z#jVX`8~5#==dlR=r~pcpkGRY?7Vq|>*&+IB@GZreWa>vLez;<$x?q|1wA(T3s4_s~ zt}y4SUR9VxLSgS`s|i2d_1T^Anjfs$%!M?*J*YnB(KEPZ2AaB&wF>?3L^UN-kk!3cDYSMl3-vm52Uvr9mF0vCDBD zVg-N64+Fi#H(DP>0g@Kj?ku|6Y1^U>^XBzg^;KeV9`mXyOPYH2yn?z;l(-(lyjGN0 zjihqfL&{YLecAHaibVCrxz(rAK=>ZwOO%rh=epc*t(n)JQv~vf#?Caz&ZpD2Kjee~ zy?{qkRV4ZSIE7acdfguNul%$n(q>ZCQ!&djAx~gsU5ddjIAb98=@mey;{M2s$&ZXO z!N62kb|4o^vLJ*nnWPY-ucshLvEPMq&rK(k=er@dF?j+$nZtU~b8}t?Lm3P|vHWCUt zs|r+RbV=lQe~&-(SSvb5j+cEy!J}hHL_cLuj`j`4sY3mPL_*Ki-}*QV*1u#op*_(+ z5!jiDy_F%kV6Fabv@OMIgo-{pLmSxb3ozjbc1}`MTN6AOu_Tl&{0xLAxurULVV!F< zSpd_0!!{H7n>D(&Krtq-VVW+~CKN@bZaCW{pn^{d@0{_cGA0#(%%L+<*CaGA7qlX7 zah6Qz9{g^ubKcRj*0{rliEP*CyD^G%UH+t&vUn0+c7cya+uzC<9Kxu}#F_LrLreuQ zcIE3NTipsj<7iZF$)@cqbnERmo?e5x+3q&Q>SPVkldr`P6WKcAh?tkTt-GBW6^Q@+ z4pF0hNzl^{V(B5IKwlap9l;67m-*V0@_6)%#p!m=_hcrjbMaT$$(;v}@5wxX*2!G4=C}0)!g*+wlkbhqaFXtB1g>137`JT?&P@q$_c@kuDSpmEuGCA$$ z62Y!}R5G7>D1x=KNeF z{!8}dXWg_@73e=d0uj8G-sdSPBg*&dpVRV2t~X*M(;j+^{dbCRHxe+pG=h_Q5FnhQ zQ&1Q--kzUW%$`h2dt{!U!*z1dPTNupVb)H7gwMf!$vLYtau2DU1oS|y(8pt$0_ppN zTx<2H$b52qC>Dx;&ur>CVHFt!{S#3KlJQQD?kkh@X{}|7++P0A{=+%IGAIV|7NMU> z%6{(I#tUrVM8ORWK)DS_cG#g1gOCIWE;Bo>20vy+<05%Ml1#F%YurE!=`ST4=kio7 z=QvlGz@?063uyM9!Hh$T6on(nctTWy6v; z{40RY?Z|o0P54G!@95{aTLR@?11oi z1junB3+l5j3<__ZkhaY7yD{?c}H z5SGn_p{<~B?3PIkVx;!^m4`yp_b~ROdzpzOo&AO`>gy9pB-<)gV4^i4EG2NbmK2Of zRq?cSzG1=PeS&XApBcDDir>}u@x7z+%Z>S&nfh2Kp*MHnIiAA~Y&?56^}0$`WN9(@ zo-OD~&&;9u^WCW<+4Rc1&vP=Rt;ve871H@bHD2sx0b zSAn=j--RzPBmcMsk#7mDqt64z(AF=Mtn!i2UEWSN16;HeMj%FgN78k{_+7{vS6Q@w z&5?*1VqMJG6iDKN%@`DP!y;-JKFNojxV=wo4#{QtHJ9WR7-N|{BbEE|wf`_|$Xo{L z9Op;6N9E)Djxe_q98FqOJeEU*>-sy9XzXwPX}e2Y*`EhrzmrYVG$`dJk?mR9JIUTi z=<3m!f3eJId&4N%73tgjG47x5Ow+W18$2GVJW7MRYkXDh{tQJj#3Hw4U%Krs;0Y{v7g7`XWc!qKKd(<&Jp);CgLiu4aoO&e7V8`|*T z7;l-I@BOO4lB^Gq9w)&iCIwkO<9j-gUB*6$*%^Dhy|8W;VWySLFu5<`uc0k}*_SL@ z3qGHauUn{B7hE*2{)i!=KhAN{<(HmhbypWI#Lc{-c+1nmXXVk*r=S!V^Xo|_E=GMe zDqJMfzHw`3!zor4ci<-sS6JC^+v4MK%NuejzhJRag5v}Rb}>mHe~{QHXXxmrw4XQ* zyBi03@&`Xv4~vU6Lqo{n=4_^QqRD!!U;iFqr}X#UdyAhhvNc;(f3$8MVqsIn`zLj( zC%%#Wz&Av0*BR=tiD}@KoAMV+jjaz@XhXR=hOr3Rx(NQ~u9@RUQCd28f0fe(VT0qQ z>$t=6k-u&w$}c^sA)7c7k>wPJ@Ip_mMqb+@)KuMS!BzmgiM{r!4N6_xBmcMJdbE9k z@vpvUu*UH`${xHxj9*-@^c`Bd=r8>dznpXQ=^-Iq|K_1O4b-kTjUfaSgH$0wiy9aV zR1$yQhfs##axdpNhuxsa)1g_gmL*C=?7Sh;VXXoiBiAn5bE~5XyHpVR^+_mzKnm;? zLfY8C8nAh_g$b2iRj?5-R}*VvCEE$G2`MBvzgFhIPjWkuiiKZ0yMcrg-(~}mim0jF>6j}2fm!%9C5sE zl8H;;=spmkIV+-@O1vGb<{kVF99-)}OmEV7kOfBKX&(GBICd0xrowe#U6(r^i8s-( zb?{jyotl^@>s{d6jl23XL?cba|Mw<8Zlc@_L#Sh5b>PRM&!;qfynfKqwC?gAN;8Z2 zaYS&~*JNey(Zx!K*51cm+^4rjT@*YDC#&T5c3UZX867^_oj5sb_jchedL=^}i_51R ze~lZ=5VmeK1~*hS+2hz=Z*V}o3~i?b@2(7o%|&9a@3<6f2#t5d&*Roh!G_oa&duxAozf*UBb3tBSsL&$u^Wbq9)&VSkljIeQbQ zjqSF~j}+7NXX~BuYr@K5c_RKz^fuPt3Z?}1SuAwO?WD#O`8;;yrlZXol|}N_+8jr? zI}tr>8>4!`XORg}Nd5d7Ov$O>kha=!*Js7Rd-)JL=7S1MC=+3YDNf?q6$xCa{ z{&&*~@>RwUNK-xClS9^qi44OX_mQxY7slG0CSXl`2-9;vq9xl4L?0RxFLPU@8-V*R#o?gu|sBW;L}n zY&)rs2E1>qV`fDQHO2%;%xR`FgnddU`n(u`twz_&jW0VumPxpr98&iPgv7B|?MZ9` zx=I(YO`Dz?D_y7Ke&$!o!;U74(_P>F%X|&i;kxO1B?8J$^1xn(pXZ~VydG1a@5hOv z%T_x|hhc3VWx~EKBcBd|)Lb#cSAj)$*+2~0C_{aI;I<48-VAEW=?zS5(6Yipcjlj{ z&8wCWKnp;bwYSom+PdAX-)WEEs984HoGrA0)Q-uFN2Qsw$SXSF z_-9``3#`!BUwmxSa_|o|eyZl8b{4z?@7qpIGu7CZfn$WJ+|jo^p1GPUyMQ7kzP?Ay zwlDp@r!u74J3su7^T%tBjk$9UH6N0fy8??iU0KPcT<*a&d^RSM3W68QhH*ON|D;lV z|7Lp7i|-*7xdKWZt>fQW;V;HzIR5-SnJ< zbER!wLq-^Iaf>e2$a{Qsq#x^{`vJ%6U5m+RBoK)Qv(D)?7D7c=miS{AxbaLaNR%n$ z+m8j5ZY*4sC}$hR%My}tB*t9yplRe>q!_!_kbe zurUlLWu0`;ihA^veFjO)nJ_E46EKNUgCLNGf3==oI-Gw`>a_xIR_1p-IROpp9U8`m zeRX?w?4{XU0jVz1t9laxMX@tqR^KJRADRb<+zD`b+po{CL6#|*wA0E@vkt9g)Ol%B zgTs4^yD2zFpiCAlTiMbPOjWJc%gWjk<|iX)ftOon6|Zch0bg~o>%CBWanHmCL6#iX22td? zCf&E7sBtX!`L^`hd=`RcZED#IHVCbMjfb)0Z6e(OXF)=-|3!&?%Whu4MMWad=7ygs zCjLO&R$|R#f}C3~*Sb6$b0wmYm1NzXTCEkwJRYQVP?adRm}sVAs9*7`SiJLqyJ=)GoVw7ItJXy0{{<1&@%J$#{ww3vei&x!lYawU(z`@Uq(`$5Y*D`6tF zmy|}J0r2lc=;<41b;PiSF<_u4>)JOKmfRfOSfXs9t{o#agvH+LCdZ5OOlgiemx8j7 zLJ57(tSQdL%-7}9khoYoCxv@bXn~9pV20RP+q_>IAL}eP=$X!$)w9(e9_d4#$NRy! z>(KmKdzFS{T-y+-cgHsv4=LS{5;d=jYnz&oFJ-a_l`;qk515V=8h}LHg~p1r42cUR z>iWs8*^tQVjO==8!_HiS)Qg0jC;OJr6799=6%CT?dzlEC<|N1~di-;=Wh5F1NP*+N z0{fvaD?TBLY_?t84=3K+iswIxk2n#4%KZ^2-;%st>_$;ur6GygW7ao=jyi+Rci4(S zOLo1J99|uwdh|_~!s&hmdsFZ4RR9InIk!=^@-3f}!My-k4i9v8M5J-)`2-xur=5UNhsmSt1Us zK8WKaiQLqFu_$t8tlO|*d(B^0TVKqNn!&6Xj#L!(mxsetSojGle5>f2Q*TDKYnPo1 z3+a3oQrit={cfhOve&MSqhopl6)&vaImd$oLZ|?Ws!il_rgq?-MRUNBMiKt7LCMdc zXNnOaG9gDZn-B*eW`T=ezdt zKgj(Ec2fh=KGSzK#LWyI*DkI{JXPs)(LQ;-P%n_ZqW4&zT>R zQS4a039xg*Nq;Hh)3zYhH;c~`{6=9SVU?Pw1x6^P?s0lKECd<6j?nIaXB~&9l3CTm zgxe~=UOHaC!5ufcQ}wu977_bWBTTb&;FrEPVT%(~A{6*!W{m!O)9XTW>n1ESc0_>!|P7cfv?i@4v}Tgjx|8$&mDoJs{&`=H`@Si5ldo$tMg`C?8% z=iQOYfo&j>m((=L!T!Uj@5f8NF$TT*&jFGU-R6fXB(~9%v$}WSpmCg+V(noZMPv&s zZZ)@PWt}Z0w+o_u zzh+ohNT$*kX@|}cTV(S413dQwysEpc;u0@l5a^ct4yS`OBvuxDy~ zHB25In&DhCJzn0z7t`n5Jt*h6k&-xmf>(fv%j4+$3ngk?`rnMLB@g{HrMb?U*WtHS z)Az8%fVuGHc1%m{!g(`GTIjA$_cG7F^7N&zD}sv68?ogS;1@;{j*G`}8xkmJ#O>F$ zl=P+r>HmWmm!RbaA{i_*p>x13!ioHPv`4;2U}ffA4SpWfwKGi5 zz3b6Ng3{i>9}^rGaARbF;uXuhKx+}kJG)T`q}lwtF5HrsRPL0sB$@`J{-GVKkRSpQ z!Mq-MqhHrkKe2(){;p^|nls&)Nn;{;B_{S*-L~2IHL1HxEE#mnw>@!Oe^Uv667$@+ zb$ozFUCHruz-Q6fCNJh8ak;c}pa=N%YP9_(E?UH@0Q2%#*>%?J^XYh9pHN2mVw>I9 z=3y;vPwm4&AJssDft!&CgU}^6IfEZ}DbR?RI`3vij!M@)WGr#80#Q?stCe z->}HyK5;3qKmUA=H2wCB%q3IZM*7k(VKSnAH}t`i=CnBd;e5=Wio8dfIllnKe*ekL zVtS6hF4*ciwXOJ{q65}AF3!7jwX$olv7PllMQh};`^FBL$Gtnet^#idIyGT-H{oDO zmr|65ZvY!NB>!`3$3Xo#oGwK=kY=(E+`Tji*~Y}e9@%*SEl3V>W63mZ*4>T;?79Fs zYmf)ADRZN|Qp3S=T0Kt$OGMTq+kwz%__}@@4zmw}y5!z(rzZ9Iudb=sgq;K~;B;Pk zNdDBdXb${;@JSl|8QHpk5~ye&HL~S%G$$&QzHZLDZq)7kcU3etX?b74Ro&SW!EM6S zn;I5MY6yF*jT`7mC9;ZKjbAbyuEi74KHxD-6;J?me~P*eUuXP8thB~RkKF(ufgp7( zevC+x;)p7x0B;hTFYi52FcvhEb^jvx%O zjiInZNv}BOi=eF19!C>iLL!vGYMGP7|EhX?dRN6+h3RQLPIZKa9^;IQcY9m)+;ijE zngl==!LYl?c#aAPy1{jqn>!LgwA|<`ks&BF@HN5=z|8U%x4ub|=Xf@mFjgVxqF0*OSwB zG10QYWwy9_R8;qsz6s=LLxoARp|ki;N^Ws`pkQ>>U%n$)=O4yA*y4`YQMl*GS(7zs zn+#7?v~NYi;4;@HLR8;XL=3gF7aYtmXTU_B-ni3hT|ed-krR1+7T07Y@<@V16P_>_ zC=*f0?RP?}0nl_@&oj7o;y~Aip}tm#=CD*5eyNL5bum~w8205GIl#O;7p4(t)-_CO z&vR4$6RUYfiss2|(_ZiuEwS7&?zBjuSJe7uA2BC>Op(L}+=jahP_Yfw4rgSY4?{n? zs_I^87%Tu3%K}D|jYi{edQe6zx3!|HwUMcX9LvFl4vx`?gq%x1f05a%yH3h*hzr~6 z>C_Mbx5>N7hDon!<0Z2)kHAg!3}hiB)>P|L&1h9AH5Vf+v*z@s;w~6^Cfdg%RbWz% zYjiwH3C?&i;h=&rwIrqmn!wWp)(0jsWPCS?G#N7T)bDcK(2} zYBhsI{+B$qB{>R9xTL+?>^4yXKdaB|*1l4mq##beB{^(^*3?I&DO z$~%(%27~;x1#JpcZSpZ$*!jEK5Atv7AS!T&_`|(wX4~QF@zwL{<--hW+~2NZ;>^=R zj+NwXLHflTT|d~fUY*)WyO+rW_fylmsyzvER$ILi>`KkIg&(C9SuIXl7m@GvyG~x! zqdNo*4Uq1dCHHd}O+Q23L^BG@J&RLMp)IaDT$@HU#;(Th0#uPt+W|Sk7Lf@CWFsSO zURJ0`=QVgfaKiS1)_(6}ifv902bh|mEMPPys>4SxYTGLs;8VxZsPB;diZ=3J66l{W z6-ygdI>gI5;&Xzy-O#~EqQQ>go%O>n#@9NR$LnbqLtb$&slK&Z=$^1ep0!_{r15Z$ z7xN>(_44aVch>#@#3jAauxCMCA(;30lw+rce-CTr@Evh~8Im6?d zSm>1UiiZ{IbWe*6;j4`x8y6luBqC=5{y_uvHQCLb`N%g?YJMOIw70?WAA*Pp8N9rc z6L3uEr?IF^q`Hu)Htb{uBXj)ew!~(^+6}CwXz$@_)o_Mo!`l@d71w6d=96)*9FgX; ztV&m=-^)_d$3Fi@wZ3cY9iI@3?bK+~>3O|zaP`N-+oxjYEFz}y7PRMV(5!G8O@X2? z_k8Uml`1FnQEBIn8%H#0x%Zv$>_aH{J+>1*sRbuNRe0P0s27{{fls>wxB*wqBrb0Z zhNw^gi`RI|S|SCnu1t9i9Fh{WQUpUUEfZmyTeGH16uoz#V$$p4uAXr=p6eCLEOk#M zN5~a?_Nm@?rTN4*Nh_NP9RL{o9riCI^d3=b8%E;wL4@KdN=w-ECleq=Dk}8Z@_5C_ z>F?f$*r`AwG{{v$&0$(TMB>_CD6C0F^6yb79>Y|?>tT_%CB9AsLPimkksl31!w=BZ zjXpBzJx`5Yx}JWYFcGs8a~lCdS07@cy4`5TC^jj_5WW`jGJwCgtoxBwoI?btIy2@9h=I8UzP~$}tF|XMMZ@!@fbF~LR!wE}b30#zXC{f4UcaL_MRomwA z-_q?9snV9v`5UJVTDtuOofF2VVB+aNLO&@D?T`uMHUk+^t(Ln`aN~Z9^*sp;LK6F+ zisX`z-Ur;t<-X&$B@ zIue>j7oiO@OAst99-f6V>^;b#z%f`+*mV~MYpQg;9@_n$?O{I{*vH8EUGYkPJV+wi^id)zPeu*OGg^RUI@Jf zBq_er*o|AL4VM~r^D>K~;O>z5VK$%aG3q%u)qAcxF^Yk@`@<80yHdP6sFsILk7zJ> zE;A0SlkulC@ZwCfSLwfOYSB}o7yh`f*^%1lYe^He2MgpY0`84Nq^}VR`P4WrgdFbe zZ`pKNUU#;iSw?(5Yx!sVhGXLDEwbitP7lL8mAU`&6yTbY{G1DIfTn3g1wK_b{4H8WUkEpWsp^6 zEs*lwC7r_z6X zt2BICN*yr{srDn zJ>fpsl9q8&&OwB9tboWTWU`=Nl}+beJa!z1$YLvD5_B6_DQ@VBXrF@_kWh>$3Q))x zm$5_&lV?C<#LHOTKg2PD1!<}=z6V7np`5D+jG6IQwV`NFmgznAh?E2Zt6nVQ$dJ}v zI(?=nJujgt)%$`W@1ymG3A7~&^@|2CeM{z$a2|(~k=nhUtvo(-KTkZqH?6c!-S0iD zI*xrHb=pMhGzMXLz!M((QS3~-G3Z-8hd)2Mtv#BIL^z@i6+pv=!G}D(?K-Q`KO0C1 zhWTK~>IUp8^88chk^5P%kG~A#W>y;UGdK2lK5XFrXJG?DH-9ECSnTf`9~&(vhtOXg zt#!Y64CWD%gJtU+;x}7|;ZN88+&3$1RcpL3vfxDq=}5rMFe6gHrl#>T5Cn>kb-0430l7a8$q>`TgeS2TkM^}ho)ft)KWo+0bR~fGH zKKdQLry8uaLDjb-^wdWU^b7W{F|UZ*3CtF4uCV$igHQULYNl|?)eTA1ZFm}4&h6!T z9@H?&GL4wV7kFGu zS_2BhDm^>r)S>~HWz--rlp6%HgxA~up=m2Y32VX>sB&~|v ztrpB{9=)q5NuEFM&a1l}uL|sI-`a+`x)(a*SLC&lU7BZVBrfcjVG)?VDPr@K_R@jR z)e!ZxEpAg-X@E_Ocp@5bil9nb&Y4VrIUDvEG`jhc5!h+&NzG)A6fV301^TABYUzV9 zolhUE0|+s5#B>(Bn;Eo5kpfUn{P7A-Gy@`u*47YK)C_7Gn0!=tAjQ3U?6oxK=mkQ% zeJ!zVd4AeuI=@=RUcFrnJ81IM#lnW0nN;6!i!n`p3J!bz)48Dutcot+@p$tp=+@NJ z5z*`ps04lBpORF-m^IidoDbdyT56z_U?%_4iXCv+`F2-_Zg`=*{%GSq-o|4c3(OjC z0C?9mzOx??bi>;z*YK0S_;s-MSnxoeC9Hjd1qb2^nd`j^2Hf?*p5TFsr& zBMbc^Q50z(d@ZYTNQ$yHk`gnMhpbM=$`JG5*161l5sf&{y<-1W)m1CeE{gd;$69aY zw9rcWv2HSR8J>#r4u^=YVbMOO)VxHtD?P-BU8J$gPf9NE8XwoN(9Op*nVo{FeE!-( zlPiJ*694DIt`B(^)v6pY;D@=M{e%kFV&XC)=$;~y&=bGhVnB`WavlYn{-G_|+O!j( z-yV4xY<;|{ska@t>?U!2aI7UB9Dc3-*_-y2m{e+9>;4ZDw-SjkGzOF;>tH8{6jqh_ znsnD$c`!y#7A~Pw3=%5ON0R>cMIz=2<@hFuTMc~k-^+2Pxfea3h;FzEhUfb0s8K zPx+69hDEpDoJo^lx86IW=+|u@Im3a=+)<19guKheZ*xtKG`%d_iyZr~Mc}-igP`de zE8jk@cF+Im>LP`O_Oma7gV8&5Ky;8KceL|>YsuCJG>x9M%7+nzlO@YT!81Fk?{U2{ z;8N8QYdF+=mJVJtTsv4GGgBF`kk6K#h#9;g770aZMu_#JFlAG6^lK69+~E&U=?<#F z31{mi4Nuy@-*@rsI1eRW;%tN4tN_hz(T;9&ne0mbkTeCZ*E_rJC5)75wytpr9X7q%K5mV&X@lg(U z(TWb9dRR^B1B)21kdz-u_JHq$xECwMw(|(7YbYeaPRU_&2(7*sY>uH_$)bxZ+9RK}?5yb2u%G$A(+2$jTP3`L1 z#1ksGC8hpDcPHi&70SKe>8N)y7yUY3Z*dZcW)}M&K+ca7`TrTjz zK7H2n7t%Jz=-UWxUZuDab2mkIF}6$+Rx`<%bfFxt@d^qfDJQe#EY+N3%9_f2?R@Ue54fmCIC0n+u>FEg{nobt?QVai@1 zSNq|;f;$Cnt6{~hLe9surKAm}IEu}pKzJ!0tl8*8I7=Ey8583i#v|~){lmDXxwW5& zn-b?tfQY19Ucjx@j4pB0V*ar1>5z}oZHa0}-jl8II`MRYio+1^k|zZs_&h8)?+>gt zvAZMG2*`3OI1twiup(T~(&b$2p`&?63V!0Mh)C>C)Y?;Nmf1O{?O}K5lCF;Y?X3N* zVe*ExU@cGu)mo_9jL1-ra2Fv`oH{NcH2$v9KuQ{CUeB`Qvk2FvVb3d!rW}3MTxgCp zjQ(T@%aXNl`ryHB{-z@#}ikaN+o{YRNs=#o--p~N6?|G z_2*NMr#3#p)1E+d8rd_iUN=0^kfN0o+)&;jJWF$2*J9f#(V41(*C}WzUub+;&A(p0 z!op7~&9ZHBN}RnlblkuSr#FTk<^@D>xE)!uVOcqr`US4%B}wTXbqPB^ii0w2$4` zTmy~d!(9Fe1GEv~wyLeR#Z7Ofu)KZU6Axot-CB({r*&T{eXrmg9#8Pkj7?p;*L<5t zzFQpz23F>U_~z!cPQQk7pFd^oq;hOxjxFA?h-^N;mHTid9+_ro?AvAstP)fRs83QFK*XsAXOd+V*{~}hE zlHugCfS5KR)uY@++KrptDMLFZel9hju3n{%G{YD+MfQYAtYDxqZK6;^>@ zAgm=o9Hhh$h?&}Gsx@bmmF-*NEB!3&GC{$M?rl=nsIS4=%zloG8&LVgquQU>rpj$= zY23aCdgnK5f{vl0zVnyD%R!y$8!tiZV=c$Fx8pDP@1%9;dbFbXbxB<36Xt)^0H6HX zD>BRs(G5rq8T+PcHq2V}@73yaT`KrGq|;|#*oie6#IVM`| z4gtp(Mt9HkT=7n5a5fWsg|GzwO-)f_+>Un&*2aokr;IGzpv-6Nh`V#k7%RhxQ~s$w z+haq|gbgYlK2-tdOin)TNY1J$@K1W5A$5qgKoY%mo@ZgoP++cBR?L<8UfSOvQAs>ofx17CS;rs8IZk>SpFY-CSBWCNq6)98Nb z>(LEL;Z`Oja0~VCDJW0s}7v2d*1RbB;3u zP|sJ4^|L<@Xo)tTA3AOR+l0pa)qfO^3n{6qF>0s`@%5>^_AGy|2c=jeRzvOR!p?Ka zY{k!y>q054`-k<00cjp52(Jx^Omc*;!Z#Mkh7sITCUGJ$;D0NO$|3O2*eDLp4iBFjMfB-FIe}F-=eztSuAz{ci+L{Q&qZexM-&IClPjjQo9L}L zUHe8o(dVgEHE4jbKf-)jb2NB$35ws&4@n%UN$^dn@XVPjj~bsgjhDr)+sCTd!oF~; zwb%@&`p*v(5?Yz<4*HddFKV`Nr0)CgO+OjPnN(Ff8z=#;g=FsvE1nVf`JKAL=Jsxy ze)k#TZU58oj#9PQ1KPRP=l)(8#x=-dB0T>rT)6eNL;-n*_w;l_{MX zPbZdb%+R_u2_Ca$4K!!k;ThgSQa>(PZQM$m*i$V6JPtx%ZO&%sSnxcDwpTJSdzjAA zGUMNn8K9s@qvgP+o=csE!D34z-SbQ>Vkw==+s&pkzk&t3`WK9hN?1?7bSgEcMr}1; z6PH7m&}qnGDGwY8w6u@T;5j$IuDNP}90ch4JB76_nEwSER3sV$0jih7yke#yPN~~T zJUN|lr%MU)hUYnIVpgw`=9G2O>j?sXPL6gQZ#{E|$84wme=J>PAf5l)Hyl0fU`%(% zbeo!Pj;_N@J5$rfnC_VFt|O0*>6{#nHr=M{@!S7-f4}_RSA4Edc%nM>h;hxsD;@^@ zw|Xnu6{9!XUP!$$3y14Oq%O=gKTZjxQW-y8^Gh{tym9j_H^cYd(XFUp=322{QuZXU ze)nt_B0Q}`aCtNF*=u^+a!+0@sub}1U=>a7;-XN?AHOg;+xCg0|HOqA>4l?$py|8V z4lpW4zFwW$P8n~Y3I%YWU;)f0*cre{2LQ}DxyR4glAzba_WGFt5p(3+h-_B`yKP9# zlQjg5@CYGS9E;b%@Bt#+8{9drmk~pend(DnNU4R(pEvAc*HTn{uR~$2Y{L65F!_rx zBWUUqmuQfbIoUUH*(8TKgIxoXWU{x`IN!`2jkTboKlT8NO5G-Mw1VG-I4I;Xyd#sn zC-E;~sADWE-`S-Ks18X)e(z8q;>jk)HzaxV@{o2hZPxV%c@vs|fq${&etFU*3VwrC z{$)^rndr(EQq{k0?IdAlMi`hi+lh?xAlxFZyM5rL)c@BnOV%`!pi%2b4?8gFUNJ$0 zCg^Fmw?-ZW+^eTiQTOx9{4=59f#TO@|1Ff`9(7FAQ=t%)(Sk`!Jd0O7B;W<4{9jo2 z$bTz}pyJ$fux;?Vt3nZJuVdF$B4&+%-A1CRcV(Iuc|nfi@ly13t1;7-XpBk5!BK)v zJa>7t72nBk!x$$s>`ly>6xM9lPwArB@ho?{M(0Vc;fzr>*ALm=J-0dQikALmJg~0k zw<)#t{D-Q*xjNwV;3q~_UFplU-xpZm^d((23?oDs4ymf)6k7&rja6=C?AZCMST$i+f$xYi^k zX+O!Z|N0o&;ItIuVd%x%MBBqV-%3nwH~r9y>TDQX;yHb2UyTf>C_`?q$ zDjsVxy2He8Z@J0!ybkSNq#l@>8K&>J#`r>F6Jx{HA)v=0vR%SM)rZHxlzSlYA+~;B1iWVQx%2Jrp+*GIJ;rDyu<&7tembQLVaguqbAB} zZL=BOJELBi1vNq15^&kEc%cmIFRYz4kRw{(MP0~3+G@(1x4r>iLA*prh~wSwuDc}w zMH*&!xI|dQ%K53+s(&9mo{s()1};~gV`_c^$HgW}zs5H34ITk|(X%ZK%z*iF92V8p zJ?>B8f*qDlTTKnOyY@v=IKZl+cgs=y*LgP&>1twg0`dS;lCq&Fb&T=a`)7PVZIsgCG9L zPUhpEvSDd`KTcZzQ0$os3OYUV5^8UYnG6f);H;pYXuE&h@g?^8&JHkm20hGwb!vCL zxAT7nVc0xxYMQC!aIv`ln8Eutpz`-uqO;Q3wAcmm5lk$c@sjW$Kd1R3IL-eQrsmKN znLwVuZntbg^=bFMU)f(geumF2q9M#U_&iW~XK^B|Q_ydl^qH1gW7-Q|w`*oz2wp!O zuNEdT!OC_lKxn{5>UWVX5x8#fzsiFsfXeG} zlbJ3R_;KJjmZf_RGXH4weFSH!j%~O8dWrX%$?yZA$T|%mdh@L93sX3B96Hv6t_2_) zG1>L{UDBmy_@WhA-^{-ON<5VO1XfU(QH8YMn=vctT1FWkV62 zvpq;7HuBy%HiAvxsX9}tFu%U-r8?$(@lbnN4fRjMz?F3&-d9>?%=AgaMA1QSCHnWn zLLR<$`dudHJr-vBNczqfcirtqof6$upMVFyCiTl!%-*OCw?iE_Jw%7YrnlmOb~C8cnBBjmRnpKL-p1$(GJnYPf?Tt7kDBz^w{=}=k`o^79RW%?7{@&hO9Lv2e_BD1S_w)a`CQ~e&`TZ$R;>;@_P zW1#ZAB4GkiQsbxAv)<0FjXes;3?C0&K0tTBZ;EGUDCX)Bhxzv-<&!{!%kfz2KoI52 z3ctVl*O~jYTfh{&B}v*zsQ;e1d7pI&Cj&T)l7Fh?3%8kSy9ss4u2)`(Y)xUXP*1HC9dx@ z-xi`=wObhB4zOX@H_QT;Du@-w91mZitmRyy{6+h|qg1$Wa!s`{zJN%4A0~>DD|uuD zW-5pFu&82TRs>mVS}j-7UnVg= zM>>{IIoBjE!6=itQBlhBC7YZn_`h_tn7N%jm>F|J*Ni#H!OyHkRA9VUeXU&D+#rBQ zXeGeZW8AMQBvAwWv9O}}caxf=&j^mV*GN2JNB3x|h;GRWI%EU|phu8*7&^O1WRl`F zD0DQ1?K`obCm7mCKNMeS9|@@Ue{!QV`qv!m6Q$TOQ$4pW-rWvFR2FwJH4{7o64*!# z=pL4zA1o(Kh+eRZ2+mDg=J>y4{uoUWID=D^rYzba0R0|blSW+9@Q`mtLrd1^n0mjW zEMDhn4Po?8`PRT&F%^$n6KnEQqZg+IWLC|*c=TOWU6Y*l)9{&-W_nwHNgde+_He&x zDa_#($g|zG;&|9Ut!m@%hcz@Xg%suV-GSUYHbiY{zkD8belL<=+An;N(KzJy%g^DR z<4{E?TSwh4e{{z}b8~)s*2HPoQ!>pwNrCgI)YaByNxWFsY$P>{*7aCSo{p?O^&C0*T=QBDdFOV$Vca6GuY@QP zP}9$f#%0=-Z(*dk&GFN96~vd9XOmcR~dp$70BOX^Mss(_RVtB^osRzYh2UJavmYF1vX|yGdvtl z)nCsGaa#k+j__UAh?~U$sF>@~TpCGGkH4~2Fx7^CmwmY<1g;e$um#5T4gas6Vy|QR zHQb?n9Zn4me4{77o@oaH%U|Ir9T@C2a+@QgW6+KgQ}>7)DU+ykjs|;i zJ2>kYpK5;4Ko&p`b;eQck!nVLUQ4$@3)RJe9d!xnD}>eegn@bs`s!H$&ex8<{6MZ* z>7eUR9@6T^YuKg< zjROUfs0YP!4GZ#qPr2(cmJ-OCe9eFY52mSF&;pwI)Yf?xb;R0cccfC$U%#Y=%2{o+y zDOB?z$7%t6C|-}&RP1879H_-SQt`BIe_mNztNuwNa1^~f3iA+q1cDRVdP*$UbaIEr z=oyZnSfv&k_=kPhI*IIRd$CF;c+0}Hy{A62;sTTM=ALOz&v?<Ov;6GAV>if8SNGA5$cB_4c z<2>3%T~4v3(SwNE_Ham{KR)B#`D=Fa`0u#tq(UVF&s>8|@B5j}B*e7DvRWbc9W+sR z`fSy^VG17iVIEfVmjwE}=rwO+m*1b&SX2|F5)IJGeK9kvGTA?r)teVR``Mg@!9#g} z^psicTWoUktI)!)R1J@vp*sx!K5ES9*=PB|yvcO+)4izb?D7f2pCCeaUl7&9_#4|1 z8~APGrf2k=#YKamo9%qYY%c#Sr$e~D2w|`CUaGK&IFbsh-Eg-@-e#PWWUrMBj747r zmr2kyFeZX*`h?^{H_qS@l`bvI2IKW4f>AfK5E(m-M9o`{{VCxB3O%zi0vDIOA zXhcTcB0gY|Nj5u;);Le~h|oCQnlL5CjNnU_^xJTRaTW%PnkvyR83aQH){ouCy$5Hfj=(`u4_;WVc8qYA+=p((d?d|DC?_xay}h zJG6?WzNzBXHu^Y&)R1y3RnlrhbtZC@YJ~H$gEiiakUk*en$tS(E<#_9&ZyQ`n=o&| zRnZ)A459PUi%Aq{<1>Wv>)6=WEiaO)@hn?vDKjsiX(J$!GsnN+{ZAFTu?i<)&hlk= z&&-G7!3NVzFUql&df%4NgDOu0K6F+996!3bIUbQ50vS(tT~9Rmprd31_rpUxEy z!0eV6iPd7zB9M^k_D^J%4)~rHgc55+ECmj_@49w;Ms*xVRYkPLCx21=F~|UAW7f`o zPONnGK!p&!+r0$Y3Ekcj)!LViqczZ;eCACsTvZm)A ztoe{)m=}1b=bOC?Bn1*H6YA3VWyn)&Fe=YrhnpSK_4V-hcS+sI-BSD1x~mTiJYP70 zMAS*vNn{5v!&t8y5I=R!`rRKFnmA~zmAd~(=(TjCJC$7_?bO|<8)gsil{!lKcaixp z^rb=8)Kl&oTRJm*xGc~f)iPEuj0{RlGhjhYdVu+y{%7JbxjO4%TwnxYWOx;^tTwER zQ488d;}7heO@@D3e-#Mm?6tro2wCLv^Xg2cB@|4LHa{F{tVu6Sw_C6B%3+HW!-QzJ zAoyI7*CA7&7aMKRb`Q^_kLV{Gj=LPq(X?xla~wH$r_IMXalcqTq+xp+ga$=s&c66|`Z5t+`*Wc?dkY9c0MwYFO!!sj7( z_s;Z+UViq;Pa{Cq%!avS97wWl)kWZd%zP6&<;flK6>k1-{0Mq7I!rN2O(DF6Sl|%rh{Er19;#8ui2G*-jK*r&_b3O zCT@#8>b|ur)%#x^r3~iJAf7O!OajCO+&BaEXQiHY5=D>YMuwMO_yZj9{)* z6$HZ9yy1BHan&*QeZw-3LSk}7b?;)E#N&k!9+K@$FLm^``m#p-cWPP#V0SkDrUOmC zP1c%rEX!8lyW0U@cz@0N)?KyO4ZU->_aA-mIiBz$91Cwu2*v~fh?$it0Irn5na6Lpw;M@br9{x?s;`>!0J{9| zUXbjBjk0Fo_>%weLgznkhj|^QU$6x57zWaC2?plSC$3QYZ*9<;k4pVCPUwf@_?RZk zhPV5V{*NrI`XtKhA*BjfH)#3nG_myT$vrFZ&P>$Sp;D_QHhauM4GSDgBvV7KEU?SP z`@nMcnI9418v4yR^m>iZ4{~zgciaZNN$N6hhxYq4SZ-PxV;`G><@nLE+Vli$~{7`ib4*FC+H)h+m;X#2X0QhvX+k5W--h#~AU!->>#Yqj1kg zYXXUYaA`J9L_7IC+0`$BG;gka>b)y^EV6bsuP99@n?CU0dsi%AtJHW1c!)m3hf{w! zacTgpuHq~%eJRo%iu`eI^}Wk&>YgM8%7q_UbR*HrbkGNw0s~8hl}XZ05mOkRjGhSB zP$m&b@iA^-RrM!?waS%Bq&OKfTHn5hv13s1XT}d;jJTK~H?Lgd_)lO&+*60d+?LQZ zl)alAe~BjfZ_wlJOd|_NkGr(ht%@_mJ3X~)l&efEGH`iIoxZkpw;i>Sf}7V;gyk2l zb!A4?T{ip4txMo0%`g{2GXT|hZ=0DUq$CNeXN+yVn((^@-^kWVt@XphO_>vo!7RVv+hOLYD#Ts2*jTN(ghusP@@-Rb7N>ifTh zF^N!xV~ew=!smPZjP`7x{;E%stOPzwibH|s8Per1MCN%q$FFD=7O#5@1P|Y&rW+bM zZYi2eU<`^K;B6TPM}`4L>@N7t?Kj;?k zbjS*qMu@Lvs;3<6V4XWODPnF8zTGT7+T#TLxb}|W2vy)__#DwD1LdHYP*Gc$%5UX( zTx$Mvq~$ZFCG7d!nqrf@QZo9X{|e|Da`LO$D)7(s%0c=xr!0rv`wz{-A1lPNY->}! zpD}vX*|=7_yDJ`RLRJ)x&s6DBZYaY04u#0{Rts!4{W{v?qh;r4D$MZle*_{~qFMn* z`g!IhF7pk2fB8}{B9;@kbx)i#p3?(co=5gm?sc}qqUA+L16D^&#NH|mivFxZ5zkDi zc1bqpwS)^L-EF@YNMrVfGnEq{lrb`hPZihiJWZc)>)34<0Td-ruwj5JQ)Wx04{ro- z-*QbzAuZGL&P!U21XUiKDE`(_yjVf~k^aYCcyICjJaM95NAc$7g_ef{PRT2m1cS{? z5zCWBBaiuL`xalxT*~%NJUujqAS_9id}=CY6y;!|Sk@btaH4~NAk3v7&4HNsWoCW* zDDmJzvs_uhQ%V3fULSt9TdG@mU>Hjma)IMAy8lBjnWXif!#xkAR*B1rYRqHoHQ;}2 zVLf#-M*Ekv-Z{SPM2Eq%?MU6Sk&G>gi=fTEU#==2J_u)}n|Hge(~QyzcFQ5=J?aKv zGVP0k!vqRTXl0ABLYbupnFPOQK&PtVC?Wm_2LkZib>i+(mm7t3n!%LJNmybO8h3d* z_`}Pm?~&~tM)QCjDS=!(YO98$p2uR@hW|lDdit&|WrWFjYrnvDWAr~pzjZ;w6g22; z(3ekZpKs>IOrM^KPar^PSH_Xo7;eFxeulVz3>2stoD9rL5>KASU?+f7z@tm^ zl5}J+`)^3RV+kz|;3Bv-bafjUBKHlKe(zJatZ#HwuHFyBne}I$^<+NWjvYUJxkt;p zXm00rhl{UX)F)VwQU`OD=s5K_Zj2t9_Gz)hbjBSn!M)PDj=6_#GhsiOhP1yVadR4V z39dj|p-dyos_l0P5mpr1UK{p!8d2poRhjwXP9g^mhJ{r3ciKgs18>sVk>a9L9*Q92 z%wSZRcV3;-ucO*Kq9|;#q=1%JLsYZ8`%j3oPEOgrI!w0y4Z^>ovNt`G7 zhnl#d>gWD^%U2V*Hp`F|#GI+-nC;?CIsy`Fnikn2KnFmQ%|!2!Vqj9pc+-C~w-Z9O z_4T9*67{OfSqxl;72HMLlo|AJ#~Hy!z>CY=?BX|t{Hl{#U$RP&jX6*flNv=CS1$lh z2ux$68r}@0XKKdw3Ypxn=*5qi;FZFVyj2;j39@b&?MSM#dAe*MTR;bKi=HJ=HoO0C z6b#AHwx+$Ohkld=>NW=LJhRo}!_6({ljJDA^$5*3u(MM7e9f-BDMhvJE<$W)9rwU` zb+U5hFw(DBszDsI>hFvVi)m(&XfY_ zzrW|wZb$xU)Pf$cSlW4Kja4s3-|%^s>n?%P*Y-bNpwXFyWcW1+EjopaU$2y>qzS94 z?a*hdAmHyug6GS%ZCme znOwwKHXvDIt}2*SLS2-Xa4f_~>5Sn37%`ffkU#RdJnM5RxA@D2*b>)6MxJARdk|<) z|Fvq3G$l>l*f3eG!BAwGv*}@jW}3C0Iwq=8U1)q7+tQ}f-hZrj&%0Q0Az*++AFQIc zs-Rp*EL%qYNpExGso&^XG@T84ZIDJ}DCk;cxd&RT(F=8Qbd39O-$vkVX%Pe5x|(2L zA%!BP6(jSpugLl_rd(o$BcZ&<_CoM7v5JZh+^hDx#)>bUsXl4!&ubp`MZy4~GsH!- znHu>W-52RwP&YIa-sxgWs7@XGzTP&>GH%+hHh$;R z(!6F;;OVO*yzE1zQm<|4sUcv4hiVSM-c_{g=GZ8eYO7pu=vl`e+wy z3Yg02c9cfpKQ+x%gUSxx+J%THAr%JXM&nJQjhu#>?UDfce3^uTnLUHKq#u^_P{A>p z3UL~1B+_WsA!#)+_{eqo+SIvdMwMH%8|EuVijV#;sct{jR&$iQxr4<=w51KIW~*c^ zN-?clDBGqvjsiy-6?HAa<})~t^--R!QMs4$rvC(W3W@#V!OXv$DFO?f#e!;|LbLIdYLa-c z>S#OcqX_xqi!v$7hM3!3D5aqqUD7=+doElFv6UNg}-ARfl|w7 zcKqTJLBD@dM&q$8R++-yTgM%?J3qr;rn7w3PrezKfD342>JH6>k!j8?&rGq>g5LI* z$dog_30sk-BXn6}P5c3FT#wJv$6b6ZpGzMY3D%f!lymL%aIi4 z@tV!&{XT7eY+SrNxj^#q=A%}z$0CHqD#}Uu`TR*rwKm!6yDW!=iY+Dgp&%<8g>c_F z1nzV`A0FryDkzJSV6;eC@_0^PbgfBG)w0$6Dz_CnZWH-9-e}a30WL))WcF9FX9&>M ze;7}k1L~(+1*SN3J1w2qQVl>59KYzC zMbOo$J%UjhFhj^CZ%=%mZ??w>B)m7jm9HmsdcN)c|K(w7-xU;wQG%Vm_WFV91~+U} zBW<>~bi9duPUaZc7bET1{ic(4%q;DTS;{kf!q*<%)EUzRuhC39?Nw&B;rFZ3P#y(O z2!#|jI?)+&E1G4EwsBC)^LnQ*adNGn88=lcw)yKP>Z44YXE-WQv$;M594O4B+_02N z#3o2ga_tt0?-4OV2?GANI3E?-+biZW9wzkBoSR!NXqf{m@FXyvVk?o|cg`P*pD&19 zw|r~6po8cl<}5rI{5?jVA8RE~Z7^y=g780fX$!u#G&cN=)x3~bE<~NyeE2y(+APxW z=U9j{T@5ZTdre94jox4Yd=qns=UcKAOY@vjl2XZSnKKQDa>t;Ph_*6daeoA?F|_e% zn6A@Sqri00{1D#iK_~tCtU=yMn(d9&d%-^_cpS#rG3IG^Y0c~zfgbO1@>Mc zxSX>p*~S{)e$vl%a1(#wNde0HW1v4e{bI2i)l;Z&h0n$1dfJ}MP8cVvru~vZH_o-* z4)niMB5>JRK6#k>>AdGBhVgUHgtbOj$2#z*Qx*76k19Jqf!h62Gtprnb&oz6* z;dcwqU?*-bq<3zK3_6b$m1t^;tX~oM09B(#$gg&wng}09;pjBTgofO;4^97DE2T>U zsrzoJm*t>7|v#g0F**f_`bbuHgobaHkTPf0NV{ zpht`D778+DE*ZIz4IKJ1!W~3JA7(aS42b^oBhNScZcIQwakzdloYp*w=Yu}$Bu{Q^ z*Pd`ek}nB{>8yk4YNS*xW`jIggXyZ{(nGD@KSz$s6nKxBk)xC|uRvv3(rGwN*aNkt z26mi2932#aaaa{CZ_;tsl|rd6ld}f(oGn(Mf7}vgA_x3Qg<_g26~whR9;{cc_RH4d zzLJ1I-VnT@XC$+^mfS@v?0$=PEUc$d?4F7wp>EjXhB&MtZ7HJ|`$Se(aC_E5y)6It0Bp-^ zW{jFjP`r}AHEl2(a9L{! z68Bk|Qi-r`enhTw5VzkTbFo^j!D|F@q}|Y-HKRvJxbBSC{V&If#0LK+vT*9t%qrqQ z3NtSa`v~8BsapE3Pe}Y(bb`}N()flwv_?13^e!DWS&>yKAF3JYNmf}V6x|#exT7JEo17spT-|-Pj zJvhAp!D=9(S0%h**~Wg8ul%=*{3v-#`Mw!G4$stIAavEb_XVNe1uQ|9XP?u!QM=M! zuuPRDjJzGs6BUF^+wzt+%s`HiQnqi=O&c2a01PdTpx{?Qf#~5I))vFi2ynnAGS&`) zXqOESTXM1;E{H+kP^9~765=b&=7k+ag~_|!PXB@bAF2Qy^>?5Ftg(wb*v zw3Xzc#_t0>=6mTON}l_k+&pG_GU`=fZ zdZ15uRm|~(GIXL5s4~Dm5$bc{w1JT|-?3;*N|6|PG@A{BUjH_BXF6h3w|;f+=nePp z`|n(>;|SJ(k{t%uZb@VCi@tai-YVr-6~rJ5Pjp_;jQY%cZPv1a;X!|g*7el{g;>b| ztM3TE|MA(`Yhn)}ZS=^jw7_PH^#s~qNY`GlbLj_5eo13otA_Hu84LryyGE zOR9I;Qe?z6j#p82oZp_$ozA!Jcmi^$9M1`9K7Q|(v_6}qFy=BNPNL<}xqYM!=;8~< z9vJ3#%xA#7nYGdW3+SseV3MCwRp;+W%{p1vb}>l1S#TCWn{6LpMZXk-!Yn%@wDBPPWXspS|f-6<#nU+8ZRY)cD@0gJ84T@{R z_3l0z8|Nc^r2|IIqcd9l#WDgX>=R-lM{X)Yf)c1Ksr^**m^B636Okl7fQaph^2R0w zj)<96Tt6Hqs|%u+->9reysb;;YS)wOza%+-*b7WJVYOrJG(6)L^76O1jWcRw;ON2s zmZ|8`-gN!GlCh)sclDa5T5Qgi)*UmffgUWyN6;WcaHsEQ?T7%_cqxG{% zd0CR~Yh#<0A&e29IB$e*^yJ&jr95e8)*9vv)^*t+KDLocWDVp^nnYKRdNmD6eGPlF zH{`5ovfPhm1pz}9Z`V>iv4gpfgFp_{}URX zF*6@F4lRQc5^D+jiEOI%`76i<^(&-7EfL@Q@DJjWtHmFPam?7tb<#{O={+28qU(cd ztv=i+Nfj|ASY8T5u>CHh7#2JaXH#UJkS>rnA=sP7b)+Y+mO^><5= z<)UG%D?R=&q}(4OH&M|&oLJ4VL-gC1Gq8~T*x2=lgr|Ns4)92`Wd!tLK*35%6aL6&~Wrx=|2s=4sQcSeCN1WusNZ;2xZs@Pr zstsxSkbDQb;ZGvi@FUN+0P`)@)n@S(yB7rHC4qf|oVGx;#$@nTUuN=<(nxq#sh@qg z=Z{eebSjO4X5b6xlZ~ZDJ7f+3t}4G+I<9p_6c)EKgUS+qTK(AALL{OjG2wP_;p1yR z0BsrdeSO%U_!5R>w?vWWYJHymxy>+u{&bPI1I(K-Fy=|zMu6ZI)86#zlVgBN4w&(k zbad;S;JZLXch)<$!f;k3HVk0Ki|=9yu0~?BPXW@n@;q#UD!(F3h!{7G1aLvC9l56+ zryV{k1;PLq#wNuAknkgH_h@STCRW=2F1lub$)6bpTp}&W^7WNTaG8hSA)%o4&`GOS zn7xnX4yrQ`s*&dUF3W|F#DI<#+>B00&ApB-6+pEi;xMje=wGUBuw33Wv610>RVr0F zzkgg-wLhYDazEn@0w;N^)0C_gI0V|5r$1McvyR!qth=G$~vvt zCVyBS+QveSa_BY|XGF`juQklPE)?kh-x7SD(E_%SmC|j{SzAb5k#I$lBl1rq|AvJx z65e-jxavHJE-&C6y7@NTy;x7!ltirx{{OEdPoYN@&hI5F*a32i6Kgzx2+O97! zDO2iq4!&Eo;3N9IJ~Mh)-#gV-=zl`IXr3q@VEz?)mrC$K+9ysTl%=f6&}D z9iPt<9%~&*gDL3_$$hz2ZD*uRU+|FcN(Ofe?Y3g2RiBk1c^6c1A^Ti!PR4DWB5xHq zj=#Ic62j2a>B-Ej82$Xa^SO=9%o)31BPb&Q*2zvD0;|+6*ZW4}8?aM(n*4US*-2N# z^zQsW&wDRb_S(Usx~kkRlyh?zWWz{0?{0D{VXp|Emx7Ak`0Q?yJQK+fg)ECJ|3`1dSq*8j)rtI(a zrf0=FuezntWAQYG%R*%7l5b0H^yvwhvnpJKIzy7#oa^{CJ8P&nAuN9RLO)6BEyoAn zfYKF{t=a8&Lhx!|dVk5u+tMg}VcVt4x(6i>!9REfC-e+b{3NE_ObrJu{S>vc8?Bc8 zbJDuVT8_aO%a+Rfc}|PY{(nQ*)HPY}2b%S>%DwmfyilTH^Nq(5U;2wGX*s<6r+boj zvf|#i5N#;OND}eS(Nh6dnB0 zC}cmWaj)MY`-|-9qIdIwbm*jNS)ljhf0nL|*$en9zLg9R z7q(0`c)HIreG+CJC8I^XKmLkoUa?aco-#DxvKO$N!bO0Ez&Ts3ge-??#@P^*pQ!{^ zj$HGCYbwH(;3rB^m5IX_tz@xI_^!uJ-Q+ewSh#5=Dp+06nX)T8g5Rygjrn$}eh)Cd zAINFmpD>;IywXOSrx3*K+lDA{lX@sbs#SxDPw_Vq0xvhReY@gc;=^7RMjShBS<8vW+>NYWZf7PLfF|D_|-DVU^n44eHR(w&csQ;5&hpDuB9M) zg2nK zjXG7V&M_S?(n4W6o^nBdG`4dhuZY=u%+BYf`D%&yT78RUzT5q%Y@gKgiq%t3tax^9 z0DWo@nQhQ+-a|aQ1E#b?cYuAGAw7&BFctu;D7^op5?`L~UF7RF_R5QH>&hXWSVl%8 zxgBdmocx$bzjG7XFFpL;i15XG-%whA zN^qM`xy|{gSxol|%q#E>nA8aE<)dsl0THG{MqH0u`W@TG4nnxOPZD0gv5e3L-?Mgq zurlYc-!CV?E6B78`g{U>6l>l1v`{4A=6m!O-8k_w!=<#^`0}!_Pw2~B#n)NAKK&VX z-86@t)j6cmcDjV-lNHXB){QsIcD^$w8hSJSk1F#jDIWe}ojfBR)$Mls)1J=jYQ3D4nMUWEz;I!{ArC)B5RuR zv8;R-ZI9`5=IOQDg)548$*_rwOOZ}{+<+XrnQfo!qG{0)Nx59z zQ^6d=gpn-FfOX|Zfv2lqo==xzf+!RE#hUfQP$V*Q8rj^g93jL50}%(!a5-3Wo-c3A-) zcWTLM=EXmglPMjALxaTPlr7gT2T5EVzI@OXse3rdg883j!IkuAozm52ihDmQJ=U&d znXH36IoKcUXnDR<;DU0W;+o~}wB{s*_2xTOG>XkukK>*qh0D1q9Li<02D{m!M?0IM zUT0P%Mi(qg<8Hmtdya`!#Sr^Qhvc+WJowh_@^xUo(_*^=|Lsbr65$CUjOmuK`Uj8Q zmtvX^zMFe-cb&Ew@u9CtWsEmR7bl<5&J|=PGO)mQ+4ozXbJ~4~^!KrGxY||>uE~#J zFLxD^KOWR}#vZG z&cJy*#Dkeo0$TBF6*5|MzH3_EK6XURE-Q+=fyOIr#}tWNgE5 zj(GfN(|+Q*OZ$5F3XP54;)ov^xF#-Z#>^WyTMI!>_RFBDiG)OSY1%||eXN*?4>Pm-o{7&XXc2;iq_sRt0FKPg|W zXX_}GhjXdDg>>z7ULRj7`JcHV1J5a}dt`&s5JhOG&Dgr3ezr?|22vrv1a>;EuKqRe zaV3`k4BaD-vxx9Qy-&VS^1j#*q`r8>A+dqH+|+!D>rODl`|f;})yXuD=#nf>wl?IT zA0?X|p9G1VK3ll@Cz&&;V~?e0R-Y;lPg=8AE*1L(Waua>&eavq7_>`Los1k-E@*ZGFbh0@2A{~Y5{vC zsS7K;{Wz@kkq>~ApE@f$24YzYf1rwUZ!xG7)S>^L3)cDJogh4E+lTG^3a?X%tO6Hf zSYg*w7b(feHb66tJ^&|vm|L2_B0?5OGvcR?9b69PX6%zIVuTB6?dgJjG8vA8u?Y z0_uRGAooOit|kU3^Pkq*9<{=Xs+xux;{NYeX_t5xn&0{CA*O7qI*$I}?n>438)a$w z5#oCm8V*aqrk z)Ln(V!qcrvi~J)tw(J>UW|v#RmbUNN_}Oe#YC;gEw6yQldD$nhEzt{T$#N3hL=mPk zR+loPF0&sJ|Esy$;*|7MlGURhloHKW2G0sfsb$)|_b)=LPy)!t@U_=-J=G82;Ee@3 z$LQA^^N2{B`9x=mgF)J*Cl@gJ0jS5AhKsP>(Tk`Dzp9N_Vf zMEOLegY7)22wVXPL2^tvHQ;60?}#67Tal>Pys3hJ^PJiB0zV3cO720|4T+r*oGQ#ZMGu?P} zwX~Tfc?1X?=nft#=&Bto;c03_+!I91cGb?P*hnRu&+qC04+VK}#i{p?#jb$?XL4S5 zO{UF$>uP=xRQ>0Hr-17WRLpfM0m?^e!LrRoSY4vm{x>e~&GP@4#^59k3J2=8R8awp zYcmHNHQYlsDqI;LGA7hMH`c8;cL;~-Vil$K-j6V-1hpTlaS?!3y>j%)ABWjphlfH#Ai? zw#ZPhUSJt6SH-ijDRhS+h3H>zee3W!VhayP5S2v2+=n`L1G4W9s*U~6e_ioDJA*Y& zVKg;ugA_mMmm-6`4CtvcD+BM;qic3w9Z^UjGfgxQ1fa<5pWqpfuO5tulTfPpFQWRg zP=E@l0t`1#o*jn7j~XAFk>Sa+ZxG14^`4nc83fD<>%SBy$h!HK6|_a?t1)uId?GvT~w9)-TM^OL0vuL`=}sHP~nIqiu)Z_Jyv(Y6dDV=rd!&G%w9PVvOt--HAFw z8X-&yNrFT~6b5^Psi#zn&I#XpqM|Z~CRT5}qS-c2-^_k2Hf?krF)2>(NCxUX)M4=={(=k1Kg}cmJ+Xd;=5V(f#Okfr(3KaAbwjXewTL< z&yTP!*6=N^xi#2n^f85```tSm7%^yh z!Tk|Ud2_0>veBsS@bfW54+g^DO>@DnMwfnL5TJRfI zd%~g$rK-Tuf~UV2!KP}_)U#ILh8VAK`U$|Kc@>RiHMnx;pp_-Z&oP8l;bzrC_lD#= zMpn#o(;Ixawp2(A#2mSni>AT3J!u`0F0Tl|B4tCw;QiW#Z%LR|xGW-X<|XKzEF(TH z&Vob7+pT~h(14m?m-C3;R;&UTzB`I3Wwgt=r*AEP9Wk0iNTRoPiabPYeZ#88=$SjI>CmO7=8M|aQK#E$d1_=!u- zx%1zT^_>u=OAJsPd`Z*(A=v*2LH}(tRUvNmfh)l(DLSg0UBw8na+0AXGrvtY<2(3T zn+*JI@Q9PXe3sTMB|gQ8CjeD=JU5vB6qiEr`am=pfx&HO%TeJ2>ylEMDFQ(*T7brA z#b1r_nll6yb5Nl(t&ABrP6Je~mNw_qrN1g7sn6=6o6;u%=N-fY0cG<4R|(}R_^C7D zDJ07A7+Q@bm*4uHH3MCJAGZvxGyE}a=)N*I%6W!doxGx=(th2PxrsR-Izbp1B@`-0^2PDe-??tnx$lZD54%_prer z^s6MkH;x({LpE02m?1Ab(qOjQ!3;IojxU$2dN3gM@4-?+BPi?boHXM?EL_2h-XmUz z2oo*QELHJIM}P(+Ivz9zsOd-r^|h%a%m3{1asYG%n|8f0a5lp02|7y6BD9-6dP zt>*g~h(gCj;(aAx)JnXayfnXgOGtR1k~A(f)Ap7v9US-ez>T9pl{trXQZm8%R!vTo zXI8tC+h^>a#2I=D4EJBEz;SdFllMOIaT;OZiMroIDK>gCa01L0TuV0 zU+iN@Vt`*dEr{4OJBv4#>!=jHqgGmI>nIco>{3xrR?VSL;OFh=jz5tEezf51RJ226 zihnQm_7}l0;}mPzJa>Z}SvSE(1)(v#b`x?|cSCwyWH|v=KiY`eofGYAc$g)iH!;kb zm5H%#g4!<=DRYe=T@One$C4syi0%8D`&mD1%id6=^X+4Q=g?W&6r%EQW%0Aht*L$U ze_VKM8EJ9(xCSYPj5na1H=&pq15h5KIf=_DIB-j=O^+hwsGs_bF0KX|D&mOoA=@t`K} z+c?6LLv}|nm?=PREx-Ve`gp?039CkdVS~zq$^Cbdd^iW<;yao)Tw@0BTKf!5RGv>- z5}^kxMLXWsq$}cO0SqX?HTm(wtwrjme@RGQP*7*BmKkFobK73A=aY{vZL2AVF1?*Y zBBrE+YUAbE-wrZ*dv7EH1Q=;+3xnTReuHJ8W?*bThKa5cBGy*8jWo)c*ImE(oo)l; z!mnf=Xq7cvsKKV;Km$N6j?qAksH(+irM42bGkZinG2a`Jj+q=Al7*!j*VyMax43oT z)UmqI5I&ZV%@o=VF~2$)C-M|ag-O~WiD9!&_Dol7wYvJVS~oj;;zpDSh^p6(r`la; zjU4&AdmH|s=L*oCZ;?kG_5?wm#BkeC(}f#Ff-lo^DD+7T-m8CiFH=;dbW{!D|4ZVD$0cM~ zP+CvAar6-xn*beKnj|6v&GzI5)E^ZXe zMqLe?BeL?<18h7l6&Nx<4#UKG7?R#LnY_j|B5$9`(B;L>1rlcaOu1rB_;R@3o;TRq3>Qi?c}|+inh^ zW>3E-ZNYn9A9@)C2LZ)8KN4)!I*c79lPRk}YzpQs(BjsFuOE6j=dzX+_*iGKs&6Us z_YBF2J<;y6HBgXOOTij|T$Q4X^d=KxRQSVJ%2m^na?NcP>tf9vr6R0a_p(qG8C;`7 z1nK@1qwqEa4z8&38pLMX zt<9roggJJ|PTad2XF{-O{*1`L)jFN`5s5bFKz3*z(*yfxz2t$_G*WOr zTlw2sVbF8_KaX|j8*fX$TxWEEjkFCyIcjdx)>9|4;02Lycj4W*@A?jYT9sMwEo~0& zIX3wQT@Hct_bMV@R}!zYXGoU`oS|~Ta8>sCz?q-(%>}%dPv49TnU8=oHyk}iG{soao7I16k@|0ea zZ$B2O`92!(5XG%CzD#T>vbMIn#5r7&+H|$Xmn6iudPvP`Xl72QR_`&H6<>;x+~;R3 z-ce)ny@^;G=l0J6Y2&H>d1B+@6^4Ii>&g8M-9QkZnA?DW4JohYJKN6z@x44Qj>eP7 zj~u7>vz&L6NapwTN$dE5IG&$q5u8+Adx=mB4dKg@NEDn?)XcuyPwKjG1@NT2{|3?B z2k|I0z+auH#v9*;#Ft^$XKH`E^hUUapZWeTc((J9|1><3Tm9l0te!MS9>D zMi@t|y~_pAdS5k#z&=K)e+*t7dOOc!fq1N;a`BPsr&khgxBpPS3p{xn1-0nlWrk33i+r;0SFro z#Pp2|LsH)WWvZPm$ha7u)2XkEk`kswPos|yHta^0zpqQniV#MWE?(K*ZIc=p7{y-H ztV$*eE-Pfu-dbcUvv^p}HciGTAdYn6cbg$HT!k*LUV9|+XV@zk_ODcx=Z#buw#vn` zE)L}O`%IT!^@@YcA~?(pvu~er z8?Obt^iCgs8N`*xc%N=UpD-+_-RC2M{eBSVfhgtAD&~V3y4Pw%w_sDlmbm@68fB!HUe-1PqNwZ}kDBAH zc3Iy#Tk%7G-%p)~J9(dfDP&O@0j*BGFXOg%$MqzQgTL;XeR{ILwX&3>a8x(9I?e#t zF1766L@I>}-n3(TC9P-IE?irV>|J+{T_1vgA5TU&Tv&}Ri`!kq$^jN*O8YGm0~MF! z3DkE8wH1#Aj@!auP8!jj#f8}Zr^M-(6x}-dZI|HT3cMyPcUf*Yf=9qB_X$Eq>^d!G&WI`(Uc>X zQPH1Vm2+y5bW{{7THt_t^pyq{xOOOpi7@Jb+gVR#tu>D)e!nbsQg5g4SX8{UEZ=e6 z-bJvWs&O-P<6y^Z(()~>zhlH=LrH{$nQYVHc!n!}$3v1MAndxm+K(P3jMy;_6v+kG5bP0>e)pu9pLaHsQx+%FP6 zlAO0e^6m548z@2c;wFwI*{N{H+v~IHx2H$|t_a#F*2WKW(P7JG$p+jLCg%l(fg8J+ zz`*O>8mI(Kg$0!uXK*BJaZq*l1p4&!Ur5<-XFpuZRomv0NPNSJ;Y}3w`z~U=i*0Vi z%qSTi`<~;i8;mM540H}&>YS9~s9@TJ*o|UI86^$96cw9^Z6%wK%0=$lNU~Vi;hvh_ z&o;v`tVY8k+R^nO(kAWGjUW-NoU;+;?OmC$X**hxI%QU7H^I|gLGOKP!}C+dv+qSV zqqe!d9+#F}q4ljLz%RE~e}ZzX_c7Y(4IxccOBipj8ar=xIZv`>=Y9akVlcH_Y zEs1fS(0Onrn^WnYy(ok|;jhC<0oTz=VL!JPg`%9^1t(oma<`L`H zv=9Zp$DT%ae#hpuTfb0oBXIpB7B$g8g3>tP0z`*DB5=rzvS1>*d6Cy3V5x%f-Ft1@ zt`7OzuMs^OwYKBf!pCD)N=RLVjsK84ukfrPS@JA*I%zhVPHHX$354G-BK;Nbbr*E4 zERA>dEwPHFJSVKoBSQd8K{<&f9@C|qApPy1oA$uBDtzRthfZOahss-mjXZ0{kB^cF z3jMyHb(dBP0isfq%+Fs{3@zb^Y#)?JK_l%8U(zXtjo^NzSKx5t@~Vsg*cwUov=LF^ zk!Dw*diUH11R{vKVF{?p9KW1#bvk2kv`pT7{h=y@dc+>~WK$?*B7Re~mi(mvKBfoW zGwweSpQy&VmH}o&?6(bH$8Kf{exUDaTgM%JFQNz5HyvYEp9=6F$$5ig{O-UU03k@j zqh?Xi?pOFY5+W8et0fZh`$Kv#i}}N_DspC5C(o}|kR^2&cG$JWW8%MN24xi3#qdd< z9_(10ACpqi`oYQ3n%e>lM4mBXa+)@bL-}X)9S_+)R24|G%uss|Il~$19(B92$xA3)a}#~Tvr*hK_6(j57}%=kQqTg6so^*v^W8Ba?wmic`r6wzSJKCQIj_y2{n+XX zHS6~;A&cfA3AAfM>Z0ziwbv{pn=5jST69LTukD~8NI$VLQN55%JLIi>+q?tA4qPsR z9p*ftVlWY>5hp8#6*=6y;L#KC$RnEoqNFV9OJ;Z2v2OFKgZ zr(@cbQ--ASHo9B3iNsR(4PDc|Uzds{9fqpZaQz~@RM>niAoOE%56xbRcFy09lW6lu zCp}U_2iy?@qE1;fLRz)<9hs)r_)MOu5)IOAsyOIc<~VuILRat72E6RUK?e2<*+e#P zxu14JQ@n84F6)OqKA#ZEkrtxEs z0LiVXNCr1{QD18lMU$=5oiBJdyYD*PT?Ag4QLR>EevsC-l^&UZ!NOh3mRKIat}eTz z<1}TzCmA`8DqphTmfMs68VBl)*!Lc3F%OGA$DWm{_M4a+_W_l&H{Tx&|B61mEeOc( zb=X>#NeZYtF?$-L}~+bGz$0u)p#)fVf8-y@Io25}oQo zO|Rz?wJF6!h`E61>!Dn1Z&kvB_gfTm>Z+TYWl~iidCua)tSon@k(=cO{-e#LU8 zlM!pDIoN%B_F7I(moCuq>mGzq-FYO{R`RT3b@hh^`3&ZC{}!>~TbsV}QQlI3r^QAN zoWuIgf@X^nsdI;7uR#koe(P&jxn29yj?Zi%9x&A#seyNh1^_ifwED1hc#ZVeL^2Xq zH7gvEkLkB7+ft-XM88HEKd59uT0TyW+=OS~KjaKDnhI}YSAOJWd3Co@xK>&4m`AxE zeKm?tPRBY$Te$aOC+%Jd2~M>I?lD>s3st2ePZ(&C4MAfl^3o)?`v*=Q&OJBwC(UvT znq%dI@9x3{Qg6^;$EBFr4qANouycDauEs2@KSl2OTU%Vsp-^O zb7Rm$jp+6!F|R&MztYqM9=z#BcTKX1-}ECzs%>KHl2=S2+meaQR-XO~BZ{Nf8)7)k zmY5X&ElE7bN6in+cpeqoet6I{KfVoMe_wTU82u4%LtpRxWyME)L!rZB(C(w~nfS+c zjL*#*@&gC*r;e3>#o0jtNW(z0VvoOB90gax%H3cIwh|(UnBX;i-W5G|InmVtul(kF zLcLD$38x{8a_rNhUa+{hZjkqiJ~Y>V@6hKQdGUgaERC1_=igEPHI=^n2i1legG^i* z&#Zv)xL+i8wy8R6cZrc-@xHx#VNDN*8u%eKZDz{}Lu>YatOYrxfDO;@3tmGQE~jDJ z^b5!vc;YxjLZ^c9S|nlCwpf~;M%!g*A5=38aeCF72B9t#9{}(3 zf^a=WjnAU8Tya*Py4zx?BRq%rhoep^C=_!Zmx?7KG&vkOCLOFsQwhlNGuZ6Edv1X} zd|5wT_GlvK`j`EcBGq>R(L1cgcyMlSkHOj31~c}&?GQn(95oE1t3k=&=F)Y__q}S_lHQ(A*Q?xt34-%gGJ1e^V%=*eg;ByRY(5m53?`0YL^QV2k)xN~s zR)-oj9fbv^K8SHT*+gy)4x0jj3il8_fR@UxSw+Jo5PpGxmcsKh=PBF(2zHu*3OOkn zNi-*o>!YxUSoa7JtMg4GO>ql^7r^u<+n*sBOL7QBhC8&A1KebdC zf;z6{9NT>l6=!eDm%*P-c0Pz0@*_M6QI`+dE=gB&5M|D*3n-=mS4~07uaPapf&R|4 zW<2hV^^8vOG?2>IWst)cZ3sg2EB`H4or-gzufcH{s&Iv!C5>dW*F!pGztI_(?(1_!q+5cEIRiO! zX;h+y&oVhaoYFkDs9(x?dLU+A5@yzHYl5WE8xA|2(IEG|Puk_Ll%S-j8H?`(a_Hmj zD}x$F`D|%95}nTr>=xRQKG;a{)PrSsqnqu#xD`q%cxnk@i+i-E7P9htZ35YawIEqkN67@8r!K(tK4YCkcNklG}Nj>~i=_ z#fCOX39(Naj_QXteYefh)Y6=Dj66F=;AI{OI74*~wNG-URp)IBC-fZmRi|%qj!`J2 zP#0{&>AnJ(meM7@A^?mv>8CZWo_s0^rCBq=2#?r_^ds5BF<;p^(VB_q>i#9we0z}I zylih$_*~~EYZ)Ez&i?#SnwF}?t@}vfRLLf*f4xDh;)N-s<{0|fG;S)nmG)bb#T#_X z?^-6La=DR?Lz*&K0w|{GTy_`LcmjvWct`cHdwyv}zUYwZsXO9-(yCjjtwr!h*003I zLk6pMUBNL@n&90mcGc6Kn+GESew?$PDmurUl{e5Jpay1QY|denS&ckM5LTSD{odG< zPUTbmwsKQ!yzKnDGXj(#vuU}WrdPI^IMWPeZ7#j)wY(HTb%rSte0?6~CN(p(N=vNC z4m_5WV$*(;?+KIP%8v)^HlCo^7L>5mu+pR}5A(_j;4TiVk!ZZ$7Gob^b7;bLxmq0( zA6Nd&lWBDF?)T2mgTehQkcyhkZEsyxZ?Hrf@5UbT6Sd>3wBKVS zI!0qjOSr4Lu!z%lw3g5#>QOO5lFBdI9upEE#~#?t{V9x$Re z@>qV<-_;VK{Wt;xm$iHf;Ijj=hSl2!&&lTBuDz!kbyOZ_ENtL?$e7$noj1ZoHs%Ux zmZxCstJ^6U^9WiRo)${F)I_hA;_QUNsP1>#lof@ZS7TxP5nrwILlV&smixrs8$0SJ zHI(G3w)q2FRxvI@5#7^Kkw|`q+VUFZA>s?;cvcR66Je?(aSzQ{sN-DMQUL&5M*OVH za6|yOM~I#JL^5dP-_dAr9ggV-=H>mQKir!Kl0*_kC9VG%F}cYTgsn-!xBt&e`23l_ zMLt_}T_ar2Fdy6yZiy=2jPn|zsrX`_f;NYus^r+GTvU*2(IbA$z@lqGMcW7u+{j-` zF%Hf;hy}*0zqd9ab!F24P{K3i56d_c*3nlI}vBlNT1 zHvkb?IK}&qbp|Y-#|mFylGQ%U#%8h*ye;g7cQ^P<-QKtc<)<6PN43?=2&u@=@)lhh z*}u7-Mjpa-HHZvOnU~!*>iwEh-rDG%IFP5jx8o=3L%Pw`V#9A-8B zUcWj>;;XTHxj7y^I+)_DYo+$=!d+=RzAebPm0BTsyw(g+=Ga=+=8fB83?!AMV%J&o!7jUCWOIkPh5v{D3BX^k>-FYKKW_z8O270%4klF40la`8t-yE88r9`BxS z@ySeiC|T>%m1e1Z`EfaU+g1e$SQB=R=?N#il6olcCFe>m3w&hcEOLU_AZ8{_SQOM+ zwaUBtt=|)x%N&jrALC>p`aq-L*otM_d;FEfZMurn3SJ1#9?8-iatbRqtl((^)YVc1 zo*|?4JWO|5bK=xh=OQu<2bWZ+b3>{@Ek@@Xk3Uu5b7uV4cu$;V-n?a^Obe4pC&geP z2jT}WP(SHEy)i)wXynB4w1Brzc>#=G(#PPaHH|uqD^dS6rPTlc`wcB?R1{)1lu(*j z{H+G6yIXEY_hyKfSAK8&3u$AegHbap28diU)hGn&Ux{2S^)q!*jd!1|w6-&UaX!}T z>M{4afy`tyDkpmrS)16yFyW{-bj$G{2T4*Miv3E&eql$T8XoR)$%cVcd~_LzqHqh^ zU!bSJ{|KUWD>rJS<-xi}CSxlt$7S2ErtomGLG|ZigkmizZz9bBpNq}ji5nQWKl~U8 zJ6!>>-L>B2%O}pNU1kP&wr?8S))$ZOO5eVlO*G*n!nNgGKZ>?CZuu=iiVtr4$c3l0 zWY|pm9B+I38qL@bXC%<_9gJyk9Dn}wu_Mt3l>*KA=eo?Lc+Z^rx3(x;_>ohIM7^ipxg17(a4YBg5=sUw9d1{)+ z8x_3$6qTb8)7;4z36ab0k5( zE$cfy%MDcZkp)yTskqOqsj+T#7DeUNHeIqAQG&;7|5t_DLuhCK{DoJ1Tx%PisbCgSPaz$F^rvyz+*Oa$|AT$WYg^cO`f`bJ8vWsAAToLFPqs9S_}qgHVc^Pq zARg4O3ONiWA|sey&WR0EV0x!wn*ybX?05w_(|ab!40A4p1nE-DxxT|ojSn2!j1>EV zg`9?~zqt4Qml}~45$RBYomgtr;E-Wfy6$M3)~x8GAxn0^VXMLl3UVqTZtOr z{W7eNkKN*VHq(ie`Y~?FpxW!wFvqXna*SQp5>N00A$tV5JeUetT4!DBUIw&e*W8E(HPvu* z24~to5U}Q$dFPhslHv}74XDc`4-adDKRAP|M*z%mP0F@kHxsX4*e-+e$h%9nK?lE5 ztVq2_Ed5fy*|{>jX0AIQ*Se{4`fFw0_OjY=W=3V5ILw>|)!5dpKic<%s{G`e;;Fr{ zDn-QyC;wF=l@h03ON80_1pgp1z|;e7HN!Q~qhXw8KAK3E2e`{~w%m{y2es;rlnry{ zC-SxRZ4#7vxfc3213e1!`mY<3&R9rmrR3_5RYJi}rU*fC!Cd1u%u~dRr*j0XttKoM!Uhl$0O7E4w*tcmjxi3vghE=mAoPRKG%Mxlj zvW%2i7diA6d*N2<|JJ%X(^vbKh?JzV+u!Q+$+eiQq0_}V<98k9kjY!8S|<6{Bx6Ac zdxdcqU%?`oZj@nWpX_=YPsG!ox;6`8hNF9)Wt>pEoDR#QP<2TQgQuUYWu_srPX{+cLrS)|c&* z!AVl4%BApwO+Y%s)Gkp@=Faln1vISN;r?x!o04}wPi{quNXgdW=-%7YMqITpXeq|0 z=EeJVB!XJPIij4!!=BPxNXzA81Jc-`vzk)xpAS2I4B^i3h&78$k%1#82ydm}g>oi_ zTe=BE*ZcsVMtBExQ4o76+^Lc;M86@@W+YqLVhX`=EpgO5y?3Z->xR@0Y<{pF&X_=> z^_3Z-hCjlFJr@3-z>ER~@m+42MH$%A`qD2v0A!SD;6exvZC>(d+VeFoK8~({yjQCS zuV&)Bp&vH+(W%&^(Dk{~Es9&Ye6l_H;s?!1%JrgOf70oi*iFJX=f9oaEL}^WHGO0< zKl)ftBrxt%`D(Lh$hJPUs5#_!;Df|P%ryZRja5!9vXDsrgdRN=0oNqmnD=XxDq7{* zw%j{xI;Az1+CvSm;Re$u<{m^2bz+8ox*86z57EbmX6Pa(*)I;!W{#30*wFkWhQWO0 z+{B&U^~GMzp{Y5&6_l*qvfb~Rz9;?7df5kKWz4huJ8>SocBZ)qIH=BnhU-XJ*?G^vI z=OEawApB)#r7a2Im1V8Ke?JK`k!4;vJ>;FGn%ol}9ha4)GiYDyb2hmG z1=p;q5$=&dV;kD6uil~iE4Z#TtU=^m0t6t2dk5M<&;XXP%$xn6Rt&YSx16RnVHu3_ z43ni&>u)T_!3x57>j6y2CcbfJ2VwczR?)zk$S>wEMK04Y1a38xDWk4MgiF zxgz?>tmBk6wIRg8fU(1?Ks)$>jW~Ciu=`!NIE8olHj&})%w@Xn4jDx)3*#;&%R+zX zV-_>9*(+fd8_;NQ2-%gWFy`s~*p|pA8=1O}!=-V_7{iC>*TCLct@@wI+MU-7$L@$?@I*%KeIk1 zacgD!vym^+ts!%Bl{ZgGIcsZON;k6@Yg&ZWmbSN_>83HcOew3Z%>l!y`>M{NFP^*} zhGC(uBTO%a+gUlFu@R76f$*LrAG3|2x%rv~&5DkOmxD?3Pp8e>Y6TDY`=3W>j^FON z?pJD&8z5#5xvNoClo?x9LkdUI4(6rrkC$Pm z&9#Bsc>N~QIH#xmz0QGH5xZffl|-cNR!G8(uhl8raw_pW39?{`eRG`#Xvze!7gDUxO#_=`vfE9&1UDGI(}ZaBj?*nR+EK4Whw5^ps;9sG}|J z^oG9my)|D7Gp8?a+xlSSe>=lcOb>Jq%SfN#7NaG;&kVL>ujw4Bhl_#Sz zu#xBl24@Rqn=736w`8U_cqa0D7_jpda$|ENr`VqYc3E~g4{_xWwWvB2+mh7r9w#Ke za@OSwGma=P19OJe#;4SFc^(J@Hwv%$oxFEt9~6g#AC$#Dqwk${Jq?H(^dnrK$vzEs zH1roy_I%+%_pnmyMZUF@RDm@SyL@-M`YiA%DCA{b2ts0S^^QCS6U6>p%Kc$G!^swf zwXBMx=s8A!;8gM&>s5X`ZcU$L4Wpe~J92S;U6oIWV#w#$=HcCtbe`SS83{k1k6Z@y zJX}5TkhCegi#GgtxGibX&&XSNPufZLF(Ug?Yx+)BA^nh~x&U}eg}0&C`rk=y&p9p% zBCn~e-z(*kux~~&)x8)^R@#F;ynG}yFn57am%oHwKiz}4NUT--W8O`>J|^8z$L8%H-)YsEX&AWq%cbKI-ato<4Mr|L-&s?Luq=pgDwq83Ab4wjK?R z=h@AVc+ok+eTX#tH_AG`#*EZ@RlWT|N+5UCu6Dus|9lu*f04BK{}2ED_d&50+I&Mdz}P^q z%3m@|b+4=OEKL>2w4*l8Ci0f6Qm&twFh2(&G3|kvI_`l&)(1)`M~ST?lF4{}G z!;+$@U`f(Q9P+JjNjhG(Rpw(KU!4atPUB(CPBR@QWMA2P>BI2Jw%GN@=zV4vte{FR zZBf@wzf@O666MvL50W_zRf7Ak^59aeUlHd!b3NDgP%wJ1RctWYQU2RrjHpiRvv)9u z9+R<_zm0B=3F~qd6%P8U^_2fz8D(^%z50yk9LYrEne$t+1c6V|pu=m9x1P&6S%(Kn z^GNx>$=i}nE40y@gIJH+iqBSU7TW<);3 z^SBM??$5xESMHNc^|g@Q;o!qQ$mo#Tm?S@%2PHMYw3@!8PF@mVv=ZVDyh zt55lC_MG>8zCFDqu_Ga>!LTwfhU-bC2H?IybddV<)EU$9b3ncVFRN^>B6x-QAa2dE z)XQznS1n(}d%QyXy4`z>^5ZMVs!pl#4I3N>x$Uz#;3%w=1Xjsxy+drb*;OS@-5AtB zY~A6{KS3EC;4wUD<{Vs1-HK%v7jSDD|5??o=gy@t=`*!B(W7r0eyhYsP9}Zz-tGCp z`TO~dMr$p?-N^!#5xrF&P3 zyLo%7i%(hbYoDq81(@{P@zNw;tW=%`CMU+ij8|jJOX6Y7Zh`zvlEGp(iRM^ygByXj z>ZS>U8HI7rYc~qX>Pz^NXDTXB>-G^Gl^Z+0+l>fompaF=#Qs+jT%MQwr16H3zenFx zQh609A3Rls<$stJqy@nmCCP?Lo*tnh)WJ@dBNu*DcP}N+>db?=TnCYXgY?5fzq0}d zGQlGa&+XCHPp#O^ner|+OQ+Jt1+bGPbqIx*ihZJ2k*e)k_FWAz{P<_;V6H1oYAq^x zZ!Id@{XZ!x_(y8dEvHrfhHunwg}fJj9wU6X;j`^Wr*7fv`(is-=*jYaBp!`kxOQ#X$z?BJ%nJ%vcgpV}^lr*2b;=>66?cwlN^A760u zNl4>QZ`U$=Rt>q)a}I%eISc(wssLVD^%C1}j&%gD1omTrb?K|1N*Qc~#g-=-SrJd| zDRaifN*N-SRlCU5Hu@{UKZxPS)StI%NFFnsY7TF?`dS(vYaa3St^bzQViCJLEPW$| z6PNmwf{%ib2*4vfMo34j3)k!7I%ACR>2moiOke{KkEZ~53kSfX>6+u0rcZv?2^3PL zs!Sn2+i6*EEyaK_Cx4F@0FRhVzll*w3Fi1|22WR9iYkCfciZ^!-DQT$r3uPT`x6W5 zz=h?0%>wkkv(d6Nk}oB6+B4O@Dkh?Scc;_<^o@vx4|moCCr{{d3Sr#lDu~uyY(H8qwXeYyuYui03AXI zaC(B8&%QB7ma>!BHcn{6H!jsG-hrzY2;8_AdV#8+k;3; z7LL<9L`lnnVKU{9fs(F4mBdTbxu^^Hx62^b8#NP0d&)tt4L`V2-fUmaF!+vo1i!9w z7-g6)2u@=3D>2R|eLfN`!Tb$@(3zhjI%IwK)c0L=Ql3ENH<$blke6@+i^hOfFXW>G z?V5Ygvqg~}Y(w;Xq=PaMv+CCRMD%(7MzCt|3i0~z>)4-rNMw2&x5ZR?1{LY3f22$ z;2!t2m*HUj)m*u+2Jj}}F92S;#hhZjw|Gyn?7F#C~L#b-2d=fFq9F4@OsD8sKc z>DG#Gih?+~hF_=8ko-<}e4Yg$MTluNAmE&wC3O+F_2<&Or)$yAkEqk=d?`!j%${^C zbL$zE*$l2>Zql2xC=zOZWY8RBz8 zzf^{9t+W@eP($yZnCJVL+1^-un+Z8{J*%26JVMU(p4;NfWL*rWJ<%P7uhJ=MIY>LE=pwcZ&4O_!^inqSfT?WC%?GJ=j{d&Y zf=2j&DniQff`xBhEMLbO;G}%Td1_gZhv!;C%^Su4q7N6?n%7`v;!-_7XwxF-H1re< zvUf63$CBJDe$y&eLi$A$nlX&(=3g{EZuw_~-h0seRsUs14Yu)+H&04q5-x*0l zo+{cKoJc;3zv|c02*7LuLRBOOOX)GZ%mTV#`$7^Y^F!DMq$7xN7Iv`YF?=bm?Bgte zR+oCi6)}V-a{$%wm#4u$8@!O{%qR};M6(UU0)?@`o4_$^upzj3dkSZ-)u*`0qzGKN z6#LtdrAvP|J=vM+YMVt=K1}^gH0fw}O^{i5D*13MaFI1G)-5QB$E}}xhpI+Y+uRl~ zaShySF8q@@3G~G5h&&r8wI~7TiBjcYEfj%?^W5$)YkA2-jUjm-usf!L?6;Kc-)3%? zbnt^bNPk5rcX%$i60>%+8DG$|7WYeNu#PVf`#=~%kp{9BTo-CBaPP)SUcK8_eP=`j z7?y9J&4)%uzERFk3VPPKGZ>q9GubGKZ z6QSfKp*dS6syrN3@FkX#*$*=s5_&)*p~2|1g^`X?YmD&k`6(wgM#pn-jn#u_GS*+) zFp?t1WC9*kZ!(>^I@84~5m5o0-l0}6dx)u;;xt4`@|h7B1b>F1Lw21pZmt6=0)e?X zrk7!;hbfXDQ$}H^M%z3`b(D%10}=@S4DR2a)0=ZR({eb6#&?o8Q?Ab$@ZAUMmsvtI zXbv8}Iu}kWA38t)ipF<8Oim+C3g5d>nUBHbzO0?e^xetJ4mbdtwlA)sw{tU z3^7YBVqD>$Icq=q&#DU#&YMUqEsJsv3-qgK_q74XmgXpPpU!v$E^iyu-kem;Q2Z&t zw(zXQoSy!;8ok?2y8kQrbK64^Y_xMSNShg^o^MOe3S1Sg1TR-6iF2n%)bC7|S_Igb zE!_E?w6+7jEOm^hQiQF?n&&0*hg>BF)f{hRk>=Y_)MXKVB!VXaD<9{bYoc*{)xRl1 zlyY9qGFdeUC(bVx=ahD=ZF$H0+N7tJrIZ@Z~T!Q@A+Heqm$DuFKnyc3Ta6g`_1gp|l{ryip_`8ZR zBpgo~zaxydjp|RF+DkLw7(wsSX@R)vNwhZn>y>k`?>+KO)PdLm$e!0LR1EcptyI(F zBNo<-1hz?kXJY=<9T=vHvRU18#z&YkRZTMNvc_Pnm=dpCIE7uH_nZLf>FnVO-$+J z2R1wo-6Ke@hklanh2ywdpDRG_9QN5W-pSHg-~$5SG>;A7b&rL(af^Yy0+VHHfb%Dg z06^wQ-Y;{eGM&=g$7@2k>NX7B!%K$v5&oSrny@Fhnqz_VvDm3**9vHo^`T{B0njRB zMZqeS)gWY1>8Q-jz7O8uwI5v-8uD1r+d?wIw?UK2M;M(N#BUqA>mKLFGPCOjOeG7P z`(UB`Q6^t?^^X`7-hQ$rB7Sj^H>i#y@yQWe)Xb{=g}v%?glzw1V^7L6w7w)yU?~SP zG0(aK^sZfc%$dlL3LtnQ^r2teK_qp^Q90jPa`;f*PJ=a0&@AV^SgoNDt9s3*wn>f2 zE#TlC>6~eiep`KhCnYH!##t_EV)>Pfxed-0dlBaCWV6JUs@>jD!?oJYvGyU$V`#?_ zD&3|cQP+Eso6((L_dCkoGoaHi0djV*ts=-vvjEG)cVw5npcz-Yjr+ntF9rMUV%fR+ zqioNg#{=1~{dKoJjlGdL7nsBy{>%@I0Op?7u(;3Ykb`#TWX}gwShn6?7i<}ux-?2x zQmolb>q*ppTxp_Hw|imK$h78wxglh2lPq>Ex^L@Lt2!qfvl;3Y=qnfWLp&L6?BO=% zo(J#eUsfG&ShJ|@eFzs0KF;qH_r+qAzw*6a8GSHsPA%L3PL9{Hnl2Np1_6->a;!6l zO1vyAAWr5-vGKd1b!Ch!dkf!#cGRnrPJ!lO3Cq5+=NRP->luuqfy^{*wo^~6KoZWQ zlzT4xxGGz7t-Ww15SMv^%TU(mK)P#Zym5)f2vbnFy<;UKlqE|g7k|X~YPhiINNZT) z9^cfz-~h2Obv>KDkhCxqCZA$Boa3=>j zq^f!1az|#2NGeX2QMS9}6e(MZequWtIwaJ!S^==+$DLus2`esChYF+EaCzFqT6dwBOUoM zv1C1lY>Yc@$E2;~65@kI>O0@GJ=vw!Ly;*FR6`R0oO1`+Tq>^yoin`G&{ka1&C`3I z6DM+@e~D;N55C(vig;r_vhA5NO$=73%3(5N7SB|M1VH$@0u{%7o)5&-1@tym?i?5Y zp?#~GkBB$J=nFC_m8S|!9gu~7>_|B}B(GiMA3O7DM+G;-PK$#b*>7JHh(SfxbA!Kw zZVdun=ElA;r2-vew$%Pt=AotX@$8k- z6WhytgDTr7uzBpS`O7m}a0%hyC8IuH51i*y-8kKgJD-{f zn=1PnG<(ON;%Bje=4XBuJM1~*r?I#EF7pjOE51BE2yklH_<4!FH(#04%@uqzbJ9|6 zLXOc=z<@c2j3u5Md`e}R8$YE$lv3cHXJx5!@hM9#QBL2li+dB&9sjJPZ8kPatv(>1 z=ZGCB`q2r#J8CW;_a*vO{h2uX%}~W8u5A66~A@K#(q9y&q=aIT5#v>pbQ9a2!TdYP&r+kK~59?03z1`NQ`1mh(IMy z7{CkY#L4B1siQ181Vex@^5LTlUK~2WnKB&BoG8exytkM72jCF!3pli;eF3ol1rXW- zwka>rZcY*$xm*^BH=X6=>l^?9Fi3ETGnxByIW_?mlMsCXs|5O);bg*1kOiR|Zn>^~I?&$?>Qi3{YG}{z^zE8+zjNku@3NFx|LD2t zxFrvcR{}5z=%_~@`pTJdO&jDAfDdv`mBA~WOZSnEGAmBs$>O>(;GVV}B){iaQ;&?w zyLb4~bAoAP%r{%cO}2~3k=b>Qhyy_{c;tRtxjZa^9_GGlta3FL#n9 zd1yypwVQg!Q$W!U>ebih1ijn?yj{yaBv9!bANP&^2RXN%DSgOiz_`n7ME5xZq6Dgp zYjr$N+VM;!uLM*V8{7vGAF0~oQL?3|-{n4d*9_hQS7 zefEf)e&<7ZA!lxo$pzpawB(sBALc8zj%+p`OIsztn9_g+8``yHx8}(%?%7vz*;)zW z-*t0)kMbWPVfQ+_gmCZ2pNMv*UanAJ1FXOSV4eHsCw--!FFNu;ccn^|mI=UGeR3)+ z36x320kSkOK_+hjrLY471a2$7G%eFXLjpu~WIJ$@oO2)rlLAOiJy3{4#hGU4@~uN= z?RdM0XD*Y<&A^qDslvfw>=X3CBLSbb(bk6YfD|%iYP#|!$6R_f%zi!Id~&o)?CpeK ziMQ8uEJ$7GJ{1X63==e|znC}kCb@+=5c4e`F*Z2yOLbfTi0xGC#ise^veQ9t!jjhi%fX=ORBmkoJnc)Jb4IZCm@CPRUfl z!B3Dj!Ta`77P2h#4S4d=uV&_G+xbpe=x(ln)O;}4Gdql(Nr1RS5S&?)gYHTD8eJ|X zBaBXleTK=jn6HD<&4<0wyfMLcwm}2uc}#g0vP{d|qc265C1!SXF6}4tzOhe#=l~Y_ zANKCG^^)wW8B@qrLTBMwZ^IBMcV5i%H^?g%4MybPIP zl7JEw#DIbqL=gjCh?j_pBFU4yqrdskd|_KuRabGUdj?NE*qn3f?An*L_x{ydzgm0k zkNnTaoB+-93YO8SB>ES<3Em(mTZi-|x|jYphkN04^-A%X&U6}tn+dE%QVh1xt&rIC zsat>i8KD~JbXPCuGo9&7Zvlbz?w@^dY-%y97;_9E#u^uNV8xTlmK|PB-u&g|^weMe zrfq}>FlF$xLVUT0vG1*PTk{xc-UJrUh_dB>257OF7y=Ym-Yg7A`Mp_XECNX+Lf$fz zO20cv&Go!xkY?J~>4u$RsGLzz)|M32(NHLURdKnFc=Mzkd&z{_Gc8A7wi>1SMi!6y zZICf!oJp4kgDpnKr7p{|r*EG5n_s72iHQZf;2gco31Pw}n0ub@bRK$HaV3kxNVZq6 z6rbr#r$KlOUeSr@IoXChLtpyZi}azZm-U&>bf(8lU_JBF{TrTEPVquiiDgwR6~-Zt zg93sguqaN&4q_a9-^* zZFO7Mf3jNJ{=#Uv^z-^XyOFzkyYZIbKvqDxOk26`uH= z2N*=TLU0N2e)~^81H+J3Jh8;a;?dykq3zDRuKY%36|aw+t$#+LH7g-vv_G6|Ju@H~ zxDi;!)A}r~n)v~{)T7)Ek%**XbRy1tMkaJPgR(Q?tyAQ|8Zm%;(+}lNNmgaH<{JAo z0?T+J@SA_rwbJ1SJ|9M`8lTD>J#Zos`i!6>hb3<)a)Rr%yS_BnyY6@Gom=0%)R-f% z_If-SZ?e)}_n8;HEU9kSYL{zUw&&IV#(WOnm&kLZXj?$n)_vQ{!WVPI`rqTRs||aD z6_b~BF?}BNLM1ZO7;Pc%;a^17TA$6q>7f#fWTo|PtrrK;y1ny`4?ivfOQKsjp%D2F zyXb1jc{n6gL#GqM5MdU~A?>y<;RhLCvOUf{J$L$j^-A`c&UCE=R?iDM6}+)y=jp%t z4Tn!$y{yl4rZYWe0_%xaU%7F57sW{2D#{V%m-539wF3Pp;Sg0f)>a?4i1TYvZl%qqA$Qr;mHJR1;Pa1Hj^ZV2mmn8G!NAnyxA z8zR7O_$D7?v3PB;(Wm|(WwZtHUEDJ=>|`+H3i3{V1eo>0YsyQ3V)&R31!N5uVR0v} zG9Vf0;adUv$(6CK%@GjOn0u{Ha`#<(rYD<*1?p*gYlKPUQYQ8#aXU}*RG><|XO$z~+7+HUES3_MT#=UQY~_4OvW(?dHwbMA#g*T;5ujSST@%4Us> zL3p}{T=hAkq%wLDX{O9jTt;C z{-C)5uO2IbB|ZONKTpSkTRxHVhvdMV!n?mP*h8F;1H2Gi5hTFgYCXXt~b%vR^4HW!h>M%4i9y*bb0!sO$_*0%J zuaq+RJ8qkT>bH9-#uTy9*l@iQ*BCjzQ+PY=O&XQ4jDe-MimnyBTt3FyCCZ!fq$7x; zhj~3r4N2*!qwS*c=?ImxOO9;dxjtAGaql}A;)x*kb9$Mc%8No0? z9e2Lvg?%xwp1*e^a4}K}iIuk}B8pc6Pbi--2$pqvm*2Mkxrevt2mk%$8!@vGTerXP zrt9TFMj(liQa*W|r~?Vb!xW~$7}pt%ZMlX~^0}7B25i$;o}77dxYruCX8eZ)gOA9B z;%dPwB)+j{kdm2uBe2Yy49-Xc?SQEr+|c~@U49rAUPgRr!_xXxf7n+Y+HDN|S6rah zfbpEJ3Hdv{w7S%7zG_GD#Ud-h>`12RIv|%$QPrOEX_NXH?8!x$>Nf^U_&&B(d5GZ3 z+=|!AZ_M({OBQ)zbpVIHxi;sKYQ8KJSbY!I)`K6b&wL@z`Z30ttiR@5v7@xh7?I%| z!Pa3T-D^CGSy>;H^RVry@^@0M`}M~-C4X4k3AX0)IA;Ev!+CNyo@Ce|5!ICkVtMl% z?DrA|8`svQ_GsHt9$5SF^WT2)hPV5B|L#@C*dwoy_Am~fCjryLj(X0V@pImqbP^5!zY^@UrXM+h)r)1=g2aMDyhGpj_pjdk z(0_d5=0pGa3s*lDXFAiF9ut9e=iMK_p#V{A84?Tfh8=gGxzqWEeP z<&uIc=>w&WOTBycF85AJnu2z3C1qSIX#G@S+>%B^ zjU0|V-6g|et^JMn8bM`V7?&eXPtl$u$TY_ACGp0{CZjn+dyTx3Z*5$Yqjh9%E6<$R z5=eN7(8>^9Do155o=_<-0uajvV395&?>6LVnF{&4O8bMJjs4y&wri*09dWXhwE?q^@`yb`R!5#7>Dis!kM^QGs+^;U5NlUoBQlTb zD>590&=br%&lEBH9y@_mf^SGHWR{nOu;`gz{X7yJCi2We?t3XnNAd|<#^*pJB|U8E zIUrBhV50nC7@WI$CHqWgx>gS?Ua4?^=M@ijIK=KlV6pvdcmD2wk_u_$nm5Y+r<~;-MY&{{Y8MiVf`u5%XpJyqbZYlV zRz&V}MD(~_rV|vAV)90e0B`Nx>sC*OjOFU?bMNuJ`c0AE>eWMLYliUD$Vnc1kC!%2 zkTP4}`WcHgBFQ*TiIB!;%bO>CMtW``1dQuie;Yq!!<@0b*8{6|6ySU7QQUpbB_29s zJDUII!rr)5tyA~!iSf25%i>ezW)JJzISnvChdpFiMavVPKh9bi!-}syu zR|rsegWN)#3o>eMGURw-SeD$Jpf@hIh`#W0Mtg)6)i zTtoipCtNaL3+4?=c&jq5dB$ij*_sE+MDkM%-EX}7r_ACFMcTV}Z7m`|)H4@G`EsrV-!Bk;jg(pCCJx^khS=P zVP6NkBuj0`8?DdAbXs3>Qxicy)e`R#xEYvR)&v5L)*He!L*ggNilxZ@um!!wM)VJ&JW##N#gY( zso)Z#hY}^`m3f0qM{vpKI-(p7A+!+b>UP~HlAYT-qRZPvZx#`3wm`!>->o;~5YnB; zXngg#?pVvF;AMKQ-UF~U%h#gD%X9H zr0%f>+)oB=U!CGR>~`H)=vyRU`Se8@Y%(+%wG=6DWGP4f2|I(TMOu3`zgIkWw^(B^B7as9HA{WR$CJ??9x~&@E1Yn`w`@}XGG+~CCQjY z#$1}bc+tl-9N*GreLJE(ja_XzG9hk{i0=mvJQKHgpKc-V5rm#mWPhj(=|D&|I*U5) z-g@yZC$JniVSP*y5puCsY!UMP$_B0OXartLD z(-jj~*&_5QcnE8Ft$X=L2NN3$=6ET1_g{Y*$qqlRejLtprZYVP0_(|F?%hy)#8Tj~ zz!ja6N-6hN4;WG27;luhjH--l1|Sj(ndHqgrI~R^IeOyHUUQ5+!%#UCLIB8EQyvlv zV~?<6*kv#>I2nZ6fKXEph0AaC_153-ws0{9FeAO1|b7> zsxa?01{uJSMVBOfT|1#~N?4H3nupL)aY)EFg67gVH6yqO}-WTgL|ZoBR%&AH0y-wrc&Gdw1UT(k=z-yFU2JjeC{F0}E*l z2M|>fq6q$QarYlQQy-5lM7?>%LyEToA_`W#^Ro|(zYqM={hM2V^ad>Bt%YE>{?*0% zN|`)H1&-HtWx+(oIP%^acTHYxB0uvG?)e}7z$l4)8H4VHw+P^ZP-l?CQ^XHa0+!F>#1b$6{# z*WFuSc%S5=zYOX~rYW8wDD|Bz5qinMeR=SV=sW{EflXd%CfT zjG`+nd7Je+Z$5Hanvb=ubyIyEPO#)Ljtwbfz;MPhh?4=kDKldk1tFbc{d-7vl$TKw@^pS$jbF1Ug-JcSlqMeblEns#E;7Fn!zZJ25 z)tAZj)$M61^ck!jkH0mp)6{5LkLj}hR{hcw2$OFoW@+P=xL(G2>vli=9X+7-rew0@ zjnMY0hsmo$7N%o)$q9+wyER_hQjD_t!5}oB5JX6C>u7gSBjb|0rN$$_Pfv@bf>i3h|^adEt|5uo9^R%aCcs%Ys|# zLNp;`!YbIQoiNFDd0-Zq6z@;F;FPs3`3?ig9X7&DZB+)miri`3&3EPMoB3F*CAfsR z;!&m!Yd{;?R;`>lG9?e&>0BK>IMk!9{U?oim7yQTL_bC^O8swJH~g%f{%fu)zq!}e zG;%K?Rj(q8iA*%#JShjG@%DM3V* ztySZ)gird>xO9KS(^6o0ZE7qU+vMN9qgOSVk?Wki=18_k4SlG+qgU-xIqD*#$g>W& z$UtfwlvN+9Z;E+6E67K=?q7Xr;Qz*@-w`(D=~-^K`;9o#{-+6IkE#gAd|7QLrg%9UD(^WLPoIY`LNEOO)P@Oz$K> z#vKyMy#;IsX14H9V#UPzw!ePhCBX<&E+diA$jhN1>qss2GE%gMK?58aORje$Jq3&c z$}psGBdq)%F{ZrUc2hnnXv)-PZP$k(&~7myD0A+i3@d}Oru~#VN_p`|Tx%;(^{jdK zOoMgHyC-&#x<^B9&;2Q*TVr5VmoyFTyM=HXiH-{hor^q@$a~ocTPGRk0z)VF{x3E5 zdrp?jK#ydbk^62BDsx&o;>hgY%8%EMh__}fS%>wzpyIm~toOWdPwXnjnXQC8sjOev z!hq|NS=K6ZqslYZ@s9f8dt#5JxFvu!hkNKWxuoEF!f=g4h~^Q^}(_ zk%8^E^-lf3 z_tI+XNwr%}A=F=U1qoy>^B8?Q5m=H#cm#KM0+_H3wnM`K9uZy;!mdbLI7f#@^fzRk<1nB?NQzs9!QR&VDVU6I?uS*9w5^rmM^{x>T$~xkWs__}+dr52)Mn1*) zQXjJah}8HNz`P*#$snK;3!z zW4jcr4}9;-H;gd20F%sLWFD&@AV5Uwd#o8&<}!94kj2gMjRmwdL(N1MsK zm@~-xWCU|5iu$cw|G_8onPC|jsL%duy&HSUS_;$sHm(#&dB-i`<90B3N`4U$%_nQh zSbAZgUghM8Q@(oU-8l zT-=^HvO~SrW93wT>wJlf(*Cw-8N0DBydzRuAR)6cK6BWmxrFa0wb|dD@?Jqpg;pjkg zI;4Cr`Ct#6fjh>nIXjTpeY|Sna*^k0|>0AKXL!&$u~d8xMWB%uNJ%$ueV{j?AlW@eBVFY?BNVx)VPCryOgNVmNZ#t1jlv#!wg%UuvO;Ot@ zo$@i9D3}Z@|53mhkd$#i>Nn+$LZ5=#o85lT5j@(X56HNwM+NzeWwmu=?X9!?qw-hY zy+qIG&9#)K$KGrA5>ZE%Yj5ED-9u-M2rG`tmgBh@FprYh$y090Ak3iJGY*WNIawF@ zf2)_*I3D9xmZf^PYy&LV|J2K%_&`hJu|yzRbK@9Y8o0SNZ5|=85JwNl*xN7e3*!Fc z_uvEq3TXvPU<2aG(el>0vgNUb5CO$#g$eK@&(aQ_FmGWIjAHaDQ+`Gu5{oy3|0!ZT zu*7yiinSF{xfC}9mN9^#%G5WwW6r@tM7Z_uK5gv8H)Uw2HZdF-m61pA)7n#>wkpRx zom5Dc=1_B4TX?{ZF{?V!GcwJ5Qjhk*h!}YZbT-z*H|x+oCWf+_+uXLr$cnbePvfGM+QMlbj`*QHu9v6! zBEpw20x9eHUVEyulMA)06Ew&Bl6~`g3@F@5o3qc@>9*ARZ5@WeV@x&ev99SKo<-Vg z?LPOv?A_n%E!SDc@q6zDLCK*8+r}U5MW|wwoPecTLh(XNNn0eewyDILR&%7qAE6c6 zlr*^!ywHnEul$9ALaPYTMyLuFywQK>YhNDTu$auunaQ4u@5!Ev#ol}N%=+=HwLbGa zpY^O~{ls&(kHCtweEst`k9^~0+jiidlT~?)!WZ~p9+Hu(k+Anz_8h6P&@8Ofg zI@6i1oWL6KfnEYz3U%OpYv)dS6+4n{#$n<8uYc}5o$yR&I@19Jmh_qXF|ZhDh$u!H zql$9bQS=?n%v*r*gcwMX&eO^>l%kH7&uf4o$-UG)6iyxt%DeN;uL$stna_aZQNhS9 z?o5U*1(E^iyK4+X%CUPG?GokEvlKL-scxNC2v}2c)jj3ARfLqb(O^KT$7;%B$ZL->GpjJ=Q$sdrL50hHUp`sA|jB6Zn)_9@S}j(o%$%&+3+uRbnu%dG6># z@+^;~lyWS8a-EWD8Q+Zjx$>t5v*#mtrq`!(GG?dbT*vyme@Y0s)^+lWRGU6;+$XQK zl;@&8sg7GtLK_21FOg2h_&E0J&paiUl#eCyQ2Uz?dxG*W5}3tjQh!FNxvKoTKmOc4 z0_)@V;6xr%h%BTLqR9%M`HF}_j>9W>ru|5q4qs5N@d^w4=Q}ck(eHbNgHv_niFD^> zMIjR`+2Izj0l{sIc@|EZ|BOR~n(?YX8uRMaI5vixXX*}TVdb=M8z*@@Q4&3~6w6NC zwS6@5E5Cy7B85C`seGep#)fdeAp`p(DHKHRkHwcYgAA5?IOgAMb~3xZ?!qzxwjc`@a1JC$f5n zz!-8Wejgmte&e;!3g&6=(>y$zYd&F~xpVc3_LtIsy%sYl52Vd$N1UW+Jkw5*K`g4VcS5^~^ zxwfel)2DI5$eSL1fbg0d!+EJv0@ug|c)DgdM!HiL=f)^pLVj(HQ>6Zp6_+GqQeW-y z-c$BkY^NiR@;9~-jhE(A9~yHb5!c+>gQwncM=1gb*9fsA(@}YPcdx}*n|jTzrSt^z zV-540pL6jJm+FWFhgaT_@aonRSe;JD`^qWMzxc1eMUQK1HEc3IVTE@0K7vVG-i_{s zlUJ{3pXp4e2iE$I013`|KX$6TgL3S|;U)T!?|$m^<~-Ax&h*v^EFKLEGoDfmbj-O= z%AnXUlph{Zu2HZN708#VAwa>in$MW@tQBVlyX&pOGd}VHc=zAFbo2BZzj^b)?|ha= z17pd)Y4*y(RNs%0ua zu~G&Cz8F4a9g&D2CocvqBNg%0N@DjTmJs`lL8KLL(Z~MoB{2h$EfE*+PTBCqcjZ#n zjF<9K*Ty6)YYQDBjUhjd_hKl?BO)s-Z2QynL{Bmx-^v-2eDVq^e>kkZ>NfTGY78I) z=K3)ls&3ssofnan@M;bZr=B`(7c=&jy!psiTc>zD;?Ne-yHg04yjOj0#dv*~H&@Rl zm*k~?*A7Xb=vye6)^T25NQLz{c6m|1l@o2($oR3HYtO9_=lailo69TxpuB2B?}f3w z#ho<1n=^~2xsIN+<5+7xjq=P(lP+Qo7>~xWv32(cfA!WASQ4Ci_CKGsWyb;~tVPBn zxZw@lf={j+zhqz@k~?`eC)*y>RzhP^|6QspT)m=xrZYY41lCkn^x6BfSfB8M?n1Ak zFWvd$S8jNR+TskGp8KzlUwt2)=}c#Oiv-rYKXu;&%Sko>hL=@Gep9-USd>Hm@t|Np zP{KRGOR|N6@zjZVz>9(AUPc!q$+PaEJhh$h@o#;RJE^TYj7XmhQwAW<3C1JRi;_jL zZJ#wVigK)s3_V^}Kvcbp#|2znYYXA1tjl90I+lzy3S5D6DYhx`${xL#5N6XAWAa#2 z@C&56AuiF3lD~c`9ph_$TgJNgQpaWYod36aiWT2!&g)2;H#+x|Ph_Ou*G|nUhSTW9 zHZ_>^*`Aa1I{JTFj&ZeRd)?YL8)JNFJ7@;ggFF>77|YjhV}DxSmebLaL9*%hQX03N zEcO|KsO@{U5;K~9{s;CcSWi6h!VNcd9t1ojU;_Dz{lsHReHot0qEI2QeCDMAE8r1g znru3(0?v3IAy!;J1QtAE_&E}q`}?DR@kf*}<*EZR4Ni%j)mFkzQ-z-ec872NhiwH@ zhDp4W{DxWj2Cfw63g+fr2Zywa@#k4`)aS;BxulKSpv>`vK=YBjJPRX>VWW+muvq`3 zhKqn?vtj*`ytL1A^_3LfkHPfUJnFiyac2H^J*aMlY>-S z<>j}0{AR?FcSglp`}(Xew6*-mfBLdbb{ReeDlRbg98sAOmCW6{BromsTy53{aw4}S zQinW^r^d#VFq4-tHP?1y&;8my-d{VHWTri2stxK`-KTQiLO5z4EYN3jf#UsFx%EN$ zYHzYsU)RkgxBwq^D_DGN>*Z?CKV`OKA4=GlxC`y%2J^#IDcw|MOnfsn+7|O$(m%p*rVGkW>K?ZOq4;`P%ls|l$^8(HL zMxJ>=%#F)p+{|tJGxkOTeoaBm8_;!axg-u#ZP>b%cgxmpGEF|0B=RTErERr)QYSiI z5|hjPG3K`3yT$u7xgVL}`w`x(=Bc@GL|eyswYC3@p|$bmy+OAj#|~m3PadNW2Z7br z{(pXv_b9ofvyc_MY3^&^h$GV=?%o^q1-V?kl6|H#T?>Jghjyt$Hh8!T{X!Rd*B`vb zc7!Q#ogF6T70jexS={3xPq#v-+wtQ!+s_tfp=4|=d>G^j3)6k}r~SIY9(~}pCH1=c z`L{C}TPI%aAh1TjinL*rQFa2Xso|e@RR&@n2fP*nG6o+2V_aqc`X39=jhzA7))J>6 z0x9&*d3xireSBfu%x zKBop{WKIFmBM5-3--t*52PXQF0*m~i(5lCjywLaB;ky@6Cl@i~8wccJ zvI&|E-c1?q?ld)_1N?(rhrnHk`q+Udod^2ck zpZ--Bec)Piq0}jE5~9$v>aT2lqzuoJo&M0j`a=2YR`BqV6wCuhUfPjSW!yF=U5hYM zZ)N(eu5;v>zR>THYx*#mNg1S#w_;VzZTHev1|3;MPU;JNYwXvSJRmxOPunB#=3*Yf zpWUYrnxBYu`0}nle9gQu*PL?W8o9s*{Ya*JPx_Q*Nj^C9vH$plRm41?MlYPVdRiur zv?I3FkW2Ayj*9JcX&%PhIHqpXw&3RVr3o$-r2mqXhv*Rr)>Nk>(@~_D`KyjcDa!D( zIe1hORsoJmWC`nUdkn0(_ke)O-dS`p?-LklVbD7XcIH*Decmg1wDsQceu3ZVMn}yX zc`D~LTF!K)hhqyN{g%#xys}G1d{Fip`-v{;{YOojb)TzT-uk`H^% zZ=biBNXdRWBCl+nOH;POQHgzYWW8=n${sx`wFq`(x_S@iy#yAQ_y(-cwgoU~*Mdh= zh$ujmZUhjesCWs$j7Jp1B@%?<nWXS` zYLeg6*ks1pDDTFCHjgsXNAi&5r+s+`xZgdJw)vdC$dZ*Z^USIak%0PByITD=7LY#r zb~NDf&}zHmNWxbCLP%R+rjR z|8M8*>+3@=B!mbMw)R850F|6+qKv~DP?o!vuh~;S; zp#Y@jHRH}aAy;@beYqurwXL-92G)_&oOjfomnE4vG4axuNSF_&FU`mJ)lWyg;K)6E zza)*Pxn7!J%@G0bI|$&2gv^<%(`~7v_qlm`lp)|94+oD_DtUJrZ}NvF=I}#DV3p`% zbSz%(kG}jWJB$iM3^x}X2KWTpTTrw~4WkLQ9|F%)qC!R+pS%c8A+Z)JtMd24JOx_X6pqP#JZB>nN^Pkm;0 z5O*ZD6sZkcoH~dIf)$+}hG^!!Y3?zWBApSgRsmZvWW2mj0kd8M)4vd!Sy4hPyJyh+|W+> z8*h0oM8tN8fU>nKH-Fb6$vTY{79i}Dq3zlke#w&|7%sqm`B#?I7T7%T9^^TeXN>$| zaPv@|$Y3PuQe2x;Fm{eCf)C0c$9P1oJi}q{2JZp)&tZdcF^8{}y>%rrGLvjPukVse zZHr`9&t#n3$2q*T5?cGnyzgs?QQGbdYhu`ylxca_3)0s}Z+HeXXAYtH9P$)1I zw@&b4bOIX&q1aVzp94@77r>M^6UBuxNpW@$rQHe}P;-p|lQQlZiW9&>lriKes|>-a{^iGVc z)!^W3E9#8(EpDLXed!jc@>q)vWh{}^5w5B7?$cb`y1KSTCXp9qVadgHPrVTij1=?5 zxIb*`mlc0wQT}Z^eB$R`*c$_jr+~hION=Xo4Wb!7=ySviyn-nRd1b?=3|)BOKkf6| zy+|rDL>f`X)X_Yv4A&7@tr*JJ>8X@0*BFG#mlxdPx!@W7t1MXBp%$_md8M{)d$_mkpi4l5I8!HBL?8nu%Qv=ugl&+>9_W1*9Tj5l>7M_A{3 z^LmV9XKa}BYhx4cj@x71=eclOS@QI0Oqdhu5s^L3+db+XE=G2QdGZ}k2lbyc=Y?QA zOs|h+`@Y5S*2cC)!!GiTD5-4Yt8K$e?}(8guMTso_O*Qt{}8;!Q#do?ZF4%Jvi~9i z^~aK-qK(34`=()7J!Mco8zXI5L}FgO(tf5h-A)4Q_ynKxl=YsZV|b@~r@?-D5>NV9|M&e@-*;y^ z(}`CPAg~_$VZ+ctMp0xaH4G5s3x$TkLjg&FWlT|S7>JY_iP1)hk%v4f zn2fiA8q1$@hhQj<%qrG9k0z0+v3{1whgFlfR{`J{i9B6MAg)DU@aAJdwTEawX(NA3#_|l zh`PR|AIv9tP334T@Ab?x2aW&8j6;CQ96?~Illg3(8kbN06n)Lq%ellPs^%4vSqRx)17XNka)_ns{%#%u(Ux~#=CnPSFT z+nXOFsbn1QIek@qdM}S{s_(<^`g_Z}$NN;@J%|vguI>%{7vDwj0C7y$Fki^#?hk$B zp(d~-Cx3nLJD=r2intPR*#aT_pzm2UZ2L9b;*mucf=6TmKj?AIEon~-6|%p2Mg2@? zdOH(XQ|u2T=v2ktqd!S>ANmk|6QOP=&MW`(ft#QGr{BH${yWo|PP|$nu-^0G7bz(W zFNz=o2pdkxEbuzzjpCA*$8>80#fFiTf=DT*7y>EEU#DnM-sP(tN)V+8U@`D0v&FEw zzcTkPFIXX@V5t-3iYEi3usA}>EQq<^lwJ9{SJ{+d#)SGHYWyAz8+BPC4=8AiFLj(6 zQpy{RfBBNhnpX>%W>8dK%SLm)1_>I%41zqlsLPIBnt5mD!GjKdP+^HDhZ| zzL$_Z#?nzMTgL2BfeXzW=qxw-@GQ=`c8Eq7-j4Xr^>_a{yC}1SxjwcpE0xlu^-|^bl z9a(Qnj_ueyK-CeU#ZdPgBTyg76OOqKquRDu>@k?*KA4j6UK~O9sIPjDr#njI3ZE@9 z=r{8*&!%Gc!9nAg9E>}%Qr3uhd8??Kx{{Z?nopJM`<6LH_TgSho}DN<;-ND8y+m@$ zOIyim%NC_%Gw0>0T}yGt_9SDczUqYA>HH)A+OCdE`K;l@o;i(Z+Cu)+-rkA&m29@+ zvS+sBJ;kIJwz@VFr{P&+V(p#LJ%tcR&TBY6T|`(M!{!T|GG98(_`85H`0^rz3x)^^c!TwX8|5L6C(B0OUwtlo-#&6(CVV#TfG$kG6F{ikZM_Y5$ zW0dRGmGr%FyY|Fr(tnJ^O9`j86de_e_0l}r+H_Ps7&u3HBFSfr$8v-`@>Vz^wcY6G zV5hl_UmnE$WA~6oyr2+RP9ZeM?#HM4v#*)!h!>cV(KS~e9#nJR!>MFH&O4-;W1tc3 z&3khgxrM|+no-b{k3c}MX9)8En!={^N1XVFG&pJ=kMZ1&Oh*Oe_pUxl{^q>*wRzT@J*5VWc6QrV0mO$^A0}EhCU&iP&)M zP0zW`uwiIg)uqfROJ0;wby5#o39SmgP86E91e3VDgZ96t~y3%}`sXgSiO z?y&sAmT`-s?@#_8dw2hOTUyp}{2vH{41YXlMib4H#1X^BnUNTZ9!RDk4NNg9N+ul} z&q$>h&Jh?lFJIer80f;PX9o`^;C|l+;{2&-vyY6ufp=8~_33H1QrVelj z*5u*~6+0t?Ch+CTlJlhbrw`-?A82odd+LjNJk zBIscYvLB`)z7P&J1LW(vq%PL4@;#?Lh%9wA-jVOc)l(OFoA(6D;y@7)JyRS)d21J} zMVyVU(4Brtm{dNJF2WUtDKl#}jUXRMNMl?3i}f|#K+ww?*qF!GkU2E%_bfK&Uv0!u-2MS4=nyD%(mHA zoKZ3Y9N`UwK!5meZl7NLg-@Tp{m-5~k*6O0yW`}{BOU1=ux4UlA%`eY1T@N4v8o6w zluqD7;N+eHWX9bz!Z{%?&`K~Z05QRG42VmBv_ni#Vx52-pfCbBB$W7Dlrj0TdU)Lz zpFIig$I`-c0FdHHu%!5?AH~)0H$MGRLY2C>*QdM*S6eKNQurvs<1<;C^*i&|HA0BO zMDR=S2IfONl+B4!y!F(<0vWFbOg{(lp?&&E+x7%9UrKW){_P{G5a&3npvD`bHX2T6dp9_{MkNvhG<2A(9YO*0tXP z4qLMk;CB090R@%f4HMv%-xT}~IDj)9IDw3aOv#s@EMUVf_lMiLBO1G0h4hPYE9TSPtpAjwt=iE#Yt6W3KKR}o zRyMMx^*XvBAn~l3NUPRw_g0^jWhwj~>(#rgyr%?MF%8$&?--~){4>9#h?$5ydBWy7 zywDcwV#yWDc!#aZS;MsOQ=RU%X;D3UZxokruFdM$`UqotuFr_3NcHX+aoC*9DzWy5 z6Us8rJZo()xoh{`Tr6(q=r-Bdjxn|(5hG&eNH%Q^C)C&c-k~D(fuRhR|Z+32P$&3kgwd(KQ*!z2?6Dj$FSpW=EWxBOU2JKZTHduqwYM z=fY?2OTQ7~-g!NnTOnEM4PW|%!*ZPZ?38D5k+~Ee1o)ATbP!nod&BGBcl*SufZ_vG zD20T3N&$tbz}2o%fD%p<4hbu+cOM~z@vJJ6D`9tOqGCO9z!0YlPR4JG8Mi`ZMf|T;*JLjh7x97FPb0aaL zP19ZK;>}D2<2k`R5C_;PaGqT|Ij%CNeZD62b^q3w6xusJdtPfN%HDobM*m;k2Y;P3 z+hbwWk^FPY*j@rqAFq>W`{Saio4K(ZEPKC;m3CdFO=CT{;Y0-HR<`?C`iFktqt-Xl z2a(jto=76U)fo;@xZsigSsVfo;CcvKJ^}*Eo3pOe*%Mf_e`qDn* z(64Tx(gzj{nPNdQaEF z$|aIpxvj;prGpMe{4GY0v=%e2brXrU*LssnM1l47yK(IK)?dVm|HAk+m(j6a=ENRX za$}9u*=xhf)V4|dD9`G%Q5fr#GyO!! zO8_qza(Vmi9!l}KUHtAAV`8)Iab-^k^7fUVH3>3fW#w8HJq+W0q83VKIFe2+Cb(9TD z5KqPscKWVu;Y8~(cRCnL!PGA)=~=8O3t{8BYw}Z;a=N#am5^ujUDl?phpDv`LG*5i zEi@kH`qEqpV_{@ImWvkPOQ+p1^Ky-N5oWo+#IBH{SwbKZz*H$Y{n=t2E*WP{J zjeGNI9F{gaBB8e=ZC=7Ob(`yd7*QRz#`iM^k<1Y(TjL~7T_flIN8nnoWD|H{E?+Ab z!ZAJg`CmS<#(L{teGK`|5`t?X7arI`v5d@ulgTpD`0ibL4-^v>p2AOkdhtU0k&bkK zx)AQyQQ!tyB-|d~^{mtp=iHddO>oD?9o%t94wu4T_|GRUeq4`qq=Ue^lLRFNDg`eG zEJB379lrjP%s{^D{?lu%b ziX#Qjb1bn0cefKrnPmMy(XuNjE)Ip(wN5&s_({3n5TJ4`R9Efr+x5QZl8E?9!OPVJ z(cqf4q}1sH?b6QrDk~s)67VRm3FZ2y{!8Gi&sUTQz?9CKw{l=H#c0Qx4!Dc!7(0E?sF_YStj_*YDB-oID(e@Dbnx@ znI*m-GK&iiWst%K2Pp2Ifg9@2g?B8^# zpUj`Vma65ygmo;E&T$}zHS8Tb7b~(p8tVs}mUi{6J7Z^F?;zLK-#MM?Y2A@mtck~7 z^MPwiU`b-leDG`UIk9*kU)}tJUlF=N98!1&$FjbHC)QCGp;NqBT1Rc@_5I=n_9GqX z8U%5N*PBC)kfp*2-;?c=OXzwxKlj2(I2-becbQKZG< zSxPgYO0iIuvMB}>QWg~yR-nbqU7aO6!nqJ4(%k==PrXDbr7*kZyRs;>NP_~_rbO4? zQr9Sr%B5^-bIQUP5FXJ*fh>UiNV){p>OqllPXU;x1VwH?cRO*80=(4~q zoZ>%qEgKaH<*bo^^#{R1f1S%*TN_v&nQuOsg{#Z%7+CMP@m}pLu9ffB4Yxw;tGTG| z)&U~PnxTN^{#Hysb?L-W{pVUPgxZgMvDS@I)&j-uu}1txUPy>C|8Z|7c=^q`%6De( zFbnBM5QAIV54R}D%7=B@qYV^tc-4F>7LRh&Crs6r+?y!+uB%h=W&H1Xd22tMHXpPT zrux*b#z&vQCn*cstStI$2UXqFA-8h<)qEOV@WP#NDeKf)Ko z%hI)VI(?>h%@*QYx$@l`*G~EBTHB_0(0Ah!sbg%mxM7d6xr*ym-PaU{EhJy@uBOC7 z2OG?--?5I3i8jym=@Jp{KF>(?SwvN3_g)IqdT#mj-*u9!XB*e)JkkgCW&JQEhO4Ll zuAmU!H%Y7+n}pm4Sv=Sna1x<-rSJ<5Wu0zblh+!j+)U@j;UKM!bfjxXVC@g>5#HwB z-#fC+MApo_Yn-2^QPvBTD8gMaR61RW zKpXI+(2P6Qo+ZF^qEzufd@sPN6yYUL_fUpdLde@LCxtJ8NS+if07glo@Nv_j7*Z&? z6H3fX2~{kwkZ%+{3UViRrTF>uT&_$6Wx^|EJ(ms20)_mqRGoBFD30?`t z0d#IW@=8cop8NGdE;|t{o|zH}{@+XfG=5U^NC7QURt}V7T|uZ+_=K0qdcs-~ntx7$JJB5!iujwuWJjbz2OZxs$OF zFpaystZ!q0^sJw(>)K>p%M*#N?%EZp39|@S%7a@l6d477;2Wzg$3lA+Vb4+&wh_!= zFH0xx)B4AlSxYtwJRe~W2i4PD@L%(xb!CprLwm=yQxJO3X_vOj6W-{{F;I7wn>GVR zBE_@rQP*6^yJuX7t-0 zt+&3rw$!!}FW0QD!ilxGTx<1ioX0ZP$h!#MIjq|1is*i1Hvp~_6g&A84~KG^uv~1I1bTTR*YpcTlVZ|w^6E($anBT#-J>1a zI9dl4Q%l}cfxG^k?*7hMHu-N#GVQSrP|h0pr0rMOAw9bbVSS;muDa8s-RFvPrQeO$ zIbxJ4x3x3$`|jZA5dh}NTtBW6Ps&`%@9cpx%@2f4X5@|Uqpx^!w+kUMn#E}Gq~Hnn z7Or^4$Xa8;2?JO?MX*{oDY0-N1)IPG-za6suM{oMTi2eYbRl%OE<2fYdIGERkmuTj zxPn#4F1v}8bk++G{NZz+r3At!mRIiMrb8)YxdoHVv)q_rT?7>OGW};>=Z@XnNbyIG z!NJDP|57gA@Go+}e6jX(rHqVCvD7B+jU#!fj`}YG5P7#Iw5t1@d!7C)-!b61wy(LK z>E~&kmMp(&lQc&oNw zf+(_P&dODr=G+`z-?Is!{s`IT-bfm?Ubhf`k!t3ndExn0g=*@?-|yzkc)xLlG1iK? zqAu@v)%!1kz>-*Dee%D4*a?N?EOD_|W0?amh#Uh~tZ~WQPG*6pOPe1@5auHt>3S1b zVZmxh4469VA261D#R7|*NB{B;g~jA0#1?spyeC#4_vUZ=lTVRxE`F?!bfn87u%r*( z7S{mzLkJXeDmMa389|uBgUq2c5?IFFZNf}Dv;8J)5{@IbD31xc1Z4jKB;->;*Ogyj zVM-K z@&Yk$QmW^LSO2XmH$CHpwe;T>B8Kv3{I|pdbMKZIPIHQQMC84`qC94X#$lL$qbj|?YnznNvGm;v_9OE7ouGmFbZ}do3i}m zdP4z(t%NSShXgTogCp+q9rnRW^)((5XU!G&PTjb| z(dKM87LFD>E;mSJOf9&i@G^WUp4+(YBQW&I+=fAAM-H`?mPjMxVZ60T9li6a`_w%$ zx5lo8XSFeW8Ot1%{)pJ{XHIc2uJwE6jATyj?SFlyU%NIwqyE<35;-(lw3>foKGj+M z!oJ$y`z;H<=ERakSN&r?8_z5YM{;dEaHY@QkIEd|19Qn3-fRB1R?HWtrd|wzCH>@A z-+QuA=oHnPzwyH9fnR+Qj^(nR1#0t9zv-(rE9`^JI?|CY(uHsx5Bi<;Ic)BoQaoWY z5IKjeB&a*RRqW3X{rity{8%69NEb(7edm+6IzfxjD3(k?gbCESY!Ff?RRq7;SVM%% z6o^jA^1b7&Qz8<;{igU)%m5Z4(QgW---O4Gu$LdeqP)1LlLmnoVfleSdhT@Ncb`Xw zby^O^5!eAjmJHh0Nn^^8v@=)7tgNzZpm-6)#>KgUU0+PL1fb;~4eF{idz zOX>eD@nW>`+$ROLF6xiHR#c@9C>R5KkNxELdc7;NSU&qtR$OYQ{xg2aWF#ys5z}gy zfc40mpE|)JYY;|QSNaDwS@Zh9dUTKRM*^Au`UeiRzO3!6FVw|agf*_$Pe=#rK8rDB zA$4Gp{QR#R&%sUisRO)0XuvA}BdaKX2rX6&Z~N8|jZA+@OL!O&*%&n+=E%C%fc`gbYZd|KPK0{D>)Y-#M%~lqT5;hnAqLi% zxDkpwBcQt&G^``YV#q7=8lIao^|AS{ua@Ku^Y`Kf^&=hWAh2G3cX;=V?>#aVdCEJY z_d0Cva2zrlBHgB?LvlX*-;bZ(`HzP?@{x{oQ3TdQKX?lfMA0MYQ<8uNVT6z(5%Pcu z@F1v+U_;1sPXan2C4tj_1eR|QXylh`A3+;9QBD9Fg@6E_vZf5m6orn0NT@`bam`7A zdfgYF71$3O&%~5M$!D6igfajgrP6beO$BJJt`cE3LA_w|6xU7)B*?1cNGhm9%GZ*T zLqSn4z)rcGDia099|ihR;G-084Qj4E>b&M^ryko#p>d|`lokE(Ti!9Oi<||z5zz5eGQ&@rQfg8ocfh8=q{7=a8 zpHF3L7m|vls(Pu1{}5O#L}3ujq6oq&JBVBeC8WD&5K4$I`Kp)o3-=IM+zb&8a7lgI zASm7uY=l>^Si8)B>r#KIN3p)N1HQVZyhs4oif5xO>Tmw|FY7A`t98zD({D;F4D~&C zXY*CxO6n!AIm;j8KaCrxe)4L*hg)qf_>`AtBKyP0^432+R#NEMSO}3YTQOVQf_2tG4V!AoCwGcI58)uxY;!q zmpZJ)*o3#P8KdS-W9}Y(;CG3v0XOu&aenk$p13#yOM2p;e&*ybiZ}hm$4@tY=QHpw zD?d1#>^6<@X}nu2g;L0E`QiojBOU1i2`m_}W`XH_<{d-Ef-T=m#7eipZ;m2=Nq?lz=PAHay&`1Qp(NW38s2a%w_fT>YQVB2w zRp1n{L2&$r9c2Keyp$i-QUrX$B_&Jw?vaPGk!h4F-zDS}#Q=yAHedhepFF+#3!gqc z`1zM((okxF9jh$gDQgrLg0{96c;2%UGJ-Ii^%pm#Tn5#dAn)0Ze@)r<44_?#)6o(8 z`k?;EM0N_^d*!=!30U9#@Y5&C zIid(5yyG74p3N&m4w)WJzNEqm30yP zDdv`Ea&L4Ei3ZEmiwh2XvwKM3Vs#~U1FX97dv^l8KmW32m+}!#$Sg#dIjk+>QE7{M zXmbP%EDIm~FFv4p)#uuX#OtI(^GzPwUtVF4_C{bS6TWr|W>}$q%GGWd2B-C5LE*Co zlaFi4oKaY{D+@u-DMy`*4?%S#u&Rf4j)x}ne9CizvH1(L{XY^$=H6%lB#*ACJDi@g zfQqc{J3Q8x>Q&4%eG-Wifn`nU=khI|uxYezn!cAhTx1Ngt{+_+*QoiUPIL7Qud*iA z?gDam`sAEtly%d587)0)Lwz3!IKG!^SBJHX*sMPFTW);exw>_ql*OAdQ$J%gj;a6M zr{5#6w3jT<8m^wXwuYr0GGnb-8|r*nE`;N|?jN2$z58E&$|hk}5O5fl`z&@MdCMkuH$H8bgXKdUJRe!t|_}Ga~T*v61JK48>3ZnFX6{4D!Z#&%b`) z;>Z0+N4ks{SWn%iTybHc`1y>aBIF~D2)+KJfDs}`p+7Qabi*L<`meYqDMAU=)l>PSMUK3* z)pHS8?J%p?lpIN!ObDJMMmpxc5^y)J}f%$T*{zUF0$;;7t?{Zjka(%d|0t~3|!B{kklZacZIY_Zasb0O3R zV}5&r>2D>j^uy|WQLZ&-EGR$RP>>vtee1p;?hk+0hbWbB$$F-UQkv|{S?duu1Rjbg zVrkkxjkUVuLTo)*ixjVv{tmGyW|X<3TmloUiO|V11JSLFFp9F9^#)?eCV@Kp4r6^1 zz?i)w-nr&*0raf<;9{hhcDf&-C0}h-uDTV=4<;e6+~<0Iu8s22PsjimrcUZiK}RsP zhV+31|Fwf+n#EdU>=|pFfGIEK=31y8oz4iKVW>V(-#OxZ>UQ3mwtzOM{bIG`Le?)2Db2HDntZO6YM)b{LWCxwp z-Vr~>WW3GiHOtH5Ird&@jhI_wJ9D!)?sIjokEU3#bRuAGrTT4rSBCq&7p=ji14$~^ zI4Ud4zaQV_TNvs)o#r2uIhQxxq@UK&o&Ew{7 z;V7oEVit+$!W7*6XdIOL5X~Tup$?bVQc`BX~Y&~cwwW>NvSt~ z|Bj3E=kDl%U-|Iq$$$Roiy!+V9qHN=SpUP`y}#UY-E|!Q69oN9DCgwT^pYZIHKl=M)ngoq-5k$_9kUj-ZrAc5So9T5Oh zDNq0@CEPs(7s6x0ZlT)=HIzdN6#<$;Amy*69a})=d5R264hm9{35%L_>uWFZH6uA5 zDLNO+3Bp!Z2&^e6tLjQ=%%L+O-S-6bEF6@tOv17}+*>;dY$*%1OFr7(v687@mlVa0 zF{w|&b$NP5U&%+m5e$9bV!b4fh_aDnxa??~dTO)p`3Y0DIxIP0tbVn7EXx@C-7dbm zDdSWDR$cV3=d&EE9{oQzS33?zY1-nvJq2?qjZXjlPI+C6BBmcY!gE;&{n}#)?FFeJ}T_p*L-M>r(9<>39wGKz(Sh90&BGOjD%vr zWZrhP&DwHZUuai;nYyQAtQ{w6T}~tQO~=?6!5C%NC&m~iC`bRuSGknl{O!RPB)j>C z%z;Bb5k!QpkNo>{oFj*4VGTkH{=qzil4}(DEMBvi(FSD^4y0SO1%T=j0O>k~ikarYTvv#cyJmCa-XKQ-Blr+V8M@v@AESSpXUm-w3D7Ymui|BOhB z6i3fdp0W3Q)3{#*u+CLeu7%!LmvKj%U`9v-o{?yP8mLmHBW3gpWiiW#sXr1)TeQ!0 zF9CI+6jK@_i}YEhwDP0ejA7B;r>{Hqk>E`z&o_?WQ>%jncIAv#PC1s(`LTLY%#EFP zOn1eLR_5iRPsSrQcD3b`<&t|S_c@_gmVDJo9diynXNgqAGJWPAW#tHed^wtP^?BD_ zGw+N~i!kd2?Wl~}hg?uMbumwsJ09&ZUtP~9T7EzDAA%&`Nhw0+h&UV;w>Dym@5)RKHQ#b5HHh0xiKJBC#V#>g%_iuetRe;p%g08DkAdMSb%< zOA7sI&gTDZ7Xj<>pZ%O&H)|J8*o{*UiWI>IM(8W+SN})A?~)Ku5B4zByP>9?5&q|NistB4?4u&Z$c>PkvhW$P4Bkipr4= z0&D%fPX0<)ng#<|ly{N~TVEXkpZ;$HPQaVnzx}{bW%4q@n{fmA6~;SRgFNRql+Hv) z;`f-L0(n`T5MXeL{z(7Zt3Qimz1KT>kIlHf-lO9t-nl6wf<4k6{&>^%_Daq9y)6{? z?6d1{fpz!Mk7YuiV!PQA1(9H~Q%(sF6fc5=fu$f6qS}9w4y9OA9Dq_5P34!B0mYMW zgtTFm5P{Nj2rUWO1xN|QNGOrL2%RbYn0O?Xv(dNy@TDvq02|^9X+_y({+?4~fJl)5 zn67DKLbCcKfB|CP389fQ`ceBM_*|bx6`K-R5d!+dLU*6%D=#PWo})~5TxrgqOV&2y zB9OQ7=_QfC+<)?HQCDWiZX&dD%&cxH<(}(P`Rb`HYt~-1vlo}S)%RX}%9&HtN6WVE zU$RCky!T}bx;*Qb`qCKG2U0}cTz(ye&^OxRdwEJzA3lYLj{xZ<-QE~GsTJYe&bT#G*@!#ko+@A!HPw10nD}%YQ9j6G z1eWrxCBLm-n6l(&VLTezm@YXOm7iU{Sw*>W%A=!5kxz)1a3p+$0ggBGg?0OPzd}hi zZ($o;^1EYmhg(Ds5+7VcfJbxeK zP066>P=ZoQ07!}#AOQxmrlEw0OhZ$G$4E*Y{Yt4#Ap|-E#FR>9Q;O|;%BOJVMS3cd zQ_&77VxD7dghT;uOh+lO@_gjae~p3&5Vf%=P=x0k*rv!tAOOtHVzcr}h>pO?xpU7X z-1gtnkrnsVe!p{ae_7##L5|1r-s5^|57;Vg=l+5GKHvoWyqvNbYa{WG@9 zOLd8~h!pB&y!Jw^53Pl9cQ&Ws=UBR2rocrutR>_|>#mfO=5ajMqBqtrp3`4j%9b`A z-HB{sbwr7=p0-;wbmaLnIXf??gLY7qtcx79yAD?<@i~LGuFVSy4?OGWv;5o(2jEEK zT4XKCk$aVgIFq+|V$CDl^}Xx*3%R9C*O2a>Q#bAPKcWNSUN8y@9DiUeLJ46^;VFV} znBOd$1O9_wb|;Zp6hY6zAiwp6`RTYcV%~MX;f!?xOW_^-flmZHzpXL-U>w{lA9!SK z>JR0>OZCndnEIHr`a(adM~>J1o<^UA35XPZV*ICMxcOByS6FBal^;G%Kc~L+@-@}* z?66fEviz(L>a0C;B%N__y?aNj%+hel@6~9XiV7<&vPl{Bi^`w+ytn8 z?e=vf)I6Tz&l1t6PD|^%el@ql3Tq?h_H&r5kIlEykD2GfWaB8+huSw{ramy%z4xaZ z7mc5~=QnSP^K(A1I)*R#KDM=cYiG|)T?9;{wiX>&-6_}%Cugkxeo`q6KF zOfU+BHyI0o1*^D3My=b)5c!ETF=cL^P(|3g=jG^jopnG{*QE|x3~{1Y13LQ z2+t^27A?9>3%HTqN?sw;*mST#LY_jN!=~r{^Jk8uc1JqWbtACe_1xziuXE%MFc3fp zZoq>Ol5=#58Y_T=+fmRaV9$~w2_++VxQAi`WD?vvf(Micjs)OH2j2-h1WyW9N)m;Y zz^u;dPZ=dZQ7C~RrAm0!TYvEK1q%%Xm-ZCKTRqf0p{Ynu1TJ|z_Qh9$+Zs)$l^uKXDU$}m1)hg^1 zNA(c_bIpf#E*U!4#5Y) zO5_NV2r*<`!U4n#vc~m}I~Pu0n>?5D?>h`Lf7PjVXl)dL!n#KMAfjMM{S?vXn*2SF z(11IxS07j^4@8E#!yeB%UguaMB44{4jf7t;saQA|SC*o1vOpUIH+X1W=l{ob&$J;B zc1Ungx$e;(cq_rvh~h{c{bWwt*;JPzvPN)BBN@sYP9iC?_G_$jgw0~d@ve>mw_enx z{`X&|@FRh>B-oA-ZI^s+EJa4uR&7`^Gd~3rji)j8jCs?0X^gIC9=g7S$H=~s=$XD_ zdJlBH{Ff}>yt6O!nW3)Xm~r%3zt36vhRajJXT;UHu^7k195%PhySb1Y5wYKTT=n_a zv0=~Fp3%~&xmjJOkuDqS5pT&p<}Q-fe6`l@yz{w(z#0;V$>00;zf6W?wT6JV`HAf8 z2v9yu;iLqc3qUcxhfht%k-sAy>8cP|+c$PcJt4Ua4txJ+5RkQO8+YWnWJIzUy-#F9 z&fRbPd^pmPt`&jxEwwwS;Ft zmjm|v`{)O4M^>nt9YbX*PahC~Bif`0yd1qo7>q~L^rbqba493fS)1K6r;Jcel@plz zt=)6J8b957}>x!x+}95kFa<_+R}HRdx{Nj|f3R zA+hWnx(35oV^I*{NRe38Ssj!Q8~Fibsg-|0|0z@X)k%AlnsWp)zj73> zENejCuv$I**O=zuKisPiSzsXCjZ1UAsD)C5R~RA>*Ox3XI=hrOUYgQ^b*k0Q_sIFVBX3Yz`+?PeM-Qu^6 zf?@qGy^pM==ENGFMRFlTtSR5uFuFNf-5Tq~K4dK#;cL#^edO7Lz?w-m2{}%__4_Yh zyyLH4!=f+0V%@XKax|7D1X8O6Lw&;S#sx+cnR#3%-2;Qhxtvx0jTiopbfoJ*V37}C z?RYIr@cvI0$ST+7C7BielXtxPGEm?viv<=-(f5Dj^EZA@9O+2chQNC72k$#3M^Uoa z^TW|@_jE^k$uVC?LFR;NgwLAq3Lq5m5kZiWm5;6b9jHq?{Ryr`1M@$Eh*Cyrajt`wAV7>1LpQrrF18IOrq1;>J zlxyn{snYtUICV5C<;QQ>RwO-n!2tJDpd+W?6TB&S03})3%IUb8vS1BNp%k-Ff~6EO zW%>`sA=Q2QbcUAdWB2wlRxE-KR=TL@_fV>fL`cw6PYKaQVT5}~ zI`dWe>Z?w01HR?>RQWmA?`R*4f?@LTE^y5~S;NZ5wJc<{g92I52K{O6COpDu78kC$ z#~L&jU~7Rsit3qF*O~>E{PH8#dd?4B^K3fzCSh5E<8g(u__dX~*1?~gXZY&!nd#?Ol* z9qBp{SRNnVEmEC31Nk}yelk66l)cmiXBZM)X7=>Za@g7Q5GZ<5C}dR%^a=60+piupg0pK|B?N$EFZpdR{n zi~p;X#p%moIu{zhLhdgSLFRyVZY9yOZWxswiiW;Cmz2|Ak$hXz=ons~s@vKzOM) zSd1d8C_jiGf{T1uGKoTJoM4J|tY4Onq8ih=(9ZQ)^Ko2@ES!*4Yfjuf*Kx7N76!DY zT<<%wio;`=qwbA4+!0ZbF9*Aeb`c|jVBv_%aDmkpE7K7pJOc-;<*}XmYH4!;akga5 z6mC@3QbL{~?@m3AycYdv4|3aF^q$y*h&RW)i_UdMZnI>su-WS4ow#=hZtu#u>!)J2 z_1c;l`{~pp(8yfxSLEhMzMT~TknBNzfDec)^2rB&;1>=8YbC*~U;Oq@T>S7qfBNF> zFTMh|SYwf=_~@fd=E?ysz_#hw!^)x)OK?;gN!qtksCIl9l#75m1L@ZYY zky|zoa|r>f$#nkD61R5;!W^;w#6SGf1$PZU^v!#YJ==`A@$=(IN4nAk*7tw#J|)m` z5sH~8TR8=`@a^hTxCzAV{Ld)^b57g=2q7bZaa8^ZouY41BvRZ6)C6AwBPEKp0HH;> zMf;<`Q1&Q=K#kCY*aB=U7$|a{cVAA=9WSB`Du)tkhmcPh&k^*qK9D@aABpy>pK<{s zB97unkyW1rD|ONb9V46qE}=|9vH@9j)gFD5Gve;8Eh9N4^&8>lD3P)*^J~)BtSOn= z;+|8Ltuf_eXM9$BP7U#?pN-kMK9}^>(s8}fvG10bDvK0jG+Je;@2NYyeddGcT;(@k zEqhq9SyBjwv+i3ooimV_TpG*izKR zj;VRpy#yf&5TU2FlLdyk5wYtTK*(S7D6bZ~*ZZ8E&4# zECQR9lXwa~%%b3Z_}@NxaqEwM{oHjrsvEKhrcwZnp=-vE1(o@m zqkr|K95%+P@Iu|JX}|SDmZz@kOL@62U+cuHyiwOJ>njYZol7L3KD~@! zYW-9<{W=ErsGKuWC|u>c#8qi9mv)Whzey0MH<7o?Ut zC|8~-ds$y}+^8cs1m+@fX`g&4dxT=oskdj`Pk7TO`L)q^1ZO~m#FsjdJ@srXy*Dk4- zUOtWH9OREmN)~71JRga``YNZ=ml0~l#%E)dBEEJ!(U|*h%~^cUk4kxSpuS6ST(d%m ztkE~qHjUB5N@F|5erueNEXb0`Tx-?bKiMhr-M9U;IbbZTQzQ=TKv+xugAw5d;wYa> z`bYcprS>HutpnK>$kpWeJX=BnY^tnYZx(u2sXCzu-4Vd^&+mposJMH&wuK` z2Mj_gA`1})hq5wrFKba24URw)z>t5GLbwBy)JwTGB3L=(fIo{?eeFKi;g|2)2_s>u zdTXOT%~utSLD>4Pjnx>3Zys+Yu{vJaW`TBvDcTo4c9d<7d|Nu6H~P(z zN9(e-uWcxVJtLO2rj2D~sq@^?t?sRkSoi|p^lRjsCElJj=cYW(Z-Jbr=4<7{9hUB=;Dma8-zxUri^_n%-VYzvvBVAPjYXqzW$gDRm zW2lQbwX`ei_pI-sLYz;91;2~ZRLa*05CTX5N_hkvN*pC8C5U24&`kJsEq^#n)>$05 zCyRo2{ml!6DZ7J+DvBeekdnkV1LZhJ@e(j3Ty<1%x>K8_#;7Rd1bIq26;54RJMvW< z61MBB%3VtGJ>3GQu{zysrKV$}N2JY|jvsU`0;-VSzG{MAk2| zgp!|6q$2ux&YVI9!2;z_;*sqvJy}}8Cjy!O5nb8@t31o96p5vcNGima`{hxHdKPXE zKX}EnS(N#oK<8S{>Wu}mNd4g3=u;*iVRkL`EliDgf`7h;$MV&$o^?Ik>sk)%^_@Nr zOVl|lxSY$Ylkz*>IhT;1`n+hd5g@Itk$f4C_Lh`kjFt#2;V4Xq-z{X!T!&a?dR}aku8o zC)lu5W^1}~l3&b`x%Zv^Ll#@V#@CuSoVcG7VfUM#xez>uvUuyOueojbov&Q5e82t2 zUqWa(TIk5Lc@8(>l5wBXDF7a>^RM@ruNe4g%{Oc`>4NYdRv@^te$Qtx^6J*_effgH0y&A^_jCXC%mu%F@BHg8c+cGUxpJf< zT{!~l>GynsVAf8oU9c1u%AwyK;q!e|>j!n{C=61HLP&u?Qn8|<5HektM}(C!D1$jO&hHhVvm?k7%QKGb zP`2dp_Ak9+caZgiy!8(OOC9a@WsRl1`i3$jKXp#=plEqcTlJ*`e6`Ut>Ii57b`i{q z0#-jMQyWualtU>Wt=S4KtKTUHDUsEANg3^sBw*cn?Bn{wy0X5D5Q>C$+*w;)hb?f4C8asn5tZs}T}=HzX>&VvwZm_1 zmA~=vpL!FPigIZks}D>u4(1%e%71XHXs$@FBDR{_#y!XDb_L;+^1=p~?3($dZH{)s zDR{)6AB!z(H?m8fFpOn`@{M!W3S(vRdfs!*^?Vw_nxYTN%N$m(*2^4$l10pPPIvE!5Bc#M^C?Q?5)p46 zopR(hOF(0+ovp2~Nn69kIc#WMEGg3P=#;3ZIqE;v-&>GpsnNls6G+T#xr7-1?WLwoo0z8iA>0X6nTY= zhf|`a!m^HAn-8!i3s+cbZY5_K-_b{>b!DyP|7J_DlN+xj9O+O9ujmoNQZo5;6Jv30 zd)Fhb=y%?Uowj-R*I&5cqmOL$%zu3R#?O@_9qGyuSnvCh=iALsh)#fOrymhzx0C`( zX_<{El)yRelDWV8MuC`Or;LPqL{th8g^*%E+48%iD3sD1O%rxR0_Y8hM^rgB}MDzCdhXR#`?@NOAd1zOZTWZWpRnX(hg;eVLg*c#OFIkDLIUb*Dw=qDNj`wAmcS;1Lgm7bGuC+eajwoH`&{$iIU+{pJF|8mHs z$Q3w7sWp$x8Eeg0~1!y|2jFNiMpATwZ84u;`H zYad3z9&^U?>W5&5F^F;V!Fr8kM>G+>BGc_061))X+ANuuNHq?WAAR|C42uZUCPx$z zKLj`UsBhXFa9uxWU&kRMs#svTUw!nm{?=aid2T}1`R=p85IK(5Chri>7wuI(MR~1U z{izRATwAZB4=i<-w|a&N@{EMg=gmi{$Yyha9`w(WP}~vc5y!?g)cnz3>S2uaS5{0B zS;{H`VgHSUoA=X*IU|APbIlJ`Yu&po0&BdlcR|P8!vdJBuZ%%?jd@qco~f^^Te!Lw zKt!9#6X8|QW*Mcgd)9hf!mF^!{IQk_ez4|8u<>Y|rx7EYLxpBHN6p_hmVCmWgTOj5 zA+GNJ)ANoLN(d~LqAVi#^=rd~JScUin!0mG#E=^^uNr1AX?98P-lm z}q3 zK9ESgH5fD+#YRygnzW_fLVCd?2wp%@`@jn#NVQ&2L0LuJtrPa^D)PBvg5gCJ+@r^^xasrKZ7{)eKSDRy#W>H`t?WW z6gBJLo>@}X`fsZghiHzUwUt@T^|f)@FXm+&ySP%?$Ih=lolBsGKJGpF*>p$ajCW|G-It%!wKW$|lg=d&6kPDb3c7uA{Z&)(0kOIyJ-g%pdhoLW?>tl??4qF32j7uNZe#z1Yz27@zHuj~!?w+l+w*`Dh$HoxAww0`7E!$v868gQ?4m#K$_UFtu#%HHF*>hVj z0-RH8+1a&!Z{(9B&>1gj9>sC&tfHg!&06~2*L~jsU_C^6*Ppz0`o=&1wbM6$`7_)I zWdq|r=r=x^1#EHi&>SC_Wq`Fk<(z3_kFg$sosV(=SdULhU)W57L=Nm_M3(M!J173YHxg^f}tj_}TZUI;YjSggT->eMHvBgrPqIG>%7cej@k6F>7 z)j0xjKx6%;M6W4c_BtBgWC>+2Ifru~diSSL&T}=-8JtXk&Emj*==#|9*v6;`SASNv z?LlYG9?5Oaxw+Vd@R@i2h%*HI2rzE`&U!)IowwYSbN4f^)>xg^#aXm()gLWVvi|gm z2X*%F0eep0=H>jM}n3exnz#4}gV^ofG^e3!Gfg?F%%trsm&yEmIyqp~NEY(Pw*d z+^4Od{?yC8Xz7jZQjq9e)=JVb16%R2*$rE9T|G4H-qAJR|G8V%pZWzE4{TksWJc2x zPK<7UO99BW%MHtz;*ay0?B1SNfx*3CnZf81VKm0hzP_5P^PtY?u4ituyD{E^m)buw zxNnd2S?tU4SyEepPw|#q$$V~E?)JYu+&b$k8Ym@RK|g1tApPok;dcO74_Q9^55IVN z{y(1=7mJ*Qhmo<$Zi+XS1j8P}4?E*qFVb=)yn6Z`C@%!Y+^%vBaPSFm1x6+;j)H`H0+i<9 zttk=(EuVpb(#UI*;7D-6g!D`4qXcCdogWGJ zF4iEFDdXZ!c=xv+#Ao1+Nj zt<9QyUvru*oYn#wFFlaVsnq9dN?Zy{0&x3oR%9DP^W7@ivnS1GZlhq`=UOGT|5Luu zdCm33+LzgKE0BIM-{yOBQ9U;cVb`srbFJ?Htefbw)u#4<9?q)s1b6|`a3Q=Hz$*EJ zwTSPeV4ACO<74(d&^V=ebaNbC2%TmB6*FoCIdV@aP%r?=c`xvAv6S$KVq7`bjmO@z zZ=BhH8$y%+3jPjQ!W-;Y*WC{&0G64bPXHEv1ms~E3Z&=eeCLlo$DNQlym)?sB?Afp z1b7}k!&1xm@Y<~3tOf8X7fbZ89>!ok_?dpPs0!S0zyHwyPsUsAvogrW$M7IL)x21T z)lNaq&2a><{BLgVHRiy2Jflpkc&Ra}5siA8d{RSn>JzY=Bd1mHXqo*46K}ilux?Ytn)%oppQJ33v&6!}7mI&oy?wWD@X{^!`bxa` z>S=qFqg)w)b+(s6h5(*Fp2MCM^jUHc`OZs3{7A@{cmL^Yrn2 zWIX;0te}ult|)wzA4)^1;wc&WE5*Gw2S@v%JM7aYz{o$*p}L9?l;A{ zDhU3PE74qU4vO47tn(!Bz5|Ww%YA<1gU0H- zYY(lQbM;uM%ADgZA@GSs6+n#81-z1~9?ueM=FT5{UR(#`EVHV*egnM%uu6F0dRA8W zBwiMn<-V>PtLyH!ZpMmk=4#&Po7ED!6nhVlqOUBx>?;L0;5?yi7I1j5w)9hSjDoz| z-`3ptvaWP)0wJt%R$K9j+|iXK%Tsk*>l9^e1#tE3nt}NFtfEm?SMIkbd~a+4G5D%` z1NmzgpVPOwt!43Z4?dQ)?F_=3dlp*SLtpgkoHyqB?5vvSn1Ql*mNOWgYkNGfzV#b_ zDjr?!+XrKIUgJ{V_|eN6296nHK%L*{hW7SC{BV8&Hd?u5Ib~g|SKG$aUTMDepf>$( z{d=ZrOB-X@1be}l@Sg*~x?N%Apa8L0k)ktxgAc|(?J0Y>y*UF}t!-f%)W3SV9_1)k z3Se!@-<}ubF3;t>3p{(sH+lJxtys9<{p~NFglG7{|9Ii_{r`SsBR$Gd9_<)dcb+R| zO9JFtCLsz40dZ7Pvv`Ps1YC{Q9O^Fx(AE}91B#FS39A7T{wq+jHVBUd9m)>DKBbjV zL$KDrx@G(`R{v8RFet)&Zauly5!4C6Sw*Q!L3;q8{L{-P=~bWp`(F}ll(I<4r1Vk9 z2=cuZcW)L*l&ip>Vs!YO)dGg8Ut`N^EQQ3Uxh@6b9)APEMt27SoPI{PHlHbKXltHX z!_5H92nzN8rA0gFf&NPX)}_Tdn^%C#*7yRb=8{ED>ye`Ju%%c?v$c}-G1iC8wvtQK zES%54*H$TO-uzZdnZc%W)>?bT=32ABx~NTOx{Rhk8&*d^rhD&u;UWPGzrsuKfHCG; z3UOlyU`h#^<0h%wSu2RR{Tm1t2%-SJogI9VMNw{4?#X(HfMg#!+qo*IEIac+BYRmJ zz@J>9f#>)Nph%3V@YY_if1IIf*S@Y)dzILwdzww%aHk~oQ z(LB&??ziWh{qM}quE_DhXk^cg_bcOCMen|^x{@`f&Lnvt8n;IFrFzDf%dBy#_tBt#@^6J%p71k05CK$rv*%%z~elpRVC#*~1ouM|4U7onVh zsXb#R(DnwLa2n7+aaC6x0uceJ0Pwk@_&=)%^`Zj+j8H3EjyHt@kV5CV)UaxxNV2G) zpcxlS3D?mkSHk9CtY}4HGJfNv_)%!gm(W(Ww=$X;A9@;t`KMF_BvAg`qd(VkpXg1q zehBF3nv2Amn;JzyKibXuP2a9-TOVt{PvBJjX35ds2-xcFdBOaB*T-7MkCav=rO)1? zoTkY7PuuOW`Jv}~)-xpsNcpM+w#|X_Q@pxX(LY*tU+yy2YzDB#*e@yEt>3ILqe(!^ zTmnbU7oBf%qo^NkmTAq{W{Zo)vgIOb{OvEFqXO9)69n3$tHJM6An_Ko1!zd0?hM@f z`j1~CV5zUafZG)NTmWZK(-~g_To0AOnG`29(NE(TX?{Cwl^;qHs+PCgYG-$3%zvogsx!L8pz2Dlm9&V9;xNDQAjWR_641E?He|8BB&_ok`rsSYa*BWQmPboC$5g1~9TrW7Z zHpd5PF_8jv)w53K(jGT9dkcN+TkCDizUOL_!s$MHu{blMm7~3lCia8+t_LXS*Vxc_ zR!Dso2QARb7*kF=CnI$a^Qv8Kw11u5S%BHI1il3z>`|;?fzY=s3$5d3rbqmZMZ?Sg^MIFTd8CvGqxL4H zaLqChPul`a&#|yHE_|}zx3S{O3V1Jpxw+rA;5(h0+Z1PM&%K)U(w+q$*rOdhBYu0^ zVh`f&dk6Bylbv;Z%s$pW{&N6WJC;}e_j^xI{p4?WE|PKZb#jaS0YvZl?9BTf*cgAr z_dRDlvz?!-r{__Q@)iJCWez4=koDGNmrDyhtR!5X53{9kFMyK$X3OcNLT~fJlq~Hz zp$|Mp{5?96wuN2bM#u__jwd98??5eK8pLcR)9?9=LAy)nv?UYmDevOLd&xz6w3E*1 zIlM=v%Du`M#$vBxE%$0G9eA&j_2T~v0E>bYU}B?|9SJk=J@>qT4ot^A0bK-<8F?qP zQ06Qm&;n3Eh@m(W$O+F`RspZPvBLzo)KInnSlSskgZnAA{trlS52cFb6i@{E4v_L2 zlaqxI^U5+q#vB=Rxai1E=zkfy0AB=K%#TGDB}N}U^??x^BSARVM8zBlTV)HwOdDqb zX?y!?zQyO6l_d4_r(QHe+f4HHtG%qB%r$GdKra9Fz$yNTcC4HFN->4}-@z#EOj$kD zAHf4-_Fv=7Wd{>-e`(LPLkP`!sCH(cG$6(yQa=lh#y`d!3-lbBU!dri<~{H=Ww!ZQ zJ9W(it!70Fjr0}hRxt6>fw%ulN}yh@C@dKCGshXTr<*5w8)st)L^AGz@e}5q2lUY1 zT5K=vSkHtG*8(84mtdgJH3q7U5){lC(8`>tzuY!!4_)lrvfS+=V14^D4}d{?Uc1gt zd(Ih;rp6lJx>G?bnX~p%yc;)O5`7-l{nq{x3rp}(ZjR1{y=0#)#c10C!#cBsw%g86 zJVHG4l6$rQs^a790eb8uVC8Ok+jg>s+oRw)jcIRCXODKoaZ3TYZNbMpJIh?VSE0~k zHR^>I-X~`0UJ9WzdG!i5KK;R$@1MLFuqW_vbkE}5OGUDi>z*?#QF{qyy**FKfSb*)N!1dgI1Or|lZc!JOl;^$p)!{-|Sw4r(dM}P|T{1MlGsr}R zcks-hm*nxG9(fYa5i-VidLZ5;W8pLZ{PUjCSAQ0ca+Jp%z>29;fG7fEJPQn>fVR04 z5*#pYg;HCF!x3mGh82NPdjv+HO_|sVh)&5)nRZWBOe}^dIDYpgpD^M#=A_Mpd(4Yq z1PA~=VQ!ci<(S~aeTI)TkSTL_S-zn2Ph004x5HCwN_u3kV4x)Qtt7xmE_{_5mn7Oes#Tu(vFb!^Rr zrhvheaBXi1=^jR7u;dxZb&X&dh_j^Vx26F!0Xj=Q@3X6m{#_r1xZb8TuG(M9G-wT% z1i{>&IuGcPTiKHEQ$YQ-z|heAOP@6)AcZ~bB`wN(z6{&Tx2Kbo0pbc*CVue(|-%GwlrF56+h}^U)9e)M0`3CX^@t>a!U5D<8px+^;BX+V-15QY@%U>guccn0wcX zUqToHOi5EuILe(6xCOjoeZ|5?JxUcJiV`ydLb;P=*+LMbxGAMhC#a{C1O{!r`N4Ek z)VKV|M;edrbW3mj(QF1P9_EcdFz2>PTncT<+--{WSqqGQ>3pqO)=+zvy&i_>1@K%} zP%k&v1+G#Q;sLu9N{GD%93dn)Zy)*aOP2+4|ArqvnWvIVW1vSsRN3AF#p55HalFb} z7E=YVqaA0NB3!-bSt1JONL_uo&;R%gc2!rRM~bvy!(vM2RzT)pvk27wKM ze8!+13Y$Jye-Nykd;jT6AA$3fIrL-_|E}MB5Hub51aS8TQD&X@zV-lUH;yM?xnG-v zv@#54?O;yE1;lr*%VcV7#g72mn1_D-SJuJ!v~d$cjnzwl0(X~v)pfMMpYTopn=cv} zi+0Q}>pl0WYmCOE4*F*G*ILHw{Kh-iK#eRW;|uY}+H~LSI=sd&%%^_!X&uL`dh!3x zmOkcZZ0*e8Z*{bfCQ5sL2{5jd9A%03bvBIA8OlmCE9#kEjbY|j)~XD(&An%6&xA!j z-`aLIi?cQ+-mvDgm7F@-pV!13jK8<{GyikX951oH?YltP)-_jlYiDnkB^llCz4M0- z0P9UEAA94ICz-#V_{(2838sAK_r8En;d>NKG8bOr{FDYCpoPDR4`?j|L1(!YA34YR z)!)0AR6b zps>UM5&|wN1onjL6u+zk60j3$6NU*DgjE7b7BE?-5H(zXg7tR^!a`pi*aICpXk7va&H1MIJME=e z;I)@7iHTIUuQ35a-vjpMc{k^+wJ5p4I5zvn_~!O*T7$rsOL)Oe*$T@bXRkT)1Ozn2 ze=fDavOgSleAORmpctMB~b=U6WQmk44MK1v|VEc}XV z4lq8eFY5rL%4OI%bA$FD7s9MSb1&AnJzM-i{KI$)0B=v3ceDhO;iLF#F2Lqcd_w&K zzt9eE%gwfZ*tyMW&kGNHQ(v7s`=IBGep;`dK}#;5#=aC2!5HHWoyFQ)Q*^D9=R;@9 zyyGcoQ@gYE*<7senow>Y_QE*<;cIKnrEYe+9)US+cWo@aOtLSQcx}(4Xcf;~i#-Ok zU9wt>XLo)Z%a$9Dz3x8!ty*A>?(Adxql{9C7Oc6Q75m^(Gbo*0cZi z;_1%se;xo&aRjonpm+B16FiUXW{*=c@lT)e?%A5EWGhS0*Xp(AhZWXQ4gl-%n&T|n zpY5`pe9=n~atJw+Y(ZC}rvb*vOk^O>zPn#~U9ue62@erd#`n z6BcJnh{~MpC?PiGgYZCEDd08%Gi!%jTzacYxYbUvipo|+q0leoflx!hEfsu<06{i| zihxQubuVGoCt!+_CO!k@(r-ey`rq|0KYP0KyI)}CP>OpD52N!oPZ27 zH#f!qSpwwxr+y$unbnLZ#Uo{Pq~rL8Sy9LRXh5(>1HY}yY(1c@lq`LxcwB0^1N5^F zd!@;p6_Li>7*pnoX?0EzJM=hrEa)}Y$#P;%fqR%@{m*^yZmo&4Fps0`jkB=6HSUz| zEE+FK=&%K{Y10|BSF_x~Ggwqz24H>QMatxuz(D&z4`(qt5lGAxNU>%4*7w#Jk6GI< z)}IoURY-NrJ9W%#!NIV+ZxbbysxZu^p}O1wzY##n3sFiE9RR0T1Ha} zC#zN02$}YW@#1~vWe!;il`%8WQJc{tdQw)=AHVL5mL+m&&Cs-cKCfl{R9c^hafd_G zvF*-kXE(rP>l~x`l3P>XFNw!uzZlb{fDTgWaYm1sTU^=kl@ zwWN@2tzWbcaBpwn6Kgc2z}V--?K}XiH@{F0W&Yw)$ofHSD{jc-EkIRqOzj~6ycmMQ zJ>XrPmH4^u*0(c*kE~_BRPO+=j&cB4*FhV6eSGc|!lta?g~kD7c_#WU7(Cv@h(Wy3 ztKVNoIm+7#V14v!p6wtfz}_|p-z;pqwkSB~GBYdc?jckVHdFAkPI5hkq?j-Y21E%| z-k0 zdIe(FM#1O(R>%GNF(z~OnHejZX_xRcf&jU4jlt1#Wt-h!W+h!VBDF2^**hR#;!QMt8iC~yMU(c0Q~fQM)9Ja>tJC5SQr$Js4_eEYbVQLgJl`)dH<9M`F! z=V-kK@a49m|B+|8hj5dE>>LFa2e1T|l)chD{wE~iSN?BIWpN#2_TfLkE^{lebke;55DMenC7%emFN+-yZtCMHp?DD)v+s1fXw+?IMyaqnc0DCgPxfbE}X3yH2_-Q<^vu2%^_-ht{ z${3UL0I=So^7Q|)cmFTjWmO%=>DTDTkfL~=8D|``v7-7RZJ3^?C_)M(LQO>*tsIOT zQzZK0pp|3PI1v;CQNQ$spsyH2l%!T*DN)ovbmz;vH*7ZNocmmJU-R5g-RFnRbzSE= zXMb6H?RD1r?6ueWyPxNYC4mkg-BBK)8+@k|DP(~Hq~~4A6TWvUd2SBL7c#eXxCUmA z-p=Pb)_;IuM>znj2UF4owj3<1{nc!HbUN>Gb__XB?vwf6QS=gWg}%U>oJaee-~06o zK>IuY?Y+02$BuH8n+)Qf(s#BJFp8JmBEf|+R8kc%0=*FaN<0EM2RI44U=$^bvQp5w`<~S~BVElfU6|nlz zwE9!(jR`F>X!9<~`(aNkr@fwA^?MC;$>4jrz$$uNC(yI;@9|7P7x(V%A6jOV6+>nV zq%wz|nXk<>Gr#L&04nYG9CIB&aH=uCHU9t@U`IfpwSgCTfSv|mJ^5^2mDW6^qqSzO zM&tMgKcC_$vc>1x<*~$IUgQ6n2K^>K){fqiGi1ivaVl$svSo~oX;$9!Np@7AI$$W{ z-#nHHP=I70IxjMw3yzqPbEEuqzx7X!IX>Mw9X%ucF3`Vz&wLrr;Xm}U2{6+Y519YP z6DKuH1v6n!h5Jb&E-1r4#%MX*Qwja zkNMt`le^b19<;tXGQHnpd>gd$zPDbAjpFnEqd$HCSP!VY{a=6bg13Xj6g)_IV7=y7 zU&7b;hb-VBhu6tCb2aM<=9vuZ-Q9mP$fS@R?j^5pJ?)Qj09ZFz=niMSzc`EYdprAs zUDc*vp5^pCdKVC@jS}AEvOVAZ?H4b|rZ@k~`!C-3_dn;EThD7pIm&|uuX^^Cqw9CEV~SVBsB(=!VYsN<^XkqcrYsU=^#fK>MBLACrtlC< z1QI2;Aj1U<_6!9lFw1j{N(w9`iJ`1->HtDfq!@vWAYKhmf94|>cYo(ah8lPF0u^^m zf`SeB>IkCU`i>jOkhFR=In!k4*05ZEyc2#0VlMc>(m~D zf4*Kj6|}&Mdp*6@Xko6D(bFaxHZQZGuYUDil@MWGXYu=5U!%{GLhrv*6nVVb=jt&Z zph(^!3=VX@_jPYOF^Ky+%3#|1O&Muj=y%umWF zOU7%Xqu=WCTx%tMjQ0!Tu3hcK)1E^Qw3+8jSvo#oJnMYC-vbq$y?>g&`W-D=i+jAL z_5;J)#acj%z3Vo>&~Nj!jDS10rF%#9-RTi+4HKo-2+CNFFd++fAuvly+>Ae z@9{Z)Ll6ArJ$mm|Z#@942UuSJ>E|!L<8OcQ;_e@PlHB59N}kZacxBPW7?tE39V^d! z^VLS2wT{=ybQ}-%zAT}JdG7NZeJB5K{rnx}0I(j`(mT0#6`jg^r>yFQXc%oPGDau{ zo28F^d4rEm1z`V$|N4<*y&vT$H{gL4XmIXAVPK2|6wJG(z@0p>GHeQr%($VHGO7p? z_jM*Yk156xC8aD)JfIjhl+FZ{>m8?HEHainqhGH1q~vIa5yB{=+)|8qS~282Ln&f} z0-@}b+xgR;b{r=JWJ$ToFa!z_h`bwsSn5$915MldmwLyS!JKEKNB@>~ z-bb&cEl(otX7IUp3s{QAXlG0ve+>X*OhuajzqJg7>ey)^;MmFJ%lpS^<^GI z^I4gXUhN2KIRRhV+V4@JuB{zzfCum=z6|g=*#qm|*S}pGlnTH>^dn2g*h%##KHf4e z+M&mDfs`4>8T9T!m(sQezT#mtCePwu>ka=!L-#l)Se@$0;}an6KkKKMW%`aj+cxDAI@|H3_b&**VH8P3}wEpvM z^}qgl&i!btKl(vV7Ra950#pio@3;9XJD@(6^6KvvJ4&#X@vXLA#@`@9K^Z zqO&=`D@$ukU$wag=#YiJ?>$0jO=kdmHvV?4?6Jk;N(RnyV$Qr;zvmcpd%Qipcl0Yh zT?51Fr#dt0x4f9}>yj+*9aLS>atjC>-&6Go{q#3O!hLIU)&GIOB{4CctsQ#2*=N^1 zx0GqpoLUED4cU#)4gl*0%3Hqhz6&zzwSW0>L6psj1Qoz6`j!}^e&bCtG#N$~<56== zu8<+|NBkQf6>qgzf483IM>znj8!hM02s+y&^bpt5UzO|+x(Qvd4Ug`j3(4y2)D3S? z;TdG7KaLX~B9vRg zguy{6?|2&_GY0o&BrvdeA~0we5)2jNV>}nfrHo>Vy4!_iY?MKeQOQ^mL==cr8hPFb z1!Si%QEJickw1As5M@G*@larM&jN|;7TPIf2r|%0gI|`xj8@~0<{iCqe?X1#8=vux zAVpp$qv02rrH^@6&0vP{pj9;QXb*ZP^eKOg@U8e(+UN+VDItCcx}meD`CN2B_SFCD9R4E1dN@0 z1j#xEkmRuvp!M{({q(6v2(6h6V0@Xvp}z5`Eji);Q)HDg(>87%{w{0^|(bCl3}U0N5-+1~eFbBMpu+?p~!)m=Y~x3O%kk^M4Y zyTns_!STJaHqdELF+W@NECGnoD}cFswn`g2d5-Q0Z_v8kdRL)eS%vZBC4lv{KY9RI zH&DLyZ$2s}7H=$|6)!a%tA<+ zPqChNhp+1v$yh5m=6uYMlEG*pC<+8jdG<`6LX=Z|EAv>H1l>oW)W;NG|1l=o$*0s( zSSX_H+EZ54TQFpG=}XxM0~GQ|Agt`@d6w|f=Q5sAl+^8ig3noKsq7skq%avZ}X6m zqVJ>k2s)YvbD|D)*UnX52p#3vv$InCt2F?t<1|~r>bE??)Nfob*VW&+XAh&b<1=Wp z_XRo|X%z0puw@9=R-a1%7T%s|rruMJCFOyK7ta-h)>;IR1dLk~mqEb4{WJjU-s|4i zx-Rf$#wM^NTITslCY-d}7yl*;J4 zQ|hpe+Cb0`a-t*I0DAoFf8!=|{MKjm(x#(`5F2yiB)>dCa5h zs$<=!B#med?%`K#(=(_221ge>0ER(awDCm=L%K9j{oPv_FqE7YX_D_*13t@3?I_BYd|7T#SpR#HPn~}zwssMkkGoE;j`9E+> z_8XuTp(T6H<1f6#t(~BAFJl4_#&D!SG2ZouH$mPF#+FwJ+T_{OF~fEU^cDEUc+H!` zf9ORyH*R%!Mt}4-5U@B9zL${@tup>HcsuIjyJvisDJ&ynR@BfYgJ4aG)6b0V42ZR& zy)~t<42E0Y2?eANs4?c*7{WI*pGVjF+4b2t>Rxr=V{NQ?PmFbqneMcMCR;Ibv{@{V z+3>B-o}cMZJUL?@uZ?t@=c~5#tA6e&jib+5hTso|zP(U_;lm7ryPjKAh!`vDq(($*xpl_-L23e>_2&80PD&iuy^CikrM(OZNp z02~E02i61fX@JQ09J?o&7VYVTW~yG%0SKLC2M`WS%U|Jk3t zaQud+3D8P>86KmK8ov6)m&hcbh5l&6|70JzMs^ri8QR>d-Q=-;yU!6ua>V`WAnVjg z23l8Spn1d-=x2OrXYNX#;6C%Nu99G&d%We{fo|#wQ1pKZIFjsNWLdK$v!pHyYR~#wy+jkzQWu3MT$pY)nywSVxKxy)={V{H1M}Nno z-`6R4%6sM3&(~270P6viWcIZRIgnkFZjp^O>c{jH`WSnToku6JaVRsP4M8!nKJXtu zMh4t^{yWN1&H`ZFw7?2XNTFunFlH#ZfeZ!n?HC_LgYrR$Fl;Cm9T)H%1tpYRU5qov zL`E&8g^@&AE^v42f+6u8mr)mk)2Fsv&+zk%wx9g;^L7cH zjRs=zjNtK5JS+F9L!oFfyp2Wu#?=uh%Dj5@5B)L#^*OL0U`;Pe7ZqfP#zwbG8=L*Ic_VgJ}jrGFaw}X4Suyolu|j zXEs{Z#|Z15_>fUlroZ|UxT-Jc;AQ4>28TS0R{G@A@9}@*9OGx{SAp^Mdj!NXyc&0P znWK5PC|ZmjK9uFPHMa&tjh=q>wc}6GYCZ})D+!+2^AbY6eg zj!r>;i!G=%0Rq z?DLKx*MOR2TJx431RN)Cyl<1QznjhqUxgo^|5%sZ~AB zdzGH#{Xnnv{ueJ)_!yghY&|itp8AKc*mAd?2aj@;R}8>0Ma19x~2P-KlKk0hW=o>{fkQN)n-j^Gsp zm)DdS3k)6q*}c_Qbtx%2WmDvxLE&``@Wj2njD>gp;Bv>X*gxn@>85BE!==n!l=cj> zjxT2Dp&4+jd+P51u%N>jw~6w`U|TviW(Pr^M)1hJ=v@7IqpTSjrEO=BpyQq+9J5E! z3=TOeG#__6^~j4km<`=EUR>(KZ1D0XSu%w11RCuzoY_qDgz(5Za#o^ z+5>i3k9pXkg=cwKiL*ymj_VlT>NlWF+W>Th7Z#-p$Yke`^2M9fk;8BLrQdW-|9EE= zw~t&TlgPAU0UDDrmPJ-yI-*A&s$XBo-#nj;C$HGNsRH!L+cFil*-@6m(aRzw)9--F z0D0}8mAaCLm7Y=WQs%i7)p$RCSz9;S=v@?;pCW8r-IJ`Ey&(IJo-@cd-&eZ-tBxs| zv-*_mTl(H+NEzDj)7DzfORQ(&`TDj8wAH@3kN)J7^$xE7s`o+q37*>NO%-1rad3`u09gNrOSa+se)ZmisdU_t^D6a^B^ll&xKR<1nVHg!NVRG#0?xe6%m4Zf`6n#`FG| zRNHZ}^d&mY$|~MyTzkR0t^o@?zXKdv9cRWb`p@m5G1~1NcSf!HfEW1hY%#ES^#B^I z5%EeG7EitLxlpH6W+OC@luCUg-%4$r>`~8{g|Oq`XqoJbR@O2(uH7ZsQ$1+9$D6`9jlE~fcoq;+ ze553o44`W5j^#rlAhmOGt9RN#a*3s)x(?WCl?uO< z^?fg!AmEA@7X|ByzqmXuq+Z4vBLh&tP}45&0g9G!mr`H9{f}Py&Jf~dLCJDY-X_Hc zql6nTMJ%I8Up=c&lQE-x?J`g(a%kv2&sU#zma?XfxMY5`t5Y)}Sfcs{;?NjbqCIUCLHji9gKG-r)747YXAngYvos zUjR6HJObLylY6fMt+qh@O6^shcfMt7{*djd#?*L?a7+(&Ew>z6k5#c#69JToZC z26JTG#%FB!mCPZt(Zs#_P9{auc*pucSL4t=IyQd&K(BzYXr^w@v;mOJLND?&&~Plh zgF243=g1jQ2iWWW*{di1L_=c_Y+M4)jC;+4$vk>~hqd>K{NfEW$_3WH@72=<_(a>fakos@b{9OGv;}NsyYL?>w5`C ztO>dVg9WeR;UkFqLsn!aeA^d(%5fdXp~)O`Oa71rC8)p`_|!aFM|oJZM)P7lcOdFp zKR-t~0IY|#Z0qdXx^`Lgy`$+8^eLNpbTAu(yg}(=66JjKzu$cEgP(uy*7M>~j&lAW z?yq|5O`X%F=!a$(gNcFBF&fHc##n*dbMp>V$iN)qKPee2#eO1eJj+-u^Og2H-qcY! zO1FNvpYqJ;D~M~J0=y91Q=b@wlqJTfx+v5P8rSuSi#sHqTWK!tyt|}=W|UIowN+L^ zbyBn#DvT`O3l0rDb6;7^&_Z7dvfdG+(!f&W^x6H5w^HzF|3$|#j%65lHsg_EA28xO zW2|}9PKL-;z)eR)wvY80$LTMc+9{>~7(`uvw*alR_Bw9LK%I>`*R``Z&ddxv=>D%0wt@tvnuj<$XM7L&_4C>k_?ws$%sbK2ZvC3)0Dp$K=YbE!aA25|V`LD%_CN0}$CG)T-ud0%AhWb-zDi3EY_ryZ zk>n5{tHc>4i71;7+2W{Tz*KR(8k^FQL45{J;Sue{GtF&@EC6QOACnBA{g^DEc~_^> zJEpblIpCP~*F2IsKDy^v5Chr#C13Do>(x93tmT1Ky)&4;b%Zc^*@ny38ZHKwK5cor zcDyyZ;J;$^t;sN+Eqjh4Z>>G;pa-6s>kmw-4|wRRfb}IB!4p?{U^S2NNyl(oyXL1- zd=vHKXZ(Bb8{Tmkgb!Kah4tb8d<&0vvQ+p1{15cEHq9fzv{M9lztw^0%r~! zO!=RU?vz*t7v&z{ly?CIM}5F4bW#_Ehw!545@^6E3bFoEpeW#!X97&n(Z_y`SJx$Y z<{DVS zMr4zE+(WLBUwLwokHvq$&*V)k)5k$x*T>uj;L%%;qA19N!g(QJJ%+YEwVaY?l4WU*kd#bw$ID z`i@8bj0JDjj#3@2_vyJnxZZ7nylAaYXkwh&)W7-t<9dlb^6)bLGF)oMnB0>LRfjqB z4mKw~(<2;VJ`BQ#ugLnv+krfy9|5h}DDg=)rI+QcAJ63(>e>;*>L>?*^;HMm09N9?aaH~XGfd?Sa15L58Qg%9_1+K%tDx<)xx|ncTPf}Y;O9blsztQ zi_st*mG3+g=3`&QzM{Yea~= z0wUCtfX>6LpvdY*yN+zd8+jvXH!n9v1Or0fX3wgA*M7#?sXLT-p(AnC6Ys>kOD~}D zXwTfIo|{3VEw6?6vfp{cY#ozC<9?&l7GS50hGPKYscX~xSW9Si-D3^-ub5i%x@~+T zfVCCd#yYo4Wu2U=U;(^5XD-XsX)f?6-m6b|t@UtDIaTJ-rDIfE9(d$N-}5dkeh+y9 z#9HLD_}6{FnBsml53P&5v;alQr2C-v{0$#AwK?q0-CBK~h z##=N-G+rX8C>k&E9wa{a4{gsUo@S;JZRe(%Lq#jc0AINM8CW(=36O6-)sg&;_X2Xs zO5?~|A|R$CnYB^YOuV42rRp)e=N~q4y8@U8{C)>P($f2?T<4^0<9H;Y{YclaNjt}DD;~3#l4gl-wWF<_mU$sp-Ekj2s zbbwEG9R0{AJI)b8;MJ`=FPz=@?YnV{fBm_$Z~u#*Jp*LD_H!S;_I!Diqnrd_T?K(f zIaU}PlwpcSMh!)S0pJ=#h9XiXBZ7nB1^srFfikOPAX0iL^viUSr%<(cY>{@N{2JwYs% zig7xA-+6ACw130nP%di(f0M$S$zs936!&JZO(`6R20$ndN8>`^Q1L{oqSS|HPKbdrCh?@11zA>ubOT@Jcq;Q^vAI3*KM>h!-jPUtF?_7RIu7#zpG^ z3SJgpkP$bmr`WtBx~>^&qVLXH$L7{g@mgpJdCwSAo21zuu2>bpWiCzOQPTJz{#v<~>ukhm5E>sC+ zTQA&6u_6G074B6};{hU3wtyu71iyi0^UKv3^dD^~avi_aS3))*C;A2+WyD3}G45FR zsIwSLvsXdhaSR*%*xG$}?|H$8J02FWvQ)?3tas|!6O#g6wv6yRq?V5BGtrV$Cjn;FrTv+w10cza=G=4E4Um}JQda?|t*tzAvP;>F@zp{pIl2mbIE9Cwzoo>9mU1hkWj z6gdF7{^LE0n>jJ|;suhC6g5hm?|8s{d2Eew{_3aa$;|Ost!K~;ZH>`=W9C8k#edpK zz5p}H!gyrnNAfuuHXqS;;)zY!K$+E_!1WSnH23jjYtDUZnMC&_8kpN(t80$&wI@!M zcF=mwh@1MjDVNs9SrGLxyKZC6OLl($ZUTJk<9L*qsJc+pZ8!fg+m{YN!RbDuGL(ZWy!u9Wdkpj|J2@@KDtRm?u? z&x_w$vc3W&tc|?CtO0XFiD)gZDM)0+NuE2cJ!=#ggO{zbz&UF!o~bQ!)Bk>Fu($hf z9R{H1{g-mXaCRSH2_5yp=LjIEPfRNylV@EkOCx%#A1%m|>H}c$C^LR-TEFPXsIyym z<2OEi24I&-^;LiTv9p)|(hC$XfE2j}oRW~jGkC>(m>bWRQkt@-F8^y2Z2|`Hn6bEy zj{50;hNSVKX`n`lB=8Mc1LO*%bf0?AAcZoSuPYYqB?9jUS`)8c2ml#(u2D2HT=x^pC&G%$OIA zz63<>@k}(wc+J}KeU>}5QB1Oc`oOcbBZOt$^sd(rJnRVb0bpH$!pr@2fBB)ao4_fOVgH z<9Wv_V^Sshp-mcg1G|pCLl5vy@mn|W%dl(TPS||Z$7uZp0*9I=8%%P$6LyLt{F=Bdan1SrqlI8 z!VlZWuud;|fozp|-qyy-Ae_Co(CgHr5O}}f;+M7)Mt)cW>J~?d!GOlFM+IU+a63imO(U01)|Kfl$Jx2MeuV{qO7 z9f#(T;5Z_Xiub4^&tf<{@JBy?=J%}^UjSYK_&sC27MQ(^iFh)Q3z*^>pus(OKs)VJ zlJ{gA;LC6Q*XQ0lZ&fq_1Zxvbv5=?10RiAo4uobZ?mY_cIh0&J)CLQGsUzFfNaisH==v@x^AwG+jwUh zHc##?gn_!1+b?_KFbJ5HSFF3TRtflwF?;REl-S#~4Wz9R1Ty^=cc?MOkLtF)k^@cK^gD(NBt%Kz|HI zo(;e)1`*|+;>6Hn*@ zd2Te`M#Js2pGCyY$xj=>0Vxue9!4Gvo2h5op&EQQR$cky}3X zQ9E`R0Zr!GedLU~DRjogyOm;RO_kM^HyBw}P-WN66Z#n+Kmp+H9so_U2I%GaydGK) zW!1}@rxM^vz9;iL3ay`QnCt~M%TR~s%v%6u{E!!&xzpC#8bOz>BoL=;1fUU~+5+eU zV3SGs*uChmB(v7!@))qb{%p!LYe2iL%{fkA&#JHXlJnJHpL)hzqgUgpj7PyTD9|78 z1hUQascvh<+UW=@9((iGJ$@L3SEo3p!^?p;7SJ7lWy6q6^A0kC~3yZ!#nz>-|E=%ZbFMZZ07hg+FKfzcI(sHu}pl}eKTlOU3-HyqFw82 z59kw(l;(eN-tZYdYQ1Hgzxit(I}N~k@JAS_)>{19(OOrZa=UJFb*v0{~4_D8Q=L$wv93VN&ta&fH2;n z=vxLhvgZ}g-2q@Zmg7hcV~?yVb{5`lUVt`?MbEf~Ptk_#aBp%--NuMV@GPUUe#Xbq zl*}X_t(W*wn<<6y!{`+>12XZ8@hky9rv}&t)QxcoJ4%@Bh_+jRdkGtsWnMhGKgcS% zuTQ7PuGYHZewy zBZOD4Fb<`#cZ^UbXy6sEP+7w0R0Vwp(mR5!!~<>W_RikQB-;IC5ne6%(6y)kQ4Rp> zekt>@``+)Z_1@WZAGRGGi=IJ-^ltJ#@y-EY$(;Iq|NN6@kNoY=oIU=p?>>$b9_5f% zrvO;5d;EQl_K3s6AONFJDS%(8m`5)bf~`!2uYUH$GlC6`^$~~# z*dq9D{lO>1oB?7{?inBMWz6}`0M<`Nj$K3s5hKpC6eb{29$D%)KHmvYK%D+B?VhWf zVm{KibkgdexCKUybCaPHZv?EN8#-hZjKRf6V5ImpYsF6Jd0@hpH11GXR0cJ-4syH<-(Cl{KzUZS8 zcwwD&AD#(>C|N_EAOXVx(*aOG5;D5~0)smGW}E;#YrneOYu%F}J@47%7k+lF^zxns z4p}!mq|6gpz`Kgv0a$T+2Vgz+FYj?A+R;Lu4BjCOK(Z?^(HdqPl5@rP!&B;4r{Cm* zx?OjlegMOat0R--lk4b2ZWgrLZ*qVKvH!_hby|yl=f!Gm%xkK+U4hkTnTM-+^9)+~ z|2)7`J>D(WnfcRh>meDVUUP2VMvzxqtwl7LLCF~yCR^jRt@VcAlCiy~W`5Upz-oNA z1_C8R>SOOsbV;V@SA0K?y|zcsX*4rmjiIrc?>=2mhBtO&nPpi=W=oK<_@40JC=bR2 z0nxS?o9&{TfA2JWp?~K1_Se7lFbJ<+0bl{IY!m|3Z43gcY#5SrJmPs^wMiIX;RT=g zCSEMN?9%Zj$@KKP78fUDwR=9h+2_YZ=BAIL~LqX{Xp;85Ru3yuAG9IkZlRBiPlaZr8QH706vZTWNbUhH8I) zK4Wn{RyYHd-8&x(>j=weXrkY29HppM_f}D_G1spGZEG8C=DIVswc&-hr92ntdiKCl z^nIpd24L+}8msxv!!UX`U;UoJ%xJtepMX^D0Y~t^wQ*`%dRYtgJ8-)>wEnEo`Vh#4 zC%1sfXx#klisjY)bE$2>3jQ(HvU&oB^a20-jh1D-)5m~NbBrg*3`L);No$yKh1ZO; zW4;}&w%)8kV32xJnB4DKKoQyD8sJKQfEW})n=6`ZdUyaK(V7Q|u zrRLau{zJpOxQvfHD=2+yAkRa-2lia=7=2VP zSu=WiYCqod+?t1E^|-(5t-GFYe0i9W+dVrUFOKi^7oR3CiwQNanbtp=^t z{V)ixXc2StU0?daGr;?UAAOOYMF(><8sP3X-O8u=Ckw10as@x8cdmh?quxB~qt~A9 zM>znj`>D(x(7o%5N9=dWee$rUTl8EyEAU*B37(;4CIn!;=Sy$*zPk2wKFT4l&IPa@ zdHB6$hss-EIaW~$6Bc*wNt?Nz(9o}47>tL@q}PNDvUTs6c~JpJ~9e#y>N$%JC6pR zW!^GR3_>v*74%L}L=#Eo?gXu*HxZU*S`Se!jJs(Wp$`V~mB)@Ii?>#CrUqpEcuc9;w51*8n&8oQD)(3P_}F zU=JB3;4wgo=as_!odGB_D#H&@MW*p?(3iZk)Z=-dXd%WHFiO3^G4hP8Eyz0=;$Cai zwT?-XqsF4I-c{y|yd!(?n7)?A+H>9o?jPeFqB}rLDTbYP$P01|Z+KRTH#{@){0z=o zdjYF>t~DN5tv{YKC+2XjOF#0UT-rcVZyrMN$yT6rG)x}UM&n2ZsITLjzUR%i1U%*8 z>;74O^uEJK#xZVm%zP9PoTs97MY1{S2JdRg;WBuB* zhV-*%t4|&7H#W~$GuBsNpCiwQL3oAB+y4DW&v-h#;xiv-IFebiLpuuXyZ4e!MY5ZG zD4w4+9uHb4Tkk?VMV?#pM+~f^901leEa{T-DU?cjorE~_Ec%emK_HgR!EgGrj~p~S z$|0|I#K3B?-P5Jxc$D72DF#kp2xErvReYul@qn0O*ZAMFlxyFMC8eH}6VG?FPMs7I z^%uOI0qA$f90JHFEesY)bRJC%G)fTTogu3(-UEzH2A#SXa=aO=Cm%cGS}H*D zjoc3rwGH>O{6&-z_!NY#fpb~oSO(D;~GyWN{n876dQXiwm+-p0- z(cJ2THaZe%3^Q<+mlJx_hSGWXG4ol0_yZU`vj((Omwse)_hQt~IZoERE7UkV>;F|c zRYyfVigC|zw-oeK=j_$iT+GUSo@0Q70B5{sylC<0H@^K81qtAJL(Dc+_E`R2Oa#e&1*eKd5RI<-m8 z;B(JtyVywXjbB{HFFYj3H+?b3-B;Y1k;kmLJV}=TU*N=Ae2doqRzUJfaunaqz*BRf zzvsnrLX))s?eWYWu(<5A^CrNa46N2nGIG6-`!g}EwdtK@4%U);MEmArt9Y;AQEPoG zc3FJh{I)jn$s!;PxWFUUPRCzwzv`*OAiUy5K=(I%;r(YX|NSq==yR-)tb5>-cg}p? z{FUdev0|m>!P>edYqqlarW2Gl|Ju|0C$tsiBXdfAy6p1WuNL8S(&0306Z6fMU)T*qB`_}(O1kB$_tQ+vf}?@ zVQHiL2r$N--93GwysH}+1^D4L;I|_*j6(gQTmi8hDHL~xu;X$H%!1mFb)y5%0iX~= zPo3Ivoe}9-{r21c0W^dwk1loODWYw4Q`(IgJw3|^Zd?I(_=A9@tO3{5qYr4T9{-Pq zLc8wfr5H2lHv=A?L&qg=guoc>X5=lo=^MZP%z(h`q0~lfhF>08 z;`otO4}Rp!SyUCkxjJ}@zVZ`yl8x%e^MJ4bEAxgX#%cY< zf60x!Wyvz~d8QY@iOihAldh3f>faNPytrZUR9=tKI@-2ot9LGqdxC#Kv?(RL0vJ{V3nPfq zqK=F_Ldhq?g2BhQ%Udbo<^N)LG4`PBfB~iKgxc_(;l`*d5VPmGxj+1c_j7S~9EV}Z z^T7@wL(6lepr>f*lkW_nf(0`;C||`0N~tO~5}`>^%TojW7=-F7Hp=K#7Trd`rNH^d zLh(}<;{|Op;1cS2k@zg|_H48PN*FlWpO2``JXpO;fP(SN0Fvvop)v;M?sKjaUGTxu zQ8aVB2L!2Y^U_!Y6}F1|w+zCJxTWL2)Wa##y$2VJEAl-9O*YJLCfmzWr0IOr2XpdIOkvZOANhulw@Yy;x zmt*X&cKQ6)2AL2YIw}l+LVq&Evw37%V*x%TJs|hY50Hv1vPQ{3AdpW08TksZc2ux9 zGIk9af{Z``k~?ZhUQyE2Yg51{-U8_30rJbZ%%A$Tr%&~}SceQpavTV%|Hi4G)=)`0 z@MLr*2lFWN-#lmP_WyYF&3frr8+!X6zn%wjn!AA10N^nmTR`d@P<;)sT;lKAkGIY% z#$BJ3z3=og#ICIuyfz1MUz5XI#(N&G$&yL`=-B|R&A#Ie{oB$}(64)Y7bH`)Jtrlx zHucLq9tPokTHg9^?>c+!=k9KJ{>=x@cs|_t%}>*)}VAw(~v4TbX0%^!u{Cu})4`KKFysld_w~m1_(&#!lb_CDiopRz<`bK&5xpoZ5oMu3cZLP(N z;wdwGIpxW=WvrRUCBxLX8QR5aTg%3Yk1hjx@uM<7t8boP1EH4sT^6@I`kIqN0G&;P z6=;EeUeG`fFYQMjJ`TXT{ovDhE$_nszyRUacAir1*)nMJ!Z-xfvTpM9SgUXT9*}K~ zp;bZu0}Axd8YBZ;OK$it4r5TSrGE58JMRSEPWY2tDu$MMbNrbnC=kmhAPZ>4@M8#yiN#CQ^Ri7c4Bg{7N6@qx z07foS;PkJUTMS2Z@*nvLeA5rI#dBz(|L9=O7?)(9wdh&n!6SL)k%wd8a&kv|`VxqN z<^_L8GvFF}xHsTq4fyStc!A*2FyO0qR7b4+uPn(3ZLfKZn&Z4)GnhA%CU}qNQ)3=C zXyVU~la9gROTaP9+1?rGKFhUatmln8d4qpvIUT)=wN~A&sQ|<>?4oUbnZ2b-x?-L? zVmgDBB~qx5g%C(q7MC%3IKH>b%vq8aYxVZGyk|EEuTh~}3G6Nz1+VuTfAC4(qyhe9 z1X)1#k&)KRn9X@iVvwwGA71@Z2!^!Gp=tMRH zZ+-IR3mKn3_&+~<_O#r~4q*L1f%P44d%s=njs}cgCa(tS%NV$-_f|VzDfE;L%0vQ$ zQcS@Ocu9Dy1;VW^$_mdS3NJ;4a!%0>d~(fi?G@ycAkt>_W<*lf(OF+8MGQ4YA-Yql z(cN!e4;fwz8siYJfpN$<6{kVWhO#75kQi`|#H3&`3@QEva%V82bHN15(59$I9c2|P z^?Yf=8E%1IGu;^(84~K&@4P-b+NodNlTqTHl)wxJv>bnD%x!@}TYOp&cLq%N26n_3 zqX))iM{>-4ftbfS%-uE*Z?B^<6W7uhwTot3acKgcM{k7!5gYSbUyA>=)L-)-c)8W? zIA>dcqH%ax>th+9yx1LKJ`TY8#-GUOM7s=ld>$Z?ksLs~HlOzbqHAv{h$xXj?Ac`?R}ZoKR_+RmBTl3BnT@@hVQYL|~ZXr1R}sZSkS>ln6s$PFMP zz>y(G-dWq~FmDXH*T3*ZAgRFZ6fX%UcwC7w^T4NGxX2a$=I_2p&Kaw|lUMp#W<_#M zUtGtp!1<15cLY+u%0lQ~eJF#RI>=gd)!)DqMH}(OoKduUn~#p4w=U6inj;HukFUSb*!%}u`_69u9pCE^1!=cZ5=h{C9ko7 z^7A#m9z`CeB`j%(C zs42)Pj%&yJPMs1sCHf@ZTOH$|v;u50-i(X#(Q%LjOF}0_SeX@ehLU3~#Rv1t3q~ z^9(_&jBqq5=ytJc{9f}Q2*8?C&+13N`^+GmmB~DEw$i$Lwm#0+XI?|+*?20GmG-ud zsAb@lI=|oMF>uu9y!PC${K{>`)Xa)@`5dpGN}M!cj0 zM|j&X*dP1WpF0k~dc)7;4QXAfFJ&MQK3+pZ{C23j_aVi4HE;KvZM8ttDLKWj8$qf5 zim`KvWN7KCe4qlK54Aqpf=bpVY(K z%NpeoMP`v@6g6^4P*Rz6WGQ^$&wfKdQoD@)bFb&DO#m3a$YYee!^hgQp74jcL33+> ze52H9hpY-nLPN66`qAHb-#bCQ$}AhSL3YM39UId|02sQvHp>I_nR(lIx)-fH+xuoD$wO_vwgnb%6?E38V}rPpLre0sgaF=ASKXXK8}v7aOXn+GQ@g3BB^20-u&Z_J9)EvV(n!Iu!b8LkPN64 z$2b@a@$3`Gh!#cNim z7$gj*48dYvb>Db2Wb4=%16EyVwdR>p!1s8Gfw=|-Fq985xH9yvk}>PhT@7?yS6I>H z_&7@D&>Gvir!}(GhPlJ9$HbRgqkRby#v_C+GzbfTlwlrZ%J$wY)XFNQGlNITjMiW+q3#LdQbV?d!TtWrtY8DR6J-t);4GY^83EUcga3|+PbIy z)&6+QdkZLE0_8_ge~C`=^@b@U#x8k=%?q+VYz zPkip_SM;hK6yM7ZV0|eD)^iL9MoGrNnrmdn;{9GI#*~SS#H$$L6q!69x;6tZWjovi zLm2P`RRQxU(8X!VfXYatD7OpDV6YS1ZnmsBANt=P;=w}LjYkLFuYU9CJJ6}4iG*iH z?@TMeLgUgGf|T*rGx~BFK*R7;kM`C;6trm^`n)wS@#7(74VcWUrM_QvH`LhH=JsCe z^x`Vm{Z)?Hnm2Pf)Baw0AAfuHWLcEV5n~iT2~-K-z%zGlyz@8(>ucZMd>5cTAgHm< zH28{TO`U;)8Q`$K@Q$@$-Olt!`_`qorPSbMzl&=GG+-=QuhtCUSG{8pf6w7F;EsM| zgcYh@?AiBEj4yqf_LngRpjgvV5EMS#;tP6@3#moPIFULeFUE(*q`ENdK&K1uv z3IUkpRKel{u=LSA#_oGZd4Od40UXn3ztOE@(8hxX>T6vUyx#bev3axUXW(7QJqm=6 zXV8L74R}=d2v`?{KhMm-Cv)O^Advq9Oll(@YMzT@=DD@aojI1@7Wl3{^g)v?;JcV? z)q_{iqH6)5BgluItKcnODYjd5YK+N%@t9)Za{o0Kt+Uq3ym`^OF20}o{8sAwTyNt@ zMiy&JAMk_!(Yr(~eO9;mGzX7<-4E^t;WaKc34h>Ue}R0n;aK)(fHvO2b8W)KKlmnI zOZJda>zjOSB^IGW*7gMH~aVg z<1bx2{@G`Dn(t)?u&#-~DuwoJY%=tUX;D0+47SlY>4-$i?Pzd%zAS^TGmNyQPRcq% z&^3lbaWyErDaSr3;*@0H8Gwu@9zBdN-zoHYN)ToQn0kR!j@CGW$net!uLg0joR5am z+bN`QQMNKFc|>)#nxIq|TKb=%LOCZ?(L|pqU5rqDC?*YI>bJ4yfoBXU_-F=rQ&-0j zc|TD0w1aj9msf{pjLS0$!vO6)!)RUd$SaX}5aJgMQ(o*^{BqwHGJDEB?>GM4PoE zg=-+6IWk6Nrg=x=>MuG+o91FR#yj4M=Z{seq_HY@`k(;)LphOvWQ#@6j1VN89h#|1^h9uk9fMk z?x)z~(9YWU4=u(^ZYx*q6B&HUlD*d?6Y?j5kgo6=Fv`{eYEw&tct8ffF)x{BI=dtS^_{7WNAPXsD!%y9( zj#Zs}yJ}%4-VdRM=6Io}DW`YnN$)--CUWZjv1@k#>(m8vVY9c`?XZ_@?LXGTNl17n7!XWXq9am6wA|U$RvYaPC(KHvkuezvE>)E&-|k z(aKJMwhA&&c*=+oDCU2(1H3WV+=Fh~@Y$kaoM;1$%7jQbYZGnM=UFt?FLZMc4+PK7 zh6F%|(ds|OzTdzYb3Pg^rMOn7`o=TpN&sgs7rbFSfiwvZ9yQP2Vqi|x}<&SF57jc!Tk1yYusGoyWszvP8m zThRvp%|c2YfT{w;2UZ0dql3QBL6Xs><2~*~i%xrA4grpj zPhBVZaEjoZOs&ux=Xg-u{GFH7cdyxdE83#3 zT-E3(HfTp^@0XI1f4>&`&wY@%YBQnL?t%3x6uQf)if&j^YEC80&^}MtwO>g}0T>?&<3#)}VN=j`Z5mq{zVwfx zR$Ll%GXA`=&>DU8J7ZA4yzJfM-V6Y=E;fXEI@aSlu*j!AqPtJejq{rEi?$v2KuaKn zdPc9G0JK1X=6nQt@<1DpzI0vx^9*w>@TPWVufM<>&j6X!6_8S&^Ndo@2=Y)ad$zue z<3=lWLd0a9cE1KwQ63&~UK0FUTj0HwP8)`t1D=G7qsAvx8NLNbgjOA$-X z;hSU)xn)g}1GDEK*#$uGQ>@t_aYvGTE9|e?R5rEa$+}lp*43@Z`&?vxp20Z$7B#siC!IoDJBYn(z=NjQc z5muKzFy9w4bra=nUX<-Mym`>N#!a8Kj+n z9{-`E&yHBy@kZYlOy=AC&r0@OM`Jd((RIn#w=Tp$ zDyES+#$(3@ahC$|@HIiLrFl2Vt_+rk0vr1UDM?r@;M zDT^^=BoG7?WCm?Y@|m_oYCaIjIWIDj0R&ZP`oiM?Tj-_d4FjCUe6nQ77eyy z4P}%b!q?WplE;QQ^xrX=Nk$;byljDA1?oP;d!wvs^O$@7&=ODq7%s(*~cg41h@ zECRR}-!JdG0QHBL ztNsKkt^ua#HS@+2|LE&w0G9VnwAhkOXgUKuz4N#Gn5?eu`nwHa)s}fSukmxT7@yUz z0Ikd7FOrxD#L%tCBp@sx zi>$WZ$N)U!2qC#cb{-qg?d<8jmmR=5mqPcPvkjM+rwzJ5a=H+`ivCRBXY0{nYy>|1 z4<96_&YqroIWqw3+u!j4N6#qwxi6+*dm-CRF56NWnogOyfzh3(&8Z6Gm9k4&E!}?U z>kl^O86s%GWt{L}z?5MrPo#M)=tRggo&*vhMd&c#7yWC^(DYMK8P=l0Y>q_u}6|tL5pao zPW?AF{6QwvcZ!Vlh<5(h2jjLj^2{?IWxgt~elgxW*AZUVtaEi*=ZvttBN^%)6ZSuu zl}98w1=Io-sfULr*@NfYt6le%EQ0KG573eq7J20uAz33XjCA$f;l=fP!$q`eLlwHYUY?=vZP6&j6I-4WB>~<0jY9(%4EwK}Mo&0i2UJ z0Z4&T@t65fmv;1-T(j}vyZK3$qbe1gdP_%mD@5{i~Vmb!ejNp&&eWKsU zgX+`P8t{ZZJ*&@MZyn)7YpwpT@jHH0dTyq3pXOu}G;cn%Wt_A3SczN4xP8$iSzP~T z`j(8KEW`Tv=xZL|4Z<@lPkrI3i|_u-FWW4X)}Fi~pU5|WmUkJD-r7&6BHPHlc!x~R z+Y^tacf`wENfJ)&U17bP{haOq)-JEU(q#^FK`!*(^6nuwI!!_sqjS->*oEHlbS=6x z`wxKit}p!5+0%3{=X8Yd<~uEp6!H|wYf~r$c{mUbDYC^-ngNW!7ea#~&k%860pR^N zdVVMYJnB|gUK9)^3N<64BS8MQYuC{h^=ELphrwnJC_0|aFzk3=0YVvT3@1h+qs|;Y z^y%j*SkkTnuG|N7p+qqPfmjSXz!93LPd|WKi~#+C@ViG})t}*vekuQ+)nC`pMc;}8 zkwy<#1)RNNQVwUp z$g`dsjiC8?_n@0G>f0glEgD0>TVpVvvvHZ{Qpb9>>JO~#T0pD*#pm-_U7wA&>M)nl zS&64tGu%b%Xgaph_=*RD7kPc+qdVX9FqnYQ(uO(W!cLp=M7aj4_A@fCE>JQnMH(GtGjzcnJ&i9zdd(Hl$KV-*cULDPU z))9@lvCk+0be!gDR( z`S-ta@s59gMiywctbEdm4a6 zPI-@>J>Bc|NZgLeaddk6~IcQU;k%ZM(mnLq-MKF%o?mdjSXi z=f1M>8CUf7Ux1$a{IA`P75Zc}_)lNk(MS7?F?Eb_uZo>D8<++9UP}RAyqDQKMxQct zsyC1ledczIvm;xF91GCzjN1T&ts||j=WU};OU7(oAjUicAb28LRo~Vwtb2{gyy4%u z@6Ba>NZB4UJgynOlzDY9_^m7BcO>u_1xp(HycO}MF$R#CpZZ`P*9`8ZIX^V;^IA$~ za$(JI59nN#fA}HVj&oDr%_~L4oCK23a@m*xL%_k>YHjhFv98D)_gS~r6Z%n@#$&Sh z(fq5&k>|VyI(i7OLTl^YcLv)S|IfYt_nmB#y^Dh7ejb{XF*1y|C;;o$D@O?x#^BB0 zd+`E5V19UeC&$vAEpHE&q_D}B@4-4S#xS&Kh$xCttfaN;y zp4{qPT%5VS<2}6InrJQbF4$w*>}3bAu6OaSTGdO_4d^A=KV{a>slxkAs0Xs>|Jb{? zSKE@Sj^qD;;){r4INc|~gj`I7Hkx3!=b#VbC4?X`B-$deO{+!X!(9oKKw-%ZQbOwk?0Y#^QG2K#`1>0rgx@Z2Zn}aFC}ycW_e7#wA{+Z$BRwJj*1@nQx2Zuvzz7Hz0Y?O0mP(kz zsOb8SV4ItpvQlU|QJa-r0tsM=@v#+1`Hf9~Vm`o#)@(#H(diE;sSDTXY!QmQCn+Co^T45~M`Ms3yaZus-Rwt6q? znwV|M%Lw>nsb!3cM`mm&EGZ%Z4t|gBeFQLoUzSk*_e_~Ab_+4 zJfW2WAWLi4Vi%Yj02iIq$CS)dEfm!==b7u9%ReOs)(rk!C9S>NdaAFD=WYS(&g-5* z1LzX1q=*8<#7~N5(3ies0eG%d9IA82?3FZ*WlD_xTi;7pH5+^Ut2su8=*T!N z(UvvMigPKzzxVM5>)*JK07y56qIK(=FeUhLfKrxDfB}FOy2y=?RRgeH>=^t70H)2k zJZdu~k+P_Lz?Ryit^lLf@9bJSCOnhd;`|&?*w_HYKsvwc-zipl_%6lOIA@{Nx^1lo zK5ixac{|SzcS4|E0Nu{@YVNjZY)^pNwg1fj4A?c!OKV^|6|*r{{{4Jv&5Dh+pgjtZ zhUSi22#<6jz2)zI>4LR8pvt8btg!GVfE7M=>rY;ALo|gFZQ@~g8h+H_Bksdrr-Lb zPhI4B13dre|Gb+e79Mir$N5N)ss+}Yo^@KD@ZE{5)RpRA&cKfe_~%UZMcNY1Hx*IJ z6VL|0lTe&*a;D%?`9sC$ptJHAN6LxVE)*>cscYWl$6&OjQ{IGjAPtZy3j*(YkAkNi z#!egiq?AzzDTDGq_WPf{c>BwNN8k9_PjJieKht)g7vWqP1z1)Wg$JX=R9PYrj`ZDc z?pY!cm008CYX5{~ofg2O~nB(_O&qr6B5rkZeb40n`I*n}J za+PZX34CmRQ~J%tQh5M~Q#Og_HTRWbeO;!c>R-a`mc^Peoh{DBKm-bYu! zE9(hp4kU1bNZ1m9e855p_h_9MKq z%Rnx(V(2ms>snoCU3&r^1Aeq+iw?})xhyA)t@$_ykTbXO95i2i$Wy?nQ>-HQ_UDv1 zc3lu)9E&A*D1=8U0jgMHIV5B)%F>kF637nB@*C|0vUd2_-h>VVqT<6heq4`q09ZF9 z<&Co{hqu3_S9Wk)9^dJ2!o&cr9{-(t7Y^pgN%TH9*1!Kh4-3pAJ+eXEf0VM2lG{T0 zO8MZYFg<9A;!&)g`M+)fn-z`AVgRvxDo$2Gf)ltqeK!8H!k`_L0b@n!5-)~OM3K}^ z!jUpDGj*`S$hu2VKQXZ|G~g9rLVk*;{6IBeUEq@Pvu?=BD%ZayWskr`QDo6oaQl>( z`9!@Ns*D$=JiBl8Te++njAdncuQIZll9tLy0oShUxD3v74nU|K*C`hm5UtFvr&leT z@*Eg3(q-#wZ`sPSfu_J;JE3cH>O1hE?{{ARfqfQOul;dAO|jzw+>3YAxKb1f0Dexs z0IWc7dr!i(={g{SQ+sP>GdQ+2SPZ8zby-61TlZN)25PltqHk-TRYB{k|A9t6@d>=l zTn0!~KAOf$@FZohu!`UK53S-+zyV1fr--*-j)ism#d|DA32Kx-`~#2%#5b49au@)h z319_+p#}7=y!sqSvIM#)&wKT2c3m!}+$sB%_OX05X1U6$zj-T<_H~N72J$Y0Ec;!E z^i6sD-J-WGr<(85RcYS-v=m%_yx<~QJ%#t7HGT2@6zjF-XUkO@jdOSHA^^0+<@rzu zk91KI4-4?_22~0q{`B}?yc~z-_dX5a66_sM!f)^t{Dq8$9~UDPUntJt7#<;hfj-GH zhb!Qb4gl-XO61qgSdnBs`dE3gD4(sFf#nPv7%JGa=yl{M7NF1k*VAOHxRm04f6}%hk5McM?8UYkfdaz%mNII5fk&Byc0(M&C8dwBLMf{~lu3Ch zXZ|nvEvtrNL3w8W2u20p=FZ20fZ+5B!vBTmDTZRpu)LBe5Zc4~fk0JUhTH`y4%+6k zAocUDjrv_XdndO`&j?=XAIHseZPwPcxlorjE?Le6fK_+G-4gS!ofAFproHkmDO1hE zbu4SnLBqz=_^w$a?oH@51^O&*P39a zy6eUMIY`Oa+yCfwiB3mr&b3smJmoZ}bGz^WU^L~wwWM6icW!q2TC6L-vuKnG4<^# zNF<6NWraXNx$s#)UkX@)c^kg}2*mRCY>YuP3;vV{N)SP~E89D1ry%(p-M=V6Dah*Z zK4p#4N0Fjj5u$6C_D~YDyr4{CUh+|>zWKv10j)4eLY5mU2vnFF;EKBr<&tuwos>lH zYlrq=f`l*SVvNNZ@tg9IyQ4f%{}{495cpH{jB$atjV-}VzT6e%H-?h2m=*kj!z)Lh zjl1N%-2YOtC?3X6`}f8|@qX40$~C9jtxk2!z>~H~{jRLa9f6Kq-t^nN>Pwr~e0{dm zcm19L5_JV6mS@WZSwFTw6=m1IEc;FgieJCBT!NbuVCq=}thYb;Gw6^7SFz<U6i+@EP1ysA z@paC`UEv(%h#AI;?p&wX_yG%-=I<=Y{-~YyI&*BVdg@z#`cMdu^#9VWKlsfHmr=07 zdfPw#Lav44WOY%F{V3T4O_7nvPw`=LU3*r0E}n;9kd^Stt9ld63bC?o{G1&C*1@mt zb87uxD>=CBkdGWpE_OHw!1A11;cH%a@!}m{{Gf|+Zv2=Z=@A03p8BdEu)*Cg>nI!d zm-%Ya{qZn>Bb~mEw{(rS@TL5x^iXQ`rLinu$`u8kz|yHaaDh-F4}hjX%Th76JOiZ3 zuUx!P-hFAEkVv0pQ`kBL*tSQ&K?V%fULe>wt*QJZD|bG=+|7&bZ?H9+qQlCCU6z~ z?^&DbSt~OaKQYp@(cCCs-}buXa5+Tp=n;)8tC&UBMRS6N3c9{F4|^?5;@#ybs4W*fuk4S3x;35_>S^fS^>b(KvtoiTesFdKB4Wvw+;eYUs)QM z17JCRW4;Mjtmc%htt_VqUvB6F(gUVEbE}uS#c&WyhGkZO2LMZ8c+bs0dICmC)_azl zco)#DxPVJQqP z0mF==ao!U@s&%ZdTkevlo)81C*W?QGVr|CbDr2;GYkgcMk8}fOmTy~oytP|D`&?a5 zXu;f~U303Qr`~b^SVvmn@&EGSi`W0{uUx$I-+t=iO`rV);GRp5Jp;Ik*LG8>b(eKt zYb9QdzqT%J{Fol;0I-g$zWur$Nub-c$0MF$MHyy z2!M6xo8Awku%RaS&lXDOc6XXxiyp+dT9i8iHY)(%Pf;Lqk6RMBl?4^gQio!b3sj0_ z!i(~IzuUXAxM6KYp)+5~BH-s2tz4h#$wi2j0k<2>O+TCn0<|cJlu#B~+;z|Zg^rR* z8KfL4S9`jqJm%?nH!r3XV4##ZLYdzbE@Kgh6!X>Rl)x10l$XX(*{n(Qaa4+Z8VgFc zIs!n~lotIv1(4O&t&O6wU$Pj`cKz^q6##-@ds$qq=wr?|-=0QLo|VzY>C}EpxnKe9 zlyPM@+!;_rAI6Ge4UnK1KKaB4_qh0KFt@~W zw!kWFUZXARr1oqApXMddAsVV|b)xrN;Kn&={rWWLcnVqx1gu{abn`@+vQC}oS^s#K zHD-L(0pO(E<6(dZdGMuxcJBi0J+qDh=-!hTU3u6116f$m;XC+~xG{t=`B~Jw=C6Ov zMHIQ_5W?K#Iv+1Pheka5W^+uU?up)BKOyyi7C(~tMmJA?2uZ5vxWVaxp} z-WAPy&p2&a)fv+nL3@EKOagbOWR?a0in=CTm=cum6mNzG{Q~`o0u2pK?69$E7fploP!yflIyDoKtvb@S^Lm zPqkJo2z~Tqd;`eVESvOQKg`{hWyGui8ymEf^47C0t07~oPd37=8d7k#thcmr)B4d| z0w&B0z=6-cI=8nuMa>O^dxTzxzBF!!)v`)JgZ_@$rFDs?h}9kzsOQcnLg2k za_|%HqdDby)(xV?H&O=S35bQy#Z&NA02ZEsU*H?c0ZIWmt$iSn-@x}L{{CYZfGgi$ z{a3$^b_7di9ivX=TbqC?R$S`$zC8^Ou)jqIxhfOr)MXs-5B=63{W8CRKmbO(-}fxC zvK}?|c$jkJw_h5E;)IPBfB}8l8?Y3>Z;U1FUyENSAG%S0AWZ#Pq8W5xkBHtppMmS~ zdj9qibGdjRkd^FsC@=z7@vzEoU-TY2oP}`XV!TIsZr^R4&A_4hX3)5LjEQ#iUTIt( z0a)>i_(SWt^`cy#<_Y+Ko{Yaaz5A*kJ`}e=$UGXl9S4&yhdKO}GB=Wut}9yl^3;%=iB5a|eiZ zq=(*xFd_K3#&=Kviqk|{!7wQBE%tz%85Ed73`#-DGKG#JnbJ{QrvM6hQvfTAz+NmV z^%J5ge}rnl4~2-}qpewU5sbPKkg`chq&QM&D0x|dJ@)6H6xf|lG|L7GMOG0KMTG*S zes!{_2uRVMuHiQ(Kn`UaD?)$PA{2@gNA2}av7Scv$yvGbzWTEWkY9NLMxM))GSqxj zPYgXpasF>vIor14D=yX&5K>^;Hi)mPaweeAF_-ED=M zMdQ}^18l7G#duc6!J3Qa{Fd;DXhGlbm;zV>8m$fEjdryGPmr%$0Pz}hW?kYBXjQrR z5rGOgg$LmolsKRA0+#S4f);Bh?Z~PM2<23f^{C&E|MopDIjpd_L37IihT>()!nXiV zcoi@U{o-N913=c{Olv~_1F!;z^ijLz*VoFEceYH{xA6iAAe}xG6HuQz>iEq;fen8WrPG-U48wZ^-EZ1b~m&x#h~)obg``bT4H zE{*Yf^tNSb-F%GkDK~jtJh8g*5YHNy%GC$+Xx~#dx>fd_ulu1xAw1Hh={;Zi3AcZV zJL+J8%!Zcm9kk!!!5EfdzM#WidbklD=>V{fv>Dzf8ISB|pR&K&dy6Sb?jkEW^n2Ye z3-VE4EF!!KUE_dlMw@ndSiQm^t~Gk zDMG*k%2>B|VPb?RK$HGx`{TcL@8Vtm{*z7$3jhtN$KWVsfCjYTU9Ka_r?dbI)M@S{ zb+Y;r;Fl$Wz7h7NV(erA(r*f?zRfYD0wA~ob$vNztqux?_9-`uFm*+NO?ew{wJN~sI)Jqea+o7!)$Um_MQt@Y0o>zaiQr13OU?gG1n9lzdlPMR|+>X&b-c|d7jONjQ@;brGs?>ND zYY)%D7rYC=GPl4g`2uCUZ(XwJ#DmP0Ig$sjQg*iz;)`e;UsJC9cm)e9YYte&>Xi9A z%LcT=?HMn_SNspK0ZMR<)&{%|F9MWN8UrVCk;`hT@z4i-2de3-ceE3anR!Q7-?xUm zqo09e`X$e3fu%gWC`+%#ym*4jvDeIQ%kyDKVEz{Po~vK=Y$f$qZZ7Ftmey!&renOS zbu{yz@-A6mE!Bgz0_g&<*7#?6(2B9l{clU)ul(q~ctrCpx#~iz@^#y;t@ z``7vIqD`+44Krlj@5pIwAa?FFdbIz=BgkAQAMQfgjl=@iSSqamoG4{w-9|?O|e$2p*a%%t9Eqqx*)P|JKt0v&v2nL-4*fqZTGt$9w z`TN~*&AGIDfHc2Pwxe=n)~Q~2BD(;V(XkgaOVCp10SQq zy%%P9hqAK<4x-CkjsupJ832lhp*4A|ReXWsUYY*4c70~a0<0)j3&qNN-9(y|C*DHA z2PXNgpMmFDumGr79Vj0y7lTR}_zcj>9t5NU2KjBTaf?pwhTNUS!(xFYCYAunOydDZ zP8NYb%3!?}&jaM!&j9$^g>KNGI*X4*aimD;c8PwBeK(bjJXibFV_lf{%iQg=YRxr# z23IRze`jD{9r3bml$_tKjxmPf$gg^*eJz(p^FObH%EFuE_pE*!%Xy!YMu1HH@>O4l zM8>_iWL;9CPaVei|4;~zv?sB`VnIs25{?2-0i1X7#2nvpZNELYs}H_$A7_Lbf0q2^T|NB18EuPT!k9_i;C<-uU@A(gO@& zJp>G^P5i#688k@2BXARvF$c^i#g@V|pPY@cQf35Q-b}~|#(pc8!bs^*t}-bDlD1HU z2;Fm=C`uR@LBH5F${{4Nieec-=^&(IXcS9%Sp?*=!iA7R2$5%6>bDca+xK4NwnO+* zmiB5VYX?dug-!WmpnGGZtrT7Dt6xqXC1Xfo)K1J+!kj6H81Fpp`b2T|oHDFT@2J-& z0)VnGtKQ<8$zRMZWe52B&pfgYShLomxa*5H zs59C!Px2en5v1I*29kfKZW&q9n$vULWNaU_ui(kocE>2$ zFM$l!JUX_|-g(2bheCLy|6}joUT(dvI*#8Lq1R%`ZVpW?RZCi{kaQ;-K}1mtN~vjS zNi`vZwk6&B!V53-LKIJUp%>x-4^wcDtZ7uPIu@wjuv$+B0I1ulMWb^z-Oau5}1d!V{9A=ndBXrqB@*Ybu9*4u;8p_CcVP-{c&C6&dA`S8w}Y zTt4rJg(bEqPaGHMFhIa(+C#6J&KWbCJa^UbMs(A=ff1ZDC4ZhHwYQuz(M5Lv>t0Nh zaDoRxgRo3NZ!&XVA_!Y#<@Y=VAK>D7fEOUaXK_&q!cGY*&J-ntpznJp^f85$qW~WH zIsqqWvwon!cwTTn3Y+hcdIA;25|dLF21d}j@rPeJu!I0gJ@ndbAQr|(LG!+LIz^-` z1G2QKcs4QIt{m5H3z7oRtz^c@r-V@g9x#G#@Y0uK%5(~w?b6_@98(Uf(J51yM=bGy81B1p%NubS|yTqdKF zvm~xx_9=%m?ZZ#K=eZrg+SAs=dX(!kC6WT^CRO|u-zcsrdCGnU+#>Jc2cA2O>w=tP zu_Xh&;&UA=jfa4EWETF)w0B++G~RD9+X1YLOxDnK0tD>y-NbAkwD*(Ci?v5bBOj4@ z9QxrW_BOhogFt(_cYTUAs=SMz<2~IY7Fdrz@sf>kJnbHpQwr}a+@CYqfUn~%gegu= zUgziC@U_KX8S@~Zq^MEibK6+6#+a?UFd$%(GG?Z#P1Q9rH_9I2+Z>zIZtgRmOi8)t z$SbHHAq#Nj8A~Jrl~V^ykILL`0=0#%#x-SgIZd%&-|V<#5n4C2ZLz#SQ01Yi zb8N)MkD{;dHre7Lv8dW2U~xGN_ylADf1`P{-uO1Brzpt*m8T?hxXof}-3ki7K+ET7 zqjeKK&2(?=0i^;q)jP(An-hNF)K1$1A@xBW-Z$RnkD}$%GyEl5z}KxyKm{I(cPO(9 z9;_vF78nWOq_COKg07=!v|k{0iKVC*eSmfsQBd{(S_CrR(U|hJ5BT6D65owJ^;uG; z=P7%hX|H#(!o=rB>&5xxt$85`qCI@l_^7+J7;jQ8x&&6n6MMh8nD-j*zSYw-b7yQ% z;cHvm6#(kBw{CoLR|xm?mJ&A|?m8?;Z~V?zS-0b503`~jgGKz(VIR8B%H5j4Gw{y%YkVo% zUAu&42by+;aOYR|cOrA-*(xS zec(r4b`p(%3D^k!m@qrv@N@3CIOj|W!RKdUAN_m7QO6EKN z^gjXGG_9mq@;x9)&^KG7WH>_(_$Uw|3IvO zs{+ZZv$1c!XYi3QI0|x|&@WkNtR-U=AU1}YQwB84sqxBB#bn?R*Z8Ly%^ZhRXLd>O4sbJa0AbRv%-vO^n?b!+rpq+q?1(&+b zr*_s#?xn{-!A&%f5E9KdFN7NWA@Dd}E{*Fma4Y5Ar4Gdl(oTKo@&%`L)*>LvJHBTD zDSwuy=A4p7`OmG`b8`jA%+<~RKq&KtKI8!kDHs0&HUVYCPIG%|)(n(DV3toj$W4ZL zHooN@;63F~-=l49!>jZUpU6@aZ34mYB}hz9hVxFJq6!<~0<+THTe~{OQ*WHXCdEH9DzW zJm=>7KD{f1dwRma= z1KaVgct`6d`fu%D{JiV{*3Pf)*WpZX|IV4Sv${qbIwF}dj}V^)?3Y(4{7<`a7TR9-G@$AAHSl7~R2 zj@r_RywvwoENC$QV;jd+Vl7di&Jh!U0&ITfHXE-c&oLf)6qbGc(n@`7^ZGbQUgMzj9pRx8?xxfg35HQ6vz!LuDJ!P}7 zQZ}GPURIv~IQ&LA_!3?t9{`B3#d3j_6@VMig+IB3;(_1)3Pq56jxz8rw-^Gl09*Q_ z@A#8Cdv09yM}69-UHXGo^-;S6qM8qVK=0-rJ!q$X0y?~-4DFTI!GQPt->r6yxw;9N z_=h^>8R<&jM@wZii}u>9*J48yV=8*o-sU-F)-&x%>22K~qgC|=lFp!N`2*9+t8eq( z*4o31Q=+52fFjaSY3L7{_z3eR%4F4FNEf3bghKTGk4{_Kl~pZt&K4C%ET;TUU{7(vYzWuIxFXOH`U9_6g>)lU zSE_mkFbR0_={M!7K*?Q!PtoZ#k5vpy0{=hwO(yo9zk221gz#OTzr);=rG$4VS`;&i zqBaA_n88zwwb%F%tm>ohT~n{Uo~x5Wr>$9{={vwqzvLOM1SpCDcD@@Qb^C2DjEBzx z;Te+x?Uzs86qA_pEZEH!b>^!1&FyoZ*KS4h-zgSJxmQ;1?A}-(q66bJgDn1=+pB%E z!k^lI^~}V>Zo_sn#~-fFrvAXaht7nKl%0#ZxXPc{I2JX2?f~v`Cgf5vhnes zu|D_BskzMc`#J@?G``w*Y@W3lO+-u9W4vr>UI9GEEE}^7HGhroO#9W#x))C|AH6Ge zOP(^!oiz&hQ69ib8@tKRGwZ{;$B$TavBt`3*wxV72?0sI%g<7%TM+TUv2E5Xz+D`g z`OqNuYws5GFmP}lgOYk31Q>g34o@3ty<1hYAd=_Un9VWA0$l=YwpdI60rB=zEK9cl z=1YO*x4Kq4>BXbh_{kcNF2y5@D=BRVaJoL8Kz85)I&B}m_0TiBLb#_ZCji#1fBp<> zcVIj#cwrNK0`dXqEU@qmhXeq3d~rPFL+kO#wJ;iJcU(u^e0uS7ume~-zq+5&ESK1? z;swcvzLSsam-I36PO+D>G=K02d_ z4G2J#IQf8A1Q+cHwBiHpQyESG2~EY3`M$sZ+~MIr{{mMX${qlV(xFVKJ;BOviW2Y( zGgJrVwrl(S)(`ao*8-C$pZc4nnDL9bQs@C?xiobxd`#H;@)gWoJt@ptD0tsEG!Mqg zsb=7gXWp0eb*BFrz){a^EmfT2OKDJ4~dg|Ms)~{kGHGV9ED4eag(b8`XylY&q7PGH; z+kVp^TD4xT>Y^DCHn%Tu)Hqd7ZiINs;t9TWYn`Vo)d$bfkhLD5ZqAM8=t|}t>xy+1 z<;$}KDfQxE<_|yUCZ1fKbK^6|-cwgDT!JA3)>vBsLA;NLaVzBZ49K$1Suu3^#Cu=9 zbEs|FDf$0rGxRoKeRvk($|>=8WZ3?-l;A6h|ei2AS_EPeF=0O-w!lW z#uCVa?^%!SGi!8Fea7Jw@MkPbf7bxj85EmA_oepF`C024r=|87`)GPCzGOmobhulh!Lb&s*3%F=(mdWD*>78Uids#ez-XI^DB0UEmV$m+3 z`$u2@SuTY;|Jc(t1+c#N7bt!NSgZVZBeyq2HRM5)Lvj^Iq0NvZ2y z%Jd9)GzXOfV50b7Di~7k6V%b1c3n zf`BVlP57I(=SFOgV_D;U{CnUd1o;H5%8?+^5l>zT=(xtZa&B0phhC z&ETiXuK(7&@m8n*m1%vV3T z+HV@$0j!;0-Dh#IRxcDwX2v`0`-O~XA5ZRgAou8R-8pb?e&1jJ#(@#TXTPzJ@1Cw_ z3@pNZ8(Rut!Y$$QUbvEUUdVU5tOV@@Z~}C3GG@U!1%&YLe}a2%Go$+9g`ZPoZhf3y$A!jGi(z1B}YCPUJoHl%%?}Ens6wX#`42 z6uc#x)E{Fu102zl_qW`DXDqYgo8vw8xddb_f;)i%0f7W)G<);0O+k_ID|BOS&0l>+ zbAh8NoaRKHC0EX|zo*Wf^@tYM;#dI_PK|*jFB(|40*emTd9glg-_duAOO=q4dvDLA ztg^I89-xfxUC2OTvaZwv%(id%^d4U0oh+L47cXK31(*UHnIF8*`{p0tz>|Pn);-?i zH$J4jfGzWjm*8nW1#joBhX>&i-V;9tc+P@J{00G$1$L(h62u;Twxk)8pr%>OmM4-Ih0M@!2RRV>4YYIGNq#LO)4a|e!pHk#Ep+lM#-x!m*pqNmG z4EajaWYCz}1qvD2kM= zfH6!vce3)NAQ}hx)+~th$N2Pr^O1YvsX^Gar8QNouf8wcQg;eH8+U7W{f5Mpv~}7x zKjsPj5OmM7=9DQOQlKet#Af*9cmLd00ZSi7t4AqXI5oaheV<)@PqDx{#uIBx^F7Z) z^gE~A?cQum^=)k~S{u>PQ4rLe2B7AC(wfNaGTz{S>$`YpwG{{j=mGBd>~_6emc5JS ze9z@sUU`5}#qb020J{UuwS$rd_yL5YWfn;Q7VFq^Koigj9Z7(9b%=?DR{^vLT?8iYE$b&AGH;4KyUh*5H63t$R96_e;e!e*4Z*t zJ1bwg%C{FPOB?mQb=s|k*0A;&$6_FwZ!!CJg>X-2Pf!2nvj;a6-u%bU0^fyfphV(# z$$SA=_yQi|xo54dc>nAYi;nT-c~7|bG2a2KonKwNl~#rW!!t4(`HDQnQk_8q8454@ z=<9n>_dQ)7083EhELHZ~Nw%j1ggFLK0&#%B7{s`EGzs2W{N#Q!23iK35X${7P87wC zaF6jQlM+@yWaU!!2stT#zzs@@XB3f6+9?t8`XroF+5ldd7bOexq6`A82uiFQxaqKh z@QhMM5oLWv;37~dBTECyh;p*JAawPd(n?9DfORWk{WT^OLSvcbl=kVrvDQar;?7>VDn~ysv$0Ze(acN@>)O0D%Na{aT70 zW&X2_SpvwkBM_ysvv8Xg(GeUwR#u>4wA}MW0H$*LoPnJzSkR(z0TcibjPpMP{;;(;=CAtcX33N%h-4;7wJ>}Z8HAa4p3g7&D&D{`pjxj-o*n1|7Fou z-B}8C!>4taRU#T~?)|nVx?q9@f&a}#V}UQ2FY7YPPy&;+sBCSu#?>ufF30#0K}G6T!-w_*ks6A-wH57a*Vc&4MC#pBh_ ztx>(*T-SQGx1tUIE29fG8rQ5KyLol#hEi=&7d|=ip(SgnTp{0#?(0|dqi<`js@idk zXDr3cbijLX*b9ym@cceH-mHw$*1n%xhVGb)#K*yTR$^+kbpl z2={bX5`OjUe}Cfe#6SGX;i1=Vy9t_mG@j=-nX7{eJc~S&l`Ni|$3*Vp(S6p`c%^mX zJ05!Rl?(T-!alp?x(>ZSmJH<7Oz>g77+z98h`-11J87PE=jRNWALYN{$ ziJ3u#@zz1_P>v{i#p2OE!Zo0S0Hcgf-w7)60+lFeKm<&z_*)bqL5?Yz%F{lI9%ZZR z?7c5h_|(tLomB&&iUouG{%2l_;ZX_+PlP6I#|*V4MHPMZJTOXolwIIvU<5ZIw2`G+ zZaaZa-qV+EI~>Q`7_x*=M^=Q!*)zWjR$SoUTstLgO;H?yg{&u*;tR=pN=zj49L;B` zGP}X=FLz~fC*D(8S4dZ9IL$@w~?Z9a5m*3o>Xwg8XtI{&p7pBY8}VJTDOh+TDSpw1KP@xYvyOY8+aRS1(b~k z3h`WRG?(@eWtu1Rz5`f$x~mC*_2fUjd?07t_@m!ug@xw<=JBm$LhA>A#%nqN4B(xu z(yiy#*M3>kt`P40>i$diuu)E1y8(Ul0$IEO#(|(jMk1F0(j7W~@b7;0;G&#I{^IlG z#fu;JJ$;J-tXnrekr1tbohYy1gS;RZ%oZ&LzRjv;H6{^(djt;U56r1P@8$kLk)$N$ z76P;)h^yOsm{`~96Y2vm)j_DIgb|dAJL9A-Q_=$Jy88LX@4m)ukTS_)i=ah`lhjF> zBsfvl5~u)E6q4fG5X5r9i|*u2@f#H``Nk6isd1TI=Tb5QWxKsg`)38we}PtGfYcE% zShH9vj@7AFJjI|Gf3GWhS>mk&N&cUKirl$8pX*D}JeM18{a*yx&_wP>Xv4{|wteVr zKfE;t7UkC57KA((PeOfTk&CT4UIP`k^1P+M_R-?jSbqUYy?>SYFc#8DZOgrM1U+-h zME5LnDDR%N7VsDS5BR{FfZyF_7~t&F9Lb9x0GM(y?9vDCp$T({9=fp*|H7hFDJ3!SNmZV?4jW-rV-v3S< zm5J}+e|RQ(@_z>nfEQy?tS~~J_mpj1^jZFBT_1|4r4P!D|LQ;9m}~6_HV4cHxO6LG zvHMbH@vGVOTpx|un)_^)a(!0@UUm%hjfWbmrSjsB^0jx(JSVFs{5^iqIvD$m{^H}a z3*yXk%t!9&=x1)56kiJ9lK1E#U2DVqm@{;x4d}#J-+JhoT_N1l-AvpFxf8O;!oPr5 ztg(Rd_AN3LAX#$Ih%a=RPc%MSyLNd^2Tbz!e|zD@kNFN@?fmK02kpKzVa1La44$^&N73HT^{Q(Ooe-3~=~p{UiiVwVuI15+q~6nDb8yq(5Vs#2JI z65=Ud1RP~kDhNdw7YhgF5aL;I$ww(t24&&>fAi~*c#KVQT3B%9f^;j-`?=0g@Qj1+ z%A^z&jMO+7Fa7fjd0t;APu}+qh0YuqZ{w^U#fb5h&WiFj?nx~$rBPA-Ul)f(k9|0V`SI$g#`YIA z1$wKk=m8B8dIWI~(DEM|2<*un2Ka#{tZTfZ7*M$qqHoDfUBD}}gr>Bucv#B8gU|<| zOT7ZPyX7me3J=5ExIuF*R0rTn+1|(Jv;{~eZ;Bq?(Ylj&wD6-?0@jKThJPy4|Ba6} zYgd;`v=;G|+?-jo&epemPYE@4(R|o|Hvv^#@=D#@6pOpt&`f8>qct4FGN(nujGox;R+IFz^-4unu(K_y6qO z@5^pkUB~f1A%f^ha&mqtnI&Wy;y80KpM=y@lA)4KqUkVdI#3}gI8$OX&Y6fF7*SDA zqOu|hf})H@vn-0}LI2L}d2x8da&hf_-`BbKea_vv_JhTBUHe*l{rs-){(e6DyS{4& zgnPR3B!-`OGhP-xbn9io-GyoJOtx<5RRP|uqfUEfSCQRF?rZ>hU?i~UTsr9F$9N~O zc762#C2M~z&fRFs7rg!83um@9`w9l*ynrNUKe>juvYi=;^_l;D>W(MY8}}`Rd%8aa zmQ%nA;+-c$g|#>KDz^|;@0O`J7h5F8?cLTr5)OGY6=#Hz0UR+b+D4S;&p7@JYIF!FfwuEeU=pK4f@Sz8U;4#o{6h);QT-E0fL`<#B1= zX2LGLv3h#t7{s0a&_CfbB}A*2hyBzMFwmkR4+n_4xy6@?9Nl_^`Cj=j5pSe zKm0A;4RlnxN_*U|o!WxTqWjdr6DNHxues1h@_@ji_vl7#r+2i~c+qq8iSiIn1#!2Y z=sk5A^E+++^tTgO{u{|j^#5*w*Uw>0l#oT}!N%;h0gY^@0SnYdK0 z{tp9UXGwI~gZe1-93=n>Tg>YftwkJ@vI`&ffa>zj}s%f9Ov?PjAsZbQzt)Gm9-~ z?G{t6a1!K|ER)#|yJ$UJ)D9@^TMu^vYfq<>I`O&?B)+pbJV)8^UOcjIc(Jo}=%|w) zvpwA>0_$yW{RATs0A>71qt}UtAt2RBZrA-3!Vz$7kpjq%K(%^T&a-hew`t$f$I*LUMv%$|(7;&Vkd$!8pl`Rw&#E-vyG zLc5dsew!C{uDv}8IIpcgB((XPJ#37J@{ifprtiQdSqPlgo;AaE)oW9EJX6dcaLpry z+&%v0XOA(kctGT_IFgLyQYt`YF#!V6cbk&Sl6gLsbWg6=O^(OP$cTBK& zW7WC|xJQ0^1D9SZFWJpwi2NAe>aHJo!q6k;8o@+w6?0BG45EmK;vpfN+(VYz24}97 z6*vRh5a{%X^2jAZ6v0Ff@VxR#?^L&~gvz3W1tUdjafO%EbLciC8h~iqG(Dw` z2#>r8(`j@WLd}*%L|A3emyun@7Umd7!(D zz44_R>ApOi{J$jA%Icc?m)^>jjO!t}tDd%+u07kePun7#(`^xD{Z6kf9k^ip$uwCq zhT0J!yC~-Y`8=>Xe8B(YKTkGuMkdT-#28)w3QxYU)z`2 zV(cEy3m^QCT^H=>erzH9z7G>p2CT$b8y`@Nw#b5j%$6xobzM`&|7BCbdntneVBmW- zV0L<8a~vP)U617>+Aw5QhU%$P{ly4><$cVC!J!GKc@j1_!#*mDd1?!x@ALXBxG)`{K7?7`U-c&sIqO6J5kUy2 z;^#$lkymR`8Eq>gZ-^2gkDO>DatR=O!{6Kv2>;i2j5GSJ?SIHI_4(wljdHVQNuQh7C=(S{2o79I;VGu?H&)$RNeI(~ceR*h$C~pnpbT@~n ztjVG`uuIQy^L`P4tG&n}Y5s2}u#kNhF}RH@-Lgnv%{sC9Y`gKe&WZ_t|Go3EKUh6pX8W4z#bMzm zc6++_1QugI!!d8449$Rbpyd=#ci5sF#ymqJg3x#$bMFYuc{eSQi2zUrc_4`KVlEFF z9TXHY0dSNL$YSVFRt0Yk9CVNGd02GqXTR}F0F*#$zep@`u_(LPdjJkN1#%cyh!}zxM;j#lZT`pDKk79l*Z-^&`~!0g(ofr0nSY?aoR^Zq}N zB<(o$wX)L@i=KCpMggD3r*&VvE^d;T$=F;>Z_?{o*9P&`obOQz}OPK+J55boYrJAt+9t391{fEHcC9%>g1(u&?- zxBDL!;>pfdvhxOc^`^i5bq7$K{P^wZDhRCY71jxOV{O;30B&Fw2muCoARx0k5h}wV z&m#s2z}E>>GdOo$SsCHQzG9%a4NyMiGjsrig2l@>l9NCbfY??-o(mE%CbDhWdC z*wOmMECFt`&vyn~Z}1pewq;vFI@0?4g_%F=e%@-&L5sNN+)Li_7a1Wa+(#(Xo_oJs1+H%@JvngKA- zr_cS)DDL-6*ct<%UAe~^SPq@&Nc#>V=q)mkKX2I!TyK^1XY04m*5g**qQ+&5vdBFB zu^Lo<{2Wtp=(I-}ypLwNA=AxG#8)xRyijRe0!y6$h-jL(-A1~rH!s9u!5|^%f^pj} zJ&45m>92njX+)RFLm%*@au40o)--LcO|vW;Z#t0fQ=c}uzxAp;edcL7kA>u39&hRY z+IlEJYxlQ)XL(F-&!=Q_smHin*8 zbPTUL&(uAL`=0Js5~hI+df|x30wR%Ebd^LGjfeM;YdVJwX07>6SJI#4dAHSf0&CY- z_b-st4quFZI5wx`$@i*_Gd#&eIiC(Hz|A+G3>M}PAUrepKKb@JJD!%Ni3 z^l$rzUpc$+`!8O{@%HRLd70Y@tm}LF!d5AQVT%-Cj~GbdN_pU4;ySMu8=_EgIvx}7lkRfUSyTAcZL1{6PTzBFJ!t0BCEFU=L&5jrsdU

ydF}wtJ=8rrc4UBjN&P5m&|jYP;Vd8TL?1X-Dz|kXtu_@yhqW3PjFwrrr8A z5@~tuMPx)MMTi+=-;n{E7+630j!z*f$)CCr8j%XNO^u#~0n;rL+1R?wtw<;G4|H#( z1I3fNbUD`IV=uh2)p*by`gvJ`kUnx$eW%x@pUG9Sz39o;e-U^OzjVtn_m>?jTL`xT zkMt=ojjd(17+9B0dBttzEoxmNOE-%PaA>`R_JU-b7WELRpWg^n+#vgydwTps1cEr5i*kWv% zEw|>UW4B7z6%%-7{C_8~*p4T^9&z)_*G{(*s|b zOGfM=51H{{kz!c|Y3k}83WibBxYRHC84Q?o3TY(G5MKp>r@R0*B$#UjjE`7SKBEeW z#gHl{79$G)e(mqPOuhgCAOl%NDXLfA4i6xI$|VmJA0?`N8E$!IMaUt)dh@RQNS6#Q z?V8Cj{TjDcB3>G!IjAv^Seg3IOT#!GIwkPfhk51Zb+WbC~YMZv)pT!hs^A) zuqbP#Jowr!d46i#*4HF}uC0J;bMyEQf9x0oOAH!hpt(cRM!a=Ez-VMg>hxe<(h=#r z#&XHy1NoP?-=Y338FmGgZ_X>XaSL>x7hwG&I%d|<-LKxG4!q!vgecUu(R;~SF}6G= zjeRGn>i4)!(s%1rK5JjQfD~nrFEJF9mWIj$KG>x`Vz71lm^G1v42AVxM3P3~7N zSz=((uLw=vcj~of#fzbr$cO97(jJFTFtiZxh%EZbX@xib=+6HD9(_e;bb_gIp!1MJ z+L?X?BIT5H-noU*5%t=Z9?pYCd&=|OT*K6NU? zw#M{gI*M$!?Jn37p%{B)#XO8#YkQ8&Z+NpG4z4};G|)Vz=@ZD_0F&4-`fJsS3O-#xK@ z;?-x*cssoQuRdoRAuo8kj-CQ0*#p)E9oC@|bUMADRy z7cTJ(W($Rv*br^sc{Y~J#a~TZ?cDy%b zkufeEG9X3(Q0$dC4{%XAz(A)P0ztqVu*9HoUEat!z(~6Qgn|q!zkr{B24kNBqqy=4 z(+;2VP*UCqa%~6h021+KY}2uw&~<>55v4w$i;)EwC|CIb4Q+88Q#7@LIwH+m;&yYWze@mZRi#;Ecr^va7=tK7@D)9d3JIn@#P7xD5d zU*wBE%ml1{o)iy(4pJuXw%S^p6=UzZ-<4k< z{nlQ;t$Ev!tu<|HOD+4LbUS%S{ zI*rg;9k;LA;!HRB&Mh8sb;pzHPriV(=!kkUWp31||N7>8fxhVJmPh??*!JKu0;}a=0pGa^T>BE`|@!25`fIoxz;fmrkm&jYp$(^Be0Zj-$J+( zSi8R3)3@2Ho`KnizK1_OgVP(HpY#g53$_by(nDfn{o4Qh44dNQ$8%3t6~z4w9|1xF zo`A;558@RjKm%w)$^c{(07INn51gbh=92|SFAEAI1HL!Ykx-0y#wto~ zBG8<)ghW!0e7-Y!I^rG304e}hb!eaOj3A1NLIcQnA=qZYhyq&OkAb&08W_aV16AU( z0CjC4k=nvjuv|caTdGf>PdoDbpdek(m9=2<`i_X8TmdN8v@3AvKjS7}akC=jd>Z4n zU>4-mwdPD4fNu90KlA2oCU9+>k2&crfag;g0juV`I`bINZ{)=qfniJnVi6Pi?b;I2 zqMu7!Tk;I4t!oBr_pA{$=GWXAUk^J*w!YIp#}Zh8d>$N<^2s^UBA{Df=cPA5`hIK> zTe3y=yLToc*X}cxO9U1fk6@T(WgOr0wjNlIYeBZ9i~eWcktPTLeIt(r5ck`-k`bT! z$4Jq}`V=w1kf9gMnKk5Ez=}MO0drSgYY|DJyyCXFuYlT!aym=f~U8cY1VDaV<@b}CmGd>aSJ0RTCwMdSx|G+nYkvAz4KB9`9Md#8@bQ#j0XDZU4 zjtyXr-nPfSsIopze*AX=YfleqDu!v~Q+7Sw;d##<=x{K)gk8WcW8=8aMiNHm{r~>K zvuFS7y(d4Od%7Y5>*j0T$0#1R1)TgKUUdQ{fKdjw@y;lBZT7aIEL;ynxOWcdEl-LD zi19zrl0jdrB!-H7j1a%&0sJVZf|^Uk!1A3!k{CmIVz^F86*LrZV>BU%5EB#`g{JQDmX z?Rxph1KFcD=mmYGE69g-0#gWc`i#DDFM?Qke7kmbMrZbM@r+yl)4Dd%8C1sjoeA#?xIwq|+gfym;rNLVAk5_3-WA z^cS5(pV4{#Yi-cOWd5AzSo%hu9VhGr)}9`4M~ko#>|xz!yL+xny&Ps=vCDY6(=+r5 z`-?aGoB!_9XFvCi58o!TcEWp4dl2_~<<@-FZjY2gpsKBG2T6=h63oknQb8`v1P5>f z7%;*a>5Owq2G|2&+JfWvNIo&pGe#&KprU~3{`aX32&p`17(cuN3g8Vi@>pQtBd~xp z;E!U{-p9WDyuj}EMaw7d48Z5Dp-<%lt?uXg4paeoh=NEaz|a`E4(w@1prVr&1H%Eu z0Jw7Utn#1x02Ba{5_Z45Kshf9-)&>kCgl`3KB6}O6d2AWKOh%Slt$1duY2^b!0{u1 zlV_H{h_$vgR(55QdF|?2seDUbQRJic<^>q2CQCCB)yXBZkvq4kK2?^w$%*mwITGc{ zLr5J*VExdu#;>2N^9qY-lOjA?pUAzAbHYbzk{2CR>+FLDE|fb4uSwpdNDy zAtLS=vUlk}#;#|`c`ALe$`BwYd_E&R>h_tqz_<@h^fN)ROD!uM6 zpFexzAMb>1puc!z@h$}_9j=3nFQ%UtjdUBbtCy$jfCbXIPz0T%O`p=0*0!~J@?*af zSbKWVlJ%aqIV=EUX7j*<>?O8PAs!IpbPHnKOCNSWyvcFlU9aBW>GIFN?8P85i_LfP z%r~_INe-|MknzKlr`lHOXQ-IXHMyj@M zBXddxiEd0Ty6vri+QvU(AdtNToX>rOOMZ-B-Ym9DAsgQEW6#~Kfn_`z)3y`d-xEr= zzweksG{`x*xvJA$m0h6lPTTa^x>Ns1jA*ZQAsyWAXzeMFj(aVm zC`Djf{}C9>N4(PajlmpjzUPCy$$M*S2ZVdNmg$XO z`K*(_iaUz5V%s6Kc$RwR@}6KL(0gn(&-pylM^EY2;rt9pmvqpJ)r06k_EDCAX~Cd@K)+L*ep9}#0iC|L#i`T2Mo%^Q^;43! zu>p$x-wAS*Gq0aKljL)q0jR%ue5}cfI*p%uDx)nx=3>bULc7lMFhmAbZb?7K?R0Bk zaVA>zsrfxme%F4N%w<8=$(HX3fTKMcp8OVj_tvUQc9n7b3n-#!@Iv5aih#Mb;P+^9JRLdqdk=X% z5>qR3vnx=%`HvhqBBe)0nbOx>%jt*6#AMcea?|N~2pwa#l(*KGa?}%nWnH(et+}Ol zBAAiV2zk$VzOwvpEvv8fV9nA4^d*^S49%f(5LMPNHr zqDgzTRa*p5<~^0p^Fg2h>dG=sh%q{}fZ*w>wl}*+=eb@gpVW5CJUF|q{cSDpS~0Nb z;=FW|&*myHs^0N^x3#4fS-=rc}-_1haOlvRG>C$-`0CRW7)X2)pRv~ZAzvp zqdG^s#5+e)rgoV7r@m%xA)M*vo=*6UfAjOa-No|beO0VK`Ui={-m=Zmb?*wghd#;9 z&(`dBOdVc9_p)8)m`?(0rdLl|#roctqfKJ{XV0^}*;dPUzLN-G}GFaWfqh#Qm%92kBjS(~O||><9J#V88L|STmXfzkv~+F%-ZUbe3_UjJzW{ zH4W(TTmZOv?ldS$iQ;K19Dr9ab-;k}4iL)YxxSvOr#AAcQWg>m*wRM7z#b3)Br=v5 zSeW=nU%AT*ho^uqfPkMm08q)-L*P(5w6BvC8C?>Y)jptQbZ7TJP@_!G%PVQ8u`pI` z#pz4Cwz=oJu~L`(%?kz2%gGp-FYCo~h@QZ*aw-1HNT21&9_nd3-PVf)=-VPykvYvr zDUxk3@vL18Sn?8(j656vHV#*gr$i2vha@Er#{bS6_XTmk^Z0wsi}7x|V`N9$wF*2= zCh}f9Dz%mLsAG=%nk`+Im@h`$QGF%Xml1M(vCkv3_*bntU;V{|8v939<&)BJNDXov zv0=?sSBZW>3eiigqYi0U5;C1;N{;EY#*X~aiB1J{dZ2a{T%BA3cjOcS#GAqCgmfE{ zN_oaOk4v(Ew6bN#wj9Kja(JCa9x?3b6J;n@dyK0!6se~i1R7FJ-gNqMi(MZU=xk%& zx{JiucPWyQhZ(@Cj#2i;c!^h)Rdt%r?QQp$%d0l|XhEN@1zXP$Hs)((rU%W1dG7?> z%RI2sN0rf-kB6rqUVQ{nu6GGJyJs)GV*V+SmpA`zyNAo1I`%h$^aCV zZ_Jg=fT3jkDuaOzGy+ZqCk`Lhp00MK$iBto2fKq+$R4B=Kmm$}2vhFEITHCg_B)Hnf*!2;hRri)xVC5L= z>MT!Qd20YLSsTf#B_VKCqRMldo=D0whn+5`y~g^f+wb0EU^xZMTzcNzo4eeZ0nYkm zF19>4^zAAq2#(|2$#`3Fg|_M&Q(wTFm$AM*f#y%?hUR>){_RxKRZlbZ$kPd)#dq>c zmOByEnifBbJi4E(M>;5jzR3gB+Vu>1Gd6hx&}HUY>=wGh+IOuuQ^t@EwdOmSj_#m; zB;_|2WRRzo(^0K2b!rRw@s*IyL|8Gn06@mqt>3=yO)4*vOPj0{#D?wBzA~y?+vqv^ zM<0}_zdRr43hkzzoO9T?VIFNrc5`XGjQjof+v}g3fN-W8oos)8=3m|;WCL$3v9ahVdW`O3 zThR@Li{LHVhX~iQJFLUV-SNYNd}lw-lfatk%t);4i|o^ETkq4+mh@hR@8}!9>?hj_ z*>Fg8Y3h-gu18=!`AzR*u(#D_x&`0-#E@RQ7jQ`V0B!)r+Lkfo3+2;RCdvpnYx`NJ z?YTZGu2ES5Lx4m9nhW^O2m%6-K!_|r!RdrzGw>7uW&kxK^NhK#r`+ z@3$>ArwEliI`l`I$@yrE^}CFJvIg`4&ynni=xe<9CS$es^>Gh*VQeD9N^PYZ35ctb zHA}CKLlQu)JwPFVZQSmB{XP$@w|v#x3p$I0%wvPhD7!u`PbchUyhbQh#$|KZd@p6B zzay|3_fdANv+;gyC9CS*A}X!T2!XZKmdUkv26>+(0}t>-2{4Gai+fw_h<6^Cnc*lV9@I2?%Gp z@yS*l-dM=1$N%aVZH4yErH7DMJg}@+dJ$3E`?7Vov>!*is&~o^;ywwina(#YPd+}0 z6WCxp-4WyxyUqtNb{_jm%)S>t|JJh~$C>6Sgs;{Fa0C$Y9-=HpfEp0>E05H6le~U_ zo&ZT;G?1$7K%#5F4zL7-bYdamfDsS$$rC67B!MNyO&(tW3WcSNVw3=HJQHji1eSPV zQDT5$TXz6ML>GnUS#<-V{#HiY8jD>8YylepOyC-z0TQ)W(w^d@ov>H!?(NsUAK zBXz51+|H?=#v-q`Jh|GIJ9;`9FKIj-&^WJ?k=rCz;O&&xgzNjhuo#~}=l&RWV>^>e z<5V93MF5@wyx+ij^9Rf?0>r!m^Lc9I9YV&{q3*mZj!NoljE+j=?IxZ=c$Kn};k9Io z9Rlb|-h1?jwUOsh*Za-0h#rXy$!lP_oiO)y@^2lEA7#{mXaeRc-5)0Wu{~(;` z9@n|TBc+Tnql`XK7oBzMlP~emLI&k&n0FCyX#LZVZS$oglhf9xd%jMtZQ*o3{T5-L zM-e$6*DHNWuU@uhBfV>nd)DOh(t-x%lW8p1!#K2Om?$ z*^m2758{FKruPAa%h(WWfHdHJWFqiqKWSTI6JdpHhzJ;gB>@AORp$hCKcT zzx*Z2444EAvGYhQry2sPw&=)D8LH3o>Tw;Q&_84bBC7u7RRMqkX!@j`>Q527j#x8B z%IUhk$y-3e6t()aClaRd)K~p$tr$~4)8D6nT-&XBDHx-k9oJav(ev_doiJyPGc>Em zv&L-n_}U7x3{dO8e(IlkuS&FD8W^5ei1Lw`=Gpb9Ui<967+7Eay>yjv%80K2h=WmY ztpznFFCz)lnppElYQC(2Jw%SRvINZITHPWHs@M3IZ%qy&nb)>2YInc&FL|q;$PW-@jRx;7@g*C@{vbC#Dq5SGO|{UA&)0I##~2CsRIc} zUm?u$?B3kwS~UbN90`Ol3)EwRuO8(z__}eeD}d2FF(4+yfGB% ztj61%lTmA@u~44zvWC)QbewCa)^~caYsCRf=9H5T7*G0J%B^`b$LbvQl6j1bRc>Tv zM7(+G_r*~wGQ_*z%WHh%Qg1cWm^H0kM2J%91S zXW!vK3M6}5qLK0BnhuDNw_eG zilsTHh~z_P7BHC6PEk=#t6<&#l#+IlC5Db?7(&P;|7#Nk=DzX)L|?d-d;1SRdSM$5 zMQ0lgVEEXdy;xv)MwTr;KpT+A$O1qpO5;IEj)W+%2*l~Lao2|8Xt}0uKoccf+!X+; zzC|2Wt~@|!UJ&w1K#uyyF&TrN%X`WLLYuZ?&$&(pw&bUB%;P9;o{g{=38uBc@#e%_ znWw9IFzNs17DcjUKIjv1*Tf(~VtmIFKe@-ia%yVZN|hNwrM*albX7V)p3A(?u4;^% zL-OX?9kKj2$GTWiSJ55G&{~QJ+S4}kwd)kZkr?Rt;>Rrs3E&3-WM0bK{8+=SMaB=3 z2C?Zm`YIBP{F~#9B=PawNBmf$5m?1-i}Wc*n*ZsQ2%pFrUj})GxgOz8hLA|=C98-W zddHYX2+>VQcOcL;W$+^9?Z7zG2iFla#sh(+Z2C@{5bMg--?k1a-&zwVBBDB(jwD2K z>7#xZL(9Bc^Ty0NwFV=e=~HA`@56LQ@e+IYs>5?_`J}I{%TYEwpZ*=!k-ntY`aeQ- zTtB^2^Jp67srB6N(pzoRvFa&L2DGxrI*SLmtVbW+(`U)GK3u5V`^wxH5A$|EuH*E; zn(5(7&wus@FTVTJAGo;nJ0C~1^Un1CwdUynggYJ48c3gSg*>p%&wgAdfi=?^cw?=` zdQAt=Bi@m0WA9*j=nwxF7uma%%?JO%c;bCN@@sd6X7E8!+`fCK)K8Djb5Hv{u)g$d zjJ73UKKntuK?zW&5K$Rbc$aAi~$z_k|E_++bA(g%{CeU5IYYHBC&uppbt3VA<)T$ zl%-!OkQE81jlg1K2)O8jw)wy9W!et>6tj!s)i2M>8+lX!=EkkOk!b1-Bo&}poy|=# zfPl{C)8G0K=o?9g%39{%B3j3}4e;sD76~z?NXz=ORYu8pZjx+Xa^_u`04Fj4;qv5{ zeb2raSYP*J#@kpLdoRuaDY9fFp5-~x3sgPkbMFaC?(ZSV_m&@N6ZvyQVsu>hUmk`n=M{L~eLBcG9)pFGdmey5T;!s*(0K?l zboyHT$bD!>T1U(NdhL}L_4y8b1A!g|aWkf#lwo+e*Qs`qOTicsEQFYux7?G5x zRWYa1L+Nbt8+k-FtyLbb$h9ppl}ve;crFhkI+7f%8MDphIL~9gKBTPa7vq~J@kpL8 z+o(NTYaqEXw&wb>^`3o0_XN~OlDpGk^BC?h6Y_LV|NQs_gfl&K=?DJx-h26Tc$>kybo=RRQ43)u-B{6pv5Tc6WoViH(0oon2yWy%is9t|&LkFs^( zLN+^`3BSRJY%eD_-}=3mE*|;yyTZvJun<{nv9llNsjv2VVCAy!r4}&A11pdLfVy|n z;=imJ!AB&9?op&3L->I}V1OVZ#n<%~`3R;*&~DE3!I;Q9f_0z^iL@jX5zi?X>17On zR>l;NMLkO2*2@biTTssJ;C8S)*l%_7WTf_RzWk+3T&E709%{i{Pa&f zsDYI(isY!DdrvuSj>mD|GiK)Ws$P-F#-2pptmVtRv`&$6dF!~h)o!vqlIN@W$9Zq; z^Y$r_JCZ`X$9}h6S)Fu*aixn8Pwusi3~AxMYZ4h!uIJRFent|xGDe7QZKS^#PV&0H zB+1Af&nS6~OwmeuJlQI6wYHKozsAEjn6EzKbYMgQ;U^%R>0wP`Ve!PW<(clvI~H+H z4_E_qi*;vB(Ip+oV;#44I~{s@VNC*SrkTP=|I5DYUC!2F7qLZPF?xlr@m}Y}{>UGH z#K%3`n>jJqje}^PrxQ+nbt!>WP-Mol7ZU?<3B)sC11?7gM9!%FVzI2m%x-GIiSWre0sT0kA+Wg+_@z`b5@*m{r`AOaYHw-M+|fh~Fcc0~Kq%cAWsr$`l` z=_(#V#RVGImho64SGI_)`el3{SawI5G~d0{fOP=FT7v$iKEnJ|T?! zjWE+5^U!)pwh@8yT0j0amdel<<7~X?DEiG8p_dEnjP>j}Rk)rESR&*)kW)JgxC%ecJ1HB#M($x=Y?jHP`5I z>q5V@McX=D!Zm$19>z#J)H?~RnI8J|&VPIE;)#FwXx!M*V;lB8vAOkjBW7$WnWwDKU8fro0UhQ4+(6Hv|v|INbitPhjDl zl*8-EmO`KpC_^Igl3;iNtJ{R8IkzPmww|;n0b#xofVkn<6!i zD!;P!ke{Vu&lM#5WSqh=z_xYeIl5)^@F8Ckl8bJk+cKKk?rV(cnRHZSjCDKqi%y_7 zmZ!1OQwTEc68nlbg6FkK-o{rOtXCw6(+Pj#KYtjB#WS`br3fx<@~b?+u#W}wmTT6E z@u4T_Cm?doJ2^d|o&IiK=`Q13+tL%rIrTJ-%k>=D6M5Je6j)xFoQpwNK|*WAd;zI4G};uT6C@xr2?e(2wS z#38RJvqyg8?gdXQF=zbps^T4?UElD*SK9jHYrf}eH^tdLZ1w6FFD_u35@w|7lQtSx zebGN-sttLG`PIkesep}z@iJD3JD@hNFd#{}#sye2UWh&U0a(BCs4Jk@iD&>+1f+Y$ zk>RLc1^hNw=HH8>?JZ+mD`j`WU7ilcDgc+)ParblX(ZAj0~oMvMFoJ>>G=#=?b7yM zaCx^GA1}Hkxs+#)^5~zvLEQCCdHPV_$fbE0!SvDTCVzEqOYBkQMRZ&zk(=h_h(y-* zwreEY(hJt`sqM3y#K-uN$GYW(^`XzbouTGldZR$>tsydLe&~=>o`MX%l|JnDDx`Dh zy(8tTpyx-;BOQDcscha3m3{N>%P`$VFC#Op{ikldYXZWV9{TkD|9Yow&ynihqu$|k zVyEWzj-_wtKkJNs>wp8#p8YtUJAu{v^1#F%zS-mso8acylHR2SPd}nOVO!{f`dJ8p z2&~cb9#%Q|@k+csxDHn1oIr0Nt&|M|!hi6c4}rEczxLxVyXLS7-dKXX%YRgC?mqk- zm2wa`vP^dAO~oqa0B0}>tb@PC0I$~qtbq8~hU2|8j^7%IoahTaLV$9m$S4^L0ntK; z^+#UU{GUe3{Y+RDaj3z+lk3pU~i z*`zFOq9Fb4XnKDmoUri7DRHklnUVsd*zAv{=x+bkC&W&|-itBg8P9f76y=8)LqH+3 zB5Ht4?a>cPjNzppK%RcIwNW1|P;CObkuQ;4jgusw=YX05{K}tKM%(%Hk&=@Sm~_t; zBYC~}>!;K<-aNn}b9sWOJ1;RHt=KHuMS-3I#KpVm^iax&T#ywnpGeFC%PWJN6a#N8 z%YEZU-mDjS3xKSTfyZ7Fu6f41xTpQ6yb1RjSYr06BZAEM^ujd90B3~37sC)DLr0g{ z{9QLiS|8Oe@_*ej$i8)YRGT7+u3HXSwmz@=5ycufnaA3{^~skmKK!}wqjQjJ+DMnS zRq`rzc+Qrdqqf}xrGlg${ciRiIHD}?gQE;eDWee2z!tn$R>23#}*rbJrlUxPI=gF+qLRB8enE4 zA5jiFauQhg(>#UpxO5Y7rgaWqTsxRLM+3GWY?CcnyivcMQtiE3s2F;H4eL3{$;_|& zlV9~A|Lo^^dSLwzdw2G-OLo<9{0|TmaR7<*NxC~N9dA@H+M3hnAfgw+AtVY$jIG9K z;?xerC}^}}cPF8{1-%G(AsXi(4j`yFAW?*fH~vMh=fmL(<@Tw1-r`grUfyS4Y@VU2 z_ONR0RqOYwwbwqitJjym7m&Po!QJSxolnQZl`)7EDBN3NDB1}S@zFVm62DtUqxcO> z7ir_VNDE|Cxk4Bt|2fXkX%Beg=mVF?3+FIYNE@V?bJ|W-0UkL@NHM^}G3R3D5nD(q zh8c_hFdFMKp9XpmSfac*TMQ0%FOnt^8YB*fJ;I-809u#Yn4{Qy7Uw-ls^)lBl+fuVtf4AngBB z;r!ZDuWMq^b0%wZ1X1+DxaiBN2W8}L4ots|wf>%TAR`2e1k+z+)BUf0|Gr%a-|~L< z4~TDP$DCw(H0G{r97h#;aZ}$o(!V3$keKgB)Pc<112(c{rwSqgQMVm6cK$yElc>y7 zBw(_npXqs#tQ}jvF?(pAe(zIP0G<3-A{*GR$Zm5A;A_cXkqZ&8=8*cI{n#68n{luK z1L3*3NdbF|+&?FCeY@_)2mU`Qs*CLAR(qxt@##LXS2F@@mRnPv z{@hDf-}CPuzPj@}uU*-g;^~)PXFJ$1w${r)zLe)TKdan3n zX)|5PTtYa@%_-$gebg72<~B@NU2Qt!|B}0V&I$^Er`Q+KSn^`orO*zAHuZAOyeE^u z`o9M2TfX(@Je(pomdm9A@FT!DwusC)eyQD&b=|b&^1%NVNOKP(Eh2XO?#=zU3!(F? z!#RaUmInmL@;jgnh_w@61Pam#SZhmry5oApS4o{2u81Oxx_gg+D2X{)12!Be#8u1c z9j-hN-8Wxfn-AP(&8v2>fXu!{7aMKH~~FrvD{$)|Yl(%#b7c zj4@{{k^~v&`UsT>A!FyfC9igZ(>HB*pU7b=+>=w6yw$%InKA+_#GoxdU5I* zgG5GX*G~4&JWp@f26JR2u(ZGYE|LL><&B}G&bEW*d?9L)Qu;vm=_hg>F_Lp=9O^dL zT)P$lSKdR#_jAuD(X8y^sC(MXZY$lJb{S*K*9b!P=O_Y;EJlYkqAtC;?j|bkIbCJ1 z$@-jA-gvj>X3jUes&4(Er*jG6EVr!yhtf4z?qjnF_Q~_vr)RaLwCy}-KJd}lF?MLC z0GR~VEVJy+l^RaqZ{^37@}yjR@FbrIu`aRukN(#Wdsa`GP6BHY(eTWVc{l}*0sT{8 z_keY%k1dQIn7N7JnUAYa$dEC)_1eV8cn4yDwSe51*tTPxH##eT4d({HXP9~$z68|e zaw>A6%>#g@B^Uv0EEnV`DgFlvg|AymXh|Y)(Q-w(W9n~!$8S*(45d=!52DKNWj-l= zaUER@5CTF=nH5Dbf*!y|f7Nr{q}V`faxS6s)=qR}RGV95Lj*vjJXL$=34(^R8i+ik zASF1xY>0>)Z+G2`dtdXxT@KdWultC5LubjM1I7K~YYylS>XcNku3X*%%4feb(>n zN_MP>AN5CQTB>K6vs@2=-!p&tV5!aD{VE$JVpM;DLoW;3Lb|*Xx$O^1!|h;#rgPdeupoU=jQGxvcFb(Xtfhspg2d)r~1j! zxka|rPK25E$0a@L(T4!!8Ypx9R#e^yD!cB~abwY!y?JO(k*oEYtPzEg0Z3Ew+wEZ8 zd-lim&;39QBun~)+(`c;6*5~2(_2%q|B)x3Osf__5 zA-i9ZLF7PB*7VoXVas{V^}q@F1)iFt=`eC5B5ov55Z}#DcF!CwmmfK@eROn;MvHh! z=D?m%ce@a>OMXj4ibV2B2mOb@VzYojeW#yfOb5uwE<8)3EV&hp)y5l30xLpZedca} z5WrNjU*sA=rH*uxeeHj?hYZZsk=TjYDxX=`xBKB9V%A(C=W%W}p7iFrQGn#sZnnx6 znMUS)E_JUmlBI}8dMV1*atAN`CLo;UR+c-TedS7W_dCD)AoAg_K8}1xYFS<=eS-*i zdEwYKOAXnVY%u%6rZ4>pMUYnW;yr&=OarF>yd@C zeRP85o0JIB!~VM4-?waS>+Q9BKK64jz()>=su`nz(wRW9_KNOkH@)$V8KY)N4$$Cy zbpQ{J+gg=F0Y|`V}TsmC9Q2=+Ank0qBkOi0B@D0c=b9f0*ver$Ijec=yk}eeT|idmXH$O`_lFS)eyy zy_H++(KdWg_U{n*ICcf3{|DHiH+M4&qyb{x{5OBhE#Hw4 z6bWu_Bc8I`bi#S&XFB6N*C9O|BQJI!;+oBIoq35UqyNs)UwtUV9oS-X)WQBBc0?|) z5u&j~Eg<#Z`47K*^~`U+A;JM5r1zFVnycP28ne0U8H}{ow()S_9AEAb%gHl-$H_>) z*e+vjmoRg{`E0RBN8>V&jhTEngN|p@^uxH+tuA9quI<3rGo`WTRJwQCi{vZXYwJ1O z95O!lqTdlowWqCKz-;MpJ3FTPXCt<9jBBqPgX(F1`D9mGg6()<{9Rx4?gU`>N{TMDo_<~9P_IQMHy#!BYC zWXm}lj0uOr=Q1BuZM5V~J3fIP5e*SKh${6uuFfK$fG`G&gM)YiEP+PnmE_zx&IgpV z)7x*+5~6o3Q}M5yRf5fMIt zMD?}XUvCtbWKhvs0GzSuJ9(*>?8+IojC#+jW@fn$*fBL0Fcmy)Hmiu*VAK|e- zQs_DkXh8QAfd=rCPydmpYj-7 zI+v~?t3*$U_yqFgyAmnpz5;`ObH3!{W5*PA(@pluT&K&z^v*CHeJ=el!)4QJ!aRkepu zrhCS@mIKRpiws8g$-y@P;Vieh$cH7`;m#kvYI6#<&F;`_ir*sOkypqqHYDFMTUl;O zwuw#mJG*0kXG>Z_#AZ9^!5p3uSd+k-Jn{lNOB3)`3sTL4e@BaKx z&)qODoxpnj%ihary?DXhrV@x#daDlPF$|F%fkvbbun-UdbbvAr1%tw{IF}PoPexD? zhyu!-(~`poguot>$MKftv>P8V>X>WP57=;OL?h@k1IGyh{s1~jk^L6YAbGMp3~&F$ z>*`aN_0oWcr8*)aiXzZwV?|EsFVN$A1Q|Igh%1hkb2(J5QwM-2wisEuD zxw+2wrQ;S^X54-QimuN{8^69*#xPvR*T5DzjS({~E$YD#C_M)--6t}-PIOQ8MU?8p z8u3#U9T48QA0;U=&_0qFm+;VkT!oH4&UVcEb5Vol&KTL_zIP3KQ=N)AkZz7d71DSu zalPm(-_64@6u$a$ybxhFoNx`2-EX!>`y#Uts}hh}a)VS7v8BHv4%nG?>2dC<{1A~e z>=$ z!x#C+etK>qy(S=>Wjy{K^Tvj>%z;s~2b@EgpXW9^e;qiZY zwOr4^0Sb$V0-lgakxU9u$6#4zqYj1)d1Tp{{{YNDGrvV(Aj|YcqGSdQfn}>_*GlRR zOagF#A_J*k0H8Jj5)PF&gzD{>zWELelZm?YlVjCVA>b{LM@IU9h-ukRxwYC|OkK%` zJpGp(jMcTqXZ+gGmh*t6@^6usHn$?K0IYGhL8afW-@61?yYywxvbO6ISai&I$wN}) zy%AWhML>{U0Jl)%iP8h!gq4}l;(V*e0W zzOy&N`{xMq zF~^Nydg>y zkQ9L>Kb&WH=@{5BHh`@x0!!f^t!+|M#JYO;T^BF&Nnp)#A-fZ@3C;O@h-^a7yKZ)LacxLzrHBB`;_OU5?FV?{v({pn9vj|U_g;ZHucC7;5f1zx${_H z<%n`rvU~vJx`5by1p>BmS0Qf3H}nk0u6#I_@d1PgsU@JQ?PRGfK!dXbs7ClKms8P4 zEIWcJ0tz^Et{n)GWylKkJ@pqaU3p6wf#sSAu($s9Yrvj9I9DC&qQ??5$g^n3NmxB$!g=bpRQ>FS_=J9jNT-X54!YjQhh7t)J! zL>F0%-c*po*~+o$@J!xAY-2K0jM==|ndq%PT;`{ro#G~&yACLvgqNDwm6S8IOl_fdtjM_^9@+J?FUFGyD3e7o4AalzY$|**+-dL)$z8iDP zGuhPUhPKsXOfAJDvviics>6BYvh)x1t@~6YZMLk>(MGh(srE(^DLMCC7&p#1`F6J) zXl+0;wyB;muNwVuj67W1cq2R;m-F;RF}{0W@xBQNXSta2p8xpCt8e`Kk0IaLFt!VM z`6vo(r&W&VuMT0WQa*e-MZ;^jRFtXXbPIgeG@jr>YBBAZZN z;g%-z%UVJRhgr(}#P5Id3dw%=pMD96#aFv{d0!fVC8q<&xJU|)@x=@A7L=B=0WRIs zfZ-M(cYcXEeYSL^^CHLs6#WK#N;0hN0A7(zfC3=tQ#1i5hu#4Xz)Lx%S_+2P0XF;= zZKJpzkP`&}AY$TOhlNLYiEaQ4ky*f?{3XDnXb9w*Wr>_9K+LB;06ajT-|7OOv_%g7 zOO_0(hzR{J$C!R1&AgfCur=nEVY)67v0XM?Po5d~mTCgO5l#%aLcT~h=aB2x5;Aoy z35r0Q@%8^WzX7-r6l%A~s@mHu)tyd^gjxTSE#O`L8@YlwzxUpQ_g)v7dC?pIgB5l-**r8MEFh|&)<`}@nR_Qm} zCJ&!TD>h5+E8h`W?3`#TeFFYOEIjdU`5)UUdgj2I1lBCKs%+=f&37C9>UJ(2cddr`yaczLS@e|v1vcrefAaDbyYyY3 zpQ(^$68BkdO=$-zfPr()xerM92E9Bhfg29K^8f{o3FiYK;mo@>zyQGJ@B;&YO(CI0 zGjL)!C`yq^kukuSwmCHcQpW&D$Gy#K*D>c=$^j7i1UvyR!0{a)eZ#e!DQ^i8St1=I z9z|dQp3ZfhqAoJgXJAl2N&u`)eFoqHa{hOXHi53lIoB69?~{RbZA&hFFRBYbBoCkJ zR39+b&SC&uxw+f}vJJ=qtLiLLAVA;eR{p0FSqJ(eFSZB@^%#qOkI{q58j;b1N?%Vd z4+FHxDW}x~iyZHM$#?HvLa2Z49etud#YtbsbgQLwbEw-^lqUjkV=* zI|#GQs9esAdALS~b>GuRI+jk3k*7$bwIuH4zB?HyTpKxFPk!ok+s(5hh!nOXvKEo$ z({et?5w~m<65e;@x_QCwSrVNLl-irE`;>)x{;nt*VYODi_c@uJX@LQxMu zBRj_5rCGMyoad{sJr^(MNnp)#K@nK_B4NwTCI9f87k;p& zMDC*A5$Q#QKK19H;6t%L7ccjVA+Vl%*NdF9<z-XkM!2}@hg7jYC>(%W&4MbQq8MO{k(W7!PD0+cwOQ&OGI z2aGs5&IjJ~4M@`#o#V^^r-&pw3<7FEgX6%oIz=u3EP$c*7&NTB>+SUQ#2>th*a9jU zG;agFMb}naKm)0qDxc~QIl&QYS3COSJYa~<({FWX%YP-QCll8>*JqJcMV%xg#2#4y zssMe2h3^28`&o`L=SDuYl!lBD9pgVQ`+3Is&$e6ql5&HYwy%%>mSogm2`}M^=p%>|M#Al>}aXUx5Yqn=^vhrk>Oj@qE zRrfhr>wi%r=OdZ6!MXdbowfe#wLf%xj1XIfd7rH_J+4pVc&e+h13YX`q+>)%ku~Z< z{5a2j%?_G-+35(V^6ZIjVo!`A!j&!bKSJ9$%)OT5u?OVr7+XfB)vLdKH^23Xy00vHZ3anw>J2*<^1VwLvDL7L7xGzaq!< zO&@z9;CFLY8zN5I(bc@u|2C>9x1Xio>UX`m6mvJKqchHD*O5tmY}sK;KrefAR931lBCGyf5+_=Hs{VQQ$F~<#-9nr-DC`>Qc(EQ*&dw3n8!oNDm+2 zdI;8E6P} zx9lST!ngodz#72J8DT^KNylBU9mlmJ0)mqRG}19`mXic<5JBJ*Xz*E{HV#v5AzpoA z;(Ce3cPy&691DVQg@gZAE?gu1|;(h7-taew3)5{Pe;1 z64vX7@5!tsHRKV1RIg8M15SWixv=O7Irv=;AM?|H+C4?kA_mENBwv-ld&I+5bVL7h zJk=MGdEKRi#(qlA$rtzqaJ@+p$pI+u&4DF}GCd&6qT8}nz;EOl`6IB-=fK)eV3`jq z9Wa*j~b7TKJ8`7qWs)|oz?vsKs4b69)bvwoMO%BT5XZmQ+( zh2=~#SC;yq?IM}dPlNQO&ZU2;)Cj!w(bz~;DL zbYA}?K`u9zE$P_|OL34^A{o3<Y=l0WU;1U9 z7(cyrugqutHx}|0ol0-Wlx;=^A<BOrYpwSbFXCfk$J{MzQ%IztA1bt z!dWi0SgIp0mL-K=81lu;6LtjI+snTq&iOCwO3w;q?F9{cbMf+>1lIqucek&WC08BC z{{e#tz7T|-%(OB-1T~H(8HS#Yph(Dr;t&QCaYo6cnV3W~84Zd=V-n3|rbQG%h~OLX z0nvAg&!Uo%NWh@^f3E$Z{ld09`<}b|?lyh<)QjSrv(Mi3u&Qe9_50PTRWr?WID|&K zfpW}X>sWBKud}x?2!=ea~>n zxDP~VH*f$XwFPlWf{cOJ5k!C&qXmgmTm!~SF>aJq;B;Wj|HWhRjQd;*6uQ4{d~N%~ zyaN>g9m9zMg``prBg*qmsNm}Uy?^;jK%-!z0I6+01^bq7fY8dJGR*%opcO~=c+U6a4Um(u`sZa+9`z5odX`bRMw$ST&E3XrZCcwp zql`5VMq@(#YD3`jh^z2wp7Qh3@d@19Ql&o;QX2`Z_ZPq$i4iHQKl8vUUQ*=kvANLq zV<|Zsr(2H;R@b55R)U)vAl^~v)PfUgg?Ci1-OB7wQ2UKi3~>7R(YhgJs;zgw#$=Eip z<;m;N9L)6{0mR5cpwL~2D=UX@{H;6NoB#1+^o)8Nw+MH67(4VG-9`8D?#h#)Qw*0| zwcT&~Al-+&Hon}CDD9-mvJ36jlwL!HRaee}-+gfpFVdj3n# zpZ&Yb)@ULIO;Ijfj9w1k9*e9-9h$6^ClMwWQ$Ryb6q4^ zS~_kS9s3(mH+nuX_B?BDHP(85NiqgF*T~C)(XWsmn*xR_qb*X$=lt<}%QHikym+jT z`R151H@@y&wXK+L5mox{er_j@sM|^iRgcS(T+&q}Q82cy}u{or1KY zliZtE!nb_p_L(y2A%>PZX$wLK`DHudGhe*rfBMbbK+GF!62iy)ruTf;UhP19>!%2J zpppJYU?IKg$7O7=+9D5nTRS4;^_Bm%Pv0d+&$~~%#)XUsAi7hX()r`T6Yft}kkuiw zbtJpai=S40oeJ6fTzh9VR@y?CO{31^cBZyi%G*1N@oX$iKseJ(cefKFu>eWBhpwbE z%^h>r+%cEw4&Pm;PkfHv$L{$b`)D4AKMAavP9%j}j^c^%B9a_oMc-Hi_nocPqM=1X z_SBp15Ln{$A+VnL;@pb-um^ExxShP0NMv&aI>cW_#cmcW$wE$J8 zgr&3tV#!0je3J2bgwoh2$|{e`y6?M+Nv+>o6CB7nkQRGpgqW^J;-+RXqWBeWMu4^e@n8rQ&aoCEPISU<~jG6_W)NQ zsySjz(kn=A#5Q?$eMz!Nbdvg*|F*@_Cv*g(ih*TZD#N^ITp9BnK!Nz`a0%C)PWbXy z?gU@|^lhXUV2F5+08}43iLPMC(a*)lbB*p(SJ&Owc172;wL>9{-DK2p)#gZtH*~sT z`quTf=V`Ngjf*morutbPp6$21$<~}ScgR{I6Lmf|542@%@kHJoPSTc6WgZ>V^=C53 zGep_ysEoE=BKYK6jJ+Fgc=rT^GtG1-z4!GG@?NJ?IshngcsynHBKCpz_sPq25?C`m z1SveZI``Qb^hF-lY>p8>jUh;QhqITwi`h1u87zcb7-a8oR`6*t@Z0|4SI!>)^Ittf zw14ZLed^@d6EH7~}9Yw`!u+P+d!j`Dy#;0XZqj6|XNO}PO&Jgfvw zb|Qu3`Nuwg`^?D{*Z$yhj$K7!i6H|dQg#@7^-wq71?t6nL0O$#sJUnMYn$1JI`L?mrcAykh6Q$i!Qiq9*BZH>x3BEBW@ycf({t2Zx3{D zjtZFWG@PYzX8iYm#94&u(pdA`yrVaM@=HI(1-}0}lwmaRnoH^1L+>zpjTh>A-M15^ zbcOnDA->m0V1!<=$u67d7r|WVuDu9reZp&wjx~nq7J6CCzP$k9JauiRtD3SG5$?i0 zu%*~dg^J*1$}5%K;-u(85=7`nR=L+T&$7+-uA{Q{*oBc@v6pVS>I7D?PAwdq{5*Jw z!qc=Re~)~;J7JDvB-cfDI*I8iF0z2_YzI08j&jX=*#aU$iyhz~FYjwHMv+=D0$bMi zy<`;r*?TUty(WRRDF)Uz{HT@cuf+swrSpCeG!NJI!Tpmy*FJzSZ>fSMGc8A+h5q`f%WKf5qabp2yQD^ zdWFn76kv_C-mv4N#{n;GQ z_Zb8SiA<#O=uPC_+N{pzmz0<4xV17;=kZ^@Yg84u*!(uu3pT1f$TEb#x#hcSWJ3>n z&e-Mlj^O5bh4j1r8@JU%qF?DJI>WtfIY#EvMe?RQBD5H5jK0X^4w#^8>krrHF8a## zwxF6`1oR^G*S5*3YjQtokB|XUPrpd(hGFwQVsU-E z8B+)`^IbbSeB|lxdU1L*%rw&?J^44kAaJtN2?0zeKqI!;VDut=MkltAM~~5abV@M_ z0nZjXny=oCy=&7~9Uhdf@q5kVIUP9x;r-QDy(jie^z+HjtE*42jVD=e4~N5+@Ghn^ zEar=6%m$=qT!Y={67PT5j$OfN;nCZ#A-6iE9xk*%$o`uB`Y;h#PrUPG263@4yi5$- zjLEOH##sK+(85=p;gSGYMwD0qmDiy%?u7sbn5~TFCALcfs^tgVd(i-f-~YoO-xdSw z>)+EhA7d!l6`L%hHqxT{kA`d@JFuE;>&Ij_g5b7pjrWvC2HizZ4lM@HF%qqqN5^7T z)vl2c(zZ1sZ%cfF)6;m)b?bU+?%u2>5y^L$#Cu~#!8+_#zKL&t0!U?>02DV zWTEcfa}1!$bcEgPpZtfULK3Mf z-RmB@$TmXrjz<^$#|_>yU1PujdOS$!A-c!ATR!qrUv<}RbBzZC-NM7rdW@E`1Ab0o51M%M&r!&bc($urwamqJWid)#&b)Edp)8c_ej%8=4 zL+{G^skx`ju}@LU2b01UAB zUYX;zBT7e}bMb|3)RGZ*zPQSampycWd$kVj9)+3S<@0_#)O@*2y! zmocY)KrxvxEO&E_1%Bxo-fVz8UGvnFAKhwTAx%aChHL_&#lVU<+S3zLKR1TAB;)Tg zt6k)$jr+#uTK9aqtnAVuc?BIK&YJfZ@-i!+wlc<(AtNw4g;Re;j?|`3+(TfcPxI80 zzk3ivfK-HFoFV(Nlh;gvcAq(J9!0vzzc^UP9>C9UtB>lXY-D{zj1uVMTj?B>9QTt8-0(+}qK1cXyx&2+_+_ddHJd#uC1*cv{) zpS{y1xQ;Gihq1BP8te(!@79-p;_RjWc<;%}^AuuW1p=>9Qs%&cvYq|`obrwUPzv;nr~&Bw4}^6>je8`|2OO2%@$u@X z-hKmM03PEB3B$7hxCG|3&nh9~%IYAJ3{Yh}F{~&)#uSj|It8d*2rnKPfSo!Adi_T^ z2KoRV-wTMWJhIX*_eXXWS4E!M;Xn0sukXN9+XNYV0kgoEe8{07iM&$COkW+E3+_2Y z8Yo8^x7Lum^2z?#{%rMNXs)^h7XX@E$*b|>K61MGjn8Z|u%7rCE4V;C8Rw0t{fyz- zTfqH22&|E)&1im*PWy|!ZeLAPZ4qn={f)dtAT%%I!R?=qhot)SCyFu^nlYo>n&5 zNeC~5dnCS&_^&JAd(-9}%KUd!a>#ZNr(HZVze2;a{lKq1$K4@N3Cf|cd zhye)qi{Shzo`gz=`|;{wOb7Zn%=l&-g}8F|O2Aj0WzcPOCs}0iQ@L_t~OT zycu3vc~Q6r=u&TlO>HYUyLPB20uRtrpXGgILT>7>XxEz^^wd+@}PbRERNt-e|sjG*4N#?>g|~RXuH~29s=_5Pu?|9+ZLsNZ@hUM zAiVj_?eMOdAyh_``wU;i@*2{X6 z8bkWxm^`|6EV#8kZ+qL)BT9c(=f=bc696 zab?ctt*i|B18VAG>?1?kQpdB&`~~P7GT}GAby*&j~lOqgv$iy92`9!&Z9ZAAa`i>A(N@*<1el6Fl5Kck*(*(gfC% zH-1hBXV3+L1G9|yj7NjzDiB!eyjKuAljTA34r7q-MbMSsXdo~wHg6>ad?=L&ujCg1 z8Mk>EXBjF80rjZw00*bi07eBZ2hIRjW21Bs{1V_q_qckYrkHAVU8NJCSxvmi?#>~CW&)QplOY*kVQUCX<2Rf-v zS$pUo?Y#^Uey_lx{%O2uSM|8C-X@2LN#itfB|?)9>fP0E^PuNS1vW1Z3!RFnKt35i zbc!+Mf6w|fU(8j6k57F~4wXUIA-&B*zdb{j`D8rF8)4q6px^Fw52A}MkO$I)p5nDY zciEQn?CURx;fKr;*8y>Ejv};xK)Q-flsBDd6_T#%pb3dSl?r&SO!evHQ}@V|KBL1t z+oFJaX>){lC#@>C(@Eu{ALy*M|0#!VYvF>-JX`;GC#bJFktJFA^dEWqZ0vOEkCZNJ zzK^luB=^a`6Iol7laI0Hy5HsF`v1|9>P8mw(*7H7c=rT^GtG2(?Vg}}rU;q}-*$IfqF29uzzyg3|KvvoY%&CuZ)YbET=j!Tu z!Jx^Q!u6bMWanPQ3qub9<~J}#i7&S~`3(#P(CUw5MeY|lWmK7wjBDdUpC5A(9?8`_ zILW5(ZT&Qk1ZCf3U_Jevx5%Gd^l#oDh=8^b27DtK_dFF;dE~IgBk34fwAaFbHn(MM zkA$??BS@z{*k+*kT;IZZ$m4cNP&5Y4I|3bPh4?w-%~RXWqx#jnULE6zCmxWULMq>g zoTOQS zi>GNPaVk6FQ5(}A2zbw_cjG6yM8ZqOvEog!>|1TfW4HSwi|NEevChnW#G5&r9$I>n zMrJnOj%_V%5hLAu-a<|DUR%$Nlaub%Z^o~806l;6@efQuIMYlQNW2_==%0SpVj=HQ zI?T3ar?wWKhTh~c&-OxaEf+|}c{v{7kiAKtj0+^5b^l(AypzD1X{HAxg;T; s+ z_Ur++1N$UBU~x}OJ|vbC=y|pO^uIrMC#=jo@$$+NSU11vS%&NgA~Hl7c=!9L&Xe!7 z2Q2|KCOy*180dtzWx(w2^I41|;2@XG0^b%OIpF7B-~pilY!qv$t#?2IAjtE;^C>Dy z37Bg;hcOFm_1p96>K$cuz+a5&wryq*Y=z883APagM9R9r)Wyr zh>+T1V2PP!3?T>#qTPy&ejUAi$aYU1L}tebs;z|CUOHA=^~ZyBlyxUU9+SuDA+}{( zqw(6+hwc(s z$R=|kuS9d%r@2c1kX3q@zM<#jg*bAODqVH$_dZW|(ItYv%MY2azS`tjM@iFTy-5v&Ed$1dP z&qgWC3=GIF7#F(OSRIICLD0co;`OnsL?;I_I9x9;#!4p)B8A$L=iUGo(8Rz2K!HK`QdE@N|B5>U zytxk;>&SM5lzZd_bXpNq1_SHb7hVxa6mi8POZmVdrRH7=kB1LKi*co{1&DVqGKLJ) zFXKzw+G5lZ@(3yAC*MxnQNQFx2}d9z-P{j!$}hl&-0C-gMHcQ~y4aEnS+rfNxL8XP zVI)tqxBj@$HZl2W*V5Zgz9TuKj@sxy;Pv~SyY1SYW9i?w#lUhundxtGR?k2zz&Qq@ zUh_zz=eBN#(@$-W+DbyzHzQ#tuVXLH?lT9E1x(lOW83}4cy?Pn!#taekHrg%R8y}* z<7OnY#+CHyHn!3A@=x}XI_3FP{44XFt~f+sxpzDP&wMubkV2k~j7b)KM|wo|BE5O) z&^L@EUQx!PIVV3l#+JUNF6uNy_eW}r+gD61bqDO^?|&^>`(jVbyoIqDNSsFMsM z0m)A)s4|_UJ?hNE)p#Nw`RG4&G9MVA?pLqn9BM2FYMbNAET-7OaabQWe$oqho-I$7 z)pq5mXIq{+B;@UnJwE~Af3tUgzqVav8OQ$w5-|o6a*m}f_yd7RKs+TqL@$jRBx0I^ zgr=krA_YP~w26w^g4$l_okk-XLxRx@@#h6xKma3XH1Yr0o=!fq7Sq)I{vw z2?cH*7h9Jx_Qq}fXW#czz?$hMr)dN}c!CPgAS8o$$j|@p z9Q$(%;Y>HmO|v7$J5D{3WAxNOZkB{0640u5c_9yo2;-!{!WkbDV&QtKdPFo&1@%Bc zZ@L$^fpPWl3ojyw$erJ< z780)1LmibNFXbSM+D>3nPDD!nuG4O$4pG&IZ7)KCTOp{9`XnzapLuZT55k1+TWQeG z2vsNU1>~iIMEg|lzS|NU@|Zj1Mql}(IO6(@#?j-cSTp*=HP<$<9((7<^)+MHr{|h` zux+5#$umKY_dJErbKv>1_cnvQP7dVJQeg5uk}-bWJdAll?_PoB&7XB*5^34?up>?+ z8kaJD^4Mv-j+oax>N-LZ@rj|7$l3MgczxOY>bvGg!V1r-am6q!CHTS`+wORa!Y0BL z!ChP6ARI&Tj75UH6~^Xv0&8Aa8GXtyuR9SD&Q!nUeD9!*PBuIg|8DFnby^cz^%rq| z{0)94CXT}I+Lj=A&I8V~tL%+b{;OlA!21L{*rl$p*eR%!5Y9Byafxju=8O{x1$OtY zw#aBZkA*~A3}IRGu?0976o$9>*tYQIG0Ylq8OF@T_$gq`bb}JE2nVtS*okm}UEV4A zd2zSkw6qzB<`(=2Sey=s>EiPd(b-F%{qJA0t&pvA_I>@z*+Tf*C-MTx*!}+w%y#w< z?Zmeewt9Y0^^Uv~5R4td5J`N z|MW{pWFnY4@~}W8^8o5JuwvWjBYAh+v;5RodtE0VeS_d4vw5<~hu47beTSH8OYvLU zW)taC2V^gBmv={1tA}T#F6E!WHwMy{ZzAD%V&STAP+lY9?7r&QGc{ItxM<(qN1r-& z3t?L=^>Kt%-^+6>*Y_Ll$klmMJjr{|=P@2w`ZS?-&1FaR8_1f09RM$2RVS;veceuv?m+=m7|LP=!GtKle(l3Ae zGVbWDKmDROe(Wp4l?4E{nz;@q-~l@ep5z_b-1c5dgzx<|#zW5EiTH2?6f$zj_m~5H|#dfd#~@4%+sk40D5vyHoV!>Hkj8B5om$d58g4 zAc{D;W_j{egf~L(Qy%U~e2LUYraCTPeammH|CgQ}9hu(=je&du$5wKW_8c=t*2IU} z9ic_St$JJvcn^Q*I05U2-lrct$5vxI)iMl2a9gQy%~mW7b&BvxTU!AS33=+2a5f4o z>RP{d%~C+x@*2?|d2C&0oT=ZTXIWXJN13!%rf0V1;iNu2_pP`Eb~+o>iwGx(yJE zujJ+Wf;cCX5r_1twkEEr13}LB^6Rh;bJrYGhvvS#&B2~mW29it%W=`C?|s77#;QEp zqTKdNI4xZYSg(6>62h5gdU=T#mW4v66Y}OPrXNh>`QG~i4w%>eCUSQ$i@&pPI$anp z_a4u7f&=jN>|^Xs0c)mnN#=bx5Ehi;Tb*{Ay@LC(gV;TAhz&-_diuK`m|KwN7Q&fs z7&t^)M}o{?*oKa%aGcZR$re|Lf%L&x6;5^{qG6;v1@K|F{^1^?^_ zc|^zWenZMi$QFX=eu4ddL?aC9mSl(xD*g+hjnSnH_0gVACG<(O zLHYo!>($#mRs>vIe{`^d?;~dQd*Z?J+WM>1)w!L-DF@esJ^s(GAzl0>^ zMSc?}k2bLGzTwh1)t?A$q7_o?MKo+<|~n8{N6YXcid-wjzWC-HNF`?grH)w8H?t4<#bA>Iqw>{ z(Y^B39^;r-Liu*^L31h(C}NZqMES!V0ZHMMI1b7n3>gPR_*;Meg>bPGdz7bs31x5+ zmUaT6`X=IOOV0zQxrSHQvX2uw56wCKd&omieJl>-UA0Vk%QdfI^N1~n?lJDQWAosF zK zOQ(t=fwdcsb=oVuf-?nkuYQd=b57sbTD@#LY!36)3C8#=URk&hMwoZ<(q9$@MlVR^ z_Z(brUUyC9jM$^T`cz#idkv@HT0(T9oA1WC3Y$Df#;)-T-;D_Z`Xq!i&9p;ccc*`e ziDj`+ygnGlUSUtcG1vs7!Y$v!9Jrh}W~Z+vIxpU-=Ihz>jVWNwbc13tvq`pMox%oq zaVVxM{)St!H8~_$kYk6iGuSrx+~ol{fA`xL@A%ix;(=_1v+w(p6|jE#U60S z1XVVuk;=v(FajcNx$}1` z;ss1Ec2md0BOkWybg#sds@OY-5>X1_XBZU|$9GhCWK>{x@v+340cv7nF|3eZu=efNJ`%Xnd^qkFWaElH(l5sbabH^r)*qgMXMbIxU)>T%r0Z-2M-G~!>jKwyyFH_; zifY4FkkvLG^SnCk@6Z-Pb7mZ?wb}Szin|#^y(3-Q_XH$3VeT6n1eMwhrxLP^)q>i~ z+ZgsgZ1B5yFfgwEg)@ozaKiuc6Hlu+d_*g_X1gFlC^))!S%M}DNSYu;5P~i4Q&!so zVWhe1cl8Q4VSJvd#t(c~K9McV_kH&!IvEet`SatUuly>WiPJNXifyc-hR zik0R5(OXv=jf)l*4zAkvp6Pylp0Qhetffa*C%`8D$yfi~edE)U5Y9By4v9_mi{Jd{ z1+iURtcSk*d+-z{ns??k{BEwpuJPRqr(xMBU=?!@ZcIWr@oJ_s_tuhHC~T1{yUY6> zUlW1>=CDmTD~OB5i~Xtp_@MmGzE4k5zX`XR$Z~reGP7L0Z>t!CqgaoAAd3ZimlD~m+B3eiM|}!FY8Ak} z+N+KJRv$r)wL7BRJj{!X5F_tMSn(g~SA;JyDsKp65b0E|XVA9Ao)5yOjuFJ3sd8NF z?<;%bMGVV--1eibRy;f(s~m}bcYpN5#~N6@pbF@mP+H$ruljLIwAvO#w#A^WzVZy# zgrYU^syR`6x60^{gtcu`2}I*>YXVioV7$KH`&{=HTW?=|UfUWgTS44MF{=Alg~Vbk zjr~dpGQUSp#sZQT|EhVh6gk}Idu@P4glqzjIqo`h4hG~!rB1|}w#Fc5>Xj#<&jfXO zYCqg8s4brBBn%6k1D+)MXJAd!iOgVcUchX^8%*-O zdbzF`UHU-Z=@+Y(>Zy*6C2cA0S6lhuiR%jDt{uh^OerWnEYmMAp}EnsfDy*Ayy2O; zDoY()qrde>2Zs1fU(3G}Ztv&i*zbhi0!Aw@?<`|gzLIw6v$mlcpO62*dnO^AX{H^w z6F&LxPl<)a#QFFt7F&SL!VX}AuzLz8HGS`Ct|BF0B2kGB5ZkZ$lEj5*0pi2zUotdB4FB$ zL}t8=agEd^f?koS9pZ@6xSAg+r++NG@suhT#DBXW41W9fULG@i71{j|aLRG(cn zxV`6d%oajog|RwfUS)6LRsFh!mHMM=#`3qG;o391Uwsk^`&<*~)ay{65B0ecxu_pk zJ%huS+AAe=j9WqT)@iG(v62Uy-^^QcCn2;smp2o!L!Ajr5iP&L4dXG7B4dLbJRp%vz{@?aIwx0p<@F>gEgBX93;f7DTLODtbjsBx_ct#+XXX04t>|!D z`Ila6ulj{a2xppU$Mnqi-p>omiK;LOK034lu9@>}5O@lc&Ern>HTU6)`58vf-5pcF znrWu&!`}bB-`NjrfDWly>^!^Vf$T6248$w;l#`)hlY=Lo_|DU3->)YpU_JIzzs3M> z6_ruB_7Z3%{hSiAGwZbNg+rK# zJt{o{i3k-xC9kVi{Q;)@wMSWzVXD7+Ah*i^_VS8c^M25e@|30Qzw-It<(^3*@W zE}%|KO>7)jD#|;rpF?A=a!UGjH7_X-3i;}@+kf(h+OyZO^m}Y|KJ~5A&83@~jP(cI zkB#kOLap_&c@p+C-VfD59&HVDjsFQhZRaii7d(-->)=bG3an5U^Bv|b7dsN>6SCEZ zz(dHA7Yu_9j4tzB8E^?kIYmd1WY?N+euqcyhtu#GKEOWsMA%{jXm>FM)vZ{CutK}r zrW;`_7<^j@)oF?G?vXkr7WTHS(0!wA5mqG>tN$U9IMFLH?byYi%1)qc{4scytt{h2 zKTkq9(@YOG@xbEc&`GGUFfn@>+F)y|&}b*0eZNk;n(2nbUCu@r!%Z~TUDG0G&I8Ll zU<><*{R3Bcty>IadvPF0z{2kwisN@DJ#$_V6U(P9&+}Q#QwV3eL4qCeA~A&+!_er| zIY81@KdD#-u8|^xh#gQ#fQqmb+e$*P2vLM1B#RK_8sZRQ1cU$@A;$_olEZt6*Mjc= z7*f@-=!_)w^tU`CgWN~mBeo5KXH`&Mj4a*_#4I3Z`wed*$^Xb5(M#PBM%xe(Lgn%# z;ORhYQ&wJCkz9eG^GFkR`t)2R89h7j6$bE5wjz5L)HNO(^UkZI~9evRA!#F!- zx9L6IocGv1-d5LB^RDecg^dF$HdCHPaAI^{Pl&0!`s0w;YF;z0R>@g?IL4_o&tamu z-d1Zk<0PGre(y;nu=rc*s+@!$^$3Gtf!`CxM!`tG_zjM2Z6_YR;l`v)Z6%s*c`3uH zs|cT-W##Rbyl>2RedGP1Zy$g4dnX~BX{HB|KJj1gCI(}j8t3``2j57Dce>%AV$y;z)xHm zTW=`wQpC+s_qOM7cL!{OD06owVA+o2fB7iicZ4iJ$S@;t5xaOw=mV)bss}Z5q`9xy6cBSN6FSVdAkwD+7hI{{HDGBS1z$hn?0kEnEFjVjLFfXPF)jD z)GzS#l2Hes=UMM!VBNX%Y~mgQu74xrL`N^T+Mj5)XKGvNo+n44l0J%rXIJizS zK8(9l+tN*7&FlEO$yOJx=GV=Kadp*`9ajyDaQmSb|LEd#|MMQ=vU%9Nhctz_??ci}Y` zCD_lwL!#{dw43vaaF&5y%=L&HIhj!=lgAxDZ%=GDLo$SMNLR}o8<(pxVJGBrVw()3 zViO~GT7Qw?MDna9)c&bbALA=LbwYhe_2eH54HZ!1w(U-Us$x`?$v(b9vow}8)&k`!?)r{KV+8>W$yR2{whX^UGa-Ih5OSO zYz(6YQ~I|9X9jUPLC2tNFAOOGz*aJ&0j%O~9HCC}=`N*x2C@81M^T~2V@C)*N4euB zU+zU)7$0|vHIRMMc$dNdgQQR026MpUQ^H~DWn78ve+vk@1oZ+qhnU~779b2 z5^3g{c2{dC;anYg8Qd$YNbzh_|1TbUIX*it^qytRWK@ewueWO(rtn>6TF}Lkddg@1 zP&gi=-t1tyUt$0Mqy!}g&l`gum-?B^ZtgMh{m*^Om^FJiK*xVTMH=;yCND@|7R#~BKA(wcb%U-~NBHb(p~$qjJ)ax^qQ5E^8L zS>bbkP{JM?<6X|6T9gCKJrxOiDyw>P(4cMk{q_&q52aZREk+H4*aLEG8#2yCw8k$) zZbP#zfcOAlT@1G7ZZS`U4mC9|B&q%bb_75M{_E*%SS!i^k8Z~KeuNabr@#-_a%;*v zP;4Ha4*S}Vw_o{mP1BC!%X3-*W^RG);Iuv{z%ddna zAE@e|hA{qc#1S+dpSwVw8z=Nt9>&J%7;O~U5~0JzXdk%7swMjTyvK4+dggyZ{iHTm zG1xtzb0PO@1PAt9B(O1CtIqCI9EB4+9&+ORtB=QqH@%4`)rVs%S*~!O1r&#^ePI#C z;NJLbf<`gY8J7oof1le=hI&x9`wrYNO9p@mxzUInHkqt_ZCg12GDl)xvbMDGoBhR~ z>}(8L8pT6KekyVxhE@tOInIX6xgtim0-x;3YRfKBKcx^SVo4{r?YJ^mY`=d)&A++> zj<_$deVBC#yohJh?|Lv?fhq`KQIE=FK|bXm+9@p}Z9kNaayE)YK!TA8d>_{$h0=P7 zC%lt|UYRZ;xvSyTojSH*FD7ua{}hI{a<=I^k$s#S7`uWKI!<8?yYTl)PT7a)TD=Ud zJ)9LE_~pG5TdubEamB3bvg$u-D{ndx8mtgz;mF=4m*pnHiL4S8V2MVNF(L>!|p`rgs z%f`$w=P!Tii^|@9>j*6?m<#h z6*4Tv89&PafO1kXia_I4Nl@6+jOfyBvi@V0+> z1YHz^8H0Wvug6=Ht<@n)9H;kzHmY`7)f-!-xxYBlk4-4;L5j@&jX=bA_ApO@z4~~6 zc)G&2ZB+tR!LLEQ9No)zJ1WeemKnX_@<21lYV<6Q!9<{-aTv{`b%yYIM=LewX673O zFXnoyzcg0Sdy^tGn5nSDQ=dQ!{G<)Tx&5x`cFFCz-JECzYPs#sUtUkz?P*tEe9hom zPCE~b8Wb1d`eU0cQ8PXbN^qFH%_l|4GHoT(>B~Y&E*jQL?Zd>K3m%E+i zwB5gqU2LrvhQ=}i*G4sH|2Q)8qSPbcsGqc$*^OP-B6 z{4VI}5s8>>=G3Qcl@b(3y?WVL{%eW)*)wP_D~JY2%U$}bqOebr9{4byEz4W)hm1Q| zG!7p3>nQ&^y2(6U9Dpu~c!mkr2!`MEo|%uCnB8p*nceS65<*38g}O}8DC7WJ)Gm}A za=Z5=W=Mk7r^{&?E($7!wQq=Ua@&UgaJUq) z>zQc8`~11EGTe&}_i_Y9&^TGCXWLu!XTOy8qJmC}fR|1%_>RY9H*-_AeSFsq^-k~g zG`+0KZerg9wPWOQc88hFj!m$G0lNKxD(`ngaI?Wr>M~nM^-^sLuqYG$4Qbo@aFdiz zFY)G#>-I?UO@6bQ4AaY-rP#MU}N_@eAwb-kL zsA#rl8ZcH{x#a4|t$Lzr&iSMq6Z57=*-8QGOC;Ywo~Jv`SO1(*WMOMn5fmkBvMRF6 z+^fzyMKN3yr2Z~H!u3ZE5Bu`nbQe&B+WFMm$B*9#uk#d6l1|2&Q%=z@=0)B~eEZje z`%_)r+Q9YGzE#O$!&_TLbpYC>){cJg{w44|9 z-LiwYmpzMs)_3xlnEd?)0%G2$7}J~N2d|&;LC_f!|HjIpxE4lV{?y+7 zBR$Oj{l0^EPri5T#r?Drb+-}hi;mu5$7kCgE$(hBCDE8%P7dma4o?dV0fRLn$LaoS z=_-#G`a z>l&41U0ww^)%D@==bad3=P1F)_l@Q?-vsXdy+y+5JFNacN^9-*oFI}u0{AOTT7Kgr zbd48ocZ!rFHK^DkM=dd@I@S)OI2a*J9bGrU)9ZIQ6t3nr?FFxVHOen#Jw9XD{Ewsf z%;s=sW;=0R@bDYV(YgHu4MaDZ7jXoNm_PPnpiwx2tGXWMjwK*tysJLvhvFK~iLyyz zqG7(;#*`6Eg>=A+7qv11zLE)xK_P%OlvhU=G*)PnwPLdr6=9#5=n^O)L!_u4(wmCZ z#FAUYr?C{Q1x1M)!P)ZD7iX zS%*n=q6riI#NL_v{wz;&-Yr?F5}A)5h_P>2Czv&9>FOMN?m5mC0Sx9^Fk7zQbQj-g z_R1NnD8^Ie}cLEH(|*6;sS;)%Yx+%eRx zN0MjwqrI)hsmNbPOt0j*lY25sY6>??*XxKHfhy@+?@m6{ech`^7J=;AyetJ~pB7!% zr)>zP)}jC-dKP~{rqGi2-SV~uFtWSw7pcVyEAfGd&w>wj_rMBp1d0Nb*bMw}aGd=M zgLQxRr`J&Phzb25m$9W*`ENfHU6!jUXn0oA}lJBpArh7h*6gqK4M+(F4TENV{EKk2rUY_ zQA9d6WuKb3zi!fZ{*p?#4hCo4U0>wjsj>+6$*Q!_XKH)auwBYSrinY#$DRf(y$h8s zW4~{S6D&x&53&5?<6_dE%e;3Ve33(j?Oo>@b5+YpCS8flD@$VBfIF#gJnKj*_08oFy3a`~5$0o*~br zull04_oTskZQXQei7hxptyyd6$?efVWK?tlXV3ihNcm8Jccs;K>?w>>R@s7LLTkkU z=DSFUV}J6Q;U|7gv4K$|cn9c5`m9cEu`?-f%ce{|49qC^&RRk=S#tc0ZviLY z6$s%x?}#ivt2UneXf(KrC!d3}aQknyk%(;9n_dB;tQjqyc%n%{0uNm+>iBz>qE6u7Hsb(dejAt=5?oJIX1KFCG!jEi?^Esu~+a& z{`j1ozDJWx#xFm?ZqXorJ2IqckkC9yy3? zmRZcp>48L`rf&ZKju(Eu796k!>k+k_5D5t@;Q+?-5q0@mt(;A=k?xAmv-;z*-VmJz z(?&)0udB!jx9^fWt38V`a*jggN8))ZhV3pLA0TCBl@{wZ$QrTVoV7$lC zjn!UU;!GH|!{Q^7)GUJu`)-5e&cXJwxOk;x2qcfgECvoPQoAElJG*-60HNIQCD~W&m@q3;N zC91OpnJR$%(Z~qH#(~(4QWek$V#nn4ou}a2VT_?^>ibpwiEdEnwC#eJOZxWDNTD|< z%jp*Lfg>W%o>wKqtVC$Ht=th40g2Ke8w0GI>SH*m&dg@Y*ZQ3Z#zPpfDQ9Q1Ej_$o zC$jZN!mSXhTYPcXM61|41IMGJLyNpT?++Wvg{Aznn6Y~-usmj^$L(cw{JQU9u|F4CE~Z@&!e_qKVpgbv+cCZv~x~L zs%>CiPYU|EOT?s|#TWL1UaGu&9~l=(iK#iW+TX3+1XrPgjbvP7?=R_hvEaW<_xm%x zF1J~CsebR&$q~PHdHY_n;USUJCHMaz)!Awz^5UeLUaDn37iw$Em_mU9sp}Iq_}%DC zrEC1YIiFJT3H9!=$s&HgZ+7=Na!^evZC>v$2Dj#hNo07+27iQm^!i#bANCy6ue!2= zCtj#U@Ytn<2I~G}R%e&_4AUgCpw@Rh?%(^D$t>HV5wDoDG01=$5^(|&Bs3{0@c27H zo)nt7^+9A@oPV+Kt| zV`Sr7_8M{Rm%rI3I2Doy6)P;2TS}%!0tPgZ0TC*9*;xtv%({joN%xt;;g=5LRuRHz zNyU())dq5Y9BP7MVE<|ME=*B@IMz!8wWA^bQAOt9uBK2wPykmk)=e3l{0ht{=ljr~ zTtTo=b+o5-@~~GPtkg5$WrU^sE@GLRukyJkYt>H(I=rL4*lvV-o2KkzHfV!n9W2eL znMz_mwH0*CI?U5LA0$|P3mDDeXC3AVO|&hkwUrv0HqcP8SM9thgFZy5eNNt&9BFT? z^iH^H2q21HB5E4t-{jL;k(ilv%3*rN|6}XeluGVgPhA9y(>Jk~9fTjjRZEMZu+xDl zY+i7;rp5MP=%&WN;~E(DrFBR0XP^nxwz&47X@iI)$~UZGLFIf3RFKY26dz;kRHoA`3QuIK7e{8V7gw={IKU zTi3qYVE;pqt{pTr`bTy+wghXXFJvoCg*==XRgw> zjS|P)5%_;N*vCA998*!W=#hi+#bl>e2K90)pQwoKM+iaz-|QF7N+Kc9tOQ-i9BLr| zP`LX79($j{Vg(f@4x7fY0BE6xnjA}RWMO9_hNcC51sNjRYeOi}arv3Y0S8HBV*CS> z6IFG~DcBTYaJ+Bn+^~7=Hxshgi$B?enP3Q@{<7z&}C#rIVmNF0<|N zB8+uUqTVdcnb?o{#Xla96_zM_@o2kuD;Gx^|D5|Rm>-9G%HPqW`2~KHD3`1`3f_To z>R_WYv(`VjpU1rIUU+HGHnHR`UeLJsiRdX4WRO@=$LzIe_TvK7WrX7icRrK~>hjKI zOH+{1YHU1@H0>B>t1f63j2675_z(oFic)Eqsiuz8A=y6WIoE@RB#@eqB zD%biSw`W)vsCc|Pl>kYjhcDwoQ`bOl|%RXplS@MRz!E4%erkFpm*y zxeT@Ka{lisf)Se)?kiY*Jv3lWH(9_=I0EBrc)bAr=5S_?_=c$ur%E~bh8gduo?VBp zkLv#;H-m&m7MN(sM385LqRl4hR-@+-?<5+HC$4_dmS4A%S zXJj=g<6^38Cg-!iijM28mZB5L5@mB1Urqs!s3{Y$%f2pk_dfs#EGPAZF*vlNe>1#K zAie_gNCf*4PQEP!5H>FmE{-% zW0gt(Nt5FQqcI14G9KqWK4%x?hrmlxfrFc%V+Gg(EMRO=&ghoFx7AGC*ZI_l*cK!4 zwBI#-PQakeR`G=7>r(Cj+`UbGQDU*xF!&lYq#8ntV;xwSFTt6NvuYMR=|A_v0O)1# zd5s}B!Y|9UetR9apiLlr@ou?c5&*d zi<5butE(T6+5gkcZ0=g!WZfii&LBFtAiq@F`OquyI&-jciTYa+ww~Lg7`dJ(QtZDz zz+?EVj`|3=)bG5f(#p$fiqXMLVIN^%CtFf7T;xWz#J#P=X0Y!U6ixg}3Dp#@!`6lFR<|qhi)7@kU^OJzZh9}% zy#8XSEcU^nsmgxDD|BcM+iwmEKg;xzRE2!W{cIm!nP)V^3-tW_Pb$u*L)eF!&q6s` zdW)apGCO*QpYaEOs%^0X^9Lypj=^F2mFzCpQUR*72#Pb#b^%I9%=$?9wLYlui@vX} zp}68_zW(WHZ(CXAe%G3Q4LK~y@DL5pjnMDMxh~XB1@aj}AE`W%YzA%WIYtbwbjPY9 zrJW0${G+s=a)li|=>t3oMja;6;9IZvX3ki!Y}_u38^xR6@lS9%l~nL)fMOFaVvnD1 zuok{0L#);?;ie{>{je9;#D4%P@1h!R9!VXG?bV+B1dhbygSA{fn4 z5&e6cOLd~t{l)mPliZ}W?EjoMaKUNB+9;bz61>Sa=IUS-7|bgMj23|bHbf4EhYV<~ z7$0#|sn*s8WGRvI$=9U3DE9+Ug4r280ALc#ZsxD7tNITI)f$gm(e%O}S09ej`ThkOp^JeRN-~v_*3TOB)cFN7TlyG)VRZ~Fz?6zqy6_9fxM&0rJgN*&* zRAzUCqL*G%Qabj^@Rlh?OZVV~h0z5`r?(#~N3h%2C*g_CM{E~kEA!KNZHk8<_fE0r zN?|ent3p+cYWe-)c4`ZMsKgIiJPg)`HPy)$!TY=}ZQrEC>Rj@#hTzM?t(b2Kg&%`fQd!L2B>#tIx z$D_P=g#^yx)Z~XK^X+^7aYaAsVVG;4^>8?Ace02R*xLQE1bcl(pUG1@AShYXIezxj zDH-{jr%lgfX3jGFGE`ro;y-?oMNMLv{$|Vw=VY)D<=Bzi)NnoS$yo#;jp3a$2dVgS zyyGJR)FX${jYFjWW3JJsUieSk+fLN1zPU?Swzy*$XX~MEBrvr--5-{g3<3*5BfGlp zpwWOs$NaxXMmPq%f&YpcCA5Hxgtbf0YuXcQN+|*>O$21^9elqOrHlrC|NTT1SbVSk zj^!5UR0! ztajx%Fp5e+IrB={;hEnqXeUEfm>c7WywpQ?k3Nq}RvZ+-UXEr*9X(P6jSW4U$`}>- zkoDp+H&BP;&%a<&e&KrIU+V^*O)TR7p=nLSSDx$cjnUbT8nh@t8vn%u2+y}ne3Xkx zby>`;|K17Nes-wr;%zeCrXE<`$Ky~oQ&HD`#aOGGJH`ITl^OF}%!kxBadu8Mdib+c zuPTM!m%~22mSx9%88}Ig%S|3%Sx@olJ6Rbw?k$niM07N7Lf?Vy_*PEdnS^aMWqilg zLC%H4Z0k;ERm)sQm2~Y`x8G@Q1~gjHMX{b~Q;^?!Io_@<+veVWWcKS$!s>VA5~uy4 z-=^_X^%#wnPxZ1j!m22!vIB8pVbv{SZ@BwG;A-~vSNqOcpsBN0rL*dTy(ul}i^OuI z3GIjpZw^~~;lj5mDkAX@g$||&6GJsjD?!GX8no&cY=>d`ISOpxOn)@Wj74Lw4tH98 z;V@whjBB}w4CJ}H6qgR+`oN-`$l&&~k|cLTT$T=}eV;R!Lkb#FY&-CHTUQkc<t!jke=*1{vBTpjOyq| zFU+@G2a3n%qX;f`wC zWPiKM%S<7qudq-txX%3hW!8KDUY3lH=rDlult@obyG~d1j-862C=4RdY+a{g(;7<{ zN$5LIB)!1Cli7;)UaC)T?$h0A-*WI1zLu&4wd@KiEh=t{rCm!>tBX4F4+#SZqHFf> zTbsp(TsgVtV(!mpH`acDy)Aq4G76?dct{tgqLEaDnI`9yQk``n`5zb1*VY)b&FF zre1X-U%DIiF_qt~YVfl*#Mh0+a*27T$&D~K zO43H^Y6I^`j8J32jcdZw00kXR(wq85Y#D=+;&4*PH+7!RHHr>H5TI}Rb3NG?N(WuN z=}I=d3_w1#M2GaV6omd2ng&kdx27Nercto@v-_OU$=n@?WliXEsS55j`q^OeiFpwd*A$-#o$6PBq)Dt zsSMr;OOnzJK7`_-Rn3`pbI~INcD5KfnB1xZ8m2q`J#t~`%u!fTW*hNDvYQ6?TP@;O zP(Eb3?+|5Vz8piu2vx-B<+`d<1FrOlD)867?Pur6ykh+lmx|zi z5~rvxf7~~vAyuXNtX#*#z+ z8R>c~;8>)cahS7&`zy{!dsE)PU2Ie7;T|_#Jy$AT`)ykkf}EEJ3P*KU9%V|%**{#s z#fw$l`>X93*0vqLQ0=_;o|X^lswocCxc(8iFf(4`I`?{9@mt(IFBZ?@Gp#y ze45^ytEYb_jZcuL-v&Gfp%-hL+(sYF3U+pmdExk|4n}bX%VjEeDNtqW&}k#q{xv(5 z0n4TDVSea@bHE6{eW{LW?r-v8#PZfZh21f461JE`0WUO%9l{tfy1|;ogQ?68pWgveraACG`~j)ZpsrG3JIhIsD!}4F+Y~+=htdc^ zbR)szffa`LBd$y=%@K4yzbHoA#46$D}_1%3hO-66%;ZPbG&cm;w1QUyJpX_43l1SIf$pCjo`VFTQ_IB~=!Tdh z4ej_R8legFr+Zs(za19b67|kt-o4O%O{U;Nut*POl-s1M+ z>*q$T>H+J08I*7qGmLZ*mIu?+{2?s6)t8=Quu9zsdrc|$<4lZ=U&f3TeEwJ6n0wAq zH0i08=;GZoP-LU!!E7(UdXI36VrE*RjOCb?Ea%Mxy&9gMMps?k3+FEU6=XybPJ%z@ zy}B;}zxdbA#MtIP&%H197toGmuo@&G|M$erZLSBdDl z#wFg25k^U)ec4S1sq-&mC!8I5I@Q50cUd_NmtNx*JL>-u z@*2gVxI8UfFvq%up&AoTQXS>qyeI2R2tlpu`Ji!pL21xhNA zs4!)dPph_Nl#O{*hkM_0ehnD8Ln)U!F}b_2>FG+wJkle2(8ABf=!}3bof=)fU#0Lh zd?0B?vQFCKD_qyT#-c#`;8+9?5wi0K$3IDaC5gU#+mE*BN7u8ZcTk$vb_N=fTwyX@ zU7$JOmMg6F*|o%Zu?g>}Wz^U-%FV?dOBaHs?0`Bk7{J7%uo;``F8 zES4nrlV*ISHm*nZ+3Tc2#;JCtlX@Kgpn@%J!3l7ZeE)X z2z5AGeZ})(1T)rm@0&B|79;Xn{C>l|cWq!c6(Lx!2 z6?m48;gzcvGi~eRXE{5xx{Ba5&%f_BWe8)FPT|op+tLlOYdF&%!DZs)4px*XU7p?! z;}(@wKx2=H=?Qz~l_Y$x%yf+M)(^%`qATZ^!nZZ{8bCZ11q1s(>SGt+9TxYihVt2n z5>{h((PcsDZdT6vt~CGkLs8>Uev`<^DET_v6t**cQQ!~Dm|)R<*Bx#r$cTQm9Tl4=6ky8<)@rG&HxT;x0p?>MY)x!SfBMcW(Ww{dN(OFgmLXfg@a+*cLl*p1~LQ$pBxe!-m{Sh%D{u2khSC z0AXcc9O>t6W$?4H_xeXUBQUq4=tOQValbDq_HlNp$ZLkV%(Fhb9>jLEofOojCw?U% z>~Ejf{J_b%n(u=={Zc&f9>T&b;gt}p-#UrJ$>>SgWV}ox#odT8>sQj!SR+T_=1jKI zvqiwbjitS)3wO;~UOe#vVuIGXk+NdnUQ+0L`~0sa?QTndmZP43IvZvM@;>hDR1>Eo z&9zx>L8-N&UD?5H_Sn~0o$xp2^lSDCT;fE(aMl4qgQgzF%~;LhR_j2K!0vJ;BRGI$ra?mb+)O?$ys_!R+TN~3?T3XkOT;k-^?ypvc0%H1PPNVR zMy+PlVqJS>SMWO7Zixqf!0;KFUotvAI<(N9vKI~XE!BqE`*)K@F2pVKqoFg#yDH>k zdn14GdX5<_zy_Ng!()jtc)To#fw^aZ$~;pUN8DE21G|2_8bIy6G^`M@y5h* zbD`B6vUCu>{GfZhdE=Cv*uY%;euZLc9Ykg2PZfVuch{wUJ4ayRv=pXzbPPdzPR1!T z)k7MPh>)5Iu{=1h)H{5J%=j{ViRL_ni&FA@368Bj+wSbIN{_C6;oMNKDSn>+BoG(7 z7L(@Pm>St)2l`ok`aZ?8i;k_aJlx84gx^co7EbZ(t>Sa-dZ-GeG=uZM$*wJwfSkaz zl^{96+%u;praMv-+E}^ndF5PJanTWHz_)?8T?yD{8F}w(?Pt->E|Sb6o7(Ir{6q^+~=dWqr;bZgH{?Rq_d8h6li65@%og zA#o6#1h%ez`Y>;DQfTY2xNFPn^tXY__yx$|xqrWg4fd9eCilfz;x~yVh$fT%Lj4O8 z!4Xe-*uZ4Tjqm6e4SnbfB6-TLgng_#pkAc`83=QlOP<5oLOm69u{Crx%=3Roycf*i zjlb%_qx;u{{ik4LohO$v45xk0h?Lp!ILM`)#TYdzrVNQ2*KQ}lCx@&_i*wWDV%kdM z4_&%mcH3HR&cg-7q_Vu~F7=PacT;^Gyb#p!6&ci2Jn*2+6JkY++PnfYxy$VmA+7+3 z8>>K!Z=C%7Z{7|T?B}@z{d5tZV=Ub}jnk0kG&cu*+7TrAR~dfG9t5vzwM*rj3`{P)BNRLz0}plG#hZzs*nWN2KCRSs`6Jnpv?l0O3vI!efz$cj z0PcC!vMO3i(BeyYh7XqAp~i{mgiQYI%?*#NvA;t(-P9Ku>!a(SRF;SaH>WEYe6!VU zb*W&r$m?58Cv?@;Ng_(s$=KDjqAnK>myqkLjM%C9VAca3Fi)AlXS%i???(4%?|dCi zT#kmHJ5bP*z*_jZ)?AHTKQ89kmCT6l!w-D=ZB>J3mW;4#`|}(sttJA4MozMJaLLvV zSVwI%2&(3JLvy;9dK`G|IyWaZP>%Y8|2F_x6ORbfxOo|UxJDJO-U)-eF;cDgTtqNF zQAGZcowVvx$x}X2A7Hkj)(*Wy9HXAi%nxlTU%exvJb3{&}9X1nmpWH%5oa z3`fsjNMshN)WdWWXx?D%ac>kJDu2LjFceRr-iHS=aFlAsu;qe8`Qw@D8VU36Lh5~d z(I-a!g9}dQAM>AclcoJ*p_0*f6uf_Mp$A$1&M@kSd5skzjEdZq$P<0(-$F|sBt3&> z3?JLtIFndB7dw8a+jj_pW3z=#k;v0-Q|1Mrl4bf?Ea5G_xmqZ8%vOh>WRm8~J}+u6 zrw2mopU{1rw~tm83?E`_PK{GM-@H8~EpA*=;-Y@{-Ul|hCiU3s=XHu`+ z4becK)80NLytIBxH>$sFM{llhe!n`Nki=qM7L0@Ah+n3ECdrVr#h5#o8+6e8tCjcS z-5Ue2Wt;Fgj1lsw{Ba{~!dHQ>=}7KhKwy?_@}qjT&MG{ny&?6qB}_cml959x$4Ihf z>CWncPw$fWOT11aWhdh$rB|>pD5lP#Kx=ICwXD|N`QKWhYnRGII-@-w4_lqPpXrbd zL;Ij?eMya6X;_NFS(29-XO@g4Wnf8x-X7P_L@1y-5QA&Z=u6*^lw^(VoMfcn4=N`KhPBZ4 z`Z_900JEBVQczgSf{dr-){xTj!VQ@-aLKoUqP%>JV^n3XXJ$tclyj(=%jRI3iwx(4 zgA7&pr}d)^DQ*>{I> z*HcZlj@aXD((FnLJ?Rbzg#Z=DPbE~a;VZIZg}Dd=7`_%J1-HB`L*N8DTCGLiAYQ0N zF?;#fjz=A=8rh$;>G#RM85EQ$EwKJNbO=uUs8S|#!!}eP38nfqGfpPK;wv1p9(IB% zA^yJo*6i_*8!9U1(^*GTNW@Do&5tsJxuI!hhI=KnrnI-R9mx6LAjFME+XZS^F7c)x z!$``s8Q>c-h7T#jej$p^vkre6{~Wy4b!Y9!hXwIu3^P7UmA?Rgb>Xie9^A`_DUl#T zeVFWUQPH{;L6q3R!td*%p#iC?t~-YOI^> zq=T;iJtx_+ySE>%&&<$z2hWVqx+jTR7xW6=@K>3un%bn97x6`B+Ymw_x{r%c;w1BI zE7yclYeT_rc&yzj9%ez~Ecn2hj7{nJQkM*Z;5gZEnO4e22XwrL(lMNy;jl3hN3GS& zcfDbmD9um}278#f(IKy&`;d5TrFo_+L4;>7`DDil zfh+M3-`D{ra#P4ImRavz0lDjWdzLWYm0m}C*6M!%l!DdU$XBy>(hs=s^R)qr^ys7z z>KQZzXFOR0!g0OkBc=)guao8LHJC6sy^#lg}KBw80!0DydR7!qRu&JCb4e~fP~qx|Zq>JRxuNrJ;3pa0!? zr_%#>t>Oqm`)~hNwTnWHABcUjXY|ZR5qCYNXBd68F||aV4LyH|)vHgPP9TH1l^N}q zHYyz#uJi(2Gn`>v8_r!SYaD<_JtD5n69dU}1jsZC79yEN*;YciEYc@&2&&}v$>!NK z!87-t^rJ2x$P{uW7g-!~E(68BJL#ih$C{mTC-Jz*4pGi~T|HVNq0**={H$>?$8#2s zt#|#VJIWsZp&5H5MevEV{IhK7(EiZV4s`&F9cd9)M=Ca#;?by$s=N7nqnSQ|Ym7RQ zt1+*OS$#~M9hOWHLiE6Bw*w%R?GZTRWL6}Mv1*RURk>gf4q*1|5r^sAE!sEa+w?s~ zyeXi#C3qYXt_ah(HCcq%bXzItLG#v+s@sGAD-j#Jx~oCACs9uUQzLS`fb}mnlNb)o zthDHkXHx_P5JnWEU%Y?4oq{|n5+qJ7w0QmeF7b&fo@>i34i?vu_x#9?<6T6hquf2S zQaCOBy)E^b!{fzfbX(VBf(FRYcZawp32nAIm>3}FjNmUL_S^CX_1RA_Kcz!4n3i8z zD1Ay$MF|P1=f1Z*`Iiunl+*j6n(db^P2RW_Z9LLdOMT72pFp`5;R=4!-5=a(`=`F& z-_0{cPo*HH&?azL@n8FcJV`3=4MRXXdfrHL>lO6z{zO%HR*|W=drUOqB{SaXCwqdz z{&4x6G(T{ja@H@pX|t+Ijf~YarYG#?!4kiJyf^zU7fz3C#_v{dhg1t1{GBVxII{v3 z%w+7|6nU844Mq!78xVDEaU=f>?CIScU1)cEBb@NgJCtqdME{6u68J~FU$_mIjFgqDnPlEmWhPMiGv5U1bHb&VouESUIC(OjFi zkOqCEL76TA{1%vKp20E>C}`HVMZ52MI{lW&4%q7?os6;GQ@4vIh5cxR>Jd3;rt04T50f^UzX3NR-lB=p zN`EZ>^|Y3RkX|}p0)Hg<{}kltcg7(VG_Nbg8qtl3BW<6~)ZFddhQONuF<+*m949}l z9uuJM+a4_MkG$3ogr7=(;|am&7+CX9+KbiA)rfOs2;{d++vCi@c7n`toeAWSiGSQ1R3aqtKJ90ued!=ZCh0RS!R_gLXsiIW+FpO+r;6j(KMg1i_&h>OTTJwix?qe-oQD((=X-Qxa*5#~BLNs4%lcU-rT zdRf3lF&-28+}YU3%ON><=aN+!A(*`LaUL}39rEoPs4u0UDpF{(;=#x)O`zJtNb-F=XU$%0KEbh#DUQ})pwf%odFqPZdazH>KMa~89YmL*71D$ zrUz5Oxnp7uN4h6gHin96Z)4l8?wPxOVX&uWH)wb8{i`}n=H+41>$_u_)@Kd-UAuqP zWsk$5nY8VL!KS7ET}nj9>B6;p<=BL*mDP%rsWQAy=tZ(5>A0!_G`{jdUDL%@a#QSh z9Bt75QIdWbsZz>#(v8|nxa2O0=v9Pd{B{2*B3sY;kLn890Bg?n9j`0axLZTx<&0Hk zk=EeiIj+9zu_gRS2zi~YA=x#dB(dZE--{gP&dy^rU+YbZM}h;l;P@~gLlLmPju ziq|{iGkS>;8ogDrk>S^IV{Fwz95mi-nNKl#$krt9R{b>Od3`^**$xCScd(eN6mH3*TJHndwU-Yry|6y$Up4{aRmA z4xZX;Zo901B_CpV%(FW(iIe^+1Kr%*Jwuph)>21ha6#fxSMXSwM*Ddwlxt^2c3k&O z1oq#vT(>lAa;+cVIRMtOqYu%pjG-}!4m$*)R1HQZBYyXn!Q$u?%q=#20GedqOty)J&8~-S6MsNf z@hO2CkgXzb{ig90e^ zgA7&7%e?t*Fhl9!k!NH1wXV)_S;pxGsYo(E*lgnC93T3e=%c>rhzW6vOoa?0h^b;Q zJ6e z*nJagz4tZG(ifQeM=&(mbhtima0@{(=cm zG;ms;ewEeyVO-ppZQ}E=3neUJD9Pb!1(eJCMyAY}SEymsv6AjKXl(57Lq+hcVwMf# z51(G`z;c~UOO@i`Yc}_a_3H)g5lB80p^=rq&bnuvr2zz?D%mE43gFp_BoAUAp`Al)S!F+k}CrKGzV4T6GncPZT+AHVne8}2>lp7Y!%h==+z zLY1qd^vHmU_x0UxiMO$4_7;oCo^}(rMcDrcR;y7lfnRZPxHWHSdvCwiZmZWrkl3l* z?tKdmc)fZG>+@2Ll?NA9>&9KHcI+WDweQFG&>_-hLuJ>i4l<~6F~^P zq-1OQF4qBM+ATu`+g*(XL)dq<*Qx@KafU4G!i-lE*$+WsrCgR#0jIPYT$k@z`pO#_ z94bqLiK>x{-i<|K1?D^YK9ak>JXfN3X15CdJ-UIEZ17ly#G{|Os5qhQwD>iZOz=Bw zUsXcQ+0>UvMLhqaJ-_KB`8A$~rK>ez7++ARs(QUw$lVbS@Ras3N z8F}2F2v?5fuXiCIcKnf7mOTnQo745@M|0bWiSUfR036Iwx_`|vD*SZNlO6#~qmJ|K zU?~PMK!>$3CQ?~gk$-#lq}1T_{s`w0C;d)5;`<3W05wJXp=_1G)GR21%|)!*;Jb3n zos=f`sc9=wL0+Tnxq^=7zj;oLzvECMSE#FK_UT;Pi<#eIXon~&X-K?3Nnlq$Bh5nl z_bKIyu(;@dU(5W&0s6J)dU}!7gL71lY!8HpFez#ppZYqFoTp2fsHTTOmd_!i=E&2q z{J<-MHHD_9nIbG|?PSr}5kTe^LYU2+dYr9Dt8xQ)3NUtaIP3h_gb*zSunqk-Jdla+t@cgKd^(WfIBh}1VMk6lcMS3R#W zqwe1wiSk?Q|<9Eyi16^O5>zE?nDnE*l=Y2GLq&@{wIV;XFCJ7!98K0$j zskFtEuC1Inhv6;1nROG7-RpcEHD@glt99Oth4%!&;a(kgPEElV6Wk2f*{b`3dh~ zddu$e>Or66D4(Kui=45r+1^43*KKTn3bTXySJZ`IVC>Th0l|L^6c$d)j{RafA;OxY zn?Xcld4e8Wti^eEnk5Q2)7SrVjD=`hwYNWyNTv!6$_o;dtz+0UP27a@UVEh_5XWo{ zyDc2=BBR(h*j>N*#4<{KLPp|&TSeFfd4HhnIZ3lbn{VUFl($*U5dLf-S~S%gJZvAI zDhjS|jD0iy@kx|dXlEBC`L+d@WQ)i?x_neN5kR`}{vdl8@&o{PmPIiVSni2{Bdx&> zXzYW_!8r!8ua*4?xocka4S3Og67E7yrmZG=l zAJ^Lua(#5ZJ%W}R*)w3q=4J)QH1X#(Vs)Xl=yhDn{@s}cm(!|e#X;&1)NmJraATC+D6K7cl+b!T$vtZqY*z|sht^#=US2f$4qj< zjFvT$Sp2d~qxS32s1d_I{&%=pt<;I=1}XmC{g~L#oHP3 zP0t>-PPg>KrN95$O*AV zFzgp0`MMV7qD0JO$cN>pfCP!kqfr@fOYZR48{~1B>S;<}jw5*cOC*i$^l{3m5P|-% znTB6rXo5p-fS82#7~>&MNwIYNJI2QOKowl-%eLM4+_}bx6VhY%s#qqczpv2$j1s@ZChSs8yiIc#^x9I5 z%Xc^InPhf^7M9oMDA(hXQ?p0gS&6qX`Tiqn3^W+uY26Ur3q#$e7x zohm;ObZF(!Ok2Kbf=&g{ccoxZ2_Tf2h`(Hu|oZ@VY zqHcjip6kHZ6ZAX^>Y*vw@=5edB=i*X9yx9stxm~GI!FqM@>VM15L|oNtAwr%En#wD zDgA%<17CW>D*4^;6b4Q zN&OclqN6Xf->AR(4Ba$`o2TZ39>%(lA2pfEab&>6)M8oTsMccref6?(|FFV$@z!jh#o;abu^0N^a;}AO+lHxaQ*C&A zSq8ri%l~j5IYX6-EQ?v2<6f$-zK(Cbu#T)J)BzZ6#0vo%N4q)ysq*f!g9n5%IY7o2 zj_>X<9lvj?Cn|)~V##y@xFWJe1t`cM(kz+<;>*~zb)Paq-Xo5ub;llPO^f$D z>!kmTG@zD=>otj`a1z%N_kKLLjn~rG#%=m?DnYskEQIXX2Mf*A$R9dR$R z^DP}`H!lilHw``!+)xW(W*lXnocfX0;4Unbg^QixbBFma`_wDpF)_W*JSz0(!6VFz zjtoF`8mQ6Jr1PV>AS?5U{h*U{ROJ0}vlpc>N=h0pt{{e8o`~SZ z*i-(ie={omLDE41V4+w%My^Dh7KXn!bT!BnXY`-pOqNVNLbfw;FF@W7)aVwQ*3p;= zjo$yTppdpDsR>W?7=4%9XCWtD5)$A5!*#)s(^fWNJwsO)RKD2>e%_K|FK-iP(m#`p zWk>#sWmw74g7030H)Pf3x;;O^D-~v>Y@Z-Ho20&ckt#4H;507Sxtp&m!C3M)CdHr; zhqC7hj9#9?@6GWz(*WlwT^#|&tLIo5n=V}+h8|tV$E70Gt>64;7P>q;3v?)#zm5~? z_}d^48TYbbVc%)knU{`zaCsn_kK+hSxQYlL_*Rn%NYijuA@YL?9+IS$pno+EZ)Q4u zDtCsr>5jy%f8BpE#YYMUNcOSj==OPpCDm{>;&QRi^}QJm9^EW7K=S-d)s1`fmnw|f z*m|k7xYk$t1B>Hn?(v;uZdZ%I;D=h29X0~2X|C)l^@jJ93*QKgd!J#C3NHbJ$5j6f z@uTdg?#=u6>J4t_?IDS-Fq#b-!QA!_*Sqi$0+v9!|Ax7WVk>;Ez5#Qio2)!C+pb;bD*BtDWB%(^u14 ze;@Pr#oDUq@`#VZzc-E(2|4uZ>_lK@?WN9lG+#io$FYL?7g5jmz*8#oZW4z(yl=h7 zEfzxRCpffceeNrqV=WHpNc0Eftfsl*Cq)E!|IOHT&2@7O62ZZi@7j9rQyx(#=RP_W z09StY&g|2yOL);#6!hW8WZRGYXbbdtEp^WDWTp8eQIo zQ0O3$6cPjqPC#ZfMM}0`^w|am7_a)q(kQjH19VLFMbkn^PqbE?%$_&$w-ZygZ&V8r zS8;ZwR}eNdbzIEb?QKt_gQ=RrNbzkJ@!xUDqHOgsf6%}Cvffmv?cp0wYnuI|yRA1d z!e-?lrHj>QobIZ10G*Bmf-L_{DzN6e?xmk;LG_Qua<*mnu8k!SdL2aiRbK!|{xhXE zo+96uQy7R$u6#I&e6JPIK6X!BUxBUJmvLvfu+>gd>A4zzQ9W%>uFtd+ydriD;J_%} zRW^cMRzD3#RC`}HxJY==H@@vgqC0MTx-pF)w9W3|=AKB)>xkT_HRK(V13TAcA7EgN z_3c?{*Zf{XKRB20kKss>rUe8sC+u*8}8{UaHE@Ack$i#>{~cU;a?TMV*%WPx0>yBLe_?1}|+Uz%gl zL7zgO8#L2AHiB*_axh%XaYawDJ<8`=9?e|(y48ZvX7FYMH3sP)OREOc&1wF`Gw$}n z`;nxMk=4;U48BJYgpsjS-LK9`)(gGn(02G7I@IR|b!^F9EUbEvh@f3V4`M#K2?){UvUmCp{8@uVZL(VRgkW}j< z(+q`L|HJRnSuL2%%1zsDhm?ZBhPL0~rkCmB;F;2|RwMb-xP1(FGcAlRvjU!y0*}Y7 zMo0Sl=E$B_#(|esLeeT(obn6>9I%;T{csL>vAjEHr;EJKToD8`>8dG+QzQ;o-B_3xod|$*2>F} zaH0h)%M{{;kT5=5uW@0*o-AG=%zMDo@Q9h4_=}7w!sC#swrQ%(*kBYd*VxEuGRjrY zEa~{i(;s=)e!dW)+_fs)uQYzPuL4H+wPGkH z#OOi~7u4-;fn}1c=qtg%aj$2fiCl|=)}rYGHHChdV8dh;zNL#K>ccfL!t~)(+xBe$^4Fb= z`w`52nshDdtpm_cn*~oONr@7N>DYpRq7rWD6b^G>Z}|3?sy6?)a3+{LqbZefua_gk zLFD@dZIbbn+w6;`Gdi4dIn+Lgfk z>0KS7vE{SLSwrFMKi$NQDew-%nKCAevnPcW4XCyUL(92e9`ri1Y7i;?pn3CYyW^U8 zMg_%n;BViSmggl~}l50oS@BZ+kxKm*x=t@*qh! z$;1Rv3mouMmEWJ!hzQ%|-0!QyT%!!Y3##A@R;Hly+#B0!jM1JBcbH%2MY-V>RSF9{ zKmx7YqE{`XKfNd*mrkczX5{m!OlRCrv9#VBg@@ud!DqM2%g@5=K>giZ52O92;<~P( zLuu>ooqg|XRh56pwd%U}SBqDO)x=x?D<-{`2-8$3RG|nSqw-25q|oFR{)zSBvjSL! z$!%5~Lck_dpCGl%=_}e31p(Sd*Kge1NJ#HADKJUaWohV(NLnF{s+nc6Gpc+F_i!sn zg4L5Q7qahqnAzh8;d3zM?T+ddD`Z9>3@Nk|Og%BsBKhV2ywG zn)=a@M*wzV}XGyoOMD3XqL7C3Aay zZ&v&is&`rTG*eYwV&f%CN!g254z2;{$C+3y=(`0S@;jGN8T0PwD;rT`#wRIuX;t!0 zr~g48TvHmyss7xh*4%pFZ#F-#I=x$WZAMQIV}8%6rBFh2XkK3S#*JnM*k_^ib8Wq` zu}A(=ammYRWIW38Bceq0ayse+%{k>80md+&6!oM!W@7ai9q^@&@%+V3hqY*e;%p+p z^ycIUjH?t*uvE-#jyih$ONefc9=DHT$zC(a9FNKi1-)EIHy~-OFSVQP=Iu!&Vq@A) zoJ!@3+Ro&2U;`ej`R|`3)y{rrRK$sU?VF=+o_j8H7K6?h{N}C*2L4134C;hMfb}>A z8Vf>x4a%ZG(6cG=5>jwv4`JO!`$M0B1V{%%*yvhb-)YWs_$p?dQKm!IqP^$|eUC|j z94Ik$5lOfBKQ~oCKJLHub9%d_hY0@=Eiin^;$YOCcSWLPas+ifRXOcd85fzzx_u~q zw}<02p>E1>66y>zEcl%iO32&i-XlU->=D4NQAG2 z-6OvLop%|4eRflbp}L)O`=}&~iH|u2!aAExjOh0me47qiGvtW4#>Jz8zq2jPiYRS? z<#@@eirTKw8Q59kQ$sIqa)UhacRc3u9k203d4pi@mQxQM(+JUIi0G3ygCojq0rwK2 zSO(#Aa5tA%F^AR)6t%I0oxtq1R8_W>t84EA=&3+HVYlQ^m<(7*)>@d>tASs>V+z(R zn->+j_nzd9LvI|o`Xc?M@HH#0dR)g)ZAyv@V_%eyRbpJ?*WLfMaH>Wtm#4)xZ!hGw zgT?FaHxwAfH)bbs&G?z-3Ro$!4h{eCe*H^Fj!)H9@Oh%S42ZBFexcM=Thui^XUO$T z@!yI{u!C@NP7n(k1#t~G#=m&ND03c9u(R}@w;QvW#$0^ugnU{K19)_$$W}E2Mme`iRN^R^+RUfW#I*V zp7ON*>wgEIpZ>tFa@7j19eYxqU_0n}XiB#BBNbkG(fv#C9rHLg3CP;i^rg zB=wWC?5huT0L%>_y)&kQCn0DY9y)w#`n-IRBv|2I?HsTowe`xqa!giTr)cYQR3CXB zU7m~0T~1nkymF2S=3~dUnwJsd6Epw8CTGG?ZbhY8!B{^6HYS;#JqjEJ-u-orh$S&BLIosm`#|7dxUiK2A7*a> zYTJ$_mF0aGFizPT`oaO46IrGBPpvtp>EV5cqYefPT7E}1-j$x!_1Tj<&v&mKm5>xZ zDGx2U>lMM5iw{E$oNSF!n)+{aMsCHf1W za2SYCW%+N*@rJ`N+1rOH8D0_33Tum5ts^Z-<`8)&_ouqjrmcyU(~mac0(VI97VzQX z#4{F2#`@G%e5-ywg44&ej4s}|QuwFZ1e+PF8xP>-=&o98Oio^X3 z&+|4I+Tm2tO(6~U`1jD-$D?O>$9gL;^yO5l<xyZR(vu-vT#1B%03wd_XIvn@srH=oHJF(HHySphDa>%pGDhQ^0t z*m9}(NSyvHgE)v#!MsmX6N7M%nuFz|BK+N*nWov}4xjtHI|A@_f|*z9BBYReL9V@) zFQ3pG^5=*YOh*U_(@kWwCCDy&cvrqH)cIz1+5%Zw7~nOIJ1rx@bNK-SvoH z?K9n0PdW5v)nO!6DAGj!(s8z-LXdpUuy3Q!*^_I3F>pa46g8)}Ba)K*KG}}T?O#TW z^S25sun!BugQ@D`&Qs~$K%P+GSf^K@vylOdqvV)d&0=oH* zvu=Vc3gnSWQ|cZtvXDPczH6qua$LJ%Z;l2k5;Z2$`cwP^KeIm8Ilg>Cy==#+hY-2y z2yi(n?pxPqhMsvOAtX>ON@YS=|F4syjd0|BShJ=M%-;M#sgW>G#;M_v*N=8^g-#HK#La zoC;ya@1|s!K3GWoSnQHlw@0X_DM%3R5n-_OdNJQI$r-v= zW{l|WN+IcG@g%{Mtp{uUq_irfU;i6@f3&)Mdn|Zx5Wrd-JESVzyoq%H*M2UOa0_{V zlK5w8OUC!i9DiMTaWRf?M_A2dEnQradA$*afq|1f8(ja}O)xj`o<8DbCdrKHs|BI2 zD><`|V6PK@twlace*PLcE^Bm}d=rlDR=7_mvNzmh8(Qrcue0ql~#doCFk#fu3qu3FGEkn!&sVz&j*$;pu$ zG|nm%yI`xWfC6edpxd^CObI4DD-`9sf0FqQ-n${NP@pu;&gI^IKvEP&`|;(f;fnJ1 z+yo}|NInkfRAPN$bz%?< zp^`0Te&xoZJNvEuy;0izKg$tUMC+50oVgPS1B|`b_#U7Av2!cQG2O#av5R+QZUQa7 zW-3-9+(p*rz1O1+dwRb}fOFWGMfZ>!_qSzts5Nz!`(t<48Q;)POpoQ~>fSV_M&jSH z?`atQpHIn^VjT_OdXL{%PKIx;MR;;p)wZy|Wslva|K+^|KQLDjb)TYqJo`H^6_*$D3VurYkTCnp`7~Y%(|MdN z4e#1(kpvO-h>rd5Rr@)dZ^P@l$MPA-OjlBzivlBr9GQ&jgyRfA0rt*#1`~vd(S*%QN1Z&XOsgaG`)i~*gpTtU4_I?yfAlk6o#K;5w( zN%tzkb*|dtdDi)9GFxN>tLpA{_q!9ffdXOF`#z6390m(^+$e3=5*po@dT9CRq0-zr zeo!3Xzb!I!TYV6xXawGiC586@l0p|EN5ID*Dl7$N=b7pYg{G9Ll_8!_22Igv03?TB zZX67d2(?E%VaMQKkI*$H02=PlE3i&yL7yHY;6=aV!$JMP{nODn`On;aO7#sM*47_F zPk?wqYJx}@p(UG3EGvrTmsa{11-ECZDqaNz3E z-D>bB%qjM_B;AZCIDbLTQ~qknPa2puA8}-Clenv7#%@j(7n=U&el355i6B=x zme_SRc-bR^Cmi;SoZ`&eIPa{Z-&BsZueF+6=LS?E~rHHFo|wu6!m^wLyG+v+gsb|jnETl*BmP_T%WK&j-e6j z`B?k4-&P-Ukj+_K@Nm^;R62DZ)?p>P)_wEq8gX= zi*~l)U|~1IKHK#O>;~D}#~lY^FovKfB;8Pg40rmfo(Xs1&wvY&ozdK{^6={`_{&Y^6@*zL)E#pv;goJ50at&ETa3qq@PUO-e%A zXFwUMR`i-MVzZuQJYHr;zkrmR$&oF*1VcwQ%!m9cgnI29Z9zU*H zJ8`a`Ygm-k+1dAOaXhjc38ydSbrY+O`Z)^ZmZ^-K*vhkB2(UG1#T>DJt%O&!`03nQ z#jkVzShv$sGGUe_RCm5nS1z!WcI+uWt^74Q%QMgkMYCy`%zy48-oo$fX0f7JKi@Ou zcksEL4rVeWH7@5L80KmefIMDAI!ZpHw`-2|4CFveNnm8sx;NUeBef;w zCw4PrIVep{`S)I^hhn0z4B(sJ>-Zs=KT?3uG>>;tL%3mKn~A*Ae;N>vH}G(#+RzZD zyS*R&w1lDb6WzD6s!$Z|ssjG0s)!3XD37oOT)&X`hsm(#b}B~lGj(*dep>{gslAym zU6Nh|xmKo3s!xe}lQFGv-%5z2lYQ~Tdm4hxvSPuc0A zK~q1G)3t@Bf-u>#S%>&5kmrc81=?Tt(e9j82kiJ|+&}hE#Tpow11%qfTW!$)ox&i0c1&>`5X%Wn)X?#rX-C?jezL+I6{N(SLFGhv z8YCqfsCkMXCQf073$!A92v2#mIE`HHXZx{#&?4e_l}-@epj+|7pw4#sVfyBAC(TMN zQ{Zs>9@ot0>LtVI`S$DgBl6%2;mN$)_W^wR+83k`7nSTNxnoEoO}gyxvfqGm`$^}J z>D1X~nNSk9sD}#M&s!|L6q-jjvU&@1mC(7eL;1H`*{U?l&XLoQpAT!-Kcva0e87|-_)Rbmgr&78x&UX*K_6&#Rum$0O}x79>hQxlUoKL%TDj4 zJJxb(#D&DKi9ZB7sY7T=YZ?#h!CwZkw0za97@sY_q%yJk$bB~CAjLGADq}2Flf@%8 z;dnFA?e;Fi+l9A4sreC2CC^2oq@+uChH#;D?_oRZ#gv3PU4lbm{7RVU(HkBMWmoB* z>+<2&m+14kz}2DbCfKSfXptzob)cdhy0CiQVfWGMu-Vaj?AP#z*`uK*NS3R`{FQ~` z;!MH)Ol5zd-+b8=_qbv~b&9rA@_d~_S2&jHn}|0j&^&FU4-SKE;>}Wj{ux6!^qJjN zZX=ww|3(cn;@fX37+8`6X<$~=%*|4HwRDalTt#R-Vv1AAE@+zglwhG#qbXKU41?Dx zOKzlI0Tsl)<#PdW9oSty#JOG41l4$yr2>|ihHY1d3+DpZ=cbc>$s_Er^(Tu|7inO! zebPkhBnT|p({JYV&u}P#`mNxKK_l^XD(Z(7IuGpidi(3bZGV^h>)*H=`(!2r9yhWN zGT~VPr7^1#1gxER{gE9xx5M!(Rwy(3K^ay9!g%ytW&U!!gUk<|Pd4KW-x*?2CESnp zc=q_k2h&I0>bIWW9aTe~6v$+$++rN%4}|Eb@to!Z)&4*aKzCO>VHgnV5d*0lsHTG6 z$Q(mD3=@sMC-L0F)$sBSZ+rv_8|a^8DJwQ}wA5_{u0B4+JwxhthkMpDOm9aPape-U zZC!|s-QjN1R0~ks>oUjCf?xR3DxXxggN>Br2;>P>u~ZTjd*=I(vx#w!Os4m*W^?bo zzqbj@ijN`)2jta3i~^pc?2b#bc1`_N9lniAGS`7qpTx#y0p(}yhrZ;lE7!7JhfVGt zaemChX8lSTo!7L)I&vHa0W|J9Ya5#ECV3!yq(zW7+i1$huPV758*Ay8LS78`cl z$AuskPX4BLf{owvMt}F!`l}l3Mxwh#M6wR$FL&BBEYvZ@CAvUcq8|InqQl1An~8fh z_265vhd28D&!Nf>WH*>xu;&$0CT{{G|J-`XQ5!@!0+4wt`(j=!;56#>u0QaGv#|L? zWZ>eBHrZ&X44P**I>v$c$*Ov~nh$|0DBz@H$o+eBz{^O)a{Z3D(qZabr8I@T=t9Gf z$#L*n0s+^2;$aZ0TN0r*ys&`$j^8jog5%iJ$w-7jUe-YNBk(Og)@eR3rF$}KsCC0# zo|S%IOW|=SFl@J}b>VXwY|qu$*Fq&6*>PANBQTnq^-iV}114XgA(ig(D*p_o^D=;u zy1&$g@GKhP^vJU;yqPml(*z=(7R&*bPHzgjkNkQk?seZ12-IIa*<2taYbh!)QKCgO zOZ1|%OQ(CplT;J#0ejl*BD*}kvqj_>jXmNonZ{u&|G5l^>%!O=PGF0uF!pOXeq(q4 z6rW3*{%`Tlc&@Ho`8xo#H-BclF9>8@eaYpF>MY9j@ZlsdY(``i9K}8QV`Qq~k`E^r zQu{D|!3p(H8>_HWrGaX9mWhCd0iakA=gU)`&?~bFTO$vCX!$yX@m+%?Wk`(zjcPh7 z1f9w}|6Kn-I$PGfW%LZq@9IX%b*V)tpzjUPJVG)ok9A5O;V);d`qHV7R65g-@8by= zV$lM`nSO;zxyHEYlZdS{vpX$#zajP;oFfR@u9<=M4`FY8-859q|Y2?+K}bX8p~hd_Kn%y3-u@rxzPAZdRF#s_OU5IQcD z$dk%I=0=F9A}ESPxCre)RvhF@O=Jz6XQBq#!j+9{@e(u#fWnD}@VDT>1eINm#Fle1 z_ewZ57-?H5H-h;)p{p>hFvAe6Q~FQVs>|d<)^#`eu8eZ5qY_-bk1(AiREqW68gVUz zpFUhtQy9Q{q7$TzolRgrO}n>~v6Ui4O^3Lg>ST+kx&uZS8i5C~P%HZCNa*D8r9KG@8{jgVx!_uO5#w^<`F`)|4ar~pqKr>z+q_2tcmmzUz_h@`` zS93-=FSgAK_4eKlyZ@%2uVPs2UpYVC7R$<>m;km;eo11ORfP_%&paSLJCN!+obp}*O@=@g+0U2V!CvPN_~$?Q&H-Q9u7J;IxO zGRB1dWFJYG_2-$!xO8L9ftkWD@W6}fapowc)+dloVzc4m!-B=aPeRZT&j3suR~mXS zTmI&Ph>y9C&YM`@V1>;m2hZawZ0M142z+a4`yvm?>d`=EBY{Cp4mKBx&ogoz!B~I? zibg{JB=kB2-Pb)UP-_`EbyJuDkj!g%iGu{v0F>4~9EEHE!1X|NrKA|9p`>y!O}6=_b?6_`Qi>>scKo8k#|eu!DbloYC1lJ)E^ zRhqR#@a1ycV=KTuin}28es*XB{K+!p{(WtM@BgaM>pA+yY2E$v^4CkMbarZs-}08M z1YsPQyUJXqxUEOxhW{NGh@FzBg2WjbZI~&i^lQZ4h}5nlSJX@nsLJp#{p=rxDkoGG z3m!^22EpwPlb);Fi>ZZguw2%6D5HW;ZrT3V)qXG!OEJDn%;6d;=AWCDrdYvTr&rmO z=w`Acea571w0v#c$siRxGAqtQRCU(21~yYLk;f*jydL5UY*#;tWw_-nd~Erd!upAE z(hP4XehTyA&4U)DUdC@w(@H;G4mvBfrdR_A9_;u@)v=KJyb1m0ROf>$H4YyuVIGPiOM8(TskMJ(J!{cWz&fXcIG2hAD~=RbfZ>J zWC9UIA?qZzgQ`#y6ns5~gYM|1sYxy0=jUDN>7tPBqO-}JIid>nNKn3~sV2-zQYOJs zkhK-o^(`nsDo{tr8qB9wf5(R~_u-Zxvu^`S8C_hG)Ge=FZtvBh&eckh5y6nx+HO!Y z=`|(@^9NvcfSwmD-iT)0%QN;M=G7*W;&A6+ckN#^`4=Gdmi-xiTp7NW@r}o?uW%@C zpHNaR>6@zjR)wYTZwBhlGxj*5e{cbmABeaivwlSiN>bf-A&E|7pw>M}!o>HLuW#z! z#Z9%OfL}ih{i~wB)}Y1I&dGh)z_cK3XVU1_A0(+UFzs>wsS|`|&Zd*O!9Y%K%_Vs7MP#X~*ra)YPpWuEYtLRp%Nb?_u^%_Jh_M*-#CmRcKF zgP$C7Gg~&gE@SlN%XeowXj|60USsinED9&aPoR&0g&^TV^l#O+<(xxNdC}=Zu*1l@ zts!qDQ8c1EYb6M4mwkoa40B+|Xn(`kIR||5-G5;I%Uyuu7Duu3fJVHH#Jath+ANFf z|JzP{EGb)Grkz)dRkL=w6A}sBfS3SlA8h4_ge|jP_yoVR-pnfgt)&SeTFp8?Na(l< zY@;q8T)E3SLt+n=eI!=;waM8dy+~XwCy^@a8^?brP(XcX;ByM_KvWujw)3&hmSZl} zYXWX3F+Tj*CRC8COi_f;cC=POa=DI8s>QQOnLjglmwSI3hSjFZ7Ou!+CCELi`ZxYX z3m_68@K7?x#x&<(*Q!FRsV0|W&pkic%tt(JDVB(pYny4-R{6U(g}eplE+!Ui9s7TA zi_hFW>U0TbNC#XQA>Lc8ykc8=XwNw~v3X z(sL=!&hb?{R^<#9gk0@#dEm8SSY2Qqwgk*X%bm4NSBXw`@~Nq%<>l@73jb~Qhe<3{DQE{)M;wn5SS4_clDd_${eEH@AWnriE->%XvTJh<3Q2%+b5Z=K zR+U0e;+sD&rSGsu(Pc>;Bz05DpdA()hrQ#WO94)}pP56SGYdHE&>THXgC-b`vw;6C zcvKE4mBDu-$HE;?xe}Zvs98jZ&ae1XAnX=2>)7~jod~_oHXlCs^1<%w?I%r%VEuyU z=>!YX=FJ&SH&jOh&#xPB9ew}KiU)7d!BP-6bz@n$L_x>oIon*ctSI|&WAw??<4o(D zNetv~829KWb!HTY03LO4GF4I@;V(3&v|#gDjvt^Qg}G(929S~%6>wj{)jIj6Ua1n5 zjS)|3Uw;f>uGP6oWSMC>fRy%}@G&7Ow<2Kxk?`5iBc4 z9|8!RCHb&0%7dCf5U6x(x9i}dmOe-q;PUevxZL+~H1lk)?rPji!PBYMu}&mlHI^Ic zV)=AUhH0~Lh zm8?wLJKa^)zJv-r+>Ha)mqaGta>|x1*t3n+yahQ@ojc?nKHy^Q8%Sq}=Y$lFeeix% zTr2{Efrr`hI?=ZmOQZu z5FK6{&HKGoDAhPtN(lq9iUArs5F3qsGFP=%3JGh6J1Q>{7dx~m-W_^T$%H&2{P!vVR z`Jq9~FK{cu1(?BLuytJGr7ipJ`$6T|8RQQ!_<+uW1&MTA!{;SqrV{`v_`B4JDK~sZ z*@DKaI{mr;Cx2@Wso1>>qDB)>0BI*8^n4|!+PHk_BUky(GfFb#AU@;sVjf1@a2Nnq zdb-kwaq7WUa21 zXp$sKsFF>+`lP>#H)yRs`!CZEBzqaOL|wGnB`yxs{f9doX@zoG5|}C&Ur4@ZW?D)o z3@G85N;N=Kc17GFnFP)gmN@%M5kZcuEABSn^|~{VPzFBlOLBUjyV{0rF`0-mw-8d& zKmyJR4rGddv@C5Tv8dC#aqWEjU_>mLZFd^z!7cgN*k5({422{&Eam*w>u9W8Ja5xg zLviVG%rye)`$y#1(1;ZK3rGuHvy+8R-`lYnPkS#mdcOtP9HpZuElnReSQ^g0R>B_j z!NBrcdG4#SF?v1nHfgBNKmWNqcCYFHVu~WDGHy2gRbi#xJ~6upfGv46zgK^m8(RfW5SJ4wg^We2Y!aUp)2GcNHYpJYBC5u;E-ENRTK*Js;NVXen58}(E+RX1AgiGE=r z9<#;KJ|`lH-N#In@&gNkQfRlt;3NGFl?bAI2PW}*;S~KyemMc}%G)$gy1z^LHmc&GEqU0Uu>) zP|`kVw%Du@tYe?n{eI5k9ei<`{x?FWKoag&L>)a*Yu@kuB;kL3w`X7yiTpsv>PJc< z_3gVVpQ-^a92PhHsfMkhuUvP|Qjz261%8?dHuLX!!k!A2 zZ(V&hW^Dx)4_$sAXN?+gk?o!>UXPp`jhzS1+y&*)=+n^9kPE1Z2irE^9(&{IJwN5I zuUV-V=eKEnD2(j$KGKnvxF!|lgWgK4T5+Fc^m+@LdVV@+ORMBe^!S;n6E`%yW%VzH z>G+HiH7sE2&K(T@6z+rBd0)}(c(If(_;i`GUW8a)t|KH9TwIB(d!AqEYFEz1=0pkkWOL;5b>E(7+~UaL^+NRB$H@k z+mabX4;Y0g`i#56zATT>62a`>=foe|Mlvmnupxbj8mB>;C8stT*&{k3dwwFVrmW{~ zP@%|RI`32*;S8U7mBxF{e>$=Kyd$_xfXxp&XM^DPH2=JT_aE$v3))BFY_C$O_ecayi1v#Ptzs9SMj&@+3 zH`m2Wo+l@h8^IcGP`Q%p0@N@|pch;1J$QhaTeWIiL8VSlk24eRnSq{5es~`OH1< zRgSatQCnA7^BmgFl9I|?i>cmDu0uuLzwfh(5<=KF7LVQU+{66bq=4mk^6bw!(egfc z|8p*RkAguk!}~_u&boQWU`XywetNEhHI{R~T@%|-)(fvVCOJ6?RInr^(|(6t)`c}N z$u@1zd+xjhJo3&*z=B&6EAA=h0N)%h*Qhd_?H)2e|MEa^hd*&{!7|I+7vWE-qThW6 z+X!0vWchi;iE~W|J32Zx7BK6!7fubtE4}=b@DS!rL?KTj&J*Gd62fEOYcLFczWeC? zjaMBV`zw~rSRLLp+v-9dFAu`;~H|1Ph3)W{NMfN09 z2qhsLmJr8*n&pfn+NN?I%liG2GbN6O`e&fNv~;IuS0#*AW0-BO`)=CiSOi?x`L(R? zS^f7ct}tR4A&P)S;Nt3H zeOJzm5SkYHjo;eb=QUS`WAM~~0`cB}=hbh!r}3(zqhsAj)ea7cOUk`qj21CC9WhT!&y><+`y%~Z08C~`LntjL zxgi)Jl?a*rrgYH%5H`yZ&0;0>x#f)N0W6=#si3cw#>t57m0L-cnrMo=|0A0edLkHr z3a>nVc9{d~(o@dg@e$nOGRZXitD_38SGDNw+^frFa}MhUK@qX9JlA!% z;aMjxRF=jOx+=bmtK4b?6Ys^kf)bIq>N*j7a{rbJds9Lw%<`_!4j5TK=QBQUc;&it zWO5OVMNG#XR~M1fJDub59HksOGpBmLV{0cu!IlX8FcIFs!ZdbIc{38oVMV~wR|fuN z)>Zq2gY5BK4@z~?W9!JR4>uv~=;+vVz$1;5kwh*C7|MA?kk^M)-nBX-vHYkVSREZ5 z`^MPe1gR82ZdQjWy601zTlrB6?YJmHB0E2Ua_uaJF$MoR5~mSu9k z;(Ewb_sFK@ffLsP0_s?^4`P_(QEr0-B8teK(jK7ZZ;eOO&|N|?LkftBkJp~NvwlhPwH13a6ZB z%sH;>nvI}VC92Iik%KSedywN8Uw3&z`m7{BaDP)mnD;U72z+rpgKaPd7QrP>DdKzt zF#of@l4aKuPQWTSVjILN&QI7QG83s~^{66Dac{vc%Q{xrY8^O3-10lef*x6fDTL1~ zI%ZOpgux}EnlePV1u83;H zAhUOImG~TZ`M*FIkxgz0`$G;nsgTH&^Z+r$PY*35P#KRALkc|->30MY89w%&2VZG| z6@ngTn`=#9BqoM3w%o88ZX(zpV_y}oprP_)VW>)nJCiwBU9pVemi{?5o;%8pmX zK6n=FfE7gS+(!bF^A?W9F~KUh0tez|^lrct>%tHCLp=98Aw82!M35(75vi>2y@xLn zDnh!l!SwVapxK6iHJ0ZLO&>mPGNSr>pF2C4We_gGD}?aSBTws%MQA5x5z>r4!mB2P z9UUDz7AK!SV-{5+mPsbKPl;Iu4h=NIPx!Y@2#=jC*l|r3cO^N6U=O z3=H_6)-Xz&iCA~Mct@8I?&yuICpCLD2qOFbnVAU|Oe!{F1rWF-LTrIUu3-phoKODm zc_h$qV#QTNfJ#$j+dA*`{)iuE65`L{fcSBqI1VI|z=PP?RvN!6!?CVyM<7eNq4n$w za7mPu2_m0Vc_V;?EBoTOI{KSO2SSzJ3~&GS7m-6Gl$(L$0rAv>Z&?Z9p}P=fBo=u^ zR#SR}m`32sb&aE@Dv;so=b~yN3(o;DvFf-y9~F~3xHnbDjwwm z8<7om!BFliqMY;aKcj{$??fuXmGy~L{tvU1L|gWv?|fTql@PWAtD~c1XX7ou_|l;7 zsL~zHlMnpxN&WrgMFt!6`}4b&3yoJD9UUcYH*kVXv?E`|6LCilEV&aQ-Qb^DQ$O|M zXUtHDM_xDq>s{BLW!pzy$Ng9w*y?O(Dc`7UYM%X7hU2Ufog~ebjdgd^EQ`BYphGSz zuXhzut=tZgis+MGR#OfUBG#-Jqx6L!G=2|=Oal0f%kGF$$Y<_dN*M`38uD=*P}jYu z6n9u)c|Vo+1TP#bU?XH%H^PU}L9PZ)hD(0-mEndz-#^&y#Xo*R0tW0BH*r7ys_PL_ z$3$4mwQ-KXbdFqC2r|_ZIJmDBjmNq5DoZ9^({;BYnT{B{tema>n8shmQ)RoO_hdE* zsm^oV?2Dc#5D-SjvDB z%n@;ZdEX^cnJv}GpyX=x9=kV$UBZ?1lo-N2*km2z7w5tyUwew+PI%ug&v|NVH1Ydi zABa{5AK&itr|j_^A8i4vqoZTTLq4UXkbuQWYLXoJ7Y76qxjmce$%h)RIyyQkBE}1O zpPV)=Zirb#b3OSuu?zshB)OC}4HvM4@C~;nv5Zi)?{88^#|9#^eoYbFh{ym#jxMr^PwLWm&R7lNzjRhrUs zFc7Lt|18l$0=H-Wdgh5ibL68RT%2I#T8s&HNbtCnYQBdP>|0(VJ}-F8ABXEXSLPTY zZVsE>EBmPumx-3^&f-US@T@E-A&lrad5-fU-+Z6N%xC(bxPDS%NK0o%HnF!IN35s&JnP>2UbT%$F2!32PK8bBJmw&8c2lG@VZL~J32Z_ z`-{t8$Gk%BWpLlXBwi^eOYTHyPfx6R0qfvtfVWzfv^pZ5WOGkMTQaMcYq-~+ z=k!k7tKs{m&#fj1aitTU5Z5xh>FW28@3i2o1cpFGIEw=-3D4^6shm>WQ^B8X-}kou zSbq9UE<(VvkCY9=6j($YBVgGM%pq!dKUR;=|7=6RM#n|8l5FX1Wj(@_(m}!&7Z%a# z%)dS<`ASbL{rw1TMi!MkHzDlk=-5p?vE){AEDlrd2bjf$+YYRbj*il*41p8M#|&c1 z?_dqy$GmX-`fm`h3i-=vO?4HM02XAdU< z0yr;jAdKUN@xW%v2?Ts5Nv-1|c5yKfhk_3gya>D52U3bSI#%U6h-{iZb7)!a$W~+b z6VII+Oh>PGgV_p|6JB=Ho_92)f%UrEAr|iDvf#}K&ITvu1)2Ol^_=^xYLLNwS+b1d zSt`PM-{$Ypa`7H+%wC&_PtGCE${Z7H%Cqg=Pp`ftJC2V-%m3vWk{%O35XL1v1a8-y zAmvyjK*U}my7eSN_HB^OIs_{?=WoYC(Bd|*zU2t{c}6U2fWS66yWrB{FFZYPa&cf0 zrOY^Jlu-W$LY8tueH)AzDtqR{vJSVXW4YqQxh8}i9UZ$W?)~R&!{xtyWFXWlyXHiN zkC$K90#-*y$NH^K(*6d|%K#z%m&teJVw~)LYH6d=hJYoH($xL*OScd2`{M)M#J!_q z4+WAJ=fF6)4G=rzaf$noAePw+r^><*MPz!C5XU*<*y7SeKoM7<71xE&kyZ`|rH8~X zE(^<3;}KlPfgGAW=RfV;+l!sm83yqC9tifRRGgYLksQ>S+D(p06j0bv`5s`>gILo_g>bM$yj1O>96|jg+wO;FO zx6OU1177fY!X0&FLS9$)#Vh7P<4Nyd6|8E=wR2_A@g{Yw`UqCSoQdb^wk!duK_$4q z6RdTIt;bDw5f>X+Fv_=x1O3oM;|YGoq^KEXiFIk#{d)BRK%=_ zzg~`jHDbu1hd9V+uSQJw(cU1c_o9j*go;s&3SH3zzN3i0iA*ylwKoIG!hi#*y4I)m4-bB_T576M+fML1>IgLp*b5XZ+RCa~A)7 z$`pq0A^g(ggGRs9cpK+1H=NeRbE@CsW<_5Ja6`28*y~ytJl<(F*b08cKRl~$^%y;e z8}hyD^Nr)Y<^LWn8e2pyx%_bB&XY|-p6l<9eSBsJ4<7s=b?>H?uf3~4frVRqdKD0lN zEU+)(3vcj@kAM{fLx^gf1wvs66J)A@gm{o7L5dKip#ZiMy9hQss{E-|A;(`Z3tgeoNDoOm}NCE+;8tme*|I{kVv zCBT7Ez2v+ixXt|iw}p3uq@!C`hwdR9Wc=wB82k4=2)-aajV(Kh@EQ(mn)lEMI$Ymz z6@!qNwP!IN4M7le7e*mG_u*oB{y!(my{|5XuYw?GIePanjxg*;HYhu`rn=$$Ah|oS zw3&dVw|t}CLF>o{fT&e-S6Q}?{e`|j9W9Un##@SrCDhQq1gbiU zmt_K$?L;vG7=_$AB9-I)mTg2XA{bGNo2X^`NYHM**k|+3wT=vCJ>iR27PVbyAx|yd zSVsOrXhzN%TELp$deZf~rs^u&=YD$|MicCEvUu-9mjrI-Q+sSSGkkMhdbd0~oYBSW z1R{AW(TOLj&}KYyt6_<_ZNo5R@V??YA+Y)%n9>`ha4+phOt66P#bgEm(LtRUDV=u@xj@bonqa`mtxToJMe zPx9Sx@2nv-))B0TIt)DPf$+m%vz-B{4&eDkY_M-l#7xw(OfhHB5yXg7Jh{|sKY|xg zOWrH7&x9=AQI7HZJhO;eytH<&UMZ&Hqb2uqE(`A-8BV~u=Q#INq8YC;byU|@Ne0I; z&s2qXp=2|A_RnGv20`$JzzctSBzzSF!RKiM zurK=}jkL%1tXwI=ofrOjGwSFcOSdLqUAuOzZ-;%~{)vM?f@ITmeEE=RFcNY^)z4_nj)1>$iMx>TEf% zZ>b!ZSt@h8&y?PdUzNEBUMQyOo1H#ye!adskKU~3c(K2cYxeKIP|T}$_MvlSW_G!l zH{CaXu}nX%>~weSEF#II~vn zJH1x6Ew2{&ucmtaNk;LLGKjCHr+!}CgC9KpVmUZ@wwTUsdD6V!Fz?!3mub`Q?%-E{ z>Ry^}g?g@S&hPu@JgYW!edTcJ?K(4RJ+94pnQsB-)QXRN11;+EUBIaI_+H!Hr=7nZ z;+)!^qwmDDcjvPM--$iP)^Nzjx8XS7gzvfT+jpGzvM%E~`%XT!TE4fmTJC>#wd{TP zV&5~yjh=I@2cMcwKeAHrp5Mb$bsJ8#EZ5b8e?DEdUA)OtFRqr}TgS`R*Up#8KRi7g zUu~Hmbf562>1T$yuN}ebqtxLZ_ph67ch2*7A9IeQzw6&RT6)``cdet=<6Wum@2L09 z``?P&U0aJ|eLtR|^Be8my5lMJw&Sb27M)wm|7!JVLyg)Ft8J$i?*({QN4vHyPkj8p zY~Zt)o;)@zUyXg+I|zb}d1vnH3;3pTb)8n8t^W=6f3(^->@xFxn7FiD9({YUO#E@B zfHvIBj*Z(_Rlq7&uU@qw2!fz Date: Wed, 26 Jun 2024 15:04:29 +0000 Subject: [PATCH 26/41] Feature(MInference): update the logo --- images/{Minference_logo.png => MInference_logo.png} | Bin 1 file changed, 0 insertions(+), 0 deletions(-) rename images/{Minference_logo.png => MInference_logo.png} (100%) diff --git a/images/Minference_logo.png b/images/MInference_logo.png similarity index 100% rename from images/Minference_logo.png rename to images/MInference_logo.png From 8341e4f2428b9faec4064ac44bcae2a01178d203 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Wed, 26 Jun 2024 15:18:30 +0000 Subject: [PATCH 27/41] Feature(MInference): update the logo --- images/MInference_logo.png | Bin 226139 -> 295914 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/images/MInference_logo.png b/images/MInference_logo.png index 10ce2251adf9708122f6688833cf53c72f36d345..8c96587b28b72735821c2ca4ddd245291883c4d6 100644 GIT binary patch literal 295914 zcmV)=K!m@EP)_B_7x5Ach>7j&{bM;Uv>MW=mVz*YQ{%x!-xPw z!2&rLa#XaPV#I)&7Wm*XwNls*3Z?!g$@~N{g_7>~rnJOe)`~vlOzN{N)muaKLU-yV zJ__g>cp$hL4AKWTJPQmf>$&*pZR`3*l>R;%nviac{9sKat%X#ZVZ9f0*;G0kuF$Q3 zjJSL+lp>JLOQC_{_`+g~hU7xrjca;a&pJ)U7+5@!fw>hMrs6bxTnE6VvMl}IJ#xpt z**o9G)6%bG&v6y(~-E{dY~Vw=1s-x~-yZ6mHyB#6d#2OjT~Mala&uoCqXwDpSiDT=Sr+W&MdB2%_XeZ5s7jhhAx zKm;&%UFI~$Ouj#vtGdS09`Fs4K$`LWD^QfFD+D0`j*9w87I~Yp z0e~=owlRH~1PcNDG5>SIIQQAZgeDp6bn>F}T~tpM?VI;6isEag_U~&;!}%2Xd%Yiu zakWY&?7Z99-$^O_Z5yCN91CgQuS4w@$i#Oegi20N^ChSsZ08q6@%8S!uC@>svY=eG z+uJN;ZAYvaksstQ88`WpIdiV|!abnyCHZSM0FXg0nE=_4b#}#PCR4&*g#4i#U)xh! z79qPIyeNvV;dx!-Z2-9}9=zP`66RMXV^_@ZM#PZAO<61Tx+rWE@oHRY2m$xrQwRje z-V9$Cbk+-by*UA=*fIn>I9_Byan$w%uH3pTdwbNw&5(VFTo9Z8{~qkPCUiEfD2mzv7*@`qKM=@rDRgzI>mCz#PR!@rRUGMxO7cyFHwL9R)TJ7qZPEX5g zP?Q1Ck=HedwhbV~HBk~KQ8teARwn;anJdq{{#d>FOgJB4=qz&TJoF`-JdopkJX77Y zVq?Z1y{|gkE(^zXt_4^wRG%mEq;bkUXS+nyYdiLAZ5r6 zumRS$#Rar2+}vT~WyGU-34e2l$nvNZ#Tk?VU?Z>V+!eqB>p}Z+2kR2$&(6mrI%h@g zUn2HaxR;mkXFxITFW&!e$V^i|F7Z#uRgIBsH+_W;unfMocTXvbq6~m*;0vom-jP05 z2uQN_MnM1}hl|$c94C&4r-2e!XUPZzkqa&qOe#XZ0{V#d|B+`L+wtnW1OfV@$3st)?=A$}7P zbsTzHpSq0pFDAi7_3&^q>S~2`?C-#UDo6(oy5?Wq4`{?1X7 zDg}7_+>fFt17Jb_w)$t{7t`@HNz}2gKnTl|726lwaT9!5<*iBh~AwjcpxM#eS3q?_s0k9gf23>lyVlO}9XY$=*v$JZDF zh+VC#xvxSX&nBHom$GH&jt&IZl$(}s;JT-=sJjn&l3-U%t>w|_gQsUi*XWA*^ z&lcppuAqSUtH@VZb@112bWzkf0R6Y~fJ0Z>5Xfl9p+p4Ivts%BVJr#Qt!}j3lgXtv z)>Fpk-i`?>4a8?Z7QXFn0&ZNHY+TUTI!I4rG9VRrfDLde0{WzlN!ohzkKUI68MmBe zkH+pFIe}B{z9!){ilPhvAs=Y@C+MfgF$o^;AvREw>!*^oY(QWH!V_K{I_Z4zc(Jcg@mb(eq7S^o?6oHVDU1R7VZ}96R zH@@LN2ya0wGrlOw0BBgzYLaEbGqNcFoTl<-s%-P_LGp6@0)B?jFA8;IF4%pO5W;wb zjJfFS9S8Mko7@aH%uWr}nBQyNCIK(GX8CKr&q zQYG8~K$CQ+v${R0k~F^M0d-T8mZ0v}#gnL~NtRF)#fKXJ?ZX|DETllmOQ_>?%Af-u z*CAUG`m8QRD9%*9TLo3rZ3U=tAI;FMe}UxQqn3;Hs@J!K)O}`Z&Iol5XJSiIi2(>g zj+yL2W~>+!__vfn@8Q9vmPfBBrt`IA3P8U^mkW~1Dz8BRwsYfD07(9Ly?>ccMlXow zah>Ztab=#`RC!IVl5R)H*NZ<2)e&bZjlU zJlFqiESD-mK79`Fnap0*z{vfDjvlWRdVc|=DFn2q&3naKMCIb z-rS#)7Qp967^KnB>ze@q0p1vZs@8VIAEuBy5)Z6)0x@^`hWfV+03kwH3a=>ZGgNyE zsJ)`u{xib*9xcfU@6FD7|9M-$P`3Kp9Su`=T;L_=jXf4oE~KA}SO<-ceGLjRLV!GY z{S`t0KtS>^=!G0gh6*5n$6O5a)1QQ#rfsYJ*1~EBfu+on;tXx0P68HV$huB~Bxm|g z(y#rOo-EKTX!CXz`sv~l#0k5?QP|?+5 zK!PNX-RPq`-$xgJUXA~A0Y^^RDeg=?TyHSGXW6lDSq zHUK)#1*_Me{Y?nC{kt^c{sjP?X}u(&nBzpqD)wwi`n;vdLN4&m#Qb(Fun-|H){_*# zkimy7*z=ac7TUM>C;td?kKgIQr9n$G>;=jqbzoISm)X_qS8tNl}ym zAaLn(!7iyh; zpIyDUohRZEXKKPa{No9?lR|0oo}3FGTI;T=0Verz2PB%t^-qH@a{rXcx5%F#HfDY; zmh0}$(&hzZ#mHa*{W&6%Y>7Bk8ff?kq$o^yMkFUj=#~M{j^LaZj~F1lf~VRop+$)I z+u;$rij*hlORw$~dro~iA$3nML&jBwPiM97Kqf5c{itU;+e}ac0vM3vD9IB3o(xjL z$J+paOhP>AfrS8wV|J0`!6nG8T#8o zPzFFy!dwErcutwz6GHBb6?$HnK|_VlG1V?Pws>c%j1|)M(7XEIRRPGEZeM#;VM+TQ zt#&v}0Vssb>AVS+g%APA6Ond)G3n;P+qTr^0LfKj5(MzX;$7wYFKTSKF_Fpu$Wx&% zB1t}>7`MmWtVw!YFWFKAWJgvA1lwy=Ui$*Vg~T z`v`cp4G>^)_kW{MC(4shBT0A%K{in``Yj|NlSx`NcD7L|iqEzN-In=f0A#wiFU^ln zs{t(m(2)yty4K@CYM7tpXR#d0Lp58Ms>%~Smw+>3DU~E|E+L=<$eH3H`takori8R( zNyi2$B_*0l+!q(Z345n&834J+R)1Dg1(cT%k9)+0yt_bKss0XVpZczmDWHyRl>}*! zL67W;nt86=Iync2D~#&PElDdZ(8u5ASWLeVA^cGUG(EH4X3ExBio(N^+sXl$Lt4S_ zuHux-ykTztSC|(Cl=FR~p7Mf3iq9q>pnyYk)@0j#kmTuolGe(Uv95~q^TGp8NXrip zlqBtA3=WYQ4;h*`AQpB4${>ou35wv-20-?^Ih3S%;aI8WN~wpb9nfdk*<+dUcPEfU zJ#PtB7xu2r&wtIaa!KhMjp=qnDFA6CyF1^Xn; zcBl6r78jmy8g)@9gj`5bnSai=G*Hjl0SJ&a17=+;Pf@&@;x1(TQ*RzM;6?odUQtQd za#RZm5&3ZPS}wRRy>HFX)@Rhdp8!5zEn50;G>t8Y+hI8n1|#4Nz{e>6JS-Y{*bq>X zXPW^35;{?VB<({pBG*Kah@p*owizHr(UKN<%XqRKFOZkdtjgjcKp8K@=hf>jJbq16 zEdbDtvpgEb`h2m>wr1<^IyX{GyIPXnHw-i3_>+p~s$aL-Z4P8W(rz%!*^@WR@^5KchtSrGH^iH*6C zy!sfPKSCA`RJNV{f+9sR6l=|S)c|mRQl=V!w7wS*a>i4phQ)q7XNC9C3Fg)dkJcON z3;fD=8#~IRT)jF5Ovvj>yn5J$%tf^SdfAm)xPfmr0+Ueu<&oqP4bLoz@^zY&6!O@R z00AJMDK`UIVHkSaP0bU-&q0c*@`PNtQ+-2449B<}MMj_|6qiN-fkBpux*1ugNq+lo z03f-f3NN7F1eqiN64H=I+j-CQ9uZI!g)3I+6r27 z2szrOfCGJU>Kaa?5OEz>oDG{K8F>n6!U5D;I47Yd={PbgV7tZYwv_hSQFk^AStL>0 z3z=d7A_6E7;xpwV3B9NXzFrh1!=#vy1gz$V$>BN&^sD1m&RYD1?7YB1@7W7lm zyT21J7Y+^H z>lKqUJ~v}d2X*GUla1dCbQ;i&b4Ha*WBZdF%1aS!OUzvG!JVv;%y&CLI6?+C&=Yrf z1eHGQ`h^g+eE~Ltg|fG3v^-*xLs=;jAR*V&{)?it|KjTnTko0WYHlNBeB~dB*y|PZ z9s2`LbN%YEop~V*iQuClCr2sN`Bq^!UaC(5q(WweoYC$1E{6rcjhB^iZB$9pzh4}I z5Z*{gl5Gc!imXo(4pEf$UwoaiehV3&I;!%WD9HhjoVtG8bKVr8oUFCE4BJ zr&@S9{)?i09JkD6{agaU{kQr$*L!|?O;7>INsFAwpFr@WBrqZ8CIASzWW9gcCT~nV z7Er*I#$g9meG2ur79}iM)y4f+85`e7fT(SCBS2awb|pbbb6p5|lQT%j631{CMQ9SR zhVR-TK-m^l>f1N$6lNF8E`;C@lfnTepA~+yyDMy8eW7PjU$B~-qn1u~hqSRN75&_! zXWf?k$*(I!(i~H`a5OPSF2-$Mf+o2+D zRiB%z4jMMeg@cns1R(LDwYC@Q!<`m3smS||->6(SF(q6Kuhux}K!GJrpH)Ttb*yH4 z*a%tYe3g)p;lnFQ$nW_8$=ULuC_?dh27r*K@>a=_7cY(p)N%7OyH?RcZBJ~401k9F z-abXG4`awPbJxwuBF>0rk)F;gbWCv3`KEa$9xX& zhN={w9s(q!<3}kJGXz8o!Fh0BwcKgW>$%`{DE~6-sUI1YDO8@%d7o zD;wkC{dmNRdrt|=LJwC&%}2P+BtFxz@4hACo{9(BIV0@d?vMb0zt)frpu2)&)IGlv z!M-FfN!n9AX`hz9Z778_zR`t%BtR&NDG|j7R%Yy7* z4m=W-DL_Cl2gWz&TIoFv;rfr&CBX)hl2gQY}U1{Z_8d>-Z zs-#0MZ#!gVVWX{CFMtFDAQJC9?%v(P5T4iuV7ULVwSAEzMR|lIA>@97JlX&utCjjm zQq#Yv_@6QWjxPv>NH1w7`?{v{Q$6B;g-`H^ut{cf-GbAt2G40CEHVZN0zvL+cPgAmo+RQEZ)To`j+(O8Y;*C%>jH zgS8Y6Af^8NOt}+4XgAMsvc^N>PYA{8)-qCp-bX0gBcP-%rZ%~Y%xoV zGt*t~U)s_1&hGZ?&g{-Csh`U0-rk1l>Z50H)-&IX5~!L9o6a zPk3apiqhjrYd_M0Py>r;TXZM!P&u-bWdF$4#2M!$S@9*pD?Hwo%N(gKa zgkdh1Td<(pmlKvRKj-YTE;#@EC5smY*7O$&E{dDc?izpglhk;tk(@iq1!W7}a|k+a zEE6)MYb}Fmq5hc+z}lw9A;S!HQ8vB~L#4;!l>tmccP9bX zpg?MH-XuAhwJ%OA$!el&Q=rl*f+i#25|Bom$00N@Ns`q~Lee=o=KuwP*ZQ}U+_L4_ zpZ@gTpZ@fxk3F{Og%`FC^!LVbEGJQ_syU4{hK4Z4E<53bYp%Ka&2M_+C6`>>p34*{~lSOId>B+ye3#xJkT7+cmr=k9N zfZ*tlL>k5u00;wv3^TueqdLBuf~tdevBve(q|XGUW@a+YRsdG6Tn!+YIoXkb=FlPl z$vV__oZmrr2!Qj`aET3^!t{Qi>FJ4C7%VkSd=jU$WT#fCG%~AgNhARYtc3ey`M+E) z9|pF6VBqe%@BYqrzJ2@cx9`}o17HvaZ5{1F5Ev35sLFG25kD}7k&piDn zfAS|iJw3nli*L=hw>!x>C#i7{R{@-?ct%iTaziT%;gw-VM!RY<4yBzag2-^3`2eUH zG>pyey~1pPYA_X3+kQY<62ZCq;A%B7&)7e~S!+5gD6x&97Rx-^9-2FDuAti54 zBiOq{07PYF0Fo16VPdC6ixxir{PSP<(ihJ?@4SucHy9cxmt|DR7=I?v*V}7}498&< zAOcFAxrEFWShM^?L2?Sm3n}1n_|fEeibA%gGpcs`n+ep9D0(%tCZ++g|{CxA9-`w=XCMV}3 z`WVtdBhvvSPg|*vp`2)_k$zTj9D@vk&_@P+^64k@=8DEt$DtNq~)+I;q}a>6{}NOB14m;90F=xWY**cBxW4V_flqa zr&wc*lRT=m;~YYH!+4PSwze|kFIF%xFi4k0A_-}902(0yYsJXo@J3*aE5>{G@AbDM0ZDK(I!LJ&JGNzNh71{N&faz~&&(Ie zsZU+mxXmUsGtswSU>1qLwIC;Vcc!If;AHrm#=E;XHlPqk)STnpLZE7d0cEq=pJb!+ zH`!bt0AmbDNK62hk;{ca5Q2!K*wg)2b$Aq^Sv2j%+Yb2*Tn@%Q%+6pM%U?%%ihnP)b8 z-Tsy>-Whk#p52EI9rC*W!9pR9A^;++G5LI3M`x$?Fh+trAdpZ4(TbURuwfjP00hPo z1`?ek2|{%Tfyx$PA%IGezvdn?uz?gP9N#UCHAuOTjyh8c2pO7zV5Z$M1+dxdU(JX= zT^C5UGAAr0kW|$bIZLdMGOMF33fdILPAVjjnDbzRf7QHOS`*|^=KVovt<8m@bFLIc zrBdn0kt185-@0kjqJ<0n9pO~>>s75$P&4`041r)X!_|`6_aR$5$dCyD>8w{% zjjCNIG`r0h*+^|UeqJGjQDW6B059fcapHM?lSg2vy4XdSsy{IBn0U23H#d z5J3>+ayes69LG@_V{B@KmD|~@7cR|@4o%}JnxT6ks*UH41;jNf(1bk z8be6{{JtnUdbTx2hRLMl~4(6o27OL9&= zy{>2c4?X;l&$j!*^Dpe)v&)|z$}viYC^Me!GTPd0UD4ImHu0OE4a?Z0KzaA z$B_imfwbA9(nYhaY_CA+PWEIeNEm-|l^Q2m1O;r6L4c>lN)`5YQMy13(^5 zg3_lw($cERg2osIK@b6w2xwBCTM`@qf1@%q!&Z#Zo|fGCb=j0ghMv`#;1 zNt2cNiOnHo$Shzp0f2y7?~AKxiY`7A6JO=ptiBOBZ3Kk%eDpG~+7m!?XMIUH4#Da` z_N@aaakQE#?Zg8LxQMetpFsQb5LXRBbfwo^)QEfj&yZ(U4H3h zOO`Axm7>@=5cMP7?!WQiB!Z;O&2i2nLxyYxfPk8%^v;&B$X2sVCO4V`!Q8SX)y)5R z&bFP#-JvEugfJmkkIG-t*tAyOxZmgD0?^mjci+Pg{q)|SdOIJ_`?v4dapcHhV{Kpq zV{AufS7qxU*n&)W zoEN^ptPu~2Ep{}yi_iwRo<9#Fs_&`@ z9>XDw^#mYUdnH;(L5ljHs2v$c7ta>JuibWA&;O}OuMS_Y^8^`~s7#bQA zE8e?r?=@Fl^J~BS-c_qs`KO5DnAT*euEqf~8>Hh^RV9hwWO@Su%~STD2>@!Vn&fRjE$s+BiPO=xP8 z^=Mj1j+&QZ7nh<^V1usi?!a0An>TO1=bpRoyYIe7AANM!&RxCzy>aXameQ6SNkhm>|hv>N+SvmFhCFlG^XUD zJ$v@7Tf6pMZ-3|M8&3B*$ja9LS-RV4A!h{GU{9WTHD3nRbRS|pAJY^=1EpzdQb54W z{$3$zZhaYp7JW)N!-3K@b>c!y1)8vt$U3UZswDQx!T@CUBu(Y$)baenh}i%&w|i-* zaLPBA6oz4Y+mNYGf8S4j_TX)|-g?j7KY8xiEr$*rE))wnZ{6RPZ_fubl;lMPNY+}8 zX7eHe5SqYAP5=Z_Wb)V=&N?eN$@>))i-pTCzx-9Nc;)6To4<6^O$QDhT)1$d&k$U$ zv$3YuN7xu+4gC*G_6-i~*}KO({(kU%A9(R~*T?Q?Dq>>{2sOSqEkI1CNX%4~vy6>p z>i-N5Zq%|Tah#gT1x+=-$U=$NA2QyJS5KyF39}kmoJkL5;SOdwG^;+9n($UMq=>Po z?H5F{PTS~F@izfD=SYURTt1fv@a(f&?!5iZd+xe>)8mhC-@ap@zu#CJhG9ORH`W}x zjvG1)1j*430|_JM_&rBTu~$oeagyi#UPHFh^a;f_Y}okGkA3v1 z%}+00wAf1{G{zdESdvTq1X^q5aJcu#;Uh;bx%kre|K@L9ckOk?7%$I&s2_DEDdl`w zxZ`|W{K$|&Qi|A47?{iisC7zG0i5N6F4OAX_%nzkpvg-~f-o~6rz&?%A+A5?u7ZPP z>*ZCU9_YBXtWDvQs`o6WX@xY#5MM)>_O2xe1W@%uQmxlVGS#oQ`tjtPBdoEVU7h~t zU~%xSyY9U8=35@P?}6twKf7=5zBqPXCTMT(u+}Cukd)~4EiE9Bs@$d)5f+sEk7QCM z2_y`ShddyHk}H);0|Nt59G|r2q}Sef)TeHu;P;+|JU2@ zy=|~C;MW0c5at4FU_`JI=T;=7*tz~AeS^h95QMM2;l|(iwcotp{PRo2QvX0d4L!2u z!VDQQWIh1RncqlAqY0&?*{}a6>VO2Yxgj8|<&lRT-o9wnG7?x@l=6@u z$y$1p{}#uwkI&;#EEJvGqD6~d`qG!a=}m9C;_@pNc6WPuzz6RiEEL+>+h6g@SDdzf z{cU&N_WhfG^wazA^=Sv%!Z4p}GxjJ5I4O2u!AIt4}`Vl)3z+a9fO8OxBFW@%o;8_ZS!m=@ka0Oz6w5CKhHb*ic8;E6eb z3Jl)Ovc5!4EQitqtU8AC!~<9p@6-&DHv(!}mmtP~B0wd+0Ms~+MK-Wu zE?0K&?dv)6!yo?WM?d`0Lk~Q(W83zq6a_ZO1vz6aNox#Tb)cfklNd;qZH}sA@;f9) z8j=E3rP$ywP%4%B`};k)ch1FeEUB}z>*P~T-mqbVH~N41%U-@={d!49dV1uXF^uBa zJ13~E?X=U@`Eu3O*W7vco!|Yz_a1uap(BS6`zw$%#yBakwtK;XGdG@o&DGbw=;~|F zKkqzi?cu|Rot!bIo-c?hKZum&6cJL2r&Z%~5@dR9AT4Av^yZfPK67+t z=GN$+2~=(7lbHGlq%o$vw={&oA;^h_3l=O`vu4eyr=IG6`p}#wo_ONgQ`eq)$|*hq z>EPf|58$#NujDKZsA91cMR8#5>8GvtM5t5dB&Mx5DpFw^!E0m{AdE$!taHoI=iKmMf{uv$dHL9f`dy{mSqCK%)VRIbA17v zpIQ(#p*@KSRK-eZOOmtvTU9$~ET`wg$E0PcY1Qdzs;gugtJ>r&>A-EIWOnR-#J0f7|>V}gyB%AP|y4O`uhbfT(ID@b?Z*wc>4PFr=5KA$tzZ_T)ASUxApJr z=m^7*WZ4tIIahK{Ll}NcB}0p#00h=b8W{AKAN1R~Am`!R7KDGap5C4)ii|OSo5ln- zI40Cdjen;Euvu~O1kHUGG?lnV%BbRT$wgGFM$$ORA|2)svK0VM#oU&)!Uv7!XOc$u zDp3I0L_dPL@9;&{AbNx*T;-6|fQ@(trg&?r73t={d21_7PN_|jO|@>|GM&=N$y(dq z(Vh=-01B@7$ODf&a^J&GJp9CttvmMb*?(yNq2gc>L$E>6y|8=f@}+Cmt~q)ADQiw$ zv+{7axek7itgWm1PG0M1thJpGz3^YYUDFeDi)n{9bH`) zUU0#gXPtS*8E5z~{A<^)UAA;-7>3r`GUFFi^he4iGrOTlo?IHSSd&ajPd|ug$5ZiDWsKPMW>P> zm?dG)NH(v(2!J$$Hatu=QtT6^9wMeuP)+x+PBd{D>P`Q^nVC#ES6zEKOJuluEvY0B zl6)}Ae3%39_@+(w-gWPz4?Mbg(=#tT`@+G!2joN==bWJlf&f4q#ryZ}d*Qj~AN$#( zCJee3cAmWU-RsBE{Tb|4d)jv509wCFWN=y|548TV1S~DL20-6-HRhC0` z*4tKqgf!_VWpfPuXDgbY{X)plP&=s}>4==zpr7d(T}hCX6vqxg7zQ0f20sry{P3+m zy!Gx|?|SOdrw$!BB&WazCbZTV8w7GntZM=V&dHDjih~2YdwTY4+jall_b*-ko%6g5 zaQzimUVr6TXPns{wiR78(AQ5I=LEr63jwOg_ku_OQl(Zd1`!;sQagYx&uzK++dumL zH^2Yz0}u7}_Jv1dW#(uM!4Z64!~9wT%-97PB|;@ZQGy6sYXnHH;2&dfz+2l>#(VT` z*sy-x`t=((`Vc-F)~;K-dev(0eqaMjvNYttYe*009IKG1r6r9on{iZ7RSMv28B!TC zWDqh4@|cC5#C+zNr(6BxG3a01j`jXnUwHH!ANsXj%7obTPnn`N#RT5xxQ@l#5-FU3tQtI=nLG?T* zPI68XtQ8WJ)%&M&m4F;IA+Vv_G2z4Y3E521>!h@XkU-Umt3U*SmE@e-+S_tLxNXPw zul)O0Zu!A2Pd)ZzUr%2cgaio~YY9TbFLv0dU0^asr5GxfO5Q=1WY@y(GtWQsr8m6n zrLTF(`m%3pp%@iQG#-qi2x6r{C{~7{0VD$LooxZlfx`!W^qn7m=ce!Y<%om(4;pLo zzNXf~07`mDQZ<)o*J*~EfysLx%F_Lj^ESeQ|$(bPaKSF{WA zXt0+VPNrf4p!AVA!#27rR-8CJ0)U6c9gwWjFmW~r00c030f3Dxm}=bmBu&#m1*B1X znjip>tUrNQ-M+S%x&Tm(StS4@L%$9q1m)xlG?MaZ1m8455-^hnPKu+r zREoS9P%K4@7B9Nws!Lw|rdPlGhF2~>VVRTj5p*ax$;A#3X&}l}t|1*&{O3ae_uYH{ zmp=8yAAaKp+h5pbjm;gkP6}vAr5h>=8X*9f^472b0MfbG2G$Dzaa0;C6$T4Fq)$Jo zrOTFiuD{{*4M*+!H*WA@H}wf=J4VWmp5q`w#di`^BgvxrNJ?oPEw&r)^lb@u<4r+xl!+vUEup z=EE?I@-h~3# zTx~Sd@5Tn2TM)tY*r0P8oSxa2WEQx)fknAVgiaDFVEQnE(pK2gK_b;$L_=`S8DmHW zVd&Zau06Xy`SDMD`jekNu*?5(p2m zDu0$6D?1Ai0>MEJ1VqS#0&py!KrURgWTC&s-M8GmYv=A=+jqYGy>Iv4y^?~^6j6#J z+8}6e4*}kJ=Y5~}tAD)tn?LF)9&R@s-WCZ4lB<&3369F?tK_fMc>@At3{3=g)Vlv@ z?ykYE?#|QCI{l2Z&N%D5vwS?C)7Gy$Va4)%kb|Lft`x_GV!>|!gh(O?0;GT`u2zlk zVx}3+37RyyCYT6Df-;5xg3}?TaLS)w&XpFexh;%=b44OVIZNmP&iT?{P zyzmbn`-gx3+`mUr)V*Lq5Lh{Rz=KsU-z3btdV9=W2vPzZ#3AU|Zz%8R?CSI+{FzNp ze)!KmLOJ{fG?ka${1a8Z-B8Y20|VA!s3r(%5;13szXfb%JYpe3h8cr00ib>vVCGj^ zS=V3KOtLJF5Mqol5^SNin4=snTZ9ZGq}Fv^)o^w+HQzpUJj}ElDw-loQHt*0IR_w@ z%k9~-=bu0R&tLq)7X>X?xWG9l4+v~L54wPA&dkc`l^=$XxN$}R>J3|kSZ^kc( zA`-CSJVDO65${WyS(QD(sZeSX1m~+hD5IYl2!aiH^$1WypC4&y4^dXxZy zEenc8PCb7UC)+KA40F;qPSY^eOPX%`F1GASNd_r3uw19A-zAas5iPw^{L5ed@@GHu z*`A)BWhX2nDhhj!rv8#@S){X8cmNJF)AF62jwSRpF!_9&ghw8F_#=P*cc+|s(y8lC z4lD#2;^2Wp+jecqvAeyy-9-`N7;>sTp#e%_`*;Wd;iA~{{wOZ_kU=X~uRQyLv#-AX z>dUUa?9@|EY0q~EE-IDcLNP9uB1M6Rb(b?fy`0YQu_4A+n+z0>52fQ(oB$6+A z&9&eD_bVQG2Iy1o>Nnw zn>wN_ljS-kq7O(VFJh_=02wl5$RtN)0>Dgk3X)l0tNzZ-?xCqh_GhRv5Sa@gIjcHX ziU^Pr1ULCRM~@ScP?!rno_zAjfBEFUYF{=Ydy;dO=f@`U)kl zB?XymkRd}R17s@zbG|=}R*cna{xvuJFUh(-f#jTF+u00CvVp~fEdCxRm~J#mD9{+@ zuMsamlA&pDYwPXp{r0!Mec!$J1z}*Ukq1;WxeNh~(ZQE@f)pTufJ4IUK~TWR+Y16n zRJH|zZTXJpwmkQxPu+Cx#pijeqzDLsH~##qo_ciC$N%p~2KxuR4G(D$OFZ@vq+#XB zXecQvMMdw!t3t@|^bMz9_p0k&dc#Z4I`7Oyix(60aXL6D(sZ_9^aXsrb>I5^-}PD)Wp&XM#x+wyI`{`p)!8p;$_C>A9LC3k>nK(zs; zL{N}0KFFleHQpU0rEO;*GGyB4nOV7KrZ=2);?5kMXEtlG6J9N^K18i`QWNmrS!7qe#HCVBV(Clsq|f3BFs; z593Lz)xw??G>l{=JqL|)yQc9|E7tS#QCpL-(c$C^;^4TFf~SW+o+>%pD*su?!@>@@ za$F0%**Cw8p6|lc(#HGb(|vrH#o~MFXwl{X>)l?GrNJkM(5qnD^L|NwLBX9upg_62 z7&N$RXL>PRSra^afi(B5@p0fPy*&_t5DdQt{SBKOJU^sMaF@}@0qtJTEx4BC zKFNAb(K=D?`H&WcU`<}5_#-*v)m|lE9FJZ9cx`Te`7VqF_3uPI3l8DR-QL#0E;BYrV+@LZ6-otF8Nv z7WbD_^Ja_9d1J|c5yE5Xe7k2kBze+1M<$#Uk9K!-?#vAXQ zms^0nx!-5S1Nk^X>a?$ghJ;0G+v{GNQ8}JD(l^-De`r*n=cm+JHV6`S+n~E zVnEfDkw%qWx$Cu4(YF{{{Du}5&&}UvzL@#Uc=S(<8c4KZpdz(i=@$j{Z!$2ZhjtG_ z=`eq=*pqKaiN(O%>yEq_h5O4>CrwODP=M)lxz5IzJ2&6B)_!krPrZ@qd}G7279!1ex2P_4l>st z6@fHg_~vinR+l&y#ew(P^p(oUNVN^xi8O=D=gjAQ+s$2T_oaF*k?am^PUpMt?^P#EzJ5sZs1XpL9nv6& zebCwxE`C*AtmE#+XyW)X|53l>cYq{V^Si5Fdsy{h4%q4Kyt_>>@pqnz`|}EM)Pg!|a%-5YAifovkf@g&%>WltNkI&J(g2A>r@Te-9-T3W%|B zyy%@fC!f$g5y#qRmQzDZltPzOo-nDC_R_T&vFEkFtQdI5mTtJoKu_EJ=S;)zx?Zux zY1K*cpk7qu%_Ga$@O)+K1_m48wHKSFh}=*}w>Xb{(Yc{8-)%oIN_7*kIw=Z?S6wAX zo+z^1{gMv4l~}ue|1-&)Wt($20;)LVH(R%9qyd5VH2qn=I$R5yPdNT?Q(1dP7M&eq zJ%};>XWr~2?q|T+4KkNs!A+{pP4I~4lGs{6=EKsH{mwb`t${`B$w3?;4L=ba5^wGD zZz~ul^i8yS`k-$9#~#5MHdTrRf!yPNIpjVof%5<(Mu+x5hdw|%85{EaLy38#AYyeY zRGP2&PTwlxlCUiKqdT*50yh1nZ&%06?;GaV{zZCdN>?@(Hp<+-O=0Z$i(^6|Gbv`dcW2j(2iZ)Ze5=Wzaff$CHsXeoQ=Off@99ChA3U zXg2$n%wzPcx4TwlMX*saCs~Gr-<|uo(%1R(?|i(xl3srt^X=6^1|mq6sACk4&)NfS zPAvkK`BC>KL8zt~jpssTk;DMJ#*s+7oNpVOG-kJb-OfDnSOa*d+z6vqzm+$@ zzj+#%LJN2%EShZH7zdccieY%}@9!U#OtUM!{ya59yF4{j?}427iM~U2|BLwP9OO-? z>|*q5b&g~h3o%n>icHJ~(fx{<-2d&*Tz3w!HRXiy`f)8BU%a zulOfm)l70iH1NF?oQw^zopD68ov6r0`tH;Hz@buO)WymoXu0 z{O04Aim$6oQN3%Z^`G5;(ECSw)RaR>9?zgkdb~d$PGYE^qEgpxQz10>1L)hcK>tgA zM-vT4z34cI%wtC-S+G1|IME9Lq3!y{@^yXljMO+$u+C`!z%j+g*^Xexn7rc0_h&U9 zcBzmSK`1(8PQBC3v!0s_wA%rM)l=<`Qw z_kZX8{YZQ~y;_jVV^Wi;xoqXyW4z3yU?s*1&Gak$VdNd|EsO8@2Da{e|*<` z^~HP70Yngisr&-$_*7YWe24r8qUP;zqA!jeW>3IArW318rnrkW&wyRaUnVjw$KuPm z$B$QRh0|>s&aUqVU5T;`1_;)`I6arn%Os4yA5ACzD^qxhPa~nIcnZK*JO(w_D{JV^ z7u`4GQeWdZYlWbqqb$F~IG+&pO@_PN4!n5Tdea6tSVR6KOeaB|t`*-m$VT1`zKf-l z)1k!~u>P4=+CoIBVg@7a^`*_6(XjB}9C2Kd5I4UlF);HxEUwfrZ??4Z>8c)A0CqDF zNgjxky#^AZG)HZ$sDg>eem)4mGO?84OTa2ZjdkCQ9Y3spb7QCn$< zskqe#b0y-0#Mp#prdzfQX0Z1E z2~rRlT7Y_y}@}>)XF+Q{GP^ahL~1OMfTo9s_jIDKhxMuJyOO zs%04V%8E$cn_iCD5`}-0A1R&0FDoU%%FtLrRT_S=NssIOwVQStW7PgJdYFh#@ZS}?YX;3z-P z-PN)G!4#)o!ubaVA0@D3pc39vPy516opkMofw8rl37>0SmErIZN7Y-9DdhMJ{iO zdM84}FxYxM6I_L9ZPd-j*XHIf&!7LiA76X8NC>{Sp>K5UEr8&aM|%f@6Yu#KnW+e2 z1q@P{p~Pvt#)wB}YY!V&sB;(eLDCS*g{(F$(CI_&dX$;s0nNPK)lnHqw2EiIrl@+= zf+;XVr-?D1{hV}!Zn}_kGR67rhu>QW}sYSBDsHVgk9;wM_Hr?wcj~!=VD5dr}=SlSq zUY;H|wd#PlI_f_nf48Etru}ls(IGY)M36Z6tu@@8D-gt4WBxEY-(kIrc=Hf}nsW5( z;~HkI3(W(pb}=M`E8bKOVNEln{RHuQcvm5$l5*ByIvgV^zJ)|A@FB|r4Gd!x~e&5nPzrI>`o~rs0V3xi`S(|=u%DOM zkhIE*%0W6cOuW&N>73vx-_jiK3Wz~8D}LT9W;-RhN2G(sApe%*-Iqe39tF22+^H0| zm^zJ_s(Bfv!%GmNA5U9XE_Z|P&QT9{65qs$orV9feRfLN`|-F112HI&X4*E$$ekF4 zr%bxJ@N~y~hp8NWxQ0HA|8@+ai?o_Sa>euGtMO;PN$bJKU~X*;j3oNBZ8UJL>{^gO zGovtcJ{`1&iac*T4f!n*JG>;U9JXORxNt^usgzz0QwS$8oOl z!5jK~Pg!^oqrcl*yKD8hnU}FKNK;fAK;PXCh;3e1o4<+uw3*@HrL@Kgr7?2vLnP1D zVr%hID*tlNEy>S@U@U#JTSEojeOc!rr7Gl#{^Fq$Z;;%MtpE0TBH-&q1Wnh!0e;Dc zA2U{bLPg0uH2BH^tcda=kxvkL8zm0Ru;gu!ennN$?3=jVot=QUW6yKDcL{&K4-_Gi z4fcE4z}`#tX0$UhyUVS=UHi;aP48`tokOHks1meSuj~~@rPfuTaPx`15|+RjMuu4^ zOia~?sgcy3u0)I)cjS}1`J2k|ij5eTie-UlYnpF*od@;KE8mW0Q(8}jHo=vS+S66{oQEP1no2qLUb3R6nF~taJn$#BO z4ZD&P!n(Ju6whokFdJMpetm&F2cPk(Gui6Gh-+YAP!I=kXiFy;+M>zOBH|zO0?HoE@K4j`@7}weN0!XV&LXuoa zh!8K%B&g+B>3AbdaXVX&4}>RNh^5!YC-F&Mil|lc?qIz2{sTG`%ZhY*S}Z;7xnY@J zrxxwb{&A@=GTZ+sa%K(}_BC)mUXjIr`(JO^Ltvm33}#?gN{p!tE!ysSEb>u7I(V!`#56ir$IEqPqIf5~GAW+uFSnO3D_sj-dq@KX_QT~SogFRxT0x?hmT zls)Y~7{O(38hrqfn&7Z0TKrA<$=q^WOnDpuK@Eu`-|K8zVU(hv2hp&#xGLMH8v>06 z2Ys>YvS{%-kdip3`_}<-hAZ219N46^zq?bEUKCEeU_u>hN}S`bhsR_h&ywz8P-=6t%m);gu1 zQbnt#KYgsttmDWT-#VZ zh3SkAsj3MbP=c^va8q6yF?zWC3=9YM)$Vvz;<){+Cp0h(rWajR-&E3`Mh>N;M{{bP zs}Ag>@(0h>qHlx09w1`QZWxu6q!y;=7+#or-RRGox?Lcu`}St-BF!V z!EzwPES1BZ)cV=Z(aut^EBfWt!?|$n*OOnuoMf*idh1G51LG2a#|SKZ`$(AS04X1< z2_M=x&tbJ`W-kAXtGoO}HI3%SdwnL1xXOB~rP2JX^9L~d3#GGvTCZZ>?t75UV5o0Z zKQHqR%UXg-%nH4i7nO1M&1)=tP9#T)X$y+;p;EP}4g`=a^A8&l$(m9F)6|>8vU4~H ztw@Fz7;Dl(2d&4CfMF!__-kk>DKkehh$RMCRn9iN%6E3E@JFok2Vw*(#_#KylaSq`!W%8A3}nn3Q8bdLvl- zPev8MFleJB=s7W_8fr}(HSomt5!0vk=4B;sH{*_49|85Rq;naIP}+%a`Lk zb7g+5Lk@BQl0;J^5JZ1?zAkZ}KnH*~yL3O0BwE>@woNYeh`m5)64ED4tA>NHFuxuu zwxV|=q*H($lEXpIQbpgHfsldJbtR^qn)iU$B0~m5Uu{E98t3vsn8}T{DTit(2O_M?X%#tZ zq)t|jKU~#z+!=IKd96>vCPTuZUn{sNim)u>hAx?wbAxV2WZeYt!oD-eCJ)yMx?8_) z?-5O1d@A>_J7^XMAAFW#Hw=+2sZfK(&)zdWyq%aK&L6SNoC{0+{mgQ|FGZ#L?nmO& z;;rhhijh-mViWF|>ZIA1I~{5&gkLE8O=)t`piExh@i(|Aq~^PG`qW za@Z}ydT8aI`KIc$$-pTv=;`|mZ9tMY+q$`^A?CQFNh>+dh(vTDk$AR-WwC<7-y=@%`pt+iX6e&cc%;bZDC zJ3B}ltWuntu}4EY#22lin$G9HZ?ft)OJzVzLPUv+yYsz*c8(mcFNuxu%xXF5aa7LI zy{CnXrX^OdD2yB`@~>W#gyAk&Nx!6ch~kbD_Le7`?r+7kQu&=IRae=o3E}bxAvHO+ zNAqT)Pp15i@Ijd&caD6>I`-iv=D|~Miqs!!Zw`ki+pE5hD;_!&TvE;u821=8)A!8f zC_ubxIxy?p2S(jhEMd&eTNq04D>bvP_ERf9fDeeiE$@HXnKtVNbvhMEUY?}w0Sn>$ z_OV=xLT>_cq+e9JSimn;PR`f744?LL|FGEueDS)5@wdO>RGeQI@ShFR+d#rfU{F|i z)6ed@*{F>KGqwJ`wpgfEnue{j7Wd%9fL(4Ns(IdY{}4qO!Nr}n4KkLc{UjO52(k{JQ zQP1!o7(3x_II}%2#SYEBtOl(Z%Ee-h4)F2)>7OLEKmkm#`-}kwIC2i5;ijj@n4XXn zgKs43KG#Fa@3eL)jow1H?GnCFNIJ`pl20Wpvk8H6azB9(7GtoeqMPFO+uOf&D8xbI zCzrzdL5i4Oa*3??PJtV~7O_^e;YFbI48f$PL7YLIJ(iu_gM+RE#F&Qo?swM3C*=6D z?kWfG^`6+)>k;++n~vcZv)Q84W>if)Qy_g6E(;I0k-~Y|`4S5&OoOB<`h!Xwy3;Oh z4c|}A6LSo=FYJt?G5W9WQY{f3SY1Ib8y`d`RQSUBIZx5zUXa>^QChGh{dcVF0si6} zQp?y+D%zxxfI52={fCECLa*rQks%y@AO0$#7uxWA|?Jb>1s&t zdn#*Fj*P&XSyaHu)1(o?0-%o7hxO2~$U&LZVpjd%$M#jk?)iB-Jx zoq__XU2gED1A_(+6`RMv+k4wTh~#sfpq1v_;o62)hxn6XtiOdG;OTTmHNHvv(=i_6VkacQB%Ht+g zd};fvR7nDc9t*j>ONZ!3eNZK4`0~`xF5}HHe;7jSd80>G1xRK>kTdjcPn>%7vb%VJ zv2(Q=%B4kyy(r|lgW&V4HB4QW%$ekYbggO?{5V;G5C~F_JGJBOZ66`OX{+~2r~g%2 z0V2N~T3(zjM+Kd#>)5c4fPMWirIU+$RcZ0CH{SZY_@#Yv`ybZEfo2?YDOzIJpbw{|7 zYa%;{o;N6IDs{JAv$$lG@@ViyWE#_L74N^|wkv(E8Csx*?nj~JGa={yyYjvjxP zDItzQ0Qmx5Pf6D7y4?oPz=%UkwkrYJO|uF)E#r^ za&=89V?RoGG1ay;?g%H{F!D5#nw$-n5O3lWrLyQSKnJt0q&4ASg<)`2g#aeYuHdhp1dj_5o`M1Ol0Gz zX-Fzsedc-DNv+b`Kf_||E*VLhedSL{=UB01o_8O?e82M@9UKH)R9gI3L$Kz*78oJR zN)wI%O=@ZMaH*a|6Rl&|#hyHI@faS^W+b6jz!niW7pSlW>+;IX(c-(q$?(KQ@x$|? zKaoi)4Z31Yty86&xgB221o?VX}}X zz5E&H7^Rz20njg z;~M#t7MY@#h4*U@f6?b7$nMQ+FIKrZaboz{8C5-O%D9o0An|Ps>CX|c4&>uo869Ke zkVp=5{n4E-MM^|eq3ePn**LR7hq%K%yZC8UCpuu-G{S}7KTNW3E*)UFw%8yjRW!Q{ z@{7;v^6ITfElN7z+LdwuM_^D!g-MjVUks?)uoe>qi#Q!0*gLvBau2OfI~ORsE*?#! z9;7!$_tVnDgcyT_u;|6Va&cb}f7nOI8?63|jw^LJ$NZH2sulUmLdb~h7*A;eL)2=w z0SM8nJQJz{<;jGQLxI%xv{d)S%~O+{2%vn0JwJGwfnaXom4>5&dAHQ9B8%u_V zq0{D*UQ2}JYSUrt@%HqLu(B7sf9iq2&7S$Ey0I-a43`AZhDf6%<)K-wiok(I9Q95i zB(!=W-Q@3bJMgK^tBiY1n$v~kt$tEWb7(3`Z@HEEr@ssg5(lL zZ&F!*j_QPZU=7G_Z_;#LEAad7s`f!#wTZacH`z-M#s?~Js3bMaJsN&4V1E+QzpM0s z50Kx(M{3L@x>40GQr&@ymKlUqGDuIN)Q(cdgnco05a@SRJZJ;xyqGJ3g zD6%WD{E#2E^Zsj% zd*5e)G@O9IE1@URvCq`7i$0IWQYlP1Fo-z)t|NQw>=b*V@JE)-+s)rUs`)ZX8Z{+- zKO_A<5WqC-+r>SsXc0J&Z2r7tR*6$zxu6G=wd?QF=rbUQ_Dx(IG%%s;uCtw;%t$$= zpix{nFz~)?iU@`mly%7DJeXICbae^VG?ilibft{@u1rm!9pl{p^(dz~Snb36zr~a=SOg*=#k~ey>1OqTq8Z+;yyP&(k zbaQV9D_4Q&$B05(p4Sijf|w}+_+`_!;D=|!1xMIGiUP}!mulHrLTqVKDRsPNVgeP~ z^`F0Z#j=2&YrXFqpfO+9Wel-80E!bvA~7(I86LhI2izr~?|~%i-e-lFbXu7SIagOt z0nd0ic|=#TNBv{Rr`5i~7{(kXjRTsPOr64!{OmUK87LwxG)_;tytJ8G z4ruu~`|sgk5_8{9Qe+lsI=qo&l@l+!{ebWi$>)~LDy)TI3W2qFsb8WmM+Q3PkNtzU zI;AQ@&?_TJ*$v%Zoqgtv3Sf=3uWloo1GprNz!jsMrKRsvp1o0A2#9~RK-@3k#n>NunPtfu;(RR;lB_cn5fIudJe?1comN3@i3F=1f1Af!VYQ zhu@y->dt?)9Zn1ld3LG!i~?jl9S{F|)sLudKXnrrBPEs_YJCPD|2S1H*dl}28^)2D z``S@q@vK+KDo1#eR?rMvM#uSF2 z_Nq*1X!jhM)}5>Int0+3(l<{Q9BlB5kZpXOk+V8HO84v{80Rey=yS-T>`M3aA%DNrF?$w0W$>f=T+i4zGOx!4y{enpN(NGS?S5~8Ecm9Pe}2#yjmj?aT=&;^u^J3 zPnX|wM0+(v;~+45DKUC1!K3jNAcUF;GmNxrPrr5vXc8Hcy4B8|nqR^WC9V=ojImMF z!psIw+1y9HF7S%v_E!?+a-VQ~P}TPAi>Bz9LdVs9+Ze5^HEpm}cF}Zs!ktvOZ&dh3 z=$%RChfVj#Pl|2YRCaiXYRv2R_9|=I&T1qAR~Ft%LM9(OsMWXYC{i#r{kglt5qWv@ z{qIwguCs^ZND*F2oP=}6CzLo~&!>iQ|yxU!)DnZaw>9z1|_YnUs~&jOLWA~po!)Frq)*fJH|0kG|5aO&p^iWWzzU)P>|d zG-e(T23>wLVUJKhO1Fr^EQ`=`?v8#kiOKo9M@Kq}Q7>#yJG%9_2Hb3iio04bKldHp408kA63g)iQYU?~F>^2!|g^kX%S!oNwf;#_elb zw7#!y9$d5L{j6o?T%g?&1JAp?mzchJpiHU{eqH{9{MRY*I-}hf-G|?jDQ_!QFl{r) z-;CHoim%#;W~^Y}2TzB}cV~E!(^{KlsaWM?FKYz{ae9I4q3f#iIPh+HZQ{?_e~nDF z?Y9*`;sUkFkHWOMngwpOtD}`Y1*zQDL3&wGcHw$9h0G()5IDKH$x3X>C=xFZkIUU{ zyWpaxinu@9Mzdso&;2QmN zs{foI={uJ$)lC}2(5ACzJxgf7rjq|78&|U~p2O-SI$4Ap5 zS8yuw7&-(FxLJE{d8 z7ya*_WfGR;V~L@EPe7x^SVqJMk;xA;E{7;;c+NDmX`DHZ!Y>~qNe6J z=<3_g_rBhF!95F*roqU3*5rU5gw_eq9|1ZlvAtPZ9k!RY5KCY=lsYOY?ZCZca^)*& zj?^XQQ79=QQ|_TZ$OYlkou6N9(>(RPQ8mAea|w88L*|SlmtzG%+-V{yI@w8h${L9t zrx9#iNQf^fCWiLx92&X-QIdVa-Amt%(_lH(*R|TUX$f;P{aBz=&ozx`Gc{2(Kw1L$ z+Oc^zq|UV$6W?KXl84QZ&grP=JKYAGZArvPqM$G<6`i~mE&g5TqYm^3p)0G$bk!yB zrbhvP3^cU#OO9)q79?*}Ri$X5rF>y^BF0HG)hOv=NpNx;-LRS}`8wF(EtXwU^JN0c z(d>&yct8FO|JXTINJ;m;@p9x_Pc~3|&8K1QyNHUsY!ER(s|BFSIdku~q)}TyP1DT8 zh+=C~=*8=6jdzY?G%?sLXDA>8F15Rz3=f###FzSTZHey5L*|k4;Man2<*=0N!z^Q2 zGh$8P5G(HScQ9HlmM^{rQ1Z5e=rQW2=6bwTVLj8(M?#qc5@Py^ z_ilXeY~GEdoESY+%X34v-QF*M838$U=#F=+uei@gQ1(qOE_yNIfyxO)L{fw^lYhMX zUgY|#nERV3Sr!HltzCg#YGh>^s7DY4YtjP^zm9l@0a@I>o@W(QKI%OIgWwdjkCWIG z4_`nr#FB`@1ZW~*d{@^t2@eTqlyukaZ0)VUC1LxwGxM!4E<6fTEi~o}x4&PzB->O2 z8tKL@F~dtavt~bisdP@V0qt_VgJTvh>gX2U1Uy%^I93d-#6olSF@Jm;u;^E==#G`K zPn^{!Zazy1t4-iUukUp1R-%!k^J_MhnygllUe_R52HDX+eY%=bZ)PYofxJ#^{hYy1 z`Yc;tNQPP%v+adi>UVp0=Ixz7LdnqUS#=u8Wg zQSc1TsGs5f@Q&SOiwcsg^AiQGYL|P7DdQ~iNcWAs316Y66;-BnvbwwRqBIPypAps@ zC)!M?tvvHn1S15pM+O=m6xRt1%T0xs695*hcEfua&|nx*SWo1}nMv+lqx7A}PgLhh zw;g)U7%`Y(%7@JMK3=-`Uc#BP+&(*$^CGhHb#?psv?|a_avHPn%>m4s%Y6YR{!xOiATT{aMbMuLt#$}rpTO02iMj=PaDGB`>zqA?`hp}+ zR8%Q*ii77#8_9wimXUIm{A?-Nq_n8LlWRZmi>^B7<+Z@;;{YKjyvJIo zzPg6!rm#E^;*~4303q`!wy;b<3-7Fr@TbJ_eDK2y^P4?`qou~u*4ozJr~eXP4Y1)= zxqZAN#6mQNV|=l7$SZI8o`Q8pszrS#4J^^8D-)!a@gd>At|cW@?@IS7p}P2jCa93l z9DS_VIQV-H$@JX=rXbD?rx7xk!Gh3JRd?0rx0)(Ma2*=CX^&{KCVJF!{MQ8Dnh=7mT|=_z9>THR-?~jf`WU;WPcd zaMP1cNbUWl>9WY6!8mfsEA~)oc@;!zU zhPka3e`z;lXUP^I@*fFx&&!2uK-G|~V|0FAn?k*SltHbh((>--n zAgv(gyTxaPd!`wzVAstSA$5v*BOYD~jN*jc^KV?v`mhiWA)F9mIiH;`3eZjb7SYQ-c%Iw5KNR)&m5fVo~>EQ9Po!liM)JI74ZZPUc zwe;8G(o#;o5pY_;s|lCcXiQ_jvs<8vF6f>GJz{Y`IRATcYKoakl_a|GV?n-~*AEV_ z4lIm{MhU{EIr>bLbvaKi`tZ^HB|L&q>UJvOV4=RSa_pP3Py4WfHk1>#Ztqf6w6YCR z(I~d298w&AC@fR55tk6J={#Dp@LOK4={P0eSBH@);pAB{4n*Q44hGy26B8?A(c(cX z|0=1IlDCd{!_-af#`2avEsrnU11eyV{akD&tBElLn50X{6J9?uVyf-W2*I=Oaz9lo z?mgdCv}DQ^B*)M2CgMzi8+wr2c6zX9@w}MxbGJT)B&T#DI>PuvB#t}I9<$th)HK;I zbj5*z^ksc9gRsbjoE$l=K6X$)^aAVr=hANAdO=mjFqtx@LVJw&)r0xIow}>k2)QB; zeI8xXR6FrvVlr+(xXV*PaE-`=or4cS%V)tSG{Hxv=SvJ03{9W=EPGk0*FmAgbg}hp z-D+GBWWr=ag1nd+UA=&gKVcCx@87Z9Z}D(pu^QMKTm$1j3y0xh(MWtKi;VuFRR#A! z(DF`B8qdr&Uyt(CoQfsXw(mvHa@M4gQpM!;2?%h2Sj$z)HRI0TvQ`Rnu;G!q!*#g2 zw1^Q1y!bd;X!*%NC|v?+CO(l$Ds=+{;lYww{aU8ReEH#TX*FryxkFTD)Tf>g9f@Xh zI)9U@a-+wkFM>tZl7x4$#ky+XPS?%cvx9az6x3M-u~vbE1W-=Vcqn892ZQMN+f|qJ zL!Vje4Qb|mQw%>#OwLxGg)@E`Bo$GQeP%Mh@7-6vL z7ul^^qMn9?R(Z7-h_X41boEMEbUN0y`#m`9cl`rK+!4(ncjUyERcX=mF&L>{rH?2Q zsOAARTJ{zIiP3N84P&)kx1-O0N&;Pkv+$033Tv?eAr8D0LJz`r8d^u|5f!MS_lHNo z_jpK_CE{)c$TL$qWdK#a;g}y8=cX4zbT&B%^=A{f*{PTX(-##7(ws6>+w8DY@a)Bn3i- zmJI-LLQisVSWv@Jfu{GZ_rWeFBkwzN1;=Pgld_>g3{`sIkbG7v`}JOE{^yfoT17G7 zdanvP=I_3`r7`k|&KP6X@P>3jO+&-|cF>rkp&XTv@6 zdnFaRI-JfJe-}vpEXQXqq5Gxp3oS5!%a;(#jWR*>r9Ngzq;-ffOUd8C`L4Mq;@)ZD zRv&FQoz{uXiN;g;+b^Xb+?FlwYo)tya9jTnI)5Rg{yIF8;s_|>?D~!WAVjgkKb-@Q zfR{aybJ*ps*uuEs!){W}W9=u;sEd*|{mkv7_rnLbN~#VxdTpdbM$upxd^3$goW6gDNB#`iM6wl<1l#22x9$lruPW9~f?jM_raO`W8#-S7EqJ~r&I4YeUs5tyut z%gqMEL$DkqB*c9VSCM9vez&(l7Y3{Q`Ukj|EQtVQeNsj-fTjP1`(1BXBq-$`3vU|g zo*85FfwqkDIZY&IcHIx2i@^R@+P2l$8>|Lhro13FtNSFW&mn?;C$-!yI29ACs5R|l zG4L%LHN`G}%mBrhiZ*)rC`>~p0u}i8=#S4#ZPaXsES8Vfu;`v0{tLKKvmLf3v1X7?ZoM7uo=Se^r0I+9hyV z*udhsz$DGk$@S3)CYa6!2R8;dq7FQM-tY(CuC1Q%bc5Rh?=EK&h00Eiij{04R|3N! z!_BQe2g^R|TP$c~_d{0qGSKPS@Mf&T5o1sOj|yY0w7?VD)Y%S5`Tb+xb`_pMX6=J} zP3546B7c|0cmQn-k zM2I~e*j`jXfOKeT%;Mp6z7uu9C@W@5Dzv))7&72mpOB`z!(!?`>cDcZ$r5mdyT-ia z`ZGQ-+R7fvy33y^C_vTEploINt^FGgA)sb$H2(J`KeTy0RrdO-UTp}~RKcP36Qu3+~VkIB#1SQV10 zFr#WCWUYoSzX092=gvnj^o+EWzLO!XVW^TfBXQ7*+H!fr_1~Fk`0=_RK>THWZ1x$S z6hp*BbzH3e?<@CFN6gP2R2V|i95jmbGw^EjSq`zOv-;gu4z7@`aCOVT#gF*#<{wcN zy<{~4ePv_sI(B5h^7PNrf3l2U-<>1?c4DU@)wC5C{(9M2)Js2nIk|>yF^BrPpoiNR zUAu9sS3Y@@$JUDOm|6b%Sv3x>t}+?`skMuB3=qumHQnf_;NRc;kMVglA#sq{03w?m z?$fm9lBdI0SC2vHSj~d?$Bs9lY^vU20*-|-_ z=39X4=GsN6JrCUUnj_zk;=qpV!;svA8bw7as-OM|%+WdqE~4%|Omc&3ctKzh(rv+m zKde~Ks3kkbV6@>O(-xg?wIoFCSVg}^#-3vPHoXd(2e-~Kwt6}T2JQZs=8;RJYx?3H-C)Y@~?adhi^sUsIaOEqF%w@CU6-WL>L_C z%m1%XZXH)zK&Z`hLd>9AQX}YfcUMDNXKSm^RDps^&{wWE;oR)RbfUROBd<+OwDy_#SP#{D zMXfO~$QiGC#pd#`ZAl|FotE@O9$Xw9XGjM>A0;^Ch4nC?Y5UVV&e>f8wip8UmUZgE z!-kIbI+(amZh}>E*p&Y(m?7ddTzDAkzRy9Qv!J)4y~eJN7AX{xy0uf!6SGxPHK~+= z!3Um`vl@IeAAIwxRNCu$*y^~8F>>SM++;Y(W3{LFNr=d0=kUhp|1fi&0N<+AI?D~& zwW0|z{g=GlCF11Z8~xB?S7Q<$RL1eO&8;H({K_Ad33{{so2V(fnHgjJc3Hp-2eNSQ&Dh12 zb^j5JjRB2%dfnS{dAah8x;&1vWmeIsaoEx0Xf_Z3xcRlP@XWdUdQO3m`u-vpJr0-~E6rv7L-!|l8%gAe zDQ=8({Sy-;wb$tLQfcB{GeGL>!zKjcDTRniKQ8NvxEG_zPCTgk4R1&!V)!(U(OyQ`{|XrD_8SLP z5;sq|hw8veA)b69gDtJC5im#_R88ycP!g-$TkI5lZVJ#dl=KSIOGgPrbpX!0g0Cp@ z;gVtR0z8p6)XZoD9wL&r^!nlNi>{Mum*8dEtzh*y0g2H%(K;Ao8(?l#8+YyjchP>T zf%$Is*~C{UyTRDLOs0Tca@3|MJ?+k+{c+HtqXi94FZ!Vy?J|~z>@!_2hWEQiHAPqQVfP*G&b7viex#vhpu4LuA!hTiA!f|ua3nu$MZF~`#{tved`4U@*0t#FY?E{INPQmY*m(Y^#9d3@ zYLoG$R^{3g6G*lj-t6++Lc?js;BT*av)tSBQXpHfUS2`$bek-f7rAb4$?NZzurS$m zn#$k35jp>XA|1$(i4|vK&n{Y4+zaHz%t}vYjYZW4jXR>wf^YZ%Vf82!D++LUNaR!t zOvx*=_R^k3O8M=EV&O{N@aNut=ak-{0eAR^2$tw^E7O-&3)f2sU??lGu_p1NjUQfC z1}&YYU6oxPVzGH^R3Lcp$l6S4hfZ3Y`L8hr@H{5O#Be{!2@EDSiPX&cpk2f%br>1ux|RlQ?U|8;F$oYyWSX{Z-rw2hkzJQ5zstQ4T(A9`Ix8e5=WI|!?y zTa!jf{xB_K;cr>>@FxRi)$`vnggA)$1kxn{aiUb}q8x}2{7C-QV{C1E3ZJUPAW0EC zVA2o&R0J{lC-IGuSa5DKk|OA%An6s(6cK zDrroAG2$wWU}Z84+E?w9(hOPAVqVX+c3l**Jd|}-KTRLQupBU1OKDAJB!=S>#|rX! z2L=Xm*8Gp7vy6)3Z^Q7iEF~QR(kR`{f(R@~cZVR|NO!l=urw}$bax1n(v2V`(%s$l z&j0Bt8?6C*Zef|*VJA?(|V^{AJE6{TwAOLIuAYw9jYpcn>K?O+7xG#2oRLu&I^26 z!9wf312@q@5P|c*P^wtB_l3y$wnVrZ9E9%vNSP5{DwAPF#p;une=1NhaK5`!!+c0Z z?{@OKxm`n4Re$vgDL%5o#lx+yu6&Rm-i+wUwG?dTdF zq~d5F3tOwVkD>e}9+(~f3=GlKVKWKFC|qW|%1OJctGwu?s62|VC`dBYD;%ml1}9k3 zUtuc?qb*l~M&s#0O5k(P_RM##O2U`6xjQT{D&=C5(AKie!* zD3BmZvDSOj_=a%-`X0skz%P@_%}4@U${MhHDjlvR4coO$!BmFcmFl!v&6j&|tY7-U`@- zykD}U*9j#L*=RMd4Sa6TUb>&k`so2rMth%&V27grqNzp$)E^f;gKJNW5nTSZu&vHT>+8`eD$j(|0IVW3u2Qp^}SB4aPRm=%5*AlTun5iVruv#pCbT;O_Sa1m^$-|kc2)}i2??? z0sNyS3PLN%q!casQ8xx-Bt%c=U;-_2BCQ2n#W-`>OHuwR)l#B{7j>#^Z_E0=@$Zb| ze12k(1)a7eyY4$}%G^qj)`D*tz-xsFB^@88|C&qdJX&hl2ZF^Tz|8!i)vJa(LOB5% zRiU%T781ryak97Vchq86<$J4OG?VIhe#$z0Z>Rm*S0Lf|oMEkQtHqYW85p!%gV4P{=&Hqxp-_no|8OicoGU=-`Dpqsh zbbWo)oeI+A56Vw}%|V5a;WPRw|5i^@s{A+6#O_vsfm-A;*>#%u8ADc;CWm%hQ+^5S zF@|@{>o8XE+Yd{n63qk+0LqVQ2DAcvV&^h$E>oXXnY_9So~D!y?-!2mI~SI&1d8T- zQTo;7TtZ?Bn9u|bHrAk`EjZODJHnmY?I+Eg{-+8{LO%}h4xTqm8E1pAXv7mD%n;fh zOeGGlm~`Yq3@D@$5xg^`l1}+jdQxl`U~xRu>&3uj-1g_krEg1q?WWtIW=t;?!n?ZU zCxcB&Rb~u&EL@Tj2fPd;Zqc-YM*8273n)!-IFXTm%^;mne;Tq6n`u5+z6rt57ab-;fhw3A5bkZfRScjVX9I{MHwEFlrVp$(7q&wF;lVOlJ|R)M$rW5Ccs(Z#(TcZ z_MKtK%_eRnJFs_iD<4AA_pbiSN@DS@L!dxGOsMUB9Pbzj|9DT3?NpB5!ToWUbKs?M zcfTM`0e-0Sx`*?>$)TqiFDBOlvC2ZDgV!25!V~qEWqVg7fHdHr@p30g$3yQu^^d^c zzrrEACd{gAX{+~N-0~rk``8oF&Zj_9r{y$)93X;gGGV{Scm4nX;XpnlU(RFe}Rt#mg~v~jkNa)(Var>At6hj}_(t$$e&CDr6es(yg0_vE~;yFDTH zxgnef#Cs)1-4z+IsTo&AU2d!oo`1oM(U_03VJ~kgk4`nC4+7A-6P|%5ZR#Z($Vjo& z%<3GeuA6R1A0Pd;URkx?#yb85s?k6tye3&UBfmqLzm_k*rAJ7DZiDH!5H``BPL;vq zTk3}u&W`POOOZ2G$UV*os)`0v86rq<(eEYz!QRwye(1ub0cfL=An>5RQB6+SAn8XO zB*jY!mSbA+ZgZ_-%W7H)bs>@k|Leu;KT|4NyoZG`FO|!LnI$d7;IzJhw$(8~VcOk_ zLUG$Mt?!hxrYWgk+45F5{-qM;I8QFKn5-w`C#NH~Cs20StDcE4ne)xxW?jCC5=7Gf zVT=UY{`aG33RyBSFg45R*Ld3#wvLg11Gfj$nM&y8o3Cf{T)BxbERsB^?wRReZ7-wW zia+(uw2{A~j!v3Uq4?T6Ho@0__wmqyCdcvO&+GH-`v(A7@CHViMTxftjnM3VYXB~d zeM))`tEmx3ip5|Z-V-O{*C8>WK<4V(a#?)?(6Isgon}YY29?HahSfuyaWmh(Fl1kZ zjXB*gT|NCpY;@rt+ZQU_xTe)U>C)M8b-(lbk!m>WSkAq;2Jr$Bm0mIIIv-2tA3x8_ z|2jaO@|}AC3psS^H@5#Q%rtU+y(rcn$f~$jKO?4J(Qw-+(wV(N zI}N-9ny4I*HU~Q$MK)MgPBx@=DB-DaaQ6+B9$x;?Iw^rN$iFr`6b)B4mzE`(kf4)p z-l-IQ92z(LlBX}k191dXC2|v~4XhRlmY19H{@G`iZ{2z(aEg1to!;22JhZF5O$qD_Xvj)vNkLbGQ9dq z;f&hg+OXeG3elLd@@{lW;lQsmZh1k z(YsX$I++94ATlHbVBujAqrJN~YIfPQ*;huU5wsTu!ow?wz<;_EvI+qSZ2kOjESi0M z-HFan&A%szuO{l~=l~M%-PVond=gwGYwP{%>hfoTHQB>tORJ92oczy9AEW!Y^Hb}l zZ)A9dM&>TeT_~Qpfi#VmA~JUN?SA812TXh87_|d+WKsJ3`7RU&;APy=&e3;J;iF&g zrcT(cQ%)c#lRd(i4m+lJuJ>JA+oItj&|ETlbMhV6|3^_#Q`t}?whnf>?>?zXFdpNEJg9`A$;^4_Q zKw1DD;BcvfOd0Lw$}OuF-||KznT&;+pA#%tun*3wgoi3dd}_(%o0>8w+`&@LqqCCV zz!RT&z}%Dm#F`y}rjzk_yij+14{*O5Ng6o~Yc-Xr@?SAV2Yr7Ty@NAp+|ree>Wrn0tsoq*dmfc^D!)BoJu)U?cr8Pv@nFYTtt zf=un$e~MKA+u=FHTm)hwRsh-1V1Pff2L|=jpP-Fizt=2)fKF(vwjc_lv-INK2c)aBmW8 zK(3aezAVlwn@S)M2Zpbqwa|tcjb}+TTp+o){BFOz?x_QaGFDc`0adnvUcQ`ST{!t6 zS9eWPHV7Xz2ohT#5M#Qnb-y$YC6mWcltiy_t%>$GU1y4mUG3vl?pRF`Y<-HDb%1^f zb+nc1OII(^JoPZH*?4$8@^$G!x)2))Y%Gr!)hoeW=`w+roi7_6Ly9 zRIb;y}1+ib!^>XjAc-p_1CaQUa5?4ckt$o}Oez{2Dv_IR z>c)2alumQC9;P&90|%33F%_cfr{-K7<;EscZ@^%wy~1cxDRRuEXu41Pxd`8qhp zpIz~qm#IunV`W7>JBZ3S^e{(g{OM~pp+NxsHc+0DMEM$ zD-7rN#yzoBr3L?OA;S)mlk8)aFEGpdUoVqHn8^70GDi{A9sZF=6Zk?;9k;cH$=UMM zvLBE7L`}gaMGqV@eG^FHgQ=*xXjaI~n16@~5tmZ45f{GP&Oy;R3Y#${YM2+k!xGMOr0M{5_>5 zssx?TsLJ!)Ki=Ea^MMmmHAxQ^ByOB1OLM^uG;QfM$DN|v2=1BVSG$Io7&N*KpZgR^ zt!7~GvPH%MZ;2uF;<);6WS;r?eZOAnM{dkiAP=@&kLO&H(AUo$j~SCH{*=0+ANK?C zd^t%+C=`_PM}hZ&y2a~9rUKgsbW6kbT^ibki!w!~PZGpPqrz7zPPNX}>5W29yXCJ~ z(yZ|uGQ$)f;l=Kd^W%f6Jkl?|3M9I~sRkQ)T`2n~PIP!Yb2e_FvM_TU7Zxg7_W`&oy8 zApsAhN4bplqPz3&7&NY_?c`U{(;*NTz1*m3-EQOb`5patVF3u67#u(nBO);t&~ei? z;BRz^kR(+wO0W)qw7QS>p-p%;fcC}Zdg9?BB9jc2KL(h=ZxvAdH80&y(S!_Plw8- zg-!=imaND7j-QZ(^?BI&Jb+;8h1}Snegq7((vEi2as1?)<=V^@vj%N2DODPH zfiGC?a#a+mS?nu@L+}trBbJgV)_JpmqtP;Z(^4&P{0%gP+5pKm`A^}WxYR;e7|ES1 z-%GG!Yr7I%>B_Rw4VXE&QRx_wT&Td}Wbk(Ra;nefS>BsG3%6UMG7(sC04@teVhPII z(pK0GQ$oqOdD{Q2HLf)_ky+OlW_UW%!@UXv5 z6&Vxi9ZQ%Fljs?xu#CU8YhPLhFlV-a-bOVK#{3FkUXY0c0Jn*8ul z9WH6sFDX&$i{??p&lnO5?K%zC{2()i(hx@jo8lpY{HV|UD>-zi=W<(tX-)YPqk5-pm5G_iC~$W?H#$8_^K5cYenB7WxTKlp zZDg0@6D~Y{V@6`+cS_%JgW2)Jv^Pp!6SzakVx^qLzpvrk#_wT=QX34@DNKod;{WRCyZ8GY)FvwKN4hQlYc6y zG`_}byksa`F|@|Ur51e%{Tg^Pl4{lRvn9)wxjPF^!{qT_U?nyl)@*&6yI&Q!3*@{} zh!mt4bxh)At&j5&(O8;>1i{`fCf*0qjN&2IxUkw3x`8k-NMFH>rdU39y!3oy)ilj< z*wf8JYIH>yB(n13-WP6uSZ)dDUh>6EXme-fb4Vkx2Q+uiUgiD4y;pCrV zp6c#YGh|VDGOH*%n85tRYYql|g)TEEY1h4?M~ZC5h-Jn|SI>0Z?zC*kRj0Dal_4I= z`9Av*`NW~zbIE@;@r}&cZR4C!2vrGXm%bS?t4*~k^!T6ae_=f?;A||tF9ET!V|lnZ z#p{ld03tI(xY7`_>$jTr%G-S+N}(Zz+lZ1+R5vF%wlKvVwOub+HQ8f?;)$UCfotnI zhO^Fsgv`zbc`g0@04=H_8_&6v_c-4p{eGU$uRopnioVs}Ga!a&tc`yJ$jSOUiN!}Y z(kaZ+6%{W9rIpZ zexg?(HUd!FS*0ns)nz_D{ogAH=-at_)%P%lf;FhXxKWOFppky1^H%DxudRUcKWZI|7Wqf!4^bB z3VlVh_5mKd7-l{_Hh(nzH5ehkaiYiyv$lU*sj+IWCsxuVl4k_#h5lOi<=?N6lQ`a>*Rv1Y_|KB4#|b%N_L6r!yJ=ku=)i?!FbFBO4ZwZPuiVF1Y|OyJ)angC0KJ=RHB=kaW%To+*lIFcMP^ z(jY)f#3SOCS6OVm)ph*pO61Z1adC06ri=m{myAS!5^l`3L+F0EuuVxv%%N`{^PLtX zaFP4r-8QrLUg1vI9|U@yM1&s37|R>ZIJum};Pkfx5DLus=V@_mr} z8Si~W1}dRPPILRx^rV7wOYetZP^63B{dRWX)656Q#X8^XT6%>njZqCOaqyS50oQ-P zPVv8TpM#y<`NC%15UNnpS5Ph!j(xTHsRS7OZK3tjO3Zhqrk{GD!EQWQ@-rH$&*mD< z$Y#jDS__47k^LA}j<$;j%rRg(hEJ`mh!geqk;3JqD9C{#e7{Fm z$D3xxZ+A8m_Sf0y{C;WYnz?S&Hvtjptm9hAgh;ONu4*eEX^O8=4iU^a!o05MHwzXml{jT}7 zG4U~tS7H-gHX(_ZM*wS0-EIG{N#tT6)H|MwEhYE2zTvM>R02>U&{a%hH}o0hpGElW zl{gdi*L2HToAXvjQI|%!zLg*d_v4tI$v`^+Zmo`Om#Jt}H}jZ)X1u}oI`|PyUM-TZ zzCI@h>M@fE9QHIj}yt*SEtSv*wCP&K044gxo_eftU@M&?Pp8a}SM z<>}whsc8ShkTQG(_bTxOcejwfFkym z7jBRfr&+k*N)*HDj|vhJ5klE-I5eKEj2S?R$ezTViW-tU(Xnc{&~MMwG7qrQzZ0#x zd{&YN**Q6u*NpODP3`C7xrX!prlnTb?Mf6w%y;*m$`R#V(eyBQytDUwL0a3!-TuPD z0vZ}BqmE!mGH;)UryFtJq+rMW;nzUFVL}zL+h6D7*H;%qgJjR~hbC`@*yKpNp>aOG zzPOaa7d?b3|78q}?(b#;kFXtotnv%qG<;D%-4U}JVQQd}>48oCsEZOo@J3uT?CtL# z?i^f1wuMamM_paqvTB5G19x!q*x0o%an2M9WCi5g+-Mfs+zKW0HpnRW2$B12uNvt* zrf*?F(e^H5+Ohzq@FP+Xoh6m68=c@&@NbbnXyz-`qwhl8%{MW2OF$6ogfoUJP%l?G`>IbRTZ&I(-rY& zAm|@>d|LbcnHr_qxC?Ce$+Yz~M(&O^NR`Z1T9tI{m9!iYpPo-I!@}_& zN1rNYe`lVNdl8J0CHIJVR17-(VB<>Fz_>3t-8P92DZ8(?xY=h!{1|G(?G`e7=(V0J z^k&~D3%@}LMseOaNdzv|PyJ(tz$xPlDH72J-xVf)N0g)PNtqX9E;t~ ze$3QY1)ek%s}NKi-CTOP$Xddflx^FUlhngPzTbG|0g4y78&C;2n+kqHa-8BEl#^aJ zG|AygceML?P&*71@6~{XmW@GR7-7$Z30F`JYW{bdWBa_-_&~RFF~0}u|X_ak!i`+4Md2Nl4nTa z0$9SK$_dKK;2dJsg0NKBo765S$}5^A(m2U}82_J7Ja~}!&tDjJvn@+z(y~Bybw*0K z8q)_CNV1}PHrP2MuWOVOnH3-cq8SdVr~|?PV}ym!!j+xrJ8TeUYN27)*T}$*{3Qa^ zT6uT1-~a?}6*xvRzB4_6H#%!fsc8lVy@!4}clRl9w9GAZ5@AZg$AsYPfm1R3n=d}t zy%qi|{_kS5>S=oUsiC8xrf=a0O#rfzE31r00NvhD%h(yFkJLz(rRgI*M#CC1I+3Kl zb&`>}FEcu4p$=XCz?yNICscy26TOa9bXpU6|t~&h{@m*Z{_dn zgfi-{&v&@qU06LG9*bUlC;8|FupFl%kb0mVs0m4${5=qK0zNen>cK>r^>bODwL!+G z%c*Sr8kbx8Gy{78F_+qxPp!rNLV6}DMG`DfJ=VMw{N$JZb1$lF?A^A=@fZ7;!EM(W z$mWz1UKq?68wuK}Kx2)k-f#gG4&xZS9U&6>OdY-Zam#gfTerUkizYwx75h-@%h2Wt zP-b(b>6YD+D10EH0$H(&zC!vrL;jU|`SN{|u`x2}dfD?C$N*ZzV00T$^wS`9f#f4s z<-7BoPjxC<_J+!|IgIdS)DBGL2t}po4H(|O{kx|Az?psb$LRUc=n&YSt^Nv!;oX(V zjtvgd2D5EdW_cTG9`~K%r-2l@tvAwN>hO3*D3YE3cn4v@^#n;|Nn(-ijIrudg)ejG2Ri3XFneD8#>FGh<#lD&TMrQBMTHN3%J_qS596V7)w1?)4vl8s1daSvwd7bsE!6FenP5U4;aiogzw zL-3OkuS>qw2Oq7ZL!v`YnE2FkmsT)0!*U|pipGNI)6KdXk-LYxd?r^+&~@#lG$4ft zXjXZ8>D{A7dC5o{Z}4G>_Gt+>@TQ6SF~RED5R*io9E$cE)*kfoFWVQ@Tx~}FQg3>& zJf@2+`i;*kGe5s?pE&ISYDRnDsy9h?V?Z0Xwu?1HJ?beWWk)hKj7~y1@=-9UkpPK+ z?2*0f#(4I!o%dQEjMqc9%p+iD8cZ{yl3@Qp+W1tq=yM&Th&nLAlRjca@4MlRDj_@M zH;5x1-=@!8XI@*A0J4o3fhpYOj z{&J~_KW(^I?Eq1hcZxz=4YM8{TlDR?Dd2q9Wa0Wj#)>oykFFC#SX*Re6@dtS9})o> z#XG=@5GbLIS@WP6Tit90(VTXDrfNQZx(8hHzP?{063iv=;@CP#k-Cze!)XInm-tzpu1gD{%hy4m?(row0gs#_Of%U9$8FsauRLyIXz9`0A4?I+4Pi2dD-Uk{&p_>~dgDwTN=}`qJW^v5r<34&YN(Twk?%sy$uo{=>`PR<@Zy}gtiYpN zzzc0j(LW|+SFzmrBX3L&9Kxl;mg3h~B}45GiMTcRnuH|>3!;&oMuvKf{ms)NBj9zL z%;dKM>f)LFc7A`6#-9Wo=g&HkaSs;jWZ>ge;u7F86sllz3ZZpJiVcs0xl;ge@E;sG zD~l4DFwy{`siMvH1HTB5Vt32Xh^mRf3#?c-Uk?wQdPjv}%|WV3IAP#4JzzgD`kuqQ zheB%q-pJDCJ>qjDE< zau`2aY+CfVw-URbzd!B}i_42^^uVK_-IdJ8lc6WsP;@*_1VX-UfO30Z(18m=mr&V4 zsrMPj$UP1PUzOd&-m9bU`*G%kOAMq_FXthdFLpT~B*c;ze>Hs(tKZ{_lUOsBMJ5@)?xY>1>d(&LJXJ(&4%0gvLOwfTQq=w;o4O77!_6Z%qR#g`=ri?Z!XQzN$;X-WPG45WWB% z)x4xEzBj!3`}5cKbwWg)YM$e!{+0u&V4m(Wkb7t>HnhRs*j3MaDQ_z}=8q0c%ie)Tum#V9xh6+k5ZRCow73I{9=0jw4Lb37Hol3PuXf#c&tqk5;Vn-m(G3QAH6gEq@ci?omJ=BMzdU?e;mbnAbD9I`ktJfaujNz1`ObGh!>rEt~!s-`}~;2?${NURUOUB2bu z)CbZqdZ-K}5yc^NXyJVk0-iS~tAKmWyXo^$r9$OLsr%K;8M50F z=;{&`T$=nE9Ot|(6tEFKUF?yMvK3h`__qSanCn+nK@;0XUJiB#rsNQZ+y&un*>CNu zK#)vKG65mE=;T7z_HNvD{1fHQ{<*Mk2+ri3pmrobz#{c44F)dL<+*B;(4=!3=+NH8 z;4OHKp3{3UR`B1%OzJW9PW(FhWO1efdbe@4>Rg@Ya;I_dOv{{{Y-I@#4a}Xds4uxh z(mj>9jDrWyxGsXmYE-0$Ogy3l*6%#ZtHCz~*OjsPoG4ea4jCQU|BdCzHvN!HK*ytq zRBFV_i9Yn2Pq6Q4K18rUQ|3K$HF2j|yr|E~3d|8ng#^A8IK$po!X5oBXEO2^H ztJk!INa`htS!}Be3*ZYmpKtR;3*xdz=C|ceG$#;V=Hv%?^|F3+-b~RE|H5)DpJ0yZ zs!Y(*A`GlYB7m-gj&cDLs&0j7O;%A*Sk+yt|T&=}9kZ02&WpZ=(L`q2ZiQTx-J?i0S{N_KSclha0jVM->iTxjj zj895(u64C45lEu+u~OEtpw4S>Et;ccU?O?+QO~SdQCNCY&_U!ev#e@p`@F!^Ie(j1 z4ljoves|}K7L5Xe;Uzc;qZSwV%T8tDx_sosq?2IBFwGPXai_`C%3y*If<`N|6j({e zOLON*t$NvvlgM?7sY^I4gq7Jxcs{1j3-j2mY_K$3hnt`q@4J2w1eoN7zc6G}keEv} z+3=x{7gKGpvGfy3`D|YZ0a&(lO`1Z68}vFg28$ir6dfEK7NG#ruF|jbnT~|7k6BB7lYb@xNwPElfvi(95WBb)vL_OkHKUOQC1kT2*ocb^OR#hjvdI z!Uvi8>r&xWOr~al+jIcFZNNWUs@dgBEZ93j?ENhEushn=Cv;Xb?btWuP`VEf0}#IJ z1<6S_HwL6~dGG`&-%wzp;%ay^4dmp8P~~90ZkBXCLUqAPlR&;;a?(P9^XEhDbeWDX zP8NmO)4rBVyGHN5ILI0cOZHcRJEIR*+VDIV8cnry>1igq(;UXU6$;0&KtiXvIuV_j zBF{^5@cRuwGS1Eh@BXCod{9(xc$SXLtAlA(g(Yuj$NxUmI5cqtQrvfnaOLIBskg}} zr3^G8^Ykvypec?SqSy{&N&j9zI$Bs$uJ0?9HJ_&`C^SU((fEm7*Y#-m186F+1n1>Y z)MIFgXkFCZR0fe0C(=Gd67(5|!tbG`zg4Y${5xj6F5jE>V)forSpea)F;iu9ObH6% zI@mvS=U^ajfUS3+<5F*^Q)>?An5Os3uh*x@# zi!7Jo0WZy@L6@+@3L5DBju8XH@=C{Wi$?^a){|xZd>v|IvQ|3s&uj|?qmVab9RyeB znODs4x8ee6$b*BeUqO9GdQv{_p^$S!=#sU$3^|4%gX_?TzJFe}vC(>qKP0fNHwq_J z7;}=ZU-s7|v9Sk{G&=eM#gbh0lU?Qy225^Q{l2-_7~Yp$hEc|3eisN6`WIG>K$aCLl*MJ2Rc*lHQfr$FQ5DjA0G0N_sG#d)1vBCkKa|EW zBEqFP$-Xe8ji>Q~E-tT8U@Hh#;ulf&IYjVErr%HIft0jSizO4vFq9kX zi8A$zpDZ~XUFb5QRVAxV^b!#^IKNV8>&WQTNanEoE8L zBXID#Xwl(Qxl+*_tvkPf)ktLSfRGh@AAX5NL_o}hLyT1&aM(hqQ-!ob2bf|06eSXc z1zYW1|MQ>Cei+OaIU6toY#$MQ`gY~`D}IS<-=~1J?Ga%1+IV;UPk{&PoQyJE))Ku} z{Wl}%qwn6|t1*v`Sla4IO~ma##l|=u;lGQ2WM$m7kqSsk=FQ?X+Q6{tURIJ!qZfLw zCC_`*Y7K17HkP@`Uhy>13S?j;)%`(V;9uU-XV<|PMY+ljKEJLEQAN(QFF?4$@IXrj z0rykmqFOAeF1Lt$GNS0s&Me?qMfV9xq}A zszXDOxgyLPylMB6M*b}!sUPN%iR)*EL+a$5a zDaXM51rWfhuc(2PRlUJT!OLUSE{ER!(TL?%)6CQp93A9AhW9stleoCf|4pZ`rLpw{ z)J^2mmqdIV9*HlKyJ_9^IuuJ9OQ6izoWR;uOFh;))T;K@3^^y$zj?n0#obY-%hk^ zKa+*V=lkcUWdKL9dADEn^K7WhPb4>P%#UcbEBoEecihKC;ETG305UU*dbu=oH7pQ# zesFLw4c0@Xow5kNIK^9+9~HF+@4$27BO0$!N}WMP;g9Dxx=~u2fg2BcE!%$zy+>VQ zabR*Q|Ii8Z>l+KupjD=*aBEcX2r=Crho$9iQmVYV5@Qj^ppyW8po{)83b$P+a~ldA zUf9MMoyU@R20~Qd6Miu?AO?A~R@XHZjXMqx3dsD5<~+dV>IE?(;ej#rsiSIXq1+mMhPZaO3!qdrm%mX~HE zj&s#dlL{Od=Uw6^ox1yUHOex>`dFcpJ#rrO4J=WuTyk>ab+j1qnME~bb-W|iwPib* z$~^SO`g4J(7R{1H|A@*1uQFyuK@cc233K6NR%}JXXpUnmO+FDC!$)iWaTM;_>Q*)P zpb0;xp=}&3E7Vr9PIc)e-{h|ttXh}p?!jm~%lBwct4zKCXt0?}jBC9WYVSj} zPt<&>AWHfBS9k`9iF}IsHs4AgXKKf;@l7cun!c#akDd&*x^Xm!FQ3j1y5}qub|(FM zRwRz|=fPQ8`$fU0L&}ejxG==@j1PP(_*r$!CFM5M;>GzNPW!1)A^FTiTs7j1p+EOA z5XNSf9DJR%^t!p?fdcRC#pNCmTe4+XYk=KzbB>O2T_umi@m#J?sg%Ff#*OhMe9Bxu zS}Xljr=WC@5&b|FYr_BYHMKexnZ|xgej-t`^<`ukARs&N6Fo)=!pFGmY*|~dcFV7Y zMs2L6uNPsKpuE$`B~U@)h1w*vA%Snp-RTTVadZ;N8b_&0?$}aiZ_p%oHzgGg&hg zu+ny0wjVH&fdmdx?Z02I3Q>Pyr|>9_(mAEX>twMNMNW}mxM<^A#FpAU@)OfCFwSx! znNJPzu`b)&g7uC}0n!-`QD04;k4y#+@ zI}Hh897VJ03==w`?x2)&{Z>zsL+dJPc1Br~W9O6`REDQw6ypUdovM~D%v3lTBtg;p zIi7-Q=NQ0k4hLR)2HdYjbGp>Xt6>$&&+vcY=Y7&Z8C}`rQ9!U!R>3Fb%YHyIE!vdC zQ5h`I<=LnHX-yShB7`l@J#03#l#AUn>t3Pl0y4zhDmfZetMoc_G~^youf zO&#RQp;hWYM2F36ZCoveegH&8YiB!F-N8OS_vP4dma>r5exme4&~VuJ zlk4rj*s8YEj)$~om(l6jAG!tVi9xPsG`youC_H(XB79wR2<2?upVn>}1uJYvM0&zY zWQz`TWTQh0g~Yiy<^y=u5rOP-uytu-6I*jHC58ZyoSds@M<%GysIEj#BrG%CHb8Y6 z-L_{#Px=L_!&dHVCQK)8GW!(huf8`zc#4h5M@Lm^qin|YP53fyt?zt2fV$Z%9$z04 zU&QowQgFkm>fds}a&tcZcKpMbHG0rMi3jDNTwg-CdQDT61v&aSu%>?`F~w7h2Uh;3Sv%&0O^DtWdCRmt^@YnlbAKLsV8r7H!v1F(Fce zc;t7tDP@9}P^fhTnmXn0LM0!4BbN|kV)IzN+1P^x1m>y!NIqW=;yr?xw!8fPoB6mT z7bXTjEx5YxCJjAg&;TA)8k3pHWCXT5G({%z5``s2KM%e#LQ1uCBDIz_sOU$tg0h5w zVlgrX=LN6n$>F+74E)~>Ok!#TNC`k!*cZ5AuwEpZX6eo5EI^?K|4{2Sc!#}@M1%+yW}d*S-1~lPi^-{zAILJb8&GvAV?MhjQ}rXAgVt1_g`GO zrMl*hD$bGcG$a3M&bGreKwztLf6-Y0jmn*y08!m?o!psc^-SG=68Z zNa?h}>ycgfIDLZkM-lST3g&p;5AI{1$3LUT?I=dB=E#R~&z zQr;|c)wD(CF=4p^!UNwSIiMOugxNzFK|; zOq1Wftb6^=?VZVFirb9?!$I;O6LAR~))fer4ySM^YYi`>scTfc3>r#^m(({ zRf6(Wyu&`jFTG=3|Hso=hD8;xUwh9mlprmg(%ll$CEY3ArP3kNAky6}AOg~egmiaG zBi-E%^KQ>M@BcFwA7;mIKe5)mq~rW^InzD@-{_(CKYydF2oVE=E{s7mJ zOUw&Q42++(+w3Cn_?%CVBu1yzI;93JIDyu1zHh?COY?zY>i_$f)k)k~YJ?X%an zOW~=gtw9`Or}`QqME=KqKv&jh0&0EvLo*zm(leAdk`$Kc0*Jypz*Qx304)PO7E~OY zMtrPaPSEuBtkzzIb^AHxn}}tc+&iH_#Ha@oqL%@@g_%yJnoOGp|2%@3jvc7~RQV|m zjk{s=*xCZ~&?pp*f{M|4a^Ld-Sj97xYMHWTq_cD>E|}Q#zr(TtL5%VNg+)ND#5_@ zP^Liu()DIyiB4{8;xk8kFxN7j?Qq-XN4wV9Hu>pYI5^8Eoj(M|giUJ0@Wp^l$aa{R;%n>BNEGLb*AIBS<-s8gA2CUYxW4|vT6cu zjhXibt*1kvRt9WBAH1XqL#iU0=P<>IxvfZxs65hX8h|Zwt|CS+viP=whi*%bXRec* zcZrD5m;3rda!bbsagYMrLkXG~mvISo;V3L!$>Mn=9j%Zmlg-DHE7nP+2Mu>Rzwry* zm{@K(b6)djUWJ@ig&0Ed!`U)_4kp7I{L$5Mc93wSIZbc#Cp7IfWue+JxKRhCrA3`! zM%+P`W!ZC-dj1d^%__fk0co}VjAhUKba0zPp-h?UI!a=TBWU|gRzwU7=0tjZalP5O zsHJ1@@k-CS^@^A8V6oW+q||{s;e+cb4CpZlm@kJ53Pu{tZqL4fUQQ$L#A}2Tw<{+F zL`c%Msrgbd=&8%vgEzDm_U=~vf>npHd>ugcEs4_#Lw7M~XF=7QBwG&6!||u2eW;QJ z6!F{kaSbPTeDCyV(i#6$UwxWlar!-8^xF2r>4HGH{kGGFYafx%ThtAys!^HUN5qv` zTjJjao230Fp$yj-S6yrvP?Fd5ZG;+G3>iH@xOp9@|Ejg0ad-XsdRvU{R9sG;9AH4P zE9B~Em>mPjP;buBgB-Rcr3wmEI^V&~$jev+{RDa5EexHJ!sBH3NTY^Jg5Yv=#CedqG>4t}Y z+nY9tH<(eEx2zMwFkI5A3((6~KVD3W=D+_bD;1LLe}06Wc>475B~TQ;Zx5@B)m7

^x!psqb#cGkuHYxZn90-B)ni-lh;S7Z$`}iJ|1i%A&%wZgFYj zfGEzSNu+0p{?l*G345VZF=td=V=^DaJ+498C6t7J8y4$&mMW8Vee%slMt6u|iXj}Y zZJl@JMNEx97m?)f!Qh-X-$L3E4U9Lt{p8^JU4mKwrD2S?7^=Mk%Q`zMqY{#83HQm4 zNpXMH_s=29BnVb6f7)yWWMx@xuh5AKO3EyJi~0A$`|)K_W07HF{U6P}!~)l5Uo^Wn zYX(#Hqldvv9WRV^tW!MThel)XBb`QQ>k_3Zoq1y&)wz)p_xeXN-hEdJ5hB;F~D1afJBI5zcIaLkfSVR(wG^oxkQzjwk9Ut8h^Arwm2V5(i|aUaI=%L zZ_|bBkW8dx3+yGG8!~C)FK1FGUtCc&Apr1yO8Pn*@ek?80VWq3Yy&S(OjCR1`C zW&O@t1mA~65Rzz)EGF4jmBZi=Ri(7~r)-0N&Pi>-Q%S>X7}oC8+?VvNGt&=4p_Y0V z+l4p{T}=G4^#V^eeT(*)QpKTYzYJzyo8j+lsGN&Xp7G;x-loF4_;e%M_?4kl%Q%?6 zIR$>jhxL0Iyqowt|j%uo^c&F2jpAdZyG>;Ad+Vyb}eCeh?pJ0y4ww9`U#Dbm?ghy6KrNv ze+I6YMA|x_fpDcV+UFq{p&^d0o!#+~;I1bs9+K(Oo8SMVP;f?0!b&5B2p4oxhkbOp zH)5Q@+{0Lw6Vr&pFR4hKYp#VUN<^&Giz7+Y3I=Vh3GEx86U9@yEVV7C{Cb5h*&Ptj z`32+h3KQ#uPAmeS^=w)kFe~EF4GotD?U*v^C8+Wsxti-AV6BKd*f0KtNe3wyA{@;x zCPq`>+L&{j@#h}2~~yjGBdWc8xC{qsQgfeV3NtQ~Pfiewkw-afIsfWiKfy-kT{cOi{H+^u4=mWl%O9I@h+Kit{wmiG|un(d;;-$M41u&(~nKI5CKU-v2!t?59Y53$X?ytWWOnH zby*e(cM$f3BY@AzMO&Ny*VFsKf@QhV3mu%2_8En5@uK5M?o(ku*c)!*NgPh#9}Iq3 zghi}BJq0jC$2ZoB0jgdv6)SC_Z8s678(OM#G1>Jt7iWH1N^PU|ULYZZ2CS&^F&58^~c|(qVw&Ji7FcqDDY|mg2j!YV5TDE@lkmChl<(E&ZL9 zGF_DHuuxsV>-6unmK-x^UB0WBz7gj7L#C1B!esCfX=I#bAEqZNnw%(gow8BfN&tq) zZ^X4e47Ogli)JU@8-HN#r1Q(OaA+R+4iR)O> zsHgr{FF-iaw>a^lwPg9uCY(+z{r!)hH0_%DWSwulv@1h?h&Aq_^_M7dM=1HLYXe*5 zsH%_0KGWrDfA9d}p{7(6Ap3Fq{Py>8%e@NxLZubNr1dx*JP&xtRxhSu5GkH}`PO;~X0umk^DymV@LkMVu!881eQVyFm1#o2?(a}^A}gv$PRmR0 zw8wukYxut3W5t3)>tDk47jRQTd8GvD=RmsvGJX6l2Z1Ycv#>BI=F?YEiTVBn>OA#* zGF4l}qfw*<_fwoxhwJ}yt4#M$=)||D3W6apL?u^sE6M^*q_#i6N$ItndgejeV;*Zi zW0B;aR6iOBgK%V{opFQ>OmSuxM?>fF)!&Hp_2AS}64Yk48o%SSdwNhD_77MteCa?U zf3csrj-@W_iui|-+$K^pRalZzIOFYo|cHj9K+ISiTnieLb?)HGY2tOL5{=S7zho0JoZ~AdAy&6 zk2I($Ls?e`3aFZ!Ov`*O#@{rfuef|^K1-^&cyS^SG>C?mj}MVmu6gXlBhGw&)n=;E zABXvT;wxS1T<{PRbK%`zhr*gIy*@HImzp_U|x zV+bgKUg?_;gO_DMkWW0&rF@I=!7tlv zFI}AbYl-Z0gHKFfrprS)zQ=*r&3TqWZs}lK!T2touj_h??|Ir^mCK9*(-|WN*9}YH z81tmg@4gOHGVUE6(WRwQ(Y6Ww3wj3MU=z9uyJ=6ntf}RF0VEAZSg1fC&p_Sm*9Pt6ujUPcjpDqjjAS5)?MZ+yKHQ~QEISrSCM12`|45rXGFx_iCMz6~1 z9NQP$PN>oPu#$8nf(AkqPNOIuciu?O`4Kecw*@ORR+0KsqLgxiyLoo9M9I%kl+x!x z94Tm^x3wT_U3Y{QC$!-7$Kj8SeBhSU0{p;+VPftHLufdQWB=>~DS)0o%fH#1kW_Kz ztF+Oz%#Sfc-feSf*Uv#KsP?1kdnG?Io&^7%>_MwAD9v}yWx9-xjQ%-lB*p|-A(~#e zpnvQ}CiDKi&rKE>TVa2Hb*SIyT3p-H&^VnxK;@O`0?yHQ_xBN2RIX)SV>NL&o~%3t zbgaZJEk*yj;y{VyjhCIqjb}iYG_LwW?!B{b3~#)KojkRFmVjJ>p3HwYq6KpP3cX0( zqu{vTV7Qv5nurS}79xZqAPxq+FI|Idna60%)`US2hUnlX`L>#E##By3*BVb6OtwAw z=>2b>^kPtl(D8UlSVi>w;-8oWoLYb#K8cuzwY5k}3QzRt?*hB;8wkjlo^`=9txuOa z22P(Vl4yoJ{&S3npo^D@#S`Z|+B^TuCj8Mx|5eVK#JmT-&Cc_gmne_;4|-YIa3bJ4c3)8v;J8dJ+6DD{{^MU0*mU?qT zH0E*|ngq$L`d7yd+0iR7)wcDx)|!31JZgllu0TMKL~-o#i$9q#R1oOObF zi}i|kWl?!3{snWk)e_EoZiD};>NKONvDC>9M6>Ww#Uy`;!lcBbYFMZchqP&|q#R$) z@zjVi`P9lGaXkN<_0H%{Grr7Xo3xib2b$y?KZ}R@rY^?LX7B18v;jRe!hk?kD@k!-dBam_7NTs^akU$%K{WA7}VM&Rg}1V zC@pI(keU7X9+Dea(60aPxndtBL?4ex!Un_Oua^8Fhu#GSpS|5C-94T}2oV?z-I|h1 z#Q8iuBUz%u0^8Aw#eHE)jkL7?>`Yi{1&+#p+sNh3Kkarsi z60sX&{GNIC2_$eC0VfBonoJ*EDCJ56sUCfgpBs#9eFDSD9@;4$0z7a|jyjx3XUsXM z8PNkl|Mt=#FamD8OKUH^sR}v6?U7Pm*{8{kBK^07@mD4JQ}3;I$x>9*Zx7hb-$5oV zfRRr@-znR}lo9k{e zYMOKx#Zrre8sL$)8e;Ugr*kiapkMdl@&~dnHf6Ea-l8~%_Per6P zVO|~)pf7&ljzcb44=y>alH!W+oQ?b#jU`T7Ex!Jr19J%31iCcxr@+`Q)BOhqHZ+p~ zDUQxSOl_~9hWpdg-As#>^?sa-vTVj}56xWqTRDI1D9*|PfoJxm&!NPE4WP@K5J1MH z*xMC`br7DzYdr7=-m~Ztx}y!n5_V)JcGfGVG!Wu1uO0<$I3?GuaDnoz{-I=x;RfR^ zO}FBAQSs5e$(xz2@lN)IzrX)}eo0{!X}uo(%eQFk&m>c~C)mq8flT}MCtgWW*|)FI zjnV|ofQ!d(DMoj2I9#P2g2ZLuYOii+*&a_glC%P`L%@9&IqSdJA+&f=Vd5+Wofnby z&-~h?dB2l%Z$z{5w$uIKUP$8bbAijs)7^0Haq>fz%e$dP>E}p6RKq;E@dX+w#AJbJ zf&BkI51{w}hdC(r=k5EK+7Ur%8b7pWDkJli&@ zBKr7rf1E!~|64S{Yoz{r-iNa5dG@IV!df65}oN_ zC=3OOB_@X09IN{zEU4|JSC&P!?x)Mjz2i~h7Kw^`4>tl^&sse$L4Rye#na=I@#6!5cXkG|MH~SSJccI1W2Bh;5uE3HUd>rI z1hHTzzD)SM`dX?1c0t+tWtB>0bgum9em?$&!W7wmxuzF5SC);vgYK>^Fr`>C1;yi zG@!A)-y+5QEjATb-wOnm+$DG#);a*k`lBz{iT^C^T?E>T9Gy{9Q-h7Xh{x)~rb3Ft za)ZnH*6?cF>S+~c_$6DSeEpxq2->@t=tz;%4cwbe5T}TUnU4Pq8p^M;|GMy_Z|+Ru z=HB6<79E+Z1iESM*hTZF>+IJa7=k0c#C}l6w`8OG)98eLv?cBnm6-5=PZ`I1P z6J8Xz z-!&8q1;BEeUS1j}mrHzsoZJ|}Z{zhbpu&5`g)PHjc(;E?s9bJVu5^lBa^pK4UC7ZA zYj?CvZgcIoAHRRs)nOI`VJ5hPNT04>`hu=DGDsn9h`SZLV*X1A+GN&5`R}elVr?z6 zq%qF&fOzR2stt{=-swqxa(G9Gj*oB>JMgKPi1UDb^(!E!@GPKs(m;CHvcl}=#`OoX zd4>+_iCnEH)5{~_bbg8+#a~M0*C9t)2%^~V z);JbDGV;`N56b+}1QapJg+g1gB-%mVer!agwBv^+RpG3OGJ&>C(*jX%lOo;_xE$_h zID>-3sGv40%9)|2to(lBT|?6AxDBlOi@(j8T7LG93!lWKVl}($Ar*5FxAUN+zB(<= zpGzN|5)6lMA`O%R1is$T2gH2o;Ul2_A_MGZn4Q2^HDy|v5V#APXrD*r>9Oi z8aZmJc6bYd+Ga(L<$CTkg*7Nho1f1PE{29SG*zr;mj3?!J-?vvS;Ag{B>%y|Kt0~q zvcG8`+k+rXo_{F6!V{&veJXtnZPGQ;U{N@q+PPu+RW-V;9c5Uk58c`7beTR4l@?KP zYimv$WL9(wB^aFLVQLH!o`$?pJV-#(q9frYL`MoTeG!}BXm|8_(2E0kVBK7pBUKw| zFRYNlxAcfXQc_ZC!1r=WNA%$Y0rZVFe_9NKj5Rg zv1Rx`fzd{ihaMWx;~t0N}*{zhX3jEvyD8SK8ne^nJJiby2a% zf8_d8$W;GOeGF~?@0lde*}j^OTl)O@k+(xp>o&UN1QYLyx~E&;qoYk8kc3tIYnOoSDJw9|~~HzsfI8)7)`$ zj`>l%c8@H`biAA1(q3Bo%_)m~$E}k>14Rcv1YbLl&cwb2sUGIN6&a^L?zTpS_&0ON zBfpty#;2*gYBtKma5zhN^K-zC&4e?PW*Uc>$)?Kwmr7Zci|EtM*1p5V_4VOm!~V+G zpx$T-QKvPS6(k;GJSPpM&SdUMQ-=YUAwf6(O;Ec@C80mZ6+471aIRGo$M3zY`R&Kw zSdyVXo($3=+t08+TOS5{mFR>uUNV;j`}jWHZs+*kG2Z#&EE%`@KDJ1T3Z9w8eP_$~ z>|c_;`~{hz1V_BAIVlnHm*AQIV7%HF#5O0VtnDZisup5^jIbpCQAj=u8^BUC`ndT5 z#|fz$@Cv<`dJjqm7lWzSEMb>7#l4B#@?QnHYi1s9oW*ZVud38J;a%K2qQin}aTgiZv(A$R5 zK%?dow-Rmld)pxx1QDn&N-k0a4~zKRLQS;NDLKZ}!aSy%C9VV;guCQ~1ps0O5QsI(9g8gzM;S)w@!%I;xJj(dXB)c7sPTI(jfF->6%Mcx= z&b?xA9HKaiuc!`#qLOk8K~Uc_XXI7NV01A~uJQ~%hpqcQtap^MTs%#Y)*RqV)hVwB z1YV->2BOjoxq&$s%4dr&iv6Mo1shq3(6jHgeS_IMSZs4W-YjF5b&Vn~`91bTg`GMz zoq(9TS9Fg&gd{OK%DdVUZovfsP2!S2Y@BeDe&Jlq>q}ZbfrPfl^Bj1W4!Kq2tpr)D z9j;T(1RicL*z&O(_>UFt$6EY_+fgeB@Mw=nzicsnfB4=o%aB;(^znK*fh)=Ic)2x) zKS1NVvZ;VL4y7}Y;je9U{)=p~nUw+weAuA=Fje@8d|UhhjE31rWE$to=bVLVWp>=B zd|WN-STp}V|mEnhPdzeH;l2|?!V{8UAKrLbjL<$~*5*XgfDpd!)K`qxL< zaaLViuQO8xqKR;NIfEnFe>Rac4G#T|!DoXlh2U4~6*`s^ne}uHxtm$((e+ajs?FT1 z+plt<8fE(g^>-Fu!nrOyGI7pYpuz-0 zpAjH_dm1@wkdNwf%Z@*vQa&{(4CRQyBM8`&v#@Nxjm$)^H7>XiIh*A$zfUg0LvGN? zAWM9R?|Fg9n2LFcJhQ~+8`jI@66XS8-#{!L5N7- zlNEF}>@ijbaedAVgfo3dCoGAh6Vlv#;N(eM81Atop3*@S%xxQGjTM8Ue$sqk9+iO~ z=}c)6YzoIxuCwtoUdCVkZiGT;Tb_qpk~Tms3|hPe>M5XNgz}D}mKG}h(DWt7Zw9kQ zC78@ckPgQ#Y&~aBx!F&5VRRWB{K%N(@5WR!yt;6KH=jk}x1+%WM1rnGs?grq+;r`J z)uBv*bMO@q76IBe3+NI>)ReJl=>stRv<2{PCP)WPp`gE|o|{ zMy!0|ClP1tC| z@h}~FTj}%#80);V$9-z!hT47Q0lR_=zlUBwf3NmyL7`|o$qlK*$4qWKa1_Hb9z|1x zAzXaCnZzUct3&j#%MVvcL# zMHRNbC+ebcwFT;1zj$|SPFxg*n}wg!qP3Q2>}n;i=MEh?61+C8po#pEjpl+qMHg5_ z;czy0I8VUD-FMN)T`=KJZtk-fE&Snp6uye-*Y-@7G!QXz`tU_YhSpYTv4C3 z4b>mW5#A~EYkjQ9^Z;m_e{}Y$>g3&fqt-SVTo(Zfj8R9l+WW7H@0w7N+Yeh6baWln zJOIr~gq2?qg!MCu^Fgpv3`&q}9VR2WO z0{zC~+F~3)*(jUUa;iT2S*9_RFh6A>ustRb&z|DlG?)Rcyu!%-5l!h;<%|5Qe|+uN z?gx!WjqdS+GdylNw+DZ?tY@ggV3%ePIEZ8i>jCoP*@E`oIf5AL1B(+P$`m4fipZqS z6&E(s?i=hvwo$WquhMkwk}_h{{V;5d7^WCQ^YiCQ0vD<~oZl-WBkTFmR3ZrQ2dLgR ze5cZ2+xE)bl!`%8;>eZ|BGkIl3c;lC?IrWzSmA#=OEgwuE`-*pKt%g4TwGi3)#BB* zLjT9CC*5e(Az4xtOGjcXe}4c5qof2NkQ;t1U^8!Ch3Juf`A0bb9dm@_zk(dKhpQLZo0+3u6m7g11j{Y3O#~NLBzCGGY3`-Ja@9q%65bLDM z63I6j4|hxgIEQJV%zts^BsTIikeTzhzJ%|*p*EpCD)ArBaA+aw7PVs1eZsnZ!*v$! zhDCL9eY|{~kn^xpR<|@VJRByIC#K0ANm5D&gd8Qc*$AtO8J&{%U=@MWnLk4s=lB;v z9QikbxLhdfFT){^0b6qQ0%^Cp5B9CGzY>`$LRUG!|C_C%{v~;l%*V{cT%1$(BHc+NmTLo`$+m0HE6sqjVbVh(Y%tK#hEBl!1aGCI&#k z3kF`{KI5})r14f{DCJ*A_L&Qq*v!YTISl@W!rhrapGXZpoX-Aq_;(Y+5G)f_yt9$>*3i3)1($7{N!%UwIG)-XmH}&PiD!B4w1D%6T?~zw_;OL^Es!lxTc^x{mR^SU3EA_4ED0 zKtXCxM4p;^do=Ga*ps-0L;jF(z5;xQzrWr#2Ft8$rbhX*R&+$U3GOjnB}BH?6ofny^!M9_j>C!yF}r? z(FU`?{2E7r(D}%$R;cyqE!s2z6O=s=$%O5*EtXw|p!lXfQhS`y2hy>QO4n5J$=L~6!WncS!l|tapK1bdM)^>x`fm<>JN;>K_JSwZ;9Yt+@)VA$sW~F$WqGDJNsbVdLRjzBQtHa*i zf-!tHXB&)ZX+*>N8~LWzj=QL`Eo@>l7-JH^h3;dH7f(qolgPNc==`ESF!+He=}87tQ$r~1 zZyPY^d$B@XUshR(C5d4YuKo;DVQm`W<7>A)8Z~V!o|dNl#HqoFbY&%A&wcv6Jt8{I zhZZ5_{)YJ5^R1CgPM6DcUfsH&(g1Bb9Igg&=Qp-D`&q!OCx1D5VM(mvm*8j8Ifh11 zv3G@@x|P(08@e}+P>4TL?$Zp9T&Ggkdw7@HFqrytzGhHz5Y9#@oQ_#N~7#h z?A^-`(YP3#?(dw2guZzIECf)>uH43wMi%X9klzaTzT2%b?@dZd8IO`0h)Ya2kV2lH z*)C+glR|oPg-nTXe|@-6<+8msoFV$KL+y^FoXtvAz}5eQ7ya^Z_dAPtwPyeH&T3gUmkj?F++7t?yYKC+- zYe$(nG>O?tm_G4#-QK*j?ce3@-u$+yHKj}2Ju8PDW0#Ewj{@^FIPbYY7&!)&ze+a4dYpUljhNvrtnGq_^5<4oAn^x;wOg0o zn9&XsBTZO=Kad&&HF>f|TE zyog1J!+iXy)X6VWwb4-UBhbXvl<5{jCJBBN2TASfOFf3Mk?OwFnqe`hH<>P-8%$vZ zbHqg*(?o1^`%P@#7*C$=8_g*7d)fGNNg%EFSP%+H2(;DZ#ecBa+%Q?1{NcgArT~2u zcr(dP_2DOmQP2~bvOt&Qswh}P-ffHeJ|yIjzjki|)7@}x<_T}0lB@#3ZrBR0pS*d! zlaF6~RY{tfqWwnuUcc^k1k9q^tnj6!X3qavz*FT+1M+@;5@gom~2-WTvH#} z+ncYw2fJXulk|NuMQKM^7nwF?EHDspT0t_TY9`#`9#>Z74)RAl{+=oBWs$5+Hb?t5=*LPSpsFxPq9V9Dp0&}Dx8Q&oiby2w}?CU_UOSX z>BLqHuay9|Um()I@hyt~YRxNR=*q2&$7Tc_;Py4}^=@Mqtj%XJ>CGU;W<1R-J=C92 zhYb>|QmO-8aT5nWS^3ZKVxf7#Ro`Ugh_`Z|W>?eCg# zfadD1T0P`^NT2-|%?38Kt)aA<@uA3G5%_0tGmOl)=(^re?Sk(pq-MdDwAuK0*fR7} zSe>6mTc64@RZ&4px_i!r_H*wukaSY*`#8_4|Lbt6`F^Dxq0NU;5y*?Q;d#fkZx9hN zWWA;YPsa^)8rv9n{2s4*e(os&lF1l#8K{SS zG7!;BQ@vn&FPU_*guR0$pL-EA7xT#;Ob_pRzvHF#&%N>k^7bY6EQcQLCv!19l(LC5 zSCE?(tiGh|%5E417uN0=$0o?tYL;;q=4s*Sond6uw2&w&C>O06N3(CfHS`6{Qj-0`1&CwSFW!0&A=| z-iBrq5zSx9Ug3XN)L<-o^IVq_hmBH~S^V(`8GpxbSRt~lB>0x$y zj#8Yu-Byjt`N#}f(Dm?kCy)!T!>m(MJJP7Ky=M%u&PX!t_TxvsWmk=DHpAKJwuff( z@6j{Heh2_w1V)t&!JAncv`^Rp<8RrI)L6EHSH9`#3E21Q}-kSA@8l5%B}iCMoP>~Q%reE;aN))glDm?L`l_qz&u&X*E-tsf%oe;;(q zBbGk{G=?c^W*8E&0a&<$X66D~X9tLH(CR)c{Bj%I0$=09rG^Y)h=JQj0*u(KG(;n- zJ6hxb{wIdwA4`j-ax#{$Vru!#aA7|Rn1Jih*T>#BabJ#!IjcWL2-%P^OWgA@>zPp@ zs7<&e)Oem#bw*0WAU1Z#%E0BbVT~YMq8Fx({L&)66)bpiGTaE8k zWC3snz8>@bpaq`r?KcQsRqs7$0Rt%&3Tu|4tdH+3dn!y9jSV#nwbb;;nYZ11&%MoV zT#x>gS&x$E1xhco#~o{Brt0!Opgg;_4hV~%S&|f6&C)k8xX4(3xC4V~h1^OQ=;>45 zC!R^U_EGLT&cxe`w>gF8oe^_PmYnZgyXq32<3t_8l(T!o32CHhWMl(lv_(5phPn0nJkjfqJ(ChFVF6GHKdFU**$ z`?-u{Aj{_t7ONWtcPk!kyY8w?KS7 z=gW~biPVOUFDP(loF1iAj(|)jAvV0wI+{-6&j|l*xnQuBffq!&kC8f{L=63Lmx?qt zCvzgiUAS9(so;Y3R!*W}M7M2(-c|s}wpR-UWRnh{C zPn}fE+*t!U1UZ4`HMG{`6O$FJL*5z)oOMjDXdSn^;hKro$qv)YcOjS(=xZ(0V)U0AhP+ z8L&dJ5@<{*vr+w@Bw`nE-2=K_)aO<28Q7ve?3Kq+gTapuF-`WGT1vbs!?+4JUdAZ? zv1$rLXgLZP5cY-M21m%|ff`E8QRGhe`O%P~E}A;_{kM?iwz=pYJFt1&czr z<)o&L$S0i3C&ft2W|2CQRoZg{fXcXD&WY5yXux*L*lCRC@w@d}7)bZK)Q3Yhe z?%o3%jPQqT(O2)6H1*UFmqtU+lpC7`uyRPK+~s0QGY|5yP<3h8E-!*DZ%;Zg{nl`E zC`U?Dr%?4#6#f6TctB46Gz^yOi;5!lzVcWGbx#Y93=<2&r$7ZeYn<<>q>&#;bZ_VF zD;{@M{N`({V}i$}__6=!FB9%fIb>muvt_O}Me*7cH|52Lo)B_i$!wkWQjiIGVmYKF zYY{$+CD186pV(ka5F8s0I%`*7o%}wkm@RaB><1@#>aEh1_VQYME=DrNgOt5 z)g;}qu|BSE3m-Q-*De$MNzd-^{e#W@Z@1(5Z}vZ?%Tz^!1Q{7Qm>F%;;bydB+(E^m zQe4Veg15b(;PSenrP1M7#Oe!&6scvbK%p|g(ZDF+Q9fTi|MP>e?OFk-WO}#K7O=82 zamFP`rDQ-1^&cZ{ZDQQwwR+%_Qu&-%Z3Q;TJ;m+|(`AFn?8acCRCe_K%rCsz#_(%&@h;_gN@IEx4;ePn#T9oC}fyI&k2j z2?q6Tp0lUmOuH*m{{a5!+PC0bzYd!gPeci)K&)!OnbeL`kC4lC2Yf9zPuGuPtSq|5zV-ZN&Y05FUmP`j*tB@lNtHlT?+3qM z9xosl@s5o>d7#N7?F?y%q5{rRFQj@ZI(~IVC+VCh4{Ec5*7}~2tk;(F`*GnxCPgPeb z8x|~Y2%Q@vPZV?1N&#eX=eg%9-~YDw%SBcx{?506#3TcJ2@a6T6n*c3*im30nh2 zc9F+m4qhq(=W72Z(Qt!RqMIXi@`LkSY4pU5yOy*Y;Q$c+rC~C^F((_Qvfr%fwJ)QsCScaLXe4 zhBGvfWGgEf<}$31-Ui8)+>SPWs$&cKS(ebIc9@XiDQO2Dy(U*nO zk-8$Sy(HCEC&5Kzvg3yMU-jeCW4<7LTjM@lO*=SUYV_OT*l5cz52?Q;z%jK43m~IU z;LGre&u-ykIo^Crl-U);{|JmZv*(3<^`JpHvcB8AmwYu9>fBtxMheS6dN0^x&- zvT2WiPLW|BK#?4RA{KAmp!?7XNv$8xe*-^;KenD$T4z9wvyhZ76ZhGoKmtEGHo4ht zOpp?L4*UG&UGh``*l_-#J^lz7ptf}nBAL_!n41_DiOWv=N-59HTid^VS!3LQoQT#0 zH(J2jR7?uhX#nKCu+0kF0Fm)gmv&fgi-2~c>69xhmy^0&Xw0U|@83DSgmV!i{hX~e z*U$A(jMg!pAEwZcMh&R{;lgp?;oqT+8mTVW_?MFbkH~?ap~d(rQa&ula8VT=IarIgKuGurIzQ(e?Pe%FIP~6kP3TU*)050 zvT~Q0VgoC^zwFTH= zCBUVmZTMN~#Lh~UFX8^-sP=uu;lwwWWnUj~m8RHKh+p>h?G=xy#|IAIew$-;aF(cL zeJVkenO?irIn7X_`p)0PxwB#zW{08&>aiO?qv5Yb4nCvz!eI{hi=$nSZf>?`$p?+C zM+dOFe9RP;U*rr7k34n|w47X4_#Gx+@#U|4Kbf!`^aY(9Y^kr=sb8ac5J>)fTHHCo zR+Af0A%L!Uu^k`=35!%-gR5Xra$W;LK$^`d#`)`VyeIQy;OPDA?ZzKbexqN}e?cEq zU5k+6-fx~G`1u{Tfpd9IM~#`jI|5tTdc`i86jO!EcIP&O<>?Y_E2{sp1?a@aD?mWI69Zg}(r(&iHfVi5G#}1w`+^H1lqK2}z=`)1`ROmk)7b$x-05PcO3|#) zv0qh&!6@g?SR01Fp=@X%9#ThOl&4^&@AAUkk~n{cX{YSpq>L2n5J{Q_+HiUgtslgX z2Pxc;%EM|r3JP?S%7@iwg2#dRh%{q{wRXJZRsTr6K3nKL^l_@hTME%Ie`a(v&DBQx zio>~P{ge-mdE__3=Qvy@=ikl<$Cf`M-zfoDzZdX|$PE9mv9+`}aybgrX;N!VCDJv~ z1-OTj!<5zxC&CYBs}S@VCEjvM!PYEB{j;8XFC6~CrmKnO8Pn23dJA!w!ow#Y938&D z<7+(~cJRq!s8UE~{{*_$mNK}JWwMr=1S}H|nT(bzWq-&|zQu%z`30Nul7guzUvt3X z2UheMhoekl<^PIOaGFDK$|&(KSj=X^v}uDvvh}J(CGo5$!>MKSu5i*1y7Fj5+uM`T zH~2amMT}|m=z8a)jf8SDHjvLokXYv*Lurl&hb0Sqx?-_YsOv3WzMXPZ_^{eR?Jom( z49(rPQ3!ftg}!nv$8PR1`V3k%#_|( z*oggKzZ{hgs_%H=-0^fC)K$S`mO#`1zu3?pS8v@Bgl+yxnK5CgWDEAd?^sVW%i{F( zpFOvqaLuN&VIGFZCK?G2(uzhJh=}1@MYz82BZ=ig!J*p63J~IaJ2gIf6XjY1u2CHcPpn0M=t zly9VJ?7T_hg%HN_1OBqi-}cDA`kD9_G?f0jmjsDN{GbiK8oY*U5bvKd0IbAXap;*t z10i|~R3O<8ULGfzA44^vME;|$b_&psfs3x2odP^7JYu1!iz5U1+W04&whY{kAmU1! zQk$y-P(-lX8o7H6%?_G0bZ^kCJ<6pU@OBu=`#2C1a@-r{tXxw<{$pbg{=H`5m(l~1 zRPdO$xG|7~qxQN~h%1|z7Gc-WM3~@2LNl{-Xxth&!g934|K;}QqQ}OKOaZG-gY`%# z?9m$hkDs;$y6Rqc$CJV_ptm@ockZK(@LR0%a0ALM4eHTVLU3REFf<8zTVW~-3im*OVp`TwM|JC^sTQSR_kgiH(fg9e1 z-Y-U(&tD>%DH<1Ms%Ui???>&4hU|#CAX!zW(giyj8YsE=!X&Xfnk>Cl=J6XtNM<3Z zV=r4y_eCH*5XzTMluCa5|B)Inw3I;Lle#~+osGIaUE2z%|F*CRBUn-MJ8clPZYNS! zP7#XMdc6&BxEcHlf7cR48NJbOkE^RYesqqoOd)02pPZbe6ZAR0<9g??9G6bM{VPQS zdv|uzLFx@0BcFAQjL3RuMV7$gRNBYO0T3rFw{U2+ts*VX<0~Q`7JeSW5h>cCOz2s& z#PfchyQ@_9{v{EmBFH^6L`VVKOvJRIZZHmx634f?Vz~j0E$V86^x^JMNaS8PaU+$# zksId{ae^MD*+)ALWM!v+{tE9QR>^A%CJp0WZKnG@9@O(Ch-p5q**b|upPoo0_-+0? zsXiu&pK3vU)jQ58;I`>vI$#qb2$o5^$@Kj1lhtAc9W5;_18+)3Kr8+`6vk?5^it!A zTAPkpdTZx)=m{JOf%td{%E_Wajv$n3=HJY3B5S-*_2qm8FO<}nW)J@8&yoDN&|9P* zk5a%%>!Rz!H#;rPKiT;J6aYQj|B<7wJjNO?%nqUCEBt}QEQaY5tEQU&$dIPWPBo?? z8;~cRB94_%s#?55N{8VH?g=Zta9FP?Uc>ZB7_pOhykB~M^4#q7QLb2Arq0OmweOW8 zwe@+@oC>g_n1OHm8j(f*pd8F*BlH=;fx()XGneQP?R*lDzDr5j{dvS) z{MRoEK$eGYIT&IW(ZM)QQz~?h=9TDSWZ4yoM@Ng6-(mkmqFz5cc~z#n)#{BUw)IEe zflYPSqInw9Io*6akNbe6!(qGr(2fToYy_!Dl`WWMo8>8jbbwmgIAb+psp7Fq{k1Ow zT>h!Ff+P*AgNA}3SOJYB17&7 z(+g|FM+PhISVb7c(Rn)bO&=>xac^C}AER~2hkPO*{#?CFhLfnza5;@X<|OZ-(QD%!ke>2| zTpgtmyJ!{iz`xPH8TH#Y{%y9~tkU}f>=om3ydeET7k(68=i~WSxwNKAoqzuhzMGnX zPW+7OK;4Iv*Z4TA58` z*E{}$gOQ3&PEJ))vCvOE&rGXp4dx3FU)OH7B_e`^ucH3nQq)xQ*3KK5B%OmEVI3hM4G%HR3nag; z_c~e?H4VtbK!S}=KpN?98<|YH&4~1t$g<2fwbl^9MnC#w@DM^~791<<+90K&ogvC0 z7=Eab#m<|lVu`;~6V zCXh`cL+iRK3JY5rfZ@qiRTkgwl{```_Rv4)ihO?S{>n;w#jg8Rt3R$sf9o~ltX3N- z6k%vHd$7cCEycdAmB%!-g6x9VYON2U+I-BZKhNP|cTOHic#NEmAt2!)`RbTvq^y!(c^nCw zXhb>3v5*bU@Bu%t{bep$5G)%vPH%k~tc_R7tA3%6dSBFfnZs2lXUuP;5Zn0|mDZ&s z`6(z?9O+MKd=TiBzZHpcjd*i!M^Y?54#t|ZQQ1edyQPW5Sws(Y0tCWhiL^V7B|NmX zPZn*UTf(uGOh813!MY%$v)Y2gWej1-I(6rCV3-lngvv?{#W2Wy2-I7|EdNv@nt}Y4 zH~jaZW>o)i`Xk*RaV;__W!mTAZ_vy6hu3~aq!x^s+%54MdJ&_%HFHfKwmsN&%HnM( zhA>PYrx1Q0;@N^`9qG~v4$+B^9ZGo07Gc5AFh=+6_GoUTLt>nqIfonMKXoX)lRA8~ zvjez3t=HOYCQr5dGh0m_FRylo9u8MyrsJ{vnYYO8jhKrU3+4rv{6z7r{}MD=Fa4;` zR*Jqip(i9EAOn^5H12V#fJ8p;^&|@*IHu;^4WZfq+W-K*rnbhA7Ay zrn<%ci=lL$w`4^!FKVww|2NaD-Z~YsLRrgQgz!aAlrcxsOu+b?>@dMsBFYCN6<-HX zk>b3%xr>Q=q{ue!Jt^Vg7gFi48CBRWnb_f~vt6ls0tBYr2K>3HY^IUX$zDQr!ryWfW9cG|B%dDY zk6@24n53jg3=Gg{RQ>I=c>(zSD?i;Yd*Hkt4kKbyYqEAYw>DifV?O#2BMQ9OSY*PT z@mP>$+`rKs#s|WyKbpf(vZQKB^!{9CT5a-K1LE%WhVS0drICu*GSVLn?pPldu9B|l z9T5H;$S~P~K~n1KMj|3cJqZg8niJVP#coqvVe7sx!3db1w})S`=IJSd{rux)LToByG*8wOx!7F=@UApC<5vC`cJQ`zJ|^Woj7R?aDPOhci*c3_WT{ z_+y}AAm>)HjfozKX3%?dSJVwBe1dv(hpIvi&d<0S53FF1h{*71IO1O{*Ik7g3-Pd%vqc`}K7T4`3-aYAMyn%L8g5aru0R(&Ok zTm{%Hq+%?mq!?mH5DD;{Gq=M%6k$NJOl(oB0<~MH9je{FPkvRH$S`IG={zn@@cGbO z@CN_(d?Zq4+?SQjj#RMS>w(1Q`S1Pp*q1Y*mM#z9s0Isy=dWob1gj+Q{_19-n+8`s zgA>2tQ1GPxEoh(+Vs>~s6S7(#28hAQ5Na45ctLI&|L}XM;X5bw+UyQ^tF0}qh4D_c zG)16#i}bn;ESi@2AbwigbUoXcfH%~pv{1~#XjE?d6e6U>S*WmNgDd3gHqm9MAEw|DHrXl375LJaU(MsQ zZFs)j0YTNYv=lQl^CsIRYNljYUv^Pe6r!CeL(Klu3hR_#L#IRZ#^zI*+D+d0x>{^z z3iePd=@l)g(p|ex>H|y4i4KD=D2B3l* zP4E#^jW#OAS=IIKxlDcR0Z-O^vfLPZLN?R+wYUiCt&eOdmRQb0$CWJ|Nl)@89so=C zf~*PLd^>lGhY&JO|MK6V zj7BO{4)z56wUE=ZO=E73=Fts6 zVd)Yi$(^&T4zR;-g`AUG9sQSq@1KV&P$I*%Q89wgPg|qi%vT?)_I)e=k zHPaf?CMs23eLl@wMlQp}?tiAv#z#$O*=ZQe0qCMLEop%{&hvzgRi#PJ|222fKPdZ?yvdNS(+Z023JJg&PUr~Lgo;Hgo=N?LrN~?}GGP1J< zJRfWoToeX$)ddbRU$P%6DB91gf z(nLNk0NxJUt`Alu{Jtfk#cc+kYE=ry&s5!Y^{lG+@#2*8!f0W*u)v|WPJ9Y|iTnBO zNp5ocimVPxDRjBdppZ?1(n3RGef0?_pF&EfSw9I|5wc)sJc9+Y^q!6G$Tps~8z)4< z9zpu{IJAs|8l>UHisck4o__~fLl#)`DY(JSg-c`p`$(<5u#fife~?!U4I*(>I|JUf;6bZq>A|$q05VcN=D+qIe~BrC z1OzVSH1nV@fK!~$2o)}=Lw~{ohk8x%osO(wYvf_6Z2EnrBJ0krYy}*Yd9$9I7@H(q zE^8&3eQt>k7ANDa8v2o-(Oa`!=aZRvj?W^#xi{<|^)?;-N_K(B#8_roe<-rXhdZtf zczTvpjmpNvmHudgqkE#yzE>e>!h?W?265R?`+Nphv6xP!5D&H$ny@n^u?(baAg6bo zimrUigV%zFZngKcg4J1Qg=puGAD~VKnL4n#zkiVZ(S^;RK|YAL3KkY(4Jk`=d_F49 z0ce~x@9K5&JGVaUiIqPow`77Cq1m9LO%F@w)ztfjqZ)O@qY0#yEQSJc4cxEpJZ|<+ zYoPEQ8Ql-|C$qf9n3|1q2!m)7OS^r8iwf%dyhzynFTS5@6oVrPw$*X~?7>*)-Nehq zAJRcpRTC2>j1m)7O9Vm)aXk!^i1_nX&odqLKQjSodan46G7`{|rYrnT0x}SdbJ>;}T@;F}Kns?kU+SgGA8;|9LeoyaS7u$4!PgU)%LyY5Z8{!jeMi`jyPGtxT ztd9K_ShqfJcS`_={g>q7a6zp9$OZ&!`eOi{_CesE|RWWO`&O9?nHDf0#Oh zW}YH%Tbo1ga1JwFD1`;o=n(J}g)q_Au6*D*Pcz?A&@G)RX*bl;-DCZtAY2-LeGpMY zTwlc=OY6GbVPLZQWfYtNNuQ-0w7~->_irl*719J^KMJ<8<5oe?oA(Ditz)*wVn%$g zwf@>^oiWqhu09;j-!QI?^oLP~>fT;f(-By0nwr$64YL#AYEZ3??@l4=iA6?G*g}nf zET#0C*K?f(xcoP~&KnnFiCDm>5E0emt7zBRiU=qgBNa8~oAwAYlM&IQ`r0brp8Sx_uIFQ`>Q2|~K$rrl7!sCz z87Z}I@Hi4Ig4hJUw}@4S-0)neP*R#eZcpH&C2V-n(AlE9ql`jSa4@b6nid1Jkq|n| zk;JDXtb+)kw4s8Um>he6ILpVjM<}L+7*<)VIa4co&3+u;J@;NhQr>6u=gKohQiv>D zWy0NmX$IOY78s5vJ_bclpgsh(mLll{V{UR)*sosNNf4vYA>?8w9)~j})>+vg-KMdG zJeH5j@YT)AvonC>)+aw0+UUYWg{IxRBXUSU{>x-2I>0;L(4aH4Jn(u#kbGBk4ZgI* zY2Vv)Qc5uJSr*8QZCxIQ5?pDDQytf$u*+&P89cx9A!Y6!BhFC}v8o%|x`f@6M{VmD z%d1Ee)iXD2rhGGIDe6WfbQecwe!GhE^WF4$FoDrJ(4It$B0Fn)oxI{?`1gtY)czl= z<~FGm2ALJh0yh^}ejDMF7dG8Mn!e`|poi#%Ynfq4_$DUU%huB8^3G&AmugpQ&<$Ye zcW>WPKz*JfI#O(_$~};piDCLlWu&U9*RdBw1-PjCKHiW0bbsnf#t=bykP?xai?p)M zu{{j3f?1O9Mz?-OUdnyxx}D2;bKX_pTK%4u#o`&XiUh4hC+hYjkUMvo zTp`=fDtO$XIjrrKd?6vB1zFrLiNlbx{GdkU`b%jESA+^BqVn3T3~bXFjxLdRw@94Ob2Te9jjVZt5?nW0IW z>B{VP*%sV1Y%`1@qr0Wflz2Eb*_Dex6pQEH>jPj|KjrtXYA$8&Bi2DxzS#9UPsa*L zyLYAnitriCOR6U|O%z215(KI3`Ms=dk`q3*-%JMW23RUxHMq>Y(J(;oe=)&jeNopf zuR)KWgpblWUEIf=q+jPG`@ku?mbcMc7{xC4b6=0MdtaEyvLUYV839jz24|p0^0Uu8 z&%7hdBd7jFR1U9-gQGZIkZfs=dpk+cwSC$I?#4E?Pta*LE}41<{h=jIXoNTv&|0(Y zMrs!>r;OWd|6Um)+rIc($Od1Ia&U5xIP7iLn@`N=p^-;cf^%;??UQAZHbJPYu3=|x z=^cIJZU$(k*cZ<~+`TSPkP26k z)=y1t8dj`GD!foB4!Z>vtZlF;l$TBG&Cc~Y!UkT$tS5Jz($8Ec|_hkTjs4u@G1 z+9j1+SP8=jQ4H|%$NGCfB6>*Ez|VBiSfzimnf5Z#6qBs^>-FYSfzEAsMp~ETvqRxD zau%R{WqX7%L9JJju~pZ`?|JHIURKjtx{=8_NTnb5?{FmTSGZiFYqg!Vf;9nqxq28` znveRUY+KgCEnjKKO&cOqG#$O2nF>OgFDJM*qpu;wp~;GHRm zSawr^?X-MI$?F^&jEN*;-N?(M5t{6_qu;-j9P;xzAu=GY}5InWD#_;(0M@mD& zyB(L6mt7tKo3O`a&x?`xqQ=twSDx=@VTY3$FuUM08=Fh{e5vZn@}Ms0KXW`wn6lNm zC&qLr#pb@I1?H10PYY#dX;do++)&h~Rtq+P6}={!A|(ckma*BXx_0@H(NY z92xG6*Udy~_4rr;HFZr!t(HSguJv00&}GKz9!cLX_Xx^Ii&Y9IvWaLEuR>79fYf<8 zq?)*uFyEn6PolYKz1sz~z+AHBc{3kEc_Gezja^%nMMvT#e6Q7CfE?J4-ohv0zUhJq4OmKl6{|B-sI+o3kwF} ztXe`e5+*&*^GTZ2cSI(P=uzRwsaG7FChC&%%AiP~Zu2+xSSo=4^}m&Z{3$ei)VUxi zZV)hD!Zu>Z(J;@$(@>Q8f)j;~|HuX8{Qwl$%cqz~NLVbToSD!Pm@lAyEgju8TFg^s zFPw&mT=_P`nS7vN(05`~-KMf~frA6(?hXOQxT86URf~Cs#QUP z`m*J~I0K`>NFH9Yhy6ZEP)lxFamS8%vwW^o<=RW@T@)r+(iQZ}3 zX%fgN{FpH+E(!6wJC}4102BHjD1x!uKCJp=Z<8Hk)(oN!SVT#Lz%w`h-Xm>VG!Do9 z@NS*t7M&K0?XfQ%x6Ny|K(3s|tF3LwmOVAx&=-4}0o*sMrMa{*`wX;`3tkTwBsFKM zsOu$7G=+3vuKaf99$Hb_lp)V(OqO3YBB=e-$>6ek*K^wpLDb*~PcHw9@-qw` zBS2~@Z(8u2Xq zT1OhWL?qS`JP4b4CPJFB7euZqDzTLhiv)I+6a$Z>-c5+^ z#1YX>-uKztmeQ!wB3VYpBMul4Vj%B`5H=p!!391@#Hd7($omkt>$Yg!bqya??C>YN zBYSfOi^+Mm*ICEX-(P-jR>^;!0kME{#T1iU$hUn!sXrT+;?&+d8oT0KBLHj6dG4n{ z&0;s=$7dKHoaGJqEqSSF6h@H8F|EZ3Oe$R7;Vj^_I#bV*%$F(H(-4MeRAJ0o&zQ9WK=nA9g zk&6!PcN~c?eqYJ&*OU0y8-kPr;4E9cCI>)je~$3_;h}*r7YH~4hs=Gx#$jPI6?WJM z#xykn-(ATQiJ*R?Gs=@c_maKg_PH$KRxHSxo`Vsi$H zz&9-3ac>624>%9>;?zOX?cECo-<0k0wJ|W$Dfgo9^nB6`7`M4CYMW;P#nkX>6e$_(CLD@UN$?8H zBi$o)Q8=GHZ|;`n%cjQSB;C17CGw8naCrmXQ@tq6-~pGNX&u z53lq4wR4LfwpG>TOEEI+?W93}8Q|kLyKH+T8xZg}6TeHy*@P%Xt6jw}jWXS#tJDk_ zU?^Qzg&Y6M3ye?v$wIUiZhE;2YrZtVc~)+$Ypj5vn+riShnS6>fyP#HsebdxB{|vs z!k7poIwzwNLUuhyXWgcUq2cSCg;Is+A6)rBCHwAH&h#5YJJQgllRzKR^+ikcq1$xkb(WOXCb4D zGq<|R?|QmCC-|1(bDwQhIY3Pw>KV7KWKp)Gsdb~8^NfX9BGUi6ydX$?-tVd=?Nr&w#;Ksv(h_?ZzskI(y0U`ugEKc={@Y6m;17NAv(d^hB+0x!d`42AxU0Chqrl{~ z#es&%4-z)*Rz{i|g(rb3|x4B#iQW>Adt>2tOOV#%$yEHsZ*j0ZzeuYhVCU>nF0 zdO59MSZFlly7PKpTt&PUm7oGM3qOuw>vd1{)MWopwVr@Le+@6Qdr-|zb582i5loJM zEUyPDQBvyWITe$9!-~waP?&N<+nyD;*5&0O`|UQ@aDC2p zFk(bKYBjD+T}RQXswqa5W+?H?O2_Sgi31VCkPjQ)bZ5fjgWBs<5%PYxtit@~IWZ8~gU zVos5n=3lnYcYu3%rLArC9Q|pWAq%6xj_P`UWVL84)#t)X=&_H~7jCI8?}zCg$xaT| z<$Aan4REac9UA%^JIUEY)0^KT9Qohw%LD2N-lS}!tbCff{ugCFx z{UpDDNd%PRdgi~+ayV9{Kdd0gF{*~4#rFYn(8oSk*ISs-J4r+A^D`{VPT!Wt5tK3i z53;$H71SGx)!Wi=dN=2$C~*{J;C;RwIO`=g&+7|E(*5VcqCYtr)QTGi>fi+r({U~> zah*4v*kaPe_U*4L`O)}0zj@OUSfOLXY9gi>G;esG08~uTTd+6kZ++H(lawYLs`&*S zK_Lrp+HlyPFlKI77`HMTIj;sIVT&>7?h8Xoc#CnZ>P%}_Pi{86w?DFV*Ji0>+js#t zjt+`&CH9A~lTN24%p~cvbk=%S{A;zS9W3^wDN22#G3DQ1@1HvI{;n**{CI8kx?pph zr*%bDh>j7&@d-$QtOZU{#DfrkV~6L_uvVvhoKeGGkNFL-F2K%p{pgoI-CUKwZG*kU z!f3;Nz_pavrIrVM5n7v5Rn{&w2lHXk8P^D=%QgRXbTSb;)Bd<%WI_)h3@O!@xRqxn zDQdp%aNF#7J}w7}z08KkIAidPDjjxuZ7FAhu&TD17z-rhswzes8hF>8S`v^i`FMac zFr5mVKlx%kW&de}bH}iS|7Pg5{QIFV)$>}r9_GJsXu5JVVP0b9iO^|I_7T6Q_z{14 zhoZJJ&-?L=U)Jp-Yc~fk;{CmjcaUvd_?FhtSw8>NHT5A-@)UFK>EwwM&M*$up7fs zL{S){s^#c@REAy77=M$HUsT@MVn@rn5)%IIx@HpvjTpwjQaBk4O0H&@I?IQX{rZ9YC=Uk zp_%&Pb}aSiwYg2wM6A*cKVXqr5eAI{(Y6ZG5{g8hdfp$)B#jF{0hQYXXVf>FFi%RD z>HUf7De0BJ6>ccx1EBL~uI9hjvtwUiaMZhxD;pDtQTa}peO7PJt4NGK%aI2Y zETl4v0KNc544wnwiAgF2#Ge`qbpaCEdgIo0SA&?;(QM+{2jR*7%JC1y`sniN(`w8V zA*A$OxOh7}yn-+7kjjm?`H3V(cU0iAc8Ku`oZ?0ZGsJmF3PN5G*0Yq7Y)DtILhk?= z8g^}m)UmkSvdj>=z`T3C*9DlILe77TLhJA?5gzW5LgIw|P!%g!H2TzFpYukbGKp{w z=4Zfy4TVx#UMA1PixT$66hm3<;6@H>-u%OLlDWTUUph_;0r5V&2>_X?qS7pk>O^Ot z4XE*9ScDJ%GqvF|={S#$6p#NDKzc%^cd;aQKU>hW>pHs^dVL3Cea{35KdcGzI%|0+ zdFfN!Ls3soTXtjDZ2#yTvgT?h{dXg!gVlnU&rdZT5%k}T1$+BLQ>K#0Ssj6O>QGp2 z_j0yb3WdRo;Syq6o*z*6en0?Pv+|p=fhwW;55;{JiYv@er17-oO;4`_J=bi054lrB z9I}=z22uZ8G{^gnhj*w@4#yayzj(FFtGcN&anKl}C*&Pi#+L<6!3wCvfbhqjDhKblW29>%<4=%_gvgY7)FDbRA0OKj4PltkYNF~ z{jErp)r2WM2g0a9XYePnNd&>gc{O^75ou)u^t=RxbO;xesR*a9Q?2oTqJGfKa(HH< zI&d4|+uMtMH-aJ`7FbZz2#gB`Puhd*S<8&drsUaM$uCH@i-Z^ZfrIWN;FQU69Hrws zZ@?r%AcX#OW>^F1U1px`a}WIJUi&NN%-+hXdMH=l5X17?F^jxn1cL9m5K%wXd&dbp zWHLM4EH=5St4iM!CIaH`e-F`>Lsz1=zm{*8LHdpu68*qXE@T&)z_bb({SWGK$a6^> zmx-@@XYAjvlZ#WCf=Vq$648%XB#b-cg|*Nni3J=PM=}0OptgMkyl`zAJDFk$n?XbW z0}7!(>vnpdt*Xa&)GqdlmRFR3`+5b{^~I~{Est4@c2dwps700?m-JjwpeiyqO~4O= z%B2tflwh}JaV=9Ln6>VUQCN*3ga+1Hf-9Gpn3M%|o>7T@R3xGJ$q;+S;1~vZIV+^x zx9Z=P$)CW!_-BpzoIa{!x&2>iQkU&9>z?V{#IP`Oi~znJxLf+f)b%; zTZGNbnUFU^GwZ!EeanL9!LXvTGo+mIYsC3<2ipo*K zby2xMQlwvh6JCsRV+B`p?1({;EQPaQ+AfrbI_ZU)a?*oE4(lOF9qhxRv9@Eah z3Ar9`)4kF9Gp5F7x5cFe;J)UYR4jjfeh%(~ad!V9{2=**t_3gA-`XWTYNUp`r-S+= z<5ti}yLT!NCZm8-`yw(prsEgZk)>6plO2>@hl2i@wkN~q5Ewrji(2hp0Y9lL1Q>5m ztfmY#$)92~IB=L`V}~r?eM@h!;0E=zv)X!A7VY$&N13hk$QZVqOzKU$7cgqqf_G*GVF>lNiLVXEg zS!Q*=>GuK9RWJUNkPPSg>f%!HW7;$c#)jZwIi*?;siJUAl&C%hM$N7-pd6s+ zJn_U1)HtRV52BJ48K@(boAkW!^GOiZr6S?|sLfNU{%HYE-=h4)#6niQ2CQid(Wo&N6EBz$P6ZfaGnfd$$Nj$XN zNrhM1zsee|VU0`$fmjUM*=S-2CvbrQCmd3r=?~B`;jxu+dI_pf&j_p?0L`4K z3Fr<{IuTS#|_@C*|D)mTvO1i(W7(=%&%*wPkK8uL)1b~!mYMYQz#MttyJQGN_GCmCBdOhV%=~Tz#b1lA(R=2f zqfJYcKjuKeT$QgqiPe}22kS#uk;nL12^!%9pqg-Rz-n#0t@bE$fvN{BxHl=J^1WHB zkUD8a-wEv+u9jy^EPJvjz$k>_O74D`lVKGz!7lA%?y0dn`&#Ym#&~F)3B=!Ns?GRzf#z5 zQN@z1L9NpsH=Bq-qp2N31e+4nCP77GX@a+xeOtMGKxuqox>g=Met>Gooz=;)QQ7LS zCV=Oen*4&C!f@vw!Kj_4m9h8?ss5OJx?i>y+S`U4{C(1K5}fy>J7E;J(|l*jvxk(lRa@yT;M3mbbAvF6!XFYw#NEE%X14TavB38Qso0M<(ZiMO$%=M zq|v<)L&8Q7SE66h<^&biyp`p2Xqh=kBX|`7RIaFscPCy4fmN{NVf6EV>NxATxS)JZ zzx@)u8HC|eO3BkkA$dZ%Al9`e+ipV7o0=MTEw-NcR zfC)b)`|KMZMrnC99M8)azqhqN7hlG;0=pY0ZY2V7 zzJ028ce=n(DQEbk@D2MgZ?|FTZ-?Q6aW*Z#Pj@J8B4J|?$EMQK<;Kf}p6>v*P|Nc% zm%bmARWDRoce*(BC#%}n;AvS?j>f|nP(=Nbo*Qu)wMi}lr%$g{tXSV&?}S8_ampbC z?8(|J&DU;imq~>z-n+u2udBvUOz|ky$T>UM616I-%z*Y zx0J{zo=)qhHhf>sL{?_s{#y!(NRa@h-|>hcOuP~6!L&VaT5eD|C8y(=y-PNC$Bp~1 zuw2lxFwEYQmi{g|3)IcV{Vaiv@Ewv2=Al#i&3Z7>qlaS3FUMRjNjpwblK=0zUWg|R zu1U8SeG6`K8tF;Qg_9BYQ6cJo0fCcb_+Lf(Rt^=($gxC`O27VOKSDBigzOgpMrRmS zOeOHC;bLo5Eh044;iS52OC{UChUO{Qt-N|~p%}x?4`6V=fk;85VvE<)hXY_#uDV(T z(a(a0^5RdLX}>~dRyH<(%ibpP{ZsK*f$s-Ad}Qz_n5(tiLzJ>gEHwuIRZGfsxvaD= zZHmX}T1ktVtOWlU8U!OrJWNTl3&wP)Q>=Z01~YAV9Gr1&W^w@|>ST%X%F5cj?g>ZHlI!>+Cg@Pt>$bS7F4Ck!eq zY$_#2-91!&xe&=)09*SJP^VoCb$>x-9pn_R?Aej=5Ct8faTkKg&=w?4U3LoFMix%c0YJn)}8210S!h(OW^a{Vw~g z!QoXX0xBP#82au|OjK$w6C8U4OhXZ|+4<$aYHyE$QEc}(wWY>*+_R@|o+_UBD*dEn z7k%;JC|=-{N&8ybA&7mnGNj!QQJ;oyUxiW%AZ7mdsIlgb(2}`V555V@Ne!Gt`nIT} zg#(qi2IN_yGQPU6I^Ywfr;JxcaRj$M%qX$*S>C9x^mG z{v~s-EZklM`@48>MumE3XCsd5888V5`n$-r;STj%=-K?XWCoL3VF#Ulqd&ct^V9Kz z>_Tl`ubU)_k{qD_LgGa{>`H&hq^D;SF-+m>?^t-CqJ;h--cGKHuLMhW*sos$heF%?h zK`rUiu+*or-66!$J*ePS1=v2UmWX)h5dQQ3mDL&esEgN#&;2dH{!`&9Jo(1Jw8Y>% z#)01*(a_kutt>(X(Jn5%AFx)~PlIuUu*q70cX=rFzjYek(_Qk-PFxYzSFVOW;TPGn zbw_Ph-g6u?piPq{9i`)fuI!qlbzcx4$yV?cWxCrC-ocz3xnBt?b|~jZ+85#D*^3uL zckjIaX(jA{5J-)!#ML`lyP;@2nI-&z{;BL%5v-B)y<|sN(QFq`7Jw4iINsxuR;Pnl zd^T9l9G#DlbIpyA)MG$he87<~lV|3bU0tai`2A~Y-Rqn}>GbGSe4euhPRTzW%2n1& z_eHL{{dT{d%dYDtc2u6K%F5e5pEI@2pJq>UhU`oKTTr|I+IShWx`ue*7Ywu{Ua!Wgxw*P@e%7_PHk!>#+a50D`swB;s4JWIvNeSO|aO=R(+4?V%$e1xU@v$1+PxzL__xLPA{naO0S<;e!6*Y1?5m4{EJS@M zB;i&-Pdss^JbzoU&v8Q^st|ImAFk&qo=7jE2Rb>FU5< zjo4#oU%=2xkcCL_e=MB^TU71a^%=Swq+{rk?(U&O=^VO4B&3_6Lqt$Ox;vx=>FyF~ zP>}A1dG`H(-)}I-KK5Muyw#JqH61R;YDO9T|e)v7!xL~zhiu!$>0&95a7yCNFr7E+zxdo)Y zc|yM@oM8jokKVnE&*;A4`^mjpDWMAK#xQLn%zn?h-<1`4GxPNhGY1*M>xRE)#as{G z7lDw&ykB<`ILW*s{c!Nt#rL~1H{TXs7i{$0et2WZ{8ksQXj+fUNIHWAkFqDc7J*zT zJ9P6?c~!Pxzzwkf5`rf#NgIAAo(X7Rba`@&{kDH=ir%e`<1GD_q=s=sp01q)7;(EE zgIuJwLo>;7S&Up%ZLRDcw@^-zr~sg9CSWN41n{qkIlVLgsL)87~CQ62bnf z2Zs7vV_IBehh$8PDD5W(;kw_d#G>ERua3D!x&+d3Lx*LmLdfr!*;Jce*iHsXMse!a zPm*udE*DGv&_b_L6GyfRtO7&t)In@vDgsBHAc_OIwi$3Kn<^2n!Z5AA6no}6z|=*b z=(YI;n7js)sIgEyt?uW(y&%hdZ-VG~dox#&R>poSy5N3@M&Ggjwv^-_^4xeE-#Gbm zH%H3$;lo}|OrI`b@eFDR;wt#@2CFu1SB;9@*&)tdOg(LYUrOTFa)Lr)g z7ra>UrSIr1HZc(g3J0Y8dCba^GkoXA%pj$pkU&#Yv*SL+TUOE-C?UiA%wm-BSW2gY zw~Ze&^|53?UQrU*T1cKA^k^ zh~dFLbU)wxh5@8c6vQN!-1mftF}|xG_DnAKBK8T9dET6N_Y&R{LZq5#Pb6#c1+Qzq z(x+LkS>n$7c<{@-F|W5`YHZ|TS)vup8a8zPV)At;i3%rx0L<^+bxkTZB+lsXM0l8y zhRFntD|x9b6DWZ|DRmOQSW5nK!#pB2NpPl^nO|H%)q-RnVq%GwHw4()3SQudb+l)2 znJmuCB#lmR5-z`NfKQ-g`KlXQ7cGj@_dI&l%{GCu*WvSEuHIs|WUrbOYx1{t!xSS8 zIGpjD@96lwSIA4N4cn*`L+Dc@m5;(7x|Ger2K zOViA9*X_#Vu2wMNuggz@3mzCL*N=BQ$^St<+kkyI44nbVLk>ta6xRk{SNi3qLX%BG zmn5b@cV`9|5ZNytc?7SWo9_nS6ko z`)_QZEi>_W09~-3fK-ck$kPsOEc!UDU3C5#;NB9F>6O+ABtc0nTx3NlLToBS>N(E9(=>|~06#@O*^@X+Oz=b%)_*adod0?I- z7fTg6dUbE2QLmWt9<>o8A;z$Yt2(4)#O7@LhNyC6xPrknneTc)DJ@Ta_F)7$A5=Pi zEI{=-4*V$_LIt>(eLIe-sO<_`0OheOV{s9|jWq4`um?K9KOZyoq$t^IH#b-E#&e|t zAF%;!!-jU~A_9bc|KRAPOX-IXeiSJ<0irN>yp(@h{IsxVhZ^-`D9v;T5c8 z+6ttHj*AH6Z>$|#%x>>`Uv;EzJ_6>vUa1;)V0X$A{v7KOs1(zmyngehgkpp-^8|3| zpwT{IU{Cf~;l}b)Q8$sKrm?;-8KC>D9=C7#ZMuHpf%XFUbJUz)wCf&7vmNI(M%LxE ze~~_DXuW$KkLo3j)#|d3flh-9>36F?ALO^6lmIBSQthY8E!lkJzrB6l2iIL8Ve`@5 zz_;VMdvoM%@od$%_C2sScTJpusX7o_*|MMQpbdK8evj}!8@3pNuD@x=6<1mi0(-~c zS@hSxpX4GAd({pDOWUP zI}D8)7LLT_S}lL$p#5_Tpui)%>aHn46=R>0xEu$nFYy*w^oV#g-Pei20{>Q1RJGf^ zn5ecl{B5HE$)YX7g-j+wQ})AeUv*w>$JbqXIL|Av$iyRw?2!#xCNC=S*bHD*>bg9n zIE2I$x3pWIC|Wddr@~48%;{Wa;Qz~?Df^5bHXA#iq^!xF%LkSu@fJllr)@yI$?f2- zLGw8W%w>VsD+`HJBluSlPb)3F2Q4{% z128rxTh7L}kar_uIxle^moCKv96l?KrCSpZFSp%OZR0L?(*BB7ZiO)16_Jd|6HT7h z6n$KaiXZjC7}uVoCuFCub=H{#y>d)Nq(kUSX-Qrvp1Bpa`-33M?(^Je#$? zYairMMPW6k)K$<3zcBV;>$EMI3dcdj%#yBS!~X{dh{tG$wBN&9UYapUmMQWGtWg*V zfFUiH6&HaJC48IJ6EjM+pW7nvB?{P7Z{?tzGAOODuO>`X5xZid-%mGVIOD5YQKfgp^XVH#so;1!KqRHy_VJAXcE7@M5LSfvXBUF7!B2eca+ z%5CPzx3cND_FyT>{DD(hm(ov-p zT}`-)uK(})qHR^-*MOIzKs3sL7$m}5JG9W;cl@G;BBquDknr zfu=*YD6MW{h)VJM=7EvtmE5AjD|9&sMvs#?5DP7s_dvxDS_PI~sd#l)5lryg)k`hu z>)kmZ>|EWlA&1^w+*MuDP=R_K!4=y-H_S9-1x$+>!yJIKdr11(^FMzIztdZ_0B2ui zmQ?C(!+4ku@zTqC@F_X0vH`qaT576@@oJ@`{W?+C^iR3W$-seVJaHx4uAU z(A%jj$wxqU+GfF(v>BN#F56asPQ5ud5tM>D5~dhp?+Yq~SweUMmd*GX`SnuZ?rcHJt|)jwTx2_a!EzoQBi0bEXCc z$@bxL#227I53^WxDd*L>-(O6Oc@(+gvA8?&lR3muqXr2@?PfaY4)d3Rp0vMPq88o@ zdLhq;7U%D_sBP@%8*H9^DKrVOX?NFMq@4lhXJe_xS3buvjE~HkRkiL1W^3d$8v1RL zcj&Xy(Zn+4a;HCAhcxi+HSe34o=C$&AOZB0pp}l4hil>=aKs|Irk}dGDu5(gk}R58 z`jX|c|Jh>l%>#$ZYg@A0qTs1mRFC!9-!BFYt<)7iapSDNYd0unJ}FXle|xHsdHF1+ z%NU=RoF~yispby;tFyg}LOJJU% zfK=IFJuUP_NkBbQ;+!ak3c31R_;1(!nLOUcWpcoJptV#Pie8<21&1Qp#J4ODKi%M5 zbq!Zn6Z=PC9Vr#`(9}5f6f!-pd_;6pTZiSL_31MeN8zXG`(mQm&_H`S^d36LVVfU! z1KhpjtuO6|d1(Ugu7*d|Q7H9^KR9qTf5n*)G_)LNC0q>$rD(J)Z?_gEOP%x+`D9DR zhhxLm^Fu=I23Th5Qqb!i=wuAr8`s7q-!=_#X-+5LCwKMBWy}p2A|F0M8b!f|F#AygE)nW7?YKpMwA`^u5?{i#Mj=VK-f7Ak21c_wymsb1i z;6cFc#tX>348ODuhk9Oisu+05D9_X6A5eCbCCCg45eub2T6oFARVG!`ZJq?5@edMqhG$P-F^u;7%8O+n%B|L zz~MyA;5u?A*vVw8BRt_cX=>Z$p1Nyr`fyJM^v`j)INYs*}gMUn%0(w`LVf8o^*&9>Adncryea-mWu=FO?|v>ZA9 z@knFS@A=r5EH(RU(Ur|ocNC>?06Vu1S;71I`n2&H*LcoXaL;+f+*qW6! z?LIG^_n*!D9eoX^*h;gpu>z{cFyoE1v?u&JH!{ka3#-3Z*ll#(=1RF9)B+#VZ%=nD zkZt5B`2g;ENS(Y2b3tA?boZ*db9`7M9+|oO@jH& z3ZvDBf#U0=$nkrgtIb)4YjR9!OUys$k#a%XtfSSv#JLiDCUlrh6GFf94rnKdx?FXO zwx9o7%n_61Ee9eP*)y~hN$xYBQ$pG%UM}4K8eRObh|X7h9c8c|($qB{-a5i?SEp#% z_~ULie&gY$h36spg91oVq3tNvg%oX4Y&?n~S%Uao+%a|avV!lCFjy@=T7`5Ft)MO7 zxQ({a)v@jBoF%uS(ygqjiqIO#yO`)`BkgIJam+aLo{8LJ4DPQm(u)jolK+Hgrw}9~IKdPeg9K+_V5ebVXHLdJM>d zXc<1MnGxQw4Fni!RcMKE&s z7?f7IIQ=12r~$%8#Wbi)xFyWYj;##bUH!h?jf0<>W4QyTZ+I)ehz7uE}-S-p}TmWoR>%lR{TL?XuZ*AG>PWiIP|GIl?9P234K4;pwRSB4%X7EC;PD|m{GtLUF-j_D-eSE@3Lx3<770}th z`D<05un!dj{&O3fHM3($xwf_7Z-aaA&W`|E^%7_{2{(2j&BwprCEC9hxv?cdH%>mP4-$8_1fCjMF<4O8R`R_^-4t=L4!xu?_4 zWrRua)qRfWFD=;`iH?PPmYj&4AZFi2{RWiYuu8w@@;q7D;Q?uvB)SPvKqZ%sILe^H zwxI9QGK{-?&#ro+kS#r|kuRw~nQ}T)9Fl<&DYiz`9 zAim{SaZXT68AZnYev25~u>R7jUGc?Y{L^gAo!me=nLmT=NG<#gIB)zW-wciPTZR2+ z^$qSnx~w(3EHf!%uOS#FcYm4ISi-V1G^7QUJD~Il9@(b?;rt=bxD{ojUi#$ z<&_O2-d>N+!L`~pBq2-|&#b${(9vQa(+OBnl^ z$ahBt7Mi~KNHa0Fmtvhp(lWIg^y8_R+nv`fP|XW#Fi=3c-(7E5ukR6M8=p*-%)Oo- z26=YHdqZ|#Sg2b0GOEiqL9{;igi=I1>32BnOV4IMXHg8wEM? zf9|52&t3bFQ!!Cc*&pQ=R|b`t>fD+{H$4?1Vm{i@oa)BW8zg4$fH22vwkY=~{IS{GmC zbYhy}G-h~Y)b*N=qR(WG3I zelO(Sx`q1ZPajGDn(#Oy>I8-E67mFL{mv&2{a%$jKoO4Jwq284bKsmEdwAvA-fwcY zRTmqf?e1myZ@)0Ko_3Vqc$~Wb^blNRsqnsHU&nFa&|9!>{ z(A=4;dqWGzhR!u@sO6RDcYjnkRFOa2faKEdVh_53I9vD&X#=C;%w+%1xWglb;f|ou z-SSsv@6Lf4Q7^0f$?}{JYVDe0(Ai_G%Rr)`U@0K)+E`e5X(0TJ$xMt`M)q@hjDX;k z6*@eLP?Idj0VWq7;|FfOsTLkcFozAu8P1Zcdy;tLT(h%R{L6Jf0O>>+zO&&XB>g-f z?XyirL&glolx)&eC4)vxMbCoHB&It_%6D*98nSIYw+Kr~3+tf&q~*n?aPp{nv9N1f zSmGBsQe~zw10(9souu)5WG@8lrehQ$`CA;wpJSPdM0bHt*cU$UIA6A61>)dhHJDQ) zx=~LY`UxpJRbNn4G~UHg>UDf&s8MZDZx!6)Wnf(gKmq*9Jm9W= zZ6zYCo>&X)bld?KDl9o(C!+f;K=T!SFFUPygv@HI*<7GkV<{f?2SXN*R>=}mcL ze>ky15%ZT4dbzVbU|%cahqov#xAbg0MU3cTc?1RAHd5E~Z~imMG*37~j95le90-_@ zF7Tuhe_QoNy)rj7Sn`+^}ln%*|G zv_S7*fu(GUN}N(VJ#yK$F&hcAEuskqk~kQ1WKT)aW$P;F-i!p#Q!<#yUa?B#BUmopDH^F^qQ&sYUX z0nEpf7071GK_Q_bLoSi{f!(fcSVnUpqcxUmIZO`8ZsfBzEnNdH$q!7LeMxGO=8i~q zG>pr<*}VF>2Yo57Zg;wuE7bQT z%dnj~Fw$e*n}4C`8jrDQVc}7+@*+BYnqGQ2P!9l1;MR0oMn-gAyV=@##hREavvFT zK4gf++WGf)t0R{=%OKNhcJ2P$M$jEmiHXdrInli167qKy6Ji!R!m%4!TtfTm`kg!% znZUA(3Dt2(Y^YhV?uEa$^I^25``I;ec8gZ-RJu;TQL0I?CHybPuD>DK2SM==o5}mV z5bwXZ{5pe%Ys0$;Lid9O8Zk3G^AYVUfKlji_Eq=$v-}tyFB50y)G6r#Bzz1R&mN#X z4aI`^32mI~$?jJU(qUlTlgm_voqc+|B;|4q_D)+%+ zd>;fGnprpV@Qq0*aZ4d#5anF4ZLQpHlqY8@!M~%U z=w3W%*6vauX;3t^@cdFDmFVclBr={uG%&VKbplRqzdSFj-H7Ns%*v(uYgr_U=o2aE-0XM{&ghni!Z!(+?_N#`K0c@qyI* zguBm})Rh5?-k05D!$bcPiIhHyD6pHs%$cF)X`5P*Yu(@CE3zgHi)l^~6~800cv2~n zeHYtw3WpLX1m$9lGSQvuL3l}y^r(MqZ+-{_3(O1mEQXxi@71(EU5KBykBOFM327%- zRasXvi+G`f8}97U*}sh$R3T8GWCMoV%^oBwe(YONZZ2uPgEC^U)>I9E%p4i`?9#aQ zolH+#D!KW)_OX*$(u`MJU!4up+_F zLg1;Bcm)Z{rN0sUgjjTw9f``H@n@hB#8A}mtO`|8Ut$xn@+C^{vwKsB(N4a-Hq}Z~Hzx@QW^lD;Gml3BAa7`VEsu3hex^OD=Pc}EV$jgs@ zF=rxwkL$QkiqajaoJ50RSYT=-W~TPwEFh8wg&OnyrG!4C{j`SrAI*-v?gG~7+GBD= zi`Q@GFRlBi2sTT5;?52PoweU=&uax8oG~Piztxu$UV@@HquvaZB}E_ZAJNHs0sEK# z#J-ZR?x zpX0pPrrJvTg-cU`0krQV4K`2q_8#*5HPI{t3b!_+h$Oms;R;7iNmx0f2noLsbmMU8uwh zUcB%M3zY24;MmGqTE%Y^=MsvSW5_A#G02i>CZpeT@csBGdR1`-vZ;$MQL?tqw1>XmYH=h0iitVX_<=jW6pnPy?zFh7i+4ZcMml~GX<1$b({hYur zW78WT46}8j`SryMMvWg%H@}$u;O>*GQm9bEJJ? zrhw|k?FRb*veG5Cujq|N`i&OS_Vd4@5O}QgI_$uago_}yxg~HWRQtLcCmXr$Jy4|@ z&$PB?27PaW8s%SN%<92zY`iE(@_g2p+zM<7|BnB1JYFFslL^B~fDP(<+Y$+dRJ4-r zB5lqBJ<|{WG4aaqLX+ix>Yja=b>O79u^ak=T%|%l3ZK4Ud$fY7UH^Fy{#4uq14Y@p zV*SoopTy(yppI8ZJn5E8=WAWYxIq!_fe_G@Ks_x>s*n+)aJ{{a5g7!+v(KwL2pbDS8o?y0~=UaL5A&eB)<(Qob}! z!C@2zN$wFIJ=HkDd}V<^tT?)v^d5EGlr=$JfBhH3_xb!eLOLH^xqWA}#-Q!1GHA(jn=a9(<9#2CyZ8thymezcXy8Lmfh^(vm z77_=X(ue-(I}uId*Q*nA_1+BvJ@Mp1cxo`|?I z>R##G&76g4La(?@ThIOjS2ngbjjD3>31h>^(>nt13X0W;ZqOb=C#&o0k!u%A@0G%izFE021L>Nbh+xXjf#O zzma{%MS9W=e?f;Q(@0X->dPa2o)3+p5SBCJRszv@p6E9LMz4 zK9GfG%s`O8w`%Fl?gZmMcSXPg{yb(ibHN;B;*$I1VC zwtk5pFE9Km=FWqqv-u!GwNC(p(<)(a9;;R~CyI!HUqn-!Vy;H*g6Ns?RwWWQP?aTl zU1{-*S&VTO=V<0(1|oZJ8&yV|cE@2N<7$SgRn(ng*qRO|mMwN}!djurn#5=`Pp=DH zZuQ|S3#R*I!odrbR(ReJCm?rAN5g>M-@`TEdGjW_6ft-2D@9Ok=7qWDhGXXKhfdf1 zXmUs=Fb!FLu6s#+!KwrsyQpEx2p{2wQOE!uiU%OvaQ2yocI;X4l&X)ke(|JZO3J|W zKBq8A5_QO|%ZX$%Hi`*sys)$Yss|}a3yjgftN4@1YolYH5uT?)1CpL0D>##rh#$G> ze(ar2VgTFH)_b+dLz6 zj}b-4G1_y%w;YoYSMIw$Gx8ilG9j17E`D_i^$#*_nT>)zyRdLxdtZYQJ-HHOyUrgD z$s)qr)aBX~DBhq`A5)Y4U2$5ustvp!3z%5LI#8e9gR=R062>oKlC-7HUVf?#v<0?! zp>Ak9Qd7YTA7T+|$;f0wUM|1!X27mJvu4nOpY!3NzHzh4*bZIm+VT3MS?R$TOtsv_ z&9l5u%I@I8LN-h(1|fLKDBav|TeG7OwqSQKWx=70{9Uo=YCd)_*F{wKV#}J(S6mcr zCpEY-GMc(Jy z@5>?>70p$dH#!|;e4K)RgNq))`s#5HLhd&*rYcH2W*2^82qVNweuE$FrS2k0D<}xa z;QwY}??M?ubuQpU;G+^~W39$Wv4XvPDTSmmgT^eoMIx0x=;sl?;Sg5Y@N!5^vfH(N zu8_rMmx#LyC5sR+!ba(N%_dT(Oc*{wL8>>9D}Ne#F7k|Op&s7pwl#BV+QK7#5BsF6`y@IFUiX_SSb zr@`}k*yh*X2*)IG*z^b=_z8(Zjus*)tz%}4C%eSYIM4=UQ>*w*R!*o5JfxYX4 zA5i)*8cElS^!V4Un@#*YxG9RdJTM4nQsSmWR3y&hU@rxIw2NqXx<^2sKXR%zvI9pY zdsf>jiTc9Mfh&TFIfD7XcEmJMqXfQh)(r6$^la|m#WeGxKE63fNEQXsZNw8<5X{gB z@f&{nh%eA%NfSU!+Mp8NH(r*Jvase67%$@$ixTj+=HzvD;{w>J=qpyt8*7zH`7)yU zWTE+`pT~oRD9R*NjQ~>nvF-(mvjd`Yo>7S0X@wpz^%f4I z{|2lb=WT$`boY&BO-*GKs)K$eqKk90bgawjdHK8{Hii-Jhs0?)E0Xn-)IudW0(7LH z9D2fR(rRoRFh0LLE+kgwuIv?x-@mP&Ois*jr&ifTjFN0Rx%h#+=krp9OgKdm1ZwT# zBOf79r^kmBzu&F)mS2zAd-5m#&v9zsRgmPn>b+XLZ~nUadko~+2)|P1vTczOhZ283 z6%lEzdfrgk4Q|}!!%>$yEeV!p7J!nmuMD-f{Psa5d}XE`C0W0qZ7WpuAwl(~&9XXF z2qSnC&R=C`2IW5Ov(bj*XA;mH>4+WNh7nP74%`1>lqs4&XX*)XpwYd++9VeayWPy(qm-EMd8EKk3`^RF2hL8n}lQ zpXz5t^Ue|fQJL@<7=7=7Z&`DFd3kfSMsF$=hyRH{Qq@M+9C~~#b(@g(&cV|F&8@I-aB(T3@keBXhkhDKp zM-2)cNQV0JKrNj@ixI-Z$WkSGV%ZFnL~?Pr-8tLm1dvAaE!MbYWN+G4;q{DDl=dT_!(@cl0*SB%1FzWd|M(xv^E8qr zp(E>1{ZUobqrn#-byd13hF6zqB#`$8mVH)ek4DckIVgI+hQxM9x_@b1c2{9jP{W*M zmH)o{#6`>3zLbogCFnYQc)AQDvb0gyj8tz)b@YzFWfp+Aj`2rAu;7+I5+r5T+|)w2-4kzxq>aRM&; z9Is(l`rbu5$Xx9(4}TiRCaTO4mI57M<9H;1CzXj0Ad)YAIrvg>M)`Mf5|F`8nGy0FU8~HgJRd4+pg1IC8k~k%&Z+hYLEtJ9-Cs4Qu26&T&ek_m?C#FVJ zZg2Q~Kd4vQmO0d+eoj-II^^jb_>L+1YO!ob5Nm@R#o|JW(B#d+rq8~qL}nIuHM+)6 zd~XHR{7LasQ&WOLP_~zoD=E80g?IQClBw^rH>+i29S0RX=ansJw4mE2R?%=lqfaw& z_IyCun{CCr{xVfjMkkn!GUSb4-mhcAf+7R8xGH7N1QNBNa_S>^O$}$GA*LB+5SNPx zlk(V^bsmxtQFc!GQTmk@?-aOEHvjC;Y|N2^rGuI+%kt(oxHVKieq?%IlFEMQLa4}*x zFm!5zv}tJR!?G;7wpV$SfyiFS(;x1TFqN?TniIDR4%PKsjEPwOj5^%$FB2`xPnp)q zS%S_&E)MA2X}OpK==muretj+2>!k}7_LDqWF22dF-xHPG0|94RKJpBn`yEuxOKlFa zYoXMeCj|!gdvO{6XU5ld(N?25r#k3zxc_;a}PpzdfPAx<(K6j`m;ZXze}wdjCYR zNJSm1oE@CV99^b&vS zOu*2YW~L}xZaz7oQSUilrQck4kvRj}S{zS;+!oss; zdG%l06J##(jZL-UoqikUAAbRaQHz53&Zt^`-K!j~zpnV_&^6hzDmJDrZ}UdjC*t(G zZTvo(n>JlV-O!%2)02ayj0ZdYt(eG3v@&NL?`w+c&voQU>19O!;NpeaqvhHNhFF&t zR2x2zuG3jj*U9)l^aU5i`lI&6q179jhH#)^`AHgnDP5ZV4l`FJVdnb%Z3=ET!M%X3 z4jJ3fE9O*%uLeenYtp7LuU|md-rn*~Qguz$fsDJ!RglD^j&yHK808sox7qM~q;3^6 zO}`bA#FXOk#2G`w)7^eYArY^QIu%|dE6Eh+erQ~r3nsh!vMU>e<3Fq44uSJ<7OO{i zqw~&6Ctw#`(+=bnCs3-2m~skHq2+0x2a>aItA5$!P%1jY?eX_j*Lx;f?AAZ{56}hW z=zAjh%eo`o9qR12g1$xo_>2#Qe!F?i>nJCF;{iot+0{(K5*YE`3NRkRlmq~QVf}#p#Ytzdj*q>*-RfCV&PCptF zx)#MV3eY0)8QKUIy-xo&WBhO%J@_w3M1nk{tW}OJSdd+53X{L}l=?UaWJFk)_)s=) zV6ddWv>3P3qy0W-mfz>1lD4i+>|)detJaUi}!-`mmhb4Vr4`%ENCK#gqJW#{_FdX7GZsvYPTps?0qB94a^*6lp~ z?tH1yjKZSNG&It=9+(O`=hzGR094meyPoNZ(puS>q&`OD}4|tP<#J89POFWP)5$JnDWa|LE{Y37g8Yoi!wAaf^Dm}P!jikW#esgC*U$6UNlq2L}hgSN|k_{D9)y(|Aoei1{a`mvE1kR#I z=&*JYJ|vLCmAI<=(||BhR`NoO`L{ywp$;7c>p8qXd36Iwpi84`rGe?_HwuKvcvE5Z z#K1)FW7~1NVtK7FpB3;Ap+&ey;Mw6}4n3h*{f$ijO2l$}(l$T=xjcQ_aDE*R<x;GZ|GH!JK!j}7aojl7VEhjyv)Z8vK>fjY@1luM zDgvf04_@HcFYYw|ileNC@+Z5zh zd;ab1Uw<#^+p%|_MRDi)U8pPoggiXDhLK3jNEY5MAgchB?m2P&j?71}6N*4S%a{Gq zD=Jo+)vbz=3j4&a5S^13m0X#)Vy>gX6Kl977XFcYWcyYnh>e5rGvzB$oT+atuIp_{ zVb(*vE0-##$>y~XD~d|(R+?MFk6?JrK0f=+LYB@xv9}!L3liX2GM{_dNu} zU8II^KaISrbN!^rXdm`-~~*p_Ve%k{R~2=Z0I=1qNGQ#x^qjYnc3xjz)%i#6T9m!Q5Kl@Bv8 zh%A!cO|qsES3@DH>-4X}H6$hyF9j2iF$$-iSrCL_gezlSt2;dQ;0qIe27G2cBYBArKEs7E6yTKONkUGO`AZi`sQ618VAT*TxCq*Uy9J zEZHzU=rdOQhJs`r)B)Enpkdq%sPPlI%ZoTOj@m*n&3t!u5rm2nwuE^)1FRN&fCPlI z5RVmpoA>|TOfF<*d0SewpSHTe@33|5Awn1Qnm*?C&!CBC9GA0xA}xos%4oO-_&rs3 zVb>b$sPT3^hU(q$zD}XIxL6bl+2jHxETQ6~Of=OeOreeUm+pbjvkXa6;lIM%bMO`Q z?0WZS3ZXfx{)g27DC#+lNo|v}T(UF||Ih~oWMo)o9%D{`!y(Q>pJ^1Q9!r1F6;0gN zcU!%QMQB$`*vP=Hy&KjU#iA)WvYSgFujupUAF}9fL7pFJ*`?n+*4!1&xHd7OC24+G z@K{+2$ExVvLfy;OYq?vZfT-)!Y$7{wT=_ui*g;fn_%d9R-yWd%kql9Vbdni$*x}q% zMxZ+MiPCU_0mG?AA_F~I=Y){S?fWpKzlfCk{6we5;?Z9tbtuwl(BRrbi`ioV?f-jX z)F9Rl9I2kQ(VpluN55AH3{AUiAEj*!1CZb0%i3qF%%c~CW$p3LhBt06~~;EOh!wr7QeD$ zH-#185x0voYh+$stNrlY3`6T}aCdaK^{j8dkn;FFFM{~z^Cr?0aD>O$#s(bYSNBL2!=~ZT z+5oi`1(WbO2R3xQM@3N?a60$b!b_-T1jyy*TB;i>swp+Z4&No^+@d??;uxsOAb^k_@Q|5LKMMM4F-ufV9koQcs?*NlxirC zZJhMB=cRoNkICqI@8c^NanEmk7~kzPLLWoTo&+q;6Ps7UsD#)G46){VurMD=T3E|d zztM*eaD%<18ZLoY74pJDk8Q6o64p@gM`L+}a9qE;RObJpTh)g3a?ehCrYiYKVTCSe zbt!@Mzme-aP;}HxC|QXfY3txL0Y_no%6T)CzhqQJu!QJx!pt11 zbA-HCgkN`6b#xs57sweYDQH*v^~)0% zcwm206q|;~0Z}$p@XAUq&EB%kdR^51{O2m>rZhJ(H{Lt`eF2GeFyWF$pXdRC`537 zUoU(tWogNR|1~UUvqgsp1KikNK%&c#0OU4U85*?k;xH3Li~3xESQIN!h==|gAA`6U z^xDF5q)WL)mXQZIrtOtRtc)nsX=MPKT?K+s5lp-gH(MTNyK;OddfaGOfe+EnOc&#+ z^*&|PheZ;)NN%>QXc51UF;^Zv^vV4glrnm5rd#lMe=3?ycZ&^6^e9qJWtnW)A$`iW z(=|W*mVsYyhB(XHhbxrCAF-pU%{O54-!w0%vnQ=x3^~E(IaVajtthcNdgRspy!J)Nk)^Ofv2px z(2KNRs}#cKzsOoi=QgNNpthE-F^m68`u>U`(nj;5(E5wIUkukKAJZlL)j?>0i;LuA zK_=IpM0Q^Fr`C5?CGRs|j&&7ORR9k}0y_YcT0Tg*rnkqFXC3u2nk<7-G?^tUe)f? zmSlgoeQ&LhF(W#Mr93&bh=EvaO35rRG2`;Wor*l0@9 z3aWbAUJ6z`C|`ilj@y6RsxSJ1TTmeqAhjEHbh5Hw;ca6!h8+f`l(D#j2)ggH9wTIS16r7ou_(V0t0Tr>#}*Y zppVLwJ19`NQ5bJJXb#|C1*l^G>%>Lmwl_4$c(TaB$jvzZ;?*`nW<}<^@w1H2qYmY% zj1#6QF2aFWd0xV&RbDyC(bcXggr)uIm?{8A35kbKHyDVy4W~js#A(L_denm!rrr;# z+3n3;$hhtEX2U2iD*pAY!OqArIw)F^%KZ9bLRI7Pe)hN9>hG5Ei1AvQGWOeOsDyVA zQS5Xff0P#}^jV0IXp^&3(DtK?#(MxO6b%4io4UFX$8Sj+wqI^lWZzRr?F#Gb$_%&O zJyLz&A|!~sO54#Yuj%Nt@oH+o{e(a^Fpe{e%_K3ziM`C%jCpz6|2@8BVc@7?kQMv^ z4bHT=#clOp%Ez1)zpZacaLTlI_J+|TRCvXRed$vN-a*l%4IKnQm>t6L&l^aAk4nNQ9y4Qg$RYa#7x?K~o?mU>8_TznrhK~?3| z0sp=-w%?(&>*zJA30O^|%rz9}(x|sc3VUta4pXpo-TUfB2tz9g(*70}_fS&7#WLS8 z%~ME*S71hr$2GbCuy2-xwLCY+Ut~LLErMN@2y zphxweHP}YE0GeY!AV%Y7aOdYMA8M#S>OQH`m>iq%6`4=>%^v)JJroIF--Sos2_%{6 zh|zYGEqjTFZ<4wn0##s8oJCz-td0HPHA#ERvB1slb%gIV24ilku|0ri`nD<1r4G*n zH`5GeHxm@w5DPvfkp>cmj+w`tB!(d#1oe-%!8$nnD!1V+krs%2AqXv z{V3fdUT&RRaBw(EbB&1bU!JIgGPk0#fyLaamd5^9Aja9#W4_z3R3MSqRLq1i`OQr&t#}p=U1~gnpL2+_m^c0`nJ|nb2w)RwEZ}pp_NA3g>2KNZM2Nm9 zvolwJW|rWG{s?2>UTHCXFpvdvpvLdMD<J zUo*?3;>(DLUj#5~#c~@Z4b^j=9opd{wHzZ`QofKgqe@+*gIfg19t$nqzh648yH)h` zG|pB%SBqZTJ)=s)B>OFEO<36S4&5n5`;geoDe_(MFq3&{jk=KHe0Tm8{D2Bsz?@AV zx6C>c;5KIK(WM6k_k^MD4`u*oxmbl>>L4|YtOP%>$&gf`%A}A7`K5~k+S{NVraL%c ze=jJ=RJRA5VCyI?EA0UBb=x$3O}k@X0Hosl_==yV5k|7(E2uUC&NT_aDLhl_PGU)B zl#`&V9CiYqZY&OMEUH9N6KF5Dt%XflSvmhv+Ap_t8;wCYK;L8yyxC|NB{pY%R=RWI zl*<9uLa3c;S~(UqNWv-YIdBBAA~z1Ph^=zJ#;pmLTh_o9g)?y0!Z@KK(jk1sxei2y zIMU#due^^h-~kKY*CaA;-82A!wg2D}pu1lJz)ol}?-e!X>q0&a-bUN5EkP=g(N5#3 zZ0ET#Y(3{bKvzE3*-S}sptyUyx}>_CpLqkMN4_TQe4KXsgKvtZT_T(pBj_j!pt_}1 zN!7eIxF%?5$*PIW3Q^-V$yFJuL~QIIy~2Et7r|$~MW%oHb8a}b#Ac~XlCeJ}M7zRP zLKIS8E=w;lOEt$aDseD?N6G3^CSpVs_1!ILfYAJFgB@L3ULu{`0sfGHgC6a#8O){- zxPRmxTVLgBz+vfDqx&vdMV`MYuRE`;i&2#x&M(i%-D>`LaQL>zBFo^XT9r+(tJZ&RHgAvv<^3fJN~$6pvSa(1Pc$d}`M!ZKD9&8F zpB1qV3Ba|rqKsao@P*v`YqGuddo5B}M4m(sqs*4Y){`~W#Kr_f-s4yO`ll=Y__avU zAa-2@lM)2;00XEL)Y2u;XhtR`!3Rr`mQ)%3q_l?2<1li*MqLkN4lGNr3?hUR`2+n@ zZ7KC@Pq_4VvG-jc;SVe&7sW{aPv6HWu&L<%*Zu6|nAM4iv=u|s5U7ksL^eg)`NwT4 zTBrG99P@cL3%K24L(|$oQ&Ur}w=@ObubQLZY&l)Y>LrQOsSQp}Rvt~-nS|~)UOgH* z8ZzvDGTfeWr8zJ;rE6HKkn1iy!I&3bLfzSk|3aMsD`Bq!G9{T3|`6qwD`%|}x<6^CJ#rMa-T6Mwbi z0P7J>*jHcmSLlYX?f57a9=y9CX;N3!06%Lzid;r+f&z8G6aJr!E%zqeBGY3LXrYjkL?!pMFzfp?CxtCh}MmUUoo zKHytJ|II)~2;Ho=ySoYtA-*YTsDSxfCF}uxVgktR=V4BOpn@m6Pq8RohJHqYwC#1% zDli+=h!mkz?!IYCp3@1rDijGn;b2{D_J*cv4Q(KzJO*wpi|>$*Pu{eN7lJ_K_+pX+ zZqsVtC#)Gb@MkwygZf0Yy2J7v&{s)yk&-*%r>c}O@xxi*Z4q(uRbNp zM*5LPL9Th`bmr`3)#U}wCDaO$z`x@Y7zPAzZM}p;0}NNZOI@jwMCsd0p?h%)UOH>5 zfnZK>kVPiuf6rk^bVGhGcf;W`7i%UYK3so|C!4M^0cLjAat+XviR7wz?8tQu=rC-q zE~r=%|Ah$KH_6LdyylN4B}u80=3Nrh;RKcz79MF% zeb%H(qVNS`Sla@|7roZ=qk?npxi-YbO;@nqJ^B*|sEv%|Y!H=` z+`%iQ%DN(GaMY9tNxojKY7G6_{w?=V)u4YT<0MJFpF9`0gFQUN1j7yZLgifo4y`W5 zEY5zamO^+^9I7X69toWsrvFqqA{OL*G7|};PVix=aBL)8zfk_vzKwIly7gwPs~u6s zH#HT)HB9uUq)0ePbu2c!qBHMY-V?!Ko+mK-$6~2OuN1$qlUn@n;*GKBRVJ;rR%wPp zkC}p58jTq}SuhhG^HU#DplJjHl`dkWRT;GFJuW~N@Lsp`h4=q0B!n8jD(w_I=8Zmc zboGr3$by+BaB{vN2UR*#hmtf`@ZT#C;jxArGJIlZL~%h-qbIA` zPP?x%$eqNdLKajPe@^=q^8<)L0zkyTyFgjHtv@MHd5zm50TU9u|A7OKC;o_}*lsCd zQ=Wh-+V2IVOfXFhe+1wE*_Z|t)cMzO63SM3aXAVHi$SpHR0`P>a5O4B#jX4{7|%ZE zaP|Uu=F)Co`Lx$`hB>uWJc=RP)VqhLZ=iF(K9&3}18kwmJ*^(S!*9<)2x+=ncH@T1 z>e@W60$x~wYukp%A4ofpk<@S{`eJT&ioS#cZ5nV+x>!Nq*o}2Ax047As`$yJde-?WXcHj zanZ%)g`0a>_e0E{p{MJzWxd(PL_Q(MeaPVtHlellySBc*!`r2=>EGz>RwZXYbvuQr zK^0S6#FABa?)-WSglk(+G(M&|0kQ(fh!-)H%iysFs{D?-EAsT<)n%%Zra6yMqEpbz zj0SgRT{_cwY^>Z|BR!CD%R?f$5aQoLIF8!u3IS$k!8wcsvd9dc;yj5(vY zfF{)D4Dd*&OpgF51E98qY^70?CuABFm5!cy_m_QIUr8VI>MI1__IX^RJAgnIUwj+= zqGJntAaJLY4O@e2vEIqPDmX(ik6tO7?)+RS{!B5hbk<&+$`iC5RGS7q$jH;MYW}!@Cg$R7AbPh-YWsKqMK~eevOk6C$!Z z+lQGDhmLx+{>LzW&Gftb(yPmPi_NC^4Kb8t5sCz=Bq0)H3b@;7hFurZuqkl3?~R)R zuxzOPqCvt&waR+h)rKZRQiNUvakuPEiz{n29iMn0(mgMicAR!=%5z;@qT03m)9%@etL!?W+9@L#^1?e-7qnL)}HzOFjwYVH^lt) zl8p|f2geic!uK{aZ%A`^fL?hAz|Mb?gEF9%CC{m;mPnS+W`#BnJvW;@T>(#l{$5uv z>yI|;4Nmq@#>X%_6I^;0Ud|%v5clxW2meL1|IbPQh*?$!Z)>%N11r(p7r2fc(i+_M zn0|#j4qZ&|AUy6Rj}j7>PkWy}DI$V}zT%oi7-WB=aIe)=)gR8+6@DTMH4&jH)>qVZ z6F32Yq8xi&adj&9-^1r!cd!=NyG_hYJ#}rTWo9`Zmy63O3_9(GAFt&RbjI+eo)9A& z6T0v$dtufRsIY#5f?h)4j#H1s;Z?y3aXQGwGx{y+CPs~6 z0I!vwEUS{F@s>vv#Vx*n^`uI7S}AkH#&*vv=UDoRB4ihP@3HpXsP*ykGhN^%wkiNC z^&G9%Fi2+4BMW3F^!phKm`QQ;G9ubmQr=uk{N#A}wQhd&iK!AuBNDH$RQe2MDL3?^ zdq9NS)mr#WuMGs`e#DA@kQsn16{ z{aXKessc*IDItB);b}y0p^f#bX$}(~7ST^Jw8fm<+}tmfHQG%_KoZmQx(oOIh;gOX zP){$K^kBC;S;)U_j|WX(e5-s<%IoRU4VdC)0`xw>H@UFm58eRBikFdYb&g-RXlZdn zJL;2jIF*l^4e;6nptBjMaNt1bVACyyQIF11c1CX8 zE55Y?xU-uYNb-rt;8707sHeyc;6MZ--?5zA^}GQ+fsdM1rz4Wree4*#pzrkrwivtG z!3bE~!pV~LTByFkWN`s_ewu=C4Q^XL$NyEF`k;xUDi!tAHm?#u-9$!(x^y%Y6~nlR zkv_LSu3}9(=sh3kV717mxcab;(1Jb@@i{hts*)-pm8>mtLrN7VQ?bF2<#%4zirQS1 zRlKsT^e!9L**YUb#sp_6N;vR&$2Ca^OTtTRc^8>!@YWl9KI$w7f*IwIiTO-82QC(0SJr*u_uPo~k zh34T9a}iR4+!0w8Q2%iX7|wy;e&=a%Mi^o*LeOJa^UNYz`*?{6C`=NQi#<17kC~WRZvua>fj^03g*~p9YfomK8aisxENJe6j)sJ6RA9a?dY8aL z*FNjK3!OaDmb}L2d<>SWl7i(=$^}*_S_uMpmdIe1TD0x0 z;N!Wnnu_&y7y8!(lgPWQ4aHq^cRqMH_+(ngVfSk4WekR;4T}5;JKr}QQCv}9IE9~m zxBi&|n3!E&kFRTp20d46R&7{3;mgSLS7OXxqn``6nI885W#4t6y@?H~JfITu zkN5*;%THLfUqqOz2bS&R*MFWjvpW7}dmV9;Ic<47Wmo$m|KH- zP%3R{9;+IL7VG2~C^`@BN)YlL?xY%c;Ie$w%;ONy?o8-Q^G>KKZV5 z#U#eVn%8xIJpDDM-~$GXWAg1gl?zj)l{g^V$VIaM`tD^G_sl@e99;K&`CR-Ec%6-v zM76n}c22IoD^mrT(*U)t`x*1!tJ8j?bx%}-rbV` z9OC#9!*15_7!Yat1=D_`T~YTT=eOXE`^-~NhRsJ zDvcMp$tLl!QizS@pWOLzyVa|8ze5KzhS_Z%Q`S3t^AK>LhjW@44~ z?_<*8;ZX0#5mN&3NiKl{6U7SiU{=a~&gx3e+Bc!&%Bme2hqA+PJh*(y0oQ>9pxVm}Y^3)s;Y zx;&TvpEQ?3Cirk$#M7Ff;8R`j>b|+ZEXj{Qn0%ozfJLI|qAr*{;b*Jg<@rp8u(j0p}5yLz`A4=B$ zjz2z}EfOMdu6MOqF8`@^#~Q@m1GR@l>1L41h4?hIun~=%P=H#fo|jb>~1PJ zs~zWH^YqNuQ(5w1#3zf6FBUH>ibKQwPAZoY-ZA-o&co0)t)sRlNkcXHmlHkHfFGik zY*J%KH`4X=**_~zyVanTm~>kLqZt^v{7SS7o>)U^vTRTA>9xvjA@U*L|%YmiN;O*pREw!c3Yvp++9g46BuNVb5GoC*8;F&&N9t8$k`)}J;+d55T zK!$uzl(XHI2sY_FlR3V4XH#X!-IByF$AsWVVHVYwcla1Kn<|_~rkM1d5G7-H^r-D1 zN=UGu=umjRT}N3tH>|y`?FH}?8FU0(hzH z1)fo(EA2O%mTzI@lcFyz1ru|_Ol>Rda=N#HUHT00*a9-@O>m~T!b54CQ5sH>37W0& z|LQyaVZq~DI366@iSF*%;m9BVQP zR(WbGw~&-yD@D{VUy}$zt3s@m5-o}P?;@3s$BXQXMiH_}L^2T>GGo*8d{HtLawM0t zz3x4t&VKJgpF90Skijt&TJTHM4k^hRNl#~+Z|&zbUuzoO-+%51dZHUepe8lZz+PG% zv0KX{1*rf2P42l&{Pj>$B$H}?oWQ;QBc`C$ZRp-n^MWHuwLy|F#uU3dNLR()h{k~w z3u7iVl~M0*efuM2UjN@vMJX;(#BVSORZQqGM{#g0)Dim7{8wn0@(IhA_wR=Mm@% zwGYVVmE;r2X^%?4quLq`NfYNOn5s0k;#>Zb@wnNinZM`tWXsk@yA6J`W}$EN!%-;+ zqplMH@50go^HjFOTG^=N!Hr$RmA`kHnvcGGA+6)|_BBv4GO%M^Rc3Mdb+kz4)FdfN znO_F+S--_|pUjtwa)Z8Q59st9KL38}K#(B~0LxeKS}uWqz_lnh==lUd0xcfx9iNWJ z*_(%5Zx5p8($7#su8^)Tz%_>H$>}d+i(u`jxUrMh7abPM7=naoko8k=O8dK5yVS5Q zl`1?k>amC*k*+kWa7Nf){no_iVXgWG#|nCSV$T!OK`voNx71`c4Yj3Z^@6QdRD6UT zI{#6UJDv!0#Gj->JPH%Xft=)c0$pZLM0XyJ8Gm*Wev}DjZ{B>FU}It-6LL6jJl}e! zT&=a4&yvYUG>)+E8xq0P1>mQgYlCW^O)Yg=7x;^96zg@ks;jC}E;vR%SBTb*PX9GC zTr}=S^lr*zvUn^J_<+5_)^!bA@d@2JpU~&f8B%%Fz7dO^)Tm9jp*DQ*v-@jlnAz`x#?moWThbt;tH}< zP3>AJp^h1BX^ZYu^r>JLWWb2eX0Gw4iZH|-|!{Z@uwR?Z=(Ik=D z50TUR-590LZz)hTgZWLyg`hDHj@0rIr3-%C$Y`8KfJ*8?O9oeoj}VrvryrYqE%%DD zpFnWNCA5ro8?I&t=qwqpOb$vZpnU@0kpmkV;;|u*M)>dF?jixCE0jt+9-05Lxo{lgoX}+U!V3WKOH{L4X(DjGSYVR zq13KC_d#!D$w$T(h%k2GIM zMXR=`l|WV|HMXCiq^43{l%l@6ehlbIZeXiwC~Z@dXr9K^M%%B;_QiR#PW11fJELVA zvV%d8l6CCg*vE##6UDJqiQd9WIL+f(x$(ou(YUNP>oHA2GO)u3=hBp&FVx#+H@xvI zon_Gz%@JLN5)X#rH(z!`iI0AV(+qT(GtFu0=zu|o^uDO7ssZ?*GkW0CpRA#` z*q|{@r6L-+F0qf8Jm?hKe>Q;pqw~C)cZd2=-Qw3CN1Xzr|4Q~1{Vm8NcVjU)&wKEJ z99)8k(Li#=vwxaJ{~b1y*29~?d!Aj7Pbi@)jt__wLjK_pwu;b)%$tH=$#)%Vc|R3-?!!0{q`IiOtigp|qrQ=W z&~Y^>i=q4LzJI_u5ILCTj{S6j zSW485aMC(>@%07U;PsN&C-lKUQ8y}T&+;27oS#^&WLk~kJBt`C>hMK`Y3yLla6%&q zAsz^S!xYdh^{q_0LlBczm~zhaSOMUZ8TeV0gGI^f#5}=vNjZoeu#9AZ&{T6 zk)8(%!tITR=E*G9S>ONOxz{h8`AEmza+d9!^k2<(Cg>QJA){ zit+4RT&e3mY@I}%zJ^Zh--_n$kcXCPTI~R6>%qzt7~@dW!0P=favQi3F&mM!R$zwF z#{$lOyq3^0Zh|e9dm&^1%Uo99Uf)^n_}=Ou@cj8y^ET%q`2{lqQ%Q8CVP?SfYVM}> zXBRN0Z~RN;EuK!(7u+;8v()cusV#9oau!W7zq~EH<9fFS>ri^0c{4Tyk1Q>FuLP~RHucZCsHTp{Ke;iDC>E;FLL zf*Ff{kMGXS;cSgzF-_T=2GQlNl+E|V?o;R|p{pWaK94^Z9L=gFl{gEo+Xomr66yqy zNuYTvWe-W6HxqV@dOZ4)L1vBTUwU>(gS!ryGMbQt#6YpgXs(D7NjpN_S+dj+13s?( zk=SGUMCS;&gb1-9vMK)`TlF?0BFOxmu8Yz*l9Euk`^n4iX4wA5ii5%w5Wz9Dq$(5T z((ZcDr(#&C#RYecPHl^BTfd=oc+v1}LAg7-Bp~EZVETP#a!G;Nwi^J7ix>`}+5<%? z6^2QsqgXPhzYO}f7 z?@yLgNG@1EcWDF!C#_aZgl8&lst9@QInb{Ge@LKfY6I(Bb+UAwm>|`c~9zwZ;y2sAp!XtjLH-e z7ig`K-^2dtMeYJ+u6KRAkaxT_V`r9J2FEN1g_j6Dx^b_a>*7|3EL$Ky63A{(>X3VL<{bb%Fal%w2SvrIJH{V{mMr=l|IEOBx5#bFGjab< zLsiXC!KeAGxb?^S3y~fqE|S9^UPCO@KNDcG{FjWT+H7c`3aQBOiY}ADJKIZNDDk*; z->0;62kj!Arx6v$FX zC{?@HGVbxm{aMAq7~_t;^?DG+z_sp^_{RZ_#;ZRP-lreb?P`Yx(~OD|Tp5FT@ZIfg znof*8$2tXyw$^Hc8K-iG6dv9ZtbtdQ1;;vuRbJATe*uEpAuyeOzt8!KiqEK-b3o(t zz!cABq^A#sKfYj{2I!eSUVUQNC)mO1&0Reg}IVn4P$0R>NB! z=oM8EfQa3#C@Lo=svs3nV?K3n?$HrDUr`&HVhaQiJ=wJb#mRk8f1gd46HYuY%j_2M5~sS{OL@P zt`fmHi*}xHiUklmH2UOk#;~G%D>a?EFQ$F*Z2UuHxFYakOLam zqbt?kgc(~5*&yl~3Eaa%i-(iC|0aPw_J_x)_0n#saNZjZ?^Do)1Xs|6Ald^4U$4vm zX`;$wPCz))ajE_Ia^+PA!4>uOl~mMhg4kg#nyzCI>7u+dagWZA5Hm_S`@4c+l5(2V z(i$=FF($|q1|wiz+Zn^yma;&+@+^n&tnEm8o66;OFSu9R(mrxAyx%U}QordDAreiF zefu`S3G=IrrAijhwEL27GdMr^`7eFk5$#a_$3?XCM`V~(#eOtMfG}srSI*Pdm0M3> zJyyvdNR~Hi2r@QKcDAIetzcpIm&4Q#z~IXLIk-n|AF>VPoem0A~5~(c6 zKL^~H`>;x!wGB>mxH_%QbYU{Kf?)E)F}O|#s1k}@8v!&jLe|Re6~u z$zWWQr^-NXI4mgcgx9y*Y^dP-1jljS%0S1QEjsnWdwEPwFK&CwtKP~KUV-)G$v1p@ zz#1wvgcNoxYP=W>$`!4L$yhMRcH)cq>fiZttWc+#M#tku)*ud=Yt+pr;8kEs6ClpR zhc7C2w+Uxd7^O^`YQw7kkpRcX4b;vK(7(XZVZ#*SJ|&5qt0K@}ss2$qY);s+pO1deAbD z3DSE2Jrz)fwu1y2cP8Nr^7`Tn0+MYSQJ&V7_>I@6^T67_=LeXjS#;{==rq$-?`+oAlp#w?f^1>l;da; zZQ}0AY073*d2x298I>;gf}%l-)ACgL8C@uuE~Kl2sNc*Ux}jT{{rYJ9rxx`9nVrcT@(&`ejDn&E4djb_EYGQ%z@Y5+^{F6 z0tUf{F4D%=x?Q&z3S_>QlhdzJ(c5-ugkv8CjI-#6R{bu|*`fU3(!oF7s>(}O+J1Sd ziM1_RPq3d@RqsAQ4LQF*|b^!0y zWBr%|l9WFEL1JJZZBF8>Akk(yzd7gzyPazx+`V`{DCYzcA2r<990ukx%zw^luW_=i zw*DgsQ8e1Bz{jK5v(6cX^kSI2BsgxS6vtY@5wNo0KRi0BJ;r zPO+_V+k9~W`6!!dVAMqm@D8Y}4F>-e1`3`qH6_l*^Sl!{))jlgz%h#0mc&MgWKa2*)hY4a)-|*@fLk(nu~WvCzy;uxGm^-*{hmJW=}Pd-Fj| zlJfpk_XXA=+$!ac5gYf*T%q>cFJ|#U(R5VCV7CQ)hb2`RzPkuD(hmq-_@U1gmV#g+ zDRccYh4JU z-GaA+I}hpX5WKEis@ke}tj&Z)i0$k2iX{SvMski~ifoW{y4w`*KvsNIXqBI{ufwg zIWAL0srufdje!lj_p_dEr&j>wTP;cBPMq(+I0Dm7nLQ$z!2`P!wVY6q*A9XfUBizl zQ@mKGNU^0qvob%wv$@&xE@%uGWA9VubU|1ayrzpMx@!)i`YWGusLJE(WF5M#X-OOC z3`uh(QR>qoGfbe3I%>qPrE3!%R5ncIr}mYEM^3vv0x9o*wIawpAJe`*UtOmsNx?6W zw^+LCg=K8|(Ct^D#6B=sFf%0Ugy)KI?sIe$qxN0bNt_?ZRrh=d$w4IxD065*E-FSHA}-D!bN<SqTW?WL#tNn2VQCeycoa00DMK&kKv z?D>Bi4I!BfV^YJ3Gl+4(2hVZmODa5}Yddl1R@k?+Mk@s|$kUNi#4!AROM^|KOJ0dK^pVM%F!xl<`W0lN(hK=+4cN3F^&%YH2|)-uv{oz0bLUMDRR zLZ}j#vcK>*+iso(eJ3c=otIb5zk*#wnwuBH*84w)mr$p1jm3B8~O_*NxcDQ)eFn2V~RY^eku!lL693j8h02k$jLHh+Z>HCj)akII{{6`=OWn<9!If+$fiezGh#SAqY3L^HO&Z_bNdtfAR>} zV$9*bTte-D6ZcJosuDnB0`#oI&{V8bPTs5M)Q}h;1sfU*dNbNDD%L?BmbYNVuO)bT zKgqtJk^hbrs6zUN)7GMy^*!&pgaSl?8)fKXakT2D>>4NU*F(dvLUw0IN* zXUldELS--6(Q>(xm$dJwSH0k{sfL(PTLCnDz1c6zu7^ zT8|maf42gxE1eGeucj?!t%VSI}{BRpa2$ZV$7C5Bv<8o`_BThW}S*N(bb;two#%fWs$LzE@mn!`6?XAbH zkQ|yLv)5xKkV?BPEr|7gTs;=7LXq$N42CowVR9r0?~0r*Bk1t7%+uoWClvC!w|P;; z;Apf+Q>G<}QSE)sGe$gwa!@I|;*W5;cWSm>b-d<(@_yKTLqv2@>^m|RqvzOdn<25b zwSbUTq%3>|`naD#Yksn{t-f#Cj2ppt!$kwfg;I&%dfpw$)ZA6rO4{3@b`|rp@H?X+ zziLZ=rwS-8e9OOVvECd8$4*Xy`5alu-9Ay#(HJPuyA7@=Ch%r9*rgR_j|=i!N+%ht zm$vvWoauYD3M7C(-uT@HFjbW|2+I}iewJc;FpQ%y+5>qfXTz!aa%ako%Q;*jxp)^O zL)7ENv*Zf0wL|E24)1bK_K;@ zfzldGosy=9A-0?pG{v&zZiI_65bMzs_6ZTbOVaiEdVb5e^V$GWFm~l?5K8kBO_HOz zXP6UvB^dX)F3_AmQ2Tj`U9veS++~NPLVHoZHXGRoyCE7WpF-AKR~T}c6HoF%07!%cB%Ok zZ8td~{R5$(EyLh%mMlYpw%ri?n|C&)bRBBHwd;fv*W_w6tOB`_jIZ_95+p8Z$Wz#I z724D{p;^%M;`)m4Cs%^Gu{(OFgN-()bbJ;BY-u_YOt&P?9v&*++-V77C$_c}6gOoJ zkR%EBqH5nGh};=?`B-%sm{D1$dw{@>b?%swCGpv#<1@9R>%4Q9tH zn6;n3R3#Z1=*%t01Hzy|4S31Msc*>t4oKxkm1KKb&JW9RfttT3Q1?cfp_NEv(P|R+ zNVdJ62?atoP&29Cf(he(&tG|ftvb?C5{j(`7tT+91P*?bMCWkMJc#euk6=l~Gq%N>8V4Gl-$K{7oL5$}4=I_ld zSE|sMxN3+sYw!M{|IwFRPaCw5{`Ycz!z|B8Pq07tI3p7ZLi z6k^xpl>Y&}K|;P}<;uw4Rl3RnRl@rad7|T2(?41V3xa8T|841#{u3r7Pyq^n7d7E( zotu-%=i((x$cM!iOeo;Mk@1tH^^u&x46;+EOySII5m;@ibaqOFWF_AaF9b87;QY}c z4UixC&q&@j3ze092M!!EaNr;lb8t*gs$LN;>3zI5&h|Ay8% z8T^-#VG!*RQ2?ZN(`JsP7`=(JX~Bo^)ue*J&>a0Aq2IuNYhY1Po&z)v8L|L;5BIsd%#tXhzlpU=;xwK!G@lwuK6R;ace z)YSq^#%2lmRm$h+;8&I5@VYcx za&mKlqlLp!GJu@i9Cl9vIIJ4RO)ZI<(>m3n6t(Xu)m7SRIwd6ng9Lof2&uosi~<&<>Q`X&Di^@ zZTH~@G&jmUkrtBo3pv$SzxK5YKJyt={jxoKGBPt{0BWxs2|9k>l`dz0VNEV5)(%gAQ8qA!Sb<=?o%Kom7MQ*v>#8m0T9CEF{NX=As?LJT zC_6WYf)Oh}TJj3=3rh-1^7Hb;nPDH+C1i@MTV$#fp_;kuvda)OAA9UEf=$^N9}>qp zcbk)&w{6ST_uie}vrq57efk1wcMZ>-5vCnuFV#}3Op3s6BJ6F*X8vngzZ@f|2RRe{{i zA(>Gbox_kdjFMpr7d6U`W{!`C_6C~_&7Lxxh%ljCC3(8U`W;XNHzIT;k}g_Eek@{! zd*j4SZZp1xvE#<_28RwAI{m#F>SJV9LHMBZC$u|>3CpB>iz5WwId z&=-D}{}GJP!_W`Q%F356Uc7zlHr|3)BJl(=+Gqz;DY8O6TMb-}P_iyEG#{d8@+Uf> z=2$IxJnVU6X9$~0;EhY$4jdp8`8Ql1hmWR6b~t5MF7FAdY6unSJu9r(|VkQ8i#f{ z@6k@Gm8+vv#YXmzzFF6}N$I_cb)}n|BJ@*j5R<43E=ptKy3vVo=Pm1lg)x%1&Z-m!BBV=d!=X-DEw^t4>9xHoc2@YlOv-_LyJGdF(Y#xaKWr?R># zGb@9=xbqej(xwVDzxlSoJ=nPmzS zDgrHEC5f+m6$VL3h(l#!X6ADToJdN^uL)ri+SO5cI3sIMSy@$Gtz&G=u85B@4kKZB zFIHmzT`&g3uKUR_mS_s0aOsb8FsL4Hh%69H5ttc-qEGd>w!?XqxPkFo>Ua5RT%B zy7Bt9ZQo8rbwObc3ji(+KELgZ@+qMzIhVe^)`M;|O(`y9l2dX=@O4JIN90<}d4>dJnjCXqW>M?Zq z@IHNd6c*$~8y5&LD*}t8tkaB}6h8o9IeN`Orfl81?Ki*qEt$4yGcx$nHDtxgM2byX zRaaG@Ieh)=U;o}MH)BSssH(&RiOQ|ncVC8lcpAC*#AKt`2fEr=SLsYFKswp>c9+?8 zXBNmiuBgsSFzRZZ70M6-P;>wUGNjp7aXiAH2lXfXm11j5KlaO*`VogAv{6PPMCj#| zk`&eMX!+)_-jTF*_RQHQpLC*RE~5mAwz6g8rVZ~-pRsFKX%=!-^h~Z_3lj^ra+SFg zipdwF5TFcBUBnc#lPNMsf?;tCT1AOm;+oS?B25Gvgz7^GXh>ml8{Q%hPLWetCxFO9 z)(W0&inTo_PF<-umC{uPNKUeLJbUAbTM|1>TrlJ9m<=4MGoU zHZM09?~DmB4oL;38{DZ|B|f%irX(~2BZ0_U63iIJX0qBPJSQ*7n7~mm5t~eQfA-6NJO@o!USFpwc;Z;i3gg7B3z;Xt4CUpc$$wBv(ul z>({JXxNs4<;c3hZ7cIis2&E31FM{s$jAZQ8V{Cmes==#eABnIQ%Oi~)O}V9PSJ zqOXF=3x_iM_wNUb|Ns8?Sb2G+9q$aCz`$1vFKt}ItN`XC*^kA#^= z07%>s|I1y84U1ut|MlL&e!5DKwywMCHQY8ozHW7+O2BCw=ottOPfM{J*nLBFde4N` zaQp?8R%=Ce&(4IPCVi0qmSfnH9CZmS`2td$N>2?Mj;iQ#$JEz zwRhfrhru{AJ1fF}L11>dPgdpT5HzwvVnU41GH=PG9cAGLe34(R50XvZ=mkI7j_6Ka z$zDwU$o;9ZiHQ`*bMhf_m`(&E5!uk5&-+X|@J+@0lm+fzZwkU|L0-|=2@?-L^w2{N zJrr$lz`*{+#U;79*)cg!^aL80D_}2s9s%u2by!zSNEtbv_r{rt>&(v|f}l2eiqQwE zz^;^+m2KU;W!dtjixw`1adPeYb>#*ogt1V3DH1U4rGH5n!Y-SXvQ;9^RH{%r5^^hh zdJoak7i|9Bxa75-gSajp9|T-c8UzY2x}g98ST~C~6+*qS<%^o;#t;$wF0GB@?QJ?p z8+=&gKff!vLsNUQ6XaDUs>HSehblEqTs!P#*uA)(+iVW@vFFCZleI3$FF*l!_0`uW zPo7v*T;!4|FXoim%>6k|f8VcBx5d$|7IzQ`eR{)}810a5# znFGjb+F{dhU1EnWEXblR<3$4tTLPuGZR@sqbLX9Q%Bi##Mh102XR@cR+5|oo^^=+r zdk|pAC!c)swbx#i3Ixjsq>moTfKRm8y!o^Kd0)3vPe1!BU%KYVV~;ED-aXRP%~(um z$~vT+^y*F!VtksR1B$2G!i)l1t}wt#P?nwi_|}5=S?k@qOP4HNdgM_@LH0l!6T`_q zQZNDX!-d1&}@r}iy4xdnl;L}(dqR*Ye`+D%LAa>&HNwmt8TO9 zU+?`;s)J=;)e-o5-BGCtl=s;>RGDxn%2}~y`OH}}F}e`in4BqDShO)P4jeQPc5@U4 zkQ-^&u7LdkDu87lJ9b>3zJ1oNTEmbj7fM*|v@JxF#fujG;upXC-S2LjGG!7LXafmA zWD-!E+`MZTP4vu}A3gHOBU?6a%^*Dy+eIFe;+Y;|VUiv+gpPA$X=PUhh~A>DD_K|k zi5B9)RQQvE*-v`|X|nMsxu8m2XSC1PCK&=56@iHs!nB%^l{seo*dq=<;>aV9o;+#t zuwlbUB?gR)($pNOt*u86)2;v&4Hi5mj|I7C-unyZT6$+Roi#Mcv(ZDR>+ zYi8983`SAl6%fKwRbBb~^Dmr!#;L~~eU#LUmi}XULd=(?M1R}9ZO2=0yt!%fmMrpA zI9x25JB7AH>=2RethC7qVB?#1mh5@x={mHh`~^u3*C^_!Lqq))CYI zVeQ_vi=kut&K>;+4df;TAm__;p;8C1c5b3^O2DX_cybP#G%56PnE3Cz?_L;|8X6i) zN{R_32`10b%T4-OCQvZ%$_nXVG7y4ZR@I)E6J-(aQX5T z%PY$&!SxLqJZS2)sfSEEWZc+s{rmUFYk@--g^16H1XUjp#cv+!{FmtPJ}A3&3K~%D z{VyF0zFb27r4UV^gU`1wsS<*B(5>vO_kqZ*QukOXmV}2WwQuzRvG=TBw;qUvg*XSc zT1ow5(7^Ejkd13EuP!nW{sh1rqeqPF-){g4fEFmF)(OW-egQiT)^qy1@BZjVKl=I4 ze=<1O{2vtX!q>P|M7(l*S6RZr$3y{`Kw|Gd?hu^=y8Ur%Sy}s=x*xk2u%XDeYQm z%uUt=b^9BrRFW>>Pga#$5l9JEE<|c#qmMZ1h!ajYe%iD{hYugovq#U6LU1=Mt|kw( zh+Ggv8L7)nXGk^NO19;rc0|xCumox?0yTJa-abaYLk>IS;)^d@w{AVN@9d9fO`kEH zu<6>mT0BUU)F)cb+giqkHoPWr5hz(t7|*IK^Q>2i)cmD0omhLQwtdRGlbl;CQ3OO! zP)R9w>}tdAwl@Smlcr+$YoHBmg1QY;pcf{TVa-_wgmRGD?v1awED0P7Y zn^2Sa;nN-spbh>oJ2SIJ(7Sh^yu4gtfMxN}AoCH8+{em3X54ttZhyV~ z&kGjL|MB;KaLlpCLbpKB34XtJ8rh_OMEDR@GmyOBQMduoZ_)8;YioM-=xLp_?QSvy zAV-WA4gS$b9(nntmv@(za+@HdGQ$}S^-ar`FL~{?SJ?CT<4?Tii`SfZ(uqBL^k4@( z8GFOAdG*G1Qo=c$~GEln82i!9YY`>(#R-Af;DcdIbW5tnOL9?jwRf^&xiv z2ypGXb@S%UKlbQju_pssk-%;BDHh7K;SJ-h5pMgyfBr*$Yl6S~_U$W4%3VrC6JKG$ z_i_l`5-GpFPO~RY;P>8o`)ixG{`_Y@yX2w^bF;C;H|q8ibwx{bf@!I_E8&MF=BlEy zvc9gt5+}85p&l~0O6kth$Deqd?0%cpZzw1#?AyPeE8}xS7ZuQ~oMyv|@b0^Bvz&L{ zXTEXcjfWj_74iX(=|?i%Ij%+~#$38{ z$IeF|ePrJJdBRbnaZ_4eHn}Tt{D&L??=p&w8a3*3pZgr2NLtJf?2%}psMgS^S^&^o zH#a+H=Z+m@>ntxTM>4Q_MGzB+M5;kgK_=IC-&C|o3#Y#=f|-^Ti3^A&isn-mHYZ|oC_LWy&`K@n#>vNZ1e(=<(g@r|s?KMQ>oTIdRVwrQK&#}Y+A>O&o zCYhBwl0}+Vg2nqy+OH-2qd1Z(Af!zEI-$=vAILS3Uywh3+;~t)haP(9n6YC}1@Q)u zMZq;qOY+tQ)JL#0#DcX_8^z?oz4fo!ROAtpFVfB=J4M1~AW?`u1y_!a8#wKOa`O0Y z#zpcA3ahHC$&|c#)8OOt@ z9(UaF#HbsitSeR8;jv*VV4d*I+qQ4J`>wy-cH3=qe7d~o zSN!T}NXm;F5T%@b@ci*37|tylH!NDbbnuX&W5$eTwqTS{jyKjqYuQ48U7!$zRJ!{*)rHqe6LFu@xS?nqE^ zYSs_k#zWLTz5O(3K$S}ORB2FC#L<8%kAfQxB(Tu!l*U)L%JHMy#eCKk`zym*z>uVc z?yOyIkYUInpjL%h-?Vwt%9Se-<}wR19i?Pbw^ z8gUZheDc5p41fjFX6#Rn6OFR)XNL$f1q(iB&YZvf{cnI$iVBOFmDX=qhZh^c51Byr zw}$P6aD0dVgWjQ1-a`_LiS2n z8~gARR(~QuL}sEcJpzFnJldo0og!QAZweZ z)KphL_TNWwupD>7aR*H~i1^+7f?R^G@c?b!wCUMrpPN489mJ!ef?~{{G>>jZ8f$rz z%4U0|Yoh=#fQWM`9Y1I+TET6OsO)Z2CJ_oWdBghkm?w}I6Zw3!+yTgSwg7irzj1x{ z9^FwSQ9wjr^-9tE9GBdVwrOhz6-6%v`;^<#*N3$QRsWy&-%sX2x<4;hv@-AOGcgqw zZ7(tEI>y1QgebP8N3T^YmjC|uzeDgn@q}Y(J8+pXL`1apiP{@ZS|6-?y0%CfRwA-@ zC6Vo3@yIb@2Q(@$rIP)SADq_U}56@2OR8I4@!3EiPZc%Q;DjHDscr%vjbI?PAw zeL=gcwS{XONYZ~t;iMSomDX}aY^BJ`R3vj}5^E^d6f8oBhR~Zx{;!xAp;h{itimef zD%Xsp?uZd1&N}O?nKNhNgJvE=25t5AO6Fa5tD$VJ*}ipqgmXn29Tm#W%|k(u5!R+d zrHD5<`HZY|8^cOeCunV{DIenh2nz3(EChh;&pr3t&wlo^M<0DOFM^80%a3#w3d@}8 z1ca>Xj<+*ut!bIu67XLF0BAGJ&G@E}FONI!xHsN-@>RSUJ$N*w^%FDV~1Id(>LL^3qH9|KomYPkb`1 z$ek*ok;I9z$rTjf!u|W-|JJWx?{QNeq&_h|vMJ7%4c=uOLhP!4JPrCD+u|m?1Z0{O4Vz%YK|t zol~h;3c@;pETer)A8j+%>of$=fDDQILz1pwi~E5+2SmwLgz*jGSuE}Vd_s&%2EXg4 z(`K$UPT?NidyF14T7vnc#`dPJlo2R7Ez=Kj#_6Y@{`~XLzyJRGSPCWIs!EFXvTTnW zEA&JdgQ1PV1Iv_v%<9;pLI$#!AxW=MO|N)NQJ$u&AM~;pG=zCON~mzx~aE!h*80O2_FS zGo1{NfD?H<5s}*{{ijIzuTyCHpL+0*QhRIuPlM@HnPR`_AWWTM zT;9BSGZTQ=N5v+gm{zSz%tFJBpp6*FTt8yu2k!WlC&d;mFoy zT&?szmT2T=Y_&M1NO}sUTf9}M0bouZeDFaW0=r5}qdAE)GF^@{K?`U#lmz}1m3n8k zS>kvdERJjuPM)CPZoAoDDE__Mw{JIE0oOKKiY06EbtrFuhcrUjfu4)}A@C2e!6OPM zxIsrr-$AdAMuH+2hg39$G10U-Gp}2o_x>eMYeI8?R6%oNGrAd`L-INi1dNxDx3f1u z8f^+MnonTs_7`%VNLgGB$y6#bH|rD$xn?8lUMdW4rL`p! zxAt{!o`_kACxZZriy|mrd+oJAum%kp#C4I?Jp0GgNXHv~)LDvDp)b3FtT&m0V#9Nh zwgMgC-~awMWHoHT8z3**MudUS90B{>%5TpV&{J5Rl3>(>4Q z25BdZe?!N?{&Y~-q3%$g@|417RZ8Jxwn#Q>#(!2AX)z{jXZ>+4cmsx%tCo>dU zzGB5c?*HfNHLLUU3uyjH)g;?tt?kBPmA=bY@`IJ`E`8{chenMa^_lZO6V3=3XNBHh z5>3d1ca_en0O-BSU!qg}QR`10x21zM5_)I~ih)uAQ@d`}q!~c7sM40qJJm*tZEeq=uR{yK7z8W(* zCSjg6Es)X0KkotRAbW6nC$X zNG3cYjLgi-QL#t~SGTB4)sU9u`!kTLwah9Sk3#7=ROQ#KR%KdJZ|Di;jl0 zW@T;Jyy@YG9@?;OJt^2}E{t;2#$G-<&6}pUdr#T2Wy^Q$+yMo?Of(%(L_6gv@U^Cm z__5uP&Z6K)G8xdwj5cfLOu(^)1^LENt(9tHJdjq>T$#=`tlRLv$Nx8O?09IeB`Nn_ z+-X|tAIn(NgB}k{dofDkBI+$%cd=ezan}j z0o=1)&^S!q%(B9{wlD5Y?B7_UAr>Uh*L&~1$6djfANb~yDqen^)4Kj#;hvH3++0{T*j-6p)mT#CcMm4hIZM~)X2__ zjcj5iVhraM<(2q$iFPCvrAeLJ02-yy?9(L0>}IjHV#l>G4-p6X6v-wi)C`#qC~E4H zYYP!aM*&RDjZLNHdw^uzc;k(q`OIe|Eh|!*a+KG>y`Sc;X(4t~p9YPCns?rL=K(E) z>>P^N(p|fdhQ<3tL(&d9KwF14MG<9^mKD_r8yXRHdEu%1zNA=TU1WMbvppr(6iIHt zC-N>fZyqO~b@H;Bl1-a1JBwedn#3Luz)8s_U&&e&@vuD-n zl_qF73m!{;__U;GqS}?t%m`CstJbcAVUw4hk(tRjLzstUZVfK2?4TvNq}Fgtl$P!> zxh6v}1`A_YyO($bT{K)NrZBfo;T<42(S0}z7JAMwZ^43x9(lNQ&u(HQ*a*i^$fQgT zs0V*i7m5%_%U5`}8*&?9Cwuwjm&trzP>{C9rC?yh#(B&!$Nc6uzaf*?Yp=b=8zVjeO72f(}f; z&vr`S{G3yG;xE7avp@UUPX-Jah@`HKwAgI2ooO+AYbTbNSn?lfHoIIxR*c0~u{oBf zmfI8bc~o8EpYap0#wy3NB1KHRGJCONQ5+)r^HqLjog(2D!1U!L z*G`@CO_^dWuo~By0LSPIW#wf<1`fXIrkh}um6qR*Lm$Fb#Kb>dcu}=g09-daC%3w$X2Zr!M84#cG@5&+jacx1=VfQtZKO`ufnllPFfN&;ix-mw zhAp%r9SbRGFGh9D8dwwj{XT8Jf>cfVn&wCG2G6wp?j>GaXBp(u+<9}CE?SJ2i2C8| zs7Xqt4~9V*W?b04yY#*HXPk8M2@@wykYQOlvB&EwT}8K{F@)o!aV2YNug0YyK2e=Y z-e4U#RCRtjAd%tIW9Z%=y08{0z+n{$a?_U0E>clOrqIA8`@LUb)sDA$2I*ygO*gupoCC#QHBAeV-QpEm$BnlK0^D+i!=? zT*4TVQ#}iZw7f4|<+~#96@F2?B1ar?#E9V|*Q{Qxy`dmR zKNrJ?JTiTTT3fef{m$*%h71_cq{0o|8kLfVbis?-m=(%icjo#iWe$r|jc61!rgzCwIM|{)=@4dI%;3WA0KU%n@gH)xO z@ZPl)?x_CRxjBoLESWub&V-2*GN2f$u3@JP^MLWPlN0n0L$H_+7INc+WdNy@)=;; zvA^!vzJ25R4Oj`SRP8&v6>2Tr9)5g`kr)f(rP%fjLc+GqT}_@mnZzq&MvuAozI#zu z5OzU6@F@oJc&eO)rxM?VJPLCI2n6oGsJQ6nn{Eb?+`oU{+S(ed!#sTa6roaS0N(VQ zQXS%>P$Hl>_RdsN7q)#IyV3r{BU^b94+F$a3l=P3g*OsZ`7&gvm=RnyalZ0BWt`>u zE3W?fx4t=H(nPAF&Je;NuIVHXm~QdQcAcPeHyQrQUOjtVf6cXs{=fP4uYrT3XHuEs zUrN28l<`)kPCewLlTJSR=%Wrkcna+kA)bxEtQ|u_Xk%Brub7R#?T#r4yOrJ37TKXi zA|Fdo+m>l3qBQ`uNfRgj{O3RC@d=V9CzM1;bMIWX&9EztxQ4uj=-Khw|4IcWn z8@_hUb=MRY6xGyJTOeQi!de8gH+IZe!Yfe#5CVe|>Y1C=PG;7w9oxwrHf`#`4)ST! zr^B!)bPl+Gl|xgnsi~!Dg&iZ5x8Kk$ov5&|fQ(?QxT06@1;G)tP7Hl10*{UJ)J->H zm4hODy4rkbO-F#PM;?lLLJisbrVG6U>IC6!B%`RRsRqdx29d?tbvsU@YQF+lbd~gF z#c;dk7u25rbRu`6PIRMtrEco>bpj}rj<-d10DpJdoJA_QS)@6phK$6&bLXz|J>}X( zMs<=4aIPufa0ncXi>z(`BF0WZ!a(nR)6F+cJ7n6u_ul*JtFMCFG02J>k%r~QlBaEw zJsH8VJ_@Ivf}{PZV3h4c`K$E4Cj z!9Z4U*bUGTZY44N`{+31Ii1)T-v#U;@wcP{Zm+F%Em$Btd%yU_F9r`9^q0T>6+{qt zv*O|+(t9B;A_(!9jGQqBJ8~4Fw4&wL)z_7i~J?ET)LP!s5;O*$p&8eU5MQ}Cxi2hbw!qo)CflkrLv z$oArU!M}=Lee%gC4;eDVzTEV{RU9TB0Agb7q!VNXcPPrCu>!p0YZ^JWTv1_Njb;o` zk_SPbXS5`q;n`=Ot&%vI6q;*LqIa9koGA%P(9K&mLt0gY&y7$nNlwyLx=I^MI9MW1 z)fl8xO+Bl1LT{$-c1^)erOxE+QHhnmD(NtE`ek8pZZ0Jd1$EKltE-`|i7M z-MV#%s)7cgB<`Xf4*)lfl((m%JU=(@hHu>PjT^t&w|~Fp`i7=Rvtx28Q_s51lUZPb zcFSeti-(g>N)mL6yvhVL`4pWb`d%j%c9JCwYNVB*N}hl2`2gyF^3$Izn7@FkAgtEL zw}@=yYY6tNiV_ufs>;jCNr6PjU{f^CyIELT6+^4fKs~+}MBMfQKG>76vZXXbDY` zMqu9*+#h2`jXv|Nvo62<^2rBH2`dHWo;?ye487XX-eiE{twDo?w~#=J+L{`Zs})&G z^MqQ??b(^3qq3}Q!=_CHZyZXeX(%PzYN zPGK@M*Vfb$;3B?9*PmxYJ_298-ENv+$ht;b10QJZX=!P&O4(V!gfY~O9zFWI-~BFz zr?=jEi(Qy^_D(@k;uwq=gA|T3W}hZQUAi}~psRE#07_dZTbeK+-KvpYu~Ykr@H%~A zG0pIRfKzph^l#6sKjD+;s8PJGp^ju*jQ-K#)lSI)5CTD;BmE0=qM)Vssb$y7NumQV zslXqCosz%+_*;k!Ub18f;=8;}p*<0C-!lAglmyhu2|4zRGtPhy9#L$ZBQeiGTDbV3N9NdI75zInrqU;pMe5cTS6>kLf7 zD)1I-wl{ZfC1WRMx0d{FTHc6P0<&Lzx`8i`l?2GPyB&ekN;9shug%NOB{;P)()^Pj z|76*cC5}mtB`^k8*$98H8lo*$GCL=G?YcF;zV%n^aoOdc1>M^mRXdT1qm)vP0S$;U z8gvgq4xi-xqJ4D$Y8h1!btS*J@bjPh+%d--`{GM4J^So4b7s%3C@+(Ja&mJ}lT6Mq z-X&T$%DEA>qEYV+$a(cf!S3CoC%OFSs%M;j`Z32HM=V4WKl76ZD9KT+Hv2SWEZSLa zb}m;RJb2Km6)S}|SI(l8$4_ERyjdAxe%ZQhdqrhck6yjB0emRO@--gF8UQr|I6gNo zcjCD5=l~lxZsfIEPJ%Yswx!sC8pjbUpS|p|Z-4vSm|DQMz?Bw?LHea~edB5TtCu(d zJA2E}N5*2_k(8iYLc>I5m#8h9D7tNEUJmvSqfWQF#s(gNDdWdK`3dgh58i*D^P*?E z5ij4r4ZCO20exI6ioyRVAaZ84xTr8cKTi&!_GOfbw>#Wwea?wd-gfiRnUD5|U+OBM%=5$|-B@-<_>Qy%i1hxmh`*3G~1I`cqFk_4U_Yo&N3&l7(;Iv2FM6 zJs5Z6kAjn^AirQh|NbS#B}0Y|J@n8+QPD??9!20UZ@rZp4k(} z`(=dN8v1%-}Q!f5X6 ztZe4f%Lt(fdakZ2$j!a(+Uvjh?QbFdH#IawMO!D<6?GeRl3)cuyP`RF%go5k%?){f z<4xg1=Mz|MW2_)Fh-3!gGN*G<^*96qGJLkgjXwWZ4zLnt(O(7-WcMmxed0(OpGB6J#N}qq;XLxJS#mt{KA5DPF2`FYlRx4esXOEsk1`QfDY9vUB z{sRYMARwsG(6Kkw#X$cZbn{wc*zVE2JJRRtQRduw_?H6hQU;<13j&G5rcIlQ>xRDe zDUr3P5-}?P=)@)hrI=(wl#w%yYNv;SW+BlY2^^tSp#MrEfw#xnzdfMA#Hl!KAhO34 zrECzqB-E4Anp-cLc}4hP_ksXjTMjs_6#gxo5T~DZ8anWgfAZ6H>(>GsL$_hKw#FFH zCP^Ptwx^tg_n5Ju1O-Eg8IBZeY0T(drK^P7M@G~-RY_la|JRB3Qo*hT)yc)^&VMHX zXl&M1iUu|b`Q5Q&`>vfk9dVV4!Ni-vyd@P0g{hqk03t&NU7{VKFF~jP5ga8`67oIf zMrhpy?ZdBLEVb-I5v;txfhdkC2_g`zAe$ohyxuFKn;>7dJ%dP}_`VU23Hg2Kp@+zh zoMDs!k^Z&kDEq&bp392K8;ez2NA%||zx4lZ{!YJv0~+cYnq5nDOv1TW&f1^wZIY(III$93M zuD^cN$dUDRwN0k8NJPzE_K>d9r2y!C0>Rg5oIoYtqB}^cR=PD_e;FnAYi&fF+9|T@ z5Y;CXKmfrrO%@>!_=S?#4vhi;VAQ4n+t;&HLLiWho@AY3S=Esp;}5aqiDHft**d9q zq}wtl2^oC*7dru)STQBBzr>$C|NQgJ+03t4owb{s;#E?*HCNYGlb`t1Q%<|#Ti?Pu zi|+%`%>PJ3UUbR+W#zVQTM$^ut{juTl*pMKGSq87xJ;{k&CV_wFGZriK)1uMfNzI{0C-kgWp-w} z4GH56l0cd>eC=yrJN494`Kh74p6a93*t>9CE@{RPseHa`KW~_DHTk^Mg3nCRdMS6! z3I+nn1k9=zQzWqgt)x_wv#_FU5(1la(nSHz&&$91$}1Vl?z-#FO`A8PHIcVZ+7o-5 z3#f$c*3y6BL+C%CKg>eMA9q~Tm}S^S`F(FKq)MkFh0UM6Q75)W%+92@0|y?6f{UUdY7Wr6d9grYM$(mT?k@g8-V}k$AcfU2|;3-X}q}qyV7A~4TW5!1xeY9cYhN{YH@ZaoY%#BQP_AgQ0cOq=}=)jDkByH*2L_nfUjq{afvW&gJmG zWEL~2m6G%$OV1+S7}jM++e__X35Qn7UOzs6+EB%7K1YlgPO`%F8#cJXlT$1t2F_XVh)8L>D=?q#nw^RSkFzi8&`6B zW?$9qk?^b2<~G**zPIWQdw_6<16$Gv1W=vo&8vNWgJ+no}Aea*}BnDxr{YeSZrxQ`072WFS)&cARh}XQM z=bn2GH+@JsSeulabTHso?XrM^#hyKK#Hbs-_H_ukq5T6mrQ0M?S=)mL`6G2odl1kL zpWNo6MT_Rlp8wkGug;n|YwNbHh|Y-njzTxc%FfNs%*Ya&NC@J6$@#r2DpnBS41psh zYEiDMYuLVZ$BwN#XV04ZEHL% z1V?fPpb^(ydmRv_fBoxUSnPmD(?cAwVh6(R59q&Y*r3OWa_CRT_8-m|A{=+GhTC=L5l zLQZ1!QbJKLz4TH-fmf_pA^tb11RX$VBZz;x{|P6Y0OBA00TrE7(eY)s0BM8|txP{+ z#hUGXdY-0skN41lsU`{Dt>(M^J9*`BV1=e9)PIZ+*;rUp8-tFOAccdy=mx%;p0 zzVl91Wfk)yL`9Z^!B=k*Bu%|hQ7B7a_`(<1A8;mn6Y3=9KG6c&Nq+1qT`>SEbv7T` zVN$n%Zhr+wcWjujoO9p#Bm5LHDb$csfguyB)ibDc?%&J54!i*tAS5i4y2$1bP2dI* zE4xGhi#*zz{A^8rew$wq^S4hTl>3oSO4@E0du))bz?9sCCI*Z%2U?K7&7AHNoei#WqfOApM5q~A;uXQ@Rd|T%d9XGy~D4B zS)X^_d7t~-=Ws9zD3p!C4a2r7P3_tjr{o7=_;D2IF^cCTDku^rd1Se905l6&(Rd%) z6GSC`fby!!yqw(g&pQt=&p-Zo|En**x^3H5r^$g6EGwMpg#79g^+QtxPk6xv7hwL! zZ6bWBR2mP>crW*$Xw*IooWDA_S32` z$tT~`NyJeA5N;TNF!@-KODjMAhawV;jR3~Un~)hsd+@7TR@^wz!3t1L0@2?q_qQ+% z$B`|tE$G>-J2fbj&4QYIUIj{k(?FzZ<@XUdHXKcK0c+9HExbG~>mpof6?=j9dHK)g z=l5RD;9=bC>?};+2%zwsW>T^;IhmF{yz#%{T8{sDCP)5eN=beAm)mIgk6hVh# ze$w^|I<<5)9^yWSqg`4{Mo8juSFc|E#v5-u_0%)-=g+IEs^p?BhSlm z+E!n%LKvSGKy5!O>` z_;+&>Ohm4XUP!cVghptim2wPgS-iF{-ITXeQC_}%JEo9E2e6tc{PYP4VAz|vy6TWP z;E?F0zZ865kz{<9D~wl`Jl@bF{=zJ#A{?k)~!3^j~@N4Wv%9Y50GRPF_)C zFE8OujKU}nzFA=0AxQ)qoZf|f827R4TA@6^0O=K*jXll|+RCbhfiu056}!9L7>fvN z)d0y3@_-Uf>fPQd#gM$%L>h}oLah2^))p3F9#+f#T;EBoi)&Z@*R~2=sf3t9;;Dy_ z!0VZhUwP#f9NjXCa^BaXc0n(GD)833rgsaaT?RC>@8ZAd&M zbOekGX2N&gdFMa>`HwM;*We5QvBRwz!Pq_si%K3{E%JxeFcZPOJYUTp2Sx88JBvfO zjjda^Jo@Ov@4r9e>~qc|a`&Jqle2TOYHRAKiM@eFNaL$-sL#mDKk3910XabWQC?Zz zqk9iTiv;zgVvrIA@X5)`&#SDieB+JRk3aE*bI(0D(-dZU30BduVtHFVBap9&u{9JE zR$WKdxI4!aH6fc^iA7N9nuM(aAlkb}IZ>`$ss$IjY9p>L0Gnr3af(j^5Vc>nP;Vkj zDdkmvodn~g5-nSU{Q$2BG8>^4hNgJ?v9v!{aM6@kloM@2Gzsgri|qTn4LSe?8ZkP6 zvrmDAHhChHT&q^CA^>37vSl!IA-Q6l-nnx}S+rEjdx230T1`HIuRsPxlLk^aZrnH# zZ7rX2D&9m^?cfZVnHes0Wo6aI4O_}9$_5V`(zkbSD86DUipL2c1A7YXj+4_Xh<>s$ z$5sK5EFy_sD=Ti|<{EIVC?$Z>wGFk6&5eC~_r3bcs}4HoV8XOseC|0IgsB#rZCVH_ zfX-5TxZH8)VtQjRpEz+MO4PB(9*fyTY-%dr`Q8bz)Lo_X=YtCGRq(V9+*co1%4n+3 zAd!^1O*a0R3D3^zowd9fA3ShQ`cfM}UnNpY}t z?dre%?e1mEmwoxmUxJ5(%$jv|^}0QVtcJ#h{DOkZF1ri~>6vGqL5LR>nmdl0kwuF` zj))NZ+r7AW)#}yv{{8Pr0NDJbmgsB#hq0h4JL+gpPG%#L+aJUyW3exyNV?qu3=^_L z5c!%MEX67S0sc?zVFpgarV{8kR?4Ra%YE7!u;*||1a1UPYZGw92a||o&QvI)kTZ1H zuz`aIty!^>#wm4^C^X3BrBqgwL+J<|0@`i#Dpvc@{+G3n64A)gF(G_b^^)NQ*CO;{ zkPC0wx&>w%#u&%%m z-+%x8?|kPwfP&Dw*y43@q)utjRk}*}6HacW)7rhWIsvQ>kUn5)-`$>fB8%UkTDcEx ztTjUWQ(0AsP14%_6NbLAQEci^Pm<(Cf*SoC5sEEZY`zk<>1ru%CwNHMt(4}^BOY>E^Jn*zt9J98P@Y0|*V>2l z)l#c+QZ9)~!y;#JlwtytYYV>AtZGL&Oa`Lg1bUa{H_s*fGMjlw34U#AY$kW_>^XBD zd+ag9+1%VbnW7T-tXL>)F*Q+JUzd}WdEUAForfe^Q&~xsI&IJKY3o%y@yJFz-+S-9 z|HnW6{)HD_#GFlBEJCdyVku&J?MM@gyu^ZnLb&QHtE%64?X^uCH!{V7OD06GuAz>* zk{V9)mNaO$M&2wfA144NQj{Ms57dSdNizWty%y5>ob0GlG=2K?t=qQY_n$Cf0x_n2 z`}KoEklq)j)(rH)xcwdLX=L46_w7$gwsTq!E4jrha)32DQ2ew!((1gLfa8z#vHwZ& z@&QX`TuS1mq2k6qtGUR*iKHl5)xw(;FCKcle`53nI;{}mOl9%ii8V+*-5@#6=|=5R z;RE{hTa5zXx*>UGi6ljN(Pew~Ac0|*mOj`KWbE3G6uKj4Z5irGdH{7lY+Vd5=m1Fh z43o4aCIwP=;pL-+;%TFq(#L`OpK=OD|C2EPOQoTYDFj)Pe5q9QB8mM~yae702kzco zHgo3ek3RTt!NP^e!P~ZPVxN-keQ@H%Tx!}fQd=jhz5i6$qG8wMlhj($;Dd@MM}%Cf zZG)tpA}gz_XrRUUh3A}e?kT67I%CEROa^P#tN~bsLx4evn;~k7{Aehg7I}qtmwY4C z@cHMTkEH;m#qR@elkVA7x)cCqjdsC?eVvkMZeYIYatL_w*TUJ8k%uoZfHb zqu4DyJ5lvv&c||eBT0E!|6DyqeEcBb?D=dK162a zbcnEsvM2ydAsF!F)Fg0n4MQ{3$1F&>P0f5mme)cxFT^s4t%8-IaOnmREP%T?sdmi) z{6&wFxks#^HV-_f3i{Yf~!BqEvg#x*r{E0!<0_10Ud zG-x(@_390Vho*wHIN%Yv?_`A9lA4DqMf=55&m>J|0HT4>d^jyn8V?jSuxb%rbU|TZ zU1Q_oXjxQTTvFV!G!Dj0ZPcxZ6KQHRd8s0rJ&!r|n6G~A zYsVjVjMOviKlFIoqfuUEpl;>C&G@7kMo@ff>S{mw;G>sbeD#%=Us<|*A-|Rs_Z%{0 zIM;%=VEwvvT%Q&iaYbWeu`+#hFxRbBg0v_eq#2hHyJvV$q60=ialCng!Pxp{e~nt}%az|U`gcN-BzcvMJ>#@Q({8soiW;6g*V=bn4WTSxK``;(Nm zTXof5ky!dPEm_%*Xdc_)ZuKWY>8tnt?BM``Ki#Wo?}~2aB)a`yj8Yxrp@?^krzg^T zVnI8U99pGit`K2cgLxH)Kyn{0G7zI1ri=dl`?F^p1&|Vvin$Z<^_}U{@4D+Qb~6U} zh}Z+!&Zo%6tVf#7qFiOnocvRsx6WQR3yTF8i5*{2%p+L00q5qA3urr|8;OQXbAYkd z^Wj6yh^X)9M4}*mC7=&7A2A(4ezJyM@8qXki5-+lNVlZrlCO#$@sb6X-GyX&$dJKTU3Jx=haKiNMzOoRU9H>HykZPI$d<-pmyr>w zsHlAEsi$te^*5_muPiR^!PG?!vveN!9eOF+spIt8zIE&GZo3WS!i_iF2=10ZJ(@={ zlE2{EFhPpZmQ0&R=)dHWOR$(?+v7sY2;wmhiESocv4BP8<>n&k6DCnrU9-Ea9I2OA z?e9B+-$w!9%_~ivYx<93l?@?U07|rD|gcMG$EG|)c zgsf|c9q}en<{sp6G#fdEX77;T#}Wh$*!&O{#3aEomQ6vq66zpdwX%{|L=WV57*o9Sw zj%a?%3TL}!JmsyBibE@n-RGzyj^x0)ng$w}V+JOZ?pdL6Do3;4YQkXbCP@Fg%l16> z_~UoqdH2$#ix}7j3>YLFSz2>#4Ncj*@4j{Jxo3|XHzvag$;6>zE#J77o5ZcVr*w0d>~Ie@dP>mI4fK+0aX~#j{LzbZJ`oYIuXH_YDL9L?3hrL!2AH|myS;< zpgT%t(`}Z@y(3b~R~kCAVbzdBJo`{GT+BBH{w(t*D=td}k=Bgj5|yizn2xV|1grS){Lhy^o=*_+<2O;GZzKKQLwToR07Qn z+9+y^Yj^p{JJKMG3^IE^XZfP%Z5~{Fn{ID#V1J^KhX=QHiHfjkr&?qCQ zS@p^9qOsZx2igGY>e^anl=IFx_w4h|r*i8X>k#+S6IM**h9mOlp51%y`^Ww0bz8P< z>E6AkApY5H?_oTO#c3b1ML~M)J81f>aehE7C0LlNPx{8oj)2_Apuj z@(%mKM#Rfd#?57)RAgCglaTp_>sSb_r`s!U+l%!tZE+T!#77i)8S+&wsFO$&f=A+6 zO<$EDU3(VIc5&0i;S;?c1jlws4z!g>XAl)DKQ~X3OlyGx%E3v^T#~1@SMOdz1cVDu zC#AZgvMsq;$2hV&e!8>Sthf{i^$$P#h)nRgc{y0-t<)#&j2&GQ9RZuFBz~d6>TVV$ zs#DKUp^TWz3nnSsefQu0*T4RyVo%wC{)2M!aPuI58_n#YWWjiL#4C$izZ7>esg~F2pDVDDKRXT?a=2W(6FKM;&z(bxw2j z14(rU=A!N@9f18)y8R(QwzIUy;G%on?H zCSy*BJ%!lNAfkQC#pxOp4eZ6(fv`^m4364}(GDYc7BfahCZkxy94WUN3lC){xt6E} z5hn(2wx_W+R4W~tGb3(lWKsEnX#pu&^M71qq8upR0d9b+a3Cv|uE%GpRs10EAuC&X zL~YNfSxjLcN86PlyMZYM8YqA(M*0^askPW)$A|8)E!*PE z?Riu}hVs1o`ed?Fq4?6~z`d+oJn zpMAFV+fsIp7X+NEVsbGC^=wpbnz2Fu$ZpLhUWGcRO@Nc5A$WsthUZ;5V2V61 z;&@G69Z|namn_Aso}X7poySAYX@tDHA%ljH-xnAfDYp}j6*dD&yeV4f{XzclGUhH? z_=i9I;n9a5!l5{9=rDe7YHrYq-l}A%qY!ui4H0p%1jPd1aw9FVh&qwmy%kk00kk!7 zq;ITfDed&$p`%6fgi3hW@Zk#=EX>Kt7VDP1B_TXTxdkQ&qZ*MyI0Vo|JVF0Idh}=; zrIdI8HRyrtXpCc)<|>+Rcma$!9ucup8KKu}eUvRN=oFPjBna|GY1t)YO@5qH`0j0Z zS)4i|8@Vagz0YXP=8nf15bW)>bz%h_Ey_T`*~p?htXVhSgd;!3Z#BWqPV6pqt6o&? zX`_PNsB5SPS$_KIr%jnUnYS$Ff1i+~JvWpjCQ_nPMf(5kZ*IHqAO8SZM9xbjR{?-2 z6$FXaEur?DjbhX)CHo6H1;HcwM?i?VB0o9SJSka7g?v`-Cr-T334PFRM07tl(@@ry z?%w^!-~XN_^o?(PgUDSZc;VU5sRR4uwVH-ZtVo8Ni4*L!(@*>0gAZWPVyfnHHtsdP zI7$>eEw^b2dtA*4#deRGpEFn*98IP0BTwxk%ykp-4Orxi-Qc;E7>He9`C27(P0O`g zY*QXRSzA>?1xl2@!9HT046J+OOr#c+e}0H_Uqobs1m7bbDXB46%SKU{%_Ft06QTh0 z=|eWRjq5kimT26{L$$7B#Zr-4E(A)#1O@5MO`Sw^lY0{d05VD>&eGDItQ*Qv?P~$_ zP0aJO@DolvfxzE1lxG=!iDAJP1H|RmzrOXw7hlN9&h6c|55Y|W%#4>9sCiP0y#4mu z!0mkXNpJ!sWq-SnK?Ej&kzz$~vAZ+MIRwl|M}0i-+SMEv;pL4FGR;yZP0yL4+fAeTABu(V?wvt zgqX!#%deX0kg1osRyneNvni}g0t5l43Hhl79Vt^1@^48=%(oOHrTuN?8p^Upu8Tj|(xM+uZYM+uv!XPbn{irHN>B3aiu zN!DTWmx#^NHgZaG9Zku<1bU|D!n*ae-#&b*h&lGnQ230yw*8bKAfLpH4r=>$Gm4^Y zwCr3;eo;YA2^NMr6tzmje&AxptDkPFim9omZ?uxH?X5R zE2KRpw;c{c=(G66t4+D4S<^Sc1%Y3OsGh!GTiZb0wMp3!rhhJp^#9YJ{uJ|eVL?In z9zE&yj4eS4XM`yqVo*|y@kV4fY2o;18XFsU{W4kv)uA=nh*!a12`#fIQX$+VbpkQ} zhaY~pVZ#Q-it*#elR<)*AD)6PPZzf4GDmZq4vN#TozdD3xByXD5P#wHFgiwKC@b6Q zp7w@mew=}DVaP*q0N_b zbQ=S?mHI?{0y+&hFd?$wbb$3U+%VRl2?$XP;~ig-&lr;UNg#qm0`uVyu}o>ZukT15?=@nhN+IYvxJD9NymkAw4FBaseDmrU zZkt{XPo1`5&oIgXGd<(%Fipv$c$c5(viZL0c#%liJ0<{ z37DS4rg;74!OjQGPr^k@8zyZ9pn~81?sv@VSl5Jpo3_JUaTZ~QQLVKiyODEp_`rb! z&phMIS+iz=+~wZdYbewzhHr8B7h6vkq^R1^;9HvfRZ2P2lNY5^*vG%WPWTfIz^k#l zv788QD;OYg)&U0Vkzbh4SCTn^BT^pO)GdT0HHv)6iNOsp27# z`@RuM*pKV?tap`8U&6|3wNH=}Y)T0bno!_k7gRM#O18ZAUP*A#a zXB@wZ5@frT%yr8rcC2|u?Kga5Nx&rX%RXvtRt}aqj2FjC96x>>IeJh7Ai!zsQ*b`( zILG$ROM3ma*YCXZ&RwND3IAX&XZ~xen#oa2Y-lDC+FN!OcEsT$MjQklcJk!GLk2^O z*`uTfZ2bU#VY{ULurs0wtqyA(=E+5i79j@!RKPh-bc3h?JZ!5vfEUTew2I_`xO2xH zcObY!<;iyH3h7U?OPkt~rbO?MpuJ;`IcD0e|ok+k49JMOsSXe!Br#k~siep-0&>YAEO8#k4em8+1ldcS=@{3NhmQ59#Nc_wxr zx+ms;YAoofHGgrY1c_|fwq@(z?)vKs&pwx%mD9bb1P`E+SE&-Gn{-T}PtBh{|KpE8 zCf!)O!+kB}OH}S~RwhC}108w387pWlK>MCF1wX)NKl@n%bI}ZGBy@c4u&wul-T=A? zb#ux=Q+S*;tJmth0+a~h=k-YQE;cykT+9k^43Kb>uZ*1gJQ!W87W1-l_fsLRtAurY zNT_!;H7Q@)l>lj{^F%UrLgs~z4T-RB$B-xXG;q+jhcNnv4a^YX>?>9*1N~{)MPsS`J-~I# z5N@p?O3?p~_DA+6qUZ?_I3&lIAC?fDK8DZ0$anvxdVC z=9U7XKx|JMxvlKa)I4XF2JE$mJ32n(LwOxwu1-ZmR`ziJ9&xxw*LReP(>ar8jZ4ij z$3J^kdud7wKcUjfmFq=w252`GW<_zq^H18PKpp z$rjI$s3`VAi4;~PZ%vzI!vN8O=G{GV7o$Q#Jz zxQ&iyr;#zMtL%3r9PIT?F8%9PAl16%Zn`6(H%{Dk{YjYlRT{Y+JFuu!oWDZs$h??W zP{6!L+RKHD7Jl^MN6VHh!5XyNWWlt!SP{jLoG_k&|H0mgxKmPGLV|eqVIn3?Ok<=; zF~BJ&mQPp9>jF9{lxHXa+LTo7<01h&+J+`4R{)f!NwU37TBt6PR_W6iMcrs{e=GB(@ca`J|Ih!h*%zsohkAPArC8 z)-c>yw2f8d!xI>S1Ygv_H^BCs1Ow#YM;kw8$)Sb^C)Sxq+pY;%eR|uCzBzwZB_?$3<`3^aT8~U9Qa{ zU0v~L0!=Z&8y?P?;K5rc{Lv;6Lb1O#G&ba9W^>fW4I48Iu&pUpq>G712qOps7dv34 z6;Vv2Jqw*zrr6h@19V{37IdFV!*QfUKlH0-sc>G3de0|=KhIm=+>n`_Meahu!MhnSQL{iH?^X#+#df)+I`+fWLVY*A&f^)(b{Z9+v8%LNxdD-5A=SNG@YXvE!bRbkvOY3yv zEMO{$b1?uMsP-{=zg7Wmzu>XlO+BSRd$ZCftaByz8-LNXf_^G^!SQ9zgTJMuIHYA{+XwrUb%85vJ^zc>>#`cR$#Jf z0QOg0u}?q!%+Mi2k2vDUQ%*beped8#G7D#hx{+ViHG{H^(`wc#Llxxb7UbutSm7is zGuK)+9XDjAd>`v5CAoDu9^s%obD@${TyY)%Wd?mqdZIBknIN$Q91%Lv%yFvi zYB0xShQgc^QTy3voT#ARrA)3wHJ~X0Y0J*Z zsjIDX#SyPllGsEx70WRd4mAouVH5zeN|Wm=ovfM4wocYs)~7YM%ZI%yZGWeD@@`rE zSdNh0tQa5bXx?X)6~Pz@1rrTg4)aou+8fZKr8pFoKn9nS1kJ!&+jw3(!gvH=&yBKp zH#ku)T3Z!DXGG8S9_3xrreuUDPEBnM>LQ8Ta33L40t1uoW(OJhWQ)Xr-h1!8pw2G3 z@SU!(MHBNxYGWNCQ?4VV&3`T-t-L?>Q!$Iuc~w5?#zj)L1%H!tEwcoczkGujJ(BpnbIPf0~?& zc&G?`A_8jT#*K`hS(#a=uN~e@y7+%O#Jb(yCERv#GYBE1b#mXXeTej>|5Wx?`(-|9 zoseNsv9z9JPYWAEu)>-yOgt|?4^z*sJ-Z)!>`~B-Yu2tMF)3Xgh8CnK>t>a)k8xA1 zAQZ7);Ee?^x?thLM<081*sx)EhcCY5qM<{FDALI{IdHmYZkz$kxLolPa1xF{NV1l* z`03Ny)vVwsTYN_PcxH(NFdq4dKhJi15--8OOd5!NjPG2FBPcQt#pj}mzhT+rmDSos zEQncpqA3(IjQ3m&br$oSu-GgOyf3^o2(_5aF#pHyybY9vVz=Yc2;>VFFTVHh_ifs| znOQ2Tyt%11Gg$$_Pu((8-thGsjywK1kQc5AFQM|ma43_&K?3QLH)m;+&8Bc0BA@`q zMGZjmCR~rqnpoyY@+FFElG_tnA@OJtlK8KG{fp{?<%4?GO_D1&)zOCf5eE&O0&^X% ziI-k_3CWVcJ|~3}*taQ+pD~obW}&cZ5fR*u7&|S@i8Yp%wk0Li&m#XhES^z_2V}cw zs?s~OM{bvO75f$s_mK@cK>(!}I3=t_vT7~(6vyr(r;3>FBicD1NfFu(M@T25zU4kh z#jGQutJv-*IzBS71&c5KE5QZPfQ3MIzYcff{$)Hz$VNryxu_O200&P??-O3!4Hy1Zf(yVcWhmO(G&@CTk{V_(Jspj!zx{?@%la zvq$$H*y$S^n|Yz$WGX&`h@_#&B-U1IEMIY%YlVhdh<1ru5Q+2JYpjz(&Vk(JXkadJ665mNcIY6dIf^A-E9nB`cJuL*^Ck>of}#1s*X znoRLlnGma6D=AX7ZK~!f0(VhiBWBC=!^AJo%l_PwHObp`iVy|Lx}fB3!YmTpV^u>? z!G6y=moQ|{PIhLNoR(b#R3L($2zK1Ib3NcZ_P#<~Mym#IL(g|891RWrZ5oHk3*v;n7w4c6{P^(}( zXpK)l{WP)f*I$3VB(<F4~@7C8XD*@ z)QQz|P_)D-sQD9gvg5?~YFMZ{<%$JA5loZQx-6`iFRW5jgIv^d=xbN;pM=25ZF&)P z%Bw%it#WnyGQ?)8C;^Ts!HKb#HST)tM{+gC`Zvt4_M~=y>(G~7xK+joHqrA%n6o1t z_oqZqGb%k>@DSo`?QahoJ~X3S7{4iE2t(VYmtM+tWHRI}k=tys7xhZ~B5>FY zQ1J?YGQ|pl+<*+1vfk_o5ac|3wZ!TYZY7ipj*+4ST`f2Uid8?X0$?r5a)(wUqS$%P z>k~k36CurVDR2cgA&ziO>$vcS_DW_frW`(4cnaVsr~!Z$fFb}>dFP#XP>zznYN}3* z>-ecLiW9-sR+>(!LlJ0r3hr<2g847L^b&%O*x2kGouoLXa0t$8vc-M(yWd3tkc`nx z>h|3Un!N2^5horOgl2*t;DF9(vfJ zO#C#U)Sa?2I?CA)Kq1J2(+E@&^xilabn^N)A*bBo;K4(PlF!M@;}vJeN=B@NOfk@m zOiNg4{6ZPD;F$dE_;OS?N17Uqh#WBxX}SfC3RRdkMu}?9=*hO<(X>KQeZ}S|5LXzD zmg~trqET1{f%SwIAI@(@w3zQgNpP*~%^&NMO^Fo|>|$?|FVvW1h2y@poLjUP#s(gm zb_j<$(mfO^aM9X;ALU9`FCIg5Y$r1mZG_W5_~76F`uB6sK2uRyiFb&@y&}Fh?{7k< zpWGX*mrvRWr+V{^H^2DBFMjTGpOZ9*2&vqi*IMjlB(lPwPAx-#^sjxLC{t5RDsmn? zD<>NmUUgk9{uGetB|WEfD$FzhBks_Rfz2zotu+KED>3dFnKb(dL-I3 ziwu!~Aepx*AaMad0LXstz3DgIbo1vvcRAubHf;th1RCHd0wwZh*7T*`^qL#3z(=v$ zDR$lNNwI>Rh#DN}kuNpH9_58cdqWVlv2e;SQc|ayw$p=!d)mpv&NAX_h^Gz|(TY!` zSPl`QL%BI2+9%=y9YDAylaIe5{j(1QCWxWJBA2?Y$a_~|6EVpnz47`R^XJW%_&Ga6 zC+GYT=^v07)O8?tk(Q9UEL{er-RCESTj~uf;MG@O%@#BPWHrm+o;-e+36Z^vMWSb@ZX0Y&3yZ2R=@l1yU9C7`|u6>wpH+x9r}_AsoD%o8FmboPrJYDzzXdOIxl)3XXFzB zJU-)_Wi^mwy$?V9FggI~5g2dr1BgoRt1H*^5}$8`O-!3u%22Tg17L&%;?G8#lYnBQ z!cd}suHh~a`q3_7s;jgu27rdurf6IK67Lt74>*kw;WW5D^#K^v;TyA5fJkq_T=8t} z@_!;7031G~>WpQqJpaNAciwRa;6=&u%dbqRtP8j$E%D1iP;YE%5S|A|JDIsr5XI7^ z%YX2L?^jh;efcY2;u1v7A)--~DOLnw-KR?+W{O2$Y%H<)(`lcIE0@j)gSQ9?u2;gjtc;k7fyBCH9b@?7D+V)do}zHX$o-{@%KgGG+C zf~gppV7)~6NQM7LKpIH@IPQgcBMtLEMG(4}|6h3Vh3cAWFk>kS!ICMH`5R;WEw|iq z%{AAUT+wwFJ+d!~Sl_8@bbu?bypl@$#V>v#SRj+BzZD&TnHzP55Q5WAKkbC$Psq&3 z0+a(BSw!A8F?{p*Qu)i5FXxrnhLpG%^&6BFJ2%ufptgx5>P>R&nj%}IZOBHk(z|kp za+@9$zCbnDZe@05im0k`azS|8z7X5pXYgYYADtvCR`v%=+d})crd(w zjqzCcsq>4ytaaZJQRT5y?QlyK%qV*Dxiyq_88S!*KgSHzbBvEzGFMNAUQGD z@>HxFe`6y3(-*+~1FyG3YZA@_ulD|%Q)qd zkNM&Uz&3y1efOcRfL0O=q38hKOGsz*H7W^62xo;DF@_8ox@+f7R9t%vTR9Sjfu=$F zWFo2XF}6eMiLTO>2{_2UFaHPdfOeGhzyHIDJW^+SVTV+L3P=M zkH7!ruD^heuvm5(H+|d%0YXopWrdvqC);R1G1S4_U%IRGx3~SaXYU?xXfQ0oT_D0u zB0szR8sUy?Vixw58C|!YfkOFnQ+q@ot$e~n{QKdu8gbog%8j>+x0(dhN^GoA6pM1? z;Q06EmE5HEgsf1+Dl2Sl+PD$vpZmdu67MJRUe}UlFefpiAf~jHsDwRzIXgdi@BPIK z7iIze2R){(VM+%bE)Xo{Z|vwd+;GFS*Ip~Ho*E$c3xA-?!4 zuexeac{u_ERJKr#U}lpVwjg8cq_l~ja!fSv6Hh!fas0%dy?S(`c3Qpg#3af=o$`PHv(t*dJQ4pdxFR8dta1Fuymba0+eOeRdWKU;1dLC~!TtiA za>eo$7&TA;Y#ds^tkhMyiZ#G!S%M^cDZw27i3ES`75_RrS&uS{lj0)ecedTFi>vy3AEV!2j33{1tf!H=@XP7QDW}Je&Zvqcx~G$Cx>6m$o&O zq=Rx^A)sJS)6rY^BCU}{_zEeG zuLvuPr?<7Tc=yz@$aep+)V(t49qfff*pt#t8?=>hLYamA6{oV}9s8Kw5c1_o5$Hqw zQyR4$af@RB{*XHw>3{3?ZNIwp)?fVWXPY)|C@d~vG3M;Bgipj{If6|7LBo^SRrVKxUW!G+!x@+^)l@q?IF zo<+tPn++fo7MCN!zl5E@?950~SX|5lYe(yrgOv&{lIlvEH$~j-^y$+}OLuTK&Z(1+ zN5*-`7(&SJ<(FU1ZJ>BG(@uEtcA*{EMYhmzjOnP=MXXC!*YGa(MZ@t**ZACLqouw! zN>(95L_%n&6pS7C51)DF8Bk%8Xk0p}_YeWn$--~4NU#dG-nUQhNzC|=E!C|4_%Sxj5m7sWj=BPvqMY#cs4mf|1h(&P| zEjkTxDd1F;#Fth|+r@iGu=uAsKpYJeJKLdH-nUo-3zqVOz6I>2gKcwK`IdcXq*rNF zwCYUyh=116ws>;i_k=E8uiS*A9cGq2Z{pnAC+FiO^P{sSy=^^(a zkR*hvb?epw#=v)(W1yuTxct5?s_jc>DV8B8>@c&z(L`7U(gu=8P~(xWHbM?Q95CqO zOm7qF#@d)O3~|TDAAbDdM;{sCDZ}oN-29LK0j&d$lCqE^K#b-;rK;0XQqCKgl}$Ku?#h+R@4EBOS6+UN3+3kJ0P5hK?l&<2lKD7- zimr0AbF(wE>Fqoh8IpVT?lpAyaDwS0S`x0cq1cwcVBvyyr@zYuva@sOn8F$n6uG92 z`JYfRqK0r_TK%~r3#|x`WkG(y)mL5#{isAfP?FpU5~&_? zh?IuLM$xinOrJh?-W)cDm7}!?No|P(hFzz*dD!5gBq(5uWd=;Rw?PZItmNk9mY0>y znKPFPSM2PzB8GMqD>7n{H{K7YqO#)dyZ?6IefMHU?a`-?Vd4@MixMx{r*8ERM5!T! zMG14Va~CX}f7f5`TDWKt1{NqZ<@P*tR;M#Vc`egCETqM~diLtuuMc*5jQ_d0c}2w~ zef#t!j3+lc2l-#M@$B6UtPT-%&fIy(tj4JjjwOauLB2;u59;%xi!LI&Uku+*C8K;K zwuo8VeLFTPF4xc)rOzVx7$<-viWaAt&)8ud+7d*>Zm@!`Sh2z)Y$=KA+>eeEKk?y5 z9C_l2Coy)^H#Q*R)2w}sGbcN{v~)Lc(A~RB!-i%$xkaF>bQLGHOu|;6OiKQ5^Hs5E z&#@|QVTZ1gz9y4S)P{<=wuLSOhi+beK4aGVAH4tIgAaoI!9?LRV@NQacTpzinD%;C zeZE)ujN3tb-E)d1!irKDHWb%oOou-khETvE43w5+Gk$RNuYW3w7|D=6nOA_80!$Y| znB+&v+b7l*suQwHmK2xx0|2xNT72*Zk@!ihJM-h2;!==P#TVIbUm4arbk5Ix{&VM^ zdoCy8SVajEt@fEWMld_5zSuI)KI`l=&O8$~L)VmKlAo(-mpOU4>(;J&Uv6lo^MHj29FFp3}BqonE@ z>!c+J{G|m-E?EPB_kh*7_aFbb>yA4r$|^7(BmC=#5bE-mEUq_gibIk7cz1YN8RFi0 z>y3Nw{YQCOMQ(nMcyG*0w3LpNj<;V0BIs;1Hn+rMpnp!9Jn6U-j-Ptyw2`An_36_a z^Z&3BQS*O;A#bpbe=qneL5q@NFoc zNo}$e!-?cfdEkKuUVZgdz9J*GO03zH@69oR$nd_wCP|G+%W0MWhkf9_1Ofzxgc&p? zV3el_C#*EiWu{n2Yx2|(>`-qCEOo?uBluc!cWp}0@UTy0Q6aO}3U+fMfG@uI;-SNb z5m~D|UBHW}7Qa7&I4j&aCj6N*KVG+CJwFi@sVNR8ODPXG&u8n3P~e`)^Ds!Ze`b2k z4JbZ|Ufr{MH@~2|$XLDi#Rm`#UiPlaQviNJfxaqjJ*&^IWQ%~gG5l-5>XL8ni6{R1 zmpksD_Moi61OetGrrpYlPGV(9{T5{hJK_pUf#YbRIB4(BKK<0Q&pyX#^9%A~=htFc zkZ)( zP!QjWbnt^{qx@`GzkccBB``99BJ3vWvC+va3|w5DayB8R13frx+B9*UQ3N2TJ&1kR zQ*`3urniW`Xu{PpOw^Eu&-e7xPU8j|nj6`}*LZ9ZlNPouEL>1F!`9C}L{x|=$Cg0x zz@auY>r1J;hwvOoFzU^X}(K6~kBnKi{K z#`aIp!)8-49COssM;v|xS=G2JD@^iJLOird&+IH-vgpH)J|=n@&x_>#NwL#=XLgZf39zJL}*^1wzJZ+Iz0 zZ2#+D|C&2@KBJ1L%Bft)CK;4sAwA8eq?rECivuBrQ+8(7tT{6ud;Ia5n)=+lY)t=R zhv;l$4N(e3g+&E9xeax7>({Sav;?N#1$?eqyB4Q0xh!(BvU(Ml^eF0{70T8Tr>T+d zPlcph8yY?vhn4L+choo3;YJe&SA08jv@)8kikQ^!;D2D#m-_q!Ez?4#hD(QAo;r2v z$)}t|N|%ViK`EVJe{1ic`62xS+T`GnVqcx2p-O3oO5?puo-`#pzW~#NxL52YcmYfc zCEa_V9nGFI>)YS@)|FRY{oHdeP-zAEd5pchwN$%RSLwrHy0M(uRYY_^GurDqPVPIfflLW4k8w*{6vkAS7 zcvrLvj{Mk~lrT|`i?6Jp=I_fC=yf%U=NVgK9%RZ!53C7K~#98RQ3ewPeAEj3J z*P96LL;x5_eR)~Awaur3NJh-<+pn*f?Nb$Bln056sm>@LYXQPfm!7yl*QrwP>h(LMk-n(bt{(TgO8S!5S`(uUmmC$Qg2MGeMuCD2x zmBm>+KWlrtl9#tNr-V}85yI;ujH`0p&Xy3J`Z3DpMF`qcB}!u{40jX*gMQnTRP+x986x!9g*z}_xKJ0Y6{W1Urft&$L*%*3Wl26ef+V$TcDKY!+#XB>Cz z(QxU2?KT`QZPCM%R@dH)I-=X>=jHQt_nzI07cF}0t+(dQn^#7Nyyl^>9A)61RYYkA^8vnV5+Ud0<`ABnO={#sk86`!(f}}pELpaU zBqV?jot8O|eJ)(zTqfU#4H-Ic(4gfD7G-5A)foA3##l zBA5aJ!U;fRmE@LZW1OYUFA!VNOQ$aV``?vLTYpvid=m0sfvR@g5GzRkm6a8CWAX$> zl0F&x5MmGk0BubHCWQl}UWwjg5eSXEJJu6UW1^%f`DSLRE z#z`HtS=q|+I6i`}Ah+hPTk%y1x#yZSYn~*_?Dp-*>yqLu704pTO1^4bRY?D=(`yiS z=|235+il~9_H;>DH|LEv-t5)0$H8GkqW;E_I zEsKM0C#;5UN7%udw6P>i~nR zzbMb^Q2cWhya~MY4VyMWOU(EM8boCDpl0O_Yzj#l*YYw1I`G^loNxlU&HMK4i{YR9 zK`wzBg&Fsqciw^16Ab~bNpT2>fXGThYpDIimdx;k+3EcA&p-O;qmyUVm9MSLe6r~H z1}bZ95@`Gx#H`k#)3vwlO{|1`Vv)N{ZUoGDC;)gT2(rb5rle`b z-Jv58Bkh8q1CGCN(ZbT*yFv1>qe|(%Oc$_P964x<3JK@MtDu~)*Q?|eWo<`B0f5Q| z(`;o`r3k5>eN1vCZ4Wk~e`c#rEHAq(eqAnD59* zAYPm`YnD<@)LP%1s?tm664FWbA3b_BZR6Nuk0p1Wpd}IDU@gPKx^CS%)B{9PI)Y$4 zYzEf&*DvOntgLK=us2_SfV;fL?P_UbDn^f=?pGr-Z|CgE-*e^j!f zw7i1ynraN;+SQ?Mjvcu;f#ZR;8(~_UWGFI2ZG*X2M~?e>57|^d=BHrj6L?4 zV;9byFIn@Wo8#P%nB53iW(JM$;1w0Mwbe49NW8k}y$R#Qb%u-l4(`ru2F_Pu3U8N{^@=&fRtOupg;#!FQXmnUi#T(FJA&;sx zLzPyJNP9;fdE{Y-9P+|*&nt5Kt6-0sk(Nk^s_SYYLM`336QP8r%f{4VfMf5`e4qg2 z<>gkEmE)8Xfn5jRHRvlo(XoXI)C!$E39^82sMvjVL`3Phli4;a$uC7qFeSlktR3M@ zF{eyyO=-yxgfJ7~+*U1#7wf$uLcB#F-ZY>odxu?c$##Xyoj(&;H9_{_^t6FYnpCr=)v{H+6cv z4&(6QI8=HDC7iK(&8pX4eJ#rBn44W$(GXVZlO@B*42AP^^VY6kf5)A7{O5rOE6Vot z?%69lCkOwS3Ur zfo#emdE$NJo?}OBRyh?Kaztac;Fj13gOlWnwph>(H#J(VSTiT$1;V!pyodhC>lH;_ zW(Qlu`-GN7M=!4^tE#MIW7MG5?5cn(@Q6Y<$|^)_Y<=bBSO0O}y>+$qkV=vIS81zo zdk~eUcgNl?yFN5|2sG| zKUfFYYkp+EQzN-9+j(>Vxp#XfFD{N#nP;7O_~C~gapaMt7<>Dzw-^?Y{P@jM$a9s1 zk&(icwtM$(Y;0m|%jOQdN}?i+G%iAo@ys9(2Kd3Hf*oEI|6u_F%pg0Y>V?o={%$vv z83s3BwtF|nGTXHpuPmrAkh^5f6!JaB za}V@J8(~G7@s91=;q;g^X)-UOp2yTwX^J)>CC}cYqzAI&o?WFbb)p@uC(`Nms> zIbpiU&XGLXtry9bjf8~Cdev1|U3%%I(r!7N?N-VslfW5goPqhHfByjwKJ)-u8QKC3 zJHQ(zd{fFXU6s~SU0eO(haYTMzhUIa;h!v7h1i$j`Ps5{>u+!S?L!Yfh@Yfy-+tJS zC6R}i>@C#9rI_F@=#WZ^dyo-pjC2_$kd1Zz&g)qlmdv=c+HS+u4 z`@tobUIIYBF~YWHEyO~68lgoQL^$@O?mc>3dBqht&42o{pS|?L3s6;Jim-Tb&Yw`) z6GJl2`bCQtkrn{PdPGbi-J{6i6eUNAxM1uU*r}MFQAH#_I#U!2rsn48pQeb#MrJQr zXAcI@m@UUq%3Dz~&x?Gh<#(wMvrRCancR`J?sJo7C}$-aVj+6tpiab=z zy3Q9zS!`>|AO}0Hn<~oWIyhL6RHz`fh-{sh7e|M=1{OQM;L!IHcczmDm{8Q3I)Erv z0Z3xb7r+mPko^}3wFpvPXUHd2TpJeebmLFVc>MAW8OFxpW004zJ!5d>?;ZSDFxS9Hu{D=(J4kT#x~R z5r}mnia4k6>pY~*4Z|L?7yAoyrMyGOhAG%IuJUKT zdua;g$rQzjg^HRZtW?cPdPm;BC4@f{@Mn$3Oltm4T&$s4B2P_F3YLNxX|D z)+LrB)DT*>e8s%^^HBhzYCO_d8YMm4zjfHSnitII!3~hg>fZbAefXh=2mqi(BBk=k zHkMazUt2_qu{A`vXN4A;(W7UN(p|gm`^SCo3xEFd%R$i9H8wFMXYQ%c{ zEL1F_JoX6_gDka6_ml&b47lt`m&?x0mH{V%8A63T!C)OaO-rM(my(RU zg+8dHqzCUycA(!{*B zI6-xQf5C1`LzM6ANPUaxPhEg#mFwP=4aLkAE3`OkiS>1RKS@KYDfM(zPRiZtL#>R{E>tvO`SMTbnAcJnQ_aO_7Pe1H^) z4$$gtb6qSwC;&hE+0SqSFydpt;8@Ey%DPlq@2rFE-%|t2C)*2-$|jH+X-9lrh5+z$2~Zfk_y-zOg5l%z;$r5h(8TH3Fo6h zaZhq;jItQ`9K~1NfM(OsD5i0W=#jLk5I;*xlVhai7|A@Q_qsH4nzGeY*~2wDzToN6 zZ8e2Pjk9GH5z9!YTLGr+43eefp49aPGW03{%2VrL4A-G*cd+l#wGw+{O<{C<_O}C=R;~4O3gr0cwZsGiY4g4bW${#A!_cRwbSVHHt0? zQ=4y3?G^mlgI?0OOa=VCbjgy+3KKl4bi%t5UUJ9G%2;}^5B2TW@8<8`bjigRM>*gd zA#o4nM~eUg7J=Gv80?NZ{P3@S}p1{aAd1qcM=A^V#lPuN;qzFJ+= zU_-U_YY3uQ%#t4Tuy(YAcwz$?<$trT_(e|TN&-su<5$fh5!1FPQyoSGl6NET$9l#! zN6R_5L&x#@H_W=-$2J1?VvBeKM7?pvE#|Q>#s2rdBeTDQl*g-KSV!YvY6)s-BJjy} zCVK)hh&vRyJPjbeSWs(gYO#{0nB|RoLp}g3fdbG0?A?xTGjWBjE>J*&1`gc5ZJWia z1)NH=e@Y%(nbaKfAl}csOgRtno_uhMNzx}od&DPk?pA=*D z*9uA7fCTvB81#vzxUw(**ri$8v8F_9^4S(A;{qP|hq6updN#jkF@%c~A`zpg^&J>1 ze++eH?#$cSDYAl7ODVZrAX$w)rzkA)Tvno#1bKaX_wCoRra{1+#qn0533u9G6O*mw9E$$Xr#karpZSXuKdF3eDc|uj3EjGe~F|Dq; zYQcheo40NqK4kDGC2rADc)Ep)7TtUAecQHfEi5kLCYv!-bF(SUR$}-uo`j6dS#xGT z_~1jtOe3c@G&QIca04*`SOtMtlx<2%+uY&wO-wtTA={7mki~J0vk0?J#1zMiN|JQY zY*CIj(ahS_;M1(}EIxEzYb~QR0Jd9y``c%qd6r(?vuAIvk^*^yj?<-tzdOW2;2)7o zC;%Cmnch^4vhwMc`@1{<%GY>wa+c5FUvvU(zLN>%Y0xjGo-4`UMbqX)QtjyH5FR>( znQG0Nwe@xNY_XOt6?av~SfH8Su_sb4IR7)3eeUvbMrLC}lRRSrZWRkw5LbZKtTQ8? zbmED}9Cz%KPdv%|%Iuhm6Ci9H(=yx}=(EcvKCG=mig%7tM#}L%6o+e9<1FTfL{fzk z9vIm!7-cIjxAebQnTR_O4Z@&~J$qVogrBC!(~LaXo*b(sTfBr8AB_N@0%+4O*Pbh}uMwn`7X(v#g+~MX6Ypy3xxpJ%u?M4tD%o>ltud#+L zK|yh>Y|?Axm6tcHe0OsLcVVs7#QShVr# z>MEpIJe*fvc_pJ3z7rWRgEHKSQ-#qHtpkRuFMQz(7;6dcq_rn&KN3f;L%cW8^J~|v zLjkZow}T6EyMid`y%})JkTaIS#H61Wd6m~4{|fxytN^P*s;R!|-FM&p=;M#iKI2T3 zPloF_-A&nH+uJ~tv^Tzb&gliCim{s!j3O{3Y(JerLeLb05W`snt|qE-(-#aOfK`hv z^4a#ZC@wXYg*}LjNA%C_y=s-`o4E!ly!X6cHWxcoav-*Uj1(kBO>fjxuV%v0Qd#w(|SyeFN@fD~2f%&K+2=sRi~#4liEm6Ka9I(PI?{#+69`o&pL*)+ zuf5KQ!zkJ6jf-SpO&tQR;4Ts5DM7ASm;WrIsHLD03#m?s!ZPF%jw6q1M{MogRmny> zS&1ScdpJ^~VtP!efvPxjwDR>BkfMI|O2tjQ$R+HMl_6XF$*O`l!hk#xPe%P4M1;US zRIB$Z?ZZ2tP)rP&Ajiy^Y*y4nS-`|)AyN?&pKGex*V4S)Olt2a{ah7T8>+QrQfNm) z^d2O@S$-QatMjd@x~A6X(vB#2It6}Wd2pm~Dx`_nl_*NBTec&yG(q<%arWk;8+llH z|8f$Wo77g7BYrIHifNV?ZQ)@Qt0rVB8jyVv9%a$is+bHWV>DbOO?)h}c;{U@8d#=apMx^OnC3O@ z-o0o0_8s!dtg_Jofvb|1jDNVFXtIQq00adlu3V#%#oVO2Rq4>`hbsCAJoUD1TjtH3 zcj`$eV+%(xPI{!oONBITT9j&s#r5$2cv&~uO=EOm0y3kpqX_L%Y3K84hoE6`IE%)M zV}jm@OZ4 zbk5|h%|h&S%F=(kwgihyPrG=Kk`@KaJcj`Q5I@3!3``+KaS}|A4kic9=oV#2Jp3@F z9o330P5E;53L*pR$l-?`ifefG?AgMUoEjsCm)9)08!9dO0@+!6jt<_-1CdP7@KbPh z2Xqo07qG>m<9CtYT<;dyuQg<|6eVgyhQlP4Y0Qmj>X(+nl36?T-YhUDxrc6@xL_4S zQ4w>jd$2iVowWUmyb%*htCDAWk;dT-^OZLsI=olPfrwLEkCA3aOSfgu zAd-Gtfs}4=#u=Nep!I;lctC$j5FO7=_=gESP-2&C$L(J zaGX(>4dloxE;;k8vnNfQL~s*>p5xd`OdOQW&lcncAr~OGG3- zucAB6y2*(;R~vTkE)@j;H$}&oW96yE?Mt+DRc-B#oja%jiQ-aT>@MFEXJ1K>Iy9`J z5n4Pu8DL8Hl=ko2KS_35`5*9GPIi{GY}&so)2;FyrnJ~vw5lQYsJeztj*ps*eS(F4 zS&tL{RniPEffI_hkq{J7WsOYF7U`0bEysF}Z6z@23Q|aVrB|8Oo|#i(?d|R1#o`l( z9twkY*)C=(?d2g20%gd%^BPu|(3$#)SHTsJmdicJZRl7@6;Q2oU>aDFn%b&K`2iQI zT@?Vu@+px1bxN2Us{lxoP}XdtJ-ss5%>&CdIq{ zN#2TA9q|?OlPqmjbsQnyaJ%uwp+_{Lt(#tNmC!#|YsZ5DrX&xprOC;AcR0K=mz4Bv z?>>Tnk4e}mzh_(d1b`9+AVYAf$6F#Dafm73JSV1lbbDEp6h9M~>O{Sdk~%AM(EP4U zaW&W`f@2Wi&9D{<(dJuqziMNiEi5V;HDUz(PncS%!BmEF>*gXHCoea5+SF;pbQ5Id z$~z8zYQbdlSz5YV8#vh~1ri__tg@m~2nqaj1#LT*mYm<)cWf`)Q=ZBpaE6kffy1;1 z;;0k7ap9M%Z$Mw#WB8Yx&e4ErCx*k#R2}LZ&5!#Otbe?OAX&fgow83(UQWXIAzXT5 zAk)TWDh(`T(vNeow7Zy6j#BGyGf18GaS zoeVjw+nlCX*_GCANwq^$P#z9eX%d*4qCSB7M$)P<5(%)_BN2Lq8^+vvLh}ksinPSV zNwy8Hq?;(m9HjCjtUqlG{s8`qtc`{;I~%BpH$l>lZmv@oAUX@bi+z#p5M3KaWPu1qH7 zAg`*cr5y%p&gKwQUs#D1kQj+CH$_^lV$Guw7&$xYUf8g41NTdei?yc9#PmrOAw!Zo zArUfn6=q%hU~%>lL7S1pz{yo4gl0oLb(?tf?ASuX@QKJ?*GP)J!IDL0A#x0uuk~1vIysa)B!`P1-}+Mwev$^|H|o41QAWA^poew96qn0M_9I+>|nU zwN6=JO&JBIb;JrJj@)s`V5WtDG8I3PsDFn1TNM=)=H}%KyM;<2yK`-A%`SNBwRX%` zN~h5LJuo|oldY_&uBxeynqwVm#*HT@(W2PeR_bATMXQ#ekTzl4h&07FqFA&3!N4A# zpaF#BddeGu!6wgOs#L0NJAGHD+8cYH+kP}_QVV?2s2h!ZEiYFqFXBzbA1j#+coFpt zbrNK6UUV}4Ia?Plr#I>~>uALpnOVsnUa}F(t;&Yxrp9nqW{1gMa$U>qpPQ3gke{z8 zEoUD$)n=e=ixU?y>1AM^O=ZT*$;u(4tqSQTw>eA26iI&|meyv$=zwcw*|KHZwrw9Y zcpx*Ayz!J!=q3T%_|1O3&3JoVQo3vHD&0!eg@A6?>9Re0m`^jwAs{oD zpEfvH4iqDtxiV)+9cCjV?0$iL!bqCAvWy`Smr8C%>?OncFf>BzaGg zy#bWLmd#rLo|56AvkmS#7M98Xdv@>HQ?`dTFU>TeM#*LgESFg zB8Jft6`X7m*tWS*tvhDWv+qLuPEFmrm-Ow^NBAXqX0}Ruaa+cZC2Tq3ShhhJmfaFH z-y0dlFWyUA9k3|Bphu4qc5aM7xRk4u4eR!HJxy_q*RiRlcEyU75bvS@C|60?w0)JW z!~nEw&3cnY3h(p!_3Oz3#uf;2wThvvJ)8l&Vm3w${aQ|L4g;t^nnGqhi7kd>z*J(6 z;ZBIS&B|)|&4Q~G941>@nMXv>7efpxE?lK#=fnfRXxwRrU=4Nlb2t>NM!gz0!`6Ut84ENrnM0u(1!`?&lAh+@*5 z%{Q3mY8ByK}mi*myFTGG8cap01pt>c@06i(xWhL0G55{up5Dv)L< zYTK}B@qU8`5AM^aZz_s+K~8oLa=m9}%Ed&5Fp{#iFe;CWJ47LKFt3U48JQVkjratc zt1_5I(fwAhSwn&?6V2=-QHy!)6zm{5*+#P0k)X!Oqv4?)I%G(XUcJy3k=FrIDy;;^ z-`07J?k`bT6DLlbGI@#w&RACafelYz#vOKak z9aCsvJm6zxZOk4Rtv03+CuAmum8(}RUAmOtm}&S-oeGsd59%?QDMy5XK+0KV4vlNA zvOSPGi7%cCR&r()&p@Ksnvn7_?s_^-(X$ux8<)J@P3BkMkew=TgFK<7X}51H)nc(s z;zxENJ(Q%*h{>>jBs!V0;{|9}`1>|)+(ZB$`G9GMiT2l@Y!{cbR=X%WciGfLLB;&6 zkS^IXJ0}+nM8kzB8peD0n!|H=wYMBjA4+^$;?KH;@0g5D(^SwjmvG@byT1}efpes+G!9X zwQ8rJ(Pt_$Z}jA4)iyOkU1c)I$g89swaDlqG)}nY-~rmUeLGulM^k~KsOZE-Wf{l4 zs&e}Ws_@h#a%W}Tx^>vdq>;P6@ja%)IYC^lQ8t6en^Oli_aUsF6tj;`8Y=A;8+o{hxej zXqN)e0sa7`)IJCr*X=6nd*=%E3Cb%13~Z|s;nNnxbd1DS(!FHt#PPE}p1BKux2x?q z8~t&KrWY4Hq09<3ailVwQd!zTT;i`E>93Vr!&yuG2;#FoWc7q=R#3$Fw{20pttb}<` z-kQZdCxLQu33f1ofW$9BwKr$}7stLx?t}Ur0-A#iD1_3<2XQZ74^O{#}lB z<*Ygq+f|4iJz2M;+se6u^hs7^J&lpvOB5<=Dj}(Xwo;Ckq)EnAh|M06UCX^$EsPH% zHp$)EP>C2`T4`7QlnCWy=4u|^uODolix)4X$#G;x*x``mY|o^~V4PXLe96nNymHi0 zM`mYaLJTUyPD0;|04Xz~C6l<%9i_V-dg!6Kb7u41aDeKh_DwBam`>EYcXuNQHnpF? zlUkgH2*?qQEI4iI)T_Vv#WibIlQyBCuz-=U;sB#gcE{ zQVB`!Dmlgu&72-~%kBk*cmN_*RZL7Wj@#TL@y(1kR9;arf5H6EeCGUIF!ZKLJNlEO zw377ICTASJL)KgEDw0JfFDEZ6J1eHiy9rwtxw$ix8ar~-_rH4+TONHZ`ZsgtOa>^T zcnO0x?@t8@@pf8g!bMXO-p|i}{_|&_eKv>Sjc0pscb3nNr^Qo271D;Fp{}AWL?l%O zK&Oga4yFRy4~u3=QQcJP6XvW+Kbf$-dqvR*e}r$29Xqa9&z`GStrE9j@W>@#0w+5s zhk5az_x|%6-~I;iLkuX$j!J~}i1FNpBsQ2&BOjap!M3ta-oZcp@lT`y7W2O)1`V1~ zj9mwd1w7mu!APi4#M>`2c@wjir*NEKoDWE7Z7<u+` z*8^aFas>g)CZC8UD_Se>6)gpmogjm_q(aoGDWU*~crBC;LB*;bLIRC3o@341vQks4 z5P541jEcDebMM`!PgYJ&q_K&Y+Da^kR@g|ft!pVMKXvUI$swca`qi zvu95R*cAskx0NS0Z_R<^k|0Z{TO1Aq%HuTG_KyQRX?KIBcB@9(EfzY=_9Tgl z;yqE)alC<~77OiFhP@C%MkM~Hr_(}-s1ysZ2=^2@9z9buG*S7vAdCFUhq-$PEJkjA z9^jL~g9d))yz|Ig^2j3(|KtAqY4D_>^MXm@y*c7cp&wP2mp%K;GpC$%(&?w4mXQ&L zdmS`(Lch0bT5pJk;yB2E|NZZOUwHln6qur-e5I4efpPwuU_(kBV68ia;ZAT9a zF0!W#hsnGR74rWh-}f+nJD z_nyDs`}dKfN1peY^Kx=>8ylNV3M2|0o)(2zD6*?UKG({Ksv&2`jve>hbI*VN^B-X! z6C|QCB?(}$zP@4X*zt!yGa(4Eih}YXJ&kEn>m+}tsdMew)A1A}R1gl-FtatZ7`u1x z=4(Sg$|y$Odco~`|z^~rgP#ILhv-P#2U7HUJimn$ef#b5(o#a(Xy8(`CE11Fz+@=t#9ld)sR%AlH}J*#iOz5|8~Ubku` zDiFRwPgtP!uXF3-yMIw}f^xsufia?dH7iB4m zV{5cD9WVLY8|-?i=^vvlY`~=DnmlphYp=XgT~kw7SSZtWaw3V^Mzk+pr*_qE{n8o_Od1x$%kMC9d1kzr8fA% zYx@t#6z15W(lPS1N9A&&i^xfQ^(18#qfsQP00?EA)V#HjA{#eweL0Oa3UYh)MTq2q zB!{($uv#WvtdH1rg0bcTPp2rJtG=#|Cv`ZFybh5LQ!ZTBq*!u6^A8#{2n8T{h6^sr zy(3IiYj@f5WlNT=7&l>DW;mm@``&x+0|C#>&eB?AU=Lz9 zl19(VV{#?y6EYl?X#fw7=75wKuB0X%K1+A+2Gw9%G({)x$lPRIeLVo{bI&~whzqR% z;0i)9)eG#zaYO;|!OSF4sUwZY{v=IEzG{mo!=K>d)M;d+ui^PbKsiLd(wtbg`%_}O zMe0!uw6>r%OSCV_4jZ{OG<-zi5Y?f$zp#P$v7^Ig+<($#qH=#0fC&B%vws#5l$aAh zQRIYGu#Pr*^r%A)J#@{gRTvA{oy++dcx_}$3~ZE>om1POUwY}KK7IS%a`R2Sd-X(Z zB6Ec$x|9#`O>hGkBBoED@!MN}vvA%5`XB>Wau25*%R^zgK#iF&aYFAty{*LD@kMTx zQ~=!EgmL44_q*GE`O9B1FH}`jbSo@mgrUty+lYS(88f+gR*?RG^{Zb2@RP>SQg2l9 zt`pYAupvXI9yDe4`|me2HfCjHDdSDmQh}aeAvqx@ zq-Lo0llry~eXwz>E?&GCHJ%qL)soPTCVUB~%Ed(t8pCj;%TGSzt~P(R(j?h9GoR4t z(Pyu|`f99WH{Ep8tl6`ho2#-jv*<7Md(9xClwfXMnT?f$h2r=VPPqE2s}Dc?aLxpL zNamFNqey?7qVHFc^`BWb1K&PZJcNMxT=?g1{;>z2g&I(6WZa?H3QQxjfD zT#)0ZOzJmqz=~zdwWE}7Vb`H}kJnm@qo7x>UfZ^Bx#5Pdu3Gi2FMs((7c1q+w_;upVo{`u!Q9O+-ojbe!wsn+FtoSMOH5UVtF=+J4?4jwe9 zpU4e7W{Bev7#)dvln0m1Y_UlKygb(O6jDd7ti&voUimn1Jv9%ht*F2bqgC7s)B;wv zmy188PBBOZfg=VXXcl-?qN9{H0vK2q%xnNoaGVH2(3*i$rpt_i{$-*WFreSyA%h(w zABagwwFp&rtf0vZ?V3>F9Xqy9pE3RTCxlJ`Daz<6L$`%%G6bD@=9#zLa?6AX6I@e78w@lvdjhy|r{?G6j2$_7i`;Fg=e z`@#Dk&~(FiPPAhJf_O_BWtumN!aQo^D3DzjUT`5nO}t8Q|H2^D7NdSw=?Vh&xqnl# z&|BGYAH|G+f>F7ulc)?TNW}1m;92CaQW)7xd@U0B$l;@g40g;`SD#@5U>Ecrfzx2y-l;e%zg^wES$%UxL8jaLDP zW4m%Zug9a#*@IGYJqw%zxnJg$08$_&4FIVKC5_*Am+h&PJe|rxq-m?^Q6TUfSX591 z{9T~)Ayd5U;9gs-cwTaIvdhZ%eE7k8t5&T<0m#e#a9YR>0Djknv=)JYIFA5bA%xfB}eo7IB$+ng~%|%PK2&Y~P{X1myoZUMZy7O%OT6 zqs-%M0no*rdocHM587vD(E;t2Q|(iDwDvrc73e(bx5o$_pG}-&O<~O+RqPqrM0R&X zfs|u}mB54+AnZ(`v&FMs*V z#~yPuoHK-=iiez1S6j1u`EsIuAAImZ0C>o+jHm*+PBMOqJ}gEJI^&qJBZm(gF4|*9 z&mTIr!u`ZvN;Fiov94dAzQ4ciwv$dg@$dKC^WJ;!ff#Y9k&Lj&^c0R2M-Pq>Ufrpu z9{bau{uCgbV9mup$!F5!!E$xnZcQ0Z*4S}ldiCwIbH@%)V!$`WA`t(MG)n~6r9;p) z`G8-1<%MI9JGOgq@$T|H5tq$jpM;RQwUHZclNcecV~)b}hDYx4#~+_JZyxRlZAuH% zk0=0!p%-@@$Kf^U)3^7KVMEM$OiQ)0ljlIy(riTib2*OYPN`sGwKs3wIDW!-<%AiC z>g(%jiR?0wzL5Kk8a-<8;6W26j6e0%Q!x+Gx`a3te~xIU32Ej06>e9$%Kl&M>}1I! zZ3)Y$nG#F6-IRRCeW(U_Fas)alK%Ep@%Jra$z}^rwa9a~E$GRLfig79=*^{v4jp{L zi6_jQHIpH}q__mhJ-M(e4qsLZ3yZR|8((?lm5)E3dDdBHU3Jw}cz)S)!^R!6XU%%? z#TVXt|Gn+ox3dMrVb~Nap~^WO%WxSt5HpKlQa$Xj!v+oV(ItM3Z_LH zrBjsb+qj#ur`HMFfsWUrU5|3$q~1@wJ_;lcyG}`xRSl_;vUA7IO`A7Qnm8U%bzOav zmf1SxA`(nvGOZjnB{8F}l5= zuA-5*CI$k@<;^$VShr?vUSR-r(byC1)_{LZ`wo!k~9E|yVy4byU2)w^toZf z28IHW`za|(2U=+{nv5GgmWb^YOP9g%kDMzLRgx6EQrj=R@Y12v4!!Q0YxDC8@Yt9n zW*uRhlO|{4yE2GYdHkuTs3HbHA!bMz(iRJa()D%q=r6o<7&r{_Dk4l0sh5zc_lF*S z_MBW<(X0Wrb!gL6Mv_Si5)b+PP`dW{@OVQD8%3dSYKx0L|()YV;T;Gm;-Ar=pWU zH`)WLV_9YS%dfnA+Nq};e%N8$Hj|S_i?b_^Pi<=VVytr70YUGCXw@Ijnf>%rPqQ6; z0G2^%zJ~jWBu$V^la?@X5*|&RI+dm_hEGN1r<~MKo|>>x;r8Y>k{+n-Tc_r+w8~qi z$pD?_KN~bc@vW#BqN2mI>{(84+x>$QqJ>)3G5FuskC);u;5A8Xy{2_B$}yNc_4L!b zOH0M>F3dy$^`PV*@yY}Q7vvW*(5+s*`j@}_#o!@Ba3+A;UcX@j`Ao{nN;wW89;>RC zK2<&wb_YwtDv|x8M~^=K_~SVPur4G2eXNl%>m-z5VuEgvWgJ z(ag1L*YE^HV(>r&W6%p;d+il;0HAP_Cr=4-faqXv0FJmm-FqB!^f50#|Kg5q+Y0jX z31Fpy5*}n({po{5&%-S-apHs{4?hzAQ6O5vl(4U}$ZN^`U;@&&@7f6l3`aM!RnU94 z8O^kd>R#WoSD#5!CiUslTMP9QxJ=c$b}hJ9$?&mq_3CGyd8W3e#=)TCWGW@mWz;0q z7FoDp!K{yG9WreiW(5rY9N4kFzWuQt9m)&Wr2u&2fOR{~!V(g202lR1hAju!_hd4Y zRl7k(Mnigo(PHeVF{ht;+QRt@D$6S{XL{kA37vqV1H?8u#Ne@^rlzi#@zrsPiVJgcvTJMWu=N^iQY4n#NZT4SuS>X| z6vXqJHf+FITvAdTQX$bm{1?|MC?AGviep;HxUpjoo_a8}+%`;*`|&@5NfIHGJyT|O zM%Kdl3;*}z(__YrEiNi7C$=Om?I9ae1cI{tp;f5%e1R&I^sL2`#}*|K@t z)~#YtZ1EC2?pl{awSk@+E*&O)QTe1P@*{gEY-q}Cw>RG&#tz+9jo0!1tW!QLt_GEd zPd7fU(>`5%KoRQ`#*aVjutQfYUk*&dB(Gp&pg?LP*CAa&am_}^?b)NQu71mwP3zaM z6_8O@W;P}d9B4Fb8j@p*_ExgDtFleovujDoglv7n2`3zS=%J!XihBHsb4AEKNP0V3 z8r4NTWM*WJA2*JkzJ2GepZ@G;tJbXI!EXpaE(=&_J+4;c))@z4wk7F|v2hUKLf< z+zdsAj?{!pH^l*7`(e&BUfp_AH#-zXa5` z6(>b6%?ul|SjPd!41N1^&pt!@6 z*bd9f_R#6*9$E!78zWjeMoVa{Zzw7(nmAz+@%IwjuL4WrwxsvAxCxek(rxb+rFl~c z78N`+*&?+}NGb1g;DCYWo_p@Fp~D*M>H)DRs@hXpHZRvM$`HX~vTcquLN;1dREX$C z#CN~my?c}tJj33a&W@di)@y8E8^boKm zX23{9GT7leqyk;sOb(ZIHFc`^G=?ws;Pyt20-`^Xm1b-o;u6;pK7C!vTWc~y@(+VW zWmVM&(`SJB&mw)AgQ!pIakQzhCIisz)wl1E;loKy4Fj*^Y3ivrC)ZPwcnr)C9bu8D zwu=c7QL^ydaUECuf^Lf;+f(8^h^}vc)?0Hr#xGjV9Y0$H7bjq$B)&we{WrB+4P2xL z#4l~WrEZ>P=4wY|h7O3P6)AN8FFJL5i~58zhp9wTsTD+Q;zopQXq%xGgLMa)#yT-u zEmjh+#10arA|EIq_fXG7fWqTRh0^mgaTidpEf}8&8yO|n9ty)0fp8)0Zw|nk+oY%|`S!c-lKzHz1Hj2I@~(Ira&@8$h72AAGb*}nXP38>X89y9t-Eyenfc4_U6HkQ28F2*seVaVd0rRNn^r^mGr5wW~6CL-lihbrY zpW&9cu_U5oSMg?bEiNj?D$F{fWKj2228BgX;(!huIoA z_{bxVv~Y_ABx#;WmaZ-t@&5n+AcPXOQ2dG={6n5`fyu31UG}o+1mnn|Ap^pq2I500Kn{Mw&mPf4GCcFpVFH}e$eDGm; zMHON)v8~i=N~e~1`i6Sei8(&&tTX9Zf{9B0I;5r@!@Rk9p(WXccEcI`DJcJc{F9$N^W>A{qsV|CN%`zz^1thvbul{={>%70WbhD1%ff>E zMwA@xKh-Hx*}QG7HZEvNc@egkesD^Nq23)N2#2>t8|T!w&)<#gi>}< z)*GUfU1UppK!ZBJAl>O_SCz61B*-6N3^4f+Du*3ZM4S}V04@GLl>mg{sTkuvbseS6 zv}lXtS!a~QSqTd}i0aEPznmmT+*rtzNUWHl)E3Ten_Xauv*60u?DLDs#`anw2^O}u zrL;*0&{2qj1W4}E?X=SniNqTaFCAJnK#C|fve}51hI=P-BW}ZUjJj{(0w*89Rn9CQg7>8m)N`bRUpZ z3+K)I^{u~pd&Ufi4bVpTF_Gy&yJ>X*i(>_K1NTK)MdeR__KW}g`+kKKo*6dT=bgkJ za{fu}p#YfS@zA4=oHli;p}S~;uM?MoPN6;75Ron0wvum{`f*~DpzI+0Q*f#l6c$gO zGzpLJUaCM{r7H$Nw`F2&4`>ieSJ~^LQg}&Lh7+bRBpYZqzy0lRL*)jwf(YE{wEjK|^T=H}(p*Viswv2 zt2nstEB5U9$KUV0^X|Vg-}fkrTE(=`W>X@pcwjzmJJ>n6F-IvraWRn%?e^PmhsT|B zV~dr0PJ(&0Su9AsOl_Zk{`qiKu_eB(Dk;Gp0O2uY3+##*FNsFrwB{r_sK!|+^$qpC zd-Xo#kVAX)C?*2{KR9i7q3(skpo5Oyo8F}Nt^}XW+fzuNT!)Z)!TF!L`io!00Y%(u zGffH`HVUv3ICx+{xzYyEFFI`NL}VTyn}g&h;rAijZ&kI`{RZ^^!sow$?}*(*%>Bee zGZl+Yw0KEDNL%JMvfi&>9|GlNdeAW$LF_f4*fwljziio3wj?3Mv_&>*qiiEcHyE$M z;fEc5>7}17EGnXx$uuPA3CbKVnsa7$Ht+O<_dfXLFMjd%JJT_66cy%YWMp9=*ODJz ztKd=55xaa*ysdw~e$CN`LVb_24TxjZwj9^9*eQgQ2?}lY%vmg)nOiZpEIEH&TBq>2 z_3G7g%(yY+3E^@4jjlAW7ljw_bnVIyr>Q9HmqB_UTooB zdKIbV6b)m7B13t@91a^grg4b|X+1@h8%+y<1s&qQJ8!@1uYdms^GWX>MM{UX=0Ru$ zNN5x-p_Qz#h?pizpfu_Rwhc~4qvv^P;lKa=@9(?sK7szT#j1-zFM=l$u2ssx2OmuO z3+#>vaA}O@uHn)p;$^wvrLomzb0qnS+*Y(owA;5|zmX${(R0BgAbF@Rt4V4m30h`( zWo1D@;a9%=l`F2kigr|8QE4*BYJLrJLtBTVBXg3K5mm||I!3sJ+W^oA(ErOmdl`k6 z19E-8qGVCph_mEJBa5vJ-OBPh8CL+*GiBvvbLPzUA4fUl8Dw$I4b>vy#K{7esTBRchkse^Af$#s@F@I%)s~!P#BQmCQh6v(ZG~8k1%HL zhfAJZ+9KlcNiX0Qk~|k8EXa!C!-vsLBm&ztv`&1szuBp?8(P}dN=0#OXl$sitsdBa zzz=S@G0Nk*@X$QMEFJ%LI+k(yqMn%CCIoD+GX|4A{7l&R=9u0H4P? zWCOkX_A@5!CSR17&|=P;J9qiY6>LRZPLX?F3`sa*=z#PA@`^AQ@X4$szJ+9b5?U5+ z1U@ksaWX&t_~V;z`tDDE{Iic|&#S7a&&$n%Ar06*d$g(D$UQTha$3&I8@&G?|GM(3 ztDb-U8G{(i1Ay}zUY!6g9b-E9RY9Oo`l6qg5{cN zWA5B}Z@v8v)xzA#Mw{YYT(Lw1O8`JgaWN|}DW&qXU8Spp{_i{AjvH)sFg{<|lF0el zF{N!yJ0)I@^tY#d11Vf3Ub6IVk6UNev#xY(#cuQ=;O$1nBvyL%>`7cBQqH19i|P%# znMfxL#3JZ;kj);TvqbVs&VI{QWeXbx)f2U(@S)@=Ah5g3%fLTebM3V^e)Gm5g9qC@ z17bzyA44y8V%E8nZ2X#;SqN}^V#7x2Wz{Yj87!GBQZh{8Kv`!t%8=h=vjJTwhrckF zlEraYLf%CwSsbZFws^q6VSZwZjf81&tam$0Hzf-tWbve|a|>qS0L4eFcyt6d3apE2<79ugHOjWVUomD|*q#bLlr zlKcS+>pSmGudc0unoh*!Bno7#`DorVk65;6_tGVc;kKJFX;RPbh0@kUg)_}3c7ROG zQbBx8baF{_&5Eg2Y22C$&&|nX3kcd@{_>ZPKKdvoSY$Gqg2(nB$oek~+~pPJ^a7;+ zFMa7tr~$}8@p}dq(;8$?njv@c+;h)8{`lj(K1_+C=<%BQs!Z|Ti9B-!LS%8tXD|Eg zNhhDgTj!7Gk2c(}G>?EHO_M(fIrNl-Bai(l&W9#Nr($`qig^<7Mk}6RCGXC&wEWIq zBDhPiqj1e?<+Ko|&lGe(5V_x=TN49!v zOg=nqP*8=o_S{(GXOzRXLWB&`|5v~IRkB9#Rpi?A^|AElG94dxCyy1hzx{;?0?c{@ z5r4tFMT-|JqrJ0L$F69GM_p4>4UY8CLk^`=#yegpt>Rm=nG)p( zj_}G8zEMGt%?`gXg0KU8px^)g_krTT(ugJiB1nc{6*EVxgyj4>k(_CYRT8XV)!5X8 z4UE9w-o1K#?sK2V-ZO0IP(&*(n!4ecTj7*)@>cme9RB76Oq~Cq_T~Xxh zQznL#bkoGiRo7G^b7O~w#wVPS$%J7kr`wu66sEagrgizo z1T1K!aBuo6{nLc6|cC%^| zFo2MPp9IcCWI@bzj;111*ogkJpYIe#g;Y(=O=NsSxQO84?c< zVqZ;lHOd~jqG>aiTyhCq3#gqDlQ_)kob6t`r;TG(PpH&6f%_|M(=3WYP8x)RCQdFY zD5xl}C@Cty31yR~nMUfMrY>5zX!oAoJ-YYsYLS%W`UX32IC}w)A(;$_P~wRR(ZTc% zbjlmF7L=m~RoHkQDDfq|KvxVc zGDmq`r&ZN83+69){J;Nu`IQ%N8`3li@{6MQNflVn*3YJ;sxv}OHBmptVMiSPxzAnR zyJydOkox91;uU~+8-!IdGaa?FboYB7en18lG#thXc5ubULX$K8Lw4>vpg$Sgn6euq zO_DHC+g$VBMxYX>H&bm&7_5~}Q$|wW_4r^p?%J;EbgrRN%GIN-NvW-u(CyVv+mA0t zxAD>~a6jR_6X<1+^mTx)B6CUtVM6R^NfPPHugVHSS|=W0wS6tN+uJG3%IM5Y=m5-E z_&{&n5Db+`f;Q`pW?44j((Fh>XlfxViR&p4ZdJwJG5tsCm<_f%9c zTIFVCpLo(q7hQNE^rLc1jN&BXAz)il!gCiwAtLv~Gzp(QeiC-n zZtEN+a9U%>+O%oY%$YNJ1w}KI#{O3M@>Zzyn=w8gsRb5rzL^TWRg>AzkKRJ%Pb^+UZ(PGpI zuNMapQUP1GZrS$mBM(P24=i7XLW`;?$e+|f*|*FcsfIW*b`su6`mOBKWa z!~5b!Q3h;cCp1f)ANls#4xgA)ynl7HlhHu^+}~gN&qc(s2gv*ar5TQ@4WL4egGlqYSoc0 zlwrJz?A$yudNkD6E}lPk-I^88J^jB)6AwP&q!Y-!Flf+VUNo}+?M51>Huf4i*<%&(4w$Rz>YmBb6Lwl{D`%y92C^|hk!dUSCTy@PCr%ay0qrv>I zxNN*fLwvuuWcGp3+&sz{T|wh^O7j2S(eyMj{NH}MBZ z!JfP5P-CcyTh}aYk>=et+Q`!&D$obE1zP(RfZzyV=~awG$6Z29{5u^cARO$>uB=avTD@6fV zv0?=rP=JUyXF8IB5l=B}B4V9-$| zTPs(tV!}K1)RU)9J9J?G-qKp@>Y}ohH97LX5@4C=d$G(r0(&87Pu_Uxu2M|?Pe1+a zYp=hyYu8Rhe}oCPr*dN!++0>xh7%tT{zVsG#2F9>(y-vNf5^zw=xp2)6hN%2gk!5| zFJ6-;szX6x0k8P+$Nw9C=4nntyX9>7P7r|OTd!9+Q7SRGC7#WRB5j)+6NCewm}4zo zB_J-yZkK0__OFCWwMhA5bM@Y*@TId&iz1DP&;4kkr5R|NjcJyzG1X2-xIl(cqfI4b zz(pxKHd_$v=wWhc5~Y#nVZy`-U-`;chYcB`-H7xsekZu3zNy=wL4$6->82@D4uTDK z=0_jx-dRcyB1;|GRV**74z(s4*~$cU&B$3-U(bC3^oJyhNO5|^kfB4lJz~BwVJJ^M z?_XI*usTPHWwNsR^zO|V-fh`(R}%lZ(s;C>fLO2@Em^vB+QA3&E*cx_b=wmQp*xZF zYTC4EH{X0S@%rFVrA^wF9AA5ayYkq@T<$45D~G0t<8IZ8RcqI5eE+@odiL(wqgSs% zgNF_sHneY_p7bd)sL;a2W3zMT&h_iou2{Zu{hHOAH*bOvj}zzR=9P3WQCz`|{%NDu z1_`Owz)nrjs%xsM^9u{EzUG?q&OV2(RNGh|C!YEk7rfp8#f4bF3s%?Gz4^vl+qZ5G zg`^U+*xn35Qi!YZE*M!3I_Thj{rZ`pz6OPQlY-pVRk}(zNU#jh0fIdv2ZRow4iJUF z`UC8HOAb5JBAyCA9g-GvA(5R7D90Rg3|#31SFsT>2wO-fmhK397iSbhiXh&#QZa#@ zO&S|MqCY3Z05*BbWav{4KkTq+hfEtbd^mtbV-aaI5v!oU%Rc<@!|BuC&Ckh2vQeU1 zxURi(w%Gi}RsjeiZ}Cdxc3|c(E9+Rs7%z=O(0ROSK)h&`JV}sZ@#|VTI(Gt633&jl za(?Y=gQ5voT~35$?Nu)9bu&z{>QIs=;^k=_Au>XkDA55BRtRh3Wu@bnlq~Homb2RY z-2CgVy>`)}g)cn!JQ4$pfnM1$u%1Olay1Q!cEW_cdGkhK`tQB}{t-veUJk>oHDctb zKD|o1<%C+&>1di6|0F4?xBBbr8kQ|zhM^s^+1u~Dvu^ELstZR4f@6vjm^JcIEi~XW z&pZ=YLjQjK=>=^j$(3Ybu}UD14^1735KE-!cCC`hn25t@qBq#Yncn5zO_*Rr2XNg6 zK@{w-L0j0_lA=gA`f_o@o55&dOG~DwI&%3%0pp6aa6ljykmhON{emXq%9#Tl@;Zz;{Uns+G~JL zfsZ2G@Zm?8;h4=bv$Kq+OO6tdua*`CyXYa)4uMzAV9eN_ zzWmiyx)cD#zm)v|(i(#|9}x1i*EpA=)ufYg|4;&NUIc8fyu$d-LD?zc zFPGm*r=-Q2Yh-<_+gQjz=b&L&NDo4xiotI%-P_l}b$w+2$&H{wag(Ux96r1PO4@HT ziAPw)?WQSS6eUmTcjGu-Adug^>=(Z%ZKLiH)d?LBE7u1fe1NHv*JS6^ba=!Z2fH1z z&afdvZ@A&c_3Jh)TCjj%ZDgsG(n@Ho`4Y0JxGO{lq>VLeRuOgg{PWMDE>4;_dGx3; zLxv0>PQ81N9w7JuA`_qDc-lXZ>z%tww{PEpxBw9O!;d~B!eQsGU5M<+CE#UDtc#m^ zjUi3qyaHZD>m~3PXq-rUX~=N0zu=DM&YequBW)E{AGX^r892@;5e_tcEiWTavmV2z z$Of#A_YNm4ud*)0!>uU|(a)7blM#W2GW-Ab9UmgdnB)U;8?* zt4#hcMkfXIa z*t{|&9tmv>z~=JU`w1r?wKl)fy1+3G8#-*tL6eU<`sm4%r}XXD7g>#_Qc+!H8jM!7 zJ+3SFv0oM80Bv#`MUL;)vln)p7him#qM|Z4KhHdpYvopK5VcKB3l=U|vv%#I2@?oY z7Y7MGU9Y|;qkAH{3-LiIPKgcxybV^+_3PJ@vIEX8`o8D@bi))l#x%mS_4#BW(dT3p zH0MQlZwUMK^}DMpMR&I1jWW(*T%!y@kp63>MX{kxri$lQ(FV-zl~9>-{J zoFQumbbC^9*lt&%0?1y@_(GO05Sbr+^wFF-b4c7P2jpNu2{*GR@;h4)_ z;*w$}#Sz1Yj~hD{6{7!uf%sb)V8O8nznf=zF%DB5rRlKQzAT!_3xhTgQOk^O?=uCa z5fx}#^(p|Ay-@&C!6e2m;;T zUcGzw@7u3W-#$PQiVKU_P0n9eUxNo91$F)U4cm8YBS;a~6S5aa<(oWT<_6l39bXu7 z2}>X~H97K5KmBx?rDQv%q>(YrF_3y{7-t$Wg&>g}sv40p1*@X=Xnj`u6&c!#;R#Xz zC~dM4HXMs z0I*S!3B^1_wkQs%|wmlWra;Xatrwr3?T)WP$3?iy!?Ls`;8er=HP>; zPMSDz(6AxBd-s-*aV~AS*u}V__gnX}7I2rN$lgtNJNV#(pqt!NI^P>^WJumZ(iA~n z&6~df1%TcM2PQp9D!)~-JMWu{z-HDQjo*MfmA-uMz4rnKg0jqJ8B1EUlKDfFu9!N@ zHe#tVptG8)THco3kQu{8g3J%}D zI9-xg@bX|>9fiWrNnd&OwWptcnw?<5bCmqP&! zY_GiX3P3LcKM-)!u2RS3%dDxd!!rN5%P!lxWy{@v{VNKFwcAlrQl*RoiVyb8&(Cx7 za=}+1rB&BdRaRAP+_Y%{vb5pSAtHr3&oCGjG|k08eN98CV<=wBkzMx9EI zv(nO1m|MR4-S1+C#3?~XNPCXtma+_p8EzB$4i9KF97_ANOipOQ=xOAZPIy#$A!RDq z0}wEPi$>$wE#SnQD#2D)oCIFdTM6#b5<6g#8!CYt#O0qPo@=gY2D3iEl*yAOuUWTt z_PjX{{`&!F2>_qaO@t7cR)^Zm7KAOb?@b&xe$<%J;3UyY`ALR2S|G1Oz~cM+lp!rt z%O^3ijZLBKOe{Kt!mnDn0$Wbhohz|JiWlih746wm`te5}opbit-HVHAY8p(owWJIt zTFdY$>sHz}Ay0~W{^mEoiAVZB|M?H&iNyl7)=))|ZwU%AyCWqVe;i*`OI{RngyL~6 z*R|YE>sUcqi8N#TFXy6{U3&TVfA~Gpvoz~ya9xT*kZr_LpbJ>KZ28~+e$TcooAU~a zcxo{Ks95{8FrS>f94vGujb^ib^sdrXQda=zehC`7YO6S}tSX_q(ElBPO-f&ijTcyh zUzs3+m;&<(@{c+0m?Mrn0R&1LdXJ>(Ytq_;$lLou+o+gB{race@HO! z4{#Ms6p;A{j-L{DCyMif8O3xVVYz`#Oxs9Vzi{I{Z2*6{PE|w?5L`q`kx9z_U}p%S zWb;<8l}EJpb`Cj>Y&V~Y`G|EQ1t9nV)1?6>DYg+U=idjX9BJu=jA5q@O1YDsBu0Y}~ zCBLRnEMf8jFo5qqH#-**M2lpn0<0KHC8^iLQf4DLiGh-&1OUR6>#Sj>x- zVTW}A6ut508w(aLG=VfBM{L8cZubF5DljM>V4n}2{w|{YyI5e4T}zCLPIOk0)q*c? z≠HRCB

8~4{lK{MELW2emVi`Mr+`QRypdvf!sH5;V;Ypz6=jGG3d-d*x7z!9> z@W6qg%nY$mG}bjB{3Gz$Tmc6RN1fE9(hBqq(5GI#dY^Ri$*;Zo+Lq0mPynPiX-VPY zIOtJLjg8>k7A{hzRmeBLdE>ZoV`9Dw#3elc;*0Oin30`B$))DC6iM4+qJ*(}aKzxjL#9lg#7+%OQI9=mkWr

aXD=WhHcr9g4VFHI^AinGZD+kk|f4J2qY zq8I^G48b{hd42o$Cq9u&B1aNVS5#cY3PUqo7`sb%GnHoc>YWke6XbB2Bz(7o0LR9P zs!DVWCHG_#4v1(i>;CGE;}ZyuZ7)uW_`e#$Da< zbYv3Z$txrF5huXmhaZl}Yn=f6ng$Mpx7lPgIZpMR?|cW}(E|@WfbSl$3HeEI6anrI z$0NO2=~Wa}6^hX%F)u;@lhZBBa%HF(S)<&oognR8F1^D%j>G`irjVe`2&EE`11!PV z{;#>_8l->WdyT*8R0@}L_%y((b?es=%m;-cM2cZ27SrPFtC!mevdc@DjkfBmQt>u? z$MIsET8v=UfNuvVe|0%AE!zjUbL4}%cU9btxt>pZthS&>+9+|*%a$&qUtro8IAB0= zQE`4=UOqhVg~b%2+Yz=1bFU*}*kSl`G5cfx79~~!d{~?WUD@fB>HmWpud8MF3_0Ro za`4jNEkWn|@&X#Aab-ah=WL-7DtR8~cYeE{}0 zZHt^W1?!uY@}Z>r!4H0bJMrKD{x@Ot^h!xkW62&kvpY8W|*cDwrOtH`I{w{IUT6=1-`#T`$^8Bc?$J->qeVSL!UdnaUQ zCVI%%fq9+`^tQZ$9?3;Q6`~yBp9fj=q|MGKw?U@?F=n&KU)_{N8Dg|)dHfgec_Hu-j0nKVAb(-7s-2(NO^XYh;yE)CAJL zNoc^+-ZSf*@E8*8~7=%DRT1`Ql|`e~=m{P^RF@=C%d+=xbHvRwon9pdK~ zUwrYnGX8*l@IhJ22cE)PzB7JKTn(|_&sB<%_6O}aOKewk2?COzJ2=gW^iG-(rbe3fS%++ ztoU5YX~19Gm{%a7rBbt`IgYhMR;=_Bilt6%8;o!4_~2kaK~%WKs1%fKPZ^tWi#@%r z+|)e+9Y6dXm_=I(`IG}0)ZXbbp3J*?<;s;nfDSqI&>@3{cD3rFk4rQ_FfzN!Dza>KWyJ<4L7N)s3;1m? zZ@?OfxM|WzuST98D5*RW8#ZetXTQ@lDhf?`J!z1>ni(830vtr zDc_ImjS=)tJe{i|?DT%oQtF0(ymJ5i&S9 z6CnTOYh6ukb!8QKpx`|K_>q~FMPR`25hIu{s~Q^Or6@61M02JXwsozUM2*khOs|&Ct`|aJ&m_CK$vprvcUV+E`^$=)(KQ}mEn&TmH()@zi>L{5 zLMvv-zXX)?ZJHE=`1OO+X2rS z@fFhOFm?6c24j#V`0_+SNxm}~9hg;imhO^d zeCQgEioZ{%zOIVq$JJrlGrow%H0*j^rAq;5Ns_>y$ojJGEs3_XQMIN6*zcWNCf;9* z*!L4}mtRuw94VC=--zpS#_XJ2{GN*zFJ8BC16kE2a@P`FQygOhCdWSMoX$P>-0@?^ zDsj{%Dp=0;l;b?8B*Y9+OgV@FAsNRl^E#IZ5^C+R?*H`eq8)ic$z0=6b6vZqZ^fF6 zq;)%9!9;N9juHriMh|eb_dtq>KaSL!?Icu8oE6#&V5OuYv5EP|>OZ1c`O>wrL-M)J zE35-<0Hs65w1ON2rKS3i4s0JVf6E?RkwlsG3 zKDAVN>g&pBF{#>lKbU+*Qyf#cJ?;nC4`H1bUU=bGzxq`YR*0w}H6tYrVc9XwRkE`Y zV)4i$kKhFBUQz-nU|=_vkyXWFL~I`pwooQ<0tj)9-IxlsfAVuGQxXOkSnsf6&0$p} zY7v#ScL&=Q_)j1`5!pe^^{&OLDEXq;Uk=f>OS+N;FN83vTw0F@$SsP5Ynuc+%Fzjv zY4}=(oCV&NRjXERSig=2%E{ek7vqM_VQf>e@~?FFZgv2YP5@|LX5ObnVvtA)%mk;O zar*o3e|Z1>_f}R`6m>6gq`G5D6shAO?|rM%(GUn5V>DW7>NFo>>1=F zG*DtMU@#E{iR(ykaggQ0>ja}cvL_q{LJS}U2Lcmo%$)9ui;_nP$>`vyhWa|NxTl(pADcfCt-%wXxTFOZ(t18Wu ztx}I-bP}c5^x9b&S0zA=brCc~VWD^pr9Oc#Cd9|Ag<6CsB{m>doDjtk8N)_qvlCb2 zCzpM^Nm?BdjyyxZxt!O7Vecf#JmggXM0DmRkfeQ?Tt)t)q-fh?I%fiVZ^nDiKlj|w z8*gNWD=RDGwCOc2@8fVJo{~l)&ys{tr*-;pKk&r= zMJED&h!;ZA1>nTL;)*NC^^0YZufip|SJqrtqx>PMP=`yFEcxd@{|Wa$B=P6~$wo;* z$xB}{1@YEbIo_bw`1T`3ltV6U*X@h;t+&+zO7R|UcTgVg9j%NxlMQCGZ3=Qh;bJsu znznxy&1i%j>6I-6G)GYNv3N9-Q@}w;iYVS;L|OI}EhoZmno(CGUVF%h|B0CA=ot=R!{Md{96 zTQ_g!Cj`FQ1TJy~TLJ)~Nt33WaK>qSw(e*$69a-RMGUA>DcclQu*vbC_au_#-;SrE zJb2|B){q9Akdkl05F--14+KK-byv=X0M>*xTukDI3(2gp&DCO@iI!#~?Yj}qU@%NF zZLqVp85kpqbrE;09O5&>+jT2iwW4@$U+|4-9*cvH~G&b5*%m}XI6#%A!mxeVVTX+$Kb}v_=g81V@OHRM!;)HERmH4;C`v{TR0Z(vcZD~Lko7;;fEbE?GRSv(sXUP z6*mSZOf_4)l7F(Qs6eXdnP;B4_10U#GO-c9skQ6Ztyr}(C+ck&K=UswC}iqHw~3g- zI(WtZ`_{KVfBEIO(TK+j8zYPU#IO{4Kj(YzQUJ7HBJ}wIl4Jz4GJU|Y-t$_J>wcN) zD-KVrI;D3h*ty243b2%_wpC9-KCGX)K>Uq}rnJnQBBU8%!ikwfU{zeZVLjw0J-hcv zBq?EXQ<26dVhc+0i+YSJ4r%3z^v>yIycX#JZe&UMWRpaB=)c=u^xn4!*9s-tS_kEe zNDAyA)_hkscy$a*$0oI8x7&T>C$G9|JLCveGsx&)e)eGRT(@}wJ!;nkj(Ig z5&Zc>{%1dF9uj#YC1jos^RM*N+Sf z7fivLPUtED_aq>P+Fvj>Hheagu}dX?U$hk7GRBv(@-m27>Cr^ulFS4#de!RHkZvtn zv~a_Q4HZTcpih}b5i;#koKZ~@2`oyTG#th`bkqFo{Gy^_=uJWROqxPI-zgKuk0sN+ zgsauo)I=XjDZ;*`IkX{?L1JUfvxQ9oX$d{RuYUC_AWT#Rx|8_4RM;W?d1Xae4uR*r zvLzb{VOm5xU_&9K>f7J?He6Jd)z#b#_a){q$|tD+Xtm$9`mPcVu=M+oKO%DlN&3k( zKsi&Q+@>98mH!mCOx^yqfK7tTUz;{;WY!BiGIO@fo2X)p+6@icwrnN97X={U)s+YZ z##*ktxw_B;!DbnOF^n+HY=|5tksD0VF-_J_vSD9})tw|M zm=Vr&V*{m*jZCGO@sRt8O$R){&cgJcz=jv>^-w`iYE0T0CM+K4|2_BIgCB+~^1Q7L zMpm+q8W%zL;+MGaqKoni3({@?UB!S2F)u_|NkN|%2}0q=AWcLXlCbbLS*VAAapkyDnj`tm70dDK18SrRyU4i!Kdas#t48 zcn}SrzJ@Uy#TZTC^Pm5`uxHXiY_N(ks<(pWV?TE1RTxsHXck^B%B2d5i;pvfeU>a+ zI&;>nMT-}$S-pDe)@?+Wk)aX^p2aolBi;i=cSV#BXXfVSu;6MV>oegBqsNS%IAOxb z5hJ3cy{6RG*8$06Z%1O^OwI}$>B}0W6>y(YS_U#ybmO_*x@9XdQGfX39~hhPGYGUv zY#b6np^X0vWrnK5h=BA@z%l8`Z@lqF_NlC@YSt0sms7OX7L-{M5u7MvW;^i(D-Sca z$Ni;MTM^o#%?0k?K1JsL6mKkj<6wI{wG`a}uoqW}0-%GBvZO#1-F9G)?krNb+K2cX z`TTU1?%hlJ_UD|_@Tl1$s z{b|sU!G|Aqn9kO~k|gm#yNpBvAjTYsD*&JolI}?-oiyXU8Lzzd`bQsruzMFdBx+Cr z2(Ao=j1mye3~7gpi#=LemkeN9%U63s<$+L>n{{Y&f#z$D`nOMKCw zMoZay3}pPtSx>MfUh%fMc!Q;fSd*1m#HzXN zZ{EBg|M*95zVSxyKK-ai09dXz!Ry+Tm;xZ*5PS&(pxxzH@s4h!`YDo$R;U~V>ww_6UL2aVM*`bF0f?9GgRwxV zI{{Qm-lP4#x$KuzqI-GI3`qbwnFi|W>lnGv;Kc zRX!iD2OzmlF0cW6hz?+hu|EWXHNB=0WlFm!0P%v9$o(qO+3eRK#XxpQF75GvFvv+* zb6!p^G!eUY?ELpX|H*`bjmz?+B;dkwm4L8|iV6|JX3m=Vhu{DHcYpZfupxu15I~KS zyuCb1BDMm=2NXm^AaI~jqeq>3+Uc`q&wlI8H{So?gH7u4X!;z zz?=jZnn~Z}g^g(D>DU|O@qmUmT53@m0j9m7gNKfvIR4mUkEUS$NAVE!g4i$HF@8>f z^|1cmfB*diIU_8dO&zdg3ud0T7bV10DlyM_LI?lGctKfA78bzW(|fJ$m%a&CUgGV~Lx6 zikbmm&at(g_h7(H?ni+4Bh z@}PofokWX>CC2eIh=#`IhWZA?aq%Dt-y2SYy@D!eQJfqc=FEdg^LN~F2OdJkBI-eC z$Jod5s>l{%9SfV`lj{1zAO1jfO`157xfOKN-i%#crK^PFS$=}i{+39DEghfgxATL4 zI=2-_`56yVoBsWxutYRU2v<~i66mvcq@%FW&~-EZR+N|H#MI|#K$BH9RqR55UJ%v2 zZ1>}N9OacMln-Jqla1VlHwIJ(=BR2_(6Rb}eEJd*q&+jGaa5qaKcJX5qGRZnP)SMg z_19m&V)=5&H!&CCqZe?WJ%bgUv|}uF*t-lIA7;B3UVL%T;K4ur$xnzzt*EGUcx#T( zN?Lvwy*E>}gxewnu)=V#LUCW5-RHI009KX|Y)r^J8U&z3*7I5h4!(>V4>; zhwi)YJ|=afe_!;refaoJh?G%PQAwXV@7!~bIsUkCMkWwyLD$(P-R=QGDY`Y{mCqCu zfIzR9Cpn+CEdTNCNZAyr93!wl#j3Cmd7-L~94n39i~CCiW~JF^E11ep;!`pq^^g`c ztXaLXyu7Tqs7OTo1eK(;`14pTDlS5U74PK%Z#A@0?4nxJ+TnqC=GkY6@pvgi|-u2g>`(11#8oT$#Zl*8!#j=yoT6 zfF~aA1qLIGJt86`9D_n(1Un{)y7e12fbfR*9cfKcnRK=W;0?FcQmi@=AVqbO60cf_ z<&wJByc89hG-=XjFS~5@5s!_#^i-zJ+?981rMEe2!tC|wKY3-Y~QkJ^QO(4ahGq| zx&`Pk*o?aBx~l4``o>0PcitK->}1!%UXHZgy+?OKO_)=A_vwW-u~)C2SS8txq+;;O zO(+`)-70mL_QFY`6Da^jwv#`R;3-~LhH^dnk&3l7ZPm`egn&L@LV~AueKAC_ z#03LubvyrS~f$}>3p%5*(UhiJLGPBszmE0iKZz0&|0~iRz*v|Ug z*>fNG&jWXccPWg{=eO;wX0Z0W1B;Nuw zgHCJy@A3n*Q(+{+PRZbfP>7)8L(lu#0bu}5HPx$Dt%8~jR62zG5-p$t@HXk$$gK^B z#okHUws!9mX;V6bwx&JJIe67>QP_nXJ~4o0WRQew?t=OM{Kr3Ps;hJJ^Bm>0(lw0J zxwyD{dHL?U?!0qA{{f%9^isU(gu!tv0+dZS6H8pH_x7nxgdFeyph{diD`ChkC z8BqFwW&Y8h&@FUa|HsaXyA}dRoB+%R2yJ!%5+e{_kiE>Ts<&<1zH8^sZWAUDbkzW` zTja*hkwZb5A|j(DgjTU4$>%MHV~1$0ZkzgxO5(3a22~C-4D#_;zVemz>({^X^2@OL zo)1Usdps@JtGfxM-i?tpss>#jjdIJ5e4v;n+ zNbx^yNuqcW?+M+NcSGZXrUOU@X8u-RDV8uw#3bBBKM-mWF9o<KCRx;C@4Bk!7W$wKWRJo7)R>(vl^MAOG)vNp0H?SUlZ---)xz{3W!Gd%LV|w;DtG zXIy&Z(MSIL=i6(ls)X~0E%DO7_5oSr8b8($#+-oz1`@6Q*T3FH2*D*6Uj(v9((*`Y z->T~>T?&97{gXn7u(sqtUZ z+(ddS-M(Y_iWQi4vU9SbWD!%n-Pgy;86UZ;QVUZNa<4s>5&l|%}ZIOz6Koo7yoRYq*T5s=? z?9{MCYhXVU$Bn=0$}5*IU$$<|x}5ABo=C2ji2Kr^>rzo1&D$$3>b`#6hFfm>4o0jq zPCconx*5t=2r**aUB`R@D&?#aiSQfTCar~f<)7e;wLF4`i7~f z?8~`bP9l%5cuM&#juC$^#}JWts78=K^a!#p{PB-}B303=$v zJ$-rqokNv;It~K@ErdkBKl|y=c5K@Qz)#W`EpyS2lv(xm{T&h?`c?QTB~RM=1Zdjr&dWBz9t!tIL!z~sk3h6U7GbnJ?48<5h# zy|!%mGBUQ1J)pvkFjchwTM8!ewE#-)(*YR|`Gcbo-{#DpKV$m4vu4fSuyF$v%fu?c zB8Rle1EA|51b|8H*SF8KgQk&U=8!`V0eoqh>@9&zd%Q0lTV&k{mj87kjYtLRL*`Gy zHnK7^FZ|2}E0?eM;~)Nro`d%$`OVvmX0Y!R7I$B>X5F`Lyy4bce}B=1=hQc3pbJq4 zh;C>CB4K+q6m3mx35pwdIbMukM(0!hdE`Hvj!Cx37TH6Naui!AwjM0G4FB)_NFu6* z=)Fk))Gf%L+itrJWw;0=QdX7-lv)ngt&njc^^)HQ=ASQr^{eDxlZ^xm(mquH&Fd$g zC_TuzVG{;xcF^=PXq!UPW!9}*2gYOP&YjzLY%kkgURPJoJ3=ua?L)8Ly+)24F=4`l zzJ2>-W`$^RhJU5mH6=ElXrT+WN%Zy($f4r%dt^AOx}gy-S$SDS_u^t+jD_9Ff3au; zibAg@QnXjkUj6#^!&t!MnBW8->A3DZ5pHSHngyJb0UXr+d+)smn+=wG(S%b!b3CX_ zDF;H%?3~=qo43rLyWr>}k0J|Ub3-$GX%90aB`_X9rQaZ0uR7sPmU~uha(OxM$#Uc? zufP7A-~4v#wypgJ^bbePNo}we*>T+NFFZ?FXTWm;!Fq4Tj3I-EWMyWNM$g&Al{QoUzOhiG?wV7bU)yXiC$^(S0kEgDwz8C+0Kv(i6Xz4t-hjhS zCH>2Nf1=)i{Uwc_$kX5)2m_GBF2UwWWx~ZA020isJ9qBtUR;7exsU4FBlc;V8O39; z7m7?(Syl7mi!Z(K{Bv{X&E2(oS0li7@TST^nNeDZAYA?@Q%glzITG`G)8G5w6aPEt zpo2&qb@2JlumpS0zY`|_8+OeifRl|brIZ)}8VpvtP4 zsiGj9!lIJ(Yd73{({};lUwOsl8JXD?6$oeAk!TJ{+H8xUsJ!>lu|&=tF#h62fw@Se ze~9^(En5ai2}i#c4Nj*vf@>G>56qsBlvE}y-6_wLoF7mqEX;Q^2TkugNjk_;fkx-bS>wA)^u zn=|C+<&~G0uUWg6q+KWgov(ejMf{R<(Z&ZjYwq0N{r-0=RxBgi07uiCRXg1fU`|*P z7B5~*a1?}89c$B6anirL-!bTSm2msR#**h0?u3aJRQftVFo#C+p0mF~|7|{3Y@gs` z2!Labmqe<1Q8&_>sAD z=a6s;sW>w;g9j-rC~zsd8zLRFZ~#s?1V$S6M-2dtzS$JynE(9eKcD?90kN0DXvD7= z!j&m|i$|3^Zbe=(QlJ*QxTl}R*@xuQ=2A0Kyo+Z8nGChFOK%^zQwC-}%mEpSzqUYLhNTT!y@c&wGBZ$bG&%M}-NtZ^@IV+hN3L79cIC?DufFo~ zOD~>s*=3(S<dU`agqKrJRb&%BP-sa^9TT455$|;5e0Eb?P}}RN%}JrF3g--mz<^%tYL+ zZVQyUt8|rcTC#mSx+i{%e}i@7b%b8p`N2c`t@JMfJu8rwkPeKQp0QivfceQA4Q7T` zO^_Ti0SWezlTJA9c(_|A?7Z*HRKmy(RviOvI970#-gVcVZ@u}>jvYH`!0?lX!-OLm z7Qkj#8G>=Qp$S=8BwCr&GfatOM#UGN6deF_3!M7bTyqTxWszotXC`5ka1zIe<0#oE z7E?*wZni1!fnKh}Fvn=oYiyo(#o;I|j?+qIdVkK&$s*5XQAsgjc37JoPp%}lMW5BS zTbl}rWQIdMii`K`-hIcPZ?D+B=exIjr(gd*l@*QJMB56_9S`BbGReLB02{iUe409O zScpn|T6w2?nYm1;33IY?XketaApa48zmUez3?xd#RHn9rp-04FapE&cArs^kt)9frYMjasbscr=bl=QD>pMC1R_uswvqD!EJ zKX~dvd3iYvb8ZFUPx=OhH zE&j4Dy?5VHHkzL6xGB}p%8|U3fSBc zI)N&Z)yWz%+r5Y(q^Yr)72#*(ZXbQ@(ZAgFmz675G&i}(DB{J|ZiFCNE1znLgjgwG zf>n8hkl>y0cs%vgQ}gG~#})APuYbKypFUhja!ZK{n6PHTE+LvE!x1nHVpYp4%Hh^Y5CNR% z8?&==6)VhM#f62qoB#Q*e{R{f2pL*QkzY z@EC?^Q3!mmz4jU~DzrfiZ`l5M?-mA)lF(}2J=?mRjL?pqJOBN_1DTIKMmprf4m)hz zxN%Ub1FpkYgNP{s(IQn#$>J}rL`<DUlKc`dvbr&}mq$>eM5f;ee%X-W)XO-+q9 z_aY;tv{ln|+)#$em}_KfkLNQnaNpOAWkVoxJuaJsZuuYq5kbO-rp#dOGGb>N@EdB( z;)M%Q?4N)Bd4}BVtgH+Y<12^9Y3pdEbO6ZHQ5c_C!I0(fMQbIUJ>|&wuF_S)Z4b7H zPXwSp*<1i>pPn?{*pM~_M`tNwNZwm{2r&gh;*UT681WauNCXk@lR9!C4HPm|TU|?( zBtzlgfrAW(jBfv+8?CI^#oU27!d-#qx#w?xzvK2hcJA5%M?5w~VyB{WiX??e8T_D4 z;haQ2^SmfCBy*WFXU>f`-gx@yrz7ZyAyB{}oZmYS@n_fDRGOL_D=VrhtI(b*5RA&A zWe-bLRW(>@#C@W^2*<@>h9t_@MpNo34fVA(wYZxjEkWQchW)u|WS5#KL^x}&i@$BJ$E0v?-~aA>N>lGfWC^^MemQm^EuwZ&T=5Xx9X4 zgEW)WKd7w8nnZGgBFN0jl&{?&O)+yNkyeMSi+j&}avhoZk-_b{63&fo-40hA7G=>UBLIRfct@Ss6r6IFpG z5=nx{1R2?|apU%F+lCArq*MrdF^9D8m?e{qHMAoVArs$y_uWu0mz9-sw}?mbE2tY( z02F|bN@$(s)&gT3k?%RPP`|(R)>{za0Sb~N_TCi80h5IxwQR(~)qto0?H#iM8LlcT ztIWSDP!M$ufDt%%9lwDeY8d|m)V)4u;`mph-pkqv67{TYsiRP%TnM=>U*|h z!VF0 z`RwGfj+I;yXW6n~!2%5bFn+?@BLa7d4cPT+S~eYlqvRcBWpkn|G2vrDFDoxcyAZ$) zFk<=_!agfNWkkLgB{S0~02I`@oLmT0a!HCzyCjVOe-ybx^aomgo+-#5Y{X>|L;$6& z=ZdC9(JnV74NF9Jln5nByc}iUr16b~2$K2bFMo;opT>#aLSwTgf9pm|9!p@lZ6ocK z2khCs=dNA5@3`}ht=qQ$?595&G8d%TJ*Fo|)Ew*)^v2~YSHJ;Ejll;5 zQK?diKP-^ZVS{<)1CHc(G=IyxZTgHFMCPRpTfx7Tck(2oUy?o3mpYwuHj zu&&Yt0n!1OADx7kUGE!?4&{MZbi&dBI)K`{C+1^g z@`sNaRajKGt8`bhiCb*O2Pz_X%c~;1paX2(vV~~B!w)?SX{Mp6fvcpGZ^&mymurau z(>1}Dp=c55|DJp9x&8Lr30BL?%NN^~HJo%4Y9QB*Z$mn%OH3wv3(PLu3!UJSQtJeJh++Ye()WJVFL8%Fnyko0I@+oF) zbThELgn(nG=dB2$JzoA0smCjVBpNPb+JInT_=4nbf-#VN8IJp18?A2DFSAO=9eqbT}%x+18=%`;GP+T85y|2_V{ zpZ?@$t5&V#>y#-|&N%&yBab+;ci%p_`MH>E>KmJR1qPF*+B7Aqc7aH#s6(6LnDY^n zgQ;f2hK+>0zxwK{_=HP$m9j4r5FL>Ak2fse6ai|=sIr&$AZ8spAQmD(g9jgcFr5wv zs6Bbdl&;bh1E4#SY*PiK^V?tZdIf`vgjBA5FRksQw|9snZDzZOk%Pf2lh$PWjvY|t zgpgl^4LX6m=NQsYCSYp4t=1gyzL6?An@c%toj>*oK)Xc`L3}K$N9Pk(E@2gcMW&oeE#F zYEz0|6g-hlnbew2-D3R(-a22f+>yf%;=26*h)#;c7iQLI|fy^P5O5I3M ziyUac3S3$?X^Fe=Q8+6jXW(Z-E@6G!)@|(P)uqK3l!@OU50?RAN^V{O3UYo<)QNyH zV4Vg0#o8^*&50b0kPFH)!258jy0Y2&D(BntY5zYrxy+}I^CGXg?C#pPiXupAnnQ*6rIqAZY#FcjnEV$9R6m&^QVHk?%R1866` zy6w>J(^YWL`xJnr5t;GKKCMyt%U<^X_)Y2D^8r|t=Rd7mm)@0k*H2W@w=j1UfU#r8 zEnKhwX#*Z&jDdL1nVo@w>V+3xy8G^Xm_-<-u(I3 zeDRto2TjP$%d9A`qgG^^QT9QYPJF4oI#Urn4UJJ`1xRe5vU%>g=jP3uhl7Ugg0)Qx z@}X1QOZzl+TVE7m6Y_wTeJ@%XaE81g!NSGJi?k_XhQz}}1j&xloyxR6*Fc!HTuV?f zhO);|G+8GzC#N94fYPT|-(katjvh4{DUBT2BZm(!C@fgHYSkTg-0|qck8&^y11A?Y zsl7L~h~~^W(E%QP^x+=8djIstKLqepQB{NVBO$z2hfH($9$4! zXj-hvri^Ner5t^j)GRomM46-+U@cm|f%4F+uf8&I($vc?|Lln;oY1#l-~8NcNMsx8 zqqv~fyOlTc&B{C}KQ&QPtkgF()>Ktv@FMchdhqLJ8AH$tf5s8J&^gf})cq7qONj`aeaM-o}P zdiAD_8<8F`aB5Tb-V&xo4p0tPAqo=NW$xSsfB*YEixw>`F7B?JI5Kr*J`G+-J6ep= zO4&r~@}+I{?3m)k-f%NMW4z+4743Z(C(l%%Wka0PM`-YpyvX!`$Tn`;T9I{Yra?FM z;G#1DQwQdXBa>K9 zD7_IA8O)yiCaj}ufnbCV+sw}J_e)4%-EqiZz&L7$#C%oW-3og3oB9z#g znyU6UrgW7q7NB51K)Xi+cNJ^RYFEifD8$=aR08f3*VUGZ};2CJ;XS&LJ^W5ej-jCq4xDRUYjxFeUw$KTF zCo6~A;jYZPbCI_RT4`)cM0aHs?{&g!YpD1*#UbRzijfdKQ8z;r5l2 z*o=*Np{_2HpPx5w+?YOndh@*0%%=)?ZTv|N^#-9cB73i1y}xwbmsYP{^}_QnL1s`; zP%LdA727{MiKNWgqA{{{wIfH4m^@|Dd+&cBSQ_?;(EYS)Vp_r>N;ur?HbX%+WBT+3 z^XEPC@S|s)b=KvVUp`{gh)A<*$KD`HP|l`lPB9yeu^O>Laji@v_95?0qW0t8zV{#h z`1{}fwq?s!;g#Vj@x+rzq9r9gxKJX9g`j*i>midhsk&Bpb((CRS3J=|@F$Ru#J*Y&e$of-^zNLZ ze4wp$x8snJ9%aLdT>ML+&ReGNjL6Y2gyxZ0S-TaLd!Bv%$@%l=y!qy9r=5QKF~=MW z5gt2KS2ZGLu|EenQYnIEx7FKDY2Z?1GnDs>d@mczuoiq-`@J`o;`ci*47(>slDSUjE4D13wRdGGPz!I-n9qX@$p)AOFK2{AkzCogaTZ8xw%= zWr=o8Ne%=Obr$prv_FG}3_1DKQyD0#Uwgf(s=}n#aQI2OUc^-!=VYBgTYPD_7+g7L;@^;dhC4v%%lqvC|u)Wj(;wHpKoYP7+FFhZHoEXxAg8o}B~C zG>+*kNclYb_U+q2pnd5}Um^mS5tYuUI90oruF?eoYQ?>(Y({|Ac9ne-uC`;opsv7z zKv`4Fgzaq!!WhFEFo5ABhA&^Sl%OaW2@~FcKshCW{KAC`fmXwyC)?X)#&V2D0wdAJ zjoY4k=Gpb@*Jfqq$jIw!b$p8SFC%q*V?78?*@dYKpY)FAFy~Fylf^Ns00Xt=FZM6-^ks_R35>HRfE9FzPw5-#p%Ij;M zefr764n6Ek*I$#78LlIrV7g66b6tw#kY9r!Z_;`Y5UowHdXS6Tsy(A9BS*>Od^$;2 z=<)(C!~cWV2s)sj|NQ4S-E_;MMT_Z82-qPLS>YvtO$Y=+oTWa?D$7a!aQWvy|GCe9 zZr*|gfNf|79B7)RutjqgX{$=|C^FjThV$z~_2^(k2q>qO94i`v(X24>J%Y0O^45 zI(XN3%#UF34h(6$t7yaQDPlq2{{6;}AN$7Zui?WDq7D@95v?_Gz!=-eM2iAov*)x! zB!E(|qXR*hIeYH=AHJ`(o1K;Iv-;cCXQltT`Z`$lAwxX%lvBr!8{4-}Um*`=gk_9I zEP&X7`H9dj<{L;k{k%FYHG#B60V{QJyxV><`}mfYi>r_v}GZ$jZoqEfc_61b~N4I~5#2XWyY|hODMf(IqsmdY@)C*8Wvx zMV+{TUEo=cgxGl88wp`f3AfO+#FmfDUsYWhalv+Hkr)Xc7X*4vS6)`WdCO)n42VZS z@Bw*nNTRz|;S49gpm29-DFMMp9C6r`NfR3lh(e|7l@*W)+{AO|&P9qMo08#}*T$gW z7bqoXFp0GpA|_3mG;qKG`=p=FVy)W1WAgJ0Pd)XF-~F!JkACzMhE293+M*v?YBEZT zm{-BEX-!TOO0Pb>uejohFMjchjKBj2miF$`o1e)0hE|B=8*PO?`<3Y0hF}ePC_>V? zTyqNw<^;nCS48M%M8XA~o15LQ-v9tbzf~Xu3CNGdSVJLu%*GL=1 z*uyMjp+4r$JkQ8eOJ+v&Tjcexe)X%z9(ydoyIAi3^rt_OGyr9ZpBxj6E_A>NCpg+F zzetjhBaS%oyElFJTF?W$?}Mim}?&b})6cLaf6gLw>C(Qx5vl zm%nuSX{RywKw%`te#8+FmcW8vdiiC*rpO%GSblP{nZhJiGLHH^C6U?gW#52D_OnDU zLijG?ptVbxr)J?#z!b8pV^0%D%w=)vDe(FQ{VGrl>zoMoDrk8C_SVMeCAvPY^W2=g zjBqA%{H9GCw`|!=V8*y{la4<6s6!7uWX$N%Lx&AT6A&?xInt&kp!kSKy>C#6BH2ZL zu(f9Ef!Acm8OLOm^6I5Dxy_rmlBQ?b@}+a<%v-d0@up21YHMmZA-ln5h>pONk8xM~ z@lc*>vC^^!u&-^nja4_bvY;~$i;@a%*AmO3V@KJTUC(RbcY6|#gUd(HWN+6h6yEME zH%uQfw5-Hg({@0U+tQ;+D-@ zX3d`U+Uu{+nLQhPAh-zL0tR4{?8#uYJ-v((gLDQkGQrC@2v9(o$CyVjH$! z4A?Vg&Rnr#g{5drZfKw-L;pW+{5aeNk%*1I_;eNT{4HWVYCO>(1O%fA{NWFOc;Wfy zx7F3*KE-ODk(p@`be0z(LVgRlmZEu38b^#Cb>-DpU4H3j2lVYnzZ*Gh#6=ffyl~;7 zEgLt|4hgY!lrYZ4i5O-S;IzfXMY&m7oGh48L+F^@g8Y2a@~&OKuBN6gVtCuItfPop zCzZ(ZR-BQ}!LdBu@L|Kr>04P@$^Ka4CEh)8cUE#mcruzLWE{-cg%@6U>7|#B7%_s2 zLfV72gARH3-G77dlsS~g3{z8KCM`!xC*w25`G#SuwxXu4p&oz5g%@4;t#AL|v}sc% zvzRia3k%Uz_C^6njl@6)eA8YyP-??Q=VLb5@A^qv^cuQl5Q7eSG;L)a{(>0Q7?qX6 zxPbxy9uYIlwyj&?02NEW@62YJh)D7*CQ+tvBy7f0hOjiOXv*cE+=Mn~R~exUzAjs~ zbk?ko7}>LObBI{XP;Aul&?4Z792xcDMnIudPCaPaFMjol(@sAP5<2;by$!G-lQDYi z*s&O`|M$QDJ^bK9>(;Dgrr`%)av*OAq83wjfViQoC6iOg9l5eCc6+iS;;pfladsPQ zD`9FJ%M(j7UWq!h8UWLzP29#mju(cLy>YOZYHnk0e|adSbQI?iVGY#`I4|D_|1B@C zoH2dItXZ=M4<0ya(!{A#51KGx{D1)i`}OMw&vzVVjKU;MJJT^8!wTH4mTks1##K#Y z6gN3`Jw6`#u#rpG5wV4hN0I7Y5}dngv|5Vhy6ypT~0P0MtQ1>|WCA zyz|c`UUSMplY95-ZClWxhaP(T3CEv)`sx4p$3LEY@=1)N0w4j};dYBSq7G?g8!=KP z`;e32j5E(Tbm~;DrxSV%q(j+S^&l5x^gm%LdDqU;=`&_vlEBL+U~M0LjMSA7@X{11 z(5^Ewh-Ehz8=D42Y#UC+-L?BXlKMWp6rUGGkWrag5g;yr_>Vm5s7D`rjBXZ<<&~6j zPM8X`T@o}5pY(b%SY3F@#RT$pFDxPn0R1{EC+DIIE`SI0w%^^hZtc3J`bKh6fbJBl zf|x=0Cjz=bY37jXnmeK~Yo(RP8e${M&6tpxVQ!U-7Mu+$K%}{e$nu;lNPMzbWM^p~ zig(=kw?{J zY1^Q<6UVG)hQn1gRUglqwPy7ieszT4#WC}R(gM_`i1V1~sE)Z60)~tH{^;i4$?K5oH@Cg$pOq@6o(SgQOYzk-) z)G(B>VEBO*&JyoXR$jJ;Np<(`ojZ1Nx#cUCuU@?ts5eo7b#=7>x=<4kO>(-I&svBgtleKJ4zv17s+{PO;+c0Rd(cOyC8R2^m_-A%Hz!4zV$J`o zaULO~Wj!Pw5Vp}8Op#Z~3cI*k!g6%<0CSwC4GCu32FZwGDl5_i6IhE>!m*wYuG`eu zjPzep(*4G7eB;WiuNXFLsI4`tY=FHv?zrR719|)R-+wXa#{?v0I+wvQZ|cp<*5TC;lb!i5Y7xP1`c_%WegX4Obk*@LGZJaouV%*T8+ zS^89vo#j9+G!fgdEte(V(e(I%_=uZtz8QJ<+2@{n=bg7VZrW5|SKHLkM8Ft3)2YEw zVO}A374!fno^%r06z!z4wnhjv!I2_iUwh3pSOiGo4hb(Emc~FZmU3vMVPmFu*;Beh zUT&Tw*>w};|1zy5OW-{f)l~}@EW|spc*&A^b7p_kw{NeWy>JLX=ZZ@Qgby|V%^W~6 zs-AR9{uoAyFdH&-D9In7|CheNb}Kb`X+2SdP;Zzcic3nSPMwNwbJ}UAaUgvS0FNjn zP0X4#HEwof)aX$x$DMG(yVIkL!!Qt3l$UXFIUBu@j#^k$G-3Ss6HVcS^js8Rq1E2& zq^zl{ru%sbHoSZ~9VV)^7yzBBKByC~>rU+i=wcdeH_a0BB(xYkdi0z&?T}}lc^X1J zM7MbP#%xfQp#^L`C?GPJV7YHmyj`r?=Ibq27+ma=|pRhFLVsL&;nHg8Ub_f zRaabn_Bm(qwXva@%@T7)vB{F4ohGKaN6#LgyW$HCjg4eG0^?MKT%s%jNhH0vni28I zdZMiq<%N1sVzRQ>^ljQ;3b5(S>`V)h2_nFjJ9k-;4_gAl5>oixv1_6R z7@iF$H;>G+*`%#urmU%{UA1b}+O_LG`sgEsKP+TO2G|9ej9H<;E>)0UC`oB41d1Z8 zBfe4uu)%pE=1ny=)YoEZ=GE5LmX+-xke4<{+CQX)}OOaG;4K*aydnl+Oc6+<`^!h6Yf zZv>~WV0IljV&v3=r*Z>=zWB6aCv-x%AT5a2SXomIVDh+Qk0np=MHgN`mgvo!Hka+$ z!^liqVs=2Xhc^OL%*aur=+Q{S5NirE1NCk=*=k5peeuN?Bbq<`^waoYF&F^BK|a1! zR#h3EvCL4I)@vM19OAm9r~_$~@Gdhc#)7bJaT);5yDta7hD))o($#wyZc^kZ!(XL5%E1ywB-QBAqx$#nw`J=V#1VvvplC^xU^EQa zm%zJ<@(Pj%Ro7IrF%4ISAT{}u!^XEDr(N*Zn5QD`q|GCyZq3@47{)<@=Tzm6q0GyO&5udA;!=A4wHy;Sr};#ei1VuXk_QLI^fB`d~A)A=Qqb3eFS$ z(0eE}EQAQYqXbac2yg*xLj%p)0IbCxSyx*}fj@+e9KaS1;bfBki&|n&QW`mpj?r3Z z2gY+?-fq~mF^7e3S|JgMq9H0|Vj6y>M9ZZSa#M#Kdf2tsUW4>c{WLbY()KOail`Rc z29h1Gr8#b&jD9EE`q*-c#{b{*9t!O-1nUINL${jSIpE%P~&$KKdl^nBU z*RGi#&myXl#N<33lxFcodN}`C{vX0O<+e>WVq3b3(ePD>21#S1n-vul9(CkVRz9Zo zBpVDxHqvHM%4v$mNfmObWn+b*6{9VX-V1{_S_DzE@4ox)n{U3cY}xXfS|~43Z>9f6 z7!>e zdgq;YUU}seplF2Z(hd>yc?ue^_{M1S+&1=lyp%}i98Sx$G)IyQ4ig3q2}vDA;*diQ zL2BoI1gUSiVs%Vi=0PKhv$}Lq6YiWfZtPeV(KC5`ev-STWl9AyxN#mC_}llzb(Jm! zKx^F=Cy-923+T=#_A8|Vonkm`^-G$V!ey`UlW?+zH2z z9XHy9fi?46!sJEDxCIcloGfR+pn-UD-+A}lm8(}_iS}ZPwWaaV_;#C_|GLTC;0Mk+ z5{=5uF@z(>BglqXF#uJ9z;g5Ru!jMbfCK|ucr@NIC$AtM378A=OAh}Nf0mh@9X*ec zWI2#eNk54pS0dL!G1AgCt5@H7*Ii)WnPZgW6JD(rq6N(?^Nm1I?4EX=eMJV6rx0x? zy*?Og7@~4e9G-)7%AH7I3S`yIvg34z6LK<^QgxsSTUvN>UB zMPZe6t;VY+RjxRj_0I`RiBEbAFKyb?X@?(vI0`_6!P{7BDFHu;K+dz#zqfDSx^d$= zQ#15a37U~O&iJCGYp7VE6KXohy0v7mlKQ94(JQn!aM~8_vQK?OJz$balL4yr(i&PA zM@Fo!B1LOy9)`BxXm0dhR;X%;0uV12g_b4S6#JvbOCo9sO0n;X-B4P?O-&rdz)KT4 z`<$~^EMKu>`;PUSHm%>V9+v`*lT^efoOpb{etpmhOcz!rrJVz^A5Hg}=bnGyKM%}! z|Gl!(-Hfit?xIrCSn+dZMS0?~RBT7&hr|STvzZ#%N;DcPWK@Ng6x0M&g#S95?Z_I8`)w=;dB9bn zwrnzBcfWqa!^fn5W@6?)0o(_rp_bj4&v;W$JweD)2#JrXo`^i z89)m+*(5@*_T&zWW#Hs5oR!7BIVQ(2n?3plMTAtv5}*aQ)pw@M7Y7Fq$#E$NG1Rln z>srK_q+^VVmH6#E1(+p*Vvz~R^#kpUm=cxdA&q>St_4ueqa`@fAqZI0Wk6k{4Zwp` zSysM>QpR7@n}S+^(XkHb6!DCvAOs`Upb}H728I;jjY)s=YVS7u86aEVeuJhSd=Twj zV%jCnR+z5%&`P7yc+WsT89QzaZ2-Jhetv;N4NKUr7HTQ;;-mdBR8v<|TDnUJ)NPQD z)VOchwgJkvjd5DkpgFVW5dKSJc1>vk=~41&|2a5G1`Oy&%sM?3GEkGq>;Q%UCGXcN z;kxMLO5)dJhoi{RU{qZ6ixB9`7BOkdAx`Yg@vq5ftr-RphciL^35fn1H*cb4);Bcr zF2;`=ix$Ct61PMj#7t6IUH$L>{QJ*;{L}h%>q>g|7&v6GsL66UtzEjS!>Wg56NC>} z;j~XY@dObjfR3)c=Gs1e`w*^N*Vv$qJF9f}Zax_*8QX`LLf;%=3hTuC%A;Y2VnDDO ze!}`>vllfddMhT3+Q!;=@?wEA`GSZ#ARN4X_upSNmaaSiNz;4Tc`-#rKzAnYpHHvh zzkLgmN>NeCxUu604IEUuYd7{C8@8Ab{fy9$ZDZD~Sr=Sz0TvWS)ihs*fP7Tc^p21M z7((oYvei5L+p!))F}lit{sZ`h+iP`rveb%5=Sb^X30l=7F0jR9Op*Yyg1o|$PdWMI zQ%)T|d?+5_KD~P}uY?Ub4Vh>#;+Q~9#qOL{^bfCi?#4QkAeWR8)+8v?HCA04plWuI z<1_*dmtZ0k_RWnOHr{j3-yV4ILDT^5nhT12V_N~2kxa-ZRIfL-wT)f^h8;`(V~TjC#0SL!^*=xG+@wx!9#`^W>5RN65Cc} zjXisG?}4ecsK>d;BC-6n2aUBy!`4kcx-RLlCxe=<&rA)HnhHYG$~>)xHkJDOBC z)`twX6SV_RDJsW5|M}0K{P@RJRh0t=4dlfOZG-ZXSR`^wGKvxpK!aboYSpc`-U?6M zcfS39gNF`jHhqbK8yo-i*I&k4szfI*iodRs6gOr3q|N*^YV^p1rc7C~cq#Y-*wzGVk+3j^ zGOQB@KqeHJSxjE9W?7AXRaT<+Tx1gX1DvAmM zGAh8f`V%?xRWLbVTfg_c?_ulu%U}M2kqpx*+tC4p-g_VT-uy5m5%Cecd1I0Y$QKME zjnfkH$WQ4HMOG2>=$ft;d$j_1Ut{3QFj`KXHtnb*j|6k}(km~KQ;eU%JlHG*Vx0Ci zPwJiR()J8~NKwpsw8&(S9E@=h>HpvV{x@)-Z-4vSgcVZN$l_L)E z?6gA9$$Eyz?SRqLC?^UOny`(+LT(@#4)ALhAP@;F21_U8<>;13OJ47db-l^6%a@Xp z9)-ol#ylL04Uj+O40A5r^}KV=m1`e2s|f0TXppx0u4}Vqi86?lFKYI0sH1uhnR3Y4=bUrqnP-k4I~v0w==c>Y zmI0#4EXs^Nrl56HNV1|yeXtp;`k;XWspn0bH=`#@3;{Li?QUX3?A5Cm=zLgEKqlOD z(@m(#n8xWT>`c?;tTwn%QzUGB?zi85o9NHH{DS0j6`wfQICRjUfn;9-p#%)d;;_?D zanry}B=meHwOIKE?T+)0)27-)o2UXnMXqm;m|0!oJpcsCLptVt8ic-!dltoe{=$X7 z``zz$?AXD@nPF<)oNr@oO4&3F-U;Z)%X?Rgzd+jy6B1lCD zro3(mm6H;F4_`pLTT@lsd$&B{a=&=BN+Rn z5BXKj?kZOi{et*kWQx^Nq&s_#6G@2R?hxBotz5Zm#fs4*M}+b6i5l*@UhW`?;6RiM z8(ODXGiOboKAnxy*pyY?Bf1%-R*qE;Vc&F2$=+p1uIx)=)t~7|)B^bvhOUj9HqM&$ zF$k`b;_jRmP`(BYy`-f(wS||Wcs}HOF2}|2cq0*m>tgjMMzQ}Ummv( zUF9eQXskgz3zF`P88g@oNf$9K)~lIoql=i32?WLYP~5$HM#w=*a4e2Tg>Cz?m2W6% z5-n|?p?L)6Mws$`^XuQdH+_cEDr8a}^J79GfLW6Vuc@gTHgxEXH-7V=X$P%XxvH|V z8r6uoFQI-VWEWD^Qrpls-FfGoKl;&+$l-+t95p})D+FRe*_TEfy^rS-TWMy|jyU>x zz?z!s{{8!2ddX$K`|a<3`r{uQf85bX|EQ2G9M!ugGDA;kIU+&E&jg}vBE*v+=T2sV zLs!=Ef6ongkhCbF*Cjv!AMCGRfj_W z`v9jdju}U7a|%*ARlw4wXP5AaH{N{X$3Oltc{j1M;t1ysg^R;$8llAUHZ;NSGI;Rt z|NHiLNiE;dSWiHw8;NE;ODNV*y;Koqe%5(LUaJuK@s@AA@y7rB=Ra3peKn-l+y)eq z#ElxB_ydL6usNFFl>7oPWCGVYLWCBX>r*(nT16K zts2tA6~GA3yx?!}tUM=}V)v zN#$hseKev<%S6Sc&~0&mz)y-J!k?2!+)E*a0LK3Xg@uSs&ph?i)6YB;jpK9(I8fS& zN>^f!=YNWTj?f|RzyF^vz5Eh2L=1vR^{yEG(R4i7XN6{Wa5P8KP@xq{O(xUy4m#@E zb!%aKFWtQdx-D2zm7NX}Ju=q>?=@`5&_kvj%7aq_TJHz;qWw+>&@D>hm~#7*RdnUu zX=4O|*@xGE3#@axD>(zKO+)~jG`JD=@g5>IEZNX_c6n>EQ4&b8PSnRA{_qE4RloN2 zul4KK7o>_Y4C}U*R3rmy;O1TvpG1~cuGC_YPSC7fSzLrtf&4g%>LAh=I-KH?qN9#H z`upGi{vZGN`)jVb5;{l(!P*)cP9sMf)vsA7y|L)aZPS3_UqS3AWx^TtK?hB~@y2hQ zfByOS%BVNCP|x1|rJZpJvUHIVqIch3t5&VN^;fr|juIPyO2+G^E?_DbRJ4_flGQ-E zT7sq+>4%m89SZy>JO$0bBqy?smQRVOV8!KOy7%f`x^u@be)-FXANwzAXGVxP8G61$ zkqCD5)vT;=>8{dy?z#8=`~Ly)Bc3QKM8z-_5si8kkwAZr68{xX4JK{S(4kE!L=B1B z#Xa$MxZByY2-TiV=gbVjO=JTn{10mmQRGkH^pg&rGJgCx_fy9FpI*=H_#zoHNYlbLPz2+B!(t&;;T$57;Dex^o<+7{V7=BoXSP6v+70!m(%2Baa z=91SJt3Ua4w{G3?r$7CP#`)E+eia@bjv@h_73uj%(Gi=*V9q3(ro>zgc$qNG9yE1o-(I~r9JM5vzfD%8#i+0fZQHpG3Zos{cHnZ9l&m_Aic}s) zj0pI5a1aDbVHB~L7GM=5;eyV2*Ur*!e)F4fy`hJ|wc?tT?}#{Xxge8$_q*Q(p@c+2E?!UM zuNMQStihdhUA=nuE-5ZfgX_bOJ8$igC3_m8%&&j_>qUze6&SC#r1T0pIU*wuIBC)( zEZLV|b}7<7^*~TtRaFJFHarUi=SZ+BuE^ymlJC|BFyIuNSztovop;`$haHY^i?o`Y zm9c&Ni0w3T1h`ztMOrhU|G+O@|E24$yJq5~3A}2gZFE!|24Xd4i%;kwotl-}`Aqok z1ot9%Dl{mtKsVof^Cg#D!W+a7V2OR=hsuZ{|LNPmAB__ofFNvOGrSj*V^yKI?mMfj zZR7YlI6VO&s4hH9aI8N?@hrIGfR+s$GK`GWzx(~~zWtr={O#WR-gxt^CCgWA-m-P& z%2kkt0Y$s(&fAgx3k!=e8F**|DXT-=L;4rAnE`i z4CyeQ(L#!&6kLqNupWN+Vc+}S_s=-}Y;+t#8!^HRTGH+F23DP6Y4jxbJZCHddn z*zgs%o~OCxtRx$AJi%5i)DrVQ;*6PIJaEidD*+zwn_YQTY4x*$NxlQq$9(e04a zN5_4WBlZ3Sm+4AImdcQaJs9));9)}#KkD#zX1rTnRg;yIE!2Qsqy;NhYDa)ry?Qkq zJBSoa?UGc*O7^KIkwF+LE-pOb_~V~_<{1*XBa(}?)lsqY2qCA5QFIJygB+*Gwb5|K z#>Q=1wm$yf|GxPA^Cs}Csj9jP_%Gm=%#4h%;Xtvme=cirIma-Kv&(>i1N-#uYacNE zfJ=WIoU$R7$Syo7(*JF@-3DVi{4fZe8tGqa#{!c~n=yHEs02j@*Q%Q8BMv+KXFvPt zsi&Q$T~%GvfO96471k=^8t6OwI~)?wqeC&0NJGVEHFy!rA{=Wjp26jqGTDO~7KFX> zk1dLO5-5dW#}Oqhf}GRIiZFp|!Q#j2L$UCY0I$JTdpN6-pFvYs_M(C}2XX_8i)%Rk zs2dKzYb1PvVVX)DMHqn(dv@=Elm@lXoP`?lCV{rvnzHHbvh(t}FrFAxtXM>$wvAQR zsU_|~DJ>~d@hWhj=m4eRyzJDhyFbXWhB;RvaJ1ya3&4reV$i`*06=1#b;en}d-N!)tWc&T9I2H@mItWD z3tYZp#oO<^TU%3CQe4F4l8ABG`jv5-_3Y6Tes*ZwR_3705G#9IBqmO>4M>TDBH)WmvG?M-$o!oh_pkRx^zSN2 zTGe$mMFmBN9(LHUp~L3RnTI|QFB~XSY&0;eCLetG0inQ5?bsL7Ly2%8rh1(9(#4g#AQ=^(zM1d=OB0iL4g(ikAM6lm?cyfWJhFfFZrWQ3oCt>poYro zs>2UG?AO2g^$91Rh=kry+dy(7bKe?1br$M~rwV3}M1IPUCF&|SJBJGrB)VkDVz!~=w+80XXo?I7V@HpkFn)sN7K^(*6;PdSu&9~< zJ1%-_;-D9u2un_N(}{DZX%CXqZK<)-D8Yv**QlK>kFqLa3b`+3 z9|>m3dv*MYuFlsQhffLN<8QN;A6U8Eh1C zQAzi)W5%!*6(Y?cK*X#>fpkvH_74;M?|=V$TpV~OxGvA=B=VMUo~UlnEmB^#=b*`x zvHc%=!f^=1=rrONf%#y$wwc33_;|&_3Qqhz4L&RqR9TZ)w4OVM9E2l2^2A7L_xuvJpEcIz!4)xLbG}Km6yK$@~bYLyJ~zOKDHfw!LD6X9VbN+lf*>#Hu8Ch z=M$7b{z^LBgzvSeF8(k8Nuwm|GR~402yV~WXP=Xk8@uJ^ThNM&ii6!C6~cd)E+L|)RRGGgBYL5%ywje0 z?M-Dv^uWzJq(ow&F;8E1r@gc$aJzs9J1;*P?MOB~$+1SVwC(tr5P@_6p+#+im7*h& zLaa5l)ws_0+-t9=pM2(H zop$lX7el8;0k9Z7v=XG@H`s~kn3zlHhO3>{0G0H1hf$-p+is-5P&(5FH<|WVP5}L5 z`+xZ1hl&2gRf2N^Y}^!FAubB-&-t@-`LZ2%*x|2#{p;BM_J@`O=yZ5Bi8MJPwppwp zUb|xDax@l)BaDH~O_e$+2XSHo_m!)x`%WycDibCf7|uyJ#YH7+M{B!n_Zzq0;>C-< z|KW#u-^}~r2SD0_g$oxD5nfSUU0YQpiQ@B$ipq*hTO-0LqC*|@Nz|nJI$pc>=uuW$ z2BhxYtIvS`{d)KA1?ikzNxl2@8a!w)jE<#CmV7>E4tSlp>8KW_Re|Zal_(b*H$e`n zRc055ZmFtzS<9qPUl81~NxIE zTFsRW&9o+PRt2fZk+RJnsBR+}=sdp=ha7Uy)>{s*OEf@>w*zR$EK~7TB||}~rpo=j z_g;PV)v&HfU?S8Jn^nd>e!Ojjfn=hbmn>gSnO>5d?lX2Q-GDODgbK9~Dqx^gR#z`x zyr{ko3obblmBdq9rHIz#l|T;iHkvFz+7<4T#|6zka(=nR;7#GqDj%&5rGt+-oKDuo z8>pN$Y{(WYG+G<4tE{TT>@5X%E32wlr)0sBWy_|$^wJlfeqK^o1PbS1+o;pTL1Mu{ zv2^(wqR)T%%U=t^1{ePKVZt3sRd<(Cc0rp>n7(wB9NB8Wt7 zWaK8-#Z%wVkZkDPr_UZ^_I&T%_W^aJ*5P~FGCQrY(2^Md6C_$D?>-EE$StG>0%5F! z9i5|q<9O}Kj)H0VqmMq~8@#l%1Yo8ugVXiV)9t9ps{qT^0sWYKfJGxVIN7hM_0y0MEm;;zRcF$3IgVO!PJ zCOC?7kZTG0J9+N81}{3SH|3^geKNDSsHj=;9c@j@!nV;+fcy39H*Va1!-fxQskmy) zcsOcIh`O6ZM+FsP(nGNUi-Xy{&K7$LbIBU$$rM%AG7_Br+)QIM3x~H{9Tg>-2a9Vv zs9Y1xdJ(XFrH}Ou@m@XqoOAAZoOkN|_f}U|cIwpG(T<0CWn&wZV}wjlq^`OP9iXw1 zU}CCtNj!j?y)4VNwuYS~=rHJ4#~yv`xAVW1+GL$fLMpi^c|lS>2;MB8K~{Wmm5_~- zv8s*7ciwfEvnHK2Y}haqMBA7Sj96f^GU2}tZ)bk;$&A-uCkv1`7*lcrrM{dt8cuy< z{m>yp_uO|+Dh5_nRC`^89lYhP>tDb5JlA}W2?U3Vp+9FI9)FZRju z=j``4>kkN#020?&lrSUgG6NI(*M6W3b`W zykeWY{PN2&fhUYW$`DPX^~^$<#7Wg5^>sV%vh(Suo!-A!pDKyMY=hW@mI%NdV?RVD z2p&_WOo8bkg`#{}@LcaN89z~rmM!g4-ubLQ{Rxi>C<=`TaugS4MQGSkQ)yM@Y7PRh zS}^5j!R8t9|5Ex%@D2(Zav}WIeiKeWI?mJ`U5mzP7e5&R-qT z*xWGSE$mxhCBJ|Lx%q@>cz?HTRewVR(84d`B8*lRuc?h!*I>S1+a!S~w2m&3bj2!9 z4;^ArO=`#lol04dMBakq8LV^)rV0f}G`H|l13+iyq(3HJs)IE)paazP?%ik7q_beW zFnQ4cEo;S&qtFwxxk^wnoyie}s?8$kjqFB5vG26g&KF#8!EU?kf^Ww=v4XBbqCOzDF(Vnh>94-} z&AfTJ!FR`FP1ZatXuNyxwfFYhZ=Xyg{pw029Ze|D!7U>wW#GVpxDZ7fm$K!E|1nHI zu>{X4wNr>YmtUw&Yyw0QiDR9z>7+NXj8>JdoDWVG@`hhxMjXe%n)v0HU!nulns4)U z7#NDhrF zCAT_dRSon*di&5r525Vkxs8|#dM#c5qP!Ue#T{0IXbw5Bwg9Z)4;f4-?5&{

txG)?bTQL zR^c0lVNZE>+b?#YjNlf7x4?qXxx6#lsJ0(Q^pB1z%4BLj@W2C4KmByAwah?mBqVus z2+Pze>V%sgd+f1WZn-7jt4&{Pn~p>hiQ_~2+M4`Rr6Nze?!MwLl>*-Fxr7diLm9U0DM#w)jX~O4><+Xn$u0$M!p7le zX1CpTJOBLi!3r2!Yies<%jjqW{&$R^0>S%-SwX!gz@HT274Efw7{ps73CPGouRxAx z{QPI9o_>0luHD#TRjd}*CjhdxrlzjCmKKy5z80|u@|I&!B+#r{Hl>7t;n+wAtok5M z2^DBzZ1c`8h7lwu7u!N)gJYl@U|OJFaZw>TXBv`?2pk~CUWH=uS{6Kv5blvEz)G?3 zmX>9IAxt?AN=R`bbm64i+&r(mAW}FvO+)RPMdxO-@gI~2Q%8`q9p~w?i+r3+NVwZUqU}5oG;0oXZ?e!wIw+iu5GGreQ4=RZr z7xd3tY9#;Ts;lG@%+i2I5=jS=91lHT2S)?=Ik56p_6aS&>1$8^i!%9a za$DJ}TRu&fK7nc-+qKr={b=BdfG=1I2(Q zkdjC5Fxu6`u+~a*ZPakJ$!CqRAN+LtZMR=H z|M{6d?pmiXV_RU&B4OImm+Bx#Vxi$YVj7+kzQ-k3=C>eUM; z042#_tiAQtTUbo_9H#{RVRA~?x|sF_VEM_}^iwE&l1Ga#fuoK(>ZFrS;u4^Q!Dh-y z&%Gu&mQ+l!jy2(h7hV7n@(?K_!GoZfndr>Kl0qiw-K%d^bp@Ji5O)y?YA3K?!Y=gh zXdJUC2b?AK@0@O59=Q(O+0N^*j6MEQ%1X?DVo3#363K)zj%KT*Z@|}Y&amE>EFtN!;V3gjJ<1TgxpI9|7fOe4qFP!#+$2?%W z>;I_3<~5;vnU^ID*0=(w6PfIfI3Wa+fc;g6DotRMbA;cxoUEW{0reT~9-;qDR!j*k zT&Q)udiUOM|NY;2_g%m@_E8-SMA(R>8MB|H1KN4#o!KIRo3ejK)L}szfCbvamO33zv2D&Ka9ug$?8^6SOgKBPO@i8KuIGl4D-CF;5>Q-VaosafB$#pnP+aX z#TN8XxS_P7vXOS0N=dXya`!3MPl5XZ173c^cuo0@DS36MYFu3xKjP5C&OZ0te*OEC z@82~=q~tMzx<_luU^`)HzD{nMwq&&0VePxr-fHd9v{R8Mc}m=J%ea9Yr z@WG=;kLE2;F&|@?PdAIMrfFAVtxdds49}c{xf4T547?SukLGfea$&(WDV_}~`T4260>zK*E|NZZW4jams zu$$D_eQ~~R>=bn3x969pk zm!|WBDw#cku9V+wY&NrI&7$1ZR$FdG5_Dlp^HJs_W|OS1)kDY!f823DAtv~N`yaUP zzNt%>E~}`l!B|^bS_UYwM_FdJV^W9+tsTR5BH6HJO$7m}Y}sqCyy&xh;Jrv8kP_{)xd2V&;IzA9>^vZrr3vlQ7H^2E+K6 z(X_0o>=^SLlUJ835*>i2j5J&a9B{x4BXj4@{r>y!YeMUGfw#z9)T2ia!U+KVWA+%c z?Kayon0y2+P_*CHYZwc`CaGii>+F zD*z~E`=SFtzJ%>CX7@1%PB_q?FFZ|5W&^g2!POi>s7{=q<#H>XW|k(_bB zU-l96q?ic>$|ss|VM8r>K5LUE8g<)kwmI>nlkiRq88SpzI@XTss-_J4nJBJJJ#-|K z59pt?JU8BO1A)KfFa^We954P{7WUT*YQ&1wtH$iU`(>A3zTNiQGve4)RgBI^rPXFR z`4O9qo&ZO(?sFBwmGl8dxWw|Qksh{x`?;arcGlzet;0wSEA~H-BYJdWjo44 z_a5CL*0au4d)N-y5t@<&nsgN#Do-&ueygpvf#@h5c>C?Q!99En2ieO7Eb`4u;*RH@e{R$cqcFvZUB`Z!se{M{bzvrFBi5jO z_T2|J@xg~2^zOUwz5m_^5EUpvAj#uWN>OpquDk3CEtqhEZMWT4>P956N10v>S<2j- z@@EazPHqkphEW2HYYV_V3WC;2B5;idz~aSF%B(#R+K#U*lznT{J$ZtTbxN`&OVS(! z&@3t}FnxEGlLGon-vraku%xF0tetN>7gV{vLfjyk=rQ@W2D5 zC8gjY%GGhlE&9o({k17ul(fvW6qFC3$FxtBJlBh2Ut3}fCU_k^HNc?Ntb4|ENgNqat7GR;= zcH0q$9&#ATQhxa12U4eFbjL>lU=r*CG{KAncLJh6woI)4Y@vswsmCFZr3oOu5By)^~D_S0p%TuF8RQm0rEKL~F+h@bfq3GquWQj+;reVbI{LUs&a2^)hh63i5Iz-OxmW@(0PUl@UUu1K90<8Z6k1vUrpRvoT!-kZYfDMoal3NVS!bPvVu=mD{l0dT5t)i| zu{lP-Soo172pExlaE(tt{q*eFvkMuryaL@C(Te~Hbfj_P z#_ziOt__KL#AYRuIT6W5LmDz2;OKUEAzqCz)#bf)_J)F z1B^&zR(>$};kTxJXatlH24DePlmTs^3Jz@J9I(ht?iwcZqWl89*4Ip)eB(`&Q(e=k zv{V^f7*xX&w1>qMfCc*JcZ=MM2Oo40&h6^z8m0I&Cr#KyES+OOX7Agz?`+$)n>1l^ zlWkA7YqBTXwrv}en`*LavTZ#3_kZ8-eQNJ}U*~nMwT^|*+{`J3(Y=~vuvsr|hGyMD zgFwU3(Oe5d77#3`o)yIZS=2rPXE=2tOm)fOR{+}EU!+N>URmxs_Lvj;tVm{I^l)R; z-tUHQvtmGX9haTq+Qedv6lNm;cdPay6J=H;^99Yl*2&Kz(t#Z?A=d_5{WG;j|X zspxX1>9L^zpX{AE-0~%#DrJfSZBPX$4 zK*Y+9Lf7g!(!>mWC=}r)iK&G4tZIfS(^s^ccQd`4uqp^*i%Bh5Z0fuEKNH`2?3}Oq zF?ybEoZb7LG@)wTeJ`sYQ-;OCK-0UBq%dF7)1YLuP7O=+Rg2%SrL}bsO8xWEnc~cY zb0NiRiRe7@_WfTV@kIj#R(3i5#2&N6FFDO*tW@bN(hp23M0lMf>3w<5$h7N7XZ$dw zqKf$kS&kRwkMt8_jxEaX?H>tV?)sZIX)_m%b7s`Ss+U{w8!4W9lcy_Gi^9&ZljZJ# z8Dv*p;&r}k+B{0heO%fo;l5&`K~#w}Hp0JRK5f1OAAu&F?4&=sOsRA)zuvU$W6_gr zrs~IInr)Lb$ZjW!$HI#ezumOCLs6y|m(dr5bLus5g|5z~bkd>y8Q(PTEIcbQUCo&2 zZ=7$|X?+XyUe{lR^?Ig(fbka*B4B^C;8U$~UYs$;Ke@fRA>&fS!>OI^yzCOC*oCRv z!5)8*r{m`zAA-DH*8{A%SvZ2A6nPiWA`@P0vfGP#k&M28G<(+g6oxt!1mQmwzl6%D z_doC-3chy4q?hTXxgSOs>)^Cn9?vOqdvbTDa-I{>eX3o5HeVCwQul_VD0N#Nc5KSd z-Vu+t-?=AQw7)Z?+qfDYK*+Nye*3XM>1{ti@+@I0PUxsV=tmj6hu%zoXF~zN{ zlb58a12HNxih?c(uK>q)aq0WmnW*p$4?*45r?6ygoDJ?>Ajws@Z|c=Bz?ENLhHv#s zH~M-@>g7#lE?w7Ht=Muilz$**ws2C8TWIUs^`b2E6ABHY-+^uoh+C`3AZI73 z2*Z^o;Olds;Ddh*OBbzTdYyQe<3s5D{2h82w8Z!kt)0Z2h>_yQ)K++^nX(+74|#C7 z=Y;LlC-^$~B`ywN8oAB^o|Q+oyvCNJW)sp4-&ZBTmoi+I8I#Y#&N0-h)}a&X z%-Q+tSJvsa2p6b9%b8xni&%l%2n8i&ZB(pp>Pz{4wbqTp@|ZFKshPb_h^cBxHP`ay~5PO;rKSOF<<2d*397Y^%gnjIB-p0 zKyAdvZwXZi6(ssN&nH~|PLEiK&>8$kZ=0i0HDP&12kVW2W%0WiCq*vWnpmdsR}8!? zTsH8(;c(P^ioejpnXjV4UF6orf+k>xjU&*^(4dugyNDrBUE%ksbzBgNhgE{j&ww(N z9BzAJE8P7N%3DjTZ0Yi}@Fp^xt2W11TS2SWA|-eVh%0L98-dy=P40$y9`g^cAms)m zbk)9s#s(9hK)#%JC>=%e>Vw|U^3yV|xmb>~G@HvW+&+y%pk+bQrOx3euOv$S&w)7V zvES2tm&+DnPbf@7rvlrd9{qt(kbJxFs2S3)gP1$?qXl9OJU@mvr+(q!V5+KV=s8a< z)Um7A=nCJsPZJ=A2yu6*tE)=lHEg}TEN!=EtZL_VCS;{p-l)XM8FszT03c(($r`V4dV3lsJaGLnoj8}~*pRka575x`6eMZ^?S{eTBXMOD}Ww$yV(Qm3weizyYl3DzYmPSIB=#{ zD>y3=WFq{05Aghe8qdzhBQQuC%%I}JCshlumP1~i2!69XWjQ&fc!CAPw{18`ZiW{U z9po*vwKbwdmw*w&^FVSNe05n+(})M*phmfE z#Q%shnw`S=(+bIrxq$F47i`KDNAj+STqlZ)^9$RuH;*~Zm5LE#cl!RmoKath- zrzNvkEBMElgSJde@?*M9xGBBEk?f8P*`D*v~e!bZa5ABLvr zuD5j{0d}4xl?WKT7iN}8=|1CKJ#v!fsA1D2G;uhNQKajIox--nM|ZKt&H`i1P}8Ng zU_z^rH=27w?s7O1t68`?(99>El(@pI@TLnKMNhw46dIs0PFwTVaBUnlh%mxjUr@^5 zWaK8-zI>-hkgQt!SH*t~N-8P~Ut$-V=O^c;y^op!+m&Eo-K$BvaoL>9YbSpL(UMIL zG1Ro}uG#nQ3yZ>Br7E3nlka!jw0$qRS;A2GCS~K=bB)suhRJ9RwF#96tNl$wmSw@1}3>(0a6h-yJC<(v^sAPHp!^K`bCDF5xXO3LT; zuG$*(&dn~V&G?ZX$#swFA8x4VfgHSTYcKHwhc- z=T_HuU*8&wijPWF3H&IN{T=dRdR~wz0{}|Lodr|G@o4M%!1H6K%VC@av+F$PasgS{ z7wUbP3MOd04hBEL-GY<1xzFH4;eXm*R}iE?QciR9LjA>* zAW0s+H$o8uShg~RTj`l%;%s$)s=ihwOAg!lbwl-mUEqK7ei{mg2{;RANy$FOzfJ*5 zI7dwipeFHqy9QY84M1D9E=(W0UkFUR8&xorANJAL1jzVtrD5@5klan8P)FV#YqPI0 z^_HOGq}f^1ucsz7VS8G^D&sAI!?VWM`*WPy+QBy#f0b1O7$SeSubg=>DE<_f?qCPs zezt4OT4^hhi3yLhI*Ptc2QRk2^k-Pv$rBgDCY10Azb=3M%YplYGe~Rur%?Y7dgvT& zGs8(Rg>g>?q4^!(HZd+k$&nh}Gy|d60@(J7^oBiLHZ+oG+tQ41Y6%^O0C(jW!4LNn z2*rmmnqPN^S;fC9Y&7;L#+?e`)&U8_0-40;PALG*{$?mf%jVZ+xK*?yd0}a;M~Dqr z4Ey5*Ry0%d3yoSt`dhcxV-Alac|ArOxES8665a#hCx0|5Ie-^rIrPJ2r}vAb?g#v{xK-DMU$4R`xt zNMx@|gdt!SIOl`(SUH12G7VZ!4T=nW(dJM^nczV*?E7un)c3OzV!a7N>?P`n#+Gh( zvEo8$|Du};1R$Tg<)a)I681I^J4$1_q)`&1nY-+c>0j}k z+8SgcFDT_Kxd-Evh$9m4pkwnO>bj+f*b%t<+;KD~pG}9_>F|}mCFK)ubYP_>&GfWz z51!eGG8QdnGP%sS<u9NOhLnjcO1drYyE1g9 z2xbPP2DM%mNQ`+pn-52YDxglz1!}*RlmadjYzhcEP0g39jJfmJEZ0d;FiDg^oXF%= z6%>f@aInaF?L;ut7V*+)8I6jCl4HivNHSnZPhhF3sgo+kB zL8iB#X3};LiX)q~+yXUx9 z``owwy{Ht#5g~y8SXO!6t!#ql`9+{BK>07n#Ljy@eO)!XU-hpQ1>;jPkrKTFNUI^0 z#K4?gOv^f=a>9m$SoPEOgjT_i^0boQ%g2Z4M>cNDNHhUT41jrKqoC`hSf)KQxd{MQ zp{47K?Kb^z*^6Wna=L{z0t!7pzj-a5k#B<0HV5a>G9H=L!-NIQ?-Y)Y!yAqd!C^4> zJnbqKN(B6-Wv=Ak%3lowWlv&5JjJ|F=pQCq9=OdlY#_?e2mkXniWAVsH?S5AD24p97|@*rSlW}ij#`)@+VoP z^qR9Ws!xcfg+Ti&O+6XRN3QPyzf?Wt6JO*2(y!-1CO)A3`oDzv>Km-CqT&d-^{m7h&-_5ti5x?<4L?fZgc?;5SHgIZHX#D|%kg2O94t4Qj|k=H=S#x3YWlXkj3F` zLTMw-d+ez245=u-OX_>}AGG}%+kY4TxbArDHaaeA4`flt#Hs+}bR_YcPj6J1_mo}7MJl4%+y0yWb|1Ovhy@x<^i zU^{hC64SZ4WbQ-@hG+iM^QvXNbOdT|-;3gX2MS1j9V6pN8rsE4_HmCzx|f7Ckx}C+ zBb|oDTDR^D&zutmTNmwKB5|)@-D?=Apl34aM#$|_1nnNTiv&Bjt=V;=sSe&7NyjM^ zW<|t{p^wEX5>~H`XKI{$FM_m)l|&~?iJ~=)-?ptSuZI3|(fvq_fy^IA;&c@kRlOG* zFV2ax4U5euf<@waL7j zO4z{*bFYeG#~R`cU*%?4G~2)+?+T#|HkroO$nP1cNfcH7hW_%|<8-d2QT1ABv|Rm_ zR9hO3iItVE4~Tyd^Q@s0+ts$x%BmxcXFrEod>uD)Ki5kYNN&Kv-1ezo1a4a3ad#%3 z7J&Y#mNNPg*)>ZPZf@(3<3HbqP z0gyZUVz})ObjW0!^iHOT6>KVg({=VDKMupID|C5^7n}3lZDI=MT8GP9`ywmdXhKX; z%%x~pe`DNA!X!iAqE1+qFb|dKJ|h;j?yvL&oremygh=o2pN+zf$e5R^?-`Co1`g+T zY;i;~^9Bs;qFXTUe--Lfzr<9lxkS;5x`6!^iiueI{d3ilX66(4gFl=in3e&h%|FN9 zQuQ(l5SeM52ogD%bKzee8=;Sri}c|8{cZ?7twW2;6N+82kaz1eNY!TtW|X!sLwlfXixNhA&qBBH@xSF~)gpy|N@7hT(rb)TyGG*6R^VEY{)t`t~XPq56len+*j`5f28y$?c^?#zV<0~-OwhdB+F;9#?v5-$h*2Gmw9O) zNEJc2Ur<<|I#?^ilQfAJBxn+;6nI@zD1%gKZ@#O7Ak{yR7&CSK1N=a5se}u-E#%@q z#u8!Owmed^V*z^tot#yp5F`;4E){;-%x^%SaXpw!?}EyUzPlI<4!Eb8eL0-k13=U1s=-Ygvo71YKUqnEKQ5UGkRx=~Rp zGegI=d>gRb@(%Bh1ddE%o<_q}SgC8{;DC`m3c@Z+3v$DB@;~^pw7;8J;uh?}c?|!d zQBA`&vx?wf^)+|O8q2@S`-{Udb*UJHp}O1YW{{!o8eV54kut{1+>HD!HaWKN=5D{z87s1A)IC+hPfz`3;`;;U*jMV%4=YnC@FJVAi9 z2$J;acoCISwWg7LOasgh4Yez*|UlcLsv8ZUJI9pa~Mya5BU?C`&v3R!v0YVEQ6 z{4{7<5Rx2ziR9CA`PB*ax*|I2tTc6UIY;y0C}hOX$k&V3B6vypVJSW-D|3X(h~;Fs5=CnUf|>w7Rd zA)BST*kJ}TfgzN5zI~7)Uv(nDl-u&lm?9}xT2Q+o4wiEUb}`{4If#3m?lOacjSVgu z)-^DB7HnGJk{{hbL?BRr#iP~z-jAYFf@z3u#EyH*=@#gkrd_6S;Uj===+QhHXO1~= z+pnA12k2BAK9Aj%8XA~5sqR_)DRaeVKa${tW@M$Tpzt8u_$Bmy`qwy3!CS`2>#$4Nk(KF!{p_ivJI1x4l zTl|_ZyTImjWb&4XTi~pOV=#1NbZTo2RMb{l6>UL?*0OTQF{vMs=#G2-b^0t zWkV{K!8=s8?N;TM9Csw2)r#2PR1A$RN!}HPXzNI7_}Pq zfXrzCrVC){a}Zb7niMfV)=vf^b zEo!YOc^kzH3o#ZK=Y>AL9;6wE{R$hgp7okKEO&P~j#MwVk1`sw%gXdKc3{=HqB7~| zMSh!7PuGrTA0Lo^4VW}ZenFjrskzB;_tvgH{$6*m&f5bUh92Lgl8$pR!MG(DYSWbu ze)`_nuM1;??90x{XRNO#4VY5BjzET(c`g3)_cY(;5z5|ADr+Tk0}a4)&@KIzaqsR! zO>rP6%}pQ!vslYMfyjBb&o~`TDrTzUpJd&X@(804sLyZ$$TX02s)yNFC@#hDf99)OrClfT=uro zgps?_WURD8%4(xAl?#TmJ?^Gk_o$YG&w8TK+A4a(zcCc}<9Yk{Hcc0SWJ()1<7nN; zF7LKFKw*eP6ak9${vxn+8M;EB@@nP=at&Mlb9F=qON8!|ok&9lmyr8W^&~`3zvyzg znBA2NT$6BoOWl34V!3a~Oa40wD78>ayBjvkI5@$R-$ksI${V7mMEp(BY{1Zt{2`FT zMouOFjMRFKze6R0$>l8-euc#cRXMn0{{^Fq=djr{Vi1QQqx#z7H&k#49#Hh&uuHo53i6?H{iP*#=3BEU zk}PEaW`Rdvk$FB~9#f}ngdP#s5*)IF@2d2da;j4TLNd3Oggs2^JP=2`7*4A4gqvs< z#hseUlFgGgucEm=*Cp8{xOI|I6~nt%|MB)>mumW`*1z28du1dYKr z;vm0|+gy`o^w>CsejSp5YJaw;>9tGrbbon~VyNREJOmNe^U~29_Gdtik+S}#xKq9z ze*yUa`}8w1fYJ}a8>|`Wjuy?l4tRw^Q@8m`(@*K+;Xzs%-l=N9cs>Q(XIU*2KUY^z z#0rFA!Z2x}od3aSwmIzlS8xriUZj7JW}ipo&3Iun*tFw|j*;GR&gjOQd)|G)u}#SCgu@NL<$_+tom@{o&Tu zj}#rA(ZN$Ot>Al;2#7mN^Q!qyYa0}s9>DN&Ly=0Dz4Ebh=abv2iwoW0eA*AvD)O`J zY#?g_r>afAyZug=!j7EC4cDLmm>mOv72??5DYd9#e@u-^u~KWThXif245y;KtS7o+HVOZWU#%@gzuzmhFsqkuG0UjLbC+X5C!`pQ+Abe zgo*YRlX^$LX!56?Zix!EjcrzuC3N(jrwbRn?TtmLi@pTT*1tNbhakH0)(>Y{4-cSM zkNLE2S2kyKbJ6nbm(8h(-Ig2LCO*vjt{o-$s0SKs6xF7LHyBeJE|rGQHmT=W8qyTa zs~Aol!Le=5G0hIX;Uk#1*ny*f1}QaWeaXjhm73P2+k{x>WB6~%5(dc6UM{;{?W$EG znX3ssGw(Wb&L($N>{gmA|Kg&Gz>ZQ6x$L8_F8usK@j06^_SR@7Hw>hixZjhHF(LZD z1abT8F@9M)iN2{=J{qE@XIS}fCiyRD-5xs=n$+;Pbe<+rCduK~vuB@v(tW-uUR^kr z2({T;-E)LdZ*Dpfk=iYqw3wLzBh*TVQ3mg4&s`R_f0-&-b)50Wx_oFTpXG8R_3!t2 zEPI@63;H~R7^%9x@3Uz`pph_4AOcNk_cI)Ltk7o>`G1m?50FbAc!jZT%Ao)5lrW># zK&HI(O&`md z0nhv)_j-Ok>2}h?Mj3HAyjpXP9EnhF*}ww?d=Zzwj^p$$82{<0F_ z)d$_I6BEts647<;hI1&oFP{*cB4xOppPKu$K>Gb|apI+Zm$vk|z$E@GVVqGN zOlT1OhI@BJ5Zn;#heNF;y^oB4H%kvSlp@z0?jx+Ri`le~Dl-rF<)IO)!~EK(-+d7ekLQe>+=h+G-0T z)O2a-dIP~m+*oKJKn@Iihh#fdc@dWGr`(>zOxcGyV(c7`Z(4yjeL?> z9d)V76)Yw8_sa;sPw&t(wK3*pRo>gDS(-O7*m^F?>T+f1M_lx83Tsg%+onj^!u!S_ z1of3pvb0-eDKU2|A|t#v%O|Khk7Xo1|GldaH=hb+vlCY{b#;}iw%m#*_DIb$akd5f zrSGPz+*ve819cw5cky3=Bcbo|583l%1`YoXQ}tzJonqu)0p`)=G06U_LJv$id~Vpa zF}D1CV|cP%?#ScPb{AdGw>6pGMD3q+xa8+we$#OZdKz71G#V{PzdR@Yi`@de^g}Ci zY`wZZG6X1#>BI>O%qLgFtzPb7&X^TwQj`Q-&_cC^_NrP&W+8-r&z_Hu6a@1%XE4Mj z@xQRIp`J;$!S4Jwbm9!edIq2nu+h{J&iZCXK_Sl9^)J1z7oC(l`SWNc(l)ncU|PLC zM&wu${eWSY3kVphk55cc*&2<@uMQ}rk?$Y)1 zs0_M@Z=DP5Qzy!p*RjN6FNz6Q8_oamH;Tdl_n|@5JxaStxG~c313Q8NqSwq-+*BOP znHUZ0H^F*#d*-~HIezCVB|T?83BS!Xk5(yqp~SfZK+Z^UrT5tGhf%N9nk{zLAQS{1 zovXP=Zp0o|>&INWXhy-ty;GYY_M=27!v6%I)44h2HCfr~)IE zTfXCQt+ezMk^?HnVM1^lE3MKtp8DxK>_cdKKJo=U7?XZ`A8(P_I(6YtlR7`v17w!b zjn$%iXo_F_qIM@V{e?$dxt1BC?5@?2u_5DE3`NoG!)!Y(q$_}p*cKSNV8r`~a5#KaMI*eOkE^5Kgtkd1dsvVH9Aou@{!4@r2u+R?d6N#sx zEBfQZ%2ij=Ak6rK1(gXj0gv#ukT|#+O{Xft5F{knwg)sA8B@>;yZPSx^j8VNBLWqQ zt~f^|&OMN1kPD<3fx+UR4otM@UBFNUmLsG@Fmt1+q6PsK#(a8^Ag`W&cO&2N(dOO~ z_>HXFSaN!5>hC5+Mr*Ayb+F}mQbjTOJbrh5b5cGVq>ng*K33<6EH2}i#22uHh}Nm$ zqB2MN{!i;g+G?U^eLC6*!Pws+7^K9t#JnaG2rL~>Nh%6z<5~?Sbes8vl%y#V5rqOk zY5^z=@B^wML?z_Q-I-zntL_vzY=57;qkL=gJ5d$El#Z0~IF)YuiOR~^lfkKm1@PVa ze(_k$9}F(Pd!02UKR)gdO4a}Lr}jhQxfF=MjWHj>lvnV57=XDS>YYWe1@VrBj!3j) zr1UCd`(0&sJ3)pyz)?7;jgxEJMhX>Lo5UV6Ga_ESHSqqNx7OAj9#??S#Fn}EM6#qBl)Y^& zcNnf-6Pv!yM(>vY?ez1l6itqpeF~G#4+zUMq2Tj1 zuY@O`@BUiT7<{o_l+EF*f1wdLGFZcP+Q8hjmS|RyI{uH+@p@tGZkQM{yC<3p{I^6M z?e@RAYLORLQb<$AgKrN)($6yy#hj=)bmSqGLbw=)vxDPNj-In^!+2z) zRz4(xLD%#8a#{;91GY{Ggeg{NRG6mM+LkH8nL%wBmO`r}fuu5#5k}HurP%M1gseul zyFnlI@0X2#z5#Kgi!!A`$oGjHf}w|4j_nvtJ>fjccWh8`V4z0yDCcUlx^kfJ2rL73 z4%y~l9m!yR0)2ak0!uwykFOO1o@V_KFI0r{EW`4A(ryTj?E?xLzH6eBWjTuh2XaS7 zVy5|YjZP~$1NQe0;YpY;>JmZBma!nIbWr{Jazru%fPXhTUpdvYi2?VlMz?FA*59Z# z_`IDKc>Mgh{Jgon#b(l`OwEg4wj>=Ubf22|6T7q!?-R-69_CO0LAv>!{e7FEQv1ro zSKm%p|6}R4r~P2n8h|iksd}A&!fy4REZpktb-zUnxdG?52-vz zxStGk4Bi$TssAg~TytoR339gmL3RL{Pu?`|jYFjQjj@DPw-H9l`~)Ap1m|uFOKvNC!zv5PJk zmzt}gtiI?^VtAq&0g(rBb?1R4K8rEu*v+NpsnR5yDzw~#HBk($+T}(P48;BjpSR1|CMJe7eS9nse)=dar*F~T^^UGft8l2)Dw)j3w zCWyWPGd@o?2nV8l#dpts6a@N8YbRshU+QpQtONvIq~1WyoJFfy9F}tc5%_!5(L^c> zPH1wkm_MNi6+f}8h*3@VgSNUD%&2!%vnJK9c{6q{6>SviJHR?5#bRHStBhYO0>#4KqubAyjXw14IzbWPV+Xi5hZp?j;VgfRa zSlz!|4Gbj`MhvSx31hcBPph9s(r&wwD<@&!DT>0F=x70vuKjh>>!Ry)IwC?kW7imm zZOre@Syrb&&o;{yH;4z3PBUbO6hcGi|7!szTB-!_u&s^AsJ|XgKr5)!DxJd);LC9$)dh$nux7qKx?k8jB%etyz$a%{bX;I86y*s6r zoM_Qu!X^sj3-|$~dsG>omjbODP7`xfkus4ozyq@+ZAqtS-?Y6f7H1QO$Uow0`2@CC z4tt~VO>|0N=YmR{xqDA*kWnP@wen&?mrt5wCi zL-%BCsZ;Q%%dtogrZ7?z|EOK13G&a|y=7;&y*Zdy(XR7l!aL($;eC_we@AFIeqa8u z#P<5fi8CtE->mI+ogVSa&a7tnvHtSLa%i;_!}XrEYLc^Ke4!;NfF~y5Ej<$88j+*6 z(IJwR;PL`)mWzV7#D8789NF1|gMPDSS|d(Wg(aesL`XnW$q)-)nwpUufJx2(NnGS_3X#w4F3| zAW#IfE%Uc@%XNte0mmEWg_~aNgc_7EhhhU<+xv0hUTEUcG$Ge|@7&&ZV*RHIE{sh~ zh$6tf@}o12Ji_0dMau3Kp<3H8gk%z{PF!OD-G9!z+%Swi^>)s_+dHtc3n1|k)= zf{*D?uBR~O7sOa#KoU9=zDS3*ulQ<|sPl&Kuvvc3n8V&LoA;pI4|?IX^DI0&=@ilE zW0Uli6CbWnv!0A{ooT^G+JTpy(qW-e`Q>BV-g0US;X$4tA39B`WVEx9?KS(yksgP0EwbnKMm&ze*e$ha-KsO6&t_eY!EzfX1^;I1YylQW8) zngem<`GT!KpEXs^<#<7q0?PRY8taY?*UB;5KnkDSnzggRv>VqByrX!bgY&>%#a7W? zQ5|LWL!cR18A-I%+iHv>Qk|7W)uV-5#{8^lr=pS7eeqEu(3KV?a`!}{EpCfqL+2CXW2Yv86OWhoy6r!yP2{bkJx$|m& znd`Zgwc;%4l#qyl5Pp$(Sn)e7&#(Lesz?VVioLg6aF3mhe`(>jsX`V;c@Ifnvi96V zVV?t5OF=runXi;jbcOg^al~u{$TNGBCEQlMbr-Z_BsLd`X(P~DuAH8N*orS7HB4ea z_5*&^1h#m3p#TbjY$dY{R9Zv}^Q{{XuiT&|KrHg2G_5sl&g=2`HdOEp=!Ex+fiZlJ zFpY_jLUb8Vv&?D3Vo(?A_IipRDLWGWWk*atafUdDn~v;pFkn8N;R?i!eV?D#Zvl6Xa2yghd%L(C>%kK--ic0Vo(CyX)~N<5*l)Sn=(x^ zyEn?qSGP0G8Nu{OG5Zyvp^CaMi`?@;e}+7*SJpc`9AzZW$Pt?z0%Wyxzf0BA5S97T z=DMFxl$5D66Xqdad~54zmVHoe7^kOSmDIfEvF3s6PgR$Kbyei}BaTpzY$Aq#$C%r? zmrgcD$t&b*=j-aafbds8>*J)-!25dtgfkhcJu^9V@8_wmYFh50^xj|yh6EOo|MPn1 z&&#dPi$`E1;_d3nlpZN`wyxwS#QM%T)(}xfAt8Ge)w=0qlys#3iiqzg6HzK;)N*}^ zxp%lL;0}5~wjL66FRq_Z&n#8^m$mPSWR%?9gVy{zG^E$0=MHaYIoNRhhTNa6#D9T?CmL)(_ zinEwJu;0OKmq@HT2|dq8QN-T?mvfVgTva&7j4&xTs2=5fV(2mb1UZIv!pB-q`L;(&k6+amQxM;Pr?ViDbJSJwc0!z1REn z=A8Q{ozwp;Gbq}I&3&jv=kau@wT!itSKlDjVpNHZ`TK8C>dbD^FAaAhtAFm+#_Z;W zO*i(BEz0bdjjjw`Ku*}*Tt2+5wM|u3?U}!DmUx9Ehd7-NXjCq9d5tn{y&lfcBC*i( zC-maqvdt9uW-)cz_&5LLd@)~*WErxy^13@IkLIA!rt|aomV|*S7$ZCypt@YQ+44U@ zJc?2ov>0@RG!PIol-p(RvvGNLrDbbHG{e9D{@iWQ?nHHz)h0TC)U6hARt$F`woNW- zKwVYWR>q%d!L`X| zxylothd)BHS!C@X!rhukVc7y~_<-}E%jaQ*02xipWY*(I(@WOTx%*h&RijeZAw?N9 zzOOI}&t_s5+1h)uswN3Zk7LjbQCfpA;7du>9YVe(rBgFWuh-$afJN|C_mF33nNmQj`Y65aUt6<>M}3Ir;S`>|V&ZGtzZg7LLm?$c z05rlZoaL5q+d)|H6v;+WQBhg?$NfD~t8u6%76Xd4c3AMd-SMWJ9sFekQYcv9$2d@n zQ7X1+PY<_RNK!r-t-g|I@y17rqEMQjnWj7AsTjyCgX{fiNOd8K2EIyE@!`9F-jBY@474Ai2Fi-%(^z8zy#vD4pF$ z*K-nS@w|qqI2E1~h~jH~7Ul{=61xp{XmLl0*>FX&Xec7UkwQQgd~-mx)6>gRh<{)L zF6q?Py#ez&*UY0BN65j94I;E^09Oj5wsLsTxc^bQs5Lgj|5ik_dAi*2<$# zD(nM99@0tyFx61mY#}gNef3_hyOGa!a;zKrhdv0Olt{4GZHNc9RAEWXhV3A z#~)5Ot?hdDOIQx3H|%@gLy?HIRdt7wQ(P|)F;JkC@#WchnWt2Ossj99ecz$IKhNI) zmj7G=Ix(**l@8)+fnRW=;S+OVDCCzixXkHl60XC104UTT~3|l{Q-yc@ZYavErLxmwN z0&v8_RmOt@Zmub>Ud~&$n6w%!#^#3e;1QG3E@x@{dD`3gi2~l>ATrqW)vGm|twNRf zvK|i+0CW;+Oo4a0G8XR6%xhTtcKtHc%wO1Uv=vKU1@0vykzC zDKeJ-E{s^OqnG`CA4TvD#0hZ@p6svjdz>?eJj1lfHl;cM0_Nl6(V7Ay3>JM&Fjs9S3m_ece$DLz>Bw)zpa1nthC1ox%z$Do=t$!Xn;2!A!mri$-&1sLnI?o0&&AU} zVAChtAa(BXEPfiaQ%mT(4vSY1^{Ps_M$f42M{1^leQMJqW(qU%a?JWqhV5cCTK zHK-Q)OK13R=wg4PXMZ*+5K6EL*J0s#KB>6ziyTK)vcSlha1dc9l_g_a^bp(*3C)ne9)22e$z!2jXyqbGoqqNC|=OJD-kXEaRxePQ)L zm!lpjLr58Re)WijgPH^Zpsqj z;(V0dP4n6`GWFN|X!_(R=Hb56vatfc<35&#H*hmX{sHoMHi=C*QP+-o$Uw8$=Tj^A zqeUyMq?m@{DdF>eGQmP^;C$bDd-!>*;J4~AGTRhf8{V1OzNmdxfz)PVZ>qq#@f7@=Lv`7g$gTB0+BQ1}8?|*~b=@fJ|FXIpD(ha_%#ylmH zW(+Hev4ZBE=906R8cy$uzC+>A(gY{HL=pW#P|d|+^QomEpX+^w8nB4N33;2|*JCXN z=aVfHIzJHT{Eu5mljShLwPr(MT8e6w@eQaE8-f(I0Bb{d6&!*6Jd8htDO(W>s#gkI z{rh8c`IAb+^RZ^b_kO|v{-w6kI&NBf(AjO+Qk_rEW?_onwQ)vDks6ZR47bR%LF5sEwd+S;W-g9WFjqv6EfEuExJE5*N~m(9Vu+w#to#pkfxKF)R*Ltpm(Yxnwi#&3I!5+oPq z(0Jf7CGa*%Ki8Em$gI4kq^Bkpz{wc!fJ<3t8~6#t8Nx4!{WAD$3T9r+hr`NW&HHPXZQb^**A=p{2eOV}y(WQku`It)#_axGe-uqi<4) zMN*)(I7i^Z|4?Pz^mBB+#S~8iZ2~@L8u*n~|n>cP?g}(+a=EZ9rOmn@AGOeeq z?RB)_q3`m*$&&1C+u16@aA+?Puky&{_)8o8jt`yf8#6W@5&qdy7#{^-F9Ou`_xFvb zE#HHK-++Pqh#zpF{?>Ot6?E(t_<6x^xxHQ4w0Q{h;XH2#Kc$;L=Sk`PDm2{fkIehh zcV7wRQtnC*sd%2lm+GnyLv64>;*sK+<87+NY8>||avi>E(K*@&w9H@4Y{4Zc3#d@m zbIs!B{z9%;&|-fAtO`{Q+NSBm-qh&|(@S&^OEeFsaH9JU1}9BsKoI?Vp>hpKsR+OXDg3XpTli}mob^uh?d3lt zEv8YPzmpRy{!7`xRa@Piq8DkXzC*$^q)&FPW{vT{D0Ys&)3b&y>V{^iOrNl(nRSm|7Id`#QwsU~ zqG_PxxI83aZ6tp}#c-F5$nTz27$`s-5D%s7zi}q-XHF94D%~c=5x{Pa)rNCluCeKN3!nyWHlVvP9wK#7A2f!gNfYFuxOc3CUco?4=;pBc!X>pw0 zLDeq)rJaF2MoUM3zWztmPQRnA{1ou4USa1>`F{O-8pNC31U{5+HU3@y^-F_8BlrLX z110i5YfIX!pRac$iM;j|{a@$&K3;FG3*2R>e%L%Wlb$DtB_e4>QzTlh?!#2c1P4~~ zW)Zb0zY3Dy%muQch{7CBxix^tK+{bB)y%z{{9yM9;Js?WPn-hq5dezw2f7Ch?B~i( z>rqboZWR3|VC@lBW!*=Q=|>1NIklMVZw^paJ;OkM(|=k|*Ny*=#Aw^;gWu%`}hwu-TpM zo1Iml*I@X0oDc23ZgmgP!^BEKwnSbXn0HQ7QcoR%K1=1&MLG}zw|%{z!r{3Mi7^B~sOZ*ns`QoSljh;lUPh?@vzADHy?O2mqkBb#BN5gCr@ZP3{Q2THU}8>1 z#PS&ci|$C$%^`ZRzY|m7$J-{x!jx!vcx+hzAwdjL!OlHi71o^p&Hngm$~LVQqD^=` zCblZcNXQY2oz;p&hb+Bpr2;P5ak9t-xEu&rJeGzNxzjX)3BhKe=3S4oPyH8u%=LZL z25R%Vdw8s9CPs=}rJFSvd#ai{7)AIzI9k^bA+!%Fhf3PI{(jrU=NXlR*)MdO=_VVuylC2n?`2~2`ZQG{@`QgZqUp!Cck3&h*6 zH;p&Wk$5Uz<*qhw9ryqK=6m46MZIz+6q`tYIN|(i^?s~K_u}@VNG+CDu*E|Q6=^gi z0FrTIy3po7!V=v}g(B~4M@v9pqe=|mNwQ0qms4>v+rHesGIxi9b%S=m8Ysny%O$B-S?r=m7 zR58G)*3*q zRm4qJrZFaUk=EH}7PS9Scv-WT<1jmLxQft#ce~Tj7JKZQTlJ=o%b-y>F^~7WWgg4J zc|+=A9i5)A+<<3PL!aHizW;yNNS6uDiu;qfaNb|mrlpb@4Y}L*Hbk6jYUND97;3s> z;6JDMpO|zS;#(W041V5Ut%dte50iX^%Srugqv<{y(x{dpx+mTWb+C5fQ#sVdCrD-Z zRbPwl=^9`w=D5{7d{twv+_4%OM|P7Sii6oAw7{vZ(mbZ}-N5T01!z_I0gMqiBhc3b zbz$&9GW1Aepn$Z;O|9bf9R@U)Z8^*d-x96t`1E^&i8 z+7{brYZef+q@ApuE;p8O%Pv8W8u0Hinm@mTkGmZIjYKv=nod4g4)O2fV0BRmk(?oD z#)LReQCpvj%8P9ZXH0Wp0FSNB3ML=^A zRr>-XPlKNq3!~-M0tHZDXgk4Dbx-j4(iG`aS@QN!z<|D(@Vad=otRkuJN;_A?dlCk zUB%l?71XoQmpBCCR2u6ZQ0sCA5X8OhJ6o4O&3xR(P}Ton+hJd&Vkl`XN@LFfENo}; zPF9n_A50y`t=J`?DYwop(XA`2e@HMt3QFCrs26e5&|n07U+~0b|LyKj@b;Ko z(5EYpq&dLrApC8DN*Y}YmI z{QT>aCWdaTA;0hYG|UxMRf%LA5!!iRQB#d4QEI9a6&zwrzR6B~jRV(!aY!Pe+LKA1 zXVj73O>r4zQ%}Sbu{4#O&etpt*e{Aih6w`923uDQlI%uriP?hu8i~>l6FGy#c7PU$hB!TAzeTG)epS6T+m#<;jYj7h(Ff0b3r7sh8)5 zzRn0dVQAV<*9B6a%kV=~>8{jyS6+VRw%Vi=(a%ilK3Q1Q;?#pU@3~ z`^l&?zdSjAa#zfT1;{R69?M6glcH~bV(HT`(N2yTxmxv@W1&~(zpONND7)RXt!gO< z9|i697Cf6fZKP3rkgMUrt+Rpk8$F$G{93@?SNH@$h&2Rp~d$q5(4 zpwPp+jm#Rx_-=%XOP1tDhe^YQIfB;w9@oO%ut|zZ=jYY?ROq;4J_YD2>&V`WPOFc2 zuE9UdN|y-dUhV1gRE_A&rk_JJzCzXig|8F2ur<-n$=hPM(xRN__`LqkmWvNk9C%x4 zR?XT+F|}^`r6;_dm+tT}HHX4oV z;L3Crjj6NiyHSLze>X&GS8;r#xeyZC_w^En__g&U*z&ab7KXf5=WDWT@)}zYl-cf;$J<1q_w*nWA31_=h zlFtY}3}7GrrI$j(T>!hR5$xw$1eHEB+~Lt%4zjvOUPI3NbFvgjdD98k7QKHn!lVl8 zR7Udw-E2bv#tdJqe_T zm)9BuR`$<@gZ3G!s&jh)GdhM?(Ed3--xm9x`5O<-_f2=UUv40Ezl(A&8wF8j=sZoJ zb~PoJ3curqhnxh=Xn-E;@q%h%a{y&p$lK;VU2Fc&?94^mA&Smh%UmwVuZjtgEoX*~ z(@@h)!N3GRaI^6UA=AFzqpkl{+|{8-J$I31wh<%oY+s`{x zs}24+1zgjfxB{bDez#M#UNw@o=PQg02w~l6!A?RWh#uO}S3NQ|(3UU2z?;PPyER1Q z*sQ(rQ;e*q#s1^kMbq8!Xn9Cl*4j@R7PP*VyhBz7m&C7-AVbLB z&~pbkYLA{_@7YLd00L6d;garA3glG)R8G^^`;Z`!_kR9qM#gO&n+yU3q>8MwWMG%; ze`R94mmTQ(L8*KD{nua^zmxAzXX?w!Q07`P`@Jtn9@~Xm#5Kllp%26KV^z?~KzNp_ z6#jaH{4AbaVfJ-ItQ{9)O3VJupf6Ld${}|z$0T{#l%{G+@2ub`2tgg8*nZx&2Jm_P zw?X&95jJ{%BH5m*)f*c^Bj5lG;QwWJc~HO?=&HQ8zrCD`%%~#@G9(AtTf)#BoG~Se<3FYxWcg(GW@%Kho1+@L&EcQ zi4lVn`k$4^9U~wbR+|Us_-*Uu@5iaUAj5YT>g36Jkq+rW@Z}LBtHV!zUr2AxR2_s1 z!>w>4?`vQ(L1sP^icp~cSdY7}=m$TGV1% z2PEIFT)RJh2GbbH|GM2`;{7r$xh*a%_HA?lGko)06dsQlO98xDf#KipY0qg@meC4O$ z;cl1Z8%REzeGrsImHf)f>BdG!fke;p*5~08Z}g^t0NHd9w^en}-6J5;XSqzC0M5U_ zrY+y6Y>cu;QQh`XSc=+Ku>&*&p?sSd)56mTuHF?&z0Y7|fjl3G!!LjpQ!4p|!YIA4 zRH#g)r@3qAJdRj(Bm;kYJChMTYUK)cLC2^lOFv%p-q9iE2kO&=UHY$OAg`xIX4;?Z zehc+~u?jwroaCi+w2#Jbxr_+ri&90Y;bc^>6Sug4UT@zms9Q=C~2`E0vdZ2U= zs@&L(iVou#Rt+<_y0ZIhVDeVP1}5yHBPhsJ^_~6{!xT?*_z7*xMifRR6HX+;fAQJY zmp;QCU0%4LGBq-W_P}9|4y4L)LLXa67u!KgRsUvXz4fm11FDg%O?Rr!h*e;TpX{3gGvg2&rJJLhUyJQ=cC-me07#*T!}f2h`C(&d8a^W7Wx7i zX=)doKKNsYDeQG|9*h|g8(?VKg+#)q?)g; zNufrnSep*=qaidPuN4u!oC*mLZePzdX4UhJdE=!HLAM zb5-s(u)r-%O)9`531}dgsuSX)A(@wYUV`)pEi;~ORfr?*C2cYDY+N#K9@7o$5jJMU zgX{vtee;`Mag3jfY?*q&DvY=rV&HdCz8M11g#I80Btl=$ILC3lu*T>#oWN-t9H^!R z_!YVSpD#cR7{227e1Y)I?^&bCUdGASI1c`u6dZ43f91R3JW6iUU{{d(jeHLTpN^(Z zk}gL;JjNHaf3Ml;8!QKJhxlN~T!}c8@#d{vgQ7Il|z}c%B83?QsNkWn4;bi@L zL14HnTyZ&MxoO(;wxQytQwpK0qx?@zDFQiuM9x)`Plq9MB$j@Z-AU9od(6@{L{fsM zQs=5ml&DovvQjx+x@;ZFF?qsof8biXKVHdpeIOZG^(3f&0_M4I?|{e0-`Cqr9dj6p zE7<(9oO83|K@6aIZ@32m!;>nbagnt(}|LcE`_8SYWn zeo>!7BN4H=cYXBy8Kk;c?Lkoa2ZfC11DFou!_X#qenY`%#KM(NE-Gnis;W<1DCJqI zs*f!%=$gk_avEyR*JHKi>et2-5{iDqWVh!xiLe4SQT}}iq+TX^Kv^N ziv`LL%bB2@vhCb|IhEt~&R0|#zondPc^;Lz&?;BV&nxEoSK#$${tv0fSBa2t zA;$$p`k(MkQ2+v~;86JT!=i?BdyXOb5ow%Ym`f9S$lv`uEf6u@OU7fo7So0%d2P=oBnTm{Rj(r>x=2w2T~k`db>?^f~+D!E#{)wm+ihU#0_h$ z!qkw2I*u`xmDF9>h_w*wJ-3@xPsUuH0I8Kf;_zX_DYjDAO`6pPA8!vwbV4mfvc`~Q zIVz1#jlU?~111eFjPo9Fw`jB{7#R4`JL=g0|(&Y%zUm zwXtdUmtG46AEqQgw*wn(UiCgBl(_1S+80@nmOy5ampw0hZ&s{pG+qna3Igla4IA?h zbnpEoEx=2e=(7r0PKdgnl9I9;v90&{LJMwlV!E)PPA*~l&1#lglEBH*-ah(bL_(8W z0@ucQ>fvOu@W_DQ9cZo@XKG*f8p@vg;f-q@ud0GJHdacxkzqd-Fu$-gk-`7-659nf zvqbofen6&V9;5XKzSn2`b%|@(o5erE?1{69&js<@uXBA!PyC_94PJU}i4`Pv%soTe zEN6U$xgrEXzLLiexw!Q7bna?qUmTiZ45koVf^d^4M%~29)~}V;NxvwDNE5<{t5f*c)mP>m}!vRer#X1)xhzsEGsU!Jz=37y`%)2 z9yH;iZ)ZPMM0I!+b1|F?(p9)&m?9@uaVCHeEbWTduseWj*&5o;%%z=5%S8xM=+?fX zI!?S0wD%tkS8@i$Kb(epRryJLz@9enW>9thL<&AJy zd7fGDV#Et>*kfYkYjG4bMin{{^FL*Y*g7%b4v>ij(8|B;MT?|rZ_5lxE`l6_m$`_b zmDeEu{q|NNaprp6-0g!Hm;3Je%p&p-aa<^p9$h2J1(tT#Hd+y zAnrq=D}=?p(WrJNW}8(9DW*0{`9G!NkqoA~%@GwtEzizd9e6%QGwrBeRJL4s-AtlP zIO!d*VWs{H>clx|aI;7{%Qscd04bUJ>yaZZkX7rUtya+`ssR%%2$lj*%ogqhbw$yDXDud9~S&ZPc6S80itAX6opOR6~n~ewD`g z=KJ;3`A3zS*J(?`7mJT=5>2bx$=n7k(1#}ey|3^~OOL?s>usycW+?X7;2+46*4blH zS`yL$sMbng9`NlFS>f>YvrDP{@&lqaf3AlCx6S4M9S~8XhSlQ;}?$y z8Mt^-TExOg6VI#wnC$D#uH?tZ?a>3`gV_$78WGj)Y#2In4L4fgyRr*I6g6h#P>PCO z)t@4}=SL_G&<44qBL-Ied6Ql3$&qhcOmZXqGI5{vBwsb(y0Hr@u(6oT?y^C3SC;?$ z{VN`-CS2yT$k&M#H-wi#R`&DZCeGJqwSl$?(M?D#!hYuEG$C>}< zlYdw&j>egqiP`UbOd9I4!S;+&nuRb zRy|TXSdVIUi^MHk3UWMPf$|OH{cppM`jpvNa1^Upi5vcK4pA8>$%H!zIeQ5FN0&_G zjoR%h6|HOB?~W`ql$v^8m)>WJ6Q*@>l4djner1B0PK@*PR|U#X3Gs5?W>4GcT|UyuAVSd1zL!m1cqVj7B9 z10qoV*_n0PK2JYmY@76Cz5MjJcsteX@+qkTirx{@mg^k((rVf4SsY*QX@@&F8ik;0 zr}e^}HP<%ed8q+; zN;a`KPCb9(1^>Z)JOH#kbk=GLKx$6oAqV-u7M$WUoWhjtWR82s>j#sj$T% z-Vq7aa;B4#SC2Ff63|X{bO3Pu#;<@toLWaC)@5GD^lRdrl9?*2kS8$YJmc|a$CmFo z)4&FPw$;VlV6!{(y|^mcCR8Fh1shJJ$nWV=pV#BE9ETlmitq*8bi5(6ZJo4N9?T-& zAe0R}5p>-z9sbZ9f&2rHfq|yhnCyUtV8qlX<#cZ0r~4HsJ2mnL2I%yo8?3elJAvE0 z5(_Y8xdbYBqSvs~ermef)2pD%)rZYR2>kFmIQV)$^xv$ryW9Nt6AljUBEW8S7S~^_ zsS^G5`3AjlVFCON*^!y)7pwktC;%V*w&ep~^k&9+z+ztRG z0c$km1{Vl`D|#EK1uHEsYN_hHTv##?Z}{1Ny_4TT0z-gD*)XeocM)LHLLy@XS}qgY z7-S~3gYiQ#A2-R;CgIoT#&jK3TCc#!5K*!B#;v1tp5m(f9*CvM=D;HdyAQ~{_xv^L z$nD*T9(k?Cgaui`Yghy!!gi}DHT0^4E#ym9Y&`{ok(Og`py*rfb00C#oZV*B7hdp% zqv{h?Oc^bvV@Y5B7~j$Z2eSLhHkoeTo~#i-@fTvlr2#^2_Uv_awR}`YDgo>8XfIEC zK|%f+V1%!e@)eIs=nGiQQbc;=td|$= zBnBm&9tpZbV^v$*j$CjrZjmDmed0}MHTbs6cW(ABy?;)ZO%}|ue)1q&-m_{$bFuXj zU;L`CznRSLukc3PX`_?(4F^qFF_cA~HOh`Qsg})7lWCC!90l2!b#*3#xdT*ncNr~R z#+Tu)bD-~uwLD6gwx{2NW&Vt3A%>P$8J8sq%|e`kG!XXy4Uw3lYXl$v}eZV3mHV zxeq35)a`?97}Q3@j2I3JOtT+LPu$={VHzH8*NXI`3vn6Al|2?=(Dh(qb!*ZgVPigB z%r!SuM6an7%+=mS0_nGahu>cp%!1E7$iPtI4n8PRCvP}W9RUlspgs~C?KAxHv(9X+ z<}e^~U)U^RkH&@7^V-l8Z#VehIu1^QU#Ld-DaFnOnmr~GvXU>iBH4k&MBE z)B-y%Ykag+-VabJ*`B{aU#{ir-PBH>FWvo*kuhI37D|$I!%-QDk!+yE<#{r@MO?*W z9Pvg5ZVd~S5)G9W5w**k*=+0gxKb*N3R;eNpSv<-xTgl8jI^i>F}g_eTbPP$MNcOK zoXJf@4!=(Uo+0+j1XLUn^2HHcA_j-s_*uyUZoqgFGP;&^sS=C{IehG|jkVwX9`VOM zwP1{d^0)3AvRe@^uw?WSX|kr|(Qhfkz_aPPiE$9}K^OMDIvoglCf($*oF<`#&7xPR zn|J9R#UZew4cI0uozFSU2W+JCD^ zsVr;Jy7;%i(qnl{>kKWBr)8Sd))|;#n$Tr&Xy^qt)N9vCQ#t5r zVC920!SWU%90(aO23nFZ3L(sUt&M(9PhZbPOHYa%H(&csP^0eqFk&JZ3t~l=Y9meW z>{mK2`=rQ)82v{QiTFPQXx>GL)E+f%Bd&lLb2s*=W)whi>;fqlxd}rMgyX>4R-eEF zUtKL2sYC5UqIugtnd^GHaQN2MiCgfuK!p6b^&f441|vNP$mGj+*pgY-a7WPUKO(m8 z6pQEaNr~jc-vvXz_Bz4pOCgFjsA|HMRXp9A=V8ZQE4crHDnOc+TA6WsHW%!k&S>fv zGepU_v9Dn<4|Bq*i|TO@F!4Lx_G@;&A1M0Xs=hrDlQ~0SU2338@G)0|?4i*Oe~Zd( ze>#5|mK3-Jya>iWZoT>Y{fmr2dcOiTR<$gs6fO9yGHu^=Rds_a9M6lKinO^rG}lIF zLI!ve`R*pk`IP@)U>DZp)o6M#XJVX%q^Bl3H*p-6=t&ygl>LRjm*Biat2%I9d&!wf z5Bn$CcXw$eH~9#~1<(UsK%A{NX(2XW20IVXKIR6hIL)s!&BuT zU{uHP+kn`{KFnaE2;W}owS6mFz!y)6<6i@Nt@(NrCQ^6;?@b@^2MkBa(B@qgSy>nK zGs-{4$DCpK1wSy9TOalDxK^da93Zf)cvZ@{W@>8$dO_KTC$Gjb=|L_^yRW|J=uQ=j~^elx*sq5*mu4|P=6I`D1C(UW(W_pDGUMFrWZ z#DgW&c8=Mg6%9HFl_)!WkO9J27!qeEr^r9L5X*&$wY>OA+x+mqBvJ{YN3_}&q=hez z$KSDd5Sy(n$A{5^i!u}SV84zg<#4G)!undA_Hz7Qt&oL1L?4{U<^pntVhO=Jt1I{# zfT9&z)sg@+A{eNek#r!u^l|CY`S$n67uq`tjFQZ3DKr|kJDgACPG1-%Hl__i-FJBX z224uu>7IeY$AdwYdMu}DVCa%29zFnlT#+c*vN{7p6#M{}XP{CYJFjj({%+^_f2 zhqI*^TuoN%d9#n#M@A;5-cgag^f3OnM|-WV&+GhPPa%>oPnMJ7V3kvxlddIw55nEc zyx#VQ-a1xm*(IuoyZ!=JBiwY#3J&mtT^F+iJ7~MiHn{Tj5CS_qc@zfl{bcC42b^`? zQ_-jY4pDcE@bLEyXG`ohAhxXf1QcGQ6DU8TsZ_FU`-QTtRdcfZu(N2zVO-jwc_7e( zR`shBqdj7yl}9Ay9^qz}Cgd!A;O8-pOA6goxcHD4+b*mraDKaBR*TS+OUASTn0GEa zZ%C`ECf2wHbF($d0m_J*FJNWz_Iq$aAB+pGG5PvL$zTWzcD-M&eK`BZ*Y&z`nqkeN z==cX|z#>^iX^w!~dH>mI&&lk#&*Er*xcQ|6igf9gFqRqBCN>U_`!;pWUbo)-A|L2O zTV*|4Ep+@n4bg@a&*PInN3F=;=%dbZPvA^#EB=fDj&EbtV?&b+y_FKNKEAh~`P+8} z3i5-H7oAG31#k=Y6Az<7%cA?ZKfpvYAAf1(m<%;mkPSCy+pE z20dHKs)w-3)sS1Xv171u_MHzwtwQ_ql)j0XtSg5n2hsU&j3kw2SFe?GZdzYA4`Z*I zC$D!4N~1&7qioVscKE?#{Te9VOscfqBQw?NAk(axCj-C2SYZ@fH9q2znY2(aP(NZ~ zQh|>Zo5z*%-RTWg0N^}|S^u^&2duw|UgIWnEuIz4$qVspd9Fd@g3pwhm)rH-zo&=D{V?d1^A_Hj= zs_PUUtTPor=^@sTXZ;SMJT_KHl0{clRhKQ}G89V`jI5`pl03b70+mawk669dZ1=Z< z&yrr3mhzoi=IwVBjKww!6#CsY**tm&N=AI=3-FQxnLzuhXkT2YndMbtj)U-jJa_eK zC;fXSGk`|XVOd@Vj6bwA3}rxg?&o7abOZ@mIpPC;W$3SH|A5RJ5zykCKGb2OtTnza=e+nY~x zy7UdYp6<6XSaSI(s5s}K@FS=V*ee?e{4o}Kw{*F8Es~(-h`yc(pc_U84I6!6 zhs(h`kJ#aND{oS~>TKTdTbteyMLmM@67Ad_jCKU9Tx+w#-)3G{;8+r{W&UEbIZ7k*1U1EM>+Fj5?q#Dk#KW;W_mp{*~;{jOVxpTyI2P>7JcrT@KtcEtZX+*TkwXG}0mT z8X8I?RW?buc{IG#uqH&9X|7l&;Ud;obv19j^S~&%WI0f5m#o5cyszfM6oekaNoZ-p zY^W)HqH0Lwi?zPLzXDzY9t2)$eDwK7oW^;ka6gi7O*5ttnkMb>w-H|c#?7_7q5&a) zG0_p$pl1&n>OyW=9d!UjB6i53WrxQxJ}(kBqM~tfvYPTjXfEU_g9tx~!VqFiKROLP zm5+-fPnWZyMCuPNy9JX$2hNT^h!aXdN4WUl(gHDN5`XA~1`9&<#-yVj0o@4yOYu!P6fAaV>Y#K7EK-;BzATA zW2yWvfPZ#bY*@s|oLx~xHg2ay7gmTuiS;}cSbKo~b}LH?E0QoFndBtr?R^X+?eiim zdapFSyZ6&2Bo66y?;5m{45{zk%TeyvT<%xUosb);3dk-a>omKo2!t@)MD73| zlRN2oh2G0O@z?WFh=S0vGL7-Fis$5{`Sw3D{3V0~?3C2he7C;eHNw!;#p8Hlbd(Yq z=XJ2k&@4{N(?(am??0;kxswf_U4uf1j9j!Hf354t#-10`hAq(f*zAKQv1-l?lg~q= zz{7a8wRsN*1j=GDw*vGrN7@_d>j_&egMyFUe293JJK0g*mYL(M=ZPqBKG-{oSUrH# z*X}TRz7hqq`VzD_qw<;{O)W{68`)W*6;)8?gB=U1Q2pnRaAyyIHuV`}Y~E(ntH?qz z)T$4oY*^=J;rB7og`9;d+`u0~q^DW~3k4K-xexTNw~f)RN@t&d_#k{k83r3gBXdu9 zE_aOztxo`hvLsED9C8731Gys2Eo^4UN<%ABxXTe6jg@P9bP?gH>ZM7(}DY-P4axe~$0<(~k3V|G4*#F-)eEs(i{F@xT$M#t^1Ws$f1A=fLq(eS92>Sjcimg!#YWIQN02nz9MOI`doS@eGDa>2V%}qea8t3_Yn{MDsL-p8(uNM= z$`Vqh-)$P{6Jg=S-)`PE-o`Qj(2sGx=X)eGM!v9}G4F=|pkaRZ2O!|EfWZ5H-@5(( zGmi~?R(sQA>)+1-f#5Re7w%+p2I*38P>1NABc#{ts4@l_mn9wersK8JtF#$R#cFT3 z6`-8wXOd|egVg%@dh1ys@kf~oamUAE=Iz}tvWd!x8JzeCHBLL5tGfM z)lO?lY0Je4L#I+G=Sh3QEKc!-hICl`Kl|eNX8ncyuO0QuGKz_?JIJE**O(8ZTeK6+ zC`&aAjR8c28#NUxn7vwr3BOH14!Youh;4?xLf3BwH9Z0REQBt&0%RFQuvO_Kh?Zo>T{OtD_l%S zfqKu5LHA}*iP`7KGy=L&G0T6#H)hMf+3J0bDEbuColXPbMdiG_JeCkD3T=Yv9|TPS zqWh{$uglELQZK;wE}G)?&2zvppO$)Wbh%d^a6NDaPm^S?ZfARyMbTnhcuE zQAfk}dalrZnp`Vd!j=i$NE%7UClTI=mM)WBA@_krt8t+TTH0$){!lb%J`;=0d<=^U zoVQ9=uFssZ7@8$wMwu5D zLb^5qjb%E8g^f)Lk=uNDfcD>5p&J>aL~gUDl7U;D&sRL$ z`w8H*Uj~?cye2ZRMM%}$7!yDjE9NHSo07G4IXT4OWP6iJnS2I$74N7(%w!fQo4Z#@FhT9QGoaBQFv{hb)g2?^&LO>h$w@n{tZlwN zmPpNMcD=gwmy70;C}H!6m-}wg^@ZeYj?6&!s#1Bil~iF-raH7gEDmkGZ91V3_Ur{7 zoKDdUV*8#Hol;I>z{MkoBVi6C_r}+G3e0F#a1i9M+i)$acRq(sIp}reH#RkS#+N|wo(2&sYU0(!*GOru9j<$ zb~a1Z{tpjJ$>K>Ra!>-2un|d+L-Kw>&h=O-SDJ}K(tFvop*@)fD_Yv>t!`tB;vO5E z?(5%8_e(L)`W^0oun;<69slMK29U+cf8{RLx>l2x3a?o&*BI^Yc_9Zm{4QcrnLO1! zn2Z_O48FZcWV37aH~e|Jgees~t?k|p3Vl?grKg4&1;4$&?kRmkm_R5J!Ep(zixefbUoNCG8%Lo4`$jkFv695=-X~~JTUv~ ze!63ao-&}Dx;>7;E~IlV~X5In95E>$({bzG?Q^f(`xwhr?#VG z$t3RIH)f32$L3CbbvLmym>TS7{1a=so$OxSxL?$otIn2NjFqL<)-{#JLW=<9D--{b`bOJwokGSLlI438mG?p9j-jOwwF zNhmY+vVva>mJ};eAmF{(BYwXgSeTmXI4Sv~S{mDCi_yaKEEORav2wLsYXX3y{%TZ; z1X=^;vN$dYF+v5D37rJsUSj#)Jw*$9^xr0YsJj^2{T)%l^puMb|1nZ{^CUW3ca9`i zkuu*N#}Q2oZK?W4+%YYR1XZhdaRi|rk%|1YBLw$Oe**c|=i;}eYF&1R&E8rQN%CBr zZlr^B5aP_jnYPtc{q{$|xD3{RFep`2#*&4NfGT|{BEk+!H7h|j@9ST(w_WINJ4J;p};qh;*n(rO{mgmh2Hh`Dz428#1i|)h=%1n?_mDR(D zq<}ahE4mY_H>CydB9lji85Q_^Hu-pa{FwCUYIfSALO>O%5&CJL%o7O->)gq_oO;9wv~MOqq%v%D58U}jiEbM(LA#6&X&9Eua30vEeS=)XQfVdcw& zedDb+N=_#B5!hxvkJQ5 zd0+io{dh80{bS3oxLCoSjK$N$q;CX$$Y@53T@RAR7)sR3k~3d71a<=IMOF&O9qCzx zOD7=gqXGBZWVQ=+&_U&S7H}1=Ri#$gKRUp~#5y?h!BAUmLez^!20X^E#6-ULCHM|_ z9F_sG{jg}tc~}+T9EPoX@(zCJQ4szYHa~uJ`an(- z;`NgYH_wzOmy-R zmD-SSvJK;8%3i(&n<1A)?jz_uXe5aWk$_`+)rLx-_8vB5A>WReEev%~49!B?V4x7a zn3^q&6tWERGJG#2N%_oUGK;%xkIQLS%!hD@b@ARcDxK4&zMumQZ-V7N%qrzl053mI)V+!%JeO> z&?DjYQJ@~_4I3^?{%UEN_G9BG->5Qo6fya1iY8(=f4x7!K^fNtJkh|%t3Ure#(Nrc zn_v^oW6bkD;Kw#8TZ9P@JJO}~#{@j9^1QgjH&>JQ?m`e~0F2djR@L5=4kvHO?t#KY z2_0#9MCNX!42mNxACr)AnglpqNPi_)HvECxE-Qov+et+0*j4*RHL5eXdG7Mst94T% zA$1B)tcde%l?)DLVR6A>xrG(W29(FN(&8?%Qdh_0smPkfLeu(%i)eO%Lvf7{8$n z%SuHj-RtTh&45<#zH+o352Cai1alB{?gXp_o50N^7zznO0W!pm7_PLQe09;C1Nq?Zx70v&QyHmDWVuW&@%$C7Vd2N{t|ReGI14|h|AvjoeWY2gv= zdkX!yN`n;ekWXO=l3f{@h0DTd@H9;SeLUwY_0;ki5Dr+XI(7Q0_j0_!pEoo!WCl)< zD3{9Uc(FHC`t5k+G1n#uE8FfOG zc(#$^W3Hpq*=whz+1M$`(xDO5bY?SXK&}&?+jgj8wY&3ApO8hzAX?Z2NDOqc3ehPfy~EY;qU1{C;mI-?nr(lAa%_c15W2+h2?-gRO)8P8%h0U$f@SWN3RMt!S|HXc`-F$d%bNap0d?`&dB zV1q42FOZm>LQl|L2LL=Bhu6KrQmeiL|g5i$8%r$WV9UKa=P zeJ(AE8Qha;{0K}gt`-fenVaP52_yb1kd2k5Q|)@|DGcAcj^JAsp64rQvjwZ`-^F;6 z^;QczGcz1(rXPG3s&V6fER*Q4S84ARIsaOVsHhnHj+X0qgtCKrgHfy|GQ$%I=a8q; za;0?l=8HzNZ1)mPQ4(ns^C|FpI(K?QzaTA3A!9Y?)0Nr@qR~~W);-0PxxX_m?N#uY z@nxLFx9To0bPisKCq*O>id0eiuCS@{PpE;?l?b6R)Q8=UL*aAm{Nez&UZ`^2$YB10cU z+Q7M!gR=68%OB58pMv<0{VXC}6p9wHQ?QA)5G^Rz(Z)?#V6&fIEv5k;<Xri3CNd^(L=%7-(ajAF$Mw}ZUUgeb&lp7WXJh%dDi zb@Ks%B81KO>%wpC&@W0!UTOBL%U4kE*QXUEUOy%N`2kKB8oqG+QBsZW zWGf0F>xe1A;#!XMZu7^!t!E>6RKzFR$dBfCXP=9U+syOXfF;|ofict(HnC$Td^#WZ zyZse(y?fo179|c`L7d=(Mf@CJp?1@3pA#K+#hxX)>;d~7=BVmz$Sc%{K-kz%X1-7< zegi9buvS5Am51I-NagG>W<3o|iA#vnbtql6#Svs+T^{`)RYXh-9E@s8+I}jT9xg&n zI6ScXs<{)`NV|=}CmeA8Q#POoUXD$DQo53(I{~+_g^Hc8b<24QpL3l3Xbx}12;u%Y z%Vm(o2z4h+ zjlJ|6fvZm|M^@txLuRo;-dnQ8hTiA*UymEC);k-nSBTy0KX16GPK56N!f2}UhkFTU zkC7bv{wtNtn2u_MT)e;3ajxDc!QE z*(gZ#Dy`XZrxT{hUUY3WzWpx=%U0{B`tE$D`tke%gmwe-tI%SivO(mp2Z2B{Mtev{HR^0vrNgi8o?U}6 zBfo9e!H}~MC6A&O{L?oqh9{U?p*Tyn5Th&GhLV;Kb)n-?*u%d(=9RA$R#aAZQ!lae zUjsN2wYAE$v?<1SbW19eNlY}b6Wi*6TOv}WOOB}tD>AW@A~GIMTQAiYVBuxgds;B!V!P1SC56#GQrfu(>wLi-bLhq!#yRG*A8EQRNNZM1oX_Sp=uk zZ=T<_Wt(4r6_;ETn*9_hlfmWq5f~4@_a~O6da6Z=$-@?~$mc=yN)!Bg<2)&d@Dcw? zi#&8sVm|%Ou*1Jir*LDJRLK6Wv^bm3<181Nv!_}UgT4tIqM5IOECg{U`(ChSlOL~& zWjWw@r*wy2U9_#Bd&#$S(C=I-HbAp-t#F!IDsN+pK0uz$kH2s0w+VJ|M2UQaU*h;x z(jUQ#;ew|1+RH)WO6hr+x1&r(c+n}GSD&kVS2lmt@1f=8?RRd55Gx5kyU138%)@N= zesh1`jY#hJdR^OXgcc5B7_i#OqhBUuSL4n_e?38A5%e2l;(oqY_7l4NQK!Ubb69O6 zULxF3ht)q1)9(T*=6^?}lc}EfopeElss^)`;3@@7azaJG{`jD-cU0J5k>-wen{`8k zw{VqXDxP1{f5NCKGMJjlLuvC_n?A{C_3+y{Uxw$d9n3@GC+MMiBQ({_5Id%Bw)^q> z-~9PxT1QP3F&8BgjC$BPw+Ze^$`wP9VMAlLa#Si zC;qAt=W0lsWeimkB9h;z*2WdyJZ3<*<6~wLa_9q75B~*Vr%^5LZV}cUt`dRYLAYwK`#x#6myGw3R(D?u7F@&!aJxE(Q2vX!;A3L|3=Ue#&Li zIsKqVUmuoEH|o)6aL5_tmGQuw#vDrKc0en9Pfr1*N8Xnm&mC>&+}%}U_4!>S<_J8U zQSxWJDQ76#zy{ShoE}zeS^EWz+4=e`AtQf3uQ~+o7(@-YCoHPTSvp*^ z59Ej|6L)26gdv==;Kjr>7T9|}{3(|0gYig6hw~H+BO-_6J5e1RRM5KpnTe7w83xCk zM*=8fZ*M$yLGM@!j~nw_qCnwXaL8fcI44T5&{Ae4GQ$hVyM@2E%usVf0LA;AfzIAt%4hp7J zI%;Z{ji0WmYIK?%d!FuJO@z(i3@-ircI5UqjSD+HucoB^hXJ`%Ac8yH zbgS!~U&eF3rNm~`xZI7V77Ju-a)$zWp*5J0*&wPa>QqSkD;oU^AXV{EU(B> z(_G@s{!XG&=iz8M4H-KT%xZUkFfvDg#$YrNzsXj=Vn!3A*S6x}*15iiA8&FgBTW4M zCBqoeD1qDMpkiDj{mgempE(U_(sMt4J!m50+K&cyNun;62GiZF2eeTg*s!L(6Nh4V4osklErNF&uy(esJG7d;ND zJ=*atwa0C!NXFe|`V3r>rujo}{r-jzky%|^-mi>l{?NzbDP&2mAMu+%96|(2;(aKj z5zyZBi|5tj%gQ5t-uO+SRt(xo^|ayBWWhx{gL}CA&{DcPmLd%G`g%N*dG5qpjD4Fz zwGm>cok>XZEXmSMr<3vIQu*=E0oT8ra8Mc?2KOz2%4UpjIWFVdY(^x0*LC3O>&6NH zsd%k_)$ZZMQ2y#U1Mu)C_?N4goa?L27B`h;V zCY>dMPhKQTHzhIETp`-MBym>GoP`V8sC-Td6XYN=YRZ;Rf&ebx$v3v%8U3}|IW2R> zh9r-ngcL|ayf&ZcDx<+7#ke%U0~<9!50ZfZtecnsP=mYKFYSAou`a=cHeK?gq!$`e zXRSa|k?pC61e92OwZ6h|;(L9%WNF#Kc1ssaM9iol$#mLsA{pTNumQ!I+1uLwt&xr$ zl}o7Kk$h-7K!zx+sa8hSgzo&)!V6QVOvWIfXIiC92~wR1+2}W%a_FDWabSbrxCMa8 zdny-Ad>0c!4xnKsG}+hCEiyl7KIED>j!R=f-PC~H!UPmV2O8F*rjJwa8T||U{IA=AYvYo#CwnxDQLpb8U*4M_s}VcuqC03MiGb{H^cZs2_9 z{O1E&U>O%$Hmfkg#MQ|ni4Ze-u@t=n1}5{0eK5^*Io$BIk-NdoPyYh>9*^AxZddDe zW{YW<9Xx<=$0W(-0RJ-|iZ~IKK2b&-M*#r!i%u^7ZnIkme4B`mDCa6eWphBjZnI>= z8{<~e=+$Y0fSPWF=K6nfb^g|3kzCo|(eBnDi$d_;2G@k-nmEpg^^l4EwXFQN2(#$X zbQl^+82@J3>EgH`+~4s#QmZgOQ*}Z>i|jCFl>KXhpbZZ!qUs_ilS52DSm!jN+}G(M zd7`(<(Yxuj>@-GM2rz8RlSZIlG7?RHbLVlI?Jn5kSNHNGnR_>X)|tuKFNyNI$w`M) z*x4aD;wCb!3)qp*VuzrspblwR@q5GWdWVnOxQ-wGrV5~-d4tKD zTtX6Va&7K+S^VyyosVy-gttR+ku-I+V?_PFUJ8D0KACvfhkqvno^X11F=_;5K`BIH zH!iUD-6&r0D8ha_;!WK|55SN^&ZVrLxy5vHgDJ+!; z8RcY!FC+Kcp(HcejnF3LTN+txT(I(7CERAE$z%i})>4j) zJ@UwP4!GmgVb>HGqVpZ}fRz^q5)f2gWM#73sg(h2-3ir4^IngHJElz?P&cv@APgFQ z?aBcNb5Ak<_hxFV=&{Ptxmv?$LEWkh&U+J3;yTxX+8?j+@==@33;(ixc&6NMx4c5# zt*)nTXFGwh!Z#lJeXyjleBRg2@=FCG6?mtz7Vh9 z4X(f3a7)EB!xd&^JWFL``1mZ#0ax)zzF}y<6)gAXj%&?Y1v&Tv+Ju!(vtM26CT|D_ zQIJk(i!k`e9ACEvB6lyO9Vc;-M2-w2XaEYaaUcn=WjUNSd-x3&iY7_@Y84zJ$H$=5rjWC=xcuv+kE? zgj~Juc#JKZ)un@KfMowb`1_%_jt{i2eGw##MdW>JaBII>ZxbuH0cb$Pi9Pl5S{_o= z@Fn0H)hN8@>B6ePuA5IG-G95*Uqn91Uw%%u=8pncse-L?o!%)k)DXFh#qso(fFmg> zN+=LTB#0(sb8Wxx#)+ffL#<0*P&vivF+`t|;@VBjH({oF4jWuW;*_psL;AzMD?(u1kinT!gverB> zCkj*=$Pf^iLY@<|;(ZYG$mj2ISjdQn|j+?(HPY)F3s_X!b zg#8D>lPdwCFR!C(Emq4;qqM?xDP$o!ItB6+ck5*)bc zGWJP#%;{;4X1z8h`a*Y0a*#;aZl2NC+{^jMvu523N$+^&{E17YZl&ic2?@n=$-i4I ze9GBi!IxscMZyl<1NJ%Kw9ubIl0GOAxwFI?^0Hx>9V4en3>RUYSdZgJ)tEow{9!pEeaX(1+5@^5yIW{(B;6OL!|7J2hD2&15|e#d_3oh z3X(a@iV29yM}%x9CILwifCM_x^iRk|&%K2K>vcDokL@V~JR=3Vc9=l;Di88b5vHh) zq^A~hlgIgV+evHU#zv8R$~O0a)o1@?c)G}6hlJVqI6&rz=om6Qg}o-%U@TcI4Y-&G z)c>ssxA?~d=K+auR+!}vP8eV<&W!NxE3{E-)pI{ffuB&t{g5RViavW&vESlIu$taJ z@e2ZNyY{|qTPNjpD%_J$QwM``SG)%z2PO`Ao}IfqM&oaXmz1Me!qSv?|5_4-Lv zIeWCkX6Q+|ikI-^`@Q{8lJ&J|prm)#Ly(+7pl{+QTKhbH5?PuvPH{M)gsO@pZJh|c zwH}WgOq3KNB(ks*g^w5%rcLgf{a+zd`)}Ng=gRQz1IBu>$&I3Xar5~ihVzhc;e%(UDe5RWQzK~rF0Ngn-t)-|bd^StSISrc?B8$N(QzFF zaTNiId2C%fjm>8Lo#r74;O|e*Sgij)d!TRNk#L*-Z092;M8t2)Jy`(siwgR$(1W@y zN(DIZ&6ipYBL~wj&A+Q-4EF};_!$F9%y2UF&Rv-NGtz zLa=|o*W9o(!m%)GzvN%ALwB={KszMtA$MQDqsF>_7`I;`<;wb%N#{m1Z@vmtbv^3 z@ZvH^j$}TW26|7O3^6WhZ76}c{9MgJBp&t^fGza1pqc<_JE&44GJptVRa z5QcMVBNbsnO$CY=G~idBt0?r%_+{l(EFG%5+NJF#_t$THCu66fc0-&P9)VI&ni-2K zZbnPyLpdKT=n=K}2kJWyPFD1s^QZeudVP^fyfc#bSi9Gg8leo~h0?6sDt$*ciXnMr zCfFm6ncycVoQ8wtgNTWi|TM`cIaxn_nM8EPuMYtdI0E_(}p-s#h+x5k=`vBluo(9jnH0ga<3DIY(t z@u5zcNT2BXy2~zjSmhF}!ljr|?;jMzLR%fS^BmQ2*4BRI?)Q5>)l{iqNv6V_eu?I) zZ73e(F~b4)<9I+}t43Ew$vbD(FJT5)X{U*lKxh15SFMuukwO3GoPRH8AvkvyoGSvy z;+I#sg#>9>dq#w0ZD6;e?00>X1CZT{Tm$o^vfC}{qG$_X3}sx-DAeAfyb*b)olGb` zoL2@XcT6#EOI~}BbkkC5xwv)sd2tExTdu9s?TKLXLEO7QC`M7xiR!$M@*P+_6n%ne zWMy#{rr&o_5s>{p+3w;CK-7OzPG0- z!1LB_TFx@9J$&2^w>R>IkEvG7@z+CKt*9MYlEZ}SLinuu77_I;^JAm}-cP~IF}Jrc zxoy@gVSo2gKkd_|?bs+^xW_BJW5oh0)0j{@;T8iC+gVm?9d&b|(A8_Mu`mC6`!Ez+aKHq(Fma$9Eqf-jN@+DK|(v4aZi@7VDeC zHcKA4z^6Z%!h+w-kx@?p^%5voM_LPhBCk-t3_3BF3l$NmbS#Bevvkv&qe7%SSu`kv(sTs9lwqpqQaXf3e8hypUe&+a~{(Qk<*yBex2TX39@2pPd$tqr?Lp>3Eq~iGU^iE9cH2b@8aGqtj(cRp2?@QI8~7{QeP|eJY<0Xa^f8 z!k9r4Hm?zG6Za9&MK*X4BvJ6{@)))5dzhA2eEv5M|DErlTVjzWu!RGVUN-e-8o}(i zzoujZi}BF<0Rr4j>|HiV)7g&8V)>Z_5u?hV{%7Ol?Oz}bh$1MWbr1zcaHoawnW3QF z(Ze+{kMTxap7=2TNNsn}InH1dspRJ%H1`qk*tbrfu?p^W*ZtoHqwK>GjNg}Db*H5m z5v^_pqlt^kinDRg+ep9&RTzp5a7p%tRl+7TcqK|$kslz>*7T>E8 zo}oVTbFm-*oXKhkJsjNIwxGWQESdk)mHrJLADFKg-0ex}0dxF705bgn^c$&FPkuse zLj%#hl(tQXL#Np4kUjtP!P z_M#Rdx@e=M=h!>P6%FEy7o^G6K-qB(f_9-8#J=62M>4m&%|wjsD5>X^rr$TvG*A1! zRy0Aouf4QEFV6>}(jqq=ZK69t6uC~KTVmue@?_)i2&MVK;MXZ>GU_rya65yIYOEk3 zA>MDEEbWLW_)PAc7848+PrgtsN6d6lPHPb^s`sj75X)3SxX0bOd8!IFJUOp}51JP6 z4&SEOiE(Evu)CjmUZ5tr^6SvSUli`4ywo+Z~Z#80Q>8%cmi zDnxY{_KuE0{!^)ym|5r!#{@6tJ5d-7&N+{XHuEHhX$x_?FEJxy{Yq-KDX#HWh4J9} z8ZqRU*Jdy=z`zDPl~(?E=?)cg?2ng*JX(!s)*Sqlr1L+^YWwx{diO^f;0`0Xi!6VH zvhaAf&L|(|uE&^uj5TN@kPiqw+;`N{3oG7 z3kv{x4!RQgFt~s&z2SQ`l#c}AQ$i9!zyVwnSaRLzL3D7Suxa2d$CyIQt?&>G5BRAd zsC>~ZOI6TG$!=)i8Nm7z1{;O|AW^E~2nRU@BSH%N9#o9!?^63F&OTVRhLEBy?fv~_ zBK~-D6q)n3vR4;08+_w^@;Wq`d6Mh*AaFU(A$(I4dkht*Fp2FjOWXYeGgoLc-J#BL z3xhG+ueVM*gU9569MjS=!xXk|rL7TGM@XTW5bvbc*j@`KjPWc5Hy_bV89K9HuJFI# zqR58f0Da-a^uQ?s% zKrFFh?R(di82S(e0W$=ezN_O9D3V~0cTaD4oQ;FS$3r}njERGGs2a6T-XwDcNl8I= zdG@upL7Poq#5`)$lTndHmmuO7UtGnJDiC5|_0&H3Kv3aU3%-ky5O0{)Fh zr(=}_*Vw2HzJ4ZN3}Y@{69>a8DpT*wZ9^AGY{rIU-m5t=iZDY)FIZKTJ`KZ$qIcYl zj#agf|CuvrbIas$i#kf2n3lQE9+cAEFC2BOBX2xb;1~eOa!0ezSD1G$J{`R+%dVP>_C6)EL&ObNhMvbaVPE zVXg7g%AbeU0VXE8)*!*!oDxWaf`sJlhrCR`66;ow`hE|Aa>7YwSJBbC@HVDl%PlYFV0( zQ#e*vCyfQ1yS1;3{brJdFn_=T#5!L|1Vd`x!}6#7aM|vp z?G}nHxN-cj!N1a^*6h2!)&T_o@Cxz_D-IW0d1pC5B5cZt4A_Mz_wfM(nA{50-j|tt z+xkb|1=Ch9dozhIjI_MhLeM#q=z@+U0m3 zj{N?5`**FO+(IRhB_E#Ms?#BU%OK6Po|%`7yo{iblJNazRVBeGjHeLly%7QA-1j~G z7j^Q=BKyvjNbFK#>O^{qGCT_COKx3hOBTjhRH2r=*=FZyJI$J3#m^eL?1Gp6$nVjC6g>ul*esZPHuX}=_JYCeN) zLb+SE%fp%e)R+Fv3I0>>r<$Sc`xUE)M+83p<)xO~s80-_XAp)atP+`zU z{fVm{gS^;6jw)7{g~+73pZkk8F!6#i2Zc#@R_HbPKI*MII7bT7pMES?i+Ax$3}ulFc#C=Himg&^G=^28KII5> z^o}1{{P}=SW;~ojMaBn=r7#(-HfnQ*sr!D=olG@;Y&l}ITqi`eJR(LV;sM@GXWS&D z@5iROg2l?Z1*k8(%keqQY$x_r_zSx}Ix-JNm*zRjecZJB(*N-ZHa1B zU3htDSJ}B;$*(hYb4L8Rx|NAnOns&}f(|8m3Mbb(mS$iYEw^VhXf{`l*@>5|(;2ngnhV;JVC$RnqLq+scOwT5}k*Llo?TzAE@S|nttI$ z&D-63@DhQ?;9-n=YBikWChW{bc)CwL-2-Bh|BFRkfMAjZ0w6`l^T$rh%voI((XhB#wCq&wwA>%edEVj%ls zi^-_XUBR*W3Y|wNX}S6VPkv4HqmiILrF6_Mv|J7mPsQnTPAic*IK)=43F&HF4o)Wm zXy_Fd&PO=q)@M^pDcYKayFq#sT~AN<8;eoiUNh|U9AfJx%!eX=H|_v zHKJ%%%C(;Sl#rO-^Q!|eu9S4zE~@|+yTIs@wsuN1QHP+QVEv=)dGWv`wxxlA!T7IS zV*J6!KeX1!(zS$NLb6+Xj9Cd$?}@e!jo)Dh0v=&|u;yIkKy{xSDF-nVXAo*8gi@V^ zl&Bz`s$#NLKl>Y9oqw8>+~pNC8Oz-Ay`t&^tP8B$$!d$=tFK(-G+8cjx0FQ+wGcO9t0uicCWCamw$PW^rforUR+%D3PpG)1CLw2;OF!CVJj@|uNE#Un3|dah3V3no-N{i!L1Nd)6mqjF?c2gS$h%C?hykm7etY1jjJ$1n)qP%5j4 z-^NY`t#X#o+`_tYim`{e_QvkfQGn2)^--)|>lq=2G?weN=efmrw5JHOmT<%5Ux8Nq z`VG!f@=y3dF&+60^@u7AFD*W}z z3V#Ztj+e+c0sitn&#Q!69QjepdSQ28G z&T^A_ z#`waugs9($e7f`OEo~f7gUh6H3JHSJ2$!@f(OFMW!>Y`QlQXVhgOGZ%K*Po+M7l4U z z#BwF}iMW3Az4tYrCQbRVO|CkpL;3UG^hDCrSe%+>N27q2JjY4ApR<1fB+o3zK=(<~ zg_nVH8fXK1mudheV~^+~Vg zF8OTrpRaL$MR<7p1AH8+>+Fo7gfD9eEM?RHwos(;9=smav0cmywFlfEhHEI-mufm# z1y+|^Q?qDR`ll}XfM)mXwmlIJS*?8%Jd;t0Tgm#nl=zv+D8uh(3A>Z!dB|mloOpu2 z^bW{KP*o{2;jewpsVO9o$=}-)p>Uw87l@Ll9lt?JGh%O`!}(Z%=+-I^XTC`jo^-q6 z5~n%6Mg{D?Fg`5(Rs+3v5sR+~XH+eMjk8w;QZM`3OP(v)^mJ^U**D*gjCB5?tSE|G zYN?hv1;{t^!}{B&RERPViqM?rbhCD+&AMGs;R@&8u%`xq>v5B(Kq;3ET`^ zOcpq`4B={5h#1K%mycPupJz$8Mn7a>L~U=_RdswHXiu<1EiV>bn>zX3*6jN+?+0P= z5uSl&x2RKZAGFP_tJZ7?-6`S20>0{AB+*X;Dc~&!n!E0k!rE@`P#N%JL~_RO&vX$9 zl8xT#Af~VuBLBM?s1XB1fOJBJSuI^6jwN+xwsr@fn4Q!wmbQ=8ZS&41@D1uWaFmCU zsGO|upLc(A`FwnYFC3^@mF>(d1+%TYVV+SaKr~3d>3S_V(_Otc6!OSBm5KGLaKc~B zPq?|c8$NJ*8cHuRk;1*1*?IldKA&B%dRr^ttL0+!JPN&}yCx>)uDtcBko>5U9W_yE z`!I#!w{ussEzieC3Xu>(od~e%*A}wigLvo9ho54`nu5$8h^S9l^NMdL>% zAz0s+<-H+#vc3t`c}>0rpYOdvg%9KfN-UpniwwrIUEjyI!2CgeHf7da15;Ff8@D^^ zx^ZCvEW~xNy}xVN{e6;{&5mJ~;QaHPi9s_Q!u~4S01DfW%zg|xd#}MP_iWe0a`~y} z%P6IMjGyN>2Bek}sa0eRefys=bA9rn&qYh-baNxHab|Tv0U!{WG~lM;S@10?`LxkB zjnD`9S`xqq_87-SkOJfA`y{ERUtw+ElyVVDP&p8ZtRmam^YbtRx#z3P%ToR-wbmsJ za_OkNydpNg?Ifc2LLT6;&;K2Pp$v9vWucZ}f6w#{U9_f510*AFi!+Xh*B6ZT*N#&k z7EUD=Z70#;Gg%?U8->RgsHXlplJg|{)AcR#224=a0W&7ACNKpnYuuc1t*qX>*2^#n zF1Pq5QpXiGfQ$GQo*fUI!)JhWF8t0loq#8+DXsh?Vd)n+LeySampwJPP^S9rs+PSs zPX6jjv_!hfkaG{)SZJo${ z@8N1j+1Wq(5dN3;E$_XrP|E(~b>!jEn?qjH>SL(*R3QA+N6PQ6nw(UHp0a zf-lNsA{RmsEc`7&K>;4t?jP&WRu#)re^`AJ6*DuoafL7~?g&)~;iJ`@;afsk3EKyT z8G7R1{g+m&YDeFbL(AH=?qTAG#V#~@Rufs0?xd3HgPAx5+kPxcu>L^|>>+^wXXI*0 z8HaY-SmaLVMpNs?xBLmmBx;{tw>_-Ps{B#IMLS=F%uynUf-z9 zzHA+@xVJw|%V!R+=}a%lQss3W!pd zp(0PqvEkZmT!x{z^fzcHN3bk9j4P4x9K+d7fRq;>rhI!${j%^45KY5qbZ7!^Y%q`pW&=1xK3rKxMqY zY4XKdbT124y#Dv?9_n97Ez{@FWB9;mK!VhQnFeMl^_Wf?MeKg>KBz@iwc8staC{v0 zJ;k-FYk@;jQQdr{P8-x0DIRJl?DK%CAzDB!KPHr5uQKHWzqgt9>D=_~#_+GR&C^ac zU6MqIh(z+#w|Py~0PUde@cj=rMl}o30Q7;5pnk#cx*~^Zgtd_ICGCQLRq@5#7*Bz@ zCd~MS2lwbT3m(A(=U_|=W{3^iKyP3e?oh-JjP{EyJPhHBGiYD6%h^WW-nT)0q5TMS znK%9FNJ=mh;uB-LPlMmSOEP}IcR7lj#OJ|{6qOcD+#^@e;fdPNG=G9(F_WQ*$lNH; zwdqw>(E1I&uNQJE3kL?MKA3H#(oG))eg{^TGN8(0X9@Qi_b_Fl{|%v$Wc>YV34Qw~^N!Kq(b1 z=YzzuVB{mzS$ueput4qwmB_$k504PUptCVW4&OY>b4!b6>A;>U)|=R?rEVF!gE9TD zzsK9?ntK4*^zUN2fr^ngzAbC3KddcYQ^q-ix@fI>7asK%DmEzh+!o~3Z{t$i>c~f8mYj=?Y z_OpodS=$JdBVXO#hHCV=>@I_Ptnvl)-rO<2Jk!yCrZ<%!nifV9(fl0i;qzXd zwS=)D#avR3%{MLEw@YCP{+XL}xZSaZ>bQp(HN=~!gEZ*!s#btr_60DljWAn$y(EA6 z%*uqTpl0vB_ipA^)+vD@Uq-iX}*guALJr1p{brwOxO8OD7W)IR!jM#8D z{wX2*{Og|Q0|XqmS}@~;D1z;7nD5*}z7#t#cG| z`WRZc@05e5rXGcxG&nxG;lG1Dd|URAZqduP}^3DW}O2~N-EJ|^Zb-S=nuVqK~AzE56Zu@5VbRXxT? z-iWN4Bn-F{KeTJMQvB{y{PwK;T01*m7N>C3H?E#Z0D@d8gzjvjzr_Q7|I{xiz=Ur^ zCRofL7AE_@<0%d7o4nV47@0RjB7Z1YgBKvx)ETA#u&3Tz*<&1#*Lk;v1bYTBw_UO8 zZZd9MUvW&52>S-$`Hc*Y>|fRo+mzDI`1ZQ12Rn6ip4LtJ`-9wkp@_cceB$S=M4za4p=qTy)4V6<6!D%ckvv|*jZU`Sw+uY~pXb8{wyOrq7;Z7%v+bLeOY;D8@ncNLT?YX6zX+ z-oA4aUhQcgh(3R;N<_&ctwMQ!A>NAt`>JnQ#@6xz&65;vJ3cuo*%1~Ou3qE5kH1&O z#V){0MNi-(f}3%*_Q3!-`F29rpm%Ar zKdam(JHBKhrOr|`pHVo8croJuWBfLbz}6RkhSh9(3}WdOPrU|8%}qt=;YEPpY`u<~ zi1ktRy={$ZR)Lva1IhTw@0Gw}zHmKXCi!wY1D3s@Uj_@R#Cq=W3CWb_1Z6jc8t<&v z%abS1UZH0`qq_$bsIj&8=6D6;t$@eH&Ir$lk{3D&UGDEL`z3aCN`2_fNx2p@!2DuN zLnrKQ@4*4$OHK#Jq9S2PkK^y_eoyQu>CNYy0NGWZ7>1^&M-6$6Ku2|kPf4!#P0{ZQ zk*GmWa4Vu=u-|A#^nf#32tq4hJjRyqwLr8SY&Qtw$ki|%#n~3ejL1ib!G$~C>(KS} zqkL_3q@UN~wP0T;Nnj@rpj~{0GmDPTbB6mezeBk>?u6|Y>^00VJx$Q#y>c`;Yg zaF6{%)!s=$ZUcyb0o&Ce0wC8|0Z&2zGkI%Q>Q%y$)@-T`KZ+XZvppn?v4s4KtOc;~ z3UB=NXkFNc+k0n=u?hoFV33Hc`3wNLJ#F>NEy4iC!RYIqr+!ye)5@`L*9=P-R)_u{ zS|rDsoH-ekD8d&KSAn;GPL$y{*y1609}4I&o~q{IfjIzx1GT~f{9quI3JLH)0QOR0 z-tE^BcSp$KHMwecVQq%S1lL_(dWm=7)Ym_Lv?F4`@3^|X+{0o ze4Ag1$RA@-{CiR$&m2g{f9TM)|^P(k#TP2JUbH(B){}+=DMq>ypTbXbxQajmHc}z?INEDc2hbybd}ck8x9Of*IxZ6 zGfjLrUL(;zO<^cxZ4~NieL|6CZEU9=b3&{Ww|Fz7(EmZPPEe5_Q2n71U!5k)9ll50 z>Zd_I{lN!3fIe{FuR%dqP8mP`bD!>Ymbx~|qLLHXK`fYKy!*J+QaXix~jcq%M5 z-63w*8p0O&TVKxerG<$nP{(17(7yST&m5t2!^=`EGI0u8cbQwnE!-84;)_D4_*@(5 zomU5p?Cj@Ac$@U^HtCk#pffdrwA56698zUg$Fr_6%Y$Cz<}Z8MNGzyw0Wuz@bUF=E;o1VT zAII{Ej0=mWh&UC^Cgf&PgS1EhaWRTG$Ney)63rJ6$ZiM^sLj=s?m2ig5ynr8jEc=9XV%TxRp%_ENM3ZDn2 zZ@$}4%Exyp51uG*=b~BJ?n{UZI|oQtJ3s4lj1To6j+;4jl~&pNxHsyrS`wTFt9eL} z9O5e-zC|_c>YO$6mv+q>+osvRjH=d#XHi>tmGz!aKa%;Hdc3)@g!S~)V8eGa|Fgl zR6VYdSD6ORs(E15bK-m2ON$4S`D~Yt7#^>jA8cj9`LZS4dc$MV-V7or5&b`kt~spI zhYQ}id9#hp*zn7?cC*dRuFbk(tIf9CYH9Njj#FI0SPTgjbj4g*g>-An|IdY=a zF8?2o4qC19+wCKtvVRFd4xY*}9FezAPxZ{gZLKHl3BS$?bNIzxy655KxpmY3HL}y4 z7*pD%YpdQK0X;=-M!*UXZU?`hK^c}CS;qde0oAo9+n@E6RoSoV3&{97{@JJ_F^lkjo4e2Aa%U5jH%%LnT#{GdLKJd9T>V4z8Ox-j{wBW+E~+5lr>BZ5m6X z`T;1fUprJUFS0%dQ(%Q@>eswEkJ!W}uEmn$9EVyDFKl+3?XbxW ztq+Qn{*1NOV=Phni`_?WekG*h{B>lJ?O{Lu9kPs3eFv)o^wq{rm%%T@woDrOH&+{z z1@@cFPey<8IF9?lW9Q85*d5j~i|<>!ZJJhB(h$6p@fMCzuIFxw*$uy6@% z(j^uTgECI_Due6y6Ps=|6JCZ44Z_Dra}Eb+8fnoTT=`u0V+Oh}Sv0vC&^xR10v`5i zdG2rv?$7uzscjc(r2edEhg2E1x1TdQ z`7mpSc0|_?wM)BAH2bBza6wy5L|uiBdU^W2>C4O9hT?5<-(A?erS#MKpzpkz=5few z>RykDqS{jjQ{!1=l^u+ow0s|nC)qeNq4@E)VNEi3-S6NN#dpjF-CsHF}-J$bQ zqe*t6rx~%}Q1NsjwbmK}X?+D$&~_Ku8)dNgrU%kO!PHfeb^Y(v{@8F12EQ>p z(hW`g6?eV!&oX-})jaIPvADF0^a}O`B|WpYHx7b`x>z_w;q z1fQ=ElZ?ad&P}ln`6LN;d zy!bPCZHHU?;myOE+$04)MzYzXk@IRqObAC!6LcIbCU>eHks@#3MhaB>NyU^IVVewT zcy_+FEmrWMY$)?1aP!w;M=`7foy4W6kjSF^cM%+n2ycm9QKM0TYA~OYRrRfNdVbZU z^1bVQ2!8n+2|vdAGK*C-X{@Tvj1}f0t$dHRD&;9wi*q9<%Vta4kcV*2`VqX5Qwusa z#qaDqI%(0L-(kY`(eg?CvkuyvNV9CloI2KU%VpEOGi<5}pp+&nS00Z*sZ@j!pf2_2 zX!VlyIEp>FI|s2U@p2un&RWqLxw06d$K+`rR~IqOwd_bpsYAvo*42kp}r^R_f}mJNw68rcdw@G%y# z{B}fffK{5uEyKIQficyoXsiDU%iUG zX|g;N&VWuGPCePbH9=p0BCg1&iq@FTw?uUz<7f5f9~@~SB;mOUt+TMEgMaIXK9M4~ zc|-|#vIa``GbLWA`$3({9E*6%_kSWZ>dbyt}5 zaD@3s_LZFo^m-7_;qQv|bB4uHsIBZsK#uM>{D~z*Y{}@Qxa>`p_a@A5xH$6 zi|d|uEv#gN|G4tpvX=HrQ`@Q&`+FpvZ;*TzGJLvs$1$JfBnWuy&!cD}6YG_7R6kBB z`A!aFo{%VPYkg+77U!SkEoj@OP2I0250JXwK6Ion7+pU`VxRqAQ>fUUb zA!v8p-hNBp@xXS`$T4H>yqx0$k9}h|l=14)Z;T&C3o7@EQwJ*{ zRl>(iYUE^8SF4r(*kl*e=zp5D%nq4uweabKw4xORX~;ijt(t98P`mfk}jNQcB|F#Ee`njx)%ykN z#0kGhagJCvB)Mp?{-}0^t3#alfLo%F<;rr{5x9-e|X;{}j4uDQRi)h@OL z*aSPvDcumq(xb!u85?T)CGQKF5O2}Gu1(UOIYs?RND-s-paoNM!0FnQSQn#3x*bnd z%Qv~uu3AR#Sz|X{OO+$#o;F3>B4b_g0Jcp6y(tS+y3*I0`C_6a_bAhTlstSII0WZS ziVW5ji8a5hdt*RGa>fMYXE?_1HqB=wN%u_Tem=-`cm{(5_&y8<@fG(JJlxYcjk6<| zp75`r(xK!!G_Qxn;#cmzWeYbhRig&bq*9qL`9}G?I63Dnf=yQ~*)-1V0&_U5x!10^ zKRhx~rNoSLeMa|R9+$o`>u;c;>fcE=;qC!hM<>(VJ+%Y1z2kfHoE6M9KUV z?nIt4`breBV09ef%~FeBNnCoO+&s>9Ub_hP!5t%5=f_U|b(d7~!9yx#oUv}&JI0BG zsZTBOTcZf2CI*Ypa| z>&x&;)ekgHShEkCx1>ABJ%jgTVK4Lh$1FambqvAJOYV&fB$AftMbhprzX-Eu52Sk0 z=w&cTabD?9er98F#BSuL9f3K%J1uU;$>TeNhlO~2rJUz>)w~Y5xU;oPx1r=4eo5z; z5xO31l?u&7KsZ$(NI#97I8ytl?F95CQ8E2?X+Mp5DI`erHce}Y$@v1k1Ri2cVjxj+ivR;Kar+bAVs!Tk!d^l3@PYgZsbI-a-h(RB)t-(e?y9t zMd*q{U5;LZq4D8l?s8}}&N3~O>nN_1k*VFWke_YlCnaPZylk%(aJ*{*(ibzIev5JF$D8R@pIny-*YQ)xV*rU=d^K- zPGTGr(t7b1DA_)!(HLmx_j7~1zKM`Mx`r3@WSBbsGL;^p`9s-eYhu%94wKMbWD((|jrMMm-9_*g1r@8J3+AEVmzxc)#!U=RJ2xB6%U2W|Y@ss=|zr$P6k3F#+em zbtHzH)K0KQG?)KsB|ESmcXM2p3!_X|ONLXPdx!VLA+-p2RocioOIo%me zc?5s+?Iy5k&Mg~ZrFOpYrg)y-|rUbMN7JG^^$)2WHZyKBE=`ya375+vh5=>!v;0E@%8-A z3Ouv0bL|cR3M)403THOSi^4a?@p`j{hMnAi6ST`2$4KN?Y0gSgzS=UY*=QFI60i-K zQN(BAPH0FxjNg9EGHxy}^)Uo{eq4_&=if#L)0DQOc%9eORFEggE+W0qje=WVHMa?T zDY@Id1rA6*D(Rj{m+nNx-qMbeI)9+UtkSiQ`tM1GF2@>yfYm3s#@1K%#*g?aERs$B zhG_QZCmXIPtBD49k-nb052Y~`62W4UROP*bg37FdUNN$X;DrtM$s_7a<9Iex%k%`e z-Smk=qY$-SmRIn9##1eB~6jbMW;1opOEc z%kOg@MQ%T=Kd~NiP(2GibhIo49LKo-RjK>U9M+rp@T31j1tA)Ghg{{_@MH@@Q*1S) zv61Y34h>B>G%`K?GkE}VJRtf!QdIzl_9f^`g8RL{!3 zb;_25pS)-!i1_p5MOFjGkmk=9bAcCQe1|qo-?zPFekm!USXhSQd9Exk}D z{ZQ+}`iKv1k;(0+>XLCVJ8_cQ7NW^MutPnIKDBZKuH>0fX!#r%J?V_FC)5QdSmcQ{ zuiM{oO%AWI4amQ^ijqw(S0=6BzN+@h<1bED*~y7LzHW(N8158E-5^j-^-uKLr0@G6 zRs-}9m33p`7S@4O0nn!1edXW9xX0(KdDcuw`Fdt*!tnj{i^_=@JJk6qYEI;q@CDH# zVVl)4pR4p$RYvl4&FnE9a51OneL=zU0j>SnNZpyfOiAdH$CPsGzdlvQxp#W(`neRf zd}}T9?IXk;H^OomN@@K!fgDfgfZ9yMGmA$iu|p^JeXxm}V@JsoXZAR}(Ur7X@gkY2 z`fJKmxSRE!H`a&2i&i8d?#t&YaLO`)#(xrLpoY!=wmROyB1C9}+*cpg}rosuSdbwaPRw!NhBm4QIXf>-)O|XGT+T^7gsJD!X zPb{?bobKp6_T9Z+pW8C&@2fvqj(u(6juj5{j31Qos6uU9VbXeu&vZ9}{db-yC_}^2 z#9{3}X6`04NK&T^>0e9M?0D;8QS^lJ7kJA;XsAlt9dhHBk>mL%Vg_FTmaF=~5e+9N zQ}2nK8aJ`eWYN+BdHH>rj&$Ol=0nvWv!?sJ;Q7%FPiFWo1btbD5*)Mp6q~1t^_NJ+ zEf{eL@H`~m>|ElgvJECU zGtPOsGX8m)JSueiq zZMgcA0mP}AGZ_(a+1iS6K+I?Gyf>S0wEtMn^GY9*k=|9#7(A=-0}ce2jL{R8?2dxG zA|piNT9y*gGl?|hxNDSU(f3v`?{IK~({ILf>ZX$4CcF3uJ9lC~H|B{4J?dHK<0>U9 zJN2a6R7}EIKp>*g>T023$kIezKL04ZoW^z^6l)&Z*A>lJp!=3UaySxuWEkAl8diP} z=c1N=4@KyGN`|YMfzdH?&>@he9;0H}ZsWG=f0_mFqdND{J&9tLsIGyRuM%>q-K}65 zP^TQQy?v3KlZ*Ym*%qp{&Mf)JWMuv8lJ_tiJuJ-kQTse>Sg#LYmU9`;G2+YO$#UT% zcx~J?GU|Jf<;&-O9-p0!YQMMU{$4E_1V;|PGZ^!6x6qjj?R9sGK}?M7R`0O!XNyuQ z@VdXB<8*2ZiyVQVO{@j$B_r*s%hqUh9`67d!FAHzBC_=lRlLi29vrcxF=8N*q&({i zDoAw29}%gw4DWr6Ws%)f?WyYngJVO#(yjrrHVSJdB9eiv^* zEo`5itib{OK!Zs0<_OHmu67}-=o5_^R zo14A`D_)BjhKI=&WAJ5J25+c(vr*CwlX~-bc?g~Sx zBQs6?6_BQU9uZy`6g#7TuYMX7`U*^>Bcnrd0gtn2>g&%Gu^Zwvq`(5`1Bto4YPrpz zO{DMob-O%V|F$h+KMTOh2)y*;*S~SwW%8BJ&?E^Ntu7my#+nhL70|o%zAhNDzZY0Bh_gXCJW~U;#Ivy!+ul=YB_yw*j=h9Djqe^@5=wcr+0j zp|=LpAh^4%HnP+c%&D>Gt!9#+H1Hzos33T(T@Vk9O9vO+?HR~XC_gV5*|Vf zTKNbrkYOqKB&-UzX#fw&(>iLN4+fL>pu%^9-1_7oe82#3dRlpt0Wh$Qz^!+l{MX&x z4g4JR2@&lRyY@#u49w$>COB<4juPI$uC@FeAyC(CZY(#m2E5IaS@0d)f^H5s4Bsq= zo01z@$c);|ki4aUXpARD7L3Ij4XtOVNj~bQEWg4bp2wE^RXJA#3NM+okWmmP(ZVd? z6TMaq`EY1VOpFhijh`wTrt2p*>{@>@^f4);Fc*7Vt^asPQx7)HOHwmR^OZ$$rna^w zNYT<8Ct%GdtT4fg@U>PmQcQf#922(wHMEqJJDYjpBILv#xc*WC?K3f>p;wmwjc#i@ zQkoa{Z%0WjqOPkN(xbr9AoSMnJFz)~zV8i2Wt5hd{>=&lJR5U^wg#Q8?P1UG12d5V z(7z^*s%@Lx*(9vVmTcB<(w)~RA+$wUH8o&Qq)I~3^iZ4Kj|stxbijS%2CPpcd9m(O zI7c{qwe4G&yM%k{Yu{Vb7Pr6x8AcSl$~1Be)^-80h4%c6?SUR!aL5y~N95bM*xrOm zyH|(2ze6G>dFfE<5yQHBy6YpMKM)pCY60;Y5x2cSK}%~Iq@I}H?GzaDZaPiTpyDiY z!w90NbFKv}ak8BQajE&cJaRYkd80#^EEa8})tdQe@|Rp;F5AVaBKecwzekR}o!Qrf z;`I0KS*1~BZB6xWIloXLHLp?`UG`;kW+atH+DU=Jd_GQU=}S%^-z&LSMKlT@KV7%gQ#sn zGO31@@8=S+Q)JClHDjU3Q-z)Qo6$_1awy1Xf&^0qa-TY(##JymfI5c!jeAxhB?l@< z?L8_WZ@3*EBBNlS+3sf73Rh)%^l>ieEyAKy%Zr77%=B~QI{tf9LcA1zy##!7>hT zU&f0em*zlEfq-=D{C^}0!|ce(#5PPYLoLU+ts$=b}(Fa>Oy; zilB^FUnQyKv+KA#1rHIKei*d7RZfKFv(|KnlKF)t!<3M&Vq^>Z2LK-lhg0R1ESu3l z0KJl6FjX(~`&wJ0NUA=%`>{HkR5Wp`&4Pjw(kJc?7Dm?5!0)c#ID+dvU5sL<}2aFTLC|Zig1*nKqde0+ux^4OUnls4##XDomc6pc3o;=v9oB&-V2^x*?b7yH^ZI|C_&wOH8G;rQ z*L$O)s6IYEMT!~e<8!9C8uTAe2Xn$ekj2CK8W2T|msqS(sdIO-z@l2j0Y^#gI~Ps; z=VDd1%kAv==M5h4Pt7g|%;;e8ci@q`_c!I{%l^s9fekDEZvu!n@Yfcc3EqS8^pS%ofkOW=<Z@Q`Ub*^dRvdLCG7`wEuV`<|>5Fr_BCEptsxQXw9E z!s_&bFR;~03aIuum>}8q;$&bTj7hG>2nv95B=}S~buL{%cF|+E(q!69(LzL)6R2LU z;d@l*3|Qa{2Fn5KDTO=OtWNs*5{P5usa;k_E>EwXvu*IV1+GL~wo`e1w9NE{rgTfF zBDC-#<_4aHX23azLhhzUg;0Egn7zmr7Z$pn&7)j+q6ZO!jz)DGEU!+NTtsBkIjmOy zybbL?kiwq_AF*`mFVIwH@VWBwd>hG)H}vD>P|OyHFYl|In<-vXxR`HjZ$RibJzOnx z>GX;-8oak#0ZQpN)b5$fH1;liz2RM6Ock{YQ4C*jYQ&2!Gdxbp-h&}?ZU7;F@ zc`)93ZFhGUNMzxu*8G-C%y&Cle8-S73MKLlcs5oFf4s8mz~+8s4OeS*F1+4jOr%$( zAqT92f?ggjSah3SuMiU6-(G-Y!?`lX%?C0a^Z_#f<+lfu+#1$k<+tn%fM=js5849f zs|~AT?-V5@B z(FqB+2~fL%FcUz*f=@{J4CKO@j26s1JkEp$-&+6vcFO>UMfmgy%L#Nm7ZHD~?&PS^ z1FX3;+pWMI!;QwGk_iPuW7d$>eNFnyC9TIg6H0Wv#~Ei&w*V|aM4E~q{_tm`M(PGu zIj>Ug4_SWPYSL@Gif}CJBUZnXsdU-)Z$6BcK&*(Z_NiJJ^HwER#RA?Pyx-}U0ZtChf3}M?!NEe9Cx)gSfK)t{tmY!* zzbTYL++nEhCUEJ{(s7 z#GcsA&IKRe9lMuk#soKeP>W!1Y+p-1Y0Mr0~N?Etbxw!+0|$VggF_+;^3stT-%0knYVoZ z@o6*fOCb5Zm`<=Z0GFQTlMO7qnl5Kqt)bc6jzc{OI#r%C~& z%*LN~{ea17-}L(?Mk0gyU;Ot4RG5QAs7EwnRJ!f1qN1Yh4g=}N6(oz5Q-(yA7{SM5 zZFSjpPB!qR>ox*$Y3a45;*=yUkoA}M%gY9u9rWv$;kVneke<>yKE--W83?EH8l$lZRA; zeh7F@h?I~bS4ENV&r|a4J^m{k{qyRK&%6#DMTz(U4`w|Piv{O;5ptBEL2rg3%AK{6 zzs8(!IZhUOe*!TrH}=2#!pGC7{;X{Zr@ljQx-i%Wyyitep)XQqBqn~BtagSl4Go~Q zms^ZI-Vc%a!yuAkymLcfuAzpZrZ8LjtE8d`$w6>;XOVdhfQjPK{7DYdn(jA>BaWTExrp^`Q ziRKt^&4C<}zg9~kuz;W+22=VZH!LQzVT-%@B=rb40HYJy!P)_BBi$z3k>O!bvE@>} zWR+g4o)B^{|1KEa#eDLM)|9l0S`i+C$>CI2?kFSju{v>k05A;~^rA z_;Tg`{VTMs=fj%&&E9D7uOcVt1+SGQuD3EQw!75=SAweQJ zP*Pg@;BVT=NI{Tn@5g8|3w&`m%I?xP-OnRnTjYz<J&@3J zqM9cLi^m@t$rdrw?USJ5$ zJ8Ds!Da7%f|HShZfM4k4iUjbv9z$?>95*)sBnCqG`H?i+w*9Qp&0#_}xvF%tZ?zo~ z&jW(-YS1zdnx=6KZ)o6n-4quWgR0#H8-;ftUHZ=y$+Kw{X7{`{T`)s)$Drc#Y$Q!R8 zXUp=8q2K$%;)38%D%46bONds{`OL@g7l2AFX2)T2sQSTnz}bmplYf;Lg+{=XKm#*Bw5Mhl6 z65;GJ#hx(h&;p2P31z$E1jaWRt1c_3uxr^2{7V3`Ux7?9Kf ztfA=j+Zxh|`~f)1gmOPJ9KrGjpA^HO(3$%6mz^s9M}tvMARq?b4`G61oCI!RKypYa z?I+$Xy4+wTIrqWUU@sx@7zq2RaREjyI3(oP>{3pbqYyPU?AWIHmVfaBp~;qM+-FIV zYRBkaCIryrwh9!gHAtLAJOsJt8B0g0V%$vV98Ez+qUa?kb~HjY=vYF)p47bT%G`Q^r5_HWn9wl(nHqQbC3$`4hmkD9`so0-vaz zzD%?F|K16}Nd(Mz<>YYkql}C9ZeDMwtrxhe?e`+{AQ8Dl;ZW>Q6TRb?`T5bbM$gEM z@|u-8uoLl_nR>M*0~Vx|i=+Fur~WX8m?a2O$>mw!SI6=Bz8`K<7(TwdfVXJY{Xf>+ z9J=npYCOA8+noD;Ooc1sTe+PaD6dk|D5N_rQ~#uC?Per<*8ro8Ns9 z0YT!RUOo?T7zXd{xoV)k4?NHEvpQJGE79m+} zal*0*P-~g?9EmTyu6i+xY_ys&e|>b4Pv=P1`fv`+0&B7HcwBB`P)Zp^ZsCztl2`5q!wB3TUg*0U_ypjtZ@o@0-sO!g#tGP*upBXKoao_0D<>_+!Vr3-Pm=Z z2=*cE`?Pr=Rr8-*rjTuA$Jn40120(*Mn||WBC~XhBk8Gh)8*%Wvey%D{c9hYeE)%^}mpi$^Wk*I2` zrv5BS31wq1i%x?R`UjPIvO&mJ(~->)s8s<|JgKHRtj77d1~~BimQL=R!=gY;kkIQT zm=k*?^_&IyL%2E$$2PbHECTfTndGPwf$WglD?E@NZV7@Ns-`|mKGon zDq!_=vDW4JmOwi^g_f;3J!i~I1c5k|e;4G4x{CSFzp6502aqq55kmC_d%QJ=;&7NA z9Z8ekm0;(s`o+WWCR_whqK4gei3M?F&= z+Aioudw-K?6@HVxopBeB>MCPEc(RpZ$9Vm3wLo>*2nTc@6c2}~9YBlN%gIR2eX>xQ zBWT0r__y3c&o-0(5!WFD)Z4#QZy}1zG?oK9mgw$e4hZA}K;b7y`zT(L z*}eaCz9c}|6{Mu32%b1$hnV7k%|W+#?$7<*(lrmH=SW$bxpP<%q+Qg9p=3p`m!x6k+4Si}3KwK`X(;AhVvdcCB#QMV#H+=4b>o+6;!oR+kPU{MtKxK4eD( za3)|9^47fM*V`GN%O4$(Sb^45E7S!5O*)pLwImnGr}!|aT&^#ZfV5J#$Z3|HqY3;TS4g(363rJ(EXM@(?LST7j6 z+RGJ86$~`(0$fTqCE#lDG(f{ zkjaB+qE>A{^6e~ue0B;f;#k08sYIst?d|z40-IheDx(R-rOEWb**fyvc z*2t@Q06HvG5aA1>TcKuiLa#sFmG zLWQz8p_5v4Y6!|%v!Xg^CNytg-REQ+U@d{Q3Hf{NeamT7{Kbo|H5cNR$VS^LvrUMo zeY2H^TQlmHg?Mw4LSek7m)1vQXT8f{1G07Z7J1lmCdY7QDc!y0&p<_$>|{nu@|#-y zaz!$@37GaAYb@OzYZ_9c5^|t7AGLQwfs6rQd4Op*DT=^6B)r9Unb{h83qp?~%iS7&Z{ReuO<|~*{=ySQ z1?>$14a+g1Vu9^aok$6Sy;Yd2kC74iu)LSf^Av@ley7)*d{R_8304F|S#I(4r}_71 zES?2ohwqm@scHCf!nOXGCD&e}o}J;NdhlqZ`6UJeX==SMUEzQ4MMpmYZ=hTtg@VVi z-(2!|s@E!s@Ai(tEuPn`-XgOlkMgz6R4 zZ9f_o<~Ri__gN;HUOLr`X5KLi4WhXC$M@yw@sTc1)5#WFcuO0}lh5+A2=}YQw z8-Prt1Mdr-%$C{}8y_rJu=NJW!ld5L9gU-OheZ8(dj{6wVu>={s(qX#q_HLt^MSph zx0i>ZdqeWfi)JW1h*zUw*ZbGQInyB(k)+l3l)ShR;xV=>eBfvSq-1$Q+K>451?P5r zjpRKOpy}Sg6EnadfmC@P#1Z zd!1ZD_|&t?=>fI~3dBWsXHr#F+zjDwOF?u7sgcT-p*hdAI8okEfHGZB2-V;USbfto z^YSR1oN|;)^u{lKWk-+kZRTy_F2+$x&sG~6?$(=+-FSh1_lmgY8lXf(oFJDKiv&QE z!|8kgMl?`?x$@oCa4AWf;;jW4>g>()?HMy zK6;lYwT?Tm)(QCzY^duY(G-BuNl1R)#L(9lkCpIiE@hu?oT4+|zP-PY&0-$ZXOC^Y zmQK+etg=`7@8RvS57q=LlEQ;h8!>wTig+tC_UYyTY&;|}Fkh)_s)Msr_b*=-qd@dE zHkFm9Lotn&+@I|Jm~2LPYH2Kb&BIxcQ+{Z zS86K0GNY(pOOp@AgmS8K|4K|SvsOg%_=exhmnnqIp!qG-Z2hXGhX=q}T2)xGN%`aB zrOOQ{8{tuQrVa0RaHR2ko4){xyiUKpS+o+HNecwU22?Dk<5_yi4EHQj<>kWBgG10* zDqD~XDxXNcs~`c(MC;oGRsioFK;@06vS9@yqM{DI8J0!9xnPed)SVilxaKuk-z^7) zqT!AimP{(>tj6i(iFy7sz&g+d!YSYE_uVZf-;IZeHbG<76H<1iTJ{B85rWL@bZRB& z=o-nxz=~ri03SxP__IXYakp4m?xo_7~RuQ8Y*(5Dd0KFB%>wLM8T84Hp*)a)GQNDX|CSgRN1-P_E5YwZ(afGH(myz8 z@@498Qh7r>jFH?#@lQ5hM&x?EN!41DpN~RUSwc|>sNU+CUElK-~BA#RPAnWk5mU@niwu{=9}zn&G$QjIvx1z zaa5SnPXYl@*7?$n4S-42T40U<91LPL`-{C=81*SblnlS|{0B)Qh>e`M46RQAWSpdo z+ZZxPxvuwF1Rvk~Aj`c5Da|?{GgP;7pGEJt;~nALZ~wKwP`e!cvje#l*+UqPb}6(h;tIP)~%+W-(_N*R)Mukgk5R0 zfj1e;7CZnv$VKR&H5Jj;Ki(IFn3&}3>WdxsnTC7v#6xQrSr{3=?L)FuPdEHQ37D50 z!mpQoM>EAel;p_&4q^q-KVPlwkL%`so;g&_gfhOs{il#6RIXagh3*{ruvH{HlEKZw zWnp}Wfaito?AksL^eZ`#o}LQCvKdV3Y%tW6dAa~E;t7_(I)tWkxz#0eS&H;$NJyYu zg?>9~aiq~%l&|h_3ucjUoz={~ao?Z#w$GV2Kq@@kXaHnN2+rvHBR}2%3lKIbf6%M1 z!-Z73J5)QYq^C!#XLC^m1KVs6_IOwen)DKoR4?C>u7V|sSn4cFC4g-?kcvo?97$te zfG6_-g=tYtO$vYXYM~~Ouf~(}{?1=a)}z4~n!nZQG5YwFYzfyc(TK`^JU5ZW|1GC0 zJP>bnkhfH?HN3i-Y`Fjbi?x2Q!DC}`0qisla5jGvO97 z<9%Ndp{wSEIen1hu3t|>U|R1&9U!O=IJS_}@ zgTsYEr}y?M?elCVEZwrw$MY=rcQhMH*iQjPa&g$uo+WpRUYtTg27-OJ zj#7U*yz!@!&ZY|vR$FiCzQM9;%Y7s!?f|RDU*%q(0XG>V_{HkX&0X+jZeU`CY6`CPl^NIVNPh4WZy<2}e8;~~dTs*)RZ^Wx&; z`NU2%GBGg`U;-eh8emJIVJ7f13(5E zAx8@^Dv^$P-=BI%sjP;lK^8$!0#Zp=#jU#f&~b23+Jd{+W7ZL`0tUc6>W(LL>Do2W zS~xBh+KMemerviNBDiF!XqT2Y91HePj~8 zQ$S;~$+H5GaCK%8zkLUq!U~S#J|2y?5~(`!er$oJB%ohX0wpCSalYulAf%*rFd&;3 zRHshS<^lX)Hve?e3Jg;ij+~j$>MdWT)<+wiu<0iDCtRk(_0AXIlQpU@T)n?s1mN?C zQqx=gR|!{t5zEvsKW2##Xil%wVApyI1PLHqkz5@+xbEwbFAx1LB6@gu_;yJ2G0@#pGOli<`JZ|=!_G%c zrMLO`bIL2TOEYcvtU6IBye-h}<%%B9mIk5pgrbsQGQoURP_PI1UUV*QMZ3isjMKo< z4vz}JB@hgU{KH$_tJQgLxhYDr83}u*B5o+oQBO>-$u{jE+Z#29Nl54?K=Fn$bJ)vy z*R^v~Qi6r|0HKL#2N~r|i-pL#r0L@q8lZ|hZi*m>K!etlP8J+Mh`S&UX95#BxiO&K zs%OM4(*~x!Ng0q^CEmV zee(Ib?bvA3K7(;2gIwk!i=$aJogr{A@9x|->0&b^TR*!}=FtD)3Ut&$X z=GMVMrhnSq-Z}vAnoH#P%3MY=g@sw^?KPHK8-Lk_`X2~JgG@>y*kPrKqyi$#cTk+f zX4L(|0JfhOFU_?O=~30L!h^K!;V|xTPE)Pmj%DoMr-OLz-!vDrXKp$xi%mwtFgx98 zS;lHU=|~Dfyg=;*Mn8ny_DqfvEsm;2I!q*(cp96x=W8~HQ!Gh9908bUsg{#q1|#01 z2A)D24bVk6u1;B=6<4&9rSJ47+CwHpq z5u^WO0e3SNp$v;yH5TZ;NX7 zYeiRoauk>bIDSaYuWsh=&Y;;WpN6J0PFB`j>p6y8-hMD8%z*~xFfk7~1_s83|0UEC zK3Bv$hP~4XyXh(wayRIe%oq-A`hj%B4R6d4Q8xQj73C5})JV+?#a z1mCS7qk~p4DhLX`WB34&#ixqq*=K9k&lyH;0QFe243!wrUZ5AA7Hf6K@{n0V-IMl~ zLp!h1Z1cc{5cE?7kRt$m_!!bxA3V)3iI#*!MCEW~M%@so^>t4XvPdHC=y~wTG!!|5 zW))KwPk_x=$1;*bwBC0kx0MCcLf_r=U?PxGD$^j}Q0p&SL!(a z%Vhx?qk36MkX)2kg+E+yxnfA)U3Dsd5;Y<`!?M(Leyn@dU-OlFviO_grfYgYn-{{^rM*JT@svG)eX%&9OnIiX~1-ON)1}oKR zC_0tjVLxc&Z@Gbv7kdi;Jb^DOBKE8+kBeQ>hFw5$Am`?pI|qz5$l;HytX7eytCO=) z{|j(H-zXwNgZqQ$4qFe1UOt)da0f$WG>fE;y`<^XI@Ob2MMff%zyJJIF43bq=|(GJ zX^BAYj1B!otEPKGh6)vplR-Cdv|4knuF_DX8cC^0E)BSIkx5@+H70FnTL_{Hg|KKM z`#@a{u_J}t*Z`1`@&q_n7-%EelG!QjgR9*D!1W0NZ4?@%$6o1vx=ODpM%*UDTvd^dT2g=IG%YZ#haYK%Y~VaNO4yt(AK zAQm#3B6)WVpqt%jd_aD}fPz2ee|tF1!ziGby_);=Ya-nhAZAg>;40K@u9_=Tcl9db zT~k`c+|&Tz3$3VXZmlx_9f3mIY&vugw4VX^lfs73;&;^FlKU+M_xD9;0Oc>2HMXhm zY1^$kRhPs4&Dhu&P}B6=et2&D@#S|vhj|ha{-Z1>_jJ9-RvoI@Jvth}X710t4e(f& z&t$@WKJw20{gH`H8V(EF+%&3S>2EwEd+zvyl2rzsA>dKXY8{kb7#O(CQfAHb!u)~o?YU87Rv80agDUBTYC~}q zmFQ~2E>QunQCnX25JO8HOHz*>tG$y+r1l?Dx!Pl2bJs=8kk@McPB(zT0l%P~F8%@E ziWW#k0a`E173#j>bKv3!#6z?ZUOlahadEESl8~++(7N*wGF=Yl5%a(Hn0f*|65v^# zcLb_asnD7R?(v<&FBMv>IjfM+U4T4#lz+GohQKi%2BoHkkns6HCj(=-9w3s?MHC>Z zDg8tNH8u%}KAFEyg=QhVNR=yfiRR2drRwz_#Tx*d0lFC&W5+~VsRsZCXjY_F=j5<7 zb^q0({<#ioKMiy$DPJpg@eF;ShHzow7y7A-KaX#Ch;KasljYSvzRzuWz&9aZSV9kF z+owPkIhfGL{!2weEkBV!i#8lu0ycu)Q3uv2e;!SDdIMvWvxSbA`wKE41kDCF@V(mC zdpO#3DB73J17R2i&WiPdzSXr=ujiEAVuGsw0crsMWgPz&K6N*#@b_*UV;$+;?1D!Ld1451vn44@ENWO|v)Lu^L2@EFL ze4+;&0GQs5JO&78v(vrA)(IIhRkQ%G_F-{RR!4+rVwAGM&J^lW+3mj>8BqPd0DK~Y z-M|_44%xpjb8Uq?mV456&lsnk8P%kbN*cAGShpzu>1i9*DA7+SQ-E%6ZVGaw4E^6P z5dZ~Ywd|i?uLL%0WJ~tM0j)nzI)iGps`S2i>O~?+u;?b!oJVV#5IzM^vc<%FRprC} zd!jLfN~K<_nf_%m{cps!Kt82uAsFFE>VI=LBI%xI7o5eVM zY2=Duv&j0{C@_ij^cSXb^R~CQ*Vos>5dc^XW3+^0Ho*yxwWa?Sba^Qgu0rgcMgWXd z>7(ElX+aG%hojOd-6-Szd2G6GO+t$jCQs6L}@ z2LPGYHghP=A+%%GGy9Y2o07QFW=XzIeTHgy6XcgR{Ucy)+04VCk;6FXP}Ttm zj>zCR0Cqu1>;5gP0F@{LkF75B7nk>#AL@CMr;i7qtd`TG z1-0;>z4K6alvkE$mA`raNA|k;?qN0p+5{n7>zqF^CJU%e>ZAaLJt;u-4mj@Es!u&@D(2aIl1~2j0IQ z9*{&YHwHq8#q61ZK&RsJp?G~8XbeD-=LRr>hB0up>kepdCw$8bH|G)pU|S&uKsZx{ zSm<9oW9ZxcRbR=O-QNa4a(@c|X`_+Ee58phk2j(Qs6Nh(>%nwM2q=U>0JIO=F#y7V zy8%6I0N`pf1|<2H{`Y+0H=_-RXewJ^iP!*7CInyb+S(%(LJWYo z=n7btbprnN@5r-ylb(2_a8R8J;4(D zLW+1bjt15|@53D>A%rCVgg-#bRs-_d?N5)|zH@FpDgvBSeQ#;bnXQU5y9+cA4L-jK zNxZk_iSW0?T(u99sKg0>H50JW|6)KFk};oHM+o6hET^#m_E)Ib?oplknyyPX3C;M< zY^IV7NtV3)YmQ9w^!}}23da<>1)Kb{oRW<7oG2u7dbGli`=FP`>mp>F^vnVP zw%et)bvnWQ4S-<#g5uzOnvui;_Yb!KzHokJ6#wtk$V2+P`ndtQacp>XC6tB0%lw>isr552~T z6+#ySAmi^FLyP{v8|s17|1+G~P;bX}frS_t!iC485cglFfhEa^#%rWo!wcK70d5x1 zcHS$;v0mSml5rrj4}HL&+E5E$R=&ohPImRRPGcZ-gT}}m-mL<*kuy?*U^+A%qwJArlhx)cw;BDnEzLgXAsvs>_bJQV03M{Fx~J zol1`BLuCot@ijo1Ph1m;gaKlu8G|g2SL>Zz)8Z?cHtQM6GEUB0oYqg7~-_@;;paSzGrO@zxX1?JB*PJ}xfPInPypOI z6F(=~üOL8Awf*ZjBQWksz9Q7ZbitWc60QFMB5K4Un`wM<1YGzbtw)F#-$WBhk zc0iKc%p{xHJEyc(@IhH8fbFN`Ao1_`=T?X7#-zh^%;yOp`;4&>P>A$D)c~juyO6GA zFWI849>%A?GrM;#5S(-?>3ee41j|Qep2ro9jv-gwW94id>+}h%=VFB>Zi`zQia)ae zh2R{0CujEa-^F~K@8Z2u)XnkXZq=u@Z#&gTPxYU-ul>O_wIxyX<{-VkvnyJB+rSPb zEjJbes=@5Ly3iId!~h6+Wl!AgH&RIP#Q2x`=X%-eEkCe#1&jUAK}7W0i3H0Cg&-7S z0ED>z>sUP1na!f>#nOyx2ew8$k^E)y&L@m|%VW18uaDK_;>R~0LWltn@=fXLB47Y# z_V^Ydl1sloCB@veb=*t@V!8k!*=g?+U3wZj61&@FS76Dl9obe0A;bV^5Z`|Yt`3O$ z+~i)0PRPw%eec!KUe)3(o{4>A#y@us0&rvfpGOkueNdaT`tmRiK&H?MF#y`6t?#|^ z_TtPAUUZyOy@0laJ+s`vRx8E>KPXUg15-a}B-sLmXQy0eQkoEA0EBq`nf?pET1C1Y z_`WQu;z7>rM1X$sbJ%zRZO30VH<_=yX9@uow<7KNoxTAgvO@?*g=PNO98pRblE8}2 zC(i89l$J=Y-3Hq=*@|rORYKDe_o)Yh6s81VbmVOvscfRTwA zK)(V2)WipE2Za~_VHn5(^>b#Y(7S$#T$!)a^6YBf^G&u!fTMp2V;4K-{Tp(x(G1SG zjR6osxX_thZWLf}WAE>=%>pD@X8F4LG(*V}kFN*Vf3_T=)RDYF_Xi$w+#!S*0KqnJ zpTZGwA2~!y`@S7kZ2+HF&+4aX7pn!IJa>@C{5-tp>cQNjVs!%)LgrVE0T5Dbz0}#) z@2AOvwlllK)ixIvGrcyb7Br7nFO=m&yYuGZr1HnyLHz?;>iKMcUlO?+BAmHDrG3#F zYdu#>rR$#U1m$7?d>N7c=qlXkNClF_H#)OBTKSZ*fc*DXEtf)Swlh`7 zXPu!qb6-HO7b7sfwcy4H735|DnsG>n7ywp?VKAjV)dm|rFkaG$?q-7YcV=HPRNTDU zb^f)@Sel8^CyNHtJa^m2Tt@pz=|Bxp4_ct!7t9ieP55KGyV$b*ICrv>)HuM63p?UY z;m<*(gduYiqXJaEH;m?BJH?rO0zP)4blREn>oVb#^YrnSvmfsZK@#%Rp4;(&d$Jf2 zB~u?hQJ=w4x)qVYxqYvb0ur)XamG;YyiG0bO0#qyB&OWsXfR4J}E#U${t~PP3&-m-z&l&$)^NQk-RT> z0L$LrQ)~c0w&!}+O1@~iElV^O57n0zu%#V(9aZ3N-(~=<6TF(o2(mRAN&2T$?Arz# z&EwdCF#tv&Va7EX=ABc=;pw)B)Zdg$A2@}BN3ZP{W zl1qvGjO~+)M%)#}r7;NZL(KBmz}8%vIfcT>ODO^mJQpMm{>)R4hC5 zIVvhbHJ8Zt_^($#V)hk}91{y620#eD?9FY3T{b|6tH|<bse}k|# zAkk0_em5_L&vwJJtp2aW_F(Pv>;Vd7ta)JhP!QAgTjPV<*gbSLAd&4Kqgn27AR$#5 zAqK#m3HB{Kr|1Z%=9z?oXlL6!WlJ&!6X&nIuKqdA{7AZoCHnN5pmscLebkM(!kcJ& zn;PJZl4WJ?UEm69ERIVR-F3evk>vAIf(=alG7yz+u>+ciq zS|8294haydK21wdx!On;{FeTWe2OmkmaS1ewTcIl5YzaMEoiL376k$;}iE zmovR<9^CFgOcej%pb%mJguQUU%8fX{jWWmqjQ}86tSYqRMv*1;Ywe{ZA8r@Tw5(^+ zKNqM5N~&K7A;bU(iL|0c97(VfBzu~rgLVS48?C;a81@M#*FP7iVe+{h1mMV*0)4M{ z2qDA(2(dblJWjesK=R?$V1Pf>XdXzm*;Xh^cIJ!1kvzK|XGnc$4>rr{NC?5nP>KOC z6oFp)%-asd2c42DEBdMn?VBWyz(QIVb5m6rEF{SE_XGI=bqS~0?G&xxY`ckNjHaczKY`K0{*S82xmqp|&}?7g03SU(ZlV>?`v z4isVlgb;wW4ND5H6cd`lRD=F^{o8p0!xn0Yb=J>cnjs7>^+w{LB9$5+uVtVlm3y}e;1Bv>@ zYM(pso=Y*G?96r=C&m97+U8}{NeqAxPJGJToTPsS3u`}kQ9rGlAJd<3>SVoeWVEND z`z>+ztPG#|MPsM;zg;=tM|T3OK1j5;&)!2aNzdp=hz&q-U4ufu3}AOO077g4t0RG= zxt>{xYds1|zk$sgpq)`v0wLC8HEn}8guuQPN!h?y!~h5(Sfb&OwL0O^V!(iHx&NI! z5SZC6EcEE`}-xV5N`Jpq45yg3NZjeNV?t7g#i-12gKxXJkpp1YQGdja;bvXi=VV|8&^DJW<8ae8O#wM~DFsVgsak4U)j~ zcQOMa$z3d11xOZ+AHtS7|M_^(o@NqfWT22Bz*7LWOz;o`zzUB8Bza!K!q0N&Guo59 z_1!%W!kS=rvzi+=XScgZW0^(c2aT11vkoXelMrkt<-Jlor0_?2%?+KmLiiMt);bRK zRydaA&UTOGetkBW?$Ninixx;Qml4Fo5#MzGbG*{vNiI$#*$S5u^`Bz-kQAU0A6GyY zlIb-9EXf1cUfO#IW0AU9{P%0(} zKwSrLoSvY*im$Q(kUWYKv)$`cZF@;faG5uNl`>prTLZACg4g{m)!yp=zJ#~{X-M-h z0Do+201^*sEFUBwfNWX!Bw(4#)fIQl?eRE%ddsp9M(9|kUjM1FF(c^NFb$}GmR1i0 zhR(W)jt>ZpgbQvgrmG~4C^Y~f&B7B0NUg^DUN})8Sx!p#KAWHU;^3|7fA6h@bI#5e zC&Rg3u@IgG8l1iX+z^*NH`rM2oQz|5JM&<@+MCNpfln4L~q9iI9J>CZtv`|YyjJrZ68oy zX#dNM`e*t({)uS9SbmL2{}58&7Xu&!OYF->vcz0bo*Szmd9jYqi&B+42Vgj8*Bo{h zT>g?ra(Rz{?S^RHmq6v~MZZhNz~%at%D#{|vaXk*Z2(98hvXe?Xnn(naw5b47=eVP zU`1lKA98-r?qapz)Gs$Sn!#|O`gh}%O0iC4;X-j?AjfC8kbueK5VL&I3aW1mOZ>G6 zQ6JCy)jt=N$9O3?228H7Uk?(hp=f+a{Pt$7H(-ITthcPs!~V>20W>cw zko5#Ce~0jmwHE+D;XcmYSOV7u5&{%L?NC3*10TH8yXbvo-mtFdr)L->3HKu{+!mF# zJ>U0lb+PA%+aW9;bbYw>np-cx@H4TmY)2ATF4z0>Jv!C4LKxqbLJWW~58%u@GKm5@ z6(4h46a_t9tVrEY5cRD1w#3=-OFmHsS&}`qV<4f2H4UC@2i_E&*4_Y*_Pb-<-)-k6 z6~YOZ17fbBW{n_SVk!TM?m1xWt1SRH@aP(F2+yJNgQ3L!)>!~h7P0G&qg0XJA{ zGhDd)xU@Fbt-j2&7Hbv^6h4{^LL4}@$>n4FLQ4O|1_-wAWB`O16P~d(>j?PBcuRWc zz{g4uu3Fc~lCXXdmPcoa;R$8?hp2Axz+TVVV(JZgTV?e#S|Nl;e{6MuT==JUk{AG2 zPA~J;^{*iLQCZO4r7r8@ndM~)3}?+tV#)HRTPlS@v*e?SI&*`Yre*naYG92m0p5L< z^4w#YrVDbhR9Ey-*t#9Tn17#LCDX* zyLJ>Vd_H`k*blaM_&TE-$`v_aNGA7$5N?3Qs0M=}!NoBHH1tv8Dap0NXsqMkr3R_HJ{XR zV9x<`zf&N{8_olg4-0t$hF1-u&M{ej?(I>xeS$~Bj`|7Vcx-_}41iSh-#wQAC@Y@K zElj@M`Dl4s8AB47bC|H_!>i~XgGY<_RsY!r&JS^+`x;B!;ugBR7ugeny+AfEZGcQn z8xlKkTVent>F3k+o8OqXlio&1q0(D|7WlL;q%|NPJZwv{z12vdutjZGN9hBfhPHt@ zdm69LP;er|1+QMu9(G)CZdl=~apnY$0gyDxJHpo;dO)WF2uYIVMx0wlSXK`n6j=n* zVl(`@()Q`TH^j?dH@UUfR%HlxAoZ+b0E9qSS$Og;+!tP`#LG|KoF9OTx+jC>{z+r+ z6K{(bw$CSC+q8{?@dp+I>}m#P{bh{%)gZ6k&J`ZM3p*bF3-BjlSz(%Y(VEQzSPU8F^*;?GKl`hU++5P#=T0hpx?sQ|n1s%ZIQ#sjglY^n-PT^|Is#(n4kJT+eZbmJ0`VlE&LRBHtbEO3wUTd=_G$D zr$-1t|5k#C^ZPT-Ku!z7@@OqLRi;=P5bA^yfh=KJi!ovQ>2K+=(aQ4tG=Q3spB|nY z14D})rF{TNu1w#(>MOXg0h|jvgeQA43ReyRYR!WXlfbht^3=r(4E3AsJ$n(7>m|GQ zR7;#+g@e_)&#k|}g@=o5E97*A5CfooZiL8IG?Nh6-!aAB6H&NmxRc+P?%5=A_EzLv zg%AS($?psW1ix2eQz1C&{z#8R8OXXFU(RcQBsLmMXbmY|e&s6FMDd?OCVa4c@X@4` z{E3(MAkE{P(m6vaApn+DP(`xamIOSlY3%iCgJ0hhj7Ub3*j10#Z)Ys@x#ja>+$*dQ zLbw?}QUBrNK|+G>wj~4qMeNwmehYP>{B@02FD?J~ua>`)`-APbdl_B#KXr9bbDv?W z5JE@@5DIT&OU!*724=t2vIL!Wxrqqp*u(UZ!ymC<=%)a9(^Rfjr{JiY%^{kewJbK` z)bE4#6{}y`^_Z9e%ss-~DINe;2qAoi0YG&BUe6C}9)Y0}2I{w3($?a;%?>%L^RRPD z08#&4yu|(^S;G2x#SZiG?`dOH$dY6o6bx$%O6AReTha2N=|uw}TUbJ2i+TUJ*XT)L zd;1OUsr55-09!3^KphyZpH4C`08j|um<)hASXfv_LPtZfUkhJFoFneUdI%dwc+afFf&IRCW8sG(og`@7e;W z_hNZnWEZ2W1NG(hpfvxis}Mr!WQ9K$RsSK}y1=S6A|NblD)!31Z3}26ert+si*0A! z$ge94`T_T_ge=J`p+1zh%SL)TSr!iJe9{PkCK4!*7@)BgQ3&@T9sA}6KnUlT=c@pz zjrl;~aC6L`G!n!P6PO@*)ie7FPe9`%Lv^ApZ4^CHH%OmO>N3wsYqad75c-J5?@yI8 z?Zz}&8ei!@OuSbF+dtbApI(mt4#5(an6wU141imBW#Ybdy;C*}aQh+y+zh;|w#1kB ztW^DB(d#D-H89k*%W?{f%^U&aNdIqoQtE+7Qjc zLhiGt2;e&M1`x>y2qF6C8x4TqTm$#%%uU+a0m@sACl&AGHJYga5I{t`m= z&%7_f@MLlubGwKAssT{j0Lg9gyXnM;|I^YA#{XGlko~t9#ugp%T-!oufg;|AI#!1= z*MMcW2-o8V$VF`;D0> z)i*h1A}S<4te3@Bmu-pZ-?SEG{bTo{f{@%y6flBe7Ryr26L$?ekX#q!sWXqEH`GA0 zX159`)q$}5GBR$s>Qo&YrXG_OLI?=~dX1?6VjUFk6PdX4_hX17jYWrnB-z@5WfCr6 zt^KTuM!T0m{Imh~jp#?xQ}zC7Y=PRJzqtJi&p%KFG%;Pf8}V9w{hzgk!^h5F9YP2( z0HXfK#0Ef2tl$z7A_4pw!G`MmUxekxxfpBqxb0isgn(n6)}GpTf+dcg zNf^n4)+SmXq^D-;WgNkYD06JmcDk1Jp7z-i-LfNkA@5WM}W4lw{iuAksI>i5@GAp4n<&LY@75a;D|T?5a3S=yg= zQELViFYCRJC4AlXy!s~EZ_yLI{6sehn;n40Q@9eC9(2(4O!>et$v$ zt8TY99U2mcg#y^#(EjA7^>{dF^+qE}SZ@GiPNJolkRD6Z8>Rx{IWs__c^9Lq|I62p z<$j@lio9MgJE7yFM+~Mju3EbLYP*^5J_8TXy(I#pJ4OhJaYsV?f~^97Pbc{kFXaau zxa-YwtfT4pTAPkbeZk`s-KhW77Z8B$q6*3Chvs;DxHeRx)aM zBng@B_9=cV3)zH=ONd7fx#E<6Z;x3)j_tLG=LC741g`zf`j}dp|0QmVi-42tzR#S z4{ids<-S4$j{YQJUVovOBo~*{1habc=Gs9>WnOP@+Ft7IKcQ$DR6g=NMbCUoGoCHm z2~|ItkU0TT1;{pBCR|;z_QIlVd#J(wnhN<8Vq~VKi^&q3&Yfgj7t;pU42IV1t#pbzSC^gke}7#5(ezA1#Na4>>wWa* s;zAO0`Wn*v`M&Jgd4TBu5JKqk|A%iaG)dT48UO$Q07*qoM6N<$f&_b09{>OV literal 226139 zcmV(vKJwQxMeM|&8Y#r zW-Tm=dHgF?K{m^zy{pLic)ZU!+H7+ky3%7cZXSZnO=er)DkjyFOq)9uwn{9q#@rse z(L?RtdTs3)W1Q~~@ob(rvn*j)LY{SD>F8a1e}8{x&Ta`)cAh8bZH~GAwb5j(E;qI2 zuSQFo(sWK4b9PlU0u&`pRz|f>kJ;uB(c?H~TcxG(w+US%B1b>x>~r;W7)>`3#kko^ zB(3$zIo8wO*W;@+r`S1ly(sNma}fup&Nb7p1ZqJQUj|22-`?IH=Q&&JDr=rk>wu6p z)_@Ib*rA7Z(C4YE;eEEoN=Ub=nwr6jH2X-scZ}*71CyIOVyV`GTYSdbL}}-Fl8ulU z?3TpYRQt5aV_i(-5}cjNMpzNLW3!5iYMS^rXI!DY)>twa*Kr&e9OkTJQr0`j%b%+n zU!B7W(L)c>wQ4{H(Xk4Ki4@u!*B*L znq{Mu!ZqG%bKqf0=<&q0u8T2z-XE6$h$M7Yv}aFr%r)fe4Yil74=ACjFTbN7O(HjMGqIY&gPsz6#V8XgAS!l>?Mze@dre%$ zYnwcDe`TB@XM#S2Wf4zQj?Y#_xCX|8s#&IrHf^F9K0#rdg(!(%69#ZJ*f8>(_01ygX?-!}F{O1;;p++7207jClaw?)89j?GB7dCy)2AOe`ms=}&i?BvDy9L9(-~i! z_4VmX%_OR=z|q^G{a^?9Rz%Q9=w4a_Y*HHH+DU#AJ0yXhC_7DLWK}hPB+9xBD%Xyh z#ETriqAeyBn-T!N^?|Gq$6$N@F44D9`nm-cCYhjaX?5AleG3)uft}cNJ;o4!-jZ^| z^@)^*QAM>IayKN)uOO141Vq+vw`jGJ(42ELvC_IWh(;!9O4eTxouiZ_{G^33T$;fc z4Z>m?(j#rK1`$XY4*tAawzQV_cTj6?fJtwZ>vEulW`<=2DAVSAf4ooY(450(Q^@&; zc86rrz4pRlbkRH-tn9eHwL6_8WybF>8E_$~q+nltO&9 zBV#18ewNeKZhi28Tn)Yet**31?yYInSI`*D6kB++j*4Z)>1T@gY?@s|)!&VZW)R8S zl5ZKy7-qa-X*T3%|MADq;>l?^_ERx}#%s=nX&&Poct1?G2~pN0b2PlsRPzi`q(?=P z33=csNWb1m$;Wns@0as<+eUFps^N7tQY948IaKTojUzaCW;y70t zZA3+Opg(is7OLQG?XV@GNtsTVh$;I@s@jdl&e=vAnCq!FPtqOPaBM5tut`x2JMUb|nJlO<{q7d>1o0MgVr!Iz;#{Pe!ADhryigpmB~2HPVPW@9D$)g1&w+ufR>fpM2eP0NhYMK)Npo3rBRVJzHg7gGE8=gz;0x@B1FAU zl`O}OeUlT>R=z{EI~hO_GlCM|7kv`{a%{kuMuJdGY6&f2!*-x8n0l~g=bCI2rG4rU z!yjGO^q;5Mt94@x)Xn-`sj`l*AAH3u~JBPC{aR$k%`P{`;VKaz3V0 z=vBvHIM5(+0H20x-xi|hkhKezz>esPHF(A1Hlw;+z1h#OMHh5~^=z2&&S(svuP772+*cB#kd8N#sULPw0ff z>XmVrKULQWPH+~y<_kcl*s}-;hjA+yyPmX9X2FScW;_jCw zDttyM|1$Ssr@W()Co$2|Qo%%Bk`-iV7dhPdPV)k)u$yzX3ES00Cek~UCm}13U9M*2 z+6Lr-*t97bYuOw}6TB;G_MNiadJ{EP-nr!Vl!&@>*U@m;<5dizl~Yp z$WF;1(h(zd++HI%`uCsy%AV4hz*k%V;0|U*#OkmbW~P#X>(LYri+eDb6sYQ+)hpd2 z=$Z(hLz#+|*cw?0YMeVAx!UiNAChgWIv@obZ);RfQWdH6;HJ0U`lSzw%ou+#rrLxx zHh&oW3qC%YryxNI6OuEW14RP8p{m-83cF&;V$c4?vIGgZcBS=f=dJR=VX-3UUDS2i zzN8#3m&xL6o{RgO&2_D&gB6Gj&0pnqLtjy6ohiM4HAh$v_vh~m0RrK}DP*LkjS z@qjuIn~_57pczdkOrt3H-m4S|xY|g<^3Mdo(Z17YD=-3ut6h^nSRKgX>(aU*+5jx+ zkb}Yj!4nk`E}R|aNP~%LEo98R7jmfcLsz6jAvz~zlA_5sEIW?LP59Hj*=@7pu%_Y0 z7lI6~nXl3_>{Z&;EGFmE=O0RgAbBU*x+R8foUu!@4La8tDS_*X*5ixSwm|z2r?y+F zlCzQ;ud5*lk{>m@k$T!+gjaJTehUrNRa6^O8R%2zXNs94{9h`I>g?L2uu%_;81r9aH@3a0unzC;DgcHDS}qI8&Wo8z?G-8`jF%m3)79bFw6>s zO5nBuKF=s%V$Ww=Z31F_JGxqa$T#?M@PRc%9D*TFv%GPGafmq4yq!dK)woe={d1g#pr^`V z8ORFUwg$#_4{<<^Hw=nTDt~wZ!oq+dstRBPf3+DYN8v5^iM)IO8+O&@<~8Y3s^x+b zZOkEb)^qvcAIoQ0$-LouB*7@gD?A|)?|K-?G138j$RP^QA}qR5w~;}Z7}im#g}37wzM7*;anpO#|nJ2pYJDK37PFQSeTI#u~T zOwtItL^IGz6#*|B>q~`u*5wvr&!Xi)Lt>L+%ZXM5hM+kjjsXuaz<16@*?>5YhcO_) zbtE6UVN<`GHQZ2lG~W@hg+L=~f-MMa;>sCm27NFiNU5T^6M*~|R|6)#8ijnB2if=y zFpuj(6TyP7#zIi_>mFmK9NYF08>Nl1s!nVWw%YbsLPvX zq6%|ZPECZ}#&eI}u^1FIJsyua2Hpf`Nb8Fff(9#1fA|Zm0kDxSQPuA3MY=HJ9#-Bt z94ZSW1d8kMU_0oRHn?b2CZH1jkf#tQG-6wj%8gf7=-%|+S%V($?<*sAUEBrU;N|r? z^0hI0a?7RsqBS^8Rg1@haTBAcwlubA>{?}Hwf0uh<@6ZZrj)=ulla6C$y~SPjO6t- z66q-m3WR8p{k>W6IbP|Q$I3nS9Zc=pVm?r8!h8|Y-j5;VAT=PsZ-Xxr@{3~ab;zHw z-H)F?lbTetq8qwKF+^7w?lK@Sb9|jJxpt|}BDZl>>-kQu)L_cUe5j; zem|LSacZUehac=9-@1>Xu8}Z1s?Cye2m(ETii7Z8X%J$RDype52`5xq+fzNmNtE`L zG^#%LI|GcZ!d*#pJ;ud-x^!qY^YljBT*2q3v35rr=YXwN#U%lm(WL6_@>f-Z!1*Kv-hzO~2F*1OS2If3%G%y2g22TK`{%wkJ zfORF-rG$oX$1aq9)lQyVXJNBDp@E|2$VOt8P$3ZqpEz$<{!?bHYNQGhyKL_?)$I~% zq%wm$X6T=ntv}KeUZb*F<0ZKB{%|#u@2b!;RJkF09&KcJ!b2U>EZ#>E;H@}Sq`c~B zQ56=;MM%_DW`Zas?C;(??olJzWo>X;B&m5jZ4tVcGX8HmS~dW?)w}Q4XEK`CA&uB1 zJ{i6XT)U>mZ_!yed*dNvaxlk5DcBxAgNlG)6*M(*v~yA0fN1d38m6}dCIxUu_-ZGB zx}hX&!PPFhiaZ21XJg21aC>kNkj~e+@6)>3y~RMMoys#d;!A@#BJ`mFE+TPJlr7!y zE`lZ(imGl>f(&6vWsX#5n(kziO+$S`EWng_8wRU9xj zk)V<2SHM}mcxM$LsQ@jrVM1+^qsNX^L@4%$4K~oOsdCrEa!Qc&>wKRyfM8fxUZ(Il z@;={+6blA!KeWSNMArY~Di#yMNnr{Y83ocGGRAVt+bCRIL*0YA0|nskB#~%3=cc%= zQEcxdNe+YRPDqj63}!%Q6M4H=D28+SC(VX!KHCG8Tn^Q862s$OP?=e~SIAOW?@c(z zeVFhL9#(ByRq3?{!GWhSa6WD2j{+sa7*b;`UnajbJ67g%vgAw^(rnETNLRxlc-fF!q9 z>1w#zX4&Go*RtwGuu_x0o?4|&RH#&5LH!KiM$Wt!tnT6WY2n~#WgxK&6`SMQLxL^3 zBC*GtBe~M}?}aySvNYwgoIXOVXi8Wq8(HpfN%er*jmGy+pFfk1AwyCMy8vPp2BtPu z(tMu`5s1@5FQTxG{@!%-N3|nYj(>C512=Q=feEce`l<)EkR;#$f7}Qq@MRABEDmA4 zQf2+|;>HEHS2KAbtSCY9SNJ~j-{*|7nX`#AHP7{V^xjkgyCFVM z41u4tGsdJQTf#F_ zWL^l>P*c7Fry8ASKd_;`Ebc5tH`B`7?2<)Mw1$xub7l{mV2apIwb>wyqaU*wbfC-d zhaY~x717EzO0Olks!!3uRV7RV{#EkjCXXlx`t9v4mR}F^dIjq0l{P_{G4NCqN+sVv z+ib(StWkTC-b4yOPNHbnPQI07#*0QRq|EDI53inE5O+_AbR(m;&2^>5ql=YvrqLyF+?243tem?Z8Vs63H7i?iEd0NVk8U>3*r+&7OrOxfG^P|_HiF1 zGb?9LDx;Avh6ZHq$?5gl{SYuvi-8Z}fTAf1E5;#$oKm-{a4lDIswN=g$RjK9D(6I; zq7IZV3Jz`$@3v@Fdpfk1F;1{@a^x6|cGynwy77<~ySj?z)aE#$dk!}zW@EwYoN6!Q z$@eih@K2+k06_J?7>43jrAM#e>IrIzjqIO(_;iE*0@9VeyLIpt9}f?;a8h7M2|goJ zqp2sx@FuTstu)!QB1ElW;7mah!X-7wc+A;ySeVEv?=eM%rVK}e7-eSONZK9W-_mha z4~szw>8r#B(+!CykeGlQ6=~3RwMEisrtut}*g~d8KF;07Sh=QqjY-yxj(1CYvsfg_ z5uJXU}f-4EycV_!>?wLW3F-Sw9#x>W^*UMQL~1>BAk8{s$mmZ3yf$GSGYxty)Qw zeSHvBmBpgByCWGOb+`qs! zUb7{;7AUZGr&)kZq2?Rqmn_?E^=#uYhPKxAjr<}vOjBo>*vxjR{nPn-m)?(Vs%K!u z4oX@BE58=r_XbMys?X7E5r#tn1(Jf8q`8otm_j7099bt6S^px~D38yA1L{dW5tZp~Id%!WcX*zRTt0>SL z&-BmU>3gciim{GzX3r*g*m^%ME7^b{>)r^n*PiV|1}Wa%6>s$P0;d>ymbzSoEM0wA)9bcRpTtLkpvm>I?wo_WZx z=B1LdVW{X{B0~8jAhiG-VCsGxU4#BqU`+-7&dfou<~a4-h#A-375jC)PG5Fb9iQW% zG_P+;I0Y@Z4-8&kxJd*yAOw$sR_K4QTL;x{h#r$zR;7XB!8JGq{lH@&@kG3st#TCU|>kp z;;Xic-8PJFiXE@Ql`66it4Kw<>u~tIPLq2{kRDW5PRuF^J#rACev zN^Wd2t#HeOvnJGK48ctnB(Lf2LffASSmYis8yG{Nm-N1_%FBrxaIqQ#>dL!Q#fcA#LA?*&EPFsqiClCaRWnUeJ_q(N8wX49BgF9P0;gd04 zgqEczosH22e$HeDWekrqYXq`GQPx`M~?=FS}s?up-aq^Xq0JVg0$2s6b2?)2>%ewq0Lv|h<0{DAoRYCaOc|I<%BS$}I%>+;HCT@Jt%&2m_ zy>Sd(*gN|k(x!xCU%9@gFVz(<&V85cz zEo6IT9IBoDKCmpQ2+UA-op3t8R!HxT=HEHNPQy~2xVP*#jO3A~btfcv=)&aQ6x@al zAJLp0n>0ee;%sIt>K3tyy}2TNUCUy#2vxzdw?YG1JG@xGr#OaQjeopGcV5vHH6D%9$G1MuNp`Kna=GYl( z?o*}X)b||{e~R&U;ESIx3Im$d>cUH2Tpt%WPHb=nI4Or{wzlUT74q{fW7GIb)njM6 zKu~M%+Tpq+d8ePC>$)PfRmC)sVWrq?j%&G}Yc1)uXAql;Bk95@aGGi5?6OSo$D8dA zUH{Ojt_q{POrD}M8=x?L<9nJyu9u-y9U`d6fQ%X=P0cC>s)0~V!JovDyaekh!@dn; z2pQHyraG&e5O6$F?sV2ye{NS2``AOJy5tl-EBiV z=Z*Ur>*bb~08}U1N22+6OLPuZy~y?Z7{$4D2R~LJz+QtfEoP5FhBnHjuk*p#mIEDxb93 zBBkCVg`HjU=G&W4?wWI_o^zQ|Ro~hDsU($H2T8HdD2pM6WKaA7U9$cvPS~m%??i9A zHWeot>Du3pH}}5I@i@Msw=e0#hYue=eEjC)H(%11j}IT;MD_7l+JHhO7o#-o>+T8z zLK|_uzNkm3^Hx-#Zz34nxA_hXd5jt3lm*AJ4G|OE6dlMK?*bxD2xY5-%;gq` zJ&uL`JLc0{35GwK9r56MthyYEMmq|`;M1vzyIfd{ORYP|MYMF{^$Sqf8WQ@-oN?qK}5e0+ZP!y9mEe4SNN%y^>;NcgaWxl zFwtOQ%E%IG4y2|>f3jzg0ZcUexLqhrCUnpx;%p$Barw#E9GQ43VKu=4Mvh+*YYHOZ z=j)c4s;XkBQ$P-{vo-kZ(*|E_+zVDCBPtF{hN;B;BF3*4*ZZ@uSnSJPn$GuQZ0i{V zQflIP<2bH7i=TYtgJdSqzc<#;6ajB4YsdQKS{M`o@Cw!=Dl2($^B2wHHFFG6&?}wB z`Y}+@wKa@9l%XV_0QM{IW?c!e?3}b!UFAh3prlpAoKL+VPhF;L%)JJ{iv{Qm#hGfwBN+6@L_EbfZ9mT2!G4CIhrWhz zc+k%ACDYNhX*pt^(_RfoX ze?la?hr39;7vm9LPvQv+Ij!!MD$2x@o25~=!lcowJKZW!`wG5K=G?MBCWZDEf|GDB z8@5oeDN(;{&it&*x}r_wLnV~Deo$Oj2_EoD2XXlDnZ}V|A4Jc{AFCJ|b@Q{VEkZQBCrgOEK7KE!pNDUXc}JUDs2}qb z4_=nD4IT>~3uO3X8Z=1Ob54P^Eo8$rx}VulSL$Ur4wr*zPe{;LprjqhhS>y{gi(%% z{BXXY7W@xqR~{u-RpzVSd$lgTrIQW`*&q-i2pNF@&Os1lkB-XUat4Rhb5sUVN9T-; zo-+#KoYCMQplmWgfRRNJ2m)crQ6U>)orI7;Cm|3>r?={=dh2}m`|kbDd-uM6r`p#^ zch##~_ucio-}?K+`r+K7K~Qfr>h(Gl`TY}*fA{5$Ecl7lPEMBq@sw$O>ffu@-8(EkdQ=5x~v_XF`7Y)kq zP@ZG)NhPJHxCmo(U)L6DL^iK-w=mzM#zs@<8*F~I2MBKm7WFJ1&B*Ovnzu-X^+!1KN+5>U8-KQjdtBDOZZ|0!f75s2!kmf@{;425|hv7MqrW+i^N}6 zKM2BVvW>=J&gir{MwJ{$4I`5*T8uMiFt+?#vj><+ReZog;~mEqfQ~-2-banAEgK}6 zJlySqF4%GOGoESmt zI#Pl7yJY+7h8T{UcprtH@5!nhsKJuJn9_g{z;9-F z$yt7&e*l#DqvK=$cI~yl{KaY_Xtmz{TD4KF*WfYGY?#}2tJ9jAXpW8U+VKwjdvX1r zFTM1#%P+aOudk<8uRzDW$g>59O?}n1L~v?dL%L8VVpAqJ75_)g>x(lVTgZz>9yMNF@W<#sMkz zc|bXs*^<6}fdmS)L>aa|a04~iA5*(UIkGr%G_G9ZKmqMyif2CbECy{pOpP-n2blWH#^!a#qh8b6m*_!!Vdb?M{-%@LZlc(n_^hdSPMQ> zC{Z|D9s?W5)rk6j8!E)d620_&c%|TuW8q-QRP0!b3_^w);G=4_TC3NFhlel!+Sl&B z<4!0!FniA2`Sa_IKG6FEX?1K73II)P^wb+YJ(YToQ>?U`&4UN_KmE*8AAU4?^2sMR z>QyiWcU%{qqXO5b_Fsa)BzGfFwhsq-TOCq)hbW5psy!wU#UOwtc} zJgfLk?#;CBY9=lU4hnocu^j2yEFY(iDGu2)oj6PeB@5he=H^hd*;*g7!SPMc2HLIK z7qj(IW*@VmaI<@XWC>G1qj#I`&dvi)KF&;pV-kZIMVp=-KIGwIPTCe8K8(kvNeX&v z^D$gbe5D{CqBvFM$N(7|OuLfh1w$EUo>z*rh5V@k=LtB((Q?Eqt^~=K!rclZ-}i7{ zN%vG&j)!GeW3%%V}`d86L6PO-tK3U8qoX z0X*g(5%NyxaJK)YLNC z9^?Z9st(b~kfUUn+f*V-x+4Q$+H1o{{`glE%fR8`b;+5ylY>jz+XC|U#AS-Q$+=%);_4_=jN-{JOj`|$ z#=Hc%ijYa9LI|`hXtLrS#@+nHkLD_Js zY}i_!>-P8e!@HYrx%K+%u7jnxWZ6<6mz`EeICPeZ6gn=6U~#%7bp?2toVBKAi94>y^OWY90^%u`5p$VXj9IY^ zXhKa1X}Wl(I^J|c`Zc~j!{TN7WoAUtca!?Yv>cd)y8%^<4Z9%y6lFr|gt>ioSTbU& zBZci3#Uc5o^I}Q`eMu+%w9K@)kIbx6Rsx()&4n^uOE-I4ts^796?2}E#`|mh0^3O0 zo0$WvL-`iH?iAEJ_n$l;cpObMV>1^#h4j$J$mZitU{a05h=m)|UOnBCO>y?8Zz=Q3 zOkgum&w@2&q#QEmTLVw-9&S)AB?VO$UnHy#PL4(pgsiyGh(d&VZ>&Y!0}AGg%d;Iq zSufV>)mp7qfvZ{tDr_U6!?cP)q%P8bTV&ctXawXk6o!8!3cGC&Ty%hc-}?G%*Z$~7 zAMD*b@6h>B3Y7W9V#RW-J^O~o_8*utZ)n-_WlNVIHFv?GH6nrd5|t}9)4A(N^LhFs8V)*cf4Gn;x9yOUG6v#95S zl78qD%VrbEzGc(YM>M&72+N}{;d#s!j`-r#z0}N$W9afGP0!l~HKa9=jsuvku}p{V z$qp&t%T%yr@HZJ~ofpsvAm9nWPT+}_%?y<)EbCmP^rIGYMo5b=tnzBzPxLmiI0)=IuY|_56bJeeiL?B1cYEf|@q8kcXpR$p zV{DMVAowXJQ(&T-iWe$Ps=a)o3PSj5e_wyA)BeqEzxm$> z9t0l0)~Jt;i~>D&z0STpd+c)YlFKjo`Op6Il7IT@=U09H%U}B9vB!VPi*mc(**P&f zTB=n`g<|MKJ&xyxZW~%Ob?&P3YvppQ4W%*>2ynRAp_6=G;RXd?NfcN?odbkwcF5U@ zcq9oTf>v>I^CxrytdsjKa}z?1{MZmLQ<9Ej^023ziG`IyI`M~;(k4abZ)wIk6FP9_ zzzpdLk<139!iZ)+NP~^Z_L=4p%kTr#&rt>Y+68>SMS*~f3eSn@&1zW`j&rN5#ipq; zb;~TFCj%YO%&Un8QF>fo`e`h)bZ~hkEQ+e(GubLWrVN{5o@lp3gP$&y6?c{WWH>hm z12u@c_z*DYtfuZvCH?XIjm%gn5XO8E;?9XuV2V}Tosn5AI}5Ionpk)egO!nJJ8t54 zNbi)6xTiTU>DB@U0N^;hF1^zzccQufiSK2a8;5kx>7EtDio$J#2Fd|H4V~_EI>6lz z%^HL?^X}d~fBws#AA9VvHTU2D=wpvPx%SCj@4g%OL0?~Atx|<(TR#j4-8hdUKrhI0 z!lDc-g}{{)9! zMW%J9R#8I1ymDs^d{_AJIF?OpJE70XD1aDT5}*2U@=6~_!2TqVD(UVut&WL`8jtZt zj0)V+i9l1O>xD}St8K7$|{1mkt&|*4|_yQoEZ(BuQwybvd#BUMZ{yTf-lKY zk5X1^U!h{k_8=dTEdWMpThp^b^rEClRFgGOT}XtF6DJ7w@m_l9yn)`#@wE6t7E8)s zsW?u`%pWFmqES@=#qh|KaG1;r+cQ2k3T6J|x}RKj(Z%q>4}*@|5%LFC+Nf4f zI_V_ebzj=Jq1kLgC8(o;xZjpLHM#T?%g;FVGqz*5J8iM$NavY#DfdlON7gIgN?I?2 zXj3XdtgvH?EWzSHa6M?Dg#d5xF7QIj!OSY5n$84fxb#;}`rTWS+~e})T|-x@k3SPN zT1Zx&zJfd%nHohUvE_kRs>Y`K^h#Y)XYHgh8JfR2I*g?p_U_|xNL2*EM?PNh@9LNe z+-9tc6*AgG)BL}~Bran1(5V0#lnsf6$`f{Y+@7!6B(n=Zdkicb`n5ZScygAz66 z4Wid3;6#Lr&Pa0x>kc(5Qu)qs1%>rYHfY~H;2`4^sFw0QAR%a(!4XtFg$dWd9DI|&*R zv$5znm2&xmkM`gF+q*Yy*a#H2T&cpo=`>re=N^CZ%Aa0$eYH~Y1EBjZYEFcaz{lJ? zCC52w<%!#Oy#4CtR|@4a6bnL8Eb!bz7cN}2YE{9qJ8jouV!;}JBm5F0&x2C2(5UxR zibd#?%u0=sCPlbPC0x}3j$;^+;~Y>TWn@x74e*w8T*(!oKvVJzh{x0+7b>f);Sp~{ z&k&1>W-Syx#SQF*awn2|Fhjd#%9q{H{fv?(mE;2~13WGx*@KxV9FJEfnA0vEz=r?%22Y{l5NwFdM*AC&nkBd6!&y`2}a63x!?Z%}3Bdi<%e( zl>R}WzcnW&Ags69oCGgVPaISozvCWq==}4~Jr`^eVhqUUrj4O$0Q(|=stQC0c=guX z+aG=6k9XgD?~5<4AAWxrOv+%&=xH>BX}etVe2;i0D~hLqIEiT-Bpl(w9Fg`*urZbdq#*2DvSo|fSUAXXYcXxA-P5(~%vPxy z_US?j;#_=24inR_+DseCsxvOku{etFWR8b$l!Wz;EUY5WvaD&a^(EMji z3?_Ez(Lkx#VV}B?kpogwQ?gnWr%&K^IWeA&)XFgo98S`N6T^vEH6{pq9!~&E=x0Bls#m{q z@x?2SJ_btrzKh)y8%Q~g?qXt>mI;nSXDB%U!G+nD zBV28L1jysPk%Z%=?Ut?5?B2j@dcO0`?BgL-i>rl_O~>akWq?aN3`~2;^pJBB>qMmn zC8Ik{2Pr)CN0?XlDG_D*Hf4Ds)(X3)OPf4dOmib%J?ajIbY&hvY!68y-p~VyC~M9g z@*ZzTdMbHyD*}k-u{_$g3ED6@bj#7?M6wadX=KU62MC)?VuR2H z$XP|qiX&&01m2NsUn253=2w&GtIe#sLd47)F2;Pmgvw(Ns6XZWgHmyeUp9ZiZzH76 z*}E~$z%uoTXZ*Hhv?rdd%6=Q`Z{9@L4VhA+tN!fSLj}ja^|sr8_R|}nJ^g)yj$^wW z7v>RxD;>}CFxEF01=9cD_q=WYxBcW(KD~JHq6qB-*k4>K^hibEi1fpsr=EKHnP=Ad zp%2QI$QNAgWUE=MSI<8Coa2u@PONYbQRi~(E`UCxIIYdr)FXd*^n-mLR^h7DeJ=nP z&qEJgbkRj$>FeofyMd6ttVr9u)OiZO=&d*4vzIn)xZ={w?z!ilef##oL>CJVkY~?z z_YLoP^R+i#d1dR)o$vGv^etMj2#z#pi06BlbP+cT$JN9$9ni#EHjZjQt;b|!;u|2a zAe3)NhZFG>B#Y-%9@79XD1!0=qUYH%G7?SA=rM&eP0utfx*DO(07%HbH2ZTlWi%@{ z(+`-f<&xx-$V*hKCsp&KwNoRkcrI`pR%D|B9xdkZsbsga(?e>=kJ?)h971lkE%MXSYI8#zpp2XedvaqKo;{1|8xT;5KhnaoG^{>t^v!zAxuHs7FM=xH$Lhs~z&RymD^O`S*e*<*J`8j=PejEz z?G);EBT76HpK?ZVg4dofY$}Iv1qne9)bi@3be89rjl!8ZJoOr4UM3Fe4MK4RoJ1m) zn9z!3=M>MSK9x`ewlEL)Q4VxCl~VDoZQF1B`Hi9P_s<#v%O|LSfJXp7o4G@C`v(TV zm2&5f9U~(nz=4BVv|4Mlnp0zABM(0G(CMe0TB{UWtrk3%)+4idK-*~Q!QRmE-HFL5 z7-YvP3My#f@r};0t3v4e0E;(;SSH!(2@ua_KtL{D$8 z%-5QSEsmuLJy|JcXrTk_Cp7BmbjI81?sKD;?w?oB$*c*L^dfU=YKYTabT zEGhI8)ufJ9k}fl~x39YDDh(Hu38+>D-VeA)>|E0F0w-}q&5RICOf0bjG0>4ioG8a> zmUFr`NhFAvM^px^_6#tMxvyfNoR5BRObz!PYKas{aHR6%E*0@@xV;1uC^ z(h$)_&kn_Oi{PwEsRTCIwSQXs>sxMyVzUN^1U9l$=$}1!_|n6UKKj_>Ph5HAvLis* z^4`0r;LvQIR!R$jYRspe{?i?|-2uG=THkC=O-_u19C+qA=bU%m z*+7=3JWr-mi4quh)NAM+jLF6=o4JaI&cB|)GXv>B<73Q@HwukGXc2S7!Y69341cW z_H$&iX8$(vCX}F*v}PYF_tO7^i6Pw@h!7eezAan441f!E5gNz z!)>8Od)loSS5n0b1;U?4;x2Luvq-scA&#a^&Om&Tv!LK3K@RkN!b*cMD=!F+Shn<} zQ%-?0E!Qp8Yx5T`IAYn6%a1;G>9XbX7cE@4c;^M}g6-g{azI({wOX&f`kGvGjs?=GD?Kg5*KD56PMk-DhfmRfi3!FC66dnYq$aAZUy~8*DQy zy`5G@O#^L zyyJI#rvP7fV6-PE$Kkv_`>b^aZM2yY|UjZn%N z1uSdt@NQuLLEp9fsG~|w5hNT~oi;gL!nmW(N{L{J0DeG$zceK_iDV8Qy^=s!>|=y| zvI$3;wh7N~THaT>!RZ##d2OzTNv-K)md*8Nr1?#KVycnA#*4?FPCFAqku2G`2axQl z{67o`nF-C7(F0A@5%F77b8eg*VcgBsOtheRrCUkA32uSB$va!ugC%G`K>)!`hd5tp zzlG9C{W!HuJ)7kzd9+ePnHCdCtq$6foQi(wl*a%)Ev6x_u1gON%g=%tfFa+#yp&$_P%S9f9Aj`x0?sDzBP8^>fq}t=3l<;(en3h2 zVe*ZYW)l;8)UqQ_JmG}l;hj*nR4R2kZSbSFo#Go?w%mC0uYUN0AN1C0(8rQv@p1(M zdH22deE)mjgV&8lA5`xKk?%Eubzb#_FD;or8!;C{J7*(`Da{?uBMbr>_}~Gf6XVaV zdwzKL9*7basV01%xf`%EgOvhem|^8i&35=YxCGtXa_L?Qgzy)7ZRT61$`vMuE8V!`rV-wy+r498MQlA#cp{@G^^8--5EXx|O|P*EIq6Lf$} zNjIl4c8Oe&83d6zC#D!0v~q?ymv^NJCYli$V1h=FgFO7REH0p<&JYu9lPE)Xr~xr# zx*6t-VHG<`&>^du%%FNLu+&6e(>(M@53heQMg`^hE*)oZ&b0%8D!_8s-vAX1HYx>k z4owx|io`b%w?ihv4Sd1A*}5bZgn>~0#udmh^7&gz=v?c8#y=#d7Lj+M2ObwufF=%mtOMypnsqrBo^26$dPxd zIRy!;f$>RbjJ)>;Meg}Jp)rIuJ6-wJ<@%4{MVjNy`$GD__6ec zRS7)ayxDoU7*~VwF1lMlrgUtYsk@59QWqao=7h+sDY1ZI(}R<7Tgf{`3@@q<2qKtE z#*YEg_$yCVO0tUz|C~c!XLX3wtyMqRe*my}?!4=+2Y>hApPqg8FE9P|bTeoh@ z=FPz1AHHM>e80cH7p%KZrTp>82pkOc{>I?YAXL0_=gzm@cq?$-O0hgXIu?cQ8J}DA zlOO+h?$E4`>$hCjajY1hMVSCBGCIJ-lYe5pQ3EiDk3asXw*k$mdQs$*N}*#aoZFc-x)7y=nC?U)j6?nlw0PPFcj1mE0hlIPgKPSo``nuDJ`m+yY(qKhuN z;QR|dd&U_nSDsj_)pzXLH99)(I3SP|-~0s64F9Y$tX|EJ9mh- z6*nMafdIXCnG8ZX?xq+|;eZq&4dj{;!$*U4j*{J@=O*)VGa`SU^NX5el`(2&Y*A{G z=xld>J~R1KK1k!~ihwKRF*Vm2dj+H-$BBU_V05^tKs{OPGMm>uv#*7cYo>^90Gu^2 zDND^AQ~v~IxAPGV0;9e%HP;M0NHIgU-cT7;n5#^nKCo0kCVEtx{6A;^0Vm5<-HXCq zd+!R}6T^u?IVVs8gg^<2Y+svb8+>gH82mY56Ksrq?+5lZ7cjxTzQzUzg2Bc%K>`dS z31dqlNJuCi=_noP8`G@YloHBf7v1j)a8j@_uhvd z{per+&EJE!^Ugbt&L2H=_{j3|5TYa>edN(QfApj8-+p`44KKU&GB{;?Z0ww~&xTrB zM~@v*rJ9|dvsn&@J$T>!X_6{W$Nl+<$@RbcJ8ymA3$C`db8KM|*M^H=$7 zUW~8TuV25oxb)rc{s$D_9fLR@KZK(u$H&5M534akMc(E9?#HnlP8_D@h^Spi?`o)TNHu2 zcASwoAyzdAf}el&tN-W^{|CTPfH9{F`pxvrIcJ}9#dEGabolTC4}j;noSB^Il zlS9;$VsGPdAzs>$aCO?(z>Z$q5}@41wVF%itqN-+*JKNp9I_G*xD=GMy7Hi6t0HXKhjRsCQyw8)rJP+C`?s<$5ZqxB-LBd&rLrtZ5)o@J>cvh2vB{3E7c?MD?IaAYX1yf(5GIL#!_bBUG_qh!62d>HRGUR8G472fo>}dmnJ@B?zeO_wzKhNuHG{hU;wEc*;pz2z|jaFa%n>bwMPb0Yj<@Kw%6P zt>2~A-W%We2DIe->p$(>wQKX%E!{AJrh+4R+qRP#H&z*zqv4HGg*O}ypfimL4jtN` zr-ReazVto+^WCRxnHgkdo@Gc&S-2MWIqs49+*$4~zy{aC2-eUCBDNgIxy_$@<(030 z!yDGk&Dx?ICIiG+GbZxQhS|B-zwVcRe8&$TzJGf$HW@_Wp~D9Ow&>82qnqYtLqk;| z(ahrsas=l&mzwo?SISJepaJL;7euVl!|P>nMy`U=H@IbVq?iI=TM>=z6`n;q5?n!S zup@<%b`DD2vLSowCWJLowB%qM*3xqM$(5vewK}>|+eg~Tc7O4~D$a}KiO*x#<|1wX zL|eQY*?w7!Bh!ZJozO1i*N|U%%dyW3qWI2kQ^BK+La^WqI_H5??WA-aht5~U+(@XS zP<8$Gx4&Il#%*_jE0ucYt@QoERh!w*5+c$9+!)z?4GpMKCbzB)w7oq7Mp1V~v{g(zT%=d z>kJ2}Qi3zstfausZ9gza4j+cFq6hAOVAF>6Qbx{zC)04&cM+Nwlh2yEo)MkJ=- zOwD0$JMMh+t$BHg1-Pa?z`ay`RaKxm%#FC`n!%%MCzGyieQJ}Vy0q60Gm*e_X#hK= zCBllWH?EEKxPDRHDPFUBWaqAvNm(o1=>U~Il5&i-R&HO%_!e~agv9V52)G=aEo@y> zlqi1wSKs7$+UXT-FHMppbsG*7VzCm|1$@~=$C0zz9i3$v1uy%?xF?luB!A8=ZVvo} z$-aeL>O^dXZOeWe((lA`+$Bh~R8CJHaahgmr3FrhzF>*I zV0qv8)?h%+)EL;t$J^IQkyI6f;SdO!FecU~9T#wEjMmoy+~NKQx8L%uTe4w%^0sZz z$YGMIv`kQn&;2NZJvK|md*SBIn*rY7@BilSFMZl2=bd*B!Op1lvw-V1@o&5LJ^IiN zqx_*AmPLB*g-`$a*SzNJb58@p%^bRdNG&t#`Cd8R>q={LECZ18)Eo?Ah>^eG{PX_& z!ymrl*;jn_bDw*7`}U)U4}o3+_9fQ?2{I(*Bm01bvoshS+P4?JI_Lan{NIm${Dx~T zPK!=|IaR7`rcTNN;ISn$LYCV_$p2Dh*u^}xFbZd9rnJ$!cI^iD@44rnTVOvG+H@3h zR!6F!TY_#k2qHfSOc;Pa9Q+e($|95rU3k36`GsI4G^2*`Q5w1h{WNUYHrkJTU?ce5 z*o38+<2+44lSv{R>!YsrE!hk+L0=26cLoywg%Kj6|JkEjH4~M zdVCh2*sl6JvX#yzPL@AQrXFB&cv-40$WE}1Vh0k31z`VLvg@jnVl9Z;Nj1umHVQw$VM3zrZFoNaPqa;%HgGcD{ByLN#U ze0i`O1rea+PfyQ6&%jqv7{&1rs8W%UiiTzdtLUmlmADW_5ghs0V^8eaePE(D*|8;J zUS=6Y(`QKnW0Dn_3WGFD2aEHeug51Qe(;0aZ~4wGK>C61q^S)e9S{1C-2c$>!lLqZ zp7!B_=bwMx#g|_O_ZTb>FcZfU3=PF_#rrzi{LT^wjkFO|N;)ul)9J z{Kh$FZH?2;Vn5f4>j39cpU%Osu8{i>L_dnc>8V*DyNu>PF);z*n@>FP_-(iT*Yj_9 z-X%|eT4`~PaT-h1!-$~!9(dsHpWLmr*A09s%In)QAEqc08RO@EPWf97=C)uA5oG!r zURa-FQBh+8gx`z0jY-IHc)(PqX&i@$ke6`Y7HNg79uh+$bS|9Xo+7hBV`4W6;@TBa zgtmxoU9Y>>(%NN4m+f+UYtS1(J#S(0dZWcJ(re|;jR4aV2cs4;CAq8u)hV)O17xL9 zA-NTbS_%%K9PcW&Yj>kHc&#lh7e}ccToJ5a!Kr|jhD2M^j`^;2M*&;gxh?_A%R+se zver4#7}z#@9NBkp7g5vNlDKqM!^k7O$@{mj$O+_rfOvtwSs2M-(unKw@2FbcW-n>TOSxE_N+lX$31M`_f<_(36V zr{7ZzSCd)dptlDTenhNw)=0WAjfbTa5NS_i(z@+nJV zmLL*n54307=B;O)cKUxJDp3-3^X^!8FdXdLzyF!feC9dloM()$y(B`UHVn-7Y3hFa zTi@ETeY=mY29w)dD+MqcidTK>#6oQP4LmN{KPvxRUdt8@RrTX5R>Xcj*wG9*U9H^dn#TyKrrHda z!BdSUw57HegsEuD{^JS7Z{Lf!K9%k_bwBSYdh4`LDeA|acPH1ahftiWuD#}l=ihME<(CIx zki!G_dAYhv76nm{j>#;#s$g)I`-76E9{6~-Z98cbY+E+YZd|9rV0?Of+ezELwtnkp zKK}R5zu|>9+;9V1B#r0d-+?Z}MS5XCBWun*_w3Nuah#IB&N$uEb^^@vH9K}Z`l(NS z`rF^U84mu3f0)1e>Z@P!q8C!X;UhCa%kyku$&U3vkJtWOl0w464 zK|I*7Y2zzi@ygf!{A;hc{1ToV3-cJ^fZbC8f<#d`7DmnpR+LGe6}c@v%j*_>8AToj z!R*{LJa!z%u-`X+Jd6Rb;hb~NnVp>>0hK)Gx)V~Jmb>q{=f<191YYeeTTU*G&aya3 zl3rO(&rHL&Sqitv6*_etG_yqPc!b`Wq4~=jA0O*d!wwxj^pBqfv(`WV_|6|g+dMe2 zuyEGY%*^D(I6w(qdF55m+gCjE8GwTXie8-RVLVK2rYRxOay{)zE3P{#*T%GIFV&HS z+O4%h1V_P>!Eck|Q#00JGjJ)*)3j23H@zlHD^X^Z5>J#uD$kxn;b;b`0i{Uf$Q1;lN!;6OxefOI;fA`zp z`pTDY{FOJn;b;Hb&z!VjLobZxj~qiPPmR|&>vcxXk+JR=v=w4qW@jh1Z9RE>YHV_9 zeAA|l5bF;O=`RnLOS|#u7ysPLUiH}B4{h1Bb!=*kLU;1eHz@V*Kk)eDJM%O(H0!o( z-Ezk1r&AhNs!*a*(kD^a&68~B1ynt%M0T8|kT7`v1Cn*|OJq^OPQ~RL*DVzX&!k_)@XC8g@vGp4^ zbbFyi?vW?`<B;T#}{GvrJ9O8bRcILMrTDOiWBg#6`aP^{>6}f4}#(|GJHz zVsd(lv?!dkz)Ba69ow~Q*N=Ym<1c>U3)fzE-OFG0iWj}$`Uq=>`HRJpg5wl&F-r~u z54#K3gfjSHZCtaF`8Ok#cyZJTXnxJ`tz@;qZn4G)QsL^=-X$SG!B|(+v$iN&;G^;l z?^)Z9FZ-M6wd}smZO3SevSr;Dbwl_ku+BmX8rUY%uUe+LSt5NnJTZvW18B7)E_5xPo6^5k%ruzQZ2yx zleX)?)hlVpleY4Z>)!P?$F01tw6ksf=K%!?9NvHN3pf4YyWaKC4g^Houx``b`q_*a zm@O>@Oyj8Z%p9LJ7`6Gw#{=pCLyZ7F&efcYI`Q6{W;kxUhaWJ;@d7ZId(?O=< z0dNiI6ShdtIQ#U|PCXsFmD;ehusB@m&o9pxs=Vr%&zPI+PL73BQ`1#sfo0PF=;Mzs zL5dSR{xE@Shf(B03{=hROOre;GMndv{<6(2gvrCij?-i?Sgy3V#5aNGX1vH*Xe^(Y zngEgC^C{**>(kFT<0UV~x?QjakIpYCjW#7DekJiVPft&TXqox$tzZB8*XI`wpL+T! z*FW!hPrLBxexULUhbu5}M(A0b5a7NBy00kaerb8>*s)`t^0u9F(l|IjI@m14i6f`T z0}pQh;g5clrpe6Agw1l8H;2f(d&3RapS*D+wz_GA)qJOil$scw}MW zPyXajKl+z{k)`P0Ubk^Ww;MU<9>EQc^~RxRpy*hhWxJl*^{G#O;49y(rHJJiFDkC^=BKF_~o4DT-F9s(2!V&z#Z-@qYa9WD@$~7L`p!+ z8pwKkhlap|K@N0 z?hoGiPVj67VKfK6Tt65LhDz(Ku>E1bz*^xJBy{jtZdkt#N+*I03)bPqBL{E(%2y5^ zJ?ekpeb-<4+$ao>EFSCRv{G%ErFjtQ(@)(72y4N1y=lwliK%fwaPUkgNpc8zC)mm| z)Lzek!twCI!-qF)-pu_egR!_YK%Em?iaad0c@X$6|DY&ELg?f!5^jEB2`V@O0aacZ zXypfnIDL#SkuV(W9ymgV@wlplmJX2$O!LT7J`V}zCmF~b#>8O8kLiZ&DDQC^h) z{LlaPo_D|JvBw{oT|cvV^ZLPH3A*K!Q%=uJjn|^!al!eJ^oyQ`Wy~<3F%=h%Q|)aBu_wVx z6Cg_H(ck**xBSazKSPrKEa(8ag*1_1_!l0e4iGdduu_!c zwdgg@f7<@Pm6vHkK)R^Of@w>YOh{MbZ)++-14mL!K$XbES5^#+OM@;EPH-091<|iY z(S7O01|pf`aLzU@q#E0A-yzMmMISYBMB_5T*A5pxr1)Ufx%003KlEoGdhF2$BVZEU$oB*A z-0s@5`;?PU_l@7l6Hnv3g6sPoA7FttY}mB@!R^2Z;YMK)01z9vTRm(T1NN!hQZPl} zqm!9LGn*F&5A64&?wfw~%}+b$9GDHmEcUgMjQ$3J48o8r%fIjaA7Hw_e$!T9V74fX z??b00NxHBANdgC9j-%@l83QN@lVRXTVYIXaBYo^MpZ?VR;=d$4`_10}} zg=}%z(T1014Me&V;hb%z-A1x*r~(aJlTh|{u#{Y(ZWfm=E=deTQ6?ama>hAP?kqRa zRzXJQ3I_~g%&Boa1Gru}TjVRTt`JTxM7)7UC-l7`2xzU_?yq(SHqhl7?gX0SxMWr9 zT<((~@PS@D@WB0l^_Tw#=suW=sW5-=Txf>??hV^qcOXru4mb#paCc}>Le6@4;-ZU$(yZ(9Sop%P2{uEuGwB>15 zl!@vDICN}xE=gfx11|fs3Y5s<-O(dQckkYnq{)<;vNjF6;mqtb^&abOj)jX+!O@kX z%#uWFLx}j8!Mn5!W}=Ns8(ZWw9EfCqNoZg}>5hRf0ZPYc9ZW!%O^B#M~^Hsb=Eg_INNTF?(R?%4@Fq z)z`fa^^g9LaP4sq4U^PpU3Hma=GjiSl!ddlwL}h( z%y@ot;!tVyrbZl&cdvHlrc~z0vTP)z#0kPC3b|vj%aVFV4EmCgMr^Y=Y7MZmm9EDE zf5proOq9w_A0_^^ZQO2Rk+q;F<=IX9d?cFG2=Ns9MN+g6jdj_ z4MgjaF-tPf8jmK|k;?LGnNvsW0VO5#k4Ti~t3e#+U>N`F=K*Bq2io(2vIBL~#y@!Y zAcRP6I{DN${l>5Vw->+k!n4l`Ltn1^%dh{XcfRuvZ~Xk{_8qXBHf>e5vu?|#!+ZDN zf7e|f|JcVq@ZSFoGA7tAF!{ljHc#@h7@wKG_|i)OjPs!fAIg*L}EDM!YT9NG}Q(B5zabSchJd3U&w4RThdDfX1Uv}|#zH!J? zAUjV?LNTo_77%ml1*r&vm;w<^b8~aHu#1a}(6-?))j9~^p-6+w)7y> zXL@{UVR7Dcd#`!TYiFh=3tIrsF}`NX;8me}yo_z0cd;sfzT?gxee#o^TAZKXuxYE- zDox==A-ERy?tTg}tIvDdC6{0Rw5MNWw72sqKnUIa{oB5GVDFw`lFhB#5JpiDM9{y3 zrTLHj^u(+(@4>flH)gorC^TPwZO7*vukK)Rd{9E##7W%N8`drW(2m2Y zi-2`6TD#3{=&;o^1F2HS8OL~T4G_$!b)&X++_{8`l!dM5y=hOwEEoBfFr#R~J4=7L z+OxN-l8iL5DBc=K16pa`*-)U^iY=s^EAYX=YZxWgwga}eHXxCxNHXveA9f-&eMIP{ zcn@Q=Mxtmf@CO<{W&$U?xw05=DbFwqv8ap7Smv}fM4>j@lZHveXJfSZ!KD*c9Yv7` zYi%e;X~D91xYFVM_uY5%*KW@81T4jQnn9-@J$4l6{&TLo{>CqS={>*qj>|4OpXt7A z=bUl+pMT^-&wSQ3S&GJKrB$GPs5=N>ec|(;-@fA^GN2QhtLo%78x9j={0lF<;M(i1 z*|2%zv4#0GwUg2KbTn-`{$r0m`NJRG?UnwsuYAVoXKaO*0?qP}6T9U{m}S_v>>UAv zl2^LAJ{s*Z3ci#+)7s$^7bOMA#ALl;($Royp=f-c-%_}9GEC7&7x*y6z+X*EldB~c z&e^CP_7Q-Lo_EgKneE4e{>&6W5={={BpDJs6lotypbp8Vyl&k(AOT5|pf5Uw2U>>2 zE(+E}Ho?n>bRC<-r0$d@48bXgT%V^7^Xk2X* z5Q3I9wJTu{Ao4?s4rG4@IlSK%7A9+tXxZbBJo>F~e+S;c#S2n~;KGo{)a?e7lj9d( z^7L1|>g8vidHT-BpW5@(KF@X*j}Gp=>%pCm?c20r^W_&`JUJEt1!b_P%COrZAtS)B z1lp0L37aCrjv;VR<%FW5P=m&&j2|31 zdTgnW<`IQ-ipU(AeUzf)Bd$;m!$q9NpPE^>JSZN2Y&W=AbBum+I<+`|rFxOv~){aav5QptZRRB4E#~SUkO9y@% z%(B5(gz}doG3n5Ek7f!snl+#=f&dK^PdxF&Pk!=~I7xs~D{bJXf9OCsHt`ET_u323 zIvdlea^Q&_j~d1yOlgv3o*nB3FM8qiS6p$$E#LY^k|dapR3P?!o+NkNc_$o+sQS8J zFai>#N+xLzA)eP?e|?^nAN}aZ?!E6P7hQPn)~%;3EXC8~(-2z^Y=V%Y3e^eF#-htg zkT=lcAPNk{dRnhgWG#VFvm{$t8VIKNzBX|@#0NA6K6qL)YL%hFgf8YnYGjs}t?g@- z7a1(1ZWzo=P6FwK(A9-w3v@L#6nGTQi7v6E@GwuG+_ek#j7?0GN*_CNY~O(c$Cj4d zbrl7HmX0J*5dt9N69B%?F@>;nf$2IOMH}Q_G&JC8*|ud1JX1W3;lwyiT>MFCS!{(* zY#FXe(5P+awz%i+dmnu8AqK6>^Azp{aXT;h>7V}SU;W=r8#drjCYf@z@|6yhCdh^} zPCog=ANnwWUflJATNf4=Cnv^mT134p9^Cwmn}6xQzm{ss8;kJ~stT|vCEc<;hwE@# ztH(j&16SwrE3Fi=yvdranPTc0noUfbHGI5lWR}SRCkRS$LSXE!hyq1<)(WAPYXJS% z=^I5o=Vk7d>{?}$wN;)A%&&VzR+@iDaJvTeZ+DvPZ^OvAt&O$RApH$4-7d}ChH^cD zXjy_b$ul~5MTyJRG_tm!v0BMv91)kT#ZmaK;%){+ElZ(^Vx?WfawYs;#BL;<3bzKo zX`ID!N7KtKMm83`TT2;lWERa!%*@sd~CC)|ZYfQ!j1 zy!5DC6}CO+c?>D6&%WZh)6+A{i$``mvI7trj4HQmS-)u`7CTI>!zM3EOlIOHbP?{@ zSVHfmi)1CQUaiT~>qbHoLCn%59>i?J873(-6$(94?~|&>S;pc$gMC^P&7Fj+!DY$t zlS8;;O8i49qwx@OC=h0cU?umcu4IyA^T!s3@gRe*v=RVY#>H)j{04( z#E{Few21Z=NCNOmwYKdl|ahg*Hb}UIC9pH6Yu{_98f!ng-H-GKT$^=Ub^A@$=yi2jOw|?(?_uO+ISF0~b zx{#V#^~E?+p>GK&?ddtfW)4lP!E<4(LFFnNkup|~S!`L%-L@KWsGlNVwIhyB7%{hH zd3EByJ3_A9#tE*KXjMS;vw}**XE`r9Tj59&(2!P*n8_2~8l~zRYC!`jw5j`yq^*sp zSh1wHofvDV4kL2~O0OXDi?3`mYe%OX*O|PU)2YCZu6lieotx#B3cgz0D&Y7VoVg< z7rW+m?AY<-&YeC%L~uP<)bS@LH>{h5H^bbbU6#atmpg7tl%KU*)n}h`R)l8dTydT# zxke#^aA9GQX_`a%Ac4*V8VEX^dD`ilPojdlfc@4VE_EXh&^d!JV%|VyBjN2&vFFl39(<-UiMO9uottu$l77C5C`Ko(z_C`xH)grlIV zJcZR-(xJtSnKVvQ8ZbuY#*97-!{Iq!K{pK7&tey4NqX$)QOF7|E%u(k&lEI`WU$7^ zu^3BA8v`~hk%~a9%QD~(HYNziCwm(80C*cffyM)e4mvT}lliRN7z-mul!)Z<#~%a7 z3)~2L5^iB=n84rOsX~|nO%bQ?5R@6EI)zc4B*Qjef8Es=UW7o|z(SzOfkCATxbnUC zKF}dJphAhz-2_l+18@o`+v>toF~ayzDiS~)W=RcmxL^@(wF)gli`F&>%R+0EGHoaE zjx0a0hLg709*-s%U$YgxElaqS|HK7;3LH3Jci32}l`#SQ;ZfA~Vr41p6F2cI+C~-$ zP;C>+$YA+4pOkH65{IB^uI*wLHY-KHJjGSb$&OBel;RI*Ynr?@IBFZV(@je5Lt4+C zBLt=K{Rk9(KOi6{%M4XSzMq;7BAylKPSddg+Z3zD>zN5(K} zC$vb`ZsZ3*BMA~&Q(%kB1Oz#qNHgwH9ivJQT?t{J(M_5`o3?J-!m>ID*Q7cIkgvps za;g+SVBMy2ex^x5mQG8m1ECbqWXK3(MnLpj#6c%XV?Hdm`Eq|5zHv?|WEEPmN<^KW z!bW(`#>eLe{-2Wek`MX`A!TNSc|~JJ@Ju!YmqjCklPFcQARQUQL=d~3{I7oYuQ=THVZc_nIhPZ%=Hl>&}i*ypu*C& z6O^fIf@vX<)?%8MmCKv7w#pu*9A3qGrpZwt%}}iI@f%7Q%DL)t(el@>;gRNhwaIe5 z*@jg)#-CUNn?Y-}8p>Tm9FSg?sLFN;M&UowT-KE80lyNsD)WAAAUzple&1p|Qt*rs zYL!CLgiBj%udqrOvc!G~y*@4iT|1|tKE@+;J=ZxTk)zm1RnJ^}7z+NX)U5sJmiooZ zf3#Yyt01Iy%});Y*IMs~ETpF}?9Y#gm=fMv(2X{(U$2PlhT7ydQ>c!hCd|MZ%B4-CH(n^8Jvq1QqAW;fp1NVOt;=S>&H|@~PeNb)_Aks+DyB zuyZ(Erl;cGTamSd01}>oelW^sh)R+T7|BF+9M#kuh6KQ8d65&SXKJ%-dTQO+_>{Bk zGg@J_>g(~B0Wv?8lbfCM2@V`N!mJ4Hf*hGqPw*cH3n)WL!an}@my3Z44I8z{@l4d3 zHZ~|}rF{)I36#b-p8>NLw+akgPAfOxd%ZCb)t85ZBC`wg#||E3sh_87qcTjXRB2%V z@*;{NIIm-EG8}e8EFX{ToN-yJTEUo`z|SsTD%5o?ascA|ls%UXu}wM%qG6sMTU>Cs zjU8q2!L6bxTqmh@y5A1PmUSWM^Y!*y7(s`vrs0=jAlNmf%2F0D`%N3!0Jt$pHMAYq zj4ZylcFnAjR_-?4ADMgH4(n(DN;Z6`f`hpl_EC`+m7I-cPlY7OmDPmrZ9#f`sST+Y zYi|-4UaySSE(T?AFGD7+!rLqVjMt{KBln06q+Ox7f&TBPQe{8q?}gwBuA1Drc2k)M zGBw)VZw+8kXFWp;XPGMH=m^6_Necziu3=4TvsOtlgLwd;a0z(%rl(4ONcnQh0qj6=?tN%`i7F~p0I%q^F}lq8cBaEh8TRrX06-!qynWq@-G26sW#vP-4wI7h@nH+zay?yB%9qb?Iz$mnoN=?#7_2Ag_U)aoRAsBV#3A#CAmD3J8yI`S0ibQ}m?W}E_IZN@5~L~eS-q*@P7&pv8n{#*~Y zL6lTST)dS={OUeMA)?7F}NCC$H$SbS@2=gxQ-$Ivo>qhB7d)Q-2L5t87$jE+TZcK^7=io@vN*O`e>kuyqHK!$xGJHANS?-Mql|AT ztS~Du7ewhS&4hPrqRF<*bw|(4Om(BcBMzFU+3u&Fgl7-^NIUs=CBH8{TO!H@7>U-e z-$+nJDDlJnqh7Z-lt1*)!#sN#8Nw6HUi_F9HVwv62)Os&`yPJi5pwg4>%t?nM@#kb zd%jP8W{Y5@RwFTDcFrZKMXi%*Oac z&}^OZN*-t{e10@uWSvSLH>5`-cUm(wKFrfXd5t1pby_TW{&l-CrHE7bmMR=URYV(k zpghgCAnXmgtgro&=Kbp7jVs2bZhB#Co(A(P3KY;p$!3+X4Z2hc3=v;$jo3}u-vD`D z+jhn-FDC}!T2+Fh@3QvW8-C-7Xe^dozO~T((Xu~7?^CmJ@wKomoacuJptpB2Qsgk)h8w4~lZyl#;mZvCx*R*F% z$RHB2iEb4WVE$T?Vd`(3Icrc^h%c<6@@8p1-i69#=TA=0EiEo029fUvU33`Sdh4xs z-TjlxF1^I}O;+ZX#2gB9RnQiy+^b>lH@@-hUAy;~XpBbO!ol!3#t+Us<8%)@3Vl!P z#LTe|cqyuIdj>bhlj)~T)9c_K4VJKa;J-_bLo!wJpdwWw1Qquf zO|-mH;`A-GNeM`WF@~RT&2jaVGo!hq8r4+l5vy&JqU4D%BnYRvh-Ix&c}93ZBRQ+6 zMw__1s<}z3fhTByhE8*wfmgglD{;x9@XksANxCezj!&{3+@j#g!NXu^-oJO>SHAL< zm%i{tTB$Jbp=E};M!F}C(|7#dAKdumFG02xU@WJ3LhZ!maNfCRJ>!{|qNzPkvHc90 zCezfBbbQP%#$4*c7VP7M{3Eit2U(opLCiL2%R8kBqSO{yUQm+JWEccayD13YmN2yo zuiy!jrYY_VWANB{!V-w>r{Qg*P@1CbV_l3^`>4!-khQ^k}@Q6{G zF!HGzZ~W3%Zo26v=$E;f8RUh=Bd?!@t6g}(`Doco(%j~r_K6Iz-2mF%T+1#{jW${S zEO+8ly0uLP5PUTJfiWZ8;SuTUs3|c7p0#4+mt-2HG#pjWfp18bjWydQ!R@TtHU`cb z1=-=oJYZrRw*~E4oy~~LlL-P#fl4bhkX96fV*^};8F(uJ1Ffrx3V5PG2D#<^4Nw`F zeqyK+x-YGljJrmlDvSWf%Xz#>1Ww!8+xDc7fOkg9XW&Ih_s5my5S~dYT z+%~etFmr4EuB_<+ZWg(I=7s^)25e%s02t*H$Z!Erj&Q^`zWI&Yet;!D0;NKwR7Llf zm-;u|_?1__`sY6Ww;xqOIJ<5=+Y#aX#YGg8uY2C}Hm#du1rE6uGN1Yoy9e`>38OCT z&a%`GOj!WwU$#KvY1~QCFWE}YxT!%9cEfI)hSON;Y-FOk_;rE}F2$wZ>G3%s({72c7NEUY3`45?LNSrg#G4^~n{*#%WuT}r_p zP4o1$lTUiV3vVDt_cH2@c>(EZFh(E!KY#hw-~0Us9^S#Bs)4Tpqm=QO?tlOGAAaD^ zKCtVlopWRiBfx1R4g` ziYn)u6ek9OiWjAvHNppuJL`><%o6BcS)1^IyfN5%2Af@ltZT_3TRV`yonI|B7)_h0 zl#vxlcP#E#@HV0Wuo=#JxRWSui%<$>JZ@C1Xh81zoCaBztYNdU3;VRqu{{EcDV!X^ zffH*CXx+3vL*gV%%20-E}MAH zJV@yO(eOn}2g1N(~;JowB`|?+A1aTGogm5Viw}2W|J0E@gJ%9Ws zzxVsU|BTC@1+?J6fkTjF1SJf=^rbJ|a?5`Jj`Q5cO@La4*-7Y<3eaSkv)N5>+MXr+1l6`e3viqJG%~)kL4@0+Sd3L>RM?`M@nYp+ z2^z&KcJjEgRJb(mjA3U!hs!(o!!B1w_%ce}kX2xR4wI9vu4Y_kBN{Ba87>?@Pn3_Tq| zC?#8YRO=A-JVjGXEl4iC_|l(!*~{Md-uLc5wEvWoPQiYj1oPPBzI}Ud{q8LfJ^b+J zwta5v)-CJSt)E|9-1pS3Cm(-oadBzW#!Z0O3N6%Hg;6*h#%Y>g@vJMayz<#pi9Yrm zt>FTYP6HIhw+=BPek|TY=GKD1DtKDEh-5MM=T5!jx$X4P8g35;`P9qjcK9INH22BK zDl2RVP?fWQuURK{t6BUdDo>7SkwjuqRjLj9d$nVFiuDneLWEWbU*WNr~0JBUxKA(4K7 z(!BPnYrgT#uLI#2(>+hKNuijVTemzM?%%y<=VLoz1qYF@I|gum)}3(%Adz{tjN<_s z(|oN;1)-Voa5%Sq{hQzX#$FU=XvNNyajK%QAC$bw2Vk>8`)V445sgQH5T$367?@ES znl6khPP0-evTxYbTALuv)+(o1oiGT2p5Y~PcwQV+CMm{fGItEKEcboC8-}_phfB*x z4j$&PQKB7uWM%mnG#aNn*GZ=dwW$ zXvybdD}}X$KVeN^!YE>t0(UuL;TrK60!D`59J;{wGn;5*;ur&Xs+s1kR+$NC_teDX z>tFvXx8C+&w|?)xmKK+$rl*V2!q0{c8zIj(9}J&*=#fVr+@9o_34D0?UKpNq@<~zH zgJ*$DfGQTpLqKyr`|NXm@ini7lErCO#u;K3A$2Zwk>%Khm1x(1z?Aac{87q*4{YI2d`*G^CL3Y-o%IYp$ex(FduZ9W1vWwT&)m&x+S9DX3 z74U4~TU44d&NG}CImZH_$g2$nkh7Ivd%BdkCXo)gk#uyaG%6Mde!XsP?zOM|#UK9Y z2M71b?! zcM(neCgimX%_76JR(Oj+oJ@=vSn=H9jON<$v7CBoOJf3$>c|^k1BgFgkkObu&*vov z@ko%Ei>B~EcVdipLL-dV;W9EsnF%;N_khp^7%6DjS!bO2+rRmiLkEvO{P08C=-Ihh zm?z_1Jux{E4+b8Ukjtp{W7O>iL11yLaeDejE3J?2ISMU*^{ZcV{SD7Y6)KLA=^Dkp zXTmx3+V;$mWy~hT!Ad+0UXh@N1i+iZ53}o8f)+ktbX;B#ZSHIK~l2 z4-a0!_R5w9$6z0HDP3|x05pm2$nGbSj^N`cEPt|8Qm8&OXSp9wPxOB3zrFN3w|w(c zpZe6H0|(~TtqVe+=YfT5S`@6JAV7p463-=@0Sz`mLfcCg-^cxEKhQ)@UjS*lme)K{3iG#8SX4?^~LcNHbWo<1n~NrdeEGnwgw_#VcQ~v;q76-S_+i zz=bvd`Jb5%4Vu5PC@DD@lQi`_vQ?$P<3rV#rxDPfDUiX@-~3a^-4=xazxgU`O#c zNQj4U4j0tGM{7)pv#5S~#>W}lDC*bn8Pw~1NIh_N0V%hbs;Xty>#$;@RV{z2WL<^a zC7Dr1d4_sHmNPacr=%?oYG6lPvmSF;|@Q=&_^96PefX9_H@^6Gg?6o~T&7t+Q!a|S68g;0Ki zqR}1A!8~Lj4rZpO-t)iy7=koE_s{?I)UI8CVL3iA9)w*#?3PG;GK*W{p_i`&K@r-N z=6NSC4jnuQ^6Avv%sbxxj(5HDojh%xeDcX1kM4NJC6_>{cYwT4lSHIBipAt*kpt=M z_PY3)Y~n?h#c{$0TwFpPbqY!G+Mqi(w^`ZIY;ljqdW?Xk73oEl6z}_n-3*kafD4n? z${6{Ri70!rq#2Tg_pqh{R|>-@(Awr$-+j~Ojlc#ZptEjrwR8&TL`vy6Nl@%39uB6k zAP8LY7((ul24*y8S|vGf!yI-D)1;>(E-y?tEuJFOWggl=f7x1#XSu0}$!yv;WFYRS z%2v&Eg;P`u9$D;%Vvr1bVfSZ#=4T*M>yw}S#J9fn?I(9X1?h6L>*kC$9N3-aHo=

<>!pS zSj?L5utSJSx$@WnTaOgNj}-YzCO`Uy0StW~2|g7r7Lks^8g^98Ck zjE^G#HbPw+28Oi*<%PGjhiRl}ZiKQh&8X;R!S*bcu*FNxFRKAuw59uYLfsl3g5x77 zF_u5A@REAUD1{PmE80~Uz#5%ZhjXe2DoB$WwWpbu$+wMCWqg>@&S@jg5*9n8>#9bm zjwS;$3;Wu2lt@gYD-*FKL+^4lS#-29)W3K?j%E`Uiv|p>w9F%>`u{OSKX_q=m%y74Bc9)9S^5t|vmgZ?c zhOrugRuZS{HbCy}IyN7X>SKva;LFkZV>ZvDu}Eu&FcAd4%~I$l#?tZV>Y9ws8jV4^ zsClH|;#u06n&>|NdDoqN)>+`Kz3HYKp)l_u0LL~yBBTc0)aDvDA3V>84(ns(!2(SWs>!LUCJQs!{WjjT?LxN3nEN!2yi$ zV+bNdwDcNs7btcGXOmHQevuVuiZn)}m`u1)MQOc)pa->*&6!U51|%Yt9!E|K!n2Z$ zeP%Q4dJ$KFxCZMBzwPo>w4AF1Z)acTgBb;qYG0J!4Ll7|M;U@kR-IsJ??Uir#bK^fkE{_JOg?x$I{@8Ev8YHBS&K>zrTyFUK$k3anIgK+yO3T>X( zRMINFmn=SMTG+JkjkCoA{dbD(NR0d`>o&jwU2%5uiyWH5B$_ie+mpgN@)OxgL*8`j7J}P z!%l`S4|hSWb+=W_b$l=?gMzQbLqh!8=Mq8LJTnS)2AasQ?#D zPT<}o@WY4H!gS+SHT=~LJj!;xyisXEE^4}g-|ixPib8CFjHT{W08g{?0pH@UCTB5s zn)|huU=b_Nmb__TVhgiu^n5$LOFRhm$Dy%wSc7U6OuMpv%1Ft5WM!OowU%~AH%^zk zOWK<>NwGi($5MtbKQti*bGo3zp_Sw7=pyxWK^fgf{7+kZ<(X^y zuO8=p5{Kr8D(VZwolAgBIkg7cZ5%!)oR2%aqV4<;PRSpuYIDkv$2aZdWSUln??O_R zWdsmTk)Rh#Isu9rq?ho`7UmbCD4G}>zv#k?&cEQI=il(cd+xdCuDkEP_uhMc{NuYJ z;vT4fQReIB)?IVe)z@Bk-LtQJ&IRY6$0bk}mX2nL4YY4a^$3Fi$o-CoAN}NK|M9(l z{HJ5lSbw>%3X3$l@K6pf5coJCg$0&#;H%zvcYZ;IT4}-5bFqAEyU(ypE^!g9^`O(w zatmY>kJP0rwS%vkX$u%qfJVe=92lQXlQUCO++Bv6SO=bzs8e)25P}tiIYNv)6_}jj zM!;)RmMYlb6BIUw&)u;JXi8=asE!g3hR}^DsFAq=rlh6#TR-xl&kc4Gn&rA-I5{!J zIhGo=7YY<2Y&!;##@bB$r+O%u`M}2|Xgj zWtBqpB}p@18(>dRMi_oCe)=VU_^x-|{=**xVTeQTm1muK)}@y{>-y_nc-?i^Y}<+| z2o$9p_A$~a@BVbJ-I0>E3Qxw4H~}~&k!siVojmDi^H?LrsKN)XbtGb zHi>IjE#`w+*HIk?^RHM+%T=Mo*WWJM3@@~pt=olWA2wp)zY0K9l*Cpj zg(MPJm&7<0iucL1Ck81x7Xv9sEpZM4H?k6JM5c|wV31oI_~BSLI{ma$;P*u@elhqP z@4x?nzxwE3-f_ndU;gq}yy{i2KKGn+W~Qh4p2Gncga_~>VGtIad9S=)x3_Nn`rW&B zfAz~>ebp;oap}`92d09eF0MlZ_adHy8#)&QouTkmdX!b0Bryxfl*WfIRYa7tv>1&N z`trh}qDS-?P?R;Nf}aqNMNuis<3XI|ndCjVVg>k72}B@@nB=o1tl$D-M!SB%#xV{g zB^9h4VCHN@u;C%bBuSbl0}wxYQP<(FRPl?v!n4HsT8DwJXw)Fqo;^ca8QUqCtl~|J zbb*qhDVixOOFKP175aXhq{O5Q+9PSc*`ff5{-<_6wSV8i*_rj*wrn*)m}V${C=b^Q z8m|V!#ijnbb<=^-z$~GJNHOW!6fEdW0a@tjbp=p^9cGGF7tGoP8wl zpP|J`TW;cU+R~zApd6*+xnv12Lm5}6Gq;8E*)rn{HEp?bHO>1(0HQ0c-m@hRGD)mj z+&+&ezg+1%M2PLed0AW}=P^ zEouwwBk`}>M+&Kx3$`^ZK`$yOpOWnQilsIV9IgV%+$|aa+4c7vK`cAl4t@ESJ+yME zHr%$Pi7RyFxo!)5V@+u@OF@S`^*Dg1R#b~r_dA(8c;YBoAgqn8EjX~ z)07ni&uF7bhN3aGY=J}`;N$Iy2RVsKRznR0k}nbuhiRN8Nn(s9-~_)L&Rl!VbN}(5 zKDlYjmOpyeAI{Fs@;pOWnPFCTc(tga6kkqB_Lc}<_wL$z#}DrW(hmri6eCz_?HpMJ zncbsqF9?Dht8c|6+50PxC|nuU5~q!7&*mwcJmDy=s0Agj800{F$etEl+ycHpuzpxh zI0)8{0>%>H`UcqdG6O3*&RmB|N!oPSr;>`Zauy%HGUlx_3-F}llLzyb=GsW|CRO;sA_(3 z>ENM5`wtx0vE$M88#Z0^v-v)lrdU^H2mqflSw2 z^_(}o{*BzQ!Js&{uvFMQ43zOB>_4VLN=&;rn-nrBBU*S}@Lw%;NB~rLztr+2LeFN4 zT)9Xm)gf74yX4i<@f*~a6}d$%a|C=#DRnl_;Ql=01rL<})uZe3<-JWqY2BtTUsM{DE2H{6_faREakv^)+ur5J42n2u-V3NC<$6V}9lKwx&AH8~KU z$c=&@wPvW~N`rI9RQDFU(x_*vqc5EBwpxV~p}*~Gwo&fL62(>ucBfmBpQ)wfUe~(8 zLK-b^Gt7qUFZTU*kWU?#ysqb3ijtewDMqNa&&{5Vc_JiG(r zFHML9x^SzL4llVdRv3oM3(G7)vn7o}dbC?6EPWIF3mgE~bAiYGL<^}y3BNx7(Ic}lX1G;T^(0%|`oYClMMtP}7p4h@qR-s9>}ipGU>9|zeK zUuyTWmW*#abfv6NTDesY=Dc>^y3o zqEIcz7o5yfcp4=HGUJj%mkVj5cBj$B6PCo->Cm#F)@yAllsy@0(kU2(2-kV3JPEy9 zfs`O@pb@UxpoAw@#>)i}X)myfJXD?oh^MykRomjSRQvF<#KKmy*fU?%5_rLQ!H)rXfK; z=NwL|SnX<;dr~Awkkr~YWp!1W)Hp`;K7JKI=5|(h%@kN#uG~b2WLa(qk4YP?GF*m~ zY^5w|^vtTT(WosrAmqZyw1h%wl)@(@l7mCR41lu_afhxTE3nf@YgKth?e-Lhq4UOs zF6TOwvbFs>{UZlG6@tPQf{Q4;+BJP_X>G|Ia>j*=5fJ5kAnqEenoCplQPpiiJn> zI!iK-$Z;GG_U_#a1wg<okB_2ehoLpo^7(-HI@p39W@HlnDqv z$ighhJM3fHttx1+JhzBNSLnd_Q8xnW5~m5r^^@3Gsu~n?=wq1*iScD$2wn$!PK?j+ zvC2haAhEn)Z?kXcTx&H2Y2c{ZjAV92frO+^(aG?P1-ppIeTs!Z{gCInr0+8d#Sy9w z<_AGM7${FMmKB_%5q>7urv9EqBFXKlewwtA?H zJ4@lf8P%}_b|VOQeiL$YM!gnWE6UW@MOIg7D)j zkgeTqoQ#juL-Fw|B++((7dl-uaCQ8EnbDPqg%pzOO{@AHM`6O_qLL!`#Kj#5yI}aR z7$sJI#%a+61w@K}(N4M&yG4UI8y6p3t4L9qq?_jQI%7O8Fj@V`cKRIaWnw)P^4ek{ zLZ0~fnckxZ&7pd9bdKX?>rUNv9c1ypHvrMZZqO*G#%-%R8=5SNln}}d)D@Oqk&}BB zL(sIM71KeB5Uoctt*Sgl*S%6^ygNp90gE(4BzL?yG{z`F2qe^HLcYQ1Lo!IP?}`ki zivBu8fF!vDZY{n~luQZYrZF_~zM*BY`pgDLZblS_V^b5IgZpp!_ANKx{PkD7{N=r< zx4g7Wcfb>Po)GQxvN*L#R@kE3je-Ex>e8iHlP>RaG8F9RXcnz}I4enj=wqafF|6lW z?J2Jf!6N!#&^ODPIjNqZAMiTF03m7v>}S+H*e^Yvr$hRW z9e~}XRwRjXaN&`|N76WD{87XdG6p)-8H@-+g=}^<40@$459~j%u(*)h?C7zh`}Xe1 z@~qqI#c@pGKzKqoigKHO_dmY-{o4_Qwb$zomX~0n0lBADg#IDMgCS1n(4#nlRNAH( zBALU^j~A~Y-!>|CNv68R1Zs<V;|reZ3;en=a{ zU#KO;@YsU3dajT7bg@ZXTU<~t@vH(dP>`Xr6&=57Td~^OfMHpIX{l10?(O{M5+T}f zd^bu{w)y`W%uwR78iqExLYrk(zDpWWe0nFClaIt*7E!2ZlTMd=N#zy}>SB05(GR3J zvN#Mx4`8^Z(a%MbicZs2rfmgYm^uoaWjO^NvBwW>mtho*VZMKpBgRR(Fh5T!o^eQY zic!!EvJH(|E7vDy+*?gyB#LEE!nI}Ll!+#_n9ha>Lsbn zkyBwdKert3IOq>jDzonEfDJx?I>~{vmMAsr&XQ!}D`U`BVEgePjnTfrt`=TNo~|mr zQdQ2fN_Wd?^N5dWl*gA29l|W-(3rmRq~g5fQeyuE0k9dC>EKBjTxfi3oJqgpbUMW? z1zxp83bdjEi8}BjxTef%3Asz+g!!U|SA|r*7ey@7kx>|RLj;5?6qt_=9y~n1u#lq~ zkU@}VmfLPeFe6!b_xi)(0}nmCYwx~j9A?}^e`#^UrVZOpItg!4=s=sovl7KdjiK7y zo>KzEkS3m-k(%`AbRpVAttb0thi5J^MOLJg(sW`DI}OCkcE_Bw4pC=^!R0+%Hlcs+ zX=j4}9De)YWf}~<0uIk{Rd|YYZHawv;w{$Pgk+4X)y#Ky?(lpt$e*LN2 zPTsh2a});A#tjg(2UrCZcBv$@ucY*%k~M(}0WmKLqtqc(De@P|dTsXhafgXdlWqsv z&Fo%^JZyhx``*3#wr$%A%Qh)9151z2;GAKX#pyq z>(#J_I^4QaA>5;e?f90l@15s4&n?FG#|RT2hIn^pMi6O$Z&DR#WQlCKzl1pc2xVt- zn+I4V(#!Eig~;{xfrbPlGBMj#+JR43%?KRQ>sbzQ$wj~?Spb*5>ehu<@Yi$&E*(C#qe)F6Ear4){diPy- z9EPAHXqYZ9x%~2<`-RuM;JRzaV06RoVt*-*Era^-M&%7i$6ZNP#Dq&AJIDc~N$tq# z(Ikrvt(B~Ee7`1bCkPuO2MdFgZ`pClmO!sY!3(6yg(_S|gXDd=dJ@F@3kv2isI{v` ziGq=;zoFI3b3+XALS)M}OmWM5uo@a_#Q@M@vJLe`cp4?=Eau*kbQ~uwTDDYmDDEZiXA+> zxMBoxm~PXdkTo%BiluLD>!eWp%6jPLIyIVM;tio*2GFUy_UwId`*tAxq3WMwVtt9s_;=fWmWm^o%T3RnnkH&?Q!gjUu?awfQg^&U9w5> z3J0zvxiDk%38oOZr$hFbdxhr`J8>u6a;d+>n0H|mPE1WpTCATLPt^4)5SX$e=y+qB1xsJ6?kz)RG8sW8F~1Z4~G3X&A_efIg-Ji1?_?n5u4K|Z%_sV9Y`IU z6qG?ty8^K&x#Skss!y{{56bCG(#I6~&Tv|q2mev58ODRsvt!VEx!t$-z|kW|Pd(*S zGB~oE6mtx-B%Yp}f}mB8u)*k#of%T&;Q9_iUeLl>{819_;dyJ~0P|~`?l-_|1*Vvq zuS&(`9^t*=QdEFb6b4~xJD>afP5<(l&wTBxUqW74+jiW2-6VapzMNyu!t6LDtuL0do;L$bnDt` zMcW4;343jMU&^@4xohcAUdK>mg$Nh&rcsccch%S*A*{<`&;!gKqbcfbF`AN=r^YF6&H^z3+Lwu zOkfim4`O!nlJ#9=8TjO2KKYs~MOre-lJH1QW9N!@6H-jT%uCo`9rWCJV#ucG(|TNNdsrDPOH(|!;FGp3GJ)6>%t8<9L{qC|X=&{&J> zV+F|@9dsw#=t_3v%=YSQt#0%udwqeBP^1Pxb}GsC^^NZMij|DF>RFL18n=W!RYyYy?PrUp( zTXQ)4=Hct;5H*_*Dr3T`?kZC*fu3ezY-Lvbp@tI zQ=;KQs1=J}DbAIi5C+9>1=EAJ6(v@9*gV{s@gBBdN=PrIoP}WkRgmD@4}9>?-}~M_ zT{wpD@l!J!yFr9k4KzH$!qFpx<%N5G{FAr6<*mo&hwpm(?@UD9K|d*N#^9XPM@V2@ zjw3#|)IgC)L$aHDA~Feb6o<~ZM;oyb%dZ3faYO+t&@s>yOny;Gnm+#66IpJJ2^@rC zRSCxB#H%t%6Kt>2S(a;sl81BidP<}P$2SoM&Q=-EWe|i~lj!ZV8TV*eo-=@t@B1wD zB*S=Nc^PPfgJL1Nk7|c4$s817+!N7RAfP%5T~d|JoH0=J*xC|CTI~BaLq|i<4F<7> zK+F`uP?=i@TSX@88;_h2{hZt1DZ>Dk4>l}MVmiu^Bo;_nhsd(bgk<0-bFH0{O4YB5 zsz8;B2PqsTwzqB&#N_o=1j8Yc7W0N<3&-*_3xcjqJ4remCIh^gg6WiLx6m-mXn;_s z1A|aNKE(!TLg&YDkWN-qaq(o><-rg|u%*YZy>Y@r-7cbNt1oi~TB)MufNymJ6C9mi zc+>yyH*Wsw=h2Kdz1fcfEVmQKS*IXP!SD7aGmF?vpZ@4y2cG`G2R<+Z$s%D;W+~Y@ zoj<;;q29oIiQtfwg1U+S_*nK;V4bSjw+r}>FBGLT>a0d8sDOGkkk{(5h@<02*fQr3 zjG*OmjQE^+1a%9Ttgib~Ow(ZVJPysC>sub|=-#p$&(Hp1mkF86_mB~dS8@N~%^Q50wq58;3~FLI=|@ME+g=~gSvlL=d1DUn2x zO9#9ir@kxX)Z<+Jmdj8YA2AhWJIT`EiBU)yurW(E>l z>3~Bt>k_(NMqSQ@Pn7koIEX(C(dzZy_kWP+z8Ra_VzYjK{{epL+@0>}5O~Cx)+QM& zefHCzx#p^CfAQyD0d~=a`J*hXxiA+NUMub+s6GwPVw+OcWy*#jlmetPtuzmTDi!w{ zBcrTAk%aC$YD<+8+6lLH$3wGKNJFsww(wShF-sA735gWBP0?@F26vT01Q!9guA_t* z6e~2}vJkI1pCV?vMge=N%qd)SZOcy`L1HyN(dZZ6WWXBO211VON*0r$QmkM2EUN-b zi06PE8QCGrt%v&ENR>FZ}FJzjVA8am^u`1hr~({CG^|X_L~Bgb!;a z{BJc&HMdh-h6EjBmEkg#O1Tm(_%l*_7=dZAvToo=v$NYm#}zxu8p$99%}gAu%lo&iOgn!)nVwvr!>vn^0zLTN&=_`Nn%Kt>W)PS z+L@<)%IsxKbEz8<1pq5F0XqN&uCO_kjvAu%TzN>Ui&7bSoJts2>MuYfrPA62h$%-| zahAu6jYFu`I#yKXoM%S`UTkiIXuK$_F;3zxU3!c3k`t>$I*fvdjW$f?#CeNpeZI-d zyv)k6v549ngGFX+jGUbC>yZnsR(8WpEk!CX3NX2+P)-QLF^BU($CsWf)oU}WwE?cC z4GBHg!tFX18_SkU4)O^CGd(+l^=AfsUIge?9Sf^P%|>}y3cO^h6xxv}Ebu#;Zqk~< z&{b8F^ck{55cz3v2{TG7)$K;GM!tO0P5XC00exB6I33QP|IFvS`%m8e(&s&|XVk%C zOLyFV-`{@XQ#XC$Z}VheFh{R9$oi0}aO>?qe9;Zpbc0?R57?Y5PeH4IOXn&Mw8eUg z4n>(!FD;KhDY;Fn@(4yiJ!EsvmbVO$+V;~nct9ih$pwH&A8HNlYF7XxO2S$gZWW}9 zV$;2csy|`^)9~=!h0qH@6FwtSyRC=ji)BSV8WCN^*DuX#7+yr^M)M^a5rYP*PkXEN zuOLEKg$OA-VIXQ0^v`_S)BfTkA9>01p2vs% z`s;q_GoSn7d*1V&WBd1R*|-tT+qHl9V^8e_(hqAp&B@ANSe_IdD+=!wzZLa}7hJO$ zYuZ0J)>73Z(bGFWRv?lZ14Okb3$%wS~w2+4h(Wl4-# z%{H}sb?s&!e-f~*3_8%D1>Z|;mf4h76gRE3ZdQQ151I*tGYG=6c4Z}?HSjv#{Q=^7U zXHnW(z%lq(>BZAf3EkCNq9^b>rqCj?c*;Z_?W3_Bt21_$YGejEGp;klTgyexqKNpA zrCXB}SUIt9?Leo+NdmX?eO!YDEUs#Xrzx&YKL|X}0B0>MC7C1LAM=$a<5JEFjoe*O z1>CY|hg^5Wir#Yh@{{nDsb*Dex2kK#6p!mdIri+?^W!`3WLJMWT$-5O{I+-g!K+?y z1E0BJX5yt+U3vB8m;72s{nID@CLS)0je#KLA3ePPjyvxJ(hn>RSSpf9z72zdN(6w@ zU9_M&qLNT3X_>@Lw(GMt_V6O|+?sIm&J;&f17}xW2M4V~D?0;b zr6E)T2p&!Jt#RMxo4Pt8D~_QWWZ;CV8$L;l<87OiFfnmc_=NM<2;*%-_X)NadnuW! zxKMf(cm$WrTN^BzT{LZwI0?)b4#ujxMLE^e

W|#noEHzu-qopb!`&q(;7(&^R7Dglk-u1&f?z`_k-Ur5nU~KIF|DHc)y3gC})WmPU`InC# zIq;$PzIU*+1Y@zh*x$2zPv?@$gDA-3!lAu-!jg5V*>LXsW?qHa(^#eKq?9>C|0Pn} zYen-Tg|1i@g@~0{CM8861mg!0yh-B3mR5IY&_t=ian+QHq3*xwo!fMJDpcCz}qsM^$8$&WOi$4n-^6vL8R<~?}uUFm5g;}O6}!@=q%G@ zGzBS2rqfLip_u>6Dl<+_FGnB;w7?Ho-YSh!T%=*wo?Sbic#MpAdXU=9XPkDy1!p^> za|N9=(e3{Fo8Iu9Z+z{*-lyP}e&}aO28N(vl7c2$bd+9M!F^a!scx2TP2^tQQ5&2p9^z;sLK%60C- zm-bdV6&T~?2S57$V2IQtAcl{oo(W)g~0)xbx})Tdy+ zKtb8eCF}DX^9oFq4fBO#i?F5w6JQh&;#g!NQdYoR9zSsu^{^ZBB8bqj3V96L#ml>z zlMKl_OonNa!CAlq$TN(j3+EnH#FfHD3^h!FH*w&jtA7|LMV7-GUVGehMyaVH*_2UO zU;sGUkt2uU`FdmHN;@xEf3VDxxZzAkV!|F;PqPFG00Ssi7nYL)Y|fx7G>@!{k2o@a z1p3X_Do$|IzHvO4JwZQlv^E&R=1OeSC*MPag^o;U6W0MSqOoxkcJ4leo3hfGMUJ^~JfF|@I$_}Kh6%{HQ-ASAQg5Tb9sj^^g>g-zRwR~&<@(65q8|1R#D;HiO z5p3MCaE8N*AhOk{Ki&u&l80==Ldo%je_SY|{Q_;Ci~+@>I(ud0NYPq^6B0dRa5QHJ zc4({0ePB6C(?-tLg0(I|0&#)&@)$%qIe_}`{5zpK8ot_hEpi zW~R?L|NI~R@UAi+BD7g%nb2U9t>ZIVe^*FJY-sl`$mEk7)?6hH))m; z&RRIuL$XD!QKU1ua>0XP0*(q$50sBi3EyG236rKLrRxH?CX73hbyT=)VBo;e4U`MQ z>X6oDqOmYEQD7pAb~USgpM-TO{f~cSH0t!mK=tZktsQIO&PJ(}BT!knXSGd$g*|dz zQ0f>X8ji4Tw_Ovi&DuP6s47_l4!(0U5*I*kwQ7` zj;^<-5$%I#Bqa$u+LpOvYXmvVK5jl&G!=!1BImWN&|rcXY?!K}F?EJugiD&M;;XTF zsg==+^vYUZzwj@?=Prs`&0hYmfol`6jL)-{vUJ>9%8JtOc6H?2{3(cT#&jB(TM%U6Bugk;QQ4D^$yo|2DFbohYsW;~P zS~R;lRC!s*$m%RdlNw~Cb;rk;(DP=L;oKk*gxrdz{)Rj7z*;QN30p3vwoWOP-#L#& zYd?UYiPO|W3w~Fmeofb77Lw!%vZIbJ^8!we#v%qXDlH`?DUbDaMiBCp1|l90gVYwr z*WGT&?o`2`&tUTdD6mWz3GCc1;~~17D>bjwt{AQh0R%3gThLN%VxhD~&wP<998QCw z0C~>*ke!mepaplHV?o3$im-jOEgoBBG?W#7NUaK(I5sbNOljM;X$}ZJdQgmkUIzae zmrzDOoRw1T&8;np*YyKo6s!y4Qm1$55GGMhbwKFFFhTCKNDebFzPGrD1E+!v>DBs|8jC5UBSl9Yr- zz>F}1I)XNfPH@}mS=l>?{=eg*_pFvcD0IB0ODe9rj}TtU6pW@%W559UqRR2P9MG;S zY(@rHH-QPg2&xZyTBUKUP|ZxUBteo(P#{=1g9-rgFjsMde2I$B76bvb0-B=?l!mM9 z*}r%H;lo=utfOIpb~@2$0jTWKGF`+*V`H=HX8Ez`0A)&riy_N>N;%F@_NSrb2k}t6 zHA;t_AkH%7d&VGTR)JFR;s<$>4}lJZzV=E6_R|GQRoHTk>$%{3QFH@W^)HpCC4m!XviCD7|Q8FJPbt5ZasZ1!biXaSsL{Kx9LJ|;H6AI|_$RWn6RA8>p^hAe3N+yC zodHH?DOKHQN0*LbB4lR#F%}#rrzSUU+$dvFG4-Nagd(=nRBditI=L$2g0rAVsgPzj zLXC`MAq!g?r|>x1TMN#hy_19Mun*uLnI*ZRJ^SjM`zB3aU|A)Q54wU4&uEx2+rJB|}OF*8#VBg7axW(L`^ErXa@BaJjnm#Mpp>#enSRd=cHjN*LX@Auw6 zujcBiZ+CUosj71}uDzEfo2Uj|?2Ihe8jWUS&=3a;#^dCnLlEDiqhp|HMYa$eAZ#C| zs88*!)~ou{KT3kdB$ObC0@w4_t=p(?*Su;Fw{N`}dEc9!`J_iXo`J!oMT=Z8Z=h!{ zOklj}Hfs8=4&9XO6hydTiCM)qU^I4IJ~Spc@bscI!N-sh9%=TVDGbi%D0SRgmXICA zvmiqQ+p`5DV#6p##pJ@$0%o~oKzt^7?-53cD3VPqN0**Bi|NB4U`8Lz>QTrGDF>=E|(^*fpMLb&M@uAB3RFHlnN$rJaC*SqJ{&9 zP>T6ap^zEf*sd*~(tfX`%sj<0Y}*v~A0C$D_RX-|r!U@1B;l;hN)4H8jb`0pMS?Cr zwPCw_4_P+6%?8G>N=2!j!k%}#7ZSf&vDV&^E)Znf&-a&_6!6mSKB z8sfnQ4o^;w$$^0(ki3843t#x*_rH&4JvK5X(R@d!hSPzO;q~j+*Xj*0wXI&WYGh<& z^~CD6Yt{}@L2`3}XuywdQU;X*G#Inbll07_mJeAR$fef}@2Z~%r3me^Trv0VIWRM~ zw0?Ai7j7~3UlnKZhjIVom{o57*`TSz8_$|@ox4JxUZ5yG>{PGa7bBNu7u>+E6Z-N z-%5B-dAG`nZRN=F7ur%z%VkU5W&{e~%W?NL!O%0VB-_$~bqfnt0&L0mXXNg@9#QXF zm${8{AFp8c3W(gRdK0V09n+a#UcUCaYj)go57_S(=jLHcjg5_+bkd0@op|!Pwd(-V zpIw*-w%wA>O1b4OgvHW{0@#6PpL^cG;PBGod<3asxU*9SzV_eWdhDYf-mE&X z(!1MbfB3_F+wU?GrZnNCkB*ON$kuaRS=uXawyV-^$@i;v74zl31AAv?XKjfXL}`pO zF3c{#25m2}wGO2E)bu2dGchp+4Yzjf+HJ>fgR=8GZ5V@@-lW7R*zK)MP>(@7#MBo# zsh9}NV7=HPl2~$D<0M#WEn;W2P<)8sqMk<^XYwdU&IG5N5}xfjwv~!F*EZ1t)a}9l zg`LgN{RzG-datR-h@`!!DVB~(WD>l{Y-44V<3VT!?RM8XDF^ITAz20uSkTdE_fT8L z5QWUqDkE4LR4fjsw|F!~$qCj4Xd0Qa80MTZ79<9 z3n7RR#lV5xs%a=tF=FUJhhfAb^C>#>lt!~w7aeb6RYg&N>0H1xGF?-Ne5F=Lc!@=1 zP&An9j?2EM&~+$}p!&8<>}4lFQiXf>?7rlZpI>qL6-ObQ<<$dOKR7%vJU%uuFt~o* zx--r^XKd}7#z1rR`n9;IhUJWo46K?B4Fx2A3BXa9_?k=fXdG@t=}MesQTt zkoOlis*qi|89g+)A*t*X{tRp~y4^u%$Gvw0a^(9VY{1RyHy(fd3FyKNzZ1==NaQQu z)T5M{Y*#jNSIDn6r^`z+wHi+-7x}h2hAVLRS`lq>38$(0B>EY@W36nAmI&*d;#w7U zY}%Z8ruIuIE2M&_q)T9_BAt`4uh~#JqH;v)#6D+dB^Pd)%P`L~nzlMLML@aaNgdt2 z=w7Gp(0x&UT^_KyRAqfvDZ@`oe=^)*gQlZ7HaxP}UjF&-e);1c|K#ecube(Sg?(17 zS~Wa0gppo(35n3Zj&V^HTlh&*Qyf*;&a4Kq zEX2*1M1R!0S{dwCFbZ)4*b$v4@Irw-utw{HO_6;L!vHv3FJ}m=ISAtziVf1ACr!E` zGj0qMt4~>=>QmYDy9(xeWwG4&posmA$f88ywgie$tbL~i^ph`3m{*1K;#zWZ+sGk6s^na=#;F#;ZG!bJ1p%I` zDgjroaYGGoEiBG!JUwXp!Vf&C=vc1s-eqcUYRIdqX|i%H5uZ%&Qj(C>&$d+&a1cK*CH3l7(b!Z1iO>eJMzZufP8Ky}S3&6Vk1e>FO*m;pgza z1Nz=~zVWRZMmah>Fg~_nYB(`L5nsW~GVg;l)^v!`6cgs+go?vd0VYH7KeTu z`KO$I?#KS^W2;t;hEb9VXiC}c`Xl@*qstW;Mg65RlF)H9D;S<-u=3_RKmNf_fBDn< zcI<$LM!9v}^^Vzc%!4kx@VxWSJMo0$?V+LBxjE&p?3oTd7-9dWZA!B=XCbpJrVrT< zxX2RaQK7y~LAB}=n{?EKtY72U1!k|jQJQm1HiMqZRnDY$L`Or6fE9%2IAR})$Hs%9HFh_h@sdj-q zsiwAFXJ}*u9N)LxdB&RCLR3A*ev_rNa#EcW4Gq6UB3!e z+vv#X+VRy80?W%w=!F7dMCeYUK5`x~)mC_DfE-7GX}gK^q=pfcQ{84-&#YdLdW6EW zt;kJ@cnl7YI+nKPR|B~lVJC8?6ZnFYbc9`z#!yy*;fmYL@4{cv)|&vd_;JXi#Zm4b zR8l>^E=fiBEX*y$WID4I@e-wpGQHUNF|{%-uW;7R)LfZ1j9FJX7rUToyjDT03F^X@ zP=r;MgMZXA%@f~d_Zrnh>gpMsMTZ#&xGhdfngU)(!CWSc!4+o-Qnll2Yc?l!1?Yd*&D!nA4?BxX2=pD^vv1Em zJ8hCHq=StnIP0;3{45?E9^Q7`@y&X3q&alEH zn%#Hc?QeVgH@@@jwIgHu@7;0Jm6uTyH;3h(wT?OV_%D6&KhHVqv>-|rms_5z$0@A5^j`~4Vs7r1>u>noZ!UYp z#TWnSi~sbDGtNMMrrl=Aw=KyZPJ+VT*6oO0(o)rOS)raNjhV1jgK1^LR=UthtWafC znzADYfhT=!4tlkWJdmkQGVwrK|6A@4h5gHz#&VB2jjY)EhuSrL(zEYHSvRa~&ZqB` z3A{>2=vwHx?v%0hgtG2ghV5&?aG5Rrh*(-}mGuCr>9RIT83c8osV+Mealf<()WatNJ8alS^d7gq|9X@(i zpvs{f_$y+)T8=0Kv_>!;(J0aoR6>~`IcGwEcNUHS9E+MDNsKxU_iULuj`lD1Xr@A4l%FcqSCBwX{S6cKu zP<;b6qJSEw%jlC9he>Z9Qo2+qGjSyc>w5FaNiB z>@nNUJn2+8&`)^OBi64T+j`8_+d{oLrg;wlt!mg0in( zs*h+ZXA~fqPhRPukA&*!&y@Bt*7kLWD4%a-{#IYedHRzFlSXZW zO~ytu#&1KC^;O*gKqy?7T<8c7ME2#sxa4=2ToTM4>I+oLkKTlmGaiP$pdkdGy<`V^yjr;k9>|i{ONzRh2S-P^;yniTae}iqsL8 zW{NyTqDO)>kHx$i9UmVZ9akM7Bj%XpK1fRj8OPk*9Feay<`u_fssijnepS$`=ntq` zA~H1F*qkT|xP#=sdi6EBuR$agZ@23~TtY8a2AYbA%YlP=mpZ4>7=R9iPm>U-9H}RP zojkRrDH624gu^cPGf{j|5cqhVQy0?nA;M~Ic6Q0O8qGn^tB#J0OpJ`3deSM$;~$5^ zwHBAA4jsPt-kp1P@0^^O+P-7^)bx}9!q_5udTQ!Gb_m!YX@gIAPndaJJ?bmYDLlY+Y&!?k@*TQe7&&e5?i{%v5A*&8?yo z92)vR{^R3sefwJ$X6H8?vjqhOP=IqYbB7Kc#yuQpBE3CeT8#4l=GT|5Ub}kj`n79T zt+Oq5`7@wrH3*M+sHZN3Oxb`gpLv@0vPLu=$v3X>Y-MUJwfW>$ zhAU@s)q1>w$oYtjI^6R7XvtQ#>5ItVx-s!`JZEJvOAn~+(pH{;uaC~`Q{v<8QTg&VH}Xqo__Kf zkGlBLo40PkSC^I-?!5E%E3dj5EZFRpl~u01`syG2;QJe1{)(ZY;mOG>b)qUN!uO>=Z)%hqkjY(8f7_{f@76Oaqd=Fs@qSdvAa zXG1U`Xm8tY9L2sLBWRRFoV=!>g<)<}`q39li&m_O2COx2BGVPKT@nsZh{xlkGYzLBJ-y7Y?Y+fAZ#H>Kw?~;Xo)wC19?q-n2|wbA8>Q zagNrK!WAGaQC((95gY+ROh}l3x#8#76OQA>wmXNW4^B-^vQu7WwwL{b`}ad=PEAkG z%*`G?JT*JJVA=pI&9;|Xghwwfdo{0#ERmhHTq{|cy5_Q2>HICY6w{@cI*`@jC{>w`|P?Ua*8hKHu64v=b97ZOC}jVO|xE%vGVs4_$d~<^ZVEy5&`P^LE8IF&n%2>at@W_6sD40tW@e^-_`@GwdG%Fz ze{6gL_i}z=u|2nN)_Lc?>hJ#k5s$ohWO#&BtFCom>hR@PT=C^Ee);AbZdkW=Ee>?~ zAFg=lgCF)_^i{6a{8p&s4H%bZR*HwIAysl*0bTC8>|Otse|fcIRo?aXH-knn^yd(T z)@`}`ga#2LA6YfFW_WOH)yUZB1d;{K(XlZRq2}NK00|DX4&?pl$PkFi5A1k_3~i+VYE$2L2i5cU+NuGGy%;@TULCW_>-YmX9_(vvXEQb+7e-8&WN9bweMCFFpmN|!4m=P*|^6h5%UR3ao;^r$!i!cmM9Nr{F6 zgK*as6w>htVnrWsEoalRuX58>rV6`Z%rpj7JsCX(Ggw;m;vbkE1bFe6BtNLJG!4j2 z+nuE*Zy-D{I(mA9BqKyO2wT}QPb8|3deNW#*@r*;p|O$SFpA-Ds|6p&>I-VjpwQ)o9W0Yu@Bi?JANt6LA@@%_^(0`HcI~)tdUkr-FX8-QR8*E#pP`^D|w4Uz51=HL& z%?tF(0D6^&hRPPBsM0T+wx#$(R#GZ`I-r}Tw&__Ey&1~Uo0TyZJtBU3E$rl2x|8m9 z#2C>^I=7XL{>vYgxonP1ma>BA9uvR3xXa)W$rI=`{`xn+@|Rmf!-Ei2 z3rkDw`Nj2HHog4ifAjnozQD5~lB8FGZ63e*m~ESnLCD}8_uc0QK59w!?caC(4cDG^ z_L-jR(U>Yicx4@KR|*a(({wB&>I4S4w#_&E^Q+gcS^aPS{;}I`zDe7Ad9{Jn>(_5S z=J@rSH*eUwVb!`dTQ_goII()T-aw4WLC6B9!IJzVwhjy-DXOZ7EluN5Yy;w~#n;oo zA@oqgW)%?T5MlLE)Vpn30*!xCgdIc*U8ezyA2gjtqF3Lsv^fNYhT*AjNg-%(-Rg{^ zEl(>7IwIqk+f-&r*JYI2^<4Jsl+tL$Q^It%U0a^7ja6EHz!Z_96Kugs@)D!CXe~f1 zTde0yy$ywFLJNm}tQBE`zNZ4nLQ2b(bP>cGYBnx4w6&S#x>|=UQzc~TyW9MWW}Kq| zlcMv4R&1M)zbfdvi8S?`Aly5=4<;flVE|-MOWg&li`g)8gb&>sG8g!9u7*YRT679Y zEh~s9M#X3UWiR0H}7L=Q663u8(YF+R{~pMp2H-uNAFF zbI!RG`2f(+S8dm`Jd(OPjOsZA#d>gJ@x#j7&6_0+PHM_HNap6|gQ&f@yf`yA9VaOt zUJ}pFEgm>Dbzt`nM0Fnjm`5O-boYI?XYmqdu5NH@E_l#|fBjc4`;+HC2V-e<0%TdG zh(zipMCGf{&tDXxQ+pcgZR+BWV~GAr+8k)Y1-km$Yd`w$|8`){-c?|k_UeZY9DuX( z)F(apUtagm=bnEa=4u=Tx7~2l_rCS*uYdbHd(ms%GytgEzWuKIcHTF9+L?}RWt?x4 zs+CMrnuzSrpJd+Uw` zOe5uHOe<~w9*{>-JYqlCTH@3fdr^<0A5NoJs`HgEN}8k);zx_Q_u2a^djuVkxU#Qd zL+K+eiR;<*I=pgU_5MbtY!F|Ay>``AS8u=j9=FPR|0s$8r^7xMJ@`S7ef;Ag_gk$X z_QMLF?i}q2wTjA_B@K%dAQ+0+ zFl<;J-g(K3UvS=eXZ_*#SI*5Y)SJz*)vJ%)b_`&nfSC@|Cqkx4i*Z}eW#_JLZLNaxXzE|Mn9eG2!0h+xy`CFD6dTuL($Vp?eG7?g)L zK;oF_2@lzQYB&(Psi^_xM*#yVwhG74w7Wt_yBe5LL~G4+FboShbC-2={4U_t!-{tA z@2ld=Wz98z@gCy(e!)wOX1G8?IBFg32nvLsG9iKd76hkFrJL_A@_weUT09)+@0 zu;pgGY1gfZ`dB5y55SZsbrCTb?;iASJFp+eeBN`PdGd+dw%>8b%*^cK;zDg;Xv4;h z=bm@QLm&3AHDgT1&Mz#(o)KyRqpvY&*Q6|dnBy)3t-7uNZb-wc;X!=!+u#1fAO0{1 zl-ua&?9}x9^vvTP{pgQ)PWQXG`_dLCn4Wd(F46|7EK=&wLO=3BS4*-+ZVZl~d_A8RAQ8aZ02 zPEr)MPNve%JX=Y$mb4`wrJ#Q7vO%r2SF&GU=%#n$ySKHJPtJM>=(5}`IYCDZ#T>0w zULTb62s~;k{`F!Wkanl&AD0*+ji;s#-*NlxOLOzXqoeBJvvS>YPdM?^&1=_71IT5) zzfls;EX=Q&n1EnfH9n4I*=li?A36y5!{JqH)=GLjkwrt(@u?< zp53g7D#+9+!lw!h2&K9*S5qq!>?Zr`S_P9K+p2^CiHftxXL z%n*p{bVQ^YMTbzS-PNYo+K9@+u7%jG1YwYiO+%k)&dpos>8K%pxD6un>|rzb3~qNnDi#h)V=i&cBwHP~IFgxuFAtd_K{UI@g*|F_~ zefs)qYNH@3nSQY=_e(*OQjQR-r0q|ntfFT66R0V~=Nx0{u%fY96sD&+^D4(lkc3Pc%tA)&2~_|J z8wSdf#J-iomZ#R|m)mOwzn{Z-<=J2tAr_2?J9q5z9gkV<&7B#<#D7GMX%thdmLQ}Y z3ja8<2pe)T%NEl+t>}Um=Pd1ZsTGc3=(s{vQtHa9f^T03nNU|LB3K_msf!jfW6)et zm~`RzT)#3Ux>8b&jErOEZdR=t2cdQg$T|6RO2mmCT)&9VwDpZCaiJoVo(7QGz2Kqp zZ1Z9iFp4Lp4c#2u(cYiZN6b`KFC#yCWqxU1^Lq+#387oM$xJp$?Mez&i-tA@@_k>8 zDec27#E$u3@O4|K6xVf+mXE4fa;jCgHkZys5s~#h7#1~zp(?6{D7YU;@QIJaAxt|h zCUHVAwrlIHv8P=x|11 z$!Cd=MvVyA<%`0_(XKstMnc@cT*e#yRMqnTxZs<#HR(~b@z=(Jj7ONg)QQXo4%QNf zlL!?d1;$R8)3Jm`#YBPZ&3L)84gjn`EsawH@TS^>twk~Jno?8oac4*MfxEQ3Dmhd^ z6hB2B97n~0?%8+nuI+b{2WET?hVT19-SIZ8-;iIklDdg)p*p*b=1vKd&eBCKU{qX8 zJViHTG6_{uVk3%3yE>|TQ=>#OJqaHj@o#Jz(?p+u$Vky&DT7;~c! z)~Ts8p0`XHk4u%@w_T2zaNHU%kT|iRQ1geLl_c-cn;G?Q55V4aM3S?k9jg4kHe0s3 zyJrPcS*3rBy$=4VSefj&f+t?pz%dv_Qmosmhs4zFcijoMxoT7p6pBJWic-iOU^+=6 z`iIN!zUOX~$H2P}!q9U)n|=W&Z%TVk@G}x(QWe!HVmNUTW981IhLXNq zlAg=OfksYY(9JK*E09L#Q`N(y7|~#knB>A6l6E7RTKbz{8oM=67ZnDdGChLG60QTrsVti&kVw-?Oie^iF~em8ea9lbTNvO|&Hx^g)2-Zr zvMg76983L;IeS7W69-&#-BX7T&n+x6hvT|9d>qB|Oz-fPD&mWmCUYqXqi=ufTf6t{ z9U2`CqR2=x)TudDmkUus7;>gkG(yb+yy`TK_1y6n=!tP<>LG4wg`sSwFZvC(S`Y%Af&{aQ(LX3Z8d~A4((t!#h zie--W;!x!Q>u*_Vmb5q55Di1~VmoRzk|0{7kXt5)ux~TD%KzlCb0@a96_11_xC-5b zw6+XlshmvBgb2vQ;apLcY}JJ-m#CHGEV&WX?ZdvpPgBF+N@B&L(Ci9*`s1qoO=YPp za!i^gZPsgft*@=A$XMl6&d(rX!%>oVB_PD8ir})}iCwYf)m7k6LH%DKj0>txn{Dj1 zO-fd%yl&SAnCrQ3!Ee#5)9h=}x=@dlhoH2p@WT9px=fH~si+y$`r#a+kd!h;#jfU@ ziMwY2dJc8YnNoYnZG;Zvslzx{k)(#bSp6XYolw<=&EAsQhg}nSs`!XIWcuQMSdy;XEWg%29dVf{uarcVG27(qwR;SnOWLtkBIqcr){l`bnPX~14_ zEFmt)D>w?aK$44Ri5Q7)%}EosbcKA=hX;>YLLwIa#YQH4SOz0MF1w0DM3^3}4Ur+1 z!t>>3SlW8PcD@3Me3J=0X8SBuCO9aa>{2u1!{ zxmc7|gQiMS{Gp07Gqt!$h9wupV3Lk3zjMMlRbbfhIom!{3VZlw5Cj?-*Y<67ubG58 zk9o~z*2@W_v)(A_hcAGL>H2byRuT1{?N+ZmxA0*3cSn?w>A}$=gJe+HIL!-EFrB`)-HHalmxV? zQywBMeABWgog|`0#GjB>P_al`*R>tX<^1C`wo*poJkNiqJj~M>&mCNXafG zo299HqvD-&?zv~3anAnTI}RS4YMd}UI^UtZiL7$+Xkf_u_Y=JzoV|F_-!jMOV!1NIE@pQ5%;lty>QA%(BOUk3 zFpkEU<#k_^AH{2~%-kNapjXkyU3!6XH5v!3k#sdnHRen2%A`fPQYEG$dSK0EjN+Yk z+UXy7|NGzimN)NB5u(M1;mLx0bly^}^YF20uLyh$Wy&Krp8trHR2688IQLHee10X4+6Ac&Vxc%~F>< zIkDIh^02Eo7L0$z6kKMB#m_Dx1UYyaqo-P<8^peNS<*e89MQ^?1#v{u-z-jgnHV_5 zq5PR9+Hz8Rt06X$=Aml7%N>HqAOJ@1g?1bwLQU$qW_7?&QE|fSLf|GB1R52l>dW*m zf;3GVBRn*9*bjXkElnaxHE-UyVdI8%%G?Y2Rm|}&q?&)XmOAWAEE#oNR~Sb~{}?hA z!^lV^#6%&;0;mPwUy{IxO>ZvBd&yI%hLPh|jXaP=T0#kP($H0AtVk?C`4QO8lb25olTG6U?l8VLiM}ckGF;mOz z66!UpHJ4QQt)P>}A$D?H&(TPZP1&Ke#1Q9o>F(F_uX=~hF`MN%U230d(km+|+C9@Rgz zlC69V`t>7TiT(+3)7KPRkH9}m31=Ky`B-pht={WP6z7=}<)eTItQvve!Gd_?!ymr- z)1P_QJKp(|AN_P;adxqt*U;X3_njYk@16g>c|Fo-^K)}pU2DcyqqZB(&Ikkb!;?-q z?c8(D8yp_;JAn+M7y3}+HxY1;z7z6>ZV5;@1Yk9S5gMeti15CBx zn^JW*#M&lUMiPkP38sv{@DuHMCjJx7m1PT1iWrzQ?q>t7Mgu1)))+zE>KEqy?j45) zE#HygOz6Wx3N>Qx7%Y9V=mjVGb-x`lD(!k*L@5NBing*Z=+fyc=*}6xvZ~FR+wc?$ zl;%KQLra3=Fx22ighNPffxX_O8bIn7$RMU5c0sJO34Q>;co<-Y=$WI)$4eCM1wrE4 zIk-_V7n)6FDphP=A5$m_3^R1?2EH!gX+`4{$#88-XTdP{(S%ZNfNjBcu6Y{4*T#3S zC^Lluv4ulTl^?@&sSyY=M?b=t3-QTtUymHz#5{l%&i0c+^Q%l=W_McQ5#$&uL%Th* zMqV5Ui>!|Y9*;kiL|h@6^v=Q%(6ek{U=W}0KYZxs{kPq*{Z16o`oBL%KC=m;M7&K zCOo}%0Q$S?K>Zod ze99en-u9_afBL?AcW&Lf1tbJmlAry=Cx3bAFR^^~?c4+W23oa`kBnQkwQKJleD@KL zc*G+g`AE;T+kT*?Xn*tKEa!hI_4F@D<}@=PZL(~K;)hF7=@KnzpMy=pxf+%=joxAU z@c4;r-KyKZfXYf{+-@_?vYg3sXP;VK(R6mXC)`T8-{)l)Qzj=5&9^0E35za{a9$V;kYXObX*uv8P?}HnL5Nz5=zO&0sUjpaZN#%J6c}hjk zFD6Kcl`QxsyX<57hh~k`9kKYJ9n*4@j6z~NmIi|r)x)%3EEGtrakjJzu_8oGAyey4 zL992g=JEZaUm-MJs@x_b;Urv;<31M`+PGh|dDBEusiPxf<7*}q&LkWmYVR{CA_@Np zucIImynv-qF>D&ai)A>nCTYP*rnuX)g#GuEY}qj#4J6x+tMXQj4?U3D-LtccMBF%@ zBTgS~j4FNj9C(8%T;;t=#oyy;r7q`}gi?FE3tj(L-MR=YO$r?K*|nso?L$!&S;_lwMV? zoKUiCLVxI3!tg`eKZiw`Ty1g8r{@@MPWh?AUbgfoAQzS9eWbbidu3ze0uhvts4(bd z2TmXjr5Jq#jcHlv7cAxf^H$`}^@!~MLlu$Stz|_ zlLUrI7A5mDGuRDv!l+z_1fO5Pp%&nu&&{AC+$`#nA~>O8Jdab%PaQ%JbP2j3B?#*& z$`Z?AkR@DXyL`wy!?lU;4^q!#h(Ig|tG(2=WrN7650a3}Hept}C>TEB_~W;oaNK$4 zoqO_$C#@P?RjrOMEw-Rr1UwW+5RuXkQZU&jC2|rMb>pd+-U)X~w8V*KG;&;M42ONy zh%U8@D!5ZTNBg~4(lZR8M)Y@-=zNV+md~(g^v0B?D-sszM@!@2rds`F?~@`15fNL% z&@?Lp=F9LNXO3cxa?Y>>$q>f53O5l_tm1j&6BC^3QV3?-JgDNr6ng5}E-1i&3sT9b z9R%T8iREQYofguhu~mW}D{x(&81DU;d46ef#G>|JmfBNemJ_22HmT zbe3JW22Kmiy(A814#Be#YJ@*}yS08h{44et@u0B0B#dy@p;g0St5r?iRihJOLcb^W zJ4*}8ozS13o7FF_Ubp6ylTStS|23O8qM80FC!aPxJZcg%t070T%$}kpYWL$w7d{*$ zppM(J&o?{u^fTZ5mbX6a z!V82HTC;jRY)+ZBB`aY|E5##_dRQ}WnByp&iZmH?9VY6cD9dP3_1X^?qwjBGFIyk4 zNx7Y6pE4*_Q|bOaNWE!E{$E)fIf*j+{^tDs{iZ)=Gs>^?f1-ejKT@HAl30IP=y$W& z{d$axKo4sc$$t5N*QhspZA@~^aavNHWq+&(_UVOe71NCPEFz&WIY&nZpYo)~Kkjjl z*?#xEH{E#s4cA?L)2+AMaKnwr0>HQ3w)NOYJ^E44c;+)sJ@I6kLha7N(tN6Bp^%)4 z;D{?aFo{RQ0pGoM-#t6-{{7{b-@W7BK>Tjh4M60fNgKjVw$R;%3BxJuR7}`6Q+cp* ztCqt@Ce4j2)j`rG3NbTJR7)aEDXH_sL~@%=f$hP42o|T%63z><&i*~KAR4>+iffw9 z`qtyNoO#w+kG}ZP54zx@_3Jha3^tY*K{C=}Ay5))mo?ML9PQ<8@R*Q-T7kE?w5Zh& zI=^Z)(!45|k1E~lMIi+kCDhj ziOEolCDiIh?kuPCB!C5r*{bu;JI`R0+!rrA@0+OPVahg4i{FqKm!0<-0Fz zS7)bdvu8}XCxQqFAcavzx=ITPiLp;??K*7{CfbRE3a`jPU;)cT8;zx@5E{s!b#80c z#`k?&Jfujf`v8qsbdYAS>2*0SzK05DoLv?{&T8AJH@OlitZ^u@V2xPv!8IG1F8RruiS8>6c@X4BX61^FMK6q zh@gR|bNPN?@7^QH7q;Kox^XL(PtabPK_&2g_f3q9Ain7i4P*W2%I}w5UE5zal@ZH9 zSg*oKu0P>%kACDMAAZdZH~j39OMdo~pKrhCZXZ$B<)pnhhp%86KJ_V2{-=Nbrwh+J zPq4_5-~xJfY57F`Vpju*`LroG>kY18p(mg)*5>5hj%+KtAnWV$i*8O)Gp6M?kIrYV zNiMS+uD7IjZmN9R@(sIRiXVMj3Cqz{z48FL?$a_mL%WdX`brP7lK!^{<#&fINaS3Z zXK~S{#1dF?x0+7fj4t<9TF!?Yg-KH4%eK~(FD)*@fI?&+%?VFC`FQ+1?HNy-o;-Z( zt+yULbm*8ZTTedqlnrZ{_gn6Ckns;_5C`If*j&|07ey$gLZ(dkk8Qt2-JVoH>9yzH z9qswKUb5D5hKHJHiW^|3w%;5YwBZ|9%uc&a3fwS-I+7e#j9aEgxE5&Ih<%cHB`G?P z+jJG4;dX8siHSE zfg$ZUjF?dflUmJlEKg$e3eL+qA=W`B4BBeri{%I(y_UlaOA{bvjjl5OF#NAY1|i1I4k{MJvWh>5Mqe7%m06#&@q}-G+^?di6h?ciwpv)$EYo z%}{G9oGV!^?wR>1K}@>DmAQC;p2~V7N2p}o9@yGAjPbyjy@u*dz{5ra;mW*uN+b_& zObcRXVS)RLzCuiLY;0KmB*`?VRjFz-73{3-kW&(K(RIDS!NGF!Om&r}LAAO<35_R4 z&=+b%J9QV>{w(35VQm_wrM{-dA#==Z<>!@c+H5W!$gtXk)KtSe5#h`j?{8^^>u z&@M`)m`prMV^hvitv$Bts;22VJ+g9YfnA-)HQ22m=5d)3QYLhE0 zI*guJGDS;i9b1+n0p=qyW!qKPfkls>7e4oSf4K6hd$!-cu&_KoKaaTXlb`s+$35zi z%97S*J3m%amWyHgbCX@M-xs9M-^_ur3eo5O8vT~-h|TJ|6}&nnx?ym93xDdTM=PT0 z`U-kBeId??9#)%xTPkVoqt{QZK}f0`D32&*rz@9X=k5t z<{<2U^fEG(N+Ot>oyYA2F5h8x4pM@>lpWhDdSqrkx_)}zn3$`65S42eO3g{M-arLj zY>K0xPFpJ?+D*@xD&CB}u` z1gJEx-sk`o1kENE4`--cs{>`s{q1V9_g|OIHC5&T>ib#`4^fPzPVaKF{ zrVt+)8600VChtR-XglB7A*h#Ko+NNgC=}*cUVh25sAD2}NR%AY6eP1@9veqMS`vm! zl=MhaqcHKo)MnH{%5J+=t*Q0~>c<^_B4R^Gy~b(iB77rui!c&of$z^uO~XsrylK<$ zQ=Zap!x*X#4FID+T)&Uho8*7+EVqG3VwGV?uRZ_)gm*DfaiO$GV&1GEWZ!Xkt&Eg0 zo$JL>P_KGWQ@97!Mssd{mOzI%nVFq~4~a{dnwf_81x{zBojEjpC{CfUNgapi;>g&< z`nBsuM(C;F+;PaN1vpifYldkEQOpTuF>OhXPgP^mnW9Mg6^mcZ2|95KsA0gVog{dZ zYlMwePQVY6YGH)AY9kDwv6n!Sc2ZT)ZBm?-Ynci;FS;jpGc+qyG&d`WopN899=P7J zy4^h$kKfnkU}e|`Unz^_vc-(stDDi=vTm2tB%!x&6I)$s+I+u5JmA)4`6{cqZtA() zdO~kbF35|2x|Pzg3XILW@%75P5=nLAN9if}VVbLLZHZ8Hsym{((u1g^ky+ixb|SC3 zJ>IB}r8v>FGckG*{Dr+N*TS*IM#?!CL|ArctCFZ0m#4@SZDh%aD_NocJ=d#CwJ^v^ zkJ-BQ{BzF^gUSlx3x zRJWtq2%c2kt7B5)*!J|K&TyCN37UvCTsuo(4=ibRYGwu)3@^y}7wbbfy7u*&_lTen?&@uPlbKM-8BktMJH+=)dLmTl@}l zr?b=3m1&J(v>ee@DxH~{DoV|Gfo_drItp>4*00~#92m?YI-&!0flJ)A7tIHnvRWGu zOQICA5L1yOoLdN3S)ItVWbziA%&JImSdk(8Pc21OuE_?@=i{~=2Q`e#+{DN-T@!~i8(1o}UMnp> z3{wsB=~VAJ6f5ofypMnwrAaI$vW$sRW|aWbnzQ8eE!efnVfr!|OBoSUE_#ikoU%d{ zd>=GMk)h%t@cAk%CU+XxEZsJRkf+;OT3uwjug@nwI4Y8->{jsIGACDNn!3PB&54TJ zS9TXlq%2xQ(x2?b3yt9CF=A70S|lhae6t+wS)l;#cO2tLSqaGwbjMia>p2X|>M?>P zVv5+dBxYC;K;VjDxuLKui^LIcIY;CQv=r~?W|?%f(=4EKX#*rTK00>ti6=m*a8<@B zA}+S;K;YuKYt0&V#{!EwvFF*w|8j}NaiU#EqL6KM_fH+(zWweSZ@gjq-8=U0+dV%! z1(`BAGY7l`QfK?`-TjpVU!Pf6c+%q^fBI>sx0?g7l40fy*M@P8Dt@G`n+?K~Sd7=u z4+R`jSD%*`X+V-IeFA^fWkdcM!345e2GQ8Ws$-AY3g<}0Y>7uR@1t2I%+Te-wUBc6 zJQn^qJ)#52$bn!B7AGRJTCHj^t{oCDP?U^G%L>j8GQ3yZlTJG69=@Zmz$Y@m^3i6vXAr31+99W)8T`RFf0O&h(C2n$YVhk#%y2^H9W_l!5EoQDvv%RP*yXTCRsZ( z9bTMBz{SDnQxQEl10Beq!%{!UX!8F!`TDo)R4oi$2gZ5hCErZl_=h|&{{gtmT;~b z>d|W`(EwznA448nVXEtNNR_fW$+dc^0bVRlhQ8C~$x)3}s1R-C(5ILS8C0CVuZyo9 zzu1|`d6R(6%n}mnIF=qv32}>@x<3X0w5seT>EX$E zj*DXs4K^VXdN);D=;xx(C`u>ptvEwo58C##M(_Qx*j}-$bHLkA+T(dQG#I? zRmOu`Hyv~K*=O$CxBHGe?%cO;FA~d>Kx6}@<6vn!pd=fg7+tk$6~envq)1T$YJrDN zrp7FfL}1Y(^8sOc>n*Tw8S$T=nZK2`1hR-&mwZ9pXsyI7RHdMi0xD# z@z4i9=z{b29XLF{FuP;NJ=b4*-PYrdJK?x(X-4HCsVOH>c6-xk&`ZO8iZeEWa7RW) z2C7;rtkm!tOkk8RcV(r-8G9lKrsfolRt#6lFAV4nvx2zF!QJ~1nop${;Of<@;7Mq6 zE^WN1KqF2GX_Tawf?C#%8#f@*9fzUo+LGD9Fvb6`BvNT7QZ|ePkzzt;V3vDP6*@r@ zEtxIqo+FYBIDff@mI#TX1FJHU4_G&u<(7CFF;Js8Flr919ud)P>atd_s`4ze)G1T( znDD`gOI~#_ubA_PWAjk~sd*Yp%rX#VUp7KBxzua9K!ri$7Tdp{xhtB8@D*ryPX2}2l(27JVjNN65( z4QqTx zpZh+lEA%!M`ShYlShxOki*agB$$V{foj7U@TnUGFpEI?2? zbAjSGT3wtYVG`O?#7@GXrb#Get0A>;B)+PYq$dKWv>eKvzz<#8U#|GZ+%N$Nfb z4!x!I`T+lz2jydd_heC)NMM9_6`BT5mxWBV1_HZk{FTQ+Y6I#cRs@JQ1JvxZqC_)UCKp3WuwPf zIrj~+&D);q9J^%$h)K>lsc(vWAQ{F+DO~3nmWIS2kQ`FzO*D88m_OJ7^*bDdRBsT>!^wBuv+)NL#I^Wdy^*1;k3o#)Ji|VxEt;K4TV$Z=^gp1)F86 zhEPW4RBOV_T#_oidSPy8+ZS6V4DV`BTJil}me+9yyn1o33VlX zKJ0=Ix}r9DIoP10-jq#CUlqgC4Xxv~zNwTiYTB>NziQJiLmxd3NJ(Jk?Uz{K9g3~k zRXF*Kw@dO-Di@S%VoFy>1%nRKlc;sGPN@KaxWiPnB*&6iW2u|?oa8NH5!k* ziH4ixhodNAq?@ua2>d9FBv;sj3F$p7S4gjv^GDi@KAs28B@Q&LNFG))!c?SGb~3{- zDuo|01d(Q{iYR-tjN_yJV>nORcPO0;o`9rcD4jETLJ<$4Gg8=4ZI8U8-Nt8`j0w+7 zrm!d?>?b8xocDUSQ(3~65hh{OrdnWQ1Cyg3Lww#eApNB|wN;evB(CYTA*^EG2t$fs z!}L6dQ%o><0j%g&(;N^w0<4lUk<}|%ZFgFG}PEd4&>npLpF*8-n@d1g}?Pz zFD1|~`!U9)GX@k$nEVMH8o@vCU7JLRhv1z zC0+?JSV>%kN$iS4N$W}-g>KqX4IM4)5IY&Ky&ADqdYJjZ-*@=n-8=3JmX=`<_;Ca{ z_}QnQG2B4Jw2mj`3*jdYQpTE=JM^n4O=Rn$-t*t3O*r+m5YH-CFcioyGshWH(V7rd z%15h5=VTPKNw9U6MlV$v+r@B_f^t>RlSO*rNIiqH;-jo+LDa{Yo+@3pAznv;2~p+G zK^{@~riCJufoYEkvM`ShkHR>Lk_c2jxPD;5;QKV{1TX*&uspX2Fe3H3#GUiZkKCjZ znS;>>NL9V7PNI>kOf?SGY-3J_zfwcFe-iR@B&^4*y4uqwti+xMo&;JRz%rHM1(+T- z-=>>uX2!hmFQ=ZquF z<9d00bBZO2bI0rilSqFZ@fS=x=0=Y7Oj=Z;j=^Mq3@Z+jAdTrk)^8DxHr&4T=U8Wo8ic127D8OYK8yh+PxNQX@+gtgh5p{-~nwgr? zXrNaoY?N7BMyXAa^N>CfMziIZZ5UFpyyUvW?SNIdn#E7DV(Fw>hfH4h`S}HDn4vdE zgXDawsp^PQ6U=T?!?fEbL|6o{2jzuAf$~7O(Qi43z@oU1BazppsmB+4gZT{lYH;gJ zQ79O`N2Fz%0ZvvUUThrS6_9dM2WNEiPgBI-&}Dy4!JzP0Idyf zI4YY;Hqfkfg7D{;T(W2PZiP&*S+g4Id*8uBbOTfJO%4n;Vd)zgL)iD-ci+Pv{;=2n z^FKZ8!4F|ir1k<))dabckDV<%$%~&!pg>v z!uVEhZea=cz3)^SmH*QX(=vbI=nIlXm#~Dr@~Enw-?m^w$xjwZ|Ktw4^u4^tfo5^lN?s9Sp=nltO3IDDi~=98 zB*e5z_+F-tpN3I*845xYL}gaUa3XxVGPly}SjA8KI>Qwa8~sen{b{eM8`4A5Yv4(< z&Z-*}kePSWI?~ofcI!B#N2WJEHtxADKw#HgbLTbJT!V%RVZdY?ME{m!ww{d=+cVD` zpBP^PIDcs=GnhM~$W#Ybmw*4lEw?7uA0hab`;XD7c1$3uqsXzXdQ&t^v$|ruf9w?Q z_CyXMS~5b%?VC14KY=c0CYDGs&M3=74g4Q&@es}x322i3$jtmAthbs=tXdFK%`I*ob1ekHt?;^538aGp9q^de`wB~@EF&3K7hT}a9b zFH;S5Gb>tu!}?2^WsFQ5F%?XiHZ{y^XOuz)AJR_Bb5w;3FK`6SboBsemgUlzii3(r z`2SsZZ?`fF1w^}c?YeXO?RVUE`#pEx1Dy=X;5zp3_$a;sAlbLS{muXS`d4Am^BQch z;M5rHk^UG#80^`z7yd4~NV%?utN!$-KaKr?bkvNkSM^Xeg2!}tYI0#=?xd4Wz+ypj z$^!@X&dg3ZhK*;DW;B@zkhdI05rLg_XpEq~mg2yqnGPjvRXwa^_M}U~zz-om7p0*q zZZwWL)EvT*uz~c}B_OpXRe=e!TXBqBMM7WL92pvw@KHKEFaR$pQ%f*rdlMV8%k|*p zGU<)iToWc#s*fceu;XDAQn@ZIw>v>A#6;qpL=`|lRKDlol3^tTVS=H1wgVqKM6FC` z3HBB<(4N$OyVpK#&{7eDfm&wBQAPCNmz2xD<^5jGpFBpprB#9y;^ z`kKEoO{H11#FT0+NkrXf6p6rmI1|-|>%bo9itp*!IW}nQwC9!iJS@(ybPI=Y6*H(1o&*3-jm>ut4&o zPKz2EHv)E7CxQ(+3&?kS*-s)|P}5~W5FQG&#GZZofB1tR;(k|f|Iv^+jt(9?gw`6X z$Ho}PRIVC%a9P|-7g<#K5|^U&t;&M4Q5(&{H{yC0zX-aDnhlS^C@bk|ti@1S7UKTE zniitEROCOc7xAu{kSw4jJqR~{Yx+|0g>0~qq#d?8aJ)S`_rB@%Z^ToWnVSL6Ti4pL zY`1|MIy@kpHf9h+`}Q1$Vs>p$Nr74&7JrCPwi+yZHrK6N@3E~OYHJsN_q#vfPyhpC z`f+N6RmRp^wT@6D#;tsMGaT4RQ z&;<)}t66oB+lTT>jF_ICVfgclm_h&)MS+iKE^c%uS~l$jk-DIrEG~6~MkPhe1TVDdO2^l0-TEQ&MEYWE(13n$UP3wlHdo}?4tLD+Q=a7i<4_`sJkx%u(}k?E_}w+IEc6c`gK!xHc%Q3+1q1S?AF%GPH7jP zs!ZA3)ICvzyCI>XBiD?j=%kN*2tzv_%rPM@2fgK=t!$)aVxssM_6B++b6 z4Ek}IMcO}t(xAzS6-LwpzbynGx|Mqi%geXiao6p4+LU|}_z4R)RMV64z;g9J@OirVJz;5^_O zamP07hGngum@pg%U%_W-L>C)|HkKS3`(OpS&00HyNRA2ok1fVD&D3dB@i1{Onzg!Z zyPWoM0+HvM*24TUq?Vt=xQ!tusPLq>{kA|hjrQ_#l*VBc!n#ir%0aB9lrk}46>q20 za9uoJ$lo{#Du3M89BdNn!A=5o~kQX5^diOGU2_9iBumSd%cp3qt~1 zm}K)y6Z;5_}6X))9yZq&|)rMl7m@w+FFnF>+&O9Jh<) zKMt(!nkg+P{4f;3U_t9k)H{Jr?Svhh@e4=#-k4DwA`6G9)LL9Z+8%ETb}8aRu&pRd zz&J*aMfy0kI?K($K?r8^CY?pm=l-K;yQXB*l3@q$~OiQ(CgRg9C zQ?|4?D4>Mbyr%d7=R--H9hmW&wcLO-~RT& zg9i~lTf1%zK7<{bq`VyVN;GIl!T`tGdG7O``-V6C>-sh8ckkVcDUYd6om8qVHcUOY zjpZ7%5l+IeHcecs!L*lCR!+P2AGqbt+i$t~=HLDLvKwx`WfmGf@=I4?6*1(PP0wpp zx-ucG$&l}R9y45?i&IujhxaLBcuGj09o(z9?Q;_IfF>iYamcA0F}Y_kla?8d$MuG_ zEFD02O!kSRze78*=2lq3@1+z0?BYrMt6f3V20ti)g3zGbo~C{~!0KiGFi!lXCH##? z!}OYgssc97Bo|eh2(>Q`Y2k2z5U?P+f)gXAL+c^qM8WveoTW)DXA72Th$oLDXm4TN z7_v9yW`q&0+i+Zr7iJw1&#+-JYFc|1`)D$p!0dOBvO(7aYm`$@JN=;#d-#^En@!t2 z@r2_qxZuK}fhJ~xh$ll)`qGs^AsUMGR*VTFLIk+eBrzL}9v&kIJG=JmL7aW>zTG=_ z@1CDoa7cjZVs1g84Ff1TFo@XJF~=OUWz&{5YuAl6n+1__+J^BN#*WF8>Kaa@#zSl@ z&M1Ozg;aB-QCnzrUiP>D@T2d1quIpSGgN`G)6O5cnRr0O&VsOF(48z1|0i1$BY>Af z9maN{^?@3+1>!eR5R*!(>M^wdyWRKYrqPpQJ|my`wp(j@j+aEt!4R&>jzh5u3CA78 zy){f~M@$lEnuyZCuv}|#X$H3iK8I<0z-dIG4|~Hx`bQ8uk>85qgeAuY;b(vm)cVJK}+8K{O`!g{MXqKPdVtSU^XG!kw*Ly|G9&%g}#I7TAtDqva# z1JCr_tdCRFTvonyAf1B;Fi$YA>LbHI83b{Nl46{3YR_KV8$fS~>B)o3?WKo5=wW~U z(w98`$&W{BS6XDpmtTJMo8R*08*aXFV$HhU_uh?E$#=i;&1XF23AiB;R#H$P_-QRT z;CN||YBg`UV75%RQl{T3u<>SLL?5B7)yx4CN(x8Q*P`PiCt{&Tl9P6+%GtMnw+2R1 z#iDQo`UcO@U(Cg^vsMH@oakD6C1^iJ`zi0Z-x1q9WGm39d`~N^3l%mxIts`0v!DIk zhd=ZobWi|75lyeKET^U>4<9;&Fh$*Q&>0+gUMXmdL9f~zY`pPb|Mjo`=C6Z}k1}xz zb;~R$NDBr}(-K1h|ET&9wMOHFFlF2u#e#>Xr*`e$d)FPe-+Jq9x7>W|jvaR|p?_y8 z=nBULHDkl8!OYAm0#<;=7bF=@6GMB$L5|uH8Ua}@{jnTL4$H#In5!iG00>LzglR}& zC(F7pNa1lcovOpSBpk;Nt2SBfDzqJICgi3PVhF)X97F;DCEQ2&uwYcy@fD)jJgD2m zVc$VG8T2pU(2%=5rUMbv42ZFCIWWq+}*g{74&M}kLj(mEc@ z#uz3i%uF9qqgXKVVwU_b#gP_F^?yqnqM=9cS!bQ|;DOM{FW=!DE7noTI!dYQ(bxcrAF>wO_L}Q%K6LOf z`Vk}Cwr}sgJMX$<-+_IYs0#~=2M!&K!jO$|q5#iL;Ic8oPz)!+jk9b7sNe>HE&`2Z z;Ev#9sF@|?P7wB9T0(JnDDGnzNPJyvuOy;))?V=NkCB@tXO=C=b0a~tEe~6!tST%T7&o|Yc-Edn zD4Io)!-$jRy0}>AHm+}S!O>qqX}lrLnqcllVI(DTY?BUs5NYBzPH@|5byo4>Mh&79 zoaexxTAG}Lvokt29z@}R!w3B&YNzq^&YiiVHogjOPTjNr^m)&H)0^HrGBMG2>%RD( zUwQjG-;p{FG~|JM?tJ!(Uh?J7e!Aw_v$G5I1x3ya2$K1(Qz58}5)`uyw%v6Lg_cWD5xpx*V!57UU2{cP- zS;Y29wVkvh>+ydU{pG__Y6vnIPU*zz)z@Ep?VH~8#v5+9VQ2{U*AR}^ZgnsdQL~Ol z;hE&+hC*x7OuIA7uo(l%#3+kP6=7!a18)FP zBbZ2?qJbb?c3o4P?)gR_z3`kwrst(mh+*dBW1^%D#x87S$4v5WqbXOHW}_h;TrVf# zGVGY;Ein)N|IlU&iMHo?m@Ci@CakLTk2*N~1_4dtC3RF9Ct55DZFE$Ee%Hf;1~&*o zt|y#`s^{ZQJN5KaPCISW#`RW_YYAa`Mf?{20 z9zJx#O*dX~`4zxp+<4=Spyew!nPRZtb7_Rd^4*jm9}4f%21E7qv(9?lW1sMpCqC)I z^Ug6fQWPa^Kg6VER|Kn6E}SWg4Ap17MuF9Ly@=n19SG~_(9{enCmbV-!k`L;&FZJv z^IWASg=T}q9UC2?xgppu$KtGj)r+IUU`Hw?@+04Gg%Dy;2c5uTx;sc?w($`@atDTU zD!m=RHMHD9Ky)!pDfQ4N9Pvy^NTjX>!@za$9V*%eC-#!frxH@;j!-?yrvBB4;F%=XCxmF>?F3R0d-g+m7wQvGChVm<%(svy2Vm zn$r+ZP4EO&(>9<&>NU3&w9JgPet6)pF9%?>4~{VSY?&j2b#x#ZBs0B7xnn_3@TS#a z3yK{8N7JJBHm@}jYlB7gBGDd81Tt(wd9{-5= z6jeG(NLJ=^>3*7tp299jmil4vsZV_J)1Un;{5w=XhH;FP)N$Lk{mJv5cjlRA;ybtA zcKbKK@r|plx)Op3_BdqCzTJB**M8so-~W=ocX2dFpwD z7-WJ;cWk6R2LVG(v6NDrEWp&q2aMuawJZq?6F&*pIksubKc5414#db0u01pXJ3!&Y)qBrGGZuipk)&Ad)I7@$zixDmF8 zyI3C?8A6&3L>ZgcuiLV5Qx|UmOLlQFrwF#WN^M@Wy3C41;~)8)R5UPj174yZkuCxd zFkE`+FaL1)A8xtjro)FORiN9pJ3Km!wT)vkLrfHJlGkS_5ibAFPO%Z|a3g?9x+?3$ zlTLcvQ=ami=f2><=bWiJ34)Dwk|xG_d=)G>$B`X&h^$587+ErSO7H*urbfX7Z(O?t zS|SX6C2K^w2;w^y-vB}<@}(9giP-)k!mHS|Bm`}FnCFJ1z6Bfwx1+{D!T)2M;>y{e zFZSb3yA?!%w$8<8K*RA;!Q+`nNZZLKPXqse_O>EZ`@-E={nZj>3`jS>$dHx2mgm(;F) zpEkJm6-lKvTc7AxlfGMSY8H`uE z4dZA@=+&WA*KSz%#(#OkQ=ass?g6*owf)U+dh>U__r29?z_v1aaR0%n+38pQ{j1*e zmbXAIfT2PiR-Bo*dg!qrgm6c*dWc`o;roF!gLfrv4rSvfkcl?YhiKXzhsdmkKJhSG zSOBd>c5<4tS_)th-Drcgw9bS9=BrmVBXTX7rpFq?)Q_{sa-F2&g|Nbs4kM>o+F5GD zEr%h7kg7$s%ES$u5l2xI+(1i<2}HAFvv&gTET6Z_mTC~wHIpjFf!7@fqz<Y^0+o@4d@vL{{C+_9)DqRIg;{!a-F9V{=$!=s8|m?vOX)KGtA5=X2qS#XkL^eZkX^@3;peF{O23x=ydzEq zWWDWp1z?;tDa^}?!3#TDQnc0o<&#kp(B`$Ne=kSV_5caX`#7^K9N6ggOwfpp^Z%>} zPGVY|B0RO)pOTcI`wFcx?QF`hxRir&o-qDHzgfI7L#7Iy06H;@Z*zl&moj?}pLT%Q z0+@j|*F4*K!KPufBuw}0-)mQ$wX4@8((@dP2w#VOg$2Q4qrt(&rG>wK*6)L9{anXpMHtQed~+G`&T~aDNi8-R1D}>Xyt`4%%Y_H3L&7BH!OdqsOo}DC2*SHWY9_4P&X5}5@D~> zTZ0~shI+N>O~j2X4Xk1^iR+dYM%+D1qEOgegptgJb4OD3nBNt!Ew6+Hw8U}ZZD#On zUZ&tU&4krwsmb7j)|3n6zhdPTIrvB_cOr;A448M_AvzkT!_^A+e;Bj)+IDT_#es=# znI!pTtpw$CXw!EOM&SE48r$#Q{8Cx-P#Mzzd(JJ5Sp0}m!SkC0MEbRg71Czhkg{)8%@iw7v|`v>Lt@*xfRc>v0_Eb_7aXo$?akw;oB|VRPB8u0k>4vkCu;XVYCieD0ahClrtB! zgzE4qb~fm{aFPmPc*a0I50pq=#MT>*Rc`lr?b-Xabk4C^}gcm4@10llH7Z^S@a^6#kpXrP%_}auSC%W8*+$ROfO*h~C?)Sdu zTi^Hw_CV1S0*1IP+9k>4W-(MH>0$sGF`c;Z#BEi9&On*Xc>*QDUJX?{5tCWV79A@a z861Ru0&_l=|L-pS(8gK==Lht9E9>y=b_hx8q2m7L!k?e zaz>d(@TjEgW<)r8YBNJiz;qmhF%UkUM|nuGo_g?FG+l4A0Jv5a*3CGw=Mz`&5AZNs_~5XQizy;Sk%9<}6v4syL#b?8IE+-b(&vQ-Y>2u| zDMR6UXwW8QxRQW@ip#l$iOAFo13MH-ygJLt5{V%j0gp}zLvDKIKBmJ;bwTn9E3>6l zulDawq0Y3R7SkrpI4vy_N^+*tiIT)pqICE{fU{9;n3PAVQE_;idt0fEy=<{-Mc^wq&s^6zKLAb@GH2>SAn zHy5%r3d5~ik3H>l##O^8)(kf$vEw>O`JQm%Nk-*|emkTzOk&{WZIdR2f67QIWAGPbA%vZ6nqDOXB#@a)HFNnyyDlAdN9%NeEz&E@Dh# z)+MB{<%Vxtt^?!CXH|CKf)AwG%!B{{zvcePS`|u945^3`Gp4|vrA5ET0=8v@NdymX zY?w4M-~7(E-uCvl-*L-r00^yGy~-3IsqcrW&|~51P|rL&Gs~)eZWb`$ENJ59;J7HW z3VY* z)pm~*T;e>}L)k^9BP$x9g+XGdR&zY+N2%1|w4`_BV>Mur(oGYaUrJh2aZ}iLJrmP7 z!Cz7XBE_+$c8=i!N~O(qOhWVOc6IN`jM5-V-L zm~02GKR%i!$htbGyi>oKzw)~pWJ-%PvaaSHiweDOnho3r zhK4t8*oYSPVgO)^w{6?DaXp(}b;6ikhi$dexV08R5{-#V=p>f!>b0wJS+GutEDj>B zGId!6+?`bTAdN(@fR;mjja{WzsZFzpC&MdRhg2CcJB!&w6v)#T?hAU%w0$^!9)*oE zVS1tHiWY-tFToUHgqB*VHvblFuH`6_cVHnl`}@$)lBO?qEEGgqL8sjSXpKrNU(_aJ zAQ-2DJB752{-}~)i7*$VPoiO#$=&Gq%E>MIF1G9-DR_=XgDsW@X$@Ra-W4aa7%VJ{ z6bOT=th<$q->#t4`DmNSu?LnNwMz5I5oNOFw33MINJTxk8fJX9oa;J7vF18Sh*MU!pUc!bLQ~S zkXv<`x$zvd2;H@J=l*^BJIkGW?!5;%jXgVeBJqPC>;PiJ;lV+ArJYVHtn>s0kUa*T zRqMU~`i8jGdB>aIjCBs2Bfytg66FnNBmtP^xKA-71=~k$7SY`y7n^Kz3p1e~L297Y z(#Y@_9fXM4rrG%gh~|#pf>LxWhitA6-M*wE0M-g1F-?{v3qr^C96(>7$C}_Lt9k*S zx?8oqn&(hsVzrnqzUW#F$1(|PkE7*|pM(LDPYikEe63EMT$~;RWz}^FppS_;AOOKM zf+*_1V}R}q;c3V7--(HwmfZa1NJgBkty?gfj@JB!V z_BX$^XV<>5RjXjp!Cb>fxSyaK0(8xwLW{U~6Wk1PEoLH}wQi;x30LXg?dGPjn=;6! z)C;|Acq?|XN1)f$A4R)E&cPyFp$$-&AfohKX}V`!fxc3$muqvWtSC@a?Eg;=1Y4r1 zn#H9h;*4nZC9WI5&52d3(3t02-~TS!@_>K>L3ymtLftV5V;7~i*Is+WFE9Otc6*;+ zm45$?J2l%$?i{(p45MpmAKwX7D4q+?Ho z1OuU9qe6FuxVzTGUDH*A@mZx=9arGv^TD%<78o_-s42B0m{v?`S=|P*oh*cYi8{U( z5Cuu%!C8v9iy;kqas7S(i7Fx5RJ$5L#KEk_y^9^sWk>O$@V zFFn^vcF%T2dj zea+REUv<^xS6qH@&%UWy(Az8wqvds@W-+h>qd#_NMGgRf1ikygcfJ#I>}_v)(_pQZ zR=wq=05>7ai`L6M1OM~m2%;*d9BD!0FhB#F zm|?~gilIt&T$iRyRnR+e=#ntk8t`hUQo)!|b2~l?N&s(kXvmZP*idy?z^J)G=Y@=> zjO9T51D7lfT!Jt-e0YknFDZML^6nVQ1GYty1@N^H+44gIb72DcNwOUHSZ)!#wlHuo z4{Zkk&?LjHaOwkf-%M&Go2z5=!vn*#Ym5p8hUYZ^?(6y>v`3IJkmOc)2FJ78A;1?P zMwKN4b5Pc)SFd6)RTusv3e`iz-w;d31Y^BnCmJ3Z6+mWXVr%i z;Nx%0l8i*=v4sj3QAh_XwJnEIFR4HYhGA&2r9=h}1IEu&!m)td6CPs&(=wxuG=U>W zF~rQmJgVZ+Q)C%itBnE?z`>!L(PRuO0iW&Ny=V8Xolz2R+ziWgfTm%%h5QYUmrn(#QM+!{E1hd=Lzy5gFLd63^*8w=|2+8CmqjW1&1!=rdsJ0ra@h+ znup4S2FaA$7zCthM8-4hga;4o$8z!mKaPpsgJ2zO4mwrNX)|E~Cqx?rv5&#Z1PD{n zd^7_Hbnpxt1IGS1Da3N4>Pq-CZUddY*oq*{Q@Xv3&mQLKXk%jcrjVRU3t~J-umkb+aU9zgSF}BuuP~K_|y^*dwjxNcp5;uw*P;h8I!| zxv2P{!Yl=8r&}dltJ!Ek9{^KqFrH$iegrcGHOoPQIX2)~HjsLwLjza@Fb*(n78aIp zbUwQ!Zl6R!! z!~rtfavi@Nw3gbYYoYo8XtyY2ci~yg;F&}9f#G+)^BsTnlD~kOM@hfTW<6e!%Pp7k z%4U={Wl}6h|BG%v{ib+1)hZ5zr7wy&PcJZ2Fn>v3eb7?(%>2@kj%LN{p|n9RUY0I^ zTk$;|Uz)>-wCb`LnIyS-dQTG?kY22zA0Gb9r$6(qcfQjw*rvbM7<$dCUiG3s{ZklR z*x|}+uKns)zVhGS_$C@Bty#ALkMQt8G#8uy^S^xAr$6x@@Op{nzV60f|N7EByZ0_G z&J%=SIT2&UF`Sbsgt6@)erwrgom<0pEU0cY)P?1NFgM)M#vqviaa)+VlCg%qZyN+e z!ajnSBvMbfE~QEa&mCJ7`vDkEe5o>rR9KEWvvYIM_Q*hZ4PfOR$j@QGEitq0hUry( zXrm|u+7NY+5Fa6}Y!8zg@4z;}B!kFCt1_NH4|cMpArx5i*e8f39(1Wg$x)NcdTCal3UK{2FjV#~}pOte4)=DK1U*#V8uBZGFuf8*-ipY8$eK;cJ^8S`09Un_A{PQ;dRX$Sy%L%1*MOfN(T$XVDR^Q zKJdPee)Oa5<@VY&s~M5-1F@_bM~i}F-`+jg=gK?z%60`HNrq(pOuH3jpemOaHjgXR1RPI&p7<)-ozy zKlUI0@z;O;=Xh^sVGgG#+6T#xWPjo~!<56syW$U*|K(r()xDybbi-VcVhgg*(kIU{ zHm!1DJEUT};P$(?jV48}jj}4wv+x}0asY}zb-!kKq7h}U5YT9`f>ZZ!pJ6Xs?4e-? zZP-G-&A77*D}n9d9M3daBugR*sncPw5b+@vCrMJ5(FuZ_AxWh%Hm0o|RASezo0;RV z93YMemoQqP4;kO64Pu#ueh|bFPK4BFOyTGQ0K@Uep_x#X$61P9l)BZjdCb(NB*7wr z=!a&tE1pxY67>p0ry?Cj9jjpR&oIy97|RqYJaxEYVssOA$uyTm!iNe+DyukHYEn0k zJJ5keViF|6r)<|erfP!#t0EHs416s5?hG~(qlJb-j4oo8)*C*I$95Yw1ST6Asp4@g zP+^#(sIDFwhB%v>or-9)CbKj15Du2jwSa@q&COxSjIUbtyyracRj>ZLEnBxNEw+p# z6HS?vto= z(M9Vwt>1O;eZT+h@8;%ap!r8e$1rPA<$G}7o?}lq`CH%k>RD%;F*Q5)uJ?T4+u!)w z{=K{Zs4gj%mnOvg4U8aU+GMB_Wn!a)h*2;a;ux4x0E8^e%t3z9T@#-z2-<9>!on1P zX?8h`W7qQnuB;F%6EhmRC1PKMSWs&goZ<*mONxnIhC%C{4oNfUio!N@t4Wr^b!`j} zvVA6=wPc)Fh7%Ct9Yj9+M;exdm`%1l4#~CN0aa5<(=JU2eJgiFAcjQRvs!f+M@>8< z=p?rEgM>HfUWW5|Yi_3VlM4>qB+^eOwY0P`e&!YgriY$i5?XndnyN7y)WihEkG@v^& z(8M=)?cIC#tv8%`-bJ7L+-FWb<&@d!DcnQL=&@%B7%|1bR!vOckMIBJ2e113SHZg4 zuzmx}T>XwtJkz3jK%WMD?``k;z`wliA0axBDPLTq+r-2=T{{KC#q76cw5Q3NudQ*S!lb^ojZST1G+N;R9Kd}l^f)X>1@obUnURaz*Y<|<$Enofm*B*Mo zg93IZnrBx~2D@`xi*O|^-L%Y0etyZnyzXCj-Urc7CKiL3nMe$L3uZ5S3Ci)IgW>Z- zeo5bo6cHXaWDha08i6QAiW#Yn1KyTocVL z#_m-~6oW~Q8xmlV1&CG9b*K-)jZSB$rr?$i3=g5dbKLeFPVdyBTCn^e6r>VS9@6xh zOB~_`qx9UWLL}-YWWR+R#ti$4FT|voG+^2TvqMHhTpDXdY8H*ZDyAzFzmgWC^rYXH z!p4VH>JU**Mkh#;HEY+Ncm4$kEnay3g=i+S*uvohgBy*2vRv*%ZFaj2mOkZ%J5~nS zKcLW8{Er^LhwUlVWyu*+!WKmImkYxbfgm~KBNkzGqdnbGl#7qcK_mIma1b{I=OQw-QY|ZfkRBVBPAq*WPgb8~){AFa5cbT zKfdbk_Uu3Ol9&GFuP*rs4XA;kfuSZ8C-I;>ypSsjj@M!%9SY@4=qyaeTbFTi#4TaN zumZ$$GKJHa6?7TIm!Oj%)UaBbwI=j>0Lje|Ndzkkfj^8J9YVr@J*yO7#k@^on4ZP( zcN8myJ8U+bnRN_5_ zGZ7mKO%zrg!b>9Z)Y@>0aWGif1oMeyH#j&9$#mz<*Pn3u8K3&(C(k?Q+}WAKSnqUQ z#f?ylA|=xyl0XfRH@xgG{~GSymSc}W^*`cRG$1O}kPv1E_aDO3{Ogzh20wyK`>kNcCFzTT$Sr0Fb*ckbR#Eh{ULjTZUhBrLA%5_Z6+zv^wNwIuZbJPD?ujXhS_FD-v!wq z!;&89ej7Pzn3WAafjU?%N5{ufjZ-yh1C0T+6pM%<2pF@fI*9N>uL6;-uUe&@bM89@>F-y&X z3ShmyP1zqA`}XbYiEO2sl{QFyO&7WXx)A;SpPIr`QF>n`yPmSEMY1AFWE3@QU7wzn zcvzfk(L;4$=#pRj@*^Ml*e`xgQ4TYoj8a}zC@FZCd`x?_oRAh9ZNc^#O3A`5XW zT7R^7T$6%>+@}sx9f?P)1On7WhZ4BiS{nd^0nJ7Cqn9a)%>zS4G4sZ5KoAYOdFjD1q4na@Fg3!5nqBkV`sb%^NijE5?7XH zQ~$$e$&c1>rblY!L>Z(7CB@FP&Ma3##~oJU9CykIfAYfT|M{Q&36glAbD?)xl<$h& z7(*36>CU7z~Yrx1lh+Xh1A*o95Rona#jhsewe{^V~y^nv%TT|0#0==nJx z;#Ft@b7UdQ9E83|3q1@+AlEbpS@l$`4?`I=X?+8`BJ{cU+_&c~Z+`37|LY6nBO6~W zrI-meo001nV+QEx)1Us#i~saRNt(^f&(d4O91-nr*_>@rKsYiY2IL`_Tim~QKWw34 zwj?3CYjKYC{}L%|x|Rpek~!E48RSvi4r~e9khqp&XBd-gwH7hPAR^NaY-6-egO`XQ z8xBvGDIU-ylp8^9zY~$bD+(Z_Oov_@LaLZHgCk9;Y-fQRrkv+8_5@KbMocVSIT?__ z6bh4wq+Yg%Xe5r$tVh^FwiWh}ASr;6Z886pq=qd;SW>UkW^!~1cNkWJ-)89^+nTe& z+QWT@-a>MC40O`2?T0=vP8JnI-EwR22=SGKPbC&l+Je;)1XSc`3&aZfI*#1spDuL635D5B+sokC3`&Biw)vLx3CK?$V zYmk!2L4NsC^a zX_-)0SYoSt4^m7f!Iq0Q$d8IncaS*{H6UQtP%lauJH(*TFz;9t^AJ^GwyY(gnIuSaA+0*Zi*w2|&i9y^Efda0Gdcx(0Vb}up)ZQ5}JErk- z){)`w8e0-t0l@!Z!Uki68etdwf~{hu^vswPlL$V`Ac0e4l`@nTNjwPHsM}1?VE|B& zA^ZQ>iZ*Yzi0FVh32rmtSi!DXoz%M1O|1W(I7Drc(_broJU57 za0& z7xwY=;X|jKdf|_L_`|JRCjenzZd2jprJ20dkp_81xniWOxuus&!$paanFN#ULNEWN zzA*Y|dX_ymH~;ciyz(1g|0*Igs2am}auzz5GI4MbK&yHXj#TiFh&Vg&F|Ok&H<)Y6EX@+-sx8}iQNVRz5U@jM3$7z(qebXv z0#qk!P(o(%SvprExdo;+@>-O78T-z{_7@}A6dED>k1oyTmM~nGGrmdy$tV!_MuC>F zQmKHDLRvoPfcY=1g*rsO>~A2pqrw83yCTT+M%}Y}S;~Ni$Em2@suAT&!lyw(K|7%% z4R7AZZ@A{@nGk;{rv}m&lw8Z$|c3O(zrv%KMn{+`X8!Gt6KKZM^RkEw-S25TJw$v9I z^zZrsB|LpE&ZGadVp@k?YO>G+{ODAUS+T_NGT>999<{gtB($Uz2S;FI*QKE9K_z$* z&Q#mKl)UCUN^V(neNZ*PBa{;n0(d4K&`dK;fkTm^o8z9ndjYb$?%M0O@3?zcu_F@t@WniMg@RD@{W(?d+xEG@PxDZ>*ZOe9qe7FO8BQ~z_2!l)_ zwwO+m0M-M{Bzy(kfN_Hyo9;>&q@HvT1UQ|8gMTyx8e3+ZYPN$Lf-Dv&(-|({Rd7AQ zWQJP~akF^j=cIW#f=+%!qtT_JN~@Q3m^ zj7fkleT}F;Acja*<3VY7u#SQdBZvAhu{NPOiAoYoR~)8lmI{RqghyHx^mjXj7Q~TIQQBp3%H<%PpCMbS9_fY1SjJ*7mEyV%Vnp}=&n}4>Q<5$^F~aw_b#PcIBJqrQ zIx-@LBI;}#!4M+)O9Z@?E`OHR5)@-CcFlt=6?y91)FVpi3xPTK?54=Z7j{l+c zz%ZDeDOH}JrTIlj(TPN)U3 z`h!$TM!imIQ}`UXQu^W2bB(XoU=U0l1wWyO1{`ZA#n7|Uz1 zl9{D7NZn(Z#QcO2r7bs$r7ePRODM##zo1NGGJ;X?TN%?88W$#Sy9zs+X##+DId>&p z=f?rUC$_}Rv~QB2z_}X+nNTn#WKR_4(I|*;UTQ4vz=9arAEQue5WH_I@r$f}ljFxZ z#oA)QTFMXrmk!I}xlXu9Nyx~%XG zyTvIdfKjehX`w{*BUoydWQuO3eL$HkdHKvB%tlbl>Jc(qDOo(;@JvK1ugxSNF6YS2 zr>+J>DrMf4uDxGoXjuuTEIS8XWM?@oTk7^>lp{ht^}vn4)r`_H_CP&gkVv)ph@o$* zHzu<9{&b7QA%xmdbhSJ~O+y=cj&6paJmT_YYxg3&t^SBEYc0_)sCltsG1VifKsI20 zBH-W%-x8Z~J9a9zBu@yd8avW6^&yd5kZ3N}547=Mj zkz59NaYtdzi1}&yLEvB>QD5L##9hd0st5y&tcRN-kL2zK@e65{|%ZwjdjXliz`MBIzJho$cmN zSS?B}7Sg(=v`vUhp=b+zPC6da3NdbWH{_MNF5|kHCA6BHax_(J)8={$V$}4rr-O7b zqgf+t0SqhS%$3M-otV)6)N#l}CUlG(1)*p{{zqYy89Lus(Q0HYB&D&Kz!5O8L_}DG zQJ_jIq$e(`FpY}t-VQUvLf37YdC*du?VzzMqIW=Ze(a+k#cc$ATM-AM`3H#0!2|n_ zJN}fHc^u1{ogP$ zlaU{Y!_WTb7ykC;FUK4hUp1i(ld&(pG(A1D?YM1U{Nficy5Pdug+<0*RJCB!8O{em z*&hZ0CJY_LM!m1a6YmSPwStid(J?D|(>EhEV&)GFGFxSQCyB*~3Avao&lVU1^Z9(l zB#y;D2I8@*_>q)E84~qXBBwfhMqAfojzQ9r^-S_BF1bH#cn?T8Cy9^gPJRxV#xQPR z>eoEZnZ(4KvGlOCZOu$_8eu}Dmdk(ziL@}&nC{}zO*1o00$e25l_*d4>k*(8_NQ+a zB^DzPiOuiZ`;F`y^GP1fGT zl2xKkSE*S3UGBwpG||r&C2L#~x&6D9c*wb@3f?@0prT)pJDi4Qu9EPYv3@!a<)Nrh zmiUZrsymg(RX0^Ec^@%D!+(9ry_IC{I=DnHgNw>yGZ_j7&HvHJqSqY+q2{%dFtJs* z61iq^&CrN(WIVA78fMT;b&pdInqT_1OBlsvQkLUN;-d8!znA3#kxQMCK)Rwa^P-&Y zc!W&ES*(8#sbIJ-)D;N^wH})3IJ~6pBj!wA*%CC6xk0)cPTMqvKY)voStxF<=xltH zrnE}bk4~hit~g{i=A(2dCJh!2hwH@aC=QrKY|{ z%TumGrKq)H$&QrcPoFU;ftHwuw>3hmkp7NVZF9nU( z;9xV7e#;CcFD_z8?|#QS|NfP)glM)gJ zxSW{~M%DwnVIfiK9*ztQs7+xgg&$J1s60Qoh|)3Al*-TM4avnIO@8@=B%P^bL6Vew zy$Tj_bfp(RM)4C>NLybCNN!BK*djBf(i(f7CzG9KK^Q?9=yMP9APOI@)k|F@p_^MU zMBh<5I}W{uIIMX#e2t1o?!Zjh!9x5IOe$BxDR3`XJt70v1}kpn@Zs8goVm3v{il@v z2wxOB^axiaed;1XXGt)Gwk%JMTPTNMM^ggea6w1MQ~GgCwTk>}ROCXzK^K>Tb2X z8vcDfdPIG8RSK0w!9UT{V|{Xeg*Hp{dKl%%*ooGncD0C>QI}Z8tEdEI2(eGSTE|(~ zJPRlFTw2m;Y$SBhL{|t^o0U_R;mwFQI3bvq=~kAf(spHtD;2##b4S+!n?r`w8VO4* z1F24pA@=aGXfYtyCB$ag?BmW=ky`p0;PxD(sW*Y3jWqVdm^Xy|H)zn|A7RB2Id*CM z>T{80Cn=H?+9hLCbvosVR{YoiqhTmaL$dX{09H6OF!j{URGeb95B^(>Kwn8A2VjzMWcjwj5zw{AW}f4&9)*@7MyljQB5JBQ-REFEq(py+@P+OTfZ#Mrn? z0?q{A?jy5HW$QTs54hp;Jfg>q&b+*rlToMA@f07bOqN+~b&sjmOwolBucaVFy5-uc zZL}L@H)7Klej#*8YQQ*o{WhhwHb1j1cx$Gtdj^H+__4T( z30SjAaBoNpJ>h&Hn1W`BDJU1M#i!q?0rre^@cg=j6?6XksL}xZ8Ll+rFbr{EGh6|*v6C}9~`r3&4}e4pNG1~j;Usj}3(wJ3*K zUz1_QH*_8_WCu4YX+;EBkxx-%%x!9Qi7|Da7ZXSC+`q7U%>x`46YL~2gqSRPl zrfJwX+JcThc9NVt2M7WtZ*=7GkAK{@+K;~c3tdFqr)baclYj{d-m@?e(N!w?Ls2(T!n`&Y32qPc{`y-iTI;+(g6CFS`3sx0|VZ@j;Og@E? zSWT==3b6{>0TD+4kIv4|VL0HkqXq7`OEZgD6IgFP=A;Kfb#ccdZrCxKJ7!MG2EHa2f+W`QI1E5hQ9DL2D7X&00#%k-deB6gl zh~F0U7WR;IX$&t7$ZW`XCa?$U2v0e6XQVzf;8d|1aGf@BfEi-Iu&Jsw2QBh}8?|W& z^ZUR+L|H`U{7wWd4a_K(d=N)ctXXXmRgnmXK?=)~@m;5?0Q644GGt5y;6<>;7v~r7 zHR!gFNBkm|&P5ZWTOHv9qb$3gIWMW|$N+F-+ z#%w0ew}meJZ9I@L0tW(?KvJR0uct`maUxK}yeH1WfIb^72m`fc2x7;vjYvAM`C$?lpCmT_vhiZotg2h$E%5&4Q&wb<|nI7Z^@GKsKcgki+wCSnk#6>%~!X5rGBGf~JrU!YSq8;&2b4c>!&S0}?GuP)TbDU{AEHbD%X=1_* zbVvq^=YTRY;5NzT8b+aOQfD=x^c;6?9`NOb>G?T9TgO<^VJBQ(KmlWW5gmP?uq?K> zMTw>`3ukC31S@jm>h-6caB_2K(8X0W1^~#dIv(*S@j{m5E?l9!w0JN>c_jiVmtA%l zppdIquMy7WoHmR-u7VCaCZ2uv*|>y=u2oo3UsA-ic73$8;SjAJtu0h*Dn}}$vW)Wm zGZpc8=-NrO>|qlf2ziV9fRnFXz4{T4csNA=($dn{*sx)0T$R0_4jnkSWBc6@{ZN)2 z;%!VN6_XBP5lsH2#l=s3>XRRM-+S=x=;($f%DRXsZzS{ySf9A#w$jIvqWhTG#2SeO{3wgV%$;h@ z=4r%T-~>wLaU@u#MELMenkWc}D$+t5OV?VNq@}!JXZ7Y452HSXN_Mq1%fwxJ;&N8H zs4C9KAVc7bauZN}CE6-x2*Iu2wf*jEufKNdmaUsNZ3ay%TuvzV<;CTWls7sWoRRaz zF>M@7>M&$HaB*P~l0=d%#BvZC;b9K2P7t$ii7@{dvP_mdH4)18;*g60G6?f03Vf7x z$jymIhDL~SV2a;F&j6ShnB9<-&4EEle$WVN@Zc`Gxk8wt=P0ZrST3N0te6rZCwXsE zTeKU(Fy~qr3G2ET@QrD=VvZ5f5kPGE3rou|ErKY3sO@l$rWo_o!p!W{OvJPisl&;< z$_$n13)?WJec&^QZ@X3$v#Q>8J)y@+-A2K&`1GtZ&pz|aGYAjm^MwWHRje+Qp1*C% zM!X{vze|pz2`ZESisY88Nr~=Z!U!S1&S^$UsW!}1f{j#-=!W*N2S4s@sEeY+UhJ@1&4e_pE3$*)x=Y5R*^?p1K-ETutIR7AaID` z1;P_z|g=blwwvHa51Ey!{?D`(U5D)B4&jw1aM}ccdGPoG8=Y{zF?SGg8gaKn%as3 zg|fJaW%fk#(tzRRh1q#rf{7Ekvk-@nr|>Z9-axP%pkU3QQEUu0MocHJ!hLSkV3gn> zm<$2ylWB}2-EG>LzwEQqcoHwn&8G>yxAxrfLOA35A;ypz%xwht4=ZJH0Vf91I*y3z zQ;&q|2WhrO0~QvHr)sl_HlmpMaLQX@fHjgpn73Of3Bt}MJ!c!@0)MirkK&hv*aJi> zX~-ZjE_&2we6&XQwPg_W_FTV9JJdC=73^%YaT2(_*RF(eLp{sVU?}; z^41^a=l?a?u0I;b7Q)S#FH>&RT`c}79fI%n!t(rA=20w=oQcWbf)-3uJ+LjO$4}mB zsz1FT?`Q%SN7cTgx%%n@Ar-`1NAhcue!qt6OsaV;ZTgHY)o(MITs1NA4;|e1rT_d- ztg{o3KfxiNY6YL*bBKOCdyAnW*5$(x#}8>$C4wCL_#;Rq#)7#moOUD@flP<+gCmhp z)MBT=5YkS!DrurPgE54==D}%QTm-z*g5S3=kB;iX@y1vUk~VRIna!9m>NP!5f0vt!Y~b|4ou=A zZJ6hhgTs>M?J?QZk-4%cg`*9NhUszG*<7}DL?fUJm_G4Y)7x&*UcrsU*zD!D^r{Jf zwU7PCmKa|YXK<*cMp5YKlZ++|6cTN~5O)c;F_PMP@Ch$pZR$PIiCR!VPte_^th`XcoG5;%Zy#afl3|K59dfXN3BwCFzwhl#NhpUsZUGtM~Un5~;RSH%~M z(}+f)t>7HVo~hwq0(%yOb@D%5Z#e^zr0g^`Yi3gEE4h7a34b)Ml}M@I2`8SoVdDnC zr?T5wd}8=edpm!(zm60C@F07tYW?b)fFi;+A^FaDH}Pw4;SskRab( z64h4NGe=u{BJvXlA>=RO9_*@QupUVgo6-Q4W{ofv8WCYR4EEV|w-yqUVS@AqvfW6q z1KFW7#!Na6!<@De#*3J>7)B5+RF;C}LG+$xEuiP7o+%YEZ1YE{U9Xv}*TvoeNK=D_ z76S_=*P0)678aIkRnJD+d~T6Q9?vC?kMUasfmo9tdLcqgn0^>`CU!K6ETDey_@(fe zCG!6K;-SS3QWuPV+rm$hk*0@EhQ-t?{8QWwABBJIR>DSh#HzxalF9>ogZHf!FJU?l zH%8FNfzQq~H*MO4B@qRI)Krt#uhH;ue+R3ux=i@lFxSxJ4R?mvitGrW9n4m=^19k2MvtlS5**@at$sL#mCCsyuq0u8CQ4O21-`QK zme8t9_%H7}B>$CpBh^OgYxmYC;)`MNfO-^tNB@&Bx2Z_#(zh(;04j|49XfCTt=o6r zeYYGTbzsCc>uj8B7_hk_Kjg4Y=E0&4Ha{V@tcr_-Z>ugnM4`|FgfwL-EF8G&ZNG)H zdZx|R2(DYFOUPDnoM)2^2l;6$h(dC`9-cNWM@W2Nb5#XbMxLRWxdpPZTTCWXC?}RQ zgi6pY9nS`)c-58uW=spypKwW@-hqRhRBIIa6}Ek6{C%Kdk|BWZi51}|MITW^tXYf{ zvnp#)M`N0D`O(?7B>C*p*h%81JIou!20xonCO4U`3hATCB(~Q!Y{wl3(I1gj-{H8-1Rm7#VrBQPT{F{D>(;ErbCA*M442M* zOdw?!Km3t6$5PuL92g;t--o1{gCfLmQOSa50q+12NPM-!#?B_p(1rO0TafvDoShEJ zp)J=4DPJ;Z1x3eW;t#-+bv;}I!W~rzCU?MrGl(E`gF1vc)rdKx7QHlcU~tfqim*)D z*g5PljF3s_n23J@oEqQ}!=hmp$+SEh($+==_%N)ZN=5{W=V5Z;B*=D>5!cP;S_>?$ zW@9)QGbyNYuu5YVnFmnTVc^q!Uv42^>ara_BmQA^a6wAaI!TAHOWR?;*DC8DJIg+* zIH`j`tR`?Q_`9iVkB^SxYH@$a#UwmUX(A2I!fw1ptAe%suUH6W`#g|40(f<1G zN_t*?qF{`Iaf8>!#BE=_n09xDH;j;Rh^g{;^EZ$dV)#y#+Hba;1A%K;T0-inD>lteLM zWMp%;nI2SVv$Pzec&)l=#4Jg;qxhn!R@lqfc77eKNkbbJbO0dgnW zBp|RjF{I)#g}Ra|7#HURLSIm{NUt?8LL$S3E*Lw&+c4;pXnmcf{u_= zwg%YE!cOFbX@?z%p+Z6mm=DLDT0 zQy=``i|{Ub-4K#w=Gb&H#K=Qb2m0tBv@)TJ+zp+}%n3{3l7c9NC`_Gkn|-n9hF?`qZ7PtUwjvFk;FiO?~MC z3rS02UPJ-O*cDI4 z9dvnbZ40uAB+04Co@_B`d13|<9qbHUgW#_pwoG0~8=9c>ZZ0Z$Ukogjkz(()~~m|bQ8CgN$h7lwcwkkx||&_?`CAXO8iV|aUJ ze$mWm;W+de;7OQOHr9_ghifkM&2V$TGT63#00sK&)QM?ZYYx?kQq2(Ns*&SH8ft4) zy{~MNMzXwM5XrOz7DG6*?~`anUCJ^Qm%LU+#!MP)XxG5p4CX(vD}*hd^4g%~lowIS ziOK;VQ%BLQ|IK9Ut^6a=^(An+S%4n{FaEuiMTibtCU2O(Qq#}C5!bOz&hYqd#V_$$c%5X%+C z#qCMS1PKRxnh%VYW< z_aq3go>?13l3;ofhSWFU1(y>c4Gb_>9gE3|1h3h7(Xnd+FK6C5Y`0-2Vo!3*(aVVp z3y~d(nptT;4a&x6qBBTR#{Qs|17rzXLblkV4mKAlM?)X$SxiW1N+;$mTGr}u+wkHn z=*<#h1U;nP@$&JHd;D=5HwB5*zeqAxcH%!eKvST% zhfE?R%A{`M>e9eHmAHDyE4SP$=yo?On=G8Hf`ZEAXo6==bn#0@B#-QGJLXtMWLYyv zLx7M)Il|2B?83rge{r?IN==5On2L8Dwg;CF`Kc|$yh8&u{Hh#f>tC4v_giTxQi!qQ z!svTDWw2Nt%>!#b4(^KGS0iD7N0sktfx!WoyAtX~i{Ga;?(WkT>atz8N zfi%FZOqkhV(IBg+EK6GHM&S8C%UcpPM=4Tin$fY@--2w#03DciZ{)W5Ki?(B(xTXp zLIQM!;+Ns&D26f%h)>gI30ieb%Y-isLnV8;6Q|f=Q~-*4mjx@PecGj_Q+&75=?b;I z+REI&Uvef&q*HADJvaG>;P*7SBT9x~6d}&Fi)K3_HBvR=vr->_&EJ;m(0UaFy6L>` z%KyGqRQ%S1Nd1f^;p7s_Oh)p8NkS|ebYpwM6CQPO{3s#EP5p$~(2Qh%+M0o=J7#7i zUW_+*WWFu&8JET{mKW1DKF(w;WCXK;C;#*+&*>1CmoH3%bwIOLwgon&xE|Uufzg-*bcMUOF5=RVtkCn8f zvrA&VXlaqpV6c-VAr>Apt{HyAfQ!O7CafYMMG1URNNx-%2-_HB}rH1tYuoS~gMchM+Qu2ntP_X)#)8;c2&E zm%fDaMVrGDf*VV34!h{H(O!c@^{ z(YpMTxKG54fVFPzI_v?{LVJOxmAptQ3S!KMiY6JD)uR6BMX{0yn1hi0FYPp-3?mi{ z%9ZEWM%5ZrNVQW<7N?l2f*r*}fbG_1PZ`W>!^8cGVmt#PIBTwlO9zayXp4X$X?Foa z;{*~+my5SpsP2tSk3Ge;Ow zGUwQ^NZ~LfeYEK=(<_zgs6=VviT#snXW2MWM@od7XuA$|5jpD=CT3#m(w688?G%}4 z#Rwma!eIE3{vSIE)1hhgTghdaS?-?DufY_?qi}pJt5PVXUBUa~Mx>p;SBnouF^A@e1 z`(lJMvo)4Z!4RkQoH}(rVJ#4M9o$msmz%{5(T28Z!|&914{=n|+6kHrGbs%G=D?5( z$QXF87((7q3niFSQAm{ubBs~DI08(|#N((}(LoPDx`{Pw zjz4}I&{JU$P+E1fqNbqP(pVSCp{c`oz!;d)D$5UtjQfqCmU6VI=IHta>JXc1S_Mq!kz*seoMROqpN5nQeg^2s*iI4GJmC zr#aPxVR9XiOTlCKlRd#xiOfl&0UyPj$!6k9<8F&RLKr1;TvOm-5mk5$*a`g3Bx3HD zy$6`Gl48AtOC5(a#V?d&@)A7VtWxCG!|ts6W7Q!=10;VgK{voB;E(>N0bjWwse(%r)b%7KVp`o z;}9I5n7zt>AWeT+46lt=ak&Xm`6BGKi;P7iutmgGq5(#D4mA92ThObKRzJZ80_*`7 zKtm@^Oh+nvEM_|rby7sx=6s-rpOT=AvZYu))NOLB7!_us#WrB=NgWW8Q<>C-sLxhF z*!h8?26~Xk+*CHo@o+I!DVPb|H+dO(b!%dBWeZqes(^S;)D1oofx4ELa#IDcA}p_k zU?sK{NtTgoun5B_q@haymIM5Cz-scBq55TLYN>m)UarEGxUF1iJ$;pSFUBk~$vQyE zHA{1nc8s+YaB0aDa2a$Dq zR++--Nu*k@3qwl6>$2?e9<6&V55r0kt0%&&1z3WueQ+@J>cryzKiqhT`%7vV<17rJ z0iKXFzFkoK1Ys=scY;P7if@DUz}m^j5CoA_c2Hrd@rX-EGJ$!pl3q+z*l|6#9mabF zKeS5o>;aC;7gjMg&mwuM)qTsLAT~>}lQ1QGv)IV2%^)m`gk777Hr)?d7e^lVSY-rX z*8l)XUDj;?UP$bHU;$h7n?$s$!%6WP2aY2gf zpX74^67#`Nx5G26ZvGcT`GpjzDzFH8w-(Qf$n9#z#g+q8uvh<)Rduz z&Qm6uhr&fN?U3|zp&WK!5DU*pql#p{phZHeF_TeL?WInm6JKRzSrvMRm(P(DiF38; zMTe0IH8ZM?2bZNP3002SvQo9xEsY15*a*U8SJ5KimeFDsZ$ywNqAw(tU@ET?EkxDo z0!poLz#3wwQ6v%%Z}C+U1cE1aiH&k>HG?fVX=GTj)HD(2!#-X`SVA6g%p*&%%cNT^ zA$F0AY8XqPgd>P!Z6+%^!{W6#w9ZW3H8p7M!&%kQiAd$%xx7ltP#?|u7_l(4Xd3`W z#4koEu9U?QlnZ8!ve55KT9p{SR&Iv$NA9)XBNi_ZOgw)X;jdS1Tj=VS9w;@NelvSj5Yum1eB$E9~|a(*WdNB)W>3 z6e;oI7}}@gupMMcB(vPoqUeg=Gci&lR#(Q*cATfZ8%&%pTXo8e$K@4|A=3n^hC##_ zOr#+`Sp%3hr4t~H`{Xwd@gPHr=^q0H6Ob=jfVlMdVL->b_;+v_vi9H)iZ&T|zvO=F6t*6ki~lQSxs zlV4HHv98!szlN@ta<}C71)^ zi9_-zCWM31E5+kxs0YDGkXK>x`%zmwhK!*8RJe|*9Qcn4CygaymISfySPm`B^ZFE!izt7Ye?mKl7N)X4Xs^D?F&K$c=_7x2_P%0`iqi8&*ox(-Pnlwta+bH3%(&a{&;iU@(lvZq! zY_jTQf_ddWu0vB)sxuqTLRl0hug=9D?8X<8*gi4^pjN8z zqqZkdS;RUE(p)ERqo0+~1PM&trNH;K>9pvwq?j$bQ>ydq=saTun8y^yNF_kZ$ECIy zlNwUEFY&`t?WMvyCC{Y7R+qY-J(a16M2-%_G&QoyQ)wi)QD>CrOJDlZXFv0wwfaDm zWbj~sGlqmhIhWI@rVd0oQbI$`YRzT+9lQQOS`AczBCoNUR|3VW#wIfA({N;XOy~s+ zs7bQF5tU*@FoGpR?MgMXz*Jz7VkViML*^+&f8cM)BN13Wo=VLCbpRl<(D@#4&wK>z zqpd5B&jO*&Qag`2{vBz{QsPGylUPY8*Q8}1HKwGUTwFfSTd|^qW=YH?!90H+nbT$g zS<2Y7w4RmB6w3p}ZirGUB!c&%Fp-6?$Yv=!WkXXYvG`h`(kiH2>7Nu4hrxL(^dwXw z1UnaUhGlcy*pCYXl1!L{mq@l}m3mXbJMx)!ln9itQHH5z)u1)C-)fv_d{lE&W#L(f zX8lC8ff(3^)RXWz@xCQ0g^c@yZPI=Pz&l*(?y1sWl^6vECbHW0Imn*h;75{C(AQzyu zWkvi+luK$-VQ~WGkBWnnZv$JBkb_LYc1BuI$!JwCsWk~~vBf+ViH<#CTGd=8d_tKo zX+pD|{Cc_VuR#iUJ$x~r+vrwwaFS2}B{c(AWF~eV0ierduvANPsRK7Tpi&{MpF$HQE%E3+4nn|OtlRsp-a*S+T_0@8BINNL|<6iN>1A7iKUPT)S2Di72hM9 zE)bqv)@^0azP)l3jz`5l1TjWcg>?5Eg)ML@D0D*2iG&T-=H_O9b?L9~y5kOw^mK1e zr94{Kp^+bjR;_9?zG&f~4B1nzaYBra3=_N-`9s5lYC8-y8#Pj@5pkPZhA(r5)XMnf zIJ6;L2Z0;>fv$7VsT>X6W%k=ZK{erzAa!$ydqkP5<+v=r2z`{!;P}mvAyAg%>47H6 zWlf+njPj0*_fAsCnZs1D(QGuaKmolJ@SWvpqckdbSFv3y8>M;r>u6gcG7|<#2xQBP zv<2Y+MMYPdb3OfEXn~N z-Je&PC?J4yT}346u&I#6d@Z=x`v`$m!Q`itYcX|0Aj~0!IM76QDXfTa8bQyE4;4u~IFGkz-XP@_mh|#SOWIambo>32JCW0Bb|2 zcSBKh3|2B`YTGQRAuPul8p4eJf08bUwW{|2ko%4BTeW!+STEc>zS*7Stm7#Qc-NIC zgDrYXsa976ATk1wPC!=#(&JG!&pHe0vBadZqP8yg6w&cfRpc;_ zIFG7G*LxVPP#6af9qjSdDDs-)E}KgI8{b+f+Nel~&ZESc9A7O-Q@f5x*myfE1(cw`!z6UB;X;2HmycdNXny{`z7Fww3 zFrtOVigp;x6+iZwvQ&n@7*_=S|t;af2TNz{F#_F&$2yorLm89 zT=l$^H`8HZie}(x(Cmy`uTG3l zIJP@D(5yKwPGT5LnBk7jB0sq2V?5 z(5;X~aIl&9(ZB$R9c$QDtyu&A6~G1Cv{$cMy=BWr$8+G7hhd^3yBjJmVc$!WQ?5*A zI1xhv{^6{r^HDUIvak;tuExF4{P1B=2{Qsrd`v1iu)dX83LKSF!8G%odJXNpJg;A# z1{q@zfU1MUnZS{R=U`TcYgAEE42ehw`Pj-#lzO?IGv8j`ci;e?jd+fha!f)Px$J<* zNO{=u*#)XzlfJ}^OWMK+DkYLk$iQpH6xV@91iwi152_~NiLjz0iO~r?w2!IfS)NJ< za^R`G&nJaH1)0Peu3&a)iKu*%A0-ya=h7&RJYF*lDBAlA3rlRsMYZDMGHr5*XTIOY z@gd!oTJ6B^uv4k$k|s&ux(U0Qu)Y_6VLf4myN1=qZWU?N6_YF*g)p;o^P1QoLq!tV zwjB$L1&SM6EwJ7bfCHcu+@R^%8N+cy-0-DE1Xj?k43iAE$g?p9YreH$yY`URs7kT% za(fA$KAW!C_F%ICbg8hOU`KWni#xu-DxnVEtGcYMJN5L_-uT8hUUc3CsH{O#Ny^M# z`!)@`(e{QBr*zV~5`;vz;)tj^eE3ipMz|r24KrM$n4WxKgGt5>hn(lYK>qFmL0FKlcu zYAPY^^vr>LFsxJbq$rns6G_xDy&BAGcyKU2kZ^+V#kttl4NSaj73n%c&V%qaJ9|4e z0PF!9DcktRNyI)mK9&=U-~51nFGVMbID>#B{ z;J`R8QN+h-IJN5>)krT-x0ii@MW7=eeOIS}lJ z4^75$eBLjEb&0hYcK z1>PVq_OGO9da(O8g4=;Pyg4U)G~eujPra@vIgfqetJ%&^$P(<01EDN-O4LG6zk zU0jALU6cjl1(~S<{71Du))~9hl2RikI+Q`wRv6s3e_xcKr6p~4mVL2de;z)pI&djs zR{jJbl&x29L@~=I4Tl};Aa+yH^ga&Ujxe@_cbzNP&d6TTUR<JqfbRoi!p<6huMSc%PKjK?NUvRQa=qz3Y>EDE7c(styywz2{Z!u&V6 zv-a5FVy2nHN6GG(mT-uMtSrEX15(x-5u2S(AD%)lOve`DIm-mF7uGwRhndbau+8mY z61NI#88_2R0QV$_6+#Dw1tYeeiz;1cdasVHmcVstw_M!NI$5K|D7LUh2NCBQ8g~4hIOaJ+1$e9w+R)xP;zE?PyO0BebBBSrrk{h(v=?sJbL$N9e1r zyyDVd|LP@w{+G{q>eHdU4B1v%x+O^~*nbUj3L~XpR77g37pH;yG*K|;3cH!MgdC)N z{8ZS{OBCzHd3Ba57{Sn9%KEj!Z`E#{xwN-*j-;xo^h-I)vq;U!N3!m9ohas4SC!!A zVlBfe@o?zT^1*0@vL3_nD2lGX{)UhK+sCfH@=6Gbf#!e>&vDh*+Kn66u3IxutFB$U z=G2o;z;8StONgI4kxz-5nSSI8hpmZF!`#Bc{(bwVCTFg={PIhF{!7Ralxtz|Q0BI9 zZ=sG$Skxgf6<*7n6lQU~#x~9oRt~W=0c<`jZRw`vU`pCmhZS%^Xwuz|U~RRfd`ZAK z=EyK-7<560o6j~(QeG$!HjOQ+il%VvFNG%W52cm5K5o51iW=G5F{u{lUTMD&;j2sd zPfEQkyVda}lIul&7~>}jh3U$k^vAIt%N;@oJbyfxm3qq$M%gi-H+2 zLaM3iAebyDMZh`_A3X5uU;g4d-~9eR{KMaQuE$hx*A$ZJl*BYqwjFy+g|8z;2S^|I zNKqfVcJID-=T3-z62o@<9-77|QnA#=`NZq}S2q3&G_;B}4l*?(7V9P$fU2TyP*HV& z+hEY_%B!#4ekX(VQl+WXxCSI0MgPdq+BK^sw-J{ZuGB7qfTie1unQ=jXFTQEulc9f zLV54my?1(HR-{tm2=tJ%2O+ago9&KT?AMJF;Uwl#f{4uG6iylb;l52TOrru3I&pS( z){jWb?o_K0!HiZ7^3SHxol2AxDPvQx{4PrbnB9%Zm6OnfXf0(@?MMoTHqoM%!#R-f zcC*oydgS-FI+@}_&?kVgTD<2{5i(D^v@lm|usK55>cEvA9UD#jh-FiD;`=SkmAK{O zW|*0su;~bhW?2y(G+eO=cDd$A;=5%D_$Qd?u$2z%-4A02E9c;$ zY1Gw2GmnjoY~8X2;|Qdn3A$l)WJC~}25gGu`T5r3JhLkSJjm7}GfJF#OxDw{z~31> z0LXv0QH@iQd1f&q5Rh(!ZA%FW_oMFB(NPOewN^{~Hk1!+*ccv_ETq(wGA(iH16;3R3b~_fzxu_`U;HO8 z9Gw_llAKGqd0|Z1?`&MR0X^*(7iX~o4B_Xj2;P-e|Ngx<-h9JDAABJthGpge)_zcD z5owe;*tZhO1`)~4C2UOOb`CQu3fT&S$b}lL+L&gSUG_UnYqwf6B;bnI46ulUf6m$G zu3fv9mQ$Qs5=atNBnM>5lPoG1J>;TKed4o^f5KxYRx#**>S^1K4#4EofQbU>BWR1X z!|og@g9#ZY=+g3XlCbL!TKaTg;1kYlvPB>iHtDfCY-&$$mL6E>v)ch2KUN287ed!* zFSVG|34`hB>E*?FxUhaZTwHF?fx4s;EeU}H+vm9K_A@^>pJegSU=ucNg9s$gs(Kwi zM4AUyh_WlgW&+zpEIMG(Uc}dz(0;CB28$r?3Ns7%$;helkrA!HhgWHg4CCI?Q{;4V z#zux6&x46J*cd>Nb7E<+T4VXTABG*+D~L^*bpBGTF=oHns(Sk1B$f&9MAWie)1Z@M zL@`O&L2sPOVt;X1qZU%B2!{ejlP@;HJ4E;xRqX8eNyB?rZXtRhGfh{rY zz^VZB?eOsM)YLTYIlK;J0v2W$mlhY$g>cusI}sf{e0UPd$z~rU+G>51t^B&MstF6! z7<*Ty=OpRfuXbsZOT>s}|DnW!-i`cN`sWdOv~01?`=TzYFACZvvq#}l-c9#BGMQvy z*msK>u<2>|p%QHndZOfjsh!%UIOr15!vAB>tM1*q_qV_PP1&36GdEJG*<0>BxOe~f z*y!NM$d=8U(5(sIM%NhJag@#?MKd!yjb)36bnET6`O;7&@&hzffI-i&9rBX`E+!xn zUtCy<+QHI7Tk22)d>vP$h!L`=L`ey_hL0JPO(Y_lVr8|L@SsWDCEN1+f+{!1BIX2J zt;+c)N;H%l{6I`Rd(slS2Gd^Kfhm^1y-XxN$)KY!q3BzVcy=Y6s#uGbP;E0nFT*42 zS(tFDah-^p*;;BlCJ0+barX%?O_Bl3<)IP<&%%%z_JMxp`j|<==g|C209IW(0fX^Ms58D{9AL!;w%nHOCm>6G7yPMr9GLHIOJF$!g&7gwoD*FN2C0WL!xLP;zOy-SXf%J1agZgKgy?dd%?T#`K(#?eCdbCPG^kBv z6m0VmhN1Dq4JOiKV*DjE$O+<3d9+Rup>Zj2i%6&fLa|x zu&-jmoS7IMVbghHZ>(mu0dbQFW6t*N_uO&EZMWQX%l5nPMzrU;tFE#vhC34`uEj+Y zEIbZ1M5G#s2?y#1TR*`%#>zvhXw6%Dtio|E#{sh|Q?FwffK?VmpEF*Ib8zdwj}_FBC0jt`b);J?X$Ctm$lDV7Aub0inFT-61rK{7>D9zZLlh;= zS(Hr%>k_1HpxVH4rHBgye`yiuO?IHfxBQ?5%_{9svM`7b?AeFIKKaQ{#yW?dpuboy z735l{GTX9w<0+?}47L_O=z!G^&Wo000dcV$1;6{l@2OY%ho2JyeLQ#5-AiRJ2v!C6)eYIYc zN)1}5$%2&UO)Ev^C0^3Egl4xb_@&ZuH#MS6Of>`V2khRQxTI=vCDt49rV14k)d7=$ zqLr%zZE8)HDaD0cN?KTxhETZ?eH0oBVH8LPgLj73Ou*g}0{TM|~*BQnYQad9#@J*6ItqF<$Z zpIs$tuF!4yh?Uw}`_XA1CpnhjKT7>2DEGk=0Kb1j4123UK1i{kv|y@#gKf-*eB79S8RB zo1U4MY7r)oz-zi{^%~%@wr)CRVgjZCR0tkyEagW)R5vUpeCqhibIA5T51>oJYw%gL z0-4J?*)U9+fE^4C&_JWWqD9UI-(tT*RGI<{iG^f27MKKEv}x^Q6k*mi;I_K7ZV+;X z7?CcVDZM!9$O+qgAxg=N{f17qzg#+6h!IXwT$I2yH4Hi5$%Z(G_iJH}> z06N)UD2M{BXcOihg1Z06{*D|K&hC-0=6_u^%JsnHATtnT3XC{7&x?ad@Bq>hi=I;% zm7^^MlhKhOEX#Ml``vGN!y7EioS2xv4dlvY{bP!@`1r=FU;B?A`M?M9mD!~hlnpfJ z5e9dp&}TlSrG~Jm*kF}rRt%sFiG#`q@!4RbhK|h7ectn~z51$=u~o22smZt*;ND8Y z=;g0??T0?}UPM8rW)?H(Zz9MB#c8UW3hnZGzr2W=QS31 zu^)CAfwqOd0Z&@qOgYKes8o85*^&WD3-~Jy62hRR8wK_V1+HsJXL+W~qllkCj4=np z@R>SNrto?QJTDU<9Kn@%R?tQe(;SY5Bl4QQRH7Pm*-V?%iHT5oRfJfA@Qakbf`r9f zw&2D5Boh$}>^*xxo;7?yAr#}-<*9TR(jkw^DegE0&A1=x8Nt z+YJYmkJ%Ib{i+6UXn~s)RAMXXjZA?=MZTA6s;|9-(HkHQsM6Q?NX6K<7~oR~bi!n2 zH|&)|Sxp1bID8B4+s3u)SB;H=Ne4SZWCRI95@d~B83+wCr~6ygiTx=&gM7?7-Oc+ z=5xb1F`XRFZTJ~nKBj9)62c(AlRS)sxEQHPW?5a9iW#D20@Hc~!KR$3itq`;sz+rx zGdqKa1}7XcO*7$LXn!2ByZzu`{dd2;;&G3A3;>R6)~-n+VQJ(%GJKW_v^H+u_?_>4 z@4U0l!2o6#=Xn;>d|=UEZuP^fut>WfkRV8y#@HSLz8zS-j8uwQv9g4H*5x;`1GR1tQYPr>v`?R5NUu3g zdpize0#j`6AtE?Wk|a$$xMEmZOBrA(fif+eXr1dhUXxgzov?ZR1w z4|AksPbjCNkjksx(Agrx$cb^e@U&2gN5h+ChqH|7D1>ezqSfvb@hjWo7q&yM8U6|{ zLC>Xq{;h)lkpKER{P0XbM|2r<`+!Hf$BK5KX%|C!#F81a8;Yv*)LW`=W|`hkEy&dS zz$sMg^pWC;}M*yspsW^{W&(M0-(ADjRVY zGrI|=a)|IRMER?|F{hZ^T$#$p5oK|}I+w_#9JDhYo=89GGGOJkUAE992_RZ+fjE^N z91|$}G)&1eL2Jsw5D4_9*wtRKf*&WQpJ1$jQjl8E(z8?EC7g)_5t*1k*v;{1*JHtQ zRH@uKK~G2eyhXiPyd5O3ARbt%=Ol1O364eS0?0$~iJA8sNr+RXEE9jnB5KdAL<}R? zE>pz>gGNm4qM*iN@h9WAT;8Uo3Y%Z2BuTaGUMl!1qO*Fl3y4udxcoyJ?sb5DHY(?0o$Pi)$}Zi!K@PQd~ud0y5$ zQH_%F$uMua<<{Hox^rxNY%@C9xvZQxboelA4RAk56H}VKFgk`=X4~)_&yOR*Rz=1j zw1sCaEh-HpW{{Blzf>0TlUusoF0D}#7$Pt@Dho;@c_BCk!teR4cpUy;0a>Y5d&p{23psCN-!0MBHd3N3c?1D%^pzhmI$fMp zB)*yr1<^_>jeD)4OVGy^ojmnh{`DLg4VOi4b=y${7LjpMYZVQ)I|^} zRbL3z;d*Kv*80%PEMDJ*K2G5qZR) zQ56Z;kzK~fsB2Jc+1kI4sC+R!Dw#;k%%mc5ZE93}MZ`|Z6p;3w5w_1XO6ZNI1m51Q_^T#h9zbc~|an$k3|#~Bxs)h#mR9g-%I9;;n! zTqBjB#bskt7n(_^gp0P}!178d+@)2wX}bpeUr8X~u7ZS!7G99@$vIpVQbd|jYHAuJ zqkkfxVM1V~!+QW>N86u}&5n+Pm6QM-Y5yP%F;XF0Oi@HBxj;Qv{jfAv=|>^R)Rsg& zZKs-5cx2#$cp)Y>-UEdL!&n^}8G(L%$J^fj=C{5MJFl7;4?-Uzh5N9bR+Uj0hkwW*m|+ks|gx4@#Fg=X6*=>9G1vtR!5+u!__ z$%B)dw;i+f*sYLgs18F>8@csi$xxIh9$Sk$xN+;&tReIzWvpXv0YDe0F)$dgJvb(y zvuYd=2UMuqaE~-g;aG5VYswJ?C~d-AnuCmv0qeR}b1Z@cP?BnS_{&3?D+cf3jG0BE zUeo#C__8I2l_XH{023xku*m{U$WcTKf;eee=7FCXQe0p=GTRA-5p#ue+%+9n+6l)@ zb;r_kTc)O9UM)eQV@Fr5F5%CSj1AX?h$St>U^t$QFR5_V@TH%v0s6eBS^?UX7Cu_H zLR=_UeNvGgr?Q9aNwKNm1xuTziE1?Siu0U)uq$`vMIz8hYK3kJi4sYRt1ErT0sZDm z*}Kw0QH4=%=TH<0=9*w749Ad-u1{%Wl&;&Vp{z!ZqI{_83Jd+H&1JP6rlx{dlpZ8h zrzMX-60MMtsoZyq9Ox8aCi6Dry9iTCcGh-FrzOsl-1R0FN+ds1fvhSK!fWgpGnPpf zKw8I+fnmTRRawI*kwqvKzS7YcuDBnjx)3(0IvpO8XQGoqOPs@ZGDe~d7aChI?<`rT zdf@AXhCfD}xVD?w3ALJwD;IhS+a#P{y0~Mii^nEza*S2UTr<6jh-M7KrH(C(pLBOE z%0!y(3|Z2qHw0oz-#upCZ^lc?c%M@Sju}P~icp*01qdGCGq-gDnQ+$RVtD>s`FqMN%=H`~DlvtgemmIdi+ zkg2WBo=ki*u^k)yL5^3)%8EPf!I5z>zOC9o4JJTsa1iMVTvD~lu5is-189K3M$;n^ zbG=z_U^P@-CzA@jk)hFc=wq4>H-;lWtJBpm;xM$3n5xwQm}#Q^1wV}@eBCi13#xS+ ziDh!M+ZhanlmoJ`d0uT~l$Ei5WDg8k#26EfY}?F9Wom0HAHHE}0=A@9unaAFq77y0 z=Y?B_RN#n+rlBv(o5EFmct62J>rkPPz?nVKLW8cQ5G^xE5JwyuJ#s^BLJ7y2QpIOm zoG=j$y~Lo^k_XVRaW{dslfT6@`J&gOhdUJVTci4k<~{o|p;-?A*+*~Q*U)7GIVFmzmg)z7-w}1%YysQN>wGja_0EqxRQ* z3%bdC+#+U~lL7{&?z#>b7K1dVkR%grm6}cZbwFOypyTd209=?h)SUOHlT(*FOKn0QgKC7 zi;YH%DkX0!Kl*($q28f44F#!HB(QKbLRleAO^`{89>QxF^NNs8tT7>>eYp`m@F7bj^M%I z(ohF9JvZIK255N1e{*xwth5ee3=7``!(yE9%!u>u+p`bDShH>o&Wh5cx!F1BgNHxz z;(vI}Yqo7WK8>{^P+Ou&6HLboqqqUE{5fYn{h3ey{O3Qj)LIxG8)M^)GzS_C4i9J9 z{N%xduX)u!0PlOz1s67}EU0d^eXZD1X2tSk)y31-yr`(_Rm0yDEE8={Ko4+;JMP;4 zj(5ECz`ot16RRO3cpt^X!C-;xcB;*%KmBPZpR_GXh)Km0;k>gr-7^WAV_pu{2kzao z>+NrTtIGZHwQD)^v(vWgRu0X?alpz!>3I%67>9xe!D9_0 z+9XjJa2dg%Snh}mX%YiX{8(N3wO}KPp*qm4GBs8MY|>^w(Z=RuHm^pM7OkgUE)@0= zw7sE`!Gs-)^Vx|K;g77GKw;)i(^3)m!Rb)-R%ONM6w z21y5z6i3ASY))x26fjh8;;dMktp5s0L0+r7saj}U;JiHsTLIQ_quWvjfdkfAsK{Oy z+Aq*%(#kS~>!uS2bdMy$poNflL>z2k!Z`ad| zKRSqWW!R@z{8}8RuQSBTtq+KwYpFeZ_m)%1I(oVSvfclieJ)AqxOpegJ}xfBA7~>^ zk@TXh3Wdi{`Mo^NZfK%f7=rOoNlH6;=+N}cENU$fy>)Cg|$ zW70McL#d6%x=I}BfWNfp$IR(l0qgH85Z_72k<2g70 zLDn`Lmj-_bO=$!BjAD_Yfkv7zR@nh6x$5FRz{YFVVb61p!oF)FG~OHxBO)dl2y)#x zh!`^>A7m)C$}@*1XM;AxGAXfe!xBr{bluCZ zxcsS4ecJ5I%-HHxI9eD4RM-5E`5-{YaiWt>KlL-8{`5mGBv*SIs>b)FleQ^vsd7gX z1{nK;oTePEPzWJ;VNyW1V0m<+@K68rMc@7AH_=LFd~5>8Bs-=g-Dl?(+pYO0J?)tv z`?r5TcGJ4K`DLFRJ7W2n64#X;@zsV02>FkG_R~Lk;h(e?idGEDC`3ROrmF?po2ki2 z`f5Y#K(h*5&T|_y30x*iw1zH-BZw;bXL;WV0uI1{P`)?isUvRKLhBRPzl z2X+mT)LL9xX86;9q$gMz`vCTU?};r-oSJ9_kLkCV)$c(V(QS2DagycTs@bKUE=a98 zINbE`j2iW-MXwi66=noPf1C5))`sl(RLSlsFBM+g%~s)AD6^N70zN?SyZ1v7-W zYH50k7rws?50flr0^MoDMu;Mkj7C0SSD4z1%gb9h z*mqfbzTEM#4x{<(Ni0gA^-*E1-ZZGTTm}*)pB85j83I_a80~=w27uj2lDgY)nY|?YC`@S> z-DpGsBh0PWd>^$lsJ)zxV6XX5Fh1cEmg!ke8z^Tm)MKp@3uwZi*EAkCuU1r|kq$p6 z;WACK5ecrl0&y?AfXv&O#7q>3p0{Xu6P$m3G8evO7VNi65fk_!w$o(>aMTsK$Omccc z{;Li;_Qi!r+SVi>S$a+mGzJkv0zE2y-Kw3z{e~x#7&rn-7Y7HB86RRK&@zz8FwNYI z6AK`Nagkgk9hsvQwV?a7$RT^#;&uw(gnoY-TWu@-k z18EX2%rA@%4{utx0qDWwk3IId&D&N@OdtrS6w|)%^Hq+W(LhL%GLng`vQ$_lP1!{D z9(^kddM%GFdjtAAH?NBhomo%x=YN(RT#lzK`nzZ$xZ&NF|H3buTR}&|9;qV8V-j4j z-G=M@Q`H@@y^_fhY@~V^qT9`$QiA+M1Z4fDO}E@~%bz~?c{}dD=cLn4UAJys+i#;e zE#$i=Wq1RPfw}oPu}5mH1(t($IzAn;9@ags7#vIMfUveT)VwFo+VjUiTwtm&}FSj{=yP zeh~X{h!c{?)Wm@8gcTwzS8;4^VL&~k&;m&&RAQ<<2e(C0Z=~F{VMRJnDsdDA0lw%6 z$t46kqwcoNZlsAx&M3S?$^k)5r3o2`U4u}(n7!a)o52?oR*mIZSkh>Of_^C#eC!#n zVP_%h(V&!ZY6_je7wEs0NuHF4HBGG2gb6j71w2_&^PGs{KZ2r#W?Hv?)8D`9HGlS! zzd)d@-41N4faerAKYRu92=?A>ci#T^$31TU-u(l^L#XNq0+Igeze((?y|j#rK*zUN z{@trz{Nfj_U%y&wu$So>v3^iVv`qnNsiRzOs>xd_tF#}#xMvpctqv*`cQQxDVcrc74MQQ`wSD{k zeFyzc>+s|x%oLOzLG+;|WnwVD;@LI7EqxAzO^1bXaP3la8CFghLeK{ADiV4+^Gov( zTkQ5q>hOrmi1hm8c>`@UF`WUcYmv~6e0Eh^TwYk5U&6IxSp`0O&iY|Ty8w`@G-Cmv z?NT;}K2iqY@eicAvCsY@hJ`x_MT3cGGmmd#aynJVg0Z~VirO9N5mZYE+w}!JCTdM;-K8Aay7cUUc&!UNO1epd6q`=9iZskcW4Y|BX1IBh?YgrYi;^@`B$d>?P(J&ipi~ih1Nn`2=_08grei?aS}E^R8Y1R@+x3s>Lj(czPRGu?w>_O0lsJ(XlbdJJh|2 zh0S(_z{w7x5Oa+^2@*zZph8dxUXkjo1=!%2bJDn&ETch)*A;_cvP5wA@~w(18>k_O z7xp`(4McV^>6nxjhA>_bgMppNYaK-$z&(ZOpJ4$9I-rj0z?-IH0tmeiYGU;o)>x|Jk`OcZQy8|H_vOFm-h0Nk^0laH+x(FoNMBYXB-+%Dn+ur$( z&wu)JP~0Q1&FghyQFw_o`R5lPE*8#y@WVg#iBFw(`iYaXXil+!*`l88pcVa zXB?DW;M0J>-Hc%1#2tcT4b;2L!;i)p{g5si{V^$-o1U4L=wi4qHxm)*n=^mT&rL@y zU%CeQkx-mMAkIwBVhN!Ro{%lmqJlLtEV_kdc)BKPFA!IRCxqpb(fW7&HWZW}2W_V4 zDp5OV;k=GvqX)j}5bBBbg>{9cMp;6wV0D&SBALA)AklOJeJ+ICu5@_@%8LPgn`Mku zyGHYfSY-s9TBQ!Bb}GRbwBljhjQ(xnISz6;XtxLp3wIJ{k#>y?PBKeuKoitSQ-gS{ zi6KK%8q_pF49IvV32_M!Ca0Zx>QkQZgvUMl(Ob716JhN`2@%T2z+E>)bN^bCoFh-W zIOq;5qw`1Rcv&$CdLI=mtHn-5)`1!{f1Qi|!aqnADPI(7>1|SoTdFM!)gZ!FlKA~7 zurgK^hf_c}jVVD=Dr-un{x1zvWfI8BQXC2y|NH4re)7(@zkTnXz3j|XWtb<`G(7Jn z`Bktk-~q%D?j5fOCasiP8T9uWHB30%)lSgn3Qs6Qk?M@nFcUg*JkENmhNY>Og zVT}!jL}at79@f6Z-kFX|6DlNV)!0fMxc_3Z<3$3=#Q(4nm_$-1+s42=f};$asFKn7 z7^r&?-Gd{;LnFfwm&3z@rbR#$B5y){=YTn9WOM?3RE7uPVULhP&#A$RXSKc5tteq= z8Ho@CY&|_Z(12b0XMg@@U;FCU@X4w*>nw~)Y~4(B4iO-g4CbmfI9|Wy*rz}BX-|6M z6VE*3w6$wi^#Kzh6E)++xp)611+eBXes$@GKJst3-grG!`r0*XEr;Am#KbYwQw^8> z>6t?l>yG)vXFmVzCp}`>PvHU3{j~DBAp+ABVp+(4t=+>*C_nQ5(K{p(hTWB8Ep|_| zZdwrWwk>!D=^+@~j#aO*lWW1QW0uE@6pCeejE)^?|$=+00l8ki}|+A_^y!4IlN zy0+jKaW4nqu1Syn2%>+ls+QciFHlC^W0p#XrAcMCD`Kg~|4R0YO3?(gSi?OA_Wb)S z5Y5|C;j>()WjQ!>eANVY`q2-5bp3VLL$BIoZD0n>gIurT(E?!&vsy`cDwuHU;sybc zgAmIya*Ae%e$3AKSx}B(UB&YYOV}@z{{9Rk()3My+7wa8k1C0TL4{PbLJ5VSKRczv zpg^t(a}FLNRe}Q`k2g9nii{F3(o%-t7_(UbY!mvlSQ>6+z(26%j>iZTl_1ux;DuoO zH1OMTF=su;%S1YmwiHsl6QIv1+ca8849r?QgB2tpL=U}Za;s*pORiR2vXT@M$U_H( z6az|FkJVT8Yjv^(Srmb5k`QJZ&V6D#6)BkYfiuY2eA?SJtXFS+{4D-f_B8Xm(i z)T+oq6EHPsy@oAho+WRwZsXRo&pzkE^Ugi%%+t?0`;4_~*Bwzr0&#Tc@Sz>|-Fw+( zzy0MeesSYXH{nnXcqYSxJRo_*n3f_$EVd^P-e;KJ`#<*a*Z$p0J4t17ay}z*yhvn< zcjiAK`nz4t`8DAxP^wX>V0Q#W!nM<4OpLW4I06JHxovG1;V;qtWa6{LLy=?;?EuFi zparjN&*7zqiMIEy$YD+PtD!EG;2%$r2)P~p)Pi}4xl~!X=;l0a?0PK%d8zy(!OzQ|277fX-A8Y#^ZHVfe?ZBMi-bIm0UBzlq0kyVPz z%c1s34g5t+bl3JmHeQcBhYAl%lNlt3WGwO>78WlqGHZnaAYN*jj14Z#K};uY(F&Hy z`$pp@BFMEl;Ney^2Zl`MUf4GSc`t_@OsfzGm`1FCVJtMl0v{O|g6}Z5JP$n-cQ`+X zC(!n7!ym4>7V7_&8*gm7E-o3#6_1on#{BdQoSk}u{jzWq{B{c@8LQT;ebI|v^w)p+ zSDQC)Y%jH=B8}IfwdBmsqc4z`6|lQ494$5aqD}9%;qX$wp9;OgxDE- z=Y9$irRW#ItXPT?N~aIoV^m7zSHc&@UlPtTjsWc!G&OA=j-JwA>w|EVd?==%zjH>h zE^(x~9(>-Ev#y7A82RL@lYTE%?CY^rRt7r)Py*Hy#SEvwdW8)|a{x#c>5z`63*8VA zz8k`JCLF>~mKWMlC>96aXQimc>Llr$)oQcUka)!~#96R|YqLs|fNsZy{>I`&i(1>T z-~#~243rDJhX#Zi8yVA1;Y|HW6~S~CZJ?&K@=I%GdY!50p++D zwgH2o0)T=3Pfh44g6a)S;1(V@80=I`u(UNLQU$ky>rX5=*c}FSMu0Vv5`NB>6){fg zHL$$ubq@mGN83e)m`vDj8PTf|zojm;Y0NMBurZ-3V8!6kvAMrT5yC{6)=)&sCv4^z z$@@>xFy;(#w9w&5bwH_rI+b!RrbOX|1b#5TxWHt;BpCp?!v&(j2C_1syf9_1D9~HW zli5Q-bq2OH17$hJe$_QM{KG%J=BnTQmj3$?-W$M$OIp|_1SP9LrC~fU2GLX(r^0S- zgHZJGRb%I$ckT(t9Y@h7HA5kTA@|J+nzwNeL_wC)2sFCGW(GR>Pvx^MiWB_GD zr{%@=;R8F72mj}PdCR-r{W{3D-TM~P$ak3I5G}>l{UkIOtU(d3%==UsP@*~Cw~5nQ zRgbx+G^Idfj)vL&oD+yW6IK+%Ka^f#W;#tbVnVdr5Lm(m9;gBcm~T%U05}g{@7EP zSdxtNLx~}AVM6kWW|Iz^(wKk;A{vs^jOjv^%pG1!kmBP88m4FzFVx<9K{9525B(gGCxaJ^91tTKNqRb+U z+7qXr)K(H-##kcCh|J-7V}EhUkaGf4^gE8S_Sm!*6B5=~tY#p{GEVXsmPJV#QzFxq z!JFn4%iRmt3+>zaIb8QnkXE0Vrx>NR1?xvDv&4W~z}CgCyGA zxK`!dcyJMAXiPG3VozaZF8~vY#5mM8EV3~}#glx)8{hSYH@&9jn)?p4;*c+_ z^b^F)FwmaTb9jBG$=nG$K^eFp`+>@CnB)i{B{3?X9+(`rQhC^xDd}W}>D4c<5VT5N zM?E7D43iFJfLu;y!u`XNfzrmpP>%h~WYM@K1fofryE~3ePf==Zsj#t-#T83phF)XW zAyK5nqUDhhaz`Apwv5Ls^(N!|=7_zRaj+Ov7?CzpWE9`w>d06aOk;)tV`@6#9|cC* zf#ENOlbJ?A;*1v}a4rR6=Ebh+^N7~8BEej&U$^KmY5me)XG%19-Lj!WTUM zZEtxK&}(@}aB}*;zWJSx|Hr@Y+J4vY5Ku+KaEKS@XP)|;XMgbh@87a%6VS$)FkkhF z{yy7ZHGxWhQ?{<*Uv?Cf88=n@WEtprB+)N8F^#pSdPLouM=a933Iys!?G3@vmZ@aq zd_7i1u{QXX+=eO8OC{1feplm7`dZt!X@dj_IB4EL#)H>grL5kH0%2Lzm(Ue8Edo+v zHV@G9JKJW?7UT3>kKfI2nYzUlF;5~^u$p$E%UHQbPdl}w9}jm=( zVd*Csw@4ze+9t)O@!rAOglgdGvsmyehP)|ME-8U+geO^|f-Uh9XpLh)$^ym*L^oVv zqM7vb*Qz=;vK5f6Ei`kC8sRDsFNL4);kXRlt1pLLaTFGf#?;EpotPC4Oe{fG-SFm7 z+vb#NwjtRzDR-0_GLndCAN(}UbKfEWx!eq4d*}O>MemU6kaX`+L{dGJ1+AG_g~|m# z{OW9!^!ir#T((vpx_EAr{L*zDno=i*FG&bAf~SnlW>-}$HxE9L-{mhX8KJ6TSv5Np45yb_4IVmwk+X$KA*oIErMvOrw>fddET<`%(&3^v>u ziiyMzf;eHX$`~Ib>Kp}NP(XkJttsFKqpLRjl+~-&p-1e(@*L$woS`o~Vx%~~FZHP8qK;Di!Ms;(@JCthW# zfC;V7k#G3=H@@}8x4rG~)M3=zY*@ST{qK3-V=jJJUyk#OU;XC4{_{UiO&vtjW-R~R zyLX>_<{2M&_j@1p$cq7yN+MQxh+OQ?%64Ua*UVQ}KzCS4=B2p-HKxn0cX}X#a_eP^ zer}X+JXt~WBIkwZ-(Bfz53PQ6#@D@f6@4uhfT5ya%PwTlxz^x+y@|tLg-XhYPy1bZ zKPA$)Kvj%XLS}lk+J-`-S{c#3v3B2JTp)xCUl)5x>uxYB6p{hK#K+F>=}7fzsV*(U zW~`eAotk+NueQMkfn0}B9$uA^d&y(OAv;o8BCN%D$ynRv+O%*xLBQ6XE`gXrlj1}P zW8xN}1vN+y!uqoyqj=(#cYHE@x(?+mL#z=6J8MrU{OQtQ8PH|&yj1HVbixV0d=dwe zbEHmjZCXh|BJq|qYj`!mHu$_;+g4&0j9aHTVx-V@g{bcLeldDv!u&Nik>;RmaqKR7eD{G|D2my zShHp|7Q*z@RLToxi)NPfH5$;6ajVT%4XlT-49ClWB-YJwIZ?vc^lGj}old`oL8+=o zv|__@90o?~?52d{H%12VM8UIfK_gb{=t_=EW`t#BWZ;i%I7r3U2Zo0MZ;LS1;o#T~ zxFwWF)q_K4IKW^z9s~Oj`$2$ecANmJ#Ejw$3L8LqKMG)fTlD_Js$q+1ler||1j5GA zW>uc_%c5mQ*FwTP86D45F|@2TV?vjZ--`Sp@lHx~=<8HUr7T+}HcNJ-AqM9J7N9!V zc%9~LwDOkMrp;3soa_wgFsCIVUV=@mdr3JrEfsD;N|Pw2NPER*GT%m5O~iio;g5Xm z-#_(nMvmh6;)h-Qu@8T6!@9LxocIwE7oEWW@`ks3`cof=ctSYw-aUIZZrb>scfR)- zPk%<6vcRX5l7kvYE!5&x4)J&6Kjq$<`g&!DAN_hs{Hi1r;s%ZT%gR(Ks2atV*S*T% zBhv@#am)O%IC$xO{#ObZamb=)N}5JgwT_!l$kLI@@wH!vhDT-iskY^$%}5hNg1Zo- znB5#GsdLBy&iRBr$n|Vf7gXfGEFYuNJ_vzTMPlGw&z7hdhDj_ZCCCSkb6z(Tan{+X z)-y>_Jrc@xY=waj!S0bh&b74(9IX%2&0Hr8=xv*b`KZkh60(_cZ=XLBFZ1!hEiRm9f+HIl(x;Tb z8Dl*duuV}eFrhR<u);+DEz%HR<*1WuNCc1$fsbK7Hj z#Wtk_o%T~SwM|`!qLtLga$)j0iVU%&7(>f|nhz|a3iS-3j3%ZiZ*}OAM1H#+`Ya>B z6RZ<@>j3NlYZuQ|((lp8=;-od3-asKQ%~Kxbqk3zTg#3s9af}ic(*~Kq_w$-#JwSR z0@%TpO=Dts3(xJvy|k;Ie4xu_5M2H}~4 z1;xgSi`>z!D5>K4`ek(C{#^t_f9Ojpek^@AZlCvF2bMW-nNJFkx3uOf;JV9d@4&D=7wyan(~u zQ$|MV!ZH+6^=O|20RyQmK6+c}za0X7FjwI-g+ZHvCDY*EwwI7!hb9l+vHf=FH$ao2mPP=kUTCMYjH$^& z!XRS2+F|mb5*x4(v46tueu>3lTlh)5C~&+;L`4VNBKh1yKg6NJm{~zYZ5HiVz>t(q{CUq8J4%5oVl(l^Dx` z^DMmUMAaoB-UvD&r(8&qLM+TGnL-<>FrL?-382Y{dSWIu5_oIX^kVD`g-7A1kY3y+ zD<+FjU|}W4@SJK%6gq4>O&=w5jOEa$b0DBYlppUuc)<7lg{9?%d1S4Y+8z3^iwnzs zfI)>BH!P`zVgV^4kR zQ(ySP7mkh&vx_GmP(XlQr5w)``(0vjGD|Adla+X8aelBlxOLNp554E@&v?eOzWjyH z{ro3C+Pio6%z?=Y$$Vhl))iGLMtvoMtkY^<*4)zTSJaMff?csBAj$Qz450obX)TUF z`OH`R?cYA*na|p=cC?*T7H5!zXB&EL7@N2L=3$utOGH75Aj@rkgh%i!ANJ6P?%r`P z=)F=4kD0==F*N9hjFkB(i2`Pvum$NeZe?h{gDKZqTHxf2S{bR5fkY0)vuS2gh|vr1 z87l=Yg-8_|CTz`vyavWllXMiZ3C zwg)*&pqEF<-K=>|s|CD(18)o(t2R(y4q_Y%MRxEI1_l8vX5%&ox~kQwGBL}NGvdn9 zgv`Jaf`eTi68vVOd@bdAH4vWSdIYAff%6c#XS#M6#TX1;L&`Ma&18nSGcI&6z}vRV z@EmlLZA-DFWw@Fr7qYZ4mbTFB#)xG?av}W5JVKJV4ntl9mQqR>;P8S%g2guAjPS;$ z!R$QX07e`_-^0W4_U+lT{r2s)$)toS^f+M<*|^{ARYD%9u+3xLD zHulqAE26SnVhN^4SBSdA8qM$bKFY7V;U`1JVW`T=8yX4h(<(^wXqU2Uqw8X#VNEWy zmlo!iARX8ztkW{+W+pI>7&8^F63j`)QyBv!(0j_6Jg|W9KtTDG<>tJln z5mF0TDeOj}yI^{Pc@oELCkgFYs3@Ag6iSZcCYaDnp|Isc%yI!2O?Xf^ilW4s`MCp! z4lE$jJUa*FWm4_M5a;MjNmnVuJ~jT!T#wms`vD(-N8i z<~anojFI38MJ#WG%CT|}j#)gz_G)1ivU!hJgMoz%4cD^kU>c(w7Wa=UaOk$=PB8T#4Vsu&KAV~2Lg87i zMXP|d>xPD!Aci{gv{TSK79cTLYnd4XE(Q?9?p=Eq=H{iI$$@B^o|_FBcJ^??;LW*J zMh-RX9;Zojco^PLN~n1XsKTc8TLMB1V=K3N)x1vo*s{7?Iknp-@ymaf69W&}sqIKz z;mU_aMnW^SMU1EiK`l4?=bK$xu2j*XQh*{^pmL5^QxLkpt^s|ij)1ABDPWu;`g`3& znfi%B@J=Azcl#Z;|K``fnE`v#!ouN02U)O!xo(+lNWRb~kEmmh0F?n2~LVRn4|s173B zlvdytu*rn9^2f1QXn;$#>FmH+j4;}a#!qG@VhGca$8Cnbg0sScelZrD%m6-_7@j1x zJY~YE@_~%8#fbu}{WJk8tiPv_*E*@2}WW|A_C+09GYO6bire%RhROGEm;Kd0i$12_(8-leXZ`L zr0+nW+{XcA4B>+x`taAi?sX4)*uzYNYQFG6C2nVGw6H`=t^Z8LBrEG4cO4#Vx)xm= zXz9D|+WzZb{_6L?|NTujTni`Qeg=wVE8G)>cEsLD*&ALs^d>uqQgI)rwsp&~k9yRj zpa1;lo`1mwz~}~XWq!UT#+Ox4uw+G3=%jFo)#S=pYDbM~DqtqUlX5*IC!ng)Ir7k< zL#-utvmt9PyQi_&8?u79^RDILP1|xC!-E`ToN^wfn1sRX+&oK&=V$NTxeNP(2Ylb& zU6a$3No<56+{}5_SOp=rYGVM>PBHaKu#9WT;!sl1D>pOO8Acr#AZo2YZZqr}?GMrz zG%G?-g$3f!du=fCsm-}kt^!zfL~1Y*kO@RB*3dkkD5R%02oFlf_V)v8gy6X=9yf=*bt@&(U4uboCA9W~)`fWsOvYfBrUVnQG%&>uD|F1yOv zlhAiZp*F%XkX`|!__T|wE(?wEA$v%e6+pT$NSJ-gOH1H&4;erV>b0g}vCW}n2v{f% zX}pOs3?CMuPb?1@Ql=$vhJ>YLydu{_*_4qgw1lo`%d4pKaxFAFHEdV<(+-@?#(S_$NI6aj5d;L!%kXAUQU#YO`XCY9uyR%*?E4 zPF1+iObB`K9E-VkXnO9pTW`DW`s;rChs!1>r*Pis$*Fw@4`h-n${W>LgnSvUh2etK ze$}eg#~*jx#TP#ca{tWJPsUf^y)7*+CBlhc(H8GIy9#4Tbd*G)3j75dY-9;AsCYw~ zZ0G0`Or5%;Z6)Lh67|UNyxYfo()+W2i)aTVnBlmwi;HuBXajANWjR9;JQX+v7#aJ2 zV&{M{58I{+I&|pb8rY4t6_x721bV8`p&n%;7L#H z`{HHSUiId;zx}owZXNRARRm~7^S7^j#S32ed@KV1mlYbwS<~yRb3f=#U+E&Y2X5(O z94%E~_C)^CM1Sw~?p?de2U_WgXuhi3ufN;?PAj(LbQGXMNNi-vLfSR@%bNr}`LSpv z9c(uUl}cIa;2=A?eDH%GeAAoWgf~IJ4I5rc)(r|^u2M#OT7gg7@_)7QL>!{f|3<~w zic4a?sAudDKf_oaEx{o4X@Z+M?EwBX=rJf<1VYam92(9t+GW_gDz(RvV0t3fc;TH| zlK40{BDw50Qh^8!`ugwdn$dTPKiMk|cZAEMVnu-u;VtD)_qWI#S~p~cbUle&vs4(? zr{iH@UWX=_X_J= z>7zMiWoAf6fKg))E`wLa;;+_N`-_|*5{7=jB+bC^z~Jx*)EJB`jGK`M+lFN{K0bQN zDQBE?(n-U^!|?HALdz`z{jvmOA0BLU&%FSOW+)iL=sL3+vROIHC80_(1Ypbx6& ztO|J>mRqpomRgJLHd&@|0|;^xz9ZZY5JwPzA)WDUt0sLGIHe+i8epDEDG$5;N%a6T z3@JrFGj$Q`%(9psF=_Qezl~rNHEW#VIl=|UfkL_&frckM_7y}@Y=A+6C`4EW6B122 zu{z=)_FL@s@ziHL_48l&!uZhW;ltB$8jY?VTbysbj0BZ*`}Vspx#XAM{NA^B@4Rn(V6kuY5JUr%@4*TZ2 zuwHmR%qL_HmNoLolrr6Rc(f*ans?xQP{_tKXM9*Og1ASaIcT0(IR!r;4BKG`&CDyJ zK4{G*iPxxgmX_Ep3!erpr|Luje18WSyL29FsL zBZKkdQ4KPbkBMAwc$fo-^Muk!1u>rX;_^VPF*-hmdx%Ggwao9j@QRGlp&^VGDNW0u z|DjDi5j3N8Mq?U=2vFYDG6`GpLdmZnlTq_X!+ramcdTB$YR#H8OgpzaS|p{8bC*l# z$N^0go0CumX9GAK?#GHPp!(&Hk^h-_h0I)R1vH>xU{ids8H`!U>sbUZoay}UA{vBo zI#Y;Skdj7pd}zpZEZlK49mj3Q;_p_p%ix3?gB=TEY>n9RMY2A`IC!kec zXnNX2O@@luFb!gCXcyBtaPm$=ARtkIW8*1|UAe!N}x?D)bLzKDPi-eUYc8u6JwlZ@E{@4a5}-dA$w#G4xzXvvZY`Q z&^M?KDgU5}fhjgNG1hEiNe;tEg{gtaAgX~pM!y|)W>aY#AXuvv^Hjx-`)(M!og(!xLim4YTR8)RQt}7<%DrTd~KFk9H z7%y!_fI5JW#M&?{JCbTCz-eMXL|6W)>1lE``Pe#1K!QQ6E^w#>tTRJ&(z9u)hc1ML zX#>RV67OkDtX_@W8l<{q6J`Ya2#ac%Es=+e3eH={e8F?U4Yw$4o^V|r^GBXqQ zesCa?I?HVqjMKqjgH9rs#6D(~fnm#SQG{FOM%@^nueuM)E~p&(dft^ zmcnm-^Ltc9UVpD5r?Qa#9GQjOk1g_4O`#};NNtOEY$m$6bkT|!5yEL!Y)HjR zN^`|g_J4MKEofo|r;EGEcQwz%a&Ae;+uD{9%O)0Fgo9;Z*io2DXA|FZttJsZg8fYr z&gQ&)#%9w&K~iTro;YJL(fA*@d@*6LCl1AtaA^dZ`^kusw6*gD0|+*e|EvKtj38{g zgkKrpC$L0|#W9m53;}pvf?*2L3Z|F`Q?J8_Eew0yJteC%wBgnNW?N=}fdKCgJ$rL> zX!we&Z}^LszGTPkH;<03Tf2HZt56RuM4ccDaUr->z_T5*Vbfr>4g&$rx94VN9(3;c z|MG^{U-Y00XJ!|0V>S3JEo@T_n;a3QiQkrN-J0IMu>O%HvtahSwtTrjER){kn!eTI zfW9U|#-81~`=U-qpoQ$A`+Eev8OJRXSc#1!ST8S(l}<{Tx~zMAvD^wzC)LSHVeLs6 z{qW&Klaq(pJ1`C{p+jyo2J3_5vOs%P;sGH_Np5IcGLRnq(jP}DO>W$y?<0%8c+KVb z0M?V9?14Gbbf^E_rugtM2$`033DYsn2QtB!l)zLYOMzfaO$$Xgi5SR|?X>||LUPq( zI6k&rHwpq0axobT1YcGAK>Z(VoZnFXMRAKC(qgkkrI0H=Of1Nk1npptWqOjCMf+n~| z^{u723YHV&C|sFrijc5ukbI>nHnu>q>yg65wkh;^Z?pu=u~VLt zEgCH89525N3%d!40*-^z{V}tYEZb5pM#n>nA2EN*-26ba#R=gF(2!E-P?;DV!XUr- zgP*qq0&`k(FZ;>{yS*DUY-sjszJOIOez&848#f5cQkc~fF)`9S4^QOf&v zuY?n*xR_EKQBCa9zOZ`(g8nP|zR?Vf^FUBu4auDyL_%TJOL=XkMbPm0B$;F8*omqu zaHC9EePkV_glEtNfeIB6t>JLu$SWFb1r>h3=bQM+riV+oESQDvEMT=v#cRUDHx40YiG3Z2K& zW=xonFt|hsKuodLQsEI4B3YK5*)&RdQ9MSh4ZRhsBz5yi##hokpEQbOBk&O3;e8a- z_VCQ~-FM!3^G!F7ubw#n{B!X|xbB0}VH5_}eLHvm^~+y==_NmF)Y;eh;N*cd>oV`Xh6lHS7qW)slm3z)b7F8M3fs5saqoMrbI7VbdHyj z$PuGPMQl;{i;@33ls3dT{{9oVso0t80r@dUUyvIJ_@vnN- zE1vl1#}FI30LXGe#&D^8MAQq<>?0rlxA(mJJ@Yg3#~*k6o8R)*=RW%xSw;XDPFAcl z-fEcMs9-P%FrB~cj@wsHtUlq`ZJLk(p3UO0@qonOXK9}8vUP#zpzX;TaEmHV z=m&HFaR+KZ*a&%_slkdApy~>ytZ8U`o0$R!Hd}4H_Lo>`mpURDanPyEIA}gxBh#gwM%Vy~&rbxiUXZwBjS7C<=K| zp=Eg%4JZr;K`h%QlNW;zW0*jcOG>(vVR+qTYd|Lu=b1@0Dgo`1U~J&B;g&hq)}*QFh-B0F80mEM=K1-p3g_>xJ1q)+=}3~ zAIA6WzU%kD`^|5D{o8A=yKZV``X65P$|pYYvDiBZW@G8PBMlM`-M8azyg;ol;!fZU zIkbQ8op;_2(a*|fKUNNZwZ98|j{? z`S`~l^RS0G@ax0Su*u453E%YHyLNr$OJAEha0p`U_SCo^tH5$0Eao3rBR@qVHnV;6J(fn#8&= zNMH~Xdu#GI(6aEVF_T%awtxz}HnT65i#Q?xqcig}U^E>;t6ByIosDbPoOsd+#~gEv zw7jn-+6Mvuqrj#OrIa^nZV_1|^aA2-R8pz=xw$Qex}U|BEK($dM5no`X+t@YjYJ{9T7PPBX~>_p zvIHh#Yl^6lrdJ}|bUu(vW2RFXtJNO;;0w<@_0+4bzWN70{K4;k`@4JZ-Erp~w~y3^ z{Lsg_*KOW-)>&sg<;hQZ%HtltZuKhQrcg*!pw+W-(|c@X)4MF$b?Zv%vb}%A7M|rl z%d%eI>HA3EAv#VuVPvyaV;HhJj_hBQ{;wo2g=)HG_kuSqN?5 z$-Sk|VF?MOF)zk(vs64*lb?z%cZ>oqmS zOC)jvwQJ^N7qXA`2QXRQL)9T&&9$F1xY2Z~#K0wS8oT*1PP07jo< zm{rHC3UCSf0LQSTP$2V2QYcPY75+W_d^%bw~n>HE%wGZmb@r7r&(gB6uRZwu2O*4(+-D~9(6xEzZ@%f~T|0Ne zl3lxQEh^0RMw%Nx-A2e0qC^|s$#dMTQ} zz4kT#Soa1{ro@PiWg&BpVeGhfFY=Ig+;zv)%q*NF6txf#oRV4#h=4u2_rO`hs}6Mr zVKuOAT1%)Z3sSa)j@Tw&INbqo*syuai~r<>FL>T_Et@49%S&ORY)eJ^3WD!AM(IOf z+j)cWG~?haDK-HBlM>Fe4Ares#`hBGT|$I(YDNSQCoq#BrSLwx3=+7RI5mezBZq5? zecvQjhLI%|+Evs(SSKvY$U@dGh!rmipwCcN?aduHbT!Be^Rt-jYLlt{hy#BzjGE2n z_)zo7kA2j6=bwAuJv*+s_S!q|*bXs){+%0+-F(`aryqa9i4!$G8nk9Y;l0VskjoR5 z#beg%)m*l|`|W*o3uOCaK#O{Wl?O>>T#9GT7ziwSXjjg$)5mJ>OnQBJ*~#I0SXpI0_ER@qzorq1Om{4}lca24TX?gFV3Y++A=qT5w!8T&$Fz#}WC%rNtoBM$ z>XFQ?Vi;x^1{Pdm*W?kYVP7BSk#H!<{-6B{s03dI1-jAYI9O7yhXQ#ssOHvk*6kb?_ zr9H8F?GVzrMge4>YR7qeCEHL~ocwhYlZ@oWv=&Y}~kQ>z0Ps0Laa?EFhiv zP#oJ917fMuzVe!@fAcFqoUejs^Wwkwv*$efIkxA(oHWVVRYCszcfY;j6aV&^JMX+f zZ_Dt+D6$a~6QjT|EiSPwgqH0Bb%Eb&*1)1&SGn;VufPvHfvR^BJiJJ4d}Bz5{{V`V-S$q&~we4ZKB*dLcgNjP^9FwY8R$- z%rKzmk!u&VClZw4bcubcw0grvYl_81l6C>5UP(t$Ot5FyZW>=zveK%oQRH+QhA;!9 z#wChcW%`5VUVcii=!_rC{n9|Cw_aBOaBKX!swG(0?NlHw}l zt(9ipf4KZ=a9G}WR=t?#5}IKt`eI7bDRp#EfE1hgeAZlLrkY6Km>`L z`?B43%guM(aXak%7ro&5sIF=gL=cNYguSiB3G7uQJ$+MPT~Mozd285N-L&F77RN^Z zwk&*;__V}DqFu#{{Me$@+ZcqABI63_2|PoK_Me5*!E`k3KpAfRcH6Oxv5^sm5bM=A z3k(rEc(^stjrke ziE>RK`CnTVh5~f@+c0Phw4e&noNd7^+}*pMQc~~>nPV~@M^QmqMZ3E-0GT@s+Ij zR3h^cO;M{McHM!Qncx56imB-t)1)IYGBO6S0*G)B$4KL(DY;LF2Zq8d35kpkQCZXU zYH5&Yj1ppdbaVv!v%uAJ5hJL34oDnvnP}wQYA;voWa-OXW+9Qf!+mZ#&f1aDrZ>>^ z`s4CZl4=Y+ibC6DunTWY&CKlBz30$0+5jH{ZydxwSVU0f1CzHM1dPlQuEH0YgYks3 zGZ6hPLt2%iIRw^!z0MviHKOcYmPvc?My%CqCeVExIJbLu?cBeAKg@&m8#g`e=}$lB z>~jwuJUl-+gOZEt;JEA7A?Oe6z3=yz|K^H6TsBjrWVar(`B~3+Cb;Go<|9)&3XF`d zx#&R;`Tb>A-FfFt5KN#yB2%VNm%{9XQ)RK=7yUAAatzF;&So|;V+8`1As-Zk0=_7s zvzN?8GbQ}*o8S1>=l}Eb>(;FSU}^2DwSV^F7p)#2^Fs!v`^+NkpMg6M#FV}hgfUjH zP)oYf)QxA;6~LxRf{Ga(Vz6cV-8+Bw^Pk?eW5?9tslmbeEB^Lx&OPgF$9AIFHzcQ? z3W)oplaIgPybE^jyeDP=4bB1e0ZMrzO6Qu+X$HzNtbhKUPr|_0uB#kv znnPIk?%fx5s2WGcS9x}QuHtOmy6Nn*&Vs%}*Cdl@PAjFyT)B70z1LlHRg$XUwHVa& zTxL6?7`~$PeX}t!l90s%ol@x&5V}|s&E^pBbH?xxgdE8gmY4V3yW>6Ye&u(w!J|(M zhDzI{Li>iUxh7gF1(Q`~^hHySD#!V|hlnXrIWji2vJOCA^)s_;HC4G6P*=6|IlH!4 z)0xH}uxX2Iohh16R|#J!6&;j2ed^X9W+FVxmIG=AjIH5$6B%-4yg1IZ6}ut0fWjMM zRc@@gO3{X;#?cz};ikSu{-YO;qZao|_mBn!y>v7N!oL%~BcMyh_<8WM(q@&v->C{`qkH5_w65k?~1Fhnp>RjkN_o$mV;QDqZ^FedY$D3 z4yihj1~G0qks0dh=v1K5X0_*++G#ph`5(5qgOgjgZhpkYj~E`CxM%x4dk*aL_Z=`Z z_qrQy`t{F#S_!8lMC)bn<6|IkL5kW)@YtnEZ|u-nwjbS4jVVJ zBNKDDLn8=fVDOnhxiZVqDWMF2E}R0dwoqBZsORSv@GP3PJTvV9m1OFlU46qXZ++`q zcieS{j&^W#1h?_IPk$=zFWj@0p&pp7D)%8H@T_1yjtmVTBoYhlWtU09DjK>0)Qf5M zmH+zsJKph*d+*uaJrn|MC!TmR#@`{i8tq_P2&kb-(M#yRzgZza^dRHZiXdRVgnc@F z+h(fX70VIj>&uICFb=GuTrD98)s}MONR2xU6f_%yqod=KhYu00V@B{89EQYUv0`s*VpVhXdK??tK8X^< zra+i;aNn*L1nu%%Wf{?`QO9$djV7FurPsDnwq@n##{I9JqTNFb`~{FzGdNhTPgKfxH!LL($A#}gFq8nL)or0k3vlc=c>_$ zMeW*boq`p|z912132)qywg%hE4b+=e(>0gp7bhmhpZ|gvzUpsZ1+{=1OP&n+^Iclm zGQcnE51pt?(4KoDu_^flyrS&_rEfEz2SQ>5((+M~aE8%e{0Ih&dHYOHCIeR0Q|aY( zbxVs)1$0;LEBB%bT6qVbtEry!QM&hx80E#X%+i~DRZ=1S!6n^nq59VXA6ugzsyL*^ zLchaBpd52Lnyjlu`x5v9=&MOB)Z^1!gaT$2J)Y1T`FKO8`F9Biwrv;did$y;+^CtrK>jX(eS zB|rN9_iwr8ntBr*N}99t3rV{*wQpbVR6+=6RUNQ`a;559^%_W{`-)&E5AXkD>y2$k zU^(f)#KhR}Fh;$8^JcWBGHiS8>a|YEyCx7t$AO85qKThEU45Kqu z6S|1)BZ3Y=frL+Y3c~IP_c;s$!sT3(3X9|wi6vRM$iSZtmA_gj8t@cH+rygj9K&`N zre^T&3CADz@Cz=2D|hZ$r%fZqF}IX-((&flJvVRPy9@mCwV`3>@YF%Ld+Ro=lX?S| z-y2pIV)JpUKq0bfbY#`!^r4JXEW|xWl}3Y-g@NKB8C&iNv&C>Dq=?5A-Nzcm7F!J*SdBymI?;UZZRg6k5UUi4BO1H$%hUez;7v8 z_0ojWWXslV&Yk%7o&Ub-hR_f zH-6{4-?{Vl>y{Q~Z5Ih+b`b>J)$jP<``!;;_Oh29yY(0bi-JVx@r+Kuz8~m)hM74! zHV%=ofB)V?hbN(`LBcjOb2uZ$BI~pQ3X;qKfRDhd_H16h?ldZl(FYH-Hpt*>!$BZm z->HR+3Z?*@Kx4nC*~Cv}GT&$V(DeIuy>I>cO)q`%pW$A@r@>e7#gsFq6cRb&@hLX? z%0uXr=vr3w!S?4AZ3(A#LJmu5-^RpU& zsCzx8(iJMN7cX3~_wocxiXDfv8FW1(9hh)ChuBXK(cgkv(c1K$^bh^r^<+!ROD6Vk)^rL9w{Af#uC-H+9 zY_410*rCA%TP&(uAvN~z-Rn4Zb7BlVDPc@bADj%N$>QMfFoY@I!Gg4j+;@Tw@jLi5 z_LmDvG-`^Xb|Ee`&vuzO;Il@3^nmoG(I=QS+`2@xodL@p7@w%%2l`;cu?O$j_n9vp zaO^N8c~%AY5*n0W6P+zZ`B8wiIsnY$Fr=FwEQASf3u%lk1J!x9VfC>2vQ)^hZ`lGW z4+-~{mBIGdi9+OP5EZ;S+^w^`gc7tkt>Z~SzAn$r&dyG2NRoi@A{(UE6XgDZ!;}B` zn%7)**{}5>%}h_f?|tt+?$~W8H~^%woA*mOIZ56o9rh0#*na?r+_Zj^U1gm$>hCPa zT3%RgdJPOp$HfNSK1F}kt(%;FISYP;%qk)L2pIQ#C^nZIuT($~di4=~j-=5TX)vR! zDWk}g;DMC`x2+`6TA7%-JWV#N->`c1giJL4qk-eFCa#8LZ-byT8Eaa)-xaXoaa9CUGI9&H~;&KaoEX_PBJ}cXo!9&24Gzv`Z1-0P`DnU zuF3e;!FfF+i%`= z4_!T>htAqdt?zvQdyjj<6V^|xf^1GIJXv0OZFCd4N8Y-eB!w_5I7d|AspV<#AD^Wq zM4)P+7f?l>DgVC4FEW*TD`7cZP0;;Rxy$8^Zqp4#535^Xl(bjBA+JIB2Wb4DXDPp9 zE8Ak)%@xo_79vMs3@K9K#Jk9-IW8_b9rucJmAi>3MNCn+%WtYb5lN?eZPzTguvA?! zjkrLO>SC>ArO=oZjwrcvp^>v<2h{{dK?g7U=tlzcmFqK^bmk>+Dr8bK7|=tO8XRHq zwW{tyd-=MXZ@S^e>+iVb=9{m&)=JXRp)uEX;B0ju3|h-7_t&o5_?X8&1`SN^xqAmz zY&&eD5j14e*w_RtNsQMMJ;9VIq(~DIauxbvjg5}N9G_S-;n>!_ckl51;K0EHcied= z-XClX?!NE7APfeEM`5uuu$Uw$ze@dZX>Jy0hJ^tGlUU=b9RwlZ76=(Hll^}llVbh) zb+`sBo`ZXs@!PWP_{To#QD>fY2F`Af8^o7X74v3EVox4GXZr=)!+X z6<=xvLDUYS){>8od3*QloIbE)elA5i*R~<~33yswTufPNY$0*%NC8y?agb4C)0R;O zYq`^@)rU->!XbMl7AoBKICU&OBaMI$48uWhNKJo5D7GWkBsh*rE(WBNM0GzzXHn(H zfBb=6IXnm_#P>;Wfb-D0F*zZ_7_Qecc6IQ$Q;t^c#J~^OMndt&#fISts0ROT!HeOs z@x_J3?|tW6XjbvbPkwT!+31M+)b&=NGPtCrZM&m9e^6yIRKADjZsWuj?IPisr&?pa z+V7YK$7yMC09O-UT6uvb>pJAHqMU>(PNV>?tHM4F%1^7ZLb!&M^T@(P&~ybyWqTvT zLq$giZJ;J%DJ#@N6bNswA#xK8^_>bUmn`WsEH+Rj)5S&af>aT_^PcORe(Ld``1nVo z(Er|d{~PUV*yhM`$n+2=zxw5+&wciDf$~JtCvl)1HafJ~Bo4C!Ip>M72?XNLI{ggh zX&BHUDF*&GGdGL;lk2)TukBRRI13r~j{q=b9Z$XKR(WdMKqK@9losyi0~961q{dx< z>-K~1e)s1;`_aJzdni%Tp~k)Vyhw01xRUEkq)b>R4@XSr*9 zSp6;D@WQ|}#Tiq2Uo}SiJPPd$zY?ig65rg)FO(iwzpHy?a#Csq{@q{d)mPSAx)4q_ zQ=oN;Y%2ZBEkbR5OE0tQW28lgwfyu23AZB+z0%m1W?W z4r}~{=r@j#-|Or-aNwp}ZvM@szebzixdR8xARZeUTUZ1%JpesL5Vt9|Mkb!|>}UV& zU;otw=bSaSxVV4MfiMbDS#$8t&bC}Ep{1qyG{P-r*H0LWVVVTY8D@*~i&##Ow#Wg76uBmDp6!~oW^?bJ{XhKS z_inxE<|IlWUnch-!mWAU^I!1Fzk3DBqp(KHh+8J|v~#5NhzlrMA{gVE*l3YHG{PN$ z#U4cI`~m=i$z9v;{n&>;bnO+F#UZ(Z)$W18Uh~KmMX(X$NI^A6NuP6NV7x49R{Y8@>ZAiy-&bEyvJI z&V8dy?GZ$DpkUD5AqmsQU`<$!Q|^W^1UUs=Eh1FBM|UOS+!L!-EiEstU9)a{Y;4Ef z+b{pa<$L$+9yHNMmet==HCE z!%a8bv~$;8XzEGc1>%A_zxnO&x8HrwsVAQZ8!n0iOKPB*;dD4n=H}*MXQ3zo{h*-I z9Lu##5&e!05}yB?mO;uSLi8i9NQBqMRYMye_ptNNKI@_jFZ|}WzV_=&FTvcLpPhpj zA(B+xUOSIx=J*dIQ^P=ceeVzbq$pp}_72b5%$fKSu}^S}lJZbwB%f{2(jq>ueB<(_ z945U#yH@|XGqw8*hp9IA4kZobl%-r()oRGq& z-HUtjQ=jpVuY3I?E;>*D1|j&!se}L9=^IAE-62H*Fy8T_?+*T!{wpLbQWaFOJ4M+Z-2)-*GRL;j?Z!`fmK;jSb{m5U@A84 zs;Wr4;=uOH#O-o{IFb{opxv})48PAg^_bmvZ@=-HD**EzXp-E6EbtNlv;>-EVxha9 zDZv(P7Q!CWLL&?ZD=})DvT{(MV6sX1_h{SSW~`B zLUWQdhq4w#E=Wg(l%zzNgZ~%0Eet{qxL$SWk{H@>-w^#22@jfCfS~a>lgQU$Ar#}) z-0@Z8kh(E-K{5Nye6`!czpoESM{8q{vE1#7l(HI$X{lqc;nWmj(voBxj13SUoPXY_ zfBNE=yyNZvytvS+*N4={-nH|-tFF2lq95*OFcZQA&`L?0RUby;#Bg-bD=$g3=-bas z`hAg4UTah6)ndurRV{30oQbi>BZ!rl7j_z)OlhLhPg6aTFh~UHW%3}vXaOGwMBK!{ zOa9{dC!KPV=hlAwgKw@~ziHKK&?wUXW~A4Wd(PAdzOM2;;rq6&f9OI}E!gYOQGhCy za+QfmNM4q3OCL7z0o4-eR-($%dD?CD$beIcDvq`r>?yWe9d?_9><2vuBS zl(zDzZ3%{R@BYrwimvHWN^7E798jY`Nb9ex$V`{dZOPx|8^RY#NzQByo~u@JP?Ysl zgdxqR#GWzb&z=e^@b&$wEx!YWy`MMMqDpb4q1gTdhbHG{Yr-@tiSmj=g_HOpt8xX} zK8MpyAYL;%dddkWAG>bTh}*dO@+%KaGoxD@Xg==oPkzDkUhuT1Ji&7rah5IusVUsG z3?1QxV+g}yPS7FmSTUV#<=-%HnX>S?qQn!iL=&@&Hx>?G21z`R!-gRA+mL`3D{sjw zK-g=_QcN5qqPd^vhoQSCIRl^y3i`dJBXeYA6dutjryPqec~et|m=u(p5At}VOwk0auE>P_ z&8oFA%c;fTvZSk&Q(r;9N{AfKz%%@l^t9ri95?;=1CbaN2#Tri24?RiQK~p9WEu0Q@)Ox>xt3ix6;1mpZC$FvvgllM`s$*WFY&Q+`exm^kavSH1PfJUZF(w4 zQCTuH{LsCHOgX%`uzk;NL?qWCfksXhYZTo*9TQ78jsplIk{P*9eQ*c}29rzGK7Q-* z=bU}s?T@=1Kn~co7e461M_+t#RqXV+g;p!*Sfc-9>4=GoQ2@9CRVBn_#zM$R|A++d z_)NqTl^MsCDKejoiM*&pxL_FHt>VW?iMOVuCUhu-y5jFRAptsu?Rt>GN@SU|z?3^T z7y3SCF(|g5{G=zHe9EclemTFu1OOKyLkE;FI*SFJmT2O=C|{!&C7{7rr#@aWjuFLe z*F~(h)^Mc-f2z~G0SXv#Q|MA@OPrWd9oTNDBh}}IlL!nMceZ1Rvm$ytwG4hk3^5zR zUob~u!*;RU{5Zy7rP)A|g{kEkPR+x><0w%ZGh*ME4w1DZV-P(WdAHQYE<&8F3CPUA z53yAYHx@}f*o2infP5fscu{xCTccbHoY;JwgrN^vhe4ty79=M{Raa^C6__@tT(odi z8^+|upkZCwywFmVdPT~#VpLI_q?iXz-C{bUibElVgI($8YU!_dC*)LcU75qGWBAZ@ zS*l4V6DDtk;#ECOjbxJWwliaVc-*tyBr4mIY=TmA0qLy6`sPI$7OV`qbep%j^7WJ? zph_P}kDwH)<`t{s-D*b={l^`%{?GpG#W!7d<>JEp#MsuM#=z{-!nIdlb>EKrPCxY| zlwntd-dY+^yV_*hl=Z+&c$7dZo1%MpDw+b?Z70hkVOfmtITqK47}bUFF)~be9ZF%V z_TmRRJWHV@!j}tnmBB{+qVrBW;kftuK@7#b)bgV^703w`q%~OWmC3-(M9r-tJgJ3!cYrSvc6a~n^|Y% z2ma}A;%^*_X%c8!2>(__fFnuC? zY4W!=$1>I2voeXvh&?Q1-1@v}jAn9EdUeI+JC};-s6*|=nkabTH6NIpo{ieJ!@BUQ zX|cnMX(yrd9--|||JOxX4}zsG3$GC(077y7+BFxPcb+Hx&vjc|Vh?Z9_+gx`RR$hm zWQ8{4^_d0xnjx1bO^Q_|kTcsM9D>YSLc7X-6<+gx)xD`}c}MCrJFw!Nb{loJ2O&G) z%$|GRxffn^AqxwZ0|_)!$vc9tl|gFBB?PwS=k<9OAWpuek3-wL^X}`DLaHN@X%|8a zQ-c&ib}gIZtuPgnh3X$uZj0&YJV~;MG`uFI3_U&O`b4zV>(=<#5Z{awZRFyR9l4Qf z6d{wuw^jaXq*B{H+qPuP5(!rDz9-^as@=q%4Pep3T25(_S7KSoV1SYO8cBz$@s#R3 zmRW@Pz+|k+ahfy(<;sm>^=4|YtLPB~aE3PFt5>bk*@r7~1t1IlW{pYW_;Tm%R6^2{ z=8dF4EMi-vh+Msq-zj{1jT!Sb&BIvskNkR8mv>lppngC*qqW&x@__Zmi98fe$OxKX zWN=6e-@5Bi`Yb0pLz5_# zvdv$vyE-DLqkR;at^dm2M{ep%xeLX`19bXa8Gb6il3F)Y6XceNr#OlfcWOI4w3=Mf zbFtFv=un<3__PGT?Nt?L0`t~FHrt(Fp5Hfl$Pa_9o3@~(OcO-@nGG>!ICjmdrd050 z>c)AEEE)P?qlELbKKLC#hY}<-IJFWM2elc4v1B-UXVXHT86~WdAPBVl5kb0AWS&Mv_cX~LY7m_Q81+;u^)KHcJf9S zQV3%(IS98{QSA{kPYHIGG;e6yx=t))mt$#T0SW>6D8ifa^f`qjiGo8=xk{C|LegNV z#rl9KS2(sJ?kMRB9BO!YK)^^AHW=EO(4A|S|G3OgtJ0ah?_D5I^50)S=fd+(K6Y!rQPSxEtw4mU1hPV(UE|8o`UkgknkDN$n$sE?RLhu#A!Ct&%CFS~2$Po2Yom5>rxfke{t-m0k{JI>TDI?ui zRuPvyS+ZyJH|*q(e!F}WL4VmKi7V?MvVVF%}zmaqxz(ZC|18p6K#)2UKMbrriVu%hXxgb{khZ9O;0>=`F`p6Ugpu>_@R z?5fNKzno=%xbo`DF1zfGJMKVr{_Nxww3I;|!zQ1e^d)7TeUf0cL~(>#N9IP@(pI3p zrUAPep{jGwzu@5yeR#E6pP8Ez+(#OTIcW*7M)^QZ43&nzOfU)BSyC~rdaU$_Xtly2 z(q|O;5E&vXL#D;*o~QENGzuA7fFZDkp`I#-D{+uHqF_iM5)pu%iZ@-M6eig(W{^ub zidPZ$(H5fKH0nM%ZR)2Weq!yuSl|6sFG-ZMsCan&mU+zOxlkL($8&PT5=EoAS;|bsLd4#M401yICJbJj1dz*I9JU04oA2fe31 z{VBir&Cn88CN(wTt0ri7EBOCdS5%fZ z`kQ_sbH8+JBt?uI{$RsJTIb`R_|!Yz_4b*=2iKpltu{Px)#X>!9CvtN;NcH{#M7Sf zv~y27Wu!SUhhF=r#B?2r!)ZvAMyaZDt^U;#NGR!8;S88M_qV21DPf-n*vh>*``Fm= zXIWOOFqeH(%?Yi<>SVIz%Ap8A@Y6qHvyBx=1K4ckTbdQ!F;gWR6`{l7lt@Wdl6dv= zij_xGbVF3j*_1GZEVrDC&XOo>C$w8vM#H;h)V@Kj?Au=LjQ-hKPLs>{;6b&F@JC!J1phDM&f(Vj~;%u5y0C|S9EbvgvUCgwPL5)gNWHFuO>=Q^$~vqn+50U0R5y+J zno2azoIdNQC6XiDFP`0M5yfAmYBf11Figf|s8lGW_()<^T5Z3*G~cSMsld>MT-45j zibatdzJwy}jFg{b?(GT%Ewk6U-z3aDfobvXWmKTJazPon6(i_guId*Dssz1#mQ}Ja z|L(Vaec+^zmP7;rh!il2BJF8Mo$wa)K9pqS3=dRa^-r(fyZ_)He*LRfFt58^^SfVN z^SjFsRl#i|JE@FtunGFZFz`e6VMcPkS<9q=!1fH_M)&R7>3R*-K<-hvb&tLfuuYUeBpE*z$J(^@NyNZ@!dfc2#P%s)P zr(u1*w`T&7#;9iiMG!aQpB^@vo! zwqDgr(_I4<LF=q5u3{_G2Ik5vTu(WWC z90Pw69!B$uJcxcLH5#Zr8SsAj)8Bvjv!C00_Z`y*4qW_*N1XbE4Ujnd_D>^K_4RLj z?S|{F-FEDjbI!l;N#H|z^rO~{3{Kf37qo1{QQA0}eRemBCv&aLZbGrnG=!YD)Im~H zR2s05x+aT~*0kVz>LvXAn(IICfe-%rhu;IBZw1{s)?$@8H(1Bjx)L-IaUJ7*=CmXc zWmE}GFq14^TI?*%P5$b)zZze+>Pe4%;&I1rWtRXevc!*16^~2^x^jpRtS;CO5m8DM z-JQB*2Djvq5`e2&M}XYHMS*9c;RvVdAR?hlkVg>V&$KFo_0=Zh=6LB!!?;kG)?AZb zR$gC1^&>_uC^a3Mc}QUubV6nl;zDb4Y#PH!irgbZL_i1yL8FO4cT?lMs^;+n38;v8 z+-!^#-v}i5Zn;!FDg{-kYZ#&60nJ-Vr3mrO&3m<)VQT(fr?gp`x~krDy@e5|i4CcW zqZ`6K8cs3eD zs(F&4h#7T;EN!KVk1|U^+KQn)ngkl)^25R-Akdv=jRUk(;twW^>_9aCXB`#CX0a;MYYR!Slb7}*Q&9H9GgXxge z1_m)O%nvj`MR+Ie1c!I;{lt6Uclob=^Y?%M%I81lIq)nSbZx*MhE%ul&RBC#R-S)$y2z zKOB8i<`(9SL=#=|D-oe0#TOEzWWFa#5*zO+v5QekWU9hc!okAsU5UU^BfTrN@%tzg z?MW{rE89vvu~K>H3|OgV`o4Hns+KH0g34k5LCY92ML6l|>pwcRa1PEBzpVL1B$eobiYY)2)9yZhO+S{(zBI+EZ}L%jkU@jq^|#*r!FRt8avyJ> zea_iWf6QY>YaUFaHLJ!R{m6$Q_j~>2zrX9+Yw&aZl~>$**Ih4q(Tg^Yk4^()&f21a zMY2>xq4Q2(mlR~Ce-=uBZ|Jx*qhTeaYO!mkC2ZjL&P;yzb6@!UhdvZYr*+-d9&_CB zCmgqR{nqi}F|6(=jo~#j#G4@ph2gZLpcDH3!2^eumlyGBX>q}F?SYYjD)F6h5C*56 ze#+Trp1Eb~CP*^&#j^#@C^54*%W1UeJ(1I0#6HbGc}SIlRlEmNQ!lpSIsDSD`|cIf zwE;&=!<{&I5dfiv$V5S^_`}Er#prsGQ;GOQBlZM#wa>Mlh+ksMEmy(}4r%7885jtc zC1#`=2&C9zFwhSIRjL6(@ML%&QYD1tN7=3Pu(sm*)hWfs{Y4o#tH#GIscKm{^@%9R z5<)OD3fZcl`(@K=pZ*1ezX?uND5VL=BmBmiK++Pw(-QldkXch8^)Yk8iQx3v4s~IX zNm@Z$G6$9Csp3?Xmu%{0vB|r@d4(EBVLVIKlqH}hTr(l zn6lSid+qM~?wLBY8|@ibHD%&r9oX!d48h}Y9ik^37djUGs4#QlGy*6&3gZ^~aJE2| zy#!7~6ykLjmTtcGn!o<5zuLaz-Z#DObxqte&-D@HQyHq$lP~}0O>1jO^C^w_zWkLh zqXYqHAJo<({UH8%a`@l@()m?jCYXSE-n;$IFMi=m7oKwtXkSgC#uZ?OspKt5VTW5( zf>tcHQ5;L-QL~~QlO(C0cH#GmU%@9FOp^1sl^NLkp#3YQf1!pSNP=fVrI|~A0c&UC z*OxK}J=VsR1dt;7OVvY14b!W1Q){Bq^=t13voAHD%M0ZqLEu$b!BGkv@umv+Nrx=s z<9$+&=6ok+3YEQI%bV4cTY)~Mcitr)k@7hcMA%acOaJj7|9;Kozmg^8p>ghUn>O<( zJ^(x@GHkx?B`-dF?~aeW`yFJuxZ%3@+9T`PL`?<73+|yS#e=$DDfRU%d3s9{J#h9J6)n z*wC=+ScyQ+@sl!&kidFI7=v=L-IfzC?`I8#NqnD7`pcjW~Z&RnY<%rDWJBfq*U_ND`hlDb|z z!_<0~nDi`1G^lgUv9TV+VS85juBIQ@EC}aQ@}F)hh8HO8tSl)YjKvuo z0PwFW4U;?CO9zKk^kF&jD*dKvs8K~Jo&$M^OJK|-1vp$+8fT+HWnhSQ)Y1X*$7Pj@ zvl?dkoMu2e%bDzoQUf-(Wh<#h&GH=dHqf3EF%gOkWXsZ`P(!RA_t151DFTS{$}(wR zp_uf-XQI~(B$)PW;5*7-6GSA>h%<~J2||IX)`Y>F*{&{_(#nk)dJqn7ND=}*hM@c@ z$F6(h>t8-O{lc9)cLL{gVE>_ZyMt8@s{le4mrTT**BBlcsnI3-cd*|9j&we8WHg^XM?Z)@~StnN*5t!|MMr zl);gUhV}#;b=zIHU-I*xCqMep zZ(i{Hr#|knH4k<5OA^3M^wRSPw#uNqcfE2_5<;f+&njOvVM&Obt-UsTlD*GJ@Am98 zWb5nmqw@NQ@%r-q<(l4ZB3d6^`HcAVXveX8j1)%<`}96G?w55gf%f&@bo1NlEwLU` zQCX>(!%OK1Q`lGpUuY~;N==R8ENP+cxC3nxiy??2m#bKs0*oB#FS`*+`iDbZe-{m;*Q<{=lJ|CmQS z9EGOZB)zM33lg!iW2wbVTAQqAHVWIHs0;B+GfaQCM#Jr%15^L9~r9rksF#W2c1@C$b8Cq7Z__IF9t18n$Kpg zyJZTB2G)_MnPPsFor-8HDP<@9MjR%pV{zlSga!s`l3*02EdFjunnRR}=#SVdx?UA8 zhxD`)o**vA@4+^lH$zY&qj0~VXX;Xu4#QZDj zA`_Jp`D90uPMA@w=};!64OswM0@mF)a_PMT_33&Zn|M||(v?fanI0diPdwfqllEBCe;_OG>%9K zYUjK0sjvo0$|<>X7(fk@Y%3;U6rn29)*jcqOb%P46ovXsM43SyyO!07D)V!Tp&x+7 zMmkwJDOYO5W*n~T5F~?>bb;*(<4*MI;JPMJvXJ^skFewo6GIy&&V1A)Q*=L@Ey!sD+@*_A0&7q;gdv<^LJ?}oefB%O*^5NB^qYc+Z<0&Xbih~~Vh5sEz z?(?-$^x(x$fBN&g@45%72or#HHq6lYU{ZY3o8SCcVMyMwYxglHZTrv%KCm!5ed|p( zJ@(>@3-MF%cPcA*2`EnkU;2xv+%Hvs@GD)Os4^)^caUXxK3?>N?8`y?l?7ER!!TX? zts|m+`c71SzdI89h!{=1h54_tv!zGj|I{T)%0M3)@r8`Gh)3&vvEcaC_*MZb$Rqg_ zAW0E^=9;OZ#^2`2M%Q{qTo83@wolcYMXg>-iOQRc3-I^0?j5 zs@c8%f`5bT@GAGeb;+e~eEpm5zUeBu>Z`_rAWRpQ9{0?rfAO=Q8;}VaBn-ZC#Y*ZN z-Vg6e3@eXO8GL9v3;@V#HO54t~}IXrVlNF z3-?1GU(sVCP#}q4@=!3mA$L_n?NBO`zon{EB4DDPB#Nb2xk}zm#u^0JyjCNI)+f3L z_p0Vrb;9AUiA7adS=tbXehHyi3CqL+kGQf zmr1qCLVsn9zVFYKJwf~AK0ZAnA-nErceRsp!IW(1a#e6X8XatpIbU}#cGF!oKg^&o zywN04DK5L>M=!E4X!s7lA{I?r(b!ox{HeD#Cv7of;;9k_S`7zZDrKc&-Z6fadAs@f zg`M}_Beg{y{Be`n*rcnMOgpb+zg!o2J*_C+%ko@28YG@Hn`A&3Qym0)a= zp^xSI`nr(h0C`-XX=%#>&D?fGK}z2aBI=3$RuvLOtZonyETTUO5pmYMv=Zf0ooK@W zi|$uM_^X=sz5+~>64U~_NHB^(29y2)wKq-*J}*8ynl^^aR^G?F-#lYdiL7%Y$SQh3 zoYGRu2n)&~!wRH78tY@I@KM-`&ZI1JSZCv@Rh4jFCN{k|8c>9ALD?o$1)Pz1mb_HV z{fH;GE%LUDRMGX##g_K;$`5mmABcFa1dhD7i{dk@%L@nv@M~Es@AYU+ICB zW%o*Rer5DV6~jvLeZ*XGKmGcO?EyYgwXC(&Y|Mxk4>ew~_KqLQh2T z_32p5a_KXoo>Yp$`XSo;Kl<@M{LRZDChOy?5FHM}4p!|c=UwzSfAjaJAAhWV)3F3M zn2H~%N5)OcV(BH#$PXLs`XT<3L~%lCNam1SzQZ?q52wA^&n^!g{Kob?k@4$xBwwU)!fhK*}hj@I;={_w@?UGAAjHq(8@>aUa0;v=waW^m3 z&*PC))W3lt4@Ko+6a76oJ1vjW&Kqe;y{sV;U)8OI+KcZ~J&Vm{=FWjc4Krjm3G9mH zc12O6)|ik=G3CrqdPXfthQflM0Si4%NC_B+Aqzf=HosZ7Fo*YEzatt;%Gagtx~W#M z%`3)-u_4gXY#@d7pPrgUck-kXtFuT z)?Q=0(0#cv1CdVQlA06GYb*p69%;DPb z-1OnAZ@#&erVXOa>~>TUv=Hc)t~h*PU$xORT{{$zCE6_GMV7bj$|sOGYl=3d^J`|( zFZKv*^o1)BXCV2*=a>BM^1ppK<$h!JIxOS3;{zB8Dy2=Ewt`G?a%SqWkGS~!(@xNm zD?i3J7z?o_Cqdvw=@g6@9DQq)=-j2gpIj*-{YmG}tex-)g)!v>h7a3J<7HyR*o2Wr zbf>!2x!CxL;0lu@%+pf}7lCN>G(xD6&2j`R(LZrE*nbcx0Akjvw6@@vNCH9%B{hIX z>A@T@UPeJk*rV%^)-_gViw=i&LD19$znKzY%EWS-9L6__=O=2_41f|-Sn?l@2< z`10iBESR<6dku^YW4D;jjN!R1o+eXAbZ*p3k>5nn^HG{9XDo)wndbZaG-EA;vH%#S zc+ZaM5PD0O8eCq09!<{7edHq_{^&I9XMvWZWDCj$Q=#VYui})h$y*qdQ>=&1euU)-q z^*T(l#rE>ozVWrYZoJtWY@UDi1*;~;+pN@!;iA#+76?S1HqV)Xj6_2h_?X@gKT_)z zyY=-;=nMCkO?$QFA2_ztZLfdC2)-U!Es}DNpd;pWk9_bfwYyy@3Xm~Wc&bK$Qgjso zpPtU?CuA&XoZh2I(sIa@sznYV_KU4(xJ-ldr^qqrx-0666C9r> z(qJQW3rs~NKBZ+{nz8&=93i<2MxCN_FT3wU)ftv*J$|LU>G}|Zk%Vir(JW%en%-zF zwKU1kv(F~2QVViyfcGbK~B#@hmK)h00 z99~(QyuAdNTFjI4ZQJ$(gsD52X+0q!&8cK;pfV4&iD?*!>*jJRqLir`;<4y{*KXY(Y$*xEu*}gsv?;g&1_py=({FqTwnlujjCq9s+9-YcI>$C?_Tw) zOMd!eg!R|2SvSA9FgbJBb?lMh5iB&6ZAU=>Fx$J|^^Wt;IqUS3PZ_9s^Taao{ubeM zl|`1?lhQ+lgHxaN*yE17@S={L;U8>Ej>&I9yfG>A1EO(5Wqx#!e>QnK*F0c6-`<)D#+e5fD}(wF)#RJ?IDM z(cgXZXrHd6_bTt->(t--P@Cc$l@q2+)vK+kZFSx?9;yIUTc{=zsV&#wK&2G;)C!Zn zQeOP2Q=;e?%VBVeceh;Qsg@#me6Q$cxd0=egF3158HL`VGnr-w8)j0U;XJ1fAsD({nAG!hkdRa9wcB3CF#%}f(JI&A6oq)^B_@&XJDUVr{SzqI|P zYZ1<9Gzakvheie=qYocGw13}z>{}lmYtJv-e8r{z_^N{k_rLaq&wl!<@!=?r=a;|{ z&;raE9YYTs*tcufuGz)uD2&=+3!=cz*!&ZI30SurLN^%#0@BfQt4)-!HDFyfKyHrI zC7Rl&X$T{D1e~jNVlPu#hG7)Mu!A-obL`OY*vRO3$P$6YBxR&Up!~cXuB!q`B33Lf zjU;@oiyP1cM&0u?dQh~hvvi6_jM^wE1om}vLQ�VeC;!3g$J*gMYSFZB!T9^N`b^ zEMR(&=yG*84UHj4486UGTA|dC^rIA-Ssnz8dWt1eK{pPD!9%T1lC&+H6e_qC8;dsS z1yT&+WIm`%JkPKVKM1s6f2F?|hvoU2>=zfo&ilj0oEK2WbgDS31%S_WME*B*;Bw%L zbW&BqRluSFc{}$QKVz&ri=B zfsSW~J7Xo0EGC(c*OykHS6l_WLCdCcP;|D*5!Xl8nL)v8st?VwaF zF^vNU4t(RkzxMs_e}8&vdTE->z)yPm(_j6nS8ZIoW_EFzhO=!IxNd1vtON^ch{$Or zLSZKKUl;%qy6;>9lm)K#={y>+XJt_6fvoj1l(V$yEG-b*lG|4 zmtVy&Fszc+DmHwiZ|K=HHeqn2Bz3^Qg{9@K>({;PuU>ZJjW^63I$YbdX{6D-=f)e~ z`!8?)(OGANmF(7QuAkj|a5Z>8hlj9K087TLJn2bKi4rh9&593a-oIT2?{9Z7 zB^H$&-y_Q^tJg@Id-)BweD!Nztw@7FSe^h_0H(5U$6eh{hM2mmH*ab$whr#R{U87K zufPB8@1At>Nv);DUAymVw*xTYf$lLilF09{^Kn8^F#;nfiGVr}{Q#GV%oPNIvQe5u zKCr9=Hf$DWO{6J@nlKvcb+`yh)R2*H&+%qwX3=u^lBK@dL zJPFsbnap>g6~u|b$SHzlNgG*Czl~8qv`MwEZBPvaI0#!WS!P?3$f*{TO9)&msuo*| zSxV6wrxAQKw74+xoUYE!`vc=lLoY4P65Q5?U;yASs3yPUlP=w6W;DCgLdahv#N?3tUq;$x8;Yoxo3*ykR za@+~2SXDJ;y!wIWAk_5TJMR0@4}W;aop(%wx@dX^byxFq(+f*WzVF9Dgh9C2JU59# ze76qcDM?(outpq5t%#+;ow!={G%7?roN2s}w_6U1`2DcK-l*+Lh$J zeebW_IC&H~qv)nAG1CIHUDV|hu(2}RY;>!6jcyXaP-X?rOR=)^@yTynPmxD}x<}O4 zIT?K}H>6FrHY6`f%Zs3uXd@NkIMe;?`m~>Gpa(bNAG!v*dNLtQDYCPKkn_@CJ z{N$%R^~RfS{_saWaA41#ku|F)hQ|)vz2m@+`|K*Q-s@Md#e8hRzMedkhQZUH`Rspq z%|DI~H)rM+s5-gOOBziyj8+6tH>)nJ-kNPm zK@`~UVxLr~_!CAeL}4cl;CEwACkHc#Rw7}t7=Zx1S+A0W1SLY9R{Xo)UiHK8{`hH6 zfBFml^iQ{L-6oKP*tJ~7l$CrStFRel7~?z?{oD){;ZD^f2a5=4je$xFvs6V4b}9nj zS(QEIJw=%4V-vZB@zKHIrrMLqi@@DJ=mBDT`q)RxH z+OCZ|CYe05XNwiHP_Z{OcO8dz27lP`-S=??ouS4cc7o4{rz81IWT}l+91#!ouC^ypz2^jT|uevIwPBT_3)3RBkQupdM=^e0m19c>9%j3*V z^Pc8~ja4e^w{3m3e*OCKMuQ69V9r32L$q9nnoVee?|kov?|tukuDj-%2V$Co&Y^F_ zt+lvxWV(*5KPGI~oX0-)(NN*P{`K!}z4>N+^C1s=*vJ3|XmJ>V=Runyj{qK$I9 zI?=+@Za3-DVz8ypVD2(>n^I^KIGRCf1aV6x?M_$g|m^s}G*Osee%@ZHG+Q`r4=Z-4u1U-7r&qiiNMGyBr_f8gIf z^x^l z^y@*EMDZ*>f=uu`f$~C@c!ik0$s5J&HX`x*62I6oDGX228$xnXr zGshfz>~Y5*U$0alabSO!t1{9G=MWxWO*;92^^mxJRtVc3EVv@YqNz6R1J4*lwOSYu z>`kd%fFKqner+g{T_1CXV+N$nC3_PbBe#Z;D|3TVmWwOMS|fEQhzgG>;&E&}PBAl5 zHHI|?#b?FV%P!*MA~8*+c5qFn9~);7%!&zvLE_XBnRVhI1kJrhinRo~fcl6|EL!*_ zagL1*qgXS{Q5e;zt?W#{C~>n`a>6(`ILfsmy2^Bg&B#X0)gY<*s<=Q^nU3c|_|`~M zV~0TmC@|iqGuI)pOe{*wDLOf4a#uC1WZMieQRtbPohG`Jc@%kAC2(^J#WhrKhLWbi zwX^*Op$(~p(Oc&4ue|&PK>|tO>bDYVf|PC>uU)9%uaU@?elCt;#$42>6k63 z>wC&mo_z5mFCH6&y}yJWUa8sP3D-mdYszzNI+%^)G+5^R7FPK86W7 zGd-Cl@n602mG6Di8@k^G&-H8m;T1REa>FG*{XWe0k+DV=4^Fk`;ljW5&2PmrxclxM z#5@}4a65%#BY}s|KMeLInDZ&bpS!r&=GJP%Ty|}eO)tX@ZnX$vl+H)kcY0<91H_Bg z(gMUP97GDwJK%#)tPdjz%mTk<-8IjhDb|-<7ppq#NfOlUJK9<~CquF3;fsE{o z{$)Itn>Uup3f4o-ba@^!5K1{xHdu-_CP}2+gm4M_bVE5^(=v<~#6Ih1DzQ^QzBGo(Q1!76bHZbDD{L1?-V!zL(G!XR9|cJ(u#@ytVq z4t?M~@9Vk+Sb7hC=tH#*OZrSCu5`_P>XV=H```cJzrOa>nVC6s>%*OynVCls^5zZn zdcqJ&4nHb^dj;1tNjZ=4LZ3B=h892$uy$hP+0S_56CU^I+wQm%|E6XZptR0B{j~GX zI~%uTzSV})Og_{Cwvj3Byo_o$xb^i%GcD1FaD>Eju_GnvKb`7^Q# z>978WVs%Qn+Jb@HR58Sl&TvY5lRs|H%uUuZlNKa_r{nRil6Zcdxkd zx|?Qa4-J7WQu=o7x_kTXUAxaY^OQ4BKe@OOCmaFhDz)`tpzZBo7H2RLrCqU)c?ecs z&vmfar>AF;`GegA8ZU?on1pxScKh7S?8NGI8#h4fZ9Mk4V@Ag&!hpqBU02K~NYHGF zE1;M*NFpi=%M7UlVDr1oc1Br*<(D_sHdJW{k-DaN1r23Gz~x3z8TpkzyNs$Oh0s*CD=UpE=9QJ`9+q+cD;#Bh5O zK_hAVIcQ3S+X^#H74MNLXeaP-YS;8| z#aiH{%}@!*hyx9A08N02ZSi4PyOsCKMhehI7Ag2v80@r;WL-OXJ@&sWI55k;``zz=31@I{ z#AS(=0rxRaPZkBU#{GDORqJwY$lcMlPPlvRAPV5=57rwOoO{Ok=bnK%Y8QkxvkS`! z>41piSHitg8}Od+D|ju+-FOrlZ)!n7*Vym&RbCmiDO>v8_G&AWx+`C+k|=+4#LO^n zNH1wx)OeJTLITLuy_Dd_u=|{dm9!)3r*uzy)Fyg-v%eC78F`~iHlseS0ws(-L#)4b zs6=B6)M{air~HJ$T(f&$wBSlqWs#pqB^(HOc<}HPuwoZK{9)&xbKbo>?g5FFZMz#b zY}~kc6Asu3qp8`sjelgs+V`E#K-a+=__gsL~cL!4Wx!N(|((HWE#{h&pH9sB#Z*5 zaY!+tjXWu0)ix}zKprxtC&S(gab(#|edE1 zR})A50!nU$azs%EArF_Vs5jQG(LyXKO`SEws}%-HYpf~{v1|tV*KL>>9aUAWQNG;5 zmBIqQ9S$~|?vO{mV#-ikdF&G@!Z713$PpM>2X9b+V`Mpb1KdAqUv~Dc@uZld4qQ@p zF_PFw<>#0F^!wlao)kt516{Lj^X3aKJg=z6N^@choKzxOg9A+*b)mJ~^xJToibtWI zrBN35<**9xxg0Ey)={_eKKq@v-)T9-_%xuu{5THSRy;JR&zwv|Q9vIDV_c`+?wA@WYqIak&}c|UvQiA!F{ z5!=5Vb>K%QXf(Q>lxjV#eUUP_{&EA2IZOVcbV<5)IR&I0h|F<4gJp|~X6d}<+>`X0j=flY~<196s@gbKll+|gcN=uH2YZ!+zS(xX#K z=p-H+7{yM%{q1j)(6=1Vv@GSrJNKM(*hvb5l!qS2qV^mDs2}_I$A0gJKbTvbA9p5f z*9$x0^wcC|7BqpFeJmg{ZHiCW@ABl7R-a?EXj|B70E+ovaYW>)$;))N2m8#!VG8;^ zqdrhaI2ztJOMpVGYhaz^IG8AXB%eGNfdR0%!CS=qj+8jqp4X_=#I+)wMQLg#F;$Y@ zN!FK|Z1GD$EPq;JX{a#er)r@?I%qV~b{Of$^=J@3V*4Faoh+<*oAiw~pNu^9Mx&Vt z*`g(BDN;5XIlzBzZb4e%ds&v3CpK$d-ErCpuC#BlDM2<=7j07QB@3C0w>zEI?EI{_ z^K55a&{nI3WoE@X7bGFy3xk++YHU9jxR6j9yl~`-^I63B8j|1$+%bk@s79o?3He%uLKMdh!=}>JHc+(5 z1Xv~xTt#}!fy>_-wywMB#-+I>UXcd(Jf??qNSV4w`ru@noSB?&FFBU$6Tk{bc{O@I z{C{|R4|qwA>Rx!Ns?*GkyZ7GBD`^#0S_M$f0`yFfNj4@K2@z}_8H-?o!TH&MF~TAk zgB~^@Vh(;XK@v#_2??Xju2!qCK^t$5Go8N^s;Z~E@9h2Yec$i(j;?xUdaApttIj!f z&j0*RA$qujMLCO9H={=;>u)M>;p7fy5GO#=DM*QwM2VbofEV^k>qt1p_Ecaqw(IczaSme@6xYbC+s zh@#Zl)b!*cdP024XQGnm#9h)GMgol zAERG5O%n=3X{y*1Q))X%hrq08IhKFQGwJ~2@*@#bKo@nva)R(Wjw{(kz)S;qf@CgU z0JFy?(%8I`gf`DZ>^=LP<2a1tOaseHY)dr9=%a+<64;4J>L7~}dKhdRjLqjbZiBJL zl@S>%>ji;GGC`1(T)KM3lA-`?yGdo`l18e3a4^kL&sC6Z@Dr;5To+@rag?r~tIE^MwfJG!>Ua7YVo?rfq;wi^z~U4mBymj_6Dou{*e~MDn~WL1q|aKX!t^ zM=m3wIKhoDJB=hvGK$R-w$+JZgl{nm5Xey%`<7b9Q-bcq8-$;t0bok!7))HA>!mhn z(}q&C!(r#KvC(6W+00%VQknd+4qKt=X<64jv`1-M`oj7rG<)_@zhafiY@u5<9f!3Q6F;M}v%aYUn&X1u&s@Jp!Nvb}NDCB0%d&T#g7qzDDzd~7|m zdkSSi-_fC{khudnjaCuDr(PMNE-HI5blPKVjjV!)IV&pwI?&FS?x;X+v?EoL(ZK+T z@0KBoaL6_+ZG?~F!BhRFyL&6flpgQ76?7JGz-MAnAn=)GIK+62HkQqF5WT|O8tzPt z8VmpuEVcMl)_&EEN&M%K-f1r_QmJ=`*sYZ9dQ%N2)4#F>W=uQ9BCEmSe3}d*Ww;_s z%#=z|bNmFQHxacbi=FK|ALiSkumwuA+)y<9@|VBFTtPoT-$RUO^zj+1gUfJIQ?ot?^+bPtyd27Nc!ZoFegnRGNy!(ow)i*uN>`Mo_wC zd_@@31d3xN7}k*46)=xyC6zH}P^^P=>nC6+r~x)pC@PSGAoG0(E+md(cJe}NK4u8H z))caaA^6be7Un=`GAB0{K(nOQ^Af3qJ(220S^0jX+@9mrCH8!X>086)Imn;Dtj2)ur?bpBY zm7o3eXDuJVO-+ba!IV4ZxJ|1^hI3Bo(va(f$p($EE0J>ZXUr3fM=3I%=xTD4e@byr zomKKtWM_M*24P~Qe~sIPG%#L7CXpptG)~`k z#_?ND0MQ>tA;g>}CnoQ@>#kjo?LO)F;|2)~MnxCG@BQa@KK!9;p=9Rz^&7+X66~CC z;)xeubWsyJr`@K?Egareq+oeKv;PSiu%cG829Ohs1ihKWEQM(8#8vE-ku|w6w^i9n z<`Hb1)MC&+CU{F;MA|I6zarN3$T*tZx1|RqyGaPQrE$e*FGPVKvA)&(iF~nk zaFXqlP!9lC}WO1i+a0etmZ0zD-4;5@A4@~S{aGzz+nvk4RgMuyU zgi=Z)z6dw)0yv?=73Se=9D7vk z+Rj0;X5>M_7(kM_egIA+QIm1TK;y(qI1-*SmU{OCytV#;!M=XH?2HSnT7a6Ja9q@v z$liP};PU;-aY5BFH)8$lLTncw;tU7(0|wuy66Fbv;{8EGdwb!k>Y|t|4iX*DVcuj3g9~ z$c{EVrGt`LW37~`$UTwwxIOA>gEg%!GVF6r^&mHgpjLoyx)y(eC2$9*9UOJUKae@Zcfa zY0V%2?jMV?(536s6yzpp6p&dCw2snKcxGCBoC88d~ zFyxr9B;G5He8-^=I}%fqBnG&s;$$ABAr{`Ds9uuB3F!c=^Sac5x8^1quIp83Pi&Wv z7?p6TGgDJseTAWr%2CiQutQV&w?XAPeFJDv=HJz|2(5va%br*B~rSX(N9Y7nk6hOD?`_Xw_KQ zS&HL)&Dyo?g~iW&`uewC^VUCq*Sp^Nu6Mot9dEzkv!7p_@2mx~+rIv3;4_(=hFUH! zdhs8vSv|T$CK0PTOBPG>6veqcE#DK@b40vUmQdG8$$VSVhB=j%6M0RTS!uw6sICJo zwBKwA)j2C!rFmY`2Ue2WbU|5EC+yLC*glJJS0RAPk&f+sUI%w;4l{Y}R=u~uiXgUKeI^W5j3bnK?Z7*FIV zMRA&*TWQ8tH%*>Vikg#+L}6aS>5)jK>c5mHAy5Rf-<||bMiBMJ-o3ja5gHo6_^lA@ z)~*}Sybhc%ip_C9BveHJJv`Vz+z{IEbtG(7pQe&>!P7V<-cOOx74Wm;5V2tCuat59 z>j#W*sXQI(??d{@lzjc9&kW{Lfn#b3(6o4mM4N@W2Yeg-3F&VsWyPt;yxf3yc1+cN`~ck2KDjUxIzcg|9aQ6mzG(x{C&KEy zif1BCevYPODtCNzwRWNyG$BayB(ee;r>a3Np+uWU`h?8$BxNTwCa0&SW@oKT6trnG zf6drn{{Y_uWX6t;j8F^g#iEy?mn+*}D_is{YY2wQh>UU+61ekAFTL~+|KJbdi;3}R zc(|>=huZ8v`|(e|biau!o(rob6F8gviySMF5fT*SzG^P`CUnv#`+-B`iPh^V_;5 zZWm+H$kHU-IJL03H7myEhzne9I5kuG=_0e)vnD z{N%U4{q1!dHq6gVPCUB1A=Rq&8wdLb8>yU{LGrkZE_>PwU-BXX?X`7GpPyYR09Ua0 zX*Eejne5kgQL4Rgx$Si+`MQ}(oBCQ26TG%t^O#~*c4nlmE5lBF`0zN~nsi`urE&tK z-w%kcCrMEjQ%N-n)xuk)T*4jY>=42*??8)GCY-v2v#nT(f*Sg)Vb!Ez1%v#>FtF4uWEHWN1jz%G!vdPhJBHig5*V zBFHmd%NjPBV@jd$vjUQgOZj2H{ z@Qy4(asB!Yt4Bxq-dBwbK^ZKD_t=<+CET%5$+{4?$N~NN@3!Tf`3!Z}*R36S%QbH~ zbnwuRe)Rn(_U;BO90ZW^oLDZJzT=`{3rZYtx<`&2TEA}7+y4A*uYUEbR6|bB&8CQ+z1jZT*he7H0R3CBH0GP1jkw3#_}YTS>Mmn&r<~^y_l@ zmM4TW33?Lu3))X8o5_@^63fYFQAr-QD>%`6apu&&6Gzkh_FCC!(F&Nli~q&PBjhkNa@~dvT`G-IG!H!O$`hTxJuF~iYcH`*skX&0n9B?jJSTt z{&OiP-3ep3HVjtBRFhUp9gz~5h3&E2Ax!5I-}3XibG z_$En&k{Pf1sq%=X1V#l4?dGmPzl~HJ&LnCYmO+GzV+McF6WlnHfIjiWe#lrn^NiDh z9|+uD#Mvc?5~2Z&fhU}B{B6Iu4fDA+Z9MV#EeK}Se8Qq@X0REdgh*M|+2OWw*syod z($>Y1N`_Gfm=(@ECM0y80?d$=O9LX=&=RRc2&fu0N$0nN;GRTrR>;57bpfF9X*g1(i~!40R!GrH%TQ zP3&GEPF6MLNTDUGv7zEx?RC0r+m^#P1%o}Wi)hW+1DnNq@~Qbx53{(m(6C~r?nGW* z5#U(ta-k}vO_b&R>lwT>`F&oj9&}b0F%UPp1at|yR10Css-jwXEBbc1JPWj1dE^)y zKdXh8GvggoB%o7Ndoxa+qM{H!~6>;Unxdev&6kAttaZQZ(hU@%H!Nrd}ZfeFZ1mwK)z zl|(m1o(=T%JJQV(XjL1{1mp3zJ|xm}DhKu>GFm~qxUO4CRwVFg>L|KLA>1Zt%mC*z zQ99cK-7F8HBvuMnCqfFUsFU^e1p@>9431Pv@jNUZKC2uI6H>5F>Sw(gXy%b08>t`3 z8_eS}vsI87cuM0ucNCV&g3f5Q@WN1AC~0W2r1i!oj1kSS7yyREJxRdC23N?6(*(Md zSQC;CAy~+7lt_t%h{;GS3Pv)dtqBaV{mfvR`d}?L`;Htu^qb$@!O$|~prg~T{X zrjRe;On&a?op%8^f5I@L>~v`vaLfEuvJ(8N`Hf3-ispb7u_TDX1e|M{MQ5LV=0`tq z-G6-cGcSDcOEzpi2D%#DJ4cQ{7T36=;A)@zwzt0RbD#b9SH9|Mr6h0zMd)GEHYA5O z>oTT(Z9FoQvZNH`y)TS_9yTMF*+f1i2F`1NfK3{=+saY53P7kqFCHHz98ra?l#Jb4 zgPHNk*0K0}x>5@kO;ZzMRd6SJwbA6XDz0AVMO2((f^;L!H1=6inqRpvd_6^t{8G5j zGfUu~6lZw~jj>0pn>~X6_DDKo)3YbP-LjmhWm&0z+)YEFs4sDz*IOuxfo61i?kpt9 zc3fwAc1n5bj8jhe^d~4h1?MS3&UoT6PPsu6P2@q z!3t-B3WfH&My$ek(0rT@^rsue?Iekq-5U9+m8Vzbk}D473CATeN;#AYDdDp28ALHk zLY1r;TXXW(Q*Qso&leYGf|jq84723cU;O-m-|jf$v~7XoX2OZG*mZL_<$&Y8=*2Jj z$E=r{M?d&ix>nwy@*Bnd~HvUS^;XFU0=v(Ds>f=DkF;8B%^Ytn!b zuv(8vA|E6^LBhy1Y)L5G&GQnyKHh3gbnsGvi%f8CP|gY589i_F+lrj&0oX4-<>|%= z0ZJD>EQ$U?*jj01l8kKPo*}EWyerEj3A518jj$3un137=dIhMG)Bwja>)=*v5!;G% zMjtZJl5WT1YWW^&>m!?^Y_XWqwv7mK0WFR|pwXcqG&>1p^s``ns`I|Mi_-cJ?|}Vx#sdqF32%$eJZEuF7=^K-Ks(_YLH$2kTcxOv&%^tnE(q<(XOA^ z-7W>M2v!MRAJ7BZV}v2j&;Z{Q!>g5p9~J9Nkq)liC-owp8tsXwepNu)F9>9qj9K zrHYVnGM8jY5_^&d_c}8RbT3PuN*a0FMf~VR)KW@FgT8pQE!ZJRGC7CtTQpS4E%`XlQ_FsABRd?Tg&wcmYH93C7 z^*w0kSHHUb{U7+pfB5@TIz-uJ$DXkuamIsLirV@BoL*$^|b zp1Y{J8n$82($wJLM?PCqn_8?S{WTFHa19-oIju3J zT&ikWIaBxl2=lVhPhP6id$!K^80Z*Xev>p7(?v>Y*+PVpE)g-NBtx^w$*C|*Hm+Ou?zg?;`Oka)cfhIn zo$nq#a>RF$?FG!?Cq4PB=l#KRpZb)iH9ZwZ2?VtoGF4cYwW_g52KEHq^2F<2r7`DB zc@T>_Mmg_x>j_DYkCeFB(!oJkqYTf?ExOY0L8NdOZA}zj* zla%ZiC2}-@Bc$X>#@4QZq&8sY3IcD{&`=NrY{jwzlFb#^s1z`AE9Y^Tap1J&mkpi{>my6P6rCu977TVIO>^uPh8~bCO9a+XYe54D zs7>-HjD^Kxu;jvKsW^QU;Wy-BHe#O%gYb_)dVRo;MNfIkW!GQ-sn34yhHroC8%GZ9 zCpDOS?W-Vz(KV1r8qJ%zWLbWMnKCpgD}kiLghDJ+sQo#OkbMiLa#O;6R$u(nV@8XKy;MoSmgGp*m3nE>1y|*MaBd4Qywj zy#UBxuKTVW#RyspY~b8WS&JwTO&;3hN=h0w0)Lc5f+^R{Z_&!+E4MT|EX!*IHr>~b z$|6a%GeDspDp9J{vv%w9joByo|4hn|r7|yZsj*ejoeO3SKg->1RYg6|soSJ3KCIVp zrwyZnbiIxy)znYENXR9M6&A{-gZbW8_U>6;_JRtkqQjhI1YCo*xzdQZ#(g%ZSQ{9 zi(c~L`|rOWOyPB-YgVrw-LhpfU&;9NETZ^v`Y7rax^_{i##v_Uqw`z7>t*0rc|}{> zqgWx9hc=BT5Sn2WL4VdVkBKTRV?DIJWB6O^GPbAi>P z&Yy+C{b3Xm*CwtWm{@{KcHoR4e3hY(B^HW^ef=)P?h$P5cp_I+#5xDqE5;QX!b3_j z32Kx*snA%0M0GKp-Nle^CSA{CdjeU4q}E=F^8GOCPST;%f!$EbDjZr$0knEh{^k60 z&pPqM6OTV}^S}JdzZ~5A1bgeg{`Idv{^+jrFT5BE8$eioW@hH0hj;FLcqd5z)vHI= zty^>42`8L??m3rUc=3}?ImPd9B^09uRYb8}<~zts27)0r(d(uH?bdLFqO>|HT}y^z zrhQn|DPOl+T&AN4H)&w0R)E*Hp8aNIDZ!2E zmUM~kOes}I_H%X*tx;2Ee&?!-f;me$lSc`O@o}=*Gx}K4aU6=a{v$U0d)+F_D0Ng) zPphC-a1>hhi>?E07uXc)?qq!;%*B>LEC{W@sDV;#UD3M^PI)w7HlUz{u9OU2ybzep zGD*k_iFKx=o*{yjCH$9U8B|Ky7llC5yLHPJDE`SULeI`GcAx+gOL|3I>a1b(30W

H@jIQBf3Szj<{S&(37QepDb+}r~66VXjz4NQ+R$I>X)peu6s z=b7LH*TuPo2#XjbQ4}-bkKqNf_5qLDBC?jy>Dc>0%+)z3IcK)YKB9P(L0|~B=Np`$ zJ3EI=m{F7vnX7XAP8bJ$7?M@W)4VsNrKKZ51cQXZIx?M5DF?zK&>C_Z*csJDm!q>p zGeis%g|#p-YA$+83v3BXlTM!dtA_`!dDC0Ao^awn{nH2T_~ozAg*875n)|N1?}6nS zDA&b>xki$apI(gb-M7elldVq(xVr=e5u{^vc%Vi{V?%}O#i zNVU*(6opzAUCRYk%7@U*K%QiNI^>p_ot=k{a5Y>IzPycjmbPV{JCnv^HxPwto0@QV&gx0EKHXU>FR#0;%^!E>d zpC0a%Pi1MH;4mnj9Cjj77?R6MK_awgw zB|C_9VrP@%p2!s@O@drWGhcg(w2ZK_LB-E zzy68cmh}|%f`{5hDs9#UW*2iO?pIhPSdCddVXbFJ1BRp|6FK7*ogvl4*_FhZG-fli zDYH`M2WTF4U9szW<@Mq+6%oI@mg5sido&9WzQSD6{&LlASbMXup+RO|WXjRy)Jcap zJ;)%!6oEN(?nIKNgsfJsTXYKx*edZ{p%hA4fN8=`hse-u2}f9vE=PM-G?S#s`xo7{ zAZ#)-m8j(>PkK*K{&6L%!;)?l3kfjc0lK54`sTO4_xJznZy&h#UJ$7pHy^{ajyzgM zMph+5El3xAV&4;g^}hE$w0-;g-uIWMYy}p^QAi^S7nYC=2sYpEOR^JB-1@RBuRQ*^ zEo;}T>2yNam_RgzE2P3vuIr`gd>AH~W^YBI?)yz2T_}P_RYZAU2!?8RuxwKxK*IJ( zEO(6Tzj2Of0n$k*<}Tc4D%f*#_e|3OU~jY3#5- zplbSFm?ofLuta4SkeoaoY{q`PIncur}uC@F{f2jc_@Gn!P=0BC;>9@r1gqUp)Wzxmt00Zx&T!NHli z`2?3EsilES?QBQih){fbOXic(%0TaD-DXpF1Qxz9L2qrH3R@q@THmY$Fg8*s52YMk zFj`PB68YkZ%z>_&|w)NY%fUEy^?y} z%9Xr=2c=f{Df0lTC)eq>y~DXU)s*3YvjsAx&caqbg6viw5CB}Cg4eFHAnYgw0CLKc zmb8o^Ug69bsjzRZQz@qF<9dL0U{`v-VD~I*}KkBnlm#M!wo-tdJ3hYr2#o$q|s)1NW2dSo)o+2IT80MBt@vGAm`p4{@ANNkcO zJaVX%U@ko&J!10egh0B$v_R-ePMn%ZN zS}EBI0@uURH(c=?O2`6<6GX-74ur}T*9<^zu#}g%80=8!l}hUSClBSC%tNN;YWbLo^ThtjCLY$~*!;Q8BPmYTdt27kV=Z^M0ERsD ztjSe36NSvp#-Jv97OTd1;5pn`^h^l6TE1NNGjQ+V4l(}bQc_H%9*FMxq=o|O<=g2I zC9XqD8^m|dCO7H(`j+!;kT&k3V9)y z%hk83gKR9fMRAM`LE9A^-c-V_XY*)mTauSXI$FTQPFfStKZ^lHRc$*h&mAF$M^|~u z{r0!N^Y{Po42)kg+iA)XGS`fANTz_g}{3kcvyl>Cm4}9<+U-*YF z+_-+j{sa4=Q7|^M7KVzz)=r6HUx|hyicNG15tI{5R3tWNcW|;(?e#cHngdPX+fhO! znT~UVaB>|~!V^c15Y$pO(6f?2VLwTVL@B8~TbM`{HUlrC^d*Tt8HZy`al!>>RK|s0 z${XWAU?~F^;<+x>FGz@v$sZgZRwQ3c+DTCd-XS^byB>(ml)NY0w}B6z^ob0076r>V zoiYxhDBBy*YyDc`5(F~r%3Ti9gj&hKXPU> zx2x1J46Oo*lq8X2->C6rO6?V-uu7wVNJ;8*EB)#7qs0+RCC({^FO({22v$_RJuUS% zi%i-cTcxRG8|<~VU^QT>q%Ge*>j@jwHI>Vx^#~WIrk-^8LD~;%PAL4ZqGUKyAPikb zx8X0kXa~3>>K^=MOm$I{jzaJ9cRJ=n&2!{_xfPJetkP#^N|B;0Dz*TNSPnB0+<@S~ zLeWG;Q6~)wN^4-rg1`_I*@E{aPYNf96tk4}?NAUU!CiJkQO|MYHjQHaHX`_edxmjK$4a~&X*mB4sGJovOW%kf9#!EpIF4cDf<-1usC363k>qxjTeqJggp@Fa+oxTevgO*Xck=JO6LlK^zLhrZ< z0|b?$ZJ$OaZ8Znq_fq^egfc87wMBEF1veE%nI*Q%bF||bPt*zmC4gMB4O$8=sfksU zRVVI5QS1lMqGVEK&jZJNUj)67CVmir=s$Gm5ICf0__1J7rPyGexv(j@u+;v-7j76o zd>HCQ_`c7fsqxA2PS^$!KQacDs5b-dHo+_k|Iu9!-Fx>v3rlmY90tH}lEr-k1CU1k zz`b|>!~5U=@7I62FK8|(l|~VrPEe_*l#&b??N@U6Sid~UmE}d4HeD^t0?RI;?Z~{8 zA6m^^!7)u9Q7+w^OT-K)#}S$`*}^?)Oedn`>)@}BUM0~&MOLVw+Z(FRqTe217XiJB zFD@(PD~^8askeHCYWT>KP_3;VSY%Nj_IxPJe=af%J7@I+SpwHwG;DL5Y{aTPTkWQm zvb{wvik}*bf&_OB8pUP1MXn)Om7C{lt$5{hg=;GJ$_H0Pp(QqeKF#?=I^|kOeGy!H zlQ1nA0gy9cpS1P#(Nd9ohSKUw4&#~d7=KW{ZBb<*WrRhQQG|pY&mfiq9DO4bkDbNr zERn1sOjA~s@M99Ryv2%0P<{Nsz9+8#^rwD#`)#X+ki8)7MA)#SfOfQvF~$y3Y$}vE zQxiv!a&FbI>jkdkuNrZIu;|x!-F4k{9|cFyDJO3Qdglm*1tHJP$&2W^BvKk7Js+*$ zsoD9dsX0=tE*v;KJO~(kCc8(WX*BfQ!aRU4@pB?of)FTq`7Gd4a+t}bMG4gUO(Im2 zK2q>xw&NT{q@`J5DnIdnm`9g1XxRjdi715g=cEWb z01(J9{NRCtDW@g~9u^&-M&%9UD<*jF;hbX&1xE`%`N!Oe0c~1Ub8GfFW zGVv_00g;92?pUTSO{R-33UsC`ie4)+CyNR=gokZlbW#f4W-VnbH<6BFeikUF^3#QX zR%hDoBDF^iR91*mC)^s@CrHPjfJw>T*H!EtQ|3f8j7yZ+{%AKPKL*CELD)J{{qToB z{Lzno05=Z2E-A{JTnROPWIT+bbsN^7ea?wvBV$1`0Fm_IgAd+y*PRd#gex3fvj&9G z=;#{o#(e+3zQ6V4ZSQ;UdjOpRGKEuotQgRL4VK>z0>?pD4nR$SK0!95=Q@i*LRP0F zP9E}?6aohtgfp^pCPjPP8|WWkUE0l>i^NMxhH;z=1g<4f%pAy`?~SfnCH4A4nYbnO z6EaUJtW3|81{9)9h$R9`1PgS&E9DB>B>#>FRg9WHib9|oCYJvu28A^LiXe0pV;Z-H@caavTOnMk&4x{1&J;Kk(R4$kP~d13@!!v9tOV_FT_Z za(r^?%U}L7bkxAmup%%2_{2C|!kho>nvZ_;x^6$$@IXHzm$q>@ml_?scyn zKX@Q_ME~e0jBT&KKU!G$!VRB)#xtIN(w1Xk9gu4~JhffTkmF)5ljUBQsyzj6o=fvt z$->ovw}RiMW=Cqng(FodiY4ht9Vy64Fns)LMXD8-y@Iawa9y34VcFc>Ug1_NF1mLr z`Lxs^a|ES!txyTrRu&@sxz!xqv}u*I+s|40ADvIt>0ylvOFKjW6Fo;b+DUe)wm`dk z%}T9q4r`r_-HR8fMwV?;?CP7Sarf6CuKa7;-P{^25NoNwmEf>4x1it;7xOHRVJ;9H zaqt;Gt7Y#92c|Yucof=;$#B1}9ZSQUJ}M)QE5m{lFeKxkrJ$5YyfqG5cDKsUiBu)2 zj8rzL7&-`FK$`E^`Ow$D_05T?sWl^G@as6iBH%!WuzqaqAH3p)S3Kw0z_19;f01Jw zv$Jz|-g)QeKKHpF-1whRKVxjoTHp5pj1RDJAftZv@BjWKmt2I*lv%e1ED@{{ynaxQHR5w^jhL;lZ3eMOnrNhwb?A!9!6eV)%{5KDPStZC22L2aczt3-U2+ z10};k7`LNXK`?i5nECF>+^dX$cOSUzm^J>>O&w=(MAhqU<90Te#}j z(u||T^L<^Q6%P>Ln~Kwz9bfR?z_C(>je4HT)LYPLQV7gH5IMy@GEVQAQvsLTEgW&OYygH@@kO_{^!g z0B2x`TxPQ2x=w%KzudO3Gc8sGZ8W;8QdQU~Q%;GOdR1QXdYg;}JdbTw`$_fJMS*f%HO=@rS|U5U4c zOeb?W)4wX=JFLgs7`rSPon9pxr1rsgOKOUS%Z7szP%~m2MF*A$e+cbUPjt2*q%P^1 z9R=#nHx{qs6GuX@FLNvu{Xg$`Xca7CUUPSOg89#hywJ zbW5*q?t1wx;{$reb4ZgF^$fbsUEsd+A~Z3una_O2o8SEAFW&I^BZm);jI9CD4}xaz zo;^3+^utq6-PYefi1a?TV?}OlJ<3_br~_PU5@m-E9iE$=b`<)=iAi`9Bo}tA{%0Gw<|@jHa|n+AN^5p3`fqByq-Iac7G&=t5Qs^~~FfpnfF74U7H;m>{q9!q)6oQ;_ zoVZG&;^A?g7ej*gnYOf>5oCC15I%`9xGnL6vaO&TT}hFvuSB4%(g=1y^17~v%s!4{ z-9nE^aZFe{w-KL(2@r5Xbc^ZCS42jV%*D7j+@RwijFL|Z!Hz7$<%>af7DF9l$fEJU z1NYx{+s_@ZIXtwQYf*(u?Y_a`^Da1#uR`WIb6JB@aear&--|3~9_i;i``Jwh4`6xB z7zQ^}+HK$Y@KTzB`#;xZyER-P?ShBbT_}0Y(zhnJ{yag7C_7e*?_`;Rh2}2}fd&tW z60I?Pz~`o0qe^NlKx+6I_{s_*!c(QoPBFYDq94ZQ&FK_vM?(kERwvTwRUWZdo|iqc zvQnw@@YqEI-OKXfYp&~MWCV||0_?7z0xuuOZ4R z&ZJrDAXlO@!7 z__xcEMz#7JmTz{eJX*SSekxVXhf~^=|E|+M^_Knyz9y{PFHw20pvT1v8k{M2F^Rlb1LebXl%+Ab%Au5R8CynAHN){KWfbh0cp7G3Q zG^n&doW#r*4XIxH_B{bJ3&cv6={YEcw0LdO?i>IYz%0M(;fEIhVD2|%j^M%#8#iJh zttduUn_1{iOpHJB$fHDosZxr9j*N^jXM+-w!=yOUDW3}pY(bqCI5>(rNZdqWQb?g* zSe#=motuskMl(4|agp1EF`XW4E*C!$jt2^f{f4rjg+yha&@&GL&*yTx)Fwq}oBgiL z(ga&Gl1a})?06V^pQt{AW+yTiVYNC**opjQyJ`UB!Z%Fv}CBC6rw|!XqR1l@kJM3 z0y~hGmnIq86FVQ;4pCy?k)EpxzdWg9E8Xf${i;g{WnF{U<}R{_AkAPe@o)u&~kmdYR3xK4ob}hKXUV zYVi8NEF06jSB2%O+_#?!PPJ4pw?#=Gthkj5?whTvT5-`MQsh!F6wdeEFphq^1E%*u zpABl!0Qmw(U2@r_XP@0zYT~WPWN3pbIQk{ut%o*EmfD(LuZVBr7@r}ZChi2%*xemJTIhlxYQ-$9K1U)=OV1(v}nk0zL zB)5jAKs2)xmLn?G)oG|#qE5IlGe@~Uf|94yK&usJIr2LoI7q`>X^dd)dnt8If?OaX zD~-{Op#+;h7#srKW&wW)sEuQ`fgnCSIXTY1H9%p(I2S1(3_bK~y zUpWbYw)%pgo+(!Oq1}31Ubbv8+OBRD7K7yIn<LL4r$(o9*!^tcMpfYgG+>m0{+4v+nJC)Yk zCZwFBZv@w}LQo^U@(6oUYjVM;+y>;8;(l4Nl{zG}*z^jGLvkdBEEN`{WkF1G_wL8T zP6U+t4T%~&BpdM5Q?|L}&;Y?87)fm(I=p1Yw>G?L)OMQkaqI%T9ZD=kQH0KTH({hy z=|K<{){#yUhC3eG@%ZjNj&kAJf>v|W#?8Y6!&!>HaNe3k^?c~S!P#jLuL4B>!eSdf zhjKR_U7nI6kqUEWb3ITGkB{%#wUgtwaZ1&-(#B%DlbY0i!M=A(RmxK?!w_hk#16*p z1?vgV_kBmeb70C18@J}HWQU##lm=jzdLv1Z?7{OpaIOYs8*A?+9-Aviku{nJfhQf8 za#`ar%@&pxJ;%v0P|OTdS(Ik3mr#wCjM8Fb4n!}^%^f*1!4Y82oRLx_iLUk+hB4av zt|!P}0UCqn0YE}+^t2mT%zsEHWsVe7%zb9}p540SJhe_y1kZDP!*GnBRAQuc8OmwB z_HA9DPhEQ-q!b>8nJ(`~*?@Icz=qaQ`YA;6%m9vOZZ6F;>0q8@%r$CIlyq3wqrlSzqG+C#i6ssn zKCJV)MS}ydVH*g+AS8&qI!u{n9d~wO!Kc3G96WsFH^2Gs#l8A}1 z55!@N4=9Sc!8D2w?Ar&0TRr7wLd03VaEOVHcUI9wq= zLlT`F$3ZWX>pE~JuB$lz4xRdb0B7eC^UN#99@Wf7WCan_P;(HZdEnmrs0VOK#?Nd7 zk^n|WGDa4nb)+oB!`iAgrKswzsc(iRhh}?f-RL?!fcmN?Ooi&2Fqzp<7jgGOgJqk? zh6k;OR&;Gy?-Z@HK|ZLi1`9Tb9##K(#cAuVV=FzD?W_7%-Mp5(W7}N8J5>LcJJ#Mv zd9xG|+;o9{D61xuaA&+bTF8o(O>$;oEOHQ}EEw<$&$q6dqXd;|6|yLtTg$x?J-Q$_ zFR}r8UytreC3K#f-ZGMNG_nM~NpRYVQk=bj50%*bNuA*J+dEyh5~dlewHaaMw8^^S z;iBscHgxcVu3?3cZ~fzH@dI{gDpG+-LO@l=6)8dtQyr#UI&!or;`f1DrbHJXnlTGv&QdXhmmQOmfE% z*)ue4!#?DHa3siguJ}myHf%gAR6EYm9IZ_%PD7#qa>Rr`=({1aV;;)8r!j{dO)Xdv zMNyJrm>2ewC_y)if(Csb7*!{rI0TWTDy2(P*eZRLTM$qQ%$#& zr~>l|C!GYe(p34x#{4Wgxt3{I_tl7EV<(mEN)EIZ_NjK#S6fhAKbN)&z)F%$hMCwD z=&VE(EX=_oKD3QuGUe?7EO*l$#uaf=)wo!C3tw*2hLkJS7LU&Buj9GP zGcpsMsr)P|Wn?NL1m~!}6#Z8yNe){r4sEYv^F3B5s4YlzEt|D06&lj^QqTyMcv!)= z&^t-ElhPT#d*E(YqGfAyZK$C1qiWT+c4GD^ClblC&@_lIHV z`+h2PA}-}9;OZgGlKvooWA1<8L8uByb|SXGmNLNdfjT%QyN-3Dt+r)-#Zu>EC>~?XP|!v8n1Nu96M+m9lCYx| zHEvGBnQ?UQ9v7Bz9ZxB_v^X0=9|~!hWB4Z=xjzV#89v?s3N*N6WQncxad)j47OD zdUhJpd#}9mWvhpWTR{Mdit%$CY7OAwQ;7Q$pZvF*fA|B~30yx+qLjV|Du^dN`N_WL zCsC|eaO=dIE=g;atLSrYsO5v71yZ4cu;8JdkoRgiXrnRFc&FeZHj*3r)wr`wbz6Q( zLse#FD20BNDH&xmX0qHumjokKdF~rxQKi453tCB7_loY?`|TC-T^3}xY!VqagfJ74 zt3o;!^r#wY$bAFvXr5C;ret@QW1u_vxe&^Vtb!^*gb*xGm0r%TfaB$#bZKf?3r3e% z8jN~pdzTmDxxL||`#Z{FZ{>};XL*z-n^%hLicAXY2r6(POc&a{#M4M3DSMapFPm(d zMY3`%`z@)f_{BvhtTz&;O2)Nya>3?T-8pKv-heaosEaHg92kK3o-rYj*{n(VqIcf) ztL-}ZyZ+Lk%ebLK=rL%@PEn0-ha;1hDTbBb*HI z5(D1=PiW@nBNJ2-9x2@a#J)lnD6RB4>xyevSuQ&vrR8yt<0zLpgOIz2Ng8Z*&!R*^ zVSO=nXy)*t{TzMuTu1l;278j+CyUk6fJ@2?2s@8HT2U zrVr2Lzi#}mfB%oq(TYd)_c!6uG>I8>pcSy(|LkXP_^bE+1?)6kUs8-JrFG0nr)@j$ zyz^SF6NVj4szI;%Z0DFpH@HAg`))hG%NQ>ecTy5wy_~utUp`)%=Ey9VMNuQkm0eX( z^ENytX)Aa)aSdPPYh^GG?efb$TbulE%TiW1+kV}DVs~oj&y{`p-Obj2rLRf}luLOv zBgkr5OV*!e`k~2O=RfDm=MxC0BF5P{S9!!~k`j>#2RE$^&>M2oyWk@Ce?4!_le|!{ZCLr9cRHdI=5Z_}Ngz$&L)SotcGwOHHkvvL zCoa?#fNOT>n3S@u$O=Pmh95MM`8i*^dDCX7H?S~2fAHXeCq3y5$B`-d^!YB~EfMWC zF1zI7m%R8T*L~z8Q`6Jy*RLZQnFQ3)!ranFKXzRv8ZUkEi;mm0iFq>k$M@X-z;)Ms z?1s;NhKVQwuL-Kfk)TTuy!$_X?-{3^x-Gb#Kw5OD51F474BE4 zw5+{Jd>dL*R0~=O*#kvm`4}Ye_huwQ1Wg1jI7D883sPI?IjuFtM~Rfv7D}OlhKXw* zCD2yqZHE1--@gZW!3sj6cZiq~wkUXw@U*nS-Bz-p(_`z%vTo}J>JCiDzR64$ZAFZ# zT$q{$c9~=;!sS6 z_}6r4`4;R$ElAVtSX((BYX?l4lh3k3=`4wIh=H(DH(VGai15%EEut$b|GNw$4W|pk zaMjT8MHgLo%;t@c?0Qs^SsTU?(8tWr&VJ_l&ulqy>s41@HR!nLR5lyAdVYJ&JKnMV zf%`#0Hd}oe)hdiBv*~GGdD9dJOmBINjd`{q`5^JYgx)=u+q$>rHOK#C{0D0F?lC3boQTp z*10#{_% zAaV=Q?CI&rM<06(+(Z-O<4^_w%WYg;v@!_k(6rxo;~k*``fdC$M#g7Z~FOixcg@Y~;h`ua~D-1h{@{l38S zghWEUc}#%FPkHj0FZ!bw4En+J+(Mob`l1k7(vI>H#Ga^766otAL z-JCY?P=zvBzETDB6;L#&W?Y5CB2LMCmn=%qi$msDX?jXDd#hkaYp~kW;qP%P=(nt; zR8vBAy0?|9vh*%STTk6u79eORKEu4MeAI`Q*)mf6FW0_d;~JAaM1-@l6k(T`cDI!Y zT5I9U6*U_#D{QTN93`A{L2Ei%JJooBdhme4Pb^l?hHgzjM_8Dq$s#e9CH_WV&s%ox#g0!U%&nj2D9ctW$n)X(*_k_k z`Ac{W4X*-)JvBWCN|sX6T0SUm(szLhQrU<}lfC|pZ@A!`bJ`g24TT07mquwFgwCdW zlEh4U!LS5WaKtM}PV-u*oNO6OB#>7XY=k`u)zA_ zQ$B!&G&RwKF#=7{-cA*3VAdg`y~2tXvnBGQC8ApThoaoGbP1Nla(^XH8TNxw42-E4 zqDw>8um={eR0=~I_>LLHiq{{@pRt^;cyvbZ`a+KcOisAaQl<^!12H$dsHMZxtW--g zqtQ!YaAgR^j+W?=_sGg4ukQ5xEXb)By!gc<>()SSE%eChRjU;i6$zB1fX(q!*IoCP zH@@*tU;U~-{-YPZ?2lh|^{Za>*MIpwko!mi(bu1*IZ+Gb3%;&)WTx;_+$H~ zXJ&HD385gm;{(QV$M)^$YeMZQ5eVy`rz%Pjo4R4shU>1o_BH?WH4bqe&_d*ySHAQm zn#4vi#!*3#V{~+IboF3=U%)oUZi+dhL9WP+rsUf7Yw#=%#lX_6$aAMrno!_j0BRlh zeFpx}5RM0=$3zf_1J5RGauV6pB-ri~RH`H=6sek?o|zmUH&0&+yNn87L&+M*a0^3l zVaetx+g{~gUR7jN*g`zDx#8+ds|}o2ca@(rLV}>#{G^HfXPZSlNTm9FN{Z} z&3fe>*|q!=wRjCrEjuDBzOkyI{<~8Q(G|r-B6FcEkx1DQZUq|3fK2!i`GPc-!BEvM zE8qDKNnWx1H7KE?FwD~ISyx=~(wDyElOO%Wp+g6cJ8nxF1wf?S-`C#`I}sc)GZ%ss z;GZei2P?6!Pe}l|057)n5(PLgJU>$KY-J7&`qvv42V{b=6kxUNjISmx3Z4XBE8+ikbL=1=~l z4@6qfB+pz%H5~<5sja|UyLQ9Bed<$Bd)m|g_x0CL&CI{&-R~M2>I;*M2UC^`fWEk@ zF+DrCeb=KvVKg&7{@Wc7edC+of?ferztaifTEk8Zpwh)or!NRbSNAV1hA~Fhah(DG z39>QCRpPfpP-~gcS|LBD;JoAjxqR@qFv4h8v5|acR z+4BAOyz|dzXJ$U}iH}ZAjwfjXMT~vdrC@4bmNN;Z6N8$J5t9b*vAD70he-#r#?Zxo z#qWRUga6d;dK2@DhPr{7`7@rSz1$Rdn35pzb-+radUJ!Pse8Ri0F>S9MNU?}azvD+ zEi)eTeg&(pHH6`otWVzh#1Z@xvkKb|wOWw~at755e~mX|{x%k`P4;kQ=Gwd-AeQa{~Vc$X8P zDj;Gm2as#7X-V&MOoU9EhP9Ah&4p~A`$*3*tcK~`<*zNB-VtBE`7>}Km5-d)~%bJUrge}b!9j01v6eq z$Mt-FadCcTYRY&06V5pP^wUlq8D1p?a-XFHw~WJ1>Vgb);y3|vf+L3~!1+T4kRtIO zHm}{d*T(44NQLnVgD1|HM3jw4O>`b>&Mhx%4UU#c{`O07*JGzd-z^ z!lw-3U)=tik6icBTW@DnOOiS=h3aL_}i#UaLC9bP^s8DV%D6XTPRI2Ht+5Rx#O zIi%DrV7Y>Z=Yc+ma3C5_hU2zYtp?|e3d2w-1;2`uWXJX$;PZLX>D!bN(14Vssz20} z41DjOKKQ|Pn>Kv#{qLV1ABPeFP;)H^+)gLPkg_WYwIY$FA|nU6%#mn1>R?5e|M|L) zUHi|g1_oxKc4lYEld4?3wD%a(DFXsjn&!1)By16htQXJ9v%3Gpw6j8@ewhrX!bwo_ zj595yshMXDQHAko>oqCb*GWslz$n>qrCk#}eK;0)TFDcx7jQp{^M|k8T6VmNk`0oUM- zY-&g%-`mPe5jp>}=73&WF$99^n*(W&6ynsaCtv%)5C5g}-XDJd`@0_A2>=_v)%5%z z$AY)9$};r8rKyn0Rp_^F$KllYcoZRr!4=Pb-nAdO_PEWPL0kY64u~GQ=rU@Hq8p$* z;y7JgSZoE&jhi;FTeq%>8K+5>r`UX+#Y@ppe-6l&nd!L$PaK4J=E&$O;_gOo55^Td zr_mON9^Z4vt+#>bcNHuV+EOw2Kr3cUpHj;A)N#jPXct7}>_R)uFzAK)ON!ra-~O?W zfBd`O__B^~NmoeOYPB3h>BK?`SGqvQyfi)ajnDnZ&wldbD_`-7H@)HYCvDi!-}1sd zNU-{19#bIUw9`*J`@Hk+xb3#-$#LO25M14I%$5vUJY(kc=9)7|)2|v&9NZ7mf7R+? zDMb_}1nEhmu){+)ZKUKOA$W{~C|JO-Qso0=)JtOJ`%tNI;gLrk22JTWfP#%Y}MkneGhH?n%o znm_-G_rB|`*TDD#Z2`{_sWMU?lPiNQWTRxgmQeYA1$4dHvQ42mYmXMy<7Hn1cMQ!U>6FCzpe;FRpghT zzrWii3OQ{6IyTbM!vI$6;bIyA5CqDkkYqwnctGb zl8n*jAfTdl(ryEl4$=dx+pyuauYKL0zvG<){mrFLI6XV>I*M~^da+@{|FE#v*x0J! zVN4P5B$2T@jSg^UcH&M5Hx2-QkgMb4(+~t*w|4ECHEX9PkHksH{I9NZ<21VWo_nG= z^$;GDC1!RD^DJWwn-HyRlE(0YKS}B+^syW|eCWm-|LZ3|`6)>JHQ;UnZImExJ?eyM z61hr}ZG())c}qZDt?|8kKK@T1+J5hS?|#oafA5k@M<4*M6wpea zbN9V-Gt&qqI_acSPT30KllIg!S6#_a<%m{abMM|KAh-=8oB%ut2brTd0^w_buc;{} zM8=*HE~bk)a4-}Uif7_A46k=H+ zT(#DzeXLiV6Dz9CR~3wJ$xS&f!cFRk4^fq&#wcg#bpat)2Ahj~1sZ0uOs%@_9ZN9x zuu_!5X46?o&mI)&KGp%;-T!wtb4JlcvW&(x8o8M<+HIhWA2xCwneig3caQY8QWjjT ziWqDKkEDv9jd;2QGI1V0a%605?1bZw{ky;W`!mlv>ziNu+OO`oV;(T!iy-1 zu1ZoMv}rb56k&$VJ#zRkEF+*$@cQ*@XQmFr=`o5bWz%!xcJ%NgyB^=W=j0QP7fNwO z9qY`ML=y!45NDW|nxYE_BfxIc1Dxnje)6*$|LexNx#@KqH=?&4h#y1-=gpJ26QxNU z(T(_ib0DCLS(sl+t8qy=ZED;zR%Z zL5P$*@7d2i|NQg9C=SC!HWVWV1IJA|$>WdgnK*oeXD)f}ScYU_6cOJUTe>(BS?-|r%_EA?Bgb!*nHTetSyv(J9o?_GZGg%`J^Xt%?unb|Z+y};EGC9RZj z9BKb^k1b;w3R|j3sY*ff%D#^0>A^4A(&79VX@+&>x4k2!I)67a65n+_BqcG)0d*&d z6r9V)wRB`RDQ{-YE-PN}YAuy|Q5dVjz@wB}*6+`63+6{{*5-UJS&>}qP3dwF5ki3f zNE#p7w?@L);_oH?)%{(NU{|4ocwnhwC0m+IY2{dmqLq=H$CrxSaEqm!w#uFrX+8dY zHL{1I?u{0zUu8zRhGo}^8@qYyu?(>?OGd6cxk%us73ciFv1!f*!gS|d>{wL$H`Cek zIPbd*B#TkXD7;px&)_gDPNRV|E;P-R>P}BEC431VEhX-O-#O`Pjg1Vy_D^4Z`DK^= z?B_qf>(09#dU)r-!-oI{z8d{M{^0PcCv7|Rw9`)gA5Z_i^Ugw6=P*hpr>5dK_0R&> zEB(}{D}K<$49atms;hBZ1)xJv736A7J?SNB403k;CWsfT%aZKzNA~V|bXN-w@;&fW z08X(J61$(0E}-?>jXisI-?!sI5dDtlCt)ZXd{Qp|AeePd3WNwli5bA20{y+`I=B4j zmd||VKkm8fPA_PAt{Zkjkb}~ZKo>gaRj(ZBADWtnRAM+#!xqM z0li6{%SHZaIn@AB4$w>z`pTv>IldCr4)H;}F~T zeV4ROF1nH8R;Kix9W0-iJ3}WRN-1ikVheT^!TwE^(UOvBF-R!$KNA-2U5F{qG*r%! zk})rWNSTyi{4?7d8EkBs>-3%8&RUu`RS8fJKh(Ya%u3XYm^1I*8jLGu1;AR>z;Nha z4KK-H4O&Q9vOJAu=f<LRzkVY)=yeToEFA^TBCZjLXW#_G z5?+`#bLj~>;T^z_LdA0sZsstV#Hi#pZrm^mBoILpa+e-?Y}da1dym_EEa)#lxj?np zYzpKinP@37C`?W51R9CwHXJ1)Q+0&byn=!EG~v?}9q&@f;lcj<9^C$!|G56H+kepz zs(+wA3S-)$aAuyAtMl}yKmDYWxAwP&_V3?!(=9(5KXedi7Ft6itA+*!2LjM=;nLEz z|NNngE;#>5+qSvFK~#RHqogxBJb2kf=R>v>AS@v}Ax|@QKJd`Woh;6hy-=Otzcc-X!3tzYk6=fIn$4n&>Jq<7uf|?m)@>GmZ9UvQ#2n|87xCmmMv01AExTUK zWN2g}%@ID}C@Cy0C|^x?N*DPNb+Wq+l$ZkHOsSYwaPjO4sz;T3qdr*-@z3=-h=+yJ z^>ce?K-iE(If^AB&{beD;mH9BxlU06oV29-w9&~@p^{znRLjg7v&Hc^*;eINY_eehj>gCU=xoV zj{91G32cI`ed@NY@G2FtBYDvQuuF&{)p3-b;Jq{6StTIU1+g@8U44L}RI z%9W1rK>In~^z6(}Z~5uO;qhjFpX+;=_Yg&+qhqI^cG~dZAQ1gyX?x+)lV$XQe)cAH zRVZSFNHXluh1mt65J$xFCP8B7I3tni5V)*dRx8u!b_050Q#CIOwR)h{@_)f+6>F=a zB$$qkd6gaI5nX@Ao)LSBqrhqM)Rf2;rXq=UkK`$QPkm4GfB`=x{JRzJbvZ8e(Oles z@35N6UngRdwAnm^y2!FS2C>5)B#v@xU6``G#m}u=v&xrQDd znWJYZIUfMgy(Bs+VG_3H@cc^BgV#XxJ6}BUOV|uHrPM&IjoSIt#H_4)u zN}@nhLgAyQT&*Z0u4HyW6={>gE~fM4F?kw;n@X7jx98}{YVffn36ku4feY(^H6x=p z-uV5GfAW)HH#hzM@$vChtA`F9-XDP6jAIant~(F152H*d0+GZH&R@BerKDiX&i#IA+7f2(#2;(q{_$JcTXB#g=B5OgZrqyf<*;Kl;J<@4n|=zv=s~ zhh7SS^aE**JkoGE(=$`|KXBhKZoBQKn{N90SHJ%G&);y{FMg545g7Qu!=oGzmN_-5G|f?EypoR`xS=@|H{SxpNb zJ|0`WjT<^=&+*Xx6=$W|+E@mj&@K9hx{2VQ-bUC#r>nIgQ zaVe5q9alzw&{<6IGR;aA5?H0HhVM9;a$p|~f=ux3bH`}z22!szLhbstvfN*hu8(za zc_~~%n%Yj_f2As>IJwh?(iH#b#&aEGf>AD;rJ+K5PzhN=UiVH7$@E#J{ee}Ne7OzI zvzCP0VUU7Bo0d$WI>L5j&wW+{qLPHQ?c-x&hS9%m4AHY9Y4Eu@7}#2vKtQG$MnSH z<9qgAa_)Ibla0_Z(+QM5SN?N4c&-*bzyJf&SLvLx;Zjr7wT; zTi=S~By2~(*A^uR90J#n>$pC0H#Z@>4Ppqt|Ey;{{|{dPcRn#Q`~T4PCBT{;)p@tO z@6%{T(lCqm4Q)t50)#9i9G9^`0z%kqmJr)9q#_nOsRSf2DPv&=l9Zjq#)<8!EKbF# z*kHR@Y?qTtjLIMv1mpy4%#K+kgwSZ4MI%PD{rC1spFVy1oW6bgUHzJ(=goWf|L@l8 z>2tob;dr=gfieSbTGV1C$eNl=ay4|Bq(Cd)w{U4R>fQkUgTx(Jqdj%&ViyqKDhUS& zC2=-c`!vjZglp~Uvqo9BL|%X*V6*5zWT)weBySWJi9oa|@;td$LeVi=wTV+FCA$OV zDAnqj)Cc+AB?nSd+slk&XG8^S3vUAo(Jx6HdpgpCVF9A0#26LmNFC$IGh03%Ck8fY zJSlf5l5~V*vzJ%`z(mmFe9WECV=BGiC$r6%kyW7C^9%rrsBNQP;Z zpI?bh;t|qBu%w>VspTYUJO-X~l!4;?OMk_=r?byg%u|ApjN>$Jq~isXbu_jo2bN87 zCsR!~FIkTa#LwP<)oCVUUJ*AA5f?~cUe!#xT3Jd^n3n*N@7}$073B#7et^{gfw4!g z+HIKR3k`k{$uc$st%M^T49IxexF2{7e2-U#Bvw04dy0!}tP03$T@qPC-Nu+Ntoz#6 zzIN}u_hM?AlluYXm+@H0K5xxUH{G;*`*vjc2jn(zo3NJ54OW=2#B6MHmp|=k=be4t zckcbx$_K0eEit<1uy@~H%1G>o!J0m+K!JW0k+<;rAljUD?l~k1pp+RJXOMEcxEvpT z_>plOOoxJnb#BMDts%6Ivm0p1V@(L%^WdKQuYJz-Z@u-l3(q?@#CszreDI70*GxB~ zc!{x5R@aQ|jcmzhL?2U?F+wL6jMz42tels`40w`%)zoc1j0{EY6a_$of~=u(Gs+f7 z>ILgP4GK$)#$62~&IQz09!d6i%e8{GMLV!SQ=ns{Z;!wLVLN5WIp>`5UVM*xT_&o=L=?*-pDx*l3k9kRO|BvF=mt&GrXG2_M&8-t&~)6F>Tver|Q?vg+NPs~I|=aZ32E-QG+3{D9*GWHC}Vv{-PRv}8XBgjB;O>SI0nd0B_)@M!>pKzzSIu_g~a@Ze+L`(8+t_%Gl4ub%(B9|~L4 z_YNJxplt0TJ=uBa|o%VSJ*TVn*ilh^EE{6x(;G$ znJqhUd6yXn7Z8h1AQ;_*I^ViBprE{`3lw8&Pr6PaENE&MXbSm>#)ly**^LU#Gr=~3 z`So;yrU9v&Ra{^Y@I&6se=EVGb}`K#hX^M`|C7Y!52NoR85>Q4|9r&>*Lz8fq~&er zu%$h4r~}0VN4rfJiD$+R|K&VeOq+yrF8D3$ZlTBRtlASv^aSg zXBlW1WtqhyX{<+|vI7Fm0KSf?e_df|lhAO$qohr?k+~hsXbo7fJ^@3VL(;O^H{DgS zGXzhOgdBXQtm#9dn2>|~!b>hftIY%Zx1YKVOgD^R$H6CUKi+|4vEMkfZ-2P#MK5~s zi(mMnlY1MCBaLKsC7#jZk4Z`40_hBX2_1|!_Lnu5ru6O|yDq!*GGzHjFo1V**zo9{ z(}6=zD?jwT8(9H^lh2Z_(ovl)IA{BSW_>qi9J}th*T3&q-*@8=KhJvzIm=2B ztucQxxo=2~nv&Q2aK6`)wNRO8LdW#{$C#6woBt%{=ve^pFZI*HkAlti{hzCT-(h%j^1D%8D zhR$(G$#84};730&i@y!#)J?8lM(F;s!-3JLf*}Y&66v#kp6Y3BVke^I3CeA>Qd_i# ztZ9RV59XWBWp041F*>Dg z0v;zrZoYU{rfS_}YwctO>gmexFT=dJbo|77t0x%}z<8z<0-4GOn!}?vLHp@@@E9lh z$W1ri_@+0%IYbP;f6tzi`Ved2q|U%8=ytosV|35sdmebmL&yPn;V=H;KY#JfH-_hg zXf|=fvyd1D!x$H##=f_hYcu%4#+UYXFasFd;{?0!zCB<6#y2j$JGYT#r7w z|I9Pb{0DEi4rTg!HV8^Z<#u^wXo=>vWIdtUE{=F%|WB`cXcI&OTy!kCB zIk*47z9YwuVZb9}dFH_Ey!9o^FDI%=D-2m>;Fz37eKr&}+Tz$^VSurw{sQ!ob(*E* zK*Vvo&S;}D(zGp#%lZ|{f7CRt;S%$E+q_;P*JC)Ptp{((jvrvwVy7mkj4Ru6)l(a( z0RLpMJ8`w(IgXpsX9%IoplV~t^2G~@y|4&OOXiX>tQN}9eX^QG6tpH>eL_c|#BoeZ zTm*?C+9rt7$ZXI99G7MUK^B1gtz2h?ZIwJ#@)l0&NTh_5^Xc3vHDYMGo!B+YUHU9vB5&Ke+VEWuc#Ix}{UC&y&+B=VjZj4`fNOBqt|6n^KM z$RZ&>%eOBrUdBA+0}0olo1KmvIrQfI0TA(*jed-=;SN3icu?EE<)?op1i<;d z5B%;U4?S`m(*$$}4<6Fp_v~w~{TJ_j?<;=v72$Z_!9(%YO!td2=E2_@j3T!MCf!ns zBkR4xIBusLdTj6e-~axbZoYA&x2K%!$TQB4#`P(q`uz_+_|A9z+}?*D=rPV5wuy-D zRZoBVRZqXd1L~K16BE#j?~+cWM{lFKff>=Rx#rpLe)qfI^WOJ-<;!1t?BJoDyMv4I zDb}8R@Ze)1E*mB44`H9LyY9MIzxq|--zAqkZRj8b^goVqo;>YH0%lf+}bh z1D2xRW-dX`YJN zhw(PEtn^HZi{VHoE-G|5DGH2O3>BgK1zna*(8dXg)2AdMfiT2*or4PECRz=xh^B6* zIybpVflsQm1X9R0KEWzj1;)DZTH~Qr_CBI%Vvd znH(igm*c6|De8};lhwpveKg@Gd?hW>9Lvyh2W8XaIXPO`hi0dhT$}bVpxanG&}a+@ zWb9XDcTdFzm!)AC&Oh(GXFdCxr(bo|Q!jq%>1XZ^-dHBz zw*9%+-_Z9-GIwkQ`{$qd)SKRT%Uz%N#7WyQj6@7iV?(Zi@ccKv<)>eI)AJ7YQ;36 zj_DGX8swpMJq3aq%eGNxL#0kF;GAm(pw=6C*C=&WJBS;VmAp(@(x*CmZo3E5;_=+A zZ@&$6>;_YF^oh@+krEEwgK*$lpCRN}c0cJ$;1_8Skbhc5_f(d@JXeW^Z2~$il78K- zUP+bYay5Diplm1Ufn;>~rPB#5?a1-DU|o$q#Qod$R_`=j3aHAAod?|i$=`}#G_0|Z z`fyAa0*g(;bl|-p#Jep4D7I2IfNZ1@Rm#z$7TP&^$PH~AV>C_Au0!Zn>d~2X*tu)h z)mLAA!}T}Zbkhr7c=OFKdeKW>_v5d7!y8`zrZ>L%*i?@RY6FYZBWVjzjICl84i!Q(Fo&W5e=bwF6&>kNk^h&~#U6Yo1PtOlf0&Z!1kvt;+e@UAl+?PK$Nb&L}Mhfe7g4Kn$xp3;eW zSTOPuOUt=gB;q(2G50{ZwGm&dwg-V}<7gI>Q7Y(MM>K0&#%lC_ess3H>}1AzZ@B=# z6kXBZl;}!9F1$oHlDkTRK4H~otwo4k%Rv01i>M}XU^PpQ1D?IdAV1%5SI&7h^xz?p z{;a&1e>+84V?#rq1~D8E>C`*3VRz{0rVfnDE0hX2vg4ZJ(!?*91BZF=uIt&#igxwZ zw#;o4c#Ttu8*WZ)8Bz7vXpsl$nXA>x#ZnubmI2J^6@Jr%{cY_HMN@&vgd+zlx{(OI z14oXCrbk=FZ0Q~&IeU|Hj|y=YuSg$>GOB}?6mG42#TKHKl{NDd7dX(9i#_5`>LJF{ zhY>dHhDFC?IDF`6HwMLTh?yDq{T&xwc(LZYj)s`}0S{V@gdx+82p!(ZDtrQ`vAbxN z9X~d1-O@e#+0VM>+GqdOXaDcvBgcY2ZCqadl&#ymH;*6M_lF<;{XhD{4_#LF z)W;t`e9yPP^~i(wWA>6W&UDrtKYHA{K1BLFy#Ilim*!>HKI@qXZ5pA;@ z(y})E*afh$%9m9`;~;^R=}%(|Vj0K-2P_++UJOHnGt?tMQxT6L?<@-$`WoH<>c*BH z6k*?M|}ksc9i72OrcgIPFz}Bri*f@}3Y+%iMszA2*p8*wsJb=dI85?FOtmR^VKQ5y z*Z9$=Nl(D@WNM`3@IJ<|a8%O~t4ViNJ+|b}LI|uMM@zOnv#bq^N-p|R_-I>$w^GLr z2;fkj?#?(G(DS00;DA+R#NB$^tqjGtYJ+zX)4+#Gl5p0F18B9G(>RVyj}TWiQ~?7K8pWf| zEVf(+z==ZJfIE+X@6?{C+!oBr<|Gm|n#5B%V=Fo^h-k7#3ARK6HDQK!CI-lKd`M4) z_dDz((=by8dMU>>O6P3sxV(KfQ7qEDv9tyz!Lm8mUB~~F;tV>C7808I0>8W0uPvgL4) z1rF}-x1ILO|K{Jm{Dn6j8^!|%9;MhgDT2B6sajAcBNR8s2>nO>Vauir{kQM?Ha4e(x=b-?&{{6?)RMC;K_&D$jvh-v|0&E~1j-%3ZB!FVD(-A# z&p`~!q*cqNI7H$jV;B{i<*uk4}PxBresn~ zkllT1JAE&Y)iSHqI6Jj1N(#N}0btfFS4Rq@IVnN|GX9eBQKQ5paS_w!BND)}H8Mkx zGNi5VJ+C2!Qd+F>+zj<1d;=9v$|x3Dwt8EDQyP0ME6``}8SkkIgSBS&&Ry1+J3je| zcm3SY|JA2I6)rga^mDdtY*~%R2Tw7ZJUK1kALD)WA;x|`dCSr79X|ZMgCV)eul?qK z_$P0<1-kCRNA|-o8jF^hezl^&*Ut8q72qWtoP9We#X6W|v?XPInt`6UGF!=2(sfOO z&a}x=56q%=+ChGLK#@9uWK&av=i<=Wr1fniQx~3IZA+5Ur@Z8iPb~kdH^x@O)NGXg zT)Cz)Lj%d%MNFwBL8>m2L7wgqXQSl;DUl4P90zTnA=r)tfQ#1=v*brloSvhziqdKe zpSM?fR5{P6pSQMzz+z)metky#yF^YyiTWzmKcpaW=`LYvu(M{Of$NTwaLTMq>nfK~ zQ4N(_`WV-FJ;1=~YQJg50c-$=1FU_x7183NvOJ>#KHVkFk-9M+qbWP1Ll&bEcvM2N z99oSWf1ufv(R`ae&})~$f9Jnf>3uDJT@$B!TV_IK|)xbKm05Tf(D-g*xbsIr3y zlp(V}`tji2y{ltKx9`~f8~^b?{md;G*!kfD--BW097-z*P>n;*bl=oA8`@2h>mIK+ zHe-xL3s~CbM^y}IGj*Ntalj5`Ofaoo5erRUSa2BOAzKV3=xLT~JKj1@p^MUY zWg3WWXVwX7Nxr80{FBCq{wDMclbm?yLV(bV&OiT#AN*U}ckTSfckX@kp@)Js{b)@< z-6?OG_b__=7m{rqKJ-|CW5N?|_@N*9_22x>AAj|aLZJKm9~&`Lr{x%Jq^L+cHSb{1 zh^I&`Wm9X#{E{@xfii5Mwh9j!7T?RT@(rx*r>i1t{NJ&cD=K`3B# zzb}yf$u;#^Cbm>peH)#TN{T^IDfFzJK~FQXBAfEF8$_lRzL#-eIcqtqFEwTeSbWF^le*ns&>V zmGWRRhi6^fp;!^RJ`8!Nm)1TsV!I(TbeZ}?wQX8~__z^*@}$vE(II&*h+zjMqffzn zd=?MfKfUd3?71x&+MTH)yDJ)B*}V7J%6$rEqkWi{k2PEK{rg{ux?daX3g&9 z=Qzg#QEN~#Gg@H<67z&K-yYC@-@~>oCtZ2zW!GN!obxZZ&>OQF{mwH^-?@8tF#b9J zf(x#``Wdf%-QRoLTW@{W&%f)%H{TQj{XBN$_`wh&-w)0?4$VA3=fg)v3hlhTYv+?4 zI#*3~tc)Jzzy>DXb>=$;MtK!fidQ~@1-1a7nY=nuV2g9qVV^^MkpUV;qY=%@&Uj70 zN7RF{k232;M`Gm0J0k-cC1EY4c6nuONComq|eI36YAogJ?x8XPd7PzN$3GM2Bf~MhSHo%;A*63SbLWodUVr^_Z}`ERZhq0L zU-R16{N2~Q?zOLZ<*R<|@4x=1Ui)J|cGc6bJZ0OqqsPWz#~E_}TAD)2klGN)(<&@W zvD~9WB^Kr=#)=oTqOzuFjA0HJWDaLjf@0u7DAeYfOtHu`>h{>SG`C2Aq*DdkQO^?@ zL_7s0LtRcMqx4chSc5WbD`o;8K*$gEUi-l z^8vm9tR<2G3$0#)DRVAK?!vSv!DJVHqwO@oGqU&8nPs#*_M9 zio~UwILPQ(xhR-7_zJUrkCm($*D(_=9GBj03&|ldNZWilHVlUk2k>WzU1ie(7cCSm zc8}lHkzY5@hto{iR#dd6N=9#Wpl#KqcmTuB1QSrMMf$C^9Myn)p5ml+_=qSt(p#n( zwM+@yOPVTjTM;%w&Q8sm$;wQdjMs7rYoF++vNq)~VmZ%gl?+{r%anc|FH~M8z!$d| zFP(gG^E@h0R}Xjy7^oN{|6#m{fLWhc7rim~{BD)q$@|*-k}@fimkk((Bx!8f^-o3g zw{{!`58k~ksCoJ6&ZU?-c2@t*hRjCG*GtQi?pl)wioDDRrWvb8vr1DO(w&f5YXUNb$krD zP>$?7@Mug4i9IZ`miLTJ5ML~+y-8WZK$cVb$mY-=04N@PH4Qm|0nTBMVAb4r>{f$W*9)q9?PA#PLEm$QZ&%QIQm zs;HiDOO`}~l%I-;swFtK@P6eW3B^MsS|z0C(CxDx(8A}_b$F1FI}tutVVCi1x9DiBB4ksF4zMb5)t|Z9VsTv#5kIeZeU>uJg_VJ5h6`c(? z&_{3p&g+s8_Ri;JqN?L1K0I>51e8+r3mp+{R4 z{hI{>0L5DILlykup=q1DtopA@?O{@>?3>`G;iAH>Ve@mOvNC9tEnJawivFcC5xXo( zO%_L7v1vYvXp^hW0!0H8AEjqgbWa!~U7F9c3k#iB zi_q=h=xe9@ueqXj5nWef*)cRQCjm24Pa!ZVq%*sUdpcims5Y@c5zKt6sXx-d$w4E4F;0Nv5D?-B3nl+0Xf}lN{jcAKc(&HzgiN_&MG@Zr_ zJcwa|(wvZ>u#EOpE(mGAg>tD7N*OHSv;Q{TD3a8HNWKo4n$h#k!ak~bepW@WhpJxyS>xXk{eRUBPUT~h2aNcl}uhb z;2H1&o+~JnM;PBrE+y|3$#3ThY-{WnE@&e~iyi2kV^n;36zXdXKohEM(ztYkWiL$+ zG~a|vwZ<-Q;b{R18nJ2fS&CyQP85NrwqX^4TkwrVX+y|`oNci+)dHb@py`yTzuY?! zvtT}Ix_-Mh)|?212J{6Cvslpq)1Me@rl%Ad&h>Z}yks%tr#ovfXmicA8U0gJZ9y^U z&t^`CHNs0ecY%q^-Ok8c7sEI=G0t*TKxe0%4)e#h^6ywc`I`$>c1(-&yW$F}KOu~E!I|FfZEmX#&q9wozB zGpen!t};fxsnV@v`!1+F2RD`T#P_47yftC%dGq7E4lVH(B^@o17-Z@%QOW8oO zqNZ!WlmC(*Nk>{|{*oYCR>g3JdHoHyw3_*qtOlL&LUarPZZ7SRgwyzVSK5|*C@?yt zOZdyZ9RoQm3fJppdTI}+Scd4fF+2flRHMp~Z_Fl;lda71Y@T>eLczOW<;k;92zMu1 zgqq|nFGY#`5)P)(T@pK#D4dbK!7P)h=BTxS^(PEXNU6H0QEJ*=zYA(DTegH0vxCaO zMpJpHRuSK#aso*bQX`^stHsOu>T)e;%D3bkTh8##)P`^sZCWncA7~xX*35t;i@En8d&BTkn3M2{p%M=P*sjuj(QIO zec#*27*lvw^0At?+%QkLa1$oJ&OR3BTpeYB zk)JBUWx}-qmO=`9R#PvoaOMqZQNdL7251V4%OI>iFtT`ox@7ImRccH98EZ{YQeG+G zm1ks0ui8@0_n#=VOIx>DX3ML6s!?R-c2@SYAkL5L@V{*Tv!H;QNwBv}`WMVqn^GrC z@|2K7GY$)+YGIaEZ-n(nSr3QFD}4zIvnZmCY8r03Y?THo2~m7oDm zL{e@`+}T)kRI$3usyFCM4x-ac2m{_vfN4fgd{RT;xT*-=x1rcv`1SBlon< zVNJ|IrDx`FbpX8fhmGASV7XSs_kzfQksVrxqq zi6}u!bMF+Eu?}qnWM{8p!F!*XP3V9V3E*Em@|`o`pGB9hxSndWO0hZu00MB9e)xVv z?t);nm4Db@Cdws5@y%Y;OY#VlTI*qE?wXCj(r3jUn-zwG;Ec?N@t$~vI%K|cFx z%&E<5&M5^GF|go2xk%RA29Zk&IdPAem|2MSs}1MskKaFO)j7=Fn8nRHL{&}tJ*3=o zx;H9$LWt5*uL|xjL{fSnh1jS_f1Mu`ayrIIsL>HdLk8&4^xFdjz~?q0dlR=|j-e(X z)Oy}4spa(si>+`|eJ_B|HaBr0q>*4c0<_x8lH*{_n;X(EsZvGgMG>paa?)et>q*X9 zoPY65m6W-@9)v~puxK?RLs)W5prjGoS!Ya=?=@92w5SCdXk9Am7kqPcf@Ej0@pq2j2t;$kh3k}9K)t{XHkNt($T($&?|hC%a+ zWf2E;ge4qx8d@>kGDvR5(U;i=+qNspJSP0EB<3YVv@O_a$0)N%ltpIplQ-GUYA&!c zwQTOJCtkDywhsA4+i;Ve=Xf%fue71mN@FeyUCPBe;f!k=84BOF=oca!5KjWGVY+?58HNG8m&PubOY6~So1MlYOmW?fLdA{5$`CwXL$x6C76=6g@JZkUIYGCB zhgl@Vvxkk5K&nP^UbacUKCXl4(KqwGL{*F>uQ$C2TeC=W04hT=G$8(Jezc=;)Z|9f zeeI`da{^2%C68|uaiLRr7pD)6JS-pysFVJIa}z-~j)MpM$MxmDU&~6Z2A{PKl2)aDX~WM^ zl>Wq@_Rc|t-c-$BDBwXGhSr*ZHo7nsSSQ!nD4jTCx$*SBi(EgX7o;33?EW@(;Ehg@ zEYG%j4c8&`_+uNs5apG21A)X!U`1TY(+vdm(_32tDW0hVu{9*ei9n~WrMSmpA740y z%hQ%aY}bK5)p>R;Vv?r~&WqhQE72NJT3AY~ttRMRH0;8|*rnDvnwvEa4nnv+k^WHR zK}^aPXEOjyP_p(`A-jU6{-YoD*4v62d%(5?PbQnY9Np90r zAx#=pW`cVP{jzvBQ-4iq4Oi2b4uYwfj1BrIx#7Rmu{P@lp{s(KgZGsFC|-ismfrtL zGo&lbZ4|J#3L$RsSbzyXW&HK_N;Q;0uf;DUNOmD9^a9MtrQy`Mobel|lrzl{_ah!c z1;#2jMzDx50n7Xx&Hq+x!P*uHl`&3kJHdSi*3 zIfRPNj-}e56QFiRrw+H&*Kt6Z z)*Iy9tQY4d+htW_r8_C599qRnzJ|g#G!uOquBibcP*^l8sF(Xmy$DdEqoSW9l-SpP!Iv#hh#j6;ewT z07InJ3LjR4530qzh6-v~5G&?iUZr$UsQ5s?kvnEl_7oR{Hm_5TsO;P|UqhXyMZYrQ z3}@*981Xk73)xyTNdJ4|`i(xOni*D4L&8IF zYoQm;&2WAWDW3*_%~PLu09ECeN(=gEeMy!x<$_ywb{k7R+HunBTt*87P}8LCon55D zHS_MA%U1a<`KDGHcgqFl?38JA#slexjR4h@lSl>lYjK#kNnnu{;dyv@Pi-v;D+vDAg7z2 zsG1BDdMygaZxSnRQhqh#3CA~h0X0ABbyqSW*|5Y|!k!F3TAWmzBLGG0YWUdp4heot z$pLjjQ#EN+&|@|fb;?I=fVC+US9zj@LN86tlKjea%C(O+^KN-^`$n#$d98 za*8V;I2AAPptl&NM+raWRkhY0HgSf_EN@$lv7BtfR1k*ID>0|VGSRq`TF82!6tWiL z#}pbkt}Rb(t2xw?&7TZpJxGKG(Dk|vnT%#-OVzN_ncuAEgd(*CQ}KrK)LLBu;v5A< zOyRb-y5Y!>Ol6wv4*{}$-;)$Y5>Dv}=ID7d%n8U#wHl47gH3u=qUs=RC%R9E-s88a z5g-h>a~sCsU`^j{iVtkJC-Hl0s`|}ue)Eoxe)Ko~{jdMeKlzi-e&#db<9*-x&ZCb$ zs@oGj-uQwSoPPSQ9H)hP&jTSC*o>n0L^xnMHf~pXbLt&P}&=%WUN^gnxXXiv9Vlob>-36xYwAmyHm?2PN=cUJaeR&c_L&?em z@IKvaYFRwShGpy`$MLm!N3quNn}n;IT2Iq_f@rBl3K3fqca^+(*^Hkphx_-;pLN zftMbTJFo^^=Y*-Ffc+o|4h_!$wcwW>Ajx>y^?hcArhaaXwgISKQ?JG|4NFUUonGhM ztqpoj0$kbS3NDnU)QDt$h3;Q6*oyL|C_ihhgJcMXTp1TDQ)RoWxO!Hf*{L#?z9nHI zS^Ugwp|R0Oax8!)uS*@-m5(c3984m$QLXzvQUBcSfy)2x@BGex`>((K)vtWz=#eAc zrsd`rzHs;M-AY2GPS-{k!nx~&uaPyy;?+RZju8UNErO&Z+6omYiq8-_bYy=?%zmBh zQ;e5Xkm76$sjo=}RJJ<>`r0FTQHa}aYF4c|~qU|~ij^fABx*Y%AqhcQgdQRNu zfz5aAT-N>~?HYreSbUTzZOh^oSk49j){$=XJ%<|cRZidz%E{|ohE*qGdNV6zO-5T1 zK*pQ}b1MtPnm5%~G~!uFM*OgmDEE2i%iRjz6U)`o!)gYcj?ucI12*^;#c$2Uwl_rq z=|~)J2@M$ycW*^+UZ4pL1nR{7#~IhE$&XpGQ|>nt8u7f@~o!TJSf zP`QBeG3guTxKdLk>F;KUw|Fh!|K=9WuyQfO>Iqld?9q}V;+0cdB>D)5R)-%v1aFZz zrHM#YQesKFa0~;Rb`K^?*exU7OMtI|%n4Y5+KKV(3@QT>v}Zw;ilx#L29%pRpk_E0 z00@Nsjyvx7wO{$wz~FaJtlV_dO}lpQrg#<9KhOa&n}i@)E0)wegNw9$W2^+QlOTZJ zyd^Dgo9>GurVW%mu%si%NE`JEk;2lJt<97#%}M{+FocPHf)K1S z8Gt?(8p_&4xCU@)qtC_2)lCRG)|0+BxknXv0t{kV7H^0)gJ$w{Y)(kfSSt*<$%}`h z^X8Qn$5l6Zxu_Qb)wR{|THK)ojRrt0;auG7ka7U$)3&z8(Ft>>S#7xpxYmmP%DH>6 z%iE;3z`VMg@*jmFQ;!g-Q`%_4x57jc!FQ8yb5ISxCf+gej73Jql0K% zPqvpE;b0t4-$z;RtV>Cf>86Ejj)HdpC)LKn*rkc_WQWu7$Ev0CS*DaV2 zcXj+uUj3;`A=%--d*Ay$`llc5mW$^4Z{D?QhwxKasBQ*2OY|s%fkg&wE_!3AOjTOs zzHS#0_ewsXUncqBQsJ7yLf8O+N?#u>Fug>aPJpMwnvR}`HK-UlmM+rV*WgF!e9wl! zmS8s`*t#9K^v1wc>vN#ClbnONo-HTQ0z+{ zH6Y=Qg_1(N;A5e8ljYx9xpVMin-e#z$T7h0O+>`S-)W4Mw#o5r0AL|}Y~%IzV-nY|cB^uqtGLP{R<<0}eNVDN33MqO)W-e@2XD!ht z(&?$kcdgsWuLY1yO!`H6PE)CO#RlmYIH+y;C-&V$8R>OeBF^)Vo2;n>mBMp`tS$PD zjTCGn_8$`EWXe(|k6BJy0HO(nRPdM`1O+5!JPn`{qS;KXD~F&SLF#0xGg%7p;CGJ9 zP7Koh_x;MRe&O?<@763Yd~qQCyE1#&+uj;G4g`0jV=C264{JWw0EH$QYlPu5n`zH9 zv`8bByM-AhHCkb}rH#49!H*7AxIIV{AgbI`uMroS zsZSk)equLJdps4weXDf}Z*UHK!jm?crQ&f2TarFF_^h_7mgO)Y4!=`hB zE0QE#k;P?99NMsnhQzFPtx-(7iKleVFswvt6XH#!fD+p>ilm91rVwdkIM6|Zd2MYW zy&&L_lz+eippE!GInUQYtbiG2hAdzrsWo)D^zKwqoy@b967zvQd;ahv9}x*rNGtcL zq|y-E7&^ZC8CTzUe8<|njzc^ET7pw#jDbUf*O|H4 zVyG0_>Ik|%VhuRrEc61P#1ecUvfkqNKJbC{>ApbhDhL6vBZ(z{8G=fNVF<^S=OB{I z9RK#oCC+`qv9tLOaoy6asUGm!E!oqwwY>#z89KtII_C%|9!A_&Bjl6K2cfK~CllS? zxKN0Fi0i-)BOo&xEWFjUpZF#?fV$kucx1Nk~0V-h1sF%fFk+boCg~DPg{*BMV7?#!1l?98~Wv z6%0sKQP5U9un!QKgZnL)5PQ+dqN1*BY> z_B$sbLLv}Gw!Ax&lzcwN+Koln{}p}N_yLU}67+il{nTR|a3 zKA?`k(so4$F?PVBf^#pMOZ5rgu^ss2mQF_WvG+ZWTDzFkB$?c`vU3=Qya1pGADaw4 zCrh-fEMNI#%e~*e_wKvzzVy;dC(RbR)^dg5Y5EuI?mG1o#jVnN7*8bd?7ZkfprPgw zNNwOjGYTj{+jO#C32~N6>V5L+0)VW4%M(ii5;(`fs*U#}LHvL4`@i2k>4KUGnvEd2 zU!z)w#G@!-K&Jk4;2wlh)BVi@w*lvuU29MnybaAx<;!Z8q9PnSRqb7jEKr@ zxX#B-%R}$NzrMFUsr@V308>j1a?Pg@ZGcEW%5-t$&8QTR&=r7SJisfh)mbapkl%;u zF<#GH@GRXdc(-_?hdzQl>MRb*a=3EIHJj*4oX}C-$PQ0z|J_^biT9uN3SuA^OJ#hx zeyHbG!?|IWF$`L5q%Iyk;N}$9NYdq0`Aooj%Xy+{nnZP*x6aVY!bXg~vymzTfoVL$ zsh5=OGEt4xD74;bs6IV@G|8|Jd}JW;547W*^EqgzIi`2{MEF3eSe7b>8FbV5WMt{l zok02A=RSAYWtUAFUx#9zUHE(U?D@hMzHlOxpJ}n^eAg|e67+CY(AR0TI0Fdo8p%f5nCnz8#T*)K`5E7(2 zjdfm0^jOLuk#3pdh=cAzkqEN6WSwh6k!Vda?FBB3Z~7Gsjtr}k2W4lw9y+obP2dbi zF4UVA2=kXLXqXOIrHpX~1p!ibiz3kg5XRWWmCnjiLKh`4Q3pdp3BoUD*eoakQR zMR{M+AF;BHqJp;$B?YVuj1gS5R&|tCpGKnD14W>*NzF|41(5wd!0360vy+S^=>T+< zLgc z3pwrfWD`co8(kFpd*?jYj)3|GFalNFE8-1(8Ty=1Bfx)JSY`Mx%e5lnb743Vx)UgY z4-K6AbD#TMhXt91%}w$_U=Q`3RDX4!lKP9hq?g-pRjr)tL>8t+7^IlsRBP%+lcEG6wRg@W%9Xl}?kV zXm^GqIzJAbfsF)56cJW9N`VUxh;+7Y^+*E&cs}R&C+87t5{VkixhSd+DRK-dx(5rk zw+>{&i_^IGQ(%~~y;A)NsC3TN;LmhrEmMDaewGk@x|x+URylf(2ndK74Ah~oO_2juLC z{NkWTYJN7e=>`2J>>L?KXN?Zp8;g#poTv*W@G*oH_`$CLlGpwh|N8TvJ~6$>%{Sk? zW9Lp$*tYSO*{D8At}>ei=4(f6hJ^sXSpYJvZ1Nz35-U=Nn;~w(5k}jkrs2+I zlW8Gzls=nWg{`zvnO1isYT%vm>Fm`fG#ZQAd&u(N0(7g@ifz5TBBOD%Mz9t)ICRY&hq|tDSP7qtLVIth}KL1C#SrB!>z7Rk&m??DWm*u@Z?v zJ{oDZo&q)l#iDfMwA>iCQAwZZHg1RV4L0OMj>)n`M{H?}vJ%u;%B2Gx7KLSDzw z(Kv)p6z+ZHIw5g^%XkL9>@ZUY$Zmzo1nue0OdLJj^{zXya>qySc;zc!xnswUEcMXu ziT5D&cTSP~+0Xvv3BFhIy6Vk&okEHu5usCTG7uWzl4Z1jOS2*>3FJ-`Dq;eGzwI~< zfgA*H1C;q#LX?3cX%q~3EcO=pnE}QGLg5L!Z{PmzNtKH(zWBUz&%J-o9yVtHWR!5w zg=@?8X~hfSxC#z%0c84z-p#gL=^tx_MEtOiMfF- z08v3jGQGiR)(Dg(cWl90eUj{n{Manm%v!wUy>lE^bAI-8LC9SevXlH8p2zQ8D9j&H%VH zCW7|Nk$4*SY9bX^f|yQ@U6Dc@Xe0C-@vakhamFnnHPAyRybJUWlcIY+0HS-6a1X~L z5?%}Q4q6<#Sc20~YDt20bVQj9j&UckPz3_V_hc?jU_@NT#0G$mJ6g|@6p2x?Ft|H1 zsv`r@_CNrOKy<$|l@MKCs^^F3Qceu(7aPszJ@0u{3K6ME4Vm3}=f_VJxB%Ypl%vXe zk6?73IR@nnk>p?`4c11(5N~Oiq|d8pcN4slMxS)%+nX@C1AFL~9gUKKcfeiyEQVOWW8tbn=8#%e&u;3=KCj}`Omqggq5K5-pA zQ4JbP=D~H20nI~r0@W&xQc^+nRtQg_ud{|m0KiH!jkPJ>wkMhcwAS#L=apkuM;X>S z2{ygYr$ShH`jSl$fg)c(-BqeG;zig( zY&7VN!QgE%ZXXRCovQJ0Qi~c!Q1MP14JbV!4ak%YXs$(gpUe?YPhdh)EAX@~s+s^c z2J^9+2pC?oeR_g=wu$v5>BFZ0Mo3z`7uJ%-w$0}1FfWCha@$l+ZK<&~yhqXAb)qH2 zlX?F0pRd(lCDoXgFMaV#XsmLAMe!OvDMi-=``Pmg2Z3BWn;~e_a>~mORD$|y!!t4G zU-G~q{T`<%vIw-7Qlwh6c#}@Qgq}pJmG^#KX8$LC@+Y=#-IiAf)i;8&`;c<1&Wj~4AzCxI}0Q+KsQoH`*Daa zgBBDhKJl@tja#@TYzrxk9XoJIcmb?|n4hK8W=>QW1ebW=94Q1{p%OcGI0Y}`Xqzz< zI>Kzer*+VZ=peu^FQSPnl|i73_z5id%Kjv8J&Y@|kO4mu>d3Pu;cT%55-MgjtZ+&u zbWmB{`gon8e?_J^+L$E5U7eYS@r(-c6}^i~Elt|#p7}d7iF%nQ<={P88xUR~N@VVm zC8}Pmx&;qoem#vgRRXNsav}!)!ISpfbI+ZP@>=UNKJ%H+oZuS;l;>>v0Z|!;@yTr< z*!$7A?eO6v!Q^!QI!he~T8i4b?d0>%yMO^bn0Pteeb3$D^LOw2F2M#twXpT%t!JNe zc2=%3+MD-a;pdJXKDuYm{YWvQQ25oaes!%@U2(T#a1NA^?;JyQo?A=HE!Xpnq623k2%rnE;-KU=(qMXuvZb?Pj@?EJzHx57k_lyX@K8YbIK{Fo^#H59z6(F;beFMn;#+Fzx$qhJ1`+gA2ILeUwFZ` zleeCC-g!d3N@p6vzO~;dAB@(J=m1&?%g4mc!2S1sci;X4dmnj(w$FzjdMJE(=2>Ua zpr3#K`C;5mM{FZ7B!+t9)!XP2sQ*<5l;s&NEo5k-99{yls5KC{4nfvlEsj6$=+UHb5gF!{|eK&$Kt0>(K zi84EY2#Rq?6a>tdT(6lFVl+{o3W`Xg*ZW?g_r6>aNbk8#U$+X{76%{noIjs?$yP-c{B87G+u8UFV!VuDyoeTB}W#<8sD~Gd4Ir!rdOm zmuwCSSNbyH#pTnE9XtL3mPj!gtX0rWb93{v&peZ>2t~?5$EFw*4!kK+svo@px1Bd{ ze#bAKaQ4|Z-t>JQT{Ga@w{2@|YJwd4ZC!QIw2RIdK790;F$^2!1(zhW2DMpl|NaB> z?|_yB5+rvk$?vx4M?dQIxznUj5>P_S)4;U3Vx9RBRRsSIvQo$5n@T-$`0x`?Jn`6?wOQL8 z>2C(poJyUviJAVkZQE9@Sk>_k!Z)8@w+>#=!K-G?95ZHY&trNT2Vkr9$OOYDJt<<{ z8$-LJojZ2^`al2oTW{@aZwWmGuR((bef{fSA2D(ysb2UGkt5oWU`v6pi4F~rw8RKX zAY{Jz@ZqgnHZNbk95km6HWk)3yrAyepuvN#oPNcq(WB9RO&|w_p=^7bnQ#^}bf13u zDac8WKKdwf{EiVcbsg;=Ty-;NjGr+6m>$OvZk~MCF-U>n9+!pO5wffrB~qm|&Ey@B zKw1NjSxIYEv18=A74lmr%WLzk|Gk|&w+5x373bS`=eqtemI8Esfou$!6e(R^3Hs!3 zpX}MQr@p@4G?n#^Y#GHD|M(-%|*5O^W z@7^EZd&QMk&X_qP;`Wo=R3#z_KQBd!yh$RDRA9I?1$6Jq6)S_iFL2?K#Sg==F>}_; ziIXN3nJFbIWLCcto^wQ3m}2xWN_%#{y7=G!-8MCwv^-HDQGVxb4;@^+a&9{m zRV!A)33vYF$&#q85~Q9RO52~K_|PF-LQnfFA<%dhEm|~v#tiW52n`4?#)BjbisukB zwk&eg*~azjSFBipOh1U;dh@NH{P&+WjA)pB^{k;ohM1^r>DW@tC&Vc^kQiqD&p`v0 zFE4A=Em^i|*vk|iOjVossx8J3Z5PIO#JT2Cx88` zUmsO^=8{ZGNrxwX{K>~l7cXsUY%0Hle8O$nwE4QZa{$WB2U3Zb6(h1lKqt`(`oK?q zvMVSj>zdW8|MHjD?^>`Rn}R=08NE(2d7eee^lu-3^3X$z@mXaPtQ>gFnL7sx0lD(M z1@#%Io3362;8z&Q#ScByScwL}0*1c4uxZoWxpR&??)XS)AT_Zt1x8{A2bgt?N3B>* zq``P`FQEOIf)G)p>UAZFbJPhSwn9Y3Ab_IEEQ**MlMq^O3etGP($xq5Glw(km7Ktxmol5@cpxT z{ zyXtPg?T!Nn-YZ}%HSo!9fSII71$NY+f3)x( z4|Ur|I)*zlP>RhjVY9=OQb^sZl`BC#YHv1iF11e+`To6&?yXV>e|*oPg9i>47pt;N z&XeS_rOU#3v6cPTf}2!`lwQmSRG|rz&G+4R-&=V1!fK2OSpSLpTVh_5FcdUG;hVq< z`|r7@YO8M1z5n(82RUH^p*V&PU(A{b@r5EHyc?r<)?wp>bwpCVdN9yCHDTnY zcs_%t^CVo`q;92HOl5!~XFEf21;un`OAtt{vkPI{m#O7z4qj7t`9A1iQ8*QWX1r+griuwezx?Gd8%ETDv)z>WbHiW2rsTo*gSbDu&zdz$ZGY?5 zR38o8m`qMoaO7?9*!Uk%QGBGMu*3{$t2?w9JZt1C@ zy}uHzrxD2nm7}JnCa~s5M10^CtED?D%FL|(Wk$i@g~$hn4J_#rV!+JyZQHYU!3rx$ z6i&Ky*;0=k7;YI~Y;&tI{LbH=c3}VhUo2hPk#EMBUM&`g(};e)?B`YPAp3qF7Q%R; z(?qJGSzWk_Y zC9-kJ6cOfO%i;t`iKAzvI)%4tL>rZnC0s)2#{w%LoB+;T!Z$->R)xu0^CKcR)PBoeEub(vuY=2196r>nQt+Sx57fm= zXzSLkNg`bkL~}FLce7(sZDr`Uzxi#NsA`!&Twrb`6qxHQfd&fB9P|K&wu+VkHVE-!ld3nYmtcjKGPGbaHw{1n=8tKcTs>Tr7-&?nKb_ZcdbzMIZ zgAy6%yL<_iEOO9+I&)0ctXcEX-#$)L%T2d!-GTuGokbk!ZFsSfqSBx>k%hdX0@nGX~#=Ds^@ip>4$LE zPVUi~m8)PCD&4f2!^Ljv-$hk%42w6LL_Ad=b#yP z31HDOe38(z6yMh#3AR*~WE4n~0&T9yIzbIU)!_R0Lsbd5e903aJ;*1OmOF&7ZtXB} zvczGI+`nv^FkwRQwH%)bNQ^3-(0iI1eWgDLl)rucyk9)>$gh_#|JjmqJM&hC?{iRA%aox}YFdEBQ;3Zwn64oAKBbY1F_jgGw{hnvT#%b{)TmL8wdc{y)F^s^_d-dDX0|RI2?%p3tYyxN+kfMvi>ofBe)d=4j8J zSLzz-^BhhS+WzTR&6qM}3RhCQ@ur)AUGChu^Wnvd18()+d+!b%I+U5oo;|xm8Z%=C zqqN_7=N(A$1C8-Le%|=Y-cwE)Ds%FcJ$w8fJ$*W?I^iVIgHn2R^>q(C_<&dV;j6E_ zGP0o|=S0P-%u85FQ4;DulBSG?8?@y>VjUd0z|;sz4i{33-)->=m3zcx`tW0is+gKO z22{5v63D()`8TX8gou=q3nQU}*ObUF+0&y^ws2RgEbzO#-F$`+-)EnBw$e{9^-r9b zEYE!>9V!&CkXAr02->JOUUk(~pYQW|gJ=S{_oVYDfe0CJHxSui-T|FGc*tOQopS0a zu!VeYGN6C|Aw!1_hU_Z(RokN$va5Fd4#0z;;C?Y?jMC(F>we{o>7G`smr(A|Wu>b} zFYoXu^xqpgc=@HeJfRMC7NWL$EwCQnw6!RfLB8cEpURN4?Uw&`D`yQL$-6PPVq=C9L57Bf3l~CTypNxE-XWM_Zih!bKIk=03L`Sz zFu)!?dqA#3ze#y{N9vY}Ln1_9jfPOFzv{XU(k@Q(HN^O1%CgXIp6iY;a?$Jx|F7D zZ`f?vxN)9)QpL~#*kQW(;)@|uu>*9FK#WQQlZdb9|M1~Mv{I``AAR)E+xt8^_~lD4 zuI*L>v(CU%7;Iyeg|w7@9enF;IIt7SJRfA?nE)a-JX#~nEf0cxsB`Ad^}QihSs(%{ zt8X>`v(GsP9_s!E$^%?Idv;i0Kd1{{4FGAQwtIJ$5DfR{UEpi;fz{4=WgI@KMwZqx z$^JyzE|evkg*j#HjnFUtf7=!A@`92Hx!LpEs)1+x4Ys-h5rxCZ)Cn)vRr3>5$hYMD zpsWvhT_ZMe>j`ACym=GUujtjQ7ueC-{U+cP&pq#4Aq1r8>&Trim@?(}&w3~a?9-0( zG3^-&-V| zgSrudjO;)j?nP9P2lO*6&lGvvR6)8o366wdw1G`Y2<{e0cINE{Bl^f6S2K3ZnCve{ ze({TQofAlwR2dO^^z3?5t zRy>idB2DlmkX5rS+We*c;3H9bdf55^dNL`rE7EOjtpsjKsb)J1qSccoh^5GJ5p@^}LDa0jR4Z$r}a?7~m^Q@)>68<+70M+Z(`pxivr{|9xBEFoMMs22gQ!3{xks zTWxnp&){XFl%g~P(6Z zgsdw&sN^czo}L7yV9bnXgVVwEH)7-nNYEAlVSw^pzKuEc)Kjy+giNKB7#Sgp42Tz& zo53qK8=!>6K?8h6b$I0}M41ZMG8HnyBFGU{-A;Jgq%LP8k19n)`eW=?Nsw+j@Zh;+TUWK+BcrZKbI)9a-2ZdEdij={FFBUOJT$^eXDQ== zyNKBGyZ_WvhG8wIpe*4~(B`|>UkCO1jEKWkCtXdw3xlax>K}5-P?07u=>AJ6BbXHz zaq89U*nq7Ol$jBI3~li!nWkJU+Bxe~auAcOEK}^WD+yvqhhQxMsh5Yqwo=d1TufD5 zq>i(VY;aZE^;qc3uGJ*MzSCt6@}3?iTeGca$CPbJ#%F25$V~a{Y;_2}bM{6VC8L#R zITkd3t|D^%`t}7Oy(8ZRh{F13f8UXB_8-vSAJKu?fSK>}a3SONBpK_n(?GnCeF)e( zK3W%&&Qd^1IWDVEaYTRDMl48p5#NVbfNkf-AKV0jr_0U+lD(CxyWOQkSdoG+zdQEW zAa)Lg!7ID*Ha`L=7eZ_aGFM0va7=Y1E5lPy z{SK;kb!2Z3A3hw@p?DH9{T%Ez0<{L_1a_)0p#3i&fHG1AJZ0;#W+AQOfIzxFxCV`M zaAIuY>@wnL@*^$zI0R!hW9CdSdRW(&Q+WeJSqiBJOn33w77>C@_`}S&D8IYq)jh%^ z)e-j`5EMTAj5Ex-ZA;)~n*qBegf&h|T~*c<`Mdr&;L^d|a^4IqRx9K?7O;wp$gdQc zNGSYIW+>SAra2Ez8r(dk`2yDAs%!bSCOb2fCRKxV2xt7UHWRX~G}c;Q&E?EGvW41< z-9aJJ#IVy&>tNN!j(qLBi4#N2H4@KSjA9UMa*6z9Wog{@bn=H1YL23ET#|735jLs} zzAw!JbM|i6a(@uAWPoM{m~Oirl*yH2u#qHnS4A3ZbM#d+e-Gr8^mR09=G>)Vp>p zI>jthq)4aR3(8%55t*nPj!AgnefkCpZ-;X*#A& zDN!3jYe*m!V8#LWU8w-w{{8!hNyiBf9qKs&;v`-Wi&*=^qX4VAs)pmrH?mwli$)De zi$O}-Y2n;NuZpf$$WK1GKX3`sxkC&-EW;)$bY5lSiYOMlg%T!%*-u2dF74pSGHlwN za6;ayB2w^95o++UGNLE78ux3Wk+9TS96N?+3Wl@gw^>-W026w3@uX1WSU^ZQnN36i zQo4oE11f?ND{V4s19wa>tl4n}9ppNB%XYNg*Gm0u9fGb5uD*Z=Q7mKk$=S)HjLzx+ zC~2JeP2_~9x>bZ)J%#@eHz%8$dF~$xAWyN{WlZ zzX5u3oh48@Dbl}F>V|2;fdV4X${9J~r9FG}^os}n?srZ)=_KN?NQu&Bd41bb72HMI zOV&Te7M@~Ea6fG__6?gDr)?lCsYME25{rbCa%7o79sKT`>rOuDWTStR#g?Q({K#Of zG$|x8)yH#j6KN5KQ51DB?06=k3ZpGNn3!G|b{PeY3hB*5Ree?=dLGj=fcryaSxNIa z$BB_3*{Dq6rAP82hSp}aQ&wGj_VjDO^>gL`zvl7fH^UjUN`!NfU^;rX$8!;cFDVX2-!F zL0=FA@>TwQKhhUvo^Fu90gO9FiZq7}hxah*Nkc}`6Z-fCWcK;|=LZcQjG71fKv>KH zl8z3leA~j!fGzCWN{izo1Bn9|$+Je0lLqyU?Y7K z{dErMa_R4X|NG9DUrvoELq$b6zK;uCv?k+-Nt4d^Z2*9{93+0~V7F*>u`eZ0Mqd0; z)m!1k7V$xl88O9wWds-EQc3Yd$Aul|dF9{>dAMwErg*|rBQfL(})ox z*u?3Z@=!#gMu-B<24*yZm$$iB3axCVx|n@H*pyC6oVw`p;9BIIGeH-23zYm&el4^J zBIepXYHJ4$9I&rrK}=lh>JpBsH<8kGtJN!4fAGNv7WCn0P}z1e&l)vm^r+FJgSmey zC4sME2I@H;Y?wIvR48iXD<;ptN9 zM{{?X1f*LS2T40bCA{fmTM^Jtwq=o4;cW{wRe2$C6XZYeN~N&rg%?2XhJ*?RF8IdY zy~y`HslL8}C&jA)5cz-EWtS14D|PqLs+FtWfB${Mewc*OIZZ+yC#-)g5id>Uqb;-m zmk?x3qdh^VDtEJe?1j<~45U~=43tDrs`TY05-m)I$WxKN7V zaxrXMcm4ChE;_+!I_NCt3erK-RA704YyQL3pZTRTf%SLX<_me=XU?3}otUGb#RCzu zzj@5t!E^4!^TI}#4?+yshE5={=}AGd@Tg6Av#5#q;+bCp*5C0CLQcxrvuD@#tYzK- zqW;G98`rK`>z#>V^5hu9_mo@}wuG#GBaTvuY%R~HU6T3^92b9;)SNG!d8Tg~pZ|E| z5n%UY$BpA0oNHFE4(QaWr=7~1nj7FTDUUun`|7KE^yn_NG`wNMhP7+GCj}DEu^YD_ zQz4?5svlAfl{6M2(c#BHt*6lxS+AbbYRNAoQ>~%LLWS|WpsYNz-FDroF6(DSw#^cB zNy^o@c(G>N%v{<0nyZMhS%kZ4&Brp#h-{OfjvP5MS00TSH@3)u<3*HmttOwRP_8tG zI$U8+Q6IuRB1#Rj~X{x$r_> zDvlW{tw}1qzt1Hhoh(>sklG+Z_4I`3M@>HsN7soutXPkbz*SYk}x~E@%?X?T1 zUBm;tyQyjOrp*BWq~UeLB~Td{#G+6&f{}21C#&i3IXIa6j5E$y8<23HC>Kf~>GwVH zL{@r-4f9)dU|fQVeiu!X3lvB4*`ujMc5+-gj z6`OxfYRSnc+}g?_nKS^&a1G(4`D8w}Xu(sU<7lF72 zlao6UMflF8DHl!^kuc=jK}qgFtM{jgG%}e81YxIAkzvHS&LYmaKVian&Sb~C^1_Qc zds1+ns}PVV7BSmnVXV}dJ41zWjjb-0u>U&S^$+^v{wwXuaG;p*VW}!K$z}%x^iV7Go{`1UDR!GTPC$7R9)bd;I|khD zfPn+U10bc0iHHRUN2_X;C=Fr#>L&UC3EO0*8KJ3HEU}r#g4)AsYT67=tTHMm4d8sP zyZ-uIrx2Vmmt6W~tv_o(kSCdvL)xaLb>Ev)?XKB6 zUzc5qUT7^w77#I>gb5E!N>1jalB|setE4)z2Mn_}+;Bs#Q)u9zK>&6lubVVcy#S+v zf-{{rDVJYv!N|NgA{GwFhnB)iDU^(YDIn3*(Q2c2n{Yumhy%hG6C2n4bHiKUG7?1) zIHGE4@$HUMNy^QNr&G#c!wi^#EG(uHn8`+2{H>*LSb2b%pmZoT93t6=Q5!z6Nr&c7x@e5}zeix%9NFudkbWQD<}z ziZDYVGvFGozb9ZHNoh{Fv=jk|zbsdc;H=jdP3sJ^&$qw*Z8&KxPg8FKY7$%sc!5rs zlpAgU`GzbgLI>`!5RYt+Q2}~G380t=KD59*V$mm81{EdAiLxOqC|&UkqCtt$2@~&) zT3U{L_Ss<)zEpbQR_9)G3gd8K|D1xII!Vce`+e6QYU|1qnW1Oli0(!=jL?QmQU!gJ z^o8KONF22=a^#4BJ3t-??ku!{o!HX5C3Xain-MH+5**)Dd?(Ar4nV4Qp`6+uAVnvbs3^9K}=SWm`Jb- z9v&4+yi)s}bW(sJ@3dj3k;X)OCgO4{`9Q{BK8f(_cE};6UmcZ2 zfjWXTfLO}d81GXDdIRIF5PHOfvszQ?Wbz>fZ!b4Ucd3Aw8VJ*^TQ^u4@QHIXk-!2M zWW)XG0`@pFUY-28DuJ&GJwvO#J_$&WPxa%SG%~CmTXVCM$}OVLEGxm!q(g^BcQ~ZNoqvW0$h}TWxaZg-RDd&5>_lZ&C(!)xiANpxq8^? zr~9RBn>qzV0F|v&s7y@0k;YQ1JF=2l*QLKq%11Jq(vnS?fF1$W=QsnNKD@o%MRY@oV$Cy@Lm`j9aN-wkzV()A)23B$Om4pAmP;|v@h;RHLR@arb5NKIspfyHkx50FmYO2+wGcbzAzK5m7hHDQ;2Jg zklUcBS;^wsEE&k62x>Q>u6wHSPb~g-uRZ3PYpXvii^_ zM1{z@RrD1qq6lW)1jxjblp_o1&H0V8WfjyGQ$$BrDgw!&= zutoKxkP#~T1=_2qv?Y{?Q6zYj^8*;Y!)+E$9GHRa+e1d!wDL}$QyC0rBr>%Drc9jz zasL5T|E>K>rsW#yMIbgb^agfXIeTC}m#5=fBx+#U3z_-brz{AwWSDGx@onmV`efmwFOjgGSXgM_XtWjqjIB;Os%R7PNG&MFJ^~o3*JYYcoQKLpdy%7-f z=5q8nrVF|W%#83op+JB)Se_@LoSQDNnfL)PP+axInl0-?rNO_^cn1H}O zdh}=*lN~R;w2SEIw*@o(xbfphesLsvYjHKvfM{CfphHAV>{V2k8_zvr$+HmufZ1{57gLXP3Nor^7e#GxK`B zCY32)pd*nrXVtcI;P14vC0fm8(oNtP3&EAu$(=?40OIZU-pLlyVp0z?*)-X4nKXd&*5xowg7u{O8CFyeW&y2exB3Ok1ra$BLkv zqr&Ei2=~N|5+2?!Ilm3l2-aOpg z{NZ2!Y8Ey}8p2@)CTXsmm4KIyl7C^^xQO{a7xNd!oXdRQ%$)zmF zMLgY>B{+j8q~sq3OQ3jXmCz0dQ2zbm+qmKjbsc)a`*HXoH6g=BsLAylo++RY4O$!!1zNKu}Q&MOx=g9IMX6 zBxH(e0egVmWEC!NeDjSrnwt-Q^wEbJ+lJlf50ldKn7&T-e<5r&y8qYN*QiI1oRHRV9i9@p}N2K4MV9=UiN6vUPSl!e)~q zb_Yf}Ip;i2$z^Pu`For{TzrPxc>}NCr%kf{s)$ihjgBk0$?6uO!hD8n|8up@Bm zBZ3AYPK$sQi3;N@K?nh*Au0-*o5%>ptq;*?V!XGWAZsQA%C*mO1AdE%fnc5H3!JGe z3;kdhNWd=W>M5pj4DSu{KF{C|DmF{<$iL0~MWk_rXA2;R$wz1$c=`pQ_Jzh;+c;iw zK>b-1uR1_gk@am?yj*|_9OuaZ_9{~U2Gq~%*Z^1z#Zy91^uF%c%1w$cvsMTgkysgQ zkS%jkDAj0Lnv=Gl-Z6b-C4;w6Q7q1<9pPf4&yn2tVHaCaL5=eFJcf?fP&>S;odq>X z#Jvt=4h$!0+f6~v^S)MKXOA; z;&vJ1#6OoS@w9WE(<{5aRL7O{ixR!zDUgHtHxm$)(z7qr;ZVG2$Wk73%hj@Ln7!NC)_g>I z4@CG9$t^*B{?AQ0v5Wbc27gmW`^<^cs%R+pEs3X%zkd8hZqh5J;i#kwOe8QNVp++? z4{l7Bdu$!FXqrM+;y1EBOF$n`h|s7;M$kT|fh)^N;6J$h%?_ZVH>bfpB?u_1rT$?3 zjdT&xMiJ@0{7BZ17Bp_L$`#L%mg&YkZ2g?-MUzVS{dwe2$H7D9#Nm$B87DkGd%hGUYh$czdD z<#!d{_D|C$c$j->SjN_1?ZI&-c7Ue9YGAb^WNj;~Xjm1N8D+G^VL0yrPI^uT;ptvhw~_!eNCgrYt<2P=WL+SK zom%KyV|pp9tE{3?uQ&f3SNl2uQl0>%1PD5%65khu4v3*w(%j>GJcC0o%)_omkP(17Oy$ zBuCRCWDA_an!%weB)#!;5GD1pDRZ9Q%6}GjKhJn8;Hr!SV6tF;IJJfslmYa1(P3hq z)?@R~CBQOpo^v3lAh-n-mD3~cN!m#N49xRIJLW*^8zu;(h_O$WlFlP&3JGz-SU&`b z3mpI^ILa|Vd*}R36BAc`Y;=P)U_LxaBfjw31O^Px%jT0vdTyavIJiVIxq>snyipIZ zA9{?RzkZ1-b&9HDbZe0`i^IP+0O6Gp)(y!&O@|!UGm>%SW~xqIc*x{F;jw*UB}W+Bm#D-Sc!R#hW@Sm06!U;1=+we%xaOVj_eIv2p@m=6*Gf^e zRz_qhxF8%l;EF+DV9&|S>9DrsB^g`5EnqTeXs@E04+Q))bS|PphgmgV`-0dF=t#i* zK?>s-eI+Ee80_-v{{soXUdX!#hwb)CT0rKSfand#dg>f}W2b5p=ZMc}$hCn`yu@Ej zJJ!0?I>th_1D>v;qVSLVYvIR|IRt;DNelUMv~SE<0E(I}2I+s@7nDw- zP8Nn_MNR5i&_fK%9NE(*i+F7O`rrQ=qWx^}X{%=$cTH5d1?zm^E!bMRbUX*-n0AIT zXT{Ge^u7lgsDm)7fZ-Z+CukuWl6o`<@Jux&*pE6<=h5q+x|+cLyvUc)L*||aI=$yC zGQkvF?U^r6wC*xrOa`yHZ@T%Rc9+Kdz?<5jS8Xu{8JhBVdxW2=jT!oYpR6vDDL9ql zSh^2${X3#vkwAm!Nca;p=}G_|6=x%roc^5rOx`2YLkW_1Us=Y_Rqy}v@^W$L&;)nU zRnic8B)l*|RD)m`gSJHLzIQ_{&!Vc(OJO-X;pGJYGmvF(xg9rcqDCVMbl6o%UYGLQ>9W@LGDiYE8Ent}L@IF8D-Ch9)Q zG=HYyIp^ptaR?9%_a=CmPiAXvO4tBjRpFqC3o`4#JY6(i-I5_L3+oTaya+({GjCZx z=0q)%_3Z*UlCN#~AID!mf53CmN4G0+!yK&!XTbBET$Pb!8DA_1NS}xYn#Lj8Co{5ie69ZO{1S5kZ7Fe&#OxM>drTtJBU+k z@dHiTh=6lxKMDj^@HY5PDag4cPnygHo4H)C;wUb&Q>Y6*8$cWhOAa@|qQD8J(?u^J zF$R0uCIU*Cwzv@q&PUW)u<2WspJ7faO#B>jlqX6{nP(I*(!ELG;+vmplUw5Z z@V|ck$fk(22g1Po6_q@Ox$E25rISlqR4geg&;vm97I+x;AtDDFL>V0u@; zQfR4}DE>@lQQTbhDOh_h{PiI^h3(CznD{?&FV}*GQvh~bpo`_r4pIiw4*`!U2ZXUK zyHrLmAGyC-!>Y#Uq*-ij4t@euM#RR~rVGMoIEh-c$i=O&*C{*1&hvnE9oWxv8r&y2 zU6EmBI#@RvFgXEPfWs8-=4I1n=`T<4r;MK~fq{<^B=sTHX@kuR?M@FFum^0J-q>Wq zR(hN=$~IC@KQ8~evGYBMZ8K}YcjOR-2)3cGp#ot{FBXA}J+QZ7yHoUn8#-P?4zU%d zPQ++9;D)LZ%cThRW{j?`MFzXiFh8Ooit62^EWQ*uz@m(;(5SqqR|QtB(Ck*%D(2hX zptuNJWJTQvHY|t7n>yG-ZZtIYke=c|?n9(nSUh|6DiPkO4?{{_u>PjR@E26PE|%2; zeptX`{PpVxkP6f-1*5x18%#Re^PP2)oK+N9tLm}+9I*XV8|0Z>_>zup-dlNonr{(a zs>UfP6eC#;4p@*qEXwOX5@!99E{GvV@;fJGbY>^L-f*-2AoA~5^_)IfUaiAKuK)pr zEPK---%_j}Y^x7|uKa3n`}4hEzN+#HRgc;PmQ2p%;<0erkWt`YbIiChmET=;)lgU**v>9mEsg7&)(t*r;@Xo~eY_UDKXH^j4 zk_Kq@<3EQg=Ap4)EJg4ra2KmFH1$*OD;3*+SaaII$7NtUUTS9gs#!Fd<<+ta^1_a2 z3J_Sy2R9#Ecdg8<9=tJFE7+;74jMFLI7f=8kfRVSi`{G@CkYcvr!mz?jrd3(aL z+s-6)cBq+9eTKp#rMF?`t^OU<0V^FYigVMb+1x2Xny8_T`vsw@1-o@yy}g(uMWAvf zJ|g+rk(=Vd;X^fi8SrZBGI8=ou=(nw&yuWBRBh$^nAibm=mC?^4s|J@kgSX7cHISn znIK{ROrtX;$Hog5zN!4()!UcV5}WI^M^!1q_>v%{wF4eEcks{+oUF8(u({<4iwPM` zA|CP`kdSkh=za7WFT59if4a7){=a-sz~6=Xi1uA3DZL7LgmXW%y$FGjFmT70zM!#B zSAKPj!!~zo=PDPhUIGf}#Fv3qeGR93DvyY?!#?=(gy+twI;6$YfX|bE;%-#GzS;0> zRA#^Rq%^M>dW=p4&O|WzZzaf6Q+$eV*Z8g@#LC5F)!y%>(fF2x%Vc zl*@y6l7rim{&=!I$Zlo{t+%%EdMNG553HY~`?ZwHSezspiRw^;aNlp_>U(VSJb{X) z6D`2V4|9&K%%pc-1xfZxjZrXjKEm`QDUhwGUB&bx$vPG7VY&0t(Bu3O^HUG^^C3)b zF5zqFsF{s2mo5=oWln> z8d)=4E1*o~;yMW-hPASzRO8^oKbJhQ#rPr*qG5=&Ip=vyPgcrh#M&Tu#wM_{K*nIh zhv1QAZE^Nrh4LZZ<@JzdG7zh}$qY=Xggr3s^iEt;JVhXzA&zmFbBc9M%hwFD$0N|h z$Yn3OivEd*gO)3y)U@J`Tod%xoi6&#`giixOY9s^199S6OmgZ|>3av@epcscns8VC z6uR#8&Iwp}i+MJPL1g7|iZhi7e1N-0w@{lIbWtMth{cTMEhxkLMBS_&p3r8T&6(z?msujiRSy`kzHrWm4gb*VGQ`wZ2E z-8wW-j1Sd@CFhH&e!0zIB2&V(9SJ9LgGr=g&Kk_pk>2w$zH@X{)Lht5 zr)*KZs`z)NpQo2}*~?5nr*Tp_guzt_m!RH;qSBq@gFief=#*%>YC7D~amsRiiEI5m zB0+{|6jg25g~gCQ7}i@`kh!zf2kXz7MHmdy;>vim0PH~5UnWLiY>n@OP$=#23lcx? zv0`!?JO0D+`~BdQd5jo92>uJPk7R2&i6Q6~!`c z){s?8dGw(2hZVX)cm%e^vcPdo2d8HHg(yXp69kt(xiNQ=jUGE)J(%qs<6q`jJ_X{7yq;Sf8wvBHJOE5l+j>TX-5-Wgss@pvYxz!GcR$JMB z*ewHH9oxa2=n_vMC60Rxq-*^js)vO!8z3!+TCdXxbVkaXFF7M3?>W!!rN@($J2f#N zdu=svYJ650gmd{S&dL&TvdWJzFsdG3N0=GGOo=Hcu1$m0K@4OPs|14#u!W|m6vK} z{ars;W`x-!l(legerh*+A+v|r4o9VNA}t|vbM-v4_1+4jN7ZnuHqf7ej$KzcgCmTQd1dAYR+w&RGYdzqfquKk;4g{jmeT=VT_SoktZ*rjbjboh!102ADr!f)H86@1OK-vXCy_-@ z6CFO*Bt;C)Lq(&is`*5XCr%y~ z8VDel>nYm?UWHF2c6Ylgi7Cv8G+Gi}8|EW|$Hu&Q)nNt@NEUkrN}tCukS$_#yT^~h zZW@&^6gvPsL=KHW5-V1m3FX+_>?w-y>B8)g*DIr!J0y%gYoES3kMU`a5N6g&C0nva z81X~48;w6(nT`35TdXst%}34)-YKU8!^r7aJ+0tD$zw(2nPWU`fe)1dJYU5EXoAC< z393BC!|RcG466XiWmuO~G^TW%j&d=xtq`y1cv*}MC1N{;lO)bLk8=!xD^*nk80KqI zX|Gq^ArHBCtch*S0sH#4#boW-3H#Tg3W!GH&d?X80C2N&yDFQT1DVS?1EFgfApU&P z?Z$8{N+(yLpvA1gF}hcyQl%!@slQc>a``&8p5qNZS94L|5(2IC}JbxI6yVw^%CwU`UvRt(FB?S!G73+ zbWO&zfHf~nw`#_2SJwY2?W>n)Ac2Z?XhUig9?Xc@@0u&N5GfZtg}2!p!EP@LKQSLG z>&*0$*)6mPD7Z=TWu5Qy@85sBx8^HV3aadka=t*-EBw!lvL8Qt_4v9<`qH6uOz;%F z5{x2CfK5!24b&YBO;L;2PHN=r#PxLgK^(r!HU|lIJD$k+iUXu8yVne^J|+K5Hoc&7 zvlldMgjyVi^!4xTp0C?moUM|akedKTThJ*q6{0cHW2p%B!DK%e$RKRtgvf6rP#O! z=lpvLP;O{eY(Hcp60E|s0*mbBL$@$e=L`HFFi;wNMgQxOj~cl4fh|Wl_0x!ON9p62 z%JB2`Mt-|r&!uh}r}QMJ+LDm-A@`i&0-CtHEa30)a?(O|Ha!eorX6~$Y`pG8y5cFG zs%iC8W97tS-$1JD9`h971SMA=y%Q~ZrgxWNM&ey(N1FwZ-PT0bHWkM%W2^HYrHCMBbo_g6)uuoaC`0Wyu`6u=qQB zanMx3@;wcSpq785h~_~D{WjZ)+^QKaJ!7bsMN?|N?F1GWE2N)d#Pm?+GnvsH=5^5} zUg2v%_P8(KfusfyrFy^>H?BtIfMZC(g5AHm3K@-zE|=S$Ho{}?cUNwzWlt2l*7=}# zHklTe68X;BL)>9BoFm3*#w(1x{-0T`fOM2~hCBF=17~{{pGF!WNhP^XgQH)yPOO6B zHnnJNUhmJF;R`>F-bDA7FhMwnXhYcSq4^g$}mg2PLs>X@zxcM| zcX}eS-k2M;{>KjD$`!dNrt~;w_!BrV-XuL@5+tow1ea`29W?YA0s%wLhdh;jTB6d) z1g%6TCikl-UD8jL*9qz6Hb9NdxtA4b`(%yg$GP<>)AlU({J;a zSmIPr(+n9V3Y!S2TfUFOn+To-|DIt*t~@#_TYv~WPB6#%jNOImqk#N6vEz3I+~#s# zq4tICXG;|;-hcpg(Y0l_6Nu4Yr+W7YN2JUwAKgTZ%u;(p3FU`u9XjC0*pT?t?H+Pa zja13c!b={b6E*ZzvXfn}LZB_w)U_qvy7vJe++RBrtSvecRQV;y)l}4u>gcW#_Av@V!{PK6q%>aE&p`PzAxC!0X{AZMd~=H zH_75-`AezHp2NcE*-Z!Q)fMfHs=z}vv}S9FwLaYb*;DRCg7q^hO^&F-Eoffr;5i*|IpK6m zqJ?;gnok+guOc4w5~9*`=yLKN6g+#QFwi8Q5L$c4!ojJ0>L&r%Xla06@I};@iwx#> zH=)oJVMuZqN>q?jhycYuhA$h3WxceUYgHJ-xdnC$oUYiMX9U`2R?q1$#8TiH(V$V% z*qt9UPHM?LJdCJcQBu1);uc-st^@UqRyxt3*cTz4vta!Immy^dzFt=5rQBv6n%izx z@Oz%Ey1JzGwKO)qUz1(uGC34x_y}qkBEwSa4+Y_Z7a0NXffpS_hPIf%-`)Ui{y|mvWKNKII0W?pq0_ex{f9WC2znDct?H|gHA*QUYp_#YBp)% zqk|xB+5?ExIs084>6k;SY^X%cU8IX2axpS;6THTo*h0@!XHR>JRLRsD;>qEl+1Khj zl%tWy<4^^6SAGyv_YtwYNedDb--`MeHl5ddeRfz#|=+U7PL{lB|FO|>&oG#qUU*{rp2+? zE_xeSCSqapT&SHtAbg+9h>XdJ)g zvUltU;JFGzuOY(3Y`T6rL|!^DM+Kr(wg;hd&9hXMsSZr;s53EQSBewVWD)z-&nMB3 z5{?;E$#jI+1E*^GMp$+mn?+0!Xb*dzsY zcq$IWoYOr#ZrL~=)C&N*u}Bg1PVbBR6W`GzOh|Vf_oeIfFnBuQ==BO52!0gcP|7B& z3zhUyVErQSqvOZVA510$b{|}tI9vwrWbqt<-yk1;Jm>TrzXOb>=-VxiX0gnE4U!6% za%mzEOH&c~nb_!jcNk3A0b#(3^}V`*g1=?k_7j%2w_M1{n##rPt`9l|xEVDh(5t|s z3NfJ^R!|&jCPm%uk69Mne21{3^PKRhpa8D;tKx!0KVmuLHNND~_k5e3E@FqY@+Q+# zHp*#vPWZ))_EIpwY6O znPIemaEHNYYjxoJdcJMGDPw4s9majR$-L|MJeD12`F`Z|Lv!$-!l&9mjp8^tWbj41 zoiSdj%lXEKrS}#Wcjm4*Shbqx>$?M(ZP>L2^O&5hKk;eH7H?A3_YM5LwuJWkX7c$n>YyWS^Yx z_i1*ul(4Kq+CwdC;gtt*-p9gR<=tc)bLp26O+iUD5yR2mj|o~ozT6K%n{w@Pe$EBw zU;Z7@)fPu@GL>jTY|Fn%woB3h&{tg zm?G71d=bO|J_--?fGax1w?W~_Cidei-zI{(rA_4p=$Cm;yzzyqy;hX{G`l0+;s$vYNNM^ZXi zzt3sIVkP+7l9S{oOfVw-fI;)1Ji`{BYenR4h%FI~&Y6$HQactdMX{`7&KC?pbvc)A zq7lWl-O5vAJv(9bJz$rN-c4nb;j4QI+ITa`5^j22EMU7tSZ2Q-F`h>!!QA!CVKJ%IHZqOBu`p$X$47>#E`MY{>xpZ)Qne3aLV zjU0~lafm(x^|3xl`1n*i^pgyl0xWmM(dhlqYu{(^7@x}AT41K?LO?8U=YUs;x2EQ_ z>BQN>Ot4vBVfjjk5 ziiE3yE%J(G`p2w)S3gJ+(>j`~uioyKJ%j^6OFd-h>gU^Y$O(#d`o9hEPNMgd3MF!! zzH3Qax%7kHA)pUNk~-U>!jZ`@r@S!gfH3dAynu4zkusV*w>Fc_gwizCmTX~3r9bB~ zI!oD8rdBXT94>o2U8%hoP(WC^;RrF-Z#agI*K3q8Ed52f_)kC+i=x@_gvrJ#y}MOc zmm4y)gQJF*f!ySs$6r5wPCJdC%VsA1nB^y_aEu4(@LXX=h&tcZ#zMG!dvW6QXgCRr zUew4d3DRFFzY8x+h6uN5ktjjIGN+Y0-ip@D*}2WUMLrKjB358Nhea(`LxUkZ=P6N- zW!iKKdu^YP8mz#M0lqFDydi=ft<)Os4EmJJp6Ur#8rb#xWdTS6*9w6>H}*}3HVKb- z8+ldB)+?mi{>J;9-fSgM$z(Co|Csg1|9E_8YhuNeAe9QEzmTj1Qy?w?N<~*ifUJm* z;(l>R353<#(Im}D?{>Nop%evH7m6uT1)lKFRq%>j?^K;3xnMtb*n7Thnu-F29LLQB zy(~COs(8wLze)^T5^Fh*jJmB3Wg@xRI0f^6>8HL<#IB^4v~S^E2Y!d(pyk zSuFbU^(C}%wwzSQ@i>gUxuo?hoSsNB!5=H8iG1OXgr}xj} z)3L!~S1q`>bUt$ghS7ZR^(AZ%r{f!t9FUxqZnl{K}=N_hX)llI5qch0RGjHg^v znswr+Uij;IEHOioL&N*KOaX(He>Jb5-ZGYzYRBGD#Hzc4kx#{MyA=<9GJJ6ISB#e= z6x;xM$oJJSc*|-N#(^LIxZRoh3x9uXrkDX&~ zeW+s#x4r|AuFEXcNOxVEQ0sd@p2ybEZphY$V?!|yn=3x5`URsXt+vFVw4OeSdD=Cb z0+1s|F5yi+rl%ylPyv(*VDk9S)U<;Rek_9tg1;!ukPAYzdKI0q(Afem>R%jeq6NUF zzQ)MwS@_JHmg-lV=#Z7Mp?T4cJ!*o4Qv`V7UlGA~8sw#uvt=9W$^2?hT~lOIIXrbh z*ZF?`9zXu|6C_AC7UFeimkfL9KO1x`;6)n*&sI*?oxC5#3F$S<06ssKz>{MqtzR;y zNcz?L8H(1*sL!KkByNb<7-$|u()sB4rfsHNN+uZF`|T;Z>xxvIwz+SQ`0Lwz-F;Y6hiy z{z@iL%bL#RF1^t3R1NDojGY^l_(~Dd7ULiNs%5!YE@U=JT5Z3 zF~M2woj-LVh71FVGz*Eo3zmEwSTX73r zyXhc$A+l9LU50F%to-|NJ;TB+#2ClA-r1V^7|Otc8gL&c|ISe0kW(Jyb^tYNEzrB5j%9hM*?2o2`7j!S^Zq66CH8IY&QKgC%=I*rm=(#kp5DM7` z-Qs20KMf&??D^=omwxWPP~Im^)tpC5-69ON=6@uV4MC>4H_KLEkes)JTBi>#opUfl zs4^0vaStOPAC>5C(;$ZTZzQ=g8ppg}5@GLD+zA^4^51=|CWnIeie?XYw}w^xD#J;{ zoRtt~2m_i>j|hTXWy{u$Hn#(5!+T}hIj3@Oe9)u&exJxS0|o#6`#cW$`g-B4iJ%MY zGzJ~GJ3dJdt4vOlDuC06#R{l@maT~0v{Fd6{!ence#*u^AXV4fg;^d=3X;{k&Wt z4pXd~uPw%&#v!X3<6wQ~ob!b?;tb|p7DMsfoj%BMO8!kT@p&bM1YhLO7nP|~4l$kR z+MAfkblo>w53pi~nE*SidN3K2xXm#t81Mc_`hcjo+l#Ag{9GlA=3!U13fBZ;<{k>sE25JC0eXZBz$P4WtqhODc4oVMDW zk~n}RRzJAn^s(ev?k85()%jY>lcsU^lHHbhAZQ2AbTagl#6NUAF0!Y~zfh^v1}IA` z6n*;Sjr#kvc(wJ<?t|D+Uvf9hXv_7qz5YwNw|IMFZje?9Q(R+5U<)=}vOL_A5xc z=A4&RL3-*9q^!`=T;?GiXML15X4nyIyMl~Vlr?5c0S_b-`Z`BeAa zrCH!&%~&QO+j}aj(lgYDAp#>8K2~+EG=XYWwbFGmoB?RcI1FZMYdbC*Q=ng%Qlshn zq#~9{gSgQ@hYXkyb%<${iWyIJ_E!YtHd(|n=Ji9v?qd;#s0luV21^nxMtef}n+7Yjfl}DE8Yal%%i#zT^kO3G5BlV>Wx8SXP2;%N{aFz^VzfpIq4P^wJqJXG z1l-DWDY%eTcFn82bM z_9&Bd@D$_6&!3r1u`KR`jgMV0AJc5>f6Fpnnl_-j0*hHt!C}WXh=t15aEWdemw2eY zs{Yk$>+c!oi-HTuvRxlQ^l)*~;QAD|fG2SwZbe8DRdf6p^WdS%Akm^Q#!q5(@I7uB z{*y_4aW&u-s{G?PhJ+m|%jpQ_uaTSFo6Cc^Ax`#Gm%~zr*rFAZE}5$uuRn}bLL9`) zrzM&ne}m0bhTITg)aF0&II5qZoKzLTncy@4*u$b6(1pZo_s(P!;fhvd@M#VNB@b2G zF;HD41X9L#;s33J@e8ZN&0 ze(5EU^RTGefbRnu+&#|wEq4Gz&_FAJvn%89l z*D>Iy@e0_}P#R*M^L+n(*i?ND)nm@w-*P#EI9iioa1+F@atnlvDE*U2>_^sbz3~tD zE(r_?m704na5R*y4=D~l&_tWnQ6q6L_ct9iN(yYJsTHAn1_I(r2Q0(K_To##L|4qR_PGkG_rx zDt&ovTBE;vCT&z~bDCvSq?B9lKA)HaFYCm~I#{(kIsB>&N2>_z1kj#}vG&}qu%0n!^Ok;PPA z5@nzfQeS{3CSh|TRJQ7%YZi?mJC&=)3}FA=0DaAC>dzHk zNp+%>^(;$qnGwFYE?EZ-4RvW%{m$kM0wNPP6-PfThGmCW92^r406Vrwn_lzDaA>*PGZ)S^athMHg=H zoxBUTxwN~ZuG(5{T6E4+8w%rwc-&H$&}nkP>gbX%MA3a>ELK68MNB&Qc06Z zWW$^s+;`?$7qFtWb6W;2V*h&3li;eF{$64yxLZ!e@?p=7jh-16O>boy3ZS&Ak`sIa z*Z+uzey)Zi&k!c-FN)A8)R=1l7?ce$jaCZhw0TarPv-eu&50H#xA?RZmHwD3UI;Z; z)-I5qY@v4HD&EdtbiiQ}b#5RL65*%N^aO+3Iv!`#EHt*_tzF-VRe1{A;O%@aX85r* zKkkYnrrE=O$G3F3{&oL+a#mbQE$)m8%Ft2G~@DG3TMHT5Kxs zdw}VOLMDMC+qBQ|*Uujib)~Re?K>Mu0Z3)U>7s94M4udjU1~jD*?;+ZK@#@2gA69O zBa+lH-AOOd(+QK7=J%8@$3Kx@m$z7hTg>@(<~%?ZCl1@r`pet+ySA4>@}R}yncP~2@o}2I{h9Uio>xK+)VxzzOid+9+m2hU-}vnl z-_K@ck3W@C&&GhsR&zzFu)#H{YuNzSM3iEiD@MRE?@mAGrsLa6%fg Date: Wed, 26 Jun 2024 15:27:11 +0000 Subject: [PATCH 28/41] Feature(MInference): update the title --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index c4db658..3492499 100644 --- a/README.md +++ b/README.md @@ -3,7 +3,7 @@ MInference

-

MInference: Million-Tokens Prompt Inference for LLMs

+

MInference: Million-Tokens Prompt Inference for Long-context LLMs

From 6b401a851bf2d86a50377e453461e0b2ed8ab840 Mon Sep 17 00:00:00 2001 From: Yucheng Li Date: Thu, 27 Jun 2024 08:42:36 +0000 Subject: [PATCH 29/41] bug fixed - GLM-4 --- experiments/README.md | 2 +- experiments/ruler/pred/call_api.py | 38 +++++++----------------- experiments/ruler/pred/model_wrappers.py | 10 +++---- experiments/ruler/run.sh | 8 +++-- minference/modules/minference_forward.py | 3 -- minference/patch.py | 2 ++ 6 files changed, 24 insertions(+), 39 deletions(-) diff --git a/experiments/README.md b/experiments/README.md index 6b6c3aa..e022bb5 100644 --- a/experiments/README.md +++ b/experiments/README.md @@ -136,7 +136,7 @@ python -c "import nltk; nltk.download('punkt')" ```bash # under the experiments/ruler/ directory -bash run.sh llama-3-262k-minference synthetic +bash run.sh ``` The default output dir `results/ruler`, you use `ROOT_DIR` in `run.sh` to change the output dir. diff --git a/experiments/ruler/pred/call_api.py b/experiments/ruler/pred/call_api.py index f494ea5..e1a0fb8 100644 --- a/experiments/ruler/pred/call_api.py +++ b/experiments/ruler/pred/call_api.py @@ -320,35 +320,17 @@ def get_output(idx, index, input, outputs, others, truncation, length): # setting buffering=1 to force to dump the output after every line, so that we can see intermediate generations with open(pred_file, "at", encoding="utf-8", buffering=1) as fout: for idx, data_point in tqdm(enumerate(data), total=len(data)): - thread = threading.Thread( - target=get_output, - kwargs=dict( - idx=idx, - index=data_point["index"], - input=data_point["input"], - outputs=data_point["outputs"], - others=data_point.get("others", {}), - truncation=data_point.get("truncation", -1), - length=data_point.get("length", -1), - ), + get_output( + idx, + data_point["index"], + data_point["input"], + data_point["outputs"], + data_point.get("others", {}), + data_point.get("truncation", -1), + data_point.get("length", -1), ) - thread.start() - threads.append(thread) - if len(threads) == args.threads: - for thread in threads: - thread.join() - threads = [] - for computed_idx in range(idx - args.threads + 1, idx + 1): - if len(outputs_parallel[computed_idx]) > 0: - fout.write(json.dumps(outputs_parallel[computed_idx]) + "\n") - - # collecting the final batch - if len(data) > 0: - for thread in threads: - thread.join() - for computed_idx in range(idx - len(threads) + 1, idx + 1): - if len(outputs_parallel[computed_idx]) > 0: - fout.write(json.dumps(outputs_parallel[computed_idx]) + "\n") + + fout.write(json.dumps(outputs_parallel[idx]) + "\n") print(f"Used time: {round((time.time() - start_time) / 60, 1)} minutes") diff --git a/experiments/ruler/pred/model_wrappers.py b/experiments/ruler/pred/model_wrappers.py index 46c34bd..a8d3c67 100644 --- a/experiments/ruler/pred/model_wrappers.py +++ b/experiments/ruler/pred/model_wrappers.py @@ -97,12 +97,12 @@ def __init__( GenerationConfig) self.tokenizer = AutoTokenizer.from_pretrained( - name_or_path, trust_remote_code=True, resume_download=None, + name_or_path, trust_remote_code=trust_remote_code, resume_download=None, ) - self.model = AutoModelForCausalLM.from_pretrained( + model = AutoModelForCausalLM.from_pretrained( name_or_path, torch_dtype="auto", - device_map="auto", + device_map="cuda", resume_download=None, trust_remote_code=trust_remote_code, ) @@ -116,7 +116,7 @@ def __init__( kv_cache_cpu_device=kv_cache_cpu_device, is_search=False, ) - self.model = minference_patch.patch_model(self.model) + self.model = minference_patch(model) self.pipeline = None generation_config = GenerationConfig( @@ -135,7 +135,7 @@ def __init__( def __call__(self, prompt: str, **kwargs) -> Dict[str, List[str]]: torch.cuda.empty_cache() - inputs = self.tokenizer(prompt, return_tensors="pt").to(self.model.device) + inputs = self.tokenizer(prompt, return_tensors="pt", return_attention_mask=False).to(self.model.device) output = self.model.generate(**inputs, generation_config = self.generation_config) generated_text = self.tokenizer.decode( output[0][inputs.input_ids.shape[1] :], skip_special_tokens=True diff --git a/experiments/ruler/run.sh b/experiments/ruler/run.sh index f6ef9db..08589c7 100644 --- a/experiments/ruler/run.sh +++ b/experiments/ruler/run.sh @@ -39,17 +39,21 @@ TOP_K="32" MODEL_NAME="THUDM/glm-4-9b-chat-1m" BENCHMARK="synthetic" MODEL_TEMPLATE_TYPE="base" +# MODEL_FRAMEWORK="minference" MODEL_FRAMEWORK="minference" # MInference -CONFIG_PATH="GLM_4_9B_1M_instruct_kv_out_v32_fit_o_best_pattern.json" STARTING_LAYER=-1 KV_CACHE_CPU="false" USE_SNAPKV="false" TRUST_REMOTE_CODE="true" if [ "${MODEL_FRAMEWORK}" == "minference" ]; then - MINFERENCE_PARAMS="--config_path ${CONFIG_PATH} --starting_layer ${STARTING_LAYER}" + MINFERENCE_PARAMS="--starting_layer ${STARTING_LAYER}" + + if [ -n "${CONFIG_PATH}" ]; then + MINFERENCE_PARAMS="${MINFERENCE_PARAMS} --config_path ${CONFIG_PATH}" + fi if [ "${KV_CACHE_CPU}" == "true" ]; then MINFERENCE_PARAMS="${MINFERENCE_PARAMS} --kv_cache_cpu --kv_cache_cpu_device cpu" diff --git a/minference/modules/minference_forward.py b/minference/modules/minference_forward.py index 5c552c9..ef165ef 100644 --- a/minference/modules/minference_forward.py +++ b/minference/modules/minference_forward.py @@ -54,9 +54,6 @@ def init_minference_parameters(self): self.starting_layer = config.get("starting_layer", 0) self.is_search = config.get("is_search", False) - # self.n_init = config.get("n_init", 128) - # self.n_local = config.get("n_local", 3968) - self.ne_inf = None self.config_path = config.get("config_path", "") if os.path.exists(self.config_path) and self.layer_idx < len(json.load(open(self.config_path))): diff --git a/minference/patch.py b/minference/patch.py index 6acf865..adb8ea6 100644 --- a/minference/patch.py +++ b/minference/patch.py @@ -231,6 +231,8 @@ def hf_437_prepare_inputs_for_generation( position_ids.masked_fill_(attention_mask == 0, 1) if past_key_values: position_ids = position_ids[:, -input_ids.shape[1] :] + elif past_key_values is not None and past_length < position_ids.shape[1]: + position_ids = position_ids[:, past_length:] # if `inputs_embeds` are passed, we only want to use them in the 1st generation step if inputs_embeds is not None and past_key_values is None: From be92526c35a9960029e969bb80276f318cae8828 Mon Sep 17 00:00:00 2001 From: Yucheng Li Date: Fri, 28 Jun 2024 17:07:53 +0000 Subject: [PATCH 30/41] bug fix - ruler with StreamingLLM --- experiments/ruler/pred/call_api.py | 8 +++ experiments/ruler/pred/model_wrappers.py | 69 +++++++++++++++++++----- experiments/ruler/run.sh | 44 +++++++-------- minference/modules/minference_forward.py | 12 +++-- 4 files changed, 95 insertions(+), 38 deletions(-) diff --git a/experiments/ruler/pred/call_api.py b/experiments/ruler/pred/call_api.py index e1a0fb8..938d085 100644 --- a/experiments/ruler/pred/call_api.py +++ b/experiments/ruler/pred/call_api.py @@ -236,6 +236,7 @@ def get_llm(tokens_to_generate): llm = Streaming( name_or_path=args.model_name_or_path, + do_sample=args.temperature > 0, repetition_penalty=1, temperature=args.temperature, @@ -243,6 +244,13 @@ def get_llm(tokens_to_generate): top_p=args.top_p, stop=args.stop_words, max_new_tokens=tokens_to_generate, + + config_path=args.config_path, + kv_cache_cpu=args.kv_cache_cpu, + kv_cache_cpu_device=args.kv_cache_cpu_device, + use_snapkv=args.use_snapkv, + trust_remote_code=args.trust_remote_code, + starting_layer=args.starting_layer, ) else: diff --git a/experiments/ruler/pred/model_wrappers.py b/experiments/ruler/pred/model_wrappers.py index a8d3c67..429929b 100644 --- a/experiments/ruler/pred/model_wrappers.py +++ b/experiments/ruler/pred/model_wrappers.py @@ -8,8 +8,6 @@ import requests import torch -from minference import MInference - class HuggingFaceModel: def __init__(self, name_or_path: str, **generation_kwargs) -> None: @@ -91,6 +89,7 @@ def __init__( use_snapkv: bool = False, trust_remote_code: bool = False, ) -> None: + from minference import MInference from transformers import (AutoConfig, AutoModelForCausalLM, AutoTokenizer, @@ -154,6 +153,7 @@ def __call__(self, prompt: str, **kwargs) -> Dict[str, List[str]]: class InfLLM(MInferenceModel): def __init__(self, name_or_path: str, **generation_kwargs) -> None: from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer + from minference import MInference self.tokenizer = AutoTokenizer.from_pretrained( name_or_path, trust_remote_code=True @@ -162,6 +162,8 @@ def __init__(self, name_or_path: str, **generation_kwargs) -> None: name_or_path, torch_dtype="auto", device_map="auto", + resume_download=None, + trust_remote_code=True, ) minference_patch = MInference("inf_llm", name_or_path, None, starting_layer=0) self.model = minference_patch.patch_model(self.model) @@ -192,25 +194,66 @@ def __call__(self, prompt: str, **kwargs) -> Dict[str, List[str]]: class Streaming(MInferenceModel): - def __init__(self, name_or_path: str, **generation_kwargs) -> None: - from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer + def __init__( + self, + name_or_path: str, + config_path: str, + do_sample: bool = False, + repetition_penalty: float = 1.0, + temperature: float = 0.0, + top_k: int = 32, + top_p: float = 0.9, + stop: Optional[List[str]] = None, + max_new_tokens: int = 100, + + starting_layer: int = -1, + kv_cache_cpu: bool = False, + kv_cache_cpu_device: str = None, + use_snapkv: bool = False, + trust_remote_code: bool = False, + ) -> None: + from minference import MInference + from transformers import (AutoConfig, + AutoModelForCausalLM, + AutoTokenizer, + GenerationConfig) self.tokenizer = AutoTokenizer.from_pretrained( - name_or_path, trust_remote_code=True + name_or_path, trust_remote_code=trust_remote_code, resume_download=None, ) - self.model = AutoModelForCausalLM.from_pretrained( + model = AutoModelForCausalLM.from_pretrained( name_or_path, torch_dtype="auto", - device_map="auto", + device_map="cuda", + resume_download=None, + trust_remote_code=trust_remote_code, ) - self.model.config.static_pattern = True - minference_patch = MInference("streaming", name_or_path, None, starting_layer=0) - self.model = minference_patch.patch_model(self.model) - self.pipeline = None + minference_patch = MInference( + "streaming", + name_or_path, + config_path=config_path, + starting_layer=starting_layer, + use_snapkv=use_snapkv, + kv_cache_cpu=kv_cache_cpu, + kv_cache_cpu_device=kv_cache_cpu_device, + is_search=False, + ) + self.model = minference_patch(model) - self.generation_kwargs = generation_kwargs - self.stop = self.generation_kwargs.pop("stop") + self.pipeline = None + generation_config = GenerationConfig( + do_sample=do_sample, + repetition_penalty=repetition_penalty, + max_new_tokens=max_new_tokens, + ) + if do_sample: + generation_config.top_k = top_k + generation_config.top_p = top_p + generation_config.temperature = temperature + + self.generation_config = generation_config + self.stop = stop class MambaModel: def __init__(self, name_or_path: str, **generation_kwargs) -> None: diff --git a/experiments/ruler/run.sh b/experiments/ruler/run.sh index 08589c7..78f939e 100644 --- a/experiments/ruler/run.sh +++ b/experiments/ruler/run.sh @@ -3,14 +3,16 @@ # Licensed under The MIT License [see LICENSE for details] export TOKENIZERS_PARALLELISM=false +RULER_PATH=$(dirname $0) +python -c "import nltk; nltk.download('punkt')" SEQ_LENGTHS=( 4096 - 8192 - 16384 - 32768 - 65536 - 131072 + # 8192 + # 16384 + # 32768 + # 65536 + # 131072 ) TASKS=( @@ -30,17 +32,16 @@ TASKS=( ) # Experiment Setup -NUM_SAMPLES=10 +NUM_SAMPLES=25 TEMPERATURE="0.0" TOP_P="1.0" TOP_K="32" # The model -MODEL_NAME="THUDM/glm-4-9b-chat-1m" +MODEL_NAME=$1 BENCHMARK="synthetic" MODEL_TEMPLATE_TYPE="base" -# MODEL_FRAMEWORK="minference" -MODEL_FRAMEWORK="minference" +MODEL_FRAMEWORK=$2 # MInference STARTING_LAYER=-1 @@ -55,24 +56,24 @@ if [ "${MODEL_FRAMEWORK}" == "minference" ]; then MINFERENCE_PARAMS="${MINFERENCE_PARAMS} --config_path ${CONFIG_PATH}" fi - if [ "${KV_CACHE_CPU}" == "true" ]; then - MINFERENCE_PARAMS="${MINFERENCE_PARAMS} --kv_cache_cpu --kv_cache_cpu_device cpu" - fi - if [ "${USE_SNAPKV}" == "true" ]; then MINFERENCE_PARAMS="${MINFERENCE_PARAMS} --use_snapkv" fi - if [ "${TRUST_REMOTE_CODE}" == "true" ]; then - MINFERENCE_PARAMS="${MINFERENCE_PARAMS} --trust_remote_code" - fi - echo "MInference enabled with params: ${MINFERENCE_PARAMS}" fi +if [ "${TRUST_REMOTE_CODE}" == "true" ]; then + EXTRA_PARAMS="${EXTRA_PARAMS} --trust_remote_code" +fi + +if [ "${KV_CACHE_CPU}" == "true" ]; then + EXTRA_PARAMS="${EXTRA_PARAMS} --kv_cache_cpu --kv_cache_cpu_device cpu" +fi + # Gpu and output path GPUS="1" # GPU size for tensor_parallel. -ROOT_DIR="results/ruler/" # the path that stores generated task samples and model predictions. +ROOT_DIR=$3 # the path that stores generated task samples and model predictions. for MAX_SEQ_LENGTH in "${SEQ_LENGTHS[@]}"; do @@ -83,7 +84,7 @@ for MAX_SEQ_LENGTH in "${SEQ_LENGTHS[@]}"; do mkdir -p ${PRED_DIR} for TASK in "${TASKS[@]}"; do - python data/prepare.py \ + python ${RULER_PATH}/data/prepare.py \ --save_dir ${DATA_DIR} \ --benchmark ${BENCHMARK} \ --task ${TASK} \ @@ -94,7 +95,7 @@ for MAX_SEQ_LENGTH in "${SEQ_LENGTHS[@]}"; do --num_samples ${NUM_SAMPLES} \ ${REMOVE_NEWLINE_TAB} - python pred/call_api.py \ + python ${RULER_PATH}/pred/call_api.py \ --data_dir ${DATA_DIR} \ --save_dir ${PRED_DIR} \ --benchmark ${BENCHMARK} \ @@ -105,10 +106,11 @@ for MAX_SEQ_LENGTH in "${SEQ_LENGTHS[@]}"; do --top_k ${TOP_K} \ --top_p ${TOP_P} \ ${MINFERENCE_PARAMS} \ + ${EXTRA_PARAMS} \ ${STOP_WORDS} done - python eval/evaluate.py \ + python ${RULER_PATH}/eval/evaluate.py \ --data_dir ${PRED_DIR} \ --benchmark ${BENCHMARK} done diff --git a/minference/modules/minference_forward.py b/minference/modules/minference_forward.py index ef165ef..2a3c465 100644 --- a/minference/modules/minference_forward.py +++ b/minference/modules/minference_forward.py @@ -56,7 +56,11 @@ def init_minference_parameters(self): self.ne_inf = None self.config_path = config.get("config_path", "") - if os.path.exists(self.config_path) and self.layer_idx < len(json.load(open(self.config_path))): + if ( + self.config_path is not None and + os.path.exists(self.config_path) and + self.layer_idx < len(json.load(open(self.config_path))) + ): self.best_pattern = {int(ii): jj for ii, jj in json.load(open(self.config_path))[self.layer_idx].items()} else: self.best_pattern = {} @@ -407,6 +411,9 @@ def block_sparse_kernel(q, k, v, vertical_size=None, slash_size=None): q_len = q.shape[2] bsz = q.shape[0] + if q_len == 1: + return dense(q, k, v) + if self.config.to_dict().get("dilated1", False): return dialted(q, k, v, 'dilated1') if self.config.to_dict().get("dilated2", False): @@ -423,9 +430,6 @@ def block_sparse_kernel(q, k, v, vertical_size=None, slash_size=None): if self.config.to_dict().get("vs_only", False): return vertical_and_slash_kernel(q, k, v, vertical_size, slash_size) - if q_len == 1: - return dense(q, k, v) - fc = { "stream_llm": streaming_forward, "vertical_and_slash": vertical_and_slash_kernel, From 3743bbeaf513eca08efa9b68aba24657e6a28f88 Mon Sep 17 00:00:00 2001 From: Yucheng Li Date: Sat, 29 Jun 2024 14:48:21 +0000 Subject: [PATCH 31/41] patch GLM-4 with InfLLM --- minference/patch.py | 119 ++++++++++++++++++++++++++++++++++---------- 1 file changed, 92 insertions(+), 27 deletions(-) diff --git a/minference/patch.py b/minference/patch.py index adb8ea6..faf48bf 100644 --- a/minference/patch.py +++ b/minference/patch.py @@ -38,6 +38,7 @@ def __init__( dim: int, base: Union[int, float] = 10000, distance_scale: Union[int, float] = 1, + is_glm4: bool = False, ): super().__init__() self.base = base @@ -52,6 +53,8 @@ def __init__( self._seq_len_cached = -1 self._cos_cached = None self._sin_cached = None + self.is_glm4 = is_glm4 + self.dim = dim def rotate_half(self, x): x1, x2 = x.chunk(2, dim=-1) @@ -59,6 +62,9 @@ def rotate_half(self, x): def apply_rotary_pos_emb(self, x, length, right, cos, sin): dtype = x.dtype + if self.is_glm4: + cos = cos[right - length : right, ...] + return apply_rotary_pos_emb_glm4(x, cos) if cos.dim() == 2: cos = cos[right - length : right, :] sin = sin[right - length : right, :] @@ -76,17 +82,21 @@ def _update_cos_sin_tables(self, x, seq_dim): if seq_len > self._seq_len_cached: self._seq_len_cached = seq_len t = torch.arange(seq_len, device=x.device).type_as(self.inv_freq) - freqs = torch.outer(t * self.distance_scale, self.inv_freq) - emb = torch.cat((freqs, freqs), dim=-1) - if x.dim() == 2: - self._cos_cached = emb.cos() - self._sin_cached = emb.sin() - elif x.dim() == 3: - self._cos_cached = emb.cos()[None, :, :] - self._sin_cached = emb.sin()[None, :, :] - elif x.dim() == 4: - self._cos_cached = emb.cos()[None, None, :, :] - self._sin_cached = emb.sin()[None, None, :, :] + freqs = torch.outer(t * self.distance_scale, self.inv_freq).float() + if self.is_glm4: + cache = torch.stack([torch.cos(freqs), torch.sin(freqs)], dim=-1).bfloat16() + self._cos_cached, self._sin_cached = cache, None + else: + emb = torch.cat((freqs, freqs), dim=-1) + if x.dim() == 2: + self._cos_cached = emb.cos() + self._sin_cached = emb.sin() + elif x.dim() == 3: + self._cos_cached = emb.cos()[None, :, :] + self._sin_cached = emb.sin()[None, :, :] + elif x.dim() == 4: + self._cos_cached = emb.cos()[None, None, :, :] + self._sin_cached = emb.sin()[None, None, :, :] return self._cos_cached, self._sin_cached def _update_cos_sin_tables_len(self, seq_len, device, dim=None): @@ -98,22 +108,28 @@ def _update_cos_sin_tables_len(self, seq_len, device, dim=None): self._seq_len_cached = seq_len t = torch.arange(seq_len, device=device).type_as(self.inv_freq) freqs = torch.outer(t * self.distance_scale, self.inv_freq) - emb = torch.cat((freqs, freqs), dim=-1) - if dim == 2: - self._cos_cached = emb.cos() - self._sin_cached = emb.sin() - elif dim == 3: - self._cos_cached = emb.cos()[None, :, :] - self._sin_cached = emb.sin()[None, :, :] - elif dim == 4: - self._cos_cached = emb.cos()[None, None, :, :] - self._sin_cached = emb.sin()[None, None, :, :] + if self.is_glm4: + cache = torch.stack([torch.cos(freqs), torch.sin(freqs)], dim=-1).bfloat16() + self._cos_cached, self._sin_cached = cache, None + else: + emb = torch.cat((freqs, freqs), dim=-1) + if dim == 2: + self._cos_cached = emb.cos() + self._sin_cached = emb.sin() + elif dim == 3: + self._cos_cached = emb.cos()[None, :, :] + self._sin_cached = emb.sin()[None, :, :] + elif dim == 4: + self._cos_cached = emb.cos()[None, None, :, :] + self._sin_cached = emb.sin()[None, None, :, :] return self._cos_cached, self._sin_cached def apply_rotary_pos_emb_one_angle(self, x: torch.Tensor, index): dtype = x.dtype - cos, sin = self._update_cos_sin_tables_len(index, x.device) + cos, sin = self._update_cos_sin_tables_len(max(index, x.shape[-2]), x.device) + if self.is_glm4: + return apply_rotary_pos_emb_glm4(x, cos) if cos.dim() == 2: cos = cos[index - 1 : index, :] sin = sin[index - 1 : index, :] @@ -141,6 +157,27 @@ def forward( ), ) +@torch.jit.script +def apply_rotary_pos_emb_glm4(x: torch.Tensor, rope_cache: torch.Tensor) -> torch.Tensor: + # x: [b, np, sq, hn] + b, np, sq, hn = x.size(0), x.size(1), x.size(2), x.size(3) + rot_dim = rope_cache.shape[-2] * 2 + x, x_pass = x[..., :rot_dim], x[..., rot_dim:] + # truncate to support variable sizes + # import ipdb;ipdb.set_trace() + rope_cache = rope_cache[:sq] + xshaped = x.reshape(b, np, sq, rot_dim // 2, 2) + rope_cache = rope_cache.view(-1, 1, sq, xshaped.size(3), 2) + x_out2 = torch.stack( + [ + xshaped[..., 0] * rope_cache[..., 0] - xshaped[..., 1] * rope_cache[..., 1], + xshaped[..., 1] * rope_cache[..., 0] + xshaped[..., 0] * rope_cache[..., 1], + ], + -1, + ) + x_out2 = x_out2.flatten(3) + return torch.cat((x_out2, x_pass), dim=-1) + ATTN_FORWRAD = { "streaming": stream_llm_forward, @@ -161,6 +198,25 @@ def hf_forward( **kwargs, ): assert not output_attentions + + # for GLM-4 + if "q_proj" not in self.__dict__["_modules"]: + query_pos = self.num_heads * self.head_dim + key_value_pos = query_pos // self.num_key_value_groups + self.q_proj = torch.nn.Linear(hidden_states.size(-1), query_pos, device=hidden_states.device, dtype=hidden_states.dtype) + self.k_proj = torch.nn.Linear(hidden_states.size(-1), key_value_pos, device=hidden_states.device, dtype=hidden_states.dtype) + self.v_proj = torch.nn.Linear(hidden_states.size(-1), key_value_pos, device=hidden_states.device, dtype=hidden_states.dtype) + + self.q_proj.weight.copy_(self.qkv_proj.weight[:query_pos, :]) + self.k_proj.weight.copy_(self.qkv_proj.weight[query_pos : query_pos + key_value_pos, :]) + self.v_proj.weight.copy_(self.qkv_proj.weight[query_pos + key_value_pos :, :]) + + self.q_proj.bias.copy_(self.qkv_proj.bias[:query_pos]) + self.k_proj.bias.copy_(self.qkv_proj.bias[query_pos : query_pos + key_value_pos]) + self.v_proj.bias.copy_(self.qkv_proj.bias[query_pos + key_value_pos :]) + + del self.qkv_proj + ret = forward( self, hidden_states, @@ -231,8 +287,6 @@ def hf_437_prepare_inputs_for_generation( position_ids.masked_fill_(attention_mask == 0, 1) if past_key_values: position_ids = position_ids[:, -input_ids.shape[1] :] - elif past_key_values is not None and past_length < position_ids.shape[1]: - position_ids = position_ids[:, past_length:] # if `inputs_embeds` are passed, we only want to use them in the 1st generation step if inputs_embeds is not None and past_key_values is None: @@ -1144,7 +1198,9 @@ def model_forward( ) forward = huggingface_forward(ATTN_FORWRAD[attn_type](**attn_kwargs)) + model = patch_glm_4_1m(model) + is_glm4 = False if isinstance(model, LlamaForCausalLM): Attention = model.model.layers[0].self_attn.__class__ Model = model.model.__class__ @@ -1160,20 +1216,28 @@ def model_forward( elif model.__class__.__name__ == "Phi3ForCausalLM": Attention = model.model.layers[0].self_attn.__class__ Model = model.model.__class__ + elif model.__class__.__name__ == "ChatGLMForConditionalGeneration": + Attention = model.model.layers[0].self_attn.__class__ + Model = model.model.__class__ + base = model.model.layers[0].self_attn.rotary_emb.rope_ratio * 10000 + is_glm4 = True else: raise ValueError("Only supports llama, mistral and qwen2 models.") hf_rope = model.model.layers[0].self_attn.rotary_emb base = base if base is not None else hf_rope.base distance_scale = distance_scale if distance_scale is not None else 1.0 - rope = RotaryEmbeddingESM(hf_rope.dim, base, distance_scale) + rope = RotaryEmbeddingESM(hf_rope.dim, base, distance_scale, is_glm4=is_glm4) model.model.position_bias = rope model.model.hf_position_bias = hf_rope + DecoderLayer = model.model.layers[0].__class__ def set_forward(m): if isinstance(m, Attention): m._old_forward = m.forward m.forward = forward.__get__(m, Attention) + if isinstance(m, DecoderLayer): + m.forward = forward_llama_decoder_layer.__get__(m, DecoderLayer) model.apply(set_forward) @@ -1183,10 +1247,11 @@ def set_forward(m): ) model.model._old_forward = model.model.forward model.model.forward = model_forward.__get__(model.model, Model) + model.forward = forward_llama_for_causal_lm.__get__(model, model.__class__) if attn_type == "inf_llm": tokenizer = transformers.AutoTokenizer.from_pretrained( - model.config._name_or_path + model.config._name_or_path, trust_remote_code=True ) model = InfLLMGenerator(model, tokenizer) @@ -1305,4 +1370,4 @@ def cpu_cache_get( ], dim=-2, ) - return key_states, value_states + return key_states, value_states \ No newline at end of file From 3581688fee729dec8460eb0ab0527f4918bbca90 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Sat, 29 Jun 2024 16:22:13 +0000 Subject: [PATCH 32/41] Feature(MInference): fix the KV retrieval and math find evaluation --- experiments/infinite_bench/compute_scores.py | 4 +- experiments/ruler/pred/call_api.py | 4 -- experiments/ruler/pred/model_wrappers.py | 47 +++++++++++-------- minference/minference_configuration.py | 4 +- minference/modules/minference_forward.py | 4 +- minference/patch.py | 48 ++++++++++++++++---- 6 files changed, 74 insertions(+), 37 deletions(-) diff --git a/experiments/infinite_bench/compute_scores.py b/experiments/infinite_bench/compute_scores.py index 10f8d9a..a0a2941 100644 --- a/experiments/infinite_bench/compute_scores.py +++ b/experiments/infinite_bench/compute_scores.py @@ -141,7 +141,7 @@ def split_retrieval_answer(pred: str): def get_score_one_kv_retrieval(pred, label, model_name: str) -> bool: - for c in ["\n", ":", '"', "'", ".", ",", "?", "!", "{", "}", ""]: + for c in ["\n", ":", '"', "'", ".", ",", "?", "!", "{", "}", "", "The", "To"]: pred = pred.replace(c, " ") words = pred.split() return label in words @@ -224,7 +224,7 @@ def get_score_one_math_find(pred, label, model_name: str) -> bool: if first_num is None: return False first_num = first_num.group(0).strip() - return int(first_num) == label + return int(float(first_num)) == label elif isinstance(label, float): # Find first float or int first_float = re.search(r"\d+\.\d+|\d+", pred) diff --git a/experiments/ruler/pred/call_api.py b/experiments/ruler/pred/call_api.py index 938d085..997ac17 100644 --- a/experiments/ruler/pred/call_api.py +++ b/experiments/ruler/pred/call_api.py @@ -200,7 +200,6 @@ def get_llm(tokens_to_generate): llm = MInferenceModel( name_or_path=args.model_name_or_path, - do_sample=args.temperature > 0, repetition_penalty=1, temperature=args.temperature, @@ -208,7 +207,6 @@ def get_llm(tokens_to_generate): top_p=args.top_p, stop=args.stop_words, max_new_tokens=tokens_to_generate, - config_path=args.config_path, kv_cache_cpu=args.kv_cache_cpu, kv_cache_cpu_device=args.kv_cache_cpu_device, @@ -236,7 +234,6 @@ def get_llm(tokens_to_generate): llm = Streaming( name_or_path=args.model_name_or_path, - do_sample=args.temperature > 0, repetition_penalty=1, temperature=args.temperature, @@ -244,7 +241,6 @@ def get_llm(tokens_to_generate): top_p=args.top_p, stop=args.stop_words, max_new_tokens=tokens_to_generate, - config_path=args.config_path, kv_cache_cpu=args.kv_cache_cpu, kv_cache_cpu_device=args.kv_cache_cpu_device, diff --git a/experiments/ruler/pred/model_wrappers.py b/experiments/ruler/pred/model_wrappers.py index 429929b..b4b975f 100644 --- a/experiments/ruler/pred/model_wrappers.py +++ b/experiments/ruler/pred/model_wrappers.py @@ -74,7 +74,6 @@ def __init__( self, name_or_path: str, config_path: str, - do_sample: bool = False, repetition_penalty: float = 1.0, temperature: float = 0.0, @@ -82,21 +81,25 @@ def __init__( top_p: float = 0.9, stop: Optional[List[str]] = None, max_new_tokens: int = 100, - starting_layer: int = -1, kv_cache_cpu: bool = False, kv_cache_cpu_device: str = None, use_snapkv: bool = False, trust_remote_code: bool = False, ) -> None: + from transformers import ( + AutoConfig, + AutoModelForCausalLM, + AutoTokenizer, + GenerationConfig, + ) + from minference import MInference - from transformers import (AutoConfig, - AutoModelForCausalLM, - AutoTokenizer, - GenerationConfig) self.tokenizer = AutoTokenizer.from_pretrained( - name_or_path, trust_remote_code=trust_remote_code, resume_download=None, + name_or_path, + trust_remote_code=trust_remote_code, + resume_download=None, ) model = AutoModelForCausalLM.from_pretrained( name_or_path, @@ -127,15 +130,17 @@ def __init__( generation_config.top_k = top_k generation_config.top_p = top_p generation_config.temperature = temperature - + self.generation_config = generation_config self.stop = stop def __call__(self, prompt: str, **kwargs) -> Dict[str, List[str]]: torch.cuda.empty_cache() - inputs = self.tokenizer(prompt, return_tensors="pt", return_attention_mask=False).to(self.model.device) - output = self.model.generate(**inputs, generation_config = self.generation_config) + inputs = self.tokenizer( + prompt, return_tensors="pt", return_attention_mask=False + ).to(self.model.device) + output = self.model.generate(**inputs, generation_config=self.generation_config) generated_text = self.tokenizer.decode( output[0][inputs.input_ids.shape[1] :], skip_special_tokens=True ) @@ -153,6 +158,7 @@ def __call__(self, prompt: str, **kwargs) -> Dict[str, List[str]]: class InfLLM(MInferenceModel): def __init__(self, name_or_path: str, **generation_kwargs) -> None: from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer + from minference import MInference self.tokenizer = AutoTokenizer.from_pretrained( @@ -198,7 +204,6 @@ def __init__( self, name_or_path: str, config_path: str, - do_sample: bool = False, repetition_penalty: float = 1.0, temperature: float = 0.0, @@ -206,20 +211,25 @@ def __init__( top_p: float = 0.9, stop: Optional[List[str]] = None, max_new_tokens: int = 100, - starting_layer: int = -1, kv_cache_cpu: bool = False, kv_cache_cpu_device: str = None, use_snapkv: bool = False, trust_remote_code: bool = False, ) -> None: + from transformers import ( + AutoConfig, + AutoModelForCausalLM, + AutoTokenizer, + GenerationConfig, + ) + from minference import MInference - from transformers import (AutoConfig, - AutoModelForCausalLM, - AutoTokenizer, - GenerationConfig) + self.tokenizer = AutoTokenizer.from_pretrained( - name_or_path, trust_remote_code=trust_remote_code, resume_download=None, + name_or_path, + trust_remote_code=trust_remote_code, + resume_download=None, ) model = AutoModelForCausalLM.from_pretrained( name_or_path, @@ -250,11 +260,12 @@ def __init__( generation_config.top_k = top_k generation_config.top_p = top_p generation_config.temperature = temperature - + self.generation_config = generation_config self.stop = stop + class MambaModel: def __init__(self, name_or_path: str, **generation_kwargs) -> None: from mamba_ssm.models.mixer_seq_simple import MambaLMHeadModel diff --git a/minference/minference_configuration.py b/minference/minference_configuration.py index bc000e4..204fae9 100644 --- a/minference/minference_configuration.py +++ b/minference/minference_configuration.py @@ -49,7 +49,9 @@ def __init__( self.attn_kwargs = attn_kwargs def update_config_path(self, config_path: str, model_name: str): - if config_path is not None or self.attn_type in self.STASTIC_ATTENTION_TYPES: + if self.attn_type in self.STASTIC_ATTENTION_TYPES: + return "" + if config_path is not None: return config_path assert ( model_name in MODEL2PATH diff --git a/minference/modules/minference_forward.py b/minference/modules/minference_forward.py index 2a3c465..c0c99eb 100644 --- a/minference/modules/minference_forward.py +++ b/minference/modules/minference_forward.py @@ -57,8 +57,8 @@ def init_minference_parameters(self): self.ne_inf = None self.config_path = config.get("config_path", "") if ( - self.config_path is not None and - os.path.exists(self.config_path) and + self.config_path is not None and + os.path.exists(self.config_path) and self.layer_idx < len(json.load(open(self.config_path))) ): self.best_pattern = {int(ii): jj for ii, jj in json.load(open(self.config_path))[self.layer_idx].items()} diff --git a/minference/patch.py b/minference/patch.py index faf48bf..5bb7fbe 100644 --- a/minference/patch.py +++ b/minference/patch.py @@ -84,7 +84,9 @@ def _update_cos_sin_tables(self, x, seq_dim): t = torch.arange(seq_len, device=x.device).type_as(self.inv_freq) freqs = torch.outer(t * self.distance_scale, self.inv_freq).float() if self.is_glm4: - cache = torch.stack([torch.cos(freqs), torch.sin(freqs)], dim=-1).bfloat16() + cache = torch.stack( + [torch.cos(freqs), torch.sin(freqs)], dim=-1 + ).bfloat16() self._cos_cached, self._sin_cached = cache, None else: emb = torch.cat((freqs, freqs), dim=-1) @@ -109,7 +111,9 @@ def _update_cos_sin_tables_len(self, seq_len, device, dim=None): t = torch.arange(seq_len, device=device).type_as(self.inv_freq) freqs = torch.outer(t * self.distance_scale, self.inv_freq) if self.is_glm4: - cache = torch.stack([torch.cos(freqs), torch.sin(freqs)], dim=-1).bfloat16() + cache = torch.stack( + [torch.cos(freqs), torch.sin(freqs)], dim=-1 + ).bfloat16() self._cos_cached, self._sin_cached = cache, None else: emb = torch.cat((freqs, freqs), dim=-1) @@ -157,8 +161,11 @@ def forward( ), ) + @torch.jit.script -def apply_rotary_pos_emb_glm4(x: torch.Tensor, rope_cache: torch.Tensor) -> torch.Tensor: +def apply_rotary_pos_emb_glm4( + x: torch.Tensor, rope_cache: torch.Tensor +) -> torch.Tensor: # x: [b, np, sq, hn] b, np, sq, hn = x.size(0), x.size(1), x.size(2), x.size(3) rot_dim = rope_cache.shape[-2] * 2 @@ -203,16 +210,37 @@ def hf_forward( if "q_proj" not in self.__dict__["_modules"]: query_pos = self.num_heads * self.head_dim key_value_pos = query_pos // self.num_key_value_groups - self.q_proj = torch.nn.Linear(hidden_states.size(-1), query_pos, device=hidden_states.device, dtype=hidden_states.dtype) - self.k_proj = torch.nn.Linear(hidden_states.size(-1), key_value_pos, device=hidden_states.device, dtype=hidden_states.dtype) - self.v_proj = torch.nn.Linear(hidden_states.size(-1), key_value_pos, device=hidden_states.device, dtype=hidden_states.dtype) + self.q_proj = torch.nn.Linear( + hidden_states.size(-1), + query_pos, + device=hidden_states.device, + dtype=hidden_states.dtype, + ) + self.k_proj = torch.nn.Linear( + hidden_states.size(-1), + key_value_pos, + device=hidden_states.device, + dtype=hidden_states.dtype, + ) + self.v_proj = torch.nn.Linear( + hidden_states.size(-1), + key_value_pos, + device=hidden_states.device, + dtype=hidden_states.dtype, + ) self.q_proj.weight.copy_(self.qkv_proj.weight[:query_pos, :]) - self.k_proj.weight.copy_(self.qkv_proj.weight[query_pos : query_pos + key_value_pos, :]) - self.v_proj.weight.copy_(self.qkv_proj.weight[query_pos + key_value_pos :, :]) + self.k_proj.weight.copy_( + self.qkv_proj.weight[query_pos : query_pos + key_value_pos, :] + ) + self.v_proj.weight.copy_( + self.qkv_proj.weight[query_pos + key_value_pos :, :] + ) self.q_proj.bias.copy_(self.qkv_proj.bias[:query_pos]) - self.k_proj.bias.copy_(self.qkv_proj.bias[query_pos : query_pos + key_value_pos]) + self.k_proj.bias.copy_( + self.qkv_proj.bias[query_pos : query_pos + key_value_pos] + ) self.v_proj.bias.copy_(self.qkv_proj.bias[query_pos + key_value_pos :]) del self.qkv_proj @@ -1370,4 +1398,4 @@ def cpu_cache_get( ], dim=-2, ) - return key_states, value_states \ No newline at end of file + return key_states, value_states From 9c4b96070b11db38263bf2e29d61d052f26babb9 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Sat, 29 Jun 2024 16:23:12 +0000 Subject: [PATCH 33/41] Feature(MInference): update FAQ --- README.md | 3 ++- Transparency_FAQ.md | 3 ++- 2 files changed, 4 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 3492499..3e9457b 100644 --- a/README.md +++ b/README.md @@ -91,8 +91,9 @@ Firstly, attention is dynamically sparse, a characteristic inherent to the mecha **Q3: Does this dynamic sparse attention pattern only exist in Auto-regressive LMs or RoPE based LLMs?** -Similar vertical and slash line sparse patterns were discovered during the BERT era [1]. Our analysis of T5's attention patterns, shown in the figure, reveals these patterns persist across different heads, even in bidirectional attention.
+Similar vertical and slash line sparse patterns have been discovered in BERT[1] and multi-modal LLMs[2]. Our analysis of T5's attention patterns, shown in the figure, reveals these patterns persist across different heads, even in bidirectional attention.
[1] SparseBERT: Rethinking the Importance Analysis in Self-Attention, ICML 2021.
+[2] LOOK-M: Look-Once Optimization in KV Cache for Efficient Multimodal Long-Context Inference, 2024.
diff --git a/Transparency_FAQ.md b/Transparency_FAQ.md index 18943ef..442cad4 100644 --- a/Transparency_FAQ.md +++ b/Transparency_FAQ.md @@ -38,8 +38,9 @@ Firstly, attention is dynamically sparse, a characteristic inherent to the mecha ## Does this dynamic sparse attention pattern only exist in Auto-regressive LMs or RoPE based LLMs? -Similar vertical and slash line sparse patterns were discovered during the BERT era [1]. Our analysis of T5's attention patterns, shown in the figure, reveals these patterns persist across different heads, even in bidirectional attention.
+Similar vertical and slash line sparse patterns have been discovered in BERT[1] and multi-modal LLMs[2]. Our analysis of T5's attention patterns, shown in the figure, reveals these patterns persist across different heads, even in bidirectional attention.
[1] SparseBERT: Rethinking the Importance Analysis in Self-Attention, ICML 2021.
+[2] LOOK-M: Look-Once Optimization in KV Cache for Efficient Multimodal Long-Context Inference, 2024.
From db229859931592bc1ebac1e1f37c77a856f9cab6 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Sun, 30 Jun 2024 13:19:57 +0000 Subject: [PATCH 34/41] Feature(MInference): update logo --- README.md | 15 +++++++-------- images/MInference_logo.png | Bin 295914 -> 437007 bytes 2 files changed, 7 insertions(+), 8 deletions(-) diff --git a/README.md b/README.md index 3e9457b..938c5d4 100644 --- a/README.md +++ b/README.md @@ -1,11 +1,10 @@ -
-
- MInference -
-
-

MInference: Million-Tokens Prompt Inference for Long-context LLMs

-
-
+

+ + vLLM + +

+ +

MInference: Million-Tokens Prompt Inference for Long-context LLMs

| Project Page | diff --git a/images/MInference_logo.png b/images/MInference_logo.png index 8c96587b28b72735821c2ca4ddd245291883c4d6..a192df27188b6b4f16b0e436891d313642bd35eb 100644 GIT binary patch literal 437007 zcmZ^qWm}uw5`_~qSP8Dhf)NqH=NRjbI~h!QAbR~AM(qN-swl_~FK_xPPk z?&Rh#At($A@IknVH>`#}`uu@FbZk2+z(!p*7m7~TFyV>0KB!aM4@qahN*}@(re2T} zve1%A0baNPYK+>WR_=Xuj`68V8$Uj((a9;BMxC6|7%Mt`w~6NdP0sW5+*rJARBzt) z%w=|p3E;?Q9?O`Qo5jrpPLOk@-NUq=G0$Or|20@)t_4cGHS3iw-xx$opHktw>YRa3Ar(r)EHulthfv}*FTyffMn)3qpvD-yYVzv`6ikL!!L!lJ})FV12?k(zRN z$Mao!4@f=ZdoGGz8S51-8oRAfajSP=)oT^0Emg_nnzv%0mnVE&r3B97MIqt;9dJGaK&P5Y6IFZPKM1U0n*JQx}9CcPU z-acgE3xE6e8_kv}d;P1py*){HeOIi_f2W&$aqs!H_4EMg{KGocmZW5_=>cBkd9QP2 z89D3G2wVuF^r%zQIS0|>wOjjig6;omO7==h8zL6*T)n*74Rm#ME+;0SIv!RYU7Ofj zap&wB`5TN>RX$_d2lD+o7S{Oswf*yMdB(f>x1J3@fXehgvt!|V4f-a$|(V@+E&!H=!7)iZ~rpMDogYvSmxg2a2$S33efP*om5VYs$?jhG9_Al8Pg48TZ%(A_2_!HN|y8; zpD)cJo0K-nZ>)!Z;p@^%N{|E^)ToEM&T53c0t;TGi$qBbZ&X{|FvEXpr>hNA3 zz623QApK6_#+?O`3JJEEdiCTA&7DS1DX{iZH4{HbXP3YTTD)MUUd5*RlHXliGn8`L z4K}k45rNO+S4EZ6Nw?N*Xf=^Dbn-wramD-8!q`>jqdn7=EDR3)^bs^FBLdoO8oBv!~3Aj4wXr`~WOm zICoQjt6cJz-*5f3&zCWE#}m_&IMK=rMB%ERXjTIIhT}r5f#jq)H z=|KfjM5rj>=0d~c1-s`y@)x16uVd*Xp%hqk5Vq)93q_ZmSni8P;U~D;v*m%zMvFc} z`KD!d4*1^F*3BuqR=*(F$S?uKP(>DMZWSd)tX&)WKZLOqmm^M1PZoexD=`h}@?uuX z>rR>rdUyY+7LlNDHMcn5=u-YQVrUr}9#UPmELK0HiEsE#D;}8jIwy#})#9L{gr|BI z8IdJsMe7ui9F3$5EW|+w%jN9inwR1e$8L!b&_Z*>TrdTavF$8g41W%+3 zIjqLzp>}58-TkIMd?zdnneAa;%Zln~zyy;NkA)1heKrZ5@elVo(H07WeFfo+bJ4|Y zIO%GShOWc0y6c5aC{x`fxrGu>p#0o#RdUm`l%HhSTm3IJU+-yHjJ&)uW8C#6x(t*W z8GHA0Ly)~DipVFGgx?V5m6Tkz@7Zue-`95;^`gs)Y^^;sVz4j?zdYxeKbmAL1yv&=s;R@NOa`+E)_`{9(+m~8|G}QlHT0F)y*i@XNj4%Yj zVdz;M$Bsx5e+-LO#w3cgT7@Eu#b-gT|00wP8||p9JC)5CqtHNiFiOjvKU+9@L4N&w zY307?FL8Dv3dNTVM6U5*&!3VipEc7YE-Wjr&$4502>%jzS#ga(lnE&6W}veBYH1qO z^jgW05;6B~<-5PMIKPB@7jyCU{Vp0_YVl+2x$OUHKAkI=E#PGQk#|r^0san^ zRR$L~o7eAKn_a4fz?HV`W_`|A&p#}V_al_I`o6M|HP!DVwzfE8hHtOq?WZj)mnRm& zG3h^cY1TYzBHo|}U|J)@}t@xZKXY@^&~Kax4h6gfK0&`^QWIMfN?elEB% zVQb=6`n0_d1N`-rYrC`eh_eV({u_zcG6+ZXMh4@jr_U50+8fUspxdYpL1 zzZcYrpqIzs%AsU>Ze?W(K+KkE!BM+OT!4?3gv`7#fRujl zNZTDYUZv!vJ$9>5c=iy=O*N2o9efonb7mx(6{%m`~U$~C9?(! z+c|9F33mk&M_OB2I=Te7+J{Er9SHdgJ@Px!e0v6g`srzF-F zZGBO$dNLIi$3Z-;ixQTAC=0=3?dSNnf5QToiSgS%qjs1+epJDgq;YsQxY7c_!)jIv z(osw2cRw>Ub`IW4#VfTiPY}iCcR$(M>htk@L*AHV zh79kjf|`Hm=($kwnwy%6`?v&G;Bp1Q(L*2*nsu)bwMMzxKelhD7~cqmLsRH=hl}4+ zF`#18mwv+)!;5E9_)(E@eXaF(`?{cxNLHpxfI9i02iqw*!Nhp=(j+$-5zhA4)|39w z#pBC8q)Cs1CiWq19^OIMB$RKga7>BNqPl;?IvtURQbV7R@{;|eAhdk)m-(${2HAH` zvbL#(Nh<~s&hs*^rJRKVpqqS3{kkOoP`A6p&QbV}DOJsQ?4sCl695TG%f!Ux^0Z%? z*4uK`Qlkf^+N|1lrjIzd3v2p}aQLJ`&KYkP_jH##!ng9qT~piJ0+K3KUudh_jRA8zpftpqF+9HXOPld6+tkV`vDW`#Jl0oXT0T&Mf&!7c+DeP2Uc7^PY{@WCi0u>N z7kyVJcw&O7Xl=9`_07cQ12U&R?`&h5p|}*dd}h7-_C5Z}B0P&KNqJYG{rcy5O~2A} zG*mOxVS{jp&DWnKBR}Zn$}MV>J_U~ju#t^0AKArgK9wM?)W;wTKVx`Gg%1e?$i2~- zJM|nW)8(>rw0B{S0J%6Ce8G%q5cP}!Dr}0{&${ZG&Z`Dj{uO_XClGAQTr!Q7#OpQ0 zfu8UtVNahnD<^jtwV9{bD}mMNW$Xgq(-Cb0y^pMrRS+9kt0`=gMUVg?@3}M7Bv9jJ z2vvaAE+0n|J`K5a)ghmcuDa`Xe3B(dXk~|A$+kvJM_DK5WuB+Bu|qxi;c?nP-{R!m zhK@Ej#Yd}5%uuQ`LNmyDK16|n6{)y5ObB5cLV74N__{~)wnMY#cBjAgWN>HXWkqBw z&xArMN{^tJEz~!q&wt;Z=MUufF!=dzM;b*k2yw|q5E<3B_11<8T#Ap1Pe71B#l895 zMcQ^`oqK~by?a|55DTxRCuvtG^<6sBkVs;napFB}-&cCwRl2-P@5v^yZ%Ztaj#rL% z1CV}>4^Hvwt7jqsEziAI`J@`e%43+thh*q&936g_)1cr8C2Tw{)c4)z$lDL-I?j1s ziWdlZh>`^vTYHCdSSUI_oqmP?4VqPtr(L24p#-A_!!=~Zya(}P15GYgI13ioPa;F@ zdb@J|sB7#K3~f!CUt?`e;fs)Hp%QTl?4_irlI^lP6omk|%JCRg4HHGG*U~`1E!TJU z{@+}ZeL@xu;g>D#Zbey5U*6GOt*Etvv)}U%l zq6h%Hs){jN$mQDstP=keHm?cs_ouL^NyV&wwe}%3Q<4y(2hvCP_V-gU-s}k6ha+FD z2)}*y-yQZ3W!Z2ix$EBlhNNxo=9LOEbnM!?WPIoNblQ5wA$-O0UsLZ_R@Llo^@Y%b z81h@55r}OQz;2Gc_y9I3Q=Di3b_*7`Xt~3UW0e;i~X<{2ZfLrn%GPMVRov)ix@548Q;BG?}a55dsIx25s1^QX$3 zQ_5T;pg@_3S{%i#za+J3?ck;oqk6?BHBdiBrJW2>GF0gtaWX z7%Mj}zL+CLqk9zCU0Zs68y#7?wg3q1OF+>{sM)!GWtPX@Pkxkv!q;{Dn7BMbEzks0ADQ7%_T>ut+_$p$MREW57yILW zuxD!G8UdS$g~iGLjFf_!63xWW?k|mW-RvzM*y*8aF?<@X+|C@nx%y8&)WbszFL5a{loioSrr8~=IRHg-rMk691;!`8de+aLb)NeESGOp)2_q| zSX3B0nMa<82~8+>3Pdf5pXS=jIwER+mEAD3n$ZIGmT4i$|E^?3n-B3s#1ow7BK-HT zs%(;f$J*8~KUM-99v=!iX#4Pv*G$B1r^tj6J&TWcBCK(b+ma5`fBp7uuNRUWUS45WW2Eo*m+18)_H!Rm=C@TWM^U8o^2Fv08%t(-t+gFaMY z);%pn2t%jj+#drwMC#W2Y{4d;@zB-eYqeub=k12Y+RjU7JqE~XvUYR{tKY8`>KSJsQerdQ=9k*?Sj!K;lH=PpMUMaG0O3!Q6;=c(Cp=2e$ z$5~PyM?^}5qZ=8(QI%V?PT!eer`PK0=2Qr|Gmh}9$+W4ze^6?w8Lc%AA-oRv85I`= zWk^wCFXB>=Wl8u_beB=Onw;mdl!e`_1QGOo7;^_4C&`EiICV@3r5l zP)xy=3WK3D%qMe4kqBH#$_!aSv22FcJFUX1B-UXm_H+niW2Y+KsdL*uUAJpgiYT*3 zvcj-)ChphcHRCz?wF42I+uMv<$@eS7noH0)1BVSn$#J>XQIs%#DyJqc&K~`I&rsY0 zu?-J_LZLPN)+;Y)Wtmv3mLW#1A>Y8!^V_@1@_S%LKjuVSpsfCgEt{8thKymn24N&F zQR?XX`KNG}EpZ5(jlQbK(mNtA7M1rzNMappSZXC4LDrFY?;fgbB4!R}xfyHaAw2$< ze{YFvk{FNJQ%W0#Hl9>&!^tC#I5bs-FnEzZ2LtXtog;mMmcPThTiLh>)bqx$)%vBy z(@t0Y71-pdv?!5T;2~17LtYVOAU*k*4=C{>*t$0SyI{B4zB9#tU&Z~5$KPUa;q080 zx|dp9X)Q^ypvCKUggfoM-`Muh*^?d?b~U&2K@@Ss5J;O}EENXO5~%nph94B1n#wmE zN49-bbv9u0cG)cOM3*}mA@pp-EbPeJTo`@~P_A9fTyF?#zdCq0-F$q{+;xxLecaid z6%uh)Kz58<@TIkq1WcP&kOm&2M8ZBihT`^GZN|pQ%g-&b3r-SrUwCzUt`fAr zy^xE5u;h#hfkvre1Y2K_Md_pCG+LUSzEPL_YG1N~hudqm0oQRGvStQRa`;NR5i+Q+ zT@bwQo?T*-748?)U1@Pw8f6!g)mRFlka817F>7Tc%UKqHh$97-{~&vZK}57eZcR5( zME&b~VpfTN+BlwgS9{g-(t2i6ab-9fyivYQuHA~Xl+@o}zo>fytGvxlsr4hgt|Bvw zIfD!4Bu!}(S{X&BJ5p+#mOv4#Dt^vmXVU#pmjK8 zvL+SZPBglL(8(I?yby}KKp{9&Y_XG%I`d^3>n`T-Hs08wsmraO3=h=-PQ)bRj&Q1JVbQ3Rf>%73UzI5BRL-HgGJ;og!aA{Ar-Yu z5YEeCnA^ka|12@^q~NOeIi)XK$S-2#;SW5Y&F?hIyZ# z2W&ppmP$$JI}&+#xAoy{lAjE%|M+&RAnZ47MQY;OU(;PyF82f5N%X}2EZ>uTwmDAr zOX9yOp6x^5F~lU3VybLkJEB_G7xXBt06x49jw?L&4V?6lS|vB-s)s&5ic_=-xtvZG zJNk+c-etV5^>FrTIgdYI^!L8166Ef?_FX@r)6sP-$}ti@`hKXG*V#PxRVUXayRI=H znG$sOmV}#o31XDi_;o-8g8$%RedRuU*-A*7eM7shUF>vAL|1t5fkvQjYA2ci6l6&N2u5J#Y{*!tr8kc z2#JU%+r51Ioc1uQbul3PocC}|Cp-|uhzYjlESIiRp>MmagkSSpTo*X+dEqv=`nKpe z=~we-t3Z57MEfg+BNGRSJ{`CYkx&-^`p?n!9!GCnwTSYNM!?0!C*<*Z#2t=*ztfp} zP5pY|@m41~!|U_-X_iBGslhD#Y5lI7iKV*EW|8@Xug=|fQhu71lXH0_1Xpz#5&k-k zK3Pi(coyhavuh9qB+8m>6H!gC2OxSX`_U-SN}-DZRM8|={}xw&0|7OZg2T_0G$|H7 z;>c9~3J6WHeV+B1D^qA2^By=F=TV^IYge#Ou-Z0f4xY`LE3Phf58x<@gW9%Fni4r| zC-4v})1zt$WWFbqHZ?`hOD|W@NhBL^Ysji&t1tQddKUZOWcWe@Q@N0=SN64dfyd0Lqm6`v*ME_aKX@Y$Idi;M7M{w9hef$5ndH zhyMQmh*);%{GaKTI_z3RzoAgF3JVY4+VS7VetpBh$H&ji$OiaShrngExAW4LmVVKW zVZ`#plW|FQ0$*yfTuE} zeABF=ltM4hC!w2|Pb%1kUc!YsC; zhr}Q|U$cBoPGl9JnE2m`RU{%JzU0B4#F7?~x<<6Hn;0Q;DNe~ho+NwJIlMOcF$#4g z^1}0Y#H0D_VI~&1paixT_b9y%BvPDhOE(!kR(#j_k%cV3JK5}qtQ&C)FuC80C7q2h zYcs6dKIU~mkoBwQ7yfou*La4RM?GmIcn4+jM5F#Q7G90OZ+c+7f*Cy}#MMjyb!llS zujjNNtob&FCayo>;3WT?=d-MyC@dVR;3#Xq-}ZYBPt2R8FBc;UsIFy!Li(h{F zuX5KI3+}gDTpmw<^Ig|}WflHIm-~XV=Kpl6=QXcU4%P{4v$n?JWbSzekl*(rd;P2J z$~btLyW(-&OP!dUba}pK6O*~3>h;WFq85>mriasQooaA%ZxQueW^YV=`r42uE%1yb zu-BP85mM6=6gKD;N5(6rB5ycLacw)>S+*FDoBKN|nGLC3h*5Wr6Lt`AUI zu4$7dat=6vpsX@zn-?ut$U~JE$M_ihOjbbl^%)_nw@i&^59|zc^BbBo%JKOQ`}w`g z8Tpg02KFY?)S7&us_Dzif|7YgKB41jlojiBb|w|j@n49lQa5swOBP;hOYaj$hpqi5 z96Kou8_^lTR1h3rX<6Ed$n`0Yd2x1i_i@`^2H7FGbYn^EFQZo}#BATX`30%VFE>hW zXzTdW($$F8DuAlMY@z9<@{pFj7Xu$#f?_*3Puty%TbC@DepQq~bhpID>+@SgCgflS zuOP&=tPjlDdk7wGSJzN;NYwVw)vQh<)y??q&G}Svquw0QzI@qR30_#q(x@d~a445h zLJ4KvLNz6*)@3XP9Qs9Jusc~&&V=j(+I(Yxp}R=3NL#TEUJ#FUFXShdZiHb_##T}` zRxs=Sb>{4I@10Ppw7>~gwy;ll2P6zG_1R6=nM+b`iRZ>_M|ZJQ|{lzc<=FCWjx3LP9da~k}eOmQ?+y)aJcg!z! z-h_U?qhz>H>K}i8%wYnpKZy^ch{zpTI*yEphPefiWQpm#!nSJCJ?2_Wh($4L;FEPY zQGluGmkjU0&^CZ zHvo@l5NsPqX4Bt1_Lhi4VyYt-Qasa1ErqYDA=b1~q`Zm%GjkcbA5&{D_FKEd>>70| z6y)n08pHtk6WP(hICM(Rhb2#5kC-p4GE5(taiT?fEf|)Bse`cfNTi=UWGeujDa+pv$8xT3-1-iFmLZ>sv#hJ zIE^C&6NdCfQv8|cqf^Z8jWdjdjdaBk<06qL#!$KB2ve(5bd~1soPOGM zxo_A7r>1AGX$@3eaW~LCIk!B`JD-pK4`C|Das<--> zZYOc@~5*;6c^9+3Q@u}IQ3H7NpI=32;mrJ5bj&cFn6udp7!wx1TV!pPo zF{ifh`l|ORp}C)V+f~cR*-F(kauQcUykMx*JlHHKO)5l=^7HHf#>(@RoYXtU!=D!m z>CIdNkQus5Fkv_Gav)a}T_(DTh!>YQK?bKj-k1di6l0b`TG+Ow^)jp)pA$fc`Tf}Y zBn&yRS8mVbrcfyLN0FJkfOoFL`p+qPp!3WvTyau{ap;^u&a&0*T<{(rM^~7*^t*o^ z=f3>Sg%qKI$5@n1tQ5mT=VeNHe+;zr2WQ`AXPuzgd095kWNb;j368=^LiVhNB?rr9 zP-TAm?UYvoT*NBIaVDn8f7NgQRy~h5yJPQO$9>w%!HihcMiNl)@%Y4)yvwG|*}&80 zo&W2RTfm@8-j%@AWKP)`A65QMt{X^3Ims6Q)x$1AOZ}6@#1(3*I%_BA*l$R|r;5+r zfMs3u!{eU}v3^b*85KYbJhNnB2ndGTVvF-TrzD!1?+`>F&Lk_(O=k%UZ@|LZDv)y& zgX`44RMcy{pfEy1C{f@jZBHM+??K)xAIiX24zA&JUdl628%_JbjqYo`jYgvwG`~!xG{+9k7N-Mtz_>ggs`Yeoly|k zH|oqLSeFAl8tp5#i7TdX!>A@X3cfv4u_{LT9u~m6Q9>#RE;SAibhDsP^!O2fDahwB zaABwvqhlyH%Irdyf4GeDaw+jxlg1)*dXJV*#A9hy)3|ffqSacad$;LVLpV4`#&bIg zcMsb1fkFbL%xEpK7-c}S0HKigFc=b7G4b+>I$d>l{!f+&zLi0%YGAkP_w>;B zmZ5US#>UYfbowis>T+!K5fKn#`^WT zcb7Wz8FcJ~@$-ku6^3l~h`y)vin9S+x?CG29c)3Zmqv zZ(%|oYEu_=F^Cx2=Ohj07X($GB#31Fa3pOLn9-Zt5o8SO^lu4K0NFyr8Dn)iEd^b_ z1$HRGiffzNgd=0m7N9U@|~Q7RJeaCU8#33o2?TDZdqNM*GTqn-I(Gb~n3 zO|RvK$le~lWM-r#-l@%t^&Yg#YaFm?5onxPU)D&{e3`#FDmT8Jo1v#iFBc=Ea&#?h zt2birJq46gmm!)3~`9giCB-)n0eGJJi9xg<+ z1=S5C#?PS4)(ihI&@$>0e{PjN^=vy%4g0js~w|C{ua-(^Ky|%NMoA&W_l9_vhxQkuk}) z&wS4IhqCOq*B)FDP$-cCk0gks@~Sx7fZI%^{6S z3F^;RCa0=WV4eU9aS1)zFn6@zI-le;J4wxglo>*{Lfdq2g7*69p%Gk+a+SBXB=Gqy zxil4+V+_-Y z4COP7;>g2qVtwB9Jf{O7(uHoRdW@2G?qA8C0{w8~hlOE$x9pT9E^*Wp>Ju)H?|gpx zdVe;B*8Qan;{5Qmf!<7Z?q2mGI)AGke;`k{9j~vz?ZDU`uoi_z4P=UHE54%iXAM)N3 zbsf6GVm!`EBI}6tg{U$L!BsaJ`1t$n51n}vFJ~TtFocaZ6pj@TO)`@j`CDF5vBBd` z5ipg_J5VP4z##P0KJEOx%Yc7yz!2RFqs}~g;mLak$RCw&PdBHx*Suhu*>E5jj;X9N zros0(Qs3OmENEC@pUwBF)sMu%dxs>WQh|+EP@&5}8VLX~RbxcOPfO!*JNncNF2~~x z4m}Nu9y5Dbdk|zFnHyqo{T?pdSsWuv%*|w0t4(q9FSOx9v+{yX7@8Cy{gK_ela|vf z#acgyWd&|bkg9DxN|mB~w_wa&%OHx{jdCx%;fv=_C1q4))eYpQ+=DVL-fjjdJ)evM6OZXav3@o&Id6)Iyf&Oc&r&#{=W3fQct--+)TJm#2=MO|RSc zBeNDkbL3crg>U`ZVgR`pnequf;Gddt2rPk~o1k`aaryDjVWaox@&kvOZh7qjLvku* zsA9H2-@KN=pjyxQ6X1&;Q`aa!LS_GVNy&$yk)J=Q`901|&Ag)G{Z5LW$B{SQ0$$$; zJvN+>>EiNCITskHS$TR}mOtvb>2`Ex$cA4X6ongqQ z$mGF+k~S3XYV(S#v2EeP;`2Oa08?Un+6G zvNf}|<4;6q@rBAr@a19HlCHt>X`>@X8SIz71*obco)qGEwZ~%UjLC^lFJDG)v=Q*~ zjl#M{Olg4j-1P}k^&^EQ<<_YgQw1v5OYO@jtVBpw8P%zOCZ{Cl0hc94M^XrF(~~7L zaB*DpJ*+9DNGabLY#N!y@ zLp13p2LavJO3VMoS$01cTe zHl4e;jE03MS4>KbSuSbT{I@Zt-~ z9ixCZ%ue8LVz#6CLhZ=CVO_0(+|rKNu{FrcNU-k`wC^0<`qR$IWO($AxNIpc%DsLU#7OxDSY}9_mW0aEEH&7|OI^j% zDd?OYM2qAfhC(#s1z8dDyO|Z7EOFV=~+G54&6;d)T2O z;-!u|{m0M=6gUye!wV-`zRwxf&s$w7Zmm#yf`OWtRnuDMcLUOCO%GG*}8>B@%4;=L$?9KF}W0d4P4K_VZbNI)oH z9!>r&`w)a#HMQqef}WAi&8zs>X{j~?Ixs~FLNX|uKOooPt;J#I@wnE+--vA06NBJ` zaVUbbNbtIkM`K&l$n;x3%jL@A3k{6c+D(dK8Q{9v(||^?&nZyD0ced`f3}TDR1eL= zCVH-NB>^`~%+3x`} zKqDA!%shEe`Bnu}G1=Lj1IDB|!_msTD2lHbjr3PQp|o-jUlQjk$Py*ir3Ay7T_xER zB4)4c%W~kW3pR+p&-m&qzX)B8`vDV%As}UnA_9q2b%Xl#Fn?I}@gfUEh~a<~kO754 zODGDvHf=(GNIik9;l&b&2Wc)n!5>aw0$Vm}6dw?TvSob=>CLF9U;u1fDZP!XBcE^2 zd}gMU!U-NbRRSQ^H~ko?iE+Qo*}Of)9YjEjDPxFENQy=P^y@YGaDVW`h`OAu8 zzW$ZR`K1T*-yKf7_-_OUtdHNTkN0L8kBOPn zI;KZxG8Z;v5{1Ih`XOt-RD#zrG_Q47Sj$-ZqvKD#xtSN@s!SkNT;kuz@kanWTxXNl zkY)bVV7lH|kKf_v=e@7bh&`_)Jp(6cA2H6k6ju8vfJhJ+=R%00sj121{!A!JMQpo6 z*k>4ennZ1)OgvVlTC}wHW9>T;h9PDceIr|yoSEdxx+1cbb?hA9t|)`Fv|hzuv=vW= z5;#`RtMd&X!nLvLC%rJU<@|)}f~NQq?p0S{Gqj5tB}+&gbeDhU1sY0DXn{XYb%PUo z{O(Ko5dyFLj+9HvS;l(HX*}8IaAl_ZMQR##BT(=Bbqk-jQap<6uL{DWsyx?YBGT zfg3zjvS)f^gq4Dw9f!pv!C(?7=JGk@gX8MjTUS{zn)7p}eSWlEDYMvdXHilmwK25k zb@?UJE6gf3!yKh#0G~1xfIbqab8JQ3-?6~1910hR8L%7T`|6Ts^3-Anq9j2p?8SyL zwt5Er!RL>+=Y|JUF+5(EJd_BkfmESXtb$!(+&woAo~K`5@X`%B@(xFdG}F_RzncW< zpAANXiT`B6TC{%hdd_u+{8$`MGNW9f&SaH&P{e9H#0sM|-{ywBBk>#Q5tx%NP+EhVP6|~F z9e>4=aU*1q>6edXAO;CPbBF{E$Rw0d+;yqD;B?F-o!7-|zyg)#lwPEma>1CYywuEX z^OPG-835!mWG(SlONkL4I))RUKYh2>QrZ(m*$>w)K9G#va#a42gySR)MC=6->qzTVLZH&3aIp+LrKE^+ zYnwPa?23BwyZw-?*=31QM$W1FQq=zko|9;z5A6h!T zeNAL7Lb&;tdB&7OgaV?Jk4kB);W}1D(giQz2}_l>+5)#;$UTK&1UxLb@QHF`-4jMY znwp+=nuJjd!UAU~fVtxvPOmFI{ioaNRUWrT+<<@S0aIgR9~yOAU{4IAF@9rVu_9%G z#UQ6Jl5e%eu7ut?TR0#NmQdcFY=}dLxI_a*;!f6DvO3R&`a9na1@+znj~QrDjk`8l zxG9(SJc3voMBs*h+S_}yXf>?L+ECv}B2~FHsX0A}=u!Ye81r;1HmFO9=iWWZ+iB_@ zm7=##%gq|BnNVxF8y%*(=1mQ}E**74<;1RCTdwde{XE{ev4TXRoJ*t7jM=^^N7(0f zG9<5Nd8@`V;mykwVj~a--%0_j*WXcw9(iNI%b}bNiSWG>L!+E->*Dofx_gt;3roM5 zUH@U11>I=XU~UC!f!zM0Rrsq?>L2nTB)ArY8q0A}j)w9ZhRKCTd{T<*C%iyHF#ig$ zNgd8`{I>TEiY{wH4*@xDU|vs>RCY|%X0>XZ-7WtMnYSMqRE;BF;!&A?>^W68kQB+s zCgl^BDQaV$2o3sGVBw~}q)Uon1M{=Yv^fX5W)!MIN=5?1i?&)~i*vp6>wyC7mmya0 zN7H>iz?$5`kQBHW1Wlaxd5om)@9fk|xkf5vzgBRO&?Sk9h#dFl1SKxWaVcJmu?$e=(oIjjOHB zXV1Lqq0s{avH`e(6olvrE&A+Un%VK7`q5NU6Dd`L1I51~ zIc)83prf|+)uYS`p_FOWro+d*G zmO>CK46{BoQp5s;1u7pxfmm!q${?{Vle~MLubnT)wyS)fzYkNJX4&oUPc?en^uCs9~J@v z0%5Pal*wK%BCZ-)?zM#;Ds-0vMoV}=((w6(QxhlDU)x`*d~c4w?ipeF5xNsu4X$Kt zIF#iY1aj`tA5ThvYLcq1I|cXkdr6kK=69v+L=L!?6iVYy$;rvt!XDwP-JT>#AjzO2EFdpj zAw8;MuFz$_PL4%~ct+1xo)dYdNY^@hfUyrK6NQ6btIY>7O)5(zb5LTJM9iX;r^2IOF2fsB$4Rmp_<&5HKr93P88!SLfV=4d z6}~T23~&IOk)lcm=MX=sa3B9#b%TNaF1I@!&QnllEH^g8uaTzC)9%kxTrx#Ukt1c8 z9JcX@D9U3$8=+ADLw)vvk*tjTLZSUZL3W)^vA=K*#tmNkF=nQ1M;dm9hRz39I1-?~e7W7DbqXKrNg2l3=;n!OqXXT%ch zSY?hHGqk#X=$z}TmQbRs1qTu((FLjcko1Sc1coB1@RWt{3qy1vl4Ow9ae1~}LcT#Q z2OC@84%rotxkanf_D?oy0Jr`ujDY1n;~CNSSR0+2z)xUBf=87xxALm^Q?Xx`_x6k= zYwqL}w^xEkjYSO;`zV7{m@q%qYripfGUn?u)&Bnea)((sNFoc2nwF-?snxu@ujJ1C2jSxIlaZ}F1N>Kr!I;u{{xED57ufeR=Yx+$(m2BGrHn2q9t*e zIadChNh^W=!yj>wP(YAU*4d5&uilpUy0fmteeeovhlof)X3`gs2*sQLQt^-5PW@8x z(5)sKz%pUo4w43wTw9O4t(%Yv?6FV-l%HP%pXz6CSfp05Y&*9|FLwIaZR>wA0O%H5h5Wl7~PF@cZh&=cc+AO zhk%rHBhua7(%s#mv~=^o?&tIDCA@-d*Lj@3_#VE54IFJ+3-Ac1P6QLI+llXFwlFSA zgsxz&x)T-F6@ROvKfsQ_98qhLg30}UXXMJpECl9LoVw|yaK%`a_?tH_hx!w0)FF@1 zgt~L;?I~j!G!VJki+O+oO8uHfNEHSceK1%V8u8I*U)6huc*AhuhNO=`l-b1?EZKeE z%nM{wjXVAt#aQNR>FNEVMMW=e#|#ID1On3qe)7BGw_LjBZ{dO`&y8LFzC3#$H9kp$ zlJGUa4(9xu-HkNa{zWw1Je$ z4xzuCKH80(F8)-$by2s|?ZZP@rd>rRH9Y?MD;YAF`8g-_FP^$Tz5O<49!-W?ab5iK zVq3s&?ho<31;wq$al6~M?ukg(rbgU3hdoUtPqbZgVl2N%O|^v#xT(AQvwUqw@1QUk zu9<|C%SU&u>cVPuMsslSp%wTOhW&(2kzm2F^tJ6zs*rE#JZA7RQc^2EjIh=PQQv36{C1PjYBehTAdXK=i*r)6B#yl6bMus=5aV7s{8Gke&_%D->5*Ss1 zs)p566B0mAM+3s+#T*t*PckQ)`4pj_@PjglcC?a#7%0yZ2+Ygi1zL(A_63X?W zAeo3*`SnaGu3LbP@$cnQXAN&HKNKIe$VSs4_oN9i7F+p%9YJ}Je#MV2Xe&^1=rruA=)+R&FxR#uF5wYnFDJCI^@u+`^}Rk)5V{wiJK@=2j0q_#o>|5 zdgW5Uj*L&5?4LkUDc^?-dD+k#k0M0h`Xv1coKtLWU-h)3zb%_3#rUg-Qf+fCUr^$O z!3{;2=2Owuv_L~3WW;8I4EDgA6iHLlP-|vnA0#xc|0h;Sly|uXjSx|U1799<^Md=B zjfe74g$ckG{1gaUZSz1zP*vrawN6Ok#gm|f7ZWw);1K-1)hqqM`y7&d)`_mxfb>f* z4nhsYlQ2))E}5xqkjTS76DKx^6;M-GE4GuOAZbEqx77A&z3k-T>0Zeo(^U#|9~ImG zxQA+=-Li-s&h${b%GnvVVas6imkPO;c7%%nr^Q?eX^W`4tJ`txV*=iC)IfR1zQ)^S zO3*3Fry{W_O3oU5cCK<7I8?aly*FP0$BApwlQ)t<#4--;y31R84895 z`>swe6MCzfJ3|knR?j$`4LCuxYP{GL|8QLeE4DOBR~Yi$!bMJ-(dpql7_r36n&J_S z8-?oZh*{(1;G;w=y-iaNjietqk*p}||K8K`pDi2s9zj}@VWdo2mH%V(^x8dOM0QLM*493FvZr4`mQ7xzV!sFpJW5?W54 z8@EUh0S$=nP#H5?0RO9nRX_H--Dl)j7rs)(#r6I%?NR95SwkfTtwV~M>0L2`#wm%Orb43(+nCHoZxXjKa(4h|0SC~PDn5YKd#cBM)84%zDm0C_NS-+Uvk-{2nLX9FJj1h7!KY{b*R1x(n~RaotH|Tk`k=%; zGyG(HVtofO+PgwOPpnGsz0%Z-6jM)6G;SFRJS6!M`RJ#OgY{dut|?mZBD;kiP_@483P+J=6<2>=^m6@o^td1!-=zb)ez;~f?&rUlBW{p>mfqgtI|wIGGmQH zU!o8uo@|p}9iqmBw_XGj7irtXyR}LYYY__#GlY%x7e_@YERN91jvnefqZ%o2dB~U= zVKrBxLPXH8kO>JX0^nv_+kYsac3J<^Ir3g4<%VJXtZNFtazgH6I-F8phJIt}F(sVM zV`kzD3uBxhk~Py}f-LTIC;V8xvQCLJVkNcW{jk-Cz5~hka-*prFX*`ojtX_PlN(@{b5x=8x+*GbK*CE=69c* z!Y@40;qxfh>MsKH7UADiGzC7c10i}Q7VcpUwEBt#=f>Z%kTG&flh*QZ<_gxCBJpX1 za@>IVxL` zoKXu9O3Ldy#Ekw&34OVwzt5YMSwZwWITJ=ZYJ!b>YVk_EaN+)3{x8{aiQZ1T80kA? z(v3QM#VxbObobhOUmFr8dbRy(rY2>|WyvWdkztU^4ZSBRi@)ring@jc|03G-UC5sd zmw(Nz9sCCW<4IG9r6uHzQu$*M+AQ6#^z<|_M4K+8@j)3Z3#u)Ml)VgU@kE~(hOFP; zj?-d>h8(y?!b1&M!F+jE*tEL&k4fjyO24SSED37mpG8Us{X8aFgljEu4mBYOci`aY?jy1&{qFSMVIZEwFn^Lu^s z!TnU=@#X|c;jbb!XE?XTM8+ODk8m(UWyiPsd)|C?jw1TuM5*xgNzA$AKk%o@+7;Jx zvrG`}-o+oYj}ZPbV&|@kJc(9EKWF~FbMZq8misS7vq~hMR~Tsa4Im;};&_u^H}8cP zPochc3hP$>+&!-{)&_LsRWl5W{%qDu!!@k^f2H0zUjH*qh;!;ro37Uy;yvVR9~|8A z!n@2L!>chFm0^YFm>)#^2}Ek6j`s#`LbTriZwk@40IXOZr`tTy#U=a{-N-9*U0+bJ z&O+Q+$`+@_>gfu+94!9(EkPvdivW37qHn%6J%XXyN!GtGI4ZK%ZzU9JH^{5A4BzK@ z4@wbG1NcunBKgmn)Bg_91tRH7bJU}tu3l}XH(4%7X7GFAQwFm-iQ{I98HySE`er=? z4)&*wD@&o*`w7(;1{pXye+--&;^5@vKE%hH6UAONcm7U!`FR$fAsKOSRaMBuv9orX@+5eu`$q)k~lLc{x2pA$Br|A9HI_ zPf?7hBc<<0f0zDN>-7MeCY*NcojrSF5!%v{$eZCxTM^=KIxch|xpfn-nfcs&1;*h) z%MqJu>4^8!oyye3{9g;So=Py;X+Z(Hg`S?qzab=lTZ|RdpE(M(aBpjeXMg_B}7Dwog5Lk zN4*zz$|&@Cy}eu<5DsX*zm$j)19^pqdC!?DlsvJ^*r?r-n$^fDgb$zRBxb=mN|RUR z%h`t4k*dAeU%M!MJ|Oi8{h0DM$R#Lhy`R}-Ljay|y5q2>nnV=5GHZt@5hX8%M@tbf z97s`2d1!cCfB6HV)Ngyg^nK6&^H(fTpiEiQ7V&ySMpPMe^iNm~V>@$kHc>BnkXkH- zIy9W_x=f1F?gpNf@aIenhni&5i0Mxw!y@``QBjO0=HT=2tY6ofHxp4&0>8enRbUjw zk0!j>HY!E-+n!wdGfCzCZXFE?V_YGer2d5F5%ko&l6CQe+ZE~VhvfO{U>#PA7Q9;yr_1_f(n7nqWkeo5C5$q_iY7wTx}xW}giGK|Htir- z@7F~P{ZO1cgxUTo*va3DS&Fz(ZQpghFYnYT9Pc|6GJi z3k0sUy1U#Q6N<^g=e>>UhDKaoy68Ip^UZo%`?wE`iXO1{GgqVdKnr?O`>O;uhLr3L02Dn+BII4~pI*#m_f6&9tz} zH}KG-sI(5N#rTF1n_PUPZcV`E&E*LEEw59$Y5HVlVM}UpjP@_#t&SOH6OQ zv<~B31~=c%;lgdOP^R^4Ag%)j>rGW?NL|>B0xn0N*&<{Or?44uz{->X{A1bOOoL3{ z{JY4Tvvz;?0O%kjLQRnzBC(R?F4#7!b;<(+)wQ+sFiVM&IXg7|N`>F1l6J}_ulMc` z%4Jrc&w~CksTS`vvCh@NCa8WHx{E@m7LJKM-5}|&v;1t!Lt~W|7cfj=gp!D4sW+!2 zjYUo69500hV#Qv8RU@fQh!F(R%2vpLBmzKN?B%-iip`E}Tx>%e5%YQk^1Lz6`4vMT9@ON$B;Y2|gm(Tae1X zZcm{?3xr!1p%OoaJG(O(B&pQ2?$jdB-xIyN=dts}9STqz)QWJm&h4MQ;?%Kd1OP?JKosQ>&;I3<2DrqJ zMI_L$*}Dj|MmEjB3uqH7@DyM4`50LYp8rv`bI!zC{FB{Kv8E?4Z(Q4p3@X+L>Sao! zCT6VpN7E=OCDmU+OdQ7Rl{TrAVUU41PgRG(n1dp|F(^ zi5ClbIXaH`05g%HOvRG|L&^D~ZnN~>eqSk-bwVn-)P4(&24qkFwdc{Ix{?8d%I&0a zXudU~VQc+~ZhcoVtdQ6F4=b)D2uT?cMb@yks;TR_vQ_xD^TyX^V`Ee`n*13f4~7G@ zl;h=@JEAsTGdK1&1#iz&Cw#v@>UlBE%*K}i+d#vt;`a|-(YctbA5aa zAlnS-JQw>f0G+|-`t4Vu**CF85d~TPxvf6P0xId-ge}8xcJuep;=*TSohL5edN{(4rp7F*zd8 z35r4pCSYWbf>f}s&s{U>K97Is`uahq`dC7QR5F#-C9l6XLE#-G6NjZ~A2n*pzt9t* zQ<(VgZo(qu+Z+X8I=q87LmxH`fSXYL8xU?gIqb6M{{SfP7@HWoZWtC%kw%82ZJ9+! z?HT1)ynO-=rksg9RJHizgq;luY%>x;i=5AzqR0W@#7maqN~4n&nm*)~u$CD*wDY?e zX~^a-OiBb1Mc~EyBXK^Lopvg`QNZvDYrlvHai|ZU%RcA9c!r6wF+2i}reS~y2`i7l zA5q(lhRpkrulXQ}U`H1cPn55A_q2d=#Hyj^>hQ7~V=!FnyPfL&SKeT|4W%bC_?+5>qXZmJ23Oq!rWR^jxBe(qsEJ zpMq^}{d~5a$KS+4p3;@SpxuNiHyzV&Tk`4M!-^7(2%W`PuSHRet%p`X3x-!E0%9IPv^ZN0CI~zS#ft9`u&bajEN2m$E-C6 z{)C5whUW5m(6RAfsX_SedBei(h|%R>LY3BEFHSIH^5Pt13*z`Gj1pz9|@nU_DHZ3c}B=i3quOux!eLIL%$Jt}nu%FlIWz#=V z9;cgQD@-!pC^6bzQLa)Nl=@Z!+z-AEh&*Z~kR{KY@!=Zlh3kcGl2x=p9+OU)x zF?u|IjamMBXAE zDoy`pn1*Zx>*tTeELgk2?o%SkJ zZc&ps>?&RY4Ci0zvvc%cHd3CY9nZE(R18O+LH>B9HQA=J`7DiRxyPnMBj0z~pUyhq z!8)^78WU*tRPIIlJtMyyURNGOJNP2Full@+yu4gw733IO_wj1J_*UvMd5yIjw{fK? z@MMH#Hge235JP5SW|j*1HY=6ZfSgC~Eo!%AQ-|@1`xQh_@2WQ?-5dYsjQ}JlizkBj zGs;x;YvySAV<;RUXGJLZc8;I~+9l3W?kQsA7UC$&t>t3u=ImUv#YG+5<+boN4&!Nw?KiE*o{4=c(2P}+qy6Wn_e|v--{JoC1R7UipB*3Qs}aM zU~Idn?jAQ7`gD6mM~i4)MD=%-7_r5Z;{|jAbb5)XIM@JYtgbHUrbj31GhQTy%RQZDh zvIr5b>UZY4=qN88BOK7!Q%vHZO4ICc&cP4U&?*sZWl0SW`xnx}+;oTtt)DzuqL4}^ z&H$yY#!)g3WSU1BXd~J?maE%5r2`N{ygiP0@9>GML7i@oC*Iek23wQ4;;T*rJa@Y^ z!gHFd<_)7&K-paeq5&JU8K$X3`}wOb%Q|;+v{<#QtPC2gH=r~;$6wnd(YHzNBK<3A zAuPal7Lrp9voFJe9b_Q5TcqarN!pe}*Z+P2S*O%dCp z$wn6g_IEmFVH5L-O{tq|W+Yq*2jxWp9gIy&N^CRu9%K_*c#zAb%Pdd=XY8e;t7&Ta zCbrp))e)iB>Q-IV6pjczWP|Tv($w!KmO71t|Gs}Wgo{^FZMT9+dOhfnr#=e`=Vp)x znvhJ+535$jf)sV!6v(9Eg}jwoXBb6K72LSCJu!1Oj@OKlAPnpxX1QXw zff5c3n%c#~i$;ax_1K||G^}8@@TgsS9@=0{`I!cj(+f!gMaTa0* zH|9rd++#zPL3y8{E()q`v<+GKm1FY zIAWfTDfry+l$1#${jcE9H3I9mCyng<^=j> z!L0T=L5y8fc)6RyrIq>IY*QYjD)II|iRv?-918y;O5B?N!!3DFtUdkV6D7LiXjT+LL1x`pUzf3kPFh3K$lyd%e9Hjftnr z=}y~=gdugg>F!v$i=^wl$FE@g*`KKRo2O=Ugp3eqV)EXVQWrZxa1}bpzL%`N{}f&6 z_6t)`;4*DRHx$J-wkjGCIS{d{8h7A>_k_{@JAAu(Q%Tm--y;q;(T0d`ZSZ zGy+jSLA6Pcca5uc=uok&zf}0oiH!@Cj=SG0cZ;3AQ4@Y!m+$#JVrMMIH!aQ0&55>> zfvn?*gdLFc=e)2?x7;C!12jjR_$od14oei`D1h5y+2-y!!uio-bq5-rnD`ms_ddc# z3UaYq!j#<(vg3x>^+ZthGW{Dyyz=R930KmWLpt&mE%>f9Jxiu#e)o-m!>_~NjS`sz z{aDBx^Kho^MVQ|QgN!on^U~eOOubCSpB72QQU=Ci(1Q>O%1Cdy>hCZ$)j~_Mx)#pe z3GH}&++X|i(3@P_Bd!0+WLp@3ez+AHAT~wUm_93q<}?3P%%5Q^c%=vaAjp2a^719=q`0FM6Uv zKBZC@oLKPGx_I@~alr>Ds~*5Nz)hom0TDAm5#SGzyAKc9As(Bq3;&vEgp%Z0mL}$x z$`uq9am2c(FK~b>1u~G$rw1UPMFV`-o`}RI$Kh+XW+mh87zD?h*j8$&FqNh;r$f>| z#r0M_+w;hkyJX&N^azLPdE~Akgy5VPyZ#v@hs$iC+D9`AoF>|p$i?N99klbO1_n&_ z&tHQ<8Y{~(h7Pkt9zW3uW4o<-2w6gQM6(7B+OWDc8+orVxi(ey?apLW=Ct%uY zETjE2Ppg%TovyLzw~G5lx0=NiB8ki0ZqgHqPQ~eCyMEH0!m)4FwW1Z~FVW>8 zVS|Wa3=CTPgfzdp6TBSwp1vb`Rp|nB5sQhet=*x7U?jU!T_f_JhctK(9BySezb?2?Gs*;tlh9d-BkbEb3dZk*IEYP`BJ= zXf%YI05`B`4i&&E@j73DYio6y{^Ugh0BAdi1q4y7W?fQ2F(6`yuETBMMAv8T^V59g ztGjul-Ol8e7dY3@k+p#(r3oXRS!OSrzl|KmuoFrq-R}9`SQeesN(ic!l*{phCO1wC z%z491UJ`cv{_MicboX4I5QvBXuWC27*e#(fbsmrsX?C1+8{2f+%a1u1%iVpQm?-QC zf8>rH@HroDE&o;-c((@cG;MINqb|Sw29kjNq2k&t0rFjJX1+Q)KlnWj?Wgk3XS%UwuJOPi?c;a*oINw}uR;_?SxH7?d z6E3m1^|or)rV^<&bbnI*Xlp&rjJ~RPwLUq^H^wo;Q>^<1EOGHG)DoZM8|(w?Fx8Y%J*U`dwDB}4RGXe zfnsp~Ddp96N9tKunH#?cg#T4~1AN2}j`we8zY&cvjA%l1)f?fXZ{Lxh*E@KZV>|z) z>bwopb$>UP0 zzNotA5iWVBkQXzlC^b-ebe(JpB^&tg%2HY3W=>+6Fp8VW^tkDtrFrxp>Uyrd_o9>4 zwH(ZMcfW5NHSG%0EUZnYAZM2%H?4*<;xPOZXfAEmcX}c(r{0a~=@VUGVS}~6UxS!~ zU1&-ifp`Pz!*l&1aAJkS4Gy3A4kza2jkg0;$%;d zvxmpm-<@r@KC533GK00d=gVt#+s<(QOC?2@&YF-Q(7z=EgA%_<{0jV1t_~3c{l~HN zI(-tyEcD-vA*PeY(lnmKk-T^^siWFvHh09?PPThI{L%kGb*}`l-D`j z=FFYM@5;+>u+e*@(fN1~`>^6Cr083UItF=|AYqj=xj5{;?ms&feTBBQk_HAF=||`q zJU%g*`_c>JGCI$>Wo$mPFfkcD6}oWajI?T=i6StY_h0sQlj627GUKTk`7$jgvEy)zwWR=PfWpQDceAGRmQN?^w`MO)6-Ws#Vwbz_U*?p zU{)?N!;+#+C_#kPAKy?Ws@tR-J?Z~j&m+78^kyMKEqyJ zK_Ztsl2d}41BA*a<&KbW0_J0MxLnf-Oe91Bf9XZAZ5o)@z7A}>keuDMx&z5``>oN4 z8QZ0XL?5qPt{!^quJ3@Mp9iW}Hbhw&G>n2vyzdhE#2L=!PjsfIrEg?p6i|CG&Mqvx zajtxsxpANQ^fd7-faP`9tEI2I`zgkk(cv+@@nSmpmCnI;K&ScnsFCAyx-H|pBrQNM zHg&Qp-U`@%~ZVL=aJ7Yyw?fz+_?~x>jeR%`iz> zcLgwNwu|z)!Y0jAqNd)4J7>>^tYQM;2%L7{vf@f29|{R)lY&aFBJL6(bWAS9G2*Vk zltoKCvOO8mtUz@rpS?2~42EjVZ;I05j1a)Z%UNIU(iDwEh7PP_yT(U6{c`(~%7(Fl z_T2p!IuJSC-|g>8FiwK5zu~cb)a}GrYF^AJ8T-GvLBPfUU~R|xYsc-s0lz04 zp}Slxt{z53Ma5c|10`ViCt9GwCUF{)GIXg4u-6))S?3c~@s3iV z?-APk%omEz0#*K5z7jiq+q$4{y(jZZkPWyF~j0#Gg6F*5k!IfIyH@T zFocy_ibwayoW{|slJ%!r$u49hIe$ixMeL9tlpJiIa7<5|kC${qF;9X!w)eNMTn zQrFl=UPhRIR)gU6qapsv%w=HHDmWC~@9oenC?bGZ z3+;DF4lm|e53_|eu8(d?*#b*4rFok*43(RWevj^Vab))_ZCi?!4ozSAzg|$fO1qt| z{>H%afPQSgrxW<+^s$f4d3TZ=5)4UGM4&^P?e|ZJSd`#*t+mkZvmtu1>WOMA9x^4o zZ4MEnHqn*&d{No4x90ZSD~-;;8!pD8zIc*n4tlJPT+X>(qxS5xl#t3$U%oc`L7R^A zeGx;52)A-DMl(x8!k2htQYAV7S)pLxT7#qD93#UHrSozc9b6Z_>~|5UwFlOFiEXG$ z#)yaoci;-;U$wjK)f5=K#nF35u$ne;L>WV<^7$)FZ8KDol77{~*4?fwPQqevaFP$9 znuqfDV#WK84SW@T=~unDxx6didK;8k(AE8^vliL!b47Roy!ao(!e;5jh)pCt2|VGf zC;LW;`Rs8_!EiCbH^0G&+$^y;(4H2yrb7q`WsVwnf6tJ)^_#!k$NFqGn}RoTuaj2MW0h=ZLZC6d*(AqQ8U+; z#O_dXV8um5fu|=qh%wn2ep6p*$bQ4uDk{L=vn(jaj*+*d%F5MKR_?cWSi!TR%Hftc zwA`#nih=+r#iwLtz=JFy5Ln*67_xR)67NPJExGKd@ zc(xlY82(&0_CmxrfjsZ{fV|8S9!U(bWcM(Y>WV*t0wprZAZ@6`3WeX-f*-3$i@BNL zuoi4evj~e!XmocL@3wX0`L6!mGhd|3WyS~BysbF%f$t>8EtWiBrK}I*+dalXao;#u z!}7=9*tM|777k8QpHjv%<4Hb)2^(~$Tu4O-d_9m7;NG@VS%DIZsGVoeW#LmPV;jW( zqeX?r&h`|C=){WGuCncmX;BaDmRS_JbB_p+wXC6@_39G)FCsWANZoMdU-2UsA6&$) zjU(oNue(#h8Oc$6&fuqLmQTL~eS^DxLQcMD7HOZ1;1g8CU#1+9DJckyp!ngY-o|Y| z;~)OF+AMoIjs9Otm8SJ6tV=39^5%Gdb;(8GfcG`A({t@;vE714L)QsuWQ1X{pBpY# zqAwpL83dh&;bRc5{qkbjA8iK6{E3zO3E5ASm0z!InzllTfyEn(udoq3!^RCXk_YMl zqQYlJstQ*Z5prBJHFXO6mC5ab{+IZrT{Jm!E~%rp^ejnV*sBNlI4L4j@cTm_}UzpIiU3PPHrO!V%0Q3-zR%^H7 zR^ip%SnF3U z3zzRIpX7yZizjgK7QLqQsS66L(EZV8RpYsko4xInp?FAcnTdN;Pz{N>vgBc7aX-U= z^r*4h2>Ro#0dm)L4@IF;CcueFwd7#qjR5)o0fP>)dY1@T?YACQZc@UVkSTK5!1X|s z{64rCWXD}^tM2*L5!P+Gt37%WtJh~?%9-qE>mX;MPwn%8S5hEp@R^R~FCn3|aOOZ3 zUJ5ZEOuU_XBws2zR}{RHL>`|Xz|`;#TFr+s5cI=C(@GKY36i@G7=`#tpL}K**@*tcoNz2(kr-l)8 zu@vKslOrL4;PTeN>kZ2*8OzSkvsbW6_i5w}K--dCLr(WxgVec&6H~&1u|f2Rp#Z`I zu;?{YvP~#viA+;ygth=L6(~?v$9OR==zDF1783a<{-y#d%pbgN7}_J#DuLYQ+qG9H_rif$k4pew>TGXx|434Vm-Qkh=m zBJnvFVq+l`eQhoXv&>7Fj`A4Z3uE;6tBFg+N4pt3?#6r0)M{U+a?K`wIj1%TiC% zl84vgl&f*cs^C`&UzmujpzWVIeR%g))8ePnX(_e&XlOV@QDJ%6t}Txz)Vgv71Gy_D z9EBMty#<3!3fR^tR<6FY;Cu4B?U1W-`x^tZ$w*Rp*}Mj>j+$9g5L~jIDuAyCAU^90 ztC15vr&z^ zc?);Nf+E=X;5!M(`}pVU@QD5e`}%9l+0JostpdOqwR=>jrglp-#SUWAkC@d^=XLwT z>hN_W{p+L7dVdh9CrtQhwD7X7P&oQTr?IxFrsrasof|YrfojYtTIKS{4H9~p`gl&$ zc`NL(u<`7G-`>}u=arI{8ftl18b`~DO>8R1yPN}s0LG>3VMccL&S>gPS-)pcu*-eG z$bZLG&rh;zTGE@zFsHM})pVdEutT7gl5Ju1PhrO;Hk?3q);hPGyBnHFUU+`}In(E{ z__RfJm~x#SYocEoz7md1Q3$XpN%P||4G!4R-=7w4DlXb^^>UwKNE#BK=QSpck~g-y zOQ~btc<%1tMeKJKFAV(CGl3rQ@`pb$NOW5W5J}qb>hX(1dU$GUE;T%W^|Fi@?35Zp zOMxw``*jmU=KUIWcmM7M-tQ%?(^8@%h2O73bYAwTpg7KrsTnySElyK{?p(h>S%2#9+zMgwB#-fZ;$i!gzWKCD@!i!le3m%NvcVzMx)1m1=j%&Y z+taVg%`8>->ej^(Nq%=#1_|8=kS1~=qTvc&t`v6P(>4Xo$1HQ-e*#8%{Xl-=w<6El zpa~FPBfU8fbGdFm{e7IIbu87Cj~r(Xgb4@2)jXq6!W%Yg_@Z!;*#Q8b`TKpRTTymy zLPD))Rl1F4QmJ9?Yzz>$h)jiSP}wRvf4M`r%rd2lqoE7A+wO0R$w9|)Rm?~(! z{^w7X;jm1Be0H17{fsNm<5%XM_Osr8a4t1t-sa#9$x71>vB3e4?uI~0Q17=l= zio@ZrSy7C~ot~ceVKMK`>-7uOXT#ZQTvycHY}b@NF@SQZbE9br3z{q^m|q?MZ(4Ta zo)Wk^oLM*-VN+JgLcyrAX8i;_``DC<#ow1JyroK&$CMHXqQaVfv*t`u57U~_*+J}O z>-x?~Rtt%d36-ZmF)Hslqom{De0WQWk{C|Fbfi8V&iE3L)qRrqFV=DnS4Ab)VQa366X7-?5KGdjV-m6AO(qiUO)wt2(i z7nFS;k-c^Ddco~h9mLRRAPdg@H?H{(@fV4Rp#qy$FSmtK_SR^#YV_~3uJ(%U+?YE| z(%Zg)%Rd7`0PsYhtFMoft%6;+b8raAhxH>H*M_e7CR|~FDJTr9hCAMm?eJojZ= z5Yt)Cm{Z>77H((imcG)!Dses(94lN!zG!XrJh;!af!Lr!BNk<$j#UkqDIpniFLAWL z8oM1pdj}-z`w1VR%IC-hXJFl6mFtnZx`sL%Hrji1C6shT5P8(k2!BKdr^LUhvZsPB zWSFFagCAcSEnN1mw0vJQ`~Yz&p=_R}i2ovKp)+X1d&}V>mEV5rVrXQMkE^!?##Rv@ z9}*R$j13lzcF*8*i|0T)Sgdv>{&<)4+Ld7cqLg(v_HkE#VKrTw4Mk%A-9BJqB3?hx ze}JOU<#t0rjZOtH+A>+C24xFPRA_ zu${0n(b9F6?XF(;&l)em0ff9YDiK20EC`a^qA_MP$ljO9wc**IDWkOtB zgsaM?m^AeW!6Z`M+2Ekgq~?hk_9W8uLH)W??mo&?NO?XjZ5N*_ce7g0wrdzLp>Lu@%})5!AgIhsUQR)}ms?nVDX({S8==GMOvIn8 z%d_KhQg01f;m^oJruyLq6;NolCC{o06y|<5JLc`g`2(Tj9%9A=vTyO&B zW<|ewE(-@M-|Jw-4zXK{PQq(fEmMh*%4epg&H2N9_EV2CA4y^YJx!zeMJ#mO)a&|G zmI4S@YeuO0(4Sg#|M^-qlY9L)L0!lzWl}K78@;-iMBI_5(iLBfqbh0~(l4*-W?O5UprzwBX^M{`eCjKuC8=)3=nIb|r zsrpcX*yR19tN=L#TyK{Whb)OYdM@+uGL)8hJO(hqt}qD+I}8PE%}f{9DM>#>aW1px zoOEnBL@ARUd_c&(z0Bv1kV$82xReDhze%bbHTaBN*H=u4qXY{%7bs-@voGIH3WABI z=$0dzC}Ka=a^|4~82gaD%eBH^4gP|bv(FGI!i|kXtQ)_mCaELwX2nL}WY7>4p^WGK zB5$zyo&U_#&CSNjsL@gDHW-BSp7%@m(W$$i{sVyBcZ%_|wQ2}P9@<}i)Efa*4`Wi` zL3(bGeVOoHz#~?kxfzkX3Y-3@KQ8sJ)%R?^@kimS0OU{R#?E=zfpo$Cl*4VMPX;|x z{tI=5Zwlye7t3)A5-bnGBz|FpO217ve)E+zhuq_b(}Y{cDK^8pNEdSP3g!x$qUL0Sr{$uUd&zTh6p*-qAjcLRDs%6NM5)4g+4XFn)Qul^R0`t5+~16X#e2o z6&`?``0vWS{nqc{TmLpIFV~Qq50V%mcNDmx8zRpR?lwfpdwp(sTMZZR^HbDjSAd|# z#r00(CECP2FX_!-nB%{WcEA`S+jz)#*u!w}B9Xw}TXtEb>RH2`3U^GA!w#VR^s_0eJqQn~YWR$mzXe%mtB+I*~SF)yM_wH0yGD5s5{ z+vkVj_OZ{NqWHyNzwL*e;di_J+8EeiP~awY-*6+;a&*IC@vV!(#8zX|yPdJ@FCxCr z_}f5NH=c$EcRia>zBVfEsDQ5gcj#l`nWQ0{(taM^x^AdCp<}`WZNS_`s+Ct$jM)qr zOU?q`02xFyUyI)KzTvPiUR7|Fxad;OQ7&2JB8B;0?${t`>0|R7pWD}obpw&5_{4+P zyMray<>$jcBxK&_gp5rbAG*0Tab&7Ma5!MZJ$JUYt>0L0L*c&zGGw5{aQ8p7S&^afI5Oz@|%j|ickvz3ce zu-_nTHi#iu>sYN3e8Myh<})$WW$v2NWRYKvFZno(Qid!8I$afdBHE)C-Lf=ZPCh_V z`5#AT85ZULbnyiiSbFJ_SXk-qZjlB>q`Q&s?vxJc6eL7iy1N^GbeA9@-SFK1=Or(> zuD$0wbLPzF)DXy^V1TV&82PTQZk&hv)Ba^@c4l_Ghz;5|A3Ue_W z4n_l&t-6!${fD;G3uUt_K+gX8=jRdU_3xju?TuyOn${cTA8tLJ;ML_~(rAgzSe+|; zyvvml*b6~|&V95xyGJ}WbES5w`j$6sDZ3O}PTcwZ@ykLZch&XfpL@SlNUd3vTr;r; z9$D`l305%O?JN5E)qN`cAgxHsI(uYTn+j&bqw7k~ug;FsZ2zXfe8z{S26^`-R3gFCXMG0nbOa`WjA}gv$(dS-S8uV|#vfnX|_acdZDu3@BUFV=86%vBK zqZAXr11VsJ4O3uMLvdLyEF&>-;?0kz0nAJXka>6>LiLic@%+-L*Z3@yIo|wBPetTh z#@;Pj*J)6AH8Cs4&4tf?IUB1;9Up&@jsav~J2BQHu{EPeRuwY$&v=~8YOZv_^lkmt zr}eHX8>^)U)mSoKn>ok+4~EfKGheXlKgB!LbGPuB#PDL0sExnq z)D5iEJC*6K>$J)W{!YJUNy9UNv+mH?ioz9`6g7X#^q0NW{`+aT9*8CvfVV0U);rr0 z@2DFkXv9eGP11&Fi-j46P)O1Yq%38S%1B(Ae4{&nb_Io?HvP>x8z`i_W(bU7D9qoU zPYfl)+SgHTA=d{k0dN4Q^5Yxz*;!0%OjrmfB=Gp9SGpI7s6QWB=t#P4dlij|jjb{6 zMd7nu92$tt60o==QW4uDm}q;sCLtv&4loMbN;FRDmIMKt`a)NBVYvDbwCWL1p3RTXTgo3&YNY$EJOe1W* zkA0PxC(f~Th7{4RcN!s)1gjyJy!%L=9AWcQ^CM`#j)~&(FO(W_;OhFyd1){0yuZp< zkoy9CB*xu!EE);H3``8G?0B&8Zt?N#lBVhsY!r;x+QP-AT%3GItk<{DdFNKy^q>&8 zRLg5>)u6)&;pnrfc4FpQ<{mKjsoE8NJ@;`SM9Y}kyT?)E22-Pvn36LFiaLDFDYkZB<Y_$9AXqtz?}E6o6-m{6C@S6$8L;nHEQ zzyzr<3Kg{Z&5;`|ySnQ7Vk9u{S7AO^*Tkf@%vA1rrc|e+z|=Ss1@mUCiVubM4#o&! zWi3=1EBi(xxIbfezDk%;z5!LaZA->x!qqz!DpEhWK7tWpF)J8^L}$c|L4gn}P7ih;;XjCH+B zPGQ@FUVfX%-{PjW)Fr~9ph(WoZ(V+i3v(ICnab?;pikpMyN#ltNw%{-G)}ibWy)PY zjRC8JGd7^!BbS6t z`nMtaL{9FW(_LPvu+}Q-tD!N1dsu_M0S=cIin@*=+Y!ssH&PlbAxu_H9Y5U{qxyComs+1)L8Q#sLH9cL73Y?~!Mor5M zeqSYvm8DH)Z$0{2-gIK;FdF@G_-^$%*Mk}F-QE0Tz_3f+xrqPWES2L-YBCxup%|AV zsX7)b_LR-r(&v8UprfzO;7&5oyd9YrDOL;|W%M$)b0@ zTvK%nD>;k-uMR z^TL-e41y;hM8=KrSppgNIC+m}uUkNyf_~e2+x&Ei@xrK{oG$&z`Ert!S0!R3ojMS|MGeoJmD~IFWg_ z4R|?xbi~k2l%lAg7*p5nf118 z$wTru&MyJ1Wfys$V?d@pQ4nwDvqtY9J2^zu@Pto4iB0!=?Jv#SAJQ*A(0r4#v)!>W zVVBPW*+;w;woE=pDvBMtn_oSIe@YHN#R)`OtiV7vFTyoydXnS>w|0dujaf=&+e z>Xw^>Lqd(M0hglgGP6Pu`^_RimTzs|-HyJ$;qQz}>WZSb-$`w3B5Z6Qw`<;^IFpmj zBqgDaWdtTu0M%o5_SV|q_!DF}P+?4?5*`9}kNTMa3GxEd%SXU(Nkf>&w4|v+6qNpK zSrkX?Y28Pb&g!VVBh|2dsYk8iqtLAizb#GnB1zCH=SW=DL*-(yBs2xhuB>2mO-=~M z1K=zvxyTycjbTn`*R-D7{QT-xT;qWsm8YS_E`lvBnrUd$eT9AZqu9CFMEhv7o_D{w zt*`|-r*aMG9b6*cN|vYZ?Sg&}PUo$uiuZ98Xmyj$(s|^ZeufuY)e9&*3n8cd;}adE z?SA^lD|HbWhuXH5y9Dx^VXX<@%13yzSiOC?lQ6~ahbKKR)L*}1_&*8{@Wpd+i6}r| zK4-t@X_l$0V>#s^wrjsh9lpj;y*a3(dSwxRK3DZTSXu8zI=!Wan0PyXg~J)%cLKsa4~?qwu9U#Tnee+5 zE$GBecK@eeFB#j?^4UDDqqBxd-NmD;bC@A=uMv{a6-=>t*@*Q?$(gsu821AAb30C< z6qGmye^F;ssM078IrQ2N|H~YlwEl~DyDdATOzclMX@L#;+Z@B*lrGR|X>ht)*>2*c zdkm4M10kWP)Yee#_yT7_H{CY&9j!@?qw$~5azh38GNclC6`wO1J3yhmeSfk$aX5=J zS`;A&@=f^+_6MdloHEkT5p|P9@bsS(%j$s0KXPQ;A91WREfjcPpO+^8g#q!qapI?* z6M_eCPMr^0od<>2qSRFcGZMFOi!Ch{I~~N`zrr0sgr6i8U#g^ZyY2o9bCp>el3-{L zgG9JW>eE20ey^H7P!WPeEKCrwJdP@X%z|I4$uhlruY^0p`p zRj9!Eh7+-E=-pe7O2wZ&+**NL!_@#)IT(ZOPPE<6j~ZWnk{NZBA@WOQdpP;pUAXU` zLaO~m)3|Yz1QJ@{1TrR3hSu6~gt6pbOJip)y~y_Yn?;YntpWrcP8vpsZ7x4QQ4YfU zmqz~~L$L=K1J55S(oG7g0Ms>o(QK#x4ijXHODq=~9jIy(LkTzn^*yV6EtCnc2l!y} zi%m|n;&lYrNyS-0Zm~C~MJc{{D~Ymvb2%j~kSCb*o~@U{{L{T}wbT3t#P6 z36(EU&2ej;DMP5rg_VW$myL#b&9a*1a{04+4SIep5y`UqXZZM}aWIkN+uuCb1$=+! zM`vlGW!>hrUOzE2OHH6oWrVsfFYtq6Pdm5zLC1{;=qss z{TrWrVRT1_Kj^zMUMSW_Fd9@}Uq2&r6uGk#6j&)6(rm$T@reEBMG=paW8sk=;sy(K-LN|=aT`bQL-NVe$Rdana%reT5pfHft3V99&iRE za6LEMbV+g6=Xd78*4WugA#k&3T5F1ZEH1&_;0!pt>ZpNBm5E}^d!ICEYOX#WDVSR_ z{F78ME=rimr_zL5QKQ>7HUva7OF8l={^TG27?IHRd7ay|DA6@B!3>=h_`mkj z$91`+eOEdKB9?v+=jOCp@#<1T@F3Ltge(X;`3{*@_$HvfnnByW9t`%~s@w;&%I0k* z6|s{~*~L7w1d=KWFcWe(9KWy|3Y|`v`CgvrxXnoKIR9miqPOP5*ny2rW}os#Vt$R z@IdJz|Hak&-Hkn&gvv^LV1VfQvq&Q z-n!Ift))D!9dv+xo3v0PO@qQyQe@Bq?n@)iH>e&l)sxk)u(38tTq;8mwOnV%UqpSD zIxj(k_UlqE?%^k>*fZH*OoD>DK#cFd^2BQAb~iT@v3ngV-p#%X*iGMwr?umYDgwA= zfzZ&D1Q_Hy%tA>m1%kZAFhgQJ&L?69j9Vnj79v2P6SFW*5w5W?;^$oc&b{%rEi8xp#*&D`L+kIcMIxzDXy|ZQwdEw` z%ccI=$Q%G(^Wpx8fr2ni7t1IZ3LnxaxwzG=Y{P>Wfe>kfB|&ik{;7c4_3-#ucbh>% zbs)U)%(nrAY&E}J+jmJ*K0yDM!QwodwVqN_^TGXWd3>#|y&^JJ%@;X0HokltdIg$LaNuwmqX}7JDCYnK zhL#)z^kgdH&#vL`-y_fxrYFA(Aq)afwDcC)^Eg)%8PxAi~z2fL_2rjQ` z3nyRwgSl^EDX)tgoDkG=j!dg-@R?6kv>o&6`l6Wsl^kfhCpl}aW1xuRzu!R+5!`P` zyXLM40JQ-+^zp;>E!NaLMS9kk@6-vAH+kmWe0fcYiUA&^>^|3uUJEO)(FNU-1N8K` z1|0ubK5ga_NlMz-UMp}bN<}(1^`_jD)!RpDTJLII%lLjP3M!qxKZSKQNr5X=c-2aL zwPK@>nU?I-xjgi~l^XlJdknCP2>m4GY8X};5{0-*in{(wXs&c?-sOjoLmc>2B4dOg zNW)z(%oL!TzSm0c5&QI@Td!~I?q9k4)O7Qle#8jV@MS{Ku{6sd6C!&btfyh2O<6{F zK&JLM__;Bwne{*P!7Pm!DI!AM7*TPI6m|SJY7jYDbSQN!bqs_AKguWpgfJa=v6vl; z;iSG2!6LeX+{zv*VH9)H^F~yBar$0BUCxg%>aq&eh?ZK&LcAo$nT&j3AU!?Z$jAsJ z+)0H32ULK?YGc|nze%5_X)OCO{MRG2tLtk{VSbF=vjsvj(nB)~?{G`;ze`W29tW1z z3EyMwz9XOwrfZf-Anqlqe^-JahG3z?#20fL*Hbz*JDP>jlb|G&lon>LJhZ(}=c>f# z7Xedr_*MQpJ2oj{i0#Eed%TRAUc?ep6k0Wlpv?aY&%29Ni|6oXshl0)_`&_997r9GE-)dxlEAzd+NHpj+8x zyw>K1VY&Y2;ptTM011WE6z<5AdT8V7lF!=@^jguJoW(M}L&G-Ijtt-weaqe<4q`)J z&NJTyVYJxLpqCdV(Lt0!Ia)YRON(3itTE{tq{!<^FhqL?2#hq<6eS zQg`7vnC(Qd)%OE<5s!?-D?Uh5(5R9A`-=MG3!bi?q;p`J=f~0~%MZ~Gys(j*59Q%% zD>PI;z{V7ZPIkY@GYCV7*pIDz2pt}@DnIS;+H|5(r#97N_%Al(wcWWo)QoqiC0cFw zCep7?8=2ob=@bjbgF@!FTwjde4WLu;shE7mx9Mz;%U`7aU`m+U399;Uu5{wnfaOdt z5a+gFI6-LpkFDvgnxVJ`hnVQ_+!ZF)-Z2^>M5v*BF-)AfcJVYl-XZ4e+tkd%4C{%O zVdW;E{0-f9-nJhLW{z9HR>EqG0l~G|BKe^6A60sG=B7j5c_V31aik)9M`(cWdG!5N ziFkk1iV6tXWO;0K1DAt@0Js&`_i?w(I!>0QPE^B#z$5{&I|&X`FFri{QBoc)n*=S4 ziW4AHq^3O}v^#KbZfs1$R}p~uyZ~?7dEVIzj@T`Lo!NL?jgJtygRQ>YG+JKnv-a_r z`Mle-lD$+9LX%u?kmzyRvaTtT`nm0# zq*-X-P@*Lur?c&MTC-XMFk=XE3sQ}LdC*ldG48HfF+m7Xgx(iY!-G;d`M9ZP2$JA| zv1oE*v=Jmo3Dn^cs8J;EcZ|A>IOv4%l0q$*_cnu^zN^nb_#$s`PgvNEXRH7^j9>WZ zizg#_qwPS=kgakgBQV?Y>b;^Y9PGVbpr1OnuFNXv>iPHY`5ulM?%JJsk_$JSjXA?6 zcn_+b_gWSemVP_MFtazO;`nd(t{!506jZh5l^t43L5)5o+0^UFPauA%dM8Xg)T&o4kfUR$)V;`!Oq{NCM#hiwR*W|_SP*iP z7^TTE4k50QQ_)th>FC!)s=Qm%|Glgnd<{V)rp3z_SsPE`uP?`zcjNa5E@L%=W__v6 z`>Vc$ROBm0jxopUjcMaq{4QyA6W^<mQA=f@IoKrIE*PG23Yi+$VD(y~}puJyt zo#1W9fivLD&iT8x`2gxmw^)+ew>aRsfCj?h8lShKjXT8Yql`FqZ3M#xY$Z@iCj zoe;Qm&8#4bvsj4&{8bdELnnZjHTQ;J)$}p$#CEwh>~nb(SSC^?sVKUmhOOhV_snIB z>SYMa-Vq6KK10w0aRq;O8JU+9u^ke9d`XPe){aaHYH(H?k*Gc84g1T_Y)FuJ)a4d| zq<=k;Yks2dmRygeleI^Ww(|Ga#aQC^N>m`EgbxR4^m&Z;2qa(eOTEP8;^N^u+g6^H z8yEj^lY}r&IU=uov5F8&P%l$%Bk4bd<)+^F*qPuM45Y=dQY0uQQ8`x9e=mzwKX&PX zZ|E_`7y}nW`Rr^P|t43+x*@G2fWRDX2Vp6A-!>4b6Rto_u;7^C-cYpfLY?*WJW;PdF8DWcR;&(b^_`GAt5p8FFD0 zP?j<|pBX%LGT^jsNmWymKZ#3f3_uTw0*gf9LwHLPe3S<_yCmNEs?ER2Wr1y?=_RA> zQT!#@WkQUec7-QPS*PN2>VMWxo08aZ@s@oVfQk~g0aRWf;Zl5;xbqIV)%_IsRPqY8 zU=NQEhlfW4oOq^SYgkR-v9LT(63U?M+Q@&bgJueR;&)p(cMtrX-HaKi<8%3??ty0sEhZ7yIlBrw_$Ok6UUx?8uAbFXRE z?|Bn5vy{sK7cr{4srQ~QmwBoV4*V`ItZ-abGY&eMl*rQr(7(#YCwlSMlS#pjSI^`0 z=OLqmW^~hKlj`!k9hJq0gGsK<2KQO*(lVKKh(w&Y}cnrmoMN!BWC_g?t$u%7rP2pGmkbQH>y$81|eTpXvJ z76X}dMVgb}8nljGU;W6n_-~Zw=s43WX7stT-*c*9P@~LIspM|{-As6@FV@mGh2qP3 zV{){ZnlNA>YB@YRHMOx1$7$P<_We^qwc8WTPCYelv_Re4OB+fZ3c^LOjWju!U%4+K z?nuE1aKWwe+4w?2L1FP4gtQs>eR#9?k*k5(-t(gh_0Kqk!(1tdHq-Z=c=4dlfc=fj zxf1bjQRn9@#Y?vJ68GGuND0N-dhs2m@#gmSsrz~u$kY5&svere@|whPxFxvqeaMmG zL7_R1?la;XUE~Ij-u50VE0)&zI@Zw%;0LnyE1WBCKA~W#{E|j`;e#!lM@8UFq&q&q znR4Ut1?O&$-G79N{Rt^e-(5R3$=cO3y`x()iJA;shNhuFEt`*oHo7~gn}tr0Te$bM zz13?2b$#@`_zP}>{o05&zhJcR#{I!wiX5(yu#vp%)%;mnAdZu(MWqKOznE&XWXSOxb!2dyy61n2XBY$H*(rI(S0qH zi15WmA1cg)n2*o~&SK%i;;P2HfY)0Orz)Sdth$L7G){RdK6NMwgoGZ;8=!b%t zTLU?oCG%luI2(;DT2Wb4T5DWwd z8-PDhe)k2@06rqS`6Kub=;k{n>asg8tWU{iHXy_{u7%4)3WLWc-om2w>JReut+L7$ zrN$fvlDrAa4rdHUTOIE7*{`e=51tjSx*9*Ee~LGw7mX*4-%Qwn;s!{NU}(V3ZCb4d zxw9jIzhgJn_i=Qir^uFaS;|8dM^4^f>Ltf@p`4y z;?rV1!P9NWPB#{Cbt8rz+PL$8-ga7*30}>}+ZV#GX z{y@;s;&7oih?m4s>+50<-je7t?}1Df8YH~L9xpRDU~tCdR_7KuTbkSwyY0Y1#XcUD zqlSU2YjVnU(52*R^G;7IS(Im`Des_^o~O^;8X1PK4-3B6UtR|rJ8vo2?q~b;8eRCG zk^F2)$O}t4<7FXzJTKbHbOETwN}0tHsRq#%x((G{vvhPNbW81)#D>qERTtw9e%y-V zZUcvwj^(;*U+X5tva;5WEo_CY$&rwdK*t*a)X{E2GDUEz0EXQML>k6e*^q)QN$-}{ z$Z!hb2AAQt#FxP15+v$#!^I0wM8_~gkdT)A9GsK0s!#gxNk}OXjBISao)62L6+#_{ zGgT8s)K7^?FpGuA%F|-LYn-qvz9nYm4AO8Jmd{CGsLCz3epgW2qx<*ocb%WX+LG_5 z7Wc=vCwJ-iThI(&mlxC^3}icP&x*hfEDJF8l*Qz}{4P141|S;hs=~3SmEiZ))RE#l zerNtvlL6}(>Djs4O<04ouK1AvW)57f4Cfl>;cs4w6+G?R$;eCxlPd-$TqLqGs3C{5 zq#2ek?RpUFf$EA|nFDF~@+DL~`0t=R#Smv=WBCa@*;?J&X@l$VB!gx_cH`WXy-+7>68aML9SYV!LiX8A#C~ z(N^l8NVpda_R!cf9GJq;_tJk`;}aX=G-ygS7h*rv3!kJ+B^7~)+z*bVKd#u6)+gzU zda}I;R6X35ijB=#6WKT`jlXB64{i|t&ohc??(gEu&)qu2Utg!EzKZ?orSUakz0mtc zrTJ9((5#VL^Kqp?|DKXLdfA~0jca~XV+OCP3d!o7z*R$hlP#7V)t^<7y+-wWMyA-D zJz^c9w;58}caHrA6aHv0wa|BQh@5mhQnEkQAffOA=0m!KAdBVg-m?eDndiN5v&Dgi zE!nz^Y5@Ne4-yy|B0Lrz&3wAtocvyF8~14k!>~{93!i$jH4m9!6})&6fwMCPAnashXTA+h zFyAAgAm1~%?cl#{J7{luSpIUiR~68|(D4x93$*&f>jlkzZ0e|FB zt?Ow>WQw_xaevxc9u^gs6yFW2PVNi>uZ6T9(i@*Ar`6qJ{=J6AcGiQ{{WtdBvsqk1 zLOmVrsDM63gGTxWAqdI`M+c|^)AMVanSU#Hd^R4%HtyGN@2;x?0OYbkZhhG?sp;2Q zNMuluzpU(gf#<8)<{iV;M4#22+|~VKmp^A`K>CM}BAPk5JY)+wl8dc6d*r`VJyA-9 zLUkKbzPJB`$RIi7ggvz~6!3~V-`A6P!_Nj!%;8f(k6*TYm)ucFrMEet+%7JFS><2X zW8SDo$0bFki;Js=+w51y#YL15&NAIM9#2l$uUQ)xn-L-@K(qKZ18=lgnY`|e@8j+1 z!B^(WZKN|l@w3;d$HQ6BU<`%g5rJ^9$RsHynznzt#OC_Jde%z^Lc`exYVcFUo0+X| z8n)H)QayU*!$HrF7wX7H2>`6s+v4j^ykP3As&Iu-cr5ZoTkzN?k3bee!nHLcYAH-y zVJWzJp(Hd1&kkI=$+G8xrz5eE=`VK~>e}6P%9(Vuwc^N>Gl6DZ zMbQi~(dSw;CbMn6YwS2V(et^Uf8%rP)W`Eys8gkH2s$$qMW53LSpEAq zUZ3llUa%@B(FUm|kFPK_^}Pr+4V`#}JQDfTig<%&=B)PH?`#g z*ee(`V6^v0Ml`jNjHJNK224%eG;o@M$Y8Y(p9bD9uIU-EWR5U2yf+0r41jtV*TFlr z{Cmz_UO^d2h>Y0yZ=hx@8J`?QO}sgvH>I{Z3I{dCffwznWIy_0EwmQ{%^0w+vD(7{O$$VLUV9FJ@u;(0FxXEwwY5rlDe(WUZYw>s zqmeY+Z+EeQ*foTR$+g(WgREr{{PEEReK-(34_T*z2-uG9^EEbOy+XVRaKM}0rj1)z>y0NE|^ zXTAqMBF|NM6SDw5iqCGT>vYXW-n37^rx>eO`U!CC?0Kp) zF0v!omL)P+Hff5NBccCYEO&h-66y`W=J5@7@O>tKdfs>zWe0|>I_ufu7?wgP5uGvd zMd}i@Bu`+pG9hlY{)CSt51h8XUAHM!qr5LrHPGY)V(V-Gr_g%iy2qFYwJO`qtB<5e zID%icyV!^SWSc{QOUPO!p2l|}?EaWu#oxT(4gpL<^x2Lg@t%u@7qw}x7~}(dQ)~0@ z>PRpDlkLM^s=>>s9UB|tA=dxr<9}agXoez&hSic3YDb?f^Bvrn2~Yn7{g_P7Pa8I7 z)gb2uT(NgIB&!0v+nlhc(4T4%h-IE6*33Vu*b6!vacCBC8KDG`;Fv#0rxw1>!M`(t zy8@4WH&Yy4QyDux2EK61O;^;4Fv{e(=7VE-uuF@aIrU zA=bUHJTuEJr9yC#VyDk6_S?`Yttz+waGI1(Hr!N>-8OoEkEu9-wwIY`*)6NT+aKU< zUOPC9%uae^ErobXY74n$EdL6+JuJ45f`gMzLpyTCBtRKb!)}^-z2<596O$d6 z>M#GY#GTg&7o1PNEpT!QODaTDdjB~&eHV+;Ybxz}>lzeF5ygkS%g`)}LRy^wlkBsI zUVotsmkke$#Dx6(M&}tM6wg_?ct`ZV`6N};=hpemXCn)U^uiFiZJyjO5r1SfEzAP` zH(>W|Qt2IH3YOpl$r?%IQ}1UgyPqwN&+QWMi~W@qxg-r3+@X5(e0X>SJTeZlwloeA zg7UHji&oH)zfvPvI1_cs`7D(}oV=2%n#7`O?W?G8_ol`XmF3)#wV*rvq=c^8>`Z~yAk*t*2gN>TD<`OMB4wD z!fiLaRa?cDIsK>YK5|n0rnJ4jThWI5+5q!N&;S01?Mg#z?z$LIGBYD#!6qHyJ0O%u zz?)cm^#SnF8PD#IA8$0qr#+7<-am(R9_XKW69dxo*b!T3;7RW<3Jg=Q47-^z6XOVE zii-u?yB|IhgQ09>oj;;9(gq6#(FTHy)TpVu6h)v1znCNw1>Fg3pQmULj}WD5IwVmT z8dyVrva!{#VgKMt3MD?l+(V?>!*`P(8=K&oT9~}dy%p)W4LLg>ckqw?o99HQfM=39 z(HWQHM^wn&T-~9ZRoyKU8p(I4mq~$7MiYv{qdt>vf{+fE=b{;POI{H?uxQ+`QT63X z#!n{Y<~qc)QG8Z5gXELcesQDM&-T73n*zO0=AqUJtR5fw2hlX}A_VN=w}N|f>VM8o zEKRnl8EDWzQYCD-m~hjQI8skkJmEZa`2C1L4-ri)8Th;gk4vCHr((Nw}z%Y=?8)wLpVBx>V{Da^n@1ir^ij@m3>xWa2w3Fs+>rp z*DbVBHnvd0yi7J$=c}w+X!}m_2%$sCSDYUjDuRxCKCUl*`Zf4bWV}rE$P`$NoAqA@ zSrH7bSoLm-`Q*ITAikw$5+m9$#Ok3a2u4boKAvJ_s!H|UcP4*IkW38cV`55~J?0e_ z2+^oTu%C+k0qNlN%HwG(Sp45gUe4r?fToxbA8amBVP*JC+LgIeabnF5BsLU^I3OU) z(nS|br>st(K=~6Q{Xz?knN)I|&DuzrwRa?|8z*W&gRqZ!9!n{fs{D)LgGxfv;{gY0 zeI`)g>>PY_J1)LeT>wpdERf4vsOPn}=jz7G#rv&e{e{Ip1CAyWymm%f-vx zFO#}O<2*oGa#{Lb>}#j@OtQdMpWW}7*Vk(g1StGF7A_Pl5h{KA1#J|1*?`_da{Q~q zhYYJaBR9ju#wJsC#>mqwbWr5MNn~>s^`hMH`768Mp5p7qWZL}>)r*9hk(n9%@z91R za$2Tj$f%X4JFoIwql;ebnKAd}s)QT3 z-^y6%q~y}Z{Dc_XMSbzQBKSoPk=%BtE#7iBdwtzN?0#64W5MR)90*}jCg-;Z&4Efa z-=7y`de&5>71ppd(EOPS$(+K&VMWx_FAJlwrWf}UBw`6I?apK|L_3xm)eV&{%zx6; zn<-W_f`m6`kOC_pua%Yc3BOYpL%`AwxRegzwmUo%XYqVAc)E!U5OgDayXpkzdwviG zrVI^Cz82wdIb@;6$&41T3ycbG-Qh3#uek#kB&Q5PlCW2Dns3zRA?9+3jV<#_88Z5H z-z;or0zYsh%&e@u*ECJi?0j*{keU!Z^Y=hO<#*Za5*Tk51gsh)B*zCM%vHMpgjfvq zhGI9}w85e%T@KC^NULJ(&h{>{qk|H}XTR3hA?hPg4VbfOdtG_Kh>;SYJ-6`alkfj) zg|tf0dF$u=v0!?3jI9@(yxm<8R-KbRX4lp21AE>hhW#VSShD(f%|cmaCG~zz#l6NZ z3bh;^>r$l2edH?Qlab?`?PeO5-r`6TI#6}JoXJZQsiL4i*#@lc2@RW0R@Cofx% zKtYYdfo0n1MYfwnX}ss(T;*IpLNQlzW=$A6>bjX2TtO&mX!6BHPjFTfUoIje+CXSE z?KGpLd;^+r0f4MIe}3Ax?A$sKze7HFJ@#dLoZUNKuE|=8vIdc@tzBK+a?~1!!qJ9C z%!AE=DnpJiEz2N00p>6QSTro)q5cL$DH){Tj3v59fv%HNcfdazQ{(XJPw+`?RJ$S@ z0f~*Y5R+l_v(w4V7jCWrz;4Awc~c#6*=hKMX!x*A+zf2oYc0d-)yh_YlOuBqkvR8`H$8<$W%A6=0Vw=Q5c6eKqZEtL1svR zX@F`66~{s*Pk8-M<*A?IY-oq-7Tf_8(SN{j9DC{SOPOZq?*&M>R#pPE$Y_z%ivw|& zjWhBPP-1c7VrF4UYXtX%K(e@=D~#R$T-<48Wi2=Q#SwSX|E4Y@BWHLWi1__Y`87^VD|z*84ZT1j1F4I56&=Q_ag}4}c&V6#6m3TcbY(oe zrt^F{`q*!3bYO1@H#n`Ue1DdJS?^cM$HE61;>$ls&!FRf1ee+u^4hQGMtgu7VPdD?WA4bi34OCY{(d|i z$2V6nDnpnNc_eA`cltx*&CPD4r<;R=%U*})$jgpLeE-+c4ImFkF$vuA*ittqD*cQU z3f~2T4$7hlkP+qcMG#t92xKJsEHWuJ)>cAH;mcZHQD86$raMSUN+K3z;kYSjMep@L zk(Z2kV|RBt#akf5Ma)dP{7pQQzk~1MUwNi%%@^(IN`k-K@}aDNe=G-=Z9?P{)8HGbpX(!tg%WwP&LPPgB5+a>zvi)b1%9KUK)zbu z)7_x9PO(G4qps~n4Fv*VkiNRH5O;NRgN52eN|%S6qSZX!4DZRQDQME&ZNMvzitshT%f7=4 z-KcX?F{6AEl%iXLlT86-ZeOXf#(;=aPjbn;OdV+vG02unuHT56D;*JxE=9o*u}4Ps zR)dXw1vn&fBIqXCUP44JO?*+v!4eXjqeFq< z9aK8tvS(t#*>MA$6~87!3*O(ihzbu!oOnmnRXqKN22DPd)ui_yNtNfpsNhQxe)H+_ z7Z_T(&0#ZB)r4ozqRo1Qv|Mfa+JwF^uwZ{fww+x!IqZ*Vgiq0pODhE&QiFiQ@uhkn z`ijqRaAK$${MsahAns|tZEAxJE8Yj;kx!UE3pblAHuU8McIuY*=$O{J{_Qg0lHA{S zJ^uclJ)j%V)&2)`=#I;2tz{u?Z}-#IJw7`tnVv_M`0bQQBN#oaqNL>bzx^8^&rO9L2}975|O(K%VUl14qE=PTa&tS!ETK^AXMVuPf`P?yJYe{N}g0 zqJ1O>KkRiB779O{O=u%((1*>~I0kn4%HLj{b@LLb{zKH0L)O|1FJQBlW9` z4C`Gh1m^wVjnH(Qq$u#xhwrtGpV#*zO>d;!;9kLm*?jcB@ldFo=@<&-RF6Jfs4;aK zQoDomMg*{9cp~LqJ{??CM~K3caaKB>b#y9N#0?TJrNrn++fUT~D39*+ zU8KGHHz?LKHwW&OrY)*~NF;Ox4m#Jo<UoA?hcNfbcWj<-1Hbs_77j4EeI~qk`SZuTrkU5_e|twA zr8X72vD@DUzvBPvE*4C~_Un%w-|Q7{#DXBrn5++m38$8~qa}dd{e>xvqtL%&aRF!B zSMW6u0Az}$^4oduySHPwMJ)b=45)i>C_wjg6$_vN>ke)7$j6K zSglZarMkoP(Y+5Z?4!(n7}bU0k1+&N`+t4GImb$P?XXzs_W-R5Zq z1MC6UivD+nR4!X##Lm~enoessCrbk_1&J{{$z`X3f&yX_*OdXHlrL!k!&UyzU;JIy z<4Gwg-bOzcGct+fG4dfo5b)miLGUEt$~YA&sm0ncg0wenhsqAyy;Kj-UTJCVRe{jJ z^Q6|zSa1JYrkamR^CnYf8BAsBD`EN-dMpV{a^~!CG#fRyDrGzqUa6tYYR7wFS&1vm z8YEN6(hiWt zqYjQW50*+@iId%=dO4@^Jl>)FpXRsZGwvTu4KJwZD$?(9K$2LTQtJsSi&BE^$9Xi- z8orJ!kW!MpLxjly%2N#H+{(Q2E2pk?v9gW}F2Vqht_w64Q2-G|dno962NexwyduA1 zH8Bya41tk*2IKjAud_GpCMh;|$5!Gbhh0IMb;b~Fmb|={4V*?9&|v?;{!^&jC9C)N zn3Av8gZxqRM%`xo`a=9~e&@2>M&Uc%Z8Ah3{n9{W?M%ifmFKi5LWx!@x&CgiOz_NUQ!q+zd8+jbjhkAN9TD-q=hM*F%r& zE|?(+3#CVTgr z@ufN+e(TJA8E^AtBNw9nvW!9g@;1A@%P2d4B*O zIF7ydtaZhCfszvNt(d}4maJFP%Qh}PWr12RRi95Trh@n+{JAwku@nbCS;mPTd#Z?R z16Dy(>xEDytkE|K0slYF!pvAPTK%AozK0ww?=QIa}Qi&F5CzfeibU?L+5sBI?R0|1N;I#Q?pLIhK1#BOe3LiZ&jlbEM@fL+!Zz`8PSaR#ih?%{CbBre9F(uot<5M4&{kbVDX@sE&|7PqDHJM zCTP&N)Ek!WNisE}We^+lK{qaGc)0CeLbvPq)7wpgCN!m6w{zf zPQ))9ThFm?5Rz&3it}J3c~BT+-|54c{kId%NBLKJUu{veLZas7X<=BON=T!5=P_wX z-wt9X;9>Xq(1HbFWMgm@Wd*RTUx+!V&X0~Yr03*Xc)MhNA~6GF>BTPq=*36o-20vqCt&glxP}`7 zs%&MzG}YOpqd&4LV2{f8W=(QUIBsFz#_K%rjoRS9Iy7n-N|@g_Bnl5(t!I-8o;RT0Q}->asP({BOZR? zUVBH^C8eQl0sN)|-v0h@E(hxPQd+DAA20vtEC3xWk-SxW+`#wvTv8HIHdH2gjmMQAvGn1#tE?to zlR*aOWhMGYg|JUQ%2gDOM3-bfyI5(AypVbp6TBnYd^BE37^T(zqvK+h_G73y>eBZ0 zEk>SMT3X#6dvpwhb#^9TNZd$^ZP60^u5k3hk-WR* zy4eO6r|a?_k!v|mdO(OQE)eer6$RxBx^0Q(esP>Kzfdla9ei_DEwYI3+DK z2_niXE-R1$JC=a1B~#5 zPzI`1dz#vy^pxQ8v5|J)k+0~dQ-2*%jm=Nn>Ru6nWR)}+iy0~MG7AV>DE=H+EGaTs zNP4s`t$g3#FaLk~(Ivl7$B;6>Tj>0hi17CDu5-OW(DnxwO2b&_hXDT(_~mH;bg>Mv zJw?@x-0K#yffugqo5aNTrx=p!fUTT!e^?^9{e3fjVvq~KLcBFTKX_@1=6!buyoH?; zXk_D9*oKA!)xf0}rC)~EICNgPlIFICCRDScI?1pTEEm%{ zq2Uy%5VtRS&b>=|#KMI{VKZwHMcsP50+S~}Q9wYHGmITVP7IZyxFcQvTjlfo>9*3t zc>{}y7eElmzrYGgOf+#nS{z$iJI7zW%e_7aZuZx0fBLvKx(U3YeA61)PfHgfC$A-c zi?02{U%OkpUhq3I6hy3mumTg26_Rx(LiUS26aJ5UtM|W}PQL~`X!rNa&v#nUC?)~3 z4q<{{H#X=61KBDFhUIA!Lc6wRG*dOsEx7zB=JcC#;(bqLsXaEFDST=d5WmyGU?e*f z8jFWbr$$!so=+ovAz&Sp_z6%!P74BjX(#-TUH@ycjLlp^fKY<4z$77xL4MFQKmCY# zWKZ)YUL#>}aCW*qBCQc?>8&6I5%_s-5rfv&U+c&D3!^UW>_DOrNM)*hFRc2&cqS33C5ji3uwEh3o3-3c(r@cB8Gd zl!B2OMbEGph_B!>w1e)?nL5{H9Uq`;k0*{iJVGh~yo1FxV-N^0)ET=`IxrM_!`w>? zEvc6ovSXR0bokuL)}4qDxOZ-TAL4NAQ66u`68e6NC%lJDUTAaEc$S6($*k$SoZ-i? z#0QTLqV^X}9m%i>eTWLW%_xJ$`E;9@TtOx;wyZW>^K%VARO6Aw^)&VF+l6OBwZ$xeZHZH?M>l!rox(f-R8FwkrcI0(%UF{8gCfSP5 zOjb^`zKo@&bL-tvzG1EOMq8CY!S|e)W>>4qn^dpS!Q$gbephx}^SyAm{A>9?$NM{9 z?W#5i$PDF>{cujy%BSWnPl%kRXCfJzW~ zR_XD;j7g?$T$MaKP< zJ#&lZdp~_Z30U9n34c@hP$3(O3NGcw|E4$t&lo43)a2B73(?Ohj{eoQZxBnlF}S`z z&Z4{RYN+@+k!B+$U3?}o@PkKbihaE;5TvN#iha+zCF7r8hEKCIrK2gyhGu>D_rZJoX!j?-l%QwF~ ze#c!u;5c|i=vnS_8SJCexz-HnKMPn?rPK(8(m{e=!NKMMZ+p^*hHM!7OE8IO;YAhC zbfUjNYlXE7nYsl*skG`8NtonWxRcG4*+)sgcK)_F7#=HoVqqoPn%OUGgYk(J`Lijq1>O*%0gLf@O2M~ zY*`dvtCuClN_iAY0}=fH8rWW|7mu{`A&AxbsD*_EFZ4k{o_-{U@Xw`*&D>LR8R+Jw zM$sO15{R5)p^Kj8&f41>b;5h9ZlS@9D@)K3J=0hgREVg4K}l|G>k=H`dFts}FGsf+?>FF`Rs`5Mb-4(q^z>rK|dgwb+NDB4yap&U|><6-yG77xt7FG0(HDK%o z0_ou#HR*bsv8{ygjt^WTwT@pIuWVQb$|+er?)SInD3gBa${wHctCDtv??HCF*=^c08feBmpE;9Qv&o74=x6z;fIuBe%q+|NeRZc^?9# z$Rta05V6g*nS&qPRJId7DhP)^n77z@`CAE*(Mw7kZEUD z`flJHaJGDtDzx$5qm5Lk^I=TnLEegcSrWHP$u2XaIb^}|?~Xn(2#pXElQfH%9Adm% zlmT_(k0XS|XoW$mV@0bwEo@8>G?vNg6lJSyojdGZT7m`c{%rz*Ig-htJaQ9~3eaE$ zH0(g*Mv)M+QHcR`7YlBY5~-urn&j4%hsrkKvOTK6>vMhb+T0!=^cJMESOQ>j4FB$H zyLO*&8PAR9PySM#ojAZO3S_mU^wPj#kFH)ih>qw`6aaqyrhW0Z^tEfe&vJ6WZCb!@S(?Xp{cnzK zKce)bi`Lp*a{?S8(TnJ`&R}Ad<^EKTEG)&O?TGB$TslRt8EwA6oT;Tl>hbXlQ^*oC zC^#YXum!|OCzH5_XZg4A;rUdK%C=^T$>Q(l1p>A@m{n(eoT&RZ~#S+0~j_O()Fs22%>W{0y2^YgMNtNt)sLg0W;@64GcO?N>KU z*Dz;)SB9~=s0wN_`k{+7O?sdBCiz)D?lJzvTZ3HIo}L(3{ygEkZv26b+sJAu5bS+h zMGZY$yvr*K(R#%}{^~&92$^mPs-bd@akY4?S7n4vOGdM+l)Msj(Q(gNw8=Y$ zgHXJEeCpQJ2WM{z6JI$VhKbNC*>P^~k5ug#IQo(0-B+nzd>)X9WO~|6UT`0ds^30uM;M2n&GOxSNj#!+hQ=fkn=5{AM{4K-&fSGgxCMH8q zx@Fx^w>Ys*gUh&1wrkUpOU%-m82ttAUp(R{r3sa~>n=mnOfa1S2p$W` zA5MYqQsBTr#4`TpEjl#SrMMMc$wPW(g^IjJ-@>Rhh3Oc&GM@mJZAp)r#g zOPF#9Enenup&@xMisc_V1~wd57Xv7=c(07WJVoURuPEOn!kzT8=c_S&>hC_gPnUp97otNLjq^*8f zJj!l6fL)->V`3%LX`=vL$?2u!^U?vy+|>^M+_U=5&8c#(otb2n{)|K< zG&Cq(UeIx|rvvrQ^S5M&uturZ!ds*M`Skf#4+2HZ&qRNV)p>-Zf3J{2$Po|)EOiha z@#bd6o6%zBEYB@^nxT@XJH8CF>9x5$aijfD^%grjnahWkLfgNr^2QLZaVvLM=1N8s zyezGi4w+*j{w}LtKzWQ$Ofa>)&$#QtRzv;$GfrNs5sY?lh>HbGPK%stTOjSQLx#=9 z(QZa`V(~@H2qEi^BVNoho<^Lm%-V>hHoU>jXOH_x?He<~V}4a$>Y%HVs;p>=^xXMp zjLI*=bQ}^tjVca-vU7=QY%Q9Nui7WI%CRYIREjY*G-#2O0#X8Jo7H|5?SeyX z{aH-Hd6T0XsYzR%TD|hMNW4Wxls{E}o{GZaAHEXZdYh$mzF6$r(Un=?8 zDJmE?veh#=4`L^C8{-C=^_mZ=cPNc1U$msPrxLV1gnSG`&x&98WI<)!pxet|kZy|2 zJx@q6LrP9bVOcHksZ8yDpml9bsN+;Q_j(`Lv0@TW&+qVOw6ct<_{1Ok@!Dg0?T_hz zmZ;~nWP66H|DVmkg(Sq#hG;_4_!lq2VJ|9ZLV|_GJAT)?Iwd7#?jO_-moA4x15Ur5 zJB%M4dr>)fXJxreQ7}!*a&f2wNxFpqCrKN&u_zM}l&=b&rK?XVO$OigWs)i#gdm<7 z3c-!i7fYYs!0)2tGEfd#v!Gx5+P+xeC{Y#CGyV!fF-IgQ6@hS4PETYo=g~ixm*XhT z=W_MIelsJiSh`NGRs`oF%$;HvS)dcG$ESmHtQlvJB2m z48{OcdPa_ku_w$Uo?hYT%OG37Ce=ZnbUA4%<@>+S#XZMFeUnlHOnyd~ZlwOuS{q>{ zAkV*g@j=F=Y+9o|zEu4;W`6Ajq%i?j%(5ab4r=>1TeVaEbRCfG)Pv>qGS50YO~2p# zISq}KwQW0ly8;+d&a zq0#bg;1*Jp_1=$kb_AF0u^3)w&Y_HJ>bFoDkP~BGM31Wq0QCHGZEc|U1|sE-FeN0do4`Ov=k3e!ySx5v9Slhj(J_dXf3NbNMu{nn zS*;-@2P0Bc9ExBw82~p7mG?8^&;mKceZ1|4QPo%#n>6xw7z!J94L@2#IDQ5G8j7ya zmJ=H=)D)jBqqCd&An8}kdGPN6NYVeM|EpkdQ?+PJPOcaD=D9@c{$lg)L!-et=PXI+ zmqrE-Hpj+losm)#sjxArgHX7JY&pX1EA*WKF@guh(6m288=?HJ&jcd`XG!J|F@3%@ z3gPnHkvuQE_D>qqYpOQcM4xJY-xx&^!t-n}5QlXHk9ZeX5Ju8_`V+H#%%5}3Uu5F3 z+{$%~6xiKgqbNkv1uBhc|`ScIC$YuDh`_V(L&Cxv=a?51wl+XE=0il+T*5eF!EU{ zFgwjh3N$)CX6a`X+BRV(^}4V?skFMV@+F4@!{;d#%Cz|?Zjt)voGy^&NfPxlUv6|1$Y+HPr%GtZpX1~4^Oyd=ag5fFPCPNF z1QDNG%VYSJrJK(hXdxDPMgTzh#rV-8-YI?c^IF?_#xK6WT5FB1q6NZ9Aot+rZdH-6<$yWc;+ekmFuzwcw=Yu~1 zD$bQpl~*6q`?Xp-v4MJ6m|}(0_KdX=W!r})3056vud1zb;uZJ1;m=bKfUk00yBS;dYtSXe4o2v?i+ z(6_8D0ab0I>j5BC?+|BkMiN>Z=itHpZ{nn!Q#;k#7$*IbUQS|~O=p4%x}U`BV~ZHF zT|Lj{61$A0BDNF&eybp$`er4XOWbuo?er$A6g4%)|3VPst_K@0^~izIA_XzCGs&%h zVqW%q09|Xb`}uHMXOi-O<8L)pKjC%*ame~K%?H&-B_ODM5gmc7 zLLd@^OISO~Xl7QZ?{}LLn6OK{UO*SeSj^IhVn(&uIJbbP5-dP!e^fUjP163Xj|=%F z4qg{%e7UX?PNvx$2GOz}cqVfzrD!Yx5yY(C+dHxVw!+%(x48xcftj2lo@dVokz130 zY@Lo8=3J&4lRdZDj1)bzh3>9TINs!qbG0ahCqRIjW2BFVOET5kCobP@9I@YLs#|R| z59u0>IZB1CG4GWKdm_^_YZ7aeOiu)={FLQC0H8Rd)D_p=@f?0iMcNZO2K@tI^hg28Ws+|>rWl<+GY z-3kSGn2=$D27J7B-x-J5werf;mQpq%b(VfnRyNSg#hs_2R2i?$VAp+H9`{=k9yt0c zlG^ophI9YyO`vu;uhEf1>jkIh*eR~v9F|j!4mqNldmZG^@aN!w2`gx>eP``v>rP^5 zs3cd(QI){eb*x~KB2GS#gB!AY##Dk%MK+}>D(K8Ac#Y_*JFS}V6tP;p!FBLj%0hMO z>(f3hIm2m=a*!c29k1i&T0p|kXl0TDdv8XC@8(|<7-YLmXStlbUW@RNI5*60IU)fu zW@%81eb4&y368~_AT2@wUFzju`}0$QQbC?5j7Pl1zWqk&pL^u8suDr1GlrF#3 zCJDoQCTGPm86F{zz08aP{xpZv1L`*BJqzl{Md2Pqmm24ifea`h2}L*l#HE*_+u;c8 z$C8XlG}}?V)aMjw@Q@CAc0#jr#S+OMdwG40db&T?7H;&kubu6(U)D<=69S$rE-&xC zxq)DBSaA8U2(?Ydre~86OfrwEQf(=q$VkmSX?$I1btJROb!W`G-74`qETkFp=y(!W z5#KhaG{73;rvoX~i41f}NmA*WQRwt{jTru`RkF7{S#77F|3H)!bIXO5t{`HrP^btr zv_igkDStF}O6X2B(d99HT@Wi%M4APNS}Wpy6m{xgESMD1xDYzuU`AFq&4+tM@YD9o zf|UYnayare7U~1)#bUHhTB+LZDc8iEjg%W@=wF7!a-xPzccy!Z0zs=gX1t0re7VXo zpE-e!b4MKvdfS%i+zn{j1*_yMmj_vo-%<29MzVj?f6i)3} z9X<2mzu$*S_&F^@BjcEvHPUYOwV&djye|T3yhbbm+(t%L7OGwD-ba4&>I5)0U9Z?P znj8aS&;WmY(+7p1)GWmD>L`P2z=l1SHxAAHI0nj1`L1M;k?#{3&^BA!f~!bvy%8oN zC(ORj0M(`WeVkkuY-+>Xm3Y)YK0Ebs>fvEB23{LsSH8MHwLrjumfOU{gg;VS*}}0N zLJBVhTXZn%#%ziii))3Gpi%q*BqUxy=_#-pr2mu6DJ)S}YmmxIx$=9mEi~}`gFN*n zKI^1Ux0`#}mS1}UxS~32sB66o3IGF@sL8pCvt=UTZ<}V!ZEaZtBuQ8Jf|wh1EUm17 z$Af?t3j(f{Hm0KLl7lHg(3Grxet2rla~nJ>zp}00ncIhRWP}N_W`Fg4$3s!HkFP!X z2dlwASp7q7&nL(&NEML%6q8N?KRWcud%{QfF_idG$vlIr{TUW5G)muNML-M~;M!CS z_zMR{5=KkIpj{$9(`xLvCP*0>#227H8M3J=oU7`;qan5zrMfj@bjw%Y%3In=gI4fOOleNa}aUQh6d+sS;)TIxXR+r`H9l28FPxIxAmuR zsprX+4wCEiU-KJf8+y`EDxepO<(!xm^uF#xZmovyUhcd8O=bAVdhaNJ6VRNdj&aK{ zTgIe4JHIaIfnCo2@UtazZnl&uQK0Hwp!V&}Gcsm=H>rjhcGBoQW<=FgIA?WNVB4q( zxPq6b-3=MEDkLz_Y<&~g5RkS$Yo zOrJeJ$1Jo@7h#(1#0&D6Gc|&m?FP-Kp{ev#Ffo!~dtraa@2gY^bNla(GbV6Nj8G`%0zuEhvbl+2Gv1)U4&R0lYCu?ZRgrJE{6j%z7)59Yz8!SY+A=iK5jw2^ ziIWP>n!}h1=5)twvLiGCO(~t+Py-aK!RPEjh6XD!Vvth(Q$3u&hSnbf=hsB z0sjPt@PqaqujpI^7`aB!_Nd^kXUVu5Aslj;BBs<-->m4qi4QL{j4e zfQZ9wnd$~#-al%+_@!Z>X68C3QlKG2!cl@)t_}il&f1;(vr5V;XaDBf<0^m%wAlc@ z45osN^n4|^a9{Af_MlfCqb!mIAbBI>Vl8dCCmGd1vK}5>2C)tue~%oUZ%Nafd(N1+ zb85m~fzW}PVZ#aNKhmT6AbR8)4fE@ulM+nr5Vgwy7ilxK1I zKH_9whve1TOf#Bh5}Eb#>{>6#KQmY{sLuo>npMS^Pn&U)xfKJ5AnPlKwXv%M_l>f_ z`7UN!MVJiSRH?q3P@UX3Q2cP)pelgI!*@N0;_zU%UPE=`Yhg#YDPfswG zs#D+t1iZU^j(Bm~6u;p>&`CvwK9HWCV?J>F9MCtQnApO>JX39vv_$n&pP;?Pu~~#c zIOCmxPq)2Kr#W1H5o}zYNkbvT3+-Wh>STpf{ofzQDklt%J;;t90)1TfZAwt8pSmQb z0EVApHIBU{ZAVt2v4T{mfbt9S=*kiVwV8VO&Ki z^lsygnLr0Ru_o3`|GY$!(2U*uf_o)DW-^~v;(BP};&X&VpeT^pymY(fUCKu75>)RZ zgjqhccUGkVjcrw6m8FVl5s1@S3`D@ByxbeDowhz{sF)xS$g?x&mqGoDZ>osr+VT)m zDLSSHcC_!*8EjY-wVs!$_{?qJv!)emvo@dXFFz-@2VxW`K(l78D~#+hm#@mhFSFv4 z6#6H&Uh}xVRlhr_(+RFyCcprNGxiUtz56SOjOLP+HJG;q^mxQ-ZP<0&ou3YCVZ7gs zS-ojYO%2}YxEwEL<`|=_tgLXRQ2U-TMcFP;+PrAvSL&Y~3sy!ZCTzvIAmyV_tcw$m zb6?0uyvCF^Hlv_`@rv(j&8qs60P&VMYF-CHUhvl;1DM zdh_3w5{nMHz-&?`Mr~`=D=4b=cdR zDSzs!d0>Ldz>3i+3TkMHupojp8F^3pyZ7sClIyDk%}k){fT`yD37?MM6V4mFpA#=m zXu(!%_tY=`T}C+VVytFt0?kDhRo9iuqh9i->|jPz&RN$e8#o**O9)~4bR+Tjkn%Ln zBzekGx#-1U!2gE;HN*S0HKeOvmjnM;yi2I_cI@e7m&*5YO|l1-=FT|xew3-kdDD`S zu|FdxW2iF9&pcHTw#%c3(lbkc_8m^t>Zulbep@{U2^tSuW7Y8BQDCiNqC!!4yKb`G zVAk4G%9L4Ghs4EmJs)B^+r03XTYO{l(Jf!bb|gQM(EVij2LRFnub%#za|Y5wLAk4( zj3p&?^A%C^Kc}ZE&-c}(BorHI;mHgSu?nXAcA*c! zBYD;ooum!MjNns3m+==`?m*<>dOn^7OVxg^PqiS$tGfk#u8+2Xp)K}!&)&lHtSk$6hwub`?!d69b>8=FpiLP`%@=JJ6UPAB;CmE7 z!1@n__zpR+CmeukjQEIZQy!)f!dI)5ip|phU#1`x8G4=xTnb`=lBhWa0~mFDL~GK# zx(07Jwu81c)f}DxCZ}U$V*}`Cc}0mZEJaL(>1U`Rs0-qfm-z(FPp&5ufB-Jyv@TUF zNc_pEFD1>&R>;rKPvnO-G#HbX_Kr4~z&_aC3}td_Ft^nu!THSV8n3hh$XC+U;17NS z9~@+I)$ZeTU9qaQt0~icVChk^imq(zM6Y+T5qfWkRpU#j+)z6jT@bE))AF^$2Ql_H z^W{+z+;#@vGnVqpEsPzBts|jKC^!q#K z0xAV*lWWwSMGcaB&%xd`a`?lpujzcQBR9tX`rk*ZuT_1do1zgl6~jl4R7dmQ`B-`( zA7CI8I!y0YpPR80{}I*BC*tt%@I)}93_pw-FZ`#q6n~nLt4LG(%8}vjNc=Tr3 zeocDk+c+IvL)oMMfj5uOs(qYJ23BG!vV{0}M7yt6M0tBu6u`6)?)gBMMJ#d@OloDs z7oE&ZJo>`>$6y?<$K>3J>wv50;R3^rcuNYDC`%u}uQ3ZoRxa_bc#`6NW@l^cB^N$4z2@BgkUAr2|6itLm_+f-^4wF#?ek;+S!%w4sqVlKSDe+De0}r>%pBds^-%s zveWMol5ti~o35TSg)~E{czVnm09+lP%L{-I@2UFtmzCs1lklc6NLM1viDiu4-Q#kP zU#N)Onkzjc9+xm8(X?LUjqSVrXa_@RN3dyo`R{`~Db7!^qrQZ=@a?-R=Zq8@Pw}#c zzp9mX2f~-y?K>$t-i5?*;&H#0sj*NXn8Dpr9;!lf_MLG6gD7WL@|s4<^nM*BNuG?8 zg|1ab&($GX7IWTmxAHk~f;n@n3LvJJ4Y?nAYm_MR0uVE0Ud|1t$AIc8bO2BjCaw7} zFMuBSEi&PSzp}Cd06`KHbxGc(3|H?kjFB+D48ACdvx$b2eA=B0LEgJ81I&@tiSf5-V=tDM!_1s!Q-b-_xSvFV(=T zd|EFN6<#P)dmCcM&`h{3R7$2}7i{;uzOorpx2#x4c53*`JiF?4-8#6Q1cmkMUW*JR zMjAC);6_bf17?Fxzgslzl0cO$M@M#yy>R6_*uXb@YlDBrGJ$8bM`>?`>gG8Y)fdAI z#Du`kgnz#X4oIS4t)ne<9O3`cE`9d%dT?AoeKY&~73e=0%aV|DXC#dtIRyBuK1iMb zLE15XGuIcigX!|t)kmL_Jy!;dCg_iE6x@%OhIWpX`OQM%@o0)L=}w=U71e+N0HgVX zg~{PZm;JG;plZuL*77FG^+w}$^K+^u2V+aiOuMR9`~ob1QyqxL6HrArHwmI!0PYzQ5pORe&rzBITsN8sdxM1WLG-dvfo>S;BF zVf|L);7El&XHfj;f)HIXOB_H>?Zo-77$#b^GL*X6IJ$X>hJ(ONG>a2YU1_~KjSsk% zkvQv)cLjW_#Aydl%7<8#;(?Oe?JEDFfPj5IYT@sB8Y<#p>6w=D!dYwR5Eze$NVg5} zJz20?18CnFaj|8wjZ8B8U667^alPw0Lv7plY_Lf=QCWG z_)Jb7#i{GOaJcSv)20#QXI}&SIKYjF6&a*50`;eDBRK_yiMvCp5U{wg{3l%Kzf3C= zutHVJkQ81WieGjLNut#r?`}TFZRD|ZcSn!WAI3+$?-cWXz{SNq4I=PQz{tJ>{l`oL z{xPhs?hp*Vzd1oc-8~yIiG!{(ixDgN^cu!Vm1O@N^$ia_so9k1dSw!n2&*-v37TA$ z@YLv;;@{)SxTFhGB}QvwGt3#Xw;{}@udIkT6M;Xo8X+^m^^96Vz6quR8NS6ia^u#w zcru!D{w$By$`KV^N(+51MI{;wtexa%N-d-4ZF-?k1imx4Lc=_L`9AzxM_FC?jw<)| z)QM}UvKwq$(t=7C$DBYh=Z|=f@{y_3>wMF%1Ycl`aFpUn>;JF{br=4Mu9dGmJjhh& zfh74eUVy55cYSDO?UbPXxZ4R(V^g!{2??dZQrJaulFg%`*;oKov|*=~{CK?!#+2ua4T{?n3rlD2`urIwCJ5jGff~Fcz?}9z zTx{kOZ6vm?XYejyu+?+W+o&!;m_fkhG(F=OcYlQ__+ZGljC{`r-Ik>7_OmC$og+NH zQ?Rf<{)LdAqr9A&o*sGhyYspbUCpFu?C9t~ehdx`g7L~_^_mV`9cBA;x_a$v;llxXmm|pR33^$*;F5>RL{70E5&ol?UX7{JlT*R_tTOO#7XntZRqRjI6`Z3 z${LVyNEe_Bd0wmChNN2AlBW*1KhyUcn;mRck0GfxGl3Ffns17+N+Y3>Sx$il)idw;QJ{fRS(#GnLo1 zZ!u(-${oP=O0Dl4WTCo3!zPUfH+O1bne6I?@)c*yUFEil-|oKwF6UX5dyDPNX;Q4* zl&x0Q*`#f!?ci&jHwrXb`^S~bMh!c&uizDCC54|6)d~v69?`Aw|VpXX0;OxU0_*$_(z`Z7nL`g zq~?(vnXWeS$cz=yw@UPwGTg?nHAEb!2h7UaPfijks3(LlJ?ZdkJ00TMnmS5z8vZ#X zoN1|~2I3a%qo$Z=l!uWk&NC|0ldCNFVr!qYWLk;;)yei;j9R`-6*4ADpTUWTVZkcpqo2oWi6%Z8~zaPgvms3z!X0Uw4~=| zSbAEgm$a|%`EJJ;S=?DHi5wSgT8|6TlH*i&^{4X}U;e$e_^L9=XfIGV5o-NWh+BsW z{cfU{Y{|<9uSf8|3juJy{f(vSDaNB*M}9gCwTON$YiEKY!a3A#H&Y&>-YoFy?UEr} zOSQeIwl)0C^I5@%hX>I8+}-NfZKrr%a#IcfbH&kJlc%pX8&GMq7md?R{I`KhH6F`(J1HFgazuH9w_3e^1YU>&~+ec_0y3H5kS%1+=-d{hc zZ4@Qd;!Z3@woH5rnBiU*TnzgqwG@>SuZJ~r5L7v0XAt@>?PpWjMdU2^=dVVbx$GM8 z1f2KUZ~u5;bFT+)*fwXD>?)t(%zZRWQ@7f|om#wzSH}3+FK>`i^qF-$BpE)WPHB-< zO9;@U)r1NmH_QbsV9Wj-|wQz<44U#T&6l@ei zCs$65g*{vNN4IO^K16aO8a_Ddy%LJB$u!oz&2^sVLY-lMM8~Cc`0I#;P7g_1cnlQ> z8aeah__~`w98O4TsuCN@vsA+V%JUZmd`^i>crITg@Xj`Jny^x}V0*Ta))orXxy0Rp zIVakR4@=-B{!;9U40nSZVZg9`Nzk>8@sh+)3Z}7n8V#Mb;F~oxHph#A75&(4ldJjA zC>TOR|4fPR?%@)q6IFkI8lE znUp27!wfZB<5!!N^4h6&D!~93Y|R|~?BwzB1R#n9?EEPjBSD?Ny!!i}x+Ve0M6Sau zOcyP4?YWaRJXc3+c|$iM!9xs(JEAKx;K3*^Fm474ndx+Y>_>|^MKu5e#}f-5D!Qv| z+h@f*1)l3qxyQMP&p-sg!q)pG+uG4m)AaN-Dw-+KUdMeveQ1_ZN^EzmZm%RtnFG2` zKpp%_9lgXL9x?Lz?t^yF6{Wy%ign)`86feL8t~JJBSUkOS=Z_v70Xo2&#Aw7F_aD0 z`cknLdI2SyrG#X#ZB7-ALBBFYFA`>27^S|)tvjP76SR2N7MwrG z2P*qc8$-tpl@fG#)sG&2)5#SO8{fWLh~$=;dS3e>(L7l0iWp2+?RvsloKch~VVV9T zog+jKC=Qr5ioBJ72BmOvxQERu*20tzk#F5mN{w& z$XW&Z44GM;df$r3`$S!Edu6og&?b^G8VYjt2_`Mp+9yTEDFj)%re^H1*VB{4Q#($%mrKsiJf7o zngd|?(Q!-ryf1-f`B2>0zh6C8{WXX_eEx9Ot%>oKtp^mjFY@zas09My;dHk8)`;Ni zFT--0{DNM+Gq(SUeoq){6AVCieTd1Sa8_xThLsSC4WJoUmhTL&H_B9fSZxqI;^N8$ zMMo|TvFz_=m%|F!_BOhLPywN@MB>)wKc)IU;06O2m_{PwENoNR$>n>9bt>P^28 zFSl^l+oxL#KwFK9QVa&eTm-m7P>?xEP;L~_rX}9q_t=q%cxE~;8Pt3s@7S$cA_WLw$hi9#oVunYn#gkBAP@nf=@VT0PHH);ai-TLh$W?FcyPXYKJ-RhZt{vjsnj2U?TD^O^!OZ-KO$Q*Gxezaji1$54NQ*25MG*WmmL? z=LDFTfMgMU?2mLfublYlPClti(FQRCmUDReZIic$YKkfaM9OpOD@9 z@}o3P6?X{Fv0yVR&`85HTGYjYWYbLk^XfI}Eh%f+Z%^n$6+kABsfkG445ViwotH9ewoh zxFGXrp?^BxNCP%tS2Kp9oPjh+tyK=WcCtjZ#QMtfQq`J7QH-@k zv>9BXbEA{9)ksSaO*j;mN-TgI8tundzf@%>sYXrP!&{6fi$W35WLd9y{5|Dd&T9L; zmO!1j8PA#&-zTSv6{YlR&SZh$@vp4g`a_5KqgRL>b%rGq)KWNivMlDu%drLhK@hzh z^5@D*O4+Gs>^wS-i0T5QxSVYWIHs($r{VG>3`5WmW^C~RHXW8vmop@MxdkyVOp&+z zg=mBzGddk#me?YW24| zdW@fQDPLL+#_gIpB+2uhDDj+qYuGpLCn{ojNUlEM)z&|6ThnYsPiEjvxOP9~;ki6b z^OmT^2?^7HfYp@Lj&B>-X_3%zNjX7@!+Be&@_FC$SexOJS}V@`%1`ksm)2V| zN#pRpEenx|%K3r{zUgI>?524<#c0g=9?P%n%9kRFKFY5LY%fKWNIuvsKjH^S+f_zs zxRoMhzo1p;<~jhQ=75;B3$&XjkgC*Mf2;iHdF*RUHswu;%>iiJf7%CNl`zsz|2G!Z zdAAzB87CfoG0x5(D^Xi$Ps8qXD z*;s)Fjh1ljX0C09%Vygd{{obXrJwEf^45C-`-`Oq|B;a00=}s=#ct!PYf2ggD#v=; zm*ek!I~=pS;idv3SN2#>qly2IqqB@_@@>QLs4+@Lr!ru4cS*N|AfSLWNH<7#cXxM6 zNl14I(jXm@(p^&T^MAkZw=dhC-S>5!=W#SIuYdYj(eJG8{Fw}@IqAqm{S&ws>>RM? zH3%c%S6&IKFFo?#iOoA2fJ^HGeaK+_?Afm)Usr&!qG zjqd1Ax~$%1kt>&K-^4?J7yEO?IR zS2*yA+syU6qsBXT=3UAs5nof8(MV^KY&9F{ypN z4g&6^{yKS#Kd_Ah5P8JD2pp?;nhyL5l|Y4)Dxr;NrB$r0)QRmVDSgO%@K1I{K*9}2 z1WJ4JI^I0FkF#|9r^geRN~CHD66d@L-PIir3$0(7-g{1~A@K7%#KFeeT&BXg#@EB| ztu2HCBKG1aB+Ixzgg_TsJWBShCztb} zE)S|7U1P^?KNX(Cmsf9i0SbHO&+zbH#CwYGaggbu$14c5iC3eu);SlS-tXkNwvtsX z(h7Tbkh}hJ0NOwf&bL>!zAqxx9XF&2@SoL(?PBRU*<(JK<_L*MgK)pSj<(l0eiezh z?Nmai5q8CW@};ciL>&!n>?tcZ?<&sHg%qi9Za$pGU_n4tX|q+AzCD#rj+%V{AiOM} zCpTfNxfP@M`?+4_cklAM)R=Ek#k}h(+xEd|Oa&0@D8J_J=Bmg0NzMiMT!9oT%@7_`r|=gvka zTEZlMQL*a%p$@Q_tcy3`6hT`BUk?)ZYym<6u$`xw8uXv=#9tS)+w9G?M=4zTU(~B ztwcBkM-0TOm5B?%@1AN|ij58r{$M{hW>3Ie`Z4~jC0^YhFK)YzI4GN`8lSQoQAat& z!RIKVR68~4C0aZW#i$oyFmtpGITmt(4jcc-rj_OUjqNYA zJ=PzYx{w0G9GHkyY{PVy#HF-TXF3tH9EQTSH>TN2@RZ%QbfT7y!3PvvL0Aa1&O z<#&5xKkL>9V7tDKDhh1Zb%*7F`Fc#){cr66?r23N#j|a?Cjvf^LuS*G5)cl`0z`wJ z1%Xv`xVmB>wGSpKi3OaNhK2!HoA>o0@!!)uef{&Aupobb1k8nabK+(8!J}Dj{ri#B z`<_^z;X}Pk?VO8kx*1E}^o$(1g);&agkd5HfrRn;he5~owRmH#w~Ll@#lQxpfa~I% z8)(;nbfa1EhhbS=1>Mpvn895g_U~wnj|#=F3uLO^6b8U8qUX{#r)JAi*BI|l1rx%{ zHOW-cuWm<9wRnhAAL5z?jSF5SP-?JPA^GnFFfzPqG8`XZ^k)Zq;vD~sG%u`MlCl#R z{!;A`NqU`CDubn3h}T1;hFtdK8Av)&-yQAm~Hap6HDOH#4r{yxQa2ww{&Lp=X{L1kMc zcgdx4gvH3@8Hfun@$qoIE5WAJddq`PFtM}Rb~j@&JqY?&nG|lap+ND1`*PPngk#R0 zggN7g=h-Vzm)QM1kon= zF!@&E_qX=H)6E=iQCE{w)JjTC%WFe(Z8Zh+-o(`1 z#EVyx**MrY$HLtyTQQU{&S3)5a3~a?own8FwLC&tsEa7(hc~6VBz7?MBUt{}b75bT zE71$x&Mm{*L}g`7Cd3bd@1Io6&<22%NLJZLL`6<1+!v@R#zWUH4LdLH*_@{Ad?$34 zkfm^?%((%E>AQY_uS`t(X7h?mdGE++{LeEsf2z>>4(pY(YrWZvNQs%LoJ2qea*<|o zku=}sq-JV$)JI!AKuDY|rIf;;@Rg?9Drl7kGNQM>}bIa=!@>bye%|3l>@w6!j# zKNTWQgk#;DED!AiTUWd{m&C&mN-j8M9BynGGo}I3AhCei7PIMI6a~&-h(1N9=6%N`|M;dYB(*TMdQ$K^!s}xlMS-qCik8WOC59>540+StpR7^7%HoA#7-Fge8AiD$q}8<=BOs>w7Zbq2_hA zgW>jocj)-cOaaL;0GDk`GkbeM^0#tbhM%?K;GjOE!_k zkcs6(0hLQXPLhczyj#jDV~a1lTWO+&gsXl=%B(1JvscNVf1{6gUaa@z(524qR-|Z*^J{)Z2b8?x$Mal|g|Q4D5oX8ieRy~Y2itTfDb~lK zfRToW?~`>mM@S|u^`{$Dq2YJ{7hyv26tfg4(X#n2j=GJ^syV3US7?&ZPGn0O(-HVA;;5fUjGppBt_2SZ^3@Qdh& zg%q-pnEQnPU-xO@y8{=;t_}JQuAxN+&^GP?FkxIRKehObEse-gEur$77G~9Qja&f5?p+QGfmG})Hn-KwdIy&-! zLeJPjN?fOF)&^7Bs3tAES`HXXD7ww@xY!KK}%3%yUG{iD{RD>6c} z7pKnSU;I<;t#SPJY815;4FYd{xp7kJ?5wy@3Iu7lD&6Y2cce9$ z_Dl3b>Z=57Jud6-B0Zl`09B0{u?-frKaMgr#0dX`A5_5S@?7VxP4w*3trsV@*CSHP zPaE6bjSbLpO>2x5Yg-6~*Hh@@-&9efFvBM9CWBHbs__SU$^aT@6xVo*YnQ0m%HJqv zLPGfDAI$J>{EGv8<2iO=E-Z_pcxOB~oDxA?YcLRuwyZ1^FD3zOt<%%k{`v)f0Zo5o zigc0=DpaMC^M`LXh(}mB(_CGB#S7;rMaAKuN(e$`SXa*#ZN)Lzs|f^Qz$FwBYA>BF zW57XLg=Zfa^e~p`{Vps=M`c(C5%QzhspEvYHd#Srsr}P51X~U;$fcZ-3_`2^ zm?p?bsE4WOK_zWdN)Uf;-f)gh;`j#oP?Zr49pC}(++@Ak4oIJ&Bq^(7OOF0km}Pj5svNJk`YI&J4g^m)c;AjZ zQMj|_zFe6Ju=}uMG?!K-(RafzdlvG*)lz0ih|37)jS#_mYhSV?N+0yGh@j1)#=Z>B6M~spLW+2s2dE^P+O^?bxIeH6fHc zTWN6k?f^=$xuu)gd(&04pArnCqmZ-4nimRyAz`<`-|GJ{W87}b z5AhezURqkt<{#htGiHq`fZN^_uWnhSp*inrSy1mRi;0D)@`|hO1*SHW2rLZiD&hkp zddK?qjp=l%T*#c?4+cXNq5RRm zit1OMI$d`<0ZC=<{ec;YO$?Cw6r_qmT96Sh;-DEEJ}WT<&mfr6nwl50g!}`OSViF` z`B4IN?;kJ%TZHm>Oh5cIr%2tSO~cz~1zXRFWlo0;m`fH#X}#DuT_xRM{P6H! z2!PuBrL43UL5(gYS=bip%(?R&gAH}~yF}E)_>>$bA@ZMDXEQ0%yFYwBzmgwnOw<7(N7>e;7!6oX_Oh{N6x{xG_q;D$2(E!E}~sa_B*0&w}AY^o7=`qZF_$w zn4_j%zMx7=0BbLSNp)ZlGKY+*X-N;)Wi?R%B;Q{m4??6KnSxwRcxcC5+-K#ffh9ZV zMEfzdGX{L;3}mPG-Pe^as0J#EaZD>F`8 z&h2-cPzi(ePVX$AgYvg09I;3S9+r#~Xl8Mv>+DN%Ms6l))iOxzfVPEZ@9FQ5j>qB- zIXOk?Tvp+an%KnmOM}@b&UDH`PtIUjS^j1_Hm5OKbcEzaq=|KVV@%$Jw5%)>Yiqps z?jwo+EoaAgKIx8~(^-#_!wY_*x+lufBi|gY4jmnF>#nZC>+82s{SjCsC%(r{vI>Yg z`UFFCs@Rsk+UH-M9({3yMvtjRlOCA2)puB%q?6VmW)ed;Xhv?UgHM?((v{j2hRL*P zGtpHvT4($!?3kT`^Cezuhw{)sMw>6lQhVM*G#u4xj#5&PCSHEsBR>E6WjMk8onsHpvRtPlWM<4Nq|Qy8=XPM*BzOHwDU>@tw+*C+Tw_u~-u$)9>`*W+Zc1&wzGGiq1rg&V ziQdlM!O3L!&c46g5wW%$etA6qF6ubKL6zCTWdX#6m6gV$UYgpB4Zs!TCXj zOo`Y7B?#x_$dE#_h|)Q(vv%GQ1oyk>rMbn!5s7+NQwtJT%w|~0 zavuDdjOq_SsJmZoHM*=a&EOR#2*KM z$vUoGm$*(T*rjxqr1OUJN>NIxl}NwSe~&HfjV4c>Z&yoXxNG`ZlL{F@;*vC$!!Htn zDNM>9WnTqJJAH@n=Qcq}42f`l@L=G9j)FfFY`>PG(@qNjnHcMCM{>*W@&<@NipXSW zxHJPo#(^BokGAwlOSBJiYM1375V$|u{UiJ8r*tw$%eIPO>H|m8p2NpcFt$)l#L%w&Xq82nbugbeC@zJA&IFNay!SJwP8ns=48< zDdu(2F7~9tG|vuSo*m(Dv53xY_C*~IJg0Y|N8iz^RG+K$Lz&ek5PE;tSTWZqNt3G_ zgsvwxR(QNktegGqKtn2tW23K_Qv^5^M4vKbBgk|Gsm`VRMYykDL*!^=oZgFW?U3 zeyoh|s785_8LXnRRQ7$7F)cmoPczGqeFvF-?&bIkT4sTKf}aV%KZb9$#uU$4CzKz+X*J^zah)27-@Gp9 z@`d=BI)wl)lxTX>l{_|NLnUcME>5WD=e*<6hs8>%$^3c!_r*BP@~@oo_NY%S*)s)4 zVOV8%yM7-_N$kF{wn!oAeL8v}y)H?oE+&~m$LPiNtMd9G*2mAx{3;pIQCZ--hCbT2vw(At>aboXZf2Eki5i)RT z{LcKTS%CA4*bIq&qpb{&rKqag;_e4q-*07FKStY&yJVufwWX^Bjm1U}(q@mI1vO#F zf*HJ^{W8l?m!Iv`5giGHtUP-|jP#=K{hTz=UZpp!W0=f92BNgS_il@j2kFKokyAm;{BL3VZ08Jexj*Qnsg^Lzs z&GjHnq%(Xkde4%o@5azaHn>px1&pBwpsXV_I|{xKUHi;>x2* zNSgYd!7Q&(D@TT|6UzBLicm$=DcyoOCyHI~`~0V6k+j(mZF>}5M6$DsFXXn&U;5$* zRr8w9x*X+GlcnAm;ev20i5ms2)@Umg>@kvms0J;WrvdD>|`?}gya&QPcpkY!j)~41zsI&8#c@Mzn>kVJ( zoq2UWJe^L?%q9NZ{z`)-1@gBcr?y~1k#22kTWog6%SI@=$@Jd!i%&NUNK*W>2k_+F&pQNcd&}$3gd8&Lnk6`-Ai&S^ zF$1W9rTwMWIs7zL;vcSHX$8cgzK0t~ULy&`k_vukY#=R>Sr$pIV4zxnRk@)o8`(&C zX?aI}W8~nlntQh-TPJQ_Zy|5sTCiZ*ywq&#iFW!W?)Lz(c40^n4=z+2jZfF_cbHwF z#y0k+TVJaLpX`wGkaAU-6o#ely5%Oq%6+V>J!3E@ zsIHC!hzeLl6%nK12VrQKw$)N<%k^?N=6#K;!y>!Sq6%Yk ztptE^5_cv;511h}MgjMRd}XM6612B=>JyarYadj5X~qi<_p`?r2J{tJSAapw8_2+1 zmjif)FIo1RykL(9i*cTC3#kaGQUeE=YC(XEpx$Cj28{Y}|8KtQ|L)TNjIc~Qa*z0wW`XkIHGR{eHJ zW{H}QYuMzZzNV^XDs!>;%J>VPE>jTSpHJoW$ysmBM~(IR4k{NN8>3Hdfq(T z<-gL%1*`dUwyMVaAI_F!Ka6W{cxk+yx8dK{M)jsud2MSvX2w#Cd8V2bp*HZWS}FVc z-pZ1H_8kk8QUkL{CZX}6vwF2ZfSOM|K1g6V&YUA?L2k~-)y()24t~Yc;TGd^Z z>b8jZJP6_(1jb}y<8vl*18XhbSzZ?m?Yl@de{Nh`h1DGXD=L8D_zec@sUubZll;ib z8OH#F;ZJubQdaYh=E>9Fhx5Zv&)`y8Zp0Xl*kIxUH8A*rn3UMW(K4d4ra2;smaLU` zI?;JXaW8C&o$ZaORIm6T7vea>kd5(e3~&`@k>QJB7Z4bIdHR=0{<5Fg{D5>S6U9*V zo1EXT+t0+vS+y3hT`T}diV|||Ab*WL>(-A(s=sNvejWT?ANaQ zGX##s_e6^L4IU6jDTS&gy{#Zw;1M*`Tf)|~{8JA{LgP&~jN%aYudM0J0E&@TT8ss7 zi^-_5-a-r^PN1#eedmK)E4Sp*-EoKNO^(L zX~0h?kaHg=qAb4uvS7{2g*aL_WV?f*|40Q0pEKR3B42{na`a5iN>w3#*!l!ik_qsB zbC=`AvB?b>w&y~h79=JP}l!a zvUZ*rwf;3Kvr6;N5s`q*qkJz~68{&WF zzre_sD>@mOA-T^C5(BpeMn+jDIkrG)J{B+qqz0m5|4KZncM9ABMavi%*!x}j{KLz+ zN}{U+j9kisJ4x1)F&0uGFdPmJB@QrJy#9M!f#HkyH`tg!So&Y=W?Dy43e z)g_soeGO|Uu3zojGn-X0q3PB2PA;u%n=66?9muXb5i!g%Ub2nLwiTBuoXLYw29;{S z1>+U!l@;>}joLLo1U0_s$ks=Etr}<|Xe%O2vDT@s)=|BBjp7#lG4Z3m=r`5G@+1DP zTqeZ2G4oVV zYznsS7vzd~kghsky9D;QTO%q2!SE3!e?q%n#!wzN_qw)!|7a!1kB3PrMl#eQyLHYv zhSRt%(!=A}Y2obd_5oZI{E22=n_7>n`Y*zPc!2IYjBSH zXv?@<_T@%s7u)*oV)@GwM-Ac*)8h3IhAL?@4H*YfI1?xVKVA5Y3!k~idr zjvg6A9osZVE1ijI6K|=h|L`lRa?44Pk;^9paohaIZaq5Ek=Y>mOEE0+BN`rs7WVsy zoNREg`69yVelk>a@X*e~>7R!uP?V;IQyF0fCERBh#&<)ICAi@Q)XLPbS`KhJ%s)EZ zPYiJ-XM+$;Oht!M|_tK#2+8nP&5y{=!DZ`)%E zE%QHW{hcKDdJ>94)QSCY-R~UjgpCXdlZ9Itrq-lv50z1Id?zkry>uG!CKmd5<>Xbi z;l5*Y&znq{e!%XcG1&NS&E}e#UM#1#=;k)YS)g0?wAT0`E|ZZ4^od!e=1l|=8H?Y-?tci&K^PpYW+NvAK!6^Y!HKI`w4x&ZI zJh-~kf;~tjnpy3eL;2=k+uywH$a>L&jIPBRb(`CLcgRLGlbRW;r-LVtth(}*jGYD3 z*+{ZmZ}^amj@#Y;+RF_M1V0~q5PU$dTVNOHPEEMz8u9 z)n1O`iH*H|T+1%`{Bd(kv@uzISLPTkVjRLuw)4y!@rHu_lj!q}UC#JVU?czQh_zNs zJ>NCkuMMwDh9 zu=B6iONymM>j;bg(so-7&d&C9wL1O>Zlu9Re5d{LZ1Z4}-dJ7$ReC6^dq%6M7O^W= zhL?+l;N&USLj||@TDfc2eYz)|@n7Nl8=>svFpjJqT1pqXlwu7pSPkrwOfsgMTD&=z z0x!$?85-1zMxs2;FF!}#wjX+vuR9@9_Z2Sg+OZ?l8CoOF;Bk3vp{{SVQ)CS_CBENQ zzHPnn!n$$67BEYe~P+}&6nwZ$FV^VFN7QRozZq)m9sg_ z)Z2~di=OUld0AR|QBhYlLwOMm#irZOK0Ci<{wWDUH>nk47ZH&6Jq6Wx%rm8DSt~grN#}WVEK#x2(Y53UA4K?RFp=--O)(7fIcgx;+ z3PJ;uQCmafVAI@GQBV+V0775~=zMbUL+IziceC*on6Ix#q#f+ivwsL7FSzR>GX9Qi zct;HaHyjzu7Yg%LYsN_k&Tda1I%Q_Pv+M-}u9loX()?SnsQK-nZwqu%V59uh$}`1+ ztivxsF_QshWp;r$tE;*oufyea)0byq>s1eCmZ5tdBXc;`E9IDao8|D8TfJMb8ADve zmoNll*q6K-QMJ(f*-{aC2xX#UWEJ6{COGi;s11nIFSdD7+;*&cyFG5bnE-0ygFspI zzMoE{Csg$6PZXR>kW)fYjZ>~@>I(bnKhDfqAjNZB;(JkQ>b)Y4&3A(nes!0xsTfT) za5p4Ye{M)rFu&^htVpa-HpA>0$dT=j(f0WxsxjRQ8j}$=96_&6T3No>X5@xSO}IIW zU#>?yfN(Op}i_h5a9ndR7I{cHDF33B!kmo|#GY0GiIyjv@cYpr+0t2~*{PL!#$ zQ~%T^58qmTNhhsX8Tu_M|GPW?DE=>V!>i;8ohRa7Bb4MV*+d)HyUnSI;pAG#n2z}s z3ey1?wICJ;eM0F41`?>a`_gOq(cI?V60Z)lBI&!=V5E%^&&;EW2knLpV`4nxBB1)b zmLt-6QCxFzu-6qbmBTSOIA~t1gfFE?%|RNEWBGS^epH^$Zflk-3*6m#?(OVK2V`}c zr?mLSeX3o5?>}DR>Gk&ai_3s{H)pA?ZkDBYey7F&Ez@oa-G)6=-F*b`tiA7or{Cj5R`1KG+z!}c?3co)kls(^EA2AY z5}GoZ+LEK~c{+Ur9|o9ZP=0=UZytS=5v4Av)53Z6@8lDc{+?xh41Woip@SC+&Wx`WQ6Q z60qM#H}Wf-CV34Qy}1%SIhwtYY}-GAL*xY!uXwke9Bo9Wq@Liv-!26m<+XX`F_sYs zIupAkaE%KKy?~+ER!gj#ZIi>p9bU{tl1bE_R#Z^;)fGOfz%X^rg}w5M3nCsD-Y`4g zvWclBA#rJ!o!`UT?dM>V$Aqw((3LlCyPNO1aS#;KOEBue{XAIk{uE@FYu3!OPl-K`OZWN zpM6<)wAf$eZZHXs`8bcoSX1*8@bUhaU;5EJ$I`OeVLJ-Y-UrRF|C4QUvA+dyc_443 zCvFQIwZg2dKou7o6o2Xkzl%?>fOKrMMTO~O^_ErlXr>u=ca|Sm^rxX3A=x}hc!O?h zo+-Xv#9c*#s$h*b)2pT@?ju+h#ntdhBVCqHMwkkIj1`o_Oi7lK%-HG)Tn;pUBz;OW zYTeYv?{syvIf#Dq`8>2?-0jr(4s>t85W-B~z&W_MB<()&-L?*OsLG{fXVV0!*vrCR z)Id7+e@++cj8T!i1Nlke5|~mL0i2=66FI_fPtIfaz5>%sF_#){8^g?=9?IuG_Y-@- zC}W4k&K;xU>FLV(tFdf1w@2$=OYXZqz%gp@q8Abp3jA9I^lQSTrd}DPUaE8K*th7` zSH35)QE!TLj$hV`)?$_OCzla?WJUkHBM^?mYa{-bUYoRBva=#7O4EwbO+{g;O?h24 zfK+;D^&6X8Jh=ANF`5P=Rd6rgZ^y;sgjE&?X~aPuokVLZ^@Xn|U-Tr;aTqOr7iEp> zdlt`s^9u5`n#;%M)Lt5`n9TX4A%vTD(7m8{!tN7Vz4z4^^_LNj7MZcEk$0%U`&5+$AbOF_Mxc{byrZDr-9_UOfyMHC`& z>t@qkZCm$_&li8Ye7Idkj;=5%kwFsBICfzn6!Eur;n=dsIWOBp_G7a=S^REPmPJw| zC^)af%NO4^#dmn#o?n=CW(9fz*rw@ZwhrSgZd(s){WB*o+~W^_+^tX66{8rYzJ$DCqLt zd(8YJNMRx-%Z_woSgyojdr4`>CNhT7R2C>N1=-0nHrs8@I z+6AT=waS`=RAR=l)Nv6(qA&aIM@w~)cmOF)eGmbEkF4qExjbOMAahz?UU{{Q63(S2 zC5H&=>N-ONqMpRBSLK|Mk^Un9?PWb8X5bD#5Q_} z3r!&((s*3j+2`UZ?`=R$)l-|s@z%?J+}s=?rAI`x!uj&y*_tN^tJd+0hPQ2DlbNtc zQbaB&o$4s!B*M%5IeMArACKjCMV#s%#8s_(?0MAc`>yg{!-ti81ZZ)HivvzjiFfD- zUy%$vHPAhlz#k<`*sAXSCBTD%#Lmgv zD{q#Sg!3f;SsqC`keVUBC!aE8D8zjFzp|%6pi%+y@|DZA!_VMU$8(z0NlCkBOo(Ar zxWzlgXo+s#sq?dR{G&%cD#7ZE9V4L9Xq()ysi$yGVhsuu!yw+vvtO9f^uv*WNJ2RW zIEW3Q3!zj#ue0?G0;T(GSkG9t4A%Ew*J;DbzFm{s>w47yF>%nzq)~7TZbpGaifQ?r z^+m_251X3B{>gs+q9yJHqoi2n+(=rhYjfZ6V!H(%AmqR(A{&uRvN&mX*yu(O^V=m+ zL5Uw6-oAq0w(bcF{0YLV_k>%5S^_2g7I&G4-guJ7y3ZEgjn()j%I|!=<&LAIhmy+g zGDp3SDug3Mz2<j7O{ z`#y!P(HGEM_q1#9Y>G5KgLq(!Mc3qXb8R=q^?Yv!O3TRjiLYNv-<@G7dVMDsc7iS5Civ30mTq&i5 zy(c&D%17fKHFH%F9D(PN-7B9kYs6^8?cQCwVqhPBx0HCtLU+WWa!p8;~G ztD7r7DQCFm0=OTDz^!_(7L7GHJ~(nf{|wL@kW9vx{zw@mYncD1-6|HkYua2pOkZA9 zL-Z1SPjpMk5|lDOzt0{2gT+)1N&T&RxS6aT0_i)QjXRZmoKKpIE{)<$K*$AA7P(4W z#LfY#r`B$=Txp3~r4TVR9{mOp=VA*Ao<`j7o#GzuX7jyQsP5R+4hcmKA4`IYQ+B;? z09d`-F|O^@ds$A(C9H`hED2Ce2qB(-p|YJ7#Z9S_PmVQ3v}v9pUIsQMNcafnw_(dSG9+`#9M>woxy-U!-N$Xl^YqnPwMUhoC?IV|w99W= zuI#|Q{5*Gbzze~*vKd2Yd#tiw)G@!-hFU!nGm1HooK!c~I953prxzG+Hp$hqzJEFB zZS}UWY>*Sd<}Ja;=$F-a2ae?66cil1+eWVO96xNfeQC^Ub|9;2;1R_r?+(f922Lu( z2XA(Z?f%il2tRASiaMpXfXmU!1d0*MirsI0HsL7#trO|J)z;FZ#kXOse-H7!jO*HI z*MCY&lvSqPS2iCELmq6eXj)b* z{hY0PLX(|Zc{lE!0)A^p-B9!>jDY!lsy79c%Cz{4dS&TkJHgle^{Ag8|9VsNySMWM zLpYyQl5iFX0x2r~`GNG1B-6SPHCAmh_~eY$lNi40$!uihtKcO3_B+ciuj3s3$x5Rx z;DiYB@$ETH2l9|xyI2e3MCUXBgCo;wdS-dFth%Wf_-3taIV7yygn^6y0Z|^*&%xh7O)_#cx>Wnx#Nm6F zUSYWsrhS@0yS>(%?HkoU9@=`}?V?}Jo0ZXgvQlSKtqCT56^Xu7rC-K;_p#5<66|@_yjK^O;Lss$i^k@*Fcw@8(6;Z?2Gm zZ$E#($_Ay*wU_75t(*vP+R9g?Ed1IrPJu)30qHGaP2_}zEty5G927nc0U$nFUVo$6 zJgN0x{_yeJo@wF-CD&syZ$acCitm-`t!(+&eD@Vv4!utYuYTcMa8dc&z$EZl9sNLB zFo=Afz`V))^RcziJ$&uO_jK!&;`-L>GIM<+D4K41bxx8i8;K0F$~5s$9c99KH<|u5 zSX=pi=u<}=)@R;2vpw4cxHw|ZTMg_jolk>$aq^UbC>BvcFcTaO@q2+jGFddh4=Erq z9gXr1mhgQm@5u1?oaQ<85Dyts0#520E{%Oij#$9J)_() zrcGBKIH3`vhN@_Vj}wAkRbZ(#omv(ph^tdD&(=u}1|6 zglXBCG)ij!{{7>+IS}pG&b?c;W7}v38hN`6$zuMCEdt6SJNQj++LBvL6QPKCUt9tt z2M}OQQwCIdM(e1llV6qtQX97*{t-Kc(v_p?0qTp_2~yDq?i}a64y?2Vj*{5ZNf&bshUyVRytFRLb3(aM+H{=tflr=cVrnaA>T z1x@Z&+12ai^{YbO_2JpFH{kVA-r|hOIJ&jEBXwCJ#I&=4l ztR3k@ZwGBkiSYpSpJZU*;~nbWd9Ixok#RH!I23F#K!^|qv1a$fsrA0lK5?#GzMLg` zivk;sf+ncA!Huo_tLbVvXelXeijS5&Uw`JM813>sSif(ReVfSUy)~M}-5L!{GBYd^ z|AxVYTmW|jcXa#poSmtyV@zuM4vqB!`(UT{1F+^mntr>A!X_4hXAsB{4vNB>f?iy` zGe9zdXUmwI)ODPkoQNiRhj@hEZ{@P?{ty+;wV}(AbMb*mQgeSdW_x}bIBK({c)Bv% zlcGvMpv3U|8^!@U>+Q$H(BZ8hIs0&BQPY71q|V*6+HrB>#6THc%9Jw*+{seg8`7IwcP=&^B?hyV#N&MD)DU!VO^WAh0@&vdtjZV!k!UXwS z@Ct#$IgRh;eAhh>K+J{wd30u;dZ)H)y2t-;@Wdf@1qwN$_ zpxmlavcgO+@*^)psJgDV7G#U2I-Ky zS%?xzQJk+`ygnoAhu0M=gjAr{)4T3fQ1s*C_g+QljJkSklEI*fNRoGgM!5O#?qsjP z0#jt#P{NPq$vtY>-`%%N*Y49_#IQZV zxi5oz0(CF&kPvXX&Dft=WXVyM5ZMs42P8Y+!(||XyQ}eX&B$xF_NzKu2u&VI-e7`^ zXEWfcAdLA#Ix+$RWth8(NCqY~86bW>G<2~f9hH(r^!I;8_#Z{*{7`ovhT)S>)^aV| zUUr?67q{$XV_|vOw%yXQjb$#o7M7OX`+a}tFF2=qKF@RC*X2HO@&|aGb9sF0(LW?V z{Nm-DLW3Q>5u8?{_ivav&2Dl!@tPulMwJ5M*?C}xY&O!}pPce8>R&=ae=tndQDcV5 zW5F$D(RV6WSXAcje2rRESk~!KY#Bz(u>JnVbpb=g1;$rG7=zp5+M(ms;(XqwtM?s& zvu{kbctYq_*}+vwZ$k>~yo~dR=2U+U0P}Vk3w)txF0j+_YrDsBx8EED7MYyU4Dd7@ z6cY8zG*AFw|K~Tv1jxurZ(qnx$K|nnpADHoUprFv*ambPDBLdf=^A8&LLNJ_gv&qO zn2|6}4vN`d2wwl{pYQ+3%ozm8zyfd02Ul~s&q;t&V0Lj;frbiM$du?yc^=@3Z~d!( z1{=pX3fTth#=|84j&wRGFk6TnhGlgvK;HrH8%wPwn&tP$v94{e{j6??T$F=|b0I(n z@In7V2yLDYJHslN#kEj^BSCbT=XeB$xZFgWM5t6-=hJyu;14}UQq^0L<8+rL3 zbX_d3ohkeE-tWP%6k>7s_u@A(&>1iou47414UNR;3oW%h5WfCZI5%FcSNXH~wwv9s z)HgECP@V}I8BH<=$aByVoYyOnH)vr^@7U%o3LklWy1vkD91o7|lscu>`1#3U$B_xg zfF;eYWdRyj_|>OfplQ?DDKf6CY#M;YSrUvzm=}BQvoDn8x8cxoW0*BDzlV|JIwLfl zTYjo{F}7)v*WQeT5Kjn(4L8EZz(vLFlV+(!X9KG)QMgTRtmfg6SSAO{D7~+#nx_=Z zfRTf3mvV`tNLs{eAdi5@^VJRIBm8PN*P-8;N1UyhSNR&8EjNA+W$;}Lfk%cIxh`D` zWd~pl8EpL2b8cryDT_*4#q9uhYrIoE9$z--zXSI|wc-3XUtc}OCnjdO z1!cwk4~UL{hY4y=WFio-9D=Lwqut=&v|{0ZJw*=r+Pth1VvjrvGg zW;QS~Vwnh8L;X$}-PaAi8TFo7JbKJNe zz=0?+x^)$upv3y<22sseUR8O=&#ZqP6`;qXLcey-Ynt{g5nAAcuB_9jWzee%5q>zs z)~q^SBi$!P@(?!yxtt#xYw{CD?rm1RuRqb!AvNOFhi^f}Z zG3XQ_7FRgI^xTgAF-v@@zY?oYG%d(qpP&_ynAt3VT*WKHJ~eg5$;H!0n`+qS*ZHse zuq3pIc}q)>y^D^BMv}_?d~;BsSvZqkyM2wk@AOvW8Dna zQ(sOS&y5JZk@2}tU`duw1v+6FlbW4bV{wbAvp|H0_O8a6o7rzdS+Z^IZK@+G9#}CJ z*47cax!?FobA9QoGEAaWIipb|^9trzg2SyM|6lQ}U6=50W9GJop_9nQ;l#O6C4(|~ z1WlLi*E-?}VdNyi(j>+-Fp{H)E6O?LdWj*FY~b zt9Y>HFG6zsB~DysMw;cLM{v$UN_j}i2&xl(Rq>}t4p}*CG4qI?0+A%_D*aAhz$U+m z@;XmUHwK2=GKUU-ENw1>>oA}d4H-R6UPtWx6nedHM~%#&JB4*?GG{Qr3kfUxm>E*r zAio^3fPYWMAhDX+>hG5NIBFB+ul}Rv24$65G4F;-!@ME*iY0jfL9b&H2cTg7h>1?U zwQ9Un$0_H&vVb|e4sn5lP2POBIwC$j%R^3XQJ;m-vZn9)kLPES0&>9H*Bd{_e=(5) z<|i7Y)T5i|P@_V&I=@X{;A8N-?H10QiAO(K?T(~DmPWO$MUDOVP1&d?grdjfsoDnc z+C`;yZ5u*#S znR2^#!A5al5aKWd0{dZyXUhl#G^?z5bw86TQDS9N1##+kq7PXN-EY3V;&`;bt$#hl zeIGIx=KsewvHTY!moz2vSlpbc^G^&}3CQR$H;F0y(*AyA=YUyyLF5hs*FpI;@gUv7 zD2V}8a{eu!ufoC@MYj^eT7RB6HXDu<79q!nH#8gH8Obca4skG4nglHX1Q62OBp2FM zOG3jdN&Myi;bPa}GjLaS6s#$W99SmlYwKhgl!5jTG{Tep_8Qx8m6L}lv_*9mYRtr$ ztM-|C6kO5ScWmn|E$ziF!O~foItai~=kVCtvAKO64;iTL zFcmM1#B$;TARYi-I=X)D#1BN%Rk(RYCZ?x3tcc@BDB~z(dt_mXK!}V+a?;XNradvS zvGrdT4GgXe2%Hz&H>lMUd#NPu!;Y+EQSj)P$j}s@Mu@Y?7QbuU$Wt-QTam3~@EkLs zVtz-sGFz2Jp?#UNE8AUoX}LP>W~(Qzc*QFboNs+}EA=p1v}@ZKtX{CC|6AwsEuW4l zx%u4sh~%T@j#B0w-f5l|$L!BlA?TQym=bnvn0KTa&XRm#NDP-`DZ!^Vd>drm4zCw> z%^c?697_guJMmhJZPlG1&o&K&?lv1saZa&~7zEA8eSuJbwD zqgDCBW(h@gG|zExAq`~->#gG1HlyE@*_roQ>u1HX1$pRvPsBr&o@zLgLWdc-vrUYo z(Rr6hRFv)3zJo6U5b686FlK-*L`A}HZvof@DY%l;x3`T;?v#Mp_LYQR;Av=W&*F>I zV6t{xgBqj{_7V}63Q>Fn5t)T0EW{tmS%gT@q^4tqN>kKfPirhheR8t-4T1bAHWnbo zY(@v<`$logqyyPVSXeadB9k1du=2XdXS&*8yMgC-N=?8AlKh zFkFxhzEOxPQc~20$AAb;#htsBwJH3K!ZH?_17X@Zr0|C9Cc8UPN*_YCc^yc9{-lw= zi$rz(^e0BuI5dwrHC5XREbGr~(4p5iiHLv&I=-lHhjTTk(a_CZq>}-;Er~6v9sHQb zNlgK@04%$uIv4tvm(HsS9UMZSm*c!*RqEWnx{2X$VZ%nBxMfY{^KpET&V6s~DQ7Ht zvW>F)ZT%dOv`L^o!21LCcCeW#)esFd2)MZd81_)n>)wtF1a^3%|0isy*2JEaT7dZ} zhF-TpSascP7@?cvtbc5UD^dc;l)a`@Yqg5lU1p!Iu^C2|sU0w?N!BgOaP)u>p?~9+ zm}1@m$m6o%N8)^G5u>U`nMOZGMeG=sqZ`LOuvr{tm%!gE zIGW(^FKXBW^mo!+KU~-{pjq#$P)2%c873o6NUE+=pm0c@@?@_~$|DR$T2Ef?AStsK zJg@Q(nWX0xhYLUi&BmG{W0YS_gUw+_$wSk~QNiL=@t_ZH&zt|dRk;Lt;Bg}2(NKyw z&4DLP{gh~?-D(pjKR;3o1Gv3yLBb5t<1Ii0*ysG~ILS2}GR?jCaC^F*$!VVnsM4q< z!~Ef?-Z}Tm6wI9n&M;~ly5Yr-Y>GUkcO2u@m{?kdiFn^lPQlnxy9UGK5%{X7=vb%E zaiWqku@HZM{v2tiZrn>6b1RR_{AamHhFihzH|`1#1ENo`b9dcW@*-tscd#+2L)J<> z;S(Uc*6QVJU6sfU9vE`S8iX=^LT2OwF)EumWS z5W-Z)4VX}JQ%Z>gxq;B_c*>lISU1UT)uh zZZnd6og3a9_+!dn@33f)APZ+p8jTP$nLYta2}WK5Nh>CR3&II;0i7MIiwYQFej2q%$>&7S1QCd+TQ%Ci99xWSnSf?=R z(bD~;@`P`ofkgsU$flIPUz+sPDG_YA@D`M{odY({hf5r=CA#$|t1kXW;lEhUNQf!N z1ZRb&r$$1I`C@F1CY6Bi2xh@jtc0Zhsmx=(K?Zf_GwCuS)1TF;H;vC>pC=#4lNY}Y zW(1Go1hhUPG`t(!l6*;0>gg=WGSIe&OQ!tU5cUuRUp21Qc=yM-w zSNX#D{r#m7Yb0edjUsBLZoVtq1lT)h5l8OQRI)O5dU^b?#5`WAuZY$$%tReyA{x|s z=f)IuycakLFz8mB3l~$|tm_leVe@G;xg&6zfBM2P@WvWa-H=5AALn7!~N3iXs^EWt86|UMN+`L|4F= zjeY*&vs6hY@LzA39U5{=tY;1y&!xS;sWDm4JAyoq-UUa5)6*0QBOr6Bf~j=;V;pl1 z-Fis4^Q2r-<~gyqH6aO~g-NrUsqwgQ(-5{LufH8Z^btR5)WAqH+z0h}w!9-GBsDUz z2*m8%e^G3pTjHq=Us9CV3!{i!Zl!w~y8CxuDjM^&_U1d@RAR-a3y;9n@UO8ZA`;mnQfx3km7 zT^#dwg$QjPOe!jq6_wTyK*xDAPt3)55Q+$=Y!JPdhwopVdKkbYMar&KpMHMUGZNpI zpG2v)7mV-g_Yyo}UfcDS^!2A( z04{^Iu+={x-mtZjB#puRra0t}F?XhC+}Zu&#pcUS469M0YoXEMTNki|H{__vdZF2Y zJ76bP4C8jVemZ!s0vH-=Q}%!TjuG@?3)n|6KSVc5gomlMc~TCBB>2O?L*l{!B1eqa z+1LM_8XyxM6qpNaX3r1pUxI+UXuDUszm36ruRzn%{KUdRU%>*(euRh6px^ zGqIj$4OMOw-(9x6AcAcik0i$Qt`P-|n%x-GN-)+T2vD3u^mU)@O2b{bO`+Jj4bB2; z_#ob?zskhO?M>%@#<{2V(%F3xLAblS@ZX!BtXsLx^Mn41=!+;SD#p9=em$8ZAHJ=u z*7}?VN_pzZM!XyN;fYQb*kPe$h-lYXX3)fvfU1r7kRsT30Sm(D2iFFW{lt+ zH+;pqcalAX{xjRyUWxD7+U_xZuCvJxDs!K?7WJF6Aw?2_?^Ll8YJ(9to9>5FyL%VA zpWO_unzWsE{?Y%m**sgrSi-ZR1FPF@?b*MUolEgU{A5Itbuf|An zgWD*b%JG*G&7wxuOt4v&N z^t+`_8+sBx+dUwLNj+>UlCs!w>-PM5*Zrk`2%Tt5%im7NDzd!XDuY|eanB1_@=y5; zZC(`73k#SYpDovC9zsT-Tnj4|N5T=`w6oKT6m&9d2!Bkf#0Zju2@T(!TLx? zOnFf=dXhtt?JqR=tsnJYw>$(n?R#K!H``n9NuT#dl zhbnt$Dp+^w{>{|4%T_FD>Ddx2;VoEar`q`bsEpU@xZqCzYRTU7UAw=yv+iq5A<=sx ziwc2$xz}B4U~XpZ*A15rL?bk1p+vCwVnGT2{%w31@IRJvih5$1fWn)y$u+eT8B-Lr z6XJ>kh;iS5DbvW=B%--%zp4d+y1$>tG@=kVTA3D-q^)xgcXwV-WI1=LxBl%sm*3n1 zJ-MGzPs+sgQXIqve&>XN!=eVJi(m>mj2M?2P3@mS**tg6mNR`lPQ#>Qh2-}Pz^@0r z%Okq7`FV~$(Y6c<(dYk#>$|V7oIvI04{ib&B#ZAdkpzU?O^B}u39t!f-S@A^VuXjx zlJ5ip2=+{pgGEq$aw_sQ*`1Ro{3~L3&$7fdU45tK0Uh;(;}n*<3-|Nz>RTcv0Ag&p ztY9WQBsS|m42jyqBZlE%AP`c=%8!q0`=$MMP)SO-IrSv=YQSf^)N>}{4SCm7EzZWt zS6o|(*>B-ikdFnHNPA$EiJI9a3=zF<$u`6UdT>@msTDGeE7~*2c1UAIlY+VXCoPcS zI<{o9h?x2rNyauuQ9??P29-rI7VzEWPt|uPiUzbiaag)aXz<^~>eU>4c1dOy7v)k) z*}(0GEt>PVwJ<>=Nv6Q8)ZcRf2HZ7QEsLFJ6C@kYbX_;u4xGM@Sq(%-$MS@v@Am+q z?smvxJNB2&N82-CLEyMjUdp+cWx9Aq78aLi#>B({W_7hicZ(WXD7lm!L=ZswBVmQC zd1NUK^zmnn!*mmBJFQdri~DIY@v;M$N6nwYHfLoP*rl=e-G9sN`_3n8r+rr4GlJcH*-QzM+9=ll?fJ%dN= zb5*&y7rJ>5LxRL74l6G)IYuUgx@OpUu4C`_w0coHED~k0V&?7@f|Vd+C!5q`5s;)A z@Qi6}l+zY~5DrbMb$Ih7#AElqQivY}-j7-z2#MYkQ=%JXrs&!dt&X03YxmqR&6(=Y zy-gK<{uR5`FsEWXT%8SoWPw3mMhO`@U>T_X4mQqzaDI=6q{()t&hP0%b=ST8W1AP@ zG7r#KXnWt>amw2A`gzgR!VCB(+lGN)ZXPWjrd2<9-{nMOEa&)sQ4S;v4a^48eLs8f z!tDfSHBCPTV@-C;(C$op%)>#)VBL6OD@}tw+!1~x8%dJDNr;H%aquqr5ZgZ~gF+0Y zu;Njr=9m@|hx?alm^-Cw_)n|rxs{ze?%HMT_b!)tNt$dyv?(gI6{L)XLbn0{5?zkd z>92y$-~8`7?p}o79^S;YXY-b=^F7^vP+^xy&Q~|&q<-Tq{xk(*6Qz!(0W;=hEg~W2 zuk|Gv<)E`YqXRt%4LmC%nQ z=JE36=R6}r;5@;*SnF{v>ebdR06bAXoVDyOwV5-+!3BXxKh)-?FB1_%3nl$4gYE26 z5Oi?43;OGpmD+1p8#`r&e9G9^l|i$#X=Mv>4X~)oupP>9O5cAGz-s=L+gI&m_-wj> zSbi-26Q-*7$md^LA?fLhJIdHb}hIvlb%0 zzt6W&Ha+Y9s#XTi?BG@Fy48M5hZSs-wL|@7H$gzt_*wldubatMJP*OHO97>fj8G97 z-qKek5scIM0!NxA+!OkC)t`Pmda=aeQiV^shcp%!9DMZ4D){TQI{9G8O!SFJEy3kA z7dV+&Cl4WK#;7)OVf#|Y8Ghdui=-BkWX4%pt+f7prE4G$oUv97pD=_mq=Kl$;iWXp zc8AbOmptN{J8oHhws8%&9@zaT4@A$piYDmPap!`o&AMhI(7?MLXm)g%fTxtB2i5Qf zcJ>HA7^1D>AsYtOWpzJangHtYCGT+){Qq@WWDTV?$07hwHTgPqctX6<;U&a6cvWw< zh~SGrGZs%yqU;K>5RCRviG9wi(LX8=a$GU8I4D%m1Qy@b)%8e}(zExQ{n}zLc(1z) zZ@qY_dcA=06!`dQ-DuoUU|>f9?M$3M9F}+h%c`8VA-|Mq|MQl&*cP&i4{3i;|M=tt zj^rnbN+?pEbNdfX4m%qVq;D#u*47BOQe9?y2G`;1m%yLIDIRM@IzV zI=`(Q%JT30AlXbJ<>2Se4nUIlDfJQ{x28^c!J^&w;Jn*xU%cl?>lXHlK0~%L>b9t-%*KXJ6GxhQ9`!YlT?SmOnmW zF?Uz$@2{y!9^VQo)_qK5u%(1)k)qQJwGv`Fima|hpwP%tdH3sycGv@c;oP)6W348l z(qeRBMRj#DppQypPor*Xepg&%`bR@WDMM(ge)5l@ifP9mP?YM8 z)Q@htCK8_-5Grl8hqe#stE;ox3{+!z>Ex6U6E!GLmVLiTmtJ-MtmS?Cgg56wQfSRb znKUlJ@*8O_eP$YK!gwozC*2A92LihWqgmmcEN)7I_HLIHrvUVH!T8W{|BwkY97c@% zO@G~I7wA;UZ9ZU=@WtTRnPDLYuu$OG0r$0uQ+p5H|2>SH*gEl8(hXzett~?=yOto9 z#7sC=4pCzEc|KH5YujLPeIQK~2>^4x{l0}deUsUy|Kcjfdg9jJUsHMqN4Il zmJQX&&X-P+^{e-Wd?2{E3@Ypm))XMhsz2Xx;W*!fV0-;*C9r!a3Mt;< z_$#K%hNkSN{nD^)Bl=qiRV-bM5!4RS)KS7n__8Jzf1Twdai{kl;jQG`t z0uDSj7Ce>?eWJ+zTLj89@d|_nRAlZ|o51(6vKu^|vEsvo4{SjBTR_@kC3=Y6O2KO6 zrDTNEDX2`0ByJb)b?Akdl+ZzoLay4?KO$Tz3TxQx{`7BwP{d2G;N<@F8V`Ky+a{g5BtQQ18jBja06b20%@9=&e7Y2;QeR#V=n> zogq3|a63Qee@hbLb@KonM6QLbKd8B{uycv(QBi1#z?uUYjmwA{fo{0;5bEVQTK^W& z+a+-ud(K|=>m7_i9E2$^_@eLu4PAR1Uf>Os2_#?j+kt_qPWWkI>W_!m6B&WQwcKMU zlI7q#N~|Spq&mAfzUozP^cv4?8-d-BFOH$!>p3>n9f-&@*udr0XwM&>QxZ%eRk=(P z%}7`a4g6DjF#}t(eQDCOA1Kjub=f8kF)L;ZC&NIBW*rIyw+yy&0G?>9>n&-p6Ac6b|tIlmo#-ZtJ&E1(SdnS{hSzje^he2Teh! z-PSgF8lh?;fDW;i@>~&Ck)dLWkOqze;5#I18xF3Gvs__GYZvxf0oCW}X)F*5%xoCe z3}-i8-r#8FDm)BSQhW(fQI+AEL$jd>@O1RwG)5Vtdu;jg{x-~Us&iG%Tog$nPS)~u zDDQ=39Ycvqr55&2V$Pz>=Or#^)VJ=pk^UpaOqij4px&0YFFw54k9Z+yJ*P8NfZ>+* z^~EUqCY`v^9xAeL;NYXzIB{3zD%nmGPfL?cNFZAAF_FivSwXR4K1UyOoO}Lyhy?tt+$^f;#uV~XL3Zp4f9#ouIdfeUa#?)Zj86ZpSdxJw zIf8dt8RB2qgH`B6>{1ttRsZ)pg{`Bjm7xFSCBGU4jlSZzvg0%IuuH%0M%bplD~wUm zLm%%|g4u@9GWwBf2nQCWoT$9YmZE6 zRvznqzTB^=tv~qC{fh3_aTu%T^~+q(c_w!WsIyyff5%_;1RNK#LqnFXwD7b5={xhc z9x4bah=79ftFiX4Q7BJU(O@0@`!N7&XtlDV%E30jnm{;Eaq7AJx0Mok&qRU>6~5_; z1o~i%7*8UACX4!430xaT;Rg*$O#o4?01PkNpsI(U#LH?X4J(Dt{T)gO%%!uwc)ocn z(I)IpL_Em0xll{}HG9OoTqFN=z18Bg55X!b39p=Z8W=;siIo?oc4DXweeH(L!@|Nn z=6|N3;>OvTeMS{sr^vUp^R7GEAqWrzQ<^(@<6Fx4a=m8Jj3qnxnL*N0!o8BY_NLM& zx!yxatUWG8RJ*bWL$FK65--tPlEl1Kl)?(SnuRrlH)`KH9G^`8OC$96MWyDCq6OYZ zQpZiqkXdbc`gsE{Dzp|!5o!F86n*T%G+%KY61z3`WKO3+eKGQV6x*g$)qoL&<1b4F zaDQV1Nb7<~(jxrG?I(|(zd$1=jab{?SjszI3QU$sjoa_?5B?xhpGcB1|D;&+HDvH3 zsIyEv_D${m+WVp4)VywF;jRv!HC4hWJmA$A&F6JD*K{$5EX(5$~IkmP???FKrH;2J<8Y%W4zEFj}pQjxbu) zClB@%`C|<&Jg9-q-sSOf%N-JJ4>fmilD{1e*DD?n}QgLu#ZC19B zT;i`*WP6vtE`VsQid#3JSHock0dC0PLu00y zcyhJVwM5=Nm=IZ&cC&QI`Icw_*d?Gym}{?J{2UJoOcm!GXBJEQ?UgxZ?qW?}V{he| zKAO}^n9o}(Ytt@8vKleK=%)8z^Kxg(t}Zk~1yw8|Hm!CvSgp{}p$?Q1948$XFCt|+ zYPaz`DQ|OH^v7`UL$@?vh(remG+um~Hqwh&a*QYrtcz0$*`oayYv+{o zUqlIrXlNL<4@(n((2#R6!`SDoH)W_P^4T5i@7D-hoj194u!VZ=xgPl*V|AYw)_GHSRY zVi0f3x}F&M1mPTil)NgBcsGzZUL4Exnfsxn+s_|}&Vp{q*QVJ0Zcu&i3(5cOUipsa zzB+OWHJ^hryEY8G+PnZ?h-nEibx@&`b=FIabUA~#zg;jiL7X`QgasSp^!lU#5pXk< zpm4;>7uwFqUUa&ImO7rdZwB!+S;ph2Lgi~PegwH!|b-8#tF4^iEAxb!QIB3fNo7#mU|`2|u`jN;}M7!3I4-DJoq6*t`H)--p!t+IN5U^jNyN+-)J z5uTG%RHCNMb3pz5kkKZV_w6|%^1){mj=j&&5x)%Oqq8%U{%JxGfuTF6*we-o07mld zJ@9f17cw3p!!Jwqtl9e_jOtXaIT}O&*72^JNnZ=r#l|il?fTKT~MHX z0smgIy#5>spC?cK5m51C(?0FYz~#564uPy#8-qwbLjnjVP84xvAb`uk{fDxXe)$3c z9L~a4ADP~)yJp*r!QgFqzsog`ii)AkjFh54fR+p|IWi2b&gm6*q8XMuytKBqw(RJ! zy({-(#%?pgbISR*yQi$XLUNa01cKTxn+7KJGJcz&!hUL354RZz@d#{BRhYVI#NCK_ zl9{m_4I}~aNH4Ne=+3DBw<(`7LdFFC5Ii!J5DuWNE5#k29+@w0=ofMB=NjCbD2tq; zxu0zqY)C6&=&60P`^^ojIT2EZaL6rSo4Q!vU?ifhH6^}#L8kr*F*QP_6dd;#?rW#F8|UE_lP61*Xb9*y`2Y3ZJeLzTQew-@jGU=_YCm)((Y$F z?8C86#;SuK+L!&sb+)|v_?iH#2O$|5tPyY>%evdWy6?sG?NOP0;?&l2q6ONHMor5_ z3!_P?vP1(8V_|08s}3Z z|0%ntm&6N{>N9Ay@~%qRsn~aZm#mG@z8K)mqGMI=7}m(-o?G?U#YBX4E6+Su#(<~i zl`W{!y(+9Ve+UXN_*-3G<&4L~-UizcEK`0<_K34eLh#W_XCRB^U6{91>vML+jX|YS zgBZpSgF;Qy^wq{ih#;GGt(DEU>dFNX)pq<+2JKVV{nYw(7`zX46r^SFGANc$Ui(EV zRTXY5?Cm@9Gg_?^%B2`dRlnz-Yw4P-oYMRCc~`2aZE|5dK6#gpGFF~^Kl>ZO*E=|s zYT@H<$!%avQzv{e%ZZIXR19zf5yQ(-OkGDVBK|CNW0iePi-+YanjvD`kM(`7h8pNE}DspuMGdoJrt73VJ3O-uJ$r z{NJxTpFncI1Nw9mRBSJ=$3uD8U=a3gll#@MnEt@Q>yyjc)&&1vxZf50`h)~60NRj#wRARvkNG~ z%!0Gdsu7n^Q9M@1nRVTII*4j9v)?QGM;_@4NOnu-t-0^9TWIScY9JISJ^<)xwGVBO zG=>FCyw)mJtHp@}GnCOVpzQww(rY#q+I$^qzW=k>^^4u_p8_D=QozCSdh{YBAucYR zNz*=1MsE$A4YZ(<1$yo(1hnBn-k4lM{KKbbzU@Cw4KFfLKm1uTJvu!t7Fd)fWIXqP zhqU3ed6Ar~G-tj5;e}9wS2#@JJD8L8cA-eJP#O)r)*ByVN#yyijHsgi40+Z(&rjt! zW9;dvD%glno(i;EpaSlb>$mEe-Xbm_*q35ESEu>famcYFil}jJ@Ch&0c=}Q#N_A$f zb{dPwlqR@mX^9Zj{c`H?Fi$T!N$`4rs^_{*o)*apf~7R2w~(!^WEMJK0az!a%r$#g zxo^UzB>awx?VHK;qG#b*-rY|#n~PHe1Mn^`E|7}2nkF((`cV&g^LX`8vCr~G}Pf~vR1F`;qeqZ3sqLHg@xr95{1`{DTqIaQ&* zSfh*Pf)#XD;(0jxpc?($0loz72*OUYmvutD**EkuksCttQGFDD1*$AcRq5Ho0%q5% z(;A=5vA3^yB>Z+ge1vEaL^yc5l0S!kN%kmJd_HvQ!<}q&qr&iQfpJnmSlA?_)FL9C zXqd5%r<#iww~JjtQ@;1z%OYK&y=HNBGamtVC`1xYXf{J3oKxl-`s1vDPSwac+dbKo z&!5eIRqWp)7dxNaNL~7zPL`a|Q6%A`2q5P;AK_`x1}ux>%$>oM7l)-HDW)pIF@C;( z6j~2wBM%EP;atWOu+q#TrjJd4gWNROzbBrG;}e#=((tqUR+C_9rC(%f9tp!6TJn4L zeY^P*Ql{>F1q?6>>Nq-@!KV*$v&Pb7Q3;6D)YLqXG<)T%-Q4FihqukR3X z!f(lMJ-shT_rvs^VL+pr8I9(}cBvzLBgdY`kpqQlbbNf$@y4zFkep=8&B2E?7O-`F zaNGjbyVTP_d$QecPdp{DH9r;)GJ`)4da()HeD?~`%QLA8WfwdbZmZ(Qs@R(cQZD7! z9#Nd!wLw8a{|}>nPtAV2aOC$OZGAU95YX+kJs}${YUhFr4U75E{IiI2HY?L~GpF6lcWk-pY$GvRigb7(csM-Nt__K#@>mz&udNI zc4caQKsn&t^MRetHCWHnlmt}O)>Q0PJ+1qs)TpnCG^FNoonID$gFn;M7-f=e9aQ$I zNV4rjWF@n`;$rKst!Y9L?~&nhwL7DBdDkSrohi_%T5fb8Fnpd*4XcyU_DCT{{0!NX z8$A)L&DG6v;Xd=J5#m||y8NGrp{4+!w+H8ESozV>7=-J2?@4T%Jokah*X8xW_Hel; zJhK@ai!;NOt#}`wZz-NoorY4nFy8U`5Lr<%=Bm8LC*w$N>f%ux4p9gj{8Y~Av(!lY-l;L~Y6pCGO`S7M+7=Wy>{}RXCIBSh>0$@kQ)ydF_bJ!x-4Hw!0_L;Hf=n zZmqYotSY~1dWxhPl9O;4P$WV;MGjO#E}x+J8cIVmOOwZ*MtQkIJE1L-8?>ppy3bh1 zCynj34iu_C%=#qpjMRf03bFr^`#5?JPrEhb#2Br zAQeV(g6-Th)omJE{VWC*21(TkPx{#hzagMw+hxFaGkES6yhp~qY?9r{b4u*(s|c~$yUL$5Qjtxc3)%}A8|iJzXvtI z^QlHc{^9xW6q|U*nj5pPsa$gLj`;WJNGmmBu0EU>aG{*_JogKg z5>*-zDddCaqgmJW3w!-TI>~*r$}BZlIm%1{X=0EzV~e9j>gTfD4Q3R_hMgZHHP8nrQel-T|K zQm)_G=;$ymyA5B(L?3!puEuhoBU=AYd?7Bic`~ny=tKIHOpD|E;bjqUS%n>*Q79;r zikUKrb1mGhLynHpPtIr13$wl+hm&@n!cVsLFAHB_V;Zd@(>potfD&;NKh+vvA^sm^ z0ywe4VN>6p>wOL?H_Z>+gsk{7uhH*Zj&GFzBC7D+`bMGRu8qYIylKt})4IY+dJ{Ap9eDoBtn{5aGc_=x5o6`Mc zNjZp%g`iXhwuawR3D1ujd5?)EotXFM5hY8y}a|Sw_41#mf7Ds(GJ1t9$x8i z4%M%}(-vSBMP&w^@&H{rZ_;_1kaan2<6}NkPAT5aUjUmq+wS#!<f+V7Hx zdMuf@^=8Wy1e16lSg;zRizPZpMI~{Xe=lUsk2QRpGT88p3t!rAMx%73;gH2o!7k{? z0%>fx!OLzP^L|l$6BlziA~k#+*G`M(wk2K)E<{%I%{2m>T=sk@-Q40iyNi2DXd4_K zM^hV-TEmX38<}1&j-t7WX8#scDtgGM*jysu`S%yk96kWQm+*(>96A|x>YB|(F+ax-{##aYUW{D_5{ug(#}!o)n`S-t5BfP}&;!I3)!hy1gMd>3pWU*wqUmiA zHKNYM$n`agyL9L!2^xMFtYTdi)khR55>5flvr-%if?xihzSomo?xNC2K=UN62;cp| zZLq~P9Y6lzP@8MuW^82Qo&Z!V)TjW3d61OU^$dECMwYp?36p|H5`Ho zI7~o-E-XKv(ksD!s1);JS;g=B+v|wm)fM@3)E~Xk!;+7(e9?InN#N3qAkY6H*R zr&p`%ZA_Ghmh!)VVAVGcfegaN=qbL2^U6)d)rC9J6A}WrhPpMKD^hJ!vs85xKd)Y2 zUvqG9^elG2y5-yt&~x$f0u|%TH^qcHeIxnDxSL%)K^7M?V#;3-ej$&uJ#%*N&vflK z8H*huudlD;Tdp1+)QsIKZVPe6N{39EAGAKP`NEb_%yhh}7Ro9mVDqL-VOQqIuxu@y zR)rL`{a6`YuwVI37W=8n`5&V%TJZBHn1LpDofQLE@-=_$I`qon03CsPt?v!`m7m#W zC!v~;PT8ZiAu!sOi}|x(nG(zi{i4jA!QP$>#0K>P$c+!TI;FuDRT5N-Na8GAK7WBlRZ zEri@}R}PH^E*Oh~IEfz<+AxcctB$*Nl;g37$ln69yNeVrk+Df>+hZgr8!GoOH<)@^ z(Cv$jq=WRqeD0{oe!Jm2JVZRA5SyyI5gP_KJjQb1Us$FAwxOTe9l znQNMe(4EDUea9A8kTha@PZzeUo5zeb-*U4D`OFaC&pMc3cuKG-eA&S5kCQAlJCOjl zGIieWnO412UIsCYbRJpY$*|1B6X>u1ba&Bz9g45zQv7zE@md25X_#z_fQD{+Si*JwGud$e& zFa23}Rpeh#B>SnQuA^?G0J#Gt?_dP&pO>LP3T#O@1cQ>M^b zO1*sKV$=tYRQSN>v%JK~27Pw8T0-Xps`X8lRC4eNC zD2Pz24#6fY|+PcGp=lkcFj3bmzMs zr88Y2Q|%hOWwxR$x|;da2p^9BB9ZZkxbvZ@vyJYI<8Twr-?5q_+DUcRyegUVC>obR zJniRn8kccS-EhvtXrUjwbiqzXmEZHk#uCW>N13cNMlN>UHfFibLO*-a3$;&mh^{^i z*4BoZqPLjDTtQ&S;>@T{kRSXz7bUbmD(Dbsirtc`{K1_Wcx#EQ(=?0~+Dh*b1n^ z-L;(+ninU69GgQGp9ZIFKniOcdN~&5UXJ-+^=@8|3nLrmd}|oQephCiX%>o$vOAEo zY5rZ9;lv;vJk=a~Jpgn?Gfhl=&<1DqcO)QM${)?5O|T_CMq4z%|x1 zy6Ia%BWFb0WN5P$bQ+S0H{6}7+ZiO)|78sM*QHVxcdmX|L_C@n?%8>uGkhDoGHDlC z7XkU~`gQ-(Y_HzCM<0%t4&%c%hLH%SG0Uvuw_P82A$Mm(M&_R5hEPo zKKkK{E5qju2fyu1;lqEJl)<1qc=ExA?Oz>-!t7O@BSa8N_`qyjtgP5h_wg|U+ACWU z)L;f!IgroNCyM_7QbDc0#FDwX4MoW;P=TyeExc_GeTo+9ryBJLhk!IwJ=3I+FzzGlm3Cmyu0h5w+1vU(BCIG+q$n$0<;XJ**5dk-;2jFB=z3<`OfMn^Pns7Z)1W+|B_4vu5zgGLe>S>_PqHoO?& za;^ucLOo+_z&T+p#>mLXFnv9JTz19f{O|w#FW>&gcevgzVL-yd+oKEl8jy6Pi>Vz4zr2dxe{C9b3rpgL7)w49@0ss7WvFdVCh*Q(k)5ZAI z0nYpGk4b3I)8CsZs~AAeOUIFk1N*u6L+{Hi&b|dR&FNyT5p(rFkQg2q;n%HWbgC=zVXFxaLPS_$t9;*|k*k+B%5o4qp zit|mC&rMOsDY$_E0VLu4LvZ#^fa&Y&XQ+RWi!ZsD54`<@eC;#;$IfeZl7zs(;2@i} zY$hX&V6Xsi)1=K7(+4N`!FRsT_rCL8-uK4$asS8PpGQCK(VV#L1g2w)$%Es_V1y7L zqKz>l!vpj-y1DF<%X$CX-pA+P`+0Ux?q;-Slw&rJf*?&JQDDWqYeXRA-9r*e0wEDo zb2E(ZIgpVz8r@xNI%X5My6r8w)!Db^R=2t(XI}q|ETxhl%kZ&x-yYItN(driFeFKG zWEEf#pdjp=4B}oHG5Xs;eiLI2mnK^#@%U|=e^M1mI-~S=*a<9Ab zOTUtks>wO7C)B8(bJ8ZuGuLP|_}Irj&Zj>0DTarKNs_KC$DTwHM4P0MAdxA7+4agYN)zv_VAAaqJ?3&ui=H4w3 zBjmwvu(P!({cXt5r4^Z{^{AAdZW`w)L_?+UHs?k|C4w9+kX-!#~B_PrWIR& za1e5&hlKNgem+-Td=)31c@oo8Q$SLhYR1Jrg%**_&Usr#1;R{$Op`Zgv~n_3<$XXE zO^X1lcm*Vr#+2c~5&C=j_~QS3iPyjQ4gBf%f5=iGZ8?4m3V^{8A}Kh(r~{}G=pXB+ z&wWgd&v4~cSMugpy_K(g=Kpx=KRlJkJmrz}j*hYKz&LKD5RC&kz?RVw1pN00KFeEQ z^;Uj=@$VUCm}3Tyq0yZ{3oK*hL=%*oNy~(gkR*X-+Ty^z15D3M5sBHe-}tN>a_ifl zoe?=sKjREWM#lb}QfYjAoVn&4P9u^~5J&_BqACi42%firOn~j?{l7s|o93eV_3;eD`^bYlAKQlA4S-PnYz2`%G{VU(( ziBEkZfA_3suzB+acJJAri9%rhEFLj7I>bOor@_HB1LlD->A^#F7p2BD!`g*|42|1OltB{vAD&m{5+#|#q+t>|B0ie| zWAO5O_d?~WH=;zbq+EHoT=B8XO5-W+3!&?G@Yk z)9?StX*WI%+kkOd+B6^G+OCB1;>0ea-Wa>wUvz$N1b9L6+~J;8m2Fp!Wa0MjLM9Kz z;=2W!)@+#Hs}1sIo$Ry zZp#^Go=$)N0FlVd)Eo!)A0WmQ5O#L`dD%!@R@Y%+WfK*LG^=v{bD_$r(1M~u5(1*L5y{(1{)51Zq$vnUx*M6o z&_=`VJ$rfCzx*@b|L*sA%iI5r8{X)K>_0F;b9RnansUt6O$3Rzz44vA`c<_mZK=2NL8*qM#Z9~w7jPy6 zpmMe@%0H9abM}IemxPXu%8m<$VmU})Q5i0jwJJz$3tafdfN>^26++;D|MyG${O7-* ztEZQ_*(OK}$q{D^+I{=>F*7s6!yfi9Ui{)0bMu?uoD9IeJ$w1)H^0GuzWd$(-|uhY zs7$UbO;D8?7XUzSJ5-IuZVBE_9NP*>+5jUC>DmxNHL3TW;Ln=alL$9 zQ-EFi&C1w513HpdcD2+yHU>cR-pA}P$;JL2LqCDj5K;1Y`XkwzoI7HQ1Vzp#IHAD92>3W5>> zff$|N4-jg*;n{gvFO@QX1a!o$M5~hyCvY@F!$b6U_wj~Ty@5CX^P3qQ8f4SfO_?Hy zV~Pbx`OC-oJVXiH0JTg+0GWD_8i5lx9M6G?1N{5@-pT$0`+3{P-p1(AAd_=5BuT<~ z-~T0Ve9@cv`VYUtCPo?S8YLzvF^wn`Qj+BaGD0H|9hula&Vh-8boDm4(JgPxo$qsJ z?sl)caQz#f$w1!-5SgBt%I=*hoJ4_yBy5ltjvWg?3s@BwQXDBiGvfSvf$aQnEpFGE z7U@sfrmwe;(a}-<=S%;?GoJkn4j!Dy)~ju2<&BI35Wxv3F2GAqKsH81MPf`5fi0Ui zGB_~6*T4OLJo*uj;WMB645y!Q8VAQG7-)2H$;FrR);GL^_rB*p=>ksLa55xhHVYY% zxZ_p^Yd)*gc9u&K;OpP~765%2>rez2 z9}PkXjE|3JB$;PD>sh?%O>fE!JwTeKgd|~X;|3n~@P~7s``(XdKleGj=fD072QmX< z8@Z6B&?ZQn_mlIu_~MH>^UO1`jcq~*MK*Q`L%Z6dr=%sGv*Cy(nn`(nJxOQw~je4VJ z{r)xTbQc1ARBNP4s*OTrf3Jq^HQ?LS(3-N+VkJ?d?gzDFt2MA;rB3@^y-BD-)vBIj zt%K-mB;QERfGmq;XGpi=TUn>rq1%a^MAv|=l_BJWB?0NnShXU z1&rD0S%!y(xc!}PPatIJQY2wq+Sr2X8! z`zH1h2zjkKuz&IZqXVNnWB zAOXSoBVbIV8Ji6D4st^C1U~uSpXAhkK8+W@?u86=_cGm_;Vo=PbQ$k2cF$c%TnV309chbWx?{G^V`h*8@_xs$P0i9N%{m{k`3o7BPZ~jnrVEfx)H#m3C~C1Ghb(7mQsFSLlw_zt@@^ z;%$&vc~~qBY8ZooG;gUP5uwpV(r6HgbR`K>Q`1~{;e`M+lBA6Ik)>OjoSfuu|MqWr z%Uj+8z|_cxrmj~X>>uwCxA zcnt*0>#)d*`JFYXM#ax+V$8ap7kN$Eg_;bd3h!B&;Il5vQmeInx~Q5ADlx&8p;)He z+m8B4G0nv~576sK+j9*sjZnNqCD`j>{_Tni%Qb8-wjs8^ETSVjLFBMGD&Z1xSo<_= zb<}+o;L6G(?x=5M8C-G=g9SRAow2bX2#XY zPd6CVgI(~aO4BkazYkjU_-VT&)mKsVMBs9MAq7&Dm8bg|9U9?BKl(AR ze*UZJ>+fT1^BApW3(NCbh@-KM5FijFHbw|=G#HSHHUw~L6eH1MXn2&_19QCd^>61k zcRz=_-s8^nc6D>lhuwqoe)VITYSEwzN24HwaTLhJ2nqoL95{H8y>TDC^m3Pb--U-h z`C;7go`1o{;f+ks&9GTKDm_%cP5GHas$RJd#=c3{c$bhiGKulX~+PImkueq8R z{L>5AwR;z*oODX2`V$oaVd9_b%r*egfFLoD$D6^qf(|km98;oGy1IKfY4gc^{(nEq zt=@V|Ui`8b0dTi_-I))*_x;SYW*DTGW;6=Qr4BHPfP^I)M>1Bpx)+Pf&T~02+T}OL zcJY2lORa9=>bs!j4hE2nz4{gyBmf-cq_5#>-gY?W!L{0LPcItoWBB4WFOFQ2l~ z&?4&87~<+D>e^oR=llP$_YF{zB;VKfWvOY5v9r4~v$k#9wr$(~FY#O2wrv};7<<|* zWWF!zo&4fdo-B1&qq-+wPfjTj8F&#H@5a5X!7};_od&i6G9Z8~MnN!$aI_QOe)cUQ zh`{eN08?iyn1m5SVnZ=2ip_S|9HWPiL48vLe7+1ZWM+LH67UKnpl!u0U7W-g{P4lD zFX@BN$vQ!je-bxiFvw>JU_tXWfb@0b8UiY?V6p{+05%AQBlhoR)7KYsN5A_QtjXN} zqgT>dkwM^rG@8PhB$k+AMMXK9TbdM;%=Ktgbz`ZCOG}-x*m5^xf(>910289&nA%Kn zy8&N7;*3&9Eeobb@-Uc54mV>_R2NrcYWsh<{i0j3?#64QAW(o)&OH|Y{4@oRKm7>C z(^!xVVqrk)Dv=K{HqqQwk2bWU!l=M*d+vf=57`y#Y_={+0>x3k4 zz;DlCLg*srOG&&g3j-=eK}>eF_Q+B{qHQowwlguRh1b zB`3=FmZf1(0PDsr_aT2oanO{MHJB0b`QbMLunY@e0m3CzGnV+dX~qx=g-~o1j;BwytsugEEa{FKiVomrxxN$U#@brZB7b0V9H0}!G>CjyR1 zw6^wkG&eP4!J-BD@y8$W>o31x-rV^Jhr4k4nP&KEMw@{D5J@h6$*q zrnVN<)zuhQSBKGKMq`=D%V6x7F(_2`SXNdRzgHJ{Ms1pbhKTZFKuSdYKW9kH4~@xukIZfY2~Dt`z{_pM19nibCxt%I>U4vlR#j3$F5UZ7E787gN1nRiRba@ z2cKhD-7o=9m=e2W*OZUXXGq2D>gYn_qDGNs3LpRzQMH*UHA+RY$uJBlN46Ygp<|LY zREv+l_ylh}`xbWDXD9jX%*zhO&gSc)EL4j2a69JBpQq9i6O|AFW9e=}BU5x5Ow*M3X+>EDESUKIhwt#!r(fZh zpMS-y>9f$)-YGzt+F`X=cBSR8_Ihh!)wNbfWkt0}NVPOK%YFFL&iSMl+9AWxGFHTt z;6@qX?uxt$a7mZ5Hr7xQ0kf5tmE)(Mf54N^K8>={GWY^M0l={Q=`z+acJdjBg`=pi zZxA06qyQ|_LL}UU!cYT2Ql`(VP-<*Zq;7!VLvc_pUJn}&P;_W-WF`C9q;$m0&h zNAJFeS6+J=g~73~Y)L4x2pwIjEIZ~Sh#=NpYaRI0fzk*_e$(2V6`ylPj^}y;8pJc} zl!sse%Hezjuy(*HnKY~<*P#AjjFIzDjt_2{xkUge!C+9{Ct7`dJ*G^Vg5Q7t9Y6o{ zGk#P$jx%S>6uPOl)>haij&86_kfPhhm zDC69DVPT;L%EZ}U{Nw`>J3t5W3Pvax!lH$XFn|7hSEsDNG$Q9zs+?R^brqIgdTC5j zz?mhMSOQBexg?fU+lUb(BtL9JS67z+dWcBNHW`L71Sh>YX#qIfJbQsJ&ph+YLj??W z^UO0|oNkaj?~-w)uP^-yPv$hB7M3mZVhv6*5o>g#eB9Sy_QsjXmiq9J2k3a_0pb|| z4M7$huO8@_bEI-d&u@cJP7VyjRPek_=-7oeqnj&2c^+yj)0}e-|gx z?*=bB*Z|2f5z*q;Z|I;fyXzNg)(XeI{blZeJq?1Y%H8U-7@QF+sL#c$rD0OIN0;Ab zIZtMw3-@xL&R{q(oUB<@K$M299-y4ZdjLVM=iF5vLUwW(>?0UP08{^-hB?z`qaauS z%VK8_%MznPTYDQe*?BdbovEI0VamQKxwcPO|6Z%>HM3psAE1xmyUr&cAgnF z`vig*GhvLx@dyOYk`;jx?*W_uPG;Q(!P(aZBI^4maD5%ly~8$~Y%luUFm%T%A6Wx4 zWIrpuv4zsoQglQ+@XFJ#3P2`QRDf6{Ci%qVY=4GfNcqg4w+P|RPOQ4#YFK}h^-wpg z4qf3c%$zy{pS=1h{`vQBVT}nD7RWhS%QgYbknalp#i)-qIp_8TDR52CrL1+x~-0+F3IpU*CL zhSS?H2onDUtF5Z05}`m5zWDM>JaG5@_~`8qP`|JNKEDsaKv2%d79$#o;GB0?NYq3$g6vWwG%_8)N*q z@gOG5Q^$Yt>F4#?x0kHi2_urT{Z5n?5`Dgs}(@*kw#*7)# z*b_l91qC70)Yio%kwivm^r%r-f4vP&gb1{3?EX9oT zlRmzrv=n1Tj~1}ZDyyu5)mL8~%PqGYMyu}<)7#nEDZm*U*(qBuma&WBC+7hyxd*6v z6zJYD%U~1tCa^8rNupFzEjgrv`{cnmb0Ej+g@#U!^Yx8+HfhpC+;i{$(Adz3fB*eg zF;;yj0Ky?^GQitzyKNOPaV-H2W{2p{_h1?2IQ7nb0uavZe=Qty%+c6$&poBiJ^AF5 zShT1fL(DX2cZ)4H$EvHYiczCR$^&R$+Jg_?k4Pkn=H_P1n>SaDdwvlhZdX@$&@oA@ zz4lsIZMD@T-xQ0U0DaYKx8@E!T5@Ah_oJS9=G2eRA|T`i>K%F0hisjmd6IUX>{9k@ zB{_glDVyu$0?h37x~P4KXI?wbVJ<80Y{)?7JkTT2Ky?ik03Qa8ao;_$GE4PN!8~vaN%Z_F0}10W;(VC6T?8WibN502mfNdha7NwKrf``Eao4$q=-R3lYK{ z5d@4Nw%B$H6b6d0uw|j<8gXkHIpt%zIyzBNREE{pUlp&s@R9&$3W^KBtPhto)Kpeu z!Mp`Hdi!H>?oH=lr~P(7WoadBLw!>{&O7#8eDvkV7#11^k>>$}h+!Cp020cJDlloq zNr;(ISf(ZWfHT!BPNBrY11!}gcL(arhDI*1Ove2wL9U7bVO}XID8`3s-tfCGzD0Ri z8ALXRqwe`lpI=^QOq+??5p_8ArVFvlUb~>Q*g4NRFyZr(aw3L&@ zoLgmJS2>H7mzHAI+&OsToi|WiR3!Nri$$IOi3PX@pW#2%BN7vgXRz zV3UpT$aD9hy{QF3qX4U_IpF;c+!x#Jyfvz7t1)lheE1!)-kwM>X&;x5y(@XErMqpO z5jh!FEK54fI3tT}wn=bk=FFM+QXv8rV~lLS{`za2iA8`YwxOV)0JXKX2nGTWq^cp% z6VX8Q0kEP`g_v8QoJbi~S!rc}0UrsP4i;;@Pz|QCrHzDADqACvW}g8BfRlz@i=gSr zSTg}>oyTC%CqN$pN%~@@2}_+fVp-_u>ck&^{2|+`uf8hxK5En`1)5nE8*Q|q3P!Ds zWtUwxF4ZJ?$t(;xf-1DHq4R&Rn`fSRvJaL9jwl&7*(Oh(jBU5w4&QzEJ+8n0I&^e& zU?|yYtF4L?Pdrhi>Hq@+Z=NZ6K-rd9V!Q%xu7;COJ_Sup%@|6y;f5RFu)_|Ode>i8 zQ&S_aBS((FGRsWHCYx-6Lk~R!FTVI9o_gvT3?zxxIjdtqESqb; zY>YT7mJ~Ojo>PI}2QwhV1Ie%lE+2xdu(`9@c;f>t904Psg8TGXXVHfyD z8|h#58%ju!X)#I*Lb3?_v-dxP2}|Nz7F#gLmw1fK@s1ro25WAxCZZgJ$kP}G7@WFj z7$9auVqwG(Q$U&3P*+lmmbMlYmK1_5cCgV{WJ#QD{=)e<`_Oan=F@LtqwP1w$P98^Y%Mo>%F(e>Km<&>bgp_srufys7V-843Nllfs+hX8DP8q zg9v6cChteojlcpGBR=)`Q}NO>&!eKE9OEa9hd&{C%%R<7D%GYlAV|IFO&DnTIq+FfIqAiW5m+~o|0VMt!# zuRnjs)c^iNQE`d1LDzE|0|B28t*tFEV=-KM!6i8Um=gd%{A?B-+Qu_dAA+0 z?#An4%=pm|GKe{I(bUueKRC;dtDC>E{y%*=$sRn|BnBuslLRq_jOG5I-{bu#CuWh{ zCy{MwAnEi&p^$(&Y;cNzVgCH{Pkj9G$N28sZ>7P{nKuv2EKD&)s^OKCmY_0FDZybu ztujMz03feyzaowx6w0usrbev4{`$f|(5M`IwNQq!=(=egIWppD5~iA2vu0u9#ED74 zB}A0?D(Q&ZKmYs#07C8Mbf%gfEA8Zy1$pCea18t24MXKsp}wvHzlh}0^y$-uMdF2L zpOqlq(vv1i2e+vTs;#V8XH>Aw#Wce#DBm7Wf)N19j(H~SDkf&m!~&7SBwqj0t`kwe z2cx{z9$sIdrQNiNzY?~obIv&z7hG^YhKiM!m*I>v&Jf12{(7_~;_RPfyooUBgLc|! zCp`4f!x$na;L}r2Jw?VW18l-#bHD)ypsubCx88a?^4WISVLKdg#1Y+RBIL~eacCO@ zOlg8#o_S_Do}?KBTKvK(9{9t{|BUi5%-m1Fb@qUMgCo4{8F3oWjxMAD0qA-`aq2n9 zi}QK$s$6ftya^HI(4XZ~zEYCU)(~M=iMDEs=z04O)c zB+eKBW-t%z_>!5^-a9jEju0XOLm#NsnRLI&nf)>)%P%4ar3~wsHzh^w6c)s#V?M*5 z-~WzMf0?k%SP~RxFcb7*YK~x?&DO!VaZ8}RtsMk%mN_S{1_lv)h7TQ`9hkVnM69O3 zGH<^57R;C_)s#plP_6?I>T2pFp#J8|Z{qcr-$0R3h=?U%8`On{!5{R2$pRUq7mY{4 z5p=1)&9>hR!-fqPunqa*`*F8f^O!RLX!LgjJ(W;Cv4s z4EO^+Sa!Tr6BHZ5CL;_Yg{6hK?tj-w46!5J5ocS`@lBZai_a7mnM-fK6jL_*8#8Cl zz=*P8h_PMo3HHVyKcOHR#7`gpgjo&qP*+ulPAh`rE;<$m9CH9BuD&#a!2rTt5zL#l z0Bo6d%+*L_@Nu{w0)vU5th^&`sMq${ob$>SfD|dIYn7g6K#MwOTb3f`$8d*;E z8bb&o?-?^|aE5AlLc4DRH$+D1op;~Gd+)u6Uw-)ob7s$$#vKUwQ5Y(afRNfhaUh~M z(-fzg`T>$CeyjjW=FOWImn#xf?Cd$SQH4tAu?uO(6_+p)Ij5(eej4YWf4%^66o@A& zP=ScFBVV*=kpO&b;EbU4C}DtNnj-3!ZeWm9&d5N*eOvl>3EHWknXKezW<-N_p(Go_X?1`QKN1 zfG#IOaR}y%&L09%cOgwyicI1BpiSYVdIio7$Ps9yew0n4tol)AUR>IzXGBA-OjF3& zFaUO`D-ewAnS0~KYJ*m~D(5Fj7AIy+z(q@`t?ZHd5O zM`YgzA3EE*Fs!x?8*H-y-hT5P0WE}zf?(L!A;}QAu*C#_D1e$^4Wf~l+P4cKUkDY& z71C}95>L|aeeA=cj)j;!dXkcB+7U4;Dsel*=W~ExGG-xXU(s~^W=aL7?*}ls(M>ns z`@kB58AX90rm1-5U%yU~1^iMrmiBcHP*+n!6AnM+Fl@EeRtQJC>~b<>H;~>JF*Xs7 zg)w3L1RQ$GA-M3=3lQ#zAy5#2$$+64T`yMAl1IY>4`yVRsWJiRZ0 zfsA8h>ds@M#R&TS63_kR_g^9LbDuvcqYU{73l#`xtu@xdF-IID-*0Y$8ZlwEBEXV7g#|`opb&HB&&7}5{eVq2+du#~!$%Io zxCvv?u&4nI_4T@(4a2@Mvf%IWWRMg-r(u_2$9E|ao|JBoK>dvBHS(@E&Herf*%@aZ z|4NHDvSWoI>T&WYIWQw5gGKht9J({ouL?LK0Zzj(r1Ads*I#(&op2S$F*=ZG4 znY-`48{2HNjgtCUEsjW(jfiyMhln&YPTcOi^G;#Jsi>%sYs>vJv?d+f-q@9XNrUd( z^WNOIkuJzGM5s#1TOpNK=1~r>yzWjgA-s6uMp^#rt6J#+x!769K*{fesAtb8-Qose&X+N_ z6PQH=;>7rieAkB@c;q@OOSxDQ3u|j_#W$aQBSC(NJDF^QU_`bE#Dw<=A=8odG~%h(aKsn}8GW5s5_+@`te54x8bTTOPse zX>(9X)c~8&Mh4g-_~A#p)q(oi4U%M5$2Kl#M>HIj8m9A@tSkW}h65*2SXhJtm6n@s zz6r0s^cqGE8!6|E#v;xM5|A*jz+kyIFiYK!#Vq?ff+cKCKv!27m1UKPbcS*Dh1X!k zRaV3%TWpRoz%s$Sdu+ z%kB~bZf$Rq0%lO+wKQNb#xaQzud&AJ*hsMqz4q$ssABtuII)}|d1@hsg>x4Q;0PQ; zYf}dng(EQ8a+kAg7W~4O_R!Jl5fK^vrRakTY!~sQepAawWvlHN^`7$IC?g0$z zPSSAH1qa%nbbD~pg5}V>+;uq_YB<&Y?D#$hUGshe0TK1)ibNhTzt7A$AhEf}_inM( zXXQemehw}PO<{`iG*sKJz)-R2)2H>Dgqg=GBlRi^|K`>io-=12hLRN*=O;jG`0(M# zR~tKa%wPt|gI|m%YDDHk8^C6yF?>r$@oHPe`oGaMPv|BkE9SYmk|%T z-h}#T;WTsq^@q$UfnVP0cuy{<4~!REco6k+Ur9uL*AC?{%8sd<7%pSVYCpYiX3O## z1f&6qFsHg9@{r3Q=w<%k{*8K359+%P3Gia@97{tK8c2(oSZ3ziBqxvoMC6UNdLe_E zv&}E+E*A?D=^6+GqMn1+xsS)&>3TlP273@AL5hh%pzP1flsb@0WS>v=O8_J=$S_b; zSct!;{3}cxAr!)I7%*cNBv~dvK?9M_E@6?`YUiy`QCfk9<|Z2?Bj?U|ldSK`LR)JK zmR)ICti9=4c zmzty(wSox5EUzs7#~~RdZMLYS2&=8VCf0 z(of-V*d@&;?@1Rr{Jk~Q;bi&MPp!^FqkEH4M3jjJR5Psj{C?$3%Jgqvef1SyR@!E7 zz4ev=HIxGr5KB#Mt)OPvvIKyV$Uvh33@~7S@4BYV?xOYcm|4!P8m0h4)T?|3AXH*I z?zkfWhy>9RON__VsnZ0c!<-0C;rJ%to?*j=N!oYYZ8zL{>#bOE#T7+{$!WlY4?c+F zk3U|dj8x!CGtWpG;RMO3^ooXLN4P6hKFj^6{Undndja35>n5bn0xV9Cc(w1tgqR=) z)h20cZEcOS_{etCO*diPb=SqtJMXOIC3eE7QKJAr@~)%3Gwwts4MgN<@BJIX@ys*N zh&YEp($KJPzWG)_j{;l(AwSKtZ@>K(L&)+@b_ogn`hZyGsU{h>^ev4odjafj`g!iB z*ewxdF9f9DTYZujx%Z9S%K>oCMFgp*$La}B0(rcHo_PS7{DO}xHhm=x<{&p`<9)e@ z3-L&{{>fEJmV^PVHy-1NdzCk+&x>dP*`2xH>kKn5Zher)K<0s4-Eaev|N3U$kQh2p zZV!R&Ir{ltL7no$PKAYwb9FH|hD*tw~pQ5a)_@WUd2d?foYkuYI2wY6aK z4RbN3b_}9cL<4HbMnM<` zfyp^0vP8DV6hMy^v#_9PKHAZNgZDTXm)>zPf&~Rww4gzb1u>Wj#2Si`rYa^SoN}{I zadzcTl!v2G>S43f$5=_cq@nX9(iKKD5)}ZJL53s04I&VcycQM}IbwYRt4Yq7A}=vB zCbCfUscxLWylIxBPObsI0)$f2Lv1^w}a)R9RUm z*92=uB%M#gN{8dKA3wvR_dbRb&Nx|Ovk`S3A|vSn0LtV|+5Kbo-q&)MvmFnQM5C&# zyFf&G)7P^_o@MGSb z`DkfwRrSda(=sKWbUNUyuZA3vv2SJ9JJ%;p*5wUGv(i)tZ(@byKT5~oB0!WJEFAzQ zCGDPba+O@n9Ck^H=3rS_nVd_3MnqQW*=L`{haY~3*|TTE=l2P7OhKqX?#X0^X_^`w z!kQ8;IW-ysdSBU}S+k`yH8lxR&Nft6S7TY#s3%UGh%L6*0^4uDy`)X;t3WbKC|Q7w z@ZW#`!LkH(2!Ozr{mQJtF7fkx{PD*EB02ED1F`z*t84wmIdkUVwbxz~5D)+X)|jRx z0~io#hYOZ+gFz%TS6z{CT+T@xIstJokEE-)r3DQQ4Z`Z8g24i4NicEFDnKkqV_!hh zAm>$^yU%sDI4uRG(k|>VWo6|Ehr8rjiseVPJMOqc7-sg}cVDcq!U}RdML#C{803>< zwUZ`J>ao~xb`_M!ij#s>jahO%-HHLvJoC(3nJT{W>#x5SS(iSLL(E-<(lhB7fBWq> z3>EXH4>>Q~m=`|He^8{?XL4@)_H}u4@>SjPMELOY^9_G2A@ zx_fNyb(p+vBZH!XOJ-2VychsE+bySJmEj&tKN2UEUm`o!7YYSYSX6+P#%7Sjoh*Rm zFp<&;a~SJxx-Q0#ABXnNcCZ~!BL^2qwgqO2EYdm~tb;QyJ{@PCaTXd{8&FkNg{T<; zESBq&L698a#J~^BXM+qxqY=z(n}sre8O}ZLT%2(BaVRJ##DWEjVEAC~Pnqit_09N7 z&ZXs~hO{%(w+!>WTjT@0$iiy)YLIROPfyKcB>CA;J%b6kRF??hLk>DVo zkbUgH!Th3e2PiKuMKI_`EG+S4djr5yuV8>dFwoZ8fv~zp zL4jWYOFl|bc^R_#v#01vMGc+q`*iwq13$U$N(8xRp&a{>u5|8u1_{DUAG`Ps?z5*Z zw^>$X1E7H)rfE9P<2;v@a#ahlp}!-;1>zDN!jiI5`Pkarg16p$19$%KfB5v%PvhVf z0e95Z)gc%Rh|^-xg|nob6TF444bo68*62^e?wE-L@F5_auC6Wtm&C2Kv=n2Uut z6R^%Y>tNEPN%CI3iu8~jU==V80Fg#I?X*+z`s;6q9Mq^WBLr>9ki60W6niDPfMupn zpN>l}y;SFKA~>Z$ov*yKOf=cFlZ*e(P9$dW~iyDMkE|VTU$GbG?>aY*m0^fk#@9# zI3(7{L@>i727z@)W00W%MQU?_xcasoaZ-6D&ph*j<@smNJo5}T+;BtD8qE5uOQioM#@q!+ua3ECFjTsKvh+^mywGS{%2x^9~8q5}3 zET1EtQ8cwR;n>rU#k}craP4i^gJOib;dLVGVwy2I55WQ%KAn$-dLIi%(b&?625!U} z%dd`et~v)>Zod`UI$AMr-h%kOX$dRl3{sSoMoNh}SuIW1ow%hYb$>Td@nS29%kw3l zd!{s!z>GAe7p{xEP_QtBww5-jKja=~Njz}DoO$?f%0C!6Y^0rM7D$rIw(lblF)Wh& zMuDxc@yoZr01!11iSfy0?TrO=69XfL!s38jKN>X!K;btSoWb=|GM*L|$Pa>{5Tcfa zS6+Ax^$Y4Te8dQmRI(Ed1|&@j=FUe+c`0tb>lSRY&DMy)l$h|ax;m`7;;Pte%gu4Z zLC52VFTcm|x)ESIF~qhqhsCHVslk-rrr^s@zQzu_ZVzZyC3Ym6SftZj<7TRc$eIBGs02x`XRA<8}sR42USu!xdXi!Hm7!<$= zpczC2{J_j2+appHw%H&PIZk(88dKqBjgj~47&z+2Tvkygci9y;Tz`X>Hv(7?dMe$*^fG+-FaU6+p|P=1fHHsn z`6qry5uR$9JIeliS$eq$+?Pe5}|HjdEOTKV5IN2tfSd^OzHCk`ED86nFT( zjohZJe7=t~vG^El(G$Zpk4Cln=>ioxpkuJAXCn3l=gAeeoCaq6cKsDi-QNwnUKQ;S z%{nA;FAC`2y`#x!jK6N3vS#m5!wzY2{`ravA-BXr?WwP8 zqt;_~5kuiXGCUa{+0R+Rw&`4C##wRD!7{5wB7`z@J+Y!^X6w7tU4yjfSC_NYCM_kx zFR)t%cZQ+o``v2LGhIeDO_0WJ=ndWS&^`Zq9Q1 z=AMtMJ^YubW>JM9`Gq?x79&Vq%P`zj0>q)7I^As-s-L8Sn}%y~Ugh=eax$#`9{!~8 zS261Evubura+o^oXF8b67oYI=&Z}dCZ~LQZ>IMHSG3FYeXs4Su8^@Lpv>&sh-$kCpPV0|8q}S|JHK#OBr{KYkLrXGZ9JaCy@a6ebKsZ->39hM# zV<|z2 z8 zf5J_{joeFW0rUUT_OW zo<9dzV;1A6+F#eCf-cC$;ElqpF1u6}Ar8 zMG?6iXH&YtuKVpC=W;5Vh^sj0+eZZh-NXjixr<^8-)d z_S1KG$28YVR(e@!#JRP<>^X-E9W% zSvKkXk5>*lfJP--YF2ozegG=5=-L)E8uCG&{LyomJlq!20Xr#yl{5<`=da|a2?8zb ze(1Dax0Gcjmf`NAfM=p@kW2hnM<~iET>wDxaIScHn`|y0Tpw&41@Yp?r*L|$;jRkm z3yh)nY>fPPQ$IOUI(Gi$eZ75%%eR(9l<;+hFT#`|)Zs!ksOlE*5H+=NXunBKZ1K7| z2q%r2a)NM0FU#k#ksV=``IpYIb!z^OfVcf7*ZEx~0qaLOqukdoX#f75m_#f$>?ea^ zqQ=5bZx(JYw(1dbdnCe0A${VAWZSHmjiof4(D0FxA&7*bkpil{C1r-usm@$O_%Tx4 z_;C49Qgx>`W2|=s;vgK|Y(#hoK+BC$7m=H3hKU?Vq5R~A3}8)BeSPupxrx?Iw7_kT zdCb?vfe+pn6vJOzJp0IRl}_=&1C;9At$bz?E;w~lW-nU}H>@&MOvwHtwY!F}%M9kvO&^y?egJNaD^+FQGP!bd|$hLy4MTmJEjcwRIXMD$9=8EPai1`Lk=* zmuk$prKZZkqUmQ~KdV7Ww79TB8%&@o(zJwx3}MWG4X%X-lG@QfH>v}mb030@d?BSlq5#@@2 z3l3?cuRP30!z}5NtumJawnc>0{+|fQEj4q>hgeMWS{Cs2P_&yfj@GKjn}7dXMgzAB&a_{)~9D= zLr+_>*Y64i72J%NzwnLAep%_s3qiXp4D&oB^E5wFz?oT?fyZ?JWTszt^)0p+yRpQo z5w|+m*Thv-0*7xXdD%y8({Px;@vzLy&FFdZKh=~Ya z%oRLn3eEq7Oy-LQH<7^2%gw#>M3CG6xwgB8@EdwxMOk*VLK0msXTfzh83c|JX27Ep z>eLvUUS}TT*HBFV$g|uiTh`w{8F=Arkt`9qq8bfBA8j|?76L+ zluuuhq1$?4pkj}HbN=1k>Yxiax=U%NUJM*x`fDsg=}8(t*YZViFe0uh+R$$D%%|=d z{xor!Zx2g6?WNaWZPHLldVU;&=c+*D+E>U+X&Zql$t&^soNrTE^(!l(yj~TeM>C$U zz6Z3^_ec?&gRTg%cvZS^!YY(df_@v>b3Aswhmys*ph_t-+nz1MRY&;v@JgpYi`*mf zQ`~cM7QW~Dxkq|IT(Ssc@}6ZM9T~lgbA4Ht!ZJ-Goc=8Q$+y-+^Lsp$8~9`)=w}VV zlpw7BJ5cz9V%B5B7RXB~FK<2W`<^ZQJTZ|u6Xhey{7EmaFwy+9e(GG$bMEePY`2!) zF7sl#F8{-}o-)32oRKSYs=fzjs>xTl=)5*qWMnB|W0nAS0#5|pqLB8obED@E-JZ?8 zI=UatX^5&SsIx12YXN&~WNmWn%eVFiPgYwWZ$Zxq&FB8erf_zfj+_}m6A1}IiHiu{ zd)WQKRV!Wn!xLbL(U1crf-Te|j^LsF9=}AC$BDfn+K{>M{(C+A7>yVcsz9603~5d# zNY~q`Hu^h&Z9!`~8<{k{yg>m$4)Xalh6MiGfiPC8fUJbo+au=x7BlqxT`NTwdO$Fh zv5GF0!Q~`|Zyk{)WYE^`3&InsZ6cm^MOlJ8EIhVGKjxrs5I={Wor@n5UlVmW*gV!MllwxoVh^D z=g5?0k9#j!233%7c-sQ=dIHa!9bm-a(cVzHA!6m5tV0Sy`1=SI6)X8cn)p zTTv3nnjUYyZ}GuZsW%8VP`+;kVf1ZyU&LHrBfGl?!v*IvA>gDBU_pB5bq{Hw|2-X& zx1aCEiH3%j$|k3!BHIpwrJB~b?NwpS-LX!F%pPA&>(oqnnz^a)V@4mEzy8s)h*7Br zm{5x%G~OO$rW(kPWBVMjv$L}rypu$mbJxeAvh%5lWhxG$9~dmiQP!QxT8;E2LDb z1D3yk!ZlZoK0NZ;)uC+zzM;8t^WXCgh7S-b`nKP!d$rGJVs;<+1Onfc{;DGV_bp70 zx`$}IVYZqTSI%BPrH}ol`+YrxAlDz=CdZdoRq#k!OAEiKl8fTFhMEs z56BV?=d^AH@NImP$|-`{AsiJ~P{)$ohXd`2?tQm+rngnm9=7xb7PB07v((xjF^0^- z$Y{SBlu#KXG?i}b0I==B*X%fv`}AWvUTjk%vBvV-h)oLOHK<+!6CZ_F&&@0w9`UDDsD($e~Wy!gmun?{1Eu;!B(a|`_ojl`gxnzWB6KpD>(=$^p!*5S50FzS-)I# zPcFiF#O$nV#LZ*4DP}-AW^8D^={6-Qi9P}j#~H;PUJok`^Ky^fnDS>nq()_6y;a)s zTii+pE>?KoIh`LihwLm|Rs|OqAB>9_m;q-y{bwemB~>S(Duc`tZWEJg zf9k3efVcBBTm-`Xwl!P|PRsjF^swQKu~JAzsLxN#jtbQcIyIH2${Pp@QMX?Iy)anr zQZ%F0tp?+2B(1e~j*!SFjRFsM3$4Ork7N-g0a1WWKXwB{%71hZhRCGtl@Txn|IR?qC1N@r+~(W}~^OwaTunX?!ockGPvR*MhMPS=Fy= zMn;U)W@X)3)l~WJ=a;_`%x*owGarW(<|L)p6Zt82s)%etbFE+#K0~BsWJ19Exqi=f z*}(en@nO?nT}z8PnxrEE+d)LU^OHES61x^8uun2M3pmI%F~VnJ1cw}q(&hDq5Eur3 zT`)qa*OTv|cL<_W9><0?meEg0{nhq*J$?y%6G~yNqaInHUqL;#9Fnd97$JYq<`ENJ zZhCDVvJlJr)Yb5Vl&Q9b{T=d79m zJYM;OF{av~=0&5Tv7bm#{)j32f9SRBZs8CokeZxe*}>5g$P*SOi;*yau$Uf`0*6~6 z1jao8q7;Y5yCi;WYhaL-tS**rle=&BE**6fTn#$d_d$KSR~#_X-^jbFd5ylNStgEm^m24Kq%S2*_VyJ1URy<}tME2; zIZPOZnf>0aj8Zsq!rjqJpZ1cT+q*{cFR78`Sb?7zOpU-Uv9Ry^ z9AWG2w+gZw>&fBlBR6)Zf5Na>1Aikq`lMmF4sa8blaQ`pRs>hok7@_3g`Ci_E2uQh z$DUgx?9z1@EV5+~(NOc|MV63hQ$MO!*Wd-j!)WRL9k+AF9Fg((FZ?tai*6QcHn%~- zs}xJ)Vh~ZlR2NNOM~K=k7sZSjoC7bdkDlK4aLirrVEfr=xX$eBlKoBf$q@~`X=?f_J=58rRie!b5i=(+Z3&@<8x6vCl!c;7orWDAg3&-X1Q>~2#f z67nuF;2|kp!iCEgLMN^|RQ?7!lx(+!F^Lr5`Ck@JEZ5 zPScFFnkII=XWu|F*1F?Kw4_;o^XL*cQJGq!ZM0qXp|~ttr6Kj0-Ts~Vepy8mo=BaQ zQDT9|92Ex(R@c!9n4GLjJn@1t@wtLy?Yz~<{W0OklukDlMqw0Xz$}K`OK+E>)2@0K=IgRSgC0k79Q=a ztO%Owa|o#BP-R4G#O8cBkzHF^VU8C3C~`;5+O{RR=JzwvB9rgqd2MkUVQ(NNs>IVL zhEH|HSP3=kD?+Pg%XX`_{b(*nG->AjF?@-f4qrac4P)L)*A!E&ZXt4gW?=p)YIo)| zZXQg96?5JGYzs1xb5uh}%9Ll7__`AtSMZ4o4`MuzU}& z;!LV=v47tWPjlw1Um^8|KOTG@_u?KZbmXzOwmBU)uOt_c7l>-$nnmSspC}277EdnJ z(bRCpTFoKsMc^V1!a~ij%kR=IXLdT&RgB2`_#`rXKehYcU)t18J|K z5l~+}+$sKr!Di404%nNv?Va5Uc&kkw|0x8vm{fpG=FkJIe2k)0)SNK@%^}-`?=*+`%JjAJqQweM5Y={|*Vm3V* zDo8{ge6Yg=EDqN$5@Ds25BQ$^!+%?A9ygLPbLO3u0M!h|GB$2 zN9>036ZIFMEQirP%&x6r+N5F)C7!jcs`hXKdzX^@<7reaUG3ovH$xawv-0d~w}VjvW_wTAq51##OUpJ(BlBiQUWm8Io#$9Vi?Ih9orkqmmL1 zNWM%*LnoMpZ_}`4p+)D{zvmOhz!MI$tPC-KQOKjOPKBU4;u5H2;FS+m3c?Li5+UTX zMq>V963#WrPo|lyy2Z0-95XhCJkQ6o72Y4$gEA!&_hZFA86R&LYuHt^-R4MZgkmXe zt@TLPER%@C9QI%`Cu&{0OY~|0=f4mvjR>+d6*x~B=VT%x27`SJwm&Aj&q*^hZX!I0!mxBr25_A!m1`M^JqBm&sdar_>d48TVrm5i|!|^ zmJQd>S}7@J+lAjr=%M2kAQ)1Dbs?XNkX_-kUHHG!*J1|3XOF@bvN(_@FrEWwti`}lH z!Wc|cQttWHegmQ;C>7Nfcxfz4*)f*(?eHxSYK{)zK~Yu0|9dd#7j34W%I-IC_Fwoq z$TC>Jw5m#Z&()Q52k8wv0i(IOzs`AE*wAM*M9(Y)ukOTAh>Gyq;(iV8zoZEJSvP}y z-uC4S5yzbJvKeLq1mApuvbAW>W$y++|H9tx*9n9!>TqPEiBiCo^AX|sTg*MOrGYV) zU)SLfHD2!RK}GfT68m3~c$Y1492%}@A9tt3E&;N5_iFe<|1i0KU}S?Up&tyo1q#dW zFM8@w5OlFU_Nw-SPkLrReJKX~-eGDgK9n1xd@0)pk7k?&l~1H;zwxc-wm4w9=hm2` zSxW{7>9x^aYDFG2Ai3*TPd0f-T>V^;c&0ObA;*MNtot;asxx}Zu~2T%jTjWf9Dn@8 zjdFhQMWF)8_H{+h&t9bdJ1+b{Qk?>vk!gR_LurH+qr8A>s4 z*2EN;>S74BTrj!<6`X>1Gm#rU(VWCy+hQ34m4f2QwO?})P^tU9(hNU1M>L$iQQvu5 zw;$C;Y-iYHJS!^B>1td&q_l_ew}){OqdKD}VhEmz7$Qns-bGo$V+kpxiCk6zWgD3d zDF51}JmI%2byHb%ry030gu$_m6*?IN!FmoI*BLCXALLNu_q&8i^kws^a@P}CrG8IT zA69Y&ree=ZKa09Q?K3eIX5C1z1-h5C8hlL#%xcDBNGpdxts7wo_mZSX(RV|8kx|F6xtw{ZjdA*R*~ui#J4q4q+tIcd@pkP5 z+)ETt;tsqc~ zCtEO{)I`&Gu=E02$2q2uVekfOsDvmtH(w#kN6{P+>zM>gSr~RFKt(6NuC;RVbmH*I<^OSND_#z#REomaR#k9tNt5 z8a2}`n3-sMaQam%9mOo62I?jr;RQaj6E>CPRz2ECybKnqKTZ5)U@}))=d~&#P9=$%-ImP4wsSl;uv$uhXoS4rSE0*^MhXS( ztZ!_W6RdNDZc|`|~*$_$*N(wD*aDO7K>Nwi#XcFNnHP?t`Bm{=TJ?4#xe>gvfo7@MolCtU~{R z1Ub{mHG!HNL$^Q84Ui!_VQ%3cx=wEAnrql(Qc%=VpewK$_a16zp6Fz+Vht71R#!hB zCfakV*Dc5JfPS5kMLAG#h5ersB>RAJd9vfxeR+R!_7By)q9<o!6*m!K;XL%UY z_xMiO+!t?G{}eb8n7cZRJ!O*)2z~aQ1KvKwoAPOwxgh}*Pi1^~eb(XZ#&;}R)6&9M z^s5Sbanqj+ed!tW`ts1Nm}w&{j>=_i$3v-WY{2|tJBVpr_nQ!UF3@T-ZaZpNtzQq* zh<<|U(9j(pUF^!4o2OYG=7mLQ8WDBd#Wa7kRpPyL5{NS>#Hxfyv z?cvcG+~E&3CObCKJ>BJnZwuYn`sVF4uU^NeEJo{br15C5V`yl+6CaRzjO7zfa06IK zn8ZOueY`<%cPLo(h5S3=RL&buhe$B$N)|!v^Zc_)N6YQ69i|AT&T=rSBVSN!vc^WM zHTiH%!m1C}i#ZqUcv%UI+5r@DeIjej*d|dmszNAculJf@h7U38hd4P$ej=lontc z2%PRk`ERGC;2;I!th42r1_m;%6X3*9YeGLvgXwj|&tXuMRH|sSncqO%LQ&9OBTumI zMKw6B;T;}w-a^dyknrs8vXs#at{w=)B)LkCG@1H|Abe9ww`|^a?rAGP91Iy#bm_3Q zx5wWrm|_>VKT&Bmn``Q!UX+rcr?$!*D@+Inc`%cxQQ1MQf<+R&p<%v!IdjDrt3U?- zZBSyvgD;RH_a^;shw$(9&2y%&ss>kqHlAg4!1V)@>J3d#N>QvRF_2DfyU+X#>r-@G z4e!R0sKi7RS|IU}vHPpws~?McO0tN2iBZkd&6L>g>&?{g`@aVu}Uu!4oI=4O)?AW3H;n-&r-Kzb`Tuhk0i)S^XtZ9}^Vg zrV&GWGu7!nI+=}7%Nu%PB8uT8HC87!&rle(-s=-L&|H}La ze(J9~A*S}*p;wn&vDP042*9)9OpgFK45u!-#> z3iBn0j8I)Ypt^MxJMY&Ukh6h>mROETFaBk&jbgxva@n0hXD;GmJkbEi2;f*(rDXxY2Pe8v&f` zyVL@{ZYiy5v8%jjQ9joWGB(SMX2t^e(PFctdNnn059}I{JAVXHq4M~^ou;NZI?y?VfG+xIn$U;I4i5n=OHgBke&p0KqZymrKUK^m09X+2 zdL2m2M8=6e6N>$Nq_Un!$FlLkDoq3?B8wQFg`Q`UsyHiJRmr+vq(%whueo!<_SmNI zQrY12b!GOJ`Q(LlE=2HMJKt~f*t8h_{MkhFw>QK6*V2D{WKsAmlApavphd;(e|%ckCXIM#{OKl76l!*Sv}QoJ6LiD>gr}9(~S0lT+2)C5o*#bZ{q_Df3F%Uboz^s)H=2k zJJ;yGfVup{8p{y}wA};@e@=GBDq)q0!bZalA)keR9HafG2}~UE&eh4K&JKFdX)dc{ zcKZIV@1#jV*_u<0;naDJ2En8FMRjc;xB|+FbO9Cf`jhIPqBXy6II|lTN7F^z@I&JW z(f#Q`2zLeKg4EYV8g~7zGkyFXW_Vhgi=*>m^HaYtR|m~LuF71kmc>J_pF>x?pk+x`q6vx z6eI0U|JGw(BhNL_loG;2Wkdd$=WJK4l0dN&+MbX#15xNL9E756*_oltLF1iBAfzB;B|@O^R;A^kef(RP=b1&LII zeTA|kt*-t89ls0=-n+9R*Y-t6R*e!^9Z>Zs){4B|x@!WBkN{90U7k{ZN zkz?vc@AEDaD!G`x(yT8(EWe=-4@GvCf&nr*cu$kKQQig|ZTT@$L$&y3o!}A$v7Zv# z63pDrww$hSGIfbFQJ%4NG;+p?gw92O7t}q7iW1xq>G~+1E@Fe8>vd1$b9+Vi_;Mk} z;dVgE024d7r%|8=H55Y~q&EMsz;E07spsod=R^K`G(6w;)tVpfmJ#uHGU)P#v#7sm(%wrY^BP`W%x-K&eBElYa{9-rw$YD``RZr$5k=uK6RS=2XfUDM{>XX|g5VUOG>ESr zrryKX;>GsTPL>{aGW+LtsXfs=gUq={75n&^Vwf}@n674bX0d%9-aPsDCz3ea?okcD z-OKRre@b(?++Z=zblm@m(Kg)A{B}72p=}li=};$b)SP#s-v705daD zbrfZ+$<+1ldG}*-N(xoG-QExOnrK1}XaXa5EWmOhmYkdno)OjFO4^MTlTcWA4enU^ zgcd7L3Nc`ZbC}tf2_VSz#<$7w`%$R-NyBf|zx(ZK#NwlAu1ceUo?alC=aNj$4WUD6 z4)#|_4#MO|IQ+mu0O^q-LRC+f& z=e?OQ^4`XeVnI0`%Wwon&QPhqDF37aB|uFkVwGMGQmNj*S@xn)g^6t%m>}#+U|kfa zkV~4R!$mAm6X>3FhV`UJs#p5a{UQJGh<8W|IP!a`R^HJO8721 zA1O}cz?RhamV=&^Rf>O&;?~q$9^R4y0@nBh2$W61=z3U0)xg5UKo2(8_kNilqL3b_ zqh|(Ju&DteII`6;RuJWAJXzyi;h21;GR^vmC$b7qN339?)!>-FZM(7kz!iTia79O^ zouZA17rM8Rhz1>rj6$R0)P2M2vF3D4Qy`*G%TSL98mhgFQ9OVE z5Jd6OY;?bhOa-x!ZWT*zOJcfQ@{8dcsp= z63y(n?858I1T~UE7SLe({{8yb3yKx}=+n|jLdE=9?N2t)dN03x= zzMHM7O21953?{!hB`+C&kJpjIYX6JcFh!uaIm+Rd`hfy138@I-X*Q;p@s7ec3%=P=w&aJ8@SLPDE7fKu}SF*17{=5OH_+fJAKFkeH57L}CQpW);^A zdW};v1j_J^gs70Z&i8&hTh`^+Ph-$CAEhyEh-c#;rDq1qay*@45cXx`pbeXHjEj7_ z-=VO^S5pycHNzriw_YP0_?_(pO(A4t29f~dA{AED6RGpcs01@>K0HKxoi!&T_}Zw< zVfa)TGwW>-p=3}s#y}0u;M@F;Go0;%YCVw|u+t}L=sowf@VQ}~S7__r;C!HwO(cvi z&ky-s|#S8YXJCXXm z%pmAkr$1oQ8r?UUuET2V6`#)riOcV@GNO*Yd=!1vLuX)Sgf+-^*kS@lWN_J-ueG^+ zJFOqC%Qg2`us(6BgUa=}MsjFfzfTvu6N@J0!Je5!0Ts@K%fqLnq*Z#S zhxEtsLpxQ5IzFNToR30JQU+Xb0%BYI%l*rL{w7nMMaMqPkHP`9-Oq{v3XX#{bAyE;Oj`)LiH+`N4@$6hH(R%8c0Zvq&7j{KNPJ zbhL&zUBxi+DUE3cu|G@TKald=Z)VM^W4qzP5aeGs*&wUP$f)4snDDJ-b2$9#39ch4 zfWq{pd26*Ik8}D~4=2H5*rxV$NVmm1CG0k;iSBxd@o==?j={E_f#7FV=jX^dGL6G4 zf;NPy9tzG*U>2Y2&Zmz%lgKTbr=991%gLdf5&~qvJ}>K@in0$R`oS~gveHu0v0>m; zoS)YB$|ce;{%NIligkS05#iaMzEUCp*&meW_l%V1|4*PVL4E_&vvwe|`CZo6Q}83J zHbM|Sx!a3OGoj||&YFPR)eW22ZWLQr{Kf7;Gf(BiWC;Ie26g{SHY((LP=+Ib44gDz^f?>5!^SJf< z;p&WF)3o#JLVxr4VR+1{!&|CpXE)`Ulpsfw&o6nk~ zutVW+xPNV0eI!e?7-dE9Xb>s!SDnm+8Z(-N>L#bzw|e}WgyFoz5oWqwD5K{%%h^{o zx3m^Wl7c;fK<*#j>9I-ja^B9?vgV-VbM=Sd@o1QQ-^+2OsX~w6p8`M`c9E%fV3@~e zZ?!+=^nmK` zhQn<*@Ayo$g+YmpR4J>^hCb}{NZJuCot$7iY4Zq6&E@;-?$G)c`*^mP2e<#Dri5G` z)OIbNZ6Ik-US2LKz^tt8zy#opbmyH9#!wcZKH<3{1wIduRrc*Z_>E-A918gkUMtH? zvm^zVY7YZQE12{|4CjG^$^n^4L0z5NUIM=;)-f^L_zXJ>WLeEiFFJ8Yqp7)h8#q1a zXsEnzeT8cw>K^#k)WQRk{jY1e!4wloan>Ba6rA#|!K>)1z$@fzUz9=7jlv!QiprVE zw@rqlZai`P$+R5%vTr=^;uvdM!{`mZ+J9nCdz#q6Hxno1uC|h& zEZW(ii|tE(LTnIzid;|kbGBS`dEGygIBnevIm(HyKA%*_HBJdu5~RQDt)Gy6+x^Wq z2NG#K41Jj3vQ~W|eFuVKJEv}w5+*=v#=6JL*;rX;{WnumhWB$CLgX=@k88-1a1G*> zb#>rL=P$L=YzZ=7BRd5}ZD=aznV1-NE%2Xm=v`(%bzjgb(V;O)j{{4kP`4=|J}+mg z#U4?#-yKuyq6Ib>BCmBL^EO{5yab}IdV(HCeQLQ}lJD{5Uy@M2M0kH9XxBX!bZc1M zF{X0xdO2%#nG$&qTBUa)eporFiUA~~aK28-R@Xe0QmwCbL%eOz^;J+ieFG19k?Ja0 zyefkh|5Cxt&#Zh_#^=8Aor*;cNVLB1fcr2^A&J)Ps3Z-a2I|k|PjS}Mv9O7hjJqo& z7xrPh#`O$I0?rpp};V`09 zN;C(zZ$EiV&-(k?F&|?IAs@~P^A*O zdU+OtF(G|N2v`@q{{B!77kx`Mb(=ULjeD{W} zYd}#EZm*-Vc9?-KJJ8vN062+!NVCU|zX-eV4X@BFEok_GT(AQsENzV8P}5S2*3m9I z?|5LX>I5$6?MmqM+Z_#yp-;Lz(@|n*U{!&C{ zd}qq>HHTMlQ&Xn&XOxW>laXWg0!cvNpkdqp_MyO0Q=QVLB0Xk*w}zGE#+T_K$81UI zyx%~;s5F&SFV~xf#8zm9!vFFqAzqkRcB>m`tSPY%D3o z$~R!i(4B2ipNF^wRL^J+l}l zVO>t$u{-d`58?t8Dykdy4Drl%`mTs7ZQZhbjY_7<5}YGsPl0l?3^L-Z>kiu)ALZOO z=5wuH6u3mJLlx;~LQv)#K+np^o?egFsP$wT?S56EHD-=7f+?PDFrQGDKV{Q0A`|n# zkk_VGRF>`*7T*&skP;{j`QCFoC}oF~Vv~!cQjrLc-LnT;iBGnA1_16WfU2P=@;V@T z(0JH^tDIBrY41*Z>+~VvuFP@EyW2A+v-y7TU!Bf@J`l&Kro(4MG&@bN=k(-p&?5s% z4#@K6)GxvSLA2q={Le*(RwaZ%6T&y*oVof9R=KUzw*#Dwg3e-;W6a-p!?mB63ofkz zA{j>~ok6p73)uBU2AS{q#>F5s{Y=u^_1yHO%le|{I!a^Jd)qM18U=uD$j+sQNK~Fq zJ^C9=LX$I6M7|#HvdJ=V$&0`A5@oC2VG<}@fC3WyU?D1cQq6KV0@?vJW%fvUD8mD@ zZ|=bZ_}fX(Bxz@f)y24oX~8pw3(=Ris<4t2%fl&OVR13oWOt)wBeZn@)=a?%dmP5| zu!f&OH+F6>~xhn|TosJ<$oMdr)j?3swbV`y-4X*tpszATgAbVZA6viUrA(ax5W zx@$xhUOgx&iS`cy^azAYB^72brJCse{k&Mi+?D14Emho?l$wefzAW1X`=6F+29gpp zgNs(g`$~gyfhi^&Pe?kC1-{?o_HY|+((A^?4DIf9Nm_1r=feuYd&Se65^EbGoA3kl z58pqC_;@{>7N&_LQ2G$N3}Bzw+x`9)q&X!F_pt6u{-3U0@Ig7<-h|VKVJtJd1X*db zc~d=Vpv|cde4d0_SJScP)*44MmXD(>a2x;hgYBY}v4ID9b@~q;zD<((tS)_-Y}^MH zP9B%2%=#t_Dgd0Z%|sV@RHMkqT|_sfg_xV-2R7|oG=vuD4$k4e-=tuuto1@eE_bX-bM`Q$OW05g9rDbBpF zz_8y6fx=$MQ)7n!B5DLVa<62FWhfd+!E8^sz8Q%$oPp-Yy@cB{J4=s6tbYW z`Q(WjI@6NCx~HA(;rc_mP*1!!DJDgO;gM3Pn)P|yU)s?Hq2baSnGBwHG{R+C8l@ka zswD`U!w1VaKb%(G=TzX9H-5%3B$tXbI&>;aGB z5wYcF%{2;el+MFw>u_pAv$kCNtXZEc@E+J@ry-= zJF~n;^ERa2STi#dq47e0naK>WhKyJh8jB^s!OYB9eHJD9UwY`L8C9U**XcTGg^<|6 zbF_Oe$xfT}l(muIseO%+Czslirp8K*F}p0T+!YPB=GdPhmt}$5y1tHx?Gjg#Ep?11?3pqO(~*Vv{)!nyI(?zGoHUr`)rO z7v3QT8DMSzEEMx{X`_9P1BnhG=!YB`#bIkEvR~Xjw zGVMK9pIU49nLos~O6v6*oXJF5_}kc=%1~NLr=!!M*XBLxn1s`O%SE~HOeRJLg#l9 zkXBSL8XZ-egRjv@neyT{SYQqIwCB?boo<0=Tr|WYUI^u=^>8cHeDXnXu+mxv zB)6SZE4{{`EZVd5G3Z1B)r?Tq5$4_o*cZO}ugOe?gI;?K~+>FNU>L7{mT_ zUI+xbenhhtiQ+0{dr51)A zb3W*7u*6gfIln{fE(f?jenJ8Fq3Fz5#H$^4Pw33FfIdJ^p~6}xDtlCht{@x8>xf>j zhRg$0-1>*h-}O z+(4BZMB=Sa-6(W-_@-PjSm}0I!m2Z&!MkrNC8MzB+O>r}ZSC+G!(>2lW^~G*C_dF6 z0I3B;gjDrig(Q!n_dE7?cyyTTk|AGa(uC!b1WjMNNT8Ssf?g%30j{UQT5nx#)m!?y zp)C6`uv)It0NiE2l2dGC4!-?ai}2Sz%YqHVV^kim52R&GJat z3=DlzgQi*5iX?v1+*XF#dPc~2g#jO4SB7hW3+ZXR#0#6tC@{-L5qXL$D;3A;%oE>E zkY9K!|Dgbz;k)zHNb zTSf%X6F2l6Vwl$sGC~N)4SaY=#|Ul@|9;e>iNdOQrHkN;zQG0l`YtWa+}Vcd==)Uw zF!lBZHcyfcO4$Y2k~v?zVRlNdf~E@kqT2X~-uCwEnSv{k?#290ZeG0C=Ayxa!f@fS zL6IeXA%%F|NoZtbWJsRw>rqVRK>O>(9y@Xw!RjQit%_+H6IS9qAkvjpqCoFXfE9?- z``%Sz(5mL%))fsHXv}|TGpcp(h|M6D_SF;Gx3|B@-OuYmhMqd$zR~-JSn*2FmlDqH zG=bFx{F0vmvwEtY)}6d;I@8f6;MSy?F-G#@zu$l0j|A+{+n8DS^VcbF*N9yoOD|yc zbOKW#Y8$#Vr~xP5b5~@0@Ay32x8J{mGpr&3Ar$NFx1&6vi1Rjfk{Cd*5twxIOx8tN z$kZtYH-Y|9Y!Z3HoQ4hg2sD-fW%qs$9^FJe?n4wFws{HQ>M z(xxX~hb~cJVNI?$tOS-0n9k;>hH(NDlvipS$bZ~Dab-XTkB3AVrgGK&3GP8*&U zT@_e-X`Aj{-q9)PD-91H!|TL1)~h()bneIjrQb0f z_*7WU1{Gi^&?-3NbDMHwq9yoC;Et5P<`FU$2_m==#3C0n401h^1xjp3t^WcN1Bn!s z;7Eo@v{A)MowJ-sx@UL!f$PV`37ropa!@r~zWNDg+Ct~+*sPx?`O z8sTB^wsJwsjDOZ0;sy6O)6N3IyD@H+RBXpWoyk8kLP8?TX~e{7P%ifRqi-qo>E#$V zxZAHX>Oh1Ryc;prJPK3C3gs!J9gn9xpd`s)ik(A4nRGViE`*NP@|;d(==pS$3) z<(wZ)**rc3HWa-;EF+p&$FOU|=wBu}=&Ue;N>%_k8BmCFzJ52yUot-%Z7}VUy1$-I zc>i$m%Sx-yv?14LQNcE57SXl#q0=0bV97E?rG8406%Yp?PnW6oM7-R+JaFkS1F7^c z{&xJrr)}WG2l<@-=~Lmi!vaLyZjSGVv{geud=98F+#rcR-1B?@5LRh!TStJj)pg+S zw~cRq0tbLl+jBaFrpb5vwWj-(-{RQ!!TUK?@rO_y6MtgB`s>@wnAusu9s(IDq`pF^m(P_QU=p4t6h@V8!yWMP z@5L|6s+tNd%++swC@;&jfSy1#(})5qvW=F{vPvhrU5bBT0K7&(iDDo42d6&f+y<4d zP%4$qgn$UBnHt))w=g5I)LLV>0OAT3%lU$uob}UKa!j*p)WTBY)tQNENnK4X+=8lEihv zz(~0m`HevUi5f6+=`G9PCZb%xup*Rm=O`P41hJx=;5nvB9y}av>*gale25kUvBYVR z`dn0Wl>zGG;`VkbhQ2p~XXiY#?Him9m&&A;C4Ovl^(8h()xgN5rpL)=DF~1&Dn4xK z&-9y@1G(d1Bu4oxbdvi3>i#&&h>GdYYvmj9-IM}iT!!niXlqN0*w^e(*sQlF*y7gmZS z%|;6Z!xhW|^TlSnmaDuww-bgJzyva~R$f_v8%~=$fC6qWP!$uuJ*K;sSD|=;j7js^ z5);-Qe&~{=4p?xDo%YB{>LW@xzjsetsYWrYNj5$_{2}tY_?xaF9^91(9nYv~(Ik+N z@$g8Y@ZQONB1}{kBzQwlG8xZFgk}CY*GEdy4D7vR$7H6K1pe0N-H4@Yi58=5A^p?b z{ze(bO>_+Z;s-_LiT)_T{*Ny!k&cU0=JJRvtz11L2xjst5GaVC2n4aG{lkcfUQBVgXmKgCf*BH z2x{nIQn!*)wsVTowziG~pY#38VBB&5VWc-{icH-Ozg3Z|^#(7hKZv_?Qz6C4wGDVJi3+$FQOI2O7_uWyX zET>^jV*Ea5hrlDJ7l3H7irGM6Z6ga5O6YY_8vdfIO{jnzF&V~zIxh;Mpb`0CH;x3Y z<~Lh0c%w4!R7Z;Zs&!KXIU^(fo?D>SFKjD)z$}7lZeVq&5VwGZnHle^!WRX#Ksfu? zUK{(yv$lh}loPu^10y3!j@Dgs0R2~{dT>98PuDQQol-xmZNQQ^ulfuP4E37f8UMib zgD&QMe>^4YZ$@&L*t??+lVC64X6y@tB=?EirvwsA>ziq)7z983d0H+){PSSP_vK4;*NtN= z)oVpD9^4}@>$teMXQR)o`QI0B0!n>Go5Es9)(cUoyQOhOpFt$3*)HvwY|bY)4|aKC z+<`+m@uJ~iwej1tIIY0PPQ>>Iqu*{@-vSNib6P)HB@fI+o94pzjtcHMambyxuH=}J zQhgZ=EB4m^SUq!8!RwCoSY}-vXX-*f2+-80D*i^dVX$TWM1xLoEALZ4;K7m#zIx2; z!kxbQjSH&gku;rP$}A}&VeK47F-B;nZWVfP;h9=CI#3Vr)j|dhwj=GAby5XofD{P? zY~}_!8%sD)QpY=PYJVReef)=}yTq$9fIJ_-5P}!?M%|Lk}wp!`vyZbtbKCIebY(oW9zq1Vo`o`s>%cA{)>#>2J&zGJ?2@`&a8& z0@rpo61so-{E6VxHbDfua1y-saP2OY)xv)n+(8(T6l~aU(cW5D@P1Q&h3Ze*N?!V> zSCq~u1{#tdJ*?PEi|-m8Uszv&7Z%pnviIcN?eix9H{T2jeJj8CX>mS}h!N~@4f1grKLDNGD%Tz82v5bvLl!0l{uX(Bc_II;LK>HY>U z-qY;2)3*V@g2c9m9#PDRmEDa_ze)q*hWr5LJ{ZX>(V6jn+-y)Hyo_S|AA!SFAhlj* zgJ?-J6*CdsA!K)}(Tw%-J#TXB)-qhl4%`M?BuYvnTYKBSj==HGUnYJDFHGK33b33n z7s^qEXucJ}w!Bu;*T9%x6>7}Y<|UI|iWj{{0}o}CRq!kApe8v+%9OCVb)z$(Z76$q zH2Kv{#w6lsh&|o>rna@SmxU4q_bokGzooYW6?7^eL|YpheEdkTiaD^iSmL}A@S9T6 z`M?JJZ{8I0xtdg(qEeE+iauU=U*6NZxv;Tl*qYp&oOBaK;8R)}nyX?)qUrx$)ayFR z2JI8Onm%MFGBH*$0T3R@W{__`h)0AUb|%tw1MbJO?gs7#gdtrdY=-4_@BX?OwFiGQ zGzh3C*=ugSGz$EA;d-tvX9hhy*Hi@_%7Kf+_ERTIP2;jAz_qt?yPPheHlCAi4DqogNpYOg9REJU-sJJYa35lC4tk!y8JmM+F5UOhlzd7ub_# zUJnuAM|k-*4zasWQ`@bU+1s7-b_{d;a$0Vx!Bs` zEnEV_IFjc(i3`k9bR#u;{zZOZ5S-(u;cGdHxSf3ew;7F_Ox6Qyrrts3IWoLIS?T&s zZ2|*AkH%4#NUL`u7xjNnaDRdH@i83Lw#K{k8|ii@T`nFDdoaEAo!j$Q9cgq**ECB(yRmeyEvAic*(v8X>hDe8ri2F&6sCE?#A7 zm>nxBZ-C%*8nr=2i^#glhdMJ>W|lz8&R3}Yahr9?eP`57n>wm$zm>yUr++kyN3P+k z6TJikGmR~S+mC*4CfgKghB03+1p^Oqe20i&?O? z?i?)42d)m)3~6C^x8U?9(d5(E+Y~O+*dd8j6=g$vyD%aXeGAzb|aFt==Q#&Uvv0u>7B({g#Fw&--MaYg;-3!!t(J7iVV%-a{fz+ zFFC-a8BERS`G$@e4XFW`JZ+pXu2W|4+BGj!_kI%PUvTFk zz&q^61qawJKv54zqdzNnvX6HhOL=~c=)#(LRV^2x=pwC&NJd6(+Si7sHukl#njj5= z$VR9PYGT>#h@Zomd8bpQ#Y^r0VWXuRf=cG(A%*k*@$*R9YTRlutnul(4=Z=EmC$<= zmeT{BdMl7k47?jL>W+2HWjQdPukLgEg11BOr^nPwJ20kgl>5MU|2_{NxILRLxR2|* zxP#N0vH!JS@W-n`Azu&-&+&>II7uzFljqJmo`xR_?TCU zDU2-%p&l3g2oSd46l>m}LpkSCejvv1y+5BEXuLwq^L4ius>ZJDea)|s}LcL$fa{~JDEjue8!^&Fnl{^2!fs2I%QC>BFUU>%dXL-(s z@4#p~=S%fG5L}D-ol22nlgEI{w#^YD7O?cbx}`h%T2CS3<92J&b1MC-$|tN*AY;bv zPTlqrf5(+(_?}YJ+dU>4eJ@_*$Q8NOJzL;&-sGM}bgbpD*YF=FyMOaM*268fnXu~2 z1GxmM8hRJ)u7rKaz+CDe95v+T>;>Q)SyA)27qL%_`QbZ**8Ekb5?BDdZ? zA1bu`wJR%PIu`CP%%o5TydD%8-5B#eTt*aBFBHi69@=D65h zH6aD!5p|sKxXjD#Bsr>2PCqZ^`sRK+#tp&QEZ}{v!@e5Zn-@`;hG*q=7KWQg6=+C1 z9%KA150@gh5Q8y}OSi@s(Q>qA%>rNP)bK#jIp4b!1(!hjJIzIYhC;)RdM@zwcfS-w zjG54MWzE~PWubg%^SppT_DQq#`gxm>;4RagP_;_>6wMC_ zW?(ZA7$oM4+>`7J{mPd3Ga;^U!ip+R2FRHoYvOS(k&2->T#YXDPLP7EUMsx3Sm7nL zvLXh~lCIVl`AlxV8T#X2xMJcfkj*zvo9iE=B4*UVthY)TT8@8Ua++VukEoM^Y26zJ zIN>Kl@Jx9kQzF8+UOQExEuwetQa8>$-VQ9?cyKw+yNZa_zHnAFP9PJ~r_aQFy|1=( z68P=EidMB=lc|0h9wW>%JN1JFUXlpYAPsw3Y7|02>WsSOQ)|GSe1UP8z*WveScQq5 zXq3Fmk?eR#QHVu_Eg+`T%^Bnn`RnMjnhVXx#qzG*Zf1jE#i<=~{p4I!IumQfYBD3rUE2VeZX~o4g zl+fY7lLN`JmUP1}>`<*q=|3|jLg$5hjLIu3wa;VWixCQ?-iC1nk}u1vE2lh7p@Jj9 z>~Wizi#y!2{Zpnq1y7#(JxOS6)5+&Th{9iM^JR$?vvM4n=p(UtdHL2qr5kqx+QteA zo<9Jn0s=6%g2i_UNm6Ht|1LGc*<l{^l_N zGXM3{chpH+<^5LdWOc9W7dhoH0Mq&{7iMW+Wp6qU<1CD@fb&h**+s#fwT9?x9>4@{(6AZGFqyz;aRTNA?|A~J=16jl2*35A?l};yh((bU&#Oa%X)C zzuLkG{_C}U##MY5p)kfXo@VGi)I}5Za4em{ZKb#<_%31eV?VxkM}Va-!5#qTy(@4i zb1bzis(gB{%5{<-2~^lAlH`#9?K_aE-)ULB$0Q~{*aJ2SxRzX^4kQrYUoq|pS-vl` z-{>InCdeLA*zd=Y z(|n-K$em0bs-rLtd(%YH2Uh>lx(H0 z2W~QBcbF20x;5JWGtF&U`f~q z47cLq=KkoeQ)f-S`3x~FJCE^#KuM1w0leRMEhdY?q7yebm;5$H>m!LhMmk_L9ZYz9 zx@~blC^%nmb5QzZl8M^v{`#aFM#!V0^P_uwHLs@4lY1Pt<>5S@mFMR2dhoN)M9#~$ ze!U#ymp@=8YG{&%2~;8^!0C%;O<*pd821-L_=hu+^;k}P2#zS=acj>aV^)!9VU4w$ zE_*rA#XFKMpaVkE+R~~oDa`olVVdjANT40RJ%FgPiGf;k4+hKP z2J2CLfoC&Shek)A6UQ_$e2+c1wo&3F4bBnc%I`GgcGS-CCL$p&EH6+4y@Dn$p~;!+ zk{XA`@h>7ZxV{L`IMoY7248O(GY3WE(Y`K4>AdtJMQJ!%N$Dh}Y&LY}Oryz7wbH-k z91^&ZJ8I8NMzUJq5dVGhw~W5N7AQur;F1e&a;B(|rs1a(5h^5DB#5BA`f-i`Y+|6Aa zf8-qh0g9UjJ}w{pry2p*k96k`JKgxnw=5Cv{5P8}_y!VNQy`c3cq$izOw z_(2{jSvvvb>XYk;i9ZoU7;(CQrRwq6uozzdFn^CsqGEz3kzut|kb9ULmZsyr(il*z zr*{wdS9qiJ@F%90g4N`h#RSSfy^N&)%2I&CV@(SZ$Ma;q5SqD-bhnx*YxdW6v#Utv zx&`|z`!Lx%*oQ&H$4@ANuB6v7H(KA}+B-~7T=WyZK zF>fTgxBN7|R())T9seHPk281j!+=rPOO{4-&Q;BhOpv1;6A4VvnpwHKfr%ml^{AEl zpr%8t>}@Uv-1->Yq>bcZ31KkKAzckMF&dR_S4mnMBd0az6k&bU)Gm_;vC&eGypW2yAS@ysP}DC+)c7SZyixm=eD)= zw#Lr&;yOZ^Sw|u_7+tiJjR0cCRB&H$v>NLhq3gpf?-i9h~|! z7YKy~ISHguj5m5}&>MnZ5z{H>InW4tC{4W|HO78dO^wljUXlb^&Z=ytRj_#!I-%?J zTEqrWVj)BGKLJD?8h5&nmt0WM-E673+bMFUJD~FN|O9S9%}F-wxPZ0r8H>iJuH(`V}iY zW7~Htnu9vY8&ZUUKe7t`yf2RXpgpL(Yj8&53C!6y41KpgwH!7osij>)BEBzJi=ILH zI~5~h)blPwLN719ML*BHFxKK82nx$ZxEcF;bCciKAAC>Kr zpgAMB$)om1_tmMqO^%=N{=Tf~+~FRlpBSgmRvJhe4r=@!9Yola43S~uHlWO<%n)~} zMSxSl+&0oW%@mFIIx3#b4>L}VZypFXY{Ju;$OOFE%2cxB>EeYDu2#HW&FOovBj;tZ zAfd^?db_a`QEFP65;TIW8q?3L+@E%9|M^B*kINP(U92H>Pw>YbPmNIht&~dpl-kdb z(%S`?1HU1pa$&hK<50_4M#d&vg(I`;8fv^;g;=M733&i0ayRY98DVDt=K!w?fiwq4 zEHgVmW2mU?j$+C~gIgx~pWdMTG;(}OTnBq5$2r4B`yjKwFnfL|PT{d~aZ|H&uFwDsI+r?3fGzllO76=z4Vydw$+|`Qxo}XnrfrPXE?#l5Kb8y`ZvH)wpp&TXH$pNE z-e&&q6g19?iU#!+6Q5jQe;8gIaHd#QuN9Oit(~0DKRk z6~2nqA zwg*#6GB3C?r!rn!2$z#1A3%B#n$R1NUZW}!575AKW75{hRN(==q{{prb8LozJ#m6p zOCD;8AE=Drdk4buhhr~LIu*`JcUA@Y6ITQ`5M;dl2VApeMINAbE))Nbvbt6!xxd`r z{R>pOOb@}Lh7VeWaK1@v6)VnB9bu3|#@0=dnSdR5aAKtGQ4%Cl#-L3x!NraXuSmYHi<=-{y7zu$|ml z&12DM%{Bh*LY4Fg;t$e94=gTspZJ4E+WG;ij}$KeS~MPb=sm!73D+?Wc%#r_6k?Ge zM1p!4SP)%I8Tb9@ho%JgkmJaF1GGqTuR4l;o6)Pa>L(`fLJ!eg6#a((rbh|Togr-- zD~o)ew$@{7m|tHve>Xc64ar*K;Vy$a@(X$ToD=FX{s#S@}{G zluq;TKI_v_;po%9I zph1TmsrwB$2xjJH&HH2R=B;*&T#tNr%sTupyX(z*cpqj{J0ANLnDR?9yjLUuMOg+r znnBEa`#VE1%(YsMYeaCY79|~M=zCqq4N2LMuK$G=J{EFk{coZM@=2EiDnz^;Q}RJs zFMY?Mn=tkMWwDFaXp9&bPiV$!UFAw9N^Kh4AcsVCw6Z3PoDeX#_q`|Hn=r}WMa)nByl za}ZpEYUN(*?=djX%JUM8vnKK1>{r#f4&?gCFSD?*d8$|9CtY@#Dj8#sLFHtTOga;Q zMd45hurQ@$VAUo>VL_5voV%@Jw4I8-JXQdHvmHPEkVV3q1gv7*F3H6!%R2PvpsGkJ^fQ)G_)#- z9r?TYIw@5 zY5t2T4UMkW(1boLG~F^J8I&yYtV#7h(M9_jKC&o5Kmazr9|tKIOhiJYNRhNKMAv;9 zKV8{iYtd4|tekP&Wb!9%OoOn1Ab8d}s#(WOJ!s6LRXE=g62XTS~XWO=PzO?W^NtoVm?#(5%LXZP+O|QBZaaw3NO7!0ni2H2ox1CbPy*9KI`rlC zN;A5>8vk?}?jo>&Tvw*;ZsT%!^eeQYl?V_B`_xlAZ^v)FtOz2HoSs@@gJyco>B-sg zi!nhVeU^0Pbt|U3^_ER>@)8t$vwVP9*2ytZI-REqx<^zXr=-O5R%DC5^i2!HnCJuB zlFz>fU_0uu{>}j*nT3NrY)xR@k$#aWSwG9J(@;0F(qP+qd6W)6)tGe7e&KQg)Br+1U|*724!DIPn%K#NFRD(J!%)zMNQ8fVJ(n|GS$n^2b`s-&b(468jn< zSU(wv2WgTm5W5QGBS$kubR@W$@;%)t1k1(^^z_)-WU@wWm@~h*3x7Vt!nQci@?|{r z8d);f2$3|Fmhboo3=l1eWdoi+A(wsWCae9~&dFM&nY^^3JQTmz|Njc-yS?yCDgu%S z)Q)Zeuit+3Kw1$^&(H}s@qfT}{(15B(I#+TK!bBU!^6{V2{AM8RY!7*I<0&-&yVdR zAE7;d*KIvF1+I9}Q+Y5RR(pF6m^P78`mf`W#MZH52~Rwj=(vv|{V?p-x`T5E@9=%8 zT~T>C8u2VK;I=fGSjWQ32ARX^L?gp}V|| znu-a;84_3IRB4ia2#Xtlx+XfweBy<~b`kZej!Qsh1cl8-0MsGyq?7QfxVc1mMo4)& zcp7SnYRwkj-!Dti@=tQ!XD`gHb^W97(3z_z_m=s7K19_NG5u zEGWR&8zQLsJ{(lXR7{uAk;HWGOkXkYv2eV^XDNr*wIRG}KP3SAc5xCDxE*K7?syr3 z=)=hre{2j18D)1=+IE@P1%7(33%+PchH3K*$92eg9 zNEv(-sjR9bk{;SaNK^-5nk6eBCv(LfiKrPdNv<<3wh4z>ZFVB!bpO0sVl|CkT-0w( z=(S**j^%+zuB-wH>Y}gtNwz?d{bgLZpf)W+Lyd^?x+wjsjB*vWd86g& zF=ABQ^f8iH?9AdBoS66%Wh8W1EAA3{i!^YPc6T#BB83v(Fct|)$Jr8z9d{z0+_KhP zU|%4_Cv&Hr+0cBlM(hJ&)>P*4^YIl|77_gV<4K1jbPWuDfcly?D}H+q)yKm^(qQd$ zaA=Y1wB4TXZvpO`;O4ewL<{ZYWbQ`g{7=|Wo^Ov~8k@u-aIw4lX$_e0-x1mFR*iIg z^}y;*)#)?Ih*hxGTmm^F^HhgVs19lBEz!U1@i#v;Hb`xKLpK` zq&~Lyqe45VZC^x9&1kdR)>(H=DE`?P2l~nL{v0dc7!8xLXzm zR)clc#4=t8xR2OIed8fTO8({ALa3g>y#ErRsUk#4Mxqy^n9?Y6p}_$~NGTN^3WsPS zF|0xcDNQWomw26V#cwzt@9$J&$zQ*fCpqV;#s%G=VII6NU)LaXyOxxbuhvuGup0q8 z(jsiPgS48kXBs%Y`riTk2=t|=jyt!R6S)mQ1J>2TWwG^DWxBCTGp#qsW-Kr4j6)Q+ zST??wJ0(3#oc$tu^Yb0%PRvK0hlLa8RnqdIiy-c4Y;MF}$V5i7;8>GGS<>mLyBo*V zav*hW$I%Dn3{LRV-Jd7d6n!myL$$~QmmgpcB3M~T0UB}`LU|N56Zs&ApEc_2&n|cH z=pjLqa*oGQtKi?}>CH9(tBAyN>j)e6Hn2_bG^_bC*GmGpB7Yfw997>&k>;uGrR5?D zmtv+8ddcyZt^f~_eyp>(XjSH%8r+*WPFX`4nSrmIBdAW{?BIauhfG8I2pS>XXi{zO z{0DUQ`LvB7PL%a$y_s)&to6|4XwfrdY~YBx%;f+p`4K0_FiW1<#6kh0inL1bEnd)H z+YVCOeoN+eH!1+64X9*ssB!XX4#kC^N@9_hOrb5CsBukN-OvYNj2f|cu|?@qBX_`7{&m6?=@TnJ?pR<19?b#$Z* zu`nIwE|$`x#a+#}E@B;%IAR@rb>Rt2juy}_LytJatF;JflA(H_U#+uWi(s+^g-h>Z zo{j9DAXV7Rz=LeZk94Xqb&P$jPGS~zUfV21WZrSZCTyH`ft7QZP2L5^gU9;m56jc| zr4AnNSV@V@QAK5zBTMw;^K3>hLD z-q_uu8H-Y#wTMe+H0#3Z0PM6R+n1Rs#YcZ%on;FpV@Y1p(~uOu^}KXu&AO7Xqy^Dw zrKyzIU!(Mx;Vi$oQ=RI61JepvcQ68l-?1dR<7Qg1chXqTO6BiV!}u^#Q~Hu1P!av7 zTz5QZaUmS9k7ebm%#`!HyJ07i&$7P&zzcJ*$;tij-K9_x&*0b*Uh}n=%%OUL73^Nt zZcCNw%%L*iDk8jy?|dMoZsoRU-~X2+dOuoSpYc?#C};Ali}|VmgD_Gz#AWx<-l(9zSMMo!G>9Ct(ZZFf>{sj&MAppxgiy$3KDQZD_7Px#d6S zZnnMYdvgt_>qH;!HPON_B$Z9!EDUHUgU5xXU*4<_Fj0OaNHer&88H#8`(3K!ooD;c zZtowrW**)uCTYELcXK8WXTTCc%TD~q`f>2xY6Nv)XG_Bd{SnSI5?2T|qEak%gdUI0 zI^Y-`7!_E->Y!8Lu#I_4T)%VvW+xC@mY`EJ#AMzQCyJqffJM68;xIR(NK8z8`T@8Y z07*!W7P!Ae^<%^pbvhYTN28P=eER`!~lxqYu zHXx$6*B0~s-(DkO@m1H#dhS+dund6HJWL0paIYMFsh+ z#C`D$Ph!t@x`5CekfV>n6~D&=qMkyx*#Ap+Z;E7ZPW2$=r z?dANg$%h+;%=dz(Ply_EL*cx?V+A7Dt4T*A6IGwr1ioocuZgg?9(%~;{uGcvR{W+% znORxkJ&QY9)-HZKpVl1eI%vk9lZ^tA%yPQO7cHbqRdW!Wecv)?*i!{HjNABElj|D5 zgWRym_lr;+$eO-Xceihj1om*v9F%rU>e3%98msv&SGzI{g(C#$CZ zF3gmZo~!;*l~4M!L5LNGI{%22QU-qJbl7Sn!e^vp@Vhi^i=#jf`gmPEEeMlvq6K8h z!nN5-pJ0H2QwlrGRCiZO_mYiFCwA@4CuSDbhH1MXM=xAt3H;9Z?<0KQV0fg}9h0~F z_kTGp%6RzUdUG$no@9)mEjV(kir$evW{Y7LM-iRL#Y zN@so34hhlac>Tpat}L79^~#3!n|{2kkDmFX!oPr|#MTgsW%!0_SS)HNc5d6c*~?qr z$S9z6tA5>`)%5VXA>+pgx2|*M)^jKX*$naxSRjA~D1CBZRzw-fW1}OqkgvdvGRL(W z9hhpfJsTPfl1FCjPRg(D{*qB~4&}NCZDS)A7;j@-J!jMVfld&e>Gyz~<`Dv9r}Kfs z;Ojx)`~e|a=ds5NUr@<2%6;75`>gg(mwp^UdResTRv!SCjk{CBZ5rxq@>;iMU!QH( z-HroQx8n@`Nbix!0jT)%y8h$Q%?mZ%cacWkE54?aS)2No*`w&9_m<~%*Uh?uD20JY1S2s$OeaL_ciqGt@uf;7N$UnIIh4|M|sCy;UI?E5LW6Tg(XCgTvf%Hp4 zX_x^0mqk2$9nE795m&T8k{bgFs?0pB7fCS{c4$NRsyhF+suEst3T&&B-hep!Rh zDwlxF=#_&W6Rnh-&S%aB!}n`p*Ggc&JpXNoTl7m@nS{|?mqXWEnE)7j;kNz3VX&R7 zdN~Drh$%Ocwe|;s3CmtlSw9MrpP1bbOUc@Q5dZ`7H7Xt7r>xpG8?asL27i zA%lGMwDB%Tn64`!HC#5=_aEeXY@j53_JeC4MBJUy~aij^jxmvC* zZQ1obzvKH8I*#7wdG7nZuJgnMlmfkYw%6bU7=o(;*HHybRI=n^;eT_`SEk+PJcff# zLbgyT9nj9grp_YSyd%KxtPYXgN6d8~&liH{(sNs85Yx&IfL1ffjRmTYIpOntN2c^e zIoYohJo16ZXFC(Znu2_J`!($Pks?aJgYI#P+w!v-?*)ro_;b1LHo1`y*!nw1pHs|{ zX!bmJtzsYdaOrS82&x&B;>4ri-(J85^FG7?b%K_75Iy^MF$$BRCr`^cInyljj0OL= zmg3v6BUsA49HqOI%LisX>~Cntm%D^9ux=PxPf&20AsjtYbGc)*Y;8u)m zgg3w3L-QRySPb!^lJY2xkx|VmV+MW^8zX(0ft<^bW{1LPmI+L~&b4~#t2HuafjZ#H zX0Fvq7SuJeW)GHTQdVzFvxln97BQqUz~gc|3Jul>5ta}Cb_b{irv|t%+5ld?-5L^G zu^86hUBJu{^_TIsS}Zg3&y8*+w*UfA6PZ8c2oqrqNIq;F8E z)4Cnsy21lw#}MZRZpTK6yq))60MqQS-9~s#+b@FSTo00!ZP$Ru&7}npDbya(xq{u$ zwxK&qqDzuiKYZUOcCvL=ut8+DY9CXHH`MciZ7(aCp}SsMp~>yzFqKgjCz-weoiW@R z2rouX7uQ?{#scf)B2kuf_<|wB4=8siW>$3;%onln;O3*|o~(JL#=99h-EvD++O`>a zC(arr;;q>PMVRR?73(vo{J>VQ?ebbDuq4x>%OzD2x|9-ny;;;q|3EQ5Td)lZ))IE; zhdZtN)-)qR{3aGWH{9ac3|u&^L?^-F%S)zDQ<;2s?fU=<(0s~PYAKM2yYzs`S~vs9 zY*VP;0rvr<3b}x^J8`K$L9TJzjl3plJE)Y3WcsM_*ql!!LlS9S6n(!N+6B~4UMML7 z3|t#;I)eSBF1S1f8l?U}2~2Gc3biyos+9NpGE+`o?TG00?*LSuzv}>%N8QMXyKf&7 z%QwaJeO>WzV|_gn*O3Eo-{Bni9jz04{|X)mNvOXoJ{e&0VP?xBmib<88zbfGcv)5Mbv-y0LF<`|3+is79RdL~5`SQ_D@^ z5(~xY2-GHUrt}~=ks}@b3~xYgwWILf>$oxK%%!%Y$g_aG-A6L*R z4$)9|kC5@m{xhzDU{BXl#_>ty6eT5~1FoQGj|Rf_v}P!>GkoA}$RW|7r*MnYX3 z5ruCD^c4x=8_{PvoEaCfTnUd%ds4V@Qp`v!b$K^-fsGBI7UNDcNGpCd6Nd2^RgC{a{rgJh; z=%%V??fWPa$-`yzritdM@FIg^<$T&(7cH7GnLMBo7ctvz)8Hf!>42AUa!wEtf)E@f z77|hgt!9cS*Z1z`OCc9h$`j(1Bb1F}urvOmiT(TCS|HaRqhl^~{pkVWhZFgrOxq+H;q zirF;mx>++kYo*dIVm3$zD!Bic^3(T#Z_6u491lm?Z>r58Xjs_#u_V7lCdvg{byzYC zws}v5;+qg;mW0#rK{Nhxo8Qo0ECXcRvqG42yFd$*^31U#!_Q9PZFb_v(}{zGq)5V% zzBB4pp0BUlpfYb^K|R`Ob+?!36Y5N0ZlSKv|9=V8hC-t<3$L4)^Gh}C$>n3?0Yu_u z;=*(<|EU0hyrdbxnL6DKp}2z^do?Aw<|wC^G+>$lZqd$|;jb+#ACWxHSAk z7Yo-pm+j_$eqF!zVx9q=>F5vNYpSD_g@q_`^CZ$y67QIyqt7lRQV#AngcUhomBUNV zr1Yr{RNJ}$d%W@pTnZ?~&|>FT?nauXKGS8_UXuCHi1fTrDPq4Xlv+l8G9noWYXzsc zAd~$yAHSd!0b3iJtf<)@_pE>`A%L1Si8-pA#Po&UDPLkM{F!}?#vEk)<(^w9pPP8l z;Y5mk@HoMp;t@AersS2Rel}Ro_Yr%3VYB)=B-iSgEu9G+UC#pffU>W%uisVw$)SD* z?|WN=9v0{E)R28uZJfu90K84E2M(}x2MT$J{Exyq)Reu71wY{wH7Twbjr6P>T~S^kTPcy1~Vou;}vx=jz7>!it-*D!XA5jj|m zY=?KBP!~J9{?60dP~rOxOq}e9OtZe)Pt~nQM{qzb(R5b$PWMA4CJ+Spae{Vi2HiR&dY^>FBG_ zU<&OT=EU@;LX7ueY-oK!zyH!ncb_%~bEFNEu|c|WR{5h}VKoIUz+<$}0K>eW?S(Gxc;4*WZl2%YepS)81F;-@Di9Xb_*wVgp7z() zpK99rcE_|j4@H~2! zY8B`i7vs&%%yeCSK1|hZ0CI~6eB9mY`RZ|)>b)uotOm_;YoD&hy?#3B3f*sBlgL?* zwL@Q&%S+D!t6Tez{`1m$R;k*J<~0+!9x>M~jh~P7jYG7Bucr(#X4X*}o;QI63D5!= z1`L;3VMBcVPFxiht0^{aZnG6XV~X9sHu$8B+^%j%T+ayNGS)S7fK>8X57g>aE{TTl zq4gcD23w~=`0~*~3k?{q-lyPWUbygQVm8VNBwb@qPwNDww`4a(fAe8%-M*nn%!VNh zMN=S>dMQ1E0exC1A46@Z$xZ+@J(VX+xQOL?l;8V4lFvY5H=+dL5xlCPlo~GRDv+Xp zqnmCbfr6ZnCO{G$8STf!^u!GYI?HX=|AV2VMskjr=jT(d>9Z8iAs&p&}E1YCn z$Cgk3ZhZkW-f^okgnt#xX#+6?zeUOv=`E?%?L8UpcO2&r`jP&CAC#SI$L46XNg-!z zZ#%ZdBYU38nktIFWbYsq(~D6GwFJ?*PK?`o4&LLjn|~#PcS2L%qapsY+2L_`TUk|y zbw1O2ha-EG^ug5D#YI}Y9uFvAOXcKBcawy#d)SyiMC?ig4AFo>xonHeDhY05WBCqK z01Y80OV@#hykYTEZQB|j9s1UAka&3Q+_@1k0$eB(zaW7ugHCR`@n`y(97+@_oR&Vv zC=V`WlH zt7MQ2cql_HmhBobp6FDhh7v(ppdow^S8+lidN3q`6{RBa$z%919a&B$!yRKIb=HP# zWb9ib za`0OaQ}=U>Y>GXT9JB}z)rs}zF?Z?PPJuxU6C4(U2!P_hCpg@93EcPY z1Gik|7cj2Yy>uYG&*xpeO)(KomXi%T94d^j+2p;tVugcOgPccXoxGHygZ9q zO0|z*2(tTLu0+EM)#2WWkRG^Zuko0>}HF`<0`AaFT|D!TL2rT2VWWRbX@XoAM03pms;vvmHG zP|6ef{%u})Rj(RX-#n?QMKekB3iO=>;{!gJQUA;ncoIy6T!`C)qx2nWTBK-ffjSNb zG$9#gI03g;np5Zp-Z>?%#WH2hM*8=?Hj^)!>=UF1UH;)gwLn^JO>Mjx9e?Yauv%y9 zBuKOO(UW2UR91FG6Is3B!?VeB@^Ku zw|RzD;$aEXf6~!|iDV9;wm!Na2Yc7sMWND&g>oc}x2Z1>LgU9YR&oHmSw82{{mb~;&5Ts+)=I={>6Db?Q8?>mH~a2pEzvQJRmTf;G|udcA(nfDzA-S;&- zzqr*a;T>9GXSCl?{dk-)tmlIx7pPxLv&YzX9ya8PtIB4_j}3S8|CC$d(#MfQ?MF;o z!YqGSEK<9Z*){u)j_v&;zfVpQ zkaA(hC~RwMUCa3xFtfL1hj-dTn1wJG?_+aU^0r-E3jDS zQv6^Ve8b(0g=VVnUKiAaaiSvWa@$T`M2WFTeonck66WO zBp{snpr+_^8eBGX5{~ex?Mw=gr(&` z!Y@Ivua~6*GoB&pe02Q*U z&POxp+q3Rmm~SS5hgL%G1J~WF{`jHemL%dQ>j^Lu33sIW&BRbk75oxV(@KwiNP&-s zxJsEEu%Sbi?8|d-6A@U_8zLEy3EqO3V&y|zwQ$U5olMR(>r*E!LcNM39^+v}*51v! zXs6tJp__a+7F}d8OZR~}_M8btKo6QFr5etSRf=D4O(}B{?A>P}*n-S^56*kNblW)< z(TJNd&s8H)ywX7{@=1Vs^fgt-K;1l0{zc1pdYYas-Z9G4@aYLS;=uzHEykXgE5<+9 z*W;Cym9A^M-)Mp?E4)LuUc-|CL-*#kd|o;>b{7zgMf*b8Fng3{?bv!~y=H$}0}3Bn zq!U}H#c3AyN~Jlq1*oe zc83}!Rv(uLaZHMu-CSow|v`B@A-qMofUO}Hg4RCIf7)$F6Yu~+IS1q2vSG_ zb^kuI<}vp zP)6Olr6UdIG?hhG8O)RSrkm_X*M8U&4<#KRD%6)#uZXxiouMLh$HELj5ubPHv(BFv zz{#_6F6nV6`BY5L77s^~3(ate9VpCJRxhb&Vb<}vnX&VbFDRCk@_3yruGdY`Pnul)VB9EG z&sN&|B_5ef5Ki4|B{o3&t823g?p_ZPCw1e2r*B6Ok^aoExlZqE_JCmd0F{i^azLbK zy$(c1SYs7na+suRh2$8?j|A$hR;RC$H2w(13!GH=1mGlS`s#nT{X-q1E74C@Hj@(! zoC$Y;;3p27a=@Sj40OL%oa$tQzN13-N0(gBe?!Tt=CWZ~PHM#Z=k*2|=*SSNv}`2^ z77orH&|c`1A$0mGe77dKP!Z@Mzw9}x%jN+mYIWnfP#}nUrxSix#{3NtLOJ>D`JNX* z@{n|coDv$N&cPtPN@afcXYwttX$rbTF`vhJ0FB!>VI6Rd{`)r=Pquy54^OIfrM4PX zM^IV7ZjGZq=-&wReicdlflN_!UdAXDu(8S#(eLZmHS)wB0ZM63(JjA#sDvBoqx;0w z#)uea^Y5K|6~Xh8Jj`@$4!Gm-N}pMc)Y8=9P4wf%2R6Y3NU0pJP5RNs1_5<)Kn2nR z6Q%fMb$%)xvOJxIX?YRp@U(xsM{|GHlhuMh}Y?1ZI43FrPhDAW<)e)53EV4eY( zWHk<%e=XSFgd+bOSQLx~!xND)o;Y1YYCG^g82q_ECYcyy|N0YmeDe|bib3=`LXwrsYD)2`tq$c!EF1NV_Y9<|hu8e-gw@OL4B5T}vw4AXu&(7zUwf^fb&!yv z)YNsM7GunJL&6^9*-Ku(_svWz*F=03g!R$XGz@K7F_s(;t%;ZiM7NH%SRBx3MA4hf zwq@qF?*-e9I$e>Uq|sOqEz(21`;p^C;r5TxYi?{ z6y4OxZcI5vST_ds%e=(e$g_1IBNKj@W{3iO-1^>e)7ZW5^>DCL{=QaxdC0y0HL$uJ z5SzF>D5k-7211S|h!|t?G)*V=>c5&~VRhuVaQE64o&=^cR5;0sn%XdNF$)XmKrIFy z(YG6*Kf+T~+zlPrOYUh~imlUU;80DD#OhSTY-{J>k&`ZmTiV6y+87$re?sJ>2k>kf z&Vhan(7ctQ(;_qEvhPQAC4ip{P`H@&6(OH&6D;Id@L5t(2a z5EO-zmbwAC${(amnBX9*6CfDg6D|jB>`v&uwq$I|7`z(BRa0s=OqCD03SAE=VIH|M z(EDh593QDgqw>@JMyNHEXQ5=`IA;@TaLz@4LFp`q?YfHV={0zY*d*)8(b8*M;tQNu zpZbKEeHu<90u1Sttx_p89>0Hvk07(*3qh^KgbC!~eLcrfWU>g4> zmCVd!i=qNN2%nq8Z`w9p90rC2X6*^RC4%S*bnv7Q@l~&<&idG--w(Zp&Ol6)C_3yK zx2UyNM=ct0OkGie(=C5#j(e@MC)$TL-oHS!>d5u zm{RmKk)@(y6?pRFf7~G{y?_OL4+<;%TemH1o2{d~55F_!T}E>JJWJkA%e1;a%N*6i z4eGgUwqLG!uI4rzWjO#4d=F6jI%8b}~-*(=7trGRY zQu@Hsk&lss9S>#@zv#r!!YmS9ECXDGupcprfboUWJh6Y%yowpi;x~=0i<4(XOnvgQ zbeAwD&Kek4;k!sJ6O@iGknB~{l~$<_S>N!5Y;#kT>CR7`a( zwFp-x2%~ksjiMNS1SU1if$*sw%juudW>fqX0jUf3PyLtcP&x)Sxt=LgCn5^Bhmo6p zE&JfCBy2?%M?Q<$p*lwx{3@f3Ef^>l7S~DNP>GAIQ&4q z&TPHG;0s$sWt76Fu&#f=*UH{&yvPu4en2pgcaG%pnBv-9^c=xhPAkP`ysZ`d8)D?O zA-^PqQz?KE`PJ;Vb1acBOKAW~*l_PM@oV+VwLDXD4w`MOQN zV9=7A++B;VkDVc{9k@0=S6)}GvugRRkeDFLtgI|88vzwD5Mn>9?3_ukWr;Xow>(D@ z7e*o`b|SMAt1b=hOW}C!2_l`(_+GmnL!F)zglp^r1<*wZ0o8*cV5p3=Nr>?b!(YUiFTV#mHaj!0~UH*O7^Agex7dI9`o2nvzeOcp)Aod z(MZF>NP#wj(7s58x}S9pA7$SQs=+b++%s=l-onjOU)2q*-69!t~zyI2*9 zI!02DFuLwt)Ee#>U|6#N}R}o z((l+V-A^>X{H_BWyU%s_PK%nb_9u`|Iz7$fAcv~=zkQ^AP>2*BlPKM#AnlFLLY%M!gS-( ztJNG}^$fOc2Sfu~E&^5IXRaBMb0x>F=~i2fRqaMYaNw@xCyuARr(fK5g9Bm6Y@ZKo zU;egsxgGi1?EkUJ7q`)-eVK~P`j_L`H1*1!^N~$`&+@oHiWEG8>uDHF3TWK76J(7gSbw3p{oDGd!MY;3t19`pCx-{K78n{ALeS~F+W>t z@Bxmm+6nfeKkk3QgVPY7LL;)&-He06^q4U6P18?JfF#VomH8ywxc45K$H7^X=Yyri zVskD%TBM+?q3j1L#E`p3%OGWyhKbO#4;0E)jj-WdTIV_RPKq2*4>$Y(%t%OHS2utH z9vFi^lpCG@r88UyNnQzHq&fsKe<*Onqvg9UJF@=M{sL8V2FHWI&SuZRz@-K^RlB^E zbGnEXX@ZVenlvC0MwS=Zeg6~QgbvFswo)>z5d57s$vY&9`n$K26SM8<@4m;V^+UE{ zAxso+g>U6owSIwe6Y+B!zoG!8L#>W@L5IiD4xqk6<0?rzF<&`EgTRG3|5sB@y(_jI z-KR6^j< z79%M6Ie`!{JftIh8~mxA>f?{@=?mnmQI)`>*KH=~5OCHp4rb)<@Tjnh%aJrq1wG@O zu>OcoBc#{7ttf5bzCUm?2V{gFv!6L#NyyVJg9|{`D@HCxi9qs;(@wAKZ^To5igt&$5+h!+UP6 z0qjDK6zmO>8WzvY4<;$HMO&((D;Ek+D2$c*IUM7`&d$ zV4EPbP%S*Ldj%m6_!b#=@2aYH=$cjJn;sX<8Hp9O71Kw^_amZiankpI8CsLC{a?B8RbDdjI|vc zBmt-FAHDBxeGb>t=Qp_s;UIeTXks8UDQUZ*m|?2zgOAm9F!j&qAJcmrdU7zsabfUa z-1COq7CJWwQY!s`GoZLaG1Jj0=0p#$aWJ1^?I!45wT>a-R=AkXgh|VBuy-1*P`7Bf zM(G-nCzA>px1mb$Fh9wJ!o1@v(WwpCf8Y9Q__tHLue7u>=G*E@@R-dpWxu(i`M)wN z1^#p_+~Ob2M7yq9!DGFHP~S*G9O~KuqRS_;0d&GpF`28=Q1RMlUeMrB&SR6hAt%Ip z(;Z$%FHm~(x=(m6(J`nyLEpK*W%l_f9-&99BZ6% zx+9qJF(lV81}uV6Ad)OQGe6Jr0fr1YM;$4ds2(d6;`Vu(`2&UIH4r9=p4q9Y`@x{n zSkerm9yji38i`Xhqlh(e|}jKa7ILlMi{E*relsqM|hwj z<)iVX`#|WvXuZ%y;{{inv7U=5A94ue$LW6+7t#D90Y7rW4@y8jX}sSC2NDL8ISLLh z(&CWbi$I{V`!vC;AF|XeT7I_hfd?c;Q(~?I5k~?AF=t9k0HQJ;36eQ3yl)2|m~1_~ zac25R==9h1>#sFW>Vqr;U(b2Z>h#D1pLS)JmX`YgNofalo+uU)&||~=Fs;nDySDGT zj;)Jen3(i2@tVy82(QNb+uGa7X#0kN`+!~q!^1OBVwxb+Zeg|Kz3aK;k`Krg_Ty0z zef?DZ<7y)0vksH8uV})w(LT{u#zWZ;gU229VjEO3E0Rx~17Kr8xeuMSx-n|L)|D=S zFn}P}EX|-zCT+5_vE1-4vL>e2Kw7e@*BCi`bT7$M2A2T@nm+~pHO%He$~r)+ue^C- zO%+?7gPl-I6Zw1zp71d>y?AGD%ll4<EIq%?g)R>;eSp(Z0z8d}M$_@sNXERyT-{Nc*+hPr z2Fbp=3Rw$goTza~?!}WRQMYwoxMepHGsru`Un7-ebNo}+*FYRvl zIERz(!ef}cQzM8ue*)aFDU#YucWe_dOC)72ymF)hs@>UY2|uo zqhT^Mc&kyqybHsY=X_=md3lh;FJIM4?T;EJE5OqONk(92ocmdYR}>mBQNc)u!RonB zB|UhYnDFiPVgCEah-#LZnm+iVkNh#IaE2&Z6yD<-aZ@s$(N=}oL+_~b0L%0FSJK{B zbm@tF+)9T>XsF2GmADFVUr%aaTkb?^FZVHNOgPX+a4QGRkftalDMldRzz1Qjpb%&- zk6+B@9^-M_m*k`~FRY490Bx}#adkKJ|2DrrF7F8G5U_)wpsMiLK+sPgX*dl84eE2v zTlCdiN`Y*4`IFL~li~^iNY8Thr{IR$Rc85quq>&Rv@btUA7UQOoX7i`5sc?(P~V3# zLe6HY&rWWcQLxrvJ)0TIIU}N&DlNB*e%H6zaa|gS){!24(#$uHNU+A~{q`|MS8I1_ zab} zTj>Xh6csAaoN#dvC9LmAT9`^qsKR*g2cL*}cwkOUGXDEr9REG;NKNQ{(_=vo5NoDz z)|-lj>Xhv3#wo!ufc8xBq2{=_xNdSjgygt4!|{{gc#@z|YkgV&X4-jB#vyOnBq+N! zA*IY<7a?sWIzPHkm4M++08WV3bQ2q+s&aFgv-wYuJ2B zijT5QClENR-p!!XKN(T zYx|qI!sP2T?-pcr-QdBAnfc$(zM_vc4K0YNrP%GN!B#xKEG-Uy94j27HKCXD^vQ=> zrNAVEW=Mc$U-w3F7h?n+G}+7tISMp<`MX)^0haYgzR7-KP1C1G17A?~M_9ej#PS9;VAZOv|n0*+NKW=Aycgz9D$eICP!(Y}GlXn?0U0Qb{5;llhw5F$DF=+q9`;8qH3j*1E0+fK(4c^QY1*mxxC@@?#fnh*mMoM@_dSmFROWXO z6Q!v>M%|JxI8@4=0pmgnz>~Iaxf^~3lXG$L43L>z;ju#xF(HwjR|XP!FSz*}M2@og z492Y}InZ^q^DTqty422W1dERG-_J4v`6BbcVm2S{_I6#~CClavDur@ik>g(|yBdNr zGoxjeb`y${#vftP z5h&o*WC)w~UqIBEU#az`T0OkmSUXr11HD^CtZNQsa6XCrZWc@La%Y=P!UVPlPZ;jX z2nF$4&th2MiHrtTeHlPQI#T58Ibr zaCO6pz0cX@=vSk%?}g$SHdDq4!W0yCjIqXlL|*w zp-Y(7HFM-)YuAW^MQn|&>8Oa41b*L@t*2k$4onM}gJ z3qrB>`>n=!{dE4=0Lm7ey?wYgn5;R>XyeZ$nGE;PaKh94f(H1(-C`=vfvL|7bwba; z#%5XSs)g_P%wr*D6%mArZ8u8JTJs0riu;0Q70LK@3373Y5+am^1oX7oEZU#c;O@<} zse|adFdKG1rZhIl`VV-4r{AR3864X4gHXw-Wm$*AED%63 zqH+<|)&DK6Kk(G=X-rx^{;|O7#_8yhWB1@<6jy{~tZ%^>P87NA!>6G-UN-q>yZUKHcbyevuoe{D=6r9C5AVoxgn z@cCHSitws)xoq-W;u)Xd7b(+|=Z0=#*0hY2C=yb5v@_+@U-3|xap_ItdxA z$#;-VedZBsr*pU%5rW3dSPM{Gm!$us)LBu0@ZmPr2lyydM}tscLDnz5+;bZ{ zO7RID>&bZxTqK)Y+T_<2^@E9K6_hm8=ve4eA5QU)^TK5F{IM*sDV4;{5awOAYE|#r z!<y46Wu#}8CUJJg~8@TNJ40V?Ed}eIalfv^C$@enmrZM7oVWGifkbKpJ@p{K2 z{5~Zy&hY@WL0Z{HhXjn4x_);!Z^fin$O2Y_8}dWIRqi;B|BzRf|Aw73lji9%d-*Mj zhF4C>GAG$B8x{iHv0=!6WbQvMB!HEGt^gN3vdmb*D4i?@T!28hAaGh6ZKEC3ssfu$ zNU-NQggUfnD-DIWWy5H8tPTU6W``KznC;Z2UWGU_ERAbK{EeF4}^@V6-IU@Kuo??We1!jQgbfEZoKZ%Mm|%xdAMacs6pg$ z#{OT$uKoF1ry(7)}wq<%xW|YFeQp zq{GMAVz4SDn69MRAe-)^H4isUvnd+mQfBs%(iA}-q8h0Gz|2XpN$t^Y;=kvr;W0?f z;U?%Y>4$&#N*;-dgN;+zQH-ei>zavY(^@kn4ZFCbP`bp6$(#)|c=?k18;p;W>?2NL zSEc_l+a~236<^ z6dsEg4A%B)aK*FCGTlmI&RxCiTwGs=wZ=iDgLyNt@ObukLu$~nb;|lwl!0~D=0io#`nweq3+&P(`*nv zH-NcA_%eseA*Y(L#-Ri@?@*a1GIo2!USLZtN#UFN)o9ALv*f3|KJWVUyqLh}#r5%g z=^!;Zg4XQ_@#Bh$QJY}vT7&4Rt^%Wiz5Nk^f(ZLCB!73+Q@mDD1Px;?0y5ZxJFQ|- z4!^+%OUzFl+?p6MV6K;XpvfOgkrKvg?OaI2y zi|3X$2;R{TFilZG#rI{~9~K1qfcr^Wk*pyhK$b#8h0M5D*L+704^w3AfC0h0SY;id z`Styq;v67j`y+}X^bd4UOs`fo*7Cvn8IY$fO~l?O%F-~p3b`u1$4?7ipB2Z84gf6^ z@>%NW_=aDA>TiTU=g;uwyvwYfiLDw`Yc3CxUs`U`Jny2V746Zdm21Lv`P8h)ea zHs7=jiTOp|B2|>%@7_juUNrTE8p5=}hV}gSIY|_0X)9Q`IZNkBL;qw{Np5%N=)p1N z#pncwQvlurtO9oP-nS?jkLdG{Ht;|{8qaGjAAmD#f~t5k<)@&F>p8+3AiA8JcSlxFORaq=U^>1w*{BU*%&pj0bMNO>gK&D zTPFv2bn0^%ak#NKkAUafRiC%8V<|UrsP3=);mkF2cuRt4D+gCP*pN~Xk=mw;Y6Pbd)x zf)rf!d32%DbL(;2q4|b@Mj*7x_}$PCoKiI%XFln}NUvyW1X> zV`qOETQU2P5~nnOa-0oIMjPl})F+><6$>|A-Z76^?o7LBLyyU`tgr#<_V&Z&S`EnF zV8eiH2={Kf-s%rfJJU+hwpcmy^*P;YJAexa%un&~I%2Ys$HIF%7?zmX@3Uhs$vF#+ zW*YQNari>=)j8+0l>~WBpzob7xtF{ECgixoNJAhEq?myZY#s8n`Wh@oqbRAKZ9|O0 zVa)pV+D*{`N<|n=cV(pvK@u4(J^3<@9k6UO-XMDzIfCt zS>2A%2`6`Z;F{6~haM z%zgyzzv{PEjEfe0*J*8+`AiOfk>@cbLWTmWp&ptf5Pr0+a6wCp08jwNRD)RthFsvE zjY>Bnf^_|CWPP<)R|<)6noLR*h&tN(h?8)AXwcSESX!3q6`*)Jv{^u18QOjKi!d#h zSHt^x_DQ*CG~4v(rJHqDs@DtPs9>-e_pAe{)fh#rinxeI%SFk`S2&oG=RRmuihM_) zZLRh?@VgK;!EAQ;h$dh$|M7U;(4{x5sE7hl<%6?ped@W#PC{AveT=2zJ)_MlG;^6s z1QZ_sMEV?Ar!GN+%BDk^euI&EC+30L614Q!(XG!suE)q`6^3?p^mjjPL^lIR&+*8T zeb-l3bP#zU6~1I5_r7CuPQJg7vK_nU>OS8A3aQb2H%s(1ahQwK&fJdt1rz-#{1Ky$ zau0-z`WRs#N;pQDoH4?GoD;gSk!1`$dfV%U3apYILSH+dz{az#IU}G zfE_BZ6ZGo$lJYy|KwydgN%qYLp2Y`fbW8&}@{M@{=ra$iQo_&6Q zK{eamgaxR)VX%s|vS_|kFt1Qd5ljO%E?+`wyw)%Z)j)}^Q}ku~ISpw|F%%KC-g8aBL*UO zr6R{(0(46-4IP{D)9`pnl$EFdsW-Z(<)q^ItE;mcYaYG~s)`nLR*qP|HE?CXdI>F= zk5mH;RuOH!H{0Qu79dgJ`t)Zs-}U(YVx;%|C3bf(9N9E_y%C!_tX|yc+rQ!Ce6wH1 z&xIw`Ff~p!Wci7Qu3@d-NUhn>D^wGbm$t+!vhn4b znA9uDQb8sm{bT?aiv7pi(3nOD6VjmhukgF~(#mRkg>gHfLp>y@GZ$SHi z;vA@ZD0U~^!$E=&m8X@HMm%QuQDMWv_|8)n>rH3CTFcr&%HdXj;1#sAv=H!iANJ#L zJIjD6Qwh%|rFa(K)pQ+!gvV4+6)v<-X@MLsl8#iFSLQA;>yLC(cS0c)r@*LIkA0=d z<-9vAIH$_mw7=Pe83fS_cc`EIgYO1gh?orJMw2pRC)JXoHo?)DYiQ`ec<>|w4tA0q z8Mx5U6(%Y)EnH&fv<^9YNhGv{gHmZ>;YdQQW=0OY8W!i+db>ZEgF)6%_wo(vpnQwE(6cN+xSV8AUxqcV8ygQw941ve0!YKfkJ=Pcwpl zKj!!z=|>C=aLA!0By83%89{}3GUdcav-H3i(#4(um8V2YilT!@ary|h4&G3q6iVp| z*fxCO&3Ma6f2Q&vZ-R9=Rgd*qb>r_}nvzgbx2zA<3jSR4-(P=tjeGJrCxP1g|9<^ z0_r3bXvVk}^VOEC{x#Ajg>r0$;Edzj7U~ZTmiCJtDRhrI9_v}Yzo4aT$3{ew&kyAK zuDoJ29$CcY+7m0zz&P7JB2@pqe?;7P15C7v?NWvSsJLzx4|fFZy}&UeYV zqvg9)4ipQ^)G_3ic=YImVTEW0+1ao{=>Hzk zuV7(g2J6MKAY;2zdiAE{ts3kNRdt;TuapXwn5 zh7$a8b2wW>r>JCOQF0$C*%J^hx7)|_Be!bL*N9C%?F? z?l;cV$c|w#Iy8_H=C=R+ht2`BC7tDgdcBEAE9kMHAq$)7tg!K9nq6QN99c1RVm{`r z!Q)Xo{BgH&x^tkZGI9@Go&Q6&1~@)(>aX<7&eG79 z8MihMxiz7FJ3c}bpfo0;oXjEtEhyBF_THdFE31Jx2`Q8su2!apSP%}g{m@XPA}}1i z19Lq*q}K#m=xGHnFyBN+E2Uz@?_|830uO2Tt3|vlV3Xz(VJy1VAgTdRA~a30j}lRu zh7x;kqEAuGQw62v5rifO!SDySl-e+kMPTX~JIdgTLb0>;!HI=e3A;aW*~2?nkx_Ec zP4|ttnlfstpndBSm|s|^y#I87jt*?7zXp$<#01^AWZw2f%E6U|ucT0>RCaEx%|%eg z2}$IfARMyM(`Y#%db6tN9u%Bt3!8k&z5REPtXdf$TLADPB&M8^BhIDReLKbJV&1e( zD$%xP?m_K+!*VrE0)VU%lQ2QQci1k&?zhrSFh2ln1zbQo`~znU&lTuDkCJ>*>f;bR zZ%-a|e}Mj&GZjbH4hsK&J;E3meCx>%8snXy>%ulhZ__ks8m=JozNU zb&Gk!JJ18VvJbohT0noG6Ck&oFbPDSL&B}aP-0h2Stds6Pj5;bm%!wRN~4;`MFygd zJ^zhtE0{QTB1M6o$g5zpD~DB8(eld>`IxoCDebwVFGn)Ij>0ii~Ko@hiWj-!R;-rMZY?RDS$e=IIKC??Kp2WKz(9 z5(wl|c>;tUWz#ZSS=_ePt(?<{l2C$G37jLdDj@X{*qKfk54s$p3H}d%;rgA#)mKdY zuO7>RPi{$VeOOcd+FfdZC(x}KT(~l#z*x;x&CC=;ivC+_O80#+Obyf=D;aXqpa?TUviG!g_AtIPM z1Xou=Ns2!FTwt9_(ej6^ouU*g=jYT3#cO%N$ zfoQ#lQ-%H$v(N4qP+RV<|J^sU_>-O}3o|olIVXem8?pN&6#||TPkl$JX=vyWjc2~5 zS3%(Hh<$^RrkNQaKoQmKLN^4%a%8YY5x=%ypaW!n)8^*pn1~5*qCIRNCR zY5;!$f4g>-;DtFcF#%8d<4-R}!*Q#)Vp~le+Xtegp8DMy4*C2>^{ZFc?=Q$lokJ&% zXM&=^+&{kf?jhAmB&)uz0#}n*pz+Rqy1F@EJ$DAQea0fzVGaMrDwlhJi^Tw_QCtq=MRphp7U1C0OUME~QV-Aaoj8TUg_<~Hh z0n#_Hg#8pS&2D=c88k(~;n#XG%8sFFTU1xt5yVS_qbWJOg{8Hs`QJA>!HU|tI^6o_ zqZQBTfWeNM_}lIX9A!5RrHk8!E0)U7EOjBL&w*sp%0Z38hYds23Z2VmzZqm*S@{*C z;qIc3`f8w4QWrdtEx|Iq>iQRq((%xefcOs#WqlF6rQGD)7 z>G$5BC`2g{7z=jZO{$)=jkh+nfWkq_R%~N1N&B~q*K`dF{a>m9qOH9FBb$&cqx+Q` zBS&4F)8`H$Kut<&;yZKC$IQjW29Hq;zXhXMd3Uq!$Ac8Jjj)DPGe(wfW~m+03WNN# zUK>W8Uy`vpsQs}wrp+8_VyySr7%XL=_lPRETo?i#j1xbBfC;5}NT(5)?8tCA=J5NM z0d`{a^Q{!_i~(YUfsVB|$4S=*M%%^Eh|Ek|Kn9oZwWTBi{6=vT`{#XJW)<_1fh;AO z=Oj>th`a54X^nvpj4BG_Unv+4umE%QP0W%WE>-}2EtWhgWC>0+D1D9MKokS zHRNc*!c8OeRaUExoZe+lvU8qWk=75#f-(eFV^p@hu6y9UhG73K?5e8lOM%M?vLsv` z9PpL6XF=3(hr>boy1FZ&Bx7)+BZ#SZnyKqep)UP7)BsK0_qb&#k`?^x76Ued*hi0? zGQmiIjiG4U=JKtl_Gd5!EW z<8@@w$!d5j6~Bxpw)o#p7@_xICTr?OYB|kk?$3S;y;&NN8rEMsi#ck=KOHO@PftL6+-+;DZ4JoJ);*WS=RZU{xY@#neh5<8>^9A8}?H z<^JtPST>fk(@_(ljq-lQfrX=M9lbY@VK5ZR7)eds)KA9I8mTtiXmtcsbp#aRDv$Q5;|JapEEUA~LWBn*=meqg^U9U#t&~OoL*z_`Q_W_*t`llTm_ZL5s(IqOX zV;*N0VRBmQKw47S0DbZBFkHaktPIWB@Ow1LOYqAUB5ukEVJ z^}tQvCr4&ms4mW;g5dY$AZ~;ep2DDJht4YQaRxMAck_)9z2wy2XpC4fMJ=QynMPQ% zDUa=513`vCK+qee?A-}q;1xO08K>1Bf+W$%g{!WdKU1EhX-LGTHuC*-CPQFDVW;v@ zP@qs&VRu_xvD?00GE-2oikBG9!JC6K(+1I!g#w%a{$(Ka@~@{BD=CCGviS8McX1>R z4r!VIeN=+)@2gqJvo`=`b{+N!0G9FTI7g7qgHB zkL$NRtU9^5Lly1y;Zj}fv+X|dic~IyBX*BQsWAsc%Q^9QX}60sg8g9R@ZBrB!g#k; zs@Z;3yQZHu_;<5|C!Us2{OIF5JkCx;^AK^msq=pRa?;4>z|B&q<2wm1Y$}2K4Lwir zEVk^GGIu$@{~Oo>M3kV}FF?s@;e|%VT@vJWu{qzKF+PNo@Shb) zWujUqTO?s~T~l2x&nA8`%)n#WALIPwwE6M#cYUP+focdNeJE-ff1!oqcuji==5Ya4 zE*P-*E;U#gCP$rQB61;7Ay{(8Bg{2}2x>lklrExWbY|`)w912nN4&BO#~b+0G*m2q z|7194+snFb6FMTDUbpDZF%{`VIz-PUO_=CwVHzF*wJ-FI>mpm_z$9CRc z9HcgFyA+jlgI)LEf>5@EL*t#S3`o6D+`KnZPNWFb}G;?BwVaUEJIb z4+v5w4|R4y9MPdJj)#uC?~e?gZVqYu6*&%Alf{^%3)4%woJ^|XEn7hk?!~VioBVH z87B5aC^0%leEAHX152!O%O()JPU^T>RS7T1$jGSrY7Xi$XIR9a+nIh!f3mm->m)%# za830{FqsX|Q1xsr+-I=H5u3SkSt}Wi*H=Vm&}>y0z=HL1sWy&R*3uLBSA|n&PA*#Y zaH&r=26Zd2?h44U_Gp|ueSe zVs^AHz@vaY6*gFFoh0QvP|<7D!*64WrV&zF*nR+D32T?0P~cB?pf9`q#8t z53Yl~I9c^xcGW-bxe}$F$8W>-X z9~UUI$tvMdduth4J#J0V1JS&RmA8tKW5}grE;o@F6DK4j9$St(k~PSrT5B{=M3WAK zf4aTZX>MsPX?>r~lS?{jXQ=t)i^y|bSZ&bkh9@oA^`tIDivUQ6gmLRIdlOK@K#Vt7 zp^g5{ideKv2d_pWXf}x96oh4mMe3BKj1-F7Hn1>g1yR;GzTT&Iov(Vte^CM@KYNv& z&e6u6vx$1q(Scc62LQz{B;B7rjKFdL2|y)3$k;2ir58HXHfRPmkwzWd`d#i>{md85 zCbeU7bkd0NY)qOVAtwG^`1&%Cki(CQNzQZh{R{F4MWiNARhV8h4$Ncnu5r8IcLkua zItAOi(O@QA*%XYGF1N^_%X+>;;t{QcGGBj3rWm%CO?YXZoz({6jxa@`6I2k5HKy)0 zIOG7Wy}q!=og4ph`+zo7qug=I|IM1etM0!hI+BU*RHvy^+$;d(wNA^K3D7H z08GU2*_EL40TL0w7<+!V{jvCm7}r=ct|SBPyotIUL!x%qlAnP#Jq#BK(_Kt$&HV#| z1=i~H(1^wkd>fCk`aNBJ(*=umyZB+L$cIp=A}Uf6j$XI0`c4r zDrV+16m~2?i_gQ}1|PM-9+PQc;JkealUIIFXuST&qbhZqHZ1>Nd536s7tF~4Wh90h z=8dJJ@(+@EBeda5An`o@wh_LnrNMBv>N3+FLX#AuC_qwMi|*d(@B8>?8|QrgT}ZL7 zZ$q(p2kizNAYCJ`Fal#8iFk7p(uRI ziyKFBxX=JV@i@%_&*dz9MrqQNbS#`ipU(PHDl^}us_@aZM3-Ee$gUM09y459;xz_DYO9Nzi#;x z7^*Tkj)%c&Mrr;&zLwar#989BjLlek3GyhdAV1#iONTOu?QfH~PlV0KI>ti3(1JI1 zRh#)^Pg?IL+rC@>L7R`bCss~TWmw}I_psr+c6QGr#X_nO4x-r}N*qEW$^RM(&Kl-d zr+(nhsRfw5V;So&Oa=fI8>Pl|fBk0N7V9P$VoAXbV4^R2GR=eioPjJ&^<`?l=Pc}< zNpdYx1k}Xmx#jzQ$gN|JKzSDX+(H9IED(7 z`jH21c-NQ#4vv;9?W&r(RHS1$q;gt58-;KjWJN{n;OE~Y5--C9B7f)8wDk1CD=KV9 zd??~0YGxh1WLMo@CvafU$G`+u8qR%`6lY>pLL~HEG3#VXr`P;>gP|nUXyg%Vt#?W? zVn<8)BbFXwIOQ+Urd!Cx%m+V=Jyy`D6d02z6jLTUSl}=oj#RdnwrLif-J(En32%{P z&XSZ?!GEKU4!*T_n75S2b=_e6*-}W8%lz;ecBlKF9_;7S{Xb`W!vR~Zg@Fm0d{8R~ z#gQd?G_)*_I^+oN2|$37>ggk75~QTpDmQ_G9BZ7cr8Hd=puuV({m*=B+Z7gb8L^Mk zzdfX}Qv#&uZ#7^F57BWr0+=%0hycd56mg!AO*OyEL9T#LB2*x^Vvjh1QV_o~-<=$y zIr$Ys_Jvwk)OK<5!?0VZmcO+sZQemVr@W^V#;D5JS=Z|ZdjbU@HAMyiZQCL^rA(r< z$In&Zfidnbj@)n@i8EYf73Gq(7O zw1|0-E4;(Jsbz=tb5h!L{7Z#v|_q@zkTLtjZ;E@^Pb*HoP&7UiDS zHb*N9)w%>j7(bM6+~`7C+XWA|NtKY81lXbI=<`j20fDIfn}dF@LU6 z9eS+_rkyjT3ZP$-HlPVQSym(J9!r$@U z99jO&C2lG3GPy6$=CrqBiN}w)_B#3H&sCbfb?tYo(@h$;IKLbjEcmXInS{_TiI#R$ zbNB672v&moCzH8hfS$3;h*U4Nf7Aplot_i={4NtbN0_pJz#7+E=zx2W(Kpe&%yW@vA-(J7}_f=GJlms!xR476<-hm?QMAjZnND{&k$uBeSy2nUyfKZ5D9- z`0U+LsRmq{ATyjQEShJOkeKjyMeRGNg*#o6&UII7E4E9)=NQ>OZ7$I7MfP`nPVc(H z&`SxUr;@FDq^m-CN=VtMpz$hW3|->H(og(S`cCvt1Waf|9hH<<2vZKQY#1+BgX10E`8FvB2``eMmwql$^46ri#`c2OtpFwaws6 zm7>&H;7Gq5;8_J1ZDAewhqXS8k4=M0twP|`ErMCf|T)Tt_I$m(I~`!{+NrhaOI+qo;!^gC!cuvek{m*mT4< z26p(k&ucjk7HDY=-}w}PJZL2?{fR{xq$Gd1ndWVydg3^V<{!v50UyJ=(7Gx4$m+GT z?R$Idqf1THeMZ1xT$Z91j`o((9Pr0Ruer9VS!d6O%7Uk3hIREX2V$ylrsRTBCFwmt z7;_KrCvN(=V5Zm(!(iQ^@gVtgHQApBPaMvd6Tg8xt0pf%^cF4gGx_``2-&g1gIw(P^hI zoyeu~iK8?l$Wzh7kz&_medZ^Dt@+_mnaIofWJ+A!2$u=JQ-1#u{g5A2AYK^oR=pkP ziBB}E&O>8=$BX(#<;A*?@8DKaeLte|H>>juf`idRH~%}*xiqaPyNd)*AlSH_>-1Hw zGuP4@w|;y#%bXc*q?2cI)h3{n-BvIDt9c)U9IyXoGb98MMPOQ{4`{2KwHy2*1vx!O zuZQvNFjHz?cI8X>gjSNvwiSF_*ri){0MD_=#nS9}Jw8C^ZM< zs33UoPTrAa9`fUSg>UtZ;}`S{i3$VHV(XXghH(HgVk3v-lK8N6skOO(SoF zml5+f_!GIl9=U(B+)0-oHTgVi8cnH9E334~Q6B{<()=0xvaoM|>P#X;8-J`+7e1Nva2Zh_@;@}R#cgm7{rN+~Rtd4tJfF1l z<-kb-SX%+tbiARVaq@U5F@hroxuk%Q0IKHzUQH@|a*>2KJob7hh&jlGhlAp`(gm9; z_$3rMwd%8Q^Ab|x;_PZ2`4rCp=_R_Jxs^AZ1{gQ$se-9oRo>4p1N4DQH)6*4U5DI- z^xsOGmQ*1fgBbdSX+hd>G9!{CvWW>bo{8+*pZHEVNVW*h&?LB#b0ewA6W^T-4tzJf z1~^EeLeuOWJX`@bJgnZ?XcfFl6h#&f=g$KF7a9q-GSq3u*~R#wu`_7^ZG)98NlD9g z*_lggyg*z5!3N*Jm+@6aISvUeyCmOqGb<~jPa%3*(+nuNg7t=$78kqYa)fXdRmJRd zZA&Psv#ldp?SYQ0y|YW$0CS8-UZYKYI>DNaT~4S2;6bqFH|$Ic%5Ey;U``cVT3_V& zk)(VB5koEi40h37wUX`xZh9k2DAc|X(qbL6)nDAwFXVqYg-aPJ+FEyp$i8r9dG%*o z@RdUDL*r`L;CNU!v{wkRO79E+)Yy7ECyh`(g`&_@V`04nP|HmI`2S|-?PkbS*vpS4 zHQb%I6;Fv0d^5f$)qe6aUa8}G>?Q%9Tigy+(0Z@(P9NH|r!8+M(ndWSBz7e;JFL3o@gp_JDCO>oJCfaQ}L{KZOc zo^d+j+-@VO6RbAc4iKgZ{}YvjwYqN)S~X1wsUVcm`tZKRv0YO#dqg`*G7~%~ECw=! z9><^*tVX5Y!j@AkT9;F(ZHsDa2?&@~yLVyp zIqPm3*dUgo=TT*4IEbG2RG}0NVBI1VB1=|JsNmK%^4cN=nA-Is*M*v7XjOx@`pRc0 zBkoQ=Mzkr*=rB2$Y~)%Mek29sTJN1mK~^B2_7-iUzEdR)(S(@%6*&oI1z5K= zHEbUUP&m>vGDf98C+OelY-3I(3#ZHRwSU*WCnyVEN5bl ztTZjj4!Jurj2g28zZ_0eE?pQs$X(;73D3%M~QGIq76MymD)r%L1z%Ye`|PRSyOW38AB)x z90N(Ai8c>~XrEXTGf>9UQzk0ff$A^)PZmp{UYSTC$jn(k__T98&fUQlh(PBWs zJqXq0?oGdG2uw>9&g8u}_1R365G2DeEwe89q6s^wsd4n(TY>O1`yX}zC;Re)QrLC7 z-sInlP@7K^1>z(K_I&$kZOF|48>jVmG{q?YWXJ8s2MNKPwa%kPcEYytfvUPXa@sct zQ~$7_I}udAzryf`4l><+vgHIQWV;q<_I@IbxqW?;rzOq5^{Lbwi~x&Nd>tPb6*x4( zaXT4dER?MP+YZczd&z`-AC*@m0pr>9$$}A)gT?pSd*j$)1H1bDD5pU&sayCw9LX6F zJ4;?wp{VJiFG8Vv(YAq4Jwq|H=m?RcFd}prr1}_WG*u5`&y=LVP%e+fZh8I6Vjev{ zw#s^DpyZz+#FNC`5F<`TIn$!Z+kB%kJrZN{VS^uX%BtbG`cLA=QmTb-2#|WPviG9K2?ET!zlBkOA{(ioCE=pE55m*a;gt4QXU&fYloo~+ zps#>ebb56)?i3hWDQyP9%~{7XEX~g=Kbf$<;K~kGSGSiCOrGcgTRQhh?lYb!MTE_a=%ygtBjn1=Q44G-R>sRi$z=;n5xt zvP(1@fKSsJ9zE30sm4pHRfzye$|9$nWouXlC+oD&)B;W>dnKa**@KXTh`}B~6u`Nh zZ{JG&It_V|>u`k4D3Zj*#UaKt0j>Q0zeu~DfE>JtV5I1iE^8iJU3CkR3U`aZPv2*6 zq|6myjdlKETHqe@KcD}W?B@v~6HoV-gr1YX!JM2u0HP76@Uv&8e7pv!x^r@DV*8vo zgfU-dyES4j*9x;2QzpNAa%)b)K=wU@(62gSp@{gD>F+_RUmlLT%^IA4JdxFn4ZxsM z%G4>ypg#pRAwk}=`*U4=d?1;S>Xf15W0$J0U$fd(P$x&dvkggw2|@B=8v?XsBmCaj za1r_Ldt|5&&j40SUI5<{i;H8fKm0+?z_GeKQpt90j`<*u<{{MfP_J>So_8-Q3hnqWnVPsYO+($4}0%w5c;pYvIqnoy<l;4$rHnh%O4^4m@H+Mt6OE~;(Hr;#sqG9@VJgX131)@2aZxO}T%C=ym< zqPxy-iQD4y5+zLxRk#2?;B!|#&#}*!s0|4nYnC^UKvEdlYgu302$PvTs*o|1->DWC zQ@D)-{1LfWPu@Z5{oCeBLs92$m;4F(pE?dR@iaLiavvugz7D7wPHtFp^{vyWia1c? z8Gfm?{YyTZPFMWO;YsESyzS}X&ie^8Kt=6=-}8Wa{J+U{i~UugMbFe1*UID_yG(OY znNE?l?3CgY1H(V@q>Y=j0)EIZ0DJEO!spDy(e>o9f^x)~N0hL$qeEKcKXnw7v3Dhr z_INfh4a3nCzKBRoC>>7v9hQ2Fm5x)#pMUb6(YA6~K5~L7Cx=p|n?x2&IQudHEl4i; z$TZvF8`)P-MWq+NuxLj0uJeYN-V_h<8M=Z)EFR5YK@>3%**NNvp1X@5!W+|V-Bg6@ zpcz;A^vC&77SS{=(OQb5V~24(PZ$SSbPUUM5Tem(E?!3j6c{N592}J|U-2@!zrI$y zeDL$!D*@|(k_VB8*~y~&_t@Fk8+!Z?5oD#o(C8aV?4!s`XUq4XDEi;1@EO4tIR0lT zDAO}DNsY67td!Okjs&!D3d84knc>%RNN zPXrDy9f1ahy%H)`G>nk(U_?uk3IqPERY!J8|K(x>n_XQ^O@q+AJ=;X(@dv0GIo7Wx zrt;O*wJ7F;3E@pmP`1lCFjLdc3K(Esd!(ZN+1dAGTvJ_PBR$P0XH6P&HGaPFS_xB_jN1Q*8r{xsiv{ zpc!&uTyDH?EWI)U+U(5S4xpdCavdcbJ;!--rAdiO|Lco|AP}@dbZOKOARg#_@ULrl zAosmGAL0RUZbn1-@d_n zQxLx+d#&urZ@?d@d;bCnoTi1umXt`t&5Rq@gXZkUyMc>b0&rO)0puA3T%C88aPY0o z&8TPU$D0Hdb-^}Po>?j$uXzEQcJ@_oJ{RviXPUk@Oc5L9CwMK|`BT=V>^i>>*Y@y$ zJaBY_crgNeR&eX+>-)vGy}7&)iBJKgP8&80yPi{0g$jz)mCv8U^#N)<6PL(qAeoH+ zo?!M*4T|gCAivrOviQXRhOR#GdTt`2g3qyT;V|+tq>evKf7k;UG$GM&0v5K&p2S)| zdg3H^dQdnjy*SYF`$S5mMyEZ=+fEweCAI-yvC6Ri<1OHY1yU*7M@>`XzsWvyC)JFZ zZ45iJxn9-QZ{ai_1Cb}%l9NY#s@IV)uL^Ve9K_IozZ`nlLl>d{>C%tpHHeT!CrxM_ zWJfe7mV{e=UQXdO8nF~_luNK@ghxoY7BayBB=PnR&d`l|Fx%mF1$!n$$Jm5T34{;CXQ)TV#*jcoP_~UzH^j2(g@q)bjPn~H%M1e9 zhDs3cC2!yz4_uG|yk5i3i$W45-S9CG#>WJfB=CBGc-FnK!a?jHr-1_Q-+K7^Z9d1P2x9|Ba zWp>NbLL#he07r-{v)wNFV@qJVr-@vW{tPZ*5hi6Q9Wi5JN27iiVyei1#9?T7>L)?xzDF!23nqh0rLfu7K}uB^la$>Y`o{#U?)7)TgiU8t&9 z=W@8=paiE8VZXxFouUB{Fe%l={xUB7uA}$n{E)Q7 zZ&%>sjyo5M|XeUQk!sK3-IKMsMZ{4?O z{4TMgg1Pz|d?-a@?XA6gz)2>b6fhT#W zq9f(6fzmfKxZK@&HeJ5I;82F|4ibeo$JZqHmNtX?yoJ|8n=*pkp-?!9OLDc-FZL{$ z`C2re;vYpzyzmU%xU8fffs$h~7XKG5IqOJSM{_)Ih~(V^MCr_l)nhB~?sgxm=PIF$9|MuQF`32l zun=bK4YC6l4V_#tYinh!tQasw9gKpB+_uD3X6fQ6tmG31C&f<^0HB+8wZ*b1XB>Y|3@(-Dc?R)~WyF8MXeZmw8>vVkZ%2 zI<#}*;2U~%w>yu|FDlYtUzV?50 zz(a78(GA^E*y|{xp{>;WHg~{=j%iu~`2Ekr$dut_EJY@0Wz`4>Pc%cr7t%53D3%@e z3wW#sRgp5u;JT*lBE&chh-079{BiZh`2u1QC-2U;nTE5#B-V{+QkXiK`eSxUIkZw? z77?~jk`}vK7b-^Ram!vAri|n=9JZrbF?uMg-D-@V{g7mD-@delb zB>jAwPLlZo9GYu;H9YSJn&9vAeLq&kSV>p|kh7i7-j4T&N6Q&_JmLGEmy__i&oaU> zS0AE=qW$Rn@r-YiO>P%&1JTqrhzxnni<_Giq2gX)uMTpLE#K0HPT(^_Cxh1}I|01{ z#eRMe@~4m&(WldsHo{+yOmMwmWc-ZE`ERsfhaklW>Z@Mz~nV5 z>bw_3B9sTh9nsJhN21{_`g0&~^%1sY>O-Wa5bxqfhO+?5F5Zmbxl*IH%<9W^`V#vU z015)wDVktX;7%3{Z^M0?Clr355~apfcmyK4;^yMI*qVFet2id%SV>28e+A!;xZGT! zK;xYrY9sk@xBW69HTnR_nSScZdpB5JnNJV1Ea@!an;X@ytUD}b_J$tEk7(!;5GI;%s(VBgHfgpRiBF15-h zlutJO#?3a`d1DJ=lYB`ownrW-&$ze8jY^jzXNgA`jn2f}J3g6brS3UahY{n_5(fyC z<_Q;n0qEMkrNW?y6@ELbr|(R-+oX&Y_RFct<6B=h#u=Cqm!XmZ0!yW2YRj(A$8LW) zvtSpaW3ZQXIU^-R4hmFOD_${u)O@n|qIYGd=Q^$s{E^`I$%GFsy@u8ymcU5s@i0iH z2b61UbOupNji~vdkPE0*e1*{mYM-smw6G0R0=o=uLi$zJR9bP|g& z^cpFz*NEOwAjgHKf(gyDO*5RIj@-@4i3}o=BLbnFJO)a(@ruN$2%$ak_t2chCM{1% zy~aJ?uHke&J@BK)k7;TdW3v-yjK1p)f6B=ekp7&-`cBP&Sku^;offSH-3)$AL-O9* zL`=y#A$tW5vA%H_4`EAnLDUL%(mNU#v>ioa-mUI9&Fi#CiIiC#HN~wBg&BY-4%&Wa z^Vy)^{0w*pAlTSbnUT^{f^^LOB>gC9S2aUIB0;rJMyn1Iqc`0$@akPw1QkL!X32=% zl0IUJ+NOUl07vHu9;rB4nPLUW z$^jxr*$;#u9ll>}jcJ;`jmSN4Ofa`>ho?=%H~l_)p*_S{3D=D>6A~duK3F-$8f%9T zO*g6R675Rkxj#WLh#AuTwS2fIlq@keQro2*i-T{X9~%gt0`cZK5r~qtqdYbRGZ-3Q zJn?RflheLxsBB~maEnk6l-XoL1B@w3GDVikf)zs8CxyMmzm*UJ36YUskEg*vZkj4` zGvraO{4=gx6ksVzW$w4Er>s&~Oj_5FOrYe&|E);62`<|i%ySM`AWWOV7I(&JRF&J4W0Uc!PQ0iuIn<%QA!YuiWrHV9Aok(B~Xsh z`=|AweN=9NU_fTQ_2>3k<$s1*?U0~o4aOGGISJatczAYN)Tm8=dL6dUTg!39^P)UM zl{|3XgX|8YT7bCqKgRPb15> zJ89~v?t{Xc!Fk`Nq#RR?2h)aXC6`Wb{h(G;$XJJn-0EP6*?LALm?a43>#-Y6nCbdn z!@O@RtOtIe>J}M!mRTbgQ8NinG~5mWl)y-i`J8y0P`Y=3NO`_-yUAdF{Lg%3mtXo( zQn`EuvYBHC2sA4DLy(PJ-$fDW{Q=xN7ljmOz3Vg)-X|n6u$vXz>lcFzLvupp>mMvE zC1&y$X-N!m2T*iG#qosLxQI+s_;OXo%3wPhCyU?h_XZC48EzXcOTVguk_Hq0^795C ziQK)t}7$F zxvNTklKpXPHnpv+AVc@yg;TyOk2&9p=Vs%qr_t0kqf6q9O(U9U_)Znvk5~1jIxQN` z&A*w4H$03MDD64^06dLW~(t2O;}Y)U0x-PVQo8NCxn! zDJVUL>3pv<^tbs`$vI?X-$=*DKOx}h>5lVhfQ`OV`7CRRMn{nf+9JjXx-lfp5(61) z^Ps2*97%(nqWS9qxOo0=2x~-4~0jSgwK0QeqMiG!BCTWNWC;l;Sh@#yELQm@rT7cY00UpICC)30$tK@@vOL zzV35AhWElF(c_AGcjpxR!WH7=8QQ`W&{h}T^uTb{tK9&y!{t~kR1Q^UOe&3B9($z2hlcQILg2vE`tIsvg@ejp882-A+hf#ZLtX-;-7TNdf9T z>V(3TpWv?!rGSRA z=s{SsO{QT5ie#t<3}Zrk?Dx;_B&UgOz{}V3;Jymr^&9WSx%5NBD|eo<2^djK|vDgk+JC?y92FMb~o{9dC*RpHcoMnG^`b8hkmASJvE3S(c9 zQs-%^OXy}*^Gi`9hEvg_}0bG6n@Fu^@)A2?pp6rrjatK>FvvT)_INxnq z>CR`cE1Sm=UOFm@4>^sr94UD!`KrefPL;#4Mgb$Y{sFyqyR1p0_vY~=#y})olz%^T zxIV{Yy?V^#Bi1uV%3{ow=VZH|r|CUz$fTiVFMd#GbiNmzqdPlk(LB}$t$?s#aZCBY z4Zjcp23%tfa|{{#*YEgjqwLd*i(Cghq2+~v0< zfNM{lUdT5URL=wcBViq$O(A04l!{ok6;fya^P|LpA{;_h0A4JW?Fp-qNwS+o_CJ#c zk@5IguMxl9qDcaoIQlFPC&3IDqiGo6+?@edD~zV`OSV_SBAISJOkPBc7UseoR{r=) zTrsw^g-&vCM79mUM4(Ru0dQfRzi4BARJ-;JF;Y)|5Hbcyyg#4aBj9SPy5l{C@vSV; z6GWFHzzoEkIN_3k1R<>^DZU}8p0TG&+CdC)XvixPP4Hdkk&&iBOwD&|{AADxuRv8z zS)Fv#KF=BqQ|Q+vl+sB?=1ql0q2sC5>ZF=F<0O{>uC&sB1-3kx6lXeGT45_qb}H2D zIpkmO&%*oh#Y)CLog-F9-c^3`?mqJ(IAc;XgbS-~@(R z*VH&g4McMyV-~K9i)4Zv8@q+%s0_?nBy>3@ORNxqaGL#i4!_Edq>gFQ5~~GjW6Vx2 z_N@4bXCWoUx1gI1np?0#Iji!hLw^ijJ%kU8+teddqaI(js-;Y9vHsot-}cDku(lf) z4~rL;kf#)#BN&PSG5M(s@fQ>nbl1#$KRpShbC?#v#Hjb$_{KzwIwg6_0SsEKRW-f8 zy}d`C0HtB()S3!Jr13D}IW*TlN_xO>4r)I*c%X4%tE~a;03wRj$9v-JjLzfg%1^y$ zEcw$kHnd9tz$WKHo!Ti;aPbU6`G)*8bHW!@&d z&&=;y*8)KT_WC?`^X}7ne|OV=+GgTv@LC@K+0jq3El-Y%?qA~yPc8jWICc2$nMO5q zZ>pbt2AI1>ODHR$oXnz%p?nCCmst%zc|ZOeh7#8YrYXt0GlanFU42q}W96AS{=?Q! zhV*hjDRS08=d?#YRTOY$?1{3?YcYJ++efNMc-aAxCjpnAzaifJN=5q_B88MrR;V>a z$C<(N7JFM;8C`_jM4qkfzA0(=XqiQuWLuoM&CJ1n!&$E#w$xRK(;9^_V$>n29rzQG;J_r;V?B#nylJitqo zM-+jo7paqP3*f6tK4T3tBZWSj)l%~O^uJUytlJg%1#oM+eX-I*ZT6*9S!p4%C{i?y9Upou?z(ad zWXbLG+f8==IIN4WqzOT;EDVZ{QwoXfEs;*w&+G%HMLWcKB?1K43bLO8c>!*~Q7ekN z*l)(V&Wi(pgxKGHf5}MfOu8bmyj)%1?Cz~}*bm$8;#J4fwMs)O+ zq-7IiS7Tc|En6Y)w{eM+?PbY}(B)Og)#m0QGzf_7wk6-|QJr(>yPEI!^0w>yu+stn zS>dSC2LU!nq@-HoC+`OVt|F%#`xd>tQXo5$94UY zir_4Q(7t=YamKe$IJ!D4*2uxuESP?ENk<|5m~1oQ;9T z%EGg`XQUlxa^&4J;hxcfx^}v>w4E_Ja_D=?yP4rJ`4l4%ohKlQ5c4oz9kb6Epo13~ zdxu2y|6p_mvX9Q_=-XN8}@g2n9+=1Cm%X@1=n<5 z@<^J!#h~=hym+A@De$BDK_~xZ3px>BEC3iY0PsL$dAsp`2ttPC56-b0-4dqzrPthFF)XpXLw;B)d)I#oe(Lj&SUmh`g;B+> z^FvmE*s5H>Q4Vz_)o?zpgvTH|y*v-1#N@kNPGL2q&5=1}J@jSG$Y_Qr3HE6EzB{h= zbHbx*2hCTBXTAfwrFb@kFik-B(?FnLHL{SYjZOe`8m^aml-a*B?&k~pe6l4`dZ``E$ZJVU3lc;0M=x;H zJt7URyr~NnGv}L`Nd=Xu`1(NWM^CW^&Y<*;E~LUuK!I$zn&1EcY{?`5v@(v=3o3QU z1Da}~D3K{u0W7vKN>jLwczY;e2z~5JjQ679KLks3vctH!2+oWm5E9RFlbd8DnCD!e zmeN8tWGb`EbVttc$R>0fPW+40aS|Ql&!1|0)#HKVlO-*iL=(%miON3);dcG_<|ezS zfzbHF^xOMvkOy+2v5|2Uuf+$d)};%PzoCB-!>3S(BUi+g9k&3U6M;aMhZ}qXs3~)? zp-d|+|E<#DAE#VfRmob~Mv!JYf97)xlU>wvIndIlDlq-Nx9UXnye`BCL-p~7L;fE} zXBie%yN1!3p}V_=Mi@GzyGv5KTS-x*8M?cBXpoQ=Q97ig8x$#NkZw5pJ3sh8*Tu}< z@B2LWy;e_sehrbq0LkR(V7mdJ(Q5LC7l@j;Ed1j2oQD++Hi9`*Xy@>^FQ4vD z$gWcV>zbCZ#$v`Yc^9yCAdgP#h{lr6AE^EyRq=gL^ba-cxHB8+bN!=^-8l8p607It z`fPp{L9WQ>h4GF)*o6~7UM4+SM}*!o?P5WR(czpgxXnH*mq=g~X%!(pWde#5bwgjs zh?*LH6Mn_o^g@B4A0ULe$3T7XWtUM^YV40$z>)#;HO(q8yD%TJ0%=SHPi^J*^Z@w{ zbX$Nt4l~wEREEU?4PcaoHE#)jNx3``=@hpNvmYs~j2xc1MDot2@7VGCbKSZ^{hmMK z$)YGQu#(~^l{#}8Laoy!EvUDcYZNs@hlJA84fdn$7$P6Ck>An=TxeU3YhN1XmmnQ_ zYA$NaQnY?-F5w~XHTOFX&wW05o}8S7A~>f()Hr{WuK%MO<4QfaC!_1$U+G9M@}p=? zcMIDezg`<`Y?#&7r)`XOCW3w#LG+j^&T7PXU;oQKr`4Kl+PO3HT0#NRMD4Tr{!PFL zoSe+;y;Y&6CPz{&2y#9=ZxJK``*zq!ZY-39^)*hN14nT2LwydblCrV`upn!@NQw2h z64?Q!h$usrNQyMilYMxjh5{Za}uXVys` z+vmkJ-U9+9YI-cfJXF(wIYC2!gzsn0NnT(#o_AfExnI-_x1aqq*i!!7cIG9leM7epVX)H|{A{{^RgyD)rhXMX43;(aD7=+NlC zF1uBx61U?KUE?dN7+=W&MKoLzkPc$r&M+UxLZjQA7hxT>L?*2^V$D_Y; zy)+M@TAoVNsv`syr_sID)yf52U)cb5#-K-n#rJ_0t)opiMFJs;3FOhrOxW*K#t5@& zFFs6xXPXaGSI&$`ZJr){*f=-`)+1>XTv}HtpEVxIV)Y7F%IXaCwMh~wuna5OKT!rF zER?DLa%XWnoZki*-LT>?9kf!NUtjVIg*wsB3;NbEHYYr3Lv7H0sd~N5PouN*;>OG@j=vgb+u=aFsotf{Ys9?ma?pJ@g zAQhxaL57ZnZ|V4I%(8w~A~#u%`Zv&=WkNgvlut~A+T1IZ*hFk_9UKnmfub&^^bJg_ zUUL6FSlUErO@>}nQ&Fpx?LTyqH`>p~#To!7 z<)?Ptkn&dhWaD>gH7cqof?_^rrETI_^%M%ucl`EV@YRu#k$*FV!Wrswl3Bzdq*k6X9U^`lWB$Mf?fi==YS~TX$ zQv%-yjEqiJ2`wwueat`93J$;Sekb6jM1AwQLv|VUFF7k)#Sj7*RsUsp*ezFWhF;!Z zt(+iVw2iP=BR(GjMGYBGPpq>cy|qrdM!`gt!I{q!)cr*Qg%PsOsit(PKMUvP=hqw6 zxCgQw@|n-VZr^)Jld;?wjd?hNytti)<2sn`WlQ_~i}hjhYBrTLRJR`V4Z zeyM_5Y>%#%2DeQiUkc)~88}L z(m`VM8^9!``|>N$gcfewA6C#A)MK5EcLBSWegJUjQGo&zZGK$eT3b=c%-to&rJiN2 zq9zodln6(F*M&{nUHMX!v|90b{Rh91M$Em+n+;QVLi+1GBmMj0W}=1>yS@GJoUJig3vEFab~ zAT(gvgp^_CDpKTe;`o+K-e`=E2r`o)Jako;(B_{8vcr^>vD$*3T?&K7oV$6H%Q#@y z|2;hbX%VdspY%P3#J|M`8$re>)h-0drWa88d80Z=VqmH*O@}E_d6Jpkj6a&z^(3$6 zi8aD8qD_wJs4+Fl^%dJ9@G%^E{pKK|?_VnQNPK!|Y8ZNPn%dOrY#fjZ zR%yL_xoRjOYznV!UDUg}y{mS!%z@c4Z{wNR$25}`+0Sdek6-2fgX@D1{J zYa?DWv`0xPQPC9?CeN{{AC)At4r-6e%@qYcq(5i_h)LP?wxS41Oykt|J5gYzOe%VQ zx2S;D!s|g5iW;?wFc7@K|D!EE*Ye-wdePC?B;vjAq2l4HH zt;Z~sMJ}1;nU2iULwRn6gZW&WrqPU05N*BvBn@Mw!>u*h+>tAzkv^R7irzOBrfv7o z7))U25JZ;%+DGkWtN(}5*#a^_-M&lzZLNXW2IZ}-*l}AZrDvSt^%&ByH?Qi0M_zQY%>pQVP*O6@3=V1-5a5J zQq=Ab5oj4j>fM*$hvJl(injy5wTF2KK8dr(TG@~1Mbib{5db69dl0UF+-$y>ow19m zQ38>-BX+nrQTK_&_3uz%g@_#RW+_zNuG6WijOG2S99ixHk74!EYuAsmDvx89d;k!0 z*cmFO)>@dJ_lsuS3Y47Q&)s+xi|Nhod4NSWV7KqE4n$)I>4KiJ%W7yVxaIO07{8&s zA!V-SkbBG?H;WiId=uki*E^J45*B^^{hT|=XUYF(CeT!(K|xV4d|TV%E6};X6g}2~ z&9vJiBB4lORZJ%pXnMWXyyXIf-8`Ry>G?w&X##n=;-u3~5^?ixWnx5lg=@~m$kD-? zj!5c41UwMJF165!sWs!VgpMp4EW69>9@ij(e`uCDq?BZWMHCuBr@@2o9J`Sz#wGE` zI?kw_$T22Fu)`Rwl!Jaxe=76@dif3yK#~k;FUc%5mYP}moq@7J~8PCxELtzT|>EiO{ zZ7|+dz+#YXb?FUuiA7<+BmU+p>%8#ZwbKVP5oTt>?H{s&BOhbl|4iGsGeeo!4nEl? zvp@xbc?@}VO`{a<48a)9tzT?_nnF(ml`}$c?|qU)UreJ#&^<|$!-NbJe|m@~1dPQ3 z;{3wI=D=*hvJ9lIKlED!;5o7=d%fZ1aJz%1dgZ%fC-gGHDyBv2oKBd85(LKCuuSo;_0Y-^ZkKH z&nxS;9C{v4VAhR1qJGtYm3asS+Ubee=*UO_bq=+X@W|!p=3*1C;XGk&WBH)2Cj%39 zUfnJQp|`y0frmzDh*%A;{g-nM-2kk^v3Qa<($ajGQBa>x=4H5oLNAMJTQs!&KEuUM z+K3L^>S@(enL&(D3Tu432AvrG;kxLOF9fmO1{VI&DCcD82Wb3a{;w;O!ltjFYfT=wPn_zdK61zB4~ z?EF=q|8H$J(|1VS|6n|((#gMmjkeX+mhZh04QYIPu&eyYV;RI^h8Bsyc~r5pqFMo} zVIJ4NKJKjdJ?mv7|MuRD|0ZHJG-Np)qx&B_Ih~Z# z^6L-H0A0B-@N=_M2Y4%&f(z(uL38@Ae^&ocV0b5q8Op<>Sircai>~v;C>N*${{CN? zCGn0059T>N%t|jc#*g>BZ%<;VuEEr^=Cea1es@zMdrvL;)Xa5c`MKpS$}``~k~t!Er(D1cok1&6P3H&j@)^y$t|qyiQvOH@3CW2}*& zp0{2)?eN10T$2=dI6^34zw4!jPs>Y?w7t(Zsj z38Rza2`*nzG3EAb05`vGVBP?4Od+hgU{U+?`&4UnYUxGrRmb&`iEX%^yKr@+9Ut^+ z22UzRUBk&p0m6{al;qYxl4*$#AO2752c;Nov}L^KvYE<)+i_{99-eeu7a$Hv*chEU z1qB2U4Gk*N>_xp0IF84BE5Fy&uoFflcBMUooYn?lHXwHeDwHVHK!GSrGN8RC!_J}?>>Dl)V~6zu zge*ZQM$LzPbJ7`+A_aKc z|1y0w^^Kco#7y#9}D2obZ=TmA|fo9MAk02?U=PegZJaVYH2GBa!O9?O1bQ9q0yMT*zq^zp9N zm2TANNCDVFC!NygT-5{mDVhu?3JVV(c=_TBWK68>MnU zl;V@Pc#cZZcpA$DJLG>hT&Jr&zx`^LI26>xSt7OVFNO=CF9f3L7^u%711YQ$)c)hLL?XZQKFTdC7Is zuza1v4}YQPmn|(Vc)MA))1}c)K?|Rqh3{ahLfqpZqR=dmYD-(reZxfSU9Mrbhns{| zHGOfj92*3zNQx)3ni58Gw1ddGv^70y@=f0RhS!R9gGjqJ zX!wb$ONq6d4EUZYht_Z$F`l=e3=|fKdd9hu4MS}hNv095=gX|{9IHMpQynI(Tm9_V zl)(|q`Y&OhkdA1Mif^oQNG*9`mGPYSt2zEXKMQ;FoJ8f$*LOc>6DIj{S;5-kgmVSs z;oBKd+l z{?~3rXsOiO=^W~`yu3_YwxhEMw8L7`)E@loH8qfb8mG}*#^ao^YwF42gEh&U|I6_* zT!Jtpn-uGVH@afwGNhjYxO1pYq6lgJQNG8B$j`R!Bm}t_QAy9=^L}dx@10%jb z(kOlv?B)SAE1c`q$mq^B*qPpssE|cq1CyFjT8czn>-HWKgwB|DXO4!ff=9}U4j-`{ zGZQ8YsgXQoG7ajx1R$`E2aX0#r$F%d?6o)!VWqGG{|QvO4Je|5UjFtbI{Qi7ln&nq z{__jJbMgpOD!%v3s8Mkm1l)QJ&585#y?SSh+~D_D&w8A!ByD?z$i%5EeOCVLE2f^m z5ANRH%#*?(a;B;8i#o0Dow5wm#xDV>zgGuCi+45$63rAt%2uir2n#+?rDsp59f+UT zWP)jpLSLO-`wSu}j;s#7l6q!3TeApwBw4iHsy=GDHa~;yHLwGG8;bolyCX?510RnW_ugs&gv%n6&1Q3y(1l@p3lZGS7bL;L1 zqR~yzfW(WZm54Tgk@1bND%C($wji??K-Cbm#vek?BDb8E*<#MjtHesO6rTQbO@SYQ zf5sttp${0WCn@%1J*e4I-7N;n1{`(wzWoU~ZvZ08=%8*o>|o`NJDl8bMaTyF5UI3P zB}jptJ7xo$t;`Nc!%JuT;zWcHs=xG)$f(u+eAk(6VcwH5OE^kF{s=$K3oJqOA=Z2M5c_NtBNYNd>^u1APmpw{^vu zor7vwh}VWz3N@d*ML&04iCSV{B?h?S_@;_J1JkjMZzo*_-31?}2;C;`zPqYz#q%^} zmhXB@&OXvOKrp{_hAtu-VzGtKFCEGB<@$KyfB=Hlec) ze~I-)^vP$y?zTLss1X#-!bY9Y1+>2R%FUMr@)&-4oxdz`7lC1WxQFv#TsELW+=yna z-z(2WG&VBq=$8Q8ot6}`2b5b|G-`MF*?_{3*txg7#AeYauRc|}APpz5##FDq~{csP7?u zaBSTe+-lVq5!{GkoRlFsTa_aHyzA_3SKlEf@@&|&oplbfqb#P`YETN=j$&#c42xsR-uf}^AsK_=xzsilt5CV@Q zp!mdlOhIhup`g)OwkZMsbT6ehXnVs92B|`vYOQciBO697mwNq&j;gaRdFl(GRsd9Q z{$hMfD$XU*N=@O3p<`7SPRW#{df$s}!2`_~%6*5!19uc=*s;4`2Fc8X7{w`o+pqRjRPo)-+>Dd01-3> z3qqxJtQtB$etWc&drgn_r%Mdtoa0f(G6Q*q@T ze@(+OJDVa%Qj)Q#K*yI$3u$_u*@7fCE(KSNDw4*F9Cz^<`u%pEsuBY?^@_nB zkJ7}%xD;3FYS(7b{-Ab>;5bF7a{n`uh?)fA3rmqK_NN2nu>2TkgkwKp%=avchS8iu zA(p461vXf=1dg*owAM&)0;nWyD+5%1=FXsCiwcxn@!$W*O9^E1{RMFCKxe~>iL~KA zg;r*BW5=HHzeT35_q4W4Ho1I19h~0z<+G3 zUwOtq(wu#cE%7P;f#Jir%$4i#8;+`YSEYPAW>g+_CdI9zc7ywgmzsZcHP2=Da6gQK zf7?jWh3~HxRx;DjSIcz>_{Ref&S+$F=b1kM)B@x^2s#Pgmka*BFEGa!-d)2E_>dd3 ze$2eXKD5tB+pL-pRb$BDl!}{C-Yn1j$i(2>JQcCwdHnTSa;s{XKLIj2R4z>>61N@! zxx_BZK(M}ppn|Ld=y({1WY+h6H0gSRM5?HC;NxGajvkwVnZ-^D2pJBQMr=n=Vxwi_b`-{S`$dWnCEr_&XyrBfj}>`Di?;nkG`cf80u-c% z8@n;yvesp5f%k%v_hc9AC^Zmb`TlHk#2Ep~()yYw%TfHcy0ryNFQ1OOo zwzm~iXEYt6IN}RnTfGa0bCcHyk%M54pb#fukvxzj5TYQbVa6X(S7)Dv!|TDml!NK5 z#@emv#K6<^o;Z9UJSvOVN(BRzaFGF>N2ZruRvnkF{MtiQkkiLb>TvX$9uO%L&x`}5 zg}C^a%jDHH?U;%Qlv9jd9ed@3!o;ATha#T;zCgy+wNue8UXZ2$(_eC+_&f`vd;@0z zF`zsp$D1OlQ1RG`DckowjajnNWclw9ed3M);a&8%AI3|wL2D$;Mr8VUO8xKWuw_+@ zL>__>aM$j7nx@r6W;W`oA8=R?we#K; zRGJWe#jP~t;CFnxW7~%~Y!NpB>I4mUZ>qQbRw&{&4JNXF*$p9U(UqvYD143TepkqL z-U*D_)5lIEu5O4XGb~2C6u360)ws1Sv(@Z=FPShP;cE~6+kd#l;z?=+Le@ihZm)8L z2rAauDr6)(i)1p0Q7fMb<*qDRFKpDfoVA1}P`aKIydl$1QqbIfT@w=% z{Nw!;Lu(&^-J&{*qE}=cQ9N&Dl);E9L&>w*V7c?>_SbezBJ0l7_%-1I>;;#MhY>~& zW$wQlqQs5x%z__e7J=cnSbtSuX3C_H(?(on3O>XA-bATqIAGtv{J0uG_Fvz=#WKj? zuw$hltL;L*2Vc2{QZ(>rUv#OM*ae;v(*EnKj8Wqt4;*Zrw(bfH@XNdZ1WIQ(5i5Mo zO7=63zDwiEqG02K5fc9a=G;giLS-RNqKHnYa|PRb<3-2K`2MLEXxWdpEKbrmuT5M& z#F2{-p6mVVtSKc%72)vqQD7z=D~tqiNrbPY9*O5oJwG7JNoJA8&c5PdyN!wE?j&FH zzvRTk#9|t9#_X1@D`ECv>s0wofqpZf;nj1)UMkJI4b5F9V-ZzB` zve4*cxcnvPdQ=I$8-i2I)-8Rrl~d&$CW@91dt!IpWQ7H5yj;Uxac$xhG7OTNozpvb zv}y4EZNyVc4iiG@QK?7Ju!$Xntww;Y)U-9V>RS5SJQ`iT4v-38-E7*<{k%WvNCaR2 zAiAKNB1F|3$ONtu*j2qr#8@w+ELrXojB z#6VBLjj>{TH+|anDX1%5l-RtX^83SF5J&?`EV_1Rk8@9)B9Wzd1Xp=X%o{)kt8`%w zJhM5&AgGJe?siiLjD(*Q#h-3$pndphwN5$F8j7e49wr~=^ijH5x)JJwDaU|e9VBGp z@{Q#9+r6ZdScH}E1^w_2ks@L(@RmgC`Ho}W$VQ`rl|eYmPM90clO5zBd_R)qgc+(M z!xIHeu2F$Mmj7^%mQZ-{245VxBqlH;N*Y(LI1_ud@t7#tkMq(r66t!yqMPf8rWXG% za~q6i!`R;m1aAKFVL5cno1(t&BXJn!gE&BY(_qbV)NgaT>DuI17Ym6 zMIo}MqmhUL_;p2asAc~ z6w%?vH^NPt6#hL#dTTai#tAuiIKZVb3>8E7DZ5z9Qc5K$4Mgr-C=<$p-7N4Dv)!9& zK!@OqqX49M3~x&GElihsUzp^(g-;pDX#`|MdD46>5!DG@f97IOcMfyL#k~%b^tg4U zj{Id{p7KurQ5^p`fL2?B#<$cXl=-umAavNdE%NFm#GDdiR^OZj{jk)Nte))~Bop$# z{DlniGzDtNe#y#-z){p;!4|;-hi&ZuU}n)&z__jUR0|kv8IBtJG{vkQ+C19lTR(>P z@DepB>%qw*Cg9`(-(owf!fbc>(ixi6tHo`o4N?O}VPdcw#Q(lNb7EJv}_V?c;S<32rjl8H}SE&vH z#@J|$hkRtO8P)1m=I2=!7Hv~CnrDqNq$&1FApoaNL6V0sq`Y=pUNq(l+phTDOf5Lq zGV-k6Cv#5+charc>^+|donTXV>sM{>J3KAWD@7X15-`SqA5w()?pEWLW*|jSyqj(0 zOizrBdGmL3LUI7(2TfvO(4ES1P-Po_k0p97uxkW<#&&*(4L{s3=N3MRw$itYGM<6( z2)i8%GrzG8$ST_bMC%av%l}GoTe$&1c5Bfp@+kbW+;3aK8@Ozu*yg_Snv_A?^=kK? zlh|i`9v8VmqGf_ojJU+aUm8fn=@Xz1wvpYVdPyV@BttN0*;0AjzTdK(&6Q7NCB)7# zoo#2Db0J*t+$M=)Tt=?4U`X))P?8R_Qo+>Ye_7|TTvk=AuHEDO#AIeSAKAW9WQ&82 zeF2yF4@7G#soc2ud0eEqv@d{4S5R_b{r%ec_w5@XS>K!fhPNAFt{0wC{NP;cGvaH+ z-6x1(44hk>jS6ng$$4WSp>~%IW|=RH)*-Po2c?7jL<2xhZ{EJq*4B37$27EzZBfO} zGJA#jiCV#|tgVJP!)YBTaSd82(Z=9O-QZ`M`M(%UpopaSgqv-zeq|TyH`^(U(rSbF zSy;h_U zfS{t2=+T9)2Y?B%aVhf=`d+8`e#+eMQ4l#43`D>~msBy;=@$_g_M9{W$iJ+}|1ob7 zJ3*tqQ$~z41{e$j>McW-x1@1#f|CJ(AWCS{R*KrE$W0p({7tRxZuYG&t>d^a$XdxG zWd03&L4bLg>eG2dKEHasUxW*mR6R6Q$zsjvwHmJI)j}WT{vyt0uzNnEDS^Y?aX|<~ z*M6ux}%|O z$+Gp)zaEfqEvn-LYF(Zj{55XV1srOo^hRbxF=T}6WOMGB-+)8QU!y0aGZAJcRDlc8WAW>q z0+*)Cc|*5fA0#e99pwIL$Aie_em)NKkFQ74#Ed84`WJ6qpU(jgAPZB!qYwY#iEVLt zTawT9H<9ut`sJ4P$vAtZjTL+p<~3A*P~QF0u7An2Z!y#GlQsu+xH2ocQc=B7l7>+U zJ5mZ?y)L9T4_D2l0yn1|PIZlbzpM0&_ zdlx|ACkh%^5CQLX!Yhj0s!BB7$Q)2H9$Av{ufVX2P$RTB5i@AqeF*r=N6L6Ed-knqh&MTsy%Fhw3G5kx{62qIsf$iNY0#MmSs22S zME{3@hgASP`Yt#o%P2Hy@oDCAF#UC_oy&XCt&U$eA95Otb{3pK2bgr|sLYiej#CU6 z7j&Luyu!Czsl4O%Nls2q!6*>}&ZEr3k4t;o=DzJyd($+mNKx{|Q4u9P{t-MG)Buqz z#>Em1qx84$LG7uge&rnd$S47pl5R|;(b%t;f5|_6<&8N;xL!C&C?|+}O4d70hU_EE z;2ieD29cW$mlWXvp*`p*vLG={N^b6|^AB^3r@1MDq9@-hFAMn1A+w$(TT#H1;o< zv3pF1ZoA!i5!*BgZB4sm@INKHFaSOT3Ay)1|6m}-r6){&L_6*oSw(pgz{yq-a z%6+^$aKp5{Y}ws#pz`(xtaoRwjkdsRPmVjsp`fg06Irzv-R5hA{jiaPBl-_+K!J0j z!dehDo}lT^Y1#A8Tp09d#EWXqIF=bKZP^f?`41s?_}`1xJT23&#blG79G?LXmijrM z4i+MMg9x?KDuy+qkPo*TF-CSSkZ(aLxF`SOLbe;DqK|&=uQSoxUDM1!FT${0C~Vae z#EuPtiPO3XiTIdW>doXy+v#Ag`?6Do{bQV5tUg^gU&ZqLd_r(@Z*j4C-88m+H6CPY z>4%V~1!8pRmRL2aOL)UwBK}8;Bq&ewLs*Jwsn~744=;b2IafhTq0XgAs4XCReQ~PK zt2tF>3--0F?{}-NuGZGV?*(E(XrR-H9HR&y51EX2%S!|!?GM8qu;9ijDZ<>(pK26K zIpQ{7iO5Lv&Gl7l>lib1F%LFilR4qb!3IqDDMK+3&82!B=y@VHS1GJ^Id`OjVgZFAT6-s#|-CaDT z75w|uzxW{$Gm0(tyzP3T<0nDIyC>Wi3_|G30xPlvIk`Ef0Hf+nH+-1k8)W_mf3KMt z8#@;%0vlviFv&68ly%u1m;jlVtG)*v_U@A>;7DCC<@)32nR{vM* zLi8^@iDgS&VKdX&nvxJt_5Hahg1&G&7Q$H73SDz^dL$%-+ru{yX%3y<|P!V z9;5{kO*7qWldMp9kCcxrpXMQDuNcRvmys6RC30TVG~4mfvVSO9r*nKfi$+pg&Tvsy z*!oi=RrFU+2ae(L*nfvjuK?}>I%lnmk!lP6BBxvVy#&MbB`JIs@A_X?CUYG*+mGdzc6NrZlORlZ@F7?WEfnFM_F}P*%P-{Uo5f+ zyp2yp5A5ScFb`Zo^XIZ-<~BBBxfHFmi&kygIIxo@jeAO6)vvWa7j>AyIJ_#@ThTm}i%U<98hQU(i_*<Ǻg=} z(e;|P>1znbpd|x&iXysWMMsPNYr(@$-5QcX==Ly%%cS!+noQr?M=ggx!zU8I(fQ(A zu)Wa@Z_R8y&PcW1NyaE#BAi6P5t3TVF&6Bo@ft6Gw<%5FMg(Xep&DBJz<7wxHm0mL z2}}oZKDwU-T(37JO3B!1;HbyCWW4D6b>j4gfYDx2%fKLZkH4J#Z^?Q6xba(?;WF0B zp3&aU@{Y^6=>+?MiNm&;1n=9j%w#vAxAQRYDbOREzf;t~=|A~)61bHdZL#L^<(Dtj z?nbtQE6>~B8?J00C`^-gg8eaPKXrTnMfLY?VbGII=kkw2f0)hCW}<}o^_PO}_Vz{D zSP^+3~SlZCd1^sRj-<9^8z0M}wiD zi9cY%aOS7OrtyB}O!Elf1c(KA6B!(F!0qdH($9niah$W_l2}58X2gFcY00;0FbqY2^j z@il!fEdoQECM1aPR-d6UYO0g-%j_QC#-pZ%(Wp?jxaJrxUeQl z6oFRnhXpg%_vWf8^te!h^6Z2JTpw-$b>}@)4clGSUigFk7f;ud05=i^?g=RD z7zy`e-eK35tORU3N^+FXZSq*dLsUV=2l08-TSvUad47 zd94fwx*Q#CL=Ev!C-AJT1~E}8G=DV`{RSARFag*CEJ5#c5c}8K zn9s4GzrHjIG@)GN!sW3Cc}r~wPKFwk-TV75OMiUBrT=ZRRDv+9d~N%$IVv{7In`xtiQ z`Ft^xh^}PKeu6nUPf6QM1RIN+F1Fs=weY=V)=(QJ6+;cCsQe|ss8?Apo%N;s=_Sr0 zIdoV`;?IE<_ok*2j567P?iQqF&jOav0);$*?8ow=pC3jBjT;pqmFCyksX7cCh=SW=vKp2x5f=$k5xZXI#Si$IQ1EPW{#rBxxxsXCNe0< zwv2*8ZHaXOewKXk_mBlS-$CC4k`Ds*$4%WwNwtmY(EZm>!@XnYa||t5#5XSUhf6~S z0Gj#Q_URsuboI)6@D!GTCQT7qY2d^eQRDMBhV|=8Bg{Xu&Cbt63=<2J**>%Ngh$z2 zba}bHvZ$vnk>N8FZ>#n8OKGP2o{iE+Z55TON>HU?T|Zq&F#H!VQnUBV+(7@3OEuy^ zUUmP${zb%o3?{hB)a&Q=uH#Yn;;D_o&u~jnz3I|;1Y2Vi>@MUM%Z|*?fS5E=>$Ncp z?_wK4YIR<=5osY=I_Y{9YeDbT$}v3P`WKlQ4UG_VB;dr7N~FjwvKdp}TwExH|Lc?d z5sv-zy{-P=Ja=pR$9%Pw7_;!41WAsMx8uKce~q%~%FU_)Ff7v!S&Ch9ie;F+)n(Lw za6sf40p>||l4LMeO@0;TxXN<+VWPjQn;RMh^0)j;@A_HiP`3Z}4uDr{Bg4dvV5c(6 zpgAmgxV+Xz3ED`FBgci6Y#ic*DM$`tqwLcKGE6UVk^Rj_FL|1_av{hVlN*2w#{g** ziRa_7sS&vMFpbnE)@u2Jy$AkEw45}Z?BIocq!O(ku^Q}aDadbGOiX$MhTgt}U&i8N zv(yt!jS{?Wn_XXHoJcll*= z3~zdrcLu3hu@R#I0k=hfu0h?!TD1UD>13I@{GifJ5h!E)$-Z+d9r)6Y7 zEddQZsysnid^Mj5PqrP@`3B;B+mh*V(V%3lvi)&cR7_z%&g_NzD`cLgYFKph=TZ6? z^+ue%NMTuaBK$RT%*E5il0^EonzAyI&)?73ue1rZRn+gg?~naJkM`Mg^!-w9019rY zvI_`|rMywqz20<_PeXcS#VPtU{OgzgU~DEkMtRe?2o)A7OuBRVoLiFH=4Z$CvRJ$` zy#r&3U1C>b>OX59)Um8{gt_nEU~6CueGV^*7dOxU3y!GO# zJ{aKc{LhOEWH8ex{}uytAB6%BueE?L=HOBMDFhvzVo8IzMc%BLU{LEzo70s3a~Q8A z+i691lfCs}R)Z0a%g#hDm4zjjDmpj_G?oD~bainZ#6|(t)Kp448Bs{5rCd4P{38Hv zMiHR1S#PDL2w28o)%siK(FcM`zbRKp7P>Pyun+&Lz=1Y^oX-CO9D!3EDkEt~jl?#5 z87)6x+tZ7(ySv+Od{7fE_}T48S->4E6)L_wmK2WT!`5Wfa)_f^L}hm@V8 z8aeB{>)T1ckck_!JPP5DSEH?|>-^h4Y$|@nrkYfFj<9lFXRa2W^~f8Uhrwx`T6JCq zZNeatiiyYHdGw%&gs#A6B2ej>r?nd6baz%;pE0llY>tz4!%0XZBK1nlb^A&I^p_;Z z^*Iz>d_Q<31;f|01;#YxOPvOhr3t5*79~NF-$2hf{y&Nu%e}6M|AsdOzUZ>?)bw(~YNEZf$yUCY>3Yq^%zvh8Kt#&^G8|JQMJ zJaymKb>esWe#>GQDBNx z1=C?FgV2glYiw4XyM>H>-eInAo~(gX4b^|Fy}5;j)*%14J08hk&abCEP!Br7byaz{ zk1K*ViVBZxt-)dTmc5PxQ~L9RM+al}pFg_-$LSqKDUJ2Hwe%LYl|j;A#epV)vsR6J zm2Z7=5I_2&j3d()e0p%9+iBYo{(rqKj5oZ<_O2{M;N1_qnaFB`e+b~R!9Y=Jz8sR} zPabl>y`C22I31UiFFjA^dN4VmRd$s#X5=iv7xh#^VeU9AX@zcQq?u4j%Z?J<0hV{Y z(4kObh*8vKZOG%|z0Gqb>B0(K}9vRM4drrV^+22p! zzOni*F!q(GX=>|KItuRD2OC66n44DEp@vSgJyflNlfSR08i|m9sAn}~z}A|Esu`=t z4oIQ+h(Ea}Lj>1>Qe?4r;aeL>bU3JB`5d1ak;(Xw7Y#j`?pFd?G_|ycGx%2oGQ`I> ze4g8ETponHEhbLe@cFE23DRwY;?hMV;GOmWk*U7u2e4FgQWhZP4n7+Ki)Pz{v-Y4%F%$f zsc;S@6(U$0c$J6@G2pIZfHR^^{+B%+UE{73)dS7JqX0{zp8SrI6Z^4i`y3kGg0Jz& zq43_}bM@TE&%MlUN#<98=15dts%kfXXVc&jCTZS#U-r3$!jN!-yBheoL|{%E!m>cB43{iUlkZyDz?U5@AA=)E!7c&uX=hOV(+~T8m`NS>b#{vQ_tVJoxRKMd2)Kqf(E5V2Ab5Nqmp($?aGsxohd9#s?}62$9blteCJaGh0RWEW>Yy6caF@*iK#vBJ^Y z|K6B4rVNE_tsC-Qz+cKBJ?&S<$YCwrG20H^(SP>n91qfkE)`PN zLLm7%%5%Z0P)~ zA`$;R@!A(TT|f=;uA+!~*rdW;tppntgp`jDx5)Ob%^k0#{+oLAlTjsAs!z4~6Amsx zKO)61DGv;L`V+5Z>A=XA{2xgKfiz~1C*a6aRZh#CunKg+4IH{6(_Q^# z1hUB$#Xr5%ueJk_xE*Cd<^IWiBn1?<<;6LKlx&w@->~k!<%_)UVgZ5!xB3F2JNT-_ zy8Ge2_ z{ymSIWY%V)&U0)jlq|(L8)m)*5TGrp%QKJfI;^b6^|68rSj`}T7c}mF-DjVty{sz$ zZnB-{+=U?;YF4`J;03FwE%pI`RK=;B7mWQKLCH6DAc257Ofux0_R>1W&@0CAd0oe4 zYS&AE=^cmc6&S@baS4`{pXpMB;xD5_@b)Zfs=@I;Yp#U;jUy{<$%G6AW)~epmBh0t zW)}ljD^qY`!&m8;v=n@?%ZZULQAf)ruV?-8a%5TV+)5}qS91PKaj(DgVJ&W8fTrW= z`Gl|)i%aP-e*zt%n;hFHN$9<5g*L|jqFd(pv%d~>UuFl7lGj>zEko_KYv+BeiK$uU zk*Jy(Mxw?K_TLx3enZFLjK-VGKI3s<^OkpZj=L%oLJ$!e4Mwz30yQ{wQs}Qa3I=2A@_lN zsb}6z8d!(F2SiEuePPO5{=&752aN@a!vzw(*F;{w<$0FO+oF9eNIpiPyVj+~1 zvVBUL^pt7f^yQ#1Q2E%ZYZ>6`kb5c%F;f5F_mkG92KaDpLw{x#eNr~o*;KeAFyC!l z>NCLU*M<@ztON8U#wvMvA@?l5ciHpZ*ZJ6)$8~<+H5*vD*@oZo40UIt-)&LVzzUQX zK3MKEVye_WK-m|fh~)-O3W_2;sJ|vZ|0~x(mAQ-mn=kg}w^0cACGYZy{yK2KS$l@v zMd+b8{r7+yGhVmN+D%R*uo3zNISq1b7eG!LdH-XYF&TIzK;; zIog2t{deKjoU=GStNom6yiM|FSlIF z3BD8$j%9b~&p!3}xzRpV)9Fu@-5=`99wcCPjug_pz^dI;;mqd!=^C2Le4w-H=8}*5|q60e7;wFy?GGnr762s3L)Tr);RvJ!M%gY z44If)*9R?@{>h72;HQ#@S5$v-FF4uhBeURZrc%5l{b-loKLcMo`a=JG0tkM98uM8_ zGt|chpW`k_7({F#rvVJ})R*ELXd4mG=KDat3PXuwWUiUDuUGoa`+h$ORAK9YMR?u- z_tv$W@dB-H7a-|{7#;^{--pp6PDy)L`U6`b!9;vGhbie8x-B)anHz#@$dod!`EP!K z33_v3nD~5!Hnys^jt;H7!bl?{7Cz)y>?)9zjmga9#?He2{x^C1&rq?JYM=j#D%So^tU6IJ8>Nr!@r>5n+-CpV?a7hB9d4D`7t{vlVIg?(# zJ-a5zg@O$SNyhb@@4$3qq@4jk zrq|G4_(_qZ__S*EYk=_k0f$nUjUcZ!1{Ph$5;gBm#KtBNmvl$9$`QCU1C;yL!>~AP zr6(9xCZs3(MPu(8MfhsAzU}2KSLXSzLT7%H&#T@j$9n^X1QWgib>VV3Lx<9Vo9Ppd zheS|Nh+nRL)R(XeCsDb(0$1`qD zg93kM=FU^~?1~I$hL*;E9Q}U}UTGX*VVv!(w09^w$=)Tj-jS zHdvonFVK)}DgBuAd}B{HxF<;!T-FSNEJhaC{6quSpM?sF>^sLC~FXR=Abik0G0I&3&e9hGXKW?%wmC_3GK z4P%yYhn5Rdkin>7@_dQb)nsJL@TVh)Zsbfivvi$l)(bc`_hUKNgvijG49XN7VTh*+ z{c7>-xv}4~7^!uojU@6d=&&)T#(+3k{>0VD`xs;597KRD$VF{t3T7CV-K|Rge4uQG z{OJYog*W$fjHOwzA)kD43 zqRhC7RiN(I1Rkd^o0NkkIFt<^G7A1gBk4B*m!WWV|L#|jO6r_+3p}=Ca!mbYuGIvS zpwE_8W@1K}yODvOG#8DszJ4It7l8ns!DS_B$_Llwg1<`6){ET}6U@-z>S%R+k5~2O zZ1hN@oO?c$=pnEOd?%RsLO`R{i5sU5)RS^ytjKh(FvYW@NbRvYhn$hptz zj%-dqrvcBYbqhAdUM)x!7BAFPG+*3b|1A?P_lm}M_+J)A%IEyyF`>LfD#$2F)6$C`c0}OkOpMmHQhZQwBRggp z`4TX9-?IOxdquPxNySaN9wpgjZM{S)Jo+;B2bllzKyY%qS?8Vh@pK9T*2C+-)#&A8(3oG1dwg;}Am!aC0RW0tw0ibS5B!@RJ1?d_?aNfUqaD+th1rE!24Fm>apTCxMt zAjO25mWC1v3W~hcrpfc^tV(r7bJPwRG3{3WQH;PcvN9V)T-297G1V!>J&CBz{PVI$ z&c~=7lw{Lmr%(+$Ir^qXZVjrL(2mbVNxzqy#}|98-=q9fAabWyd%D7h8Y@*IYE}9I z%3QQG>P&QrKTCJQv=w?9>zAByc7Kb_B_urR{-~G+da&ZNHj0&iAEzG_iE{+7a@Cqu zM-K`5#w5+z#g~Sy^BkmKF1$f3_=D#DO9d^3|9sT#J

7xAZ3VL0$0 zqvt&k|9n;9L~J8lgvbrS4lLMx==WT6kFR%Y_jahdE!0i(HHq%s5>!<(0(7e-9c@iy zKAe_g-`S6{cr_&>l#DEtVp`JR_)pk35)8NNs;I*T5w0Yo+b5U%E(bdcfbaZK6qb=R z&G571M+gS|H}TX@EIcNBxrTeT*F!eHHz}|J`mEw>YHJf|0^bRga&HO#`JJ4ZUM+jf zD&c7K8v|5q165Z!;U;h1k>RG#l~n$_@wr;G1{L|6H}WMGr3pOZm)?C-Tf4GCJ#0_Z zC2WNJmaXC<6Xk%Hn_L+9t|v`Q(fV_gfduxv@kjYwze#Q;8{tQ`!dQZV0PU`wKVh`3t95oNQft`(n6un=D*b84& zUxp+Q`>pcuE{xBNG~MkpfY%zj4``@tLe_GhGrBGiY%k$9koB;}-Yuh>fHn?>&VU-f&bi6Jkiqf8;V z;n=J13oUGn7rAqX-kpujs#FrOr(4BA5BPZ;?PX1W)OKKgmjuKm8-)~Hj)9(9nzVl_FOiSPFpy=Zn<^cDXg75pDqA7^FgRj!ithnuFsAMSZ2*aanW zC99BHjIAeA0QJ9Qf8S{wbXg_auKF1K@j_+iLUQ!xV&+wecds*SUtNJFH|O6drD*%9bMp1Tf;@Su;k#jns3jgI&jdcDvno7vMN z=vn&q^cP&z15Lcj$Jfn@UPzQxKYkuSVB4W9s@KJT5$6nEROi{hi{BZ0$r*&Vj4Ffh z#x$J)FMlc2%q3Mh-r+|$C7ym5pLZM(|(--%v7}Hxcz-;=!?;jPn(L7dovh$ z@&nAQ17{A7c|23}xK|v!5fk>ubM#B3{-fy*Eft?t+V?*R znJh9iiqAz>9Er}uhP1Rbp6D)BUsb-zzB|wf-9?;hK0$-m9MAPyNY;$F8rd&5W6*VPz`fMe!a(Uj~OTxp8*)(w@!1E4LSkP(@1Neic<% zgXYh+f>A#D%ErRmKbsw01tb385|8$H7nn2<`_D@ty32S&R+J#IMCoE|ujB{AGLcIk z%U_9WhtoE>xqi*44!?cwUTiEh?Al*4I ze9q6@uBXT)7@CTU3x%H#1Az_Cq{E_cG->ppvBMP5Xx}zQonD!JlG@uEKyfE2@H(#c z7;josHz+FzV0W#k+~4@0F=b7NzuuA7uU;`f;@u;8>q z8lNz@op#eJUL{sli}2eG&XgXN7T^cBSh#noMblhDb4~8Wdv&FYo0J4uxXz^s=z_xx zvH4I#*gqBDL?~j^X5ljF0llNe{UK=o3lz=E&$V}W?N^SQ&;WO|ouWD8U`UrTVgFDSw>8VTm+2tK%-16%45-< zL-##xnyOq@IE>JwFbYyOU@GQ&t(n2uJK7b?;NWvgU=8fyvFYxA`#g2wr_1&m7KA2V zmVP);*q@5jHBOWCh9)^u;ebgHiH#oqY3S?1t_=5;qzHa)%c_?EbmB|~q!NiOQ^S0w zQACaUJ^m7Y*@8k*2gBIqxUN38jaxirv81Fr5D@u;K$@6>{I~1xXn* zuE+r)%Lf|{nm48Vb-6O_12?}oM^ORmuRSQWLMf^JfJjlj8p*lC8AC!VginP3OukHs zJL87oO1w%-w>w&%{0S)#yjx_R_?JymFc=%@oT<-zR9<2DewEoais$PYW&IjEtNCMC zpXhRj7)=TmA_Hs&Mh^lPH`gqq*5rR4=G*OC5~p6MMbL*H8^KA)I;VWUg2uk;duhg8$z`#`C);NA9Qa2l;>8PW6LDd5g;?nl zDr98PaIMid@SiJlVZ1wJe=p0*BjK%jVL3WiR=se4qbjl``HL3-Sj-SAj3RfbWbC&*vkP4pTEp8qia9Sc6mtUajD-}4Maygr&xo06NC zr=%J&yxV&y&P`R+z^SiIiA%kN!5HS6f)%H(7#2et z6lw}WR8lyA=7*vgKU!Xd*~5?uV@19S$3Op%z}SUT?~u4D^vEfD17>h259flGwtfyX zK=Ie18E6(GnlG50-$TOYARfju2`GkqlleYzrGgk4=7+idhmHRdRc6oeN7adw)nDQk zVX6%@68cKNJzFyWTeD~Ne;+A>q{S$UCIHBsQQEh+tvp#34M;({%;3=t=RJr#hCn?P z6;Z>Xo#=B{E#~v0e6K2U?s|ts=6oS@0oAl0ek02fbgf^uIqxdg6i%`BI8hAWg z7PC^7HPRf&kOe{$lmqcXr0^2)`Oqk>Jo--kW zyTE3{P~{)fuYu2zsXYELm^QN&Dq6Wocr(u@wULMky@?%9vs?x6rXhGti_DQ3Q{A7l zma0ko1)x{!UAvzvq|*mUe_u!gdKOG4a1|Y6hvNGNtgy{Ce!Q1%7#I+QKzJ4Whi-U3 z1S- zO@i6Kz5b|)bh_MTK`t#u-WrM+d8$FiLCz2;{u9KI4X${8?MT01?M7&jkcTQ9kpn*H z=|_nV?JDD>OFDs7Y$%tH>robsD4IeJ%QpWZR^N5kwX48-Q$6oZyOipg+OdVi%~#R# z<%R>~I@bpi4P5ctYu9x+^y&i`1LsMYoK5`T9+fse&|uvR9F;wgKgIb~@7(>K2~et} zZw|&Q_cL)BeNdy_(PxK7Cn>upC$GqpC?L|2%gkOu8er?8Us55mgsVh7(iCzu&`;c4 zoY&%>YYZ4JurD3%urc(UoZJ*NX^+bVwRqJEZ~uf)C!tD0izcH5@%HdA?*~Z|KeO&& z3P+}=f6bG5vXY|18`89ECV*n96j_70H6lR$vJN$Pm|b2zkC1y5uCiWf68xA!6UhGM z{q2M-m*X=kmsFn1B5?}TQ+a*9IxL8dReF%8e4$}eMJ{vq<76p~8r{2qCzuplV!^;$ z==uER;*qDyi`Vj7D|{Do4A=V{B4_iN1f#IrsqSDd^|_jnk>AGOv_8v7GB^?-Lzmcim9sDYMBkFKta2)Km3E*IQDL@83J;)&bJpBx6Ur;;0V8YDb&M;N&B8^gKJ-bcJlU&aN< z83Z$O)M3?FYo%>hWPIxpomg7f4>0*iBXDCivJDQ{1PEdfQ&mMVh@!kL9CQv zkh03UeMJX3%xe2D)Rqh_JsT=|_+aoK|5m0(xb7UG`C-c=;*f*CSvJUF8t+BQkB-C1717wYcU*J=Z;M5;S!+dsb3y zADO{0F~buc#>o0pPDv5R`MpaYk2@+e(}Tn?5r$GyFy5(#($D(ZBgpS7sOnb-=k8hQ znd+R{iW=!84nSz}wl7U(s#ZW{_gbQ0WyMuCJZ6aOmydOlgjv_sYbgj0cFS~= zzD<~k_y{*@1FtBySmG#-rMpNjjYiE_3AJFme5;2IHL zeYV2gZ*GbGo^1o3+P4j^-+tEgZ-}j`xDt>bm2uKVbXLv{n`X_+4XOFO)nl*U{HT3v znd8g`{_VNlVHAg6gp99`njw4=w%Qd zS7lI(A(L>)VayHzyqs*ORJf~X?2`RK8D41RrcMRY3wb|Y;*09c8%ivnIDkO zO?gCf99FzH0zs!^;B?Jr`n(zO_%ddcG~!d{@>^9O8ffAN?#R029G17u^2dv$`*1gr z-A#$QZ&x)f8zb=)$?F9f8AyjSqb$Y1Rw`uI@EM1OT(8_!fmT_(*)Z{8!YQIwAA~=ho`0t1og0A zbiFWJ*?;@?O&fFV!-C#_hXf97&4S=fEVW0MHAIvEx@%Q`l`bEv;!jrnF!Z2qX8*5G zun?vgz8daWN;;d_0R0O!&M^3G&nB14ox91~gVh4QEbIFEy1MZP@_|<>u6Vu{Z5sJH zM~l@ecVgsoOhROXrtB9DR$}vdm_lc>D5AB+)+8I{`0kSq^8Klb09`%39Ph_O-8w~_ z<$dbd&6{%FRux@ca6wvLILPt`W$ZyNmjy20ZpfzD(vTVRXkwdhWTyXN9SoU$s|0yOcny+)M9Mv$C?% zxr@Kvxdj-EH@~WEh$+~DzXb3mFUHcIW0gI$Qwa>_cog8jgl&N%-FgG0l6C%5vXq+g zy5HZT{{vtqk`8 z%W1Q`xcJL@zzLImm80&huZv+C3aKa*h;Un->`*q45Cj>4?Y$Jb#Rq~7^`;mf*dojx zCBz)`1&NDFXefO9Beso(=MDD|Vw5Q?vrR`SCqu-RpCqPawe{S5W+5a5q9Ues@{k2( zflM*x=S*ctym%ek<`=LXWn73S7;-xGt!1p2u@T{}-f}@M*%qpEla+~zN@oQD7W&rbFAxRib z&hkowJQ*%6twY&@R-TxRnU!yzj8Yq2KZcCa0zh;FN9A}Xkg^r5KSSJl`3}>eyx@5f zqy=pIs??BE#crJKo#r=bLw7K#;lKnUu(TIlAHsm2_=QvNC>R$nOV!tx{s~g}+t2D! z!0p#XL8bXc0;Rfhx1e1w>KqFhLHMJzIq}{r*0%f9k&fn2KUL)=t0D@vK2nMg=BaUo z@cV3Qd8T>0bO=E~)n8%!@LWLApYD8E9~A{6s1UCWtS3h*wRXYj(%sqgU(Wgo(NFsy zuXgMj#(7Fr(v2&5tTfEb$j^#GO!X#~3o9K`35K*Y{$QG}zXt#71fw!G&OiyZ1gKdtsxg)xLI z*3Q8T-m&Mg3tnBi+-kdt{5FrXrp0Lh&64DuuUN>zRtIIrHiGPt+ifbGK*YoR*ODAV z%fPadTrw5$hI!7=0~asFL&rO=NHDHE{(^p#0bz@RNjEIzfcclK|NdCc?VXOvtPELz zEa0D#;QnfEYz)g5g|aIuF)a;nWpXojP3=uzX8m`}mGO&RXVWX5*V)$$sx_GXh2H+V$G(l) zIhcDnBUI!N#Au1Rr6tiOuKC7Zw^0o}I|3{;_*7zf~6c-2YlfNw#L$0>B z%U2X=cuP+p(m5anpS3lVRj8TjK@_go_m}3ytAi@ya3||?igZvap(v(3<>|>$T%7cA z=oJ(!Mx4~LYw<68Xc7}V>3V>3RHf`)T^2r+zh-!c$(x)1$ap8DcvS^;8OsFiyn^7q zvw2ZbN|So-jWpPrRFq@AnICB<&|4nS>ttxqz7aWRD(Mbw&rQ*}(JRsw2?4_yYSyQ`wxTeK<&tAm~Y9 zhs&(9MypdA$XbZ4umI{jTH=TQdYWnKA`+DH7du z&eV^`0d|Cq9-R^OjZX~c6I#a20R-dCtNWyw3fK0Hn6_LQ_%9VB5-34@FGNLf3)=6c zpaszP^*nW9ij;5CE3s%1ItS1Xv=mH>*RqGD8wmR^>4(%eO3y{bJt!E@p<~4Lz^{NA zj2fQ1;06&Kb;He1RqD=TuSO&|aRiMondd41A~!6{LZG{pJ*%5-euLm*EtHUgiF7L9 zEm7Er`;wbdD*cJSu?;k0XD{-gF&g4(li)UA01leG?DMr$MdrT*sF8UJ*d*x5-aPNO|I^&a2vLdyl(=>lC%r|b`w_FR=VpLc`j=2OUxW> z5!!2gMKiyqDG)g~lE1x=vLHjdoy9WN1<^O>FQ$|3J10NcIod`3qzUJe##jBp2q7a+ z666iDO`;T28+!Y4)?$KLq{vMIL^^;6xkQ`_Ab%lGVr$?LAf?KYF*XcMMzfs)NMJ8e4=@9P5CK=?Tx&TlUk`1> zSnC6)lK=Qc?rYb;j|@|p0zqH)xBD08x67_0ghr31sw!H=Y(T_^*LM0=wZ5nuh(ajj z=RxQ`SrVC)F2FtexPRq^@qlpFan>(*_SGF7z?%eT`_lFpu9Ij{T4H^!=D<8V_8^? zw$MWmSdo|k9O~p>aY64I_2&RqpR&O7emObuh#sdheRm?x#%Bbc{vYt(umP)9&?4DV zH9H+BS&eRJvsQ!-U>~sx#kp^{LD9r z^r@Rf1P!s5rDvc!6j=5B{Z}vLOHriMt{5M=gxdvT3{OsuB(Z#P6h;I6I0hmWL|?XB zv~=_`G7DHkyVOK~g!Mx5EI4pVH7hV820uRo<{G@QjZ%bYts`sX=GS(=!-iNQBE^NSg`XFiN)v6> zxZt_$f^|(QkDDbt1M=OFuEA!S#`+bf~^ltqGZL`=(n))JeN<{KY`lv^^m?K6p%zR8LLw-G3kHO5c)6f&MbRfRsqWcM# z1TMdQa`35VBYBHJcugwgxMQcamMZg>jeh9lws`+{1!H~*jlswB4GUs)FClN(L63sf zX9cVRk8Ao7=?B%l3bmSH%vU5>gi8UHPsw8d$g8L7GjckJl>@{j{FUr*9`JEwP$Ghg z0ai$cN0{@T<#HW8R-{Abckg6711hQ@54i6-MxHntD-iL`FHXN_tENk*gn>BY@Rz@t zM!|AxG!cBxRBa_bph3@gEvNt3-q}@QL1cWnN{SHiqT>$$8yAAk;>F?A+Y=wgDeQIR zHuQVkpk(9eF`OCXZF?RSYto@t({|q%0S49ClXNA^%(xQmwXk~nw1J7`^!E|@Vv#zQ z9Z~ip5u2ZeNTQPsll*!AMKz&~XY>2cze97k5CP*Jd^QDf?><*@CEj>sqskTCePs?C z8*Ksoei|UEpFyMdU+qJRxEC0nUecz2GHDs+2~xCqV`i_YZBL&de3X*LNiM z*STq2F=8;{Ooa9+5r=jBDxBRDIiPx!PQ~nAkUd4hAnyL^2^{DP#5V_n`X{s5G(w|g zd<}rHwqLxsOBm(3EBcJbEs>&QVoTgTOnwkNT`ydJyEe4Hj@44u)e-$d?)x$fGwDMB zQSM<8Hj|=jc`-Q-u^NvaHX8AV#q=uY_KB(~P?|5)@DrJ~*xz|#cQZAN1QH%xaBlfP zqQ)`d-|Di~C2EqPVT5o=3XxnH*CTKRyZb)l^Gi~<-Tv*erh$plr$yCu_=8<_H8nOp z-1E2&0ZZs+2wwI9)=Y1%nmPn^Lm%OED0qw_;VFy+&@Fa?OfjxIfP>Z0)8ku(O@|WB zxup+kaTwJwHsl7<^vUe}7q9N*FkZb^w4#AU?#~K$fKU{eXzu76J~A4e9AYjz2H(Rk z9RO&lT3QB5YP8n&EG}aRA(V3sR^Jb{nR@m{*!br7dU%{f$L07$|SgWFU z4nU}#m%T_!nFQU)j!k#kjXQ|~)%f?%och%&oEBm-oqq55*ZVii1u)%)o`i-b7lzO# zhY*t;8-v6DgkK%2caMXb`Y^ESX8yC5g34)Wnk(4flrUCs-c0!r24hvNK5$J zmV@}qMK{?*k~rbefqJv;7I}!{r%zGIci+Rgi56oZ&+a@nH)!lIx^_g&I7PNR_r(#J z+Nf}6qCFvX5K?!=2H+k3WhGulvD^i_Fp8IEDIMl!rRubTbD0S%fHgqc4OJ5~IM1O! z(U&SkE63+j3L+)vjj!-AfLPGBi^f{t2v0Xf1tQUKPYz{y{DIG%zOdrwNU8`yzzeh% z2=#>{1RT0F-9%N7%Id-^%*Zc)nUg%PE0NqbEq8Juhg5pK2Zbbh z3(FQS3nCwgN@3~ysr!G-4-UzDNakw67PW<=^2Z2ZK0^L$%SNU>x1pid__$62VnqOR z)uZB>huInIw`kxjF&{LsWz(}6DtPw^uf&_0U(@hmRzekR&9x6s>b=?e zBlW!}r2Q4hE`O#fU)YK;QuAfN6lyZzW%>khJ_um4uj{RRuTuvfY4ja` z2Z*HSw+jZ&EMuz!*aV%C%DfzwWR>F0F1x2q|~0VjX%~5lF`GwEVtk`;CTQD)n>O zdf~i5ZgR#nbo%+E<}1Q+)XKUg8Hz`}96TF1$hES-OT6c1{pI{*^wB-4&JF=^eBe5Z zRaM6k3YD^qykL|H_%qnK-d=Aev%d=h-Z9)GiOg-rhs2a`&*)R-SG;D8t$QT`WbUj^ z0v4`4hi81cox22nfhhhExXX(H`reT&yxjv1RT$UiMdQE(;rBzzMl-q8gH^V|I)}VT zSAq{mSh!8UFX2bIND&dx8pxt(?SkkApB?OhQ7c?x+QuK%1K7D^AMJAm_I*Bx{LapEou>|x>ySX6@Ym&BWDJnSz z19YhpwQrxRDz8T4D-q-|2W?h$(bq|jiuNn4zd75AuC=$7=V-Bs?uXb=#9fRBQh!GR zNka8}*$Xi$)5xB5Bug}|Qps)VPhUZd3d4qnt7g?Mx<-$doL+0YvAxf43!vG}dwmCI zTaAp4_B`%1kk9s6#dOF}oE<;%aeChi+B-Rl8{fEH+uAOxhA_+O`n}<(Qn2CUTVYKX0OSY}(W2RPV3PV|!4G){UFIE>^arHRZmzBKZA9@Q)EoUVN71 zz$^31FO77&TIJLwKUt!o zucx&ty73XoB8x7hGGrb@R%wAf@r;7F2IrNx#K3U2Qicm9LI`hxy#_d&#;A?T?s!el zR@E36TfqlRXtacT|9J|c;kL*j4TdZ7RyRt4i0h}DaDmT=+|WtgwHaubYEcqeHcEhY z$|8Y)BNJ8U&tD_2RV_BjACPdNyHc&}tuPR`SSo@TBoDwDL=0 zfq{21;s&P+SBB zOi@(mC>%FXJR5r1f;cSs8rmbX9PVlet5sUvMiWaooAhdwRAzB`rGRl3>VywXQhF>k zQ~FmqhRA?T*`*d&=TRo^yn=>(;d;(+)j3_GZJ+WR5c@U4YUjgH@n1P~Q8m#g`&CP_ z5as(tli+dySCH?R$fFofUeKJZVD?Pau~&lm!X!<+9FyuEM72GumYHcn^Xst9*O@z>^_~zuV@wOM$GzWy#0SoJEYwK%oK{$3>~4T?Nw}Nl z3Y={tvJOx9d35Nr`8xwyAy{rN0!03zAvemT4P>QH;=VO+GqSKGF>A5h9Ta+#j^_#q zNZ@w(e*FMg+NJ}tnIuvs7o@aO2V!b?i`Yk6RfofN^>{fu5wvyD&NBkTV2+3&ZCz8- zxyi+X;uzBOw3Y9+2w!C{t-TfnUr5v&}}MG%ZPTBm9>Mx zPX#ix!o?`Bx&%S7$NU@{1;#OvhNPTjrn*<@+{kvG(OcTJaqyG2x}xwu6O3BX>Nf)Z zUVV=)`IPqg_kp725H&z()D8;`VU`re|EvALn~3e0R=<_KzTmHdW?@-NPg)QifvXV} z>SkAScdCYgIVL4s2QNe0;B8_Ufsj8x5c!#7ktF`T0&sy`f*o=B90>voK{_D}SOcrV(CX`D8Da6Pm9kBtH^KX+!Y8vWu3emIxS+&+O9e=pO zgrzozMi?VbKGK# zE^G%~^Xd#Dmyj%~bh~4&M^XGWHU+Jjkft)avTPq!w}cRE(YOgzt6KfnV;af^L0&wE z5vczLe(Q~3qYai@*+(pkVuH&GyTD(v((FjVaJ05nv7YBYTG54p8xKQ{GPGdSbgox6 zPuNsBZ3WSqAC@QCSt9b9Uw1A${7O1msAL6&PiE@%f5yqh1jX_mkGH9;aCy9^gq$}D21zrULY!X?S$rMbAl=-QNt1R zqfo_%l167Ry-N9cz5TE(a5ZL@EbT&91Z~ubDD6efl@gbXB^ay)X%vs#d_rr9eG3!# z?4!a$$X}bu+Y88WY^v*EXee>OUlRz6C-a>EB-XskWQ{P8dP##%b`be*ws;g8GF;Kp zLD)#?PfQcpK3C7i=^O7xEwo^qA80xc=CTsixr{a7j}PiQ2p7(joCs&fWB*Qp_>LE$XtOFeB8z2HkPsmYaq zYfoPd)zi@pbdYTQh}Q{XdhU6iN;&8DGVE+kRupJ(=YbMn@fHkNz@ zh@{{_QIcpL%!=s`0&$qOHH(~n&iy%@b-Ttxrw;1?&-7%c=j*--b~h=g3>06gb3GFy zq%Oo~h|Q!T`yW0)niS~TQka2TTa}lXRs4iuY$$IH4GY;-0?h~~2)#h^G;pV-XOIxL z+OvsaE>N+CAZ>8A@j#z3YlR1l2_9tW>9$ZB_n*z&&`zAzq{;J#H6lQfc7(lQVW-V^ zzqn>W=K_cbyg|@lNaZyr_YXNHKj-w!K*O`T4CP-;J+~88^2TMPRnYx*ZutT5wxPe7Abg=J_%Wo zkaNF@N<-%EQ=FiBAsHJyf7q@X3U&Fg1}TU~-x?~M+j+P+Ytd8kznLZU*J)_B#)$_3 z8N4t0UVGwd>gpW*pWNO||FIkzV-b%Zv70;zEKEId-(i?psvrVc9T*~eA&nObUsY>1 z6NBZYCj|rtSn7+eaE#pEVd&|2ym=xmSJOwTF|}we14Tw8y`f&Zg;Nit`7>tv4!9Ve zOhGGXEK`{WvaZ`(#vbU+b5@d}+scX;FZW#*CI)@Y{-r2%7jGWMm0XGPcoUp)&Rj!n4~wGpD-_>IEQP68>?p8}p?a z6Ui#~#hztO>pQQMkvg+l6G;o5B%Oo`5@~!7blwZU*OP z7<=fxjc%Top=0TXHN)cJ>F`B@mM861Gt^Abs!mn{EKGb2ES5{oon_t)W9zGgJ z9Kx#jw-<6W$B5*YAT+3&W+Lv_bi+9I-=HKZUSwedoveXW*8Wi;;1E-duMD}U>rogv z;yejEEr(#<4IM(f1lNr-kCW(;g^L9jf{^_NhRUs8k@x;GMtlz#0Ol8IRWZGei7}h9 z6EYo@)}Ys2xgk;GDE`1K3J^4#61JuBe$VC>dBdRRWupHIS@io!$T#5+;My+U^4J0X zK6i~A6t&n5^;Hqvaq`lk4)9+#2h!v?^Oo+`B&>a-DbZZ%>q|)15@jTZp|3cD2fKZ7 z2CC|MWjwc?sr}y1sAoG6zCtk2F?m9atMI`Saz_lk00aI8pmtZ2Pr`d%PA(jklY%`j zjFhvi4@`V5a_se%F(g892h{#-2K(x7qfRZ;$fHXY5$Z3ByRkl`ry_UJ`;NANH61J+ z<+m*MOAO^ACi)BFcbYp*y$Uj#V7ze?<3R?0f76TOds+)Q=bmhI{z1&tjrIigN23{H zMq5)C#!c7H4}yb>BMIG9GX740uoan~?No}R7E@mWo@_2R=^%^VIOyk}IZ2`dBZWxt z0TAgdQ*~${7()xB(KJKbW+6rMC|8vZzvox!D@1cbA9bG>lJAiMqDv{0+$6 zTT(-T#DfRmcZh$j0)uY0_J}oUZl=V}hIjqd+F^G$?=On|h25V@@re&Nzoc&&DdEg@ zc9do$f?g@$;`oB~S6f^8KwTu{&<12pOd$fJL8z(odx}?y_jmng2k1Hp?Y#wq<{g2I zBwwYoA=LKH;blz2sO|DXq1pCxwj&f%l99)76$svTV?V&&2^aIA|H8Bmc*0wmQBG>< z*9MEHP%DmtimIEZgw?x3glk^tPY)CYkK<^6<(mWEdurx1ybaz}ozUgs%WC|i8lpL- zZCx8fRaN~EPHjCE8S=$IW{hbt^9`R1N8z{2E-vB;_Q3L{Lx_O!e#Yj6wrwBTw5@~G zyp)*6PzI^gCJoBedA7-B&TVG0T z@;T5JqxMLRpSZ5bpNoN!Q{>zj|Ey&{@okR0fN9O_!=@%WmKP7t-+qY2=-fAJX$5@y zX3~2T81Mh4JePq#F9kEsBsVr2v?sU}_Dxtmfq!DURFB)W{6D`J?~ijFO_F!>AyD+D z-n6sW11Zr*WrvgJJHLCrw4T1TI%o@u4|L12=ErJ}RW$koOG#sv{-573rQy)FU44GX zH^RBSJZ*h|887y9>}0?loF^bo_;BlY&Di z+F-fUC`~AQ{vx)oG7dd%RH-YISRsjr?TVnCD3t1@(J(qFuX#HbR8!M}+ z*@mwa2P`w)fa+|Z6pP%5iHTlf)&qol(a+fXz^SW>*WH8*U)hWmr7STCYm7{SgXkh` zkT%!$wf3IxEhXwkUU52V_lpcS1}#$^FNZ`ZRW}jF zIv3!V4K0-ePJ+#a|F*92Is>& z7FtMQvZ~t7uYVXlPrTU2M8Al=zav0_zr5m84%K8z9sj0Q;OQm!O7j&mr_TOmJZcn| zq}V+3niHBFXHu*yKa7jap9aob zT`(PswVSU*U7YrfXH-*Y!>z+Cyu%-q=RBh^1>Rt7UHQ5=?nZFKRbSZZDk_2&S6Va; z#Q>lY{_kv-7>PI{X=PO8Ou=DxXD}h6V?*~3so&Ek$s6#r0uP((>(Cq#rU^XhR9C#p zM-9NCvRFWYr}K*m?e^-Dk%Zyt*+ zl`_Kt7&zjyXpY#+uu0^RJ7&gQF^b%JKmP60&f>pQ-VvAk+nBo9f(Sy1|3X_h6t*_! zkMCvZ)L5hvQx*Dm;<}t zeJ7BhUyi=mk=6A);z0=DkV1)l5pBE+oAbI4T~38Qv&om1yblKRgrRD{Cq+ep_}mwR2W`ADcB`*3i1S-Fx0I!u!@4O z0iY`H=;ts-l)A;dXP4ly%@imLI>s%Z+~Om^!1Ozd7BmDLtpKZB_f0?KynGu?KH%Xo zkly>j+##ESMq*O3wm`n?<8@OvbQ%8tIr-cso)YgXor%2?zj~v3G7!oFfCSX4Q z5`x;d6TVdextK=?+i$^c-l@DTTrwDcfGo^*Xa&L!G=?+{Y2t+GspqSql+OOD*eMKY zhX-jIXwn|%hWGCDmP(=AM_8Rl4R<=;jvlg@2GPkKaR)6>SmLPK$n5P*Om+*Eh z$8&D|L>wD_dXy8TI7j$lP@(}TmI&1ak;tHsY@YxVxyn`CEca5eg_|__`r~v~`5zn@ z5^`ddh`XKccfKvJNrv*i|x}isCi`wu}i4t_*ES)9i287YQArr`1l8}*l z_mq63wJ%XwDYUf#78KnMhV5;wgbq2vJFTw%j@`=2ceS#B5|i&l5D{NO%($p zB}2*j-EodXsTD~cfS)#^ih|KlULDv8_%~#aY9w7WH11{Zx87j^|98U88O7!WK*=N^MecqRg|NM!eFqcVL^m!K)22AsHd*n#5_Sf9r>KyxE4^cmEAW$>V{Bhm2F4f+GnVOccsp?LFY@7%UA`%Sj?S5gxC23e& z+7lnv;`Jz9KOXcmL!njicd0=#D@_StM-J^&D1;Hwm)iD`-~2-Rtgh!O94u3qw_PPV z;56Zh)#(dOL=zGk#!sE+0w|WDc?Iq+*)lzKfo&>nTuAbp{T%UmLB+EzN;%nGH~}jX z&$5~bQtpR{;^+=e-BVxzIc~npAQO@Atcdg|M6j7?V%nm&R%&2#NhLRc9Dz}?*aVR zHhU*y_Z!!JCdM@JEs*=p@v-EbP{Bd_DmwB(D6N|=bR2b^giIKgPH~1(ZGi(I+2%)tb{hVCDYdngSLLK#f zbb?Ltc$Z*usT80h@}-{@S~W6=%(;`AZYbD+I^GNO?4223;d^l|Bkwi%x+GYft!)(# za-eo9+VYGFZ$8Dvd@y{NPk$jfHh zUQbDy?8Xo7S*ORWsqf0>^Y;_xEHDJ6aINWhE;4DTg*W0}<~JW6@Qe>>24~kw(lbY5 zs2lOFw;!Iv)4{XKAOyPmm?V|Jx+NV%D^Hj*m6AH@nTb z=BB#t7V{g7Acw<})9>Ly6M#hL%>r0%$tKHba4VYOex`Vo2r&w%J)a*xhUX(3w2u#& zC*>K(!uDht+yDCdyjEDArK&2boa4XE(x_uERr-zPWRI_q$GK!3a%W9c4mF3%t&@83 zt|K0O75DE#Y=;}u+9j1gXFBj^072(g@r!PpYNPp;p9>2{8 zrg1|sCik_S!D)yHHtHqDJO88LB-J~R%-lJFfE@xu9U9E#W2XU^CL@{7b6OQ-zvm7M z7P0tle9t)RWsn%V0SEStO~lRN>zHZM1($ymT0=H{f!m4B> zf(}uWqz4yHuz!Q`b?39oqeo(oVp~sz8J(gEQLryj*VLdnNW;Axrg40xaC@dS69lHl<$mt~L|Yk`ajm{*tz|v^H*+DqDiMMKW9-FW2aENAj_t#T$Cb&%gLDcXfjP ze5J-HB=lU5`sw$`gV^li;@a$sdl7v+@4FNr2asM2Qzo&DSkeB@g`ApK8B)DKyL5xO zJrzU{1$*>Slt!U@4kFlRlVmlYGXoLo7}jKIOPTJ7huHOv@A_q`o@?f_=yapCN`cFF zjP0ObdDZM!6VjMpY$nPba02EEQG4;tnl2w}HNrsn@&fyHwguhkoOq z>GjZ!8<^(De$}Mnd(dL_x0F7o=x-v^lj7UddusOwlLE3wvB@`q!+f#Rf(YV5IjOd7 z54tV4A$c!q*{xJ@Xz2)7C zE2VjEzTb-1u^SGdCz(kf7bdT{dnRC??-vvyr0TakHW(RAJyQK%kCXhqE%DL;HPvfOBfTp(tava-vjj}utG>}YMF}a>Pt$-UiW(uXL$kt zg1!y{b|};Ur~5&R6#hZI{z_vQ9k8LoM=KZ(4t5bLNvT49_m4CUZE2S1YFT{y_N3R| zMsVfWLvFC+dwhI60sDZt;^|NWendFicvEm#tOVJwj10>tjH*q}1#Ru||D1n}473!0 z&#tb^NfLQ*=YAh}AwjpYwGP>j*l;bd`?gXG(T94HU6xP|&ieAV`RaktvS zTrMz85KJ%q;EMBqKK|}=(86^#DQ!4+dG0+-YXy}R1{3qgy&9_@_dtD4JplDNf{>`k zDFx@-^&KJ?YDy~9uotDH4AbP z&1Perhq^t!0xiiWxqjS>AKq!6vFl0!WphU%qM|eNa|aQx>WW(0rUj{~HZHMF3zjo| za4BmLrePw+Ny=(4JUm@O$M%6^iR?b7qPbfR%*7(9o}uWcaw(h%S1F+u1yq~nHUW5+ zm?WefK)@b5Dqa8M(p+g0!E3YwVU=!@{-Q5E-}AQJb)TeSnZ;ttJB~MgW7=vvykLjG z0oN_6NsD?D-QaEaxmL<5$t2`Kv>sG=sf`S#uF30`BQi zNnw=4^dh(QywW=y=7JTOO!l3y~Ou_9RS&brR< z%OZ^LXW@5t6S!@D2gpEn%MJmU4mlAW$EaMBX92JgYbhv$1moA*B$U1luhM zhz=hwCkG@4f|cb{FqUGbJ!kvnxfQVE2ZR@@e8ro0q_&~=@s#q*NAl~QX8<2L4S5T# zmI`|JX_{p~)%4rrhGS7xT}OD~L{Q7$KvAvZ{)&r%v=d|F5S@LhfsW_X>_+fhY{tbk zLz^m2T)}(5Ug;%hTr@O0v->F6-WN7KkY*E|k{@XPWz}_YbkPTZD&Yt`9HxXm3Ka*_ zgE5D}QOK%c(Ud9NuQ2-UUaq-X8!nx7-|yea)LOFHI9Nk9q2VYCGVY9rsvYl1ao=eO)_~YH03k|q6K-kIq zuyMr`bU^&ABDJ>p&R#tyn-(w)l6@Yr;g6z}+iI*x|s z{hh@IGsPM~aJGEPkA4s?5h} zY3VnG&If+#od|pGLUMwJf$;DUsfLM?3=B2*z-@Q|P{7N~2tLsRln-2b=Y&jQb9avI zI;YOW$d)uLY-I)RaxGiI!hibi9DabLE;EOK*OxmCLWE2}QIYlKdqK&OIk*4v>Y^OO zZ~4e0ObkpK=>l~?DafT3v&2<^si_zBH5{cVka)!$6={rOfWS1EYF;sTKN1Qy{-nbw z3puTOSWMLNW5>x;QIo{ih=Avpy5bn73gPT%qi2&s@a~F z?kYDqQJj((h3G@v@53f97WYgIeSdWw`0av<^u=7dOqfv|$BJ5iY(r{FhHSb)q`tPgv{FZ+QS?B1Y!GupgLlA}bom+v z22jFf*UTr$0QcEpiuG&r8N2VHQ(*Y!iKIRP3J7+_W|*7d_cBJ51S(8?iWt6QI}32s z+AFbU@;UyT4mqXe*J~Q5r#M1wby^F{*3~Vq=t!GPJ_w|bf?3}9gX#5`*t~1!<8P0S z+b5XcAG)X0MII*W(s2mKoxI6y?#4O$g%nHt1O%M` z%)6pRSV4|fSa5o5H6+D>P2U)0WG1Z6Q!8YScR@Zt4K{G9y0X%xBw^~V+4mP2n0e@F ztwG#1E2)6rjJ>$mDKIm+^0Yj&Feh16uiH z#XouVWKGA;m4nVpGs*6}HG|b4)<0wvKS`>N`Z;}adLRgkXDsJLV2Gp)eP5uqzCQ^# z;kEv`AnAVZEXaY!NhHKEE#> z8;BivZ3;aHa zE@A~FNfPe()cflI-p#5A+rW$T==dn;jFJ%+!kMk)+(#a@IExU6*+r9IJf4gDL@|qOQ+V znn1r*|zhvJA!RTeAnGEq6PKIv4(Y3{usKY5GxX~I6+>hW_6HATG@P# zjDXwCvH8`e3MKHp=im=t=usT@B&6U_B(4V!T}19r@!rhI>6sar{DU>iH2MizY88Dy z!ps|n$Bf)(ZnR?{36{@k&y z1DM78{H=-sYTSX2&SJwHl{*pX4qS1$kGXOBtTT9;Q0gCex@uwhxHxv#V>$Zu-!qd% z!ZfoS8me8RRuteCN$JZL$!PR)k-Bjcfj4O) z6=^0%Xhxlkp>LDUYVSEBRS?5Ip4V}{6&CkwUN1p!N%T1Xl6gYz-_#O!J&B$4p z{C0lGnfxdoACW2Bm`Xcw0kJ($FnR&-9Qww4I@PQ($5_B?m%^&;7R5-$J zu0Qfc&-r55@X&L#5Qxwf#5unb!BRURri>YW(W;*2^?jB;aO(BZIce;FjBBxcqq<-& z`kcE7Z|QxuF3W{Zl#|wuYRn>tmf)SeXGoULOjj}Wjkc|5j3yPczIyL~zjx#BDJ_RX zh(V|*Xvj*$2J4%fLHw9s!i^g##L*-0{UyTgeU6bX1;N@@+?=|;&Ib#Dwf8s-Hy|sr z)w<*Lfn=jj_&ys=Iy=v z;i!mW*_e@qa~1x?eSD#q`>DKG`d=i_SCSQ8gA{Utiis=2W6PUN;N=X9&H*L%}wD4MgS(Dj_iR6X5Bt49~J%3QhKwm?nOM~L6A>ibQ z7{J(_Dvb@NFjsvYfEsJs=n^Ykp;~~1uc>-J1WY<2T;;v&DH&6SfQ8BJCJb9th9ie{ zIxa`WH0$M^>^DiDr*Fo(8PLs^nV^`rUCkp{N&zT^y??TSkRg*WU5;>+|E~d4pF<5^|qLevz{P@|2-vbMD^e@?napaVPo3gHr{E;0Bz#YMns5k|t#V z2#gLkAk@2}9Gh)$nh2y&$>aSc9np2{h02$cU}GMiX8Piiv^Mx4syr+}?0x@*_azk_ zER&GSfi}Z=Ya!7*nUrk5@+ui|SaYnrLEPRRY0G1>hTV2l&gXt^%<5MnT4kLhMITdO z{u>h4_O}H7XOg2M=rprw98K`Z6cSlO0%EODJaTD41W1TX)w;Sm2-$z_4W`yrHLazD ztvf$8^j$fi+HvDk3X?o6I)d206#kkAw<-+KS^{I;=Y|<$7a2xH3`2D-uc!Mak=Bd39<7_T@>r7z$GzJF(%S%|m}D9&8Bbk23DCS;Ke z=r5aYKt*s?TKiQ$-Bcn%Qf@oUSCoX~?$%uOy+!HUXuYs^7h!7=pd`s!)(;@WE5fM= z4nlSRwvMXkXlFAo1Ibw&lq^^$RTd^=D)vJ1h?yXs<}!@+b^58(gsV4VTkX^A{BWEd z&>Kn#VPaw=o^BS0nsFcwJ6xRGkP!DiX4{GdnE^Dx;+7Tt44n;~f%eGfB!gY~__m+l zdxZyCF9;ES)$h&OZO1e^+B%9O^5G!P!P7C;;e6N7WN8^X`!6ha za^&h8v>{~TL^TxKs*KIdX1B_0<7ivPB=j%YmuhwhN?mE?8HdM6>S2noNGAFCyu$%v z^*A&o)V&iLio)1fniMq_+t8%}pMPG3PTI`4e!vLQ@zozMEy`7{6#N{+Y9*QIem4Y# zOsWL{K;3otDw1ErmAI=IcF@(x=}Cwc2nU)d{OJ9+2c!8o;OjtM5SyM=k9fM>V@`?| z!rk0UR>su#oE*8EiOw2em54|@W5)^`?OFbPP=O!Av8S~hz7;!a#Hv_SiP&v+z-@d4 zJLDG0O2&(7B@2{BcMjF_x?bhh3%{9>k->5ZAD?7)qQ^tz_fnE>kPRc`OhP;^<&gu;yyf1+m;-WUq8D^;+;)8`3`|}QA%pNb)d)(R{RcNBX|GB`MCRyQRn%~SpIa!@(oRDD?aWX@VS_`v8|TaQFsjwPe-8~ zfOSEuWEwAvujGW9?toh?ERsklR8ojMx5b}r4L#D<=WZ8frOA|woEyJKS>SZ4&!z|N zh6q-0Qs>$z#haTyh?b-{$Ae~Rf4#4N5tz)Co6UpES~ode)ZUscZHkN#)Z%DgE6p(x z-LD0TpNR6AKVI{6Fns{4+&uhbU20IuefTOcYUsvKZc~0|` zL`FVyUM7(CVgBWz%)ATt*`$k%Bj$gO`}-qJL-Sxr^wVSF@9!+USE~p737JqZW+utj zGs!Y*ee{g1bkoZl;}kc<3qYwC;9eMIP0vCy4?O&TtU4ddo1yGU$GTw@Sxv{f z1QQ5opE`V6jtmOD?2NM;ufb&@^~wo#AdJe&%ANtd{SvlmZlp_6a)~&z4xIO18h(97 z?x84EHJPvU^udjzK%%^wBC=M+PF_>hScFL2RAudI1X#1rD2JI$|C)qLN_7sThKvfu z!l$mFOj$1npq_n|wv0t46AnI)su$k;4{w(TkB~p>}m_4aDZ(Zh`82??czfT6e`u8Pr!5SPa5q?!H zVxNfB{`#EKF7ep^z0@>KC8JFEMcG!BjbnL5?6I>xKe2Vq1%KV_K>iG6r1IYxHL+Oj z$&+D#c|UBwK!H&tJpApA9Oy;Mgp^PD2Mt<`(sx^g3F?VPqdh$x>$Ehhn3`54)1_Q% zcX1*mrA)=7cn?PM;hTe-^2wiM^nAtwvVJJW^?!<0W`5~vLRbZV1;O@{Q4w}~=VF9Hv6;y*mgoFQ8trEdkTmksH1xy3F3T@~ z(%HSZgTaEsQ@nQGRr^w?K)VSlGCW*A`+Pob%PJvD?_e;vj%1L`ik>MF4NEuh)w$mX zWETR36&+C%vXknBnDx0P3wOO#M$l72{^kqhlJOLIC+g$xLZ7k@ORPvwwAgIgeLiM@+2bqhRl4_=01&&`*7Z z80ymsq5yWAvd|~_N!0$#Ntw}xR0~w-6df#CSj*_?M6?TkQ2E&%*J%q1I4Ynu)b+R2 zO(k)i@%rw)KmsZ(zA*0a`7i_%&A1EbbDR5)4DMkE$O89Dp!7hen6VpO)(vOcF0&PS zw!$huED=w}{7W-{!&jo~(3^E`V_VT&oJx?Q^^K3-gLR=4!0B%L=}L1FLVk$c&K|&P z8qPNNn5R;iyd=70f9|+Vz#UOl>uj8qm7^EoF1ULK#W0p`ME0V%gDJ6g$9p%gP)Dgz zK&mJTK&Ff754eSt@IHPd61cfVMRlh-EFW*Ge`ZFh* zi1VesD)qk>PXdohxw}%8wHKiB!af6a0@@&nX#{fN+UD`TVt~@~lXqQ*mYO;tUDqFK z9q?#cNlD}S*VWqRw?~E`$?&S61dEG;Z;Ym6HQURsa*yu)!_Q^8wzsh=OtL}kt$=T? z2<4=HMO{XsSqAA_4CC)aWa zOFUVgZ0{7yPxJV&VI>G8>NTcyTwZBFyIRB=K6_W?7Z#w8LfkjyF26D0tKu+_y{oWomrjU(NpbC5)7=VbVlsb~C=rjND=lLFG z+RY|HcC?f*h(yebBOx_%#Txqget^Pzami+MVLBEMHR-Dv!#lO1JqlIA?pKEVOBRM@ zA$ecr@UAq+p%{s4HPGW{JKN3rVvAb-2cSuyn6zxF^C(Glg7ZDS79}y*9X27b?8h-b zyE!;3FG?uZr@9(M7~+`@2Kf~W!iRf`b}OPXT0Z+4^PGE1JGW@3hpi%EJ;}frLCPBh z&KQ7i@8Om5hWAo4%}e&$eytk7TA;ltG#>_w;l{F&GM5ek`l*SKyF?ZLumr$d`B;2; z0gm>43E0m>mTw;H%8<#QIa>ZO`TtQdQcbxr!b6YoY^!A=i2b=!>3aX&z`O#d_8E|< zDaB>8P*Rmg*e4-DnB^S)hu)gs-A$n55q5+*w4wvw-X7JM)}n=s=v)o79!ut#6}J-Z z;Nch#lcs#IknNICzSKkIeZ3BBHM|ttq$cu2{2Ti>xy|PWf7B4`)^=2lXK7Kb;uT4$ zpt9?adaO4s_-{)B_0mz!MUi+WEDkjRV@anHYM!dUvb+M!D*$qo?93qT`<7`R z`4*=%qjn^v$uk>rGAvv_n&H<8dSL&@`=AaBV=vH7D1>}Z$F{b0EYexFL=O&;M?CE3z{AJ4 z22`2ctpI->pMg&&f#u>t%;gMN&j!B#4-Rm^*L;~E#k?2R-(-H(djF~51i?+;Mx3cfVFBkg_zSt97oR%$9bsDTKex82`1V$B@dhXFCe$fOhwoy_Z zg}IcAe7x;`py1Gi?0%k;|TFS{i*S5s5@b`wBe+|irJRWT_n6#?##Kc>6bXV zbv}V1&Zji|OHcLf9gfB^>n(jh2Pp3dqZ(4*QBdQQPc{oW4-L;on8HH6HEA;>^imU^a! zh~U?I+PF7v;7^D85%5Eb)AQ;+GHFnl6`zh0sOZ#h#$4_jo5Pdk6^>OwmRxQ;)e3m* zK$xBZ-!YbymU=uUWDERlUjgeq%#GMN<{p+5ytqEqaBrJ zn}mgGbzVv#IE*{J&0A;wAO@{Q0VADfk4E)Y8;-ai_m@*r%CU1YE2(+PslHXc+s2h} zqpzpO@jQr5}1HAjD0if1aerq9MG%Ke-8 zy9v5FrEscxMm^^db(=0ZD0;~S61l`(94-d}`5ewTXkK72$8`VZ*talIRsCb23OjV$ zEJ3`(Sz~k0AG0Bv?w@Cv$y}DqL5B7O$e1Dytdk|4d$J660F923JTh@RY@7lLD;z5$ zRmD$CV9R$h&c^vH{QMe?^1v5QK941hNQot>!E}`5C&|$uPT_8Q$N@7mctdvJ3~<>d za0KfZpvtk68B(WjZLEwYyUENE+PibkH#C$*?RXjdmo*Og6i&a`{p?Mz*|xJf z7c~e=;kZo}vyPQ@H6^h-vKx9M3^gD-le7)?EJxb{t37fCpjV@o;xoS4B3xga&)9sy$xNOiWU8h z_b>jrb}6qZIluj|gskS6PLDW2vzpv09ycLfTqtQvT*`94#%2N`^DSUq5tT zrO)4Z^YmyoRCbvu?!a5q66ja8msKf;$Cv zKCW33uiNC*oB`vXLd(U$dtfe@Xai98o79Z`!8S5Cpds6d_bdOjBq_o(F;nqKjaF$e zy!p^pShket;?RmVKv7QjoVM)-Us46ixfr*ZTo_%q3Hd4tRfWT!TuR|2+9JZ{?<0~7 zW$R>DG;~C9Zd;Luneb-=v28Kv6(>{B(C{1ll+%TMTZM!Wk^(0xtQQWI+kp`^%4=a+ zo_}_{(5Kh@x_h`-s)e@An4>cTKw{MXD-9Q|T72E_UN+BjedT$lm9hk-F#j8d7YsZt zTTJQ>d#Wfq8&65@?Cy8xpeK@6f4=nO`aSF^hu=E8g*BMULJX{Uuks_X;;KBa=5o2- zBio#pD$F5`FCjE577!g!3VhtQb@aJwS*a*$NeiB``X=E*!N(>K^UQW?HHrD!M*gzZ zpxp^B8bpGbh5=4OYP7veB z5(FM$bDaj^*nOXs&aE6Dz|U1QJQQ-JsW1@1DO~F&PSz}QrQ;rujOJ+RXy^RJRcv+n zK5p+4R)2nf)b4yK&9MU9R4S4b;HXlCjJl^XKbnldI5;@>h*YEm0)vHiuWOkIz_yfX z>Ba;!WuDG_x{5;NexeWc;HDuS+Pa%#VjhR`sJ=!)+WneQF{^p7vaS7adsN23;hu1? zd)^uU_bEFg^nkJPg@$-;8?s(hxL;QkaF0Qmwf4SU;X_St*2!6*0wj~?drQj@Zw;JSAW@+qRV;e)u%`!-EDEy6@t~P5xkgr* zXbepy%I`b*wVFoJ!(3yN`l6$lNu()%S)ou9i|+DHxzSN`%B!m>ZmU!M=br>m14AlW zO5(PC-WU!VSZzd!4?Yl>I#7+W3NXdC9@D^N?NXL=-LRKHv6n5nw8Y-ezEmwo>}5ha3}zg<6bu3dl{ z)6*?F-*4$KwT|H{%gayQh2~K7S^LpJ6NtVhrE2N0qIy=$FIIEE2_o3f8%cx=d)oS> z>$)Gmrln<&ASam()OSS+VZ|xC%X5T~^rMpEG9O6Me`8>x8?!e>ZYs?@;P#aS+>+gT z z`^3e?%_lSlqlZlxv1kM87STUHP7DKiA>r!p<+L2M)n_hd*Dq?t#AGIE(GryGk z(hyC=-ll*5R<^f?l-IJrMP-zdtUNd;%@RNKx($1w#kc=~hmY5QiHSY89UWa&tVY(n3HB&uY={>@)j z_w+>(Ssj~Pd>NIO^}b&rL*!cBy$b;gOj5}F#_)@YSzDlf4X=4{jFXe=EA_f4b)GN0 z=TE0)3GhK@@e$$rH=?cusEIS7o9Bbr<--He^6d2VH&Yg7=tWh-N@NoNo-pdHg9V!- zG8QX=-@s zu@o_`LD6lmYbywvPmIV39P`{`BAnrwo>;udNy+GPPR(>{xhAT2{&oV5i{z;pz% z(DCoKZIx<1#CmOlK?5G@-xhy=j57#S~cPV;CTyFD66h7}Spum>e5gh|_n z88>RZ9-wM{?e|!!Y3Q8>_<=KW|_|3MpY}>YN+b!E} zaT&|DT}#Wg>aAth!dkWL`kwD^sNeJ6*L9ueaeykW5Qd;aKze3d9WaOjH-7xndz)-) z;V1taC4a>AE&zntYS>50`N`eFwJ3#0Vl}ZO0^!Vs#iFVJVD=+Wo4obMCsQX(|E+J5 zvi+-m4ZxY>85Yd|-Oq&YoxHS9Ex5D+<-}6{i_~iZL|m%0aIO+2xi^SZN@nhJq!8Z^ zPfC+2mOFHQbBY!#DSH8MmxWQh1@4bt*n?JNxizY^?)d~F#Pg#O5MN0{9qQjXjbJWh`Mr~ggu@>_9x9+#e}Za7l4N72VnWu z3=@b zCg(>7Np$Tnv!$u=(Z*0T(*X`Oq^0F`70DPavjPExJvWJugG#Qnw0@ z2@A74njyG7=iLE^ELK+IYxBcMnzLzSs}|$UdITbnMZ)1YZn0qbl&69z2>An{^SzGv zJ(t*JH5DC+aE^Xg&)L*8G>8Y9N1*VSE#otVcRFvRlR_390QkG|v|rx@F32Ng0}WFT zZJ`cAOiUmE@`>qfkpbK5a^B~wK%sF5bXF{X6Rw7--_@0c8h(tL8n2F_o1)T!r}Row|MSh`nyzmoPZAq3%5R8^b4PM-pK=uX z`tmTu?kHgmB>cm|ED2&mUf-`fRX$J5u*$o+l_Bl-(nFFS9QV?4vB_YvSTuIlkVwfv zH*(7`tZVEJ+CL?|3{hHw7)XSOOwj7WU$!dQD#C2(LuM@--XV(*;Fyau=pgbx_V^ZH z49)-Fd+@(`fpn7WDLBB6A4g9!u>YL_yia^8`X9FP#u5l6XQx(pd3n5(ebHf8qh{*h zS1C|I3sLpgI8?G}=zJ1A3W%_ZSQbtq12AiJn!7VZiYmng$|;2MY~z5iS4}n`a@+q+ z*AKuga!$dqlf-p$4*iwH|gEBrFYL zyH%>at5Ljl4k&ufuaX3Z%mMB<<@e(8Lf>!^-^-v}ZburJ2y$4P;y33~E7YL4*8-(# z_DPp=v@%(B&HMfI-oF7f_>v}7aP;Kx6zvol33`&CSJK~X@{~&glPp8P^C^!u6e6|z zwPkuq>TL9t^Q3F=7MdWRkJyQA7w+K40b<RA#AbI_3$x5V?9jEM6WI(C1V~Ek z_hcjR@^}!Ly*rDI?GiwG<6;uwb+7J{;7}T>`2yv#uUgmwi6pA(@nQ+{ZQ;wcOj6 z!VonnVUJ)HmMN;RZcC&XcL)=3Qu{^^Op(0cfC6+kguC1=B%EzEX4{QgX3xUI`>TU{ zYLNY2F#b#uA!qIpOSWo3S)s5hf9jtegDC&EIG%MYtn~7~B}$P^X1d;Fpe-2@#E_Su z0vZw@s!}wF;OP@zbVNX;0Q4(pPPc4LEy(n9B?kF}ZGy@N9kLyNo-;kORbhbAZD&n-p0W-zOi zbw=)aBgf!_Or3mxsQwzYr6IFb5??eIrSC|k%b1t)KMkcZI$GkgFf5HTif|P~c$PQ`D0n81HzrAR&liZ-t=PkG^SLB?ru@noRIoJ^Kt&$| zlZr{7v@F=^BasNM;r^Ku+&jKq`|D^#!I)w=H9J??zN`o3MWF3veFl+V&VMS$ImZ@& z?+!OWFEHu42AUMAZE)M}K3;4){ZRLNQrnagU=Qm1CpRT9FZr9tRK+y#s+_QFpgL6U zB{WV3P6S*qgI9uQ)6$A?a`gWd+9c%7%OC+$=WksRm+7J^q~VvC3JQJm7KYuILF%tV zSea{7^0{fq@})k*)9H4v=eO;VN=F+EJtv-~NKt~zB2Pcks_WYmzdzj*O)a&FHE$aS zo{oCnY3o)p9MA8}RLbu_;l^9-mH-{utgsV^-pHAgifCI!Wp>pHT3g#a8xsyYdODza z;XHzuWbgJIWNMXiC|~3E6$&amMF;$3{24P}@6l=?f_*HBpf-CSwPYOd0CSLUxvdy8 z@U;@-;ANr54JANlC^iwvQx&^-d3+mOG5H)I=Z=B5G=VIIT%j+sw&a|@-ZA_4qpt{i z2AUujpAS?t15jL|eZCDzvGcnh!cSa(01YLs&`IO(A19Q_U?5%-?e{Sh4}xxu;ctwV z1gcr5CNHZ%Afm3fs)?^!Hb ze_7^4K8R6>1R{qG{*1w(SEe#KdQ?VyRqU0wG4Gp#D-!ngT#_uUg7iIo(b9jqk1b^ zD6*D;JbY?&dWPrzHp7zF?$~31oA<(k75bMUxS5AJp$Dd|;Is4Fd`Kbb19im5aL|0D zB>&7sgq}GQW@(LIM$O*}hLq6_&tqmEuuH&&%y>2aLL|aLb#t{zhO(nYhaI_K?XRxp zNxsq8GB$PXF?NYGJ-N>hoAR-PZd5q9*bD(I6)QV|l21d^zit9!T38sFOTT<6j>RJS z(aTra+#L4((LHrtq*9hNI6;N~+)CiENwUf)>^lPbVbAP^$XKfO8-HB-1>e!ff8z)iBbLrr3=i*k=R4k2w*-TFbU-B|7j)nq278!*o z+qb*r(gB=^*}Ttv#jADO6@WBFXNy-C!flzt^cW-iHkQ!~E|OdlRhEgcg5QsGBm%_~ zES4c+&9e;QXxBKacJgELh8J~9R22q$!4@bB2h zVpY+X^qSfli15>J4J0j(54w@PfdCP52D$7$_(!h3n7HbhgfL-G1bGlsdee962uUs4 zf@JYeNs0(kX7*}gLB>INJSb+!5dmb);_K=UN4-UI$^=noxu?}B$)B;oKLypHYnV=8 z+;at-8AO;jD(_`AQrO9^^*dw;zx-%{cY_N}s;H3h2Rcc(=GtkJQ0Z;jKB>^0hC1Z=UVK6 z_>>bU`BEI1-l>#Bi!$ZbzqyqA+cpEw>OFV19yBJ7;Sh~!3@|7oPm}xlQ7@>&FqfHh zgH+Ix38Rv|H@$z}(Q&QLBSIS&PL9j-(ZJn$Aei?^fa>mUJ?7>iUPwWv+@7lvM~s5{ zmY$KY)1b1rFfb5)84)A6mj+$x!|n?xUU2-g2bM0NGqk@p?DBBLO(CqI!p|i`Hr1Wd z-W1#@O*#hjj_uGn_xmrW^Z=>{UN9o9_i3mzjEQuN6*Gc9OW6 zf2dHNKCg_(`A;JPyhn$SUn;?&o3(fLx+s$Fza)=!`^trn_Xknx?vH@6mcKJOoG~}> z`nf|^vJ&u3Svy`UTj>x8p|Rti0*u&03lsWKAT4<a=lS0#HekvBbhzeXa|B!4di5=AFoFf0U}w|Xty zC%O**O3NV#{rJsm8f%MvM4!djeg8sr#9xz_xBZ!71nZgxR+L?K7H#=#z=NKA0u~)@d{N+&Oj*t_6m-4A$jLb?AX+kJl}1M;IW_Adbn({8WD!ay^THNpwWu70WavN=_lKb`LSsCS`j9>?>{om)zz zfEdO?%Fv}B2H$vnW8DmkO7Nl6WF3nxJs?Kp8dJDS-mP~ue=rRWaBw1^Eu z=CXgoD(UNcb?N?K($r9_yoXnFKe|)yrb{eB3YU-4MD`2AxNTIp@f1m``E@@e8YqZIn;*Gd;h1XAy5jepvS8M0IZ6yQ#n>B$bL(^ z1&NXpvrPSL`N|#`(;q4zBAseOP~HJv;uwmG z6e>05bJM<8&s-Y{`pU{BBD;|abI4^k5>DRpyndD*`AhFh%Vy3pM(SZUSaQ{1eS?k{ zyFyb{I0I1jQaU&}SVe#G3?7r*dkzjsIr^ESxcHF=Ta-|=t*Y@t0edm4PM8?-@y6@p zFu{x;?G#UyqoLW;#;uu2i3hnP^12I^%NJ6WF zW!bb)A}*fU)=U~}u8P2iu!GK|(89qQr`)AV9T~p_BZ;eTCD_1(rII|#<(dr5r6GI; zH*Q^Tk%BeV+2=$jAM_~;;k9DJ73Bp-;KQnShW$hN1?>(U6;@l&`61LQCF@gTPr7la z8BE90&y2Ue;PF|@vARA+M#fU06@tV_fD7k320-V-=xOWE?s_VxXxInET`uKIvXUd1 z?9jN^nep`g@avo?CnF)#p3i2a1nHen%pNR!_b2mX6bfCA1ZCZ#3=5i*Yx)PPZJW4m z!+7qE;z@iKqEsW> zJ<}_&#GD$5l`h}F+wP$ESMvsg3ys+k?j}^Npohib7a}a-G?N)MjQ)KkiIAfu_}!}% zAlr<1u=-Ii&{q zbexR(=zf;?yZg6w4%Tuy zM%%=W##8x+#0Mb-3ieH$?cn1PYR*zI)Q0#pr&7GHtf2un?609q4-Q#Q(mkq!y}h`T znBMcc#&z%yg~t9P{|;fc4rC$?h+SxcRJGXYG?>g6)8OYEo1eMLma@quNpi^7Hijsl$M@RNlw8A!gxtcSThaubVNKHJiGbbi(w67;({(dlRqRmYD9Dr(4n$r|$N z2pO4~Wbe3%QZw%E5J&)|b{r4p_aQ(*v%INlsmT2)bfe@@_qj-sr5C$}J?Jk6xh{1; zRw4n1rsUMrX$)yd*+H^!5@7!`1mNcBGS&XE_M?$qG5@rnH1M?!^}5C;%qi)?809K{$Bi^$p zD~o=4En#|Gh3OB8gp>^?;sTPDJQNb0;(}5c`sib4A2A^K?sl#A!xQ+n`gZc4vPMTBxW@9Pm8`T;&1uHhgkVKx^?t?KarpH zCO+%R_Z%M{9e2N^o=P;6N^a>RSvz<-y50<$5g4tAhxLTAkxN&)^Kx@QINZaYI=^MH zi7~0rD$CqJ4W@HVaH8;FHQ}$}M!kw7|E0Pu5*mkcBeefq`di0{0E?3$j2)3fdYdQq zI{Y)4Mns=iXyz**<(s6({dAA>y|T&qQ<-=~tLTv%17j`Or4`iMX-bpOV5(Ix%(#w@ zHoZ-bJwW*(q2=pPTQguoFY}dE%Ief79nPRKP}5Hg5)u4GfR(eni&bSnKI!g7Z#i!t zWtDBYy}gi1oEjJ`XznU`GT_WiaMTIC9vO9GoyB@O5kC@4P{h0}D6^B2mImz7coEq7 zbk|BgCgz)eN|nz(0W)Gr1FW0Hx+L4-Ee+ec6H#@tt+FAGq6sub-sRE|Y!WO^EcRT+ z@ELsCK)e+QCMLs^I~(1Yl$I&Sifx6yi}jmS*z5Q7%;CcYz+b0uToA%SCCthFb~R24 zwcwq)5r4bxf@sgi5pw7MPbjEbWZ|?HpHBvh9+Q{>Z?w=#-@0WtApz!lc}V^(`Q7um z5Z0Ro5Z-^D^7tAkypE4!$M-K3svlEnTjMf|zb)W$AWO#xu=0S7U0@AUD_xjJuh%ml zjLTme!$YS)4@$@ZE$b9v2^VQ_B`{d{6eZ&_&gK_~Q zGGk&ek1`F^=RAe-WYEYPuA!3(&?Yk(E4shveGs8$Zms*{Gxdy;O%KjZ!ZCjCP-BzQ z&d|P{W)-D8vPTj;m3Yt1HCP8&#;0AD$#A=6<@Fg%h0wo#H6Buuw7W<1Hrm?T!~@y}lu6*ZxaKx2TL81FyQaap-Co zwkz7AS+4U2YbWG^r2pZk;Fk`)TTv#QkX>LThvh_%rL#(N z*1VTmCh_G?#bkk_&pwxx_23SoQ9bm*KU34dFWi0AvXF&xEu&1C4Q*)#gEe|ywgW(^ z2)_?&dTPWHOi#MXmYPra3Mua_TqcPy?2BR|X2U!+$%rdfwgdB3gf66dE{9&KnwnxA z933Y+f?Pxr4F)Sy;@WV_YFnnx2dT6MRkE7L)t?eIX0#24mPd`crD3yx=V zWMxUbxcVP1dO>l(d_MG!fh28&n#HliKVu&NSJ=$A>S_1*4?|18TkI|fPa{}dqzoQ! zrgk{|v$>z+^hVCEAAVn)E#QDEd5-q~u}{}k{Z|8xuVSo*QDpm-?(> zQZXUIgy%=0m>r3et4$7GPziU!hZx16yE76@C!*Q7RMaT3DMcS68?r&9!w=2GS9sG_ zp>oE36F6n<&2DHf^Gl(6O|!|*UH;|(UU3_=fQ)H_rxZNNr>-Zw5JoxoG5s0LqP3C0>A z4vmaOyn_zCb93{Q$!2@k=c$l>MSBuuC%$7^jvBAkzM2hh&Tjea)Kf{b{1B3g zE@#?R29wDFlC@J-L^>uWGkeNywnF;~C;O>3P&$BU@Dhcxw(5NQ>8xOI1k~?`OIm|7 zwA1>(vti7foRgd{l@v_lQV?MA7YK@qCf{$_hKOK{BPpgRY3!(zF#dnu1%mgwCBX8e z7N0pfZcbNQou$geZuk zWBx^sgADn+ucR%!An0A+z~$+;o_lN@_o~R15>1Y?E;*B8C$+3X6|QgWjqxe<>|u#E zi!Z0XkA^8O6exuuf?|RsKk&60Iz`F6y5++tNzefWZf^{lnFz$NX^JQMXQ|$ngy`(V zuGGS7>wjHW1|n0(JM0;_hOu7WO-Z;0W{AmJqIB zanu)_DYGsqG*yK06KF0&ux5ciSqsP3gV!*_{ubB1;LM5-ukPW2^;Rtqe-3oUUf%)I zdh>hW^a$rO6B7Jzj{mRv<>|$(7{^+ccxe}wRr7z}sw+C~Q4iMIv6SjeqXG^VQ;`HA zbuAPV42&oOEms@>pBY!rduM_~BvSCo2{zbo$2{W)x* zi%AZLu^1=2!0?8pveM$$FbRUVBRrE^q^GRTY}89U|TGwVHQ z+x9?F~zDuQoZeIKZv&sUX&CxG`$_tJU;Y^I=3Px5tLBxl{N zXUp1kBaI$dbA&V`=_997amHe6--iqNR9j?p%hfjx!~*%^Oeuo8$a_14WFd#-eXmm4 z0(LbQ-Fb_yU#DRMLDp|@`Y~u{hqkKUM4CuGSE|l*?fIKxr%-bgC z>R`xI9QrAYrA|&wh_G^RL}s4Qu|ay^?Ot%SM17{ccXHp+a*uZ(vDJ2VPmg5ZU_p*+ zFMJQkgwGd-RQyPa^m`O^>5cm2yDR>D{;+dW!`N_GBsv$dpA+Ruu(u`M$dJrL8^LGB zMhrRKJ9jxwVSkFwQCBM3^*(PdY5#nCn&RIQ$n&%WYhTrtTQm)~kHI8AzOJNS-SDqmaeJl zv9TwF_Rkzu$!N62j+#R0o$(f@9{~ord34}q@h~&M+uZ#c=c}kxt9|&!bX+*LUu^a%pcIQOi zvwux=`is}3;#G}2N|N8q8dG8=jCy{IpK+FXc4=uz$&CP@x)!tHRNYHh{qQv=ONP2H zn1cD`xnk_Iu;sH=`IiCD8ypd(()0c?(9+J@-l??4-Kx}i!yNx1Hc`8HNyzx!(8^~S zpBF^;n4Ab@`bFVObyt~``tdAmM09C~3JRuxKLE#|RerwZT=zT9H+GF^LYJe(QYO3Y zf6Ybs4dhE=)N|?}Ow3{>Nk}lb%qaGFIEYLm<6RH24|XQqAm}T^A%kf0qjs*+5O^?5 z`o4aL%^72G#`;|q(b23T$JRb)g}X4yi~?;3X(&YiPd+bC>#Rhx80;`Z|LKRhyjz?% z5x8_tuCD$V2~!>Gt?U+qA0{yPi}XQ0x#SWWf|iLUt*X4;&bt5BWZbv(J9Kki|9SL< z-nudsNNd!-SY-()n@H!$dew)%>=J5}< zd3XH8zmO2jh*h>O&gX*+9>zODazpHK)UT1v<~n3|=Gti6~s98gTAS;`bSJE@8lmKd=9#`ib=hG^0r>&B|20Hm5`4Q(-?g)}e) zpDtw(lqGJU|KrbJD6}O^C4!VszW>Cj;|4gYc3Y=KIdH3TqnYF1fzu~PVqlqnL)vhA zJ=NSE)w-x_%CVD$4nn9kOV5b~FdP`CigO4|ss!G|dnf06uOo=%C@Fj%xI<0EXKx`& zshA1<^HqMn5%;xsmMr@o^-G5=mwqULB6fuq?!F30NNybFH-y@r`OtViNM>>p<^LqP z#CvFR$rT-pq(~@XB$cw98H5qV1S}DZ9*gI<3annQ7stskJXKy_lXKbLJ8^f4W=ZU!XQX4FmE1BR z>v*$;2Wx<}r&)TLRy7m;ty5s}lTE5nA%Z>J6;?dXWXNz8M6~hz{JIgPJmG{t_C2(W z)Mk_@VlVeAP{kx;D7@J6Z-NhKlDNfvN~TiSc@C%y;@A=EDvm=(2fnqC#pqUScg!$N0&J z&rW4{D#Z_t!Oao~{^1Tj8nnCU+&>NsjEt4#SthwPwT?J)jyx6z*5%fET&nr|DScIb z6Dj0emOnjvp2qU*l&O(20gw|)4HJ_&0W>je+bE+ogqe$2nr53?e zWt8pJl6`6qjbayDZ7SH}`D7&d^x3g-r1co*NP`R4ExFz4dk2cEt)?Q@5*Z*=btcqM zhag*J1*Dh2HNYCzzYVMYON4U7F~)Sjc}C|+ljL`6HOf$qaH*A=r(s4U8>GPXXeGZGzZhUEt9g40rHJR3#7A!kI98jUKWyPLWnw$pG=W2!j9*}1lSZs1kowBSPGyIH6gJG)t05MOs3M9lJERvh1WJc4xdb%+&G$kKOw(&d5 zMCI7jS7bY1$R1tT@Y$2X9rR~W-+hE`xSZ!c>9e#hp9<~OXqj!rxM3Ct0#xQovR|Er zo4kgNcL1)18$?vx`#*Pm?Tk7LGOBEvAd$EV7Xh7dDXv|E0>Ioyvexk5eTN&2 z{tnQ7kWD%dIAZiJL}bUs%CGD~+H8C<4 zl0{#Y3RQEZ0xnxgEr?UC9HeR|AN-&EN#tRop7cE5mKIh2ePa88f0uB45A%w=50bM1 z#FFJ{s=`qOwdim!r^kgSak7PK;1W}C6ZuFJ9S>n#4rjt)Crrj6-oiL(kWv~=P{Zn4 zXK6(=uGO#=NTI+j)Fh?2iYA|JKd}HJ-K463(DK{hmcr{lXP@}L{XSo-$mf=IkogtPEjlD4=N1L$uj7Soaaw&U)}g(jAD{i zzm4>kyMSg|igM_fPH+)mpHJS9a%9#GEK?XTFvUX>W6#8bV_lu=Iqj~-NN`G7iv1n| zGF58=OoX)nOgJ_17w4xZK2NcUMl8yf*SNLTSyUNQ$38+cpgPcM2^~c!Z%#<90uOT| zR{pR?TL=cY3ld3`6PVBFk6asGb3yFnI7^@c)`90#2Sy`xUo!7R}%{b-6vgr zKWiURTU-!xi_j1iecZxV*QpQX@iJH^6B_$UjElo_5c9w$V$BVc#8b?$`1KRh4GOXu zEK%P1A5Z_)Fsi?b#+>`oqW;u&O$5lC$W3CwZL>X4$$T>E$Zh{1CQn);tl~gos>NdS z*0R9s>rwa{7Ni2l0GZNI6I#Bkx;Tcw+Z~R3OGQVf$kVOm^HU6|eQXO3GNy6SSH^(y zpY+A_KpQ2?#GQYu;pBB#T(rGI5dXy9o%S(w(-lAe3Q*7~b5_h1fm=9)RQJU(cmSvZ zj$L(mCS+^kJwksEBHF-7&*yWyN^9&d_y6Z{-|n}vj%Ev>c$k}t@V$yQm_n?}xPwEk zCu#XtFP_m4e{tL>R`C{ENBA9`ub5We%MnGLlL?5)54R(29K&HgyaA#9sTv0cR@TzY z4jqjE&A=U*(Oc;1L?JlO007hR;JXVeARqHa#sXu*+QI$!XYWgr>tWRb67_wXQ6}5E zZUB>l_#G2aZDJ69c)jtgm$)!-pDgDRB)7+X9M zz=NVCCLEOiIndYcmk`QS@1jTW@GA;>K#H7o$**(PeurtDFHv^o;^QtfYa_N_>6Iu1 z5nk)IP);O1gH@EIS&8Rv9u)p8!Nq=RP%2e{zZ{JgH`#T=ePV&!e(jG{_uM|p^ zZ||=+Xbzv_)!f`biJN4-3AAt-#-~7T$TFm%uJUu$aHT!vIug{_aGGdUX zTYPl#;%>@EDOrWG!G+3m!Y@K^&l`j*F1i zBs43ju%@px33B;59z$r!#I_Xa;f}3#K=S;&@tOWxA<~AYC5@TN6+MwtWlar(z~9)? zlb--K*OgD|{Hr&ipf_^;z_x$e@uz_KoXUK8RiP(nlv@1gE)=K8l%hVhY*Vqtqn~9D z+i#)3*rym;M`mc_wKimDgOB&^Xv)LyK=_$&&pH*u%uru%?(xfgG zZ&kQy^k!2EuBbMVz2QT);OrCTIRP-IfUw(_7y()AO_U0Tvv2!0_c3MK0-VFs-o zKLC1Ag=D7``JwUwqV)*ZDPw#61D`khV4p&wLAC?wjoW~ZIaql3{J5qC^Hsu4X^>C3 zj%hhH^%oI0!RM>qOYRf$K|A798<7L{YdFaCv@}(pDjricwJNR;mSSRS#{5Mf3?oZh z=*ah%aI%6?Iqx45SYeLvjSIDX_$V7eD`a4Y;9`{#3RTm{AAgM23jNEsZ8S4!Rgr@`zbc*msyJ>zzwnypLRE#`-qQ{Gj_B29O^~d43B5l05HDAm{TV zfD5!A!a7Q7?AvE(=ex$tElQ^ss$L1@kYA;j7PtcKciTgc1E5stX0kP`!Q;zVRV`iJ zMS#g(v+pgasctU9&BdLTv}qaET?@{eV zD4t{bwh&Z{%L`%relz2aFtAB;La(coZ4aLU7MH3us{`e_Wj?3S^rIgh^Qmg%gp#FR z8?i;4H2=lCPE=MHH|v*rC12YdAb7T^rb};UW@4_l+>@OpD+wJ9SpdRaqi&y?js)G5 zcgYYU(eLh1{^uODd}D@UzEqK za7UHg6#Z)0?*>=RTppvHA@52af=I?%9dp?r5Rqvn$$lSE5o&e2=ql7bn@57mvh<qF19(WE{}gX?3urRbIl%0Bv9N5 zylY>!9C>r2L=iFfr!P|2@jGUIK4=uRmySYqxlG9|m%b&Ct?(q)#XapM4KA8n5+mak z%?hkD$GbzFFO%8kz*5Mupqqf~05#D0bb3vEDk%HrDp=thC;pxr%TSp0Cz?E$eTuXf z3WO2*)y!ECiJX&j+g>yPQ~I<8{M+3EMT+^5#R`ZeEch6`xfF4Si8H{QYu+Q7V5T$RG~ zD>-D=Y{fNK8#)ETbQY)7oh0^FOxODU(~kB8jR~8_iNA zo|64br4u6u0)uNU-g3-osv*hy&1OzlV|wUh!zwo|xFyEf_0TKr?v@1)1E#$Z6m^c$Sm+XJ&o)wHF&B5xVK9} z(1?s01;bL$#F^GuJ+SsXQj9XSz7{p>6qh6EpO^G~%lSn;wTu}TA86|4*3dRTJ2#QBrBGJ==cbKCC+UOg|;p9z@07Nju}h(H0pGdd%hglNFA!^R46^o zJir7489XzxF|2d&rP_0&zH{;RloMB7=hyyd4L(t%yM%vXW+u2fWqsXX^ke{$#N%%> zUv2aE9HxvAxkYq{$A#6UD!r1-a>^vYiJSBdHHZ8M*pq1`H9U3*+3LVVWz&okBfg2S zowGGtsT&JUESeZ$UXls3^7)x2=`Bp&`u^1qapoWI+x4_6SHMrBA5|a?%&tPDA$tcG zEwU3RyL}Zw^|I3ZIAYHPiI|pR?0t|``@v7a1#gA$lX6|tl5c81hw-CR9+5R;kKP6I zY(9ANWSqFZSVjB{P|b3qCLr=aIfRDTFWGs2Oq>9UwXu2dOCFkJ zakX@yu&I7Xz(h^eFjOgg^Sws69X&Qx^U&nP^}t$Oy~3XG>u z{EhMPWfT)L3nGA`Ea?I1^>E*bX&OeA+=aP_P_h|-1|>2Z&4GGmG_SVlKa|T&L*8%{ z2%`K(t3)BZi9>bOR8W``+g>@Q7xrREWf+EjMl~VNXGHONl z{>Co?gnn^)wn54y$~rYf0O1YBA{czy-4-@z;T03;d#fVOPLHL)de@8{o}m|GSSHzM zbDw5G$~qQ@V!X$PKB;BE zn-_lAlI`3HMB0I)6F1cRG)aBh%(?UhZ;w8$RcyD=lMXvHXr7sO2RYJaw26J{N_uvA z?~kOz6TS39JI)5_-+9d3Fv%Y2BtbsR0`22MeC*I94&HAOZw=H0MVN}58%xW}2b{PW zHBJU{@X5;v7aJ?A4i%{bO_AeQ`WpU84@$9Tv|OrLnTBfk&~65w^Y1`9e#eQOzVonC zqG=1Vcx-Cvetu78B>q>UcRMKMPNgr78B6JzX)7H9B?4 z@|inVA)%O1AkWU^G3Vz;El|0E{nE82poL;533jj=R6xAI;{AyiR+F0raMR~=BH8V+ZWb>1sFtE z-{W&1*Wf{kh$MWK9=wXcvdEyAaPenA?MdzjpuDZXU z2ZlQ{_zf*n42VX((FW{Sl-BO+a(5w&bxjgSeQg07YN=C`|6jSV#B#nL{Q3FeLt9Sn z&t2DfN|U$0b#@VOQQ`C_hA(3#TK)NLxuw^}@y=rYr&D8zExBgSbA1baEj`T(_9_jm z#5>g+*#LHsL8Am80#!9E@+QLlL7Iw?ygXaJN=^!mYJmjnz%}A||BA`d4n0!lSNgZi z_kbdwZ#CA(FT|^qQpZA-jO7%mkRR0>O)(h`{FX%7>E|o}eccjBTSpCx@lYp|SEMp9 zL|5@I3I8I#yGb`ksH4_33Wj+eZeKR=P@A!Ce)%Fr$yL^djKseaa4bCAw$GXU%8vj& zbK^dOeLhhN+^qB_uM^7hX)mP0EJ)isyu{u|@1N*ti6iHpfvhVI-JaC*>kTXVj+Ad< z+uvyk5%ihb&h~b*uzQBuhT(W$jMosu$rGXL6H1#v2tQ2WR>q`e5ONw3BGLDh-;_{R z7#H=cm%Qa}mSbv?lAK?4o?K&%qBCM`-jDGY*l;%Nfta?L{9q8OEFW}s0-DEDJn{Hf zneY81Jgb^LJuJ0&Vi3DMXN|g{QS{jG(bWw-nFaaM0pCfSnh zvLBjc_v;H7)P=uw=XwbAMM&GZxl57DY}IoHhp+cbEY{7(Nlxxows-NV2RSq%inH~{ zXhgZaxfa8_e}S4}RgiA@%^UNOC+Rf>QmizxKB2krwz)eAJgi>MJq%vyk^A!QOXBYipBN*tD#Hg#9D@<1cA~9pSSQluDxBgbg(pzW$G;bMUI{ZNu=%wr$(C?IzdcnlRZ-#$>xrw%z2( zwrjFAVJ6SFe`|gJ!Z~~G{l3q0-`52@&DYC%!NzHhq`KX7NzFAkn3g6{_xo&qT*abc z;T^o7DtOn@=#imJhtU9~&08W}51X_>AjdPD2?LI=4V?uTG)xn$yGZIpt)3IPX{WR` za&X`&08XJ~b!4S&tP|JY2iHMKgU{@ro^bu+m2|_aKEPJ0baG{d0;G%C(Yq9-kz49$ z_PG-QVe<}I(lR8=UP*}(CLr)KU_YAfw34m>x+-HIv&HBXTgc-H1qDUB$SULkkx-2R z=|WO;^#SOR8!^$o-4q@NX%-{CbeTpn%$Dz zh66!N`QDp+zlwav_8RO<{X9}s!LoS!46kjM@&&1_AXIhH%t<=jn8No11Z6OIiKMgi zr~_Hul#*KbL2X$#F(dQ_XbXbKl3fMn1tjQ`gBlJ?lx$K%j(d#1=@cHb>ApWp~O-~~3zWmJ~WvlM22QwgZ9ryyPX>@z-;YVJrp8Eh?;sr}7s)|T=N1UlFUxtDm1=ZA5pzzLG2d&Zf|EnIgV(BmqcVE+YRMA6m!J9WEYVJ1O`fzgdZJ}b`B8s>nA+aIg zT;I{a<>+X@^WW;tHwtSjH)JVt#!5T^IrN{5Y%CW}jWtY-+@6(<+M4Rfu8<8A@+9?* zQT~=%NUfphgOm^r%1aXOSn&$>ADl4ZN~x@q6fVR_ZAgh3L{Wqje>?vA8(6 z>V}4q);1jHS!SgE%=vv_aL|EwzJRVA7Sa=Qjw8HyF@K$NQX*J%p^bnZ_71Q*X6Tb1Z6hZQW93)-84NociGlN`#*c*|;Spci5$K&IrT4IK0 zg&n!-3RHpR-iGKp99B`6BU(1b_tW$3AAN`VTYieL0_=kE1Bhmy)__&tcAtP*&LOAS zHv~#s(ZNKN?@$;=?yh#}OR`ly36OzgI!q@Vz7Mv7dtq4KVz6559d&{r1iGJObxEjA zVG$E{fQR+z(l$Yz9s3sg`QWsJc`kf9k57$9)1zDY>S(5orJ;_QE3n)AaxEE^AO9wCy?8As+LEoV>I$ih+5BGnc6^xCGM>hG{M z;eVnuuo1$<$eO>)Wu-%l&)Ugb?UQg$5Aoz4))X4nXdA_G6_^jy9!-Ll)*Ai zu}S|JAD=FkC0$$Ng<&QNs-6|iDZzKMp6hV2=wh~&z|S<>lq^hc-?9GUdlA=;xn8B@ zn3+=`$5PAU4s?y({KA=~JOZ$WiQz(J6XG697F(&q-)!Oj!-q00y$MY*hrcPD+3E|{ z@dZt8sRk@Be<}qy3#e_ZovJLRt_%VwPH&oxNdb?`pT=lde;)N8gY5d2v#KzooGEG` zGCbsgb$u8DmNyUNsTmi0qY)u&TPTxNM!f>Vq8XQI@`RSTlIXJy%?Mp)IE^LSc~ndw z!3g~YoJ#vXRooA_uoeaRGu_nwFBo#f zbwT*6>SblGshk5-`dk#VsL}bN7e8vDaU#<;8Fpk6V}gLnRKx5O0Z~d(H5!^y zOS^FcyN!Z|{wGZn6V$A1;LM19b2-V%7c2plsFyA9MNp-H7v*<2233De!djZuA3g&$ zSO-p)+NxOp7QiLW6cKBPL$#&UgNi0QHQUxg2w8&LkBk{7t04x|l#yi+g}FpwCKg!C z*~eSjPVsB!-4I1VoIGoL(H`ZtuTDNlo4g}Lgx(a70+OqS$pEmbO&4UX_+6=@qX9k` zo?;*!?dv+Hk{Z}!#ZU>t>Z3%SSyrGBeSf)wU_TePj&urv*^->Y{0L#m5OltKsHl1- zI5KY#G8*lwObpB)QFl!ZkO{K0WIKi+93q`Ag7+iP^)ja_yNe(>G)AM{t87Hnirj{g z+6jqr#yCNWPcWl*J;XtJA%)~;k*?Kw5-jN~M(Pm~j6vQ-NIT!9jfK$5rse%Zevhpv zGObw+O^4Hf?m`$**0qg{YVs#NB}}^4`Z`MV6qc`4+h;rS?7vho5VKOiS(RknQria~ zT+^p?P$h|hbEdk|HN_%_9f#xa2*+as+=#U{8>P3i75S-Cyt2wd5@*}SPei0>iKCS4 z#=dokWL*|5j$dXNBtd*Bm&S}NW#|HFuL1Cgvmq?Cl1=A65@hN&M=#FUnI}$sI#Gen zX%tnJpmZhvEebncjM}(QTBeZ)Y@LUguwoz=I(XDAvv>^4GuUhcS3!}=ln4}R!EwbU z0=t654RZL`N9UgrsLSy`4SO}g-1Ka08P?O;wR(ZQ7U0-{eR5%gNI@41*`C(cRt`hB z)0g~jA3h&B7faIu`}AKEF)O-&9uZB?BMeEco+xSHt|%kx7@!#QagE-3E9wlK%S`T=-;BL6Fl&}uN8Ip#UAVmdZnr^Y>s)AjvprR94kxnOYjRb)(jc2rVxVwg-Psg!i? zUIa?jFA)Va8SAq;MvqXI#bvYLX5V{b#?#jZ&+sK!@=sHZ9A=xuh+u$kG3ETK$kOm;@RDRzx{iT1oB#R$(oX^vhXGk#>$-n zozw>|$=Hj`5b!jaF_XWe9$VwSA6d#YuzW`CZ8wQ6ao0aC4by~L4}x@LBYetRkY( zdXHXM7~~l09YOyt$;6@|h)Hpz2rN9W&Rf^)|N1xxaL8`@J|sH#h_z!AdFu!ekJWV? zao%4pZU9J*kT^+cY3cNV7qJ}V?$Ftd*uTQ_2z$mE7FGC>rtu{SA+im&0e`*P(4g%+fhaaFEKBuTk7&=AAxIx3f(JY+|z$xm1klIi|U^l`tx1zoKW_=WeZh+ zmT5U}YBC)QCt39;U!4Arv+{z}-kp;-zL0g;=Ge+w*q=DO zLQpx0%+*RkQNJ*kN^9f9T;%OgAb0Nmxe4$nu&$rkhC~m zM8N)>YLMZX7W;WP6)SkBz-m3w9w8=Iwb2P-b9x+ss{-1i5g>YV-iDKq=JuT&O(QLc z%eMat^fLgQzusoUdBl9??aj0#VJE^cORY%Xzn=oixey1S(7vU5R4UT~?h0mx9&*Ig zJncqs7^j7|qLYxRBPtk1r9(c;po-_0)PN6^#KFO75NQDBDi?Pg8or5hYnCZ0w?uO( zJ54;~I^s$8>s7!0gUW*&d`b6KVzM+KROC;W9Xl{2JfkGYl7(6=nQS!+=pP}i`wx@k zCo0+UV&^F&;zu7>(yyg+3=M4sWZwVwhoS+I@@v`Uv@~&WG8P|5c8qDJJq)x>AS}A! znbD|(ykOqQA8I)_zg4I!Qrj_z*x)GQjX%d9yTlzE4g=GmaJfjLMvpBk^n7}da4K)r z9$0|ZKUiYMBC-}kFSPBRqH;D?9AEU~rYq*1IA3Hyq2Vm~jx+nuuW#S&Y~*}T2O@1# z;`mD55)%jwi^O3<-;tJ?F=1m$+ykiIA{xFLckO?##(sInM1+y53cxd;L)K*-{Ed%n zSH!kuBU75zbwWBPP%hsBb)}Vf>wcTg%2&_;g7$q}UTyqUeon~igwU-WODJLhF{kUM zF_7NiH_t-{Q~L;o%tIuP&tsoz4&ICgKw~HqB`v=KUxUrHCI*m&CAO_xNmHcFSkw%s zsveP%-3otb4q@h1DU@)Wr5>@~Sb4=X4r$1dj#qDjgr_#@C=e`5&8jI~*qL&CvD8wH zea7QV~s5Aep`;qzn>9k?MT2Nx^i5+HOst`!;Rn@nQP+o1D z7C6Ahcb0~I#$6YCZ#zXcaDCZ!w#M2lZ}e_Cx#4%}wpl1qNL5il={B63|4$LWCTn3~ zF%qBqPjleU;w*n?{3oQ`)lZxsl9t*x@vcL}9>TKI6SQ92R$i^>fAG5w;)O77Q6nU= zqh&BoxKpTn8a?6636GAX#s-K5;YKhH4sZ0{5OE0i`APoO@=6_~-xzBdDv64bsTt4= z6q=|A*5#P0gY;>{u6x*@$dI2I42a4V3IZfvFPjqtSpk(`m4aR}a{#e(DNN}SM)aH# zTi=)uv^O*&Xu+VPg6tg1o0Ttu4*5@pcJdNA@@Iqu8pM!p6)(5wM2PQ|FVfvZ5b)A? z0(*W+T0|`EQ_vf(lhbGAH{Ze_Lmc(_ab2n!5?tNx&qgksLZDYMy+pUG9RYp^? zD)-wrWh zX{xyyQ^=N@$|ZP$KEXoYKtmh^j~yeU{*k^KnK^_SB_>CqWO?d$X3;WDKI8amCUlGr zPezCrbg@fTlEwT6Pju+(2!J3wDf*P zq=2>iNs`b&L-y*51UYt)%f6LF$7EPtvg7$UN9TE&v5cM-&+g9`2eO9Z!k>&|H%Pmr zoN+SaqHYSXyo(_DOx*d4JyMEf6sPT=J~>^hhDpA$I)a+*lVzEH2sL$rZ6MV*k>#Lp ze==L%)WiupDPE4m`$hjnI-tsn`9=_$0PZ}FgqPUf(U_&RwLMhju!^bPJ(!9aj?!_j zXwc!2p{rn-i_mooCv9P1-^p}sdPI#DE8fndtTVY3ZISHKXj?e*FZBea$L%6=BcMu|2SxbrQD9o)JjH>QF zyaoaJ*>^V2OTC}02vGawGfp7dN$60uwhM@_tn-tiVxG{zrtlji%Y?*FogecD zusL`ChUHr8r)XpHyUk}C2-MKghpGDEHX{(}b+D#wneR|A%hJA*j=T1i8y5;(?S=!8 zio^r$?pb&}NXTr5AKc1DKoCN_lRIlRWtNvxx_Fp~l$~fH#-;nkpv2!HGf|lw&=A=X z$Fdt5g|;_8ZcGF(=YCcwHvUdUA(5mGz*mpDHZkvEdtZACBrB<@Vr1HbyZ-O=VlaFT z`N`ETC?yEiF6^z4Jx+O_KFUag#LXzo5kPShKF?*X6L zf4s#Soh-f%kjuyNwruIC84F9}{}xz(T*AVZ9;opr$)d8+QHsf!$J>XJ5N<)j;&X0i z&;%LLatj3weSiTONWzZ)y$2$!l(wGs{sc=>or=GlVLFf-3cFVodeml|nk_&6^9P#O zDyx3l%yIwWTIgm$?AyQ6i!Dk{*!P1`wp!{xvKV7<&z{*a4rVErdEtHQ&?8O2XAaI$ z083LtgTit{-M~q)duk1Jaz(jwcxFfEbab%lk^%Qr8EN zR?a0RHtL4{;bKV}>&B1grK88#JX>nv`sU~Mn16+B?umS0<%&$DERGcNyX=Jvczpb1 z<~|p6t>XmlN>_3mu61wCkob`asluABQ=apR1zf78CirZ20a_KHi z%~(4w|8e}M;sXD@|9!t6;?iC0w7F|AqZ2#MEM6}9Lqs2nwPOW5F0>oF7bxgj^b9Ol z?+_UTujozXaY&#DfHgjW5S}(TZ1rD=a}G$1OInP^$vQ}TYA!WA5O-OMM?ldcu`lw! z@K+F>$+VT(#)X->c9wiZ>vELBiO3U z#CuQ1z$Gp1l;2A2XJooYfCW|%2d}=ifdMl6aN4So)J^X@DR7N&HG*~t>xc)mEg%f(yJS(i`!P5$o z^T~MtDsaEzY@Hq}uWMADNuoS1Fp(1GN0k{*+>zC)r^nE-s#W4^a zX#6zWl};73RUW1{upiW<*J7bayStU}JfVe#=;v}Bk~gqAO2hdvZ3>%%ZkdH1!vOe7 z$i97Kv3Bmeb{&6b(iX|6@O3H#qU7uqskk_h{Ev6l^>ZR#zlt{`QG=6c3900uz+j_Y z`7vymP|+Qu@Z_#8gVtXV9m-up?1`L%USTA0{0z>d_T(s%`yvwGf;OW+jI%icR%eV5 z*a_tFsr91-plU2IT3cJ@P!%a`LLd3S3I%FKw{s09X{?=160jI?a;IfE&LzMqAtudT zoLwR<&6qg>qjvu>^EY&p_s zuI)`t_;IIry8m>kuLlIdLShnn9tBNS@qE$9G{TqfqTM|048T4j2lSql5UVw?B)g>?bXcDPCjYNDe zbv~IUr-%wId38laChvwV)eEqW4=QPKs7`4fzORPOlLOi$Q~|(5w}tMI+DJFy8WxQ; zV9UhsMx}i#km&tmvL3v2$E!=yA1@2OS=l-)-gN4e@WAK#ucuYc@g0W}GYx2?*43RQ z&eE|5p=aBxc#|dPG27Zf3GjLb{N4VGNbQDCRY(vU{tF<)JzvhneX(;27BO<)lWDn| zU^@8W;xLF_Or!2oa}<3b_VHwKiMAF<9_eWKN@(1d`!BtX7e*FefvKh=gh}D3*}=dl zMQjf#wjetvr$68Ilp?aoNR9v6yDHyQVfg3>*%s1OM{!}y_H4;Y>n%oM_Ju{@-3YPj0iY#wg&RaAi^D8l8a<6AX^k zmlBjCHX#MGvp$hIou@#CAJuVfoeiaLf^}A}#XzDBn&W;jrB(V_PNy5po zp~6-Jcn!w&x#Z%$lE`md*^y%qsOwpf4hzWQF*0aI3XQf*V;m!@$zriR8Q6-DNng83 z;i1p|4}^p~IAmUgO;R4?%%SF|_EY+r2wNarEWgmMAn?>r&UxUJOd@A}l!412@;3HU zTSwD{J*lztOz0g5%6UR#OYs!f{`GEV%x{U^HiH{=d%Q#&@QE{q~JMUvkVD)M; zN_HTZRp};az$FKB?qx18DCSbhWT!yMC{Q5~ei$vfSX32?`}o`UuX1gHvgg1O>sV*C zjHPWY1i;P}$MPis`c%zI?YAkULmvp>?|3R3jjWDIDUhPhCoS zS?{n9nu2@>6`5*_Ub3RUi=6UKFilYu9Q|~3@uO4x8HrXpGGg8JIAeGgeqvfO&HF1? zSKBNL5MylFjI`)KEV!}FJ@_ozNsq&m^tlKQyHU4lg{2!h!Vq%!Qn$8oQ?coON@v}! z@L-Jn3i1JTy_Le{vAX(pR=(GjC!men=l8J8ZfRzsM_oNVajzW@xWmDjPeV`_H9*A_ zCpAT}A^7#?TPgrcLq0#XE&twxNIN1P$dlerQxe6G!APd5I!q&j+!Cz3*!NGh%=FtU zN)2a8!g8Y*y*6{-;GOh>4zdI@u1YDEI&?b~LJ{QVpFO?M40s}V>Lq7`JP6+693rUI zj(h?ykYxPAKBwUBF4XCLy=eK0JkwExWCdL$^k{j9^4I$Ioj|4G?_z~2eA}@rdTt){ z^?GeE;+p`UMFx0@gbKFJ#W8s)l3VD>#_6XUy2yC^;yol1b;3CDeaL!g#G|kpl}|@# zRzl`njfWVyl8-yZgr!6p$q0gx>Eh&Ho{*>mq7YMK!4lIJ2_hrGjzLy~1MC+o5FC+V zBWPD#Deobnd(6#0^PoyXcsDJ%`1eI{Y(p2B!u;y>NL8!ngAK z8398WslO!)$y?!8ICM)nKTVn2l{wJc0-iRl7`p!T!kyktvX!T=SZ4sGns4nj>#!7) z&A^y#A(}4lv}yd-dHZb0@Fml^_aj2%0(1yZ8H6sMscm*DP2PSmROG(FP_7=$h&TDC zQV^lJ_#S#Q?)6}C%PhvX&q+zxXK?lNQp4!=L&33EYD_OKZ-6P90gja%_zh~AxL@my zf%rPtNPuOMPQ2$Bt-^mz!u>ALG{_Nelto=UljC57aeKt^b0mOLrT!`4o(VY_OTd#o z!+)==^G_^EF%~w`lf1;Qpf#N#>%aIbE`gO@>M? z4!mCkIXB)aCulp9+xakS`fV|i%pWZHmayv;P?aB+INk$*AGgVOln^pfooA8_2HH%{e-FP$AnOJB8 zy$|Xz)n-5yI5f)^_Tik)=3!d2ab}0@Qe)8RzMm0t--UpiJO5Gx(MhR>8I?k#4^4r* zmo)SqJ@;>`B!JdunR06_ocr8nI8C?Y^~MKemUYHewz$S&F}A{i#|L|c^5fi3@kY`K z#n0Bsp``4Xm$0~Q)FnLR4bqi*jmP(wZ#by};=n)v^ILoymqlQ|8!Q{+!#c+B!#A{^ z^2`CgUk+|CxO$=I=U;qO@tA#vhiU!`)hEeg7i)d47}Ogq^X4AuqgpAn=rw|k>PbQ_ z+2~du(G3xuNeT&T_~9g#oW|teP0>auXSCr;V8>Uf!&er+^q4R^?5*%`4Gv{(pp$%jyv8kM8}Y4kW4L5 z{A1lO0$Ab*jvWILAhe#^Aj+GbSJHKWv=S{XBrgvb-}RCj96jp!VJ<-)Enag_e?{c` zKHix6>y#46(1fC^Uu_-P+EJW3htu-~<44JTjvV7rdm-1L)KLVehX-xa-`Z27GTka7tM{W8_&Y+aE1wVM|G-DoaG&E;_|q~rWWd*qw684huaTA_4qfeJe;4A zF6B&vlxhYeRUj`Jnb)l-X7U`z22d-jsO{8QABt|7R23?2m7#=;`mCg9d+*%yjBD(( zoc3^tr54ni5C-BDAclt|$BFEx{d{420oL{Ckr!4JorFYL_uO=n`*GbX@48NoRJ762RR7t?;l3&YYx+mh(CoS<4 zZU?xt!xXi$g5_s4u{U<8BJZH@o(}TSomK>1=4+pHb?Y|lQwc9F&W`X3hOJ-SQpu*v z0o2y3zK!=$SjOAG02_N*SqQM8L)Nxmch&X$Y@htNetmiI;73Yh zpr;2zp{|+6;gEuZl>x94zKLd6pn2orav-l&@!qjq#PPgCGeM@7TjFxYZ?aev*3MH* z!JCkK+dr28RAoJlJHTlH`){^~Q0vfafrs+3Hn z_OuKydLcA9K$tXyU-CaVi-QVm_d)Krk7suv-)m85nxMrik+zqrrB(AD)QNkGWo)v; z30Mrb+_`&v#C;KkZ?SQdSZ1+Ytz4s6E~x+lp93zYIvQM)1TC$?+5u8fw0E+n-8_-H zWEB%5a}i^aNC}xrzMOwj=%R`EX10URYY#oG<>+vF`x(KacP|$`4jH8!1_?I^d+#?L zDS(>`u>ovx<>K`4iLvazT&N{#cHq^?xdiFRGs%aAPz)(=7-ZX_z$^(q^+OHpZ0@WKD05esqATHp z^A;8`8NcIbmWY(yQ;3h4y*hx@-Hm=SdpCuvJkI+XSY_$hz8bd`1I1|pY6#w>k^4XX zF!kh1Rb~4bxJeHPRVOFYM{p1Y0ehx0G> zzuk&1U0v_#`^eFh#icR-ICicDK#&7HfzXjSQYkH+fA0V^Ao;4zh4;^sx{guUFF&z@riCAu76CmAR%=`P-X$1Kl?)l$>gcE?#N1NP{;U++ zz!3^2c^$GvDP+zY-*LFWOd(p95-f7}ip~xDiZZd#WV9%5V;%(K%_XSwcD-!r(Rz=m zW$K${rI~%&Bz&!y2(?`)T}^PMx{7%XO?BtMzVB^mAq-BT?>pq2L_1^wC_X|GV_l(PO z*~}0JMUwj8N)Q%a*XA#}#h3Sn2|Wx1mGst;E_}`n2__d*CH|~k_WAW|lvE_Dlw91m z_(+kFpVviVBEMW}8cm%=zW2zVZ6G|57D6H1hPgXVFNJYGzLjQ?1vq1NH7BK$hOwrO z5b!!wz{&|2bSblUe7}P1+x8hHai5x(I{*%0zjR3?Smws#u~xaQ#lIE>jwYCX*EI}4 z+3>xng=irV@kFj1+7(bw{w%m{Q|!;h#POBBY62YkJ=J-`vRMU?eD_kyO?o6@+lF#2 zk^ehT6D@U#j4u`^FPW(5(b^{BHB0)E0pP$8VWHeN9or$^{{i@@ubbw6asqw^5Yv)bR8 zROEISs^w~BlT#d3oVK7r@HYhEuHq#XBf+2Bz9&y7XabWL>dR;Z7)KA-7Qe=xLLOX`s})RJE*fqbyo|x?> zZOX>f{8r*=6s$1wEJi6^*%y27Zf9VFaHxcSb0=VpxFM zw{fO4@tr4j8B>{#5uvP^0ZY@vBMvc8q%QNT+UWqZCvWL&ES;aJq|OAj8|=c*xzq6s z`K38biW3f-wND?=fxpMg^A%l`^MPSn>8V5?dAjyfIbU1S;kJDcrjqGbVJJf#9gl*? z@Fuum+Y*y`UEFufRU#gHY!ZNVlxavRjgZXp$;1Umoc_mkSB$xmDICN}po5HAKYZjM za&oZmh`>p1IR1aLuLx9a^6z?naK^qsj#X=V9S;ZFl^NUZDx@FVnSDDmP=8lV>$$kF zGJ1ril{+mpwM(?&CLmJWf27UP8fzfL7)UqVuJ5=;je=h|O8nv37LL4ONT(t3p^?d* zx?{z{sJ>=YFctuGWx`_fAQqB5a|&u~ej5mw48$UnAK$J*B_S;n6PfSRNI7DhmZ;G$ zs0(T(unk7!KEa7z1(9*g{z;d;6#6K^I(;SU)pDuzvc0^W_h&UH=T{kpILOXo?`N6` zPq+zvMl7rm~eM?_(y*$VA->aLBuVj=hxb%vX8H{TLY{0D|Nu8mc%r zQWafgu&an`fkPkGQ<*Boqj5vU`srSz)5fQ2kRav?v&<)WJ71k>Jp$ZCxhG*ous;>L zny z2`F5Y^|4MzG4Eu`Dqe|n%WG1q*{6kr3r^kszoa)wZOCy7_S}Bx-(R0L;lAQq;6VM< z3+FZrJi}kWJ?jY8B*?fPg0A{0VUnzBo%49| z+$TDFUzFqyDODh4O|l>vd4P+WTY}-w&O9idvj6k9LA9(=*&zGiC5tl3umd*zzwh4> zQ!8ON+_|EoN6;d`MIn&BMijE`+fG8Z%P1s*ODHQ!3?lUgr}UP@O)@{18i{Y6DyqxL zdS3~1)>|CizjCbZt)-g^9C8K~y4&PF=s&u#%frqB1@8nYNva|UBEr&4cW=fuYi1-U zNL4^li>QT3xweaHB7KLtF_n@&KjiZLiWYLODnjtAPj4rUJvW#ETUsC= zOC7clQrKnId2|0_VDPi4v=xS&qTU~8(^^~L0~HY_)OPmoju+WM+u%=Qr@t{So?A^K7sC z?6#Mdu_H^`C*)uh$pZC&-WuvTRFNljM3^`2UptWfG2}^lcXD2B2Jwh(?{D|Bi$FN5 z{`7jsI!=>RdjAChqk19Ej64DVq3R&?xsx?$PI5D7Ej`+H)NMeFpso6y?#)L^3K$%H znhQmI<9Er(V>l0zL_MKayY)-Of>(D_sz%(;D;LeFEUAGE#jHe8n_S;JiqxWB2!4-o zd=ksK#q_xyfLp9>-%*50#GgVUQlm4=UmiwzDn@d$+TQy1Xj`EBMtz%ln=)JoR zTYZ{aKgm-;0ovs%F(!ZXf3f;rpI9MgU|MS#cYFJVk3otwqf*TaTdtnCOADR?Oz2V| zguyb2&QY-!Op=c=u=G{YDc8ls*7HXhLS9ORMHVV7)m8zI7k z2#QAgxKMJfgaw$rk$(2(U? zEXk4&GeJkS!j5z&AWv2fR*yPR@0KX4FkfTudY=)hbovK%sx%C#r(vM#BjD4$`w1`H zVl8*+HFhE0l9PZ!bpyk$e8LlEX3dEy|ky6?Rta5J{Y6#oZ$d*(_;`6=v zMk-vsj4T{`+^eruW^Aq?0t9`lhX?lUD}?BpU3nhR$;We7aj2hE&J+jCPr7+>`O%2s ztfpHaoXiLftxr;kpApzfjs|aJNm&kI^J0iDRiJM%md>=O7grx3Z5o8{$vCrhUBExL}iVR%mxGd2kk#o0%YVL(N$ivV`vn=r>PC-7r`iMn~WwTbC-y zut{~17=oEk)U3+}`~Q0%m*zNirLCBLGya2uKSu!N%jT;zShodnF^b6iTuW&5@-8uh zRwt4B?W*`55y^H@g?FG5^+rwbsPf8Sf_cx|pnCQwNDb4m&=S|wdk+Rg`pV_l@>{lL z5Rr*F&@9^FoXziM)U5S#@z0frDs5-|*isi!l)p723PM6PC|%%hw;Of-`aK0TulJ1{tc(JdpT-)c2QhV&) zC;?(Xtjsj&3J~(g%b!dOsS<=^H#VtSE}ITG+(aE;xPz?PHq5`k?5s!7UUOsght~H! z6IS8ZvP`#to3i(lb$;MqT5kVp0K%&q-`r2+2lSs z>nflq6JQiGIU^e+?wzv{ih34s>M+44hcIa|-7EDUNg-3^;K-GfFMv6si%E@55qKbgX8^F< zM?!by5`6jqXWG}=8LpU0V&eS~{xCjDw)nR0W_N~gfZ-R zTi#O~XHP_A>pjfgb^h(se1c-!AyTV+Z%YgI$*>i2V;=tI_YWKMsIZJgkfw^68wRD_ z6{T!K3Z@Frm@1r7vP(b>FA4qfT3|BdE=`qlMR8$OLg(*vLx#*0DX(81XlxJGurx!} zNn}_?vb69M!^90&&1{hBw(-f*Y#K*jH?P_kzBAQ{>!k5C7&{vDb3f3}IJ{k9(LO;6 zp)|x&ppj4Q=9Y`yOtzCnhbV|e?-((s7g_g>(USF0M>0x%hh zCU#PUVxJ-F^z{u@=6&1-1To@9PuYjN*!@q{=i=9`i|1@>A|ha|i(OjJ;48!mL!aVD zy}37)B^8L>11x6?oiXI6PYmVCNEgQS|3FH6N)%{^RJ^InVzc+F06-)Jysgt|>#CPro`^6qP89>(zKK~j zXf72ypH4`#t0`p}ki}`+Rz{PL!sM?Xh{o<5xER#IC|C{&4y$uK{;##|mG*%+X=t_m zZih!FOwe!2UDpv8Iz$F3h)9SP3at_a;_vRuhbp{yK~}&bU4!t)l3o{p2({hm_Tjc1 zLnocHpO!xpB!<(ef!n^7J@w=b>5{WWi0j6k0O{oq7X!B*yGVZ8iN8+z=KAk1g3lB55&^uPpK|C%dkqgCjqk5NCf(~_}} zp)lQvbQPici=6zszKJ1j{9i~-Fv^2P$UCX;DFx87`d9p+3`hJ`9G9A_BL%@kwefu{ z7J|D3RWE6~-5Jcsa&t4N&=?@Z@Q^TgOI0*m$}*K<;BXuW(is+q9(av_k!CHr^3;H} z7>x}_UVO&ONBina7*rzK;I}R!3H_>7`Zt4tnZ8l8D*d6@%p4SA0gGzTe8(#-V~o8*zxg2Lx|?fU2ij@*GFdQjGFL=wBYMjGZ&=v{M=dv$OvsQ z%O*Fgs3vc@vIa{j&f;5oTwUY=%^55?Uh^R<{1+|5(z_U~GG!gtqXPQf-Png|Q|1rj z7UhHYPA?3L)$xIO{AW*3L}IB-?@+E_p?z?`%}TZ*7hiChc8S2Cbb8 z3^qEJJLb^L$Ns;=@qDDn{c2lRAgkXy8V~fU5E|J(cmIT^NbVIvIQx+FJ>%orv(UI% zMI7_J8>bt@9jSiO;zkUIYxvIH&dng(VFRQ}P0B(-%=4Kdm9^CKh*;UH zxm`OEyO4&!`+0hD&^Wm1b2S273}W@@F1!U-QZ*=Y5AVqcPlsDuMh5n83lD&XSgY{` zkf6*8b#v_Cl!oSI-qS&>V6qRdE-zEgbj{}b&9i(L*&;*KJUGhuF#%0_Y!02<<+Z5U zWmXoplpl}2%~=Z{?Va}e5G9gymHe(JN;YC6NiG|rr{tkR!%~b7D){s}*3hXt+^O?Q zH=E-dElxO+P7mHWK2Jtr8%t$CaeQ;)hTsO3_AgBZ$MavThBvZ&zubzGHwfi)cv_=s zJI*1!@i*u-4h@~h+R($xv%>E*@h)sV?oYV-J895 zy&H8SaZn-65+w{*mNnvvXYzb9%&Y6ZQ#7#1YXxvECdU;Ntuo}zM>I@;~$w z8f}%=ds(qkix~dF&pH@QR)1q2TNr{L1g_HTXyfdASQR!+7^47I6GmH8uLS?bxtvGW zG^OsxAA`pkUKma_U@_<|))lNsz~fp?;(hY@Wn_H8MTzyb+fi_zkY?D>LLqSD5_f-mXS8Huz?s>zV;O z3byO&eY;c2t|Hv$oKyv;x8d5`JCp%VkE;6GVuA0;V@>|4s&HtYiP3;q!#u?ovRJdPGM@3O|7hXNUS$aM8lPwpIT4b0N{0KW=)7AUti+WT`CI+nn^b zQOiJ*do5Mw(@zhJYBO?UmC9H=or*w{m+O}g0@`>T`nf3}WUa=>g#GAqlB+WO{EY3kj~&x7rML|P z!Uvex7r;nBwYs*8(Aaa`>H*m6ak9rsaKBa7?|}~Y;h!9rXdI;5IY0mml%-nB59*4z zxUVzrGq?{ZT~^?QrWhkyU*GPy(18D)BX!x-UZra9RG>a=SXMEJ}R&UKv>5`8MFg&qsTWxIHN#itVY#R+4+qP}Hv27a-8>?~7`<>tOXRh}e?7i0W z+_xR{_RTbCPlshRK$RRxE81VNG|Lm7p_{I9Bja!zQ+Jm|6>gjN*W)&Dj-2>nmM(At ztSgJ;r2&jLPxbHVjwZM?z28ez+Evl-O$#%Cn%E>Fso`s#yj#4?Ra8K5XA3z30+5w?)dKDrTBlcdclJHQm_D+8^1=vWO zH1ZFMpxt%{n=k%UB`me^M|2JnLvd*MCItVuD-8#v=9|(N9HJBE(ap+W*d&a+FuOX^ z2rbT`|WSTS_F^FeR?>qOHgw(eK9* z6c@}%y1%JRh@^9kJOt;l7)zr%?%TYLs@TcOO ztvMR4asj>dCyc$u)A_HAp*mW&wnXv9tRrc)FT%X8p_Wk6lDvd+P!?lN9A$j44RpH* zq%}o*>>(c7FBTJ>5Vyv(bf7HE(73ReJ8*F-^^eLWwnMU`u41E}9x*W895q&TK)^T2 z7;Mb(y$=JYrm{L%R?^21jmTry-(|b~xF2STi@n@DBJmJIDJQOhEz+L97(1$BE?0+@ zdRD?(4bK73y;USWB$utq*?A40RXC9UeWPSsl;d3-fZr>{`_geHq&J$Q;W9QUWbT+_ z{5VYoc4IeB>6@#lxXZ)G;NP@4hV*_&!JyfnQW~c72CvgtE5$T2Uo){wAl@$)C0Z6z zNw57m3d*-U=HMBF0J$`w2tJX1pR4V>9mlMWeGED!ILxC;6n6XvWL4%RaCD2}+*(;( zNfxXevspAj1PK!sOV|hR1eW8XsFApy8`K>F%Ma-Y^{m@Fl8Gg_vO8!V5jknFVA~QYLBt(B5^n-8ce6ftc$RZ3g%m=!SLZ z2j2LP7ew<0Km8?1X>nl>u=RcKkN|F%ds75Bfbjr>nCCP@H!SM>isZO`mP`POI-t_TUN+2?6Lzy@~{eWqdCh7DnbU0T~=qL2lrn z9!WZ2eI#ko`{K^B3noej^Sd(!H!giu{kvZ9w9r3qzdjfdSp{dtSFOqc0+1#l#9a>D zjDNPiv`|~(5I;~raHL>e%rJc^ZIg>GZm<3ASk_LXOS3ouGO=Ixs_i0M^XoN*F8Y1d zo*8Hg%WT$V%xUT$wl;Fvy>mnVanaZ`FZ*>)%RE7h{Li`3_(Bfa2~}#lxZio8NR6$we3q3l z=cl)D>*-9P(2(zlFa|}9+i{ATYTs4hTXJvMi5)pNBq#Iq*SqwxV%z#vA})&R>%*}p zv!$RUB+`Dn<2>V25(6ViogO7}$|6;EsGw&m=UX_S4~lZJ4ES z8GF^q!-Gx;2HWYtL#F}c=g`Z!z_XTe;*%m_%v}(VJeUJzzDU9MhuHw`?xjxbl=4wg zn`7WSv(uE}VOGy#0|E~k=#l&3SuUo{xeOoyq1=@Zmu_%#pQpW0H8ssa7C{t4iEpkP zhgg3WfPAzl%!Mxq2%SHlw^;7_DlA}GjLYRciIQZZ%HP`%&g>&=LrUKG#?Qz%mlqH|1jV!aQ^vqA zY>-@dPJ;YxO@SyLm$Hz2&Mm@CTq^+*c`&^E*V&ac{h3wl&7Bnk`M(Z)wSbVq&!el$ zE9yiz!ZaU+!>A{W5ueI{*=AtVl$ML4gpQh?@kL2LwAfDA(&KW?d~Tw)OC-3$ab z!uqK*T3kEab~UbN-+u|9@=EbtG+|_ypZ(!WhDlEI2WNL?EDVRR#kbXf=8J3+fDn%i z5}YyFs8^x}o-&9$3ZFw(#zm(%Yes}y5@yW{Ho+0M$nWot`_8ZXMODT2D8d_y#fkdD zY|~%13@bEpkYHIsWbrP1T&uMy=pyeYk3l^T?p(E=*F*mX-4D{Y6ub7g4J`^@h0`S& z8&(^1+KEy{By$JK6jue=(Ev0P1p%xM1M_Jc1W*2*2y)+d;~QFDqOp}2K2YQHn@9u? za&;vxslhle3c3m`@)<%N;wH*rKJ@oH*Jn)&YoEww#5wEs2AyK6V!KkVu$`ZC#3M`s zIeMNqro1P;5GVhHKGbY$vw-?wSyffin&#pMgyrN3OViCT!5wLWhSd!yaK^M}f7z>H zaeiG=a6={R5v^jO+aHJ-qI$lZmSSxkSl{m~mM?D4AuB0x)5!a5NEx&{$R^*aq5z*0im00!41vXMAJ_9 zYu^qf?q`wWcy9NkLQhp`akn}zv68nU=NRL98(|R^g(nVeTabUvvX&PSuUK_R_e}`_ zjy+g1m8U?tG~H{RvteB^KKnrzwDdh|c8Oka0}2GH9(HPXA8~jT$lL6d zJaJKY(kKa2jC2vF#gFtW23VG<7ic$v zy4X)mP4}pNj4?6461CKk%PD?m7E21EX~ar2dovWV>GXC4^MaJY;kN5G43gs+rQmLZ zbf1z&Y1T`pLj#d^zgEZOaeCJ;-thvnR}}$!!Rl(<1h*|)jhEd(6xx1-KX*=B+%;bi z1}i7j@V1>M7@9r>Uw4n9rx>iPhq~zHMg$iWFWH`57(B@s1JGF~;_gSSGI#NR(VfOC z%_Yyft7?dvc;+$k{A#BVaK7?1$S6=tD&jv>Lx_YQOUGa7R!l>Ni!mFX!~@t>^dM6g zr@((i4Ao6XvX!&iRulI@^l~r+36kgOEjHkk?19lzEu|P1;L{)?u5JkNfaC%ofI!88 zAQJo>3_8_pEA~Pe%}n}Y{%@J@s-pK{$z?AX$59F?DQl;NJ*{*D4*Fj=fZOmE40y|> zWmpR(@kzVv`lt7D(Yo`*40(Eo0KZFXyJrj&qJS{n*UVJ8;0O6E3?mjG0>k2(%lqIC zNm@C8A_U|wuK4kVeE3t*0+Ba?IP_QQ%&}y1_$P?GL%#R>g|&JXEMh-+w*VOsfs^7A zdy!Gtyl7Vv=eCJ4eDDDA7f!}hg$F3osO?xq)eISk+=PbEwmdw`CqA)?3940ArTlr9 zoRFzDcE=;0juH-rj6GhK-rl?Rdy@|OVAH}J?&gL~^(?dzILjT8#N}-9@`~vc+tCwo*c6^s@6o5C)5?EjgXMytvSZfEM?+|x{B5EFh(Xfdd@=01w zecay7+yf@>g=2jmWc~Hk)q*qWz>gx~Obio4=A=Z70PMqCc+|#^m%m_bjl)*fc^4Is zT2<2Q0nRqIQb~}#0i3w*v(o?&t7lKSK} zk@+r#*OKNI@PA>bB@J_{moT{0CY~R1QYL(C-90j>%w)RvRBmi}u|A$Q{0XCSx6^tQ zj?owm+Wq&9Yb^;vPm^f7`69vx)X)ah?S|dyHtb%&+|o~bNy`6j$$$SRs5&~xO0Lp& z{P49f>O9g>V%;=n4k4?7F0(}B91 zYm_*Ogi(`eUM~NTzr1p~gX^<|uC1?2qHKN&W23jimKPKRFm^u~0lEtA`mL+hN;A7h8-EL{76C$ zc80e|+ff99zf>~l#};++JIV3P+Y4wD;)s67cYX9d!u6}iB1WTB)w?Yt=r5W8`%YgN z>07j#maa@M(Q1*g1onPFOdQ;t+5D-;a{Ct7YsB(gu3}HLIJHJG(XD5S@?eZO->zaqlxDscKc}ipq-DSO5 zj)HDU@x>>G3^kEw#Y98|qt)nPh2F0z5SQn`e2FkiglWa2U6I&5#?`c~rd0q_2HQ%plp*bThxZ$r#5GrhoYxt?&R}Db!gK zL2qtNzXYVD0>ar?m)ZO;D4|4-Py7E0?5W^mR-;^G&f?ek3P8U!J9K3%n@9>9GX%^z zr!x6c!3C$XC|u+)Ao=1dwjn-9kq9^^g?}vMC2Y*WI@;hXk3S-|6j(F`0`M%lWi+w1 zCv~2rq?88TgH>Sd>DC7CAV|nu~v6rW>n-g-Wzl znpTp=ncR-#Q|Vl(J{oz=JpfGyAlH*=t!xvM<&r!qnidz+-W8|nMNrG9fjGZpm$g?X zgP!IrJm)2!;g!*qskdhZM*iv z6X0GQBEnwT0t-sEbv+KOd+_KdEhj-@$y~(->wW`XEn}J&fe%Z}Ow25I(u7EAP@P<( zO!4a&FS%&lAU56}A@;R_tJk07OOz&G2&8gCi?AXc=GrQ|50^)hG!Ue#{EYjy)|5u3 zazp3YkIh(D?3UFWRs|N5VzACuNSOwxEWxOp8_184JH9SVep};8rPrj+oYz2Q?mJ0) zJvWUDmqzDJ*5w=qfNRhQ;5nYRbZ3s^)bz03=eHAePo6Oe`dSHzrdoBy>+AS>C$Ze= zNn^IIeF3sm%1xNU){7V!1ijZ?dcV^k((%YSoLwxKwCs1&POEU{$32DwEb2w`&a-s*&s9e;Zk@X zF9aCLKmW@OGWkIt9B5F#_$JeDpbrL3AG2(!*+Tjo!xo>lP_l*exyK)nEOw-ArHaq!wu z?6e1u?WC+Qwq!;qQ~V$mPcb@riV+JN7-z!jG!mYjowa3=$+(P<(F8sp2BHY%{oC=1 z?SB36dO5D`DetIhQ2mW{B2V~k(_&hPAGilRbL-7cPs(vCL>nr^$Rxh}s3hJq_n_m7n|2hjf;YdX@>|9cDF=C)_3ZqJ^lHH# zdT)xD#f0yhNTd05Nmdp!k4mfSDpL%Uu?#m&DllSLdVq8o&AXqub|kB-7fv|`Vr8Wf zWMX~j5K3roNsv#9G|)o^l{Gcr=@kK#Q}vq5>qYB;0zpPb*g0bmgmMhFJ);GZlb$~) z8kduBqh-TJZmT#=Y!RB$JE;;q*|zULj3fX8ctTXbD;K}1X9 z1e@!F{zo&YZ}87pqNRRtM;E|V@)x%^y6MT;P{0aCog8ii-bpg z+HLQ~`fFnYRF^Sy!@Ny7@jJgj9+*IEGRCK?A=q3)7&ii^09a^CXlzefb-IN-!U1oE zh!0`%Ft-HlAh*lsV^wI%$)2s^?Iou6C-TXgpRdsQLP%zOmc@G{uf`vI6F4c~)`~_< z^~&@A^t*&p5_V|)VOS7WE4{pO-?GJlJk|Gj#u_gn{-*{q)bU&^c3Ft#n$!3FM8ZRet^{Z(<_*#XO?|P<;IutO>JIM+@erT2sA0yjye_-A_N^GP z2Y%WP!0=$Y?qhORN|jjT_k+9)7;2OAOo;rPgQQs)&BKEPSsv)&>c*t2Q+l5po_u41 z>y@I`$3n;W8*nuPUi&^11=`1GbTO@S!8x_U*dJUhP zl40srOLD!VCx>E-qG-u7%>m$!{A9i=npM{H=8y~yXhNpU^5{Ug5>5Me!9HnZqX#>8TqKm~mrP&fEB z7`9gzKUX*sw{zue8!7^V{#hgy==%);x;=Hdb=ic!-D~+C;O4=>Bz^OCovF@^8{gsCY~QT$A^l>&Y49mU*AvDhGR$So7k4<1w$-I{IG-U zbPMjl>O!R5`5^~}O7CB^Ak+pj3wz+REKghBW`ulIy}SsLF|pHaqa66~N*`l5@pYBK zQm`oL>X2GaVWkP+z=l({d86Sx^Xi0U`hM@XUj=|tBE z7SaUP5?FaI8I3>WWKvhS4OFyza9=7Ud(ewekW%Qn3EYN zuBwujpwKLuBQf1@=d?<#c^}U?Q%gUPshuKp*%bk%L5S49<>R#`ydOF1fBFrH!~1BA zBch0nV=|c*n*|p9c1n6Npy>lk;gKArEKrEboCc48aPo#Qt%@K>(%aumMYq-x-TvJ1;#r}?ocl#> zQhxl;i*0i99ZRdGlG5niHg~FYk%b~Ddhhe0sVO0f-{AbLA(p|$m5CRqEQ(k_8-UT= z2oBb>YnGsBno=Gf9nJxoPDShLW@=#ags=8PH#+zz`T+^#Lt0ZfAv#Pn#L1;rE@T5Q znfgaHD1bI!=;V2yJ5t=K0dGR~^;sfzr=9ASGU}gX42w}uwEhbOQOenyVFSe$6lF>b zlI1SE;DNH#*NWXyyGC-a%{5I)#$Ii)FbbKw>>&<{Mdx0U-W{2G?5^HS2FNA+2@Ka?wCJFu@o<&_R1N|Jg%Zi{QV}vjIy#L7(fn*NAbf)(yVg`RHGxTcVysV z=L9_^kxUmCyn$xxY!HGO@o4CKpoT)dkBiwHn9o!?59wb|WNrx-|CQz{%fXa}J zi38DA42Gj_lOcJ_(Dh8?8Y{^ZMMx+*Z`Z}cbeRwT z%V~>ufhAR-H;OIkP;_kbtvy5H_>ZbWeyW~#e0s4G_QhFx73HLsC`f0J2`kPwgZDwm z&j#S_xoZDvUMlP8#vawxCJ*dcYdX&HGGc9MW&f$6=CWs9+w8^^2rn+Xe>`@TY=jz1 zc;&J6f*Eh(O_oB7A9C(($!V%ZWYX`RVH_ifU&#n_MQP!t-hTc%X)=&jQssA|+mrZh zO_KiAl<=&%OWcgR?%up0)VAU4ZtS_SL&M36Th~esecwIOR3?`_h`-{WBZ>Ekp|;0i zGFsi=Le^=Mz8ahH>-Dk6=B|r?Z^68Kj_@%Qucd|90zZO02jiu7iH`4PdPaEzC9)O- zFWZd&yZQrs+h;0CI~l6UAu)KkUs>|&n(G_dOh+^KW>l0e6lNp0xE zqPJ?B*-3C`62}5dW|tOF&?IY@MsD&ey!6onHmqBN$n`%S=RgXcIn!?vl##h^-v>~& zvB;r9qZ$*5p%S77Clrfi#7XOZYD*rp*^A1s!5tB7hw_rXRb8kY{~(wAf`N*mNsFMf zF(=RZCV^+OD0?n8ujnkj{&OaxbFcWl=Vo+P3`9&(?+|6aMVg>K-zUYJcTVA4}2i6 zyn%k@NoIWzZtU2+rEemp#SuP_so!`eKJwUEw+Zdm+kCo=qDtyPMki_RD z{y$J`W3r&Jsu)ELk35TDRcC)h(^^U9oQfRNkO8C%w)W*9MRg+hujVz)>#Q8gqEavB zJk}#CZnFrm%1OZY3HUA^IJ%x+2$BY(M~Ny-1k zLP28$3Ue{Id`^B<+?M`qP9mA#&vJU3^!v`0_-Acwiu8Tnqv=88y*Z-u!Wbh4FN5bI zqpI}yT-1Fp+!g66&j(j(u0CKdX+pk&xGLP1nF?s$;2`3-zs|{90*_CLh)Mp)CUVXb zq9Li6uAW^Gju(Wc{jK~=xN>ZAt}83S?9Q`Psrm};J07LCbj66mf%@X@l;x6^(zing zqRQW6^6_NRFGC3Ii=>EsG=T+Tb5m0S0A%2Ai?_TtHo6{mGZ{}2IH7#)91*Q7D4A^cS;+4S57x`__v zr#6;`19He+1@24k4kZ=>b763di){BT31D^&btHi8oF&X@s=B-pzHLXv>N*%M?eWKS z*bmj1`=$t^thzcHSW%AXNsYl~ySAq_R-QMn`b0m`b zizmrD!Bx>Et1nsAAJ404YMKn*cP5z7u`?p2)B|_1y2-^c_NIVhyZ#(p4yK9TO`^f>g13fhLjSQdc6pm6ECJ`sW?4;UnbIwCE<5@r85dyR?ptNua6-K9*ap??$*- zi-d1AnDMrFkl5sVcLeiN;5`x)ED?svJdad^=)$%l@IW}B6lne3CZ-h6yIsPPPf+9Y z8gU!rfv#CFc~DX0w?7{`FXbYE#x3l8^cTqsHol&k)gY>m0brx_VxA|4j_mt9dd~WI1&2xYKln@k_VMHDKCXaHMXA>zGI&WRuE&uzXyA@tZ z2t=v#%b1{$-7&|qsI9&Cd8;NziU+~)Ne)i8Ra4%R=4$I;O#GtQ*k2e6+S>;j-yqI= zINf}{OLn=Wtu7A!4goYP!+H?ix%`D-)8PH#G~GN`{hV)LQ^bAK!9~S-fC^?{*Q>U= zY%Y&=Mo_=^nD`SISc5$aSk6-dx{{*r59bDd(6EF5vmKjB@B&7klU*?sXr*tfoUTo+ zg`I}c^C00diEETP_486K_%b&0M?(2q+?fMp&4PH^51<=$c#Rj%+GaG%5N}H0@b_@X z_cPds7Ft|V7VU8A-cdOD6NvIHuCBty;pG40n6pyw>@`BXPE;$Nvs*JuXkZs%;s`U& z@wvq7cuSB2+V8necelDN)r^Vv4T5W6LcboL&4JaC4L+9}JqH(8A|~AIn5CagY8K^! z@WIb%qBw^=K!1DMyrMS}k>@fmNnjh4+S5m#m<%OZWWRAr!vb2!DCpU6cVd=MvFNy# z_bEb9nN+Zk6#S`=N$21B_5sRv9oBMrPEK7Q@qLRAxp>rg=cU_TkqO^+zmbU??WS2k z#=d`_`qS$kx~6Q(X=({&G8|~S0E5DFq^a|1mj1fQ!+d3vlkJk9>0*LH#okrL0r+HD z0V)dg{ZOj@V~+sk=m!AJti(0gDFSvO197F!ykLG3W{sXdC7b2U#!Kj>B@^Vy^eE?X zNlI9Jl7?~OJq3gGdVj8;md<~ExJPUIy_=_KnV~IcTUSf0=y-8#Io(wou;S@Nix;um zTW)Z!l2?4iF)(a3=oQ1k$>Fd@#`XZvUHK?0338{Mcm_8O7mZ-vT9Wd4V~L-|{Q=-W z@NfPa{M!>L;q4k2K93c*5weOb2K~ap(}GpR*e^gLE)gX?V%F>vuNSn3`W6Vm5tbGs zvd$<6or;wZmAGw~0tOd81({3f*Rq>+X}mV<9`zfYDZnKcVh4xp`{lh-2<}ZUGWi4z zyPMR>>h~aTAChwfnUdpU385)_aywHvKhq*%4-4>wKNQsQ`}^2*Rg@t7)r1h|5bNt6 zHIs_ONS|Rt0v6{N%~)^a7H#2u4}|;}{H5Y#jC76yoar8JD9a1vwK_jysnSoADH1yeb?i%a%1SDnU%5B z(sk5$X}tgKA^)=w=PkGcybZRWA+?cyInZo*KDLex3hA|;lRb^_CKI%-G27yimM=woHT)2tWF#{8w})CEw6&jI3j5vU3s z;Oym(AHif5;RitZmWDw|O4qr^~d4>UG|B0P>Sm%p#d^SfgrZsBKJwkW}ZM9mNWy{hrl zp0HNn@`eS%``1JU^bytN3ZphSZGoG1o^v2WpG1E{TFmojJ*g#3N@whpa9$Gq>G?Kj ztMF;{LG?{Qe4`|f#8v)NAxHi=$CZONdTN6Ve7%T|1SY}OYC~a52X<4_2C8S zHQ@_VJ$+qGP1x*Hz+N6VFAZu&wn-S{o`DYEGE?OoqoU8+g%V;afivE?n*s34?dRyT z0!&)$@8uJr(&rPnoata@Qi;D_|wjR9#tFh*l^`<12%Py|l6fXjd3#<|sZwai!Mb z>LCZCy<1Rj=HW0>)UOUdRVayz8|Ix7RB%Z#U~CvENC()FykzCP$Oj<(5SglAgog(@ z80syTz>HHVqPe5l4cr05~cf>+?;uUJu4UXoB?WQE3%L$*Y| zj3dmt=YWj(mR_1$f}toFZdGAj*3_0IYHBKeQ#K(;!Q+d6O%9g_iCc6j50(aqo!oKf zpk@&%vpi|Q#Ajz`r5}(U09F=ko#YQM0*OMF2p91*d}REHJDkbV^$cw*^ZjAvKPHk{whSV1Kt5_*ooK`~d59eiEr+d!h#^?l z{q4m4n;g?zhIN(5-|AN4YQSj8E_Q>?oy3){f#nJ_?z)?X*-e6lc5J(LCeZ=`bf0Z8ZiZg81 zWLPM&0fh@F;_&!bNz5667h@o~2$wS9a#$@$D`Qa&N{88ilifr?7YDvx+rOn zSO}tWQ!obq)_Pu?&vgpY*;cLnpn#(r6}7 zow3hc(1~#1=W%EVn{t~=Wk3Ubp+`b?gz zAaoMbXe=WmMT_C(;+l7VPv?OtAbjtz1dE#@sua3gzl4Do?gYSG7FKido_)yBXhF=7{Un4-=SeYeNpjH*y zw_-DwFGZt}O5oz@SZ9ckTrV##Pp78;O~3z5lX5FEnF;osJ&P&kxa^g_c6-8H>6|skib?}1VPc+6ns?%n=MdGALsH-k_?wbt#q<>43KrjVj+d8w58B zKSK?W(UU8!rW?L7+6w^E z`4lMqRlZ#Ideo%;KP;VK4-D9ZAZ6%Q>jqsPpy(~#^r-)4#Ei7EIY_PC^{3ehUrbC* zE$~Hk@)m8xZ@67sk}@O)4&9TxsvP5_VyY@|hcdS9g8x^ZDjt!)1U-hrtL&0ZH9Ynrt!$of&C#Jhf$(Ny$%!sZxD`wfWys4N?OA$kx!TZ z{J2B0ZR!gd&c^S=TwQ;aHJi#gU!h!>)H53jGE9>fY3%us&=N2SI@RL*e<$ag?(ddOGO zv=xDtzV?Ir;p0Pmc!;IsBSOr_0<8pwr}O>$aIOvCTR2#$&}bFY2d3o~EUQTZ;ikT< z)Y|o!3-H70G!pgK8aq>5#o*Fl^tiFCz^Ls@DYS&tvrq=B#}~jT-UVRmrK6|lmoQh3 z$BDaeWyAuVhO5@@r&f0IeratY6E;ySfX`t|#uAGGtoo^ESD27M=JvdvLtxB+q$vfK zWx8SGYyu93F>Ze9vw5-it6#+pyJ*MfGZ4`JaQWqMt~-d0e;w^3BN{K+Sm$Hk`mvu^ zKPx1C(bFlWIHybE_xfU6___od*3kcjM4Arp#0kJ!OqV7^)lHKTf(D-je3a2Z(b2?g z86j$jOAy}aP-B$;+|x(7=V)wTU`V`Cw>J>V< zkDw~Fj+}NDG3Ui^fvkesg~V+5A$sW>Qg4%?rs;kB(rmzO?}l)6<&WvEUA|3`X1q_-yY89s+N{; zy*R9vLX4K%Z?gDYc7*%C>~!i-5@NPQkPIhJ9KY1CMjtVxi4A-SG1i;SFPo-eGkj7% zH{|YR6}^7-wiLxHK}zyI0K~T;9$x2ij+^AJK6#J@HIYO$SUYN|7Q02}<##Ajy?ROZ*dt7W4IkK@ibtAt- z)XInF_YMZ9%=*pWLq&ncl$xd{{jIdXP~?D{bIqp9$AaF({>owi+-Z=D=hgGgPzwP| zqyV!J*C?>zuLc*f_;UL0ZQNE=%K-aMX;uieeOzQzq>05>S1e@PRBs^ZsDB9p)2}aI2vY+W-rdZy#Jllc*nxTkI6Nx5*gho?(FpJ-3C=@|-U1$==HRD6AsTLz zlnyb#o=(b3#Z@Nca-sy%BmTJyHoEiY=xCoSn-)J@Ni7gml=QPZZ5`*-V&p@bQa1k4 z?aaU|o)L^0`||kT#?xXH8Av+Mo57;!v_bOOt87I$HAP8Pp^gv@|EUaZpuC|&vYK8X zu>12yuH!M|laBo_WU^vzMIy9IK+DuW7GYKuUmO`>EY^1K1m^D>Ucy9U8vAL!&e`BD z1?XuifYgH36M&BPg4C3i4Z$%HDf6vkc{fD$7xvy6AyCR5Ztp}UmTJzbyPA`=Gquz7 zrkiC>aaS;E6crW<1jP|OCT*#`dbxl{~wSJ_3IT?sO$!^^#Q51Yn zI-1FyF`KfDd`Hn^cDi%glk$S(jY{G-@r3qJCNww!3FDG zOm>8G+kofnY0CZac*&!ER=r}&^L__LeG&Q?t=FDMnE6YY*$}{>r76rAO~`{TQscY$CM!uP zefX)swdI15?Qw*c)`Ke!q%v%1)+nJ%(H&+;pzl%;llHKlHM2G=B`m-Z{urTz?0ZP- z(N5pBgh{-?XjO_NqvALbhT>=jHg^>jO=8fv70Zm4tY>@yj5_0Yi7R4w?Tr?HuIKP)4|=Z&BjQb;EmrH`U#@yAJ7aMaDZY;a2pBh`5W6Unc`ZsP zH;)b0qSS<$p)g_#7=$auRT>=iP|e5tXnE=(#3E#(kpi!nAt;)hRbHZhV8Iu10x81$17Yuh}&?WC%zBr@L)FQc*UB z5Qy0BOblUBtj?7CmvlJshw5YtlmyE7ye6wLm2c2>@iRKSx-e@!xOl)!FaK+GZIItT57>HH?@56sKPnTtnDtjTk^Y| z9YD^H$fsJIqXx(+T0{g?2=v1J45dDLbCV*T8v7RGi*zpkbln%kPy_}+^u&kN7MB91DQf^t<*-R@gkaj5*a?9M70i=?Xsa#tv`)tBF z%=-FG6fiUqyb^uI>x46f-|7bll{C3d2}Zge>42Z4mX=To6lAs>DQW7ps<$ZUcjV** znl2dYdF$tlIS_o>g|KPe^!|F0-^&_G*wj;?ppyvxL1<-nG3(a`Imt>nigVuw{o4`& zR2lRJmi5*So&^NjXYK(j-kgTMkBBpeG#M97Xb2J!{O|bn;fFhegQ8pp4l^!hUr4M3 zUt*KCM^*gu7#GlH1DK5*6vE}Mk)B^|H!OBO5~0&*U&Q;Fl`M;YvvnwuyL9GO?eW7xB?eW;x5ymO3+s2@;)Vuvrpwa_ z`tWTV{kYn5&M|fkMW+2#kL4;Yx*qW`$SMhy5>?^v;F*ahzqeGycjU+xmsUK6TYq&~ z>6G-r#&=(o{Pm@5x%?HJe7(sct9L&M^n@pBI}2jt zMrR&CVBM@w;TrQXicSb0aeU{ojkPC^p6Q#ZrJh3Ie2Wm7PheUw2y{h{rZ4V_kvEYW$AUUq~t9gM!OxwJ=`2~%ZLKXkm=W_tX<%TMC zp2s{l+R;a`JQI=4A<&^8ma*RC=RQFErJR~^DfYjPS;#H#?zY?Qz^!i!^x!unWKPd@ zdnv!~sjMkMlua9%$x8CnF+VL%Evc;ONa%igL+}Jl^=N^3vy_vdvXg`{9oRlcyt>|4 zVh+|D4C^>~DK9o)H#Rq_Y)p%bxc95-ibMj{NVy-3*>W?j7^`qfC*!vPCsHkLxRmQX zxv5_7#Xp$x&Q5WE(~klE_x9r)sSUf|NJjLY{=ax56Tq-%>lytp>PFQmpeW&32UD(f zJGz&`O5u@$rD;tgNxI~7z%{temYfc-W$?XUu$fF^B|GNlSWGtNaUmWoEr(GzLY+<& zYohLtdr%Wc3VdPwSW~Tgo!L(J8s=fo^O$EoeU?Yp#&n_M;8rhQW3*|K^DyJn0cqR6I3%>{IE=rEdEMeG$IT+4(xOxh z-7;-1l1>IgST3Zk)m_oD@R1f0LtpNuf7mP2NY($cLspB({~7ayWL#96svl92-P zj|)5LsDVqJ10v^|WkPNbAAWGyXC^Y3?@tTJ2Nvo?1^5>yXs_5lY zK%Ff1XeLvUCfl1|;IrS^NpYhw`yX&#$x+FG9Ct2}n(?3cJ1v^l7eM3zkIuC#jte9Bf5Bgvev2t*%EI7$3-Y)}C^sdLv z$S*i*tbZ{B_&t@fQBUEO!YC|#T(K_N-XCYB-`^^0m3ss?6bHUYHWK2(xT*_miO2Ha zlYZMYCC_#o#*_W(hNYgP{1Xj=C-OFECIR^{r2kK&O+;eh*{1&{KAtdtII%YT_C(lm+Ugz2V)2o zB4ym7A4t;BV;-ubq)S~=+x-&pUDGgFJ`qh+Ke_yrVrlu`hP%)`M0x@+N)UZd$3G(| ztEh+o!W@lqEUz^AB-=n|6HD_0Ydi@6{`q>68PKbO(hO^1Z0@dlKIcKyolKKzz3uhJ z!<10!vOJ(SE|sg&q*Yu2zxTz&NqMD!CKY!i*bg^`c5drsd0+#@TvE%%>w2b!-v+r$ zQ8Y0ULnJ34x2BfAUC+jxAIpEZsCxQz5ED8Wh)Qnj!I-$#k_zx3R3)E=LqdkPJx9jA z2+Dpf_Hl^jSXOc_<68jMo7+;({Q~;@93BnFTfA&kJ6&vEX|FprcT*PGt}DusyF0}= zYC4i^`^aJ6A~CUPwNj9%??cw{$7g1ib`jED4t3N`|Hsl zE5+P*_sD-YPrSofIf(@}|ju)Gl8HSjx6maw{>b4Xsgbjg4PNJxrY71to*AVEMXvo-1yvpRZi zFC^P45(t+*)w@4cltELfYv{ndV<$+-%JjeAQ{qrS>Ru6WQ{e1%MvXHa=O><&^i`t< zj^n-@2ic7W7tB^x)yVDs#N7S2YHWN3^Yotc!lI>E4e))1q_#72d}YS2*W9N3Z*QhV z=qVV2c3kr<;2Np9SDn=D?2x(4N>DS<@ML<7iS0{D^lp@)S;wnCiPt7pKo=QbrQ&B7oX z|Lgq;8=~?#l08Nt5sbLBnO$rpmCl2%5>cGoSR&En)^z*3206v$H9J(Kc+8Y?%g(ua zr!^-G2W}xRccEGIuO!a(<22i*abTh`u6TPjMK&xQF$jNuG7~wv)VQa%mvOe*$-oFw zqD{wZPC4xX8|wEZHY_L%m&gaWr~@f<#e%36U1lCvYUh+rrJc3*FZI!p>&MH-JzS${ zfcYi1)yaCn#rCUxdfVE{uBNRCDIj4;l&jx;Kpl4PYmknTAe!h{uJ0*;1Mua_ahv?A zp{qNPPu9t4&Bysi_|bm#zQDk8GFNQp1K#FK40Ewn?$7K`;)>{wx_4HI#tMY4%rGtp?BVH*AH=&r?`%kD4 zU<-0|r)>l+Q(E2{w%7eYP={S%(P94=&YtkTKh!CW#pJKLU-#?%>SZd`@k@OCeb~HP z^Ax;n!&jt-x#CH_i_RNhFpX~BgYr^kp`Tgj3UzloOp(x2W+msNxiEEHRa@{h;E{$? zhhl$b3>(mPSQt~071rFmm!?mN*Q=W|=#axFEV)tb_!)~Xf><)a!ev}!LlYZEgnqdr zmuBX`Y*71)e=4_@=s1vCO=K7^`d<919X+8LoeoP?0(ysd#2&jz_+ZK$F5l+w-be4( zKF>K`fW{o{c<4=tFzT;a%U=#eTIka1UpU5ok9+B)i9I8E$2n&Cb34j{O8-f`dPZKI znD?I@-v{*s=?|lO6ldjrDwvZ#!4vpF zD=Tg04`~z_k;Zy=1 z)8sLmXGlWFsn%FES3ZaF2GS;{Zpx4caQR%rEY^Q$t8bq^oXW(0Bx~ge`TPzfW_YyF zIF#ir9g4FPl_Pqr(j)nTmz%E-it43XUXhzi!`He9a_;VpGw}lFGXI(8$NrHyKZh3L z_yd!F{6=WQK4;okrCC^gYw2()S~VB`*|~zlAg*rt7mH!af+YbyqvWq}@v79iP4J5t z=?h}~@ngnYGr2dzw?Y0AT#Fdt{r#e;&$DB-#;c|=Oq%#-(!duZu8@sLlE2LuWZ1og zwTBqW$l|~gFb57;=SL+!py#V`I=bUA8ZzI0`FcZJd}=7c`-PVm6gu@HF z8yU9xM(kEfWph!(bz%Vj?ShfRtT9qaFW{xa*YMPfK^I#0(qc}FNomM#iii;X4<8aU z+V)rMj=Fu%wI+oX&WL~5^U*!V5XET(0BIz?E+QPHwJ6xM#xGCh&uNbk&#JpRQn+i~ zcPJL~P+?gV0|G)q09=~q&zw$dx5bW1E|2W8yu-Ux;fZiJ5jU@+uWUBRBAFokM(a>_ z{&ZV4`?5dZ1M0eVb#Et7jgRNAegR~u3~~6O&5=)`Oo=D(n=CgeKN{&t@5gF?snBLa zbNZ;71S8Xa9>ANQ8<3=G+?HdQeR;ewu~Yj)%1tzy6_nE?$#2~o0(&_@lkE&;=r+N1 z$p8cn!hgNz;*2BcSQv`3jhFCd@^gBGt){+9ezGv*`RmOwm)}r3ARlw~Q`S-@@d>aT zXrK_2s+E=iZ4!+UjWc;{8l~T3Q`<~IsCFuw`3u%f3tH;NfAT7-+?Tc@3oc|l8sLPr zJ=reEadq#1hvielN+E9vDP`<1x?**v>E`U(*aE0UqyKo*P3SZ-v&y)Jery0qny&H9 z=VS*To>rgq1**#v8=e>aRWqws}l~#RLv1MHx*T@?)PVTdn&?jzHPo_Z6yQV+p61Y!*C}K8M z+fXu+*r$Btx2S7UkMVL_gpQI24Wb-;xK`YeY>K@DuLq7THHX3r~oYj*7Q^5rKVjdwdjWf8 z(tw8~D9SFmxHxFEOHN$lB9CR zmT=VV-Pnzk-=3C_?f04iE0PAY%=8CsL%@wV;0|CH-PY?j+slw^i!GCb{jf0yir9YV z7pL$m?I$w%z5Labf?|oHn)WP-A8RRZzVGozSJTKLRmLIxAY>QN*Wj~f0SbzMA(?fT zX6Mra?Hv!+`#%-8K3BzOwc^S$Aey+exyDBN;|8`jjQ5Hrif>^&VL-4H8jo0q2Deqk z8D~GGi;a|x8I)dHGRUeJP-l?iA{zW+MT4NphV~-dp{Tn)GpUmx<<}R>CTqzIMXhE@ zAnL&>MD8^X#^8RpK+IYtVL=-T@ff>+2FVSEcUxxn@tKT{jldGdHV&H;%E@xCW5Vob zsj$Kz&H+{n@sY9|8;7@$!@!lYK@6_A|^5kKYXyTmA+R zjH1Pr+OyGX)e=DiPBV>6zs4w6|8&4@s^ zqH?-YLF%kDlQTAcfqK=dVrrK`{q6C<=;`jiQ1THli_PQ(zR1pahlPxjsjGsmu;62) z#}U{I88=^^;^h{=sKzw*dfboYv3l-F5&qPOK3r-l)*j?ZP?hN zB-;YJEw>v!dpPkl`Ulc;b9`*5`!mGN3=>pwKB*v>_FDEiP5c@erVySfuSa!g<7#tf({RD&e8W&Oxxfq?2p#9>--{t?dkp_ zqo#(09pgm|U7*L^*?Xs+Txi6zX^pTDzpek;v#9L;IH z2CurTMi{ki4HAMv+E2QDkNOjY^G7S`g>g7N5<7OR?%}Otel!;&v$RL)QhRSs_S)@^ zG0yD{IE4_NHX3Pg)kVRJg5FT9(6t^QQ=01uHFv-2k+QQp(P_XEZESNp2-(^JKEDUODf_Wk z<^ZBLv{uxQmK7uvy>M9Ay473ibx59;q59_;8JM1yuSlSW|D4>#Q#7j5zC)Y&uRXjE z98U^&q$f2$<4rO2lOq!F#H>#OM1+$=rOo-l_{)K9H^_rJKW| z1aU2Upv0lEGkK+vjVY3^R1e!pJT`L}! zA+uLhMAiB6p2ZypUN1V0hOgE9eiE%A7&@h?2q!5$jc+U|jmS##c8>0i|Jkfi)NcW$vQwIQdvHpk(m zp+MCu-)|J^`|a{U25@3_`Ls&DAJ+n?0CPhR2H0NWLz&#H6(uXb;6DC$sIi8J&3FVR z(+hohEr+CBEkZ$vH&pQym}a)Njs=B~S!ROp{9{<;I#w|jIrn9KINDFb?aTXFvq}Qz z)w|wSvq{p#N}8zvXvQ9aqk&@MyFXm7r!Lcf?T{Yd?Ou3d6lX>0Vq*JyIvP}%%jcJ< zK*=4|cuiwAPSa=te5?dMTK&MD#d;=i__wy3{ppKeZ%9(NnH*N_n^*}*GHPjY;p2r+ zficXfi;SNqOYN4D6dZf|tos{I+H8JvFTip8W$%+K0>3e+NJX8E-0GS~Q4YyZ2To|Y z5KDv-3o_dK{vJ-Ur$Fi4)k&OOB?q~;ekpPRkX#rHeT-a*T$JJSS-xxD+%?k7Y++^0 zji>0NN$;|uAW;Z%nwa$;*N;#oM2LB49jyBw1dkcwQxKU%H@)ERb5evPhkSNsT5au8 zasGHXyiB@S8-KV)y5`MIcrMY~pJZ!NavvVYs%_ z2N{{fuUfhD=h9=qiAvpaeb*zf$?Li=kZ0+D8Iq)M@i0gU zv*g*r{ipBLk!mmIe&f(`^@!IaS3&&a4F|?hxM52o5wT7Tbkjq~c7jL{1{eREjg2^3 zY8L4bHw}lvT09&B2)q>uf(0_|2EPkv|v96bck56=X@0oWde`uHiJg#Q_~ zh5^&~U(!IlkwZ!1_oUMd_clH_(Y|eE=!XzB=`DdLUBf?1cXcX3Hp5+d7~GXJoxK?6 z8@(v}GqgbFC7GdMbr~z#wHMY`r>MV#(z@vi#jpJUo2$ql0#E52@6uAlRztx!9NpC1 zG@a{vu81yt3HpGupPbZV?K;7wT?F0ray_PzxtfxdUUZ_9&oRcrSlnJI=d)c=#wvpj zFFtRwQrd$3+lhb()?t>Kx0|3{EslB#Eec#Ut60-qEQ`27%eeMp=-afvxzQ6X;;|Avv$2n zS5XFHgeFSS2Q7o#3wTr)1*vB2kU?TKhzN_atkaK@>oj;@v@mGLvm&8m zYk?`}azaJw)iuUZRFDfjGu4N3H?Qxl91dNto=EoB?WS$sl1(T0qZd_HlM{PnW!JB( ztb|A#MjT%~@EFOu7S!(%WKjp}fc~!)tLpe?Xt&v7*`;xJAnGZ{ogaUGwriRNQ268p)z^+DH;W@0JBB1KLZfrC;@hZTb$_jRQc4(pE(@pBHE3I$YiiDSAUEGLnjpet-GNQ>Z*NPPl<#@xByVQr%!wq=~IiVZy<2tPzp|J z<`>_)CP&(rA2^`82Kb)pdAb21+52>Z6q$uTzM`Xm+OBYJl6T^@1D@;~r*_L|3QgOF z-wBg_HuswGXa47L4uDEd5-^_>x~=%~XCt7$6x*TY%+tNkW$0faVKSYzke(Nd*R$*N z?SyMm*P6)t+vkJIh5i_Sh>!NZT!JFvX$A>4;)|4x(pa$(N@9&%H0@E^bF zSh4u`_BH#iBnQnzrhqosGWX^E(QoT3#J@{L&s%!aXUoy(ZsL`!B0Zbxx|(CEKtWN@ z7LBm%?vGJ|5&%eibCmAVJtCsm3-RkXY{kNwLRzQ%#L?4v9ob3T(e9IFFB&kvi5+u88<+~1cGq?;7wum0wX(g2$j0{thiHnNB9BEhH5EA#-pC6Zd-mt*gWIN# z#qH-zW4bn-g62DE(~lqMT20!YFO@H)P!wkDVX{<|9MQNc(2!A=qfdfJP(lQ#zlaTA z%Y#Niu=IcJs4ahsX{@^|z(fR%sFz-9*D>;vD-jTag2ep&iTNQ_Z~sIT@9@P)oQa3T z5|A2|H4AFXhZ;2uC&j=mAxWaZ)ldiv@<{w?-|2#wbTpEF9N<{0+W z9C;(JuaRl9v!K5<Ol7h zRW(cRD$2FdUs&d{v5DKv;w5C1zOtr9L;nK@e4EUiG3$7IZZEOul+80pe9rx8m;DJ3 zA`_-OU%wX$^WhjfrzsJ~O-%AB5UxKF10}J6YxuMCP?*?yIPRC>$Aezt_xJ`oJG(OL z;!xF}ph=0ZF+*U>Lu)&2eZr;|4`U1M&*~ISl|NK-HrChS2-*Q6QB!R+zTG_B5k0TF zJ_c-tu51xq|CYgBi_y^NTLQ22OteI-Yk5hI`#oe#X{ zvJ=cAYy7e8!+5*OZe8srMe^igV#M0LW4p4i7o5F-Q5i_2H!5f`6G9W zsvAMZrt2rT_0?q-96o%K3k4-u(asqGqr)Ta z?)0b1qzCGqMq;|MG_eN`x-BM=-`#>Xj*mB*rj}+Xmd))j=J;^_YAZA;CR&8Gm?jm_ z|314t<(Qh**!u^yh4F#bh+jJA`9@jfbNgwo??nl)^}}Z|va7C#!wVuHAe5mpaFcn& zfcwGLGcj>;I8*efBaALe)AcPYnAy7aI};+pt7R4On@Pf7&w~lrm7XCRvIMB1dM7FT z&9wnqi{!(qbPpLNDyUKW|JMSU_l(}yA8*L%xSsH4g@G@X7(zN=cw?%67-L7{vVR&u zai=#`HTW@43LO;gylk#!;f5s?nlX%GUz3S&GX+R|<5}j=o5$vt@y2)W?DD;o`^;&u zhIP#6tEKWL;(R?`8frny^JPLV+|j|bdG;HWYu?MI583Pg0R5;DOR=R5HDkmZa8a&X zV)4&35-ZFSmKbWwh=b-s33G)Ue*IJmbN|Y=lSYCtLM21v&@e*X3CcO(W($m`q%`G@ zn^4q&37E$mQc*YK$ZY>P)UqEftgTwPmjCD5e!R5qv^g+Q3Qwz6nV~p4- z(&05!(<{U`FAyy>3l7WhQTl?G7nz}K<}VaSBt&q(ik+CwI%qR3ku)q2oYq4z^QQ|Q zr}%y9O5Wx(VrUqPu27L9QP+^uvkMwuXS&D^B?=#f49fr!?)dD{zKTl{+9%(LJ-x9n}USHe1q`SvVAe7;tqu z*PdqhX%q5ASq}X7XDUD_t;ekv%kzI~Qx#?Y89m0GuhK-sY6%~t#PH#fYHS!9K21MM z-yo%cQW}~rtV+3gAWeT}b|-x{j@c6C!UZjsmmoSs)4WCKpK(4)$R=nE;cw!wT6}ft z%F623aF%I53yYHRawxsimk@(%_|GWhplwDR1aiDDItCJ-7p@**VN-A?3ko|0Jq$3) zCp4fyLqr~&(CpLENS~UZgM?g)_SyTL(j2lJ5dx))RC&M9QNh>Eu-Qcyr>IOFVmN@z z>SXD@iWuScUX_+EBR%rQW$R>{rzdhDH)?G;C(`L{!GOp`iLdrWZxp@amO4KkY@=V% zac)Y^3~`9UqOq~C;DS)kLbxpOGdvXtCBL{Y-_WF^h6d?0gZUF|3I~>@Kqz*$4h5Cp zZ7a37`HemW98Bg&-{5M5*ftl`q_n58`>Jj_XFoEa1xXSZKTSm5nA7B2wUEeA&F-4-pijxY9e0q+OOYb(dPlf z(dbnskePW*cur6nuAS->o4E|)k6*n{5-?=wl&x_3;>$EcQ|+Yj_ZD%Ail@@k`=Pcw z?6Z0Whn+j^*o#;pg0$j)_0xh_0Hvzi(s@tK?E&epx!cU2I2_|hoR;%4wsBI!POG31 zzt=M__upHQ;)UaA59NM3uyBreqTz0wwpy-P2dNRD4FjK%689&3E0E1O2Ds5$pj|{jwuT0d zw2$)Dujt}FP2V#@PykaghsJ9*@t0z!@+fB!uTO~Bsv}&21uI*#gdW?-z@ctfhjaeF z%}S+Xc3U;*oi4D6IU`~gc7VLN$1dez^A8CK_;17Z?Re*>sP&`zoOvmRJ~?i*;q6ij z`u_4@^W3B^eiF_z5&!(ixvsT3FTczPoPtxj2@4j@QjSE265q>e1*NzYpVyt0L32L> zv3W7!KynoLu5wv(Fz52T|LPcZQniN;;?q8kKkKAoYKcl|4;J;DMf7>Z)!6Y3n^^OR zhyI|kvW{8YLOlR&*)qO+lO4e5e!SQJE@0*8q$ulM{6$}14=2j_qoxMR5k#>_ZoniW zf#8f8DRuTp-H04eLwKeo94H4xLk0z?lBTXz@KISM5ne_&6e%$ff zajKm;ZaHXE#njHW6;2rR*Ll0{^V_+ ze-n5~Q`1lpd4Fn%h_?o{CyKSU1T1eHoR3L?!)tqQFAN`Zh?ymi*%QqFrdQ4{aEZK0;%A4~e6N_0C0K7vMn zZ|ZE>H@ZcH2KD*_xf5f5Xnc`0VjNgQ!}xJ?w>3)ArV!EQwtR*;Dp-cnR)N(r)p+^| zWag2Te;-c^!gxOY`RllPvbaQpMq5V*WRn@D)&6x;pgp~rhhhI_gj#r9@GeC>iC@9g@^)OA}5j@rpbh%s6HdUIm71B7) zc)!MUkRic3_gdPeR6e65qRq0279`+y>X!TJJ2(^YF3t>Ju(v^uS zztwb{lgp2tlq=f<``&lNS3}!KW{}u!Jn^joJy?`W?UTPiS=6Ys#IjmdWr7SPlvLKu zhyF1DkyUVKJHd|08!<;<_oIzf*xrlal2?r*PzOb7_Wr!ws_F6tPwVhWU5(%NWLo>8 zeGU3;Q+%0ffi68gz27tTrYC?hU+An{?CLv`U%g-`waTxwrUxZ7*`;979Qh$I0#)Vc zq6`RU*&L0&jTqz%m1SG*WGsT<{CBC|tnNtS2b-qy72bz%H{xx z9FcLfN^II2bvhpVU%x(TRP1I>s-#5ySGBtX&I*%*<-NDS!)#=e-}1UoJ_KxOVu?4O z<47nAPhyR2KX!&`PY=c`QGLyIQ&-g0`)0qQ9;^v0+J*iaB}1^XWQuUC$CFW(dEBy< z3TuO)3bWXZXL~{&-)Enb4aOBXSIz%}{Lytxx3+MY(mSH#)h!XqeEA)Z`xVFLW0JyU zSt@G~Kn`*dCw0riU&i!5o&HV!Og1B}p{Prdywnb=WX_bNn)Sc8AEidthj^yp6f;YB zz6fmANKDbn8?jKg# zKs{o7RgmOgTm+w2*zQ%FGi#bLD|JUlG@$39eN~7a#AY0;3na5PKrwW%@Kj^HHcVK= z7{0E2(dqdRVDLwZ4_c%fM*k}-EEIPof)gaWj2L(^8;mawe0xie7dp50+0Q%xitJlD z`3|dv@(nQZEW1tq+z8M;#U|`~Hau(VAI1E7njM6v%q06hUw$vP`KB>e_YBAKv1y-i zmswK^pOrk*CEzzs$>%p?&|W%iptaSAUOpI-DQp%|c|eT{34XzBuoCBUwhN_Bud)D+ zgevgEBNLJa>Mg-3mk53S+!*AW*e*t67H+cP4-24FgnvYtl^veOZsvA=pmX_IO5a_7 zl}nKGD0_ylg48Earov{%{%E~71%`Qk9L*7J_`PaeoZ|e_e7+0P6R%iQEz)XXNTK*c zoOj0#9Yrk`+E81t2k_KN*m&0bVE7_=K;jJAgcD^&YxX<=L5=h;TCSrXNWHx36LoJum~WtOaO0izoA*D)W*JRv5=-@-h39 zKsqMe-UVW`;6?8D^mzU!+V8hVRvH>8Fj=1Dyx_C^_R@&a(TM3!@T6i>zaCKVzI^-E z$BYm?)>&O0JE>xig-xxHzo4Zb_uss6ksYR$nni?E?4H;9Pp8I;xK0j@Xq;J?XXUI1 zr1=Lia%V@&{x)ccQrt}TPsO1R$4k(a$QGIMRcronrQElH)pGG*pq08s$^TSN0fJlc zXc0OrLf^2M1_vP=K97iJN|>q+Kyd<(EdBDD+@q6kJ>g79@SqFa|{24qSUe2$@V9%+%R zjiK^=EuX7_^tz4OJBA7Rk7%Lh+PM-;dP3n z3(xt|vgQSwiqS0IIlre$>F$krUka2VAHfC0PL8fgv*OTy9~xh>4Q%b4ii#5W-~ezp z%99y=yY)D&YCo=k+B3g?u<4+RhXa?P+ZmTe@yi8J0G}Y{Jt=_~+E!i3T1YeXlxl8g$hqzeFYNKUT* zJzpu5=ElFnLdKslV{lZTaXq7jt2vhgtz9oR=~CfxX4%yEm+At0l5SktQU&EZv1H^j z>2>ncL%_3ZvHt5jhDqXz8v>J`>6iv^6xv0fKD?oTX|dxc_O z>Ef#_YTKQb_xuu)x%+ExQ<}Wkl20X*NUeIikNU{y|+GO7qbL7-ZmB2US00brU@d$?>JNX0b%`)=-M9FLe zV8x@iN1M=Bku@8NgYFR>I+>OCE-h$;KtU<0FrERo?t!%A!e2m>)|oqoTOWD*4;MQm@KsXXpVASV3rxjx%Ab&J|sT3anO>tmGXd+L8s z@kL>_n4xff@2y6JFMd}oCET#{kRPXQkM18XzQOK8-j|WGC3mTJ4@$9*>2!&m9_Ae- z>LKT-rA%g7<2+kfB*RbBvvqQUmKg-^Ba-2h&+y%w7D{hZGGSm&*A;xWdAdEy=3#ug zpu1t$u^oa;_Wn;)AP}j5$d(uae$-(c;hYBhLYH;)BP1bWg@(T#?KVdC#s3JGTIy18GyUCeTtLlbbEy45h&VhimJ_=P^X1pr8k zaE*KrAF+gY(}(M2^kDcZAbsrg!&4MW9*RuX!?PtrkQFwB1hp6pEmQihs2MH@>{K8Y zzyAgkiQ;Q-uYWc)xQnw{>`?GvD6=XnZ4)mDom!)zdIj6}7EeGpN0i{-r) zNK!=i_Z|=OtfFy(oUb)9rHkro=ukVLi%sTJQ1F?B$g<99UYWED#i0Z9^_0^=~I31aL#) zCXOSP^AmH~;#}%B0HhvaCI}Y zdJ^>^+a|exPwJuN0Oq7D*qq_%VnPwk{Bxqb9E|-{@hR4mqPiznL>m5KYl#){N)NM% zk_cb?PxBvN(wBM7H+&ZDvBd8`PwNxBdyW6~XHw08WdN7U>j=`S=SEBx10O(~4_{>) zund=1INDorEb2~SkXa-Mew$bZvglAFuEG)ixEK@zlrgoG-}h;yQXVn&dZDcUzf zle99aJEG=}OKdiZ)eYHu%^}M$MF*yd6l}Cl>(+?bf0CC#l<|Y{#4#BYbta!R$^43; z7*NVyIt|E)AJTE4L0|Um&a4%djeck@g06HECTCK zGzG#ud>r`Cuz0N9&*uU`c!K3a#ot}R09=3sRpm`a<#c&`;_h6WR8?rj26F0^_AJ{F zi9Ac^rQnZ_bADzWxPRzyy`6081y4#sXPlftK;Z6*al~ClDq<#YeUmaeIj2-;dO!Zt z2U>i8NX{Wg7i`_(5v32{!XOaKQ+$fOU-I|z*&d;>3ICuaTJ|wck_|z;yB$9msdj=u zq(j>IV5|q%BK^cwfAcwiy*SqHm=z3Cuvx}INFTBC zHlXyUM*ut36m)Ze_gb(&BCkgZc3_<+m8iI3VPo_edDw-r@D;fFl1x1=Q&oxYX>jgw5V5(+^|04gmcUY?V;SSEOR#a!3Hq5Pm5fhYN|d!#v{`yu zjO|C`Dmqo+2G=(z*cYEz=Jrjfd&J8jxJ24d+h1LP*=i$J*WDr^;&Cw#^jx37%yCyP zoYJ@RyTTHg6p@D^6vg&HW#2w$K=FyU+ten7pbWgM=`sPd#;_lVKtvM zJ#yA$eevkNKd#ET-pYW6P&Q{MJ=bHUgeHqWr^$kHOhs4z0qxJ&A6d=WmYeho4J}V} z_L++Ear)oB_&;ho`Fk%vv|r>AC4gL&mlIgq=7@7Vol33p0tTD5ZqKwRucDXI;b>QX zqBEx9LuS9$bi?Y76mNEd5hEFYtzF;txlR3Z{vvC9((sNW(dVnc)0QTSP$t>p$xPLZ z^TZLWuEvX2@$8nQ)>?}*l9{45B|mjT^D!;mef&hv_$YS3RB)!EnHu0S6yyayX0E?) zLLX1K?_x^NnnaT9FXptI>8>;CBaVvdRivgic6Ru1q77slm4>E2-?f)z`yu7HZ_5h# zqupG$@QiFs(n^5QOAT9 zA*n!e`i_+jP)~~X&q$4y;D|WLk_Mlf|3qd%jAH~ZOm!DQjEdM@POj{|WV(zHEz&`R zBI$%aYEBtx>mG4`f1!o>#p{UhJEn;VoEWL2Ic1R&qm)=6No$*okQpA<1CH!wLoA{B z9;|q~zQGlR`T0S(@;8D4fd_F1pRRP(bR@#5240BA(a{he*jBAn1C)d*Q#-GvqUc-{ zA`ezEcif&ENvPptu>%BeoMA`XcJ4cX<8dlr_LBP?Au~ELw$tEpVANkg^kD~I9Edpa zKtkFEE>t3fqYS#Snzs1aiEuB!x8t=Grjbo$)zsCobEThs?HOw7$h)prs-hHeQd6ea zMjzdm!0>ARnq1);x!~B;kY0@PB!KKi{-&d)CWVTsh@5%IgaV)VD`Z=|{d|z{u#}-T zbTmxm8I+IFiYB=#aG9o2#4p<&ET)3cxU+XTUh!;e1a|QoOFf$z_ zip)nG`yqqA=Ed^}{mItWMz37&Gf28l4{`MDlw-0qvP=*vllk*ZghP-Ry-J~uWgokS zzJ6pzPGX9Tf4G@1kr5ma{z(&wDWb-4+KyW%ON0y?A0`N3p$G%nr(g4rYwX`##Gglk z#;O35o+T~oGVmghOg9R^UzneFjV1i$VfqfH-2G;qud=~2%ItKr^zuR$5vkU8@t}Wh|xiw3_TT@{xJtN2#>A=UpX?5 zmVqUdDKl1&SLwS)+y!VvA%{H^P2|NHZUlrtTjHK7T6`s}p>719INnCz?F-m$T&uqi zN!96=Pf$uEAg5b;V;*_=8s_%$YFi2~=g9;nQf)bOTIAbAwi6z9Fj5I9uOpy~Pd7mRU1iNcPxAQ4rz=kF2!A zwjFY%ew<5_^|iLfIVFMF37!oFfJsMoUWE;`mYo`Fp~_$G4)Qc=K=i^`K;*N+7cbzF zoeAT2i8L|~|REU0O{OxFN`s&Nqf%n4@ z-A6Bm|+oaVoPC13L75!); zwhWt$c|pOOIlxbjm$I6jU;Di`dY2HtnWCg2m{5=x@Rr%U z5#UP&zGej8v_A9eD^kSuXjq4rGb)f;?Np)fJ{H9CB%9EbC1ZalI^4-|kRr<^f{h&8 zj;J+B;*c(#N#cxb=^C2MmvHj}D|Wxe!!>E^>hfi?*dx403Fx9M@;U&`zOY{cE91dJ z@yW5C1G~^cgtvgGY}&52vlKpsJBYAd$wQdQ*2ykZVos^!^tb1?dxqcnh7`eK@(}aI zI4kl>X?L%uj>G-di|*%K;0A|Fmg(YNS^MBKO-BrW3u(H$yKOdI)B(Dq27HDX`{pzzv_IVYDWF? zol%!l_9p)|RN3Uu=gTgK)yuqZDBnW$$a@clb@gk}wv!T$^tPeteb-n&f3KDdB(W*s zW?+$oFqc`mi8ojwH?kHGqO4TZ8-HTyBA3o!=hg5DmJ~`FP*fa5l`S^jGR16M5WHKB z5yhYBBHr>z!JsXAB~bp>(c6m3vxad!g)aCYiu+GNGk4qqGLW`5l;I$8OicqZQ1avu zPCEiybWU-DcEVH253wH~x(Vb>w&bRu&s&v_MKeiS+T2C&8^+#xn;q=`f-T$$So355 z)To1}hlMSDF>)_}KZB62CR<_HfGmpn-ukjX;r;LkF(MLx8;9@0+nny6amr2BP^0$G zj~y?@HK?VB9_X5)_jS?r`X##@tr0}y_zwK57B^oqdaxFxMh&>v`xK=&$kSOSj}Uc8 z7)=l$F!n`$lZakPo3Z#I3I)RM{C6&Z;w@G!k*|cB7y@U^$<3uI>q7U}`|n-jO-;vi z2rM!}EOuJjcQ9jr79--#B7_rd+v0JcBr2Mdn{$@uo5wp)wki3(!f$J57rcSbUL3Nh zMGv4d$z)YcFc)~{%`n{v%n&=($5m(5J~KqnOJzpli3TklIsYP!+1puJG^^*`+y7A6 z@TvWN#cmUsrTamxF?>JGGDR{Z4OA!U=tx4(N)VUdnWQf*>O)<4y`f@svB)QjSf>)7 zBhMxc#fpOz&Q*lI?Pd9zd4{dPOHAx?y_`12Oi8pIzT-z+PL80Th(V2jym7Sv&O(YG zxO1=8;P{C#Pw;}m_-V^O0W-|EvRYjx=i*-^2E~Vuj{B2Ld#=KM+&HwwJNYQv^%<*^ zMQpUH(}~}ZJmNsGN$4ypQVi)m)WT1P6#P$zK$=s7Mn+BZkw;1%asoG{Qgsdp(nI(W zst&B9In^ll$&?2Ms1BuN$DmvUYwPNQNVGu3aoj5^Yz-H3Kdq+rH?Feq$C|>z*%=t= zTu(SL5DJsXo@ijsH`dldUbnJ|0zChrlB0nzgV;fMn9KZ=4h4xG&UGhOp}Rj}P8AQs zMUVUTtB_27f#t9U@qmG&i$dU>%~}NNdsqoKH{%2f#T8v_401e|S)hX=YKtmr6ok46 z0~_ACTIV0GQlU!=A@YB=G)2|Tj8Jqz1ee{d&yj3+@ICbE?t`-mswhO=n|;WKSPN2L zO(b)!DVjH^E6x`GpiULG;K+Dx#33=Gj3K;SSv^@BUBpx;Ct**pb_FXs>k%h;>M4D? z=LQB&KIh@M#`ZEbH$l4?@&3R%@9^bj3VtqpG4~{`sZrU7_i1X2C+%v~v!RaG-!J3T5+iROG>ufp~l z{EEax*l^hVN;xiBS1hkCtjP#_REWtvr1IF7cT$FO`)j=cYoIW}D^tr_DTsu|h8u#{ z)X2Hhkw@IRlVLF=BhBdz{m=(?<$W_|m53zqLlAPlc%5Ha37MQY!eP}$3*~W#nYMRZ zhBCO1F^99ZZR`z3s>W~;Kx4MbzEDB2mL<2o&m0!S`u#O35j$Z9ktVxblwtMCk@o`x z4I_Pj%)94+LoW!?)aB?W*=Kc~jM_wqbl(4B_l84s=}t`}tuq4vL@#gg(&LP|%L zN=3w;OJD`T|FmBNdX$od#Lmv*#S0C0Jut2^#u$2muXn&%hG>WbFQKuiXs7JD;CAUV zI&E61m(83aPno8cZZr^_$|eZEumUwy6hzZggJ^afc16%E_mFci$UjGq|D;3CNkYW)gD8ji_8M!+@o)(G zCM*Yc1`3R511u%MeqLq=0#`xbYeeBpIDG|fi;5}^Hoj0ooD{{-WG<>z0d!+|>=>v; zQApPzwz_5)7Wvf!86U0Yy^WA8ov&{ENXJ}<{H;_D4Z3xi*W*0&9WV9P=uC09Y1WUH zQb1aVa6a@EBe_9K#%AILVjDU9~qE$)3 zNhd3PIBPMQ8A7^cwVB1GrxnhmXJF`^G|~5C>87)| zA!vW5Eq!~L#A9S+iQk)~#+;9?B^ke&nUrJq zX3bA2poNNn>LBs%7EvfZlyByBXvN;P$F>i6*+t37v|tq)yx*q2&>|Nm6efw|GGf`uix0Go$$$U5asy4ESAMa}01_?BDRKk|dfTFBoZRgXsZ}M-_A1dD* z#-<{oGrU|>>rGQLC9Sf*QWy7X=~{gFF7m74r(v6+Sbz!mF$8SuU^{pro?e6jH3j?< zGVwLC%fne1m9Q~PQON+J@vLeOb%1@G9#)eV267DQa28p0?KPsD?*3?c>mjrg$Sd_u zMwOe+=l1Y^r*Uu!=KvSH@UHz_h2pK%x>CRct?+x;35QRUOp^aD?kUCI$Ho6BItPb38#oHz zY^++=vb}8Ew#{YSY`ay7rM85@B2IFJP%~PyqOw%Al2niJkk*; zX9bxOd<&?1rwby8PsmP|6IFHF?#oY~nb4n5e6|A;Uu_cOGT%bb%1SnE8L|3D9+Dmra&O2JK(@o$;9v)!+_H zuef0luGNHjc(0m8GMO%!u|wQ2M@uVhA?_o@OwO@zzee#Ui#ii4A3&FoGPmSS3lQjp z`ihgQL`#_EkH(0TW5sO`z&Cu;w%F=q~PFR-Kp4@Zi6_uAfgp zL<=ewr4|pbkChs^5ThPtHkXfr>7I_FCjOZ?a1)5=Zk&N^=pw!9;>JB!rc?&TiaP`V zxbXLd2b$^l(S^w3R-_%L+w&!2mBg#G%t8sM%O9Zs73Zvh^h`{gZkH4gUW*%w5E_aW zi0bT~llnf-QA0;IQ1T_+oUbEO$0``H9{E3PfVjP+WGKEUy-9Pv-ZK}|0tVX7089jB z(Qulvd4n-lO^<(^Z_QsS%$E%z54D&@{3|hK_NH$3^EWmzKRf)NLRal0^^WNwO+g%c z+|wdO3Op{30ZIPn59auX$dbzO`VIfaBnpkri|Uf2L|jzOah+xHXF(O|nWxDWlRwGR zMs4kmO^D=eJfure?KpG7obL)GuDf&O!H}#^wlv#mX{QfO)IQFP)HCnn(_|U*X$n+z zX`Ks#IJ0&_stiFQzB5br**n`;{%3i!LK8X7(yDNU%-2rP?$rY*dTS1uGBTM50dq=h z20ZYYH3^?Z-NtCX)Q%9xc7+mfuw2kHn0bdctjh>dm_c%c)ykAzu%Qfoo*81xObz|Y z5x1qM`*dk3LPZkc-scm9fH^l*%z`RU`#t`1mK<{<$J^b55dw||<)4J}^StqU3)^nQ zl?7jS)h2ZC=H8*~3g!nHJ91=FMO8Cdn=qvg+{yso_ZK;~d!$U6grxC%^W=9?hF;(N zv<9%;3Z<_&7r0^W*g%`=?i1C|S=Hz-z>xhz@eKU=;a?A5y>_aPH03KZo2(Blk8h6j zHLCTU?o-#@6Xq7im{-=5l8|_E%hzSdE1J}+$^W#-+;;x{RhwK9093-K20Xky zxIO&!oCY`uNILj>%cM`0@q2_Oau$`O9wK)Dak0YU0D;0(QUEKG0Fy!rY z)Qp-o2I#xZhX#8M%;{HR3^lOM%E`&)XPL~`(|@R`D@S^HAe~@_$FKiu#$00G>1K+QKJt+?L;zLA-^2g1xCet~ zx7u=QcH@%FX(|513georU}bzt2-s%3Lx@4Vz8OC7YT75q+tvQnM49|+9P^Sr%A)2A zIkqREL3qv?f;Y%_s!FH+yBp-x>0+E^l4=vIDe4e87vc|yfWX9}&ZgXWfoJXK>z~XO z#m(PkK07->)gw^u1pc_~RKOfE; z87jMdhruo9uGHVrqP11WFR$=eb)nXEztcF*$n#er(%2S#!j7AtIt7^@hru_P*AX2dqg(2oFQLe{>Ns9LvT;8FZUnTr9dr1t(t^l zHmJdn_QAkc)vn^d_H3c<3G6ShI13-#Kw3lQw35ejL*6<8H$~VT#$QJF!bk@-uUAbC=1r+=mlltK@Vs-nP zo^ZDwm_z!8^MAM7LnO29-Z!9J;QeR*l2*?|-Q}Qy{9?ete7%Lq`L&Tl4Xl=9LWoUK zH5!dHV`ATaMI~!^VD)?w!(8566UlIFJxU8<%cuCE@S?QTl29DkA`N9micH5Pm!^Xp z_&v}imO>rJq`U8aYt)y>x%+)|qu2JbzfPGj5DG#h$)Q?k$ozq0}opOx-1qBRTbWlpo40W(S zSGyhRsQP-`NGHJ_>EMFvf*O0;YEQo@8^>?IL@vl7qX&A|44)xl-ljg&sxk%V-KI}0 ze6;aiJsIMy=l((aJyNnAlY@m_K5TxwEAYUGo8dL7fYoq84zlF^$v9waeku2da4y3> zUGw?kb1zibF+Ru4n8enE8nY2Ik2K}qhiUKi z6+QNUzjT7{|I)0myok(k`L0B&USzBJeWZ7=OYK1s!% zZ5OQ>P0HSY6)WTMYoXJM12(MFUn3OjeQ$?)Cm1R`EXiGU8Y(u^v)BYg* z4EM8pv&2GT*o*;RN}e4fu7#Cu>EowDpB3^n{0@rlWW+G*E9K!xlOG^1Nv1p0f*gxBC&pR~<=`0&(v%MIzA>ym-z z|1bfmyF2&F_(G=;wo&)@GP zA#L2b@oY;)K7nr6t~WHy)CrZy-n@Me>csHIWe#7U5k&uKlO;>*wYM8O&TH~AC;SV_+BM;iI9GsQBw*BCe&N3dzn`6;C zCYPC%mggzr5DW3mb~|$mG4sNFd`g80#yE9-ZCSpHcJ@Fv_&xUBn5b)*;V)7%-@)=g z37^%W`pCvNd39|~W2nBw6qZNj_{!ktyCXSi7g>C1@;6G1<{M$Cdze=&cvvqIPk3i6 zPW#D$A6tZS+QNH`T|3dTb(U7i(6VgRFX^+r25PEdd6*XWvvSO=zNmz_!fewEu6O4_ zxgmzS9HO4<9(+Wur?t+gL}x@4e$A}-_w6vQPuhEMH<+CMqGd$LVKbR{$fQ}5qv$g1 znk@NM@GV9y%Uc6vR&Qjt@N#K3-3!T> zS(8#GT&TuD@o?7J=D7ykF~X;4!e@P*}H{zNonzmT894+s(tXjoz)3 zAoPq||3PX*r7T%!j{v`6nRbz*zP14{cf6uW|4Fq)NO9v|HeA#FWT8v5c>vY? z8$tRmLV;-8sX`vnR|;!4N;Q)pNyp~9A1j51mwzHi`q78#>X!w9xsIV14UoK7QX%ttlh)LNoA)_xrI&Fz7-+tL_lmZub!uV5pJ z)5w~oZi9>_Ft~kJ$bHyQ2d+96{@gEc&(mjaSwN0n`onmSqe8=4FH_41^4|HJN_CmA?uK;B^6AKVW*;I_N{k$W$zrz)fh6`t@rXe55C>d-0|UU3j{hfdLdzzR>} zuhxs_7i7IXI{$4Q#3Yx+TKRY|NvhH#KV-^Owf3=7PQ~E^O z)g>)1?5{TukGit5bhSe@M^{}kz+W$KZOy{jxuK>{0(o5m?N}8SLW(tJ`6y-m**ZoB zkFJOF7wh#|xmr2|3MW9x9CZ;UA;GWBOanY>}BYPAEK0dFX=%<1U(p2SuykO7Ww{J})t6z3R**znR`h1w@4l+f=Y z!!xY5D8^(F_FW3hotGF2*{qn|xdnaUGe@jN+)UxElM^N-DT$+Y&_jBviJ<~y%)h!) z&e?ToprpPbYk(e2Q?|TVhMu=coPYGlQflyE?f>+J5qmXIDrilcAjQ-F00OpxLnFW3 z(P+8u#gJxNkooG4pJ4y@HNHZ(!DFjwN-h2HW*dNA|N7~*j>0c%ue9_0g?wAk8j&_z zd=S}k>vgSh4~gp)z>=k9Wo4xWWr!TgDGk=Jy08$(Z`TeHLn%{X1#_VPnwb#z?t?Ov z=egl6%XO&-yVlL^>MG{Uu_ukf>3lb~HBS`B7K((?D>grpACq;0{|ergzyVb(@4q*k{8l}qvSLv9k0dD+%_YoV!4_m;&`Ilul<^*2QQw{N278n-Ya zulD|u!1>o6sq$xKVX`v%twTEfSIUZtk|<8#%P%akJ*QPxV)S?=2pwQ&Aie}=B|$#9 z=H&pvD{9hZ7>sV5e`AGWUP4GXF)EI*|Mgc;&2uh(GURzF2qow{g}XRWKOp z^Ji?jHHSH59AwE)zmVqu>cy6)lih8#FrM&zat%;0zH-jOa28x?Pl(xuf@pkod^6pGQ`B) z*N#@%pX_|T{e$$ZW7F_xSWj2?1&PA!*XU`$*=56dn*P+rTjdzv33tOutB%T`2|L)Jr#rAR&ai-O{7NCR48h`W9hMQj9HDxRrJ zqQvL7$o9mjfT>CGJCjZOyQRK+olS-keYTCw;+ci$+qd{sT4}e3*x zK;J66cbnyU`q*3lKC*NWd)4y;Y~2^fRT>^H34P%(ChPe0`~mo2Rope=Om~E04SnC- z@l^#wgLzt@@6nH&xsoV)bj?g1Cj6{3DH${YtRxeW=Q`_caq^&!)89L+xiPAN~a3!wCU>v~!10jg<=-Uw4-G}=4IY87YEz9+ZUepG@@@dOkTt_V0|}n#})^V3jKO87(<@=54)8 z*IR&m$t%E`nVlD}R&bb~T|~5@rp7M#9&6U);o^dDE@J5?#(VOIPy_B$>qqAc?WFf& z9XF-KfV!%#{20?8hU%{OaDb(@S#)}{z%KKrQ`u3N_tB5@MB*r}M+u*xU`%ZGM~f>B zMwCjB1#^Qt(I0H_A5wzY(1^MyQs9I+;Ncl4DriDfDdszMJ!gfZ5DY#HcsEDvf-c2+ zgZGsDMFju44COSu5c{%OL)FT>I&KYxk!mP1s;g*1bk70Dr6Hup7DE-LS&`22ntV`q zsvJ`bG-*8fXJskbk^PwFGV-Y20(4yG2LHfC8^?5RV$Q42ur2 zK$O&}N<2JY=osjVfw~?(pCf}qG013QG~Cva$FZzPQ3GqA=4t(l~GS2aHL-U ziu#sURl`ajoVreyj%nBnopUD|2ah7XhgAFeP#IZqSu`PVuzhjo8+Z^0XX~+0S;S!} zUU-fguI`yzA9B!?%*h3}7RjeZxj|#9tdyh*t;n#A$)_*Q+9kM8^VA2qc zNfA9#ECyI7n<2WcN9k`nW6XL*sPaKhe3r74Ro;EC6I!9~N~qqWSP$wle3l0B zt4XeaHx$Hg>XAB}DD9%--^;MD)29^2SPfcy?6x#32s#X3Hu>D+J}^uP0IQZ*>Pilo%*@OjfrxlRi;K*%iZ*gJU^3=GPV>WsVqJWAR zxeuKjg2r;ORh{G$Vor$Xy~ZUap5l4nufa&mKnqfHn|5MhTTux~aN#f;L|(P~-EqV^ z&|LS1y7n_ZrkorjjC|4V%2=z=%E5>owh@X3NZxJA0(+Qk{cO7jVsPYD+ZGT79WGYa>XBWJXH0P~+n;xP1E|{v#NPIUnuw+U$CZtIb|{Qk0?WxQEmGAi;9}|B*}> zr%>!0>Z)*ppEl=F9*TG}Aw}Z?iShSa>JEu;<~3Qx4(4ZlSiXPB>FxJ9{5-_o;kS88 z9$-Ukxs1;6_F?Ilv$=7Lp=O%3^AK2FU2bn>om-u5RiC=73U|t9G=7tG)=|o@pwvJ0 z-&zxqQv|GBF%*;WnB+Y?P|lOMlZQ_R>M#r84#-{*L)r7UV)nolM@hdw3#8nhl=UPX zSr{?FDf-Ypy|`FKwL{bckqP48(vSAG83~Y|OTA5+*b5z|i(&nO^z2DyoCG%e$_W49lwQC@coOW)n0DIkvT z1VjyrqAmPEipy4c0%>eLOC0{0tmZHI#Sqw-CNKZ5<_bPa6-&iXdA=v?FN4@^nk%v2 z^YiRcbf*cv*i1|6*=4`akyU&ok!H;2my|^D^6HMjp+}0iZ}*p%mq(UXJg$7zGK#yd z2@M-q5eW$VCMH5RJ~eQ|9Z4zk8c#8-J)Hn^Lzf3ZN6TE&OeLxeB6dIXdG!Q_-JQy#r5V|a(6Omjhiqj8qWjkUNJl zoc9zxLtu_cDdLc{<%J0Hd4Gx`kgZjhC!cWmQ2fz5v3!~cP z_rk{8t%>*ZtB2F#L^b$~TM7WKatT1B4o6jU$$>#SPI1upWup8mB#5nNfe)E%Hc9uW`~kUXWxkM7P~yrD%JbGXHtL&{*U`=N zxtk_YWHkfpzqB1z7u-qBEc8Hq&R;-NA+>pbost^OpKp5LTO;*fO2 z)zuR~UH~TnmmL2IlX{eKoZN^TM2d?b%5!kAuWDlQ#US9XyBqKeAn>X*zXm;7U3GJF z)}?vn=D>7Ffor4Ow5}|$xc~^DLxuTHW}{v(6g9VmckO0x6c$MtWp-K=J!XGys)HCV z`h%zH%3EraMrB9S1h*hSqa0jc>w|idaN|NyP*Goi<8v{yqfqWfCl7sj6 zN8dd7j!K_lzpav)!$c9rIYaACyF3!-`?xkj-|_6hXT;NO-GrQvu!fvcY~ylEn10e{ zM<+Gl4Bo0Nj^Tg-Yj6|h$9si-IIocgxWHksMu9qRSFjeO4bP9DZH%DBtp&qgMWSgB z?I;Wcr~N~V!d=Cf80@nYy2X1%b4RT-*+qPSY@jHX8o}1y7PL0Fa`*$O|6o7EK&I(; z{HW|09!C*`0|eI^O9z@?qY zr%N|Aoo5cQn5N>k;p4!QXcl0_h0m5XF8ZG!4lt4uB8VU=lCd7M{E0V1rqnYnN)&FEr;K*4pLBE^7)d8nA{jo>@9SycYK}Gv`_GLrPJ+-E-2c3yjhgBO{(z8Twd+`eDK;f;@ zAh%qpNgM5o6TUn3%XFy)8kDSJuz+IkmDNRQ?y@}E;6$A-9^Fh)6ZN>KxxF+Qig$kh zT`r}rt`J{LV!_;0ejFXs5dB|*Q+?33eREm56E z3qJ-(Enbsyt?+&rXLdfY#=H3>HX@&7)K@6=NY(M77ag6j&DP_pGe%1pzocat?R-bW z)){L~nHBzR!HFcTA_HVb-glqr80k%92x`8g4%rl2l5q>+BC2$gumtT#YVxp3k4)D@e;cT~LNWmE$#ja|%tL~oIF!UXpoCLT zPGCSA{FT@)z^W$b7J#hIvW+oJxDdjISaUuD{y;#=7!kcmD8t-&%O(feGS22d%(AlK z6=68OxjZj!JVx4C=GF)K%#9c(#!Gym;uzczKZUKXt1d0rMe^jac|nMyp=5j&$e~Dh zB{YYv(226!Nd|isUAIworViI=p+(#*vihR-czgTqbeHhzib?_}<)nbZhTZQ`4?@ z0^+Ayyf5|q18XWPe_E$$XcfGicO)ztcp5PN!J4T=>4o|xtX2!H{-x5+&Kfx9m5lxV zAqG5oATBH{v9crCV_gXknXth!oCa}1dqo8&VPdVraKJ(_JJ9)=DgzrnO@6`l z*O;9V!Krx(|5ySMps|DDNxA3QGrRfV0(17$vxVsyy7*zVRjXE%lH%cWQ=nZoKxEnP zn{JMM)-hg^XO)ECNGq@r4gu?Umfz?D_ z%yrjUlio3@MBw!Na^x~GLc#9IUX(jx5ewJ`wUf%Y$1O%qr8bMEfrCaM+PW|}xmbkBj}Xcszsqy#@53zYKPO=vedjO# zu5G+YYVs~?9pONSO4ET*s?|-u;*-9e8k2r*1UyJr6|u4dtQAyW;H8IzNdvoY34V7? zx>@--DLV(XD!{XUBqCN;R+mh0{>6$j*uN4 zjrhd>;3efL9Lx z6$)M66RH$|v<7M%my;(He%8|cG_X3qj?5>sL&ho$f0&>9CyoshNHSaIInq|oyB%Ot) zF=Qq-w+Q@9pN5H|PikYP(%+oWTDxv6PPT65X!YP2aA`sAb4L}HUh}SiQt?LTgp$4r z^8LL-dfq7&3kCZ`6Xsg1Gd3f4?z`=|M1v81!Re(D;}!TD86qA5dJV3SDtl z_AnF|T6>^-`esj|u7^l@l;_elxH}$WmX-!1{4?e_t5IuZqpoTHtbJx!o=6eYNtcM> zn$8tFRJ@(3y5fecf@06Lu%l6}ERgRE5qgYSDEIleqTZBn|lyX;-$>#C6cWraw|N zTwJkI)s-7N`cnO60?iN1UX!~!g?4SCCzlnI22~iD2tVwM zOtb(w6uQJ-S#$?<1S-Rl7LZ;91<}NEQ2=$YZ7}m5)T1P?rTx5s(t-x@cNzc3Z7E&b z3K!tWfM^lf8cyZT7y${LyQaR0_rL}_hH?5yE3C!P zS!yEb=Mgg=WIQ9|8U>^*6NrDUC|N3JG^U#`FG0@o+G-{hNIEakrKJ_p0!lc?RX zblD0re)X^c^s;iT6Ax>2bksVxFsAkV`QK3#b*`~6N^mD^ zZ>?NStgQ2%_mc^wfh)X2-SMC-*`bQh!OG$BZ=sJupF1V?Z^lK1 z3~WI2!g7y@SC3$vUXe{jN(t_a+gjV$!5bLfa8FN=!qxCuQxTyxuImq&*3Zh)*Lska zxAKCb(VLlD%H<*;vmmQ0TeEgv*JH6^;_zDJG3mM-Nd<^q^%rsBjK6B(j|sb(vQtk5 z3CA6OV;xk?Ws8(`>pX(~`Y(p(9-?*5#1bFrVJ>byW^(2dSB+S13?(QyE|fLO6l9|h zr<<4uSKa%>wh;w}p4x>N^@6e%U9o{e55qC?i>mzXQOdbH8GeRwXNgRRn;0DL@qh2l zD$hF|I5ex-exn$jnB6KMe!-NHj~bksz_R~=(lfF{xG$9KUr!61g3dC?8ec>9~Lb^xuMSu;yee>L`^}{p535hFT(wrd< z`O+m?n~S*Gnzc&TXha_D%Wi?Wgj8?aLyXG%ND9gWh@~9Qr}b0Iu+6z%-F;m*umoBN zoG#rEaDgh;6(#AaLyK&-*iB*g$qFNIn6sl>3*h9s5zL08!{dlfmsF#EWfnzmPuim& zxH2{QZiC%8nrD3Vg(?dp#h?B~2qzpR=ZqCJA7&Pl^AAy*U1O1{y{MRdN-Uc+Um}f` zIK?hWecN+Vy>!nMLY?S*Fvn53XHS%*faWdPeBjAcwZtQnOK(S0{9BRr&J^z9i z(=5_@yv8cX&-T6IVS??iM+(fMmzEOSfZaZO=}Jjk7U}C4D=(h5Zw&WrI>4_T1LKc?{9}j_^Pa-hm&_A&(hF+Fci86 zQ@;yM`smP|^npTp57jlG%bW&3Z2sI4yQwghZW#$XluZFXo9E;|3;Aq69ey@8MM4Y{ zjr^)x5r5HM_2$R414g-XZ&J0@SLU29Zj~K zo4192i^fbKC#D&O%vN@HM``5bniGK|lIPM7fI?Au(#}8a|Ae8cSZww{mI=4i92vMd zgtV%1uchw~goDK3$4`~{1%z-gZ3=`8a;R}C`Q>wwclOJTbM;{(#IVE<1Sk6mLjGlM4{Hg7@pw|%KVjZqh-#Rtff`t4N8_%y zVU$`?>O^Vwr)>hWNsGo=#dPA@JeUD+!tr<5c+&isU2m zKZ;$67LDaMEcL>jrB?W=)op z1ItA(JCVNT$DOewZb~75wQ(_1mgmLt|}~Ym(VO% z>Sz*X^Q(0v5w}0iQO!)sQJ(Xgv*M(vLr=5Yi+7My{twX=pV6saYAEqQ|AE@@gFy{{bIkISx_2s z(G1>)_aYY${92-0R`tZrC4Z<~$hJL_*v)F&3ssZ8Kd<#d;L`sIKq zT#hF6s*G}J*hBgVj8$DqR^~}@8e#z5D&1N8&1A!NIKj^A=%{R*bK{q^1DU9E`aO)R zUYgLODdDTYw2Bs0itO3nm|yBJ5Hg7$u*q&TnJw4;d}V2Zj^5%Z+yVchNy~ckLBonk zd1I=O|H2ewIZNR(j#2YVvo$16(lFQmgiZkqBiYAS z!2ezOjO@-|!hF*kNXk5GVZ+Q*hHC^3Ra-3+6$VdSF1&n6Uk=o@!>75d)UZ`6p?0)E z?;`|x(^Eok@)83B@Xg0Ci=_@BE=A$fJoP2++M8dIN0-v8=jq? z7ES5=E>5EG97+s6b>Tf{O~qNJgrgOZ&R-(P_mTzk%L%T68YO``I@^HOo?-t4lBw%pMs|)J`xDLdk3^sT$=(87vOv-~M zX&3>C`1mJBU9@UfzB)3jAj-MYseIq_*6edtJy$vMH0(4e?wuoF_}}BYWSy9AKbA8$ zkPD?%r+WW_R7WR}FzJcj-iMrS|6K^t@5EYRSsy9$zCZ3-j~}Th+kCIg{fx|~nuWy3 zVU6@nE3zIN3#;<5D@IZ9*c>z@8!byyIs&^~%3#9Y31ax#c2P(0*Kcfs!)F{9CcKjB zSllHRtB$=a-lS~@kOP?}H)ppXdK8ER02B zpDWLLW0*`i2#aV8tg1vlv-DS1%C-Uz4|p_vD8$`?^O&BZkW1AS)v&$w?ebp)(Rd@d z7K6+_h6BC(t}SWrC8uWoI%0@Mco1s2DZ;beu(|Fp6Y4 zs{{6T`~OiHy1+DjIAc1l-gPdCcZ(6Cu-vK)LY#cBnotJz9Ol;X*AE~5r*2Z2;8Rs8 zjyjgE+)TV-VH*Wez}G2PMakHPkF)EY^6OC)ywi4@`^z&#wz{}MoxLm3n_MdkNf^%| zVTAfF(&iGx-wecWCTKt}kBE<(rQQ08d^tW9L(#c(7GnJ)@U4fq0Z5g0JsJB_QM=a#l0oC}Lu~uyXPv&I2n~dHNsLSCWG3Pa> zq5)i`YUba1Dbo8zc|Kzwn%P}gmvwzShA48sLq7wwDge=_Si0%|5?7c+0|OR;YM^zA zv*r))8XJ}MF5`XYXni?v17#r`9@N!Ao0v0HuDeOf!x;0!(ab&o11p3tu9>f)wTk?NSTEqu5Vl+Y%3}%3;zA; z$ok(^-unJ*r=IyL>s}?El7dDeJUbCdpvOqdM74Hb!P}{~a95FNO3%#XIU=a8(}y$h zoe$~G|31@d&igQLs2O0H6+8Z%jqPX)_}+LHmhlLWAUQKY)BCzAAT4RRF07AyuE+#V zMB}3I;0Emzy5AY1K-ql+S!Tyg zyaCGZ*<9z5OBiHBgRhBdhThX|Mb2eYYRz3{5Ik!yYWn-F zloasJE@F>|P*7b<7e|Rh0mg#TfZ~gB48?`I|IiuSlkO1onur-wJO4=-2@w9$hbVy3 zXVe3Znv)A2VBRSkZFW~Ep^UZRRG?Oh&-L%vbs?Mb1$~m8FMb%~hE)F3v82N&*zS{5 zj{Q{H+D_?|zJ&_W9RoD`a)9--tA#5vRlTzl99&NV0fwRRtBhGmi&ohjfpIVj1^0q% zJ2SZJpEu|B6%Ke;%fO~(RrjI91c+cgF2+KL7+1ntXKA)2{t;R**L@2A>|!qW#EKFinb=H_NU}68mKEAO$%lc0junlI|Ya zQ~8GFcrxuDB`3}HJ0|Dc5GR{QsEOcZHE+`6Q7HG922o&M=dBLOaZ~Yfv`Dtx!KG|r z*ryj?fm751oCXDv=S|9)+G+;HN%7e8*c^1|z7<1 zp{EibDH5m3*i|cIW1rf`>q3MmGx%k@6u3JKJP*7or_?wpAxESy1bJA%?9Zk#{9sqk zJGe*L+ebRl+rAWO85lruqa^d;_cU-AS^oqD5iLQM+nhyCiT&)@c*iOG#Z+QEs*GDL z&iFBvHpOOfd}R+UeAoq?1JVnv0kxWBVq3zRBqC$~r>Djr-bLS7#S4V-blwjl;bL`DKq-%Som5x> znTOnoEG#r8|GnFuJW_8_b4l4yq*K#7GKnM~FUrnc+|<_P zgB-|cj4FI+^RMI*JaLL|u6p4UN5$1iBh^k0U5J9?YRS5JKvbVh)y$=5yxx$VBpE5$ zNK9zH;WiRwJc{eHm7kcdFS`Kwg?xhGH7@vmqzucGOxrK^W}&CInPn(ePByx{qdHEJ z=MF2-ytjZbo|*id`nKTavvgrmQBKo}hhFP-G(9>&RrRl;rY4V61d0r4bSxf1@^Jd% z>;MxU@ustH=-T?0@lbqArBj^Hcx7nSFFbgIuzh0X3(V`=(^5aX$&z@qg z`*6~Cr%AE>(`gpR5?vOT6xfXvAB7XmkmDju3t!1}M+?l6z;Iau%Ak-+mvMD}JMPyb zzTJqW=4B`~oq7HfULrZ=*+OICjx_6L_!DYH%M2wQegmmfIT$Vp%-REEmn>uv?WP3o z^B0>?VG=8Yr@9+RM!Ubrg%s$orL#qGH1wBEQT&j}HJ>Vd+!K~184)bO!J(KPc@ds) zu#IEa<2i#J2xm=I6nvs6iScBpcMWWn8EbF;#!E?AB1__c`klXN!^h52Zfg=@>B!r3 zf<*{QGq*qFUTq$QFv0rFF}1CW~4%4>3XJH zle^L9c4O5|sunXMDnmW&vYC&Ts7dGLeB~9jpQb2@Y9hO9Z8V8Hf6)(-&jjh^YK9(4 zAW`A;n-P<3w+|=kVdQ#N2X3O3(dID0^*%~Dc~5C!d* zrGfou-yt&^ozg-mzG>8GkBj{bqf!885t$ivn?IUy-=Bp(NKJ=Aa5~Bs(j;)1))Ppw zY2>#p;qx}ZRiW)($teS}aQo&^R9lP3z&DiV%pY6R(t>awv3kbU;Gd4I4duH0Yq?Y3 z_y@xBOh_U}F>{sS{0_FkI{C&*+nriR&s1~8zu}UUy3Swd20=mNz9XH9N3z}lQ#WL{ z2e=}%Ne823d)3TqGMkMWD>)7^$k*g-0@K0scZzjt`7r@_Ph-aU? zWla2-)S%}hLswf=@8w?ZQ!P#$hL2@lCeabGTgr#1?`6nTY6Q03eO9D&4*1gF-T0B& zWbD~c43X)h-il4_6kCzuj+Y(r9c1tYM}bYOt#1V!jE`g2Mjf^RsI`NWJg0a`Zs?Qc@X_3oGVb^k)Gxl@|DSuoLztjMURYz_Ol$w(&mkRcMTX}*sKX@)tFhSmaq_emZW zDTc#b!vc{g^XboNgqH%gQTo$me9tDAm7`4z$EqJm@J(3BF3K}kUyPn0iK)V--&C(F_QQZpkf= z*U^%Z>UdxM2NDlN5Q9UEiID}dJigY;U?Ia=SGdTDrIBLCStrWN`f*3<$S_ix-;|~5 zr$=T;nyE0U@r#KYXkp}rkjRFlL7Un(IhfT3u;BJn<0?|*{x!Eg?iEJ?Va$v3(hyFn z7$>sqO!?=bxk$X(mM93DB0;}K(i^(XP~I+G1h7p*+OxS#7UkMk`~+;-1)tqEybouA zv;R-Csfl4<5fca=)eM|bZ13*P$3HCbMKUOmpa_@QJEU*n+JrHMwTU5w;QsmfJlhG6yLakeFz5BRYvIBFD=>l1rqV0Q z{Q|p+SoS<42RNY-d;Mf%i{RQ{RzpdCLK7Z+-crao(YUHV*N>XX{}=@>od#CM2%`gz zxUvxp5Dh!GZmX}oM7&unA<>V5Rf$gm*Oz^=xyM3* ze-UG%mEXHvled~s^!N`?>s6M*BnFIWq9qE|%TIJL0-eqYQdmyooe6OIEqvIQE*^bW z4R#(jPCx2pxMtt+QpIPw30DDq^>IAkx%#|jmzv@v{8XT(HDj+#3KfJ~4M2seW1p|% zWvXP`S2P@x$rL7tTkWfFd%zZeBM)+?WKM-j94ALK@qRRsx@-*6jgd?;BI^(t8gCNO zv0TB1V(u25B|grF_muYUG8F%NN8xR!_j7f1e6RwPLq?u65P1=eF8G`cJ}HQw-P z-uXty&~Wkr6rt2Gw1m!~5U#e0 zqnRXvIXM88eDujj)Y9Bc#f62C_Hh|W5Te4dSj4;Tdh64gYpq3Kd(jKfyU2InuVfHc6eeTXj+>!v@Ft)(24;jp z0d;Hu&*LyNirQLRTB)tQjpNB+fT^rz)(!zeh1_tM!T?lodEgwx{`h8QoY%D*Bi1N| z1;7R$Hl(bK0U==A(a;8yK%8T&45(ry31;2FJ)Kyb&qW@qGN2Ftk8KtvMz{DA-#y}$VUi?r%0tJ1KcLuvlJ1pu@NOK2Oml|2+P z>j}U@KHCTIn3PWH#Ly&Q&z7(evu@fa(&4_x=pKmUSyN>O1ENnOvjWwZT)-RIboPM~9tJD!?aTd6_$oS@&Qjt_!~ z$hJ{8I7efmOx%H2X3PN3@I8F41e*jEAjs!@CsnS4`)|0`a5EeR$y2b`7R-MNE_umh6@(VA#K#uBY^78X> zFQ6p#pl#f^aWrGb4BBnC-4r$5W3>JD+cWzIZ>XCA(ZZEpj}#7~-sn~ZSo`*yZvip_ zu!|&Frn~hCs;jC)$Es1WV3#3cnmuC`H~tfYeiBFs(Um_P@Vw{*do%N;C*k`hFKPFu z)?f(yqWrud%f)wMSqRb3OeeT!KTfFOe!cU2vKQKT6zg;oEDKaX-vJ4-%HpGBYvSV#_UP_=w?Dxu6np zmz3M0l!)nBmQOQKKq3X7TJZqC&ruRkwY9Y>-cvyBZS6V+;o{O*0pm$kWhEF*@N7DcpaDVv%hcD@(Qhrk@ihPraK$Dho(l{5U0K`|RWO?c;jJJsF$=VuKd-{B3Gua*5yn{Dc1a=N|=5 znoiUHn@$U=YlxHIXEDPRuHk2Jltevy-=C$a(vG%{xUfZNbL7N4W~;$B4$6@P)Jl*) zZ9$0J7pQueq@=oDd*xMC_7N&6DQ3F^OH&{iqEH~9@)aPV@`;-{aoD}>XPf5wh{Jt= zQ70M&^NzYJG7wcZ;4{&DJs&ujllj>6)Au&jU@F(Mk{{QPXxQ{+4*FcSij4tfa^Qgn zK-cZ>zyF32MxzlT!Z8}9NuUS&{`>FguDkA{bIv)3oewuY4>QaFB!Dx5e&w)&VNjGE zswmbtL2d~hC-l%Lj#def5ZFdIJ^aYS0LesR5y&WMZNrpPYg-$D7Xs%vy3I(Jy@Xj_ z{C=M&N+8Jvu%M9w)rtL%2YGLitv1n3_*-DmzzM(=VY&B|hEBSG!{N>VG+dsR5sgH! zQNTy0B)is&Luc95Vt(8kWj~UNON*##&OCB*^9-O320TE%B8i@O0YMVXG7VHzP)JWJ z?LU_U$`@(As}|Nh*OF(?dnFu)VuKsW|`KGpI3 zNw?p68xO!Vax!j8aA~w~2avUg9CC;n%&d=&8=xl3`akxr15T2n{J!d*usPm_%YmFF zN|r22P*4$2Kw=O?MJ0$5^lt`YI0b%n3Ks_F05dsFLyLG&P~cwZR(%8Qz2%9)Trq!{SQ)F(<%Q&8qj zAXAGxLL~A7V^w9@xZSo2$%5&}C1+SesY$HA$aLDw9?ef`47y2-jc9PnBrpJ~e6!Y%KqsWFR4d^+MQB)Bb zgU*z9k=!ubGFlT&$Nr62Vv0ACsn0Ys^~ZI@!C1UV72|FC+zf(kN6yVWXWetN!Z_N6 znksX1l+@JlByq#U%MKu7>5?TVud1XP1X)=mD5p{?ySbhL`Th3W9}svkjU4ia8c2qW zB?}iVLgUOPtXi=G)fE-64e@1UpcFUyzwqMoxap?fInq0qpuD1-fB?fVU?@t<5X1n$ zQH{6`Z@;q~vz`2GU%tm5UIe|&sH+3&YIvO;+F9=I1&3Ic%d}$>q#?rbi%dEj@9RTX zPZtPyp#+ckanyiep3EiuY`H=Iit>tejw3RCl$9YP+$c{b8&54lynXDj{k6W=j3Qdw z@~`_Mc%!?k3*9|E1Zix#Xfy1w=U&)r?>+IJ_q>PTnDVl+b^9x^S#O`QM`s73MAO=q z7A$e(ao$?;CSH90Mf~UC|6uWJuc3G43Y3(Vpsu!#;01_~K_tKr2#=|7`9&a>0R{G{ z#{$G87QaW#P~M(?KPSM*wmF$nIyyV>&eC`Mn40xQW`pElld%L6r6pw9amr6%MPF|Z z+S^<4=38$NWaGBKr}V(~a_Y<&dSL${u!RlgXW15pGAShDF<*H_Os~F-46~h>Ej-W= zD;(};pQIs^$&gK_r@M#e%$+?K2OMw+-nZYr*m>uju-RstQo1N%#-U6~ZxM__kce;F zyr-+c5+gGZ7(=!Rl4|eh#F8a%Vac0sI{1NC@bJSAX?>aID4RF~)zNe(Gsh5Ry8){q_=VOeuhExgjYg zqihhB&^NB#ZY0E^GRcVfsh_&KI!H@(&N=7eGoLw^EFB)jQ7o2l>tSb+ZbZ`k;0HgT zoXw&|i%1RTf^Lf5*<MT_P81zL1e@~Exx+LLy`otxn{HpEQ1kE2`v8!jP3ZtFOW3RiCvYRQ%Z`aCJh3f) z=TYy4s!wOcc4wI+Bp)sG`<8&IVMYUA%ins3PRUY$@+Vh=ljHg?{sQTyuI?^WS5@QJ zzy38R!`pAa9rg9~oV+M2CgSM@QX_ELvSkh+?2|nHiBEijcHo?smsv(~fdciu$vnm0Qf=cEAC1qTEz1~XseRTfuttNPUN8?)$+^RgM=Qu~CK#LNs zr}cSOxi5Q^IYN!`yd#C%t}0?q*X?&2MiJKs@g(C+(Wnadvr{%fYlc_4f5^ zWts|1(m7a1CpyVAm{%qyMJY;Aif{-rZnKsEG6r+A@G@;ZG zV{KyFKCpnBxP@OJW-_WX9JnR`5~4{v0SdO^fg{8pCiaN2Eg~T{5tT#kMSt`WQ!yxE z%*{P+=&XBuuX44eE9)d^X=y=cXD4ROnT_`!b|?-!@DS{?*WOsP$)>C`01PEP388c>3dBV0V=VkkC$Erj49)7h+_c9Djr4#`ZU=c@*3lSe^!_Dyx&b>q_f->0F zd<9Ky2pcPinet=E<`j=Y3?77`7!V~0rd(_nc@^}#hx+S@x&R$hkv4%#0F9dt1E+jl=~z2(-ZuBpzpH)H*MPCs|sy|5(% zOBj_Lp1Wv_3~WEsjIpol>g&+d+=M;%+!IzNgVk%-;_0WKbl9dI#>4;l51x7UX>_!A zqHablWvF0-fFLHn?Pa){3gg>eKL_n;@RQ_x{-}gZQ%;%cy^eGHSoobV56>{dcV^oL zO&j!?f6P`w8;kK+0TZN%c6@lHm71pWpUN@GZ>)eBmW^Nm%d&9t$)CcVcm5go-FF}6 z%$egk8NNhF3q~Nqnl)>vxpu=1HxLc!Fmq@Qe}cfXzTRO)dAURR^%9Qx_{Y)K)`t1> z=8-B2w#|X#jx8efI@;SgX@Bcm-@=!^^d)30ixWBrMj$3VYA{HGW6WzPoq~~rGSHcz z=%j-HgTCX-R0@U*f)S<1F~ak$;UCw0F6qNO5Q|~*i(ztT>9j?Zp<#GVUrRnnh|Q)i zxR8h?Laa5z$AE+$7uVI+pkYQMk6AtzQapW0>fHgdArFl_a0^kfRn^s5rWp3&J@?!L z09jBM>**%i_kslruyW-}M`r9)hzLP5sZ@%KyM(#=L4gs0gh!BmEo|MRh}u9}X1!cGf1K^zL(h-)FFD#E@BNAb zBqXtTgp!HYlV^am$XLy%D&~~;q z=0s%r(izJ{>=M+Eiw1t2*lj@q$pQFN1r<P3>@EM_B%zX{8B2C!|y9mIWLubZL0jadW0<)faJ9^ZAWGC_G?2= zMsC|x>po9medj0USHS$le8+!&(m!wb{Gwk57Tfg;{U}BOQ&)B(ukI=@jFp|@5ByY~Lp3jGh2kr}ycQc0?Pr%LuuNtR| z{Hj1C=UQZ<2IJ( zwVrmR-W7H$BKe?s8em?H5wuUnzh09#H%Cb(#f=$HV-j{Z^9DHSX68 zu9sF;qNBY7PddSH0vBKaV!;SvA3W}CAZKju;DZlAbyX$SwzNViDO_$`1Oxp8XliW4 z&O7dezut8hQm%r9@X8zThzKpNMU?*$!p3r99`izr6vUJMVKC z8cLzDv4IjVA?A%Ry^{|t@ou7Q@#0REJMOe26cm|zdi(m=zg9W}Fy>_X z^RWthzOa0)5|#@pkn~NbhmcAQp})76`6$C+pUs{%3&$RFEMLo(F2&#e{x{rq+wFMf znP<@2+KSqmTC&@C5@g76CPpxf_GoOA3rM? z+_Ya&S%D)CI|4_4_-L$NwHp7t?;hNC`)&B|Bmc$n70bzbWKm!oY&A7CNTt#MY;QthVBe7vaweYN;^Ph|<%1vmAPwI6ZejpII!J~nwdbFI zo(^HD{Y6vSn7QKDcA0V_n<4W@?h)vtU77hQA_nPkYyVVZu=QwL5NqwU5E zFEXe#NCp!DNDjtp{fUch=12ks4~vHZazZFT!!1KjeQ_COwDAf8fwZLjvJx1QN@bwv z%q0h*hdtWE8=^n~xQIV%L=b_XAGUXSNhz9|8hPAu`wF69x(?EzLL+d8?X>|(cpvy+ zncHr=4aXdF4F3N2ze7Z57amwfMA%0&XU-(Ej3ZsdesOGucI1F|h=QFc8>XF!LP;X& z(6zng*yC6E-dRwxk9^i47eJJ@EVOraV*ma3!>2z@HW|{MMRMCwic+*OWdc|(rq^0; z(l`)Qv}BFal%r_ps2)dG8$Cdcs;|_zuc%Q(ihRY?o#t{rP!`De)K{iN0Iv{<9qk(b ziJt+eX(w^0Hsbk2rih_MDN0d_Qj`QzxHp#ZTEnUlvzbh%xj7Pzn}jvBQpmYk#!xEw zPK~mm68>7!501kY#wlKW?ghN&$mmp5R>FWlxFOvLLfNkD(#%;i9j1xBDASTk4SIp> zT$R$|Na<9X??3SVL-Es}{FsUsj+7IF^a8^_Hb+!|S`xG8@n2D~t?mGPQpZ`Q#dmG6Z zlF1~m@k5cKi+C%4Be?;Am3z$StjM`P@(nZqna|WI;*SgV9Sg{KCyyy3V54FA$XFzh zunZ3{nv5;4UB4uZ9rq9PX8}iSyAOZ(!&IHvZ@>M(xVK{i%T}&rY*%^gNijf#02#g@ zq59_8=P*-0| zLIe61k3q-I`Fo#bWm!ZD1F30(i{>$B1{d|8%{LM6b#VUZza(^nj@ z$sT*`K|qbe;=*%1aLBkMovDQ~JI;hn(9Y|xzmDdnCenlvxD!I6l_X2h+t-r?$B6vjt(ME%|yH?dG?GgobanFD{<3}H{#UOPQx8{+`)cu95DehA+QW( znBIBk9h`XLiCkPAa>yaI4MlBInA4aXMWTJjcV&zwn+j8D(U z{|geaI9gg;Sk|w9{cBukba!>Ka|P2cDI+}gilGD_(+AVEr(#l+)VOCKX0sEKNGpB} z`b(skpa1#KEj*iP6-q4rrs~~fpZeS&b~L^VmzpU=b%<;CaTsz+19cU?dsR*GCZGKI zDN1VM+e5eCjeT!W6fm=kcu*asVx(XvZc!MeXkLj@l%fs28vw#o8^qG6)D&J|$m9bg z^lQ{~nVX||d{RI%<5vV_8c4+BcuYz)c83#?w^%kXW?46*0b&ab zBj&QLNH|`}jnW1b^Mx%0{(yjoP_SGC;$9;mg$D_#FBl-pKl9;v$iL%JwbL76nnkbqc=h5C5pprgzYW3@E*yp(ozKf5#*N zdyhe2lbKa{p|Z&?JMV%EF1!GT9d;OFpAK+_v3fC>KhHOOH6mN@PEp0KCwLEm!TR>} zcB8AO6J@1k4pv}K?Cg~9xMPpUPk;7P+;RIIXm9Jl+_`gLfaD3C;6*w_dn_%a!mLs(|T^7i!gqO+?DXP$W$e(-}I z&{n#-x?z|qH#kd7ccLU(G_W}3q3i-ZzoDTFDk@5YLCup;I8eqga)68igsy&6X&++= zO@hXsAQT7`LB>k^@=T^yf8QYo4#XHv<(EvB1QTEmu%?ws16iQVy!otGDwQS^kpy5G z+Dj&5A(l*_m}Ho=Pjqy5qqeRNzx&i4frmS zfS?+;IS?~ru)+H=&d7f;!<8Q5Fqd14hzc{O zXupX9IjUlp;sKM2&rakp1hIe0%PXkvaL_>q;io_SDPzh@-hLainrFd`8B_-mOMFjb zk6=v-Ko7d#u-JD7@8dHn5lkT=w`D*K;W;4?mKT@xK`rT23Ym0A{;XYk9&4t2mQ>0O6zC64QZP&V=?Bp{GH_lteto6XK>!btXK)l$^eGJezx^~)^pZ6y7+!pP$Z;qUfCEh`*^Rt_Qp*&{TAQ+=C|;+)6Y!} zjby^HYzubK&tZ0_ygt){5L_3__L-0$D)bXn*bcVW{|LY^0DQ2Y+W`EW8cex%z*u>f zNP*>x1%@Yl6^?!tZE?@eF5*$_)c8?n=w(terQ#oKZy1^piERhRRDp6@HqhPO!GZRj z?|cWx9(ybYoP*$Gpxy;^coIx>>{nlXHRYEMJn%rD4I}@L|H2;#C<%Y?o#UZb&qNQhbH=9_PZazHS*+;R)cTV7GYx--*&S%yyf=%bFtefQmmop#!Z zi!#5?N{wL{D{#)HGPvMuZEbfJF_&y@)BKpuM(5Ca-ZeYJ^nEmpz7zOXJ)sqx#yHPTVSUbvC*^%y}Jg~a0jjdwsx4`4J zX4~t%zTzpO>*HW8&Ljf4M>b|XY7Vw{VTJ^Jr`RdoIZg6Rz8N~NV`Xl-f1 zGtWE?r4+#dwrzzZSU?~^W^jmXA@A97CmzhCEfl=}SeGgyGsd>tY>i7VyBw#Vb_&+6 zU5lB`GYM9(EsN&{bRogDiFhmkdnf@9^RLfx!dOsydk15PHPux}XHvYUD6-m6HY#IT zP$JHEHmr1-d8I51)=&y!3#?3rKn_u0d-!Z8Zn<1(nV?PpEZZjd#sg89K8S~#`w0$m z;+%|;=|IuIIz(&+|4qg$4X15d(AU?C6F%`teC4ZO!RA|Rft1r9t(`4kpP3%8hxz1B z8mOYU6_avr8UTnCdY$sBeudiFT3m9;B@U2cFMQ$r^YP5H&r&j~tfHL2C|F@Dc7xWU zY3Fz-2*%GW8%S9hSk@3EZNaiEwki7sa2bLEK!$*T7C*MhFGLteOqP@&o=Bo@Mk7i~ zOIZGll>s1BD;ek?#L(a%x_f#E7V}hCz_DV`R+VA!y#noz;E}58YA6V8E!=t{UMUs( znf(XFSa3&o7rMGSvD-ac% ztX{pEK%SRhewnN{f%6LtDH)49br~Q?=0isuL47m;q;m7YL>{_O-~1YWWbbPah8e0n zm(thY=Tfy1i8efxp+IyY!6l>YQdh1c6_G&UO9JFyBA!4jX69XAioU3#D}d`{l@J~` zS~ff{V2ts=c)S)W#3-Wx)>)t@+vZWsXlO!tX*pUuS|P(J_qm{8iG8-F+^9h*1c___ z89T!Xq_(Qskzu+CRaKSv)#;O||P}l=3SSb`QJo_7{-?gF1rA zPD(-Zs`~hm{6GjbEq-(74qWTV$KX7X(ZLgtf&y+ziDsYUSEq0pz*3c&jQH=oZ+oOnC4(zwPSu z@p33m2YlR%E+fdH~Q}cHCDb?FSgQl_D!(=)$Mb`)>mqR z;~>S~yZBZWK%jINX#i?cWDTPLlSmOjq^S-Bi6ka+fS~iQiE_^?b}{qH2HTU!csQ*H z04sV|LPg-10?VaK=tpVldVR_9s6ey}-#v44l-8{rpr#1Wx}>B8i(g%g6)RVgF+*%i zzmf_9Lzp{fE;ikCQ*N>^!l0R7CX?ZY_fwoWO-FkhF1X-JjHNjDptMXn?ZtI$K)m_c z4%I`!c5RQi1tr;d8q2nN^;(DJ;s9KA<@cTXCDGH=Ho-7iU<6-7 z=@d7e+ZhWzy}jt|?n3{-AORgICts%x_`P!v0(unS=9OXInRJHlE!!qjiEUfXxhck; z9M%_JlS-%Z_;F9#iE}AqS>+YwWMnz#+;bU=?e6Mg{>t#!N_-h2CN&xI^Lj??PX`di zc=LXa6w__D-i9xJ=}Wln_S?|d(16OSDhv$_`Q->O2AaILD}O~o1oRE``%+#>Hx^qO zPq_8~+5y>s%osQDCre9U^0SGO(o&R{m7&b}+tAp=cwzI**_bnD4rVqtIeEp9u`NJs zf@791Uq&XEl`EDzb!lTCr!(oSJ@CAAD$V|N`js~2fNB_TPr1kQ_A}#xF|@X|pm(4T zr=D^uF8|sUm@|7eIyyQy7GSXcU_Vd6trG&Fy30^1g)O(*l8PFaU4A)!^rIiaveuxn zsSz?nyU#886^@T96Mg;tRK)R8iCIF$j#3Iy70))Azjvz6_h%43?HD;0vSc>fHy5tJfBP7ZLJS3kc$s;eqdR#^_aWo;OQ z#7QBONrPA=Gq_tZNkRGj+S=KH88x-|#V>vVO9a3E)%9eQsjaCdb)W>aXOv-bY?xpf zhlz$jEJwqUeKID@GC{l07EDv&x4*p+KX-Kcs;X*Xm|&R#N<PeZVUg|PANtGKQ}gP9|HA3;H_lz%YASAajW*>@PH;_) zdA1UDS47|t1(l=Sz2n)P#gj=E4_p^Xb4+vvkm6YpGV+`7b6l; z8`Sm$d~|p7+AnnT2xk6Fb2%F4F(hAmuwqTvA)Y!ub}+T)!+L*&OPrl zY>!o|SHU7#14i_7kW`+24rU(4vP1S-v@6s5Ic{JmlOo`*y1Ish99ubzQD6A{`B<@h z1)7_hV8N!1vpn7nICyEeemR{OKLKWY?6DX2+OknkKZ_4N$|RAM5&^c~$!#zuljMH70m0g>=xfCFEYKuI89WL(i3H_|xemvx zuL#fMwGP`4!5=QZh=0duam>DH@9Lzpyxw7ysVc9)4}bI{mand^o@ieYp`DthNg1ZU z{`Ido_0&@x?Yx_^w$FvxSS96ZLY9^$DH-;~3od{dAbK{P9)cOtSQH4+t!*70*u+6( zUw*~q0KkQvX~stMmx(A9hi=9C?UeBS%vdI|r=EU%^x$5X2Apn5LFHV@y4$$xAj z@7mydKrw4a(fWxQ-_!qrqnb!pFX1*<(;RgY%}*kLQiWTfQU<1O((N}&8{i{U5y3Lq zKq(4QdCgCx$R|f4;}qnP>BuUQgIU7P!J4$Oq7-GC%`1^?PJ{{;Oyd+K*$^fWdt+iS zn{q$%WL<}+)ZDDwf>L(0gJ6;#0u{c-Ff>Zy!hgdH;;{tZy}tN$^z{y+rl|@L(NrnO zlH$C!*m6shmsg;zy^R5K6tn3#0Lw6DbNXqgW9zN9!4;QZihJ+-7n1Q<7Er=~cg$3p zx`7v)vc-1F-iwaTZj@J);gTio6Bg`N{FN|fbU~5XU+Cx$8;M} z1gWw9Gn;1N>tFvG4toDVsHv`G{2GdqSA0QvDqTW`9~ZO~o?QL=h>$Ug*alzW1pc_-Kz;_8;z2nI(;u*|=$KRK6q#iXI`9yjckVg3 z>Z+@$U5i;4=w1YtI>8A7iR0)IMEja0trhw`P6R% zeFL;HVshE$;c6EVhg?Wqe)$zFbA4SMouLTz2nnv5Iddld_{TpI zkag{~*YdB6VlMVa6>XuStcu9Tv(7pPEo)Xg_nQsN%DCuF;Y&DS#;83A0AK&VuhZ7s z+uKMT$FjhfbO1u24>tW%l%gH3(SC9%`azUvJ~T>Eic*v$daxR$C`B=Vamh4FQ4*1e zc_KyD+LvjT}mbslwDE^1RwZ-gTlZvIh7@1u^3}}B7(j4+7o}c zmZbo0&8)7i~BnX#B&-mrw4_y4d7u{>V+#03lZaVdWG$OOW! znd%T38yU;;`#5Hre!e;oP(P>(l{0ROx|&*Ce9^^7CQI;z^Up^|N4p!pOT$(Y>ZU-2 z!?rW%>FGjaV*@J6%hA!*4coF{xgf4Ez=id*JqhsPjbQiy9G^771C(g2JBpwfp+pzb zX|10DUPmBCL&FTb?Z{+(=G@QV^*3I}oH=tnu!a_^HI3{`VcCjRsHv{OFMst*9Q~1x zpsS-3{R0Dt#}ffLf$m2`<;>mBVWNqc$$k#5@ka&wmv%~fw=925D&&eI>p^H)7XYre zhxs0T^wBKXNhh8}mYlh>=OS&ThXI?Ec=-wxi7L7YJgTp&MORM`(y0u@&SdclET;;X z<8;88Pk`aIpBf(b2Rs%B|5!|GX)WTO*R%PR2*yBIrb#Sjx)E@s+P!hG(CB5&!zvzkC*#@L)7elMEcomoKM-zvY%&2yAg^ium37 zw;|8*K@7FEwUjqHho#mw&oydJUadqtQVEZ3e( z5(W~c>zqj=XZn*&c!^|+2T%b_u|3D+PYenwn4p6Nco_KO(|6g1S3`bJ$tGnOK0}Np z3gROWtsMOuAQElcRf-gYi>#iWespwng{ZaE=*V_43f4PinaIRrWD(5-%UpKZ<)l%& z;DQT@wsn9pbf%u2Ip6Wvb=O@-kj#}=Ug_B}^YPG@EJ}gT4;1YILa_1(+^YpJppVUR^-KwM@7t3q)V?{s~RDs8&pkpF3fpeXghpF|6##B;J zozz6g4i#~Ifqlg!ll%}+SEN z@h!#Mi>Bc`UI7oafo1o=zcNm?n}0sh%Y!23r?CWys^V=ozdcXTysO`P>QkZ1dbFdA zy`L}Kev4RN1;4FCWW>5y#%5>o$eo#dE4**s))N*c@7%1E8W+g6{&1hiCdY0I^^%hu zaEj7YUWf9$$(&av`*%;obWy}cmx*JSkx6csC@H1)wTMhzM#AFLq{%SJyHIpA+I*&p zyu*0K1oREtCCLQZ+S~Ek8;g-lm<-;Fw}cNs1(e8XXl%sRTW;-b5+0*Zqe}x5L8n_+yXaG3V9V+7<$=2sil8nzabK@4h<~G7dfT11Qe|DB9Z@ z{5K2}0-G;A7LotAuu_WmD;x+!fPi-`<3Kgl)r?<$?Q37dsue4+aM2=Uoa0KuF%xl> zXAG8g+45!Beb?O_kjx*jXwyY#bJ|1*a8Zy@(M65c$KimMg4l}JClWCvlW}g)catX( zMIeqqJOv8I&b;Krjmf-1pn@en=t2!6NhxfzyHY@VX9udQs&W43KaZ~NZhYRSBvrW^6W!w*ACOAFGe6zxEba3?ZqSL?s46Y&^{0!k7I7%`LWlSyS@*#yOS@nVjV zlF~BDMTyuL7#z&1$FQF>8IEzcuQjrTJU)sxM9_~dtvLFqqma4Y!lzC;5vx|OL{oD! z(rzr<457Mg+oD|6nzd_j(#a>{k7a+vA%`4-H7#whGbAAJ{7-nyX&^Nwg!?ymPuSIP z%`?Pg1DroI%>j}Lj_%!x6)VVa5i&Hs zcYpvKFt^=y8*aSuMl!#|VlfUh8tnQdkFJU!836e7Ipfblf2(8P6GUl5i$a z2iWr!hl=Uz9!SQUz{YL4)7#(cTbw1LUCk*45^7tW$t7Sc6Cadg^EjAFlQAR`uCAK$ zbn$rJaNj3(p63+d@)=&K3d5fWU>Gq{gawm<%F~ZRL~$^Q@x?yu>+45bOKSiW;yuSq z&(@Og5(MRrj|%Drx)ci+E~MQ$=VkwL5}Q4HHoo`0?@_Dpo8S5- zD8tm#?c3z~B+Hdiikopf@X!Oe`bSrzvb@R%$pm%~fQechJKlV=&2Z_ZmjM7Z_z03= zQqy#^5oh`F3n-|x9uAY~H9w++C^1EN$T#V;E-s$J;o@7#k=#^ zvKV3e(d>70+g3%)zqXct{_!AuK}@(wpPyv><|mPL*`!^dpEJf#QbAn%RioLi*3SC; zB;yoJ)QUFg{+C}t^S?zFP)6kM+vSF=uf`GHs&uYpy&Wg|iH+|0#M0!LClUxOBI9x& zk#{e{g^1*B-$?dnD$OfAwn6iXQbrMFV19+yP515L@ir0OD@R~drh_EYxYa4lWMC*i zcrs08x?~aoSP}Rv(vmLx8BvrbZO53-*a8*EsmMCdV}N}5ilunt_1BRoDS?U`Kt{kB zNhv>WHtXQ!e zBEeSjl4OZfo;lcLlTBcnCRu6LtXaeF$-Lr6v)uVXiT?awg-|Ermqi0ZjOu@M@IBk8 z#A(l@^Sb)#tMTvq@5juhW*BxjJ}(gQz!WB>iIyx|h8?!r8h>z@WEMCenfA6e&T9mM z$hsuzq&me%q0U!AHT)A>3mMvS3)vH(H?IrJE<*F5o+YR*h6JP{@>_Iac z8nMOZn_)92ZZ&W2e8$iWH)fSeWq7_vY@lL>zuxqAiHpkp%#;KOU0tXwufP?TU5257 z0et5>-+^H&R8?0alS;dF66PTmU?j4@sCjtqxu+RN`^7JQfwGb$dV71=SGnv<+&p+J zyv7TWBZL8)JQ_Mp{MfBPjp%E}51~+3SBJkia!bE-Sdhv}%Tba@`fUSSXot4@tWX)i zGN;W;<0bgzb-yG?roFu#L+KREn91`60-b(rL_gbL@|bf>GluGlsw_(nW9cnzYw_~S zO9@PQXX!gw>b$ypdeA@6&zL&M91}-vZ4EZvWHW5(Fc;08I}Zz-ab8(O<~XxG_uP|C(*dt+sN51+JpkbI4wCRU zzy39tXl`Mnk4-Fvj4wB|9V`akkbNi3| z<4nXW#??hAcj8cH4E=-sFykgZefGJC88K&3bvB*wtXZ?XzM?aB+M2fft#5w|6_pia zC#oo~V0jB)^a(^17anEF64I=F`s`1mx2qd-XU{`Aoq~iB;UX|xMkD|nL(NT1=64zv=`1$0v zRW&x_JD6LG7~d)fYlsHQm_p-Q{|;*GgLVSRXy)l`!w*JRtaIn_)yC)>4avN5^;`n~U0 z*y~tpKhJ%i*LiUn`yFV#o|P{bv~Wh=M19jGR51D6w_|;8#keKysKn*JgF(Qw;)V^3 z1yuEAGrz8;%n8NDRKR^ewn7nlR#jDb`<`cU0nHoXSC827fU?_|(zd9)135%OqF^wI zIRTSNtdZ%n94InsoMAGPgUCPtA}`lt3(@EN7Y~o0&ax&&@>D@{Gkj8$*&q~~O7}>s zIr1X^_vhbEC2WAd`v@4eRU*(RJ1A^2GAD9iW<*=+4>U++R6un@5z2L z8{5n@>PeUx&fTlV@xd(w$J#GamsXhk{%eO}q1<*#$9s64kHG7bVZGQ<-BwSv85%YW z4zTUzS8#c~@w1liqlFB|)H$6Z%z=rHuYjolYV#UfnLPo`OVOZR^Fyo0hR=4F7vS)` zdPQd4i*4I-zHzd6XYmf?{z+6e9&A54ys)tXV0LR*0$)E!&wh?(cL1(qV|@?VkM1W4@mkNbz~!qR(J02UbYH*Gn#BlDv$4{v*_}@=B8OYl zz1F(Z;m5G&HO&4p%Xca)MrmSqR+MV;X#_IYx5(~^DCLH-^;+R9* z)I!I}M(@xD-<*QY8yEq>a6afFE!bAP6bvFJ3&F&zbuqH$Ni?=he7JdflwT2&tsz(b zY_Ysyb4Fh7*X9tWUGppuQK6&*o8^0pDuj9-c)`X~ythm#d;ux~=PgXSVF5O_;G3-Ushj+PD!$)}G+uOb#iiFc>eDKW+URfX@6()4O51l^-ExhZz}Au+5FxJCrgtI zllb~5BQiK=HPLAME>4%W{AcJvjM?{RTN}AGjmtr*j@d^Dnq>O?u%#9|YQ(3_R0b&c zPLJKc4)Vf~y?aCTyHg_Dk?T$!xb;lNF@1fS+FzryhrrkBK-CT0bte3#lsdeqDbRIPgi+#OM;Vup%ac%ps!)3Ej16dC7Np=6V&1 z+}*ok(Q}&_BUbEfjTnKiOPWns{QEatsWKUh(QlN1r}b^;31%LRysDn^_`vL_DkQ2s zIZZ7ZjQH#`o9!d2Bbx{e+1sTgp6fYPgGdRbVU)HYLPRtLmwRp89(; zqY3Va52snHyiIo5TevX1Hb?bnT(o~&tjb4W} z!6_0IL^s6MjJG#6mYcvm{kiO)VHfLz%4Fu>ZxSov*BJoaZ556O|IA|EP?2V=J)}d? z{;wdX(hZ65kZTeAEYpsgMs*t>ipeY^Z@ zo5O|8KJX)V>hWlnt)QyZ3e{u93?6tBE19B_xVv4-=%nPn(Szb|Spzcn19P%&(Eq?B z{X-hl!cV+M8d#+y+HLN)9X)~93=-wyf(%U=Bi&9`kt!&IZVtxr8QAMEX*23l1c|jy zlx%Tvev+DBm3;TyTh^%x1h=xA{XIzPmaz2O1;Gs#pIM`|PB)hq(C|FgY6Kr%<0t2y zMdt5FlAo^Ps{yx2C8}BU=p6c@W00wBelbo^aM>gRVcRUFuj3#D9ipA_(Kw4n7r32=Ot3Xqj<{%^n^wB`NJEf`J~>#~rLrHM5666mY9;+RdvO z2@PJ!`{yIo#Ppepy!|Pj$3ogqXfi_#7w%wUkqsUy_xagpc55@X-uJ1R_r7JGZDxCf zn@1XQ>`EVZ6fqK2w>9?pw?0&*vEM!J25`OJ15928HQI7^mGeEQvS}$;I|Z6_rmSK) z$@iGMd|{Xt`6($F4G^O2ET@Auh@DT_(6*~zUq}e-1s+x`W_gQ|HoM*|i9t$QB{Q{WIte=zq-GeJo#OcTJ#`MwKQgh4}Dv6gX1~)xH}X9H#S9qRE-9l z^sha8O2gD`&yV|qUdUpce8EHx2H`0|Z#mQV>OuXE+>92*okcM}a4$P=x&PZS?3HDI z1mfrWTkzuFWr)6hN6&)rx*yVhK7rD)6MgKPbBW|Bf1x zd|ZQ__vC2Js+rrwZFJCo`}|&=hNT%VL8*5-I{UdStb7$9 z;8p@+lY|`R|9Kf{+{~2S!~;S6R5F2>R9RCY>2Afv#7L5&NMAHT%*@fW$*Ty08H*|1 zNc!~mNV=s1rV5h8DEH`${0pAlI-J8U-z)7N`?+&qs8`CsDC)m>F?FIaPSSU(>UIqFO;EOKgD#ov zhU%8Nt*t3SW{QspCYg&}-(KU-TE|gKCiR}xut-gQ=y{ASczKFmr=uyOR&ZK6u_#CoiFppNFcu<5&w$VvpMWc3)?a?=GmR_2PdHU<3;RI~nx zPq0}FF!4?T%U`tThnHC9M-9tj&TpDW?;193{gKX8dF;k!S%+af%424qidHXMu6v56 zX~$KI2miR}a5QS}+z^puh!m-%hum%}oHN#g4}K+)D(s@y({^ z#JD=N$!wnZ>~WD@2d~SE^Rcx22b+lXx+v!Gn;Z3%`;j1d}rx-M}9!8RWz^^1LiuS~#UJ){2GQb)@b;qmT#~wOIx{ zdtOL3E;eozOnzgO^9E*0Zb;h82$+X4EYMT{q+Umm8*cMTyf0_X?9JXZ6IsgTtJ@wARz5Da&-uG2)cyRSd#_kY#<-R> zoEx%&9J=+U(Nh8xSs3$S@;Rr=)lkQTssH@VEtAXm&g=Tf1HuY|0KGY}j-d-I%kQJ2 zvmFX(MFuXIQWSooUTN1`#gPh~y_osw-tEhGqLb6pnblQTiR$EbR%Gf@D_}GCm|mRy zaPH)fTslTToz7&>OQax3N^4u**0!8%a3cmPvx}4S8Eb$?-|Ob#WF#garc_D^SKQyf zSjHsIp)dclH&%k~HMUZBi#S~_-+1Qs?W<3So`mNw}p*qcQ6^VC=KlUS|+Wd_dSu0*V3J&lU!};FkF@n)!tV$&nL^A{$Q5 zg!j|i!+e$JCUE=o9`oa3aa|r;t7)o(xeZ+ z28bmzuS(O6qkxG1o3DxiDCYY9bCIgor=W|x26*zS2v^Bv!eyK4{)3Dk56!~oHSkDO zuU!mu; zcYTE@;?LNqVTs3l-I-_X1lwOGUlgfOcJP=-b6izwDMfkOV&PFdr4rP=GJhOPj|3Zq zjg%*!E3=&@G4y+ktoVogED=Vh8%s4IeOYubjsEBU`|Ym^2u4>cdODpZfhdMNw5dNLM(lDz5|dA{8*jNqFMJ$sRCgT52!GWyE5q9=Nhns7 zDoK6aD~MNpa3yz&{^PdnIOpbt(g*7-sJkM^=Z{A)@&;# zgb>MGPni6NJ5=xFU>Iifb*V!TAqNE()HYo&r(&AI;VmI)VEO(m!Wf7*&5zu)RmEVNxLo3Y_#JRcX#D<};u6Y@%85$i{ zK{88!UE9GA0;3QuqsJUpbioKU7%Ngd8b-mg`1 z76rDthQ;UgOD37p{bI5g0*_Tk{9rm_bGR)Yym$_iaa{Vgk(gZz^3-pAcpeYb4Yeq@ zWkzDYOO&_}1-8XgTxUJ$#@`V|Tvsd^7#I_40MGxj_O#ePqC=A0PJsH-dI=5T77y%pb1NIE<`^YpiNu zTKI3DbDyao88KOeBSCJpaOR7kR*|1bqsRkyYozA#2@zSYkw@(Q0)pgK?%x7pHl$3I z?z>Xf-Q94qVUv$%9e|e`F?0?>Y>y!X05`9_u@UFB%5w19sefAO#NNGp(1Oynm!ZWU zFQ8JD`18jn+VC*K*t%PYL2hz$Y}>iT%|FZd-B+;aR1!0avh&Uo0Wr_ZM4w5*ko?fe zclqPu;yh5$P{e1wZOBz?lEuk;TK3P|t|LC{xC7O54Yi{!Ny;IC2$;38&`%Wn^rR|O zNst=RDELzd%Y+OKxec#4MxdjsUkKM4I~8v}E|7hKepd>C2`F4)y`{gA50a)VE9^5k zl}LLQ3yn@sPbDbvY~I-*f=~rM=dkH7*Y%Cj`XRlX_lUHvn7f{}o_>wf*nmroD7GP& zqM_jEG`)J8prgPoy*Z_3Y;Yp(*tPV2t}N&KX0AXSxWuETtsXU=#ZaPQmte$_OR2O8 zDksG^@@4n%oqmXeJJgn?s^09LbXFUE(!&u0)puR(b1_ITpy~0bG*YNnAj7l%d3I&9nNy^X5zVV* znO5@nyxro=9ViF>!DIB}JlBgadXnqq{QAI{9ORM|yYWxne~gC9eH3Fc!;tw?TUUfF z3h4FFh`q3jg(z~O_OgFs4_a}pbdH5utJ-mqV=UON`G z*8!~|sf0ubn{P%#Y|@Q7@N{9vLAfCh_kF)zam^Q+UELbKl{_xMC1={`^XbRhwLV8W6#fA2+5c%m+*ge9hF-mIy`6$1 znI<&8(w*@ImN`%q#|ALSq@<-;0F|JFfY`$MqI`OIZHcRW#f(I582jk#3_(``gUTQ_ zkUNSf`r=$lPL7_X^9Tx{O+R`C6w=MNa(*>PSs?6GH~u1=NMjvYCQb^Es$y8sT(m6p zLm-Z%O@fgp2$M6=VaIO#aXd}{$c@6_!bMFL@kXs|Y=NJZ9wP$^FXjMb23Lg#hp;4% zS|(SKAUj;yPf6%chNJNqN1i|R&f>c-K{jk>lN($&h1QyFmJlQ-(E%IffJ7N{394I} z(T%58*!r)B{XDSYz0b?q(GPVHYdB!H`9f4-XcCta1`aa? z+%w1I*St_Jd!2Brt>8!YZTK;W7d`=hLTsU@l4O_5u77*1o^P63i5cp(%V;80QF$~IeecCEq`%Us+ zK}omom{ccA&QhIY--*`5^_~JNAKGh=*O3T1U&t52ENgBT^J`)VlmaU4;0xnm%PYWI z2DR;SlnbHy*N$mjI%U6!$3LHqPxHzteDC-)-2}3cIYm3|vxS~40XqT3pJpIzHGTwK zpY$GQ!i9gJlln{IQOmMPgC=6;x8Y-EST!w^A#(%IImQQlEsMW??ESM-BpjF(GMh+L`U;OVHJ5hR7w49DPO+ zc2_@SRVNT^R?c*is_BGbpWiRBMd1C#Iqfibb1(%Huw`@gbD}$pWUCpP9w9lBH_13V z5K%?wACo@uI$VO$f=izjq5uYlIzATNBA|x?f|U6GWk%Q6&C+-GF-j3{8$YqJt-)#o zOvaX#9PY$-w!a;FclL`F}Rt)Lwm{on^C9QZVozUN#>QA zlL3z8R3B6GJY(^Y2=W2keEis*`<7RxhUGqVf0T9`y<)EE7%gW1h8~pe!K})+u3Fm< zOA@Cg6tG~0*bP!VV1Rw&g`Rok<*^#11gYVI^Oa{9H#Bww*{CWkjN*iFiRV68~g<> z@i9qpXCK%ld~Q9)rX9>+OG$BdQAiQSdDCA1)hImThL3mN)A{_c)G2bV6zf2dc&BTg zxAe5s!WzNIjt_sHDL3;(#&p&Z>ug6zi69rcgNckI?CS73=K03(^NIVQj6G?LBEv;LMP(u9@$#RtC%%tx8L? z-qy{rb3n!2q^YT?1ZQNDGCuGi33@=_J*{em4E1uQB&+7#{}Xb!)$B*5^pnsj8e|GV zAbO74*KK6^Bx=hpNHHUrS<%(L%M&lAFfK>?S>5?ShV0?us-<7N#^8<=+2xD1 zr=cmY+zT$M@DWb!)Du}ZRr9I{XJu7d;r4UhVR?)Z4KMjSBYF(a1#^a|4(ZZORYlrf(eC$*S3ZYi}x zceejOpOb<62e;3pD(atA&dk86_swUV6Iwb--puMpwT4e|ASLN&PKY%#zMxq2i zuC)~G@8%|bru3SZpsI=u#p6!t*s8wO^<|mZ0iu8x1LZ2ut!taf9HD4rNdr;Z>Xe|e zzchl6I}*HS4WApvXpn)MI-bXtm5swk-g(1fnt|DAZJT)>+4Bx&`#TTMPFDWwsF~dN zPgV!GfRqnXQ7lH&wF^cSSWA3;e7g*Y&*ZSd;;KwptB|l)i%P<%WlDZ%kddUJXP}j; zVdmYV4b!67-$L%mjiFDBB6+3TH@qY@_<&bW3OFyx=wawpK4bTBp6aB|35}s^9k*v~h_MH^JYN5y(nyPyZ!_8_!LOPro4e$?fE2p6tEO(+L^bC~m0Jzf?|l1v z)iVkXc(O)%G}-hoXJ$0Lu4c3l+Q)S>m1VcHDb#_ga{)&I#Mc8Wwb9gf0UUC(#BZM0B zl6YNY%%hJt>e7+!`mahAudReS4%owTgbmE@`@Er2T-J(r&djXJzGW+!K88@Kvy>ad zUTP)x`qV1md}3E_#>VyIPwPe!d59waz{7mHC6mBQnj>-$H8+nRIx0WwVZEc3U^ZoQ zbn&F9&uBB6Ww$neEFtQB#1IaPi{>ZLF%C=T4rKw-(dXXr(PkTo(R~hH&It8#{}D1D zCJRp$zQ)#@CQyQ%PQMbjz zOXha6nCu`2jx}Rz41s|^29{q4G=U=e?nbgoe_h8})WZWe>GCsS5hT2$fB|bVc_wYX zFIK+bHB9HjiTPxv2!0vifa(_nKAg%;e~&jtoIaXN&8UKQF%XZH?{S+YrPz!XCF%6j zsPZpIae?U)H8r(3-O1kbwvA!0_n#tNcpTP~qW1QTniNUjV1`zyMpta=yIk(n$cF3d zdbW-S7zo0ac+YGeib1Ms#)w)JXEvA*k*u3mk+AaVtK5(1P>(Q}P_xBQmambHozr@j zQEyl5WlJHn0yd4dq+*q^8|W5c&{zl&$ET-#fVU|q-{i&BckdD0;IR4)KrnbFqWUfY zSt|g#iv=?4wnIQ5Bs~4)>5-GPqmg(Zq{4E^XyhH2XH+#Xz)Dh4ue-zW&1%xJ*WR6v z8{Xg&=@_<3B1DpU8^GX2V_~ z{-$+{Iz58uNP==XBF^{6KKQ5SO(mW^gY8EeG`@X|ym=nBz;@8iF1#al186c5g>!2G zedRle1Eiv8qW7=`3ueBuN|0j|io;5h3!xb=p)CaV$rU0k<6OTE=7xBA6+ZVm27l_z(0_V$Vd>&gPiCmj#?9%e2VV9tNqi z^xX01!S9*StK5p|C1q013_RJ2DL0SpE@nvTsuw z2))FWB0m0{`)s>ER9`}+7;y`wQ+OI{IG>;4bn^-+#zDIUA!vPo6Ji34@fiXE*_Y<+d5yp6TLUPj zdZlkp>xUB+PK~xPip(_vE^)?!vnay!Vjl||{k8=Jz?>8OWf3z({<3K?+rXqN@5EIh zdeDo3?@%Ay#L;)dWsmA_cWcyLUcdJ@ztOQqZ#}9w{+&(uDhQqbTrdy?1QT}vbKFeK zq=Hub&d@$i0U{RKG4ZMCg{@_H$S2kX zWxpASkV|0ZZVnh{mezuU`ox;Dcx#wprU>9f|B}^*!}_ikScWC*pibN^)*D9s&f?GU zA0~_uK|?_i|8=j*C#xtFR(Mgz0!+#GG-v^_bMh;?9X=>02?8+FZvB5gQ6+J}^!R zX!Uww!lkLs|1Vc3^{v@ftWvC(D0D2^55pV<2ww+5b9~n7mWtTXusu) zmQr0pDg}j{_u9TQJ=dJpS}{90dNDcRz|&i`Sj|2o0zuc1KQS>OCYtK_Sv23<#Z^95 zb+4-N7vz7v^76^0?GO0NSai$B8}W_yaBHqYE*PK(UI#I%*~bOB{Qk|j1#J}*G5|kZ zncl@=2|uF|^14z<~>CD#i0ldK#}M5C<59g)oNeYtKoZ*i=PlG-=g z5wS0cBrn$%?3}!T^U4CbbDR*)eX#gD0^3h$op)WAe&{AIYs;fqYHE6NmVj+S@?WAp z0~2P+i!bFk6J%Dl4J!Kcn3rG*vaXfsOczF~4PEF6S-^&vurUIJ+f<{MV8M?N?qEY1 z){7Ec2>@{$Y&}lN^FFc5ahsES93XoSbZp&(GuLy=*bVA?H9X;LpJaxapu(tN3Je;a=!R9t(?hDxo_YB;WI@?ixSeq! zdTW@=dgV%4HuPwObt!rtoNPTTE&eVY$X z(NG?K%6}nd>9|ur>pr}QOWPardOx;N)zXS}GVv$uc7DgV#h%KT@wknWRTKFmS%M%J z3Vc{9Vl|65Z-w~k*p_^-#@XK&sLnoVCbtc!!hqB|_=>{YiT;XM=3JzIWc7ZWjzrNb zBpx!H`}Mga=U0avG`wdJXO5$P7bI_1y!cuRC~bO*BypV>#qhlMS$M?P7tcL!9C@ZFWTMs7!*6c6X_DavENy)Z zSnA&s>QDMIV%uAPZ5$qLZbZh!R8BZ1>0-@TM|91$-Q7HjI5UCwkT@WT3&eiG<|b*49>3&W;}Z9m{&n z47e;d4-eB|(f*(C1`loiPxs3OP(q;88}s8zltIRzRKsqV3Fw}XeLc}x1|Ot<0ApMZ zQ;8PTB7fu05Qdy81ZOJjwyd3`X`VLgJa7l&Z0xH8k^!AQS3U~TO|SdfiDM;mukXN^ z9U+x|skQEJ#^^Ms!i*Z8oA_$gwEu21%-Cd}z;gTn1Hqc$E}~VDbJ6n<7_LSv48Fk5H%o^EG+sMAY zgUJw6ASIKr5Up_cl{nCca=Z~=a6KwmhfWV?Mpdy0%urOpY(yB@$>1hp{d5nskh!zk z1bDt=^1ea-F-^bzV%P&{nI_WvQWgUgXy~`jhmvGvAQghjdpLi%)8%uftQvEO(DUE; zTt?&>6En>9a4Kj;ycfRL2kTFo{k6nryj>Ur9i!+=lQ%!k>CDi16@k<&ALuu`=>YH1 zM)S3h5JA&>)zNm_QAtoFm;Dki6W?LMgcMtnbqsd&t_d_@qD{d89xq0zs8ENDV9|$HW&2iZ!cK`LfgrFx?);pPgFf`5mxO+AgO@Uv%&F~C<$&!Cc zQZp|Hynr!3?R9pGqFDxoU(P~*KkK)&wuNA)GNf@0!S)d_M5|MwuE+@AU<%&NNMs1v zSBY5>JiC9U36TUPO35c9Dbh=|W_)x#78Q3qdcW@e71_1dF^og+{J>y(e4_-7 z5`Q1<DdQbHnd&G-)M0butSC%!7)ZO;j?7+Kj zaGN`CYk0~kS3Y{xgkk>PGOuylGr#PAo6Gam^c_;-PfG)P=>nV!;i;+QYG7k6gc>IH zl2?t?{WSK`RcVB%bqh_@oaHFSb!Q_9@-s1yBVhy}y3ivNVG30I_lxg?qlg~eJux=u zNf#1sQtdNUD>EG9X!Wi!lD zCrLK$y1r2Bg($lc7z;nl#+w1EHBon~pPot>A6OLCqrfbt;k2$}55SqIEV4cTv+;Gb z$t#d2zd^8y1C$CBX$_$RrZfYbgf_0dJTS|KzSmNZwL5X zd0#nsc))MUIp>kIr10S8@hkJD?*@^3@aUXkPxLP9OFQf<=FRbr>*j*8kcx(@ z^#tZ+yU_g@bk1y-uWu;Bvjzt1Y|UnPaqmZJ4)F`BQU69)rNf{^=M}UfR^xP10C>P#xYD@ulQX0vD^P;8Z@UFsh2W`Gb3S0 z8Gra}RT%g7=%SoyAWM8*ZSsNS`F6nK=6TP%Jaq@*VJ1LB5tiE66i7PW>Ib-OM=mb? zSho%#jN#znGkenRu9a1_jT}kPUV6>iZ|g*`OLWxqr(TX7ao=kUXL1pP&O=UWGB9W4 z2`QxM@|1t#ymRs0gl-Sf2y1hZcuvxxrgplpZPaXs42TjbVk+sYf7xvqKpSaA|0+Y9 zsz?)wCjfXKT;`Q{)C}r>H(?!XetCnCyC{s&O*zo(vgVp{rt;qU4mdxDkBR7*qlEc7Q??o}@4E4{$)DD7O^6=r5oUwLZC&B)kch7wm8HHfoRyRQL zGeBncki%C|Uu{8zDQKCMP)Jc8M_o~!kNI0BgE!~t+0SNJ(Xr-{%!1t##Vl96N%D6L zX1kXeS;vN*TiMrj=fnX^hG0u$kE5w6_k%QR&E)}kn~g;U-ILKDAl!CxP|BgA9^T>5 z^!txJiZ{uXCBUZ0;O_%Q<^8xl)WD-ZSB4l`{bjit$lK@U;jx!t5l10wT?Re^N5ZVy z{7L}9i-?Mb zHUlSa0W^FmhT@c7i7OC>sy9`6@}<%VX<|BR8fM}ip_k9}_h-Dq#vYN86BSk@Dq{C$ zWF>@eg843P z>N^!_bO(rz!XLZwZMv2DRk#hNc5lKWkDb5+WR#=Cs{$!$I7SAm-~c7;DggkP%dF%p2glAJwu+>ZA2Zn+9&ZYCJpD=0hjI>_Vw{{tFlC5$D}oIp z{;QAoE}J79-)|7Xk?`4FDa?;|Re{ou^A!D03&2~~^Zwn??;iaM2uPV-Z2WrNdf4+T zwCAYAf&3IN{7hHZc_Q$5;aOj_G2Lt0)1hZ{fK`6*_pPu`tl(1&`0YlgM?7339B9QJ z#*?v7kS`54O+F_}2@H-vPZ_fW!PG{qw78d2 z$xkTQ+Ed(@sj3rO(Ay)B3H>czu{+G2nVs#sIdE0(=lv;0-yHDvV)8hq5)eE$t`0(X zNfy!MMI(W#%{V%}lzCb6aOm39emtR0-;j{tu&HAOhjC8>!&v{wA|HpRuxuDynX`11w9&9_ZEX)PVkaVQChQ zS3%$kS;%cJQ-Y0rV9Ahq62x3@IEbBdT6CIGKDsl~5!-$AZeEuA}Z8Wo(AmQO290V4S>3ZG% z@C!-N{i$`I&|CRjBgj-NM@0q)|BNV3&&W&-9UWn6Y8n_&sA4Ip@Nj>>dl}F}WRvU1 zJw7opGrOoYS#Z;*n2KBKwqe6tvHEh^lTS`qULR4R~h$Ai1JlVZ@rKN4GT-%ej zSdDP-L257zruC)^Du>pQBqp&+E!G{$bsZ$`dRDV2;X-hta5gQ zs8e$axWQ&oPeG90JY^%iQ`ONXeF`5wvym^GfxrYFlI&$=SW4{{HrRxLL3%v=kghf)!1kBFMv?%SJdWMaz@!t`4n6EI0WtWmnVi2-SUw^AB!}wkq*Hnvz}hiXM8Quz!|L2ouHN zQOal}06SbuZX}<&Or%;XR+g8;11zF6u)KPHc^T~xc z@0|Rdl%BcXv5JAAVZWBT{qM+f1BpU&ZzxV5c9tUQEtdrq1qP**Ls14(Ho{y`3J>P!W>jBO6ftOyDPa z5GM(eOA0kH`e1~&bhXqDj?5k#;;|azlg@of%(Ps0Y;zICfoHog)Ugpeu>6a)rsU*= zK8J^^U_jw75S;fD13qRQDc=A|$HwM;Q z4;o1hf7bBsY#aqs&AU76V@wCs;DCj-nwokfy5FNL)Qo<({#b(MXvt26ne&Fx8@PJ5 zwF>vot@Ss>Yw0hRHJfE!_jeCP%|DaRxVE4EdNv$eX9KGP3;@HHUB_Etr5VZIURE7| zP>V6~@bt8?Xtu=RUm^qxT(o~?dA}KI2e%5?_E48n!&pDPDdJ-KTN?;J_DZxr{5IK1 zQs@rWE$_RoQp7GU)uoIJDiq`7;R0U`pxJDA(B~4-uniPzGbvFY8Fvf#cSS{i*ry z=nb_5JwLh=x!<9|_Ao#g`YkLi6clwr;bDFai=PPwxra18Nd?Yf5V385-~w^JthxVt z;O|W(N@QXjs;_&4g~SmOdV_E<@luu}y|a3U$4!xi68*$J!fu%hl^YmAOKA12XqR1W zicg5((t*BeQxG>=+Rm{#$RD;Z5^pzP) z@Pk)swl@1Sp8B{+<{w`V*c)jX*Ojlca=zJ8fWbUfmgy{>9{Q*wElUtkmuc6xCz@VW_7 ze{@c7^r2&-oR6#H`?TFZ4R-3uQyL?9ImpS{#NOXtBq&Y*Af^%owqD*fCybV~#6@NC$=nKtKCDmYY14b zva3sk?}bZXA3}|SMB!J<9Dg5W8PSBfJ*)YEuW_>U$m?&gvTPSO)uIU7_-9Bsy@9QS z@fIEypSA1tLoQAHaKFB8I?XPwN_o6y{`u3{R$f3(AsU`8KOz5wg^7Y%My!`Ma&;B( z5n>|H8$Q9(6MTjZgbY@;AOj42HtUlrV-f5U3g}uS~g2sURnip{e@%5Gg} zM9}KKZ+~3>^Lk26pIupyY{hA4!J6u)g#x-$P`5v>PRRC3RQ#gu&rZ(nP6j+i^9ObE zFdAnU7yB}H{@VfpZGW3)nS5yIygLy}+!`VQ8KpkaoS=DbO z5~EEA1Fr87{Ky65k$pk%q!HOp-I)+r!%ufgk4G0L{W-r}o!`^D1A!G?XMmN}PglRB z^K@An*$Y)|{k+Yqsdgt2rp$2bnBd-!_P`5|(txQiPp&dW^0+BE*G|JvU)-La<9}z+ z%!n&+(8rKxKj*hrtUDYD7^lE8ez1udQG5qgy}1Eh$RC~m@?|xtgg)O(i#{4V-2Nvg z`{@pD&i`QQev5Uo2@-)BWy5n|hzk{e^)Y3J3lYF+U~-gxcEcJcU=+5WE6Bj#>| z3yi7x&eBmFpZEHx?#6(mtSPQnPv_v=#ea1d#saC9%x9W~c z%mou=W(95WJ6S6EJ}j+U-|a0ycmV6VI(_XG{P0O-a7?@u=g3o$<6`_9q2TbOr0FVQ z@Ul5}4;|{n+z$bB3kiRP3QvgpuZCd8P|KuA`t~76Qr~+<6EQ74K873}{?stDM`89W zCNs+-5HIErOwT}u}9RZM&%9ICPiKABlZP; zXjN%M@s~F$l&?O zWHC`5_CGM^Og3|xE(CAbP1Itn_wS2d9G&z&2wX_ECPU)?fKp>A8t)2U9f%Fg zfB7aOOr18~H%^var=3?iAJpf99{b`6#_B&=Z<8rcUg> z5KiJo$1;I!XMqGR=H-E$ugi_Sz5S4Y!WNC{a0xPFinD%z>{o)u zGt1G?aV;IAgV_kon&J-x42TO#S^BjS5Yr%qvlS{uL!#b4bk*P_K=Bay?_W;`Vm|+| zB$IyoXd~GD8QvF`&8lJU9*hyb6O zYq(>{GB}UtXvbnycP)IMKfWGuQX4N_tMma7?L-*%xc| z(sC_M9o*#+`O1oIsU8fgMl975pL|JM*4>hQ)fAf=WWN8bj$|8eYbvcM3mPA$C=Gzm zH1`eTCz6J!Pt5Vgdl!^rck;Vfq7I=XkBtFyahG{Cm1_z`{X3WiBuQ(d%fWo(J>6$x z@*QabRx2*oex*076ezl_p;b}x3z|B7kpFy0!orcS7v`snT3eA~QBnQRVh>N-BzQH8 zI(1Dc}lZc5eDR5FuU(KB}>>WyN12g7vWf z5top$g2gNY#$WK^Nd5IP;KPDxmJQ`EkuosNqtQ0fhz&vKC$MIc#)Y%O;RfE5ss^`X z_19~39*z%7O2}b)_jSq;X?q1m3nxIq!0P-;D=Zc`CK@0z0h#J^m>2VP*kM^S>I5;y zWb1J~8{qi-q2fiZdG$hjyG`?dAktLi{l_Bi#))i;l_h1^{eCNv&MmcNr34CcyVwGD z#cOnb$B1UCx(g-XIywxEr)G#a2@Bse#(!rw3W%jN*YKyy9cy@ne)Egl)Mw#?TA>Y7 z7ly{96R`R%3KFx>fX3^2X2|n>mCHMwFlN7|fl)(6L%kX8yA;Vd<3h77O;ED!wDH!W z4&qw=c>Z4UtZtjJ3DY>>j;bg^8eP~{o=%?WIwb(V-E;F&lMbCwl#@cKium-x*A|1T z=XP>xvr{heLoup&KU)S-CY`vk8BXIC4`F_+AQ`LNhT35G1tq{a_ihe^yqG z&5DTz+`rJa<|<2u97ll}l;{d33Fb$E5rc$&S%z{^dp*)y+^(VDDsJ)m&()2P<~T|S zP-%26Jh>0XL>lYM_4 zC0tCPpgr1KBmm_T>1PT&grE?UMB4JkMifrmnQt*MXdzdZy1E8R#pjNGx5PddQ8kHO zVZGVbIY2i21|L3cj^`tS$p|%C9!pYC`#lQ^YZn%yf+6ex|3IbyNw@8v~p~a z;?(x-HJy>esoD)D4w!4!Ua*|Oi-B6Uodu_bj};r6noXCh=s<0=Uo?%m;BamTV{S~{ z9L~Q@Z?x%j`($DtKaq%GkiTE4Sy>a(bWFCdEpl-4w*`625sv>ZnC_-{&xC@-wj)mz znt{5*f&16nv(m2X&q55Nr;`>sKd)XKrv7-F<536@E50{1opt6#U@$ZQ*GbcnhfaEM zLi{TdVVL#Rn+R!JmA0W@DDiA6jOc5Ao6u?=Tcd~Dj^6ewofzn(%58QBV$u@@t6LiB zXX-yJtO$#uhK?*0Hj(!+o)m(wUGAu>qN8s6x+SyU%0JD`%|)J7cd;=GO7*IGIJV%` zEDi@EJj21&I_-*|w@!sMrnGj}6wFKM6iQsrZLMqYEdP6*N>v8`Fi* zcE3)YLtPVu2~~g)j2Ua@H8ty4enr<#du;pi8T#*|{?dvlqrrl!WlUf!uWv;1zHGq9 z8BNfvwPj#t9PlT9LMLneFk)b27u$f%i2MU_s7V(Z*Q`u(T|iy$qR=?9Jnc^4oD5s1 zyWO7`Lwp7`0im<7992q)ibg&AP-pk#0_1xieXmltCMB@1_*l6Ntc+5+QjG6Tx8zrm z`yzp#-M53QMCDCV{EoT^WE>srdWF3&_rcGf3FONXBZeSxskUne+hmfAYqwvY`9AH9 zQrAxLt_SQ;ScE+DL+m0x@@X?C@Y5d&tdM+i9Gh5V=C2uDLc~gP!Q1jay>!#S4uQ#i z6_AG*&Nqpr3Kx%Jf{+aFdcFDJC@O%Is5Z>MfYQ$o6SQ53DcI(GjJxNB==TPoc5ZGK zqlD@jMhes|_Sb5DB+G_mg!%P_L<(E_iV*#@_(l;)NigaseWt8qEA%j;q}-U-fgqOd zOOg;GSEZ?`$9>k8J>R$ivpG=i0!*e!x5rZIv=R39)4hlBplLR@$vULV)I?;c zV6T?VTAv}8`a2pdx%y@XjKW_hv+Ed!HAzl5={Q_@g;)C*JBc-(R; z!46=6O*!)v!@Tyk{6CN{>}?~6VC)FwjTw>MCM&pe#&=~%BC{MiF_)IKAVi<}F|X%( z%kumLY;0_t`Vr|>qbh(4_XfP%A2JTh!*M`|l$QTXl@M8_e+Wix+GE2Rey)4WJn168 z0TB}+l&5l~w|+iD&=K=!`sV~ z6fo0zjV!FaxiRDJE_+v2;#qaBLrhsuioN7hGw<*UvKbEfw|TJ6z7@(_HOz>n?Ncjd zKS=?RsHzkkkdlkiB}c)(5^Fkv0~1{#M|!C?&e-$GenoPK-h1PmUtWMhil#-0!7A&e z^sbZtU!HA+oPG-qJ1hyUfsb5an-@~;wIXZ3#%II)k;{G*QmS!Om;uy?XyVBh0$1A% zwRiwfJe3G7fC~-n3y2A(ue?R=X9@73zK1+m=kg=}-#l5h%!}l2I5ti<@EE!|oOtt$ zBg6kjcDBhWf5>3}rw*k+iwj~8=2B)%0wRKn!}#KK$@4z544{8ug_!83!9f6_ zt@#1iq2q#3hLnV0RFBONtw3^C)QH?n56UEauG!uf(Y%(l_S?l*pGOJu{wJeHs6NuJ zH{XF53EcY9NoYHl{g}^hU2#-{&5zG3-C+wepK|7vQuHDfF0_nafVu;kXq@{+-N{uvD-7muo#uIyp(kATHLqhk zmb7A+r!W(NWGV>z%dY#vDlLCU@}woi+P5&dj1o01tw^3q?cIVG@=JjwX6Dpt%K+?GH(*vLknQGRN}LMa9daeJUFF*aLjsmT4D$(rjKo=Q<3#uKx21QrtCy_P@s-5S{6qkxYArX1Kb`nS{O_Z2Lf zWO?1HWRqT*8v#2uyYzV9b2Auf{vY4%9Lu(d_Awx!to83nr{It;7R=?6E+{OvhbMm@RV%Of1!b3C)IzKx{DI=|JV5TWLhd*e#p4@y zF-1{30nNsUPsiL3OPyH%zXi>|^C`Y{ryp4--c8`5khts_eV9SYGlM~@LtYCF4uSB6 z(hR+02~Hv5xPmHKV%`cXA#V1KdXN_I;%(cdSl_~waegzYw;G4tuK1P78 zi{4cQI{kcibikIqyAnw>WF*B%WCZmF;$bt>l%)H#BWyqbLH(uT&s@QcG^Tk`GP64I z(nb}1=C?VyYe=1{Xk>i|oWn#z!`ENf@sCgfg6$ms?02U{f(< zQPW6sGBu__0b8US5CoH)|8;+%Zpp*&2zF<|^DvEx-yNgR6PJ<-A0)vN{cjxrX{u@&DD}$sw|${WKsO`N3aGzv zX>4iP9Xd7|e2=4wJQ=F`7fZ&`>0Kd2rW!1?so@GC`yf*Av zE2_V<0gjaQo?6@m&pV*44z%UHqjVoJbOVX7K<YN{Uh2!t3f7^zf_AWZxUy@DfivFSfI9}9VWUheVDTrZ7u4ZHe6{7Hi(NhYdASYVc zIX?eeOxC$M(gP|G|7H;BzWP(`JlQT+0Y3}R|C6D84f>qkNa}3i4}d~(Gr>ME<9DOs zmPwZ>4J7qor#e2v5)>$mt9b?Xy}$nN#PlQ&oayRg%c?C;FVQ2PMN!sETYB)je7hzW zzA(`!Namwd4E(Y^tzECaJiIP&gL6*)9wN&D!SyAKA`0ja#)@VZ6o_f2gr3?#JL8YF z{dhu(u&^Ywmt~}NzuzjpGu_nkgQJW6g)|VTwC3f;^q2A4JjhCd0m|Z$iP0nv3k=GT z-%aJ)>c7EdF2JI76JpZioz0bHhle14`6DyCu^8gECQg^S>rsH^Es9x)Aaau!ztht5 zW{)Q{(2a-rJ1^UnFZ*fWVgUdvgpU4?G9rt9N;V^~qlp-4pvcq$``rG%f`>6svyyj-U8p(DS_!l3{E@7P!h#x~2>} zZAb=mGMa0sMTtiLir^#*gY9N*G!iEe<|PrHrb8Y-Yyi4n*{iV@#h9 z_-%j&;Z3{BI!b{lU{pa>Y-%CDMrL7>Qg8+A_!V?iA_E5qH?zneEc215>JC=x7tOZ> z-#mR9y?A4cegNY1xw);l(r+~)-%BDEXEC0ipZ{-&35dp$0s>0%6sbGCiaqkg*=4ve zxCBKSr#*U=!JfY_+G$n+`RH}xL?)(J_OT0aDk5(yFPGPBoPn~o0d5^cK@T>k1*U4 z+peow#Us7QdED709|UIk&cAeYnqe7AAe&sMn3mbche2op4`X0nVXqDP>vdv>UZk>E zOWvuV*vTtqDXX)}w3^}1AFuF0_q-Y)L%;M*a(=+raS{%{QrHDJ9 zo1BR9$<5Qk!ouw!OhJyXpU+B>>nzcVs~HNjp{D1F&d~E@NOWO72{TE74sc;vIf{Hd z@xY8lAV7+m!mU-0b0l)0WPcxL%;2+RQ+7+J2dJ`hV4-A?Rzd<(>H7A!$-#AnZJ_w8 zTlzB;qW}<+T@7p2?bkc?#*WujDt&Soc1Zknj%qZ^)a6sVWJS%_nwJ5aDs}$af#I^A ztv1OP9rPRjM~}6b|J)kwh*#mV1eq+Zv8y_bLFHC=s0OyojV6^>TH_DB)29>H7q~Mv zS;_>SF-{Nrl=#{x_}!DSQH?=Ud+A{p{GYjHlKXlJQV*$2gM9IM0HEjd9J+$*NrXzs zn{>0DkC77Rj#I%QXH<>^-HhMuaiTw4y8b=d=%T6SY%rn*Ya|6lT^^g9b;pGy{Fk^P z0XNXO4c1Dw&D(2Em4dt6mej4hq&BmuO4w%HzN6Bm0O7uSBGtKrS%@l*;pN`SP5;Uu zXP{zt9)6-T`KEe|X94H(#JLX6&EQ5E3Ni(9K{aOX?%~0CzrOVp6L3=Qgjs(Gd`6$BZ-wk=WC=7f@F$J? z^eTJaa4D?Q_2WC5u1+d(ImMX+nscD&DEnzy&8SoqkMi#WDq|t8+=y#e1qB7!Fd3tT z2!u?{BlAqq&n!wW)9-#7;2=pVw25)!v80xK#Q`lt0y@t9O35ny2C502f!G%aglT77 z*2dEG+QkHh-|0fz>>S**UWj>?82Oq{-U|^W%qR^XXf$O0M$Wi+10iOER@A! z1bU7^j!vT$CK~@EhW<;mt#uZ{dXipVNHjTs3A-H5jGO#oEtU4UTrd5D4m;jREH3%y z+Sl+&W7pn)?4_UrT8X*s-?~jv&YNCZw?TnLk{_Eeu9^?T(B=b{?sFJrAqXOPHs{OxZ zWHT^U9*pr~iWX`T=-jTRBl)VK@Um~ERBCux8NpMsSKVQY?sdYn7;6GU(3br6IgCxFR&$}cP|hs z6#>#Gr`qJGqoY5BG6YqmP>2A2vkz-$2DoV7r#Vb!3MO+RVCv$lMi~m^WTN;U12WDmP)Pi0;P)=1w%ZdeX24*&c)H)dgo z_$`mH0Vzw6&o0z^r2VrDeM=(pf!;&CK*$bw(n5S(%AQB`UP zK#~E)fAjo4j?R=v`X-$;2d}8P6ZO-$+W+9tvB^R;aB;J51I47@uaQI2}vWt^K^fCgFnD z@7sdBe4@I)Wam{g(up@}5gl6OXSK?6NTVZ8*(D zFQB5)?+esm5+cwXFB+;V0s@Ue=#y6Vbsn9=2~#m?S&AQ6EzK0Xo#W~|LbbU>N+7wJ zsFGHnsIu>0G!lsF9|?X&V0@Yb3h0=7AVukLH{^6BM8Uk}Oe)@0>J8u=v7JM>~*6$=;vhM{Ie zHmWOe7!cH~O-7iJA6Hd8Jmf8jMOiVfv>+3%p}>{jU&%~pezdz!Z>?|l>$}=3hQxo( zlv_{SqMlPFcsUZLjqlGh19WPuxJ|!7VbnTeIgj(~PWQa7&M62XUvB#H4VuD%z7UmG z?C>DjkJzUJr;M4-a4y8z#IW%ZDSU`R?9cf#VZ|Bir8S+epxbg5X8J=tQKfP#ZC~F_ zqk=?NEccO<)Z+0AzV>ZxV7)nG z8UUswa}Pj@EXLeQAQ?@)BFBi%tOen1={95O+0`K`i@Yh4IPHj)SN;yRK!$sMx$eK6 z*2SMwi+{nLV%DC?HOCMb-ZUYR2m z{l*LoWV~&Xpn{!L%@iaYD2iv4UI{4NMkphMu7-cH$Ip&~iTOk(ffOdQN(4G$r5Kc1 zG71XJUutwoab#w)zR#G0Gy(oqg~@qk{!_3bCud`ob>DnTdXi=@9wB0qiJ$=SJmMh# z<4!Onz^wm1+_LyAf}>VsUJz2J2(Hc{-P`y`SI(|$D1uJqS!yqCMbIKm>+A|4K6$XV zBMGCyz37g*R+9%Jv1ZJS05BdRJPZ`(HrW^`DS~!(ek*9Ynr$+dC+k`UBF2>pCb@tl zg%ir4#10RBGV2^IMNGbA0T|!3*~W)CNC;JzcdLsOk#S{Nx}4*V@{Rlby}TI7a_l_$ z&b01E^C#*?Jj`Y7>8-rHio$h4=eLxL^8(!4B(x^ws{P7l?TELB2aY9~xRfre-KGa7 z%gX#(8~`cAgC}#s*!xD}PM2IHrSETyd}g3!5b6nntmEQn2oSz+IL3#O7oCsI-6E@U z&>hHVkO=6jGvQ}v;%u#VOGt1*j!{MBI^WmXkVFwRCJA-8N!BNa3XXIC^^1y$=O1&G zabZU#@#dyMk<#L#@&DnAGq9oz0ii1xVIC546^506594-^ipu4*7fHXf7tJ1IzgnD= z1VK5`6KRe`x=9Kn=Cc#vi^v^lkGoHx&qNRHecnc2{qof0CWPih7b9@c8%eL=bWG~8 zQ`ay({1*+Pys8lf+Shldn8Gbh$bV=YxAkIK#F-xs{3yN7Cf#># znvDJxM0e^j_-TS%TF!iOOc(KN*is1yFAfb#yhDXbynVsw!XdwYeocp$6z64TU}Wt( zZL+-@|9B4vtn1;5{9ovxOI%_Jp%`@Ty>5@xl&!6tM#tz8dBb~EOoM&5m*#*pBE>YD zlcmT4nZi(C!*09V(?9-Vl)XMbCW?Uf$IFWs3ub&@^Pr`ysefCqCo&!YwN%xZa8641 zkl-Yqbr2Z-J&Ig9uWU!nC!b@qA0KOqVrXnh|-%4 z;)r3@=`5d=s2P%l_qsD?pyb-p;HVj00&vz#Yz;b=YaN~CkAlRc-hxiYOW*&ybZc}r z(~$26*3rNQ98r~S85Fde(#VB!nnmVYcvHy4aod3LtL@2QLpvaK=(j@vC%9n6G{;Tnio$W!;VM3gj&}I&nx9V+bC6AMO8g^ri$JS?!9TTwu=1Gwcc;cG?tBZdrsrih^ zv0uj;oTaf9af{r(Kp`>+FyZ?!NQy0pJ>1Z(qs~QN_?DM-+*TEq8i#9E8QX?mw+ZF#7;dPxZ|`ilU;7 z{v0yq2IyZe%Zt63J9}lRICxK6f7|OVKVdXe)ml&#EHF*{h#@(e#emoHxohkc})64R-#zd zIQJdA5rf?rxME~9Y5e2677q*MnKT0)t@)TriH1&_4{Dt7vqUR!5Gp7vB>9~~YQCYm z2eM{Jpe^lgCrbDIr#|f2{dyR!mZWH-&TJC)-roKL&^YJqEU!CA)fdBP>Z(RL3lC7- zA`BLmqruHfwx3F~DD8hNHc-zkFHf9zD`jRc~CG{>$d}?~a4FnzlKxwhM34NVJsXxJ#OY!(CWa zgiZ*dITg%%#GVmvZVft9L2$=PtaTt-7bN4msvqEJ`u5L;d+KMX@X5r&jB&?QHcxbS zvBi^ozPxojn`DS2k+Q~qnw|q?W*8Xiu%3g_Vz$hD9uER^&2c|ncg(bs0XM>@^RBP8 zLQMA&*iVl;R*5(jV`py)1~=Z99ipl4B4x>Yvhb)Me_pxE=d?f~7(BA&@yA42|sPQ?(+IUlYFxb;0(W0~Gok7BouR;(xVFq@@rPLLxa)b(gbLdG{kln@?v zR4yi(aQ@Lkc69{|4$wCAMWoMhqw;edcn4dTk*euwNW>1xkb9$ed|cE_ws&_MCTn70 z_EdQbR0#vA!P=mq6V_0uk&z8Tm#=R?JRI7&qS(`=LeinWU6steYPB%sMS5H4Yrs`a z_zmho33!-TJL*r&(lAfYpJZz_5hnVc&s6I;jA6fe9`iniwq2NFkaI;)H&X5gjK7}G z#}2nj3XW61#AZNJy^wx1{SF$Y!v6gkd7`G=pd{s|-B&9wYW{24S~ll!3lok76v$TWJRP*3)dTzJwXaV|WH$$g2LI zL2D`TKwNdcGJ{nOJgkjb_hyNVO3gfD4x?e5$SN!Wd zhjH(8U7Ol9`RfBO3j#=$W1y>dAJ-zayt?XsuYg*Vso$H4z&tr}WX~Lu31+kq0!r!m z<@s@b8lB5cx3{zHR+Y~TPPbr#o9zuH6&Z_4(__`HK}k(lEio25d5ZQN{n3z+!drEM zsLI)p>v)R!)3hzoxn;tVoSP968eT#9NH>^WXnN^Q=w? zv+33GxIjEo_i={$b0H=0Im8@P(1Lm?C4)hMoeHU-9#Ki)ii5sLg_J~|(|bcK59}~y z$?jBf%?z^ozf$89przte4D8f5gVUriR2C+6J)bKquPRh>&J`iDf|J!);?hahY5|@h z{~3j>SNgPh1|QT3b&%r^_~%(w5omZ4AB=cQmI)(@#}DmUYs7*b-^td0_=p|IB}?`a z6(^`h9}Wlr9_`cNL9+7%xx?_fLR!MZJIn8(i6L7|Dhpg=EAs%K8)k`BjH3>b zZF3QWR5S3A3TM-S1XMz1es?ClX9;71A3P~J9~D)8n1g9lrvgMpW+wYth6Yg`MT+U) z%MAypZ1{3st10BwerU&DkG}JiUiQ~SGJK{M_!;RXjWad%q*Z4@(g!LehzIB2Achb( zd3Utenl2%c)0l(>=pey~0OV)R2>)eWOS9<>{y*n`!Xk*^eo?9pK}U$r3Uc&%PCMs4 z(!AeZ4VYU3v)|wx3AoY7;H#lE@V!$-YC>lm1G}dX$*5T`L0B@R{whPNgta8iDE8hr zyAEfuVd6fkf`j4D;fK)n5qVi9(sxlvDcqxRMZJ#%>*9=4N2wqa-3pcggjGWVy-CE} zt1QxHBo+q-9+-(~QAWd&m$rRo&&;SNXwkLlTJdI3urMj*PYSO*>583B(P@vywy~CQ zAX^V&;Uq*(a(dy}I2TeWXlcod!cEmeGF?3{bHXYa5!a~T))hy=g*OJV^Yp);yMAA!+bHQ=MlzU1bLKA%M%>bV_WXMs3{apuFH$qCoRNDL^5X93< zSDAmwG$U7~XpkG1uhZZ43qwiguPm>k(a`u1B|p!{=jr+hwOjK;gqcUcsL{KlbokqI zVDmC>b3+V?ar10C3JNN4$|kqlQ}w@&EsbM&%~sZ1|fk&1mHe>)z8 z1=1x8VW`q-7?p$3_>XjiPPW+5kXK(>x7J-H;gCwNuHd-oU%DQ)hyl`0wuH!oUNILV z)gp_dDL%A2oy76yhPJ>zT`Pv($vafz`h;D-!fHDR}Qi8R4McBwZt0TZU+A z&~(Ny({e3Hheh`gwf33)VbgLNQSjQK2bqf4#qVnybA+#ZPsjV&t}`X?df$1}QmA{? z@tBwc}l(ulU{)VR?r=?SwnjW1eGkDFrsiv^|$?;Dqv0eyL~drV5b$ixcad zIuI_8rpH8fq1wrkx+a^~C&d_~EX~G>&|R5rS&r&iT{sxs05?hH>+6fLZYHM2p;%w^ zc-;;RfB^36Fk8pP@U7j%vKqR4=-hTUQ*Yd*7y3^k%lwAQWXPM>TLE1X3cs`;Sb8o- zm;O??Q1)Ekh4Z^T1Mu~XZ3EnJ-!bUoulPFG;U+{jwpS6F%H(!Jz-=o>Q6Ig2vUKvx z@m@+^^{ozwsd#!fYYFUn=hufzUtouJ5eN4gU_O({NYoB#jj4*gemQ}Lz{2x%sr+K7 zrYy%&H$NIk{r!S`7j)GPXDXJ*(L16;6AyMbW)EXOws^VkRcZF@E&lFEf_oG@Z_X&P zZjzNSm#2U@fdLaTWKrgPRv?m&VZ>xp-#QDPF^|O>yJkUbl+#FI-?zZwcv__z#2Va3 z)GVXxa%u!o?FQvB z>1NaCtKDe1m|RWw73Ebf2a&n`|9aXmkNuue<_-Vdp-`!b8weAK2cVRzAW%5WW9|T) z^zV&B@1uPfWt}QSkYD@4z>woj?d@s)3JUwvm1L}>7quX3L;5J_=m*By=m>W=2qN>K zHh{2jHChzE_ix2e##IAaQG!#%L%h&+l48JRd1a+6fP~aV=nvyM)g?~c3TGG`F zTiAQci_8^iqO+TkCj;q_{p`o=*mEnIP4M?KMf@%#&ArKn>3$$0R@v}cF)&wmw%WGB zW|N3fp)5lQZZzrqbUyfbN`UUM3Iw!o#9Upux}TS7e%L3$(-bXCMk2hFHx>`(2r-vm z<1f1(=sh&l2aeYx0i#VkZNFoA;112F`9+H=rOtU?B+0?PVTyNvruhGR8K&Z&Alo7cQkDKlT9 ziFri>QL&W5;&q$rcfR^sw{F}J)GC!YNIYZooxa#;Go5+DzXS|VyU@Q$H+zHR##o!(%Ck`W_F zmEgn#b{dygz`P}tzcbH(dnxbw9h;|Q0s6*YJyR~}VLpEF^yl<1l>Mlg1LArRgive@ zBPT(a>B}FFWD`fJun~NFvdK%u)CoE>h9UPLl#h}U95;35=uu(>7DRp(o-%oa^>>(T5<_ zzl&A)yT)UNVRJt|Y1_JjxU7)HA1n7PBdQFX(BY|i-4pJf^>1gt4aO^R#`g}_B(eZm zsGr9eZMt#CMf1?h{c3W%8|mg-Ri!mVsk+6XJ^lc?c zI0+KbWCU8I+GO4Ub%`@W-eh8muWT_+0#QbnYJnHxM!>q3&X>Ld3;kSdtmNqye}}K9 zjg0)$9Y>YnLJ;Ak>} zfBTv=uTJjNxHi^M))OwPkv5jPQmCKOdx>2F6ZLu$EU=nsu0i81sIx+vx##L7SZWpGvB_*TUm`0$sPmk7C{9x2w!y zOayy|s!1m|5JA*lNayv~l8i|CwoeCM5&6D(j@I7of+#pv-gim8Sc!vIOs6bp1L621nM;k7N%eO}( z6CodR!|T)IwhGc|9@6>x=%d#ujx3UrmO_;l!4-Cvs?_g++eH!_%(%Sd2C3N3OJssb ziAV{>P|y2&5#e?ZwE$()?@1sJJ*g9)P0BB!(|hfzz{{uxXOk^Qn&KW$*JX zXdFlQCu5GeuGQr!)$PRZmdz-Y93Rm8%d9_Gg=cB$-PiuwDfo_+vO<4)4Eh z;q@B8YKHIVkWt*w?zb!lX;CGCoFlLOm{wwy{7IPeDmCm`IQPJMPxrtlBG}Ecs~bY% zFYydgkZ!)QY9R(lMwfp{uliR)L=tcUaY!5EKNS|4tF&I6-e-I`7Xfx!;{PiWnn`>6 zBtPJW!ifu=f0c?Yjku8#adJvACUwtWc>RcVCQC2hUOD3r_&M7>ohO+bH2VFwdQyi0 zl@7srT|{$aE~b*aKVIH;c_QIqJbO3aT?SPTJ|f7BgG|&~m+%`mcfS*#BQha3)Dh}> z^B6*d&63UQS>8u);N?1cohM0Vfmm)0$^tt4ZNnaX-tUi8Z6lL_?#3$avJE7PjX~v- zP>kf@T|`bs?R)8dJIZFZ$m5}}gV1Cs@W_PJyu&ZMF1f@4Sl=)(iTg$H9;dZyF?Fcz zHNmxKFp$^27+I#1a*WiL>Cf9>UK*?9SMSJB->{#jL^Mf=4x?nt?p1kvU8otJ|CWZV z>}@3^G_WCQ2Uw@viM^@xS%uvs?VY~8B(+Q=>civ|YAx%W0iSb$g zjKTMbryk-mu(O+8OZ>D^E!5A?5|=B4xnwbrubnJZ;tN;rqFzS4Z*}N56Ks7yzG&GJ z*S4fTJ+uA3j+GY4d1p=)Xv_S3CMxwzpRlzv?VL`lnlZQ-igXX9t=rY zMcQIFOVy%581YD_8zKose?xr^*!yjN{|)C6 zQd!G+H$3W)euk_A2;7K}mq~uh{oIa^z+{ryu^`ynhOc364wX4$PtzUmQD=VNN#`rX zCd+NZOafN=7cj7$b@fp0&=aI!fz9UR3^k+Jzqw>W0PxGo)_%ykEax=kc;iSf4Y zy|kAcW4oX?2S-M!IobpQV%_3sJA9{DBx8OLKKb)(_$b-U|8AjZ{GKpPrdUAGU3F{u zB-QyUWO=X|d`O#M1|V@{HzkGQCfGVijJgjdAbR)5IVi})-QQmNwsHA=Sa;WHA&JcD z7_|O|z+<}IyO}LWW$iSJY@W(u9en>XF{##u|$8Jkxb&{oY7Ohi8Udu?v|e+W9X{rmEI_U@1E(=b+=HBYBr zfg(RXZc@g@VOEOFhE=QRP`RF_gfVq~wCZ^~#pkqjEUd7c{cxVLv}L#V20XHX`iIZ| z6qE9r8hYY5Xz{%_p7aWwA1^;1?*Re{_1BKBE@-tV^%T0`T%jcCh`mW9HKLY)vqlxQ zUREOSL?7uCsvD-mZgc%F$W&%^guP_&sy#$}S3S9l+~$kX>Hr2%9XOj7NEP7#@k^ai zC3-wGA>6*scT}$0H?+$>3G@wgX8XPf!hrHxJ(C!!#2CT4>@26(I(lQEr`)&JB!Tjm zt6SyQGhTXS9i9b{3 zT!1(;L$>)a)4QBw$Bvl4Q};)TGo^4~mP+uA>b~ z-|~B5?Yw@@%HX%9>$MGDi!!NuFUEAaR7z0tGhj_EcJ{u)6w4XyC;D0v_WX>4kwVzs83{6ut0{3(Mg?Xa!`NH}T4JhaQG zbsMpj-xm>uZhi)<>(}|f%8$zfpp3Ylw?p>U%PntbpwGU4i?$P(pB)n$cW)?vph~Yy z$ks}mjss;(L}y)tBC-2+DT4DL;N|yzd%O?W5vVzeIy7Kxs`IC(@VE&SlLgQs5nlN6>2^JY`h7QQ_*vhr6?>qv!HiH0=LP6+y5L@4ko0rGrez^f)i-rIN>^)9wttBlhN9#aT z7xXwQJJ{A8VhaYK?uQ>7_q+Rk*!KU~r;NN*qS6Q>^u&03C}#eoe8#`t9g5~P8wH=c zjCjiAX$+;Q+YzByE-g!#!3mhxxfcpHy1HELFM}Yh2`d(2}m7#yiVnq zkOvBnLI)88B0-z(tH`AV1nG5l$VhZG#PX<4u0n(kFfj{5`=!W>mcErb$GF039r}1U1~9G=>F$U!gtEe)Fm6>gJg3du0c{z6U}Qg!Q$5WlNyI&qDDA z(_J9|gD9O=W6CuCH;!`}T464EK(_tmx8cPg`{jV}OO+EHQJfee$d+nh9AOo+VUux{TViU36=OS2<)Tzfg#pl5W^ z7qkQX6N=F>vuhcmV)~NjLD^?Rlmh3;{N_?JX(8k_xpqz&MbjHr=+&jg2rHwSO<6p; zMa>m~K^(o^_m{txq^93|bc`awnkNCM8y?#|&coJal!**tj*jG}rRy^=rLol5IZ(6> zUw-Sx(&u>*jm=|ajGNmTg&JVvj40C4D*L$Easy&&Z%u@vFdqm#aD1)3c9ni)?zHlA z<9A_V7_)1V22@m~49+6RYtN(u)G_mB_HgJSQ)dwS9Gt%1KXBk5OVhRCe5w+7i}7Dy zkACfI{@D4=n+A&!yVPu7UjQtf`u(p7c6$4_((#9<&ju>pYpqgY4`3_P=O$ zZOcK&J*-{{fc21IO;Xcn(^G9lhixn@OtG-HKSC`oYhJ(A_>Z z(R1A0_vdq6=h<@e`Pas>^LQ_Ro(K_Ij0XNb(SH^e7}$~cBxE_12qhsf^2TyBrMbaH zC|QE;q~AMlG`p%>cL{~gdtl6@37{x1M~{l{I`)M54vLb9o3p0rv9>`{>0~73-g_I? zk)ev3$f?@Di>iD?H4*m_6*zD|*OUBaYI1k2eFKio;d=l-9M-+|;tpME;IRQ$=|=p` z{`2S5!0=nOL`9R->9==aS**YzJ+bF@f}V;QCjoQ~$Wkm3i`xzMH^_)c;6<#pM26He z#5G6Qo0pM^sbQxe2bIqaFPZ?I(@T)~Ya=3y&A*;TnlU~2so+m~mNbcSfFy%1o)E=0 zC@&{XnQNq*T)w3u>8AH#&mW5G&>~(q{Dcfx-heW!&W$MLITQFlex5T#mHqa&sa2}z z=U@YxAZqQ-T0v4&(AgI<=0aM1U4x>Cr~T%N&b(D-*{Nslhu5?+?I#lNHzK&)LYxO2 zBkM|uQlu{#nUEJY(-{lZs3Q3jhKUjUV#?m@w(c0e3TbEO_+rJ%rb9_m#-X{9I0^!2 z?F?>lYT$SOfcL$=>_e7ksu;nif70at-M?P#PV@q3ZE#_%2(;+^>+JkXXFHX?YG7b5 z1>p8brZxrDLp?m5KU_`pE3kD1K}x>vnlAB*!=@r)22lTeoSd1AKI`hcY1Jm&CAJ16Mx78)7eB-f1pHtMncEqq)plWGgDfsLX?helj`--bK5CiiM<^R$;B2o<2;YePM>m@%%X`qkI{>Pi;E zh(g`oYJyU8n2%ut8qFsIBiuxaG{99whTAZa>ut6%xok;?&hy@5mRiWaY8c!6-&}*cs=WpM165 z3UKgyI6A5wE>Obnk8PEw$^?@qvmrqIrGNV4IFA{~)Q145ED{Xid(1F+(+G`$9vqWT zoQhK32dBqD+Pr}}3>fz`t$7af@)SvR_)n{=#vYssit=~~$54#S{L%%HMPE{fay?K1 zLr7)etrO_c8$laBYj1H2HhE*-bSatN*L}|aExI(<2O3u+1@^$R_aAu|s}MRU%dU+f zBlz*_leV%jfeItO?u9nkcYb;)`f(()$IYY6{tDcknw+}PzV^Zj)HaMD2WTG$N@yS_ z!d7%_7+td8u$bI}5^qR^uw3tp*aD=In=x^g&|}Mjpn1)756+GXlkP{fSbJY$m;WTv z*aKMh2iU-nBdPNeY;+G@omi-}{Kk$ki;DoYXB%Bj2YvRb3&CQXD-uHajQ|*QNZpW6 z$eQq7-xZ){`YuV3p>INNjf2e7)C9yxdqz?eNHPjhNd6^suNOpjgw5k8e-(S}M>UH+FIiKz)l2t*%B_*P7b|jM?<>3Yd}eclZUc&Z*x~UVs-KQfkft zkRjv71)iesQG0B1XmS)pW8c1?5-C*V1yfB{CIQe(FpeOVqj3m>b5rTYo*?K&L_C-N z914t7ZEJ~epq+i z-P1xw%xAl<(b8Oo&uTJ5R|`L`QovAGJ03yvg|7Q9KAeQWS;PR%A)Q50fFn$mILxec zdarbkvlGl=0t*YU3dy`rJ3qeT380ZWV!Ew8Izlfh9V|xY4f);_?jstI zyrd-n{yor9$c8~}fdh2TXOmN_!H^QKflbHVogD^{I%c~m*rGJY4N{WDD&}v<*5=*j zNydeDHA)6sJ}63y*ib>=)fa^ng^RW*zGI6~Tox4}eEHDO^Y2mBh;bJwu%}a^>xP)X z&cvL95fgu8<_TpC0~nj2G3#~_H=|shZ@LuHN?Zs`v)4JiLN~Y4{D+70spK#v)c(lY z255#(Y^-6d#+l}{s56(4kDPd`QdyM;ZeHMsd{6<9iqaR|uQzP;Y%DUAM9~Ts`OmuW z`Pg*QGE(85S9{(Zzle9vk7V){w6s2HR)3WPAthfPkt5cni&5C=QZvoF05J)DolrAQ zISI@=vT4MEuzaoH36s&#MWzM9bs2+bA|84vV^y1 zAlE#Rch*880V9#VuneZ)l#Dso3hU)e(MT2$%lIR_o9go#%gn~W6udL8O~F3I9ps0O zW~vGg^#!*M9|)buGK&c%1k7trPT0o9lVQf`Gi>{ZbRlp|Od%GDg|kU1nFxJN9~cbz zZ4kj?ygkP!=MquEA&iE(DN-RTBg2HpswWwiLKVx04NM$MxRvmkB}SMqFt?zbp~E)| zIru4@3T6pxC8<$3jaNk5Xws}EU zkEpYEvk|ueyg~ZW&lbY=Zf}d?<WqEw(*jBx3QIT@gZ#}EDAkncwUq=!Kz)?7kU9?&ionUpG1@( zMTco<+?N;a@h8Sz!{4kzf`n_Wd-yAF7oC{~w^^d0?jaA&Onrr>w(Y&&3!j^rJjE-g zp3Sl#|oZ|hNQI2KAbqG3Z6f-O8vc_j+=)Q+Rzfa9ft z-4siM$exnN7Q6%oK}aD^-L)hp_RbKK*$7lI4fMXER79+Y<6EEjqa#lzmVdB#4 z{;d}V{IN_ALQ4u_R1uhWEX|pmoD2wj^`riP#6rr!$1UlGW@SHQ|NR~f&_vx8me*sS z=&$5wV?N)abzlKcli@lY**8Ao&*ZsLuyHS^?%n;)6C&ZQS9_GEI{gipP2a@D zSKRu8;81{%InY`GXtoiFiZF?B=Jp)bbjAYGT|n&mH}0*>*pYn6JZu=UBpP%kjq&c zPsT<+^uXl4WHh)NXV8E3oOl^u0S2;TO+P2_9yt9^N`t>wuNF>zNGAVR=|p70_p|xa zSZZv1t0m}|cBo;=L`9C8t~PvloUJO@AT*|Kr8P`0G)|+YCf7cBopINdfO^pV&V`-s zPDvf50~36S!!R}b&5e%=6C7z=qOD66HRd1aeUJTn7NDxjH+~lkkkI{t8YV=D0OC)P zTdw&6w}Uq|<}luG%TX@>Rdtbwg3ivI^`tdGBLQsWsyt7r;zXi|>|3BxaB+bpA%Kp~ z9Su~*V9LH$kjDm$>gZmNZH_~EZy^9zL4?@*n9ku}M(KvI;0cI4!94f}mx3h7a-T@n<6%FHKb29}9Ir%iuWCMFnA z>U2Hx_4PG7S*g&VsN}SH>F>o&P_Q(LcCE0q%2b`=ch7}tQ2htM1>60+!*+4rkMV@c zsjNTWg-#xQgUIz4F2+a zv$IW0Ie1)8HJb~w`$ONh>E_@4G|Mj)Jtitpn3@a~(CHDAi!-VC{4eDN< zA3?lK;YjD7oiPZPhMF0+m<0oqOb*hzg^#Sdh3sgFM0z=1NA4MkTfFjL45d{;JVM{a z#o!gsd@)hKjg^1&KJE%Hgg7w!J@?zF=%-MSe}iqv!Pu8ARs-9lq-mI3Y-(K`H%weU zFD?>7l#>w+DapB_q#QyV@(I|5072d$#0$2@mJ#lU&ZIC|3<{k47x%oq;?y zb4C?mRg+88qt4PKdC=MisA2F3bz9!65|h2}|LaS;8D$!?E(v75&3sz#@;>XY@$(cO z7k%>qv>s{)I3^=5c2+Ho@hnk;#RN#)I`p}PHO8HP)glWk8&Ti8b=7T$^4N&U14-&| zs=0pU@gN`)ge2S65>}&As znunD}`kT(>E>d1mVPtMw|3csC>1rhReVC%Yb7n@pu(1->&PGswNeWb{7DZ&XNyAa8 z(}`{0eS>$qY~%iM-*~6(b3jg=E#%AIL{7Nx-Rj5BqOYhsGvIVNBIKn=G2*POz*#1( z^^r6E$Tfq!n7FjU!Uhzi=@5X=dP4a#9G5Z-6Go-*uHpQ9v#1M^#Ta?QV6ov#)R%vL zK<6dEQKKgB2ei$YHo-{7Ny9{!HoHHRxc9~q(o4VWg0*;=si@s(+LoORO$hII`n=-- z2m6FN+jtN~O5fOStEKIC$wm3#Ci9ZT^ocq-)}Qu@pFp_kveLg(BXM4s^{$=Cw>S^x zAJLg`#uce37g=B3kCf>X#9+qG&%aR`?_xt!B}Z*kHjHl?wE`}ITI*THu}mH!OsN(A z=_2t*gETQB-A_2Gfk_&au$g?yLB|xIR$P)`T;@elgec+*8mS}y*4Hyfgk8%=wnWZg zB9w|w(RTbEE0|pbHw$kIsg5TGUZY!=9)JZg5LfBaKCSH~*Il=?n z!qhCiSjH>jSV)C?&w~*Ww)@KBaoBO3@&*O~I6`9dkf(aU9V_`k{Fm`|&+ zhYjzBZ10n%j{pR2z8bx@ze47r08deQpeZ*j7A8}LjypEr&3 z1OP+vs`8FlA4?ulXcna{yb;8C!~M_Mfr+XpBq$Wc3hTX%_TBwb=&m7ekmT2DrX32j zJv=;f9Ib4*}2i({qbv9ko#v~8*v#&MPTly!Ji&z zmOWyPGsdp2omj?Z!EtjpuS`Kdw~Zit?aBIPr>^a;Bg%^<__y@HFQ>GH0DKPisMmu(go)a@Y@prz98!tzU7_ov6{NA#Nm}mN1a&ct_ zL7raHimC~w_!>Q#T$VlZDr(b4;1ARLS|ti90xz$iC@Rx}GE4+lE;x=-7Ut)<#rO@t z>!GiqAF>#KAqL_W-TY&Z_NJ>Ho=_jU(HR{HI87{VZPDc@k<1l6NR#1BYI_GfzS?*b zF;>Xu%&#wi*BbfrghL}7{t`$R(eq$s%nhzw5RI{ z-vKJki{F?WxI~VZc@Q_F%#O$Y$M5LF)yIqdRACv>6{+Zc-t)5}ZZnF%3C9M3GedF{A?v8BFE;FL9 zFF!)mM(@obp1@pn2sUj0X~{K+Xc1c6wUmSX85o&@@A4TOm!1vOe^B%^LR5x zlrD-ZBv5$OE(`z`?+UMKUX1z>%hig>SAR9$z7G629Z>CcDbQDtS5Ofxgg5zcP^u$I zYkJ}PWty3Dqp`7h-9q%OOhV??hS=wvg75Wy%W+a10XrFn9bYcG@;{f(K5+W`hT*Ocdt>$^G=0H9*rxZZS# zgkL8@!eDw}e8(v{##}(Ib>_Sm~19|M#0x9`Hpzu30C}kq!O|j8OdD z8O0V14z>+YG?J84dUQ}#2_&t#U&Z?%qrZ!81hO*&l8OX;dmIyf4j4ic~m!e$s^QY(HWh< zpPQN|djFE#cqh~T7f^HG%I_u3{qoYd9o%qVpMK3ZqLu?74NipO~@x$cgaKn`#k^R}>{TQN&y}qFSt$>cuAWqnN z5wKPlc_NASkIEX2a^j)nRGENQdRfY}n_qTBz(5rshGL&oH zk}7HpeC66rZMg7H%%^fDc6@RnDhBCM7$Aq?;xvJ}4nY74OKFHJ5myt)!9Cjip78?M zmb6}$OqHgXROpo}F%@!n;6YxG>jatKlzq=0^4eOms!^p4-5+mU(aT)vJ+J`~p=>fW`-~v$l$H=o5F^1^;ZHh&l>)~VtJMa?&VZKysQBG_ zxQ=oBrzD01WgyQWbbD_KJEE?o!Qo#V9OZFVl+go_?qe_O)fyWcxiFAC<-7iHG^Y@v z_e4IBFigfoFW_;|NlP9-_<`HTZ8?A9UafwS!9X_Zcg`pD#6p{aLc_cV7~MX7#+D1X zYtOr%909Mp@y^H&s0S)VmU`HwueSy@!ki+<^)@xMcLoz^pKcW2@gg%tx z990WGEV?b(ISydSoHwnwEqOk8^dLfe=t1!R8T%%o=MPumGyX?S4aEYquW7V@8_)h| zOi4RDEH7L6w%{gfqx39?1o}3fJ=~Ekl`u{AYqQ4xg-KcXM&0M-$dE28%6Zwea)ak9 z{}5O+{s9aBL&>xAe0W5d>%8gx+<`@^IZ&+Zsw$ecs`?|tPUKkcnoWO0SOe@ivVAUx zMI_>XS<70e?Ymq8qD!}QL%%@4E|A&W;B{j?F@>GHwLI6JH<#*iS*9LEPCSQhMJ7Yy zinEaXKK&%MIXVr{=9DHU$mm;wclB5E>5*0x?liC zQzhu2aawr@umTOVsN$;4OKP$6mL-hp&^-!h{a--6day#h;sYPVb0%UWbL-LjQ z@-^6@H;r}o4zTEmBM>YFmEkCI;Wu)*_cqJm$RS}5^C?bKBj*2VPebLdf_WjY{!d!N+$c|AF1~8# zyg#ld&hMIvzS-{9fHZ#?1_yB>Ptcw;_x_A3HW9*b|L3L~a=gHm(`6lKmLh=7fnQ?c zAKi9liy~#l%0qpn~6(DVA_H!lN*6Umhqr;U%Gx!6Qu6S!2cHyr{Di@+MIi+?3rf|GS| zc^Ukf_zh|K?d+*+X7gu}!!jc-YXfHTU%t_UId@>K`pocrv8!9VCgN?p5XGZ&z$CAi zK`Q$jkKSEz6p(gGvrhyV(R0G{*XdysWj|$1faGPd*^`~bISriaUP9!_0KnkSpXEKJ z6GB;a)2XSc(7T%0j7CNdm~jGbHad7ZN!XJ%u9o7-6t zgquc|0UXg*L~$NG43L!I%}T_~#{_80wUZc!`ZU$^3ZYy$Cd`@IRx07EthHx|u{ZxT zl*Mw;`=dElLRUPah&Zy%#nrXRG4coF~+> zSz_(Y?_KFd^7eT5qK7(`%k{yr|2pS;4%*QSguudq6BN$^ zlaLIn8-+=o^ke|F6}2^g?^sl(*;$xztW%2PECm;JODSHv;ayO6Gj`d%8yA-HI7)5 zBr7>TtIB&VNRUbZS`5agWe1qk?l-@V%Mqr=CcR;9C1v<5yJiBreq+G`;`A@@tmxiP zPoRGDM5r^Z<Lo??R)u{JR)2 znV#=H7>=%wk{5A%r)&)OfijJSDt1Cp22B)$5ztc)Wa*2hmzZ51{L;dR_%UbXQp5OM z z=JOVAnY#eKZRQ1{!r~e5M)=^k0o3U~)94DnQN5d4;*B}kpfO-6j8dFH-N&y}sV*_^In|!`}Y|fwK&C6A5N> z$&ekMX@m)|MBu(Y{VtsMOv?d?uZX+!+jo)zNwhtC=NP2B@v_GOd%3==R%eVrLvLgi z{@b6d=oHw|Y_Oq$Hw(Iek!a=D>Db&{g8@^=flUt0H5DTfc{Z4VicYoTk4w-%pfcW} zy7Tq%C+>~yo^O-faD)5Gp!Eg$zRy>Xu`wZRlzg5!(TB%{Mp@fj{8v{Pk^&@}| z12IA9eLUux*Z|)2V&2|FWec(^>N=6F&U+^9C%=XYl<^CODSDQhFkrMxF+7GI$t0k z?;7Ms>;T?6&xP33bf&T(Tvb$5NO*dB;uH64jXxnUbHW<(+er~Q7j@Hf?10P==L=Rs zQu#NImIMS4i=05JGjq;GUGy7G9v3F^di>bRjc{0$H2hcq+B1M{Nc!c~{j`5LH;H>n zVUnBnJ@{xPYE*JC?#uHXEdAhHH}X&`jF^6~hm&Yl*(NEKg*?}3!?Nf?Agr>+XQ%bc z@P-v#789o(YwloW`SskP4dD{SFr09a z|7;bfDv~n47KE=r8*K?5r3Rf<@v9go zBU}Y=s3{MirzLZ=@z`i`pGZ#9)@< zoDo6La2^vgljNF}wvLy>>p;4&*S*^r_g(5V-;9ZvSjVgl1Tl391cQ^!p$x!LQHYf& zZ((+6WW8G(^BAN5S>f%#&^g)qA#EDTd-9^+bzzgzLm47PoAjvAf(L3ZEjJvp9$Lwv z{{`Rm_lP0y?3mBnOmsSI+1pDBC}ASo>OSfJC!J_Mn!1_mzp9k4xC~AT9OS;VuWq79 zu3ea2nDieA7d@t@dCunetd%Rv^eab>Dj~x3w9hj(sDI7znnPyG8e#I}1*i)?BNCSTokPI1e9Vl+u=!dlWxQF(bLN0$Tg)pmiWoYm{AGT>{T+G3GE7s(@{jDT{`# zl4uQ-gy5c#ctw*m%#%I7;iF(R6G0yJ+U3oeOIQA)v)g{+=HcOt&15b!6OI09Odk6e zcv84WesJzYq070JOHR|s?<~xD(TgBEJ3N6@?q={^6n)-k-4lsh4HQvNPVU8&9kR@|2Mtc9`SvA3|>*;FA_GAw{OL)Cwy4 z`WrKK2!^khxagRtPe3DLYluMW28QBTEPXP+sh9*HC-HP$hqCq7+g{(?p+z4od4=}A z!v4m&zW(xg17IsjOT3`sC);eHVBT-Bn(Fuf1-F0iK&)sDE33qlXd%wb{;k~rr?nyJ zrKh;+NY#6@%ak@?7+gDo(k zH3JD&nXpVQZp}Xm>XG+y?sRn zXs1fChrt|@!;CheGun@`G`qw{dK*m$-%)b{rE<(|tVGL#t=sLOWKQR$d_-F^8U=YK zbZa_M&LyAgLb99f5Fez1<>t>0VbTk@0&8hl^0Z0Gyj}pDhdyN|z#I|V$twtEGnneDLJwBZd1WZGJuSl1%w|QnzwhNeNGd!D*Nc}D-f+XPUMj~bJA&nChN&TTjENT}xVY+KdasYOE zR9DRZn`ThM0Jv2h0e)=&4l&4-^n-Bvq zAt7qAU(EZ~U)EE70gx@eH}{`(Z#LmmZ6IL%_pj5kH^38zSXty(ccH()1hb=UD^$9_ z^?(?2MB3M*4L9NMf8}_O=Lp8-e-I8dDmG(|4Mo9QKd{J!Op(3dkBeL>%KY2&0JaJs zp&@uE@&iR=x5d$LR~cqf86m8@UPcLJ9sAC$iTiGQUziC&$F2qEZ$COZf-dTaBbytq zbKGl3tJ~KB5Imi?jEv0F`73}6J86gls;CA{BdSIB7QAe!L(Q-wRB+gN%mHHzDHl%9 zms)ch_U>>Yc~nP_5+Ib%0~@8zN00iq~EnPr8-T95Y_6oPAlAm43|hI3LM7r99j3kYRp9_)MHKS8}nQVJKM+BM{8K`Ac+2Pe?V0 zIuc_OY_sP726Mmrt1I;B^o4Gzwz+GZ?vskPR*tEqm7Tbf9e~2GvNr|Bt6-Su`NC=x zoKgD(;sXDCvbX!E70jLoJ?M+=f|-aGM%bICS!z=co8hI1L2Mu?A{9Bxm=ugN;4ePa z?J;E4T{nfyP>5%^%0fiM8=)pB4~>OxYqV7)HF8AJJjPexSFHX~0_X^`Hg064PSF8PjU{8TY_L;fzNoMF%ez z3B_F%@Gb$v-8x{a@vRqEGWPqg7dN3ff@Pmb#4z|TMRVBqU?xIqyh_Tm=)*%sR{Hk| zZV(?aKVx&oP()HY+CQs8e!4wLN^$l{|JN%rJ*Q!s`-?dLF{Bl!ANO{IuT0nhg(i+8 z|Amew!AW7MTm#=j64D-Ea~M-Az-oaGK$Sq}qxH$bh@VQVo{|aAQZ79(BMDc++4|Uh zFO}`LXhqM$M1?XrxsI7EUaA$q_F*yI7;+FV2Q}1&e1;2+Qg_nth9zx(7(nXX2fYpK zDz5p&lqmASnVRil=9N%5<@0-QkHewU)I@Oq6h#dg^uweWsD^w5(Q@adx4g?sDNnR^ z;vb1dn-gNL-IElNmST>zE_mABq_+KUJRMQR+|?Q*N9MuN>?chIXf#QbS>%Pp@zA4K zwSVlhjVop0Wx2`EaL_EJL4clP%crotv}5#IWUdf6bLr5)xFb_kX2gvqxj^A13^xx&g}1{=uP)s}eusD3cL=@Lnc-u{Zm?XuxWq zUr`k*c@Pj{JNEp&df)SdY`bLV&!-jQ0~g-&@5VQWvn_|-YrR>~YfhIHpe=f{M2_YA z+@O07_KmyVvrckp9CbB4S^_wgs9__Le%I;1O?-5{^POx&@DybSqxL@z3{_sEwzVkO zwf+!9RRSOeWpqIdB`(E^SQ0{X6U=#VOJ`D8U*DHt;DvWdl$Me=7d#aLeHoE;hO{4H1GDgHOHdF)7Cu$VwdyRd7HS- zx|k1hm2M;I8mevMYl{a!a5Ih7*~AxPoz4G==+$#Vc;DUDboIGamR143VpP?QF$`Ft zW?n#mIt}#I?w?XK_3Fowi233lh~Jz*Sa(~vbgSALU(m3?MtYa8$cd5E;-;TPpKu<@ z2&lhc_L|pv5h3D`ZmT;Iw>cN7gu0)x$rV2zSegsZ)=!MQFcf?S_tj!OLo;2k(Yx;nv3|Fi)24C2cA#sU9& zWcY@RA;9Z48Hixi{c_tMyL1*37Ul)5B5zZ{&l=o}2T@-lUh=x0l5vzdEOT#9Z&wPJAnKJl24TDQF&&4 zRt)e(2rNS#QDyNwQWCoBbEYms^a+5y#l26deT*{PbBMAM(>2}$#i@5K)V28I)S$%CfJQE6TrVTKd0eoV?$a$a!`P`o^aSQqx- zL5g_N8zVgy<~MqQ{pRLW<{RtYM8=@eWh&2@%w>?6QGNWK-@ud>C}$v20^Jp+t|QihW>N6br& zjbhWn{gnV1JRZ4(!@H<3;ytZ0GuXi8vdxYo+b%6H?29kYTCfE2Bl(tTOa#_m_E^tw zE%-2)mw(ATi6T@TC&44#%XMM+m2nY64!xC^Xwuq5OhJCmd@j20xnxYQFj?$#Ip$l6 zyNt`J(YMp5!@W^%R7vz;<97P};beJr(+(8%q*h-yUtq`Vq3;>-3(Gbd1;$J80`m z2MX4b zF^wHEvnuvj)8iJLciG3A?hKv)j)41b($Z%&T^Vo9u+S(tbqp2w5heu{U0s=7{2eQ$mGlF)X}Bz{p&~^=SV&)h>juvPwuLgrlIfGv;-}HT|Ty zjV$@juvMJRtdK&*IA$8q^!PEwKAx+Z_3fV=QGp~rdy$ltPp!mk#R=wuX|xPqBp`Rh z`LQ)VnALR2qY)+`r9UyXEbA#+Z{c)#UfD#8dlQBMa3~*5l0vhLrurU~-~OoyFq#&h z|0A;B41Mbi8La7u8mwV~s4xZ-xHefjJn9)G5mU@B7f1)uA#NTVow*lz`vqY5tq0>f ztRirXKVON7x~mC<>jT>>FWzyhbb@~)TttM1&6Shg!o4O znZPtG2jBfVVYlk7<+aE#Es>Kh0#5of^sB#e0EPcUBYL9~>aK1BLmHO#;Nk4N=U&c5 zmAx-QX^syvlzmK$5;*SB6bk!WDutl3k}J!h^$|W<_wC2-9{cQ;`{jj(x*mr95|mE> zNffWZ5rPUGosXkgtrupI=MPoG;x|hn<^ks`yh876YrR{kqXIua@p?aAv&1riGO1>ftn(yD#E5JQ1*U9# zkrI03UPba1?%bCW?Pb}^c19O@82-HZ-e>y&?)UhwT^S5(#A@Gj-Awi*Tn zq~{-bc_SFLpXGa0?^SsLZ+<2+aMp*wQ z(oCIt_>zO6#o#kcRBJs-%|k1k)W^c3<+FNin16`Tu?k@HmQ2E*lDL`jf84Po>9<#4Xnyc` z@euu_k%U&wI#Z0hW>L^9FvL%AgpoNjnns71>F;ypg&T7gBYrAH)+inOU@N~^?Pu`X z$`kj3oKHRU%uN6+h&E|*j^*kNH*8D|Uq5!a;ack6NRLV@E&Gu7$Fo@53T2zr8uh11 zS#Rlu!}Cnd{ScR0vrFJC?BPiWK`&!i(^fUfugtfg3|&gbfyx9!JdzS$Yt{u$$&<>pX8WA_{h_nF!y0}KKcj1vb|1?vQYZ$pMu82R8eR{dIet z%pDGotQ(^6!0nyKAY%iM3n?+gfgfXuRs;FTDqi#{@`W=RkwB&o233A%o1QIh3LZd& z2fyZ$rd}*NPtdfOI#?pAoJ#xuZu_y(j5fTx0UV;+2{I0E!5ExwHu$uG6FAo~7E zlh-;`|41g>LyJH3PX4j@LWLnhJtY^7(X~Z|Rz1yVF5h<2HytSrJ_8$IV&^fAd!Y0Y z`EI43g6&9C69LsDYS#~9>Lu0u#5*Gr8d;vhPv zEyVOB37-sz24LGy8$UEJc-f5QeEOL6y`F)Q5h+_7umG{PUvsWDw6%qKMe(PDg&-gE ztl&W9%TI#q*j?FjV0HCi0DOw2%<1JHZyavkxe-S6F8suF*<$ZMzX7ylSojTqz`ElC zLgX>@pui%nQW2k23)76m<`mS-AXK*^d>#v9Lg|43;$8D`zFh$N|KU|Ryf9*7@mIoh zY1+%zWlii4;E4CUluOUT3>_4`$R;-&N?GHC{LV9$ut^}B=@X{7Qm9A@T3ZMk4;FlR z$>DKRAZnsD715e%6!)oAg~Al1{NKk=d>Ub+=hMq>)ybhHy!1VsT&idC4_k{-@xK^z zHKfZZ7d`(2{VI<)<-guU0~ORr6!JS4-YBRh>XHAxfMu67?eGvgZ8SGy&@=hwyCfI- zx@f9)ORscdAvw(nXB5rQ*`#3s4qP?FL{o>J2Y|vbLqLpcpNyFNY4r7pETC->9={IX zt4)x@{dO53^KHrP;NpTid!Pl{+YvKWXm=c-Cy@ijtI;93Emn*5&W%-03d2gX%;DeN znf=domXEGuZUig=;(4o9)>!y4U-N!9M|f|nT{H2~wr)FKk%c~Fz)+`o5Pt`#Bncwp zf8zVghrmI4FtCYSF9Cy$G%X2a=`@J_fB_d5yvNlMvaQ3U zGAc!P<+-V~i{|_aw!$`}V#i705rW6*>S)F?&a>?1Nj4_m1z0b78_C9qY5HzJw|f0Q z2x1N&>DBr|q1ep;Tvc*v%EgsZcQ=xaRt;pVA!q8T^`Sbc{ z&o_KzZM8LQ7POwN`~CHUve1U)?Zjde3*1vqi*Z5sF9hFVYS!*+r{)a||8t3d=Fx3#{mii}Dd`b&VOZNTqWnYkDa`9OzP1^?^}>G@j&*;3(TTM;Y~6RVir9VrP-9 zU&1S$_xnR4Q8s=~Xr>F`hIYT+@o9B=>QQP5qp`KKS3y$$XU7>0tyZvj{pw5Q9nq7( zSvoG1NutfC*vkWc=#%QH9?p2x{UtN?rv$5p`JGPM*hK?Lo3jf&JudIU+R)0(MvEAD zmoS2YrTy&1#l`xwNNJ(R{lbT@9UdItyB@v)+X@oc5Wb%Hm87#1lMj9(-pE}y6KUI&oe9xitzQw8Q4&{<7U6CxbKM2@EhA~zvtHOd&MiT>hC zPF402&zg;=FSL{kkKrF(84g~%2bvad2rbr<3NhciGkHBWnk$}qhwp|=RbhEjuaZuq zDVJCrGz?l^@Ywn(K#xo$;`cOEXtQ&rK zlPU-LCl_c#+4KsEHag9Nze0X0iYOIUje^{VlmN>Tgg*Ieux0<=w)RI*`Z>sT)If+-cm`@G8 zZm`0R@0&kOS!+#nl3RNjcPFT^`~E$Qg*U@7?4}{)aRE9%sJWOrd0Mm?T)XBV8ti*? z8BIW;ITOHPIeR!Oi&5+d$*`!^!%e}}Zgna~s2sU^($E%NqOrHMvKnObyLASUi^YMZ z!l1vXzUX;WGV*#Q;Qp7IcO`_hL-8fngVjN0nyxHcjaYT08?n|diyX5Urx*VnGBXvE z_j+AA{PS|I`!%Ir(Z1_}wx|g=j9@F|%U4ZkN(Gj{lM$|iV0rO}4^#`5MlIvPoJx_@ z){GT=YJbbPccQ*7eZBbA{uVSxQj%KrYk~0XbfxD;W5j3AGw-!% zU^F>|j=NfoNK>FXA#|m4bX;saUw(dVrx&JlfON%bCAuFGsteYcw4;MZj2m7Q$4_(H8xK zM)FL{eKZh%G+|Yl4k49LiVU9*G&tU#il@I=-9~mp0(o~XvJ;kaiZ|mw@bg%sO9Q*7 zg|qGb1xbePmqW1{dZp}PJaoX|lO^$w1QpTkRmoGDCnIWAj2HSN(-$MaN>L+ouBsG- z8p*i%bkOoIO6|f~pBqx@(XX@z^*q(k$=*2p}uFPBvlzQ9lF?z<)5Ez zOefGF7Z4D1IC1Un>3TX&GPgH=9*xMT)|=Un+zHOFYT~I#6n`iN@=c*IDy_&X`Z)l| zc-X^$7C;=+P=Or2`lvMA<qI@)Iz7nSw$7#kZCk$pi8X)vEx#9E zUswzJpFy9hXa3C^I~ak|{BG1-T-{7=#};aXn$c_-B6$94+R9cx)uQ#)Y0#&EK_U&R z+TR(Bc%XipnMVIHB_*dv<--_-oyr{?Qdgm@pw>C8MOcZ5;~!(vweLjRYCN|1c%GbR zm1c^{!!vt7{;NCq9S$~{=0h-=#!Aj5I!qMFs(=pa2*bq&pe%1SWILOnA^PT3JABQ6;4&imZFhaGK|>!4#~bOZ^+ zz{E6Y6aDcEVWj6$MmEd}w^EQ9;M+W7CPH`J0!^wCvtRLvCGfI={83yc z`02O-Bd2qZtj#+@_FFr?vdFoPjn5f;*G}EkY~D>_0ORt%sB`Z@Y68C*nrt$o@1Ngs zoPJw^@=~YF6D#A1?txU(`88%Pnp7IuC(?xSrYXl9jfO9o2V{yGi+LtES49D9V%9H< zx(K6|7=ltum2del<6cXhShPN>;r@BfvI6%|$d*o^yNLh_H-<&3=2n5IO>!5BCVO?8uDU4<#GNrW%|b99bzc|L3yezI-5 zW!tu~TD7peYPsc}Y}>|`ZQEM5Yt^##-v9SgzdrP-y6@+@uJb$&f_LxCuwjBM-<=gp z0y6yuV+>f>7jBsa|9tUfYjGoi;9jjrye@wZc<>IRkROq;t+mv|=cjAo5Drm|elT8r^*+(4-9&(Bq zv|fagZ-U~z)r#iYIKRso8uL1UVJ(9&BTM<_qpvcit$$Pnxw^SIbvRi)?%!`TLfv`` zZoni%QXFA#ywfKQ`01;A5@;@r4<{@F7@5W)*QEPux7D>J9%cRTq?VV3N_wg6?9Qp7 z_+G>MFHvNfO#w9L!){fS>F)rm_!U+<`IH*NCBvU2|K5i;pabYM#hH|mhfhCoP~F`= zP$tUHH|Yun_mt$N!C^1s)_5>mDenF@UxplcPQ*;19aGcMfxC1P{%2us3*bxqe{OmZ z0T^0VVzrS4VrM8xNj6i9-Zy0U)wQ)R@AXqcNSRFQ(0IO25<)Mx^?<*|#CA<7tzj5F zQB5p>l5pnxKp_iG8Tq&aKW~4dy{t#j8BgYqHv0bpm_u{fO-Jng#uG#^)M!=%ZtV}b z9|Nkym|+nSP5^AqY|ffQh}!u5L}`p(l6CG^(nY#m4&h@WNNE_L2VuSNPQ(q^RQ8m8 z6Ijr}rx=QSGwrp+>7s3T)rNO)CqhlYK+qKT7#>P+6Zi=9f@$25Qz@e)OD>ZLyv6Ds zz~T;Gd<^z?yS;JgQDR6gD0CFT`cpefn`wMA$qSU@$zlgl=f?v--tkBsbS-i`cjW`D zh~p5aU8%DkDf6g}L%2i`4OY8yNb$4#Riv(ar-hAG|EdBWs5KJ|>rK&VhNrZ6T z6?4(~@O)7@ZmuuOUisKVdfA;1Cq^NC= zMj>Q=X<@DEr;R1ZyoNNv*}y!a6%Oh;5_-N>594h2xdK%FW5^7}!hh9Nh2>zFIOSllf0Dx}U;9;=B91J_05w$1z!=XInO{Wa$02iFm5*Si-}%oYKmfHOvhEeOv(5Z<41>aE4!n=V<#(`x1^Q+%k7Er~#4 zh(AT4_^DGDR}_ukBWzg>y3I^iXSvC!IZ79-hT^{^3FfLsNTN>S81XdCsI`5Kc2%HN z)U`JUv39?5e6Ic~NkF|AnaU8h(@X+^>ee33SpCd$@3d={DR@;2AlrJiF89KoL%24o zhrh80n2(J!)@2?NIKM15cZq{kfFK;eTq*2mn26<#u!Dg3B}La}FBUEm6LooE1DT5) zwrobCxA$i@ew^ZE95}kt0N^;a$^Nx7Bjax$jENvBA%_pBme&YIHI2^-hY5ew6yQ|B zwG&L_p>swHuC8U(<>C`z@jgSJ`<&Wb?;-dKK=W*m*+FT}17oWgcA^vb`*lbJY|2nq zx_utz=ltRU0ciyNf{LlTjf2&NZEc8VLbd6i2Ksx#YDm8SJ_Q0)KYBL3&V%=|(r)I= z$E~2CQ?VDP8#v)ABua7u(fIL!^sjK&Dd=<6%YiF#ZnAcA8C|(?yE{+zo29XPR;nwe zWF`Z0;Qa-wI?8IEf3LrILsR4BC6GWq2i3i!>Dx8p9Q0+i+mHQG9Zy^48ebrcB8Lbba8Ph=qMnrx0ot`PBz!C!SQb8P9e*ah!}pwqIFOk z(_}C?e4XM#c@D)VKNamh-ip4ef+iS8Fo0Uee)S$3X{Iu~<(LbLn0s4*gW6Jg-&Oxb zSw(}b{J}Ef_4cbSd2WzEda*R?`As?~k6?Jkft*G$5io2jKMCAKan=qvdb0{W5Wl}% z`d#j8s_rf57y?&<@@-lL{#IMge??Z0VcHstMfEnv**9%By1M3zg$BU@CVQ6a;+K}ebmCn1TlN4Otq>L>_`jqju{YO$LON6w zQnLHh1P0~D9Fv%G;VuD@$Rr)c9Wa2gzU*4E7Hf2bxI&42;{J8|0C+4OrHsJR z^mA5zc)}e~>rvQ_68I136(pq)y2>T(!ZJhIew7`L>eGs5-Lt-1;SEOIEZXSVzP@MQ z>NTM2UxN@6iaSntN*7J^JQ4nB+;(%rfVKJ#z-%lGA6x6xA@muY}q*$Iw_4FxaCBAQwV9$OuGEHNE$E-#4$2O*IN z+X*>`p1bvUyM zTpHVyl0Z@*TfbVBeg@*_!)-pmse>bNM+X&ras6Ys{V$9#2n2xX_%6XvSC56U7&LI2 zju1t*v$rb-HBmf^QtUbc9L1pVlEC0>`9k{|vNx!=5i_Qi@Fb(D0i~mEz|LnJD|}C` zkA@XCM#DFhSj`bO#r4La)O8@6v8b+b!9X4sru0W8Oy0+Vm`3@hTcOWX-o;_E{N@6U zX$@+WTc?aT@yf`*@`BJbQ|os1h}VmKw1>W4N{)BcHuLojm3Pm-PKLpd?n&ba)clmD z_%B7bDj9n6m5+Y&l7L3E~MHuldRi&G9z8hfj##2gJd9L7q&cr9u&SvJv!9Z$6#)#K&;t zQADjtbYQRt9Rgz#rvq6-hXyIRWMBj39|cI^)%WB8xZxUJeO)UQr27%L#joB2O{D>eANMju{&WC8h~|bC~XY z*gh29jQS9|&7*?2MO9ExP~TZEte`GWiq9Ls6;~Sr!Hc2mx(#`(yb30%Sem*+TLBg` zKm>H?9vMx@3*yXvcArevNa8!X4R9) z2*Ec)PVylq3d$osr4FJFzSbGcuR+R9!!b$}*^#NWAVc}i*rQ-MBb-zMOK1m`=LY;P z|Bc{*#waQcS~2bUB13?cAcJD{P`Kq_1dfzOQ&STLw1i&O*_PRyNA4{ITau5$z*8#J zvMw(wt8h|Z)|YyqtI@fcU<_n^U_cs^G?SR5OT$TKqE zv^YSxZJOha(c5)zxTOi&ivW_wo#L)8-y#jOvnwv5e)#o10~tVtLHkG>Zyv*Gn!aj9 zh8{j5qs{ZxVPPiKlWl0b7ef6B=HD(4qQT$g)_>go6?jj@7A`)%Uxy(u*~z8Ba|S+i zSjK1!!%*tXtZ3UL?C#R{f+cUI|3yqjjH|?&w??Z!_8*vs9sF-n8K9Xog4*kD9$G<= zjA@e2jl7Y9>Lyg9`M1JSkXl+(7-aPr^C{Q zb_vukzfgbTv)Y4e{na;~A5xCQhAwP5WiWsR%x;p%C0vsf*x9aphKC<;Co=cS(2#sAp-OGA znx!N@t#NB;(nDWE^;N`XDpX#?R=5R#zWKj@1Anq-_{1k*3sRpmj8`D+H3Wcm0(G*M z&An{e(fG(m!pNiW2bi-)Tk`yM4f21rLLeP7_jzsJke)Sv_%1t7Z>WF%oTD9{_a~tR zQ}Q&m<5?%M@o<;bC~9l#R*)lvFM=dWlA&1UJ%Ywm!N!YmEZceN>6RaQln?n6^w>;> zmcMfdVtM}M2fC4j!7Y2B!#AZ=^1?tgp_!BRkNz*ExuZPQ6_vqu=6NB3BD$q3%Jo-E z?H>`0EbWk6t=DUGjFmk-Jzz#6>R^v}vA(Dt9ND38pR4zWZZbGh7xWyjcYZ)zCVIJV zs=5PEu6lkSFz!e@D&toPJ4yvycqGZHY3fIx<4*K9t=UETpf1C~5x0<8OsDs=Z>=sO z3YyMaR@jf};+`6vHcX=Mu7j)jwrNA-LzM(iT<_|qa}p)=Y_q)Qg za_Q)ae^T_Xsi4c*-re6*e%>z9znmgi$$K)_JCQt$|6oVV*iYU`58S7V%jdU>N69l= zq$!Sg?9Kh;$A0TYr_bo+7-?wAgc~jHft=ZRc&>~GXLSSb+15U5?dqWMlR7obv!c3s z*bS9$zpOCkx|b7GEd-q2yy=NlEr`tZ;dNlnq~CvuYvEk&#clSQ8N%3PJ&Cekq7#JbX$rGDK6}8WTl1I<4Cn z0+&TMjG08aO__J?Pkg}YgrjaIhV)-r6-3~;B?Tjpm|2cu8FagCJDIbA=3P0gx&+23 z6+_nB;h|d1K2f>@AM-IqAiZIj#OB}EX74r0u%jVIx|fwYy@G2a-CJ}g*y;07Ipjyk z3HDy#OY|cWlt}I|(%+SZ?@kE-pdS+*AWr@HoVrE#9WtdhS(Jg;G_Pd6p(=41hm>np zN2ad#rQpsu1JY@jsx%?1LU^(in|o^R<~KZU+HteVf7G91IS#>90>0v03~8ngthLan zH(j$B2%rERJZFZG42g-rYg~;za*VFIe);xHRBgKOTRTnIl7*=}@`@y$m^{mMufon?KV=ge>kkp$uiG)qeY%M^--He1vu0ld4T0|F7$VWW^R2GI4AtA4Pnn9A zATqttfDanqc2a3>Z=W)*n7nSMKWhNV-|sen1vqrt_uW~y##qGdr>=zFVnb`@B*cBV zdP{UIvoRa&%Er88O2*q(v#8NV=Y~p!6T)7y;^vnCobi;x_Ch4#w@!Qob2US~kS~*y zR#vwAHWtoQ7Lys#EA>Zl5YWcy1TQWZjT9p3J-DGyA((urMvgH5g|G{Mmkgg^NcsC$8)65!k~ylNp2yM8j4#Xpv)X!7K!*|r-7 z0U;+il=Kzt$K$!Z+UKwGf;fy?xRUIPdI@rQRc)j?UtN>uOE|B9_%5lMA#8rB!_HiJ7$Xs#xU9BsN1 zhwpo-=o>;V{{ts+v$AsiBgqYCz&nOsRl(N^-7d(Ne~r8 z6ehZ&K3SS07OA-lVX?Ea{m?+29DS_8;A;{`-ZHF4OO>Kp4VmR`^<|Z0>!`(7MAeEZN{< z(bmQ5_Y&Xci+#bJ&32!E_bRHYuCChInhOiAUGFNBpY{x{4U&I*QlvlyuOO$jmLS6p zRu?O@4fW9_Fih_!UmGm>627q(oI7`7RN(Cdmkffh5I1krT6@vPItuVz0TBd+nRv};DaQ)4vp8(cBenRzT{^u97Xn6Kkl z+H{>cW^{nS+7XHtlj5eQfMHIO*xH)w+|op`O;Z!h7YIbX+a3C&)+e&*?jRGr=+`nc z?uep=zhHS@!e=uo!cEH-Y9nO=-}nrX$;G)?X%sp&g^C;-HG(wbz}bTgX%nq06e8T! z|13^s;0R=uDGG?)C-TOgEq*vCkfT|o)JYd&G&DC@EGrC%=O`45>lFegk4skYxBmqE~%Y~0-bCAx{nkMf}+ z>O9t((>TTot2eJcCNJWYq@fXfsSt(Nzb~+4Gx; zHRfoYN2yC_Ke7LfiOA_OzoTDUl=`MhAPPJ=-km$n?d%h~+C1iI*_;=brnX_+1o`-a zShh%~gf9YhyB&q^?;rZGU$e-!kyFt zes^$9_rkFp{w<78cUC{Z2uq=ES0TX@vl9`&L@4VZ!e!2HswtB@5?N1b>oRXjZR-q{p^Iga@Ud| zNJo&_p4Z6nxq#aO&}&bO4P1?&jv7?GQ>Mr$)k)e3K3Os!u9(|j{r5NG?B$;;F+plI zBpRbdMXL2FkI8IHut~^g1E_=)`Ej;5xj^WQ28n4smBvgWpMm9Y4p9$9D;V!gjy3xZ zqiU?P1p+A}Sx_jVnJpO9sHRZ6F|=lXfVui(WCkmy8>jY9#N;0)=*UjP9d3$4q3+}{ zTOxyAlc`K_*qBCbalsBq+!_WfLzzhfb3@LyY}mg4y09Ap30Vf-3jWP!Pg6iRDd}+# znoUs~$FMbS6~3<1@@{HA;;Vi|%yzbypUv(J!y3m7Thq%8i5Ns2D)py^yC9j&Go`%K ztnuvGUqiw0-Ei%}j|o%1#`3~Y*ANcM!UUI1@?#U?b&t$%c--(B)3KsG2M+y9SxqG~ zwq#I56gxDmIS8==MAU~c3B1eL)sg<=0=%AA`wdbFlJ@@FXlEDTK|J?7{(F*=+Lrs& zV7dKE)lXn`ZIvb}nv8-1s)4S*^q0vXlrya`3{oc;G7(aZfCERR&HD0|%kX(Ob-VMz zmsRAwR@L~oHD;xq9fTK+Rmzy@>EfGX>@?{5d8r$Mchj8;)nmQ)m<&Jgw1k35WJWE| z7Q@yIa|~(oGc-E!F+9SIoCFO$ZDV z&el(+=R;4_{dn^{yS94*s+@SnbEk$sv0+1G*txl>JX4Y~K>M@KGZxBMlxn+yAwk#~ z1N*l@#Gi_(wKS#Zd(a{$(__MqrW?VkB2uvRf_%V}%<7EtD3uUv_^^J{ED2YhhU8PUu{RwnMP1+0=pOhT`G zt&F}G9_h<+V6EG^p3pIsZ2BFf1x2O5I}^*A<*WDu!L&DF&RvBi!iJVWcFtCVUM5j? zV78#!cGg37VCxD$@XCa>J`XrNC@&VOIz=Q|8#j7)3ddPmTSKCP%)8oa998~e6Ed74 zDh-w(r=t_=h4jW}RN*?MocPosfoo$mD!Q#@Xw)}`1F3#;j)$lXVb-tM{@q~0ae`*< zxAXC*Df-_*&1SCQZo_rKxAXa2L%yxhGAM{A^OB>b?dDwXPKCo;t92@$a~4@>6S6fS z8=xIe%|z(ns92ZKmlTJzeh1a=;!OMzd+Mmr8WZA*YC+e~Vj1NZr!yf#qrv{MoNQHG zg~4suH|h^EUlkOnF~9KzHU)l+6IexuFMI{F__|O(*F8c(>KPfCZ2bJe(qrD2Ftv_B zi~vm}oa*(VyBoj{4FT#N-{S(3cDHXo++fGT!99IpJ8@94!T>X28+fvc#N71Ku= zMAscrjel~J0-5!jpYw{^9VTXn0nKOiz)jABZB&fv%h9w1|94*{U0Se~_@W5UNiqt1 z62cL655csvvm`0JlL~r+L|#O$2g$(*(i6zxDwSmjZt9I3Go0^v@wRtU$~li;KT%xE#SQXU%cz`d^g-DGC#z7!`EDq zwXrX|M}W5>$@|DZCk@O5E@NX00_h54;p=&42pmvkTMA3BseJZ-Htc_V!IYSOqqBKxSIkh{% zIh~XiC~_%1w@mATZHheRBHD9c0tef~g?4E&bw9HmBAnJ+Id1pZXn6#d5p|@>?S9 zQe$h?;N#82_e%n!RQ z;sT){PLJ7y1>P>1$2{Nm0-z(l*B`!7RPTE*k3DeHz(2q=)=SS*>d~v-|P`2IB|Zs>EOh}j3i&gA_$*~vIr)pS z15@*;hd8O(`xr{&K3~iqFVF9Uc;2^=-UsDI7(?-!+MSTg?8q{Q5e1z1qtC) z85y&pGZ$-8Z~|U!^#^X9TtYhIjT}!;FLkvRSB{Wu-PZ0UDiOqSwut*-Xn3<_-Soj> zSUC5|20qJBNUh*gkA$Pg{h}Za&nFwhkdKGLk5GMIS0v0zFsN`=Z=W=^gkUsD^&}YLv>nuDSA5Jr6_FDm zp*avMsjB7|79v%9OqO36ecUnUi=7@HgH}$>;iQ!b%XKOTg&)@U>bpB2@eCXwV)zg7 z^FKKwiw(^a`gOmdW_eA$T%B&c%Fq(T%Spk;dnX38@|$G!Cg$8ygV6J$S}8{Jm|j|I zBqC#qDsA3V5HNaLCA!5^tr!gvioPX%68+t;D`(ybR{Qd;s^N#Wilj-;`Ha6-iEr7T z=BROaD7kz8q8)oR4Q=IxIkiPM`qAG(MC++`1QI)xlYNRav;80~*OzAD&(yDF)+~i1D?@}Zl)~g zP+}eTi7pdop5mV8hU>bLP&E3>DsR>cyg?p~0YF~Zo@l(>#ObGqk&jA(Sdq5*p9Z2# zsAm;^qeX=g!;mo3P~U3t1=`jePsx4^0{cOg*S8qKn%|Zv_iJr91Ek9!U0pHMBy*{7 z8PnZ|zyJRAo}D54UMJ@6#`?WdZQlL+xkqBztx0?@f)oSx<2XX6W1|hjB9XG?k|vi1 zWeN})txf!)h8>b+=V$j14|f#Z;s>S}x#Bs8d6trrQZ{yxnEZSSWE8YWd**bNK1CZP zr5MF!0@2;TAd+v)cqvT>dD7OZJw*D=Kl(P`ApkkWFTRV-o69a>Q|JR6T#m_t-MF)? z4%y{&_Hap&W%ae$ES;Sr*@j>5?EP-Om`(LEcXz>j?c4xVgn_s+L?~wB1RcPLh#NP# z@$jnHr$KTIWs!3gRl0`|DgvSJ6PJ1+i_;#>hgwjJUl5-5C;^BB3*IdU!t>~7siT-9 zlJ4*lP_m1Yg0eAr3TCg^jiwU|j?#Y-m>6a#7DI<|atbqhl9CeiZf}#9AbZ6hwWZz9 zN4$r^&TcLs+$$vyG+Djtqe8yRoAkGF;}hlf1n0ieHHp5$i#)Ze8t)ytE_XV!YRE^+ z1(CPV9sk~7u#?fM)nEL(6p+7r#n;x}UTZpx>J5YfhfsJo!6_vc6-M2_S0Rwc9n*QP zm4fkr{fD#2BSb~3J4((|h2<_#VDC6yxBMlpnRu)&;V@X>$Tu4Xe)H~(e8;+KiTZ>o zqr}FKJO=5(A;y4Lb=rF)RGS#aEZy2;KlN(=QOJS!r}Zk#hLXW^A}XfW1;rb*?=Z*G z*Jv?LH$xwghfrD;J?aaAEh~^5a4*zxJjmK74)-ti<)0sVyxbqQaeOM|{dV6sSm0c= z3!FWNa8ix@OJ8{5$m~Axe)s|4!pB0x<_R5Z5Fi?3N zd-|IV`GLB;R!TE;%35EBr0%qB_xw5X&v|-$T?yK>MyT?GGzO2LtN2*ZIg>|cWVQVv z(A9D9q3zb#Q#)66cHI^4=L7ssZ;x$GWg7ZGAH-dGHIMx9awLaRO!{>BTII2!-};&U zWGI(7sS+*mMwNu=VeDbB9;H5{)p!S=4vY_Rw;~>Rveb0t7g%ykc);jx3#mpUobEBcKyeXWz)J&6#pr&3?6G^ zP3KFLA@%(2RDabk_K{PavHmi{tmoA1bK~F<2&uhdS5j6n7T`b46^y>Bb&QIRdbDGs zwc}#v4@p1ya&;2kzcJtU10tk>2ssmhA5q;T*B`_q(B8HkN978sE^>jG#%)kJ+icMY zW}o_)3H9;YdV8!uE6{B=X*5dtqNEc0;(^!$g$z^2Y$oCw*i*k~VLFSir>8F^t7GUv zBXS=eYq~TgTkH0fY&V?Nge$``Uueq+0d{$y?y{SxU907E%5S^M?-i<6m)OzIMuiJu zUP%Zy*;H8>L8^fLBke<9GZEaQx2k8p1-Fn_S*YBDU6p!&Cv?($&;ZV%rKM%#5sH{q z_an;e39^TqPt<(3r*E-t?W!5JTI~BPDK(RGjHwP`8vm!HuwD{OlyeGkm=+KZKJ8tw z-eOq|qCalStm@nNxe*!3`X+=bc$SV&mOVH!!iH~489|4xE;e14{9!0`^q`H0iCa7Y z#g4FC)LyRm_q9IvO$k5n-D%BeW?>5j{qVKmnW)zu%my7 zcWd#1)CLlA9VM?~>g>h_P2khlj}Ap1MzOx|Z$4WBAVT^jW_aUEe|D!tzVn9px~)kw zx}>>M?{Scv3_J~TJUZezqbq_@PJL2hvfGXi9{eOc&DkkR{LtDDy8IwstwZl@1-Kuz z&=zA?7A-PgX~YmFm5Nh?KMN3XBqPN`0s&zj2?QEw`Ks3^OS)({FNfe~iwY@(Tq4Px zRn_V9hb%G2Du*Zju%#vwNBkiOWn`G-D|(oo6GBZ+PTh82sQ)NvuUCtrVCs(ex*zT# zU^JoW{*A5=`h$|e(X1>*Tu&3%cY8AvVnW+KLV4@ig_ZENA1|Dn*D0K}!2ZK_wF4%D z;H347{HYu}cLP0=If%m__HH>a1b5h*3HN5j+V|q6O{MqurXjtT%v=?cjs(?-Z5jUb zM~(_jyxZG!10yIc>0<-u5CJcz-0n}X+@A)FUJ4r4cG*JecvAR%zgRhedDxX2Rko$M z)#M8^F}Wx(dZ5@B^ugZ?!dBm{`%rklhQE+@5RqM_3mD$lr4|%(hrGZ0LiIWJFcf;( z6}qU2piA#u$`>I(#Ct;Djb$aiN&nqinMFYV@4~+ejM11?-S3{(7s~oPk_2FRT2(7n zo7{;TImv^xVWt;o2}+7>yqZ!Nx#SE*6BkcZJ+#0^T|Bu2PNgdHwZ^M{RWwZ6xzO(hGt1OeylSr;6w@hLQ zDJjrA1B<(?ACDw4KIiOw9|34PN%N{#Yc_!(nFQx5w$d5{+4K&fM4E%}Ka@1%9_xnP z#KLPnm5mLG`udqQ)aRRxNIHhDI4qrK8px=~#&02a8iv!2o*^)UBd}A)={++|(f9?0 zIsbluzYJw*F$9kSPovlv|CM^Mn6*ChQ@nP=ECRx~a$j?5$)SZwX8d(i^JuB)XY$$g zAo#LNN~)tr(#P)awqzY_^1&v`0Z=06oQ~g8tAo%wijrL1ETWsc_w4>_5^NVreMH}# zzT~Cnbq4Q*H^45N=Cjz?S;J%o#_Wv@A+HEojEd%NSXBm#oDE>90$g8W3i5PH%!r2b zIWJt3stxzPiI>GkYg(;wrw&w&v8tY6aY}|+{sHX{k%h#oDkl)$(MqXCru4#M?;y&_ z(jWwDxv zS#D}7xpPQ);tLsW-ptxsBphiA86bJrr#_n~nS7C_BjxS?+z$zcAoxgeN;*5b8Hd-8 zI+Ax!k)rf}@ARs59!7@~8dqZbFRblB#2d4g=jc z3&krJDbSm^otz!_4D3^PJyqK8CRBf=G@14WA@bO*GMxxb zkFTgAG@)6;(#?n1l2orQ$z|7?jhTxTu~i(%Ed(YI&UzQ z(Wa|JcBSEC)P*r%R7J@TC3T}qg%BO`{rWA+k))@^l3cES9JE%!dsc{}H!OkfhbtH*Lc7zi|&WY;lylB3Ia zz_=HRE@s^E5yWOu*y{EU#=XMCTv&26!~6Z6VQ{vp!M<}=Suq$XQ6WvX?k%XwmXx93 z^rk@K*a79giHCQyu&ZyVK#k9UN^cHWKp?8^NwX?_5mG*YkuTOv7~Ug&;2YRQC^|Bb zDnzw1JkcfIi?!W~`OmUF?e$MUDJnIesL2zqJ_zT#&5s0hsobXtONWEjr7s!}!P(5coCL|m;w&WLX=7j6xeRyDot)<`7fo-@!ib2dfY=PQ8ni`O{%K8C z_dZ`P^CINen812IB_b*|Wi5UflL-vRl9_};DMmV6_^x!!q!X#mzThFlI=19&S&l=_ zt5%GBYLzg0u#5aj3*tPv#gDY3Y%z%o9zntA)Xv)jz7Hz0zEY7Z>!?`Oyuw1oT^bE? z7IXRuvVofwnu#E>xCTi{NvGEUB$ghEP~u%98zFF1WgXS}I&y>@gkForGzt%Ya@D6p zX|)24OD~KK&1ABoRw<$)MBC(RKjyX1?&*1&zeBoEX_6c;LQ{>U`EJ)Uz2rz(YA3+q z`9V#Jk!OoqtVC!uN$B=N#^BS)O!~Kg2C0Cy5KINSd|fybx*bkE{MC+G;M?_?)c1hA zhgLI0I8t}?|BSn%qw)j0=V0?d5GT^MiGu_B$8A6B+c3rlM6uTB0}kq$V2p&9ekNMk zBYoFhrG0*5D?*IZKrhRab;vz_5q!?#a=Rt3E+Hz8NEDu2%AJAY&^YB4VCuKu4N<$cp zP^fqq{1Qs$i!b`NGJOf$ZSa~u?y3v0L|tNnI!rX(G|V>S3XtqJY{fuHWE>Gw9rx>FHg#tq+zM{(pSL56??`wXyv8U%v(c z8wUzu^cs9?J{9W1+_AffAsG}5NiIShbA{JFJ51do5{zWhwe}SnAPk{Ks!6P z8KT{}@vTJzS9&pKWibhV8=S*mm}x-GQvt&!9e1BOJ)^L4HU2k!d0*-q5rK*HVlE5M zFgfigC!$0UQm6p~=}Y!F9I1o0Rh=Y4FfN8$2$A|wfjtbHZd~%a8So>%yL-7(A32=> zq1UEI>G<#8l;tpKT5{>9{3HzmS^|WJ+p3?PNEhzIf@W&Uw29aHt`JsDTbcSQu3);s zQ?fLZvIH^S37TbOz@i^J{ix%sB9XT8xK}wjwnvWZU zsnL!KswB>Xn+Z5Q1;435^=2Rz!^cm}hA?bpB99Y>jS;8SqX%9?^rvu(rAizvQwD{d zE|pA}|4k;+f}Ltrl!|Qs;W(ziXiz3khaQkDu9f-TJE6!`K^j<=69r@NL!WEiO}Ztb zNxw0SYi!C!Ionpqn(5$0vwuwT&t;Qt$x>-J z#vSw^B@a}#zjXPR8qk6oJ!pw=TO?-Oj&c;)DtkSFsD1t~WMTU64;C&BjhQy;O{_zE zz)@%(*qivqa;k^|(GJLZPR@iXtqXLb&*A^>Q75Ko9VfY$j4dp1i54rdE}=LjB?HC! zs1ucn*=D-&RQ-lH9p(@|eH&k_G+q=bpOk#OiuDZ>UH4?nNT7FdX+Tm`hNaK%tsB?t z;R!a3=6)BZTda+w#$JmK zFk>Wj*P2nCe{sFv9*OQe_zDW0gzM~aSMwuQdk-=?&X|%00@m3gO_qdT{Ik_OOAR~z z0k#77ZBjSmwy)vWyFS#I@jl?$EzxbL(tktMzHf}Lx22+hX6(&=pg{fB#f@Tfj!9r4 zrwPSkb?DC^+d~hSkjr*<waeKx?SI{VMn_$4O$ zalcd~IP*sb0;|u{_~mM0?2u;8wONIJ_vc$dUfw`024=Bj@?$zaUpBbAtaHYKH7h0t zP`Z>5#Ssb$+J70?0eim>{nv@58#}*FWq2}AL9ZIOegTk%j%2p!o$Zy%YC|iDs%`1D?Yq!i6<^L+VB)kkkv`nmRX z-y$je7d(07X0mBVoQAS*J&0gpax%ZW+sIe&*w&7sR)TNtOI&OYWTe{nA}L(GQq)ErnM(JsW;Sn_7A<-a*HsY`@|A z^R?O!2sn7P5^M@P5Zsw~yo4r`f2MsaO!w24QDG~0Oc++J5-#l7F6}&Ufx{anzSFa9 zzeWV`uYHIPbEBo(8RgY|(z!3hGNCdv^}q3|R08ezNYR(iIG3Afw)~M+kPUEfb0<~YGy_q65sO|?R|uacO_Hs~Ej4pHZlnh%rR)9v=< zw6G{~c-Z*3b#=z8>UtI+c3ZB$3i!`-$#;ve+_v=&7(GF=uh&Iib^5sFTNtMd6>qEd zIRoVW_~RIRdLlk-{A2|%jUs@-!SAkl&0)IxUvJMgC?hj-run;TiujOX`%F4w0_KJU z7L#0PPsV;*4j1dTbtM0cZDkr1$}b4|!p!?u4rRnsxdF!>Qpv!r#xW$+yqld`w z$ob@XKbHgCeQSS>t3vdHdW9?wM>D5gjfInh6>z(Of0PGm$EBBc&f{47bS zn?hRS=chvF{vv8OyS`C~Z%{L4&yC$=5M>Rn(o=!WR4kDH4$N^c+L5!=jC+3LK2jyA z?aL@o8>i>wXp6)hXf8LHBTWe(LG?lI4F^hjd9@cIY2=&$fvha?8H5^GDUP0}TXzn3 zyVVAS+{b}W4s-IKySQTTPCo7$}tJ zG%M|RiTxxIHXFv+d?iL3h=rnhv?*33d_Ti2*rpgQz+*Z+~>{tKXlZV zg&=#?6$_3TAsm-yM6i!XZTSO*bfBP( zSSPI%xR44*jz`$KZnEw7WJTX0cx;!!lB7T3@3%fcw(Bhj`c1YnMq7F=ZZ1GR9EN#v zGHhtqff(Xm48&3ex1?FIn}4}|;IjrOqllkDB&VPpC3m=wZ}j*g3$ zrp9^?7D68cK5Dzv{flfTLs87EpYhFXZS#1eXp)&&mr66nbc#Z17d7JxRk{)du40%U zXR-?Lo~Eq)I$IA{eLPMA4X5rz?!g#PE{p&*v|VuI*5FduSjY`lLVg^r6Qe#YonR{h z*PXF`UJ3%;pn=X2#>ani`^*g`CeHtV^f20bRRppmgt0ew-hgH8$#XNTQomUNzbfY+ zDOYm?LKr=1EY&XEFDe_GJpNZlkdC zMn${rU2}s>0wj2{QjRrH&G1bjeV`x(#yEPcKv||cOMgVm?VLDzL~zM9DdXez7#*&n z#3%yCC_lSO)Pj;{uS^=68g?reNjbj(x$A`E|AYCNBPN}j)uEFG-verK|UR{z!YRq?kf-D`$;$7$0s_> zrizTC^-_bV`+(}>RjhuBG*L7GB?H{LPfYspDCr2G{hueOKg47$E!8frAs;R;@qau` zPP)IHZjtY#0&j`>C(zR<%rZy;vlhSPsKhZBtqlaWqK2hKnY^dDZf&K;R95CYT1PW} z8$!V+B1x@FWM4Alpx3vw#8VM@b6J0z_S=m#ddB=lYlcjKi;lmoxOx+pk$pEUPtb(U zI-Ve@0H%i|cL4Ft;_qGsvHbxWxRe-*dBw$F{%+2#M;tEVLXZp;VE9FbV;QBRi$G&; zhoQ0bs`@@_DorZo^UpT?kE62+sH$6|=s9$EcXu~R9J(c?kuCx0?(S~s20^;JJ4G6# zOX+Uz{_i^vn}@y6THiP3m|KgZC;hI%k|@cDMqn%ovw_10*F<0JHwJ!J9D(Q|Ii8_c zR?5TTdAUnUk*iT^C=FSfVlpc`I|*-Zd_YoGSK5Ma_wy7GSxB2giDYDD_AT!Tgu#XT z8lW4SO>TzCa2~dhb4#*MDNOmXWe*1L-yuR&aDAMVEg)FPfb?Xo zanSNIeuxr{X@`39JYZ`;6?rO&u3fO?Cn6)kBIUBF%hTXuw9A$+NqFm-a;0=jQ0!AE z+2fzN9>k+7E92x83ENv|fgmaUWQAgL9OX35W`Ra##FF?#vy-7fdpS@3PV&*`LR&!r zI|7l)OpNQ;1u2R|vIuiIa3zj3_h00OyiQ}7lSa2(hOv)vU0d!K!|--$%wKimSmEea~pt z{DlUCwaLdA>JEGrJ+_g*L{M(h5wi3=wx>8!{G699Gl<9)epk2g7mfUVl3g=j3=GV8 zkC*J^n=3M{1>Jp|po*xeBbEczg4+g%V7YJ)Kn!&DtHZ(;E4(t%i$Bt8kLzgOb&5DP z(<7`{aGD~dT>&zbVozb)dU22 z1QIMs{|zaEi0wQ7GfdI_=Z)J2G=qX~rz5Xfxw+Dm$45uK4Y{{0okvpa{r`1Q(TiM0 zI{EncC^EE=$gpMztq|9+$@Q?9%BqAns<;ncc^lUq;w3;;@e1aA{9KAu){lI_^pP4> z|N9SzjeKK#XSi~bV+QZZH`@t~cHv4a88=e4THN23yDPBbh@2IjRL@x9w(!jLt4JXB zflDq869%)EE#p7;w)~C8e8dYIqyx;KmS9QvCnAoL1&O_dAyd<7Lk%%)WPwCii(CtH z!{VwS7jx%AjDR+^K5S$18h!D_L36MO(!%D0A2HI3rk#+$B3ZJs6jDiqBaa>(GJ~R$ zGBWqjb*?wT+fz#q<*Ap7nOXxJ1nR`S=Ju#1fA zk2HHxSzMAYrkNReMj@Q>JagVgl8ChVYthFu$@2E|?Ce|TQ&Y_lD!(78dU7)Gu7u&p z{DlL<#>BBWF#td-z_Ly@pQdJR=92BI-JB*-BPhNktpI~BXp;MftML{@~VOIff~OH#5avRuM- zSlQ}T!3!vALdAr$NZ{IEfRYzuIe_$PRO-RtNbV7oQlkoP9(@i(F2s~{m!4T&Ajl&b zSzl)XmLs z4!?G&kr{`>JULNV!xlV5Tp3-Wt4Z~P<4dg1W;p&QfyT=ZkeUoZWv;VW~B- z_p@V7OAt<)H>buzH&EHp>!K817r(s~OiryRcxi>wkFjG<_tR(mmJ-TN1vV+CtR#o0A%#Bk zQ?ODFA(To|Il9pnHhB+5y8hK?L@7XvPUR;|1!V)r7&>;T%7EMVcfmI!gCIS9S!}#K ze$dlDq$U`M7ZLi281_k^i-xf3H6wH=e#l`%@M!vn02MR(SBVikEgL}xF_%#BgbGR+ z50bO&W05q|c4A?!<`_2n#T|&;x{?77YkpCH!H}Za>`OH6L6yE(9wCjQC%N)?d93jt z9vw|+%%g&jqq1I8G|-23xNt>*_$BixG&WNGEp|9w>JIaNd1ceTzO`}KT72c?`2fWM z^I}Z!rFcUOM#h*-BE8-zb9J#8;yUlrEO;_3e^OBO1|>_$R{z4HARP%p=U*zW*_@{0_{v&tb8_&i zgQPe(1tSyZz&Cf*Llf~nm}Gz6FwXq9M2al2ge}KE$^WH{;Ych`HfBr`AyOVR@7O=k zyQoj^R(x7yHoW~B^LU!8SQ1h(a>q{06el}nO09O4hs9ScE7|8rwcPrR^lq&c5mSR= z(sR_jbxTJo{vt^yY0EPhmD@?ZLmfoYKtrFR5st{jdfB?C5mn^D`GMyy>7Vw31Sg_5 z3g%dBT}_QLfyoPNFiL7)x~xiky}6_ftL$%=4|b|8vm8cSPX9Xk|8yhLrl^RIq#B&) z-3??KBf)6>)`msH#*6w=UqDM}HWA()oX9%D8Gi2ZxvS!ErHIMd(NRZjb7{`crYnx< z3Eg%(Xj*c`y!@dpU8s0%K6@JcQe)6Wx}R@@BsyW|5@i#wtpb+x){ z*EZC#mUG)fv3>fZr3zW$VJsyY^{(8`2oQAIlU?2fhk9Zp_7WjP&|MQRRrPf{HoGu% z@y?d4Nl;iAE;zvGtJg31R3YSe!K1oXKy@}Z_a{wwB!CviVY~DfaLe%v1Qgw9k&@y* zn(`I>*Jxp2w%XbTz^%7UgR08}2GpjZ;hYsSY5Zw7`#`AK2j&}}s3COqfk1gCHG zSE5;UZhnKcikJLhtF868lz4XW7hQger>$rl^(_d&-s3g0^)R=i?%$kD-B;I|%NEAV zQ_tLR{_e}zU(Mm@zm=(r%moL?2n-Nf42==Y#sNS=z z-Sx~@khxP*mviK?9suncx$#AAC*~wwiN^VG{&}r--x*@}p#+x2@55_tWF1LcG4(*+~O#X}6Q*?RPRU7QEoayWD!$o}VJi2gaSpgV+}f?EbLyfQWy1gdT{e zF)m5N6-&nbP924|Zbsow8pP2ZpG>N${kYPOC9nosC2{%TnSn;4{u$nxa5;nDRFJ}y$T|YHU2K3%tSEd6WpWwZ5dFg1$Q7B9Ahddxrl#vqFJh zQ_X)*?0R=%{3-6{xWVP5iGqicIMhgWC<)v)g;F5F;aK8H@=ys&PO%IqeS=&3c)84$ znUM&|$=JZWoovSU?3y+zaFIx!(a}r~th=^)5w7ITUgSkg``L- za5w$~R~5(UmW3D>Rd(oIk&zLHQ-J^wkAPy_M_T|?@o0cZ7h7D!@=#LQfc^UVD)4;L zvKub?0M`8Zg?8zN8M$w8-2Bzx_M;)1^*a z^-$0GD}J->Itu$~q+NTpG!Ir^pB{O%_t`UlocDrb>)v05i>vfbl%iy8tSDx@X!9}7 zUc3vle4WxWo!J!FnT!k7aSp^s2tMM<^)@owAik(GCNPu4nB;qtgVA~rU4-kn%ua^C|En0mYGIUCTEma?8KeP_K zf?U3uoK!Og-JSXvx>0A91Jgd|7=|h|Y3UC%N`Beq5`Js;J<07<3}x*A_DQa`+EI-X zrxk6mq&_3~vGcEp(H~Qw2m4aj)6>`(G>P&#(U5eHj;6UL}V%RZv5tNKCb#QCF+$kx`h9&9mg|yNH%+gf**A!yxKRHZSG}(m}NY9KrfK ztAUSsOx3)fU8u0NVmp~(#vS6MJUd1wX%JYPbE_LFaH$Uj~_F@ zTZp@6F9At~buRv8ZCv-CMAUJ^Rm=FRmpFt;5>K{w5*S6_k}iI{{Fmh)TPAW_u`_!o zRD)w!9+GNpXDxO9V*w;FJ@L@Sg{3SxcVKw`pML_Ccxg9=dq&dToj)u*obpissj}Uh zlUq0z-S;T?VX5bQ$U>B~5iaJHQAVtcAZoPdOSE=9)ZRyCc*vQhRQ)@CPUQmyq45V# zpkqEP@AZZr=!W?jg5YF;k77nGIypIMbbr?6F;yAgKf?Ax;P>_~D^#hptPHvKHtb(% zXaW7VWj6o^rTM)8Jg+s$V-Pj47}VM=6Mbh4laYS0ahI^E`P$1{ig+mxj*ZHcZ-^>cqp(kg0oe1-bV0uYYrG}T~}(7 zSy>MEIqn6F-xJ=TrTMBb0=cT>O_o@HvU-H0vk9JfhHtM{*7W(m-nZ0Q=9AlK{v30> zFS(MTMh%c(Xi&n)ZntiRhZNc<#weROeI@y~WIrfJpBtjCEQ||J*4R^XD2Q@GDy`-I z5i7DhhSvJi-hBV^ z?u`Cl!ZW|D1)jP)hrua71)2`d@sF65m}vZD8REq3xxn>W@P!|r#ybW^Ba9;Zm$fV0Lof(6e-GL_6r_h*TE?G)arV^aS+ZJ#gS?LzL z-cK9Hm{K&Ort_$?&D6rku15YFGR&bX`84cY9gefs81%RI&UtRN)Li;~W+LJ?66)Tz zOOmi=IV}}IL3z~Aq18&y@)>nnD?Rr#YF4dj0}37ExoU%N+%KJssIFCGo8;@d0*e@~ z%6^kYvrZb-WSijy=lj>M!5Y6zDYIhnfXqy+%lKutfDHduC#}1oPTg5g!VoVI=T#xi z_1B1OpXX(gVbEuNrnnw!I<+h__bp{GG3M6gpB6^`y~I;4@4=auH)GM5^rlm;0j9 z@Ez)u)Q$o^ARQH%#Rvmx8(0k@eiA(eHsnplE-pM;-GToi8}za_X9Q2$TA%(hCn}b} zSS7>OV-J`E#@!79a^iuGKd#LIP5>X$rrqVmtG|?b4G#}Tn=;|v{p?$1xI{m)WzE3g zAuqwGzUUz?-tLhLKlK6otzzd;9d1B1E@XSo8E z(~?0jdbV>M2-#-~tnG|ZOh-InTzMYazIYG~l}s5{3qvq$rYHh_h$7)R)J}+j4T4~X zg@x4_55SSnUXXP@rPhdVu8JVe?Q=)TexTnm1Jgy}G+x!mFv5&>7txTU{=OZhj_>^p zl`(UCZ8`7O6O<4+45^Pr%jY@fLIKt~}YtIt!YMPN+b zM<%6Rw+37{w3NX!@`v7c@A|f$Tus!q+ojfyc~rwY$(|_LD%qTzYzEScZdWq|_f=I%l+K)_@-6Aw2GXC$+Km;BwsXP?>dav-z|&fa%Iug+$K z4VYR*ovt22ilAUI82o!I(yoJ8ewkg>*VHGBeQdGUVurJR{5~}kFh}!}s1`Sq;z9=W zKEMdwZH*Xx`-bLye}e1nM#2>%7k89Anxd|r_FL}e+#2Pv*$>#H?EGM^9$fPcE8Tp5 zy9a*#s8iISsOH0XOs2knjuQAeYi06v&ey*w2UvEQ3|cxag636U z*SMW;Cj+iX%<|hEe=rENe%4vg&^QUyiq(sE|U zu{W5k`ln9_KZI{)>c_8lzNb{kGFB|!<^6lY+4_>kvlTUvqpA~SaZm!CRQ}Sfwv$o7 zL=x_qh;9AtB3m|9s0{!WyJ_>DX8~Xvn_b07&x3#?2gb(ca91@&-l!&{3y|9>w^ORbKH#{ z5a7W5j)e$jV`#9bMtSISHmEw*i~h4vIf!ZaBSS?NIklf<+7CQ-vK%=7N%%jQU=tvB z^~45eSHDp22=pUx3-E+AYq;EOm^|G^2M|${tfr&I@ zirl*(0dTg<_9fEb3HHq}|39w$tGa93eOXIOLNlox0+FRK-?65eJBXP}KpZqnt-S|* zQg4%vQZRg*yxtd`JVJ|5E{GTkvZQ4%?L9}u>W*nMaD$*HcsS5c$}v>EI%6)Zj``K( ztK`K1J8upfuuO?MTb#fS0%D&F&@^lG9K1#=6t9M)`(0TfgX}#6l>FyD_ujMGYO;eZy_|IW{hOMbgBYCG@2KGpT}`pp{*BYw8IRaV6=Hj=;$}sa z%c9-UA}$?-&v>CtKX1X${aK0Y^1km^Dw8Z5FHoeR0>?^`&^{L$EDzITG+NA!-27&_ z6Ws#o`z|a9OrY1@0OUXDpcU18T-N7Lm}PB`8);oJ za&T1vLC5lbR`lcPVN5Wl9C*5+z{Q?`FgA>Qsvxqy*YRcF5; zcdw{daIlkmZCof3ut{n0@wpa!L_e&ztDYntLbXqpN~OeMVnxIj*KymGYO^o-$+A}R zRKzHb)iUchaFM3LJJOYtHQTLl08zkT(R>u*d00=Tk1wfoF2wEa$NE$JAH75HK%0`< zBV7zS!g{vLw2|BMbDGzh%3F%i(L z0v8EY_X9{|x^*s~w(3$0`;{0=U}^_u7pc)1p-Je2Jg5Tu-nvxY{M6OCzhf!M((FKC z8B;N+LHPw#LK|e%S963xMeIfYYjZGA22p)uip*Tmp-Gk-%)-`QXppa0am(feWrWne zJs5j}WDv{g3NYJh4zm&Zg_+crK5TKSI07etV^( z(85Xhm7?=}#SlYPVWMQ3Bo4jc^`O8p-*?hY;u+P~>ef}7t5TnxLW8UFXY_Q1w35VU zPsG8q>m=Bpb&m{o`lgHfB6%8}-S{HWFogQRi4OqpE;(@2n@CQXH7vJ@Fvkt4k;+z? zVH>4G66cJCwi6^SvB*Krx1X2tE7w9z=qHe%u{Fy}Xafx&V$lBs&d`J|ICrYpEVyBk zW?B4nv;Ce3AM)NGDbG5u*=$!D#j1ZcH7nxFQ|8Dc*$l6CH(`ApLEof4!OHr;C+3|S zAfb(vX7J7pfeURjBLb$tMgVGO^7X53TsrTtPV*<@ildX0n}1&9e_jr_ed%)6YK?cL zC1nv?DX0M^AIL61C3#L{T5d&)$iht$EYHV#D3DmQ#}f9usbJR9QHa+T0(VGQ80!8^ zCl1*}pHh8%Yw-T^Go3_$SjP9ac?7E`A|)ABa@?oS@c06&%z{Z`;dGcU)1i8UvntG710xDtq(#lNdFL$lS~40(A1BUoV6;@7laY~)lK|TX9xdfuxSFvOpA_}?aT1R+hY-&~!l*{)s~am9 zS8J3-(L`Sy)-Mc~cK3Fbhc|$tb3VIu8n2*bw1h>*sw-C!!OY$!tuN7{8&CMz@0ZsX z?L~&siwAU@-Sk_fgr6kEbZ72Npp%X?mk!j(~SqR(%|@v6dlr2qLuw% zv)pjvw`Vx;*n=$}g^W}G?@5$Kx&%#%QqO^E?8qpk70={4Zz-doBc}bffO;=Dn#tr4 zW(5Ee{u3^8^sfWou;&s^sMGi3u(UMiqUcvS;*{X&+;5HiE#j7TzyGdMR*1sE!6zzC zTZny`nqsxGvG4oQ&FisKpqw<1fN#5HV2o%`K~`}ym|YYV}7 zuo3)1v-)N|yz2VzA~vf#&_gKD&aeZg(p$^e!wi8!=4#=9Dr9{ETN+v4NX@1K2Rsf= z;0*t9Ky)b25Q8iby7Fs{PdX_0YcRQ$2PWE=>cCHxQ#p#fLb1fPG=)S&!{cA%*|P~6 zm@MW)33VZ^e%*$N(Rk)T%jIb1J8(>aL@2*^;0`M#W)ZE(U2)+0#P_a+nwM~ZEjuM-u)eE2Z7aS$9l($uR=66|)9$?4=!ze>ctT-9I zaxGL^eQG2(n;h?01mbdO4<3iu?X-S(%yA_U`OoUVmuqX7O*(Z0hNKfUN$N zvO(yWkU$rXA%D4mf9MrF6leU5}~kN_f{C9#8o=!ADb1tQGWnybfAQ^xClTyVE5B*xzU>X?cTj-6dGgZ50Ls^cL1ZNqBhkZmp#d{^rvef1Tf}*X990atI_w9GR4%Ysw!B zN*1xw`J{3+7Z(3{v(S^oB2Ys`>#S0SyXYkf@ImrUM#t#S`s6_!=XI*O++@Q~=J#MM zbaNqr^)`BLNI*_LuzCJOANC9%aw#`Gb(D!f=4}Ek^JJXcOjg^&0Rw32hg(jSmg^mp zk31*RrT}Tokm1{vCE%;=c{TlMbO*AAhmR|QG230sInpuD)W7NEWZ01mxr77pa5JdW zkBX$IVW}ZbVl}gzwl6nWw%A){0X=R82TSHqJx>d)-MRd-{)#2~7>P$EO}Fp8TsFQc zQ@p=sx^F_G>)PF$mfLEOG4TC5<0ls-(V%OO zkwfNfZ(@#ATJs>6+^|jk8+ykvsw{R^=!ezl&15#ezsAPzlr%w0V#=|EuaAku`>Q~Q zCiaVlpadem1WP(uI$2ub*Sfh|5m>(R?8`XK(SGKi9^tMGBt}S0&lAgjTD8!0DLWdM zzqh1pf22wjtUH*Z=2^0fa4@mQc}7f$I4b??xhfMSA<(-9wX{LJd40%;g3QJ1?4xT~ zfTJ)%+ybwTj9K-qFf&f|43X;Yv)uz!0Isg?>!@k$*fFEfsrAg@Zmt8u*~>HOk=4Jj z5xNj$OE3-8-2*_+M(@V^V|%rGb8vA{p(699@IPl3J&c5xPwsN6r_ ziq#pdw1VY=^C88GZ3N#1C#<&jtZaG|cV5VWpnu1oYqriUSoYrKK>-3H{cjP>6Ewj+ zuc!7Nz#KQG!zW=fZAy=(Gp4MoO5K1_21L5%eg;5Sq@nMfN60E~ZPWu20U!g4-k{@S z9Te1C>hBSd=7i;GvAPd_S{NQ)^serLrZ~C& zZoA%xkC(roqzHO9SOQ}!G!k1%vLBS}Ht%4tR9g&lIBp{0PzcCNBJ%!#86n<<)C{x` z!q#s@+zs4DwcrT>CtEW!1ZD5>dB>He^xZ1;>0Zb?Xt72QeTPOUz9Aq6K`PYI%*+Mm z{V{W9SK0podD>&d+GB;;Flzd)8P>pZHD?H4^i|5|t|(8+yAgn;PO*^2iW9uBn89Nt zwU-q7jvKgeG~6)CHW*;2Vn^Pm`;*WxW?QBzL1Zj-3PfrgWt!qIicYz(($)|uhH^`4 z-IHID0vVYKNGg>j6}a&q9~?c_chTT%Si242Xx{I;-bs9JCk*k@2n3ldXz3!0vxaS% zB9oN`$Iin?Os1DUGLENlo_axjQjZgtac{X1<*MSg$WDGs{L~>!r>4O5GjrgarF zWb%tXr6|A2GC(F9mTzi$G63}&G1Kn;Os4MJE1bUL(1OQqR@`l7_FLF%%NhIKk!NnP zT-kiTTcaDP!_;T30cV4r>2$zy_Iddu2Ssm|_^wlk4m62T!WiziNJ5efRL6sCmI)Nt z1U9}I@nlBtioe~5R+;AG;>C-JkD+44KgEA|G2tY-x|_@bI$Y(%`bBh40Zk!d`(~TgG{3UBZB$Yr>LdG)3kI_)z5)$*^pxS z(O{LQDHVJ>Wvb^KL4j$fxw>>b5+>KUks4S=9a4%P(6#-6_=Ly7M^-y4r@A_LSO!hFA@? z%JlcZ#Yo|0#(L0Hx}6;n6<2iZ_dMV7sdE(a!cC;6B!cf##a|Ua8-LR9nbe6h8Tp-m z^mo!a`k#FX*aFC`|NVJHnpPmD;Eq~a(0-8GDNPeT;MZZ+Zx_TA@k0z5xmQ1_Cb>_r z+HQ!F7Lxg2N@rZF8_WHVBYdX|QQR&82Z&IUFg7>$+so_p#|u%>2NB=~)Ib}%*gqWz zMTK?;@Oj4V4?yZ7TEhv=@NJw{w)7xm0ZPR|SnF>}1ymh4m;-F~kIs)WAprhmRuSv% z0H|2#3nhOgI5~?z(j&^)F>Y& zM}L0~NePgrQC!k@LPIh$yrIW38ZO_Adv|<5b{N}Vb6AZm+X39Oh}vPVo6Dvc1iH}Q z2{&@OtmGQE*?XS3&mQJaJ;u57VzfH%a0PCT!wY|QDcM?$NC3T#`%63YfN{;s#Ng=U z4Cf+wo0Hevy|(Bbv&ygwtmXSEPoD3@ad&eLt38f9MHD3~u7!$M5aHBdBBk1%r`8?=uC0H81sRY!(_3#kYME zJVLc_wwM|Xn`Ofjs)cbF8mw)oFOWX2PWUv9mTI)ktAWgPee0qpejBZ^ilA@EgbciO zN**@;hf3fWkTiB(0q18bZ<5X#IC|u8aFc^b1(2syq{__ht2DeMT6frR1&S^(w_?)e zr@iMskSWVPB>(I26OI$UyM)40)(75V zsRi6HG&Pb`OcZ#ho+^rIF3BL+B&QPfYLNMhiw+T1Qhn`9t}O5dRuIl=^4pGA;>i7} zLOtpi^0sEc=mU8ZC|v^dt**o>j3$np03#wd%skomrizyS6Md|&J~-^2mkJL1yjnYU zmR%c5^VG|=e$WsO3MBvQ;?4+ZYVD3{^m+Apzvc4xA=aJ_*o~93!Q^w@m<{m##S90O*Zsso-f!A1GoI!s3SdOKwodyvRAKWMMtGD1J#^+ zvc1AT{;CoFZ%=S)$2iRf^{Bp;OGfVRUj#};VQ8T=1E$3`O_f&9a8V})k(q||cO*0a zy@i?mgdmx-7N{f^#lq{c2(w8QUTpV-c~w!SWNUtDxZY8@nCv{dk$i67z^-ygo#_AU z)aXc=!#0#ayB~Vo;A(IXP>s>qH_2Qb_FLu9oxsF@({F*@c1=axsS%K61~c$Shvhhr z`t{usqQRhP$C1YVAeao$Du@2@AjAW}gutPdL9$VQ&08leYk-&PBnvCbH2@lb$p!Wj zMs|lpFpSrlndjzn;39f;XH1=s&(4NV-Phy(yIKldPd3c1|7KyK2pwi^p2P%Dk(=uy z;AAI=KjZT>e|f3wgTlZ0qGvpMWYC1fI>id*W_-XB9c=<97?)!1WCG>=1V1;o5(b>d zr~x6S2m{)?u=jmX3e#GiV)5+8LMT8iv31_ES|UD}%$H8hRw=cyUgzyf)|!T+PcOHE z(+%BV(L5$i0mqdsh$rEy@AtfFTW%p?&C_RnGckC@5`&#`x%+2>rCwjJ;t zwN3~X8bsXA&J^XahsfIDBpk&o0Z9W1PH+)OLZ^>eVO-|$R+KFqj4RX@y+?3ngivD5 z9weiIU}H`>8myy}zdXf^*VZ2uWyy?T$A2q#n0%xY?Z25s0fnab?BKTUv@?i2{JD0R z5k2n%^a7aCl8K6CeTph9TUf;}=XF*j#NPZAnb`yDwn#x*bZP$#l=zz@l~_tFT3&cYs9Gpa>MgQ$buv5eSuR$ElPG>~1Kz zM)oBIh2n(=oi42EiadnE&T`5Av*)ET$e8_YGgBKkJsIB{)A2qz-;9>Xdyrgr8Q{P8 zkjMGA0G_Ph@A({FCUFlD0XZooTer&%wflN=6O&@o+;A<7x2tlN-8duVNRE#hv$vj3 z{+5QjVWu`H6qzua8U-6eC=XdCc zKI;lydoHJ;c;3luZVORW>$v%G(pin2y*!194iArflSxijpUV`d)EYE&d<}>@3aY(W zj`n>2O)>tRG93o%#%F(NkeG4_tmlLd?H4R`kF+GT+g3dO_UTaDmMYF(q^0HLsau0a zcC^Wga1n95??gAkRJx5*p*6=UsF3*|4x3b6zib^NhptPxO2Znn=dgL9UMiuQC-z;p zX8kJp(+_{yQsSh(hZ6LQSoH`>oG+Z-85oX#_-sNLbnJ4Wv%H+Zwz^h+!Zwx^;UwB= zen%_Cfr%YBPVR1d>tWrF6A3!N6*jcL$!2iD4DXGtjb~T=$Q@U#8wbCgMa=8~Lj%&! z;Vn!sG0)sckNBG8PHP$^uxn{)IX6Ea%}?r2)qTHlZtUWNQ|aXe8`kvvm*I;Q}m64r&bDeXo^WhD8^TVFwe}&Gm=MPISz#mgV zzH9T)P2b7VAerC=^yxE&?yZvmZaN3xy18R;?!%w!yzC6XmBAHbh`p*5i$fz?6A9E5 z;kngp>yPmt9k1l*pC)nNu@Yj+lo)8TzN}gS^Lao|JJ6(M7+v;6kymkvSPNSpAgkjL z?*yb9!ZKF`B~3XU|61l^!VpNrl%`pLH(RT-P$dRnICKm#7-3f;CeO{{l51^RtM_1& zV)4ROOoB$Bj1unVW>+k+x!lSP@K>G1|9EfTWfCo-U$?WT!x z50O+#i@KD4$x$cD744IFREKLYrLwm8uA8V+(*|HJU0>|rcM&}M`ZG@pK9ju6%)G(> z`?!eg9G&IH>JiM_2u2+$M5HlMf&)o`cnH+o+R_>+Wo^It_>f>%Ao|?R=k*bm<;6v2 zA_9w?0E$Bei7`eDx{SL(*@VicoICD1-!y`!ivWEA`wU`}GIZ zY=<30kBdO~I@kA~6ye-<%!(hUSXqzsdhqx+Jc>Au_1~H%fQ>gQ-19Sd1n!p!92FTd zlkJyI@i1IA$(+%BPSuN`ynozM+rC?;kiwysC}GW`(`qgVr$#lO_)Bw_r`pzVgJMiZ zYw=C#H(XF{`9Yl*>q&fCtQ?nf7lDQNV#$T;O;`gs6n)a1`~J5p=X_e=3H&+r;Au*h zaoyF0ElF54Vp)W1<3{$~T7-k%_N&JCMz(##Q>~En$LA*+y%K&&-MT-ROwg@U<^hha z#fWg2knC&1Rx3>A+~YZ?@8M3dhXsq(5^O;jK7>H*nV5B$QyY_`^bZ!yWP>KC{HQCr zE!(?FNkM^ZounEww7^c{qk1uiph%>p$hDxyb|U+*62C9D0jU866){mbkI*S1^C+qN z3-pqqKdZ=10Xi}Q1cU}V_~8u~B>N=eeky5W!~Ex|xxw)Tk$$VC=au!_<1K6J;U8}r z#reJ8#R14zfV{C@aL+M(>j{mQxN~20QY8tc2sr%cmNWKY#{vMPAkbPQZz7(qGF8PLy-Q;QNo0$u-W_WPC!3~2Bhu=2|otW_jl@fzEXfTn87?@1_La!6(@f(~f1&YFbh z#tD#}1P4mZ#2w9r%y3!vVhBf@-702sMbyr5GjioKO#B^K#qMyXimUU663c36Tn;Xi z`{m-+_+OLC2h{z+J)+uMETh~z0;Z378i8dlu>3j0X9gXYRhGgN@bkX#_8z;$4(G!6 zfKpWHm*@&X#3nqA%i5}|&E>64jf_Gep<(M0Rh4cR(JRpZMA02_qd5f^F(k#oen$cS zZiz;NTC}h@jrl3sE~XO{_!nu(foo8~6dd#u$|EqIMYR26F(PVygdBULtES*d4qki) z-L>km1g}@b-P zKN_e*iQ#%HI^#69+w`Z5nJ&WSyZP8n0|bnEU>qviw{=&}GM zmTy`4Dck>LzkS(0^q6528Met$&U9j!#aagoV+8ug%jNIJeeZb3W8YiqtV5@fA2m!LU+8N=1iypagx6p*Fk>Y{a;T+9W_>O^LojjRX($Q-l~tOn8VdChM4So} z`+x`zHbaLo0y&{4n>{W0_TCZAzc$H&8d}5{Mhbb0f$0v03f!Pw3r#$W!ts$mtI1vu zZ&?`nue>*#+v!TItIg7mjg}uS5z*$$G(U!`iB%jw=n8 z08+TNVy1S5^=#I)Wt`L(Ayw4>#cb)3AfM|`S6%nF+5T}T7VK17{U0q!f zL#Ds{P3r_~d+1k^DvE1o64X4G6h!*GWi{Ro8MYGq*Bq0^G*63(nH?kcX=)yeAwMpZfnfT1;|zwhB|APp ztPSP23r0#Wuf!Ml8d#>(gE%`G)(;4W3I)(9+JSO0k18<`OQzIciC@Fe=$KMOS-rSw zR-jeBc~HQmw;w4>_0u}kE~53?_9Xw<8{=%9&EZFfN?k~q1aJHv=ly2O*;5Klks0dy z)zP@Z_Gzbmf;*E!YEf6dWg(0M^!Y774At*3bpXDAmgKzj0VQ&PpCp|UIvEyMgH%XW zx|Q9WZU)Eap+-HUooMx#>bm(R!_|3_FG48{f9|mDic%TNI5SYT!te1H75+s8xD*f~eV+L5)N%2J{j1wc^Kq zFMjRT!A;^1=%`1HUr=SD9RdnMoClueU1|PPp7#-k{;a7 zDT1^8JQ*`LhndH@FH7S3+s0u4byLz^Iev~%FF%B?>Pr_KfGzsA&cRRk>|p0%(ciAG z>tD3PQt6syA6yX+j|_8)h|m^fQoS_;yL5p#njnib3<*>VR|U__w2SO&w;*8FN# zuc{CUyGL!D43koP+3GxV`Xa#Vof)~xk$Bo)F0a=qxZ6)|;A2_dISKzIUb46=4W^*+} z$AkhEoiQivhHNiGpLqPY7BX{e2z=0Q_}Sw6HziakX4vtgV8SRcEEIQrjOirJ3Hgcr zAd(TS7L39N4-{)?s`)Jx3`UGK424w%1s$L^D_)W+&Sh1KiYVPHtA6YpzyxGV)C1IJ zVU|^c`=sa0^0Mk|?#Zh3mcl1$+DN|W?)LaUuvXcx1eBIqv{p1W;x{x2GC*P5lEENK zq};f+yE~zOx&Bq;FsCJgzO>N&HVl)pn;FEB;-f1(p%oJo^Tfv)45X#!%53aNzc(Gt zZA#8mH4$R#@IfPCY0?eBln6%0QcY2$xn#^UT5*_hdr_$}jPYs*XmQT7qi9cLR~AUl zaQsd9UfYEh(=9babRlH-i;2T}z)fE*Cek{)^1^OUMkYjOM4m;%dAT8<5*_Nr%+5ek2J#QPosw{CbhcUJ$-sl3>}_&ixJlN^R^%L;gIr_ixcw|zWwi9PI&b- zzi&UrU2q+y$DVoEDqz0`^?0)@1Po7Hp}dqs_^dWDDg4?w^?cP_nU;^nWr?NTl24o_5QBKCJA5tc zT5L4$RA@t~u#S3q;35!voWAP~Aw6u>ojzPXWZP~ik-@ibz*mqGGou3r%8J)loh6YY zoph6)m81QzjYt;{9m!}D3LsF*w2#_@R{k>S0#EuZ9s3@a%4|nLUP+8WaGD-whA)u@ zb6IG9f|4@n0-R5=3G<0;RESl(0*kEKS>GQK$rkBZFUhO1W6FdvcGR$ifxI<$#PM{o`JRc?L>QGAaNiS5YxG5o*4#Z)X(2S*cU^z<<%{P7(S;SmYtD6Gm})CEh6wNRWb#|OuC1Xzh)`9 zvoz2~+j5j<$LZF%x3mfuOiGjS4hQtVwKQSly>K9bq-yn4?*wRqd``h!JU23I`qTsmjtML;w^avYEIidw!|Fhhyy$;0ld$ywe;&pGySrIsP1>h7tJb z7}yt6?OzYQM>Df;M8v`if87fmt-hi+Gh60={+#EU^P1UR5xov>j~oc}Kh=};L@~4m zE@#($?x5_ryNh-hiV7RMU7@0u5`vG$?I#jo@GDTqP>`~6&iq7g%gWA!BTFo)+}X}R zi_^BAOQcs4ifb03G89FL7Ai|qt`zqD_5H{q`wI|zmaz30%?0`=R!W2XAA|~*cuK@G z&yYnRyG9DB#wdk@qdi$bGHfB5snzcuu03i9EjTolqWt!?w2bgCx0cujg30?T(|G-c zbQNLwPBNayT(tj3!5#(u{#zcNiM^LUl2Cjd7ABu~Z^w**6OCdbJgE0!7L$&HO2Jeg zj;rIF6Uk{55GJmdq=!QvOV3&5OV~wi;oiNiX_8Ad-JD!xR+RoiuEpH5n3Egkn;I-cvA5oBhy_HHI=N?K!d?RH|Z3`|zQMkGyWv&7snjeV%q)%AGE%EaL#&awloPCb74 z0X{!&QGtJv*0oDS{!-NZmIO!x5+cC}b_-H2RBDZ$;uw{m{Q8?(VxMHI>?;^?xHCq> zn`e*2nkK@IPL6;Nh8*y#D+cdAUmZFf;cxF~Uk~CHI}D2e(Y`m|ycrVp902-9tdg75 zQ$$6YriYV8=aa)h0t^0gkVKPT%L&UTtxwrL_(B5Q!_cv4yg{9YW;y!U=pxqnssp_v zd)Szmv8UaHorHyt-<<}|WJE-uY%mPc_=Y2{VPedJ{ahEdLnyWi21sspu44ZcCUfc) zjye^4udQOWP$5swh#rAICy%>Wn$ycVe1@3}cxlF7BsU{S6VIsb7R{6>#_?{Jg~Mhb zHNZOqA{W_+B#@PrEn7qHV|1M}3WD{0nqB@D*?diaM~DZZjWki{x6l#VaomkcRpj`{ zjA0-$NoIGl5^6)x_IJq5dscvLeZJ)pT2)dtvoZ@-5!VmZc}vgkvN{^ak=V|(5Z3?L zdU?1EFd}FXkEsmER5QxyMu!X=XH6Y#C~_d09eW@HW0Z)#5DInCM!U90MfD{jNW-56 z#QbPnNLol2$0xfSfLRWc3IOaR@7cV6wlOp0oW8?|v;QX5PR1qg|p=QJHm&7DY4c_;oY- zaF@!4u?27>R0nG$Sto#vzKjCGZ1iZx_rga|dytE-unAGeU>L?#cChzyc@mpHA|c^x zFp4kCA}E0$Ptugs#0ljT#?*B>^Il7b!4)wams^E)>Dn1pl%s1z(x}NU=PiVluTT!R zjX26)Vzrbbgsk{7y@-bo{$10AY~YuH7ocglPHy(SPWont`mRB+e1`?p%~%h1*Q zD!ukDUV=FB*0(F+zeZoq7EJ@zxUAZ!jIBaGM3J8N3Z|))p3E#o#hSLb;{U$=)AL_i zypb9kk}_@t9#s_s7JHbHTCL^vXFlN3&bwbH14@M**p>cJJ3BkfCWD`%BQb+4nd-Iy z0YmU73;z7yJZrh=(^Q2?PG`)Epu)Iotc+_k7?allxaqpyMXKZ<~E9`rX`O%5D)Q)_mkC32?%kulOPMhfyZn1P z6;s4Sk_0Y84p=`$wnxgA#Vhv$xNLpCc`eM6r+O4q#hPzB3iia=_5T4#H#pmIbo;l1e^bJSC>{_;KRJ=KU^jzCIq@y;cc`A-sk`Z>j#VB*6;YZQ!e=7 zZnr5~4K-xyE{?TeDM1XvMGO&W{_tn(PQYDS^0$jzGjkHF?K)i~ArO<@IJ1>=eNLCs zUIM%ZTaXeZiKdlwG_B7n{cqJ>L6|K)NhBsZ7-qQw-=^u{oZsqT^#`uUe zsJ`p=2_*hG!z@Y5-@)UhA&F8CLElZYDk3Qs+@-#zt}YRf>!x@mFX~FG&N9W+HZ2Lf z``4~Zl11+p|F;`o7|y1o=gKc4iGKGfvzE9R(@inyq(wh2MXo|wP+A~)ZcZdW2tc?1 z^FovS@z6aIFkF#wruxD%RsQ5NZ}7jn)eE_2D(hEY!lZyHGD9M}I?wy!LdanV9({JK zl@AhsgxkRcP{#!v1)_U}Ea&&pt=WfHoSA=oWTc%sCdvi}20Z+N}8cJzBFIdqgmvNL3zM{;d`xqRM@b z3GGt%eBY%FFdj78d|v_omrZi6uIo`yhL@QW|Yr) zC7a#u_`9BNbKeX$7CHY8uD)H%LP9Z{Tf{p zq|g+jtcw&w#yRYVFJ|G7YvdXg7#aCMrRm0|@ju(zi1As+qVfrRN3YGrLD3rC+WI`; z=U-u@MxAVtxyE}6(x~RkA!f@5IZm3*evI+8fuzXSVBX0_BO>ytA3+zo7X9~bORWx7?f2qkm@ZFtQ}nIJ1O%<}u&JX_ z6fJ-MI2DYx&n8w1>tn$iST_I%F6rnnm+!DY(9ndqJA1he?~SnYw(t1?90R7hH$Pkf zGMmUzrQT8w_2J*Y|C#E9CMEHEZYNH>*TCkzX1II(qg%{2UNp>3PG@_+yTl&xzYH7m zwV|g5lA%RL>e_z`|I|ttfxX4v%0USfk%Fi(GxZU}c8i@Hem_Ab3r8vl9mWCfWtW}ct8oaiVOPSWF9+i`qzDtUvA(k1 z$v+}lg1>!lmRINa1D4{u=ECFQ@UWKHwrC1=ZE9-fzRcENYfII7dJN`ZlHH@DA(9;y zD!9Ot{3AX!l&_6@feR95dmjak1>0!9r^@3;vKT!6l$7CLYMBqf23qBYxgzs(EAnA3 zlC)FJPr{ES!trl0Vlx&hM2^QLhCAa;-Q~B@r5Y|LRGA~hz1J*A@*;*+D=g4NPzz5N z{n6W`@fL8`Zr`v{(CZDvnMh%QzPm#Y#iE|M&Cvr@1M3lD7ISVz&JPrIxRqnNb!8cQ z-~6OH&+xr6bhZBz%K*U?ulvtBy#;&0_RCq9nckSBCq&^?p}+H(DA)J-2-4PL^n{G1 z>y2KVReL|v-uOA3^GPyPbt#teS*3KwYrNW|Kgl!R0_^?gcBz8g@&1E6zTcn_R1``4 zB=J->WY|UR8%eDE;4k@r0%$EZBfyk-qoR2C-CL`PjH5#Vhoxy%SN;zFgAw<#dI||* z+>J;%QvE*372;fU@Lpvz7gMaLD1N8dq9w@rKRCzr*^<@g^((x6LZBML_3R~+nJLLN zPB|HXC{1-jX1f%w@VD{Jl$(j$XPLSoO7HJG&hRj_OY0C;$fMcG!CF`dv##EevbMgTT+Pw zuw!O1=^I4x(u8oOg^1{j$mTVea@8Hd9_r$Y-6da@nKuA`VTKJTcS_j>gj<#oC1gwg zq(pVmExcS)iN{d>AG;Fn?=W?3N(!nneHSrB-HembaUq**U$7Y5nVV6TR93^xT;D#N z5>HtYM*53L*kVfIyN{+SJw`;|zzw?NuH$sg8{f?-$hIBiC^`BoJPHHr?H>Zw)*?m8 z7)4>siIfx>1A}iQMhU8M-6Ou{TQdUTXu~w|$cx#WybnUHxTQ{xPpAl?S`%9IzRce# z5x%*}m!yI}rf=baC0``_h(HOOx|40m&M~HaoH$~d#F7)e4LL81d&MQys;P-_uy#~A ztDM|I#`v{}Nr7>0QXnI*Y>60gj-uD>iu7Sdl(T_i(HIuT`1l00=y)q#J1cl97?r!w z9r7HI?qnRh(SwEKdR3s^QpoU!^6(z~{n;EYE<)@gv!2^>3Y0zZ(EX2fh)zh|jiGwG zw>*tHyM4G9N~!NvN)c8n3U=IzeAybR7mUN1QT|znV7T7l&pm~@bIRO+b z)D>SOyJbY)M%0riibG3FnE>{=5%67|clP+F$2fl(klW$BQ?L)G)6&v%c2QfK^~hc? z=X;A$aB;MYt;>17npHB z#?y2Ld}M=`r~5?xL8@}#YkbxOHU^Kr=N#DSYJwl+XX{o~pKyBI8We4(FGjs)eDW6| zG(SgMqUUh%NlX0IbRM@zzqPwb4?$eu&mKpTGn1clxKX2VIOEz=&?lPOHU_a9EnD2v zqZg8+ev{2#KMndY((B?7;WQ))Do=4s7^;>FS5!DPQobld+8@>;(1j}uJs(`eF~Qp5 zpPaW~Pn)vf1xl6fheamM?y9w>R#Vm@5tY9KKb5#IMx$^jdYG4yU8CG znu5|XN^ngbm%!+5zIjrB*0y}!iwfLR{Gk5lD1sSchG4^ zImriwB?e$?kH9bBFT%Mj64xa!%+0Rh*d^Q@&hR(!$b3}jVl!5Ky(M&kNOXg?i@S0w zVJhquQlxs4!l|c;QC2=nTTJXR?P=IW69wms03aZbCk)p(ckiT9F6iH$N*G z<}%Y-=lF=lP20!Ta&qaOco*@TuBZz%8BtHEcSlOrR~fHq$D*OgHr$bCjWgE&ipeQT z6m5zFo84c$%Kt_}$m8)p$y32W@NH}n!$zlJ?ReWksX|H^P9MG*lP&)=@PBYH;lagc zh5tpxB(7v6wT?rm@f*OwGPplgYFX=fJX~Jr42p~joLS2Ic=#1KB8Fqp4zWpx0=%>d zuhPa+Ql?U-wC1^ziS+*WKir~Hw-SZ4NmIuEz6v2qNjwA(oe}b*Z>?3FjU=o13|th( z9@e%IxXst}TmOTDO~?)c&!1=DIu7$T%%Pq$z%9+2=xEVk)03+^Ds+T+_1`?B) z5&JX(Jo(UsyHheHIr|tTOFfcIU9ih|TrM|&30mJWHK&IIHD!ZqoO%=agEH}dXq1gu zgs_m1!)btV+}q2LR|rmEHgK_#5;!(P=T5&fW5yBG4nq=KZpZQ4ab;kEREppQnGmXi z@AKbajRt=7DIk>pl29{!JMqKthTh2Qn#gSO4hJMCav`G9y`hNU{D;EWCcxUtaPrL3 zX6v1vHtobNK4qaoAB$OtAF_R<$n?9|H?7?)pI!tIe}aEj{J!vzf@ihWbmaM7*m;uq z(13@^Eh*Uw{258KeDbe$MD2!|p4Yit3~}eY11V-r{#3Br$H8I^%;af>yLHpQ@Dq8$ z`1xT&dRuv=;bocS3@%yd)kkjyB!vK5xr*B#@@e#6+0PmUMnoE>mH$9kYoXC`%sEz zY=)N8v?}8Had8hytxD(b>}r{>4&3s>O$%*CLTg1FUy8f)cH&9kEeE&d^SjJ0Tz!b8 z@UmWUS`7IA--){^#r7N#j|!D27_n=&^7lX@GEr!eI!r?=$E8?D&+ToZx|^PU6yQ{< zHt(RNd)OQH0hD3=z^b~=<(s3;L0vbuh;{CZ8z5MY140$l&4>ywQA*NOEu;3mYuAEC zejc{X#QSH!VI$RBWA%3OPhGRuGr-^rFmogqexj9VE7I&Pzm|??lU_e-Js7L1_v{BG zxp=Cuh^whwDfX0*U8Q>PC`d6}Fi%K-w9M+nMT}L{9Bbt3Q#MWq)biKNu?SFxui|Sw z)DGhsES??~m)pQ;^7HWCly3V21S+dCmabjCr3k*Jr{_j8va_YlG-62e7s*2YrutFS zUkrx;Y3mj*VpS$YNXUXNGZ7gBb@_$$w z1)$WE8j?v|BsKy^g@ul%KQ*6AQP%B=D#CtgJ3&iRIzdmtO;|ZTkeN+4DTP-^F{@;3 zOow8w^#cq-j1=!ay%D8o#)FKDllVT`dau0kel@HEL0;uAJLH&iqCN&H1)7S(}%v^^;^ZR8xfoH*t06sidyY>C5gpXX!kR<{M~yAkqX{i?xe>OyOmC|5XcE(_VLOdH{4zFI&`( z*2Z_8kKZozRhS6K;IY7fEuAn#@;`&hQP^}i6%5vZq$6&ClNJz4GtANZZehicH&-*| zXiWk&i#2wa9*keSBuT0Z#hu~ZIgRUIKvIOuz|@r_PE21V$G0;0A&-NwKLHaVs|o+8 zC7qFH6^+d))a;CDl1zO~K`}>*(*nlHUnMm=d!4AvXW%lx24{Dvq^Dy0B zl>l9hiuV}zKQ$XLq8HPH%kXM3^LivF9Oi!rIWWmiI@+)a!fElxp1+`X)+udkqn7$5 zg}J~IWP(h*R-DQb=$!ufu9qbdO*h5cE3&^|?BLlKxvjrnHp%F?FGl*8>w^v{Tq0Ew zrUaiY=5JVQ&UJUrBjO@&UElGT>WbDRj&?TbJgw5i<0m(@@VpUJ*-YXMR7;i$*UzmU<&7dM8JYucITq)9vnUsz>SU}U(I$vl>Y-^2?b3`n2pxC)X`G->gaYW7-<1K4_!HUay` zmeJwip*{^lek^tw?rrz`B|nI@wqqR=rv(7}i&z2zHOv$M!QE$2c+ULO ze^c~~itb)Wj30Z-4~@Z#YM|{T2|d&2*hz-RRrVZd;Y(3_sJ1*xtq7k3SZzxjuy>9q zWyOmEgKZOL$hKD+rdh4qtZL|(-gRfR58{YcKvuX1AyFzs(TwlGsd28>mWzepmc>NZ zPiYV|>BALIMlce1sPjjk&@g&uL(-Y5C( z#}Ah6nF6eBF;is9VVfW&b=vw;&v*+ zGsaPsf8kec#!6&{$l1<}M|^a65J`##@kUfeaG8_gMA&~GgiXBgy%D;AS}o3t!z?kD ztZgJpGDUC*SkPTRk@v-r@y@2)152f>_PVm-JhTKh3shZde*dWAtKelyLnf_79dChO zsmEc{j-^N`W%7=9v3*y2L0ok9?l^ipCOtRzbIqAwt(wIJV?lco3!XRed^~kl-t|uG z(BL^#C^hJZYzV6T%L^kc-g|eIjG5B3rZV;v-i-GyLbCN!YiZw6`G;>UcS>SJq{^(Y zPyW+<1fR*5skgf5Q6DwH%CSwm4E2_K5u{|nRnLvhF7kLenDPBuuML;=T5e#(ey1Br zR!j{K0d2hMy1%8{eTyCYUJ5>Y7I)no5PTZB3*22F2nc`vDT3QpcgfLgsdE4pF-#zY z@j3(CTo8bGl|4N-$I30NXvo7FWCJ(tdh^xdq{b^q2%WjHStrMHcE2g#?QbM_w5yD*ms zuzQQxCvP3PC}u>OFuxyO(#&B&D;mj|*h;|{MN{$?)MUCghNIaVnDJSNvVu?GU$bpG ziBlVR6CId6xREp%ZM-J>Xyf$dQ4A_eBXz&{eNw`Wu5(qF*eQ~7-#ClyxLAp+`wQpg zr=I8DbCQ@_wuQ!RHr(?S5|AORue9nsN(?F3)AKdPc96usB(4jf^LFe+wzDGqO`K38 zf6N9(dZukJ8gIu0Ph{T)ME}%!i3m5xlexxGxvn`LJ&?utn<6NWGZ6Ec+QqIIG1!_~ ziYcKEOpJ3gs7D}ckJN-ujv6w*Mc7{*spUBy$+-;y4xDjp}BH8CRIMbWJb$Iil)oPo&6+vS%$?&1ozz(&gian6onPiyZ(E0h4#9pQm{{Sy)XNzC z>eAlOZC)#h8ygRtkze_T@U+m`{rr(uPz|j!ShNpV z*X*~EEi80-Fk<$TQk0u;7kEfRE%L2J7HG^0Xp|XhBuSM-C{%} z@#3cu9Lrh<`uA#J0) zz!nyeZ=ik5_a$KrFAF!Z>&(Dfm%zcA_V`4;?Yn31XeQf%(SSSp!vy#YIW zbFk8(g5t9vtA&O2G@BC}GRmc03Qc*q>UJ{~U{}?xKLs1YxbQCeNOLYW9owRA$>$wi zrb>QRN-*FZh3J9TBzkbBuDr`)G@@xD{#5zVvEG?V%Q68@?Ep6cHoRf0mw&US#xq+u zvN4e6_I3gY!&j|g>^E&>_h}k@TLOLr-qn`X6NSxWHG)%jHSf82$CY-98AkqJt=--9 zg0&GJ#!zh7t!&@p*ENqY3hiMjVOe1Ff7Qh5Do78)Y&x{@^@V&1dpNuKR_NJZZguyW zzg4kRkH7KNj$6`;uCBnF)DJfc!@Nj?f_pNYA5AS`UqHs3AVKdYOqO_%ggB?6jHvMb8c!cNy z*k?KNj0dvvNVQ#jXF;@Ps(Ls$iEbV6=*8RibXl4YPqx6sC`jE1UPYvRd<6vgsR zS~ShEt#$BPK0}jm<1IQicUUs%;P??<45kV=;=8e1Eif8si&I=+WXajVDl5Wx7b8)n zfI&Q7zLTQKMjVYcBLotWa8R|ii3Hb8&n@gB7hIM95OCBBO`!8|^F~$Vq`7f&L^i)^ z{$ejr{rn6Y7z~s;;d{utEvA^4CH@wC(?s=@ozc7E-aX8zQp0f8d7{MWw$Ik|;_nAR zE8)CN`o&m_Wnj}SEF6(>sCL&{fGfKl)Rt)92!(!^jIEpV&R}W}x}5nC`1f03yjyKI zEH(JG_@w^&1qnf$;ZJ0O0ZA4lV*L%#C#-P7uh1z&vDLKx;BSIKMIVC^N?e*rjoU}H zl&u_wtQH?*d1|GKJXoUW%^L_C70IM;M7!NFHoASDj;RH_gRN#OtixSf)qgLo;eVjq zOV?MG$lR#ef5L{i)t26ebIgN9r;{o+j4F_-DDoT$ zcJhw?T-sNv=u>n%hKcgF+Pu~C^XgVJNp(B z53Yq9y#c2O?O0pmy1ck?Z|9L@6E8re0|nau?>P8`yErPPkNm50Q^Ot4%ve}`R?@16 zt*<)Qp;BqHEeO(2Mbmq&;v z@Vom51VF`htE_IJ(gEu#GjmIv)grmx8us#Y*s6|3vVvlOg{K#&o5unB{G(ruAA|qV z^#69n6t|crs&M+a{)U#OoFZnNO%Ms0l(BMBV~wTva1HuQu0~Dt3R^3#73WpyMN~iw zx5&6SIoA{NJd}C^P3$&311t_s238D@-|8-#TahH&=i~iM4o9=1wF_CO%eRwYNBYsSsEP;&CK(&YE#{6Dk~}ID%;9ph)P)Oqqu*pd$9SG;?;8vqZ6mW)=W%{A zf#-1L*2{+L9wC=2f@>`%IYn-*?x)dM9yVI83g8b+&F~2nZ5VIS#7t!N6{fMV)mCOy z$%x5E3uJqZ)p6)qQ}oXh^0b{ycNSwD)8&sAJIwp)UtL|oU2k-Cw&2AA5`u}?4JEEO zSqiF7s^WFdil{GAi0>qJ@g@v>Yo`8mh|07&&1Y4iRIepQek&6-51Zl1;?9W z2iVM!C)P`#hkqX>f?4sps;&$kiz=j=*FH43qs++^pih~n z-4JO1X&zJ9(E_owhedSKHB;7#L<^e*Hby?*t|?(X{d=7vo=hD~Oh0~p0eMp-kK z+8btC@M>6JpyLstN#`^>*qd&D-%q@5N@+ zG*B_?4G&kUJ@(ZL`%+57afns4Y@oP*kwZqTkQ{^Qo zzOFH)(NQ$4lSF9^TuF|XrNJ{Iduh>N2q=o^4q0`_4{+*D7#Zlvs`$nRb6yy))nR0@ z-_jhN4Cjj`WCiX+a@Z@T3W_M%at+jtYgz}^0>lGy*_tD`? z6=ze^@cxb>8PhLj!KbvMUJHJQ;r@EeJaHYmByiKsUE}_FV7J_wFm{-r|5nHzGz+~RG zq#O*dlNL}kcDx*`b6w|m(Q%r1p^kM%ndL7yDZ zy|&DhF#cfI25KALhD5u!A?JLaMqnra+kK2a{BD)#R|Ej#0;rvBr1Xtn;%(H6X^US8 z-~ay8)Bi5?QbG6`%Rp-F*Mi}q2G3(NVBGtm_0*1X4MiD74*c@!<4&InbGhGX5NO?~94w8&Y>YN}#A_hkPxw2L?hSA(crQZ54v4zSQzcIOaG1i;^V94-mQuMd z)F#V`FUXK#%twkc>YiI!Q{?rX4V=eXF&`U1u?{AT*8xPIsOM?T z^ZF8MOb!^P8?u z@6S53G^b8H>|+5+-R?)zxEA`?Z;p{j6aCb0+(G~u<<>Gp4Bf>(D`O9{Gbq4%us}Q? ztA`_-u)Q&NTRc3DOns6I-RO2ZeG_)38x%(S$LeP}_!Mw9uk|0S1~M?yT6k}MhpkBM z2EFV(B_0oA_z*qWSeQ7d_m^m5nGou8Dtq;pSC1A;G~3bL@Y)82PS?x#P=A znp}3L+bm(-m`?+KBL`pVba`3GUQ6mlugLF|k0KQejRc#ycre@}kZT8v?>u&`Q&9zn zf(PgsI7?n}yF{7J9pXGXlwFuF){Y(dvl@s#wH_~=&EIdrwX$w@{+1lguWWMChN0L= zh2{s(1{{_NGDR3Rd?_?r-#jb(%*=CDGxsx+XP34F2fg;d5C0jS)j*Jy|0WWPQZOj5 z@6q^HJ>d6M`da-#H2udxFn^q{gDSZgO$0|9BF%;P4_VdMOrBzXO3Zfe8R#@Y7@{OGC{-F}NvKbK!ugIuvMD%QG8m>0O(V%!whAkxxYQJi0h^(+gmT)V~8 z4gdbk$W8dDP!Pn$)0q{)`4g!q9uiPxbhRw>DV&CJbD zC%l4j--V1b0411RJNv-zaHv>HOSBos_DCpjD|oyH=nV#i_fa5D35gD%LylD^;$(lI zvq!f#TpUXqznT0N?f2vSFDhDCj6Nt8B9tvgL2P2Go5F}8hK>Qra4{7uY)*>0wX^kw z5X#&mGF(`5(VJ>$u}Mf=T^%t2N})EO5&?vcJbPI6CYm`un3$OBE=h}9`ArNtag*$>Ou@(P9Ifx$Qaeq2tRQm&#H4P@Ial6s{`_B_7x5Ach>7j&{bM;Uv>MW=mVz*YQ{%x!-xPw z!2&rLa#XaPV#I)&7Wm*XwNls*3Z?!g$@~N{g_7>~rnJOe)`~vlOzN{N)muaKLU-yV zJ__g>cp$hL4AKWTJPQmf>$&*pZR`3*l>R;%nviac{9sKat%X#ZVZ9f0*;G0kuF$Q3 zjJSL+lp>JLOQC_{_`+g~hU7xrjca;a&pJ)U7+5@!fw>hMrs6bxTnE6VvMl}IJ#xpt z**o9G)6%bG&v6y(~-E{dY~Vw=1s-x~-yZ6mHyB#6d#2OjT~Mala&uoCqXwDpSiDT=Sr+W&MdB2%_XeZ5s7jhhAx zKm;&%UFI~$Ouj#vtGdS09`Fs4K$`LWD^QfFD+D0`j*9w87I~Yp z0e~=owlRH~1PcNDG5>SIIQQAZgeDp6bn>F}T~tpM?VI;6isEag_U~&;!}%2Xd%Yiu zakWY&?7Z99-$^O_Z5yCN91CgQuS4w@$i#Oegi20N^ChSsZ08q6@%8S!uC@>svY=eG z+uJN;ZAYvaksstQ88`WpIdiV|!abnyCHZSM0FXg0nE=_4b#}#PCR4&*g#4i#U)xh! z79qPIyeNvV;dx!-Z2-9}9=zP`66RMXV^_@ZM#PZAO<61Tx+rWE@oHRY2m$xrQwRje z-V9$Cbk+-by*UA=*fIn>I9_Byan$w%uH3pTdwbNw&5(VFTo9Z8{~qkPCUiEfD2mzv7*@`qKM=@rDRgzI>mCz#PR!@rRUGMxO7cyFHwL9R)TJ7qZPEX5g zP?Q1Ck=HedwhbV~HBk~KQ8teARwn;anJdq{{#d>FOgJB4=qz&TJoF`-JdopkJX77Y zVq?Z1y{|gkE(^zXt_4^wRG%mEq;bkUXS+nyYdiLAZ5r6 zumRS$#Rar2+}vT~WyGU-34e2l$nvNZ#Tk?VU?Z>V+!eqB>p}Z+2kR2$&(6mrI%h@g zUn2HaxR;mkXFxITFW&!e$V^i|F7Z#uRgIBsH+_W;unfMocTXvbq6~m*;0vom-jP05 z2uQN_MnM1}hl|$c94C&4r-2e!XUPZzkqa&qOe#XZ0{V#d|B+`L+wtnW1OfV@$3st)?=A$}7P zbsTzHpSq0pFDAi7_3&^q>S~2`?C-#UDo6(oy5?Wq4`{?1X7 zDg}7_+>fFt17Jb_w)$t{7t`@HNz}2gKnTl|726lwaT9!5<*iBh~AwjcpxM#eS3q?_s0k9gf23>lyVlO}9XY$=*v$JZDF zh+VC#xvxSX&nBHom$GH&jt&IZl$(}s;JT-=sJjn&l3-U%t>w|_gQsUi*XWA*^ z&lcppuAqSUtH@VZb@112bWzkf0R6Y~fJ0Z>5Xfl9p+p4Ivts%BVJr#Qt!}j3lgXtv z)>Fpk-i`?>4a8?Z7QXFn0&ZNHY+TUTI!I4rG9VRrfDLde0{WzlN!ohzkKUI68MmBe zkH+pFIe}B{z9!){ilPhvAs=Y@C+MfgF$o^;AvREw>!*^oY(QWH!V_K{I_Z4zc(Jcg@mb(eq7S^o?6oHVDU1R7VZ}96R zH@@LN2ya0wGrlOw0BBgzYLaEbGqNcFoTl<-s%-P_LGp6@0)B?jFA8;IF4%pO5W;wb zjJfFS9S8Mko7@aH%uWr}nBQyNCIK(GX8CKr&q zQYG8~K$CQ+v${R0k~F^M0d-T8mZ0v}#gnL~NtRF)#fKXJ?ZX|DETllmOQ_>?%Af-u z*CAUG`m8QRD9%*9TLo3rZ3U=tAI;FMe}UxQqn3;Hs@J!K)O}`Z&Iol5XJSiIi2(>g zj+yL2W~>+!__vfn@8Q9vmPfBBrt`IA3P8U^mkW~1Dz8BRwsYfD07(9Ly?>ccMlXow zah>Ztab=#`RC!IVl5R)H*NZ<2)e&bZjlU zJlFqiESD-mK79`Fnap0*z{vfDjvlWRdVc|=DFn2q&3naKMCIb z-rS#)7Qp967^KnB>ze@q0p1vZs@8VIAEuBy5)Z6)0x@^`hWfV+03kwH3a=>ZGgNyE zsJ)`u{xib*9xcfU@6FD7|9M-$P`3Kp9Su`=T;L_=jXf4oE~KA}SO<-ceGLjRLV!GY z{S`t0KtS>^=!G0gh6*5n$6O5a)1QQ#rfsYJ*1~EBfu+on;tXx0P68HV$huB~Bxm|g z(y#rOo-EKTX!CXz`sv~l#0k5?QP|?+5 zK!PNX-RPq`-$xgJUXA~A0Y^^RDeg=?TyHSGXW6lDSq zHUK)#1*_Me{Y?nC{kt^c{sjP?X}u(&nBzpqD)wwi`n;vdLN4&m#Qb(Fun-|H){_*# zkimy7*z=ac7TUM>C;td?kKgIQr9n$G>;=jqbzoISm)X_qS8tNl}ym zAaLn(!7iyh; zpIyDUohRZEXKKPa{No9?lR|0oo}3FGTI;T=0Verz2PB%t^-qH@a{rXcx5%F#HfDY; zmh0}$(&hzZ#mHa*{W&6%Y>7Bk8ff?kq$o^yMkFUj=#~M{j^LaZj~F1lf~VRop+$)I z+u;$rij*hlORw$~dro~iA$3nML&jBwPiM97Kqf5c{itU;+e}ac0vM3vD9IB3o(xjL z$J+paOhP>AfrS8wV|J0`!6nG8T#8o zPzFFy!dwErcutwz6GHBb6?$HnK|_VlG1V?Pws>c%j1|)M(7XEIRRPGEZeM#;VM+TQ zt#&v}0Vssb>AVS+g%APA6Ond)G3n;P+qTr^0LfKj5(MzX;$7wYFKTSKF_Fpu$Wx&% zB1t}>7`MmWtVw!YFWFKAWJgvA1lwy=Ui$*Vg~T z`v`cp4G>^)_kW{MC(4shBT0A%K{in``Yj|NlSx`NcD7L|iqEzN-In=f0A#wiFU^ln zs{t(m(2)yty4K@CYM7tpXR#d0Lp58Ms>%~Smw+>3DU~E|E+L=<$eH3H`takori8R( zNyi2$B_*0l+!q(Z345n&834J+R)1Dg1(cT%k9)+0yt_bKss0XVpZczmDWHyRl>}*! zL67W;nt86=Iync2D~#&PElDdZ(8u5ASWLeVA^cGUG(EH4X3ExBio(N^+sXl$Lt4S_ zuHux-ykTztSC|(Cl=FR~p7Mf3iq9q>pnyYk)@0j#kmTuolGe(Uv95~q^TGp8NXrip zlqBtA3=WYQ4;h*`AQpB4${>ou35wv-20-?^Ih3S%;aI8WN~wpb9nfdk*<+dUcPEfU zJ#PtB7xu2r&wtIaa!KhMjp=qnDFA6CyF1^Xn; zcBl6r78jmy8g)@9gj`5bnSai=G*Hjl0SJ&a17=+;Pf@&@;x1(TQ*RzM;6?odUQtQd za#RZm5&3ZPS}wRRy>HFX)@Rhdp8!5zEn50;G>t8Y+hI8n1|#4Nz{e>6JS-Y{*bq>X zXPW^35;{?VB<({pBG*Kah@p*owizHr(UKN<%XqRKFOZkdtjgjcKp8K@=hf>jJbq16 zEdbDtvpgEb`h2m>wr1<^IyX{GyIPXnHw-i3_>+p~s$aL-Z4P8W(rz%!*^@WR@^5KchtSrGH^iH*6C zy!sfPKSCA`RJNV{f+9sR6l=|S)c|mRQl=V!w7wS*a>i4phQ)q7XNC9C3Fg)dkJcON z3;fD=8#~IRT)jF5Ovvj>yn5J$%tf^SdfAm)xPfmr0+Ueu<&oqP4bLoz@^zY&6!O@R z00AJMDK`UIVHkSaP0bU-&q0c*@`PNtQ+-2449B<}MMj_|6qiN-fkBpux*1ugNq+lo z03f-f3NN7F1eqiN64H=I+j-CQ9uZI!g)3I+6r27 z2szrOfCGJU>Kaa?5OEz>oDG{K8F>n6!U5D;I47Yd={PbgV7tZYwv_hSQFk^AStL>0 z3z=d7A_6E7;xpwV3B9NXzFrh1!=#vy1gz$V$>BN&^sD1m&RYD1?7YB1@7W7lm zyT21J7Y+^H z>lKqUJ~v}d2X*GUla1dCbQ;i&b4Ha*WBZdF%1aS!OUzvG!JVv;%y&CLI6?+C&=Yrf z1eHGQ`h^g+eE~Ltg|fG3v^-*xLs=;jAR*V&{)?it|KjTnTko0WYHlNBeB~dB*y|PZ z9s2`LbN%YEop~V*iQuClCr2sN`Bq^!UaC(5q(WweoYC$1E{6rcjhB^iZB$9pzh4}I z5Z*{gl5Gc!imXo(4pEf$UwoaiehV3&I;!%WD9HhjoVtG8bKVr8oUFCE4BJ zr&@S9{)?i09JkD6{agaU{kQr$*L!|?O;7>INsFAwpFr@WBrqZ8CIASzWW9gcCT~nV z7Er*I#$g9meG2ur79}iM)y4f+85`e7fT(SCBS2awb|pbbb6p5|lQT%j631{CMQ9SR zhVR-TK-m^l>f1N$6lNF8E`;C@lfnTepA~+yyDMy8eW7PjU$B~-qn1u~hqSRN75&_! zXWf?k$*(I!(i~H`a5OPSF2-$Mf+o2+D zRiB%z4jMMeg@cns1R(LDwYC@Q!<`m3smS||->6(SF(q6Kuhux}K!GJrpH)Ttb*yH4 z*a%tYe3g)p;lnFQ$nW_8$=ULuC_?dh27r*K@>a=_7cY(p)N%7OyH?RcZBJ~401k9F z-abXG4`awPbJxwuBF>0rk)F;gbWCv3`KEa$9xX& zhN={w9s(q!<3}kJGXz8o!Fh0BwcKgW>$%`{DE~6-sUI1YDO8@%d7o zD;wkC{dmNRdrt|=LJwC&%}2P+BtFxz@4hACo{9(BIV0@d?vMb0zt)frpu2)&)IGlv z!M-FfN!n9AX`hz9Z778_zR`t%BtR&NDG|j7R%Yy7* z4m=W-DL_Cl2gWz&TIoFv;rfr&CBX)hl2gQY}U1{Z_8d>-Z zs-#0MZ#!gVVWX{CFMtFDAQJC9?%v(P5T4iuV7ULVwSAEzMR|lIA>@97JlX&utCjjm zQq#Yv_@6QWjxPv>NH1w7`?{v{Q$6B;g-`H^ut{cf-GbAt2G40CEHVZN0zvL+cPgAmo+RQEZ)To`j+(O8Y;*C%>jH zgS8Y6Af^8NOt}+4XgAMsvc^N>PYA{8)-qCp-bX0gBcP-%rZ%~Y%xoV zGt*t~U)s_1&hGZ?&g{-Csh`U0-rk1l>Z50H)-&IX5~!L9o6a zPk3apiqhjrYd_M0Py>r;TXZM!P&u-bWdF$4#2M!$S@9*pD?Hwo%N(gKa zgkdh1Td<(pmlKvRKj-YTE;#@EC5smY*7O$&E{dDc?izpglhk;tk(@iq1!W7}a|k+a zEE6)MYb}Fmq5hc+z}lw9A;S!HQ8vB~L#4;!l>tmccP9bX zpg?MH-XuAhwJ%OA$!el&Q=rl*f+i#25|Bom$00N@Ns`q~Lee=o=KuwP*ZQ}U+_L4_ zpZ@gTpZ@fxk3F{Og%`FC^!LVbEGJQ_syU4{hK4Z4E<53bYp%Ka&2M_+C6`>>p34*{~lSOId>B+ye3#xJkT7+cmr=k9N zfZ*tlL>k5u00;wv3^TueqdLBuf~tdevBve(q|XGUW@a+YRsdG6Tn!+YIoXkb=FlPl z$vV__oZmrr2!Qj`aET3^!t{Qi>FJ4C7%VkSd=jU$WT#fCG%~AgNhARYtc3ey`M+E) z9|pF6VBqe%@BYqrzJ2@cx9`}o17HvaZ5{1F5Ev35sLFG25kD}7k&piDn zfAS|iJw3nli*L=hw>!x>C#i7{R{@-?ct%iTaziT%;gw-VM!RY<4yBzag2-^3`2eUH zG>pyey~1pPYA_X3+kQY<62ZCq;A%B7&)7e~S!+5gD6x&97Rx-^9-2FDuAti54 zBiOq{07PYF0Fo16VPdC6ixxir{PSP<(ihJ?@4SucHy9cxmt|DR7=I?v*V}7}498&< zAOcFAxrEFWShM^?L2?Sm3n}1n_|fEeibA%gGpcs`n+ep9D0(%tCZ++g|{CxA9-`w=XCMV}3 z`WVtdBhvvSPg|*vp`2)_k$zTj9D@vk&_@P+^64k@=8DEt$DtNq~)+I;q}a>6{}NOB14m;90F=xWY**cBxW4V_flqa zr&wc*lRT=m;~YYH!+4PSwze|kFIF%xFi4k0A_-}902(0yYsJXo@J3*aE5>{G@AbDM0ZDK(I!LJ&JGNzNh71{N&faz~&&(Ie zsZU+mxXmUsGtswSU>1qLwIC;Vcc!If;AHrm#=E;XHlPqk)STnpLZE7d0cEq=pJb!+ zH`!bt0AmbDNK62hk;{ca5Q2!K*wg)2b$Aq^Sv2j%+Yb2*Tn@%Q%+6pM%U?%%ihnP)b8 z-Tsy>-Whk#p52EI9rC*W!9pR9A^;++G5LI3M`x$?Fh+trAdpZ4(TbURuwfjP00hPo z1`?ek2|{%Tfyx$PA%IGezvdn?uz?gP9N#UCHAuOTjyh8c2pO7zV5Z$M1+dxdU(JX= zT^C5UGAAr0kW|$bIZLdMGOMF33fdILPAVjjnDbzRf7QHOS`*|^=KVovt<8m@bFLIc zrBdn0kt185-@0kjqJ<0n9pO~>>s75$P&4`041r)X!_|`6_aR$5$dCyD>8w{% zjjCNIG`r0h*+^|UeqJGjQDW6B059fcapHM?lSg2vy4XdSsy{IBn0U23H#d z5J3>+ayes69LG@_V{B@KmD|~@7cR|@4o%}JnxT6ks*UH41;jNf(1bk z8be6{{JtnUdbTx2hRLMl~4(6o27OL9&= zy{>2c4?X;l&$j!*^Dpe)v&)|z$}viYC^Me!GTPd0UD4ImHu0OE4a?Z0KzaA z$B_imfwbA9(nYhaY_CA+PWEIeNEm-|l^Q2m1O;r6L4c>lN)`5YQMy13(^5 zg3_lw($cERg2osIK@b6w2xwBCTM`@qf1@%q!&Z#Zo|fGCb=j0ghMv`#;1 zNt2cNiOnHo$Shzp0f2y7?~AKxiY`7A6JO=ptiBOBZ3Kk%eDpG~+7m!?XMIUH4#Da` z_N@aaakQE#?Zg8LxQMetpFsQb5LXRBbfwo^)QEfj&yZ(U4H3h zOO`Axm7>@=5cMP7?!WQiB!Z;O&2i2nLxyYxfPk8%^v;&B$X2sVCO4V`!Q8SX)y)5R z&bFP#-JvEugfJmkkIG-t*tAyOxZmgD0?^mjci+Pg{q)|SdOIJ_`?v4dapcHhV{Kpq zV{AufS7qxU*n&)W zoEN^ptPu~2Ep{}yi_iwRo<9#Fs_&`@ z9>XDw^#mYUdnH;(L5ljHs2v$c7ta>JuibWA&;O}OuMS_Y^8^`~s7#bQA zE8e?r?=@Fl^J~BS-c_qs`KO5DnAT*euEqf~8>Hh^RV9hwWO@Su%~STD2>@!Vn&fRjE$s+BiPO=xP8 z^=Mj1j+&QZ7nh<^V1usi?!a0An>TO1=bpRoyYIe7AANM!&RxCzy>aXameQ6SNkhm>|hv>N+SvmFhCFlG^XUD zJ$v@7Tf6pMZ-3|M8&3B*$ja9LS-RV4A!h{GU{9WTHD3nRbRS|pAJY^=1EpzdQb54W z{$3$zZhaYp7JW)N!-3K@b>c!y1)8vt$U3UZswDQx!T@CUBu(Y$)baenh}i%&w|i-* zaLPBA6oz4Y+mNYGf8S4j_TX)|-g?j7KY8xiEr$*rE))wnZ{6RPZ_fubl;lMPNY+}8 zX7eHe5SqYAP5=Z_Wb)V=&N?eN$@>))i-pTCzx-9Nc;)6To4<6^O$QDhT)1$d&k$U$ zv$3YuN7xu+4gC*G_6-i~*}KO({(kU%A9(R~*T?Q?Dq>>{2sOSqEkI1CNX%4~vy6>p z>i-N5Zq%|Tah#gT1x+=-$U=$NA2QyJS5KyF39}kmoJkL5;SOdwG^;+9n($UMq=>Po z?H5F{PTS~F@izfD=SYURTt1fv@a(f&?!5iZd+xe>)8mhC-@ap@zu#CJhG9ORH`W}x zjvG1)1j*430|_JM_&rBTu~$oeagyi#UPHFh^a;f_Y}okGkA3v1 z%}+00wAf1{G{zdESdvTq1X^q5aJcu#;Uh;bx%kre|K@L9ckOk?7%$I&s2_DEDdl`w zxZ`|W{K$|&Qi|A47?{iisC7zG0i5N6F4OAX_%nzkpvg-~f-o~6rz&?%A+A5?u7ZPP z>*ZCU9_YBXtWDvQs`o6WX@xY#5MM)>_O2xe1W@%uQmxlVGS#oQ`tjtPBdoEVU7h~t zU~%xSyY9U8=35@P?}6twKf7=5zBqPXCTMT(u+}Cukd)~4EiE9Bs@$d)5f+sEk7QCM z2_y`ShddyHk}H);0|Nt59G|r2q}Sef)TeHu;P;+|JU2@ zy=|~C;MW0c5at4FU_`JI=T;=7*tz~AeS^h95QMM2;l|(iwcotp{PRo2QvX0d4L!2u z!VDQQWIh1RncqlAqY0&?*{}a6>VO2Yxgj8|<&lRT-o9wnG7?x@l=6@u z$y$1p{}#uwkI&;#EEJvGqD6~d`qG!a=}m9C;_@pNc6WPuzz6RiEEL+>+h6g@SDdzf z{cU&N_WhfG^wazA^=Sv%!Z4p}GxjJ5I4O2u!AIt4}`Vl)3z+a9fO8OxBFW@%o;8_ZS!m=@ka0Oz6w5CKhHb*ic8;E6eb z3Jl)Ovc5!4EQitqtU8AC!~<9p@6-&DHv(!}mmtP~B0wd+0Ms~+MK-Wu zE?0K&?dv)6!yo?WM?d`0Lk~Q(W83zq6a_ZO1vz6aNox#Tb)cfklNd;qZH}sA@;f9) z8j=E3rP$ywP%4%B`};k)ch1FeEUB}z>*P~T-mqbVH~N41%U-@={d!49dV1uXF^uBa zJ13~E?X=U@`Eu3O*W7vco!|Yz_a1uap(BS6`zw$%#yBakwtK;XGdG@o&DGbw=;~|F zKkqzi?cu|Rot!bIo-c?hKZum&6cJL2r&Z%~5@dR9AT4Av^yZfPK67+t z=GN$+2~=(7lbHGlq%o$vw={&oA;^h_3l=O`vu4eyr=IG6`p}#wo_ONgQ`eq)$|*hq z>EPf|58$#NujDKZsA91cMR8#5>8GvtM5t5dB&Mx5DpFw^!E0m{AdE$!taHoI=iKmMf{uv$dHL9f`dy{mSqCK%)VRIbA17v zpIQ(#p*@KSRK-eZOOmtvTU9$~ET`wg$E0PcY1Qdzs;gugtJ>r&>A-EIWOnR-#J0f7|>V}gyB%AP|y4O`uhbfT(ID@b?Z*wc>4PFr=5KA$tzZ_T)ASUxApJr z=m^7*WZ4tIIahK{Ll}NcB}0p#00h=b8W{AKAN1R~Am`!R7KDGap5C4)ii|OSo5ln- zI40Cdjen;Euvu~O1kHUGG?lnV%BbRT$wgGFM$$ORA|2)svK0VM#oU&)!Uv7!XOc$u zDp3I0L_dPL@9;&{AbNx*T;-6|fQ@(trg&?r73t={d21_7PN_|jO|@>|GM&=N$y(dq z(Vh=-01B@7$ODf&a^J&GJp9CttvmMb*?(yNq2gc>L$E>6y|8=f@}+Cmt~q)ADQiw$ zv+{7axek7itgWm1PG0M1thJpGz3^YYUDFeDi)n{9bH`) zUU0#gXPtS*8E5z~{A<^)UAA;-7>3r`GUFFi^he4iGrOTlo?IHSSd&ajPd|ug$5ZiDWsKPMW>P> zm?dG)NH(v(2!J$$Hatu=QtT6^9wMeuP)+x+PBd{D>P`Q^nVC#ES6zEKOJuluEvY0B zl6)}Ae3%39_@+(w-gWPz4?Mbg(=#tT`@+G!2joN==bWJlf&f4q#ryZ}d*Qj~AN$#( zCJee3cAmWU-RsBE{Tb|4d)jv509wCFWN=y|548TV1S~DL20-6-HRhC0` z*4tKqgf!_VWpfPuXDgbY{X)plP&=s}>4==zpr7d(T}hCX6vqxg7zQ0f20sry{P3+m zy!Gx|?|SOdrw$!BB&WazCbZTV8w7GntZM=V&dHDjih~2YdwTY4+jall_b*-ko%6g5 zaQzimUVr6TXPns{wiR78(AQ5I=LEr63jwOg_ku_OQl(Zd1`!;sQagYx&uzK++dumL zH^2Yz0}u7}_Jv1dW#(uM!4Z64!~9wT%-97PB|;@ZQGy6sYXnHH;2&dfz+2l>#(VT` z*sy-x`t=((`Vc-F)~;K-dev(0eqaMjvNYttYe*009IKG1r6r9on{iZ7RSMv28B!TC zWDqh4@|cC5#C+zNr(6BxG3a01j`jXnUwHH!ANsXj%7obTPnn`N#RT5xxQ@l#5-FU3tQtI=nLG?T* zPI68XtQ8WJ)%&M&m4F;IA+Vv_G2z4Y3E521>!h@XkU-Umt3U*SmE@e-+S_tLxNXPw zul)O0Zu!A2Pd)ZzUr%2cgaio~YY9TbFLv0dU0^asr5GxfO5Q=1WY@y(GtWQsr8m6n zrLTF(`m%3pp%@iQG#-qi2x6r{C{~7{0VD$LooxZlfx`!W^qn7m=ce!Y<%om(4;pLo zzNXf~07`mDQZ<)o*J*~EfysLx%F_Lj^ESeQ|$(bPaKSF{WA zXt0+VPNrf4p!AVA!#27rR-8CJ0)U6c9gwWjFmW~r00c030f3Dxm}=bmBu&#m1*B1X znjip>tUrNQ-M+S%x&Tm(StS4@L%$9q1m)xlG?MaZ1m8455-^hnPKu+r zREoS9P%K4@7B9Nws!Lw|rdPlGhF2~>VVRTj5p*ax$;A#3X&}l}t|1*&{O3ae_uYH{ zmp=8yAAaKp+h5pbjm;gkP6}vAr5h>=8X*9f^472b0MfbG2G$Dzaa0;C6$T4Fq)$Jo zrOTFiuD{{*4M*+!H*WA@H}wf=J4VWmp5q`w#di`^BgvxrNJ?oPEw&r)^lb@u<4r+xl!+vUEup z=EE?I@-h~3# zTx~Sd@5Tn2TM)tY*r0P8oSxa2WEQx)fknAVgiaDFVEQnE(pK2gK_b;$L_=`S8DmHW zVd&Zau06Xy`SDMD`jekNu*?5(p2m zDu0$6D?1Ai0>MEJ1VqS#0&py!KrURgWTC&s-M8GmYv=A=+jqYGy>Iv4y^?~^6j6#J z+8}6e4*}kJ=Y5~}tAD)tn?LF)9&R@s-WCZ4lB<&3369F?tK_fMc>@At3{3=g)Vlv@ z?ykYE?#|QCI{l2Z&N%D5vwS?C)7Gy$Va4)%kb|Lft`x_GV!>|!gh(O?0;GT`u2zlk zVx}3+37RyyCYT6Df-;5xg3}?TaLS)w&XpFexh;%=b44OVIZNmP&iT?{P zyzmbn`-gx3+`mUr)V*Lq5Lh{Rz=KsU-z3btdV9=W2vPzZ#3AU|Zz%8R?CSI+{FzNp ze)!KmLOJ{fG?ka${1a8Z-B8Y20|VA!s3r(%5;13szXfb%JYpe3h8cr00ib>vVCGj^ zS=V3KOtLJF5Mqol5^SNin4=snTZ9ZGq}Fv^)o^w+HQzpUJj}ElDw-loQHt*0IR_w@ z%k9~-=bu0R&tLq)7X>X?xWG9l4+v~L54wPA&dkc`l^=$XxN$}R>J3|kSZ^kc( zA`-CSJVDO65${WyS(QD(sZeSX1m~+hD5IYl2!aiH^$1WypC4&y4^dXxZy zEenc8PCb7UC)+KA40F;qPSY^eOPX%`F1GASNd_r3uw19A-zAas5iPw^{L5ed@@GHu z*`A)BWhX2nDhhj!rv8#@S){X8cmNJF)AF62jwSRpF!_9&ghw8F_#=P*cc+|s(y8lC z4lD#2;^2Wp+jecqvAeyy-9-`N7;>sTp#e%_`*;Wd;iA~{{wOZ_kU=X~uRQyLv#-AX z>dUUa?9@|EY0q~EE-IDcLNP9uB1M6Rb(b?fy`0YQu_4A+n+z0>52fQ(oB$6+A z&9&eD_bVQG2Iy1o>Nnw zn>wN_ljS-kq7O(VFJh_=02wl5$RtN)0>Dgk3X)l0tNzZ-?xCqh_GhRv5Sa@gIjcHX ziU^Pr1ULCRM~@ScP?!rno_zAjfBEFUYF{=Ydy;dO=f@`U)kl zB?XymkRd}R17s@zbG|=}R*cna{xvuJFUh(-f#jTF+u00CvVp~fEdCxRm~J#mD9{+@ zuMsamlA&pDYwPXp{r0!Mec!$J1z}*Ukq1;WxeNh~(ZQE@f)pTufJ4IUK~TWR+Y16n zRJH|zZTXJpwmkQxPu+Cx#pijeqzDLsH~##qo_ciC$N%p~2KxuR4G(D$OFZ@vq+#XB zXecQvMMdw!t3t@|^bMz9_p0k&dc#Z4I`7Oyix(60aXL6D(sZ_9^aXsrb>I5^-}PD)Wp&XM#x+wyI`{`p)!8p;$_C>A9LC3k>nK(zs; zL{N}0KFFleHQpU0rEO;*GGyB4nOV7KrZ=2);?5kMXEtlG6J9N^K18i`QWNmrS!7qe#HCVBV(Clsq|f3BFs; z593Lz)xw??G>l{=JqL|)yQc9|E7tS#QCpL-(c$C^;^4TFf~SW+o+>%pD*su?!@>@@ za$F0%**Cw8p6|lc(#HGb(|vrH#o~MFXwl{X>)l?GrNJkM(5qnD^L|NwLBX9upg_62 z7&N$RXL>PRSra^afi(B5@p0fPy*&_t5DdQt{SBKOJU^sMaF@}@0qtJTEx4BC zKFNAb(K=D?`H&WcU`<}5_#-*v)m|lE9FJZ9cx`Te`7VqF_3uPI3l8DR-QL#0E;BYrV+@LZ6-otF8Nv z7WbD_^Ja_9d1J|c5yE5Xe7k2kBze+1M<$#Uk9K!-?#vAXQ zms^0nx!-5S1Nk^X>a?$ghJ;0G+v{GNQ8}JD(l^-De`r*n=cm+JHV6`S+n~E zVnEfDkw%qWx$Cu4(YF{{{Du}5&&}UvzL@#Uc=S(<8c4KZpdz(i=@$j{Z!$2ZhjtG_ z=`eq=*pqKaiN(O%>yEq_h5O4>CrwODP=M)lxz5IzJ2&6B)_!krPrZ@qd}G7279!1ex2P_4l>st z6@fHg_~vinR+l&y#ew(P^p(oUNVN^xi8O=D=gjAQ+s$2T_oaF*k?am^PUpMt?^P#EzJ5sZs1XpL9nv6& zebCwxE`C*AtmE#+XyW)X|53l>cYq{V^Si5Fdsy{h4%q4Kyt_>>@pqnz`|}EM)Pg!|a%-5YAifovkf@g&%>WltNkI&J(g2A>r@Te-9-T3W%|B zyy%@fC!f$g5y#qRmQzDZltPzOo-nDC_R_T&vFEkFtQdI5mTtJoKu_EJ=S;)zx?Zux zY1K*cpk7qu%_Ga$@O)+K1_m48wHKSFh}=*}w>Xb{(Yc{8-)%oIN_7*kIw=Z?S6wAX zo+z^1{gMv4l~}ue|1-&)Wt($20;)LVH(R%9qyd5VH2qn=I$R5yPdNT?Q(1dP7M&eq zJ%};>XWr~2?q|T+4KkNs!A+{pP4I~4lGs{6=EKsH{mwb`t${`B$w3?;4L=ba5^wGD zZz~ul^i8yS`k-$9#~#5MHdTrRf!yPNIpjVof%5<(Mu+x5hdw|%85{EaLy38#AYyeY zRGP2&PTwlxlCUiKqdT*50yh1nZ&%06?;GaV{zZCdN>?@(Hp<+-O=0Z$i(^6|Gbv`dcW2j(2iZ)Ze5=Wzaff$CHsXeoQ=Off@99ChA3U zXg2$n%wzPcx4TwlMX*saCs~Gr-<|uo(%1R(?|i(xl3srt^X=6^1|mq6sACk4&)NfS zPAvkK`BC>KL8zt~jpssTk;DMJ#*s+7oNpVOG-kJb-OfDnSOa*d+z6vqzm+$@ zzj+#%LJN2%EShZH7zdccieY%}@9!U#OtUM!{ya59yF4{j?}427iM~U2|BLwP9OO-? z>|*q5b&g~h3o%n>icHJ~(fx{<-2d&*Tz3w!HRXiy`f)8BU%a zulOfm)l70iH1NF?oQw^zopD68ov6r0`tH;Hz@buO)WymoXu0 z{O04Aim$6oQN3%Z^`G5;(ECSw)RaR>9?zgkdb~d$PGYE^qEgpxQz10>1L)hcK>tgA zM-vT4z34cI%wtC-S+G1|IME9Lq3!y{@^yXljMO+$u+C`!z%j+g*^Xexn7rc0_h&U9 zcBzmSK`1(8PQBC3v!0s_wA%rM)l=<`Qw z_kZX8{YZQ~y;_jVV^Wi;xoqXyW4z3yU?s*1&Gak$VdNd|EsO8@2Da{e|*<` z^~HP70Yngisr&-$_*7YWe24r8qUP;zqA!jeW>3IArW318rnrkW&wyRaUnVjw$KuPm z$B$QRh0|>s&aUqVU5T;`1_;)`I6arn%Os4yA5ACzD^qxhPa~nIcnZK*JO(w_D{JV^ z7u`4GQeWdZYlWbqqb$F~IG+&pO@_PN4!n5Tdea6tSVR6KOeaB|t`*-m$VT1`zKf-l z)1k!~u>P4=+CoIBVg@7a^`*_6(XjB}9C2Kd5I4UlF);HxEUwfrZ??4Z>8c)A0CqDF zNgjxky#^AZG)HZ$sDg>eem)4mGO?84OTa2ZjdkCQ9Y3spb7QCn$< zskqe#b0y-0#Mp#prdzfQX0Z1E z2~rRlT7Y_y}@}>)XF+Q{GP^ahL~1OMfTo9s_jIDKhxMuJyOO zs%04V%8E$cn_iCD5`}-0A1R&0FDoU%%FtLrRT_S=NssIOwVQStW7PgJdYFh#@ZS}?YX;3z-P z-PN)G!4#)o!ubaVA0@D3pc39vPy516opkMofw8rl37>0SmErIZN7Y-9DdhMJ{iO zdM84}FxYxM6I_L9ZPd-j*XHIf&!7LiA76X8NC>{Sp>K5UEr8&aM|%f@6Yu#KnW+e2 z1q@P{p~Pvt#)wB}YY!V&sB;(eLDCS*g{(F$(CI_&dX$;s0nNPK)lnHqw2EiIrl@+= zf+;XVr-?D1{hV}!Zn}_kGR67rhu>QW}sYSBDsHVgk9;wM_Hr?wcj~!=VD5dr}=SlSq zUY;H|wd#PlI_f_nf48Etru}ls(IGY)M36Z6tu@@8D-gt4WBxEY-(kIrc=Hf}nsW5( z;~HkI3(W(pb}=M`E8bKOVNEln{RHuQcvm5$l5*ByIvgV^zJ)|A@FB|r4Gd!x~e&5nPzrI>`o~rs0V3xi`S(|=u%DOM zkhIE*%0W6cOuW&N>73vx-_jiK3Wz~8D}LT9W;-RhN2G(sApe%*-Iqe39tF22+^H0| zm^zJ_s(Bfv!%GmNA5U9XE_Z|P&QT9{65qs$orV9feRfLN`|-F112HI&X4*E$$ekF4 zr%bxJ@N~y~hp8NWxQ0HA|8@+ai?o_Sa>euGtMO;PN$bJKU~X*;j3oNBZ8UJL>{^gO zGovtcJ{`1&iac*T4f!n*JG>;U9JXORxNt^usgzz0QwS$8oOl z!5jK~Pg!^oqrcl*yKD8hnU}FKNK;fAK;PXCh;3e1o4<+uw3*@HrL@Kgr7?2vLnP1D zVr%hID*tlNEy>S@U@U#JTSEojeOc!rr7Gl#{^Fq$Z;;%MtpE0TBH-&q1Wnh!0e;Dc zA2U{bLPg0uH2BH^tcda=kxvkL8zm0Ru;gu!ennN$?3=jVot=QUW6yKDcL{&K4-_Gi z4fcE4z}`#tX0$UhyUVS=UHi;aP48`tokOHks1meSuj~~@rPfuTaPx`15|+RjMuu4^ zOia~?sgcy3u0)I)cjS}1`J2k|ij5eTie-UlYnpF*od@;KE8mW0Q(8}jHo=vS+S66{oQEP1no2qLUb3R6nF~taJn$#BO z4ZD&P!n(Ju6whokFdJMpetm&F2cPk(Gui6Gh-+YAP!I=kXiFy;+M>zOBH|zO0?HoE@K4j`@7}weN0!XV&LXuoa zh!8K%B&g+B>3AbdaXVX&4}>RNh^5!YC-F&Mil|lc?qIz2{sTG`%ZhY*S}Z;7xnY@J zrxxwb{&A@=GTZ+sa%K(}_BC)mUXjIr`(JO^Ltvm33}#?gN{p!tE!ysSEb>u7I(V!`#56ir$IEqPqIf5~GAW+uFSnO3D_sj-dq@KX_QT~SogFRxT0x?hmT zls)Y~7{O(38hrqfn&7Z0TKrA<$=q^WOnDpuK@Eu`-|K8zVU(hv2hp&#xGLMH8v>06 z2Ys>YvS{%-kdip3`_}<-hAZ219N46^zq?bEUKCEeU_u>hN}S`bhsR_h&ywz8P-=6t%m);gu1 zQbnt#KYgsttmDWT-#VZ zh3SkAsj3MbP=c^va8q6yF?zWC3=9YM)$Vvz;<){+Cp0h(rWajR-&E3`Mh>N;M{{bP zs}Ag>@(0h>qHlx09w1`QZWxu6q!y;=7+#or-RRGox?Lcu`}St-BF!V z!EzwPES1BZ)cV=Z(aut^EBfWt!?|$n*OOnuoMf*idh1G51LG2a#|SKZ`$(AS04X1< z2_M=x&tbJ`W-kAXtGoO}HI3%SdwnL1xXOB~rP2JX^9L~d3#GGvTCZZ>?t75UV5o0Z zKQHqR%UXg-%nH4i7nO1M&1)=tP9#T)X$y+;p;EP}4g`=a^A8&l$(m9F)6|>8vU4~H ztw@Fz7;Dl(2d&4CfMF!__-kk>DKkehh$RMCRn9iN%6E3E@JFok2Vw*(#_#KylaSq`!W%8A3}nn3Q8bdLvl- zPev8MFleJB=s7W_8fr}(HSomt5!0vk=4B;sH{*_49|85Rq;naIP}+%a`Lk zb7g+5Lk@BQl0;J^5JZ1?zAkZ}KnH*~yL3O0BwE>@woNYeh`m5)64ED4tA>NHFuxuu zwxV|=q*H($lEXpIQbpgHfsldJbtR^qn)iU$B0~m5Uu{E98t3vsn8}T{DTit(2O_M?X%#tZ zq)t|jKU~#z+!=IKd96>vCPTuZUn{sNim)u>hAx?wbAxV2WZeYt!oD-eCJ)yMx?8_) z?-5O1d@A>_J7^XMAAFW#Hw=+2sZfK(&)zdWyq%aK&L6SNoC{0+{mgQ|FGZ#L?nmO& z;;rhhijh-mViWF|>ZIA1I~{5&gkLE8O=)t`piExh@i(|Aq~^PG`qW za@Z}ydT8aI`KIc$$-pTv=;`|mZ9tMY+q$`^A?CQFNh>+dh(vTDk$AR-WwC<7-y=@%`pt+iX6e&cc%;bZDC zJ3B}ltWuntu}4EY#22lin$G9HZ?ft)OJzVzLPUv+yYsz*c8(mcFNuxu%xXF5aa7LI zy{CnXrX^OdD2yB`@~>W#gyAk&Nx!6ch~kbD_Le7`?r+7kQu&=IRae=o3E}bxAvHO+ zNAqT)Pp15i@Ijd&caD6>I`-iv=D|~Miqs!!Zw`ki+pE5hD;_!&TvE;u821=8)A!8f zC_ubxIxy?p2S(jhEMd&eTNq04D>bvP_ERf9fDeeiE$@HXnKtVNbvhMEUY?}w0Sn>$ z_OV=xLT>_cq+e9JSimn;PR`f744?LL|FGEueDS)5@wdO>RGeQI@ShFR+d#rfU{F|i z)6ed@*{F>KGqwJ`wpgfEnue{j7Wd%9fL(4Ns(IdY{}4qO!Nr}n4KkLc{UjO52(k{JQ zQP1!o7(3x_II}%2#SYEBtOl(Z%Ee-h4)F2)>7OLEKmkm#`-}kwIC2i5;ijj@n4XXn zgKs43KG#Fa@3eL)jow1H?GnCFNIJ`pl20Wpvk8H6azB9(7GtoeqMPFO+uOf&D8xbI zCzrzdL5i4Oa*3??PJtV~7O_^e;YFbI48f$PL7YLIJ(iu_gM+RE#F&Qo?swM3C*=6D z?kWfG^`6+)>k;++n~vcZv)Q84W>if)Qy_g6E(;I0k-~Y|`4S5&OoOB<`h!Xwy3;Oh z4c|}A6LSo=FYJt?G5W9WQY{f3SY1Ib8y`d`RQSUBIZx5zUXa>^QChGh{dcVF0si6} zQp?y+D%zxxfI52={fCECLa*rQks%y@AO0$#7uxWA|?Jb>1s&t zdn#*Fj*P&XSyaHu)1(o?0-%o7hxO2~$U&LZVpjd%$M#jk?)iB-Jx zoq__XU2gED1A_(+6`RMv+k4wTh~#sfpq1v_;o62)hxn6XtiOdG;OTTmHNHvv(=i_6VkacQB%Ht+g zd};fvR7nDc9t*j>ONZ!3eNZK4`0~`xF5}HHe;7jSd80>G1xRK>kTdjcPn>%7vb%VJ zv2(Q=%B4kyy(r|lgW&V4HB4QW%$ekYbggO?{5V;G5C~F_JGJBOZ66`OX{+~2r~g%2 z0V2N~T3(zjM+Kd#>)5c4fPMWirIU+$RcZ0CH{SZY_@#Yv`ybZEfo2?YDOzIJpbw{|7 zYa%;{o;N6IDs{JAv$$lG@@ViyWE#_L74N^|wkv(E8Csx*?nj~JGa={yyYjvjxP zDItzQ0Qmx5Pf6D7y4?oPz=%UkwkrYJO|uF)E#r^ za&=89V?RoGG1ay;?g%H{F!D5#nw$-n5O3lWrLyQSKnJt0q&4ASg<)`2g#aeYuHdhp1dj_5o`M1Ol0Gz zX-Fzsedc-DNv+b`Kf_||E*VLhedSL{=UB01o_8O?e82M@9UKH)R9gI3L$Kz*78oJR zN)wI%O=@ZMaH*a|6Rl&|#hyHI@faS^W+b6jz!niW7pSlW>+;IX(c-(q$?(KQ@x$|? zKaoi)4Z31Yty86&xgB221o?VX}}X zz5E&H7^Rz20njg z;~M#t7MY@#h4*U@f6?b7$nMQ+FIKrZaboz{8C5-O%D9o0An|Ps>CX|c4&>uo869Ke zkVp=5{n4E-MM^|eq3ePn**LR7hq%K%yZC8UCpuu-G{S}7KTNW3E*)UFw%8yjRW!Q{ z@{7;v^6ITfElN7z+LdwuM_^D!g-MjVUks?)uoe>qi#Q!0*gLvBau2OfI~ORsE*?#! z9;7!$_tVnDgcyT_u;|6Va&cb}f7nOI8?63|jw^LJ$NZH2sulUmLdb~h7*A;eL)2=w z0SM8nJQJz{<;jGQLxI%xv{d)S%~O+{2%vn0JwJGwfnaXom4>5&dAHQ9B8%u_V zq0{D*UQ2}JYSUrt@%HqLu(B7sf9iq2&7S$Ey0I-a43`AZhDf6%<)K-wiok(I9Q95i zB(!=W-Q@3bJMgK^tBiY1n$v~kt$tEWb7(3`Z@HEEr@ssg5(lL zZ&F!*j_QPZU=7G_Z_;#LEAad7s`f!#wTZacH`z-M#s?~Js3bMaJsN&4V1E+QzpM0s z50Kx(M{3L@x>40GQr&@ymKlUqGDuIN)Q(cdgnco05a@SRJZJ;xyqGJ3g zD6%WD{E#2E^Zsj% zd*5e)G@O9IE1@URvCq`7i$0IWQYlP1Fo-z)t|NQw>=b*V@JE)-+s)rUs`)ZX8Z{+- zKO_A<5WqC-+r>SsXc0J&Z2r7tR*6$zxu6G=wd?QF=rbUQ_Dx(IG%%s;uCtw;%t$$= zpix{nFz~)?iU@`mly%7DJeXICbae^VG?ilibft{@u1rm!9pl{p^(dz~Snb36zr~a=SOg*=#k~ey>1OqTq8Z+;yyP&(k zbaQV9D_4Q&$B05(p4Sijf|w}+_+`_!;D=|!1xMIGiUP}!mulHrLTqVKDRsPNVgeP~ z^`F0Z#j=2&YrXFqpfO+9Wel-80E!bvA~7(I86LhI2izr~?|~%i-e-lFbXu7SIagOt z0nd0ic|=#TNBv{Rr`5i~7{(kXjRTsPOr64!{OmUK87LwxG)_;tytJ8G z4ruu~`|sgk5_8{9Qe+lsI=qo&l@l+!{ebWi$>)~LDy)TI3W2qFsb8WmM+Q3PkNtzU zI;AQ@&?_TJ*$v%Zoqgtv3Sf=3uWloo1GprNz!jsMrKRsvp1o0A2#9~RK-@3k#n>NunPtfu;(RR;lB_cn5fIudJe?1comN3@i3F=1f1Af!VYQ zhu@y->dt?)9Zn1ld3LG!i~?jl9S{F|)sLudKXnrrBPEs_YJCPD|2S1H*dl}28^)2D z``S@q@vK+KDo1#eR?rMvM#uSF2 z_Nq*1X!jhM)}5>Int0+3(l<{Q9BlB5kZpXOk+V8HO84v{80Rey=yS-T>`M3aA%DNrF?$w0W$>f=T+i4zGOx!4y{enpN(NGS?S5~8Ecm9Pe}2#yjmj?aT=&;^u^J3 zPnX|wM0+(v;~+45DKUC1!K3jNAcUF;GmNxrPrr5vXc8Hcy4B8|nqR^WC9V=ojImMF z!psIw+1y9HF7S%v_E!?+a-VQ~P}TPAi>Bz9LdVs9+Ze5^HEpm}cF}Zs!ktvOZ&dh3 z=$%RChfVj#Pl|2YRCaiXYRv2R_9|=I&T1qAR~Ft%LM9(OsMWXYC{i#r{kglt5qWv@ z{qIwguCs^ZND*F2oP=}6CzLo~&!>iQ|yxU!)DnZaw>9z1|_YnUs~&jOLWA~po!)Frq)*fJH|0kG|5aO&p^iWWzzU)P>|d zG-e(T23>wLVUJKhO1Fr^EQ`=`?v8#kiOKo9M@Kq}Q7>#yJG%9_2Hb3iio04bKldHp408kA63g)iQYU?~F>^2!|g^kX%S!oNwf;#_elb zw7#!y9$d5L{j6o?T%g?&1JAp?mzchJpiHU{eqH{9{MRY*I-}hf-G|?jDQ_!QFl{r) z-;CHoim%#;W~^Y}2TzB}cV~E!(^{KlsaWM?FKYz{ae9I4q3f#iIPh+HZQ{?_e~nDF z?Y9*`;sUkFkHWOMngwpOtD}`Y1*zQDL3&wGcHw$9h0G()5IDKH$x3X>C=xFZkIUU{ zyWpaxinu@9Mzdso&;2QmN zs{foI={uJ$)lC}2(5ACzJxgf7rjq|78&|U~p2O-SI$4Ap5 zS8yuw7&-(FxLJE{d8 z7ya*_WfGR;V~L@EPe7x^SVqJMk;xA;E{7;;c+NDmX`DHZ!Y>~qNe6J z=<3_g_rBhF!95F*roqU3*5rU5gw_eq9|1ZlvAtPZ9k!RY5KCY=lsYOY?ZCZca^)*& zj?^XQQ79=QQ|_TZ$OYlkou6N9(>(RPQ8mAea|w88L*|SlmtzG%+-V{yI@w8h${L9t zrx9#iNQf^fCWiLx92&X-QIdVa-Amt%(_lH(*R|TUX$f;P{aBz=&ozx`Gc{2(Kw1L$ z+Oc^zq|UV$6W?KXl84QZ&grP=JKYAGZArvPqM$G<6`i~mE&g5TqYm^3p)0G$bk!yB zrbhvP3^cU#OO9)q79?*}Ri$X5rF>y^BF0HG)hOv=NpNx;-LRS}`8wF(EtXwU^JN0c z(d>&yct8FO|JXTINJ;m;@p9x_Pc~3|&8K1QyNHUsY!ER(s|BFSIdku~q)}TyP1DT8 zh+=C~=*8=6jdzY?G%?sLXDA>8F15Rz3=f###FzSTZHey5L*|k4;Man2<*=0N!z^Q2 zGh$8P5G(HScQ9HlmM^{rQ1Z5e=rQW2=6bwTVLj8(M?#qc5@Py^ z_ilXeY~GEdoESY+%X34v-QF*M838$U=#F=+uei@gQ1(qOE_yNIfyxO)L{fw^lYhMX zUgY|#nERV3Sr!HltzCg#YGh>^s7DY4YtjP^zm9l@0a@I>o@W(QKI%OIgWwdjkCWIG z4_`nr#FB`@1ZW~*d{@^t2@eTqlyukaZ0)VUC1LxwGxM!4E<6fTEi~o}x4&PzB->O2 z8tKL@F~dtavt~bisdP@V0qt_VgJTvh>gX2U1Uy%^I93d-#6olSF@Jm;u;^E==#G`K zPn^{!Zazy1t4-iUukUp1R-%!k^J_MhnygllUe_R52HDX+eY%=bZ)PYofxJ#^{hYy1 z`Yc;tNQPP%v+adi>UVp0=Ixz7LdnqUS#=u8Wg zQSc1TsGs5f@Q&SOiwcsg^AiQGYL|P7DdQ~iNcWAs316Y66;-BnvbwwRqBIPypAps@ zC)!M?tvvHn1S15pM+O=m6xRt1%T0xs695*hcEfua&|nx*SWo1}nMv+lqx7A}PgLhh zw;g)U7%`Y(%7@JMK3=-`Uc#BP+&(*$^CGhHb#?psv?|a_avHPn%>m4s%Y6YR{!xOiATT{aMbMuLt#$}rpTO02iMj=PaDGB`>zqA?`hp}+ zR8%Q*ii77#8_9wimXUIm{A?-Nq_n8LlWRZmi>^B7<+Z@;;{YKjyvJIo zzPg6!rm#E^;*~4303q`!wy;b<3-7Fr@TbJ_eDK2y^P4?`qou~u*4ozJr~eXP4Y1)= zxqZAN#6mQNV|=l7$SZI8o`Q8pszrS#4J^^8D-)!a@gd>At|cW@?@IS7p}P2jCa93l z9DS_VIQV-H$@JX=rXbD?rx7xk!Gh3JRd?0rx0)(Ma2*=CX^&{KCVJF!{MQ8Dnh=7mT|=_z9>THR-?~jf`WU;WPcd zaMP1cNbUWl>9WY6!8mfsEA~)oc@;!zU zhPka3e`z;lXUP^I@*fFx&&!2uK-G|~V|0FAn?k*SltHbh((>--n zAgv(gyTxaPd!`wzVAstSA$5v*BOYD~jN*jc^KV?v`mhiWA)F9mIiH;`3eZjb7SYQ-c%Iw5KNR)&m5fVo~>EQ9Po!liM)JI74ZZPUc zwe;8G(o#;o5pY_;s|lCcXiQ_jvs<8vF6f>GJz{Y`IRATcYKoakl_a|GV?n-~*AEV_ z4lIm{MhU{EIr>bLbvaKi`tZ^HB|L&q>UJvOV4=RSa_pP3Py4WfHk1>#Ztqf6w6YCR z(I~d298w&AC@fR55tk6J={#Dp@LOK4={P0eSBH@);pAB{4n*Q44hGy26B8?A(c(cX z|0=1IlDCd{!_-af#`2avEsrnU11eyV{akD&tBElLn50X{6J9?uVyf-W2*I=Oaz9lo z?mgdCv}DQ^B*)M2CgMzi8+wr2c6zX9@w}MxbGJT)B&T#DI>PuvB#t}I9<$th)HK;I zbj5*z^ksc9gRsbjoE$l=K6X$)^aAVr=hANAdO=mjFqtx@LVJw&)r0xIow}>k2)QB; zeI8xXR6FrvVlr+(xXV*PaE-`=or4cS%V)tSG{Hxv=SvJ03{9W=EPGk0*FmAgbg}hp z-D+GBWWr=ag1nd+UA=&gKVcCx@87Z9Z}D(pu^QMKTm$1j3y0xh(MWtKi;VuFRR#A! z(DF`B8qdr&Uyt(CoQfsXw(mvHa@M4gQpM!;2?%h2Sj$z)HRI0TvQ`Rnu;G!q!*#g2 zw1^Q1y!bd;X!*%NC|v?+CO(l$Ds=+{;lYww{aU8ReEH#TX*FryxkFTD)Tf>g9f@Xh zI)9U@a-+wkFM>tZl7x4$#ky+XPS?%cvx9az6x3M-u~vbE1W-=Vcqn892ZQMN+f|qJ zL!Vje4Qb|mQw%>#OwLxGg)@E`Bo$GQeP%Mh@7-6vL z7ul^^qMn9?R(Z7-h_X41boEMEbUN0y`#m`9cl`rK+!4(ncjUyERcX=mF&L>{rH?2Q zsOAARTJ{zIiP3N84P&)kx1-O0N&;Pkv+$033Tv?eAr8D0LJz`r8d^u|5f!MS_lHNo z_jpK_CE{)c$TL$qWdK#a;g}y8=cX4zbT&B%^=A{f*{PTX(-##7(ws6>+w8DY@a)Bn3i- zmJI-LLQisVSWv@Jfu{GZ_rWeFBkwzN1;=Pgld_>g3{`sIkbG7v`}JOE{^yfoT17G7 zdanvP=I_3`r7`k|&KP6X@P>3jO+&-|cF>rkp&XTv@6 zdnFaRI-JfJe-}vpEXQXqq5Gxp3oS5!%a;(#jWR*>r9Ngzq;-ffOUd8C`L4Mq;@)ZD zRv&FQoz{uXiN;g;+b^Xb+?FlwYo)tya9jTnI)5Rg{yIF8;s_|>?D~!WAVjgkKb-@Q zfR{aybJ*ps*uuEs!){W}W9=u;sEd*|{mkv7_rnLbN~#VxdTpdbM$upxd^3$goW6gDNB#`iM6wl<1l#22x9$lruPW9~f?jM_raO`W8#-S7EqJ~r&I4YeUs5tyut z%gqMEL$DkqB*c9VSCM9vez&(l7Y3{Q`Ukj|EQtVQeNsj-fTjP1`(1BXBq-$`3vU|g zo*85FfwqkDIZY&IcHIx2i@^R@+P2l$8>|Lhro13FtNSFW&mn?;C$-!yI29ACs5R|l zG4L%LHN`G}%mBrhiZ*)rC`>~p0u}i8=#S4#ZPaXsES8Vfu;`v0{tLKKvmLf3v1X7?ZoM7uo=Se^r0I+9hyV z*udhsz$DGk$@S3)CYa6!2R8;dq7FQM-tY(CuC1Q%bc5Rh?=EK&h00Eiij{04R|3N! z!_BQe2g^R|TP$c~_d{0qGSKPS@Mf&T5o1sOj|yY0w7?VD)Y%S5`Tb+xb`_pMX6=J} zP3546B7c|0cmQn-k zM2I~e*j`jXfOKeT%;Mp6z7uu9C@W@5Dzv))7&72mpOB`z!(!?`>cDcZ$r5mdyT-ia z`ZGQ-+R7fvy33y^C_vTEploINt^FGgA)sb$H2(J`KeTy0RrdO-UTp}~RKcP36Qu3+~VkIB#1SQV10 zFr#WCWUYoSzX092=gvnj^o+EWzLO!XVW^TfBXQ7*+H!fr_1~Fk`0=_RK>THWZ1x$S z6hp*BbzH3e?<@CFN6gP2R2V|i95jmbGw^EjSq`zOv-;gu4z7@`aCOVT#gF*#<{wcN zy<{~4ePv_sI(B5h^7PNrf3l2U-<>1?c4DU@)wC5C{(9M2)Js2nIk|>yF^BrPpoiNR zUAu9sS3Y@@$JUDOm|6b%Sv3x>t}+?`skMuB3=qumHQnf_;NRc;kMVglA#sq{03w?m z?$fm9lBdI0SC2vHSj~d?$Bs9lY^vU20*-|-_ z=39X4=GsN6JrCUUnj_zk;=qpV!;svA8bw7as-OM|%+WdqE~4%|Omc&3ctKzh(rv+m zKde~Ks3kkbV6@>O(-xg?wIoFCSVg}^#-3vPHoXd(2e-~Kwt6}T2JQZs=8;RJYx?3H-C)Y@~?adhi^sUsIaOEqF%w@CU6-WL>L_C z%m1%XZXH)zK&Z`hLd>9AQX}YfcUMDNXKSm^RDps^&{wWE;oR)RbfUROBd<+OwDy_#SP#{D zMXfO~$QiGC#pd#`ZAl|FotE@O9$Xw9XGjM>A0;^Ch4nC?Y5UVV&e>f8wip8UmUZgE z!-kIbI+(amZh}>E*p&Y(m?7ddTzDAkzRy9Qv!J)4y~eJN7AX{xy0uf!6SGxPHK~+= z!3Um`vl@IeAAIwxRNCu$*y^~8F>>SM++;Y(W3{LFNr=d0=kUhp|1fi&0N<+AI?D~& zwW0|z{g=GlCF11Z8~xB?S7Q<$RL1eO&8;H({K_Ad33{{so2V(fnHgjJc3Hp-2eNSQ&Dh12 zb^j5JjRB2%dfnS{dAah8x;&1vWmeIsaoEx0Xf_Z3xcRlP@XWdUdQO3m`u-vpJr0-~E6rv7L-!|l8%gAe zDQ=8({Sy-;wb$tLQfcB{GeGL>!zKjcDTRniKQ8NvxEG_zPCTgk4R1&!V)!(U(OyQ`{|XrD_8SLP z5;sq|hw8veA)b69gDtJC5im#_R88ycP!g-$TkI5lZVJ#dl=KSIOGgPrbpX!0g0Cp@ z;gVtR0z8p6)XZoD9wL&r^!nlNi>{Mum*8dEtzh*y0g2H%(K;Ao8(?l#8+YyjchP>T zf%$Is*~C{UyTRDLOs0Tca@3|MJ?+k+{c+HtqXi94FZ!Vy?J|~z>@!_2hWEQiHAPqQVfP*G&b7viex#vhpu4LuA!hTiA!f|ua3nu$MZF~`#{tved`4U@*0t#FY?E{INPQmY*m(Y^#9d3@ zYLoG$R^{3g6G*lj-t6++Lc?js;BT*av)tSBQXpHfUS2`$bek-f7rAb4$?NZzurS$m zn#$k35jp>XA|1$(i4|vK&n{Y4+zaHz%t}vYjYZW4jXR>wf^YZ%Vf82!D++LUNaR!t zOvx*=_R^k3O8M=EV&O{N@aNut=ak-{0eAR^2$tw^E7O-&3)f2sU??lGu_p1NjUQfC z1}&YYU6oxPVzGH^R3Lcp$l6S4hfZ3Y`L8hr@H{5O#Be{!2@EDSiPX&cpk2f%br>1ux|RlQ?U|8;F$oYyWSX{Z-rw2hkzJQ5zstQ4T(A9`Ix8e5=WI|!?y zTa!jf{xB_K;cr>>@FxRi)$`vnggA)$1kxn{aiUb}q8x}2{7C-QV{C1E3ZJUPAW0EC zVA2o&R0J{lC-IGuSa5DKk|OA%An6s(6cK zDrroAG2$wWU}Z84+E?w9(hOPAVqVX+c3l**Jd|}-KTRLQupBU1OKDAJB!=S>#|rX! z2L=Xm*8Gp7vy6)3Z^Q7iEF~QR(kR`{f(R@~cZVR|NO!l=urw}$bax1n(v2V`(%s$l z&j0Bt8?6C*Zef|*VJA?(|V^{AJE6{TwAOLIuAYw9jYpcn>K?O+7xG#2oRLu&I^26 z!9wf312@q@5P|c*P^wtB_l3y$wnVrZ9E9%vNSP5{DwAPF#p;une=1NhaK5`!!+c0Z z?{@OKxm`n4Re$vgDL%5o#lx+yu6&Rm-i+wUwG?dTdF zq~d5F3tOwVkD>e}9+(~f3=GlKVKWKFC|qW|%1OJctGwu?s62|VC`dBYD;%ml1}9k3 zUtuc?qb*l~M&s#0O5k(P_RM##O2U`6xjQT{D&=C5(AKie!* zD3BmZvDSOj_=a%-`X0skz%P@_%}4@U${MhHDjlvR4coO$!BmFcmFl!v&6j&|tY7-U`@- zykD}U*9j#L*=RMd4Sa6TUb>&k`so2rMth%&V27grqNzp$)E^f;gKJNW5nTSZu&vHT>+8`eD$j(|0IVW3u2Qp^}SB4aPRm=%5*AlTun5iVruv#pCbT;O_Sa1m^$-|kc2)}i2??? z0sNyS3PLN%q!casQ8xx-Bt%c=U;-_2BCQ2n#W-`>OHuwR)l#B{7j>#^Z_E0=@$Zb| ze12k(1)a7eyY4$}%G^qj)`D*tz-xsFB^@88|C&qdJX&hl2ZF^Tz|8!i)vJa(LOB5% zRiU%T781ryak97Vchq86<$J4OG?VIhe#$z0Z>Rm*S0Lf|oMEkQtHqYW85p!%gV4P{=&Hqxp-_no|8OicoGU=-`Dpqsh zbbWo)oeI+A56Vw}%|V5a;WPRw|5i^@s{A+6#O_vsfm-A;*>#%u8ADc;CWm%hQ+^5S zF@|@{>o8XE+Yd{n63qk+0LqVQ2DAcvV&^h$E>oXXnY_9So~D!y?-!2mI~SI&1d8T- zQTo;7TtZ?Bn9u|bHrAk`EjZODJHnmY?I+Eg{-+8{LO%}h4xTqm8E1pAXv7mD%n;fh zOeGGlm~`Yq3@D@$5xg^`l1}+jdQxl`U~xRu>&3uj-1g_krEg1q?WWtIW=t;?!n?ZU zCxcB&Rb~u&EL@Tj2fPd;Zqc-YM*8273n)!-IFXTm%^;mne;Tq6n`u5+z6rt57ab-;fhw3A5bkZfRScjVX9I{MHwEFlrVp$(7q&wF;lVOlJ|R)M$rW5Ccs(Z#(TcZ z_MKtK%_eRnJFs_iD<4AA_pbiSN@DS@L!dxGOsMUB9Pbzj|9DT3?NpB5!ToWUbKs?M zcfTM`0e-0Sx`*?>$)TqiFDBOlvC2ZDgV!25!V~qEWqVg7fHdHr@p30g$3yQu^^d^c zzrrEACd{gAX{+~N-0~rk``8oF&Zj_9r{y$)93X;gGGV{Scm4nX;XpnlU(RFe}Rt#mg~v~jkNa)(Var>At6hj}_(t$$e&CDr6es(yg0_vE~;yFDTH zxgnef#Cs)1-4z+IsTo&AU2d!oo`1oM(U_03VJ~kgk4`nC4+7A-6P|%5ZR#Z($Vjo& z%<3GeuA6R1A0Pd;URkx?#yb85s?k6tye3&UBfmqLzm_k*rAJ7DZiDH!5H``BPL;vq zTk3}u&W`POOOZ2G$UV*os)`0v86rq<(eEYz!QRwye(1ub0cfL=An>5RQB6+SAn8XO zB*jY!mSbA+ZgZ_-%W7H)bs>@k|Leu;KT|4NyoZG`FO|!LnI$d7;IzJhw$(8~VcOk_ zLUG$Mt?!hxrYWgk+45F5{-qM;I8QFKn5-w`C#NH~Cs20StDcE4ne)xxW?jCC5=7Gf zVT=UY{`aG33RyBSFg45R*Ld3#wvLg11Gfj$nM&y8o3Cf{T)BxbERsB^?wRReZ7-wW zia+(uw2{A~j!v3Uq4?T6Ho@0__wmqyCdcvO&+GH-`v(A7@CHViMTxftjnM3VYXB~d zeM))`tEmx3ip5|Z-V-O{*C8>WK<4V(a#?)?(6Isgon}YY29?HahSfuyaWmh(Fl1kZ zjXB*gT|NCpY;@rt+ZQU_xTe)U>C)M8b-(lbk!m>WSkAq;2Jr$Bm0mIIIv-2tA3x8_ z|2jaO@|}AC3psS^H@5#Q%rtU+y(rcn$f~$jKO?4J(Qw-+(wV(N zI}N-9ny4I*HU~Q$MK)MgPBx@=DB-DaaQ6+B9$x;?Iw^rN$iFr`6b)B4mzE`(kf4)p z-l-IQ92z(LlBX}k191dXC2|v~4XhRlmY19H{@G`iZ{2z(aEg1to!;22JhZF5O$qD_Xvj)vNkLbGQ9dq z;f&hg+OXeG3elLd@@{lW;lQsmZh1k z(YsX$I++94ATlHbVBujAqrJN~YIfPQ*;huU5wsTu!ow?wz<;_EvI+qSZ2kOjESi0M z-HFan&A%szuO{l~=l~M%-PVond=gwGYwP{%>hfoTHQB>tORJ92oczy9AEW!Y^Hb}l zZ)A9dM&>TeT_~Qpfi#VmA~JUN?SA812TXh87_|d+WKsJ3`7RU&;APy=&e3;J;iF&g zrcT(cQ%)c#lRd(i4m+lJuJ>JA+oItj&|ETlbMhV6|3^_#Q`t}?whnf>?>?zXFdpNEJg9`A$;^4_Q zKw1DD;BcvfOd0Lw$}OuF-||KznT&;+pA#%tun*3wgoi3dd}_(%o0>8w+`&@LqqCCV zz!RT&z}%Dm#F`y}rjzk_yij+14{*O5Ng6o~Yc-Xr@?SAV2Yr7Ty@NAp+|ree>Wrn0tsoq*dmfc^D!)BoJu)U?cr8Pv@nFYTtt zf=un$e~MKA+u=FHTm)hwRsh-1V1Pff2L|=jpP-Fizt=2)fKF(vwjc_lv-INK2c)aBmW8 zK(3aezAVlwn@S)M2Zpbqwa|tcjb}+TTp+o){BFOz?x_QaGFDc`0adnvUcQ`ST{!t6 zS9eWPHV7Xz2ohT#5M#Qnb-y$YC6mWcltiy_t%>$GU1y4mUG3vl?pRF`Y<-HDb%1^f zb+nc1OII(^JoPZH*?4$8@^$G!x)2))Y%Gr!)hoeW=`w+roi7_6Ly9 zRIb;y}1+ib!^>XjAc-p_1CaQUa5?4ckt$o}Oez{2Dv_IR z>c)2alumQC9;P&90|%33F%_cfr{-K7<;EscZ@^%wy~1cxDRRuEXu41Pxd`8qhp zpIz~qm#IunV`W7>JBZ3S^e{(g{OM~pp+NxsHc+0DMEM$ zD-7rN#yzoBr3L?OA;S)mlk8)aFEGpdUoVqHn8^70GDi{A9sZF=6Zk?;9k;cH$=UMM zvLBE7L`}gaMGqV@eG^FHgQ=*xXjaI~n16@~5tmZ45f{GP&Oy;R3Y#${YM2+k!xGMOr0M{5_>5 zssx?TsLJ!)Ki=Ea^MMmmHAxQ^ByOB1OLM^uG;QfM$DN|v2=1BVSG$Io7&N*KpZgR^ zt!7~GvPH%MZ;2uF;<);6WS;r?eZOAnM{dkiAP=@&kLO&H(AUo$j~SCH{*=0+ANK?C zd^t%+C=`_PM}hZ&y2a~9rUKgsbW6kbT^ibki!w!~PZGpPqrz7zPPNX}>5W29yXCJ~ z(yZ|uGQ$)f;l=Kd^W%f6Jkl?|3M9I~sRkQ)T`2n~PIP!Yb2e_FvM_TU7Zxg7_W`&oy8 zApsAhN4bplqPz3&7&NY_?c`U{(;*NTz1*m3-EQOb`5patVF3u67#u(nBO);t&~ei? z;BRz^kR(+wO0W)qw7QS>p-p%;fcC}Zdg9?BB9jc2KL(h=ZxvAdH80&y(S!_Plw8- zg-!=imaND7j-QZ(^?BI&Jb+;8h1}Snegq7((vEi2as1?)<=V^@vj%N2DODPH zfiGC?a#a+mS?nu@L+}trBbJgV)_JpmqtP;Z(^4&P{0%gP+5pKm`A^}WxYR;e7|ES1 z-%GG!Yr7I%>B_Rw4VXE&QRx_wT&Td}Wbk(Ra;nefS>BsG3%6UMG7(sC04@teVhPII z(pK0GQ$oqOdD{Q2HLf)_ky+OlW_UW%!@UXv5 z6&Vxi9ZQ%Fljs?xu#CU8YhPLhFlV-a-bOVK#{3FkUXY0c0Jn*8ul z9WH6sFDX&$i{??p&lnO5?K%zC{2()i(hx@jo8lpY{HV|UD>-zi=W<(tX-)YPqk5-pm5G_iC~$W?H#$8_^K5cYenB7WxTKlp zZDg0@6D~Y{V@6`+cS_%JgW2)Jv^Pp!6SzakVx^qLzpvrk#_wT=QX34@DNKod;{WRCyZ8GY)FvwKN4hQlYc6y zG`_}byksa`F|@|Ur51e%{Tg^Pl4{lRvn9)wxjPF^!{qT_U?nyl)@*&6yI&Q!3*@{} zh!mt4bxh)At&j5&(O8;>1i{`fCf*0qjN&2IxUkw3x`8k-NMFH>rdU39y!3oy)ilj< z*wf8JYIH>yB(n13-WP6uSZ)dDUh>6EXme-fb4Vkx2Q+uiUgiD4y;pCrV zp6c#YGh|VDGOH*%n85tRYYql|g)TEEY1h4?M~ZC5h-Jn|SI>0Z?zC*kRj0Dal_4I= z`9Av*`NW~zbIE@;@r}&cZR4C!2vrGXm%bS?t4*~k^!T6ae_=f?;A||tF9ET!V|lnZ z#p{ld03tI(xY7`_>$jTr%G-S+N}(Zz+lZ1+R5vF%wlKvVwOub+HQ8f?;)$UCfotnI zhO^Fsgv`zbc`g0@04=H_8_&6v_c-4p{eGU$uRopnioVs}Ga!a&tc`yJ$jSOUiN!}Y z(kaZ+6%{W9rIpZ zexg?(HUd!FS*0ns)nz_D{ogAH=-at_)%P%lf;FhXxKWOFppky1^H%DxudRUcKWZI|7Wqf!4^bB z3VlVh_5mKd7-l{_Hh(nzH5ehkaiYiyv$lU*sj+IWCsxuVl4k_#h5lOi<=?N6lQ`a>*Rv1Y_|KB4#|b%N_L6r!yJ=ku=)i?!FbFBO4ZwZPuiVF1Y|OyJ)angC0KJ=RHB=kaW%To+*lIFcMP^ z(jY)f#3SOCS6OVm)ph*pO61Z1adC06ri=m{myAS!5^l`3L+F0EuuVxv%%N`{^PLtX zaFP4r-8QrLUg1vI9|U@yM1&s37|R>ZIJum};Pkfx5DLus=V@_mr} z8Si~W1}dRPPILRx^rV7wOYetZP^63B{dRWX)656Q#X8^XT6%>njZqCOaqyS50oQ-P zPVv8TpM#y<`NC%15UNnpS5Ph!j(xTHsRS7OZK3tjO3Zhqrk{GD!EQWQ@-rH$&*mD< z$Y#jDS__47k^LA}j<$;j%rRg(hEJ`mh!geqk;3JqD9C{#e7{Fm z$D3xxZ+A8m_Sf0y{C;WYnz?S&Hvtjptm9hAgh;ONu4*eEX^O8=4iU^a!o05MHwzXml{jT}7 zG4U~tS7H-gHX(_ZM*wS0-EIG{N#tT6)H|MwEhYE2zTvM>R02>U&{a%hH}o0hpGElW zl{gdi*L2HToAXvjQI|%!zLg*d_v4tI$v`^+Zmo`Om#Jt}H}jZ)X1u}oI`|PyUM-TZ zzCI@h>M@fE9QHIj}yt*SEtSv*wCP&K044gxo_eftU@M&?Pp8a}SM z<>}whsc8ShkTQG(_bTxOcejwfFkym z7jBRfr&+k*N)*HDj|vhJ5klE-I5eKEj2S?R$ezTViW-tU(Xnc{&~MMwG7qrQzZ0#x zd{&YN**Q6u*NpODP3`C7xrX!prlnTb?Mf6w%y;*m$`R#V(eyBQytDUwL0a3!-TuPD z0vZ}BqmE!mGH;)UryFtJq+rMW;nzUFVL}zL+h6D7*H;%qgJjR~hbC`@*yKpNp>aOG zzPOaa7d?b3|78q}?(b#;kFXtotnv%qG<;D%-4U}JVQQd}>48oCsEZOo@J3uT?CtL# z?i^f1wuMamM_paqvTB5G19x!q*x0o%an2M9WCi5g+-Mfs+zKW0HpnRW2$B12uNvt* zrf*?F(e^H5+Ohzq@FP+Xoh6m68=c@&@NbbnXyz-`qwhl8%{MW2OF$6ogfoUJP%l?G`>IbRTZ&I(-rY& zAm|@>d|LbcnHr_qxC?Ce$+Yz~M(&O^NR`Z1T9tI{m9!iYpPo-I!@}_& zN1rNYe`lVNdl8J0CHIJVR17-(VB<>Fz_>3t-8P92DZ8(?xY=h!{1|G(?G`e7=(V0J z^k&~D3%@}LMseOaNdzv|PyJ(tz$xPlDH72J-xVf)N0g)PNtqX9E;t~ ze$3QY1)ek%s}NKi-CTOP$Xddflx^FUlhngPzTbG|0g4y78&C;2n+kqHa-8BEl#^aJ zG|AygceML?P&*71@6~{XmW@GR7-7$Z30F`JYW{bdWBa_-_&~RFF~0}u|X_ak!i`+4Md2Nl4nTa z0$9SK$_dKK;2dJsg0NKBo765S$}5^A(m2U}82_J7Ja~}!&tDjJvn@+z(y~Bybw*0K z8q)_CNV1}PHrP2MuWOVOnH3-cq8SdVr~|?PV}ym!!j+xrJ8TeUYN27)*T}$*{3Qa^ zT6uT1-~a?}6*xvRzB4_6H#%!fsc8lVy@!4}clRl9w9GAZ5@AZg$AsYPfm1R3n=d}t zy%qi|{_kS5>S=oUsiC8xrf=a0O#rfzE31r00NvhD%h(yFkJLz(rRgI*M#CC1I+3Kl zb&`>}FEcu4p$=XCz?yNICscy26TOa9bXpU6|t~&h{@m*Z{_dn zgfi-{&v&@qU06LG9*bUlC;8|FupFl%kb0mVs0m4${5=qK0zNen>cK>r^>bODwL!+G z%c*Sr8kbx8Gy{78F_+qxPp!rNLV6}DMG`DfJ=VMw{N$JZb1$lF?A^A=@fZ7;!EM(W z$mWz1UKq?68wuK}Kx2)k-f#gG4&xZS9U&6>OdY-Zam#gfTerUkizYwx75h-@%h2Wt zP-b(b>6YD+D10EH0$H(&zC!vrL;jU|`SN{|u`x2}dfD?C$N*ZzV00T$^wS`9f#f4s z<-7BoPjxC<_J+!|IgIdS)DBGL2t}po4H(|O{kx|Az?psb$LRUc=n&YSt^Nv!;oX(V zjtvgd2D5EdW_cTG9`~K%r-2l@tvAwN>hO3*D3YE3cn4v@^#n;|Nn(-ijIrudg)ejG2Ri3XFneD8#>FGh<#lD&TMrQBMTHN3%J_qS596V7)w1?)4vl8s1daSvwd7bsE!6FenP5U4;aiogzw zL-3OkuS>qw2Oq7ZL!v`YnE2FkmsT)0!*U|pipGNI)6KdXk-LYxd?r^+&~@#lG$4ft zXjXZ8>D{A7dC5o{Z}4G>_Gt+>@TQ6SF~RED5R*io9E$cE)*kfoFWVQ@Tx~}FQg3>& zJf@2+`i;*kGe5s?pE&ISYDRnDsy9h?V?Z0Xwu?1HJ?beWWk)hKj7~y1@=-9UkpPK+ z?2*0f#(4I!o%dQEjMqc9%p+iD8cZ{yl3@Qp+W1tq=yM&Th&nLAlRjca@4MlRDj_@M zH;5x1-=@!8XI@*A0J4o3fhpYOj z{&J~_KW(^I?Eq1hcZxz=4YM8{TlDR?Dd2q9Wa0Wj#)>oykFFC#SX*Re6@dtS9})o> z#XG=@5GbLIS@WP6Tit90(VTXDrfNQZx(8hHzP?{063iv=;@CP#k-Cze!)XInm-tzpu1gD{%hy4m?(row0gs#_Of%U9$8FsauRLyIXz9`0A4?I+4Pi2dD-Uk{&p_>~dgDwTN=}`qJW^v5r<34&YN(Twk?%sy$uo{=>`PR<@Zy}gtiYpN zzzc0j(LW|+SFzmrBX3L&9Kxl;mg3h~B}45GiMTcRnuH|>3!;&oMuvKf{ms)NBj9zL z%;dKM>f)LFc7A`6#-9Wo=g&HkaSs;jWZ>ge;u7F86sllz3ZZpJiVcs0xl;ge@E;sG zD~l4DFwy{`siMvH1HTB5Vt32Xh^mRf3#?c-Uk?wQdPjv}%|WV3IAP#4JzzgD`kuqQ zheB%q-pJDCJ>qjDE< zau`2aY+CfVw-URbzd!B}i_42^^uVK_-IdJ8lc6WsP;@*_1VX-UfO30Z(18m=mr&V4 zsrMPj$UP1PUzOd&-m9bU`*G%kOAMq_FXthdFLpT~B*c;ze>Hs(tKZ{_lUOsBMJ5@)?xY>1>d(&LJXJ(&4%0gvLOwfTQq=w;o4O77!_6Z%qR#g`=ri?Z!XQzN$;X-WPG45WWB% z)x4xEzBj!3`}5cKbwWg)YM$e!{+0u&V4m(Wkb7t>HnhRs*j3MaDQ_z}=8q0c%ie)Tum#V9xh6+k5ZRCow73I{9=0jw4Lb37Hol3PuXf#c&tqk5;Vn-m(G3QAH6gEq@ci?omJ=BMzdU?e;mbnAbD9I`ktJfaujNz1`ObGh!>rEt~!s-`}~;2?${NURUOUB2bu z)CbZqdZ-K}5yc^NXyJVk0-iS~tAKmWyXo^$r9$OLsr%K;8M50F z=;{&`T$=nE9Ot|(6tEFKUF?yMvK3h`__qSanCn+nK@;0XUJiB#rsNQZ+y&un*>CNu zK#)vKG65mE=;T7z_HNvD{1fHQ{<*Mk2+ri3pmrobz#{c44F)dL<+*B;(4=!3=+NH8 z;4OHKp3{3UR`B1%OzJW9PW(FhWO1efdbe@4>Rg@Ya;I_dOv{{{Y-I@#4a}Xds4uxh z(mj>9jDrWyxGsXmYE-0$Ogy3l*6%#ZtHCz~*OjsPoG4ea4jCQU|BdCzHvN!HK*ytq zRBFV_i9Yn2Pq6Q4K18rUQ|3K$HF2j|yr|E~3d|8ng#^A8IK$po!X5oBXEO2^H ztJk!INa`htS!}Be3*ZYmpKtR;3*xdz=C|ceG$#;V=Hv%?^|F3+-b~RE|H5)DpJ0yZ zs!Y(*A`GlYB7m-gj&cDLs&0j7O;%A*Sk+yt|T&=}9kZ02&WpZ=(L`q2ZiQTx-J?i0S{N_KSclha0jVM->iTxjj zj895(u64C45lEu+u~OEtpw4S>Et;ccU?O?+QO~SdQCNCY&_U!ev#e@p`@F!^Ie(j1 z4ljoves|}K7L5Xe;Uzc;qZSwV%T8tDx_sosq?2IBFwGPXai_`C%3y*If<`N|6j({e zOLON*t$NvvlgM?7sY^I4gq7Jxcs{1j3-j2mY_K$3hnt`q@4J2w1eoN7zc6G}keEv} z+3=x{7gKGpvGfy3`D|YZ0a&(lO`1Z68}vFg28$ir6dfEK7NG#ruF|jbnT~|7k6BB7lYb@xNwPElfvi(95WBb)vL_OkHKUOQC1kT2*ocb^OR#hjvdI z!Uvi8>r&xWOr~al+jIcFZNNWUs@dgBEZ93j?ENhEushn=Cv;Xb?btWuP`VEf0}#IJ z1<6S_HwL6~dGG`&-%wzp;%ay^4dmp8P~~90ZkBXCLUqAPlR&;;a?(P9^XEhDbeWDX zP8NmO)4rBVyGHN5ILI0cOZHcRJEIR*+VDIV8cnry>1igq(;UXU6$;0&KtiXvIuV_j zBF{^5@cRuwGS1Eh@BXCod{9(xc$SXLtAlA(g(Yuj$NxUmI5cqtQrvfnaOLIBskg}} zr3^G8^Ykvypec?SqSy{&N&j9zI$Bs$uJ0?9HJ_&`C^SU((fEm7*Y#-m186F+1n1>Y z)MIFgXkFCZR0fe0C(=Gd67(5|!tbG`zg4Y${5xj6F5jE>V)forSpea)F;iu9ObH6% zI@mvS=U^ajfUS3+<5F*^Q)>?An5Os3uh*x@# zi!7Jo0WZy@L6@+@3L5DBju8XH@=C{Wi$?^a){|xZd>v|IvQ|3s&uj|?qmVab9RyeB znODs4x8ee6$b*BeUqO9GdQv{_p^$S!=#sU$3^|4%gX_?TzJFe}vC(>qKP0fNHwq_J z7;}=ZU-s7|v9Sk{G&=eM#gbh0lU?Qy225^Q{l2-_7~Yp$hEc|3eisN6`WIG>K$aCLl*MJ2Rc*lHQfr$FQ5DjA0G0N_sG#d)1vBCkKa|EW zBEqFP$-Xe8ji>Q~E-tT8U@Hh#;ulf&IYjVErr%HIft0jSizO4vFq9kX zi8A$zpDZ~XUFb5QRVAxV^b!#^IKNV8>&WQTNanEoE8L zBXID#Xwl(Qxl+*_tvkPf)ktLSfRGh@AAX5NL_o}hLyT1&aM(hqQ-!ob2bf|06eSXc z1zYW1|MQ>Cei+OaIU6toY#$MQ`gY~`D}IS<-=~1J?Ga%1+IV;UPk{&PoQyJE))Ku} z{Wl}%qwn6|t1*v`Sla4IO~ma##l|=u;lGQ2WM$m7kqSsk=FQ?X+Q6{tURIJ!qZfLw zCC_`*Y7K17HkP@`Uhy>13S?j;)%`(V;9uU-XV<|PMY+ljKEJLEQAN(QFF?4$@IXrj z0rykmqFOAeF1Lt$GNS0s&Me?qMfV9xq}A zszXDOxgyLPylMB6M*b}!sUPN%iR)*EL+a$5a zDaXM51rWfhuc(2PRlUJT!OLUSE{ER!(TL?%)6CQp93A9AhW9stleoCf|4pZ`rLpw{ z)J^2mmqdIV9*HlKyJ_9^IuuJ9OQ6izoWR;uOFh;))T;K@3^^y$zj?n0#obY-%hk^ zKa+*V=lkcUWdKL9dADEn^K7WhPb4>P%#UcbEBoEecihKC;ETG305UU*dbu=oH7pQ# zesFLw4c0@Xow5kNIK^9+9~HF+@4$27BO0$!N}WMP;g9Dxx=~u2fg2BcE!%$zy+>VQ zabR*Q|Ii8Z>l+KupjD=*aBEcX2r=Crho$9iQmVYV5@Qj^ppyW8po{)83b$P+a~ldA zUf9MMoyU@R20~Qd6Miu?AO?A~R@XHZjXMqx3dsD5<~+dV>IE?(;ej#rsiSIXq1+mMhPZaO3!qdrm%mX~HE zj&s#dlL{Od=Uw6^ox1yUHOex>`dFcpJ#rrO4J=WuTyk>ab+j1qnME~bb-W|iwPib* z$~^SO`g4J(7R{1H|A@*1uQFyuK@cc233K6NR%}JXXpUnmO+FDC!$)iWaTM;_>Q*)P zpb0;xp=}&3E7Vr9PIc)e-{h|ttXh}p?!jm~%lBwct4zKCXt0?}jBC9WYVSj} zPt<&>AWHfBS9k`9iF}IsHs4AgXKKf;@l7cun!c#akDd&*x^Xm!FQ3j1y5}qub|(FM zRwRz|=fPQ8`$fU0L&}ejxG==@j1PP(_*r$!CFM5M;>GzNPW!1)A^FTiTs7j1p+EOA z5XNSf9DJR%^t!p?fdcRC#pNCmTe4+XYk=KzbB>O2T_umi@m#J?sg%Ff#*OhMe9Bxu zS}Xljr=WC@5&b|FYr_BYHMKexnZ|xgej-t`^<`ukARs&N6Fo)=!pFGmY*|~dcFV7Y zMs2L6uNPsKpuE$`B~U@)h1w*vA%Snp-RTTVadZ;N8b_&0?$}aiZ_p%oHzgGg&hg zu+ny0wjVH&fdmdx?Z02I3Q>Pyr|>9_(mAEX>twMNMNW}mxM<^A#FpAU@)OfCFwSx! znNJPzu`b)&g7uC}0n!-`QD04;k4y#+@ zI}Hh897VJ03==w`?x2)&{Z>zsL+dJPc1Br~W9O6`REDQw6ypUdovM~D%v3lTBtg;p zIi7-Q=NQ0k4hLR)2HdYjbGp>Xt6>$&&+vcY=Y7&Z8C}`rQ9!U!R>3Fb%YHyIE!vdC zQ5h`I<=LnHX-yShB7`l@J#03#l#AUn>t3Pl0y4zhDmfZetMoc_G~^youf zO&#RQp;hWYM2F36ZCoveegH&8YiB!F-N8OS_vP4dma>r5exme4&~VuJ zlk4rj*s8YEj)$~om(l6jAG!tVi9xPsG`youC_H(XB79wR2<2?upVn>}1uJYvM0&zY zWQz`TWTQh0g~Yiy<^y=u5rOP-uytu-6I*jHC58ZyoSds@M<%GysIEj#BrG%CHb8Y6 z-L_{#Px=L_!&dHVCQK)8GW!(huf8`zc#4h5M@Lm^qin|YP53fyt?zt2fV$Z%9$z04 zU&QowQgFkm>fds}a&tcZcKpMbHG0rMi3jDNTwg-CdQDT61v&aSu%>?`F~w7h2Uh;3Sv%&0O^DtWdCRmt^@YnlbAKLsV8r7H!v1F(Fce zc;t7tDP@9}P^fhTnmXn0LM0!4BbN|kV)IzN+1P^x1m>y!NIqW=;yr?xw!8fPoB6mT z7bXTjEx5YxCJjAg&;TA)8k3pHWCXT5G({%z5``s2KM%e#LQ1uCBDIz_sOU$tg0h5w zVlgrX=LN6n$>F+74E)~>Ok!#TNC`k!*cZ5AuwEpZX6eo5EI^?K|4{2Sc!#}@M1%+yW}d*S-1~lPi^-{zAILJb8&GvAV?MhjQ}rXAgVt1_g`GO zrMl*hD$bGcG$a3M&bGreKwztLf6-Y0jmn*y08!m?o!psc^-SG=68Z zNa?h}>ycgfIDLZkM-lST3g&p;5AI{1$3LUT?I=dB=E#R~&z zQr;|c)wD(CF=4p^!UNwSIiMOugxNzFK|; zOq1Wftb6^=?VZVFirb9?!$I;O6LAR~))fer4ySM^YYi`>scTfc3>r#^m(({ zRf6(Wyu&`jFTG=3|Hso=hD8;xUwh9mlprmg(%ll$CEY3ArP3kNAky6}AOg~egmiaG zBi-E%^KQ>M@BcFwA7;mIKe5)mq~rW^InzD@-{_(CKYydF2oVE=E{s7mJ zOUw&Q42++(+w3Cn_?%CVBu1yzI;93JIDyu1zHh?COY?zY>i_$f)k)k~YJ?X%an zOW~=gtw9`Or}`QqME=KqKv&jh0&0EvLo*zm(leAdk`$Kc0*Jypz*Qx304)PO7E~OY zMtrPaPSEuBtkzzIb^AHxn}}tc+&iH_#Ha@oqL%@@g_%yJnoOGp|2%@3jvc7~RQV|m zjk{s=*xCZ~&?pp*f{M|4a^Ld-Sj97xYMHWTq_cD>E|}Q#zr(TtL5%VNg+)ND#5_@ zP^Liu()DIyiB4{8;xk8kFxN7j?Qq-XN4wV9Hu>pYI5^8Eoj(M|giUJ0@Wp^l$aa{R;%n>BNEGLb*AIBS<-s8gA2CUYxW4|vT6cu zjhXibt*1kvRt9WBAH1XqL#iU0=P<>IxvfZxs65hX8h|Zwt|CS+viP=whi*%bXRec* zcZrD5m;3rda!bbsagYMrLkXG~mvISo;V3L!$>Mn=9j%Zmlg-DHE7nP+2Mu>Rzwry* zm{@K(b6)djUWJ@ig&0Ed!`U)_4kp7I{L$5Mc93wSIZbc#Cp7IfWue+JxKRhCrA3`! zM%+P`W!ZC-dj1d^%__fk0co}VjAhUKba0zPp-h?UI!a=TBWU|gRzwU7=0tjZalP5O zsHJ1@@k-CS^@^A8V6oW+q||{s;e+cb4CpZlm@kJ53Pu{tZqL4fUQQ$L#A}2Tw<{+F zL`c%Msrgbd=&8%vgEzDm_U=~vf>npHd>ugcEs4_#Lw7M~XF=7QBwG&6!||u2eW;QJ z6!F{kaSbPTeDCyV(i#6$UwxWlar!-8^xF2r>4HGH{kGGFYafx%ThtAys!^HUN5qv` zTjJjao230Fp$yj-S6yrvP?Fd5ZG;+G3>iH@xOp9@|Ejg0ad-XsdRvU{R9sG;9AH4P zE9B~Em>mPjP;buBgB-Rcr3wmEI^V&~$jev+{RDa5EexHJ!sBH3NTY^Jg5Yv=#CedqG>4t}Y z+nY9tH<(eEx2zMwFkI5A3((6~KVD3W=D+_bD;1LLe}06Wc>475B~TQ;Zx5@B)m7

^x!psqb#cGkuHYxZn90-B)ni-lh;S7Z$`}iJ|1i%A&%wZgFYj zfGEzSNu+0p{?l*G345VZF=td=V=^DaJ+498C6t7J8y4$&mMW8Vee%slMt6u|iXj}Y zZJl@JMNEx97m?)f!Qh-X-$L3E4U9Lt{p8^JU4mKwrD2S?7^=Mk%Q`zMqY{#83HQm4 zNpXMH_s=29BnVb6f7)yWWMx@xuh5AKO3EyJi~0A$`|)K_W07HF{U6P}!~)l5Uo^Wn zYX(#Hqldvv9WRV^tW!MThel)XBb`QQ>k_3Zoq1y&)wz)p_xeXN-hEdJ5hB;F~D1afJBI5zcIaLkfSVR(wG^oxkQzjwk9Ut8h^Arwm2V5(i|aUaI=%L zZ_|bBkW8dx3+yGG8!~C)FK1FGUtCc&Apr1yO8Pn*@ek?80VWq3Yy&S(OjCR1`C zW&O@t1mA~65Rzz)EGF4jmBZi=Ri(7~r)-0N&Pi>-Q%S>X7}oC8+?VvNGt&=4p_Y0V z+l4p{T}=G4^#V^eeT(*)QpKTYzYJzyo8j+lsGN&Xp7G;x-loF4_;e%M_?4kl%Q%?6 zIR$>jhxL0Iyqowt|j%uo^c&F2jpAdZyG>;Ad+Vyb}eCeh?pJ0y4ww9`U#Dbm?ghy6KrNv ze+I6YMA|x_fpDcV+UFq{p&^d0o!#+~;I1bs9+K(Oo8SMVP;f?0!b&5B2p4oxhkbOp zH)5Q@+{0Lw6Vr&pFR4hKYp#VUN<^&Giz7+Y3I=Vh3GEx86U9@yEVV7C{Cb5h*&Ptj z`32+h3KQ#uPAmeS^=w)kFe~EF4GotD?U*v^C8+Wsxti-AV6BKd*f0KtNe3wyA{@;x zCPq`>+L&{j@#h}2~~yjGBdWc8xC{qsQgfeV3NtQ~Pfiewkw-afIsfWiKfy-kT{cOi{H+^u4=mWl%O9I@h+Kit{wmiG|un(d;;-$M41u&(~nKI5CKU-v2!t?59Y53$X?ytWWOnH zby*e(cM$f3BY@AzMO&Ny*VFsKf@QhV3mu%2_8En5@uK5M?o(ku*c)!*NgPh#9}Iq3 zghi}BJq0jC$2ZoB0jgdv6)SC_Z8s678(OM#G1>Jt7iWH1N^PU|ULYZZ2CS&^F&58^~c|(qVw&Ji7FcqDDY|mg2j!YV5TDE@lkmChl<(E&ZL9 zGF_DHuuxsV>-6unmK-x^UB0WBz7gj7L#C1B!esCfX=I#bAEqZNnw%(gow8BfN&tq) zZ^X4e47Ogli)JU@8-HN#r1Q(OaA+R+4iR)O> zsHgr{FF-iaw>a^lwPg9uCY(+z{r!)hH0_%DWSwulv@1h?h&Aq_^_M7dM=1HLYXe*5 zsH%_0KGWrDfA9d}p{7(6Ap3Fq{Py>8%e@NxLZubNr1dx*JP&xtRxhSu5GkH}`PO;~X0umk^DymV@LkMVu!881eQVyFm1#o2?(a}^A}gv$PRmR0 zw8wukYxut3W5t3)>tDk47jRQTd8GvD=RmsvGJX6l2Z1Ycv#>BI=F?YEiTVBn>OA#* zGF4l}qfw*<_fwoxhwJ}yt4#M$=)||D3W6apL?u^sE6M^*q_#i6N$ItndgejeV;*Zi zW0B;aR6iOBgK%V{opFQ>OmSuxM?>fF)!&Hp_2AS}64Yk48o%SSdwNhD_77MteCa?U zf3csrj-@W_iui|-+$K^pRalZzIOFYo|cHj9K+ISiTnieLb?)HGY2tOL5{=S7zho0JoZ~AdAy&6 zk2I($Ls?e`3aFZ!Ov`*O#@{rfuef|^K1-^&cyS^SG>C?mj}MVmu6gXlBhGw&)n=;E zABXvT;wxS1T<{PRbK%`zhr*gIy*@HImzp_U|x zV+bgKUg?_;gO_DMkWW0&rF@I=!7tlv zFI}AbYl-Z0gHKFfrprS)zQ=*r&3TqWZs}lK!T2touj_h??|Ir^mCK9*(-|WN*9}YH z81tmg@4gOHGVUE6(WRwQ(Y6Ww3wj3MU=z9uyJ=6ntf}RF0VEAZSg1fC&p_Sm*9Pt6ujUPcjpDqjjAS5)?MZ+yKHQ~QEISrSCM12`|45rXGFx_iCMz6~1 z9NQP$PN>oPu#$8nf(AkqPNOIuciu?O`4Kecw*@ORR+0KsqLgxiyLoo9M9I%kl+x!x z94Tm^x3wT_U3Y{QC$!-7$Kj8SeBhSU0{p;+VPftHLufdQWB=>~DS)0o%fH#1kW_Kz ztF+Oz%#Sfc-feSf*Uv#KsP?1kdnG?Io&^7%>_MwAD9v}yWx9-xjQ%-lB*p|-A(~#e zpnvQ}CiDKi&rKE>TVa2Hb*SIyT3p-H&^VnxK;@O`0?yHQ_xBN2RIX)SV>NL&o~%3t zbgaZJEk*yj;y{VyjhCIqjb}iYG_LwW?!B{b3~#)KojkRFmVjJ>p3HwYq6KpP3cX0( zqu{vTV7Qv5nurS}79xZqAPxq+FI|Idna60%)`US2hUnlX`L>#E##By3*BVb6OtwAw z=>2b>^kPtl(D8UlSVi>w;-8oWoLYb#K8cuzwY5k}3QzRt?*hB;8wkjlo^`=9txuOa z22P(Vl4yoJ{&S3npo^D@#S`Z|+B^TuCj8Mx|5eVK#JmT-&Cc_gmne_;4|-YIa3bJ4c3)8v;J8dJ+6DD{{^MU0*mU?qT zH0E*|ngq$L`d7yd+0iR7)wcDx)|!31JZgllu0TMKL~-o#i$9q#R1oOObF zi}i|kWl?!3{snWk)e_EoZiD};>NKONvDC>9M6>Ww#Uy`;!lcBbYFMZchqP&|q#R$) z@zjVi`P9lGaXkN<_0H%{Grr7Xo3xib2b$y?KZ}R@rY^?LX7B18v;jRe!hk?kD@k!-dBam_7NTs^akU$%K{WA7}VM&Rg}1V zC@pI(keU7X9+Dea(60aPxndtBL?4ex!Un_Oua^8Fhu#GSpS|5C-94T}2oV?z-I|h1 z#Q8iuBUz%u0^8Aw#eHE)jkL7?>`Yi{1&+#p+sNh3Kkarsi z60sX&{GNIC2_$eC0VfBonoJ*EDCJ56sUCfgpBs#9eFDSD9@;4$0z7a|jyjx3XUsXM z8PNkl|Mt=#FamD8OKUH^sR}v6?U7Pm*{8{kBK^07@mD4JQ}3;I$x>9*Zx7hb-$5oV zfRRr@-znR}lo9k{e zYMOKx#Zrre8sL$)8e;Ugr*kiapkMdl@&~dnHf6Ea-l8~%_Per6P zVO|~)pf7&ljzcb44=y>alH!W+oQ?b#jU`T7Ex!Jr19J%31iCcxr@+`Q)BOhqHZ+p~ zDUQxSOl_~9hWpdg-As#>^?sa-vTVj}56xWqTRDI1D9*|PfoJxm&!NPE4WP@K5J1MH z*xMC`br7DzYdr7=-m~Ztx}y!n5_V)JcGfGVG!Wu1uO0<$I3?GuaDnoz{-I=x;RfR^ zO}FBAQSs5e$(xz2@lN)IzrX)}eo0{!X}uo(%eQFk&m>c~C)mq8flT}MCtgWW*|)FI zjnV|ofQ!d(DMoj2I9#P2g2ZLuYOii+*&a_glC%P`L%@9&IqSdJA+&f=Vd5+Wofnby z&-~h?dB2l%Z$z{5w$uIKUP$8bbAijs)7^0Haq>fz%e$dP>E}p6RKq;E@dX+w#AJbJ zf&BkI51{w}hdC(r=k5EK+7Ur%8b7pWDkJli&@ zBKr7rf1E!~|64S{Yoz{r-iNa5dG@IV!df65}oN_ zC=3OOB_@X09IN{zEU4|JSC&P!?x)Mjz2i~h7Kw^`4>tl^&sse$L4Rye#na=I@#6!5cXkG|MH~SSJccI1W2Bh;5uE3HUd>rI z1hHTzzD)SM`dX?1c0t+tWtB>0bgum9em?$&!W7wmxuzF5SC);vgYK>^Fr`>C1;yi zG@!A)-y+5QEjATb-wOnm+$DG#);a*k`lBz{iT^C^T?E>T9Gy{9Q-h7Xh{x)~rb3Ft za)ZnH*6?cF>S+~c_$6DSeEpxq2->@t=tz;%4cwbe5T}TUnU4Pq8p^M;|GMy_Z|+Ru z=HB6<79E+Z1iESM*hTZF>+IJa7=k0c#C}l6w`8OG)98eLv?cBnm6-5=PZ`I1P z6J8Xz z-!&8q1;BEeUS1j}mrHzsoZJ|}Z{zhbpu&5`g)PHjc(;E?s9bJVu5^lBa^pK4UC7ZA zYj?CvZgcIoAHRRs)nOI`VJ5hPNT04>`hu=DGDsn9h`SZLV*X1A+GN&5`R}elVr?z6 zq%qF&fOzR2stt{=-swqxa(G9Gj*oB>JMgKPi1UDb^(!E!@GPKs(m;CHvcl}=#`OoX zd4>+_iCnEH)5{~_bbg8+#a~M0*C9t)2%^~V z);JbDGV;`N56b+}1QapJg+g1gB-%mVer!agwBv^+RpG3OGJ&>C(*jX%lOo;_xE$_h zID>-3sGv40%9)|2to(lBT|?6AxDBlOi@(j8T7LG93!lWKVl}($Ar*5FxAUN+zB(<= zpGzN|5)6lMA`O%R1is$T2gH2o;Ul2_A_MGZn4Q2^HDy|v5V#APXrD*r>9Oi z8aZmJc6bYd+Ga(L<$CTkg*7Nho1f1PE{29SG*zr;mj3?!J-?vvS;Ag{B>%y|Kt0~q zvcG8`+k+rXo_{F6!V{&veJXtnZPGQ;U{N@q+PPu+RW-V;9c5Uk58c`7beTR4l@?KP zYimv$WL9(wB^aFLVQLH!o`$?pJV-#(q9frYL`MoTeG!}BXm|8_(2E0kVBK7pBUKw| zFRYNlxAcfXQc_ZC!1r=WNA%$Y0rZVFe_9NKj5Rg zv1Rx`fzd{ihaMWx;~t0N}*{zhX3jEvyD8SK8ne^nJJiby2a% zf8_d8$W;GOeGF~?@0lde*}j^OTl)O@k+(xp>o&UN1QYLyx~E&;qoYk8kc3tIYnOoSDJw9|~~HzsfI8)7)`$ zj`>l%c8@H`biAA1(q3Bo%_)m~$E}k>14Rcv1YbLl&cwb2sUGIN6&a^L?zTpS_&0ON zBfpty#;2*gYBtKma5zhN^K-zC&4e?PW*Uc>$)?Kwmr7Zci|EtM*1p5V_4VOm!~V+G zpx$T-QKvPS6(k;GJSPpM&SdUMQ-=YUAwf6(O;Ec@C80mZ6+471aIRGo$M3zY`R&Kw zSdyVXo($3=+t08+TOS5{mFR>uUNV;j`}jWHZs+*kG2Z#&EE%`@KDJ1T3Z9w8eP_$~ z>|c_;`~{hz1V_BAIVlnHm*AQIV7%HF#5O0VtnDZisup5^jIbpCQAj=u8^BUC`ndT5 z#|fz$@Cv<`dJjqm7lWzSEMb>7#l4B#@?QnHYi1s9oW*ZVud38J;a%K2qQin}aTgiZv(A$R5 zK%?dow-Rmld)pxx1QDn&N-k0a4~zKRLQS;NDLKZ}!aSy%C9VV;guCQ~1ps0O5QsI(9g8gzM;S)w@!%I;xJj(dXB)c7sPTI(jfF->6%Mcx= z&b?xA9HKaiuc!`#qLOk8K~Uc_XXI7NV01A~uJQ~%hpqcQtap^MTs%#Y)*RqV)hVwB z1YV->2BOjoxq&$s%4dr&iv6Mo1shq3(6jHgeS_IMSZs4W-YjF5b&Vn~`91bTg`GMz zoq(9TS9Fg&gd{OK%DdVUZovfsP2!S2Y@BeDe&Jlq>q}ZbfrPfl^Bj1W4!Kq2tpr)D z9j;T(1RicL*z&O(_>UFt$6EY_+fgeB@Mw=nzicsnfB4=o%aB;(^znK*fh)=Ic)2x) zKS1NVvZ;VL4y7}Y;je9U{)=p~nUw+weAuA=Fje@8d|UhhjE31rWE$to=bVLVWp>=B zd|WN-STp}V|mEnhPdzeH;l2|?!V{8UAKrLbjL<$~*5*XgfDpd!)K`qxL< zaaLViuQO8xqKR;NIfEnFe>Rac4G#T|!DoXlh2U4~6*`s^ne}uHxtm$((e+ajs?FT1 z+plt<8fE(g^>-Fu!nrOyGI7pYpuz-0 zpAjH_dm1@wkdNwf%Z@*vQa&{(4CRQyBM8`&v#@Nxjm$)^H7>XiIh*A$zfUg0LvGN? zAWM9R?|Fg9n2LFcJhQ~+8`jI@66XS8-#{!L5N7- zlNEF}>@ijbaedAVgfo3dCoGAh6Vlv#;N(eM81Atop3*@S%xxQGjTM8Ue$sqk9+iO~ z=}c)6YzoIxuCwtoUdCVkZiGT;Tb_qpk~Tms3|hPe>M5XNgz}D}mKG}h(DWt7Zw9kQ zC78@ckPgQ#Y&~aBx!F&5VRRWB{K%N(@5WR!yt;6KH=jk}x1+%WM1rnGs?grq+;r`J z)uBv*bMO@q76IBe3+NI>)ReJl=>stRv<2{PCP)WPp`gE|o|{ zMy!0|ClP1tC| z@h}~FTj}%#80);V$9-z!hT47Q0lR_=zlUBwf3NmyL7`|o$qlK*$4qWKa1_Hb9z|1x zAzXaCnZzUct3&j#%MVvcL# zMHRNbC+ebcwFT;1zj$|SPFxg*n}wg!qP3Q2>}n;i=MEh?61+C8po#pEjpl+qMHg5_ z;czy0I8VUD-FMN)T`=KJZtk-fE&Snp6uye-*Y-@7G!QXz`tU_YhSpYTv4C3 z4b>mW5#A~EYkjQ9^Z;m_e{}Y$>g3&fqt-SVTo(Zfj8R9l+WW7H@0w7N+Yeh6baWln zJOIr~gq2?qg!MCu^Fgpv3`&q}9VR2WO z0{zC~+F~3)*(jUUa;iT2S*9_RFh6A>ustRb&z|DlG?)Rcyu!%-5l!h;<%|5Qe|+uN z?gx!WjqdS+GdylNw+DZ?tY@ggV3%ePIEZ8i>jCoP*@E`oIf5AL1B(+P$`m4fipZqS z6&E(s?i=hvwo$WquhMkwk}_h{{V;5d7^WCQ^YiCQ0vD<~oZl-WBkTFmR3ZrQ2dLgR ze5cZ2+xE)bl!`%8;>eZ|BGkIl3c;lC?IrWzSmA#=OEgwuE`-*pKt%g4TwGi3)#BB* zLjT9CC*5e(Az4xtOGjcXe}4c5qof2NkQ;t1U^8!Ch3Juf`A0bb9dm@_zk(dKhpQLZo0+3u6m7g11j{Y3O#~NLBzCGGY3`-Ja@9q%65bLDM z63I6j4|hxgIEQJV%zts^BsTIikeTzhzJ%|*p*EpCD)ArBaA+aw7PVs1eZsnZ!*v$! zhDCL9eY|{~kn^xpR<|@VJRByIC#K0ANm5D&gd8Qc*$AtO8J&{%U=@MWnLk4s=lB;v z9QikbxLhdfFT){^0b6qQ0%^Cp5B9CGzY>`$LRUG!|C_C%{v~;l%*V{cT%1$(BHc+NmTLo`$+m0HE6sqjVbVh(Y%tK#hEBl!1aGCI&#k z3kF`{KI5})r14f{DCJ*A_L&Qq*v!YTISl@W!rhrapGXZpoX-Aq_;(Y+5G)f_yt9$>*3i3)1($7{N!%UwIG)-XmH}&PiD!B4w1D%6T?~zw_;OL^Es!lxTc^x{mR^SU3EA_4ED0 zKtXCxM4p;^do=Ga*ps-0L;jF(z5;xQzrWr#2Ft8$rbhX*R&+$U3GOjnB}BH?6ofny^!M9_j>C!yF}r? z(FU`?{2E7r(D}%$R;cyqE!s2z6O=s=$%O5*EtXw|p!lXfQhS`y2hy>QO4n5J$=L~6!WncS!l|tapK1bdM)^>x`fm<>JN;>K_JSwZ;9Yt+@)VA$sW~F$WqGDJNsbVdLRjzBQtHa*i zf-!tHXB&)ZX+*>N8~LWzj=QL`Eo@>l7-JH^h3;dH7f(qolgPNc==`ESF!+He=}87tQ$r~1 zZyPY^d$B@XUshR(C5d4YuKo;DVQm`W<7>A)8Z~V!o|dNl#HqoFbY&%A&wcv6Jt8{I zhZZ5_{)YJ5^R1CgPM6DcUfsH&(g1Bb9Igg&=Qp-D`&q!OCx1D5VM(mvm*8j8Ifh11 zv3G@@x|P(08@e}+P>4TL?$Zp9T&Ggkdw7@HFqrytzGhHz5Y9#@oQ_#N~7#h z?A^-`(YP3#?(dw2guZzIECf)>uH43wMi%X9klzaTzT2%b?@dZd8IO`0h)Ya2kV2lH z*)C+glR|oPg-nTXe|@-6<+8msoFV$KL+y^FoXtvAz}5eQ7ya^Z_dAPtwPyeH&T3gUmkj?F++7t?yYKC+- zYe$(nG>O?tm_G4#-QK*j?ce3@-u$+yHKj}2Ju8PDW0#Ewj{@^FIPbYY7&!)&ze+a4dYpUljhNvrtnGq_^5<4oAn^x;wOg0o zn9&XsBTZO=Kad&&HF>f|TE zyog1J!+iXy)X6VWwb4-UBhbXvl<5{jCJBBN2TASfOFf3Mk?OwFnqe`hH<>P-8%$vZ zbHqg*(?o1^`%P@#7*C$=8_g*7d)fGNNg%EFSP%+H2(;DZ#ecBa+%Q?1{NcgArT~2u zcr(dP_2DOmQP2~bvOt&Qswh}P-ffHeJ|yIjzjki|)7@}x<_T}0lB@#3ZrBR0pS*d! zlaF6~RY{tfqWwnuUcc^k1k9q^tnj6!X3qavz*FT+1M+@;5@gom~2-WTvH#} z+ncYw2fJXulk|NuMQKM^7nwF?EHDspT0t_TY9`#`9#>Z74)RAl{+=oBWs$5+Hb?t5=*LPSpsFxPq9V9Dp0&}Dx8Q&oiby2w}?CU_UOSX z>BLqHuay9|Um()I@hyt~YRxNR=*q2&$7Tc_;Py4}^=@Mqtj%XJ>CGU;W<1R-J=C92 zhYb>|QmO-8aT5nWS^3ZKVxf7#Ro`Ugh_`Z|W>?eCg# zfadD1T0P`^NT2-|%?38Kt)aA<@uA3G5%_0tGmOl)=(^re?Sk(pq-MdDwAuK0*fR7} zSe>6mTc64@RZ&4px_i!r_H*wukaSY*`#8_4|Lbt6`F^Dxq0NU;5y*?Q;d#fkZx9hN zWWA;YPsa^)8rv9n{2s4*e(os&lF1l#8K{SS zG7!;BQ@vn&FPU_*guR0$pL-EA7xT#;Ob_pRzvHF#&%N>k^7bY6EQcQLCv!19l(LC5 zSCE?(tiGh|%5E417uN0=$0o?tYL;;q=4s*Sond6uw2&w&C>O06N3(CfHS`6{Qj-0`1&CwSFW!0&A=| z-iBrq5zSx9Ug3XN)L<-o^IVq_hmBH~S^V(`8GpxbSRt~lB>0x$y zj#8Yu-Byjt`N#}f(Dm?kCy)!T!>m(MJJP7Ky=M%u&PX!t_TxvsWmk=DHpAKJwuff( z@6j{Heh2_w1V)t&!JAncv`^Rp<8RrI)L6EHSH9`#3E21Q}-kSA@8l5%B}iCMoP>~Q%reE;aN))glDm?L`l_qz&u&X*E-tsf%oe;;(q zBbGk{G=?c^W*8E&0a&<$X66D~X9tLH(CR)c{Bj%I0$=09rG^Y)h=JQj0*u(KG(;n- zJ6hxb{wIdwA4`j-ax#{$Vru!#aA7|Rn1Jih*T>#BabJ#!IjcWL2-%P^OWgA@>zPp@ zs7<&e)Oem#bw*0WAU1Z#%E0BbVT~YMq8Fx({L&)66)bpiGTaE8k zWC3snz8>@bpaq`r?KcQsRqs7$0Rt%&3Tu|4tdH+3dn!y9jSV#nwbb;;nYZ11&%MoV zT#x>gS&x$E1xhco#~o{Brt0!Opgg;_4hV~%S&|f6&C)k8xX4(3xC4V~h1^OQ=;>45 zC!R^U_EGLT&cxe`w>gF8oe^_PmYnZgyXq32<3t_8l(T!o32CHhWMl(lv_(5phPn0nJkjfqJ(ChFVF6GHKdFU**$ z`?-u{Aj{_t7ONWtcPk!kyY8w?KS7 z=gW~biPVOUFDP(loF1iAj(|)jAvV0wI+{-6&j|l*xnQuBffq!&kC8f{L=63Lmx?qt zCvzgiUAS9(so;Y3R!*W}M7M2(-c|s}wpR-UWRnh{C zPn}fE+*t!U1UZ4`HMG{`6O$FJL*5z)oOMjDXdSn^;hKro$qv)YcOjS(=xZ(0V)U0AhP+ z8L&dJ5@<{*vr+w@Bw`nE-2=K_)aO<28Q7ve?3Kq+gTapuF-`WGT1vbs!?+4JUdAZ? zv1$rLXgLZP5cY-M21m%|ff`E8QRGhe`O%P~E}A;_{kM?iwz=pYJFt1&czr z<)o&L$S0i3C&ft2W|2CQRoZg{fXcXD&WY5yXux*L*lCRC@w@d}7)bZK)Q3Yhe z?%o3%jPQqT(O2)6H1*UFmqtU+lpC7`uyRPK+~s0QGY|5yP<3h8E-!*DZ%;Zg{nl`E zC`U?Dr%?4#6#f6TctB46Gz^yOi;5!lzVcWGbx#Y93=<2&r$7ZeYn<<>q>&#;bZ_VF zD;{@M{N`({V}i$}__6=!FB9%fIb>muvt_O}Me*7cH|52Lo)B_i$!wkWQjiIGVmYKF zYY{$+CD186pV(ka5F8s0I%`*7o%}wkm@RaB><1@#>aEh1_VQYME=DrNgOt5 z)g;}qu|BSE3m-Q-*De$MNzd-^{e#W@Z@1(5Z}vZ?%Tz^!1Q{7Qm>F%;;bydB+(E^m zQe4Veg15b(;PSenrP1M7#Oe!&6scvbK%p|g(ZDF+Q9fTi|MP>e?OFk-WO}#K7O=82 zamFP`rDQ-1^&cZ{ZDQQwwR+%_Qu&-%Z3Q;TJ;m+|(`AFn?8acCRCe_K%rCsz#_(%&@h;_gN@IEx4;ePn#T9oC}fyI&k2j z2?q6Tp0lUmOuH*m{{a5!+PC0bzYd!gPeci)K&)!OnbeL`kC4lC2Yf9zPuGuPtSq|5zV-ZN&Y05FUmP`j*tB@lNtHlT?+3qM z9xosl@s5o>d7#N7?F?y%q5{rRFQj@ZI(~IVC+VCh4{Ec5*7}~2tk;(F`*GnxCPgPeb z8x|~Y2%Q@vPZV?1N&#eX=eg%9-~YDw%SBcx{?506#3TcJ2@a6T6n*c3*im30nh2 zc9F+m4qhq(=W72Z(Qt!RqMIXi@`LkSY4pU5yOy*Y;Q$c+rC~C^F((_Qvfr%fwJ)QsCScaLXe4 zhBGvfWGgEf<}$31-Ui8)+>SPWs$&cKS(ebIc9@XiDQO2Dy(U*nO zk-8$Sy(HCEC&5Kzvg3yMU-jeCW4<7LTjM@lO*=SUYV_OT*l5cz52?Q;z%jK43m~IU z;LGre&u-ykIo^Crl-U);{|JmZv*(3<^`JpHvcB8AmwYu9>fBtxMheS6dN0^x&- zvT2WiPLW|BK#?4RA{KAmp!?7XNv$8xe*-^;KenD$T4z9wvyhZ76ZhGoKmtEGHo4ht zOpp?L4*UG&UGh``*l_-#J^lz7ptf}nBAL_!n41_DiOWv=N-59HTid^VS!3LQoQT#0 zH(J2jR7?uhX#nKCu+0kF0Fm)gmv&fgi-2~c>69xhmy^0&Xw0U|@83DSgmV!i{hX~e z*U$A(jMg!pAEwZcMh&R{;lgp?;oqT+8mTVW_?MFbkH~?ap~d(rQa&ula8VT=IarIgKuGurIzQ(e?Pe%FIP~6kP3TU*)050 zvT~Q0VgoC^zwFTH= zCBUVmZTMN~#Lh~UFX8^-sP=uu;lwwWWnUj~m8RHKh+p>h?G=xy#|IAIew$-;aF(cL zeJVkenO?irIn7X_`p)0PxwB#zW{08&>aiO?qv5Yb4nCvz!eI{hi=$nSZf>?`$p?+C zM+dOFe9RP;U*rr7k34n|w47X4_#Gx+@#U|4Kbf!`^aY(9Y^kr=sb8ac5J>)fTHHCo zR+Af0A%L!Uu^k`=35!%-gR5Xra$W;LK$^`d#`)`VyeIQy;OPDA?ZzKbexqN}e?cEq zU5k+6-fx~G`1u{Tfpd9IM~#`jI|5tTdc`i86jO!EcIP&O<>?Y_E2{sp1?a@aD?mWI69Zg}(r(&iHfVi5G#}1w`+^H1lqK2}z=`)1`ROmk)7b$x-05PcO3|#) zv0qh&!6@g?SR01Fp=@X%9#ThOl&4^&@AAUkk~n{cX{YSpq>L2n5J{Q_+HiUgtslgX z2Pxc;%EM|r3JP?S%7@iwg2#dRh%{q{wRXJZRsTr6K3nKL^l_@hTME%Ie`a(v&DBQx zio>~P{ge-mdE__3=Qvy@=ikl<$Cf`M-zfoDzZdX|$PE9mv9+`}aybgrX;N!VCDJv~ z1-OTj!<5zxC&CYBs}S@VCEjvM!PYEB{j;8XFC6~CrmKnO8Pn23dJA!w!ow#Y938&D z<7+(~cJRq!s8UE~{{*_$mNK}JWwMr=1S}H|nT(bzWq-&|zQu%z`30Nul7guzUvt3X z2UheMhoekl<^PIOaGFDK$|&(KSj=X^v}uDvvh}J(CGo5$!>MKSu5i*1y7Fj5+uM`T zH~2amMT}|m=z8a)jf8SDHjvLokXYv*Lurl&hb0Sqx?-_YsOv3WzMXPZ_^{eR?Jom( z49(rPQ3!ftg}!nv$8PR1`V3k%#_|( z*oggKzZ{hgs_%H=-0^fC)K$S`mO#`1zu3?pS8v@Bgl+yxnK5CgWDEAd?^sVW%i{F( zpFOvqaLuN&VIGFZCK?G2(uzhJh=}1@MYz82BZ=ig!J*p63J~IaJ2gIf6XjY1u2CHcPpn0M=t zly9VJ?7T_hg%HN_1OBqi-}cDA`kD9_G?f0jmjsDN{GbiK8oY*U5bvKd0IbAXap;*t z10i|~R3O<8ULGfzA44^vME;|$b_&psfs3x2odP^7JYu1!iz5U1+W04&whY{kAmU1! zQk$y-P(-lX8o7H6%?_G0bZ^kCJ<6pU@OBu=`#2C1a@-r{tXxw<{$pbg{=H`5m(l~1 zRPdO$xG|7~qxQN~h%1|z7Gc-WM3~@2LNl{-Xxth&!g934|K;}QqQ}OKOaZG-gY`%# z?9m$hkDs;$y6Rqc$CJV_ptm@ockZK(@LR0%a0ALM4eHTVLU3REFf<8zTVW~-3im*OVp`TwM|JC^sTQSR_kgiH(fg9e1 z-Y-U(&tD>%DH<1Ms%Ui???>&4hU|#CAX!zW(giyj8YsE=!X&Xfnk>Cl=J6XtNM<3Z zV=r4y_eCH*5XzTMluCa5|B)Inw3I;Lle#~+osGIaUE2z%|F*CRBUn-MJ8clPZYNS! zP7#XMdc6&BxEcHlf7cR48NJbOkE^RYesqqoOd)02pPZbe6ZAR0<9g??9G6bM{VPQS zdv|uzLFx@0BcFAQjL3RuMV7$gRNBYO0T3rFw{U2+ts*VX<0~Q`7JeSW5h>cCOz2s& z#PfchyQ@_9{v{EmBFH^6L`VVKOvJRIZZHmx634f?Vz~j0E$V86^x^JMNaS8PaU+$# zksId{ae^MD*+)ALWM!v+{tE9QR>^A%CJp0WZKnG@9@O(Ch-p5q**b|upPoo0_-+0? zsXiu&pK3vU)jQ58;I`>vI$#qb2$o5^$@Kj1lhtAc9W5;_18+)3Kr8+`6vk?5^it!A zTAPkpdTZx)=m{JOf%td{%E_Wajv$n3=HJY3B5S-*_2qm8FO<}nW)J@8&yoDN&|9P* zk5a%%>!Rz!H#;rPKiT;J6aYQj|B<7wJjNO?%nqUCEBt}QEQaY5tEQU&$dIPWPBo?? z8;~cRB94_%s#?55N{8VH?g=Zta9FP?Uc>ZB7_pOhykB~M^4#q7QLb2Arq0OmweOW8 zwe@+@oC>g_n1OHm8j(f*pd8F*BlH=;fx()XGneQP?R*lDzDr5j{dvS) z{MRoEK$eGYIT&IW(ZM)QQz~?h=9TDSWZ4yoM@Ng6-(mkmqFz5cc~z#n)#{BUw)IEe zflYPSqInw9Io*6akNbe6!(qGr(2fToYy_!Dl`WWMo8>8jbbwmgIAb+psp7Fq{k1Ow zT>h!Ff+P*AgNA}3SOJYB17&7 z(+g|FM+PhISVb7c(Rn)bO&=>xac^C}AER~2hkPO*{#?CFhLfnza5;@X<|OZ-(QD%!ke>2| zTpgtmyJ!{iz`xPH8TH#Y{%y9~tkU}f>=om3ydeET7k(68=i~WSxwNKAoqzuhzMGnX zPW+7OK;4Iv*Z4TA58` z*E{}$gOQ3&PEJ))vCvOE&rGXp4dx3FU)OH7B_e`^ucH3nQq)xQ*3KK5B%OmEVI3hM4G%HR3nag; z_c~e?H4VtbK!S}=KpN?98<|YH&4~1t$g<2fwbl^9MnC#w@DM^~791<<+90K&ogvC0 z7=Eab#m<|lVu`;~6V zCXh`cL+iRK3JY5rfZ@qiRTkgwl{```_Rv4)ihO?S{>n;w#jg8Rt3R$sf9o~ltX3N- z6k%vHd$7cCEycdAmB%!-g6x9VYON2U+I-BZKhNP|cTOHic#NEmAt2!)`RbTvq^y!(c^nCw zXhb>3v5*bU@Bu%t{bep$5G)%vPH%k~tc_R7tA3%6dSBFfnZs2lXUuP;5Zn0|mDZ&s z`6(z?9O+MKd=TiBzZHpcjd*i!M^Y?54#t|ZQQ1edyQPW5Sws(Y0tCWhiL^V7B|NmX zPZn*UTf(uGOh813!MY%$v)Y2gWej1-I(6rCV3-lngvv?{#W2Wy2-I7|EdNv@nt}Y4 zH~jaZW>o)i`Xk*RaV;__W!mTAZ_vy6hu3~aq!x^s+%54MdJ&_%HFHfKwmsN&%HnM( zhA>PYrx1Q0;@N^`9qG~v4$+B^9ZGo07Gc5AFh=+6_GoUTLt>nqIfonMKXoX)lRA8~ zvjez3t=HOYCQr5dGh0m_FRylo9u8MyrsJ{vnYYO8jhKrU3+4rv{6z7r{}MD=Fa4;` zR*Jqip(i9EAOn^5H12V#fJ8p;^&|@*IHu;^4WZfq+W-K*rnbhA7Ay zrn<%ci=lL$w`4^!FKVww|2NaD-Z~YsLRrgQgz!aAlrcxsOu+b?>@dMsBFYCN6<-HX zk>b3%xr>Q=q{ue!Jt^Vg7gFi48CBRWnb_f~vt6ls0tBYr2K>3HY^IUX$zDQr!ryWfW9cG|B%dDY zk6@24n53jg3=Gg{RQ>I=c>(zSD?i;Yd*Hkt4kKbyYqEAYw>DifV?O#2BMQ9OSY*PT z@mP>$+`rKs#s|WyKbpf(vZQKB^!{9CT5a-K1LE%WhVS0drICu*GSVLn?pPldu9B|l z9T5H;$S~P~K~n1KMj|3cJqZg8niJVP#coqvVe7sx!3db1w})S`=IJSd{rux)LToByG*8wOx!7F=@UApC<5vC`cJQ`zJ|^Woj7R?aDPOhci*c3_WT{ z_+y}AAm>)HjfozKX3%?dSJVwBe1dv(hpIvi&d<0S53FF1h{*71IO1O{*Ik7g3-Pd%vqc`}K7T4`3-aYAMyn%L8g5aru0R(&Ok zTm{%Hq+%?mq!?mH5DD;{Gq=M%6k$NJOl(oB0<~MH9je{FPkvRH$S`IG={zn@@cGbO z@CN_(d?Zq4+?SQjj#RMS>w(1Q`S1Pp*q1Y*mM#z9s0Isy=dWob1gj+Q{_19-n+8`s zgA>2tQ1GPxEoh(+Vs>~s6S7(#28hAQ5Na45ctLI&|L}XM;X5bw+UyQ^tF0}qh4D_c zG)16#i}bn;ESi@2AbwigbUoXcfH%~pv{1~#XjE?d6e6U>S*WmNgDd3gHqm9MAEw|DHrXl375LJaU(MsQ zZFs)j0YTNYv=lQl^CsIRYNljYUv^Pe6r!CeL(Klu3hR_#L#IRZ#^zI*+D+d0x>{^z z3iePd=@l)g(p|ex>H|y4i4KD=D2B3l* zP4E#^jW#OAS=IIKxlDcR0Z-O^vfLPZLN?R+wYUiCt&eOdmRQb0$CWJ|Nl)@89so=C zf~*PLd^>lGhY&JO|MK6V zj7BO{4)z56wUE=ZO=E73=Fts6 zVd)Yi$(^&T4zR;-g`AUG9sQSq@1KV&P$I*%Q89wgPg|qi%vT?)_I)e=k zHPaf?CMs23eLl@wMlQp}?tiAv#z#$O*=ZQe0qCMLEop%{&hvzgRi#PJ|222fKPdZ?yvdNS(+Z023JJg&PUr~Lgo;Hgo=N?LrN~?}GGP1J< zJRfWoToeX$)ddbRU$P%6DB91gf z(nLNk0NxJUt`Alu{Jtfk#cc+kYE=ry&s5!Y^{lG+@#2*8!f0W*u)v|WPJ9Y|iTnBO zNp5ocimVPxDRjBdppZ?1(n3RGef0?_pF&EfSw9I|5wc)sJc9+Y^q!6G$Tps~8z)4< z9zpu{IJAs|8l>UHisck4o__~fLl#)`DY(JSg-c`p`$(<5u#fife~?!U4I*(>I|JUf;6bZq>A|$q05VcN=D+qIe~BrC z1OzVSH1nV@fK!~$2o)}=Lw~{ohk8x%osO(wYvf_6Z2EnrBJ0krYy}*Yd9$9I7@H(q zE^8&3eQt>k7ANDa8v2o-(Oa`!=aZRvj?W^#xi{<|^)?;-N_K(B#8_roe<-rXhdZtf zczTvpjmpNvmHudgqkE#yzE>e>!h?W?265R?`+Nphv6xP!5D&H$ny@n^u?(baAg6bo zimrUigV%zFZngKcg4J1Qg=puGAD~VKnL4n#zkiVZ(S^;RK|YAL3KkY(4Jk`=d_F49 z0ce~x@9K5&JGVaUiIqPow`77Cq1m9LO%F@w)ztfjqZ)O@qY0#yEQSJc4cxEpJZ|<+ zYoPEQ8Ql-|C$qf9n3|1q2!m)7OS^r8iwf%dyhzynFTS5@6oVrPw$*X~?7>*)-Nehq zAJRcpRTC2>j1m)7O9Vm)aXk!^i1_nX&odqLKQjSodan46G7`{|rYrnT0x}SdbJ>;}T@;F}Kns?kU+SgGA8;|9LeoyaS7u$4!PgU)%LyY5Z8{!jeMi`jyPGtxT ztd9K_ShqfJcS`_={g>q7a6zp9$OZ&!`eOi{_CesE|RWWO`&O9?nHDf0#Oh zW}YH%Tbo1ga1JwFD1`;o=n(J}g)q_Au6*D*Pcz?A&@G)RX*bl;-DCZtAY2-LeGpMY zTwlc=OY6GbVPLZQWfYtNNuQ-0w7~->_irl*719J^KMJ<8<5oe?oA(Ditz)*wVn%$g zwf@>^oiWqhu09;j-!QI?^oLP~>fT;f(-By0nwr$64YL#AYEZ3??@l4=iA6?G*g}nf zET#0C*K?f(xcoP~&KnnFiCDm>5E0emt7zBRiU=qgBNa8~oAwAYlM&IQ`r0brp8Sx_uIFQ`>Q2|~K$rrl7!sCz z87Z}I@Hi4Ig4hJUw}@4S-0)neP*R#eZcpH&C2V-n(AlE9ql`jSa4@b6nid1Jkq|n| zk;JDXtb+)kw4s8Um>he6ILpVjM<}L+7*<)VIa4co&3+u;J@;NhQr>6u=gKohQiv>D zWy0NmX$IOY78s5vJ_bclpgsh(mLll{V{UR)*sosNNf4vYA>?8w9)~j})>+vg-KMdG zJeH5j@YT)AvonC>)+aw0+UUYWg{IxRBXUSU{>x-2I>0;L(4aH4Jn(u#kbGBk4ZgI* zY2Vv)Qc5uJSr*8QZCxIQ5?pDDQytf$u*+&P89cx9A!Y6!BhFC}v8o%|x`f@6M{VmD z%d1Ee)iXD2rhGGIDe6WfbQecwe!GhE^WF4$FoDrJ(4It$B0Fn)oxI{?`1gtY)czl= z<~FGm2ALJh0yh^}ejDMF7dG8Mn!e`|poi#%Ynfq4_$DUU%huB8^3G&AmugpQ&<$Ye zcW>WPKz*JfI#O(_$~};piDCLlWu&U9*RdBw1-PjCKHiW0bbsnf#t=bykP?xai?p)M zu{{j3f?1O9Mz?-OUdnyxx}D2;bKX_pTK%4u#o`&XiUh4hC+hYjkUMvo zTp`=fDtO$XIjrrKd?6vB1zFrLiNlbx{GdkU`b%jESA+^BqVn3T3~bXFjxLdRw@94Ob2Te9jjVZt5?nW0IW z>B{VP*%sV1Y%`1@qr0Wflz2Eb*_Dex6pQEH>jPj|KjrtXYA$8&Bi2DxzS#9UPsa*L zyLYAnitriCOR6U|O%z215(KI3`Ms=dk`q3*-%JMW23RUxHMq>Y(J(;oe=)&jeNopf zuR)KWgpblWUEIf=q+jPG`@ku?mbcMc7{xC4b6=0MdtaEyvLUYV839jz24|p0^0Uu8 z&%7hdBd7jFR1U9-gQGZIkZfs=dpk+cwSC$I?#4E?Pta*LE}41<{h=jIXoNTv&|0(Y zMrs!>r;OWd|6Um)+rIc($Od1Ia&U5xIP7iLn@`N=p^-;cf^%;??UQAZHbJPYu3=|x z=^cIJZU$(k*cZ<~+`TSPkP26k z)=y1t8dj`GD!foB4!Z>vtZlF;l$TBG&Cc~Y!UkT$tS5Jz($8Ec|_hkTjs4u@G1 z+9j1+SP8=jQ4H|%$NGCfB6>*Ez|VBiSfzimnf5Z#6qBs^>-FYSfzEAsMp~ETvqRxD zau%R{WqX7%L9JJju~pZ`?|JHIURKjtx{=8_NTnb5?{FmTSGZiFYqg!Vf;9nqxq28` znveRUY+KgCEnjKKO&cOqG#$O2nF>OgFDJM*qpu;wp~;GHRm zSawr^?X-MI$?F^&jEN*;-N?(M5t{6_qu;-j9P;xzAu=GY}5InWD#_;(0M@mD& zyB(L6mt7tKo3O`a&x?`xqQ=twSDx=@VTY3$FuUM08=Fh{e5vZn@}Ms0KXW`wn6lNm zC&qLr#pb@I1?H10PYY#dX;do++)&h~Rtq+P6}={!A|(ckma*BXx_0@H(NY z92xG6*Udy~_4rr;HFZr!t(HSguJv00&}GKz9!cLX_Xx^Ii&Y9IvWaLEuR>79fYf<8 zq?)*uFyEn6PolYKz1sz~z+AHBc{3kEc_Gezja^%nMMvT#e6Q7CfE?J4-ohv0zUhJq4OmKl6{|B-sI+o3kwF} ztXe`e5+*&*^GTZ2cSI(P=uzRwsaG7FChC&%%AiP~Zu2+xSSo=4^}m&Z{3$ei)VUxi zZV)hD!Zu>Z(J;@$(@>Q8f)j;~|HuX8{Qwl$%cqz~NLVbToSD!Pm@lAyEgju8TFg^s zFPw&mT=_P`nS7vN(05`~-KMf~frA6(?hXOQxT86URf~Cs#QUP z`m*J~I0K`>NFH9Yhy6ZEP)lxFamS8%vwW^o<=RW@T@)r+(iQZ}3 zX%fgN{FpH+E(!6wJC}4102BHjD1x!uKCJp=Z<8Hk)(oN!SVT#Lz%w`h-Xm>VG!Do9 z@NS*t7M&K0?XfQ%x6Ny|K(3s|tF3LwmOVAx&=-4}0o*sMrMa{*`wX;`3tkTwBsFKM zsOu$7G=+3vuKaf99$Hb_lp)V(OqO3YBB=e-$>6ek*K^wpLDb*~PcHw9@-qw` zBS2~@Z(8u2Xq zT1OhWL?qS`JP4b4CPJFB7euZqDzTLhiv)I+6a$Z>-c5+^ z#1YX>-uKztmeQ!wB3VYpBMul4Vj%B`5H=p!!391@#Hd7($omkt>$Yg!bqya??C>YN zBYSfOi^+Mm*ICEX-(P-jR>^;!0kME{#T1iU$hUn!sXrT+;?&+d8oT0KBLHj6dG4n{ z&0;s=$7dKHoaGJqEqSSF6h@H8F|EZ3Oe$R7;Vj^_I#bV*%$F(H(-4MeRAJ0o&zQ9WK=nA9g zk&6!PcN~c?eqYJ&*OU0y8-kPr;4E9cCI>)je~$3_;h}*r7YH~4hs=Gx#$jPI6?WJM z#xykn-(ATQiJ*R?Gs=@c_maKg_PH$KRxHSxo`Vsi$H zz&9-3ac>624>%9>;?zOX?cECo-<0k0wJ|W$Dfgo9^nB6`7`M4CYMW;P#nkX>6e$_(CLD@UN$?8H zBi$o)Q8=GHZ|;`n%cjQSB;C17CGw8naCrmXQ@tq6-~pGNX&u z53lq4wR4LfwpG>TOEEI+?W93}8Q|kLyKH+T8xZg}6TeHy*@P%Xt6jw}jWXS#tJDk_ zU?^Qzg&Y6M3ye?v$wIUiZhE;2YrZtVc~)+$Ypj5vn+riShnS6>fyP#HsebdxB{|vs z!k7poIwzwNLUuhyXWgcUq2cSCg;Is+A6)rBCHwAH&h#5YJJQgllRzKR^+ikcq1$xkb(WOXCb4D zGq<|R?|QmCC-|1(bDwQhIY3Pw>KV7KWKp)Gsdb~8^NfX9BGUi6ydX$?-tVd=?Nr&w#;Ksv(h_?ZzskI(y0U`ugEKc={@Y6m;17NAv(d^hB+0x!d`42AxU0Chqrl{~ z#es&%4-z)*Rz{i|g(rb3|x4B#iQW>Adt>2tOOV#%$yEHsZ*j0ZzeuYhVCU>nF0 zdO59MSZFlly7PKpTt&PUm7oGM3qOuw>vd1{)MWopwVr@Le+@6Qdr-|zb582i5loJM zEUyPDQBvyWITe$9!-~waP?&N<+nyD;*5&0O`|UQ@aDC2p zFk(bKYBjD+T}RQXswqa5W+?H?O2_Sgi31VCkPjQ)bZ5fjgWBs<5%PYxtit@~IWZ8~gU zVos5n=3lnYcYu3%rLArC9Q|pWAq%6xj_P`UWVL84)#t)X=&_H~7jCI8?}zCg$xaT| z<$Aan4REac9UA%^JIUEY)0^KT9Qohw%LD2N-lS}!tbCff{ugCFx z{UpDDNd%PRdgi~+ayV9{Kdd0gF{*~4#rFYn(8oSk*ISs-J4r+A^D`{VPT!Wt5tK3i z53;$H71SGx)!Wi=dN=2$C~*{J;C;RwIO`=g&+7|E(*5VcqCYtr)QTGi>fi+r({U~> zah*4v*kaPe_U*4L`O)}0zj@OUSfOLXY9gi>G;esG08~uTTd+6kZ++H(lawYLs`&*S zK_Lrp+HlyPFlKI77`HMTIj;sIVT&>7?h8Xoc#CnZ>P%}_Pi{86w?DFV*Ji0>+js#t zjt+`&CH9A~lTN24%p~cvbk=%S{A;zS9W3^wDN22#G3DQ1@1HvI{;n**{CI8kx?pph zr*%bDh>j7&@d-$QtOZU{#DfrkV~6L_uvVvhoKeGGkNFL-F2K%p{pgoI-CUKwZG*kU z!f3;Nz_pavrIrVM5n7v5Rn{&w2lHXk8P^D=%QgRXbTSb;)Bd<%WI_)h3@O!@xRqxn zDQdp%aNF#7J}w7}z08KkIAidPDjjxuZ7FAhu&TD17z-rhswzes8hF>8S`v^i`FMac zFr5mVKlx%kW&de}bH}iS|7Pg5{QIFV)$>}r9_GJsXu5JVVP0b9iO^|I_7T6Q_z{14 zhoZJJ&-?L=U)Jp-Yc~fk;{CmjcaUvd_?FhtSw8>NHT5A-@)UFK>EwwM&M*$up7fs zL{S){s^#c@REAy77=M$HUsT@MVn@rn5)%IIx@HpvjTpwjQaBk4O0H&@I?IQX{rZ9YC=Uk zp_%&Pb}aSiwYg2wM6A*cKVXqr5eAI{(Y6ZG5{g8hdfp$)B#jF{0hQYXXVf>FFi%RD z>HUf7De0BJ6>ccx1EBL~uI9hjvtwUiaMZhxD;pDtQTa}peO7PJt4NGK%aI2Y zETl4v0KNc544wnwiAgF2#Ge`qbpaCEdgIo0SA&?;(QM+{2jR*7%JC1y`sniN(`w8V zA*A$OxOh7}yn-+7kjjm?`H3V(cU0iAc8Ku`oZ?0ZGsJmF3PN5G*0Yq7Y)DtILhk?= z8g^}m)UmkSvdj>=z`T3C*9DlILe77TLhJA?5gzW5LgIw|P!%g!H2TzFpYukbGKp{w z=4Zfy4TVx#UMA1PixT$66hm3<;6@H>-u%OLlDWTUUph_;0r5V&2>_X?qS7pk>O^Ot z4XE*9ScDJ%GqvF|={S#$6p#NDKzc%^cd;aQKU>hW>pHs^dVL3Cea{35KdcGzI%|0+ zdFfN!Ls3soTXtjDZ2#yTvgT?h{dXg!gVlnU&rdZT5%k}T1$+BLQ>K#0Ssj6O>QGp2 z_j0yb3WdRo;Syq6o*z*6en0?Pv+|p=fhwW;55;{JiYv@er17-oO;4`_J=bi054lrB z9I}=z22uZ8G{^gnhj*w@4#yayzj(FFtGcN&anKl}C*&Pi#+L<6!3wCvfbhqjDhKblW29>%<4=%_gvgY7)FDbRA0OKj4PltkYNF~ z{jErp)r2WM2g0a9XYePnNd&>gc{O^75ou)u^t=RxbO;xesR*a9Q?2oTqJGfKa(HH< zI&d4|+uMtMH-aJ`7FbZz2#gB`Puhd*S<8&drsUaM$uCH@i-Z^ZfrIWN;FQU69Hrws zZ@?r%AcX#OW>^F1U1px`a}WIJUi&NN%-+hXdMH=l5X17?F^jxn1cL9m5K%wXd&dbp zWHLM4EH=5St4iM!CIaH`e-F`>Lsz1=zm{*8LHdpu68*qXE@T&)z_bb({SWGK$a6^> zmx-@@XYAjvlZ#WCf=Vq$648%XB#b-cg|*Nni3J=PM=}0OptgMkyl`zAJDFk$n?XbW z0}7!(>vnpdt*Xa&)GqdlmRFR3`+5b{^~I~{Est4@c2dwps700?m-JjwpeiyqO~4O= z%B2tflwh}JaV=9Ln6>VUQCN*3ga+1Hf-9Gpn3M%|o>7T@R3xGJ$q;+S;1~vZIV+^x zx9Z=P$)CW!_-BpzoIa{!x&2>iQkU&9>z?V{#IP`Oi~znJxLf+f)b%; zTZGNbnUFU^GwZ!EeanL9!LXvTGo+mIYsC3<2ipo*K zby2xMQlwvh6JCsRV+B`p?1({;EQPaQ+AfrbI_ZU)a?*oE4(lOF9qhxRv9@Eah z3Ar9`)4kF9Gp5F7x5cFe;J)UYR4jjfeh%(~ad!V9{2=**t_3gA-`XWTYNUp`r-S+= z<5ti}yLT!NCZm8-`yw(prsEgZk)>6plO2>@hl2i@wkN~q5Ewrji(2hp0Y9lL1Q>5m ztfmY#$)92~IB=L`V}~r?eM@h!;0E=zv)X!A7VY$&N13hk$QZVqOzKU$7cgqqf_G*GVF>lNiLVXEg zS!Q*=>GuK9RWJUNkPPSg>f%!HW7;$c#)jZwIi*?;siJUAl&C%hM$N7-pd6s+ zJn_U1)HtRV52BJ48K@(boAkW!^GOiZr6S?|sLfNU{%HYE-=h4)#6niQ2CQid(Wo&N6EBz$P6ZfaGnfd$$Nj$XN zNrhM1zsee|VU0`$fmjUM*=S-2CvbrQCmd3r=?~B`;jxu+dI_pf&j_p?0L`4K z3Fr<{IuTS#|_@C*|D)mTvO1i(W7(=%&%*wPkK8uL)1b~!mYMYQz#MttyJQGN_GCmCBdOhV%=~Tz#b1lA(R=2f zqfJYcKjuKeT$QgqiPe}22kS#uk;nL12^!%9pqg-Rz-n#0t@bE$fvN{BxHl=J^1WHB zkUD8a-wEv+u9jy^EPJvjz$k>_O74D`lVKGz!7lA%?y0dn`&#Ym#&~F)3B=!Ns?GRzf#z5 zQN@z1L9NpsH=Bq-qp2N31e+4nCP77GX@a+xeOtMGKxuqox>g=Met>Gooz=;)QQ7LS zCV=Oen*4&C!f@vw!Kj_4m9h8?ss5OJx?i>y+S`U4{C(1K5}fy>J7E;J(|l*jvxk(lRa@yT;M3mbbAvF6!XFYw#NEE%X14TavB38Qso0M<(ZiMO$%=M zq|v<)L&8Q7SE66h<^&biyp`p2Xqh=kBX|`7RIaFscPCy4fmN{NVf6EV>NxATxS)JZ zzx@)u8HC|eO3BkkA$dZ%Al9`e+ipV7o0=MTEw-NcR zfC)b)`|KMZMrnC99M8)azqhqN7hlG;0=pY0ZY2V7 zzJ028ce=n(DQEbk@D2MgZ?|FTZ-?Q6aW*Z#Pj@J8B4J|?$EMQK<;Kf}p6>v*P|Nc% zm%bmARWDRoce*(BC#%}n;AvS?j>f|nP(=Nbo*Qu)wMi}lr%$g{tXSV&?}S8_ampbC z?8(|J&DU;imq~>z-n+u2udBvUOz|ky$T>UM616I-%z*Y zx0J{zo=)qhHhf>sL{?_s{#y!(NRa@h-|>hcOuP~6!L&VaT5eD|C8y(=y-PNC$Bp~1 zuw2lxFwEYQmi{g|3)IcV{Vaiv@Ewv2=Al#i&3Z7>qlaS3FUMRjNjpwblK=0zUWg|R zu1U8SeG6`K8tF;Qg_9BYQ6cJo0fCcb_+Lf(Rt^=($gxC`O27VOKSDBigzOgpMrRmS zOeOHC;bLo5Eh044;iS52OC{UChUO{Qt-N|~p%}x?4`6V=fk;85VvE<)hXY_#uDV(T z(a(a0^5RdLX}>~dRyH<(%ibpP{ZsK*f$s-Ad}Qz_n5(tiLzJ>gEHwuIRZGfsxvaD= zZHmX}T1ktVtOWlU8U!OrJWNTl3&wP)Q>=Z01~YAV9Gr1&W^w@|>ST%X%F5cj?g>ZHlI!>+Cg@Pt>$bS7F4Ck!eq zY$_#2-91!&xe&=)09*SJP^VoCb$>x-9pn_R?Aej=5Ct8faTkKg&=w?4U3LoFMix%c0YJn)}8210S!h(OW^a{Vw~g z!QoXX0xBP#82au|OjK$w6C8U4OhXZ|+4<$aYHyE$QEc}(wWY>*+_R@|o+_UBD*dEn z7k%;JC|=-{N&8ybA&7mnGNj!QQJ;oyUxiW%AZ7mdsIlgb(2}`V555V@Ne!Gt`nIT} zg#(qi2IN_yGQPU6I^Ywfr;JxcaRj$M%qX$*S>C9x^mG z{v~s-EZklM`@48>MumE3XCsd5888V5`n$-r;STj%=-K?XWCoL3VF#Ulqd&ct^V9Kz z>_Tl`ubU)_k{qD_LgGa{>`H&hq^D;SF-+m>?^t-CqJ;h--cGKHuLMhW*sos$heF%?h zK`rUiu+*or-66!$J*ePS1=v2UmWX)h5dQQ3mDL&esEgN#&;2dH{!`&9Jo(1Jw8Y>% z#)01*(a_kutt>(X(Jn5%AFx)~PlIuUu*q70cX=rFzjYek(_Qk-PFxYzSFVOW;TPGn zbw_Ph-g6u?piPq{9i`)fuI!qlbzcx4$yV?cWxCrC-ocz3xnBt?b|~jZ+85#D*^3uL zckjIaX(jA{5J-)!#ML`lyP;@2nI-&z{;BL%5v-B)y<|sN(QFq`7Jw4iINsxuR;Pnl zd^T9l9G#DlbIpyA)MG$he87<~lV|3bU0tai`2A~Y-Rqn}>GbGSe4euhPRTzW%2n1& z_eHL{{dT{d%dYDtc2u6K%F5e5pEI@2pJq>UhU`oKTTr|I+IShWx`ue*7Ywu{Ua!Wgxw*P@e%7_PHk!>#+a50D`swB;s4JWIvNeSO|aO=R(+4?V%$e1xU@v$1+PxzL__xLPA{naO0S<;e!6*Y1?5m4{EJS@M zB;i&-Pdss^JbzoU&v8Q^st|ImAFk&qo=7jE2Rb>FU5< zjo4#oU%=2xkcCL_e=MB^TU71a^%=Swq+{rk?(U&O=^VO4B&3_6Lqt$Ox;vx=>FyF~ zP>}A1dG`H(-)}I-KK5Muyw#JqH61R;YDO9T|e)v7!xL~zhiu!$>0&95a7yCNFr7E+zxdo)Y zc|yM@oM8jokKVnE&*;A4`^mjpDWMAK#xQLn%zn?h-<1`4GxPNhGY1*M>xRE)#as{G z7lDw&ykB<`ILW*s{c!Nt#rL~1H{TXs7i{$0et2WZ{8ksQXj+fUNIHWAkFqDc7J*zT zJ9P6?c~!Pxzzwkf5`rf#NgIAAo(X7Rba`@&{kDH=ir%e`<1GD_q=s=sp01q)7;(EE zgIuJwLo>;7S&Up%ZLRDcw@^-zr~sg9CSWN41n{qkIlVLgsL)87~CQ62bnf z2Zs7vV_IBehh$8PDD5W(;kw_d#G>ERua3D!x&+d3Lx*LmLdfr!*;Jce*iHsXMse!a zPm*udE*DGv&_b_L6GyfRtO7&t)In@vDgsBHAc_OIwi$3Kn<^2n!Z5AA6no}6z|=*b z=(YI;n7js)sIgEyt?uW(y&%hdZ-VG~dox#&R>poSy5N3@M&Ggjwv^-_^4xeE-#Gbm zH%H3$;lo}|OrI`b@eFDR;wt#@2CFu1SB;9@*&)tdOg(LYUrOTFa)Lr)g z7ra>UrSIr1HZc(g3J0Y8dCba^GkoXA%pj$pkU&#Yv*SL+TUOE-C?UiA%wm-BSW2gY zw~Ze&^|53?UQrU*T1cKA^k^ zh~dFLbU)wxh5@8c6vQN!-1mftF}|xG_DnAKBK8T9dET6N_Y&R{LZq5#Pb6#c1+Qzq z(x+LkS>n$7c<{@-F|W5`YHZ|TS)vup8a8zPV)At;i3%rx0L<^+bxkTZB+lsXM0l8y zhRFntD|x9b6DWZ|DRmOQSW5nK!#pB2NpPl^nO|H%)q-RnVq%GwHw4()3SQudb+l)2 znJmuCB#lmR5-z`NfKQ-g`KlXQ7cGj@_dI&l%{GCu*WvSEuHIs|WUrbOYx1{t!xSS8 zIGpjD@96lwSIA4N4cn*`L+Dc@m5;(7x|Ger2K zOViA9*X_#Vu2wMNuggz@3mzCL*N=BQ$^St<+kkyI44nbVLk>ta6xRk{SNi3qLX%BG zmn5b@cV`9|5ZNytc?7SWo9_nS6ko z`)_QZEi>_W09~-3fK-ck$kPsOEc!UDU3C5#;NB9F>6O+ABtc0nTx3NlLToBS>N(E9(=>|~06#@O*^@X+Oz=b%)_*adod0?I- z7fTg6dUbE2QLmWt9<>o8A;z$Yt2(4)#O7@LhNyC6xPrknneTc)DJ@Ta_F)7$A5=Pi zEI{=-4*V$_LIt>(eLIe-sO<_`0OheOV{s9|jWq4`um?K9KOZyoq$t^IH#b-E#&e|t zAF%;!!-jU~A_9bc|KRAPOX-IXeiSJ<0irN>yp(@h{IsxVhZ^-`D9v;T5c8 z+6ttHj*AH6Z>$|#%x>>`Uv;EzJ_6>vUa1;)V0X$A{v7KOs1(zmyngehgkpp-^8|3| zpwT{IU{Cf~;l}b)Q8$sKrm?;-8KC>D9=C7#ZMuHpf%XFUbJUz)wCf&7vmNI(M%LxE ze~~_DXuW$KkLo3j)#|d3flh-9>36F?ALO^6lmIBSQthY8E!lkJzrB6l2iIL8Ve`@5 zz_;VMdvoM%@od$%_C2sScTJpusX7o_*|MMQpbdK8evj}!8@3pNuD@x=6<1mi0(-~c zS@hSxpX4GAd({pDOWUP zI}D8)7LLT_S}lL$p#5_Tpui)%>aHn46=R>0xEu$nFYy*w^oV#g-Pei20{>Q1RJGf^ zn5ecl{B5HE$)YX7g-j+wQ})AeUv*w>$JbqXIL|Av$iyRw?2!#xCNC=S*bHD*>bg9n zIE2I$x3pWIC|Wddr@~48%;{Wa;Qz~?Df^5bHXA#iq^!xF%LkSu@fJllr)@yI$?f2- zLGw8W%w>VsD+`HJBluSlPb)3F2Q4{% z128rxTh7L}kar_uIxle^moCKv96l?KrCSpZFSp%OZR0L?(*BB7ZiO)16_Jd|6HT7h z6n$KaiXZjC7}uVoCuFCub=H{#y>d)Nq(kUSX-Qrvp1Bpa`-33M?(^Je#$? zYairMMPW6k)K$<3zcBV;>$EMI3dcdj%#yBS!~X{dh{tG$wBN&9UYapUmMQWGtWg*V zfFUiH6&HaJC48IJ6EjM+pW7nvB?{P7Z{?tzGAOODuO>`X5xZid-%mGVIOD5YQKfgp^XVH#so;1!KqRHy_VJAXcE7@M5LSfvXBUF7!B2eca+ z%5CPzx3cND_FyT>{DD(hm(ov-p zT}`-)uK(})qHR^-*MOIzKs3sL7$m}5JG9W;cl@G;BBquDknr zfu=*YD6MW{h)VJM=7EvtmE5AjD|9&sMvs#?5DP7s_dvxDS_PI~sd#l)5lryg)k`hu z>)kmZ>|EWlA&1^w+*MuDP=R_K!4=y-H_S9-1x$+>!yJIKdr11(^FMzIztdZ_0B2ui zmQ?C(!+4ku@zTqC@F_X0vH`qaT576@@oJ@`{W?+C^iR3W$-seVJaHx4uAU z(A%jj$wxqU+GfF(v>BN#F56asPQ5ud5tM>D5~dhp?+Yq~SweUMmd*GX`SnuZ?rcHJt|)jwTx2_a!EzoQBi0bEXCc z$@bxL#227I53^WxDd*L>-(O6Oc@(+gvA8?&lR3muqXr2@?PfaY4)d3Rp0vMPq88o@ zdLhq;7U%D_sBP@%8*H9^DKrVOX?NFMq@4lhXJe_xS3buvjE~HkRkiL1W^3d$8v1RL zcj&Xy(Zn+4a;HCAhcxi+HSe34o=C$&AOZB0pp}l4hil>=aKs|Irk}dGDu5(gk}R58 z`jX|c|Jh>l%>#$ZYg@A0qTs1mRFC!9-!BFYt<)7iapSDNYd0unJ}FXle|xHsdHF1+ z%NU=RoF~yispby;tFyg}LOJJU% zfK=IFJuUP_NkBbQ;+!ak3c31R_;1(!nLOUcWpcoJptV#Pie8<21&1Qp#J4ODKi%M5 zbq!Zn6Z=PC9Vr#`(9}5f6f!-pd_;6pTZiSL_31MeN8zXG`(mQm&_H`S^d36LVVfU! z1KhpjtuO6|d1(Ugu7*d|Q7H9^KR9qTf5n*)G_)LNC0q>$rD(J)Z?_gEOP%x+`D9DR zhhxLm^Fu=I23Th5Qqb!i=wuAr8`s7q-!=_#X-+5LCwKMBWy}p2A|F0M8b!f|F#AygE)nW7?YKpMwA`^u5?{i#Mj=VK-f7Ak21c_wymsb1i z;6cFc#tX>348ODuhk9Oisu+05D9_X6A5eCbCCCg45eub2T6oFARVG!`ZJq?5@edMqhG$P-F^u;7%8O+n%B|L zz~MyA;5u?A*vVw8BRt_cX=>Z$p1Nyr`fyJM^v`j)INYs*}gMUn%0(w`LVf8o^*&9>Adncryea-mWu=FO?|v>ZA9 z@knFS@A=r5EH(RU(Ur|ocNC>?06Vu1S;71I`n2&H*LcoXaL;+f+*qW6! z?LIG^_n*!D9eoX^*h;gpu>z{cFyoE1v?u&JH!{ka3#-3Z*ll#(=1RF9)B+#VZ%=nD zkZt5B`2g;ENS(Y2b3tA?boZ*db9`7M9+|oO@jH& z3ZvDBf#U0=$nkrgtIb)4YjR9!OUys$k#a%XtfSSv#JLiDCUlrh6GFf94rnKdx?FXO zwx9o7%n_61Ee9eP*)y~hN$xYBQ$pG%UM}4K8eRObh|X7h9c8c|($qB{-a5i?SEp#% z_~ULie&gY$h36spg91oVq3tNvg%oX4Y&?n~S%Uao+%a|avV!lCFjy@=T7`5Ft)MO7 zxQ({a)v@jBoF%uS(ygqjiqIO#yO`)`BkgIJam+aLo{8LJ4DPQm(u)jolK+Hgrw}9~IKdPeg9K+_V5ebVXHLdJM>d zXc<1MnGxQw4Fni!RcMKE&s z7?f7IIQ=12r~$%8#Wbi)xFyWYj;##bUH!h?jf0<>W4QyTZ+I)ehz7uE}-S-p}TmWoR>%lR{TL?XuZ*AG>PWiIP|GIl?9P234K4;pwRSB4%X7EC;PD|m{GtLUF-j_D-eSE@3Lx3<770}th z`D<05un!dj{&O3fHM3($xwf_7Z-aaA&W`|E^%7_{2{(2j&BwprCEC9hxv?cdH%>mP4-$8_1fCjMF<4O8R`R_^-4t=L4!xu?_4 zWrRua)qRfWFD=;`iH?PPmYj&4AZFi2{RWiYuu8w@@;q7D;Q?uvB)SPvKqZ%sILe^H zwxI9QGK{-?&#ro+kS#r|kuRw~nQ}T)9Fl<&DYiz`9 zAim{SaZXT68AZnYev25~u>R7jUGc?Y{L^gAo!me=nLmT=NG<#gIB)zW-wciPTZR2+ z^$qSnx~w(3EHf!%uOS#FcYm4ISi-V1G^7QUJD~Il9@(b?;rt=bxD{ojUi#$ z<&_O2-d>N+!L`~pBq2-|&#b${(9vQa(+OBnl^ z$ahBt7Mi~KNHa0Fmtvhp(lWIg^y8_R+nv`fP|XW#Fi=3c-(7E5ukR6M8=p*-%)Oo- z26=YHdqZ|#Sg2b0GOEiqL9{;igi=I1>32BnOV4IMXHg8wEM? zf9|52&t3bFQ!!Cc*&pQ=R|b`t>fD+{H$4?1Vm{i@oa)BW8zg4$fH22vwkY=~{IS{GmC zbYhy}G-h~Y)b*N=qR(WG3I zelO(Sx`q1ZPajGDn(#Oy>I8-E67mFL{mv&2{a%$jKoO4Jwq284bKsmEdwAvA-fwcY zRTmqf?e1myZ@)0Ko_3Vqc$~Wb^blNRsqnsHU&nFa&|9!>{ z(A=4;dqWGzhR!u@sO6RDcYjnkRFOa2faKEdVh_53I9vD&X#=C;%w+%1xWglb;f|ou z-SSsv@6Lf4Q7^0f$?}{JYVDe0(Ai_G%Rr)`U@0K)+E`e5X(0TJ$xMt`M)q@hjDX;k z6*@eLP?Idj0VWq7;|FfOsTLkcFozAu8P1Zcdy;tLT(h%R{L6Jf0O>>+zO&&XB>g-f z?XyirL&glolx)&eC4)vxMbCoHB&It_%6D*98nSIYw+Kr~3+tf&q~*n?aPp{nv9N1f zSmGBsQe~zw10(9souu)5WG@8lrehQ$`CA;wpJSPdM0bHt*cU$UIA6A61>)dhHJDQ) zx=~LY`UxpJRbNn4G~UHg>UDf&s8MZDZx!6)Wnf(gKmq*9Jm9W= zZ6zYCo>&X)bld?KDl9o(C!+f;K=T!SFFUPygv@HI*<7GkV<{f?2SXN*R>=}mcL ze>ky15%ZT4dbzVbU|%cahqov#xAbg0MU3cTc?1RAHd5E~Z~imMG*37~j95le90-_@ zF7Tuhe_QoNy)rj7Sn`+^}ln%*|G zv_S7*fu(GUN}N(VJ#yK$F&hcAEuskqk~kQ1WKT)aW$P;F-i!p#Q!<#yUa?B#BUmopDH^F^qQ&sYUX z0nEpf7071GK_Q_bLoSi{f!(fcSVnUpqcxUmIZO`8ZsfBzEnNdH$q!7LeMxGO=8i~q zG>pr<*}VF>2Yo57Zg;wuE7bQT z%dnj~Fw$e*n}4C`8jrDQVc}7+@*+BYnqGQ2P!9l1;MR0oMn-gAyV=@##hREavvFT zK4gf++WGf)t0R{=%OKNhcJ2P$M$jEmiHXdrInli167qKy6Ji!R!m%4!TtfTm`kg!% znZUA(3Dt2(Y^YhV?uEa$^I^25``I;ec8gZ-RJu;TQL0I?CHybPuD>DK2SM==o5}mV z5bwXZ{5pe%Ys0$;Lid9O8Zk3G^AYVUfKlji_Eq=$v-}tyFB50y)G6r#Bzz1R&mN#X z4aI`^32mI~$?jJU(qUlTlgm_voqc+|B;|4q_D)+%+ zd>;fGnprpV@Qq0*aZ4d#5anF4ZLQpHlqY8@!M~%U z=w3W%*6vauX;3t^@cdFDmFVclBr={uG%&VKbplRqzdSFj-H7Ns%*v(uYgr_U=o2aE-0XM{&ghni!Z!(+?_N#`K0c@qyI* zguBm})Rh5?-k05D!$bcPiIhHyD6pHs%$cF)X`5P*Yu(@CE3zgHi)l^~6~800cv2~n zeHYtw3WpLX1m$9lGSQvuL3l}y^r(MqZ+-{_3(O1mEQXxi@71(EU5KBykBOFM327%- zRasXvi+G`f8}97U*}sh$R3T8GWCMoV%^oBwe(YONZZ2uPgEC^U)>I9E%p4i`?9#aQ zolH+#D!KW)_OX*$(u`MJU!4up+_F zLg1;Bcm)Z{rN0sUgjjTw9f``H@n@hB#8A}mtO`|8Ut$xn@+C^{vwKsB(N4a-Hq}Z~Hzx@QW^lD;Gml3BAa7`VEsu3hex^OD=Pc}EV$jgs@ zF=rxwkL$QkiqajaoJ50RSYT=-W~TPwEFh8wg&OnyrG!4C{j`SrAI*-v?gG~7+GBD= zi`Q@GFRlBi2sTT5;?52PoweU=&uax8oG~Piztxu$UV@@HquvaZB}E_ZAJNHs0sEK# z#J-ZR?x zpX0pPrrJvTg-cU`0krQV4K`2q_8#*5HPI{t3b!_+h$Oms;R;7iNmx0f2noLsbmMU8uwh zUcB%M3zY24;MmGqTE%Y^=MsvSW5_A#G02i>CZpeT@csBGdR1`-vZ;$MQL?tqw1>XmYH=h0iitVX_<=jW6pnPy?zFh7i+4ZcMml~GX<1$b({hYur zW78WT46}8j`SryMMvWg%H@}$u;O>*GQm9bEJJ? zrhw|k?FRb*veG5Cujq|N`i&OS_Vd4@5O}QgI_$uago_}yxg~HWRQtLcCmXr$Jy4|@ z&$PB?27PaW8s%SN%<92zY`iE(@_g2p+zM<7|BnB1JYFFslL^B~fDP(<+Y$+dRJ4-r zB5lqBJ<|{WG4aaqLX+ix>Yja=b>O79u^ak=T%|%l3ZK4Ud$fY7UH^Fy{#4uq14Y@p zV*SoopTy(yppI8ZJn5E8=WAWYxIq!_fe_G@Ks_x>s*n+)aJ{{a5g7!+v(KwL2pbDS8o?y0~=UaL5A&eB)<(Qob}! z!C@2zN$wFIJ=HkDd}V<^tT?)v^d5EGlr=$JfBhH3_xb!eLOLH^xqWA}#-Q!1GHA(jn=a9(<9#2CyZ8thymezcXy8Lmfh^(vm z77_=X(ue-(I}uId*Q*nA_1+BvJ@Mp1cxo`|?I z>R##G&76g4La(?@ThIOjS2ngbjjD3>31h>^(>nt13X0W;ZqOb=C#&o0k!u%A@0G%izFE021L>Nbh+xXjf#O zzma{%MS9W=e?f;Q(@0X->dPa2o)3+p5SBCJRszv@p6E9LMz4 zK9GfG%s`O8w`%Fl?gZmMcSXPg{yb(ibHN;B;*$I1VC zwtk5pFE9Km=FWqqv-u!GwNC(p(<)(a9;;R~CyI!HUqn-!Vy;H*g6Ns?RwWWQP?aTl zU1{-*S&VTO=V<0(1|oZJ8&yV|cE@2N<7$SgRn(ng*qRO|mMwN}!djurn#5=`Pp=DH zZuQ|S3#R*I!odrbR(ReJCm?rAN5g>M-@`TEdGjW_6ft-2D@9Ok=7qWDhGXXKhfdf1 zXmUs=Fb!FLu6s#+!KwrsyQpEx2p{2wQOE!uiU%OvaQ2yocI;X4l&X)ke(|JZO3J|W zKBq8A5_QO|%ZX$%Hi`*sys)$Yss|}a3yjgftN4@1YolYH5uT?)1CpL0D>##rh#$G> ze(ar2VgTFH)_b+dLz6 zj}b-4G1_y%w;YoYSMIw$Gx8ilG9j17E`D_i^$#*_nT>)zyRdLxdtZYQJ-HHOyUrgD z$s)qr)aBX~DBhq`A5)Y4U2$5ustvp!3z%5LI#8e9gR=R062>oKlC-7HUVf?#v<0?! zp>Ak9Qd7YTA7T+|$;f0wUM|1!X27mJvu4nOpY!3NzHzh4*bZIm+VT3MS?R$TOtsv_ z&9l5u%I@I8LN-h(1|fLKDBav|TeG7OwqSQKWx=70{9Uo=YCd)_*F{wKV#}J(S6mcr zCpEY-GMc(Jy z@5>?>70p$dH#!|;e4K)RgNq))`s#5HLhd&*rYcH2W*2^82qVNweuE$FrS2k0D<}xa z;QwY}??M?ubuQpU;G+^~W39$Wv4XvPDTSmmgT^eoMIx0x=;sl?;Sg5Y@N!5^vfH(N zu8_rMmx#LyC5sR+!ba(N%_dT(Oc*{wL8>>9D}Ne#F7k|Op&s7pwl#BV+QK7#5BsF6`y@IFUiX_SSb zr@`}k*yh*X2*)IG*z^b=_z8(Zjus*)tz%}4C%eSYIM4=UQ>*w*R!*o5JfxYX4 zA5i)*8cElS^!V4Un@#*YxG9RdJTM4nQsSmWR3y&hU@rxIw2NqXx<^2sKXR%zvI9pY zdsf>jiTc9Mfh&TFIfD7XcEmJMqXfQh)(r6$^la|m#WeGxKE63fNEQXsZNw8<5X{gB z@f&{nh%eA%NfSU!+Mp8NH(r*Jvase67%$@$ixTj+=HzvD;{w>J=qpyt8*7zH`7)yU zWTE+`pT~oRD9R*NjQ~>nvF-(mvjd`Yo>7S0X@wpz^%f4I z{|2lb=WT$`boY&BO-*GKs)K$eqKk90bgawjdHK8{Hii-Jhs0?)E0Xn-)IudW0(7LH z9D2fR(rRoRFh0LLE+kgwuIv?x-@mP&Ois*jr&ifTjFN0Rx%h#+=krp9OgKdm1ZwT# zBOf79r^kmBzu&F)mS2zAd-5m#&v9zsRgmPn>b+XLZ~nUadko~+2)|P1vTczOhZ283 z6%lEzdfrgk4Q|}!!%>$yEeV!p7J!nmuMD-f{Psa5d}XE`C0W0qZ7WpuAwl(~&9XXF z2qSnC&R=C`2IW5Ov(bj*XA;mH>4+WNh7nP74%`1>lqs4&XX*)XpwYd++9VeayWPy(qm-EMd8EKk3`^RF2hL8n}lQ zpXz5t^Ue|fQJL@<7=7=7Z&`DFd3kfSMsF$=hyRH{Qq@M+9C~~#b(@g(&cV|F&8@I-aB(T3@keBXhkhDKp zM-2)cNQV0JKrNj@ixI-Z$WkSGV%ZFnL~?Pr-8tLm1dvAaE!MbYWN+G4;q{DDl=dT_!(@cl0*SB%1FzWd|M(xv^E8qr zp(E>1{ZUobqrn#-byd13hF6zqB#`$8mVH)ek4DckIVgI+hQxM9x_@b1c2{9jP{W*M zmH)o{#6`>3zLbogCFnYQc)AQDvb0gyj8tz)b@YzFWfp+Aj`2rAu;7+I5+r5T+|)w2-4kzxq>aRM&; z9Is(l`rbu5$Xx9(4}TiRCaTO4mI57M<9H;1CzXj0Ad)YAIrvg>M)`Mf5|F`8nGy0FU8~HgJRd4+pg1IC8k~k%&Z+hYLEtJ9-Cs4Qu26&T&ek_m?C#FVJ zZg2Q~Kd4vQmO0d+eoj-II^^jb_>L+1YO!ob5Nm@R#o|JW(B#d+rq8~qL}nIuHM+)6 zd~XHR{7LasQ&WOLP_~zoD=E80g?IQClBw^rH>+i29S0RX=ansJw4mE2R?%=lqfaw& z_IyCun{CCr{xVfjMkkn!GUSb4-mhcAf+7R8xGH7N1QNBNa_S>^O$}$GA*LB+5SNPx zlk(V^bsmxtQFc!GQTmk@?-aOEHvjC;Y|N2^rGuI+%kt(oxHVKieq?%IlFEMQLa4}*x zFm!5zv}tJR!?G;7wpV$SfyiFS(;x1TFqN?TniIDR4%PKsjEPwOj5^%$FB2`xPnp)q zS%S_&E)MA2X}OpK==muretj+2>!k}7_LDqWF22dF-xHPG0|94RKJpBn`yEuxOKlFa zYoXMeCj|!gdvO{6XU5ld(N?25r#k3zxc_;a}PpzdfPAx<(K6j`m;ZXze}wdjCYR zNJSm1oE@CV99^b&vS zOu*2YW~L}xZaz7oQSUilrQck4kvRj}S{zS;+!oss; zdG%l06J##(jZL-UoqikUAAbRaQHz53&Zt^`-K!j~zpnV_&^6hzDmJDrZ}UdjC*t(G zZTvo(n>JlV-O!%2)02ayj0ZdYt(eG3v@&NL?`w+c&voQU>19O!;NpeaqvhHNhFF&t zR2x2zuG3jj*U9)l^aU5i`lI&6q179jhH#)^`AHgnDP5ZV4l`FJVdnb%Z3=ET!M%X3 z4jJ3fE9O*%uLeenYtp7LuU|md-rn*~Qguz$fsDJ!RglD^j&yHK808sox7qM~q;3^6 zO}`bA#FXOk#2G`w)7^eYArY^QIu%|dE6Eh+erQ~r3nsh!vMU>e<3Fq44uSJ<7OO{i zqw~&6Ctw#`(+=bnCs3-2m~skHq2+0x2a>aItA5$!P%1jY?eX_j*Lx;f?AAZ{56}hW z=zAjh%eo`o9qR12g1$xo_>2#Qe!F?i>nJCF;{iot+0{(K5*YE`3NRkRlmq~QVf}#p#Ytzdj*q>*-RfCV&PCptF zx)#MV3eY0)8QKUIy-xo&WBhO%J@_w3M1nk{tW}OJSdd+53X{L}l=?UaWJFk)_)s=) zV6ddWv>3P3qy0W-mfz>1lD4i+>|)detJaUi}!-`mmhb4Vr4`%ENCK#gqJW#{_FdX7GZsvYPTps?0qB94a^*6lp~ z?tH1yjKZSNG&It=9+(O`=hzGR094meyPoNZ(puS>q&`OD}4|tP<#J89POFWP)5$JnDWa|LE{Y37g8Yoi!wAaf^Dm}P!jikW#esgC*U$6UNlq2L}hgSN|k_{D9)y(|Aoei1{a`mvE1kR#I z=&*JYJ|vLCmAI<=(||BhR`NoO`L{ywp$;7c>p8qXd36Iwpi84`rGe?_HwuKvcvE5Z z#K1)FW7~1NVtK7FpB3;Ap+&ey;Mw6}4n3h*{f$ijO2l$}(l$T=xjcQ_aDE*R<x;GZ|GH!JK!j}7aojl7VEhjyv)Z8vK>fjY@1luM zDgvf04_@HcFYYw|ileNC@+Z5zh zd;ab1Uw<#^+p%|_MRDi)U8pPoggiXDhLK3jNEY5MAgchB?m2P&j?71}6N*4S%a{Gq zD=Jo+)vbz=3j4&a5S^13m0X#)Vy>gX6Kl977XFcYWcyYnh>e5rGvzB$oT+atuIp_{ zVb(*vE0-##$>y~XD~d|(R+?MFk6?JrK0f=+LYB@xv9}!L3liX2GM{_dNu} zU8II^KaISrbN!^rXdm`-~~*p_Ve%k{R~2=Z0I=1qNGQ#x^qjYnc3xjz)%i#6T9m!Q5Kl@Bv8 zh%A!cO|qsES3@DH>-4X}H6$hyF9j2iF$$-iSrCL_gezlSt2;dQ;0qIe27G2cBYBArKEs7E6yTKONkUGO`AZi`sQ618VAT*TxCq*Uy9J zEZHzU=rdOQhJs`r)B)Enpkdq%sPPlI%ZoTOj@m*n&3t!u5rm2nwuE^)1FRN&fCPlI z5RVmpoA>|TOfF<*d0SewpSHTe@33|5Awn1Qnm*?C&!CBC9GA0xA}xos%4oO-_&rs3 zVb>b$sPT3^hU(q$zD}XIxL6bl+2jHxETQ6~Of=OeOreeUm+pbjvkXa6;lIM%bMO`Q z?0WZS3ZXfx{)g27DC#+lNo|v}T(UF||Ih~oWMo)o9%D{`!y(Q>pJ^1Q9!r1F6;0gN zcU!%QMQB$`*vP=Hy&KjU#iA)WvYSgFujupUAF}9fL7pFJ*`?n+*4!1&xHd7OC24+G z@K{+2$ExVvLfy;OYq?vZfT-)!Y$7{wT=_ui*g;fn_%d9R-yWd%kql9Vbdni$*x}q% zMxZ+MiPCU_0mG?AA_F~I=Y){S?fWpKzlfCk{6we5;?Z9tbtuwl(BRrbi`ioV?f-jX z)F9Rl9I2kQ(VpluN55AH3{AUiAEj*!1CZb0%i3qF%%c~CW$p3LhBt06~~;EOh!wr7QeD$ zH-#185x0voYh+$stNrlY3`6T}aCdaK^{j8dkn;FFFM{~z^Cr?0aD>O$#s(bYSNBL2!=~ZT z+5oi`1(WbO2R3xQM@3N?a60$b!b_-T1jyy*TB;i>swp+Z4&No^+@d??;uxsOAb^k_@Q|5LKMMM4F-ufV9koQcs?*NlxirC zZJhMB=cRoNkICqI@8c^NanEmk7~kzPLLWoTo&+q;6Ps7UsD#)G46){VurMD=T3E|d zztM*eaD%<18ZLoY74pJDk8Q6o64p@gM`L+}a9qE;RObJpTh)g3a?ehCrYiYKVTCSe zbt!@Mzme-aP;}HxC|QXfY3txL0Y_no%6T)CzhqQJu!QJx!pt11 zbA-HCgkN`6b#xs57sweYDQH*v^~)0% zcwm206q|;~0Z}$p@XAUq&EB%kdR^51{O2m>rZhJ(H{Lt`eF2GeFyWF$pXdRC`537 zUoU(tWogNR|1~UUvqgsp1KikNK%&c#0OU4U85*?k;xH3Li~3xESQIN!h==|gAA`6U z^xDF5q)WL)mXQZIrtOtRtc)nsX=MPKT?K+s5lp-gH(MTNyK;OddfaGOfe+EnOc&#+ z^*&|PheZ;)NN%>QXc51UF;^Zv^vV4glrnm5rd#lMe=3?ycZ&^6^e9qJWtnW)A$`iW z(=|W*mVsYyhB(XHhbxrCAF-pU%{O54-!w0%vnQ=x3^~E(IaVajtthcNdgRspy!J)Nk)^Ofv2px z(2KNRs}#cKzsOoi=QgNNpthE-F^m68`u>U`(nj;5(E5wIUkukKAJZlL)j?>0i;LuA zK_=IpM0Q^Fr`C5?CGRs|j&&7ORR9k}0y_YcT0Tg*rnkqFXC3u2nk<7-G?^tUe)f? zmSlgoeQ&LhF(W#Mr93&bh=EvaO35rRG2`;Wor*l0@9 z3aWbAUJ6z`C|`ilj@y6RsxSJ1TTmeqAhjEHbh5Hw;ca6!h8+f`l(D#j2)ggH9wTIS16r7ou_(V0t0Tr>#}*Y zppVLwJ19`NQ5bJJXb#|C1*l^G>%>Lmwl_4$c(TaB$jvzZ;?*`nW<}<^@w1H2qYmY% zj1#6QF2aFWd0xV&RbDyC(bcXggr)uIm?{8A35kbKHyDVy4W~js#A(L_denm!rrr;# z+3n3;$hhtEX2U2iD*pAY!OqArIw)F^%KZ9bLRI7Pe)hN9>hG5Ei1AvQGWOeOsDyVA zQS5Xff0P#}^jV0IXp^&3(DtK?#(MxO6b%4io4UFX$8Sj+wqI^lWZzRr?F#Gb$_%&O zJyLz&A|!~sO54#Yuj%Nt@oH+o{e(a^Fpe{e%_K3ziM`C%jCpz6|2@8BVc@7?kQMv^ z4bHT=#clOp%Ez1)zpZacaLTlI_J+|TRCvXRed$vN-a*l%4IKnQm>t6L&l^aAk4nNQ9y4Qg$RYa#7x?K~o?mU>8_TznrhK~?3| z0sp=-w%?(&>*zJA30O^|%rz9}(x|sc3VUta4pXpo-TUfB2tz9g(*70}_fS&7#WLS8 z%~ME*S71hr$2GbCuy2-xwLCY+Ut~LLErMN@2y zphxweHP}YE0GeY!AV%Y7aOdYMA8M#S>OQH`m>iq%6`4=>%^v)JJroIF--Sos2_%{6 zh|zYGEqjTFZ<4wn0##s8oJCz-td0HPHA#ERvB1slb%gIV24ilku|0ri`nD<1r4G*n zH`5GeHxm@w5DPvfkp>cmj+w`tB!(d#1oe-%!8$nnD!1V+krs%2AqXv z{V3fdUT&RRaBw(EbB&1bU!JIgGPk0#fyLaamd5^9Aja9#W4_z3R3MSqRLq1i`OQr&t#}p=U1~gnpL2+_m^c0`nJ|nb2w)RwEZ}pp_NA3g>2KNZM2Nm9 zvolwJW|rWG{s?2>UTHCXFpvdvpvLdMD<J zUo*?3;>(DLUj#5~#c~@Z4b^j=9opd{wHzZ`QofKgqe@+*gIfg19t$nqzh648yH)h` zG|pB%SBqZTJ)=s)B>OFEO<36S4&5n5`;geoDe_(MFq3&{jk=KHe0Tm8{D2Bsz?@AV zx6C>c;5KIK(WM6k_k^MD4`u*oxmbl>>L4|YtOP%>$&gf`%A}A7`K5~k+S{NVraL%c ze=jJ=RJRA5VCyI?EA0UBb=x$3O}k@X0Hosl_==yV5k|7(E2uUC&NT_aDLhl_PGU)B zl#`&V9CiYqZY&OMEUH9N6KF5Dt%XflSvmhv+Ap_t8;wCYK;L8yyxC|NB{pY%R=RWI zl*<9uLa3c;S~(UqNWv-YIdBBAA~z1Ph^=zJ#;pmLTh_o9g)?y0!Z@KK(jk1sxei2y zIMU#due^^h-~kKY*CaA;-82A!wg2D}pu1lJz)ol}?-e!X>q0&a-bUN5EkP=g(N5#3 zZ0ET#Y(3{bKvzE3*-S}sptyUyx}>_CpLqkMN4_TQe4KXsgKvtZT_T(pBj_j!pt_}1 zN!7eIxF%?5$*PIW3Q^-V$yFJuL~QIIy~2Et7r|$~MW%oHb8a}b#Ac~XlCeJ}M7zRP zLKIS8E=w;lOEt$aDseD?N6G3^CSpVs_1!ILfYAJFgB@L3ULu{`0sfGHgC6a#8O){- zxPRmxTVLgBz+vfDqx&vdMV`MYuRE`;i&2#x&M(i%-D>`LaQL>zBFo^XT9r+(tJZ&RHgAvv<^3fJN~$6pvSa(1Pc$d}`M!ZKD9&8F zpB1qV3Ba|rqKsao@P*v`YqGuddo5B}M4m(sqs*4Y){`~W#Kr_f-s4yO`ll=Y__avU zAa-2@lM)2;00XEL)Y2u;XhtR`!3Rr`mQ)%3q_l?2<1li*MqLkN4lGNr3?hUR`2+n@ zZ7KC@Pq_4VvG-jc;SVe&7sW{aPv6HWu&L<%*Zu6|nAM4iv=u|s5U7ksL^eg)`NwT4 zTBrG99P@cL3%K24L(|$oQ&Ur}w=@ObubQLZY&l)Y>LrQOsSQp}Rvt~-nS|~)UOgH* z8ZzvDGTfeWr8zJ;rE6HKkn1iy!I&3bLfzSk|3aMsD`Bq!G9{T3|`6qwD`%|}x<6^CJ#rMa-T6Mwbi z0P7J>*jHcmSLlYX?f57a9=y9CX;N3!06%Lzid;r+f&z8G6aJr!E%zqeBGY3LXrYjkL?!pMFzfp?CxtCh}MmUUoo zKHytJ|II)~2;Ho=ySoYtA-*YTsDSxfCF}uxVgktR=V4BOpn@m6Pq8RohJHqYwC#1% zDli+=h!mkz?!IYCp3@1rDijGn;b2{D_J*cv4Q(KzJO*wpi|>$*Pu{eN7lJ_K_+pX+ zZqsVtC#)Gb@MkwygZf0Yy2J7v&{s)yk&-*%r>c}O@xxi*Z4q(uRbNp zM*5LPL9Th`bmr`3)#U}wCDaO$z`x@Y7zPAzZM}p;0}NNZOI@jwMCsd0p?h%)UOH>5 zfnZK>kVPiuf6rk^bVGhGcf;W`7i%UYK3so|C!4M^0cLjAat+XviR7wz?8tQu=rC-q zE~r=%|Ah$KH_6LdyylN4B}u80=3Nrh;RKcz79MF% zeb%H(qVNS`Sla@|7roZ=qk?npxi-YbO;@nqJ^B*|sEv%|Y!H=` z+`%iQ%DN(GaMY9tNxojKY7G6_{w?=V)u4YT<0MJFpF9`0gFQUN1j7yZLgifo4y`W5 zEY5zamO^+^9I7X69toWsrvFqqA{OL*G7|};PVix=aBL)8zfk_vzKwIly7gwPs~u6s zH#HT)HB9uUq)0ePbu2c!qBHMY-V?!Ko+mK-$6~2OuN1$qlUn@n;*GKBRVJ;rR%wPp zkC}p58jTq}SuhhG^HU#DplJjHl`dkWRT;GFJuW~N@Lsp`h4=q0B!n8jD(w_I=8Zmc zboGr3$by+BaB{vN2UR*#hmtf`@ZT#C;jxArGJIlZL~%h-qbIA` zPP?x%$eqNdLKajPe@^=q^8<)L0zkyTyFgjHtv@MHd5zm50TU9u|A7OKC;o_}*lsCd zQ=Wh-+V2IVOfXFhe+1wE*_Z|t)cMzO63SM3aXAVHi$SpHR0`P>a5O4B#jX4{7|%ZE zaP|Uu=F)Co`Lx$`hB>uWJc=RP)VqhLZ=iF(K9&3}18kwmJ*^(S!*9<)2x+=ncH@T1 z>e@W60$x~wYukp%A4ofpk<@S{`eJT&ioS#cZ5nV+x>!Nq*o}2Ax047As`$yJde-?WXcHj zanZ%)g`0a>_e0E{p{MJzWxd(PL_Q(MeaPVtHlellySBc*!`r2=>EGz>RwZXYbvuQr zK^0S6#FABa?)-WSglk(+G(M&|0kQ(fh!-)H%iysFs{D?-EAsT<)n%%Zra6yMqEpbz zj0SgRT{_cwY^>Z|BR!CD%R?f$5aQoLIF8!u3IS$k!8wcsvd9dc;yj5(vY zfF{)D4Dd*&OpgF51E98qY^70?CuABFm5!cy_m_QIUr8VI>MI1__IX^RJAgnIUwj+= zqGJntAaJLY4O@e2vEIqPDmX(ik6tO7?)+RS{!B5hbk<&+$`iC5RGS7q$jH;MYW}!@Cg$R7AbPh-YWsKqMK~eevOk6C$!Z z+lQGDhmLx+{>LzW&Gftb(yPmPi_NC^4Kb8t5sCz=Bq0)H3b@;7hFurZuqkl3?~R)R zuxzOPqCvt&waR+h)rKZRQiNUvakuPEiz{n29iMn0(mgMicAR!=%5z;@qT03m)9%@etL!?W+9@L#^1?e-7qnL)}HzOFjwYVH^lt) zl8p|f2geic!uK{aZ%A`^fL?hAz|Mb?gEF9%CC{m;mPnS+W`#BnJvW;@T>(#l{$5uv z>yI|;4Nmq@#>X%_6I^;0Ud|%v5clxW2meL1|IbPQh*?$!Z)>%N11r(p7r2fc(i+_M zn0|#j4qZ&|AUy6Rj}j7>PkWy}DI$V}zT%oi7-WB=aIe)=)gR8+6@DTMH4&jH)>qVZ z6F32Yq8xi&adj&9-^1r!cd!=NyG_hYJ#}rTWo9`Zmy63O3_9(GAFt&RbjI+eo)9A& z6T0v$dtufRsIY#5f?h)4j#H1s;Z?y3aXQGwGx{y+CPs~6 z0I!vwEUS{F@s>vv#Vx*n^`uI7S}AkH#&*vv=UDoRB4ihP@3HpXsP*ykGhN^%wkiNC z^&G9%Fi2+4BMW3F^!phKm`QQ;G9ubmQr=uk{N#A}wQhd&iK!AuBNDH$RQe2MDL3?^ zdq9NS)mr#WuMGs`e#DA@kQsn16{ z{aXKessc*IDItB);b}y0p^f#bX$}(~7ST^Jw8fm<+}tmfHQG%_KoZmQx(oOIh;gOX zP){$K^kBC;S;)U_j|WX(e5-s<%IoRU4VdC)0`xw>H@UFm58eRBikFdYb&g-RXlZdn zJL;2jIF*l^4e;6nptBjMaNt1bVACyyQIF11c1CX8 zE55Y?xU-uYNb-rt;8707sHeyc;6MZ--?5zA^}GQ+fsdM1rz4Wree4*#pzrkrwivtG z!3bE~!pV~LTByFkWN`s_ewu=C4Q^XL$NyEF`k;xUDi!tAHm?#u-9$!(x^y%Y6~nlR zkv_LSu3}9(=sh3kV717mxcab;(1Jb@@i{hts*)-pm8>mtLrN7VQ?bF2<#%4zirQS1 zRlKsT^e!9L**YUb#sp_6N;vR&$2Ca^OTtTRc^8>!@YWl9KI$w7f*IwIiTO-82QC(0SJr*u_uPo~k zh34T9a}iR4+!0w8Q2%iX7|wy;e&=a%Mi^o*LeOJa^UNYz`*?{6C`=NQi#<17kC~WRZvua>fj^03g*~p9YfomK8aisxENJe6j)sJ6RA9a?dY8aL z*FNjK3!OaDmb}L2d<>SWl7i(=$^}*_S_uMpmdIe1TD0x0 z;N!Wnnu_&y7y8!(lgPWQ4aHq^cRqMH_+(ngVfSk4WekR;4T}5;JKr}QQCv}9IE9~m zxBi&|n3!E&kFRTp20d46R&7{3;mgSLS7OXxqn``6nI885W#4t6y@?H~JfITu zkN5*;%THLfUqqOz2bS&R*MFWjvpW7}dmV9;Ic<47Wmo$m|KH- zP%3R{9;+IL7VG2~C^`@BN)YlL?xY%c;Ie$w%;ONy?o8-Q^G>KKZV5 z#U#eVn%8xIJpDDM-~$GXWAg1gl?zj)l{g^V$VIaM`tD^G_sl@e99;K&`CR-Ec%6-v zM76n}c22IoD^mrT(*U)t`x*1!tJ8j?bx%}-rbV` z9OC#9!*15_7!Yat1=D_`T~YTT=eOXE`^-~NhRsJ zDvcMp$tLl!QizS@pWOLzyVa|8ze5KzhS_Z%Q`S3t^AK>LhjW@44~ z?_<*8;ZX0#5mN&3NiKl{6U7SiU{=a~&gx3e+Bc!&%Bme2hqA+PJh*(y0oQ>9pxVm}Y^3)s;Y zx;&TvpEQ?3Cirk$#M7Ff;8R`j>b|+ZEXj{Qn0%ozfJLI|qAr*{;b*Jg<@rp8u(j0p}5yLz`A4=B$ zjz2z}EfOMdu6MOqF8`@^#~Q@m1GR@l>1L41h4?hIun~=%P=H#fo|jb>~1PJ zs~zWH^YqNuQ(5w1#3zf6FBUH>ibKQwPAZoY-ZA-o&co0)t)sRlNkcXHmlHkHfFGik zY*J%KH`4X=**_~zyVanTm~>kLqZt^v{7SS7o>)U^vTRTA>9xvjA@U*L|%YmiN;O*pREw!c3Yvp++9g46BuNVb5GoC*8;F&&N9t8$k`)}J;+d55T zK!$uzl(XHI2sY_FlR3V4XH#X!-IByF$AsWVVHVYwcla1Kn<|_~rkM1d5G7-H^r-D1 zN=UGu=umjRT}N3tH>|y`?FH}?8FU0(hzH z1)fo(EA2O%mTzI@lcFyz1ru|_Ol>Rda=N#HUHT00*a9-@O>m~T!b54CQ5sH>37W0& z|LQyaVZq~DI366@iSF*%;m9BVQP zR(WbGw~&-yD@D{VUy}$zt3s@m5-o}P?;@3s$BXQXMiH_}L^2T>GGo*8d{HtLawM0t zz3x4t&VKJgpF90Skijt&TJTHM4k^hRNl#~+Z|&zbUuzoO-+%51dZHUepe8lZz+PG% zv0KX{1*rf2P42l&{Pj>$B$H}?oWQ;QBc`C$ZRp-n^MWHuwLy|F#uU3dNLR()h{k~w z3u7iVl~M0*efuM2UjN@vMJX;(#BVSORZQqGM{#g0)Dim7{8wn0@(IhA_wR=Mm@% zwGYVVmE;r2X^%?4quLq`NfYNOn5s0k;#>Zb@wnNinZM`tWXsk@yA6J`W}$EN!%-;+ zqplMH@50go^HjFOTG^=N!Hr$RmA`kHnvcGGA+6)|_BBv4GO%M^Rc3Mdb+kz4)FdfN znO_F+S--_|pUjtwa)Z8Q59st9KL38}K#(B~0LxeKS}uWqz_lnh==lUd0xcfx9iNWJ z*_(%5Zx5p8($7#su8^)Tz%_>H$>}d+i(u`jxUrMh7abPM7=naoko8k=O8dK5yVS5Q zl`1?k>amC*k*+kWa7Nf){no_iVXgWG#|nCSV$T!OK`voNx71`c4Yj3Z^@6QdRD6UT zI{#6UJDv!0#Gj->JPH%Xft=)c0$pZLM0XyJ8Gm*Wev}DjZ{B>FU}It-6LL6jJl}e! zT&=a4&yvYUG>)+E8xq0P1>mQgYlCW^O)Yg=7x;^96zg@ks;jC}E;vR%SBTb*PX9GC zTr}=S^lr*zvUn^J_<+5_)^!bA@d@2JpU~&f8B%%Fz7dO^)Tm9jp*DQ*v-@jlnAz`x#?moWThbt;tH}< zP3>AJp^h1BX^ZYu^r>JLWWb2eX0Gw4iZH|-|!{Z@uwR?Z=(Ik=D z50TUR-590LZz)hTgZWLyg`hDHj@0rIr3-%C$Y`8KfJ*8?O9oeoj}VrvryrYqE%%DD zpFnWNCA5ro8?I&t=qwqpOb$vZpnU@0kpmkV;;|u*M)>dF?jixCE0jt+9-05Lxo{lgoX}+U!V3WKOH{L4X(DjGSYVR zq13KC_d#!D$w$T(h%k2GIM zMXR=`l|WV|HMXCiq^43{l%l@6ehlbIZeXiwC~Z@dXr9K^M%%B;_QiR#PW11fJELVA zvV%d8l6CCg*vE##6UDJqiQd9WIL+f(x$(ou(YUNP>oHA2GO)u3=hBp&FVx#+H@xvI zon_Gz%@JLN5)X#rH(z!`iI0AV(+qT(GtFu0=zu|o^uDO7ssZ?*GkW0CpRA#` z*q|{@r6L-+F0qf8Jm?hKe>Q;pqw~C)cZd2=-Qw3CN1Xzr|4Q~1{Vm8NcVjU)&wKEJ z99)8k(Li#=vwxaJ{~b1y*29~?d!Aj7Pbi@)jt__wLjK_pwu;b)%$tH=$#)%Vc|R3-?!!0{q`IiOtigp|qrQ=W z&~Y^>i=q4LzJI_u5ILCTj{S6j zSW485aMC(>@%07U;PsN&C-lKUQ8y}T&+;27oS#^&WLk~kJBt`C>hMK`Y3yLla6%&q zAsz^S!xYdh^{q_0LlBczm~zhaSOMUZ8TeV0gGI^f#5}=vNjZoeu#9AZ&{T6 zk)8(%!tITR=E*G9S>ONOxz{h8`AEmza+d9!^k2<(Cg>QJA){ zit+4RT&e3mY@I}%zJ^Zh--_n$kcXCPTI~R6>%qzt7~@dW!0P=favQi3F&mM!R$zwF z#{$lOyq3^0Zh|e9dm&^1%Uo99Uf)^n_}=Ou@cj8y^ET%q`2{lqQ%Q8CVP?SfYVM}> zXBRN0Z~RN;EuK!(7u+;8v()cusV#9oau!W7zq~EH<9fFS>ri^0c{4Tyk1Q>FuLP~RHucZCsHTp{Ke;iDC>E;FLL zf*Ff{kMGXS;cSgzF-_T=2GQlNl+E|V?o;R|p{pWaK94^Z9L=gFl{gEo+Xomr66yqy zNuYTvWe-W6HxqV@dOZ4)L1vBTUwU>(gS!ryGMbQt#6YpgXs(D7NjpN_S+dj+13s?( zk=SGUMCS;&gb1-9vMK)`TlF?0BFOxmu8Yz*l9Euk`^n4iX4wA5ii5%w5Wz9Dq$(5T z((ZcDr(#&C#RYecPHl^BTfd=oc+v1}LAg7-Bp~EZVETP#a!G;Nwi^J7ix>`}+5<%? z6^2QsqgXPhzYO}f7 z?@yLgNG@1EcWDF!C#_aZgl8&lst9@QInb{Ge@LKfY6I(Bb+UAwm>|`c~9zwZ;y2sAp!XtjLH-e z7ig`K-^2dtMeYJ+u6KRAkaxT_V`r9J2FEN1g_j6Dx^b_a>*7|3EL$Ky63A{(>X3VL<{bb%Fal%w2SvrIJH{V{mMr=l|IEOBx5#bFGjab< zLsiXC!KeAGxb?^S3y~fqE|S9^UPCO@KNDcG{FjWT+H7c`3aQBOiY}ADJKIZNDDk*; z->0;62kj!Arx6v$FX zC{?@HGVbxm{aMAq7~_t;^?DG+z_sp^_{RZ_#;ZRP-lreb?P`Yx(~OD|Tp5FT@ZIfg znof*8$2tXyw$^Hc8K-iG6dv9ZtbtdQ1;;vuRbJATe*uEpAuyeOzt8!KiqEK-b3o(t zz!cABq^A#sKfYj{2I!eSUVUQNC)mO1&0Reg}IVn4P$0R>NB! z=oM8EfQa3#C@Lo=svs3nV?K3n?$HrDUr`&HVhaQiJ=wJb#mRk8f1gd46HYuY%j_2M5~sS{OL@P zt`fmHi*}xHiUklmH2UOk#;~G%D>a?EFQ$F*Z2UuHxFYakOLam zqbt?kgc(~5*&yl~3Eaa%i-(iC|0aPw_J_x)_0n#saNZjZ?^Do)1Xs|6Ald^4U$4vm zX`;$wPCz))ajE_Ia^+PA!4>uOl~mMhg4kg#nyzCI>7u+dagWZA5Hm_S`@4c+l5(2V z(i$=FF($|q1|wiz+Zn^yma;&+@+^n&tnEm8o66;OFSu9R(mrxAyx%U}QordDAreiF zefu`S3G=IrrAijhwEL27GdMr^`7eFk5$#a_$3?XCM`V~(#eOtMfG}srSI*Pdm0M3> zJyyvdNR~Hi2r@QKcDAIetzcpIm&4Q#z~IXLIk-n|AF>VPoem0A~5~(c6 zKL^~H`>;x!wGB>mxH_%QbYU{Kf?)E)F}O|#s1k}@8v!&jLe|Re6~u z$zWWQr^-NXI4mgcgx9y*Y^dP-1jljS%0S1QEjsnWdwEPwFK&CwtKP~KUV-)G$v1p@ zz#1wvgcNoxYP=W>$`!4L$yhMRcH)cq>fiZttWc+#M#tku)*ud=Yt+pr;8kEs6ClpR zhc7C2w+Uxd7^O^`YQw7kkpRcX4b;vK(7(XZVZ#*SJ|&5qt0K@}ss2$qY);s+pO1deAbD z3DSE2Jrz)fwu1y2cP8Nr^7`Tn0+MYSQJ&V7_>I@6^T67_=LeXjS#;{==rq$-?`+oAlp#w?f^1>l;da; zZQ}0AY073*d2x298I>;gf}%l-)ACgL8C@uuE~Kl2sNc*Ux}jT{{rYJ9rxx`9nVrcT@(&`ejDn&E4djb_EYGQ%z@Y5+^{F6 z0tUf{F4D%=x?Q&z3S_>QlhdzJ(c5-ugkv8CjI-#6R{bu|*`fU3(!oF7s>(}O+J1Sd ziM1_RPq3d@RqsAQ4LQF*|b^!0y zWBr%|l9WFEL1JJZZBF8>Akk(yzd7gzyPazx+`V`{DCYzcA2r<990ukx%zw^luW_=i zw*DgsQ8e1Bz{jK5v(6cX^kSI2BsgxS6vtY@5wNo0KRi0BJ;r zPO+_V+k9~W`6!!dVAMqm@D8Y}4F>-e1`3`qH6_l*^Sl!{))jlgz%h#0mc&MgWKa2*)hY4a)-|*@fLk(nu~WvCzy;uxGm^-*{hmJW=}Pd-Fj| zlJfpk_XXA=+$!ac5gYf*T%q>cFJ|#U(R5VCV7CQ)hb2`RzPkuD(hmq-_@U1gmV#g+ zDRccYh4JU z-GaA+I}hpX5WKEis@ke}tj&Z)i0$k2iX{SvMski~ifoW{y4w`*KvsNIXqBI{ufwg zIWAL0srufdje!lj_p_dEr&j>wTP;cBPMq(+I0Dm7nLQ$z!2`P!wVY6q*A9XfUBizl zQ@mKGNU^0qvob%wv$@&xE@%uGWA9VubU|1ayrzpMx@!)i`YWGusLJE(WF5M#X-OOC z3`uh(QR>qoGfbe3I%>qPrE3!%R5ncIr}mYEM^3vv0x9o*wIawpAJe`*UtOmsNx?6W zw^+LCg=K8|(Ct^D#6B=sFf%0Ugy)KI?sIe$qxN0bNt_?ZRrh=d$w4IxD065*E-FSHA}-D!bN<SqTW?WL#tNn2VQCeycoa00DMK&kKv z?D>Bi4I!BfV^YJ3Gl+4(2hVZmODa5}Yddl1R@k?+Mk@s|$kUNi#4!AROM^|KOJ0dK^pVM%F!xl<`W0lN(hK=+4cN3F^&%YH2|)-uv{oz0bLUMDRR zLZ}j#vcK>*+iso(eJ3c=otIb5zk*#wnwuBH*84w)mr$p1jm3B8~O_*NxcDQ)eFn2V~RY^eku!lL693j8h02k$jLHh+Z>HCj)akII{{6`=OWn<9!If+$fiezGh#SAqY3L^HO&Z_bNdtfAR>} zV$9*bTte-D6ZcJosuDnB0`#oI&{V8bPTs5M)Q}h;1sfU*dNbNDD%L?BmbYNVuO)bT zKgqtJk^hbrs6zUN)7GMy^*!&pgaSl?8)fKXakT2D>>4NU*F(dvLUw0IN* zXUldELS--6(Q>(xm$dJwSH0k{sfL(PTLCnDz1c6zu7^ zT8|maf42gxE1eGeucj?!t%VSI}{BRpa2$ZV$7C5Bv<8o`_BThW}S*N(bb;two#%fWs$LzE@mn!`6?XAbH zkQ|yLv)5xKkV?BPEr|7gTs;=7LXq$N42CowVR9r0?~0r*Bk1t7%+uoWClvC!w|P;; z;Apf+Q>G<}QSE)sGe$gwa!@I|;*W5;cWSm>b-d<(@_yKTLqv2@>^m|RqvzOdn<25b zwSbUTq%3>|`naD#Yksn{t-f#Cj2ppt!$kwfg;I&%dfpw$)ZA6rO4{3@b`|rp@H?X+ zziLZ=rwS-8e9OOVvECd8$4*Xy`5alu-9Ay#(HJPuyA7@=Ch%r9*rgR_j|=i!N+%ht zm$vvWoauYD3M7C(-uT@HFjbW|2+I}iewJc;FpQ%y+5>qfXTz!aa%ako%Q;*jxp)^O zL)7ENv*Zf0wL|E24)1bK_K;@ zfzldGosy=9A-0?pG{v&zZiI_65bMzs_6ZTbOVaiEdVb5e^V$GWFm~l?5K8kBO_HOz zXP6UvB^dX)F3_AmQ2Tj`U9veS++~NPLVHoZHXGRoyCE7WpF-AKR~T}c6HoF%07!%cB%Ok zZ8td~{R5$(EyLh%mMlYpw%ri?n|C&)bRBBHwd;fv*W_w6tOB`_jIZ_95+p8Z$Wz#I z724D{p;^%M;`)m4Cs%^Gu{(OFgN-()bbJ;BY-u_YOt&P?9v&*++-V77C$_c}6gOoJ zkR%EBqH5nGh};=?`B-%sm{D1$dw{@>b?%swCGpv#<1@9R>%4Q9tH zn6;n3R3#Z1=*%t01Hzy|4S31Msc*>t4oKxkm1KKb&JW9RfttT3Q1?cfp_NEv(P|R+ zNVdJ62?atoP&29Cf(he(&tG|ftvb?C5{j(`7tT+91P*?bMCWkMJc#euk6=l~Gq%N>8V4Gl-$K{7oL5$}4=I_ld zSE|sMxN3+sYw!M{|IwFRPaCw5{`Ycz!z|B8Pq07tI3p7ZLi z6k^xpl>Y&}K|;P}<;uw4Rl3RnRl@rad7|T2(?41V3xa8T|841#{u3r7Pyq^n7d7E( zotu-%=i((x$cM!iOeo;Mk@1tH^^u&x46;+EOySII5m;@ibaqOFWF_AaF9b87;QY}c z4UixC&q&@j3ze092M!!EaNr;lb8t*gs$LN;>3zI5&h|Ay8% z8T^-#VG!*RQ2?ZN(`JsP7`=(JX~Bo^)ue*J&>a0Aq2IuNYhY1Po&z)v8L|L;5BIsd%#tXhzlpU=;xwK!G@lwuK6R;ace z)YSq^#%2lmRm$h+;8&I5@VYcx za&mKlqlLp!GJu@i9Cl9vIIJ4RO)ZI<(>m3n6t(Xu)m7SRIwd6ng9Lof2&uosi~<&<>Q`X&Di^@ zZTH~@G&jmUkrtBo3pv$SzxK5YKJyt={jxoKGBPt{0BWxs2|9k>l`dz0VNEV5)(%gAQ8qA!Sb<=?o%Kom7MQ*v>#8m0T9CEF{NX=As?LJT zC_6WYf)Oh}TJj3=3rh-1^7Hb;nPDH+C1i@MTV$#fp_;kuvda)OAA9UEf=$^N9}>qp zcbk)&w{6ST_uie}vrq57efk1wcMZ>-5vCnuFV#}3Op3s6BJ6F*X8vngzZ@f|2RRe{{i zA(>Gbox_kdjFMpr7d6U`W{!`C_6C~_&7Lxxh%ljCC3(8U`W;XNHzIT;k}g_Eek@{! zd*j4SZZp1xvE#<_28RwAI{m#F>SJV9LHMBZC$u|>3CpB>iz5WwId z&=-D}{}GJP!_W`Q%F356Uc7zlHr|3)BJl(=+Gqz;DY8O6TMb-}P_iyEG#{d8@+Uf> z=2$IxJnVU6X9$~0;EhY$4jdp8`8Ql1hmWR6b~t5MF7FAdY6unSJu9r(|VkQ8i#f{ z@6k@Gm8+vv#YXmzzFF6}N$I_cb)}n|BJ@*j5R<43E=ptKy3vVo=Pm1lg)x%1&Z-m!BBV=d!=X-DEw^t4>9xHoc2@YlOv-_LyJGdF(Y#xaKWr?R># zGb@9=xbqej(xwVDzxlSoJ=nPmzS zDgrHEC5f+m6$VL3h(l#!X6ADToJdN^uL)ri+SO5cI3sIMSy@$Gtz&G=u85B@4kKZB zFIHmzT`&g3uKUR_mS_s0aOsb8FsL4Hh%69H5ttc-qEGd>w!?XqxPkFo>Ua5RT%B zy7Bt9ZQo8rbwObc3ji(+KELgZ@+qMzIhVe^)`M;|O(`y9l2dX=@O4JIN90<}d4>dJnjCXqW>M?Zq z@IHNd6c*$~8y5&LD*}t8tkaB}6h8o9IeN`Orfl81?Ki*qEt$4yGcx$nHDtxgM2byX zRaaG@Ieh)=U;o}MH)BSssH(&RiOQ|ncVC8lcpAC*#AKt`2fEr=SLsYFKswp>c9+?8 zXBNmiuBgsSFzRZZ70M6-P;>wUGNjp7aXiAH2lXfXm11j5KlaO*`VogAv{6PPMCj#| zk`&eMX!+)_-jTF*_RQHQpLC*RE~5mAwz6g8rVZ~-pRsFKX%=!-^h~Z_3lj^ra+SFg zipdwF5TFcBUBnc#lPNMsf?;tCT1AOm;+oS?B25Gvgz7^GXh>ml8{Q%hPLWetCxFO9 z)(W0&inTo_PF<-umC{uPNKUeLJbUAbTM|1>TrlJ9m<=4MGoU zHZM09?~DmB4oL;38{DZ|B|f%irX(~2BZ0_U63iIJX0qBPJSQ*7n7~mm5t~eQfA-6NJO@o!USFpwc;Z;i3gg7B3z;Xt4CUpc$$wBv(ul z>({JXxNs4<;c3hZ7cIis2&E31FM{s$jAZQ8V{Cmes==#eABnIQ%Oi~)O}V9PSJ zqOXF=3x_iM_wNUb|Ns8?Sb2G+9q$aCz`$1vFKt}ItN`XC*^kA#^= z07%>s|I1y84U1ut|MlL&e!5DKwywMCHQY8ozHW7+O2BCw=ottOPfM{J*nLBFde4N` zaQp?8R%=Ce&(4IPCVi0qmSfnH9CZmS`2td$N>2?Mj;iQ#$JEz zwRhfrhru{AJ1fF}L11>dPgdpT5HzwvVnU41GH=PG9cAGLe34(R50XvZ=mkI7j_6Ka z$zDwU$o;9ZiHQ`*bMhf_m`(&E5!uk5&-+X|@J+@0lm+fzZwkU|L0-|=2@?-L^w2{N zJrr$lz`*{+#U;79*)cg!^aL80D_}2s9s%u2by!zSNEtbv_r{rt>&(v|f}l2eiqQwE zz^;^+m2KU;W!dtjixw`1adPeYb>#*ogt1V3DH1U4rGH5n!Y-SXvQ;9^RH{%r5^^hh zdJoak7i|9Bxa75-gSajp9|T-c8UzY2x}g98ST~C~6+*qS<%^o;#t;$wF0GB@?QJ?p z8+=&gKff!vLsNUQ6XaDUs>HSehblEqTs!P#*uA)(+iVW@vFFCZleI3$FF*l!_0`uW zPo7v*T;!4|FXoim%>6k|f8VcBx5d$|7IzQ`eR{)}810a5# znFGjb+F{dhU1EnWEXblR<3$4tTLPuGZR@sqbLX9Q%Bi##Mh102XR@cR+5|oo^^=+r zdk|pAC!c)swbx#i3Ixjsq>moTfKRm8y!o^Kd0)3vPe1!BU%KYVV~;ED-aXRP%~(um z$~vT+^y*F!VtksR1B$2G!i)l1t}wt#P?nwi_|}5=S?k@qOP4HNdgM_@LH0l!6T`_q zQZNDX!-d1&}@r}iy4xdnl;L}(dqR*Ye`+D%LAa>&HNwmt8TO9 zU+?`;s)J=;)e-o5-BGCtl=s;>RGDxn%2}~y`OH}}F}e`in4BqDShO)P4jeQPc5@U4 zkQ-^&u7LdkDu87lJ9b>3zJ1oNTEmbj7fM*|v@JxF#fujG;upXC-S2LjGG!7LXafmA zWD-!E+`MZTP4vu}A3gHOBU?6a%^*Dy+eIFe;+Y;|VUiv+gpPA$X=PUhh~A>DD_K|k zi5B9)RQQvE*-v`|X|nMsxu8m2XSC1PCK&=56@iHs!nB%^l{seo*dq=<;>aV9o;+#t zuwlbUB?gR)($pNOt*u86)2;v&4Hi5mj|I7C-unyZT6$+Roi#Mcv(ZDR>+ zYi8983`SAl6%fKwRbBb~^Dmr!#;L~~eU#LUmi}XULd=(?M1R}9ZO2=0yt!%fmMrpA zI9x25JB7AH>=2RethC7qVB?#1mh5@x={mHh`~^u3*C^_!Lqq))CYI zVeQ_vi=kut&K>;+4df;TAm__;p;8C1c5b3^O2DX_cybP#G%56PnE3Cz?_L;|8X6i) zN{R_32`10b%T4-OCQvZ%$_nXVG7y4ZR@I)E6J-(aQX5T z%PY$&!SxLqJZS2)sfSEEWZc+s{rmUFYk@--g^16H1XUjp#cv+!{FmtPJ}A3&3K~%D z{VyF0zFb27r4UV^gU`1wsS<*B(5>vO_kqZ*QukOXmV}2WwQuzRvG=TBw;qUvg*XSc zT1ow5(7^Ejkd13EuP!nW{sh1rqeqPF-){g4fEFmF)(OW-egQiT)^qy1@BZjVKl=I4 ze=<1O{2vtX!q>P|M7(l*S6RZr$3y{`Kw|Gd?hu^=y8Ur%Sy}s=x*xk2u%XDeYQm z%uUt=b^9BrRFW>>Pga#$5l9JEE<|c#qmMZ1h!ajYe%iD{hYugovq#U6LU1=Mt|kw( zh+Ggv8L7)nXGk^NO19;rc0|xCumox?0yTJa-abaYLk>IS;)^d@w{AVN@9d9fO`kEH zu<6>mT0BUU)F)cb+giqkHoPWr5hz(t7|*IK^Q>2i)cmD0omhLQwtdRGlbl;CQ3OO! zP)R9w>}tdAwl@Smlcr+$YoHBmg1QY;pcf{TVa-_wgmRGD?v1awED0P7Y zn^2Sa;nN-spbh>oJ2SIJ(7Sh^yu4gtfMxN}AoCH8+{em3X54ttZhyV~ z&kGjL|MB;KaLlpCLbpKB34XtJ8rh_OMEDR@GmyOBQMduoZ_)8;YioM-=xLp_?QSvy zAV-WA4gS$b9(nntmv@(za+@HdGQ$}S^-ar`FL~{?SJ?CT<4?Tii`SfZ(uqBL^k4@( z8GFOAdG*G1Qo=c$~GEln82i!9YY`>(#R-Af;DcdIbW5tnOL9?jwRf^&xiv z2ypGXb@S%UKlbQju_pssk-%;BDHh7K;SJ-h5pMgyfBr*$Yl6S~_U$W4%3VrC6JKG$ z_i_l`5-GpFPO~RY;P>8o`)ixG{`_Y@yX2w^bF;C;H|q8ibwx{bf@!I_E8&MF=BlEy zvc9gt5+}85p&l~0O6kth$Deqd?0%cpZzw1#?AyPeE8}xS7ZuQ~oMyv|@b0^Bvz&L{ zXTEXcjfWj_74iX(=|?i%Ij%+~#$38{ z$IeF|ePrJJdBRbnaZ_4eHn}Tt{D&L??=p&w8a3*3pZgr2NLtJf?2%}psMgS^S^&^o zH#a+H=Z+m@>ntxTM>4Q_MGzB+M5;kgK_=IC-&C|o3#Y#=f|-^Ti3^A&isn-mHYZ|oC_LWy&`K@n#>vNZ1e(=<(g@r|s?KMQ>oTIdRVwrQK&#}Y+A>O&o zCYhBwl0}+Vg2nqy+OH-2qd1Z(Af!zEI-$=vAILS3Uywh3+;~t)haP(9n6YC}1@Q)u zMZq;qOY+tQ)JL#0#DcX_8^z?oz4fo!ROAtpFVfB=J4M1~AW?`u1y_!a8#wKOa`O0Y z#zpcA3ahHC$&|c#)8OOt@ z9(UaF#HbsitSeR8;jv*VV4d*I+qQ4J`>wy-cH3=qe7d~o zSN!T}NXm;F5T%@b@ci*37|tylH!NDbbnuX&W5$eTwqTS{jyKjqYuQ48U7!$zRJ!{*)rHqe6LFu@xS?nqE^ zYSs_k#zWLTz5O(3K$S}ORB2FC#L<8%kAfQxB(Tu!l*U)L%JHMy#eCKk`zym*z>uVc z?yOyIkYUInpjL%h-?Vwt%9Se-<}wR19i?Pbw^ z8gUZheDc5p41fjFX6#Rn6OFR)XNL$f1q(iB&YZvf{cnI$iVBOFmDX=qhZh^c51Byr zw}$P6aD0dVgWjQ1-a`_LiS2n z8~gARR(~QuL}sEcJpzFnJldo0og!QAZweZ z)KphL_TNWwupD>7aR*H~i1^+7f?R^G@c?b!wCUMrpPN489mJ!ef?~{{G>>jZ8f$rz z%4U0|Yoh=#fQWM`9Y1I+TET6OsO)Z2CJ_oWdBghkm?w}I6Zw3!+yTgSwg7irzj1x{ z9^FwSQ9wjr^-9tE9GBdVwrOhz6-6%v`;^<#*N3$QRsWy&-%sX2x<4;hv@-AOGcgqw zZ7(tEI>y1QgebP8N3T^YmjC|uzeDgn@q}Y(J8+pXL`1apiP{@ZS|6-?y0%CfRwA-@ zC6Vo3@yIb@2Q(@$rIP)SADq_U}56@2OR8I4@!3EiPZc%Q;DjHDscr%vjbI?PAw zeL=gcwS{XONYZ~t;iMSomDX}aY^BJ`R3vj}5^E^d6f8oBhR~Zx{;!xAp;h{itimef zD%Xsp?uZd1&N}O?nKNhNgJvE=25t5AO6Fa5tD$VJ*}ipqgmXn29Tm#W%|k(u5!R+d zrHD5<`HZY|8^cOeCunV{DIenh2nz3(EChh;&pr3t&wlo^M<0DOFM^80%a3#w3d@}8 z1ca>Xj<+*ut!bIu67XLF0BAGJ&G@E}FONI!xHsN-@>RSUJ$N*w^%FDV~1Id(>LL^3qH9|KomYPkb`1 z$ek*ok;I9z$rTjf!u|W-|JJWx?{QNeq&_h|vMJ7%4c=uOLhP!4JPrCD+u|m?1Z0{O4Vz%YK|t zol~h;3c@;pETer)A8j+%>of$=fDDQILz1pwi~E5+2SmwLgz*jGSuE}Vd_s&%2EXg4 z(`K$UPT?NidyF14T7vnc#`dPJlo2R7Ez=Kj#_6Y@{`~XLzyJRGSPCWIs!EFXvTTnW zEA&JdgQ1PV1Iv_v%<9;pLI$#!AxW=MO|N)NQJ$u&AM~;pG=zCON~mzx~aE!h*80O2_FS zGo1{NfD?H<5s}*{{ijIzuTyCHpL+0*QhRIuPlM@HnPR`_AWWTM zT;9BSGZTQ=N5v+gm{zSz%tFJBpp6*FTt8yu2k!WlC&d;mFoy zT&?szmT2T=Y_&M1NO}sUTf9}M0bouZeDFaW0=r5}qdAE)GF^@{K?`U#lmz}1m3n8k zS>kvdERJjuPM)CPZoAoDDE__Mw{JIE0oOKKiY06EbtrFuhcrUjfu4)}A@C2e!6OPM zxIsrr-$AdAMuH+2hg39$G10U-Gp}2o_x>eMYeI8?R6%oNGrAd`L-INi1dNxDx3f1u z8f^+MnonTs_7`%VNLgGB$y6#bH|rD$xn?8lUMdW4rL`p! zxAt{!o`_kACxZZriy|mrd+oJAum%kp#C4I?Jp0GgNXHv~)LDvDp)b3FtT&m0V#9Nh zwgMgC-~awMWHoHT8z3**MudUS90B{>%5TpV&{J5Rl3>(>4Q z25BdZe?!N?{&Y~-q3%$g@|417RZ8Jxwn#Q>#(!2AX)z{jXZ>+4cmsx%tCo>dU zzGB5c?*HfNHLLUU3uyjH)g;?tt?kBPmA=bY@`IJ`E`8{chenMa^_lZO6V3=3XNBHh z5>3d1ca_en0O-BSU!qg}QR`10x21zM5_)I~ih)uAQ@d`}q!~c7sM40qJJm*tZEeq=uR{yK7z8W(* zCSjg6Es)X0KkotRAbW6nC$X zNG3cYjLgi-QL#t~SGTB4)sU9u`!kTLwah9Sk3#7=ROQ#KR%KdJZ|Di;jl0 zW@T;Jyy@YG9@?;OJt^2}E{t;2#$G-<&6}pUdr#T2Wy^Q$+yMo?Of(%(L_6gv@U^Cm z__5uP&Z6K)G8xdwj5cfLOu(^)1^LENt(9tHJdjq>T$#=`tlRLv$Nx8O?09IeB`Nn_ z+-X|tAIn(NgB}k{dofDkBI+$%cd=ezan}j z0o=1)&^S!q%(B9{wlD5Y?B7_UAr>Uh*L&~1$6djfANb~yDqen^)4Kj#;hvH3++0{T*j-6p)mT#CcMm4hIZM~)X2__ zjcj5iVhraM<(2q$iFPCvrAeLJ02-yy?9(L0>}IjHV#l>G4-p6X6v-wi)C`#qC~E4H zYYP!aM*&RDjZLNHdw^uzc;k(q`OIe|Eh|!*a+KG>y`Sc;X(4t~p9YPCns?rL=K(E) z>>P^N(p|fdhQ<3tL(&d9KwF14MG<9^mKD_r8yXRHdEu%1zNA=TU1WMbvppr(6iIHt zC-N>fZyqO~b@H;Bl1-a1JBwedn#3Luz)8s_U&&e&@vuD-n zl_qF73m!{;__U;GqS}?t%m`CstJbcAVUw4hk(tRjLzstUZVfK2?4TvNq}Fgtl$P!> zxh6v}1`A_YyO($bT{K)NrZBfo;T<42(S0}z7JAMwZ^43x9(lNQ&u(HQ*a*i^$fQgT zs0V*i7m5%_%U5`}8*&?9Cwuwjm&trzP>{C9rC?yh#(B&!$Nc6uzaf*?Yp=b=8zVjeO72f(}f; z&vr`S{G3yG;xE7avp@UUPX-Jah@`HKwAgI2ooO+AYbTbNSn?lfHoIIxR*c0~u{oBf zmfI8bc~o8EpYap0#wy3NB1KHRGJCONQ5+)r^HqLjog(2D!1U!L z*G`@CO_^dWuo~By0LSPIW#wf<1`fXIrkh}um6qR*Lm$Fb#Kb>dcu}=g09-daC%3w$X2Zr!M84#cG@5&+jacx1=VfQtZKO`ufnllPFfN&;ix-mw zhAp%r9SbRGFGh9D8dwwj{XT8Jf>cfVn&wCG2G6wp?j>GaXBp(u+<9}CE?SJ2i2C8| zs7Xqt4~9V*W?b04yY#*HXPk8M2@@wykYQOlvB&EwT}8K{F@)o!aV2YNug0YyK2e=Y z-e4U#RCRtjAd%tIW9Z%=y08{0z+n{$a?_U0E>clOrqIA8`@LUb)sDA$2I*ygO*gupoCC#QHBAeV-QpEm$BnlK0^D+i!=? zT*4TVQ#}iZw7f4|<+~#96@F2?B1ar?#E9V|*Q{Qxy`dmR zKNrJ?JTiTTT3fef{m$*%h71_cq{0o|8kLfVbis?-m=(%icjo#iWe$r|jc61!rgzCwIM|{)=@4dI%;3WA0KU%n@gH)xO z@ZPl)?x_CRxjBoLESWub&V-2*GN2f$u3@JP^MLWPlN0n0L$H_+7INc+WdNy@)=;; zvA^!vzJ25R4Oj`SRP8&v6>2Tr9)5g`kr)f(rP%fjLc+GqT}_@mnZzq&MvuAozI#zu z5OzU6@F@oJc&eO)rxM?VJPLCI2n6oGsJQ6nn{Eb?+`oU{+S(ed!#sTa6roaS0N(VQ zQXS%>P$Hl>_RdsN7q)#IyV3r{BU^b94+F$a3l=P3g*OsZ`7&gvm=RnyalZ0BWt`>u zE3W?fx4t=H(nPAF&Je;NuIVHXm~QdQcAcPeHyQrQUOjtVf6cXs{=fP4uYrT3XHuEs zUrN28l<`)kPCewLlTJSR=%Wrkcna+kA)bxEtQ|u_Xk%Brub7R#?T#r4yOrJ37TKXi zA|Fdo+m>l3qBQ`uNfRgj{O3RC@d=V9CzM1;bMIWX&9EztxQ4uj=-Khw|4IcWn z8@_hUb=MRY6xGyJTOeQi!de8gH+IZe!Yfe#5CVe|>Y1C=PG;7w9oxwrHf`#`4)ST! zr^B!)bPl+Gl|xgnsi~!Dg&iZ5x8Kk$ov5&|fQ(?QxT06@1;G)tP7Hl10*{UJ)J->H zm4hODy4rkbO-F#PM;?lLLJisbrVG6U>IC6!B%`RRsRqdx29d?tbvsU@YQF+lbd~gF z#c;dk7u25rbRu`6PIRMtrEco>bpj}rj<-d10DpJdoJA_QS)@6phK$6&bLXz|J>}X( zMs<=4aIPufa0ncXi>z(`BF0WZ!a(nR)6F+cJ7n6u_ul*JtFMCFG02J>k%r~QlBaEw zJsH8VJ_@Ivf}{PZV3h4c`K$E4Cj z!9Z4U*bUGTZY44N`{+31Ii1)T-v#U;@wcP{Zm+F%Em$Btd%yU_F9r`9^q0T>6+{qt zv*O|+(t9B;A_(!9jGQqBJ8~4Fw4&wL)z_7i~J?ET)LP!s5;O*$p&8eU5MQ}Cxi2hbw!qo)CflkrLv z$oArU!M}=Lee%gC4;eDVzTEV{RU9TB0Agb7q!VNXcPPrCu>!p0YZ^JWTv1_Njb;o` zk_SPbXS5`q;n`=Ot&%vI6q;*LqIa9koGA%P(9K&mLt0gY&y7$nNlwyLx=I^MI9MW1 z)fl8xO+Bl1LT{$-c1^)erOxE+QHhnmD(NtE`ek8pZZ0Jd1$EKltE-`|i7M z-MV#%s)7cgB<`Xf4*)lfl((m%JU=(@hHu>PjT^t&w|~Fp`i7=Rvtx28Q_s51lUZPb zcFSeti-(g>N)mL6yvhVL`4pWb`d%j%c9JCwYNVB*N}hl2`2gyF^3$Izn7@FkAgtEL zw}@=yYY6tNiV_ufs>;jCNr6PjU{f^CyIELT6+^4fKs~+}MBMfQKG>76vZXXbDY` zMqu9*+#h2`jXv|Nvo62<^2rBH2`dHWo;?ye487XX-eiE{twDo?w~#=J+L{`Zs})&G z^MqQ??b(^3qq3}Q!=_CHZyZXeX(%PzYN zPGK@M*Vfb$;3B?9*PmxYJ_298-ENv+$ht;b10QJZX=!P&O4(V!gfY~O9zFWI-~BFz zr?=jEi(Qy^_D(@k;uwq=gA|T3W}hZQUAi}~psRE#07_dZTbeK+-KvpYu~Ykr@H%~A zG0pIRfKzph^l#6sKjD+;s8PJGp^ju*jQ-K#)lSI)5CTD;BmE0=qM)Vssb$y7NumQV zslXqCosz%+_*;k!Ub18f;=8;}p*<0C-!lAglmyhu2|4zRGtPhy9#L$ZBQeiGTDbV3N9NdI75zInrqU;pMe5cTS6>kLf7 zD)1I-wl{ZfC1WRMx0d{FTHc6P0<&Lzx`8i`l?2GPyB&ekN;9shug%NOB{;P)()^Pj z|76*cC5}mtB`^k8*$98H8lo*$GCL=G?YcF;zV%n^aoOdc1>M^mRXdT1qm)vP0S$;U z8gvgq4xi-xqJ4D$Y8h1!btS*J@bjPh+%d--`{GM4J^So4b7s%3C@+(Ja&mJ}lT6Mq z-X&T$%DEA>qEYV+$a(cf!S3CoC%OFSs%M;j`Z32HM=V4WKl76ZD9KT+Hv2SWEZSLa zb}m;RJb2Km6)S}|SI(l8$4_ERyjdAxe%ZQhdqrhck6yjB0emRO@--gF8UQr|I6gNo zcjCD5=l~lxZsfIEPJ%Yswx!sC8pjbUpS|p|Z-4vSm|DQMz?Bw?LHea~edB5TtCu(d zJA2E}N5*2_k(8iYLc>I5m#8h9D7tNEUJmvSqfWQF#s(gNDdWdK`3dgh58i*D^P*?E z5ij4r4ZCO20exI6ioyRVAaZ84xTr8cKTi&!_GOfbw>#Wwea?wd-gfiRnUD5|U+OBM%=5$|-B@-<_>Qy%i1hxmh`*3G~1I`cqFk_4U_Yo&N3&l7(;Iv2FM6 zJs5Z6kAjn^AirQh|NbS#B}0Y|J@n8+QPD??9!20UZ@rZp4k(} z`(=dN8v1%-}Q!f5X6 ztZe4f%Lt(fdakZ2$j!a(+Uvjh?QbFdH#IawMO!D<6?GeRl3)cuyP`RF%go5k%?){f z<4xg1=Mz|MW2_)Fh-3!gGN*G<^*96qGJLkgjXwWZ4zLnt(O(7-WcMmxed0(OpGB6J#N}qq;XLxJS#mt{KA5DPF2`FYlRx4esXOEsk1`QfDY9vUB z{sRYMARwsG(6Kkw#X$cZbn{wc*zVE2JJRRtQRduw_?H6hQU;<13j&G5rcIlQ>xRDe zDUr3P5-}?P=)@)hrI=(wl#w%yYNv;SW+BlY2^^tSp#MrEfw#xnzdfMA#Hl!KAhO34 zrECzqB-E4Anp-cLc}4hP_ksXjTMjs_6#gxo5T~DZ8anWgfAZ6H>(>GsL$_hKw#FFH zCP^Ptwx^tg_n5Ju1O-Eg8IBZeY0T(drK^P7M@G~-RY_la|JRB3Qo*hT)yc)^&VMHX zXl&M1iUu|b`Q5Q&`>vfk9dVV4!Ni-vyd@P0g{hqk03t&NU7{VKFF~jP5ga8`67oIf zMrhpy?ZdBLEVb-I5v;txfhdkC2_g`zAe$ohyxuFKn;>7dJ%dP}_`VU23Hg2Kp@+zh zoMDs!k^Z&kDEq&bp392K8;ez2NA%||zx4lZ{!YJv0~+cYnq5nDOv1TW&f1^wZIY(III$93M zuD^cN$dUDRwN0k8NJPzE_K>d9r2y!C0>Rg5oIoYtqB}^cR=PD_e;FnAYi&fF+9|T@ z5Y;CXKmfrrO%@>!_=S?#4vhi;VAQ4n+t;&HLLiWho@AY3S=Esp;}5aqiDHft**d9q zq}wtl2^oC*7dru)STQBBzr>$C|NQgJ+03t4owb{s;#E?*HCNYGlb`t1Q%<|#Ti?Pu zi|+%`%>PJ3UUbR+W#zVQTM$^ut{juTl*pMKGSq87xJ;{k&CV_wFGZriK)1uMfNzI{0C-kgWp-w} z4GH56l0cd>eC=yrJN494`Kh74p6a93*t>9CE@{RPseHa`KW~_DHTk^Mg3nCRdMS6! z3I+nn1k9=zQzWqgt)x_wv#_FU5(1la(nSHz&&$91$}1Vl?z-#FO`A8PHIcVZ+7o-5 z3#f$c*3y6BL+C%CKg>eMA9q~Tm}S^S`F(FKq)MkFh0UM6Q75)W%+92@0|y?6f{UUdY7Wr6d9grYM$(mT?k@g8-V}k$AcfU2|;3-X}q}qyV7A~4TW5!1xeY9cYhN{YH@ZaoY%#BQP_AgQ0cOq=}=)jDkByH*2L_nfUjq{afvW&gJmG zWEL~2m6G%$OV1+S7}jM++e__X35Qn7UOzs6+EB%7K1YlgPO`%F8#cJXlT$1t2F_XVh)8L>D=?q#nw^RSkFzi8&`6B zW?$9qk?^b2<~G**zPIWQdw_6<16$Gv1W=vo&8vNWgJ+no}Aea*}BnDxr{YeSZrxQ`072WFS)&cARh}XQM z=bn2GH+@JsSeulabTHso?XrM^#hyKK#Hbs-_H_ukq5T6mrQ0M?S=)mL`6G2odl1kL zpWNo6MT_Rlp8wkGug;n|YwNbHh|Y-njzTxc%FfNs%*Ya&NC@J6$@#r2DpnBS41psh zYEiDMYuLVZ$BwN#XV04ZEHL% z1V?fPpb^(ydmRv_fBoxUSnPmD(?cAwVh6(R59q&Y*r3OWa_CRT_8-m|A{=+GhTC=L5l zLQZ1!QbJKLz4TH-fmf_pA^tb11RX$VBZz;x{|P6Y0OBA00TrE7(eY)s0BM8|txP{+ z#hUGXdY-0skN41lsU`{Dt>(M^J9*`BV1=e9)PIZ+*;rUp8-tFOAccdy=mx%;p0 zzVl91Wfk)yL`9Z^!B=k*Bu%|hQ7B7a_`(<1A8;mn6Y3=9KG6c&Nq+1qT`>SEbv7T` zVN$n%Zhr+wcWjujoO9p#Bm5LHDb$csfguyB)ibDc?%&J54!i*tAS5i4y2$1bP2dI* zE4xGhi#*zz{A^8rew$wq^S4hTl>3oSO4@E0du))bz?9sCCI*Z%2U?K7&7AHNoei#WqfOApM5q~A;uXQ@Rd|T%d9XGy~D4B zS)X^_d7t~-=Ws9zD3p!C4a2r7P3_tjr{o7=_;D2IF^cCTDku^rd1Se905l6&(Rd%) z6GSC`fby!!yqw(g&pQt=&p-Zo|En**x^3H5r^$g6EGwMpg#79g^+QtxPk6xv7hwL! zZ6bWBR2mP>crW*$Xw*IooWDA_S32` z$tT~`NyJeA5N;TNF!@-KODjMAhawV;jR3~Un~)hsd+@7TR@^wz!3t1L0@2?q_qQ+% z$B`|tE$G>-J2fbj&4QYIUIj{k(?FzZ<@XUdHXKcK0c+9HExbG~>mpof6?=j9dHK)g z=l5RD;9=bC>?};+2%zwsW>T^;IhmF{yz#%{T8{sDCP)5eN=beAm)mIgk6hVh# ze$w^|I<<5)9^yWSqg`4{Mo8juSFc|E#v5-u_0%)-=g+IEs^p?BhSlm z+E!n%LKvSGKy5!O>` z_;+&>Ohm4XUP!cVghptim2wPgS-iF{-ITXeQC_}%JEo9E2e6tc{PYP4VAz|vy6TWP z;E?F0zZ865kz{<9D~wl`Jl@bF{=zJ#A{?k)~!3^j~@N4Wv%9Y50GRPF_)C zFE8OujKU}nzFA=0AxQ)qoZf|f827R4TA@6^0O=K*jXll|+RCbhfiu056}!9L7>fvN z)d0y3@_-Uf>fPQd#gM$%L>h}oLah2^))p3F9#+f#T;EBoi)&Z@*R~2=sf3t9;;Dy_ z!0VZhUwP#f9NjXCa^BaXc0n(GD)833rgsaaT?RC>@8ZAd&M zbOekGX2N&gdFMa>`HwM;*We5QvBRwz!Pq_si%K3{E%JxeFcZPOJYUTp2Sx88JBvfO zjjda^Jo@Ov@4r9e>~qc|a`&Jqle2TOYHRAKiM@eFNaL$-sL#mDKk3910XabWQC?Zz zqk9iTiv;zgVvrIA@X5)`&#SDieB+JRk3aE*bI(0D(-dZU30BduVtHFVBap9&u{9JE zR$WKdxI4!aH6fc^iA7N9nuM(aAlkb}IZ>`$ss$IjY9p>L0Gnr3af(j^5Vc>nP;Vkj zDdkmvodn~g5-nSU{Q$2BG8>^4hNgJ?v9v!{aM6@kloM@2Gzsgri|qTn4LSe?8ZkP6 zvrmDAHhChHT&q^CA^>37vSl!IA-Q6l-nnx}S+rEjdx230T1`HIuRsPxlLk^aZrnH# zZ7rX2D&9m^?cfZVnHes0Wo6aI4O_}9$_5V`(zkbSD86DUipL2c1A7YXj+4_Xh<>s$ z$5sK5EFy_sD=Ti|<{EIVC?$Z>wGFk6&5eC~_r3bcs}4HoV8XOseC|0IgsB#rZCVH_ zfX-5TxZH8)VtQjRpEz+MO4PB(9*fyTY-%dr`Q8bz)Lo_X=YtCGRq(V9+*co1%4n+3 zAd!^1O*a0R3D3^zowd9fA3ShQ`cfM}UnNpY}t z?dre%?e1mEmwoxmUxJ5(%$jv|^}0QVtcJ#h{DOkZF1ri~>6vGqL5LR>nmdl0kwuF` zj))NZ+r7AW)#}yv{{8Pr0NDJbmgsB#hq0h4JL+gpPG%#L+aJUyW3exyNV?qu3=^_L z5c!%MEX67S0sc?zVFpgarV{8kR?4Ra%YE7!u;*||1a1UPYZGw92a||o&QvI)kTZ1H zuz`aIty!^>#wm4^C^X3BrBqgwL+J<|0@`i#Dpvc@{+G3n64A)gF(G_b^^)NQ*CO;{ zkPC0wx&>w%#u&%%m z-+%x8?|kPwfP&Dw*y43@q)utjRk}*}6HacW)7rhWIsvQ>kUn5)-`$>fB8%UkTDcEx ztTjUWQ(0AsP14%_6NbLAQEci^Pm<(Cf*SoC5sEEZY`zk<>1ru%CwNHMt(4}^BOY>E^Jn*zt9J98P@Y0|*V>2l z)l#c+QZ9)~!y;#JlwtytYYV>AtZGL&Oa`Lg1bUa{H_s*fGMjlw34U#AY$kW_>^XBD zd+ag9+1%VbnW7T-tXL>)F*Q+JUzd}WdEUAForfe^Q&~xsI&IJKY3o%y@yJFz-+S-9 z|HnW6{)HD_#GFlBEJCdyVku&J?MM@gyu^ZnLb&QHtE%64?X^uCH!{V7OD06GuAz>* zk{V9)mNaO$M&2wfA144NQj{Ms57dSdNizWty%y5>ob0GlG=2K?t=qQY_n$Cf0x_n2 z`}KoEklq)j)(rH)xcwdLX=L46_w7$gwsTq!E4jrha)32DQ2ew!((1gLfa8z#vHwZ& z@&QX`TuS1mq2k6qtGUR*iKHl5)xw(;FCKcle`53nI;{}mOl9%ii8V+*-5@#6=|=5R z;RE{hTa5zXx*>UGi6ljN(Pew~Ac0|*mOj`KWbE3G6uKj4Z5irGdH{7lY+Vd5=m1Fh z43o4aCIwP=;pL-+;%TFq(#L`OpK=OD|C2EPOQoTYDFj)Pe5q9QB8mM~yae702kzco zHgo3ek3RTt!NP^e!P~ZPVxN-keQ@H%Tx!}fQd=jhz5i6$qG8wMlhj($;Dd@MM}%Cf zZG)tpA}gz_XrRUUh3A}e?kT67I%CEROa^P#tN~bsLx4evn;~k7{Aehg7I}qtmwY4C z@cHMTkEH;m#qR@elkVA7x)cCqjdsC?eVvkMZeYIYatL_w*TUJ8k%uoZfHb zqu4DyJ5lvv&c||eBT0E!|6DyqeEcBb?D=dK162a zbcnEsvM2ydAsF!F)Fg0n4MQ{3$1F&>P0f5mme)cxFT^s4t%8-IaOnmREP%T?sdmi) z{6&wFxks#^HV-_f3i{Yf~!BqEvg#x*r{E0!<0_10Ud zG-x(@_390Vho*wHIN%Yv?_`A9lA4DqMf=55&m>J|0HT4>d^jyn8V?jSuxb%rbU|TZ zU1Q_oXjxQTTvFV!G!Dj0ZPcxZ6KQHRd8s0rJ&!r|n6G~A zYsVjVjMOviKlFIoqfuUEpl;>C&G@7kMo@ff>S{mw;G>sbeD#%=Us<|*A-|Rs_Z%{0 zIM;%=VEwvvT%Q&iaYbWeu`+#hFxRbBg0v_eq#2hHyJvV$q60=ialCng!Pxp{e~nt}%az|U`gcN-BzcvMJ>#@Q({8soiW;6g*V=bn4WTSxK``;(Nm zTXof5ky!dPEm_%*Xdc_)ZuKWY>8tnt?BM``Ki#Wo?}~2aB)a`yj8Yxrp@?^krzg^T zVnI8U99pGit`K2cgLxH)Kyn{0G7zI1ri=dl`?F^p1&|Vvin$Z<^_}U{@4D+Qb~6U} zh}Z+!&Zo%6tVf#7qFiOnocvRsx6WQR3yTF8i5*{2%p+L00q5qA3urr|8;OQXbAYkd z^Wj6yh^X)9M4}*mC7=&7A2A(4ezJyM@8qXki5-+lNVlZrlCO#$@sb6X-GyX&$dJKTU3Jx=haKiNMzOoRU9H>HykZPI$d<-pmyr>w zsHlAEsi$te^*5_muPiR^!PG?!vveN!9eOF+spIt8zIE&GZo3WS!i_iF2=10ZJ(@={ zlE2{EFhPpZmQ0&R=)dHWOR$(?+v7sY2;wmhiESocv4BP8<>n&k6DCnrU9-Ea9I2OA z?e9B+-$w!9%_~ivYx<93l?@?U07|rD|gcMG$EG|)c zgsf|c9q}en<{sp6G#fdEX77;T#}Wh$*!&O{#3aEomQ6vq66zpdwX%{|L=WV57*o9Sw zj%a?%3TL}!JmsyBibE@n-RGzyj^x0)ng$w}V+JOZ?pdL6Do3;4YQkXbCP@Fg%l16> z_~UoqdH2$#ix}7j3>YLFSz2>#4Ncj*@4j{Jxo3|XHzvag$;6>zE#J77o5ZcVr*w0d>~Ie@dP>mI4fK+0aX~#j{LzbZJ`oYIuXH_YDL9L?3hrL!2AH|myS;< zpgT%t(`}Z@y(3b~R~kCAVbzdBJo`{GT+BBH{w(t*D=td}k=Bgj5|yizn2xV|1grS){Lhy^o=*_+<2O;GZzKKQLwToR07Qn z+9+y^Yj^p{JJKMG3^IE^XZfP%Z5~{Fn{ID#V1J^KhX=QHiHfjkr&?qCQ zS@p^9qOsZx2igGY>e^anl=IFx_w4h|r*i8X>k#+S6IM**h9mOlp51%y`^Ww0bz8P< z>E6AkApY5H?_oTO#c3b1ML~M)J81f>aehE7C0LlNPx{8oj)2_Apuj z@(%mKM#Rfd#?57)RAgCglaTp_>sSb_r`s!U+l%!tZE+T!#77i)8S+&wsFO$&f=A+6 zO<$EDU3(VIc5&0i;S;?c1jlws4z!g>XAl)DKQ~X3OlyGx%E3v^T#~1@SMOdz1cVDu zC#AZgvMsq;$2hV&e!8>Sthf{i^$$P#h)nRgc{y0-t<)#&j2&GQ9RZuFBz~d6>TVV$ zs#DKUp^TWz3nnSsefQu0*T4RyVo%wC{)2M!aPuI58_n#YWWjiL#4C$izZ7>esg~F2pDVDDKRXT?a=2W(6FKM;&z(bxw2j z14(rU=A!N@9f18)y8R(QwzIUy;G%on?H zCSy*BJ%!lNAfkQC#pxOp4eZ6(fv`^m4364}(GDYc7BfahCZkxy94WUN3lC){xt6E} z5hn(2wx_W+R4W~tGb3(lWKsEnX#pu&^M71qq8upR0d9b+a3Cv|uE%GpRs10EAuC&X zL~YNfSxjLcN86PlyMZYM8YqA(M*0^askPW)$A|8)E!*PE z?Riu}hVs1o`ed?Fq4?6~z`d+oJn zpMAFV+fsIp7X+NEVsbGC^=wpbnz2Fu$ZpLhUWGcRO@Nc5A$WsthUZ;5V2V61 z;&@G69Z|namn_Aso}X7poySAYX@tDHA%ljH-xnAfDYp}j6*dD&yeV4f{XzclGUhH? z_=i9I;n9a5!l5{9=rDe7YHrYq-l}A%qY!ui4H0p%1jPd1aw9FVh&qwmy%kk00kk!7 zq;ITfDed&$p`%6fgi3hW@Zk#=EX>Kt7VDP1B_TXTxdkQ&qZ*MyI0Vo|JVF0Idh}=; zrIdI8HRyrtXpCc)<|>+Rcma$!9ucup8KKu}eUvRN=oFPjBna|GY1t)YO@5qH`0j0Z zS)4i|8@Vagz0YXP=8nf15bW)>bz%h_Ey_T`*~p?htXVhSgd;!3Z#BWqPV6pqt6o&? zX`_PNsB5SPS$_KIr%jnUnYS$Ff1i+~JvWpjCQ_nPMf(5kZ*IHqAO8SZM9xbjR{?-2 z6$FXaEur?DjbhX)CHo6H1;HcwM?i?VB0o9SJSka7g?v`-Cr-T334PFRM07tl(@@ry z?%w^!-~XN_^o?(PgUDSZc;VU5sRR4uwVH-ZtVo8Ni4*L!(@*>0gAZWPVyfnHHtsdP zI7$>eEw^b2dtA*4#deRGpEFn*98IP0BTwxk%ykp-4Orxi-Qc;E7>He9`C27(P0O`g zY*QXRSzA>?1xl2@!9HT046J+OOr#c+e}0H_Uqobs1m7bbDXB46%SKU{%_Ft06QTh0 z=|eWRjq5kimT26{L$$7B#Zr-4E(A)#1O@5MO`Sw^lY0{d05VD>&eGDItQ*Qv?P~$_ zP0aJO@DolvfxzE1lxG=!iDAJP1H|RmzrOXw7hlN9&h6c|55Y|W%#4>9sCiP0y#4mu z!0mkXNpJ!sWq-SnK?Ej&kzz$~vAZ+MIRwl|M}0i-+SMEv;pL4FGR;yZP0yL4+fAeTABu(V?wvt zgqX!#%deX0kg1osRyneNvni}g0t5l43Hhl79Vt^1@^48=%(oOHrTuN?8p^Upu8Tj|(xM+uZYM+uv!XPbn{irHN>B3aiu zN!DTWmx#^NHgZaG9Zku<1bU|D!n*ae-#&b*h&lGnQ230yw*8bKAfLpH4r=>$Gm4^Y zwCr3;eo;YA2^NMr6tzmje&AxptDkPFim9omZ?uxH?X5R zE2KRpw;c{c=(G66t4+D4S<^Sc1%Y3OsGh!GTiZb0wMp3!rhhJp^#9YJ{uJ|eVL?In z9zE&yj4eS4XM`yqVo*|y@kV4fY2o;18XFsU{W4kv)uA=nh*!a12`#fIQX$+VbpkQ} zhaY~pVZ#Q-it*#elR<)*AD)6PPZzf4GDmZq4vN#TozdD3xByXD5P#wHFgiwKC@b6Q zp7w@mew=}DVaP*q0N_b zbQ=S?mHI?{0y+&hFd?$wbb$3U+%VRl2?$XP;~ig-&lr;UNg#qm0`uVyu}o>ZukT15?=@nhN+IYvxJD9NymkAw4FBaseDmrU zZkt{XPo1`5&oIgXGd<(%Fipv$c$c5(viZL0c#%liJ0<{ z37DS4rg;74!OjQGPr^k@8zyZ9pn~81?sv@VSl5Jpo3_JUaTZ~QQLVKiyODEp_`rb! z&phMIS+iz=+~wZdYbewzhHr8B7h6vkq^R1^;9HvfRZ2P2lNY5^*vG%WPWTfIz^k#l zv788QD;OYg)&U0Vkzbh4SCTn^BT^pO)GdT0HHv)6iNOsp27# z`@RuM*pKV?tap`8U&6|3wNH=}Y)T0bno!_k7gRM#O18ZAUP*A#a zXB@wZ5@frT%yr8rcC2|u?Kga5Nx&rX%RXvtRt}aqj2FjC96x>>IeJh7Ai!zsQ*b`( zILG$ROM3ma*YCXZ&RwND3IAX&XZ~xen#oa2Y-lDC+FN!OcEsT$MjQklcJk!GLk2^O z*`uTfZ2bU#VY{ULurs0wtqyA(=E+5i79j@!RKPh-bc3h?JZ!5vfEUTew2I_`xO2xH zcObY!<;iyH3h7U?OPkt~rbO?MpuJ;`IcD0e|ok+k49JMOsSXe!Br#k~siep-0&>YAEO8#k4em8+1ldcS=@{3NhmQ59#Nc_wxr zx+ms;YAoofHGgrY1c_|fwq@(z?)vKs&pwx%mD9bb1P`E+SE&-Gn{-T}PtBh{|KpE8 zCf!)O!+kB}OH}S~RwhC}108w387pWlK>MCF1wX)NKl@n%bI}ZGBy@c4u&wul-T=A? zb#ux=Q+S*;tJmth0+a~h=k-YQE;cykT+9k^43Kb>uZ*1gJQ!W87W1-l_fsLRtAurY zNT_!;H7Q@)l>lj{^F%UrLgs~z4T-RB$B-xXG;q+jhcNnv4a^YX>?>9*1N~{)MPsS`J-~I# z5N@p?O3?p~_DA+6qUZ?_I3&lIAC?fDK8DZ0$anvxdVC z=9U7XKx|JMxvlKa)I4XF2JE$mJ32n(LwOxwu1-ZmR`ziJ9&xxw*LReP(>ar8jZ4ij z$3J^kdud7wKcUjfmFq=w252`GW<_zq^H18PKpp z$rjI$s3`VAi4;~PZ%vzI!vN8O=G{GV7o$Q#Jz zxQ&iyr;#zMtL%3r9PIT?F8%9PAl16%Zn`6(H%{Dk{YjYlRT{Y+JFuu!oWDZs$h??W zP{6!L+RKHD7Jl^MN6VHh!5XyNWWlt!SP{jLoG_k&|H0mgxKmPGLV|eqVIn3?Ok<=; zF~BJ&mQPp9>jF9{lxHXa+LTo7<01h&+J+`4R{)f!NwU37TBt6PR_W6iMcrs{e=GB(@ca`J|Ih!h*%zsohkAPArC8 z)-c>yw2f8d!xI>S1Ygv_H^BCs1Ow#YM;kw8$)Sb^C)Sxq+pY;%eR|uCzBzwZB_?$3<`3^aT8~U9Qa{ zU0v~L0!=Z&8y?P?;K5rc{Lv;6Lb1O#G&ba9W^>fW4I48Iu&pUpq>G712qOps7dv34 z6;Vv2Jqw*zrr6h@19V{37IdFV!*QfUKlH0-sc>G3de0|=KhIm=+>n`_Meahu!MhnSQL{iH?^X#+#df)+I`+fWLVY*A&f^)(b{Z9+v8%LNxdD-5A=SNG@YXvE!bRbkvOY3yv zEMO{$b1?uMsP-{=zg7Wmzu>XlO+BSRd$ZCftaByz8-LNXf_^G^!SQ9zgTJMuIHYA{+XwrUb%85vJ^zc>>#`cR$#Jf z0QOg0u}?q!%+Mi2k2vDUQ%*beped8#G7D#hx{+ViHG{H^(`wc#Llxxb7UbutSm7is zGuK)+9XDjAd>`v5CAoDu9^s%obD@${TyY)%Wd?mqdZIBknIN$Q91%Lv%yFvi zYB0xShQgc^QTy3voT#ARrA)3wHJ~X0Y0J*Z zsjIDX#SyPllGsEx70WRd4mAouVH5zeN|Wm=ovfM4wocYs)~7YM%ZI%yZGWeD@@`rE zSdNh0tQa5bXx?X)6~Pz@1rrTg4)aou+8fZKr8pFoKn9nS1kJ!&+jw3(!gvH=&yBKp zH#ku)T3Z!DXGG8S9_3xrreuUDPEBnM>LQ8Ta33L40t1uoW(OJhWQ)Xr-h1!8pw2G3 z@SU!(MHBNxYGWNCQ?4VV&3`T-t-L?>Q!$Iuc~w5?#zj)L1%H!tEwcoczkGujJ(BpnbIPf0~?& zc&G?`A_8jT#*K`hS(#a=uN~e@y7+%O#Jb(yCERv#GYBE1b#mXXeTej>|5Wx?`(-|9 zoseNsv9z9JPYWAEu)>-yOgt|?4^z*sJ-Z)!>`~B-Yu2tMF)3Xgh8CnK>t>a)k8xA1 zAQZ7);Ee?^x?thLM<081*sx)EhcCY5qM<{FDALI{IdHmYZkz$kxLolPa1xF{NV1l* z`03Ny)vVwsTYN_PcxH(NFdq4dKhJi15--8OOd5!NjPG2FBPcQt#pj}mzhT+rmDSos zEQncpqA3(IjQ3m&br$oSu-GgOyf3^o2(_5aF#pHyybY9vVz=Yc2;>VFFTVHh_ifs| znOQ2Tyt%11Gg$$_Pu((8-thGsjywK1kQc5AFQM|ma43_&K?3QLH)m;+&8Bc0BA@`q zMGZjmCR~rqnpoyY@+FFElG_tnA@OJtlK8KG{fp{?<%4?GO_D1&)zOCf5eE&O0&^X% ziI-k_3CWVcJ|~3}*taQ+pD~obW}&cZ5fR*u7&|S@i8Yp%wk0Li&m#XhES^z_2V}cw zs?s~OM{bvO75f$s_mK@cK>(!}I3=t_vT7~(6vyr(r;3>FBicD1NfFu(M@T25zU4kh z#jGQutJv-*IzBS71&c5KE5QZPfQ3MIzYcff{$)Hz$VNryxu_O200&P??-O3!4Hy1Zf(yVcWhmO(G&@CTk{V_(Jspj!zx{?@%la zvq$$H*y$S^n|Yz$WGX&`h@_#&B-U1IEMIY%YlVhdh<1ru5Q+2JYpjz(&Vk(JXkadJ665mNcIY6dIf^A-E9nB`cJuL*^Ck>of}#1s*X znoRLlnGma6D=AX7ZK~!f0(VhiBWBC=!^AJo%l_PwHObp`iVy|Lx}fB3!YmTpV^u>? z!G6y=moQ|{PIhLNoR(b#R3L($2zK1Ib3NcZ_P#<~Mym#IL(g|891RWrZ5oHk3*v;n7w4c6{P^(}( zXpK)l{WP)f*I$3VB(<F4~@7C8XD*@ z)QQz|P_)D-sQD9gvg5?~YFMZ{<%$JA5loZQx-6`iFRW5jgIv^d=xbN;pM=25ZF&)P z%Bw%it#WnyGQ?)8C;^Ts!HKb#HST)tM{+gC`Zvt4_M~=y>(G~7xK+joHqrA%n6o1t z_oqZqGb%k>@DSo`?QahoJ~X3S7{4iE2t(VYmtM+tWHRI}k=tys7xhZ~B5>FY zQ1J?YGQ|pl+<*+1vfk_o5ac|3wZ!TYZY7ipj*+4ST`f2Uid8?X0$?r5a)(wUqS$%P z>k~k36CurVDR2cgA&ziO>$vcS_DW_frW`(4cnaVsr~!Z$fFb}>dFP#XP>zznYN}3* z>-ecLiW9-sR+>(!LlJ0r3hr<2g847L^b&%O*x2kGouoLXa0t$8vc-M(yWd3tkc`nx z>h|3Un!N2^5horOgl2*t;DF9(vfJ zO#C#U)Sa?2I?CA)Kq1J2(+E@&^xilabn^N)A*bBo;K4(PlF!M@;}vJeN=B@NOfk@m zOiNg4{6ZPD;F$dE_;OS?N17Uqh#WBxX}SfC3RRdkMu}?9=*hO<(X>KQeZ}S|5LXzD zmg~trqET1{f%SwIAI@(@w3zQgNpP*~%^&NMO^Fo|>|$?|FVvW1h2y@poLjUP#s(gm zb_j<$(mfO^aM9X;ALU9`FCIg5Y$r1mZG_W5_~76F`uB6sK2uRyiFb&@y&}Fh?{7k< zpWGX*mrvRWr+V{^H^2DBFMjTGpOZ9*2&vqi*IMjlB(lPwPAx-#^sjxLC{t5RDsmn? zD<>NmUUgk9{uGetB|WEfD$FzhBks_Rfz2zotu+KED>3dFnKb(dL-I3 ziwu!~Aepx*AaMad0LXstz3DgIbo1vvcRAubHf;th1RCHd0wwZh*7T*`^qL#3z(=v$ zDR$lNNwI>Rh#DN}kuNpH9_58cdqWVlv2e;SQc|ayw$p=!d)mpv&NAX_h^Gz|(TY!` zSPl`QL%BI2+9%=y9YDAylaIe5{j(1QCWxWJBA2?Y$a_~|6EVpnz47`R^XJW%_&Ga6 zC+GYT=^v07)O8?tk(Q9UEL{er-RCESTj~uf;MG@O%@#BPWHrm+o;-e+36Z^vMWSb@ZX0Y&3yZ2R=@l1yU9C7`|u6>wpH+x9r}_AsoD%o8FmboPrJYDzzXdOIxl)3XXFzB zJU-)_Wi^mwy$?V9FggI~5g2dr1BgoRt1H*^5}$8`O-!3u%22Tg17L&%;?G8#lYnBQ z!cd}suHh~a`q3_7s;jgu27rdurf6IK67Lt74>*kw;WW5D^#K^v;TyA5fJkq_T=8t} z@_!;7031G~>WpQqJpaNAciwRa;6=&u%dbqRtP8j$E%D1iP;YE%5S|A|JDIsr5XI7^ z%YX2L?^jh;efcY2;u1v7A)--~DOLnw-KR?+W{O2$Y%H<)(`lcIE0@j)gSQ9?u2;gjtc;k7fyBCH9b@?7D+V)do}zHX$o-{@%KgGG+C zf~gppV7)~6NQM7LKpIH@IPQgcBMtLEMG(4}|6h3Vh3cAWFk>kS!ICMH`5R;WEw|iq z%{AAUT+wwFJ+d!~Sl_8@bbu?bypl@$#V>v#SRj+BzZD&TnHzP55Q5WAKkbC$Psq&3 z0+a(BSw!A8F?{p*Qu)i5FXxrnhLpG%^&6BFJ2%ufptgx5>P>R&nj%}IZOBHk(z|kp za+@9$zCbnDZe@05im0k`azS|8z7X5pXYgYYADtvCR`v%=+d})crd(w zjqzCcsq>4ytaaZJQRT5y?QlyK%qV*Dxiyq_88S!*KgSHzbBvEzGFMNAUQGD z@>HxFe`6y3(-*+~1FyG3YZA@_ulD|%Q)qd zkNM&Uz&3y1efOcRfL0O=q38hKOGsz*H7W^62xo;DF@_8ox@+f7R9t%vTR9Sjfu=$F zWFo2XF}6eMiLTO>2{_2UFaHPdfOeGhzyHIDJW^+SVTV+L3P=M zkH7!ruD^heuvm5(H+|d%0YXopWrdvqC);R1G1S4_U%IRGx3~SaXYU?xXfQ0oT_D0u zB0szR8sUy?Vixw58C|!YfkOFnQ+q@ot$e~n{QKdu8gbog%8j>+x0(dhN^GoA6pM1? z;Q06EmE5HEgsf1+Dl2Sl+PD$vpZmdu67MJRUe}UlFefpiAf~jHsDwRzIXgdi@BPIK z7iIze2R){(VM+%bE)Xo{Z|vwd+;GFS*Ip~Ho*E$c3xA-?!4 zuexeac{u_ERJKr#U}lpVwjg8cq_l~ja!fSv6Hh!fas0%dy?S(`c3Qpg#3af=o$`PHv(t*dJQ4pdxFR8dta1Fuymba0+eOeRdWKU;1dLC~!TtiA za>eo$7&TA;Y#ds^tkhMyiZ#G!S%M^cDZw27i3ES`75_RrS&uS{lj0)ecedTFi>vy3AEV!2j33{1tf!H=@XP7QDW}Je&Zvqcx~G$Cx>6m$o&O zq=Rx^A)sJS)6rY^BCU}{_zEeG zuLvuPr?<7Tc=yz@$aep+)V(t49qfff*pt#t8?=>hLYamA6{oV}9s8Kw5c1_o5$Hqw zQyR4$af@RB{*XHw>3{3?ZNIwp)?fVWXPY)|C@d~vG3M;Bgipj{If6|7LBo^SRrVKxUW!G+!x@+^)l@q?IF zo<+tPn++fo7MCN!zl5E@?950~SX|5lYe(yrgOv&{lIlvEH$~j-^y$+}OLuTK&Z(1+ zN5*-`7(&SJ<(FU1ZJ>BG(@uEtcA*{EMYhmzjOnP=MXXC!*YGa(MZ@t**ZACLqouw! zN>(95L_%n&6pS7C51)DF8Bk%8Xk0p}_YeWn$--~4NU#dG-nUQhNzC|=E!C|4_%Sxj5m7sWj=BPvqMY#cs4mf|1h(&P| zEjkTxDd1F;#Fth|+r@iGu=uAsKpYJeJKLdH-nUo-3zqVOz6I>2gKcwK`IdcXq*rNF zwCYUyh=116ws>;i_k=E8uiS*A9cGq2Z{pnAC+FiO^P{sSy=^^(a zkR*hvb?epw#=v)(W1yuTxct5?s_jc>DV8B8>@c&z(L`7U(gu=8P~(xWHbM?Q95CqO zOm7qF#@d)O3~|TDAAbDdM;{sCDZ}oN-29LK0j&d$lCqE^K#b-;rK;0XQqCKgl}$Ku?#h+R@4EBOS6+UN3+3kJ0P5hK?l&<2lKD7- zimr0AbF(wE>Fqoh8IpVT?lpAyaDwS0S`x0cq1cwcVBvyyr@zYuva@sOn8F$n6uG92 z`JYfRqK0r_TK%~r3#|x`WkG(y)mL5#{isAfP?FpU5~&_? zh?IuLM$xinOrJh?-W)cDm7}!?No|P(hFzz*dD!5gBq(5uWd=;Rw?PZItmNk9mY0>y znKPFPSM2PzB8GMqD>7n{H{K7YqO#)dyZ?6IefMHU?a`-?Vd4@MixMx{r*8ERM5!T! zMG14Va~CX}f7f5`TDWKt1{NqZ<@P*tR;M#Vc`egCETqM~diLtuuMc*5jQ_d0c}2w~ zef#t!j3+lc2l-#M@$B6UtPT-%&fIy(tj4JjjwOauLB2;u59;%xi!LI&Uku+*C8K;K zwuo8VeLFTPF4xc)rOzVx7$<-viWaAt&)8ud+7d*>Zm@!`Sh2z)Y$=KA+>eeEKk?y5 z9C_l2Coy)^H#Q*R)2w}sGbcN{v~)Lc(A~RB!-i%$xkaF>bQLGHOu|;6OiKQ5^Hs5E z&#@|QVTZ1gz9y4S)P{<=wuLSOhi+beK4aGVAH4tIgAaoI!9?LRV@NQacTpzinD%;C zeZE)ujN3tb-E)d1!irKDHWb%oOou-khETvE43w5+Gk$RNuYW3w7|D=6nOA_80!$Y| znB+&v+b7l*suQwHmK2xx0|2xNT72*Zk@!ihJM-h2;!==P#TVIbUm4arbk5Ix{&VM^ zdoCy8SVajEt@fEWMld_5zSuI)KI`l=&O8$~L)VmKlAo(-mpOU4>(;J&Uv6lo^MHj29FFp3}BqonE@ z>!c+J{G|m-E?EPB_kh*7_aFbb>yA4r$|^7(BmC=#5bE-mEUq_gibIk7cz1YN8RFi0 z>y3Nw{YQCOMQ(nMcyG*0w3LpNj<;V0BIs;1Hn+rMpnp!9Jn6U-j-Ptyw2`An_36_a z^Z&3BQS*O;A#bpbe=qneL5q@NFoc zNo}$e!-?cfdEkKuUVZgdz9J*GO03zH@69oR$nd_wCP|G+%W0MWhkf9_1Ofzxgc&p? zV3el_C#*EiWu{n2Yx2|(>`-qCEOo?uBluc!cWp}0@UTy0Q6aO}3U+fMfG@uI;-SNb z5m~D|UBHW}7Qa7&I4j&aCj6N*KVG+CJwFi@sVNR8ODPXG&u8n3P~e`)^Ds!Ze`b2k z4JbZ|Ufr{MH@~2|$XLDi#Rm`#UiPlaQviNJfxaqjJ*&^IWQ%~gG5l-5>XL8ni6{R1 zmpksD_Moi61OetGrrpYlPGV(9{T5{hJK_pUf#YbRIB4(BKK<0Q&pyX#^9%A~=htFc zkZ)( zP!QjWbnt^{qx@`GzkccBB``99BJ3vWvC+va3|w5DayB8R13frx+B9*UQ3N2TJ&1kR zQ*`3urniW`Xu{PpOw^Eu&-e7xPU8j|nj6`}*LZ9ZlNPouEL>1F!`9C}L{x|=$Cg0x zz@auY>r1J;hwvOoFzU^X}(K6~kBnKi{K z#`aIp!)8-49COssM;v|xS=G2JD@^iJLOird&+IH-vgpH)J|=n@&x_>#NwL#=XLgZf39zJL}*^1wzJZ+Iz0 zZ2#+D|C&2@KBJ1L%Bft)CK;4sAwA8eq?rECivuBrQ+8(7tT{6ud;Ia5n)=+lY)t=R zhv;l$4N(e3g+&E9xeax7>({Sav;?N#1$?eqyB4Q0xh!(BvU(Ml^eF0{70T8Tr>T+d zPlcph8yY?vhn4L+choo3;YJe&SA08jv@)8kikQ^!;D2D#m-_q!Ez?4#hD(QAo;r2v z$)}t|N|%ViK`EVJe{1ic`62xS+T`GnVqcx2p-O3oO5?puo-`#pzW~#NxL52YcmYfc zCEa_V9nGFI>)YS@)|FRY{oHdeP-zAEd5pchwN$%RSLwrHy0M(uRYY_^GurDqPVPIfflLW4k8w*{6vkAS7 zcvrLvj{Mk~lrT|`i?6Jp=I_fC=yf%U=NVgK9%RZ!53C7K~#98RQ3ewPeAEj3J z*P96LL;x5_eR)~Awaur3NJh-<+pn*f?Nb$Bln056sm>@LYXQPfm!7yl*QrwP>h(LMk-n(bt{(TgO8S!5S`(uUmmC$Qg2MGeMuCD2x zmBm>+KWlrtl9#tNr-V}85yI;ujH`0p&Xy3J`Z3DpMF`qcB}!u{40jX*gMQnTRP+x986x!9g*z}_xKJ0Y6{W1Urft&$L*%*3Wl26ef+V$TcDKY!+#XB>Cz z(QxU2?KT`QZPCM%R@dH)I-=X>=jHQt_nzI07cF}0t+(dQn^#7Nyyl^>9A)61RYYkA^8vnV5+Ud0<`ABnO={#sk86`!(f}}pELpaU zBqV?jot8O|eJ)(zTqfU#4H-Ic(4gfD7G-5A)foA3##l zBA5aJ!U;fRmE@LZW1OYUFA!VNOQ$aV``?vLTYpvid=m0sfvR@g5GzRkm6a8CWAX$> zl0F&x5MmGk0BubHCWQl}UWwjg5eSXEJJu6UW1^%f`DSLRE z#z`HtS=q|+I6i`}Ah+hPTk%y1x#yZSYn~*_?Dp-*>yqLu704pTO1^4bRY?D=(`yiS z=|235+il~9_H;>DH|LEv-t5)0$H8GkqW;E_I zEsKM0C#;5UN7%udw6P>i~nR zzbMb^Q2cWhya~MY4VyMWOU(EM8boCDpl0O_Yzj#l*YYw1I`G^loNxlU&HMK4i{YR9 zK`wzBg&Fsqciw^16Ab~bNpT2>fXGThYpDIimdx;k+3EcA&p-O;qmyUVm9MSLe6r~H z1}bZ95@`Gx#H`k#)3vwlO{|1`Vv)N{ZUoGDC;)gT2(rb5rle`b z-Jv58Bkh8q1CGCN(ZbT*yFv1>qe|(%Oc$_P964x<3JK@MtDu~)*Q?|eWo<`B0f5Q| z(`;o`r3k5>eN1vCZ4Wk~e`c#rEHAq(eqAnD59* zAYPm`YnD<@)LP%1s?tm664FWbA3b_BZR6Nuk0p1Wpd}IDU@gPKx^CS%)B{9PI)Y$4 zYzEf&*DvOntgLK=us2_SfV;fL?P_UbDn^f=?pGr-Z|CgE-*e^j!f zw7i1ynraN;+SQ?Mjvcu;f#ZR;8(~_UWGFI2ZG*X2M~?e>57|^d=BHrj6L?4 zV;9byFIn@Wo8#P%nB53iW(JM$;1w0Mwbe49NW8k}y$R#Qb%u-l4(`ru2F_Pu3U8N{^@=&fRtOupg;#!FQXmnUi#T(FJA&;sx zLzPyJNP9;fdE{Y-9P+|*&nt5Kt6-0sk(Nk^s_SYYLM`336QP8r%f{4VfMf5`e4qg2 z<>gkEmE)8Xfn5jRHRvlo(XoXI)C!$E39^82sMvjVL`3Phli4;a$uC7qFeSlktR3M@ zF{eyyO=-yxgfJ7~+*U1#7wf$uLcB#F-ZY>odxu?c$##Xyoj(&;H9_{_^t6FYnpCr=)v{H+6cv z4&(6QI8=HDC7iK(&8pX4eJ#rBn44W$(GXVZlO@B*42AP^^VY6kf5)A7{O5rOE6Vot z?%69lCkOwS3Ur zfo#emdE$NJo?}OBRyh?Kaztac;Fj13gOlWnwph>(H#J(VSTiT$1;V!pyodhC>lH;_ zW(Qlu`-GN7M=!4^tE#MIW7MG5?5cn(@Q6Y<$|^)_Y<=bBSO0O}y>+$qkV=vIS81zo zdk~eUcgNl?yFN5|2sG| zKUfFYYkp+EQzN-9+j(>Vxp#XfFD{N#nP;7O_~C~gapaMt7<>Dzw-^?Y{P@jM$a9s1 zk&(icwtM$(Y;0m|%jOQdN}?i+G%iAo@ys9(2Kd3Hf*oEI|6u_F%pg0Y>V?o={%$vv z83s3BwtF|nGTXHpuPmrAkh^5f6!JaB za}V@J8(~G7@s91=;q;g^X)-UOp2yTwX^J)>CC}cYqzAI&o?WFbb)p@uC(`Nms> zIbpiU&XGLXtry9bjf8~Cdev1|U3%%I(r!7N?N-VslfW5goPqhHfByjwKJ)-u8QKC3 zJHQ(zd{fFXU6s~SU0eO(haYTMzhUIa;h!v7h1i$j`Ps5{>u+!S?L!Yfh@Yfy-+tJS zC6R}i>@C#9rI_F@=#WZ^dyo-pjC2_$kd1Zz&g)qlmdv=c+HS+u4 z`@tobUIIYBF~YWHEyO~68lgoQL^$@O?mc>3dBqht&42o{pS|?L3s6;Jim-Tb&Yw`) z6GJl2`bCQtkrn{PdPGbi-J{6i6eUNAxM1uU*r}MFQAH#_I#U!2rsn48pQeb#MrJQr zXAcI@m@UUq%3Dz~&x?Gh<#(wMvrRCancR`J?sJo7C}$-aVj+6tpiab=z zy3Q9zS!`>|AO}0Hn<~oWIyhL6RHz`fh-{sh7e|M=1{OQM;L!IHcczmDm{8Q3I)Erv z0Z3xb7r+mPko^}3wFpvPXUHd2TpJeebmLFVc>MAW8OFxpW004zJ!5d>?;ZSDFxS9Hu{D=(J4kT#x~R z5r}mnia4k6>pY~*4Z|L?7yAoyrMyGOhAG%IuJUKT zdua;g$rQzjg^HRZtW?cPdPm;BC4@f{@Mn$3Oltm4T&$s4B2P_F3YLNxX|D z)+LrB)DT*>e8s%^^HBhzYCO_d8YMm4zjfHSnitII!3~hg>fZbAefXh=2mqi(BBk=k zHkMazUt2_qu{A`vXN4A;(W7UN(p|gm`^SCo3xEFd%R$i9H8wFMXYQ%c{ zEL1F_JoX6_gDka6_ml&b47lt`m&?x0mH{V%8A63T!C)OaO-rM(my(RU zg+8dHqzCUycA(!{*B zI6-xQf5C1`LzM6ANPUaxPhEg#mFwP=4aLkAE3`OkiS>1RKS@KYDfM(zPRiZtL#>R{E>tvO`SMTbnAcJnQ_aO_7Pe1H^) z4$$gtb6qSwC;&hE+0SqSFydpt;8@Ey%DPlq@2rFE-%|t2C)*2-$|jH+X-9lrh5+z$2~Zfk_y-zOg5l%z;$r5h(8TH3Fo6h zaZhq;jItQ`9K~1NfM(OsD5i0W=#jLk5I;*xlVhai7|A@Q_qsH4nzGeY*~2wDzToN6 zZ8e2Pjk9GH5z9!YTLGr+43eefp49aPGW03{%2VrL4A-G*cd+l#wGw+{O<{C<_O}C=R;~4O3gr0cwZsGiY4g4bW${#A!_cRwbSVHHt0? zQ=4y3?G^mlgI?0OOa=VCbjgy+3KKl4bi%t5UUJ9G%2;}^5B2TW@8<8`bjigRM>*gd zA#o4nM~eUg7J=Gv80?NZ{P3@S}p1{aAd1qcM=A^V#lPuN;qzFJ+= zU_-U_YY3uQ%#t4Tuy(YAcwz$?<$trT_(e|TN&-su<5$fh5!1FPQyoSGl6NET$9l#! zN6R_5L&x#@H_W=-$2J1?VvBeKM7?pvE#|Q>#s2rdBeTDQl*g-KSV!YvY6)s-BJjy} zCVK)hh&vRyJPjbeSWs(gYO#{0nB|RoLp}g3fdbG0?A?xTGjWBjE>J*&1`gc5ZJWia z1)NH=e@Y%(nbaKfAl}csOgRtno_uhMNzx}od&DPk?pA=*D z*9uA7fCTvB81#vzxUw(**ri$8v8F_9^4S(A;{qP|hq6updN#jkF@%c~A`zpg^&J>1 ze++eH?#$cSDYAl7ODVZrAX$w)rzkA)Tvno#1bKaX_wCoRra{1+#qn0533u9G6O*mw9E$$Xr#karpZSXuKdF3eDc|uj3EjGe~F|Dq; zYQcheo40NqK4kDGC2rADc)Ep)7TtUAecQHfEi5kLCYv!-bF(SUR$}-uo`j6dS#xGT z_~1jtOe3c@G&QIca04*`SOtMtlx<2%+uY&wO-wtTA={7mki~J0vk0?J#1zMiN|JQY zY*CIj(ahS_;M1(}EIxEzYb~QR0Jd9y``c%qd6r(?vuAIvk^*^yj?<-tzdOW2;2)7o zC;%Cmnch^4vhwMc`@1{<%GY>wa+c5FUvvU(zLN>%Y0xjGo-4`UMbqX)QtjyH5FR>( znQG0Nwe@xNY_XOt6?av~SfH8Su_sb4IR7)3eeUvbMrLC}lRRSrZWRkw5LbZKtTQ8? zbmED}9Cz%KPdv%|%Iuhm6Ci9H(=yx}=(EcvKCG=mig%7tM#}L%6o+e9<1FTfL{fzk z9vIm!7-cIjxAebQnTR_O4Z@&~J$qVogrBC!(~LaXo*b(sTfBr8AB_N@0%+4O*Pbh}uMwn`7X(v#g+~MX6Ypy3xxpJ%u?M4tD%o>ltud#+L zK|yh>Y|?Axm6tcHe0OsLcVVs7#QShVr# z>MEpIJe*fvc_pJ3z7rWRgEHKSQ-#qHtpkRuFMQz(7;6dcq_rn&KN3f;L%cW8^J~|v zLjkZow}T6EyMid`y%})JkTaIS#H61Wd6m~4{|fxytN^P*s;R!|-FM&p=;M#iKI2T3 zPloF_-A&nH+uJ~tv^Tzb&gliCim{s!j3O{3Y(JerLeLb05W`snt|qE-(-#aOfK`hv z^4a#ZC@wXYg*}LjNA%C_y=s-`o4E!ly!X6cHWxcoav-*Uj1(kBO>fjxuV%v0Qd#w(|SyeFN@fD~2f%&K+2=sRi~#4liEm6Ka9I(PI?{#+69`o&pL*)+ zuf5KQ!zkJ6jf-SpO&tQR;4Ts5DM7ASm;WrIsHLD03#m?s!ZPF%jw6q1M{MogRmny> zS&1ScdpJ^~VtP!efvPxjwDR>BkfMI|O2tjQ$R+HMl_6XF$*O`l!hk#xPe%P4M1;US zRIB$Z?ZZ2tP)rP&Ajiy^Y*y4nS-`|)AyN?&pKGex*V4S)Olt2a{ah7T8>+QrQfNm) z^d2O@S$-QatMjd@x~A6X(vB#2It6}Wd2pm~Dx`_nl_*NBTec&yG(q<%arWk;8+llH z|8f$Wo77g7BYrIHifNV?ZQ)@Qt0rVB8jyVv9%a$is+bHWV>DbOO?)h}c;{U@8d#=apMx^OnC3O@ z-o0o0_8s!dtg_Jofvb|1jDNVFXtIQq00adlu3V#%#oVO2Rq4>`hbsCAJoUD1TjtH3 zcj`$eV+%(xPI{!oONBITT9j&s#r5$2cv&~uO=EOm0y3kpqX_L%Y3K84hoE6`IE%)M zV}jm@OZ4 zbk5|h%|h&S%F=(kwgihyPrG=Kk`@KaJcj`Q5I@3!3``+KaS}|A4kic9=oV#2Jp3@F z9o330P5E;53L*pR$l-?`ifefG?AgMUoEjsCm)9)08!9dO0@+!6jt<_-1CdP7@KbPh z2Xqo07qG>m<9CtYT<;dyuQg<|6eVgyhQlP4Y0Qmj>X(+nl36?T-YhUDxrc6@xL_4S zQ4w>jd$2iVowWUmyb%*htCDAWk;dT-^OZLsI=olPfrwLEkCA3aOSfgu zAd-Gtfs}4=#u=Nep!I;lctC$j5FO7=_=gESP-2&C$L(J zaGX(>4dloxE;;k8vnNfQL~s*>p5xd`OdOQW&lcncAr~OGG3- zucAB6y2*(;R~vTkE)@j;H$}&oW96yE?Mt+DRc-B#oja%jiQ-aT>@MFEXJ1K>Iy9`J z5n4Pu8DL8Hl=ko2KS_35`5*9GPIi{GY}&so)2;FyrnJ~vw5lQYsJeztj*ps*eS(F4 zS&tL{RniPEffI_hkq{J7WsOYF7U`0bEysF}Z6z@23Q|aVrB|8Oo|#i(?d|R1#o`l( z9twkY*)C=(?d2g20%gd%^BPu|(3$#)SHTsJmdicJZRl7@6;Q2oU>aDFn%b&K`2iQI zT@?Vu@+px1bxN2Us{lxoP}XdtJ-ss5%>&CdIq{ zN#2TA9q|?OlPqmjbsQnyaJ%uwp+_{Lt(#tNmC!#|YsZ5DrX&xprOC;AcR0K=mz4Bv z?>>Tnk4e}mzh_(d1b`9+AVYAf$6F#Dafm73JSV1lbbDEp6h9M~>O{Sdk~%AM(EP4U zaW&W`f@2Wi&9D{<(dJuqziMNiEi5V;HDUz(PncS%!BmEF>*gXHCoea5+SF;pbQ5Id z$~z8zYQbdlSz5YV8#vh~1ri__tg@m~2nqaj1#LT*mYm<)cWf`)Q=ZBpaE6kffy1;1 z;;0k7ap9M%Z$Mw#WB8Yx&e4ErCx*k#R2}LZ&5!#Otbe?OAX&fgow83(UQWXIAzXT5 zAk)TWDh(`T(vNeow7Zy6j#BGyGf18GaS zoeVjw+nlCX*_GCANwq^$P#z9eX%d*4qCSB7M$)P<5(%)_BN2Lq8^+vvLh}ksinPSV zNwy8Hq?;(m9HjCjtUqlG{s8`qtc`{;I~%BpH$l>lZmv@oAUX@bi+z#p5M3KaWPu1qH7 zAg`*cr5y%p&gKwQUs#D1kQj+CH$_^lV$Guw7&$xYUf8g41NTdei?yc9#PmrOAw!Zo zArUfn6=q%hU~%>lL7S1pz{yo4gl0oLb(?tf?ASuX@QKJ?*GP)J!IDL0A#x0uuk~1vIysa)B!`P1-}+Mwev$^|H|o41QAWA^poew96qn0M_9I+>|nU zwN6=JO&JBIb;JrJj@)s`V5WtDG8I3PsDFn1TNM=)=H}%KyM;<2yK`-A%`SNBwRX%` zN~h5LJuo|oldY_&uBxeynqwVm#*HT@(W2PeR_bATMXQ#ekTzl4h&07FqFA&3!N4A# zpaF#BddeGu!6wgOs#L0NJAGHD+8cYH+kP}_QVV?2s2h!ZEiYFqFXBzbA1j#+coFpt zbrNK6UUV}4Ia?Plr#I>~>uALpnOVsnUa}F(t;&Yxrp9nqW{1gMa$U>qpPQ3gke{z8 zEoUD$)n=e=ixU?y>1AM^O=ZT*$;u(4tqSQTw>eA26iI&|meyv$=zwcw*|KHZwrw9Y zcpx*Ayz!J!=q3T%_|1O3&3JoVQo3vHD&0!eg@A6?>9Re0m`^jwAs{oD zpEfvH4iqDtxiV)+9cCjV?0$iL!bqCAvWy`Smr8C%>?OncFf>BzaGg zy#bWLmd#rLo|56AvkmS#7M98Xdv@>HQ?`dTFU>TeM#*LgESFg zB8Jft6`X7m*tWS*tvhDWv+qLuPEFmrm-Ow^NBAXqX0}Ruaa+cZC2Tq3ShhhJmfaFH z-y0dlFWyUA9k3|Bphu4qc5aM7xRk4u4eR!HJxy_q*RiRlcEyU75bvS@C|60?w0)JW z!~nEw&3cnY3h(p!_3Oz3#uf;2wThvvJ)8l&Vm3w${aQ|L4g;t^nnGqhi7kd>z*J(6 z;ZBIS&B|)|&4Q~G941>@nMXv>7efpxE?lK#=fnfRXxwRrU=4Nlb2t>NM!gz0!`6Ut84ENrnM0u(1!`?&lAh+@*5 z%{Q3mY8ByK}mi*myFTGG8cap01pt>c@06i(xWhL0G55{up5Dv)L< zYTK}B@qU8`5AM^aZz_s+K~8oLa=m9}%Ed&5Fp{#iFe;CWJ47LKFt3U48JQVkjratc zt1_5I(fwAhSwn&?6V2=-QHy!)6zm{5*+#P0k)X!Oqv4?)I%G(XUcJy3k=FrIDy;;^ z-`07J?k`bT6DLlbGI@#w&RACafelYz#vOKak z9aCsvJm6zxZOk4Rtv03+CuAmum8(}RUAmOtm}&S-oeGsd59%?QDMy5XK+0KV4vlNA zvOSPGi7%cCR&r()&p@Ksnvn7_?s_^-(X$ux8<)J@P3BkMkew=TgFK<7X}51H)nc(s z;zxENJ(Q%*h{>>jBs!V0;{|9}`1>|)+(ZB$`G9GMiT2l@Y!{cbR=X%WciGfLLB;&6 zkS^IXJ0}+nM8kzB8peD0n!|H=wYMBjA4+^$;?KH;@0g5D(^SwjmvG@byT1}efpes+G!9X zwQ8rJ(Pt_$Z}jA4)iyOkU1c)I$g89swaDlqG)}nY-~rmUeLGulM^k~KsOZE-Wf{l4 zs&e}Ws_@h#a%W}Tx^>vdq>;P6@ja%)IYC^lQ8t6en^Oli_aUsF6tj;`8Y=A;8+o{hxej zXqN)e0sa7`)IJCr*X=6nd*=%E3Cb%13~Z|s;nNnxbd1DS(!FHt#PPE}p1BKux2x?q z8~t&KrWY4Hq09<3ailVwQd!zTT;i`E>93Vr!&yuG2;#FoWc7q=R#3$Fw{20pttb}<` z-kQZdCxLQu33f1ofW$9BwKr$}7stLx?t}Ur0-A#iD1_3<2XQZ74^O{#}lB z<*Ygq+f|4iJz2M;+se6u^hs7^J&lpvOB5<=Dj}(Xwo;Ckq)EnAh|M06UCX^$EsPH% zHp$)EP>C2`T4`7QlnCWy=4u|^uODolix)4X$#G;x*x``mY|o^~V4PXLe96nNymHi0 zM`mYaLJTUyPD0;|04Xz~C6l<%9i_V-dg!6Kb7u41aDeKh_DwBam`>EYcXuNQHnpF? zlUkgH2*?qQEI4iI)T_Vv#WibIlQyBCuz-=U;sB#gcE{ zQVB`!Dmlgu&72-~%kBk*cmN_*RZL7Wj@#TL@y(1kR9;arf5H6EeCGUIF!ZKLJNlEO zw377ICTASJL)KgEDw0JfFDEZ6J1eHiy9rwtxw$ix8ar~-_rH4+TONHZ`ZsgtOa>^T zcnO0x?@t8@@pf8g!bMXO-p|i}{_|&_eKv>Sjc0pscb3nNr^Qo271D;Fp{}AWL?l%O zK&Oga4yFRy4~u3=QQcJP6XvW+Kbf$-dqvR*e}r$29Xqa9&z`GStrE9j@W>@#0w+5s zhk5az_x|%6-~I;iLkuX$j!J~}i1FNpBsQ2&BOjap!M3ta-oZcp@lT`y7W2O)1`V1~ zj9mwd1w7mu!APi4#M>`2c@wjir*NEKoDWE7Z7<u+` z*8^aFas>g)CZC8UD_Se>6)gpmogjm_q(aoGDWU*~crBC;LB*;bLIRC3o@341vQks4 z5P541jEcDebMM`!PgYJ&q_K&Y+Da^kR@g|ft!pVMKXvUI$swca`qi zvu95R*cAskx0NS0Z_R<^k|0Z{TO1Aq%HuTG_KyQRX?KIBcB@9(EfzY=_9Tgl z;yqE)alC<~77OiFhP@C%MkM~Hr_(}-s1ysZ2=^2@9z9buG*S7vAdCFUhq-$PEJkjA z9^jL~g9d))yz|Ig^2j3(|KtAqY4D_>^MXm@y*c7cp&wP2mp%K;GpC$%(&?w4mXQ&L zdmS`(Lch0bT5pJk;yB2E|NZZOUwHln6qur-e5I4efpPwuU_(kBV68ia;ZAT9a zF0!W#hsnGR74rWh-}f+nJD z_nyDs`}dKfN1peY^Kx=>8ylNV3M2|0o)(2zD6*?UKG({Ksv&2`jve>hbI*VN^B-X! z6C|QCB?(}$zP@4X*zt!yGa(4Eih}YXJ&kEn>m+}tsdMew)A1A}R1gl-FtatZ7`u1x z=4(Sg$|y$Odco~`|z^~rgP#ILhv-P#2U7HUJimn$ef#b5(o#a(Xy8(`CE11Fz+@=t#9ld)sR%AlH}J*#iOz5|8~Ubku` zDiFRwPgtP!uXF3-yMIw}f^xsufia?dH7iB4m zV{5cD9WVLY8|-?i=^vvlY`~=DnmlphYp=XgT~kw7SSZtWaw3V^Mzk+pr*_qE{n8o_Od1x$%kMC9d1kzr8fA% zYx@t#6z15W(lPS1N9A&&i^xfQ^(18#qfsQP00?EA)V#HjA{#eweL0Oa3UYh)MTq2q zB!{($uv#WvtdH1rg0bcTPp2rJtG=#|Cv`ZFybh5LQ!ZTBq*!u6^A8#{2n8T{h6^sr zy(3IiYj@f5WlNT=7&l>DW;mm@``&x+0|C#>&eB?AU=Lz9 zl19(VV{#?y6EYl?X#fw7=75wKuB0X%K1+A+2Gw9%G({)x$lPRIeLVo{bI&~whzqR% z;0i)9)eG#zaYO;|!OSF4sUwZY{v=IEzG{mo!=K>d)M;d+ui^PbKsiLd(wtbg`%_}O zMe0!uw6>r%OSCV_4jZ{OG<-zi5Y?f$zp#P$v7^Ig+<($#qH=#0fC&B%vws#5l$aAh zQRIYGu#Pr*^r%A)J#@{gRTvA{oy++dcx_}$3~ZE>om1POUwY}KK7IS%a`R2Sd-X(Z zB6Ec$x|9#`O>hGkBBoED@!MN}vvA%5`XB>Wau25*%R^zgK#iF&aYFAty{*LD@kMTx zQ~=!EgmL44_q*GE`O9B1FH}`jbSo@mgrUty+lYS(88f+gR*?RG^{Zb2@RP>SQg2l9 zt`pYAupvXI9yDe4`|me2HfCjHDdSDmQh}aeAvqx@ zq-Lo0llry~eXwz>E?&GCHJ%qL)soPTCVUB~%Ed(t8pCj;%TGSzt~P(R(j?h9GoR4t z(Pyu|`f99WH{Ep8tl6`ho2#-jv*<7Md(9xClwfXMnT?f$h2r=VPPqE2s}Dc?aLxpL zNamFNqey?7qVHFc^`BWb1K&PZJcNMxT=?g1{;>z2g&I(6WZa?H3QQxjfD zT#)0ZOzJmqz=~zdwWE}7Vb`H}kJnm@qo7x>UfZ^Bx#5Pdu3Gi2FMs((7c1q+w_;upVo{`u!Q9O+-ojbe!wsn+FtoSMOH5UVtF=+J4?4jwe9 zpU4e7W{Bev7#)dvln0m1Y_UlKygb(O6jDd7ti&voUimn1Jv9%ht*F2bqgC7s)B;wv zmy188PBBOZfg=VXXcl-?qN9{H0vK2q%xnNoaGVH2(3*i$rpt_i{$-*WFreSyA%h(w zABagwwFp&rtf0vZ?V3>F9Xqy9pE3RTCxlJ`Daz<6L$`%%G6bD@=9#zLa?6AX6I@e78w@lvdjhy|r{?G6j2$_7i`;Fg=e z`@#Dk&~(FiPPAhJf_O_BWtumN!aQo^D3DzjUT`5nO}t8Q|H2^D7NdSw=?Vh&xqnl# z&|BGYAH|G+f>F7ulc)?TNW}1m;92CaQW)7xd@U0B$l;@g40g;`SD#@5U>Ecrfzx2y-l;e%zg^wES$%UxL8jaLDP zW4m%Zug9a#*@IGYJqw%zxnJg$08$_&4FIVKC5_*Am+h&PJe|rxq-m?^Q6TUfSX591 z{9T~)Ayd5U;9gs-cwTaIvdhZ%eE7k8t5&T<0m#e#a9YR>0Djknv=)JYIFA5bA%xfB}eo7IB$+ng~%|%PK2&Y~P{X1myoZUMZy7O%OT6 zqs-%M0no*rdocHM587vD(E;t2Q|(iDwDvrc73e(bx5o$_pG}-&O<~O+RqPqrM0R&X zfs|u}mB54+AnZ(`v&FMs*V z#~yPuoHK-=iiez1S6j1u`EsIuAAImZ0C>o+jHm*+PBMOqJ}gEJI^&qJBZm(gF4|*9 z&mTIr!u`ZvN;Fiov94dAzQ4ciwv$dg@$dKC^WJ;!ff#Y9k&Lj&^c0R2M-Pq>Ufrpu z9{bau{uCgbV9mup$!F5!!E$xnZcQ0Z*4S}ldiCwIbH@%)V!$`WA`t(MG)n~6r9;p) z`G8-1<%MI9JGOgq@$T|H5tq$jpM;RQwUHZclNcecV~)b}hDYx4#~+_JZyxRlZAuH% zk0=0!p%-@@$Kf^U)3^7KVMEM$OiQ)0ljlIy(riTib2*OYPN`sGwKs3wIDW!-<%AiC z>g(%jiR?0wzL5Kk8a-<8;6W26j6e0%Q!x+Gx`a3te~xIU32Ej06>e9$%Kl&M>}1I! zZ3)Y$nG#F6-IRRCeW(U_Fas)alK%Ep@%Jra$z}^rwa9a~E$GRLfig79=*^{v4jp{L zi6_jQHIpH}q__mhJ-M(e4qsLZ3yZR|8((?lm5)E3dDdBHU3Jw}cz)S)!^R!6XU%%? z#TVXt|Gn+ox3dMrVb~Nap~^WO%WxSt5HpKlQa$Xj!v+oV(ItM3Z_LH zrBjsb+qj#ur`HMFfsWUrU5|3$q~1@wJ_;lcyG}`xRSl_;vUA7IO`A7Qnm8U%bzOav zmf1SxA`(nvGOZjnB{8F}l5= zuA-5*CI$k@<;^$VShr?vUSR-r(byC1)_{LZ`wo!k~9E|yVy4byU2)w^toZf z28IHW`za|(2U=+{nv5GgmWb^YOP9g%kDMzLRgx6EQrj=R@Y12v4!!Q0YxDC8@Yt9n zW*uRhlO|{4yE2GYdHkuTs3HbHA!bMz(iRJa()D%q=r6o<7&r{_Dk4l0sh5zc_lF*S z_MBW<(X0Wrb!gL6Mv_Si5)b+PP`dW{@OVQD8%3dSYKx0L|()YV;T;Gm;-Ar=pWU zH`)WLV_9YS%dfnA+Nq};e%N8$Hj|S_i?b_^Pi<=VVytr70YUGCXw@Ijnf>%rPqQ6; z0G2^%zJ~jWBu$V^la?@X5*|&RI+dm_hEGN1r<~MKo|>>x;r8Y>k{+n-Tc_r+w8~qi z$pD?_KN~bc@vW#BqN2mI>{(84+x>$QqJ>)3G5FuskC);u;5A8Xy{2_B$}yNc_4L!b zOH0M>F3dy$^`PV*@yY}Q7vvW*(5+s*`j@}_#o!@Ba3+A;UcX@j`Ao{nN;wW89;>RC zK2<&wb_YwtDv|x8M~^=K_~SVPur4G2eXNl%>m-z5VuEgvWgJ z(ag1L*YE^HV(>r&W6%p;d+il;0HAP_Cr=4-faqXv0FJmm-FqB!^f50#|Kg5q+Y0jX z31Fpy5*}n({po{5&%-S-apHs{4?hzAQ6O5vl(4U}$ZN^`U;@&&@7f6l3`aM!RnU94 z8O^kd>R#WoSD#5!CiUslTMP9QxJ=c$b}hJ9$?&mq_3CGyd8W3e#=)TCWGW@mWz;0q z7FoDp!K{yG9WreiW(5rY9N4kFzWuQt9m)&Wr2u&2fOR{~!V(g202lR1hAju!_hd4Y zRl7k(Mnigo(PHeVF{ht;+QRt@D$6S{XL{kA37vqV1H?8u#Ne@^rlzi#@zrsPiVJgcvTJMWu=N^iQY4n#NZT4SuS>X| z6vXqJHf+FITvAdTQX$bm{1?|MC?AGviep;HxUpjoo_a8}+%`;*`|&@5NfIHGJyT|O zM%Kdl3;*}z(__YrEiNi7C$=Om?I9ae1cI{tp;f5%e1R&I^sL2`#}*|K@t z)~#YtZ1EC2?pl{awSk@+E*&O)QTe1P@*{gEY-q}Cw>RG&#tz+9jo0!1tW!QLt_GEd zPd7fU(>`5%KoRQ`#*aVjutQfYUk*&dB(Gp&pg?LP*CAa&am_}^?b)NQu71mwP3zaM z6_8O@W;P}d9B4Fb8j@p*_ExgDtFleovujDoglv7n2`3zS=%J!XihBHsb4AEKNP0V3 z8r4NTWM*WJA2*JkzJ2GepZ@G;tJbXI!EXpaE(=&_J+4;c))@z4wk7F|v2hUKLf< z+zdsAj?{!pH^l*7`(e&BUfp_AH#-zXa5` z6(>b6%?ul|SjPd!41N1^&pt!@6 z*bd9f_R#6*9$E!78zWjeMoVa{Zzw7(nmAz+@%IwjuL4WrwxsvAxCxek(rxb+rFl~c z78N`+*&?+}NGb1g;DCYWo_p@Fp~D*M>H)DRs@hXpHZRvM$`HX~vTcquLN;1dREX$C z#CN~my?c}tJj33a&W@di)@y8E8^boKm zX23{9GT7leqyk;sOb(ZIHFc`^G=?ws;Pyt20-`^Xm1b-o;u6;pK7C!vTWc~y@(+VW zWmVM&(`SJB&mw)AgQ!pIakQzhCIisz)wl1E;loKy4Fj*^Y3ivrC)ZPwcnr)C9bu8D zwu=c7QL^ydaUECuf^Lf;+f(8^h^}vc)?0Hr#xGjV9Y0$H7bjq$B)&we{WrB+4P2xL z#4l~WrEZ>P=4wY|h7O3P6)AN8FFJL5i~58zhp9wTsTD+Q;zopQXq%xGgLMa)#yT-u zEmjh+#10arA|EIq_fXG7fWqTRh0^mgaTidpEf}8&8yO|n9ty)0fp8)0Zw|nk+oY%|`S!c-lKzHz1Hj2I@~(Ira&@8$h72AAGb*}nXP38>X89y9t-Eyenfc4_U6HkQ28F2*seVaVd0rRNn^r^mGr5wW~6CL-lihbrY zpW&9cu_U5oSMg?bEiNj?D$F{fWKj2228BgX;(!huIoA z_{bxVv~Y_ABx#;WmaZ-t@&5n+AcPXOQ2dG={6n5`fyu31UG}o+1mnn|Ap^pq2I500Kn{Mw&mPf4GCcFpVFH}e$eDGm; zMHON)v8~i=N~e~1`i6Sei8(&&tTX9Zf{9B0I;5r@!@Rk9p(WXccEcI`DJcJc{F9$N^W>A{qsV|CN%`zz^1thvbul{={>%70WbhD1%ff>E zMwA@xKh-Hx*}QG7HZEvNc@egkesD^Nq23)N2#2>t8|T!w&)<#gi>}< z)*GUfU1UppK!ZBJAl>O_SCz61B*-6N3^4f+Du*3ZM4S}V04@GLl>mg{sTkuvbseS6 zv}lXtS!a~QSqTd}i0aEPznmmT+*rtzNUWHl)E3Ten_Xauv*60u?DLDs#`anw2^O}u zrL;*0&{2qj1W4}E?X=SniNqTaFCAJnK#C|fve}51hI=P-BW}ZUjJj{(0w*89Rn9CQg7>8m)N`bRUpZ z3+K)I^{u~pd&Ufi4bVpTF_Gy&yJ>X*i(>_K1NTK)MdeR__KW}g`+kKKo*6dT=bgkJ za{fu}p#YfS@zA4=oHli;p}S~;uM?MoPN6;75Ron0wvum{`f*~DpzI+0Q*f#l6c$gO zGzpLJUaCM{r7H$Nw`F2&4`>ieSJ~^LQg}&Lh7+bRBpYZqzy0lRL*)jwf(YE{wEjK|^T=H}(p*Viswv2 zt2nstEB5U9$KUV0^X|Vg-}fkrTE(=`W>X@pcwjzmJJ>n6F-IvraWRn%?e^PmhsT|B zV~dr0PJ(&0Su9AsOl_Zk{`qiKu_eB(Dk;Gp0O2uY3+##*FNsFrwB{r_sK!|+^$qpC zd-Xo#kVAX)C?*2{KR9i7q3(skpo5Oyo8F}Nt^}XW+fzuNT!)Z)!TF!L`io!00Y%(u zGffH`HVUv3ICx+{xzYyEFFI`NL}VTyn}g&h;rAijZ&kI`{RZ^^!sow$?}*(*%>Bee zGZl+Yw0KEDNL%JMvfi&>9|GlNdeAW$LF_f4*fwljziio3wj?3Mv_&>*qiiEcHyE$M z;fEc5>7}17EGnXx$uuPA3CbKVnsa7$Ht+O<_dfXLFMjd%JJT_66cy%YWMp9=*ODJz ztKd=55xaa*ysdw~e$CN`LVb_24TxjZwj9^9*eQgQ2?}lY%vmg)nOiZpEIEH&TBq>2 z_3G7g%(yY+3E^@4jjlAW7ljw_bnVIyr>Q9HmqB_UTooB zdKIbV6b)m7B13t@91a^grg4b|X+1@h8%+y<1s&qQJ8!@1uYdms^GWX>MM{UX=0Ru$ zNN5x-p_Qz#h?pizpfu_Rwhc~4qvv^P;lKa=@9(?sK7szT#j1-zFM=l$u2ssx2OmuO z3+#>vaA}O@uHn)p;$^wvrLomzb0qnS+*Y(owA;5|zmX${(R0BgAbF@Rt4V4m30h`( zWo1D@;a9%=l`F2kigr|8QE4*BYJLrJLtBTVBXg3K5mm||I!3sJ+W^oA(ErOmdl`k6 z19E-8qGVCph_mEJBa5vJ-OBPh8CL+*GiBvvbLPzUA4fUl8Dw$I4b>vy#K{7esTBRchkse^Af$#s@F@I%)s~!P#BQmCQh6v(ZG~8k1%HL zhfAJZ+9KlcNiX0Qk~|k8EXa!C!-vsLBm&ztv`&1szuBp?8(P}dN=0#OXl$sitsdBa zzz=S@G0Nk*@X$QMEFJ%LI+k(yqMn%CCIoD+GX|4A{7l&R=9u0H4P? zWCOkX_A@5!CSR17&|=P;J9qiY6>LRZPLX?F3`sa*=z#PA@`^AQ@X4$szJ+9b5?U5+ z1U@ksaWX&t_~V;z`tDDE{Iic|&#S7a&&$n%Ar06*d$g(D$UQTha$3&I8@&G?|GM(3 ztDb-U8G{(i1Ay}zUY!6g9b-E9RY9Oo`l6qg5{cN zWA5B}Z@v8v)xzA#Mw{YYT(Lw1O8`JgaWN|}DW&qXU8Spp{_i{AjvH)sFg{<|lF0el zF{N!yJ0)I@^tY#d11Vf3Ub6IVk6UNev#xY(#cuQ=;O$1nBvyL%>`7cBQqH19i|P%# znMfxL#3JZ;kj);TvqbVs&VI{QWeXbx)f2U(@S)@=Ah5g3%fLTebM3V^e)Gm5g9qC@ z17bzyA44y8V%E8nZ2X#;SqN}^V#7x2Wz{Yj87!GBQZh{8Kv`!t%8=h=vjJTwhrckF zlEraYLf%CwSsbZFws^q6VSZwZjf81&tam$0Hzf-tWbve|a|>qS0L4eFcyt6d3apE2<79ugHOjWVUomD|*q#bLlr zlKcS+>pSmGudc0unoh*!Bno7#`DorVk65;6_tGVc;kKJFX;RPbh0@kUg)_}3c7ROG zQbBx8baF{_&5Eg2Y22C$&&|nX3kcd@{_>ZPKKdvoSY$Gqg2(nB$oek~+~pPJ^a7;+ zFMa7tr~$}8@p}dq(;8$?njv@c+;h)8{`lj(K1_+C=<%BQs!Z|Ti9B-!LS%8tXD|Eg zNhhDgTj!7Gk2c(}G>?EHO_M(fIrNl-Bai(l&W9#Nr($`qig^<7Mk}6RCGXC&wEWIq zBDhPiqj1e?<+Ko|&lGe(5V_x=TN49!v zOg=nqP*8=o_S{(GXOzRXLWB&`|5v~IRkB9#Rpi?A^|AElG94dxCyy1hzx{;?0?c{@ z5r4tFMT-|JqrJ0L$F69GM_p4>4UY8CLk^`=#yegpt>Rm=nG)p( zj_}G8zEMGt%?`gXg0KU8px^)g_krTT(ugJiB1nc{6*EVxgyj4>k(_CYRT8XV)!5X8 z4UE9w-o1K#?sK2V-ZO0IP(&*(n!4ecTj7*)@>cme9RB76Oq~Cq_T~Xxh zQznL#bkoGiRo7G^b7O~w#wVPS$%J7kr`wu66sEagrgizo z1T1K!aBuo6{nLc6|cC%^| zFo2MPp9IcCWI@bzj;111*ogkJpYIe#g;Y(=O=NsSxQO84?c< zVqZ;lHOd~jqG>aiTyhCq3#gqDlQ_)kob6t`r;TG(PpH&6f%_|M(=3WYP8x)RCQdFY zD5xl}C@Cty31yR~nMUfMrY>5zX!oAoJ-YYsYLS%W`UX32IC}w)A(;$_P~wRR(ZTc% zbjlmF7L=m~RoHkQDDfq|KvxVc zGDmq`r&ZN83+69){J;Nu`IQ%N8`3li@{6MQNflVn*3YJ;sxv}OHBmptVMiSPxzAnR zyJydOkox91;uU~+8-!IdGaa?FboYB7en18lG#thXc5ubULX$K8Lw4>vpg$Sgn6euq zO_DHC+g$VBMxYX>H&bm&7_5~}Q$|wW_4r^p?%J;EbgrRN%GIN-NvW-u(CyVv+mA0t zxAD>~a6jR_6X<1+^mTx)B6CUtVM6R^NfPPHugVHSS|=W0wS6tN+uJG3%IM5Y=m5-E z_&{&n5Db+`f;Q`pW?44j((Fh>XlfxViR&p4ZdJwJG5tsCm<_f%9c zTIFVCpLo(q7hQNE^rLc1jN&BXAz)il!gCiwAtLv~Gzp(QeiC-n zZtEN+a9U%>+O%oY%$YNJ1w}KI#{O3M@>Zzyn=w8gsRb5rzL^TWRg>AzkKRJ%Pb^+UZ(PGpI zuNMapQUP1GZrS$mBM(P24=i7XLW`;?$e+|f*|*FcsfIW*b`su6`mOBKWa z!~5b!Q3h;cCp1f)ANls#4xgA)ynl7HlhHu^+}~gN&qc(s2gv*ar5TQ@4WL4egGlqYSoc0 zlwrJz?A$yudNkD6E}lPk-I^88J^jB)6AwP&q!Y-!Flf+VUNo}+?M51>Huf4i*<%&(4w$Rz>YmBb6Lwl{D`%y92C^|hk!dUSCTy@PCr%ay0qrv>I zxNN*fLwvuuWcGp3+&sz{T|wh^O7j2S(eyMj{NH}MBZ z!JfP5P-CcyTh}aYk>=et+Q`!&D$obE1zP(RfZzyV=~awG$6Z29{5u^cARO$>uB=avTD@6fV zv0?=rP=JUyXF8IB5l=B}B4V9-$| zTPs(tV!}K1)RU)9J9J?G-qKp@>Y}ohH97LX5@4C=d$G(r0(&87Pu_Uxu2M|?Pe1+a zYp=hyYu8Rhe}oCPr*dN!++0>xh7%tT{zVsG#2F9>(y-vNf5^zw=xp2)6hN%2gk!5| zFJ6-;szX6x0k8P+$Nw9C=4nntyX9>7P7r|OTd!9+Q7SRGC7#WRB5j)+6NCewm}4zo zB_J-yZkK0__OFCWwMhA5bM@Y*@TId&iz1DP&;4kkr5R|NjcJyzG1X2-xIl(cqfI4b zz(pxKHd_$v=wWhc5~Y#nVZy`-U-`;chYcB`-H7xsekZu3zNy=wL4$6->82@D4uTDK z=0_jx-dRcyB1;|GRV**74z(s4*~$cU&B$3-U(bC3^oJyhNO5|^kfB4lJz~BwVJJ^M z?_XI*usTPHWwNsR^zO|V-fh`(R}%lZ(s;C>fLO2@Em^vB+QA3&E*cx_b=wmQp*xZF zYTC4EH{X0S@%rFVrA^wF9AA5ayYkq@T<$45D~G0t<8IZ8RcqI5eE+@odiL(wqgSs% zgNF_sHneY_p7bd)sL;a2W3zMT&h_iou2{Zu{hHOAH*bOvj}zzR=9P3WQCz`|{%NDu z1_`Owz)nrjs%xsM^9u{EzUG?q&OV2(RNGh|C!YEk7rfp8#f4bF3s%?Gz4^vl+qZ5G zg`^U+*xn35Qi!YZE*M!3I_Thj{rZ`pz6OPQlY-pVRk}(zNU#jh0fIdv2ZRow4iJUF z`UC8HOAb5JBAyCA9g-GvA(5R7D90Rg3|#31SFsT>2wO-fmhK397iSbhiXh&#QZa#@ zO&S|MqCY3Z05*BbWav{4KkTq+hfEtbd^mtbV-aaI5v!oU%Rc<@!|BuC&Ckh2vQeU1 zxURi(w%Gi}RsjeiZ}Cdxc3|c(E9+Rs7%z=O(0ROSK)h&`JV}sZ@#|VTI(Gt633&jl za(?Y=gQ5voT~35$?Nu)9bu&z{>QIs=;^k=_Au>XkDA55BRtRh3Wu@bnlq~Homb2RY z-2CgVy>`)}g)cn!JQ4$pfnM1$u%1Olay1Q!cEW_cdGkhK`tQB}{t-veUJk>oHDctb zKD|o1<%C+&>1di6|0F4?xBBbr8kQ|zhM^s^+1u~Dvu^ELstZR4f@6vjm^JcIEi~XW z&pZ=YLjQjK=>=^j$(3Ybu}UD14^1735KE-!cCC`hn25t@qBq#Yncn5zO_*Rr2XNg6 zK@{w-L0j0_lA=gA`f_o@o55&dOG~DwI&%3%0pp6aa6ljykmhON{emXq%9#Tl@;Zz;{Uns+G~JL zfsZ2G@Zm?8;h4=bv$Kq+OO6tdua*`CyXYa)4uMzAV9eN_ zzWmiyx)cD#zm)v|(i(#|9}x1i*EpA=)ufYg|4;&NUIc8fyu$d-LD?zc zFPGm*r=-Q2Yh-<_+gQjz=b&L&NDo4xiotI%-P_l}b$w+2$&H{wag(Ux96r1PO4@HT ziAPw)?WQSS6eUmTcjGu-Adug^>=(Z%ZKLiH)d?LBE7u1fe1NHv*JS6^ba=!Z2fH1z z&afdvZ@A&c_3Jh)TCjj%ZDgsG(n@Ho`4Y0JxGO{lq>VLeRuOgg{PWMDE>4;_dGx3; zLxv0>PQ81N9w7JuA`_qDc-lXZ>z%tww{PEpxBw9O!;d~B!eQsGU5M<+CE#UDtc#m^ zjUi3qyaHZD>m~3PXq-rUX~=N0zu=DM&YequBW)E{AGX^r892@;5e_tcEiWTavmV2z z$Of#A_YNm4ud*)0!>uU|(a)7blM#W2GW-Ab9UmgdnB)U;8?* zt4#hcMkfXIa z*t{|&9tmv>z~=JU`w1r?wKl)fy1+3G8#-*tL6eU<`sm4%r}XXD7g>#_Qc+!H8jM!7 zJ+3SFv0oM80Bv#`MUL;)vln)p7him#qM|Z4KhHdpYvopK5VcKB3l=U|vv%#I2@?oY z7Y7MGU9Y|;qkAH{3-LiIPKgcxybV^+_3PJ@vIEX8`o8D@bi))l#x%mS_4#BW(dT3p zH0MQlZwUMK^}DMpMR&I1jWW(*T%!y@kp63>MX{kxri$lQ(FV-zl~9>-{J zoFQumbbC^9*lt&%0?1y@_(GO05Sbr+^wFF-b4c7P2jpNu2{*GR@;h4)_ z;*w$}#Sz1Yj~hD{6{7!uf%sb)V8O8nznf=zF%DB5rRlKQzAT!_3xhTgQOk^O?=uCa z5fx}#^(p|Ay-@&C!6e2m;;T zUcGzw@7u3W-#$PQiVKU_P0n9eUxNo91$F)U4cm8YBS;a~6S5aa<(oWT<_6l39bXu7 z2}>X~H97K5KmBx?rDQv%q>(YrF_3y{7-t$Wg&>g}sv40p1*@X=Xnj`u6&c!#;R#Xz zC~dM4HXMs z0I*S!3B^1_wkQs%|wmlWra;Xatrwr3?T)WP$3?iy!?Ls`;8er=HP>; zPMSDz(6AxBd-s-*aV~AS*u}V__gnX}7I2rN$lgtNJNV#(pqt!NI^P>^WJumZ(iA~n z&6~df1%TcM2PQp9D!)~-JMWu{z-HDQjo*MfmA-uMz4rnKg0jqJ8B1EUlKDfFu9!N@ zHe#tVptG8)THco3kQu{8g3J%}D zI9-xg@bX|>9fiWrNnd&OwWptcnw?<5bCmqP&! zY_GiX3P3LcKM-)!u2RS3%dDxd!!rN5%P!lxWy{@v{VNKFwcAlrQl*RoiVyb8&(Cx7 za=}+1rB&BdRaRAP+_Y%{vb5pSAtHr3&oCGjG|k08eN98CV<=wBkzMx9EI zv(nO1m|MR4-S1+C#3?~XNPCXtma+_p8EzB$4i9KF97_ANOipOQ=xOAZPIy#$A!RDq z0}wEPi$>$wE#SnQD#2D)oCIFdTM6#b5<6g#8!CYt#O0qPo@=gY2D3iEl*yAOuUWTt z_PjX{{`&!F2>_qaO@t7cR)^Zm7KAOb?@b&xe$<%J;3UyY`ALR2S|G1Oz~cM+lp!rt z%O^3ijZLBKOe{Kt!mnDn0$Wbhohz|JiWlih746wm`te5}opbit-HVHAY8p(owWJIt zTFdY$>sHz}Ay0~W{^mEoiAVZB|M?H&iNyl7)=))|ZwU%AyCWqVe;i*`OI{RngyL~6 z*R|YE>sUcqi8N#TFXy6{U3&TVfA~Gpvoz~ya9xT*kZr_LpbJ>KZ28~+e$TcooAU~a zcxo{Ks95{8FrS>f94vGujb^ib^sdrXQda=zehC`7YO6S}tSX_q(ElBPO-f&ijTcyh zUzs3+m;&<(@{c+0m?Mrn0R&1LdXJ>(Ytq_;$lLou+o+gB{race@HO! z4{#Ms6p;A{j-L{DCyMif8O3xVVYz`#Oxs9Vzi{I{Z2*6{PE|w?5L`q`kx9z_U}p%S zWb;<8l}EJpb`Cj>Y&V~Y`G|EQ1t9nV)1?6>DYg+U=idjX9BJu=jA5q@O1YDsBu0Y}~ zCBLRnEMf8jFo5qqH#-**M2lpn0<0KHC8^iLQf4DLiGh-&1OUR6>#Sj>x- zVTW}A6ut508w(aLG=VfBM{L8cZubF5DljM>V4n}2{w|{YyI5e4T}zCLPIOk0)q*c? z≠HRCB

8~4{lK{MELW2emVi`Mr+`QRypdvf!sH5;V;Ypz6=jGG3d-d*x7z!9> z@W6qg%nY$mG}bjB{3Gz$Tmc6RN1fE9(hBqq(5GI#dY^Ri$*;Zo+Lq0mPynPiX-VPY zIOtJLjg8>k7A{hzRmeBLdE>ZoV`9Dw#3elc;*0Oin30`B$))DC6iM4+qJ*(}aKzxjL#9lg#7+%OQI9=mkWr

aXD=WhHcr9g4VFHI^AinGZD+kk|f4J2qY zq8I^G48b{hd42o$Cq9u&B1aNVS5#cY3PUqo7`sb%GnHoc>YWke6XbB2Bz(7o0LR9P zs!DVWCHG_#4v1(i>;CGE;}ZyuZ7)uW_`e#$Da< zbYv3Z$txrF5huXmhaZl}Yn=f6ng$Mpx7lPgIZpMR?|cW}(E|@WfbSl$3HeEI6anrI z$0NO2=~Wa}6^hX%F)u;@lhZBBa%HF(S)<&oognR8F1^D%j>G`irjVe`2&EE`11!PV z{;#>_8l->WdyT*8R0@}L_%y((b?es=%m;-cM2cZ27SrPFtC!mevdc@DjkfBmQt>u? z$MIsET8v=UfNuvVe|0%AE!zjUbL4}%cU9btxt>pZthS&>+9+|*%a$&qUtro8IAB0= zQE`4=UOqhVg~b%2+Yz=1bFU*}*kSl`G5cfx79~~!d{~?WUD@fB>HmWpud8MF3_0Ro za`4jNEkWn|@&X#Aab-ah=WL-7DtR8~cYeE{}0 zZHt^W1?!uY@}Z>r!4H0bJMrKD{x@Ot^h!xkW62&kvpY8W|*cDwrOtH`I{w{IUT6=1-`#T`$^8Bc?$J->qeVSL!UdnaUQ zCVI%%fq9+`^tQZ$9?3;Q6`~yBp9fj=q|MGKw?U@?F=n&KU)_{N8Dg|)dHfgec_Hu-j0nKVAb(-7s-2(NO^XYh;yE)CAJL zNoc^+-ZSf*@E8*8~7=%DRT1`Ql|`e~=m{P^RF@=C%d+=xbHvRwon9pdK~ zUwrYnGX8*l@IhJ22cE)PzB7JKTn(|_&sB<%_6O}aOKewk2?COzJ2=gW^iG-(rbe3fS%++ ztoU5YX~19Gm{%a7rBbt`IgYhMR;=_Bilt6%8;o!4_~2kaK~%WKs1%fKPZ^tWi#@%r z+|)e+9Y6dXm_=I(`IG}0)ZXbbp3J*?<;s;nfDSqI&>@3{cD3rFk4rQ_FfzN!Dza>KWyJ<4L7N)s3;1m? zZ@?OfxM|WzuST98D5*RW8#ZetXTQ@lDhf?`J!z1>ni(830vtr zDc_ImjS=)tJe{i|?DT%oQtF0(ymJ5i&S9 z6CnTOYh6ukb!8QKpx`|K_>q~FMPR`25hIu{s~Q^Or6@61M02JXwsozUM2*khOs|&Ct`|aJ&m_CK$vprvcUV+E`^$=)(KQ}mEn&TmH()@zi>L{5 zLMvv-zXX)?ZJHE=`1OO+X2rS z@fFhOFm?6c24j#V`0_+SNxm}~9hg;imhO^d zeCQgEioZ{%zOIVq$JJrlGrow%H0*j^rAq;5Ns_>y$ojJGEs3_XQMIN6*zcWNCf;9* z*!L4}mtRuw94VC=--zpS#_XJ2{GN*zFJ8BC16kE2a@P`FQygOhCdWSMoX$P>-0@?^ zDsj{%Dp=0;l;b?8B*Y9+OgV@FAsNRl^E#IZ5^C+R?*H`eq8)ic$z0=6b6vZqZ^fF6 zq;)%9!9;N9juHriMh|eb_dtq>KaSL!?Icu8oE6#&V5OuYv5EP|>OZ1c`O>wrL-M)J zE35-<0Hs65w1ON2rKS3i4s0JVf6E?RkwlsG3 zKDAVN>g&pBF{#>lKbU+*Qyf#cJ?;nC4`H1bUU=bGzxq`YR*0w}H6tYrVc9XwRkE`Y zV)4i$kKhFBUQz-nU|=_vkyXWFL~I`pwooQ<0tj)9-IxlsfAVuGQxXOkSnsf6&0$p} zY7v#ScL&=Q_)j1`5!pe^^{&OLDEXq;Uk=f>OS+N;FN83vTw0F@$SsP5Ynuc+%Fzjv zY4}=(oCV&NRjXERSig=2%E{ek7vqM_VQf>e@~?FFZgv2YP5@|LX5ObnVvtA)%mk;O zar*o3e|Z1>_f}R`6m>6gq`G5D6shAO?|rM%(GUn5V>DW7>NFo>>1=F zG*DtMU@#E{iR(ykaggQ0>ja}cvL_q{LJS}U2Lcmo%$)9ui;_nP$>`vyhWa|NxTl(pADcfCt-%wXxTFOZ(t18Wu ztx}I-bP}c5^x9b&S0zA=brCc~VWD^pr9Oc#Cd9|Ag<6CsB{m>doDjtk8N)_qvlCb2 zCzpM^Nm?BdjyyxZxt!O7Vecf#JmggXM0DmRkfeQ?Tt)t)q-fh?I%fiVZ^nDiKlj|w z8*gNWD=RDGwCOc2@8fVJo{~l)&ys{tr*-;pKk&r= zMJED&h!;ZA1>nTL;)*NC^^0YZufip|SJqrtqx>PMP=`yFEcxd@{|Wa$B=P6~$wo;* z$xB}{1@YEbIo_bw`1T`3ltV6U*X@h;t+&+zO7R|UcTgVg9j%NxlMQCGZ3=Qh;bJsu znznxy&1i%j>6I-6G)GYNv3N9-Q@}w;iYVS;L|OI}EhoZmno(CGUVF%h|B0CA=ot=R!{Md{96 zTQ_g!Cj`FQ1TJy~TLJ)~Nt33WaK>qSw(e*$69a-RMGUA>DcclQu*vbC_au_#-;SrE zJb2|B){q9Akdkl05F--14+KK-byv=X0M>*xTukDI3(2gp&DCO@iI!#~?Yj}qU@%NF zZLqVp85kpqbrE;09O5&>+jT2iwW4@$U+|4-9*cvH~G&b5*%m}XI6#%A!mxeVVTX+$Kb}v_=g81V@OHRM!;)HERmH4;C`v{TR0Z(vcZD~Lko7;;fEbE?GRSv(sXUP z6*mSZOf_4)l7F(Qs6eXdnP;B4_10U#GO-c9skQ6Ztyr}(C+ck&K=UswC}iqHw~3g- zI(WtZ`_{KVfBEIO(TK+j8zYPU#IO{4Kj(YzQUJ7HBJ}wIl4Jz4GJU|Y-t$_J>wcN) zD-KVrI;D3h*ty243b2%_wpC9-KCGX)K>Uq}rnJnQBBU8%!ikwfU{zeZVLjw0J-hcv zBq?EXQ<26dVhc+0i+YSJ4r%3z^v>yIycX#JZe&UMWRpaB=)c=u^xn4!*9s-tS_kEe zNDAyA)_hkscy$a*$0oI8x7&T>C$G9|JLCveGsx&)e)eGRT(@}wJ!;nkj(Ig z5&Zc>{%1dF9uj#YC1jos^RM*N+Sf z7fivLPUtED_aq>P+Fvj>Hheagu}dX?U$hk7GRBv(@-m27>Cr^ulFS4#de!RHkZvtn zv~a_Q4HZTcpih}b5i;#koKZ~@2`oyTG#th`bkqFo{Gy^_=uJWROqxPI-zgKuk0sN+ zgsauo)I=XjDZ;*`IkX{?L1JUfvxQ9oX$d{RuYUC_AWT#Rx|8_4RM;W?d1Xae4uR*r zvLzb{VOm5xU_&9K>f7J?He6Jd)z#b#_a){q$|tD+Xtm$9`mPcVu=M+oKO%DlN&3k( zKsi&Q+@>98mH!mCOx^yqfK7tTUz;{;WY!BiGIO@fo2X)p+6@icwrnN97X={U)s+YZ z##*ktxw_B;!DbnOF^n+HY=|5tksD0VF-_J_vSD9})tw|M zm=Vr&V*{m*jZCGO@sRt8O$R){&cgJcz=jv>^-w`iYE0T0CM+K4|2_BIgCB+~^1Q7L zMpm+q8W%zL;+MGaqKoni3({@?UB!S2F)u_|NkN|%2}0q=AWcLXlCbbLS*VAAapkyDnj`tm70dDK18SrRyU4i!Kdas#t48 zcn}SrzJ@Uy#TZTC^Pm5`uxHXiY_N(ks<(pWV?TE1RTxsHXck^B%B2d5i;pvfeU>a+ zI&;>nMT-}$S-pDe)@?+Wk)aX^p2aolBi;i=cSV#BXXfVSu;6MV>oegBqsNS%IAOxb z5hJ3cy{6RG*8$06Z%1O^OwI}$>B}0W6>y(YS_U#ybmO_*x@9XdQGfX39~hhPGYGUv zY#b6np^X0vWrnK5h=BA@z%l8`Z@lqF_NlC@YSt0sms7OX7L-{M5u7MvW;^i(D-Sca z$Ni;MTM^o#%?0k?K1JsL6mKkj<6wI{wG`a}uoqW}0-%GBvZO#1-F9G)?krNb+K2cX z`TTU1?%hlJ_UD|_@Tl1$s z{b|sU!G|Aqn9kO~k|gm#yNpBvAjTYsD*&JolI}?-oiyXU8Lzzd`bQsruzMFdBx+Cr z2(Ao=j1mye3~7gpi#=LemkeN9%U63s<$+L>n{{Y&f#z$D`nOMKCw zMoZay3}pPtSx>MfUh%fMc!Q;fSd*1m#HzXN zZ{EBg|M*95zVSxyKK-ai09dXz!Ry+Tm;xZ*5PS&(pxxzH@s4h!`YDo$R;U~V>ww_6UL2aVM*`bF0f?9GgRwxV zI{{Qm-lP4#x$KuzqI-GI3`qbwnFi|W>lnGv;Kc zRX!iD2OzmlF0cW6hz?+hu|EWXHNB=0WlFm!0P%v9$o(qO+3eRK#XxpQF75GvFvv+* zb6!p^G!eUY?ELpX|H*`bjmz?+B;dkwm4L8|iV6|JX3m=Vhu{DHcYpZfupxu15I~KS zyuCb1BDMm=2NXm^AaI~jqeq>3+Uc`q&wlI8H{So?gH7u4X!;z zz?=jZnn~Z}g^g(D>DU|O@qmUmT53@m0j9m7gNKfvIR4mUkEUS$NAVE!g4i$HF@8>f z^|1cmfB*diIU_8dO&zdg3ud0T7bV10DlyM_LI?lGctKfA78bzW(|fJ$m%a&CUgGV~Lx6 zikbmm&at(g_h7(H?ni+4Bh z@}PofokWX>CC2eIh=#`IhWZA?aq%Dt-y2SYy@D!eQJfqc=FEdg^LN~F2OdJkBI-eC z$Jod5s>l{%9SfV`lj{1zAO1jfO`157xfOKN-i%#crK^PFS$=}i{+39DEghfgxATL4 zI=2-_`56yVoBsWxutYRU2v<~i66mvcq@%FW&~-EZR+N|H#MI|#K$BH9RqR55UJ%v2 zZ1>}N9OacMln-Jqla1VlHwIJ(=BR2_(6Rb}eEJd*q&+jGaa5qaKcJX5qGRZnP)SMg z_19m&V)=5&H!&CCqZe?WJ%bgUv|}uF*t-lIA7;B3UVL%T;K4ur$xnzzt*EGUcx#T( zN?Lvwy*E>}gxewnu)=V#LUCW5-RHI009KX|Y)r^J8U&z3*7I5h4!(>V4>; zhwi)YJ|=afe_!;refaoJh?G%PQAwXV@7!~bIsUkCMkWwyLD$(P-R=QGDY`Y{mCqCu zfIzR9Cpn+CEdTNCNZAyr93!wl#j3Cmd7-L~94n39i~CCiW~JF^E11ep;!`pq^^g`c ztXaLXyu7Tqs7OTo1eK(;`14pTDlS5U74PK%Z#A@0?4nxJ+TnqC=GkY6@pvgi|-u2g>`(11#8oT$#Zl*8!#j=yoT6 zfF~aA1qLIGJt86`9D_n(1Un{)y7e12fbfR*9cfKcnRK=W;0?FcQmi@=AVqbO60cf_ z<&wJByc89hG-=XjFS~5@5s!_#^i-zJ+?981rMEe2!tC|wKY3-Y~QkJ^QO(4ahGq| zx&`Pk*o?aBx~l4``o>0PcitK->}1!%UXHZgy+?OKO_)=A_vwW-u~)C2SS8txq+;;O zO(+`)-70mL_QFY`6Da^jwv#`R;3-~LhH^dnk&3l7ZPm`egn&L@LV~AueKAC_ z#03LubvyrS~f$}>3p%5*(UhiJLGPBszmE0iKZz0&|0~iRz*v|Ug z*>fNG&jWXccPWg{=eO;wX0Z0W1B;Nuw zgHCJy@A3n*Q(+{+PRZbfP>7)8L(lu#0bu}5HPx$Dt%8~jR62zG5-p$t@HXk$$gK^B z#okHUws!9mX;V6bwx&JJIe67>QP_nXJ~4o0WRQew?t=OM{Kr3Ps;hJJ^Bm>0(lw0J zxwyD{dHL?U?!0qA{{f%9^isU(gu!tv0+dZS6H8pH_x7nxgdFeyph{diD`ChkC z8BqFwW&Y8h&@FUa|HsaXyA}dRoB+%R2yJ!%5+e{_kiE>Ts<&<1zH8^sZWAUDbkzW` zTja*hkwZb5A|j(DgjTU4$>%MHV~1$0ZkzgxO5(3a22~C-4D#_;zVemz>({^X^2@OL zo)1Usdps@JtGfxM-i?tpss>#jjdIJ5e4v;n+ zNbx^yNuqcW?+M+NcSGZXrUOU@X8u-RDV8uw#3bBBKM-mWF9o<KCRx;C@4Bk!7W$wKWRJo7)R>(vl^MAOG)vNp0H?SUlZ---)xz{3W!Gd%LV|w;DtG zXIy&Z(MSIL=i6(ls)X~0E%DO7_5oSr8b8($#+-oz1`@6Q*T3FH2*D*6Uj(v9((*`Y z->T~>T?&97{gXn7u(sqtUZ z+(ddS-M(Y_iWQi4vU9SbWD!%n-Pgy;86UZ;QVUZNa<4s>5&l|%}ZIOz6Koo7yoRYq*T5s=? z?9{MCYhXVU$Bn=0$}5*IU$$<|x}5ABo=C2ji2Kr^>rzo1&D$$3>b`#6hFfm>4o0jq zPCconx*5t=2r**aUB`R@D&?#aiSQfTCar~f<)7e;wLF4`i7~f z?8~`bP9l%5cuM&#juC$^#}JWts78=K^a!#p{PB-}B303=$v zJ$-rqokNv;It~K@ErdkBKl|y=c5K@Qz)#W`EpyS2lv(xm{T&h?`c?QTB~RM=1Zdjr&dWBz9t!tIL!z~sk3h6U7GbnJ?48<5h# zy|!%mGBUQ1J)pvkFjchwTM8!ewE#-)(*YR|`Gcbo-{#DpKV$m4vu4fSuyF$v%fu?c zB8Rle1EA|51b|8H*SF8KgQk&U=8!`V0eoqh>@9&zd%Q0lTV&k{mj87kjYtLRL*`Gy zHnK7^FZ|2}E0?eM;~)Nro`d%$`OVvmX0Y!R7I$B>X5F`Lyy4bce}B=1=hQc3pbJq4 zh;C>CB4K+q6m3mx35pwdIbMukM(0!hdE`Hvj!Cx37TH6Naui!AwjM0G4FB)_NFu6* z=)Fk))Gf%L+itrJWw;0=QdX7-lv)ngt&njc^^)HQ=ASQr^{eDxlZ^xm(mquH&Fd$g zC_TuzVG{;xcF^=PXq!UPW!9}*2gYOP&YjzLY%kkgURPJoJ3=ua?L)8Ly+)24F=4`l zzJ2>-W`$^RhJU5mH6=ElXrT+WN%Zy($f4r%dt^AOx}gy-S$SDS_u^t+jD_9Ff3au; zibAg@QnXjkUj6#^!&t!MnBW8->A3DZ5pHSHngyJb0UXr+d+)smn+=wG(S%b!b3CX_ zDF;H%?3~=qo43rLyWr>}k0J|Ub3-$GX%90aB`_X9rQaZ0uR7sPmU~uha(OxM$#Uc? zufP7A-~4v#wypgJ^bbePNo}we*>T+NFFZ?FXTWm;!Fq4Tj3I-EWMyWNM$g&Al{QoUzOhiG?wV7bU)yXiC$^(S0kEgDwz8C+0Kv(i6Xz4t-hjhS zCH>2Nf1=)i{Uwc_$kX5)2m_GBF2UwWWx~ZA020isJ9qBtUR;7exsU4FBlc;V8O39; z7m7?(Syl7mi!Z(K{Bv{X&E2(oS0li7@TST^nNeDZAYA?@Q%glzITG`G)8G5w6aPEt zpo2&qb@2JlumpS0zY`|_8+OeifRl|brIZ)}8VpvtP4 zsiGj9!lIJ(Yd73{({};lUwOsl8JXD?6$oeAk!TJ{+H8xUsJ!>lu|&=tF#h62fw@Se ze~9^(En5ai2}i#c4Nj*vf@>G>56qsBlvE}y-6_wLoF7mqEX;Q^2TkugNjk_;fkx-bS>wA)^u zn=|C+<&~G0uUWg6q+KWgov(ejMf{R<(Z&ZjYwq0N{r-0=RxBgi07uiCRXg1fU`|*P z7B5~*a1?}89c$B6anirL-!bTSm2msR#**h0?u3aJRQftVFo#C+p0mF~|7|{3Y@gs` z2!Labmqe<1Q8&_>sAD z=a6s;sW>w;g9j-rC~zsd8zLRFZ~#s?1V$S6M-2dtzS$JynE(9eKcD?90kN0DXvD7= z!j&m|i$|3^Zbe=(QlJ*QxTl}R*@xuQ=2A0Kyo+Z8nGChFOK%^zQwC-}%mEpSzqUYLhNTT!y@c&wGBZ$bG&%M}-NtZ^@IV+hN3L79cIC?DufFo~ zOD~>s*=3(S<dU`agqKrJRb&%BP-sa^9TT455$|;5e0Eb?P}}RN%}JrF3g--mz<^%tYL+ zZVQyUt8|rcTC#mSx+i{%e}i@7b%b8p`N2c`t@JMfJu8rwkPeKQp0QivfceQA4Q7T` zO^_Ti0SWezlTJA9c(_|A?7Z*HRKmy(RviOvI970#-gVcVZ@u}>jvYH`!0?lX!-OLm z7Qkj#8G>=Qp$S=8BwCr&GfatOM#UGN6deF_3!M7bTyqTxWszotXC`5ka1zIe<0#oE z7E?*wZni1!fnKh}Fvn=oYiyo(#o;I|j?+qIdVkK&$s*5XQAsgjc37JoPp%}lMW5BS zTbl}rWQIdMii`K`-hIcPZ?D+B=exIjr(gd*l@*QJMB56_9S`BbGReLB02{iUe409O zScpn|T6w2?nYm1;33IY?XketaApa48zmUez3?xd#RHn9rp-04FapE&cArs^kt)9frYMjasbscr=bl=QD>pMC1R_uswvqD!EJ zKX~dvd3iYvb8ZFUPx=OhH zE&j4Dy?5VHHkzL6xGB}p%8|U3fSBc zI)N&Z)yWz%+r5Y(q^Yr)72#*(ZXbQ@(ZAgFmz675G&i}(DB{J|ZiFCNE1znLgjgwG zf>n8hkl>y0cs%vgQ}gG~#})APuYbKypFUhja!ZK{n6PHTE+LvE!x1nHVpYp4%Hh^Y5CNR% z8?&==6)VhM#f62qoB#Q*e{R{f2pL*QkzY z@EC?^Q3!mmz4jU~DzrfiZ`l5M?-mA)lF(}2J=?mRjL?pqJOBN_1DTIKMmprf4m)hz zxN%Ub1FpkYgNP{s(IQn#$>J}rL`<DUlKc`dvbr&}mq$>eM5f;ee%X-W)XO-+q9 z_aY;tv{ln|+)#$em}_KfkLNQnaNpOAWkVoxJuaJsZuuYq5kbO-rp#dOGGb>N@EdB( z;)M%Q?4N)Bd4}BVtgH+Y<12^9Y3pdEbO6ZHQ5c_C!I0(fMQbIUJ>|&wuF_S)Z4b7H zPXwSp*<1i>pPn?{*pM~_M`tNwNZwm{2r&gh;*UT681WauNCXk@lR9!C4HPm|TU|?( zBtzlgfrAW(jBfv+8?CI^#oU27!d-#qx#w?xzvK2hcJA5%M?5w~VyB{WiX??e8T_D4 z;haQ2^SmfCBy*WFXU>f`-gx@yrz7ZyAyB{}oZmYS@n_fDRGOL_D=VrhtI(b*5RA&A zWe-bLRW(>@#C@W^2*<@>h9t_@MpNo34fVA(wYZxjEkWQchW)u|WS5#KL^x}&i@$BJ$E0v?-~aA>N>lGfWC^^MemQm^EuwZ&T=5Xx9X4 zgEW)WKd7w8nnZGgBFN0jl&{?&O)+yNkyeMSi+j&}avhoZk-_b{63&fo-40hA7G=>UBLIRfct@Ss6r6IFpG z5=nx{1R2?|apU%F+lCArq*MrdF^9D8m?e{qHMAoVArs$y_uWu0mz9-sw}?mbE2tY( z02F|bN@$(s)&gT3k?%RPP`|(R)>{za0Sb~N_TCi80h5IxwQR(~)qto0?H#iM8LlcT ztIWSDP!M$ufDt%%9lwDeY8d|m)V)4u;`mph-pkqv67{TYsiRP%TnM=>U*|h z!VF0 z`RwGfj+I;yXW6n~!2%5bFn+?@BLa7d4cPT+S~eYlqvRcBWpkn|G2vrDFDoxcyAZ$) zFk<=_!agfNWkkLgB{S0~02I`@oLmT0a!HCzyCjVOe-ybx^aomgo+-#5Y{X>|L;$6& z=ZdC9(JnV74NF9Jln5nByc}iUr16b~2$K2bFMo;opT>#aLSwTgf9pm|9!p@lZ6ocK z2khCs=dNA5@3`}ht=qQ$?595&G8d%TJ*Fo|)Ew*)^v2~YSHJ;Ejll;5 zQK?diKP-^ZVS{<)1CHc(G=IyxZTgHFMCPRpTfx7Tck(2oUy?o3mpYwuHj zu&&Yt0n!1OADx7kUGE!?4&{MZbi&dBI)K`{C+1^g z@`sNaRajKGt8`bhiCb*O2Pz_X%c~;1paX2(vV~~B!w)?SX{Mp6fvcpGZ^&mymurau z(>1}Dp=c55|DJp9x&8Lr30BL?%NN^~HJo%4Y9QB*Z$mn%OH3wv3(PLu3!UJSQtJeJh++Ye()WJVFL8%Fnyko0I@+oF) zbThELgn(nG=dB2$JzoA0smCjVBpNPb+JInT_=4nbf-#VN8IJp18?A2DFSAO=9eqbT}%x+18=%`;GP+T85y|2_V{ zpZ?@$t5&V#>y#-|&N%&yBab+;ci%p_`MH>E>KmJR1qPF*+B7Aqc7aH#s6(6LnDY^n zgQ;f2hK+>0zxwK{_=HP$m9j4r5FL>Ak2fse6ai|=sIr&$AZ8spAQmD(g9jgcFr5wv zs6Bbdl&;bh1E4#SY*PiK^V?tZdIf`vgjBA5FRksQw|9snZDzZOk%Pf2lh$PWjvY|t zgpgl^4LX6m=NQsYCSYp4t=1gyzL6?An@c%toj>*oK)Xc`L3}K$N9Pk(E@2gcMW&oeE#F zYEz0|6g-hlnbew2-D3R(-a22f+>yf%;=26*h)#;c7iQLI|fy^P5O5I3M ziyUac3S3$?X^Fe=Q8+6jXW(Z-E@6G!)@|(P)uqK3l!@OU50?RAN^V{O3UYo<)QNyH zV4Vg0#o8^*&50b0kPFH)!258jy0Y2&D(BntY5zYrxy+}I^CGXg?C#pPiXupAnnQ*6rIqAZY#FcjnEV$9R6m&^QVHk?%R1866` zy6w>J(^YWL`xJnr5t;GKKCMyt%U<^X_)Y2D^8r|t=Rd7mm)@0k*H2W@w=j1UfU#r8 zEnKhwX#*Z&jDdL1nVo@w>V+3xy8G^Xm_-<-u(I3 zeDRto2TjP$%d9A`qgG^^QT9QYPJF4oI#Urn4UJJ`1xRe5vU%>g=jP3uhl7Ugg0)Qx z@}X1QOZzl+TVE7m6Y_wTeJ@%XaE81g!NSGJi?k_XhQz}}1j&xloyxR6*Fc!HTuV?f zhO);|G+8GzC#N94fYPT|-(katjvh4{DUBT2BZm(!C@fgHYSkTg-0|qck8&^y11A?Y zsl7L~h~~^W(E%QP^x+=8djIstKLqepQB{NVBO$z2hfH($9$4! zXj-hvri^Ner5t^j)GRomM46-+U@cm|f%4F+uf8&I($vc?|Lln;oY1#l-~8NcNMsx8 zqqv~fyOlTc&B{C}KQ&QPtkgF()>Ktv@FMchdhqLJ8AH$tf5s8J&^gf})cq7qONj`aeaM-o}P zdiAD_8<8F`aB5Tb-V&xo4p0tPAqo=NW$xSsfB*YEixw>`F7B?JI5Kr*J`G+-J6ep= zO4&r~@}+I{?3m)k-f%NMW4z+4743Z(C(l%%Wka0PM`-YpyvX!`$Tn`;T9I{Yra?FM z;G#1DQwQdXBa>K9 zD7_IA8O)yiCaj}ufnbCV+sw}J_e)4%-EqiZz&L7$#C%oW-3og3oB9z#g znyU6UrgW7q7NB51K)Xi+cNJ^RYFEifD8$=aR08f3*VUGZ};2CJ;XS&LJ^W5ej-jCq4xDRUYjxFeUw$KTF zCo6~A;jYZPbCI_RT4`)cM0aHs?{&g!YpD1*#UbRzijfdKQ8z;r5l2 z*o=*Np{_2HpPx5w+?YOndh@*0%%=)?ZTv|N^#-9cB73i1y}xwbmsYP{^}_QnL1s`; zP%LdA727{MiKNWgqA{{{wIfH4m^@|Dd+&cBSQ_?;(EYS)Vp_r>N;ur?HbX%+WBT+3 z^XEPC@S|s)b=KvVUp`{gh)A<*$KD`HP|l`lPB9yeu^O>Laji@v_95?0qW0t8zV{#h z`1{}fwq?s!;g#Vj@x+rzq9r9gxKJX9g`j*i>midhsk&Bpb((CRS3J=|@F$Ru#J*Y&e$of-^zNLZ ze4wp$x8snJ9%aLdT>ML+&ReGNjL6Y2gyxZ0S-TaLd!Bv%$@%l=y!qy9r=5QKF~=MW z5gt2KS2ZGLu|EenQYnIEx7FKDY2Z?1GnDs>d@mczuoiq-`@J`o;`ci*47(>slDSUjE4D13wRdGGPz!I-n9qX@$p)AOFK2{AkzCogaTZ8xw%= zWr=o8Ne%=Obr$prv_FG}3_1DKQyD0#Uwgf(s=}n#aQI2OUc^-!=VYBgTYPD_7+g7L;@^;dhC4v%%lqvC|u)Wj(;wHpKoYP7+FFhZHoEXxAg8o}B~C zG>+*kNclYb_U+q2pnd5}Um^mS5tYuUI90oruF?eoYQ?>(Y({|Ac9ne-uC`;opsv7z zKv`4Fgzaq!!WhFEFo5ABhA&^Sl%OaW2@~FcKshCW{KAC`fmXwyC)?X)#&V2D0wdAJ zjoY4k=Gpb@*Jfqq$jIw!b$p8SFC%q*V?78?*@dYKpY)FAFy~Fylf^Ns00Xt=FZM6-^ks_R35>HRfE9FzPw5-#p%Ij;M zefr764n6Ek*I$#78LlIrV7g66b6tw#kY9r!Z_;`Y5UowHdXS6Tsy(A9BS*>Od^$;2 z=<)(C!~cWV2s)sj|NQ4S-E_;MMT_Z82-qPLS>YvtO$Y=+oTWa?D$7a!aQWvy|GCe9 zZr*|gfNf|79B7)RutjqgX{$=|C^FjThV$z~_2^(k2q>qO94i`v(X24>J%Y0O^45 zI(XN3%#UF34h(6$t7yaQDPlq2{{6;}AN$7Zui?WDq7D@95v?_Gz!=-eM2iAov*)x! zB!E(|qXR*hIeYH=AHJ`(o1K;Iv-;cCXQltT`Z`$lAwxX%lvBr!8{4-}Um*`=gk_9I zEP&X7`H9dj<{L;k{k%FYHG#B60V{QJyxV><`}mfYi>r_v}GZ$jZoqEfc_61b~N4I~5#2XWyY|hODMf(IqsmdY@)C*8Wvx zMV+{TUEo=cgxGl88wp`f3AfO+#FmfDUsYWhalv+Hkr)Xc7X*4vS6)`WdCO)n42VZS z@Bw*nNTRz|;S49gpm29-DFMMp9C6r`NfR3lh(e|7l@*W)+{AO|&P9qMo08#}*T$gW z7bqoXFp0GpA|_3mG;qKG`=p=FVy)W1WAgJ0Pd)XF-~F!JkACzMhE293+M*v?YBEZT zm{-BEX-!TOO0Pb>uejohFMjchjKBj2miF$`o1e)0hE|B=8*PO?`<3Y0hF}ePC_>V? zTyqNw<^;nCS48M%M8XA~o15LQ-v9tbzf~Xu3CNGdSVJLu%*GL=1 z*uyMjp+4r$JkQ8eOJ+v&Tjcexe)X%z9(ydoyIAi3^rt_OGyr9ZpBxj6E_A>NCpg+F zzetjhBaS%oyElFJTF?W$?}Mim}?&b})6cLaf6gLw>C(Qx5vl zm%nuSX{RywKw%`te#8+FmcW8vdiiC*rpO%GSblP{nZhJiGLHH^C6U?gW#52D_OnDU zLijG?ptVbxr)J?#z!b8pV^0%D%w=)vDe(FQ{VGrl>zoMoDrk8C_SVMeCAvPY^W2=g zjBqA%{H9GCw`|!=V8*y{la4<6s6!7uWX$N%Lx&AT6A&?xInt&kp!kSKy>C#6BH2ZL zu(f9Ef!Acm8OLOm^6I5Dxy_rmlBQ?b@}+a<%v-d0@up21YHMmZA-ln5h>pONk8xM~ z@lc*>vC^^!u&-^nja4_bvY;~$i;@a%*AmO3V@KJTUC(RbcY6|#gUd(HWN+6h6yEME zH%uQfw5-Hg({@0U+tQ;+D-@ zX3d`U+Uu{+nLQhPAh-zL0tR4{?8#uYJ-v((gLDQkGQrC@2v9(o$CyVjH$! z4A?Vg&Rnr#g{5drZfKw-L;pW+{5aeNk%*1I_;eNT{4HWVYCO>(1O%fA{NWFOc;Wfy zx7F3*KE-ODk(p@`be0z(LVgRlmZEu38b^#Cb>-DpU4H3j2lVYnzZ*Gh#6=ffyl~;7 zEgLt|4hgY!lrYZ4i5O-S;IzfXMY&m7oGh48L+F^@g8Y2a@~&OKuBN6gVtCuItfPop zCzZ(ZR-BQ}!LdBu@L|Kr>04P@$^Ka4CEh)8cUE#mcruzLWE{-cg%@6U>7|#B7%_s2 zLfV72gARH3-G77dlsS~g3{z8KCM`!xC*w25`G#SuwxXu4p&oz5g%@4;t#AL|v}sc% zvzRia3k%Uz_C^6njl@6)eA8YyP-??Q=VLb5@A^qv^cuQl5Q7eSG;L)a{(>0Q7?qX6 zxPbxy9uYIlwyj&?02NEW@62YJh)D7*CQ+tvBy7f0hOjiOXv*cE+=Mn~R~exUzAjs~ zbk?ko7}>LObBI{XP;Aul&?4Z792xcDMnIudPCaPaFMjol(@sAP5<2;by$!G-lQDYi z*s&O`|M$QDJ^bK9>(;Dgrr`%)av*OAq83wjfViQoC6iOg9l5eCc6+iS;;pfladsPQ zD`9FJ%M(j7UWq!h8UWLzP29#mju(cLy>YOZYHnk0e|adSbQI?iVGY#`I4|D_|1B@C zoH2dItXZ=M4<0ya(!{A#51KGx{D1)i`}OMw&vzVVjKU;MJJT^8!wTH4mTks1##K#Y z6gN3`Jw6`#u#rpG5wV4hN0I7Y5}dngv|5Vhy6ypT~0P0MtQ1>|WCA zyz|c`UUSMplY95-ZClWxhaP(T3CEv)`sx4p$3LEY@=1)N0w4j};dYBSq7G?g8!=KP z`;e32j5E(Tbm~;DrxSV%q(j+S^&l5x^gm%LdDqU;=`&_vlEBL+U~M0LjMSA7@X{11 z(5^Ewh-Ehz8=D42Y#UC+-L?BXlKMWp6rUGGkWrag5g;yr_>Vm5s7D`rjBXZ<<&~6j zPM8X`T@o}5pY(b%SY3F@#RT$pFDxPn0R1{EC+DIIE`SI0w%^^hZtc3J`bKh6fbJBl zf|x=0Cjz=bY37jXnmeK~Yo(RP8e${M&6tpxVQ!U-7Mu+$K%}{e$nu;lNPMzbWM^p~ zig(=kw?{J zY1^Q<6UVG)hQn1gRUglqwPy7ieszT4#WC}R(gM_`i1V1~sE)Z60)~tH{^;i4$?K5oH@Cg$pOq@6o(SgQOYzk-) z)G(B>VEBO*&JyoXR$jJ;Np<(`ojZ1Nx#cUCuU@?ts5eo7b#=7>x=<4kO>(-I&svBgtleKJ4zv17s+{PO;+c0Rd(cOyC8R2^m_-A%Hz!4zV$J`o zaULO~Wj!Pw5Vp}8Op#Z~3cI*k!g6%<0CSwC4GCu32FZwGDl5_i6IhE>!m*wYuG`eu zjPzep(*4G7eB;WiuNXFLsI4`tY=FHv?zrR719|)R-+wXa#{?v0I+wvQZ|cp<*5TC;lb!i5Y7xP1`c_%WegX4Obk*@LGZJaouV%*T8+ zS^89vo#j9+G!fgdEte(V(e(I%_=uZtz8QJ<+2@{n=bg7VZrW5|SKHLkM8Ft3)2YEw zVO}A374!fno^%r06z!z4wnhjv!I2_iUwh3pSOiGo4hb(Emc~FZmU3vMVPmFu*;Beh zUT&Tw*>w};|1zy5OW-{f)l~}@EW|spc*&A^b7p_kw{NeWy>JLX=ZZ@Qgby|V%^W~6 zs-AR9{uoAyFdH&-D9In7|CheNb}Kb`X+2SdP;Zzcic3nSPMwNwbJ}UAaUgvS0FNjn zP0X4#HEwof)aX$x$DMG(yVIkL!!Qt3l$UXFIUBu@j#^k$G-3Ss6HVcS^js8Rq1E2& zq^zl{ru%sbHoSZ~9VV)^7yzBBKByC~>rU+i=wcdeH_a0BB(xYkdi0z&?T}}lc^X1J zM7MbP#%xfQp#^L`C?GPJV7YHmyj`r?=Ibq27+ma=|pRhFLVsL&;nHg8Ub_f zRaabn_Bm(qwXva@%@T7)vB{F4ohGKaN6#LgyW$HCjg4eG0^?MKT%s%jNhH0vni28I zdZMiq<%N1sVzRQ>^ljQ;3b5(S>`V)h2_nFjJ9k-;4_gAl5>oixv1_6R z7@iF$H;>G+*`%#urmU%{UA1b}+O_LG`sgEsKP+TO2G|9ej9H<;E>)0UC`oB41d1Z8 zBfe4uu)%pE=1ny=)YoEZ=GE5LmX+-xke4<{+CQX)}OOaG;4K*aydnl+Oc6+<`^!h6Yf zZv>~WV0IljV&v3=r*Z>=zWB6aCv-x%AT5a2SXomIVDh+Qk0np=MHgN`mgvo!Hka+$ z!^liqVs=2Xhc^OL%*aur=+Q{S5NirE1NCk=*=k5peeuN?Bbq<`^waoYF&F^BK|a1! zR#h3EvCL4I)@vM19OAm9r~_$~@Gdhc#)7bJaT);5yDta7hD))o($#wyZc^kZ!(XL5%E1ywB-QBAqx$#nw`J=V#1VvvplC^xU^EQa zm%zJ<@(Pj%Ro7IrF%4ISAT{}u!^XEDr(N*Zn5QD`q|GCyZq3@47{)<@=Tzm6q0GyO&5udA;!=A4wHy;Sr};#ei1VuXk_QLI^fB`d~A)A=Qqb3eFS$ z(0eE}EQAQYqXbac2yg*xLj%p)0IbCxSyx*}fj@+e9KaS1;bfBki&|n&QW`mpj?r3Z z2gY+?-fq~mF^7e3S|JgMq9H0|Vj6y>M9ZZSa#M#Kdf2tsUW4>c{WLbY()KOail`Rc z29h1Gr8#b&jD9EE`q*-c#{b{*9t!O-1nUINL${jSIpE%P~&$KKdl^nBU z*RGi#&myXl#N<33lxFcodN}`C{vX0O<+e>WVq3b3(ePD>21#S1n-vul9(CkVRz9Zo zBpVDxHqvHM%4v$mNfmObWn+b*6{9VX-V1{_S_DzE@4ox)n{U3cY}xXfS|~43Z>9f6 z7!>e zdgq;YUU}seplF2Z(hd>yc?ue^_{M1S+&1=lyp%}i98Sx$G)IyQ4ig3q2}vDA;*diQ zL2BoI1gUSiVs%Vi=0PKhv$}Lq6YiWfZtPeV(KC5`ev-STWl9AyxN#mC_}llzb(Jm! zKx^F=Cy-923+T=#_A8|Vonkm`^-G$V!ey`UlW?+zH2z z9XHy9fi?46!sJEDxCIcloGfR+pn-UD-+A}lm8(}_iS}ZPwWaaV_;#C_|GLTC;0Mk+ z5{=5uF@z(>BglqXF#uJ9z;g5Ru!jMbfCK|ucr@NIC$AtM378A=OAh}Nf0mh@9X*ec zWI2#eNk54pS0dL!G1AgCt5@H7*Ii)WnPZgW6JD(rq6N(?^Nm1I?4EX=eMJV6rx0x? zy*?Og7@~4e9G-)7%AH7I3S`yIvg34z6LK<^QgxsSTUvN>UB zMPZe6t;VY+RjxRj_0I`RiBEbAFKyb?X@?(vI0`_6!P{7BDFHu;K+dz#zqfDSx^d$= zQ#15a37U~O&iJCGYp7VE6KXohy0v7mlKQ94(JQn!aM~8_vQK?OJz$balL4yr(i&PA zM@Fo!B1LOy9)`BxXm0dhR;X%;0uV12g_b4S6#JvbOCo9sO0n;X-B4P?O-&rdz)KT4 z`<$~^EMKu>`;PUSHm%>V9+v`*lT^efoOpb{etpmhOcz!rrJVz^A5Hg}=bnGyKM%}! z|Gl!(-Hfit?xIrCSn+dZMS0?~RBT7&hr|STvzZ#%N;DcPWK@Ng6x0M&g#S95?Z_I8`)w=;dB9bn zwrnzBcfWqa!^fn5W@6?)0o(_rp_bj4&v;W$JweD)2#JrXo`^i z89)m+*(5@*_T&zWW#Hs5oR!7BIVQ(2n?3plMTAtv5}*aQ)pw@M7Y7Fq$#E$NG1Rln z>srK_q+^VVmH6#E1(+p*Vvz~R^#kpUm=cxdA&q>St_4ueqa`@fAqZI0Wk6k{4Zwp` zSysM>QpR7@n}S+^(XkHb6!DCvAOs`Upb}H728I;jjY)s=YVS7u86aEVeuJhSd=Twj zV%jCnR+z5%&`P7yc+WsT89QzaZ2-Jhetv;N4NKUr7HTQ;;-mdBR8v<|TDnUJ)NPQD z)VOchwgJkvjd5DkpgFVW5dKSJc1>vk=~41&|2a5G1`Oy&%sM?3GEkGq>;Q%UCGXcN z;kxMLO5)dJhoi{RU{qZ6ixB9`7BOkdAx`Yg@vq5ftr-RphciL^35fn1H*cb4);Bcr zF2;`=ix$Ct61PMj#7t6IUH$L>{QJ*;{L}h%>q>g|7&v6GsL66UtzEjS!>Wg56NC>} z;j~XY@dObjfR3)c=Gs1e`w*^N*Vv$qJF9f}Zax_*8QX`LLf;%=3hTuC%A;Y2VnDDO ze!}`>vllfddMhT3+Q!;=@?wEA`GSZ#ARN4X_upSNmaaSiNz;4Tc`-#rKzAnYpHHvh zzkLgmN>NeCxUu604IEUuYd7{C8@8Ab{fy9$ZDZD~Sr=Sz0TvWS)ihs*fP7Tc^p21M z7((oYvei5L+p!))F}lit{sZ`h+iP`rveb%5=Sb^X30l=7F0jR9Op*Yyg1o|$PdWMI zQ%)T|d?+5_KD~P}uY?Ub4Vh>#;+Q~9#qOL{^bfCi?#4QkAeWR8)+8v?HCA04plWuI z<1_*dmtZ0k_RWnOHr{j3-yV4ILDT^5nhT12V_N~2kxa-ZRIfL-wT)f^h8;`(V~TjC#0SL!^*=xG+@wx!9#`^W>5RN65Cc} zjXisG?}4ecsK>d;BC-6n2aUBy!`4kcx-RLlCxe=<&rA)HnhHYG$~>)xHkJDOBC z)`twX6SV_RDJsW5|M}0K{P@RJRh0t=4dlfOZG-ZXSR`^wGKvxpK!aboYSpc`-U?6M zcfS39gNF`jHhqbK8yo-i*I&k4szfI*iodRs6gOr3q|N*^YV^p1rc7C~cq#Y-*wzGVk+3j^ zGOQB@KqeHJSxjE9W?7AXRaT<+Tx1gX1DvAmM zGAh8f`V%?xRWLbVTfg_c?_ulu%U}M2kqpx*+tC4p-g_VT-uy5m5%Cecd1I0Y$QKME zjnfkH$WQ4HMOG2>=$ft;d$j_1Ut{3QFj`KXHtnb*j|6k}(km~KQ;eU%JlHG*Vx0Ci zPwJiR()J8~NKwpsw8&(S9E@=h>HpvV{x@)-Z-4vSgcVZN$l_L)E z?6gA9$$Eyz?SRqLC?^UOny`(+LT(@#4)ALhAP@;F21_U8<>;13OJ47db-l^6%a@Xp z9)-ol#ylL04Uj+O40A5r^}KV=m1`e2s|f0TXppx0u4}Vqi86?lFKYI0sH1uhnR3Y4=bUrqnP-k4I~v0w==c>Y zmI0#4EXs^Nrl56HNV1|yeXtp;`k;XWspn0bH=`#@3;{Li?QUX3?A5Cm=zLgEKqlOD z(@m(#n8xWT>`c?;tTwn%QzUGB?zi85o9NHH{DS0j6`wfQICRjUfn;9-p#%)d;;_?D zanry}B=meHwOIKE?T+)0)27-)o2UXnMXqm;m|0!oJpcsCLptVt8ic-!dltoe{=$X7 z``zz$?AXD@nPF<)oNr@oO4&3F-U;Z)%X?Rgzd+jy6B1lCD zro3(mm6H;F4_`pLTT@lsd$&B{a=&=BN+Rn z5BXKj?kZOi{et*kWQx^Nq&s_#6G@2R?hxBotz5Zm#fs4*M}+b6i5l*@UhW`?;6RiM z8(ODXGiOboKAnxy*pyY?Bf1%-R*qE;Vc&F2$=+p1uIx)=)t~7|)B^bvhOUj9HqM&$ zF$k`b;_jRmP`(BYy`-f(wS||Wcs}HOF2}|2cq0*m>tgjMMzQ}Ummv( zUF9eQXskgz3zF`P88g@oNf$9K)~lIoql=i32?WLYP~5$HM#w=*a4e2Tg>Cz?m2W6% z5-n|?p?L)6Mws$`^XuQdH+_cEDr8a}^J79GfLW6Vuc@gTHgxEXH-7V=X$P%XxvH|V z8r6uoFQI-VWEWD^Qrpls-FfGoKl;&+$l-+t95p})D+FRe*_TEfy^rS-TWMy|jyU>x zz?z!s{{8!2ddX$K`|a<3`r{uQf85bX|EQ2G9M!ugGDA;kIU+&E&jg}vBE*v+=T2sV zLs!=Ef6ongkhCbF*Cjv!AMCGRfj_W z`v9jdju}U7a|%*ARlw4wXP5AaH{N{X$3Oltc{j1M;t1ysg^R;$8llAUHZ;NSGI;Rt z|NHiLNiE;dSWiHw8;NE;ODNV*y;Koqe%5(LUaJuK@s@AA@y7rB=Ra3peKn-l+y)eq z#ElxB_ydL6usNFFl>7oPWCGVYLWCBX>r*(nT16K zts2tA6~GA3yx?!}tUM=}V)v zN#$hseKev<%S6Sc&~0&mz)y-J!k?2!+)E*a0LK3Xg@uSs&ph?i)6YB;jpK9(I8fS& zN>^f!=YNWTj?f|RzyF^vz5Eh2L=1vR^{yEG(R4i7XN6{Wa5P8KP@xq{O(xUy4m#@E zb!%aKFWtQdx-D2zm7NX}Ju=q>?=@`5&_kvj%7aq_TJHz;qWw+>&@D>hm~#7*RdnUu zX=4O|*@xGE3#@axD>(zKO+)~jG`JD=@g5>IEZNX_c6n>EQ4&b8PSnRA{_qE4RloN2 zul4KK7o>_Y4C}U*R3rmy;O1TvpG1~cuGC_YPSC7fSzLrtf&4g%>LAh=I-KH?qN9#H z`upGi{vZGN`)jVb5;{l(!P*)cP9sMf)vsA7y|L)aZPS3_UqS3AWx^TtK?hB~@y2hQ zfByOS%BVNCP|x1|rJZpJvUHIVqIch3t5&VN^;fr|juIPyO2+G^E?_DbRJ4_flGQ-E zT7sq+>4%m89SZy>JO$0bBqy?smQRVOV8!KOy7%f`x^u@be)-FXANwzAXGVxP8G61$ zkqCD5)vT;=>8{dy?z#8=`~Ly)Bc3QKM8z-_5si8kkwAZr68{xX4JK{S(4kE!L=B1B z#Xa$MxZByY2-TiV=gbVjO=JTn{10mmQRGkH^pg&rGJgCx_fy9FpI*=H_#zoHNYlbLPz2+B!(t&;;T$57;Dex^o<+7{V7=BoXSP6v+70!m(%2Baa z=91SJt3Ua4w{G3?r$7CP#`)E+eia@bjv@h_73uj%(Gi=*V9q3(ro>zgc$qNG9yE1o-(I~r9JM5vzfD%8#i+0fZQHpG3Zos{cHnZ9l&m_Aic}s) zj0pI5a1aDbVHB~L7GM=5;eyV2*Ur*!e)F4fy`hJ|wc?tT?}#{Xxge8$_q*Q(p@c+2E?!UM zuNMQStihdhUA=nuE-5ZfgX_bOJ8$igC3_m8%&&j_>qUze6&SC#r1T0pIU*wuIBC)( zEZLV|b}7<7^*~TtRaFJFHarUi=SZ+BuE^ymlJC|BFyIuNSztovop;`$haHY^i?o`Y zm9c&Ni0w3T1h`ztMOrhU|G+O@|E24$yJq5~3A}2gZFE!|24Xd4i%;kwotl-}`Aqok z1ot9%Dl{mtKsVof^Cg#D!W+a7V2OR=hsuZ{|LNPmAB__ofFNvOGrSj*V^yKI?mMfj zZR7YlI6VO&s4hH9aI8N?@hrIGfR+s$GK`GWzx(~~zWtr={O#WR-gxt^CCgWA-m-P& z%2kkt0Y$s(&fAgx3k!=e8F**|DXT-=L;4rAnE`i z4CyeQ(L#!&6kLqNupWN+Vc+}S_s=-}Y;+t#8!^HRTGH+F23DP6Y4jxbJZCHddn z*zgs%o~OCxtRx$AJi%5i)DrVQ;*6PIJaEidD*+zwn_YQTY4x*$NxlQq$9(e04a zN5_4WBlZ3Sm+4AImdcQaJs9));9)}#KkD#zX1rTnRg;yIE!2Qsqy;NhYDa)ry?Qkq zJBSoa?UGc*O7^KIkwF+LE-pOb_~V~_<{1*XBa(}?)lsqY2qCA5QFIJygB+*Gwb5|K z#>Q=1wm$yf|GxPA^Cs}Csj9jP_%Gm=%#4h%;Xtvme=cirIma-Kv&(>i1N-#uYacNE zfJ=WIoU$R7$Syo7(*JF@-3DVi{4fZe8tGqa#{!c~n=yHEs02j@*Q%Q8BMv+KXFvPt zsi&Q$T~%GvfO96471k=^8t6OwI~)?wqeC&0NJGVEHFy!rA{=Wjp26jqGTDO~7KFX> zk1dLO5-5dW#}Oqhf}GRIiZFp|!Q#j2L$UCY0I$JTdpN6-pFvYs_M(C}2XX_8i)%Rk zs2dKzYb1PvVVX)DMHqn(dv@=Elm@lXoP`?lCV{rvnzHHbvh(t}FrFAxtXM>$wvAQR zsU_|~DJ>~d@hWhj=m4eRyzJDhyFbXWhB;RvaJ1ya3&4reV$i`*06=1#b;en}d-N!)tWc&T9I2H@mItWD z3tYZp#oO<^TU%3CQe4F4l8ABG`jv5-_3Y6Tes*ZwR_3705G#9IBqmO>4M>TDBH)WmvG?M-$o!oh_pkRx^zSN2 zTGe$mMFmBN9(LHUp~L3RnTI|QFB~XSY&0;eCLetG0inQ5?bsL7Ly2%8rh1(9(#4g#AQ=^(zM1d=OB0iL4g(ikAM6lm?cyfWJhFfFZrWQ3oCt>poYro zs>2UG?AO2g^$91Rh=kry+dy(7bKe?1br$M~rwV3}M1IPUCF&|SJBJGrB)VkDVz!~=w+80XXo?I7V@HpkFn)sN7K^(*6;PdSu&9~< zJ1%-_;-D9u2un_N(}{DZX%CXqZK<)-D8Yv**QlK>kFqLa3b`+3 z9|>m3dv*MYuFlsQhffLN<8QN;A6U8Eh1C zQAzi)W5%!*6(Y?cK*X#>fpkvH_74;M?|=V$TpV~OxGvA=B=VMUo~UlnEmB^#=b*`x zvHc%=!f^=1=rrONf%#y$wwc33_;|&_3Qqhz4L&RqR9TZ)w4OVM9E2l2^2A7L_xuvJpEcIz!4)xLbG}Km6yK$@~bYLyJ~zOKDHfw!LD6X9VbN+lf*>#Hu8Ch z=M$7b{z^LBgzvSeF8(k8Nuwm|GR~402yV~WXP=Xk8@uJ^ThNM&ii6!C6~cd)E+L|)RRGGgBYL5%ywje0 z?M-Dv^uWzJq(ow&F;8E1r@gc$aJzs9J1;*P?MOB~$+1SVwC(tr5P@_6p+#+im7*h& zLaa5l)ws_0+-t9=pM2(H zop$lX7el8;0k9Z7v=XG@H`s~kn3zlHhO3>{0G0H1hf$-p+is-5P&(5FH<|WVP5}L5 z`+xZ1hl&2gRf2N^Y}^!FAubB-&-t@-`LZ2%*x|2#{p;BM_J@`O=yZ5Bi8MJPwppwp zUb|xDax@l)BaDH~O_e$+2XSHo_m!)x`%WycDibCf7|uyJ#YH7+M{B!n_Zzq0;>C-< z|KW#u-^}~r2SD0_g$oxD5nfSUU0YQpiQ@B$ipq*hTO-0LqC*|@Nz|nJI$pc>=uuW$ z2BhxYtIvS`{d)KA1?ikzNxl2@8a!w)jE<#CmV7>E4tSlp>8KW_Re|Zal_(b*H$e`n zRc055ZmFtzS<9qPUl81~NxIE zTFsRW&9o+PRt2fZk+RJnsBR+}=sdp=ha7Uy)>{s*OEf@>w*zR$EK~7TB||}~rpo=j z_g;PV)v&HfU?S8Jn^nd>e!Ojjfn=hbmn>gSnO>5d?lX2Q-GDODgbK9~Dqx^gR#z`x zyr{ko3obblmBdq9rHIz#l|T;iHkvFz+7<4T#|6zka(=nR;7#GqDj%&5rGt+-oKDuo z8>pN$Y{(WYG+G<4tE{TT>@5X%E32wlr)0sBWy_|$^wJlfeqK^o1PbS1+o;pTL1Mu{ zv2^(wqR)T%%U=t^1{ePKVZt3sRd<(Cc0rp>n7(wB9NB8Wt7 zWaK8-#Z%wVkZkDPr_UZ^_I&T%_W^aJ*5P~FGCQrY(2^Md6C_$D?>-EE$StG>0%5F! z9i5|q<9O}Kj)H0VqmMq~8@#l%1Yo8ugVXiV)9t9ps{qT^0sWYKfJGxVIN7hM_0y0MEm;;zRcF$3IgVO!PJ zCOC?7kZTG0J9+N81}{3SH|3^geKNDSsHj=;9c@j@!nV;+fcy39H*Va1!-fxQskmy) zcsOcIh`O6ZM+FsP(nGNUi-Xy{&K7$LbIBU$$rM%AG7_Br+)QIM3x~H{9Tg>-2a9Vv zs9Y1xdJ(XFrH}Ou@m@XqoOAAZoOkN|_f}U|cIwpG(T<0CWn&wZV}wjlq^`OP9iXw1 zU}CCtNj!j?y)4VNwuYS~=rHJ4#~yv`xAVW1+GL$fLMpi^c|lS>2;MB8K~{Wmm5_~- zv8s*7ciwfEvnHK2Y}haqMBA7Sj96f^GU2}tZ)bk;$&A-uCkv1`7*lcrrM{dt8cuy< z{m>yp_uO|+Dh5_nRC`^89lYhP>tDb5JlA}W2?U3Vp+9FI9)FZRju z=j``4>kkN#020?&lrSUgG6NI(*M6W3b`W zykeWY{PN2&fhUYW$`DPX^~^$<#7Wg5^>sV%vh(Suo!-A!pDKyMY=hW@mI%NdV?RVD z2p&_WOo8bkg`#{}@LcaN89z~rmM!g4-ubLQ{Rxi>C<=`TaugS4MQGSkQ)yM@Y7PRh zS}^5j!R8t9|5Ex%@D2(Zav}WIeiKeWI?mJ`U5mzP7e5&R-qT z*xWGSE$mxhCBJ|Lx%q@>cz?HTRewVR(84d`B8*lRuc?h!*I>S1+a!S~w2m&3bj2!9 z4;^ArO=`#lol04dMBakq8LV^)rV0f}G`H|l13+iyq(3HJs)IE)paazP?%ik7q_beW zFnQ4cEo;S&qtFwxxk^wnoyie}s?8$kjqFB5vG26g&KF#8!EU?kf^Ww=v4XBbqCOzDF(Vnh>94-} z&AfTJ!FR`FP1ZatXuNyxwfFYhZ=Xyg{pw029Ze|D!7U>wW#GVpxDZ7fm$K!E|1nHI zu>{X4wNr>YmtUw&Yyw0QiDR9z>7+NXj8>JdoDWVG@`hhxMjXe%n)v0HU!nulns4)U z7#NDhrF zCAT_dRSon*di&5r525Vkxs8|#dM#c5qP!Ue#T{0IXbw5Bwg9Z)4;f4-?5&{

txG)?bTQL zR^c0lVNZE>+b?#YjNlf7x4?qXxx6#lsJ0(Q^pB1z%4BLj@W2C4KmByAwah?mBqVus z2+Pze>V%sgd+f1WZn-7jt4&{Pn~p>hiQ_~2+M4`Rr6Nze?!MwLl>*-Fxr7diLm9U0DM#w)jX~O4><+Xn$u0$M!p7le zX1CpTJOBLi!3r2!Yies<%jjqW{&$R^0>S%-SwX!gz@HT274Efw7{ps73CPGouRxAx z{QPI9o_>0luHD#TRjd}*CjhdxrlzjCmKKy5z80|u@|I&!B+#r{Hl>7t;n+wAtok5M z2^DBzZ1c`8h7lwu7u!N)gJYl@U|OJFaZw>TXBv`?2pk~CUWH=uS{6Kv5blvEz)G?3 zmX>9IAxt?AN=R`bbm64i+&r(mAW}FvO+)RPMdxO-@gI~2Q%8`q9p~w?i+r3+NVwZUqU}5oG;0oXZ?e!wIw+iu5GGreQ4=RZr z7xd3tY9#;Ts;lG@%+i2I5=jS=91lHT2S)?=Ik56p_6aS&>1$8^i!%9a za$DJ}TRu&fK7nc-+qKr={b=BdfG=1I2(Q zkdjC5Fxu6`u+~a*ZPakJ$!CqRAN+LtZMR=H z|M{6d?pmiXV_RU&B4OImm+Bx#Vxi$YVj7+kzQ-k3=C>eUM; z042#_tiAQtTUbo_9H#{RVRA~?x|sF_VEM_}^iwE&l1Ga#fuoK(>ZFrS;u4^Q!Dh-y z&%Gu&mQ+l!jy2(h7hV7n@(?K_!GoZfndr>Kl0qiw-K%d^bp@Ji5O)y?YA3K?!Y=gh zXdJUC2b?AK@0@O59=Q(O+0N^*j6MEQ%1X?DVo3#363K)zj%KT*Z@|}Y&amE>EFtN!;V3gjJ<1TgxpI9|7fOe4qFP!#+$2?%W z>;I_3<~5;vnU^ID*0=(w6PfIfI3Wa+fc;g6DotRMbA;cxoUEW{0reT~9-;qDR!j*k zT&Q)udiUOM|NY;2_g%m@_E8-SMA(R>8MB|H1KN4#o!KIRo3ejK)L}szfCbvamO33zv2D&Ka9ug$?8^6SOgKBPO@i8KuIGl4D-CF;5>Q-VaosafB$#pnP+aX z#TN8XxS_P7vXOS0N=dXya`!3MPl5XZ173c^cuo0@DS36MYFu3xKjP5C&OZ0te*OEC z@82~=q~tMzx<_luU^`)HzD{nMwq&&0VePxr-fHd9v{R8Mc}m=J%ea9Yr z@WG=;kLE2;F&|@?PdAIMrfFAVtxdds49}c{xf4T547?SukLGfea$&(WDV_}~`T4260>zK*E|NZZW4jams zu$$D_eQ~~R>=bn3x969pk zm!|WBDw#cku9V+wY&NrI&7$1ZR$FdG5_Dlp^HJs_W|OS1)kDY!f823DAtv~N`yaUP zzNt%>E~}`l!B|^bS_UYwM_FdJV^W9+tsTR5BH6HJO$7m}Y}sqCyy&xh;Jrv8kP_{)xd2V&;IzA9>^vZrr3vlQ7H^2E+K6 z(X_0o>=^SLlUJ835*>i2j5J&a9B{x4BXj4@{r>y!YeMUGfw#z9)T2ia!U+KVWA+%c z?Kayon0y2+P_*CHYZwc`CaGii>+F zD*z~E`=SFtzJ%>CX7@1%PB_q?FFZ|5W&^g2!POi>s7{=q<#H>XW|k(_bB zU-l96q?ic>$|ss|VM8r>K5LUE8g<)kwmI>nlkiRq88SpzI@XTss-_J4nJBJJJ#-|K z59pt?JU8BO1A)KfFa^We954P{7WUT*YQ&1wtH$iU`(>A3zTNiQGve4)RgBI^rPXFR z`4O9qo&ZO(?sFBwmGl8dxWw|Qksh{x`?;arcGlzet;0wSEA~H-BYJdWjo44 z_a5CL*0au4d)N-y5t@<&nsgN#Do-&ueygpvf#@h5c>C?Q!99En2ieO7Eb`4u;*RH@e{R$cqcFvZUB`Z!se{M{bzvrFBi5jO z_T2|J@xg~2^zOUwz5m_^5EUpvAj#uWN>OpquDk3CEtqhEZMWT4>P956N10v>S<2j- z@@EazPHqkphEW2HYYV_V3WC;2B5;idz~aSF%B(#R+K#U*lznT{J$ZtTbxN`&OVS(! z&@3t}FnxEGlLGon-vraku%xF0tetN>7gV{vLfjyk=rQ@W2D5 zC8gjY%GGhlE&9o({k17ul(fvW6qFC3$FxtBJlBh2Ut3}fCU_k^HNc?Ntb4|ENgNqat7GR;= zcH0q$9&#ATQhxa12U4eFbjL>lU=r*CG{KAncLJh6woI)4Y@vswsmCFZr3oOu5By)^~D_S0p%TuF8RQm0rEKL~F+h@bfq3GquWQj+;reVbI{LUs&a2^)hh63i5Iz-OxmW@(0PUl@UUu1K90<8Z6k1vUrpRvoT!-kZYfDMoal3NVS!bPvVu=mD{l0dT5t)i| zu{lP-Soo172pExlaE(tt{q*eFvkMuryaL@C(Te~Hbfj_P z#_ziOt__KL#AYRuIT6W5LmDz2;OKUEAzqCz)#bf)_J)F z1B^&zR(>$};kTxJXatlH24DePlmTs^3Jz@J9I(ht?iwcZqWl89*4Ip)eB(`&Q(e=k zv{V^f7*xX&w1>qMfCc*JcZ=MM2Oo40&h6^z8m0I&Cr#KyES+OOX7Agz?`+$)n>1l^ zlWkA7YqBTXwrv}en`*LavTZ#3_kZ8-eQNJ}U*~nMwT^|*+{`J3(Y=~vuvsr|hGyMD zgFwU3(Oe5d77#3`o)yIZS=2rPXE=2tOm)fOR{+}EU!+N>URmxs_Lvj;tVm{I^l)R; z-tUHQvtmGX9haTq+Qedv6lNm;cdPay6J=H;^99Yl*2&Kz(t#Z?A=d_5{WG;j|X zspxX1>9L^zpX{AE-0~%#DrJfSZBPX$4 zK*Y+9Lf7g!(!>mWC=}r)iK&G4tZIfS(^s^ccQd`4uqp^*i%Bh5Z0fuEKNH`2?3}Oq zF?ybEoZb7LG@)wTeJ`sYQ-;OCK-0UBq%dF7)1YLuP7O=+Rg2%SrL}bsO8xWEnc~cY zb0NiRiRe7@_WfTV@kIj#R(3i5#2&N6FFDO*tW@bN(hp23M0lMf>3w<5$h7N7XZ$dw zqKf$kS&kRwkMt8_jxEaX?H>tV?)sZIX)_m%b7s`Ss+U{w8!4W9lcy_Gi^9&ZljZJ# z8Dv*p;&r}k+B{0heO%fo;l5&`K~#w}Hp0JRK5f1OAAu&F?4&=sOsRA)zuvU$W6_gr zrs~IInr)Lb$ZjW!$HI#ezumOCLs6y|m(dr5bLus5g|5z~bkd>y8Q(PTEIcbQUCo&2 zZ=7$|X?+XyUe{lR^?Ig(fbka*B4B^C;8U$~UYs$;Ke@fRA>&fS!>OI^yzCOC*oCRv z!5)8*r{m`zAA-DH*8{A%SvZ2A6nPiWA`@P0vfGP#k&M28G<(+g6oxt!1mQmwzl6%D z_doC-3chy4q?hTXxgSOs>)^Cn9?vOqdvbTDa-I{>eX3o5HeVCwQul_VD0N#Nc5KSd z-Vu+t-?=AQw7)Z?+qfDYK*+Nye*3XM>1{ti@+@I0PUxsV=tmj6hu%zoXF~zN{ zlb58a12HNxih?c(uK>q)aq0WmnW*p$4?*45r?6ygoDJ?>Ajws@Z|c=Bz?ENLhHv#s zH~M-@>g7#lE?w7Ht=Muilz$**ws2C8TWIUs^`b2E6ABHY-+^uoh+C`3AZI73 z2*Z^o;Olds;Ddh*OBbzTdYyQe<3s5D{2h82w8Z!kt)0Z2h>_yQ)K++^nX(+74|#C7 z=Y;LlC-^$~B`ywN8oAB^o|Q+oyvCNJW)sp4-&ZBTmoi+I8I#Y#&N0-h)}a&X z%-Q+tSJvsa2p6b9%b8xni&%l%2n8i&ZB(pp>Pz{4wbqTp@|ZFKshPb_h^cBxHP`ay~5PO;rKSOF<<2d*397Y^%gnjIB-p0 zKyAdvZwXZi6(ssN&nH~|PLEiK&>8$kZ=0i0HDP&12kVW2W%0WiCq*vWnpmdsR}8!? zTsH8(;c(P^ioejpnXjV4UF6orf+k>xjU&*^(4dugyNDrBUE%ksbzBgNhgE{j&ww(N z9BzAJE8P7N%3DjTZ0Yi}@Fp^xt2W11TS2SWA|-eVh%0L98-dy=P40$y9`g^cAms)m zbk)9s#s(9hK)#%JC>=%e>Vw|U^3yV|xmb>~G@HvW+&+y%pk+bQrOx3euOv$S&w)7V zvES2tm&+DnPbf@7rvlrd9{qt(kbJxFs2S3)gP1$?qXl9OJU@mvr+(q!V5+KV=s8a< z)Um7A=nCJsPZJ=A2yu6*tE)=lHEg}TEN!=EtZL_VCS;{p-l)XM8FszT03c(($r`V4dV3lsJaGLnoj8}~*pRka575x`6eMZ^?S{eTBXMOD}Ww$yV(Qm3weizyYl3DzYmPSIB=#{ zD>y3=WFq{05Aghe8qdzhBQQuC%%I}JCshlumP1~i2!69XWjQ&fc!CAPw{18`ZiW{U z9po*vwKbwdmw*w&^FVSNe05n+(})M*phmfE z#Q%shnw`S=(+bIrxq$F47i`KDNAj+STqlZ)^9$RuH;*~Zm5LE#cl!RmoKath- zrzNvkEBMElgSJde@?*M9xGBBEk?f8P*`D*v~e!bZa5ABLvr zuD5j{0d}4xl?WKT7iN}8=|1CKJ#v!fsA1D2G;uhNQKajIox--nM|ZKt&H`i1P}8Ng zU_z^rH=27w?s7O1t68`?(99>El(@pI@TLnKMNhw46dIs0PFwTVaBUnlh%mxjUr@^5 zWaK8-zI>-hkgQt!SH*t~N-8P~Ut$-V=O^c;y^op!+m&Eo-K$BvaoL>9YbSpL(UMIL zG1Ro}uG#nQ3yZ>Br7E3nlka!jw0$qRS;A2GCS~K=bB)suhRJ9RwF#96tNl$wmSw@1}3>(0a6h-yJC<(v^sAPHp!^K`bCDF5xXO3LT; zuG$*(&dn~V&G?ZX$#swFA8x4VfgHSTYcKHwhc- z=T_HuU*8&wijPWF3H&IN{T=dRdR~wz0{}|Lodr|G@o4M%!1H6K%VC@av+F$PasgS{ z7wUbP3MOd04hBEL-GY<1xzFH4;eXm*R}iE?QciR9LjA>* zAW0s+H$o8uShg~RTj`l%;%s$)s=ihwOAg!lbwl-mUEqK7ei{mg2{;RANy$FOzfJ*5 zI7dwipeFHqy9QY84M1D9E=(W0UkFUR8&xorANJAL1jzVtrD5@5klan8P)FV#YqPI0 z^_HOGq}f^1ucsz7VS8G^D&sAI!?VWM`*WPy+QBy#f0b1O7$SeSubg=>DE<_f?qCPs zezt4OT4^hhi3yLhI*Ptc2QRk2^k-Pv$rBgDCY10Azb=3M%YplYGe~Rur%?Y7dgvT& zGs8(Rg>g>?q4^!(HZd+k$&nh}Gy|d60@(J7^oBiLHZ+oG+tQ41Y6%^O0C(jW!4LNn z2*rmmnqPN^S;fC9Y&7;L#+?e`)&U8_0-40;PALG*{$?mf%jVZ+xK*?yd0}a;M~Dqr z4Ey5*Ry0%d3yoSt`dhcxV-Alac|ArOxES8665a#hCx0|5Ie-^rIrPJ2r}vAb?g#v{xK-DMU$4R`xt zNMx@|gdt!SIOl`(SUH12G7VZ!4T=nW(dJM^nczV*?E7un)c3OzV!a7N>?P`n#+Gh( zvEo8$|Du};1R$Tg<)a)I681I^J4$1_q)`&1nY-+c>0j}k z+8SgcFDT_Kxd-Evh$9m4pkwnO>bj+f*b%t<+;KD~pG}9_>F|}mCFK)ubYP_>&GfWz z51!eGG8QdnGP%sS<u9NOhLnjcO1drYyE1g9 z2xbPP2DM%mNQ`+pn-52YDxglz1!}*RlmadjYzhcEP0g39jJfmJEZ0d;FiDg^oXF%= z6%>f@aInaF?L;ut7V*+)8I6jCl4HivNHSnZPhhF3sgo+kB zL8iB#X3};LiX)q~+yXUx9 z``owwy{Ht#5g~y8SXO!6t!#ql`9+{BK>07n#Ljy@eO)!XU-hpQ1>;jPkrKTFNUI^0 z#K4?gOv^f=a>9m$SoPEOgjT_i^0boQ%g2Z4M>cNDNHhUT41jrKqoC`hSf)KQxd{MQ zp{47K?Kb^z*^6Wna=L{z0t!7pzj-a5k#B<0HV5a>G9H=L!-NIQ?-Y)Y!yAqd!C^4> zJnbqKN(B6-Wv=Ak%3lowWlv&5JjJ|F=pQCq9=OdlY#_?e2mkXniWAVsH?S5AD24p97|@*rSlW}ij#`)@+VoP z^qR9Ws!xcfg+Ti&O+6XRN3QPyzf?Wt6JO*2(y!-1CO)A3`oDzv>Km-CqT&d-^{m7h&-_5ti5x?<4L?fZgc?;5SHgIZHX#D|%kg2O94t4Qj|k=H=S#x3YWlXkj3F` zLTMw-d+ez245=u-OX_>}AGG}%+kY4TxbArDHaaeA4`flt#Hs+}bR_YcPj6J1_mo}7MJl4%+y0yWb|1Ovhy@x<^i zU^{hC64SZ4WbQ-@hG+iM^QvXNbOdT|-;3gX2MS1j9V6pN8rsE4_HmCzx|f7Ckx}C+ zBb|oDTDR^D&zutmTNmwKB5|)@-D?=Apl34aM#$|_1nnNTiv&Bjt=V;=sSe&7NyjM^ zW<|t{p^wEX5>~H`XKI{$FM_m)l|&~?iJ~=)-?ptSuZI3|(fvq_fy^IA;&c@kRlOG* zFV2ax4U5euf<@waL7j zO4z{*bFYeG#~R`cU*%?4G~2)+?+T#|HkroO$nP1cNfcH7hW_%|<8-d2QT1ABv|Rm_ zR9hO3iItVE4~Tyd^Q@s0+ts$x%BmxcXFrEod>uD)Ki5kYNN&Kv-1ezo1a4a3ad#%3 z7J&Y#mNNPg*)>ZPZf@(3<3HbqP z0gyZUVz})ObjW0!^iHOT6>KVg({=VDKMupID|C5^7n}3lZDI=MT8GP9`ywmdXhKX; z%%x~pe`DNA!X!iAqE1+qFb|dKJ|h;j?yvL&oremygh=o2pN+zf$e5R^?-`Co1`g+T zY;i;~^9Bs;qFXTUe--Lfzr<9lxkS;5x`6!^iiueI{d3ilX66(4gFl=in3e&h%|FN9 zQuQ(l5SeM52ogD%bKzee8=;Sri}c|8{cZ?7twW2;6N+82kaz1eNY!TtW|X!sLwlfXixNhA&qBBH@xSF~)gpy|N@7hT(rb)TyGG*6R^VEY{)t`t~XPq56len+*j`5f28y$?c^?#zV<0~-OwhdB+F;9#?v5-$h*2Gmw9O) zNEJc2Ur<<|I#?^ilQfAJBxn+;6nI@zD1%gKZ@#O7Ak{yR7&CSK1N=a5se}u-E#%@q z#u8!Owmed^V*z^tot#yp5F`;4E){;-%x^%SaXpw!?}EyUzPlI<4!Eb8eL0-k13=U1s=-Ygvo71YKUqnEKQ5UGkRx=~Rp zGegI=d>gRb@(%Bh1ddE%o<_q}SgC8{;DC`m3c@Z+3v$DB@;~^pw7;8J;uh?}c?|!d zQBA`&vx?wf^)+|O8q2@S`-{Udb*UJHp}O1YW{{!o8eV54kut{1+>HD!HaWKN=5D{z87s1A)IC+hPfz`3;`;;U*jMV%4=YnC@FJVAi9 z2$J;acoCISwWg7LOasgh4Yez*|UlcLsv8ZUJI9pa~Mya5BU?C`&v3R!v0YVEQ6 z{4{7<5Rx2ziR9CA`PB*ax*|I2tTc6UIY;y0C}hOX$k&V3B6vypVJSW-D|3X(h~;Fs5=CnUf|>w7Rd zA)BST*kJ}TfgzN5zI~7)Uv(nDl-u&lm?9}xT2Q+o4wiEUb}`{4If#3m?lOacjSVgu z)-^DB7HnGJk{{hbL?BRr#iP~z-jAYFf@z3u#EyH*=@#gkrd_6S;Uj===+QhHXO1~= z+pnA12k2BAK9Aj%8XA~5sqR_)DRaeVKa${tW@M$Tpzt8u_$Bmy`qwy3!CS`2>#$4Nk(KF!{p_ivJI1x4l zTl|_ZyTImjWb&4XTi~pOV=#1NbZTo2RMb{l6>UL?*0OTQF{vMs=#G2-b^0t zWkV{K!8=s8?N;TM9Csw2)r#2PR1A$RN!}HPXzNI7_}Pq zfXrzCrVC){a}Zb7niMfV)=vf^b zEo!YOc^kzH3o#ZK=Y>AL9;6wE{R$hgp7okKEO&P~j#MwVk1`sw%gXdKc3{=HqB7~| zMSh!7PuGrTA0Lo^4VW}ZenFjrskzB;_tvgH{$6*m&f5bUh92Lgl8$pR!MG(DYSWbu ze)`_nuM1;??90x{XRNO#4VY5BjzET(c`g3)_cY(;5z5|ADr+Tk0}a4)&@KIzaqsR! zO>rP6%}pQ!vslYMfyjBb&o~`TDrTzUpJd&X@(804sLyZ$$TX02s)yNFC@#hDf99)OrClfT=uro zgps?_WURD8%4(xAl?#TmJ?^Gk_o$YG&w8TK+A4a(zcCc}<9Yk{Hcc0SWJ()1<7nN; zF7LKFKw*eP6ak9${vxn+8M;EB@@nP=at&Mlb9F=qON8!|ok&9lmyr8W^&~`3zvyzg znBA2NT$6BoOWl34V!3a~Oa40wD78>ayBjvkI5@$R-$ksI${V7mMEp(BY{1Zt{2`FT zMouOFjMRFKze6R0$>l8-euc#cRXMn0{{^Fq=djr{Vi1QQqx#z7H&k#49#Hh&uuHo53i6?H{iP*#=3BEU zk}PEaW`Rdvk$FB~9#f}ngdP#s5*)IF@2d2da;j4TLNd3Oggs2^JP=2`7*4A4gqvs< z#hseUlFgGgucEm=*Cp8{xOI|I6~nt%|MB)>mumW`*1z28du1dYKr z;vm0|+gy`o^w>CsejSp5YJaw;>9tGrbbon~VyNREJOmNe^U~29_Gdtik+S}#xKq9z ze*yUa`}8w1fYJ}a8>|`Wjuy?l4tRw^Q@8m`(@*K+;Xzs%-l=N9cs>Q(XIU*2KUY^z z#0rFA!Z2x}od3aSwmIzlS8xriUZj7JW}ipo&3Iun*tFw|j*;GR&gjOQd)|G)u}#SCgu@NL<$_+tom@{o&Tu zj}#rA(ZN$Ot>Al;2#7mN^Q!qyYa0}s9>DN&Ly=0Dz4Ebh=abv2iwoW0eA*AvD)O`J zY#?g_r>afAyZug=!j7EC4cDLmm>mOv72??5DYd9#e@u-^u~KWThXif245y;KtS7o+HVOZWU#%@gzuzmhFsqkuG0UjLbC+X5C!`pQ+Abe zgo*YRlX^$LX!56?Zix!EjcrzuC3N(jrwbRn?TtmLi@pTT*1tNbhakH0)(>Y{4-cSM zkNLE2S2kyKbJ6nbm(8h(-Ig2LCO*vjt{o-$s0SKs6xF7LHyBeJE|rGQHmT=W8qyTa zs~Aol!Le=5G0hIX;Uk#1*ny*f1}QaWeaXjhm73P2+k{x>WB6~%5(dc6UM{;{?W$EG znX3ssGw(Wb&L($N>{gmA|Kg&Gz>ZQ6x$L8_F8usK@j06^_SR@7Hw>hixZjhHF(LZD z1abT8F@9M)iN2{=J{qE@XIS}fCiyRD-5xs=n$+;Pbe<+rCduK~vuB@v(tW-uUR^kr z2({T;-E)LdZ*Dpfk=iYqw3wLzBh*TVQ3mg4&s`R_f0-&-b)50Wx_oFTpXG8R_3!t2 zEPI@63;H~R7^%9x@3Uz`pph_4AOcNk_cI)Ltk7o>`G1m?50FbAc!jZT%Ao)5lrW># zK&HI(O&`md z0nhv)_j-Ok>2}h?Mj3HAyjpXP9EnhF*}ww?d=Zzwj^p$$82{<0F_ z)d$_I6BEts647<;hI1&oFP{*cB4xOppPKu$K>Gb|apI+Zm$vk|z$E@GVVqGN zOlT1OhI@BJ5Zn;#heNF;y^oB4H%kvSlp@z0?jx+Ri`le~Dl-rF<)IO)!~EK(-+d7ekLQe>+=h+G-0T z)O2a-dIP~m+*oKJKn@Iihh#fdc@dWGr`(>zOxcGyV(c7`Z(4yjeL?> z9d)V76)Yw8_sa;sPw&t(wK3*pRo>gDS(-O7*m^F?>T+f1M_lx83Tsg%+onj^!u!S_ z1of3pvb0-eDKU2|A|t#v%O|Khk7Xo1|GldaH=hb+vlCY{b#;}iw%m#*_DIb$akd5f zrSGPz+*ve819cw5cky3=Bcbo|583l%1`YoXQ}tzJonqu)0p`)=G06U_LJv$id~Vpa zF}D1CV|cP%?#ScPb{AdGw>6pGMD3q+xa8+we$#OZdKz71G#V{PzdR@Yi`@de^g}Ci zY`wZZG6X1#>BI>O%qLgFtzPb7&X^TwQj`Q-&_cC^_NrP&W+8-r&z_Hu6a@1%XE4Mj z@xQRIp`J;$!S4Jwbm9!edIq2nu+h{J&iZCXK_Sl9^)J1z7oC(l`SWNc(l)ncU|PLC zM&wu${eWSY3kVphk55cc*&2<@uMQ}rk?$Y)1 zs0_M@Z=DP5Qzy!p*RjN6FNz6Q8_oamH;Tdl_n|@5JxaStxG~c313Q8NqSwq-+*BOP znHUZ0H^F*#d*-~HIezCVB|T?83BS!Xk5(yqp~SfZK+Z^UrT5tGhf%N9nk{zLAQS{1 zovXP=Zp0o|>&INWXhy-ty;GYY_M=27!v6%I)44h2HCfr~)IE zTfXCQt+ezMk^?HnVM1^lE3MKtp8DxK>_cdKKJo=U7?XZ`A8(P_I(6YtlR7`v17w!b zjn$%iXo_F_qIM@V{e?$dxt1BC?5@?2u_5DE3`NoG!)!Y(q$_}p*cKSNV8r`~a5#KaMI*eOkE^5Kgtkd1dsvVH9Aou@{!4@r2u+R?d6N#sx zEBfQZ%2ij=Ak6rK1(gXj0gv#ukT|#+O{Xft5F{knwg)sA8B@>;yZPSx^j8VNBLWqQ zt~f^|&OMN1kPD<3fx+UR4otM@UBFNUmLsG@Fmt1+q6PsK#(a8^Ag`W&cO&2N(dOO~ z_>HXFSaN!5>hC5+Mr*Ayb+F}mQbjTOJbrh5b5cGVq>ng*K33<6EH2}i#22uHh}Nm$ zqB2MN{!i;g+G?U^eLC6*!Pws+7^K9t#JnaG2rL~>Nh%6z<5~?Sbes8vl%y#V5rqOk zY5^z=@B^wML?z_Q-I-zntL_vzY=57;qkL=gJ5d$El#Z0~IF)YuiOR~^lfkKm1@PVa ze(_k$9}F(Pd!02UKR)gdO4a}Lr}jhQxfF=MjWHj>lvnV57=XDS>YYWe1@VrBj!3j) zr1UCd`(0&sJ3)pyz)?7;jgxEJMhX>Lo5UV6Ga_ESHSqqNx7OAj9#??S#Fn}EM6#qBl)Y^& zcNnf-6Pv!yM(>vY?ez1l6itqpeF~G#4+zUMq2Tj1 zuY@O`@BUiT7<{o_l+EF*f1wdLGFZcP+Q8hjmS|RyI{uH+@p@tGZkQM{yC<3p{I^6M z?e@RAYLORLQb<$AgKrN)($6yy#hj=)bmSqGLbw=)vxDPNj-In^!+2z) zRz4(xLD%#8a#{;91GY{Ggeg{NRG6mM+LkH8nL%wBmO`r}fuu5#5k}HurP%M1gseul zyFnlI@0X2#z5#Kgi!!A`$oGjHf}w|4j_nvtJ>fjccWh8`V4z0yDCcUlx^kfJ2rL73 z4%y~l9m!yR0)2ak0!uwykFOO1o@V_KFI0r{EW`4A(ryTj?E?xLzH6eBWjTuh2XaS7 zVy5|YjZP~$1NQe0;YpY;>JmZBma!nIbWr{Jazru%fPXhTUpdvYi2?VlMz?FA*59Z# z_`IDKc>Mgh{Jgon#b(l`OwEg4wj>=Ubf22|6T7q!?-R-69_CO0LAv>!{e7FEQv1ro zSKm%p|6}R4r~P2n8h|iksd}A&!fy4REZpktb-zUnxdG?52-vz zxStGk4Bi$TssAg~TytoR339gmL3RL{Pu?`|jYFjQjj@DPw-H9l`~)Ap1m|uFOKvNC!zv5PJk zmzt}gtiI?^VtAq&0g(rBb?1R4K8rEu*v+NpsnR5yDzw~#HBk($+T}(P48;BjpSR1|CMJe7eS9nse)=dar*F~T^^UGft8l2)Dw)j3w zCWyWPGd@o?2nV8l#dpts6a@N8YbRshU+QpQtONvIq~1WyoJFfy9F}tc5%_!5(L^c> zPH1wkm_MNi6+f}8h*3@VgSNUD%&2!%vnJK9c{6q{6>SviJHR?5#bRHStBhYO0>#4KqubAyjXw14IzbWPV+Xi5hZp?j;VgfRa zSlz!|4Gbj`MhvSx31hcBPph9s(r&wwD<@&!DT>0F=x70vuKjh>>!Ry)IwC?kW7imm zZOre@Syrb&&o;{yH;4z3PBUbO6hcGi|7!szTB-!_u&s^AsJ|XgKr5)!DxJd);LC9$)dh$nux7qKx?k8jB%etyz$a%{bX;I86y*s6r zoM_Qu!X^sj3-|$~dsG>omjbODP7`xfkus4ozyq@+ZAqtS-?Y6f7H1QO$Uow0`2@CC z4tt~VO>|0N=YmR{xqDA*kWnP@wen&?mrt5wCi zL-%BCsZ;Q%%dtogrZ7?z|EOK13G&a|y=7;&y*Zdy(XR7l!aL($;eC_we@AFIeqa8u z#P<5fi8CtE->mI+ogVSa&a7tnvHtSLa%i;_!}XrEYLc^Ke4!;NfF~y5Ej<$88j+*6 z(IJwR;PL`)mWzV7#D8789NF1|gMPDSS|d(Wg(aesL`XnW$q)-)nwpUufJx2(NnGS_3X#w4F3| zAW#IfE%Uc@%XNte0mmEWg_~aNgc_7EhhhU<+xv0hUTEUcG$Ge|@7&&ZV*RHIE{sh~ zh$6tf@}o12Ji_0dMau3Kp<3H8gk%z{PF!OD-G9!z+%Swi^>)s_+dHtc3n1|k)= zf{*D?uBR~O7sOa#KoU9=zDS3*ulQ<|sPl&Kuvvc3n8V&LoA;pI4|?IX^DI0&=@ilE zW0Uli6CbWnv!0A{ooT^G+JTpy(qW-e`Q>BV-g0US;X$4tA39B`WVEx9?KS(yksgP0EwbnKMm&ze*e$ha-KsO6&t_eY!EzfX1^;I1YylQW8) zngem<`GT!KpEXs^<#<7q0?PRY8taY?*UB;5KnkDSnzggRv>VqByrX!bgY&>%#a7W? zQ5|LWL!cR18A-I%+iHv>Qk|7W)uV-5#{8^lr=pS7eeqEu(3KV?a`!}{EpCfqL+2CXW2Yv86OWhoy6r!yP2{bkJx$|m& znd`Zgwc;%4l#qyl5Pp$(Sn)e7&#(Lesz?VVioLg6aF3mhe`(>jsX`V;c@Ifnvi96V zVV?t5OF=runXi;jbcOg^al~u{$TNGBCEQlMbr-Z_BsLd`X(P~DuAH8N*orS7HB4ea z_5*&^1h#m3p#TbjY$dY{R9Zv}^Q{{XuiT&|KrHg2G_5sl&g=2`HdOEp=!Ex+fiZlJ zFpY_jLUb8Vv&?D3Vo(?A_IipRDLWGWWk*atafUdDn~v;pFkn8N;R?i!eV?D#Zvl6Xa2yghd%L(C>%kK--ic0Vo(CyX)~N<5*l)Sn=(x^ zyEn?qSGP0G8Nu{OG5Zyvp^CaMi`?@;e}+7*SJpc`9AzZW$Pt?z0%Wyxzf0BA5S97T z=DMFxl$5D66Xqdad~54zmVHoe7^kOSmDIfEvF3s6PgR$Kbyei}BaTpzY$Aq#$C%r? zmrgcD$t&b*=j-aafbds8>*J)-!25dtgfkhcJu^9V@8_wmYFh50^xj|yh6EOo|MPn1 z&&#dPi$`E1;_d3nlpZN`wyxwS#QM%T)(}xfAt8Ge)w=0qlys#3iiqzg6HzK;)N*}^ zxp%lL;0}5~wjL66FRq_Z&n#8^m$mPSWR%?9gVy{zG^E$0=MHaYIoNRhhTNa6#D9T?CmL)(_ zinEwJu;0OKmq@HT2|dq8QN-T?mvfVgTva&7j4&xTs2=5fV(2mb1UZIv!pB-q`L;(&k6+amQxM;Pr?ViDbJSJwc0!z1REn z=A8Q{ozwp;Gbq}I&3&jv=kau@wT!itSKlDjVpNHZ`TK8C>dbD^FAaAhtAFm+#_Z;W zO*i(BEz0bdjjjw`Ku*}*Tt2+5wM|u3?U}!DmUx9Ehd7-NXjCq9d5tn{y&lfcBC*i( zC-maqvdt9uW-)cz_&5LLd@)~*WErxy^13@IkLIA!rt|aomV|*S7$ZCypt@YQ+44U@ zJc?2ov>0@RG!PIol-p(RvvGNLrDbbHG{e9D{@iWQ?nHHz)h0TC)U6hARt$F`woNW- zKwVYWR>q%d!L`X| zxylothd)BHS!C@X!rhukVc7y~_<-}E%jaQ*02xipWY*(I(@WOTx%*h&RijeZAw?N9 zzOOI}&t_s5+1h)uswN3Zk7LjbQCfpA;7du>9YVe(rBgFWuh-$afJN|C_mF33nNmQj`Y65aUt6<>M}3Ir;S`>|V&ZGtzZg7LLm?$c z05rlZoaL5q+d)|H6v;+WQBhg?$NfD~t8u6%76Xd4c3AMd-SMWJ9sFekQYcv9$2d@n zQ7X1+PY<_RNK!r-t-g|I@y17rqEMQjnWj7AsTjyCgX{fiNOd8K2EIyE@!`9F-jBY@474Ai2Fi-%(^z8zy#vD4pF$ z*K-nS@w|qqI2E1~h~jH~7Ul{=61xp{XmLl0*>FX&Xec7UkwQQgd~-mx)6>gRh<{)L zF6q?Py#ez&*UY0BN65j94I;E^09Oj5wsLsTxc^bQs5Lgj|5ik_dAi*2<$# zD(nM99@0tyFx61mY#}gNef3_hyOGa!a;zKrhdv0Olt{4GZHNc9RAEWXhV3A z#~)5Ot?hdDOIQx3H|%@gLy?HIRdt7wQ(P|)F;JkC@#WchnWt2Ossj99ecz$IKhNI) zmj7G=Ix(**l@8)+fnRW=;S+OVDCCzixXkHl60XC104UTT~3|l{Q-yc@ZYavErLxmwN z0&v8_RmOt@Zmub>Ud~&$n6w%!#^#3e;1QG3E@x@{dD`3gi2~l>ATrqW)vGm|twNRf zvK|i+0CW;+Oo4a0G8XR6%xhTtcKtHc%wO1Uv=vKU1@0vykzC zDKeJ-E{s^OqnG`CA4TvD#0hZ@p6svjdz>?eJj1lfHl;cM0_Nl6(V7Ay3>JM&Fjs9S3m_ece$DLz>Bw)zpa1nthC1ox%z$Do=t$!Xn;2!A!mri$-&1sLnI?o0&&AU} zVAChtAa(BXEPfiaQ%mT(4vSY1^{Ps_M$f42M{1^leQMJqW(qU%a?JWqhV5cCTK zHK-Q)OK13R=wg4PXMZ*+5K6EL*J0s#KB>6ziyTK)vcSlha1dc9l_g_a^bp(*3C)ne9)22e$z!2jXyqbGoqqNC|=OJD-kXEaRxePQ)L zm!lpjLr58Re)WijgPH^Zpsqj z;(V0dP4n6`GWFN|X!_(R=Hb56vatfc<35&#H*hmX{sHoMHi=C*QP+-o$Uw8$=Tj^A zqeUyMq?m@{DdF>eGQmP^;C$bDd-!>*;J4~AGTRhf8{V1OzNmdxfz)PVZ>qq#@f7@=Lv`7g$gTB0+BQ1}8?|*~b=@fJ|FXIpD(ha_%#ylmH zW(+Hev4ZBE=906R8cy$uzC+>A(gY{HL=pW#P|d|+^QomEpX+^w8nB4N33;2|*JCXN z=aVfHIzJHT{Eu5mljShLwPr(MT8e6w@eQaE8-f(I0Bb{d6&!*6Jd8htDO(W>s#gkI z{rh8c`IAb+^RZ^b_kO|v{-w6kI&NBf(AjO+Qk_rEW?_onwQ)vDks6ZR47bR%LF5sEwd+S;W-g9WFjqv6EfEuExJE5*N~m(9Vu+w#to#pkfxKF)R*Ltpm(Yxnwi#&3I!5+oPq z(0Jf7CGa*%Ki8Em$gI4kq^Bkpz{wc!fJ<3t8~6#t8Nx4!{WAD$3T9r+hr`NW&HHPXZQb^**A=p{2eOV}y(WQku`It)#_axGe-uqi<4) zMN*)(I7i^Z|4?Pz^mBB+#S~8iZ2~@L8u*n~|n>cP?g}(+a=EZ9rOmn@AGOeeq z?RB)_q3`m*$&&1C+u16@aA+?Puky&{_)8o8jt`yf8#6W@5&qdy7#{^-F9Ou`_xFvb zE#HHK-++Pqh#zpF{?>Ot6?E(t_<6x^xxHQ4w0Q{h;XH2#Kc$;L=Sk`PDm2{fkIehh zcV7wRQtnC*sd%2lm+GnyLv64>;*sK+<87+NY8>||avi>E(K*@&w9H@4Y{4Zc3#d@m zbIs!B{z9%;&|-fAtO`{Q+NSBm-qh&|(@S&^OEeFsaH9JU1}9BsKoI?Vp>hpKsR+OXDg3XpTli}mob^uh?d3lt zEv8YPzmpRy{!7`xRa@Piq8DkXzC*$^q)&FPW{vT{D0Ys&)3b&y>V{^iOrNl(nRSm|7Id`#QwsU~ zqG_PxxI83aZ6tp}#c-F5$nTz27$`s-5D%s7zi}q-XHF94D%~c=5x{Pa)rNCluCeKN3!nyWHlVvP9wK#7A2f!gNfYFuxOc3CUco?4=;pBc!X>pw0 zLDeq)rJaF2MoUM3zWztmPQRnA{1ou4USa1>`F{O-8pNC31U{5+HU3@y^-F_8BlrLX z110i5YfIX!pRac$iM;j|{a@$&K3;FG3*2R>e%L%Wlb$DtB_e4>QzTlh?!#2c1P4~~ zW)Zb0zY3Dy%muQch{7CBxix^tK+{bB)y%z{{9yM9;Js?WPn-hq5dezw2f7Ch?B~i( z>rqboZWR3|VC@lBW!*=Q=|>1NIklMVZw^paJ;OkM(|=k|*Ny*=#Aw^;gWu%`}hwu-TpM zo1Iml*I@X0oDc23ZgmgP!^BEKwnSbXn0HQ7QcoR%K1=1&MLG}zw|%{z!r{3Mi7^B~sOZ*ns`QoSljh;lUPh?@vzADHy?O2mqkBb#BN5gCr@ZP3{Q2THU}8>1 z#PS&ci|$C$%^`ZRzY|m7$J-{x!jx!vcx+hzAwdjL!OlHi71o^p&Hngm$~LVQqD^=` zCblZcNXQY2oz;p&hb+Bpr2;P5ak9t-xEu&rJeGzNxzjX)3BhKe=3S4oPyH8u%=LZL z25R%Vdw8s9CPs=}rJFSvd#ai{7)AIzI9k^bA+!%Fhf3PI{(jrU=NXlR*)MdO=_VVuylC2n?`2~2`ZQG{@`QgZqUp!Cck3&h*6 zH;p&Wk$5Uz<*qhw9ryqK=6m46MZIz+6q`tYIN|(i^?s~K_u}@VNG+CDu*E|Q6=^gi z0FrTIy3po7!V=v}g(B~4M@v9pqe=|mNwQ0qms4>v+rHesGIxi9b%S=m8Ysny%O$B-S?r=m7 zR58G)*3*q zRm4qJrZFaUk=EH}7PS9Scv-WT<1jmLxQft#ce~Tj7JKZQTlJ=o%b-y>F^~7WWgg4J zc|+=A9i5)A+<<3PL!aHizW;yNNS6uDiu;qfaNb|mrlpb@4Y}L*Hbk6jYUND97;3s> z;6JDMpO|zS;#(W041V5Ut%dte50iX^%Srugqv<{y(x{dpx+mTWb+C5fQ#sVdCrD-Z zRbPwl=^9`w=D5{7d{twv+_4%OM|P7Sii6oAw7{vZ(mbZ}-N5T01!z_I0gMqiBhc3b zbz$&9GW1Aepn$Z;O|9bf9R@U)Z8^*d-x96t`1E^&i8 z+7{brYZef+q@ApuE;p8O%Pv8W8u0Hinm@mTkGmZIjYKv=nod4g4)O2fV0BRmk(?oD z#)LReQCpvj%8P9ZXH0Wp0FSNB3ML=^A zRr>-XPlKNq3!~-M0tHZDXgk4Dbx-j4(iG`aS@QN!z<|D(@Vad=otRkuJN;_A?dlCk zUB%l?71XoQmpBCCR2u6ZQ0sCA5X8OhJ6o4O&3xR(P}Ton+hJd&Vkl`XN@LFfENo}; zPF9n_A50y`t=J`?DYwop(XA`2e@HMt3QFCrs26e5&|n07U+~0b|LyKj@b;Ko z(5EYpq&dLrApC8DN*Y}YmI z{QT>aCWdaTA;0hYG|UxMRf%LA5!!iRQB#d4QEI9a6&zwrzR6B~jRV(!aY!Pe+LKA1 zXVj73O>r4zQ%}Sbu{4#O&etpt*e{Aih6w`923uDQlI%uriP?hu8i~>l6FGy#c7PU$hB!TAzeTG)epS6T+m#<;jYj7h(Ff0b3r7sh8)5 zzRn0dVQAV<*9B6a%kV=~>8{jyS6+VRw%Vi=(a%ilK3Q1Q;?#pU@3~ z`^l&?zdSjAa#zfT1;{R69?M6glcH~bV(HT`(N2yTxmxv@W1&~(zpONND7)RXt!gO< z9|i697Cf6fZKP3rkgMUrt+Rpk8$F$G{93@?SNH@$h&2Rp~d$q5(4 zpwPp+jm#Rx_-=%XOP1tDhe^YQIfB;w9@oO%ut|zZ=jYY?ROq;4J_YD2>&V`WPOFc2 zuE9UdN|y-dUhV1gRE_A&rk_JJzCzXig|8F2ur<-n$=hPM(xRN__`LqkmWvNk9C%x4 zR?XT+F|}^`r6;_dm+tT}HHX4oV z;L3Crjj6NiyHSLze>X&GS8;r#xeyZC_w^En__g&U*z&ab7KXf5=WDWT@)}zYl-cf;$J<1q_w*nWA31_=h zlFtY}3}7GrrI$j(T>!hR5$xw$1eHEB+~Lt%4zjvOUPI3NbFvgjdD98k7QKHn!lVl8 zR7Udw-E2bv#tdJqe_T zm)9BuR`$<@gZ3G!s&jh)GdhM?(Ed3--xm9x`5O<-_f2=UUv40Ezl(A&8wF8j=sZoJ zb~PoJ3curqhnxh=Xn-E;@q%h%a{y&p$lK;VU2Fc&?94^mA&Smh%UmwVuZjtgEoX*~ z(@@h)!N3GRaI^6UA=AFzqpkl{+|{8-J$I31wh<%oY+s`{x zs}24+1zgjfxB{bDez#M#UNw@o=PQg02w~l6!A?RWh#uO}S3NQ|(3UU2z?;PPyER1Q z*sQ(rQ;e*q#s1^kMbq8!Xn9Cl*4j@R7PP*VyhBz7m&C7-AVbLB z&~pbkYLA{_@7YLd00L6d;garA3glG)R8G^^`;Z`!_kR9qM#gO&n+yU3q>8MwWMG%; ze`R94mmTQ(L8*KD{nua^zmxAzXX?w!Q07`P`@Jtn9@~Xm#5Kllp%26KV^z?~KzNp_ z6#jaH{4AbaVfJ-ItQ{9)O3VJupf6Ld${}|z$0T{#l%{G+@2ub`2tgg8*nZx&2Jm_P zw?X&95jJ{%BH5m*)f*c^Bj5lG;QwWJc~HO?=&HQ8zrCD`%%~#@G9(AtTf)#BoG~Se<3FYxWcg(GW@%Kho1+@L&EcQ zi4lVn`k$4^9U~wbR+|Us_-*Uu@5iaUAj5YT>g36Jkq+rW@Z}LBtHV!zUr2AxR2_s1 z!>w>4?`vQ(L1sP^icp~cSdY7}=m$TGV1% z2PEIFT)RJh2GbbH|GM2`;{7r$xh*a%_HA?lGko)06dsQlO98xDf#KipY0qg@meC4O$ z;cl1Z8%REzeGrsImHf)f>BdG!fke;p*5~08Z}g^t0NHd9w^en}-6J5;XSqzC0M5U_ zrY+y6Y>cu;QQh`XSc=+Ku>&*&p?sSd)56mTuHF?&z0Y7|fjl3G!!LjpQ!4p|!YIA4 zRH#g)r@3qAJdRj(Bm;kYJChMTYUK)cLC2^lOFv%p-q9iE2kO&=UHY$OAg`xIX4;?Z zehc+~u?jwroaCi+w2#Jbxr_+ri&90Y;bc^>6Sug4UT@zms9Q=C~2`E0vdZ2U= zs@&L(iVou#Rt+<_y0ZIhVDeVP1}5yHBPhsJ^_~6{!xT?*_z7*xMifRR6HX+;fAQJY zmp;QCU0%4LGBq-W_P}9|4y4L)LLXa67u!KgRsUvXz4fm11FDg%O?Rr!h*e;TpX{3gGvg2&rJJLhUyJQ=cC-me07#*T!}f2h`C(&d8a^W7Wx7i zX=)doKKNsYDeQG|9*h|g8(?VKg+#)q?)g; zNufrnSep*=qaidPuN4u!oC*mLZePzdX4UhJdE=!HLAM zb5-s(u)r-%O)9`531}dgsuSX)A(@wYUV`)pEi;~ORfr?*C2cYDY+N#K9@7o$5jJMU zgX{vtee;`Mag3jfY?*q&DvY=rV&HdCz8M11g#I80Btl=$ILC3lu*T>#oWN-t9H^!R z_!YVSpD#cR7{227e1Y)I?^&bCUdGASI1c`u6dZ43f91R3JW6iUU{{d(jeHLTpN^(Z zk}gL;JjNHaf3Ml;8!QKJhxlN~T!}c8@#d{vgQ7Il|z}c%B83?QsNkWn4;bi@L zL14HnTyZ&MxoO(;wxQytQwpK0qx?@zDFQiuM9x)`Plq9MB$j@Z-AU9od(6@{L{fsM zQs=5ml&DovvQjx+x@;ZFF?qsof8biXKVHdpeIOZG^(3f&0_M4I?|{e0-`Cqr9dj6p zE7<(9oO83|K@6aIZ@32m!;>nbagnt(}|LcE`_8SYWn zeo>!7BN4H=cYXBy8Kk;c?Lkoa2ZfC11DFou!_X#qenY`%#KM(NE-Gnis;W<1DCJqI zs*f!%=$gk_avEyR*JHKi>et2-5{iDqWVh!xiLe4SQT}}iq+TX^Kv^N ziv`LL%bB2@vhCb|IhEt~&R0|#zondPc^;Lz&?;BV&nxEoSK#$${tv0fSBa2t zA;$$p`k(MkQ2+v~;86JT!=i?BdyXOb5ow%Ym`f9S$lv`uEf6u@OU7fo7So0%d2P=oBnTm{Rj(r>x=2w2T~k`db>?^f~+D!E#{)wm+ihU#0_h$ z!qkw2I*u`xmDF9>h_w*wJ-3@xPsUuH0I8Kf;_zX_DYjDAO`6pPA8!vwbV4mfvc`~Q zIVz1#jlU?~111eFjPo9Fw`jB{7#R4`JL=g0|(&Y%zUm zwXtdUmtG46AEqQgw*wn(UiCgBl(_1S+80@nmOy5ampw0hZ&s{pG+qna3Igla4IA?h zbnpEoEx=2e=(7r0PKdgnl9I9;v90&{LJMwlV!E)PPA*~l&1#lglEBH*-ah(bL_(8W z0@ucQ>fvOu@W_DQ9cZo@XKG*f8p@vg;f-q@ud0GJHdacxkzqd-Fu$-gk-`7-659nf zvqbofen6&V9;5XKzSn2`b%|@(o5erE?1{69&js<@uXBA!PyC_94PJU}i4`Pv%soTe zEN6U$xgrEXzLLiexw!Q7bna?qUmTiZ45koVf^d^4M%~29)~}V;NxvwDNE5<{t5f*c)mP>m}!vRer#X1)xhzsEGsU!Jz=37y`%)2 z9yH;iZ)ZPMM0I!+b1|F?(p9)&m?9@uaVCHeEbWTduseWj*&5o;%%z=5%S8xM=+?fX zI!?S0wD%tkS8@i$Kb(epRryJLz@9enW>9thL<&AJy zd7fGDV#Et>*kfYkYjG4bMin{{^FL*Y*g7%b4v>ij(8|B;MT?|rZ_5lxE`l6_m$`_b zmDeEu{q|NNaprp6-0g!Hm;3Je%p&p-aa<^p9$h2J1(tT#Hd+y zAnrq=D}=?p(WrJNW}8(9DW*0{`9G!NkqoA~%@GwtEzizd9e6%QGwrBeRJL4s-AtlP zIO!d*VWs{H>clx|aI;7{%Qscd04bUJ>yaZZkX7rUtya+`ssR%%2$lj*%ogqhbw$yDXDud9~S&ZPc6S80itAX6opOR6~n~ewD`g z=KJ;3`A3zS*J(?`7mJT=5>2bx$=n7k(1#}ey|3^~OOL?s>usycW+?X7;2+46*4blH zS`yL$sMbng9`NlFS>f>YvrDP{@&lqaf3AlCx6S4M9S~8XhSlQ;}?$y z8Mt^-TExOg6VI#wnC$D#uH?tZ?a>3`gV_$78WGj)Y#2In4L4fgyRr*I6g6h#P>PCO z)t@4}=SL_G&<44qBL-Ied6Ql3$&qhcOmZXqGI5{vBwsb(y0Hr@u(6oT?y^C3SC;?$ z{VN`-CS2yT$k&M#H-wi#R`&DZCeGJqwSl$?(M?D#!hYuEG$C>}< zlYdw&j>egqiP`UbOd9I4!S;+&nuRb zRy|TXSdVIUi^MHk3UWMPf$|OH{cppM`jpvNa1^Upi5vcK4pA8>$%H!zIeQ5FN0&_G zjoR%h6|HOB?~W`ql$v^8m)>WJ6Q*@>l4djner1B0PK@*PR|U#X3Gs5?W>4GcT|UyuAVSd1zL!m1cqVj7B9 z10qoV*_n0PK2JYmY@76Cz5MjJcsteX@+qkTirx{@mg^k((rVf4SsY*QX@@&F8ik;0 zr}e^}HP<%ed8q+; zN;a`KPCb9(1^>Z)JOH#kbk=GLKx$6oAqV-u7M$WUoWhjtWR82s>j#sj$T% z-Vq7aa;B4#SC2Ff63|X{bO3Pu#;<@toLWaC)@5GD^lRdrl9?*2kS8$YJmc|a$CmFo z)4&FPw$;VlV6!{(y|^mcCR8Fh1shJJ$nWV=pV#BE9ETlmitq*8bi5(6ZJo4N9?T-& zAe0R}5p>-z9sbZ9f&2rHfq|yhnCyUtV8qlX<#cZ0r~4HsJ2mnL2I%yo8?3elJAvE0 z5(_Y8xdbYBqSvs~ermef)2pD%)rZYR2>kFmIQV)$^xv$ryW9Nt6AljUBEW8S7S~^_ zsS^G5`3AjlVFCON*^!y)7pwktC;%V*w&ep~^k&9+z+ztRG z0c$km1{Vl`D|#EK1uHEsYN_hHTv##?Z}{1Ny_4TT0z-gD*)XeocM)LHLLy@XS}qgY z7-S~3gYiQ#A2-R;CgIoT#&jK3TCc#!5K*!B#;v1tp5m(f9*CvM=D;HdyAQ~{_xv^L z$nD*T9(k?Cgaui`Yghy!!gi}DHT0^4E#ym9Y&`{ok(Og`py*rfb00C#oZV*B7hdp% zqv{h?Oc^bvV@Y5B7~j$Z2eSLhHkoeTo~#i-@fTvlr2#^2_Uv_awR}`YDgo>8XfIEC zK|%f+V1%!e@)eIs=nGiQQbc;=td|$= zBnBm&9tpZbV^v$*j$CjrZjmDmed0}MHTbs6cW(ABy?;)ZO%}|ue)1q&-m_{$bFuXj zU;L`CznRSLukc3PX`_?(4F^qFF_cA~HOh`Qsg})7lWCC!90l2!b#*3#xdT*ncNr~R z#+Tu)bD-~uwLD6gwx{2NW&Vt3A%>P$8J8sq%|e`kG!XXy4Uw3lYXl$v}eZV3mHV zxeq35)a`?97}Q3@j2I3JOtT+LPu$={VHzH8*NXI`3vn6Al|2?=(Dh(qb!*ZgVPigB z%r!SuM6an7%+=mS0_nGahu>cp%!1E7$iPtI4n8PRCvP}W9RUlspgs~C?KAxHv(9X+ z<}e^~U)U^RkH&@7^V-l8Z#VehIu1^QU#Ld-DaFnOnmr~GvXU>iBH4k&MBE z)B-y%Ykag+-VabJ*`B{aU#{ir-PBH>FWvo*kuhI37D|$I!%-QDk!+yE<#{r@MO?*W z9Pvg5ZVd~S5)G9W5w**k*=+0gxKb*N3R;eNpSv<-xTgl8jI^i>F}g_eTbPP$MNcOK zoXJf@4!=(Uo+0+j1XLUn^2HHcA_j-s_*uyUZoqgFGP;&^sS=C{IehG|jkVwX9`VOM zwP1{d^0)3AvRe@^uw?WSX|kr|(Qhfkz_aPPiE$9}K^OMDIvoglCf($*oF<`#&7xPR zn|J9R#UZew4cI0uozFSU2W+JCD^ zsVr;Jy7;%i(qnl{>kKWBr)8Sd))|;#n$Tr&Xy^qt)N9vCQ#t5r zVC920!SWU%90(aO23nFZ3L(sUt&M(9PhZbPOHYa%H(&csP^0eqFk&JZ3t~l=Y9meW z>{mK2`=rQ)82v{QiTFPQXx>GL)E+f%Bd&lLb2s*=W)whi>;fqlxd}rMgyX>4R-eEF zUtKL2sYC5UqIugtnd^GHaQN2MiCgfuK!p6b^&f441|vNP$mGj+*pgY-a7WPUKO(m8 z6pQEaNr~jc-vvXz_Bz4pOCgFjsA|HMRXp9A=V8ZQE4crHDnOc+TA6WsHW%!k&S>fv zGepU_v9Dn<4|Bq*i|TO@F!4Lx_G@;&A1M0Xs=hrDlQ~0SU2338@G)0|?4i*Oe~Zd( ze>#5|mK3-Jya>iWZoT>Y{fmr2dcOiTR<$gs6fO9yGHu^=Rds_a9M6lKinO^rG}lIF zLI!ve`R*pk`IP@)U>DZp)o6M#XJVX%q^Bl3H*p-6=t&ygl>LRjm*Biat2%I9d&!wf z5Bn$CcXw$eH~9#~1<(UsK%A{NX(2XW20IVXKIR6hIL)s!&BuT zU{uHP+kn`{KFnaE2;W}owS6mFz!y)6<6i@Nt@(NrCQ^6;?@b@^2MkBa(B@qgSy>nK zGs-{4$DCpK1wSy9TOalDxK^da93Zf)cvZ@{W@>8$dO_KTC$Gjb=|L_^yRW|J=uQ=j~^elx*sq5*mu4|P=6I`D1C(UW(W_pDGUMFrWZ z#DgW&c8=Mg6%9HFl_)!WkO9J27!qeEr^r9L5X*&$wY>OA+x+mqBvJ{YN3_}&q=hez z$KSDd5Sy(n$A{5^i!u}SV84zg<#4G)!undA_Hz7Qt&oL1L?4{U<^pntVhO=Jt1I{# zfT9&z)sg@+A{eNek#r!u^l|CY`S$n67uq`tjFQZ3DKr|kJDgACPG1-%Hl__i-FJBX z224uu>7IeY$AdwYdMu}DVCa%29zFnlT#+c*vN{7p6#M{}XP{CYJFjj({%+^_f2 zhqI*^TuoN%d9#n#M@A;5-cgag^f3OnM|-WV&+GhPPa%>oPnMJ7V3kvxlddIw55nEc zyx#VQ-a1xm*(IuoyZ!=JBiwY#3J&mtT^F+iJ7~MiHn{Tj5CS_qc@zfl{bcC42b^`? zQ_-jY4pDcE@bLEyXG`ohAhxXf1QcGQ6DU8TsZ_FU`-QTtRdcfZu(N2zVO-jwc_7e( zR`shBqdj7yl}9Ay9^qz}Cgd!A;O8-pOA6goxcHD4+b*mraDKaBR*TS+OUASTn0GEa zZ%C`ECf2wHbF($d0m_J*FJNWz_Iq$aAB+pGG5PvL$zTWzcD-M&eK`BZ*Y&z`nqkeN z==cX|z#>^iX^w!~dH>mI&&lk#&*Er*xcQ|6igf9gFqRqBCN>U_`!;pWUbo)-A|L2O zTV*|4Ep+@n4bg@a&*PInN3F=;=%dbZPvA^#EB=fDj&EbtV?&b+y_FKNKEAh~`P+8} z3i5-H7oAG31#k=Y6Az<7%cA?ZKfpvYAAf1(m<%;mkPSCy+pE z20dHKs)w-3)sS1Xv171u_MHzwtwQ_ql)j0XtSg5n2hsU&j3kw2SFe?GZdzYA4`Z*I zC$D!4N~1&7qioVscKE?#{Te9VOscfqBQw?NAk(axCj-C2SYZ@fH9q2znY2(aP(NZ~ zQh|>Zo5z*%-RTWg0N^}|S^u^&2duw|UgIWnEuIz4$qVspd9Fd@g3pwhm)rH-zo&=D{V?d1^A_Hj= zs_PUUtTPor=^@sTXZ;SMJT_KHl0{clRhKQ}G89V`jI5`pl03b70+mawk669dZ1=Z< z&yrr3mhzoi=IwVBjKww!6#CsY**tm&N=AI=3-FQxnLzuhXkT2YndMbtj)U-jJa_eK zC;fXSGk`|XVOd@Vj6bwA3}rxg?&o7abOZ@mIpPC;W$3SH|A5RJ5zykCKGb2OtTnza=e+nY~x zy7UdYp6<6XSaSI(s5s}K@FS=V*ee?e{4o}Kw{*F8Es~(-h`yc(pc_U84I6!6 zhs(h`kJ#aND{oS~>TKTdTbteyMLmM@67Ad_jCKU9Tx+w#-)3G{;8+r{W&UEbIZ7k*1U1EM>+Fj5?q#Dk#KW;W_mp{*~;{jOVxpTyI2P>7JcrT@KtcEtZX+*TkwXG}0mT z8X8I?RW?buc{IG#uqH&9X|7l&;Ud;obv19j^S~&%WI0f5m#o5cyszfM6oekaNoZ-p zY^W)HqH0Lwi?zPLzXDzY9t2)$eDwK7oW^;ka6gi7O*5ttnkMb>w-H|c#?7_7q5&a) zG0_p$pl1&n>OyW=9d!UjB6i53WrxQxJ}(kBqM~tfvYPTjXfEU_g9tx~!VqFiKROLP zm5+-fPnWZyMCuPNy9JX$2hNT^h!aXdN4WUl(gHDN5`XA~1`9&<#-yVj0o@4yOYu!P6fAaV>Y#K7EK-;BzATA zW2yWvfPZ#bY*@s|oLx~xHg2ay7gmTuiS;}cSbKo~b}LH?E0QoFndBtr?R^X+?eiim zdapFSyZ6&2Bo66y?;5m{45{zk%TeyvT<%xUosb);3dk-a>omKo2!t@)MD73| zlRN2oh2G0O@z?WFh=S0vGL7-Fis$5{`Sw3D{3V0~?3C2he7C;eHNw!;#p8Hlbd(Yq z=XJ2k&@4{N(?(am??0;kxswf_U4uf1j9j!Hf354t#-10`hAq(f*zAKQv1-l?lg~q= zz{7a8wRsN*1j=GDw*vGrN7@_d>j_&egMyFUe293JJK0g*mYL(M=ZPqBKG-{oSUrH# z*X}TRz7hqq`VzD_qw<;{O)W{68`)W*6;)8?gB=U1Q2pnRaAyyIHuV`}Y~E(ntH?qz z)T$4oY*^=J;rB7og`9;d+`u0~q^DW~3k4K-xexTNw~f)RN@t&d_#k{k83r3gBXdu9 zE_aOztxo`hvLsED9C8731Gys2Eo^4UN<%ABxXTe6jg@P9bP?gH>ZM7(}DY-P4axe~$0<(~k3V|G4*#F-)eEs(i{F@xT$M#t^1Ws$f1A=fLq(eS92>Sjcimg!#YWIQN02nz9MOI`doS@eGDa>2V%}qea8t3_Yn{MDsL-p8(uNM= z$`Vqh-)$P{6Jg=S-)`PE-o`Qj(2sGx=X)eGM!v9}G4F=|pkaRZ2O!|EfWZ5H-@5(( zGmi~?R(sQA>)+1-f#5Re7w%+p2I*38P>1NABc#{ts4@l_mn9wersK8JtF#$R#cFT3 z6`-8wXOd|egVg%@dh1ys@kf~oamUAE=Iz}tvWd!x8JzeCHBLL5tGfM z)lO?lY0Je4L#I+G=Sh3QEKc!-hICl`Kl|eNX8ncyuO0QuGKz_?JIJE**O(8ZTeK6+ zC`&aAjR8c28#NUxn7vwr3BOH14!Youh;4?xLf3BwH9Z0REQBt&0%RFQuvO_Kh?Zo>T{OtD_l%S zfqKu5LHA}*iP`7KGy=L&G0T6#H)hMf+3J0bDEbuColXPbMdiG_JeCkD3T=Yv9|TPS zqWh{$uglELQZK;wE}G)?&2zvppO$)Wbh%d^a6NDaPm^S?ZfARyMbTnhcuE zQAfk}dalrZnp`Vd!j=i$NE%7UClTI=mM)WBA@_krt8t+TTH0$){!lb%J`;=0d<=^U zoVQ9=uFssZ7@8$wMwu5D zLb^5qjb%E8g^f)Lk=uNDfcD>5p&J>aL~gUDl7U;D&sRL$ z`w8H*Uj~?cye2ZRMM%}$7!yDjE9NHSo07G4IXT4OWP6iJnS2I$74N7(%w!fQo4Z#@FhT9QGoaBQFv{hb)g2?^&LO>h$w@n{tZlwN zmPpNMcD=gwmy70;C}H!6m-}wg^@ZeYj?6&!s#1Bil~iF-raH7gEDmkGZ91V3_Ur{7 zoKDdUV*8#Hol;I>z{MkoBVi6C_r}+G3e0F#a1i9M+i)$acRq(sIp}reH#RkS#+N|wo(2&sYU0(!*GOru9j<$ zb~a1Z{tpjJ$>K>Ra!>-2un|d+L-Kw>&h=O-SDJ}K(tFvop*@)fD_Yv>t!`tB;vO5E z?(5%8_e(L)`W^0oun;<69slMK29U+cf8{RLx>l2x3a?o&*BI^Yc_9Zm{4QcrnLO1! zn2Z_O48FZcWV37aH~e|Jgees~t?k|p3Vl?grKg4&1;4$&?kRmkm_R5J!Ep(zixefbUoNCG8%Lo4`$jkFv695=-X~~JTUv~ ze!63ao-&}Dx;>7;E~IlV~X5In95E>$({bzG?Q^f(`xwhr?#VG z$t3RIH)f32$L3CbbvLmym>TS7{1a=so$OxSxL?$otIn2NjFqL<)-{#JLW=<9D--{b`bOJwokGSLlI438mG?p9j-jOwwF zNhmY+vVva>mJ};eAmF{(BYwXgSeTmXI4Sv~S{mDCi_yaKEEORav2wLsYXX3y{%TZ; z1X=^;vN$dYF+v5D37rJsUSj#)Jw*$9^xr0YsJj^2{T)%l^puMb|1nZ{^CUW3ca9`i zkuu*N#}Q2oZK?W4+%YYR1XZhdaRi|rk%|1YBLw$Oe**c|=i;}eYF&1R&E8rQN%CBr zZlr^B5aP_jnYPtc{q{$|xD3{RFep`2#*&4NfGT|{BEk+!H7h|j@9ST(w_WINJ4J;p};qh;*n(rO{mgmh2Hh`Dz428#1i|)h=%1n?_mDR(D zq<}ahE4mY_H>CydB9lji85Q_^Hu-pa{FwCUYIfSALO>O%5&CJL%o7O->)gq_oO;9wv~MOqq%v%D58U}jiEbM(LA#6&X&9Eua30vEeS=)XQfVdcw& zedDb+N=_#B5!hxvkJQ5 zd0+io{dh80{bS3oxLCoSjK$N$q;CX$$Y@53T@RAR7)sR3k~3d71a<=IMOF&O9qCzx zOD7=gqXGBZWVQ=+&_U&S7H}1=Ri#$gKRUp~#5y?h!BAUmLez^!20X^E#6-ULCHM|_ z9F_sG{jg}tc~}+T9EPoX@(zCJQ4szYHa~uJ`an(- z;`NgYH_wzOmy-R zmD-SSvJK;8%3i(&n<1A)?jz_uXe5aWk$_`+)rLx-_8vB5A>WReEev%~49!B?V4x7a zn3^q&6tWERGJG#2N%_oUGK;%xkIQLS%!hD@b@ARcDxK4&zMumQZ-V7N%qrzl053mI)V+!%JeO> z&?DjYQJ@~_4I3^?{%UEN_G9BG->5Qo6fya1iY8(=f4x7!K^fNtJkh|%t3Ure#(Nrc zn_v^oW6bkD;Kw#8TZ9P@JJO}~#{@j9^1QgjH&>JQ?m`e~0F2djR@L5=4kvHO?t#KY z2_0#9MCNX!42mNxACr)AnglpqNPi_)HvECxE-Qov+et+0*j4*RHL5eXdG7Mst94T% zA$1B)tcde%l?)DLVR6A>xrG(W29(FN(&8?%Qdh_0smPkfLeu(%i)eO%Lvf7{8$n z%SuHj-RtTh&45<#zH+o352Cai1alB{?gXp_o50N^7zznO0W!pm7_PLQe09;C1Nq?Zx70v&QyHmDWVuW&@%$C7Vd2N{t|ReGI14|h|AvjoeWY2gv= zdkX!yN`n;ekWXO=l3f{@h0DTd@H9;SeLUwY_0;ki5Dr+XI(7Q0_j0_!pEoo!WCl)< zD3{9Uc(FHC`t5k+G1n#uE8FfOG zc(#$^W3Hpq*=whz+1M$`(xDO5bY?SXK&}&?+jgj8wY&3ApO8hzAX?Z2NDOqc3ehPfy~EY;qU1{C;mI-?nr(lAa%_c15W2+h2?-gRO)8P8%h0U$f@SWN3RMt!S|HXc`-F$d%bNap0d?`&dB zV1q42FOZm>LQl|L2LL=Bhu6KrQmeiL|g5i$8%r$WV9UKa=P zeJ(AE8Qha;{0K}gt`-fenVaP52_yb1kd2k5Q|)@|DGcAcj^JAsp64rQvjwZ`-^F;6 z^;QczGcz1(rXPG3s&V6fER*Q4S84ARIsaOVsHhnHj+X0qgtCKrgHfy|GQ$%I=a8q; za;0?l=8HzNZ1)mPQ4(ns^C|FpI(K?QzaTA3A!9Y?)0Nr@qR~~W);-0PxxX_m?N#uY z@nxLFx9To0bPisKCq*O>id0eiuCS@{PpE;?l?b6R)Q8=UL*aAm{Nez&UZ`^2$YB10cU z+Q7M!gR=68%OB58pMv<0{VXC}6p9wHQ?QA)5G^Rz(Z)?#V6&fIEv5k;<Xri3CNd^(L=%7-(ajAF$Mw}ZUUgeb&lp7WXJh%dDi zb@Ks%B81KO>%wpC&@W0!UTOBL%U4kE*QXUEUOy%N`2kKB8oqG+QBsZW zWGf0F>xe1A;#!XMZu7^!t!E>6RKzFR$dBfCXP=9U+syOXfF;|ofict(HnC$Td^#WZ zyZse(y?fo179|c`L7d=(Mf@CJp?1@3pA#K+#hxX)>;d~7=BVmz$Sc%{K-kz%X1-7< zegi9buvS5Am51I-NagG>W<3o|iA#vnbtql6#Svs+T^{`)RYXh-9E@s8+I}jT9xg&n zI6ScXs<{)`NV|=}CmeA8Q#POoUXD$DQo53(I{~+_g^Hc8b<24QpL3l3Xbx}12;u%Y z%Vm(o2z4h+ zjlJ|6fvZm|M^@txLuRo;-dnQ8hTiA*UymEC);k-nSBTy0KX16GPK56N!f2}UhkFTU zkC7bv{wtNtn2u_MT)e;3ajxDc!QE z*(gZ#Dy`XZrxT{hUUY3WzWpx=%U0{B`tE$D`tke%gmwe-tI%SivO(mp2Z2B{Mtev{HR^0vrNgi8o?U}6 zBfo9e!H}~MC6A&O{L?oqh9{U?p*Tyn5Th&GhLV;Kb)n-?*u%d(=9RA$R#aAZQ!lae zUjsN2wYAE$v?<1SbW19eNlY}b6Wi*6TOv}WOOB}tD>AW@A~GIMTQAiYVBuxgds;B!V!P1SC56#GQrfu(>wLi-bLhq!#yRG*A8EQRNNZM1oX_Sp=uk zZ=T<_Wt(4r6_;ETn*9_hlfmWq5f~4@_a~O6da6Z=$-@?~$mc=yN)!Bg<2)&d@Dcw? zi#&8sVm|%Ou*1Jir*LDJRLK6Wv^bm3<181Nv!_}UgT4tIqM5IOECg{U`(ChSlOL~& zWjWw@r*wy2U9_#Bd&#$S(C=I-HbAp-t#F!IDsN+pK0uz$kH2s0w+VJ|M2UQaU*h;x z(jUQ#;ew|1+RH)WO6hr+x1&r(c+n}GSD&kVS2lmt@1f=8?RRd55Gx5kyU138%)@N= zesh1`jY#hJdR^OXgcc5B7_i#OqhBUuSL4n_e?38A5%e2l;(oqY_7l4NQK!Ubb69O6 zULxF3ht)q1)9(T*=6^?}lc}EfopeElss^)`;3@@7azaJG{`jD-cU0J5k>-wen{`8k zw{VqXDxP1{f5NCKGMJjlLuvC_n?A{C_3+y{Uxw$d9n3@GC+MMiBQ({_5Id%Bw)^q> z-~9PxT1QP3F&8BgjC$BPw+Ze^$`wP9VMAlLa#Si zC;qAt=W0lsWeimkB9h;z*2WdyJZ3<*<6~wLa_9q75B~*Vr%^5LZV}cUt`dRYLAYwK`#x#6myGw3R(D?u7F@&!aJxE(Q2vX!;A3L|3=Ue#&Li zIsKqVUmuoEH|o)6aL5_tmGQuw#vDrKc0en9Pfr1*N8Xnm&mC>&+}%}U_4!>S<_J8U zQSxWJDQ76#zy{ShoE}zeS^EWz+4=e`AtQf3uQ~+o7(@-YCoHPTSvp*^ z59Ej|6L)26gdv==;Kjr>7T9|}{3(|0gYig6hw~H+BO-_6J5e1RRM5KpnTe7w83xCk zM*=8fZ*M$yLGM@!j~nw_qCnwXaL8fcI44T5&{Ae4GQ$hVyM@2E%usVf0LA;AfzIAt%4hp7J zI%;Z{ji0WmYIK?%d!FuJO@z(i3@-ircI5UqjSD+HucoB^hXJ`%Ac8yH zbgS!~U&eF3rNm~`xZI7V77Ju-a)$zWp*5J0*&wPa>QqSkD;oU^AXV{EU(B> z(_G@s{!XG&=iz8M4H-KT%xZUkFfvDg#$YrNzsXj=Vn!3A*S6x}*15iiA8&FgBTW4M zCBqoeD1qDMpkiDj{mgempE(U_(sMt4J!m50+K&cyNun;62GiZF2eeTg*s!L(6Nh4V4osklErNF&uy(esJG7d;ND zJ=*atwa0C!NXFe|`V3r>rujo}{r-jzky%|^-mi>l{?NzbDP&2mAMu+%96|(2;(aKj z5zyZBi|5tj%gQ5t-uO+SRt(xo^|ayBWWhx{gL}CA&{DcPmLd%G`g%N*dG5qpjD4Fz zwGm>cok>XZEXmSMr<3vIQu*=E0oT8ra8Mc?2KOz2%4UpjIWFVdY(^x0*LC3O>&6NH zsd%k_)$ZZMQ2y#U1Mu)C_?N4goa?L27B`h;V zCY>dMPhKQTHzhIETp`-MBym>GoP`V8sC-Td6XYN=YRZ;Rf&ebx$v3v%8U3}|IW2R> zh9r-ngcL|ayf&ZcDx<+7#ke%U0~<9!50ZfZtecnsP=mYKFYSAou`a=cHeK?gq!$`e zXRSa|k?pC61e92OwZ6h|;(L9%WNF#Kc1ssaM9iol$#mLsA{pTNumQ!I+1uLwt&xr$ zl}o7Kk$h-7K!zx+sa8hSgzo&)!V6QVOvWIfXIiC92~wR1+2}W%a_FDWabSbrxCMa8 zdny-Ad>0c!4xnKsG}+hCEiyl7KIED>j!R=f-PC~H!UPmV2O8F*rjJwa8T||U{IA=AYvYo#CwnxDQLpb8U*4M_s}VcuqC03MiGb{H^cZs2_9 z{O1E&U>O%$Hmfkg#MQ|ni4Ze-u@t=n1}5{0eK5^*Io$BIk-NdoPyYh>9*^AxZddDe zW{YW<9Xx<=$0W(-0RJ-|iZ~IKK2b&-M*#r!i%u^7ZnIkme4B`mDCa6eWphBjZnI>= z8{<~e=+$Y0fSPWF=K6nfb^g|3kzCo|(eBnDi$d_;2G@k-nmEpg^^l4EwXFQN2(#$X zbQl^+82@J3>EgH`+~4s#QmZgOQ*}Z>i|jCFl>KXhpbZZ!qUs_ilS52DSm!jN+}G(M zd7`(<(Yxuj>@-GM2rz8RlSZIlG7?RHbLVlI?Jn5kSNHNGnR_>X)|tuKFNyNI$w`M) z*x4aD;wCb!3)qp*VuzrspblwR@q5GWdWVnOxQ-wGrV5~-d4tKD zTtX6Va&7K+S^VyyosVy-gttR+ku-I+V?_PFUJ8D0KACvfhkqvno^X11F=_;5K`BIH zH!iUD-6&r0D8ha_;!WK|55SN^&ZVrLxy5vHgDJ+!; z8RcY!FC+Kcp(HcejnF3LTN+txT(I(7CERAE$z%i})>4j) zJ@UwP4!GmgVb>HGqVpZ}fRz^q5)f2gWM#73sg(h2-3ir4^IngHJElz?P&cv@APgFQ z?aBcNb5Ak<_hxFV=&{Ptxmv?$LEWkh&U+J3;yTxX+8?j+@==@33;(ixc&6NMx4c5# zt*)nTXFGwh!Z#lJeXyjleBRg2@=FCG6?mtz7Vh9 z4X(f3a7)EB!xd&^JWFL``1mZ#0ax)zzF}y<6)gAXj%&?Y1v&Tv+Ju!(vtM26CT|D_ zQIJk(i!k`e9ACEvB6lyO9Vc;-M2-w2XaEYaaUcn=WjUNSd-x3&iY7_@Y84zJ$H$=5rjWC=xcuv+kE? zgj~Juc#JKZ)un@KfMowb`1_%_jt{i2eGw##MdW>JaBII>ZxbuH0cb$Pi9Pl5S{_o= z@Fn0H)hN8@>B6ePuA5IG-G95*Uqn91Uw%%u=8pncse-L?o!%)k)DXFh#qso(fFmg> zN+=LTB#0(sb8Wxx#)+ffL#<0*P&vivF+`t|;@VBjH({oF4jWuW;*_psL;AzMD?(u1kinT!gverB> zCkj*=$Pf^iLY@<|;(ZYG$mj2ISjdQn|j+?(HPY)F3s_X!b zg#8D>lPdwCFR!C(Emq4;qqM?xDP$o!ItB6+ck5*)bc zGWJP#%;{;4X1z8h`a*Y0a*#;aZl2NC+{^jMvu523N$+^&{E17YZl&ic2?@n=$-i4I ze9GBi!IxscMZyl<1NJ%Kw9ubIl0GOAxwFI?^0Hx>9V4en3>RUYSdZgJ)tEow{9!pEeaX(1+5@^5yIW{(B;6OL!|7J2hD2&15|e#d_3oh z3X(a@iV29yM}%x9CILwifCM_x^iRk|&%K2K>vcDokL@V~JR=3Vc9=l;Di88b5vHh) zq^A~hlgIgV+evHU#zv8R$~O0a)o1@?c)G}6hlJVqI6&rz=om6Qg}o-%U@TcI4Y-&G z)c>ssxA?~d=K+auR+!}vP8eV<&W!NxE3{E-)pI{ffuB&t{g5RViavW&vESlIu$taJ z@e2ZNyY{|qTPNjpD%_J$QwM``SG)%z2PO`Ao}IfqM&oaXmz1Me!qSv?|5_4-Lv zIeWCkX6Q+|ikI-^`@Q{8lJ&J|prm)#Ly(+7pl{+QTKhbH5?PuvPH{M)gsO@pZJh|c zwH}WgOq3KNB(ks*g^w5%rcLgf{a+zd`)}Ng=gRQz1IBu>$&I3Xar5~ihVzhc;e%(UDe5RWQzK~rF0Ngn-t)-|bd^StSISrc?B8$N(QzFF zaTNiId2C%fjm>8Lo#r74;O|e*Sgij)d!TRNk#L*-Z092;M8t2)Jy`(siwgR$(1W@y zN(DIZ&6ipYBL~wj&A+Q-4EF};_!$F9%y2UF&Rv-NGtz zLa=|o*W9o(!m%)GzvN%ALwB={KszMtA$MQDqsF>_7`I;`<;wb%N#{m1Z@vmtbv^3 z@ZvH^j$}TW26|7O3^6WhZ76}c{9MgJBp&t^fGza1pqc<_JE&44GJptVRa z5QcMVBNbsnO$CY=G~idBt0?r%_+{l(EFG%5+NJF#_t$THCu66fc0-&P9)VI&ni-2K zZbnPyLpdKT=n=K}2kJWyPFD1s^QZeudVP^fyfc#bSi9Gg8leo~h0?6sDt$*ciXnMr zCfFm6ncycVoQ8wtgNTWi|TM`cIaxn_nM8EPuMYtdI0E_(}p-s#h+x5k=`vBluo(9jnH0ga<3DIY(t z@u5zcNT2BXy2~zjSmhF}!ljr|?;jMzLR%fS^BmQ2*4BRI?)Q5>)l{iqNv6V_eu?I) zZ73e(F~b4)<9I+}t43Ew$vbD(FJT5)X{U*lKxh15SFMuukwO3GoPRH8AvkvyoGSvy z;+I#sg#>9>dq#w0ZD6;e?00>X1CZT{Tm$o^vfC}{qG$_X3}sx-DAeAfyb*b)olGb` zoL2@XcT6#EOI~}BbkkC5xwv)sd2tExTdu9s?TKLXLEO7QC`M7xiR!$M@*P+_6n%ne zWMy#{rr&o_5s>{p+3w;CK-7OzPG0- z!1LB_TFx@9J$&2^w>R>IkEvG7@z+CKt*9MYlEZ}SLinuu77_I;^JAm}-cP~IF}Jrc zxoy@gVSo2gKkd_|?bs+^xW_BJW5oh0)0j{@;T8iC+gVm?9d&b|(A8_Mu`mC6`!Ez+aKHq(Fma$9Eqf-jN@+DK|(v4aZi@7VDeC zHcKA4z^6Z%!h+w-kx@?p^%5voM_LPhBCk-t3_3BF3l$NmbS#Bevvkv&qe7%SSu`kv(sTs9lwqpqQaXf3e8hypUe&+a~{(Qk<*yBex2TX39@2pPd$tqr?Lp>3Eq~iGU^iE9cH2b@8aGqtj(cRp2?@QI8~7{QeP|eJY<0Xa^f8 z!k9r4Hm?zG6Za9&MK*X4BvJ6{@)))5dzhA2eEv5M|DErlTVjzWu!RGVUN-e-8o}(i zzoujZi}BF<0Rr4j>|HiV)7g&8V)>Z_5u?hV{%7Ol?Oz}bh$1MWbr1zcaHoawnW3QF z(Ze+{kMTxap7=2TNNsn}InH1dspRJ%H1`qk*tbrfu?p^W*ZtoHqwK>GjNg}Db*H5m z5v^_pqlt^kinDRg+ep9&RTzp5a7p%tRl+7TcqK|$kslz>*7T>E8 zo}oVTbFm-*oXKhkJsjNIwxGWQESdk)mHrJLADFKg-0ex}0dxF705bgn^c$&FPkuse zLj%#hl(tQXL#Np4kUjtP!P z_M#Rdx@e=M=h!>P6%FEy7o^G6K-qB(f_9-8#J=62M>4m&%|wjsD5>X^rr$TvG*A1! zRy0Aouf4QEFV6>}(jqq=ZK69t6uC~KTVmue@?_)i2&MVK;MXZ>GU_rya65yIYOEk3 zA>MDEEbWLW_)PAc7848+PrgtsN6d6lPHPb^s`sj75X)3SxX0bOd8!IFJUOp}51JP6 z4&SEOiE(Evu)CjmUZ5tr^6SvSUli`4ywo+Z~Z#80Q>8%cmi zDnxY{_KuE0{!^)ym|5r!#{@6tJ5d-7&N+{XHuEHhX$x_?FEJxy{Yq-KDX#HWh4J9} z8ZqRU*Jdy=z`zDPl~(?E=?)cg?2ng*JX(!s)*Sqlr1L+^YWwx{diO^f;0`0Xi!6VH zvhaAf&L|(|uE&^uj5TN@kPiqw+;`N{3oG7 z3kv{x4!RQgFt~s&z2SQ`l#c}AQ$i9!zyVwnSaRLzL3D7Suxa2d$CyIQt?&>G5BRAd zsC>~ZOI6TG$!=)i8Nm7z1{;O|AW^E~2nRU@BSH%N9#o9!?^63F&OTVRhLEBy?fv~_ zBK~-D6q)n3vR4;08+_w^@;Wq`d6Mh*AaFU(A$(I4dkht*Fp2FjOWXYeGgoLc-J#BL z3xhG+ueVM*gU9569MjS=!xXk|rL7TGM@XTW5bvbc*j@`KjPWc5Hy_bV89K9HuJFI# zqR58f0Da-a^uQ?s% zKrFFh?R(di82S(e0W$=ezN_O9D3V~0cTaD4oQ;FS$3r}njERGGs2a6T-XwDcNl8I= zdG@upL7Poq#5`)$lTndHmmuO7UtGnJDiC5|_0&H3Kv3aU3%-ky5O0{)Fh zr(=}_*Vw2HzJ4ZN3}Y@{69>a8DpT*wZ9^AGY{rIU-m5t=iZDY)FIZKTJ`KZ$qIcYl zj#agf|CuvrbIas$i#kf2n3lQE9+cAEFC2BOBX2xb;1~eOa!0ezSD1G$J{`R+%dVP>_C6)EL&ObNhMvbaVPE zVXg7g%AbeU0VXE8)*!*!oDxWaf`sJlhrCR`66;ow`hE|Aa>7YwSJBbC@HVDl%PlYFV0( zQ#e*vCyfQ1yS1;3{brJdFn_=T#5!L|1Vd`x!}6#7aM|vp z?G}nHxN-cj!N1a^*6h2!)&T_o@Cxz_D-IW0d1pC5B5cZt4A_Mz_wfM(nA{50-j|tt z+xkb|1=Ch9dozhIjI_MhLeM#q=z@+U0m3 zj{N?5`**FO+(IRhB_E#Ms?#BU%OK6Po|%`7yo{iblJNazRVBeGjHeLly%7QA-1j~G z7j^Q=BKyvjNbFK#>O^{qGCT_COKx3hOBTjhRH2r=*=FZyJI$J3#m^eL?1Gp6$nVjC6g>ul*esZPHuX}=_JYCeN) zLb+SE%fp%e)R+Fv3I0>>r<$Sc`xUE)M+83p<)xO~s80-_XAp)atP+`zU z{fVm{gS^;6jw)7{g~+73pZkk8F!6#i2Zc#@R_HbPKI*MII7bT7pMES?i+Ax$3}ulFc#C=Himg&^G=^28KII5> z^o}1{{P}=SW;~ojMaBn=r7#(-HfnQ*sr!D=olG@;Y&l}ITqi`eJR(LV;sM@GXWS&D z@5iROg2l?Z1*k8(%keqQY$x_r_zSx}Ix-JNm*zRjecZJB(*N-ZHa1B zU3htDSJ}B;$*(hYb4L8Rx|NAnOns&}f(|8m3Mbb(mS$iYEw^VhXf{`l*@>5|(;2ngnhV;JVC$RnqLq+scOwT5}k*Llo?TzAE@S|nttI$ z&D-63@DhQ?;9-n=YBikWChW{bc)CwL-2-Bh|BFRkfMAjZ0w6`l^T$rh%voI((XhB#wCq&wwA>%edEVj%ls zi^-_XUBR*W3Y|wNX}S6VPkv4HqmiILrF6_Mv|J7mPsQnTPAic*IK)=43F&HF4o)Wm zXy_Fd&PO=q)@M^pDcYKayFq#sT~AN<8;eoiUNh|U9AfJx%!eX=H|_v zHKJ%%%C(;Sl#rO-^Q!|eu9S4zE~@|+yTIs@wsuN1QHP+QVEv=)dGWv`wxxlA!T7IS zV*J6!KeX1!(zS$NLb6+Xj9Cd$?}@e!jo)Dh0v=&|u;yIkKy{xSDF-nVXAo*8gi@V^ zl&Bz`s$#NLKl>Y9oqw8>+~pNC8Oz-Ay`t&^tP8B$$!d$=tFK(-G+8cjx0FQ+wGcO9t0uicCWCamw$PW^rforUR+%D3PpG)1CLw2;OF!CVJj@|uNE#Un3|dah3V3no-N{i!L1Nd)6mqjF?c2gS$h%C?hykm7etY1jjJ$1n)qP%5j4 z-^NY`t#X#o+`_tYim`{e_QvkfQGn2)^--)|>lq=2G?weN=efmrw5JHOmT<%5Ux8Nq z`VG!f@=y3dF&+60^@u7AFD*W}z z3V#Ztj+e+c0sitn&#Q!69QjepdSQ28G z&T^A_ z#`waugs9($e7f`OEo~f7gUh6H3JHSJ2$!@f(OFMW!>Y`QlQXVhgOGZ%K*Po+M7l4U z z#BwF}iMW3Az4tYrCQbRVO|CkpL;3UG^hDCrSe%+>N27q2JjY4ApR<1fB+o3zK=(<~ zg_nVH8fXK1mudheV~^+~Vg zF8OTrpRaL$MR<7p1AH8+>+Fo7gfD9eEM?RHwos(;9=smav0cmywFlfEhHEI-mufm# z1y+|^Q?qDR`ll}XfM)mXwmlIJS*?8%Jd;t0Tgm#nl=zv+D8uh(3A>Z!dB|mloOpu2 z^bW{KP*o{2;jewpsVO9o$=}-)p>Uw87l@Ll9lt?JGh%O`!}(Z%=+-I^XTC`jo^-q6 z5~n%6Mg{D?Fg`5(Rs+3v5sR+~XH+eMjk8w;QZM`3OP(v)^mJ^U**D*gjCB5?tSE|G zYN?hv1;{t^!}{B&RERPViqM?rbhCD+&AMGs;R@&8u%`xq>v5B(Kq;3ET`^ zOcpq`4B={5h#1K%mycPupJz$8Mn7a>L~U=_RdswHXiu<1EiV>bn>zX3*6jN+?+0P= z5uSl&x2RKZAGFP_tJZ7?-6`S20>0{AB+*X;Dc~&!n!E0k!rE@`P#N%JL~_RO&vX$9 zl8xT#Af~VuBLBM?s1XB1fOJBJSuI^6jwN+xwsr@fn4Q!wmbQ=8ZS&41@D1uWaFmCU zsGO|upLc(A`FwnYFC3^@mF>(d1+%TYVV+SaKr~3d>3S_V(_Otc6!OSBm5KGLaKc~B zPq?|c8$NJ*8cHuRk;1*1*?IldKA&B%dRr^ttL0+!JPN&}yCx>)uDtcBko>5U9W_yE z`!I#!w{ussEzieC3Xu>(od~e%*A}wigLvo9ho54`nu5$8h^S9l^NMdL>% zAz0s+<-H+#vc3t`c}>0rpYOdvg%9KfN-UpniwwrIUEjyI!2CgeHf7da15;Ff8@D^^ zx^ZCvEW~xNy}xVN{e6;{&5mJ~;QaHPi9s_Q!u~4S01DfW%zg|xd#}MP_iWe0a`~y} z%P6IMjGyN>2Bek}sa0eRefys=bA9rn&qYh-baNxHab|Tv0U!{WG~lM;S@10?`LxkB zjnD`9S`xqq_87-SkOJfA`y{ERUtw+ElyVVDP&p8ZtRmam^YbtRx#z3P%ToR-wbmsJ za_OkNydpNg?Ifc2LLT6;&;K2Pp$v9vWucZ}f6w#{U9_f510*AFi!+Xh*B6ZT*N#&k z7EUD=Z70#;Gg%?U8->RgsHXlplJg|{)AcR#224=a0W&7ACNKpnYuuc1t*qX>*2^#n zF1Pq5QpXiGfQ$GQo*fUI!)JhWF8t0loq#8+DXsh?Vd)n+LeySampwJPP^S9rs+PSs zPX6jjv_!hfkaG{)SZJo${ z@8N1j+1Wq(5dN3;E$_XrP|E(~b>!jEn?qjH>SL(*R3QA+N6PQ6nw(UHp0a zf-lNsA{RmsEc`7&K>;4t?jP&WRu#)re^`AJ6*DuoafL7~?g&)~;iJ`@;afsk3EKyT z8G7R1{g+m&YDeFbL(AH=?qTAG#V#~@Rufs0?xd3HgPAx5+kPxcu>L^|>>+^wXXI*0 z8HaY-SmaLVMpNs?xBLmmBx;{tw>_-Ps{B#IMLS=F%uynUf-z9 zzHA+@xVJw|%V!R+=}a%lQss3W!pd zp(0PqvEkZmT!x{z^fzcHN3bk9j4P4x9K+d7fRq;>rhI!${j%^45KY5qbZ7!^Y%q`pW&=1xK3rKxMqY zY4XKdbT124y#Dv?9_n97Ez{@FWB9;mK!VhQnFeMl^_Wf?MeKg>KBz@iwc8staC{v0 zJ;k-FYk@;jQQdr{P8-x0DIRJl?DK%CAzDB!KPHr5uQKHWzqgt9>D=_~#_+GR&C^ac zU6MqIh(z+#w|Py~0PUde@cj=rMl}o30Q7;5pnk#cx*~^Zgtd_ICGCQLRq@5#7*Bz@ zCd~MS2lwbT3m(A(=U_|=W{3^iKyP3e?oh-JjP{EyJPhHBGiYD6%h^WW-nT)0q5TMS znK%9FNJ=mh;uB-LPlMmSOEP}IcR7lj#OJ|{6qOcD+#^@e;fdPNG=G9(F_WQ*$lNH; zwdqw>(E1I&uNQJE3kL?MKA3H#(oG))eg{^TGN8(0X9@Qi_b_Fl{|%v$Wc>YV34Qw~^N!Kq(b1 z=YzzuVB{mzS$ueput4qwmB_$k504PUptCVW4&OY>b4!b6>A;>U)|=R?rEVF!gE9TD zzsK9?ntK4*^zUN2fr^ngzAbC3KddcYQ^q-ix@fI>7asK%DmEzh+!o~3Z{t$i>c~f8mYj=?Y z_OpodS=$JdBVXO#hHCV=>@I_Ptnvl)-rO<2Jk!yCrZ<%!nifV9(fl0i;qzXd zwS=)D#avR3%{MLEw@YCP{+XL}xZSaZ>bQp(HN=~!gEZ*!s#btr_60DljWAn$y(EA6 z%*uqTpl0vB_ipA^)+vD@Uq-iX}*guALJr1p{brwOxO8OD7W)IR!jM#8D z{wX2*{Og|Q0|XqmS}@~;D1z;7nD5*}z7#t#cG| z`WRZc@05e5rXGcxG&nxG;lG1Dd|URAZqduP}^3DW}O2~N-EJ|^Zb-S=nuVqK~AzE56Zu@5VbRXxT? z-iWN4Bn-F{KeTJMQvB{y{PwK;T01*m7N>C3H?E#Z0D@d8gzjvjzr_Q7|I{xiz=Ur^ zCRofL7AE_@<0%d7o4nV47@0RjB7Z1YgBKvx)ETA#u&3Tz*<&1#*Lk;v1bYTBw_UO8 zZZd9MUvW&52>S-$`Hc*Y>|fRo+mzDI`1ZQ12Rn6ip4LtJ`-9wkp@_cceB$S=M4za4p=qTy)4V6<6!D%ckvv|*jZU`Sw+uY~pXb8{wyOrq7;Z7%v+bLeOY;D8@ncNLT?YX6zX+ z-oA4aUhQcgh(3R;N<_&ctwMQ!A>NAt`>JnQ#@6xz&65;vJ3cuo*%1~Ou3qE5kH1&O z#V){0MNi-(f}3%*_Q3!-`F29rpm%Ar zKdam(JHBKhrOr|`pHVo8croJuWBfLbz}6RkhSh9(3}WdOPrU|8%}qt=;YEPpY`u<~ zi1ktRy={$ZR)Lva1IhTw@0Gw}zHmKXCi!wY1D3s@Uj_@R#Cq=W3CWb_1Z6jc8t<&v z%abS1UZH0`qq_$bsIj&8=6D6;t$@eH&Ir$lk{3D&UGDEL`z3aCN`2_fNx2p@!2DuN zLnrKQ@4*4$OHK#Jq9S2PkK^y_eoyQu>CNYy0NGWZ7>1^&M-6$6Ku2|kPf4!#P0{ZQ zk*GmWa4Vu=u-|A#^nf#32tq4hJjRyqwLr8SY&Qtw$ki|%#n~3ejL1ib!G$~C>(KS} zqkL_3q@UN~wP0T;Nnj@rpj~{0GmDPTbB6mezeBk>?u6|Y>^00VJx$Q#y>c`;Yg zaF6{%)!s=$ZUcyb0o&Ce0wC8|0Z&2zGkI%Q>Q%y$)@-T`KZ+XZvppn?v4s4KtOc;~ z3UB=NXkFNc+k0n=u?hoFV33Hc`3wNLJ#F>NEy4iC!RYIqr+!ye)5@`L*9=P-R)_u{ zS|rDsoH-ekD8d&KSAn;GPL$y{*y1609}4I&o~q{IfjIzx1GT~f{9quI3JLH)0QOR0 z-tE^BcSp$KHMwecVQq%S1lL_(dWm=7)Ym_Lv?F4`@3^|X+{0o ze4Ag1$RA@-{CiR$&m2g{f9TM)|^P(k#TP2JUbH(B){}+=DMq>ypTbXbxQajmHc}z?INEDc2hbybd}ck8x9Of*IxZ6 zGfjLrUL(;zO<^cxZ4~NieL|6CZEU9=b3&{Ww|Fz7(EmZPPEe5_Q2n71U!5k)9ll50 z>Zd_I{lN!3fIe{FuR%dqP8mP`bD!>Ymbx~|qLLHXK`fYKy!*J+QaXix~jcq%M5 z-63w*8p0O&TVKxerG<$nP{(17(7yST&m5t2!^=`EGI0u8cbQwnE!-84;)_D4_*@(5 zomU5p?Cj@Ac$@U^HtCk#pffdrwA56698zUg$Fr_6%Y$Cz<}Z8MNGzyw0Wuz@bUF=E;o1VT zAII{Ej0=mWh&UC^Cgf&PgS1EhaWRTG$Ney)63rJ6$ZiM^sLj=s?m2ig5ynr8jEc=9XV%TxRp%_ENM3ZDn2 zZ@$}4%Exyp51uG*=b~BJ?n{UZI|oQtJ3s4lj1To6j+;4jl~&pNxHsyrS`wTFt9eL} z9O5e-zC|_c>YO$6mv+q>+osvRjH=d#XHi>tmGz!aKa%;Hdc3)@g!S~)V8eGa|Fgl zR6VYdSD6ORs(E15bK-m2ON$4S`D~Yt7#^>jA8cj9`LZS4dc$MV-V7or5&b`kt~spI zhYQ}id9#hp*zn7?cC*dRuFbk(tIf9CYH9Njj#FI0SPTgjbj4g*g>-An|IdY=a zF8?2o4qC19+wCKtvVRFd4xY*}9FezAPxZ{gZLKHl3BS$?bNIzxy655KxpmY3HL}y4 z7*pD%YpdQK0X;=-M!*UXZU?`hK^c}CS;qde0oAo9+n@E6RoSoV3&{97{@JJ_F^lkjo4e2Aa%U5jH%%LnT#{GdLKJd9T>V4z8Ox-j{wBW+E~+5lr>BZ5m6X z`T;1fUprJUFS0%dQ(%Q@>eswEkJ!W}uEmn$9EVyDFKl+3?XbxW ztq+Qn{*1NOV=Phni`_?WekG*h{B>lJ?O{Lu9kPs3eFv)o^wq{rm%%T@woDrOH&+{z z1@@cFPey<8IF9?lW9Q85*d5j~i|<>!ZJJhB(h$6p@fMCzuIFxw*$uy6@% z(j^uTgECI_Due6y6Ps=|6JCZ44Z_Dra}Eb+8fnoTT=`u0V+Oh}Sv0vC&^xR10v`5i zdG2rv?$7uzscjc(r2edEhg2E1x1TdQ z`7mpSc0|_?wM)BAH2bBza6wy5L|uiBdU^W2>C4O9hT?5<-(A?erS#MKpzpkz=5few z>RykDqS{jjQ{!1=l^u+ow0s|nC)qeNq4@E)VNEi3-S6NN#dpjF-CsHF}-J$bQ zqe*t6rx~%}Q1NsjwbmK}X?+D$&~_Ku8)dNgrU%kO!PHfeb^Y(v{@8F12EQ>p z(hW`g6?eV!&oX-})jaIPvADF0^a}O`B|WpYHx7b`x>z_w;q z1fQ=ElZ?ad&P}ln`6LN;d zy!bPCZHHU?;myOE+$04)MzYzXk@IRqObAC!6LcIbCU>eHks@#3MhaB>NyU^IVVewT zcy_+FEmrWMY$)?1aP!w;M=`7foy4W6kjSF^cM%+n2ycm9QKM0TYA~OYRrRfNdVbZU z^1bVQ2!8n+2|vdAGK*C-X{@Tvj1}f0t$dHRD&;9wi*q9<%Vta4kcV*2`VqX5Qwusa z#qaDqI%(0L-(kY`(eg?CvkuyvNV9CloI2KU%VpEOGi<5}pp+&nS00Z*sZ@j!pf2_2 zX!VlyIEp>FI|s2U@p2un&RWqLxw06d$K+`rR~IqOwd_bpsYAvo*42kp}r^R_f}mJNw68rcdw@G%y# z{B}fffK{5uEyKIQficyoXsiDU%iUG zX|g;N&VWuGPCePbH9=p0BCg1&iq@FTw?uUz<7f5f9~@~SB;mOUt+TMEgMaIXK9M4~ zc|-|#vIa``GbLWA`$3({9E*6%_kSWZ>dbyt}5 zaD@3s_LZFo^m-7_;qQv|bB4uHsIBZsK#uM>{D~z*Y{}@Qxa>`p_a@A5xH$6 zi|d|uEv#gN|G4tpvX=HrQ`@Q&`+FpvZ;*TzGJLvs$1$JfBnWuy&!cD}6YG_7R6kBB z`A!aFo{%VPYkg+77U!SkEoj@OP2I0250JXwK6Ion7+pU`VxRqAQ>fUUb zA!v8p-hNBp@xXS`$T4H>yqx0$k9}h|l=14)Z;T&C3o7@EQwJ*{ zRl>(iYUE^8SF4r(*kl*e=zp5D%nq4uweabKw4xORX~;ijt(t98P`mfk}jNQcB|F#Ee`njx)%ykN z#0kGhagJCvB)Mp?{-}0^t3#alfLo%F<;rr{5x9-e|X;{}j4uDQRi)h@OL z*aSPvDcumq(xb!u85?T)CGQKF5O2}Gu1(UOIYs?RND-s-paoNM!0FnQSQn#3x*bnd z%Qv~uu3AR#Sz|X{OO+$#o;F3>B4b_g0Jcp6y(tS+y3*I0`C_6a_bAhTlstSII0WZS ziVW5ji8a5hdt*RGa>fMYXE?_1HqB=wN%u_Tem=-`cm{(5_&y8<@fG(JJlxYcjk6<| zp75`r(xK!!G_Qxn;#cmzWeYbhRig&bq*9qL`9}G?I63Dnf=yQ~*)-1V0&_U5x!10^ zKRhx~rNoSLeMa|R9+$o`>u;c;>fcE=;qC!hM<>(VJ+%Y1z2kfHoE6M9KUV z?nIt4`breBV09ef%~FeBNnCoO+&s>9Ub_hP!5t%5=f_U|b(d7~!9yx#oUv}&JI0BG zsZTBOTcZf2CI*Ypa| z>&x&;)ekgHShEkCx1>ABJ%jgTVK4Lh$1FambqvAJOYV&fB$AftMbhprzX-Eu52Sk0 z=w&cTabD?9er98F#BSuL9f3K%J1uU;$>TeNhlO~2rJUz>)w~Y5xU;oPx1r=4eo5z; z5xO31l?u&7KsZ$(NI#97I8ytl?F95CQ8E2?X+Mp5DI`erHce}Y$@v1k1Ri2cVjxj+ivR;Kar+bAVs!Tk!d^l3@PYgZsbI-a-h(RB)t-(e?y9t zMd*q{U5;LZq4D8l?s8}}&N3~O>nN_1k*VFWke_YlCnaPZylk%(aJ*{*(ibzIev5JF$D8R@pIny-*YQ)xV*rU=d^K- zPGTGr(t7b1DA_)!(HLmx_j7~1zKM`Mx`r3@WSBbsGL;^p`9s-eYhu%94wKMbWD((|jrMMm-9_*g1r@8J3+AEVmzxc)#!U=RJ2xB6%U2W|Y@ss=|zr$P6k3F#+em zbtHzH)K0KQG?)KsB|ESmcXM2p3!_X|ONLXPdx!VLA+-p2RocioOIo%me zc?5s+?Iy5k&Mg~ZrFOpYrg)y-|rUbMN7JG^^$)2WHZyKBE=`ya375+vh5=>!v;0E@%8-A z3Ouv0bL|cR3M)403THOSi^4a?@p`j{hMnAi6ST`2$4KN?Y0gSgzS=UY*=QFI60i-K zQN(BAPH0FxjNg9EGHxy}^)Uo{eq4_&=if#L)0DQOc%9eORFEggE+W0qje=WVHMa?T zDY@Id1rA6*D(Rj{m+nNx-qMbeI)9+UtkSiQ`tM1GF2@>yfYm3s#@1K%#*g?aERs$B zhG_QZCmXIPtBD49k-nb052Y~`62W4UROP*bg37FdUNN$X;DrtM$s_7a<9Iex%k%`e z-Smk=qY$-SmRIn9##1eB~6jbMW;1opOEc z%kOg@MQ%T=Kd~NiP(2GibhIo49LKo-RjK>U9M+rp@T31j1tA)Ghg{{_@MH@@Q*1S) zv61Y34h>B>G%`K?GkE}VJRtf!QdIzl_9f^`g8RL{!3 zb;_25pS)-!i1_p5MOFjGkmk=9bAcCQe1|qo-?zPFekm!USXhSQd9Exk}D z{ZQ+}`iKv1k;(0+>XLCVJ8_cQ7NW^MutPnIKDBZKuH>0fX!#r%J?V_FC)5QdSmcQ{ zuiM{oO%AWI4amQ^ijqw(S0=6BzN+@h<1bED*~y7LzHW(N8158E-5^j-^-uKLr0@G6 zRs-}9m33p`7S@4O0nn!1edXW9xX0(KdDcuw`Fdt*!tnj{i^_=@JJk6qYEI;q@CDH# zVVl)4pR4p$RYvl4&FnE9a51OneL=zU0j>SnNZpyfOiAdH$CPsGzdlvQxp#W(`neRf zd}}T9?IXk;H^OomN@@K!fgDfgfZ9yMGmA$iu|p^JeXxm}V@JsoXZAR}(Ur7X@gkY2 z`fJKmxSRE!H`a&2i&i8d?#t&YaLO`)#(xrLpoY!=wmROyB1C9}+*cpg}rosuSdbwaPRw!NhBm4QIXf>-)O|XGT+T^7gsJD!X zPb{?bobKp6_T9Z+pW8C&@2fvqj(u(6juj5{j31Qos6uU9VbXeu&vZ9}{db-yC_}^2 z#9{3}X6`04NK&T^>0e9M?0D;8QS^lJ7kJA;XsAlt9dhHBk>mL%Vg_FTmaF=~5e+9N zQ}2nK8aJ`eWYN+BdHH>rj&$Ol=0nvWv!?sJ;Q7%FPiFWo1btbD5*)Mp6q~1t^_NJ+ zEf{eL@H`~m>|ElgvJECU zGtPOsGX8m)JSueiq zZMgcA0mP}AGZ_(a+1iS6K+I?Gyf>S0wEtMn^GY9*k=|9#7(A=-0}ce2jL{R8?2dxG zA|piNT9y*gGl?|hxNDSU(f3v`?{IK~({ILf>ZX$4CcF3uJ9lC~H|B{4J?dHK<0>U9 zJN2a6R7}EIKp>*g>T023$kIezKL04ZoW^z^6l)&Z*A>lJp!=3UaySxuWEkAl8diP} z=c1N=4@KyGN`|YMfzdH?&>@he9;0H}ZsWG=f0_mFqdND{J&9tLsIGyRuM%>q-K}65 zP^TQQy?v3KlZ*Ym*%qp{&Mf)JWMuv8lJ_tiJuJ-kQTse>Sg#LYmU9`;G2+YO$#UT% zcx~J?GU|Jf<;&-O9-p0!YQMMU{$4E_1V;|PGZ^!6x6qjj?R9sGK}?M7R`0O!XNyuQ z@VdXB<8*2ZiyVQVO{@j$B_r*s%hqUh9`67d!FAHzBC_=lRlLi29vrcxF=8N*q&({i zDoAw29}%gw4DWr6Ws%)f?WyYngJVO#(yjrrHVSJdB9eiv^* zEo`5itib{OK!Zs0<_OHmu67}-=o5_^R zo14A`D_)BjhKI=&WAJ5J25+c(vr*CwlX~-bc?g~Sx zBQs6?6_BQU9uZy`6g#7TuYMX7`U*^>Bcnrd0gtn2>g&%Gu^Zwvq`(5`1Bto4YPrpz zO{DMob-O%V|F$h+KMTOh2)y*;*S~SwW%8BJ&?E^Ntu7my#+nhL70|o%zAhNDzZY0Bh_gXCJW~U;#Ivy!+ul=YB_yw*j=h9Djqe^@5=wcr+0j zp|=LpAh^4%HnP+c%&D>Gt!9#+H1Hzos33T(T@Vk9O9vO+?HR~XC_gV5*|Vf zTKNbrkYOqKB&-UzX#fw&(>iLN4+fL>pu%^9-1_7oe82#3dRlpt0Wh$Qz^!+l{MX&x z4g4JR2@&lRyY@#u49w$>COB<4juPI$uC@FeAyC(CZY(#m2E5IaS@0d)f^H5s4Bsq= zo01z@$c);|ki4aUXpARD7L3Ij4XtOVNj~bQEWg4bp2wE^RXJA#3NM+okWmmP(ZVd? z6TMaq`EY1VOpFhijh`wTrt2p*>{@>@^f4);Fc*7Vt^asPQx7)HOHwmR^OZ$$rna^w zNYT<8Ct%GdtT4fg@U>PmQcQf#922(wHMEqJJDYjpBILv#xc*WC?K3f>p;wmwjc#i@ zQkoa{Z%0WjqOPkN(xbr9AoSMnJFz)~zV8i2Wt5hd{>=&lJR5U^wg#Q8?P1UG12d5V z(7z^*s%@Lx*(9vVmTcB<(w)~RA+$wUH8o&Qq)I~3^iZ4Kj|stxbijS%2CPpcd9m(O zI7c{qwe4G&yM%k{Yu{Vb7Pr6x8AcSl$~1Be)^-80h4%c6?SUR!aL5y~N95bM*xrOm zyH|(2ze6G>dFfE<5yQHBy6YpMKM)pCY60;Y5x2cSK}%~Iq@I}H?GzaDZaPiTpyDiY z!w90NbFKv}ak8BQajE&cJaRYkd80#^EEa8})tdQe@|Rp;F5AVaBKecwzekR}o!Qrf z;`I0KS*1~BZB6xWIloXLHLp?`UG`;kW+atH+DU=Jd_GQU=}S%^-z&LSMKlT@KV7%gQ#sn zGO31@@8=S+Q)JClHDjU3Q-z)Qo6$_1awy1Xf&^0qa-TY(##JymfI5c!jeAxhB?l@< z?L8_WZ@3*EBBNlS+3sf73Rh)%^l>ieEyAKy%Zr77%=B~QI{tf9LcA1zy##!7>hT zU&f0em*zlEfq-=D{C^}0!|ce(#5PPYLoLU+ts$=b}(Fa>Oy; zilB^FUnQyKv+KA#1rHIKei*d7RZfKFv(|KnlKF)t!<3M&Vq^>Z2LK-lhg0R1ESu3l z0KJl6FjX(~`&wJ0NUA=%`>{HkR5Wp`&4Pjw(kJc?7Dm?5!0)c#ID+dvU5sL<}2aFTLC|Zig1*nKqde0+ux^4OUnls4##XDomc6pc3o;=v9oB&-V2^x*?b7yH^ZI|C_&wOH8G;rQ z*L$O)s6IYEMT!~e<8!9C8uTAe2Xn$ekj2CK8W2T|msqS(sdIO-z@l2j0Y^#gI~Ps; z=VDd1%kAv==M5h4Pt7g|%;;e8ci@q`_c!I{%l^s9fekDEZvu!n@Yfcc3EqS8^pS%ofkOW=<Z@Q`Ub*^dRvdLCG7`wEuV`<|>5Fr_BCEptsxQXw9E z!s_&bFR;~03aIuum>}8q;$&bTj7hG>2nv95B=}S~buL{%cF|+E(q!69(LzL)6R2LU z;d@l*3|Qa{2Fn5KDTO=OtWNs*5{P5usa;k_E>EwXvu*IV1+GL~wo`e1w9NE{rgTfF zBDC-#<_4aHX23azLhhzUg;0Egn7zmr7Z$pn&7)j+q6ZO!jz)DGEU!+NTtsBkIjmOy zybbL?kiwq_AF*`mFVIwH@VWBwd>hG)H}vD>P|OyHFYl|In<-vXxR`HjZ$RibJzOnx z>GX;-8oak#0ZQpN)b5$fH1;liz2RM6Ock{YQ4C*jYQ&2!Gdxbp-h&}?ZU7;F@ zc`)93ZFhGUNMzxu*8G-C%y&Cle8-S73MKLlcs5oFf4s8mz~+8s4OeS*F1+4jOr%$( zAqT92f?ggjSah3SuMiU6-(G-Y!?`lX%?C0a^Z_#f<+lfu+#1$k<+tn%fM=js5849f zs|~AT?-V5@B z(FqB+2~fL%FcUz*f=@{J4CKO@j26s1JkEp$-&+6vcFO>UMfmgy%L#Nm7ZHD~?&PS^ z1FX3;+pWMI!;QwGk_iPuW7d$>eNFnyC9TIg6H0Wv#~Ei&w*V|aM4E~q{_tm`M(PGu zIj>Ug4_SWPYSL@Gif}CJBUZnXsdU-)Z$6BcK&*(Z_NiJJ^HwER#RA?Pyx-}U0ZtChf3}M?!NEe9Cx)gSfK)t{tmY!* zzbTYL++nEhCUEJ{(s7 z#GcsA&IKRe9lMuk#soKeP>W!1Y+p-1Y0Mr0~N?Etbxw!+0|$VggF_+;^3stT-%0knYVoZ z@o6*fOCb5Zm`<=Z0GFQTlMO7qnl5Kqt)bc6jzc{OI#r%C~& z%*LN~{ea17-}L(?Mk0gyU;Ot4RG5QAs7EwnRJ!f1qN1Yh4g=}N6(oz5Q-(yA7{SM5 zZFSjpPB!qR>ox*$Y3a45;*=yUkoA}M%gY9u9rWv$;kVneke<>yKE--W83?EH8l$lZRA; zeh7F@h?I~bS4ENV&r|a4J^m{k{qyRK&%6#DMTz(U4`w|Piv{O;5ptBEL2rg3%AK{6 zzs8(!IZhUOe*!TrH}=2#!pGC7{;X{Zr@ljQx-i%Wyyitep)XQqBqn~BtagSl4Go~Q zms^ZI-Vc%a!yuAkymLcfuAzpZrZ8LjtE8d`$w6>;XOVdhfQjPK{7DYdn(jA>BaWTExrp^`Q ziRKt^&4C<}zg9~kuz;W+22=VZH!LQzVT-%@B=rb40HYJy!P)_BBi$z3k>O!bvE@>} zWR+g4o)B^{|1KEa#eDLM)|9l0S`i+C$>CI2?kFSju{v>k05A;~^rA z_;Tg`{VTMs=fj%&&E9D7uOcVt1+SGQuD3EQw!75=SAweQJ zP*Pg@;BVT=NI{Tn@5g8|3w&`m%I?xP-OnRnTjYz<J&@3J zqM9cLi^m@t$rdrw?USJ5$ zJ8Ds!Da7%f|HShZfM4k4iUjbv9z$?>95*)sBnCqG`H?i+w*9Qp&0#_}xvF%tZ?zo~ z&jW(-YS1zdnx=6KZ)o6n-4quWgR0#H8-;ftUHZ=y$+Kw{X7{`{T`)s)$Drc#Y$Q!R8 zXUp=8q2K$%;)38%D%46bONds{`OL@g7l2AFX2)T2sQSTnz}bmplYf;Lg+{=XKm#*Bw5Mhl6 z65;GJ#hx(h&;p2P31z$E1jaWRt1c_3uxr^2{7V3`Ux7?9Kf ztfA=j+Zxh|`~f)1gmOPJ9KrGjpA^HO(3$%6mz^s9M}tvMARq?b4`G61oCI!RKypYa z?I+$Xy4+wTIrqWUU@sx@7zq2RaREjyI3(oP>{3pbqYyPU?AWIHmVfaBp~;qM+-FIV zYRBkaCIryrwh9!gHAtLAJOsJt8B0g0V%$vV98Ez+qUa?kb~HjY=vYF)p47bT%G`Q^r5_HWn9wl(nHqQbC3$`4hmkD9`so0-vaz zzD%?F|K16}Nd(Mz<>YYkql}C9ZeDMwtrxhe?e`+{AQ8Dl;ZW>Q6TRb?`T5bbM$gEM z@|u-8uoLl_nR>M*0~Vx|i=+Fur~WX8m?a2O$>mw!SI6=Bz8`K<7(TwdfVXJY{Xf>+ z9J=npYCOA8+noD;Ooc1sTe+PaD6dk|D5N_rQ~#uC?Per<*8ro8Ns9 z0YT!RUOo?T7zXd{xoV)k4?NHEvpQJGE79m+} zal*0*P-~g?9EmTyu6i+xY_ys&e|>b4Pv=P1`fv`+0&B7HcwBB`P)Zp^ZsCztl2`5q!wB3TUg*0U_ypjtZ@o@0-sO!g#tGP*upBXKoao_0D<>_+!Vr3-Pm=Z z2=*cE`?Pr=Rr8-*rjTuA$Jn40120(*Mn||WBC~XhBk8Gh)8*%Wvey%D{c9hYeE)%^}mpi$^Wk*I2` zrv5BS31wq1i%x?R`UjPIvO&mJ(~->)s8s<|JgKHRtj77d1~~BimQL=R!=gY;kkIQT zm=k*?^_&IyL%2E$$2PbHECTfTndGPwf$WglD?E@NZV7@Ns-`|mKGon zDq!_=vDW4JmOwi^g_f;3J!i~I1c5k|e;4G4x{CSFzp6502aqq55kmC_d%QJ=;&7NA z9Z8ekm0;(s`o+WWCR_whqK4gei3M?F&= z+Aioudw-K?6@HVxopBeB>MCPEc(RpZ$9Vm3wLo>*2nTc@6c2}~9YBlN%gIR2eX>xQ zBWT0r__y3c&o-0(5!WFD)Z4#QZy}1zG?oK9mgw$e4hZA}K;b7y`zT(L z*}eaCz9c}|6{Mu32%b1$hnV7k%|W+#?$7<*(lrmH=SW$bxpP<%q+Qg9p=3p`m!x6k+4Si}3KwK`X(;AhVvdcCB#QMV#H+=4b>o+6;!oR+kPU{MtKxK4eD( za3)|9^47fM*V`GN%O4$(Sb^45E7S!5O*)pLwImnGr}!|aT&^#ZfV5J#$Z3|HqY3;TS4g(363rJ(EXM@(?LST7j6 z+RGJ86$~`(0$fTqCE#lDG(f{ zkjaB+qE>A{^6e~ue0B;f;#k08sYIst?d|z40-IheDx(R-rOEWb**fyvc z*2t@Q06HvG5aA1>TcKuiLa#sFmG zLWQz8p_5v4Y6!|%v!Xg^CNytg-REQ+U@d{Q3Hf{NeamT7{Kbo|H5cNR$VS^LvrUMo zeY2H^TQlmHg?Mw4LSek7m)1vQXT8f{1G07Z7J1lmCdY7QDc!y0&p<_$>|{nu@|#-y zaz!$@37GaAYb@OzYZ_9c5^|t7AGLQwfs6rQd4Op*DT=^6B)r9Unb{h83qp?~%iS7&Z{ReuO<|~*{=ySQ z1?>$14a+g1Vu9^aok$6Sy;Yd2kC74iu)LSf^Av@ley7)*d{R_8304F|S#I(4r}_71 zES?2ohwqm@scHCf!nOXGCD&e}o}J;NdhlqZ`6UJeX==SMUEzQ4MMpmYZ=hTtg@VVi z-(2!|s@E!s@Ai(tEuPn`-XgOlkMgz6R4 zZ9f_o<~Ri__gN;HUOLr`X5KLi4WhXC$M@yw@sTc1)5#WFcuO0}lh5+A2=}YQw z8-Prt1Mdr-%$C{}8y_rJu=NJW!ld5L9gU-OheZ8(dj{6wVu>={s(qX#q_HLt^MSph zx0i>ZdqeWfi)JW1h*zUw*ZbGQInyB(k)+l3l)ShR;xV=>eBfvSq-1$Q+K>451?P5r zjpRKOpy}Sg6EnadfmC@P#1Z zd!1ZD_|&t?=>fI~3dBWsXHr#F+zjDwOF?u7sgcT-p*hdAI8okEfHGZB2-V;USbfto z^YSR1oN|;)^u{lKWk-+kZRTy_F2+$x&sG~6?$(=+-FSh1_lmgY8lXf(oFJDKiv&QE z!|8kgMl?`?x$@oCa4AWf;;jW4>g>()?HMy zK6;lYwT?Tm)(QCzY^duY(G-BuNl1R)#L(9lkCpIiE@hu?oT4+|zP-PY&0-$ZXOC^Y zmQK+etg=`7@8RvS57q=LlEQ;h8!>wTig+tC_UYyTY&;|}Fkh)_s)Msr_b*=-qd@dE zHkFm9Lotn&+@I|Jm~2LPYH2Kb&BIxcQ+{Z zS86K0GNY(pOOp@AgmS8K|4K|SvsOg%_=exhmnnqIp!qG-Z2hXGhX=q}T2)xGN%`aB zrOOQ{8{tuQrVa0RaHR2ko4){xyiUKpS+o+HNecwU22?Dk<5_yi4EHQj<>kWBgG10* zDqD~XDxXNcs~`c(MC;oGRsioFK;@06vS9@yqM{DI8J0!9xnPed)SVilxaKuk-z^7) zqT!AimP{(>tj6i(iFy7sz&g+d!YSYE_uVZf-;IZeHbG<76H<1iTJ{B85rWL@bZRB& z=o-nxz=~ri03SxP__IXYakp4m?xo_7~RuQ8Y*(5Dd0KFB%>wLM8T84Hp*)a)GQNDX|CSgRN1-P_E5YwZ(afGH(myz8 z@@498Qh7r>jFH?#@lQ5hM&x?EN!41DpN~RUSwc|>sNU+CUElK-~BA#RPAnWk5mU@niwu{=9}zn&G$QjIvx1z zaa5SnPXYl@*7?$n4S-42T40U<91LPL`-{C=81*SblnlS|{0B)Qh>e`M46RQAWSpdo z+ZZxPxvuwF1Rvk~Aj`c5Da|?{GgP;7pGEJt;~nALZ~wKwP`e!cvje#l*+UqPb}6(h;tIP)~%+W-(_N*R)Mukgk5R0 zfj1e;7CZnv$VKR&H5Jj;Ki(IFn3&}3>WdxsnTC7v#6xQrSr{3=?L)FuPdEHQ37D50 z!mpQoM>EAel;p_&4q^q-KVPlwkL%`so;g&_gfhOs{il#6RIXagh3*{ruvH{HlEKZw zWnp}Wfaito?AksL^eZ`#o}LQCvKdV3Y%tW6dAa~E;t7_(I)tWkxz#0eS&H;$NJyYu zg?>9~aiq~%l&|h_3ucjUoz={~ao?Z#w$GV2Kq@@kXaHnN2+rvHBR}2%3lKIbf6%M1 z!-Z73J5)QYq^C!#XLC^m1KVs6_IOwen)DKoR4?C>u7V|sSn4cFC4g-?kcvo?97$te zfG6_-g=tYtO$vYXYM~~Ouf~(}{?1=a)}z4~n!nZQG5YwFYzfyc(TK`^JU5ZW|1GC0 zJP>bnkhfH?HN3i-Y`Fjbi?x2Q!DC}`0qisla5jGvO97 z<9%Ndp{wSEIen1hu3t|>U|R1&9U!O=IJS_}@ zgTsYEr}y?M?elCVEZwrw$MY=rcQhMH*iQjPa&g$uo+WpRUYtTg27-OJ zj#7U*yz!@!&ZY|vR$FiCzQM9;%Y7s!?f|RDU*%q(0XG>V_{HkX&0X+jZeU`CY6`CPl^NIVNPh4WZy<2}e8;~~dTs*)RZ^Wx&; z`NU2%GBGg`U;-eh8emJIVJ7f13(5E zAx8@^Dv^$P-=BI%sjP;lK^8$!0#Zp=#jU#f&~b23+Jd{+W7ZL`0tUc6>W(LL>Do2W zS~xBh+KMemerviNBDiF!XqT2Y91HePj~8 zQ$S;~$+H5GaCK%8zkLUq!U~S#J|2y?5~(`!er$oJB%ohX0wpCSalYulAf%*rFd&;3 zRHshS<^lX)Hve?e3Jg;ij+~j$>MdWT)<+wiu<0iDCtRk(_0AXIlQpU@T)n?s1mN?C zQqx=gR|!{t5zEvsKW2##Xil%wVApyI1PLHqkz5@+xbEwbFAx1LB6@gu_;yJ2G0@#pGOli<`JZ|=!_G%c zrMLO`bIL2TOEYcvtU6IBye-h}<%%B9mIk5pgrbsQGQoURP_PI1UUV*QMZ3isjMKo< z4vz}JB@hgU{KH$_tJQgLxhYDr83}u*B5o+oQBO>-$u{jE+Z#29Nl54?K=Fn$bJ)vy z*R^v~Qi6r|0HKL#2N~r|i-pL#r0L@q8lZ|hZi*m>K!etlP8J+Mh`S&UX95#BxiO&K zs%OM4(*~x!Ng0q^CEmV zee(Ib?bvA3K7(;2gIwk!i=$aJogr{A@9x|->0&b^TR*!}=FtD)3Ut&$X z=GMVMrhnSq-Z}vAnoH#P%3MY=g@sw^?KPHK8-Lk_`X2~JgG@>y*kPrKqyi$#cTk+f zX4L(|0JfhOFU_?O=~30L!h^K!;V|xTPE)Pmj%DoMr-OLz-!vDrXKp$xi%mwtFgx98 zS;lHU=|~Dfyg=;*Mn8ny_DqfvEsm;2I!q*(cp96x=W8~HQ!Gh9908bUsg{#q1|#01 z2A)D24bVk6u1;B=6<4&9rSJ47+CwHpq z5u^WO0e3SNp$v;yH5TZ;NX7 zYeiRoauk>bIDSaYuWsh=&Y;;WpN6J0PFB`j>p6y8-hMD8%z*~xFfk7~1_s83|0UEC zK3Bv$hP~4XyXh(wayRIe%oq-A`hj%B4R6d4Q8xQj73C5})JV+?#a z1mCS7qk~p4DhLX`WB34&#ixqq*=K9k&lyH;0QFe243!wrUZ5AA7Hf6K@{n0V-IMl~ zLp!h1Z1cc{5cE?7kRt$m_!!bxA3V)3iI#*!MCEW~M%@so^>t4XvPdHC=y~wTG!!|5 zW))KwPk_x=$1;*bwBC0kx0MCcLf_r=U?PxGD$^j}Q0p&SL!(a z%Vhx?qk36MkX)2kg+E+yxnfA)U3Dsd5;Y<`!?M(Leyn@dU-OlFviO_grfYgYn-{{^rM*JT@svG)eX%&9OnIiX~1-ON)1}oKR zC_0tjVLxc&Z@Gbv7kdi;Jb^DOBKE8+kBeQ>hFw5$Am`?pI|qz5$l;HytX7eytCO=) z{|j(H-zXwNgZqQ$4qFe1UOt)da0f$WG>fE;y`<^XI@Ob2MMff%zyJJIF43bq=|(GJ zX^BAYj1B!otEPKGh6)vplR-Cdv|4knuF_DX8cC^0E)BSIkx5@+H70FnTL_{Hg|KKM z`#@a{u_J}t*Z`1`@&q_n7-%EelG!QjgR9*D!1W0NZ4?@%$6o1vx=ODpM%*UDTvd^dT2g=IG%YZ#haYK%Y~VaNO4yt(AK zAQm#3B6)WVpqt%jd_aD}fPz2ee|tF1!ziGby_);=Ya-nhAZAg>;40K@u9_=Tcl9db zT~k`c+|&Tz3$3VXZmlx_9f3mIY&vugw4VX^lfs73;&;^FlKU+M_xD9;0Oc>2HMXhm zY1^$kRhPs4&Dhu&P}B6=et2&D@#S|vhj|ha{-Z1>_jJ9-RvoI@Jvth}X710t4e(f& z&t$@WKJw20{gH`H8V(EF+%&3S>2EwEd+zvyl2rzsA>dKXY8{kb7#O(CQfAHb!u)~o?YU87Rv80agDUBTYC~}q zmFQ~2E>QunQCnX25JO8HOHz*>tG$y+r1l?Dx!Pl2bJs=8kk@McPB(zT0l%P~F8%@E ziWW#k0a`E173#j>bKv3!#6z?ZUOlahadEESl8~++(7N*wGF=Yl5%a(Hn0f*|65v^# zcLb_asnD7R?(v<&FBMv>IjfM+U4T4#lz+GohQKi%2BoHkkns6HCj(=-9w3s?MHC>Z zDg8tNH8u%}KAFEyg=QhVNR=yfiRR2drRwz_#Tx*d0lFC&W5+~VsRsZCXjY_F=j5<7 zb^q0({<#ioKMiy$DPJpg@eF;ShHzow7y7A-KaX#Ch;KasljYSvzRzuWz&9aZSV9kF z+owPkIhfGL{!2weEkBV!i#8lu0ycu)Q3uv2e;!SDdIMvWvxSbA`wKE41kDCF@V(mC zdpO#3DB73J17R2i&WiPdzSXr=ujiEAVuGsw0crsMWgPz&K6N*#@b_*UV;$+;?1D!Ld1451vn44@ENWO|v)Lu^L2@EFL ze4+;&0GQs5JO&78v(vrA)(IIhRkQ%G_F-{RR!4+rVwAGM&J^lW+3mj>8BqPd0DK~Y z-M|_44%xpjb8Uq?mV456&lsnk8P%kbN*cAGShpzu>1i9*DA7+SQ-E%6ZVGaw4E^6P z5dZ~Ywd|i?uLL%0WJ~tM0j)nzI)iGps`S2i>O~?+u;?b!oJVV#5IzM^vc<%FRprC} zd!jLfN~K<_nf_%m{cps!Kt82uAsFFE>VI=LBI%xI7o5eVM zY2=Duv&j0{C@_ij^cSXb^R~CQ*Vos>5dc^XW3+^0Ho*yxwWa?Sba^Qgu0rgcMgWXd z>7(ElX+aG%hojOd-6-Szd2G6GO+t$jCQs6L}@ z2LPGYHghP=A+%%GGy9Y2o07QFW=XzIeTHgy6XcgR{Ucy)+04VCk;6FXP}Ttm zj>zCR0Cqu1>;5gP0F@{LkF75B7nk>#AL@CMr;i7qtd`TG z1-0;>z4K6alvkE$mA`raNA|k;?qN0p+5{n7>zqF^CJU%e>ZAaLJt;u-4mj@Es!u&@D(2aIl1~2j0IQ z9*{&YHwHq8#q61ZK&RsJp?G~8XbeD-=LRr>hB0up>kepdCw$8bH|G)pU|S&uKsZx{ zSm<9oW9ZxcRbR=O-QNa4a(@c|X`_+Ee58phk2j(Qs6Nh(>%nwM2q=U>0JIO=F#y7V zy8%6I0N`pf1|<2H{`Y+0H=_-RXewJ^iP!*7CInyb+S(%(LJWYo z=n7btbprnN@5r-ylb(2_a8R8J;4(D zLW+1bjt15|@53D>A%rCVgg-#bRs-_d?N5)|zH@FpDgvBSeQ#;bnXQU5y9+cA4L-jK zNxZk_iSW0?T(u99sKg0>H50JW|6)KFk};oHM+o6hET^#m_E)Ib?oplknyyPX3C;M< zY^IV7NtV3)YmQ9w^!}}23da<>1)Kb{oRW<7oG2u7dbGli`=FP`>mp>F^vnVP zw%et)bvnWQ4S-<#g5uzOnvui;_Yb!KzHokJ6#wtk$V2+P`ndtQacp>XC6tB0%lw>isr552~T z6+#ySAmi^FLyP{v8|s17|1+G~P;bX}frS_t!iC485cglFfhEa^#%rWo!wcK70d5x1 zcHS$;v0mSml5rrj4}HL&+E5E$R=&ohPImRRPGcZ-gT}}m-mL<*kuy?*U^+A%qwJArlhx)cw;BDnEzLgXAsvs>_bJQV03M{Fx~J zol1`BLuCot@ijo1Ph1m;gaKlu8G|g2SL>Zz)8Z?cHtQM6GEUB0oYqg7~-_@;;paSzGrO@zxX1?JB*PJ}xfPInPypOI z6F(=~üOL8Awf*ZjBQWksz9Q7ZbitWc60QFMB5K4Un`wM<1YGzbtw)F#-$WBhk zc0iKc%p{xHJEyc(@IhH8fbFN`Ao1_`=T?X7#-zh^%;yOp`;4&>P>A$D)c~juyO6GA zFWI849>%A?GrM;#5S(-?>3ee41j|Qep2ro9jv-gwW94id>+}h%=VFB>Zi`zQia)ae zh2R{0CujEa-^F~K@8Z2u)XnkXZq=u@Z#&gTPxYU-ul>O_wIxyX<{-VkvnyJB+rSPb zEjJbes=@5Ly3iId!~h6+Wl!AgH&RIP#Q2x`=X%-eEkCe#1&jUAK}7W0i3H0Cg&-7S z0ED>z>sUP1na!f>#nOyx2ew8$k^E)y&L@m|%VW18uaDK_;>R~0LWltn@=fXLB47Y# z_V^Ydl1sloCB@veb=*t@V!8k!*=g?+U3wZj61&@FS76Dl9obe0A;bV^5Z`|Yt`3O$ z+~i)0PRPw%eec!KUe)3(o{4>A#y@us0&rvfpGOkueNdaT`tmRiK&H?MF#y`6t?#|^ z_TtPAUUZyOy@0laJ+s`vRx8E>KPXUg15-a}B-sLmXQy0eQkoEA0EBq`nf?pET1C1Y z_`WQu;z7>rM1X$sbJ%zRZO30VH<_=yX9@uow<7KNoxTAgvO@?*g=PNO98pRblE8}2 zC(i89l$J=Y-3Hq=*@|rORYKDe_o)Yh6s81VbmVOvscfRTwA zK)(V2)WipE2Za~_VHn5(^>b#Y(7S$#T$!)a^6YBf^G&u!fTMp2V;4K-{Tp(x(G1SG zjR6osxX_thZWLf}WAE>=%>pD@X8F4LG(*V}kFN*Vf3_T=)RDYF_Xi$w+#!S*0KqnJ zpTZGwA2~!y`@S7kZ2+HF&+4aX7pn!IJa>@C{5-tp>cQNjVs!%)LgrVE0T5Dbz0}#) z@2AOvwlllK)ixIvGrcyb7Br7nFO=m&yYuGZr1HnyLHz?;>iKMcUlO?+BAmHDrG3#F zYdu#>rR$#U1m$7?d>N7c=qlXkNClF_H#)OBTKSZ*fc*DXEtf)Swlh`7 zXPu!qb6-HO7b7sfwcy4H735|DnsG>n7ywp?VKAjV)dm|rFkaG$?q-7YcV=HPRNTDU zb^f)@Sel8^CyNHtJa^m2Tt@pz=|Bxp4_ct!7t9ieP55KGyV$b*ICrv>)HuM63p?UY z;m<*(gduYiqXJaEH;m?BJH?rO0zP)4blREn>oVb#^YrnSvmfsZK@#%Rp4;(&d$Jf2 zB~u?hQJ=w4x)qVYxqYvb0ur)XamG;YyiG0bO0#qyB&OWsXfR4J}E#U${t~PP3&-m-z&l&$)^NQk-RT> z0L$LrQ)~c0w&!}+O1@~iElV^O57n0zu%#V(9aZ3N-(~=<6TF(o2(mRAN&2T$?Arz# z&EwdCF#tv&Va7EX=ABc=;pw)B)Zdg$A2@}BN3ZP{W zl1qvGjO~+)M%)#}r7;NZL(KBmz}8%vIfcT>ODO^mJQpMm{>)R4hC5 zIVvhbHJ8Zt_^($#V)hk}91{y620#eD?9FY3T{b|6tH|<bse}k|# zAkk0_em5_L&vwJJtp2aW_F(Pv>;Vd7ta)JhP!QAgTjPV<*gbSLAd&4Kqgn27AR$#5 zAqK#m3HB{Kr|1Z%=9z?oXlL6!WlJ&!6X&nIuKqdA{7AZoCHnN5pmscLebkM(!kcJ& zn;PJZl4WJ?UEm69ERIVR-F3evk>vAIf(=alG7yz+u>+ciq zS|8294haydK21wdx!On;{FeTWe2OmkmaS1ewTcIl5YzaMEoiL376k$;}iE zmovR<9^CFgOcej%pb%mJguQUU%8fX{jWWmqjQ}86tSYqRMv*1;Ywe{ZA8r@Tw5(^+ zKNqM5N~&K7A;bU(iL|0c97(VfBzu~rgLVS48?C;a81@M#*FP7iVe+{h1mMV*0)4M{ z2qDA(2(dblJWjesK=R?$V1Pf>XdXzm*;Xh^cIJ!1kvzK|XGnc$4>rr{NC?5nP>KOC z6oFp)%-asd2c42DEBdMn?VBWyz(QIVb5m6rEF{SE_XGI=bqS~0?G&xxY`ckNjHaczKY`K0{*S82xmqp|&}?7g03SU(ZlV>?`v z4isVlgb;wW4ND5H6cd`lRD=F^{o8p0!xn0Yb=J>cnjs7>^+w{LB9$5+uVtVlm3y}e;1Bv>@ zYM(pso=Y*G?96r=C&m97+U8}{NeqAxPJGJToTPsS3u`}kQ9rGlAJd<3>SVoeWVEND z`z>+ztPG#|MPsM;zg;=tM|T3OK1j5;&)!2aNzdp=hz&q-U4ufu3}AOO077g4t0RG= zxt>{xYds1|zk$sgpq)`v0wLC8HEn}8guuQPN!h?y!~h5(Sfb&OwL0O^V!(iHx&NI! z5SZC6EcEE`}-xV5N`Jpq45yg3NZjeNV?t7g#i-12gKxXJkpp1YQGdja;bvXi=VV|8&^DJW<8ae8O#wM~DFsVgsak4U)j~ zcQOMa$z3d11xOZ+AHtS7|M_^(o@NqfWT22Bz*7LWOz;o`zzUB8Bza!K!q0N&Guo59 z_1!%W!kS=rvzi+=XScgZW0^(c2aT11vkoXelMrkt<-Jlor0_?2%?+KmLiiMt);bRK zRydaA&UTOGetkBW?$Ninixx;Qml4Fo5#MzGbG*{vNiI$#*$S5u^`Bz-kQAU0A6GyY zlIb-9EXf1cUfO#IW0AU9{P%0(} zKwSrLoSvY*im$Q(kUWYKv)$`cZF@;faG5uNl`>prTLZACg4g{m)!yp=zJ#~{X-M-h z0Do+201^*sEFUBwfNWX!Bw(4#)fIQl?eRE%ddsp9M(9|kUjM1FF(c^NFb$}GmR1i0 zhR(W)jt>ZpgbQvgrmG~4C^Y~f&B7B0NUg^DUN})8Sx!p#KAWHU;^3|7fA6h@bI#5e zC&Rg3u@IgG8l1iX+z^*NH`rM2oQz|5JM&<@+MCNpfln4L~q9iI9J>CZtv`|YyjJrZ68oy zX#dNM`e*t({)uS9SbmL2{}58&7Xu&!OYF->vcz0bo*Szmd9jYqi&B+42Vgj8*Bo{h zT>g?ra(Rz{?S^RHmq6v~MZZhNz~%at%D#{|vaXk*Z2(98hvXe?Xnn(naw5b47=eVP zU`1lKA98-r?qapz)Gs$Sn!#|O`gh}%O0iC4;X-j?AjfC8kbueK5VL&I3aW1mOZ>G6 zQ6JCy)jt=N$9O3?228H7Uk?(hp=f+a{Pt$7H(-ITthcPs!~V>20W>cw zko5#Ce~0jmwHE+D;XcmYSOV7u5&{%L?NC3*10TH8yXbvo-mtFdr)L->3HKu{+!mF# zJ>U0lb+PA%+aW9;bbYw>np-cx@H4TmY)2ATF4z0>Jv!C4LKxqbLJWW~58%u@GKm5@ z6(4h46a_t9tVrEY5cRD1w#3=-OFmHsS&}`qV<4f2H4UC@2i_E&*4_Y*_Pb-<-)-k6 z6~YOZ17fbBW{n_SVk!TM?m1xWt1SRH@aP(F2+yJNgQ3L!)>!~h7P0G&qg0XJA{ zGhDd)xU@Fbt-j2&7Hbv^6h4{^LL4}@$>n4FLQ4O|1_-wAWB`O16P~d(>j?PBcuRWc zz{g4uu3Fc~lCXXdmPcoa;R$8?hp2Axz+TVVV(JZgTV?e#S|Nl;e{6MuT==JUk{AG2 zPA~J;^{*iLQCZO4r7r8@ndM~)3}?+tV#)HRTPlS@v*e?SI&*`Yre*naYG92m0p5L< z^4w#YrVDbhR9Ey-*t#9Tn17#LCDX* zyLJ>Vd_H`k*blaM_&TE-$`v_aNGA7$5N?3Qs0M=}!NoBHH1tv8Dap0NXsqMkr3R_HJ{XR zV9x<`zf&N{8_olg4-0t$hF1-u&M{ej?(I>xeS$~Bj`|7Vcx-_}41iSh-#wQAC@Y@K zElj@M`Dl4s8AB47bC|H_!>i~XgGY<_RsY!r&JS^+`x;B!;ugBR7ugeny+AfEZGcQn z8xlKkTVent>F3k+o8OqXlio&1q0(D|7WlL;q%|NPJZwv{z12vdutjZGN9hBfhPHt@ zdm69LP;er|1+QMu9(G)CZdl=~apnY$0gyDxJHpo;dO)WF2uYIVMx0wlSXK`n6j=n* zVl(`@()Q`TH^j?dH@UUfR%HlxAoZ+b0E9qSS$Og;+!tP`#LG|KoF9OTx+jC>{z+r+ z6K{(bw$CSC+q8{?@dp+I>}m#P{bh{%)gZ6k&J`ZM3p*bF3-BjlSz(%Y(VEQzSPU8F^*;?GKl`hU++5P#=T0hpx?sQ|n1s%ZIQ#sjglY^n-PT^|Is#(n4kJT+eZbmJ0`VlE&LRBHtbEO3wUTd=_G$D zr$-1t|5k#C^ZPT-Ku!z7@@OqLRi;=P5bA^yfh=KJi!ovQ>2K+=(aQ4tG=Q3spB|nY z14D})rF{TNu1w#(>MOXg0h|jvgeQA43ReyRYR!WXlfbht^3=r(4E3AsJ$n(7>m|GQ zR7;#+g@e_)&#k|}g@=o5E97*A5CfooZiL8IG?Nh6-!aAB6H&NmxRc+P?%5=A_EzLv zg%AS($?psW1ix2eQz1C&{z#8R8OXXFU(RcQBsLmMXbmY|e&s6FMDd?OCVa4c@X@4` z{E3(MAkE{P(m6vaApn+DP(`xamIOSlY3%iCgJ0hhj7Ub3*j10#Z)Ys@x#ja>+$*dQ zLbw?}QUBrNK|+G>wj~4qMeNwmehYP>{B@02FD?J~ua>`)`-APbdl_B#KXr9bbDv?W z5JE@@5DIT&OU!*724=t2vIL!Wxrqqp*u(UZ!ymC<=%)a9(^Rfjr{JiY%^{kewJbK` z)bE4#6{}y`^_Z9e%ss-~DINe;2qAoi0YG&BUe6C}9)Y0}2I{w3($?a;%?>%L^RRPD z08#&4yu|(^S;G2x#SZiG?`dOH$dY6o6bx$%O6AReTha2N=|uw}TUbJ2i+TUJ*XT)L zd;1OUsr55-09!3^KphyZpH4C`08j|um<)hASXfv_LPtZfUkhJFoFneUdI%dwc+afFf&IRCW8sG(og`@7e;W z_hNZnWEZ2W1NG(hpfvxis}Mr!WQ9K$RsSK}y1=S6A|NblD)!31Z3}26ert+si*0A! z$ge94`T_T_ge=J`p+1zh%SL)TSr!iJe9{PkCK4!*7@)BgQ3&@T9sA}6KnUlT=c@pz zjrl;~aC6L`G!n!P6PO@*)ie7FPe9`%Lv^ApZ4^CHH%OmO>N3wsYqad75c-J5?@yI8 z?Zz}&8ei!@OuSbF+dtbApI(mt4#5(an6wU141imBW#Ybdy;C*}aQh+y+zh;|w#1kB ztW^DB(d#D-H89k*%W?{f%^U&aNdIqoQtE+7Qjc zLhiGt2;e&M1`x>y2qF6C8x4TqTm$#%%uU+a0m@sACl&AGHJYga5I{t`m= z&%7_f@MLlubGwKAssT{j0Lg9gyXnM;|I^YA#{XGlko~t9#ugp%T-!oufg;|AI#!1= z*MMcW2-o8V$VF`;D0> z)i*h1A}S<4te3@Bmu-pZ-?SEG{bTo{f{@%y6flBe7Ryr26L$?ekX#q!sWXqEH`GA0 zX159`)q$}5GBR$s>Qo&YrXG_OLI?=~dX1?6VjUFk6PdX4_hX17jYWrnB-z@5WfCr6 zt^KTuM!T0m{Imh~jp#?xQ}zC7Y=PRJzqtJi&p%KFG%;Pf8}V9w{hzgk!^h5F9YP2( z0HXfK#0Ef2tl$z7A_4pw!G`MmUxekxxfpBqxb0isgn(n6)}GpTf+dcg zNf^n4)+SmXq^D-;WgNkYD06JmcDk1Jp7z-i-LfNkA@5WM}W4lw{iuAksI>i5@GAp4n<&LY@75a;D|T?5a3S=yg= zQELViFYCRJC4AlXy!s~EZ_yLI{6sehn;n40Q@9eC9(2(4O!>et$v$ zt8TY99U2mcg#y^#(EjA7^>{dF^+qE}SZ@GiPNJolkRD6Z8>Rx{IWs__c^9Lq|I62p z<$j@lio9MgJE7yFM+~Mju3EbLYP*^5J_8TXy(I#pJ4OhJaYsV?f~^97Pbc{kFXaau zxa-YwtfT4pTAPkbeZk`s-KhW77Z8B$q6*3Chvs;DxHeRx)aM zBng@B_9=cV3)zH=ONd7fx#E<6Z;x3)j_tLG=LC741g`zf`j}dp|0QmVi-42tzR#S z4{ids<-S4$j{YQJUVovOBo~*{1habc=Gs9>WnOP@+Ft7IKcQ$DR6g=NMbCUoGoCHm z2~|ItkU0TT1;{pBCR|;z_QIlVd#J(wnhN<8Vq~VKi^&q3&Yfgj7t;pU42IV1t#pbzSC^gke}7#5(ezA1#Na4>>wWa* s;zAO0`Wn*v`M&Jgd4TBu5JKqk|A%iaG)dT48UO$Q07*qoM6N<$f&_b09{>OV From 0aff9c3cc5a638208e40f68f23ecadd7201357a3 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Sun, 30 Jun 2024 14:59:23 +0000 Subject: [PATCH 35/41] Feature(MInference): update FAQ --- README.md | 8 ++++---- Transparency_FAQ.md | 6 +++--- 2 files changed, 7 insertions(+), 7 deletions(-) diff --git a/README.md b/README.md index 938c5d4..d2432ce 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@

- vLLM + vLLM

@@ -93,10 +93,10 @@ Firstly, attention is dynamically sparse, a characteristic inherent to the mecha Similar vertical and slash line sparse patterns have been discovered in BERT[1] and multi-modal LLMs[2]. Our analysis of T5's attention patterns, shown in the figure, reveals these patterns persist across different heads, even in bidirectional attention.
[1] SparseBERT: Rethinking the Importance Analysis in Self-Attention, ICML 2021.
[2] LOOK-M: Look-Once Optimization in KV Cache for Efficient Multimodal Long-Context Inference, 2024.
-
+

-

-

Figure 1. The sparse pattern in T5 Encoder.

+

+

Figure 1. The sparse pattern in T5 Encoder.

**Q4: What is the relationship between MInference, SSM, Linear Attention, and Sparse Attention?** diff --git a/Transparency_FAQ.md b/Transparency_FAQ.md index 442cad4..79cc2d9 100644 --- a/Transparency_FAQ.md +++ b/Transparency_FAQ.md @@ -41,10 +41,10 @@ Firstly, attention is dynamically sparse, a characteristic inherent to the mecha Similar vertical and slash line sparse patterns have been discovered in BERT[1] and multi-modal LLMs[2]. Our analysis of T5's attention patterns, shown in the figure, reveals these patterns persist across different heads, even in bidirectional attention.
[1] SparseBERT: Rethinking the Importance Analysis in Self-Attention, ICML 2021.
[2] LOOK-M: Look-Once Optimization in KV Cache for Efficient Multimodal Long-Context Inference, 2024.
-
+

-

-

Figure 1. The sparse pattern in T5 Encoder.

+

+

Figure 1. The sparse pattern in T5 Encoder.

## What is the relationship between MInference, SSM, Linear Attention, and Sparse Attention? From fbfd9fb3e07f4efb29beaba5048e8fc476b6ef04 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Mon, 1 Jul 2024 08:57:09 +0000 Subject: [PATCH 36/41] Feature(MInference): update the pip release script, logo, and copyright --- .github/workflows/release.yml | 141 +++++++++++++++---- .github/workflows/scripts/build.sh | 19 +++ .github/workflows/scripts/create_release.js | 20 +++ .github/workflows/scripts/cuda-install.sh | 23 +++ .github/workflows/scripts/env.sh | 56 ++++++++ .github/workflows/scripts/pytorch-install.sh | 15 ++ README.md | 11 +- images/MInference_logo.png | Bin 437007 -> 437799 bytes minference/modules/inf_llm.py | 1 + minference/modules/snap_kv.py | 1 + setup.py | 42 +++++- 11 files changed, 297 insertions(+), 32 deletions(-) create mode 100644 .github/workflows/scripts/build.sh create mode 100644 .github/workflows/scripts/create_release.js create mode 100644 .github/workflows/scripts/cuda-install.sh create mode 100644 .github/workflows/scripts/env.sh create mode 100644 .github/workflows/scripts/pytorch-install.sh diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index 39e20c9..506b20e 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -2,45 +2,128 @@ # Conda-forge bot will pick up new PyPI version and automatically create new version # For more information see: https://help.github.com/en/actions/language-and-framework-guides/using-python-with-github-actions#publishing-to-package-registries -name: release -run-name: Release MInference by @${{ github.actor }} +name: Release on: - release: - types: [published] -permissions: {} + push: + tags: + - v* + +# Needed to create release and upload assets +permissions: + contents: write jobs: - deploy: + release: + # Retrieve tag and create release + name: Create Release + runs-on: ubuntu-latest + outputs: + upload_url: ${{ steps.create_release.outputs.upload_url }} + steps: + - name: Checkout + uses: actions/checkout@v4 + + - name: Extract branch info + shell: bash + run: | + echo "release_tag=${GITHUB_REF#refs/*/}" >> $GITHUB_ENV + + - name: Create Release + id: create_release + uses: "actions/github-script@v6" + env: + RELEASE_TAG: ${{ env.release_tag }} + with: + github-token: "${{ secrets.GITHUB_TOKEN }}" + script: | + const script = require('.github/workflows/scripts/create_release.js') + await script(github, context, core) + + wheel: + name: Build Wheel + runs-on: ${{ matrix.os }} + needs: release + strategy: + fail-fast: false matrix: - os: ['ubuntu-latest'] - python-version: ["3.10"] - runs-on: ${{ matrix.os }} - environment: - name: pypi - url: https://pypi.org/project/minference/ - permissions: - id-token: write + os: ['ubuntu-20.04'] + python-version: ['3.8', '3.9', '3.10', '3.11'] + pytorch-version: ['2.3.0'] # Must be the most recent version that meets requirements-cuda.txt. + cuda-version: ['11.8', '12.1'] + steps: - name: Checkout - uses: actions/checkout@v3 - - name: Set up Python ${{ matrix.python-version }} - uses: actions/setup-python@v5 + uses: actions/checkout@v4 + + - name: Setup ccache + uses: hendrikmuhs/ccache-action@v1.2 with: - python-version: ${{ matrix.python-version }} + create-symlink: true + key: ${{ github.job }}-${{ matrix.python-version }}-${{ matrix.cuda-version }} + + - name: Set up Linux Env + if: ${{ runner.os == 'Linux' }} + run: | + bash -x .github/workflows/scripts/env.sh + + - name: Set up Python + uses: actions/setup-python@v4 + with: + python-version: ${{ matrix.python-version }} + + - name: Install CUDA ${{ matrix.cuda-version }} + run: | + bash -x .github/workflows/scripts/cuda-install.sh ${{ matrix.cuda-version }} ${{ matrix.os }} - - name: Install from source - # This is required for the pre-commit tests - shell: pwsh - run: pip install . + - name: Install PyTorch ${{ matrix.pytorch-version }} with CUDA ${{ matrix.cuda-version }} + run: | + bash -x .github/workflows/scripts/pytorch-install.sh ${{ matrix.python-version }} ${{ matrix.pytorch-version }} ${{ matrix.cuda-version }} - - name: Build - shell: pwsh + - name: Build wheel + shell: bash + env: + CMAKE_BUILD_TYPE: Release # do not compile with debug symbol to reduce wheel size run: | - pip install twine wheel - python setup.py sdist bdist_wheel - - name: Publish package distributions to PyPI - uses: pypa/gh-action-pypi-publish@release/v1 + bash -x .github/workflows/scripts/build.sh ${{ matrix.python-version }} ${{ matrix.cuda-version }} + wheel_name=$(ls dist/*whl | xargs -n 1 basename) + asset_name=${wheel_name//"linux"/"manylinux1"} + echo "wheel_name=${wheel_name}" >> $GITHUB_ENV + echo "asset_name=${asset_name}" >> $GITHUB_ENV + + - name: Upload Release Asset + uses: actions/upload-release-asset@v1 + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} with: - print-hash: true + upload_url: ${{ needs.release.outputs.upload_url }} + asset_path: ./dist/${{ env.wheel_name }} + asset_name: ${{ env.asset_name }} + asset_content_type: application/* + - name: Store the distribution packages + uses: actions/upload-artifact@v4 + with: + name: ${{ env.asset_name }} + path: ./dist/${{ env.wheel_name }} + + publish-to-pypi: + name: >- + Publish Python 🐍 distribution 📦 to PyPI + if: startsWith(github.ref, 'refs/tags/') # only publish to PyPI on tag pushes + needs: wheel + runs-on: ubuntu-latest + permissions: + id-token: write # IMPORTANT: mandatory for trusted publishing + + steps: + - name: Download all the dists + uses: actions/download-artifact@v4 + with: + path: dist/ + - name: Pick the whl files + run: for file in dist/*;do mv $file ${file}1; done && cp dist/*/*.whl dist/ && rm -rf dist/*.whl1 + - name: Display structure of downloaded files + run: ls -R dist/ + - name: Publish distribution 📦 to PyPI + uses: pypa/gh-action-pypi-publish@release/v1 diff --git a/.github/workflows/scripts/build.sh b/.github/workflows/scripts/build.sh new file mode 100644 index 0000000..43b6ee4 --- /dev/null +++ b/.github/workflows/scripts/build.sh @@ -0,0 +1,19 @@ +#!/bin/bash + +python_executable=python$1 +cuda_home=/usr/local/cuda-$2 + +# Update paths +PATH=${cuda_home}/bin:$PATH +LD_LIBRARY_PATH=${cuda_home}/lib64:$LD_LIBRARY_PATH + +# Install requirements +$python_executable -m pip install wheel packaging +$python_executable -m pip install flash_attn triton + +# Limit the number of parallel jobs to avoid OOM +export MAX_JOBS=1 +# Make sure release wheels are built for the following architectures +export TORCH_CUDA_ARCH_LIST="7.0 7.5 8.0 8.6 8.9 9.0+PTX" +# Build +$python_executable setup.py bdist_wheel --dist-dir=dist diff --git a/.github/workflows/scripts/create_release.js b/.github/workflows/scripts/create_release.js new file mode 100644 index 0000000..d48cc06 --- /dev/null +++ b/.github/workflows/scripts/create_release.js @@ -0,0 +1,20 @@ +// Uses Github's API to create the release and wait for result. +// We use a JS script since github CLI doesn't provide a way to wait for the release's creation and returns immediately. + +module.exports = async (github, context, core) => { + try { + const response = await github.rest.repos.createRelease({ + draft: false, + generate_release_notes: true, + name: process.env.RELEASE_TAG, + owner: context.repo.owner, + prerelease: true, + repo: context.repo.repo, + tag_name: process.env.RELEASE_TAG, + }); + + core.setOutput('upload_url', response.data.upload_url); + } catch (error) { + core.setFailed(error.message); + } +} diff --git a/.github/workflows/scripts/cuda-install.sh b/.github/workflows/scripts/cuda-install.sh new file mode 100644 index 0000000..312c6e8 --- /dev/null +++ b/.github/workflows/scripts/cuda-install.sh @@ -0,0 +1,23 @@ +#!/bin/bash + +# Replace '.' with '-' ex: 11.8 -> 11-8 +cuda_version=$(echo $1 | tr "." "-") +# Removes '-' and '.' ex: ubuntu-20.04 -> ubuntu2004 +OS=$(echo $2 | tr -d ".\-") + +# Installs CUDA +wget -nv https://developer.download.nvidia.com/compute/cuda/repos/${OS}/x86_64/cuda-keyring_1.1-1_all.deb +sudo dpkg -i cuda-keyring_1.1-1_all.deb +rm cuda-keyring_1.1-1_all.deb +sudo apt -qq update +sudo apt -y install cuda-${cuda_version} cuda-nvcc-${cuda_version} cuda-libraries-dev-${cuda_version} +sudo apt clean + +# Test nvcc +PATH=/usr/local/cuda-$1/bin:${PATH} +nvcc --version + +# Log gcc, g++, c++ versions +gcc --version +g++ --version +c++ --version diff --git a/.github/workflows/scripts/env.sh b/.github/workflows/scripts/env.sh new file mode 100644 index 0000000..d7baaec --- /dev/null +++ b/.github/workflows/scripts/env.sh @@ -0,0 +1,56 @@ +#!/bin/bash + +# This file installs common linux environment tools + +export LANG C.UTF-8 + +# python_version=$1 + +sudo apt-get update && \ +sudo apt-get install -y --no-install-recommends \ + software-properties-common \ + +sudo apt-get install -y --no-install-recommends \ + build-essential \ + apt-utils \ + ca-certificates \ + wget \ + git \ + vim \ + libssl-dev \ + curl \ + unzip \ + unrar \ + cmake \ + net-tools \ + sudo \ + autotools-dev \ + rsync \ + jq \ + openssh-server \ + tmux \ + screen \ + htop \ + pdsh \ + openssh-client \ + lshw \ + dmidecode \ + util-linux \ + automake \ + autoconf \ + libtool \ + net-tools \ + pciutils \ + libpci-dev \ + libaio-dev \ + libcap2 \ + libtinfo5 \ + fakeroot \ + devscripts \ + debhelper \ + nfs-common + +# Remove github bloat files to free up disk space +sudo rm -rf "/usr/local/share/boost" +sudo rm -rf "$AGENT_TOOLSDIRECTORY" +sudo rm -rf "/usr/share/dotnet" diff --git a/.github/workflows/scripts/pytorch-install.sh b/.github/workflows/scripts/pytorch-install.sh new file mode 100644 index 0000000..dfc1851 --- /dev/null +++ b/.github/workflows/scripts/pytorch-install.sh @@ -0,0 +1,15 @@ +#!/bin/bash + +python_executable=python$1 +pytorch_version=$2 +cuda_version=$3 + +# Install torch +$python_executable -m pip install numpy pyyaml scipy ipython mkl mkl-include ninja cython typing pandas typing-extensions dataclasses setuptools && conda clean -ya +$python_executable -m pip install torch==${pytorch_version}+cu${cuda_version//./} --extra-index-url https://download.pytorch.org/whl/cu${cuda_version//./} + +# Print version information +$python_executable --version +$python_executable -c "import torch; print('PyTorch:', torch.__version__)" +$python_executable -c "import torch; print('CUDA:', torch.version.cuda)" +$python_executable -c "from torch.utils import cpp_extension; print (cpp_extension.CUDA_HOME)" diff --git a/README.md b/README.md index d2432ce..f0d2e3e 100644 --- a/README.md +++ b/README.md @@ -7,7 +7,7 @@

MInference: Million-Tokens Prompt Inference for Long-context LLMs

- | Project Page | + | Project Page | Paper | HF Demo |

@@ -74,6 +74,15 @@ llm = LLM(model_name, max_num_seqs=1, enforce_eager=True, max_model_len=128000) outputs = llm.generate(prompts, sampling_params) ``` +using only the kernel, +```python +from minference import vertical_slash_sparse_attention, block_sparse_attention, streaming_forward + +attntion_outputs = vertical_slash_sparse_attention(q, k, v, vertical_topk, slash) +attntion_outputs = block_sparse_attention(q, k, v, topk) +attntion_outputs = streaming_forward(q, k, v, init_num, local_window_num) +``` + ## FAQ For more insights and answers, visit our [FAQ section](./Transparency_FAQ.md). diff --git a/images/MInference_logo.png b/images/MInference_logo.png index a192df27188b6b4f16b0e436891d313642bd35eb..857dcefb806ae9c58b13b984b256d89a6f894793 100644 GIT binary patch literal 437799 zcmV*oKu5ocP)g1{vfvz~BTDAP_KOFhUX_Bs7>G5Kh2g7TySC zu|@(3K0pYB1PED!ylGm#rEYci_5PNxjQ5|(#hO@Er!vn;SD95e-nH({tdr-&2_HN5 zeq(Qa<};uE1aJkgLJ0zl0So|O62PVF<$Exg3Wx+k`?N4skW}M0Rc0sMZvcb=K%LW; z>g7iglFIiGC?m2S25hHxz^R4|5?w$*01QOh!7e8%nNBbUyImK;Wz2#w`f0s7FQ*kc+*h4P+daM)?DAd0Yp;uraGSZR z-Q4H4omuHJu`~|qm9tzgB6b{$PT#O&jXIAt>n2biW+R01m_QN|wIQjeaUC7$6_OAl z0aSBduZO@;kzq*|ercy?OLtk2>kyLvQmkLTydY_{!`iBQ1XG+2r;4asmSRqUI zm9JsS_PxtL-twa2==UG$Fy`#F`#r0keoz9}(eu%!{Z*PX%X%4=`w{BB;@zem6sd-A ztlLi`wn3fqX+$Neb*0s|0N1%seXoJ;ZZBW1_ZToLr(L~fRE`r#+i0Jbp*n4r{_gsk zBs|Oos(xO}zd4liAW(TuKmovGp+_@-hr7VLZRc>;d8{wPg8|i;`)sv&uGal+_wue- zAG9XDnBI=DMMs!w*a_G?IW!rKPLQG9g zbL7}jE<3Q7KYH0Kx%q()=G>VxL`RUZBSwG`V1pf*o}OW5W+yLsEoIZVu8?L*a-~R32;r0#4sxz4T^d zApF-m2mz_}9Z3{`5t7)sbC%zJ@o)31zxXSy`Y0L&wmEzDJXc(Kh?l?O<=po^_uReBedW@Z6~uE;W@hk?Lo z;V#>eF+oNay#%6Y;!$&5-0^N{9Cue<62&%PbV)b1`-yAS<_x{)yq z=|Uem7lD=T&>$4^ZX>0nG_@h&%$5Dhke)GEMkrk+Br*{u3WNy~ga#mX?%K`#{2agZ z%fGKIi)>2>i$o|0ok-g3I>rXQjCU5@2l8Y)1C(yNu6#?sGiv1<&UByJD9sT z$Ls&$^<4g4-^K3Tds&=cLXN~HEi%u-!UD$ZoSh{$Bdg6wdcO!kD2S!yW#WIm1F7v$ zbE(I8M*~=BN0c#DB$?rJ1kzI;y6_|_P~|CSoihn*9S2{-RVI7Q7i|rah^rKks!#|i z8=*(CiPC`Y^H54<1oA*cGj}Tu3b5Mb%XA0zVPIDm?cxEqivbP5u4e45zF`()h76Bu z2DCN%U`9qJcH}xW&@z!(~}s-JUwB3~k{& zy5dly*(7Ay%dXO6hd#WedHl$~7IwF5p*yah85#L>v&$!iwf)to-n2BliTWXLoh~SF z&n@9Lm$b&hFJd3_effZa@H)D^0rj93ROy=#t|5#`05H8{2eUh7`JF%fUHJ)OM90*;0vjZ;va-UFBX{wGKkx#c{I#iU0~=6!0Md5@AvBnuyU4`E z1mE+V?_*`P$uIrvFR{AX2M!$MKX18(?|NHz)5601J(AnI6@V z-Q}&d7jm+v3$VI|C|?-BBQnK>k`Om20#nMQ zdz@6X2^AoEK~NZ|Ni`djGLj;k4sN64kQC@1q&JwXgS#UV#u$fPx7Fows5$;)O=3!@uv3(?A_?31 zKtM)DronV=m$ElY|C}KuW{8K}o20dl0qVi)KGzc`w9b!YvtE+rutw_w?0A5&v(%y1 z+}B7JWvFJ{8dP!F^=)4g*q{*DIkS@weDDMO{_p)BJEo_ZoSdZDY?hM|U~|{qck_fN zJb~|j?hgPkKQ~WN6xcDz5#D%pm((J+oI8IO1kZc!^O%{O;-`P=XE<@@1eYH=$kNIx z!Wd(l7~$~YtN83~xAFWRcs?)r{g-m%jW=@i=n-O!gdzZdy&=ik?PLyvG0~>5u#9bN zBSdUQ04_VYABBR|)zwzsqa%(@R+}qaw*MfrJ7<9=B4QPY2yQYtIl=k!7r6b7+gtSm z#?h^`kcfg9&92?MnV6VprHAMWjcyFXc8?ud=@9|0?3ms(!BJfcnciqZ-SnN8JCThv zUYcvs&j!KUWCIWe+#F#*r<}Z{U5l$@7^X4_&o-#z6qOjRPRZc*&fIW^#X@Ou8NN7Q zcI4;LZp5ocsLNbbX#}V8vbrJfl1DoKWgW1jEn4px8R61qjaYyNS^gZF$D^LGGcqz` z&yHmo1rI?8bsN$(;NIvYPRWqIQmG55zOGG{L^Z?-($qzUkthRYr-NfJTL{q53YV7` zRm_z}(umsMfV$p`+wSANp&~>`M#d<^Z3){T5CO|oV|y%FJGN_t-ctv!hrT2Z$#_#5 z$f<5E+-n|9g6ij9{ZLudL9AAnI}g(}e&v5GWX|B8WT5KostidugBaO)kjvqh4uH8HN zsTckv2M!$I^r=&8$tm`R42E>gAW=|o?(A9Ou2r7-tY@=(&u)I~g+Ip8V@Ei2`4ufv zN^BZzY!gD@@Zqbu_12H`oaa27-}jhcJJ9sQ4}qYG1EH=5Usx_C#U%2r#{gN1$FtM%Zc#}MF1-xU}9pD&);ze z=gypEc4h{JfTIZ#NC;sY0qH-r-GN6@A|W;C2)FsR^%K&FgiMAUBR?PP&hTdKc*Vxh2xg9qj0}5| zWcN%s%+@af-g*khjEpSUMG^wTLueZ@-6;KSl}S5Vw|SDlYbPI-V$63D22@_B5!C<< zU&0=QcOPTN^4xBfpC@i&_-VJvZ=f1RQt4f(oEaHyL>hM{?<$v8h%!_yc1hS~VsZj0@CSeRhrH|E@8;TTucZ+Rnz4xu7TAUe z#YAX@61p&VfuH>TALkJde-szaUm(Uv2w|NiQWd&Q5P?E)?)(L8@r~c~%}h>B@PZ%w zUwrnq&vM;$H&7ITmDLqw6Ppng1=n124WInfCwca>pUv<5&TsRmM?IQTr%tl8v_w%9 zwY=kb&Hq9e5CUQ}MbMfKwP)|1R$VQxthB;Z$smb6d-ibm-FNZUx4o4IKj>zP#sqE} z2|`g2Lc!;5`yA)bpJRGznn1vcfDl4}fN1yJw;Fwh9qE6RDGQBTf00tf)YlI*w0g}l zgSW4(Mu27ez%-J^w3Aoo!8Ve{ zczPSpO7&*XT1`8=eMP)tlVkl;;kd?QbP+BdO#&mPX6J=+SSG&MQN($XTI`P8Rc`I_D_0TO|L z6xPg@TGOWtsDGl24F(vJK}mqshj8a{W?l~8IHiCTIiNoQonyD7_KN6M%mnvO4${vs1yGBQC5 z4|08U#dWpu_+mgqE~JL4drDrWwaL0MlaVoy@ol#WljEcSBhU?u*Yfo=0)mJ8OKs3o%<<#LXvQW0jz$t%H(xrYvVo9I z(-B1@6$pa^wrOGjrYEMDoSZh^<{#hidcN!1pUM2hBm^-vy@PY- zPIKFBp9Rqh)6|S6*eD1If(n8HvfGTZa^P?0{%2T48@-{vQV1wEcMLN41R+ZZlp|-BQ0>HosBGOhhRB6+OngI7H z{!|le`iDvz;YfliavFPV4FRE))=*&Z$ogzPL7WllkJR#*Xft<(4x2VphO^f&0BM9L zyfZQ~GO}|=dl37GjEsy710H)X!1ZlnCf&ci7J!V5vQ8sy_m3@Hqh({Cu0haRDZ zK26!neFtPHQ;){pF>!se%t+v5r-1ZbXh5=s`{>WU1iQ0FE3diEZ=ySdQj=AC?sob< z%=O6W4G=f9#|WjHEYP}fBLE`;K`C97tbnSb$GCi8)-eDescgdvAd7(hi}*3g-~RpI z@cMsxJy%?DCB%qgDvOi|JFBZJoIQ7z=Y8+@^Tl8MSQh3k5F{J|*l9kpL3KNdQ(Yp8 zBCxQq$V&4h54rgv{OKS43E%!*-_FNxy_I|3``#_G%W)7x}|K z`Xe6u=*M!O8}G-Nvu6nst1C?w78U>yfuLq;6qFcJ5+)IQx*-`i7zNbjoNBs8hR2Q) zWB~?AHBTpMGjq5N+EO^v+txkC91ufu-doPMtZ*{qB2zUiy14<@=xi{e1l6ALpL;yl0Cnv$C=ZK+}yk6WMK@f4ZY+DcDYvxh&Ww!*&}gdI~!=# zzfrfQLOie@3LewYx&q?nz2DS;Dq783R>%`QAcsJxf4W0j^Id@Lj;|A)nS@g6yJ-nb zxl}K6n(NPW8dW$kjUr8@df6f#Uqr@M+AvDO0Pbf@xd#`@u1g_poA2_h6DdR05VJf0#x9*!AVkI*{5u zCqVU9bvYZnGe#caee~LO*Cgu(Y?sJfsvT-t^|rsbLTT+%S-L8&+}{-F-a~SjI?#wI z2d>aXh9}(nqfeFhchbobzAFF_gM5n+nvf$_AH}8FH0I?R~FzAM&qlW z6hq(I6t3d$5N^RD}t^4QaE;2hi!w8@XXasjAH#Lfa)uuUp`Zy1L$QSV!fA;4*>sim@Lm&Py*Is)K zAq1MuNC29vO^Qar{sa5@+rR&N9`dk<^4;I{EavAISXo(SqA{_~KTk~b69W=5I2s9D zfE|c73TyKg9f>vwBtRg9ZKftC*|lpYZ}{hb;^|NSChmLR`_WuoZRNAMvWg^-L7+7i z6Ovun%I_eIEZ4o#1GskS-{KhM^boNVo_BJX{&H zB7A_i*#6mDm@uNTCClV+a&aUfvLp@f;Gj}|#@1RZz+=39m%+mt*}}Cw1*q=|v^|it z+yj|gXp?)L>Ul^K*h1@U%mLxrby40-NB{z->ynU#B&Mf!@P#|?{Jzli8UW<}P03mwxe=x$^QW z`0B6z8ty)F7tPqD2*o;y(||BBg<3)wqbOV$A+Rw3MnOmcT((CQTm2 z_v^R-G$^+r9zwl%t8bDshTnwSn80n!kl+12|j zwY%4V%2&pYEHiGp5|5wG$62@3y~7OGMRYlO^ezq`zJ`~)^kqEn`QOhw-ti8uz2;g7YLR3>#Ax>K-_M}?0c#v;E#z0TW#GR*cxMn+Z>+w1iZ9wYf$ zmEHkt(>;t3_28Pi1CN10MPy_QpO7k$!F~1Jp2D2i^}IKg({mMZtvl9|RZ0a^5yoAm z*H{8m8)npSjq4f%Q?a}BfFv?9y0T>$(0GQBw_WPmLUo36KDeV^%dQHqG9tmHusjeq zr7Z-w>omNnD^b$P4$5xha%oX192Tl+c2Y{OYf`=qQY|}`4In~MaQp4I^ZI{$J-c@8 zVP?lni@bp$JqI$ad(U4u-|{x|{O@}nS6zE8=g*y{HoV?;?WA6^Sc48W=^_-w7&&_U zZm#~nWSQT88Q=D8|AP;I@FQG%-L-^91DX+R6bi1p{#x$*!ks+-2Y!G*_=7*--uJpU zcON-|4WLw1fn&;Sbdx~97GP`vAYgTMmFbxs%;BB95&Dp!(S*HwQQfY$}FZka$* zjs7E~(n?;%N$uv$062S**@6zA zGBWxPS6SZ}ytz=Hr|^`gd>ue4Yn46#D*wJI0J9mzWi3wJkD=aK6(rm7B#g&Ko@n^n}@A>ZUVdt*d z7HKAg!2J9iyLav3=YQ_!Sy)(PVsZlPR80bG=H}*@n3`f`HR9Mzwrh;NwmxEvrTS@X z7uV^MHb)?J0J)mAZ2>Bc+LYh^B1CztPRDyh{XiotqNKIt43s`0ecyJ_0K$oc3Sx&k zgz^eCPDprQMl7|7oNGWM@!u;XO1ZGzk#Le0jR9mAA#JbI9+K+)W;0}Dl>74~>fYLb z0bPRr%C*fx{CF&tf*HDGgQjM?pvFX-XEH{xRUB(%WJ8%59ehcJw3RdfLZExrG3M@` z?X4q~X=F;U0CgbExVMns%Hv}=_6ZN51FP(j-0gK@wo^J(- zy*tIGHAM(SH#vFg7&qSMe!Td1f0yrh&i8QJZMSjV_1B|9XcgkBX-qV@`s!_VR4@0$Bt1H6WFxKJJ=jPd?k%WgV>CKFiyq96cZCIlFWq*7jOgs zBXB+9b}j0XMnHvdw?d>1Qu=i$ZU;4_U0vvEadl-V2?H7frHU$r58IU|)TOO!K$8S` z`xpc?2ql41yW+7oSPQU(Z3MXPc?|W?i%J@b7A&QzHrmo|bzrW2_+|JE2zMD8y0rF;i3bB? zQ-wZBl$k7(;SO>bAP?bv-cU|fZSh86QG(TlpzdwT;8xFV(jVNW@sw-|wTEt9VvYN% z8%cRW-2RKgT0Og6i|i@^MC@_yFZC^wl7jpWQ|IiJQIbnBhW{bgOK)YbwG22^d+HvmFy4>_i^BtbMqqXEF%-tjg*@##;p zd(U2)F=CsL#4wBqK^SxP+*zLf^-trG4}T;V&!3~|NTC3@&06OaarGPb2> zKyQk%tb7_$G9YXKqk-wOyoqzDhpe{~-~sIw)Y%*KCW>;|Hk^@!_%UohwYkAn8P-Ur z_|YRBkiinkPi{SqJL4mJ5MKyGWS?ZRzl#ebnQq-)46y zntJfM2iHhl1`l=@;z8>F-dGjR0>I9R1};#eVQw;Jj^q`_1i#VX>plQ1fmTeLBtzWE`o&`RI^%x7}jXK&;3D-IKa025=A$*Bnr?mxh(&>)mEJzKXIb< zy(kKbP$YW@#!mWd<5UooiYH+kh?F+b7`wW18+DiOG9!5O)2O;vc=x{$sGCW|>qrCc zO0{mc+nfuC`50eCJJ)v$rVXEysDt(sDZ&P6*gG|K`J2Whtc`06OiJ0t?#+!}de+@l zsf9@K^yCgXS9uLWfZNu6n^^9ltc1q^J%p`toBB}Cr&Vl?I^5Tg=lksbG8;wW=udt+ zy}o?WTe6-rc}9RoSYPGS7~36^2IOVNWQ<0n%+@zEX2{6Mla@!5M>~;a`au2o-=lWf zK6>3!g$_Z(?{^s)9#3J-20D88ABtR8Jug^5Y^%c(fIMEykqihttbKn~x*o8H1!JqO zt~NV!?r|S$o2?HGhEy{8m=V=&BBA;umOf;m3<2J@`8F`T{$ZQc4>w78u`%VXhz%&w zSW2);c~spRb?FPJT$>0CG-E^x7?_*8$gva0TOpW&L^R0heh?C@uB@~|6g}fx{s%YR zbbl7-=c!kz0-3Zw6OM7MhaDSBsL!TR2rY8TsnaL9?~OO{qd)qi{Me8EICFCsTHbPE zj7Sip2@(em9AtWCmN&fd4X7|L`Q6{=vdb>x^tm$x1Olas1A$2%mx6>>o18jz3Oj-! zHk(945dsqvlLWw+a-UqMxHZYMOjT3YvFdt2}0w@=@j5$ZBf+WWlq-;`+7?X zezv*QX>gy@`NA&@yKpC;Lv9wjruTt4MhiFOfb@|j?IWMT94r0x^D&HfirhzB` zuCeB-{2tuHeCGkIH5!q5N7!sizn8S7tXZR1BdhzaB$w5{xI#}np!?+NP)eqJp8%^j zS;G)QDCZXg5FLRgP=M>nKO&`v2Qj}#0Ng`okT$BXRR6Yzq>~d+?;xJ7(w;jR*ZSivR&(D^&#(DRqMPkCZUbY9#s(r(SY0RTZN;`*A-b0M^Q#B5fh|#pGA=QrR@rEjkugjbY=*m^ zO6)SJP6fE1b*nBpRJ|z*MLExe+MyMUp+tsL`lP7H+aN>Cd7v_bZLrD6$nco#X*8yc z&hi{M61XDL_*VBD<3Xn(61ugihIDV$+Eos7SnnMcARrF>kiDJC(Osu85ZVw++t6OM zR_|(sbO}K1>rVz$zxfr!jC<-@x17{SFQvyaEtf=K%+W7KvtQd6BPu@{_sG zjW=@k+}R}Clxk+}1uNw>I)Xt82oVA_iU!e5qF0H{2nf?(IJHnTSYBRY_pZI%`(F3v zP5<&nR^4osH#QSt2U?+$n3$MiW@eT*zxmC4(>Hz-v%7Y3{=#`e5Rw2PDUpy2U}99+ z>Lb;#GgkAmT(Pd$)xEq?H|B{9#*8Cu56Dn!K()eE~6v!R#JzP?`nUFR)bK$s;g(D?ujyzh9-*GAh9i=I(09B!FK8~ z>nNYF zqng>P_S~gXp4%C+z|keWZSDMvGPKb6^$H${sKi{grix6?PzRo?gzK z`55`EiEz6$TdwfX)}41uyN%ZsnGzg&4w+~7Q<0%oWt;j?9X_|zkz}N9Eua!0W~OIY zm|x)UU-x%RC@?)WjaOqSD~(3r_^H#}aQ!{_x~G0U2v$~BlBYbial)6r6AjH~Bot!L zp4}}^HX96J;DR_0XUuJSK`WZ3)GyOECyF6s5nw zZj-pTzzU--NH!Yks#f3SF(7Z+0YoXV)!`wGUkU8~D_Pxglm$Xb2EirbZtVmGGNe>` zg@&l~QQ1u->MAWsLkUN-X^4hR8iyI$;+x!ztn~4y2}nb)_l!(Vu{$Wly_HB)8F@WX z{T)j=M9p?ahQ#op$}mfkNGMnjg*IO69M--@u?wZSJLpNgHNpbR}5jQINSpS zs^JaaVUL+lZ;6aC7Cj`e#%14|q3ZE&SM3k#wx*9BzxvBpGu4=4a(bF(vxy7``RpUO5=^EiRA*)lLXXO1pBQGSz;O>mvwg)St z8*Bpx!q5y7k}E^T58tDitCJ#hMrFE0UH}^3{3Scj7Ce~X(Wuxw z!XWJ0Qn!;H^04n>DP|7+1;l9fwVzbHAj!EX`=J?CMel@GhtL&JX zp}E>5-IhWKojQGr8?L*ar+vdW0I;~2yvYDWk@DzdsfsZ&F)_*By?a?%UgACPc{l(5 zwzvMD&-ZZ0?YDF4dld>o5hxl3 z7(_^^SNEp!Z=xr7O}}<$Ymz%p77gk`Ag_&iWqZ>YWg1DCx_YNiB-+D+T7=X=K-8Mf zo*_mB8>CU6EFM0^O&v}VNWHg|-J87QK?@M+rV6r*$_Fy!db&4v*EW(yYSeSrwXH21 zD_x8)GBk9`U55Lj2wn3BhMGADTRzbGF0<-U5a64GIGD) zQgVG3K?P`3VJ|XSNr1b(SxDnpWYIHJw@OU!&^UVR-0lRJ41+Yv*2?fU;G&Lv6RA<^ zMg(}s&81`kM;*#942i>lHe6FumPNWGto2cK0%|n);Je?+``-TncJJN|Qo29s5m;VX zVR3nhulmX-bHfeyVSesB5`f#1@{Dne?A*1R9XodLv0FaMEC1+~{M(!VjZ>%3Fj-8r zt{*sXfKUWt)7TNa$=t<@y#E6q;6MK3y}b6X|C%59p&#Z;zVypjn7hFF3+E|{fZZYN zrv(Cl7>#XCoH)T1R~+W|Ui|y)`NAFKI$w$IK5_o{nzX4uP*;C5MTlc>RLvVw5I)R znA$N7HvjPY*K_Xdd9J$ZN}8*ysp*uSICpW5tFFG5r+m#*!I6t|tuRTcpAnJ-WQY;K z?B9O?BwqTmm-3RA|30Troo06DPOdm`2vHz}1hE-$vq{rU0%CS{hF!aNx5z8+fB*aW zu4jHHzxWHk#Q%84x3RRm#PaeoL80Vb(f}Bh${#?Hy00E z4%yOoZ}B*v9#`70yL1uofZ~KXabJ_XzUDs+$R2r{i77V}zd-m+*ip#IUHqGT#jEOQdO(X&U zCSowexXMJM!4216&ygcX`0*eAab|W*^L5|wG)^8rPO}-2NWkkTQK|n5C_=!7WaOM3tS5 zIQ@@?GIhp|vU`KtC^PJYFlNy3ur2ZG*27G_T&B8FpNqFfV3tu2c@RL)4E(;J0rwOa zAOr65)PADMl}jkL8`8q5p*cJEn6e-QBw`%cWnz>)^ho>V>3EET5mbi-$wrF|ZBs*L zHo|5oyJQ{^^IwQEj7KYLWq33SI@<%44>B@xf67NSMhgROL&6jZVcoqE2yK+|u_mcg z10spKi+T(_>x#u&M|s6|ANmE= zd{!Vv0%-&UfQ$@RM9~;MG7M-42beT~y`;fgM!+$kp@j4k;8B)HB3)cNo=pJPYaao| zOifJz@TPzL7w)|K3tV}{6~t&lP}=?kP!LPYi|o5>FJJZLUqMk!u&{WRq6j3c4Rs{U zW&8KDw6w_odcg~L)nC1eE3Q1;BBCrWFQeq~4LcI;R8k40lDEh((UC)k4spj9?%)v9SMqwf(sWeu&}tmP4~Nr2i*Sw#AcHs6xc=~0C4u~ zSuW1a5kkNQP_6gilCz_cqd_ISX&V`DNZlH&3~GTakf{Ty%hTk7APsF69(~+&1A&o2 zeYxBlitsL}@ApcsH7X>H$tK(>Kd48Snl7a%3AG_rq-*MGZjgl3{=E!5m{gzrL4W}Z zmE!<|jRm&LPSfg^Pl@UXYwK5A&NqwJjU!jodDzyTWO4v^wJ{iMA9tdg4M`&-1?4sq z5KHb%w>goZ8Y zWvtc-8F1E{vM}2V8j~jKJsXZ5{v2ws-QUsbx+W(Z zQ+-(4O13G8rO=ZSYko5j6iO?adR*$RMywNx*J*^YgU$5 zu#E&L;uwjJIMoLj5ZKA)8KZ$FmtS!upZMe_`IA5XV}9=Ef0@~tnU;5(w(Ve$0D}<{ z*aD0MD=RCUIC+8~5e>F+j9@Urb|T3bR1W1;t5NJUFSlz(1K1-W%5-K`DOIH1?{rYU zTVu5jc?8PQaa1b$k~UsS8wtSP{=4@92Dfr`pR2Jf8x+cY2m$Ii4sH5?Dr2up!e+=2 z!UO1i9)a;Bl-q&z$~pmI!?f~ow2Tbpz+qcV4v_*0t~|L{UR%1CH}Zj7Wp7i%QQ?e! z9rg&?VB`dScXd4@Bg0*W+z4Z(O1FWwie&??o^QR;bE-J#QBBgbyE&y6%kv?kd$G7~RjGrgJvg!YyO)!?>y_La~VjcG`;-A+*9XEi5i#o9U_P)<4#VDvB`Cm|)MYeZ2l3-@wzK z_AT81fe&DQejZ6!CbBjk!h_zT2R0&;;BM)jsD1ZPPFqov?6lw9tcwJzqrrm?v*77wmLRcX8Xn0aJ zTQ$=QvJrX2kU~w$uxj^M+k>e;F_vpu4)r0x0}XYTk^7gr4jY+~L-=G!+7|LihQ{8A zP+rSDBm$9ZkU6x8?I9p;lW>`)GrW!aefBC-u6j`om%nPf`bYKQ1Eq01^8ObAUD9Nk zjEoG|KSw1-jQaYW4ApFPwf{xJj1x4(G~L^MW-K6tFbQSiy1J}O8EipVSNs^6o|ysQ zt#5lP7cXAq@w0Pccyto6WAh3CT`>3xtsc5;&IZ=5}v;CA*t@jijN-V2z%3DozR7 z0s$CY``k+XCNcG(ZrEq)vf|2a%8-YwG#$hqQKxOmH{e zkd7BBggoQ!=HM;4|5wRXc&eZN=55<#48E;$xed5Rs6%sUKpP9`+ISpFx>Q0jl{O&> z2DIr4l?;z)o*aiU;0^?4Ujl2Dw=m%}%QYDplD43XAi#M)Ff?zd>NCG?-&VQbXU7j# zw;>mk9KUJfL<8&pw#)J=0s^(*(EC9e#dTpO41^v%tLxI<;%HR!QTi>*su>=XZdyGo zMFun)1-ES^4b%gT4dAhnA50g}a1P!JaP=L1q$RK@!D^%9bB)8!p^M5?hn$-7E7fJ= z#5U;%v@YBk7^#i3hm@z%aFc`(G9V#=))@f>HJlk3tTit#wATJ+0EtGU!CiNLfe(G? z1MJ?l8xv^86(p^d*xY1sd4Vr^;*+@Qs%x3Mc!3ZCw#yoSB1LF0F*(gU-t;Cu@{x~l z*=3jEXzYlI0AM4DD0AnLyEt&!e!lm6zn8~6`mxN+&hXKXe3X~J{N;S+GoR-2%dcp? z4;us#6N&~!5bu8XyEy*zZ)JA(PA*)$fQnFac(~Lb1t16p1C-mYGV<&pJ^j2E{*s-?P7uy{y zw@ze+xY2v#rqzP#{;rh2ay6wA2?N52KqzUUDm~080-z8OO3oM%5n~L6AOzm?zW4Ik z+djvxowLMdEQM^d&D`8Y4(>nDBFX@?!W;#WU_{FQ)Is6SK=TX4SO^lhKvGoSkm5C5WvW2ZW(Sv_2YPB3ZI7{_QHW3F z@s_%oYO%0|%Fc@fNYrg$V;~>^3{naYWyE2>Z2okoq{>Udu08+H$N>=Q*#|fv zcX(J0jb14~L}`~h_3}8gU9@Pyo%aT0+!quYH&~krR@fJB-XeNSuYXzkiZh2aTD@4f zKIXspsSUF!*j~e)QWNc6XPTWN!dZ+*d)aoR`RR$s91Nt4%NTL@1ygtfKXyw3w=M10 zofj6e=7t;?KM$Btwl+dtm+sF$#RIiYifHfvKAsHF5k9g8q=5d)$BW83;XxpqQ{7f4 zI~6||i4NRN(9X&_Z_0!>AuqwE{VGm(+u^bho++V1L7#i9#^sw2lurZfFtAWi2;C4q zt6qU+$(1r)m&g@s(Zix3{a)F4dWZyp`B2&w=}2H{B@6z-4lKb&QZWecB=o##u=JbD zUx;1Y-s^*5RcrB2g(|%+e`#=SHuKfrCCGQSm>4HBRyP;$-PXHRws=L!p&u#t(iY_- zOO)sx%kp%;wq!0sTdaA9zyc1yHxQZ}X7NOz%nHxDFp9KSxvQX#Eo~mfz5#5{zqRW3 z*qFFI%eL3;rbm1$vU&8V&85#_Y=Vo>XfbMhxLWW>^ZR2@u#yAMz_~ zPIk(;i3MIs5>N8PQEo#P+8#H5Ei|M=pX^z#^?9)I(r$-gN*z24KS1CnoY~H!;j*M% zMuqmMF`>`VxKVD^Hgx$=hev7CjobIf+ZD>{6-v_G-%#O$) zD7w5VlJomJez=!$sSbyI9^q&OFUL@9Sd>J8yoKe{qYXd{I2rS zA%WLek(H0m1n`9DU^?9jUVpb_(g+KOCTe;To_liUqXgi|&$7hHsm}Upffob10u;e0 z34edT7wz2@d-1wCT9Ja|ZzT~*F=7B$FX!#;l*?bZ{$__+Gc#IIxn1P*hXE0)jHwwJ zrp{jRu!*j>WngGXGD!wAF4fL($5kg%Rb7)Ln0otD;IB}W!ootY1C6Y1Tf+x3(d$8# z`UoykNjz=nJC~D3!St9Am{EOm6pbt*wuLSk?sUUZmI%hRm?dvRRH})1X7}it5?qAc z>5k0B@l~%0`jCoU+`&=t zjs&I2V6UJCEp6z^+*E$=XurSD?zNejSuT9Q>U5ut`KGSm)fb3l=~Nh*CnH2ogh{{G zQygj0N-k$-M=1@I5I^BYH9T;_%R?s;(qG2{nWwC{F~hi3L;oXiJBT6TiiSIyi>>z{ z5(8Z0oV(jdz|(_OCC;fswLN2StY{U(hUolwtf}X0tzT}j@6Qx`tR_8x_;|k_V=2|M z_EoG+t4o(ii4Af9r)0pp;!rIGN_vdR_=3WPUP{&*Ad zq0K0i&#z+FR`^%K??SyK8D-x>QdAmgze8v_$wDK{IG|P0_UUEu!DwujvsvwP^uZqH1qWpD2{MKQU30L3pxKhU7;_7P`Pq?38)Sp zSYOy;(V=F5z7UC;S5b#BaWus#;6P{HFsGNdwkH<7hWaj$TfODtCSl#A-~i?oZig zVa{Oy6^LmCgiD15O(bUWcz;Rkms{NDdwMTr6MVID9AekZ34wfy)=MZar400_zaJO? z&ig`b$GFff&fb!VzX+=3){A zoI;|1193TkM$ZJJ)6|-#6f&n6KTuhodc0+S;Br?y1x&$BWP~Q)b1c-tLigWRiY7a% zc=2E`O5kYB{@WNzk-mx6Sf}gtGVu~tS$7%9)U~!AMUJbX8eOM?Bok7DD)jecm1`r zeyq>mndjqI>ip7BTs_pUOp;&WoLqVeh}C7d_KT?SeCYr{5EFqEzB?L-D}+WDxDVdo zeN?#~3$+!8H};)$jbA#n()upLHWb4P9MeTVqS~&{p+b+ zUGbCFrcb?jK{2TJVhAI=Qg8&wV-8Q;E@At?5si=} zZK`Z2+fgaDiby{pXNiDb!TxL?52NK6e869qqG zlz3vd2I&DH41mzFCbcgpDwQ&A$ufrUe}FUTq|p(to3N}rXLQ(t_beL}-1w$HlVLig zNz=J0z#!GKYWjcTo!sd36Z%-9=|hZp>3E3AY4Pb)ODd;b=Xha{N3utq)tQs%CfG*` zI`}E;im8xydd^C7AZWDT(;&vZID`}E)P5+bHTJ$Td$$`$3b+J4aR^+<0+mG&h#-&7 z4dZ47?hT`30V*Dj0BuiU9?2V|gTc+Jc_t1E5uSiKwUc#Gw<)Jd;)|w(3LDt~Ap;OK zyw!@vxb5VcQeL;fIgB$GQ5Pi`PS+#c=z|$10_Ea>@t2k9J<|=s9aZl})Mbak~Js+%f#C|6 z^nelI<6Y;h$SF!do*LeFrKKVd@9b(hXpCN=4Z!orkU%(Es16PVe0(}i(t&Mt6Y=HQ zNPOu>YIGHd+JwF!O z>=W@t#hl_ADX}&=%AO$?4KKwqrDDcJwh+--SyRjs1I9Mz_hA8^gKtlUjWPByA(Vm9 zJmf_{AJLedHa?ZN?*3JGs`pvMKsTkc;VWnW1}-WDVl(B-+ti*k5>~}jp|#s{Qw;GU z{rcq#BZDPKPc61#2s>97pMLmzR7>67YszY2Te^apkI4>-r~UVCV)x%lCciRan}CC-rsiZ9cbPIJ|W zqiUA!)I{^n_m|TR^pmE2OGR80IrZVcyu>_OY)rADMaLqB>guLizL-CF9hp+0b!|)% z5P*Y2hBqn5;Xser?9{>YZx3Z(_R%+E2fr-+R(I2)Z+sa_^o2!poiAJlcTqZL`{SR} zE&Xq~y#|7*`Z|Vh5YAdUUxW<)CW`%B`sIc5`d!iyA|e7NCZ?XxDDTp)=&iA}SG86L z%<8H=xs_Qt$O@MlvZycfpL28?OeEo%tQ}leh_OJlK2}fjyR2ub;;qv!-U_M$7j7s% zcz-_W=aBLy{_r<~xpqc|>Et&&6jm%xx@48qva)1n=mPe~gkI(~BWI}oZa4?K9WGLbv`l}cCkF76@D^-H`0xeHWDl~7HtG>^F0sd2lMDLFR(O@mEbL^ntfQZ+{C0U| znuta>LvIZZzgYjFE)Y^po*+raRjo=pY3N<-bCAwz)ukVHKa*POR(2U@XAXPwacu88 zHeMiZ0C}PK^^B15+wXk)0{Y2#^0!SQgri-((!tvWZ$zK=$7#?hoZulKP%_6q-Tle2 zMT~#NlNP84o6hs8T}Hs=1g=@2#6TH8mQ=t*}isCcC7LH2JsAjF$*|#(D;i!9BPo zv29yZIqLjwd*}QtP0NT@bZ&J0^2>sLRm)P33%cG#2rb|j+7h3FkgkyemS@kJ!GR_-rTvA9EsAU3&VhkVABxL-d-597M>!5eSM)AmCNwkaK51Y(Ecl29 zyei2?g=tGv2!6VMb#;w6!74Zpn(RcNT&T@4gZ%){*STGR7s8}|@sfU_d=jSas%KNb zWkWL3JRfn#IHs4MH(^&s~p>A$&!R zyItd(;=KOo6^GZ|8$0Y-En8FcGn^n#!$O$|i|q9OVw;-CDw)xz^a$DdbYO6a41*+kc& zV&KO_vDu3eR!|xa+unf>^M9e_<m}Jz;FqDGfq&SnGc+{Ut=->*}UT0A0 zNdf5KYJE$J=I9ZZ!DZ^Cy=Ok>kO*J(@m(2HvI!I+g#YH9t=mNG zrmDxUgLid_=poTlDNM&oKf6&Y$yM2~mm>)8@D^ny2{_59LnMq8;U!simFJ&{A_wp| z2W4J26-j)HuYZ5CfA^e?p4r4+FzW7A&ap_c?OhxLVQXNnc^)@a#=}pr@$@75E^20p zB*NGUfRE@LMhmKP-VNL|luOB_=_bWbe4RCkB@{IC%uyT)`=$sVB;6Gid%QKLxo6y| zn7GyVaZT?J;7f!W@rB8!LC!_#&9y4x91r*5M=kdTZq7~%pB(%~!E~fsf!Jz`vZaY# zvT|H2s_bT(&K&&uyjH#lD5bo8_lre1gZ2Sv6!&kHNDw0QnRKu#Vg~a|A??T56>Q1O zlPOHXemWx>H}uxnSnAD-g{$|zDueP2B}%gAHR0*w{?D!yA}%5OCDw5oA&?MBBWLHp z_SW0;xqe~PfP(Gq$-lZi_;_=u1#N(YMCeW;e4rM)HU9jl^2s>M{d7SF4uX~R;F^z?mH;29?aMjE-}1uO-5)fu%{#u+kSNfa*J&sggpIf}wi*cwja8yM`L;{d3$_*1RG=n@oKf70S+}mW`E}dHD zat@Yo7lDzHb-Ue5QE_Rc+ZX69JSqvvx9e8s+NwYh%6%N8zd_L)#rksmfio4ytL$&0 zef$3;t3CN>^eG9Nn<8^g)>-!kMGm4D7BajgL%~3VE`WMpqV$`ps^;z~iSUfb>Aw4j zuWPTi0aR#5+qgxiITkyieUUl%^&GYlihgJn_u7dav)2$zS29shVYL>+SfD#oRQ zi>tbhouI<|Xtfjz58$EBH#jEkZu$f4yf%^wCJyw5Z`TBTGsJvhS;X43ecu&L?cOh_u z-(FCz9xb66&?t@~TUuRQa_m~1)lUFKstR82)zjq<)ZWrgoBPL2=U~f7+6Vg?E=leu z5Y%1r$y}3|Asu*(@y{9YR~x%qFmQ8EfkyQ8wz>zWSpOWz>lFgGIYGg}qp?iA21j;o z4ek+kHkaoO6f&8>e4br!9otC4vGN;<1MRef^HZl!sgH?+Z1fVe^u%P=Nw811#*ZVY z9~M6a!w(SpZ7#guj2ZE>rJd#QIaiDPLAG98YL-ZGC@h*Xzi+9P@yDe2u1yjmOdU!#K`q&A zkH040ntgmjr^L;t%0!T?$|UZl)hg`GVNS!ay@vqgFML=U0?2g1Qh1SDQOM#%U_9m9 zp%RD5?qAcrbeNczpRY`*s1a?51kwY<#qnHscjs#@$6qj8>)P5B!A9h59c!p1KRSOQ zqX3~F7Pisz*Q+;TUWbb-L*y@a(f>vY`jFo=o3fI`1B}R97x&S$gwa8lBxA0Rf1OWW z0?^Jd#a=qSCJ8%3YInx~;+{OXJ4o}&;m2)7)nZfml4I@m@9&nLM-<;}7!zCL`c^X{ zKs1Vg1=Q ziHD!1VK37y?*6Q-k;gdXpnM5z9337dK3%g-6$ju(4R;p#=CtqqSu4f3)ZUR?@Gb4_ z!!dTeTFOWsEAd-d=oEKS9|m!c%$}@xf@Jjb;ZdXjt!Xb^T8K1_oOJkcm8DMf=8cVp z9>PJpHj3nCLBT7dTQP1X-;Lv39p?gWa0w;CTt!1>8NPt)5lepzg?TRcJ17cDjc!Lw zOwzQfbi3)tzv6NHu;^9FNpA2ZMiz)(SXVSXGWi{+_=mQhwtR^N{^3ivedGY8)gj)A z!qjCg2PB{t{-p~5_`N?7ouv8md1@+q4AcK8^k4W{z;y>pfq9rHv?@@S{&+fk);EgD z^P6H=55tfrx&6w4SO&l4g0yd{E~Y8SQ6$Ibs^Tt8&C-O{Q{#x@zh_ z*}*eF%?QI@!*OYaaX%MHKMU1f6?=}8 zfJz=eDv;Uewmzd*2R`RK|2Kr#cD+vvcG_o#i6f)8UC(6k$=WW|@u74h7W8xUiHpDP z5zQ3xNXFb{Z(Rh1&F6mU@{ne>=srB(MUG66qm5=+uii`*Dk*dED2*tbYVYTSwb!0gpC;qdUgvU#XQrnR2&laRE&v(~0PT+08zg$?`iuPTD&Z)5xIN}WmWTRT(& zhQ9H}X61-Btec}8@PCe+`E-rJ;i=?i8H*i*kCd#+Q(IfBsI2HTtM74X3zQezc6j}N z?Q0axxBKAg==pguPbUQ7t@W0|B61ml%j1LC_!HCcu)^bgTiL!?wALcFfBcJdcxf3X$13Mgo=(Nn& z6tZaiJ4&A0+YU{IbRN&XHj)ETnBz%y3E5aolYr;2Q7P=$Ub1(9`pzX|+VGTHkFzL- zd`aTv6#pu4g1Mp~-8g{-8sx2yyV3RM1^(H4AfO@c$9j|@vcOji`!rvLAJn!- zpJd7Fe^hI6`U4(ObEc@&+`dnN7{$!IA^KZ)tXG!g$S${jLRhw0S|xunDH|HdNS#s?l!asO6@^YyXiL_lQ1*E;{aBrD-TCD$_{tfHfGan(DfHd+7j=SW3dg+FCIF zmq|@_{UKq)PuOAGSa}7Xpz{V8*JqF9{6Nf~SM0u zJj*^M&PSQ>o{&Ftt0#h?f#*h6|?^0(n1`uL)Cfe zvq%u&OTDahJwNHW9`nlP&clrubgW3<HW;D7L~5T zU0pxy3vG!>)^)?HW9}LX>XPO9^`4}jd}xE%w8ijR)>R(Y_vi#|Lo|aS)m60B-R>%OXCx#M;WvuSPo-f!9Mzh-wv>vx@4MvYWR>puf0v|wm z*jdX7*7F#>7T$Zt-BL4r{3X1xZrD3=!~%56jm*u{@GxWrtry91**?qJuap0W9iQ$G zex-HXViFPdh7-$E1Iv4ben<0bL`=`AS;YxCs@ZRCUTM$bK2;P1$~5bl3?d61Fhk8? zI$>>MVj^oLCpGe)%^M+yUEG&5T(50r!}*U+m7UMt^b8DEeX{>aBOoFm1zpAT(mApY zw0fMb|J_e)J6CetC^5Vw0)R5CsJ7rB0<>1*4~6vBFzJzkFt}pjz(AP2+@}TbrZ5Qt zn}13dy{RUp);BZ1SQH31c?dTbtOnJ5%M0MY&`P~#vnJHeTTy{oocbUNcN_%4;WoJo zh2j74KS_b*7Gbz7$Vp8pPuuS+ULxM(^YjK(A@gNMb!1&`x)~y;&Q&LReffxkRje+= z3Ri8(JE}(u24U9mWx}jL|7fN_=grC#i@4#FaomY>4>l`-5?o31hB0J$)NeH4=XXhf z<>9`;_z$Yk+HooLFW}1M@UXNi;I%=gprCNH+#1VV+4M~cjs2ehmX>N)#nIVSZQ2h4 z=YZl>O&prO5JzfK19o6HH5X`-m~(qieR06E>J@##p-cF@u)@0fSBY`+1V}fcj5x3U zdh?TyBBHj_PSDyh_;wNrBapP-lA%V|-<>?~I@V9uk6K6vw)SI)&a@GI<`;Q+# zpdrh>Y+r4iESw`Fe$wv5$bapOMVv3D7XK7e9B)i#TssKV>J)lq>E^ZqWXGtH37oQp zAhgkqYmPo6-f>Km+>)fX^EhPU^H?ElL*L?i3b$_RGTVoeem7c5D43hyaoHuM^PnAV_*aRQ7CaHmb zwLpmS(}>Z>)6~pN`(KQT0kj^k*9o)lrN3ag4zo6%0k|b*k0ocJBIQgIKfewci%9pw z`QUIIF2R3=@?0#5wK2^05i;36POkaXd~rP5T&#i*PEc|Sgg!U{!rqpx3KkW_I3!9X z9{6y+bF&U>P!jSa#0hTN5o#}guz}s+6;&Vql2o@>sl8rvcm=1$e8ch44DR2F3(7mV zO-tH#X_p6)>CkMaHkP+C%sZx+_s?Ag3Ls|6?ct>u)*pFsLzO@oj#10qxy5`fUDL0 zbmL!JN8QNH3ng!wd(tumO+IM>kt0`45w!F8>kIHo4Gh3Df^%XZ1ms@7y$@WjTuKoc zN*XOf@~}S+WTBX#m%T!rF_rcOc9A~ zE#JrcHi(qjmhnc%pXhrtMaOa9Z?oCpk^Halwr01AV$npMwBJFfnm-YjI$7QXqafyA z)wZoCCjW$nn1h^1o{Q^`$JR8b>aj2ma+^?t>8d2U`3OkC1Rw_G%(XrJ_i2W@W^Qhg z-*e5W{abr9jj2ocU3P?!f5m;*u+qteQva=G@v`m$pRY8XEk(kcv|W= zt9B1>i*yFj=X1PXU{{3pWX zSi#7oKM-ztwLTHC+DN&ntl3_*!YjUY_;{MCq3Y?M=C1fAP1Uj^$hQvrgPlms2k&#R zF6e*Fmf`Gjq|jupA#8vha?i3R|^89IdKa5<~qr z4_I3#C9n(0u_dx!Y~LBk`y0EDotW9!B;fsX(wgoh_+6i_XKS09#JTyb`Do`zP2V3y zeJw$~+{xAV8;6g#P^2|8D2x@#% z$)4}w!bjK3zoF44cm0f>wdy`9QTR>{?9^T!jqG0Zrz?}oOnk-3K9&>lw-wJEKoyjk z0Ih8eCVsxsr`jHM^x{7CzHJ5Ic%nUnQw(Xqk8sup@0YwTN2ygK8l+WFT(PnXPD*mK zt}bN6NFSxAjvy^j5k*I!I}vqHDiXf4^_-@q`~^Ueh^~u_7WZp+5Y77&Fq`3U0}(@; zVrFkq^p7tPj|@NU7C43AbjEaa06{pOMMZf^!?7UF(n&||sPGX2vleo(w$R+kTm7#w zbdZR{C?bGVGjLYOSoIm5%hYaHHW<=8?r1A5o0Gw(ZAm`=YO5SIcVF%m4L?gRv=qT@tT$o)0-5V;=`%>!0mIw!dnPWsCLi zPZgn4s}jl7uvY{>yp7gme?z`SW)f5-kxRb>W8(Fhg@aCk5NiKPBMm!0P~jh)ddpDz*tVHO>Zk}8uTxYK*sTqE>w6HxqFtDD&1qX`!0|O?O{gR;xP(g(6=bez`$ zT>z1_)^Sx7=V*2OVv=i@{ae929659%T4(~IPM(d3dYe!jm@36y9*!oPTwZKua_M_3IrNczEaeK0PjH$~aU+_TL_dwBNm;aI5(X&VFd?MEOhfFFE zS1Z2FgFRyt^V($m>GKm-p0n)&HNqySq?UnWF}P z2R`%#t!XY})U6nXbXkhM%xe!6tlrP8t`$Cr1tc=W(1tE>dGB!D{5~JS-R4hp?CE`ahrMBDpyz)Pd+^oL7LLFbo^> z_rka0(|W1)MK1jzWUy`#Ete#Dhnzjm5<}|>AO$O`sBDtn4WNlFMKPWOgFwnB0F9hj zq+He1G%zHe7%|V;9(?H76!>1`Ku!35B6f!}){h0ixtO@Qg>qYttyx8>PE%kn#4#or z#l4j>x}Heu`Z^jvF$b?0OU7zka8HEj!Qt#nqqW&+AloxBQ)axsxq3z9rBi&L@u!!b1dAHxJ!mk_b3oAcq57BHWkXxaUWfV&S)KyZUWwC}IN- zqE~)5RBdp;@TdoKqyL6if1Ne$k8#@cb==_hzvllt$^OKpOd$lDQX)ch!ynd?8ZcJj z`_LShQ?1DQ&)e?d8#*}z9HM7yMjR$Y#!x?6H9N;fob z()SRZf{oDgkDfcta1wWT(7SAu(wjl)n4pb{nh)Y$7WYuJR)_|Wcx5)Df>Q`(>K!@;YT;SaQ=}X^@vhC(>zYb zbpWdzSsh*t*}HQ#ZV8o7EBCU2eP@$l^>Gd1DygU;TXhV zWQEz6G8WK=G{m_uXqknkZblDp{TEI5A4Jmwkq1$8zwG_9%ECCM=Y7$v_73X;*%9lh=wFM!@w;?hGOxuEZb*_SRt$u9Ti zMq1Es0dA_Y92`j2uH<|aN^OtQS$Qvv4G_K5b9yoS3Aon{}neKbc0st`gn zs~KLCj}}gntIay5bd3$)JLM#>eyFFl@-(Fho-O?1Gnf#kd9V?~_TGvkfWPMDTG5+- zMf12hANx410b#Dz!|@CF@=s%1=)b*U8^@=f@0mv?r>A**ZcofjOmeSV>2hh6?T{@z z8YFq^WjU$t*TVk-Her{o;U$^D84~*%Wc31`?2(@LKDG*I%%SiVvumZ?S0g2@yBkZ}gercIeC~cN__6;KZYg$~AJyl>j4{n*28`^TDrV%{%T^w-$G32!x zW1<;7J%Pkd1^ef~ms7{*uuku5+vaQ2#vtHmW(lusiTZ;G_T-fWNq*GDA23295QuJv zu0xSoSXt|dhkpHfc@V_y3JeZ!0$>>ZBB#!{9ajn+Aw?p`)<;Y28MQ?!jVD@aPBU(^ zX9~bFuFnsR{%DoYWjggsZJDCJ>4mhwA8T_5O*pPdbh|`&|6HY;)8z<=--qBWC?S~> z7e^zc(3=n**JOxj;8$8-6`^xq6w)V}3vUtM5JNU4OB4OESx*~mMW>YSHWWOC%M?O8 zO3;jTAaz6M$p!bP!&xJGW%kDyHGVQy0;+}>fp*`)ubbIR97Fl89bw^1%4_(eyfg9~ zgGe-k0r?7}Urb>)&uQ!S32tB3fAZcp*mxro&|qbrQGZ>v_0a!wRU|1li-M|i>7_qp z8m6hU0_JTp#*ZW$*9!F_S))F{;o_Y z^KJ8wSku4s2$bk@^820BJIaEkN}ev^;3)?xZMpsBIZ4tpT`NPlYK>Q*CQYgqQs;mRC>-*_u`yEkanH@P`n~niQxs`Nua-7mf z3byKc_jm4BLLOO$c8Y((&_<5b;xm28(Yh40+`Je@Lt0o^l$!Mo5oCog4Zt`eTn-!c zg)9(2x(*c$ZB^140dZZZ1s+KkCc$8FXc|GACmP5dWD zGQy+9&dP0b7y+^qx5*!GD_7mwF+SZ87?kn1U0-rhYAp$S-B6vWclt1U=eKa-E$SuD zO<#bNcDr7f;jlr;zZBg5aKj1g5>vp$q!98>0s%UC9q|G1>~RV5{_;KbG4#8!^o#k` z>;(|=XD(y`Q(kw@wtlmC*g5C0B$~PW;pP#@ zFweqWwhzTMuD}+j01495K9EiJy_G{s2|se6hhFFZQkf@~6xrKdA{^9T$U;-avRcCx z7~Dm~mSi}%$f^1L<^xP!7xx;RglJ-~-IW@2|F&lH2 z9UwybQ2|VM|1kjG-n^4;3oxI4@-?6b(9u}X0uY&MNVV1cUWKry;4a&@%~$OHZ~n!F z?t*om5%^ahjQ~u>xuIDa;?apuPS0;T)lGG=GJ%mfd$9p&NP&E>KKaL`KXcisN*(!T z+NN~|_#5T;y^;sX@ysoOs$LsCJq&|QNwGM04O%{qM}Hu8S($ayLA5&+}Yh#1?%~a)(c-5<8GhF`cUBd3`jL!oEft%HpUL_TRRP# z;tT`jVIkKrAlvbW2E&NFezL%Ayn6FJkYF@%w?GTWHALx}?543C`(|P8m1f1wDHsU~ z*aL&eaC+uRIVzlYT ztB=zk90JuZlfnCMzxDTTQ+*wGGmlyF{A=SpEHFZY^B@K$WjzE?GA_Q7B)lgiQpdp` zCH+MGb;Bl+3K;wVhBywD=tzZrt5rosA=?irA=6JQw z_T`|yTwXOVh zq^j9rOz2%4z5FyD^v)&THA)qA?3_{62-kxAR%H-GUgY<8h$Z&=w$Y$1Gz*XrPzpO2>7o=N&4~7onAYOVMXYa)tsC47>h}V*LmV6r1}erQB~D2OK*^@Yeld~1t>TTdu6h|RLKs9N`$e9e z|GiK?X4!zWiBoiS_0}HmE_y~8C3S1TZ>|gCdTm@oU3ZhK3D=9S_0;e{iz5GB zP8(3uR|@qVzuJ9cZYz|V4gs~`=+Gm0b|IRFz32X9-|Rl3%Exunm^b`XM7uP*$!bU;M6W-W)6Onvfcbq`^>)#V)?Z_t{ zgX;H&gRrCn7@l+l{l-dnKc*2!m`&v(HfmRD1Uj2MpBuRed}L$<&}IJ4XZzw;{tedo zmw4dhu1%cTv8j=98+PGXn+EC#i2%{ZY20TuIM(-wIP3bG<@rMAXY6ns%8e~x_1hm> zIdVdCHbD0s5nbaRFCJk-Fhq8rdzmd6Vk`(1g;*&lx| z%-!*CmNq6)02hXfvzk3#2CL8W&7|Ik?cVsjwwwCO^;5%#M&Z3Llp~EIhmg-x+#QiX zr@FSOrW?43^MM9vFidzPsyuGlKr0U?x96>$_d;#!r_Yfx?9NuJ2!-y7QaqzGvP7v7 z*j#cke86`Y@GukUfwH!M#|cYW^*qhGp6~GtaA4tX0#`nsf89;jai8Tx;P=@i{g9e% zX?(7C=o1$~D#t^XQ^xlbS`epkbC1#w5^(%o7Qb9?VYXXKizPxdv~NCRk7|-ZJ1&#Q z!0j;c+1w1yd_J%|f&%d>UmkHv1yZW7duXk;iqHt#AeT!{%E})XCHPjKo5uzS;K-CO zh!`9z^achze>smw=lfcZKX2jCiPpav(3G;bE5m1OVN0F#x5s2ar_-e7BZcxQ+z_H8 z3y6!;iT{^R2uEA_9Qhd;LEQf1G*qGvXjGb6xQBHewqlQBdsszADj-v`-E^(u#GIc#`hNDe!PU;<@kK>c<$4AXA-mO27f}s zahj(nU={?`n7} z8B7y#_e(}OTXgtwL#A6g_|Ty#D_r#Ir|=27%G!FYCo=!iCgsT3h)HAjoB9YI0AV2j z%irRphqeT1xRIui4y@(CGtRU7MUV&Q0HgX^rTp`*H!1VtXFkvzIphz#F70cEv7_cH zzTBcT296zjFJ=2*Gc)x9h$xp`Y{XGzwc{?l?bVQLAQKK7y{yOpH&apg!_=$AS6&sE z*cn)Rd_!ARqruZn{nsn?f8Mq}`vMDczAXMNPP#B=h%Fu=YY{BEzZH1Y4?$ZEkH(j@ z*OmSmzwG1g{IDz5KmO7^4%~=)-GEh32lBP$De7qTN3ocgK#GI44P_wgF$BMU#{NdKo>|MjO+Un;SO zFJk?-!Y}gx9?rtgujJR`x2!A^3!9)t(Q7ZiGatXW&X?Oxb1I)Ehg-K0ypN}FC5hi* zKC-4!gQyLH9yb)g_+`!NH@mXw-LV&MIJlX8g-m(b)bF(HHVbg+l;C9}GP#whea)qa`58+SL6h5nDZN?+!)mAJh$m;*B*RGY@&8{)m=v>Jn` zNZB9cY$g3SH>xU=7Dy^b&REQ`Reb;S%rMtTzO$BHMF?eV!K&bhIt4kXnK3L zR#iJ@&Ju#zrG>nWCDi4YZoHFI&F|*>9Z_i{3wM@ z-X$b7bNo@n z8zpogNJt}NX&($v0FfWWjd8>4-KC4{MyKspI>uen(}k>L(WpSe$lTaC{=L{vH4s+7 zEmBi-I_!T*#P$CxwdCCYnzef*@CgkcK`1$OXq0rm@stZd@Qo`N-f(qXFn1*QrW|hq z%W;Ycr#^_kndkA<@nSI!=7B~fE`FZ10(049yvO~fw@fNTs6SX1R3&wQ*Iv7_0Bo4j z&PAAE48jMI8L_L1b_h$;nte>=dUu_Uy}4a4%k@va4%%%G5PRAb+fKKwFa{Q_061q8 z8e#!~HxzPUkR<7QLIiZ}4W=m}`sUpjA7|i{xLcv}#Q8^BfA4=Eo|c(rRxcqMV7h&gB=lNFA z=T|EC2@KA$KC6i^PIT!VlAUI!b0T1QpFlo`Nh&fv$iumimhne3Km9uOwnx{4@n)0{ zwkkd*w?rLoiN(@vH$+_q%PLEwK*&UHaSp}v&-a;A5@)mZ*3z$H##3;L4<)^E_bHdU zuT}1NrP7Gg<-UI+0S*(&pC$9o|5*V$St8xk*VNzB11m7!)SV6teEO|>YL5T=&EzhM zvLSQ#pZ!T~ec6EbS1yfmy0U!+K1G^1{9$nL8`GNE$R(zd#YtC2XWlMS;}l`ElpYQA zxVWFlAhXQ|YMuMa!#!D5*}LjE^#!H(H%AM@`W`ETVvn1LX~3e&-d^NUQqI13UNAMD zz3AoqxYH=GU!A%0BJuMjzdxps#~5N=uH4ei{G#WzVSD=jcDB3ik~AHp+r}gHeb;=5 zp$`dS#xYo-nQgnwJl*Q_ze~xRE-k??uz7+bAGf_M@Ot8!le*!ETM+0Gu%pKEnjg?d zeGz(Q)ts-ib0k)Sfj99v3$?to+7rP)8gSHkem_%(Ox7bn6U{Xxej_sJ9uq(vpWqJux0L=RFJ3_iL7!)RjXcyg8$c8LRw( zoMD`57n`)~r!*4h7c{W|2LEFnjtRW%m#f#GS3QJN5}DsO&5pE#rL|3a5py)>Qs*ji ztg0w1l^Ah-E~7YvVu$DB>W{M&cm~#6gcD zXxC&F;mT2X-h_fEa#kNyB;~r}olQ1MpB2eXm+BHdC82l+3mmle#BVuzO!prcY_)6n zgW*`*0%m4^6V9u?#vA)&c&>3wdJYFPgg>`&N=kj(#0vR2p180=W1nT(M+JOUJ}8e4 ze5|S|v9zK#YH-44%083Z&sB!~hwhZ!yhpzgCH`8ED}oO>>e^Q?q~U`T`6O$=LM030 zd~XtcFCTvfrK-|@RqcIKF<7W^V40t+*^ep?otroomLBw&t)Uvrgov_EfN124ALUu^yVD7wn1DAq8%^wP^B0@ARgAl)FH(jeX4-5ra9bT>#yh|($D4I(Yw-AKos z`;)`jv&>=Uo$r0pWyl_#C2=g~rY(W+X*A0F$c%jCM)=0B`QfCcdE?7l2qH@d89Y~4!mFr0+ckKCfmb*uQK0sDU3H*% zUV^D(ra~s0`$p2bC(uzr!_% z{EE@AwzhH@^H4N58(hSVnKq{pGZKek8V&pjrmn7uTCI-+tw%RTv$~{oC3HGA6{4~x zJrTwvSnLU6VAKzg7zZ|OJQ4`sn?5j(zTcX_d#?+gz@ui7?jDMNY(UjRJm90>7|DIK zXuWrOAuWiw$h?K4W=_hAi*aQo)b1)dkMHu;JwR4(r%TT3UhWiy?p@+6eO)u}`cMD? z@(jkIxr}&}Hj*|UB2hRvbjP+=709nqpGsokwVzCo#?zf(Wo5SDGqS zI)Ap##$7>+eGzl`@6?Y9Vn#VSlK5qn_i}f5#^T zbR=;A{v-W5JH`PjWGVewo3o5B!iLLiDaL=?eG$OUGG8HJPbd9c9+z-tCix2f5z<=i zIFG2G88v)%%~3ZTyf`g`sA-Y8eSHQQDP|{69!GA+0&#t>!{Wo%!&Vf5 zNE5wyZE#Uv{q(`K=?rv#@{-rq5u8fbAg$))X`%(s^7%ZZLzC)LC3%=ZEJSLb>Yx&af%2Z;uH zD=eqAd0L|B_yw}EEb&qo@iLV8(iT615w;0l5v0z**@?bvUZQ4Y0hunH*cw9ipnPM{ zQBzaB@b+>3!Xvmd!g@+o4s<(q8ki>4H80RgfR7L+`g+{$3viNhyPA}_1hgWbrW{?( zOrsSPlnaG&irD{5Esrgq270YrH#A-j%Dm4`NWeq={K@$ZJ3kvdp0bxU@Eo(4j*gg= zw4kv>x-C~tS^ZC)QeEwXKz}PmZM^O*r>O2NTs}O454AJO72A4J{;)p+P{`E@q4vk1 z@G+5C$mywJCS7#u1|zR+uYNWvu!g?E5h-r_5`#ZB9{w0C8f-XGZ&*I9B<-3k8C~!@c^OFJ0Hb2a;LgQh`vIvOhpFwzT~+S*?1&PD@243zCg-NK6FG|yxl?yv2V)SQRi-USWjH~u62is4YhPuJ}B?i@kI$?{9g2Lno92DIVR*BrNBs)8fQT71Au$o~JRjd`WbcZ;c9eK|{LGCfRg0 zI))!xo#jjN-)1Oy&{e=FcE_k2*kULy!KR;VBE|i@J)6D;cXbm@k=svvpyUijAYO#Y zq0Q@i?$b_NS;{7Yh>#lMFL=1$zZY{T?vFCM`V$RPFP|%$Ie=kMR-y1+qA4jU{aIZc z2{;L$7=Qop3~=gs1sxr65NJg1%=>EMH*Yp3g4*M6g4Ujvj>)}B8e2Yxbag4L7waCg zT&1e3PfZ`zGmqJ{;k+x|-Kt8f_$X@($u(&F#HP&@?-C z_!GMxkL(Ye=?(L~7{zkkW~cqSRIbXH_-Uaw@8ut|vLCqZSea75gNl;XnZ-6mwdMH1 zH*Gfo8SsU&l3e+phBN}Ncf`es@jijgXv~flYjJfnWJ}oszSeg1h|+Tz5L`;g%5ibyaazdqD8e^0o2O#{Ir3WW zWXE=6JK3}%i1&QO2_?_F&`?R|QhK{1N$_WZm16091akqHDgXM0<6W>-Zc+ndfI%pDH4PObd2 zMT*GB4kHJm=C5dhm*D>4u?(si1hjC8 zc8`{xp1t<5(vRTu<@WJ8 z_V=Lvf&PrljA8%mSZOgGAAvWR$!Ursc17aB=hP%sMJW7b%c*OvnifZ@CJR*XMbg>c zViZ^wVyaGA9~dF@j##CRI-xv~q1JN#pVTX}2K1uT8`gQyC(3F6-=Rg{GK5NRNf|-4 zIw`St0bmG%*)PGCrlX6I+XLSATw)&-3u!@torMq(M`#p8%P4?5hb%{EEgyI7$6|J0 zXD21iXB^k{JHm_O%D}9*743;M4Gt4Tng4t-5V6?b*z3n(dEmG$JiqmM@q6DJ)Oz?2 z^#8-LULEHnbo#XSuoo4;fPAfRViBzx``7(dT=UDO_t6wZ&re4`yFc1iFDpo+3KI~R zI0S}ZW>14sWu;g>#WglAX!@YKAQ%Xwsjau22C;VB_Dyik+I*uK+Q4E04BmFC;OP8^r{oOp-oLE#g{|<*f@ipOQrbLvbi5;0BSpJol{oWZhtq(Sf z70+sjQMa8-g|R4!p<;n#WKBB(FI3h-PaPB-!OEcRMC2Z zTSqdrIEUGJd+XhR*I`&$i1G#|cX|Kom|9hSc%mBfeavgA4;r^ah)1svJgZ5~tFVeq ze0(a#6WfeG$yx||g=VJU>YnEeAhI>>Z!Yesevp2A6aA0;O)ulC0&eTBry?!)!S6Z; z^!+?D@&v(^{>OIufp-?99=!>@)&*u_jz87P%r7jo3|t5r+m0Q4CO;Sf*Xq-VsJhkI zagRL_(0_S5#2Ps2vKUJb7tNIJl(Gd9VuIP0h!x|7{)pnLa+PJ9=dcH;v8liuG z&-kvwKtTk_o_Gm35T1c^A8(Ymb{gAIKxj9oR{rkUDrFFHCHv5HH-mHL5d-B~rKqti z-t)95)*TC0KlHr2B|r?B#e-Yzarin>9z~84=(fqIQ2bwV)P5EIvU9lljC#{@v+#I` zX_(14st_G(Nv4+wV}|;8Ga`#7S1r#Ew=CbQ9}#Jh)5-(E^V?w_aOldd^0n`cANtw% zhPIkt-^WxywDMd=>3XaT`3=$Pk-se|zS8mh>cwD$rkQ=YF!(_9JF|HK177{d)&9(Z zW(?I`n>!e~&6H-al)c0!S*2+|2y^`tmi=P%;rnCBN1D!gL+a3#gE+mmzt2jT5U8we zDdDE+vJ)9<>vj5tDs_sigZ-wpsqi@6o~-Ow5PPwXchP2?2zjutFweLV`ocWwARMW| zVR8JUmXTsK9XkUUiKt5MkUM_wct5|fG3~3qJ&l0n+{^(dsepTYz{9ocP#@uC+o?Yq zZHQUiau#25=sdPY zxFmR#nolk>ZOIDD@x9s8Va!Y?oF^-TXIs0O_MlEvO;sB6$MZJWFp6~Em!(yPc(f!iE{}#eXkq}77K57|^k)3$^y}w<@wUj0Y zQmWacBeGTxUi+U-QEVNxWRHE*((jL@@q|ph!c>t&ME+u_@}%#&O#8U?S!ACFKRrnA6kHwnhQ!^8lE0H^Qpou|}Ht}IpV)_57n8oXG)C(kSnm^QuJVW?3{$~9_udy{JUK}annj-2q zmS=Y2=c@E|NR^1J36wXzQ!S80mvc}A+dHvwXz}wfn^3C3=RWleVbb!v4H|c?IJ1j2 zsX`bF8dj^|(SAi4wiN6_61m!k-oxXuZ%$A_!K#pH&p#x>R#wnl;{(xuNp7g=ZOlaz}r;SvZ1B!|9;O+ zDZ9gBh|4~6DRO?xWc5G4^xqD8&MJ%($gCX~h-z87t5`Z$^4fso$67fX#}Ab;;*j%2 zK^~5 z$ZXYgZsNq$3&rXFe9aczSI<#% z&msog_ByFh@BPXKB8pnSjJSJwbxUr^tUjR!J?wq{s*-P2mF5+AkmIf)$iE$(L=~f; zq~x;JiC|8H&S(ts8~5Ahv@39CYe1Ll-WkifJC6$*rJ;DRu4uksid}KxBAdbZSErP@ z0}byFW)B5bkYGmdpOOrkLJj{XZa3KDHq0n)A%KsK#zolT7mtLqwO76ij^A|cc>U%l z4G&ui+SZCe4goCEe#37!AG5xz6?m`oqo=5d_i^w9r_Doc0+<(?HH`F)wkd&$Qc%T) zs;^=&nvYHRZorctRljf>hQ9bVxuMD)RrQaFLMygnqqV$l6T7?d>sK}=&948}xV5*` zf9rF;!4&F!9vHlTmR|E6PH|5EkVLGoVr5QX-~ zJn*4oF~LPML=LCTU#XpKj+DyXYqe=L$T5BV)#3+uPvjsxvUo62jq(|VvF%5Z99+?Q zHIrgZ3AL^cRERi;Bv=@T|2X!T`!hL-Fi9EV^F&E&8V&ZbOu)CbHw)&X?Z2Hn6)X5N zDdwfj8*5q2)3Xxbce_>czN9CqSAAn3CCkTZ6C>WmgEbP;g`xR!8LqyG6n zCeP_WK-lQxmVt0c=Clt-FIRW=Z^c9vB#sz1hS7f*1RH^`BDu#0B~e`?bA|K`CcVVg z)7fHFbhz`6x$DgoMt(r?c?O^FemlEr!DnMML#Fk8f3RoB6BT}nGBi}>w?OawusDc} zjyTv2G4Sb2arg2d_?yE{1s|3D4DntO5#gmDf>43&8rXlfC`l2Fx4%4j5B87`e|~>W zh3b2s(5bn?VOEr=At%cbo(iZz+S6I1z(->K zs&qqkKL#L)5^vYU3+>L3|;hKKs&`>maT9k z{-rb2f{-_vHW8vA%xI|810pA4$A(7N7m3l43czdc7Od3od+W~U);;KX>r!e+C#&*Erj~5yfL7FMh!=Aawb8#lK)v+xZZ(ARxn8m}+B{aI#3)3?2K{@q% z@w=NY5gE#`%IyoIc!ZqzO!&EMMACzt*E+@M`svZBsN}euU{S3&sGakUE`~*@M%;F0 zLF=Rhm1*KGw&kw}&GV%m7`W?vQ)&tghC;sa?5WVJ!Dp|Oh|0ndWbx%xQL0b!@5%!U zK%MjRd^Wlzg}Qy`_i{vNxa3=wye*73EfWCOF`kAqZ-^QknhC<7=Y|Iccp& zw2#}}QG6SFg|c?s)QpLuh?K}wwC3PY>j+}}SG3|{d|$Yv52m{u;bytGq{Jq!C`a9G$bIPG=cHQ;WFuD^?4`EpIgMWm5c|LKn+Q!1+CzP4La@}$hS zE!PE=#b8ZAupW9E>%6A~0~r=@*C7Ap78CJsIr+e_`Lh7!x!B@FaM;(VJ8Jv^YPwl4 znl++gm#tQ(mx$+hJr{lVj%5Yu6+w8bqM}NemTXdZDff7vsRAd&W>b} zD2xhHb#eMZxE~6E{n18S+bfJ49%QT6jgkL`2!@RJP_eV|b)pbHM>e+pV`)8)aVjdW zO&S`KD~KstN{d9tfKgQe=gDW_2sJisF3|FeLk$xZVUjL}ksl5l{8(~vqgBxgg%yDi zX+p(7u|bL-l)ZR`g@qR$qGMt&o+$j|{+A^IH!$x86>b0+*S`~~d0)|K`0NbgcXMO` zc&LgJA)%chMD(5H6j0LJ3R!9^-4GIaun&0)v8B!H(RN;Tv< z^j;3{=XfhMRYjR{>rkb)4j2_s!7ge1wfPVJng-oG7z zY@D1uL-cv0oxdT*Mf{^f&8Tk?(X(BmvRoe{>0Qr_ z-W80rX;V({{K#?V@HLJuuWbE9lH-ZNIW<-E4=gq)8W=b^IG(1(lapg`<>__4)A)#H zbl;suw8Q~~^yuo+BZq(l1yO+%@2=i?BIFts4dLZB4M9XsPVQI8(8=d==J{DOUblS; z*3IooAL7%1fuPCNxq-b~zV5k0@7I|LC~`$wuZ_S#Lm{cxpj zN9`6(*3Q_W>TDYF{)xq{^2uMj9H=`!YOvw((hp-W@%y+KWb+xW0sB??F?n1P!7vx0 zRmY7%wcBo2$zq8Vy%o!cNj-SxtaWGi3rd$QJ7>7C(XAfKug>felp%A`<7l(jm?%wMMOeE!otC}Fi($qcBQJkZA`oTzcKD%`P4r57EW(&%LxKB?Z9^=%&K?FB8*Xw zmWo!@k4@<=c9dX+N6`yG_E=Jl4mrKLJ|I79!+cpNwGjq@-RVRcJi&xH2wS zj#$06r35WFeKl&&)SiEPyJz-zk?&s}$;CiNHX4z6bVBE(cCqgMno2;ZT}A6_GgE~~ z@0B52N;V3_;geb$=in&T_H?hd8w0q!xRbJSajsdISrHV6s0F(%U>OSs$CPBdh>}#%ON&=H>(|{G{rm1hife`w|Fo8#UOpaKTc$vU zPL_;c3rBNA29y;d?r5%wZEG|?dHrVPs#-0-|3mU7UGTiIwqG0C zA`yKf$qCE58W!ew>kZ2-bk?ZanmZreeEv94SpDewW6$?10>=Y-c02U#rnalE^OUNl z*gGAd%9-D#;~kA7f`n_9Xo{bv@noz>S{_>bw87H!1Arm0pdec~pC6fQ5wivpP{eH^ zr&t8LxTt&D0^AM%=G9a)F#Sg30&jbm$?A1k9PTYQu z7Ud*NGxSG)x!54Q1adY~&AdpFFna4!cROf|*%%^-X#B2^$9NX#Q$(rrVG!|9aY|X3 zoOrRq)Pj^%y*#a4#H6GQX$)2Wa!9VJxpV1=}9a_&f?op9!ooAUn3K#M_ z;gpqnlJom;sm^OJ|BnwU7K#E*7ZItZ3-dTQ3bQnV}HXkYvy!Ol%v{}Ru{8Y zlG(Mc*@Vgxn{gshD^kfJ&Zh_WGP_2wgV0Tlzs5zlaN(e0p_&!YP|20fs7vF-KywnM zs}{?TC&xFSbSW5lFMoEMj|x64v^uXH+?(+iOS3|s@Q_iD2iI+zcJ3lUIVf6idHtQc*A*}`<-my1 zZ{V5st)MsYuBktd^_K@w5h0AgCK>7a;X`CY_X2vAw&{=bo;oWC`Ufx@zgipnPBj_HlW;fT*3E$2rP>myYqG+DZ0(M=aQqesdIVJCeQr<+wR@U*N-)DMVt_ZYV!VLrcIRzamSU` z(cU_!t*&GN{~LVvV|_L-cS#lRN@L;cUW&Ri-<`)A-=9j*X3uRI&_I8f|ZHZ~IvkOg6pk>vo0MTDeoVpo0o4fy&MmM!f4 zv%}DE*aZZJ0UJ@FS>e%YqX^9?78VZM??oAz`Y>zRsbt*%R6H<(xyc2);dMf(X1V=h zLyTe;uSI_T|2W3Qs?i;^v3({ZJ7Bf885pMH*pBWJAX9}}YbwquPGTRhC^Yf)k8Z-A zqw{Q7Xjgps_GsBCs(ElYCrN z5*8E6pqo2h6ffe^#@CfPRH{@|HL6c@HJ|*Mx}(g$llVOy%_pD?4{<=WY+Gl(t{?hd z>U3SEm1ht#qJHh@V5Lcxq{is3_BPS7LJMlXWj$K(Ak%B4kc&=$bfPjs3qc9U_-;r; zgYyhQx5qy2lab<-e4)WhFC<~-;TKZ@MGxkiT7~B%{t~N=zmVXu^q_(l zNi9??tHZyNx{`}*3 zhh6>G?7fMzL93PDw&(%oBUZ+NVEQC_C_uxmpSe=v;ahPgahEM~Y%w_4IdBQR z)aQ{7A$PfNTvZf-<_iSF7@0?j21(+{{i8rLP;7E{iW`*i^0d*|yroRY$E$MyzS_q-J>UTs66%^~G8%B)$1&$G-#zk!S>1o*%AW4VSSwp2JZDf_;Pi-{b`C_Q!9mmU*`INOHtfmcG83;}!2bNxevC zU_;c3$h+%>q{8K7Co8p|)g8T=PW>i=TxT<^EX=cXe@eF*PIL>z#747m2xQ_}RWx4< zJfD3QIhz9LB%_!6IUtkf^T`SMJ=*>L{z-oA-w-ocKUhtb8C0_hQ}__?8oy zvI@f-=6n+LdJr9v8J~S#5=4!V4*}u7s>=DsA4Unecn}vGVnDNg=R|{Cg^*wj;S*2p ziiwzwQPr9HG!&dV+phCfiltYuBP|N&4U(e$rWeMBfXgz78 zgjCxLsy{?jG{aZ;OjPO~UB<3GW?6NHR?f~5mw`d#6wiADKF^nV%34}zoSYsoJQi~{ zI_l(z*m%&{O5-zq$9+#F->+Tkqx1mts!Q!~_McN)$LpnL4Q4H!^o+mU7JwW{q;78}XqHPp-x22^W51i@6r?4cxDd1^DxI8w=s60TAa{O2Gbh{G z%zfmO#w9E0sH7N(05Sgow+TP#`^*qL-Zyrv_4794!9@>bQ4kO_q~j6QkkbiPhOSXx zF=E%n{YLE?wbxIM*AOUkE)!Qh$zxKLey;;fb};xbZzycC`Sg^}bv#3(4QVbo?^4NlzM|*}`S827l5(U?rMYJ6yqmK2nHx3JU-x3U z4cj@@`qs@q(pC8`k*99UZm^g*TI=h>pK9{~uxM#f>t1c2q#>b6d7 zWkdv?<9wnMMtFQUwZQ$J*=>o{Grn@by*j{oj`?TS`;sM>5R(LRjXnChQ~1Du0K;j^ z1BQr`6>@>^9}{f}1|p^+V5SMT5|k!4A-X}U3{T@mTh1&ZIGdnX44wIxZhMTo&6$+8jDTk!NF z{!M&*;sl0b##D>~1o2uFRq@W)OL>8zZba*!u^(rTGR^vmx>V+F$O-A!iJJT$le|& zyR%BH15LDrMN3uHlrtw#+WG=`mp8$T=&;K}O~KL0$U6M;^v~n2UH##AYmE9t*D)%G zFNknwM1_@Tng3Q2#YPcH&Y(#9RffB}r%KlMdPU0w4ayNPXsqV20pr+II2B*dTSr$E_ zJR+;pc47a^ppGH0_JhR*9XSHy~u^6jXCDBa&eP$G|Rdqm2TB>$Z_Qx z(kvuQh+;lUtO?m)^y<}}`pjLSgfPtt2lkkl!-nJ3-0FLVfn!>+VxM+--Hm@9pr06@ zS3F024te?s$H&y4`MBGQ)({x8%V;$cU8bso2N7ZxSgDYAx~T_9O%+Pv(Hi*>u$(ye zK4mJX@J?yNZ@risv&K|Ci4q zTV5Rx+-XL>KAI&pT>Y;~@E~o#TMY->^=B8;txOptYYI16-XKTy+HFTIK z5z;MHfR*c%_US_36Z84^uxpvcJXbKUip<_pDMYjPkkTfs@4?9b#bSG*!xlVp=5G+x zYVSu(EKz{oJ3WfEoRcGT_H1?ebQ+ZRcNB|k2Iqhsg=Eo~jn3nLDE-T2;0qf0WBg|T z73hGen=aH?xV;WLU3(7Gcj^1+e~U!1Awls3Sw7f~Sf`Q8F_nq8!bX)4e{IAHX}Vds zDK2SA%R$2prhJK)umx1;VTw?w03toZDzswPEL){n9Jn8#0M7ieb7`Av_G48k~#81+} zneVm!m{_0oK<9D>*Mp(eKX7S>_vIo{pd?suDJUiU)gmQzo$^X@UBtP#y@@^43SWa% z`(5(yi>hAvAAg$ydL&5FM$JV@96Wl*f*M7^XW!cbp3QmXI=+-u>;8q9E7YMw6KkAB z$;il%5&74C&x2cTPJu-kN&jjf>TWizqpz|3wgVZ(le9i;nvuPjsE|$X>WynR)@xLl z88uQH($OzpLM=mg6#8suQcrt9+0^65(?8g(R(K3t^ag4>US<<3IoYlkWvwqy6kARd z&us77uKp+hEr66Us1jf*dIL!l{j&jSEJUnC7YIfOCA$Dm|4N%*^XBR!wo|~R-X6)G z)kN+xgPf}k!cOT1kk=#|B9FpG9Ae??iYTFZB4fYUA9nI0O7499)cpA6?d>*eU>DF1 zXwdF9?$vblXQWi)Efy}WmC3h6SeH!^IgNLN-*mG8E)g(H_YaOty{G8@=nAW^HE(=> z%l}e@ z-@& z{wuZo_iq3lLnPF$>V_p`w&Ys_34EICYmWnZ%Q)|Q0o4nC^! zdla6BeFT#styy!xRL}{2`TCY_^%5P}2xFRErd_hGUtqFsZeYIKxrhQPy=DaYfo!vf z>mw^b%>3|qZ~v4^ppOT>WJK$e+7uHagf9KsIKGRnn6VQBFZpktx-2T!uJ%{MN}xT* z(9tbx@yzJdPvrk1p4$EOXE*&tMVu3ZNjN(AJ@@1+ydO`dZV z%$dClR(WH3D_0cuBKNY_6!UTH{9oR^mkdOP^oN4@VBpdj%Xu$jCuxo{O+o(a^g_P# zTbZ*)TtA`?ky9`K?YA#IyzS@Mfe#O>HGl&jP*`@K{f5jGiMMG^9Fo3E&Ty!~{R-LJ zKOTCYWy{D}PfSPGe+PtW4Bm9SNaQ|yDevwp2fYC>5!2I^ry_RK>~A(xq9Q@JPZZuO zn7I@Dt9MGNB>-k`ztBn>#asZ24UR!kRgr^!Z)?jin&wk4|G$1D@9wIEe|K^BO!?(j zxpfNw0!C6}$K%<$-O@ONnia>|c4j0+Aw}%l>1MGz zc(@OGhR`~-A%jj8v^GvQ(MG@*r>P8v~ z)vru2Ruhv|bXC6MKdwC=CMnC56_LT!MM8Ex&6XuqK5QQdt{1FT33Ne8o zXMv6JLoK=W@F2!xjMP)eKZjQ3bS;{1es{|Kx@zG){v8Z?Gg3d!5%N~!#h|};<%~t) ztN{nLbF^*%+yjE ze!vEkwW;10BY*8Fc7g=|^^GEse^(p z2z4MGoLoC6GVc`sgp6nB@yl0WpW+COngi%9atw{KP>Ob$xo?C3oZJ+URgven`mo}E zH)6C7Ap1NWz$7Ok|C?A=tx-+6&szlJzB0$i#$hnbnUkhx+H!X z+@yH${^j?J-`O}w+Mc@dGrt^Q{I-E#)WlyLgk4(WGhCL(Dn?K0{QR>p*|%Sk*EQzk z`QiD*CTM_v^@%6%?#Sx@|6{k&yJt+Krzb3I?5U~c7;GC|dPSOfpPW2{RDO0QQ7tdR zfPl9Dv0FeAa?u(T_-<8Tcd_-PzH+$f07D02dBL(j@(Y61a15u+K|QTG(P+e z9(+t^H_%OlFlnw5^>&otHwFui?+k1>8uOzu<5v_;#>+1NNDo2`77GamvAW1)*M3Jv z*_rQOz0c<%JwOz%ZnX#&UxwPcxX9IEl;O#BJK%oen&7BO=KNYxT(WOPvPAUzmeDWYu3~Kvom^t{ zpzHFj()h21pFT(U6l1sZ-u=-E-^HWUg7AqE89p5ulF6mu$BE!Etyw2xNMb@7h)IdI zhTm3hpo!e$(Pw)j3L6MV$HW9vCsJD4j0xnQzN|fDUoN}Vc>7VAAAQW;f#uX`mK4Aa zn?MDMR#t@6YEe@Ruwc*|+ZLkAL#ZTJyawP6(7-#tk(w3FnCh3n!0dO6Y6kxcWBtCg z(DJv%0SEKqQ&n5Otp<7;`3jU42Px$n@Wx<#lS1wZsys^Xj-n$)w2o27S=!*#4O+dP z+UOH5l$7h5T!$bU+BL00*Q8|@S4~aBlG9>3FHw-x#xd}MrIaKYb{IX8j9inPL$M7t z+~UwccxI#T6FFvLR!$5>K?<{UO?%xUZY!+MgLxA#oI$tSKKl2&BSZ_l-CI|%1X-^? zId>VTpW~=CpyFVnO`>X07FQ;hqN;U#X*1gvMToJxZFJVkV{x{7VN!aHON?!Jz7Y9$MC$Gl-tWbaPl?x`Q@|&EtnF|AtIO( zL_NA%LCY*LddLJetE#;?`JvHi>1z9bG%J%_cu1ER`Q_fgd2lVoAn>Jn?bk7tPpi9! z`d7Om_^*gaNk`w$$cGatx_`lHAo=7~t0?@_>dv_rPlla~Z?y6GCg|=Gz_xNuy#;UD zRs#@juYiNrRNk|DKYc&{zfZiPbeAFWq7Wj<=O95VY&qjFhwR4l=Qhf{8_6P7R)3O=RxK&tFoT?C{pY-`2CG)g>9VLor{ACmS2= zR3cwzXU_EpON-srH;Lsqf+W~R6%;2ISAi(EXPgtaya(6587-GbmjM%!5*JUuI=lq! zI7xs3$g&O#Paf$&&^D%oqRS1JsBrwA;$nFDY0e6R|EBd}dH-;6IA5X=;Dh$| z_lp}VKLg3+i9j9f9jO3YH=d0Bge-f4tOiIXyZcJv3uJjY2V}p}9**>I?XtHfc8`iy zs)>vUNRhTJK4Jd*|LjD|Q!1{=SZ^d=DvJGW%o$4C)d{Zu>ACSypz^6%FY-@Rv!_ad zB!B-~)dExjOb+E;<1e;`BKKO`n++`J?Zc3RWv66+O#EJ$90H!h;XKyXV8V{uZ%fynjl10< zMuW9^Pxe6eQw^Ku^i(t~OoK>rYho}MYjE^a_0UB}Wo6v43~5(d`x%PiMPk}TF>iZF z`^t)fO_^HREBh#iXoRpBLY*F%s?GvXEQnn^I~AHGI+CAfOj$=M<0$__`Uzk646Y;V zlf^hIRLLx&0~B1bZ};=Iv!D9T33_+q=k=Z#wD7w=-~rML{KD#8Anz)SY{Jh9330$>byfaK;eb>e^_kOT-#~ic+Q-Of(irEJo-he?aw7(t>8cY#A~`Z`%~X* zd3=$9+9{12hb}}aJ(Z(O1DCU1T zytU~Uh|vzl;;})TQlI)CR{%_X>s;H3fbM>-;|@C@Kw|0shh71M4U$Zc7mct>2I@Cv z>*o<&cZ$@cqg**t@^*3_oBe}8CHi5fHC`jze644}M~w#yN%ub9dyMdFcv`%_>USri z#{9RnZ{V~NNeG6AICNzu*8Qo645cNDGYZFiX6ImGeJ8- z1nX=T(HNF!9=wC-+(}f!zj%l=*MaM0S-s z?(hNGIZW|o2U&3?kTdx&Syjq-x%ckx?nm2{w}}aq9D7-Mm`Y+KsQny*3UxJKMQMAUlT9sFIWsoAk8C&*mKCD zSd}ZVTOguP{rz0@asLf13txvlk~l`VVejiTsdqe|JcJ^1a|qQg?{$S%zxMmkqI2Cm zqax7JXUU58VrYkBf(Sg38DOC7fa@op%dC~bsl011*_QbRhqs(l^`p*m_vNp$tsey@ z?@p=k>g&c&p8QJTOmV)qh2E1N414#jvd2B<4ASI+!Xfb*Dw+weWsTjG1n{U~ArhN~ z#7Gw>Ud@81K`&?#?9`&D5NRT}-s@vhKIizfr^UAbJS{SmbK*{~#0TKZ&MQ9tcW;d> z{r$7Y78^~om~pX&(Z%Pxc>)5S9w)S(KLa`7_>bptyR|mf5okhtVqhu>VMSFboK!69bg$Ed$jizW0Ox=+;qzxo_K)P2Vib%p2se89Od69TTT~ z_FbzZb8+RwbLps<*8<2v=q0iWchnuum-)7oGu8eb9|Jq83qhRf=hvR8kjBu9++y(0 zU?a6l5v`b5KMM&9n-fyiz78o$Nh>cxP?~`&x(tOMv$Fq2Qqxu92cLiChEhLD>=)Zp zAOMo2Gl2B#nGTwxH)4&vaQ9hSx@j`Tsn;#{MW6h->a+QUiJ+I^hqm0lfwycdm+yx} zjfQ9zp;9 zVu`*sb3MFv=q0K>j0ZW7ZXU8R37==WOsUg&kfU7GhV~jK}r@_AuQbcdl^Wk{vEm`=GyLE^0_hKW*;@ql8N~|gS zGzBX(KYwX0lxJ<-@1g$j+O2J~X!kiXAeV}L)h;bBaQtH>elREk-w+uc5?6Rx8vny$ z$7nQM$jx5I-&rQf_IekRK&q80y%qR?`}qDm~JMrSdkrNX-sZuve@ zK?T3&=RscK-Mbm;U@RPehITf@yy|jHqm_T5JZI5v&GG*cg3bFQb~}kL&!;f_QxAY@ znO2`=QCmvenWNl&QP)h}s5$fDAn zdF1h~NWNsC&d{&;I0}&_7;J9MT@-iMJgp<}7cf2=6(WkUnQ_i!PHYpJNip z#HyuZa88UhG-6{aRGjE&uvlmGCa?+4LP-aU&733CJZ>!MIStSxJLXT?qHQ{LLg(hP zzVsMY#@DwTB&pzwS;K#Q|1>}|I3c4F=!i}vy?nv@V@ij`mpSwKv&8M&TAK(tv?FW< zfw+EsmcHgv>%Mop_D+~E5-t|Go{h)R+=7)vi4^Q3^K;8+<)NzgMNHd=mbp|Z-Hv&| z8r^p~q$m`j^Pi#zrVeOj%blHY-ql$`kaM-NcIc$bu6f_v=FkjVXrt7KEfN7*DJ*nr z1WCjucRGYm)u+}^)2M_L-|SE?o1553V#E!U+|hD#yz#!aDhDDXQpNnvMgzmcM}I5w zi@)~2^t+L2eZDKd%pA+^qVa1b1p7R-Sg*Pw%U*CwQos2G3QgI~c3c5NU;(0UWbmcM zXrOrVQA!;A{JrKj31rJ_l7fecFWvLFZ6Y9^)_rV`JC2vA?B`pv;HTH2_o(|vM-Uid zmwef1>+%Ch6m)5$uzqd&)Qby<`|TVpHYIZ^I8g_7C~%LG*vB8!f7>3M_W-w(wG-T08AgOhz=aTP`k#r5eI zpRe5fv~pX>W9l(AJDZG7D(yim&s7s;XzIyWS_Zj+Of-^6a;sSH=EB}8J& z&=@?_9eZDrt!{aV+#Q zS0r$e<<=7BG|Crtczu)$EjB)2Xle0rRx3qDeiP$HtO$R@7A~uaT07u?LoSHczV*-9 zl&~^FV#=2dZ|A6*fI1H7XzyIZlRDoZY7NhR-0M49Y5A7_T`;XC%W%w<{R7!Mnonw_ z=s-Y4w-g!#V?{>Ilb6_4+7U;**{}Z$@^it zFxQI#UgP~9G}}YtI~54!eH;4Eu{NjoHQ7#n0jmA7Z2i_su4?p-g z^>Eb;u#_9J6WUHuMA6IR6a5WSesE>Q;z287E}ExGSSB#+t=i0gGf#Jtm!J?-Mv1}k z>2co?npEJ4eGE{B!nx@QvuF_CyRRbzs1n4%{oE)?{3(5Iq`dFC^mh7IZ>a=sPV!{A zzNw8bFTQe5GFq)pSVP7^GmwfzmxYU=y$TosQaSqr7PNhIGBRwmF%?hYHiGx--!}$W zyfLIGTnJHdPRt55HbZ%Yfc}Zyc<%?R-LpzJzd*gGy<~E7A!!IiLP`p?D8m;6*Zm)o zd$%g(==hoaPWhlTy9`8W?~y9X+9-gn!Tr7NgRQ1OPuAoP#ieCHL@4}|yId?QA%ldi zr^zCW1gR<(ky{!xI>=o%3v~ZTz&|SN9UN_-6syD0XKj*JbxH_C0g2kf}~i0t9)oz_F%ggBwtgCr%T8ZI+WIz@ypDLtMJSK9w2k$C>`Oi4?lMm9*_ z%TRe2$>s`^mWY72PvnFj#Vh+E0QWog z#ASbnh2PW(fXiUIkQO-82t?P2ZPhfi@AkgprxC||QyRv(6h*0|e-bpa1GHC~y49lRdKb#5h zPQd`gDGpfxK<-9v_lV=K7#P*|P7gPKQb;*IVk@rIXlM4G7rh;0;1LcxgqAB(15$)0gQ@ZkFL9DXEhpQ#9|f z?4pk*^Qr1&`MUXacd4yZdco|w`d^kHmM;(7AW0M;uLVP3?dCMGHq4laKxfPiS~>ZT z!_~QNTwFfs1(N$c|1UhEYaG}wx&*Gs%+Psf7gv+noe8l>1gRkSN6EP2Y10P4dd&x1 z@IC$lqhg^`7nW$j4Qa`~-rE5nZQQi_^xpT*??&WcFQ4N=u0^*GKjpDC`cuH~thc_m z`IHXNcYa&FJi<}pVK^q87vzU&6HA^KbNw#*W~tMRucT} z{-61?#D^6BSz@CgzWM}V1;f(vE90bx{oaAwVN{5qtjm0+DqMYeIGV|kraw>f^VQ?7 z*XmGZAGw^J9SeyE3>gLWe|Gm%_d|iZ_6L!6k*7(K^E{%qa8!{!Q6Q&ezd|{>xs?5! zaq4&T@OY*zVt88nFkjTMS=c;6<5f_2GTPfi|mA_cf%W2_D59q!Opj})?4e!27*9*vw|BJHT^tdO_A?YiaWaxA zo(g04FVCDLnqbqBjZu?9W<`r}JQbBPN1R5wYrX`!9cOK^eCGwN`pRxMmp2242lvN%&i|l4+wf6YpPrRF}-_PE(W6B_Xq_P`6gn$Qtbg zbezWH z30OKrUOMyR@llS*KH?gW$P3qhXz$$$QR~p$FujlrrFLjNKDZy=%`k_8fS(3cOd?W; z$V399bZ??M3KIl&BKIrC-g^n~j6M;~Lns08K~2Y<{3r)J4XeI3O?p?3w3oMp{AszBI}#$r-TU}bqH=!W_2*zdSHTZqRByh zM@A%Ai1@)`SxLJsGnbwS#DC|heL+GdPRoZnZ6~%k%3nLD*mAjaC6S)$bC5Q1hGo>4 z2MvYfCb+!!C|3fxJ5;>bI-jdalHR7lUOs9Ff*A0sv!TOY9c7%ltF>|az?jHNMY)|< zb*CJFm~Lk+1HdcdOY0*X!jWJG%@LII0n5JSTYY^TOYs5*^f1qO?8l@sWJ5@_faEsAdp8G?t$ z)c55pu>DQK%c6)7duhd;f1{W+iP|`ox_Ca7fAB;{kNw=eP(_BxD-9tbsZa*9NdkY? zPE;dF@M4vP94$ooyH<-R+U9(TpX;@DS(4+jiqS;CM9I@NTUW=S8(R+3QC+mbSofnK*b$lA+15ljx?pjKWy) zuO5sL?!bg<`uEDO+Dmu9OzVfIbJO(5@L)k($X`Qj7vx|tidq5wC_$Fo@%vnE*uJ!- zxiNHHrC9lRZw(c=OpST1h?p72lxf$o0%`0a&^&E#O64oBCQtVzg16#mhR)7`oSCBd zprD|1_bnqz1vAYxEhSHGU>#-#@BnaZYc%}?mzk%Q7Wv5U=VN0&?|CoWlwMFRuSmmi zqD(EB<}Q;0^)(d9Smtg&#rmM)R(P1F)IarUH;$BzZDHGaLX&kJ(Z$8Pq&p|JKz%7P zcP_53_FZHvG5`I7{@ZiyxcWH>#KG3vTU)Sja5)5_FGW&36B;=Ck7x(Yzu&lfc$ zR9h!$D;2g{2`dx^6K=KZAIvqW)2z2N!=$3=Hgq6cvwAaNWr@rmDe*y0yF6*s!uR)( zkN6?sj}wi`isLQ^1x9Z2?0Usp6)HPz8$H{Gj(1^rwoSiz{SXXIvFFW7Y_QJg(F$iD|5&YfhfU>Fyw*31}t2ie|EO|Jly?j5+2xn zKD^X%y`uRy-c{EM-TSE_o$rtqXeO|AF)k~~o@n_R-^4g5^_-zsvNt7?fCPO9;J9~a z>jk5QLn6vROHiOUSZ)|Tve`_v9wf7c?8HFR&D4k!mKh9iLGXAA8k z=N+senkey37*i`>nt0tWGzrsjZ^~;*5gvKtY0y!qchZI0BrprCBcVG6sua8zn zRHWX@$g6_&V>={8)#8JJ66Ltc^KLBLPod`^Sgd9k^aFRRRvdONN(z^;zAH z=zJweiR1wx9ZEW96!73r6neNm8+&;a1gJHS6Q?XCO*5W{Yl@tYGU059mcMrx+IzAF z;H>)4SNN}B0o3^9#3TmxIoZGkXacao-)#L?G+1Cb!J1796q&$(_R+Cl?^coc*ROpS*!cX?4_pklUD7Me#RJ6mDuOIsR>7Rn0 znjcMG(ju72$w>yHzmdnqAhM-J6qEettu$_(t#7%r>Gs5?L6Cx`&dU%2V5q61b>K;> zZX^Ohz80g}+}x)g3N_oI377@*-zv<^W6!v4&f~nRab>Y66QLip+hw#(DzAR-8`pk< z29tIVR!7;~-`}%`r0fdaH0pS4C;qpsBpE;ou#t!cBMOu+51b1`Z|dp(V+n>C{2QlF zi~;d^z1BB&PWU~VASLvC?(A}N7FqNJJmY=X=-#>sjz$^>L$JCzt6YY-ame}GF<-WO zQpHAw^sXI4!+M_ogVI1;%66T^_SIS4IgoaJC|ouM5&U1SP0g^*dcG4%c_%G=6EbFo zl%92x#pF}0`u9(2YOzCg`f`GHwg>HGEy?xUxnwpUlm3FE5{fBHj>pF(Cz9+GV}17& z^WBK{YFX8fNkpTm)g$~Zh(V5AkZv)9=7bxas$Gn-supII6G5vMmMltxfOBo}^d>letH&EhsW_ChRNlkz5ZM!}xaKzbxf`v}B0N=)Rv*Ci z^Bz3g?3rvM`%8C4+H%O3@K8SjpD}_`VexY@yGEQv2Id1d{~@GGv6g-69(C>a`j@`b^A75!wlm!fZZ*sqsTkSLhG==Tfa&;!p6w)$g ze+4nOn{m*j`}5f8(^B^>dVynwVd&dGycf4n-c1~yUDumtY@U`81wP=ivtRIypCLXz zo}8R7rFe-LN)OI)>=eg5*7I2I`P>jwKxE5<>>eT=SSMP2m_RCXZE@{~#fs}Otl;|& z{+X?>hRrhd6DmqfrKsbCn$}N*7l22!0hLTM##IPue--UinHv=g6x!>+-TJk-6zWO( zLTXx!2Bj&mpx6U)h|L_7593lC*%qg3AeY&10}jT<&XL9Y44$Z-0}y-U;!Lo|U2S62 zSk5$~9Cm34g^=zIlCaFXHrBnnl!mDFkk(|b?_JV0I6=W%J3()e8=~$L-3rqB?o2Sz z4b%Qk%%itk>0Xky-nG39{pW88yNu}d7&VcfnV3+aEh=P>8{RKkO_-Pnf>ANZhhhiA z1_(8*FW1_9h|}w=*CW3B3KHo#pwk`mq8oiAdqu^*fhA5--2J%N))p5rfUf(pFpD&* zrc;v0*o)lx>zC8pPBhk?dkWssZ&0r!F*q6-VrO9SJ_*0TA0WtCP*jv&Il<a%%Fc5~W5|!@7lWgU?laTP^e}lZxSHO)7i&&<#Lx z1#45pdXD6_Ep=GARJjwUffO*v$*fHoz3HVhn6kYS6W=s{!R6) ziy#SNd(#hpMnHH?V1~sFA?${~K)%$zeZT6#H}>o|wv+bm_d4avaq2%;7j~_5l=xWV z(TDkv=B-n`?lIpNXkA4_t}z;F{EU?}nDBxKj~EOmfGJuSqJ}8)(Mj#sj&@yj0Y? zX|V>sF)ID~-U!Lkc5EqpZPqiRZn&NVoRdK;sjFng!2!ds zZ`fx338T7v9R}{7{7v07j%_>Bx*|v?d`7f^_w>{PmKW|FtGb5u)r9MD#xax7w}ykJ#;?{ zdfOeJ_4pEQkv1^;dOpx2EDL66>6no+(=hqvWLUHH325XJf7_A$a$%;p;=nG0Ch-wX z46!fe2eeqjV={d;;m0oEfM5iZsH!ls(>qjWeSUQ}6(d9h!Iy?0ivf2iemK6%YCNbzA?(YZL)y7po$O=^I; z+Njd{++g4j0-5X-g%r z){vD_$nM{ridhtc-ibyhL8hhNMMyETmpPe?9Ph6E!%b|vKK#-VHd3gN4h(xorP=i! z`-yn38;tf34hn_8AR!SG#eIU|)5B{-*QUC86@GkN2W(069F^&sEgS0Ae4b?AJrBC} zOI-2&$9!(zJwAxEd=<}snCrmdSI<2mEb@>1wM1?J4vz6ph!U2ZzZ%_M z1y71#l5o+#G72;J)$QcpQ9HY$jd#aOZR|z(b?K_ z-oN63wh!#UK#+^;!%|!Nq@AN`>qS)gS#Y07tdrk8hvJ-rU}7}mRSI=59vfFzP*-aA zik05YLSzL{-Pt1OwR5uERIC;!wluMGXK5W{N)S!aA=Awrjm}O25DoyvS=d^drS}~; zwWyZ48heDO9ywogE)Q-Eyl>v4e&4hq3ka_(jGnFg`#%8Wx%EObiGPYDxD=&nNmK=% zyYdq~S09RRBAb8{Gc7fMc}blioBM0Te~~WB&e|p4g^e!K>A-oQpJ^R1Y!}!RN?2%K zysfS&qp>f3YVb{H!*YMUSg4U|vdx{fILKuyH&TgKuf{U?EbBj8!mh^$?0;}OSFz|-=L7UU-2(53&E()?q{D-v+vf-c%QpBfjpYAX`zO)fD=tBoZ&e9T-%*#2;#vv2-=VYLU+Zd+VIsb&c zhC$J#2#kg=6~&mx(~+e+@fky}Ive>>@pkVyOhv8z#JC&6Da! zroB0(Sm9Bln(r9IUUgQ7bA!^kZ3ehs`Z%d~j}b&GApDpS+~Xp=VPrIL{|iS^VhFK3 zt?>BrJSNIKsQ*qOe2qAQ%}|QGg^9ML^Ij~%5!&-r>EsPI*EgD?o@M2n>%Oo?9}H>* zC@@6W*|R6&DJYc1hy%e#>me%q7P4Qdo%(3)RV-NWIYq~XaaBg+4zF} zEeqA+t6tjQDhlnZ3BRO{ode`Y+Ud()ScZG&xmpQ&EhjZdzKmPk&JH*Ipo>JSw;eb$ zU&z~-0wYHf=qLO*%ySkb+P}o?1rsoY;L47_zZe%5XQfuxKv%?-&ZNPusU^gkErP;mzcL<|2Fj9ARe!J=FNv&Qz_mEx9@NH!@w|d)%`D%Y3UgcMl}o+OBTRrKIQ9OK2iFHZStbTzFU{pm$1LkL>%_TQU1|sW9vaS>iamqw7Gt>mI96L zXb*@`F)b`a$Om;GP=)v6fu$d($JAu-J?}&JN}QFEk93u{JgmW> zPDECOGeolbuUBZBTvdb1pJZ?m%t!3H*>ojoJoQfbnr{?$fEr7V4lr&<1zcqNS7ljoM4PO+YTJWd!PGn4aXX>nO~UL_rM;fAinzq55CT#p`n8!x@{S z#d;nuRPbMG6OJ zxNrZDAGj21c}reUu9p!eFpXC4H9oT-`Z$K1<~J?#_=%yZGcpvZrJB?O_bN^ zY#xpZ@=$Sc@yN*UXIVUL>F1RWb(9{+wfm&pU~FP7-ZVG}jxl9sDIcx)F}(ySwuJGY z^Ue5#)`y8H8)`h{Iy}G-5HVuCEg*7>qxbS}w(%5tI#k$!pnH|8c^0m%*Z=#eX>Qc@ zUxWDC5ExmE;ws6 z?VXar+XKW=d0+BGE`Vg}##(ETbj5Z!^U`f$k;CJF0P))udD+3eJ+#_X{)mu*42U6y za)&1=Ps{@zVkAY(@A_f0cX{qy|L~@aj~D#k)QK93CR;=_=>~yVW@w2wX&WcK^Mex} znz-si(XhIS*;s2VVp>;(agJ7SQ3T2zRmLZ#djgR1A0N#`cJcfkV&r{Ht*tX)Fi3?H zemY1h9wyda-*(rgWB*J!-|T|PHGAo%4x)xw&o!H1J|Q7>bACy32^uuu++;-OAakWH z<>L0?M6s_%h?|l4hm|VdX$us+HD9}wi?;&=o}`$J7=$C7n2ZpDzVUUae5>-;(nUe3zblWqG*t*CR{is* ziG=j+;FNxzLLMkII{JM{B2Mc=%ctu)Fi9XiU%8(BrPp?1oPHSKyJ#V&;{rus3 zO9OOp|4Z+VL$kzRR|D_}$INOhnw6~|a+z1``a$%SbDy%_cgZIldzuXW{>N?WUL_CQ z@0xQLVhGs;mOj-6W$BR~rew8Rpl!SmrP*C!#9_b^#(su*Y%BKVjQ-^Mtf{it zE~Rqc!S#6ggFF-?Ajcm{3>~>3rWO@aKoTxN|$Bf_xn4B5R1kA*F+C~JOl`u%D%UK zb9?j{mbp0Jv|@h#{A%;xJbuPz(f#E?I3i2vg z9$!4~R6mT-W!!9EtxsSCgWbXTB=fsLQ-7tU%;?0CfL7~@%1A6Q$=>O<(r)%x zecO{w)_p>e2`tO}r?bZX(aA>1>Ql7U??zf9Rat6Cfqz1EM@Vc9Wz0I!#g{X!)i_ajJG=YI@B~X|#%`B4<0x z2`VNQn_IUqyc?E^I%jW+%?;FuaF_>`QRmE#XwAsfb<3duR#98&VrSz z<3Bd3^I$(uL_eo&0e~N{A!ZY1?__Dakz0AXxH(HMeHo4w>H~{G3Q9@=^-$6kcSyM#}nh-NE~OmFZ1h1u_-uB7Hi^L|BF za$L^J>?VF84FnVgKX>sbrKR!fY!?PQCXkvR)K7OfD4&@$k6YsyUwew#6|UehBCuY0 zX2w2+-Hy7oUixJ_-F7#Lj3QA!=x03+14g||jox0#)U33@lZfRs6a4hZ_~!YM=qi{PPw$4%5H4ZmO6^uh%pP42HQV^j(1w#=5Y&+=)ZvaDE-Jq1a67| z1VFa->rQap5hc0t>4{JC**wcyl%1E5Tf;H{rj@V@^QGR|Ds+dAjw*mTN}z(uB8}#|B?TB(W z0@rbB*lR3(1L_96ce?)P8LmH z8K*K4evFK*Z@nrbLEo+|_hJ4oFx}5Ci;R-7TbehZZ$y?r<|FRPG9V3k#VR46qzQM^ z#Fe2D#h*u&p5$-wX_@B`xu5v%_)>j3mc*H*wwnXbS13C_t^`mzdkh)B`?`h!t^GmJJ@CQXf>FUj%~*^aDV_5sXvKiS zKk9OS3-6>0wrRiAfwtR>9%yDq(znaKDeMjLGqP5N4&5zRq>s9!7tJXwHi1*Hs#3|b zbK2a<>f1Jt?;eXpvTLD?z5apyEvK<%+B{Ajl%u;2xPIhg&&j)IKcz(CY|`u4h*n=Z zZafCQ=?$~^KFcWz?n@NJ6f>banm~bd(&QwEv#YaX=XswId$zr6GxN_+ZSTT+#1GqT zH2=Jtb@x61xxd;t!-)71;De!Dhz(wYghIYk^3nYXw1tE$%Q9WbhRyvJ?Z$i49BxAgI&a%3 z`wB4@jc>kiT}Kqri_L1qA?q$^A$!&$7TQsWr(3gC*Z;0e=Y4?oQunuTi?8{OL(8X~ zzzU`7#LBJu_@_-ZuTKXenb=l1^t^A>(_w zxOx^c=9?uBMde%XCI~MsHVLktcY%ZOH#dzkoCgOoJa)=bGtxS*F~W55*S2Bu$@He- z+>gIzM@T&6`tfh@zvPR_CaG4n-8s}MxL0NNI3{$P0fi~8H&3TdTh~w-BV-F4KUj`L zq=GyvJNMv_?sYj(t;0b~CJW&w~D?@ES2ete`K|w&E`4R{^$4=UMlioDX3XzbJiMzzA1=DbrcM?d4>hPiN4ssY% z4g-kOo5lnR6o{$AKTkk{zuiT7hlb1hfUxwhkjKc|o7_J(HdfxJsJQLd=ZeEUvC(J?F~pXju%= z47FaEk?-7Mb#3Hb^v3J;Pi`3f8Q_G}erS=~;v8Cf_p*43Dm&h7TQ42W07NqM(cMUs z=~cvN0^CWgqs&MIk;D##PUR$Zocubdd0djlkI)O3_HJetzrSkO7ev$Hooyt2!Kiu5 zQf9-N)1}NdeaR4xF5_RU#yC7>^?0$gs+?XtIib>H(T!KpAr>n8aUHm3{=2z4FL`;q z0U9ygumz|Qfx1sX3mOs(R4zcX&I8RZ%3m(R@hI0m<9R%Da5j(#_0f?Anf9EF;mwE+QmC1vtC+(lRF1wd@JHIOd&wDRv!j$4M zW8o#>S{yC%j0_^5)WTp>@fQ^(@vsJvYOm#ol?=xN?73<$H`f!#oGSVW0%nzEM=$)a z5fd^f_|pT}b!FbJc_0PBU`e07daKelc{+{Xtj3^uSO72%E%*r`gf<670|PdPvv$#y zi_vqKX^3bY~IPZb#zX%&%)wKuZ$`sX2Vr39p4T{qvo zMUJWPTGb7`4|AV>rzhvP3S#lumy7M*VFuP4zoC)G@?|FG_Tlf!|HLJ?U2JE#-dm9S z{F?xr+0*@vAHNY+Y-T7*Kw_et%8}W`AcpO1hLLP+lI=P3!{?r#&D`AyG<7}rvY(dB zcsC#2+!K+lIotpHF&;WDjE5TBF>`;D& z*EE7h#klL$FLxHtj(2)`4iZ-+(;cSx+MG+RrK#w%m zR{97YoWA6zexzuCd9}~vn`=tmcFgQYvG>a!=yd-mzvmbC5WWH#5g8imrxOS019TH- zls>P)A-Yb>u4UHMl$pbkOrPVV_DbZ_q*q5T8nV7|3}VBpSS%tw+n9I-1s%4)<^(!R zlQ0e2MiX?_P88!aYMy%L#^z85U-95H(-;`AiH=u|$NGnRRzoD1Y3F^Fe$;GDCq>~# z2#l?ejS$|<5&wt8Wu3@RGb|KbeRh=(mz8=IKW$L)BI{k5IXernuC}_dRpebq&H{EW z1e2VX2<0d$g>$SmZ{Ngh#tAk_H1gAr7%9}&Tz&Z4Db7+nq1qKlT4Lkr=?S_m$8G(7 z`E38T@02%-Q=xqJUV||J@D^7a^*J)YzyQ2$==`sXSH2M8=Qi>=D|l%EFB_{C_c+2+&4OGlTXTP+SYVdfa9fn3mC?oJ=L=sw0J+Xt!IwVw!iT~rtj>C?YsBK(Yc^+$cfA7R9e z!k;XAPuZAoD8W1rZ6eOPaKS$Eml9F%l;94{*O2BAPzr==7*#4?A{e%wR$9J+MCmC4 z$h(|foIjRMo3-R+lKhar2mXb>773oeI4ta&v9htrwq(f}4h$_umnK@isa6d94@Wmc zIj4Ntrvx02`rPBd-~pv#|KP+B@Yi_*dZ109S8(^L+z&~-tBai1oi+a42{~SFZse^q zCOU+!6^+#xMJF7%fU1t1#OHzAX$=`=;$&{VcucEIOKM_bqNjVyIH^s* z?WCZ(nqUV^KucTrpOWvjp)!?l!ZG&ipUwZTG^|Me%XeI5rp>p|7iwRVOh2I$q4A40 zm|n$jTL3#bPKE|2-vy#`O9Jj&50&yHa5QnKY(JG)H*Fx+0qj3JD zTytjTew$+W+DJrC1!2^2yHo5f>;o6-mLuf$bHrefRbjA#;oQHaLcJdDR?GdqDYd>3 zV6jX8#beitH4c=xMn}M#Yw^R4kDL_eQ61JFu4}acPzL~39q31-Mv9jBK|bxpxq3gq z=e_ZA@^Ulgg(6ccCa+o%)2-8=CT?gc$W)nrXZr=qnSNWUIl-qUnHMKs)131i>|(h4 z9k*;{6wt!JEh8aS059Vnnc6~D@|{w>1?q{uEBS7zW-R$Q?l_gr9?&DR5(jm#qrjxi zcm|iKw^+h#02e$l3B~qWN6_Q)>Wh$)cP9a#`yP05Qft|aVeQj!@SxrJDML%}a0G~;m)pWWMi zi#+zS>sOfn(Zt@I_nRI=kSYf+r}U4wvqGMhh?Q1d;LOWXlvN0r(g+Aav84edSo%i^ z!T#uTjmt??GpcaFm^9kS5Ss==HVlX1PjYbRIBX~WySh4G$Mp-R6FiBKSBO+qnvA4( zT8gG1_ggv#RN)iL%PPdYkIRNr8bH?9Z?mMYtdhd*k**A1Ct4*kX_ z5T#Fw+J;gAWb{ z$V682JE1gbKS`yJOU-ks1K#jJG#WZul3X7l7AotH9n8F@8%Ht58ru7sWG0oQG3}tj z5W&SyfKuln!!))eE051QiInld;YjSrpW94x)USfopK8Wv$1gU7nwK<|N0uQc22Ob8 zN#Rc~4W9V$Ln9VA*+T4((EG-dv6Pj}z|{EYqY7Dg0l`lKxU8<`83DQP$)h+|o7Fkf zOL&3pn^)>Dg|l-vprd7HHJ&W{hGS3r;~oy{RtylUd)oX`|zF zSNoqmX=`dzkp_m)muH;*bw2u)L=1+HmgE^J8JW?|?=OP)Y~OcWfDu{zq-tbjq%kaY zTVk74Cq<{I;JgB%<(p+Sc`Xx8{PdU^v&ZPbopvy|;izipc6e8~PyYp+SPcK0Z7giaY?+I;DWz!*+O8_{a|E={8(#MdFP@8&muRM?>li52vWW zCWd|d=z2Wglj{R*u#Jnxi06n;T~Gu<#C}ddirkLHm&6S~s7NTufbu#MX!^2a=l-X-PjiLvn;e6SRdnMo4lD>u0%%oYBB-qot)iPHb8%N+f zkd*%)M`sxpRlA1KVW^=ShOVImq`N~xx+SEgyOHkhPU#RSX#wf(Mj9#Ul9D?6JO8=n z2iKn2@AJI(y;c-+-BabSeP!0=K_2BX#^XFt9g#~l$+(08r|eQMXExkgC^nTgE**L( zV)I1Zvd71Gymv7WX6W})7*eV#8fHQqI^Rjl`^E!yW+J+^$nLt^UNyRb9xCBDQBQ|p<^7C>e`yu4y3yNWz*8RL6hP{XB*%xe* z!+d^qd5RI6Ql+7wE)Qy-z0TTAyo^MllnG0uDVxSVa2I3ZfXryJ0+`}T+*8WR)UCO) zOTf<}A-=CdVq3_Y|0qPtA2jlEaz*z*=5(z`1gBSgI_a;3@(lFly)h~`{gDdBA^$JPWiAK;r&EQ zIh5f4*DQY1Us%M?Pq(6^QJYpX6qND`Z__Hm0q7iTYun>5XVfSjLx-*>Te|Xsf+T7- zyjg)-#mT2U8_oAabGT=rNlf*TqM8MCCfCIB%-n_Qt04#kRdlnQ@$x4uWZ2#RNmgH; z4#XOEmdQ)3qb*8DGKV#*CjpX+*T1ge86Qc{{rWpGl*tl`q!_X`+F!5z3KQ% z_d5D#8RF=*o)c-E2Z)sLY^h?nkG;0OEPJKIu0UU` z8>!LcM24y;&$hDaKxTZ{&iJcM}-Jk7V9!@%0IhT zioomU;SRpYdwqE8v*RECjpChK^tBuk#Cbi)R^TNQ&+Ackvj;<^3(jnAXIybf?hVSi zh=}kdv5NVS{Ls}M)}zmD+^J=OXW$=UNokw8UrSQ*@0i0=bQ1{$SexR@v0@(iDn!YT<*8WC*_7GSI{Vs%&a#^N+;1?tsK6AL=mSyTSu`8E0D(X6aO~wyPokU%-s^u$ zKjD}z7F#;fY)X5@H>qx*9P~;+g@=3qI5T_ozWUI#bWNOkjR3ccrw%@(07z==e))q% ztZP|01dJc)Aqt{T`8zgmmw)w|KPqzW#s}C_1>4*Ck0OitkA{o?{5jbL)OQ9xr#vwE z|!lW1`()wcW}%H9Bwq$zsn7^VG!Agdn=u$lEkJFd~l8T{BoKOG$ zJyy2K=y7o_Bf;Z(0N&$e?$)f=hrdg$o3vB=6qcKLlkXWcnuvqJ&7itim|!L7qBOxb zY0Cd&YGLShqCz`wt|o+1*LN)yQBfDBD8KzThj_BymNOx1Z|UZii$D#AbYm=*A%GE`+-h#k%xDIyb;aO3 z6igAS*nAyeJO>DgyFa0!dCWEAVIVXo+V6_~indhqKT4j2kbWZJNw`Y*+dt40E z`X{w?JXAj&tZodI>U``qUIM{O`DqFXsX-7X=#l%m)vJ~=v$9NFK6BEJpril24n!7B zJP^M71;}?=EPXAa^V&UdhW%Q`l;Ugb$iSY%RZ*)M%jqBkVG2#MkQ5ylPPT_Z)n-q% zsBW1b{?5RAYij@B?-R{S5OKc7M3fLJFgN3$e|R7mE-P+F3&ir@?K5!NMkMn*!90n~ zw6CUZX!p@QoF$7$mR$iFq>OzGyi-)y(%`m;8R;PwhpE3hW>J!O~S$YPfgNX98X2XIXuCPA}Oxg zo%sjpSPoS@H{jkR(M9a^C>E&~Oe*)m{84T0-&xyh%GJTRU;dJ|J|7MUhf#dAH}#{> zX%o6V$#0|lJ2v5yBrHGx^9tR(zglX$zzQ&>uZE*Rq0xL}9LYgv3M5N`9Y(J2e-{~x zx@)g+maYfwYhjb|n78D@-GKj5UaoGHVW3D3=gqF?Cn?NNji0aIn}vQ*PBqVxDXc;8 z%ByQf2-GeZ$5^I{^7Fa7Osn+|+sNOD4I@2f8ePR4gvp0JBV#&Up)g#94hbW1N)F@8 zLrVJ7uX;he#<5ARyvjmCmeN#7{9aCCtIgy+Vq)hH0IEA+7dS*SXLaZ_sUxBXnvF~H zVD%q#}ws}|%9>=|U?F(pO#solv!_ntcmkH?m<6uog@MIlQ4moBU3`uEuM zPtFUi&%M3k8r~cYp3FP+*-G((wGGMdA0-M zaxr;k=?Gbz%;N_9Z%?0{3P8lWW&MOB?|NB_Ahol;^`ZDzoC8!&Zg@U)pp(V1c@O>3 z!HGg7cjuaCK5Vobpm@&%nIV%ISbI17^@BEbtUxXmYs>evj8PRnqd)Dvj=16%^D1JZ-8L3g#0Zv+~83PS?3GO9Z?RmZ}ya!f^ke@c@EgIeCHS@ws0e-kFzC*7&&H z(jf@YZzsad6m4;|@q)o)cZR4OG$>%{;SDSrX(yXl4tg+H+UjRBdsP6oaq4mH{(&?# zTrd^R=_mY%>7vvV7@S_eeP{O|n;m>v4>y{wF?(Qa?&dFya2KS;#SCtHeCgkzfIO6Q zfoDKo_DeUj;fqT?Aeq02`SP4A_VR+2dzW*)-08yy;J<(nXubQRHo&Qb#tZo)^YP!v ztnD_Ex}G=-0oNXxxw}8|gyf6mlMz;#1=GITLEpA^!oF|onRAATzxy6rLf~w70Qn{m zNgr|rURf;2XzUI7r>gkLN_;ozN`jlJ5&h9T_qD!ZS{(G{;kRYmpCYja`)h5}@nif^ zy53oUNaGtDa35jm@{gF$%+wAaIZ>PtvWwXK0S%q%1Oj0K+sxU>if7HN1sGH2g!5hB z4~Ydi=3U#{+z<;^Y0*f6rEZlIzXRud1CPDEjx+b#oo37R^x_23?2kU4#fcI5)KGMw z6-r15u~6~}4oybI-F+D9Nc?D?_Ej#YS3sVDfo!19C!v@c*Y)OYqXT_xvo28`2Ni1- zs?yklx}<&Eygk9uK8Yn>>P>%D1-O*ndWMGZPm|tmU3V`w(JKp|y6M$yOiP7(62o3{ z<@GYi1pb~~n~ym?r`ps+pxJr@-DsA7SekvxW`7ivA1l zPV#aNZS%bUn4~VF=JLaO2dmA;L|))-gg|mfM!SWTA|<`{3nwXru0$JOT7R>VRobmY z`q4zJTY-y#8(Mq8zht~q6!4WlVrJI<$6fY(jI}5&A&pFC&6Lwz&X=CewQI-wrvuR` zRX-3)tP_a@c5xy&ba+NTVLw>xCF|95is8C@NGx&A(Nz%e7@Tw*3D&fokoZ5Hez}<2 zd`k64TGsv*o`)O7?^qlPNf&1yWwhLUe#v!NVaj4-kt?tWmo~O|XT$jKtBH#Z?yMZ$ zA(b5CBS=EGKLiy;NLeslT(a5_IV+RxPhi+5(ClZCYu9(7#cDKiL9pMAlF^l#c!KRh zkvnQqYqeVrx*+Qb88%-`0?jWLBwXg`Z?y5D3BbX%^Y%KVOJQQ2bEDlN= zk0Wo70Vy>Y*aQ497OUyiCo2spFF!>q4#@eSqyU^uzr}7ZS%Ga^2ymJH7vU-woDG`8 z4-150M+#itqpKBJWlHGX|1OMqMGiTb>2JaCLJ6VG#I?*$@X>=16v=WcQ(lI4VmjWjWBx}RS;Nc zCBE_e(?Y0Ca^m9jgJVN!cUs*+fVnRi@Qkn3n6hp^bq8W<&{4B)$Gh<`GS_vMMQxTg zr$9fjbT?wX!($mvJDWJb!5`=Tu0?uN{NXSRX&a6e~P}w0; z?7S6Vq4<@ao=#-%P5lj7%Rev_6s{ZML1^jwG_%j1(}k!_E8Ouo??S{0LGh|6D71%+ zeuW8-Vz)1DZl3He1(*mIYZ&T1qyBp*XYN~ER9J7Lzk9mG${0D}K zopY1Swf{ll3g1g|GX|SSVzax`tc&;oL#zaMR2a7UMuNPgX}XbWc7RHj61-P)VCedO z$9J#ziD2rc*6^)c-UfNiY|NjSkDLu-@SXHeJrD zVU@eem{E0x)OXd<-<)9IVU7b{1-JvIW6Q+0kSs|A0n~OwcvR&B?_z62*`|e8?w|7xUAN zL)MOHSURWMPF=E8eI&Cbfd3V%#JZ%sikUQ4UXr;DuLebJFn+JGgc@A%XU-#+uWo}QY zCAQVZIe!JUdGW>)fb28(2r9G8jDGAKdU?A%*gA3T_dIEpl``jEQS23!eZ zs;A*DKA))*;Y)NwXGpBOcc*hV*B#obmv07Lh1n&xxH;35UGE+@(jGS+MSWj#jLa)| z;hAMH@?gzY%n}(+kh<}p zJ3thUSbubEI~8#pTQ0;o;a^p;49ZpUUGES0^VF3zyfsa=F0!tuqPQPTiz+QuTAbo0 zy!RdLE%I=YWUTU(sysR&!uGtIn-1K6Ea{!m5S{OIcJw6pwA6ttsxbB9+LnZ~*i7tt zB}wu4%wQ5_>R(o;Z4|JHDt;T=g@}Ed{ntq?RczuqX(Xa^6YsQ9@oUCEsC*f1^m208 zX680FxWYWg{?w7!Zx{h6`P+D3?)ja|lpQTq=y&L)YGClx2$*F2-6O!$utRap z529zFzsht%YP%$rA(aO-7kGeMr49&bv-0W1P|&Rq_0rdiKDzktpMce_^}orjsvk~FZV`}Bk>vD| z&^3O$nY@io`t-gZu`X)$V}*uE1gw95$G7@hkr79=A>8b(WT_B_)i&wa+P5l3!l;aO z6vDVZLahGayv?*+T(0H z$f69AoNDMJ=;lvIn!fbC`9t6Ib=ky@&H2 z^R_(_FP=Z&4S>)0cvF~~QB{*te@6O&O*4p(z!BFF4Oj=lNWhqY)hT5=d zN@dFI`Y(A)Pf2xoAZ{s{nRO_b4v`3){x)iczEzYg0SnGih%gneYFMKoR(;W>FJ_Rg z7qbeoWy0mpK;Hq^!+{7L>?o z!McDA0-PGJ8UN{l&@s?)%=Ek(gDVz}fQRY-+RPng{-~%+4%5N+7~W%=`7*@l(z3Bo zC|OB1%)sxI$M>Lpa~nVvQXD*=3D^AmXEP`>qz0A| z>WIaQe0wT2Dr89wiY0B92m?tE%3!&iKdvRT{5-XP>f?F|8hhK73Mc}Y6as*2{{!?n z>4(Xu+jG?}k^5{OO$zxZ^0AhVFf1S7N!A zD<*-xIf~{#oA)@udp4v#ex(l|EjAq>v3z=zO zBCeloq(vQ-)saVBBO?mKI3p4B&~t88A;w>XKCgy@TFS6ZJ9<9RxkKIZ^fXoJ`Px1g z-V9%dl}a3EqaW#hB?XkSqbNgPx=BU})5GB{04+VX!sR-4zPl_9dpv+FLo$)t>x z3H(&&i~!%EXSkO4*JD|nRBRZhA z8o!0a*G7Gif9KjPodSa!0rh8c^4CQHcUzYyvSJxTU57?qTW04|w@UgJHx>a;3zS~B z8u@)jH4kXAS_vhFRY{dcF!~RPU|g_#CNwmJmNu(*Op4-P3rJB( z2?v;%sG<)C`?)Pn=6edaPo4m0LUG4y$oawD!E+F|5>P-X1N_c~h17LXGX=x*yRaog zA6CkLTM-ZEY_FbW2-j>=0n~l^%}&PW4m3DPfgi{H_KGnO;$SY6Yp9Oh+dbZY z(aG-Z-}V0~q(Z*wq<-Z>Y6MQy$?HafXut*591<0|_RX{df32-UZOQQz&%wbP#xCVR zS1pu%jMZ~fZj4^=f}0hpJhOI0SjE!Oe7m}XPsHj)bW2z8f#_k|iD+Gfy?(O=4j!2j zDh#*6`Q!IE=Si%7M$pWO${pYbZxMKI?)aToyXE28!PP&8b zbo|UmWZ()X>q#a>q5({liB!Q+#yC+3lFeDqy+8`RR>>|Kj^N+ME#0TaB6PCssXA3s+nLcTMsd zN#2DN%>?76{)Z=}SH+1*&`uSU*QnI)p9$Lw{UN)yF$4JVgKZvij zCytn$91ewXg=5ut8v5liIy=@IV=-hgE+LGNYZ&=A1+0{xxr3vijjZbRK52gVq z6m}aw!m39lsV-NRe&!oJAMyGA?W5d|ERHwc%wL!5eRsz578TVrM^zq5PD-tGEc~|+ z>i}p({oXWuK>bgI5F(g*K#J*pui{x=W3&OITpW@SF(lSiilx#g<*IZ z^&)cN1M|$*{teI zfL*HQpOeD^NpN>@{=HmH=Wjj3N5|U2?`$SO?dx-=G6^k{3>eYGr9hY)ZxZW$FNaHo zXzxYY#M3k0YY;={Ruoy&vz*7-s=S~^IWTTu;}WN?BEZb}C_c){q8mdb074>d6Uy0b zcf0G#vBNlGhM^o=r!<&2n2JQfZu5Iw)TR7SAT{Sanb9?NyAu!C*^|d=+rc>eUq7SA zb6oEPCH6qgLMt>ZeQqHB0cYo4i+%Y6FP+HFtlxJ4`Ly#DX1v(Lhca7@eyU`cC+7+X zM`}BzB`C~(4X1HeEKM>7Ua3Xdd~x*ciM);Qqq@H;RKd8WMTxOuM5q!@XS@N$c^u1n z?+U3y5XLxzpSA#H=V4>4-OJLM@n&U+`c6^UlXvRYOJ?B-Scj^+T*Qxloz6Q)g5s&PoF!Vn$GqYUQs>gL$5yLL)y zMp8G>vUhfz1PvA0JK%n8y>tD)xAI=4ir<@zkIuwHWbGjvH54{nJfgDOL z{Z98iyf)fZFnXZ@J{S>*eFLow^=j?nw7A{qFzPk@0Aab zj-aro`qYx+Guhe((F&HWGpQIs{Ja0?A=J?t=Q&lS{UoysJ%|LuXOQim%z0* zG)RYf=k{ft{sj-&Q-Wy3TYY@^md;C-l@z*zwM^TpZ<@Zno%x>0+hlg^_Ms*yRrPVq zKHi_F!Ate@y%tqsVZ1T&ajVBT1fXoiizP4LW@1> zJeT}!ZUm)rkclb3><0wgk;lKRIj=njdD0H1e)dBm6E_y;r^mv3hbktUFVDG7zvY(!geL~QR3itDkWpx=#eqq+_85dkmZB}M z*7v3g2%|V|zhish`ytq#nV&CB%{?hgWdAuC)^BxtvI;QhDY1N(`|Y5O{;-74rM+$>QASrgNBtnrqFE?)jF61O5B*ySLeMq-Fd!>D}DgIW|9o-}k& z4{d^D7olycV=~RmIpygq7Hx^UnwE6>2-#F*VzJ=K$l$cR`G!)jKkwop zqb?3MNp!-V8+V$omvvngT2Ci&zdiq@lC0T-v$L4}xYok0I_@5vnxsuXYfbU*KH?(m z&JQp$c-H%^dK@*8U|(^@CJy39$a$(D=jG`;b6e|~S(G6mq2Pupg`;ZSx(4F&0}YeP zsre-7rsC22VSag@Lf7vpRcxKvmzO9%eh6_EDPp>S(XVCe6GPXPF{VeAJqJb$*9~x% z$ILVv>5()HFaCvMcqoLPJ$bT`tQKX6rCdMNctc2MTZt0#OyHu_Q zUe=5g8mrHGx1h^Ecd|*=7mSqBOz1`tYT6aG1Xi4c!HvW99~r-n?|0v#lKQ2g zGLde|G;Q;{!V^n%lgi4!oA_-oY{2$y|3G&_DiwcDQ?fCzPWr8NQ$38Lj%dFmNprb> zS`g*K^?d1Xp&c1Cw)(^j_1QsbZo(;v7z5X-bIV!|kM}+!Og>E2r-hLi6&%)sx4)$- z=ibJa?4QuA7395LBerjUMp9cdmvehxx7_HRS%1lqe^+vFbvfl1yz@h)psIKj5aVgQ z97??Q!&AJ1CjHmoTX*2k#t$~{5dEDd@7n%N>A0RQySu5DMmPvElWVpMc5kim1<^?Y zGWwU2FJjLxzW&cun@-32>(Q$6iPUATQpPA3c2#>w>1%PHse?i}sDmz(IFv>9H1nTF zEiV%S?o|H9-EeSo_XBkzUaH7=Xo_GLaPZ@J2Zl)pn@Pu)WPUs;mB}j?xvf-;RR%&d z0ueu7{Bh~{tMSaDu~T;N6k}DU*Ehou2>Azf3on7==ajyf6r>-T;XUq9@-S58;MTdQ z%&)tI>59bmR*<>!w;ggZq#e>nrc>Y0HRDpPd;VicgxrYHEHq;zbT@s+n%#T-@= zOVZE`id(UFxpLz|gTy1FrQQ0i5fFF>sqkQR8~_?7kchhKOe>37zV|j-dH225vy!|5 z^_h#;oUt(r5fQF}Y%pNo0Nd5}eaB)!uV*B9ZzcJSEsR~t4Ua1bg0CUaTMikgmM9NSBOP5ruC zf;-o|2m%T=ZF&+MdT?Q(M9sPFoa@&KY!{EgZf3}6yvkRFWhZII_Z0d_{T7nC<&dxwGyf5p)mQ*k&-Xm}i>TK8D zbb2f%Y5eA*qld?=?7&HnT@^Gsd*aV`dv!jW)>!t$Y}4wx<+QeAA^zO=o14=u@IRQ|!Unua0Pzx{ zCXWld+%$UO6ua-a1Mr(3R9hct%LX&4k}6kVL6wK{0B9j&r1R$HhC?G~`^U$ndT%e+ z+fMB&Y7j9yxjgd1dp4uT{nsn3fLFJ8v2E$Hvb(?q^|WLRNaQ=huX&b5u^^xNy!!f8 z6Lkk)3+be8LIGiF@hVX@CbgpatGLBjS~oxO)DKE+QM2dNjhDxb^B&O)=|wr9T2c)S z!Pn7V;O{~+)=(I&ixV7IsmH#l5QJH+h(}?lsJf3`6XujzDTm_}5SUQ2`1QH>aIA@9 zjIuD3F^W4In%cX1ef%Yr7G+gPOzhLSEDWzlJI69XlRs=sio*W)_Qw2Y!RzP8fXkOV z|HNXU1QRD?#?>bbdMaKFM^hKOXjgw<%!8ME0}rwQ7SA6`dHl!mmY=>bh`gd0_;08A zKE`bB)7CyRBGY4Wu5rb_fny#BEKZC~4poBJzhANJ8dRFQ!^hxtW=DmTfWWksPZV`QGS2Zs#Wt!}IBH?9^c{>{QlqpF!wW1CPn0Md8k2vG}t9 z1l)1l-o-{0mluK%8He7&0Yx_HIHNZo;7tmMan)->P01fLV56NcLR6F31k{f4Z$N-o z>kdd+P_DL6%C9?nL_q=9b<(Ap#|eM>z>-q$L79b>rfr&epijHf| zEz-Ge;6Fh3bk88ReV?K-GAv*n+uC+Hrg7{W5xFm;g}Wv2i6P`5bhPNffy0EQaL?iw zX{;_qYhC*%R(6jol@A0yR45l;SzX@Sd?>eTAwKH4#zj7TA}i6NDFC*D-`Cp6wHqf^ zL53lI9oFPF1BX8)%4|dpXv?|Nd=c4R$GkX*5BH8T(#2{;ETxbNo^ri=^}?IF5_I)e zMt&+pb{mpsrgMs%K?Jng_Er z7WILp6RiY}S~_f#)rQ11BhACc#(&5rDTdP8cT-I<9f{*`7;VYgx9sij45p$-76_lj zm!x4Cm`pWnAgGh>V1~e51mE%gLR()dI#vn?T8M&Q$pIP7bzH4q%98MF6S_Mlm$0y+ zNOd8VDM{2!WUQ*xUC`VA!V3%=e_$ZYSc-yT+Csf*rxjwp5m7$=9rKqP6gCq(yU?Bu zr4l%*-&E!}$4U9|Z|PG|44;E_W)}3fqXO>CzviJJ-;z;PYQ~s@HUA>e#JV_;A^rZ= z(GZH*Yb*|q5<$MJ|73-C{%>BW?XY@s>$KKaDC4vv_Ebt1J6Ntb>D^CiLw<~ttmO%Q zyuV!Cr;h$U6hIy1DzRKN(!NhW^Ad))qoFBOC9UWtJt{96Brb;=iYg*g}9>a{3!m#S?QYbdnT>U<}@Ft@mHdDcu)YZwVwdwBg&^ zp@y_HQj*H3kwx62$}mFxB%+P0-Ec&Py(QE_45g8{z?EDm%Eb@EZv=q`2(8TfgF^D*k{AiBc8daBFn=icb5TJs(Uytsp`lXVKM_^(TNbjv(An^@D z*x&7UU3bxw_8YiuhdmwkigB!oNrwSa2-gQWp_CL-QqrC2VQRw*HnuGSwpYF%KYomW z)=q0YcaQ+9b=S*r7bh4U6BD;s0+h6o{{~r>Uf_;M>|iFr7oB|JP0CzKW?*22X?Yw% zpvV^-UgJ=4Dyo$@v)-LDXDp0iB5dOaalQVwT3q_rrEp*B3x}~*X@jh!(*qbzy~$&z0%jWEK}>=ijb5T_hyFstMr{b06@bu)sKkx%=&7rZEm%S3}-H|D;H_lKQ%s6# zt#7;?0s;yXNG8)S0<+HADbljzf_UwAvSn|*)`v*!VMRs$P0%zzn&hMby54GEYFrJ`ubv(6P#{%bmoMn6^tC&);mS!EATXmb8|yfJsc5(XqN-8 zbf^f8BqVQ>xrLfq z2|(B8XhaDY`BoXftgP(MR}ZIJpEc63P=L@U327a!LxLv+9T;6O{0H-L^rVbOio%AU z2`;efu6NuNrMSBv`Y$L=LFJ>Jy;!egWF+?b^mO0~h!U>=?Mxcrq!O$mU&diin|!nI zK1|HW2`&QjtUSOt@Nxu2E*4R8pe;fKOJ#vOoOG4PXIn#tlxOAL%6_wsnKr6ARYX$u zc~KpYilV7W10#f7MuE0;Oa~2B=9~Mr@bbNr{z2Nd(0hF3GYhjGdy?+iCWgiW7Io|f zy|RKOKltHp1U_){T5E%l<<;K=y?c{}or@t0?0uK_Njp5Yg@ z{Oj7OcQ9a(1!AwL@z;CK`HFChYX(wKfxB85u3TVZ|M0yWVcRyL<$5rm-^GOR>5B?r z+sYkV%&+dx#IOMPfYui(j!b=~<2jTo+zm6n{WLncU3LsiVW&iVF{LJbmF z4vIZUBUPG=oh**PlDJfq#q0xLSz$H*6!qXOXO(`fThK;AmA{m6&Qq9wMi{2NB3nu> z0-j>UR_iuRyKNe-xTcTLo{O^zT3L@H=k1tD?9uagE#djDYR@JmD#)iQ4*@+L5gmND zT%w2<_-Ca~jI5e#zdR^A1o+VSwwqhp$bm-7wc=MPT+sa-;sKWc&%pGwMG-AjJQN!u z@t@oLKgmYNQQ9kJ_n&3z^5v3jMW zGOhiKiKhk@|4_igaen>%=7LUs(AG{(3m=E^O#3ogwHwy7o}sY9?p`5nkj5iQoY<{2 zh-<$z!lPBblxv@y-EsW>XB+9WUNnn5xY68QgV4%<#JMBU`E;}~D_PTo5Sg!|yhJ;` zMcm)n`I8b3_6Pf2`JKizY~Jpx1Fc6_Qr6FlI}e&q2*a##aMGB&4-b3}Q-3lTM>qux z960n`57`R{wf?Pli|t}8W@|z^VeL+F*y@}^g$^LQT6qbT)o#7WzolA6n|KNcJj-r1 zrX$N#)*Fqa-PxYck`-+~a(f2YpxyaH-l73x9Fn-pB~2uKIT4kmTpdSQwYwcL{!{fi z9>(3)2tjbVAV|HZ8)au<0#Vn?fZaw%7{CvQP=f?^`alTugY=Pp7X=KWu|2FgUW<6I zQDb)>d*ge^x8xetaO;#rc>b&I3Ul|`8r>od%Fufqk{V^dvjG(LY}7C+TJVQVGTw$& z#~HJD3<+R##RKB9s@TnHHiHcG1w=>@$p69gffZ9CRb_#d6O3+lX>+RENsQ+RXnGRa z)ybzC=hWEnWf(Xy5gEClKDaq5eu9>1`N2rq&46ocAeoThht}+y z1ifhMIyiJNK^&Jvp|vARH-tKr8q)ShiV!JCg!1zEf(%jHiqyd@$Wcq^@is~SyhuZr z^w;)^M-`J>Gsv)P0F|7c``r%9xO%7dPK4OKN!cub#Fwu&q}_cN9{9O4pTqs!DPpz3 zeTi?V2FSTGVT2x=<<*G{ISbN)wlKIpTcgKIP*w&M{;$C8r5@1&0Y&W;;jb zy{jg?ua@xpuItf{K5c16S0cPXyaM*i*u>2apAN z3MAwYj0(iuS;uy`%T8;^EA@N(c&8QI_>V`$KKAmx6@jO@4TfdkQN&(GW8rbysr#!( zvv{e@`c+QG{*QiKW1fJwwo%9WMbeB~mWyh%^SE)l*K9W5{KK7?_3@gT%W>#B&d`cN zue!V{E3sH83{^u~bZi=h&<(kY zIz~yoGK5O{>u{NplqUVxjvFOMDT$81H*6+W*VxFnXXQWFu{l7{NOgaR=`mzJQD2esa-5OE#K|NBEbh|eU> zo)ntO?ITkJnlTn7V;piqZvLI3uSRvQR&j|u^ zv@B&iJV-VXH`Y}^7|~QO!iIsbbsOW);TfQInVHcVhzG%_N6xfr%i9ddzy~*&e9YEU z?X4Ca-_g8}!=xCn!A*KB>pl8wa(J$zGeHOuD$9(U8dd%aXhO zZZGSxdA(PCXSBI&y`gISbEvj6^Wb(RiiRXA+R0OIvPW*Sj`wmgp+`|IivG<0Tki(9 z3sgM3rf?|{8#RSDh9Ty}pb7nh1!>dz_0J{V6qTQJZ)WvM&Y-GjZ-O!2PJJoD#&7Bb7rR|ovg#l*RgTlsL_-j#yq2Lcec{9OP4##d9d0db9)7^2>jcm)O z<4vHP$&tqN)7a=-NLos+e|(-Bxg$e=<7M$_=|HSogYuI5ZR>@k@`+f`G)`nZb|_?i zPAk4c0mZhJ4(U=EfKKAfrqjG=P@Q&+IG8|=d}Qa=!aBVQ*kX>#ki8FMAa zagc=@3)I7MWaX=wHaxdI1PAS3w);%d6qk6fd`=Qf3ApSalw=lK)P_L z1z9Dx^g66@eC=M-&hZP+88`ZPwrU`qlCnr;J7JSZ{`N5lH{z3=ntavo+~y2bz<}0< z5m_qk<2>24?S`U=v$6G6+E8Y;L3^BNi-3s;zSl7Bq58dtyTakp4+Gck{DbN>tGA6F ztdTtJSOf*FV3nnRI&IptrCBr&!vG@KQ?j6l3*0MQI79Owyqr16_)m5r5uMP?+{!9* z=90tkHFwE%y~kF-;~MkG+Rp=DJqSZ0=ouMndXuAjY~x8iUihCJW*h}oB}|T9CPW-6 zEAD;8%K1gzuWT}CrgQC2Ea~Nlqi=3kz_6IpnPb4F0Bs1S3eatW8<*7KKJsgGplmu z*TO*OnY#)wD)T#CP)THq!4ckMf}K_l`6g>>m6m{;$6jT)MBHR-C?IR=>U!E-dwsEV z1vG+Ov{Q;oDxap(sSzsZ$qif%2YfF=C}9X{r$;a)T7;lnrV(^33=V$&(2_OP+V%lR z_0A0}Ny^qJP%`mOQ8Lv^e_<%_{X)vEc|fPKR1UNtipy}hC{j+y%3rLS$Q_%}Qk8ICN3L`vvM^MjIKyWdbOtR47xkdVKZRF6{6 zbYVgL0j=lgO z*2(S6iJ@7w(~|VbK#cIu)q}u+ZNzFzsn(y?z5Hpc%4oREUjIKrnS3%;ka7Cg2ooOkEzZ z55i%d3ds@W@z>JInMY;<&?Q8i<3V*PI*F=^a3+^!Lvqfh#ez26t8s{;m7Hp`3f zfuSX)oE%7CdH5!c6nK2_azU>`&2(7|$V+SRBSGcxWKov0Rty%=R?~_%2}InE*$iMBM+*2SM)5EfXg(LfT|Ji^mS- zS^C`E%d*JX5M?Qqf)z}w|Dc3*RwL~+Z29Q+${Tz8XXzkA+^e*W=8 z{yG#FWUVd5Qsl9%|JEgPXm{nYW#2Se+}cZF}Wy>iFRUqhLCnSaBq{isEPuRqrnr4Nj? z8#7ynEFQWz|5VIc3=rEIsLe~A{$YWe%4lDi?i*h$bG|%SM#*{=rx-Omxx7*EFyG;q z_TlYscLQ4LdIYQd&DgP1$_Z*--nHL8pWE(J9PZhT&IJtJA~~p&VbhySLsR~~Z(kqE z?l=vI%WAt4K7YdtjO<2&hr$UB)$S>`{18#`>(KyxABIq)ATAK<50pjxkEFBUin8m% z@Bl-1r$~2qcT0mHDcy~9cXxM6h;)c_4&B`#C0)|>J@5Md!mMY_IcM+tzOEifW@u)y3Os`{R(TP)cpyjaxkNsyLu3Y;KbICY6}C26!W~Wj61!f3b0j^ncoX z!s4+fI_L?40hSz4*6HWLF{OOqWg|rjkf|hBs89#iGKf$fxH4ur)|Qm))|wT()j+X4 zjSar+;2+lSE}M?jpqo{MD!88y2DD|uEPW`9$Un`Nlj0yVgTna0&cd+0C*Q-6-mw~G z!4lnb;u!Kf6W%aMEeb)73^ZX_o~Q$5=d0@(Mjf{HlT|kz>Zg4y6arRE#NjY6lxI?$ z*50LY$9i!`yS=E2>KNhTk0JvIXbR5OeKr(?JB*;kULM-|klcOQzV#jtXgEWi{Q1)> z%IN_x9{_#S$#uCN(K%$~PNyC-N(9LQFA%={ffT-7n(~{p_eX}D@CcAGF%%8-pNf+B zz16B(;I-k6GUYWX>U{S)c`#4B4uS&6VTb%vemn(l|1AF_%P-i_vd4vj#dNZJ)?e^` z6;_oeggoB|itEZpRN%Gd^f8e-aPT?ZByvW!kh`ca=|*TycC4!MSd;tYXni7&&1j`k zNIj`C)W({pR`9IMjzK?3gJ7*Ln`L30F~Vk8b$?j4I4hCT@oD~+7lr(8O%g4iL=k;x z%Dl$m9+jMG*#W1|?4Y4GSVeL-UnS>{MMflkja7-6Et4qm)-LT|wOl4JFVvz6%3eC~ z>cl`gbBFoZ>|X@qS@I1RT4>CYuF@Qgl;Kv3zBJm^$5dNPvnOL0A^IAIG3L(8i>GGY-;BPtP19pr+Ic$3#EV8jwlZ+Z!~qx{pWTzhN3~v919E%B|FG}wBi8pLZv0` zDMwNAOxPa~!QMXJE1b<4j=pav>$gxIMdiODMy{-rr8L{HOtM`DrM1}%a*8>Rq@d*s z#S*VwrcSVi6W_z}n@WvhGg3)tP^|K57I6CUo8ifEg};&2)m_6YjEj6KG$DplOTCVa zYq#}zgqYX_{c!|)4rcT**g9r}FRo1bTrw!USCQ@f>PX~?TvK@b+VM|4MIxq9ao|ND zN({v9(rdM-CIQ-J#sAuOp6B!Te4Bx8w70(94|f2YL_?-~MjyEmVqCR>jP?Kax7{)69j zKRmK7clil!7#K)VB-e4KJL4hQczQ;*Z|<{zvWjDItk8IyIVH}Nde&(A@RlkyJ231p zm`D4=rB#x{vJ;s*#_P>H3k^CPk^;?;k|V2v4?@$XUkGG41_^R-jH)uXDki$TtRHoY z2fPu=<9ff}w?(}!$ZQZ8VqtJ?^?k-P6b;!vFhxSNQ}~HOFHQVKM~1l1tK4l99cX1W zlav)|rd_$u4%i_#Bsd62O@1l#aO%%48_D4w{YFJ#wph!lHE#u!GCJnnes5jF8FBA0jQ z*VP~2SclL)$R6Vir3Q)xN+C!T_08|$P#%%zKlfR>whO+Zmh48<#Y*&m;PjS@F+7WQ zj>8eK*k%4h`rK8^UVi=RBPy8hCv@RI)n3sU*ZW4Uz6454qaQ;-K}}SodO3W4Pf_p) z)9!dp`%fVb2$3l(sh0DuRpsSo+SWBrq%YDxgH7YEr!iG&EK!664zu6Ccp=_8j zFP+yuNkJfRdz2w!U+gUQHB`xK zPOLjbG05`SweGM}T^yBKpoji~x8d<|t~|+pFxWFaDL*%NuYxk+&ri-NFxe^{0&(48 zvs_xKL@eBP4IrxpOx8?GXKnG!dOW7F2YhL<1SBM*e^d>D@TI=@%6FjZ2&5ew+)j8H z?nV#G`ga4k+=SQ6IfSI zZo8J5eYT4A1kTR;;2cLahs2$n80iM*Sy+Y3STfXB~Cy)%fg**)oEY9KqAd z)RysO!SPnJ#Xh77qEx$j6tY$`$KN!6QHK<>Ybb4Lqi>cU$)j2v#xv(HTIc)}>>{Km z@R{1au*E@vX;Vv1*W;`x^poD&>cI$BRpViYo8H;oYR4Ik6j!tH^Z00q-&Puwy%Q&+ zbu-^@ue_9LZ;gM~r+-O9UPJU<9;siJa^7Ol1mu4}EzRk?agUH;V%6VolTNnnX9*o; zsX!Zf+Yo)msvAMXmT~oUW$Bta4dD@o9@zA2UvBUcto6FDIy$btKHzL;~M^Ns2{!7WPt)WCs0EfzAjU*R?W#bey@2YsL-k^RqhQ8 z1$r)W&^GI0sGhi9f8$=;pt%l7SrUcus2>Wy8+@ERF=uqA7G(ijiAOboLXhludFPMW z3neny@bfLeo>>fmP}wQu)MR+AFn2=xKWWC5gU;}xH~=!Z1kN@bzJih1Bsy^qviXWt z)^o9EXTs7?{WvpKe|=rF;sm@!C$%Ea4uzQFJElcLVi*+DU)`BO!Vz(&gQ(uH>Q?$= z%^V?g&3sU7fXdt?M>PLlHW%2(e#W^T`w&`^m6^G{Xqi7ULR+AaT}D8uiBLiT&K9)7 z>lIqDvoxXCXqIlmleWO@J@(u@p&d|+b3WUk*c zuv}fEd3!qwkOdlcuRixBRAd%&9L=jS1JF7+#Ezwza`+Q)K@=V0r9Qy#q@gM?3yse< z613_a?|kBS)n<^3nVh}kGvB8NNxxp_`2>R-RaYVY@gvf$d^EDUT*F-4ju0cW1|n2s z%g%mNx`}WfL9>mhIa1vh5+cm%4T;AA>D4Wo-AXs*bWFG&My&V}6h}1y&rTT#fsI}5 zsWe6`_r;e@p5#E86T&_R-cxD)h|ox^@74&Ps#2?4>tOvO77yon>`n7-n+?B$b0xg& zHJ1&|p{v(a(`K+H8|QmixBL87rzmT635i+lZJM7nu&lifCZIdki6>DJxTYlSDPhDv zY51+1HRi&$UOCN#jWr~GLJYd^I1twFI5ANs5WyUZy!Md9TCQL~BjuBmZ4R+~Uuz^J zS|11s@sUdwYwCd`Ms_-Jg@)k)L*WVD>yMR9^mm-bz02q(blg@uh6$`#ToN7+a6y}y zW%c%o^C4V#zqa$;4VZe3&yh|HEQ4>eh<<2J3*C6gfFDNGIMz!Ck)w&&rEIN{jKzAMDSlR3#3kv0*VxwcjXTgvJ z!=X$j7*9;(x09hnR-tG5uXO3uRqYESSBEycl^!NlUTW(RZq>+~n9 zdTe-nZY0fb7|8n(9flr#*1dj-_`WT8{&Fp6y7+I8@~Yb-D| zaY=rAgPP@{NRlKIj}452mV-i3?}?9$l!62TWeW4H{MU}Z(yV(m9-XpfG$GQ#PGkSL zD8t-o7|sOCHgvx??uIA+FjNAEas2Erril|6UzaSxpcV9B1B)@AQb1!6BOA)zc8@n= z+3e72^wEphL2X$M+tg39RDAGM? z%M5WXa)mtG&eR7t+xcWyqjpuZ=hHV8aTdDiJ;cd1F@Pm5W`z9#iVYID=i68-2I|G& zuKEmyxyvQ|!DhJkvS#a)y`{g@ zAqZM*EZ3bCCU2=qYw2d57*lLaNMuQU=;u7vVLGVwVD$vp^6?4_8#G4iVi5rQK)$0= z?B77I5MHcWBqc@uvQO%vI5Ud-ba>@nIA?CMl|A5Tw}60vfQchd8V(jTp_~#IMUX;; zdv~!_kYq;sG!1{#hu?t__}>+qN{2HA-MS@?)A0B?19^seks7n)n=;X*G48n-meFb2 zhsrefs?biceHvy5nArKhaE80cgPRzWAQ%EFdohzLD_npcNB8`M1$8MvS!R7S%xqI9 zMXEFVydwt1F|71?jVh(rND*$n1!)~3i=?Mtwqzvx+sblFBUwC3EkHOAgGZX>Ci zcZ7EcDT^gd;Yi45ixRR}j+@ zuQgIS0wBeXMSu7f1GU=6*v61?ZzLX5dIty))u__Y1lk1Ue#kF6fTbvm)FpLmIr-VM z7EI;AAmUF|tLC=kC2)-<6`>eNVS16Bte~PWwia;fF(bpjNe zt?=k)yTg?G_#HVT}J_}s@;(5<{g^Dk{xO7A;rnNlvCh1Bx zIXX6tNp*4|COyofuXwaKvo4J82*#ieWoxnIP#1u23zCKz#L&CJtLDa*>PV%wZGL9JkL& z<{>eAP@4a2Tg?khZ=@gBf2BMNaa)!*vAg4O2X0OpzCDk<_y6j8vX4I%#oCqVKA6|p z3rUiUK#=cqeY;&DasB5^LbQ@`AHm@QYOk0H#M}-8*VAPqnju6Ax8Jd|El+X2?|(cx zKRei;dgMhT6&SvpX0sNa_{__Ixb|c1q2S^bJtw~*iZ|eR!cN$Q5&rHJV2brXX1;6# z_(&#<;KV>wu>qRk;o^TdIgU^GP+Eq;R~bbzV-`oHf8FB91ZW&P3kh zp0lgUI+11Q6>kTNYg+}H=j+PYgMKf0Y^&vgn6yJR&k`cf`}5$mNpNQe`WT>kcN)Rz zP)eoav8%{ooJrW9U1Rc@^Z|}~YFrRY_Y0CmS$T!srs9AcbQD=;%>u`+S5Bith^kC> z5_EO{GEJNt1cG+`3*CavI@XYo#LL=U4|)FEuZRCxhy!8 zG`He3JN62+z%lFT>K&6W-S#ygbpnSbO4tn6Z={|k$6ysVNS$L0oB#g^OTK0 ztlk{PGPRh4g*5J9s1@XlgU-n7oF1Ggg;J4Vpylo91`#e-KW|!zDt^{mYUYi+gOqBf z((Qn*XXz0pP=(0J_sQiFgZP!DkX2)Dq#Qw;nNSl`IPPT%R61j46&c$H@&uB)6|r z{7CM9zrSYIr~qhmL?kn(l7np?*g+tWDaMT%fkr}6Mz8WVRBmRLhX1yK%-Ni^(`#&F z{Q)Dsti3&gl2P`$a>_5cTGnCbyQ2@`QCVuzYYCM+#~M%K^Hf|tr35&XEj}2;F>g>F zFh>T2IF`FTSfe44Ai`eivLpa_rA)TN?dZ+y(KVGvSU^zJ*p3XmwQNog$>zbO1XDlY zp80$J_Nw&&uinyqE8Y5D3+EsxZY>urC&n_$h#*h{XgXN4lDNbZe?P$K>OJ&emUf(f zuu!M#aGK9v9E=!fg>5QKnTd*uf(y&c$_nyH?tx{o_g)JI?_7f?{*2)RAcTom3VM%+_R!dwEPuW(i`b}lop@Y7!Utk z;7(NO9l((je5Nyoa;WNOE9CCL9*9x?4#hmzzIGN{u&DK7R4q5Um>}TI5@hZ)gF(CH_3yC?Mvq3v=1<%Em0{Vz-#1tub`PsTrV(G5%@ZH^ypnSwq*eZ44S zvi8!fw5$F5ckGVi_Ji|A<+rry2IfQsM#1u{?2ofP=Hah!2q#WQ;*7bsaOu4cwj%0f z2eqZaREXcg(7LWC9Ixg+=8rio0g|fV-fZq;Wd=ka_w)UE4VC>YR)07UfV2a{>IOAo zm~TGjo#ZVjLm)JAKX6H({|(jO9G`ejR2hEa$YPro%nYk>1}cArwt;*p*LT0VLrj&0 z!f8cM=vOXwBWMtcf`4`l<)_8TAQ0Qtp-f6Lntu#pj|NR5u$5px^Z%91ZQ7SIygtCc znI002y^2x;tP7DdC=P^wtfzb!v<=+3UqfD(=|Q7g33*GWfA)wA0Lg$!C7TF`VX=s= zecmCiwYKg6pIo3g7gb~v5=@Y4hYI@u7CAT;ihziql<{boKd=b;C_C zN{WF>4hohW(eh(t{UrZa(Fn(Y*R_tjv)Y5@k_7Xqpw49$zF>P+C%^eHC46_m{a;V} z`bp90gFMjdR?w{Ehg092eG3AvUc$#ghS}0ql^YTW1gaq)a@=D&K1xlx(lw;1e!;@~ znIZa@Y&)(#_QydSbba6DExMEDX-%j_o;8_#vZDIQ>?al|#YBMimg;9|V-u~R%pXR) zc^Uqj9dFr)n7C&d#|YWU0h7v(5*9!mPn0R;c)i+g4PdS%>^0Z=2nPW8WuTI!0cpTB z$^o=8CMLc6ag-<7a87LjZ5D-6YMX!_6E6#eemgADC*`hY>s!Nj% zT^~f0;$0l!rA8#JU=xA1V{H*cQCJKz+H@uY=#M10+s(zDUIGu!=F7`XcX!}bJ>urw;;$V66f_jo82b1!(i0SP zdlT<1l=rKKUrv3f%6kAnmT|+clVsU1kPllNE+m&07TFXUj!Z@lnhZfaHZJzROJGCH z#yr|$rN&T?nk>mk$;St}{Fk4!0LW9>?7d5va7P-6P^V0{`m!~^8$})=b0w4tIxuNa zk=fkDH#!rtJ|sPmzY%`(h*tfaDKzD)xGkg4gdYPN1X|CwU9hidAe@$XCSolR`~2-~ zd>)`?_ljAHVsmPA9DaBoiFn`b|BqhzPwRP^tBIb{D@*}|GCDYkBUM3FT5~n={zela zgMMA4;uolt!&C3EC4vQ8my`0z3EMa<%%k7JzPK0z12T?AZxWl$jv^e;owtQP)^n< zgbq=?TE{Bfr*vsXs{ArV)EA_qI%oAuVEnBMoyOVsL$FYN>3WY}q+G6|T!T6h3$qda(`|>o0ggP!@Ou1AB&vhhYM8c{YBtM5$OBK523g z;uoM$*T!-M4q_MSZ`xnBU`CGIaZZG~5*B8INUYh`lO$G~+$GMpW;mg@+R8>J3NX7Zyak()Z=U8dFC%0_QgIq6hFz(3Q?_aOAEm&13?g;Id4DBF1YB}OU}V%QGZ z@93+dA9R6pB9BX>LeQf-ybThk`^ARJHU>BKhz8xUr-^F~D?OgknFy|U=p0_OfpK^z zYO?#SD)Hz9czo}EIwKN*zrfyo#{f}MQpUz7n8UHeVG5S7D632XL+^>B@&Yt5MGdT| zc{o=0Sqn1^0E(*^n_xNBc@?L;+j;S(!qRaGUGw{Z=*8}3TiCfbepx1KUcp=uvl2HH0$D#}H)F}^hK1Qd zZ5GCt@u#qYi|OqSf<~oBuxuCQKMN$IT73|iI$86oO%|#TwO+26`U<5kwt}7tDgNBt z;9{pGVUPFhvXtEOBp#LAq;prWFWCC%*t+3X!QE$d#gI{*Uhkg;o$egBikFPf{WY;^ zIQg0*UONmG;aexqRv3z|5K8`52LBo?Q?Qh_3Tp%e{i^=`8 zxv`5c7CGtbyllO-73VYhS%gprio^|_ZbhaH3LHMkjf1{Id|@uC2@GCT^0?*ajoIGr zu3K}>HpY%!w~K+2=`CIaDK;r-9>>jrA{fe!TQ|pj#)3DbsenOb{%7ZV>gt6|f*dN% zlobU=4zk!Ap(a9rgxvir1HbDDwlu{JA<4#4Rwh#Z#O>~Ub!>0%TNx>Ka^TfZn_Nid zQbKVVV@>%oJ#_5BUP3);v0tI|IVDEl(kDprTIAn(36A-1=pjVU;}b7VR|o0NT*;~! z^2ugzYc=sTeW$J$e?__;e>-00FLgvPviuGPRHrj@bJE9h$2id7RO}QmITSouAhb?X zf{h3KYd_4(Lxku7qKYpGj2{f(RK%8`li@ZdEQGl0*c!b%!HSK>#ZwM|8raFER0@W3 z+#K{y`G4ZISFk014are{4sB9>%T9Ou&1^}{G6^jYk>8=-$Vw7j@P|?3^Uq$}S!$s!i0~5YXCy&#T2w+t9(I zea+>r{~{quH6fI&c!O`mbt%)F1U1my#g&XL@bJpv_jCeMj|_sQ`Ng>~isR})%-3g= zJA=jy72ng8Z;Ich7uLd{#s~=3xq4Ln0za{K$Ciui(0AAzcHitBibmyWpOcZ00y)zthMqTiE#quPUO7ABdhDpJt}{u7FxEH;sZ&@E#wXUP~Fq zlMDaGFra+~5RLTj)kgQB!R!(UOl*aZTD4%^W!-uxZaXw+7?+UY-^R+hv_YtJ-H;n+ ze%N5DP({SDlE#$tT!MZxzvvV9v%S$V*29Jv)-jyWn)YK|mWNwdeb3DTL;#e;&ryYL z-6!Ta3% z6NLng)2Ff}uWe$EPHZf{Ymv9mQwcMpL%_T(9CtvIVX~<+ewUhx%=$>aY?ZE*8Oovk zG2#|x<4l%xr19&G-P^;Ms7r4c{tV~zC*d-Lpq_ZXNI;L^wDD%^d4~LTh@Mv@ zOmO|=PTzH(TaGL$5t|xB2~QP?DFGq`s3z8my@5(tp;V=R+S@Kik@X#T2j3~>1#{SbrK z-^j%nvQ-g7#U(f@DS_%+nraZ2G!D7YVSvNX_u0$=7Vd9ZnIMAkWb#lpM}BQ0G(=c} z(CdF|uy5tyyVG1c9wu_a_Cl$~)Q~lE{fC8O0R?7_iio%bES|kM`9MV11xu7cvkX& z2|DQ67IuTkF#9lVdD|H>I4d60ap7yDsr%ab9S*sPf|1P-@gAgJ;}jmcSQ)eEE=g=i z!9lDmz0{E|S{kDRWA!d<2XZVFsKy;XR&9&oMO)O#p;tRjPt`b&gA9Fs_DwjzZ&Jq6 zk(iZd|K}T(Tx#tzGeDJ7rn>8i9Pv4_a~2ds9k!@3_u0p-`PMc@;RM>iF@hk5(2NZ_ z)PO2hPIsB+yzi#t%SWRVTPcSwmGL`{CxrFwm78=eLz+kF3aq~;$2;(%uk44uyMlmX z$Mo=m9%__Ky-yK?)S26-pSLmf-M3vtUN=>otGa(v z8~n$nRl@)956(<1tX@S-&M2x-$ho4qYgUP&oc*!+k(b%CtZ0!~VJ@9U)ij71ps$)C zS$*YH2-}4%j>mwrtD|gbtkVG$_k_QxLleV9R@)svY8$xW0))(apzbTJ?>%C!@3QlC zx%(bu%?xaj-4+zmdUuQ&7D5X{si=%J3Myf?jhvD~18V~+%=W3Wz10tgO%s4bc_ddg z=f~KXiSK?P%MyNuD=sy1eFG9QqtHQTFXHO{+2VULEElEG-q;9riDUutAsNXaidC^s zD|R8(D|so`WeiP)%(v;t<#JHhzTYdR8)jo2p_~`wKrQ&+wJ5DOpI8y+J6^6_K9Bur zU+(fRIY2c z)H?fh3vR73HXnb5DOAlEk0BK4bP>`-@=Hi#(<((XCw~xX?V+(y$`#3W>ip=2blE zfM<@UqPdMmEpP&QXK^i3o90W16eD?bHVZhNuCuXajU)#FRQnL!4O+G39K3V+atlK} zFZ0_cOQOKDmof29Leexk4n@9-CjiH$Q}%wgecqlosnn4^SM_8k%89(WMNgG}c9hY? z(>?q9t=f=1YpII>JOI7hVUl|K_t#AJZ!k#yg9A{?@ZQL2fdzX8wt4l@n?9}CFm$aoO=^mUrh0*J{lNIxT2y! zfBJX#&uDwB;0ep;?(9!!iAv^Y2u~oQeArczv$vqPC(tTQ?y3>FBVEpUmiSC!0S(Du_Go@} zAQn6gls70He=x|KZv<{qMsoJS6fh{4{P6fp}waTkXVrt?iW1G~Ke(2<(VG)=h z#bZ(|%h0uV&*1>&o5B@qTnJXOGf<-K8=Zxqa6>F1trOK#CQeR~!anYj7%nh7609b6 zKklZ+2FbzGrMbxF!k@zETQF)Wp{v8>v9^B?`Mq}Um#co6PY=6_=B%WyU%xEQXuoNK z4RgWoi|&r66Jz9LjRY(aMJpktnN_UPF!M=RQiX;&;#hNONWVH3ssV9Lw>%|K4RF2O z76W9*m7!#i60d3xorKX&>QV}Mu#x;$}59(;7#n+l^Cs`_}KSWIK+WLSn?oj)XM#VgXLDp(GwSe z84MXRio>?7M=ampca5XJG~{g9IM| z9V0u`Af8{o2T0nQ?>H)s8k~Dr#(SNi)hxRb(rT)JV*X}2LU@tUB;0>pfKZ$tk zRqY;dlp6y1Stvd}m&C1?yQP=Ca?yRu!?)P(mq!!#i*;BYAXxfMOAyFTxRw!7hLkwl zTacSiH^Wt--h2|b<^ zC<0<)V3HRs34iChk-q_;pE!m1#?^*MfGqL{X>Ci(J0SWsEXRo%!n@ig7X^suD!xbk z9OwWdf>K7DMq5%_Jqo(i_&Q{~Fi_aw?v zlfTdB&d#WrYrM08fCeOc_sb6J<84B~#K(YJSsAo=wb~^Fa9dk@>kMJJOZoG9l#kF~ zQlNMr7d65zgZ2R^^l??aq+-huMe>JH?M(j_R~EW8%fJ6&d6Qc%no)K4b)r7U14ELk zdWk(Sj;T~E*24QoI0Y3s8KPi|n6tt61^izPs^|PFP9bfKNQp?@a?sp|f34H=yO4?_ z%GiUnTo-()z+BTd1s}4gLh2~Vek|C?j2>5fW78WTYd-yw~=7I)|Wf7ia_4TfURdW?s+YcVz-Zo3ITZ51twd7JquYEs8P1AUq;ewJ-pW-a?$w z_^oq)Txeh4dXp{8-07-$Lrj`RTTH{j0c=9bZ(Lor+vOLLeT|Joqhyso9bwZzK$77b zw8e8Kp`NnKFe?;njWG4mXU6@cNFh4T@%97r=7{eyIG4Yxv!{_kuCn!K+ zgMavTs_*}@`|;++H2{LEtv@n6OkQToeSE9PAI=QGlVkMOg9SGpmDkT4JP!ZmtcL;@ zXrO=qlz3_B%s#H2p(B_VI$!beV0qhA2+Ox(gtSw?z(IHN=zrGRWzckJ2Q`K2R1Tv5 zC0^cKmMN-?yhOWSBWTluSZh4? z_?cS2`2s0^%UvjKGBoRmuvh~JoD`clr&b+^%Ftq-qvKU&&gKYr`q8z?B2md>{ij>_Iha%_$doHwIld z)fbmJU*E%D;qOvHLnqIb!=EGm{?xQc`>i2aQ>f{She0`vks1+`JTUx*S!QX`y0PJy zvG95m5FjE;;zea(U@&iCgFv}|77qddl&hbOfi)ZniQuqk_ho_C_6j->v+2yb;G;4Q zV*HiQtVkDxS4%@#Sy`#6=31r0&)aUEFN&)CgQ>I;zpu6T;<0v&6&v3wHhnpH?DRo3 z-*8@PeJF5r1KE~>5UyI^Bs7{tQIn4q0!S`)c8o!9ml2|uD=GoewJ-PDt(U=~oY*HI zumnVTJl3c=+rZya87BSwgM2E%ZEdHgI9 z%%dx+D{wyMEH59;=X)AZxvk!E)$lbDEu@3DFf9IDI|;e=z#ccv?;A`iB?B|8ar4BD z6xuJsw^3UK%*NB9rWg5XlST5>+A*f8>{6&8B06}_*LZn5Alef-^J#H2t`~K+8;V(3 z7;=M}A;Eq`;juU+tzM~)`oZ^tcx(4MrpDwZU1=FE1Zu=6uxEJyWn;rnXfF!AylQo9 zGsFkO2qvD)7!ib7-^)I`vNG7yLk7(9Q7=3<1Rwtlb@gn{`2C~y18S0Lfaoq1$-Pu0 z1*X#Trw{^NMSUi;T)mfC==6aGJ$CCkkxL^z=c1o-{!7;0cDlmV;K zL}?cU^2@*F!s(O=!qEYK2VZ z>>HR@j8|y@2)hD;KZKqxNc(SqzHKat&_K7)k+kpY$yOonk@4IjGw`=g78Ig}p=M#@ z9bHwsCOPHAS{pET;tBkz4i!m8WC9&Od1%AC&hmU}oEhlsMNe4rsxOoJj^IJqM*#-n z6+iN*yB+DyAPgISzbGs@n+IM&C z9R=kA+%!hRlCT665dn9CNpN6msIlch@Xmp83Q?6;>3&4~@KT#xCPpwR8ek;lf-IcUgCL zf-wBu<-(MI9KngEV8b-qumpvu#=&+`$oik3InIYZ8%bGDnq@ue@(hjrYS8J4(uzu! z9x};0hoVpX@7Lq_SI;+-rW%Jd@f&R+fsr$%ob+x>^}X=}nG}fR3~8Yy5%I=$zNu6G zyRM2N-q9Yu2lgnATLWEr&lRC!Q0|hm&fl}y*m;z*%hvZrJob0D1ft%(Z=N5nc>NW> zmn&Fm!+(&ct)%pO^|KSSA)eFVyuqSb;1D19w02mvLBFKWdAKsf3?`eX)MltS;yn>T z-R3(a4g1MVH&Iy!G1iPcHkLvwhll|}kdu@0Y)yhZlKqISN2ssQvj7P*Le%uot(}8n zX}e4u=-#LyNKse|2PIy$w*Aq&Sm~1}e|?zn5qWnIx$RQ9I!f?O7k#-)K=^xfTr{gg9>-l~!wIy?9NgOV zu1*g{a|Ac`Sz;67Ebf()OVg(PrIXdJJnM6brIl1~o=ssOVR95VX|DMksiG=Ks0(H! zac4hs+XVzGnUwHpd%~RJ9o!`mPjB1n9La!g0Uch?ZC80y5MGm(Xx^Zy?(H{R;s%M5 zR_n0)DE8TnjXZg)SAaOafAMyH!NHvsA0N+Ds%|mQRtgFCj+I`K45AWfZ(ClRlN?Y~ zQoJrg_f2%|@W=>MqPtUD3O_wI4QbG?y?^*v?Z`)m+StC9}C)sEFX&(M|p zV`*Jay|@+WkN8Nbo0Chd@J-#XcQWeOf(Dg$?*GUAx*+ftVdP za}LCiUksR&Jvz){-0o)QZBOqGGKs0^^yS0#Tz9m!%03QH3EO>0P1Z7w>t$l?`yuq} zcfSf(@E*5HvUPVY4u&>)m@egQb8Clg_yv>kkS~g&B=l)EI*V;BDpo0TsfD%bvmcW4 zL@jZRe+3(igw4ql{}IZkk2@+1{}#^H#F{bxFyfSd8yKV>>nj84dF7iVLIo|z$Ty1` zHlV_qoBp%& zftW^6kyMD|rS$2)PhKw|i#zrt1pH#E!Ki(Way@-wg;ljNL7O67ug$KW2c`wRn<3A9 zHh<{=XlZ!FxI&uK@bfD_w4a zAM!p^?PS-h%ZWjk@YCpeYQ5u%NzfsG=3y5Y`8R-*lA^J4U!){S;`67Tq;r>GvaLT$ z=n@m%Xo!7?ox?rys@|DtxycP%#eY%5tH+ddAVcI*dd2BUg$;};x9FLW!eV%#7yaQTa@Y zYl^R9HcjF~gDW4LEXLqOf@6W*WQT1!KKir0HiG3dI~$MiB+#y)Pf}=>_!=O(@eRa= zS)N6ZGu-!q8Vkv5lN^ah62PiLvC|HNff2uo$DGn+D&XOqmEzz;L|fpEMfFpa7<7NSp%lxGEm%hhe@9BD$$;WWv~B(V@Gbx0US)eb2nO(G zo1M9O-dG4oz?Ya(0>GHhn#rTVXR)9?q1TEEcMEbTmPPU~)t|=VVH5Q;?39Bj|88eD z7Q!&FfnzBlo*mmZR6*ja$H#scNjWnHep6FZ;DS$(LI)L_r8gP=+l(5Kt);%OyecQ? z?QLAdcbE9>#m zk;(7<4MB?3RD?$s_vafOFZ--hX1@%dSC?kz=28fAmqxdKgdi5arDcnHjX&b(l_<8+6T|$^B76U-Y2{p!qvc z_Y3fhdu*4((_Y0Yb9H`5tgI*v=1XwnK?Ds^f&`_5BIY2=xr(m}_K|J2mvBYmelD>*n4Zht`%>$Yifd4Ry9?eN3z znK*}mzkd-p;p2^LN)*9{$PgqL-T}XsC6L_is#Rkk-s0IkURMI!EwAJj1PS9LzI1 zhP@pnF|n8&MlhR9U^KT6>NtIK1xaYlV_%leOP9N|Rau4XFd>1ryGz>3B}=p zNGdY?raI|wd6Sc9a6a&j&jHWG?_;uCSM2{myg6Wtf_nW0B76#ykrxuPC3+zp{{xIc zbH3eJ5F|pVpa5xohLN#x#z#j%cw+8An(@czxb7^bCCalMd*1=uYwbMd9<-Y z&|hWAjy&>6_Uzfi>t6RdjyvwSEWDGQJ!e*%UH-+e(8jq2yucXeks_Ax{mL*s?bMky zR}PX^C9iF-xiWSh3W%Vv;%SkzEDIzyNXxZ|rDFOKw%4=@o?SZTThBW$@OTMeiR+u2 zg;{FuTqvHm@b>D%jkMDoYH?4tOOn-k*|9q>fgapYtyhOfKX4e=SFQNFmnczcw7K!7 zFN52B%Mv9y-K*enoU5#sCWvnsR>N?+^izS5FrqkVXbN;;RcSX5|u+l9Gq z8-%99J&gfluRut9FXCDoq^3MTNrm5o0^nJ`-Oi3q0M7ZJ?{L+gD>-`8Q6v$fO+;8g z5FrWKX6#Mdw{ZW5olQc*)Z`SB$Rni~BxG<3J$+pOy!Z9*<$|j(;JASkNlA&d6w-); zz=mi-NT|=$IW#fCB$I&Yq>F)$flQ4g+MtL`hCssB)-LcuY89GJ^mqt5P+QE zqd40=nP;76g|!zs11W?+uyX=}^S;-PdETqRJlnjOsAyck0FnGgMLFMo%r+7!bB!)zViLMnhrT8lW4XNG_PU;@Gt0tf;@tyX7pYMk-$ zF-XnkZJW8t&2GzCw>^{F-SH0G1sEF{y|$S8K+X(XYNMGi4u#3)919f}x?oOu6Qgi!bH_@B09s{=}!)y=ymvgM%Es{U|C6?QrL= zW4p~kxL2fe)|wjuNLn_D&T@B{khI3~N=*kZlCb?(g38d)5HUtx_`(-*?X}ltN-}oi zc4`}iKmcm>dL|iFsZ_ELHffB6+_<6qKGf^=EacL@efxO!v!BfwXPm+9Zg;yZ1e2tO zA(-;x#bX-}B}$YK!uYTV3sS-*@oyOyY(2+=QNqh`53Rv>bW4k%()wDQHU=NI_Nj3! z_Xx)8a!yu!hDy?SOKn6OvL7hNbY87@U&SzUWnZ~AyJXKUeYa`L99V6XC}Eq83Mnkm zc87%qpgBzPw0&ZM?G+Sk@M1fZHp*QqK$6lT(yBHxw*9Rcwp*Sr3AI3&(UOk0Z0CRH z3C(1T5UoIJE*XIeT#EdAP71-P>FlgBI&p||fABLBDs=XAWy&fBkn`MeWbDvE?)}jF za*H!>!BlOsP--z({{xAE-a&r%+u!rmPkx17`Uus^Ur7Vbo!-b|Wb_b+(h+WW+zmP7 ztTX88@8QqC`!m1#^)Km}>7lQGkQhM#0z1;((Z~MDL!9%~bGYY2?m=f)M^4^prHw~0 zF)w+6ES%E|nh>_gko)R{nOkR#$q{3u0h-J=HP75s%TB=!1PCAr=Lf;rI{~JP(J|@#F9Rh#!9c2Ym2N zALRazzdw(D+M_vk$1zOCI^!dw$Y6vJAfk;ig9E*ERXVurlFRwf+ds&cKk#Mtj_+lt zbBH6h4uK#|BT-<*ylF%rx?M;%27foM}{)Hd8Cg9Lc(uU!@_{c1vLLC$f5p+xhTlQvYV)r{cs$xnWY&wlo^ z3=9mAB-Jd&o@li(7QU3N3f6H@T`fN@-?IaRa z*t2U7|M`ah#I2Koo6$2uS!gdFK4;k;j+$CVdf#c`(|$K=EWkTeW6<3gKK z8^P?H*JV^7%-EiNF9`sxz6@2d4QPR;MSxYv4auZ2WuR}6p3ZK*`rlvU4KIEpfBDm& zvk*wzj^2g>U~q&;3eIop0ICFfhI{CCHxr{%TzS=%yyewz;~Ss!kLU5PFMk<7_}=&FtaPw>>t>RWfQ=(W$Jr(o zAQ4^tUD;=9YB~!y_0ji#ly86IJ3R5JPvjq;^$fOd-NfE~2QyI!%wNSLhKKs;?e5}d zKl~Z5dgZJ5?svXJg$moY96?uC2RKU~02Kff03%#9`bFUO7Koa6{9Z1msTN6Yak)Ug zd?+D6BF2=V{=rO6>@9D3Gq&mL>!VhSNEAUvtYKzmCR2nN9v>&wdJWj$YD_PA&gsiZc_L*U{ep*hd@>_FXU z6~pqW?4!zlphStXuUunkwM~ik*P6>UTd&)kE@74tr9zQa^d)1E+i2Rc!G`Vp5D2WY z_*;5qH|LePfs#y4IW#^tU(nzpoWrcA@960HwCv%58{|&XYmW4?Q6_LXTh&BegIy;$()BN$5 z=KM_CS3-GqVmG4R7`yR!(ExU_ zhUMpDnx$3Dk4O>8_1AxEb~+UcX%8^RmI?_FU<0|5Omt*$c#!UnZvOKf|H-SL`x+`q z;Mn7i1q3$HCKA!C>MDrF!8kQ(9TcG2TV-4CHtI9x&wsv%=REaU{Pt(R;a~sbC2SfT zFMbu5}BHq;n2ZD#FzrY&h9@e8i^Z~b(q!W zi!C_+518f<2rXC@T2N3(QjwI1RIGzpImeiVI~p1q=4=1^HJQ}M<;BJl_Jc`b)E+QsV^2wE-_=-8;ydBMfbLu!rf?1J2SbE$0= zU9kp?Gx@0y0{`8q8GimFbO+c@YS#W&+02v z9mdO~uYdg;`0Ra*MGg2qmDXiEiGb}&_+pQTw^aL zN|Y#7H%pW#Q9958)ZBrD8-yneG=<_4hrJRu4brTYmz z*dmQt_!kaNAK>!8TtQGmAP}ST=K(^Cu6TAKuiIAUkAPaPC0d(wIDw<-ALys2qnkIr z`i;EhU*AGse;-@6Z^;xv98)Yn%3nUt<{?Vp3aD-(0?5>ZR0$lr>1Ym(9pc>|d>01~ z9pvqwd^gckt7M{{^&Qn=|ykh+dugRTNq-vIz&uTVj5AH6Ot?^kP#|@=*ZZ? zQ4WobQ0=O4+AVLwo$qsJ?sl)caKoFNN^kcd5Hod||9f`!K16|pB<#FwLB-anqE*3j zLL4c-GUEJqf$aQrwYO_cZH}jG)7{n0(9jV7{k8w*8P9$OBO_zkdbRB=zmahOA~*rX zA}^f;WMf2BB*qjG*tT^ueZ9SW`+NV(qaX1YKL4f9bMh%CF)}(vZ>7p57hlfX-uO;F z@c#d#3LLlTcu2@>7BV8qSwEOcA^e~Y&i-t)kKN19h3uG zt)mSqW!U%TRYJ{+7L{|XbsFN(2wY&ov^XmgD*<>@Gz0zp-2TqDClIo5DUvX5SlNRT_U_u7g;nXK8zgW} z0#FhdJv2&J=;X=I`+wQ<4~*?65b{!W;NbWnhI)s1$_t*%Pk!(dMkYqsJTQy}BA{Su z)Y-dtKlQYp-4{nPxV?2q1K?FxuoFuU0Rp@j{*`CvVOLKVecio$`28Q|KVJ493=9ph zY0D;R^%};YSw6I)E`cGYAOXR75-=uGi#7VX`Z%U`44?VJXE^a+PvXU|e<8gcT};+y zc*V2+op1g2Tb!mFPz@p_#c>ud2E|-DC4__&Gcr2L*whFeNhi0w!!3E}6CT9f?{jyK zKKf`tOiqn+@ZkPTLCH2kNPq%}9EccWt{9};-z#!pPz&um7?6tnpul#aEQBy#n)M(T z{clM~GLp=>zc`oYzVNx39XS5@<49|DqT?(Ds#%I)2ErW8h+rZHz!;NKOHF52mE*S` z&+pIw9WQv^3;EDTKg8frKLG#v&iC=2_x}e+cOOSjR|lp}j8F(@X0V`w!OVpkHf)mv zx6z?X;NrvGyg9b;yVhkFZ-d0@!(wSr!Waysc})$82$d>Hr9vc9O%f(1Cb{5(3jnAj zNh9J%7H(;Le4KyyhkxL$Z+$BO6B847j=YsZps%l&cfadhTz=VQoO8}O^mKPOV8@EC zt}b@%+{Led{p*YNY-jApG)=R=F~+}sY$FLt1yT*gbRVXRe%m!GxdgkWM!sZ---|M&beZhi(o`RR|b4HzUs zA^;}F#sLUH)M`cs6i~s%EWit^PL746(&FlaJ!d@CFf5bu=b*OxPumSbea%%p5x6nG z5IpOzm52Ko>L28%Km8f6dH!qY?&)TD>oE0N9m}(7h@-KM5FijFHbw|=G#HSHHUw~L z6eH21e_)8|Lo>YV4e#JKcR!1}-s8@6RXe!n!|uVkzx^3C)u~X$(I^OE90f8lf>@})Ko*uD8YK}VoSHO+ zBuVJ(=%Ayc6B7v`;FvNqJwqB(92;o@70Wp|Z_-FaKp3G0Cehd+go!kRJUb;W%sKKh z0AYcFnAX{{c`H|6b2Tq`=?mDicMm5VcS5H66BPkr;$O?mHUQCpATf~po58t)4l)=V zQ=(I<9i1Gv^?1JgKVRflZ@VQge))?4xZAz%%tt=(A*Sk6^wC8v8U^K22N*>_f*>lb z^c8Ml6zfLUxiK-?^E}*k;d#;lmchei&uckixTg@gzONg!iGP~hOfgWUSox8^mkc@02Dn#tck56zUO zDHG!p^z`=d{O3QPAOHBrjEszs5n$2?HstBe!YxfsPw}yjeT?IdJ1%2H_Vx8KI5?P* zXo?^s?bPdaYPH&52{j>vLY_z>Ns_h~kYkKZ%iZ?co$yK=PAE~LL|}fTOMLIh(!!J| zQDW5;mP?Y%#?UA!`@9k*N{3yEvKK7JCnd^F4nAC`ow1E`SH0nvZALVPLenDCQjH_D z5Tc`SWPym-Za$VLWwoI;%G4O*+9>Uh(w(|Jb_XfClL4j0KZ0Vn}Q#VZ^cN_M2hk&{3#wYCs_19YY3l z`aC4y6-YqaNEqqjBsLI40A^SyfPkHKf+YVWZpL6?iV0|%#n%8zUq`MXpaKIr8_)<~ zjiA|L|88vhESpR8yMMu&%>6%lB`Yhu1s*81!->>li5XT@l%u(&NioS>helO5mKwjb z)ER>fXET;f04xvy6XMZ?+H`Tdp+HFDj8aDp1GGo3va=s zjn+m%r~oIQa}56eaWWoz>S2tf(V!HFg#oFnL;)mNM{`#_+R%;)tpdC5u`_l#co(d* z=_HhdiqYQLig^p>BW~!>G^uw$Py;c8&5UAzQ$AS(qqwvfMUi48ts~lr#)byOx?%{1 z0;sI4RC!Y+-^GkL+FM!>i^m0=rg?y&NV6A00J7J?%;P8_GMkL#tJ7cFj(00(vX`@S zuYi3D3JN7Qeajs;pkc`a{&6vM%K7RP&2mJE$&zL)B9-`4MoOZ?;LPyoA z93jacoXAXZyd9k#a{g0JIYj_0(P*^0!JZsv0!!9ke|-VheEjjp;(XX3kkyXmH53e@ zuC@;EzyChI|NeUn88SpbH8r)hsIIQYkh(gI95oWlOk4(|M~yKLhUkxBkgDe}X;FRtowNcYmVHH{bkVlpko}oSq4N za0v-V$_g;~+@j(~)_+a82cLT^L zN6~Ty#cl=t2u5b*#soL>)xI?c6Fa%Ed{92o^4Q`+{qbDPAdq)@z}?m_BOP=nCl?;$aYUW>nQx zqr9pDO)bqJvn{10lbC^$!ZJ*sJ`JC}`5DF?HZB==6QF^Xjz>b6Z$b#;6BYmZ;kzGE zL}5uI8!P}EPO!)|6_=EVq>jOyUe`?Q?O#Fc5g&JBUF^Gf01@?3SI!yIU|AVP@+Yrg zGrt_CG7Oe97lsS*?BmbjllMQvkh&oPp3o(B$<8Ss1Ol2=%&v|uG%jouX{HcD&=FUg zj#8~uB%3r%lX7IkUKVCdvW9B$(dQrI^=ID1&U^1D-<@&YDfr>5?=XGpG}LN!FgT7N z1wjVT9B;yWEJUSNiS4)99(x|OJJ#8363QZ_XpgpI?!37wEeTNx5inM|n;?j>)vxHf zF7eZfvI-c`@!j{|;>%CI#Lqwdf|=81qN}}AfHJj1YO(A}%VF(x*TSl6t&YlyYLSp? zX>OML2zbuJ&j{uv5lsl7#;c^Y?TgDh~v=bvs6Xq5Hq=ds^ zd2bn1NhZ@=NEAAiCRO2=`=^cg}o)z;dIl!;^AXw!`WB0&ol6%~UFcKA09 zM2xn!HcXf>0h?^H2>=Kf#WP z5=7|#(1O=Q~Vu>ZN)RIeLNwp0dHcaxvw63l$0rU`&DcdAYaPUof zvs(c;+C2M#FW-Fg%|`_+>gJnoyg1z;`QGI}SNaCLS9mgefLd6#|6Z)YE)%g@rsd;$ z4Q79w>9*8|2R%T?Hy;qs04RUb|z$VWm=0aEz?d-zv zu_Lg|D$C)|secNajFw)EuYo9tqT(>R;xXKC{*73A#ig;6bwq`nU-RoKp3OOjgmMXfxsEEB9M(Xf-P_|*lL5Ed0il)J{-|I zufw@_*qWW~#X7fUet>*r3zz`{jO4}!N=r-85%0juPrV`lnMhFq60wBj6O+CDX__YG zGjHxfL_0gN>bk38y^YsJ-H2vN}H%=uw29`PDGISCs=J&HI;~jitzatU*P_`?!$*~y^s0@4G07S z2#3OQJ~kNfSRAiD_bQ6ZOR&-^D`2<%_P~z2?u6>f8gz8Ft2*8Rg12wtRQYH`&>T*J zQ)R?tI8>7uoRC-uvy1ZFb!T zK{(a**rQo+CQT+Y_9@@Uk>>-=_Mr8_a|mVPs(YK|rLVHV)|izXkx)8W1_7}A_19mR zI&~_3`spY9_~VcAdHVF}$;NI2#S|1oP*Yo%ltdC4rI8~>V7+zMR}J}bVU#H^uL4M9 zmSA-}RvN~Q8z*csnHVua5SPIaMvopX`=YTZ0+B+egN32%&<$O{FjbY6AdR4z14kC8 zgG9nWSF{sz=gh&ZnKKnL&W|vyq_h;HMvfG)%qpv_g4I`F9m_4Z97c{DX-jWsXQu#X zOk}6pdb5n33_rOKU`bBo(gS%1HN1mO+?&9*%qNN5rCM@G2lv^7v3DTH=!J$(w)6Fk z`8Hv~c-(!@|Ipabh=2b1M=@4?AOONaYBIpvcH3KKdx^vBw@#=bm`t2`pS#k3nei0J-_*n_<;eSH*}C!{q_AFYSQ`?n5jVM{{#C z=FXj?#yvj^5VxxxV--+W0sUv?>bwvrq`sFcZdasp=NUKhQ6h;IbnvY*S!I~z2RIUn>$G*DfG z0U&@y#<=gESeeOV%+INf^7Q`6@s6!XG-X-`$t7ppfJFe26O@$3$_OAP6b^x5;KO%6 zL{obMhLjHli=GTwGA=}jcEk|U!q|M9%~2RC!h)6sX|55crjb)VrmLe96-8xOeZ5uj z^7AhWaHgQR0Bm7{Bn>r{)tEnbK91V%7@TwC+1PR4?NM1;3DfGE>T&Kd=itLHKEja5 z5Qsbv7(@(B(*%%EUQ~ezD^5T{kHgRnIR^Y+HH*7ZV&MUn>XN$y^<_gN7qE<%rC5M0 z;0T0yrKF%3AE?%a+D>v%f}# zUXJ2GF}B)lYwUBxo>+g|^$>{^qOGkJ3mX@j3L^5#j&?<0Tingi8Kea;M8yP}J6dt& zr5EABJMTwBeIqKXDluZzaD>8PSPf8Iw=k|WH8kRrcRt4FAAEtw?t2ucoP8>`*lJ6a zmau$BLVS?<^u5zBFd;4FWH9Ge8Q59QVkj>y#mqUg@%r1ZqqwL@@-dN!+x-&@a18-1 zsK7LH!McHyPdph%9dVS3laI7rv8AaQH{EnIuD|9wu+gmYunMtg)FKv>GGUMbRF_p_ z=KLAThrEmxS6&`bJ&IM+a03;LS{utQyKGXbN%E3e7;*$vXkNq2|3%$=^UariFw(#gCF3UB z#EBEJ%{JTO+i$#T3&voQMdOJ3vi{A9E7%?Hgf z?Cb*6$JL$zP@cLnvL&(4eUtUhfxltc*?5GJgHc)#kwxI2zV|6~7!uzy*nma>+i#L{ zyrajC!kX)^i8v=9@-&(T26taH3=lJ7i6|0CD4@)0s4J;OOIr&HOA5gT+t_FfG9=D6 zZ^1mAb;#Lxr^ckH&EKHUGm)FTaH9Pz@sCLTiz>MiPu~Gup8Hipyik z<(5QOXBU_=0he(GZk27{51PJ*;Asp?YR<|>1{`xSp-5QX|McbeXlQK2upz@Fo@fJT z82}T5!W!nxoP+A2)wub=|HB3wZYamZ;!!ylG!oF$=#gV^-GkSmsj&&Ky!I-_mW_qR zB*(DEa#k`RuSHaVg}eYCzw?;@WfCwjv~CENTWdW2eDxRXwB3%_YOk%Z`i85cx~>v! zs=hZaY!b#44J0yMV3(mP18lY#BIxmiydPFK4D(ft_>|*L!HZ8nhl+}Fj2$-?!DPHQ zp(7EG!(dJ`5^+kJs-nDHZDr`{h~k@%zQRFYAB58{I2|XSbqY$$%2hjTh6YXUpP93+ z5(KhdvowYd0@>9wh-_u3X_8m?^N-&!<==l%R9qr$(D~d3210=VT3cJ7Cla{i{EKni z(Z>UT$f+gtl!6KYWh(E^zwmrH|0Ne)B2reNKv3e`DF>1U_CKjm6 zSt2p$RaajDPrp!r_1D`7JMFpyCT%ncqsESekU`9zBg7CvaE2XMmfv~6YQRoxGcRfq z1LV#mL5x9Txj*Rl_&CaiStR#K+sJ$G{)TGDqoP07MZ)^^Zk-B$H zQ+ZXGzODklh~(0=Y14#7;`wKuks#jE6UIviw}}d>t-Q)A5^Qra%`gkfx5txU1b{MQ zp7C78Yl>j%ZD=O8c6=f$gXy#ezkM3h5+mQVRgE}xA-!mh^o#dyeChWBE4 zjuE`6A&g$Fk3^JtePjTX8)FjxX8@SNJh0yW=?a25E0n=AxK`VeiQuPewp0z ziwM?kOG1cX1lrr$WxuV= z*}WQQLjDAEsP-vfJ0W<`taG>NZ4zra%=*eqKK zW7bhxP>O$l{|7()_^V=)nS|z+7HqlWmMV@u0ZXqm9_8hwN#7x|Ub-HKmWr(hGwEMB z+sR_iLXn9xdD!QE)SJ{Yob1&G5k%fMW;VeY((uCJunF7{8Kt-1c?a*l`!0U|`De_Y zHA@Ui5g#N2dUoND(EkVMJf3ZP`}+__1)B0Q8%xFfvcR62J61q zu)bG8I|-VpmHhHuyeo>1_6~gd*=Mp{f8BLhcDdz*WoGluHy4nQ%1e{AM;xQde-jjy z-9sdiPgU!iZ+Siiz0yi6VeHtkB3CyUY@>}flKx{5ETb#DM8CTk?tajDJZD3Jul1%hMqVxf zrvVTL$UP|Kv(x(K%P-}BU+Dw7>ScCg{ zafEk2%FK&P`}B=y(3PpXoDIw7R97HqnKK8o*7N#Bh7040Hb|f2*cRFKHd?G$tQc&8 zSHv95FTJ&Hj;u2?*-AoWiNc{E0u;cfAAN?o?ej3KWLOHU0Jrio#&i{g7mcT-abj zFcLydxCZf9LLJ+MNFaiW;tFXul!_;r?*kmb!j1))IC6rLYuW(`BQ9|}Ef8>kU%ayr zoN-07>Nk@In7*&U3IFs z*Rk}HOCuNv2%!KG!GHlUIz zMpO0M0-KX;n%Sh>fq2AL8wCDyj7-@)HX4j@FevfdpMU!W5B`yZjPz8O{3)kp}l6#<6iDGV?QLxq?< zZw`L=_Iqr+>G}e|89ICj#*7<{hJ_7isIO0#v!C`n_2W}1QdZH7lc?DSp2~{ciE2Q$ue9GaK zS6+G00A-4bijn{3o31A?m~5$~mdwkQ;+t-|NxlMQWUQg2AqN3%yw7aL>>4G^bTwmk zg`WM&MCWfjS9lU3OXFSv%2?O!eTGAltv_HUgNx~jnFlKEzWHPKMV(j0f9hn%$3gg9 z$yw8q8*cjs1SG@EJsc}A08O?6`+= zh-?vv3GJO7*m&KIvG#gvp(EZYL2EJ@K)Bo3oUQE{x(*!)tTJg8R994^v8e$?C3PbA z#9+A&$c#^M`Y#v>sI3H&B*TnHrCtfbR@2Dntg+(Y(X}R&H8}Z7EuVVO+;d0J+BIcMNAz@yD#&U09mb#xv7^!^(L)e;t zuC6F5%PJA;jN+;buEvV1tcZ;_-wd(X0;%gxNi}k-ZccSm7gj2plvIz0XoP?kL^Kvf zM^}f)uEB7t>q1T;@=AN`yqm;;Tie^DfEi@FmI)Y4a6)3lYpk(4HdHJ_ufFmcs+jDI zGE&ZvJT;KOf;kHWa0E`EwW$LOqcP}gILkSmIl;_8GVJz}8AvAQ7RGtY-a5uCL1_LfmG5!lKJ!J3pnPv=bpo7it%LLym=rZ38qw5R3H)# zJ9{q}%vPERnWW7GdkEMCfH1wZx3{P7cau#v5m^Z3FeH5f3IW>yGYae?(o4r4dn{gg znM2$ z`va96@77|)Z-z`10V?~ zlKX^s*?le?s&HC&q3F`-#|b_ zy}2Th2h8s?a}G#s?(w}FZ1h>V5U8JnOF~oFO?hgnZC7Bh*tBU=`%S{kXO)q9m4SZ? zz-hB*&&6P};^O=SXbl}Y6!~hSM~@l=AenshGt@7c#!OkRm@-`MR|8-lo8>Oi$Qd%e zkmvWz*;GUZ5oIHVm_-@!BG;QxKP{YQ?!W$!*#r3Hua5WSf_mL}v4sawFZY#1)OYPr zeny!wb(6~%OrFPiAM0)2*C4+9K479bjVA++H#oC*!g(shT617GxNFy+_-8B(evNhn;ug$(vgP|uN zl1>yrM{5UW#b#sgt@gq`NAHWy&Nd`s>U(I`u!Y$RB$I^#Bxk@t(_j9B1{_3d$$62= z_ozrHNj-*Pk24bFwX35GOHLezkz+WeC1*<{;)tvC$hDbZCpofD2#{G<982wqQ>-Tds>;gn;YT0h)*Ej{ zMR^5^%ZeqANt)Tr2qG&K&=Bv6p{=D=px7PS(AnB|ql|JWp>q|FwU6k)Zs*TfsIypDJ@3av0C zuAVH?A7LL#{>_>(NBNU>7=|t~Pflq*c~4fM2YYL%!*2Q2FRji;qx+Ll-ar~=wlS;( zf%F^F``Q?{*NokwC`R1Df)KCsgKrA)2wSt;u!w>)pGdoye#5J1xo!2zkUDEn_ z%q-_t4O4(2>Qz1i5Gt`9cGv*`M1p9ECB|aPl&J#JVNQ1%CQFNedxi`dB5B`s*IjYT zEw^CB6;~7)CZ|2{zymn$xZ_01NCmFsUd(e5>>wGHUeS>3h<0_G&+2~UIF(28UV(4q zx>ouOz+i90t0_$dF+mQhP14rd+L~nXk?qDCZ^WcYld#iHJ1KdI9Wi3W2mp}0>uB#x zI#Edj5!u>%|AugU^UXIR&LNOAIPB}MzY)-*02e^WPxI}YZ@$4GG8qr#p-G=UVCFpw zBjc97rLko{fSskE=YERaIyIEt&3TN`UwL62mt(HwzRHbrS>%#^eJ6lGKJTD!K0qeF z;3JDoUrCE{kef5{zTCrwcqCi@d?WFIZzL_^9wgTlE0i34{lA6`0JDhJnG2n2TQ3lK);#5Fis90pNb5ld3Fvf%t zgh2oWNRDA5VZvx?Yr({c6R_#Fn*e|S5HvG}Mx2=fB1>FKz!YVr6*%;yL-FpL?_qYs z9E_?Rg}4y|!@PeDfUw$t$v!4BM7Bm3K#!3yFu!RY+R=f7c0UN0+xv>CiwgitBh8lI8WD&{ zUJHwgY_UFp)wnaJ$V);`i0syc6(+)X3NTm)$%20!nyGq`VmmPm!mO#Y5JL=dX4V1j zUY1*f=I#GMU_F7N;v%%Rx8mNr?nV8=28wOK!6|5L}EFM>7-6ii+n{_?&GeHzvtT}BHaAe4;4PEldx^H`Z)#MjR%W&lyyY6>)4va<743FyI zPppvqM_vpr0z}Edya6!ow0n-pRdON)M#u0Nn~T@G+RnjQCF0D+CvE3*l9k@I}?(MJLzIpBZ;u=?t&r}YU9o6V&Pg0P0ZA~Aq^r551q}@i!s?=e z!2)Qp4C0(sfLM^mfsmv@&Z{<;KG)vjOerXpc43bxD=SAd+9lUgEI+c{e*5jhFtg7- z`(T9?R*>r{`Y}01BLVMNPMX-&W3guMDu}Hr&91C!rj#aotr+mlH{bk~sp2cY`syo@ zb?E~+#N1^leUpCi*I$3dU@?FCkn_Tg`Qg+22SxgQCg*l+Uzaz#uR3QU5c1DV22F6j zR{`G`nX*F~gJcfJ$g)57rI-jgSia=VV#WJFzO(Gd)z& zB9Sl(iwe-v*bI`mlL1K{L!@+~9L1zfCSmN@F=+2>2dCm`WO0FHQDC~rBCWIjIyn8J z({RS=XQH9C0aayHi0d)HV7WeN1jzxm?gPy7StAYccnmYzW}+-uhI7t62gjdvED8z= zF@OF-XaVzhf~%3ctK>cajS&+-gWDMr#2`!`S_=3g{m3?e*I_}BlGhv#k1gajlBN5kS9~*#u{k`{1k<0TY6C|em z_FHe`z9jqP{dK@?2p%$!5v5Q(J>*XI%2sTEtBDqVaTu1R{qNn#CmJ z$b}5cnIY-X0+a$G!A3qI$E4!tDy}O)pQPyq5FiU!C4R=n{9@q_%F9a;4hNBlN<2BW z0br?D(7+&QXlw02R9&N>ASi&P0J&FQ^FqPQDZ0F=q22d;>CffE!gLU9Y^U( z=TbY!LYNWJ;x@R?hPvEjS&y6rsna~a*PY9ZFr`$%(wxI~8#C1s`Zv9-Ac zZ@%$5?)cyT@X05iB*7~J?x?G)LpU4~r^TWRXFx7*d5d&ykcMhHa{@H8VWa#puzaF>c&Ath3HKm@r|2yjQOxJ(LQt3YZ3fNF$wk>M3~bwbw-sYQ(5v zg0^HxUYP(Cb0xWeWu{G=hD$EF#LQnCIHf?Hue`JjtQ(e-OMcIGByvY*r+{QmQP)22 z-1CwMM#-N32@$h_uaz2v)A5xVbe`EMNLgLV$lTJ z+S);6o{}7c9j8hYr5&vx4v8&fA~SSi5IEh@Xr!5dBH0`uu0C!@>?*J1n{R%wJpb(J zr=P|K8*Ct2qd5X)Z0$YE$xC-1;hQkW`R2nr%m=kaBw+0awHUctt}EwrJeK7e9gN4a4+`tM3m9^-}3t; zZ$X@5o9LeXgPEQ8Xp?JlC2?cxdjl-7C5_~0=&U1LR3I^|`LpKBJ|+#MK`h=CM=U8VPO>Ip$=CorlciL=RbL(}W1fgzdoyfZAdP2@aFa$(l z=A)+GC!%pQwlt!F8?nantK;k|&&C$pZHcyyR?M9{U+&G6uwwR>q6B$JDKWd%QqS(h zDK%;JcLNnKHe6g@zQ(7(Qfp zD$fj%B-a!^A`meQlKe(NN@3&YZ+-?KY9bQj)5y9n7SK%sj06;&1zVI`6h?=kd+3zz z96}nTq(MMIS~{e=Vd(De?hfhhZV&`Py1V<%{R{BSIp^E&de=sYkZ^c)(;)zSRyL|_ zK1OW4Y^)Xa0YyuKc+omuUMfm+e#GSU2Zt4^GR^9X&T;!r2_+_`Y!wUI4lQZh2EjRn zA!C+R^p`VNhbuNOqYab0k#@ar38GbzASlrWE0|yesC-oo80}UXA|Uq-I(1#akZEAz z7~x0}Pv0Z`fx3#(9?vKU;F-8H;tQx>LPF*NA%9l>rjr@}#juBhPhqF{=$K$DWy5EP zF2gEVpMpl=8y!qwuT@lk*se}qE*-h=>mva-@5kKo4t2w|`tPvI6c8C7OA0?317!`b zz!hm;5Ry4rd{dyl3m57uXW2=i&(uYsRyU?o7Iz|=w6tXBQDglWYzDoZ%>XfS8$}LCCa)> zF7oHNz1R!cZNNUYP4I_0;6FhgdNH*DjAyMAauXONIvPcr)e^TJQN;lYI{+G-llDUD1Nz#>zuh^>T zS;85PN$Dh_kQq4AG~px*uGH5XY(y2#aHcqMzzSw8;eTD$;eY>d_10QP(ib}@b3&aT zpUIP;*prbkGAaO=Kx+t?FS(*zzKYqApM2gwyuV$u6Dt6e3jwsWgQ2*R#{a0?t;e+d za^tE7!(q8@k=52iPvYegYX7YHzQ4Lbw=dKV;%97M^v4X`t=hztA2|#dd88jo{p}v_ zNzxhTjRWTvRTr3d!`&WOt9~(=ch==;sNUOCh@ED^)-0Ol-B3`}HtpLooG+OMf%bw) zYyw|6H;#^vFSjDt`*_J4d1YWN`FBv+i^m@clU3F^k$19d(DsBXzfP&ii>&b=UQFlH z%kPlv@{1?vydYqPcg-DsbiB7biLgU!sdN1cNw%nRh4W)zHib8B(#>Irr52q;XPI}s z=9PS%lpRn%9wV7RY2Ar{v#N)7IuA=;P8*2OYO^N$w&}aNFJqhRc&9orHzQ4g5c1sp zSL)5?xxCBF#57M>U@cGFY!OHJ=IL`*Uc16byUzIA9LeyLUDdJoh>sgma zra+1j3Ui3HfxT>t#+DBPwtjyt8!U+dY--l+x^bFJ#wZij$wx}ozzEw`+@RghEoWE9 zvpfxWzjmFmwdG(f3F~`0D!7P@BJ$xU888z!2aLW9Kyj;pIHv5zS|6BvT@JVa7}>zh zvz7*|z45ZZ2HSH@w4aJB$oF=33Ys^XiI2;F0R^QkpiO@ec0P-NH{#}~%nl(sxbh8|7=#8F`{MbU#Cv&#!=5MpI*Qd62TY~VeMXlc zc&x?R4ldoW(9aUP+4!e(gdr;H;FFk`tgrX#<@J2pjD*nt6LqY!mhzrHM^GRh4qmtA zCVw1yOZ}ORj-JA>kf_p!6Bkn;{e<=Ix#hd;o$!}KaZuBe+0sBw-QNI!l@xOQ2mjx3 zOt-RVnl)A^99GN_77(TqhPWNKNI3ian}I=-5y|qV8DGCh2nXw0+@+A!kwDjda1Y2ocQ-SSK$gnC5{Cla3!tWs#h5=^AcYK;`0dQi%UhzMI+C`@QzZZ@f~{}M z?y&LG$w)BoO8GIA<+|o~zws_gs;ViAjFL1@%Zg-3eHu9$P#nDiHw>4{K^YgCUsi<2 zYF*`E4jm)VDW(TT@%)j|OVRVNfM+6N>WN596U9#u9_HySv(S1{%iG_1hQ;7h9%b@| zc%FL$VCFz^LL3mA%uM{5z}`V207&%1zcX(HZjPM~upiwfJWHxwwZMUTJmyF}A*jA;xD zBWQR12Dd(jdvf%`O7F*&qB9GSPxYKOs;28H-4Mx*M9``mHu}>hT+%y9Zh0GUQqdat zh8zUM|3Eu(Ryrd2^pk;+jT=$ZUm^SMoIA+;MRBJ_>szPw_uWcAumYv{cP$HAg-kxI z{t(O*kDmzoYH6}QeDtr5M44#*XueelrtrEv$DVB(A8%l21c1I^Edp#bN~U;(1hlq^A(JP z_pTWN76rp6V13uEZM3E4ZPFuR=FN&oE5UgTf*V>NY`9628wW#((2XAV*hHEvkpO|r zm1upH^E8#>Qj}jq8CPcaWSpozXTXtWhON@e7+_T8ksGoT`eX)ra2+5IHHWmpO^IP8 z2*qM%s$|BC0kpTtlsbQ>#f1)IeX)`0kqJGC+rdGTf^e%aKoR*a9a<2YTxQ70Ynosd z%E;lqSRgL53?K^q7MtSJb$vtag2T4`cu@1!aJLWOBMuc(27OAmIIe-rB*?03-E`UF zJ*#$5Nn7R*l!aq;VDZZ}^$+TJ=4dWhe(WvCY3SV1iwi|Cca!e)P>jPWFJ+Q;wnl$@ zx+V`>so#vHFj9GpHCp#NvljAr-{!mc_o_k|o=g1)-cV^C+kz7PbDVe}x8fiv{dRl; zySRKKQ9;BIMRq7`EkHu*D6L-pH3+Il!5a<`1H~ht04obhiY)^D?cfsLQzKUz_H%2& z@d(-26HSulm9_)K2}=WKo~O};&P}dVgcx!s_!KmT_T0_924NiAwfA|R+jEZWV)@L` z`ZTH0mhmGv@Nq90A|@X3=HjUuTcn5#)GSG{1cXhgHCEYb37n)v%HgC1wWWmp!5Gp) z*^oRD%R+v?)B5h>HjIS#H&P?qaD5j2otEH5wL@j5-V2BYz4W)Ac!6N9LJ;~$mkQ!oga$Ufg4+uBWj z{9cB)!%j&YQ_z-=?Yy`ME+ps8Mg5CUsb3If82h5x_K=t_pc19sBVt{}3MMRNs_1F6 ztO-!$*&x-n`9-U)>#Rm%6bXzN=_C#|P`Vm@6}XyS$qNs#wz0uIEP##=&>i zLKLc5RRtO+R}|5#-hn1>V(rtVe+#a`Y&mhjHx~0!0^trpn{HV7FN85o(L4~A3k)<^ zMxku$+5xN7dQI_)6mBa1l3ZYl)=$QjyEVrz+#h+jOMdwDk=S;W0p!WIcyE2yGh1b} z!W^=9X=#yyB<6_v^uevF#ABv<5-^T5QRwJVZfB2Xmq(U0j0oAV_G6>;27Lp_V5ia- zTSR?`46J?mdMd^^AY9Eoh-wSrGO3*1w)+}G^X6^B0W2{xtkTyWc9@CE*1hy) zoupTMZ7a%LA^`A26;`^z%RBw(vyW<&!_wZZA7|j;grxu3U)K#aq)TfAM)}zG+wS&l zg&3@*hX3a=0h3+@La8MrV9}rNB9?ZxdLe+?eKL--7)T*b=(I4vOvVF2VJLKk^)L4_ zY@HtDvLgv=)V9C|LLvnEm%7dpAc9f-jGgN9BTe1`-BsPJg3M&GDE?X3tcg4Iqp|T$ z{GQGfV!?S2+j5358rz+Z0r^`#*ONQS`*XQz z`^{IOXas5Kf)~Xl%Z{dJ84s|Uhct$@L1Y?eIYh1Bd)C%c^r-Q4KA=g!BJ8iZbc#_; zbuG3POQrM9E09Os5($Hw3?1(Xv)sKMWOLTO?a2sV>%grz)ebcOJpQT7Rfw?h{tAm- z73TD!081Inpfwv7bd4`6LGcSotAUa-Ey@Ppr8XiTtAwbN0o2n6f6KtcICSQD9xR(t z8IeNnsVO_}6%qV+8%l>=ukUdaUr;wuk5l(j&a8j(K&z}wC?@Y1!J_e72B$Xa`&q=a zk=ad(HC_O#?*U`~p#JYV;`=;uYUOjzXVvreO=#p*K2}~k)Moi_{)-4+60|I$znm&3 z1Hg?_MvBu1eb2Us|EbowYMN1{0>Yq950zKo#YLe?jSqb~2*9-8+cevZ>3;929g#UG z3>XD0$6py5hBdq7;mAi4hx`x5nt6r*n7C02i!uTAM`R2Mbc`&Y;n02G9|?$$k5$z4 zkU=FzWqlro2iVQ)<_YL3sv42WOD@Wyuo=x$EVtbF5wL?j0>?E`>G1+iE>8I@Iw%$* z17*wAl-tqfW@su&C3*fbC}$H$<~B~^4qvK`*i9q2q(sJj&&*B7YBQa63GxG+mofv} z$y*36CDA^|QPG_2U^=kFNDR-U6AL{Yz(S9bA$PN^h(GBlPR;}I?sQgS@bCuw=jY)w z|0d?AhsJ9<{WsMLKuCyr$M&*0l$w+Jzo4=9m();oJri0LELoZ@AQ;F$o@TX6dJ|aQ zKrd4qqmiaql4F**1=myJ)&wI=3LtjGQBRPep+cjAvaSi>wuwysuRhx9>cM~hXjy1NW8ieHSwdqn);L~-}Wl07lydu{}VkxsWxD`Jp&X2YcSNNYo*79(i{6)>wa9) zFv78_?Uh=#d%dme3ulJD9R#vIot~af;T=0{tPs&&OZRZ%;eB-5J2Zp0x|)+`ukf0Y z>|!7zSRz`5P2S_2>~TShMN{X)1s)>wuu!BG>bkGsEgS5AFacmi3>j1OnLdq95ICSG z3KTVcYlGwKpK!>Qp@|H?a zX|HjJG))gtKe$7kAe{PRq?|$O&ku{(HK30V~^s$F=%j>wM3Pdf&4MYUmLPblRMHt2&> z`-0gAea|pCYZplzK@}U#4{5etk0166VnoWH!qDM0eowP7d2hLf;-5nPp|W={ytSWC z@_u@dj-WjTV6po9868n05Z*m&&s)u5iHzfL-Loq~Y&A!UjmZ}7C(oI$KWcl|^pWLu zd!2r9kBe_#kU8FTi{S!s7==uT?7J#DqLRiD1OayO81dr1b7r=r4bF}#Z-BGF{4N}T zsg7HWWf@gR*suHi4;h|IBS`;5VALFkPV`);f4A%3eS5XL@0D~xD6>JtL3=ccchfb~ z77WH92^Pj!hAk@E#ok8-iBSVNptqRen|}}?X9tD=wgskzu3wg%#-6j#SmXo=zG>Rj z6q|xY2DG$=LTZ0yFk=rE5d4D`a}34EL}_plxKL+uq2Zl1YZa9@H3$EZ#Y^gy@ynN$ z4-&OW&CNg2U>3;j9pmf8und?7Z>}Hy#^n7fLSI}=0z0+m!*fCFjOE2B*LV*{EyB_L zWhpt~tWB%HU;RIKmLIP(W?OQR*@Yjm&syJX8V3cz9dLIjko+qEO4g{q!K6nN#8OQfg7cWz?|4#f>4_q=tL#@Jx79aK<$;4jiqnEWO%&p zQW8i3ESWn@WMF1t!d4B4ZsMuv1p68EP`D?#U?G{$NulFB(9=6oo6m@^5N#@7E%%A^f_L4jMbe_#4m!kKhSE(7>!YpsVVn4E!L3G<_NU_<~FuNe~v2y zpsdK}U4wSU`Q7!=cpQd=XB^Et7#yijMD4{vq4n{6lv|NRW(WoD0VAvs$iBoDw@ccXSp!v6!dTdN5E+P4Mp`q0{Ar9y^;8{y~mPbH2%zN-PlkoZ~e>` zqiEQU-)uh&CDzJHFona{dJe>aQ33)y#=ERVW5JV9>Wf|8ADa?tQ??y<2tE&&(jQyW zV+xZ}QX*JV%D({7ju61qPyUkW;EBZKWc{->cfQlcua{?n=bM?=Q@tL?bhOI;<~G*y z-?zeXW%k0EtNT9w)~gz8N6yoSOWIvz_-26?$O1}PPy-TzhA80oWOaYb0R7=WE_W+t z+mHJ>!_bU01o~I{ab&Koosp>WDb==X*Wg_;;ySPju($4Yjeb%;UhOUzC)d~leu3^& zpB9es2hm8+Qmq=*F8K6h!XCTpgV216}f<}uO1&2 z04c5*Th3;jqDJ;zxzzxMx~P*YZiTD|V$AK6EDjK{EyDy&kMlczrWea>iYCeZ)t zqHq7q{ug$xX}beoGH%1dxR)X2IW@a?jpQwXi$Rx9^9QFfdyxngVeUe{i$vF)5whfL z(5cHRhW1$tEf7lR5hF_=a>xI3ZDfvyusqp(rmEJSV8&p=i$ER?@T2{On`u3TgkAH~ z#!AXlyS-K+P-2tjICNy*smUdDO^GT`0_SrGgfz#}#$JkvNhr6z3C`i4;1iHghRsHK zjH6&}QNyt1AkxJ!X;FQUDM5WOLr%D$xD6WyE2Z|x50@XyN!YI~PeQpn7v_78&&TYx zbH+$bkIIGUR<1pRyT+ANL0h&yBqQTN27`RR>{?XWvC+T>80)OlQZ#kL`79pTu!T4_ z4wK`i(Ey92H?AqFKm;w(BQjMKIw?`5s%pG|SlDmhmm9ql=osi%#Ec}U1q1~G`GcLW z%@b&)x05#2^q+APJ&}a*~4W&lfEWS7w&hqbVhhYIjYww;I?*l3Lsu zK!IZTNFkbXbedD*>7rU7OpzwYaZM9E$O>{gCY;UW|m?i+(Mv9vY4#BY&u(Y zRTXS-8~|&SU&lDn;pB$zZz%NV5TvpX4Q+ZJ_kTcEZN54vIPQwx^|7=9FF z;ImjrRx*d*O}P-3HCngyBDCym$wS{7ByvPeO}}99e@EZ;$Y~ArVwv(3)lNJa|MZR6 zjvg`$9cmX1hLQEP;NaOX{<<>7cZ%k9xtQYiT*Z4C9WVN{`AiN)6kw_fMc{yb#sb!8 zQuxeq;Atcj`-#-qgM))UXc;IR^V1u2#g-F?l3Gt%c(`g~V^dy7qa=g{3N!)9ye>o- z-#7cE#Ua_M(wYaIp`!~VO+2R1zNq0BIU8UyG^VYo{U4xT_dLft1Se(Fh{{Bh$XwHV ztmMRTA3~n5{ks@r_i^OJ?QmdTVHPl*dAHSIBj&?h;&iT7I=!xYIUko#<07QD&}v2l zB877?12DRFmArGF8?vOmY5693iD&Lk$5}WA5CA>9F&qvlHW%Iqp4CImA|#y?qJtC; z?DF|A?g-QJvQqZ|vipP|Qy&V&TZ{M`;5!ylywS`!>FRf?GwW37AZ}QRX(vBwBYD$^ zUC+C%F0oy3Dkkg9a`h^^Go_7K#>!Q=R*iljki3qFjS(eg?Qsm$8nUgV?OncDcRKDR zoKONO0m9i3e2l!>TmS;0F|BM5!r(5g%mC5l6oX8)w0^Dp%k;XL1HKVc7&|;HHtf;K zf%p|>vH~s=c7@-b5WnXBL|1m*bthMe19^>#dhYkffT63SNk_|1!6W>itmdq0TX!FX zj)f;l0W)|}`Sq1R&y#LusO;REoA+04eTPmDx>XU00vaK-E>}?Agc9aP>R2+}+YObm zZ6F3v!sQys+=2qd4G6;m*JS+xtZ_f-dH&#vQxn(DH?`|mMJDIXj0_Pt*+onG;%QwJ3xAn0S-B6=7BqYy>_Bq?`IL` zwY3#wzw(G_oPq~-dMR`hwij{+i2dV`@;_u@6C|I9?RXWZSpYPf2c)V=N7r{Nu|P4y zg}SF*+tqFlvxppyQ!FeT4rp7*{o%awvc%Y~(Z?K#iMVA#ERqdO8DB)+G*0KSFyO^1 zkrTcZ<{~9dY`BqC6RIY)FLf zy|6?01EyMYXpuulwgn%3V<$}$5H-St$N^!TdfsevQnG@(iC^uuqj zRMQX^Mqq%Fj4YA4x%zy2lNr>i0#WFSEf@LMYTJyWEa{>YrJDs`x_UIt{!f>^$)OL7 z(o&WLOJWOzG)RLXN}s~AT09_bNgc)*1W8iY!4f>HEim7xY8;cBLz;X!Jot$-jBd}F zu1HXisd!e@+DbXfLLEuFYSUf?G3k2PLKR!gBPy*f$KNB}2Yi_;!%ANz4%)IBnAwz@ z`}yId?U-%Zr1>u>IuM>4JHjPw4OhRe)LfFxI;TGS-vT!*gb!R>Ec@8l$PEK=`blf@ zdD*aG(%914a?rA-vzVrZ46iB8{dx~ZX5B2Q948162j4-(N#qA716#Wgz)_Ig)At0= z_j)rA);xsMgNl8i+7D6hudo=OPVAu3sbgt*m6U~wJ+?i|eu8JRQjnFucXijK2VQZS zL4UBpR3`tj;_mTw%%^DKyJd;F0#R<@m3=De$Ov)fvdaE?0@sp7q+a&GqCW3f(%zbU zeMQXN1W`%M3adBSt-x^-Y;YAKUH#Z!6J-N*j5JRIn(fKl#c-JMBjtLrW1pmyoVG%UKzs*$ zw(EtE^ssl0vr8Wuca3~2NAwnb<>eOyqm1B}CB|EwYn6ZN{@0bu@trMVYhvqofgC;M z$!twQQw5;8X#;}oI2e#x)|3^6y*d#iYBM?#MqU=WvG1}^_O82k6rVzU?(F5X$|6An zBTK+z+w1a}CyM;(D;%KJHGZ_$5H!wl6w4uzkZq0%uDrhsTHVRg<}nj(jmaXki>n&- zCX~uW1AH?M7~fI-w;~_^>U#9h{p1l9H~}4FhGn^Iz;AfnvD&m9;^PwFg(oU;<2Qp9 z>6FL8AYQ}1OjUKw=&Lal4F|zMNg)`RQ8=Vr08l`-LuIRgrM(9M-0sN36wYLSAd6Vg zQm8>_vBNv%MS0$|TUjD0!<-sPCP-{jRD^BB0!BvCfN(Rgu!vvx@w=TzVb(3;Yv+|$ zqM_n1l|ZNfhj4I^qd6uPE3MFda!);oXgDb)o;D)4@{tEJ7>yDS2~qrD%LR@~EYKfj zU`rQbDw`G;K_G_%;?vA}==Q`I%gvnJfLksc}KRZb9Kkw7S2JP$H(S&L`?rrzLVh$|$(pMM-QxO`| zICZXK1cbsh#_Hp@exQw^&iSqD3RRFyi!56_f8elMK+>p}%L+wCnF6See5>74|D6S) z;BVrEC5(zfXR48}y&NJj+K%EGI`@5vhQdW?F~Uy_&`O=rx5Oj~RDtSI1g-Sd+I%43 zgUdyphU4U~TIf81f)Hc$H!CYEa1Ru#KrVEmrL_EWj)p<@F*U!}2+6#-Rg+LxE+Rsu zoOCPO^P~(Q+`ifH;S;FIr8^woBN#yDW&;GgKE;}yofG2GdExJUa zW&HR*Fw*sObmeZ(z2Vj75^Osyd{5f6<{-b@5R6V}mu!Bi6EHSGHQchC_QkUvi7N^e zY7X%Kz22kdq9#=$qBWZlqawx1{zA`X_6;%g>etjY#Lt-TJboOOP9?cBr|@l>h5q#; zhu8IK_mkY!0dv{?^Vph1=9&Z%IszZ!C?eOXur87q(oKXh0@kX0iuXmO2AfYhC)ykT zDhYSbR5gosb*`EznVTr7nO0Q?K_FqJ;5Cs|?5pblfQYS*fVKZ1A#RtIe|*MpuW7HM zb3D3=TXQ|J@@o9Mx+ML6z%L}u_O_!A0#gSf+pl-GQKY>tUs`_g zE#G_h69xa>>#XmlkWp0a5w<5YrC(&ts|Ga*e|kLihD@ofjfV9~r6Wa%nz0y$nYJ); zC<*Y1MtvNn-%oN{`6Wstol_C85fbxdD5pAh6ke|SYaR~zF~K%F@kj{%*aeN0zfvjP zl8s+5L3XIAJz&-Qaf&DySpE95n6O@AKf=_%A4!mD?B?K0^e3HvOK$fem?x@V)%sOe zcEy>D=UUOQ5zQNE_zdoHSPj@sr1PK_6%lh2#`7RZMwiu>V}JQ{gO;poK!qXjAc|I1 zCMEyfQx!&Xgp^5c9Nx)s6PaLZ_>)iHj6Wri1)CEIeI^wI0r=$x(6XUWl#NjBV4#|@ zi;Bs@^u+;19q|P+jj%^-&Pa9<(BXu$L06D~yHAAOuaAP&?S}%mNw}1xD9C96tTqOB zK~g|uVKq9MdK>k>lufOnH^m&>D7ks9Sk{*qC%=B{ElUh0l8}%D#mS%|h??>@s7>kf zWnuZpJ8@0~TdH#&cXc8P9B%K>YVXow7SdqdUW!XxrE2VV6^D;M^-|qq2&^tzuMa_2 zmZVF`24f;4=(%kM0n=3$z9_{iXn8PN8)JEe5$)ybMmLSFrBWp2Irnq8zFEOL@rl8J z)CUhZ3RE;zfnu)eE<1Oq;lZ+DIx&YLue?-%BFahZnj8Ekx3mPirTeA!PBN`O`Au9__o_BVQS&wScem zlJ6JP7{e$04V#V7z()#yW;qHmO#1fN`pg@Je~O<_loJlbP8At^^7mP@yP+;#I}Ytk zPzPp~YJ)RI;K|&e*Cjfyx?>B4rFqT4F8yyO=ZWLXd^zjV&e+JxTs`}8k)uDa@6!lL_^>Q zZy|aVVMTM1`COJE(RoNz8sbgidE%79wH0Yr!GO4iGfHk28wCfkx)dm}ZARgBEnso@ z^{bO;*95QStjn_QUHy4Gr~6H1PRIzx@Bo>*NNOkkH-feiu_=ga*%)mWov`eA7C1`y z6Zd)>HPC(c1a*4AfSxqCxH#FEMOl=8$|=C=fmGR*SYZbs#xb+~AHIL=#)Lc4bK!ROpUtA$g0DijjhBTQ}Sm~RJ;bkE6N5ni_3AA2jwVh8Rgj5>lFT#Q5ds9;9kQ&?`|}#7GmRw1`QK zAX&|nzbh(Bdn41h{*NWM)oDL{`=$YbE}=nBpnnf0?|Q|T2*H5u^{~Sp!dAp7nO&ZN zq{?ZF8BpG>d)ksZj8Fo5lqm=-zD-tD#_lo@Qq09K=;w#gCmWin zP+;=sKx`JA>w~uJ0Q;;bDmhK^GD6w=(|mH1Fc0o(D&X#8rZ1LgINK zCg#CIXnjI6HUvfywycVGG1&PpAVCKcJ}xxT!WBPe5U$p!5b!Y`-wvfv+Tn|SZdH}; znHaws44kgVC~Y6b%}7Da=Kqrf^6pnUt<=RNs!=#j+O!=ZsrWs42(vVqGp<%fhW+H? zchm=|#Z~Uqh)uStLW^`{kN6j!`8p8Pps9jtrJgO4$k1 zWQz!S+zT1-dj1!HSqCk=M_`gXU{jvIAq0x)Z#AE{pNrf~{NG5h+$tpR^e11?ZUlsP z?Xn0%Nd*9}xjnK*L}M*<=%@U=yP_+~88Gr2Sd6wWS+>vl*|@~;Ug@i?V-cDU z^;PM0fXY?E3?`kAiYVvn90m-;Gl_LTAQ%ALm001Q-|GaV32{vfauYltWz=*cp_IJ9 zG-!yhJBBs+UBU4Tp+XoV1_e)Kx_^oO{u?^~{g+(SQ->Z-si$(tnj^1+l~tU+tP|a2 z$L;~|iqR&lnF7RO9P_?|8oa+m-XQM*^}|^eL>f$8=(LJIjtu?VN{>loeCBJdwe7WA zQjA4q&XP*sP5By&Mu$$ZiYYondbs06YW>oJ+_LFMVz)dct=|@YA5HdA&L=zc5X{{w z;2)@`Y?#4XTkAuapOsbCLgqJu;X)M>9(m$e z5j*kkMo*j~H?OJzwx5ZqcCktO-*&SIZgQ$J1B*0PLgIHSo7|3k($mQgZZE!H{=E{c z_ZKQI^$sMZ^!jUFUtA^B{L6XtHInI74tqzD8LIr&rh}yr2sf;vwA(i}w=iQo#7j#y z*|vkXB~B-L=w+(0gNvX&^KrbOHp3QsUNo9bo|Bm6hs)O~4C{iee8V-D{;E`7UpA4) z8yps48^%Bh+4{i1+C6h)cT(^gGI~#whb-Waz#o;3<eC?Nv_NFR9Cx=;23wJQKc zlttst5LoBF5(@eHX>hk_ecK};3OGMPkV9uHWHfM~VSdlP8f8UEgW zNM}`dXlnk`MjQ$tEzb;Ia!A%AWqrs3IxItpVfz^|#4y}o2nPTPI-x2{p(0RNIGOp# zH>~2~<5H_CQ#|{;-V%5{Y)U^sj~}r2(+$mb1UL!$VT2E@86qrc`wFvg`2hQNcMrk` zcb+rpzUe}U(Cq#7>GnnE64T|5&n)0#pVl%=!Sv%&q{-Ac*jMCIB`@md-FOnL-2Dw5tADBK zd?WU{Mq*+!bx!sG7u;Xc=dcWUCvHfkW@T^K!Bi~=@EGpUeJpB~|EJMQ6w~++FsGv> zq(Z)nhY83JLg+I8^m>!v!~E%}0Tc-@N5KxFyo5Zsn?@MWZIFL+kGp`)?C0ndMyL(Q zBZLFr`vwcpuIGA=?eZ5brSdZ$asV|`5$}?@9Ek(wYiMj&o}v(qe4FqVakvKHl+T;E zT*&$}1rO5RD*7pEjH6T6 zKOj(LLD)Tilnf7-AKdP9z1gklKWKvHnjDAN8i5>)uG0Sfq8jU8$P^f9R76{u7^pXiXq z2>(e1>s1*2`7y8Da=RxZsV%g;Bm^=yj+0z|a&)mE*zxw|c-eJxcV-&SpZ z-P+Z7UePb2N!BW$o&%SC(3&?XEyM5YLj7&4C-D7`+IeQ>b%jVQ6&qNPi{D=C9amja z_nq06-8~Y&aJfK#N(<7eDr;cu%Fl`_$u{ZEbaRgt1?9jM$TBh)e9>}y{8Sn|8XQRE z?ZIfxeLu?$dZS6I4^N(T9kZd4a{x1}+QQ;D`O!!i@6!FDlr&EK7c$e>-Kvkx^q(2& z<@P-(aB)GwVl*S7gbqLIIUJunv|@9Iogr(t&MQH?Ukc91U(ihnDH7EZsR4bJD-D-7 zTwk{PV?>62_`doPahb{!*-=rZgiE4;O()DN8?VBb4MINDPO7h#3su1ZlGs`Go1CZ> zwWJ%~2!kmVxa-_>j^-GGIEAlo=IvYJ`8=R&S1+J8!c{tNRy1u5hL`QS5qycPIJWJo zMb(>dwrcPDRQ6bCnnFACHYq$aDM)y7eMs_EiMfF;HS$(qXk%6d#5OShMJR}wy$xs* z=b+<#zPRk3qKoC7i~2j$9o@8i+1^5oC|nK&3n>Udc%@Bvg)yLhhlRy$iW5myx3eTE zh{5+Dn&~~eVjj_CaCgEFnL#f^U=Q0^TMRC%6x2b|m!K+#MFuv`zmR{v%`cc{S*~@vbno&*lOZxrTv8#*z+?pW2`Tqn15 zfSzRgRdCG=X|5EhGV+M|Y5a;mZpyVTZ}-oAb1N%Jt4%4t2icn}*BZ23^r6;4O*Q$2 zg##{Y^eA2qC-%e4qv_---?c6MsjXn`VA~+9e*^_CUK*yMtdWw+jhy_L>+@+lIhoIm z{eOoEVd2O{uQ0q8PH$Ux-Z6dJ31Y z=_%Z4m0+71X>Q>1>)2BK#Fgl>zR=)`5W4jlBno1zDo!>9$HG;H zMlR`jp3<@ar-iN+uzP3}#F#5<{by_$ArVg8Of@t)sVnYh+<#Q+-jJ3}=L%(8pm94K z4O9e3EpWGNWdFyaWD`1fkx()w2pXTC|`96jr!VZmmc??vsezh-67}0osKr9@o?0hzS;o*<3R=L}vwyA>eM>^wG3iIap_ESSwng$SyT5 zWilqzN|o4qiPxE)@$-p8&8)@BptYJr!tVHirKy^dFoOq^FM!8{@Ox^)KGd`UWcQB=jM)a1IY1gg{jXPAATQ z3Q86vM`kA9*463JlUqs!$8iP6=I?q}SLJm6=&LDV!HjlX?ve046&7%K?>XTT;BTdq z)Zi_qSU0beHUITO%yz%j6uMkUcyJy2Njg%f_X$-g~n z$6j*_Ti|X{_qR`7Hxyw_lC^E9=vY4DZ~Wrc&*{7$R1!Q7RODH~H8B|s9WrU zaa`4hoiL*fzg9pAFvWZ<6BRvZCC(r&iiFzzf;eQXWf@suhAZpGm;e+LY{m0uXKx=_ zA<@xnyN$=tf${6@Z=;8cO@MxK4WIybM)s%<=!vXROs5fH2c~fz4^v=Ozil+y1j4Vo zt3xJK%K9l4CPoMA(}HfEwFerR8C*7fhK(@@yyI3_vb@VvA7zl-{C z0xiEq4PGGu_PF04mw1mV<{wwa@E?rqIZJ+gi{Kb!pGp&ks@Gm{MBZN&~g?GTA4mn)!uxxd1Cab=tkr0VuzQ8#~eIx*l*n#YbS0$H~I) zk~smR@Mwfm&9})}*?k(keB1NaZflUifrAgB96K0YXEd zxf8M)vCH&6T;Ve>38=FZ6Anfv507qA;)k^W9HYqwTd`yq9F(`EbrtpbqzCvAa61>I~U((SV4g5iYRVFFAE>cDk0kv@>g=qn2 zow*c&OX~liw5_7tc_LaZ~L~IUevQWo{KTw*tTp0uQEAHwTndgb0=UJ0Oma&Ow%k%Z|z1RJ4mg9~%Z?wLt8W4^_rAMc4If{fGO}&eDxh+Xf;~g}FFzmct z`fP8{;j!`Z^bR$f%YmRApzlZ#GE_6*jYFZv{1;xRy>zu7Q-sFo`DC*Bx1KMQW%ePt zT3OO|70z_tOY7`;89vgp9fp!ln=m&MnI!AH8>uVT{BJ2ge0nv_a-zC8H@wkrpn8Wid3Idl&#PhLQGcJQ+_Nr@7XgMg+nk4bTlZr%6Gv4$E7&PG7eViGo#yjZ~c zIc|v+H3YH^HQMY$fEy1G^@|wDgUKaL#FzS6b`rD_{zc0 zSu?3mLH^OL-0^$4sgiHXkrck6(W#yQF$g>muJytn6^@4b zgf18Z?!?0sPFx5}nt>3zDM|SL4+&{}CqNcT5%%c05@4Z{fr7=5dj z-lzKRvLg7Zs>v&6R%k!WWs0`Oo|yzK3J9n}i_OSLulv3Jj3iTBUXPGx2S$#q^Rt7I;Q!~B@>Kdq8NjPq5hdNYHz==`!e0g)7((U_hxoxQ7od)N9S#X^6A+|*2TD3r z&ezljIm8Lg@%zQk83s~Q8WgXX<#gih-i?=*mt(bo=iWS16`+0^8J@UbM@P8dema}{ za-!0mWh42>(x7PcRgZuzGbC&~W$*)&Tb?NAR!7)~)U{dtI}LW*NT{yM;Vz0sL&UmC`n?y0@MYJx$d^D_)_w?M{=)vzlB&KO#d(QdDrdJ#+AV@$4_;Y4mHtS-q4@} zIu&Kbj~ZRViNKWvdn}lzwG(p|VnB_f3R8!r_Yx{9D%shhypt06X0>dF7n6vi52hn~ z9JXoKwTl^xe$QAcrajG{HHvbqQEdPCj_x8ePyD|O1v*2a6XUq*8XkiE^H;X=|K%u2 zlZ~_~I;!{z?CmG@gr9u8Q26>=Cmh@4!5ke?4Oz^zF{4al;F0mATT%Bqnkc?k@=)$D z`KE^X+=?^pxE%{O7kB{ zXBib$+eYD;p;NkJ=tfGqyQQSNJ4K{)Na^m7l$dq*J6jzQgxR^$D_tw(Hor~|4jUzLOwn%?W&WP$hMS#Lcf9%SCEH6@1^8atT3K# zuU)d-2S-}2t9)zwaV&ne+KB56B@pZtRg9>YAu6LS+s6}K8x!^4)54XOAMXpd$EO|n zb0>MeO8<9v=By>d6y3}F-cx2^={@&8OOhrauH&U=6b@Vl@AkT+aE z&~z%P&{7@_99bTOd`U&kw_EY760faEH%5w$m)xTIQ1r9+;w{aCIEz>rlB9G#vh!rK|pIwD^3R=Y^F%R6#05o9GQ_+BkDjtgcZ<~m|?OR zS+6_N#3VsDAS5S+g@n&w2ufV=Hv3Z4fX~Qx>{cz)x(+(Iuj+Tn!B_=l?PNyTM*Qaw z+^4HUl#G9t`4zmV^L`OTqSV44hRJ@f*~Anw|M6yC+Q5KCFvPY1cN_!f6-6=3MaSqf zf}oJW$ugRYMG0gYzK?28R&t}oG=aIWHlXc5-!C7}CPwsFexx-v#6&rYB#@>|hIJYXOq@T`RFYgyE`%w@tn!EOzxKgwoiP&t4& zHnPmXK&~lP_|~a3Ou=9P5uywkOcV7NWLHxb@>=t677k`Xi9Sk+aJB*3|S>v?~p<<$f?LFieqNe5y%Rv82%&{-G%g~Sm=A}5mO@s zLK+kUsCL7od)?Q(R&T|Q+QyD`EutF{7!zd(T@t@i+wS|mf)B)+rR|!jbC*670YL2> z_FF`bE$g9n*(P2v%q71d#d^2ptiXBVs1|ZnLy>j97qPJltAg_vSLy-HAdF-dF43?Iu@LAB=llr*tG|m`TBS=RC!6_+ZIez=15*h zyO!Qe|5okN27r+cZrD)|F_R+Wc>Hn=!l=C?DM#CklIL%Oi4-c1<&fHTo6l{d>w0p5 zTjDc|uzks-Z+S0ezrLG=|IWk9lW(U_Gb)?<>$CmhZ|D0JZLO$MSvLig#Zebn<(*1@ zm^7-Iv4ZV}Y=g3kgq?~Vs&MZI_ixB~?zZ>@6KSu4hyl+kqD&|Xj768;OOH8nNp7Y* zK8n)ezmXa8G-T6bDxRNZv@2|;;dc$YrifwuLbPPlAk|?HijQI+KC(K1WJ}womR6~T zIS_PfIlcLn8S}+?quZYQ58g5DHujFPps2}a70@G~m`C!mlcDC7*TZoaO>!Ys(~m_y zdTY=)V78@VuFM4_I-1$V^_a>Ny#oySUkani`7lG`AulmO zuuL!-HQ*UmsVxsnSLT7VF)_0C18Z%Vk=JkhUrx>0ptoG`BgkP=G>QmD7E=~(Use)+ zhVxTe_SfnUwHnPf<%IX2rlAYjgF;Y-KSnwHEn>r39qp4yMcj*Ti^! zQ-OI)?P*6CKv)dJrcu)oqAg(XPtX~WLnjp#_KyKNH!~^bV12KzmAvr5`Fw~=~cq* zW3|iIZZ1g|fN=Kvz~R3^^&Swot>B;%F$zFr^38%F97|HPyVs9)!v>^1z_ zqHn6d^GuZQg}$=fMpBRlf|Z}&WVG-`c3k&4VMN|@C9t#r58b3B zW&5ZgEdQiGZ2_tPBNYx+6&2qotc3TZ_tJkynzl4t*+LQZBnf~;NzEl8dAK>2`T@aB zd)e6}*`#Pzq(vFJQF!kLd3X$f+9Wxgd+5{5defFS)>2W|h64y*7sCb?6P6CV*htX|qU0;l5ZZMumW=eD~lD=)Tr-8|+aeWDF za5rLnkHw9g$N}2za3K!%q8n~@wh=^CY&$8jc4RQqT*6;uQBW)lgldap@s-=RGva5= zpwX+fpxy%2Zi`9b5bQU7>e@yTy3}BZvN=-tbSx1sPLBVn0H){z){6IGwysn1PY#cH z*1hl+{4NfYY_G3A7zt>tr15&Ub%uIF#_o>p zx;UHYA!v8X=#0kr{!xF&^~#qQg!{k%ovo7{ZUa>q_dMp5%0AthcqFdX8@#3(HyD^8 zSCNsZdpE~F#s&`;0*2ghT)>CPkMfa)LrEg@^716a85pu$AwXLiU;L_uDKnVjH<0n< zKOg6osaFlKQVuV`>wSfcM3c~5T>?EzVtQuuX{QURWH@wBzPF-{f*&0lRoBsU_+)lP z#tzCiU6xWG{40K-Bx^jxae-$W`sZcjy8;yZ4ItV(f?c!oOXy!ai?U5*`&?(hnE5)&q0hOu1h0gP%PoLjrr%77xoE%sZ(YNxu z%>+}2Du7PD0Z4&XqA#FbS?e90(vPfFi<_cxl~4_s3g2(M#QDtNa9jpd802WMwjVQr zzYb|ppgx~IZcLJPG@yg_72NNvPsX?~jiD%B06YiDNKc>m!v$khThos+ z>WsQ1iCnZ<&N{SMZTcjN9b2IJn5;%@x>)OjsFB19RjMr{H5oPD-tA%SRW6NXwPRyq z>6`3&2#&03htCto+TPx_?nH$lm>L-RT(t|JzVD=06~2N8QX7&nSW}QDo;q(8oLhe2 zMxqtqdMxSYjdI+1Evn`Uuc$NzZwOBvUZB(s9G|-9zbHTdsVTr5^7r~(P?$a63%C;y zsQ8fKD;^kprKm%7r^=Q13bri+%lYBd$b66L{d0|XZnuODV57uE;amZ17tD8=jC?jW z;;afGbn?n@jsTeLh^|cXDcbvdm#Mp-G4XW3oZHRrhIURN%H-3N!j(gz#3!47hSI65 zcI%MR!QL4#M;N3gio2=;KEaoXnO#!&E0Eg|O*5xuYN+kupjGM3&@eEFBsB3O2HFS+ zlnud4rMDoq{P_bgYDVRa_K<)4697o6xJ^`G>;UkoLzHU`sNUvB zKk!bElzL@^GvmGA_B;BcSVGzxg+&tVq)0SH&qRe>F?QzQ3Ro@VkFFe|>U3+4VxGKJi}gwT5*2o%DQ(3%T9- z1q+=0pvfAT>C!~JGid^&{PX~>?zqaRDAUz)EGGBDTQbh8aa$ zJG-7aJI&Jo)V9a7!)hY&#M-NQ1Lu&R+6F3v`v4Pok4@+V23LDNAv9)Rw?A9FQ4lLO z7%TP|{1xCqcvr7vbC^M#yZ-V%-2HO-2qeTgy^akZns0Z+G~GXlIu&PIeL4hOAN@c~ zC$P$vkbv?$XgSoZr1Pj?i~ez&*T5x6g>MN@DimFUB13+C&HbG1=I`~|$;0`i&?B{N zZe7y3#pn=UWMg)TO&1*0q67Fe?MM~-X8Q}pf+ra+$zv9ZrSUApF8?JfN#a6J3IYg*3GZv=fJt*AEFZ)|*X<X<%WxDU=A^bbOC9jmwESM)*p8 z<9G+jYu=dw2&~W`z4wnBhVY;!N=fnt5A$qD^3=>=X9L> zPjWcBs7a?q^z^dq)`eA?8v4|@j2^qu{fH6928b{B{1t8BNO1Cw^qiT$d3#c&1aYlAHdvBL~6oC|&Y?9zg zAf5YxKcgkDXTln%!5?~F-79zfT#S234?bYyaRN33tbZFGh>()8tPz(H z%xYR2wE#}Ft6sF%sC(|PA4uKUTm`9DDxh9_+?|ehbHTqqM5vztTupUYxZNf)IKfSa@~1PtGghylldx* zO7Ee7cYo+-e>seny?sw|JWT*DGW#~t8UEr9ST_wft;>>{-#ay@ifebK&AxU9dU#u& z1MY!%U&kRK@RJK$beq=uzM##{@G4s0)s4L#;_)6FaWVLGyX|@+fpm*pxsu}s?^?~f zjg+dbOr9A=Hue0t_Cx#6cgo75CT&jsoRD}LxnY|f8Q*L@3k#anPxs`Fy7vh2Ci_O` zPCdN{A5Q|1PX9cjkh=fKKOi&OX1!5{lB41m-eL` z&t>k8EaTuwTRUfo`wL#YSa!FeB_dEDsJRx#s1>ERQR$P?DY<|P3B#>H$KHA7ew8f6 z5`f&Q>ZCLG&UC#3NC-3a(eB<<*O|t#yhiiRhdV0%hIg+3K?&x!3@O^!xz5n>Qx@k6 z*CvPmF)lUs9vTK6EoTOa$Iz*zKz!lNA;Wae6X;D?n;L{tqq}SGcPl^c{%%HKtpd>2 z5Z3BA-x!9Cl4_H%#JBv!LM~m2XEqq_FoLNHZ;7-&kV6q{lw7->K<|=r(!jCT9XK)r zbS)PfO4usWoR+raI2C;$g-#--@$M4rf|K1XF}FE4IpB?OJU~)j4frvOXebDmm?N=A zRXQVt#SyL^X+NtXV_H4lNOX{0m~A<4b%fu_YO^Kuyp^${!>J`|$&3NA{8%9&11+b| z&i&16eqUfkRJ5w{%gM|9ZgsVlpx^bo8oO zrUGQBP{LV_OW>62lJbz^Mn$D=x|2I26z7=_acWw^1S*#j3mHhFrDh@Y_zkcxpkd1s z=kG_<@;)?qzs?l6Ve;~(F=eMuRMil1>;h#b#E>^3n%?q9js%WeMT-tTWf=8_+%Q)T zn6z*x;KAT|)3A}#171u8!ZM--9+ zo)bvIw5O4iEO42zlwzf~3I~$f#zZz5nVD8y-vSuO3;mup7uKd{=AzVSAwdH7)~d92 zpxkcdL}~8o%8uU%H@ymNyrr4VzkR+Z{JK-<7NXZ3q-Pn#`cj5H!W>Q$D-6jdcPgnU zN$?q`XQCA9R_QI#r0!-ilMDm{gZ7VRvF9w-atVU$pTB~IIrT(N=QQ8ayc*|2Oj~LK zXRV=3yy6Ju!2RmIL#&JE_!Nl1#a=g(v&HantaTgBA>P3!OkRP%BC;Sx7zfU*INQAp zW_dTOt(_RNo8?Jxx9oQg$16wS1`li%;DI%bru8nX3VrD0*<-p3On>j1N>%8Q$Ixf# z+YK^bC{#F;HDV z&`rSwbvg;gjR6jiNd|sHKRZOxFyGcTJ|3Ph$9q7N3wr6EoKa%e zoWzz}Z?*Y~U&Pw9kvE?=uBsO0IKR7^jBQcVAtq*ccP>1lp*o4(*w~b3rN|xOpy+t( z)MpG2riIOiYA40ArG~s2myNAs%wyPUd-wAlQQe%{+@#T7xNj+uM);t>rLC6J7zcXz zIp;OJh6|JDM{ZO-R&ElzGmQ7X9kT!;YJrD?`PDG^i-Oj4>g#!$P~+vNQz? zSf!r+Trk<#5pu@Sro`82+-Xb8CjOFMZ^JU*gn__l(H)1NsV|O9QK7;Cu}_@LqQ{5M zV4;V?kI&EP#(GTfBfVTr^H14X9d%*yjEqR`Woy>+d50)^C70J-pEnnAW7KO`DLJg? zY;E!6H?d4d%)W^sIpGPJqW#^J7ROFk?Y>i0wG=Xr3U|8y;i2!Y>i-BEBYsLai@Hm! zWh6=rO{3x%>mDVX24A&GjZs=4rR=o4p*#Xe#1R4FgA`)y)!`1`xJ&e z4KgB1Q3vos;nxme+?mLXEGyG@!-K+wzM0|3u7+`@7=55l(U#wys8Wp^gMWi<1>mi0 zY3;1t`h^)Q^29GF zB&4pPmDQP{8oDGg9Pv?zUWLSop2dwW){{3Y3LZrD^M#3&+$GwRX6Zrc+b;uzR|@;l#Yq=T*oYA5U&YzT`w6@JHk;z#k$33+hgE&1X0;Ui>-W z@&;S8Jevv(WgIXoXNn@+|7)&ht{$rCMP(W8ra?%-ZYZ?-*M3WYsRJc$gcx36ZH6-v zC7pRXj&dvP#zVAFH~6ro=5En#!J1Z)S?#`^-U!)%4Wh7bwr>4!g5_R|mt>HnPI^yMDaBB~!v1nNCga@1GF*JBReJ+6f%b zgDv-8eS?cya+JIO0@cn(;&@*xcqyvW7#V5rgrDDto-`WZ|vUMys zmYkb_rK*Pdlg7+?=WW#<@W`h);nGRfFBtoVuYAGR**0v9ZolTVqHiuqi*xRJ{4lh{ zKjiIkK%C9)nHaD9Rr9Ge^E}4iqUhPML0Noo{1Vs)Y9;WM|M{}Tjfo8!9YYENC>onU z*}RU&gHWLaSBiRQrRLLQiF5sWQa;@z@A&xY2vxI#-y$21*$cskt^5#S0551QwnBa?#@CGtTmIhwG6&CFeD>>ZK ztu)*@SN;k!)%*IJ)9(tGc|}EnKHQncZ3@^ptbF+O_c4miW{418kqs|)Am7%-QLY3E zk0*f1U6CUNr*G4o@24yJR$pH; z2GAXXh!6Pa>!ZHX=?*Hw1&RNrOFx?NMTZN6AcK*I%a0<5HYJ0_cQ~a%238cY1AyZk zSwr`1GJM^_b=lv8o|ET;0)y{>-kUv=f{F?Vn+hBMZoUVd^Y{L}T8J|hwE`SzoX#F% z;5yb0Q?8!39SS@DwI4dEAQ>R$Cs<@3aRR#dwL3iy0?~jpjoUI%r%jBHzs>*mXqLlf zl?u0T253eOSHlaUCl5+Qs8l-SQB_ zbVkrYieQAs=ZR`ITD9ulOy7y8-nnX?uhLtAm=*?q$Gt2{ZN+tTw6caLgpQLAx`iYH zKtzrvKkSIOh)9ZogVl&9Ct0NQ>vOH|8*6!VT`nkR?4k$FIo`v;yTiX% zHWI^CXSA!U&yIug0;ZO*R1-h!f9>a?kRN_u^gN0RDmzdBK98=NwoZe`7<)6T{;yvk z^T_y6kTtZ5R8mh{PwzD6z?fd+^G1KTJH_P^q9bY?{q_9(G}WavI_vc?qRr)$Qehr9 z0j}M*zfHeYJNJ(c+--X^JkcbVF2}07OwZYPhkieQCq4ZrdEkvoTX1kP3FPQoo0dKp zfJf%Ee~JgK1Wok?VC;&^{g%@BP_9UCr@5xk20Ei0e{oUhW#?M1`KXJfa9ipVG3FW^ zvp@hu|0};-Sgd*HZPQ)>Z?KgMHb>s!^ZBIMJtNtAy$JveQ@AJ?(e(qVhzl+Ok^*s^ zl|_MUtnB1C-Qw_lHlzZ}%wPV)C2FT}FGrG89GbfbL#BdIh=+3=F`A2aEEPc{Pz2xn zR_qadH^(c$+(HE7U)OUdYv?XdWK{d1OsgE}c~a_9ni-OYf%1kUb?aQjj(`gCeDG8y z0;oVVATS>bD0Z@1|9lO_A5BB0iPty-Xgbor_woQ5BXS4#s?!AM}p%bE3E@+RDT8Q3!i3oXGFnDM?2 z30o9=m?p==cm5*U_fTT>mxPDc^qYx47aHpb4}p@%8$Mfm(`f?!Z5)Yl zOA`FQ$hbr2G5UbYX4gMpB=g3fI+}3b+`>M{aC#o#Aqb{Lw0i6!!+;VD)KDJ0-hCO7+x4(mk9@F`aI zXo@R8M4%)6tvNb9+d#x@Om99lfTTnHgCLziI;{&q%SWqS4<)6+{@WX?C|X_v4bELb z)6)u`VM4S7p|@g6(ePGpAnG*Cy7!Ydu(=m>fo+$}*8YRQe z1G^WRZK`gnFZ&fz+zo|=Y4Sc~9!Jw3p9XeoXChb_&UFv=Q%(HohWkMAWs{y7d~>&S z9hgcA?lLkT98$Br`bZqAsNtC08{YgkLw}+Cq+8jr1lr!V()Ek-=|43i3avRorvRQS zGY&&b?F|#3TdS6*P%<%5f26f8ebWqUi>qgm%IP)`83oG$MQt?cZW5Cd*! zYv#&lo9c28I`5DBWSU^6MCT z(p9ycDWVf=AaPobI(M5M9x89!`I=DA6Vxokz13FN3wUZ!fixCcb9646aC z*lD|X;mm2d!LH>p#lY=f$F;dZW0((6-h7cpNM*3U9}X}2a3U4{rBcW)q5odIYPDa_ z1*t`>IO@R6z(6R&nkV1yeMmD`As9feTkOsB(Gu7Zg?fvtZhBLT0|}3XhzP~-zKI+m zN^BxzLRrJl#+(fhv|={Ex6ZYiOa717Zj_~!ODTX=I|UlJBO2LXf&6kSE~KIM2rAM* zi0|h`n9E~$AB+Xx%ll0`wZC1LH4ZQSRj&qKv%%*ZJzOs+polIUPbX@W&!XJ#d1R=5Pa4 z+g{u0$@^;QFn)a=1DiALZ*uBVyL2b9jh1@Yo%ATvPb{B5WV&#}d+R|cHY_TkA2qZ~ zi%5{jT|vOW#Pz4_JP zBUInSC0Xxj*5f>%!3w^zv~eT`&UoWo61Dv;Zv00zeXc;h5;Y``M0wFFhsdt~7_dTa zr!AQHlDm}r7(Y{k!rIF0gQd*+FN4p))69g?@cf110%via`&NWfXRScsIx#xoM`n5o z;~&XnYfDD|JgVv+^*kN1G+aJEbKt7xz6jJr7*h81B{yl)}ewiA=Lb#WQ0SM*=Ur}JpHO>+T4 z^e@*XO9S8R#@hX&Oy=$IZJFe5E6jIkJkA~41OqXT-~B!T(Nou{03`E=n^Vv?n1`wv zW%L&A<#|gAW8%31mnNzqwOjL5(}!?6{i^9l9wRhCHIXL7ZyPo;(eThwSC|sTCao%y z-*Dj7Rz8`6!DAr8p8X*}7{V53ALpVe<9J?ct*dS;x)bZ+g2&zbbF4r7G=i8JA>WWZE6Ge4gp( z+@;D8!Ht$hW0rxUTi0V56V%InFN?FH`=&5L>vjVCqoYAqJSt=nKZdaFs0%Fj)Fsde zQj<_WhNfF}_oD+HGd08Tf$*+aR(#qELyEnrD(|{fHE}%{-4$gTNx1Pv^O?Q`TG7S z5^Ri&LV2ECnOgcJBl_y4^?S_{vrrg5^?^2_s**n;ex+hs4!JFlgvMB72ZR7c>TMl7 zN;CixYq;HxW5ACc z6N$vf8x@t9Vn##&mzQ7;v)ar`D2Xo2&*iqY4K7b+`Tt50HYI*v#-o_+4ZLZREwUo= z@$7&8ZAaaru_JwB4v!wBd6@(%viwaDhdy$feIv^WrhoH>ck~{hAQEii$rtD4=?U6X z2fB1x{d$e@>HM$VC9H9Pz~F*LDJUK;M+ie+jhZBS6qR%h(fQl&4Kw}0I_vSMfvK&4 zGa&Uih_IXEQf00`7tneuAo}w70nZ>Mu3L&U|B*^MWK=>ZFfQ}dynK$yLz!>YmBxA^ zEgX>T#}rQgF>|YC$c5s5XNY@~YJriuCK&CjAebn;Gi)?7KJOwtlSXbK$QT)T8EppB z`;zu;7j(cLBZc_qVQ?yI(@p@hUpL8da6G-`_>RX0MWv4Y7?pB+4X&1SVX8!}>`9Bm|~JdgCJ)3J@9=*E|CW@Nq2~FBoZ|gaVpMvh9P61vd+%W1tvsr zEzG`)Et7dnLcnR(9OpW-A82CQbZbL#sxv0qDgxnx{=k&sM}zik?d59d!dz)tPd$S$ zA_FQS2drpJyNX(CJ;||_1}xBB+0*Q((1F^olM9cx8zBqE-6vFipgs^Wx{?6hrAIW@ z!ltdWbN{Ja4m1i_%b?K?j???1WfGbLOA*%ZNuGkQL4k}Dx%KsE+}6rNcZu@@o3BJ8 zI$kX!eSUo68)O$j%u~Y(Z^0x7X%GbiRY{vBbhGb!nHV;JT+PrTrv<0)#L?VGgCN8a zey<2TckeiAonT@;t4-k)uBlz>i>XB`?lu#;$+~Y|Zl5ZYlm2BHi0P^>&`gsBfdCy% z@wDst@ok{52f;Y*T*{6i_6T}3hOMbtltO>O6go}oh>cXNlu~_Z+EZ{h(@B`bOv&`h zd_pqlUtWBDb9&VD&Gymyc~_PMNQLW1SM>F zkBWnHYg@r?zd;U3WliWX!VHwJWC z6O=M>#S7jb^W2(t|2==DZ7TtBNMHwF&1o-eRCm!^6lZ(&V;uCD$F#X1TPTC_Y8=mQ zffkd#9wbUuF6jt!<0`9ag9K5DpYxc+)Y+MZuP=9bK1h)V9tnm^f*0sLFE%1sKM-m@ zjSLi4m@AybnGN56q|R$< zLN)PA&IH^!p`37ZrgNtrjN99x^LDU~E#(Sexo`NqDgKQgy|b6}DA+ID9SIf~!lJP` z|9(UmAOe6LTlVrJ5mDp^n*lFs`@_tbV((vjGLH++#m`-ET4aA2SGIHH^ zVFU^`Dzuz@rDH~ajTm3QzMo9uowSplp3=a>Crqy$5w$y%#@S5Pbp(P>W%dqgYFH9B z9;E%lDxsyQKW0hjjBO{Z(nMLm^VDpHWP_xjd-8B#Ef8L5!v~dpX*u6wI2v;hIS9fo z<@*D&4_h+OPnyO>Q8v?auy^cb^IC&IP>`c~uFi3Kpb!Xcf)b#z3C9Ru$oEGB^_stw z=PAqQt>1lF${X+J&?uvw*2SB(QSGrWuZZyd*G@QARfArnl1}eUj*eiO;Vd7)>31Xl za5MX=<*u##+i^-#3N^)B`Q^YYc8n$>jm7j>_zyNIwan2Njs2#-YHz0wvBmdf5Q#p+ zXsuj`^5dIEnalrt^*!#H_n)02Chjnt2tgZ#z1?37TN9X9pR18 zeS54xtXKd#{az93OB?;8@Drc&7|q{KHBfz%WtMjK4^K-=3l{dH2^!PXR7Egb{B{5k z7NdZ+TEhF|4hA6cmQd7{@vv*ce_Du(KRa<)!dMNe2b(!yzs(lZ=@xG&N9$2TE_gSD zEPi%eUfmT?#jOo=4+Allnx&$!-&l{5z6j!3L3aJ_&yWM;&|vk!M*oamW@c7NMm&P4 z2q-<6Rvru1YBvJ=B_mq!_gpQDQ(dlV>E$ip zyV(ENYlYpjxTZ$!cuC!hm2y0^-Tvq=n1>oDuw&J2QKJ{Z6uD4~_g2)`(P8Lahb0|u zbozvp*kqiHM}FOcV6*W?!L@S7+*m_Unt@K{m!O!4uK8$ChE!*1DN3yH8Ij+4W$fc; z0>{Ko|HmH-El;7Ot~J%vje`7Q%w|{P{GA9DT(p{~L3QMCuTYx?fl~>S?{Q6qAF$kQ6EpC6 z?2K&;+>K^Y+F2e((}*UEl#_mkFJM9&Y+9DX*>-iOKi*_W^gYR0Ebc}i(i_c={<`PnbSSm^;A^fo5J3L_75*l z3IfLag5Own)xG(F?J_}UraPE`E`1AH8dfgI^K|^xnCoV+lzpQ&GbAQ9WA04>PwO}A*gcm$M`Ua z`f-37sd05V@noy-?Vmq=uX?=1{JwBn$QCaKpxe?~;^LrHm6rB+ycUfGY&hg{Z)SVWt7k+{qRPv1E+HS3^AQQ6 zFKNiqLSr%xNF0GgCR3bLsz^C>A1_xLfB4lbj^x|*X6)C26!y#zB8Yz$+GgZ3iS@D!Wc}@`Wj}*y)(I813o8n=?02H9S z1ZPUiNQIoa-2P;;>zR>b)QNw)LDO~IZRn5m85ig7qYufm0@*gML7jq8+CcsRE!t>;b z;#5Bz0c}%!WZWgaMPY`oMg2ipbAv{g=zA>BAhyEe=`j)kPi_?D2}&#;xgd3Astq2X ziZJrvz@E%&#qFgu=H&D9_2;xMQ>rqDG7VNbbnw`N&L<9W$HJ`8fTpVtS~~BTLK9}; zp#>m-s!i7`h7#W8xzH5Rt|r@HH@ zqAAC5myPMQrrlhBEe>{=W?LWagcRh{w$*k?W$A#(^(q<$R*j630n5&K&KG=beH5Sr zrUH5z1)}OM@@P8r`!HB=R+hf(h0aMIIt*_|yTCom_SunZ&UG{$0c1`T>Ssgl;MxX< z1of^ttoqK_w#e|}ttsHw2o_gMTuX0FoWcbJQxfh+nr}tEX;b?}0z)5A1zX7uhb*&hT}1b#soLrfn(%u& zq<-|&gc&a7oOl!{ck@$7+X%~tJ9oB7cP>ZvBt4HCyK64$gIN5VDktX6vlCSl_KUL4 zM}XX*&_yLmBUC`f0JrFIBqc4vXmWtBSOT!P{)7-3OTPw6XD-2Mea*3=Pil*3u|ik; z#P@>nzdCP~1HGO9d)96rS^I+G(_XUTz8IdKo{M%vQUGENAmWaUv5L>zz(_W0UC1h{`J-} zGEa2(xTGakq%1ZoCV1sBT!?g8owpq_z%)X)^F(699R{)nkIA<$XvOc9{S%k)jK}>P zP&R7Mn#TLqeEVnPySfwOG%H4_;OwzV&VI`(W%C9%gGJ;i5Gr;{@^s--Xe57e0CGDb3{^Hj35*M!{pwsM3xp=PU%9n$F_E;3G;Kw0*vE`oSize?iO6z;3_ z*siDUw0MhPOR7iGrn6v3Fv2Ao$EVU${-f?by7>y)R9eab4Qcpse{k6jp4w1%(!OTR z)*_uNP$JeB4>;cdb0?97Y;?-6c~2UIuUxd4!WQ$&S-w53M4W#7^ZFi6XpB-x3TW}< zF@)Dr+x35ccXO&Gp2H!p62xi1)$)y1QsW)Ymza9nQ?X$siCFatRUda^{(o> z>pFy^U=pz;%O34-Eqg`de8wX1ntj0(Esq*n6cX#;)WW0EVB@`_q?!?xoQ21+$t88G z34f}`o7nP@b3iipK?m9-2*3PVUJe9sDf%4nB0V=3o0F%%s=Lgi-|5I2d`V}(ED5F; z!iv_5;@YzH2B9Imqs3{us{PIruhvO#NcGv4OMN1SU7jFQA3VRS5pE%H?0lRsU}R?QH~T_? zs4^@3(Dm(dg-{l680!zQxV1GpWZC2Yf}~Hodopwo(fb0s{iE=X+viXYyIPRR@8@nf zUHj5+$q)Bu6K$!+EwT-aTS(viHom4ZYO>pn6ph|lvnhBHR|{Dl)aUV2k>^T~DLr(iM z@%^|L_#0To)@!<4vo#?16ZriyA7iT-ByqTsgtdDavD&EdrBxC+%gG7lI~g&Sv0hbJ zuQ=zHR1tl%qW(-fN-RPd<^HOSBOpwrCJH9T%se)|I1)DTSK88+%CvjAH#j3hkTpw? zvJkthtQ;$jzxu12Hz$aY0!@GtA8Tp?l;|0UNqbQ+S@E!R|; zlX`!#NJLvLjDvdG99aT;F<^In?y-1wdxLwJ9?<_m2pE87r--=w*QpZbT;V!z$ zqi~7qgV-wBaKuDU({O9IG?dI%16%b{+0(tvectx1q=L6mzyWcHQVh!3oa7cmtO4I$ zx=4Nhb@6pRulq(3i^y&qPkCZ->(18nFLI^{SRlp-?enjAEQla4Cu{{b=~4<`*(?=h zV`YdMH`3><=0L#?<`J_@Y>5{ESL0q9bHAHPk-@AO{!$3b>Zt3|~QC$$^CtOFkNncuq-1 zVj^Qi9N6tdl%sAL1C2o z>sP1=P~lzH75u`aSv1PL@==%y6zOV4q)!_BO>P2f3N&;c(vx*noc%Z38gLr=hVfuQ zy(^n8f|}NQv#^mBSK%xzK47aMV~Mxqa%9T^+1E6FH)7$l#ezkrh2IG1Zwjkq-|s~Q zvv?I8N$S&qe7hyt-{hx{aGi#C!~*g(htSi#QfXE;$Ns%Yk^P*i`_nSgp=qCPu zJ-r8)fLMaKv_LO2;}>(+Dt(*9lHK$=(6go($m*fW2B^FeM3NqZJ^j21XPKRs+;)KNuse21kNXe+<_pXQaci)NqBv1%KNMVv* z!h&N{mv#I=*xQGCgd#x2*^=OQtJR)cWA&Rui@M5E^;5q<{@i=zPnx!=hj_3 zUgr4bq;SONVwHj6JQ}Mma%A~9Kf2u3MuhLjE!-c}4Y)!nV+R4x=@CWC@FNk|&lq7c z{`vu^bcNY+RH?3HfYou!_J^a-d*HN(T}$w!tpwB1`;|{y!|^wNo7aN%=#%xYREvj* zV2hdH38q$QjgOD#@QUfCQs0yx-9FKSfh*vWVe7a&>I(!{ooOs4uiAWiNqzfx4@rs6w2~_l}MN(@+cpzI%T7 z2IEpyhNkCieH9j?H^Py4) zS2;6vst>Dn#Q`!73FjDA?hwj@fyXtp9~p1ZbPT&v@OjF2 zd22eLA|xa@{c|}W|IB=n$XiYmNwMsI9GwMQRE-u!X9gI$Lz*F_yGy#eTRNmcPy}H} z>F#dnmK5nu0qK%d7~lg0r0?1&l*qu+OG817Wsj2CunRZwWtKxBBCTMUj8FLj|WXu9V1p|C; zM@J5Wj=+>ifMkGy7S_PxEElHrtB35+`S=J>js-85W2JtBkjFDWr14ktI+kATL_0f>FY`tI&d1$LHgr3yH4Gt)lsa&(Vy`_87Ga5@pQHso zO@qi8N~A#jVa2)OqdZf&B82};Jp=$+hwKn2UKTRukmmsV!YxeM2{E8epEF4 z%-#6UEcjO!9FXsK=j0j9imN6esQ9gM>Ng<@STHQRy0#g!lUlLJi~VKZdkAOGj#ofs zX-qab1s(=+>3K4^BM^_=GV+>|AD302d2`st)2Q?9o(7H5qJP||2t#rc6B8-?ky?k` z+XUuF&8(vo)gIqYGDMQ&9t>azaDmXXAhq`X#)^pHg(6RRsT6GIEqjk56f`Q5DQBXb zX$$Hf!$^F4rEjRR;_EAC)zBiOjA`3^A;LyNc4_ZwNt=EwM~AQcZvh_*!~jTv%tr*& zz!bpIe(k2(O*bO|48N#?8`gYkncUQART`Zu!0IBjMDJrgAUhNU(=qHA0J$eqwoscP zae8)D!j~Fyy1IlHLjm(%XrSB0duiS+atewxx5wju81_5iL^-kmrgtWWpEc8;KWIwb z1JUzgpfDI3EcgnfTquo;(N@cU4hG&{kGPv$xQlBp-D#!@dwlSw1aO-qw@|?pjSa9F z*$N{ShY4G41wdnkHUnfi6xPrHqskmd2@1rTvNH5tdKAy`$?*d?JnaPf}>@~q* zc7c+0po-JyTt7V~ktnnr*Nige@%)GN`RSgk?(5N!-XwjDPk3(i0ioUd5(JkA;*h*^ z=G(m`FxI7hoDP8+KhiPB7@L(pA?rl(hE(vsZJ{TLqt_!k7mXWyj>f>G1reIhh?uV& zhl-ws@2B)d1nBGNK-iI5G~B}_g`%bO2U+ulrS!?$EQ9n**?1FPZ`x_9nK+vRBJ1%+a;IxG%j$%d zt8g40;)qo28ayFm0?oQ}F-QtH1b`_MN%hb2*j&F=GjT9qf4B4~eAiwwB!o-FD>n*b znDL?NvqU2%PD5MecEw%xzwhf(@q|7XmWNKuYS2a z%;Y-QNgK(HlAP3=W<7<6H#S=&8?GFY74F2~1k`ip8i*|wf|)mmvK;cW#0~!Z5L|t4 zvobC5EG~Yvr>j!@n`rX2@N4~9QPNI(o))~q<5(^3Si1d|x}F2kSSktV2$g>>+|xu4 z3CmI1$t=RTA&1u^6}XSqGKw)Ax}71Uj6KowwI*2qA;REJCwV zrqy$UoSmD6)#qDR->~KSUw0U}hhFV@>#8C_kR!d-^i?=+Hxs?10#Zsbz@W}N@Yo0Z zS(P~m#GdvTD3sNQ1}D0lHn2~92*d3P&Q3B#n@k$S$*P zibrm|(q%CvaiC&}9sNeAAq-pqu2L85;*>7Nw)`ZFdCPalqVCYv>6x%FUgJzc3> zBab~rrn%v?0s@(Wz{9)<@Vz&NMIk`I<3l;(!y*#8LaCN%NtVRy4}@Hh^-3jG?_qRY zu-uV%79^v14@Gup497p+hg!a&HYWb0Tdce?GRv#Df1sy3Zb2kVzJSpr{nV*jbdUN9 z7M)xl5EtNGN5vDVFS9eEUPomk4e&R+lE`ssLI>*0P~TiDS{%N_1%^KnKEA#OC^@n2 z>m?|+-)?>HsoF{!V01MfH-|}7^@IK$2mUQrJfQ^SYE8khlCraZ57t6)B_e^f79=}D z{9nxNByvcb~?HxdfhXDGTs6zBd zEcQ`SavvKKW4%Zi2Q^(9y!O!x;u*Y+P$TWggR^a(caPW+` zr@}|HiQ(LCE^Y>0Qt~9$W|@cc`vMi;-{`4nsdPl~Fp?PA=1MG{7AX)W1v$6%Uo=G9 z85klQD57-(p0%k;d4@q37moeEGK*9oBCY<=Xy z5&dHclv{g91zm*s-be*flvZW60zl(Qe>THg_( z5C07ev9O|(fd{!U?b23y=aU6NVG^>zAUOr*q)3e9M4$x9+V^ySmY@Xwxh)H*@BFYU zbR9X(sRm%THgrjJtSp=gil!9tuTI~Gg-8$Sc&B<dN_)%f%S_$u}y^o5GN4n%(Pn#7X^68b3Kc zj&%?E=%!b4O%@xnaiq_D&JV0gt%fw9VQLt*U=D`8XJ@+oUL;AO&?Ko?^cy|x)K_YL zPZBLm3O-vFPo-nZHoBeT_VDUE1dEuc7bbfu-xSLnN1_j+0~4B8^Q!>Ctbh(Te)2T$ zy9i0kLpt_i;MEKf4LHd99G=G^>^Zz@u(AthjLO9-@AilbBTvmX*#_28^FUMSHKM-o8+WL6I0h}Da zP;)X{2f^2I5BRv670KqTwWooft>#A5e>pG#F?R(Nv1by9<1!{}9oU9en{}LNs-MEL zt zujTPL({P=r#7h5b4qP1wY<3*;*TXzoK+G*TAviz_VUeVyFpKBp>~~=q8nHexj85|l zW~(;&Xk+pVx0szuRMMaegf6plJ58vr99FOM+1F?%zRy;U>Uqre$Syh>4A0i*nJrt7 zH>Q3^QpFYH13FbXWDOh4J^EgQU_P_SV{#I)_=Pn&x_Gi?2g@(|hQMT< z9|xrN34yJ9KOMasK7$Xq&&}96_l;UBE?I;Pd#_%b3%W}eS!?$RZsto=%#AE3Tm3j6R8g3IYQ7sd_Fj-s?B2%}>y36a^*|EAaJi_Nu?A-qIlsJiD*y<_z{K=e;8Co$NoH5LLi-fL zJ^H5&S>5Q2vi>9QJ4Tg%4L_kuIw~S$D?|8IJ#H-0$#>`2e;rHfT%p1;Durye0lO z{6RFX1dsT}J?V~?lz)d~zQD-QkX)(jIt>BNkkbH8hx}ddBY)+uHGN=_8pHV&uezp5 zMWIH&!#m#dn}NYrz=Uc;74QY7+AlIs>stVPjY(W0_>5e?=<_9#zPryS`MoT#Z)~ug|1ND6$${`J}R)@e^OLfgMa= z2>0-Cub;umv<=#K#;bWjV|x;0ZG$fjfWT%f%`0kP6h@A~rO7w5W#?(2&K@-46(BCb zpPj5RZsyhpJ3Kudb3GL8Bz=$>DYjRn^lPsmwZ&9nu!f80U!hrQJ;QAyZFSGtqh8BL zf1Ti6+yv%H9U>CqeaVq&TLI{GB74e>1idm|RK=Y2TbvWfjExpg*^q=SABX|ON{{7A z88Y1?hG#5ES4w~`5quhJ#JS`1C^<08BTU?NMaN=|`d5MEZ?&%w;Y{}hy9^kc9EBm> zJ;YR)7(UOhu0${#Zw|RX`||3KoD4$;vQ`?z#L+&h!y>7M*DhK8y3vYCE;lOo^Sj{& z+UA(p*DGowyu8M-LOJ#z=hM%7qSeCfT+@1?UQ-_TEozR z@`xM-lTMkocRnym9JW1#5@nH*k43=w5QBF-FyE|$nmMPnm#}N9s9oMEX;=9S6-N$R zTheE}S|lX_hk%g=Prb4xZI$gB7pY{lFUrOKOQEgr04uvja8kHoaYkv z7u)H9>-RaEyc$sBTN zd()#YFu-+#CE6^`p8473<2AbDh!D)_0s9c4-Y4SS`$1)oL65|{n5y|Fn0HJZS`MFDm7^+M9Go9sYe|8s>Ih~PmhZ(9M0 zgf%co_X8xKf=?#P3EKdC=XZjXu?753e!vBbv0d^@rdSW)L~VC1MMlH0o8!*A*rgX7 z%GI@}bKacw`#-M&)s4FYQ+auj)2_q(K(p|v4bA_!Erl7KJ6=BWA#s~A38KLqu)?33 z;~EX=gq!buRm>GjwEYasj9w@Bc^~c^0-R=`Im=48vuWSB#QDY-klWd;w|oBD{BT2- z5Gme2izFtN8<($u>E9ausbo*2yhShaqknFdje0KX-%>IyYa5z z5n(5nOKTbr{v6z07Sw&Y<{`qlbSF=ctIR;4Ohea~4YWU7T3g0*EdkP!mq2HYTmi2S z#%d?o%p2S1(i<$)*qTzK33uYN3T_hWMQ4n`4vAl+a%jJL3j@^o;1 znW1|Ds-z~sCWo*YBYbZ64M#&xKOa0&fuPYj+ei1@^^R zqCQp0>bIypPZ!nE+JRj67i5r5fb?&L#5k`|YKQ9&t8bkE>Gs_E(5WD0W@qOx`)cAJDLOVum26V=(`Z-81{%dEKWQEYhWr#4Cr%MW$kBL0GaNJL z#WB}3)=4rpK9Xf;XX777tB8M()pWMqDDsY#-CK7LqKPZd_a_9 z7IPDp$6kz#941Q(#_qnGcK&-e;?7-c|Gr9XH2G~Yk!nmGJ$a1v=aYB6Vd#Y4mltep zelJiKx;3RW`v7kV!MSsTI0(Ur;4<85Fg$S}-4M$Im(m}Wi98{vZDA06uBzEf;ogHD zN{CmCB&%Zwu@kO-kJ-`K?HQptG&!9xO?ZWE6v1a(Z)4=-T^X?OvL$>WrR&H$R}vrH zl^g^n1{|n11ha;}v`rNUC!JcHOifLrYj@dQ8lDt>9UUcNoIq^x`3((QbSd{a#m<7~ zk}(jCBd3{S4s~!lP(;!jW^x_^bgHy8;);5AHH}uxlle45v&w7zak!iS9YrRCAsi12 z4q5ELg6>2i%ls@XRR*)OODRbq@ky)lM5b1ql_F_xjqEn^t72OkoqXb8fssb6vu#&| zapxtuoaz=uoK`tGmXaGXlj1pm&R`LMzSstxi-%`zGyQ-Bs9c0Z?sc-`#PwAo*Y!Mo zAkFvy6QtZ9S{H)h*%zva$iRt(_um6GQ&(mV4%v>?WDOm&#uaqFqCjbSKtrRR>%00p zxd(8HprOdJjA#f-vEdi;%+Atf2dIqymUQWw5;PKamwZEPojC@|%ySXaaSsCc=w=lL z##?}Z0@D7*)ivz{Vy(B(2sm+k&hsT0D|q;@43WG?ct2cBaP=Fchx(1l9bks0Y5n;2 zbay;Tm@*a&F#hzZ4FU`xGz|0Jmv(!coqN`1MNGIECSELfNfUcL;2h6FO}2FRZ}?6Z zHDVQTUhB^L0O>YF^8$TgEU5!-sXc{IHiDEPgG>oB~f)TX$v}?wK~WPe-%WROENJrEUMG%GDEgm>*Pk zlg(wL&6}l|_(704nAi3$L2Wf2^k#vw2yV~xEI{_^`GF6pAjZlM+VcF^hK@%Pg*(uw zk?+%J4ZqR#gQi-UZe{24Eq|!4)u%8jJP@?#i{a{CD2Q>Tx)J|d;K`|r3E}McOGiBW zx?k)yS`$7q(jD)3$5v}8hd9K4`eUvWnRorvj~s=TQH@uTe?|etPaCt!rwN(#IKfps zw%V5B!3VPkJ&UO+7VZR>XdlzNyPoGKik^oD%x`~pRDWMyjsf`vk6%`wj9_G1XV9*D z?3c2z;?kZJaV|Di-)nbBA~;H%Fxxb{5zvWQPt>*|lM-l_;3@Y^?;)nqOvcqct4wW> z`ZWlm!+v}j2ePUvY?Z&zk&3a973lI4TbJfmLoB^st_0U=*q}NNTANxmOp{uOQ69T| z72Letp&At1i6kO{S&=5YDVL;Op}`_6gVdyJ_^MXbiL;M$Y|n$pu~Lw<6z;q)MI6eA z8-Q%3RKB;x2a)6O?oH18nr?=&SZn>(lUmpJr)3WK3lL^@W}?It8##vCjoIZw(9CYb zT6~vsC*xCI^mEF}W9H$zzVGB%R*`d%?9MITj`TqzX}l%~FEX4s=A~S#dhiZoTy}#N z_t&*g)emV6<3KjBrh9R<{jpALc6Bade4O>y_jWTe#|a`s8@8F;v^a0(#6ZM}@Pv04 zy&Wm?IPdp$#T4As+elfPi~=nMqykHB=Db30fn^`LvW9mtTcaAh{3>epJtpOdHu#3NK2Kh{8u4 zgv%1?(h`j1{qv+jiqCY}-|M3mNTRHR|Di7{qk%}|ve#5* z($9ikUuZ&ArR-AtVw67R%2-Nc->yuVLxSQxBLR-hclrT}N zh@_B+V5m=J#&KOU4t3BDI-*dk8M}(Uno0*#BHenraa^4V3QQ56_a|*O1K2`?r(I{9 zPI_A+Wk*dH#FL1V&xKbWbFds#|ADS<xIS@ztNJj=ZS0c-CSR@r_v!sU z2f)+ztMXQj7bxskCm>S>0IN0YKg_BsZs&_#|4j*<(!bUqvoM`NjUdUwTL-DNL5?rm}8A!0d0rxww7G9%Vto*y5 zQv%WVrs7ThElO`5634RV0)J+j5j@2DOYcKes<(*^vSwwOQ+I;_DLfNptel=>LoaL= zDw4=7E$`ag)*KNmK|^BdZ5pZmDcga^RmhnvF`mTpW5slBtmoapLK6eXkJUkze(VcX z#C^U0u)k%yX3p`oK*GPZVKU&qr~4{#C^f$~@JAQ6w6qAJ20U)k;v-ymT{)(hS=inI zuXAg^C}-j{BAa@N8>uW&x2LbS{mbA6wu2OQQlwZS%d)~kG-4m(*(+g^Nq|d7EW1jB zfmmN(h&F1`g$oIM5ioK-5l9tZjwUtMjvtOtpydPgwT^B`Wmhg=;M%^fk%0|%T1TeK zHC{@K?cOTp54iIM4z+LVpoKATVhd^(5kg7@9UWcW6ivM;#;eEoH^-1)LM(B$pZ zq7W;9t1)^%-4rLo;)C&l!0?wKTH&}%d>mxPzz0Buw^Qxj)BoQQEsTY4EN!u>>FQCkTK`8eLzM0z4D|oOS7NOM0PmNeU&}s7Pp^gGm54`v~wnNF+9VqO+2d zO|kdRV0P;VvKGGXq1`Vdzcl^x>$Nkq=GbIE6;X(YqRb0!2pXPKN%S0sr%J{I0~#{B zE)WpE5IDGsWNxEXj9$fbG5X3`$X{FL#=ua(j}fv0FXiaFFflSq9H-d`g~Wgc7B5RF zTMm+{;5J^LipsW{O0$+Ftw{8ou%NOMnHqMPOd@BlGC@$OUhQ$Ka$}QG7#)oa3sh|BVjdR!;lc zwY2ifc+&+*|JDer@sa{%7dnd}nJ=3tzkS%668hO*k^rnUF||w$*(&5QB~+3XF=$zF z^)Vuu-Uhs(Q{)#GP*17d3N8Hi;9aAp#q4UOH1YD^Au5HiYlrP(rAG3V|2?o!4maQ} zuoY=tu{V9?(KU+maf4LR7;Zcd16JV zV05C(%}e0~Zp@i&I8VKsVL?7Z`H{b_=O=W}B`}u5n9B;bAnbj4pmF@E*yzqF1U-0rA8B>rJDnXw63~Y7ngOW{2`tZX@*f@;APL zA;}LBPS)_w8O>s|s?a2JvJY*q+HOB2>8#i!Nc;zYn68e$((!Q!dM5%bMBrL0!r8rN zZFP0dYd>|pzS8ECbK;ZZFIZ@!&_m{Z`XlMCK1b)|$SG^UglPB!uwfhmipF6;(_MDQ z_<3W-8EB~iQm`>~QsHvVf_Ok^NaX(Ywj6ome$98?NpT3;MCZl3NI6c3C0G)%plL-- zl1>T^V}V6;$G0aNIw8}MkWEgtt();gxW!&C8svy!|8zMz zrDSu@e2^_1l{09;dQyRBU`zj`@ z;dYbNmeTey{Epww5}9FsVWCuXo(BSH2*GSXc_da+ARh!i>C5pJ=x4uwhbBV@ot$9Y zJ~>ZP%#rV943}JnlU3sffOKKPhVL3NK;6d%V$%2+(6XY);P7eX#t^itWXJ@X*eB~o zeC`Aj7P{?hY8@ogdYCe=8Gog|1==h)Hq|2UEoI^i6L#tk?Bxm)0lLedOQpY3{cQx< zM=*>QTqd0kVIzbq3@JO`-PJu%pQ~HDz>{F@a&rp_ek$sElLiG?^s3H?0V)*ac1BU3Sv)TQVE^lp6oo3dNB` zt7nep{ZcGrus@jMlZBRx_q9s+Is6K9mMmrm@c9i7=eR^n$NN^M7=sM<^3&GSQ=c1w zBu7x1+X42HdHt&FOAJg5TT9x*=1e==eg$oman|GK$FraiK?7H=DT9Uje-|!g3IP53 z=rKa|?tr#>GIR`G_xB|98*_QZJWp^&eOLTc;}!F9M>dYCBQ_{Nk!z6_8pc~Q8t9dKJfU>(x#fDji^v9 zA(rG5`(-V_Cn(i#)2UY8dcTV;e!fTO_pgI7H;s?8pal0x*fJH{QtGyv>${u-fA)|n*SE-^r`s2gR;uhg2El~y zyf-23hQn7_5zwRhzx>+SBGuhrP=?CvPMt83zf+$`wKw32oqpw08L#FE+N8u}7{IZN z%w(2^lU3AJ;Vb6?4liQdR~IlzLmd;UqwFM0WchG;Qc*eUD2M@=G|C8zL%sI>Wtz}` zrxa&a)vm3BSugS{NevCOmh$2p#hI3vpv%S(+Yl3_YdoH15SIA}gm}y1-R_m=P0G#o zV5mlaTTf67emK1rC5yB;dCFf7CvwqQCONRnu+>=qOc&g4JubJMjAC@)3K`jQf}@R~ zFm|aU%0*Pyp4_}FKa&iL05p+N@G+L_$KU3f7PE_}A~F2i$l=}Oo;9~G62n~GvG5Xh zMwFO7RGeO1iU{sOKp(ve)X9dQPrFnbm%hf`-3{BWzaBS6QXt4d2( zE#e88j2#S87__$r88E)BKD#T&9NgX^|Yh}5FM*q2CYrt z>^&cL&Lt3q6DV$K+3UdZjazy=8);MOh7mnOZ$)K=5|Ujn!fXS3`pPMKus$+ON7<@K z25+X<;{G&lhB&%i;YU%wQt$%dn3(iX@9;d}~rdjN`wN!KNgBPeCg)VpiF_5U#y zTfD;M^H<`(#or5V{YM1{WV|)M;0H)+0;}D<=xOkNbSINnKf%Pr z)LWC<)CUhnW0rHz=Rr-IVH;csvS+FlQ)Xxk0y3j}F(2=Ke-=I(EwQ!W)0`CYZJNNl z*kbQ-YC{JuuP2`Ym|8{N(v_bV!Fk0MKjW>F+BVcX!h*x|$!Q8t_;PHH;Er~nX9hwAv8 zad2=*kV_J-%uG)LTZdHA%b0qGvoB=yim{3Q%`bx)53^0yc&rB<5iO6LGLRyM%&^kF z+pmN6a8;oZ+Am%w6i;Ug>t2T(5Kaz#JMorQ9JydUNdhcE253D+XR5cdC(pR*1R&NU zj(jjh1daB!A6!)bLvO&yRju%pynDWtF1yK*7yizaa3^`=9I<_!<355hQ6K3~^Yw+a zsr@}|vssAp?TZ#h$a4H0q|+w?;)@=orm0n1+Jgj4y@}i{+|9!BJYq@;25>gLqFLd5 zpf%tXAMfh~1Cd$cvZx(eK&9!`b1l48Lq})7UW_{z^ZgwMenAR53x{+rp%)ctF$#;* z0)LVf!Anm7i+~9qPPO6%^G)XJ2PO~AGjhQoJUQg45I6L2NHT72qIfDmdv@Bms*5@a zW>ZeNRLZav$;$cFos?xihAKglaRYgq%#ac{!%i86#+!hGCBHF76h%*vG3YTWL>98Z z|LWaRnR5*ouBOBoi`-8H0kP;p&>0PkSGfJ8_>L3DmTh|Nuc!O*m+9M@_$D7xMcH9l zuLB>6?^z5YX?mW)0zN)yP^2-h=Db$~=q1f1gxFK+!cUntp1=1qFin$^&5|y;y%Sa) z;1I_*P73;d;gH_-7&6ws_W&wm6sG@$%Sq^p&5o!xFi-W)~5e#s+;`1 zc;CMeme;VqmqHcrpY%>W>MN!=k^w24ed(Z|YXE-TbBr;AS>johK}+C$FmGy6g2h)j zuOw;az31c!@&s0d2oZT08q$%yMTkGQ{qDEPXZ9CwXW?oD`ETcxfhBap7=(W{&vxqPz74RauTgl~ByKUAQcQBhqFZF%!9AOO2 z z%5R4BBb9c(HP&%jQF`)WXeGzV?nMc1xbQ{w39y?v#ti9v5SMN$z#_0z*+>+9xLUH! z4H#$nyIq27n`@z~52a6n!>uhrShNO~_Jn;n+Oh&hN@ze%uVJr(@q8rpmFEL^WVa}T zW{{VS>ysbfp%|kql?YRi;6c3Jq=xldANq*xXX2IHc$5$aCt>L+Q03uMbNPiksL-Z9Insr2)F+s3nZJVIF=0>S8FO(brc;wnSUJa zbR8`-M(U;O+T8pepE50see>!9#5z8~6YxvvHji3UDv~U+uM>>qVnYc*ib%qfiSUf3 za$ZEN2tU^F=^M)tQCq#6%;M8LLQOjM(nb|m$5BD@KbXu3y@+Pb^*qYz|N5dO5Cf=6 z+(mxq+5Hp8n;*bPmsRlu48tBk?s5DZpo0BurbezeFxj*kSXq{?(>Hi5C3nI786||} z!~uJDg;j6dawiNe7!DVmU0)9aV&1@hucWF(1bIf{zJ@=2?t*t83(HX{)Sz_NFkTJH z3QD#l1JCmF^Z&`k4ncUekgw2?Oo_vqs(J!I((jUTE>cH*kwO~IUoVsM;VvavGR7o zvhc0NIXWsEckXolR>7jC7RU{2!=wU*dui?s+^Z?5i_r~y$Jo*_M0{ryrjM7_}v+5isGK*=rVe$D$L%ZnA2~{%FZdlZ9ZB3{cyCf*WCApA z|Jl#)X}%3*epij8Q(!0m;)EN8jQg3?6f0#JJ|CGOr}hcjpPBvrulM5X_6r1?$CCHE zlA0=rIwrXsHUoXFZaN3!eu-7z*KlU$Xv;@e!QKyRHMk9XQIzCTASi(mcMtyeI_8kE zEn6M2mAmwcPmM4LaHiroys3Ox?9JT}|NKWAv>9-tu2vu+3pR=XR3R2lMbZ2OW0giN zglTE|%l0v@cqhP*JvC%>B&EZ#XWsj_RP$Q3PA?4G?^&;D|D#$ zc*ojmhRRtjZt|z z6}{&w@|zpi!h7kNigaG>b@GpG<{M>SYNPV3hu0EZDP{i}S=Qq1M7Q=c%#V{Ct;=Qs z>%|Rq3sneDUQ zrqDaV(T|vG{9P;Sc0q5TH$JG+lIr2^w`iH)VfGF`Pll>gK)UuXt*36;k?akl>Ytpd zQ^(Gc8xERyCpfok4Z~=?l~{w}8+;($p{;!ha*v-#pzs!W78F zJ`%hf5OfeWC=RrYvc36eJLB(6v#-?nlRXD9F?-*JOu91u;eDIkf!d1_Y&wv}HNubX z((Ca`i22|@T|A6%*Kd4hN3B-Guez>Na;+q|p^tns0E(lWq^=tt&{EsFN^pPLZZquA# zFtc|sKbL6pu-SS}9!1`gEYxQ?t&C{$nt%CF7|3^3q(=Z1qLuUrHHZ` zsa6L@CKhI*j8v6}t3Te;g9Do4A>X6%%L}iw&_PJ}4H^Qmq+`t@zbiY;NKMv+}?uREFobDH*7-RsH6==;m3;s3mx zM<5vFzQYe~|p+zXRC&>J}hG**M0$*0a zH5Wds1Fh+KYlP*?6fAJAbi?ADcgl2lxN$idKniXDJxrlL#5Jg&@tWmA_{R?cOWsoL zY>n>=ApIL!r;dYcXEib=&)GMx6Anem1X(#(utMjXKUK0}EPx%URYI;crkmtf>tsH~lr72dWnGT>089wRLP*U(MqZlen zWX@6|-?BPi!u)7yWZIGzH|+kcARbJkj3v?6ghv)N$8I`*Q+hn!+(ZIN2baDm(d!%I z-@D`bw5J0wUgG3zkr&7Jh32D9WGf<&{Bq)A7C-t-1;{lILr{pH;aCYzsr-8+(rl9h zo7KyxZ%|nwWVzNWLDT9V$cI3lhAXwTcrJ;Zkiw|8stV)sU@B!-aNR>TJeu-T__+4O zBj3#jt%ykI!WmYWwm}M6NAq9y)q^#lG9GW2VQxSjaXI#OLkl$b(sL*3rKPrzydUdL z%1b8PiK@vLnCG}OfBXEJs%F~izdd0*zng#lnVO=R)Oc4Y@TxH1VV40?xG!$O=w;&} z;BZDdxhJ_RZQK22Xk%0!(eLo>zo`ryuym{hnL2jDiaazo82uWHbS={$tK(fG-ufD= zN$zTH&u4Z{Ih-E(Ivb_~wK9|yMsCZlbks=uZI=-$-@z8A`Tu~^Ck}hb1SuVl|3cP&_5`7#r|mY4fTyD27kMZzG}@C(zMjm^u1xqY^Z#u-51>#LwXUg& z$h3)6_~aX$pKb-DB?PYra9SKCfdQLHT0{Do_nrs>*O#JGA8g?dlg3G=nLt2 zkIR#`?G(*d`YMdO;gyW|F<=%gtelt!0f;nVRDq+zg};ndDc(;hCF@38M=uR-<$#8Y z2DB+E_4hlc4h?;aIfX4Xq*K@&bYE=nLcxylhwc+7yjV=`{RBEIkr-)<8LtD8{7+l!L7Sp$D9lJq5o704iw!7~ zB!4HlN275G@Dk^29plHcztODfd{h7S*Pb*2WEZH#Da_Y9eM!95Mr; zqA-DivJ=a}PwWKw2wux!V>ktS80WQ4S z{L`i2M70f+%5=Y%)W(&UGaU!_X~%yN5a@640PfOAaCpyKa~fM*(r>p4qd_Ubd62D> zgaCe&H^d#S@+(gdmzrO^b|vJfd|a(kV2Rw56AmzOkN|It=d)bxU~CtYu2+%K#u6s}!)NIQ)G(Cw`!=G|Tc>wulp z=M4_F1D1k=RZ`GH)06>kz|+I+=*wz=&;(4qtrelRO{DIBrgoOp1y_t3qh8aUe@6@p zF;sz^YrpswNWM#axB?eucE#8^@p6?|J3`9;YpRn2B!kANfVh*+WNlSiu5N=_38`$y zZ0p}z*#F5`+e}M}%PQV#KHz|r9;8&t2AuZNUqlFSG9BoN*0i&Sx`43oLeZK!;wnWP^g-9< z3_{U&uBfV!yG>#fAt4UEF_vRV|G0I*19YPhlF zU~F{Lo5@^(7w+FK%hv&QSfbbTBx0XE3PS(Of_;w}_j)j~X$|#76V_pU?#LzGui;8V zCL-~x3BDeTM(;pu{kTATckoqEH_lT`t+Rs>ITH;WgUC*hqs!~Rr1hrZI z)~;zZ_uZ3UMMYI_;|L`iwtAVq6n}@t0niMhMn{n?F8DmMJ7-xIJm7^93t~6s%Rq~3%w)xHJOmDI{F`Zu-TM)X;neqgy;huqxOXH@_ zR+LR&)}H{ffEpZbC3ZU{nEui@9#+^KuZ02z`UEoHGh$)a1#T(Chq?0s^3wykOn&IE ziBCfpq6yP}CZEIP9XJGDIVr|KGKg2)$V`4j5yrR!{9_P~HIy%=^F!9S-~N#lV+N3| zy>%BCDoIdXb~QS51ASxkfzlQmDa~IY(d^Mg+g2z$D?lQz@zBD*Pia4HVdJSeFy-w0 zWu{2b*@V#ddUN3AiX5BaemyIT`_mew%DVt|z@A=p0f)Z@s@LGXl#_;m>#EnJBJChv zM3<2eeX%&AIKcn1R!Cb?x*1w6?aYG!$)3 zp`QB{d}@)dwQw9_ZGUm6zqRRi)4j(R&)z>5+54!~)_u?7oY9BiIX(LP_MiuSVi^c8 zCy4V#IpqTT&5GLE-vS36r0aQnU9xaIe~zp1_X57;>khKO7O`EyL9 z2(tv(g%TR7Y$lCqq~_Kgsi|8J3SAPO^><{c>o<1o3o=uwH{U0@#Xj#Q{?&t;g zthBD(Dhr;L=VpP9EXp+l(_J&8KwehFn4jpz+ti2Jwu0zw)DxL7US?A<(p}z|H)^hJQuNVRkG>sg=w+{bU(pu}Sbi#Psyx=U zqsg4RuTZxC0Gs`t_~(uApr!P!-9{|9sZ{=$xQ?;tzSYQ zCJ_U~zADFb%Y=Gl{>dpHD7x~Ol|{Zr*8H)85(eKPizu()%H&N-**+zAV(Os($4H5@ z3#=Z709bFtT(S;>^|_wi7afJtV1C%@kMPX9CkDowhCV1o<&8GOpD?BS_D>%w4KFN0 zq1;849m;d>r&kV(3;%%?16U7c@)N2$F&d`1v5teAii>4>(f(CPX9cJ}{3_}fE}{H5 z4M*yTRj|ZnIUL(2`XxWl@P%Ytk?&Q~6gDb9$JDh7V{&q*x6-FD1rK+qAG2b#)<7-9{$uWq4|bdK zw;IRmsEVbKn&}I#=jmVe6$pO%PmrtWLxj31g6ZI29QG^nc)-oZ&6|6i>e^Ov5&_*? zmd*`7YhIF7{VT@MiFLDR_uIIh|4wdSs|)nkP4R%U$(i~02hmUw57`5ePoOP=2YBU+uh-~lx3N%E8GRm z$*R5YxDz*zcOJZezoIPPQBa` zAH7kuvbvEX%kyF9c@wKcWlZ>Q35`XoeoWG+O&V4BrNg+F5HRQ_Ng4GD#}Y+`fNw?k z{wY*B^wkhmZ1s8R4TJ@2u{=USDA=$e0&1$ zBo;y>HHW2$mY2C7r@k<;{m0+8zp3KWz6+bPm#*ZOx&!U$&HS|nw^(%_TnORHU);C$ zFsa!Pa>>U#)rZHkSIlgj_=$K)5~HKglJ0J7pC4bA14`8Qk*Un7;`K~AP@r^0KzaJ_ z-CF&3;<)10Dw6Cz9SwF0DRKsCG4BI4wOnqnp?M&2>#7%1$>BVA0KTu9O008q!}NMMcF&+<7lS(R!wM4E8>`^YdF zGz54<$_Z@h{*R@z;EJkk+wd?n3|&JH-HkLzGjw-%w}40u-Hmj2NrSX>w}^l!N=pg| zh`__U{nqyrX4cw!-}iN$=W%F=q5goQOw#&N0TbP^OL9ImE52FQmL%R;s*vByV4-y& znK#5qs1A1eS;x1&+;W=4J11!>qo{V}B1Z3AiNZJpa@|oVJWC(=nCssXBTP;pcm;(z z3%S|9CmLG@+8Z4m`AVDDaTxpiBqKw%uO_6|JngUf=`+IXve&X0vg&&`*O%f(Q$@@Q zk9qfb*~(N0jRSZz4EIWp^(8Gmi~N8&nr5wSY*}3^rtCZk)-Bt}*K#!68CXSkx4g3< z%{#EnBHQY24pgWESB#}n0L*EnVDFrl!E}%Oe)~-UFGC%PdW2KWfVZ3 zb5J=yqTVZz{56D3&%^>+QWza0`xfLGsxAl^K8tIcnyyS?wnG50_}|zIY4)^xG)1a? znci*CnVgGy$D)}hDx4RX2WvWzc42<*(`0sqX;oh%4~VRnA(8XmPtd4s-Xm9T+hwZD zdsGA@wKZAJzf%V#qpe?>9-~Q4n1rdI-5L+_77Xhy{@(9+9iR8mWXU94gzO{wE?t$} z;nwunBO{-&WcZZ(E-i>$jQivZK%+@6AF*-k`|AH>^nRmayBhKZ)gDYk-OMs(Tqf>o$R)huV6f!Wewzqb-MiNZV)KtTb9{l8Bj)wg`PsVU>2_EG^$i7J z7lyTS;?ONS0jBp4SV!$m;7@Q#+fn*FFLv_QI{_;#{|)}_0_5BvquT6N7I7Tocl_uv zV4rhj#>_3PM2%!tPg;f5ukvK!f1NVIYc-kq#zdLUfM~}Au=?P$o6<@r+Cdbps7gBw zr`3O-UjkG7iF-b-vhTbi+y(gsR_Qt0kshbtXrc(6TIrc<#%0pa zhKs77NA53zn}&i>t&Y|%pl<@~IVi%h`su0J;)zyu57Yb8uaMv!M~x4ANrt}1b3UH- z#}a2}XX}>B2BA+kpKF`y(jUp}Y>q{6z!?Ny$|1T8LRzcli&A%-E-tRio10+j7)1Zj zlaM3>wVbbSJ1B;`|2x>Neg1Z(iM?UQTApZ0#|Ky-DjT!>4f|{vAnE@lMEJ#@eAYXg zHInT|tG9R=KP|t6+)4gg5WhGue<+grx?h=06YJ0bWlCM9V4<33fV{FSV|H&6xU%U9L7$}6cM^$K#C(S7VYRb84 zg8*Ev!XRG5xdWVs;+IBO?m)bpv~*6|SSjeiMvA61IBlG=vZKt$Gtx!P(Ab#H>cP0( zq2ewnNT2KiFwCWWFV5Jzu>Gld+sNV;x{ZF%AD8vlF8wo5IEV>uEt89717^w6{16zg z6HCl`IHmpZR{_XU4P#i>xRJ9Pmj7u#o z%B&ZWZ%2Zf2V;S75}N%bVSHVD=z_S`5x8EO>SzcKi%FIzj*e$yTk~-cCE;#%RZaN?k9f$s}nU^_FH<3TW~9pa{F`@|Ipb;7BW3(iYAgAoyBTlm@zB!Fp%BME>N78ko>$)y<9dm#)oOLwT;Bgk;K&YFL=~S-wTWG+=l&H72Jnp0y;V(#Z3Fq85FgK0{ z(y7+L{9hWgLOuZ7nR}t&KfE`v4x+2&bKv%fw88~uwi*T$SI~RAhl>v%oJxV&1b|l% z8Qj}Rv=1&^^uOj3-UYry{?a3F4)YT8g6t{P4k*RnQ>Dzh4Tisw97y^msPeQQ*3)v> z1<&(*x-b>JbM@`gPkxFfOvG~X1nlNexT~w_Zv_9~zOS%+N-|%Z+QHw&mlqPNYiqEQ zvlQ|3A)pH`)IwAEP#5rBfs*SQ0A|?!o8=%A#k>KqHr?=T^8Muq%!R4RwnrAz=484= zRh6Y=WynqUZVENN!Nnjoy{XlWk&Zvx=1)wE)CpTcQ`0wfRr2|hVe0w+8JnO#*u2F~qDO-^dCzb|>n^BU$JFa&a&eo@aQ^mDhO>#;~D&gUvWWo5! z34A3$D$FX~M()a;8XYPKl~1aUl{!v8?^ShokQRJh&kMzL0h8 zPW(OI2jAGs4o%=2Ck_r!+4G=xed;OcGT;a9QBeSD(Py;`TQbm=+ z>%iFYN2j5soT_c2#MDo|uV@xJAQ(A962O+M13SD{ps|)9B}6d2_J1Ma=>#OyB_gaD z3I3nY7C~n(PJ2(9rUHU)Hyq#Mok|a`Po*=o0P3YbL_L6pyn2EfoULt35ZE$j*ms=Y z;H@nq?_`LS;qC=sj`>7tK1HAmO+~9S`^G5PY9Cd;_O{c$8Wu!B2+VrYpKIswUR%xf zN%T3+a6R=1JO@4+kOu94|LQA*NrMOx8c=AKY&C^(Ul`fPP2E`ZS9M=KlOKY|qr!?e zGp;}0yL`3`8{mCv?me!5dKt454EnzJp)QakFO`0(hYACGZnavO4w{uAJm`*?NVr6W$WHs)YIABhq;NvGjFjsQv zlZkDLw;W`f+U`Wf?-0E}5+N8$A!wFkf@?wv7ny8$TNTnqAZXY@>hAOSS=oj#ip1%_ zvwAATFn)`=yE&I)DowIw*uA7ABk2t>yoit=56xobn?Cz`Z))^{+B?0(fh& zNP3tXui%P2EvK_%k)M!aZOq4wPY$yV$-e1t>2n^dlTO~E;oPX-)YjLIs0)9KYD(cY zHpb)EGBV;!PMPw_czfIp6hd%<&U6+qe|?D8oK_P&)0 z6_H!KSeUBzAhKHL*Hhhx`iY}vEfK|yi?{xDakYAm#2qsa*osbR!X-w-`nYOI0lUzr zCW+5zXzEo#^%Z`*n9#!#Z`S4fTBlia$w@S62(qr8R=N;kY@U<%j9qi$gX8ZKfLs_! zrJM4>`haSoY#)Z1)^pnxK=D-j#?S8sQ02z^*H)YoAQCfT`oJhfuc>Zl@h=+l|H(W} zGM4LtcIEAeAOw?*4) z|7eozfD%$i!|9ZMYD;`=yy0J~sr(*qYk_6NNHn(l1B4n0x{brRf&+!h zEcbZXN$(g&pFoix;JXuLrqP5Eq;5cM%=UMTzm=7?7)=Z8a6iMh7F?!UY|DC-l+C@mBjz+~0VX6`gDga8=~hlMI6r21f9K+3NZV|KSSyqg z&ygzSpDZ}ux#p>FVq&R$mf`S*WZ>BSu!r!%g)=gYM`o^X0=B2=#MkX%;l@Z^pdiBmGg{fD zxHDqw^9%dhr#=Xd@}BqL+`^Br%r|C{oe(h$#V`}VnF#{K39`|c9}}#hO@WP+VkVoL zUPFTq*4xOpfR{k7gM*#58R0Khtb^uNd2G2MCFaan;P>5{6&Ph%Ni|%kaeLZu z52X*W(K3q{{$uZf|3iS7wK~IcyZ|-yRo6mOI_6AT&>dQ4J6zZ=0AIWSePd7{jN??^ z+}vE~of?>qK(n;6+vw_>UEFfqcXtSbKCb?iI2?8e&~IcF0!3A@Rq<8FKyB(a@K}p& ztyF-p4Aqo;s%!+gxVvQwR$pg3NzJ-@N{}Z2L9Y99I6?skK8i8I$*f z8oqhTQW9K#d^aEhJVLt2>3`@a*yTj2Cb>)4BDV>L6g@TYe>-Y1#J=*SMJ{{YYC+ux zd=3AB`tkj19{KX*NxHH}am68lF89nmj6^!FtYVAf8^PByN~%fJiHSV@7(l^3bP&zf zZtHb;zWm^E0ta8{W7IHIO=6v^A z5Buba#XS-pkyeKC<~U5G^Um|)yYDXa!CFm==Y^=VH00bRfrui>pwFIO+}BD2Vi!AE zWh`2F2d1?Jb}q&_Wp^`nvJMCSQWPj^o@*gVfMXn>_7;Q7%{UiD0*^k}HT~B%%dPA4 zKxPX>C}~=Hi-NxR=C{_~ArpRi4fJ8s@VbCovn}wGPo#LJ`B>)v>xLO($BuU2_PToA zJ)iU0ugEjW%)iH_i3#(m;3f3OCBG&n_Q%VLpWI>P^tY2|?HMZ%s zt$t@4`XG_SPRn+Pp6-VBiZ~i;U#v2(_3Qa)_*@JVmOOVZN@~~Sm2BGQt!Wz{F}%QF z>$W@TD?UWe^&vZGW}7vM7(TbUXxYu4jLgsXO@6AWzBN59@}Md}+Gw2{WtwuTA9g)@H=j3jgCp*d5011aQ^CMG(XjS0X9Lq^CW+t7QcmO#_Vi z5qI0qFcnpmfH# z#aM-&%^rAhhP9ULKp7{z8<96LDiuvEC~xboW;%8EUdx7-aI<8OMS}4Kes}AltQ?HI zz-C2uP`yeR=EZsFjd#Mo@aHZA^q+J&rSC}s z3uAQXG!bhl2E-&JiBwRq!w=|micH4?@Inwft$lT`m_il*_wSob!o?ixW2IG5oP4&I zS9MH2pn~)F+k@TL3w>#xw?M)MK2*P}vTgbgy25j&>9U{@O4emu`F zcqamV)Va0+&<7Fm(0`}x3o328y%M`#-z0X;f-jl6frNs-mbY5Tn)^a`aERzM&)^?f zQl&#=t?Ma<)U4cC%J6XCe%|h6^Ad)<=^lZ@ei+EUs!HU3kEnG;g<}T@+e~1xP{m$d zwS}5vtCmWcRLXpH4vANhGfS;V!|H3!`4PvtQ%%eo0nRsuekDbUTwdM?_qLs6Ynfa5 z^LtbiRK%qQ2C6Jc{L!ci-Iw(R+D2w^40=z^@7~FoI&#=t)@ET#ckd^dULKn^SIBZi zlP>MOx1!UNCiYIMrwL!SRaE|)W;6RUTVhCu5G-EI(m%<0>xi?^R#=o4>hCUayDOGnM%yVujPznQ)GP~KXnY}4rAmj02>Ro&*B)r2CYThx!y*oxLxK7}{ZDL!3? zC`1+Q4MZ>WUl`f%>)ZVZqo>L7X=U|>!$n+NT`qTKc`ACV(a7qfgGOU;6m)$Bddtn@ zqU2b)xhE2N220^Y=cJZED>b^14)r!(v4WMIbELZ}TP1Z7e$rzW)IyeT=x-7wk%p{r zXovsBn}6@WAbK46M2Yx%y*HWa2Q<-ZI@E(s$HsAd9G~Q)oFuq0HY4$*pd8H|ZIEwj zVvVQCoGhbAmC0|AaOPK}_jG+#8D?hLy#Y9)EkJ-61&~e*h-_eflx?lkEc<2k6Nx^d z6dqfRC@C37RG=|0Cj`kuM&MAAtP;V`uIa9Ng_3C9(h^;3XdP^wh|A8@EpOn6e)fS3 zhEH|Hhhh`+n2+)&E87TMRT%v#k3K(+jx;q}7TBj}tQnu^(SwUq%DD^Pgk{pctMmQfd30%( zg$p4&*b*Uq3D9yiM$6D~lE8OFVZ|oo zZvf1+?N}VaJ;TQLFR(nV8Y$a9vqg)*JFu(@=~h2~7WK7NF<&r0mG8pv?C1UB#h%&t zyKqZp&}s0=)9P+f>{Hgu!oKZkNuGi0;m^N_yN-|q^X@L^X(xWazG?HkO7i{dT=V1D zwMk|$-^LEVWey1Eu_H|n@-D2~KU8oy7$i1Zj!RPzi~;Tamk@G(6q_ty-DS~l^xa5E z_X8bJZ|%Xyb?e%wHUdt~+Pb=5#m}?bptk&=<4*wPj$-G}fMWjG1wff}lo+#;+d;5% zyC5gvuj?s!jwA3~EYlMQ^>$SElsXg6O+Kr}k(u`L-g z41oaWy43*AUgNS;j-MpGsskpZ1xJwaH8>f=_1z%zITyEVAN!q;eszp>RhB5*1&NHh z{#%>3J*MmKDH5k%jlEYcwG9mlu+kr`leD9vfI#Q=R-?0-TV0P%S^cJ{LMc_Jbp0}J zqObBlv`#Br0m_Uvv$*TpRP#njxRXbSW8wH$@`d@ES8nc-GZ6Z0oR+S}Y0h|jj07U! zVGNCS1jf8fOiVj}az&HJVUb9k(VZX)N{XnS9WQ-lB)Aq04FZ`3hM4XZ8imtIC|g8h zGC}#n8QX3mZhK3YO-u^(cgf44wiXk|u8rK^F;UCYF6MS$6=_>oFb$Qdu3G&DD%#oo zT7R9%-&H0Pla|+ZPl4rmO?$oO0OuC1Wy#(2JlI zZAdINR}mvh_U9{nP_n(MD&=_J&Jq!(5jp{@WZV*L5~`SwG+Fc5_h3#aoL`8v*zUiaEMjcJrHVrLhuPT~0+_lJD^K@#Fmc27=e4yV_|Z~h7h6#~ zyTEd?o*MrMu^=EF5bWw2vZ9vnQQzPB4U7-V&^pDoXjm9^{M*F)3J$rM@N=CJ)DqYF!J(9+rbPu(Q9iHb3fhFh0hny7vIPHjhQ=0`dh7KN8`lTrBMDggU31Jt_z40??mmU zDoL68`X**r^{SED;<$bKbq2`JMt=Vk;9U}Om@{(g{aH;TjTP}RH|=dYNy7z8i};&Q zwP7)e;Ed@`WLWv*8OyrKp3_mxSY0n4(n^%93>{M%v_5gEF6dPZ3KSW^;m-x9N1do~hgc<-uhG%2R4 z^hGpnc<~`h^owh?Mr@qh4H+1>q$6&=NK<^SHr|}XKcs@J*XIWc*$6e;7VBu` zXE_YCAo$~7L#*oV49HE*actO@@cO#FV;(g?wC#@b8Ns>*2wPCDH2L&%LW0jd#Pfh5 z9hlC3HV-OV$&#cU)`Gv)CkIx_Q{kuT&|V36l3~gNAXS;jNbqRrsd^FZ^=a=7+`}9M(|^3a{K6hbRgXC<)SJE`R`m=JZ?Zc=Cwq(}Zze=apWSlPmmj zsBdhe2^P~yJ@>vHI0a>26cBiAg+83A*qnxevk9`Qt8rj*Nt7*|h;N;0&8i#UB84-7 zjFIWrRc$k)sB+m$(?0=#cOYL@S?rwgWRGaXReK?1(MkWR_`b={qD^DhQ^;Z>g$ zjyMc2Y6&OqpM3laat@pZT>$$I`{>nX$ImI@KEQIErT10eV{jPTXbs)$^$Ka!K39ob zEOi%IVEy>!Yd+kFzXZ&SlUK>YoA8OffNy?eSF3iMugWswd(Fb@8tUtR6nG-f=N>gb z-_8p!&@!WT9d!Dr=iqT(yDt=qLZvfBOSWE=0$P*zI6~{v#op&VcNTkf(_6PyITlUp z_S~}e_MbpM$^YB}e=I%iDFPWcO~k-pVuLr)$PNEVKP)$hjB|A0)=kks0DMRFPVQTv zGATReT%lb1!XC-`EjQI7=zb@Wa2Z=9 zCMFPQAc+Ey&CAh%?cL@N&oTopR+mO(2?+@(aRSaOV#;r1?zcW|FdfOS)H>?3E0CN-DJ@efD-H-w%Qup7S|_aHb7OCkU0;Nh`CgKzprVsDn;N> zQN5AHsER2rpva$|AHqrzWsPa0T8UZpw6WQdtBlD_34n+P5CdH=APGgW0 z#PL}i3U%8HzX6^fV&`rNfu9%uqV$dJ3t~rk-p!wI6pT4S1kpBI`Udd-_ngekpsYEi&mE5sA?z1G?978xnQ*r~um~>hbH<7;823P0f16AvV zAL!yAp2hbq=ZYlJ71F_om32@clX~WQu!23)8jvkPz%iKM?SZ&N;?~MSd|wcltGYhVls@sq^F@l=cMw`4QUhb$=jMFI+EYx15I_M1QyQTr~4MI?r?UD{oO)o z$>;#IfOrC*N*fH8j5N}cf=NkH(7cWaVr|E2(~q1y(MRh~lVl`LFgoB9Q}$Sj)l-ivSnPcY=!#^utwZ#x7O!I!B6`fRaSFzu<^>!PMOCzNr*ze z91E?qrchg2KpdJ*1BPv9c1sN5zoM@CS=-n_X_YJuQ_fM$-yq08(m==3JGU$>xEb*9 zj}RiQzQ;aP4Q+U(Iw-o?4EZ(hYW(od_LaG&nB4snFonoPiNNS~g{vp;@zJ^as7Vk^ zM*Mx#*!q{^^SUYJ;*?+(GKU9vXBLDw5@?Wb0bMOPrp?)VGLCqy_QbX?N-6C>JWb0)f|wE#uu$a%0{#nDE0Ch54f#!Q-g8KE3M3Z( z?T}C~)>l^Ohs6DYHFMjx(DI&)xX=F+zAIh$t`%e=H~qi`WI5>lvK*QJlbK#t4%_!w zJw)pJ`xkBe^j73*`u1CprkqrIuQqTS1$AJ6*G;g9v!b;tN{VFE$Y}aMt5;ddnjDJ`xo~aDDy?6ldS#m7AOY%;hqrr-3Ow+2UhtRg5r~ z_wzV**>UP#DqAh|ivlxaX+MRxnV6XJ`D53gEqu8eTSim>#SKcNj2oS)1cIKFO)CPG zs(pr?gCio6>GCVyc6nQy?3u7xjd-Jv1Duo6K@@$cFl{j_Ay%_MNPXNw=|_~UrZgj! zVu+la81n)tEBi?o^z_pYPE(S1o+0!Bx@@A0%-$PB7yGYB?ZovjL|vF=Wf+rst`BxD zS!i-X(j($Tgbz!LziwP(rlq2;FEVxT71J6jdUIS%EAcv#S zSfNU&YoZggxk(4Zhtxfy_4bO%KWn=y*D)diU()j)RvsQQ5CTtD3izQ=ep_Q0ji)`(N(JY_-UBEaEs5vH>wmMF@#*7Uj|RsG3y4dt zvi1Pw+|rmT@(7g-Bd$W#SL2uN`oi(KYGXugk(_(fV7t*)Odkzl2(Pz^rMNUiG-3)8 zp%R+#!M7uQWyi)^BD|6bV~sqf-%$&pe$P7Do#56SAB9;Nj>9_^v8Vd(R38?8knNzH z>TzV{pz0BWNSML8GZ^M9kgdQHp9RL+$qcCyI)e=cfrU$cExI0T=|DSGe*DevDF!@j zxZ>}tS8{gw09714G=s)_iiFAD=j_XQH|5>80KCEH1JlPG$;V%j-TMaxUf;uGS)abx zY8#tGbfsum=cEVIqxG2aOowK|$M&wJ9?l~RJO?lVCUYNxccsl7!Bql~c#I1HB53`n zvBI$lE_JhKirB>-Rc&3P?9)i}x;`on32M#iWf_(k*{Y!PGv|%YkfSWl=hZD%Sad4M z^&AjROaS`aSnBHPI-aN?VJE|j<(=CtF8k0Sq=yE~r1o@AA=foGfa}%Q=HgO{wNqD9 zoE0jlspdraNn|Kh>7kr16d^nsdWm?t%enk?;@O}6K4gyP!+!~`%^zqS*`9VHBEWwR zg!8`von)v;g_H!@oo~libYDWGxu()Qg~1Q@2NDv7=l_UfA8RxxSL<~7(hSVsA`O*1 zxs>n>reP!^?tQ}^&f8Ntu|gk;0nmf&cb$BdO}NR)$xC~cG>`0EsSs!euJ#u6g$<+srZr3O3TpM43H7J{}D%`6aL9_~JOaYe-=Jx}gan6Aml?E$de~-&lLIt&N)8d%@ zvz+;SZRqw?{aFGBuO*bmKJNUttSQ0N1J$j{-j?z?^3aHu2uaHuEP-k@B6mKy&s+(d zd>YG^3f3T%m?I2SD)MkAPKQ|!mV5jfDk@5R$=00=!sTC*cM;gc98<`=JD9|8i7Ohr z&?q8CtiU*6Y5X)Sa%FUmMyh;8HpvCmOTb*KTp9?-PrpXmPoc()wG=4Eortk+mVrFD9>nJT~6FQZ3Q zqo3!5fxS2RF!ZxAb=WvK+CI5{MHnHbHl2~asma%kRQDub;0hU`p)f@&{5jla6S?{Q@t2JYlOK$&RnLsQ);NN3 z>YHax+XbKv8rg6xN&${Iq|bdP8mQeS$_U8xU7SVXQcQ zze*q{%!yB3X@*YNG0f&gj<*KNbr@iQgl5LB z@3;IL)&VO|SpY{BOFIG_(jB#LBOcT#Wp1iQm~%9{K4ASNBO|-N{7EBONdQ_<%iUO9 z94;Sc+)b!Rk6> zJmJCTz6e}<5M-y((J4+O2!VG;tBNLYsNP_+khH&^7kVL;9fDazb;;MW$folxBHO2# zXz=tS@FI*47fi3=;hfp3Ss9A358l;#gwaZOof@KCplVL{IOZum0qfoL=G(6U+YO@I zU%W;zCuapT!pPGPUputquf_uZJ{Z{@K+sF4__My~7o=S{J_Kad<;3~5;ynCX_4 z4!va3z5oHix9h_>$VS_aw0+t&#oQG|;w0k%DQDc!yiGh5iy@kj$l4!KlPl?w=g!EO zPb%%|itU2s>UG>xv(upYVWN?|o!5Vk5bgyg)XnNv_Q@1wBRe3V2A`IKDDqF1lbGH5 zzIAo)9VGI3@7wcwE{t?!U>FJEPa#VvI$%#h5@EtCw6ED&V9MtskPP~#HL*l0Jezws z<77>0a+Dn4VH?JK`Gi3YLPaLT{xk<;Pp^&6%F$=tsJbCo%21Qkb}~8ccO$8M+j(9T zMT!r`_8T;y3LYAM{ak^^c;5G0N417D|0F{yInCh(J+rAe;VEJmqwZB#SEtQ?k3H;Y z?ck>FQy;gU4N@bmZG;g$-K7EkXusbyx>t%XxjSDQ3js+eC z8R5AHJ?~ZF-1Et{k)cAW_C|s%c~6E>L6XLnqiG8W!y!Vg7X*V zm`#y3(jnkdErQSivZ}ru2Mc+L8@>(|7Dx%e4%F%5c+Ai;I3)ru zUo|h!L(W_(E6w?=k(Z##-AnxG#f#dyripc?33kv5#&R?V7f+|Uj|&Kl|0E10MmQgc zGF>*xd>k{bQ&)YTD(ZWPWvj?b+)+724gj*#wd&ugAtk>0x>i;I%hQy)XT;PZ%*+2F z7lWa)WL3$Pn_-#{gmf^8asb=1R0QTMXXI^{&=`()Q&T9*fMKEM-Pu+gB}Oy~W8}r) z6U_tdYgp*RjpN%cSz;1WWD4c{H26?U8I9=KR3!1xFY8f)WQEI4Srw0t%Zb-UeB|yQ zp8R2QN}LogjEmi@Ak#tky{i{kt2cOhp9c?%pMTtKvoyHo&mr4WdSNCSp+ou}&hWhTkKB6bZSoo|2!FDh`fOs4mX}w&^U- zfIC-?V_`*#m`;_k+;*O4*yCmFSQwg#hi5d2!O_QR^@A|nA#C3;$XbslU4*e?!SaKx zzQaj5#Z4~@OSy&Om9AI{YdyNxodBjJ9XoFJDWP8h{Ps1=hv;xr-$U!FeZ!H?_ZGeRUK>IRvE(zY`9=^-YuFA`kE>hjW?6L~1TLB_8 zttd`j0vEr>0VkkA$SzwTGH!WYFZG9<(vO&i=E=r9fnR{7(&q8cB|yBykH8f=A>@nW zJcg;f5k) zOp(g4E-U%_X;_R*Px}J$imRjOP;vu`<->=hf>ITC2?R}8xmqr?^)2X9=EtWK4vbcC z#UH%@bdd5WXq}QvEy;^Dsk|KgSkL|!NU$XRvzokp`)Mh{daRt!2!GRD>G&v0b*K_oJD5=$0tu?F* zL5WqxWtGSC;gRs4NMTB*?j#YJ)Ug=L%`hu#Q;cw93WP1fn9|g=@ah}ZpLBawWYx`2 z_fR+FZC+PiP?TKsA61+s?*2dg{mn+4KtvH(qzQF&b~O0t{9Nj@GGU~W=|Q+aPrVG^ z?!V0y4r&rxLUO(bxg*@o!mTUSfBx-snVkptGafn0fe-`Z7#+ z-=eOGns5oFs&ahHyIsN9wh~JSe<>=zvAx}V0MBM>$vRg!02f!{JE;HifO15njD>K- z%dSk4?jC@vVZ5Vu&oGRo@nO{ve^RSc`T-YFc$Q-xDCCu|O;JCt0nfnu_?B}A_nWY% z(Hd@b81YnqU+S1}&&tWE1p}v>qZe-A;#z+N`O;5IGwi?mI4``*+_^c>SgE(!a^fWQ z@wc{t`45l=>qi>_<@UXd-Ifi90(Q&4+*k9(p?}HUfE^~V^gfwE#tbZFc|sE@0rgy1%ENB ze)PG1*oG}4x6!`zb*bpD9w?Ex=dq^hA}3NzreMM@ZxdLE;F=EdXb-6F*r0K=3MgrF z%I7KbT@1OKnmG>du+KKGMwdePSYgkL&;Iz_TaQ07RQjW&h3$hr%(drHnFg9t~88g zp#Px_osU6jwiz{JmA0;Y_@mmoO8uBC(HpZJD-Q!GTiTyuQH`rOZli7AyVE)}fdj7G z*t55snzQa)BL6KBT`v9(b8KhQwep-mxg| z>~;ew-U-s~IER*=Z8PJoSrj0-*64`I!=Uo=aIQ#vG7s;nuzjqX>2ENOsBtt#_DgAG zzwMj`VmYQB6424+wv@> zoc+gUPLIz?&d~{JKDqM~^5}}(Po@iWl?4~b^hPf~He;sYfxH2s_O>W1**gJxAG^%c z_HdcP2Ne|+6xfxUiWIYs9;3#Da}uIH_??k|Ui`XwS$hU)vi}TY`~G*TK!P+wr0K_p z3%%2pj~d4}o~vs($byOzq^jX8%1xywF>hntzQ!@kvl(Qh={=?r&p!|-(a>3e{CMbF zN9QCJ60r%nv8Yep^%dJB1}Yo5IxH4OYF8*pQ&g8R&^TI?lJnbP{HuakX9sHRmw;bk z7)|uQ>0VmdBT}Sr@TQSfs%jTo1J5u*s3F;R%;5g2D(xy3puYXq7E9)FIQF7Ja4@Zj zB-{!EoWRB{%d5vcNl_`+?gxS}6m`ac;8=;+`0Pn>oREfhJyptn^4G&3o|5pSUTflV zv2x1m>+nz4yXusvY3VB)E96VYilR<6T7?8xZ8tmE>TG{!`DPNuw_}sZYv~lL z2tZA+e(7mzhXXxCWg3n=3d}tUtE0MYB02mNclPZ9Q`43;3RkwYkGsLHpKWO=h8rMY8O~Eo;H{lnIi^x}BD$fQML%U6tIn)hwG=O+oBvOVPl)8%<%;5b2d8DdCrqd&7Jn6cR@>Y&CeOoZ%YT?bh?0F>BXUhK858QJ2{0*ym&o_o6OaU8Yd^Co+r z+kW50@p~1E8(=ZFP|~Z`vN7A-Pw$3!xOiXU_j>h`V{(qM?%NaasW+P{$*Qa^_&Qm&#JP#I(x$V zHko4?93S3QMJy@V{%P%N(vO%(@6$XlJ?cV8q6 zZxery{CK^GagMV>WRN;ym_9+|~G~px8&@{0B z2$xd|5+_AFu-=ZmRdNm_Ul2b7Ki*&1Wueb#>*#^YK|^T2yHlE+i234=k83HklOu0M zK}scFf{GBzaMbn_g49VA5gGr|l-Sl-6x|`Q7@bPc!9&Lk((b(Qx3qB+4RIhc!?%Vq zvp2?aj5H!l$!%P&2I)$PI1pRQlL`@|$Ui2)ijf}6PC#`&N*J$9GPJb!yO*L!{6ebG zQis1Igl5}NNS^J3MPRplpG5wV&$&qX^>J&B_oi`8L+$6D*skUnz#>YSs8*aS5;n9M&d;9q#c_Nggk`d^h^)HeGVn7!F67{D zIE2?29wK-$+oRU20yB5#=eq>f@H5{RqZ2XY8TAxmtgYUEz113iBB1|lCD!JlTSEz) zC({4XR{w$L^l&vZrqEc=O2ea?uz%G75_lU35~IF>KEP5V zcsOmx3%%bbLqbQw*CHUOl2(wB!Rrd}hvWa{9zWIAHfBRGsm^i>-!hF_8HW^hv@c5H zm4sdKxwyo_;7E1og?}S4@xiLp1g|Pcz#oa}G@N7GqGMb(CDc!ur| z8tLwqE&*vt0cnu4zq8Ky!%r5AHM95oKF@t$*8*Tq=j3SrBV8Ey4vJ1T8lM%eYdfCG z9K*HaAk-rlbV%0u(i@~6#bie7bqd&s2nQIX7`;I0h~}iUH{oY~x;@45&pi8-;Bn~2 zH|H~}c=pTIk1HRmtM+;fKieX4vQ%GQiThzbP<+~u;%e>640?QY=?-`P{!{PRY^&DW z7h9)H{r?i$XMul=OdHkqdmf~WI`HYZCDuUqZ&(T@4S`4?aFYf$E5GgX<+Ze^z1O`2 zFj9ZeVAEg6XF09CbUEbm?INruT&v^XrRo{;PGG{uyjotkmltbfbA=?Me&sm+`+Qg? zU?ug>?i?8QUQ^e4r0NLxa$@W*Klvlqqpe@Ef8VsU5~iejz%<0*yPy0HIBy2NclLWt z@Js_^#dvhic1i9?AyHgSxVwF)+Npioeyt)w(GDp&gbqHMJv89{x*OKm8+IoARGJE99Jdg3zh^ zvfSF55<-(7#4YPSe$}mOVV{X26wA_66joQX391Dlw5TB5wKY1lq(nYdq+vtf@ig$otVLILAW zrf>kuu!aGW25a4JlMuy5$LuZzTv{^0vTD#jy&)0AP8&OGOhHA$gK0_S9Jr zKO-fz&OaNCAqU!6>QG#Bb(It13i+C8<~iX5J})uqFSrEUCRs7ux!CL{2^q1vu6Q}JHA2Yc;N;R!Y zK*H@XfCnkn51n<%TFw`8L?SAGLX8YbI>|ICu#SdRzX^e}wylU&UQ=Gt zz!KaBS-jWsVI7GY#AQNE{ZZ#?A!ZrPq%Qo++W6Ce7YYKe+W|;>Ug{Y6Zs;9xrdX0>TKmt1}J#er0k}LT=Uyir| zz?^8=OyQPKaQ)q=l4A(NTpoG>WD~>M3c5a{3=L|~1?G67eeR-a=AFC&yJ+0?){`G>p$x)^}Q=y4i@76^-;lhQW z+%wncJ<9f+{_%X(@89*E#xrjK%0LDps(Q!qcvU@6le+7C5AmO%@@PoTnhq+JH)Jca zZo59Zq^G=Euw%74=tLSb_Pmtq-xHZ_0YG4*h;p@ynt(LV96BxY&xyTsybVl9lJwCk*P3P?=2T9-0JsOK) zgZ>-wkM=k-FUH9JINU}v8DiFimaA~Gt^(lZOctbXb!vM;wC6L|MY$hlj#BZAX z9d^|)iGFVIPpmaUo_~44!-(hjC;qjQ}GAJbG1}A-eNGcm2#_D$= z{wuD7mRdQY#Mj!(?%RG8#y_1(A|bd?I}BZEzT+h zO;xaKrKPvGHyZvV;E9R{hG2m6p)SNIvY@p9C8*-*GoaaU zOHI!F5h4Yqv)_wGzQ$OymmNDn=X>&A|5#gGkv|N4@e>Vs>@5Cf{$M6ykV)X`;}+O( z4F%zI^gO$RaQLzL1k-v8)CQH&OOXt9dMDu$qT!iPCIa2|035H{hqUn;xOP#3EewYc`Ucj=x;bup;tiVkp{}4D?!f=oHmp11(^0+IeWM#$)SE^Q%CWN_p5>bc3!~2mufclD5;)qs7 zt~(p4T4+XZQq%XA7POmXK;l^cD}t=(+eZ`(b?>+!7Ukc|T0O4d56R|415UIIGy>nw z>)#c(p11B|In@slRi397RMZ$2r;plrF$E*=iMZ{A6^mxpkql}7wVQN;Z%YFPUI6!( zp!Wyh=2-BfBH=b>!MIs_7&JJsfXvV`pVMTL9LCa{&|j3C)&zeIpjj8`W*nIiB52jv z8~N~|aw_+4X@84#YG((+Ks%#HLBIDx8a>r-i`5f9BMLfPJ0D+__2ldL@eFsy6@Xne z49xrrp>ByZTc-f!gK&12rK&oly8#eul1xppkJ9P{JazxuGw-SX^lQj^NW#aT6r*0v z-QV+zL{&}AKuLyi2+y>r&K@cN%xOJQhrRh}y&HdRyGXoGxEJR8nT_512-((e43_dc z-vsT=o>bQqN1&8Cx8^LfMKoSgTrBL_=P1ul_b6De;7a6SgVDB802RS3U}_OQ_066; zflQpA3)rMPi)8OljhzobF~9h=wEl4lJ}EA9cK%MnVDc%ld;e_|FpMFaO*|m8J8W=t zbad@|IQ-Rl&4H7CFM5Vfhoxg+K;<$2)`|P4@F)wVyW>w~Js1Y4t%i>@sf&3Y9p zdf4|tQf%Uotf;H>;Eb+$WKzusHKn{y9p2ye>xPry1l`DJ!{Mo;mApC(GRMOIhM03D zXKvL|sP3gg%mn~`VyT3T~YZ*$s4m6&hAI!B)?`anLF(m-A>VCX(JQ7whRC>ta*0Cwkx+z z1s1edi>c^%{MnL_xX)~b$BV`b@0NGG5gFD3YQ+jhg4J~o-a}>2qee%W$S+>lgQH63 zU+j)~{U7%AL2z)UTye7PSV-_vo}Mk}iU&tu6ZBZiXOtJQC-VItNyt4GUVTp#=bR@&0yt5_mV zwZr7Ju)GH<5=y#V71ot_kfnZG+eB*mYnELev-!4vGui8fe3qiA-I>=_f?n2DzHOhw zp2GXgpNy3i0<|*mcy*s&L$Q&_dwv0F1N7E>&NEFS*G%^w6O;bdZ2z}uLl7R@$zE)U ze^7vc;S53+e}9)J0^T-WnVi(Q+$KhQV1RCQT(pr<20e2<4mKcXjr-4QtHe*d&kk7y zZKr0Xzi^y~8NW;xSp%TVv1)1_50PnCyHB60D;ci``#R;e2Y^jf4Hh<=OgeGQjRlL6FGXNMx>CDeFVi*2d8B@#tfZ}Cc zQ&Tex2m`ZrTy~|tA1t*F9>?3-M8B!CWFEaBpyCUN+DzpHV7cDIF;`ZHtS1Wh)1 zTBf0Ki#v2oF*pFFC?;7EAfHeZV3lS1TSCq4;i87D;EWA@D=x2uaAQMZm1Ge*SFV)U;OGUYz<2#{su_(wTt5eB@X3q@}`_#3|L{<6E`3(!(sZ2nb~N z{O~Vrkv}bto!I^$NZp&im#kKGsdQBAGjs5JSHYjQM&$cAQ20o-bp(fzoqk z8YXDj3;T!xS{yn|AgRWrXX;}E9?!&+M1aakV1IZu3xODWHS7Mj`PyDGa?wvFz@{QS zBTydc521lp^Sb*cDf4p^*m_qaA|T29vpb}MdwW2vA(YK26eY8_i7zbu3+Ka!DsZK& zpOJ|8!x8*x(||zh!CF;)INZc@(RrdIih~ry{HukIy1~__l{$;7g4P-Fr)>a2{3a<5 zjz%%RQolkbekvZIZ|E#+vTi4=U-bH()S{c%q4uIEMhFg>_Ze!;CG)&y>O{$HPt5f6 zKKopU--Kp4i&yEqbzgS_oN>QyMLtI6oV7iDbpN~QcgiuRSyHl3!)^W1UW`_@gvzgj&v!pHXr-A{LH;V7M_Y);LopKFwwO$xe>;+%?J<<=}UU%aA3@J4S}An z2@5*~j@2aNU2o^PP&}uM_w%;^-``)r5^sDU@|BqzweyEOnT?Re=pTN?SLQQX3Dw6m zAPK*SJaV57mgBn99EkCK+fpp01rSs}0p$4IT#uO)F17A8U41k5f@gp=z*qbBP4ws` zlPWPW?H24WGXnD~j9Q`+vbB+d*u!vRq%52Cl6Yv!kSxEY?e&wolrZ(0aV8);~qDvVp*~1h7_Q5QoR8 z-J9Q&KMifs{}FR-0p2*PP?Yl_B`RB}@6zNLqQGvBi#0B%`R0ZX6AQaM&09GtVreGg z)Rp<9wZflEGx!>!xaLUM^5^K|L4A(i_ChJEv-4a^tL$NzAXdb!*$rpKm4o9VOUN+mAoim%cUtwR(8aN%&QWWH5MdCb;n_OKIU`{owD z!S4h4{hLP3b|Y#Oup~{z$7I#|maG`38dn~)MpZ)0*8Td=&;NDcj)|2Srd->IaPEvf zM3I+=XTRlm(Iu;=h#1M^YrueMDG~S@I=YaWu4@qGnS^kK$)Aje0S9RVB7TT;0FKj% zVU__`1I6ILl5gxE(40pbHx1@CzOE@O1jom#!D&Ym5P_ ziLx~PuGi1kGrK?=q8Bh+SU0orl-XpaR!2a+-Z4^bIk!9c# zfRq8}_E!rVdJnfn-HflM)Y!3Tu@LvYQC=!k3>D@4qI_d|q&7|&=xO*V|hC_Y$Q_X_~8t(W{cQ&E;1W{u$7w2{eTP1&=1uM|a*FDJ~N&GU` z@1s*Qs)VELXP15ecSKc?9)N?1tmejMsoSKpFmR>mi{ALLHkoh52J`WMI{S3Bjoa4% z>;&)^7jfn{iu6~4Cksm^sXuE4K}P* z((L{X40$VFrE|Z(Po0q#IyW~R*LD818yclAX zWGMhr!efe0&`d0ry>XITjC9%P0fx@K+JQ|iEuJ%&1MD-AJyp3a`ajoR)aWlc1rW7O z#q#tHQZYc=jf|&WR_w@L)Y!ILzn`vth#K`kk)x8F*rtwpYMSv*&U^2|lc&*aErN@N zXhWSk*m&wgRgV*|=%1ipod&DA1U;^R2fu0`SUHBG44x*Nu>Av1f*hb0&}dNJ{_|y+ zBCExaP5MCYja`xLC=Nje!I*TQ?mkpo` zhWKgN8Tbn>ePpQmYObK;F+n^oSphx$7%6(_T+=0Woe{vl)khLI^LCD;t49Ace@y6T zT#NE+%W62Al!w;_D!(RGgG$mOuJf5Q@p}PTxYN1>#IjyqXJ_Y_IS*z4vdUkY8hdJY za2{Q-if2>n;*_NCR%Cq>Pk7;6HTUq7!V{tV)h|p2pO$)dG z7s`tHI*#IaOEm^M5nC^CDGLLB zB*}A{0REbRCJnwmVJr%zq=U8h%>}1~+Zeo<7$(PpB_P%l_4jXRi>>yJD0Ve-bo zRtQIBA*d`tW=J55Fzu&#u#_@35he;$*>2Jhf*evU{!7;Q(~DQsh?V_`y}ko#JI~t( z)_fw|azQ)p3o6N0c&rslU`j)KHAT>v20ixv>6NjWor|kf*4a0&LdLEi@X#{4=s(Y$ zwf6_9{^>x|a{3Kz;?>lq-g^gnKA3+39HCjdjPGMp5R9vD2$%&-5dQJ0pwBpk-;#a1 z9r=9m@cGgz17`laq8~Q|t)0c! z6;0V($vOrNpxkC*Gn>;U1|*VQ;#hy;8&8cZzL?}38WXfBN0UZSb0r-glg?b$qb5@q zscP>11BE}9s;)xlT0REvGc|7|yV!!8i-}em0Y!F#H++Nn?Q`SI$ityAih$$AsjP>` zS19tLi<%tzQ)`x=>EF|seCtF}tJU@?f^ki^I4A8?Q%RC(cm@UUFLh+*swDd=yL8@E zitN8>X&M@XAwX_24%nx4-t|2tNtc4~szr_?F-j5a>w)A8>O?deTI~Eh?-UOS)k(Xr zXfW?$lspxMxg}JHLe|uM?2LZU_e&x00~&*djW3Wd{sG8;QU#(;(;$UGl8$nZ|FW4Qk9yIkF{nxx)!W_1zu=E2FK~9L5|R3Nm__ zPb7*uOh0YeO%~tH9*l%RF^SMnL%e(bmVc0w2~`93g)Z0~e5`c;WT8sd3)?4UfT&tc^jm)=A^)zZNQt*f28&Gk@=&>=*H+_^5xX> z-GoS8oJ;qQpo=npL+G|&-~c39O2csD7I>VaI4*q&dXARswdPu6AajA+^1mLzdPr&F zTQV>q8sGGvU?0^4rE z2tPE|>gIr20M0u*%M|(ajcw4Z)fIf4lLN?lG@+a1Psa2;~u;vc$NUJ2W6nPjWo;?Uec?%@Fm zg9t&GG;=$j9nSl`2w5TrfE&ld=R5S(2a57UgK#$%S0D#k%X#BC-VEtN#SdY@}8h#I-y zIObY(CA}hD=B6Dqw#LaCsU6Vb)>Fm19J(#UvYunG$j!52*Yc7H(5uwD28tb@kZJ1bqI8el~t^5PETCAs3o&P6b*jb5jeHbx6C8Y1wB}n=F@%^ zN(o3sZ*F9EqnpH4%Hi@L3VeCcM_pUybn2Zg=3OJov5a5Tlj4%L|B$FGf?=;GhUnuF z{2{4@7w>1+~vnO>gQK3hJ9ne`KiNrc9iDvBIahR@`aJs6EEqt(z$G?(qGU4BP24nJG zR46`7l9YyBNpOnN`M)XQBIlXd$aTmw$(zM*7o8|q8z%oios1xK$eGExoe5~Ob%+o- zVs0LRTbHyTxoqjd6yF8AT;Id{^KKjC2`ATGBn_e1ri5itkhEZu>5Lf8ntRaU}o8-q4k@)D!b#967C6_IJ^B z@z(8rJdQlHjtXvMwu@C87KQn3Ab~t1!0CeRH2FyezXi7Z!!>&D3Ct>&w*p_;QIlc! zmZBW>E?T9;0^YfbLF(`AOsWMO0uXaaf~TjkczOB9AK;38I7gA-Rn;jGZOcw^JJce4 zPa@qk_RG4~vveZ3GL?QnyTnso^mx=HKL1hc(D}G^h?Q=Epo7O|=KtuEd?^Ek2oqC@ zaAD$(QGEck3M0afwX~merOo-B;bQ3p3Nm^ME5nK-D@NZd8bnlZ*PUL@>i{Z}~So=hb$KV_C;71Vd4gXsaFi_u#;05Ci8~5V0aW zj^|HBupzG!tpV@C0w4a-@rQ`bB%HG3iVEm=Pq@=0220!DOh9T8cOJh#84t_Q30D@1 zg{OyW+3)~4A@0!Op|72cd?}V&Xx7(O6(Mu(#N}Uer3J=REC98^Ao2N@AxCjr6U5tS zJ2PyCCdgx`M&n;$peX+Do>moq34S!70-OzsBDh!JcgLdZYe?Lq2sKQZxf+u~mNy5x zl1$FBanL~~exS%n_pi;Dkn{4Yjej>&qfJdsqa{W|KSFX6wr!(?aX%e>O}zZg_{FO0 zh7tT;vbZb+Jg-210tbc`UA?@68_~6ChG2M)%0$bi*9lZSPuZK3pj0^i=JM%T)HAZ$ zD~Dy4fT(36h>SdXWRvasl3G1Fub0*Zjlci|GRC^DvAmBc>PUiQcu<3YP-*=cc)7X( z1diQ(eN*Xx0NOR3ZB9uYHaWr-|3-G#^M^yrq5TYnci2TGCA!D7eGAUdGk;OGrGlpr z!i{uvVu8X4yCezh)KbM;9UVs!$K1>Pe zDGce1RC?l$@wz`9yirAC@04+aEtzJ(j=CT|Nl241` zZOv2^odzbh4_4fLY|cvpTMcl+Ndm0dHmCMi^4KL+_DRYcQDGIJW=h|C>bCCrh6J72F%?vW%p{M`R!kd^XN```|c=(riA>reE^aqK3maOjz5 zsaS8Wn$hfH&~#)B0u?*1q!u7?J(}yHkyo$Ht7I`AQ!_6_mxWfH11) zr2N1gJ>b>Uq}&+_7iJEj^Qh=ca>CO9?zmD-RVtRz`-J;Utn62rOk%x0oUBt6!E zr9{GQaNLhA5s>&_i5UY_5P<}IsLGXqM73~jjZAJp2(w#(L zP4#UiDWc>N@o(76xOt9C*@|Z=5f#`rFY1ld{TkrXN4x-*_Jy#nkPQ8Imj6221b3on z|19WeSWfZj1KLmM$2!HAuz}>-|0n`~ZZftC3hE?7Cfh-5)k=Etil$0e>M~6B?WjmA zV>o>U3lu3-?t3^sd~SXbi2ht!sRwpsj&X0a({(0+Pbee$LRs*>%He5V2TCRL7$5}- z`^Vy7HNqaO#=lOm?$m|3Waa|Du=sAENtPz-6Otz_IMhqZ6%S(~xWQwVZc%?lI~70G zk)6vn&dJEBTPQ*3+`!Q5db8u=7chMqQK0mvvj4!>OJuGMvA?)irL9xbR-x7Tpm?R< zJ*&zHpliQhhBDYNQaC9&RFJE@M?W#&go~LXE-go0-8V})QDMAwun5*zQ%aa7-%kC=+ce=a&6bcs zJ^zP))_U`tdg4FV|v(`o&m*&fC(r z{*WHHUjQ;T7n<^%nXFNjx46r1^9W;(k^h8R3Lv3B!llEYCi!cCPlv$Zz~9(s zD2<7e)r^4A0npR7zez7&p@Y5wGCKEA+=*FnK=oq7L;@Du-{kkcu*IHc4? zRxghQSJpd8)kc@TABM6Sa7SSrbd7m`pOPp$M60dIbW8!4go+?V1(r618IRhD70O8R zYy~7zcE6ZfK9uEpqG7GwfwW#Sfw&ol3|$+DU-Vf$h{sdg1#F|JKKzzOC;ymy+A0g= zdbdzADfH+%of{O+7df5wEBLu!gLjV!Ki>?gV65J?M8^szYZeZu%BV~$(*~PBt*lWn z@fcpk3=4Y$Q>mE2vn$D_)T@PsC2d->Lq@FWF~vi>TsStjIP8X2M?0D$<=Zbn1t@Bn zP*XnSmj69ZTfQcrS`NQl4df^3VY&H#E13{3tC1*A^*MEk7f<6)KX2v?(9vU5k?_g> zNQKs=uYeQ=k=WF+nT=w*5QP<00_+TUIZs>p7$Ff^Q~Cn!L+1`F1#R3Gqdq89tzUHJ zd4H<{!6n9r?{hJ%F-;SQ@P&VKp?xwEjSA;hRcMBb=A%TM6bNxmh&2!gCa z^c)R+{jyVP6g17;b#8oyaqm;Ek?jn#pgv%65`0Lo-V5w^!8FP3GzF|C8W|qF@3Ocz z$Yn}c<;*-Gb_ zO{XBvQ@d~n((=>S2s~a6YKA&HdCi*x&)u(W6}XgLuiYRUg#9cC-7Aum>$_t!B{wd# z0Sn{62g26v=W7rR7+0xknFOH%(to96`aU81`2BuR=}zyvXAhNnNJG-8sr4aiYS*Lcc%wsv*&LIr290OW?ECT2OH- z4q%O~aX$O}`t#1(@9z%hfuhT;J@TRho+^OpXWH}waq*XK+ zac-Qqn5X{a@VLxL+hA_g>qjydDl_M`zYeX6YBXlvV>WPWx0gs_g)0m*ThFMsB=A%11`DYLhvo2UduNQMG?syV%{ITsuN81$>Ax@W7K$IS%cyZyK$Vt|d9a5&? zOV;RDrfX2a={v?znd@|;BCtk=h*g}UZ&ykB&SfhkWHM766A>{SaQ-GE-Z)r!2Webs z5dEkcl56-Kk?_0Gwy3EMLFU7Wrl~2%GENGWQl`Mk!EU(2bc;wm3opzPsHD^>^8Py1ALVSYkCxR21jhLRpt$5}6yv6ANct8vycxE@psg*q}X%1*n2 znl1`L8=IAYjGvc}RkdGD@^r=uM<3L(kobvFZ2^YvyE)Hehq7%Tciq3HeC=d!l6O?p z^|)4r5-G#P0<^_{p{Y_AOX5#b&EqB^(#+u~cG1*i$RAXdX8BnEO!KolLzu9h4grs& z?K|YpAdIrL?Ij=ox+g{i%4I@zXb<0N8fC`AF(XQG;l|jV(qUNhQ4|!6BpkmRHxWjU z4ZwH@(WUn9t|}mSeOD9gi4z2m&kH*0LjZ3&3Rq1O0vqC*VneY`^tuQy3a8IM%TSNz zsE~cL(+N?M+Fx>$y_Na68;FG_hi%emjY^0>y`(uK!pJTm+3{iMnz~{H*rJ~k_l8XU zE`tBV-3`&p0n79uotV`>aIudMhBiOCFm|(UQzCP@(k@ zFbH8U_w=3HG8a4O-68-UtQY(+cofV=(I>P60i7XF2R( z6-JuWfLrXLRSa6*bfp0PvBnnXT3*^KnFv6K3um@^0uh)@6kQTWu+*7$NvoKZzr~AO z!0dx5kRx?bF{=?a&S{*w`>7)dwmjj{td~lKQlDWL-JtYZjuxFaSu~$#S{H8;%JzR& zUaWz?-J<+4&9Q(n3Gi&A>KSF^8UAH%o-RqeIgM z{9hQpGs-Uvpi+1jBHBQSzD8S~e`H+kEm3&ug8-(cB+LdXlXmP8K8`e{WL6$v2^?qU>BGqAX?D@2LtKWAY&1*1^$h~e0ThLuBm+Mev9h5SVd;k6Q`5@X((^xmo;%fvz1|Q=p zoudghhkVkAlY*e)S-U;VzW3T(vK4*qmAO|RlDX)(5U*}~%m!ZWrFAozs&cCu6dw+9 z#Em6CSihi<@HVUM3D!yy-yy<(tmP%Gl8ln{5$`P)S2Z^vr}$H4i2$a;V4rj%yN2NI zT$cO41N)(he)96R>FNiD=JfE*bDzDn7ebd!Kd}eCzI;keOCJ}vdw|GT`wNSRTrO_~ zjoZGLlG0-7)xd+;DM~IU1Y#gbAvjEu%0Ow&;T+&N;2IYZ%!$=CVYwp+)b$S|=Wz<| z)upS&5et5empKmO1%Jkr;a56A(!c5un%{63GX?(xRDz_8d7gN~#l+Tt{?QyteaGUi zgkam4?{OjaQ?Z@RlNksH?nEi<&cbCw(#bt%rDB}T{ZNZH0a4AEx^DR*uug{oaA`s< zp3KIWKe+g#3*2-K+v>Nz+YzE3;&qt?h`$T+pscoI`Z>Ewzj@G}kV0`$yKyL(pAQJlxfeXJp zm4nEKZR-6(C^tjH3Y^PP@;k67pyT2MdP~CTq~D8YkArz~pf#Ki1myjKL0+jFupbD)OkF9c6-&mC4U`a#*t-wBNvu0J0v zx-r6~W1Tz0kP+$+|5v@|$_+m4qvJ7%^RH9wzHMtjIWB<54v_~#RCz#CH93p!M}Ez6 zZ|QcC*K(x_jET7FLrs#C^0aK9GKr)#MuC9B@E)*cl>$fs-CBJEoxIW5FA;!L2)8WX zS9y3wu*u*C%;r()?0iP7$jZiYyw5Ua&hIONlc(#%bBEZTo25Z*aQViF{9DH!WgEii%`Zgdo&89iiP(SEWRaK>>iPHzv`_VyH ztJdijrp8Gnr$QpqBpDJy?E&M({}i3ND;r4bzcD3TV|20j&MFAHQow@qM>tOE&C3LmTx;OCb{ zmrOV$z+or|-|Lbm4e5hw1_kp9B|3pI=}^RSO*Qv@g-jx^jhhTUCc0q>4Q7uW$x9bG?LxJN#6Bg9^WKC2`t`*y_e zw_;r|5Z<{Iu*>x+ZNI|;1a`*b%bO&PQ;en5Y)(|9^SY~;Be_D2sn+x1K<21S^SyRh z`cex<$$OMj8W*IHp{0Q(^3+O7jsaTfQazwF{`boWvu!5B{%b_yyE`%sD20zT!_Vz7 zkez%yd5!<1f3ExSSb24&rYgfzL0}>U` zvz;CYzxZEqU5$CKSorN*DI8oucOCa1m;B-!bDazNi6>cKZP()vq+b^E z@T{AH;k5oqEZV3ZKyZp zQz}HDC#&xT7`snBaFyFOqH>vDYV{Dr^o>H&ngT$8Vj4fGrY?>es`e&8Wdu8N))y&xYw{T7}cDkwsV;_lI4><$NX!_(E!?_h5BRQ@@)l3Mu=ie(bjsONZ1|-(Gc90L$SB7HN**4+y6sg^! zLDhldB_CDPlI}0@@$m;P=SPAee@~7jLq}(}w!eaWpABc1o4$9$4(;`xC$U7%p&6$B zs1LS0cGCnnGkQkO`-HAI68-?9gE~?5`9BuT+KJ?wEq{*?LyP!}ZCi1a*p4i_v_Q2R zrNeE1dY8X=m&rB~6orwwh_aNYc zz6(%^QtWbR69oN1`EDCvKRsiS;->l;KtBt8A^dZ~EwbMWG)7%5!>Ct2$+c(_W#eDm;+&(8sY~Dyrm|FZp z0+6e}!~ANn!oJ;)1DnMsmIxG$z@&`$EDA%Pl_oEP8$@CHwdPn$D9lMemV}UmGOwzj z5ZSrRi(X=zsmhicNSAh@eMX+mFscBym;I^*-p=)2bBG#hpIuvuY5f-aYD+{!(uQoJ z5p3y6Q7?d}uWK$E2g5^ z#tV(N&V%_9q97qqJ8;*Po5y0%(88idCDYQ=mD}G1r06%JhUf;QU!;*|f>>#eKe;EQ zKI8G^NM`XuEEo~l9`wMfn?SeXhw;1RjE3*R49OA`4`d0!5=v{}^sSbb??5vZ6VR{; zVhQcxG;-XW_Ju(K41>(cab2H08Cq4S1u?@=)}mqQ^viCd1Qn@Dc_*u+k)tOp&)mW` zm55M9;dMuav($lk)jX0dL!dcl426)H4dl1<7CRw~g^UENWzrPZA8; z8=~7bSApyA!zrD~41RsN__#`m8u=gJ;RvNphjqm}sFbs+iYx}m_U{1G#laf^V_N6Z z`P5Z1rt8C7#M#TWs#+zI{Twl%s&C-Zb)%`R9ddpO#KLt+n^IsJEkK!y<%=2O)|Jy7 zG-*U0Uf|b6f+IfmJFL%t^Tej$Z!3AESAAiY45ClD9uS$}>#N00{}Z49?lIaI$)*>; zaChYt_Oud-97H~pQ8^KGJ%zmD%CM#5{UUVu-R^oA@nLBTxFsyG#e$`*(}K5T9)}N> zM2_tNOH=T=l#xxAWUB7JvHr>H1)An-!h2xzY&fd#2hfad{`tMW+%@LA`KJiZN#@8e zR5cNWF8QYrC*6_fvH54T+5p`GG;}n2+r!mQ_H>*S&dvravq_bSG_`bGEtdNNl5`_| z=F9)ei;LgA1HEI@-@*Q+$+Xx)BxCDWwu8dt_^}*X>a|tNqr&x0{~e0r{#+HOjDjPw zd?E$=2Mz>G=&wodI))fFnpp9mO*o-J(WW}VkcK(#=st${%-nqp+w`GBxe~e0SC@?S zKl#_Kz69I?-StSsDEAE!!SLMK(|==-xaZGKbbjukdZZ+ish63t7I~VcSv3JmjsnRl zr*dD?I{fV}D$ZZZR57(U)36!?ZqR(l)oy*fLJbYXl5byTB&3(UP@9zHtb0K@)9*q& zWK&aLU^8cDXH@ZfSCe82>ilJr1i-^pf`ygE4e*A?dc2!tbwH)fyGc!;2p+BD!)RlZ z{earev0&ctnyRBde6zd-q59*a^DQ!qev5!g5lYnaa+^bHa1PM<4o1;%Y&)8W$uKC` zlrSUV=D3>6I}P-?L`0vDXbmjK=n+@uH&?-Uc2atc)W`XI@%x}iQ|e#~yDUhYX#&0j zT>&oAL_ioCO+U-^t%!@&D?Iif@a(D{*wV6VTJoQfJhovWTl}$60vGT#t3CAQ^%$O*9g>W19 z=j1^Bw7#MO6WE}_Jps5UCaQpaU=x@W$ayCPbH4!arxmC!n|{x6Ybn@F3w=q7^DYK0 zlho$s-;}T!_KC}|6!<*p{8wjxSS|EB;KjAO?Km?eYK_QGiO-B5NX`kz4r4VQ&xd|o z<|f7fIvqft+~Ig6_HEcd?R5koKx&(J_bZH)n*R3&J}U>f6gp}8qo4)lvbsS@CgBwOV zmWHFiMGo3ehMugQTFPsI3{JVo=Oi^_b7k{Tt z!n=iZ?4*Lqzp9QE^F&Je^94Ia4@2U(hT*|PHl3=OdoEBRVhvJWhB&k+$`eHcpP(SB zuQ?4rLnk4|qepZdyHDhCBMk8gXsH>liMW6Hqp#@&2?8TNUaI~co=IgIYkE9Oelpc{ zbg*LSEr40+GM1sWFAO=#!b8fyByR3VCAo~BK>r}bLg}(B3{Uo0IP30h!6s7ZOGC~)q!z>st12`05Kck7CuKNLoU2Pw0jv=q4*EONRFdbTSq!u57lVa_%O1u#n&IO=F%w16SB<@z!S-`= zna8S0i)q6+r8C(a9{rg`KudeJ1en1P81{@!0#zQ+LsK&ASYrkVLz}$y3g~73~!5!iQ)tYd70@miI zTssp;NV50Wvmy&jp^AK}7OTbKHA&g@Z@~E)Dp1wcUyiv0gAB;;@qh{h^R@o~Kr^1+ zU)^V8T0k`PeiVHJxXx7c^uVk7pSG?_zvU`<0?2V%V(oN6!5@IOUT3Qp;kKw4?}CZH zW2mDxssC)&*3QmllQQc7K|*bJWhebR>y{L;pZa(Q|829`sZ#A|BZ#IcB8j;$^L7(F zSU+_S?0;97(~o%lyX>H9A3y=D8-^7d*5=N-dV83B&Wz;10_tH2sC(umIwrKz z+T9MUDecTr`m`)Yn}PtO)-IrPl7@EPn$7b~!4wa;Hi1K%C;|tGD~EW_?en{6oz=P0 zpTr!W?B`IOHIQVfoV1RlE~`{kypXPE3H;q!-S{PBQy-Mw8{U0a_@@6ql>7m+*gd!%tR{aI)`&Pf&-^h2+yFm*KiKFfNdNdhXqb{K5Tv@XEg`Kx8iw(j5`fOr4BD25zEfezx53g@1h31edEl1tSk8saUU zdl>(7Veo;Tf%%2;?zSSQb@9=F}&D$M&tCOkj%h|@! zR0Yxy-IwUK{+S;ddCl#?Cxzy1^EV2;xAIge#c)eoyOGO>XaX;TVqo$s_Rd4c|t}Cd8!gsxU1SX)W-IbL44dX)~sDSaip4 zFF;#k^&k&}f7vKV5vv(XSao3Jpt(7g<%&vKisn>4c}ushDdeZ(H$aNr;+N|p^K)k# z57lCIifTjH!2^>@KL5Yn1*rWAqsVSqHA(1NrR7Hnh=HDcM}%_Kg^SrzKB5^EJev=U zWFk&XWW*zgoQ}m#p+fQw5TYo71nc_j+{RS4BEZH6D@6X4EpF%EYNbZPF>-&Zj=rg z0`s@OHmxuH_4Ne5bYxUW@$m7*myPDXORt%T-bywGQ%BNBYG=6^uJ`9Rc=NEs#D_|g z0&6(CkLq;5#3efydeuIGN>$#Ee)&o-w>PrpYpuhJM8@6=~74?{>!iP>oEep3#ekt1KwQxV_ z9fYiHEL1KFo@02+n6mBnvv)zJP*jZ0ZF@?GaaQ~Q1-Gkp_9kM%R{fm%vbg^>q78j7DE%L%s9%7>E2MI9#iBhG z|A;u|Um%P>C-Go;)3FW(!ix;wOiq%x_kfa~Fx(0;&dyjW`S)3(K>`; zB#eZX_GV@|80kW~)PT_1!EUUu_m*_X5i%832VMa@nggW`acK;wy{}Pm49BceXD2DOfngcjWN3|b=nvcuEujk^H7FeggCtbWQ^mPvif_WB< zmGIK5r3oUHiEx*N057=!hr8I2jpXN^`A)y)%UBH|q9)#VNG!`7Bmj(BskOgD&=EpzaHdNPF4+G$? z5Fnm`iU%YA?gvU zMy_<+&=T_!9amHTwrU(Nr z8IKb)l}26GT#QoUjN^y}6G`z!`vVzmgu~3Y)9tK*_ln`9*nln~^(I7<7h2vNR0fv> z1ulfc{tB+bo;M0c9g*5UfF>T-mF+L?uE1Tg)_Th|01DR3 zOmsBENZUY#uI>|gM+pXedWL?m2eetRn_?PM*|?yILXyw@e6f5vesmGtSJV(OY^Vn* z>}Fq|>;Ym3Whr5;1&-J}ws`3YgU|ib2RVxuGGp0Tbm{z!?32x!8Uz_@v3Gu{0%qI7ET-E%`|k_`P?k7g-%gi#bcQO^gS zZo~Vf!FV#G4U3a9pEUGis%BZru9h=pTdDLSQhIs8c;?M1BHJeOv&=AhN+Kn;YV>e4 zz{V22g3`i9hl&LvJEQ%-bQ&Y012D76xsuB53EW|+k*V(WI58d7>{Q6O#pKLx%|nq1T9*J|d$MXX zdmx`ZKWrP*L`&0@cA|);zz7SAnUP0NVkxmBfagM4uLM|aFYhq8y1;>uI}FN^$taC= zV$c_YfLbl&MwpC5d3mLwg{iiv#QX{uElD2^wcH&rfQ`U4E;qy#z*(%We2DcKI3|6a z=L$fM`4bUJiXmQ}kE(vB@DowYR3ZdJ+T!+uw{*S)l3w)_Gb|fqE_db{Xva;Q^BlFa ztCHkk#Z;i$bW#x@KrC&p#)MjfdTK&|04XR$L+>ZZbc`&LYDjx+p^%^GJR~1Z_0CiVp^@m<38XaMaXLs;IoIqUCWKB#IxDZHSV%| zHOKcv@=QomkQL`-Xc=zK+)v-nG9<1ju9|~(O>(-6Q022#)gIf+(-Ec)03H?rL*G}* zaB@^-Vf4R+7M6Hn(xd2rSp#ixl+kO4i3C?IHEI@&lp9Z@cVtC6?O8m1p5FxV%?fTe z@XW#g>-7w{M2ggbr8r|lLrv?kV?hMmG+e?~mx~-XZrv<_1QQ#rW ztjaizJiSkbfh4oc`zb{dm7Yoo2Gxwf1x7?zkdPu1Yy{@s_UhV@w`bQpJ)i0qM}2s% z{M@q5)VmJ=*~XTn2qRwIPD?$d3xXfAJqGEXIdpp)`VBxtqiDIBjuHhm&;ORz5<$0< zv~nF9W_OfIkXu_a72j2vJ2W3adFz5ASV`{{7(D?5jKiv;z~NZ>Mw<4%S4(ID=iryc z{Lf6}+*QFU7^X5Ndm`8P+7~@fjn;l9p-%G z1o5jSZ>8HP@5LsB_n@anu$~0{IH3gAN#)32j@UUlxIMGL=OZfz__WN-u6WL1ShB?b zxaH^Ldved;h)LsV$WT-O$Gf>YvZT_AwWJ%H_$JR&BSjAIwE9`_MT zSn#T^J%ZmxL;Kj?W`OC+mGVUBf*wl--(n!tnY{HyQuZP9KJhb3%lT5J+c<F*=c4b~_|PoP2JTB6%VR@CgYC37ij}91R&6LYY*MZ8Jm^JulVSQ}#g{oFAUS zF5wt%M9)`vzqPBfTU}3$D60RKH%z%0=y^!LGH`kTv=($#9~amtHCBxzg?}=*B|VXR zwKPrT)I>q?wdoIHetvnhQQ?earvjM~e~jCfUbA~Xfjkg~_A5^R!}Lrn4y&G5HPQ3} zy>cQIfN=7E@I~mRN%RkA8(&*o6i)m0FP=*2E8emH(Npt&6R5dmsE!%7zn7d%RP;A+7B@%pypz+V^pR=FKM-vD9VuN^a==t+(Q0TaXx4>;$=G)gx znd;0dWRaQ0$Lt^+IB4}GiO}x|Y(r^)5!pw|DwA42ToJe0oLyfnp$gN0MA>~?L9${u z{3UGa_9h}C*#H~P*NJ^V0rY3HDG2zWxa6T~<&#IuB=1q92*)WJ$`XZQztkRlLv{!d zWZM^#D}NQ|JO7)YQ=Mb{z6171fKbl*lJLB6fe!1%jPEs;7q69tdcmjtSAVhj7od<0 zZ|pmiogNKu4gpjvDCorOv<~e{k?q59GgbFPo!==U?We)qL*>JB%RQ1F-+2~!^NQa* zPcN!|BI4GzN`y}Mx&vU*rGG0t5Ov}*J;`kq=V@%?`wb;%;G%|ex&B-hYFvoZa7I<< zk04RxhOYWXTqa)!8)ZoeIwaP4UkijV?z2j{-t#v==YhmP_9!u0WxpyZxxLq;1Sfc#q5n{@wE{yjsD1){w<~06$ue zfK&O}x|)*lN-7!;5_=>vzT!`?cZs~ya~$(tjWpxF^6F+B3W6i>R1ZR!?)0K8=#wBS z?=EWC6Z~;%-P}Bvx=0w%9ZHk^vL|sFX!ig3(FXfIL3Uv$rOt(?*#v#a{QLT3{(Rgn`a82Qu(V>MR$bYXdx?)< z&Aw8DIbXW6vn5&-#G3Q<@$NLOVR4=^AGk&)hr;~h2?p7rWOAEwY>Y&m6!}-e0D@*m zDq1j3$$0zf^gP@OCxRhnSQ03`#BrLkRO;Ve&qP7{)@7Yr{P$=i zC(2%AMl+(+8=A8u8FFbL4+aZ(?mh{gN;^7ohTb0@=sYWj*<43mQsPs-{R+XUq~e;S z#X2IgKb*JSYOm=7)D&jzF{aps?#nUlSB+^jIFlNR-wTFOrRylaxmd_eoe{Eo#!vqV zxYX}eZEzjVz{K2f(M!x=Gn`Qckhz6^_q=@j9pKi>OlgC~$BG8ytWx)M(ao^3IH^;v z8-$%gV-zbMb$j@yIX{^a2(Pr##kfuS^Y4!4tG-R7Ip;4wFH2U14Z&*XDq@>aJcrh@ z+gjW2^X*!PJ+l5DOgd+p^H?q_ceJy)Uv(*`-GEZ{@!=(`lqLs?#PqA{>uyySe_mUV zr5&1yJD-8EF}6zx?+O7LpRN%0mh+BSlf@S5W~!@esJV~)S4~B~+B*#b$00P*ZELWo z*C}f3w6%Oc1+*-zTGTR&?`Br`Nc-4n-p>i*fYH(Z38J9l}zBd{8Qoo|y~<0n>C_Uxf1fKvEs(RGHo>g{fT_UAIdvR@6K(!j+z3kt$xqs?ob zGlIcemO;v=o3hMvkOVB(?m*LAxsvK{8@7=vtbyC(Du?5>YFszxjQN$|k%oOM@He#h zpDVDwmTH=m^aZdBJHUXNxcm&%_0crYpof<5shLg;>4K@FDcbQVM9f_BQTn?T5wH0T z(`P}X@}HYLRX;!I(<$~Rp_1r;F-)!68`p468U7^=nCI?AdFgCBqHA>{t-Y)sPC9nc z=#@FqzaBT)yeht*sT^kn(yBUpps%A*6D9^EHNnRyzu$33k_U-(b8~1|-PYvav}(pa zzVgWARK$@8%ql<&SJ5X(L)cC<|s~E}?CraWd&1g)3 z1VKhZ3P6~{8{>K>eeg}QHV~=u{5a;(9<{Ml*9aG(aj?LYd1Iipwyq z{Nj%Ye81Ovdrt~d$4Iduz${JU11jKNNpBVsS<@eI4{!dL&v;uv2fDhsS$cCEg9;0l z*_n}%fi#}*&*9Bssp->2Dohcf$K@ac=PO_7WodbNHXR+E&HPTc`F5&+>QOP2Q5Hr* zxC|V8Id!s4I}J=xW;qrH41J!1jdkhUmTxYv17Eiomsks zlQOcY$gl<)1eZOSwSA%T7L_?47Wp?o~5M>=myA1rdn-PaZ)3~w2eEpp$fb89fiCm3Ftd& zYEp#W&I8_Fj*`xc!;mde09K{6%^(eSC)6Ar2%a) z<$nmQc7QB=NQ7v|8`7R{h?@9x!>Us#=+_A6^u(E<`Q>`kp;;xpGI^LI@F=_wkuwz@ zfu>J%{jE1`j$;6xwt&^mr+B%3YdU+$>^$V1SoxmJtNf~|KQi#;0NU2UAuMTsQ59fq z*HgFy{klJ16NFv_gf63~ku-Sgj$JT{Zi59+*p z_`11JYZM*fdPo^6ItN=v+e!e+PFH_q^>*~Urz7~4^zCbZ5~P5zU=TAH+Sr99$`t|P z!;)11*3A)4s<*nOv5=Ls)2hR$nqA!d5l4gqvNzd<2eH}A$`!4W=OHxV3Rj1TY=6U0 zM8t^*QbXsQke5Jxv@?YC;WH|vCUs2P-bV-5$Dc?ncj)xdJBC3G>NF5X3ZEe_2{mmJ z@stKKBV`ud*3qV7v$ik@Kn}iLyc65Rl1+SkwW&hoa)oV;IAD~Zr0M%#GJoSPns%Fs z$*@|X3VuvUC_Q44YhYwtDQ79lSSkH&lA*z2^+fRS{xSGS_=3hYq^-(>!4=nfRLr0A z(hcX$nkXUICb+%K`inaL5}mwHC8n11tb<|bV4$zNJ3T8;Dz(k2tdO^1_7W^iy1p^Us~F*ofoGAB@Lw%XxjY z3vSbf?z(Jl6fzdy%?K+6DR+hf06bg4dm!}is|wDyLxElw5EgaOGCNIUn>tbno^<^| zrf|}b0*j5-S?y6`X|~aE2~P@nR0X65zYhwt{2szi9a2iPMA5Yw4uPiiD6Jy~7e*mT zZaPPKDiUlz*LgDtVb}15F+^o*5C75N+c&>o`;-qgN)~DB#KxATl#l(=psh(rsFcEd zLv?-@vD#+`q^M@klgN0Eb*|>myFo>%obQCkWIK785+jX~$-xQuS9J6Z@>xbc5wPgs zn=A_Lvib6_Y;ie+Q`koSCBa{18fP!m0QpN0*2#<*yl+IMn^TiiJjrClUX2)S{U{Nm zMum54f+!&Shx&TZaf_7o$m4odClfq_lBeSo#fq4e6*d0_y!vF`^S2ieVIjH2)H!ZD z27D)S&-6$wjU{fQpb{!d-V;otl?Gi#V;|zG3s?PFQ>Q{7>kuedSIG{$JWTQ+mP^ z#~%P4geM+Y{eF&xm6EN7oK|zG>8p=Ecl4xk3tg0>TLa6BQ?um3(o9(GM^&xwdv+;W zX+uKqf8jBAuQ8EaxB|vGF#p_(>IVJl=n@@SslYH~UkQW)&ZG z;$<3LY`hu%I`qr)mjbPXy(r`>&s_VdA)0K zTfvj6_39i?NNl$H{Mk~Jjfz~*J(9|OJF z1>HysPrBSk{BMt5?&ph)?pbL5F;3AQbRX28m*~Gkq_&lx+zBnMP6J<=mhwf4@Tbhh zYn@yS-kR?xY?UcS$x1>^N%y2y;$Zki7V-CC@+J4i#&IMm99~>4crg?gvJVb6w&S86 z`ZEbUVR!mx2*I=*oZR4PGR}9N&v7e=6gE#IpUsQHgI6a4*w`4THjo(mc*^?2b;+r4 z4-YlPeK;qjBkHgBLYa(JMzdgVw+K<zF|K6ei z#i$(P0oD)O#>tc4awpvuBp@L;W%mj-M>_i&sg(Bvk5Z>T2o}faSUwrQFlq3mmQ|d2K32T;0_FB-4&{H?vXe_D7H4SbMQCgSNO}kH z_~0#+rwBn~c2Uw>_@5Tj)9i*s>ijEkrUfPPt~=)OOa56*)OCnjf5&WO?3vJ8hgEW> zEKwlMOv9geWw0m0@VSb5O{66rnOTs6Ppb75Qe*0zleP94)&b3)=&+T6gMI6(4I8UEz%K z3iy&`TF&e&^E*%>W%LkFR1?AUw2TpHETp-nq~JWIxjnj;9=q;;64cf8qc>7_ej}1b z;HD|^GACoTZte%qCa_#ZQD$!`QkzB1 z-G-BKd-qj0nrKmjtdG<7`f<4RmE@8Fg4eVMI~6RXeGq$1W1b8Gp|Jd_<8{N?_t~V= zzvF&%a>Ogxzo5Xf#>@(Q$SMpT*ll*IO6N%NU$>JRxUcc<7@G6Qn@}xp+{cRWeeL5^ zc&AoP^P;Vu;H~N`Jx8u+8!Z%p6A?>TM3)z=6r(&9>Qj#x=_Cp#4(ES6NTbMefBw?5 z#hr!xbGGDjRw%a@_)Msgu9>>2Ur=T(+cou<_}k#093QhU-2z`PPE1tH^iNZvw=}N)q_#!A(U!LI z8IBUBVv;nPNTl}?n++?F=Kn#A$@EBC(L&hXge0O4yaax|-%M;DFMO-I0p8Z8c*$!c z?*p-*l&34_H7uZUdlR^Kap-g^;W5~_p$|mK=#;vnJ z&r~ia*Vfin1LpQ0X?nmcyP_?(y>m@TO0hOewKy)w9#CyaPso7J2Ojw3dP7|&nTz(CN9jI1MVD{Inm9gkSGXs>w( z(0_wJHlT6voDa!dl|u4KMzL7-z#{PVxu5vvd0G3oeZWr_OZ>Hcd|pdOyv9Q-o{^9G4WIR2j2GNn#{W6;0=beCH$@8KsL;p=#xD ztXaZC>|z@q;nL93n(+R)%r_0e;wcxvjBpXQ06mP6*08JTW*bH9%fnbDN&tMvOK*YZ zTloU!czA%yf-3lv=tE-s=C(caaEFt7VOBZ1)v|}_k1z!&n(7Z?A(1|^70l9$+Fu`! zci;Z*xGl6rkJ{RXeDqv3%IVp+P%;h-Kd5v1^UQ-=P#NFHC+OxjuWTPHw5;}`4#}t5 zsHLIibWX3U0|&ZnBD3k9y8>MSk)(AoX@?uaWK~gro+E;el)P~`jU-Gh{UsEO_=oTt zlVLeEHTeG5HN6$}y_I(#XCZ2Y!Wbxd>uA~jGR8*}T_12-+mVn1p=<f>dMbq z78-IyIW0Q_atnSJos};cGQEBQqzXzG7yWQ;t68&i3)&PKqO_9=0*V7iR zYiQw1FtVkckc~;wtTdsYWRw1}Z}xZ=UZoRnCyD1{wOF^XmoZ2!=4|53?lROzPBc zuN-clWa&GNeV23+o&Di(@bJ)+ffAAAU;>h;T>#SzJaU923RjL;qS3*c+4_3tkpu}EQ~0jsBT%><$`u=3~vC%sXXotDKtl&L^>;N(`esF z>g(*3i(@uPLt+))J`4+Ft1tO%@2pRJ5#L;^DF)JKHtc-jKgm2EImh=89IWFu5#&3F=+KAd3R_x zr@^u*wlmK+I@)j*o`)w!^;C`ok)Dg@sX#*JN8)`uHk!BOqEV=QCWq0zijV!$9AD*+ zU=iU9kVN=|RhDySL!2pKiCoP0s{##)%l8%OOq>O`4?yAvG%fVB)D%Xf;){W-Z9y_$&lYbW0rimA4PGwf zN$l0JP3P}1Y(r5keGlH(Pf!VKypXrhTqLH0-3N#Xa1J`&18WGbL4;%FYIx6(zOpaU zyGX{&lk8*|tdkeF&{}n(TI^Y?*4aM`f)n@ZVusAabS>z2w4lY%B4yIN`{+tMA^(LL zY;9~b2sKH|e_}Bz@yn(jaYChN5rW0dAj)#-uF`~Rc{-x<+e4uZlWJd6h?g+@-W=|B zU(NGtMmS&|_nB~)W-aj3XKWq%!-_Oa@*TIoipnqN53Xnk`w9}jL()PM)VNzsSM%gb z3}er8e|9x4r*C?ySRQm~e#+C&CMpCRKD+d~TZq?Zd8J8mY1Z>WfTrV+PUCgnX}&N- z`tuSGZzbSlsj>IE^wSt8jF=q+y|S=N5XWy)#S;qM8(33L-BLnW_F0CQ)0ejq$2vaF zD6-B8We(Zx1C;mim+uBXz{rwY=v%cPDRkH(=?<=DD;GL|6X~ylqNb6$EgJPLwl@(NgC4+#@LAqRM(bUGw5fr^{G? zCb-{y&zE@;%cfdqMvvqjwMz=`6rZYT4PE3=wiu!x{P@1>AGhoM>49?4Y@NZ%5;Um9 zJ4Awsjd`%alN!^|GNB&*L-dG986jp%o}yTHbq^ye0}U;jhw`K%I(?`sOz+{PpMnn} z-6ELS?AzJKuO0FSXnj};i2cw(k#2pTpV^H)-Y>GXdX1Q(5$zSS?LMF=qPPBrs~0pl|Ad z``*&}z?N9As;fJGoR-`}J-$L=)-VZ=5rlFRHpQcGncwBLa>hLHQ6H_eXO;+OG5qQK z7>YL@)}L7v!;oPS9lp;RP5?|&8MCOtx5{Tm8AiDbpmYXrf8z&<5EVgBu!7cgHYSco z41a9b*44|-DCSG=(U57HsFV!ln&pvQqs0vq2mUqDHF?E62PWjy6f1u6f+J8Xft3D5 zR{4REzJ>2vF+A~PW%kFa3zZ9;p*W$ewsBXPP6lR5EgR88=klw%Okbmkl5>!uBIB_l z)+?SH;{O$aoXFE@CZX^hrMKyJeA5)Tpzc7UKo-mj!_#SyJ6XYJc}AXed#+RZkh-{9 z?ot(r;@!yvPyIeqm!>Xg2u~IrW<4)%?>ayc_KPKrl+bWYB{)n+oo#I#C83i*`S2L= z(BktEZGl9Q`M9Z;6?XjS)Y&1A)0hM$humjM1Ev;&oC*#!O+=U$-Vw-sGMb+%ZpV={ zsA5&kHj*!tSl1!csj=1euteGf)eplJ#(d`armLm3dX70;H>B&9D9>pwZe+HX2!5Pk zN#wKL-OZukzb+GmQh*o{!6R~OGY4{P4l-s zuFdV3@l5V!>Qz5C*G|T%&)BeAP~yKB%qaIFx*?3_%l4#&g7<9Sc*4RVVpvD$GB$YHGU;0lOZZ}z%qA9} z_x$4$!EXo)@E?YXco7z&Q6oWX|0I6)Ahwi0%aHXcejE2+PmNGpHNOI~I}*G@1PTNP z@B2~HPn}qN7sqPp3AZKFbIrQH&_CjcCS*Kue0vhKa>9javhIJ4foyV6^$AEIKHZweV8U#mfM$;HPqtvU52{DGS`2nOBV8wB1ybt`; zChB`CWVqQ9Mm1%`Dh3p+ zaM@1#Nlz^WWT+nBJSMtakHd|l2J4l49FVjQAMq`UWyI4t~kA>fwp`@01CJ&A>!T|-$BNhM>%e#`R8 z0j1V31ZjqBXL8@`yK9SKNhmM!%NVJAy37)@XFK4w4v z-+r=g+awdhF_6a*LH}N}cKz-IeeVjq04HEjrDnwHtAF6^SYG!(X&wSO3>I$+*cqCE zE{X(f9|gZ*{Xi|LXqRA?II8wPUV!tDGawo1n|Q(_A_hUu%WGM2wQ`C8R<57?N)#wK zC~e^BtWKvX3MN=O;9dxV(0FPzi}0plrv zlB@!lJ{wR{NH69ORWF3vWo><3_OWnrJn6tOuxO@aP?6^gB2j2xKB(r$d41c0N-d+4 zvV;UBY$6U?45;x9j=vgCtIm`8<&FuNo$}~J5-s&fLk|^Pw zi#A%A`*@MhYlJzoe@U9a&p&M?`k@qC5ygcV7R?o3?dJ2~${XYGS~s?J_3}-9AFZn8 z+R}`SjP1((ra$Za)kikNpMbi#D4d%$NmGh_%U=)S&YIdYZl*fNGD(j31y zX1g|QogV4(B(DmAb z5$lGA^>O3aoRBi9q!JU%jPvI14}1-xAu#C0e^b;&i`;wuBW(B5&ap5K=m}ei!v~6y zr5KQY$Dw2JUu;=M3Xo><2*XP7D3wWzXTW`+6&mv?opcj z>~#cLmwV=afVQ%>p+UmRHc-qbY^itG7r*w&4e2%n8o6D%UzY9KV2Y5g==rCTP{k4E z5Muq33b~}H$T%vqN-4wAE1TI%_gP^a`Sd=4ZxFYp&*2pAln>i;XlGD^ZbV}ElLxT0 zEpE66cQXtW(j>JZ?xYEv+T)GZ#UV-1Vx_Z^FHjtMa24Db4EXbS?lETj4cIt~WR8$H zkq}8^eOvq$FlD4mVS4Y9B8ie;TaEV6@x8QB*oEoS-Y=5)wKa-_6jE4{fBTs0O4FdYno7=051Knw(==^S^5~u z<#HK;z~1-5-ggmJ-SQc(HqRmj%Stz&lxPV()NlBB}L;M#i43v}Fo6Ep+6O+SXi(`7_ZyVSbtCkPY0z-aaPdsP-2fgU? zd*-#ONP(Zy=obG`3Y~CpiFkr;@|ecRP+J+K6z<6WKlM$( z$CA`eB&E#kcQXM{GMGfx*ndP#S|i%G#yx9bq@+5uQ035SM1yO&m{7}WTb9zCBp2~U zzO=RV)y4lRm8y2~2_D{p?A&>1e=I zVbz`uxr<@Y#}A+^g=dM0gr&}$yCg%(UT80%gj zdE7;(vjtJ)y#8qm*v1w)v9Ye2ANRgI^61mae~92bYCq4G`*{DY(xkf(}KPW5K z)wj~2$6eE8v697uBw2oRY4qP&+m)@YaXE0O`hS6ZFZ1sxQ9?Z)dR6%BoElQMZ3f!;)y%`dO1_m)O zx9A^_6GqC0!un!3hzN0@>kFk)p|=x~*@cBtFOc3j3rMO^n@~ojot@ISb1>W*O#{!o z-~Mr>gi$I>75uuMq&rqdYO6o^(Cv0FK zRLGz+%8ZY9{cwXmsk4ydror3V!0KNu1Fw20vO^Ea5$)EF$cWD|>I+ijKO&#KxQW># zo^-=UM^(hjM?Y*HPau?vq`Ps--15+XL#<6ZD$qi)6m~EH`4~l4I!yS#Vqe*F-3<=` z@;;mIMLv8rS@h0ng zA|5ALmpBzfMq{(WGl*LYKo6s{2l~2AJa+sn4F``ryiN+w3zO$M3#(}=tTMXoX1g@q z0$3(dPDELqe`CVd70Y)$=0dBFC>f=+j6Q@ibS^FtE?!#|@+Zc;G8UU^u&LW0_M`}g zWc3av;*JuG_Lbg5s}_wzLl8Ic(V&W0U_)ts)m$&rTlzZ=%iG#i^IO)8Q)}D~=4{?k z75dAr?s$R2xN7$eK5`f!I?VB2&?gwZ0wr@1-bCo6#dw9-@3{Am%xb=Mc>MMKQ|Awj z=g_87|8RQuNC?_*fR4oyAkaG_{@yJ}-x-+6Y}l=Rmn4*Gt~$jUU1_-60E+J8mpQOcc@E1wo#XXvP<0wTQ+R^togX;xVF@s963Ah9ROQx1Sd01b z{_fYUF0fqayY0>HJDZ1~eRCY}1<*YqG00Fo(%yW26k^PZsBoQN_}3~YPnodBPdS^S z8Y}VI%ME1Wk_yq$o2UzholYu?w;UaANS3u?GdP~LkQ%Jbsw&zsm3VrD_)2=|#}#Yo zI#X-_2ToR#|H+o;LXyn&A+MAHg2oG}uQTq!?hBE4Hc4|QPi_myKeI$3$=b$tsCay? zj8{5f08-y`%`1Rzaj1+Lm!#tyVHC?+EqsF2R+GYY94_g^Zc`!q?0 z_!Z@wa@Yj`u!FP@#|%v!eA6~fJ7s;Op{YVbqE&gMsa-H4s+h$boP%lUG_xRepid31 zrg+0}FrElK8{}_5?ChVIVLU7$=L-KzSsYvwL%U&76Q1SKy2ER*W)&Gb6Hn<(ckb%&Z4%^k6>hC2Uado>AA&@V8kib!nR1)IMOpk<&~L-P*f8s_=1D_~^+LoHo4XM*9jjt<`1mw% z-BqkQ^Fuxf#v#T5;6{D-MosIKZEexDHjTydsY(-DQi8E-6+V)0&p+MoOF$04Vd{;N zmYTjucwQ;Fsea|z&dh2JsG;hZoUE)GmTN5^pGd5zUL~HAppIA8L?E9usVq3DiwP}O z{Tq#XQEsa#wV+fid%NzF68Kx+D5fHzJeSvzk)dg9Yt2Ob=p-0XfVhFwulRW4a%M9{7*J>%42=KRB>+|i z)4I04U6uF@>;E~Us)J%s(uN)%k6rZKG@7_IyVE#}pj6J}TtBsPli4CjmvhPZYc?F) zDT&UT*kZ`Asio=N*54yl)hYXAI0{SnJ zv^~XM>H!q-x-g6I1X_%QqqMU+|B23Piio2lo;Hca!odm02hYkghu%+zhkGk?`b{PW7D2% znFC7xRC$lAGr`=Ffu7|Sm5-NC_;f#5+C&AFEhafe<0K#yv(i&&U9!v)SIhO3Q z3H1D}V?~!w8)-rSSDdWzza z2nW8tP`%#OHd5yU3Grfz#e%X^O6zLT17Nt29%&5OdbN`dR0$S(AChDv6Ha2?2EA0Kr@K*4oyqf_0l!SCQKh}3(17h zt|Kxg_Yw}NO$-ObKwqBo1DEy!2u3+7hvhGy7ZcEFgSufitUKw%|588xrTXTp9=`Av zCI*k0nW3Cs!*m!qM@5lvR(*t9w{r04+)rAJLTAX{(R$a1g@wg@%w>`t{eS5C4r~}8 zas)>t;v_gJ@~;w^JSHfHUX5<2+Ph{~`C%_Qr4MZ6*dmpam6IX0q(!i+6^Y5Xdw4kG z`p_fakbaxaWsyxwWFr8vil0+k)sd0t>3kW_wW)@cBSV9}hPIED5r2UUS2r}2H7v~Z zJKwffxCR{p>%{sQqE;z?1i1v*KZiG4X_l;KL%RHa=_iZ5jJ>3x!|Z>`V}OoxO0#xJ zrdsNsBCY8icoE!Ai5d0_Ask%#9sh_B07cyg6T)*~0jO7Life?*A)G=q`CsS#qhws2kknYwH zduRVdATJjy7FD)4U^uGb?fl%hz+mj)!76bjEaE9m1Zjr1<;dWOxG<1Crr!OALK*`b zyrljBbl#prKR=#~ayZ>{Nax;5nQI~AUZB$KoqT6uL&VLP_4vT@w9%6u@El5=%yK0X zdry0-I-@Y{`@i;lx4-$_h-}zD8Jq!ncS+xUiTgJ9$0#Ilv<#J?yPTZN=;I%%h4yJI zji%9u1n_o~VRq6LWFf)1lFDgDgOWGrwT+AUo_}PB0$*V#y5On785*mYgWwZ)Cqp}s9~^RQ z3DTv625Zc`Bz+X+h?!%JD)xg;z1;-6K^#njqEz4&M7*MTsf0iJ6HManJby+~0ymF7 z%JKZJr=U4#Q;5GO2hfI-tH3kH346y%%pd&6CLVrnl}7NQ2Sh?%q9=(n^9{mcvaLQH zo&+4}LTU0r0mzJ4!PSD)w_;(3q<2sumU$+6uHhiqHVD&Mpc_{rYJH_7O^~T z(&<=c(CMScNSCmvM5%V)gNc6XCBT1z1G!2iGh`0i4xc!&Mi^xPLpI(m-t3RNX@-Fy zvW9QCKyvnGQaRT+Z2HpkOs$_m;>J>{T05Qf<)$yPMUty=5`kc{322G1C)`#DtE1fa zB`anx?$K3+2gcC?jqy8EjM(T<$Io3Lu@tgd!=Z7GERLG%Y?r=)F7JL!6#B&>qL~v+ z--Mwn2BqQI<*(?5B}AV^;UB3AmBNp*LQqEwa)eX zqNACEs8~fqf1-^tIuHSf&J5a~iE3i5#OV}!5f`3|s<4#u&79mEFJpf|W7|TX@8B5G z>M^<}MNN6`!tZ4MO0#2zZwIAh&67WD+>ei!?9)D9O2ONTd3oGI>N*0>hp-s0W|^UTN?R%W+E?BkttbvFH0K zx(4Ou)H%!bZFvPCn@g#LM&Py^9P2GahYqH_h{=R1Cwrmz_s)Ld%YLh+S2n~Oo2w-5 zM?$LR$5e&guxXIM(^{%NT7m1LwbVL9*E?`STZL8bq9Z`a!f!Pow++AWJHga45CO=) zREQqKQy17qKFR+!JqIA3C=ALywluUPxEkD?v@Wa`=f!3Dcorjkzm}$*GcL(gB=@@+ z-!_}4yc;?|oNS-AJUpLb4>DyfuOj=~#nKzzzzwEk%AAEw(pU{P{VFI)x`|Gtvl+2U z?xps)2M&{PGxc4PRWrMi0J0pLM;#ob=nUKc9+9T%vFNqf@G%g3XpLs1^L;(X9~|X1 ze7P@Wvb9<-%v zSjurmTxe<<22fBD!X@dK@G)Z{ZUW<8G}$Cr&U&AGPiOHZA4B4HuGxG(xUFvUjt39N>P5h85|I))nUzqNC1af2Nq(YBnVS zmxo^1HOoINMqWDT%AKcbRTk=(QJA6Q5i)GHTA{$X1wkv)L}Ba}_a@hH0)r)H2HK%B z&tQ5!h!&^CW@!in*oylbfU(<#f8v()znOJ*pBZYnAG^YJ$k80mLjnBI1Lv>Fy7?5E ze>A1Lqy;)UJe}Ah|4$21Uh&EtHA9^Xv%o(+S~APF@+6MG3Y>rQ_kuEi+cw-Ag@H9_ zyf%rs>oW>`WAHCNCjHcO7j*qcU*dBE`cCZUoO^H=Egp2_9yyJ(03F3?EcW@C`;W+= zQa!;i;1-kjp=reW3;drIHG^$76@ud9k07Sdwtfq1Om zus>BwDJKQ#{sYA`PVzer98^+c(2rhW5ah%<$~yq#9DE8Ifq?+I%2fvE-$}w}eE?E5 zozPZaZlJK+KfCF%>7cY~5LkaMuX$|t^v9K{9Iu5=v*o}w&jmVp9w}}}7X`|=DPpjM z?bpslG^#(rM3tBy2l_WExD$zxbze$^SSfo|F0WtQ%ZP|irwH)ohVeEmDiQbv&OS4L z%$$1O6mdrpxNn#=P9i~xFbIT^oGJCuL3r<49)I(D1-B%UymwN7+sZB0Dd~+R_T(Q8 z!@QpzGt>LFy z*eUFqn&JR`Wt|B`9|0D5(M477MHEyowsXY@j8M*focAJsQ>JA{?EMoN(|_j65g52x zRosd3?<}dDOhU;2hC+G8I+Im5<0YgA-v8m}dtQ4#{L^#1tHf1s^;taYC)fK7jVRW=VQ?6e1!DSEyuJcRD^#4O-3w- z*&G2u-O+^m*JuxauUqm+C>rboNduL|~XR_anQB%ZKt zB~nObt;k+?a+_H5ciLGV>Y@~!qLUh9VyZJbcmqKIJ1sIST9B&5lYOEL#V2ro$;SV; z{c_YI6%U%?-)6}`cSc%aa9&x=48F_H?Fci4;N{&1=<2uu@7{tCQ7KZ;-Sa&1{PLYd^;R#1RsJ_iz58jvlgEC}b*OpfkLyTeqTp~J;%R2- zylwKu)T?> z?#}R~hY0Z)_^gw=Nn;XYFrK5@%ejty#aICW@&g~AbW8|G{tQqZlNl=G723u{WpSEn zhoQiQOZHc-LuB|qapsMwot{}T7)X5lcW+>R?da7X90a}3Q!w+csotA}QYL>M9ttc`w`~nGXBVuI!?IfwSFqw_6zksUTJADgb?) zG>P(9^QN*@edMzLWPd#rYeRX@pF0H%H^t%i$80vGgPBSaa9mGNAL7rHrW2k+!_9Wk zU%307sDavPBgFe+FEJ9#unaK4Es{FBhJ9EE&-wX;aXRi1eAE+gi&YC`How|d%j!FJ zGC0@G(ecGP`AQr5tS>3ygf%@+Wkn>fiO~(sG5} z7AsBYf43D_uurX7Q2&u=!CW=t$Koc~$R$Ozm(6u(=0TsZoXZz8^8di}f7qjX0F=lJ zc{)Et@Jwe~A)cKSlgfw%iBhh7)Z&U=E#_Hre^V6r1BXa1aQTEp%|X zW_1Vp^_ z8B&_8$&WTYPZ=az=arf%>!R`5F>yUmLjur_zMwvM&H{XyaW_%o1$lMCbu2wQlPp`} zx`#C7Lh49lAs-|68%Gsl9QGxFgi?hQ=yd$iQs3J#?As=!rXA^tNkRUI-S^Wx@BktE z-rI44bBhz1RN*O5kl?#SGvj?WUK+cnEnlM4Xie2~<||sE#dAXg&_|FPB3T+e8W+^V z29Vd2!(&_07#ZW|JGj`c`{Q}6T*slhDGC-6jGS){DvE>CoGt)zQ%nNNmWp^F$O~eV zjU3lLHbVbcy=?f2SihJN19Q5aA-zuq1m-%Nv~n@vxjHy)_s6Qj)ENW=aJ<4_t4odt}`)ROK3vV>pa zApkud7_0m!y@X!l|5JO|<2X=C=VnN! zQR(s0)m1B4l=LXA4n!SQ;=e$xnqU49Ko)iNr6=%TI`KY*-0R2}mDY!n1!NV-9nfs` zd^4W+QyfrcI?-}NGyIh!9eE6zZLf-LH0^p>S{yZ;qIcj`` zNnn~FwEWt3j!n8KR@^!f;3mVQu+WV|C~5~&68N!ZT;pW|U{j0)^~GJ~*}8nXu&`cq z(t zilpYwaxjq1u4tf?vb?~#f3YFlKb#aV1BY%EV+5mO7^WZ!&&l4#u>??vtFelAni}?lh2}zK(Qo=9DG^NnCd1S3oj^sYr4?S;JPJiD6 zC-Zde`*%@_mUnt4n@#$+%6u2w zY;!!ZoNDgN8yg~qk>|!G>BfpFaZAPza<;-@1fw|nqGk4bI(Hc+2f zVGt>an~zOQi#`|iks|7e@$-kENA=NSa{~AD;k>-w6rd9Jt1J9YaaGW65y<>EK`wRQ zRjjIFK?7nj{n2XKC&@#DVc`iqvi!&gEk}uiv^d#2+L>8`WweK#>f~W4r3*>?RzIG$ zq`G)`XpKm&xX?O+t0*yqbrEhczh2&mfWl5o3PsystfBY6j`Lo}fe+5^*PQRvbp+b@ zP#D88gxu~zooEiR-fmI&XD;*uZcI8PGJJk}51FDsoNAf^;)meNXBaeLL>DxHnYk&$ zHGzCp1vTuQ9#*qY!Ul1@=g;EE1vP*MAdQ)>VGc{F#vN@w+ak=vbJQ5`x0}avZ*8=4 z*88x3Ppdy?xxDdvc1pI+Ni>BEBa0+j`pKo4fv(!-9H*gSlJ3*=LLR6MFI&>^P{ZAd zW&Ol#y}X-FWx^>_tRt23VrMimKpM`|TaA|(3PL_An)*vK8))btxM81Hf?5~~k$MP} zl{vbP&ud|;OKVeM*%uEdpD~uR@w+xIiOERXVX4$u(VAsmDXto!&Y1?D(fV%Q?`f61 z&3pI>23O69;U9^p{{#_3?k5~Qo_ocyZa>+4wXSRCE=Ap%*|eKZ9b+Drrf~nsTD>4E zBO3UMzQ=(9GW@j?nb@4YZar{Igo7A1RKw<)thO4}$Ox(@J2{@V%zf3QEP``k)fD8o zMGk->m-aQiKe7Mi8?1! z{~=l&8yn~0Y#%L#q#`p6Sm#B+wGkpp6~+4Yo9O_}p$?-aNm^N&4X+VvG4CZrWW|o) z|A`!gI=<%4ROl8Pls`u8S!_&Kod*fBE+6m(balZk+cOFqpPfi>zthptXyRxISO4|{6q)C? zufQ_F%fV$W3N`Hj8Rg8|CndTNo`KL1>RHECj;^h(ojF5GTfa&au3i-1zPDJnt{=9( zb6-}S!<75Q-_J0~I!H#8hcbgbIfIkPf?gP8j?FxqF})JNZf1{-n@^KdHH3rui59~! zR2lx17??BkUE)|Zlmi`5GMV9!FG%VGehNvF)-Z4{e&Xx|B^An1c)5C$-%VKDk?OnO zYg#w%Y8S43ud1by1Lw7j{3QMk+%o!C{$zu{z(P}131CUDdHV6?9Z2})h_aZXGY zOM=V&{m(`C=2}dsITc27x-sLWA`4ajlpgKIqvC(SFsW#&exa_9O zFqDYdZztVYNMK3*t2l8>i?#|;{a^&#vYht4d*g0^7s{DD)cgMAf2Hj5B_%F`5GWJ>17aS(T{&q_uDbYDo&j%R~0`TrNdC7BCvGt;7RTNMgR56z~y zs_5z}E>$S1nIIt*acz5rW@mG7a8N#|{Ba(ATBj?CLlIc{KI3~vt5n!sA9bCWNxne* z(jgT175e#lujCM=IEJTS$kP1ve}!C(|CGk4N-Gv(^{DkLP5)1>W6pgsW4=e&-{OB@ z&~WP#VP3;eD!KM#SLcMM#C?XbNW3?~ulv(Xr`tV$O)B?pz48Y`O)do=ms8y?ohKG^ zY8#8Ei2wX3BSB^RCy78b6t`{^@G0Rc-&x6G4xJXMl?o#0^963p-4lF3qpSQl|J1Oe z(%rZ!{tQlZe70Ueu+uYqSR#ebb~N0I-fqK(N2ojz&x|jW)QOMUEiX@O$phBLQ z_wEPu@<{m5JY-AwCRqd!`BegH7$vI{?2!nYzCa&dG7HgD4|(xh^YY4R+|T4f!Y;mp zePfZJU=wc>syXstad_8G(4j%?m$lDR%AW81)w{B~^EDXy$Cz2TOlPYZdjC(ng2Eq3 zrrsM-pp;`(o>@hVFiPm2L%S}HAm3z+V8vEbBe2Oe47Ha;(_% zTCJ>g1c?uU?$j*%X!gcJa?06Dq8v}$PU#6qSatwI3k!){|70KS=TvA8GD+g)9AWRW zHL4i$W;krUwBJd&xv14khN?MN*u#WgkxXGVGXQH)LQeJnZu9*0n>ISBz=3#~-FY%O z$yI;Q&)E-gA{pLEUYj#C$`u(jB?`MBn>m_BOKfsBh!)wh4P&ZeB(tZIUwB_@-%Aip zwSkcKi`!VbmIt42{#qSW1h>a@eTT6f;-lhIa1AWzpx#aco!YK>l6(#|nFaE0d{kGH zTfyA%cb>$wnXr$+e3{rqe619deJ~MmT^1U2B59Mkca)QiUi?ia)lBD-mbWG{o7WcN#6VVtanK2 zByLU5_SsCCM;xq<^f#cL5N0f}F))~m57w0 zQfc#shy{;>L8^3G);xNFCiGb&fiwR~z}`^TOjEPB?<47t!vPjq1GnS&m@>z*NS^F| zqfVOXsVVoFKgkgiBKccL<;@sUu>hl(4Q4skj|EEng=0O3p{ZvJObcz4UvF(~)&3(4 zLDWf(9m?u9I$0F#ib3zic3RpdkU;aKLg$C&ZOIl`cp$Jjyza~y=ZFv^(ZsU(?nptS z6CUjx8_U?Ag?+|Y)xdeJl*B%YhIR{AJe-&Hm!~)+N9A%ARaKc16<6h1fsKQUW8WI? z7}92o<99{;>UL5B&p+$e$IPA617smp^O(fb3CF;)vmcdeDgmevpk4_EF5w~lgN?oG zJ|=w3ShK7rGLgSpoQQbelV*9M7~>TXmlxM%LH8Js42+y`#HwneN*=arJtMrQe<1|o#;vt(l-6Ni-*?| ze~Z|~)>9cr65vM(ZE^R#*cY;j^M zf?co|>ava?z>strgV1fN6MKzS zE@mtYG_4yvO!ZeOU;xCyWDDHVzh@Vkn zB?6^o3UdN~`Ja)JEYR8^(-Z;>8LztU$$bEi-p_=HA)xW41|Fc|p%e$19?~MZmjQuyFNaZ;S*{9p65o3ePM1 zAO3tj7EIzRPZKlgE%+vRY5JWI!3Am3b{K3+O-UdfaDHJ;9l8OWXOJFa_v_-kASIBC zY<};%B4ipsp}~M+!KxQ5!%IYJ?zl4iOH^gIAd&wSCcjRam3StBXdq2R->8ga8t~zb zYy3(<7}uJpX_f#2@LRyq!0vlY@AI%QQPt9t1}x<#PafG$14iPx7RZnVrC+>3FhyTM{0waA%7YZn>>>3{DOn0r)w-)jA6|K zcZWhq4Xmwh;EWNfV#}Lgm9Xqm&psXM?3{^TjD}SpFFV%Ot1_XaXrtkuICxZM=E~$$ zFYAk6-AYnaiJ=9oDu@DKGxraBZ$vcZ|JJM2jIZK&Uf&JfW#!6egCYtLyAlz0@%}Dz$U>w#0D`EeuIX>u4FE?Uq-Qv zKqgWIpmOXlOLIT*N|ZaN-6l8Y^|OpHV8+g>Qv>fV5cAIR=R8RsY*HH`Z$0BwyE-)E%8? zd3yA;HTCI}+GxV!lhC{Iu;A#nr=2J+1DiAM&%U0ta3?C~)8`mzqkvlq!`-Z{G$8~T zs5dbMs3Nb-ZpzJQz%|s3r7`pmFbBk|BAkaJ@n$i0J)27R+i+6MTIa$3aFHl20;X9-E8;qy7qMnzzZP!+Dh$>icJOC1$k%Z3~L`K)XJ? zo!iOE!o_T>d`P0bpSe9ej!oO$ts8i?3mvHgMJAXd(m^7MqK_1i%Nk3?KY6&CTTf3} zN@=q2%f??R9rT7>bPTxDq*?Wuvx62UTQ8yTxwRFrfZHKtD+IZFBebfap@S?(ih|4h z0Y+3D)P}^J!U8P8bQrvWZ~b`$XTAl0S>Vd9Wv;^%I-2K}KbM8=@Zs{;a?SiSQ(u~< zc0jp&URmUaWzZE8dxn)o#xTT=Z$(<-<=EVZIw!zc6vcC&>gNYB&kkMOlT~%$K0}_S z!LA?9_t=Q;e?PB{gBgP8dI8|Fae&W{dxF7o5;Qy8ywFOfoIo2BI~#E}WA+f^mgu1h z++P9Tv6rR5S=)kF4gDv?YAqxvwt-u)?qORVuF;bOhey+*EL}ZJ$xM;wy$~JdC!oMB zj-FPWvA(mwOVMFA)YOy&PG;JC=W(05Z>%m4)M2qhfBP2CSPv2SWKC$QtE#fdzV`yA zNp|Ob4cYoLTUy$gN+)sJ&Au#P-_BE`I)(evr42yf@4|@pY@1b5c+FLzfd|=sJ?{xC zoZOZIDi!5I3|;-qnqp^dY)($Du;6YN2&rM!MTx2%vp!Wq2!p|MWwbI_9_SI`49qC* zA1O0`vPj-Lh~8LrcPU@!qvIo5`bHcGd;;XWSr`~$^+7hftZ~cNYlHj{#Mz>AQL}V% zcW*dGAzMeA^5bzyBwqt{ZShUJE=2p5+lq%s)s?S@)I=WrxxX>$pu;df1%`x^06@ue zLDr!eY^fqdf;u%?$?QK)#zN-d5E=y6at+NAhV~87cn!~rm2@xR;$dykbA4*E-RA}C zwW>;x9k*Jm>P8aNWsj5^D}qcfkod5-UC3qElbQ0CJD2hzH&{aVQI#0^JNUlFFw}y; zYo74>HWiTo#!Yb8&~>oD;{#-sb2&bT0r2|Pb6VmiSA*5xze|`{y{~+GI?OJX;`GdH zkSTG(eua;YvM-k5(tALUYpH8XUr?(8eAK$3WSnjPCj+0`aO`KElJd52+9_IfLd;>s z=4|gB?O}wpK)(Q?o!ZsgDvU3oPj{--KhRG!*lZ z@@I>ZHS>@%75XHZ1|iHdUtQGUTTPtGu!!F!c-ji~^)v_K7GdlrXRyRRrKi$GRk#YX)o zaQ!Gl?b8F^=e4?0p;a`-hD|x~_Ra6%ZyHSu?i*Kq@1ktPacb0qWoi8J(GpOKk}ss| z8gkN#qE8%Kef0fcw_T(5dCTtr4%Xl0WQn{fvx4{XvI z_+FYJfa?o*{9O z_1NG0M8N62mk4HuP^Y0VX8)?NL!;5HxSs$;WH{7+_>IlX?<#CZf(@B^c?~j?^@4ro z%u{%Uma-)K7_jfxzj{!No+y;8$a95Zs3N#_27Dh>Qg1HibG|p=YB^-*l@Y+zu(Ey- z=E<-^F4hucSxJ(lGJsj(ySql%JWZ0;pQPi8r{KO~O#IKkD|7}#gECXg7)X()KqOQJ zK7gsBJVVzu$WQ;(9woMfjY6OnkB8(Jo8$ zTh&-?(T!s>SzvV<+)qjARMugYOdG<9g71<#pCiR&?I7IK(t}|n3nkJPXC3~TfEBY_ zCWJoxmzk!zp+8}og(_==gdLzEYVf|_jPSUOJqdjZ4}5*{`2*3K|MAGS)!)qs!p6W_ z5%+}lP}2$v<)#~&dR3ow|Q4rk~tN;wy0>y6{*@@k6dlJ07d{zC`sBa*4V9B9#3xEE|-=EA;mEGOB zu4?ciZabV$i4Q{7}8ce0I~D?1b{3!?=;B)q$@dkl+^f zRcBiJL7F{x0Mah5jR3}36ct^TSLm&~p^A>;Sos*n2bZ|+1-v&~46*3O;gdIv&3K*8xOXvq z*te!6@?Q^!_k0Y|Ph>IEzWnK6k>|6cXV_?s7fl4<64_A#)@g;$nEBl_Liar{#P+3k z!-U*uQ1&p6;hgY%X9@1{pm1wV(jW$!`py!9U&yi~HnVv=%CRA~anW*T+|aDT;ogwy z27SUZEn9M02JVn2rF6^LX+opI!z#?3nyN9Z+?2MP1n6wLj|(S80Wv_1kI?^dY*jrJ zCn4otj>kKkUB!KI(|#ad)tDzFLlfDso{$hn`bInlL%+uvJv+m}^G7YVs(}Iek&o+c zA-l<(I<{v-{+{B7@dx4zIN`b6YO$CKr9WLl_SK(l5lG0F)+0^5h1j`)L696S9Al5} zq>X)gk>Fna(N}S9RuqfpZ`7#Xtj9SbiHSyJtg->{m(HTuExo%@CL>x}15c<8mxGg-Rux z5mZa>>cmh1Ldn+Ge-u@chncg@G-aI{IezXLnsaf{rNZ3Ns2WmGTYL$6UNygcsAKS9boi9`47^1edn%|IQe&@SoLtvh1An!M?&YK)|hK}+N z{f;#6p&xC=vM2AN6B6pCtx0+(BGb%sT;5pjq>6@pl1HU zoLYuh38!o5l(o;K8FWEF91BAs0G85~XG@h!#(?dgZ^jk-D z`$|OvVM18;{GLo~N#rP$-{LO(;s*)VAyTLU-hM(uq?-iFxFBlo{g_GGJ1CJTu1PSv zQQ=QZePjt-L{F6}x={>x~1k3blObl=H!=I>!@XtKrO7{Nw-JCbN zLs?8Zacrr}vf#ribHGwAX6lZHiwZl7f7R7jj}I12ew(_sYIp3Mur6&;vRE1WYy6Qu zHNP2kmJ_TOp^W4YHnT=po@p-Gc;0@K8=H`hy1qEj<#d011R`88r0Jjae`U@uHaI~Y zk0G}{ixNZnLA*ae+a*xRe1h5uuP^s~kfg*S2C*WU&LMA<--Fknv4TRE+vWt{<~29% z6o>+zQ3Xn|DgtlzBGtKEDe2@eF)@b670eZ5aVE7hjknFNEP35lMxeg&eC864gsoC`mJK=GhU62P<2`w1 z(R39z(t08py!D_%S?+a?G}b>w&N)Vq&uOWe`@Ugk;u^p49E{55Zf^m^3nM;tDJ1+J zGs_StKsz`$aoldBU@==Sn%Jw7`uxfgB&209w(VvWy~VW{IIpR#ne`!aMI3Ru5JM9{ zaHhW^7Rx7rgZOBD0#=c^jeUv+S63K8B`Uq|(0SPz;P2T-)^xOV)wP?oVvpjXPoE%| znOH0$qD=-D{4yq4e%}}>Ijpwz5g-soG*Xt02lis|Ca4kgU`|8~Y)Dfq?u;F_Q9z8J z5`0?r*K!uJAk)WZ5fEnx#hDu`N)vcdi*ZU2cr{xct8tZpg-K?Ls4prw1@%nPlIJ~s z!~+y2wLE#g+oDWsttxm<5e$ViaW6>*gS4adU*fIK4af{1B-Q*{;|1XNuvK?8M{BrE$;q`DB`H~KBV zC56^$#?&f03{$iyy-Wr-idlosB;6dnXFOGDfgsbspr>){gu~9_D!NSqy7I1`|E1Ka zR#ML!#uRM#ZSCC=F)pr2H0Ts~oDi^`zyC=(d>;?U6O4g|YHz_ue%qn>`jnd!dc?Sd zNlE;({mdMj1?mVZ0~BcqEH40Jt;%8V*4Y@gkvjbahjlS2Htf1qC4&z{z66oLdP-V` zjwS8}P(b|Oflxli0<43>@dnsmngg^|F3q8++yPeZi zf?%AP8H%@fD^54-xXAy@cA~DZ%b%1m4hJSRMCKS_8PchasWwzeZ8U!8chimP=Gk;r zH8r$X0j9*==1Ek-X_G+^C7NkkHx^_b>Pq<&W>JH(bhNbUI0cgri_?wss8R%q z0gaLWPn2IJ8MgCz-D^nY5lgGOBj%vfewX~tz{(jgCV})5#N)BW_{lP;r0`t)e{0sE z_g0dYmeKM*j?S^YuC9y1v2Ckq?4+^n#cgnY&b2>F#!eLU6Ptawqumj+c*RzRVC*}EA+NQ5aHukofJ-TYz+7k4%NekXl z3-v%FS~<0UQ-^O2yL;B|?;v=UF*Rq32ef~-3>D{oGY}2#ZPG5SDl3zu?Vbb>Av!iT z)>M=UM8k2U)i}KI;TY(qVaUh|XQ{Z$1CJ&hg4UwYGQ(-Sb*wj3J5Tc~&igzzqj7u} z5ho-u@hi$yXG&x{BZ6d9tdT{?9MqHs%44pP;a{iLtcp4` zI3{V`st*DlGn~ZB(ezZj56(UQfX`1*fh0g>aeX5%Wg(K(p4K}d6`Q{=?Iw(Z8;e0E^}6UaUoh*_g# zSw8u6*xZSQG9XfK67PdY{{tdrOjp4j*`O&U%k>XE(hUqHKB#MsIKMsaVCo`&=>enV z$X;BVX)@khih+;B6UxO^d21SH2$ZfJ<@|EJ9pHLAn2YM3Z$#*yZ#Z@m8-8y5!W54x zPDbyr6Kx|^RsHkO`v&`Yg$X!Uw!%z04%2jjr%hf}RakMS3H4JQeiG730a?F&!x)uP z@NB)20+7f7vgP^a^V4cjSZFqAQSdGHqvqa?P@)f54G>d6e7#gn7sXO2SyZ-$V&B*C z9hQ6n1C^h|_k^7Hv7&fqzIW>gT!OOyGxP`Z{cDBR%TFh6+4+Cjl0MgsTwSl@)lHio z>nd0nPORdh)OgDaf5dAxApT)PDq*})w8&7=;LsRGW5G+A!UYuxK}6#XG0?Ul|9N&c zwFW}#h3V=PUvVx)cPJ#r&LxJ zb_X$aJX3TW1uXx4W`I=T91~{(u1^S+TwI9^vm=Tsf_T*R7#Isvh1~gH_m5L2>s@51 z?HPi^krKo523;mkEMSK76f}A=;R5^iFi#ynF#((o`WjQ{HLHQxRGn8Rjh&2dwp4y^Q?2*; z81NM}H3h;f;YH3XB$*O-z3IZDo=TNVmu%LWz?i5E0A9^$Tjq&L5xa6U(;^kp2pM*@ z&@q(8-Gm}@u7FjsYC)mOQ!%}x!4by`zS88@94)*Mpg^PeCQ&*&);#Cu8%hU!Jm3mc z;2`xp9O-7n!)icw#yG2#RM4fD=lRPX{?rTIGYr9Iqf*EcAE*usG6O%vPf_5_W1jM& zXvyt`W`Q9>Jf-yQ9dw*?d7Oz<_S8d9M}~2&Ga?v&BHG>iQVMl@of2TRG|40H9U*Rn zJ7`0Fh>cArzb3vW+8mv$p2<+Y^+TegqOv>aJoEv56towmPRi=ZB(1TML9}P01$ zDwGuC0)>%~CcMIW#!?{_XR|{?VOc1;2^IZOO&3lZya>^;Kg|b3w(|;mKHsCyr;Z;6 z!rTO;Xfa}0sG8@->1UaKU&;Gi|K^G%7D&@c{pD!yaFuyOW-`j;tc`9L-3jS`=dIQa zVP=aCp(~9kL#|N@kC(j+YnNO90bl`jDK%%pN+gp~P3gwvDy!MW9lJiMx{4$61KwZC zDX2fCklkagCRQ|)W1>>~7v`F_Ue9N1lRcC#jqDf8Q=FtLr86X;<%$3Laf=>7EQ@MU zB^Y~bSxZSotckotIG)^4=M|uC`Q%&7UZg9Mc-Fq6{t#XP+-aw!@f z-bJtG9yBbh>`@2a6R)itPfukd<-?~2`KLXjj?ZG@01~;l1 z^bVsXR7~eI%785731TK|;08@AO*mK7&gZia{yz6=A6#^w4X1;#D2Frdp7P7x8w4e? zvZRw2)E{SQ_*7`Iv{`|?we1ndENF#={q8;iqPl#q`ZkJedGZJbYZ(bz@sc*)Jee2j$^&5_Y- zl*s11-=z9I#1&L5ITFfixqfaE4C?I-H*echxrIH!to!xImUnj$v&}#% zjzmVESpT*AMev~@48N1io#n>#^S#~e9e!jUSTZTnSM)jiR75kB2c}MQ+F>A>MuNv< zmDz!Icn{-p`Ekx>%=>4qT344VhN00NXnz$1F6o#e*G|+`(Z`eg(bh?hYq~{R7~oLF z@z{YII5bY0Y&;`6&h-&g$iE>~S3}y5mgXyZ!i@%{H1m+qt@%Rx-3+DMBz%@pP+UTO zC4lt3cV{zZy)cD;-QmXr@qv@PVMeuT7GUi!y|dpd+= zT5(d63I%IQWWJ4H!aNnha=L<|+V+EdE$xzBH5a>~h7IbSAYk zCO{udgiNX-!^67}OO95dnQgb#+ExdbLMtFcZpxiKW|vIRl>P?Yez4C7$N`BVKEHCf@4HqR?^|G)RxZKq zN>9c$EErKrQ|~tF9`jgZd-ff7X?)hL0zZoPu_S@jCKTX(Q!}5xs>NX}Vb_W6qbkN? z-PbRsGI>PT85GSbF3p~>fRj>DHco6f#_;}_;z}Xy)Z3i-p|=De3e?oU#W?S2?dlWF zZ)}Jg`toSo=g$|T3Q3mdc(4(>tdOfIYl|!*22mr5!FeDz?7x#CM?yK$Mm6B1DJvx= ziBQkM7!|dF8HU11zQRStOzi1h4BWc7THhWgpOz6i7X8@rm(u^0oB#n{Yx$WA#c~5j z&*S$pgxe|Lv>np4*|PozU?abh_8>u4tKc1@#axQ%B$NP`M9oVbh9bB+e5khnNkWH8lV zRaaNQmLj@1RqHX!-|rlA`lHy@5C~XJVlEq>wwx*Pi&u*9P3_Qj;jX}KXvfhF#q#|h zX&09kf}!Srmf(~eeJY2A%v64lK)`VBfb;yeHPBZ%851P1hmmB|kYMX4mmsD_ZO|LS zzr{?80S*>WG8{JSU{8?CH7WpCFS4dwey6QOiH{HMj_gHuu%GSN?VL*kVGVu*0Sx%_ zhkvDwRCl93&@_e~H1lU!)96)`TqvON>gZ&h0#Ws|p(?6u7;60LI8)YPW!_kXq=hpc zoB)zhZ6le~`vW3U>XDA+O+9up8TUQ0<05aVOE5|QVw@vc{pQRh!X{MSt51qxmVJQ~|dAW>F?kj+p8c&l7*J&I(EdO2;8%XLg4hTgPcuko#&xJxkM_uO;eTFw1h zIFORVhQu(_QzQ{yJH(>>gPk@ zw=sX?RMF6rJp`Cvw#D&6&k_FbSFpVQiV#m@*r$81t&uUQ?4_^~?BoxG^X67fPlo>B zsH@@Ue7zol#MS(pia_sz$-Svr z)yq7zp_RY524n@V!lr0WL3wa|s4C(h7%HaE@$f6)1WE$x?LQ+*7@?yu9v?%Ur~u2- z$cnv<7-q7*nAR87+K#KQJ@Jydj^^5PIt&$$_o0(h{|de9Tq|G z#_}-}G&?tyx1;13hZ_!OXXht85`jL~A5SL$zq>S9kstmkwoakbX+teuc`;H`9%2;* zaq)O6U#^{}T{hH8yZNub*V^|`j`y<(W-s5K4g}|;)cO#?FJg1{2n%+qc^&T(ZTcXtn~ z|Dl(un>KQQEE%V&ptSQ^`}?viL+gpK8G*Kxo)vC4AZDQV2QPIk`6=-k49+b@u2HSM z2>_7{3UMA%4E`q{eRwDRlV7agIDc++by(7)ufD>*^2X??Z5;hdjZqBFCCq8JPPpHM z(^SzR;r0&Ed*QRuM9k)N0pBDo=kA?K4-2E$nx>LWf}43Qk_S{P5oIf4mq;Z z*-wC(PmhUjr6cW#q6Jq2buLEE6xZ2i$5-(uhbb?#X*ln4J-KH|v3zW47MrX?X{GsS zXjlf!+dwaEmE9ygRBg2H>9D1(ZbJsoRD*F4nZDnpJBPytH^P^V%(yR0YG%|DaI+K6OrTN0!f{NJ7}w|4KI%Uo>Tc0^psD^W@ZRy$E$a*`={-I zVpTB*){32=q>^VPRXrFT+KIHV0!dQ;zu;4O>~hFVBWUnaT3mh=BiCO@qzmM4#sfNt z8>XH;>t@SjMAGhee6}X25{>GZi3Q|?Q@!Br`ZrS1!YUC%8FEHUv+Lx2Jt;B1AwWkY zcEEia5iZgtemh$@gL{5vm8;^T*e*I&K3rP4@VZkJ&3N185~`6nHOxD6eCW{eo~d82L69 z^EJJcWvM>rtt~tpy(@JcH@Zb3QFK*CuE(RCG9@X06fP_TjUv=9TqT}9N$+nWafmcu z;=ylu83Fn`)ij2XZh*I~Sfcv<7)^c}62`abZE@MKS_vr z+aU9}Jxj4EYeI#8v2)QlV=2N}HE-5dBbb>QE@f!f8az zqL~H%L3jld+@ZNuO*^L>Irj!K_l`dceFl2jjg{c*GVy+g>?|oP%nP~z0==m+Z2GzS z3rkDGD}i+&@an$;b%05)oup+XigAFxI)ht;mAnuyojO|mD&XbRGV7ZUN-QCJR);7$ ziet-R+B%JUWHWYx;UIYcjt29fs3FSog1%_pRreiJhj6H-WCD0$Bt$B9s{9$xXB%dU z=vJ|sj-IT!d1>!k*fBE0U7ke)u9#uq#GyrqSyBNfk9kx=lOh%S)N8N<<%VXxxkn=brS z#yUfocMSMYe4}HHd{gJH)_+<_#R1_uJyXiHB`TWdxD-Vkio@amP}YkVnh-yMTE^a& z^?G^f)OQ_taLc=$`4k45kF?Tcj}G0|4$L7wY9UWqVZt3Iw`S?Mtwil$SOHei09 zV>4$)i2;FbiFa*#eIl;Kh`D7Au*hL6qdvkl2UCjWtA<9&$MGztjU4wcGs7masWEU9 zq(8K$b}Cyuq5xM$ZuMUlCAlCW^xG|V8B<@M#dU5Q_oZI!>S#C}p_k2n9hocW>3$oAr zX=D@5itC(aaAI4Lkz+?D0vp<_iM`iPrQGKh(~e*^a=h2MeO4C(zmB?LKSkC+v!db2 zWY(+o&rVo4V|fP=l+ zOHV`ATV9vL!^*kXEqyMDtn6Naf4(BKE-G=PsDK%4WU@sv4RM+bI+T~ssvTSNC=#EN zMpAn;T8>cMtB;H9KMw9>+B*Pb9%DjRe8BE5`|HUfErv7=o;gxkTPxy84N}`jz)d5p zAKd(9v<I#orqBv9teUZia?VWU>?N_bm@Hh^sydF)hHMrkJ769 z>dsaolQ!S7k*A)-yQD`=h_firo_2|58<3gbfJMkzxphIA?6B-P+`bchce)qN9Of+- zH4|*o3&#NrCN)W4R|VU zUAOYWUi%nKR@5*ak5eu1#Dxw9kCI(q=<=S(uoV#@QFwVGeSKKo&Y+pE{F||;p{t*m zv}C4NQi#3+_h{~dEJ0C7a!lR*?~3m~CrAq2EXupBu`+qMZpTiIYX&8Irw!C$b;|@4 zzVX$(9UZ7kcIOvi_d#=bBZgc;RZgGQt^!#ZSXlk0)l`fRS6Jh!7KJwGk5G=kV zD-vR(h=4sE6O)_j}8AW{iNA9lO_5 zpgfW~yZN*=K$&UekXKbrH~bu$0`p@)S()g|gNZ|AYy`*bz|qvvABE2xBJazo<Bj8WHW=N+6vY=7(r#2=5d9t$2clOn!eMWU6To8 zp^>tZm3QIpz5VXAqBySXY0EEN#zZ1?$nIZEC>xVy8}7|M$)?r~L8R=kpi~TAW!+$C z)%EWL1O!BGtlj>XZ=E~3T1?H@hV@7O!drs^txZizrm9~|ouS*I4-WgCjY+=3&|xnZ>kclsK(>~AgqwVXC>jDjap`6cNQ@gq&k zL8hqK)Vi*tLua1VWIIUlq&G23C!07o=Sq0rTGr@;;8wZHoT8M&LCOvH%-}}^9=|q@ z;nqQ*dQQoDlXUQFTBN;N7QFH5eoT7P8%i-Eh1lO95Gn6h1wPIgsaB7jJ8h$H)U1!G zlB*SDLitr;$m}HyE_G%%xPM=GHWcM-t8W56@Vuw7>QZFnGv&JS%?#+0ZF$#pv5Q;Q zns7JL=N-igX}N?nn}2%SJFdjIV57=I2$Fsj!;C}}>nbawyUsKORA$eCEQ-U*V7|Ck zxWYgn9!q2sz|4n<5Nig%`hPox2{A{)(H>6_pHT`W`CIf(h8eL)tB9Q`l94eMW`fb* zb%cO;$D=p<@g&4jvJ8Fw`&!U1qLJYh+jB}bI{JeDjbbN+sw8?6;!A_-JVm9YaD^E~ z(=5+%ZphzMZTqkx>|C@{*qKl?NPY=&m>IPVD#*}HP1gx3$Vni}L!i9$C(TIksU(-3 z8Vd8s0eH4KV5=O6=7o>erF`v_8ShO2ib*J>M}2EjP|O<3+PqTq;rgE>+`v`?GF-QA#z65kFk4ga5!I@sRaGGy4-z z55!AaW5Cu|n*L`ShQiCSVW|}>MVfCJ?h@jy=LfKz5=T5@T%d+m_4A_-6*VRf{UVq* z&}2PNG<3e@ajm%r1$15zq`+xL=?lV1{XtjlZw7QsG=)S7BBJ`-R7{<*Byv{jo(D5a ziC|F2Vk|6F>Y47qM!C2vxwiW@fCC_^6CuX5KCwfqe4*5!`}iqMi`Q-)s-mPW(N6K_ z1DFE36D6As#}PzV(8#M{4AQX-U)*=Ok`z5>rM`TjoEoBBjmeg>7XO6HTIPrcdMOaz zpP`ysj3u?*X%iznD;(c&5M^(5KeP#GVSgmT5gFOc78xI6-{(@u=z9;Dce+~3z^`)& z8X31nD2GDV!){yEK)+Z9$4H%AO9!J3Uv^g2MCJK?YU?<>9HP0v^%K;6S15Cl-yH|B zXK^#v230^i^uOqgNz=EV(BQ5RRq@F%MH@pT(1nbNv zGPk#jpr5N^n|WlBk_{E0Unv!4wF%r78n3WJ6k%g&NyB2Vyolu9tttw`rgtpT+;HUm zWpho+!>5#t89jkOG6m2{MA(rd)6a2h&1Zatha4raFkz!4Z@kg;bWg+&=}ff6sKvOv zT4wtvrp|wc^pB7AwC);@aYLQ7=nbl zO2nnCLbkJfIhDH;(I>0y48Ay%FZZ?X3yIz?k?6IpD%r^Qe+rqhstd#7nH3uMtjBI_ zRm!+sn!XLsdN|KBSV%`sK5rUB_}F+1FP&tgWcf4!8mNfpybQEVvzp6L^quo|rdskr zD2STtN^)N%zUnP8U?T))s`ibuatCgb{{*Z$b>O2qSuP8|>Po?(uN%xV2Y0`i?zx0~lW>^bv^zOW~eavH5zPaqO zk()iSeDDM=rYUIGf({Jdek3q;XhtThps>^{mq<*}J>1kxa_3}-u@DDPtH7z(7@%ZbsNi=9RsbSIBpSgz?0w{#6weWmz0Vl!zHL76F1RKbS4+dh#} zH7Q{e`XRBfvC%{s*5}eJCCA-gTo$n$i_admWEda-TmXNuTVxIh{d*Vt&VK_%?6G1j zMix_Y(vrh^y@8DYejh(zfA14Q8mJar$37vS0al9mVQ1oQDiK_?OB0JHn6#wj%J_QO zx=o9La;NuO24{K-u?Jr>gWZRzj(51Zzp(B+csG;XaxOoBsyq(l^~~q+JCww8N96VL zX&a~s)Iy!adnt8WlE+YVYTrlkQ{*5y^$IH{sBd)%k}@ZyaXN>6dmT6?<@Cjy%3uu< z697WQ{q%_rM3pYirdN z$BN=;0LgrKbg+xk;}APanbFxf_V%2 z?ab5!_a7qcv$6H0(xXix1frW$CctKMcNFQ^yCpnb0b0U<| z&{@~1EG{*w+s8=s zvv;!3c*-XI#69&Ah#%UOgKNrd=1f;&$nx1HOX(ixp*e3nwoIPc-tA0 zN4s48EJTSE&$)JD(vhe?%?ckfpL~<9axLO>}z(Z=&* zcrX>wj73OJ0&a7jmj*0wv@(ZS)cbW!B?}+}mtjlF!KFKxh>B2ul^gWLcLP$1er0O& z2p9^Haoe?&N~TBqnq_ e(F#7jw30?}7``ub$yOrO7JdU7 zc=v=MDOSqi(UpiWfXH%r9-e<$jdg+CGCXb~uS zoPz3QRLgT4blkBubSl4{z`Lrc%r*3kp>N+H&N7(vV>I*x3O|mZA>KdnhlD?5hWsbT zCJs9h+AFGjEGrO=qhdfTFf?2DsNJh5ybH~AOwX_*GNIPQ&({yhNN8s!2GunB>#Du0Yodm2*hu0 zA*g~0Kx+YZ)k0hrZ0L{Xy3_V|Ok*INooQ$WR2m1uQOoI>e`AcZg%Ec$Ws6hvd`*`h zp)grFcL`ix=lz;Bzx_}mWUh(>m;T`$3;tKcq)r+FUk#?x61}<+m0u~`Xgu(~Hw3jR z;hA0xLGbtc7uU!tzdCbPID1r?M@~{&B3o)_2l_t06^Ct9ibJ040y^-9NeNtid1B&A zIl!nydHN^&dh?sdnl&}mxS5Lg+s_|X2cyaY2^{7yYVq>D{>>{rKElDL7e!8%a8MAi zX*84cpMiX=yCQ30DI*{RTx{P?Nc^u{%;6da=GeC{U088pv}pHil|k?r&&fE+a!_7c zvBBz09E$sDPs2Iy!1pM*OUY^dr@R6*A8+eoE&YS+)h5Muc)n! z1ITe!3mLO&%E~f8O;FkO?T#h`vt(`#qu6P$w>gD4rX*kOq{=*9ALon~#q+18D9Y<1 zc@Y^d4|nBVW(Rr<0AN~_@b}N7K;IMr@C`(%SZTsC;`_fb_<}eF+obIkzBL10O1x6e z#-lY`Wf>WGfNxQK`<``P-4Ki$N7xXP5RCif_~=N*q%Q3Zavb(JfI|p`tPK zAp)YV_h~6Mis~qu2ql|30; z!7tL&CK~fEBr84L*H$jE+gbM#)^C`v5!Eq&ZFUVd&KCS8E#So(f#6YLyx@CAZO;D;uw(qYD1Gy_?~1{N%6rQ=ALHf>$`a^6ER6 z4ZNaJ_zrXv2t-muYJbOPF%yxN8iAul3N2XvF1jG99}egjVImKT3@Lpc<*Vs@QQ_&^j@gJ{>gs zg6`v@l79f2KQN+D5N6CwDCL*`a=Sp?$4W+)hlfW^NonWPiOQ`aJx4of2Q%~vtquHWk8c^_5HaJwQ$gmu-Km?K9KBp)b_L8YeDG1XYwuFZOf zlO%Lv`PV@5f_pwR1X-g0VgYC^nJ-XDa}T5rxgSw+O!mJZPI_TH?5*JDnz*VWGF}1c z3ouNYAT_ z#HdvuilR46nb;pJ+S&0c!{Ql^N?03MV(f=xPVMv8C)oVJ9g!uUI3*Yn4|_xw&Cu?G4_;S{O*M`x%2tIMc*V zRD_+b3(R@<6<-f43{M*5m`l?Qy+Tbn({MFe z(^z_1?3s@WN!#qa^>%4Y-prFA1(D%7U+!jlgk1|hzkx7Fj#^es5XZ}ca_lgy9S9VE zDkh#@cBhxnoCbeJm0;t92@W!cv#j)cWTKhMu1jdA$Bx)EFqRu3=UJsqYSPLs)7l-OaID7^=8ZZ$11TdU6!tzB#enV|v!4M}u! zrUE(Uu9$r1*SrSnO!G8lL=MeTptByzMl0a-53(k#`zXs6Nx#)JMU3Gt_b00o{vCoI zB#6LBN!0V+x2<$>F}H*u*4}CoGTJqWZ`Go{k|P%~g`Qz|m!E@+i{b(`|N9zJdnU+~ z)bF14^>TSzHSfCTVQIa>VoP)!{s8R9A0wf}g=Ih%tfs49T)Qa(r1*F*eR}k!2oLDFvQUWXv+E`SrjapcW@&Lym*#E;kC9P0}RzfE;0AsCju|5 zF26f!oKz{C6}AEEAJ+{HM!@H{m^_q)DdV7qZm(-UwLLc(88(lkOx^DqpEk zqNijxb-+v6jvFg7+xXrKDisH7euUId9$>ZBF08f|rD4 z4jH&cB>~zY?!KOER|)%s)Z2=#u2_=Je zGd|{Dso_j24+v_>){J%z%DZT^6wDQ9=eRRJxWnwflR>+#h>Rh2OGUQ;x z+0(FF1}b<@gU(ACtTLcBGj5?6jV@GtiyQ~v;obez_`YQoF0cv)tFH*r`#A7ue)mt3 z)*#-sFIdK5G$Ef^=*vSd1%<>iQIxX2N84TDwR_(?XAXa?#Gs5@xBq};^9Rf&5(`0;>*>6fqp=?+ zNFpJOipDTdhzC;ZHTa(5URcmYq3M}12Hyi2b}i>r|B$krNe3Av1k8*fv&l6Su!KYK z7+mp3Ax5{)8yd1wpP!ur)e@ny|8fp=sXzac%>qWv6?%7hS_MFw({Z0Paq98)I34q^ zvQPOGqyXd9pdcADbvWO?X`Eoze`#U!!^5_Gs1S-RtN+I3K(85LoO77E#1%V_lFfa4 zYf)x`2IsOkUQqV!@;CETK70CNlNR*Q0(d58G*sC){{XMOnYtr@u8DB2TWmUJuJdS%m7eJ$g>y;#2d z59l$_8+%A;|15GTOnGa)eo-w&!_%)^Jd%Otlk;swO8)IE21HwMW&WSx;y5oLuU36> zQ;w-U1qXEWg^4b1-hM#iiLtW1IrC!`kSbQf{B50!qOX;nnwqLd{aX7}7$CRzI2A~D zN8K~|(Vnl_R)4hl$og->KYw&Y3{B0vw)2*bK=!n50OhdLQgs;Yta9Y#2)Dc@OZSVr z|0)00w}6lm63V13tHqB}xh8Y^F;TZ|X7{;9`5OZ>jO5Xl===vaxek`>`!=~*#P!3^ z`2-@rKxt?5+rdc8Q@&kX0C__izj z!rEcL7*!j)p~m@%_$Y-*h|;@OApql)$B~mKkDS<1yklQEpzT>guW*})h@J!B}Ql!!5B{SXiYvna$W+dd3>o9k&eeK+tY>#=2GB4 zhaBCwFksqtsb8) zZ~K>y-^%`k3b9=qu05h@&QLCvoYS{)etzWD6RLATV=35bc)R-DDEl|)jYJ#~m!TjE zsLqU`C8B(gq;kIS3s%Kz%#S1s73u$2N7f=|#-K9h$%ehXL@L7)+i)4Z;2zdesu)v# zzS2eL`S-f+NLx-8Z$EEDRg<%)4us|a_KDjHy3{P-vy@UFM=6?3cgPNIX-Z zW0wIRPoesXB&2b1S=E`gEQbJIZ}93DY5xbNYASIiu z{`%Fua#-voREsta1yT{az^P_1!J|f5TBBZeO#f*^;vp8mz-PpQbma-G*At7;PnQBq%cAcP@ z$+YWctnKYjd;aic(UP2=QC41A`nb;S0vl!`EZS!BKP$|I<=wLMn$|FLNZx zSu3W0BX*}Pmvp4TAyjRMiB%-uoFOq8c1C^jtP z;so(BFI9F@lR{!ZG@p87#{Tujqz^3gA=r#MF#f5R+Q!!Qv|fr-y=`+^4PehJF#aq_^f54U zD8hpqGj@Og&yQOAn@rKpulVBCe(>}BGmGzAc*8S@NQv&1zlXFo18sjVStHzdqs(fwJJSEsBPwh zufP!$C93TMDiu4|dY+|;c)vL|yiXx$1wRh5=_X!;K*4zPtf;S#L_oMbJ<@eFPLkKv zt;W$w&}kNDv$pX2%H%xH$o1#*jVO?9KeTUFI>k&4BZ*lmVUg}+WK3v2`0PbZL$9!| zPSKTwa2dkWyy<_r!&OnXW^Ja= zzL5ndTq>}GSk&>y?gXruq4aw6I_4_St1^;-t+JGE`M6KGPMZgOuIuz_XW;KL9If_9w8BU0a^o*y zu4*|zb1v6nCad(K2V<7qts5FX{^0igX}j{iwO^c5`GD<{F>OWcW^8}U#GNA?&g*TM zCIzKIzC-J-D4%*}(5TPyYI<}fS)zr?`B(jL)_-ubc`ieLXyH}tx=kko9 z(?MrqD>Jx%Ra9N+r*ginZ-ny*IK?fC(1rfNFfqK0xrVv!R$-A1nSICJBwF;&wIe>=@HcV|#JMM% zyMKCAKrB~a(`ABjLj-1Gyif6{z~^T&P$D+b@mfq>A*rsm zZJYY<6LGkosU?_kH)&}l=b0?H$REQ7L$AF6Q+kt(G3)O)M0B@WBxr8jgG-Wx4iy>o z*Ru*-+v4$pw{Ra^e!R)v?>r)d>`*eXcO6e#Z^4uyB2@n0#gkY$Bb%}a^c0m)QB?nZ zhJ(yaWC-|7VZ6W~!F4NLH$~nq8oB8IEi7>fcT9B|?kTi|Q_F6!#oD05U`qorJ6uub zOplVx`W)Qsk{5@)h6yEY>qs8Q{v14by1lp82?Gj@VHo;Xh^sBQdKf z`o#9{7H9O8hf4PV%QM-ZZK#Fm%{mSLL)qsmBG#3$INZvf8^^L7*wk9ZIy+S_(sG5Y;mfdCXQCZz#vMgBBSPi z{lR)V1rbn|`K~xqnF8smeEuj3OQE+OE#xeZ!oMUaU|wXU+7bMhQk*O_D)PR00s9 zx`7|{N#i-tci5S`j<1L5`Bu{#UNOq7GBST3kf6&;o3#@QPzz-EF2xIL72$ZSVnoGO ziD(Bck`{qaD!zVMmy1E*8R-(zZpMN{{_-t6nB#hzhvT@1hr^|KmNMIIOVwcbP>?gN z*9%g9uW0-8Id;@!gB6AgU2lew@n?#zQh}PPVp&nYsE(HYLu)HBUY~Z*91;|U8UaifpJ`WP%CyPwdDxg!Elr8ouGTZ+(M* z?HDE!%JEuph`xnU7-#EbuPe>SyJi0RyH)v5q1Z6sBlU|p)?vES2fUF24eOMQwT*4r zVY+r4iqJcYXmD=vR0bO^&i(>&RcuX7Q3jFQACd7HebHSO7GcMjG1*~W!gB(vsHl$m z!y{dmBkIcqF+w;Y$;Eh$nRvfr!`+>1InXJ=Ep>Y)Wf3kW!HWWTrK2f$BZ4lLCzHvx<$~U{p zC*r0Qfnm)biRQ^`QFdM0!z~?h0A=t$OL#3f$*yN2Z1=aZ!-3rjf=ifJ=p-Ll(gO2B zUKzM@Sa%FNbd0KyF*!nqrbLQw0t3WS{{G#`$Vd-(FekQExN`!4)1!6U7qJ#Hjg0*v zhdlj&!h_0hhh(uQ z3E2&uJ~Pk~zy1Cmv5#Vknw~~WLjpzqvs@a9th)1VSeM_b5rqBgq!AO96ciF}le?YFas6sN?v$pfrFyu@1CEX& zV@O$+s{W^M8ivDpT4YG8dL7aXn7E^eLC^gH_4)6C%0=7~dZvAfpEptq`hNGHe4j4= zG+1SUD@AZ4|3pt=Uxv`?+OC~MXu;TG=*WAi2HVO#u0Kk?op32Q$tF3lT7%v$FH=24 zEDxJlQg__{u`m3 zBsKMidO~AFni#)4VQ%UbDI@p-;&{HynLEA&b-6YBt^ ze-Wij9Y6JPGqqEsQzYZev^T|x?{#lQnpUp_<%ce0kavI)YFN)La8O_^2Oist0N{=? zFe+nHu$%8aX5vCU(`BDMu1;QZ4V znKAUQLlZwwn$(|~)EL4et=RCB`6mKewoI&!(Up_C6iGjavVZ}GI5NTX>}+Kiz;(f#|oA36;U#s@EBUtRsvSTw&ZhhkpWY!){G;mblcJlESkQCJSx<+j7 zt*tHuGH0Vu&}__X46H@}S*eTyuTV@<71EQkkzp(e&|WILYSM7$YAhjRoS0|V=%Wrk zk&^~3{G)R_;}3@Tk;xNUu9PE3IuKEl*hDNFtNjAj+5yX4)P(KZG2NQ+*<%Gfdckaz z7d)`zZtZS}*3`FWZ)z1y75w*WP3dZxBR?f2EbbrmSAbxJJPwO6cDItdM3@gxIMf1r z=2O&wRH~*6zIroA+(eA+_fyT@_ns>cpMQC1*tEJ5aStfq%_XHehdPal%f7ObtS1&W zmJ(uc6bY{?O)11G&Ttz(8PKlaRWLW#lYLtC z!RpPuZhJdV3;n)V;zZS*_9TXo7Bqj+X?e`CWxo-zAHi~&Z@Hj~mCh)%m5Ecr^oo2u zMgf!hihRFh-9GHFI0^oLON;xTd3aQ-P_at27x?5vQ_!AeSoV(Yu$DB&Ztb*5j4)uC z!(nE+hOMu1hxL9ro$IAyhcQE zDk`$5V2Hj5=m^p~MqOisN5KUG_v(8)tk4HnM^+U0V3v}{pD^$c%>3YGe}43J{YEz?(|?`sTZz%GZxoKY;O$C0 z0oJ;@trz^Q@dy2LAyg`w)XUdTuvf;IV^}a{zb9F$ScVc`4YF>C|7kdcy>z{Q)V9q1 zY9=lB^90AU%WBB@8(F=$1VVg?e~#5VgA4FhRZEPTmy-~QnXvn<=zsZV;`RJ4BHkiGaAx4&Z|Uwl zbyWA>-MmQ}Nk$0F_-l+*xj+(~D&Q$9TE3B*28k&y0~k7p!C$JKX`z>wdS9QXD)JQ~ zs+9};mw-c-qFrsjfMO;)1=Pjx_=O5gle+P2@|AD%SjrVE4r~(&E;RYJY&e6iK*b!_ z7gME||A0~F=jXBJTEWc!O-2_M5#`r?a_W8xa&`YfqO9z_p?q-Y*bE08_W`!*e5$%O zS+63^@P9-w5!H2N8CWXoi$c-(6Xyi~K}yQ)@d$IO*RplSg*%YCPJO|bHzshBE zS&O8lX_IrphMpqlT_}FzglTL{KUUhbooTZH5DpdB{V%xFPAW&&2PNr4wz{9jr;nUu z%Iz_-VNHXAj%u54<#PW;YK44a9l8l0u|8x{;QP#$;Y?;tl&r@*Xfi|Xd*Tv=rkg%j zt~$;!Usasb^5P#r>*RNPHgSJ)9k_JLVgBi+=`~X2>Eg~82p}@7+ujBO{>5-Gp|K+m zRRR|aVl(8L;@aMdv1Z!QrOvW(RU1=;7_7$XSg==|5j5BUsA>mr*SJ&E9J{+o5mHszt+>J*@&URn`YkO>Dmh8XFUx zg-(cT>cU`p)8TkWB}(WE$f8+zf3vB+@x)XIQw(dfe_Rgx54uBr8mML?JDG@w!NSpjFpZh4FqcbC`+od0eVoQsp-7Dm%U2`_R%cst_p93RL@f;?qSGnfm4XI319QzT)6J z8LJ}UIll{qlRsvl9&!lbK|G0ATi*yk_H*VT?6GpgSBxQ%v#HXvI9!uGQtcz;TS|G= z>U;s(W|bCy0*Cqd0s>ub&^1S9$dLQqC-x=^qqJ|8G~61cNmNq6kB)UDr04+F;R!4q zXw1d*?s#51PUDI##kUh`9d#wml2$<_nnZu8WnLtv8~kUt*BKg$ul&~%XLX(7WE0|- zms2Xn>6xPLaxFwJ?hAItE^%ik2{->}Y@Jd}CD4)S$!ylhV>q;a=p8lQPvUqSk`LZ3 z`%nZ3sKzIB>Gev3*<6uOW0**|qDEI79IP-xB0|mlkZ9A+PZVJzwZ;3S|5P6tpue7T zmM;B8+L##X$EM$6_YRXx@z@RX(75{ev1a_)A)lbPTsZp{HaJ?-H(Fk<6IpmWUpQMC zE2@V~C1aMZY9MOe3(X8MQn}LDJO?VxzFvZp#8X`!3qS=r_e}kmsjxz}7b3mYC#5y; zf84Mr%j8NKPaxZJ5JmbGjNqtGuXVc$pavcL{-o#B5!#IOhWG*V+>&J_L6WPq5l%2~ zy9%^~_{{l3C=yyav#e-AMk3&%vK`9~gqv2IBzsRpm5=Z-cgZ>fYa9A&>UnG&t*_FY zgKue3X)31Tj2U^F0jhem>r{m({~$46>)v@{HS__Ii1pxz0MLP22C}0j!r&tlE)EI< zLfCe3Cd-TlSq5KEpRUrhiqX{{hXqH&%1&}~Q{3Yicu*3l7~=G`iI*I2zL!mcPyg8Z zpMPNJluRSw9Ps zvZkPioXLYsTr^KGep9%;{z!LJpKe_<^hFsytjOX{mhoOWmwdy?DmqW`JO|UMy^p;o`hMUi0$3*8t~NDXF=bK%ny9@W@KT3GO|f!RUie8MYG}H;1HJ| z17D6u){mAMIq*vmV$4-<`J!Cq%GQ3S0JxHnt!XOy%F#`TKr6+@PTTUZ><90b0fWVM zHTJ%doS-m1J{%T4$VdT6A;BIV%js{bc6v@8jO-4TZ7LtEenhf@Z_dy+#d(HCsEDe4 zHewymrFO?@eJ>#&vKHvwL}i&%A9?nMrNzZLP}Wki8Y2Uv6}gy<){M2w2B*Aosr#zF zJci{*sS34N*AV%^iXX=~KZ}Sj`I@5>rOmWPx0K_jDyS(?E~QO%mK!{&AhJU4%o056 zjWHQEXDnwN`|zhm@ns*rU*YJz>;zTC)zKWPTd4f!y7MWg2B!O3uC7SB;f14XoNtgB zuu(MV$cg<7>R04#I;5sD1bP~SKcm8XaS(|F(VKXwUea(9ganqNvHx`PZ=%Q;(QAX= z7*+X7*Dg4y*_a>M7+6$`&OIu&tap_j+}l!9)aBY)sTjg^4N$j9EHT??ZX;4A686i$ zPo_n6_`M4(&5)Q*3V!1SiGPxuWIXmP5&ebX@x1Va#kx^P%VH7!nfh>UC|0CwptVs# zttugSMp#mJf7MtAP!ngPSjweajsql!)GB#S_~9wWR8M(H1=*XdWsSg z<282n4pi_ShOzI}A!BtcI2lSWZ zG%e@T)6*KKb!?~K%5MMMKs~9-nu@Hfd~UvLV=iD-&SG4+BA1f^JaVJIG99_BW()U6 zB1VQX(G5}IptpijLS7?HS%G;FgUJoi<+et@aI4e4*z04@wO1ffQ4q1c^bDo}szY_C zq5nf0xSf$glA`Q{mF+wc^CI9O3jK`io-W-cZ3<<&j2}dE*F8*u_zLAV^02mq#t2%1 zq#@HX(w#c8x!ilEw%Qz#!o*tUH@iBu%t0tglZ# zZtlsRQo77VAgu?H(rctc;&?&vgq59vV;n)kt?!g$Zuwwn@B4O8zEBTvBt3;B{dstNJdUC#bNdr6E;w6XAK|Pp6sjz|Aial1Xy%v(@n|F#%j)U#_Qro-PG$K6S@SR%`YpRm=R z6=E=Y^1Y~FS2znS+ylZb&SaqG0l7~MM`@Wd$~!6lN!@XCBg#6MrH4Bpkm4at}Wi9I67D`^EmmQ{5_eb-1 z|K+l6X71mj#;=QEE1wyvyce33DrHH!1|>UqaQ6$zj95!b*Pm*MbRXscTl}2dW>V;V z^;Qpbf2aIqc^C$%3LB}^!BEkvE{%IV9NphHvjsWaVhp*nL|{0S;=1!S^Kq3|g5Ok# z!7M^n3hb{RYh3wy4$?zpGU&UR<+^`s2vjjrV%3gKBo(n{Pn73*;JF84`el!;>%m3U z%}s&a0Ju(ktlY$pk2|tzhw8HAUQBIHT-;>1&`%~?<*{xWNJ`Be2YRUkECdxZ2(b9t z*YF)Vlvsm8=8@9m7#yo*4fAQ0vPxb<=_S(#c$)Kp{~qv)XK(y5&GiHt;bo*d^M{jM zSFFS(rH~ll9dmQWRi9nyv22QwDK&nwd9X_3OB&q1`j1MGiOiADlk+rbwnm5{iho}j z&49;RXEt@-2=5lqAf<6=oszl_8>TH+_?u&|=#eDg6SH?sVe42#7Wf(loDS2l@l+KZ zgk`H<5XG{ssJ&w6hf&E#sH#D(i#<&*#DR&CD_JHDl_mM#N@dDPvf3})8+Vd#p~W6y z4$lJSD0_VC;qXH!s_=Ma7!_t;L7g1;7tqm8&&{JAX*#B3 zAS}_|FMNThE6G$YBs!nt>0oS6fN@2)3UZgBs9*3%=$)rXZ&wO8^&&vNSH7t0AcfUB zJzR)Xv{obpN$0n-i*HNEJ{Q1u@K z{{o=n>XCz6p299!H75m`cK-|O08{uap~$yfoMX{@ z!TC~HRsd}g1`=OHUPC=qrR9Hb$_!VRGHAlj=z#nsTm$`H%~c=2 z)jU0Ry0r;6mFyNekDvp$)GMVw*I+jMy>OF z-%ClEA}74fimJdZQKC^(BU28H(-m!FI_idMyLM;!8}TvVjf4HkfoBA<9YohxzmeC< z3&9O$PGtAF|5o<31FP@jl_*u#X5jCmd6XhU1m_>n1#8LOY5btxTzh8RDwoW3m{nOM z4e<)KkMLRQ3aj!!&zR1yN~(m>b6#|`78(*F%t^UntuVpNG{v(+EX#}%YjxhK*7yd? z@U1$9yC$OWH^+Qu z9C6Xna^vFm5YM>gxnA=z#{7sVpDISI+r~ya$J&5a+tkI#hn}M3X6kCG^G?XH7;4So zfgRC}@lHX)@Plgh`vzVs00OW4i&)uSo(`g!T6!~OVqz|-SBW(8d67I!nxZ29^i|IS z_rdl4Q$JhiK0?H+yt1qQFQA#rp*tMLH^_|EZCr+>fb%QAz_6>(~3tu3rCO!tW%*X?Z5V5tp1zNT^7# z;Un6!cS6PV(|qjT>#J1Q8J@bnFWg$02_>BQ*V^ZVC7+`eZJW9GE^eQ7nPfeF=>bC1 zh~8d56J3GgAQMUzYRq4^9R||OuvE|=$nVTn`)#5QaX%nV9=+lO68N<;dB5FxKcf|8 zwVGjWk)L<9g#u$~&D2A3TA*^iEOFrP>| z&hk@MEhO~i`Wf3z9#>Zln(hur1wG0ieM^&5BpQJ;CV4Kh5Puj#QQeN~s#2%*X~&a| z#N*UdqXg_V9ifRS%Z5fTfr-{M7ZG5uLM%#O161xGp#T%^XR|sp_h5uB?sZuwzL} zy!tMeV}MvNoA=0g(=ua6NA&C&pv0(BF-A^G7e&@>nq<&+G(svEP@~ARyJmH6aL8Vw z2|R7zo&NZ2TmeY}hi(*eq_;C4C}1r8pbv(9Hq z4lg;nsI-CPbWw~D&OG{*yvo^-DRD8JuX0(lBB9YlCiZU0=hqk)uUpssW!P$~9yI?t zGTG0Y_cLc(K{|djbUDpnSI>v&A~>s_>trKKR0c^YG|$I%f3(;0iw2!V8my%&#G9T! z;TO81ym#vD>WV`D)>4x5WqxW~%sVL4?s?(<$OdfJlG7lVqi{D1oDNQ*eS(wcgM^c= zMZlvPFqr3cJnn|eV2E{oI6>^%ss|2$vUC}4xs3a~D?#Mf_sJZw%+m5N=TA&n=p=^E ztmyc9`g(w&s)W+OKnj4n!uh{1(s6%(#~+s}r78|DJ6WKCC*Wn$h0uf~7=N})Q1xUN zwJZD;Lgwx4=kFgnEGphQ%Q@rp&wk5;^V$7&%H&(XIPv+#IXxZQ1OZ0yh(h1Za7^nj zMy5sQ>3k_PjplOaHiT{S{I5hWaPT7N+AXO)0 zen`;Ue5;i9VxrBEr9w7$-Iqtfn!(S-&QT|XzkWfZW-TDQlK97J&f#xvO$(hF>yl5c zJD8hQ8(JWM{ktbLI%i8_ucVQS%y(~CG%hs3dStBWddpm)fFEoEA#sig{nRQKj6rHAeX0GX`2bfRzdS3 ze&s|QV=lFZ@I(spVHtS3G6{M7ePzOiNo1}i>gi0^&2oET(ncnSQM!XPc))JiZB|c; zD2Zy7a8w<)LIz@=i$q{)*HUW)sYVPkF%q96If>LcT!9z1C1j*YoT+zQw(6Ke!=RzW zqd_CJLFm!p+(ar9k<0tW(DgJ1Q=d3Ydf1C1+|X(g(ch1mhD5N7LoKpNggEhDUE7#^$Bs+rIlI;3! z2o~_b!%o6fO1HH6+l5@tR6O()P3?-Gxj=5d{~6ubfD9AkbA4S~+|_ac1S+e*j*FmU>_U?wH-)pohHPcrH+1I)aiawirjtU|Tj zbtA>zbs9kdz~t14O*f68gC$5ceuoX=d%}Pg%-?Vb?Zoc?E*kn!cS`KJz$*x91ncX} zT%UdCm|uax!Pit#{S{t|o+`*JuR@3EeraT~coh!?`pTLbsJje;wmDxbZ;2UkoRR9v zqW-A*kG-S&*_Qc*U^p^4-^*^Ux?hQ9z191xGphun-pWe$g!H4c(kf_k}3 z!>(xvQ4c=&6C#M6$onId%_w7?uDxFTL>nR!^815y=gcpmUk;j{k||}$4JIxE z0)ys+4iviIraIL)7N|leV|!#gh_g@zz%}`l(7f5}t>xUWt z%F8DZ%`0o{f8(aW!^aQe-b3KZP}E}>$CdI4Ir)2WUi~Q;3hmQ=)x-%Rg<4>`q(~y$ z?4EBgF$*Xfr~X7iMJjlBxy!mhJn-WWU7pjhGq>|FbTc9nd{udS`uEP?Qj(p0@i+qS zB43=y{R4S3f*VV9sn7oCNV!vkam<7^$Zk?5Alik07L$|1Kk-w|jDX_4dvTIGK{wf4 z4r(>L_U2Z=PluGy)wV7%Ru^QIfKXMj8}FhnM`Da%qwdOe?0Pfx-Mq)N zZXD+bJypBeA9BhIYD} z%w}EajyBEz0<%GcQ_Z3Zz=04q?NffNV_a9s5XrRQs9!`)6sRa!3tTU6FDa0m<9{!# z&HNc$s_oZV@oe|A#d+bG@FhYZa_pSj=*kTyK)G;%0^BBEn&SK{Fsi)Gp@8@cKQM%- zY3%~&`-$<(%tK;aO;ZsbdWI z#iWq>=MB=J{ZLlvcVk1N_{{yzxo%Zl2d?LEcsC;k{mS`u5AZGcp5`UPS zW|t0WLv;!0DS<0nve`6@hkc7bFE1|zE=7dnmh#Gh_eq{Km2_Nj z`>NK;kc$kNt7B-MNxx5S2`n*_YS*-@ydBs153pq?lSG04N0(WC{-|jzz)R_Aku-<< zb}h(gb(e5iq2R&%a_b!E))T%Pp5_lM8^&qHw4BmW}*)@!f0T8^=&BuIwPo-GioQt&C8 zPsEkjHT0yz>Hf&ev!|jqeDs1&R6b5xQs z%%cFEnTs{7I6!3F)6{XU&YyGWel^W7q^(-eZ@3NeWnZR0GQJ_7o2nct(?g{+A5^vf z%`WCa%ldae^bnmIS7$0M#bKR;`hFbQlLD^D!2T(UvzXO zY!akU!zsoqxvUW4MB5cvk=Z#5y(#^}Q6wge3N?lx_P#v((AchyC(Y&Id`G`irbDbW zPt(Ko38@Mdp9F~)4{Z-(;Q7P%TD4~wJJ+V=2k#6tIekuSv`Tj>=#nq!kdrPoQG=jk96YT?S74%B|M0p~EE zZipoM@Vmrt-xrM6d1})$?fqW;P{Ya0S6$~aoU;#KQj_M{*etGZ+v`n-i>$YrfLOiN8w6BQK!NKwtmzp1=iKoQ0J@BwhErtHS4 zpBg_Wf0X9nO|QG09oQrIO)dKqK@JU`jE%3`VtZ4~&@Yk0{1ruXmyEpayjr*b*#0Xk zcQ#&I25tH3i9=H?37+I}mp$oEekZ5a#@7J5uj%M3{sr;3(#>dTpgH#qYF zrgucffiYL@DxKb>?6~8RSmoaj3M2U>#K$w+N!q=e{#l)S7uz0^fS0z1Gjq6Oer0w- z3;vX>yY72pJt)p`>_u?s912$;_0h+W1kB>Xx6ggO%JkckVuXGPO_ck8D(xhvuKzGG zSHu9bV$s)!6XUGQ?t2h|J)NpxHI4CP>kv!F`jYNMFMQ4m)ZFp6JAHKD=gq=a8Pnfc z)FSdzUR_^Ksi?s%%3D;Tb+831e~k7Is66spxr84^)$gaQ3sizBzsj~6=PF?RG%2A9 zPcZ9!0hF@C$HWHYuLzH!h9&t2*h@}d25UZVI*Aj03Fu|~XZ2|3FKhH zL%~TvYo6+7Aa-1s+}5nXMVM=ry@PhlsDV)!FdVwIP0lns_$~JQD<83`m1fPWp=}Hq zzh5b$O$&d^Q~RbZQ)OD_yWic9&u$-GCzzN}wfl`zcyBeCH{|T&V;n_)L=7e7vVMxn zC0jbT3_*m_&Cw}j28Cy}DmKSv(|q%l4CmV)#RBB*-z%K7@hqBu(i@Qd8kCzwI83I0 zT1pN4C_PA}eqWv!k>9fKEAvU*NKVh=3y#9sEu7aZfi5kySuU??WOHPks>VA7!T|1b zs73;;k~x2N1Q!%oY!&h$&-fdK9nV(pY@26b=*ZbsgPbQ-e1l7@MMu_NL43GnF*D@* z%>y$x7lcHifX`MU2SVPm@FcPvg}eJx9Qsro`gH>S7e3m8fZkS`Vy;ZjWh+-lyNV3E z`8seVf9crui>dEDm-7K!4CH$ev+P{_6J!vgh|wHYP75oGl2_+`Mc*=e)5kb1wj6p$ zuDaiTx9&?3VFD8buIbH03r;#w#sp)V`}L;No7BM9>`H^v&IpPAuR#H7x9(ilKT7`` zj8BAVFP}I?)iChQ*~HU*r7Q5`{979z_`Dw>8aWJsbF~h3xZKtU$KL?BU!3Z?a6m|x z1gOn*cZK>5j--(QLLM2@LRWvaT}@S6)s#V3V`V0sH8GLqW=tzj6n6G-w$E)#jhWE$C^z)y6qbU1bMq3935q^!!xiNqx5CIxS>a&&K-YNW1W1)o^XS zXRv_yw4W^o?cr%#&D4~F#A)!uw)O@B#Y*6^afDdmySCLwvew&1s^ka>Th@DG$eIF8 zWR|Gbz^^a(Lz zM-^ff`ogR=t#JciD4-yz1zO0nAXT0Lc@6>jIfdo28TO=W!j7kQ;m}$i@=$63$%Ei^ zcg*+hKT<*^?yhn6^qMK9rzhyl8{C%D8siwS?3U``Rm{H#PTue4D`MFCGx1)_@|zJ< z36%IBum!HS?}DoC$Czh-y?!YDCxPH8I!ZS-V#vH!s;Td;9v37QC?4h@Gm#;W635ub z--myo3Oj(9@ZS`$Ko)C;Mdw-G; zK?eN##fAt{+D@LyyVq#^HzFcp&|4Ndw{V1RGDBQJDFerc`BB_{iS&}+%6NDj{_p6Q z<3m^*4JT+8gU&=r4AQ_~9MK?gzXlw{&>J`?g=CDTdA?-6YN?7%v@eHvxSaX>1`AgY zA-&0Vsb3_1ozRjnj6@G$4B4^^?+SyJm}er!I{jEg$Rx9B#RNj2arvOQ&c4}|@nEZ7 z{DeZYc-WnbXQf|s`rF(nfoxMzTbmk9C5e3=d+G-t$pIk^^=a%UAqR{y>3-3;6IEUF zEMx0m)-6@*N+@hJ+MG#=`6xA7X`|7C^j{f+Q+*+X&R=TkWc3}oc!Xcpv0}H7BFLkD zm{z=V+uqaL);gAI8~LUg`CsvD(`6Xe4~rrp-svJl$~61yhxf33rB)koUwq~;x5+*q z`1kx*SrZnw|9~F0>!r(ntMt#bMD=FgBK%y~U5@W6JK;$vn{{dwwX8i~#R4u%aGbXe z^2j>DR@`?F>fi>W2PQNIVi^7$OyASH^NC_>zNQlapEn zs?x6{;_Q%X?0k7x6)>L=*Ea3u`_Sto4NFkTnPeB=ULe?-pujka=?tQ9y5$oec~=}z zq-&)}m&F)h{G(`#p}SxODfe;REWNfdq;z7ju)#&f#~ljWm1kCkY;OQLj`Q;ktIgBn zX7Ll7puZM5eM4m-PAcVy8o&fuw?x>DINnR+frJ9z)Q zW{goUH34QWGhv4)r~AEk7`SFg#C@^S9?4(`;hPiv>%_L&kNOe;y|!o(mk(WIq}l`~S9| z!=Dc+NlnyP&SnlxJqVf(tF>;P+byi>JN}T!;W!w_#GG_Zq#jveX^5El+=3Y?ZmJ1u zs8Q>;Oq=5%XB_x|vms!BCp+ZeR8Dvp_&!y^{ju=p@Ci6WE_^6(_>==r}*oj z@_+D_mVaNKe?qmgtP4(Wj7iIi>mdX1A|)f%sYt~|nM^oN#Woa;p2qRXE$?0tMtWx0 z;HZ^;1+=MpaCDpMfp}624AKe1UXC)5Lqa(8JhYQfawJVLF-MS^Aa^ab!y7;sNG8^( z+wV+doo1#SSX*_mIEecg$WOiD;NYs_O{(&3#&@VPOxhqdzJ0(^S{y3`^8b|_pka7> zFe;J@^XeeyN0l0uL!Vqk^~3aOF{ipp_HEAKCTB!q&laJen&gx!*J@;~GuLz*M<9rh3(6>~7)jYItv2K^m)@c%c5cI0|{S`HVRghnHEcqoF z>kuMIQV||M|HgzHnCluw;; z1#_0FV(FI2#5AX&U18UA&tbKm0NPeJ#|h2chT{ixz#pLMD(9l`d#*H1t#pAck|ycn zEZ%|ItDUeGw179r)wlu%Kk6IPt3wngEn(^FBE#2z1_Drl-<=0u-@WN+K=xh0I5rd1 z3@m%;+wR>V_|U#Fg+NLvvBOal#OFKD@mq7ix;^}>FM`5}qFmaL%rJ6B_@UW6R zQ=0Ew+ES7R_YAV(r+!N&@-QMfEZay-BaAUk?Q}(3UEDY$a%0_0a9EFClwMNB;zU0sbrP?KXa87lk9M9r&xryzNdJE$o``Ec z5#w?Aq2>fo`y8!q3H2=5@{s6 z8vf`=tI*Q6eCJ&!{9(9&P0wrp(=+S*;`CK5dRz_!DH*6F*B8pP^weZ#R;%3kc&A8K zQmQReaErJzLIe8TH{0UqYQ*a5>e9__0g;To1M^GA<5_-gt9SZ-o*6w0(jSQmH*k=+ z(nIX;@F(CnXsvM%CUL%a1Ij&k6QyHvTGOmbj^s3FK3iEng|@nt*1P(Y(@dY+@vX3*sggZyuv;!x@YChwfCB~XsOz}>5Ds1^&Hv%<0;tur7 z&SyazqCyR+vaHOX=Z*YqJBn60udW{r39kMNPQoeR2^BvQ!U%K3h&&7AXA>993ECsP zEuESa=d9FWc(6V>3JecoY9P>jmd|&IUd3 zCETgT2qF?3HA;@G^h5OK5E7n6T=$RTuC*>MVoJu2{Lv9PN}Lf5=ge~s@#T5?l#KlQ z0k|KXpc7Ikt}if;fkxCnP=arepZ9zcMZ&sfc98rsN0%HCfqR!HJ=Q-pp0R@u}N zhrkvBvYRB^*~oU%XuJYMG5L>sfq^uhPrPQSX6R9O06n2hl$|d@=v4C!4)GQ_c;Q!j zaLtButjFijUj@+yq< zt6F=b;b_!|@=>iP(7wn3p7A7|-2H#{!{UcSaAXPqpp^+l3^EIkcb9HZh=@v@^^p-% zHwp#Ioo$4qnP6>HD1}A0J#vLj+rR@R&wqCVkdI4jfZv+uUpzw7Jg$8~g(L~-=SSWR3 zR>QjOc*mafT~3*!ogLZgk=J7VP)FY}HLRO5n;m7T&-x{`s8~keejFWH)-t*R&{#D9 zba%V_#gqQtf4aYAcUgI%xrz-T`U>d97Hb;?goW#63)}JT1Z6XZ63bmu#B^0d64rQ?ze>YUog)CLOH6iD)uvvq`A-R+6utKKdL30=TwNo?k(* zl`pZRT(qBT=*^tu3-%%o@UI(xP`diZ^saB136*pgrLP*fIxsRa6bEAO9?z<Z2s$CRLyBnKrvPo7HMaAB){?~nvMb`O#*)A?F1o|hh%Y3Pc-MKUeT+H7ozM@8h zUWn%&IEJY@;g8p}m!B68z?9D`-=+ut1u2Y5q|L=E#eYlEh8QD{vJ37!I9#|WD?ygv zM2IQT(!sTsnZ&m@zJdHM($UC#S81ssWQi=|ICjv|{(3=l5|-4+WQ{O zRN2-QMe1|NagG=ZcM;yAlqw{gZ@=InUzTBB@rotIZN}arhE}<9!5nom*F0db zn9k%>%+>ip!RP=0rOTWT#uu^9iBo75i-G zX7od&gsDfPOjQlO@q$cDGdDwZ=AWo;9c-)B#k2Zu#RjrIazsO^MWo zMY5o82BFZ<)l7{aLXbZOT-C=z<9X<*4lI$3OcHm;7QflUR~8H35WJS<+aE>Y7AJK zC`98P8fsc{GA6p=Jz}&<<&AEhRSo$VOaaKs%bd<=Vc72hC^T?gQ&L3#sVqf3u-(Zs z-SyS<>N5ey9`JxI1XBA%`yYBz$P0XJ{JjZC5i}|Z-^>-_z2)jE`Cm#?(nj|W!a=9B z*H#med(yhIlK5r`(lcbuJbd@9xz)I8oGru+D&@n2G8lQQWdL9$4FD?}KEooP&IawK z_0eq91OH&mCDY%vP+0x@A#O)b$N}E->3gx*rdx_4{M7gpLWNM9p?nq&@%8e#EB|SV zguZ=Kms*;4FhT-U7VoAPl^!rDO~-DQ;4RzRg+s4R|GV8^HePy)X4gxGQ~$Cjo=|6Y3^(UL9?E4$d$NShPhzt(0j#dg+`0W4M0 z028!m`sIB2hfCSz1t$)iN4Uu}{Q7%+&+qamEIKpN#j>F7AgQc4nHFm14GgH|gb?Dp zg^`42MpvnFW>dEXd#vdr0639EIb$$;S9GQ{*99D|uIeHIAzuH-xgB9N!f4EAqd+Jk z+{i|;k@K3m^2RaCAmuXK=z65(DQ0FGkSyQ=t!d~NlP2}X2aw|5HZ19GW?$|Jma~{! zR&e#1Zs&NpZ7O6Hgq~k>8u%HdeD#@FYU^oAi--NR6zNR)sbq4(=3ZXB!P`sl!-#D3 zv8P?P+;rAAwxNPSZlFfK!6O0e%z~VP6U^5L_6WyFd|vZ__TURiWLb!q#|wRI4)dA1 zQveHCvh}?$j*^7p_V}5BSMrh_Rf!g{VQ39nH%g~YxZ`^SA|v=KD1yHFLWGVE0up8S zj+Mu~4FCwK-A|e)EJV@eN?bGiiICD97@4kaY$lQ@@*0!qB`iW4mqY$I_~XStd)~YH z(t3Prw-D#KGl=gEv{bQNkzcmj--KAvFSeijo;-8#do)^9z(-NxkxkQ3u$UlkkG-b!2N7>?eudJN%u8@-m$|tM#HSm(eYaIMZ!d5UU9xsO_EPu@; za_mZj?CJt)l}{!`pRrSew5h&0d(a=qsD!&hY(=n{6)$Y_yH;wXjW~4d$uZS;Lau16 zHC@>*Lsn4mN0uFm&nG8naWo>R>6|-L$oOq zdND`Fi>8E;xKFWV|GeXug4obXp_s{+G_PxDEWiJ9r{hjZ9JgR9=WaUMXv!>j9OZzW z9S6KLpm_+fa^f=|=$;eul0ylqR;&!fe>t5<;~FU*1dA(RBTAn>Taa=?nqIhi$=o

sR zqht5{yyxed=$JTf@mtaJJQ?!bKn6&xsRi$rhRr;*{1zpyL`x+y&pM(sX8tHOIy6u4 zG`%PgAb!NP%&!a$V0pLowVWZ&G*vh%BD~mPN9_ zM}#yyT&6eggy@*ts@mRMM8s&Ftn%7oF^oo!a5aoc{Bo8jyLF+bTTk6ERs)B@Z7$al z=t~TbAI>Oy0T&L{x+?$G4xUABkr1(=0&opIM;@wC>SQIu!obCwh1yPk-PR5dzy@E_ zz3-c(ZMM}8PP6Umi(c+d)GaM(U|R*OO1V)dcx|;puE!|RbRo0S5bRZKC8=Agx)X0m zZtxV`gdW$;(`FC(Gr7%Q`sm*@rFAKhIQ}*r`U_zrKf|Am;pLyKnXpTv(Ra0@WZ5sx z2`)EdWk?nb)fy(G%$dWt_!Z@EZv5isr%R6cWEp_nPKttvr)zn}CsA{NViNL~)aR7K zZAJ56Nw5MOvD4RdYOYpw&S{^yMDi@LZ!*D+l)m5h_y*iQv4Zj}-r7@6$zBL$<$lN9 zrxhfw{~E9^uEu9Z7y8Rc-kj0CrAQDVgs9x( zjII;HD_a4~virkf+?MCqucsww-W=+@C=&8%uYp;EY`Po;ST9mJlgX?B-~%f~*;y0> zuE1E86FO3W@bCY7gFv+So9%Zk==zAWS*|$+&f2^qdb=l;gLi+eIM%U0$=nc!X6dsb zji_y!OapxG=iE5;?^u$=xmmCxe}C;s&g_2qQjx_$E1Stb{$bb{$?b9JrIp@wm>k1^ zjrepT6bdW0yf(*0@kxHD_q&5)ovo{S%3Ss2;26Bl?8`4CHZyZ_-@3L{GtD>Pa89Lx z)yS@>#qPR?P>=`W9!NBLMWOLC0>8CUHs|}@M%g1_VSiwwx`N=eaBLjxRHL2d7it>% z6vD!2GMP@;6+gM#cQ(SuSiR`>c69}dQ)$yL7_!6SxL3x*Gcq!kZMa&iiUwdf@q$i1 zt*$1}^CmexANKYN>Ddl1{ih04k9svwNxbIm<(Q9NTK$WiNgJXGd?oh-B01+(|Hti^ z@2cnjsZt%8r!yQ+qP}1u^QX9Z8m6Z+g4*6P2={>eZS!(bLM<|@3jv4OoDQl z`|}=%tyA8Sj}&e*~sH?1pg`;n8O z3Kuj_FL0EB?^LYs*qv_0lqEUJD_OG}%OMpHWDRU2-3vVMpzN0js^dbcHab6S60FGqobKf5CaEkt4P!Wd{84=Lfepk``w1T*`a>GxhIl^5V)QfbA0vx zvpGIrY_#puPK7?&d-gw|AB$t?+q0pN^O${B2-9_IUA>s1Zz$tj(~ULqIk7B?SV28x z(TCE;us9&NP4ko%lo~>{{OD4Ml3&DOIAi|N?=mKQ`pwo90@cZUtkP|QMT_e2@ANPa zmF7A_*;0vFxmO^6ebal+e_?)&bz3#TX?0oIN((y0MjwZ+Ro(Ume50L-*K~2-U5`5I zJ6CB}gj9?~6ESg-%h|@G^YA5FyDszY7z_V1ZQdmt>mIK0dC%>>+F&>etw4o72aIfH z!}$Y08w89k3^HtGJcFr4SKsHOd`<=4A=|W4Sz7{^ovov$h&?^$8ux+$rL2XnQI|+? zQ-&4i7~RwW!P#7P02Bc>+Bhy&WZ5YGc*U?VJFe58==f-> zx!@j`(qZ4}(xWBZO|bz9mlh+*zxeT|7$sZ4xco_t18ZCnGAtlJGHP9o!bB{YhJUK0QWu_I0I0C1QNfY3jVp^*8k-qTd4biwL#D1i0eu7x52X*L7PpZC zjN@z8WKg?jzaTeb_jR+Jt`)M+Lpe53a03n+N>@LAGC6>iuNNGlF|LgTY+YEZa3MBD zr8V<6D|jZ$`bZ59>265j_Vq8bO)IF#5uGh!W*SF(1Le{+j5}~UO6ywQi)p6bnd(ac z3rv01?}&A%xk^zn13HW6i{@2873#o@Ql$qv7%D5vEx1*6b>N%+H~dJfcOYRsAH#Rr zm#iU|PB3-Vs*65@cxr4S%R|A!%3}LV9yVaW<0PXJZ9C^w@fKsCs>!RCYF`@5Q+q%z zwfI|i`Hi65vRtJql1&oK7vsWU#eKZWccjzpwx*u!2w&d)-*-^|F+ zf|C|M{@K%#0e9fFBul;6_i;OY;P5y99T~PX?a(D9?KiFEyo-HPEX2j|*&{xEsJlKB zK(xZhwC)|kNJcq?rX^StgP}N2$1bRt7xK$>vDy~>Gy0Z1-gGpkVk=L(I@?g$wZ*rQ z9!n<#vsNXXdx=*|D~F25ZjW$+b+YtX(Fw=Bm3T92Kzgdjw#k>)Yugtm`g3RoM>5IQ z-mYYG*;>t17PS^nmVa*P5No8gM`gZ^khBc=DcvZHYJ?1EqfQ8Z)ESw6Sd7z;lVsaq zs{NU;g_M=r8c@q_!La_OR+1qAP!e&qn`L>VN-}ow$9c(*vSi>$sH+iuZS%0tlGRT7 zwSK7!neXb;J%8|HES|_>R@78{Zq4}_<1@*rPZ0{f6}U0elWuTK6R-L*{=!pUrI*jNus9&LWR&C zL*N)?<_Ww|WyB~DEJ=f$o2Hbx`vdTg@Guu4@JvP7>{iWu(klrbDr1Rwl(E3w+D>x3 z=;X9a=l5+AvZ9Yj-^|A-EhiVpNE_~YlDbfTW>Vk3zrL6D4%EgjopgyXo2asc`Gyv@ z6*N;-y`}yW!tNn;;i4~;aB1(C_>wSrZ1Ga@gyRR zlv2cL{@Yxf4QZPUfRo|XsyKAtw1q*C;XT@3Z<{XVkjMRGTjtrHAJhh_1^Dm4BGx8d zQ=1bR&d`uh1r1bvH!Py#`jOtop%t#EwRAQNf}F}kmFqc{E@UPx(qsce!!nJzFX^5C z4gCKabsu$CTcd9K7xo-7D6dON1Rj~|-^rU67_T!K1+LhkNGNi=E5lb&qS?`gmM5C$ zpKkNkY_BLX(Ux;3LF1RsU?8#NEO&YLGmUTID}(tAXQa8!arnu_YYZO&QMz{5MT5Ut zkkT)3_;DaQ0M5dZS{CjQ482EL?Ng;L`33CX949m}@X z?Nho`Dt>UMOFtVYsk<==y8&;9#q$Tc+pE_o?-_HJ{BVsFi|Gii(*!*O9W$eOYa#3< zG7tXa5Zohp+3#>aFl`;V>U<9F_61;4T;14#UA5&8O;)A_$yJ)iBfzVT|IOKYDnAt{5lBCnlys_jswsybDUdOho+r zkBK`F)@K0=`sN%k*djy)FlCZKxUKC?jM^G$2SSZWxyF-GkSwr~t5$iF=FtUKx(Jcv z1ea#ly3V?C(#JUXVU#mh-wtfIe+gey;m-9%mkpQ9gt+#YvLalb+n8IHEt-!nAad_i z!5Dumzs2Oe9YhkVxu~+5`zZ~^bZzNPF*5)V8on^3t$!d}&ZUSO#4FrfFR?g5+-+iS zf!`fW#4|)w1e+}+a>$Xleu0ZB&5j^YOxu{r^dsgk6q)d}B6?^T=s-|U_HTBP4?&HY z#j`beH&Ofu*tQw(H8KGT*a=T{GXW z@-YYk5^iD!R}y_Ev@y;Q*8}T9*CNO!d0~9C=0?YW>iPLuK?0{9CsEtbBi&U98Z`xK zQ=MXRgM{|}?LX_I50LlAkx64%-r2it>2lQw6bYe{!5mW%p~)_H;&S4zpkGS2Q~Pn< zc^J*^!>^BgWchM6_zVX~t-?%Br`TF#jb>O5-QYmt`XlHR+J6wBFJ6%k3fn<3xe~R` ziYT4??MpPS%5co&CyaEKa;0we^npm)=dNkOq1aFHA*&r0*fXk1Q@r{Z5ZRfuiex5^ zI?P&=W{|$S}Vw9cUAy{|i(?opEpIHowqiM|u$`#er|U`?p| zA@W9*RZ^1c;&R@AwKfAASHp0d&**pdoA$eadv3?0!j`DVO5qu$_w{A9e^Puz8Ue~& zla5;*fRKfJNgl&sNJjgrt`{l4SWA4*YdJplJ4iaEk6^V7*@x8H)=Ws&ooq#F()kZ} zx)k0m#Zhcp%L00l4Bfa2D~RV}d~O}!_AdBUSz;Q8%dS^T z*_k=_`37$@5=BP`LL@!15rZCx7IHR$`#pss*tdBJ5te#W`@bcjW}39^WlOby6kTX@ zT;?!Kc_(Bi^;iVVae+aSsF%H(zM*)1G1JsEGfO<^hO)XF`QEanwvi~lQ%h6M6|r(S zr1whopZe;0Qrvjwzy6^8(QJo?5Vr|q*i3=UU7And!>(AqQA^>kT4mTd+Bh6N}wpTGR6LbZrCKdNCDMQB)Z|y^%?S(Ba%PTI-iJ{yVz;ce^fN zL${#HE36LJ_=wL4jYg9SbNPQ2xDYyFC0eeu*q?nOVS_J9<+#Vj z=!IxCktX77a=K(f8kwjYF{a^DI%Y<3vpCru9p+wvGK$`2o^?c$)R_*zhSTgOs5V&zzP(w$1JlWiCuU)5Yic6W)zZB^63lC2w zG~C=1O*EO>VOh`X#);AV-|E_++6^hfM#ZAI2#yv#B^m`^*g&#lw!K+!Oj3@3z+E{} z@DEOV{UW)vx|=V2D+lK=a&R#K*=;}gImZWYfk#!`+SZ;73xD#ML|*Rh_@!}Hk#Av= z^<}XgZpAyTaojjsRKrH-cQ5)Smo_NAgT#L;vYEEHjQ0gj_h_n>qDZRyjFx@MMX@9F z((E5g@pSsPcjZjc80Vv}<~WM-yQ6LeN`khG_TxuIu07lUeC@DrqaiDZ1eSQ7vaMfc z*G&biNoKavXR^WF!{p_rHQWV}lmwjHP7vMH#9tik-<>n;KEdi-mg-#5eUXKjviwD$ zq@;jV<`EY&1UB}dF~k!9K2+G_sSUVrO^&8Qle3@V!4`^sa91Y4pk)o)Yl}RCzX&Il zk35rU((c>dMm?D(hbsf)P z3PLeRSt>v}G5}Xa6d7Xm=4@E1$lDRayM0;&pzty&Bdie&%TAUQX0jLqT{z$aenRxq z%o=om-U!SlqO^)`NW+Af(U@px$|^FfYJSvHof3MBePlD1@R1&S$r9s5x5Hf|WXtmU#f#j^;;bx03NX@8?$DyksuU{{}G9iid zNY72+AWy)*#h0~OKk_k-%Vv;fml-LT4bX%_FS<72WQ6`!(a{kpO@kX!7XF-o`u1(W zICSV38LGOoIJ!b1U+PP-LDswfveIWVHqyg=_Qt{ zYv(Zj4z5)b=KgEfR-Zslt)Diwq2Mt^4C{@)|dw!&Z?zl;GA)P+B{<<#3N36j+FS9Oe2Y;avj=m zNiR@TCd8-24brglKE%p@xLr4mvlI!NjlfiaP!iCDgPuorovWlr4kz&VJ@_uP?+lWCEnJZ&g6?foz0T>Ytx^>{91x&B9zg*3os6fKqe*{ZmS^0 za2#hDX~LDFy~eeZJaEPax=pHO^h1_M>L)6CT2S4m{`&g*7vb1OMc;S5Bj*HP48lOo zseI(+*&p_oS`Fn`Tu`r4b=zj^QQ@H6(&T1wb^(`#gxlGC=^m!-&0XN%;`c5eB;EB* zT(XA5o5HEpXVp`{kcOd{$CJETT4L;f~U-%&qEuZeN$e!lOnPd z8zqyNg+H#@FB9F9$PSNBPA!k^wg%-lX;1CZ+RrFdtp{rg~Qv+-daDaaSp7JX8oA~AVxrQ zF$m7Bnd}tFhhcd}c9S~Oe#&$9B9Vl|%mq7-d6oh_8H6wW7uT3W`>zOW2!ZEg^)#O; zDh8Oo>&I!Yhvyw{K)0@<-HIlM`Wa1dVCFjjiU#&1h!t)p|IU#3V&;rU<9(E`wN0 z6o?r6eezK0byaO>&6t)N2~O0cFW5YlFE1J@+r?jHGGnAxBJJyK^NSaf=^`SBu{Ae0 z*G6g<{LpR6W?_BoGWlPWoXucLQH6qz-mT>J`2qdd>vsjt%Z7s`guzY=vkz)pG~iSs ztE(%hY9vYG5Mp@=`-@9!a}=cj3Ogogi*M^F92RFkuEIaLN&AYD;?^geN;+#kfg4vI zf-vNOL;|g=jjBJw0L*%>hU920j{RX)CW@yOvp?hL{pn7aQ_G1I11WS=?TR`Y=Na=f zNHUyD;HYjAojDgO5{aM7630W}7Cq?J375I7d z$O3wjk?UB|AMg<>^x?;*nf4LfnESZ&XMPHeJOa7&pVeGhDWLBX`e)CksAC1j$=!}e z%iwuA$?B}g%fZ1>l*dc4NK0KfGsR5o_X^tkZ`b!Xz}j9G4*UWdv8xH5^d0O?&%L5I z5bZb<4{i)2fS%2W*1k?z->Dn3zG)2av=4NMS|3_TI{ru$3yk+*KNMN(lDi)W_sWwG z(U|%m;n>}-u532Tsacw!V8^%HXt#H1I4MD2@gZ|`a#>AtRbD7|{6aB>{h7Q2BiZ8n zm^R1!rFBCXq-vDTUzQSxuViOoq!9Idh;3nPeT229NgbyHKSkZFW{Y=r2%5_suhj5d zEn)0L;W~)4I2G2>4-CYYgnuT&pQ4}*rThZOU>cgd2z0C@nA!KfB>yfT)DWCnTU+H$ zF2u?!I3peVzdYNPD>AUil*LvdZ=f0MBU;9Qn|c5quOEcdw&PF6=QJ`dRcQ8u;VQWw z5XjpF+d)*U{CzCUg{#g$;Y*lm5&>T*Py8U9zq`Y4f-2xSnPi)cNI@Z+E&PvW-8LY{ z%FRA^fU#cR%+~vus~C-WZTk23;~8GnYNblGz6#*~g)YpJ71y?|lO_ramEE#M}sxO36nq*=A+vI4v1 z1#696A0)GmTrTh-jE>T8%2x6J@dQ2X>Gn3-Pf?ME0qa^Bf~+~lFmdGA9!n>jRoaga zKw=dx`u<=0teN(?0FELKsE?%q!w#xa#5~ddHoG)OLZ$#UQH)wDMFN2#M6L|H zH6&g(JjfR@_L6Korm#bX2!%}^Okn!n_HsLO5?J38;X+StW3-i~i7N%vEAV}!$kI%t zo~SjGILWk9Mo;Sw%~Dq+Q4ZR%sY%O=^f7!wH;T)|s8BmAZD9V9_3L-t$LpzH9)S<{ zfJpV)**tr)v0q}NPNq1_$xAvNi4&Axho5kS(z3U<7bup&-ei*_Y8ds9!y^9H0dBBf zfaAAQPSixqRjHRo8WLV2!8J$D^CZ@l7Bgn#BFs3;SYgX%Waay&aG(Mmuc0#x(D-0s z+fXR08!qA^P(C`fj|@u{jum&bACVJY5|ZR`gD-BS6K$o0oR@xd;%no{fKk(>Py9?`&opN z{c+;~$M-?ME$e=NjO-JCA`DIrj?{8r_Q`ztB~PnM)PpP)VvxVzw=K1I@$_?Sr~1{? zR@}AD{v#v8^ zz$$kwlAQ5Z#=o~Sr_1Z>qNS3<4z97xR8`;zQpBpMS=U^G&(TK8O$hoS_9otR@^RN! z3B)M{+oC`ocT0S;$N85xL7Y&073Suw!1wkb_z!T&m|gNT^s5_J5b3OZO)@B+V}dg! zDHf-KonDgDullx3d!=Hd+Gx%jNHiV$ODBG+%8mD{*0*7RB0H)pQyiH;4p^Zot|my2 zp@k9rjcu4G?U9p{)0z7Z2~gX`aqv`IgRU_%|UMjzX+LQJnwQn38?0)?F`fFm$ z@FzGcCI$}B-_EJS3lZ;!f0I`O8w>4xix`utG3p4a!LXvTJbZOnU4{2@Y-((TdD``3 zNS5ik2|5osqMw=$hIWoBHyy4mYP)L@q^bhWE>g*s6-WI0IuQ)10h+k7-fwR$KrMG! z?_0er&<2BAU0-_?dpaGXLJ{Ur6+Plp)vumKR9__K3NMjAq!s%-yF^wqCa_MHVc;^? z_3sNzeq?Vy7J&UCg2f>ZygM+43L(t6{xmHSoCQOZHy6+87;0E-tS7IzFA%hntk~Jq zIW?)){Dvc)l39RB5(vh#ej=ol9aSLIm9at)b|%VO~i(X9@0R%MHdkdqAn)o0ToCR#K`m;`LT2} z*gva7fkBf_)+Bb8O?S@MqP2i!TC~1ZIb7ib@Fc_*m6Nl(fG0G^b~j zD(F%bsryJ?r2(y27v&C7Bwz{x*E$O;$s#F%_Z`OvAU9OCltGLziaR^MBk~xb#9!v( zT@3iYRQe-t5WiT63E8TN<%lqS-(FjH4&Z8-3m3>SFo7|OR@1iTkwTTuiZ(+VYZys- zD`&!91TUul+dF@CaP(KrPD}=egl8I_PPv##c6gPfrLKjcqR&RABIpk?fb^iz$S5)i z&MK#=Bys?eU_tpNk`atI3%puO=h}DCj)zdts<+qT!1CEjd*pJJF^GqW_9jW=IG1tT zDSGQko*ksEdx)D=*f+i(S1YJ$?%5WwJlpJ%&4-ELh3%P6cVD%Sfce(WmMQPY_sST(}}rE zD|M|^(JrB70=M6bIv%`X)S^FYr!0l7so>4|hTx)pzvtUeahdUo9H~^^bY>syPZdUE z0L$1B;?4PE3)Z3=p9VqHkPG}A;lRH|UK(dNLaz(MEss<5;Enn{m@B{Z^|&m3ZY(~w zes`OYCo$(Kfj&)wFRR9`U=a0z}N|nN7_Iiurt+>Au-Dp#s<* zl%nKP2}L`* z70}d3Lk}e5m%<%MgOMah?G@?GjiRKA9%0W)ndJRJ`XlVxn<3a3Eip1&^;Wqpdz%j| zG*iHem0x*%3nm_%Gn=SU{IA}hWe_F4yE)wbIYMC%sbLg8Iter+URIx|5i;D{Y2{7= z#rUT~Tik@hu3OSs3i`c${*_<=^`FVNm%^%cL8f5hqI=)zP)`y15`8Y1VPZMTwc4PQ zQw3=sPwHkUG>kdP$jqH7%bt=%EV@($cIBGxSvW?c=7#M|xPQHS{6QapEnR@R!~ya& z7$qe$T}~=%FCON=InZypxfx?nwW3-n20Hxs_s$z;r7Wz-U!}h)N$ijd!AYoksGOFtG>g;)516rZF zo}rkQ&5GPbV6q6w2F3@EehWeCt!uv{>t}xO;Z8-G|0^_=&RhmbB__CLCc83UY0vMO zv-b@^O5)Fmp4mQ9KL1s56)l*aj$EW~=uz;!ZQ>UET1l<>$yoFr!Nu5a>9Wg!TN`7( zOKDF}M9M>uCQ&eCxbZ3!_ILNHDJza*<@CXartWfJtirOXOvKwJaf(Uhd)wFEj0YfsVn$tVRQFD!*165KXb(4@-A&MU02RMo_4bSH`P zvg2=%7v_T@kabBRWe$9{kFYRaCO_uYJzqACltXBST}Za|wh@{nJH{>)tw?_4mtOy+ zolk0NY1UBoH&mgAHgtVEaevAGPFJV~1%~$_sqVSd>X4J&32mTF-pwRGMsGsx>zQDUX5>w6q=YV>Y(S{ z+0gN)R>XEAK}T}4%&|(`9?^tUj_GBBu30P!8F-Lga?MRe?m%YRzd^cUbtS&=t!@7E zkGp>2p+D1K%PG<+$x6?Ri?MD|#p51n(RQPFJCt(Sh0V0JT`Ul-tj$McAkNeT-w6z> z(&E`kMWg@Bb>EiIH*|nK0SIYjlH6w6s~d?f{b=AGMwWu_&C5z+fFofvmdV8%qLYfqX7GV%#C+DG9uXhcQ zp)fJ=73L`^blKwNQ!NGR(1tCtZPjgbFvWfy^Za1+9{jjR9rjADP9tENPO^MY(b6%6 z+;ZywvT0q_J_~P=Q3z?mk=`FYELOq6DIQ#5JXr15M{tr$>6+zZRR|VlxICTp9GOyl znAATSQ`H`|z7Tswp-tUZ8zv~5^&&|%D`V-PMdttm6~?X0vglWtF8^Tu^|3iZfs4*3 zqtk^D%*i)-NQTNNg`?@LU5AK~66T&}V?ZkzjJ}EbsF%SXA5+Tvsz5_VLzw*yZvA7u zU%u2G3rUh@D0b?NUz-V3T0bddi=VF=7zO&34XfGmw?j&RMn%LEfHHx@2))-VnS?}t z^sij?)s>}%{0+j3-4os2m}}tYG@bm%%j96OX8=bxTc(oiZNDNkB~UKR#4YBEKrEDp z#bkhk&opAdTohMZ-B%Fs`XIe!_B1<5d{6EtO^ln;RKroGX+gn<3FVOt%(fAIejiAm z$2RmA*+F_z%fTc!0~Uy7KxtAm6mB2q#xg({T~;6sRob2ZnMOi*Uyy-`?-D#I*~2R? zdko=renDMW0$i)0=^wMxETUwnM2V(On;B{Gr5bwQ*>2iCcHxQwg0h|CX9-Pg4?Dcb zM@J!v_l_>TNzFvyZ)C_+QP|72k9&886I$1);UQ`l?w*5f211VkE>7yLrm2HmOiWc( z5eh_p82j$Tx8CMK#5Lo>0`EV%<$dfs2wkOZgv`F-^U;$mUWGp}IU_VqKj*Gqa=!Ke zwvttVa)Cg0O>J$p;V*vrN0?YZ^Mk2sCCTUf5Bz*z9NDTQ=iaNT_Gjv}eimxKg6r?Q zU0nUHTPymKIiP0FI*INpY&C#}6b@_qhM94+u7YzML)tEZ#bt7N0zkwiKUD-t*l2At zxQ~wp=>A<)7FKn3X3H9l^g1!<&)&i}ZTNE*uryE=HfD#>DH1Sq4txlF?XbJQQD&-$ znu4C3VB@sbJEj_FJWn3IELs-^O1YiR6a%$a;5kPxdoZMQ3!d#hDcjs`Pta}-4at

7xAZ3VL0$0 zqvt&k|9n;9L~J8lgvbrS4lLMx==WT6kFR%Y_jahdE!0i(HHq%s5>!<(0(7e-9c@iy zKAe_g-`S6{cr_&>l#DEtVp`JR_)pk35)8NNs;I*T5w0Yo+b5U%E(bdcfbaZK6qb=R z&G571M+gS|H}TX@EIcNBxrTeT*F!eHHz}|J`mEw>YHJf|0^bRga&HO#`JJ4ZUM+jf zD&c7K8v|5q165Z!;U;h1k>RG#l~n$_@wr;G1{L|6H}WMGr3pOZm)?C-Tf4GCJ#0_Z zC2WNJmaXC<6Xk%Hn_L+9t|v`Q(fV_gfduxv@kjYwze#Q;8{tQ`!dQZV0PU`wKVh`3t95oNQft`(n6un=D*b84& zUxp+Q`>pcuE{xBNG~MkpfY%zj4``@tLe_GhGrBGiY%k$9koB;}-Yuh>fHn?>&VU-f&bi6Jkiqf8;V z;n=J13oUGn7rAqX-kpujs#FrOr(4BA5BPZ;?PX1W)OKKgmjuKm8-)~Hj)9(9nzVl_FOiSPFpy=Zn<^cDXg75pDqA7^FgRj!ithnuFsAMSZ2*aanW zC99BHjIAeA0QJ9Qf8S{wbXg_auKF1K@j_+iLUQ!xV&+wecds*SUtNJFH|O6drD*%9bMp1Tf;@Su;k#jns3jgI&jdcDvno7vMN z=vn&q^cP&z15Lcj$Jfn@UPzQxKYkuSVB4W9s@KJT5$6nEROi{hi{BZ0$r*&Vj4Ffh z#x$J)FMlc2%q3Mh-r+|$C7ym5pLZM(|(--%v7}Hxcz-;=!?;jPn(L7dovh$ z@&nAQ17{A7c|23}xK|v!5fk>ubM#B3{-fy*Eft?t+V?*R znJh9iiqAz>9Er}uhP1Rbp6D)BUsb-zzB|wf-9?;hK0$-m9MAPyNY;$F8rd&5W6*VPz`fMe!a(Uj~OTxp8*)(w@!1E4LSkP(@1Neic<% zgXYh+f>A#D%ErRmKbsw01tb385|8$H7nn2<`_D@ty32S&R+J#IMCoE|ujB{AGLcIk z%U_9WhtoE>xqi*44!?cwUTiEh?Al*4I ze9q6@uBXT)7@CTU3x%H#1Az_Cq{E_cG->ppvBMP5Xx}zQonD!JlG@uEKyfE2@H(#c z7;josHz+FzV0W#k+~4@0F=b7NzuuA7uU;`f;@u;8>q z8lNz@op#eJUL{sli}2eG&XgXN7T^cBSh#noMblhDb4~8Wdv&FYo0J4uxXz^s=z_xx zvH4I#*gqBDL?~j^X5ljF0llNe{UK=o3lz=E&$V}W?N^SQ&;WO|ouWD8U`UrTVgFDSw>8VTm+2tK%-16%45-< zL-##xnyOq@IE>JwFbYyOU@GQ&t(n2uJK7b?;NWvgU=8fyvFYxA`#g2wr_1&m7KA2V zmVP);*q@5jHBOWCh9)^u;ebgHiH#oqY3S?1t_=5;qzHa)%c_?EbmB|~q!NiOQ^S0w zQACaUJ^m7Y*@8k*2gBIqxUN38jaxirv81Fr5D@u;K$@6>{I~1xXn* zuE+r)%Lf|{nm48Vb-6O_12?}oM^ORmuRSQWLMf^JfJjlj8p*lC8AC!VginP3OukHs zJL87oO1w%-w>w&%{0S)#yjx_R_?JymFc=%@oT<-zR9<2DewEoais$PYW&IjEtNCMC zpXhRj7)=TmA_Hs&Mh^lPH`gqq*5rR4=G*OC5~p6MMbL*H8^KA)I;VWUg2uk;duhg8$z`#`C);NA9Qa2l;>8PW6LDd5g;?nl zDr98PaIMid@SiJlVZ1wJe=p0*BjK%jVL3WiR=se4qbjl``HL3-Sj-SAj3RfbWbC&*vkP4pTEp8qia9Sc6mtUajD-}4Maygr&xo06NC zr=%J&yxV&y&P`R+z^SiIiA%kN!5HS6f)%H(7#2et z6lw}WR8lyA=7*vgKU!Xd*~5?uV@19S$3Op%z}SUT?~u4D^vEfD17>h259flGwtfyX zK=Ie18E6(GnlG50-$TOYARfju2`GkqlleYzrGgk4=7+idhmHRdRc6oeN7adw)nDQk zVX6%@68cKNJzFyWTeD~Ne;+A>q{S$UCIHBsQQEh+tvp#34M;({%;3=t=RJr#hCn?P z6;Z>Xo#=B{E#~v0e6K2U?s|ts=6oS@0oAl0ek02fbgf^uIqxdg6i%`BI8hAWg z7PC^7HPRf&kOe{$lmqcXr0^2)`Oqk>Jo--kW zyTE3{P~{)fuYu2zsXYELm^QN&Dq6Wocr(u@wULMky@?%9vs?x6rXhGti_DQ3Q{A7l zma0ko1)x{!UAvzvq|*mUe_u!gdKOG4a1|Y6hvNGNtgy{Ce!Q1%7#I+QKzJ4Whi-U3 z1S- zO@i6Kz5b|)bh_MTK`t#u-WrM+d8$FiLCz2;{u9KI4X${8?MT01?M7&jkcTQ9kpn*H z=|_nV?JDD>OFDs7Y$%tH>robsD4IeJ%QpWZR^N5kwX48-Q$6oZyOipg+OdVi%~#R# z<%R>~I@bpi4P5ctYu9x+^y&i`1LsMYoK5`T9+fse&|uvR9F;wgKgIb~@7(>K2~et} zZw|&Q_cL)BeNdy_(PxK7Cn>upC$GqpC?L|2%gkOu8er?8Us55mgsVh7(iCzu&`;c4 zoY&%>YYZ4JurD3%urc(UoZJ*NX^+bVwRqJEZ~uf)C!tD0izcH5@%HdA?*~Z|KeO&& z3P+}=f6bG5vXY|18`89ECV*n96j_70H6lR$vJN$Pm|b2zkC1y5uCiWf68xA!6UhGM z{q2M-m*X=kmsFn1B5?}TQ+a*9IxL8dReF%8e4$}eMJ{vq<76p~8r{2qCzuplV!^;$ z==uER;*qDyi`Vj7D|{Do4A=V{B4_iN1f#IrsqSDd^|_jnk>AGOv_8v7GB^?-Lzmcim9sDYMBkFKta2)Km3E*IQDL@83J;)&bJpBx6Ur;;0V8YDb&M;N&B8^gKJ-bcJlU&aN< z83Z$O)M3?FYo%>hWPIxpomg7f4>0*iBXDCivJDQ{1PEdfQ&mMVh@!kL9CQv zkh03UeMJX3%xe2D)Rqh_JsT=|_+aoK|5m0(xb7UG`C-c=;*f*CSvJUF8t+BQkB-C1717wYcU*J=Z;M5;S!+dsb3y zADO{0F~buc#>o0pPDv5R`MpaYk2@+e(}Tn?5r$GyFy5(#($D(ZBgpS7sOnb-=k8hQ znd+R{iW=!84nSz}wl7U(s#ZW{_gbQ0WyMuCJZ6aOmydOlgjv_sYbgj0cFS~= zzD<~k_y{*@1FtBySmG#-rMpNjjYiE_3AJFme5;2IHL zeYV2gZ*GbGo^1o3+P4j^-+tEgZ-}j`xDt>bm2uKVbXLv{n`X_+4XOFO)nl*U{HT3v znd8g`{_VNlVHAg6gp99`njw4=w%Qd zS7lI(A(L>)VayHzyqs*ORJf~X?2`RK8D41RrcMRY3wb|Y;*09c8%ivnIDkO zO?gCf99FzH0zs!^;B?Jr`n(zO_%ddcG~!d{@>^9O8ffAN?#R029G17u^2dv$`*1gr z-A#$QZ&x)f8zb=)$?F9f8AyjSqb$Y1Rw`uI@EM1OT(8_!fmT_(*)Z{8!YQIwAA~=ho`0t1og0A zbiFWJ*?;@?O&fFV!-C#_hXf97&4S=fEVW0MHAIvEx@%Q`l`bEv;!jrnF!Z2qX8*5G zun?vgz8daWN;;d_0R0O!&M^3G&nB14ox91~gVh4QEbIFEy1MZP@_|<>u6Vu{Z5sJH zM~l@ecVgsoOhROXrtB9DR$}vdm_lc>D5AB+)+8I{`0kSq^8Klb09`%39Ph_O-8w~_ z<$dbd&6{%FRux@ca6wvLILPt`W$ZyNmjy20ZpfzD(vTVRXkwdhWTyXN9SoU$s|0yOcny+)M9Mv$C?% zxr@Kvxdj-EH@~WEh$+~DzXb3mFUHcIW0gI$Qwa>_cog8jgl&N%-FgG0l6C%5vXq+g zy5HZT{{vtqk`8 z%W1Q`xcJL@zzLImm80&huZv+C3aKa*h;Un->`*q45Cj>4?Y$Jb#Rq~7^`;mf*dojx zCBz)`1&NDFXefO9Beso(=MDD|Vw5Q?vrR`SCqu-RpCqPawe{S5W+5a5q9Ues@{k2( zflM*x=S*ctym%ek<`=LXWn73S7;-xGt!1p2u@T{}-f}@M*%qpEla+~zN@oQD7W&rbFAxRib z&hkowJQ*%6twY&@R-TxRnU!yzj8Yq2KZcCa0zh;FN9A}Xkg^r5KSSJl`3}>eyx@5f zqy=pIs??BE#crJKo#r=bLw7K#;lKnUu(TIlAHsm2_=QvNC>R$nOV!tx{s~g}+t2D! z!0p#XL8bXc0;Rfhx1e1w>KqFhLHMJzIq}{r*0%f9k&fn2KUL)=t0D@vK2nMg=BaUo z@cV3Qd8T>0bO=E~)n8%!@LWLApYD8E9~A{6s1UCWtS3h*wRXYj(%sqgU(Wgo(NFsy zuXgMj#(7Fr(v2&5tTfEb$j^#GO!X#~3o9K`35K*Y{$QG}zXt#71fw!G&OiyZ1gKdtsxg)xLI z*3Q8T-m&Mg3tnBi+-kdt{5FrXrp0Lh&64DuuUN>zRtIIrHiGPt+ifbGK*YoR*ODAV z%fPadTrw5$hI!7=0~asFL&rO=NHDHE{(^p#0bz@RNjEIzfcclK|NdCc?VXOvtPELz zEa0D#;QnfEYz)g5g|aIuF)a;nWpXojP3=uzX8m`}mGO&RXVWX5*V)$$sx_GXh2H+V$G(l) zIhcDnBUI!N#Au1Rr6tiOuKC7Zw^0o}I|3{;_*7zf~6c-2YlfNw#L$0>B z%U2X=cuP+p(m5anpS3lVRj8TjK@_go_m}3ytAi@ya3||?igZvap(v(3<>|>$T%7cA z=oJ(!Mx4~LYw<68Xc7}V>3V>3RHf`)T^2r+zh-!c$(x)1$ap8DcvS^;8OsFiyn^7q zvw2ZbN|So-jWpPrRFq@AnICB<&|4nS>ttxqz7aWRD(Mbw&rQ*}(JRsw2?4_yYSyQ`wxTeK<&tAm~Y9 zhs&(9MypdA$XbZ4umI{jTH=TQdYWnKA`+DH7du z&eV^`0d|Cq9-R^OjZX~c6I#a20R-dCtNWyw3fK0Hn6_LQ_%9VB5-34@FGNLf3)=6c zpaszP^*nW9ij;5CE3s%1ItS1Xv=mH>*RqGD8wmR^>4(%eO3y{bJt!E@p<~4Lz^{NA zj2fQ1;06&Kb;He1RqD=TuSO&|aRiMondd41A~!6{LZG{pJ*%5-euLm*EtHUgiF7L9 zEm7Er`;wbdD*cJSu?;k0XD{-gF&g4(li)UA01leG?DMr$MdrT*sF8UJ*d*x5-aPNO|I^&a2vLdyl(=>lC%r|b`w_FR=VpLc`j=2OUxW> z5!!2gMKiyqDG)g~lE1x=vLHjdoy9WN1<^O>FQ$|3J10NcIod`3qzUJe##jBp2q7a+ z666iDO`;T28+!Y4)?$KLq{vMIL^^;6xkQ`_Ab%lGVr$?LAf?KYF*XcMMzfs)NMJ8e4=@9P5CK=?Tx&TlUk`1> zSnC6)lK=Qc?rYb;j|@|p0zqH)xBD08x67_0ghr31sw!H=Y(T_^*LM0=wZ5nuh(ajj z=RxQ`SrVC)F2FtexPRq^@qlpFan>(*_SGF7z?%eT`_lFpu9Ij{T4H^!=D<8V_8^? zw$MWmSdo|k9O~p>aY64I_2&RqpR&O7emObuh#sdheRm?x#%Bbc{vYt(umP)9&?4DV zH9H+BS&eRJvsQ!-U>~sx#kp^{LD9r z^r@Rf1P!s5rDvc!6j=5B{Z}vLOHriMt{5M=gxdvT3{OsuB(Z#P6h;I6I0hmWL|?XB zv~=_`G7DHkyVOK~g!Mx5EI4pVH7hV820uRo<{G@QjZ%bYts`sX=GS(=!-iNQBE^NSg`XFiN)v6> zxZt_$f^|(QkDDbt1M=OFuEA!S#`+bf~^ltqGZL`=(n))JeN<{KY`lv^^m?K6p%zR8LLw-G3kHO5c)6f&MbRfRsqWcM# z1TMdQa`35VBYBHJcugwgxMQcamMZg>jeh9lws`+{1!H~*jlswB4GUs)FClN(L63sf zX9cVRk8Ao7=?B%l3bmSH%vU5>gi8UHPsw8d$g8L7GjckJl>@{j{FUr*9`JEwP$Ghg z0ai$cN0{@T<#HW8R-{Abckg6711hQ@54i6-MxHntD-iL`FHXN_tENk*gn>BY@Rz@t zM!|AxG!cBxRBa_bph3@gEvNt3-q}@QL1cWnN{SHiqT>$$8yAAk;>F?A+Y=wgDeQIR zHuQVkpk(9eF`OCXZF?RSYto@t({|q%0S49ClXNA^%(xQmwXk~nw1J7`^!E|@Vv#zQ z9Z~ip5u2ZeNTQPsll*!AMKz&~XY>2cze97k5CP*Jd^QDf?><*@CEj>sqskTCePs?C z8*Ksoei|UEpFyMdU+qJRxEC0nUecz2GHDs+2~xCqV`i_YZBL&de3X*LNiM z*STq2F=8;{Ooa9+5r=jBDxBRDIiPx!PQ~nAkUd4hAnyL^2^{DP#5V_n`X{s5G(w|g zd<}rHwqLxsOBm(3EBcJbEs>&QVoTgTOnwkNT`ydJyEe4Hj@44u)e-$d?)x$fGwDMB zQSM<8Hj|=jc`-Q-u^NvaHX8AV#q=uY_KB(~P?|5)@DrJ~*xz|#cQZAN1QH%xaBlfP zqQ)`d-|Di~C2EqPVT5o=3XxnH*CTKRyZb)l^Gi~<-Tv*erh$plr$yCu_=8<_H8nOp z-1E2&0ZZs+2wwI9)=Y1%nmPn^Lm%OED0qw_;VFy+&@Fa?OfjxIfP>Z0)8ku(O@|WB zxup+kaTwJwHsl7<^vUe}7q9N*FkZb^w4#AU?#~K$fKU{eXzu76J~A4e9AYjz2H(Rk z9RO&lT3QB5YP8n&EG}aRA(V3sR^Jb{nR@m{*!br7dU%{f$L07$|SgWFU z4nU}#m%T_!nFQU)j!k#kjXQ|~)%f?%och%&oEBm-oqq55*ZVii1u)%)o`i-b7lzO# zhY*t;8-v6DgkK%2caMXb`Y^ESX8yC5g34)Wnk(4flrUCs-c0!r24hvNK5$J zmV@}qMK{?*k~rbefqJv;7I}!{r%zGIci+Rgi56oZ&+a@nH)!lIx^_g&I7PNR_r(#J z+Nf}6qCFvX5K?!=2H+k3WhGulvD^i_Fp8IEDIMl!rRubTbD0S%fHgqc4OJ5~IM1O! z(U&SkE63+j3L+)vjj!-AfLPGBi^f{t2v0Xf1tQUKPYz{y{DIG%zOdrwNU8`yzzeh% z2=#>{1RT0F-9%N7%Id-^%*Zc)nUg%PE0NqbEq8Juhg5pK2Zbbh z3(FQS3nCwgN@3~ysr!G-4-UzDNakw67PW<=^2Z2ZK0^L$%SNU>x1pid__$62VnqOR z)uZB>huInIw`kxjF&{LsWz(}6DtPw^uf&_0U(@hmRzekR&9x6s>b=?e zBlW!}r2Q4hE`O#fU)YK;QuAfN6lyZzW%>khJ_um4uj{RRuTuvfY4ja` z2Z*HSw+jZ&EMuz!*aV%C%DfzwWR>F0F1x2q|~0VjX%~5lF`GwEVtk`;CTQD)n>O zdf~i5ZgR#nbo%+E<}1Q+)XKUg8Hz`}96TF1$hES-OT6c1{pI{*^wB-4&JF=^eBe5Z zRaM6k3YD^qykL|H_%qnK-d=Aev%d=h-Z9)GiOg-rhs2a`&*)R-SG;D8t$QT`WbUj^ z0v4`4hi81cox22nfhhhExXX(H`reT&yxjv1RT$UiMdQE(;rBzzMl-q8gH^V|I)}VT zSAq{mSh!8UFX2bIND&dx8pxt(?SkkApB?OhQ7c?x+QuK%1K7D^AMJAm_I*Bx{LapEou>|x>ySX6@Ym&BWDJnSz z19YhpwQrxRDz8T4D-q-|2W?h$(bq|jiuNn4zd75AuC=$7=V-Bs?uXb=#9fRBQh!GR zNka8}*$Xi$)5xB5Bug}|Qps)VPhUZd3d4qnt7g?Mx<-$doL+0YvAxf43!vG}dwmCI zTaAp4_B`%1kk9s6#dOF}oE<;%aeChi+B-Rl8{fEH+uAOxhA_+O`n}<(Qn2CUTVYKX0OSY}(W2RPV3PV|!4G){UFIE>^arHRZmzBKZA9@Q)EoUVN71 zz$^31FO77&TIJLwKUt!o zucx&ty73XoB8x7hGGrb@R%wAf@r;7F2IrNx#K3U2Qicm9LI`hxy#_d&#;A?T?s!el zR@E36TfqlRXtacT|9J|c;kL*j4TdZ7RyRt4i0h}DaDmT=+|WtgwHaubYEcqeHcEhY z$|8Y)BNJ8U&tD_2RV_BjACPdNyHc&}tuPR`SSo@TBoDwDL=0 zfq{21;s&P+SBB zOi@(mC>%FXJR5r1f;cSs8rmbX9PVlet5sUvMiWaooAhdwRAzB`rGRl3>VywXQhF>k zQ~FmqhRA?T*`*d&=TRo^yn=>(;d;(+)j3_GZJ+WR5c@U4YUjgH@n1P~Q8m#g`&CP_ z5as(tli+dySCH?R$fFofUeKJZVD?Pau~&lm!X!<+9FyuEM72GumYHcn^Xst9*O@z>^_~zuV@wOM$GzWy#0SoJEYwK%oK{$3>~4T?Nw}Nl z3Y={tvJOx9d35Nr`8xwyAy{rN0!03zAvemT4P>QH;=VO+GqSKGF>A5h9Ta+#j^_#q zNZ@w(e*FMg+NJ}tnIuvs7o@aO2V!b?i`Yk6RfofN^>{fu5wvyD&NBkTV2+3&ZCz8- zxyi+X;uzBOw3Y9+2w!C{t-TfnUr5v&}}MG%ZPTBm9>Mx zPX#ix!o?`Bx&%S7$NU@{1;#OvhNPTjrn*<@+{kvG(OcTJaqyG2x}xwu6O3BX>Nf)Z zUVV=)`IPqg_kp725H&z()D8;`VU`re|EvALn~3e0R=<_KzTmHdW?@-NPg)QifvXV} z>SkAScdCYgIVL4s2QNe0;B8_Ufsj8x5c!#7ktF`T0&sy`f*o=B90>voK{_D}SOcrV(CX`D8Da6Pm9kBtH^KX+!Y8vWu3emIxS+&+O9e=pO zgrzozMi?VbKGK# zE^G%~^Xd#Dmyj%~bh~4&M^XGWHU+Jjkft)avTPq!w}cRE(YOgzt6KfnV;af^L0&wE z5vczLe(Q~3qYai@*+(pkVuH&GyTD(v((FjVaJ05nv7YBYTG54p8xKQ{GPGdSbgox6 zPuNsBZ3WSqAC@QCSt9b9Uw1A${7O1msAL6&PiE@%f5yqh1jX_mkGH9;aCy9^gq$}D21zrULY!X?S$rMbAl=-QNt1R zqfo_%l167Ry-N9cz5TE(a5ZL@EbT&91Z~ubDD6efl@gbXB^ay)X%vs#d_rr9eG3!# z?4!a$$X}bu+Y88WY^v*EXee>OUlRz6C-a>EB-XskWQ{P8dP##%b`be*ws;g8GF;Kp zLD)#?PfQcpK3C7i=^O7xEwo^qA80xc=CTsixr{a7j}PiQ2p7(joCs&fWB*Qp_>LE$XtOFeB8z2HkPsmYaq zYfoPd)zi@pbdYTQh}Q{XdhU6iN;&8DGVE+kRupJ(=YbMn@fHkNz@ zh@{{_QIcpL%!=s`0&$qOHH(~n&iy%@b-Ttxrw;1?&-7%c=j*--b~h=g3>06gb3GFy zq%Oo~h|Q!T`yW0)niS~TQka2TTa}lXRs4iuY$$IH4GY;-0?h~~2)#h^G;pV-XOIxL z+OvsaE>N+CAZ>8A@j#z3YlR1l2_9tW>9$ZB_n*z&&`zAzq{;J#H6lQfc7(lQVW-V^ zzqn>W=K_cbyg|@lNaZyr_YXNHKj-w!K*O`T4CP-;J+~88^2TMPRnYx*ZutT5wxPe7Abg=J_%Wo zkaNF@N<-%EQ=FiBAsHJyf7q@X3U&Fg1}TU~-x?~M+j+P+Ytd8kznLZU*J)_B#)$_3 z8N4t0UVGwd>gpW*pWNO||FIkzV-b%Zv70;zEKEId-(i?psvrVc9T*~eA&nObUsY>1 z6NBZYCj|rtSn7+eaE#pEVd&|2ym=xmSJOwTF|}we14Tw8y`f&Zg;Nit`7>tv4!9Ve zOhGGXEK`{WvaZ`(#vbU+b5@d}+scX;FZW#*CI)@Y{-r2%7jGWMm0XGPcoUp)&Rj!n4~wGpD-_>IEQP68>?p8}p?a z6Ui#~#hztO>pQQMkvg+l6G;o5B%Oo`5@~!7blwZU*OP z7<=fxjc%Top=0TXHN)cJ>F`B@mM861Gt^Abs!mn{EKGb2ES5{oon_t)W9zGgJ z9Kx#jw-<6W$B5*YAT+3&W+Lv_bi+9I-=HKZUSwedoveXW*8Wi;;1E-duMD}U>rogv z;yejEEr(#<4IM(f1lNr-kCW(;g^L9jf{^_NhRUs8k@x;GMtlz#0Ol8IRWZGei7}h9 z6EYo@)}Ys2xgk;GDE`1K3J^4#61JuBe$VC>dBdRRWupHIS@io!$T#5+;My+U^4J0X zK6i~A6t&n5^;Hqvaq`lk4)9+#2h!v?^Oo+`B&>a-DbZZ%>q|)15@jTZp|3cD2fKZ7 z2CC|MWjwc?sr}y1sAoG6zCtk2F?m9atMI`Saz_lk00aI8pmtZ2Pr`d%PA(jklY%`j zjFhvi4@`V5a_se%F(g892h{#-2K(x7qfRZ;$fHXY5$Z3ByRkl`ry_UJ`;NANH61J+ z<+m*MOAO^ACi)BFcbYp*y$Uj#V7ze?<3R?0f76TOds+)Q=bmhI{z1&tjrIigN23{H zMq5)C#!c7H4}yb>BMIG9GX740uoan~?No}R7E@mWo@_2R=^%^VIOyk}IZ2`dBZWxt z0TAgdQ*~${7()xB(KJKbW+6rMC|8vZzvox!D@1cbA9bG>lJAiMqDv{0+$6 zTT(-T#DfRmcZh$j0)uY0_J}oUZl=V}hIjqd+F^G$?=On|h25V@@re&Nzoc&&DdEg@ zc9do$f?g@$;`oB~S6f^8KwTu{&<12pOd$fJL8z(odx}?y_jmng2k1Hp?Y#wq<{g2I zBwwYoA=LKH;blz2sO|DXq1pCxwj&f%l99)76$svTV?V&&2^aIA|H8Bmc*0wmQBG>< z*9MEHP%DmtimIEZgw?x3glk^tPY)CYkK<^6<(mWEdurx1ybaz}ozUgs%WC|i8lpL- zZCx8fRaN~EPHjCE8S=$IW{hbt^9`R1N8z{2E-vB;_Q3L{Lx_O!e#Yj6wrwBTw5@~G zyp)*6PzI^gCJoBedA7-B&TVG0T z@;T5JqxMLRpSZ5bpNoN!Q{>zj|Ey&{@okR0fN9O_!=@%WmKP7t-+qY2=-fAJX$5@y zX3~2T81Mh4JePq#F9kEsBsVr2v?sU}_Dxtmfq!DURFB)W{6D`J?~ijFO_F!>AyD+D z-n6sW11Zr*WrvgJJHLCrw4T1TI%o@u4|L12=ErJ}RW$koOG#sv{-573rQy)FU44GX zH^RBSJZ*h|887y9>}0?loF^bo_;BlY&Di z+F-fUC`~AQ{vx)oG7dd%RH-YISRsjr?TVnCD3t1@(J(qFuX#HbR8!M}+ z*@mwa2P`w)fa+|Z6pP%5iHTlf)&qol(a+fXz^SW>*WH8*U)hWmr7STCYm7{SgXkh` zkT%!$wf3IxEhXwkUU52V_lpcS1}#$^FNZ`ZRW}jF zIv3!V4K0-ePJ+#a|F*92Is>& z7FtMQvZ~t7uYVXlPrTU2M8Al=zav0_zr5m84%K8z9sj0Q;OQm!O7j&mr_TOmJZcn| zq}V+3niHBFXHu*yKa7jap9aob zT`(PswVSU*U7YrfXH-*Y!>z+Cyu%-q=RBh^1>Rt7UHQ5=?nZFKRbSZZDk_2&S6Va; z#Q>lY{_kv-7>PI{X=PO8Ou=DxXD}h6V?*~3so&Ek$s6#r0uP((>(Cq#rU^XhR9C#p zM-9NCvRFWYr}K*m?e^-Dk%Zyt*+ zl`_Kt7&zjyXpY#+uu0^RJ7&gQF^b%JKmP60&f>pQ-VvAk+nBo9f(Sy1|3X_h6t*_! zkMCvZ)L5hvQx*Dm;<}t zeJ7BhUyi=mk=6A);z0=DkV1)l5pBE+oAbI4T~38Qv&om1yblKRgrRD{Cq+ep_}mwR2W`ADcB`*3i1S-Fx0I!u!@4O z0iY`H=;ts-l)A;dXP4ly%@imLI>s%Z+~Om^!1Ozd7BmDLtpKZB_f0?KynGu?KH%Xo zkly>j+##ESMq*O3wm`n?<8@OvbQ%8tIr-cso)YgXor%2?zj~v3G7!oFfCSX4Q z5`x;d6TVdextK=?+i$^c-l@DTTrwDcfGo^*Xa&L!G=?+{Y2t+GspqSql+OOD*eMKY zhX-jIXwn|%hWGCDmP(=AM_8Rl4R<=;jvlg@2GPkKaR)6>SmLPK$n5P*Om+*Eh z$8&D|L>wD_dXy8TI7j$lP@(}TmI&1ak;tHsY@YxVxyn`CEca5eg_|__`r~v~`5zn@ z5^`ddh`XKccfKvJNrv*i|x}isCi`wu}i4t_*ES)9i287YQArr`1l8}*l z_mq63wJ%XwDYUf#78KnMhV5;wgbq2vJFTw%j@`=2ceS#B5|i&l5D{NO%($p zB}2*j-EodXsTD~cfS)#^ih|KlULDv8_%~#aY9w7WH11{Zx87j^|98U88O7!WK*=N^MecqRg|NM!eFqcVL^m!K)22AsHd*n#5_Sf9r>KyxE4^cmEAW$>V{Bhm2F4f+GnVOccsp?LFY@7%UA`%Sj?S5gxC23e& z+7lnv;`Jz9KOXcmL!njicd0=#D@_StM-J^&D1;Hwm)iD`-~2-Rtgh!O94u3qw_PPV z;56Zh)#(dOL=zGk#!sE+0w|WDc?Iq+*)lzKfo&>nTuAbp{T%UmLB+EzN;%nGH~}jX z&$5~bQtpR{;^+=e-BVxzIc~npAQO@Atcdg|M6j7?V%nm&R%&2#NhLRc9Dz}?*aVR zHhU*y_Z!!JCdM@JEs*=p@v-EbP{Bd_DmwB(D6N|=bR2b^giIKgPH~1(ZGi(I+2%)tb{hVCDYdngSLLK#f zbb?Ltc$Z*usT80h@}-{@S~W6=%(;`AZYbD+I^GNO?4223;d^l|Bkwi%x+GYft!)(# za-eo9+VYGFZ$8Dvd@y{NPk$jfHh zUQbDy?8Xo7S*ORWsqf0>^Y;_xEHDJ6aINWhE;4DTg*W0}<~JW6@Qe>>24~kw(lbY5 zs2lOFw;!Iv)4{XKAOyPmm?V|Jx+NV%D^Hj*m6AH@nTb z=BB#t7V{g7Acw<})9>Ly6M#hL%>r0%$tKHba4VYOex`Vo2r&w%J)a*xhUX(3w2u#& zC*>K(!uDht+yDCdyjEDArK&2boa4XE(x_uERr-zPWRI_q$GK!3a%W9c4mF3%t&@83 zt|K0O75DE#Y=;}u+9j1gXFBj^072(g@r!PpYNPp;p9>2{8 zrg1|sCik_S!D)yHHtHqDJO88LB-J~R%-lJFfE@xu9U9E#W2XU^CL@{7b6OQ-zvm7M z7P0tle9t)RWsn%V0SEStO~lRN>zHZM1($ymT0=H{f!m4B> zf(}uWqz4yHuz!Q`b?39oqeo(oVp~sz8J(gEQLryj*VLdnNW;Axrg40xaC@dS69lHl<$mt~L|Yk`ajm{*tz|v^H*+DqDiMMKW9-FW2aENAj_t#T$Cb&%gLDcXfjP ze5J-HB=lU5`sw$`gV^li;@a$sdl7v+@4FNr2asM2Qzo&DSkeB@g`ApK8B)DKyL5xO zJrzU{1$*>Slt!U@4kFlRlVmlYGXoLo7}jKIOPTJ7huHOv@A_q`o@?f_=yapCN`cFF zjP0ObdDZM!6VjMpY$nPba02EEQG4;tnl2w}HNrsn@&fyHwguhkoOq z>GjZ!8<^(De$}Mnd(dL_x0F7o=x-v^lj7UddusOwlLE3wvB@`q!+f#Rf(YV5IjOd7 z54tV4A$c!q*{xJ@Xz2)7C zE2VjEzTb-1u^SGdCz(kf7bdT{dnRC??-vvyr0TakHW(RAJyQK%kCXhqE%DL;HPvfOBfTp(tava-vjj}utG>}YMF}a>Pt$-UiW(uXL$kt zg1!y{b|};Ur~5&R6#hZI{z_vQ9k8LoM=KZ(4t5bLNvT49_m4CUZE2S1YFT{y_N3R| zMsVfWLvFC+dwhI60sDZt;^|NWendFicvEm#tOVJwj10>tjH*q}1#Ru||D1n}473!0 z&#tb^NfLQ*=YAh}AwjpYwGP>j*l;bd`?gXG(T94HU6xP|&ieAV`RaktvS zTrMz85KJ%q;EMBqKK|}=(86^#DQ!4+dG0+-YXy}R1{3qgy&9_@_dtD4JplDNf{>`k zDFx@-^&KJ?YDy~9uotDH4AbP z&1Perhq^t!0xiiWxqjS>AKq!6vFl0!WphU%qM|eNa|aQx>WW(0rUj{~HZHMF3zjo| za4BmLrePw+Ny=(4JUm@O$M%6^iR?b7qPbfR%*7(9o}uWcaw(h%S1F+u1yq~nHUW5+ zm?WefK)@b5Dqa8M(p+g0!E3YwVU=!@{-Q5E-}AQJb)TeSnZ;ttJB~MgW7=vvykLjG z0oN_6NsD?D-QaEaxmL<5$t2`Kv>sG=sf`S#uF30`BQi zNnw=4^dh(QywW=y=7JTOO!l3y~Ou_9RS&brR< z%OZ^LXW@5t6S!@D2gpEn%MJmU4mlAW$EaMBX92JgYbhv$1moA*B$U1luhM zhz=hwCkG@4f|cb{FqUGbJ!kvnxfQVE2ZR@@e8ro0q_&~=@s#q*NAl~QX8<2L4S5T# zmI`|JX_{p~)%4rrhGS7xT}OD~L{Q7$KvAvZ{)&r%v=d|F5S@LhfsW_X>_+fhY{tbk zLz^m2T)}(5Ug;%hTr@O0v->F6-WN7KkY*E|k{@XPWz}_YbkPTZD&Yt`9HxXm3Ka*_ zgE5D}QOK%c(Ud9NuQ2-UUaq-X8!nx7-|yea)LOFHI9Nk9q2VYCGVY9rsvYl1ao=eO)_~YH03k|q6K-kIq zuyMr`bU^&ABDJ>p&R#tyn-(w)l6@Yr;g6z}+iI*x|s z{hh@IGsPM~aJGEPkA4s?5h} zY3VnG&If+#od|pGLUMwJf$;DUsfLM?3=B2*z-@Q|P{7N~2tLsRln-2b=Y&jQb9avI zI;YOW$d)uLY-I)RaxGiI!hibi9DabLE;EOK*OxmCLWE2}QIYlKdqK&OIk*4v>Y^OO zZ~4e0ObkpK=>l~?DafT3v&2<^si_zBH5{cVka)!$6={rOfWS1EYF;sTKN1Qy{-nbw z3puTOSWMLNW5>x;QIo{ih=Avpy5bn73gPT%qi2&s@a~F z?kYDqQJj((h3G@v@53f97WYgIeSdWw`0av<^u=7dOqfv|$BJ5iY(r{FhHSb)q`tPgv{FZ+QS?B1Y!GupgLlA}bom+v z22jFf*UTr$0QcEpiuG&r8N2VHQ(*Y!iKIRP3J7+_W|*7d_cBJ51S(8?iWt6QI}32s z+AFbU@;UyT4mqXe*J~Q5r#M1wby^F{*3~Vq=t!GPJ_w|bf?3}9gX#5`*t~1!<8P0S z+b5XcAG)X0MII*W(s2mKoxI6y?#4O$g%nHt1O%M` z%)6pRSV4|fSa5o5H6+D>P2U)0WG1Z6Q!8YScR@Zt4K{G9y0X%xBw^~V+4mP2n0e@F ztwG#1E2)6rjJ>$mDKIm+^0Yj&Feh16uiH z#XouVWKGA;m4nVpGs*6}HG|b4)<0wvKS`>N`Z;}adLRgkXDsJLV2Gp)eP5uqzCQ^# z;kEv`AnAVZEXaY!NhHKEE#> z8;BivZ3;aHa zE@A~FNfPe()cflI-p#5A+rW$T==dn;jFJ%+!kMk)+(#a@IExU6*+r9IJf4gDL@|qOQ+V znn1r*|zhvJA!RTeAnGEq6PKIv4(Y3{usKY5GxX~I6+>hW_6HATG@P# zjDXwCvH8`e3MKHp=im=t=usT@B&6U_B(4V!T}19r@!rhI>6sar{DU>iH2MizY88Dy z!ps|n$Bf)(ZnR?{36{@k&y z1DM78{H=-sYTSX2&SJwHl{*pX4qS1$kGXOBtTT9;Q0gCex@uwhxHxv#V>$Zu-!qd% z!ZfoS8me8RRuteCN$JZL$!PR)k-Bjcfj4O) z6=^0%Xhxlkp>LDUYVSEBRS?5Ip4V}{6&CkwUN1p!N%T1Xl6gYz-_#O!J&B$4p z{C0lGnfxdoACW2Bm`Xcw0kJ($FnR&-9Qww4I@PQ($5_B?m%^&;7R5-$J zu0Qfc&-r55@X&L#5Qxwf#5unb!BRURri>YW(W;*2^?jB;aO(BZIce;FjBBxcqq<-& z`kcE7Z|QxuF3W{Zl#|wuYRn>tmf)SeXGoULOjj}Wjkc|5j3yPczIyL~zjx#BDJ_RX zh(V|*Xvj*$2J4%fLHw9s!i^g##L*-0{UyTgeU6bX1;N@@+?=|;&Ib#Dwf8s-Hy|sr z)w<*Lfn=jj_&ys=Iy=v z;i!mW*_e@qa~1x?eSD#q`>DKG`d=i_SCSQ8gA{Utiis=2W6PUN;N=X9&H*L%}wD4MgS(Dj_iR6X5Bt49~J%3QhKwm?nOM~L6A>ibQ z7{J(_Dvb@NFjsvYfEsJs=n^Ykp;~~1uc>-J1WY<2T;;v&DH&6SfQ8BJCJb9th9ie{ zIxa`WH0$M^>^DiDr*Fo(8PLs^nV^`rUCkp{N&zT^y??TSkRg*WU5;>+|E~d4pF<5^|qLevz{P@|2-vbMD^e@?napaVPo3gHr{E;0Bz#YMns5k|t#V z2#gLkAk@2}9Gh)$nh2y&$>aSc9np2{h02$cU}GMiX8Piiv^Mx4syr+}?0x@*_azk_ zER&GSfi}Z=Ya!7*nUrk5@+ui|SaYnrLEPRRY0G1>hTV2l&gXt^%<5MnT4kLhMITdO z{u>h4_O}H7XOg2M=rprw98K`Z6cSlO0%EODJaTD41W1TX)w;Sm2-$z_4W`yrHLazD ztvf$8^j$fi+HvDk3X?o6I)d206#kkAw<-+KS^{I;=Y|<$7a2xH3`2D-uc!Mak=Bd39<7_T@>r7z$GzJF(%S%|m}D9&8Bbk23DCS;Ke z=r5aYKt*s?TKiQ$-Bcn%Qf@oUSCoX~?$%uOy+!HUXuYs^7h!7=pd`s!)(;@WE5fM= z4nlSRwvMXkXlFAo1Ibw&lq^^$RTd^=D)vJ1h?yXs<}!@+b^58(gsV4VTkX^A{BWEd z&>Kn#VPaw=o^BS0nsFcwJ6xRGkP!DiX4{GdnE^Dx;+7Tt44n;~f%eGfB!gY~__m+l zdxZyCF9;ES)$h&OZO1e^+B%9O^5G!P!P7C;;e6N7WN8^X`!6ha za^&h8v>{~TL^TxKs*KIdX1B_0<7ivPB=j%YmuhwhN?mE?8HdM6>S2noNGAFCyu$%v z^*A&o)V&iLio)1fniMq_+t8%}pMPG3PTI`4e!vLQ@zozMEy`7{6#N{+Y9*QIem4Y# zOsWL{K;3otDw1ErmAI=IcF@(x=}Cwc2nU)d{OJ9+2c!8o;OjtM5SyM=k9fM>V@`?| z!rk0UR>su#oE*8EiOw2em54|@W5)^`?OFbPP=O!Av8S~hz7;!a#Hv_SiP&v+z-@d4 zJLDG0O2&(7B@2{BcMjF_x?bhh3%{9>k->5ZAD?7)qQ^tz_fnE>kPRc`OhP;^<&gu;yyf1+m;-WUq8D^;+;)8`3`|}QA%pNb)d)(R{RcNBX|GB`MCRyQRn%~SpIa!@(oRDD?aWX@VS_`v8|TaQFsjwPe-8~ zfOSEuWEwAvujGW9?toh?ERsklR8ojMx5b}r4L#D<=WZ8frOA|woEyJKS>SZ4&!z|N zh6q-0Qs>$z#haTyh?b-{$Ae~Rf4#4N5tz)Co6UpES~ode)ZUscZHkN#)Z%DgE6p(x z-LD0TpNR6AKVI{6Fns{4+&uhbU20IuefTOcYUsvKZc~0|` zL`FVyUM7(CVgBWz%)ATt*`$k%Bj$gO`}-qJL-Sxr^wVSF@9!+USE~p737JqZW+utj zGs!Y*ee{g1bkoZl;}kc<3qYwC;9eMIP0vCy4?O&TtU4ddo1yGU$GTw@Sxv{f z1QQ5opE`V6jtmOD?2NM;ufb&@^~wo#AdJe&%ANtd{SvlmZlp_6a)~&z4xIO18h(97 z?x84EHJPvU^udjzK%%^wBC=M+PF_>hScFL2RAudI1X#1rD2JI$|C)qLN_7sThKvfu z!l$mFOj$1npq_n|wv0t46AnI)su$k;4{w(TkB~p>}m_4aDZ(Zh`82??czfT6e`u8Pr!5SPa5q?!H zVxNfB{`#EKF7ep^z0@>KC8JFEMcG!BjbnL5?6I>xKe2Vq1%KV_K>iG6r1IYxHL+Oj z$&+D#c|UBwK!H&tJpApA9Oy;Mgp^PD2Mt<`(sx^g3F?VPqdh$x>$Ehhn3`54)1_Q% zcX1*mrA)=7cn?PM;hTe-^2wiM^nAtwvVJJW^?!<0W`5~vLRbZV1;O@{Q4w}~=VF9Hv6;y*mgoFQ8trEdkTmksH1xy3F3T@~ z(%HSZgTaEsQ@nQGRr^w?K)VSlGCW*A`+Pob%PJvD?_e;vj%1L`ik>MF4NEuh)w$mX zWETR36&+C%vXknBnDx0P3wOO#M$l72{^kqhlJOLIC+g$xLZ7k@ORPvwwAgIgeLiM@+2bqhRl4_=01&&`*7Z z80ymsq5yWAvd|~_N!0$#Ntw}xR0~w-6df#CSj*_?M6?TkQ2E&%*J%q1I4Ynu)b+R2 zO(k)i@%rw)KmsZ(zA*0a`7i_%&A1EbbDR5)4DMkE$O89Dp!7hen6VpO)(vOcF0&PS zw!$huED=w}{7W-{!&jo~(3^E`V_VT&oJx?Q^^K3-gLR=4!0B%L=}L1FLVk$c&K|&P z8qPNNn5R;iyd=70f9|+Vz#UOl>uj8qm7^EoF1ULK#W0p`ME0V%gDJ6g$9p%gP)Dgz zK&mJTK&Ff754eSt@IHPd61cfVMRlh-EFW*Ge`ZFh* zi1VesD)qk>PXdohxw}%8wHKiB!af6a0@@&nX#{fN+UD`TVt~@~lXqQ*mYO;tUDqFK z9q?#cNlD}S*VWqRw?~E`$?&S61dEG;Z;Ym6HQURsa*yu)!_Q^8wzsh=OtL}kt$=T? z2<4=HMO{XsSqAA_4CC)aWa zOFUVgZ0{7yPxJV&VI>G8>NTcyTwZBFyIRB=K6_W?7Z#w8LfkjyF26D0tKu+_y{oWomrjU(NpbC5)7=VbVlsb~C=rjND=lLFG z+RY|HcC?f*h(yebBOx_%#Txqget^Pzami+MVLBEMHR-Dv!#lO1JqlIA?pKEVOBRM@ zA$ecr@UAq+p%{s4HPGW{JKN3rVvAb-2cSuyn6zxF^C(Glg7ZDS79}y*9X27b?8h-b zyE!;3FG?uZr@9(M7~+`@2Kf~W!iRf`b}OPXT0Z+4^PGE1JGW@3hpi%EJ;}frLCPBh z&KQ7i@8Om5hWAo4%}e&$eytk7TA;ltG#>_w;l{F&GM5ek`l*SKyF?ZLumr$d`B;2; z0gm>43E0m>mTw;H%8<#QIa>ZO`TtQdQcbxr!b6YoY^!A=i2b=!>3aX&z`O#d_8E|< zDaB>8P*Rmg*e4-DnB^S)hu)gs-A$n55q5+*w4wvw-X7JM)}n=s=v)o79!ut#6}J-Z z;Nch#lcs#IknNICzSKkIeZ3BBHM|ttq$cu2{2Ti>xy|PWf7B4`)^=2lXK7Kb;uT4$ zpt9?adaO4s_-{)B_0mz!MUi+WEDkjRV@anHYM!dUvb+M!D*$qo?93qT`<7`R z`4*=%qjn^v$uk>rGAvv_n&H<8dSL&@`=AaBV=vH7D1>}Z$F{b0EYexFL=O&;M?CE3z{AJ4 z22`2ctpI->pMg&&f#u>t%;gMN&j!B#4-Rm^*L;~E#k?2R-(-H(djF~51i?+;Mx3cfVFBkg_zSt97oR%$9bsDTKex82`1V$B@dhXFCe$fOhwoy_Z zg}IcAe7x;`py1Gi?0%k;|TFS{i*S5s5@b`wBe+|irJRWT_n6#?##Kc>6bXV zbv}V1&Zji|OHcLf9gfB^>n(jh2Pp3dqZ(4*QBdQQPc{oW4-L;on8HH6HEA;>^imU^a! zh~U?I+PF7v;7^D85%5Eb)AQ;+GHFnl6`zh0sOZ#h#$4_jo5Pdk6^>OwmRxQ;)e3m* zK$xBZ-!YbymU=uUWDERlUjgeq%#GMN<{p+5ytqEqaBrJ zn}mgGbzVv#IE*{J&0A;wAO@{Q0VADfk4E)Y8;-ai_m@*r%CU1YE2(+PslHXc+s2h} zqpzpO@jQr5}1HAjD0if1aerq9MG%Ke-8 zy9v5FrEscxMm^^db(=0ZD0;~S61l`(94-d}`5ewTXkK72$8`VZ*talIRsCb23OjV$ zEJ3`(Sz~k0AG0Bv?w@Cv$y}DqL5B7O$e1Dytdk|4d$J660F923JTh@RY@7lLD;z5$ zRmD$CV9R$h&c^vH{QMe?^1v5QK941hNQot>!E}`5C&|$uPT_8Q$N@7mctdvJ3~<>d za0KfZpvtk68B(WjZLEwYyUENE+PibkH#C$*?RXjdmo*Og6i&a`{p?Mz*|xJf z7c~e=;kZo}vyPQ@H6^h-vKx9M3^gD-le7)?EJxb{t37fCpjV@o;xoS4B3xga&)9sy$xNOiWU8h z_b>jrb}6qZIluj|gskS6PLDW2vzpv09ycLfTqtQvT*`94#%2N`^DSUq5tT zrO)4Z^YmyoRCbvu?!a5q66ja8msKf;$Cv zKCW33uiNC*oB`vXLd(U$dtfe@Xai98o79Z`!8S5Cpds6d_bdOjBq_o(F;nqKjaF$e zy!p^pShket;?RmVKv7QjoVM)-Us46ixfr*ZTo_%q3Hd4tRfWT!TuR|2+9JZ{?<0~7 zW$R>DG;~C9Zd;Luneb-=v28Kv6(>{B(C{1ll+%TMTZM!Wk^(0xtQQWI+kp`^%4=a+ zo_}_{(5Kh@x_h`-s)e@An4>cTKw{MXD-9Q|T72E_UN+BjedT$lm9hk-F#j8d7YsZt zTTJQ>d#Wfq8&65@?Cy8xpeK@6f4=nO`aSF^hu=E8g*BMULJX{Uuks_X;;KBa=5o2- zBio#pD$F5`FCjE577!g!3VhtQb@aJwS*a*$NeiB``X=E*!N(>K^UQW?HHrD!M*gzZ zpxp^B8bpGbh5=4OYP7veB z5(FM$bDaj^*nOXs&aE6Dz|U1QJQQ-JsW1@1DO~F&PSz}QrQ;rujOJ+RXy^RJRcv+n zK5p+4R)2nf)b4yK&9MU9R4S4b;HXlCjJl^XKbnldI5;@>h*YEm0)vHiuWOkIz_yfX z>Ba;!WuDG_x{5;NexeWc;HDuS+Pa%#VjhR`sJ=!)+WneQF{^p7vaS7adsN23;hu1? zd)^uU_bEFg^nkJPg@$-;8?s(hxL;QkaF0Qmwf4SU;X_St*2!6*0wj~?drQj@Zw;JSAW@+qRV;e)u%`!-EDEy6@t~P5xkgr* zXbepy%I`b*wVFoJ!(3yN`l6$lNu()%S)ou9i|+DHxzSN`%B!m>ZmU!M=br>m14AlW zO5(PC-WU!VSZzd!4?Yl>I#7+W3NXdC9@D^N?NXL=-LRKHv6n5nw8Y-ezEmwo>}5ha3}zg<6bu3dl{ z)6*?F-*4$KwT|H{%gayQh2~K7S^LpJ6NtVhrE2N0qIy=$FIIEE2_o3f8%cx=d)oS> z>$)Gmrln<&ASam()OSS+VZ|xC%X5T~^rMpEG9O6Me`8>x8?!e>ZYs?@;P#aS+>+gT z z`^3e?%_lSlqlZlxv1kM87STUHP7DKiA>r!p<+L2M)n_hd*Dq?t#AGIE(GryGk z(hyC=-ll*5R<^f?l-IJrMP-zdtUNd;%@RNKx($1w#kc=~hmY5QiHSY89UWa&tVY(n3HB&uY={>@)j z_w+>(Ssj~Pd>NIO^}b&rL*!cBy$b;gOj5}F#_)@YSzDlf4X=4{jFXe=EA_f4b)GN0 z=TE0)3GhK@@e$$rH=?cusEIS7o9Bbr<--He^6d2VH&Yg7=tWh-N@NoNo-pdHg9V!- zG8QX=-@s zu@o_`LD6lmYbywvPmIV39P`{`BAnrwo>;udNy+GPPR(>{xhAT2{&oV5i{z;pz% z(DCoKZIx<1#CmOlK?5G@-xhy=j57#S~cPV;CTyFD66h7}Spum>e5gh|_n z88>RZ9-wM{?e|!!Y3Q8>_<=KW|_|3MpY}>YN+b!E} zaT&|DT}#Wg>aAth!dkWL`kwD^sNeJ6*L9ueaeykW5Qd;aKze3d9WaOjH-7xndz)-) z;V1taC4a>AE&zntYS>50`N`eFwJ3#0Vl}ZO0^!Vs#iFVJVD=+Wo4obMCsQX(|E+J5 zvi+-m4ZxY>85Yd|-Oq&YoxHS9Ex5D+<-}6{i_~iZL|m%0aIO+2xi^SZN@nhJq!8Z^ zPfC+2mOFHQbBY!#DSH8MmxWQh1@4bt*n?JNxizY^?)d~F#Pg#O5MN0{9qQjXjbJWh`Mr~ggu@>_9x9+#e}Za7l4N72VnWu z3=@b zCg(>7Np$Tnv!$u=(Z*0T(*X`Oq^0F`70DPavjPExJvWJugG#Qnw0@ z2@A74njyG7=iLE^ELK+IYxBcMnzLzSs}|$UdITbnMZ)1YZn0qbl&69z2>An{^SzGv zJ(t*JH5DC+aE^Xg&)L*8G>8Y9N1*VSE#otVcRFvRlR_390QkG|v|rx@F32Ng0}WFT zZJ`cAOiUmE@`>qfkpbK5a^B~wK%sF5bXF{X6Rw7--_@0c8h(tL8n2F_o1)T!r}Row|MSh`nyzmoPZAq3%5R8^b4PM-pK=uX z`tmTu?kHgmB>cm|ED2&mUf-`fRX$J5u*$o+l_Bl-(nFFS9QV?4vB_YvSTuIlkVwfv zH*(7`tZVEJ+CL?|3{hHw7)XSOOwj7WU$!dQD#C2(LuM@--XV(*;Fyau=pgbx_V^ZH z49)-Fd+@(`fpn7WDLBB6A4g9!u>YL_yia^8`X9FP#u5l6XQx(pd3n5(ebHf8qh{*h zS1C|I3sLpgI8?G}=zJ1A3W%_ZSQbtq12AiJn!7VZiYmng$|;2MY~z5iS4}n`a@+q+ z*AKuga!$dqlf-p$4*iwH|gEBrFYL zyH%>at5Ljl4k&ufuaX3Z%mMB<<@e(8Lf>!^-^-v}ZburJ2y$4P;y33~E7YL4*8-(# z_DPp=v@%(B&HMfI-oF7f_>v}7aP;Kx6zvol33`&CSJK~X@{~&glPp8P^C^!u6e6|z zwPkuq>TL9t^Q3F=7MdWRkJyQA7w+K40b<RA#AbI_3$x5V?9jEM6WI(C1V~Ek z_hcjR@^}!Ly*rDI?GiwG<6;uwb+7J{;7}T>`2yv#uUgmwi6pA(@nQ+{ZQ;wcOj6 z!VonnVUJ)HmMN;RZcC&XcL)=3Qu{^^Op(0cfC6+kguC1=B%EzEX4{QgX3xUI`>TU{ zYLNY2F#b#uA!qIpOSWo3S)s5hf9jtegDC&EIG%MYtn~7~B}$P^X1d;Fpe-2@#E_Su z0vZw@s!}wF;OP@zbVNX;0Q4(pPPc4LEy(n9B?kF}ZGy@N9kLyNo-;kORbhbAZD&n-p0W-zOi zbw=)aBgf!_Or3mxsQwzYr6IFb5??eIrSC|k%b1t)KMkcZI$GkgFf5HTif|P~c$PQ`D0n81HzrAR&liZ-t=PkG^SLB?ru@noRIoJ^Kt&$| zlZr{7v@F=^BasNM;r^Ku+&jKq`|D^#!I)w=H9J??zN`o3MWF3veFl+V&VMS$ImZ@& z?+!OWFEHu42AUMAZE)M}K3;4){ZRLNQrnagU=Qm1CpRT9FZr9tRK+y#s+_QFpgL6U zB{WV3P6S*qgI9uQ)6$A?a`gWd+9c%7%OC+$=WksRm+7J^q~VvC3JQJm7KYuILF%tV zSea{7^0{fq@})k*)9H4v=eO;VN=F+EJtv-~NKt~zB2Pcks_WYmzdzj*O)a&FHE$aS zo{oCnY3o)p9MA8}RLbu_;l^9-mH-{utgsV^-pHAgifCI!Wp>pHT3g#a8xsyYdODza z;XHzuWbgJIWNMXiC|~3E6$&amMF;$3{24P}@6l=?f_*HBpf-CSwPYOd0CSLUxvdy8 z@U;@-;ANr54JANlC^iwvQx&^-d3+mOG5H)I=Z=B5G=VIIT%j+sw&a|@-ZA_4qpt{i z2AUujpAS?t15jL|eZCDzvGcnh!cSa(01YLs&`IO(A19Q_U?5%-?e{Sh4}xxu;ctwV z1gcr5CNHZ%Afm3fs)?^!Hb ze_7^4K8R6>1R{qG{*1w(SEe#KdQ?VyRqU0wG4Gp#D-!ngT#_uUg7iIo(b9jqk1b^ zD6*D;JbY?&dWPrzHp7zF?$~31oA<(k75bMUxS5AJp$Dd|;Is4Fd`Kbb19im5aL|0D zB>&7sgq}GQW@(LIM$O*}hLq6_&tqmEuuH&&%y>2aLL|aLb#t{zhO(nYhaI_K?XRxp zNxsq8GB$PXF?NYGJ-N>hoAR-PZd5q9*bD(I6)QV|l21d^zit9!T38sFOTT<6j>RJS z(aTra+#L4((LHrtq*9hNI6;N~+)CiENwUf)>^lPbVbAP^$XKfO8-HB-1>e!ff8z)iBbLrr3=i*k=R4k2w*-TFbU-B|7j)nq278!*o z+qb*r(gB=^*}Ttv#jADO6@WBFXNy-C!flzt^cW-iHkQ!~E|OdlRhEgcg5QsGBm%_~ zES4c+&9e;QXxBKacJgELh8J~9R22q$!4@bB2h zVpY+X^qSfli15>J4J0j(54w@PfdCP52D$7$_(!h3n7HbhgfL-G1bGlsdee962uUs4 zf@JYeNs0(kX7*}gLB>INJSb+!5dmb);_K=UN4-UI$^=noxu?}B$)B;oKLypHYnV=8 z+;at-8AO;jD(_`AQrO9^^*dw;zx-%{cY_N}s;H3h2Rcc(=GtkJQ0Z;jKB>^0hC1Z=UVK6 z_>>bU`BEI1-l>#Bi!$ZbzqyqA+cpEw>OFV19yBJ7;Sh~!3@|7oPm}xlQ7@>&FqfHh zgH+Ix38Rv|H@$z}(Q&QLBSIS&PL9j-(ZJn$Aei?^fa>mUJ?7>iUPwWv+@7lvM~s5{ zmY$KY)1b1rFfb5)84)A6mj+$x!|n?xUU2-g2bM0NGqk@p?DBBLO(CqI!p|i`Hr1Wd z-W1#@O*#hjj_uGn_xmrW^Z=>{UN9o9_i3mzjEQuN6*Gc9OW6 zf2dHNKCg_(`A;JPyhn$SUn;?&o3(fLx+s$Fza)=!`^trn_Xknx?vH@6mcKJOoG~}> z`nf|^vJ&u3Svy`UTj>x8p|Rti0*u&03lsWKAT4<a=lS0#HekvBbhzeXa|B!4di5=AFoFf0U}w|Xty zC%O**O3NV#{rJsm8f%MvM4!djeg8sr#9xz_xBZ!71nZgxR+L?K7H#=#z=NKA0u~)@d{N+&Oj*t_6m-4A$jLb?AX+kJl}1M;IW_Adbn({8WD!ay^THNpwWu70WavN=_lKb`LSsCS`j9>?>{om)zz zfEdO?%Fv}B2H$vnW8DmkO7Nl6WF3nxJs?Kp8dJDS-mP~ue=rRWaBw1^Eu z=CXgoD(UNcb?N?K($r9_yoXnFKe|)yrb{eB3YU-4MD`2AxNTIp@f1m``E@@e8YqZIn;*Gd;h1XAy5jepvS8M0IZ6yQ#n>B$bL(^ z1&NXpvrPSL`N|#`(;q4zBAseOP~HJv;uwmG z6e>05bJM<8&s-Y{`pU{BBD;|abI4^k5>DRpyndD*`AhFh%Vy3pM(SZUSaQ{1eS?k{ zyFyb{I0I1jQaU&}SVe#G3?7r*dkzjsIr^ESxcHF=Ta-|=t*Y@t0edm4PM8?-@y6@p zFu{x;?G#UyqoLW;#;uu2i3hnP^12I^%NJ6WF zW!bb)A}*fU)=U~}u8P2iu!GK|(89qQr`)AV9T~p_BZ;eTCD_1(rII|#<(dr5r6GI; zH*Q^Tk%BeV+2=$jAM_~;;k9DJ73Bp-;KQnShW$hN1?>(U6;@l&`61LQCF@gTPr7la z8BE90&y2Ue;PF|@vARA+M#fU06@tV_fD7k320-V-=xOWE?s_VxXxInET`uKIvXUd1 z?9jN^nep`g@avo?CnF)#p3i2a1nHen%pNR!_b2mX6bfCA1ZCZ#3=5i*Yx)PPZJW4m z!+7qE;z@iKqEsW> zJ<}_&#GD$5l`h}F+wP$ESMvsg3ys+k?j}^Npohib7a}a-G?N)MjQ)KkiIAfu_}!}% zAlr<1u=-Ii&{q zbexR(=zf;?yZg6w4%Tuy zM%%=W##8x+#0Mb-3ieH$?cn1PYR*zI)Q0#pr&7GHtf2un?609q4-Q#Q(mkq!y}h`T znBMcc#&z%yg~t9P{|;fc4rC$?h+SxcRJGXYG?>g6)8OYEo1eMLma@quNpi^7Hijsl$M@RNlw8A!gxtcSThaubVNKHJiGbbi(w67;({(dlRqRmYD9Dr(4n$r|$N z2pO4~Wbe3%QZw%E5J&)|b{r4p_aQ(*v%INlsmT2)bfe@@_qj-sr5C$}J?Jk6xh{1; zRw4n1rsUMrX$)yd*+H^!5@7!`1mNcBGS&XE_M?$qG5@rnH1M?!^}5C;%qi)?809K{$Bi^$p zD~o=4En#|Gh3OB8gp>^?;sTPDJQNb0;(}5c`sib4A2A^K?sl#A!xQ+n`gZc4vPMTBxW@9Pm8`T;&1uHhgkVKx^?t?KarpH zCO+%R_Z%M{9e2N^o=P;6N^a>RSvz<-y50<$5g4tAhxLTAkxN&)^Kx@QINZaYI=^MH zi7~0rD$CqJ4W@HVaH8;FHQ}$}M!kw7|E0Pu5*mkcBeefq`di0{0E?3$j2)3fdYdQq zI{Y)4Mns=iXyz**<(s6({dAA>y|T&qQ<-=~tLTv%17j`Or4`iMX-bpOV5(Ix%(#w@ zHoZ-bJwW*(q2=pPTQguoFY}dE%Ief79nPRKP}5Hg5)u4GfR(eni&bSnKI!g7Z#i!t zWtDBYy}gi1oEjJ`XznU`GT_WiaMTIC9vO9GoyB@O5kC@4P{h0}D6^B2mImz7coEq7 zbk|BgCgz)eN|nz(0W)Gr1FW0Hx+L4-Ee+ec6H#@tt+FAGq6sub-sRE|Y!WO^EcRT+ z@ELsCK)e+QCMLs^I~(1Yl$I&Sifx6yi}jmS*z5Q7%;CcYz+b0uToA%SCCthFb~R24 zwcwq)5r4bxf@sgi5pw7MPbjEbWZ|?HpHBvh9+Q{>Z?w=#-@0WtApz!lc}V^(`Q7um z5Z0Ro5Z-^D^7tAkypE4!$M-K3svlEnTjMf|zb)W$AWO#xu=0S7U0@AUD_xjJuh%ml zjLTme!$YS)4@$@ZE$b9v2^VQ_B`{d{6eZ&_&gK_~Q zGGk&ek1`F^=RAe-WYEYPuA!3(&?Yk(E4shveGs8$Zms*{Gxdy;O%KjZ!ZCjCP-BzQ z&d|P{W)-D8vPTj;m3Yt1HCP8&#;0AD$#A=6<@Fg%h0wo#H6Buuw7W<1Hrm?T!~@y}lu6*ZxaKx2TL81FyQaap-Co zwkz7AS+4U2YbWG^r2pZk;Fk`)TTv#QkX>LThvh_%rL#(N z*1VTmCh_G?#bkk_&pwxx_23SoQ9bm*KU34dFWi0AvXF&xEu&1C4Q*)#gEe|ywgW(^ z2)_?&dTPWHOi#MXmYPra3Mua_TqcPy?2BR|X2U!+$%rdfwgdB3gf66dE{9&KnwnxA z933Y+f?Pxr4F)Sy;@WV_YFnnx2dT6MRkE7L)t?eIX0#24mPd`crD3yx=V zWMxUbxcVP1dO>l(d_MG!fh28&n#HliKVu&NSJ=$A>S_1*4?|18TkI|fPa{}dqzoQ! zrgk{|v$>z+^hVCEAAVn)E#QDEd5-q~u}{}k{Z|8xuVSo*QDpm-?(> zQZXUIgy%=0m>r3et4$7GPziU!hZx16yE76@C!*Q7RMaT3DMcS68?r&9!w=2GS9sG_ zp>oE36F6n<&2DHf^Gl(6O|!|*UH;|(UU3_=fQ)H_rxZNNr>-Zw5JoxoG5s0LqP3C0>A z4vmaOyn_zCb93{Q$!2@k=c$l>MSBuuC%$7^jvBAkzM2hh&Tjea)Kf{b{1B3g zE@#?R29wDFlC@J-L^>uWGkeNywnF;~C;O>3P&$BU@Dhcxw(5NQ>8xOI1k~?`OIm|7 zwA1>(vti7foRgd{l@v_lQV?MA7YK@qCf{$_hKOK{BPpgRY3!(zF#dnu1%mgwCBX8e z7N0pfZcbNQou$geZuk zWBx^sgADn+ucR%!An0A+z~$+;o_lN@_o~R15>1Y?E;*B8C$+3X6|QgWjqxe<>|u#E zi!Z0XkA^8O6exuuf?|RsKk&60Iz`F6y5++tNzefWZf^{lnFz$NX^JQMXQ|$ngy`(V zuGGS7>wjHW1|n0(JM0;_hOu7WO-Z;0W{AmJqIB zanu)_DYGsqG*yK06KF0&ux5ciSqsP3gV!*_{ubB1;LM5-ukPW2^;Rtqe-3oUUf%)I zdh>hW^a$rO6B7Jzj{mRv<>|$(7{^+ccxe}wRr7z}sw+C~Q4iMIv6SjeqXG^VQ;`HA zbuAPV42&oOEms@>pBY!rduM_~BvSCo2{zbo$2{W)x* zi%AZLu^1=2!0?8pveM$$FbRUVBRrE^q^GRTY}89U|TGwVHQ z+x9?F~zDuQoZeIKZv&sUX&CxG`$_tJU;Y^I=3Px5tLBxl{N zXUp1kBaI$dbA&V`=_997amHe6--iqNR9j?p%hfjx!~*%^Oeuo8$a_14WFd#-eXmm4 z0(LbQ-Fb_yU#DRMLDp|@`Y~u{hqkKUM4CuGSE|l*?fIKxr%-bgC z>R`xI9QrAYrA|&wh_G^RL}s4Qu|ay^?Ot%SM17{ccXHp+a*uZ(vDJ2VPmg5ZU_p*+ zFMJQkgwGd-RQyPa^m`O^>5cm2yDR>D{;+dW!`N_GBsv$dpA+Ruu(u`M$dJrL8^LGB zMhrRKJ9jxwVSkFwQCBM3^*(PdY5#nCn&RIQ$n&%WYhTrtTQm)~kHI8AzOJNS-SDqmaeJl zv9TwF_Rkzu$!N62j+#R0o$(f@9{~ord34}q@h~&M+uZ#c=c}kxt9|&!bX+*LUu^a%pcIQOi zvwux=`is}3;#G}2N|N8q8dG8=jCy{IpK+FXc4=uz$&CP@x)!tHRNYHh{qQv=ONP2H zn1cD`xnk_Iu;sH=`IiCD8ypd(()0c?(9+J@-l??4-Kx}i!yNx1Hc`8HNyzx!(8^~S zpBF^;n4Ab@`bFVObyt~``tdAmM09C~3JRuxKLE#|RerwZT=zT9H+GF^LYJe(QYO3Y zf6Ybs4dhE=)N|?}Ow3{>Nk}lb%qaGFIEYLm<6RH24|XQqAm}T^A%kf0qjs*+5O^?5 z`o4aL%^72G#`;|q(b23T$JRb)g}X4yi~?;3X(&YiPd+bC>#Rhx80;`Z|LKRhyjz?% z5x8_tuCD$V2~!>Gt?U+qA0{yPi}XQ0x#SWWf|iLUt*X4;&bt5BWZbv(J9Kki|9SL< z-nudsNNd!-SY-()n@H!$dew)%>=J5}< zd3XH8zmO2jh*h>O&gX*+9>zODazpHK)UT1v<~n3|=Gti6~s98gTAS;`bSJE@8lmKd=9#`ib=hG^0r>&B|20Hm5`4Q(-?g)}e) zpDtw(lqGJU|KrbJD6}O^C4!VszW>Cj;|4gYc3Y=KIdH3TqnYF1fzu~PVqlqnL)vhA zJ=NSE)w-x_%CVD$4nn9kOV5b~FdP`CigO4|ss!G|dnf06uOo=%C@Fj%xI<0EXKx`& zshA1<^HqMn5%;xsmMr@o^-G5=mwqULB6fuq?!F30NNybFH-y@r`OtViNM>>p<^LqP z#CvFR$rT-pq(~@XB$cw98H5qV1S}DZ9*gI<3annQ7stskJXKy_lXKbLJ8^f4W=ZU!XQX4FmE1BR z>v*$;2Wx<}r&)TLRy7m;ty5s}lTE5nA%Z>J6;?dXWXNz8M6~hz{JIgPJmG{t_C2(W z)Mk_@VlVeAP{kx;D7@J6Z-NhKlDNfvN~TiSc@C%y;@A=EDvm=(2fnqC#pqUScg!$N0&J z&rW4{D#Z_t!Oao~{^1Tj8nnCU+&>NsjEt4#SthwPwT?J)jyx6z*5%fET&nr|DScIb z6Dj0emOnjvp2qU*l&O(20gw|)4HJ_&0W>je+bE+ogqe$2nr53?e zWt8pJl6`6qjbayDZ7SH}`D7&d^x3g-r1co*NP`R4ExFz4dk2cEt)?Q@5*Z*=btcqM zhag*J1*Dh2HNYCzzYVMYON4U7F~)Sjc}C|+ljL`6HOf$qaH*A=r(s4U8>GPXXeGZGzZhUEt9g40rHJR3#7A!kI98jUKWyPLWnw$pG=W2!j9*}1lSZs1kowBSPGyIH6gJG)t05MOs3M9lJERvh1WJc4xdb%+&G$kKOw(&d5 zMCI7jS7bY1$R1tT@Y$2X9rR~W-+hE`xSZ!c>9e#hp9<~OXqj!rxM3Ct0#xQovR|Er zo4kgNcL1)18$?vx`#*Pm?Tk7LGOBEvAd$EV7Xh7dDXv|E0>Ioyvexk5eTN&2 z{tnQ7kWD%dIAZiJL}bUs%CGD~+H8C<4 zl0{#Y3RQEZ0xnxgEr?UC9HeR|AN-&EN#tRop7cE5mKIh2ePa88f0uB45A%w=50bM1 z#FFJ{s=`qOwdim!r^kgSak7PK;1W}C6ZuFJ9S>n#4rjt)Crrj6-oiL(kWv~=P{Zn4 zXK6(=uGO#=NTI+j)Fh?2iYA|JKd}HJ-K463(DK{hmcr{lXP@}L{XSo-$mf=IkogtPEjlD4=N1L$uj7Soaaw&U)}g(jAD{i zzm4>kyMSg|igM_fPH+)mpHJS9a%9#GEK?XTFvUX>W6#8bV_lu=Iqj~-NN`G7iv1n| zGF58=OoX)nOgJ_17w4xZK2NcUMl8yf*SNLTSyUNQ$38+cpgPcM2^~c!Z%#<90uOT| zR{pR?TL=cY3ld3`6PVBFk6asGb3yFnI7^@c)`90#2Sy`xUo!7R}%{b-6vgr zKWiURTU-!xi_j1iecZxV*QpQX@iJH^6B_$UjElo_5c9w$V$BVc#8b?$`1KRh4GOXu zEK%P1A5Z_)Fsi?b#+>`oqW;u&O$5lC$W3CwZL>X4$$T>E$Zh{1CQn);tl~gos>NdS z*0R9s>rwa{7Ni2l0GZNI6I#Bkx;Tcw+Z~R3OGQVf$kVOm^HU6|eQXO3GNy6SSH^(y zpY+A_KpQ2?#GQYu;pBB#T(rGI5dXy9o%S(w(-lAe3Q*7~b5_h1fm=9)RQJU(cmSvZ zj$L(mCS+^kJwksEBHF-7&*yWyN^9&d_y6Z{-|n}vj%Ev>c$k}t@V$yQm_n?}xPwEk zCu#XtFP_m4e{tL>R`C{ENBA9`ub5We%MnGLlL?5)54R(29K&HgyaA#9sTv0cR@TzY z4jqjE&A=U*(Oc;1L?JlO007hR;JXVeARqHa#sXu*+QI$!XYWgr>tWRb67_wXQ6}5E zZUB>l_#G2aZDJ69c)jtgm$)!-pDgDRB)7+X9M zz=NVCCLEOiIndYcmk`QS@1jTW@GA;>K#H7o$**(PeurtDFHv^o;^QtfYa_N_>6Iu1 z5nk)IP);O1gH@EIS&8Rv9u)p8!Nq=RP%2e{zZ{JgH`#T=ePV&!e(jG{_uM|p^ zZ||=+Xbzv_)!f`biJN4-3AAt-#-~7T$TFm%uJUu$aHT!vIug{_aGGdUX zTYPl#;%>@EDOrWG!G+3m!Y@K^&l`j*F1i zBs43ju%@px33B;59z$r!#I_Xa;f}3#K=S;&@tOWxA<~AYC5@TN6+MwtWlar(z~9)? zlb--K*OgD|{Hr&ipf_^;z_x$e@uz_KoXUK8RiP(nlv@1gE)=K8l%hVhY*Vqtqn~9D z+i#)3*rym;M`mc_wKimDgOB&^Xv)LyK=_$&&pH*u%uru%?(xfgG zZ&kQy^k!2EuBbMVz2QT);OrCTIRP-IfUw(_7y()AO_U0Tvv2!0_c3MK0-VFs-o zKLC1Ag=D7``JwUwqV)*ZDPw#61D`khV4p&wLAC?wjoW~ZIaql3{J5qC^Hsu4X^>C3 zj%hhH^%oI0!RM>qOYRf$K|A798<7L{YdFaCv@}(pDjricwJNR;mSSRS#{5Mf3?oZh z=*ah%aI%6?Iqx45SYeLvjSIDX_$V7eD`a4Y;9`{#3RTm{AAgM23jNEsZ8S4!Rgr@`zbc*msyJ>zzwnypLRE#`-qQ{Gj_B29O^~d43B5l05HDAm{TV zfD5!A!a7Q7?AvE(=ex$tElQ^ss$L1@kYA;j7PtcKciTgc1E5stX0kP`!Q;zVRV`iJ zMS#g(v+pgasctU9&BdLTv}qaET?@{eV zD4t{bwh&Z{%L`%relz2aFtAB;La(coZ4aLU7MH3us{`e_Wj?3S^rIgh^Qmg%gp#FR z8?i;4H2=lCPE=MHH|v*rC12YdAb7T^rb};UW@4_l+>@OpD+wJ9SpdRaqi&y?js)G5 zcgYYU(eLh1{^uODd}D@UzEqK za7UHg6#Z)0?*>=RTppvHA@52af=I?%9dp?r5Rqvn$$lSE5o&e2=ql7bn@57mvh<qF19(WE{}gX?3urRbIl%0Bv9N5 zylY>!9C>r2L=iFfr!P|2@jGUIK4=uRmySYqxlG9|m%b&Ct?(q)#XapM4KA8n5+mak z%?hkD$GbzFFO%8kz*5Mupqqf~05#D0bb3vEDk%HrDp=thC;pxr%TSp0Cz?E$eTuXf z3WO2*)y!ECiJX&j+g>yPQ~I<8{M+3EMT+^5#R`ZeEch6`xfF4Si8H{QYu+Q7V5T$RG~ zD>-D=Y{fNK8#)ETbQY)7oh0^FOxODU(~kB8jR~8_iNA zo|64br4u6u0)uNU-g3-osv*hy&1OzlV|wUh!zwo|xFyEf_0TKr?v@1)1E#$Z6m^c$Sm+XJ&o)wHF&B5xVK9} z(1?s01;bL$#F^GuJ+SsXQj9XSz7{p>6qh6EpO^G~%lSn;wTu}TA86|4*3dRTJ2#QBrBGJ==cbKCC+UOg|;p9z@07Nju}h(H0pGdd%hglNFA!^R46^o zJir7489XzxF|2d&rP_0&zH{;RloMB7=hyyd4L(t%yM%vXW+u2fWqsXX^ke{$#N%%> zUv2aE9HxvAxkYq{$A#6UD!r1-a>^vYiJSBdHHZ8M*pq1`H9U3*+3LVVWz&okBfg2S zowGGtsT&JUESeZ$UXls3^7)x2=`Bp&`u^1qapoWI+x4_6SHMrBA5|a?%&tPDA$tcG zEwU3RyL}Zw^|I3ZIAYHPiI|pR?0t|``@v7a1#gA$lX6|tl5c81hw-CR9+5R;kKP6I zY(9ANWSqFZSVjB{P|b3qCLr=aIfRDTFWGs2Oq>9UwXu2dOCFkJ zakX@yu&I7Xz(h^eFjOgg^Sws69X&Qx^U&nP^}t$Oy~3XG>u z{EhMPWfT)L3nGA`Ea?I1^>E*bX&OeA+=aP_P_h|-1|>2Z&4GGmG_SVlKa|T&L*8%{ z2%`K(t3)BZi9>bOR8W``+g>@Q7xrREWf+EjMl~VNXGHONl z{>Co?gnn^)wn54y$~rYf0O1YBA{czy-4-@z;T03;d#fVOPLHL)de@8{o}m|GSSHzM zbDw5G$~qQ@V!X$PKB;BE zn-_lAlI`3HMB0I)6F1cRG)aBh%(?UhZ;w8$RcyD=lMXvHXr7sO2RYJaw26J{N_uvA z?~kOz6TS39JI)5_-+9d3Fv%Y2BtbsR0`22MeC*I94&HAOZw=H0MVN}58%xW}2b{PW zHBJU{@X5;v7aJ?A4i%{bO_AeQ`WpU84@$9Tv|OrLnTBfk&~65w^Y1`9e#eQOzVonC zqG=1Vcx-Cvetu78B>q>UcRMKMPNgr78B6JzX)7H9B?4 z@|inVA)%O1AkWU^G3Vz;El|0E{nE82poL;533jj=R6xAI;{AyiR+F0raMR~=BH8V+ZWb>1sFtE z-{W&1*Wf{kh$MWK9=wXcvdEyAaPenA?MdzjpuDZXU z2ZlQ{_zf*n42VX((FW{Sl-BO+a(5w&bxjgSeQg07YN=C`|6jSV#B#nL{Q3FeLt9Sn z&t2DfN|U$0b#@VOQQ`C_hA(3#TK)NLxuw^}@y=rYr&D8zExBgSbA1baEj`T(_9_jm z#5>g+*#LHsL8Am80#!9E@+QLlL7Iw?ygXaJN=^!mYJmjnz%}A||BA`d4n0!lSNgZi z_kbdwZ#CA(FT|^qQpZA-jO7%mkRR0>O)(h`{FX%7>E|o}eccjBTSpCx@lYp|SEMp9 zL|5@I3I8I#yGb`ksH4_33Wj+eZeKR=P@A!Ce)%Fr$yL^djKseaa4bCAw$GXU%8vj& zbK^dOeLhhN+^qB_uM^7hX)mP0EJ)isyu{u|@1N*ti6iHpfvhVI-JaC*>kTXVj+Ad< z+uvyk5%ihb&h~b*uzQBuhT(W$jMosu$rGXL6H1#v2tQ2WR>q`e5ONw3BGLDh-;_{R z7#H=cm%Qa}mSbv?lAK?4o?K&%qBCM`-jDGY*l;%Nfta?L{9q8OEFW}s0-DEDJn{Hf zneY81Jgb^LJuJ0&Vi3DMXN|g{QS{jG(bWw-nFaaM0pCfSnh zvLBjc_v;H7)P=uw=XwbAMM&GZxl57DY}IoHhp+cbEY{7(Nlxxows-NV2RSq%inH~{ zXhgZaxfa8_e}S4}RgiA@%^UNOC+Rf>QmizxKB2krwz)eAJgi>MJq%vyk^A!QOXBYipBN*tD#Hg#9D@<1cA~9pSSQluDxBgbg(pzW$G;bMUI{ZNu=%wr$(C?IzdcnlRZ-#$>xrw%z2( zwrjFAVJ6SFe`|gJ!Z~~G{l3q0-`52@&DYC%!NzHhq`KX7NzFAkn3g6{_xo&qT*abc z;T^o7DtOn@=#imJhtU9~&08W}51X_>AjdPD2?LI=4V?uTG)xn$yGZIpt)3IPX{WR` za&X`&08XJ~b!4S&tP|JY2iHMKgU{@ro^bu+m2|_aKEPJ0baG{d0;G%C(Yq9-kz49$ z_PG-QVe<}I(lR8=UP*}(CLr)KU_YAfw34m>x+-HIv&HBXTgc-H1qDUB$SULkkx-2R z=|WO;^#SOR8!^$o-4q@NX%-{CbeTpn%$Dz zh66!N`QDp+zlwav_8RO<{X9}s!LoS!46kjM@&&1_AXIhH%t<=jn8No11Z6OIiKMgi zr~_Hul#*KbL2X$#F(dQ_XbXbKl3fMn1tjQ`gBlJ?lx$K%j(d#1=@cHb>ApWp~O-~~3zWmJ~WvlM22QwgZ9ryyPX>@z-;YVJrp8Eh?;sr}7s)|T=N1UlFUxtDm1=ZA5pzzLG2d&Zf|EnIgV(BmqcVE+YRMA6m!J9WEYVJ1O`fzgdZJ}b`B8s>nA+aIg zT;I{a<>+X@^WW;tHwtSjH)JVt#!5T^IrN{5Y%CW}jWtY-+@6(<+M4Rfu8<8A@+9?* zQT~=%NUfphgOm^r%1aXOSn&$>ADl4ZN~x@q6fVR_ZAgh3L{Wqje>?vA8(6 z>V}4q);1jHS!SgE%=vv_aL|EwzJRVA7Sa=Qjw8HyF@K$NQX*J%p^bnZ_71Q*X6Tb1Z6hZQW93)-84NociGlN`#*c*|;Spci5$K&IrT4IK0 zg&n!-3RHpR-iGKp99B`6BU(1b_tW$3AAN`VTYieL0_=kE1Bhmy)__&tcAtP*&LOAS zHv~#s(ZNKN?@$;=?yh#}OR`ly36OzgI!q@Vz7Mv7dtq4KVz6559d&{r1iGJObxEjA zVG$E{fQR+z(l$Yz9s3sg`QWsJc`kf9k57$9)1zDY>S(5orJ;_QE3n)AaxEE^AO9wCy?8As+LEoV>I$ih+5BGnc6^xCGM>hG{M z;eVnuuo1$<$eO>)Wu-%l&)Ugb?UQg$5Aoz4))X4nXdA_G6_^jy9!-Ll)*Ai zu}S|JAD=FkC0$$Ng<&QNs-6|iDZzKMp6hV2=wh~&z|S<>lq^hc-?9GUdlA=;xn8B@ zn3+=`$5PAU4s?y({KA=~JOZ$WiQz(J6XG697F(&q-)!Oj!-q00y$MY*hrcPD+3E|{ z@dZt8sRk@Be<}qy3#e_ZovJLRt_%VwPH&oxNdb?`pT=lde;)N8gY5d2v#KzooGEG` zGCbsgb$u8DmNyUNsTmi0qY)u&TPTxNM!f>Vq8XQI@`RSTlIXJy%?Mp)IE^LSc~ndw z!3g~YoJ#vXRooA_uoeaRGu_nwFBo#f zbwT*6>SblGshk5-`dk#VsL}bN7e8vDaU#<;8Fpk6V}gLnRKx5O0Z~d(H5!^y zOS^FcyN!Z|{wGZn6V$A1;LM19b2-V%7c2plsFyA9MNp-H7v*<2233De!djZuA3g&$ zSO-p)+NxOp7QiLW6cKBPL$#&UgNi0QHQUxg2w8&LkBk{7t04x|l#yi+g}FpwCKg!C z*~eSjPVsB!-4I1VoIGoL(H`ZtuTDNlo4g}Lgx(a70+OqS$pEmbO&4UX_+6=@qX9k` zo?;*!?dv+Hk{Z}!#ZU>t>Z3%SSyrGBeSf)wU_TePj&urv*^->Y{0L#m5OltKsHl1- zI5KY#G8*lwObpB)QFl!ZkO{K0WIKi+93q`Ag7+iP^)ja_yNe(>G)AM{t87Hnirj{g z+6jqr#yCNWPcWl*J;XtJA%)~;k*?Kw5-jN~M(Pm~j6vQ-NIT!9jfK$5rse%Zevhpv zGObw+O^4Hf?m`$**0qg{YVs#NB}}^4`Z`MV6qc`4+h;rS?7vho5VKOiS(RknQria~ zT+^p?P$h|hbEdk|HN_%_9f#xa2*+as+=#U{8>P3i75S-Cyt2wd5@*}SPei0>iKCS4 z#=dokWL*|5j$dXNBtd*Bm&S}NW#|HFuL1Cgvmq?Cl1=A65@hN&M=#FUnI}$sI#Gen zX%tnJpmZhvEebncjM}(QTBeZ)Y@LUguwoz=I(XDAvv>^4GuUhcS3!}=ln4}R!EwbU z0=t654RZL`N9UgrsLSy`4SO}g-1Ka08P?O;wR(ZQ7U0-{eR5%gNI@41*`C(cRt`hB z)0g~jA3h&B7faIu`}AKEF)O-&9uZB?BMeEco+xSHt|%kx7@!#QagE-3E9wlK%S`T=-;BL6Fl&}uN8Ip#UAVmdZnr^Y>s)AjvprR94kxnOYjRb)(jc2rVxVwg-Psg!i? zUIa?jFA)Va8SAq;MvqXI#bvYLX5V{b#?#jZ&+sK!@=sHZ9A=xuh+u$kG3ETK$kOm;@RDRzx{iT1oB#R$(oX^vhXGk#>$-n zozw>|$=Hj`5b!jaF_XWe9$VwSA6d#YuzW`CZ8wQ6ao0aC4by~L4}x@LBYetRkY( zdXHXM7~~l09YOyt$;6@|h)Hpz2rN9W&Rf^)|N1xxaL8`@J|sH#h_z!AdFu!ekJWV? zao%4pZU9J*kT^+cY3cNV7qJ}V?$Ftd*uTQ_2z$mE7FGC>rtu{SA+im&0e`*P(4g%+fhaaFEKBuTk7&=AAxIx3f(JY+|z$xm1klIi|U^l`tx1zoKW_=WeZh+ zmT5U}YBC)QCt39;U!4Arv+{z}-kp;-zL0g;=Ge+w*q=DO zLQpx0%+*RkQNJ*kN^9f9T;%OgAb0Nmxe4$nu&$rkhC~m zM8N)>YLMZX7W;WP6)SkBz-m3w9w8=Iwb2P-b9x+ss{-1i5g>YV-iDKq=JuT&O(QLc z%eMat^fLgQzusoUdBl9??aj0#VJE^cORY%Xzn=oixey1S(7vU5R4UT~?h0mx9&*Ig zJncqs7^j7|qLYxRBPtk1r9(c;po-_0)PN6^#KFO75NQDBDi?Pg8or5hYnCZ0w?uO( zJ54;~I^s$8>s7!0gUW*&d`b6KVzM+KROC;W9Xl{2JfkGYl7(6=nQS!+=pP}i`wx@k zCo0+UV&^F&;zu7>(yyg+3=M4sWZwVwhoS+I@@v`Uv@~&WG8P|5c8qDJJq)x>AS}A! znbD|(ykOqQA8I)_zg4I!Qrj_z*x)GQjX%d9yTlzE4g=GmaJfjLMvpBk^n7}da4K)r z9$0|ZKUiYMBC-}kFSPBRqH;D?9AEU~rYq*1IA3Hyq2Vm~jx+nuuW#S&Y~*}T2O@1# z;`mD55)%jwi^O3<-;tJ?F=1m$+ykiIA{xFLckO?##(sInM1+y53cxd;L)K*-{Ed%n zSH!kuBU75zbwWBPP%hsBb)}Vf>wcTg%2&_;g7$q}UTyqUeon~igwU-WODJLhF{kUM zF_7NiH_t-{Q~L;o%tIuP&tsoz4&ICgKw~HqB`v=KUxUrHCI*m&CAO_xNmHcFSkw%s zsveP%-3otb4q@h1DU@)Wr5>@~Sb4=X4r$1dj#qDjgr_#@C=e`5&8jI~*qL&CvD8wH zea7QV~s5Aep`;qzn>9k?MT2Nx^i5+HOst`!;Rn@nQP+o1D z7C6Ahcb0~I#$6YCZ#zXcaDCZ!w#M2lZ}e_Cx#4%}wpl1qNL5il={B63|4$LWCTn3~ zF%qBqPjleU;w*n?{3oQ`)lZxsl9t*x@vcL}9>TKI6SQ92R$i^>fAG5w;)O77Q6nU= zqh&BoxKpTn8a?6636GAX#s-K5;YKhH4sZ0{5OE0i`APoO@=6_~-xzBdDv64bsTt4= z6q=|A*5#P0gY;>{u6x*@$dI2I42a4V3IZfvFPjqtSpk(`m4aR}a{#e(DNN}SM)aH# zTi=)uv^O*&Xu+VPg6tg1o0Ttu4*5@pcJdNA@@Iqu8pM!p6)(5wM2PQ|FVfvZ5b)A? z0(*W+T0|`EQ_vf(lhbGAH{Ze_Lmc(_ab2n!5?tNx&qgksLZDYMy+pUG9RYp^? zD)-wrWh zX{xyyQ^=N@$|ZP$KEXoYKtmh^j~yeU{*k^KnK^_SB_>CqWO?d$X3;WDKI8amCUlGr zPezCrbg@fTlEwT6Pju+(2!J3wDf*P zq=2>iNs`b&L-y*51UYt)%f6LF$7EPtvg7$UN9TE&v5cM-&+g9`2eO9Z!k>&|H%Pmr zoN+SaqHYSXyo(_DOx*d4JyMEf6sPT=J~>^hhDpA$I)a+*lVzEH2sL$rZ6MV*k>#Lp ze==L%)WiupDPE4m`$hjnI-tsn`9=_$0PZ}FgqPUf(U_&RwLMhju!^bPJ(!9aj?!_j zXwc!2p{rn-i_mooCv9P1-^p}sdPI#DE8fndtTVY3ZISHKXj?e*FZBea$L%6=BcMu|2SxbrQD9o)JjH>QF zyaoaJ*>^V2OTC}02vGawGfp7dN$60uwhM@_tn-tiVxG{zrtlji%Y?*FogecD zusL`ChUHr8r)XpHyUk}C2-MKghpGDEHX{(}b+D#wneR|A%hJA*j=T1i8y5;(?S=!8 zio^r$?pb&}NXTr5AKc1DKoCN_lRIlRWtNvxx_Fp~l$~fH#-;nkpv2!HGf|lw&=A=X z$Fdt5g|;_8ZcGF(=YCcwHvUdUA(5mGz*mpDHZkvEdtZACBrB<@Vr1HbyZ-O=VlaFT z`N`ETC?yEiF6^z4Jx+O_KFUag#LXzo5kPShKF?*X6L zf4s#Soh-f%kjuyNwruIC84F9}{}xz(T*AVZ9;opr$)d8+QHsf!$J>XJ5N<)j;&X0i z&;%LLatj3weSiTONWzZ)y$2$!l(wGs{sc=>or=GlVLFf-3cFVodeml|nk_&6^9P#O zDyx3l%yIwWTIgm$?AyQ6i!Dk{*!P1`wp!{xvKV7<&z{*a4rVErdEtHQ&?8O2XAaI$ z083LtgTit{-M~q)duk1Jaz(jwcxFfEbab%lk^%Qr8EN zR?a0RHtL4{;bKV}>&B1grK88#JX>nv`sU~Mn16+B?umS0<%&$DERGcNyX=Jvczpb1 z<~|p6t>XmlN>_3mu61wCkob`asluABQ=apR1zf78CirZ20a_KHi z%~(4w|8e}M;sXD@|9!t6;?iC0w7F|AqZ2#MEM6}9Lqs2nwPOW5F0>oF7bxgj^b9Ol z?+_UTujozXaY&#DfHgjW5S}(TZ1rD=a}G$1OInP^$vQ}TYA!WA5O-OMM?ldcu`lw! z@K+F>$+VT(#)X->c9wiZ>vELBiO3U z#CuQ1z$Gp1l;2A2XJooYfCW|%2d}=ifdMl6aN4So)J^X@DR7N&HG*~t>xc)mEg%f(yJS(i`!P5$o z^T~MtDsaEzY@Hq}uWMADNuoS1Fp(1GN0k{*+>zC)r^nE-s#W4^a zX#6zWl};73RUW1{upiW<*J7bayStU}JfVe#=;v}Bk~gqAO2hdvZ3>%%ZkdH1!vOe7 z$i97Kv3Bmeb{&6b(iX|6@O3H#qU7uqskk_h{Ev6l^>ZR#zlt{`QG=6c3900uz+j_Y z`7vymP|+Qu@Z_#8gVtXV9m-up?1`L%USTA0{0z>d_T(s%`yvwGf;OW+jI%icR%eV5 z*a_tFsr91-plU2IT3cJ@P!%a`LLd3S3I%FKw{s09X{?=160jI?a;IfE&LzMqAtudT zoLwR<&6qg>qjvu>^EY&p_s zuI)`t_;IIry8m>kuLlIdLShnn9tBNS@qE$9G{TqfqTM|048T4j2lSql5UVw?B)g>?bXcDPCjYNDe zbv~IUr-%wId38laChvwV)eEqW4=QPKs7`4fzORPOlLOi$Q~|(5w}tMI+DJFy8WxQ; zV9UhsMx}i#km&tmvL3v2$E!=yA1@2OS=l-)-gN4e@WAK#ucuYc@g0W}GYx2?*43RQ z&eE|5p=aBxc#|dPG27Zf3GjLb{N4VGNbQDCRY(vU{tF<)JzvhneX(;27BO<)lWDn| zU^@8W;xLF_Or!2oa}<3b_VHwKiMAF<9_eWKN@(1d`!BtX7e*FefvKh=gh}D3*}=dl zMQjf#wjetvr$68Ilp?aoNR9v6yDHyQVfg3>*%s1OM{!}y_H4;Y>n%oM_Ju{@-3YPj0iY#wg&RaAi^D8l8a<6AX^k zmlBjCHX#MGvp$hIou@#CAJuVfoeiaLf^}A}#XzDBn&W;jrB(V_PNy5po zp~6-Jcn!w&x#Z%$lE`md*^y%qsOwpf4hzWQF*0aI3XQf*V;m!@$zriR8Q6-DNng83 z;i1p|4}^p~IAmUgO;R4?%%SF|_EY+r2wNarEWgmMAn?>r&UxUJOd@A}l!412@;3HU zTSwD{J*lztOz0g5%6UR#OYs!f{`GEV%x{U^HiH{=d%Q#&@QE{q~JMUvkVD)M; zN_HTZRp};az$FKB?qx18DCSbhWT!yMC{Q5~ei$vfSX32?`}o`UuX1gHvgg1O>sV*C zjHPWY1i;P}$MPis`c%zI?YAkULmvp>?|3R3jjWDIDUhPhCoS zS?{n9nu2@>6`5*_Ub3RUi=6UKFilYu9Q|~3@uO4x8HrXpGGg8JIAeGgeqvfO&HF1? zSKBNL5MylFjI`)KEV!}FJ@_ozNsq&m^tlKQyHU4lg{2!h!Vq%!Qn$8oQ?coON@v}! z@L-Jn3i1JTy_Le{vAX(pR=(GjC!men=l8J8ZfRzsM_oNVajzW@xWmDjPeV`_H9*A_ zCpAT}A^7#?TPgrcLq0#XE&twxNIN1P$dlerQxe6G!APd5I!q&j+!Cz3*!NGh%=FtU zN)2a8!g8Y*y*6{-;GOh>4zdI@u1YDEI&?b~LJ{QVpFO?M40s}V>Lq7`JP6+693rUI zj(h?ykYxPAKBwUBF4XCLy=eK0JkwExWCdL$^k{j9^4I$Ioj|4G?_z~2eA}@rdTt){ z^?GeE;+p`UMFx0@gbKFJ#W8s)l3VD>#_6XUy2yC^;yol1b;3CDeaL!g#G|kpl}|@# zRzl`njfWVyl8-yZgr!6p$q0gx>Eh&Ho{*>mq7YMK!4lIJ2_hrGjzLy~1MC+o5FC+V zBWPD#Deobnd(6#0^PoyXcsDJ%`1eI{Y(p2B!u;y>NL8!ngAK z8398WslO!)$y?!8ICM)nKTVn2l{wJc0-iRl7`p!T!kyktvX!T=SZ4sGns4nj>#!7) z&A^y#A(}4lv}yd-dHZb0@Fml^_aj2%0(1yZ8H6sMscm*DP2PSmROG(FP_7=$h&TDC zQV^lJ_#S#Q?)6}C%PhvX&q+zxXK?lNQp4!=L&33EYD_OKZ-6P90gja%_zh~AxL@my zf%rPtNPuOMPQ2$Bt-^mz!u>ALG{_Nelto=UljC57aeKt^b0mOLrT!`4o(VY_OTd#o z!+)==^G_^EF%~w`lf1;Qpf#N#>%aIbE`gO@>M? z4!mCkIXB)aCulp9+xakS`fV|i%pWZHmayv;P?aB+INk$*AGgVOln^pfooA8_2HH%{e-FP$AnOJB8 zy$|Xz)n-5yI5f)^_Tik)=3!d2ab}0@Qe)8RzMm0t--UpiJO5Gx(MhR>8I?k#4^4r* zmo)SqJ@;>`B!JdunR06_ocr8nI8C?Y^~MKemUYHewz$S&F}A{i#|L|c^5fi3@kY`K z#n0Bsp``4Xm$0~Q)FnLR4bqi*jmP(wZ#by};=n)v^ILoymqlQ|8!Q{+!#c+B!#A{^ z^2`CgUk+|CxO$=I=U;qO@tA#vhiU!`)hEeg7i)d47}Ogq^X4AuqgpAn=rw|k>PbQ_ z+2~du(G3xuNeT&T_~9g#oW|teP0>auXSCr;V8>Uf!&er+^q4R^?5*%`4Gv{(pp$%jyv8kM8}Y4kW4L5 z{A1lO0$Ab*jvWILAhe#^Aj+GbSJHKWv=S{XBrgvb-}RCj96jp!VJ<-)Enag_e?{c` zKHix6>y#46(1fC^Uu_-P+EJW3htu-~<44JTjvV7rdm-1L)KLVehX-xa-`Z27GTka7tM{W8_&Y+aE1wVM|G-DoaG&E;_|q~rWWd*qw684huaTA_4qfeJe;4A zF6B&vlxhYeRUj`Jnb)l-X7U`z22d-jsO{8QABt|7R23?2m7#=;`mCg9d+*%yjBD(( zoc3^tr54ni5C-BDAclt|$BFEx{d{420oL{Ckr!4JorFYL_uO=n`*GbX@48NoRJ762RR7t?;l3&YYx+mh(CoS<4 zZU?xt!xXi$g5_s4u{U<8BJZH@o(}TSomK>1=4+pHb?Y|lQwc9F&W`X3hOJ-SQpu*v z0o2y3zK!=$SjOAG02_N*SqQM8L)Nxmch&X$Y@htNetmiI;73Yh zpr;2zp{|+6;gEuZl>x94zKLd6pn2orav-l&@!qjq#PPgCGeM@7TjFxYZ?aev*3MH* z!JCkK+dr28RAoJlJHTlH`){^~Q0vfafrs+3Hn z_OuKydLcA9K$tXyU-CaVi-QVm_d)Krk7suv-)m85nxMrik+zqrrB(AD)QNkGWo)v; z30Mrb+_`&v#C;KkZ?SQdSZ1+Ytz4s6E~x+lp93zYIvQM)1TC$?+5u8fw0E+n-8_-H zWEB%5a}i^aNC}xrzMOwj=%R`EX10URYY#oG<>+vF`x(KacP|$`4jH8!1_?I^d+#?L zDS(>`u>ovx<>K`4iLvazT&N{#cHq^?xdiFRGs%aAPz)(=7-ZX_z$^(q^+OHpZ0@WKD05esqATHp z^A;8`8NcIbmWY(yQ;3h4y*hx@-Hm=SdpCuvJkI+XSY_$hz8bd`1I1|pY6#w>k^4XX zF!kh1Rb~4bxJeHPRVOFYM{p1Y0ehx0G> zzuk&1U0v_#`^eFh#icR-ICicDK#&7HfzXjSQYkH+fA0V^Ao;4zh4;^sx{guUFF&z@riCAu76CmAR%=`P-X$1Kl?)l$>gcE?#N1NP{;U++ zz!3^2c^$GvDP+zY-*LFWOd(p95-f7}ip~xDiZZd#WV9%5V;%(K%_XSwcD-!r(Rz=m zW$K${rI~%&Bz&!y2(?`)T}^PMx{7%XO?BtMzVB^mAq-BT?>pq2L_1^wC_X|GV_l(PO z*~}0JMUwj8N)Q%a*XA#}#h3Sn2|Wx1mGst;E_}`n2__d*CH|~k_WAW|lvE_Dlw91m z_(+kFpVviVBEMW}8cm%=zW2zVZ6G|57D6H1hPgXVFNJYGzLjQ?1vq1NH7BK$hOwrO z5b!!wz{&|2bSblUe7}P1+x8hHai5x(I{*%0zjR3?Smws#u~xaQ#lIE>jwYCX*EI}4 z+3>xng=irV@kFj1+7(bw{w%m{Q|!;h#POBBY62YkJ=J-`vRMU?eD_kyO?o6@+lF#2 zk^ehT6D@U#j4u`^FPW(5(b^{BHB0)E0pP$8VWHeN9or$^{{i@@ubbw6asqw^5Yv)bR8 zROEISs^w~BlT#d3oVK7r@HYhEuHq#XBf+2Bz9&y7XabWL>dR;Z7)KA-7Qe=xLLOX`s})RJE*fqbyo|x?> zZOX>f{8r*=6s$1wEJi6^*%y27Zf9VFaHxcSb0=VpxFM zw{fO4@tr4j8B>{#5uvP^0ZY@vBMvc8q%QNT+UWqZCvWL&ES;aJq|OAj8|=c*xzq6s z`K38biW3f-wND?=fxpMg^A%l`^MPSn>8V5?dAjyfIbU1S;kJDcrjqGbVJJf#9gl*? z@Fuum+Y*y`UEFufRU#gHY!ZNVlxavRjgZXp$;1Umoc_mkSB$xmDICN}po5HAKYZjM za&oZmh`>p1IR1aLuLx9a^6z?naK^qsj#X=V9S;ZFl^NUZDx@FVnSDDmP=8lV>$$kF zGJ1ril{+mpwM(?&CLmJWf27UP8fzfL7)UqVuJ5=;je=h|O8nv37LL4ONT(t3p^?d* zx?{z{sJ>=YFctuGWx`_fAQqB5a|&u~ej5mw48$UnAK$J*B_S;n6PfSRNI7DhmZ;G$ zs0(T(unk7!KEa7z1(9*g{z;d;6#6K^I(;SU)pDuzvc0^W_h&UH=T{kpILOXo?`N6` zPq+zvMl7rm~eM?_(y*$VA->aLBuVj=hxb%vX8H{TLY{0D|Nu8mc%r zQWafgu&an`fkPkGQ<*Boqj5vU`srSz)5fQ2kRav?v&<)WJ71k>Jp$ZCxhG*ous;>L zny z2`F5Y^|4MzG4Eu`Dqe|n%WG1q*{6kr3r^kszoa)wZOCy7_S}Bx-(R0L;lAQq;6VM< z3+FZrJi}kWJ?jY8B*?fPg0A{0VUnzBo%49| z+$TDFUzFqyDODh4O|l>vd4P+WTY}-w&O9idvj6k9LA9(=*&zGiC5tl3umd*zzwh4> zQ!8ON+_|EoN6;d`MIn&BMijE`+fG8Z%P1s*ODHQ!3?lUgr}UP@O)@{18i{Y6DyqxL zdS3~1)>|CizjCbZt)-g^9C8K~y4&PF=s&u#%frqB1@8nYNva|UBEr&4cW=fuYi1-U zNL4^li>QT3xweaHB7KLtF_n@&KjiZLiWYLODnjtAPj4rUJvW#ETUsC= zOC7clQrKnId2|0_VDPi4v=xS&qTU~8(^^~L0~HY_)OPmoju+WM+u%=Qr@t{So?A^K7sC z?6#Mdu_H^`C*)uh$pZC&-WuvTRFNljM3^`2UptWfG2}^lcXD2B2Jwh(?{D|Bi$FN5 z{`7jsI!=>RdjAChqk19Ej64DVq3R&?xsx?$PI5D7Ej`+H)NMeFpso6y?#)L^3K$%H znhQmI<9Er(V>l0zL_MKayY)-Of>(D_sz%(;D;LeFEUAGE#jHe8n_S;JiqxWB2!4-o zd=ksK#q_xyfLp9>-%*50#GgVUQlm4=UmiwzDn@d$+TQy1Xj`EBMtz%ln=)JoR zTYZ{aKgm-;0ovs%F(!ZXf3f;rpI9MgU|MS#cYFJVk3otwqf*TaTdtnCOADR?Oz2V| zguyb2&QY-!Op=c=u=G{YDc8ls*7HXhLS9ORMHVV7)m8zI7k z2#QAgxKMJfgaw$rk$(2(U? zEXk4&GeJkS!j5z&AWv2fR*yPR@0KX4FkfTudY=)hbovK%sx%C#r(vM#BjD4$`w1`H zVl8*+HFhE0l9PZ!bpyk$e8LlEX3dEy|ky6?Rta5J{Y6#oZ$d*(_;`6=v zMk-vsj4T{`+^eruW^Aq?0t9`lhX?lUD}?BpU3nhR$;We7aj2hE&J+jCPr7+>`O%2s ztfpHaoXiLftxr;kpApzfjs|aJNm&kI^J0iDRiJM%md>=O7grx3Z5o8{$vCrhUBExL}iVR%mxGd2kk#o0%YVL(N$ivV`vn=r>PC-7r`iMn~WwTbC-y zut{~17=oEk)U3+}`~Q0%m*zNirLCBLGya2uKSu!N%jT;zShodnF^b6iTuW&5@-8uh zRwt4B?W*`55y^H@g?FG5^+rwbsPf8Sf_cx|pnCQwNDb4m&=S|wdk+Rg`pV_l@>{lL z5Rr*F&@9^FoXziM)U5S#@z0frDs5-|*isi!l)p723PM6PC|%%hw;Of-`aK0TulJ1{tc(JdpT-)c2QhV&) zC;?(Xtjsj&3J~(g%b!dOsS<=^H#VtSE}ITG+(aE;xPz?PHq5`k?5s!7UUOsght~H! z6IS8ZvP`#to3i(lb$;MqT5kVp0K%&q-`r2+2lSs z>nflq6JQiGIU^e+?wzv{ih34s>M+44hcIa|-7EDUNg-3^;K-GfFMv6si%E@55qKbgX8^F< zM?!by5`6jqXWG}=8LpU0V&eS~{xCjDw)nR0W_N~gfZ-R zTi#O~XHP_A>pjfgb^h(se1c-!AyTV+Z%YgI$*>i2V;=tI_YWKMsIZJgkfw^68wRD_ z6{T!K3Z@Frm@1r7vP(b>FA4qfT3|BdE=`qlMR8$OLg(*vLx#*0DX(81XlxJGurx!} zNn}_?vb69M!^90&&1{hBw(-f*Y#K*jH?P_kzBAQ{>!k5C7&{vDb3f3}IJ{k9(LO;6 zp)|x&ppj4Q=9Y`yOtzCnhbV|e?-((s7g_g>(USF0M>0x%hh zCU#PUVxJ-F^z{u@=6&1-1To@9PuYjN*!@q{=i=9`i|1@>A|ha|i(OjJ;48!mL!aVD zy}37)B^8L>11x6?oiXI6PYmVCNEgQS|3FH6N)%{^RJ^InVzc+F06-)Jysgt|>#CPro`^6qP89>(zKK~j zXf72ypH4`#t0`p}ki}`+Rz{PL!sM?Xh{o<5xER#IC|C{&4y$uK{;##|mG*%+X=t_m zZih!FOwe!2UDpv8Iz$F3h)9SP3at_a;_vRuhbp{yK~}&bU4!t)l3o{p2({hm_Tjc1 zLnocHpO!xpB!<(ef!n^7J@w=b>5{WWi0j6k0O{oq7X!B*yGVZ8iN8+z=KAk1g3lB55&^uPpK|C%dkqgCjqk5NCf(~_}} zp)lQvbQPici=6zszKJ1j{9i~-Fv^2P$UCX;DFx87`d9p+3`hJ`9G9A_BL%@kwefu{ z7J|D3RWE6~-5Jcsa&t4N&=?@Z@Q^TgOI0*m$}*K<;BXuW(is+q9(av_k!CHr^3;H} z7>x}_UVO&ONBina7*rzK;I}R!3H_>7`Zt4tnZ8l8D*d6@%p4SA0gGzTe8(#-V~o8*zxg2Lx|?fU2ij@*GFdQjGFL=wBYMjGZ&=v{M=dv$OvsQ z%O*Fgs3vc@vIa{j&f;5oTwUY=%^55?Uh^R<{1+|5(z_U~GG!gtqXPQf-Png|Q|1rj z7UhHYPA?3L)$xIO{AW*3L}IB-?@+E_p?z?`%}TZ*7hiChc8S2Cbb8 z3^qEJJLb^L$Ns;=@qDDn{c2lRAgkXy8V~fU5E|J(cmIT^NbVIvIQx+FJ>%orv(UI% zMI7_J8>bt@9jSiO;zkUIYxvIH&dng(VFRQ}P0B(-%=4Kdm9^CKh*;UH zxm`OEyO4&!`+0hD&^Wm1b2S273}W@@F1!U-QZ*=Y5AVqcPlsDuMh5n83lD&XSgY{` zkf6*8b#v_Cl!oSI-qS&>V6qRdE-zEgbj{}b&9i(L*&;*KJUGhuF#%0_Y!02<<+Z5U zWmXoplpl}2%~=Z{?Va}e5G9gymHe(JN;YC6NiG|rr{tkR!%~b7D){s}*3hXt+^O?Q zH=E-dElxO+P7mHWK2Jtr8%t$CaeQ;)hTsO3_AgBZ$MavThBvZ&zubzGHwfi)cv_=s zJI*1!@i*u-4h@~h+R($xv%>E*@h)sV?oYV-J895 zy&H8SaZn-65+w{*mNnvvXYzb9%&Y6ZQ#7#1YXxvECdU;Ntuo}zM>I@;~$w z8f}%=ds(qkix~dF&pH@QR)1q2TNr{L1g_HTXyfdASQR!+7^47I6GmH8uLS?bxtvGW zG^OsxAA`pkUKma_U@_<|))lNsz~fp?;(hY@Wn_H8MTzyb+fi_zkY?D>LLqSD5_f-mXS8Huz?s>zV;O z3byO&eY;c2t|Hv$oKyv;x8d5`JCp%VkE;6GVuA0;V@>|4s&HtYiP3;q!#u?ovRJdPGM@3O|7hXNUS$aM8lPwpIT4b0N{0KW=)7AUti+WT`CI+nn^b zQOiJ*do5Mw(@zhJYBO?UmC9H=or*w{m+O}g0@`>T`nf3}WUa=>g#GAqlB+WO{EY3kj~&x7rML|P z!Uvex7r;nBwYs*8(Aaa`>H*m6ak9rsaKBa7?|}~Y;h!9rXdI;5IY0mml%-nB59*4z zxUVzrGq?{ZT~^?QrWhkyU*GPy(18D)BX!x-UZra9RG>a=SXMEJ}R&UKv>5`8MFg&qsTWxIHN#itVY#R+4+qP}Hv27a-8>?~7`<>tOXRh}e?7i0W z+_xR{_RTbCPlshRK$RRxE81VNG|Lm7p_{I9Bja!zQ+Jm|6>gjN*W)&Dj-2>nmM(At ztSgJ;r2&jLPxbHVjwZM?z28ez+Evl-O$#%Cn%E>Fso`s#yj#4?Ra8K5XA3z30+5w?)dKDrTBlcdclJHQm_D+8^1=vWO zH1ZFMpxt%{n=k%UB`me^M|2JnLvd*MCItVuD-8#v=9|(N9HJBE(ap+W*d&a+FuOX^ z2rbT`|WSTS_F^FeR?>qOHgw(eK9* z6c@}%y1%JRh@^9kJOt;l7)zr%?%TYLs@TcOO ztvMR4asj>dCyc$u)A_HAp*mW&wnXv9tRrc)FT%X8p_Wk6lDvd+P!?lN9A$j44RpH* zq%}o*>>(c7FBTJ>5Vyv(bf7HE(73ReJ8*F-^^eLWwnMU`u41E}9x*W895q&TK)^T2 z7;Mb(y$=JYrm{L%R?^21jmTry-(|b~xF2STi@n@DBJmJIDJQOhEz+L97(1$BE?0+@ zdRD?(4bK73y;USWB$utq*?A40RXC9UeWPSsl;d3-fZr>{`_geHq&J$Q;W9QUWbT+_ z{5VYoc4IeB>6@#lxXZ)G;NP@4hV*_&!JyfnQW~c72CvgtE5$T2Uo){wAl@$)C0Z6z zNw57m3d*-U=HMBF0J$`w2tJX1pR4V>9mlMWeGED!ILxC;6n6XvWL4%RaCD2}+*(;( zNfxXevspAj1PK!sOV|hR1eW8XsFApy8`K>F%Ma-Y^{m@Fl8Gg_vO8!V5jknFVA~QYLBt(B5^n-8ce6ftc$RZ3g%m=!SLZ z2j2LP7ew<0Km8?1X>nl>u=RcKkN|F%ds75Bfbjr>nCCP@H!SM>isZO`mP`POI-t_TUN+2?6Lzy@~{eWqdCh7DnbU0T~=qL2lrn z9!WZ2eI#ko`{K^B3noej^Sd(!H!giu{kvZ9w9r3qzdjfdSp{dtSFOqc0+1#l#9a>D zjDNPiv`|~(5I;~raHL>e%rJc^ZIg>GZm<3ASk_LXOS3ouGO=Ixs_i0M^XoN*F8Y1d zo*8Hg%WT$V%xUT$wl;Fvy>mnVanaZ`FZ*>)%RE7h{Li`3_(Bfa2~}#lxZio8NR6$we3q3l z=cl)D>*-9P(2(zlFa|}9+i{ATYTs4hTXJvMi5)pNBq#Iq*SqwxV%z#vA})&R>%*}p zv!$RUB+`Dn<2>V25(6ViogO7}$|6;EsGw&m=UX_S4~lZJ4ES z8GF^q!-Gx;2HWYtL#F}c=g`Z!z_XTe;*%m_%v}(VJeUJzzDU9MhuHw`?xjxbl=4wg zn`7WSv(uE}VOGy#0|E~k=#l&3SuUo{xeOoyq1=@Zmu_%#pQpW0H8ssa7C{t4iEpkP zhgg3WfPAzl%!Mxq2%SHlw^;7_DlA}GjLYRciIQZZ%HP`%&g>&=LrUKG#?Qz%mlqH|1jV!aQ^vqA zY>-@dPJ;YxO@SyLm$Hz2&Mm@CTq^+*c`&^E*V&ac{h3wl&7Bnk`M(Z)wSbVq&!el$ zE9yiz!ZaU+!>A{W5ueI{*=AtVl$ML4gpQh?@kL2LwAfDA(&KW?d~Tw)OC-3$ab z!uqK*T3kEab~UbN-+u|9@=EbtG+|_ypZ(!WhDlEI2WNL?EDVRR#kbXf=8J3+fDn%i z5}YyFs8^x}o-&9$3ZFw(#zm(%Yes}y5@yW{Ho+0M$nWot`_8ZXMODT2D8d_y#fkdD zY|~%13@bEpkYHIsWbrP1T&uMy=pyeYk3l^T?p(E=*F*mX-4D{Y6ub7g4J`^@h0`S& z8&(^1+KEy{By$JK6jue=(Ev0P1p%xM1M_Jc1W*2*2y)+d;~QFDqOp}2K2YQHn@9u? za&;vxslhle3c3m`@)<%N;wH*rKJ@oH*Jn)&YoEww#5wEs2AyK6V!KkVu$`ZC#3M`s zIeMNqro1P;5GVhHKGbY$vw-?wSyffin&#pMgyrN3OViCT!5wLWhSd!yaK^M}f7z>H zaeiG=a6={R5v^jO+aHJ-qI$lZmSSxkSl{m~mM?D4AuB0x)5!a5NEx&{$R^*aq5z*0im00!41vXMAJ_9 zYu^qf?q`wWcy9NkLQhp`akn}zv68nU=NRL98(|R^g(nVeTabUvvX&PSuUK_R_e}`_ zjy+g1m8U?tG~H{RvteB^KKnrzwDdh|c8Oka0}2GH9(HPXA8~jT$lL6d zJaJKY(kKa2jC2vF#gFtW23VG<7ic$v zy4X)mP4}pNj4?6461CKk%PD?m7E21EX~ar2dovWV>GXC4^MaJY;kN5G43gs+rQmLZ zbf1z&Y1T`pLj#d^zgEZOaeCJ;-thvnR}}$!!Rl(<1h*|)jhEd(6xx1-KX*=B+%;bi z1}i7j@V1>M7@9r>Uw4n9rx>iPhq~zHMg$iWFWH`57(B@s1JGF~;_gSSGI#NR(VfOC z%_Yyft7?dvc;+$k{A#BVaK7?1$S6=tD&jv>Lx_YQOUGa7R!l>Ni!mFX!~@t>^dM6g zr@((i4Ao6XvX!&iRulI@^l~r+36kgOEjHkk?19lzEu|P1;L{)?u5JkNfaC%ofI!88 zAQJo>3_8_pEA~Pe%}n}Y{%@J@s-pK{$z?AX$59F?DQl;NJ*{*D4*Fj=fZOmE40y|> zWmpR(@kzVv`lt7D(Yo`*40(Eo0KZFXyJrj&qJS{n*UVJ8;0O6E3?mjG0>k2(%lqIC zNm@C8A_U|wuK4kVeE3t*0+Ba?IP_QQ%&}y1_$P?GL%#R>g|&JXEMh-+w*VOsfs^7A zdy!Gtyl7Vv=eCJ4eDDDA7f!}hg$F3osO?xq)eISk+=PbEwmdw`CqA)?3940ArTlr9 zoRFzDcE=;0juH-rj6GhK-rl?Rdy@|OVAH}J?&gL~^(?dzILjT8#N}-9@`~vc+tCwo*c6^s@6o5C)5?EjgXMytvSZfEM?+|x{B5EFh(Xfdd@=01w zecay7+yf@>g=2jmWc~Hk)q*qWz>gx~Obio4=A=Z70PMqCc+|#^m%m_bjl)*fc^4Is zT2<2Q0nRqIQb~}#0i3w*v(o?&t7lKSK} zk@+r#*OKNI@PA>bB@J_{moT{0CY~R1QYL(C-90j>%w)RvRBmi}u|A$Q{0XCSx6^tQ zj?owm+Wq&9Yb^;vPm^f7`69vx)X)ah?S|dyHtb%&+|o~bNy`6j$$$SRs5&~xO0Lp& z{P49f>O9g>V%;=n4k4?7F0(}B91 zYm_*Ogi(`eUM~NTzr1p~gX^<|uC1?2qHKN&W23jimKPKRFm^u~0lEtA`mL+hN;A7h8-EL{76C$ zc80e|+ff99zf>~l#};++JIV3P+Y4wD;)s67cYX9d!u6}iB1WTB)w?Yt=r5W8`%YgN z>07j#maa@M(Q1*g1onPFOdQ;t+5D-;a{Ct7YsB(gu3}HLIJHJG(XD5S@?eZO->zaqlxDscKc}ipq-DSO5 zj)HDU@x>>G3^kEw#Y98|qt)nPh2F0z5SQn`e2FkiglWa2U6I&5#?`c~rd0q_2HQ%plp*bThxZ$r#5GrhoYxt?&R}Db!gK zL2qtNzXYVD0>ar?m)ZO;D4|4-Py7E0?5W^mR-;^G&f?ek3P8U!J9K3%n@9>9GX%^z zr!x6c!3C$XC|u+)Ao=1dwjn-9kq9^^g?}vMC2Y*WI@;hXk3S-|6j(F`0`M%lWi+w1 zCv~2rq?88TgH>Sd>DC7CAV|nu~v6rW>n-g-Wzl znpTp=ncR-#Q|Vl(J{oz=JpfGyAlH*=t!xvM<&r!qnidz+-W8|nMNrG9fjGZpm$g?X zgP!IrJm)2!;g!*qskdhZM*iv z6X0GQBEnwT0t-sEbv+KOd+_KdEhj-@$y~(->wW`XEn}J&fe%Z}Ow25I(u7EAP@P<( zO!4a&FS%&lAU56}A@;R_tJk07OOz&G2&8gCi?AXc=GrQ|50^)hG!Ue#{EYjy)|5u3 zazp3YkIh(D?3UFWRs|N5VzACuNSOwxEWxOp8_184JH9SVep};8rPrj+oYz2Q?mJ0) zJvWUDmqzDJ*5w=qfNRhQ;5nYRbZ3s^)bz03=eHAePo6Oe`dSHzrdoBy>+AS>C$Ze= zNn^IIeF3sm%1xNU){7V!1ijZ?dcV^k((%YSoLwxKwCs1&POEU{$32DwEb2w`&a-s*&s9e;Zk@X zF9aCLKmW@OGWkIt9B5F#_$JeDpbrL3AG2(!*+Tjo!xo>lP_l*exyK)nEOw-ArHaq!wu z?6e1u?WC+Qwq!;qQ~V$mPcb@riV+JN7-z!jG!mYjowa3=$+(P<(F8sp2BHY%{oC=1 z?SB36dO5D`DetIhQ2mW{B2V~k(_&hPAGilRbL-7cPs(vCL>nr^$Rxh}s3hJq_n_m7n|2hjf;YdX@>|9cDF=C)_3ZqJ^lHH# zdT)xD#f0yhNTd05Nmdp!k4mfSDpL%Uu?#m&DllSLdVq8o&AXqub|kB-7fv|`Vr8Wf zWMX~j5K3roNsv#9G|)o^l{Gcr=@kK#Q}vq5>qYB;0zpPb*g0bmgmMhFJ);GZlb$~) z8kduBqh-TJZmT#=Y!RB$JE;;q*|zULj3fX8ctTXbD;K}1X9 z1e@!F{zo&YZ}87pqNRRtM;E|V@)x%^y6MT;P{0aCog8ii-bpg z+HLQ~`fFnYRF^Sy!@Ny7@jJgj9+*IEGRCK?A=q3)7&ii^09a^CXlzefb-IN-!U1oE zh!0`%Ft-HlAh*lsV^wI%$)2s^?Iou6C-TXgpRdsQLP%zOmc@G{uf`vI6F4c~)`~_< z^~&@A^t*&p5_V|)VOS7WE4{pO-?GJlJk|Gj#u_gn{-*{q)bU&^c3Ft#n$!3FM8ZRet^{Z(<_*#XO?|P<;IutO>JIM+@erT2sA0yjye_-A_N^GP z2Y%WP!0=$Y?qhORN|jjT_k+9)7;2OAOo;rPgQQs)&BKEPSsv)&>c*t2Q+l5po_u41 z>y@I`$3n;W8*nuPUi&^11=`1GbTO@S!8x_U*dJUhP zl40srOLD!VCx>E-qG-u7%>m$!{A9i=npM{H=8y~yXhNpU^5{Ug5>5Me!9HnZqX#>8TqKm~mrP&fEB z7`9gzKUX*sw{zue8!7^V{#hgy==%);x;=Hdb=ic!-D~+C;O4=>Bz^OCovF@^8{gsCY~QT$A^l>&Y49mU*AvDhGR$So7k4<1w$-I{IG-U zbPMjl>O!R5`5^~}O7CB^Ak+pj3wz+REKghBW`ulIy}SsLF|pHaqa66~N*`l5@pYBK zQm`oL>X2GaVWkP+z=l({d86Sx^Xi0U`hM@XUj=|tBE z7SaUP5?FaI8I3>WWKvhS4OFyza9=7Ud(ewekW%Qn3EYN zuBwujpwKLuBQf1@=d?<#c^}U?Q%gUPshuKp*%bk%L5S49<>R#`ydOF1fBFrH!~1BA zBch0nV=|c*n*|p9c1n6Npy>lk;gKArEKrEboCc48aPo#Qt%@K>(%aumMYq-x-TvJ1;#r}?ocl#> zQhxl;i*0i99ZRdGlG5niHg~FYk%b~Ddhhe0sVO0f-{AbLA(p|$m5CRqEQ(k_8-UT= z2oBb>YnGsBno=Gf9nJxoPDShLW@=#ags=8PH#+zz`T+^#Lt0ZfAv#Pn#L1;rE@T5Q znfgaHD1bI!=;V2yJ5t=K0dGR~^;sfzr=9ASGU}gX42w}uwEhbOQOenyVFSe$6lF>b zlI1SE;DNH#*NWXyyGC-a%{5I)#$Ii)FbbKw>>&<{Mdx0U-W{2G?5^HS2FNA+2@Ka?wCJFu@o<&_R1N|Jg%Zi{QV}vjIy#L7(fn*NAbf)(yVg`RHGxTcVysV z=L9_^kxUmCyn$xxY!HGO@o4CKpoT)dkBiwHn9o!?59wb|WNrx-|CQz{%fXa}J zi38DA42Gj_lOcJ_(Dh8?8Y{^ZMMx+*Z`Z}cbeRwT z%V~>ufhAR-H;OIkP;_kbtvy5H_>ZbWeyW~#e0s4G_QhFx73HLsC`f0J2`kPwgZDwm z&j#S_xoZDvUMlP8#vawxCJ*dcYdX&HGGc9MW&f$6=CWs9+w8^^2rn+Xe>`@TY=jz1 zc;&J6f*Eh(O_oB7A9C(($!V%ZWYX`RVH_ifU&#n_MQP!t-hTc%X)=&jQssA|+mrZh zO_KiAl<=&%OWcgR?%up0)VAU4ZtS_SL&M36Th~esecwIOR3?`_h`-{WBZ>Ekp|;0i zGFsi=Le^=Mz8ahH>-Dk6=B|r?Z^68Kj_@%Qucd|90zZO02jiu7iH`4PdPaEzC9)O- zFWZd&yZQrs+h;0CI~l6UAu)KkUs>|&n(G_dOh+^KW>l0e6lNp0xE zqPJ?B*-3C`62}5dW|tOF&?IY@MsD&ey!6onHmqBN$n`%S=RgXcIn!?vl##h^-v>~& zvB;r9qZ$*5p%S77Clrfi#7XOZYD*rp*^A1s!5tB7hw_rXRb8kY{~(wAf`N*mNsFMf zF(=RZCV^+OD0?n8ujnkj{&OaxbFcWl=Vo+P3`9&(?+|6aMVg>K-zUYJcTVA4}2i6 zyn%k@NoIWzZtU2+rEemp#SuP_so!`eKJwUEw+Zdm+kCo=qDtyPMki_RD z{y$J`W3r&Jsu)ELk35TDRcC)h(^^U9oQfRNkO8C%w)W*9MRg+hujVz)>#Q8gqEavB zJk}#CZnFrm%1OZY3HUA^IJ%x+2$BY(M~Ny-1k zLP28$3Ue{Id`^B<+?M`qP9mA#&vJU3^!v`0_-Acwiu8Tnqv=88y*Z-u!Wbh4FN5bI zqpI}yT-1Fp+!g66&j(j(u0CKdX+pk&xGLP1nF?s$;2`3-zs|{90*_CLh)Mp)CUVXb zq9Li6uAW^Gju(Wc{jK~=xN>ZAt}83S?9Q`Psrm};J07LCbj66mf%@X@l;x6^(zing zqRQW6^6_NRFGC3Ii=>EsG=T+Tb5m0S0A%2Ai?_TtHo6{mGZ{}2IH7#)91*Q7D4A^cS;+4S57x`__v zr#6;`19He+1@24k4kZ=>b763di){BT31D^&btHi8oF&X@s=B-pzHLXv>N*%M?eWKS z*bmj1`=$t^thzcHSW%AXNsYl~ySAq_R-QMn`b0m`b zizmrD!Bx>Et1nsAAJ404YMKn*cP5z7u`?p2)B|_1y2-^c_NIVhyZ#(p4yK9TO`^f>g13fhLjSQdc6pm6ECJ`sW?4;UnbIwCE<5@r85dyR?ptNua6-K9*ap??$*- zi-d1AnDMrFkl5sVcLeiN;5`x)ED?svJdad^=)$%l@IW}B6lne3CZ-h6yIsPPPf+9Y z8gU!rfv#CFc~DX0w?7{`FXbYE#x3l8^cTqsHol&k)gY>m0brx_VxA|4j_mt9dd~WI1&2xYKln@k_VMHDKCXaHMXA>zGI&WRuE&uzXyA@tZ z2t=v#%b1{$-7&|qsI9&Cd8;NziU+~)Ne)i8Ra4%R=4$I;O#GtQ*k2e6+S>;j-yqI= zINf}{OLn=Wtu7A!4goYP!+H?ix%`D-)8PH#G~GN`{hV)LQ^bAK!9~S-fC^?{*Q>U= zY%Y&=Mo_=^nD`SISc5$aSk6-dx{{*r59bDd(6EF5vmKjB@B&7klU*?sXr*tfoUTo+ zg`I}c^C00diEETP_486K_%b&0M?(2q+?fMp&4PH^51<=$c#Rj%+GaG%5N}H0@b_@X z_cPds7Ft|V7VU8A-cdOD6NvIHuCBty;pG40n6pyw>@`BXPE;$Nvs*JuXkZs%;s`U& z@wvq7cuSB2+V8necelDN)r^Vv4T5W6LcboL&4JaC4L+9}JqH(8A|~AIn5CagY8K^! z@WIb%qBw^=K!1DMyrMS}k>@fmNnjh4+S5m#m<%OZWWRAr!vb2!DCpU6cVd=MvFNy# z_bEb9nN+Zk6#S`=N$21B_5sRv9oBMrPEK7Q@qLRAxp>rg=cU_TkqO^+zmbU??WS2k z#=d`_`qS$kx~6Q(X=({&G8|~S0E5DFq^a|1mj1fQ!+d3vlkJk9>0*LH#okrL0r+HD z0V)dg{ZOj@V~+sk=m!AJti(0gDFSvO197F!ykLG3W{sXdC7b2U#!Kj>B@^Vy^eE?X zNlI9Jl7?~OJq3gGdVj8;md<~ExJPUIy_=_KnV~IcTUSf0=y-8#Io(wou;S@Nix;um zTW)Z!l2?4iF)(a3=oQ1k$>Fd@#`XZvUHK?0338{Mcm_8O7mZ-vT9Wd4V~L-|{Q=-W z@NfPa{M!>L;q4k2K93c*5weOb2K~ap(}GpR*e^gLE)gX?V%F>vuNSn3`W6Vm5tbGs zvd$<6or;wZmAGw~0tOd81({3f*Rq>+X}mV<9`zfYDZnKcVh4xp`{lh-2<}ZUGWi4z zyPMR>>h~aTAChwfnUdpU385)_aywHvKhq*%4-4>wKNQsQ`}^2*Rg@t7)r1h|5bNt6 zHIs_ONS|Rt0v6{N%~)^a7H#2u4}|;}{H5Y#jC76yoar8JD9a1vwK_jysnSoADH1yeb?i%a%1SDnU%5B z(sk5$X}tgKA^)=w=PkGcybZRWA+?cyInZo*KDLex3hA|;lRb^_CKI%-G27yimM=woHT)2tWF#{8w})CEw6&jI3j5vU3s z;Oym(AHif5;RitZmWDw|O4qr^~d4>UG|B0P>Sm%p#d^SfgrZsBKJwkW}ZM9mNWy{hrl zp0HNn@`eS%``1JU^bytN3ZphSZGoG1o^v2WpG1E{TFmojJ*g#3N@whpa9$Gq>G?Kj ztMF;{LG?{Qe4`|f#8v)NAxHi=$CZONdTN6Ve7%T|1SY}OYC~a52X<4_2C8S zHQ@_VJ$+qGP1x*Hz+N6VFAZu&wn-S{o`DYEGE?OoqoU8+g%V;afivE?n*s34?dRyT z0!&)$@8uJr(&rPnoata@Qi;D_|wjR9#tFh*l^`<12%Py|l6fXjd3#<|sZwai!Mb z>LCZCy<1Rj=HW0>)UOUdRVayz8|Ix7RB%Z#U~CvENC()FykzCP$Oj<(5SglAgog(@ z80syTz>HHVqPe5l4cr05~cf>+?;uUJu4UXoB?WQE3%L$*Y| zj3dmt=YWj(mR_1$f}toFZdGAj*3_0IYHBKeQ#K(;!Q+d6O%9g_iCc6j50(aqo!oKf zpk@&%vpi|Q#Ajz`r5}(U09F=ko#YQM0*OMF2p91*d}REHJDkbV^$cw*^ZjAvKPHk{whSV1Kt5_*ooK`~d59eiEr+d!h#^?l z{q4m4n;g?zhIN(5-|AN4YQSj8E_Q>?oy3){f#nJ_?z)?X*-e6lc5J(LCeZ=`bf0Z8ZiZg81 zWLPM&0fh@F;_&!bNz5667h@o~2$wS9a#$@$D`Qa&N{88ilifr?7YDvx+rOn zSO}tWQ!obq)_Pu?&vgpY*;cLnpn#(r6}7 zow3hc(1~#1=W%EVn{t~=Wk3Ubp+`b?gz zAaoMbXe=WmMT_C(;+l7VPv?OtAbjtz1dE#@sua3gzl4Do?gYSG7FKido_)yBXhF=7{Un4-=SeYeNpjH*y zw_-DwFGZt}O5oz@SZ9ckTrV##Pp78;O~3z5lX5FEnF;osJ&P&kxa^g_c6-8H>6|skib?}1VPc+6ns?%n=MdGALsH-k_?wbt#q<>43KrjVj+d8w58B zKSK?W(UU8!rW?L7+6w^E z`4lMqRlZ#Ideo%;KP;VK4-D9ZAZ6%Q>jqsPpy(~#^r-)4#Ei7EIY_PC^{3ehUrbC* zE$~Hk@)m8xZ@67sk}@O)4&9TxsvP5_VyY@|hcdS9g8x^ZDjt!)1U-hrtL&0ZH9Ynrt!$of&C#Jhf$(Ny$%!sZxD`wfWys4N?OA$kx!TZ z{J2B0ZR!gd&c^S=TwQ;aHJi#gU!h!>)H53jGE9>fY3%us&=N2SI@RL*e<$ag?(ddOGO zv=xDtzV?Ir;p0Pmc!;IsBSOr_0<8pwr}O>$aIOvCTR2#$&}bFY2d3o~EUQTZ;ikT< z)Y|o!3-H70G!pgK8aq>5#o*Fl^tiFCz^Ls@DYS&tvrq=B#}~jT-UVRmrK6|lmoQh3 z$BDaeWyAuVhO5@@r&f0IeratY6E;ySfX`t|#uAGGtoo^ESD27M=JvdvLtxB+q$vfK zWx8SGYyu93F>Ze9vw5-it6#+pyJ*MfGZ4`JaQWqMt~-d0e;w^3BN{K+Sm$Hk`mvu^ zKPx1C(bFlWIHybE_xfU6___od*3kcjM4Arp#0kJ!OqV7^)lHKTf(D-je3a2Z(b2?g z86j$jOAy}aP-B$;+|x(7=V)wTU`V`Cw>J>V< zkDw~Fj+}NDG3Ui^fvkesg~V+5A$sW>Qg4%?rs;kB(rmzO?}l)6<&WvEUA|3`X1q_-yY89s+N{; zy*R9vLX4K%Z?gDYc7*%C>~!i-5@NPQkPIhJ9KY1CMjtVxi4A-SG1i;SFPo-eGkj7% zH{|YR6}^7-wiLxHK}zyI0K~T;9$x2ij+^AJK6#J@HIYO$SUYN|7Q02}<##Ajy?ROZ*dt7W4IkK@ibtAt- z)XInF_YMZ9%=*pWLq&ncl$xd{{jIdXP~?D{bIqp9$AaF({>owi+-Z=D=hgGgPzwP| zqyV!J*C?>zuLc*f_;UL0ZQNE=%K-aMX;uieeOzQzq>05>S1e@PRBs^ZsDB9p)2}aI2vY+W-rdZy#Jllc*nxTkI6Nx5*gho?(FpJ-3C=@|-U1$==HRD6AsTLz zlnyb#o=(b3#Z@Nca-sy%BmTJyHoEiY=xCoSn-)J@Ni7gml=QPZZ5`*-V&p@bQa1k4 z?aaU|o)L^0`||kT#?xXH8Av+Mo57;!v_bOOt87I$HAP8Pp^gv@|EUaZpuC|&vYK8X zu>12yuH!M|laBo_WU^vzMIy9IK+DuW7GYKuUmO`>EY^1K1m^D>Ucy9U8vAL!&e`BD z1?XuifYgH36M&BPg4C3i4Z$%HDf6vkc{fD$7xvy6AyCR5Ztp}UmTJzbyPA`=Gquz7 zrkiC>aaS;E6crW<1jP|OCT*#`dbxl{~wSJ_3IT?sO$!^^#Q51Yn zI-1FyF`KfDd`Hn^cDi%glk$S(jY{G-@r3qJCNww!3FDG zOm>8G+kofnY0CZac*&!ER=r}&^L__LeG&Q?t=FDMnE6YY*$}{>r76rAO~`{TQscY$CM!uP zefX)swdI15?Qw*c)`Ke!q%v%1)+nJ%(H&+;pzl%;llHKlHM2G=B`m-Z{urTz?0ZP- z(N5pBgh{-?XjO_NqvALbhT>=jHg^>jO=8fv70Zm4tY>@yj5_0Yi7R4w?Tr?HuIKP)4|=Z&BjQb;EmrH`U#@yAJ7aMaDZY;a2pBh`5W6Unc`ZsP zH;)b0qSS<$p)g_#7=$auRT>=iP|e5tXnE=(#3E#(kpi!nAt;)hRbHZhV8Iu10x81$17Yuh}&?WC%zBr@L)FQc*UB z5Qy0BOblUBtj?7CmvlJshw5YtlmyE7ye6wLm2c2>@iRKSx-e@!xOl)!FaK+GZIItT57>HH?@56sKPnTtnDtjTk^Y| z9YD^H$fsJIqXx(+T0{g?2=v1J45dDLbCV*T8v7RGi*zpkbln%kPy_}+^u&kN7MB91DQf^t<*-R@gkaj5*a?9M70i=?Xsa#tv`)tBF z%=-FG6fiUqyb^uI>x46f-|7bll{C3d2}Zge>42Z4mX=To6lAs>DQW7ps<$ZUcjV** znl2dYdF$tlIS_o>g|KPe^!|F0-^&_G*wj;?ppyvxL1<-nG3(a`Imt>nigVuw{o4`& zR2lRJmi5*So&^NjXYK(j-kgTMkBBpeG#M97Xb2J!{O|bn;fFhegQ8pp4l^!hUr4M3 zUt*KCM^*gu7#GlH1DK5*6vE}Mk)B^|H!OBO5~0&*U&Q;Fl`M;YvvnwuyL9GO?eW7xB?eW;x5ymO3+s2@;)Vuvrpwa_ z`tWTV{kYn5&M|fkMW+2#kL4;Yx*qW`$SMhy5>?^v;F*ahzqeGycjU+xmsUK6TYq&~ z>6G-r#&=(o{Pm@5x%?HJe7(sct9L&M^n@pBI}2jt zMrR&CVBM@w;TrQXicSb0aeU{ojkPC^p6Q#ZrJh3Ie2Wm7PheUw2y{h{rZ4V_kvEYW$AUUq~t9gM!OxwJ=`2~%ZLKXkm=W_tX<%TMC zp2s{l+R;a`JQI=4A<&^8ma*RC=RQFErJR~^DfYjPS;#H#?zY?Qz^!i!^x!unWKPd@ zdnv!~sjMkMlua9%$x8CnF+VL%Evc;ONa%igL+}Jl^=N^3vy_vdvXg`{9oRlcyt>|4 zVh+|D4C^>~DK9o)H#Rq_Y)p%bxc95-ibMj{NVy-3*>W?j7^`qfC*!vPCsHkLxRmQX zxv5_7#Xp$x&Q5WE(~klE_x9r)sSUf|NJjLY{=ax56Tq-%>lytp>PFQmpeW&32UD(f zJGz&`O5u@$rD;tgNxI~7z%{temYfc-W$?XUu$fF^B|GNlSWGtNaUmWoEr(GzLY+<& zYohLtdr%Wc3VdPwSW~Tgo!L(J8s=fo^O$EoeU?Yp#&n_M;8rhQW3*|K^DyJn0cqR6I3%>{IE=rEdEMeG$IT+4(xOxh z-7;-1l1>IgST3Zk)m_oD@R1f0LtpNuf7mP2NY($cLspB({~7ayWL#96svl92-P zj|)5LsDVqJ10v^|WkPNbAAWGyXC^Y3?@tTJ2Nvo?1^5>yXs_5lY zK%Ff1XeLvUCfl1|;IrS^NpYhw`yX&#$x+FG9Ct2}n(?3cJ1v^l7eM3zkIuC#jte9Bf5Bgvev2t*%EI7$3-Y)}C^sdLv z$S*i*tbZ{B_&t@fQBUEO!YC|#T(K_N-XCYB-`^^0m3ss?6bHUYHWK2(xT*_miO2Ha zlYZMYCC_#o#*_W(hNYgP{1Xj=C-OFECIR^{r2kK&O+;eh*{1&{KAtdtII%YT_C(lm+Ugz2V)2o zB4ym7A4t;BV;-ubq)S~=+x-&pUDGgFJ`qh+Ke_yrVrlu`hP%)`M0x@+N)UZd$3G(| ztEh+o!W@lqEUz^AB-=n|6HD_0Ydi@6{`q>68PKbO(hO^1Z0@dlKIcKyolKKzz3uhJ z!<10!vOJ(SE|sg&q*Yu2zxTz&NqMD!CKY!i*bg^`c5drsd0+#@TvE%%>w2b!-v+r$ zQ8Y0ULnJ34x2BfAUC+jxAIpEZsCxQz5ED8Wh)Qnj!I-$#k_zx3R3)E=LqdkPJx9jA z2+Dpf_Hl^jSXOc_<68jMo7+;({Q~;@93BnFTfA&kJ6&vEX|FprcT*PGt}DusyF0}= zYC4i^`^aJ6A~CUPwNj9%??cw{$7g1ib`jED4t3N`|Hsl zE5+P*_sD-YPrSofIf(@}|ju)Gl8HSjx6maw{>b4Xsgbjg4PNJxrY71to*AVEMXvo-1yvpRZi zFC^P45(t+*)w@4cltELfYv{ndV<$+-%JjeAQ{qrS>Ru6WQ{e1%MvXHa=O><&^i`t< zj^n-@2ic7W7tB^x)yVDs#N7S2YHWN3^Yotc!lI>E4e))1q_#72d}YS2*W9N3Z*QhV z=qVV2c3kr<;2Np9SDn=D?2x(4N>DS<@ML<7iS0{D^lp@)S;wnCiPt7pKo=QbrQ&B7oX z|Lgq;8=~?#l08Nt5sbLBnO$rpmCl2%5>cGoSR&En)^z*3206v$H9J(Kc+8Y?%g(ua zr!^-G2W}xRccEGIuO!a(<22i*abTh`u6TPjMK&xQF$jNuG7~wv)VQa%mvOe*$-oFw zqD{wZPC4xX8|wEZHY_L%m&gaWr~@f<#e%36U1lCvYUh+rrJc3*FZI!p>&MH-JzS${ zfcYi1)yaCn#rCUxdfVE{uBNRCDIj4;l&jx;Kpl4PYmknTAe!h{uJ0*;1Mua_ahv?A zp{qNPPu9t4&Bysi_|bm#zQDk8GFNQp1K#FK40Ewn?$7K`;)>{wx_4HI#tMY4%rGtp?BVH*AH=&r?`%kD4 zU<-0|r)>l+Q(E2{w%7eYP={S%(P94=&YtkTKh!CW#pJKLU-#?%>SZd`@k@OCeb~HP z^Ax;n!&jt-x#CH_i_RNhFpX~BgYr^kp`Tgj3UzloOp(x2W+msNxiEEHRa@{h;E{$? zhhl$b3>(mPSQt~071rFmm!?mN*Q=W|=#axFEV)tb_!)~Xf><)a!ev}!LlYZEgnqdr zmuBX`Y*71)e=4_@=s1vCO=K7^`d<919X+8LoeoP?0(ysd#2&jz_+ZK$F5l+w-be4( zKF>K`fW{o{c<4=tFzT;a%U=#eTIka1UpU5ok9+B)i9I8E$2n&Cb34j{O8-f`dPZKI znD?I@-v{*s=?|lO6ldjrDwvZ#!4vpF zD=Tg04`~z_k;Zy=1 z)8sLmXGlWFsn%FES3ZaF2GS;{Zpx4caQR%rEY^Q$t8bq^oXW(0Bx~ge`TPzfW_YyF zIF#ir9g4FPl_Pqr(j)nTmz%E-it43XUXhzi!`He9a_;VpGw}lFGXI(8$NrHyKZh3L z_yd!F{6=WQK4;okrCC^gYw2()S~VB`*|~zlAg*rt7mH!af+YbyqvWq}@v79iP4J5t z=?h}~@ngnYGr2dzw?Y0AT#Fdt{r#e;&$DB-#;c|=Oq%#-(!duZu8@sLlE2LuWZ1og zwTBqW$l|~gFb57;=SL+!py#V`I=bUA8ZzI0`FcZJd}=7c`-PVm6gu@HF z8yU9xM(kEfWph!(bz%Vj?ShfRtT9qaFW{xa*YMPfK^I#0(qc}FNomM#iii;X4<8aU z+V)rMj=Fu%wI+oX&WL~5^U*!V5XET(0BIz?E+QPHwJ6xM#xGCh&uNbk&#JpRQn+i~ zcPJL~P+?gV0|G)q09=~q&zw$dx5bW1E|2W8yu-Ux;fZiJ5jU@+uWUBRBAFokM(a>_ z{&ZV4`?5dZ1M0eVb#Et7jgRNAegR~u3~~6O&5=)`Oo=D(n=CgeKN{&t@5gF?snBLa zbNZ;71S8Xa9>ANQ8<3=G+?HdQeR;ewu~Yj)%1tzy6_nE?$#2~o0(&_@lkE&;=r+N1 z$p8cn!hgNz;*2BcSQv`3jhFCd@^gBGt){+9ezGv*`RmOwm)}r3ARlw~Q`S-@@d>aT zXrK_2s+E=iZ4!+UjWc;{8l~T3Q`<~IsCFuw`3u%f3tH;NfAT7-+?Tc@3oc|l8sLPr zJ=reEadq#1hvielN+E9vDP`<1x?**v>E`U(*aE0UqyKo*P3SZ-v&y)Jery0qny&H9 z=VS*To>rgq1**#v8=e>aRWqws}l~#RLv1MHx*T@?)PVTdn&?jzHPo_Z6yQV+p61Y!*C}K8M z+fXu+*r$Btx2S7UkMVL_gpQI24Wb-;xK`YeY>K@DuLq7THHX3r~oYj*7Q^5rKVjdwdjWf8 z(tw8~D9SFmxHxFEOHN$lB9CR zmT=VV-Pnzk-=3C_?f04iE0PAY%=8CsL%@wV;0|CH-PY?j+slw^i!GCb{jf0yir9YV z7pL$m?I$w%z5Labf?|oHn)WP-A8RRZzVGozSJTKLRmLIxAY>QN*Wj~f0SbzMA(?fT zX6Mra?Hv!+`#%-8K3BzOwc^S$Aey+exyDBN;|8`jjQ5Hrif>^&VL-4H8jo0q2Deqk z8D~GGi;a|x8I)dHGRUeJP-l?iA{zW+MT4NphV~-dp{Tn)GpUmx<<}R>CTqzIMXhE@ zAnL&>MD8^X#^8RpK+IYtVL=-T@ff>+2FVSEcUxxn@tKT{jldGdHV&H;%E@xCW5Vob zsj$Kz&H+{n@sY9|8;7@$!@!lYK@6_A|^5kKYXyTmA+R zjH1Pr+OyGX)e=DiPBV>6zs4w6|8&4@s^ zqH?-YLF%kDlQTAcfqK=dVrrK`{q6C<=;`jiQ1THli_PQ(zR1pahlPxjsjGsmu;62) z#}U{I88=^^;^h{=sKzw*dfboYv3l-F5&qPOK3r-l)*j?ZP?hN zB-;YJEw>v!dpPkl`Ulc;b9`*5`!mGN3=>pwKB*v>_FDEiP5c@erVySfuSa!g<7#tf({RD&e8W&Oxxfq?2p#9>--{t?dkp_ zqo#(09pgm|U7*L^*?Xs+Txi6zX^pTDzpek;v#9L;IH z2CurTMi{ki4HAMv+E2QDkNOjY^G7S`g>g7N5<7OR?%}Otel!;&v$RL)QhRSs_S)@^ zG0yD{IE4_NHX3Pg)kVRJg5FT9(6t^QQ=01uHFv-2k+QQp(P_XEZESNp2-(^JKEDUODf_Wk z<^ZBLv{uxQmK7uvy>M9Ay473ibx59;q59_;8JM1yuSlSW|D4>#Q#7j5zC)Y&uRXjE z98U^&q$f2$<4rO2lOq!F#H>#OM1+$=rOo-l_{)K9H^_rJKW| z1aU2Upv0lEGkK+vjVY3^R1e!pJT`L}! zA+uLhMAiB6p2ZypUN1V0hOgE9eiE%A7&@h?2q!5$jc+U|jmS##c8>0i|Jkfi)NcW$vQwIQdvHpk(m zp+MCu-)|J^`|a{U25@3_`Ls&DAJ+n?0CPhR2H0NWLz&#H6(uXb;6DC$sIi8J&3FVR z(+hohEr+CBEkZ$vH&pQym}a)Njs=B~S!ROp{9{<;I#w|jIrn9KINDFb?aTXFvq}Qz z)w|wSvq{p#N}8zvXvQ9aqk&@MyFXm7r!Lcf?T{Yd?Ou3d6lX>0Vq*JyIvP}%%jcJ< zK*=4|cuiwAPSa=te5?dMTK&MD#d;=i__wy3{ppKeZ%9(NnH*N_n^*}*GHPjY;p2r+ zficXfi;SNqOYN4D6dZf|tos{I+H8JvFTip8W$%+K0>3e+NJX8E-0GS~Q4YyZ2To|Y z5KDv-3o_dK{vJ-Ur$Fi4)k&OOB?q~;ekpPRkX#rHeT-a*T$JJSS-xxD+%?k7Y++^0 zji>0NN$;|uAW;Z%nwa$;*N;#oM2LB49jyBw1dkcwQxKU%H@)ERb5evPhkSNsT5au8 zasGHXyiB@S8-KV)y5`MIcrMY~pJZ!NavvVYs%_ z2N{{fuUfhD=h9=qiAvpaeb*zf$?Li=kZ0+D8Iq)M@i0gU zv*g*r{ipBLk!mmIe&f(`^@!IaS3&&a4F|?hxM52o5wT7Tbkjq~c7jL{1{eREjg2^3 zY8L4bHw}lvT09&B2)q>uf(0_|2EPkv|v96bck56=X@0oWde`uHiJg#Q_~ zh5^&~U(!IlkwZ!1_oUMd_clH_(Y|eE=!XzB=`DdLUBf?1cXcX3Hp5+d7~GXJoxK?6 z8@(v}GqgbFC7GdMbr~z#wHMY`r>MV#(z@vi#jpJUo2$ql0#E52@6uAlRztx!9NpC1 zG@a{vu81yt3HpGupPbZV?K;7wT?F0ray_PzxtfxdUUZ_9&oRcrSlnJI=d)c=#wvpj zFFtRwQrd$3+lhb()?t>Kx0|3{EslB#Eec#Ut60-qEQ`27%eeMp=-afvxzQ6X;;|Avv$2n zS5XFHgeFSS2Q7o#3wTr)1*vB2kU?TKhzN_atkaK@>oj;@v@mGLvm&8m zYk?`}azaJw)iuUZRFDfjGu4N3H?Qxl91dNto=EoB?WS$sl1(T0qZd_HlM{PnW!JB( ztb|A#MjT%~@EFOu7S!(%WKjp}fc~!)tLpe?Xt&v7*`;xJAnGZ{ogaUGwriRNQ268p)z^+DH;W@0JBB1KLZfrC;@hZTb$_jRQc4(pE(@pBHE3I$YiiDSAUEGLnjpet-GNQ>Z*NPPl<#@xByVQr%!wq=~IiVZy<2tPzp|J z<`>_)CP&(rA2^`82Kb)pdAb21+52>Z6q$uTzM`Xm+OBYJl6T^@1D@;~r*_L|3QgOF z-wBg_HuswGXa47L4uDEd5-^_>x~=%~XCt7$6x*TY%+tNkW$0faVKSYzke(Nd*R$*N z?SyMm*P6)t+vkJIh5i_Sh>!NZT!JFvX$A>4;)|4x(pa$(N@9&%H0@E^bF zSh4u`_BH#iBnQnzrhqosGWX^E(QoT3#J@{L&s%!aXUoy(ZsL`!B0Zbxx|(CEKtWN@ z7LBm%?vGJ|5&%eibCmAVJtCsm3-RkXY{kNwLRzQ%#L?4v9ob3T(e9IFFB&kvi5+u88<+~1cGq?;7wum0wX(g2$j0{thiHnNB9BEhH5EA#-pC6Zd-mt*gWIN# z#qH-zW4bn-g62DE(~lqMT20!YFO@H)P!wkDVX{<|9MQNc(2!A=qfdfJP(lQ#zlaTA z%Y#Niu=IcJs4ahsX{@^|z(fR%sFz-9*D>;vD-jTag2ep&iTNQ_Z~sIT@9@P)oQa3T z5|A2|H4AFXhZ;2uC&j=mAxWaZ)ldiv@<{w?-|2#wbTpEF9N<{0+W z9C;(JuaRl9v!K5<Ol7h zRW(cRD$2FdUs&d{v5DKv;w5C1zOtr9L;nK@e4EUiG3$7IZZEOul+80pe9rx8m;DJ3 zA`_-OU%wX$^WhjfrzsJ~O-%AB5UxKF10}J6YxuMCP?*?yIPRC>$Aezt_xJ`oJG(OL z;!xF}ph=0ZF+*U>Lu)&2eZr;|4`U1M&*~ISl|NK-HrChS2-*Q6QB!R+zTG_B5k0TF zJ_c-tu51xq|CYgBi_y^NTLQ22OteI-Yk5hI`#oe#X{ zvJ=cAYy7e8!+5*OZe8srMe^igV#M0LW4p4i7o5F-Q5i_2H!5f`6G9W zsvAMZrt2rT_0?q-96o%K3k4-u(asqGqr)Ta z?)0b1qzCGqMq;|MG_eN`x-BM=-`#>Xj*mB*rj}+Xmd))j=J;^_YAZA;CR&8Gm?jm_ z|314t<(Qh**!u^yh4F#bh+jJA`9@jfbNgwo??nl)^}}Z|va7C#!wVuHAe5mpaFcn& zfcwGLGcj>;I8*efBaALe)AcPYnAy7aI};+pt7R4On@Pf7&w~lrm7XCRvIMB1dM7FT z&9wnqi{!(qbPpLNDyUKW|JMSU_l(}yA8*L%xSsH4g@G@X7(zN=cw?%67-L7{vVR&u zai=#`HTW@43LO;gylk#!;f5s?nlX%GUz3S&GX+R|<5}j=o5$vt@y2)W?DD;o`^;&u zhIP#6tEKWL;(R?`8frny^JPLV+|j|bdG;HWYu?MI583Pg0R5;DOR=R5HDkmZa8a&X zV)4&35-ZFSmKbWwh=b-s33G)Ue*IJmbN|Y=lSYCtLM21v&@e*X3CcO(W($m`q%`G@ zn^4q&37E$mQc*YK$ZY>P)UqEftgTwPmjCD5e!R5qv^g+Q3Qwz6nV~p4- z(&05!(<{U`FAyy>3l7WhQTl?G7nz}K<}VaSBt&q(ik+CwI%qR3ku)q2oYq4z^QQ|Q zr}%y9O5Wx(VrUqPu27L9QP+^uvkMwuXS&D^B?=#f49fr!?)dD{zKTl{+9%(LJ-x9n}USHe1q`SvVAe7;tqu z*PdqhX%q5ASq}X7XDUD_t;ekv%kzI~Qx#?Y89m0GuhK-sY6%~t#PH#fYHS!9K21MM z-yo%cQW}~rtV+3gAWeT}b|-x{j@c6C!UZjsmmoSs)4WCKpK(4)$R=nE;cw!wT6}ft z%F623aF%I53yYHRawxsimk@(%_|GWhplwDR1aiDDItCJ-7p@**VN-A?3ko|0Jq$3) zCp4fyLqr~&(CpLENS~UZgM?g)_SyTL(j2lJ5dx))RC&M9QNh>Eu-Qcyr>IOFVmN@z z>SXD@iWuScUX_+EBR%rQW$R>{rzdhDH)?G;C(`L{!GOp`iLdrWZxp@amO4KkY@=V% zac)Y^3~`9UqOq~C;DS)kLbxpOGdvXtCBL{Y-_WF^h6d?0gZUF|3I~>@Kqz*$4h5Cp zZ7a37`HemW98Bg&-{5M5*ftl`q_n58`>Jj_XFoEa1xXSZKTSm5nA7B2wUEeA&F-4-pijxY9e0q+OOYb(dPlf z(dbnskePW*cur6nuAS->o4E|)k6*n{5-?=wl&x_3;>$EcQ|+Yj_ZD%Ail@@k`=Pcw z?6Z0Whn+j^*o#;pg0$j)_0xh_0Hvzi(s@tK?E&epx!cU2I2_|hoR;%4wsBI!POG31 zzt=M__upHQ;)UaA59NM3uyBreqTz0wwpy-P2dNRD4FjK%689&3E0E1O2Ds5$pj|{jwuT0d zw2$)Dujt}FP2V#@PykaghsJ9*@t0z!@+fB!uTO~Bsv}&21uI*#gdW?-z@ctfhjaeF z%}S+Xc3U;*oi4D6IU`~gc7VLN$1dez^A8CK_;17Z?Re*>sP&`zoOvmRJ~?i*;q6ij z`u_4@^W3B^eiF_z5&!(ixvsT3FTczPoPtxj2@4j@QjSE265q>e1*NzYpVyt0L32L> zv3W7!KynoLu5wv(Fz52T|LPcZQniN;;?q8kKkKAoYKcl|4;J;DMf7>Z)!6Y3n^^OR zhyI|kvW{8YLOlR&*)qO+lO4e5e!SQJE@0*8q$ulM{6$}14=2j_qoxMR5k#>_ZoniW zf#8f8DRuTp-H04eLwKeo94H4xLk0z?lBTXz@KISM5ne_&6e%$ff zajKm;ZaHXE#njHW6;2rR*Ll0{^V_+ ze-n5~Q`1lpd4Fn%h_?o{CyKSU1T1eHoR3L?!)tqQFAN`Zh?ymi*%QqFrdQ4{aEZK0;%A4~e6N_0C0K7vMn zZ|ZE>H@ZcH2KD*_xf5f5Xnc`0VjNgQ!}xJ?w>3)ArV!EQwtR*;Dp-cnR)N(r)p+^| zWag2Te;-c^!gxOY`RllPvbaQpMq5V*WRn@D)&6x;pgp~rhhhI_gj#r9@GeC>iC@9g@^)OA}5j@rpbh%s6HdUIm71B7) zc)!MUkRic3_gdPeR6e65qRq0279`+y>X!TJJ2(^YF3t>Ju(v^uS zztwb{lgp2tlq=f<``&lNS3}!KW{}u!Jn^joJy?`W?UTPiS=6Ys#IjmdWr7SPlvLKu zhyF1DkyUVKJHd|08!<;<_oIzf*xrlal2?r*PzOb7_Wr!ws_F6tPwVhWU5(%NWLo>8 zeGU3;Q+%0ffi68gz27tTrYC?hU+An{?CLv`U%g-`waTxwrUxZ7*`;979Qh$I0#)Vc zq6`RU*&L0&jTqz%m1SG*WGsT<{CBC|tnNtS2b-qy72bz%H{xx z9FcLfN^II2bvhpVU%x(TRP1I>s-#5ySGBtX&I*%*<-NDS!)#=e-}1UoJ_KxOVu?4O z<47nAPhyR2KX!&`PY=c`QGLyIQ&-g0`)0qQ9;^v0+J*iaB}1^XWQuUC$CFW(dEBy< z3TuO)3bWXZXL~{&-)Enb4aOBXSIz%}{Lytxx3+MY(mSH#)h!XqeEA)Z`xVFLW0JyU zSt@G~Kn`*dCw0riU&i!5o&HV!Og1B}p{Prdywnb=WX_bNn)Sc8AEidthj^yp6f;YB zz6fmANKDbn8?jKg# zKs{o7RgmOgTm+w2*zQ%FGi#bLD|JUlG@$39eN~7a#AY0;3na5PKrwW%@Kj^HHcVK= z7{0E2(dqdRVDLwZ4_c%fM*k}-EEIPof)gaWj2L(^8;mawe0xie7dp50+0Q%xitJlD z`3|dv@(nQZEW1tq+z8M;#U|`~Hau(VAI1E7njM6v%q06hUw$vP`KB>e_YBAKv1y-i zmswK^pOrk*CEzzs$>%p?&|W%iptaSAUOpI-DQp%|c|eT{34XzBuoCBUwhN_Bud)D+ zgevgEBNLJa>Mg-3mk53S+!*AW*e*t67H+cP4-24FgnvYtl^veOZsvA=pmX_IO5a_7 zl}nKGD0_ylg48Earov{%{%E~71%`Qk9L*7J_`PaeoZ|e_e7+0P6R%iQEz)XXNTK*c zoOj0#9Yrk`+E81t2k_KN*m&0bVE7_=K;jJAgcD^&YxX<=L5=h;TCSrXNWHx36LoJum~WtOaO0izoA*D)W*JRv5=-@-h39 zKsqMe-UVW`;6?8D^mzU!+V8hVRvH>8Fj=1Dyx_C^_R@&a(TM3!@T6i>zaCKVzI^-E z$BYm?)>&O0JE>xig-xxHzo4Zb_uss6ksYR$nni?E?4H;9Pp8I;xK0j@Xq;J?XXUI1 zr1=Lia%V@&{x)ccQrt}TPsO1R$4k(a$QGIMRcronrQElH)pGG*pq08s$^TSN0fJlc zXc0OrLf^2M1_vP=K97iJN|>q+Kyd<(EdBDD+@q6kJ>g79@SqFa|{24qSUe2$@V9%+%R zjiK^=EuX7_^tz4OJBA7Rk7%Lh+PM-;dP3n z3(xt|vgQSwiqS0IIlre$>F$krUka2VAHfC0PL8fgv*OTy9~xh>4Q%b4ii#5W-~ezp z%99y=yY)D&YCo=k+B3g?u<4+RhXa?P+ZmTe@yi8J0G}Y{Jt=_~+E!i3T1YeXlxl8g$hqzeFYNKUT* zJzpu5=ElFnLdKslV{lZTaXq7jt2vhgtz9oR=~CfxX4%yEm+At0l5SktQU&EZv1H^j z>2>ncL%_3ZvHt5jhDqXz8v>J`>6iv^6xv0fKD?oTX|dxc_O z>Ef#_YTKQb_xuu)x%+ExQ<}Wkl20X*NUeIikNU{y|+GO7qbL7-ZmB2US00brU@d$?>JNX0b%`)=-M9FLe zV8x@iN1M=Bku@8NgYFR>I+>OCE-h$;KtU<0FrERo?t!%A!e2m>)|oqoTOWD*4;MQm@KsXXpVASV3rxjx%Ab&J|sT3anO>tmGXd+L8s z@kL>_n4xff@2y6JFMd}oCET#{kRPXQkM18XzQOK8-j|WGC3mTJ4@$9*>2!&m9_Ae- z>LKT-rA%g7<2+kfB*RbBvvqQUmKg-^Ba-2h&+y%w7D{hZGGSm&*A;xWdAdEy=3#ug zpu1t$u^oa;_Wn;)AP}j5$d(uae$-(c;hYBhLYH;)BP1bWg@(T#?KVdC#s3JGTIy18GyUCeTtLlbbEy45h&VhimJ_=P^X1pr8k zaE*KrAF+gY(}(M2^kDcZAbsrg!&4MW9*RuX!?PtrkQFwB1hp6pEmQihs2MH@>{K8Y zzyAgkiQ;Q-uYWc)xQnw{>`?GvD6=XnZ4)mDom!)zdIj6}7EeGpN0i{-r) zNK!=i_Z|=OtfFy(oUb)9rHkro=ukVLi%sTJQ1F?B$g<99UYWED#i0Z9^_0^=~I31aL#) zCXOSP^AmH~;#}%B0HhvaCI}Y zdJ^>^+a|exPwJuN0Oq7D*qq_%VnPwk{Bxqb9E|-{@hR4mqPiznL>m5KYl#){N)NM% zk_cb?PxBvN(wBM7H+&ZDvBd8`PwNxBdyW6~XHw08WdN7U>j=`S=SEBx10O(~4_{>) zund=1INDorEb2~SkXa-Mew$bZvglAFuEG)ixEK@zlrgoG-}h;yQXVn&dZDcUzf zle99aJEG=}OKdiZ)eYHu%^}M$MF*yd6l}Cl>(+?bf0CC#l<|Y{#4#BYbta!R$^43; z7*NVyIt|E)AJTE4L0|Um&a4%djeck@g06HECTCK zGzG#ud>r`Cuz0N9&*uU`c!K3a#ot}R09=3sRpm`a<#c&`;_h6WR8?rj26F0^_AJ{F zi9Ac^rQnZ_bADzWxPRzyy`6081y4#sXPlftK;Z6*al~ClDq<#YeUmaeIj2-;dO!Zt z2U>i8NX{Wg7i`_(5v32{!XOaKQ+$fOU-I|z*&d;>3ICuaTJ|wck_|z;yB$9msdj=u zq(j>IV5|q%BK^cwfAcwiy*SqHm=z3Cuvx}INFTBC zHlXyUM*ut36m)Ze_gb(&BCkgZc3_<+m8iI3VPo_edDw-r@D;fFl1x1=Q&oxYX>jgw5V5(+^|04gmcUY?V;SSEOR#a!3Hq5Pm5fhYN|d!#v{`yu zjO|C`Dmqo+2G=(z*cYEz=Jrjfd&J8jxJ24d+h1LP*=i$J*WDr^;&Cw#^jx37%yCyP zoYJ@RyTTHg6p@D^6vg&HW#2w$K=FyU+ten7pbWgM=`sPd#;_lVKtvM zJ#yA$eevkNKd#ET-pYW6P&Q{MJ=bHUgeHqWr^$kHOhs4z0qxJ&A6d=WmYeho4J}V} z_L++Ear)oB_&;ho`Fk%vv|r>AC4gL&mlIgq=7@7Vol33p0tTD5ZqKwRucDXI;b>QX zqBEx9LuS9$bi?Y76mNEd5hEFYtzF;txlR3Z{vvC9((sNW(dVnc)0QTSP$t>p$xPLZ z^TZLWuEvX2@$8nQ)>?}*l9{45B|mjT^D!;mef&hv_$YS3RB)!EnHu0S6yyayX0E?) zLLX1K?_x^NnnaT9FXptI>8>;CBaVvdRivgic6Ru1q77slm4>E2-?f)z`yu7HZ_5h# zqupG$@QiFs(n^5QOAT9 zA*n!e`i_+jP)~~X&q$4y;D|WLk_Mlf|3qd%jAH~ZOm!DQjEdM@POj{|WV(zHEz&`R zBI$%aYEBtx>mG4`f1!o>#p{UhJEn;VoEWL2Ic1R&qm)=6No$*okQpA<1CH!wLoA{B z9;|q~zQGlR`T0S(@;8D4fd_F1pRRP(bR@#5240BA(a{he*jBAn1C)d*Q#-GvqUc-{ zA`ezEcif&ENvPptu>%BeoMA`XcJ4cX<8dlr_LBP?Au~ELw$tEpVANkg^kD~I9Edpa zKtkFEE>t3fqYS#Snzs1aiEuB!x8t=Grjbo$)zsCobEThs?HOw7$h)prs-hHeQd6ea zMjzdm!0>ARnq1);x!~B;kY0@PB!KKi{-&d)CWVTsh@5%IgaV)VD`Z=|{d|z{u#}-T zbTmxm8I+IFiYB=#aG9o2#4p<&ET)3cxU+XTUh!;e1a|QoOFf$z_ zip)nG`yqqA=Ed^}{mItWMz37&Gf28l4{`MDlw-0qvP=*vllk*ZghP-Ry-J~uWgokS zzJ6pzPGX9Tf4G@1kr5ma{z(&wDWb-4+KyW%ON0y?A0`N3p$G%nr(g4rYwX`##Gglk z#;O35o+T~oGVmghOg9R^UzneFjV1i$VfqfH-2G;qud=~2%ItKr^zuR$5vkU8@t}Wh|xiw3_TT@{xJtN2#>A=UpX?5 zmVqUdDKl1&SLwS)+y!VvA%{H^P2|NHZUlrtTjHK7T6`s}p>719INnCz?F-m$T&uqi zN!96=Pf$uEAg5b;V;*_=8s_%$YFi2~=g9;nQf)bOTIAbAwi6z9Fj5I9uOpy~Pd7mRU1iNcPxAQ4rz=kF2!A zwjFY%ew<5_^|iLfIVFMF37!oFfJsMoUWE;`mYo`Fp~_$G4)Qc=K=i^`K;*N+7cbzF zoeAT2i8L|~|REU0O{OxFN`s&Nqf%n4@ z-A6Bm|+oaVoPC13L75!); zwhWt$c|pOOIlxbjm$I6jU;Di`dY2HtnWCg2m{5=x@Rr%U z5#UP&zGej8v_A9eD^kSuXjq4rGb)f;?Np)fJ{H9CB%9EbC1ZalI^4-|kRr<^f{h&8 zj;J+B;*c(#N#cxb=^C2MmvHj}D|Wxe!!>E^>hfi?*dx403Fx9M@;U&`zOY{cE91dJ z@yW5C1G~^cgtvgGY}&52vlKpsJBYAd$wQdQ*2ykZVos^!^tb1?dxqcnh7`eK@(}aI zI4kl>X?L%uj>G-di|*%K;0A|Fmg(YNS^MBKO-BrW3u(H$yKOdI)B(Dq27HDX`{pzzv_IVYDWF? zol%!l_9p)|RN3Uu=gTgK)yuqZDBnW$$a@clb@gk}wv!T$^tPeteb-n&f3KDdB(W*s zW?+$oFqc`mi8ojwH?kHGqO4TZ8-HTyBA3o!=hg5DmJ~`FP*fa5l`S^jGR16M5WHKB z5yhYBBHr>z!JsXAB~bp>(c6m3vxad!g)aCYiu+GNGk4qqGLW`5l;I$8OicqZQ1avu zPCEiybWU-DcEVH253wH~x(Vb>w&bRu&s&v_MKeiS+T2C&8^+#xn;q=`f-T$$So355 z)To1}hlMSDF>)_}KZB62CR<_HfGmpn-ukjX;r;LkF(MLx8;9@0+nny6amr2BP^0$G zj~y?@HK?VB9_X5)_jS?r`X##@tr0}y_zwK57B^oqdaxFxMh&>v`xK=&$kSOSj}Uc8 z7)=l$F!n`$lZakPo3Z#I3I)RM{C6&Z;w@G!k*|cB7y@U^$<3uI>q7U}`|n-jO-;vi z2rM!}EOuJjcQ9jr79--#B7_rd+v0JcBr2Mdn{$@uo5wp)wki3(!f$J57rcSbUL3Nh zMGv4d$z)YcFc)~{%`n{v%n&=($5m(5J~KqnOJzpli3TklIsYP!+1puJG^^*`+y7A6 z@TvWN#cmUsrTamxF?>JGGDR{Z4OA!U=tx4(N)VUdnWQf*>O)<4y`f@svB)QjSf>)7 zBhMxc#fpOz&Q*lI?Pd9zd4{dPOHAx?y_`12Oi8pIzT-z+PL80Th(V2jym7Sv&O(YG zxO1=8;P{C#Pw;}m_-V^O0W-|EvRYjx=i*-^2E~Vuj{B2Ld#=KM+&HwwJNYQv^%<*^ zMQpUH(}~}ZJmNsGN$4ypQVi)m)WT1P6#P$zK$=s7Mn+BZkw;1%asoG{Qgsdp(nI(W zst&B9In^ll$&?2Ms1BuN$DmvUYwPNQNVGu3aoj5^Yz-H3Kdq+rH?Feq$C|>z*%=t= zTu(SL5DJsXo@ijsH`dldUbnJ|0zChrlB0nzgV;fMn9KZ=4h4xG&UGhOp}Rj}P8AQs zMUVUTtB_27f#t9U@qmG&i$dU>%~}NNdsqoKH{%2f#T8v_401e|S)hX=YKtmr6ok46 z0~_ACTIV0GQlU!=A@YB=G)2|Tj8Jqz1ee{d&yj3+@ICbE?t`-mswhO=n|;WKSPN2L zO(b)!DVjH^E6x`GpiULG;K+Dx#33=Gj3K;SSv^@BUBpx;Ct**pb_FXs>k%h;>M4D? z=LQB&KIh@M#`ZEbH$l4?@&3R%@9^bj3VtqpG4~{`sZrU7_i1X2C+%v~v!RaG-!J3T5+iROG>ufp~l z{EEax*l^hVN;xiBS1hkCtjP#_REWtvr1IF7cT$FO`)j=cYoIW}D^tr_DTsu|h8u#{ z)X2Hhkw@IRlVLF=BhBdz{m=(?<$W_|m53zqLlAPlc%5Ha37MQY!eP}$3*~W#nYMRZ zhBCO1F^99ZZR`z3s>W~;Kx4MbzEDB2mL<2o&m0!S`u#O35j$Z9ktVxblwtMCk@o`x z4I_Pj%)94+LoW!?)aB?W*=Kc~jM_wqbl(4B_l84s=}t`}tuq4vL@#gg(&LP|%L zN=3w;OJD`T|FmBNdX$od#Lmv*#S0C0Jut2^#u$2muXn&%hG>WbFQKuiXs7JD;CAUV zI&E61m(83aPno8cZZr^_$|eZEumUwy6hzZggJ^afc16%E_mFci$UjGq|D;3CNkYW)gD8ji_8M!+@o)(G zCM*Yc1`3R511u%MeqLq=0#`xbYeeBpIDG|fi;5}^Hoj0ooD{{-WG<>z0d!+|>=>v; zQApPzwz_5)7Wvf!86U0Yy^WA8ov&{ENXJ}<{H;_D4Z3xi*W*0&9WV9P=uC09Y1WUH zQb1aVa6a@EBe_9K#%AILVjDU9~qE$)3 zNhd3PIBPMQ8A7^cwVB1GrxnhmXJF`^G|~5C>87)| zA!vW5Eq!~L#A9S+iQk)~#+;9?B^ke&nUrJq zX3bA2poNNn>LBs%7EvfZlyByBXvN;P$F>i6*+t37v|tq)yx*q2&>|Nm6efw|GGf`uix0Go$$$U5asy4ESAMa}01_?BDRKk|dfTFBoZRgXsZ}M-_A1dD* z#-<{oGrU|>>rGQLC9Sf*QWy7X=~{gFF7m74r(v6+Sbz!mF$8SuU^{pro?e6jH3j?< zGVwLC%fne1m9Q~PQON+J@vLeOb%1@G9#)eV267DQa28p0?KPsD?*3?c>mjrg$Sd_u zMwOe+=l1Y^r*Uu!=KvSH@UHz_h2pK%x>CRct?+x;35QRUOp^aD?kUCI$Ho6BItPb38#oHz zY^++=vb}8Ew#{YSY`ay7rM85@B2IFJP%~PyqOw%Al2niJkk*; zX9bxOd<&?1rwby8PsmP|6IFHF?#oY~nb4n5e6|A;Uu_cOGT%bb%1SnE8L|3D9+Dmra&O2JK(@o$;9v)!+_H zuef0luGNHjc(0m8GMO%!u|wQ2M@uVhA?_o@OwO@zzee#Ui#ii4A3&FoGPmSS3lQjp z`ihgQL`#_EkH(0TW5sO`z&Cu;w%F=q~PFR-Kp4@Zi6_uAfgp zL<=ewr4|pbkChs^5ThPtHkXfr>7I_FCjOZ?a1)5=Zk&N^=pw!9;>JB!rc?&TiaP`V zxbXLd2b$^l(S^w3R-_%L+w&!2mBg#G%t8sM%O9Zs73Zvh^h`{gZkH4gUW*%w5E_aW zi0bT~llnf-QA0;IQ1T_+oUbEO$0``H9{E3PfVjP+WGKEUy-9Pv-ZK}|0tVX7089jB z(Qulvd4n-lO^<(^Z_QsS%$E%z54D&@{3|hK_NH$3^EWmzKRf)NLRal0^^WNwO+g%c z+|wdO3Op{30ZIPn59auX$dbzO`VIfaBnpkri|Uf2L|jzOah+xHXF(O|nWxDWlRwGR zMs4kmO^D=eJfure?KpG7obL)GuDf&O!H}#^wlv#mX{QfO)IQFP)HCnn(_|U*X$n+z zX`Ks#IJ0&_stiFQzB5br**n`;{%3i!LK8X7(yDNU%-2rP?$rY*dTS1uGBTM50dq=h z20ZYYH3^?Z-NtCX)Q%9xc7+mfuw2kHn0bdctjh>dm_c%c)ykAzu%Qfoo*81xObz|Y z5x1qM`*dk3LPZkc-scm9fH^l*%z`RU`#t`1mK<{<$J^b55dw||<)4J}^StqU3)^nQ zl?7jS)h2ZC=H8*~3g!nHJ91=FMO8Cdn=qvg+{yso_ZK;~d!$U6grxC%^W=9?hF;(N zv<9%;3Z<_&7r0^W*g%`=?i1C|S=Hz-z>xhz@eKU=;a?A5y>_aPH03KZo2(Blk8h6j zHLCTU?o-#@6Xq7im{-=5l8|_E%hzSdE1J}+$^W#-+;;x{RhwK9093-K20Xky zxIO&!oCY`uNILj>%cM`0@q2_Oau$`O9wK)Dak0YU0D;0(QUEKG0Fy!rY z)Qp-o2I#xZhX#8M%;{HR3^lOM%E`&)XPL~`(|@R`D@S^HAe~@_$FKiu#$00G>1K+QKJt+?L;zLA-^2g1xCet~ zx7u=QcH@%FX(|513georU}bzt2-s%3Lx@4Vz8OC7YT75q+tvQnM49|+9P^Sr%A)2A zIkqREL3qv?f;Y%_s!FH+yBp-x>0+E^l4=vIDe4e87vc|yfWX9}&ZgXWfoJXK>z~XO z#m(PkK07->)gw^u1pc_~RKOfE; z87jMdhruo9uGHVrqP11WFR$=eb)nXEztcF*$n#er(%2S#!j7AtIt7^@hru_P*AX2dqg(2oFQLe{>Ns9LvT;8FZUnTr9dr1t(t^l zHmJdn_QAkc)vn^d_H3c<3G6ShI13-#Kw3lQw35ejL*6<8H$~VT#$QJF!bk@-uUAbC=1r+=mlltK@Vs-nP zo^ZDwm_z!8^MAM7LnO29-Z!9J;QeR*l2*?|-Q}Qy{9?ete7%Lq`L&Tl4Xl=9LWoUK zH5!dHV`ATaMI~!^VD)?w!(8566UlIFJxU8<%cuCE@S?QTl29DkA`N9micH5Pm!^Xp z_&v}imO>rJq`U8aYt)y>x%+)|qu2JbzfPGj5DG#h$)Q?k$ozq0}opOx-1qBRTbWlpo40W(S zSGyhRsQP-`NGHJ_>EMFvf*O0;YEQo@8^>?IL@vl7qX&A|44)xl-ljg&sxk%V-KI}0 ze6;aiJsIMy=l((aJyNnAlY@m_K5TxwEAYUGo8dL7fYoq84zlF^$v9waeku2da4y3> zUGw?kb1zibF+Ru4n8enE8nY2Ik2K}qhiUKi z6+QNUzjT7{|I)0myok(k`L0B&USzBJeWZ7=OYK1s!% zZ5OQ>P0HSY6)WTMYoXJM12(MFUn3OjeQ$?)Cm1R`EXiGU8Y(u^v)BYg* z4EM8pv&2GT*o*;RN}e4fu7#Cu>EowDpB3^n{0@rlWW+G*E9K!xlOG^1Nv1p0f*gxBC&pR~<=`0&(v%MIzA>ym-z z|1bfmyF2&F_(G=;wo&)@GP zA#L2b@oY;)K7nr6t~WHy)CrZy-n@Me>csHIWe#7U5k&uKlO;>*wYM8O&TH~AC;SV_+BM;iI9GsQBw*BCe&N3dzn`6;C zCYPC%mggzr5DW3mb~|$mG4sNFd`g80#yE9-ZCSpHcJ@Fv_&xUBn5b)*;V)7%-@)=g z37^%W`pCvNd39|~W2nBw6qZNj_{!ktyCXSi7g>C1@;6G1<{M$Cdze=&cvvqIPk3i6 zPW#D$A6tZS+QNH`T|3dTb(U7i(6VgRFX^+r25PEdd6*XWvvSO=zNmz_!fewEu6O4_ zxgmzS9HO4<9(+Wur?t+gL}x@4e$A}-_w6vQPuhEMH<+CMqGd$LVKbR{$fQ}5qv$g1 znk@NM@GV9y%Uc6vR&Qjt@N#K3-3!T> zS(8#GT&TuD@o?7J=D7ykF~X;4!e@P*}H{zNonzmT894+s(tXjoz)3 zAoPq||3PX*r7T%!j{v`6nRbz*zP14{cf6uW|4Fq)NO9v|HeA#FWT8v5c>vY? z8$tRmLV;-8sX`vnR|;!4N;Q)pNyp~9A1j51mwzHi`q78#>X!w9xsIV14UoK7QX%ttlh)LNoA)_xrI&Fz7-+tL_lmZub!uV5pJ z)5w~oZi9>_Ft~kJ$bHyQ2d+96{@gEc&(mjaSwN0n`onmSqe8=4FH_41^4|HJN_CmA?uK;B^6AKVW*;I_N{k$W$zrz)fh6`t@rXe55C>d-0|UU3j{hfdLdzzR>} zuhxs_7i7IXI{$4Q#3Yx+TKRY|NvhH#KV-^Owf3=7PQ~E^O z)g>)1?5{TukGit5bhSe@M^{}kz+W$KZOy{jxuK>{0(o5m?N}8SLW(tJ`6y-m**ZoB zkFJOF7wh#|xmr2|3MW9x9CZ;UA;GWBOanY>}BYPAEK0dFX=%<1U(p2SuykO7Ww{J})t6z3R**znR`h1w@4l+f=Y z!!xY5D8^(F_FW3hotGF2*{qn|xdnaUGe@jN+)UxElM^N-DT$+Y&_jBviJ<~y%)h!) z&e?ToprpPbYk(e2Q?|TVhMu=coPYGlQflyE?f>+J5qmXIDrilcAjQ-F00OpxLnFW3 z(P+8u#gJxNkooG4pJ4y@HNHZ(!DFjwN-h2HW*dNA|N7~*j>0c%ue9_0g?wAk8j&_z zd=S}k>vgSh4~gp)z>=k9Wo4xWWr!TgDGk=Jy08$(Z`TeHLn%{X1#_VPnwb#z?t?Ov z=egl6%XO&-yVlL^>MG{Uu_ukf>3lb~HBS`B7K((?D>grpACq;0{|ergzyVb(@4q*k{8l}qvSLv9k0dD+%_YoV!4_m;&`Ilul<^*2QQw{N278n-Ya zulD|u!1>o6sq$xKVX`v%twTEfSIUZtk|<8#%P%akJ*QPxV)S?=2pwQ&Aie}=B|$#9 z=H&pvD{9hZ7>sV5e`AGWUP4GXF)EI*|Mgc;&2uh(GURzF2qow{g}XRWKOp z^Ji?jHHSH59AwE)zmVqu>cy6)lih8#FrM&zat%;0zH-jOa28x?Pl(xuf@pkod^6pGQ`B) z*N#@%pX_|T{e$$ZW7F_xSWj2?1&PA!*XU`$*=56dn*P+rTjdzv33tOutB%T`2|L)Jr#rAR&ai-O{7NCR48h`W9hMQj9HDxRrJ zqQvL7$o9mjfT>CGJCjZOyQRK+olS-keYTCw;+ci$+qd{sT4}e3*x zK;J66cbnyU`q*3lKC*NWd)4y;Y~2^fRT>^H34P%(ChPe0`~mo2Rope=Om~E04SnC- z@l^#wgLzt@@6nH&xsoV)bj?g1Cj6{3DH${YtRxeW=Q`_caq^&!)89L+xiPAN~a3!wCU>v~!10jg<=-Uw4-G}=4IY87YEz9+ZUepG@@@dOkTt_V0|}n#})^V3jKO87(<@=54)8 z*IR&m$t%E`nVlD}R&bb~T|~5@rp7M#9&6U);o^dDE@J5?#(VOIPy_B$>qqAc?WFf& z9XF-KfV!%#{20?8hU%{OaDb(@S#)}{z%KKrQ`u3N_tB5@MB*r}M+u*xU`%ZGM~f>B zMwCjB1#^Qt(I0H_A5wzY(1^MyQs9I+;Ncl4DriDfDdszMJ!gfZ5DY#HcsEDvf-c2+ zgZGsDMFju44COSu5c{%OL)FT>I&KYxk!mP1s;g*1bk70Dr6Hup7DE-LS&`22ntV`q zsvJ`bG-*8fXJskbk^PwFGV-Y20(4yG2LHfC8^?5RV$Q42ur2 zK$O&}N<2JY=osjVfw~?(pCf}qG013QG~Cva$FZzPQ3GqA=4t(l~GS2aHL-U ziu#sURl`ajoVreyj%nBnopUD|2ah7XhgAFeP#IZqSu`PVuzhjo8+Z^0XX~+0S;S!} zUU-fguI`yzA9B!?%*h3}7RjeZxj|#9tdyh*t;n#A$)_*Q+9kM8^VA2qc zNfA9#ECyI7n<2WcN9k`nW6XL*sPaKhe3r74Ro;EC6I!9~N~qqWSP$wle3l0B zt4XeaHx$Hg>XAB}DD9%--^;MD)29^2SPfcy?6x#32s#X3Hu>D+J}^uP0IQZ*>Pilo%*@OjfrxlRi;K*%iZ*gJU^3=GPV>WsVqJWAR zxeuKjg2r;ORh{G$Vor$Xy~ZUap5l4nufa&mKnqfHn|5MhTTux~aN#f;L|(P~-EqV^ z&|LS1y7n_ZrkorjjC|4V%2=z=%E5>owh@X3NZxJA0(+Qk{cO7jVsPYD+ZGT79WGYa>XBWJXH0P~+n;xP1E|{v#NPIUnuw+U$CZtIb|{Qk0?WxQEmGAi;9}|B*}> zr%>!0>Z)*ppEl=F9*TG}Aw}Z?iShSa>JEu;<~3Qx4(4ZlSiXPB>FxJ9{5-_o;kS88 z9$-Ukxs1;6_F?Ilv$=7Lp=O%3^AK2FU2bn>om-u5RiC=73U|t9G=7tG)=|o@pwvJ0 z-&zxqQv|GBF%*;WnB+Y?P|lOMlZQ_R>M#r84#-{*L)r7UV)nolM@hdw3#8nhl=UPX zSr{?FDf-Ypy|`FKwL{bckqP48(vSAG83~Y|OTA5+*b5z|i(&nO^z2DyoCG%e$_W49lwQC@coOW)n0DIkvT z1VjyrqAmPEipy4c0%>eLOC0{0tmZHI#Sqw-CNKZ5<_bPa6-&iXdA=v?FN4@^nk%v2 z^YiRcbf*cv*i1|6*=4`akyU&ok!H;2my|^D^6HMjp+}0iZ}*p%mq(UXJg$7zGK#yd z2@M-q5eW$VCMH5RJ~eQ|9Z4zk8c#8-J)Hn^Lzf3ZN6TE&OeLxeB6dIXdG!Q_-JQy#r5V|a(6Omjhiqj8qWjkUNJl zoc9zxLtu_cDdLc{<%J0Hd4Gx`kgZjhC!cWmQ2fz5v3!~cP z_rk{8t%>*ZtB2F#L^b$~TM7WKatT1B4o6jU$$>#SPI1upWup8mB#5nNfe)E%Hc9uW`~kUXWxkM7P~yrD%JbGXHtL&{*U`=N zxtk_YWHkfpzqB1z7u-qBEc8Hq&R;-NA+>pbost^OpKp5LTO;*fO2 z)zuR~UH~TnmmL2IlX{eKoZN^TM2d?b%5!kAuWDlQ#US9XyBqKeAn>X*zXm;7U3GJF z)}?vn=D>7Ffor4Ow5}|$xc~^DLxuTHW}{v(6g9VmckO0x6c$MtWp-K=J!XGys)HCV z`h%zH%3EraMrB9S1h*hSqa0jc>w|idaN|NyP*Goi<8v{yqfqWfCl7sj6 zN8dd7j!K_lzpav)!$c9rIYaACyF3!-`?xkj-|_6hXT;NO-GrQvu!fvcY~ylEn10e{ zM<+Gl4Bo0Nj^Tg-Yj6|h$9si-IIocgxWHksMu9qRSFjeO4bP9DZH%DBtp&qgMWSgB z?I;Wcr~N~V!d=Cf80@nYy2X1%b4RT-*+qPSY@jHX8o}1y7PL0Fa`*$O|6o7EK&I(; z{HW|09!C*`0|eI^O9z@?qY zr%N|Aoo5cQn5N>k;p4!QXcl0_h0m5XF8ZG!4lt4uB8VU=lCd7M{E0V1rqnYnN)&FEr;K*4pLBE^7)d8nA{jo>@9SycYK}Gv`_GLrPJ+-E-2c3yjhgBO{(z8Twd+`eDK;f;@ zAh%qpNgM5o6TUn3%XFy)8kDSJuz+IkmDNRQ?y@}E;6$A-9^Fh)6ZN>KxxF+Qig$kh zT`r}rt`J{LV!_;0ejFXs5dB|*Q+?33eREm56E z3qJ-(Enbsyt?+&rXLdfY#=H3>HX@&7)K@6=NY(M77ag6j&DP_pGe%1pzocat?R-bW z)){L~nHBzR!HFcTA_HVb-glqr80k%92x`8g4%rl2l5q>+BC2$gumtT#YVxp3k4)D@e;cT~LNWmE$#ja|%tL~oIF!UXpoCLT zPGCSA{FT@)z^W$b7J#hIvW+oJxDdjISaUuD{y;#=7!kcmD8t-&%O(feGS22d%(AlK z6=68OxjZj!JVx4C=GF)K%#9c(#!Gym;uzczKZUKXt1d0rMe^jac|nMyp=5j&$e~Dh zB{YYv(226!Nd|isUAIworViI=p+(#*vihR-czgTqbeHhzib?_}<)nbZhTZQ`4?@ z0^+Ayyf5|q18XWPe_E$$XcfGicO)ztcp5PN!J4T=>4o|xtX2!H{-x5+&Kfx9m5lxV zAqG5oATBH{v9crCV_gXknXth!oCa}1dqo8&VPdVraKJ(_JJ9)=DgzrnO@6`l z*O;9V!Krx(|5ySMps|DDNxA3QGrRfV0(17$vxVsyy7*zVRjXE%lH%cWQ=nZoKxEnP zn{JMM)-hg^XO)ECNGq@r4gu?Umfz?D_ z%yrjUlio3@MBw!Na^x~GLc#9IUX(jx5ewJ`wUf%Y$1O%qr8bMEfrCaM+PW|}xmbkBj}Xcszsqy#@53zYKPO=vedjO# zu5G+YYVs~?9pONSO4ET*s?|-u;*-9e8k2r*1UyJr6|u4dtQAyW;H8IzNdvoY34V7? zx>@--DLV(XD!{XUBqCN;R+mh0{>6$j*uN4 zjrhd>;3efL9Lx z6$)M66RH$|v<7M%my;(He%8|cG_X3qj?5>sL&ho$f0&>9CyoshNHSaIInq|oyB%Ot) zF=Qq-w+Q@9pN5H|PikYP(%+oWTDxv6PPT65X!YP2aA`sAb4L}HUh}SiQt?LTgp$4r z^8LL-dfq7&3kCZ`6Xsg1Gd3f4?z`=|M1v81!Re(D;}!TD86qA5dJV3SDtl z_AnF|T6>^-`esj|u7^l@l;_elxH}$WmX-!1{4?e_t5IuZqpoTHtbJx!o=6eYNtcM> zn$8tFRJ@(3y5fecf@06Lu%l6}ERgRE5qgYSDEIleqTZBn|lyX;-$>#C6cWraw|N zTwJkI)s-7N`cnO60?iN1UX!~!g?4SCCzlnI22~iD2tVwM zOtb(w6uQJ-S#$?<1S-Rl7LZ;91<}NEQ2=$YZ7}m5)T1P?rTx5s(t-x@cNzc3Z7E&b z3K!tWfM^lf8cyZT7y${LyQaR0_rL}_hH?5yE3C!P zS!yEb=Mgg=WIQ9|8U>^*6NrDUC|N3JG^U#`FG0@o+G-{hNIEakrKJ_p0!lc?RX zblD0re)X^c^s;iT6Ax>2bksVxFsAkV`QK3#b*`~6N^mD^ zZ>?NStgQ2%_mc^wfh)X2-SMC-*`bQh!OG$BZ=sJupF1V?Z^lK1 z3~WI2!g7y@SC3$vUXe{jN(t_a+gjV$!5bLfa8FN=!qxCuQxTyxuImq&*3Zh)*Lska zxAKCb(VLlD%H<*;vmmQ0TeEgv*JH6^;_zDJG3mM-Nd<^q^%rsBjK6B(j|sb(vQtk5 z3CA6OV;xk?Ws8(`>pX(~`Y(p(9-?*5#1bFrVJ>byW^(2dSB+S13?(QyE|fLO6l9|h zr<<4uSKa%>wh;w}p4x>N^@6e%U9o{e55qC?i>mzXQOdbH8GeRwXNgRRn;0DL@qh2l zD$hF|I5ex-exn$jnB6KMe!-NHj~bksz_R~=(lfF{xG$9KUr!61g3dC?8ec>9~Lb^xuMSu;yee>L`^}{p535hFT(wrd< z`O+m?n~S*Gnzc&TXha_D%Wi?Wgj8?aLyXG%ND9gWh@~9Qr}b0Iu+6z%-F;m*umoBN zoG#rEaDgh;6(#AaLyK&-*iB*g$qFNIn6sl>3*h9s5zL08!{dlfmsF#EWfnzmPuim& zxH2{QZiC%8nrD3Vg(?dp#h?B~2qzpR=ZqCJA7&Pl^AAy*U1O1{y{MRdN-Uc+Um}f` zIK?hWecN+Vy>!nMLY?S*Fvn53XHS%*faWdPeBjAcwZtQnOK(S0{9BRr&J^z9i z(=5_@yv8cX&-T6IVS??iM+(fMmzEOSfZaZO=}Jjk7U}C4D=(h5Zw&WrI>4_T1LKc?{9}j_^Pa-hm&_A&(hF+Fci86 zQ@;yM`smP|^npTp57jlG%bW&3Z2sI4yQwghZW#$XluZFXo9E;|3;Aq69ey@8MM4Y{ zjr^)x5r5HM_2$R414g-XZ&J0@SLU29Zj~K zo4192i^fbKC#D&O%vN@HM``5bniGK|lIPM7fI?Au(#}8a|Ae8cSZww{mI=4i92vMd zgtV%1uchw~goDK3$4`~{1%z-gZ3=`8a;R}C`Q>wwclOJTbM;{(#IVE<1Sk6mLjGlM4{Hg7@pw|%KVjZqh-#Rtff`t4N8_%y zVU$`?>O^Vwr)>hWNsGo=#dPA@JeUD+!tr<5c+&isU2m zKZ;$67LDaMEcL>jrB?W=)op z1ItA(JCVNT$DOewZb~75wQ(_1mgmLt|}~Ym(VO% z>Sz*X^Q(0v5w}0iQO!)sQJ(Xgv*M(vLr=5Yi+7My{twX=pV6saYAEqQ|AE@@gFy{{bIkISx_2s z(G1>)_aYY${92-0R`tZrC4Z<~$hJL_*v)F&3ssZ8Kd<#d;L`sIKq zT#hF6s*G}J*hBgVj8$DqR^~}@8e#z5D&1N8&1A!NIKj^A=%{R*bK{q^1DU9E`aO)R zUYgLODdDTYw2Bs0itO3nm|yBJ5Hg7$u*q&TnJw4;d}V2Zj^5%Z+yVchNy~ckLBonk zd1I=O|H2ewIZNR(j#2YVvo$16(lFQmgiZkqBiYAS z!2ezOjO@-|!hF*kNXk5GVZ+Q*hHC^3Ra-3+6$VdSF1&n6Uk=o@!>75d)UZ`6p?0)E z?;`|x(^Eok@)83B@Xg0Ci=_@BE=A$fJoP2++M8dIN0-v8=jq? z7ES5=E>5EG97+s6b>Tf{O~qNJgrgOZ&R-(P_mTzk%L%T68YO``I@^HOo?-t4lBw%pMs|)J`xDLdk3^sT$=(87vOv-~M zX&3>C`1mJBU9@UfzB)3jAj-MYseIq_*6edtJy$vMH0(4e?wuoF_}}BYWSy9AKbA8$ zkPD?%r+WW_R7WR}FzJcj-iMrS|6K^t@5EYRSsy9$zCZ3-j~}Th+kCIg{fx|~nuWy3 zVU6@nE3zIN3#;<5D@IZ9*c>z@8!byyIs&^~%3#9Y31ax#c2P(0*Kcfs!)F{9CcKjB zSllHRtB$=a-lS~@kOP?}H)ppXdK8ER02B zpDWLLW0*`i2#aV8tg1vlv-DS1%C-Uz4|p_vD8$`?^O&BZkW1AS)v&$w?ebp)(Rd@d z7K6+_h6BC(t}SWrC8uWoI%0@Mco1s2DZ;beu(|Fp6Y4 zs{{6T`~OiHy1+DjIAc1l-gPdCcZ(6Cu-vK)LY#cBnotJz9Ol;X*AE~5r*2Z2;8Rs8 zjyjgE+)TV-VH*Wez}G2PMakHPkF)EY^6OC)ywi4@`^z&#wz{}MoxLm3n_MdkNf^%| zVTAfF(&iGx-wecWCTKt}kBE<(rQQ08d^tW9L(#c(7GnJ)@U4fq0Z5g0JsJB_QM=a#l0oC}Lu~uyXPv&I2n~dHNsLSCWG3Pa> zq5)i`YUba1Dbo8zc|Kzwn%P}gmvwzShA48sLq7wwDge=_Si0%|5?7c+0|OR;YM^zA zv*r))8XJ}MF5`XYXni?v17#r`9@N!Ao0v0HuDeOf!x;0!(ab&o11p3tu9>f)wTk?NSTEqu5Vl+Y%3}%3;zA; z$ok(^-unJ*r=IyL>s}?El7dDeJUbCdpvOqdM74Hb!P}{~a95FNO3%#XIU=a8(}y$h zoe$~G|31@d&igQLs2O0H6+8Z%jqPX)_}+LHmhlLWAUQKY)BCzAAT4RRF07AyuE+#V zMB}3I;0Emzy5AY1K-ql+S!Tyg zyaCGZ*<9z5OBiHBgRhBdhThX|Mb2eYYRz3{5Ik!yYWn-F zloasJE@F>|P*7b<7e|Rh0mg#TfZ~gB48?`I|IiuSlkO1onur-wJO4=-2@w9$hbVy3 zXVe3Znv)A2VBRSkZFW~Ep^UZRRG?Oh&-L%vbs?Mb1$~m8FMb%~hE)F3v82N&*zS{5 zj{Q{H+D_?|zJ&_W9RoD`a)9--tA#5vRlTzl99&NV0fwRRtBhGmi&ohjfpIVj1^0q% zJ2SZJpEu|B6%Ke;%fO~(RrjI91c+cgF2+KL7+1ntXKA)2{t;R**L@2A>|!qW#EKFinb=H_NU}68mKEAO$%lc0junlI|Ya zQ~8GFcrxuDB`3}HJ0|Dc5GR{QsEOcZHE+`6Q7HG922o&M=dBLOaZ~Yfv`Dtx!KG|r z*ryj?fm751oCXDv=S|9)+G+;HN%7e8*c^1|z7<1 zp{EibDH5m3*i|cIW1rf`>q3MmGx%k@6u3JKJP*7or_?wpAxESy1bJA%?9Zk#{9sqk zJGe*L+ebRl+rAWO85lruqa^d;_cU-AS^oqD5iLQM+nhyCiT&)@c*iOG#Z+QEs*GDL z&iFBvHpOOfd}R+UeAoq?1JVnv0kxWBVq3zRBqC$~r>Djr-bLS7#S4V-blwjl;bL`DKq-%Som5x> znTOnoEG#r8|GnFuJW_8_b4l4yq*K#7GKnM~FUrnc+|<_P zgB-|cj4FI+^RMI*JaLL|u6p4UN5$1iBh^k0U5J9?YRS5JKvbVh)y$=5yxx$VBpE5$ zNK9zH;WiRwJc{eHm7kcdFS`Kwg?xhGH7@vmqzucGOxrK^W}&CInPn(ePByx{qdHEJ z=MF2-ytjZbo|*id`nKTavvgrmQBKo}hhFP-G(9>&RrRl;rY4V61d0r4bSxf1@^Jd% z>;MxU@ustH=-T?0@lbqArBj^Hcx7nSFFbgIuzh0X3(V`=(^5aX$&z@qg z`*6~Cr%AE>(`gpR5?vOT6xfXvAB7XmkmDju3t!1}M+?l6z;Iau%Ak-+mvMD}JMPyb zzTJqW=4B`~oq7HfULrZ=*+OICjx_6L_!DYH%M2wQegmmfIT$Vp%-REEmn>uv?WP3o z^B0>?VG=8Yr@9+RM!Ubrg%s$orL#qGH1wBEQT&j}HJ>Vd+!K~184)bO!J(KPc@ds) zu#IEa<2i#J2xm=I6nvs6iScBpcMWWn8EbF;#!E?AB1__c`klXN!^h52Zfg=@>B!r3 zf<*{QGq*qFUTq$QFv0rFF}1CW~4%4>3XJH zle^L9c4O5|sunXMDnmW&vYC&Ts7dGLeB~9jpQb2@Y9hO9Z8V8Hf6)(-&jjh^YK9(4 zAW`A;n-P<3w+|=kVdQ#N2X3O3(dID0^*%~Dc~5C!d* zrGfou-yt&^ozg-mzG>8GkBj{bqf!885t$ivn?IUy-=Bp(NKJ=Aa5~Bs(j;)1))Ppw zY2>#p;qx}ZRiW)($teS}aQo&^R9lP3z&DiV%pY6R(t>awv3kbU;Gd4I4duH0Yq?Y3 z_y@xBOh_U}F>{sS{0_FkI{C&*+nriR&s1~8zu}UUy3Swd20=mNz9XH9N3z}lQ#WL{ z2e=}%Ne823d)3TqGMkMWD>)7^$k*g-0@K0scZzjt`7r@_Ph-aU? zWla2-)S%}hLswf=@8w?ZQ!P#$hL2@lCeabGTgr#1?`6nTY6Q03eO9D&4*1gF-T0B& zWbD~c43X)h-il4_6kCzuj+Y(r9c1tYM}bYOt#1V!jE`g2Mjf^RsI`NWJg0a`Zs?Qc@X_3oGVb^k)Gxl@|DSuoLztjMURYz_Ol$w(&mkRcMTX}*sKX@)tFhSmaq_emZW zDTc#b!vc{g^XboNgqH%gQTo$me9tDAm7`4z$EqJm@J(3BF3K}kUyPn0iK)V--&C(F_QQZpkf= z*U^%Z>UdxM2NDlN5Q9UEiID}dJigY;U?Ia=SGdTDrIBLCStrWN`f*3<$S_ix-;|~5 zr$=T;nyE0U@r#KYXkp}rkjRFlL7Un(IhfT3u;BJn<0?|*{x!Eg?iEJ?Va$v3(hyFn z7$>sqO!?=bxk$X(mM93DB0;}K(i^(XP~I+G1h7p*+OxS#7UkMk`~+;-1)tqEybouA zv;R-Csfl4<5fca=)eM|bZ13*P$3HCbMKUOmpa_@QJEU*n+JrHMwTU5w;QsmfJlhG6yLakeFz5BRYvIBFD=>l1rqV0Q z{Q|p+SoS<42RNY-d;Mf%i{RQ{RzpdCLK7Z+-crao(YUHV*N>XX{}=@>od#CM2%`gz zxUvxp5Dh!GZmX}oM7&unA<>V5Rf$gm*Oz^=xyM3* ze-UG%mEXHvled~s^!N`?>s6M*BnFIWq9qE|%TIJL0-eqYQdmyooe6OIEqvIQE*^bW z4R#(jPCx2pxMtt+QpIPw30DDq^>IAkx%#|jmzv@v{8XT(HDj+#3KfJ~4M2seW1p|% zWvXP`S2P@x$rL7tTkWfFd%zZeBM)+?WKM-j94ALK@qRRsx@-*6jgd?;BI^(t8gCNO zv0TB1V(u25B|grF_muYUG8F%NN8xR!_j7f1e6RwPLq?u65P1=eF8G`cJ}HQw-P z-uXty&~Wkr6rt2Gw1m!~5U#e0 zqnRXvIXM88eDujj)Y9Bc#f62C_Hh|W5Te4dSj4;Tdh64gYpq3Kd(jKfyU2InuVfHc6eeTXj+>!v@Ft)(24;jp z0d;Hu&*LyNirQLRTB)tQjpNB+fT^rz)(!zeh1_tM!T?lodEgwx{`h8QoY%D*Bi1N| z1;7R$Hl(bK0U==A(a;8yK%8T&45(ry31;2FJ)Kyb&qW@qGN2Ftk8KtvMz{DA-#y}$VUi?r%0tJ1KcLuvlJ1pu@NOK2Oml|2+P z>j}U@KHCTIn3PWH#Ly&Q&z7(evu@fa(&4_x=pKmUSyN>O1ENnOvjWwZT)-RIboPM~9tJD!?aTd6_$oS@&Qjt_!~ z$hJ{8I7efmOx%H2X3PN3@I8F41e*jEAjs!@CsnS4`)|0`a5EeR$y2b`7R-MNE_umh6@(VA#K#uBY^78X> zFQ6p#pl#f^aWrGb4BBnC-4r$5W3>JD+cWzIZ>XCA(ZZEpj}#7~-sn~ZSo`*yZvip_ zu!|&Frn~hCs;jC)$Es1WV3#3cnmuC`H~tfYeiBFs(Um_P@Vw{*do%N;C*k`hFKPFu z)?f(yqWrud%f)wMSqRb3OeeT!KTfFOe!cU2vKQKT6zg;oEDKaX-vJ4-%HpGBYvSV#_UP_=w?Dxu6np zmz3M0l!)nBmQOQKKq3X7TJZqC&ruRkwY9Y>-cvyBZS6V+;o{O*0pm$kWhEF*@N7DcpaDVv%hcD@(Qhrk@ihPraK$Dho(l{5U0K`|RWO?c;jJJsF$=VuKd-{B3Gua*5yn{Dc1a=N|=5 znoiUHn@$U=YlxHIXEDPRuHk2Jltevy-=C$a(vG%{xUfZNbL7N4W~;$B4$6@P)Jl*) zZ9$0J7pQueq@=oDd*xMC_7N&6DQ3F^OH&{iqEH~9@)aPV@`;-{aoD}>XPf5wh{Jt= zQ70M&^NzYJG7wcZ;4{&DJs&ujllj>6)Au&jU@F(Mk{{QPXxQ{+4*FcSij4tfa^Qgn zK-cZ>zyF32MxzlT!Z8}9NuUS&{`>FguDkA{bIv)3oewuY4>QaFB!Dx5e&w)&VNjGE zswmbtL2d~hC-l%Lj#def5ZFdIJ^aYS0LesR5y&WMZNrpPYg-$D7Xs%vy3I(Jy@Xj_ z{C=M&N+8Jvu%M9w)rtL%2YGLitv1n3_*-DmzzM(=VY&B|hEBSG!{N>VG+dsR5sgH! zQNTy0B)is&Luc95Vt(8kWj~UNON*##&OCB*^9-O320TE%B8i@O0YMVXG7VHzP)JWJ z?LU_U$`@(As}|Nh*OF(?dnFu)VuKsW|`KGpI3 zNw?p68xO!Vax!j8aA~w~2avUg9CC;n%&d=&8=xl3`akxr15T2n{J!d*usPm_%YmFF zN|r22P*4$2Kw=O?MJ0$5^lt`YI0b%n3Ks_F05dsFLyLG&P~cwZR(%8Qz2%9)Trq!{SQ)F(<%Q&8qj zAXAGxLL~A7V^w9@xZSo2$%5&}C1+SesY$HA$aLDw9?ef`47y2-jc9PnBrpJ~e6!Y%KqsWFR4d^+MQB)Bb zgU*z9k=!ubGFlT&$Nr62Vv0ACsn0Ys^~ZI@!C1UV72|FC+zf(kN6yVWXWetN!Z_N6 znksX1l+@JlByq#U%MKu7>5?TVud1XP1X)=mD5p{?ySbhL`Th3W9}svkjU4ia8c2qW zB?}iVLgUOPtXi=G)fE-64e@1UpcFUyzwqMoxap?fInq0qpuD1-fB?fVU?@t<5X1n$ zQH{6`Z@;q~vz`2GU%tm5UIe|&sH+3&YIvO;+F9=I1&3Ic%d}$>q#?rbi%dEj@9RTX zPZtPyp#+ckanyiep3EiuY`H=Iit>tejw3RCl$9YP+$c{b8&54lynXDj{k6W=j3Qdw z@~`_Mc%!?k3*9|E1Zix#Xfy1w=U&)r?>+IJ_q>PTnDVl+b^9x^S#O`QM`s73MAO=q z7A$e(ao$?;CSH90Mf~UC|6uWJuc3G43Y3(Vpsu!#;01_~K_tKr2#=|7`9&a>0R{G{ z#{$G87QaW#P~M(?KPSM*wmF$nIyyV>&eC`Mn40xQW`pElld%L6r6pw9amr6%MPF|Z z+S^<4=38$NWaGBKr}V(~a_Y<&dSL${u!RlgXW15pGAShDF<*H_Os~F-46~h>Ej-W= zD;(};pQIs^$&gK_r@M#e%$+?K2OMw+-nZYr*m>uju-RstQo1N%#-U6~ZxM__kce;F zyr-+c5+gGZ7(=!Rl4|eh#F8a%Vac0sI{1NC@bJSAX?>aID4RF~)zNe(Gsh5Ry8){q_=VOeuhExgjYg zqihhB&^NB#ZY0E^GRcVfsh_&KI!H@(&N=7eGoLw^EFB)jQ7o2l>tSb+ZbZ`k;0HgT zoXw&|i%1RTf^Lf5*<MT_P81zL1e@~Exx+LLy`otxn{HpEQ1kE2`v8!jP3ZtFOW3RiCvYRQ%Z`aCJh3f) z=TYy4s!wOcc4wI+Bp)sG`<8&IVMYUA%ins3PRUY$@+Vh=ljHg?{sQTyuI?^WS5@QJ zzy38R!`pAa9rg9~oV+M2CgSM@QX_ELvSkh+?2|nHiBEijcHo?smsv(~fdciu$vnm0Qf=cEAC1qTEz1~XseRTfuttNPUN8?)$+^RgM=Qu~CK#LNs zr}cSOxi5Q^IYN!`yd#C%t}0?q*X?&2MiJKs@g(C+(Wnadvr{%fYlc_4f5^ zWts|1(m7a1CpyVAm{%qyMJY;Aif{-rZnKsEG6r+A@G@;ZG zV{KyFKCpnBxP@OJW-_WX9JnR`5~4{v0SdO^fg{8pCiaN2Eg~T{5tT#kMSt`WQ!yxE z%*{P+=&XBuuX44eE9)d^X=y=cXD4ROnT_`!b|?-!@DS{?*WOsP$)>C`01PEP388c>3dBV0V=VkkC$Erj49)7h+_c9Djr4#`ZU=c@*3lSe^!_Dyx&b>q_f->0F zd<9Ky2pcPinet=E<`j=Y3?77`7!V~0rd(_nc@^}#hx+S@x&R$hkv4%#0F9dt1E+jl=~z2(-ZuBpzpH)H*MPCs|sy|5(% zOBj_Lp1Wv_3~WEsjIpol>g&+d+=M;%+!IzNgVk%-;_0WKbl9dI#>4;l51x7UX>_!A zqHablWvF0-fFLHn?Pa){3gg>eKL_n;@RQ_x{-}gZQ%;%cy^eGHSoobV56>{dcV^oL zO&j!?f6P`w8;kK+0TZN%c6@lHm71pWpUN@GZ>)eBmW^Nm%d&9t$)CcVcm5go-FF}6 z%$egk8NNhF3q~Nqnl)>vxpu=1HxLc!Fmq@Qe}cfXzTRO)dAURR^%9Qx_{Y)K)`t1> z=8-B2w#|X#jx8efI@;SgX@Bcm-@=!^^d)30ixWBrMj$3VYA{HGW6WzPoq~~rGSHcz z=%j-HgTCX-R0@U*f)S<1F~ak$;UCw0F6qNO5Q|~*i(ztT>9j?Zp<#GVUrRnnh|Q)i zxR8h?Laa5z$AE+$7uVI+pkYQMk6AtzQapW0>fHgdArFl_a0^kfRn^s5rWp3&J@?!L z09jBM>**%i_kslruyW-}M`r9)hzLP5sZ@%KyM(#=L4gs0gh!BmEo|MRh}u9}X1!cGf1K^zL(h-)FFD#E@BNAb zBqXtTgp!HYlV^am$XLy%D&~~;q z=0s%r(izJ{>=M+Eiw1t2*lj@q$pQFN1r<P3>@EM_B%zX{8B2C!|y9mIWLubZL0jadW0<)faJ9^ZAWGC_G?2= zMsC|x>po9medj0USHS$le8+!&(m!wb{Gwk57Tfg;{U}BOQ&)B(ukI=@jFp|@5ByY~Lp3jGh2kr}ycQc0?Pr%LuuNtR| z{Hj1C=UQZ<2IJ( zwVrmR-W7H$BKe?s8em?H5wuUnzh09#H%Cb(#f=$HV-j{Z^9DHSX68 zu9sF;qNBY7PddSH0vBKaV!;SvA3W}CAZKju;DZlAbyX$SwzNViDO_$`1Oxp8XliW4 z&O7dezut8hQm%r9@X8zThzKpNMU?*$!p3r99`izr6vUJMVKC z8cLzDv4IjVA?A%Ry^{|t@ou7Q@#0REJMOe26cm|zdi(m=zg9W}Fy>_X z^RWthzOa0)5|#@pkn~NbhmcAQp})76`6$C+pUs{%3&$RFEMLo(F2&#e{x{rq+wFMf znP<@2+KSqmTC&@C5@g76CPpxf_GoOA3rM? z+_Ya&S%D)CI|4_4_-L$NwHp7t?;hNC`)&B|Bmc$n70bzbWKm!oY&A7CNTt#MY;QthVBe7vaweYN;^Ph|<%1vmAPwI6ZejpII!J~nwdbFI zo(^HD{Y6vSn7QKDcA0V_n<4W@?h)vtU77hQA_nPkYyVVZu=QwL5NqwU5E zFEXe#NCp!DNDjtp{fUch=12ks4~vHZazZFT!!1KjeQ_COwDAf8fwZLjvJx1QN@bwv z%q0h*hdtWE8=^n~xQIV%L=b_XAGUXSNhz9|8hPAu`wF69x(?EzLL+d8?X>|(cpvy+ zncHr=4aXdF4F3N2ze7Z57amwfMA%0&XU-(Ej3ZsdesOGucI1F|h=QFc8>XF!LP;X& z(6zng*yC6E-dRwxk9^i47eJJ@EVOraV*ma3!>2z@HW|{MMRMCwic+*OWdc|(rq^0; z(l`)Qv}BFal%r_ps2)dG8$Cdcs;|_zuc%Q(ihRY?o#t{rP!`De)K{iN0Iv{<9qk(b ziJt+eX(w^0Hsbk2rih_MDN0d_Qj`QzxHp#ZTEnUlvzbh%xj7Pzn}jvBQpmYk#!xEw zPK~mm68>7!501kY#wlKW?ghN&$mmp5R>FWlxFOvLLfNkD(#%;i9j1xBDASTk4SIp> zT$R$|Na<9X??3SVL-Es}{FsUsj+7IF^a8^_Hb+!|S`xG8@n2D~t?mGPQpZ`Q#dmG6Z zlF1~m@k5cKi+C%4Be?;Am3z$StjM`P@(nZqna|WI;*SgV9Sg{KCyyy3V54FA$XFzh zunZ3{nv5;4UB4uZ9rq9PX8}iSyAOZ(!&IHvZ@>M(xVK{i%T}&rY*%^gNijf#02#g@ zq59_8=P*-0| zLIe61k3q-I`Fo#bWm!ZD1F30(i{>$B1{d|8%{LM6b#VUZza(^nj@ z$sT*`K|qbe;=*%1aLBkMovDQ~JI;hn(9Y|xzmDdnCenlvxD!I6l_X2h+t-r?$B6vjt(ME%|yH?dG?GgobanFD{<3}H{#UOPQx8{+`)cu95DehA+QW( znBIBk9h`XLiCkPAa>yaI4MlBInA4aXMWTJjcV&zwn+j8D(U z{|geaI9gg;Sk|w9{cBukba!>Ka|P2cDI+}gilGD_(+AVEr(#l+)VOCKX0sEKNGpB} z`b(skpa1#KEj*iP6-q4rrs~~fpZeS&b~L^VmzpU=b%<;CaTsz+19cU?dsR*GCZGKI zDN1VM+e5eCjeT!W6fm=kcu*asVx(XvZc!MeXkLj@l%fs28vw#o8^qG6)D&J|$m9bg z^lQ{~nVX||d{RI%<5vV_8c4+BcuYz)c83#?w^%kXW?46*0b&ab zBj&QLNH|`}jnW1b^Mx%0{(yjoP_SGC;$9;mg$D_#FBl-pKl9;v$iL%JwbL76nnkbqc=h5C5pprgzYW3@E*yp(ozKf5#*N zdyhe2lbKa{p|Z&?JMV%EF1!GT9d;OFpAK+_v3fC>KhHOOH6mN@PEp0KCwLEm!TR>} zcB8AO6J@1k4pv}K?Cg~9xMPpUPk;7P+;RIIXm9Jl+_`gLfaD3C;6*w_dn_%a!mLs(|T^7i!gqO+?DXP$W$e(-}I z&{n#-x?z|qH#kd7ccLU(G_W}3q3i-ZzoDTFDk@5YLCup;I8eqga)68igsy&6X&++= zO@hXsAQT7`LB>k^@=T^yf8QYo4#XHv<(EvB1QTEmu%?ws16iQVy!otGDwQS^kpy5G z+Dj&5A(l*_m}Ho=Pjqy5qqeRNzx&i4frmS zfS?+;IS?~ru)+H=&d7f;!<8Q5Fqd14hzc{O zXupX9IjUlp;sKM2&rakp1hIe0%PXkvaL_>q;io_SDPzh@-hLainrFd`8B_-mOMFjb zk6=v-Ko7d#u-JD7@8dHn5lkT=w`D*K;W;4?mKT@xK`rT23Ym0A{;XYk9&4t2mQ>0O6zC64QZP&V=?Bp{GH_lteto6XK>!btXK)l$^eGJezx^~)^pZ6y7+!pP$Z;qUfCEh`*^Rt_Qp*&{TAQ+=C|;+)6Y!} zjby^HYzubK&tZ0_ygt){5L_3__L-0$D)bXn*bcVW{|LY^0DQ2Y+W`EW8cex%z*u>f zNP*>x1%@Yl6^?!tZE?@eF5*$_)c8?n=w(terQ#oKZy1^piERhRRDp6@HqhPO!GZRj z?|cWx9(ybYoP*$Gpxy;^coIx>>{nlXHRYEMJn%rD4I}@L|H2;#C<%Y?o#UZb&qNQhbH=9_PZazHS*+;R)cTV7GYx--*&S%yyf=%bFtefQmmop#!Z zi!#5?N{wL{D{#)HGPvMuZEbfJF_&y@)BKpuM(5Ca-ZeYJ^nEmpz7zOXJ)sqx#yHPTVSUbvC*^%y}Jg~a0jjdwsx4`4J zX4~t%zTzpO>*HW8&Ljf4M>b|XY7Vw{VTJ^Jr`RdoIZg6Rz8N~NV`Xl-f1 zGtWE?r4+#dwrzzZSU?~^W^jmXA@A97CmzhCEfl=}SeGgyGsd>tY>i7VyBw#Vb_&+6 zU5lB`GYM9(EsN&{bRogDiFhmkdnf@9^RLfx!dOsydk15PHPux}XHvYUD6-m6HY#IT zP$JHEHmr1-d8I51)=&y!3#?3rKn_u0d-!Z8Zn<1(nV?PpEZZjd#sg89K8S~#`w0$m z;+%|;=|IuIIz(&+|4qg$4X15d(AU?C6F%`teC4ZO!RA|Rft1r9t(`4kpP3%8hxz1B z8mOYU6_avr8UTnCdY$sBeudiFT3m9;B@U2cFMQ$r^YP5H&r&j~tfHL2C|F@Dc7xWU zY3Fz-2*%GW8%S9hSk@3EZNaiEwki7sa2bLEK!$*T7C*MhFGLteOqP@&o=Bo@Mk7i~ zOIZGll>s1BD;ek?#L(a%x_f#E7V}hCz_DV`R+VA!y#noz;E}58YA6V8E!=t{UMUs( znf(XFSa3&o7rMGSvD-ac% ztX{pEK%SRhewnN{f%6LtDH)49br~Q?=0isuL47m;q;m7YL>{_O-~1YWWbbPah8e0n zm(thY=Tfy1i8efxp+IyY!6l>YQdh1c6_G&UO9JFyBA!4jX69XAioU3#D}d`{l@J~` zS~ff{V2ts=c)S)W#3-Wx)>)t@+vZWsXlO!tX*pUuS|P(J_qm{8iG8-F+^9h*1c___ z89T!Xq_(Qskzu+CRaKSv)#;O||P}l=3SSb`QJo_7{-?gF1rA zPD(-Zs`~hm{6GjbEq-(74qWTV$KX7X(ZLgtf&y+ziDsYUSEq0pz*3c&jQH=oZ+oOnC4(zwPSu z@p33m2YlR%E+fdH~Q}cHCDb?FSgQl_D!(=)$Mb`)>mqR z;~>S~yZBZWK%jINX#i?cWDTPLlSmOjq^S-Bi6ka+fS~iQiE_^?b}{qH2HTU!csQ*H z04sV|LPg-10?VaK=tpVldVR_9s6ey}-#v44l-8{rpr#1Wx}>B8i(g%g6)RVgF+*%i zzmf_9Lzp{fE;ikCQ*N>^!l0R7CX?ZY_fwoWO-FkhF1X-JjHNjDptMXn?ZtI$K)m_c z4%I`!c5RQi1tr;d8q2nN^;(DJ;s9KA<@cTXCDGH=Ho-7iU<6-7 z=@d7e+ZhWzy}jt|?n3{-AORgICts%x_`P!v0(unS=9OXInRJHlE!!qjiEUfXxhck; z9M%_JlS-%Z_;F9#iE}AqS>+YwWMnz#+;bU=?e6Mg{>t#!N_-h2CN&xI^Lj??PX`di zc=LXa6w__D-i9xJ=}Wln_S?|d(16OSDhv$_`Q->O2AaILD}O~o1oRE``%+#>Hx^qO zPq_8~+5y>s%osQDCre9U^0SGO(o&R{m7&b}+tAp=cwzI**_bnD4rVqtIeEp9u`NJs zf@791Uq&XEl`EDzb!lTCr!(oSJ@CAAD$V|N`js~2fNB_TPr1kQ_A}#xF|@X|pm(4T zr=D^uF8|sUm@|7eIyyQy7GSXcU_Vd6trG&Fy30^1g)O(*l8PFaU4A)!^rIiaveuxn zsSz?nyU#886^@T96Mg;tRK)R8iCIF$j#3Iy70))Azjvz6_h%43?HD;0vSc>fHy5tJfBP7ZLJS3kc$s;eqdR#^_aWo;OQ z#7QBONrPA=Gq_tZNkRGj+S=KH88x-|#V>vVO9a3E)%9eQsjaCdb)W>aXOv-bY?xpf zhlz$jEJwqUeKID@GC{l07EDv&x4*p+KX-Kcs;X*Xm|&R#N<PeZVUg|PANtGKQ}gP9|HA3;H_lz%YASAajW*>@PH;_) zdA1UDS47|t1(l=Sz2n)P#gj=E4_p^Xb4+vvkm6YpGV+`7b6l; z8`Sm$d~|p7+AnnT2xk6Fb2%F4F(hAmuwqTvA)Y!ub}+T)!+L*&OPrl zY>!o|SHU7#14i_7kW`+24rU(4vP1S-v@6s5Ic{JmlOo`*y1Ish99ubzQD6A{`B<@h z1)7_hV8N!1vpn7nICyEeemR{OKLKWY?6DX2+OknkKZ_4N$|RAM5&^c~$!#zuljMH70m0g>=xfCFEYKuI89WL(i3H_|xemvx zuL#fMwGP`4!5=QZh=0duam>DH@9Lzpyxw7ysVc9)4}bI{mand^o@ieYp`DthNg1ZU z{`Ido_0&@x?Yx_^w$FvxSS96ZLY9^$DH-;~3od{dAbK{P9)cOtSQH4+t!*70*u+6( zUw*~q0KkQvX~stMmx(A9hi=9C?UeBS%vdI|r=EU%^x$5X2Apn5LFHV@y4$$xAj z@7mydKrw4a(fWxQ-_!qrqnb!pFX1*<(;RgY%}*kLQiWTfQU<1O((N}&8{i{U5y3Lq zKq(4QdCgCx$R|f4;}qnP>BuUQgIU7P!J4$Oq7-GC%`1^?PJ{{;Oyd+K*$^fWdt+iS zn{q$%WL<}+)ZDDwf>L(0gJ6;#0u{c-Ff>Zy!hgdH;;{tZy}tN$^z{y+rl|@L(NrnO zlH$C!*m6shmsg;zy^R5K6tn3#0Lw6DbNXqgW9zN9!4;QZihJ+-7n1Q<7Er=~cg$3p zx`7v)vc-1F-iwaTZj@J);gTio6Bg`N{FN|fbU~5XU+Cx$8;M} z1gWw9Gn;1N>tFvG4toDVsHv`G{2GdqSA0QvDqTW`9~ZO~o?QL=h>$Ug*alzW1pc_-Kz;_8;z2nI(;u*|=$KRK6q#iXI`9yjckVg3 z>Z+@$U5i;4=w1YtI>8A7iR0)IMEja0trhw`P6R% zeFL;HVshE$;c6EVhg?Wqe)$zFbA4SMouLTz2nnv5Iddld_{TpI zkag{~*YdB6VlMVa6>XuStcu9Tv(7pPEo)Xg_nQsN%DCuF;Y&DS#;83A0AK&VuhZ7s z+uKMT$FjhfbO1u24>tW%l%gH3(SC9%`azUvJ~T>Eic*v$daxR$C`B=Vamh4FQ4*1e zc_KyD+LvjT}mbslwDE^1RwZ-gTlZvIh7@1u^3}}B7(j4+7o}c zmZbo0&8)7i~BnX#B&-mrw4_y4d7u{>V+#03lZaVdWG$OOW! znd%T38yU;;`#5Hre!e;oP(P>(l{0ROx|&*Ce9^^7CQI;z^Up^|N4p!pOT$(Y>ZU-2 z!?rW%>FGjaV*@J6%hA!*4coF{xgf4Ez=id*JqhsPjbQiy9G^771C(g2JBpwfp+pzb zX|10DUPmBCL&FTb?Z{+(=G@QV^*3I}oH=tnu!a_^HI3{`VcCjRsHv{OFMst*9Q~1x zpsS-3{R0Dt#}ffLf$m2`<;>mBVWNqc$$k#5@ka&wmv%~fw=925D&&eI>p^H)7XYre zhxs0T^wBKXNhh8}mYlh>=OS&ThXI?Ec=-wxi7L7YJgTp&MORM`(y0u@&SdclET;;X z<8;88Pk`aIpBf(b2Rs%B|5!|GX)WTO*R%PR2*yBIrb#Sjx)E@s+P!hG(CB5&!zvzkC*#@L)7elMEcomoKM-zvY%&2yAg^ium37 zw;|8*K@7FEwUjqHho#mw&oydJUadqtQVEZ3e( z5(W~c>zqj=XZn*&c!^|+2T%b_u|3D+PYenwn4p6Nco_KO(|6g1S3`bJ$tGnOK0}Np z3gROWtsMOuAQElcRf-gYi>#iWespwng{ZaE=*V_43f4PinaIRrWD(5-%UpKZ<)l%& z;DQT@wsn9pbf%u2Ip6Wvb=O@-kj#}=Ug_B}^YPG@EJ}gT4;1YILa_1(+^YpJppVUR^-KwM@7t3q)V?{s~RDs8&pkpF3fpeXghpF|6##B;J zozz6g4i#~Ifqlg!ll%}+SEN z@h!#Mi>Bc`UI7oafo1o=zcNm?n}0sh%Y!23r?CWys^V=ozdcXTysO`P>QkZ1dbFdA zy`L}Kev4RN1;4FCWW>5y#%5>o$eo#dE4**s))N*c@7%1E8W+g6{&1hiCdY0I^^%hu zaEj7YUWf9$$(&av`*%;obWy}cmx*JSkx6csC@H1)wTMhzM#AFLq{%SJyHIpA+I*&p zyu*0K1oREtCCLQZ+S~Ek8;g-lm<-;Fw}cNs1(e8XXl%sRTW;-b5+0*Zqe}x5L8n_+yXaG3V9V+7<$=2sil8nzabK@4h<~G7dfT11Qe|DB9Z@ z{5K2}0-G;A7LotAuu_WmD;x+!fPi-`<3Kgl)r?<$?Q37dsue4+aM2=Uoa0KuF%xl> zXAG8g+45!Beb?O_kjx*jXwyY#bJ|1*a8Zy@(M65c$KimMg4l}JClWCvlW}g)catX( zMIeqqJOv8I&b;Krjmf-1pn@en=t2!6NhxfzyHY@VX9udQs&W43KaZ~NZhYRSBvrW^6W!w*ACOAFGe6zxEba3?ZqSL?s46Y&^{0!k7I7%`LWlSyS@*#yOS@nVjV zlF~BDMTyuL7#z&1$FQF>8IEzcuQjrTJU)sxM9_~dtvLFqqma4Y!lzC;5vx|OL{oD! z(rzr<457Mg+oD|6nzd_j(#a>{k7a+vA%`4-H7#whGbAAJ{7-nyX&^Nwg!?ymPuSIP z%`?Pg1DroI%>j}Lj_%!x6)VVa5i&Hs zcYpvKFt^=y8*aSuMl!#|VlfUh8tnQdkFJU!836e7Ipfblf2(8P6GUl5i$a z2iWr!hl=Uz9!SQUz{YL4)7#(cTbw1LUCk*45^7tW$t7Sc6Cadg^EjAFlQAR`uCAK$ zbn$rJaNj3(p63+d@)=&K3d5fWU>Gq{gawm<%F~ZRL~$^Q@x?yu>+45bOKSiW;yuSq z&(@Og5(MRrj|%Drx)ci+E~MQ$=VkwL5}Q4HHoo`0?@_Dpo8S5- zD8tm#?c3z~B+Hdiikopf@X!Oe`bSrzvb@R%$pm%~fQechJKlV=&2Z_ZmjM7Z_z03= zQqy#^5oh`F3n-|x9uAY~H9w++C^1EN$T#V;E-s$J;o@7#k=#^ zvKV3e(d>70+g3%)zqXct{_!AuK}@(wpPyv><|mPL*`!^dpEJf#QbAn%RioLi*3SC; zB;yoJ)QUFg{+C}t^S?zFP)6kM+vSF=uf`GHs&uYpy&Wg|iH+|0#M0!LClUxOBI9x& zk#{e{g^1*B-$?dnD$OfAwn6iXQbrMFV19+yP515L@ir0OD@R~drh_EYxYa4lWMC*i zcrs08x?~aoSP}Rv(vmLx8BvrbZO53-*a8*EsmMCdV}N}5ilunt_1BRoDS?U`Kt{kB zNhv>WHtXQ!e zBEeSjl4OZfo;lcLlTBcnCRu6LtXaeF$-Lr6v)uVXiT?awg-|Ermqi0ZjOu@M@IBk8 z#A(l@^Sb)#tMTvq@5juhW*BxjJ}(gQz!WB>iIyx|h8?!r8h>z@WEMCenfA6e&T9mM z$hsuzq&me%q0U!AHT)A>3mMvS3)vH(H?IrJE<*F5o+YR*h6JP{@>_Iac z8nMOZn_)92ZZ&W2e8$iWH)fSeWq7_vY@lL>zuxqAiHpkp%#;KOU0tXwufP?TU5257 z0et5>-+^H&R8?0alS;dF66PTmU?j4@sCjtqxu+RN`^7JQfwGb$dV71=SGnv<+&p+J zyv7TWBZL8)JQ_Mp{MfBPjp%E}51~+3SBJkia!bE-Sdhv}%Tba@`fUSSXot4@tWX)i zGN;W;<0bgzb-yG?roFu#L+KREn91`60-b(rL_gbL@|bf>GluGlsw_(nW9cnzYw_~S zO9@PQXX!gw>b$ypdeA@6&zL&M91}-vZ4EZvWHW5(Fc;08I}Zz-ab8(O<~XxG_uP|C(*dt+sN51+JpkbI4wCRU zzy39tXl`Mnk4-Fvj4wB|9V`akkbNi3| z<4nXW#??hAcj8cH4E=-sFykgZefGJC88K&3bvB*wtXZ?XzM?aB+M2fft#5w|6_pia zC#oo~V0jB)^a(^17anEF64I=F`s`1mx2qd-XU{`Aoq~iB;UX|xMkD|nL(NT1=64zv=`1$0v zRW&x_JD6LG7~d)fYlsHQm_p-Q{|;*GgLVSRXy)l`!w*JRtaIn_)yC)>4avN5^;`n~U0 z*y~tpKhJ%i*LiUn`yFV#o|P{bv~Wh=M19jGR51D6w_|;8#keKysKn*JgF(Qw;)V^3 z1yuEAGrz8;%n8NDRKR^ewn7nlR#jDb`<`cU0nHoXSC827fU?_|(zd9)135%OqF^wI zIRTSNtdZ%n94InsoMAGPgUCPtA}`lt3(@EN7Y~o0&ax&&@>D@{Gkj8$*&q~~O7}>s zIr1X^_vhbEC2WAd`v@4eRU*(RJ1A^2GAD9iW<*=+4>U++R6un@5z2L z8{5n@>PeUx&fTlV@xd(w$J#GamsXhk{%eO}q1<*#$9s64kHG7bVZGQ<-BwSv85%YW z4zTUzS8#c~@w1liqlFB|)H$6Z%z=rHuYjolYV#UfnLPo`OVOZR^Fyo0hR=4F7vS)` zdPQd4i*4I-zHzd6XYmf?{z+6e9&A54ys)tXV0LR*0$)E!&wh?(cL1(qV|@?VkM1W4@mkNbz~!qR(J02UbYH*Gn#BlDv$4{v*_}@=B8OYl zz1F(Z;m5G&HO&4p%Xca)MrmSqR+MV;X#_IYx5(~^DCLH-^;+R9* z)I!I}M(@xD-<*QY8yEq>a6afFE!bAP6bvFJ3&F&zbuqH$Ni?=he7JdflwT2&tsz(b zY_Ysyb4Fh7*X9tWUGppuQK6&*o8^0pDuj9-c)`X~ythm#d;ux~=PgXSVF5O_;G3-Ushj+PD!$)}G+uOb#iiFc>eDKW+URfX@6()4O51l^-ExhZz}Au+5FxJCrgtI zllb~5BQiK=HPLAME>4%W{AcJvjM?{RTN}AGjmtr*j@d^Dnq>O?u%#9|YQ(3_R0b&c zPLJKc4)Vf~y?aCTyHg_Dk?T$!xb;lNF@1fS+FzryhrrkBK-CT0bte3#lsdeqDbRIPgi+#OM;Vup%ac%ps!)3Ej16dC7Np=6V&1 z+}*ok(Q}&_BUbEfjTnKiOPWns{QEatsWKUh(QlN1r}b^;31%LRysDn^_`vL_DkQ2s zIZZ7ZjQH#`o9!d2Bbx{e+1sTgp6fYPgGdRbVU)HYLPRtLmwRp89(; zqY3Va52snHyiIo5TevX1Hb?bnT(o~&tjb4W} z!6_0IL^s6MjJG#6mYcvm{kiO)VHfLz%4Fu>ZxSov*BJoaZ556O|IA|EP?2V=J)}d? z{;wdX(hZ65kZTeAEYpsgMs*t>ipeY^Z@ zo5O|8KJX)V>hWlnt)QyZ3e{u93?6tBE19B_xVv4-=%nPn(Szb|Spzcn19P%&(Eq?B z{X-hl!cV+M8d#+y+HLN)9X)~93=-wyf(%U=Bi&9`kt!&IZVtxr8QAMEX*23l1c|jy zlx%Tvev+DBm3;TyTh^%x1h=xA{XIzPmaz2O1;Gs#pIM`|PB)hq(C|FgY6Kr%<0t2y zMdt5FlAo^Ps{yx2C8}BU=p6c@W00wBelbo^aM>gRVcRUFuj3#D9ipA_(Kw4n7r32=Ot3Xqj<{%^n^wB`NJEf`J~>#~rLrHM5666mY9;+RdvO z2@PJ!`{yIo#Ppepy!|Pj$3ogqXfi_#7w%wUkqsUy_xagpc55@X-uJ1R_r7JGZDxCf zn@1XQ>`EVZ6fqK2w>9?pw?0&*vEM!J25`OJ15928HQI7^mGeEQvS}$;I|Z6_rmSK) z$@iGMd|{Xt`6($F4G^O2ET@Auh@DT_(6*~zUq}e-1s+x`W_gQ|HoM*|i9t$QB{Q{WIte=zq-GeJo#OcTJ#`MwKQgh4}Dv6gX1~)xH}X9H#S9qRE-9l z^sha8O2gD`&yV|qUdUpce8EHx2H`0|Z#mQV>OuXE+>92*okcM}a4$P=x&PZS?3HDI z1mfrWTkzuFWr)6hN6&)rx*yVhK7rD)6MgKPbBW|Bf1x zd|ZQ__vC2Js+rrwZFJCo`}|&=hNT%VL8*5-I{UdStb7$9 z;8p@+lY|`R|9Kf{+{~2S!~;S6R5F2>R9RCY>2Afv#7L5&NMAHT%*@fW$*Ty08H*|1 zNc!~mNV=s1rV5h8DEH`${0pAlI-J8U-z)7N`?+&qs8`CsDC)m>F?FIaPSSU(>UIqFO;EOKgD#ov zhU%8Nt*t3SW{QspCYg&}-(KU-TE|gKCiR}xut-gQ=y{ASczKFmr=uyOR&ZK6u_#CoiFppNFcu<5&w$VvpMWc3)?a?=GmR_2PdHU<3;RI~nx zPq0}FF!4?T%U`tThnHC9M-9tj&TpDW?;193{gKX8dF;k!S%+af%424qidHXMu6v56 zX~$KI2miR}a5QS}+z^puh!m-%hum%}oHN#g4}K+)D(s@y({^ z#JD=N$!wnZ>~WD@2d~SE^Rcx22b+lXx+v!Gn;Z3%`;j1d}rx-M}9!8RWz^^1LiuS~#UJ){2GQb)@b;qmT#~wOIx{ zdtOL3E;eozOnzgO^9E*0Zb;h82$+X4EYMT{q+Umm8*cMTyf0_X?9JXZ6IsgTtJ@wARz5Da&-uG2)cyRSd#_kY#<-R> zoEx%&9J=+U(Nh8xSs3$S@;Rr=)lkQTssH@VEtAXm&g=Tf1HuY|0KGY}j-d-I%kQJ2 zvmFX(MFuXIQWSooUTN1`#gPh~y_osw-tEhGqLb6pnblQTiR$EbR%Gf@D_}GCm|mRy zaPH)fTslTToz7&>OQax3N^4u**0!8%a3cmPvx}4S8Eb$?-|Ob#WF#garc_D^SKQyf zSjHsIp)dclH&%k~HMUZBi#S~_-+1Qs?W<3So`mNw}p*qcQ6^VC=KlUS|+Wd_dSu0*V3J&lU!};FkF@n)!tV$&nL^A{$Q5 zg!j|i!+e$JCUE=o9`oa3aa|r;t7)o(xeZ+ z28bmzuS(O6qkxG1o3DxiDCYY9bCIgor=W|x26*zS2v^Bv!eyK4{)3Dk56!~oHSkDO zuU!mu; zcYTE@;?LNqVTs3l-I-_X1lwOGUlgfOcJP=-b6izwDMfkOV&PFdr4rP=GJhOPj|3Zq zjg%*!E3=&@G4y+ktoVogED=Vh8%s4IeOYubjsEBU`|Ym^2u4>cdODpZfhdMNw5dNLM(lDz5|dA{8*jNqFMJ$sRCgT52!GWyE5q9=Nhns7 zDoK6aD~MNpa3yz&{^PdnIOpbt(g*7-sJkM^=Z{A)@&;# zgb>MGPni6NJ5=xFU>Iifb*V!TAqNE()HYo&r(&AI;VmI)VEO(m!Wf7*&5zu)RmEVNxLo3Y_#JRcX#D<};u6Y@%85$i{ zK{88!UE9GA0;3QuqsJUpbioKU7%Ngd8b-mg`1 z76rDthQ;UgOD37p{bI5g0*_Tk{9rm_bGR)Yym$_iaa{Vgk(gZz^3-pAcpeYb4Yeq@ zWkzDYOO&_}1-8XgTxUJ$#@`V|Tvsd^7#I_40MGxj_O#ePqC=A0PJsH-dI=5T77y%pb1NIE<`^YpiNu zTKI3DbDyao88KOeBSCJpaOR7kR*|1bqsRkyYozA#2@zSYkw@(Q0)pgK?%x7pHl$3I z?z>Xf-Q94qVUv$%9e|e`F?0?>Y>y!X05`9_u@UFB%5w19sefAO#NNGp(1Oynm!ZWU zFQ8JD`18jn+VC*K*t%PYL2hz$Y}>iT%|FZd-B+;aR1!0avh&Uo0Wr_ZM4w5*ko?fe zclqPu;yh5$P{e1wZOBz?lEuk;TK3P|t|LC{xC7O54Yi{!Ny;IC2$;38&`%Wn^rR|O zNst=RDELzd%Y+OKxec#4MxdjsUkKM4I~8v}E|7hKepd>C2`F4)y`{gA50a)VE9^5k zl}LLQ3yn@sPbDbvY~I-*f=~rM=dkH7*Y%Cj`XRlX_lUHvn7f{}o_>wf*nmroD7GP& zqM_jEG`)J8prgPoy*Z_3Y;Yp(*tPV2t}N&KX0AXSxWuETtsXU=#ZaPQmte$_OR2O8 zDksG^@@4n%oqmXeJJgn?s^09LbXFUE(!&u0)puR(b1_ITpy~0bG*YNnAj7l%d3I&9nNy^X5zVV* znO5@nyxro=9ViF>!DIB}JlBgadXnqq{QAI{9ORM|yYWxne~gC9eH3Fc!;tw?TUUfF z3h4FFh`q3jg(z~O_OgFs4_a}pbdH5utJ-mqV=UON`G z*8!~|sf0ubn{P%#Y|@Q7@N{9vLAfCh_kF)zam^Q+UELbKl{_xMC1={`^XbRhwLV8W6#fA2+5c%m+*ge9hF-mIy`6$1 znI<&8(w*@ImN`%q#|ALSq@<-;0F|JFfY`$MqI`OIZHcRW#f(I582jk#3_(``gUTQ_ zkUNSf`r=$lPL7_X^9Tx{O+R`C6w=MNa(*>PSs?6GH~u1=NMjvYCQb^Es$y8sT(m6p zLm-Z%O@fgp2$M6=VaIO#aXd}{$c@6_!bMFL@kXs|Y=NJZ9wP$^FXjMb23Lg#hp;4% zS|(SKAUj;yPf6%chNJNqN1i|R&f>c-K{jk>lN($&h1QyFmJlQ-(E%IffJ7N{394I} z(T%58*!r)B{XDSYz0b?q(GPVHYdB!H`9f4-XcCta1`aa? z+%w1I*St_Jd!2Brt>8!YZTK;W7d`=hLTsU@l4O_5u77*1o^P63i5cp(%V;80QF$~IeecCEq`%Us+ zK}omom{ccA&QhIY--*`5^_~JNAKGh=*O3T1U&t52ENgBT^J`)VlmaU4;0xnm%PYWI z2DR;SlnbHy*N$mjI%U6!$3LHqPxHzteDC-)-2}3cIYm3|vxS~40XqT3pJpIzHGTwK zpY$GQ!i9gJlln{IQOmMPgC=6;x8Y-EST!w^A#(%IImQQlEsMW??ESM-BpjF(GMh+L`U;OVHJ5hR7w49DPO+ zc2_@SRVNT^R?c*is_BGbpWiRBMd1C#Iqfibb1(%Huw`@gbD}$pWUCpP9w9lBH_13V z5K%?wACo@uI$VO$f=izjq5uYlIzATNBA|x?f|U6GWk%Q6&C+-GF-j3{8$YqJt-)#o zOvaX#9PY$-w!a;FclL`F}Rt)Lwm{on^C9QZVozUN#>QA zlL3z8R3B6GJY(^Y2=W2keEis*`<7RxhUGqVf0T9`y<)EE7%gW1h8~pe!K})+u3Fm< zOA@Cg6tG~0*bP!VV1Rw&g`Rok<*^#11gYVI^Oa{9H#Bww*{CWkjN*iFiRV68~g<> z@i9qpXCK%ld~Q9)rX9>+OG$BdQAiQSdDCA1)hImThL3mN)A{_c)G2bV6zf2dc&BTg zxAe5s!WzNIjt_sHDL3;(#&p&Z>ug6zi69rcgNckI?CS73=K03(^NIVQj6G?LBEv;LMP(u9@$#RtC%%tx8L? z-qy{rb3n!2q^YT?1ZQNDGCuGi33@=_J*{em4E1uQB&+7#{}Xb!)$B*5^pnsj8e|GV zAbO74*KK6^Bx=hpNHHUrS<%(L%M&lAFfK>?S>5?ShV0?us-<7N#^8<=+2xD1 zr=cmY+zT$M@DWb!)Du}ZRr9I{XJu7d;r4UhVR?)Z4KMjSBYF(a1#^a|4(ZZORYlrf(eC$*S3ZYi}x zceejOpOb<62e;3pD(atA&dk86_swUV6Iwb--puMpwT4e|ASLN&PKY%#zMxq2i zuC)~G@8%|bru3SZpsI=u#p6!t*s8wO^<|mZ0iu8x1LZ2ut!taf9HD4rNdr;Z>Xe|e zzchl6I}*HS4WApvXpn)MI-bXtm5swk-g(1fnt|DAZJT)>+4Bx&`#TTMPFDWwsF~dN zPgV!GfRqnXQ7lH&wF^cSSWA3;e7g*Y&*ZSd;;KwptB|l)i%P<%WlDZ%kddUJXP}j; zVdmYV4b!67-$L%mjiFDBB6+3TH@qY@_<&bW3OFyx=wawpK4bTBp6aB|35}s^9k*v~h_MH^JYN5y(nyPyZ!_8_!LOPro4e$?fE2p6tEO(+L^bC~m0Jzf?|l1v z)iVkXc(O)%G}-hoXJ$0Lu4c3l+Q)S>m1VcHDb#_ga{)&I#Mc8Wwb9gf0UUC(#BZM0B zl6YNY%%hJt>e7+!`mahAudReS4%owTgbmE@`@Er2T-J(r&djXJzGW+!K88@Kvy>ad zUTP)x`qV1md}3E_#>VyIPwPe!d59waz{7mHC6mBQnj>-$H8+nRIx0WwVZEc3U^ZoQ zbn&F9&uBB6Ww$neEFtQB#1IaPi{>ZLF%C=T4rKw-(dXXr(PkTo(R~hH&It8#{}D1D zCJRp$zQ)#@CQyQ%PQMbjz zOXha6nCu`2jx}Rz41s|^29{q4G=U=e?nbgoe_h8})WZWe>GCsS5hT2$fB|bVc_wYX zFIK+bHB9HjiTPxv2!0vifa(_nKAg%;e~&jtoIaXN&8UKQF%XZH?{S+YrPz!XCF%6j zsPZpIae?U)H8r(3-O1kbwvA!0_n#tNcpTP~qW1QTniNUjV1`zyMpta=yIk(n$cF3d zdbW-S7zo0ac+YGeib1Ms#)w)JXEvA*k*u3mk+AaVtK5(1P>(Q}P_xBQmambHozr@j zQEyl5WlJHn0yd4dq+*q^8|W5c&{zl&$ET-#fVU|q-{i&BckdD0;IR4)KrnbFqWUfY zSt|g#iv=?4wnIQ5Bs~4)>5-GPqmg(Zq{4E^XyhH2XH+#Xz)Dh4ue-zW&1%xJ*WR6v z8{Xg&=@_<3B1DpU8^GX2V_~ z{-$+{Iz58uNP==XBF^{6KKQ5SO(mW^gY8EeG`@X|ym=nBz;@8iF1#al186c5g>!2G zedRle1Eiv8qW7=`3ueBuN|0j|io;5h3!xb=p)CaV$rU0k<6OTE=7xBA6+ZVm27l_z(0_V$Vd>&gPiCmj#?9%e2VV9tNqi z^xX01!S9*StK5p|C1q013_RJ2DL0SpE@nvTsuw z2))FWB0m0{`)s>ER9`}+7;y`wQ+OI{IG>;4bn^-+#zDIUA!vPo6Ji34@fiXE*_Y<+d5yp6TLUPj zdZlkp>xUB+PK~xPip(_vE^)?!vnay!Vjl||{k8=Jz?>8OWf3z({<3K?+rXqN@5EIh zdeDo3?@%Ay#L;)dWsmA_cWcyLUcdJ@ztOQqZ#}9w{+&(uDhQqbTrdy?1QT}vbKFeK zq=Hub&d@$i0U{RKG4ZMCg{@_H$S2kX zWxpASkV|0ZZVnh{mezuU`ox;Dcx#wprU>9f|B}^*!}_ikScWC*pibN^)*D9s&f?GU zA0~_uK|?_i|8=j*C#xtFR(Mgz0!+#GG-v^_bMh;?9X=>02?8+FZvB5gQ6+J}^!R zX!Uww!lkLs|1Vc3^{v@ftWvC(D0D2^55pV<2ww+5b9~n7mWtTXusu) zmQr0pDg}j{_u9TQJ=dJpS}{90dNDcRz|&i`Sj|2o0zuc1KQS>OCYtK_Sv23<#Z^95 zb+4-N7vz7v^76^0?GO0NSai$B8}W_yaBHqYE*PK(UI#I%*~bOB{Qk|j1#J}*G5|kZ zncl@=2|uF|^14z<~>CD#i0ldK#}M5C<59g)oNeYtKoZ*i=PlG-=g z5wS0cBrn$%?3}!T^U4CbbDR*)eX#gD0^3h$op)WAe&{AIYs;fqYHE6NmVj+S@?WAp z0~2P+i!bFk6J%Dl4J!Kcn3rG*vaXfsOczF~4PEF6S-^&vurUIJ+f<{MV8M?N?qEY1 z){7Ec2>@{$Y&}lN^FFc5ahsES93XoSbZp&(GuLy=*bVA?H9X;LpJaxapu(tN3Je;a=!R9t(?hDxo_YB;WI@?ixSeq! zdTW@=dgV%4HuPwObt!rtoNPTTE&eVY$X z(NG?K%6}nd>9|ur>pr}QOWPardOx;N)zXS}GVv$uc7DgV#h%KT@wknWRTKFmS%M%J z3Vc{9Vl|65Z-w~k*p_^-#@XK&sLnoVCbtc!!hqB|_=>{YiT;XM=3JzIWc7ZWjzrNb zBpx!H`}Mga=U0avG`wdJXO5$P7bI_1y!cuRC~bO*BypV>#qhlMS$M?P7tcL!9C@ZFWTMs7!*6c6X_DavENy)Z zSnA&s>QDMIV%uAPZ5$qLZbZh!R8BZ1>0-@TM|91$-Q7HjI5UCwkT@WT3&eiG<|b*49>3&W;}Z9m{&n z47e;d4-eB|(f*(C1`loiPxs3OP(q;88}s8zltIRzRKsqV3Fw}XeLc}x1|Ot<0ApMZ zQ;8PTB7fu05Qdy81ZOJjwyd3`X`VLgJa7l&Z0xH8k^!AQS3U~TO|SdfiDM;mukXN^ z9U+x|skQEJ#^^Ms!i*Z8oA_$gwEu21%-Cd}z;gTn1Hqc$E}~VDbJ6n<7_LSv48Fk5H%o^EG+sMAY zgUJw6ASIKr5Up_cl{nCca=Z~=a6KwmhfWV?Mpdy0%urOpY(yB@$>1hp{d5nskh!zk z1bDt=^1ea-F-^bzV%P&{nI_WvQWgUgXy~`jhmvGvAQghjdpLi%)8%uftQvEO(DUE; zTt?&>6En>9a4Kj;ycfRL2kTFo{k6nryj>Ur9i!+=lQ%!k>CDi16@k<&ALuu`=>YH1 zM)S3h5JA&>)zNm_QAtoFm;Dki6W?LMgcMtnbqsd&t_d_@qD{d89xq0zs8ENDV9|$HW&2iZ!cK`LfgrFx?);pPgFf`5mxO+AgO@Uv%&F~C<$&!Cc zQZp|Hynr!3?R9pGqFDxoU(P~*KkK)&wuNA)GNf@0!S)d_M5|MwuE+@AU<%&NNMs1v zSBY5>JiC9U36TUPO35c9Dbh=|W_)x#78Q3qdcW@e71_1dF^og+{J>y(e4_-7 z5`Q1<DdQbHnd&G-)M0butSC%!7)ZO;j?7+Kj zaGN`CYk0~kS3Y{xgkk>PGOuylGr#PAo6Gam^c_;-PfG)P=>nV!;i;+QYG7k6gc>IH zl2?t?{WSK`RcVB%bqh_@oaHFSb!Q_9@-s1yBVhy}y3ivNVG30I_lxg?qlg~eJux=u zNf#1sQtdNUD>EG9X!Wi!lD zCrLK$y1r2Bg($lc7z;nl#+w1EHBon~pPot>A6OLCqrfbt;k2$}55SqIEV4cTv+;Gb z$t#d2zd^8y1C$CBX$_$RrZfYbgf_0dJTS|KzSmNZwL5X zd0#nsc))MUIp>kIr10S8@hkJD?*@^3@aUXkPxLP9OFQf<=FRbr>*j*8kcx(@ z^#tZ+yU_g@bk1y-uWu;Bvjzt1Y|UnPaqmZJ4)F`BQU69)rNf{^=M}UfR^xP10C>P#xYD@ulQX0vD^P;8Z@UFsh2W`Gb3S0 z8Gra}RT%g7=%SoyAWM8*ZSsNS`F6nK=6TP%Jaq@*VJ1LB5tiE66i7PW>Ib-OM=mb? zSho%#jN#znGkenRu9a1_jT}kPUV6>iZ|g*`OLWxqr(TX7ao=kUXL1pP&O=UWGB9W4 z2`QxM@|1t#ymRs0gl-Sf2y1hZcuvxxrgplpZPaXs42TjbVk+sYf7xvqKpSaA|0+Y9 zsz?)wCjfXKT;`Q{)C}r>H(?!XetCnCyC{s&O*zo(vgVp{rt;qU4mdxDkBR7*qlEc7Q??o}@4E4{$)DD7O^6=r5oUwLZC&B)kch7wm8HHfoRyRQL zGeBncki%C|Uu{8zDQKCMP)Jc8M_o~!kNI0BgE!~t+0SNJ(Xr-{%!1t##Vl96N%D6L zX1kXeS;vN*TiMrj=fnX^hG0u$kE5w6_k%QR&E)}kn~g;U-ILKDAl!CxP|BgA9^T>5 z^!txJiZ{uXCBUZ0;O_%Q<^8xl)WD-ZSB4l`{bjit$lK@U;jx!t5l10wT?Re^N5ZVy z{7L}9i-?Mb zHUlSa0W^FmhT@c7i7OC>sy9`6@}<%VX<|BR8fM}ip_k9}_h-Dq#vYN86BSk@Dq{C$ zWF>@eg843P z>N^!_bO(rz!XLZwZMv2DRk#hNc5lKWkDb5+WR#=Cs{$!$I7SAm-~c7;DggkP%dF%p2glAJwu+>ZA2Zn+9&ZYCJpD=0hjI>_Vw{{tFlC5$D}oIp z{;QAoE}J79-)|7Xk?`4FDa?;|Re{ou^A!D03&2~~^Zwn??;iaM2uPV-Z2WrNdf4+T zwCAYAf&3IN{7hHZc_Q$5;aOj_G2Lt0)1hZ{fK`6*_pPu`tl(1&`0YlgM?7339B9QJ z#*?v7kS`54O+F_}2@H-vPZ_fW!PG{qw78d2 z$xkTQ+Ed(@sj3rO(Ay)B3H>czu{+G2nVs#sIdE0(=lv;0-yHDvV)8hq5)eE$t`0(X zNfy!MMI(W#%{V%}lzCb6aOm39emtR0-;j{tu&HAOhjC8>!&v{wA|HpRuxuDynX`11w9&9_ZEX)PVkaVQChQ zS3%$kS;%cJQ-Y0rV9Ahq62x3@IEbBdT6CIGKDsl~5!-$AZeEuA}Z8Wo(AmQO290V4S>3ZG% z@C!-N{i$`I&|CRjBgj-NM@0q)|BNV3&&W&-9UWn6Y8n_&sA4Ip@Nj>>dl}F}WRvU1 zJw7opGrOoYS#Z;*n2KBKwqe6tvHEh^lTS`qULR4R~h$Ai1JlVZ@rKN4GT-%ej zSdDP-L257zruC)^Du>pQBqp&+E!G{$bsZ$`dRDV2;X-hta5gQ zs8e$axWQ&oPeG90JY^%iQ`ONXeF`5wvym^GfxrYFlI&$=SW4{{HrRxLL3%v=kghf)!1kBFMv?%SJdWMaz@!t`4n6EI0WtWmnVi2-SUw^AB!}wkq*Hnvz}hiXM8Quz!|L2ouHN zQOal}06SbuZX}<&Or%;XR+g8;11zF6u)KPHc^T~xc z@0|Rdl%BcXv5JAAVZWBT{qM+f1BpU&ZzxV5c9tUQEtdrq1qP**Ls14(Ho{y`3J>P!W>jBO6ftOyDPa z5GM(eOA0kH`e1~&bhXqDj?5k#;;|azlg@of%(Ps0Y;zICfoHog)Ugpeu>6a)rsU*= zK8J^^U_jw75S;fD13qRQDc=A|$HwM;Q z4;o1hf7bBsY#aqs&AU76V@wCs;DCj-nwokfy5FNL)Qo<({#b(MXvt26ne&Fx8@PJ5 zwF>vot@Ss>Yw0hRHJfE!_jeCP%|DaRxVE4EdNv$eX9KGP3;@HHUB_Etr5VZIURE7| zP>V6~@bt8?Xtu=RUm^qxT(o~?dA}KI2e%5?_E48n!&pDPDdJ-KTN?;J_DZxr{5IK1 zQs@rWE$_RoQp7GU)uoIJDiq`7;R0U`pxJDA(B~4-uniPzGbvFY8Fvf#cSS{i*ry z=nb_5JwLh=x!<9|_Ao#g`YkLi6clwr;bDFai=PPwxra18Nd?Yf5V385-~w^JthxVt z;O|W(N@QXjs;_&4g~SmOdV_E<@luu}y|a3U$4!xi68*$J!fu%hl^YmAOKA12XqR1W zicg5((t*BeQxG>=+Rm{#$RD;Z5^pzP) z@Pk)swl@1Sp8B{+<{w`V*c)jX*Ojlca=zJ8fWbUfmgy{>9{Q*wElUtkmuc6xCz@VW_7 ze{@c7^r2&-oR6#H`?TFZ4R-3uQyL?9ImpS{#NOXtBq&Y*Af^%owqD*fCybV~#6@NC$=nKtKCDmYY14b zva3sk?}bZXA3}|SMB!J<9Dg5W8PSBfJ*)YEuW_>U$m?&gvTPSO)uIU7_-9Bsy@9QS z@fIEypSA1tLoQAHaKFB8I?XPwN_o6y{`u3{R$f3(AsU`8KOz5wg^7Y%My!`Ma&;B( z5n>|H8$Q9(6MTjZgbY@;AOj42HtUlrV-f5U3g}uS~g2sURnip{e@%5Gg} zM9}KKZ+~3>^Lk26pIupyY{hA4!J6u)g#x-$P`5v>PRRC3RQ#gu&rZ(nP6j+i^9ObE zFdAnU7yB}H{@VfpZGW3)nS5yIygLy}+!`VQ8KpkaoS=DbO z5~EEA1Fr87{Ky65k$pk%q!HOp-I)+r!%ufgk4G0L{W-r}o!`^D1A!G?XMmN}PglRB z^K@An*$Y)|{k+Yqsdgt2rp$2bnBd-!_P`5|(txQiPp&dW^0+BE*G|JvU)-La<9}z+ z%!n&+(8rKxKj*hrtUDYD7^lE8ez1udQG5qgy}1Eh$RC~m@?|xtgg)O(i#{4V-2Nvg z`{@pD&i`QQev5Uo2@-)BWy5n|hzk{e^)Y3J3lYF+U~-gxcEcJcU=+5WE6Bj#>| z3yi7x&eBmFpZEHx?#6(mtSPQnPv_v=#ea1d#saC9%x9W~c z%mou=W(95WJ6S6EJ}j+U-|a0ycmV6VI(_XG{P0O-a7?@u=g3o$<6`_9q2TbOr0FVQ z@Ul5}4;|{n+z$bB3kiRP3QvgpuZCd8P|KuA`t~76Qr~+<6EQ74K873}{?stDM`89W zCNs+-5HIErOwT}u}9RZM&%9ICPiKABlZP; zXjN%M@s~F$l&?O zWHC`5_CGM^Og3|xE(CAbP1Itn_wS2d9G&z&2wX_ECPU)?fKp>A8t)2U9f%Fg zfB7aOOr18~H%^var=3?iAJpf99{b`6#_B&=Z<8rcUg> z5KiJo$1;I!XMqGR=H-E$ugi_Sz5S4Y!WNC{a0xPFinD%z>{o)u zGt1G?aV;IAgV_kon&J-x42TO#S^BjS5Yr%qvlS{uL!#b4bk*P_K=Bay?_W;`Vm|+| zB$IyoXd~GD8QvF`&8lJU9*hyb6O zYq(>{GB}UtXvbnycP)IMKfWGuQX4N_tMma7?L-*%xc| z(sC_M9o*#+`O1oIsU8fgMl975pL|JM*4>hQ)fAf=WWN8bj$|8eYbvcM3mPA$C=Gzm zH1`eTCz6J!Pt5Vgdl!^rck;Vfq7I=XkBtFyahG{Cm1_z`{X3WiBuQ(d%fWo(J>6$x z@*QabRx2*oex*076ezl_p;b}x3z|B7kpFy0!orcS7v`snT3eA~QBnQRVh>N-BzQH8 zI(1Dc}lZc5eDR5FuU(KB}>>WyN12g7vWf z5top$g2gNY#$WK^Nd5IP;KPDxmJQ`EkuosNqtQ0fhz&vKC$MIc#)Y%O;RfE5ss^`X z_19~39*z%7O2}b)_jSq;X?q1m3nxIq!0P-;D=Zc`CK@0z0h#J^m>2VP*kM^S>I5;y zWb1J~8{qi-q2fiZdG$hjyG`?dAktLi{l_Bi#))i;l_h1^{eCNv&MmcNr34CcyVwGD z#cOnb$B1UCx(g-XIywxEr)G#a2@Bse#(!rw3W%jN*YKyy9cy@ne)Egl)Mw#?TA>Y7 z7ly{96R`R%3KFx>fX3^2X2|n>mCHMwFlN7|fl)(6L%kX8yA;Vd<3h77O;ED!wDH!W z4&qw=c>Z4UtZtjJ3DY>>j;bg^8eP~{o=%?WIwb(V-E;F&lMbCwl#@cKium-x*A|1T z=XP>xvr{heLoup&KU)S-CY`vk8BXIC4`F_+AQ`LNhT35G1tq{a_ihe^yqG z&5DTz+`rJa<|<2u97ll}l;{d33Fb$E5rc$&S%z{^dp*)y+^(VDDsJ)m&()2P<~T|S zP-%26Jh>0XL>lYM_4 zC0tCPpgr1KBmm_T>1PT&grE?UMB4JkMifrmnQt*MXdzdZy1E8R#pjNGx5PddQ8kHO zVZGVbIY2i21|L3cj^`tS$p|%C9!pYC`#lQ^YZn%yf+6ex|3IbyNw@8v~p~a z;?(x-HJy>esoD)D4w!4!Ua*|Oi-B6Uodu_bj};r6noXCh=s<0=Uo?%m;BamTV{S~{ z9L~Q@Z?x%j`($DtKaq%GkiTE4Sy>a(bWFCdEpl-4w*`625sv>ZnC_-{&xC@-wj)mz znt{5*f&16nv(m2X&q55Nr;`>sKd)XKrv7-F<536@E50{1opt6#U@$ZQ*GbcnhfaEM zLi{TdVVL#Rn+R!JmA0W@DDiA6jOc5Ao6u?=Tcd~Dj^6ewofzn(%58QBV$u@@t6LiB zXX-yJtO$#uhK?*0Hj(!+o)m(wUGAu>qN8s6x+SyU%0JD`%|)J7cd;=GO7*IGIJV%` zEDi@EJj21&I_-*|w@!sMrnGj}6wFKM6iQsrZLMqYEdP6*N>v8`Fi* zcE3)YLtPVu2~~g)j2Ua@H8ty4enr<#du;pi8T#*|{?dvlqrrl!WlUf!uWv;1zHGq9 z8BNfvwPj#t9PlT9LMLneFk)b27u$f%i2MU_s7V(Z*Q`u(T|iy$qR=?9Jnc^4oD5s1 zyWO7`Lwp7`0im<7992q)ibg&AP-pk#0_1xieXmltCMB@1_*l6Ntc+5+QjG6Tx8zrm z`yzp#-M53QMCDCV{EoT^WE>srdWF3&_rcGf3FONXBZeSxskUne+hmfAYqwvY`9AH9 zQrAxLt_SQ;ScE+DL+m0x@@X?C@Y5d&tdM+i9Gh5V=C2uDLc~gP!Q1jay>!#S4uQ#i z6_AG*&Nqpr3Kx%Jf{+aFdcFDJC@O%Is5Z>MfYQ$o6SQ53DcI(GjJxNB==TPoc5ZGK zqlD@jMhes|_Sb5DB+G_mg!%P_L<(E_iV*#@_(l;)NigaseWt8qEA%j;q}-U-fgqOd zOOg;GSEZ?`$9>k8J>R$ivpG=i0!*e!x5rZIv=R39)4hlBplLR@$vULV)I?;c zV6T?VTAv}8`a2pdx%y@XjKW_hv+Ed!HAzl5={Q_@g;)C*JBc-(R; z!46=6O*!)v!@Tyk{6CN{>}?~6VC)FwjTw>MCM&pe#&=~%BC{MiF_)IKAVi<}F|X%( z%kumLY;0_t`Vr|>qbh(4_XfP%A2JTh!*M`|l$QTXl@M8_e+Wix+GE2Rey)4WJn168 z0TB}+l&5l~w|+iD&=K=!`sV~ z6fo0zjV!FaxiRDJE_+v2;#qaBLrhsuioN7hGw<*UvKbEfw|TJ6z7@(_HOz>n?Ncjd zKS=?RsHzkkkdlkiB}c)(5^Fkv0~1{#M|!C?&e-$GenoPK-h1PmUtWMhil#-0!7A&e z^sbZtU!HA+oPG-qJ1hyUfsb5an-@~;wIXZ3#%II)k;{G*QmS!Om;uy?XyVBh0$1A% zwRiwfJe3G7fC~-n3y2A(ue?R=X9@73zK1+m=kg=}-#l5h%!}l2I5ti<@EE!|oOtt$ zBg6kjcDBhWf5>3}rw*k+iwj~8=2B)%0wRKn!}#KK$@4z544{8ug_!83!9f6_ zt@#1iq2q#3hLnV0RFBONtw3^C)QH?n56UEauG!uf(Y%(l_S?l*pGOJu{wJeHs6NuJ zH{XF53EcY9NoYHl{g}^hU2#-{&5zG3-C+wepK|7vQuHDfF0_nafVu;kXq@{+-N{uvD-7muo#uIyp(kATHLqhk zmb7A+r!W(NWGV>z%dY#vDlLCU@}woi+P5&dj1o01tw^3q?cIVG@=JjwX6Dpt%K+?GH(*vLknQGRN}LMa9daeJUFF*aLjsmT4D$(rjKo=Q<3#uKx21QrtCy_P@s-5S{6qkxYArX1Kb`nS{O_Z2Lf zWO?1HWRqT*8v#2uyYzV9b2Auf{vY4%9Lu(d_Awx!to83nr{It;7R=?6E+{OvhbMm@RV%Of1!b3C)IzKx{DI=|JV5TWLhd*e#p4@y zF-1{30nNsUPsiL3OPyH%zXi>|^C`Y{ryp4--c8`5khts_eV9SYGlM~@LtYCF4uSB6 z(hR+02~Hv5xPmHKV%`cXA#V1KdXN_I;%(cdSl_~waegzYw;G4tuK1P78 zi{4cQI{kcibikIqyAnw>WF*B%WCZmF;$bt>l%)H#BWyqbLH(uT&s@QcG^Tk`GP64I z(nb}1=C?VyYe=1{Xk>i|oWn#z!`ENf@sCgfg6$ms?02U{f(< zQPW6sGBu__0b8US5CoH)|8;+%Zpp*&2zF<|^DvEx-yNgR6PJ<-A0)vN{cjxrX{u@&DD}$sw|${WKsO`N3aGzv zX>4iP9Xd7|e2=4wJQ=F`7fZ&`>0Kd2rW!1?so@GC`yf*Av zE2_V<0gjaQo?6@m&pV*44z%UHqjVoJbOVX7K<YN{Uh2!t3f7^zf_AWZxUy@DfivFSfI9}9VWUheVDTrZ7u4ZHe6{7Hi(NhYdASYVc zIX?eeOxC$M(gP|G|7H;BzWP(`JlQT+0Y3}R|C6D84f>qkNa}3i4}d~(Gr>ME<9DOs zmPwZ>4J7qor#e2v5)>$mt9b?Xy}$nN#PlQ&oayRg%c?C;FVQ2PMN!sETYB)je7hzW zzA(`!Namwd4E(Y^tzECaJiIP&gL6*)9wN&D!SyAKA`0ja#)@VZ6o_f2gr3?#JL8YF z{dhu(u&^Ywmt~}NzuzjpGu_nkgQJW6g)|VTwC3f;^q2A4JjhCd0m|Z$iP0nv3k=GT z-%aJ)>c7EdF2JI76JpZioz0bHhle14`6DyCu^8gECQg^S>rsH^Es9x)Aaau!ztht5 zW{)Q{(2a-rJ1^UnFZ*fWVgUdvgpU4?G9rt9N;V^~qlp-4pvcq$``rG%f`>6svyyj-U8p(DS_!l3{E@7P!h#x~2>} zZAb=mGMa0sMTtiLir^#*gY9N*G!iEe<|PrHrb8Y-Yyi4n*{iV@#h9 z_-%j&;Z3{BI!b{lU{pa>Y-%CDMrL7>Qg8+A_!V?iA_E5qH?zneEc215>JC=x7tOZ> z-#mR9y?A4cegNY1xw);l(r+~)-%BDEXEC0ipZ{-&35dp$0s>0%6sbGCiaqkg*=4ve zxCBKSr#*U=!JfY_+G$n+`RH}xL?)(J_OT0aDk5(yFPGPBoPn~o0d5^cK@T>k1*U4 z+peow#Us7QdED709|UIk&cAeYnqe7AAe&sMn3mbche2op4`X0nVXqDP>vdv>UZk>E zOWvuV*vTtqDXX)}w3^}1AFuF0_q-Y)L%;M*a(=+raS{%{QrHDJ9 zo1BR9$<5Qk!ouw!OhJyXpU+B>>nzcVs~HNjp{D1F&d~E@NOWO72{TE74sc;vIf{Hd z@xY8lAV7+m!mU-0b0l)0WPcxL%;2+RQ+7+J2dJ`hV4-A?Rzd<(>H7A!$-#AnZJ_w8 zTlzB;qW}<+T@7p2?bkc?#*WujDt&Soc1Zknj%qZ^)a6sVWJS%_nwJ5aDs}$af#I^A ztv1OP9rPRjM~}6b|J)kwh*#mV1eq+Zv8y_bLFHC=s0OyojV6^>TH_DB)29>H7q~Mv zS;_>SF-{Nrl=#{x_}!DSQH?=Ud+A{p{GYjHlKXlJQV*$2gM9IM0HEjd9J+$*NrXzs zn{>0DkC77Rj#I%QXH<>^-HhMuaiTw4y8b=d=%T6SY%rn*Ya|6lT^^g9b;pGy{Fk^P z0XNXO4c1Dw&D(2Em4dt6mej4hq&BmuO4w%HzN6Bm0O7uSBGtKrS%@l*;pN`SP5;Uu zXP{zt9)6-T`KEe|X94H(#JLX6&EQ5E3Ni(9K{aOX?%~0CzrOVp6L3=Qgjs(Gd`6$BZ-wk=WC=7f@F$J? z^eTJaa4D?Q_2WC5u1+d(ImMX+nscD&DEnzy&8SoqkMi#WDq|t8+=y#e1qB7!Fd3tT z2!u?{BlAqq&n!wW)9-#7;2=pVw25)!v80xK#Q`lt0y@t9O35ny2C502f!G%aglT77 z*2dEG+QkHh-|0fz>>S**UWj>?82Oq{-U|^W%qR^XXf$O0M$Wi+10iOER@A! z1bU7^j!vT$CK~@EhW<;mt#uZ{dXipVNHjTs3A-H5jGO#oEtU4UTrd5D4m;jREH3%y z+Sl+&W7pn)?4_UrT8X*s-?~jv&YNCZw?TnLk{_Eeu9^?T(B=b{?sFJrAqXOPHs{OxZ zWHT^U9*pr~iWX`T=-jTRBl)VK@Um~ERBCux8NpMsSKVQY?sdYn7;6GU(3br6IgCxFR&$}cP|hs z6#>#Gr`qJGqoY5BG6YqmP>2A2vkz-$2DoV7r#Vb!3MO+RVCv$lMi~m^WTN;U12WDmP)Pi0;P)=1w%ZdeX24*&c)H)dgo z_$`mH0Vzw6&o0z^r2VrDeM=(pf!;&CK*$bw(n5S(%AQB`UP zK#~E)fAjo4j?R=v`X-$;2d}8P6ZO-$+W+9tvB^R;aB;J51I47@uaQI2}vWt^K^fCgFnD z@7sdBe4@I)Wam{g(up@}5gl6OXSK?6NTVZ8*(D zFQB5)?+esm5+cwXFB+;V0s@Ue=#y6Vbsn9=2~#m?S&AQ6EzK0Xo#W~|LbbU>N+7wJ zsFGHnsIu>0G!lsF9|?X&V0@Yb3h0=7AVukLH{^6BM8Uk}Oe)@0>J8u=v7JM>~*6$=;vhM{Ie zHmWOe7!cH~O-7iJA6Hd8Jmf8jMOiVfv>+3%p}>{jU&%~pezdz!Z>?|l>$}=3hQxo( zlv_{SqMlPFcsUZLjqlGh19WPuxJ|!7VbnTeIgj(~PWQa7&M62XUvB#H4VuD%z7UmG z?C>DjkJzUJr;M4-a4y8z#IW%ZDSU`R?9cf#VZ|Bir8S+epxbg5X8J=tQKfP#ZC~F_ zqk=?NEccO<)Z+0AzV>ZxV7)nG z8UUswa}Pj@EXLeQAQ?@)BFBi%tOen1={95O+0`K`i@Yh4IPHj)SN;yRK!$sMx$eK6 z*2SMwi+{nLV%DC?HOCMb-ZUYR2m z{l*LoWV~&Xpn{!L%@iaYD2iv4UI{4NMkphMu7-cH$Ip&~iTOk(ffOdQN(4G$r5Kc1 zG71XJUutwoab#w)zR#G0Gy(oqg~@qk{!_3bCud`ob>DnTdXi=@9wB0qiJ$=SJmMh# z<4!Onz^wm1+_LyAf}>VsUJz2J2(Hc{-P`y`SI(|$D1uJqS!yqCMbIKm>+A|4K6$XV zBMGCyz37g*R+9%Jv1ZJS05BdRJPZ`(HrW^`DS~!(ek*9Ynr$+dC+k`UBF2>pCb@tl zg%ir4#10RBGV2^IMNGbA0T|!3*~W)CNC;JzcdLsOk#S{Nx}4*V@{Rlby}TI7a_l_$ z&b01E^C#*?Jj`Y7>8-rHio$h4=eLxL^8(!4B(x^ws{P7l?TELB2aY9~xRfre-KGa7 z%gX#(8~`cAgC}#s*!xD}PM2IHrSETyd}g3!5b6nntmEQn2oSz+IL3#O7oCsI-6E@U z&>hHVkO=6jGvQ}v;%u#VOGt1*j!{MBI^WmXkVFwRCJA-8N!BNa3XXIC^^1y$=O1&G zabZU#@#dyMk<#L#@&DnAGq9oz0ii1xVIC546^506594-^ipu4*7fHXf7tJ1IzgnD= z1VK5`6KRe`x=9Kn=Cc#vi^v^lkGoHx&qNRHecnc2{qof0CWPih7b9@c8%eL=bWG~8 zQ`ay({1*+Pys8lf+Shldn8Gbh$bV=YxAkIK#F-xs{3yN7Cf#># znvDJxM0e^j_-TS%TF!iOOc(KN*is1yFAfb#yhDXbynVsw!XdwYeocp$6z64TU}Wt( zZL+-@|9B4vtn1;5{9ovxOI%_Jp%`@Ty>5@xl&!6tM#tz8dBb~EOoM&5m*#*pBE>YD zlcmT4nZi(C!*09V(?9-Vl)XMbCW?Uf$IFWs3ub&@^Pr`ysefCqCo&!YwN%xZa8641 zkl-Yqbr2Z-J&Ig9uWU!nC!b@qA0KOqVrXnh|-%4 z;)r3@=`5d=s2P%l_qsD?pyb-p;HVj00&vz#Yz;b=YaN~CkAlRc-hxiYOW*&ybZc}r z(~$26*3rNQ98r~S85Fde(#VB!nnmVYcvHy4aod3LtL@2QLpvaK=(j@vC%9n6G{;Tnio$W!;VM3gj&}I&nx9V+bC6AMO8g^ri$JS?!9TTwu=1Gwcc;cG?tBZdrsrih^ zv0uj;oTaf9af{r(Kp`>+FyZ?!NQy0pJ>1Z(qs~QN_?DM-+*TEq8i#9E8QX?mw+ZF#7;dPxZ|`ilU;7 z{v0yq2IyZe%Zt63J9}lRICxK6f7|OVKVdXe)ml&#EHF*{h#@(e#emoHxohkc})64R-#zd zIQJdA5rf?rxME~9Y5e2677q*MnKT0)t@)TriH1&_4{Dt7vqUR!5Gp7vB>9~~YQCYm z2eM{Jpe^lgCrbDIr#|f2{dyR!mZWH-&TJC)-roKL&^YJqEU!CA)fdBP>Z(RL3lC7- zA`BLmqruHfwx3F~DD8hNHc-zkFHf9zD`jRc~CG{>$d}?~a4FnzlKxwhM34NVJsXxJ#OY!(CWa zgiZ*dITg%%#GVmvZVft9L2$=PtaTt-7bN4msvqEJ`u5L;d+KMX@X5r&jB&?QHcxbS zvBi^ozPxojn`DS2k+Q~qnw|q?W*8Xiu%3g_Vz$hD9uER^&2c|ncg(bs0XM>@^RBP8 zLQMA&*iVl;R*5(jV`py)1~=Z99ipl4B4x>Yvhb)Me_pxE=d?f~7(BA&@yA42|sPQ?(+IUlYFxb;0(W0~Gok7BouR;(xVFq@@rPLLxa)b(gbLdG{kln@?v zR4yi(aQ@Lkc69{|4$wCAMWoMhqw;edcn4dTk*euwNW>1xkb9$ed|cE_ws&_MCTn70 z_EdQbR0#vA!P=mq6V_0uk&z8Tm#=R?JRI7&qS(`=LeinWU6steYPB%sMS5H4Yrs`a z_zmho33!-TJL*r&(lAfYpJZz_5hnVc&s6I;jA6fe9`iniwq2NFkaI;)H&X5gjK7}G z#}2nj3XW61#AZNJy^wx1{SF$Y!v6gkd7`G=pd{s|-B&9wYW{24S~ll!3lok76v$TWJRP*3)dTzJwXaV|WH$$g2LI zL2D`TKwNdcGJ{nOJgkjb_hyNVO3gfD4x?e5$SN!Wd zhjH(8U7Ol9`RfBO3j#=$W1y>dAJ-zayt?XsuYg*Vso$H4z&tr}WX~Lu31+kq0!r!m z<@s@b8lB5cx3{zHR+Y~TPPbr#o9zuH6&Z_4(__`HK}k(lEio25d5ZQN{n3z+!drEM zsLI)p>v)R!)3hzoxn;tVoSP968eT#9NH>^WXnN^Q=w? zv+33GxIjEo_i={$b0H=0Im8@P(1Lm?C4)hMoeHU-9#Ki)ii5sLg_J~|(|bcK59}~y z$?jBf%?z^ozf$89przte4D8f5gVUriR2C+6J)bKquPRh>&J`iDf|J!);?hahY5|@h z{~3j>SNgPh1|QT3b&%r^_~%(w5omZ4AB=cQmI)(@#}DmUYs7*b-^td0_=p|IB}?`a z6(^`h9}Wlr9_`cNL9+7%xx?_fLR!MZJIn8(i6L7|Dhpg=EAs%K8)k`BjH3>b zZF3QWR5S3A3TM-S1XMz1es?ClX9;71A3P~J9~D)8n1g9lrvgMpW+wYth6Yg`MT+U) z%MAypZ1{3st10BwerU&DkG}JiUiQ~SGJK{M_!;RXjWad%q*Z4@(g!LehzIB2Achb( zd3Utenl2%c)0l(>=pey~0OV)R2>)eWOS9<>{y*n`!Xk*^eo?9pK}U$r3Uc&%PCMs4 z(!AeZ4VYU3v)|wx3AoY7;H#lE@V!$-YC>lm1G}dX$*5T`L0B@R{whPNgta8iDE8hr zyAEfuVd6fkf`j4D;fK)n5qVi9(sxlvDcqxRMZJ#%>*9=4N2wqa-3pcggjGWVy-CE} zt1QxHBo+q-9+-(~QAWd&m$rRo&&;SNXwkLlTJdI3urMj*PYSO*>583B(P@vywy~CQ zAX^V&;Uq*(a(dy}I2TeWXlcod!cEmeGF?3{bHXYa5!a~T))hy=g*OJV^Yp);yMAA!+bHQ=MlzU1bLKA%M%>bV_WXMs3{apuFH$qCoRNDL^5X93< zSDAmwG$U7~XpkG1uhZZ43qwiguPm>k(a`u1B|p!{=jr+hwOjK;gqcUcsL{KlbokqI zVDmC>b3+V?ar10C3JNN4$|kqlQ}w@&EsbM&%~sZ1|fk&1mHe>)z8 z1=1x8VW`q-7?p$3_>XjiPPW+5kXK(>x7J-H;gCwNuHd-oU%DQ)hyl`0wuH!oUNILV z)gp_dDL%A2oy76yhPJ>zT`Pv($vafz`h;D-!fHDR}Qi8R4McBwZt0TZU+A z&~(Ny({e3Hheh`gwf33)VbgLNQSjQK2bqf4#qVnybA+#ZPsjV&t}`X?df$1}QmA{? z@tBwc}l(ulU{)VR?r=?SwnjW1eGkDFrsiv^|$?;Dqv0eyL~drV5b$ixcad zIuI_8rpH8fq1wrkx+a^~C&d_~EX~G>&|R5rS&r&iT{sxs05?hH>+6fLZYHM2p;%w^ zc-;;RfB^36Fk8pP@U7j%vKqR4=-hTUQ*Yd*7y3^k%lwAQWXPM>TLE1X3cs`;Sb8o- zm;O??Q1)Ekh4Z^T1Mu~XZ3EnJ-!bUoulPFG;U+{jwpS6F%H(!Jz-=o>Q6Ig2vUKvx z@m@+^^{ozwsd#!fYYFUn=hufzUtouJ5eN4gU_O({NYoB#jj4*gemQ}Lz{2x%sr+K7 zrYy%&H$NIk{r!S`7j)GPXDXJ*(L16;6AyMbW)EXOws^VkRcZF@E&lFEf_oG@Z_X&P zZjzNSm#2U@fdLaTWKrgPRv?m&VZ>xp-#QDPF^|O>yJkUbl+#FI-?zZwcv__z#2Va3 z)GVXxa%u!o?FQvB z>1NaCtKDe1m|RWw73Ebf2a&n`|9aXmkNuue<_-Vdp-`!b8weAK2cVRzAW%5WW9|T) z^zV&B@1uPfWt}QSkYD@4z>woj?d@s)3JUwvm1L}>7quX3L;5J_=m*By=m>W=2qN>K zHh{2jHChzE_ix2e##IAaQG!#%L%h&+l48JRd1a+6fP~aV=nvyM)g?~c3TGG`F zTiAQci_8^iqO+TkCj;q_{p`o=*mEnIP4M?KMf@%#&ArKn>3$$0R@v}cF)&wmw%WGB zW|N3fp)5lQZZzrqbUyfbN`UUM3Iw!o#9Upux}TS7e%L3$(-bXCMk2hFHx>`(2r-vm z<1f1(=sh&l2aeYx0i#VkZNFoA;112F`9+H=rOtU?B+0?PVTyNvruhGR8K&Z&Alo7cQkDKlT9 ziFri>QL&W5;&q$rcfR^sw{F}J)GC!YNIYZooxa#;Go5+DzXS|VyU@Q$H+zHR##o!(%Ck`W_F zmEgn#b{dygz`P}tzcbH(dnxbw9h;|Q0s6*YJyR~}VLpEF^yl<1l>Mlg1LArRgive@ zBPT(a>B}FFWD`fJun~NFvdK%u)CoE>h9UPLl#h}U95;35=uu(>7DRp(o-%oa^>>(T5<_ zzl&A)yT)UNVRJt|Y1_JjxU7)HA1n7PBdQFX(BY|i-4pJf^>1gt4aO^R#`g}_B(eZm zsGr9eZMt#CMf1?h{c3W%8|mg-Ri!mVsk+6XJ^lc?c zI0+KbWCU8I+GO4Ub%`@W-eh8muWT_+0#QbnYJnHxM!>q3&X>Ld3;kSdtmNqye}}K9 zjg0)$9Y>YnLJ;Ak>} zfBTv=uTJjNxHi^M))OwPkv5jPQmCKOdx>2F6ZLu$EU=nsu0i81sIx+vx##L7SZWpGvB_*TUm`0$sPmk7C{9x2w!y zOayy|s!1m|5JA*lNayv~l8i|CwoeCM5&6D(j@I7of+#pv-gim8Sc!vIOs6bp1L621nM;k7N%eO}( z6CodR!|T)IwhGc|9@6>x=%d#ujx3UrmO_;l!4-Cvs?_g++eH!_%(%Sd2C3N3OJssb ziAV{>P|y2&5#e?ZwE$()?@1sJJ*g9)P0BB!(|hfzz{{uxXOk^Qn&KW$*JX zXdFlQCu5GeuGQr!)$PRZmdz-Y93Rm8%d9_Gg=cB$-PiuwDfo_+vO<4)4Eh z;q@B8YKHIVkWt*w?zb!lX;CGCoFlLOm{wwy{7IPeDmCm`IQPJMPxrtlBG}Ecs~bY% zFYydgkZ!)QY9R(lMwfp{uliR)L=tcUaY!5EKNS|4tF&I6-e-I`7Xfx!;{PiWnn`>6 zBtPJW!ifu=f0c?Yjku8#adJvACUwtWc>RcVCQC2hUOD3r_&M7>ohO+bH2VFwdQyi0 zl@7srT|{$aE~b*aKVIH;c_QIqJbO3aT?SPTJ|f7BgG|&~m+%`mcfS*#BQha3)Dh}> z^B6*d&63UQS>8u);N?1cohM0Vfmm)0$^tt4ZNnaX-tUi8Z6lL_?#3$avJE7PjX~v- zP>kf@T|`bs?R)8dJIZFZ$m5}}gV1Cs@W_PJyu&ZMF1f@4Sl=)(iTg$H9;dZyF?Fcz zHNmxKFp$^27+I#1a*WiL>Cf9>UK*?9SMSJB->{#jL^Mf=4x?nt?p1kvU8otJ|CWZV z>}@3^G_WCQ2Uw@viM^@xS%uvs?VY~8B(+Q=>civ|YAx%W0iSb$g zjKTMbryk-mu(O+8OZ>D^E!5A?5|=B4xnwbrubnJZ;tN;rqFzS4Z*}N56Ks7yzG&GJ z*S4fTJ+uA3j+GY4d1p=)Xv_S3CMxwzpRlzv?VL`lnlZQ-igXX9t=rY zMcQIFOVy%581YD_8zKose?xr^*!yjN{|)C6 zQd!G+H$3W)euk_A2;7K}mq~uh{oIa^z+{ryu^`ynhOc364wX4$PtzUmQD=VNN#`rX zCd+NZOafN=7cj7$b@fp0&=aI!fz9UR3^k+Jzqw>W0PxGo)_%ykEax=kc;iSf4Y zy|kAcW4oX?2S-M!IobpQV%_3sJA9{DBx8OLKKb)(_$b-U|8AjZ{GKpPrdUAGU3F{u zB-QyUWO=X|d`O#M1|V@{HzkGQCfGVijJgjdAbR)5IVi})-QQmNwsHA=Sa;WHA&JcD z7_|O|z+<}IyO}LWW$iSJY@W(u9en>XF{##u|$8Jkxb&{oY7Ohi8Udu?v|e+W9X{rmEI_U@1E(=b+=HBYBr zfg(RXZc@g@VOEOFhE=QRP`RF_gfVq~wCZ^~#pkqjEUd7c{cxVLv}L#V20XHX`iIZ| z6qE9r8hYY5Xz{%_p7aWwA1^;1?*Re{_1BKBE@-tV^%T0`T%jcCh`mW9HKLY)vqlxQ zUREOSL?7uCsvD-mZgc%F$W&%^guP_&sy#$}S3S9l+~$kX>Hr2%9XOj7NEP7#@k^ai zC3-wGA>6*scT}$0H?+$>3G@wgX8XPf!hrHxJ(C!!#2CT4>@26(I(lQEr`)&JB!Tjm zt6SyQGhTXS9i9b{3 zT!1(;L$>)a)4QBw$Bvl4Q};)TGo^4~mP+uA>b~ z-|~B5?Yw@@%HX%9>$MGDi!!NuFUEAaR7z0tGhj_EcJ{u)6w4XyC;D0v_WX>4kwVzs83{6ut0{3(Mg?Xa!`NH}T4JhaQG zbsMpj-xm>uZhi)<>(}|f%8$zfpp3Ylw?p>U%PntbpwGU4i?$P(pB)n$cW)?vph~Yy z$ks}mjss;(L}y)tBC-2+DT4DL;N|yzd%O?W5vVzeIy7Kxs`IC(@VE&SlLgQs5nlN6>2^JY`h7QQ_*vhr6?>qv!HiH0=LP6+y5L@4ko0rGrez^f)i-rIN>^)9wttBlhN9#aT z7xXwQJJ{A8VhaYK?uQ>7_q+Rk*!KU~r;NN*qS6Q>^u&03C}#eoe8#`t9g5~P8wH=c zjCjiAX$+;Q+YzByE-g!#!3mhxxfcpHy1HELFM}Yh2`d(2}m7#yiVnq zkOvBnLI)88B0-z(tH`AV1nG5l$VhZG#PX<4u0n(kFfj{5`=!W>mcErb$GF039r}1U1~9G=>F$U!gtEe)Fm6>gJg3du0c{z6U}Qg!Q$5WlNyI&qDDA z(_J9|gD9O=W6CuCH;!`}T464EK(_tmx8cPg`{jV}OO+EHQJfee$d+nh9AOo+VUux{TViU36=OS2<)Tzfg#pl5W^ z7qkQX6N=F>vuhcmV)~NjLD^?Rlmh3;{N_?JX(8k_xpqz&MbjHr=+&jg2rHwSO<6p; zMa>m~K^(o^_m{txq^93|bc`awnkNCM8y?#|&coJal!**tj*jG}rRy^=rLol5IZ(6> zUw-Sx(&u>*jm=|ajGNmTg&JVvj40C4D*L$Easy&&Z%u@vFdqm#aD1)3c9ni)?zHlA z<9A_V7_)1V22@m~49+6RYtN(u)G_mB_HgJSQ)dwS9Gt%1KXBk5OVhRCe5w+7i}7Dy zkACfI{@D4=n+A&!yVPu7UjQtf`u(p7c6$4_((#9<&ju>pYpqgY4`3_P=O$ zZOcK&J*-{{fc21IO;Xcn(^G9lhixn@OtG-HKSC`oYhJ(A_>Z z(R1A0_vdq6=h<@e`Pas>^LQ_Ro(K_Ij0XNb(SH^e7}$~cBxE_12qhsf^2TyBrMbaH zC|QE;q~AMlG`p%>cL{~gdtl6@37{x1M~{l{I`)M54vLb9o3p0rv9>`{>0~73-g_I? zk)ev3$f?@Di>iD?H4*m_6*zD|*OUBaYI1k2eFKio;d=l-9M-+|;tpME;IRQ$=|=p` z{`2S5!0=nOL`9R->9==aS**YzJ+bF@f}V;QCjoQ~$Wkm3i`xzMH^_)c;6<#pM26He z#5G6Qo0pM^sbQxe2bIqaFPZ?I(@T)~Ya=3y&A*;TnlU~2so+m~mNbcSfFy%1o)E=0 zC@&{XnQNq*T)w3u>8AH#&mW5G&>~(q{Dcfx-heW!&W$MLITQFlex5T#mHqa&sa2}z z=U@YxAZqQ-T0v4&(AgI<=0aM1U4x>Cr~T%N&b(D-*{Nslhu5?+?I#lNHzK&)LYxO2 zBkM|uQlu{#nUEJY(-{lZs3Q3jhKUjUV#?m@w(c0e3TbEO_+rJ%rb9_m#-X{9I0^!2 z?F?>lYT$SOfcL$=>_e7ksu;nif70at-M?P#PV@q3ZE#_%2(;+^>+JkXXFHX?YG7b5 z1>p8brZxrDLp?m5KU_`pE3kD1K}x>vnlAB*!=@r)22lTeoSd1AKI`hcY1Jm&CAJ16Mx78)7eB-f1pHtMncEqq)plWGgDfsLX?helj`--bK5CiiM<^R$;B2o<2;YePM>m@%%X`qkI{>Pi;E zh(g`oYJyU8n2%ut8qFsIBiuxaG{99whTAZa>ut6%xok;?&hy@5mRiWaY8c!6-&}*cs=WpM165 z3UKgyI6A5wE>Obnk8PEw$^?@qvmrqIrGNV4IFA{~)Q145ED{Xid(1F+(+G`$9vqWT zoQhK32dBqD+Pr}}3>fz`t$7af@)SvR_)n{=#vYssit=~~$54#S{L%%HMPE{fay?K1 zLr7)etrO_c8$laBYj1H2HhE*-bSatN*L}|aExI(<2O3u+1@^$R_aAu|s}MRU%dU+f zBlz*_leV%jfeItO?u9nkcYb;)`f(()$IYY6{tDcknw+}PzV^Zj)HaMD2WTG$N@yS_ z!d7%_7+td8u$bI}5^qR^uw3tp*aD=In=x^g&|}Mjpn1)756+GXlkP{fSbJY$m;WTv z*aKMh2iU-nBdPNeY;+G@omi-}{Kk$ki;DoYXB%Bj2YvRb3&CQXD-uHajQ|*QNZpW6 z$eQq7-xZ){`YuV3p>INNjf2e7)C9yxdqz?eNHPjhNd6^suNOpjgw5k8e-(S}M>UH+FIiKz)l2t*%B_*P7b|jM?<>3Yd}eclZUc&Z*x~UVs-KQfkft zkRjv71)iesQG0B1XmS)pW8c1?5-C*V1yfB{CIQe(FpeOVqj3m>b5rTYo*?K&L_C-N z914t7ZEJ~epq+i z-P1xw%xAl<(b8Oo&uTJ5R|`L`QovAGJ03yvg|7Q9KAeQWS;PR%A)Q50fFn$mILxec zdarbkvlGl=0t*YU3dy`rJ3qeT380ZWV!Ew8Izlfh9V|xY4f);_?jstI zyrd-n{yor9$c8~}fdh2TXOmN_!H^QKflbHVogD^{I%c~m*rGJY4N{WDD&}v<*5=*j zNydeDHA)6sJ}63y*ib>=)fa^ng^RW*zGI6~Tox4}eEHDO^Y2mBh;bJwu%}a^>xP)X z&cvL95fgu8<_TpC0~nj2G3#~_H=|shZ@LuHN?Zs`v)4JiLN~Y4{D+70spK#v)c(lY z255#(Y^-6d#+l}{s56(4kDPd`QdyM;ZeHMsd{6<9iqaR|uQzP;Y%DUAM9~Ts`OmuW z`Pg*QGE(85S9{(Zzle9vk7V){w6s2HR)3WPAthfPkt5cni&5C=QZvoF05J)DolrAQ zISI@=vT4MEuzaoH36s&#MWzM9bs2+bA|84vV^y1 zAlE#Rch*880V9#VuneZ)l#Dso3hU)e(MT2$%lIR_o9go#%gn~W6udL8O~F3I9ps0O zW~vGg^#!*M9|)buGK&c%1k7trPT0o9lVQf`Gi>{ZbRlp|Od%GDg|kU1nFxJN9~cbz zZ4kj?ygkP!=MquEA&iE(DN-RTBg2HpswWwiLKVx04NM$MxRvmkB}SMqFt?zbp~E)| zIru4@3T6pxC8<$3jaNk5Xws}EU zkEpYEvk|ueyg~ZW&lbY=Zf}d?<WqEw(*jBx3QIT@gZ#}EDAkncwUq=!Kz)?7kU9?&ionUpG1@( zMTco<+?N;a@h8Sz!{4kzf`n_Wd-yAF7oC{~w^^d0?jaA&Onrr>w(Y&&3!j^rJjE-g zp3Sl#|oZ|hNQI2KAbqG3Z6f-O8vc_j+=)Q+Rzfa9ft z-4siM$exnN7Q6%oK}aD^-L)hp_RbKK*$7lI4fMXER79+Y<6EEjqa#lzmVdB#4 z{;d}V{IN_ALQ4u_R1uhWEX|pmoD2wj^`riP#6rr!$1UlGW@SHQ|NR~f&_vx8me*sS z=&$5wV?N)abzlKcli@lY**8Ao&*ZsLuyHS^?%n;)6C&ZQS9_GEI{gipP2a@D zSKRu8;81{%InY`GXtoiFiZF?B=Jp)bbjAYGT|n&mH}0*>*pYn6JZu=UBpP%kjq&c zPsT<+^uXl4WHh)NXV8E3oOl^u0S2;TO+P2_9yt9^N`t>wuNF>zNGAVR=|p70_p|xa zSZZv1t0m}|cBo;=L`9C8t~PvloUJO@AT*|Kr8P`0G)|+YCf7cBopINdfO^pV&V`-s zPDvf50~36S!!R}b&5e%=6C7z=qOD66HRd1aeUJTn7NDxjH+~lkkkI{t8YV=D0OC)P zTdw&6w}Uq|<}luG%TX@>Rdtbwg3ivI^`tdGBLQsWsyt7r;zXi|>|3BxaB+bpA%Kp~ z9Su~*V9LH$kjDm$>gZmNZH_~EZy^9zL4?@*n9ku}M(KvI;0cI4!94f}mx3h7a-T@n<6%FHKb29}9Ir%iuWCMFnA z>U2Hx_4PG7S*g&VsN}SH>F>o&P_Q(LcCE0q%2b`=ch7}tQ2htM1>60+!*+4rkMV@c zsjNTWg-#xQgUIz4F2+a zv$IW0Ie1)8HJb~w`$ONh>E_@4G|Mj)Jtitpn3@a~(CHDAi!-VC{4eDN< zA3?lK;YjD7oiPZPhMF0+m<0oqOb*hzg^#Sdh3sgFM0z=1NA4MkTfFjL45d{;JVM{a z#o!gsd@)hKjg^1&KJE%Hgg7w!J@?zF=%-MSe}iqv!Pu8ARs-9lq-mI3Y-(K`H%weU zFD?>7l#>w+DapB_q#QyV@(I|5072d$#0$2@mJ#lU&ZIC|3<{k47x%oq;?y zb4C?mRg+88qt4PKdC=MisA2F3bz9!65|h2}|LaS;8D$!?E(v75&3sz#@;>XY@$(cO z7k%>qv>s{)I3^=5c2+Ho@hnk;#RN#)I`p}PHO8HP)glWk8&Ti8b=7T$^4N&U14-&| zs=0pU@gN`)ge2S65>}&As znunD}`kT(>E>d1mVPtMw|3csC>1rhReVC%Yb7n@pu(1->&PGswNeWb{7DZ&XNyAa8 z(}`{0eS>$qY~%iM-*~6(b3jg=E#%AIL{7Nx-Rj5BqOYhsGvIVNBIKn=G2*POz*#1( z^^r6E$Tfq!n7FjU!Uhzi=@5X=dP4a#9G5Z-6Go-*uHpQ9v#1M^#Ta?QV6ov#)R%vL zK<6dEQKKgB2ei$YHo-{7Ny9{!HoHHRxc9~q(o4VWg0*;=si@s(+LoORO$hII`n=-- z2m6FN+jtN~O5fOStEKIC$wm3#Ci9ZT^ocq-)}Qu@pFp_kveLg(BXM4s^{$=Cw>S^x zAJLg`#uce37g=B3kCf>X#9+qG&%aR`?_xt!B}Z*kHjHl?wE`}ITI*THu}mH!OsN(A z=_2t*gETQB-A_2Gfk_&au$g?yLB|xIR$P)`T;@elgec+*8mS}y*4Hyfgk8%=wnWZg zB9w|w(RTbEE0|pbHw$kIsg5TGUZY!=9)JZg5LfBaKCSH~*Il=?n z!qhCiSjH>jSV)C?&w~*Ww)@KBaoBO3@&*O~I6`9dkf(aU9V_`k{Fm`|&+ zhYjzBZ10n%j{pR2z8bx@ze47r08deQpeZ*j7A8}LjypEr&3 z1OP+vs`8FlA4?ulXcna{yb;8C!~M_Mfr+XpBq$Wc3hTX%_TBwb=&m7ekmT2DrX32j zJv=;f9Ib4*}2i({qbv9ko#v~8*v#&MPTly!Ji&z zmOWyPGsdp2omj?Z!EtjpuS`Kdw~Zit?aBIPr>^a;Bg%^<__y@HFQ>GH0DKPisMmu(go)a@Y@prz98!tzU7_ov6{NA#Nm}mN1a&ct_ zL7raHimC~w_!>Q#T$VlZDr(b4;1ARLS|ti90xz$iC@Rx}GE4+lE;x=-7Ut)<#rO@t z>!GiqAF>#KAqL_W-TY&Z_NJ>Ho=_jU(HR{HI87{VZPDc@k<1l6NR#1BYI_GfzS?*b zF;>Xu%&#wi*BbfrghL}7{t`$R(eq$s%nhzw5RI{ z-vKJki{F?WxI~VZc@Q_F%#O$Y$M5LF)yIqdRACv>6{+Zc-t)5}ZZnF%3C9M3GedF{A?v8BFE;FL9 zFF!)mM(@obp1@pn2sUj0X~{K+Xc1c6wUmSX85o&@@A4TOm!1vOe^B%^LR5x zlrD-ZBv5$OE(`z`?+UMKUX1z>%hig>SAR9$z7G629Z>CcDbQDtS5Ofxgg5zcP^u$I zYkJ}PWty3Dqp`7h-9q%OOhV??hS=wvg75Wy%W+a10XrFn9bYcG@;{f(K5+W`hT*Ocdt>$^G=0H9*rxZZS# zgkL8@!eDw}e8(v{##}(Ib>_Sm~19|M#0x9`Hpzu30C}kq!O|j8OdD z8O0V14z>+YG?J84dUQ}#2_&t#U&Z?%qrZ!81hO*&l8OX;dmIyf4j4ic~m!e$s^QY(HWh< zpPQN|djFE#cqh~T7f^HG%I_u3{qoYd9o%qVpMK3ZqLu?74NipO~@x$cgaKn`#k^R}>{TQN&y}qFSt$>cuAWqnN z5wKPlc_NASkIEX2a^j)nRGENQdRfY}n_qTBz(5rshGL&oH zk}7HpeC66rZMg7H%%^fDc6@RnDhBCM7$Aq?;xvJ}4nY74OKFHJ5myt)!9Cjip78?M zmb6}$OqHgXROpo}F%@!n;6YxG>jatKlzq=0^4eOms!^p4-5+mU(aT)vJ+J`~p=>fW`-~v$l$H=o5F^1^;ZHh&l>)~VtJMa?&VZKysQBG_ zxQ=oBrzD01WgyQWbbD_KJEE?o!Qo#V9OZFVl+go_?qe_O)fyWcxiFAC<-7iHG^Y@v z_e4IBFigfoFW_;|NlP9-_<`HTZ8?A9UafwS!9X_Zcg`pD#6p{aLc_cV7~MX7#+D1X zYtOr%909Mp@y^H&s0S)VmU`HwueSy@!ki+<^)@xMcLoz^pKcW2@gg%tx z990WGEV?b(ISydSoHwnwEqOk8^dLfe=t1!R8T%%o=MPumGyX?S4aEYquW7V@8_)h| zOi4RDEH7L6w%{gfqx39?1o}3fJ=~Ekl`u{AYqQ4xg-KcXM&0M-$dE28%6Zwea)ak9 z{}5O+{s9aBL&>xAe0W5d>%8gx+<`@^IZ&+Zsw$ecs`?|tPUKkcnoWO0SOe@ivVAUx zMI_>XS<70e?Ymq8qD!}QL%%@4E|A&W;B{j?F@>GHwLI6JH<#*iS*9LEPCSQhMJ7Yy zinEaXKK&%MIXVr{=9DHU$mm;wclB5E>5*0x?liC zQzhu2aawr@umTOVsN$;4OKP$6mL-hp&^-!h{a--6day#h;sYPVb0%UWbL-LjQ z@-^6@H;r}o4zTEmBM>YFmEkCI;Wu)*_cqJm$RS}5^C?bKBj*2VPebLdf_WjY{!d!N+$c|AF1~8# zyg#ld&hMIvzS-{9fHZ#?1_yB>Ptcw;_x_A3HW9*b|L3L~a=gHm(`6lKmLh=7fnQ?c zAKi9liy~#l%0qpn~6(DVA_H!lN*6Umhqr;U%Gx!6Qu6S!2cHyr{Di@+MIi+?3rf|GS| zc^Ukf_zh|K?d+*+X7gu}!!jc-YXfHTU%t_UId@>K`pocrv8!9VCgN?p5XGZ&z$CAi zK`Q$jkKSEz6p(gGvrhyV(R0G{*XdysWj|$1faGPd*^`~bISriaUP9!_0KnkSpXEKJ z6GB;a)2XSc(7T%0j7CNdm~jGbHad7ZN!XJ%u9o7-6t zgquc|0UXg*L~$NG43L!I%}T_~#{_80wUZc!`ZU$^3ZYy$Cd`@IRx07EthHx|u{ZxT zl*Mw;`=dElLRUPah&Zy%#nrXRG4coF~+> zSz_(Y?_KFd^7eT5qK7(`%k{yr|2pS;4%*QSguudq6BN$^ zlaLIn8-+=o^ke|F6}2^g?^sl(*;$xztW%2PECm;JODSHv;ayO6Gj`d%8yA-HI7)5 zBr7>TtIB&VNRUbZS`5agWe1qk?l-@V%Mqr=CcR;9C1v<5yJiBreq+G`;`A@@tmxiP zPoRGDM5r^Z<Lo??R)u{JR)2 znV#=H7>=%wk{5A%r)&)OfijJSDt1Cp22B)$5ztc)Wa*2hmzZ51{L;dR_%UbXQp5OM z z=JOVAnY#eKZRQ1{!r~e5M)=^k0o3U~)94DnQN5d4;*B}kpfO-6j8dFH-N&y}sV*_^In|!`}Y|fwK&C6A5N> z$&ekMX@m)|MBu(Y{VtsMOv?d?uZX+!+jo)zNwhtC=NP2B@v_GOd%3==R%eVrLvLgi z{@b6d=oHw|Y_Oq$Hw(Iek!a=D>Db&{g8@^=flUt0H5DTfc{Z4VicYoTk4w-%pfcW} zy7Tq%C+>~yo^O-faD)5Gp!Eg$zRy>Xu`wZRlzg5!(TB%{Mp@fj{8v{Pk^&@}| z12IA9eLUux*Z|)2V&2|FWec(^>N=6F&U+^9C%=XYl<^CODSDQhFkrMxF+7GI$t0k z?;7Ms>;T?6&xP33bf&T(Tvb$5NO*dB;uH64jXxnUbHW<(+er~Q7j@Hf?10P==L=Rs zQu#NImIMS4i=05JGjq;GUGy7G9v3F^di>bRjc{0$H2hcq+B1M{Nc!c~{j`5LH;H>n zVUnBnJ@{xPYE*JC?#uHXEdAhHH}X&`jF^6~hm&Yl*(NEKg*?}3!?Nf?Agr>+XQ%bc z@P-v#789o(YwloW`SskP4dD{SFr09a z|7;bfDv~n47KE=r8*K?5r3Rf<@v9go zBU}Y=s3{MirzLZ=@z`i`pGZ#9)@< zoDo6La2^vgljNF}wvLy>>p;4&*S*^r_g(5V-;9ZvSjVgl1Tl391cQ^!p$x!LQHYf& zZ((+6WW8G(^BAN5S>f%#&^g)qA#EDTd-9^+bzzgzLm47PoAjvAf(L3ZEjJvp9$Lwv z{{`Rm_lP0y?3mBnOmsSI+1pDBC}ASo>OSfJC!J_Mn!1_mzp9k4xC~AT9OS;VuWq79 zu3ea2nDieA7d@t@dCunetd%Rv^eab>Dj~x3w9hj(sDI7znnPyG8e#I}1*i)?BNCSTokPI1e9Vl+u=!dlWxQF(bLN0$Tg)pmiWoYm{AGT>{T+G3GE7s(@{jDT{`# zl4uQ-gy5c#ctw*m%#%I7;iF(R6G0yJ+U3oeOIQA)v)g{+=HcOt&15b!6OI09Odk6e zcv84WesJzYq070JOHR|s?<~xD(TgBEJ3N6@?q={^6n)-k-4lsh4HQvNPVU8&9kR@|2Mtc9`SvA3|>*;FA_GAw{OL)Cwy4 z`WrKK2!^khxagRtPe3DLYluMW28QBTEPXP+sh9*HC-HP$hqCq7+g{(?p+z4od4=}A z!v4m&zW(xg17IsjOT3`sC);eHVBT-Bn(Fuf1-F0iK&)sDE33qlXd%wb{;k~rr?nyJ zrKh;+NY#6@%ak@?7+gDo(k zH3JD&nXpVQZp}Xm>XG+y?sRn zXs1fChrt|@!;CheGun@`G`qw{dK*m$-%)b{rE<(|tVGL#t=sLOWKQR$d_-F^8U=YK zbZa_M&LyAgLb99f5Fez1<>t>0VbTk@0&8hl^0Z0Gyj}pDhdyN|z#I|V$twtEGnneDLJwBZd1WZGJuSl1%w|QnzwhNeNGd!D*Nc}D-f+XPUMj~bJA&nChN&TTjENT}xVY+KdasYOE zR9DRZn`ThM0Jv2h0e)=&4l&4-^n-Bvq zAt7qAU(EZ~U)EE70gx@eH}{`(Z#LmmZ6IL%_pj5kH^38zSXty(ccH()1hb=UD^$9_ z^?(?2MB3M*4L9NMf8}_O=Lp8-e-I8dDmG(|4Mo9QKd{J!Op(3dkBeL>%KY2&0JaJs zp&@uE@&iR=x5d$LR~cqf86m8@UPcLJ9sAC$iTiGQUziC&$F2qEZ$COZf-dTaBbytq zbKGl3tJ~KB5Imi?jEv0F`73}6J86gls;CA{BdSIB7QAe!L(Q-wRB+gN%mHHzDHl%9 zms)ch_U>>Yc~nP_5+Ib%0~@8zN00iq~EnPr8-T95Y_6oPAlAm43|hI3LM7r99j3kYRp9_)MHKS8}nQVJKM+BM{8K`Ac+2Pe?V0 zIuc_OY_sP726Mmrt1I;B^o4Gzwz+GZ?vskPR*tEqm7Tbf9e~2GvNr|Bt6-Su`NC=x zoKgD(;sXDCvbX!E70jLoJ?M+=f|-aGM%bICS!z=co8hI1L2Mu?A{9Bxm=ugN;4ePa z?J;E4T{nfyP>5%^%0fiM8=)pB4~>OxYqV7)HF8AJJjPexSFHX~0_X^`Hg064PSF8PjU{8TY_L;fzNoMF%ez z3B_F%@Gb$v-8x{a@vRqEGWPqg7dN3ff@Pmb#4z|TMRVBqU?xIqyh_Tm=)*%sR{Hk| zZV(?aKVx&oP()HY+CQs8e!4wLN^$l{|JN%rJ*Q!s`-?dLF{Bl!ANO{IuT0nhg(i+8 z|Amew!AW7MTm#=j64D-Ea~M-Az-oaGK$Sq}qxH$bh@VQVo{|aAQZ79(BMDc++4|Uh zFO}`LXhqM$M1?XrxsI7EUaA$q_F*yI7;+FV2Q}1&e1;2+Qg_nth9zx(7(nXX2fYpK zDz5p&lqmASnVRil=9N%5<@0-QkHewU)I@Oq6h#dg^uweWsD^w5(Q@adx4g?sDNnR^ z;vb1dn-gNL-IElNmST>zE_mABq_+KUJRMQR+|?Q*N9MuN>?chIXf#QbS>%Pp@zA4K zwSVlhjVop0Wx2`EaL_EJL4clP%crotv}5#IWUdf6bLr5)xFb_kX2gvqxj^A13^xx&g}1{=uP)s}eusD3cL=@Lnc-u{Zm?XuxWq zUr`k*c@Pj{JNEp&df)SdY`bLV&!-jQ0~g-&@5VQWvn_|-YrR>~YfhIHpe=f{M2_YA z+@O07_KmyVvrckp9CbB4S^_wgs9__Le%I;1O?-5{^POx&@DybSqxL@z3{_sEwzVkO zwf+!9RRSOeWpqIdB`(E^SQ0{X6U=#VOJ`D8U*DHt;DvWdl$Me=7d#aLeHoE;hO{4H1GDgHOHdF)7Cu$VwdyRd7HS- zx|k1hm2M;I8mevMYl{a!a5Ih7*~AxPoz4G==+$#Vc;DUDboIGamR143VpP?QF$`Ft zW?n#mIt}#I?w?XK_3Fowi233lh~Jz*Sa(~vbgSALU(m3?MtYa8$cd5E;-;TPpKu<@ z2&lhc_L|pv5h3D`ZmT;Iw>cN7gu0)x$rV2zSegsZ)=!MQFcf?S_tj!OLo;2k(Yx;nv3|Fi)24C2cA#sU9& zWcY@RA;9Z48Hixi{c_tMyL1*37Ul)5B5zZ{&l=o}2T@-lUh=x0l5vzdEOT#9Z&wPJAnKJl24TDQF&&4 zRt)e(2rNS#QDyNwQWCoBbEYms^a+5y#l26deT*{PbBMAM(>2}$#i@5K)V28I)S$%CfJQE6TrVTKd0eoV?$a$a!`P`o^aSQqx- zL5g_N8zVgy<~MqQ{pRLW<{RtYM8=@eWh&2@%w>?6QGNWK-@ud>C}$v20^Jp+t|QihW>N6br& zjbhWn{gnV1JRZ4(!@H<3;ytZ0GuXi8vdxYo+b%6H?29kYTCfE2Bl(tTOa#_m_E^tw zE%-2)mw(ATi6T@TC&44#%XMM+m2nY64!xC^Xwuq5OhJCmd@j20xnxYQFj?$#Ip$l6 zyNt`J(YMp5!@W^%R7vz;<97P};beJr(+(8%q*h-yUtq`Vq3;>-3(Gbd1;$J80`m z2MX4b zF^wHEvnuvj)8iJLciG3A?hKv)j)41b($Z%&T^Vo9u+S(tbqp2w5heu{U0s=7{2eQ$mGlF)X}Bz{p&~^=SV&)h>juvPwuLgrlIfGv;-}HT|Ty zjV$@juvMJRtdK&*IA$8q^!PEwKAx+Z_3fV=QGp~rdy$ltPp!mk#R=wuX|xPqBp`Rh z`LQ)VnALR2qY)+`r9UyXEbA#+Z{c)#UfD#8dlQBMa3~*5l0vhLrurU~-~OoyFq#&h z|0A;B41Mbi8La7u8mwV~s4xZ-xHefjJn9)G5mU@B7f1)uA#NTVow*lz`vqY5tq0>f ztRirXKVON7x~mC<>jT>>FWzyhbb@~)TttM1&6Shg!o4O znZPtG2jBfVVYlk7<+aE#Es>Kh0#5of^sB#e0EPcUBYL9~>aK1BLmHO#;Nk4N=U&c5 zmAx-QX^syvlzmK$5;*SB6bk!WDutl3k}J!h^$|W<_wC2-9{cQ;`{jj(x*mr95|mE> zNffWZ5rPUGosXkgtrupI=MPoG;x|hn<^ks`yh876YrR{kqXIua@p?aAv&1riGO1>ftn(yD#E5JQ1*U9# zkrI03UPba1?%bCW?Pb}^c19O@82-HZ-e>y&?)UhwT^S5(#A@Gj-Awi*Tn zq~{-bc_SFLpXGa0?^SsLZ+<2+aMp*wQ z(oCIt_>zO6#o#kcRBJs-%|k1k)W^c3<+FNin16`Tu?k@HmQ2E*lDL`jf84Po>9<#4Xnyc` z@euu_k%U&wI#Z0hW>L^9FvL%AgpoNjnns71>F;ypg&T7gBYrAH)+inOU@N~^?Pu`X z$`kj3oKHRU%uN6+h&E|*j^*kNH*8D|Uq5!a;ack6NRLV@E&Gu7$Fo@53T2zr8uh11 zS#Rlu!}Cnd{ScR0vrFJC?BPiWK`&!i(^fUfugtfg3|&gbfyx9!JdzS$Yt{u$$&<>pX8WA_{h_nF!y0}KKcj1vb|1?vQYZ$pMu82R8eR{dIet z%pDGotQ(^6!0nyKAY%iM3n?+gfgfXuRs;FTDqi#{@`W=RkwB&o233A%o1QIh3LZd& z2fyZ$rd}*NPtdfOI#?pAoJ#xuZu_y(j5fTx0UV;+2{I0E!5ExwHu$uG6FAo~7E zlh-;`|41g>LyJH3PX4j@LWLnhJtY^7(X~Z|Rz1yVF5h<2HytSrJ_8$IV&^fAd!Y0Y z`EI43g6&9C69LsDYS#~9>Lu0u#5*Gr8d;vhPv zEyVOB37-sz24LGy8$UEJc-f5QeEOL6y`F)Q5h+_7umG{PUvsWDw6%qKMe(PDg&-gE ztl&W9%TI#q*j?FjV0HCi0DOw2%<1JHZyavkxe-S6F8suF*<$ZMzX7ylSojTqz`ElC zLgX>@pui%nQW2k23)76m<`mS-AXK*^d>#v9Lg|43;$8D`zFh$N|KU|Ryf9*7@mIoh zY1+%zWlii4;E4CUluOUT3>_4`$R;-&N?GHC{LV9$ut^}B=@X{7Qm9A@T3ZMk4;FlR z$>DKRAZnsD715e%6!)oAg~Al1{NKk=d>Ub+=hMq>)ybhHy!1VsT&idC4_k{-@xK^z zHKfZZ7d`(2{VI<)<-guU0~ORr6!JS4-YBRh>XHAxfMu67?eGvgZ8SGy&@=hwyCfI- zx@f9)ORscdAvw(nXB5rQ*`#3s4qP?FL{o>J2Y|vbLqLpcpNyFNY4r7pETC->9={IX zt4)x@{dO53^KHrP;NpTid!Pl{+YvKWXm=c-Cy@ijtI;93Emn*5&W%-03d2gX%;DeN znf=domXEGuZUig=;(4o9)>!y4U-N!9M|f|nT{H2~wr)FKk%c~Fz)+`o5Pt`#Bncwp zf8zVghrmI4FtCYSF9Cy$G%X2a=`@J_fB_d5yvNlMvaQ3U zGAc!P<+-V~i{|_aw!$`}V#i705rW6*>S)F?&a>?1Nj4_m1z0b78_C9qY5HzJw|f0Q z2x1N&>DBr|q1ep;Tvc*v%EgsZcQ=xaRt;pVA!q8T^`Sbc{ z&o_KzZM8LQ7POwN`~CHUve1U)?Zjde3*1vqi*Z5sF9hFVYS!*+r{)a||8t3d=Fx3#{mii}Dd`b&VOZNTqWnYkDa`9OzP1^?^}>G@j&*;3(TTM;Y~6RVir9VrP-9 zU&1S$_xnR4Q8s=~Xr>F`hIYT+@o9B=>QQP5qp`KKS3y$$XU7>0tyZvj{pw5Q9nq7( zSvoG1NutfC*vkWc=#%QH9?p2x{UtN?rv$5p`JGPM*hK?Lo3jf&JudIU+R)0(MvEAD zmoS2YrTy&1#l`xwNNJ(R{lbT@9UdItyB@v)+X@oc5Wb%Hm87#1lMj9(-pE}y6KUI&oe9xitzQw8Q4&{<7U6CxbKM2@EhA~zvtHOd&MiT>hC zPF402&zg;=FSL{kkKrF(84g~%2bvad2rbr<3NhciGkHBWnk$}qhwp|=RbhEjuaZuq zDVJCrGz?l^@Ywn(K#xo$;`cOEXtQ&rK zlPU-LCl_c#+4KsEHag9Nze0X0iYOIUje^{VlmN>Tgg*Ieux0<=w)RI*`Z>sT)If+-cm`@G8 zZm`0R@0&kOS!+#nl3RNjcPFT^`~E$Qg*U@7?4}{)aRE9%sJWOrd0Mm?T)XBV8ti*? z8BIW;ITOHPIeR!Oi&5+d$*`!^!%e}}Zgna~s2sU^($E%NqOrHMvKnObyLASUi^YMZ z!l1vXzUX;WGV*#Q;Qp7IcO`_hL-8fngVjN0nyxHcjaYT08?n|diyX5Urx*VnGBXvE z_j+AA{PS|I`!%Ir(Z1_}wx|g=j9@F|%U4ZkN(Gj{lM$|iV0rO}4^#`5MlIvPoJx_@ z){GT=YJbbPccQ*7eZBbA{uVSxQj%KrYk~0XbfxD;W5j3AGw-!% zU^F>|j=NfoNK>FXA#|m4bX;saUw(dVrx&JlfON%bCAuFGsteYcw4;MZj2m7Q$4_(H8xK zM)FL{eKZh%G+|Yl4k49LiVU9*G&tU#il@I=-9~mp0(o~XvJ;kaiZ|mw@bg%sO9Q*7 zg|qGb1xbePmqW1{dZp}PJaoX|lO^$w1QpTkRmoGDCnIWAj2HSN(-$MaN>L+ouBsG- z8p*i%bkOoIO6|f~pBqx@(XX@z^*q(k$=*2p}uFPBvlzQ9lF?z<)5Ez zOefGF7Z4D1IC1Un>3TX&GPgH=9*xMT)|=Un+zHOFYT~I#6n`iN@=c*IDy_&X`Z)l| zc-X^$7C;=+P=Or2`lvMA<qI@)Iz7nSw$7#kZCk$pi8X)vEx#9E zUswzJpFy9hXa3C^I~ak|{BG1-T-{7=#};aXn$c_-B6$94+R9cx)uQ#)Y0#&EK_U&R z+TR(Bc%XipnMVIHB_*dv<--_-oyr{?Qdgm@pw>C8MOcZ5;~!(vweLjRYCN|1c%GbR zm1c^{!!vt7{;NCq9S$~{=0h-=#!Aj5I!qMFs(=pa2*bq&pe%1SWILOnA^PT3JABQ6;4&imZFhaGK|>!4#~bOZ^+ zz{E6Y6aDcEVWj6$MmEd}w^EQ9;M+W7CPH`J0!^wCvtRLvCGfI={83yc z`02O-Bd2qZtj#+@_FFr?vdFoPjn5f;*G}EkY~D>_0ORt%sB`Z@Y68C*nrt$o@1Ngs zoPJw^@=~YF6D#A1?txU(`88%Pnp7IuC(?xSrYXl9jfO9o2V{yGi+LtES49D9V%9H< zx(K6|7=ltum2del<6cXhShPN>;r@BfvI6%|$d*o^yNLh_H-<&3=2n5IO>!5BCVO?8uDU4<#GNrW%|b99bzc|L3yezI-5 zW!tu~TD7peYPsc}Y}>|`ZQEM5Yt^##-v9SgzdrP-y6@+@uJb$&f_LxCuwjBM-<=gp z0y6yuV+>f>7jBsa|9tUfYjGoi;9jjrye@wZc<>IRkROq;t+mv|=cjAo5Drm|elT8r^*+(4-9&(Bq zv|fagZ-U~z)r#iYIKRso8uL1UVJ(9&BTM<_qpvcit$$Pnxw^SIbvRi)?%!`TLfv`` zZoni%QXFA#ywfKQ`01;A5@;@r4<{@F7@5W)*QEPux7D>J9%cRTq?VV3N_wg6?9Qp7 z_+G>MFHvNfO#w9L!){fS>F)rm_!U+<`IH*NCBvU2|K5i;pabYM#hH|mhfhCoP~F`= zP$tUHH|Yun_mt$N!C^1s)_5>mDenF@UxplcPQ*;19aGcMfxC1P{%2us3*bxqe{OmZ z0T^0VVzrS4VrM8xNj6i9-Zy0U)wQ)R@AXqcNSRFQ(0IO25<)Mx^?<*|#CA<7tzj5F zQB5p>l5pnxKp_iG8Tq&aKW~4dy{t#j8BgYqHv0bpm_u{fO-Jng#uG#^)M!=%ZtV}b z9|Nkym|+nSP5^AqY|ffQh}!u5L}`p(l6CG^(nY#m4&h@WNNE_L2VuSNPQ(q^RQ8m8 z6Ijr}rx=QSGwrp+>7s3T)rNO)CqhlYK+qKT7#>P+6Zi=9f@$25Qz@e)OD>ZLyv6Ds zz~T;Gd<^z?yS;JgQDR6gD0CFT`cpefn`wMA$qSU@$zlgl=f?v--tkBsbS-i`cjW`D zh~p5aU8%DkDf6g}L%2i`4OY8yNb$4#Riv(ar-hAG|EdBWs5KJ|>rK&VhNrZ6T z6?4(~@O)7@ZmuuOUisKVdfA;1Cq^NC= zMj>Q=X<@DEr;R1ZyoNNv*}y!a6%Oh;5_-N>594h2xdK%FW5^7}!hh9Nh2>zFIOSllf0Dx}U;9;=B91J_05w$1z!=XInO{Wa$02iFm5*Si-}%oYKmfHOvhEeOv(5Z<41>aE4!n=V<#(`x1^Q+%k7Er~#4 zh(AT4_^DGDR}_ukBWzg>y3I^iXSvC!IZ79-hT^{^3FfLsNTN>S81XdCsI`5Kc2%HN z)U`JUv39?5e6Ic~NkF|AnaU8h(@X+^>ee33SpCd$@3d={DR@;2AlrJiF89KoL%24o zhrh80n2(J!)@2?NIKM15cZq{kfFK;eTq*2mn26<#u!Dg3B}La}FBUEm6LooE1DT5) zwrobCxA$i@ew^ZE95}kt0N^;a$^Nx7Bjax$jENvBA%_pBme&YIHI2^-hY5ew6yQ|B zwG&L_p>swHuC8U(<>C`z@jgSJ`<&Wb?;-dKK=W*m*+FT}17oWgcA^vb`*lbJY|2nq zx_utz=ltRU0ciyNf{LlTjf2&NZEc8VLbd6i2Ksx#YDm8SJ_Q0)KYBL3&V%=|(r)I= z$E~2CQ?VDP8#v)ABua7u(fIL!^sjK&Dd=<6%YiF#ZnAcA8C|(?yE{+zo29XPR;nwe zWF`Z0;Qa-wI?8IEf3LrILsR4BC6GWq2i3i!>Dx8p9Q0+i+mHQG9Zy^48ebrcB8Lbba8Ph=qMnrx0ot`PBz!C!SQb8P9e*ah!}pwqIFOk z(_}C?e4XM#c@D)VKNamh-ip4ef+iS8Fo0Uee)S$3X{Iu~<(LbLn0s4*gW6Jg-&Oxb zSw(}b{J}Ef_4cbSd2WzEda*R?`As?~k6?Jkft*G$5io2jKMCAKan=qvdb0{W5Wl}% z`d#j8s_rf57y?&<@@-lL{#IMge??Z0VcHstMfEnv**9%By1M3zg$BU@CVQ6a;+K}ebmCn1TlN4Otq>L>_`jqju{YO$LON6w zQnLHh1P0~D9Fv%G;VuD@$Rr)c9Wa2gzU*4E7Hf2bxI&42;{J8|0C+4OrHsJR z^mA5zc)}e~>rvQ_68I136(pq)y2>T(!ZJhIew7`L>eGs5-Lt-1;SEOIEZXSVzP@MQ z>NTM2UxN@6iaSntN*7J^JQ4nB+;(%rfVKJ#z-%lGA6x6xA@muY}q*$Iw_4FxaCBAQwV9$OuGEHNE$E-#4$2O*IN z+X*>`p1bvUyM zTpHVyl0Z@*TfbVBeg@*_!)-pmse>bNM+X&ras6Ys{V$9#2n2xX_%6XvSC56U7&LI2 zju1t*v$rb-HBmf^QtUbc9L1pVlEC0>`9k{|vNx!=5i_Qi@Fb(D0i~mEz|LnJD|}C` zkA@XCM#DFhSj`bO#r4La)O8@6v8b+b!9X4sru0W8Oy0+Vm`3@hTcOWX-o;_E{N@6U zX$@+WTc?aT@yf`*@`BJbQ|os1h}VmKw1>W4N{)BcHuLojm3Pm-PKLpd?n&ba)clmD z_%B7bDj9n6m5+Y&l7L3E~MHuldRi&G9z8hfj##2gJd9L7q&cr9u&SvJv!9Z$6#)#K&;t zQADjtbYQRt9Rgz#rvq6-hXyIRWMBj39|cI^)%WB8xZxUJeO)UQr27%L#joB2O{D>eANMju{&WC8h~|bC~XY z*gh29jQS9|&7*?2MO9ExP~TZEte`GWiq9Ls6;~Sr!Hc2mx(#`(yb30%Sem*+TLBg` zKm>H?9vMx@3*yXvcArevNa8!X4R9) z2*Ec)PVylq3d$osr4FJFzSbGcuR+R9!!b$}*^#NWAVc}i*rQ-MBb-zMOK1m`=LY;P z|Bc{*#waQcS~2bUB13?cAcJD{P`Kq_1dfzOQ&STLw1i&O*_PRyNA4{ITau5$z*8#J zvMw(wt8h|Z)|YyqtI@fcU<_n^U_cs^G?SR5OT$TKqE zv^YSxZJOha(c5)zxTOi&ivW_wo#L)8-y#jOvnwv5e)#o10~tVtLHkG>Zyv*Gn!aj9 zh8{j5qs{ZxVPPiKlWl0b7ef6B=HD(4qQT$g)_>go6?jj@7A`)%Uxy(u*~z8Ba|S+i zSjK1!!%*tXtZ3UL?C#R{f+cUI|3yqjjH|?&w??Z!_8*vs9sF-n8K9Xog4*kD9$G<= zjA@e2jl7Y9>Lyg9`M1JSkXl+(7-aPr^C{Q zb_vukzfgbTv)Y4e{na;~A5xCQhAwP5WiWsR%x;p%C0vsf*x9aphKC<;Co=cS(2#sAp-OGA znx!N@t#NB;(nDWE^;N`XDpX#?R=5R#zWKj@1Anq-_{1k*3sRpmj8`D+H3Wcm0(G*M z&An{e(fG(m!pNiW2bi-)Tk`yM4f21rLLeP7_jzsJke)Sv_%1t7Z>WF%oTD9{_a~tR zQ}Q&m<5?%M@o<;bC~9l#R*)lvFM=dWlA&1UJ%Ywm!N!YmEZceN>6RaQln?n6^w>;> zmcMfdVtM}M2fC4j!7Y2B!#AZ=^1?tgp_!BRkNz*ExuZPQ6_vqu=6NB3BD$q3%Jo-E z?H>`0EbWk6t=DUGjFmk-Jzz#6>R^v}vA(Dt9ND38pR4zWZZbGh7xWyjcYZ)zCVIJV zs=5PEu6lkSFz!e@D&toPJ4yvycqGZHY3fIx<4*K9t=UETpf1C~5x0<8OsDs=Z>=sO z3YyMaR@jf};+`6vHcX=Mu7j)jwrNA-LzM(iT<_|qa}p)=Y_q)Qg za_Q)ae^T_Xsi4c*-re6*e%>z9znmgi$$K)_JCQt$|6oVV*iYU`58S7V%jdU>N69l= zq$!Sg?9Kh;$A0TYr_bo+7-?wAgc~jHft=ZRc&>~GXLSSb+15U5?dqWMlR7obv!c3s z*bS9$zpOCkx|b7GEd-q2yy=NlEr`tZ;dNlnq~CvuYvEk&#clSQ8N%3PJ&Cekq7#JbX$rGDK6}8WTl1I<4Cn z0+&TMjG08aO__J?Pkg}YgrjaIhV)-r6-3~;B?Tjpm|2cu8FagCJDIbA=3P0gx&+23 z6+_nB;h|d1K2f>@AM-IqAiZIj#OB}EX74r0u%jVIx|fwYy@G2a-CJ}g*y;07Ipjyk z3HDy#OY|cWlt}I|(%+SZ?@kE-pdS+*AWr@HoVrE#9WtdhS(Jg;G_Pd6p(=41hm>np zN2ad#rQpsu1JY@jsx%?1LU^(in|o^R<~KZU+HteVf7G91IS#>90>0v03~8ngthLan zH(j$B2%rERJZFZG42g-rYg~;za*VFIe);xHRBgKOTRTnIl7*=}@`@y$m^{mMufon?KV=ge>kkp$uiG)qeY%M^--He1vu0ld4T0|F7$VWW^R2GI4AtA4Pnn9A zATqttfDanqc2a3>Z=W)*n7nSMKWhNV-|sen1vqrt_uW~y##qGdr>=zFVnb`@B*cBV zdP{UIvoRa&%Er88O2*q(v#8NV=Y~p!6T)7y;^vnCobi;x_Ch4#w@!Qob2US~kS~*y zR#vwAHWtoQ7Lys#EA>Zl5YWcy1TQWZjT9p3J-DGyA((urMvgH5g|G{Mmkgg^NcsC$8)65!k~ylNp2yM8j4#Xpv)X!7K!*|r-7 z0U;+il=Kzt$K$!Z+UKwGf;fy?xRUIPdI@rQRc)j?UtN>uOE|B9_%5lMA#8rB!_HiJ7$Xs#xU9BsN1 zhwpo-=o>;V{{ts+v$AsiBgqYCz&nOsRl(N^-7d(Ne~r8 z6ehZ&K3SS07OA-lVX?Ea{m?+29DS_8;A;{`-ZHF4OO>Kp4VmR`^<|Z0>!`(7MAeEZN{< z(bmQ5_Y&Xci+#bJ&32!E_bRHYuCChInhOiAUGFNBpY{x{4U&I*QlvlyuOO$jmLS6p zRu?O@4fW9_Fih_!UmGm>627q(oI7`7RN(Cdmkffh5I1krT6@vPItuVz0TBd+nRv};DaQ)4vp8(cBenRzT{^u97Xn6Kkl z+H{>cW^{nS+7XHtlj5eQfMHIO*xH)w+|op`O;Z!h7YIbX+a3C&)+e&*?jRGr=+`nc z?uep=zhHS@!e=uo!cEH-Y9nO=-}nrX$;G)?X%sp&g^C;-HG(wbz}bTgX%nq06e8T! z|13^s;0R=uDGG?)C-TOgEq*vCkfT|o)JYd&G&DC@EGrC%=O`45>lFegk4skYxBmqE~%Y~0-bCAx{nkMf}+ z>O9t((>TTot2eJcCNJWYq@fXfsSt(Nzb~+4Gx; zHRfoYN2yC_Ke7LfiOA_OzoTDUl=`MhAPPJ=-km$n?d%h~+C1iI*_;=brnX_+1o`-a zShh%~gf9YhyB&q^?;rZGU$e-!kyFt zes^$9_rkFp{w<78cUC{Z2uq=ES0TX@vl9`&L@4VZ!e!2HswtB@5?N1b>oRXjZR-q{p^Iga@Ud| zNJo&_p4Z6nxq#aO&}&bO4P1?&jv7?GQ>Mr$)k)e3K3Os!u9(|j{r5NG?B$;;F+plI zBpRbdMXL2FkI8IHut~^g1E_=)`Ej;5xj^WQ28n4smBvgWpMm9Y4p9$9D;V!gjy3xZ zqiU?P1p+A}Sx_jVnJpO9sHRZ6F|=lXfVui(WCkmy8>jY9#N;0)=*UjP9d3$4q3+}{ zTOxyAlc`K_*qBCbalsBq+!_WfLzzhfb3@LyY}mg4y09Ap30Vf-3jWP!Pg6iRDd}+# znoUs~$FMbS6~3<1@@{HA;;Vi|%yzbypUv(J!y3m7Thq%8i5Ns2D)py^yC9j&Go`%K ztnuvGUqiw0-Ei%}j|o%1#`3~Y*ANcM!UUI1@?#U?b&t$%c--(B)3KsG2M+y9SxqG~ zwq#I56gxDmIS8==MAU~c3B1eL)sg<=0=%AA`wdbFlJ@@FXlEDTK|J?7{(F*=+Lrs& zV7dKE)lXn`ZIvb}nv8-1s)4S*^q0vXlrya`3{oc;G7(aZfCERR&HD0|%kX(Ob-VMz zmsRAwR@L~oHD;xq9fTK+Rmzy@>EfGX>@?{5d8r$Mchj8;)nmQ)m<&Jgw1k35WJWE| z7Q@yIa|~(oGc-E!F+9SIoCFO$ZDV z&el(+=R;4_{dn^{yS94*s+@SnbEk$sv0+1G*txl>JX4Y~K>M@KGZxBMlxn+yAwk#~ z1N*l@#Gi_(wKS#Zd(a{$(__MqrW?VkB2uvRf_%V}%<7EtD3uUv_^^J{ED2YhhU8PUu{RwnMP1+0=pOhT`G zt&F}G9_h<+V6EG^p3pIsZ2BFf1x2O5I}^*A<*WDu!L&DF&RvBi!iJVWcFtCVUM5j? zV78#!cGg37VCxD$@XCa>J`XrNC@&VOIz=Q|8#j7)3ddPmTSKCP%)8oa998~e6Ed74 zDh-w(r=t_=h4jW}RN*?MocPosfoo$mD!Q#@Xw)}`1F3#;j)$lXVb-tM{@q~0ae`*< zxAXC*Df-_*&1SCQZo_rKxAXa2L%yxhGAM{A^OB>b?dDwXPKCo;t92@$a~4@>6S6fS z8=xIe%|z(ns92ZKmlTJzeh1a=;!OMzd+Mmr8WZA*YC+e~Vj1NZr!yf#qrv{MoNQHG zg~4suH|h^EUlkOnF~9KzHU)l+6IexuFMI{F__|O(*F8c(>KPfCZ2bJe(qrD2Ftv_B zi~vm}oa*(VyBoj{4FT#N-{S(3cDHXo++fGT!99IpJ8@94!T>X28+fvc#N71Ku= zMAscrjel~J0-5!jpYw{^9VTXn0nKOiz)jABZB&fv%h9w1|94*{U0Se~_@W5UNiqt1 z62cL655csvvm`0JlL~r+L|#O$2g$(*(i6zxDwSmjZt9I3Go0^v@wRtU$~li;KT%xE#SQXU%cz`d^g-DGC#z7!`EDq zwXrX|M}W5>$@|DZCk@O5E@NX00_h54;p=&42pmvkTMA3BseJZ-Htc_V!IYSOqqBKxSIkh{% zIh~XiC~_%1w@mATZHheRBHD9c0tef~g?4E&bw9HmBAnJ+Id1pZXn6#d5p|@>?S9 zQe$h?;N#82_e%n!RQ z;sT){PLJ7y1>P>1$2{Nm0-z(l*B`!7RPTE*k3DeHz(2q=)=SS*>d~v-|P`2IB|Zs>EOh}j3i&gA_$*~vIr)pS z15@*;hd8O(`xr{&K3~iqFVF9Uc;2^=-UsDI7(?-!+MSTg?8q{Q5e1z1qtC) z85y&pGZ$-8Z~|U!^#^X9TtYhIjT}!;FLkvRSB{Wu-PZ0UDiOqSwut*-Xn3<_-Soj> zSUC5|20qJBNUh*gkA$Pg{h}Za&nFwhkdKGLk5GMIS0v0zFsN`=Z=W=^gkUsD^&}YLv>nuDSA5Jr6_FDm zp*avMsjB7|79v%9OqO36ecUnUi=7@HgH}$>;iQ!b%XKOTg&)@U>bpB2@eCXwV)zg7 z^FKKwiw(^a`gOmdW_eA$T%B&c%Fq(T%Spk;dnX38@|$G!Cg$8ygV6J$S}8{Jm|j|I zBqC#qDsA3V5HNaLCA!5^tr!gvioPX%68+t;D`(ybR{Qd;s^N#Wilj-;`Ha6-iEr7T z=BROaD7kz8q8)oR4Q=IxIkiPM`qAG(MC++`1QI)xlYNRav;80~*OzAD&(yDF)+~i1D?@}Zl)~g zP+}eTi7pdop5mV8hU>bLP&E3>DsR>cyg?p~0YF~Zo@l(>#ObGqk&jA(Sdq5*p9Z2# zsAm;^qeX=g!;mo3P~U3t1=`jePsx4^0{cOg*S8qKn%|Zv_iJr91Ek9!U0pHMBy*{7 z8PnZ|zyJRAo}D54UMJ@6#`?WdZQlL+xkqBztx0?@f)oSx<2XX6W1|hjB9XG?k|vi1 zWeN})txf!)h8>b+=V$j14|f#Z;s>S}x#Bs8d6trrQZ{yxnEZSSWE8YWd**bNK1CZP zr5MF!0@2;TAd+v)cqvT>dD7OZJw*D=Kl(P`ApkkWFTRV-o69a>Q|JR6T#m_t-MF)? z4%y{&_Hap&W%ae$ES;Sr*@j>5?EP-Om`(LEcXz>j?c4xVgn_s+L?~wB1RcPLh#NP# z@$jnHr$KTIWs!3gRl0`|DgvSJ6PJ1+i_;#>hgwjJUl5-5C;^BB3*IdU!t>~7siT-9 zlJ4*lP_m1Yg0eAr3TCg^jiwU|j?#Y-m>6a#7DI<|atbqhl9CeiZf}#9AbZ6hwWZz9 zN4$r^&TcLs+$$vyG+Djtqe8yRoAkGF;}hlf1n0ieHHp5$i#)Ze8t)ytE_XV!YRE^+ z1(CPV9sk~7u#?fM)nEL(6p+7r#n;x}UTZpx>J5YfhfsJo!6_vc6-M2_S0Rwc9n*QP zm4fkr{fD#2BSb~3J4((|h2<_#VDC6yxBMlpnRu)&;V@X>$Tu4Xe)H~(e8;+KiTZ>o zqr}FKJO=5(A;y4Lb=rF)RGS#aEZy2;KlN(=QOJS!r}Zk#hLXW^A}XfW1;rb*?=Z*G z*Jv?LH$xwghfrD;J?aaAEh~^5a4*zxJjmK74)-ti<)0sVyxbqQaeOM|{dV6sSm0c= z3!FWNa8ix@OJ8{5$m~Axe)s|4!pB0x<_R5Z5Fi?3N zd-|IV`GLB;R!TE;%35EBr0%qB_xw5X&v|-$T?yK>MyT?GGzO2LtN2*ZIg>|cWVQVv z(A9D9q3zb#Q#)66cHI^4=L7ssZ;x$GWg7ZGAH-dGHIMx9awLaRO!{>BTII2!-};&U zWGI(7sS+*mMwNu=VeDbB9;H5{)p!S=4vY_Rw;~>Rveb0t7g%ykc);jx3#mpUobEBcKyeXWz)J&6#pr&3?6G^ zP3KFLA@%(2RDabk_K{PavHmi{tmoA1bK~F<2&uhdS5j6n7T`b46^y>Bb&QIRdbDGs zwc}#v4@p1ya&;2kzcJtU10tk>2ssmhA5q;T*B`_q(B8HkN978sE^>jG#%)kJ+icMY zW}o_)3H9;YdV8!uE6{B=X*5dtqNEc0;(^!$g$z^2Y$oCw*i*k~VLFSir>8F^t7GUv zBXS=eYq~TgTkH0fY&V?Nge$``Uueq+0d{$y?y{SxU907E%5S^M?-i<6m)OzIMuiJu zUP%Zy*;H8>L8^fLBke<9GZEaQx2k8p1-Fn_S*YBDU6p!&Cv?($&;ZV%rKM%#5sH{q z_an;e39^TqPt<(3r*E-t?W!5JTI~BPDK(RGjHwP`8vm!HuwD{OlyeGkm=+KZKJ8tw z-eOq|qCalStm@nNxe*!3`X+=bc$SV&mOVH!!iH~489|4xE;e14{9!0`^q`H0iCa7Y z#g4FC)LyRm_q9IvO$k5n-D%BeW?>5j{qVKmnW)zu%my7 zcWd#1)CLlA9VM?~>g>h_P2khlj}Ap1MzOx|Z$4WBAVT^jW_aUEe|D!tzVn9px~)kw zx}>>M?{Scv3_J~TJUZezqbq_@PJL2hvfGXi9{eOc&DkkR{LtDDy8IwstwZl@1-Kuz z&=zA?7A-PgX~YmFm5Nh?KMN3XBqPN`0s&zj2?QEw`Ks3^OS)({FNfe~iwY@(Tq4Px zRn_V9hb%G2Du*Zju%#vwNBkiOWn`G-D|(oo6GBZ+PTh82sQ)NvuUCtrVCs(ex*zT# zU^JoW{*A5=`h$|e(X1>*Tu&3%cY8AvVnW+KLV4@ig_ZENA1|Dn*D0K}!2ZK_wF4%D z;H347{HYu}cLP0=If%m__HH>a1b5h*3HN5j+V|q6O{MqurXjtT%v=?cjs(?-Z5jUb zM~(_jyxZG!10yIc>0<-u5CJcz-0n}X+@A)FUJ4r4cG*JecvAR%zgRhedDxX2Rko$M z)#M8^F}Wx(dZ5@B^ugZ?!dBm{`%rklhQE+@5RqM_3mD$lr4|%(hrGZ0LiIWJFcf;( z6}qU2piA#u$`>I(#Ct;Djb$aiN&nqinMFYV@4~+ejM11?-S3{(7s~oPk_2FRT2(7n zo7{;TImv^xVWt;o2}+7>yqZ!Nx#SE*6BkcZJ+#0^T|Bu2PNgdHwZ^M{RWwZ6xzO(hGt1OeylSr;6w@hLQ zDJjrA1B<(?ACDw4KIiOw9|34PN%N{#Yc_!(nFQx5w$d5{+4K&fM4E%}Ka@1%9_xnP z#KLPnm5mLG`udqQ)aRRxNIHhDI4qrK8px=~#&02a8iv!2o*^)UBd}A)={++|(f9?0 zIsbluzYJw*F$9kSPovlv|CM^Mn6*ChQ@nP=ECRx~a$j?5$)SZwX8d(i^JuB)XY$$g zAo#LNN~)tr(#P)awqzY_^1&v`0Z=06oQ~g8tAo%wijrL1ETWsc_w4>_5^NVreMH}# zzT~Cnbq4Q*H^45N=Cjz?S;J%o#_Wv@A+HEojEd%NSXBm#oDE>90$g8W3i5PH%!r2b zIWJt3stxzPiI>GkYg(;wrw&w&v8tY6aY}|+{sHX{k%h#oDkl)$(MqXCru4#M?;y&_ z(jWwDxv zS#D}7xpPQ);tLsW-ptxsBphiA86bJrr#_n~nS7C_BjxS?+z$zcAoxgeN;*5b8Hd-8 zI+Ax!k)rf}@ARs59!7@~8dqZbFRblB#2d4g=jc z3&krJDbSm^otz!_4D3^PJyqK8CRBf=G@14WA@bO*GMxxb zkFTgAG@)6;(#?n1l2orQ$z|7?jhTxTu~i(%Ed(YI&UzQ z(Wa|JcBSEC)P*r%R7J@TC3T}qg%BO`{rWA+k))@^l3cES9JE%!dsc{}H!OkfhbtH*Lc7zi|&WY;lylB3Ia zz_=HRE@s^E5yWOu*y{EU#=XMCTv&26!~6Z6VQ{vp!M<}=Suq$XQ6WvX?k%XwmXx93 z^rk@K*a79giHCQyu&ZyVK#k9UN^cHWKp?8^NwX?_5mG*YkuTOv7~Ug&;2YRQC^|Bb zDnzw1JkcfIi?!W~`OmUF?e$MUDJnIesL2zqJ_zT#&5s0hsobXtONWEjr7s!}!P(5coCL|m;w&WLX=7j6xeRyDot)<`7fo-@!ib2dfY=PQ8ni`O{%K8C z_dZ`P^CINen812IB_b*|Wi5UflL-vRl9_};DMmV6_^x!!q!X#mzThFlI=19&S&l=_ zt5%GBYLzg0u#5aj3*tPv#gDY3Y%z%o9zntA)Xv)jz7Hz0zEY7Z>!?`Oyuw1oT^bE? z7IXRuvVofwnu#E>xCTi{NvGEUB$ghEP~u%98zFF1WgXS}I&y>@gkForGzt%Ya@D6p zX|)24OD~KK&1ABoRw<$)MBC(RKjyX1?&*1&zeBoEX_6c;LQ{>U`EJ)Uz2rz(YA3+q z`9V#Jk!OoqtVC!uN$B=N#^BS)O!~Kg2C0Cy5KINSd|fybx*bkE{MC+G;M?_?)c1hA zhgLI0I8t}?|BSn%qw)j0=V0?d5GT^MiGu_B$8A6B+c3rlM6uTB0}kq$V2p&9ekNMk zBYoFhrG0*5D?*IZKrhRab;vz_5q!?#a=Rt3E+Hz8NEDu2%AJAY&^YB4VCuKu4N<$cp zP^fqq{1Qs$i!b`NGJOf$ZSa~u?y3v0L|tNnI!rX(G|V>S3XtqJY{fuHWE>Gw9rx>FHg#tq+zM{(pSL56??`wXyv8U%v(c z8wUzu^cs9?J{9W1+_AffAsG}5NiIShbA{JFJ51do5{zWhwe}SnAPk{Ks!6P z8KT{}@vTJzS9&pKWibhV8=S*mm}x-GQvt&!9e1BOJ)^L4HU2k!d0*-q5rK*HVlE5M zFgfigC!$0UQm6p~=}Y!F9I1o0Rh=Y4FfN8$2$A|wfjtbHZd~%a8So>%yL-7(A32=> zq1UEI>G<#8l;tpKT5{>9{3HzmS^|WJ+p3?PNEhzIf@W&Uw29aHt`JsDTbcSQu3);s zQ?fLZvIH^S37TbOz@i^J{ix%sB9XT8xK}wjwnvWZU zsnL!KswB>Xn+Z5Q1;435^=2Rz!^cm}hA?bpB99Y>jS;8SqX%9?^rvu(rAizvQwD{d zE|pA}|4k;+f}Ltrl!|Qs;W(ziXiz3khaQkDu9f-TJE6!`K^j<=69r@NL!WEiO}Ztb zNxw0SYi!C!Ionpqn(5$0vwuwT&t;Qt$x>-J z#vSw^B@a}#zjXPR8qk6oJ!pw=TO?-Oj&c;)DtkSFsD1t~WMTU64;C&BjhQy;O{_zE zz)@%(*qivqa;k^|(GJLZPR@iXtqXLb&*A^>Q75Ko9VfY$j4dp1i54rdE}=LjB?HC! zs1ucn*=D-&RQ-lH9p(@|eH&k_G+q=bpOk#OiuDZ>UH4?nNT7FdX+Tm`hNaK%tsB?t z;R!a3=6)BZTda+w#$JmK zFk>Wj*P2nCe{sFv9*OQe_zDW0gzM~aSMwuQdk-=?&X|%00@m3gO_qdT{Ik_OOAR~z z0k#77ZBjSmwy)vWyFS#I@jl?$EzxbL(tktMzHf}Lx22+hX6(&=pg{fB#f@Tfj!9r4 zrwPSkb?DC^+d~hSkjr*<waeKx?SI{VMn_$4O$ zalcd~IP*sb0;|u{_~mM0?2u;8wONIJ_vc$dUfw`024=Bj@?$zaUpBbAtaHYKH7h0t zP`Z>5#Ssb$+J70?0eim>{nv@58#}*FWq2}AL9ZIOegTk%j%2p!o$Zy%YC|iDs%`1D?Yq!i6<^L+VB)kkkv`nmRX z-y$je7d(07X0mBVoQAS*J&0gpax%ZW+sIe&*w&7sR)TNtOI&OYWTe{nA}L(GQq)ErnM(JsW;Sn_7A<-a*HsY`@|A z^R?O!2sn7P5^M@P5Zsw~yo4r`f2MsaO!w24QDG~0Oc++J5-#l7F6}&Ufx{anzSFa9 zzeWV`uYHIPbEBo(8RgY|(z!3hGNCdv^}q3|R08ezNYR(iIG3Afw)~M+kPUEfb0<~YGy_q65sO|?R|uacO_Hs~Ej4pHZlnh%rR)9v=< zw6G{~c-Z*3b#=z8>UtI+c3ZB$3i!`-$#;ve+_v=&7(GF=uh&Iib^5sFTNtMd6>qEd zIRoVW_~RIRdLlk-{A2|%jUs@-!SAkl&0)IxUvJMgC?hj-run;TiujOX`%F4w0_KJU z7L#0PPsV;*4j1dTbtM0cZDkr1$}b4|!p!?u4rRnsxdF!>Qpv!r#xW$+yqld`w z$ob@XKbHgCeQSS>t3vdHdW9?wM>D5gjfInh6>z(Of0PGm$EBBc&f{47bS zn?hRS=chvF{vv8OyS`C~Z%{L4&yC$=5M>Rn(o=!WR4kDH4$N^c+L5!=jC+3LK2jyA z?aL@o8>i>wXp6)hXf8LHBTWe(LG?lI4F^hjd9@cIY2=&$fvha?8H5^GDUP0}TXzn3 zyVVAS+{b}W4s-IKySQTTPCo7$}tJ zG%M|RiTxxIHXFv+d?iL3h=rnhv?*33d_Ti2*rpgQz+*Z+~>{tKXlZV zg&=#?6$_3TAsm-yM6i!XZTSO*bfBP( zSSPI%xR44*jz`$KZnEw7WJTX0cx;!!lB7T3@3%fcw(Bhj`c1YnMq7F=ZZ1GR9EN#v zGHhtqff(Xm48&3ex1?FIn}4}|;IjrOqllkDB&VPpC3m=wZ}j*g3$ zrp9^?7D68cK5Dzv{flfTLs87EpYhFXZS#1eXp)&&mr66nbc#Z17d7JxRk{)du40%U zXR-?Lo~Eq)I$IA{eLPMA4X5rz?!g#PE{p&*v|VuI*5FduSjY`lLVg^r6Qe#YonR{h z*PXF`UJ3%;pn=X2#>ani`^*g`CeHtV^f20bRRppmgt0ew-hgH8$#XNTQomUNzbfY+ zDOYm?LKr=1EY&XEFDe_GJpNZlkdC zMn${rU2}s>0wj2{QjRrH&G1bjeV`x(#yEPcKv||cOMgVm?VLDzL~zM9DdXez7#*&n z#3%yCC_lSO)Pj;{uS^=68g?reNjbj(x$A`E|AYCNBPN}j)uEFG-verK|UR{z!YRq?kf-D`$;$7$0s_> zrizTC^-_bV`+(}>RjhuBG*L7GB?H{LPfYspDCr2G{hueOKg47$E!8frAs;R;@qau` zPP)IHZjtY#0&j`>C(zR<%rZy;vlhSPsKhZBtqlaWqK2hKnY^dDZf&K;R95CYT1PW} z8$!V+B1x@FWM4Alpx3vw#8VM@b6J0z_S=m#ddB=lYlcjKi;lmoxOx+pk$pEUPtb(U zI-Ve@0H%i|cL4Ft;_qGsvHbxWxRe-*dBw$F{%+2#M;tEVLXZp;VE9FbV;QBRi$G&; zhoQ0bs`@@_DorZo^UpT?kE62+sH$6|=s9$EcXu~R9J(c?kuCx0?(S~s20^;JJ4G6# zOX+Uz{_i^vn}@y6THiP3m|KgZC;hI%k|@cDMqn%ovw_10*F<0JHwJ!J9D(Q|Ii8_c zR?5TTdAUnUk*iT^C=FSfVlpc`I|*-Zd_YoGSK5Ma_wy7GSxB2giDYDD_AT!Tgu#XT z8lW4SO>TzCa2~dhb4#*MDNOmXWe*1L-yuR&aDAMVEg)FPfb?Xo zanSNIeuxr{X@`39JYZ`;6?rO&u3fO?Cn6)kBIUBF%hTXuw9A$+NqFm-a;0=jQ0!AE z+2fzN9>k+7E92x83ENv|fgmaUWQAgL9OX35W`Ra##FF?#vy-7fdpS@3PV&*`LR&!r zI|7l)OpNQ;1u2R|vIuiIa3zj3_h00OyiQ}7lSa2(hOv)vU0d!K!|--$%wKimSmEea~pt z{DlUCwaLdA>JEGrJ+_g*L{M(h5wi3=wx>8!{G699Gl<9)epk2g7mfUVl3g=j3=GV8 zkC*J^n=3M{1>Jp|po*xeBbEczg4+g%V7YJ)Kn!&DtHZ(;E4(t%i$Bt8kLzgOb&5DP z(<7`{aGD~dT>&zbVozb)dU22 z1QIMs{|zaEi0wQ7GfdI_=Z)J2G=qX~rz5Xfxw+Dm$45uK4Y{{0okvpa{r`1Q(TiM0 zI{EncC^EE=$gpMztq|9+$@Q?9%BqAns<;ncc^lUq;w3;;@e1aA{9KAu){lI_^pP4> z|N9SzjeKK#XSi~bV+QZZH`@t~cHv4a88=e4THN23yDPBbh@2IjRL@x9w(!jLt4JXB zflDq869%)EE#p7;w)~C8e8dYIqyx;KmS9QvCnAoL1&O_dAyd<7Lk%%)WPwCii(CtH z!{VwS7jx%AjDR+^K5S$18h!D_L36MO(!%D0A2HI3rk#+$B3ZJs6jDiqBaa>(GJ~R$ zGBWqjb*?wT+fz#q<*Ap7nOXxJ1nR`S=Ju#1fA zk2HHxSzMAYrkNReMj@Q>JagVgl8ChVYthFu$@2E|?Ce|TQ&Y_lD!(78dU7)Gu7u&p z{DlL<#>BBWF#td-z_Ly@pQdJR=92BI-JB*-BPhNktpI~BXp;MftML{@~VOIff~OH#5avRuM- zSlQ}T!3!vALdAr$NZ{IEfRYzuIe_$PRO-RtNbV7oQlkoP9(@i(F2s~{m!4T&Ajl&b zSzl)XmLs z4!?G&kr{`>JULNV!xlV5Tp3-Wt4Z~P<4dg1W;p&QfyT=ZkeUoZWv;VW~B- z_p@V7OAt<)H>buzH&EHp>!K817r(s~OiryRcxi>wkFjG<_tR(mmJ-TN1vV+CtR#o0A%#Bk zQ?ODFA(To|Il9pnHhB+5y8hK?L@7XvPUR;|1!V)r7&>;T%7EMVcfmI!gCIS9S!}#K ze$dlDq$U`M7ZLi281_k^i-xf3H6wH=e#l`%@M!vn02MR(SBVikEgL}xF_%#BgbGR+ z50bO&W05q|c4A?!<`_2n#T|&;x{?77YkpCH!H}Za>`OH6L6yE(9wCjQC%N)?d93jt z9vw|+%%g&jqq1I8G|-23xNt>*_$BixG&WNGEp|9w>JIaNd1ceTzO`}KT72c?`2fWM z^I}Z!rFcUOM#h*-BE8-zb9J#8;yUlrEO;_3e^OBO1|>_$R{z4HARP%p=U*zW*_@{0_{v&tb8_&i zgQPe(1tSyZz&Cf*Llf~nm}Gz6FwXq9M2al2ge}KE$^WH{;Ych`HfBr`AyOVR@7O=k zyQoj^R(x7yHoW~B^LU!8SQ1h(a>q{06el}nO09O4hs9ScE7|8rwcPrR^lq&c5mSR= z(sR_jbxTJo{vt^yY0EPhmD@?ZLmfoYKtrFR5st{jdfB?C5mn^D`GMyy>7Vw31Sg_5 z3g%dBT}_QLfyoPNFiL7)x~xiky}6_ftL$%=4|b|8vm8cSPX9Xk|8yhLrl^RIq#B&) z-3??KBf)6>)`msH#*6w=UqDM}HWA()oX9%D8Gi2ZxvS!ErHIMd(NRZjb7{`crYnx< z3Eg%(Xj*c`y!@dpU8s0%K6@JcQe)6Wx}R@@BsyW|5@i#wtpb+x){ z*EZC#mUG)fv3>fZr3zW$VJsyY^{(8`2oQAIlU?2fhk9Zp_7WjP&|MQRRrPf{HoGu% z@y?d4Nl;iAE;zvGtJg31R3YSe!K1oXKy@}Z_a{wwB!CviVY~DfaLe%v1Qgw9k&@y* zn(`I>*Jxp2w%XbTz^%7UgR08}2GpjZ;hYsSY5Zw7`#`AK2j&}}s3COqfk1gCHG zSE5;UZhnKcikJLhtF868lz4XW7hQger>$rl^(_d&-s3g0^)R=i?%$kD-B;I|%NEAV zQ_tLR{_e}zU(Mm@zm=(r%moL?2n-Nf42==Y#sNS=z z-Sx~@khxP*mviK?9suncx$#AAC*~wwiN^VG{&}r--x*@}p#+x2@55_tWF1LcG4(*+~O#X}6Q*?RPRU7QEoayWD!$o}VJi2gaSpgV+}f?EbLyfQWy1gdT{e zF)m5N6-&nbP924|Zbsow8pP2ZpG>N${kYPOC9nosC2{%TnSn;4{u$nxa5;nDRFJ}y$T|YHU2K3%tSEd6WpWwZ5dFg1$Q7B9Ahddxrl#vqFJh zQ_X)*?0R=%{3-6{xWVP5iGqicIMhgWC<)v)g;F5F;aK8H@=ys&PO%IqeS=&3c)84$ znUM&|$=JZWoovSU?3y+zaFIx!(a}r~th=^)5w7ITUgSkg``L- za5w$~R~5(UmW3D>Rd(oIk&zLHQ-J^wkAPy_M_T|?@o0cZ7h7D!@=#LQfc^UVD)4;L zvKub?0M`8Zg?8zN8M$w8-2Bzx_M;)1^*a z^-$0GD}J->Itu$~q+NTpG!Ir^pB{O%_t`UlocDrb>)v05i>vfbl%iy8tSDx@X!9}7 zUc3vle4WxWo!J!FnT!k7aSp^s2tMM<^)@owAik(GCNPu4nB;qtgVA~rU4-kn%ua^C|En0mYGIUCTEma?8KeP_K zf?U3uoK!Og-JSXvx>0A91Jgd|7=|h|Y3UC%N`Beq5`Js;J<07<3}x*A_DQa`+EI-X zrxk6mq&_3~vGcEp(H~Qw2m4aj)6>`(G>P&#(U5eHj;6UL}V%RZv5tNKCb#QCF+$kx`h9&9mg|yNH%+gf**A!yxKRHZSG}(m}NY9KrfK ztAUSsOx3)fU8u0NVmp~(#vS6MJUd1wX%JYPbE_LFaH$Uj~_F@ zTZp@6F9At~buRv8ZCv-CMAUJ^Rm=FRmpFt;5>K{w5*S6_k}iI{{Fmh)TPAW_u`_!o zRD)w!9+GNpXDxO9V*w;FJ@L@Sg{3SxcVKw`pML_Ccxg9=dq&dToj)u*obpissj}Uh zlUq0z-S;T?VX5bQ$U>B~5iaJHQAVtcAZoPdOSE=9)ZRyCc*vQhRQ)@CPUQmyq45V# zpkqEP@AZZr=!W?jg5YF;k77nGIypIMbbr?6F;yAgKf?Ax;P>_~D^#hptPHvKHtb(% zXaW7VWj6o^rTM)8Jg+s$V-Pj47}VM=6Mbh4laYS0ahI^E`P$1{ig+mxj*ZHcZ-^>cqp(kg0oe1-bV0uYYrG}T~}(7 zSy>MEIqn6F-xJ=TrTMBb0=cT>O_o@HvU-H0vk9JfhHtM{*7W(m-nZ0Q=9AlK{v30> zFS(MTMh%c(Xi&n)ZntiRhZNc<#weROeI@y~WIrfJpBtjCEQ||J*4R^XD2Q@GDy`-I z5i7DhhSvJi-hBV^ z?u`Cl!ZW|D1)jP)hrua71)2`d@sF65m}vZD8REq3xxn>W@P!|r#ybW^Ba9;Zm$fV0Lof(6e-GL_6r_h*TE?G)arV^aS+ZJ#gS?LzL z-cK9Hm{K&Ort_$?&D6rku15YFGR&bX`84cY9gefs81%RI&UtRN)Li;~W+LJ?66)Tz zOOmi=IV}}IL3z~Aq18&y@)>nnD?Rr#YF4dj0}37ExoU%N+%KJssIFCGo8;@d0*e@~ z%6^kYvrZb-WSijy=lj>M!5Y6zDYIhnfXqy+%lKutfDHduC#}1oPTg5g!VoVI=T#xi z_1B1OpXX(gVbEuNrnnw!I<+h__bp{GG3M6gpB6^`y~I;4@4=auH)GM5^rlm;0j9 z@Ez)u)Q$o^ARQH%#Rvmx8(0k@eiA(eHsnplE-pM;-GToi8}za_X9Q2$TA%(hCn}b} zSS7>OV-J`E#@!79a^iuGKd#LIP5>X$rrqVmtG|?b4G#}Tn=;|v{p?$1xI{m)WzE3g zAuqwGzUUz?-tLhLKlK6otzzd;9d1B1E@XSo8E z(~?0jdbV>M2-#-~tnG|ZOh-InTzMYazIYG~l}s5{3qvq$rYHh_h$7)R)J}+j4T4~X zg@x4_55SSnUXXP@rPhdVu8JVe?Q=)TexTnm1Jgy}G+x!mFv5&>7txTU{=OZhj_>^p zl`(UCZ8`7O6O<4+45^Pr%jY@fLIKt~}YtIt!YMPN+b zM<%6Rw+37{w3NX!@`v7c@A|f$Tus!q+ojfyc~rwY$(|_LD%qTzYzEScZdWq|_f=I%l+K)_@-6Aw2GXC$+Km;BwsXP?>dav-z|&fa%Iug+$K z4VYR*ovt22ilAUI82o!I(yoJ8ewkg>*VHGBeQdGUVurJR{5~}kFh}!}s1`Sq;z9=W zKEMdwZH*Xx`-bLye}e1nM#2>%7k89Anxd|r_FL}e+#2Pv*$>#H?EGM^9$fPcE8Tp5 zy9a*#s8iISsOH0XOs2knjuQAeYi06v&ey*w2UvEQ3|cxag636U z*SMW;Cj+iX%<|hEe=rENe%4vg&^QUyiq(sE|U zu{W5k`ln9_KZI{)>c_8lzNb{kGFB|!<^6lY+4_>kvlTUvqpA~SaZm!CRQ}Sfwv$o7 zL=x_qh;9AtB3m|9s0{!WyJ_>DX8~Xvn_b07&x3#?2gb(ca91@&-l!&{3y|9>w^ORbKH#{ z5a7W5j)e$jV`#9bMtSISHmEw*i~h4vIf!ZaBSS?NIklf<+7CQ-vK%=7N%%jQU=tvB z^~45eSHDp22=pUx3-E+AYq;EOm^|G^2M|${tfr&I@ zirl*(0dTg<_9fEb3HHq}|39w$tGa93eOXIOLNlox0+FRK-?65eJBXP}KpZqnt-S|* zQg4%vQZRg*yxtd`JVJ|5E{GTkvZQ4%?L9}u>W*nMaD$*HcsS5c$}v>EI%6)Zj``K( ztK`K1J8upfuuO?MTb#fS0%D&F&@^lG9K1#=6t9M)`(0TfgX}#6l>FyD_ujMGYO;eZy_|IW{hOMbgBYCG@2KGpT}`pp{*BYw8IRaV6=Hj=;$}sa z%c9-UA}$?-&v>CtKX1X${aK0Y^1km^Dw8Z5FHoeR0>?^`&^{L$EDzITG+NA!-27&_ z6Ws#o`z|a9OrY1@0OUXDpcU18T-N7Lm}PB`8);oJ za&T1vLC5lbR`lcPVN5Wl9C*5+z{Q?`FgA>Qsvxqy*YRcF5; zcdw{daIlkmZCof3ut{n0@wpa!L_e&ztDYntLbXqpN~OeMVnxIj*KymGYO^o-$+A}R zRKzHb)iUchaFM3LJJOYtHQTLl08zkT(R>u*d00=Tk1wfoF2wEa$NE$JAH75HK%0`< zBV7zS!g{vLw2|BMbDGzh%3F%i(L z0v8EY_X9{|x^*s~w(3$0`;{0=U}^_u7pc)1p-Je2Jg5Tu-nvxY{M6OCzhf!M((FKC z8B;N+LHPw#LK|e%S963xMeIfYYjZGA22p)uip*Tmp-Gk-%)-`QXppa0am(feWrWne zJs5j}WDv{g3NYJh4zm&Zg_+crK5TKSI07etV^( z(85Xhm7?=}#SlYPVWMQ3Bo4jc^`O8p-*?hY;u+P~>ef}7t5TnxLW8UFXY_Q1w35VU zPsG8q>m=Bpb&m{o`lgHfB6%8}-S{HWFogQRi4OqpE;(@2n@CQXH7vJ@Fvkt4k;+z? zVH>4G66cJCwi6^SvB*Krx1X2tE7w9z=qHe%u{Fy}Xafx&V$lBs&d`J|ICrYpEVyBk zW?B4nv;Ce3AM)NGDbG5u*=$!D#j1ZcH7nxFQ|8Dc*$l6CH(`ApLEof4!OHr;C+3|S zAfb(vX7J7pfeURjBLb$tMgVGO^7X53TsrTtPV*<@ildX0n}1&9e_jr_ed%)6YK?cL zC1nv?DX0M^AIL61C3#L{T5d&)$iht$EYHV#D3DmQ#}f9usbJR9QHa+T0(VGQ80!8^ zCl1*}pHh8%Yw-T^Go3_$SjP9ac?7E`A|)ABa@?oS@c06&%z{Z`;dGcU)1i8UvntG710xDtq(#lNdFL$lS~40(A1BUoV6;@7laY~)lK|TX9xdfuxSFvOpA_}?aT1R+hY-&~!l*{)s~am9 zS8J3-(L`Sy)-Mc~cK3Fbhc|$tb3VIu8n2*bw1h>*sw-C!!OY$!tuN7{8&CMz@0ZsX z?L~&siwAU@-Sk_fgr6kEbZ72Npp%X?mk!j(~SqR(%|@v6dlr2qLuw% zv)pjvw`Vx;*n=$}g^W}G?@5$Kx&%#%QqO^E?8qpk70={4Zz-doBc}bffO;=Dn#tr4 zW(5Ee{u3^8^sfWou;&s^sMGi3u(UMiqUcvS;*{X&+;5HiE#j7TzyGdMR*1sE!6zzC zTZny`nqsxGvG4oQ&FisKpqw<1fN#5HV2o%`K~`}ym|YYV}7 zuo3)1v-)N|yz2VzA~vf#&_gKD&aeZg(p$^e!wi8!=4#=9Dr9{ETN+v4NX@1K2Rsf= z;0*t9Ky)b25Q8iby7Fs{PdX_0YcRQ$2PWE=>cCHxQ#p#fLb1fPG=)S&!{cA%*|P~6 zm@MW)33VZ^e%*$N(Rk)T%jIb1J8(>aL@2*^;0`M#W)ZE(U2)+0#P_a+nwM~ZEjuM-u)eE2Z7aS$9l($uR=66|)9$?4=!ze>ctT-9I zaxGL^eQG2(n;h?01mbdO4<3iu?X-S(%yA_U`OoUVmuqX7O*(Z0hNKfUN$N zvO(yWkU$rXA%D4mf9MrF6leU5}~kN_f{C9#8o=!ADb1tQGWnybfAQ^xClTyVE5B*xzU>X?cTj-6dGgZ50Ls^cL1ZNqBhkZmp#d{^rvef1Tf}*X990atI_w9GR4%Ysw!B zN*1xw`J{3+7Z(3{v(S^oB2Ys`>#S0SyXYkf@ImrUM#t#S`s6_!=XI*O++@Q~=J#MM zbaNqr^)`BLNI*_LuzCJOANC9%aw#`Gb(D!f=4}Ek^JJXcOjg^&0Rw32hg(jSmg^mp zk31*RrT}Tokm1{vCE%;=c{TlMbO*AAhmR|QG230sInpuD)W7NEWZ01mxr77pa5JdW zkBX$IVW}ZbVl}gzwl6nWw%A){0X=R82TSHqJx>d)-MRd-{)#2~7>P$EO}Fp8TsFQc zQ@p=sx^F_G>)PF$mfLEOG4TC5<0ls-(V%OO zkwfNfZ(@#ATJs>6+^|jk8+ykvsw{R^=!ezl&15#ezsAPzlr%w0V#=|EuaAku`>Q~Q zCiaVlpadem1WP(uI$2ub*Sfh|5m>(R?8`XK(SGKi9^tMGBt}S0&lAgjTD8!0DLWdM zzqh1pf22wjtUH*Z=2^0fa4@mQc}7f$I4b??xhfMSA<(-9wX{LJd40%;g3QJ1?4xT~ zfTJ)%+ybwTj9K-qFf&f|43X;Yv)uz!0Isg?>!@k$*fFEfsrAg@Zmt8u*~>HOk=4Jj z5xNj$OE3-8-2*_+M(@V^V|%rGb8vA{p(699@IPl3J&c5xPwsN6r_ ziq#pdw1VY=^C88GZ3N#1C#<&jtZaG|cV5VWpnu1oYqriUSoYrKK>-3H{cjP>6Ewj+ zuc!7Nz#KQG!zW=fZAy=(Gp4MoO5K1_21L5%eg;5Sq@nMfN60E~ZPWu20U!g4-k{@S z9Te1C>hBSd=7i;GvAPd_S{NQ)^serLrZ~C& zZoA%xkC(roqzHO9SOQ}!G!k1%vLBS}Ht%4tR9g&lIBp{0PzcCNBJ%!#86n<<)C{x` z!q#s@+zs4DwcrT>CtEW!1ZD5>dB>He^xZ1;>0Zb?Xt72QeTPOUz9Aq6K`PYI%*+Mm z{V{W9SK0podD>&d+GB;;Flzd)8P>pZHD?H4^i|5|t|(8+yAgn;PO*^2iW9uBn89Nt zwU-q7jvKgeG~6)CHW*;2Vn^Pm`;*WxW?QBzL1Zj-3PfrgWt!qIicYz(($)|uhH^`4 z-IHID0vVYKNGg>j6}a&q9~?c_chTT%Si242Xx{I;-bs9JCk*k@2n3ldXz3!0vxaS% zB9oN`$Iin?Os1DUGLENlo_axjQjZgtac{X1<*MSg$WDGs{L~>!r>4O5GjrgarF zWb%tXr6|A2GC(F9mTzi$G63}&G1Kn;Os4MJE1bUL(1OQqR@`l7_FLF%%NhIKk!NnP zT-kiTTcaDP!_;T30cV4r>2$zy_Iddu2Ssm|_^wlk4m62T!WiziNJ5efRL6sCmI)Nt z1U9}I@nlBtioe~5R+;AG;>C-JkD+44KgEA|G2tY-x|_@bI$Y(%`bBh40Zk!d`(~TgG{3UBZB$Yr>LdG)3kI_)z5)$*^pxS z(O{LQDHVJ>Wvb^KL4j$fxw>>b5+>KUks4S=9a4%P(6#-6_=Ly7M^-y4r@A_LSO!hFA@? z%JlcZ#Yo|0#(L0Hx}6;n6<2iZ_dMV7sdE(a!cC;6B!cf##a|Ua8-LR9nbe6h8Tp-m z^mo!a`k#FX*aFC`|NVJHnpPmD;Eq~a(0-8GDNPeT;MZZ+Zx_TA@k0z5xmQ1_Cb>_r z+HQ!F7Lxg2N@rZF8_WHVBYdX|QQR&82Z&IUFg7>$+so_p#|u%>2NB=~)Ib}%*gqWz zMTK?;@Oj4V4?yZ7TEhv=@NJw{w)7xm0ZPR|SnF>}1ymh4m;-F~kIs)WAprhmRuSv% z0H|2#3nhOgI5~?z(j&^)F>Y& zM}L0~NePgrQC!k@LPIh$yrIW38ZO_Adv|<5b{N}Vb6AZm+X39Oh}vPVo6Dvc1iH}Q z2{&@OtmGQE*?XS3&mQJaJ;u57VzfH%a0PCT!wY|QDcM?$NC3T#`%63YfN{;s#Ng=U z4Cf+wo0Hevy|(Bbv&ygwtmXSEPoD3@ad&eLt38f9MHD3~u7!$M5aHBdBBk1%r`8?=uC0H81sRY!(_3#kYME zJVLc_wwM|Xn`Ofjs)cbF8mw)oFOWX2PWUv9mTI)ktAWgPee0qpejBZ^ilA@EgbciO zN**@;hf3fWkTiB(0q18bZ<5X#IC|u8aFc^b1(2syq{__ht2DeMT6frR1&S^(w_?)e zr@iMskSWVPB>(I26OI$UyM)40)(75V zsRi6HG&Pb`OcZ#ho+^rIF3BL+B&QPfYLNMhiw+T1Qhn`9t}O5dRuIl=^4pGA;>i7} zLOtpi^0sEc=mU8ZC|v^dt**o>j3$np03#wd%skomrizyS6Md|&J~-^2mkJL1yjnYU zmR%c5^VG|=e$WsO3MBvQ;?4+ZYVD3{^m+Apzvc4xA=aJ_*o~93!Q^w@m<{m##S90O*Zsso-f!A1GoI!s3SdOKwodyvRAKWMMtGD1J#^+ zvc1AT{;CoFZ%=S)$2iRf^{Bp;OGfVRUj#};VQ8T=1E$3`O_f&9a8V})k(q||cO*0a zy@i?mgdmx-7N{f^#lq{c2(w8QUTpV-c~w!SWNUtDxZY8@nCv{dk$i67z^-ygo#_AU z)aXc=!#0#ayB~Vo;A(IXP>s>qH_2Qb_FLu9oxsF@({F*@c1=axsS%K61~c$Shvhhr z`t{usqQRhP$C1YVAeao$Du@2@AjAW}gutPdL9$VQ&08leYk-&PBnvCbH2@lb$p!Wj zMs|lpFpSrlndjzn;39f;XH1=s&(4NV-Phy(yIKldPd3c1|7KyK2pwi^p2P%Dk(=uy z;AAI=KjZT>e|f3wgTlZ0qGvpMWYC1fI>id*W_-XB9c=<97?)!1WCG>=1V1;o5(b>d zr~x6S2m{)?u=jmX3e#GiV)5+8LMT8iv31_ES|UD}%$H8hRw=cyUgzyf)|!T+PcOHE z(+%BV(L5$i0mqdsh$rEy@AtfFTW%p?&C_RnGckC@5`&#`x%+2>rCwjJ;t zwN3~X8bsXA&J^XahsfIDBpk&o0Z9W1PH+)OLZ^>eVO-|$R+KFqj4RX@y+?3ngivD5 z9weiIU}H`>8myy}zdXf^*VZ2uWyy?T$A2q#n0%xY?Z25s0fnab?BKTUv@?i2{JD0R z5k2n%^a7aCl8K6CeTph9TUf;}=XF*j#NPZAnb`yDwn#x*bZP$#l=zz@l~_tFT3&cYs9Gpa>MgQ$buv5eSuR$ElPG>~1Kz zM)oBIh2n(=oi42EiadnE&T`5Av*)ET$e8_YGgBKkJsIB{)A2qz-;9>Xdyrgr8Q{P8 zkjMGA0G_Ph@A({FCUFlD0XZooTer&%wflN=6O&@o+;A<7x2tlN-8duVNRE#hv$vj3 z{+5QjVWu`H6qzua8U-6eC=XdCc zKI;lydoHJ;c;3luZVORW>$v%G(pin2y*!194iArflSxijpUV`d)EYE&d<}>@3aY(W zj`n>2O)>tRG93o%#%F(NkeG4_tmlLd?H4R`kF+GT+g3dO_UTaDmMYF(q^0HLsau0a zcC^Wga1n95??gAkRJx5*p*6=UsF3*|4x3b6zib^NhptPxO2Znn=dgL9UMiuQC-z;p zX8kJp(+_{yQsSh(hZ6LQSoH`>oG+Z-85oX#_-sNLbnJ4Wv%H+Zwz^h+!Zwx^;UwB= zen%_Cfr%YBPVR1d>tWrF6A3!N6*jcL$!2iD4DXGtjb~T=$Q@U#8wbCgMa=8~Lj%&! z;Vn!sG0)sckNBG8PHP$^uxn{)IX6Ea%}?r2)qTHlZtUWNQ|aXe8`kvvm*I;Q}m64r&bDeXo^WhD8^TVFwe}&Gm=MPISz#mgV zzH9T)P2b7VAerC=^yxE&?yZvmZaN3xy18R;?!%w!yzC6XmBAHbh`p*5i$fz?6A9E5 z;kngp>yPmt9k1l*pC)nNu@Yj+lo)8TzN}gS^Lao|JJ6(M7+v;6kymkvSPNSpAgkjL z?*yb9!ZKF`B~3XU|61l^!VpNrl%`pLH(RT-P$dRnICKm#7-3f;CeO{{l51^RtM_1& zV)4ROOoB$Bj1unVW>+k+x!lSP@K>G1|9EfTWfCo-U$?WT!x z50O+#i@KD4$x$cD744IFREKLYrLwm8uA8V+(*|HJU0>|rcM&}M`ZG@pK9ju6%)G(> z`?!eg9G&IH>JiM_2u2+$M5HlMf&)o`cnH+o+R_>+Wo^It_>f>%Ao|?R=k*bm<;6v2 zA_9w?0E$Bei7`eDx{SL(*@VicoICD1-!y`!ivWEA`wU`}GIZ zY=<30kBdO~I@kA~6ye-<%!(hUSXqzsdhqx+Jc>Au_1~H%fQ>gQ-19Sd1n!p!92FTd zlkJyI@i1IA$(+%BPSuN`ynozM+rC?;kiwysC}GW`(`qgVr$#lO_)Bw_r`pzVgJMiZ zYw=C#H(XF{`9Yl*>q&fCtQ?nf7lDQNV#$T;O;`gs6n)a1`~J5p=X_e=3H&+r;Au*h zaoyF0ElF54Vp)W1<3{$~T7-k%_N&JCMz(##Q>~En$LA*+y%K&&-MT-ROwg@U<^hha z#fWg2knC&1Rx3>A+~YZ?@8M3dhXsq(5^O;jK7>H*nV5B$QyY_`^bZ!yWP>KC{HQCr zE!(?FNkM^ZounEww7^c{qk1uiph%>p$hDxyb|U+*62C9D0jU866){mbkI*S1^C+qN z3-pqqKdZ=10Xi}Q1cU}V_~8u~B>N=eeky5W!~Ex|xxw)Tk$$VC=au!_<1K6J;U8}r z#reJ8#R14zfV{C@aL+M(>j{mQxN~20QY8tc2sr%cmNWKY#{vMPAkbPQZz7(qGF8PLy-Q;QNo0$u-W_WPC!3~2Bhu=2|otW_jl@fzEXfTn87?@1_La!6(@f(~f1&YFbh z#tD#}1P4mZ#2w9r%y3!vVhBf@-702sMbyr5GjioKO#B^K#qMyXimUU663c36Tn;Xi z`{m-+_+OLC2h{z+J)+uMETh~z0;Z378i8dlu>3j0X9gXYRhGgN@bkX#_8z;$4(G!6 zfKpWHm*@&X#3nqA%i5}|&E>64jf_Gep<(M0Rh4cR(JRpZMA02_qd5f^F(k#oen$cS zZiz;NTC}h@jrl3sE~XO{_!nu(foo8~6dd#u$|EqIMYR26F(PVygdBULtES*d4qki) z-L>km1g}@b-P zKN_e*iQ#%HI^#69+w`Z5nJ&WSyZP8n0|bnEU>qviw{=&}GM zmTy`4Dck>LzkS(0^q6528Met$&U9j!#aagoV+8ug%jNIJeeZb3W8YiqtV5@fA2m!LU+8N=1iypagx6p*Fk>Y{a;T+9W_>O^LojjRX($Q-l~tOn8VdChM4So} z`+x`zHbaLo0y&{4n>{W0_TCZAzc$H&8d}5{Mhbb0f$0v03f!Pw3r#$W!ts$mtI1vu zZ&?`nue>*#+v!TItIg7mjg}uS5z*$$G(U!`iB%jw=n8 z08+TNVy1S5^=#I)Wt`L(Ayw4>#cb)3AfM|`S6%nF+5T}T7VK17{U0q!f zL#Ds{P3r_~d+1k^DvE1o64X4G6h!*GWi{Ro8MYGq*Bq0^G*63(nH?kcX=)yeAwMpZfnfT1;|zwhB|APp ztPSP23r0#Wuf!Ml8d#>(gE%`G)(;4W3I)(9+JSO0k18<`OQzIciC@Fe=$KMOS-rSw zR-jeBc~HQmw;w4>_0u}kE~53?_9Xw<8{=%9&EZFfN?k~q1aJHv=ly2O*;5Klks0dy z)zP@Z_Gzbmf;*E!YEf6dWg(0M^!Y774At*3bpXDAmgKzj0VQ&PpCp|UIvEyMgH%XW zx|Q9WZU)Eap+-HUooMx#>bm(R!_|3_FG48{f9|mDic%TNI5SYT!te1H75+s8xD*f~eV+L5)N%2J{j1wc^Kq zFMjRT!A;^1=%`1HUr=SD9RdnMoClueU1|PPp7#-k{;a7 zDT1^8JQ*`LhndH@FH7S3+s0u4byLz^Iev~%FF%B?>Pr_KfGzsA&cRRk>|p0%(ciAG z>tD3PQt6syA6yX+j|_8)h|m^fQoS_;yL5p#njnib3<*>VR|U__w2SO&w;*8FN# zuc{CUyGL!D43koP+3GxV`Xa#Vof)~xk$Bo)F0a=qxZ6)|;A2_dISKzIUb46=4W^*+} z$AkhEoiQivhHNiGpLqPY7BX{e2z=0Q_}Sw6HziakX4vtgV8SRcEEIQrjOirJ3Hgcr zAd(TS7L39N4-{)?s`)Jx3`UGK424w%1s$L^D_)W+&Sh1KiYVPHtA6YpzyxGV)C1IJ zVU|^c`=sa0^0Mk|?#Zh3mcl1$+DN|W?)LaUuvXcx1eBIqv{p1W;x{x2GC*P5lEENK zq};f+yE~zOx&Bq;FsCJgzO>N&HVl)pn;FEB;-f1(p%oJo^Tfv)45X#!%53aNzc(Gt zZA#8mH4$R#@IfPCY0?eBln6%0QcY2$xn#^UT5*_hdr_$}jPYs*XmQT7qi9cLR~AUl zaQsd9UfYEh(=9babRlH-i;2T}z)fE*Cek{)^1^OUMkYjOM4m;%dAT8<5*_Nr%+5ek2J#QPosw{CbhcUJ$-sl3>}_&ixJlN^R^%L;gIr_ixcw|zWwi9PI&b- zzi&UrU2q+y$DVoEDqz0`^?0)@1Po7Hp}dqs_^dWDDg4?w^?cP_nU;^nWr?NTl24o_5QBKCJA5tc zT5L4$RA@t~u#S3q;35!voWAP~Aw6u>ojzPXWZP~ik-@ibz*mqGGou3r%8J)loh6YY zoph6)m81QzjYt;{9m!}D3LsF*w2#_@R{k>S0#EuZ9s3@a%4|nLUP+8WaGD-whA)u@ zb6IG9f|4@n0-R5=3G<0;RESl(0*kEKS>GQK$rkBZFUhO1W6FdvcGR$ifxI<$#PM{o`JRc?L>QGAaNiS5YxG5o*4#Z)X(2S*cU^z<<%{P7(S;SmYtD6Gm})CEh6wNRWb#|OuC1Xzh)`9 zvoz2~+j5j<$LZF%x3mfuOiGjS4hQtVwKQSly>K9bq-yn4?*wRqd``h!JU23I`qTsmjtML;w^avYEIidw!|Fhhyy$;0ld$ywe;&pGySrIsP1>h7tJb z7}yt6?OzYQM>Df;M8v`if87fmt-hi+Gh60={+#EU^P1UR5xov>j~oc}Kh=};L@~4m zE@#($?x5_ryNh-hiV7RMU7@0u5`vG$?I#jo@GDTqP>`~6&iq7g%gWA!BTFo)+}X}R zi_^BAOQcs4ifb03G89FL7Ai|qt`zqD_5H{q`wI|zmaz30%?0`=R!W2XAA|~*cuK@G z&yYnRyG9DB#wdk@qdi$bGHfB5snzcuu03i9EjTolqWt!?w2bgCx0cujg30?T(|G-c zbQNLwPBNayT(tj3!5#(u{#zcNiM^LUl2Cjd7ABu~Z^w**6OCdbJgE0!7L$&HO2Jeg zj;rIF6Uk{55GJmdq=!QvOV3&5OV~wi;oiNiX_8Ad-JD!xR+RoiuEpH5n3Egkn;I-cvA5oBhy_HHI=N?K!d?RH|Z3`|zQMkGyWv&7snjeV%q)%AGE%EaL#&awloPCb74 z0X{!&QGtJv*0oDS{!-NZmIO!x5+cC}b_-H2RBDZ$;uw{m{Q8?(VxMHI>?;^?xHCq> zn`e*2nkK@IPL6;Nh8*y#D+cdAUmZFf;cxF~Uk~CHI}D2e(Y`m|ycrVp902-9tdg75 zQ$$6YriYV8=aa)h0t^0gkVKPT%L&UTtxwrL_(B5Q!_cv4yg{9YW;y!U=pxqnssp_v zd)Szmv8UaHorHyt-<<}|WJE-uY%mPc_=Y2{VPedJ{ahEdLnyWi21sspu44ZcCUfc) zjye^4udQOWP$5swh#rAICy%>Wn$ycVe1@3}cxlF7BsU{S6VIsb7R{6>#_?{Jg~Mhb zHNZOqA{W_+B#@PrEn7qHV|1M}3WD{0nqB@D*?diaM~DZZjWki{x6l#VaomkcRpj`{ zjA0-$NoIGl5^6)x_IJq5dscvLeZJ)pT2)dtvoZ@-5!VmZc}vgkvN{^ak=V|(5Z3?L zdU?1EFd}FXkEsmER5QxyMu!X=XH6Y#C~_d09eW@HW0Z)#5DInCM!U90MfD{jNW-56 z#QbPnNLol2$0xfSfLRWc3IOaR@7cV6wlOp0oW8?|v;QX5PR1qg|p=QJHm&7DY4c_;oY- zaF@!4u?27>R0nG$Sto#vzKjCGZ1iZx_rga|dytE-unAGeU>L?#cChzyc@mpHA|c^x zFp4kCA}E0$Ptugs#0ljT#?*B>^Il7b!4)wams^E)>Dn1pl%s1z(x}NU=PiVluTT!R zjX26)Vzrbbgsk{7y@-bo{$10AY~YuH7ocglPHy(SPWont`mRB+e1`?p%~%h1*Q zD!ukDUV=FB*0(F+zeZoq7EJ@zxUAZ!jIBaGM3J8N3Z|))p3E#o#hSLb;{U$=)AL_i zypb9kk}_@t9#s_s7JHbHTCL^vXFlN3&bwbH14@M**p>cJJ3BkfCWD`%BQb+4nd-Iy z0YmU73;z7yJZrh=(^Q2?PG`)Epu)Iotc+_k7?allxaqpyMXKZ<~E9`rX`O%5D)Q)_mkC32?%kulOPMhfyZn1P z6;s4Sk_0Y84p=`$wnxgA#Vhv$xNLpCc`eM6r+O4q#hPzB3iia=_5T4#H#pmIbo;l1e^bJSC>{_;KRJ=KU^jzCIq@y;cc`A-sk`Z>j#VB*6;YZQ!e=7 zZnr5~4K-xyE{?TeDM1XvMGO&W{_tn(PQYDS^0$jzGjkHF?K)i~ArO<@IJ1>=eNLCs zUIM%ZTaXeZiKdlwG_B7n{cqJ>L6|K)NhBsZ7-qQw-=^u{oZsqT^#`uUe zsJ`p=2_*hG!z@Y5-@)UhA&F8CLElZYDk3Qs+@-#zt}YRf>!x@mFX~FG&N9W+HZ2Lf z``4~Zl11+p|F;`o7|y1o=gKc4iGKGfvzE9R(@inyq(wh2MXo|wP+A~)ZcZdW2tc?1 z^FovS@z6aIFkF#wruxD%RsQ5NZ}7jn)eE_2D(hEY!lZyHGD9M}I?wy!LdanV9({JK zl@AhsgxkRcP{#!v1)_U}Ea&&pt=WfHoSA=oWTc%sCdvi}20Z+N}8cJzBFIdqgmvNL3zM{;d`xqRM@b z3GGt%eBY%FFdj78d|v_omrZi6uIo`yhL@QW|Yr) zC7a#u_`9BNbKeX$7CHY8uD)H%LP9Z{Tf{p zq|g+jtcw&w#yRYVFJ|G7YvdXg7#aCMrRm0|@ju(zi1As+qVfrRN3YGrLD3rC+WI`; z=U-u@MxAVtxyE}6(x~RkA!f@5IZm3*evI+8fuzXSVBX0_BO>ytA3+zo7X9~bORWx7?f2qkm@ZFtQ}nIJ1O%<}u&JX_ z6fJ-MI2DYx&n8w1>tn$iST_I%F6rnnm+!DY(9ndqJA1he?~SnYw(t1?90R7hH$Pkf zGMmUzrQT8w_2J*Y|C#E9CMEHEZYNH>*TCkzX1II(qg%{2UNp>3PG@_+yTl&xzYH7m zwV|g5lA%RL>e_z`|I|ttfxX4v%0USfk%Fi(GxZU}c8i@Hem_Ab3r8vl9mWCfWtW}ct8oaiVOPSWF9+i`qzDtUvA(k1 z$v+}lg1>!lmRINa1D4{u=ECFQ@UWKHwrC1=ZE9-fzRcENYfII7dJN`ZlHH@DA(9;y zD!9Ot{3AX!l&_6@feR95dmjak1>0!9r^@3;vKT!6l$7CLYMBqf23qBYxgzs(EAnA3 zlC)FJPr{ES!trl0Vlx&hM2^QLhCAa;-Q~B@r5Y|LRGA~hz1J*A@*;*+D=g4NPzz5N z{n6W`@fL8`Zr`v{(CZDvnMh%QzPm#Y#iE|M&Cvr@1M3lD7ISVz&JPrIxRqnNb!8cQ z-~6OH&+xr6bhZBz%K*U?ulvtBy#;&0_RCq9nckSBCq&^?p}+H(DA)J-2-4PL^n{G1 z>y2KVReL|v-uOA3^GPyPbt#teS*3KwYrNW|Kgl!R0_^?gcBz8g@&1E6zTcn_R1``4 zB=J->WY|UR8%eDE;4k@r0%$EZBfyk-qoR2C-CL`PjH5#Vhoxy%SN;zFgAw<#dI||* z+>J;%QvE*372;fU@Lpvz7gMaLD1N8dq9w@rKRCzr*^<@g^((x6LZBML_3R~+nJLLN zPB|HXC{1-jX1f%w@VD{Jl$(j$XPLSoO7HJG&hRj_OY0C;$fMcG!CF`dv##EevbMgTT+Pw zuw!O1=^I4x(u8oOg^1{j$mTVea@8Hd9_r$Y-6da@nKuA`VTKJTcS_j>gj<#oC1gwg zq(pVmExcS)iN{d>AG;Fn?=W?3N(!nneHSrB-HembaUq**U$7Y5nVV6TR93^xT;D#N z5>HtYM*53L*kVfIyN{+SJw`;|zzw?NuH$sg8{f?-$hIBiC^`BoJPHHr?H>Zw)*?m8 z7)4>siIfx>1A}iQMhU8M-6Ou{TQdUTXu~w|$cx#WybnUHxTQ{xPpAl?S`%9IzRce# z5x%*}m!yI}rf=baC0``_h(HOOx|40m&M~HaoH$~d#F7)e4LL81d&MQys;P-_uy#~A ztDM|I#`v{}Nr7>0QXnI*Y>60gj-uD>iu7Sdl(T_i(HIuT`1l00=y)q#J1cl97?r!w z9r7HI?qnRh(SwEKdR3s^QpoU!^6(z~{n;EYE<)@gv!2^>3Y0zZ(EX2fh)zh|jiGwG zw>*tHyM4G9N~!NvN)c8n3U=IzeAybR7mUN1QT|znV7T7l&pm~@bIRO+b z)D>SOyJbY)M%0riibG3FnE>{=5%67|clP+F$2fl(klW$BQ?L)G)6&v%c2QfK^~hc? z=X;A$aB;MYt;>17npHB z#?y2Ld}M=`r~5?xL8@}#YkbxOHU^Kr=N#DSYJwl+XX{o~pKyBI8We4(FGjs)eDW6| zG(SgMqUUh%NlX0IbRM@zzqPwb4?$eu&mKpTGn1clxKX2VIOEz=&?lPOHU_a9EnD2v zqZg8+ev{2#KMndY((B?7;WQ))Do=4s7^;>FS5!DPQobld+8@>;(1j}uJs(`eF~Qp5 zpPaW~Pn)vf1xl6fheamM?y9w>R#Vm@5tY9KKb5#IMx$^jdYG4yU8CG znu5|XN^ngbm%!+5zIjrB*0y}!iwfLR{Gk5lD1sSchG4^ zImriwB?e$?kH9bBFT%Mj64xa!%+0Rh*d^Q@&hR(!$b3}jVl!5Ky(M&kNOXg?i@S0w zVJhquQlxs4!l|c;QC2=nTTJXR?P=IW69wms03aZbCk)p(ckiT9F6iH$N*G z<}%Y-=lF=lP20!Ta&qaOco*@TuBZz%8BtHEcSlOrR~fHq$D*OgHr$bCjWgE&ipeQT z6m5zFo84c$%Kt_}$m8)p$y32W@NH}n!$zlJ?ReWksX|H^P9MG*lP&)=@PBYH;lagc zh5tpxB(7v6wT?rm@f*OwGPplgYFX=fJX~Jr42p~joLS2Ic=#1KB8Fqp4zWpx0=%>d zuhPa+Ql?U-wC1^ziS+*WKir~Hw-SZ4NmIuEz6v2qNjwA(oe}b*Z>?3FjU=o13|th( z9@e%IxXst}TmOTDO~?)c&!1=DIu7$T%%Pq$z%9+2=xEVk)03+^Ds+T+_1`?B) z5&JX(Jo(UsyHheHIr|tTOFfcIU9ih|TrM|&30mJWHK&IIHD!ZqoO%=agEH}dXq1gu zgs_m1!)btV+}q2LR|rmEHgK_#5;!(P=T5&fW5yBG4nq=KZpZQ4ab;kEREppQnGmXi z@AKbajRt=7DIk>pl29{!JMqKthTh2Qn#gSO4hJMCav`G9y`hNU{D;EWCcxUtaPrL3 zX6v1vHtobNK4qaoAB$OtAF_R<$n?9|H?7?)pI!tIe}aEj{J!vzf@ihWbmaM7*m;uq z(13@^Eh*Uw{258KeDbe$MD2!|p4Yit3~}eY11V-r{#3Br$H8I^%;af>yLHpQ@Dq8$ z`1xT&dRuv=;bocS3@%yd)kkjyB!vK5xr*B#@@e#6+0PmUMnoE>mH$9kYoXC`%sEz zY=)N8v?}8Had8hytxD(b>}r{>4&3s>O$%*CLTg1FUy8f)cH&9kEeE&d^SjJ0Tz!b8 z@UmWUS`7IA--){^#r7N#j|!D27_n=&^7lX@GEr!eI!r?=$E8?D&+ToZx|^PU6yQ{< zHt(RNd)OQH0hD3=z^b~=<(s3;L0vbuh;{CZ8z5MY140$l&4>ywQA*NOEu;3mYuAEC zejc{X#QSH!VI$RBWA%3OPhGRuGr-^rFmogqexj9VE7I&Pzm|??lU_e-Js7L1_v{BG zxp=Cuh^whwDfX0*U8Q>PC`d6}Fi%K-w9M+nMT}L{9Bbt3Q#MWq)biKNu?SFxui|Sw z)DGhsES??~m)pQ;^7HWCly3V21S+dCmabjCr3k*Jr{_j8va_YlG-62e7s*2YrutFS zUkrx;Y3mj*VpS$YNXUXNGZ7gBb@_$$w z1)$WE8j?v|BsKy^g@ul%KQ*6AQP%B=D#CtgJ3&iRIzdmtO;|ZTkeN+4DTP-^F{@;3 zOow8w^#cq-j1=!ay%D8o#)FKDllVT`dau0kel@HEL0;uAJLH&iqCN&H1)7S(}%v^^;^ZR8xfoH*t06sidyY>C5gpXX!kR<{M~yAkqX{i?xe>OyOmC|5XcE(_VLOdH{4zFI&`( z*2Z_8kKZozRhS6K;IY7fEuAn#@;`&hQP^}i6%5vZq$6&ClNJz4GtANZZehicH&-*| zXiWk&i#2wa9*keSBuT0Z#hu~ZIgRUIKvIOuz|@r_PE21V$G0;0A&-NwKLHaVs|o+8 zC7qFH6^+d))a;CDl1zO~K`}>*(*nlHUnMm=d!4AvXW%lx24{Dvq^Dy0B zl>l9hiuV}zKQ$XLq8HPH%kXM3^LivF9Oi!rIWWmiI@+)a!fElxp1+`X)+udkqn7$5 zg}J~IWP(h*R-DQb=$!ufu9qbdO*h5cE3&^|?BLlKxvjrnHp%F?FGl*8>w^v{Tq0Ew zrUaiY=5JVQ&UJUrBjO@&UElGT>WbDRj&?TbJgw5i<0m(@@VpUJ*-YXMR7;i$*UzmU<&7dM8JYucITq)9vnUsz>SU}U(I$vl>Y-^2?b3`n2pxC)X`G->gaYW7-<1K4_!HUay` zmeJwip*{^lek^tw?rrz`B|nI@wqqR=rv(7}i&z2zHOv$M!QE$2c+ULO ze^c~~itb)Wj30Z-4~@Z#YM|{T2|d&2*hz-RRrVZd;Y(3_sJ1*xtq7k3SZzxjuy>9q zWyOmEgKZOL$hKD+rdh4qtZL|(-gRfR58{YcKvuX1AyFzs(TwlGsd28>mWzepmc>NZ zPiYV|>BALIMlce1sPjjk&@g&uL(-Y5C( z#}Ah6nF6eBF;is9VVfW&b=vw;&v*+ zGsaPsf8kec#!6&{$l1<}M|^a65J`##@kUfeaG8_gMA&~GgiXBgy%D;AS}o3t!z?kD ztZgJpGDUC*SkPTRk@v-r@y@2)152f>_PVm-JhTKh3shZde*dWAtKelyLnf_79dChO zsmEc{j-^N`W%7=9v3*y2L0ok9?l^ipCOtRzbIqAwt(wIJV?lco3!XRed^~kl-t|uG z(BL^#C^hJZYzV6T%L^kc-g|eIjG5B3rZV;v-i-GyLbCN!YiZw6`G;>UcS>SJq{^(Y zPyW+<1fR*5skgf5Q6DwH%CSwm4E2_K5u{|nRnLvhF7kLenDPBuuML;=T5e#(ey1Br zR!j{K0d2hMy1%8{eTyCYUJ5>Y7I)no5PTZB3*22F2nc`vDT3QpcgfLgsdE4pF-#zY z@j3(CTo8bGl|4N-$I30NXvo7FWCJ(tdh^xdq{b^q2%WjHStrMHcE2g#?QbM_w5yD*ms zuzQQxCvP3PC}u>OFuxyO(#&B&D;mj|*h;|{MN{$?)MUCghNIaVnDJSNvVu?GU$bpG ziBlVR6CId6xREp%ZM-J>Xyf$dQ4A_eBXz&{eNw`Wu5(qF*eQ~7-#ClyxLAp+`wQpg zr=I8DbCQ@_wuQ!RHr(?S5|AORue9nsN(?F3)AKdPc96usB(4jf^LFe+wzDGqO`K38 zf6N9(dZukJ8gIu0Ph{T)ME}%!i3m5xlexxGxvn`LJ&?utn<6NWGZ6Ec+QqIIG1!_~ ziYcKEOpJ3gs7D}ckJN-ujv6w*Mc7{*spUBy$+-;y4xDjp}BH8CRIMbWJb$Iil)oPo&6+vS%$?&1ozz(&gian6onPiyZ(E0h4#9pQm{{Sy)XNzC z>eAlOZC)#h8ygRtkze_T@U+m`{rr(uPz|j!ShNpV z*X*~EEi80-Fk<$TQk0u;7kEfRE%L2J7HG^0Xp|XhBuSM-C{%} z@#3cu9Lrh<`uA#J0) zz!nyeZ=ik5_a$KrFAF!Z>&(Dfm%zcA_V`4;?Yn31XeQf%(SSSp!vy#YIW zbFk8(g5t9vtA&O2G@BC}GRmc03Qc*q>UJ{~U{}?xKLs1YxbQCeNOLYW9owRA$>$wi zrb>QRN-*FZh3J9TBzkbBuDr`)G@@xD{#5zVvEG?V%Q68@?Ep6cHoRf0mw&US#xq+u zvN4e6_I3gY!&j|g>^E&>_h}k@TLOLr-qn`X6NSxWHG)%jHSf82$CY-98AkqJt=--9 zg0&GJ#!zh7t!&@p*ENqY3hiMjVOe1Ff7Qh5Do78)Y&x{@^@V&1dpNuKR_NJZZguyW zzg4kRkH7KNj$6`;uCBnF)DJfc!@Nj?f_pNYA5AS`UqHs3AVKdYOqO_%ggB?6jHvMb8c!cNy z*k?KNj0dvvNVQ#jXF;@Ps(Ls$iEbV6=*8RibXl4YPqx6sC`jE1UPYvRd<6vgsR zS~ShEt#$BPK0}jm<1IQicUUs%;P??<45kV=;=8e1Eif8si&I=+WXajVDl5Wx7b8)n zfI&Q7zLTQKMjVYcBLotWa8R|ii3Hb8&n@gB7hIM95OCBBO`!8|^F~$Vq`7f&L^i)^ z{$ejr{rn6Y7z~s;;d{utEvA^4CH@wC(?s=@ozc7E-aX8zQp0f8d7{MWw$Ik|;_nAR zE8)CN`o&m_Wnj}SEF6(>sCL&{fGfKl)Rt)92!(!^jIEpV&R}W}x}5nC`1f03yjyKI zEH(JG_@w^&1qnf$;ZJ0O0ZA4lV*L%#C#-P7uh1z&vDLKx;BSIKMIVC^N?e*rjoU}H zl&u_wtQH?*d1|GKJXoUW%^L_C70IM;M7!NFHoASDj;RH_gRN#OtixSf)qgLo;eVjq zOV?MG$lR#ef5L{i)t26ebIgN9r;{o+j4F_-DDoT$ zcJhw?T-sNv=u>n%hKcgF+Pu~C^XgVJNp(B z53Yq9y#c2O?O0pmy1ck?Z|9L@6E8re0|nau?>P8`yErPPkNm50Q^Ot4%ve}`R?@16 zt*<)Qp;BqHEeO(2Mbmq&;v z@Vom51VF`htE_IJ(gEu#GjmIv)grmx8us#Y*s6|3vVvlOg{K#&o5unB{G(ruAA|qV z^#69n6t|crs&M+a{)U#OoFZnNO%Ms0l(BMBV~wTva1HuQu0~Dt3R^3#73WpyMN~iw zx5&6SIoA{NJd}C^P3$&311t_s238D@-|8-#TahH&=i~iM4o9=1wF_CO%eRwYNBYsSsEP;&CK(&YE#{6Dk~}ID%;9ph)P)Oqqu*pd$9SG;?;8vqZ6mW)=W%{A zf#-1L*2{+L9wC=2f@>`%IYn-*?x)dM9yVI83g8b+&F~2nZ5VIS#7t!N6{fMV)mCOy z$%x5E3uJqZ)p6)qQ}oXh^0b{ycNSwD)8&sAJIwp)UtL|oU2k-Cw&2AA5`u}?4JEEO zSqiF7s^WFdil{GAi0>qJ@g@v>Yo`8mh|07&&1Y4iRIepQek&6-51Zl1;?9W z2iVM!C)P`#hkqX>f?4sps;&$kiz=j=*FH43qs++^pih~n z-4JO1X&zJ9(E_owhedSKHB;7#L<^e*Hby?*t|?(X{d=7vo=hD~Oh0~p0eMp-kK z+8btC@M>6JpyLstN#`^>*qd&D-%q@5N@+ zG*B_?4G&kUJ@(ZL`%+57afns4Y@oP*kwZqTkQ{^Qo zzOFH)(NQ$4lSF9^TuF|XrNJ{Iduh>N2q=o^4q0`_4{+*D7#Zlvs`$nRb6yy))nR0@ z-_jhN4Cjj`WCiX+a@Z@T3W_M%at+jtYgz}^0>lGy*_tD`? z6=ze^@cxb>8PhLj!KbvMUJHJQ;r@EeJaHYmByiKsUE}_FV7J_wFm{-r|5nHzGz+~RG zq#O*dlNL}kcDx*`b6w|m(Q%r1p^kM%ndL7yDZ zy|&DhF#cfI25KALhD5u!A?JLaMqnra+kK2a{BD)#R|Ej#0;rvBr1Xtn;%(H6X^US8 z-~ay8)Bi5?QbG6`%Rp-F*Mi}q2G3(NVBGtm_0*1X4MiD74*c@!<4&InbGhGX5NO?~94w8&Y>YN}#A_hkPxw2L?hSA(crQZ54v4zSQzcIOaG1i;^V94-mQuMd z)F#V`FUXK#%twkc>YiI!Q{?rX4V=eXF&`U1u?{AT*8xPIsOM?T z^ZF8MOb!^P8?u z@6S53G^b8H>|+5+-R?)zxEA`?Z;p{j6aCb0+(G~u<<>Gp4Bf>(D`O9{Gbq4%us}Q? ztA`_-u)Q&NTRc3DOns6I-RO2ZeG_)38x%(S$LeP}_!Mw9uk|0S1~M?yT6k}MhpkBM z2EFV(B_0oA_z*qWSeQ7d_m^m5nGou8Dtq;pSC1A;G~3bL@Y)82PS?x#P=A znp}3L+bm(-m`?+KBL`pVba`3GUQ6mlugLF|k0KQejRc#ycre@}kZT8v?>u&`Q&9zn zf(PgsI7?n}yF{7J9pXGXlwFuF){Y(dvl@s#wH_~=&EIdrwX$w@{+1lguWWMChN0L= zh2{s(1{{_NGDR3Rd?_?r-#jb(%*=CDGxsx+XP34F2fg;d5C0jS)j*Jy|0WWPQZOj5 z@6q^HJ>d6M`da-#H2udxFn^q{gDSZgO$0|9BF%;P4_VdMOrBzXO3Zfe8R#@Y7@{OGC{-F}NvKbK!ugIuvMD%QG8m>0O(V%!whAkxxYQJi0h^(+gmT)V~8 z4gdbk$W8dDP!Pn$)0q{)`4g!q9uiPxbhRw>DV&CJbD zC%l4j--V1b0411RJNv-zaHv>HOSBos_DCpjD|oyH=nV#i_fa5D35gD%LylD^;$(lI zvq!f#TpUXqznT0N?f2vSFDhDCj6Nt8B9tvgL2P2Go5F}8hK>Qra4{7uY)*>0wX^kw z5X#&mGF(`5(VJ>$u}Mf=T^%t2N})EO5&?vcJbPI6CYm`un3$OBE=h}9`ArNtag*$>Ou@(P9Ifx$Qaeq2tRQm&#H4P@Ial6s{` bool: + return torch.version.cuda is not None + + +def get_nvcc_cuda_version() -> Version: + """Get the CUDA version from nvcc. + + Adapted from https://github.com/NVIDIA/apex/blob/8b7a1ff183741dd8f9b87e7bafd04cfde99cea28/setup.py + """ + assert CUDA_HOME is not None, "CUDA_HOME is not set" + nvcc_output = subprocess.check_output( + [CUDA_HOME + "/bin/nvcc", "-V"], universal_newlines=True + ) + output = nvcc_output.split() + release_idx = output.index("release") + 1 + nvcc_cuda_version = parse(output[release_idx].split(",")[0]) + return nvcc_cuda_version + + +def get_minference_version() -> str: + version = VERSION["VERSION"] + + if _is_cuda(): + cuda_version = str(get_nvcc_cuda_version()) + if cuda_version != MAIN_CUDA_VERSION: + cuda_version_str = cuda_version.replace(".", "")[:3] + version += f"+cu{cuda_version_str}" + else: + raise RuntimeError("Unknown runtime environment") + + return version + + ext_modules = [ CUDAExtension( name="minference.cuda", @@ -57,7 +95,7 @@ setup( name="minference", - version=VERSION["VERSION"], + version=get_minference_version(), author="The MInference team", author_email="hjiang@microsoft.com", description="To speed up Long-context LLMs' inference, approximate and dynamic sparse calculate the attention, which reduces inference latency by up to 10x for pre-filling on an A100 while maintaining accuracy.", From 882dcc6b76267661acfededccad8614db20c4fb0 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Mon, 1 Jul 2024 09:06:14 +0000 Subject: [PATCH 37/41] Feature(MInference): update the example --- README.md | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index f0d2e3e..b4fe440 100644 --- a/README.md +++ b/README.md @@ -78,11 +78,13 @@ using only the kernel, ```python from minference import vertical_slash_sparse_attention, block_sparse_attention, streaming_forward -attntion_outputs = vertical_slash_sparse_attention(q, k, v, vertical_topk, slash) -attntion_outputs = block_sparse_attention(q, k, v, topk) -attntion_outputs = streaming_forward(q, k, v, init_num, local_window_num) +attn_output = vertical_slash_sparse_attention(q, k, v, vertical_topk, slash) +attn_output = block_sparse_attention(q, k, v, topk) +attn_output = streaming_forward(q, k, v, init_num, local_window_num) ``` +For more details, please refer to our [Examples](./examples/) and [Experiments](./experiments/). + ## FAQ For more insights and answers, visit our [FAQ section](./Transparency_FAQ.md). From 2c486136d7b66bb16a2fcd108c8319e4eb491732 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Tue, 2 Jul 2024 03:44:27 +0000 Subject: [PATCH 38/41] Feature(MInference): add supported models --- README.md | 19 +++++++++++++++++++ minference/__init__.py | 3 +++ minference/configs/model2path.py | 7 +++++++ 3 files changed, 29 insertions(+) diff --git a/README.md b/README.md index b4fe440..822d103 100644 --- a/README.md +++ b/README.md @@ -43,6 +43,25 @@ To get started with MInference, simply install it using pip: pip install minference ``` +### Supported Models + +General *MInference* **supports any decoding LLMs**, including LLaMA-style models, and Phi models. +We have adapted nearly all open-source long-context LLMs available in the market. +If your model is not on the supported list, feel free to let us know in the issues, or you can follow [the guide](./experiments/) to manually generate the sparse heads config. + +You can get the complete list of supported LLMs by running: +```python +from minference import get_support_models +get_support_models() +``` + +Currently, we support the following LLMs: +- LLaMA-3: [gradientai/Llama-3-8B-Instruct-262k](https://huggingface.co/gradientai/Llama-3-8B-Instruct-262k), [gradientai/Llama-3-8B-Instruct-Gradient-1048k](https://huggingface.co/gradientai/Llama-3-8B-Instruct-Gradient-1048k), [gradientai/Llama-3-8B-Instruct-Gradient-4194k](https://huggingface.co/gradientai/Llama-3-8B-Instruct-Gradient-4194k) +- GLM-4: [THUDM/glm-4-9b-chat-1m](https://huggingface.co/THUDM/glm-4-9b-chat-1m) +- Yi: [01-ai/Yi-9B-200K](https://huggingface.co/01-ai/Yi-9B-200K) +- Phi-3: [microsoft/Phi-3-mini-128k-instruct](https://huggingface.co/microsoft/Phi-3-mini-128k-instruct) +- Qwen2: [Qwen/Qwen2-7B-Instruct](https://huggingface.co/Qwen/Qwen2-7B-Instruct) + ### How to use MInference for HF, diff --git a/minference/__init__.py b/minference/__init__.py index d3cdd04..54089cd 100644 --- a/minference/__init__.py +++ b/minference/__init__.py @@ -1,6 +1,8 @@ # Copyright (c) 2024 Microsoft # Licensed under The MIT License [see LICENSE for details] +from .configs.model2path import get_support_models + # flake8: noqa from .minference_configuration import MInferenceConfig from .models_patch import MInference @@ -25,4 +27,5 @@ "vertical_slash_sparse_attention", "block_sparse_attention", "streaming_forward", + "get_support_models", ] diff --git a/minference/configs/model2path.py b/minference/configs/model2path.py index 7c39ee5..16ec0fb 100644 --- a/minference/configs/model2path.py +++ b/minference/configs/model2path.py @@ -11,6 +11,9 @@ "gradientai/Llama-3-8B-Instruct-Gradient-1048k": os.path.join( BASE_DIR, "Llama_3_8B_Instruct_262k_kv_out_v32_fit_o_best_pattern.json" ), + "gradientai/Llama-3-8B-Instruct-Gradient-4194k": os.path.join( + BASE_DIR, "Llama_3_8B_Instruct_262k_kv_out_v32_fit_o_best_pattern.json" + ), "01-ai/Yi-9B-200K": os.path.join( BASE_DIR, "Yi_9B_200k_kv_out_v32_fit_o_best_pattern.json" ), @@ -24,3 +27,7 @@ BASE_DIR, "GLM_4_9B_1M_instruct_kv_out_v32_fit_o_best_pattern.json" ), } + + +def get_support_models(): + return list(MODEL2PATH.keys()) From ceba21be7be651409c2e4074d447d3af44efc7ae Mon Sep 17 00:00:00 2001 From: Yucheng Li Date: Tue, 2 Jul 2024 11:46:03 +0000 Subject: [PATCH 39/41] fix bugs in vllm patch --- minference/modules/minference_forward.py | 13 ++++--------- minference/patch.py | 2 +- 2 files changed, 5 insertions(+), 10 deletions(-) diff --git a/minference/modules/minference_forward.py b/minference/modules/minference_forward.py index c0c99eb..eb0d612 100644 --- a/minference/modules/minference_forward.py +++ b/minference/modules/minference_forward.py @@ -784,20 +784,15 @@ def forward( shape = [num_tokens, num_heads * head_size] """ self.best_pattern = {int(ii): jj for ii, jj in pattern_config[layer_idx].items()} - def repeat_kv(hidden_states: torch.Tensor, n_rep: int) -> torch.Tensor: - """ - This is the equivalent of torch.repeat_interleave(x, dim=1, repeats=n_rep). The hidden states go from (batch, - num_key_value_heads, seqlen, head_dim) to (batch, num_attention_heads, seqlen, head_dim) - """ - slen, num_key_value_heads, head_dim = hidden_states.shape + def repeat_kv(hidden_states, n_rep): + sqlen, num_head, head_dim = hidden_states.shape if n_rep == 1: return hidden_states - hidden_states = hidden_states[:, None, :, :].expand(slen, n_rep, num_key_value_heads, head_dim) - return hidden_states.reshape(slen, num_key_value_heads * n_rep, head_dim) + hidden_states = hidden_states[:, :, None, :].expand(sqlen, num_head, n_rep, head_dim) + return hidden_states.reshape(sqlen, num_head * n_rep, head_dim) def minference_prefill_func( q, k, v, - ): # (seq_len, num_heads, head_size) if q.size(-2) != k.size(-2): diff --git a/minference/patch.py b/minference/patch.py index 5bb7fbe..211b166 100644 --- a/minference/patch.py +++ b/minference/patch.py @@ -1090,7 +1090,7 @@ def update_module(m): llm.llm_engine.model_executor.driver_worker.model_runner.model.apply(update_module) - print("Patched model for minference with VLLM..") + print("Patched model for minference with vLLM..") return llm From a9583e071714b63d487c165e1d5d56451265b66b Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Tue, 2 Jul 2024 16:37:39 +0000 Subject: [PATCH 40/41] Feature(MInference): prepare for release --- .github/workflows/release.yml | 40 +++++++++++++++++------------------ README.md | 6 +++--- minference/version.py | 2 +- 3 files changed, 24 insertions(+), 24 deletions(-) diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index 506b20e..21b568d 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -107,23 +107,23 @@ jobs: name: ${{ env.asset_name }} path: ./dist/${{ env.wheel_name }} - publish-to-pypi: - name: >- - Publish Python 🐍 distribution 📦 to PyPI - if: startsWith(github.ref, 'refs/tags/') # only publish to PyPI on tag pushes - needs: wheel - runs-on: ubuntu-latest - permissions: - id-token: write # IMPORTANT: mandatory for trusted publishing - - steps: - - name: Download all the dists - uses: actions/download-artifact@v4 - with: - path: dist/ - - name: Pick the whl files - run: for file in dist/*;do mv $file ${file}1; done && cp dist/*/*.whl dist/ && rm -rf dist/*.whl1 - - name: Display structure of downloaded files - run: ls -R dist/ - - name: Publish distribution 📦 to PyPI - uses: pypa/gh-action-pypi-publish@release/v1 + # publish-to-pypi: + # name: >- + # Publish Python 🐍 distribution 📦 to PyPI + # if: startsWith(github.ref, 'refs/tags/') # only publish to PyPI on tag pushes + # needs: wheel + # runs-on: ubuntu-latest + # permissions: + # id-token: write # IMPORTANT: mandatory for trusted publishing + + # steps: + # - name: Download all the dists + # uses: actions/download-artifact@v4 + # with: + # path: dist/ + # - name: Pick the whl files + # run: for file in dist/*;do mv $file ${file}1; done && cp dist/*/*.whl dist/ && rm -rf dist/*.whl1 && rm -rf dist/*+cu* + # - name: Display structure of downloaded files + # run: ls -R dist/ + # - name: Publish distribution 📦 to PyPI + # uses: pypa/gh-action-pypi-publish@release/v1 diff --git a/README.md b/README.md index 822d103..cb5ec8c 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@

- vLLM + MInference

@@ -8,7 +8,7 @@

| Project Page | - Paper | + Paper | HF Demo |

@@ -21,7 +21,7 @@ https://github.com/microsoft/MInference/assets/30883354/52613efc-738f-4081-8367- **MInference 1.0** leverages the dynamic sparse nature of LLMs' attention, which exhibits some static patterns, to speed up the pre-filling for long-context LLMs. It first determines offline which sparse pattern each head belongs to, then approximates the sparse index online and dynamically computes attention with the optimal custom kernels. This approach achieves up to a **10x speedup** for pre-filling on an A100 while maintaining accuracy. -- [MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention](https://arxiv.org/abs/2406.) (Under Review, ES-FoMo @ ICML'24)
+- [MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention](https://arxiv.org/abs/2407.) (Under Review, ES-FoMo @ ICML'24)
_Huiqiang Jiang†, Yucheng Li†, Chengruidong Zhang†, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang and Lili Qiu_ diff --git a/minference/version.py b/minference/version.py index b0c7590..b6245f9 100644 --- a/minference/version.py +++ b/minference/version.py @@ -8,7 +8,7 @@ _PATCH = "0" # This is mainly for nightly builds which have the suffix ".dev$DATE". See # https://semver.org/#is-v123-a-semantic-version for the semantics. -_SUFFIX = "alpha.1" +_SUFFIX = "" VERSION_SHORT = "{0}.{1}".format(_MAJOR, _MINOR) VERSION = "{0}.{1}.{2}{3}".format(_MAJOR, _MINOR, _PATCH, _SUFFIX) From 1c414a45a3e0472b4fe076a296b83daba572c10f Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Tue, 2 Jul 2024 16:41:01 +0000 Subject: [PATCH 41/41] Feature(MInference): remove unittest --- .github/workflows/unittest.yml | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/.github/workflows/unittest.yml b/.github/workflows/unittest.yml index 7c1197b..8fc88bf 100644 --- a/.github/workflows/unittest.yml +++ b/.github/workflows/unittest.yml @@ -1,10 +1,10 @@ name: Unit Test # see: https://help.github.com/en/actions/reference/events-that-trigger-workflows -on: # Trigger the workflow on pull request or merge - pull_request: - merge_group: - types: [checks_requested] +# on: # Trigger the workflow on pull request or merge + # pull_request: + # merge_group: + # types: [checks_requested] defaults: run:

hM@d?pzO#k%a~kr@k-jUa%_up= z26!1^$R_vr2?^%|gLe0~^vq>qJ77JSf(yaEDQmQ@B)9whLAF<8FV!Ck{{5es>wWj| zbroA~b2FGLt46R}N~Ha`4nac#WcsIB_spp`8k2i!n*wE6MXk!G9DTh4zGEY(|HDZp zxDztd=08Bak`8vA+X9H{M#3t85<-|HAJh=dsotbyH`B_eBvYgg#7flE(+M6)U!=97 z%ASEp^ern1r~iHF|F!~lE&Owetykecnw6p3&8qwKY`fT`MHDAm@=6co=}j?~s(x=0 zwkJFaQ5WyS^`@J5vbBo~>$@|$Yc;bnlui#q9qdS^<%mQM+leuq8jpynYEuQa%^iSWoYN<5KDM`6|lBL>kp_aPbEdXI>W+4lmJ>(0+{@Q@}j$L8y{jK(R8FKq8E=JsN z%tFID$Qar^TlF$vMbJH5CM`Pdgce+ck(O3;9E>C@UVj{n!)50)2lEd3Or(j3+LOo2i!jp^{9Ol&TPKO>UiYqnpOADQ!o1C@CK@-V%>rx$ z6q=|?w1aApHAEfj|=m6NAhw?7NAhg*%-f+~Z)es@B+WP~quu!eezW4LQm z)m|a-nqf&Kg@J%aoIbord#1J62jd=Eq{k$~jRvg(_<0r6URmHBGbeoKx8+hvIGLMS zdfA;%A&EFCSpjjKBTDmQ_$2K2ukU;6>gM2>XV@hU=+G`Q ztP38hK|7!ypsxo zNeNj3`xmf^QzJ%`smE1O(i#IK}Mcb-xxmJ8Kh zQKIkIq!q1_Ru?V$XXs_J*|KL=;&7Il{3P1?=PN*oB4bD+9xb260ppr5)s%(YkN}Ms z3**ljHeGrkX_&gS^1$9HOEkeDzv(smv5$KOu&>GhxgQ!Ffo)*KLgS%XVdKQtBRx|o zwvkt`k^f0+u~n#GiiQ35DP#>IA|i+D@2nAI+M$xM2%o9>`C$UVd*Lyj_W~SwlbwmH z2R0)UI{Fq}(Gtc`5-Z_DN z-ywyR41WB}mr;=9SBFBzSXjz8A1yNdyIY8%71(gmv}iqxHvtRTkx15`tPx3w-7cLu zi>xtn_#1hf!<{?x2~traYN3r`&Xnhn}8QY)u!SXfxekSX~shF97t z?tX2)LmCPN4(a1d&1$D|1}>wRHOk!~AKXrIzcN^@Y=z))^=a4?LyskDP^)?5t*@Es z$8ao}quI0J*uZh_z`T$n5k&S-ELzylv7SCzZ`@B}Fsihk(m53`2`S#Wbj!>7SbMgc|fMsdRS-1}U2z@O;`^Pp5H%bj% z;#x=9YKtcTo54-mWe?IVBn%k%XfLK~8^Ka>JVJW1KU!^R5EP4lt(9M&$#ZTtr>aTu z{rh~%qR~=Gl2@#E0B|lHDHNh)wp=o(P%R4k$MeG4-j_upw!D%zER(>;l863QUstEm z9FCsbeB{NeM=N50nBOfArF=exIvW2bEkD`d|)Og4)r^k&;PT z!ZleaDo)!oya%7ZgyG~YgrL}xZc=+YF6O!+`@Dd=eubYISBdc(z(}@J23=FAtEr%D zKt<^s+-{*0<`TkZ->YU^n;S{a`^sechbda{d-T>TM1K1zYmw8OuW%M1_<@z3@R16B zt$mziFDzC@-9v`a`F+bpy7m4_aVpJywsrl#lA{Ra=&1M_q|6lX#HcvNl$CVy+ZTEH z<#N;%5+e3r4QuuCW4g$_;I!%EaDvyPpOl8%RxyIb-=g}Sw+Wog7R)3PTTTeh<45weL7@exu$+R)nj*+3}u^70!_EyY3f zB=SA4a6BI8PC7#>O+E0kMOU_F)Ux9`eZc3qh!U55^jAjCx)V3Z*sh3>S(R!rNyunS zz1f9Hp1$?oig_s~>_n)N?Ad5eNFQdpoY$;hBQmS`A}Sg}*b>$Z7v%3yq+*`M=K=Ti zF)!Q#w5j=i0DsooY9DVRj!6yP>$7+fdoHukfq-iWBto^cP<5 zr$#aX2TP4=KPSgZ?HArEFF(x+W`zxMou(;lU*?Vh3YA<-U21#}1=dD8`Ai9Z`2?FA z_DnHwdd_F+zLx9SFIlcGVJpnR>!QK9FhNUQm=S~?uNNK|OM_)2iQaE5FAt9<2ZogF z8gT<5Qu(DshuzAy3D!x48_1HnhExPd58uj4Q-%JXlfTLM0mB?JgMPm7b26R+@_{dDNOJ`fFKKiR1+)JW1)i>K%E zmUP5I1)zFB&1aRjSGCa*2F4yr+OS?yQ-fNQmyQ4cp4Fdwy1x~+=+i^wYJIsvcpCDge@TFq#7&^!&x5eVDya80k7SP~p`y#Tm2Dzy%3nzrNg+#x582QV8g0R-`8$JRnL8ItwQ{ziu<=N#O4gOZ z^relBT_04bY(Ctv{iY39GHp<782?9qFt#D^0a>l`HrpoIEm4JLOzxtsMFvc@5%3>u z)VGwyG4cEZ1B!X@)qQ<^$S=9iL<0{$`VV|slWrt^jy$9TIowaF;zNX;yWgHpRdjV} zQ<*J>0t}WuAyr zDHdHR7=iiB&Ir>jk#MISpjW}-lz5jy)Gm`xoB&ZWH*K8d%!S2n!a&QT7kSe3$~}!~ z>m0SouX$~m(&VYAGhIb*JzG(5=2pIoaN0{#6!S?zOgEVkXMPOvh(JA3G%3d8R?v)( zDtkp0-GXG)DJKFo?2B)0eHcyJKrxdmqj89bTv|oWq^*FPeJ?YxNZymA2Pey=Ei1qa zt5d&zw(NlFFvg}GE0g<@Tt`Q4SXdG^s94(LG_>jCzpOK{y9ueVBOm8P_Q4~^l3~fx z#{%3rHj1wQE-ISy9VaZ4?=kGKn!U1Yl;M3VR9-jyPADxy%RpzAx1IZgWX%lKF76uK zy`j8ZVyxzskJS-8;DwYo+u}7g6KRQpnD*%K3vUQ&>5;xpBz-udiA+val@&JVeGF9| zc$9$$L$E%HrUftJ4y>1_vNtFp&zyxGlq^a_gNX|BAwfP0g*Xe$Ox0D@feqB+7E2H@ zvExVJRze)eK&=p0+=7Q?LKArf4euSFoZv1H&=SC@>ZF1=6YUsF_+wvQ9^Z)p(OBYLK!Di-MSWBHy-H;qusvRB&YZGaQ^wMy>j)zO^rZYkP~R z(cDH^i}@UNobn0<)F7I!DCFzu@d+LqB9snfc(?|_p@J+cCVf&#V`Gpk7iEni#xbVK zk1b+}u*VoUtW@x!9+`4?LYeLBMP} z3bwyj=Rtqut~0H=BoOe%wCx4>0u;?|?}6io*G-`mMNf*M;~>BqO0#f@_I?m~w^>=& zx`x-Xx~5ML_1f36^2&;#!i5PZ&1o93K$WlF7{Ow$VQJyIq7rr$)4ROsX0c~=sD zrOP+Miud30Ono@?%%XGiek8&!zJ@&$Os+vPHRAOZmK91PmHkT1wD^sb^6(S?Nz7R% zo)dG7C)0j^5ce-Da{rRBF7Sq$H%2H1sv51S_Gsc9XwH}1q2BT+mW^bE*wmHuu+&W= zOn)tCX2i{kc}^XIB|jq@wZs`fvB8LfA=gwKm>C(3A*i{EWhca+Jvce)Y7m}QtXTbo zsnAiucm}dmk8H;3{@Kj+Y;xF*;3%FqZQk3*Bw2dfzTVTl-}PU-BE?qX(o1XsUE89C z_y_SqEZL^69%=LDmDs_Ld)Z4t^w5p??b0VEO^#0MnUQZ;m zqRe_ZHl60dj-^8}3xYvP7v2%G)n;k?IkV>6aTI5c!I|*xeI+F{y#930m)N9mszG@*hp& z872i%v}lO9f7o;z5ybxn=Mkk^PRYsHUX*8)L{BS}F}7_O^fHOJ|MKC7s;IL`&Bb5w zysiN|DM1OJfp0|Vj00#88a<1d=f~>GmHdv~;g7DNFejMk?CMm%c14uL-X&Up{!pRT zq|raTk~6)|_!5z(-a7(Dsmd}o!s5Ke3aITYC=tR_Ag=mSiGBUaML9&)$aU@=yYGXsiNvbN(o5mv~f2|k!-hd@O)spQNnec_o zrebyAGX1b$5Wyl(R(}J3K<}&2oLF1w%j;Pn=f{t1dT4)w$NB z0Su@?gy#Nu9MOsAcm&1r>Sm2|9uh#SXMh9~6-Y!JsE09QklRpDz!UbgEw^D$JY~!i zC$EuusNeEQX2Wv+@B^)>qS3U-{^wQjcgJnM6nNKy!im*2*~^ri972P-0^<$F?zF22 z;(*E6pPi|L54FTo(L0>yOk)giSAE0)M6*VWq52dy_x|l(r0RGVa{A^IMDlJ3E4AhS zqv@QYGHu&1oNe2-ZNAx@?3&D}sV3XDYqD#q$+nwpW3n~>^KJYa?X=Nat=^vJzOU;% zj{{p$$S7r?*T%BM4)lw8(Ewh7^?7T8el~r-S3t_CxCiGZf^97}p@c^Kz4wKQ)%;zd8D{sXp_m$Ze1;@D3{u7*@4 z^S;2-tTHC5%0)Y2$V`J!9G#(&4?NvHRc+PSYsxh(x4h4pqe6;NMyAB7v`e4$s;035 z>5|_=@~AipxWbnjD(Xj7xVc;0Ur(($Oic$P)Dqk{MiiLIk8ZqgDj#jR3k#bO-~_Vx z$_U~PlR`UU(BOWW!-*exO>iU>CB(`3cmCo=O#Bz`1^3NkyynD@NM1mAB%Sljlzm4i z{kQJo>T0DjU=E|_rOn5gG!~=H^%WBS*YDTE0l++e|Dk8QQnVFXrGhaa52q(CzDBnvN}wIxws`Y9t=-20jXoCA zTbjzZ*(K?3pQLo#PS~h5b8?{|;7X{dXo$44vjboT6u+_D0)V5Tq1UEX;-PV&qTD~l7h2?i2E`zgFe)7K z^><*2&6NQ^gV==S;t1#t;N?=)QGz~W^_)|32#S;I^L>*t<>V8zZ)*elwl5`Frt^fO zfpt{O=~aw!Hcu=J=WZrm;lxNRp=?E|eWm)$N@m8aY@X{`h5Nh9h+70Kxzsk?5sKwH z7ce6)i@A z-nQ-UrfhOOmerznwo7rbScDqI8>3x{_N_o)$yzErU!8hnO#kcZ(87lx-q`ZHbRFRnY zZ?BbD-l@4r#L`x2_+pt+F~MOUF3xHDcfd#hDZd&iZcZ9IL*0L12@$KiJKt7x8TeeH zc;qt4C9e>*g*g&pOBvIUpu>8*bOfase~Q)LFLLTJqp#bSl9O^;I;xjO?@E&mr}5M3 z>ay2(*FKsZfm54CC`y$Oane9kM$WL^m8!7*K!_S@a==(XQHiWn4Eq5`_rG#t z4Vp0aLCdoPPF)P|){4&R7)hpF|FcuYBzhJGtACit;roB+eKZ2iq##;IO+mJk$O>6Z z3zF_lpV2jRgJus>tlT>U4U{3xXO&e+jT|s9ek65GE_dDklwZ7##+NWv4_aQ+xHQpaEG;wePaO z5f~rf{hmH_nm=0CtCl{(=Xe;DU2XNi$y-{RHRyU=k2c7da&pF)Tc=YGEb0^`#*#ZY}qNwdCV? zqSkk?wwf_iZvKgf9?-p5!HJ#Ns$5&6%TYPM1O` zb6D4JT$$3te|V?k|24?>$u*m`*NTCSNbjulu~~&1>1u*%YMAY~XZ08+XR;VNXZY-F z&NO>8=Eu~Z0`39$-faGl4{`n%{%4-NyNOU7X+aH>$v+71c>#fTWkc91St-XRj zWY*5$@C+5L_{Y>!kalF{^RcunmZY}KBHhNC6Z}`|tlp4h6Gn)nl@zHPy&K9!<>le; zuWc)1y~?<&vorV9Jjoc15UT9D2vO#<3}E*Wk0Nv}hGw6kJ#UWREtOHksJ=cYcBREvYUlq`Y0sGO5IJoks<_uAA zE+83j5qP?A6H_K3a$}$Q4H?}6I$jF-3zKl)plBib25oADX^1%k3w&raI<7t3Hpno_ zhRCor_gv`U7TZ}3GugH@L&<9oW@!*x1zL~W6@Oqag`?fZhRNN z)^+8X?)FZ-x2gU4qN|}$JQ5>U4hmHvu9?zQSBKNWC8|0O845u4E93~g4#O@YivCEQ zVk%IhlpPF}h+0#FS^kai`vgG7TS7-EuyjEcL8{Um@_%g6c7gt^z&N3hNIjwPyx#r! z!-G+)+r^)#fRw`3{`6%dc(^zl&(h+G;+$#-M7zJNuq=J~nw60w z_*l6T#0CVTG&F7Olr#m;A)Rp+a6$Ci@Q2;>J)f#hG1gQqsU&2u|9~cPX>S zbRGxswd14#sVa(z9S`&P4y^*oKq-O4xaMN#Y#R)#Yp6fA-g@)^083TN5}Qa)5fSYq zW~K1Q?HDcDcmQ-HHl3Vkjskw2KAYDTgwIaj+f8z!qIqxDN<-pd3tq~}*;xUx*GA%h z%;k_P)160HYWmmv1(o3D0T+0;AbuFWA^s9i%?&td4rN&ZK`cn!{jO6qXUAfbL+9>> zaZZ87$hS&iZDjUJl=;@!pis)k9EA)LZBn&Z?s9>nU8dBx`H8yg)*+lPl^kpFty?~X z)aHCy?i?0ihTSV0w-zvZC>p!lT)pvA>=8LX`(6AL>Uv%TRA^W-MDv5jSs1j0Um(C2 z;UQld&IuhZrMdR8EiKl1hy@pt>b;iP&to7DpWrw#7f6U2-mic2v;J^m(8JVwj(v%< zuP{uE*@NpMJaz@`n9_5Q6>p+>;(D&A+I91&L z}D5r@yh9u zjw1NZc26v)@&_b~2TT73kp%ihg8fCptQjr(l6G%cuXVya^AJu&Lxr{bnWF3Vw#qh_ zOwOz0WH0(O1;|f7EPo+=;t@etaMU zP`K4c#7fceVmUz-i1I&>a{_N{>2V=ijNeqRY_19v<#;!J5Dk5IrMWtuT>fmfM>f7) zTk9BqSCVlr-1dEAHuPT7a$hM7AEsv?-Ae4cZg&d7Uq%b$nDdnoy~7Nd@ZgM1P0L7# zvTlaeI@z&3(<9G@DMzr#n(ED6%;8y2R=-X&XfzBwILor@_#8e@W}upL5P|;0nCYWd zLpSz+pq^7wPc%Ud#ITJ&q_j-K0GGb-+VV^15dL^xh+omobv(}XRNsBnxd1QV{E#)^ zt7bXGCG|fr&8mGb0+q?Jwo_%(|=SrL%5^J z%jh2~Pvm1zvAR^!orxTgzHnpNoKDa$p+I17!~97O3GeqKP(T~$7dN_2U6mW|4eEzS zzwJEOdb?0szp5AZd)}3eO1Nj>=0z3g<8%ZE3K?0Uh&H-fmZ&r6NtNe>g?7mA()+2d zsz=~da>E@#eMFTEq+#tpwB1N~eDPM%gWK7=2h>T$7B1B1FHN;2YORTBm@Hx`U?s+t{&iHNw%tY)4`tquGYE;?o!93R>S-{=yC zF=&|e$sK~%M-Zt`*h~o0IN6PIW_Z)C3;vqA@UiOt@-@Q1nP$G{FHR|Dt9joL(hg44 z&RJ7cH{Ev-ulB`6g5nQ3#Z(b0?EjfN(HR`{4&k_*BT0NVVeZXW8Lg9U6TcGT{`ec8 zz*P<|Q7*Zje)uE3;hle3X#Mp&BhDnd)`Y33&FPK8oE>8w1loLqem*=A5*?-A>*-Gh zgZa~w95e_@`ePQ8i=fyDVi*hw*r_c3V96c0F&W|!roZ-ACP|Y3Zb=^3(3PApU%5Hi zXH@Vg!~EpzpP|yPO@G3%a;P05NiH^d=~_#Ap)_(-y_FK_uzv-_VX#OXgvj{Ti5u7O zaXJ{|u(64EwmxKl(Fi7P$f?7WmJ{91j6fb2L-YLxXAG`KBeo~OH5eMf!cKh`LF6C- z8k2@ecHQ9@wnOVGP4hTI6@|8?ge`AP3Hm~V&**;WtKwcNJrI&${dhfhB6_<8ZfM28 zsvx<44h_11OhXIWI_OsXCm|$#QqTV)arTR zlMpa78a;E&NtFp4>JnKxuOZ5n@l4=@E3y|QcL3_{09A9p#3-!HXk+II82@1WGHJoj zJfEmIjYkxd4$gym+TEBV2m6>S@8SD@Sdpj1)6v`Kmi;j_zP1us1+8J)+6@1ZmONHU z>jz-23x6dC`q~@!25824gv6Ln?A8 zYi3ofRWqk2JJ8%F| z;o7rLlvpD}EFL?A2lBt@@I|VDmQix-tqY*vdyz&5nFI)!>T)SaEl#jd?VG#1!O0mj zBY1#(zV`Do@bdH)N;-xAdwNz?XQ~xZ^J^^%yEzI0(e#&X_BS^Y?JqjAyQ&e9PIuVg z*T1&?i^uX+%4(-;$tm6fU9PR~GtWf-7+MpTlC{#r;_+ix!f3H{dPmzXgoJX`{f(`N!0LUDeSc2JFqDC5D2HfbKx=LSfYA5w}KMr+_*-fp0 z@}Js%wudc%p(mR{Qg4&XOq5#b=n&9u`E+`9N9)w{HYulK;u_S}*AHqSoC&Y4e~;R{ z4?qHIV13u1AMJXdSNN7+$_AYHJs>AJQQ$awJ|6{B7-6+O_FSN&OpW}anR$M~+p%;t zS0hC|e;dYUo35qGl()?aEt8}-t+nV23gvofnqmK$ueL9-LU9!P3y=s-_L;jN<+;>b zCRA5|*3K!mfeSX`-}-?^gn<_$=6CPtPc^so;7m4Sh)F0s4TZ0S*y(8=3v^IRECvyw z@K$O?YEJkiP`>U>Q@o|Qo*S7~Q+d*|Bp!SK-&@_%o0_o^Q?6J9vfl8Iyuf)i=XFjw zXbhIK9gt~^**(h9DnVU)`^EeSEjBg5?!?P#keWh@l(9Dx8o!!bN!x+LzB`&J-3CgB z*mKrXS(c;J%8beIT0En(Pf$N_Hf8jiLQ7<6I9n@tv;_z{*HWk=M^<<+3;1a>2pha7><0R5D^%JzW4j?ytElLN;}?$cLWh=w%^LJRy14z zZY+gD=k)&9FmnTYP|axF2!_2*ON+-r>|ggBEiyAW4vx~#uK~1%Ql2#wkcS6qvA?xE z@`jqHc-DjIf&=MAu@u_N8{tUm$-Z|1A*WI!*(5sJ1V}Jlk7*~gq?s#gNv>*kdj59} zg)f|co0dh~Pc75Y)cLTq-a_SUJTQgYwtd!X4$!4|w>=5tM!?eIM@Ua~#EH`5h13bO z(96YlieqC7eEN|kFlCE`*ohIsU!hI_0tcIoL@W6zAD(^4lht9q=|ZCCRx}^psV1ZZ z?C2YgOH4Dxnax#+t;Ww;Vz2km6Sx1_q1KtRYUXbl)zfQvx1;N)q2cb;QLqq2}XHd+kveGPw=b;-owf7OVD#c$1I0w3#dDdRT zck|jJB7s);Wt3zw-AI7bLBnGl&zjpz*J&RtNkMew*Ds+uVFsJ;VWFGkI?th_fvdLx1c}@XR1~B%zeq3>x>YMh5RaKvMe1?^mby&} z!K{5%e}>YUCGM?v*W%h-U-dGC9V2FpdoVyzx{ zl)BzT*)4OXZtFbdq{Aj?ynH$ogaw^{rLL>R!%lF2NU312D8%!8Ts=mjkMthw%@OkE zaB4Um#8gp5EfXAc+b>mkDdCRvcNzfr!AuT~W5Wo89<;f{uA_Z6KTh?z^IhNv=iFxa zokm%YW&Xt>!(*cTs$x%lt8JWla0NV@sLs;S{^aVtq(Baqw{xiM`&E1Rh@N^>b67Yu z{1pKEz4#Qd{PmRP`2#HAgdIDIfv4;7?5i;7`O78La>=;-eYd~#ZELnaMIC5uSx|1g z$!e->VVZBsS2<8>Ze*#3<5cdF7kecd*>(V#r=)2{h|{6w;kr1E2tj2JVdVum`=xWU zb$t$ggjmH^{_=4>RsqNM^6@a?G~2SSYeV$kr{rT^ z6Vx^$47~mEoj^K-bjGnr1a=8+;9EU^Ux+y}zcb8RY=5PicO{#oxLi z+6ad-b8+*|-i+jnAz}v@>*>kRLOiZ8bj87;LV-n{5Bh=q(MHi?+4 zepx_L1_deqIJZbn0_h@8GA2pK!;9MJ(uXmGpFC}i#6axXn=%Y$m8cBQwa5J`9=Hi zj53Rl)Es4+s#-C3EANePF|B3dQ3x^Mrf0^ya~A{(k@eA!%w&BQ^04=WKjpEKI(>zl^b@F-)Kg`XV`Ccme)_^xG*SS7Dk7WLphA8FAT%f@!H3%y z1Cz80W?t6veq)2tD6#w>pZt%(lFQwZ4j~C!8aJ-z)1vv~@=+C>i-#hYSVDMvUt!<< zFU7WejvXY%HF${nqx>=|ts;}iif0?9c)n<;E;(pueC(llj-?uec_M`7YkSN6EkovqirEZ1l6hugISwn6VVGnsD2@|A2-Xh>j*9$ zqhjPBD@56)bcGPt*VO>7hMt1LZiqCSp!N#&{wjy%+5G`PMEhnKD69P21hi*S)&$x49@#6HOh~u-!EDP zc_f=nNqly-7gOaNGP{sSpHuk#9?yi&4X-D&D8FZqtq|N^@!eQ zIGHQWlPQ36iI~YZhUCsr#9OO{fybR`v6LfahlQCLIOS2k@ZJO@3HBAd>J7^< z#HXl!8gt%WUdns+Q^!clOxfKRS9Wm589$-ySk6mu=q& zk5gdoh^0SI5oMlc>u`xUq>PA?qb zBWp7nSflpwyMgA1jj^hi~gMgjs$TaXF;u2lH`72~T zEJt-pB-avz2}mZGXFAp#7G}mJghrx3Df7U=3?D~-mN@gtpL(Y0#ltayA7xUv7%L&@ zq+(sy+`4JKYCkC8QRzVcP~X*kK=u8xyr#m47&L3)GyD7Iqr<W-q%QNU->R2K~NX^J_y9K0Q;x z93*LSz?9^6lbMurfP3skQ)_7kW6*ymN6&Y;3YaPi77_mx%!qsll?B8!Mye5lRpA7% z6M+fTSo8yK6K}Bkjjc5+-LNEkr4lq6kyV^8j?xM$y7Igo5#U!3>}+Oq`Sq2fj^8iA zi;%>e6D*Mer4mYs^aMTJJY+ePpVChoLa~hQT;Bh)=Own_l6TI!d3+q~z zu^;qZ_^x2jf@A$0{?5R)3w?V-R^Cf~bbQP%F8SMpSr6uW^e?po>2zTuH6Ai>a(l=< zp~p;S6hd(J>e8-QyED5A?bQ>Aq32v)ClO{{-6{1ZCFF<2wRw49jYqb6?dR^%dj1xL z>@DS-<|`^_-xD0^KoFZy>$VvPLJUFRb4y^&punldjXPj+JI zI#3t*h~dnzb;M*3WG*-~DkOr$jt6Q$(32hsmODQZy`HU*I3S9@ z;GSZTkAsbSU532|Lu?25-!w@TWX6?)24K84Twv3jW0e5UPe3+OI6hx;?#YIyalmq( zcCbLLDSyx_znJ7*Q|^wh86CUge43N3Lb~h3bb>W)(HMXGLiqKs%Wb(;Su9x2^{j=)j00=7RM8*P_WP-^R}-S_YWYG% z32MbMX=;Inz4WCk^C0`=^Y)m+y!v5+syoj?^zf$2Clv(AXJCk8yS3qMo1Nqw=HuY> zRf8&M6^JLV)?~@V_M6JYkeK6y%G*BuWEKBpTaLTF`39Xy$G!!R4L_j(kc18%zNP3- z;>XO@Gx(Tef_-NeF*zc&Sv;BJ`Z}yAaB)45BEO`7AgQaiE7ZguKVyMUjx(l`gP@`* z^I-M~f$2ZeAc}KgKF4<(JHsL}LQXa(sgbPgVr$wh?%!}CQV0irDnyf9EppwUbW&RH z&hjd~%JFD!tH@s3&e`QmN*H0t-O|#mx=MA_n;6g(`Fztu!_hvd6=7BrnE|MS9U5#&AoAgyD226^;8UPc*Wo zmiFAQZQlv1OmD=aIo(n!OnC6o*csLf)2;WHjqa0DXJ!` zF0_QC;l>OMOohz9R)Qiq&^@a!fM$Led+$#7=j+#y-Q76K(h@?*lJfp6IV-~9q8M|` zIDFyZ1iXllujWDQlzjzLFQtWB^a1>nP!T{`-`GRjdS1OUnUR6P!g?Xy;_GmZNpx$w zo0LRM#{jCJ!I*5f)X>n-!Ncng)x%&XbOlXL> z&K?Qv4X^^!|Q>}u1^`-3>#R0wDW_1;_xOB;~kDD!v)vu}v@ILlqK4jp%)#3vug z8PfZ9^-AI7%xK8Iiq(2;&Lq#x&08JWs#;pmK!}?bxWCHtpZW9u$&aP^IHc%~goKm^*Qn7s;U zfDS23fW6<6EFG4aboO0p{{%3&1n&smekJk`6Dl8eEbA(VWg@UHrH1cfn?hdisXBR?1QjX%!;^O?$vcZ%Gk2Z1{ zAcs>gdS%r7hK@MKo)9K>P-`r>?9AwE7kjmGf!60(~GiS(@4|;dPBmO z0|_*LIU;2k=QAjWLj9r%e?~WBLMQPzNY*H|#h{iV);G6h+O&>Y{YM1$EOdG0H0vKn zp=elvr+TX0=WeW{h$RkDWTRf2vFlk)A*PMsqqd)$K~cJ2gN^i0vKuGJ9Q;G9<}t>^ zFt_}Drp&&vp4!nmjPGQ8Xe#c9bXdERoGn4IWv|e<>V*n2k+3s-+dx!QTj1Z`V3d%x zHi~J*!fkKx%lJiA<83ciQ@viAfU5eaj%8BkXGF+Ijkc;}rn>OkTi3DkyQ~P@5Am2l zv&sLAGXQ0k3&)c7!I%2}#y>tEcj;BgNZ?^{fnQ?SGTm@&MrCM7+G3qdi0yhf`eh`J zQ2O8d2P^USjk)_t&Y8LEUCM8Pts|5j*b4Rc5=QaMkbPh^C8jC2F@%>FaNwl9?;@nf z%@n&>-;@@)q#G?)+=6ktYWNvXTM_M{qChu%qHNN($*enGBAon61JjtX?cDJ(1 zV;sq($bb#1y_TGii1ab(mKY-LsA9;2qeJjzE(bDvks!9G;UKv8@wPh4MS~=C|5)-= zIJX$ZKZfh}ZoT2LcBr3bJKudr(1kMiEQjcx1{o086Y0*Nqr>XO3L`V8B@4RZOa=t}J51 zOtC;pBj-cqZsE>Z{#w@^rp$LpwRDs{dQP$+ZwI!PfyK^eADO3vpSaIU5A(9CcRvMg z-Ho8+D-1Vg$0QvJ*VkA>VY7iE0o(iCTzBmTtXev}Laf1SuCNzS(~+Cz%KMw2wXm^n zCwy6P$!`1=b0>i$yr~!Lj^^e6MKH=_Ru)9+_m19kba0#)BaexKK*lGqy{{rff}}U_ z933VowAa$=xdG7hWkE`u0vJP2n^8`n$2f*-5d@EiiR#7iO2h85C#CPuvUCDSX2h5zX_gOg zvA`^>`;lGzbBR+9bHHL(Wo>>k#3oD0#%#BEc~OlmH#qR}q;V-rFK53f4S&*_;GRH1 zE&b8dpjs2xiVAVxsnL+ zS+)Q~l}tk2*Qhw`5`mI=dC z!yHD>%r%D`j(u>XCTk5#>^I4-n1l~KPg-))pV)@M&10?b_gp9ni!;sc{Of7f*SbQp z!yhyJZ}#r9D@cR{kI4Du1B|;%r&W_x&T4X)+MVi{N!n8KIzN(;*h1b>{_^W29{7j# zIiL#Y7mQfPbw-M)@Mvml&y#$=P@WNaBPtPFdK2!TpSaj-B(InqGLH1G=HfT8cTMlp z;6N6r@GEI<*foSMd<^`f0^a`#CkP(Ublkk}?oxT5b55 zspIk*HPrprDza)d1sOG03HWyZvn9C{hVuH$YIVb<1H@Kg>n@QGTt!Dm)+Z1xEmO`$ zIK-EJe1^SS7;~p_sie!8G2;6{0z}!`Im^E_*?#uh5%Bs8VIq}4{yX~+MlMdpLboYW zwKcP6+vIfG$?P&Z$A$sbd|9Qj&Oi>GU)T&DaXx9~e29 z5&rsgzDH0>2{oP@5zw5N%3z1|9w_>klA5kp8rGTfgB(xv4+Ki2Gj?FlrRE>Q^EG;I zDysdRUU((^w-^7Hj<6An3A*soB!Vgnbw$P19Rf9xQuk<~a(25f3bt)3Y;e=z@n^sl zrluwLUE~K+D=pr+H98a%6K)yGZ@;Ys0w9bqYA5=6kI6U&Xi`bJ)cs^W#buhzEe%(97iIqh#s>x7QFA%TIyV_R^nTa$q~#F&Y(7Q!WZdq5yRZTvcE^98=S~cD)xEanFi1g?KxAyu zrQ4}#j^3k>7(H^GICP|_o_zX zkbonNLCBBXlI zEs@Y0X_!rh+8Wi5VwoB*u`Kf&c=S`6|su^BeK9X=iNkQF?Avf_fYe; zr4N7XI6ca?`S$W*imvVh06r80=T)Fz@9Z%v64K*P6M z=h(zGR!6HJQfr(5g(<9V;^|uz?5Ck*qeFIw@NbT_{-yr<&@s7}@Nur!BnQV2R`4t4 zW!uwtvyL30$%2~Z41<*@ffMLJ|>aWt;Nldq=(}6lN0?}|1=^~ z#Bd@67VdrGM>ED^cSqA&QFMqlt?E9qFULe_ zQ=IF0@l?NIUIycRN#e0p2iq@1Xm*0JvMOS-x#;D-NCHLRdM?L=1cS^$hAzJYEzD$# zMkRmECJfSS$RSgN(le#7_WwO7j5Ak8fe2l`;*Juc5uNYKm6L5N&1|w(`)&=JOp8ZK z`$4M|fD>yjkSBZ-yahi8eS3E&UN80=+#mTpHvSyNe!nC5LqX1nQyEjhS5FWd8;2%5 zAk&IwUxGlP5p%JH?I8*ofjRAPcb|HV1Isa?2M;<^m2R?UKbhGB3e})*5I0HnDH4%B zOf=elSkz(5IRgAJH_F|&CM$~oFlxfUe7!dB0weCBl#f`j&H$mzvmZxz^4Wh&?N|O$ z!hYU#f9a;zrl#%b=sWS{VU#+K+i`Rt#! z=vG^T<3e88IBBIR5b%+-=elN9RU@7v4qFz>N`fU@90oBAj5lF1Aidy(sTRn|u(5G9 zD$az;=y@ucXLmw*bR$K9_A$q&oxstGIUqmC`{}W4IFewQ;2Q|W=rpNb-L0V_7)vMy z*a-+Zybf&INE}m`98!P6)29JXu-n1)AT;_KgXpzZc4iNlh*g5|nx4dqx{1tyvH?h0F*!K~Q8LcCB4C7`NNVk<`|6QOYe&h~Vl`CqEgsyy{eN3G6M@nSSE+V$ zX`JCt9zLIZVD$>Yk(*dg^oU`pSM#4`&@}5B;b%l3tbo6UO!+twb<{8OQclsb|`rl3F8*VLcqd%+#_jr8hahYeyI%5rv!8Z$9X2AGDnk=%9# zo8@uNca}}x{a7qGU95)}dIE$dgve#<2L0JF+WeR|)0RS;MXNWAwTj}L1hn74fy_~F z4eB=>#(c7hP~W4Pwz@J_9gVrgSVuqknn`eMiqBjl-3XpEE`K>DS7u7i?(c*Ue0$IW zJz^K>BA4n9n>rBOsU;P9dv3dVdYUOWqIMO%mPn&dpM>2 z&OAV2lXB{M2vf){!OXy6!K}f^j@C~<;Wui=s(lImF*#fE_SCJyC-!gwIK}_UDcCeL z&GByeZW5;^QOJ1~Zhrk2{-HsOj$kjB&%3$w0{o{6+?tLcgEm+<(;v;-Q-X7)-qPUV za?MoNp88-(V`_f3=6LRmcU{zg2QfF?4N2;^-g3e}-sgCtwG}B4 z8FDkKhoye5>6dqR$N7IATKoJ9Mgc?LkR}W7zf9CP*M@cy- zL6QiwPBtf<{?;%aQxQ&9U-%SC?O4kP89YVaC4~9@-cpEf4XwY+P_TFSx}QJ+V5>g% za3f0~em)j@h|b8__(#nWODw28wJz#-Ccf4X5ORL!N$T5X>3{yW zGul!wxSmU?WcvWgBu`yu-v?|M4gh-`DJ6`&Ll{&wG$fv#oj2U{zXAZWsE~nsfIT?R z$`GUBEgd=?=B#DmQ0-LUf|&+xgN%)05S_|^fQZdI&;~?^rYoWo6cbbi%F%k@O{NI*l10;ANc@#|2*u%s%iHGS+M4oA#kG8D zYSQiPof?nTCpT?I6TV|D1s`_NKn_RqS5WJ}8f-&ULP zL2Gk$NcZO%qrl#1@i*n^t2+qH=*)dIE|+%f)4;b&ntV|ZvjcNX3x1D@f)wMftKeHq z)9G$SJei`7ffV5i7>FT4s$p`_68IbivI~-ralaze3-3&zS@OL{P?iJmT$y-cOj-(Y zc7zYLFO5MeR2VdMBgMCvJ8o<2iAbtOhliG28i`|%YhPJA-ft($YimjHc>Ucf|FP{B zS9j)+Xt&MN+il=S%8b%}yuMl)g|W|5#tQ{$DI<}PqowxK^en4r_bOOdMo>4EeOlwx zoHb-WR;ewwIwWHEOm0+lN0NW?74wkEb?s~i-Ns@Mb;Aftrl6RvlP&O(EGbf}h7|vl zGF<9bOCwQmCaJ{L-p`DMXICHIKfT60#6GMq<&$RKQpxJz83~}`bU4HMPYx!Y1dfjO zmIWf?IPxy9Z3vX(IA-vD>PKXS(vEFFw@-U|=x7`XO~k(}eRo_N;2b1kppcYhFOLT18g{iEmDrGoqYxkByE{@Js_45`q}B-3?vTb0q}w%K;9Z2^Mw{djWkRELe3b0;Ew0dWMxCkJE6w*Mee z3iz9>CE;O^7wS3iNji-!Pc$O4>S;jq7p^lLWniy ztEcm6&^K;)-qrY$eu|;tyCye9yWvF+1i)ePq6*jEXu!1LUPAGZ$Hw4zja!VT4$#VB zXm0DO01V8Aj^jJquhN~juV@r9m9JM8oO{#JzGN{c`;#T+2G;ZQYeBBkA8xYFiVC-!j$w+VWXk-4ZuUWWm_jb(56qG}0>L zdWhmn!`lg_vK-$8oAHbY;umLNt}FTC*ddoH+e9IhBa4})A0;GUv4WfbqoV(gXlfq# zFk)Z$u7*9w&yL-iAlu$Cw~~EsETQw(r?2#SQm+VO@}2-i;eur&ZzWVZVa1JEkIFk+ zHEUVeaGN#T^jwplHa#+X-{@$N^f5|SI$V^cN@=`)Zby?m0`!inQ=n*MO2hf6{EBXj zDzH03#;Uiy0&-%stO0lokpAGohP*{FwpYQK9lwQcTMtSu))*4+BNR&NT|rb^(pkJ+ z8J%2pEd1%4!QW887&95i!POqnHd9|rZU_M4aPF0+4yRNFd2%DXd7^k*9tg5efe+{? zsxx8<$HyMb8o)A}mv&D5(7w8o)gPN0S4b?FkaJK5m9>c>Vs-=u(8^&mS)VW^9^Eu; zD*0uk$m?!U4YZL*QZX6aQ?zCk`!C3(xXi>0!bccHa;(*vs&53i068Y|@E`s=eXt#r zYqWZ0GIBUyctvPhV?mn-Qb7x2B*P<(s8aYkUkF2PB-GXK9Ywmght+l4k_2|9kLB{{ zl3laU5yy-?mqkrjP`<=V;pf7H((OAgkD=LEh*k;19lw=Ca9qBXxuO;UKL(%o6QiFa z>JR7wcO*9SR{RwVWuMS5&OD?^xGa*6lJgvV89z0!h=pBjzODLuuf%F3RRnF>KM(S8 zDuZu-6gUbG%gj1-h36D9`LLQa#)$q!er9o_b;9KrgHkFT@D2Zv!3QW_Z~eXsxbD}D zOz<>7DWNgp`qivzD~G@NZS$e|uJ-qAe<&h;z%OQEyReY2US@JUPQ*#WR-M&ixv&`^ zHw{j|V$CN&hhbb<+aS z68$txL?hm4*nzm?i0CT)7;D4!+8VolFTMnfOXEy~a|FJh0ewn28q#fL;{wo2HzLLf z?CPdBLz5foB)7W{WDwBxSSjE|92uT*LwCJNj8&D3{O?#|A_fs00%Fh zXHAv9@k$=x`Sx8sGowtjgbZ0~YwFvdEncBIQ<~nZz;*jqb?|i0j7<%7Wz$BK)1U>? zK?b2G%IwTE&4SWO<17EjaUS%Fl@;8 zU2bA~<72Ve>Cs55j4cydz8V1I!Tb~Nd$vOdy)f{ykg1J`x!XyQ?7RXhdNM$kStNz! zTDX-&>#Kkyx#QsXiw0Osla4h(dQnl-VViLxWXO;#Q+bM-+79hdZh?p`E#fnh-&b$ZC=l zQ4?!iCM}#dTq1GoEYP4T2QjXrW8@&nec@D#4JPYZCZzpq>55C4zXZ{0q84Z-Pcr7| z1-OI%$I&^k*VS!dG`4NqZfu(k8=kO9W7|$++ji5qvD4T#8r!-1yZ_)kIXQc;HRt<| z!C?KzvtGaj%xAN_J(rqU&*tQs;m4uNs!2GpPNXHE&MlP9DpqZcCeB9lJt!`i+jWqw zCTj*}P{DNlImym!B&Wywad`}3GiInl`I?!VB>)U4`>U=wbtbnNj?l|h|NQ2R^ntln z7*)~upiAkbT@6v4Q<_{-bG9zr{q_}6;<->hDVvejImU!Ek&JjNMoy+)rZsS0%V++w zRTy5cutKF|IdE^^`HNFAjbwzu`zbAxFsmo==+ZlB*~pWLTAwfakZz#>UV+uFc8NJX z37cc8G$wejI66qBPtF0CBRyq*P?1npi+JRqDaS*qv7T7w%FjB1e7K7?cRPu`Y7nIH zwVl5yNvK&)Y=w(UOQW&tmaK(qhOrSQQL#uRSuR%f6$vsK=k*|Sv9L*i}nr#=i(8H6N$AfYlT@oIWJKvuL=M6;Il|i3B$JxPc zBD8l4za5Xs(DlvpR$G%fg0XGSi*KkyWcv`u$?u3Rb*3|dAPUhq#5yh;;=+&d2DNf{ zkShxsX>UZ;&0FtN$5@3QJRts9{X>on>@?iwp3NTLV0l?|SIBt&`Qt*~HhB7rS(0yC zp5fgj4XbZDrCwo?)Uw=G9Z`OnHGPJrC|@AiUbvCZH6P?kP&T;_Rl-onTwzA=Ad3OxH*o_%BcUk$TzQDcl${ya}jF& z0qE>e73HU&@Z$EN7dp`mnQO?zAuc^p``9xFm<9Pw!-u2a@C7AB zd%qsB;&CCpoxy+R>_L7iBbRv z-cIF3S-RB;dkd9NO${rm`wa;q@v87XO7`&}#-&tG|nr?3DGGm(kL zu)^2$Uxw{Xxu8oJzgCAH+NUOKq}}}C2&*uhC!68-wJV`Rs<)}bMoPGE0mTFNZwtS- zrs1?MN$eQK2b`$@dSW>zQ6T_AHb6ILQD1gLNlJe`#W*ejML)X)^#TBECK&J6wF4jm5zK2|_ToKlyqlD69#MNsW(h(IpP)W+hr|fCL zxM8X5d2K@+4bUForN|P0Gug2I_ewKvz)H)CY8ixqhFQ^yS%_zekDN3$owQi=2e+dkM5`4=xW3H)i_lN6BfuFs@ZX@G8Q}a z`)Rpn=x3Ln57=n{7&QsmnwXfF&g+qw?ybYoFS}o7XZMCQ^koE2S6p*3&7onwOPE0dCyTSRsb{ot$b5(L=)RcW1XBCFA|_riY-gr$yoFkNwwko`0o8&B%A;M6mAD>!oLOt43AECLj*a`y zG%yz+8_bA{s)7*bg=w;8p@hCR+uxU*lsIk0KkQ~VzP_lXC|y10oO{DVolE(z*(Y|$ zz*hRp&zV^4Qiu^pe2o49cdZ$W)n7Bqkdwnd^qZ3W=BsLe{!T=bgi#*W9%K)xpfg8mzU!#-Sc&_@L=<5E zbFXK=$EAAOz^kIKkOWnr&&KZ>=qQFKO-`_uybg7}>)CMlyi!-tdw9y+Cl zmZOwgpnM@pW0ob`tpde8VusxBgpmhO(1-ZlF5k5La(BtuSE0giprS8`IDX+1qNb%M zPY(jd`df0sb-P~lf}GKt^Aa3ae@0rT6)sL)DSA2cxwn0rs8*DS*MJq7$r;B&_sR-u z8NW<3RFZl2hcu0hqrgykqxH#TGl5_enmB*_A=a=hb#S`Mt*NUf1-va_WzIYv za~`ed)6uc+j@YaNWKCy&tM#_t%_>+8T%kwM^x_!FFB%B_qJyV;fBD*Jx8 z^vvTKL+RYh;{SZF{on3BU6S2r0B(p@369zp=ScBgIBSS8=AvcIz6coV{%xjK2!~xY zWL_6}Z=TEG(kNjQS-X;<0$|LErAj$Ng_tTL_sx~B>XMTYHI|qkWv%rQ*JnJnDm*Sp z-pe$n_`LPx=lwtg>e*Zik8Uq_m(QL5>4A+c%eD)Ijz> zgWh*jCIhGE%(n#X`WXT0<4_A1M@*M>O#fqi8;RO|9XsUCfb{|aUV#(z-!AK{ z*|fX!#Et{#OrJa!6L=P#QuqD2Xc!<=Hi#A74d=%V#Y7XWK&KganiO7cZI6HztcS(i{1*WEp#6|q z1fv4y%`MXaE^{oW90`t_HaIIEX!df4-wfn0<`h`}C=$|FsM^?5TCh2xGIo5MrvU9j zGYaaUy~*p_bzw&^MUC8tn9LORo4#V}QHSG?lhAEnkqt_dFpbv-v$Hv&JWP9X{c7&H zSlNshO%H%vLI5of-zf@@%gEYy-}Agb^*=_;Mf&iT5j~{?%4-HjhJp?EwVZgMn&}q^sT-C zd6x*o)&mJ{wv%H_9!^hz<5@~y`D{JaYerR>(`%B<%b9jQhXaaV}-J z)i>GQ|ID( zR(pT3H{aO;$AsHa)#v_#EJti?GQ>p=40M^)b@*%_o6a-8gKR(dQChtwT02NzX<-|z zwzUHhc1BcY*TGIwFR20?Y%89$KZL&R(7m*|4>c6l-7?8-bv#Sm1>P~4zJU6F&4jp} z@Y6YHcpO(%E|CR);Rud|9>oYf-$za0kPyzi`u=cY#JD) zNGFopZr|HF;8-nSwWR_z(OunwC85?^S9h@d7(Y3C`sy6&P|`<5qg31lm+dKk`;3vK z`SL=P4uvmmtPp#AX!s#isqxKs;d7$<cygrK#jrI zIdN)>L&#Y&a+GoimnB!ORGA0TEn)xqf$w)uiATxy*pE z8V^8kxkvaSpqe20pCA?Rgw7(MQjkki7R@Sxf7L=Z6TBU(s@0^*5D;@QL8_`OgrGvk z?54Jni3i_S?6FTTR@Xf#I0V>4SH0oZH%Cb)7abQR%$g*p{|M1sC0JkFKr7f1PEjNX zl~r}6jkEGzH<7?d?){?9!LzP83wQt=WA^DWfyX zYDZEmjw$S;UiDeTMH8CK>RDJ@i4VA(wPkV3kP?(d{&o)8dA_X^ z!5;DeF5(qLUq@TMDU5@TITvFmH_@Ep6&6)|KXbpebDze^vXzXTtnryjMd=vrIGqM=)YP_h1+~g{ zN2M6?DqrI&)bEi(OQXh|jMMb!N2D{FwxQNg<=)?F)@rV?%PqS+2IGv1S$@Tmk#Zwe zSwBqZX3Gqn7KIH!dz%gBzI6&d;U4w*?I*42Xqa&lyH7aYEw0&LfAC!==yBmp?xboy zx6D8T$`)KBH+pXFFID_DhyR?^GT#WL@K0I>1{Duaf6^zJOMVJ|2la=^eo>9ZC|zu^ zV4!Cx%5mS!h~z-pm$)A6y_uYx)Z(xpof{_gSJY?pT-8*!v@ARIXwe)aqpkGtS*n~O z9+;?$uPG^3jDWfjr0OyI^YaZ{q+24qC$6suf4QYMU3W7Q-*ddKwGctKiBry0j)VA- zIU}^=nq12vkFF`r&W8VIY{l0!bSO;%IxE}1fM^pde{t}rI7rQq zO*!?o*2TwWknvvr ztdQV)s8x*^MJjZ^*$W$ia3$S8h+?c&#RxJg|E^?-Q(1wlbHDh$=IN5<^oGg0ICFyF*t#s)c^zBd+GB*zlTgt&$?RTjuHbtV3OP^pKXw`{6O zi@owE(F~e=#u;Lg{ZvZ`f=KY8N=4}4{jXnKZWDM+9`3WYo(;~yeFZ=v?s%FK#gaR` zz1;?EcO#s?Pg*?i4jVzjx^VBOKq}yQ!ynUFBIb4?62%*mI*X{$qN0q6JjS%T0k0~( z+WlPbG6L8GD$_g+ZyI(=%zfP8KTj8%JhE4k#AW>IE84xt!|y%cu4%DL z0blyWb$4Htv^p7{F_BCn=&Zi762gWCfmSFGUJz(|MfP10Tod9PaJGbL#-|O-GfX0A zyYAk?_0AzN{nbnvv}YnmCMTQ4Kjhen=YPvFzkopOxW&%Z)X|XyEY;2V?U}3ktK}^% zIEdHRQLR%u`94xF!aQC#TmPou84WfugKo zp3I6Q?pic8vnd9qF3lEyJOI-UAR}L)DeOVIC&Hii(wi4LI=~$eX|hQOY~01Tq1Q)n zb>WXZ%`U5$E1fk#(0_Yh+S0im#ONuo|<)n{{ zfHx%35(YL-LcYS!&h1B=-T}81UU0VPRMcN5~hvh2G;85kIkJDsP@53+f*3s0Hy^h41usd@EsBrW)bx>;C;8x zK~4*05c*UvkZkiGy{5(rfDCw6;XA+MZv!BbX3V-d1hIY=|L@*AelVn$@I4s#9kG3i#y7PAclVHvK>}(}cCy`_K z1PCbx-dK>R-|VLl3{W96iHCKFBdG&F;Xd=<^gOC)4crQ{?H|fW!v)Dmw9JDbG5;Vb z=X@#Pi4Jj2)nIIVDz9yci)ZOPhOjv0rVo!~l51>Gk)K24C9VAoLXdD>HVN;YVI1a* zy4;G7zw?`{+-WXuYZCFVS(LH+9hs2x>`n3T`eMn7KwNX?(u^5_oalXX!xblU2gvA-KxvN0V5q^+B659O6 zc8hrgRxy^0`4F6h05ChQ#KP+d#@L666k=nQGz~P1ZGTHJ8U(~pDB_g@_ia-0M6@t? z*J1MFP7-_j%u16yvw8@DA?}N=N5lW%VaZ|nKu?SKEq8XzG8-3Z8IVW)kfF_UV<7e% zNWh{VWl&L+cFK;$uMlP>eH}c?1L)m8wj=n=Nz}?NFdL^ z&dcMv$|~17GKAWjg1$l(HhuTgMfa9r?gF;aZJ;D4vP@Cpo8_AOLpO*uu&w&s!cH4B zjLWijyAS5h?rxTteU{~6~BL3CCLgy zfK2ejMr!LlP6K|5yTn>7Yd(4mJkkGsLHq7u&7Lt|5Z2RS^QYQRE9)OczK>hsJnJ52 z06EvvOx}+h`ia0@Wpoz%_PJ|dr$Rz83)hmM~{EO7L63cDqCn*pw ziN{fFGfQ~!M`#jwIW9V>0AiKgi#ov`V$mrQOU?%i;?fB)@ogrhyV@CC>8aL;}UCo?dxZN$@KFDqnLFF}#|j zv}doIoE$y;Focx;>gjI-Em-pQ&+b?HD8YaAyd{IwntETw$60DMQOP7M7?+p@h#T}+QK|(8>@CU!zi}i-C?7%tf+E8(zdnjM z4LDTR)oDXjVIHs5b(ik+hwruXDo6LNDL#>#IF956^+B}n#R*tH3OztsLoQQ&{&?D3 zEd@Sid1Yr5yb2JjB*D2VGHf#_o_sDW>=UOcHEtNcazf;Zz#n*zn><2o4CqNx5gs(D^80wEMLC#XoQ27b zZ&Lw;Ta2iH+y`+ALaC=#Of|?>M3dp>{#V6_#Z0rHa5z8$~9j z2mA>dt_{Yu$oVh7{>EjJX8BD#?u5Dbb`s~u4@d9v+B);ZiIt;lr8Guc(o-3@UMPbp zx)iySvy5y>d}~>yp$deGHTpm9=a(+M19FS9CS`v#+|rcXECtGPXCXKcPvtn&+6U2H zk{T5l{AbZQ7SjnPj09{L z%5@Y_9DaXXL5+n7fqqM^JjtgVb|ixkdxkj*b>?(@d1`MbBFG|GSX3M)agL!lHi+0t z*W8P=?vedSu-Xyz{rSn6W_}||+<@uIfuTDSiBXJ+aGyfaVH%W-QVp_^5r@%B-d;^n0M88^(QA%bdC9tlep}FZR+)Z z`{cU$3W7W9TCON0 zrXDYQInxVreR5p2#gA{1;8ZH<9E%5uOyFZHx+@zYNJ$k{eDDIjNVqft-eixmLZs#; z4QC;;y#^rv1P7QLpPkLLsAQiS*%RSGFyuJNOy4%5&S{0nBmcB!v1ScdnhocRznYS~xm5YoJs@y@=k{;*u$40(EUET#npczIkh6G-K*xf6p`Vz6!DF3y`bs4o5BZsJ z`#iMm05%~LOHwexz7#_1imyPz zDl==0jk$9@GpoQV@u`$09!})M_5jTTMvaWQ(1&}KAd`f1Ck^O^i;B7={F`M@MKC~; z$g4oQvZ^YlbJ=J>_S-Ug=rGQlOK9FV=lcZ%lGJ(+N4K7%vQFcGD1@6QKii?i|DKG1 z;O-FmmLboNp@y!g97h~1(DG$M`o(?q&)wjX(KL{Jn~35Hg_e@ukdCK9%|oQhhhuzy zn*YUD88L4X<^oC(1rtXkmpaTCdTo>jcL32No4|Tbu`+-J_A(eYWyHI}*;_GH_#;P| zN)8Sbli`~B;65S0j+zTwZrT!5BwJjx@3CYyk5e&$h6+7dU?sFAg^qo8#8ulecpY`y z4>P|XvxWX+GH4B8V5pK^HK`%P(y}w#8f3&~yb9hO zjhuvYdbayI_4~$E#rS&=+>(&Yyw&&bUoWX0bF5X-A4AZjRHNIzRjj&H-a6nh{u~6Q z2dv&WN1L!3gi)o-VmuPrd`E%k9&V5-8BDG_$JC*$ug4#Y>wf*v_xgA~8marMt79P9 z77DF5I?6!-4@ZhUF;mmhk4|+W>D;{;EG%wcr=7DGk?SOFD4tiAEh_52-u`oU^HXR zEzNyB+p@a^ut+EbZ1k+*^#=pau22Y6S!Cz26A!VAf*IxtF?l0ID+(uk zf(S2z0i?P;O=>>9ggzc0!=I&LClxoM5tbEpvQP?g;j%52c3Y^1s>CpB`4-7)Q4v=u zi6`S#vd#2BNl6Y-)-Do+?=-CZ{9>!P?3B#`LET_d$+z620q;bwYE@4NSmxO%Wo;$!HiS_p?kt=$l4-m$9w$j$`540O4E25c90lP_4zi-@1c?*e}_MeF!Vv?%y$qj>XHC9;CtoG1z_ z6*5Q@i6DYWDco<8z`ND z6u87no_x@i=L-erc)MxAG4uVwEs`Im2y$CV=U^jOT|hnqp>&NV$-$OGuD#Zo6Y{&p zVX9gEhIS|+`L_{(^xh2oH2zCqR_mP0h|a)ON=QdCF2eH5Y1X?V^_ai{V1)1+z7$Oj zjaaYfuJrHEqmos8<`|ghv*-z5ABep5Gl>ttAkmc*%M~bp4!)Lfm&}%)br15p=Z-sdRCB|fuN6bttvC0B+ib~l^soMw zHHWs|6;>MIdc|bq6Id`iZCuvyCOD9Sd%Zdnl7Awwp3<>IMn2u8;%e;}oA+Sz$k04Ec;w5?L7+GAn1TDW=xB3tp zs1foyMRKqE_5M2R6K(ZRWf}?1v1zv?rP;-S30nftlOdAYAn8eG8o7Mxi9e~Cf!j3uFBU4qTC`;qllr$rV!~W=M^Le*>)cbqn=B7R?o>h=WsD87H zfFITiznFhOKk7z){fM@qZ|K;V0{U#2mLi-^fg1GuQ_*U>jtS+!Fl><6&Fh=vfK$Gf zTZqKy^i?H7N#ivl04z>HDC@*srWL&vmbwH(FKKZj$FwKWif%;(F!e70a@9J+JQXGm zk|W}4(N7NDLttX8`ZSqvx2wQPNfob_dhLiuGgasjZaA^EJ}X|GD%M)cRUfeV6Nr@t z4=1@uH#Ls_L)ZLjAZeKQ^VTl+(zd^n_UrZbG;dFCHLrd$`=_@Lj_2qso>4qPMZhgO za(JLW*cJ#$@5UD~DS=J%`&qgAylzrd6e9RH@tH6QWcG@%bWySM8apoERTm5reY>Cr zX$1-89;It=-l}cZKxb*Ri-><8fCi|nEX78}+7ln=6Ecs}^Ga8k#$;iBahjp3R{U|p zo3sYtO7gF(!|Coj3&^3UhbKyEM(BmMoi~ox0^%d*lX(r5g0LYNx~BSA4ic+1G_&o{ zciLMc^Z5G<8VgeVkk7d%q;vhN^-8+ z3no!HiXkJf*93tKXdW05>utd(@MMV3-vz*%KgI9m1UCelgE(&!H8wQ|SbKFzmN8(* zXld(X??Xb))5?bJ2fd3ni@kMuUv#JO==ejnZwDdrvE<3Knc{Iia1(rhuH)At!?UFRz@%XLgu~Xm*CY*09|sHQ=(t{*(~FTnP-aaN(l%a6&n|KhqviZjR4t5337xOkkr<<X%|KKxk1k=)|#y%k503oS{N&TCI6kp3$kH zrMaa~8KYem3C+o=E!R=VZMQ!RRiXTNesNVAz+dp$bxgJ#SEsM&BrEn za-gZnK97ewi~QY>Dw6GENJ{MAcTG0lGt5p%Kp)l$xyGfawJadZT|V_+*V4BL?MHrr ztT$h}Z_-!XMEq-Gx^>$bq*?YAel=!NNYx6<<{NdS3GipMQ+aTDTN?(chZ{mlf#=Mh~cRiG~de{{=DSjns5!8&ML8QAs6m8QA z;>B=b%wKH;g2CaCF{~At{01+m-cZMQxtQ$)ix_*lj1q#E>tt;q-_|KPullX8)T zh&@jGb=mq?Y|Z715L(8al{LK$qS3OC6!2Z3;V*t6bRMbZE3BrgQKOTy??Bsl8siP> zI!=gyjzN3vdSBGPdo=RbSg1D*f}Q<&oR}TTkPg%rms7rk?tQiARJSO-xM! zaoml8U*IaPWE5c8%xYP6VzjZg-f@b#(Jk?Y$uS2BLkis7bn$R6aiSmY$dHu0KdgoO zJ)dandG$fvc)ionZZ{~p;MLU!+W&b~HbD%plzN*2(*O$_lVi2N2#4wG(HovC9&rVPan6!>hUatBd@%$)6K=Cut77Na6ZG;d)2Wu{ z(jQF6c_{m7#GBYv(*`x??8+*iuQbm);iT3TB|{oop7=6hR#rA@M~$PGk2C9@u3YXH zg08~xURRTkbB+5@6uGJV~I7)^|4sI=W(GGB|3?qU;bl5@zNagzvRQ zlV8>nf&Lv!X6u+E<7#UkncJ7l4u63Tezwk zoe|As3?83)g6N0Fn5@hU=airXpikBdPkCtP@qSlXAll@y2P8I&K>jeuFQ?z%wVve$awvMsXWS7OsR+^0o=M=hJ znmeg`O^^12T(^gaYtO3g)R(DY97m9jCd&b77JU18BI15(J~%5E8+%_lM^|R1$y)#neMwBD z!0!6khw15()6(XAsBv94?w4kOgc-OvvgnphnAvX-J{9lHTM!X;`ytvYXf9SOB3tGp z!!obz&&OLdLB$N6lW|cwh!$rNgyDiCL*zDo+NfzntKQbhBn-pGe)^A`a_Z=RLexmO;*7u z9#TLU;A6!Q;seaL4n`TyDD2j>9^I`$t9e*-x=g3KtkL${H{aM7L(ZVN%trWo2rcI2 zexP(ZFi-|GiDH4PFXuAYDLf>}TU@Li5j>A$4>+u-nk+Izn)>TvFgN1b?n9!|1`-U{Y~Z=kEsV;_&S^_FFbV=kDHFrFOE!5Frsu4XLYam$ky1W${DdLRLdEf3pC|Y zgC^F>i#z)SL;2<_qz3A4-#pOBwRCFC)Q)Cm*9)-(z5?RIwYY1kulNnsP@FJ|7J;+y ztU7-8z=UYa|D$BAQhp-mU(Q`FQWzr2Orx>euL(gj_0iji!d77E&fUq}X z;{@xUnE`W}{LTPOV-wCKJYbw$CJyPFk8@30f@3B!VC?^c4dDJD*5@U)_B{1ww>e`k zZv|Wdg2A1If_f^(m36Q2n)$_b`9bPXqE7K;4ntk-J@+s;$|vV)t>c^6VV}?xAJQo= zYPZhL3NG^e*0_qw!XQJSGUx@&z_fIk6$F%5)e=%43e}=?W>+_R9|fEbk!-BM{$j8> zv-a_PARI(mQPVLRJ5;kcuhN&z;O;-a8k)$gF*rx29qOY46x+Mt{{*NqnEsD+^6}#0q}&hmZp6W(M{7 z34Bh?)*6Xp;MbJDpsk;iDW|SxV#4J2qc94Lu&$~?OXm$jPl#{`mRvc8!*QTNZY(X8Y+6qlC66Sw(7_!N;e$i0ELmq7xy7jkzhJ|EfZ2AKNs zg|m0JL0b*`SYvK8H*+YkQ0VnW3DxQ8(HJqR6;nIEmg!~V&0Xl>A$iwmcqkQ29SuvW z5W3q~-F$c+mY#pbuA()e6N?>YkP{xT@}U?NIIXI&Ag&EWCMODTCDV(u-cQF-adUHX z%xnYtgTp;QdCI^tm6(XJ3|VXa7u=OB#AMYwudD5XXWdF-8M!u8@X_z7{2bEBgBLY| zpKRZ_Ux@3=7qjVM+tKw-LE^+wsxvd&*zw894tQ&lTSTsk({{oi#zB9t7$lCJ;?YXl z|G2H%J$?g{hHl~pvdOSb$_olk^jYdDK3{mCDdvGuPC1N6oiSQ9OwXV6XB@FM%DCJ^!_V$g6|=I&{(SkNz7lG1QXxR z;_gf_o{WXPAA9G$XIV+=_~KjHO1knDFaw_8Pqg-c!sqjj6FV)LZJUPJ4Pq^9S6aI~ ziRQeWFcx2kV1~kLK!uw8EHQ5t+wbQ5w^4!&S_CCo9-DffzxtGE{3KNdAi4}LQn78_ zkvrEBw9#(Qm^T_2?0UyF;rhp|$toj&Hi4=6m-CEtBnfs-0b!?HAfym;&ASH>` zoyEtp6w$!fFG9@`F(<`oihIX(+>6+y&~)`OSFLVvlTH9@#x!7(QywPvW+L|7-w6r1 z(&S$FW$Qef>Qg>xT-^q1sF<6UB|~l$@mKIxF&>0w0sF+r#>E1Q8V*eXG>v#Hcg3+! z_5qLvIiy9igX#mX29Hi zX~QLLRc|e`qPjIGlCq^c%mKdXu+%;1b>92Y4n~ct+|q=HhW_B-2#tdH{bShv?%$;d z<4%kvmi4hJ|Hspw)mi!sQHe=ryY|=R1P-@?Q1U_Yb!>;lzCH@qPxqNo+MJ1jhS^>9 zD60nW`_S#$FPmvYlz-#lidjQazntg{CD+vtX=VroPTMpCZ8^lyNjY zkWJ!SD{VX|SKY}%hRBgh$Lbhrhs&{Brw}IHJbp4LG4^ztq{y6xrT-bD-H|^lZa&~Q z2t$f88-|mBuQLT%94-UO^9!c3P^O1*JRSL&x;C#Q%^wy{&eVe$cK8~+cm7A6*~Sh> z_AUEeY@>1&Kh~V^tU6u!n&xUn#yf)(nE0p=2W2!8y?6~b(aT;dw?g}z;V zaCzGi2xcMBH~`i@N#v6V3h6#W&JZgqWUpj`2{rtcftgt?XCQLj^LI0kGwhcCCR0|n z8(80BuJ=X7uEqsKBF-C~U-%0SoYs|P*l{?s8-=jGnuLI`PmAzASq+6#Tt@a!DAS1A z>qLpVZ*U~gZ6G5Sl5>Hzq1T@=6da*C7#~6t!(uixx zLC>qQL6#cgh2k;Uzs?&Q*EwFZsHC=fT?>r75KqSxVcufTk%byfTD-^mO7La2_qQ4! z62BoerJsToCh&$24pFok(gY=l5no=BW)6(t*?h zi4b%7AR7L>{XeTR_9&uy;C#CK#aLvcN)MxImy_m;`(GfQkkr&L0DqSw+g{c%3_n`>m|zM zdlz{DluPKn5L+jqlN8o#Qij9)H;xOIN3I zsP80ARfhf^3=MUe>Usp^#C3I7<7M=f3#z;;YB!#On%esP2*iMXB8~!qS#>`X_Qa7I zj_v*ry{4`qJUA3)0r*mUSe0crwUhCOI`Lj@`l#zD0u{r ze`lw~e?Fgrm3cp)UH~S^@w|p|>6YJXY+nHzbSJpP>O2`$Xc78{fuUg->%vFb3~;9y zEY8U86qHOgww(aj*_JZ2%$nv}U)9944gIKzediNweog>&u|3oN)%qff9d;7CWK$Uf@=SK5NOf-QHP|M z*~h6zC9~!*tzS?N?eG*d)EaiLY8OtCXwXX5#A`rJ=JuJH@N8<^oD#mZ<-dHp?O`T7=C`QC!o%Gx1K5LY0e3*T1u}qAaXbo%~xl^tM+AUV94!mRsM6P!U#xCso z_WQB}h={{Vl>t71yq*9*v^G)OTf)^vAOq&7Z({60jIU6igc?^2e@OWCuApKkJu@>m zv0^fnyK&9=IT7VwjJ{YqJ21-}NPteWVO&JEv46lhy4^5Ldc>w7E*}p{ccn8B=OTAO z#j=~06KknqBq}N2U;e&6ZO8lxaw;%`2owLN_|yQ!*xqw8#7AOFHcd7vi5{b@y2WV^#&lVvo?7s8io^ouj8 z#jOrQyJ5$nA)_|{zj+Voso&dV&&$E0x|+lEPIh-{r<`1&VC30>JRPivGY(wIbS+g< zX;KO34@xc>dNcPS7hv|Wm$SB*qdrKrNm0PL4itxebKk%QVaA&Srrgv$CvBSTKR;|& z*E^uVVI0x86O>N>YHbx!8zb5%EabqAA@5)1pL&I4AcO)vn*=QIe$BMs0~YWuaEhJF zzKj(j^E{-X+8E~*i4+;!kX8+6{5FXH?tg`qCak` zXqpXtyF9IQyiQ6cUD=ms$U9cHfqTY3Z08*yQQRmU!G0m9Gk;2Seu4C zY%Y!8&8^1Mu54H?nZ2Z2Zrb;peYx$WS+SSrnEmxsM9*xM&~>AB@^vC{^tZ~1Mcu49 zb8@V^?=`F*H2cDp=xhk=>Gh9LzC|H9OZ&xqAf+=oPL>kCX zQaS#kdM1`?&tvFZLx-WsAH(&C1j$f`Vn|Ptzt0I|ye!FnEL(@h5&JDZ=c_>9Jhl!>=i~4eSfcd5n_{@N=-!43TR9kKh0NYSUptp0XX+j zo^IuOy^#8JmtZz#RTyx&Fx;wDHR5}5G|k5X;ocoUO1_KO{uv0HA-MNT5aa+kwEaeQ zCmI-Zbox%zH?r$2XDvWlhtzGlN>wNuLB`4p46o^l z2MdAHo@|`$#4;livw)|s)!f&P_y8B@m<|>FhTU5FrmbBZ{a5QJItMyRN(dp2^1dQN?T$@y^bLdaiCNEZ!kaU%vQhGW<^~-3 zr>1YM*Ym53@;`-d@O&Re%dmb)bUvm3)E3CH!YANlVP-D<8;8PwFt3qLm4rC~-96Eo zH{HRaN)=gKtGsHlW_L2iSZi!s-`yf+;+bPWL*x_*yKkh!L*LIu0EII) z(PDB`dfpp`HUv;~E-fdn@ugfC=$W|_^m$dp9k62ZlA~tiX!8{RyTR48yx2ss-SELD ze1|jO6&WG9?0T(@0&|Y8++#f%#Lcs`^#l58`>0TK1SpV6F(;VW_Y()8(~R9yT|9CG z@NC}F+=OENeaM1w>H_H!%(S0%uXJWdiH>VPGL$`Uo6x+&`@9YH02``;?2l+l*3^7p zt;jOx0FNjN1Wb&Bf)6Y9fnuVVAup2_K(OHc#pQ@sH?B!nE%dk?yeiO+B~}?0Qd0Kb zie%f!g+I33l6+B6aR1w|pe(Xoh2s~!FkgDXPtc#SXhaO((bxP*yTXZSkF2b$@ve_y_zz&Tz{5QmVdP$yi}@ zU(4hpUCHa9EyaeKyPASC=T=&?u2cwd*4KkxPbFTGQR3DEE2$U1Hs~bsYu+L10pb1- zeT=`B%po5pW%TD4uzgQ^66|2pOEIpNJGE%Q-djnXW0)Z8{yEs-OG5d%`V&u5O;BL| zDU@{KN6&+qX|nQJj5$}7m&y+mNz|77AWZ`u#m9AL)HR?wEF2*i$Q0~!@Lh(|pfSGC z%r&1l`D}Cizcv*x_)U(y%O6`iisU9YHB!Uv?5*XhkScu}A-H;l1HNm+;-xL0BzeuU zQ}R&&hZ1AQ_2qZt*x&0Ya%4(dJ3I0gkvC*4eGx`P+X%jT#^p4cp+R)FJF;Tb0@iA- zpURgVs=X0eM4VG24UC0-O)UU?h3E*tZ+M?bI0C$o)#`6hnCppZpLJE}sMlY6 z9fSzJH>rWblHyV(7<~TOWC{fQwAA>eIVwRU9MUA2r1WqYvywWLkO!|)qAY=zBFqiS zleIP0u4Sa71Ud>G@NQ9BH^ zoP_fWViA!Oi!6`si*-HQw#4Mq}?A(z1z-oiR?6c3lbjKZcDru|VDK~fIA_H2XV-ZfCJef%c`|i6hoS_b@V_20* zck)sivQB(lc+CJc0CVbOBvxI?59TsS<`KoPJp8aDaBgO;g~Oa*BE8}IaCVR^gHs3b z0xBe(p)LxcL-P6bBI@oZ$=f^H)z(Rt*F)hbcZ49y7|K_qwZ@@T5sL;ctBwZ%fW9L z$dpa6Cu~mnI@lX!WpoE{rC>H?RjLgVuE!dShbFJcG&GE_EnSL!iGB*muBa9w^UFaj zCW=B?wWKuqcxwqjVfeQsj~AKIbY)t=p7aBETulAor?O)?w}nJQxX+ekgaSlLcA8Du zndQ{UA6X5Dv@d$;Ys$8*A*)D|O`^a0=4=uf6+%1S4Ol|wPzV!S#nws^f!tgsm3;Kc zN7UBZN+m@_09_2}L_<{AmlyG_yWaY==2~kJtG(z2=n0a+qe$?zjVg+z!zhTTAStBA z@`%X^qehRVqC${$kOxm}`D$W`O-K`#S%yZB8cjd{^fU4tr+i`gyd0Y6$)}zGDS<@; zERPrX67m8vh9T$pe2g7Z&=;f}RTjCqIh0>e$SOO9`Gp*X!{cR4fGo8E(C5#V1@Z~! zy|S``Zo27aYHewyk3absku~%pZo)oHvS?^%peNMg{iT;$niWdgTHDC$_i`Qt@?!a@ zsF<-uR!~7zb(x43*dsY!q=!j5MD6Vz)YjRKJb}Of+>(hmezk#^5e)j(zJ9(R8_FnZ zYj10(j?NC?$*cfVT?^F?!Ga2T3YW`aLIui$j{){)h)1!DzYWF0U}6>%Hn3Y|c{vCn zthgf`YG?Qaj1`0`M3R8&4z6iOqBxf8psBf;%lD#-FQy%K+<|7!nZ~Y6aOM5#tDW4PYdDZ>_l2PFPTsKDWT1fpW zgnO8=Sn`Y{@*2l2?F7VP>C$r=0UskzB&CQWeMs3SmSZ2JtF1(<0|)xyCesEKh8@?^ z(xe(-2_137QFO{FCxh_@2Zsh|>XAd-NM`Z|9)mCzwp8fWUG!Qzo3AxMYxV0w2dD> zo@UORNxSW~o06t`jJDr?d#Hb4L){EcEL^#$N6HCsz0s|Tu=cHDl!9c0dO+D)vF_F@ zsG+6-9jjr*HgkssnZ1}*-26`r`AHxlM0fslkn>^^>@6-|dJ?{W^3v!2)EW}NuMon8 zWV!fGEDIq9TImGW9LNbZTrWNMC(~eG87Dd~5@txm_RwPRo2~3~lq93Zw!}>Q3;u60 zxnGf-R)Cc0_w(?3c4lY`wi^&25l%JiCH`tv1wtqLK8m4Hktl2jBD z&d*T4l@&>Ewf)kHkN?{nwQrTY4Mh4&OHT&dGwAWoZ_H*YT0*40o>Fu?f}QpBmo6crTG zzyC~8M4DfWGq60u;5LTzY+1nDn6O}3th7M^Kd?t8mOw~AZ+?&>fT==#17TzMy0*<~ zEv$G_Q(X;36Xen02$~?oWSPdg2Kue-H=KjX0h+gDFhVToH(_y;jH=1^uI~v8#~WH3 zslC0EamtaSN7DN1uSZKym_W-;m`G#Cjb#!@K|wz54T>UqvAkrww6n7V1QJ&EnKfrN z{r<-vO6_AR<8CviPp7$c^MQ48nHLrmaY!qV&ter2wi)0hi683uz9JFi8Jlpbx3WD% z!!~|HKKZbyKCcjVoLB)uA^q=v{{zuS?OUwuxR7#k^H5KyKUPX&Sk_k8)FHQkg@(I2 zsVfxbr~!?Q4NS^uX=$cVSBQx=c^u{`kIKqRfkQ%dhUnu0)Ti;IoJAp_ z62#%QLTz32^Dn=ko>?`8cjNnI%O?Sq9$i)-hY`u7BH0UW3fvYs^jBL;2kee9##L5c ziOFLVCoDrtExk0ASC*rm8AtYbQO|r$kW*OLpiSL>huR=6@%x{D&_DnDqsU1!X!?IM zXkl#~A^E%(6sGtbK9Hj{9=pi%vox<-Jw`GvY!SCPvLlO_ttQ{tT#h7kv=SiI zP}Rd^6{_pCS6)?RAEMII64)K9H2DKT3i|yjUw#rQpL{W#1NgfSHjVm-vio2~9fZh2 z*fg@uw1zj9&6oPXA$~Gn8mablOARJ-J}dElgTsbRmxOrQWe{NuD3b#ZJb>f6{r&gf zY=q%(NXwQ9&C(>62mAi}@9D0)?xJ(fIS0;%8=q4dW-t=S83CViSb-dtC_7Y1tRZo@ zCGI#Sd2lbNe@zmC+6dCak30;L48jd@7$qT6Q}t=@=m7CTJ3w2v8EMo@pz`8FBXpny zk_>?bjT8=7w;g*C=DkH8wTT|!Z^45GBqpv1%Uly@({DAY2%Q1Ta5-BBlv#Kqzt@xl zUUa-Tbe7#M=Et>l*^i=l{1~DQ4|u?QO=-|4^#78TWtynCu!x>kvHy@j zmVsjrYGRH~Y@cJsjG-AbX3#FX>_U$`@(As}|NiL6KnjB$4ElsO7><6gS9Lsp((Sk2 zh5?vnPDW!xaA~%17c*-QIph#Em|34YZYDKZ*8kbN4k%fwqW#^Tv^l4j13Bj$BnBlY z2nZ-3If{Tvkc_`50)h%EASg)z36do!QDP1PkM!WhurY_3>8`)4&OLXwPtUfqJG=Yl zEnSahc6z#RtXubX*LS}vtQQ91i=g~%Vfd66HVvV`gg}%J^rY~K5>x?(c_UC^kw*}P zc3`ZkOslrpHqKa5SGZc{xF(v6{Ts5xuUd&dqvW&OSFQjH6ztLYbRG zQH5biVpaqnxPXWS^XH?qq8y|Ygq4LLq8S=^bGQ8xO&``$aa{q{R>!3F1`w5*f?0pb&}l!TTM5Ch9iH{FOY zzFdT9ZhDRh-(!ZCfL`iqYJi$5xz8E0vz+(Nmbc+3bz3A-jgaBS7 z1P>WMYKCE6m`milt)2d5rDa*ikuZIflpsyAQC^sAh;;ktVd=mzYkl2}Ao8`XeCk8M z8(p29=<4nkkjCnB*T6R0Zinr*-xeEhys>~|N=r(z+beRU-iEQq&kiIZnpQM7WB#X~ z!}BjZk9i+|jGiTnQB+)nn(7(>FMvoGL^AjR$pmU>`H4Wb1qJC-!ve%Y zw)~E$rSzVDn3MpE+gzAZ+B@3u<$^DbPtE=`J*sf9iD(@0;v#0*;qnWxqPM3TZEY?1 z?DJ0y1TmNniyX0(Sm>Yr^Pd-R)X_)DgxoY`iU41Pwhc-Td}uYUC_0oA1JH2MbyjA4TYngr~AHs5;t`-B}u7-0xd-Y`U-FjEmuQ;d&}l0z`( z1w{u4f=y|3E<7;~q5rn|qHOvlU>l=@WWpwyHe~~7+iXB|*d<*@r3hLWg~xg5-}K~~ zsW2NO6LX#PtSyHQA!O^M>g(#|SoHaqVw7wJC^NZQJUNbL@n=Feb#`^4vZ4}y{_~$@ zGQ97;`%qh3%afNFOT94RLt+FjT)5B$gnduWfA_oJWj&DVG_%YIBlD}Q-%V5Gu)rk^ zi7G2D2g`Xs{VB)j6TMZU`pN_SQ;`T-moI1Fk2_XR0ShlgdC>*P;%$TvBWfIMs~Yun z<`hw0>6yM%S?Wt;ywl7}7&w9LAKWhad$-gC&B-dSzV@$gX%eDSRKb*usLYouz!r>$ksJe<#rX2J2<+>#Llf z-E#-PP_{lI@9m)M;3QJHcZX6F=QU8HRc#u72ky{!PAXfKh>!d=FMw&Yu=e%)%2WtU z(gCca6Dc$a=9P(&P(leM#39hQ%~}M|7|hKSunD}d=Vp^$C{|vJPM?ETjSu~5JRTGO z%X7~@D;ssE*VYO{1^IPSSVp$rVF#?e&bqvrd_-9apd&SiIWDuw+H0?aFI-1FXsBK* zIb!hyii(Qy>#MHB^l8&v|KImfU0ul=*m+~I4xtpmEw}u|-6(wvN=lf~BnBe!wSgSR z01IRjH^~o(Midm_1+Ec*IQc?50Sb=pK1-1qCXRP(8-Rr47~o3q=2|5OqAChS;&apI zEyKDOysk5Cslz%Enwy)^(b0ja)2Ct2z4yYdyY7J;b^X7>z z)z#HWN-NP|$Csmh90x;DUx)%?aN+|(MK#J&9S_3u#k!+5yck?1{cS{)`sYx3e z=%tj$XR4G=Lw}KcEjbDPKr|*Gm{M{y^2+qPzUz8MytJSxEZ2rnUx+O^w)g+ihW|(^$4*1>Sh$HJ5Gb1-$V5^LX>EH_+bJfttE% z2}1=30tgZ@ZBO24D&pTZ{cPIP(sdo~{i7mbnsUoj3*B+Lk4b(bPQxh1(42MKnx-{< zX3ja9MJ6iea+n~AeCNHDR%(*Ye=1;-Uo``mpFZ6f z89s=F7EFK$%a<>gm}|G(atos&nVG|5@Fx&FYvLW2m6p1cU+?4K?|cWXt*w|fb0$+o z@dYw)^w<)lUVB@cOxnNr#V_!apZtXB!(>92fk8%z1D!#XIVWiirjoF-QwH(`B}Upf z82mfFgzd)CAQ)0UKZa*5ZJF~vo6GcJ2E-z4F$7OIv{cF#l%ZuAqwg0D64G>7zP#em z_z>0_?--yVuZwG{t59FpAm?m@g(MSSlH=V0G^&?I8r&kN*ow+ZW{QzMeEjjp!NQ;} zuBR5!@7c3wW66>wIOdpR_+AFhFv5`+d&4rzkpI1{HmJUHo~BUVP1c^eQRWY(=ab+5 z`q#hW!3Q2-l&$EB%>W*y%p}3F1$+B?!E*ZPr@KhdHKe{#Mkbq?jD~*!tqbSx>U^9N zl-sUc<PL2`sjKWBkd%gMU4jDBqGZ6(lE|g>P@Tcd1KmlzKm|s4CB){z< z8~;;iymzONZXbU+l~Tj%n1VIDE-J%%^*=+s5Cu9)^Pu%tBhjgx^wYabfb`+`#vBn% zUOHnMFDFy*dGdfCCw^NHfrbJ6shkQ(G?t-Zh>sju1{}{kn0LN^eeQnD+~>*H1vchM-2rlnr3BO7p z3RsJb?_eyDdBr@xjBs922H;mPPE8RCS!c4pd-1gyk^efSM!#i&h`u7MJkBVuQ6tnV zHR<)%lqVRP=L5{EF@p9{0o#ZC=jKporR1QD|H?lflL;9t|CCuP`ks|&$UXXJajqAa zm!rL{9k030Z~-pB0?39%CU-v18_2~sxBKpUpt7PIE1FxN6y+XnoCy7W{b+1xz-F6l ziiaP35J?@ug5*x)17xs;fIoilgH!O{d+)l8`$u5C^)^6Bbun0Oz4aEHe%k3698992 zp`Js$c$ha#rlbt8L}vo!5VXI`_fAA^C0p8C*<{)+>z-u;ke2&El$}{efBM@4mYnye z=a@2Q05{6?wY~!_t*z*6?{I-fb8ym0Cu09^e;b=@x(O7NF!%KI_DcWSsWc!yr-+%4 zhde!c!`CX(%sw!{kW^|A$>bpVdU^mN)&=RaX;Y`-kb@7AW8s1Yc;wMXaPPhM;mtSS zL`zExs;jD*-NuCAAt1vZ1JXJHFT+SM$k6;`SqhF)8L+>d@dqf&w0R~x5P7?gj6XKR zcms!Es|=%;oI@r*f(Bi2zTU88Cco_c%;zni0x4Zr4DDyh#jJ(7otaHZ!jM%}SGgn* zM+&LMHrs9Iwr>^s2M5v9(~IRRR=`Qw5JChiqQ|k;Z?FErQ$$53L~%Nu66`=Wm@A>+=rxeP<>i&V;| z|E8aV`&!yv>!FNWC`;dB2p_y{?s(^HPv5h?XcZUHYJzC);0iMkSN+K`+`+)eFwH7c zhx5-rk5OPU*s7|kkW8ikIA%g($3BM=y7ksu@f{bG@{MnNgB6~Cn{Yso0m+n=;hlHh z5reQ~@e)jFYQo?^5~SH&6e&0wu)+wtf#e`AIRAW{bIv);B%@h5w4+@!d62S#cH<3Q zWN@rO&0qouIhfpQCN6F>2?=Cg7JC3WLr{R0F2k_##VKI4$sGa&@`*BKWnhSVq@l!^ zQ+DkqC+Ovkpg;j=#GmbTB52SLw|8k#F&Y~iz+&sZ0x3kafn+K)2JUcsjYdfFfdR|h zd+)tC_~3)_=%bHjzIAlZ;^Wn9@h?9!B}Q(UHr?IcV~GC5!z*#VXE z_>oe{l>GhmJ@>-zul*fIwBS%q;-n{7=Gt^B#bIrvZrAR7&f zh3lxl2Ll6rXlSh0Yh)iVMFUab0Sjn{poV$sYxO_RI$Z(Eu)KIZ>nba80?9!%UhIqx zmq&cFogE!$Zf(KTrYSh>ho|BA6OMP=WlgYjc6VbiIRJ8`%fvSqiE3yJY|n-%KD+=R zN9%?kXlNOAvH@wPJnoODFc;k(D;)y5F+SbZs4D6ee zdyFfR{6V~x*+_1IU?Z!jtgOiXuiig=05ZeWNo2+aNx7sA;Aou^rW)fPR+_PhK$_V^ zOHdeFxp!nj;ydo^?_4aNCJm6`gND>M zc%yqp4Kjb22rT`5edz1$VYV3o#2j(B3)cDeL3r!!w{X+VH{rhf@57>ni&0Zs&4dPe z1DVz(XV~X`DXWx)C^rzh@AtkGmDH+Hl6Q+O}5!) z8wS)ciwj?Cz#-!+hN*?a?C^vwpq)=X`2Lw2vr#j9xLzdXAi>8{HoLF;|bk^P|XZ1FhdBpP0*_oL2pVqa(I|yva&4Gi83fz9rg*9GVvN?3CY96XY}t1QNplO98X}@teId* zCsT+Pi)A)#+0ouE$kRwXmRET8v_mrCSC*IK_S`+*HH17tj484knr z<(FULh$D`W#nm2r>>>S^N~ffsyfy*8y^3m###>RM7%V?`b@B80pJUpTDFTu)^n7}; z8jr@%+|n#%{n^hhm4!xEXNPnyVe*NxJYz2pO7Jm#F)jL(kA$MeIe9Oe9TA1G;>V!B zi1K*+54d(!^0N~FRcM*2$*!Nla|1cy_|84lOfFG}WbHlq6zs$;3PTC!l~6(nH}sAIgsDcw(x_AcFEFS80201? z)Fhgl!+Ct-K{Df41QoFmkHzr$=bwttue`h*4mm#JPI4UaWvsjIdRT3Z)rGBuh(=Tq zOGOZiD2Z6HxeI#v#@_o#=%kvO8V{R>7GXjuFDn;cUz=OD`(1~;t;@zf%bL1+kVCMn zsAgLskH3;PN?TBpF8DfS872zjEGGi#duT|62O1K6!Gf^-OFD8LhGWQ3=5KFQ1#>Rg z*KNcXzDdXr`1VDM772*xkb}R2AD(eKw%&ScurT{hGL?j*q=v!-qLh#2&DbNAhf?bI zbjH7#PN#+0hAfi)+H0@9u(J#3c<`Zz@Vnpr4$r$p4V7+xHL@=^nHK$`EVjrY%6*+m z-q1RxMSYQsOxt^XfJ$XFPDMmNpd6!t4k?f__sLn^pz@)HYRj zXx*{|*c9O?FA~{g^UXHLS!bVxz4zXmeV+`R5nnx7lD=GTnP@~#7Bj5!TTdAOwE8^li-z{Gr7~^lVTy(UJ&6raglHsU7=WS>A^$?mU;F@unV=Z+lvg}%uUKOq-#<8J zzU4<AupO762+A~Kl|)6?6=>3m^W`88X6iP2)=Y$%0ar!T;A^99&~he;)D}U#MM_{ z4S>+u*##@2h6iU+L{F5EHZU5eG|CQ{cz%O}X_S=}X9l%ggxrBLmNhKMh;*j@v z8ux{uF%yJ>07a0tQzkr9#9x17kc|Pcyi|UPL{Vk}90sgur&9m}WoFLedNDJRFcFby zLnZo>PTPnk;>bs=i0CKUySh+aQ-eG1xC2MJAeg`3a}O_&7+~TF!^D4c7$#K>V5hI`#0Y3M*5eL{AR-QtCCoezKKP)7Fe@!7HscEfIA&Z5QdC%rPCM;~*lxQW z(BI$7iyY~fLYGiN2_+O2u;3-4+?Qk>*T?tbsrLN$#slHQ@lU&=DKT2tz^9IKQq` zSz<2}jnfbaB_u-055^cW#t`6R2Oet)PM*f3PBzGA#4O(&BtLs!0Z&r!0f8J-*T67c z9w9Zxak88|!o~*Nm(S#s$2v5Jxi%nO%4;2(|DannKz*Tj!zhFRCY66!rSRd(IOPgT z!rt*;O#vb5##Cqw=jJgh+gRAWg3)stbs5PQgHYu&brS)a&Bgd~NM$XP2Da%CLSDaH zaUvmMabA7(RraHZZ_6e}05lmU4Zzl$j@fa~8<>|juh3B&DEGeO>@8uYk>~(F`tezK z`st^!Y}r!Gnl%dpg9A|HcvLr?CMiR8O*N`ejZ`Yl&TjGZ5s{QrNy4^oUTJG@2RXKE zz}H9u0oCZ{Kr|AC1IbVPjPfsP>Ci)RPVQAozC+kM90w4fjn`M_I0_Cqay>bYw5_y{ z0qtwR0gJPVqkznQ&D3FU1X$ie@Kbh9K#m($X@C?y%c#yW#i0|GoH>=YR19rZ!DQBx*@? z5VFZw8pq3;q(KkaZHX;?XGuPWQHc*B0La)cvPfTJATh=-t8`kaWD@CAS_lUQlY=1W z@`$cP5Kl0@G_5n*DZ@1m{xc&B9aoJ_R zz!z>mH`X@@6OQfJa5DYu3k4NqGi{K7>!RFeq+n^=Y2rC?8yH3{1BNlA4=lO?6A)vf?D-G1i zFv;w{|Nab;;TVMm1YwvVG#dw_S-X0=UHYd3@y9>@0W4fEu8W_NiJ-^=35<~I0!^Vs z9$qd5%Yaw<`g)K`_9KFlObk6;2FI4Rl1U1|%Tk^+jnM>=XCjYSajv)STMNp{u7isF zr%CIrQkI}g)5)~yOAm_G0DB^UrVJw@W9*b8C43YNq(46@zL2SGNSwLtAv&@}$-U;P`VD7&AZYghRS((&b63sBnh><>E{{!&U zQ%_;jO*fTAnW?iJG5i6QdCX7lu5k~xO8mm@FV*uv{6+ii~TWUdc~1TygxvzOT#mj~7S zx57}tIc)quSIV3s#~;@`IQDjKP5}At1hh#gUh_Z&vQ;a9t(6Mh9clD?l!aBptV12| z_Mu@}f1JF);(oCL#*`Vr{_!mnnrD0mrD+YJ=&$nVuY4yf=N-0wp`3L$6f2LlBaN{hiH-6Gu6BH5 zD_{N1@x0^H?Gdl9%^yM*40dlu*XO{)f8}LJ1k?LUDqh_f_8M=Ln{=Fq{+@ zm!PG&8E?M%2HQXZ2RM$6A*2`r1V|4I3R}p=n`|m4(>KLhUG+jL2YgA;zO*etUxNAlsriZ ztBr(>O4~LRv9sKPok~esN!x}!m;^ZloBdlh@jcQWhV6t8kO?hg>IA@c90uPQ5Jkj* zcodh5!9ncj6d#!%D5^j8vx>#{h|kh;+ol=4y*)VmyWhk47o3kZ*IElnw?A4snjw7_ z(ZC+dq!TPYP(^+#CZ#jY0EiTN-14eEh3e{RoOj-NE|6k7{OHUx@#b4^Nyw;@vQhy? z!5*r`+G$Px*f|;nA^tPl0g`qawmk?++3u$;ZK^#wnjt6y$RG%y#rQTgN=E#MiJ~IJ z;tAB$HK4e-NXnnK(*Q`KmGt)wU~pgnUESRb7Bf*;AY;W6T~(GPe=Dtj3?8Ydtb_uw zu6bII$j}u?KTH2Xi7&Xls}r4_9oTZqErqaR_uY3#axjS{iq*jqW2cd}Weob;5(FD*DD$`N@myQ51QZtm`)Z33k0(%4QjDUKB1AzWeECYjNcaqu z)5v4%O|*m}%FGB%R%QX9oOIGj_|0#A!)P@g(Au~dRt^EsG&eWnOxK{j@WKns+`)8g za_zVXfeoKb9?O<36ClqAAABIJH`@4l6e$snxpnCmkjyvt-B;qHu`rdJ0TXF-p?~wM z_mw@&Aj>dRSr9>QU$3TW6C|3~m7&1sLN>C2yVR9Z2DoA(d{GAZ7mvjejp}x#KvU;` z#}5LukyRw{xS(YCIxl04fbryBs3D9pN~7}#esLTEOI>{9Dn-LO|o#QaP>Gns24#1>kK24B@EM1M;(QK z{p(-6SYjZG{AT9cv3PJMl?l02S^|~}FT4mJe)vA7Hq8JW@-7Ymi96Wd)&`cJyA$EG zY17fx(c*vKOhI{PzlMx*(^!SX^M22-e8J$kTq*xZ1(z8CG5r1Q;)`wSyN?3OuaH|F zPVVhb6yW$Qu$Q7r!Dm(d!*(ouHPik-N2Wsk*vCFgaVl>0tS2V+@zEhtcXy-&k1U*Y_GrA%Db~~ z;_a_rKS#H|QWNY4$v^M>Ta^HU@|#EtP%9;@Vd!8Y$^(d0;6RWt#6-YGmB2Mo(7fX0 zGp~$VpNJI3UP1sYW$8*4f@5+lmp_DlD1~eFX_!|96ma8YpPNI;9yvf22++Eys0i~u znuovutZFKkapr@-7efc#!ZfGF`d@3hlSxc8oW@#CNT1oz%|FB-W^*uY?c* zz5RVAlvhIgVvA#Otq%}A5H_GlR5tJ@ii;4D?-3Lg7o)VK1SRfgeM6)83!A1)!}RIX zF{P=|O)H8tj{$N79J6TALSb@QvUrhOmsaj$W+GvIkn2*(6!$OpE9(@4YQ*23)aL{H z+4u#cXlZRmPk%3tIr+uLO4I2M&YP87u@R8@IpIm#-^P+3vQcm|0`QdL!j>e?C!2UcEIis;Bl}77j zz%uY$lQa4`__uK$(iF@iKKVtIr?0P9Cd7+f<$dnl6 z!MN$Bo49N;K%vX8d)5p{LUs_ZGI0pK+N){0#5ft$oJMv!4(Vrj#}j&K7-T577aM7* z2g!XI`Y)v^-b`CqUace=W_THEqT}NMLP6&!M_zN*HpogWF8~ zOn+2Xl%u4)6i)LB4+x1Tg|tvv0Vtpqh!MY&fu5P{cHvG|z(^pYZ4J!gEQ-%^z z2BL&q>T!<~PdE|#?zF`(0 zUEQisH@k+Lawp!orp7#33cD*LaQF&3l|!M4>(2biB=ZNZl0xvV+WcE_@=v&-ogktd z9qTIa{=%0~LUC5c0LyiBhvUi5@IRXHUPin)HI*+rZ9xK+OdCu*=a2s!c{eL4AYc=i8XhWLp@B!mk-`1nJ#w5$+T{D`uQ&y9w({lMTL z)>&^o%$hZmfg{F8M5IR5_5%3m>XLhZ^rIgO1IJk|h~mQ!KSWbglK@`Z zW9*OoCQSflZh@4eqodtTvlrj`=6<;Dy5D2!v}x!c=z*nXf;?z7DYO1G!&KvFBKo{{ z&#!U_01b`G;PGQ-q9l;^`8oV4pow@<5xP4&ar$Ye6c$%^*M8K-S4l%?tASeAdHUA4!KrYf+#QyD*R8AuK0u;l?{N&-#uZ72*Em3sCl-AyZEF@iV||n{Bqkwp(wF88c_1 zuC88yE+r*J+~#t`qA|qca>(B-R@7ofAMt4?;t6hlIkZ1s4((GmEKyM!!%0!T{m+-Y z`NSPGnl#Q-tty9dOdb)ShXq&pIt2uC#TA!h?|t?Wq+e}qJ&0^$1d_=l18U^>-S2*f z%{Sj1M;vhk#0c0nw^JVd>x-?*=q{mL+yC493rMD+p~0X{`Ev+JhK;05I>(=Q0b^>dqjid!w{HgTy@Pq~;xdtM=z5S-`EFu&7PRvf)L0piEk?aqiM4rWf zu*xXX>@9kLf|#C74i-lN5s&)G#l|QP10fN_s%=amUK982G{b#{ocyxC=xsVFVOZ(JZ3 zm#?O#R?xmg#Cpo@E@7A+e)wS=bIdWg{r1~g_hn%=R-$xF$l~IJgbe%fS!aPP2zoY^ z8boABj70(oy0x{v9jm#B?29kC7%aT7W6Cvee?<^Ve&|+=Y^Q{=Gh->_6kh!J@Ws79 zG~i?t1r@lG30`ZdmH*m=zPiqLLow@w-uj6d-;@7^qnb!lPea>WO>)#pI6o0_d2`o5 zr7RS#`1LoGQP>DIT73^PiE8u=m*!bE&o@Uzv6SMWqmy6!%zb?X^)_T87rPR&kIcuT94WEF(Uf#nmNF1h$Z zJo(hWkcdSYP$CZRXhiv<8<5W1A;&Fy586ArP+C@k^M3kM{Pd^ip`^3~%a$z$l=Aoo z^_KBrTV9Dz&Rn6x>hS$m=A6pT0&F&~^F0iZ08mj?B|gW;AA1b{dGQ5t;_GN0S)>0( zqYBCX0W4aw6kBe#8E(DhR;;z&y6o!|7L!OU>dzl6!#|As%WIy+4Tyt4S)c7QO#77m zDJ=NW%an;68!a7esIIKSuU#NXeN7F1dhU75zQcZB*<^2AH<>b!Y-!*wlg9fXH@CSp=-aj6vkUv2~a$B148i(El6~MwkHsz3_Dqeae(y8PE;; zY9sny?mMkh2B5)Vn@Y>d@Zw7^;*p0Q0*LrGPS5`?%whj8V38yJTwPg-8~%7b4m{*L z=<4o5M|%gN@tEjca8n2OGnB5c2^$7eZ!Pj&gWg6xmer8|ks`Fa{cPJQoOt{RXsD~l zvBw-=hY!{d!8Vu(FCf?iV?&}EPvn2uKv^bj-!Slpq*erw0W(g-3*cY|nEXLG3X>nO zF7ff08cLXDcH4CioObFdxbn(tIF_Fe@WD#Q&VB}^Fssb=+i#D#bLR>T)L4jCUd}@% z;3JPb60g7ZIy1>|ISoigU(2XJX0(y={KTba`_<*Y0?QDPjBkNVL-;){rSwE+7)taZ zzh(=)#58FJq(Vk-v=LQcw5tFgd_rDYa4Q?SUA{X=B;pxX8cEmaVph6M$}+V4m#d(i z#kuLaZ=CoS0|Xix%E?f__4oFRjtM4L+T2s^JjbskM!&1GOD2|UT*M+Tq%OYr5-D?S zO^p~sB4Qm9aMhG4Q*hT^cL^Zth8u2>PmN;E_n}I3p{%4rkdG&xcnX@AFLU#o2HQ?+ z^d`wcGGRs~_8`m8{_kg^>uqhVOdY4oVif=YL9a-@0uoBN!!_JbPI=OH{B5b%Kk9OMj^ z$sSoE8jZ4VPtw_LyKV8eyZ`QPguW3s{pnAb_wgrSDK9G)CXt~cVQvOFEK&+Zi5T|U zYY&`q%Bk3ApM519QgiciSkZ_9kq~7G+e^y-Mq6KKi=*Ag#t|qQ{9=5Jwrxv@pJ$(W z24|gh7LptRp{9mI_xPjllY>}9KuH3g*nE>saK~T&iq+R#6WtwMQm05X>M!rm5NgJ_ z7!}gxF#sbC7BGG(`L4+XJf>NqL!=#~Z94-fi0JktKM>G=(yzUi_S@D}RpZ=q&P5_o zgdd%GCfeKEwEr#zN0FzS2&72?(&+B)L_I^InutcEpELKEQ6c>+ zdMf&E+h$DabbUfuoY0gF0N2wk=^k*v0aCCdk2q3Ta%N1Mfs~!{0GpHnY7vwWRdfmP zsJ5mWo!#9?CDR}$&3FYVrvgmF_Vl=N+d!WphEn&V+@l+jxlq5j?B_OL9&5Mz@983dx8y?+fNQL4kagUFIaR(E$F+S@yaP;04RWII_o z$2*lW2@{XSh-LxHTy)XJOrz%N=-G_6WnhdLQ>|zGo1DAx#v27BbHx=`7(I5=F=$IE zN{;Ujl-37E2DAL1tCLSZ{S>B7na=tu`Ad2Z08KqNkQ|hWM!lBr$VO@v?Gm`{moy0b6;P1o~?+;yDkQe(avPco4@=?Cf~r;BPmS4 z+#IAs`Hx2Pa^IgfpD##W5>)^Wr%(!Y9V*uqz`U~3o_j*3i##^EOdPumt>ktIMJaz@ z6H!4j5*EG$hhd_xV9?QU^O?#shw<_W_&019CE{ppYs1H%&O;&|5$8RbCAkz;S$p-(a zQ|Dsqt+$p48GG&Zb(AuIqOFac|H1-7aO5z)h}@rrxqgyg?m!>`2$*}>4^&lIDgMh# zFTE5?7ca(~xpR?r&nsgX90TG}oEID{T(l5dZ?UBdlKC6vu09v7Zkvz*TomLs3UWV~ zggx(l$x(8DJRU_N5i=X~S#*df0pbwIM4({bnHKgN3-gKq6>Kt~3*{k6$!)W{Qb1cr zJ1Q$GapoCkptGwBmtK6aRH(ALO29-`M)!34IH<3y!|QLnj&C1$Fz&zq9?Y0E8!J{c zLy;}MJhI6PB(XFw1{NGRLx4aT0GNm}zG*K=#sF1l*f2&03{_Gh;Fc?X^((yj=9_4& zZxA3z1_bIz18D%7Fw-nqwiLCM)wuQc+whHj_C|AaGg8T<=z;Q@6Hs7R`=6`hv8WIQ z6vg8V7L)c#C)2PU0mT@9F^`d=;t~!QC2ib4Fu>7cq@UAi$BY4`{A3HkHcE6zKtB$( z;DG)2NBU+P-#_vQEM2w)jZIBRXcm7o_HG80G0}4ZHGG1W_7=@s~uigJS~2yhC&cX>HS}Q$N^%eGM-oJF zW)dUA{L|apht}p6Gb!q#jafWfO?xKBv9q%s#U*9Ds1nM(Q%?Q?7A#nRIdkT)-tu+) zDU;Z=Y144kRaZ%@!pnYf8H2!>;>+mdNW|7*lwy$>o_X#WT=Uy&P+nSLKr$IU$bgBO zT|HiNjWuxLg%^Q^WAHIZrr=-lsFle$Lcs-dQ~=P0h6lDNH3~{ul}7_Pc>rY`tQyLp zvKSl7znWLXM*!$5FZ&R{5=S|{h*o*Lq|NaqAZ2rgQ8q`^$X}Eb1&kybF_?jfvetvX zLR9NyT1SoYW;GHZULf09_TR0%oGE@FyOo2J#K{hXQ~`j=vFY~!7D!qN%-$JmE9H0oa_~$1YzxjzMn@&18 z+Bs_sLn@HgUlpXgzIOJ{Pc%->L|@TXy8V@(FdF+Ctc%|Cjb4sseKl_IRzD~v06ac% zZ*2UQk8IDb&WQ#B6VbTjLxf2$!RyfA_6@`S6wg--UU_c(e5UpuDsj zUfL1`kSU7~3=wF5{NQ_OqawFG6Yg=%HP_(ZPd|+*jZLr|fGBf4k)!X6NF1GITU*^0 zMR9j`D-zt@-CYWl;##1%wYUbi;OzbH5e^#*ZY|0ZnmK@y#Eo%0qA%cmAN zlZkg6Ihc~CL>>7wN|J<#^m?Fb9buX@}z6XukekPx~ImFwH^MG0Bf#&w8# zO&ZBtP6ZZ~yJuln6Iz;)J2t}ev&-XN+CUUYM@Nq)N99N;u~?GNbcmRU7uTuxHT+=) zKt+9n;L%Ob&HeV{t@2M)8+foq5BwQ}g=snmF$hSwT*HC1*7`X7x&`Qw-T+tdf*}pQ zqPPuD_A=CtRKS<==r$7G3L15dk39~5OP&8sQG(0S(UC}n4m(ngCqKMlCf?_H2|C(r zGE%0noTbtL?a++eHZ@TH8jT=Ft&ekGZV^L|>pCw&}o=Rq9! zw3&}TzRSz^7#5hJv+SADOA6rUY68`Pg0FzPmse3$RZPG=)F&d1>6Mk}Xd{c3)0UNn z8Ow_?+W}VOO2lzuwxkR8fH!WYwR5z(>EzmiA4;@1Wd9TqZUhgqKkQj! zswVZE`z_X=--g%&f*P*4%ov!MS(C5!dk#NfF&cP7Xrt1tfB(L>ym9w58*a)_C`rmM z06Wv@XJSW&jc90FeE9bL8}=wv_fKc}A}d1eyHF>2WZ77bc?5WY8dpR^Z1`fw8e&G~ zoca~9h_--!a+x3j!#<+D2_6Z^Ckhn2?C5s)8%TR7GLFSDs^)EqSoY>^9nJf1y!p&r z#G`Czvi9@AgX{KPCyG8;ciq^T2R=7@ik(kZHt3fjTqst)Ht(vj-E(mg(03dP0q7of zE&HgZZ`xuxXtUBZ4EYq$r-TWuY9DOo=t)*bx(1w$ z+T`Mv89~`qcpQYKM_bBsO0&M&X2vu=biX8 zn8#;P5ohy1+34r0U8@@Ss6Q?T*ezEzG~iGI?B2JF=VJ|{YzaF9#*?NTt60lX>)WvC zUI`Cfx*AVpH0#{U6J(AL&rYRiG^0)4uF`(8T#tyqNcPDN$qqRuRjAz3C=ofq zEoy2XG@PymefC_3-w^+&aC3h@ir_Kc;QH;o;$@FJkhm5kovoVTL=n*9xN`Cl?{oK4 zX62B{8b>p<-3sTL{W2UuVIt9Thhe{Ke;DEBCq(i-|F4l8W@CB3dmR_mx~uqh1tw5F z_-XF87<{rP&Gr4KD02VP&HG^O{^IB$uj8my=_ymBkH7g7_RuDY8K5P!9W*?yidE%X zC0cQ86a`d;A9#4?3woXUsx1&_6-o6btD1iR?8iBV?15=8}}DL5olPqw@1spzO@z;#*bTCDt6H;A6lCNOLgAlDlx%; z`P}3p+=$CYG@kfM)HDq$*7+j?{3*heSK-?aXlI_!sdR_q-d*Vi<^nG`+`}9i;lvg^ zW2p4L=n=9{SL5vPMi)TphFn)Sr6$P>9!l>8q)Ct~;N1r_Q7YPihY-K1>% z)+UFikD#T9_C=J5X+c!8?hX%Sq?D~0~2DpiMOmGif&?LL@f zWotFN6$>0Zj)-FIAKKtS-WV?n9o&~VM?h2b`HqxwaF$Ma=&zopZdJGGt|D`aT7Q&W zeHP1`b52ylZ)^ZdF|No!`^6_PT<%*PnsgZq z{2~=Dg;mp3V~4R8?D`=)RT8kr7;9= z=J3Q+LrTe4t2kJ-0%tRD_LL^8k!}}vyvv7jCn!K9@cFD8k#aICA}EM9VkPPKcD+7l zlu{ISw48^qj{?q(=CD=tnrV zm|D9Z6x&!N1n$BVNg<3)?w(3u+VQd5&q!FYGOOS2eg+TG693G<4tT#0*!E&mhA1e2 zKwP(UD{?d>@;(OeUti|X7d_HG*WdH^Qu`n12%)>W2cSncGOUe!SwuFp6UoWb40rXz z;^ea!G=t2)Th0Ub3W=h6ecK3{aNeIGI#{0xjhvx@hU)t!&8Y_niazVwXgUq%0+*0Qd;g!AjTfdlw*A8` zn1`yMunA2RNG$EQSzOKr7|RUIGlC7V1uB~4;=e)b{{B5)KO;waS=_flEXyd=^F;|% zpdlf%f9ZQwmU5Dy4gWqHBO&+`2hUfEhlW2}x(TI+87-pfJ#-Aayp%pap^0n6%S;2i ze6+7h;?X8O;6Cdm;*Uor)f&F02{B1**O7zNv+(6HbIO3vNG8!O*OCww38T?44Dr}k zwSG>K?=S6IIUD{;7cg~%lG`dTaPn{@W+tJ9^hcTCpNP>3rObV^pL)&^o-Y^X>nr2@pP`a?@;zjOpKrKJGQA6# z_QV%aUgW3((tV5sn$~{DmTX$7cXQu@s`u+y#i+btUS-`wa}4+e!W5`Ed$gD~tq}YwcHl@*^O|k>65k7^p+(cSHU4alE<>Fs;*7 z>1n#uuk_w3;Nf%kNq!ukE+G;xn~zYasjn)(QPfO?B7g$jjW-171@gzY1*W3&tt$9B z0+vZ6l7CFof94osq!YnoiBZy$vJj4j`T6;6AjmIxwQciETL7NjLL< zn!COLl!-_nrWqc5CYs-9_Mop+IWoGkbOdY$pcpQb6)Sn*AzIYlPQ0rTo-Y+|FQ#zZ zbOk4=DeVwjpVwipSQ8(2yu3IigiE7xt*;Q{M9%UMM#S=A3*vvBwXxX;i)l#$;=GEp zfuVw=eJrT0-GKjN6bf96`aRy90`DwI2pIduD4vZOqmLSBPteDw{5|UfEyu>kGy#V5 zikg*DDPGaIKq_(L8b>l(h~+TPYSI;nkW;5N{TGSvHi$yY!hK2Gp3Vw2i2*Xbu6(iq6pL$G za!s_G#Ah>l13J`1Fq<133g6A{G5L%&C(oid*j?*D-V!T~&!Mi$)=pN)5%o69LN-CA z1iK!5o%q7FsK^M5gn=i>QO3&aa9DF9T!3eun0}}_5w&$OfSGnD09dGjgf|xtAMZ~J zGB^b&weoUMGV;4r8W1Qf#9_$shSBa;?55$&X!7-0#L&>wf=QiId#9#w)$GvylL9sv z`^}78fuD%jHGqmj5ZC?d^1<7|B|K$#J|$L`xdg`Z}L-?nv4dk>!k7uRfzNv^PF^o_H0*d69u!# z8RX&nBqRo4ilmTbSLR`$E(q`3)Gv6|1ZsMu%pQPHKSTqfg^Rg=$( z*{x(@hV7zpLx0YXiB}ly*7MvXey^c_h$Xk$@}|0aP<(_^SrSk}d}a&trP^D3YMB^z z*Fs?w4l7~(z34NNa{BYs+r*Bdw0qpDFuF<=07qT8k zVBh;>35{bMTb7cZ(*tmwH9QNdY?g&rINkPDmUP}edkuX5sLr2eax+D&mc^!Gt6 z9;Fsg64Uwkv8b&L>HdAkpTBzi;;FJ0Rx`h$1qBcUz);L7P^?YyNsR5vQW4ukK`twk z<9k?GU#vZVIEtsHmB%Q{f^cjb%ogyz1~hhsf;1RFAa%mQuZq~7V7 zp>>=bq;19WZ{Sg$&f95+mdFkFT#8H2)>Ql$=AIG_0rFhr3_0#Nr979-7|*UHz2stK z6)Dzj$PL10nK6rb(lcxmAOUP#Bq+rEN;xa3hpnA{2fn*z*eu`9(#z zskLgwn542pbl{=whrinD+i7X9Fhh~$p+*gk?4-&p1h~^`>gw^xt;LdDXlz8ucQjMc zh_eBo#8^)#i7YcgAu5p3wRvnVf#k1QLpaE=-ipG@4`?~+DM<~{iF2puBZorVw{S%> zH%vcgHv!+U*iBhn^e?$#Fb$R@>Ec9ls@y5i)EZj|=1d4wbOnhR*b9ROW5xy@laWy$QuqiHh-sEUZ3=tYqNK#xDxf`AZ>-8L05 zoW^=b(sM_cFLCAt?haxw+hH@oo}e5(37T}Wn{Tv$1xL@H^n2nN4Jdwi;fz@QD~&42 z!Jr`xr9DX{$qT+T7*K#Gv7bNJ(HUGLTZM?bSIjMcW9m(A5tIZxR(bDR+w9|Vhvs1| zQtZIww=pk2UQZU&A9VsqIz6O8ke#sJ@{`(p5LAprd&5txSjqFbHe5kG6_y&sMvM~8 z(E4JS&xC@ejDbE@Ff8anwtxJ}NMT$+@%6$>bPs-WmT9J+c2(-ch(7Ufq2f>eu6%gV z6KoU<87^NPORhw|R(k5Ht!Or>1QFo&%Gi8lputvtF@)PN)Tfc3$lyj))h?q+Q9?=R z3l1)lmNBsGR}`jVK&BzpWX7=V%`8@=P5dzHxh#{QffbIdHXi7hQ~`O&AnP%9l40P5 z9EEHy#yvPWsExbqc3Q_KHVt7~GbT8aN`U8)18LJMUP5o3G!wMzlw4Np2b);*)Bq7z32XBP?^Vf84Zi#3afhSE`>0|4O#}UteFSy zYaw()CF$I)WPX0#Y~Lrfz3)%GE*i)E<1FHy#Hzqj>gufzyCRd?ybd}@N8>?3{{Q7Q zz3(z?F2Dc%tEXi|^D5~%d|d$!MXsnXkX$|=1S)Moh~%NaTUWCs@l+W!VHHcIZxAe}K3*CNLUD{`Yy!@vEct^qPW0 zMxe#QhN&N+lQWhN@$A@-)fI& z$7|TozB-b%b#azA>bQW6)BTN8 zZJ1V2Tu!tHOeg8Iu{_&#v~2$obleIYth&{Y4wIVacq~YYXjVLPu|`W}2%!)Z&N`q_{-i7>d*ID^!X($RoG`${b{p zpkkc4=`Aq7>o%xL)R3SJ9eboPoaX%}sOT>LeKnm=Pf zgh$hp$-A%eC$+SWg)9GK+iB#l5vqar33A-!W1UTUcJDr)DNQpc&~>f!NP?t7*aQWx zbv`3|8HZ}&o)l7QL05VPy&8Z57{0s>8Z$$0V*362O7QVEXqbzoTD-X2%yJqra$}U8 z4~Yp!QivCn6@6=MqHef+PoH;O)kpz^HaG3h0Iao$ak^!5#G_22xf-t2Jswy3-*&w%3Z%X zfgUU79e~3#Ez>SVvow_Hu?rlrwNPF#*w>aH)leZw;iYr?W0h0+(95IAX0f)KtEB!rUVycSBmOV?%lDsk zXEED8f{T-l6v!Z};VJ`Lr}I9i+8zW{0=B-}-gnqiUe%#1{BaSp^_X{kAGbQH*NL5v zzJ>DSK6tr+BtYb5QyRq192R&sxbHn6@^@jOps@_~@7tMI8xVk5yQ`73Q%p3)D7>T@ zge$i|u7EQ?W4LeDDuk^s4BbVgIr|Q6+<%k2C?NAOCrxCwi8|$rKf9@1(!aV3J%1bw;2hk%7Ph$`o35hQ|FCNdW;Es(HDzE1wVkG|L@sa8#J7dy=CX{GeI) zvQpyxv^10!NJcueSE8`Ow@p^*q%hG4l;M$!+-4&gwzD=~=zHp?dSYx>}?LOgyp(QwMR z6M-7K*wq|YwuWK?E#I!Ul^<^ZeB9~zekSYEg(NGBJgNKv3Rww?PE!WYh~p2lYn@6S zA1We+H&*hrfDKA)rT$`~8D*pVu@TCElhj8F8RckiGuq@r z*@V#&J0(~GR#%3HIsZUq_6|H!$F4*TEc$IuT60Zxz1rSag3Qlr)?2dV>}?K77;s3w zc~B*WpFY*^#0hU_+ShE|S$h&^kV$0-kRHP$gm?B`*<|&9RMF|FLbT{%o(!l(fg9b; z#f@#x`&{jA%|x=nVn-)GN;UTUt)yoR3O`xRc<1|-(<1tvCbnjcV@mB?c!#hVhJEI0 zB89EaH+}F^R_{8tL_YG7C%&aQy;^`D1~e#exI~9%-GU8nhwxBneyUh5+0=Nnm4!zR zN_}i=DIlg=83Zr15q6s0o8VuaZO;(4^&M<$bkOiZoWq!%g}Ny?)u||^j-_+wmE5m# z!NU>~@!-*cpxwYILJ}P%KBk6B8g}QQIEZYB2tlpgC5n#rqje@k(jg_Mjv><(j2QZ8(ckh_=O+HEmOp6I#f>%Ejf5& z?a0OFfK(8IU~*W>IeD)m#3+ILTQk`OLhPh77@G4(&|V{rKPeIlS7kfl>F1UReuz9A ztu)UdqC&zslX>KT|JJtkNyGJ|z~yeTS=p=tM(JQbrNbvvzE{FDNPaO-&0kX2oxNp)}^naF6Q#rre*bp^l|?dcde%h9WqOTJvgqZkxuTY`L=TE19oDvRASPVpGbWIz8w)qiAYv zLD@tYgEE$Tbrmy&x;Cd!qjJg?E*Yk^-t=ZO9AS0{%wv>$toRcm30ItA=gnaI@gu|j zWKJ~c`wfGyUv2Gwn6h*}N2b|eh;~izT|r}`s%?5tGtj8U;oM5h_1;GIJ)EWSd)$M$ zzwS+cAF??-*}UMkgFx_#j7HSlni4;9>C*)FIN(l?jYN*or!+jj{mz6 z7|XW?_uT1t)jfbAE$t_&?_MRcc17@u2DCzjp^7FxTfa-AW$~_|A+rx*ktjaoqE>#? zS%zM+oTXtbD7UOZtq70z>EeToq!@@8TR*%Q^;BLU5c7N(QzLUj~7aY6L*pAgrwBLj;<_ z=8eDk2f|660zDRt5&skK>GwRw`ng=2eC_x6`?g@E_zjk>#H!pfK|d4=|3^Cow1y*~ z*LXMvqP>7v8R?4_W3y7{0&s?bs}_m7^u6x2{%JyhSj##A&Lh%;w^)}?B9CQEj7s(a zLE4S;NFPxdQH+JHD8A`peA|v$igr`XQo&hwA5HtJF*pM=eIE#;`owugTJ{+4gw3SS z$JBea9T10#Kd;m86Wb{rkLJi5)*;Nqr)|jCsd4?+MEfNBq~q#ElL**K1u%$*=${eH zkw|*O_p&|YG&3P~aa#5Cjqzuz#!Xx0l$l8CQ8&@ygN;cLRVa=%Hro51n636~#k0Hm z^}~AU#{!Hq9;SP#EuyuS_}mcw-6G{BUN3~{^3f`Ts28>OaQfV?rhY&6ez?lZ3N>Y6 z-Xy_)I)Wf3%4l`I9VwwnmKw;rm&7D zLzyC!gPiYdvlX#cRk^(8ey`s#=%5?Cm@$M-B^)9A+c~-E)2sS-~88j;66@(j52@+a}HSa z(c%o5x?&B;6feA1oieB8tuSWbX{-iv@Rz6_w#taGODBT10=~|j1|Xt*t>UvuN{xpt(eS~zTkw9{Kb?h zz-r#LoGZznK1qzTpwpp&x?r3P@d^`;C>ROmu^Z;mXa<`_^T=G z1LO>xg%C;V!h}n2v_xApx*@Cb8a5IfF~zxlK@J`(G#y%}A<2YNDGaNV;$s$4z?&VS1fI2hNx-h6P zWA8fy!LznkzL)KTG&5kUpI{GAbFsAvc>J-{;Ogd*aJZ+_D=3{`Je-kyi=yNTSj!OF zK_LNjS_*FQ+9WKNqn4Yn=?Y|GG~_0;TnpLm+T1XZp$3JsMsg`17Z{e_&O4#({f7QJ zh^`*>kHR`L)E^oHe%(?^YD4DOGhwq)T*Y%31nh>PxN*V+zkjoy$$aBeQi?Ll`M2XP z(%gEJ7SnwbZJg;%dDqP;fF6xnq$xN_AsCn4nle$!)sIcOkRHYu8*6LtIFjYm4ZVpj zan6OyHD@a*RUL~HR27|AT!`34Ts@1GBg!%iTZMO-#en!s&c#v zkb4p}a@Bw3a2{4RL+Z;2L@YUJp9Z;=Lamgc2+(t@PQ2-kS@b$Uk1$MPNO6?9fd1%}uRzuGxl|$Eg4}IWUI2y4Gbp8>* z)}ilvD~F-{`-R8TiEPn7M7u!or!ol_$6hV2QY-_#;hqR)Lb4ptnqXAbzStu)arVYV zcAQ^Xnc6ek3=Ome^0$~(z3We|6qXqxc>NqlfA#+M%~GpU`QtM*y8r2eA=$3dn-(LZ zv!M+R0bfB$-8B2xDZ>R8v7BDgdz+p?F6||)D5Fyy2lNa8ad>i`EQv!cmla`r`uP@tnFaMry5XKQy8*s>%Bk|ElMiJc%82oR8#_KOHp<0tl&Yt6rXBU}l7Z zIcw%%A~&R8N9)Bv56)jR4jOf_B_y{;?9!kf0!hv9_(9TW|4&2Lpua}~IjG5Y#=NP8 zrzpTQ&_Ff4SvHV66&~q2zJNA}Y!$`%mujWbn0x;tVPWYHgc0(9E?)ju;r8Ect2qKz4!T=mLwf5?)8 zQ8Yij7#M%x7jsVWChEKGKbbA6{4Y}poyJ^oG~)7=5n)+jqq*Ht(UT-{o2E6OlEd+z zd#humhLH|SeleXg0Z{z3Iy?Zeq0CN|l$2mer0kd?J*hnZrke+cwtcbvF(T@<5wb1A z`L*p00eZ}%?J@G)knD7z+l9*d#H@vidgkFRabv{dYkBqAy0MO)j`uV11*AXd_g+#m zfn6ZltaVjsw&WbYoM;IN0@U6Brd)}F#Z8R#&I^d(#KxVY1}7?)43U;#iF!j2E(G>f z;BIk;mIr;@z$PaQ(6W&k{uhManpI}UUx)#Qc5HDwkYqpDa+H+4DnHbj+0~L z=T#eM*i&|X^AR8FVACE43-IZ5hNSXhYD+x0*LKu##@)h^O6PWR~wyC{BxLGcMFMH3nGOe94)?pf$=5xiH5 zpyvl|X0yNfhCae*krKGgSs#2Og@v9acQQ;aM2Fv=r}nf{MQU|>dgZnF-KwvOIb2mR z@UNmNW?N$P&c0SV`#$FtD(uxVkC85kNT8T_h1|AsxbtV{4QmB--|@%Oqn|o$`Pk3X zA{^q_US$Pu#=_wCVuZoWd)G=^P4CuY;B#7ti6hg&bxnijhzV_OLW9_)MC;_njPS8Y zhDRgYV}CJjKF!sAVs^tNd5;xj%0owTm4^QR;VAP(-HK_E;zPRNNJEv#Ea5xSVEYMH zDKGCr6Nu9O92v6 zl0>kf20~yT;(Km*I7uLj6%cQ& zvT)_X2o}RGqU-(N1I+BbF=@s=#CiT#$UsF+!^9-MaNGRyct)d?d`;to-`>_1Z#(pw zU4YWQU4xTfIwN>B2g$R=)<0|fu!%bF%rW9d@<02v%phEG|scM``Y5D--I4a6!39JMIC_lW$N8u1Uz3W`MqHJJqm-iSX2MC$$A7mD5@b1s z8#G!grx*W-azz+LZu+X~=C{c_(sXQ>PcJ z>DW4X2Q#+F#>;7$z%%2>1_b1-e&0=$FQ}=ZD9iRmX<4?mM;IcKegIJ0aJ{dmPVi;| z7Q^ld(r6DH5?CYk5uabcIJl#5pR^5PO-!!sc~tYFfP%7|`PuD#$%JKTqQzrV1lko^ zWrUPr5%o?aTq?WCS;KC2uv)AsUM6RTK8qXXuPl1-#Kv$SC@d)nhjx`GjrCLb2c!MO zqIe<09#pE~!_L{xB^JrkdJYXZDt%ueRM95*J+pv%kXz7@6)%!JcgEAIPpW~0{uTd> z#(oM?6wmhOs1gBg8MS+} z$T@je1+ti4-@cumTP|$mAEVG#<(ide;0cvNP>f{vG31IhV;tcVP%`R5xrUz|-)cbxSn9&5RN$5X!1-3iOD=PX|m)sK6$|M3q1Bn4>b*qyEk!dJ7 zomEj)6CAhoBvxRU77Dhqq!g*5cXfd&ij~w3T2bP5*38GBQK0y1C7EX;a%tQxJE75y zwgL3{e(+_yVv_WundO{_sj!_}_d}9Ge|^*WbnB8{KkOx!S(-{g!(=5n`6(O7)aK-- zIVXXH$TXagQbR70axs}c$zOSe@#Q8sZ`-1EN-wKZNQ*I&(QMWWEP_@!u}YoQlg5U< zkZngeJW_B=HjFwPDDm-XYB`@l=tF+PaTF$Ev;E#T)AKO5uqDLM`u#n+PHV_ zuMV|6Pbh=pl`K2Sx6SyBZ{`xXN@O`5j;yEO>ExdlT^#OgP`ELm5lmss$zy1Kye87x zk@g{$+vE#z^OLmNgUQ`~}b5OvRObZrORyYFsZxzmq> zU!?S3P*MAvLMmYIw~|VfcbA=fcSyhLqz}{qei-wAkP5Ke2QGg{YHO+r=?tyacpQR% z3Fl=0Qriu{AHF_as{(XV#F;-!r|ZH)P$%Js^;qVMc3IG(I4!6Dv2Z^*HRJc}!x$qV zAke;=CSJ1TR{@%qlh@ns%f66ztOR2Nmx|G;zk2(fv-zD!NO91AmNc2AnXQQBKy$h+ z(pSVmj!=R#k@vc)!{ppds7y`UjW)c;I4}(xe%&M$+dr}4#6Ap1J^tHIYXKkcA}jBrTEKOC*W>Yc zWfEzx@iqLyjs!uE`fkqVcLBa%3ohO3Oo$#V)Z8-@aoYEi>fXK3;S9Ho6BkH zjsQo-&(GbFV)BlnnMAbDa2&B{`h(wkqvVq%LA#L|=DI7;bvt?s?! zpEoa6!_1S1g)y7COb+7_iR|b?kkB`6=nmPf&eaVKu5s}t$~QTR*O_bsq=nK_kjK%! z_L?T3#gf%gdg_6;GC^sA%P8vwm`^BYZv~O&iO)(AmYPb{W89fGHX_(km&ZfiHO9@{ zo>C6JpwezsPNYH<|58o7E@}<|Zh>8-=a7d&1a0q=%YY72f2WcEpy~_z)|burbWv23 z-YeE+oe!Kq+Rq7KJJGi+d4BgjwKo~S5O!dX^B92!y3L7dB?VBI?SQu!EE*|mA%qqc zRF!_guN2||22sIPZx3)x>2G^R5$%IjGU2d}62wvX1YsT$o+FA+`;IHMa~V9VafNh8 z#)YBxEZbze*6DGe!qp^cxO6`1eISYdlBc=QE=5BINlo1Xpvw}vj=XwR`WRO5Tu{XC zIwG31ey#&~Ux7@Y2-t3}R8ibcyy7zGKVU2ZcT;m~L3K6ye`?i9p<@RJ;7{IEv2+%P zUj9kih4i~$gb?|pHWYJ2dw#Uv-4Y^T+~uxm-~ZwZI2zMAEy7>UYy&9K+xc@;P$YIr z(u{xNe>9FWdHtt^d_N~XUB+KoxfMJ&w*T561f7qwJ@O2&B@5Q7fw?N|GXd;UQc{Ja zK(PcIGBi95EW|7yIYbXkw%`U!8zozKVzcL#E%w|F4<|)6)tLjvm$x#Yi&Bo3`O7tv zB|?|Tnc9Ttve}PlKKGkX_WSqFvvJcMneDO`TF6rG+bg@#^RvCCk@3WYwANSny-R5u z3FiM2ss)a+qzh}N-!~~S zUk2cNje;@XpRvFE`?2K2e0qTHSF&sL*-w;!)hH&KtsN=A!)XBU@#rqdx8C2*52PY> zKWn0n5$O($eXxo_O2UMF^@EXOWMs2OAZRb`?adQ!RJ9CFJvluc0&Y^_xava4B_(vW z=O+_38pIshJ_hwfXFH$gPv+Fce^U{kF-y+>pt4C6w3?pkn2>YY1u?Rw=m-2BPemy| zCjEXI)VyGroVb{MPV4Q1rPQ`#HyHmM&gHyKi#KMzYgf_*@{)T_;!J;_PKW-`raR%+ zr1jFW`$)6*`F4b#-dGCpRAv-N)qbHv)#w_1a~w5*7%H+AR<@>92!>CQ%WEk85&3c%;_*64tCxx4@4t$%*$FH z26(z;$gY;l82q#2_x-^4@6Wl%_nq*h4t3ZVLWfko2f`8gJv|s}pG6x+eVW_dE&)s= zZg;nzuQ;~~(xL=1EK;ZyeX0WZe8T(!{-8|9x@KA}V8tatjjp+OD5$Pv(GI}JD}FhwjX6fH^gp@tgp$muGs(St)ta0|qn7NwM(kBZvKmH^ArfZKZA z)at!eT3d_8Q*iRMyuA2R**=HgwRqm#-qNr-rtu~PHrdI`Gw`k3emH3v|EhpaPn|U% zB5jw^QUPKfc$qrb>Dc(paH>Di7gij|;A{4Uc1=M?0SSymXzWcr`7~+(guq?e>7;_C zX&o(OSwn`jq+ipOX7`TQEU;#5RbIZA<@pP>xMoOCid?I7y*=5JP0BB?jUU2Bu41dx zhFWfwW;wY^@;$pC(J!f}$)(t}agIGAbB_W(%Y$H$Cw8x!YAiZ03pZip`pu2|2P@@4 z9DS(!g75m^5sR}|?U}_zFr#)R2hd0bg42-!90bwImhnC7#z%9LHEefB8UAO-N6876 z;~#m7;ypw%AntS~S46m%Yo4B-`Bmj)8!rp~FcS8}4rbxSM)dG;;nX{4nH!%&7D`xc zGX-UbA(q8m9a6jC9uFYLP*ftlXwTMr;#$=+OhR->De+(VKMwsU4IINi_g8~L0`kD# z+0n5G`1qtE+AILh3SWP_xG3TM#`oSsCry_`s74iW=0562Hpj;k?kONZR6F8xkP~kk zLARqTOM{eTD-!2OtAxzZwNxg&s7YHU(A`THtz)7EK%X{VKLnx`^P=g6~$QPX9ebJ!0|86;W+OhQwTEpGz9@<%DQ&2YOaNNjPM*&PrP>O9a&?grZ3zdjL9EPOM^OWscdo;Xh zDjp7=mQCTdrJ;y8O^C>mieN}0a_$!GE@xpTluPRGftGxuLqsr=7A5DlndI4<(wkzeF7Y$`sC>W|hArbTF{ zefZwAJcYdnE}cE%)SXJ%W;Gd;+Z>hsY?A{yR28;BzgOIbW0!1?jizd=g>XSkFOtr* zpE5j0hnWMHsxN*pHy@AjY-3IvP^LE`>(0N#Xew;I$UqQ@Ov!HfcbZBsk6R=EZglQEY$LU`?KrJ#F3dv0LSf_qO4_&wjx-=F84=QrXyvHK1bYO;B=5bHw9B6Xxg&X> zHwR=1O=wPV{rp}Rr{M!uop)5xXs{xLgJ=Uzy?8c>uxXakt9iyF=1pFdu39-%kX9ms zi&MDJXy86^%g8kCd=i7>DJr73rNo6*B%?v*Pe!h=$awPc#lpB$gx0pyHxDe2vV@|d zH-{PJ)x1{_{wYH9$YRihG?L>?w(kGzXtsKZf`&ycC;)bBUBOV*&K%??s;BAL2_CT! zAxOJ=zpd%r4#5!%ejyvG$!~CDWN^g66DP5c< z%j~&e)OKk_7e*&G$2Ln z0$Fl7U;Iz}Dc>3eFcPD9j)FZY=MPrUkzI35*$RrF9K=-@3-UIAF;w)pYGGjidJU9Q z+*>@iB5Yo;dS4#di61^d5nsZ~Lt?_HE}yJr7une~triU3SXY5Wzd*%5xK-ad6Ac6H zps^?=;s}k4(4y^xuZaqzZvaQU&2uYD-z&$XZvKxX3?NMZ(N!nePwmk9+jGL0c0&1& z?jMQNI=ffVZkQUu$9e5~;LuG2Oq+}~CtoK585TZ5w-_+}RE%DWlra}#A&mFSA;ON> z!r?G>-=^&Nh4z*G&)tvk7kbRBm?x&1%M>XZ>IufS6?h6G=eNgl5Tk6y_u{0OY@TJS z|8aB53wLgKzIT{c{n&Ab#}4c@a)Il6xEW#UtuEEro;Whfysqn zdOTb9A3^~th^efVmEi>=dD=KQ7N~8Zr5hT6cbEPU+3{Gb%BiVwQ21R?XT1FjkljR9 zNvAseP>7T@nT4QiCh63ECmi)1KRI}PV^3n759s_M_ILA3Xx~RQb^#mT5a5{Ntuu%VCBi{+Qk}e0n zJDZ+&^#pq?>Sn~Vl!!fIX;~Q><`HSpa7SWX(x)2R+oN{pzK26u(x}(NAXkJMr|4@# z7^QV94Se>~B4iyvI&z0~UuI&d%D{|imb3^V81_gZq3(-_>XOvlDmluXfnB?ve($5S zoL*A~p9vjcTlLxu=uym>+U{eRT`U3;NXcth8OK7fBR?R=bw=7|UJ1ePb$X)A5);Od z>>AqhN}iLxY?)8%oFJlmkyGNfJ&POrW5_Nj2PpnkhwPrZHcl?<@;!~iNQAe9CrZ5< zX0?~hw|+O2dbST^*wDp#(s=p&k$O40AM;e!ZSC8*gye=8!u~YHb}w3163ApXY5a;5 zpQfP5hx|BvNnIklty@hqr8)5IE)oqTn3p%%(aqY^*Nn5dY$6k`}>kFF3 zodxJ4(p4^_IZK*pq{(4-d`zR8)+g;&jC)4Ih{zw8Po&O8?d>q=x3|Oh3`^D%3EYp& zHpV6&`jp9F%zOa0xS@6ytn2MU&rmdDe$@BxyeU<5F-kFoO`)q{JJcZ#bo@bK)Q@8x z6gg7~0hpk~!3v;APpz^}3O%HQ-OKR3qbWG>jdN3!Iv#5#2(WaJgD%m_M!C=>8FEn{ z1Wap^j&QWWL6jUlO;GQEOnW5*Bu1qmK#Qi0RiFdd7(F)~y{u@HL1^RSj;xT+S|)uV z@U4HHz1*G}C5>Mo0e^51;?oZZF1rlhNB+7ld-bqDrM`8GF(J-hh}?s8;>!$E6{7R0 z-X_+Zy2v+QH@q&#tLr$clg?0&aWVVgr|4*$Xf5)I9UW>iwePX92P7q&Q(IF?nU6JdF65u~n*JcEh)JT&KRc!-tMrtzF z)o};X*o$ZT_n_cl$)(Ll0SG|`6;AwPaR#TYl!`w(0E-C`H+q*d@H+JXu`$WitxZK$ zzT0y7u79ojIkmcMF{g65T#{J)t$5a&I~<;wU?k=M-;A-_>tWkO;i@%_9V?H^L9e|w zZVLED0X!1=Gp<>jpipW|*%FqTY^fEh>{P>-`78o;2uS8S#>&9$l3r?iUQ2fjjhqB) zi|5-x02d9|jV&2C0m1+r5ENTVl4%-8ypK#;>7NVhS`Z11-J_=+Rc!6R_RmyMBy%#$ zKHNA%0W_|O>I{*0NGdlO*amPH5UeK#Vbd(y}!sWV5(CZ{HCA8x_EL!^Fm8NWS%9yU25|ByQwW0Ct%v!Ta?e1{c#tM9dwh z&7{q1P9jB?_O`aBp2Uf+vyQ)Tn~83JAO1!x91z4d#iK#!>URuG2MS864B4xzdYJNz zAH8NDq5Fg8HqiTEg0Wg0Op%${*(J4x1Wij{C6H3BeJsnUEZ?s(dbVbj*e&l!&?mEA za1=oY!2`c74j%n!=-@^xKaEt$;iggHU)iTgovXb+MCd+TKOz%tZgUm@#DS8I>iW0r z=JE2LqN(rmE--k7J>eg)^6DO*VxX3FS4Xc5GrDSNs_Bm8{Vi9pYN*X2TMG(rY(f51 z=K&b>78^(fhc5-H&|;lc8ex1zABa4Ew0jIl)D-!_A6k}>S~&{#w+X>XR7>?zW&iZU zXkm)lHF(4pEX~s25}bUZrpkIg>%nBqbA!>-*W>iCE8%R5`VK1L$v&mlF~vJh>$>}+ zT)+hjq}lGTA1Y9hcJwz_DS!Qfon%k_slvtr$~AD|U{X3Jd0HVHHBeBGl30xdT^I%# zcNS7)b~gTaTgD)Apnfac*)gL-Oa&Hin1uk{f^T6#_nMXldc3CR?P=L!H=c*|3fq8z z09q6j&baQP3y>O$93(#P!SDQ)oi+^=o>|;TFgEba3bN276SgU&OxD5Uy`dPl)xOJ6 z57NO9Zf_6k+xJ>BVx*2puhp4ypz3!wZ%P4M)9rwLeG#2Hw`DOz=!1&B=d%~|%nD#c zO|NYx0?aLw*k1x883n(Vwg@fnAWSK$*bM29vE74|f$xa_+MmC369@~7z)yx1QFl*T zdBRBYpdELTW0|mgJZ}2+`tO2I^AHGW&NX^Eo%nE6IPo^8fNa-7nUCsH*v}9whQ#;+hpF-yQOyu%<-r9q{mnl9kc-sudW-s8L5GY5$AhG=>F}1~cs) z?D`FX@NB&H84W(!?JB^Gcd>Lq>!a46 zRj5E_ReO6jwy`&4uaxW!E<d2E!V&)NfAxpc$lqaXg^$cI#WSID6Ciqpu0cUwrppX zB=*(l{&+#-Z~rs!XCj<3VvN&3m=_u|%``LOlYTC;Uqda-lv*V^lS#z~{3#uJ9*sS1 zqeqg2^Zw1MDwHV>Suid?JF2m+^dEH3Z@RndUg4!Z4=5+~B#hz)Z&L(6nM0wXBIf4> zOCtgo3D@MJOK4>;jpzChPs;^A#qZ5nUgZ~71kM?pN{q(uf5M6Mk#+ZL7b%y~c@c5@ztpuJy+akzFT5sf&VViOt1s( zn#*rtKwmZVG(+mzz_6I27lrdoC?mzDfO%+3P86*7;3RW!s%Yj#_fAv|4_b9(CPiWU*^+WTeH!CaD)701i z-ppYJgU4!?%iGuPsiJivs*$gb%kFyv)X>;$My-RELv6@80LS{-EF2=i1gFTHhX=KK zx8}%bTKn|%YjS0r^y+Wie%5ecqXu*-@P3QFvI6m%c{GDr&Rb!w0~9sw3|AI3h_tU0 zCYXWI!)6qNYFLaQzNDiAHSl%K_}A9nb@uKk?uLP6G?zi6Su|Sue*=C?jTIE0!%0Yn zq7nhe&_^}V=q2L-c$qT#%G#=f3l*_b3uz5at+@Prry^pJ?FVy>&-$^8chJ4#9SM`Y z{k#^+=2lJf>b%Fu0flvxd&>`(Y5_D<09K6vOAb83)a2M2IXE?7$!>Rz-=g~a!!;V6 zST>ZXazbwY-rDM7L{pv_RwNOu+|G>5O_;P>qGi=~TqWX>nU1bItLzzWH-k+xOU#Ih zgRDQMd$EH>DZ232ua{>c=kkAc-MSKfe-X8d+(ydq$n^rR;60@QTb&3 z3SZkV48<_x#2KmHy*v2&Ocbd@BtOu<`4c0dRSj1Lx&Fh|D6Ng7qa{BvuGbtYP9v|N zwa~$oE_%i57M|bVwday=#V{^Gclqp{cT+j7ug-x3p2{-;hmYrkgC^|;eDz(l~XbvG{(=ZwJFF_l90O8aI?L}l|YGH!Q_IT6bO4=OSIe*cEml&%SXOz~y9r{oCo9{y}8u6 zoEG1tP6~O1P_io8+ewS67}=|prL14KVv8Pcyn*BAp#wfCt=&RyPW&|8wQ35qiGm@o z3$!{8#c`+)W!qa6Wl>2N?hh-Kr69Pnj=0J8e$Akg(H1OfaZRZLkEZv5^v-g%f*5#X z_F-aiVe-J9zeblCye+)eGZSM&V#+Z=Q4doWCx7eA-ZG4fn`-7CaJJ)F`@}e@(U$$L ze+?lDO)r!^n|q5$ehu~HCHdkX$FU2vbLDh(vz!wa_7Fia1g1kV_?e>i1nlicG{7#; zMFxt=1?uW>>u_>X)FRUoSsx`b3Fj^;lEQ}wQ|tmN5_8tad*BL>eh24qXT$ewzzg${ z9bg{MEXz24;OE;q@&*^19-W59XbZi)->=TwM-L6omQ4O9s-SqAHDk!{pf#h?e$l z$!i--kY4?k(#!MaI|AzrsVyumUAM_hTmG5Rg&JYL7xbdBvwu@_Q;c|~1c{)4m1OC! z3uiA6TcwPD+w-Y`|IL8l{A=bKTA|14`Lm^bfLDlf!5`6^P2ebqAlpv*j*z_4huuEY*V?fsabS7y5wZ4iU3;?whoM-=)mMz|S5zYdRWb+NwS} zGMj(#-|<+XskVT*?tr=43uz?f*Q9bSw-1$T2G6lkXjBnv;!MK&Rc7(fcBaplV#N>gngRr;c!V>n}goB10*U~JJw_$_aYn_O4$ zu&TimcqA6jxYLLQj0WFe(<`&cWYCKF2+WfvHEY@qgdcKHBUaq!;yJaL?U}iJ577L+ z6ado*C*Q4`xqztjMFQRhmEag}#*e+h(n((%KfLYX3f>}C6t|WVh2|+h!LjgQ<3Wi! ziP=_>F(UAZ0qH08edC_-0nEP+_5KVCyExCC%1-w<*{4vFbFLDYog+kfqqM@Hg6s2= zvGZm0@T-fagNhz4c@bD?ECY4^-P?X@k%g|UgJc7kd8(34)lYd9^yTXM9MO#S^5nR7(*Q^Ty83Mqmp5^Df8lk5r zQi#APQQ#u)+%K|32T1~6@i9mbIx1$p%b`6E7Wj*g^xb2;QUDSP0#?s8Z^d0LL3!VE zIvhjeb{k@fz@36+y9qX|XuVm?;tAulH+AlzkT$h(#ujEKhf-f$@y!iWxHUfjs~l6sd9+_GqkpBE<{|81f7 zr|h$E`ra7;Os>;qAfWCwi&Yd1(fL$5t*#%r`FD@EFFBs>$jY%P9P#U3a&3tc+#9Sc~tn#Wo-+s2d1=4Z|wxIHH^hryK=L99!`$f)l?L3vX<);%4zN@>`4w448?4hjXUD4i@ULYy%`~1T_}XzzF**1IgH%cxH)d3!z7DJqkEwC{3>l{# zv^nQJA%!>3u>ixxW-r;->1w=qWW#DrJG}WpQ*Y+tE&AFXw$QmbPn&sHLJ;973H+pC z_^XtS0RRGMxMDY}pPJ4*m!d5WVvg7qdGFS2TRym)`(sk^;GO2!D!7AN)KheJu=yDt zfo$sM2kq`JqvJE1TfA-s6Sji>h?Vt3_%BmoQn)l0^8XlPLGMl-P$rf}f2X6Ds?%Bz zv}k{LLD>G`_=g{)C4EmHWkTXldl~WO?4^JAEc$Tc^eIez&*=PR>1uF9hbI`XDUY$( zmGTcn?Lu*X0g8|M%a5!PhQ4(&PG&~G>|b3z(I6t;l0No@wEc(Q6CD5P&?S8=v5SSl z%FP$5a4?YYsIo!1xuqo*(hLQ;L=ZcButO&Q{o`D{qdvb0VaA{8=<1|=2npxE($3L^8O>JM7D>I{lqM>NnnN8B&+bg?>dq*7kl zy9&mB?!yJ(0Dp*m*guJ7Ydt+ZPENsI)56I!rF}<0KcS$Nre!vjyW%oRVC0&2tj^@4LZxN*=qA>fTRIa_aA zHoq5j8MqawcltV@ef%`Y7qC^J_8|f{L6l<1a*|>`js8X8Z(UVkTtiM%~C9X-~ZEko(9y#b9bf_CcEkbbagGaR4*HAUo z*KJ9tuLAbwA?B^B7bDbKZ)0o^Vvl&M>_Ha|N&-X0!5AA-_6X_wEa|b(o!3($4GY@( zRD7ATjQSnFQVpi!}Ny<_wno`w*8G9N=&RP$$H@5(s*q62HHAi4l zB;QZf?*2^BcKi3}Xb(#n1~Su=Jv8U72!flYvoSCESkxU>3}d7@6BbEQY?|)G3r%Vv zUG(Y8gaK%~7b%NS3i;GI7}c`cG@V{>D|2oQ6& zMG}fkPN}Jai&Jox;a+xwpQjhs!;g8&qcB6F8llVJ&~{77S&iC>Freou)Z{!oejZtS zsS#@P)=4Z~S@H5M#$qyNDaZ5-8l$B=r?VO*00Xt!Fl#0tIro+8cnIO{{={vGoiiGV z$W?fA^2hm@JoD>G;+7b%t)MFV9@N2HEIBk%I`OBgjJuIBs{p#NpJhHWKQ2uzqhCz; zn*{jyifW2;`{ad^Wdu>=TTi=-%d!N5C(2)Jc!wV!{FHJTA`2gf1-gR)I|V|4jXFBK zTpuG$jp@tMFweI=)|%}Hd3?EeEb?W*b$-TV{Hg1tgL-5hX~=fG}hEP z(0DJl%0`>IH0gZGXPF=w8AaVy7#0=K`pA(Aiq&_v?)Ny{&9ag^Bpo~^dR<5`h7ICH$ zO_D9FgWBnSLaQ=p3<9$o?U(@yXqm$F|Zmii?=QO8TULsX)*1b^%RZ4#TafpBa|`buSM!&292Iv2y9^W5RVWk~!~;;@8j0 zk7cRiwLh38>_%VwZNPNB(Hk2SKqMr1fn4ZSs1`R$Y@N$aMeIh@WQtlwfHy|XpjHCA zLR8<-c>{D>fiemp3w)1_h(OSA5Y5Vd@RPX|1THE68pHi!7Oc7KmFViq@$D+K6tRMV zFb+y-mB1ucVb0Z|Xz}Fl@o>+&j;kE7roy8yKKiSsAexqj+=rJq)O*z!TSzy8?UD?| z5hYqagl~7KC7(p}D8yoB`n-dM^ z0nb_RcuS0=I(@SZcV_9~KucSF-R*C|<$S6d_vk1l*?j7|i8Ez7yU{=CZurpotId6^ zGxzckq$)6Y7m^?a3SY8Ttcvz5Ok`Gu!wx?iKwhkRxee8JLX9-Vk#*VaPEA1^n5t{a-PC%+kP#`MSRb}uI2^E!W4Zvj@L306n~b;@6J7Vbz;Lum zgnRd2Imq*GEACNZ#mkyhIQq4@AOqnGADP!W^0MX9AN7xhuxr#e_qW@Byf%i>1KTNp z$cN0%o<&1LV=RDya*j6ea1_eYa>)CnYUJ`QaB~ExJRpp47DQo=b@=EqF{PR_frQ9| zHMicSGw@2a7^I*^#bJ|-LUXh^NgUtYI!S-S7GTH!C@7Vn!aTA>(ZvH*QDBM=KO->0p;P%Cq3@Nzg0hj0)eRRu}!!H&6zTt&De?ELF~J~J`h zQq+D=CwWxD#!m{PxwPz``Pv+r^Il*eZZ795GG5L6N<9=!_if;X<6uJeiJXMwgS_U| ze)XU@3eA+qX>=N-dbfWnu|z{hR!ROK-J`>*g01%oOMFD16(l;uXd3Z*R7LsELQ3X*qqQ zJW}jO)g5;{6xGl+8lF@!Zze$ADqnbIWu!wHOV@XZc5GfH`7QoVHm*3n_28Hhw4bfN zda9K?~O-nC{<^ZpJ#s?It60$a@tCGSzOnx8>t7z-|}M&Orn1;rQ7m@Itkz-k#?w_hu;+1r^Y zCS|Le6}eA6AS_v5tg$lLZL*E?@5k>Y*I&-xhwQ!__A^Kcr={P}%n$+pn1)OD4IBaf zzZP0|K4(NzR()$6FP%6(_B>ScbW+mE%rJVwJebU)4WORVkV0VcXFC?7mEv|BfX=$I zEhk8#tJ@QSAgm<$BycHO5uXsk1SSVgZAx%BCg{f7Om?8@H)6}OC)-oItouG;*}u6i3-zDdh``gs6dL@hjl zO%zk_Fy!X{_{Kp-`Bf0iYm#?(9}?VGf3K?>&a98+>G#P z;cG73l@k#K@=RXB8HT%uyWR6HkAzh7^x9JFFjM@pSu7h-)4`8WUVeN0z=ls&adfGn zJ3X5w1M!y+scM$~1|AYP+Ohk8yf!WKtf^v?oR2gF(I!|VB`j4w4lcU$w#XAP(p+)6 zr-XoCkIs&9lZa67e;_1hiQ&BlB}vIs#t`LvDqS1n92Zn?o1(^x5+&z|svQd(oeCLc z;iYRC-xanedLe+{L{wXgQ|kcrnwFFzv4$!i@?{Qkn%VqpUbaIu4aaUOag$JgDu7R- z%jS{_A|ht_21kb--#DXG)WnMrQo@wU+O`cwAu;{SC<>#LATTQHfTDIP~i0 zsTWw0<8 z3xQoa?~|@BeQGonH9ckM#VyC(jmfm}cBY_9x;E~J!MUYPaH5oIvQt@8sKwXb_t|;s zZ=GbmXWgh)zjMPA#U6szOrG<}D?!?h?N zp!;b10>p~L$KoGU;_PH(!kbc!Gon{4yv^>9>fd=<#Y?o630zpxIRu)F!MqUqQO-Zg zw%IZ5?ZW=!BoTGLqq07bo{$KkWrj_~&|<*D$cJJos85>}c64;86olC9cN!F9L&-sQ zonglbr02&9Xha{3eh6N~!f0R_R*g?MrK$>)*x5}QgRtW1!U_`OZSc0=q}Y>^2p1=r z%-{R7QG}Ys<4dHOysR-anh9&C6cOaZw=<-u{o!C$qRBQVenTBJ!^|D3OTFG2RY0EX z)Mw{7q0{gzokbcM+Gr<D z0*7-njrYt_k#KST?&MD#glh^`6U$7x*Sw80BGnw6XG}A-&za>~dJBbpYvKCDQ0-|q4b!c;*?CX_^kP3 zaE5@AyoMGe2+8NRzO)IA6}YkETPYV%&rn0?B^a3ena5@%R4Rd-LXSm$-dcJ$URtKZqb zl!abe5>2Q$NQu0s&_r!n+{h-gMNy-7;MQ=VMX-|@ok&`|Sgp2UGfeFs8!c^eh4H)Q zW48h#n%3~{^_uB_#im2ykKdn!M1{!@INGfPo=K^4NeoF_0){fy2Bu>Ox(~QF>3HR1-&!h}ngHeq5<5sLM$U@!Grk`SeiZgj7rHFa&;LclII58_{@#C|8 z7{g{VUzVq(i7qt%>4WI;fdIFRz$JctPlM>XtEJ;(D3!c=9dog4SF1)0x+Tt+!%6Jy zMiHl;ykIher6LfVqnva3{>FhWC7i8PuvJ_ z&0_ue^JjOGBG_WQy>{YcZh6^;;SL*>N%!HF0dZz-4V8%3MfNuy-X zjmG}=OCLp%AK$rk`{@Djph^Ab0CVAeMuBjnj1{IgPhre!X>T`CzF?_+cvJiEdh;Wb zi|5Rob%y3G?cl)5uWd`o6^vVv>gn#I@a&gn^+iJ(q%im!CYF^cQm87a?Q<0xRd5p~ zngv<9g@%=uZ910NgY#%wZga~k9Mv{7DG1mxMi)Z~ricg26Ut-+&$&inBK}-hAXAaj z(I|~$5EYY`AddEi!T*$Ivi;W$y9{;Z&jNi=LUHj<&71Ow>!6wdP)c2dwQ8Mtt>Ppw z(@+h|Fu;H=t?61^&28aK1j_%v|Czah6TOw8_<+I>__G(G;y6oEHTV;_SF!mf)OeH{ z`pe4RR^KxvI7V~*uS>+rdgUJFPJ>CD2*e+I)X%0mrzGUg{Wy zkieMYSdin%z<`4q?HB$T{QrQtmkBI2#H-3(Z&sG!COOFY>yxjBv3{hX=O#LY zahW9rrTRPi+&$8H)(s@TNFBP97Ul3Dx7ch> zFvLQ=+k?N-sRxi_ z5|Qzm17H&B@lxbjWRX=4(3>m>D=K10G-q>9HA&&u!E=|RQ$Al9xg2s)kkvPJvAoaB zFl(yZ15x!|K~RiPABu9w6UJ@U0Tx&Dz!q9t;x*6i1Q|B{@sHBnCaqBoY>vZkS7P?+ zg`VFgJ<9)TO|M(rn2yggVWnp_p~oooe7y=cr~nj&jMyyWEO?`yr3Ibl{pYAE3?KV( z%&Lfjq82&o-h`@nbx!Q;_C+?86JQbjjDSAiH8T$UV0D?kD#R)A%dUYfTzDEf+a6(PjJ!a-PG-u-4Im~S*mQ8z4E z`0%V-WzubvXJ{^+x*WWiuB{R$xq(NHqdzMy7`4$YCXf5~jXV0em^Rf7)tG*avpBvc|^Z01XRxSYRfp*DClc zl%UCoMoaKx&CF}6i9SMzGQ2yHz|GN2PSZK`TG7Cq(C^}}*A z(ei80t7FZNjrODC<78?(Y8ahiLCYBwOLbq?^=4KInGA*0VK{@bQ(hWuq}!$J>e>X# z0v`rdp#DXXoyq-xLmhVS?9-7%u~s|(68Uz1^Z80|YOj{|g@Y?3EP z+)>RMK*cg#(c88@Y~*vp3WgPG1!q-%1!1?Y)aK-FbzJ!EX4OL@To(omV^`ne?N_8U zs{MSTNBszvAEsaru@lY}#1>JyHu^5xfN$!_HCQ*v)#wtp?ltKwM+L(ae#{+xeb`h=LdO5u*g9QW5Y884lj)^^ zl^2)9ZQ5Bw#vmRkUk}%yL&m={AnUaxZTRD(LeJluk^_>mpr|<0k@^XjEN)gQsN}X# zw_I3|-v)VeBZ@J80~{z7>{Ej`SE0h=dQoFDxFlw|kMI5bYw15&U4}S%>=7O!H%yu(n^~QDe^`fz$Wp{CeP@_%O)o!&?6YIX8^Mpe z_5(;`VCw-qbHqlKnU$Xzgo}vH(86;YS&Pu6;f!d%n=jgO)o=saSvdf~!QQ$BGshql zVlio!6jhoS6B~20r#sB`_Mw4XS3dAFhPshv1pUP4t(b|rUZ6l94Uqp!HF0vLf7H`v zp;7k|rBl8h$-$&&346pq6`;k$7M`aHMoP6b50luN(9460!f<9s5?poUcg*R9T(u;K z8I_L8LeQ%5))T{El3Z#C19YIDxWQmq6!F)1F8Qcd*zd4QdRIp`%=c z%-*)q_rbbd@++@JuYcp)UM}Dl_fd8^p}$fkS?b| zVa+ql!y=!ZWTP;ol3>RjhJc>K%lu#3k`L8r>H=q=AIFnaAXcdjkQ7fCpMs{&K~9E5 zvP#L(5hNLYsN=)T(zL(bUuL@pcXr@nc3jV_Pls*!gM_*_H zO1&OD-!txvi;dNrQ7cDD$kLkCtVaG9XiHQhcerLkbjcm2i9{=}n?x&3Itkld(+W)! zUFSa@eEXkp=o>UQm2$3PP##Z#%j*CFX-#6?X?^Wrnf>`mYJ209ECi=S*MJU*eKO}B zIYDs81-NG_AW^QRBmenG$x_@$`HcuDm%{6GKkT5QwffX{9b}W)$$_?KKd6(VZapPq zF79nAd>aiC72KNzYR;D#J?n9G=RXC~*_>q!9rfS|TfVI8uux zXe>gbvG(*7$Llh2$vBaNfVEe|xhMW4+YV!3Xp88WV=QAW1g@6QLXs$HP`ICp82OV2 zAjmTVSQOH7a*;)N6Eb8Y$$w*GV$rv3vU04vj9aKw%9PhzvYX?O%GDq=yz~59$JY6S zrjZm8_5r@=+WL-sQ4-%5PMIvRWBP%H>jM0jKk)!>+&05q*tYUM;$+c;IohtJs~owK zHIUR2GPUVr{z796A1E-SE+oDF1t*)8gUW)Au$Nr~IFP{p$xyve3UlZ|{ik$YQW#C%TEnSrh%KNH2H&{hwLE$`Sdw(=#5!VCfLxclix_k z_yHUBwa|L3ZV&@CY0!LIp<&d<%K{kijZCk@$%ClTsPOn?UrABo+mWx$u33V-!0^HX zgq2p+z2UVacMBa$ZPhRz8Qt6kiP5n*yOCf_E;sxAHUZFKdOAV3>Qr)BoVlJZwvKw% zOQiQd+H`s`BEx*Do>HMbh@WuKF8YkMtE$*7%{h)wlrs)hpi!SWHu&PGjn0wyC@z=U z_@5S2g`YLzmS`Xqd!|rY%KBKo>DFpbZ)65X@TDr zlV+&G;EwAuEHA^k1SpC>!FiHo*J#F0u^D)m>vH?6^o2Tq zP2AlVhO+P2=q5C7%9NxUS^p)bivXnIq>M)^-8gVxI=QDHlv17#D=hB!Ov(UQY>b%z znqS_p^V6qKmF|f{u^AS9=t&P$0MH+BTTpk;+wxc`+Hmw{tFI|5x>KMMut_-^zb8$b zO9P7{`AEGO`W+B6yHvJ=;8#}l3s~`#DqcziUfK~(xD>^A(>|^}5(HbY#RcXD>!^8M zF~vf94)WU!|676}4TlH8jD;Uj(@n4`ZCEYNCwijxpLt%ZS%~#v=s1O8L=qG8@mYod z!48mwxdHiiz{3#78zy6c3mM5br6d&!zXy$%Ey%|PlRm%sC6(l0^PC5FxZ*gCqmz?C z1XAaC(Ys}QR>JqqGVh1rNSDVt_7N^Q^7s=SvM$)yqrYbDLMh17v5{x-+`uJ36c?eg zt`2d{>4#{j09@zX?CRNK3-Fm!R`00RO3j{H<;9vu%yvDNF+HVmlq|NyCpu9|78SFo9plTnL=O6 zWfhpo75~v6cL0EWgML+d9ON_UM?>@pHn5B% z_1>xp$9m9@apiuCM<>{dM-umSTvyXdJG(61u=x*}4}>Y;!p^)qYB_h%)ZpLmGb8K9 z0yr9#9YsK|vN-JO{>uaI=;j}+gpYj4-}3K;c`eLP=+XS~YksHN$4&U4Jo|&sq36Ty zJ?fJf@xaqviW(9fVfCD4TKSH+-L%;cZKNam4SSk#iyMe$Lt*{8f-DL-GR_sdiJIRq#h=v4 zZieWG1|syK<@p=dnomvL>PwN*F;a^^+^~Za#OdtgUwotF*EGls7SW z6nZQY{c!?ZPrV!@5SSA23k8OTCeb;@UsX|ez_aRc$W@|TB_zCQM-bzA{Tr6rppSHO z%V}wV;#D(NpB&|{|7bBMq@?ibI}5yW0(VDVhZ-09c20q8*nPQ@iffrcSq=3tYywME`Cu~Fs&X_6e3tK)I>XP^=w=~$he*h^JWcr(LW z8whMGh}b+|12&kFA0@Cqe=Y?4pf@N99R2MR=y_Bz#eCex42<%* z7L(=9l9G{uCkpTxn-0P!f@PLSczX+wJQ+6UGH{<60<;|B@Tdi!)8V<1Rf@ay5zu1-63mc#(8ZgJ7);vgr%JC|L)4NOpnY%AW?b-wU#K+K)_ z6$4@kIfnlmrUEe_V0Ggr#RyFj4D1=xLJ{ryW3n<*OIh+0Xv1LxFPAlFU#~cMrH-t% zku2BAzNZ>VMd}OQ^c5B(@DE+$ZbIZ%d` zB$az@4B%Xj;)o`txCoW4zrwy!$s=a31E$o@r=Nb0+yFDWsS*#v=V{KuOoj#+9N5@8 z2FK$CWxo9yL%p%44tWA}H`F+NQPJ!;X;&qHXdsA#B*8MGkfgjoGRaj#ODhgwp^H~( zGEhdB&ulD)cy0J&`kwwIWK}xjlVH*fNX=5zPJv2uqs3yop2i=1N7Mreg(zYTmB9bzI$k5Ob zcv>C?A2TKHF1tC|eZ)-(4L$pb***eW`K?mYM^{Mmm`*Q8KdBgRCz-SWapu*cFGo}B-?OTFK}Vmv|)y}05O8VFv-PI4p#@GdD9jjJk%Y~31!2)$oQ z-qdm{A4L|8TfqwJG)92}9i@X^-jyQR0^B0E6$F0qObO!NZ}`?h@hB=O!9Nnkx_%|n zROKFyUeWmK`#+M-!L73PZNu5NZCjIV*VJTtvTfUw-BgpOnryo!PPXmZ{nq<^|3JsF zJJw$NdG7nV&eNxiCC9OwpQYoR!%}I7Cz+?IIQbmQQZkrzdSH!3iMhP zm;3eH`AhHZVA$&lkq>x){8+^#KtMpq?yzBFZEY>- zVvN>c4TYVKZEg2GA~b4oV0{H)cALFv6FKan2#{Tz4X4dpFBKc#GDcOp99iqc+$ER&e?z@usM^AM3WX6#Mw~Jf- zvl~tU41RA4lHf-&UXGwgPbM*ZVLcLr_y%Mxv&uKyVh8zSs%bOgc81z$ngBz1F_%k5WgH-o0-(MBuqa5VrWU1KLL|6D*R!!~R%K%ZdzfdJ$ z9)6K>SkF-EL&Rn3r?1G3>Hr0h{vbF5YS7`q-2s1uG29D{$H1^fb)$Km%JoYe4IG+qU$A(Dqz8h zwJt;n?zKq`vR1!*$bepjVpc@U9oY_AH0)kSfiovM@l#oAIKV7jmDnGczrZ@^M<|r= z5x2MFCOr8ggUMUV zTQkDcKdXNQL#>9TU7E-Q$ynRl59Y4A*3VwR&Pc@|amw4+@Mo~-9lo*_^rIN9Z%%P0 zq)9de>B|fTj^gG$NAX}m-BKjO@H*)Q@Lf?(zCBZ>HC>?ygur;ag~Q_x;AzR&3vA85r4JrTF4 zqGGvA`-zij;E;o*n2fwBgT*LfdD9OPV6#hVO8UKxH`%LmSkBA2e3YCOch@T4tC`T* zj)JWSdW5Ze+@w$+UmhFhWPEIp4dSwzwRCr*ySqO`4Pl6HCdoP(`2?HJWwEhFqgWeo zpNpDeD*Dc?gprhn#M$C&j)?p0{L)T`Mq^}TY_BgmZ(dO515|*{cT>D}_up_Tx_03i zq6oXiL=tKZ9n&r?S{F0q1)n(XxRjalZE+c@5E!Mj|Gl2=*Fw8u$LNp~O?%Il+;*L{Nw zG~dHz$CYWe9h+}^M|QBxeHmSHuV(8f@2WZGdCw87m&Yo{UfRJY9JIV&5VoR1^%Bp=)P6kn5o+Nmn)Y-qpkNL zNn)E-kbXn13kA#`gJgMD%{3-<9o(0B?{FY3;_8%iGiX1vo67gXagBOGu;;PWf&R!X zo3?hPfb>U%Ey_zUqF53O?8|;ZKfYCd#M9Or8gl&Kl!QG#2#WgXAS7AwVqvZ&-t8LF zPbk2jiT~=e;FtGrU{w!6U~r+bL*bU@B~+A*^aRqI^u0{~Fy}>2l_9@{CI`tizEsYS z|L8!Jc7J_kT9^!GL*H#D{CjiQ1YS+Q!_L%KqFW^3hU;mSx$i*F_!aVCGgI2Z0C`E* zllcA2NF|tRTwF4M^S7G3_#@RW`}^HZ;O?S^iuA8_)L#yAvVp;+EQJk3w8JIz7BRTg zy|<$!iKcVAQdyjy+?dRgQ0C`nz1v_-Q&Bw$08b9F<7Ulj50}cN-faw{)Ly20eLqML zVBkcE-o;?+%s}tFpUm)@a<>wl4*KB&5{kPRX#WYHt*m+Cq1n;snO%4rdIW0shwkscg2=Dqwc%Bo!ReVFQzb@$M0$+yfQW>gKO+1QPt)lMJA1s1{FCAvVbOtqOq!IWxb-sa>2yCQbLZJ)O;xP5 zPs|;EGohuWiXz!F3#Iz|$S5N^u;CYtwP9J(Z#uUKY@JS@Z*mr8&em$&pdrL@N}{ds znx0fG&pS_yBN37CSHjaPDo?zHuihKGCD}89KleuN_$6w;a=}by?!lX)E*GWVOj-Xo zkPiX=ZD>VdS5ej$8N)|CV?NOw#&MNk5SG)q;SQ}^D30AXH1;lWlseuY%)325xLs)s zym!y&^-3?*8>Z(2%@BPPR}O=%E; zdWo}@fP{EK3II)OAP5t_7m9#PSmPRV!~~Sd1?b3zfu06KgjQ)+7qsi)Bz8nP5WGU2 z$Y9=^PHZT3F(-z)Z}x9 zi>@}-f2$Qi{)Ptkvkq2L3~?KPX!!nfZw$MrygZ_h{hu_6C|uxEL%FOWrB{QzITL^1 zmwJyKRPxfikZgx&g6kjA%trw$O)M)ltVAMo>^5t;c>By)M<=_gcq#;m9 zJk_K16{-<@KFjd?lEnCV*tYARM2*isCU;sX0W2NYxlVqt(*;zKPaQw}UJ02bJj3ue zs8gEEYC0@i)lk|MKv4ZJ^oe;(sb2%*e{sLsO~;D|hR(csu9E9u9q2kRuo*KdA&6ie z)JM0?W|7>%n$3OPgs1b*S?GyBUey?BUc+X5`%_KD@QBTh(aUg z2>8qudu@=#`biaO6tg`WiZWyn_{J!(_C-}s!>m{|ijNH)uK3(M{|g~8ao+P>;`E>q z$OS0f{D=o;F`aMIImef$5=sVTzTXM9SWl8}EOgOoF(L=)Hy0K{0mC?;LF1{itD2ji zuW@EX0c<9ZT`7t1Lj&){GnhY39AXGg-W4)F2@YV#b)>h>$?Y%^#Z2jAvpK?KMVn4X zE5HMi7D#Q}fhrl4E1JDZp2yOb@T1*HK5^xoAPKu=Qx94Y{5j*3bVO^}0)kM5jc zaVetb-z~1+$C+<&aVL>Oo&f}pDh)5>_S}p0Na>5v^Pjm`S~5(jkeLnV5n_Op(8_MM zgjDLVo)ZS6vzowM6w!h%>EucT{Q^uz$fIo=55L)&#d9zB0{8iF20E|2;q7`Yq!>)& z`K_xzgj*uFvi6s!!^IYif&nyjpF_FqN1DnXx!~lhHhNj#7{^14lVl)2T z;?b+TcIj^r)Cit+i?^ZO$E6)5u262CruKl|U0Fsn6DeN(jnT&9J_e73{hjCawcTLv z4Ot%;+wh%~rUC~7jOaY8^#r=MJ!p!t?V`ei>}=k2aJA;&zuBJ$r5Zrkz&ega$I$PD z`k%)HGoU1vpdyeENMD50g&6ElQGAt>at2(w#2Z}(ZJ(rpBR!uVSSbAa9eg)oW(_yx zgy2z}gmHM3Kbf<~)~x8570{X>B8*MsnP6OHWywUy!jd~lf)tfIW*Q+(!`&lMO?tuG z987_|4RON3pdTweJvd@!DlXT?#zrnmChcdYHK<-=a;?9&kSr3qH8L?KVWM<`@nXCm z6CctXbYCH|6OL=hhQy(d``rk}+*!yCBpvBxGJFH3mr>_LTQ=p?2aRhCd?1gLQICFn zk=Nwdi~#%xWMn#ehK#ZJ`^hf?=v6{6cTt8lO_%M@ZyTNpboCia+Tix#K;$`qQ)X|H z1+$j5#(9FgjZ*@iHwinbI1B^fz_$e9fj14pbFeC1d0JL7I6+?oQNf%D=J$Aet!9ig zV(E;HgVa70`142nuNuX6E*Q=Vh81_~V^L-_?I|E&HsUpES>U@u5H3fy_UD_|nJ2@j zGok!Wq#Bi|_XiHdsOaFkLvG)0(`g@%o@1y4iZE2q+mw4{jVveG@Q8f{IC1CPxA$*l z)CXC-SCpL(OL{K;?(XT&%2>%nl4zD#dcEjS!X|wX^sop-FlDen2nQ3ubEw=uA@`zF z#AkV$(Yf)*L#~fEdJm1+3EyznrT9TI|H9QbKCrcdy6;oh&_ialBu_Uj&u@cS=UWq@ zuVJY##yJcG(Pz}@B)Fe0i>Y{`8es|w^CxN&ghE387jl7iyRHlTn7F8OaqJMoA5Lyx z^AUX5*JwLY;oY0$oRQ=r5aURf)Rbyw@s>d3FD-2=mfqjEHmSX-Gf}eP$B>b8h8KR{ zh6Dhl*y3cWSPHV5Xl3pJQQVeEacE@c-6JFzEmchwurZyFYxABfPLj)5X+c~#tol)9 zvAC4^ve&FX$fyRsn59A{L5m|SSWSvsSU{gQQ`(D+Z*>M3%X!S@+%HsCRY^L_p?~}8 zX1x&(u6=_WNi-N!tkZ1|-~IgVYTvQ3L~v|^nv>W!y^`>(VKtQ%P29SL?$~)-9;VS$ zjLupQqc7s(UW+o3!8DBh)gV~U(el%aehqkt5}g8OrRIH#hUPvdO_QN3w*zR#rr0G~ zi)xjlm{>Zu{aS1MvpB7I-n5iNBrKZQ9V*0lfO(zA;JI!Se)G{-!l1C%fHq{9>DRz- z0D}&lz`3vmcn+$O{bIS@+ zv}7`TA{Cr&jMGPB_x8dzQg=ch`XPaYkc{-!q-j``beD#z#;!9Sb?VZt6yjW`{U08` z_S|~zl@U`*T<|=Adf_1M-va2gO#!Z?gq9X|Yc<#xH=&T%z`=tD2;-0iDvW*lt$|U+ z1#LterX(~4U<%7>81Q0&DISAwo~GUzb*K7a!@gaX(Bc8UdVUw*b<<%N7`f_t7$t4r zbkWi_qja}O3PO9@az$+o2XlOVbCAH~6L(4?BF-Z|zB(JpV8J_j6#>mj1=L2j)S_Tc zB(c3vr>VNY{!{CHuZl2%DRyS4<~EHeGA`;zwNiWbwMT>=*FsZ9{S?H_jpv1FLg3@A z{W6c};dk`epLC121^ugMudoAbZgk-9^Is~|F6u<(!|INmcg>YoJ!`wdoBE#BH(JDM z3R&c8nC!M4TWr5XG0dNy;izeWFxcEXHI`Oy zjtpIH&eypq;c-Yo_AQIrtCI^c8(sPUr_&QJz_6un`N7KOdZ;+1n1ZcYjL%UFOoHc6 z=w7HsmQEN+qxyoQo)^BYeFGTF=dUm-7@taZdezZrJLseXa0l2*VcMrId>W6y)&M9b zj7MA+7n>Rpx~|h=I5RmKM$8C*BAwN=qL_0E=LQkr^%U1X0QJY6GhcsV6`_YTu;du7 zSmY#l8|rfwYN>vf`?Ko0K9-Klh!v8V{j)Zo1TNT1JknwpDg+KO|U| z=77KgeZ76x6wdC`ne|y(a}%e@(XcurXrg)G1YTlczKl_H|M{c!gsVmt%m1gL-}O$U zY7m%TN(*whXmVpkI5SO1T}LvYW4wVeA+D;aAy5xkkZH8(DQ<-D{Jc;;?_8+myJ<6< zyEu(@_yQ5*5+y2M`_##C3zmsg$>kIzXP_WI-g^s3mDe8rc8C02D2EFgYViMHvN$_F zm-N=kUK~=#;oO1h+~ZL*2>WgIa*Mq?k)i6?y?s3BKxKnco}v>t@W5up6X|mXJEyA0 z&2czXIkL&P@h|O#!dk2neG++i)?bR|RW*uie05=gImYjC)ynMk{)BHYjb#k;2<+cW+V78}e(r@$KW|$Q8?3K&F|O)#-*-veqY$IvlN>N$T-xLT{KwB;z=o$es8CLHSF60 zJ@WqZ-14slF>#S+;9ZwUFumN)i4y*-Ys8A|!$6xosVGP&_}rRNQ~wsy9UM^VUP+76 zanGBXecZf8@XzT3`S{{Y%0Y>FixkagY$9TySWF#B0K@GV9tiNg$a(91Sr^U>Dgx8prXTqq`x)(}GSwq>Ze(Aa(~pMHpeeuQd_7JiXm zbhJo38MdB)oLvBdr?E=&#{=S=y!zL1-{teKN>QCiQvpg^W^2Mw9PKRrK56Bjd7uOCmc7%LjflD4 zA=EUyp7K4N7wj%BD4TpH+6&{<$EEiTdE;SjXK~l01e#}Y$gXg}xdg}_V@NNtZdam-7&emF2kys@@_@RZl<TJ z!~#1of^X|pw3wb#chYv-92)t(`L>Oqd_lO?5y+SmlVJJy;-R#{Y{5_WnE*V`aidYg6jz*5C(So z0i8Tn!`8pEFX8p4vPKVXkK5Z4C^)2Uo+_&Y#~ z^m)I|g;GH(5UP@TqchTl!azM=Z(Ic|TUf6`WEyzj13EZECf!CjCc(np8z|1a<37h= zdqR4i$IBy87c?P%|Jjgu1NjCZGlwk$Ts1O7vn{w(#bJKJOxQv)rp}q0^TrV8>we>LG z&jHyX#6tK4Jb426v7iiWMr}5oC|!4|=5(CJMNOA;o@{fDhNV$Oc_xi=#hqp^wf)Bt zAuoXT>O9FlvTY^uhTrt_+Iv8U^2uw0KchM1eXJJ`^?sKqc zaNV#@2NcpKbd?r+Nq)mU_ho~~k_3TqHmDOVNMQRb@UOXwfx+M~^Q_@g;4J2nNv~xR z?;Fg4Q@4P~MuzEr_L#IN-#1h#k;kpTKogC%0U%vxb72d+$|X&P&%j12S}!!VWm19w z!<8+fydm>P7~bO|qJzI%fXw(u*7r$-%>p zWO`90thN|8kk~ZRF6UmGL7FzgN{q|!7ijy*(RHi?s}%7sg$QKf;Kh^$Dw(_>WzV!?4~gPVX;>T>7Mt;qaPvLC@|$((O=Vba@V5``JL!GVtfvPCOf z)MP>VwIn8mHYZo1+YEGU43JOsTa@<90Q!wJ;B9?NTyEXPaBY}wUN;56EF3C!z82ta z$P&oxvGRW6FO(}ezg6K6CJXGU(Qqe$XcYW(z`;0_355eaETph?SpM8&=sOQ#Lk!ci zFyMT$aHx?fmJIJY-++JbemNA^HeTmRC3qIAdi^XF5i?FoewHxuf6x-uB~q4mlN9sb z#pRdW)!VdAoodLR__naVP%ZXl9=6-Z+mW_pJ%!%;ELWLY&CrlM=RztH*))!$tObk_ zVz30h^Xby}dH0UBeyp6ZNM@8Q5O(nuE4e$|al2ugre%*2VEPhgvd zY6MH!Pa-`zRy(LS&0&xs6T`7EJ;T@`*JRV-&BeqtAB8XR5nCq14)*8~u zA8E*RkV(xN5*m~(|6CMG)kBz*8f19n@INkcJ~}|6nqzYDXqsj>5J`fW0oci}piE-z zX_Ui$T!h}bac>w#xJnbCzz2+iZgDd&4xn&zoq0)oj>(q`nKRhr2BHSbs(=0*1_HG4 zkSKg$z^`j7^r)C5QvVGYOH>pxROGVB5|&ug#qXp1=bq0ue9!>_x*?KcjxaPkqiNjt z2=p+nYii~X4L!Z1Lk-HHA<3Z?YFE#tT99auxU) z3n+Fa@U*#fh8L+-Zo&&(;)`iF0I8{EVscvyP;B87em$m~E<$SzTc>B1DwlSBN96$*MJA2BSuvu2+oVJC3w7LVr%`UaKy>P%o|q&m8NM zx=E^n2Ds&45X`5(PNvNr7x>rtiUVAd6vRT^oFDF4mzyLqGT&hi>}aXueQ>7oU9D zG7X69)gwaR4k`@7or~5@=k*Qm41R>b_8l0&vZk!l-if@iArvKL z7ByU~?yn#=uckXLI{W*p{OeEy|F{hH?qwI?Y-~D{5Q=wC%C@7@%sCEkRpi(N2;JVE`1PKk15I15m_ygg@>zfN3KFcaAD=dZyWM9R7;& z05ZGh?>{=gkP@1%ufGr)`F^{zk-Q6^iae?*&tr3yTl>rInqA!xa1Ed?@@+24;CdGY zF4!D8++W}zs2nd*GYWajdQ1X*K;QrCnA_iLMJ4nHMskm?xchT5f0z0!=W2ymaE;b15b^`0LGKi5Fmp! z{v2^b69QvkK3}eAm|ZAiiC?&{KMY>FP=8OKTE0h5|8@*WwrK(ibH2YLDhnJy2|o7@ z^slI@>4NXR!wa0pV~B=82ib$q_Ob_{K#+-ok8$$z1q~_u*l?Q%IBi1L)f07t?Ps-! zBjn&AKz)Ups$}X6X8{9aH8QM6$W3oa_oqc!s=H|f#0pG*6sso`R9^nL3b|-qd$3W2sd6x zoQIQxz;QVS5=9tnxh<&tmp)8FpBN44v6#RC8G)A5XhwI-`^-o&ZJILTHieoxKvV;m z+r58|^3EFL-nCX#7#J9aMtC(j{EMi5j5bEwGq;@>R%)zlIj$NzobHcJJb43`4=fstYxio6tgk4f~xQo{fannc3sujbu7TkuI& zT>sutrf9Tf&e+A6;~e3?{_)FS%pN6L{GIt_*-A3Lb_3oXk_vFqpE(Gi+Tu9XPYd zaAZedj~R!N#R6^+zX?#x(5l9-fvC&F^U@#sU9zFDEi;lkfUm_)eYs8Mmb;?L--MAkm9JO#F+Ev98yq;sb5#{V;&V^iljj zuI};iITl$2N{M-870}C#M^#Sj!+}t2aLDPyLpnu+$sp9%++4H!bwPpI+6OfACPw*S zRN+P?5Vr;*awba8(C`gmqqp(WYE-}76dvA(tsef@Lf;8T@?o ziw)!P0X$LsnmC~rcvOQXF^Ysx@aWm0br!}*q!MA^Oh{4ahX5#YkuwLmRU|WZ zT?dR#U>~y}QzgUXHE-tTVUmRMqQ4QyezZxyRjdFPp1%IxpX5Q*CE5Ebv2QU8JBN+@XpnZ#3;Pz%LQ#GlN7!g!@)K&-)<3ktzmQ;wyAsNOce~Rh>kzQXrGNjq zEofd;d1F2_YNd~L%knqcQ~bvb=TZ$^S|V{4RM3a<#*`6k>11^jNIeLI6QZ&3wMFng zg@(LD!8$NL31aTKYlXI$NXq~^U93WaKV3yEev}JCDXb}bTMc(2ce*&(HWz#`#qIiy z)dCzVLXi#({wQ6w|EO9H7oR5W{b*a2j;Ph7r|(ucE$NeMpG(g1WK;@DlbRwHV*44&1Bm4;-QqX%!XTR~VR~#DmfWnz&S# z(VCyk7T&o_E~4UuzG48vWLsFE15s*R#qR+w2j~(MBW*EPD|U_XcefMw5VY=t4I6J zn?pjr?cPwQd3f436MvL}T>d8aV>&o6s&wUkxiTRYvpF542CvB=EtrkQP1jG6>%g98 z{!Ql(Kfo<6Wn+Uspa1>=YK1lmh@NU)Ap){@4U$+kj*fSaq-u^^g5cG_h zn~^rsz>OylP9}jvHc5Zbp#FYRPIxnFmPm#XT~u0%7cDs%R1bEs5N64`8}PTiAAao? zp3mc3KO*?}G1}Qq%)taZ+w4`j9@L*jBafT#%yiA2-(QU^wkn?!$Hu10XhHHLVlq~+ zK;1#j>ohxXZ!Soyo8hPt z4B6F$Ff;iI81gta^EIPkeI~=fFr0tdyUPKuCst0YtO3Cl`UVF)HMPIk_hArLPl=>l z6*#M^7;h$w-Z7evCUHdAk}=y@RMi9YM#*1a->zq5NFl*5pD2=0aG?)~ub{*o+{=>K z{e(Xed9V0@fQVYDu0;enG&^kC3T`5*KvlYRScDPQxSyg6K6aT09TWv#VWlu=$idDWZab9!koB41maLfuhw?BsY)+wl z0{u|M_?8h0GmtCBV9=z3f7o172kx%>8dl2{vqK)1jSBj(Lx?tjL(=m%l7D`(-$Ehf zik2zxhOtR)anz;8aMRPV8w>d^+xGAV`*tczr?@DUMG4J;F*%JDOe7rM@yk)cf6Ca% zt&dAj!6Ht$q2`~UdltGvuic$j@9}{`Iv6bf>ps~2ush(4#ZLVL?5j?eNmL)Z#3d(K zHrbrRFia+{j=lM+F=EWkhzN*1;me~AR%RL;;_P-WS=xaVwMI}r!Z!g7%upsQr}o-h z+}0Pg>(n{Kx@mI6!jWt?SZ^Q+RR^gF4sNknx&|$8hFqxn(*23r&F9r+486$o>{I4v zqQk{qInIxzx1+$H+{8IdHq6UHMIUGLA6d5-{PKV$>wk-hu0^G#>D_(m_*TBalNff?iYya}5s;d=q zJI~=kH1Qis($X(3e*HS^u7Nc zJlk&`efP0I6N&K^)m`hU5FLh2xOu=xg>^`S44Kd1#fV3Sn98)Ea z);G~+{+gT=MGM9CIILG!ay0~Qi7>y-A;Xdy5Y7>p`gDSLt!^-G)#O#z?=bX3?*0B>foXyNBX_a_=&S#j z^WbJ$T1Lz#DEla1ObsB0%Liz%J)Lz^0(7aJN?=EhzZvl4K!-hdacIGDyM_%}$>C1I zpthAT1?GcK$wg3)RHQ0Ju>NXrD&w^m4L&H+E^U45zL2m!oh9GUX;ytCt`@N#&Kd zdnWg8lQJTNmZ3H>tQvS}bkze(S66`ucNs|OXCgwOnUBfJMz0&w&P#REuGiD*$u>$P z?jI-NSD3S^W@aVysVKj=a`SzH_yv$%RRAG2q&ZZs+aS8kc4?||$l#Fcyy>V3J>10) z)zg)btwKVasv102)o=;Eq`a!zcaqv@gvDs7LjrXQg+QxYXzxJQT zE8$~(%$TYgTCkv{6uyJ2gx|SDA@q(3?3|41koQWUgC$7)v-86FLp1f1bTPw)|Dj>pv2_ zuKNPFTh<->fY||fEDo!Tni>`$r6a>QYPPS|Lodj@R`_+{ zKok*9iBpd%b<4oaD(>zc&o)BWH3p6jAsbD(1tS(};g^gSC!zOZBjDzg(fcy3E-`Qh zCF0A#-`QtETqcHI-#PW`j)tHe#nr8vu%eS6LX>q0U;JeX3-z}k)PrWxpOlcLz zIxsef!9}%VTQ~QedI?m_;S@W-f&BIaRartw>h)XNMj8vz+TJ$E43ae9-l+5Om9eqN zf2n3QOUMdEJEw`@a60?o(eZa!g8aIiALzu&>#66;Y%`M7WOL+>ElaVaww&PMdjTd9 zxs2*~b1bT0A6Y&?=izmm`TIP)+!Gw|f1=gH)dp+q;4^tn%#F*q!v z1YVuC)+dfT?9U?0_VS$K%!VyUK)nh-;3js$`CLr~ar;+Mk=lESB~y^#B**>=Fi4VC za*ux=acl$mybnFZ&Sdc*H*Ij#2wS;N8aSX3oSs7I45sTenv-w(92xitUQuR(?MU2v zcoq%*{Ry=E#C4Mbc=l#UPo%OE1l9!pgZS)@Sb@UCc!`Rr>kHs1BI?OVVt0&G1fzjQ zd|^XTz8vy9?!@dQnDICxgX%5`8Lghk+j~3BPbNh#wIp6%$DWw+16g$z-UORm;hv@_ zZM7H?2GQ~R=z<9c+KVev3OWt!5Q!jYM$%Jzr2-oMqSg*rp<_&^384NI0zj;N+kmff zHhcuWO4dmjEJcZs1;<6y)rNME=&#u#R z*CZ$q>)`!d22zRF{(^GjrD-l#v|Xa)fpFxtJ@upitpk9r`Nng%iG-;Q4>9=Q`;o|J z-}}oQelJB2__iN@*r3C}!F5A@*37o54Gj@ys52iC79!^;k;^D~NQS|TgA7jjV-v9+ z4e1;)#O<}%>v)lfYm*S$ePsCktRYzfT*z0={DTs?TPke*R%4zxeNU;CEbF;P*U3ZP zvPSSKBFEHT1fwcgkyqpefeagk@z$4p&`p42l{QbCKyPWhb3roh5k^7&*b>VM_!>0bZjqS6Lqb1`HYEiYNm!D45i(A`C%G2`mM!RO|Mxdi^ z59;TZQ)ucEn(xA7sEtzb@!=X!NdzB_vcGnE6 zu$(UL^`_OKL!C9}8 zfyOZRVH(&5S#VvODpaQ5d3JMq=FgKr7lm*464fDg&AodEtw%Fs1Onnp};$w#Iv;n*7p zj2dq4n`RoXv?M3*7TZiW&wJdgmSDO$O&KjCBP`!qQLsB1yP} zJ^A|V4b!>`A~A@)dc7isVo>>y(yg~s+fshm-OvwRZ%M$+sG`By6Bu=orIrq2x)C7~ z6D82&U=E%EbnN(0RAD?7!5b)`#w9HHvY(1E9vO~aKZ!%Rosy==;Di*Op7_2xkkCI| zR@E4iZ0}c>du4rv#x~Y8BX|KK*{fIS4{8JqiYBp2yhA=`wXyh|R>lv1wPkd@*>wOP zkn>zPu3Ub4x|S1>uMQ36)U#=pwhn_E2#IAUl$O1`m;jFm4E=^`uR7FnCAo3aWrF#? z)*Qauz$BYXC(z!9h|{e%2LEqv>~|92!X!;xokVK_v+jk%U+&<7YvYN$X@Zs-;lU9n#`1 zL_dP{Ot>nv*EDJOSRz{rEKTgwb8dMUx!*DISE~JZPv)l_mg7|}V&oARNa74`ZvePu zX?$d6=%YT)OKh2>QlABh;!3VuHz8p(C!DeUlIu%6f)B&hs% zeV2^E#21BdSar`cOwe!*+|Z{5&g>u28%b5>ld2&LeM-d`0ltW)gaeGa2$m0F8p}_TxzoC$*0%*$yzIo4$Lo>A(A(;O(RV62>D0{PH zNPV&DI&Tqd85p_D(BjJrgbLd0TnU=g)a4nDF)fby!AfMojqz2%{0X5?QI&oS)$VgU zFFs0kKa$K0{ibq+HaJS`61p+9Fv&u9%fYJv)|w!_*(g{dry!!c!>Iv4HWU4J)l&dY zj)b(+M~|rqG{F=JBwJ=}Rwe5rh)XzLYC;UGa-C#Rmv8Q&#ne?9DBl-4Slga zH*dcFDQ{`PA#|umPY?p(+5b7ncoxCMf1d7eENUqa;6u;~ji97J@uwoo1Ok=`dlK?G z#hcxRe#i6X8+*mr1-_U3(%A^IR%F>>W$R&`H5?)1R1{*~AV5B!3GXpiEEUIe@K%QM zgIzi)ik){RN;O`LQ2Cbq66(v;)RsCfa)1fs#EGo1(c9W`X(Ec?wI~ob{ab&?Mkm`e z9o3Ne9;(S=T)-Kh3L_BaoS`ai>klfeqcM&E;ZlUscwLAFJq2@D+K2y%H5_DT{evKm zRTxqB?=vBYlRfB<4@f?a3pz|dyaQ3Tig!}uI^+GH~x4S zgdxql{E@5<_UOeFQ+S(K5aIwJV*b>Phdy{B4LG3%i8uFzt1!rQdowvkN?z_|!j&R` z5lN;&&gK5ba4MOu8a&o?I#UhovY`e$qZ{E)CV=kkpZrKQHdOQ5ziFWb0NE;)z^jE6 zP60@2&CN_zsrHqgjrzNQ;ZpVYiG6Sv`;{jA3O%kz+cGP z&QZorkMXkm>FW8gduz}#$3Eimk*5bkPt;R|7iOaw=_F=$*z3c>{M7tiww=k)IBw{P zP9acyu(9zpNG>!mp%+4m4$~zDOh&91oQ8P84>aTs)*Aovh40>E+Mm3;J|epgm;0XW#*Ne4c+EJ=)lOm-hD;0+e<}Q`;bl6Bg|v; z5GPwJD)@;*oKB2;fZxL`;ayt3waDyr@T0+ajspCTzWd)g=Xd83%53>|_cN?=ffmaa9B==Qj-wSe5e`elg8zew)utItWJg)DNp(>wf#!k_=|L1IAGAOr+Z z|12mOBLtKpP9LNoI2@Q`c(dd(vXrkPN0-$x@+Odgr{gfE3VO({yq_|kGt}!g3IT2i zUH+Ovw6X#Zsy`4B&kS%+VYux93qYng22_#v`Y?-EfC(ka%v?{QmhBXy5JNVqp0j;? ztq2k;E1Vppv*)UBzDZ(Jx`C=1XA~tXO`(VXx;VcUB17T}SJ0-&d{*1a0{W<{0DNU9 zhDL)sRS`Lg-i?^sGe9yU{J)VM3-%@s9z}?>&`ubp)4D_J&i#T4uBZ~_NV+Rg5ZyYS zNj*{tD2!ivBx}!wb3C0^VQg77`2=$K-cAo)@G*}4FBtK6Nbnx(r1<-heBVp@?W|uL z?L)gahbPi)&Z8Z~Zgs|_2o zF&g8gCxhi>J&- zW+_{-DsW^ev`%;wKaG>f;WLTywzrtyP{y{zSOBo=^9La4cF zRl@q9mc|}e6O99vnAE^BQAIFZYfk$5OuFBB!ho({Oe1z;>(+|LIPYG9yU$(q#buM; zFE){5>p&CcJE~CJy^y7q_RY&AEwYr4tPqeC_WnPSJh@5z{(*&fZl@?ndK^IlAOy*d zC0r_|8vsi&wKnXpxn$PgvijeJ?|V*M5(z*E$aNR{COOb4E##E)7_emYk-Aad_2zTf z)m_u8t-#=fbD4)Z2%>eiU{oD_Mjx$2)FAGifvRA7QS!LGrAb4uRk9C+B&RgCIq4G0@y z!3Kw^z`-*9t!aG*{t}l~kb=nU^XJso*YtF==^TOo2}DChaM2;UWvwMTU`O}Wum(~v z7svujQxvQ;kr1dAdCX?ID!rTP5K6z8{H*G z-;JLQrRQntkLTU5C5~Su( zX+!nMajKG8qBt0a;9bgUNZdWj9(WFjIuhPnpeWqKYa5f)X1*MvX6`>n(E9(fK(vx+>=1nh1>{D}brHZ;lyc;@j5bq$Svm`pTGRo<07Oy*P~ zwr7t~ldF9yFZy*LeyIhbq@x>p^xPCiilwy?I@y62{9p`A+xT|B#!V787;9!CX(5i9 zG`5#v7AG$07pxfg9dk7+oAXyaRxs%RdWm??Fo@Wa$i5^)LQzC{vmHH+TygwZsV>fj zw$OJ;%a+^;wQ>7@Gz50CGf)9BHgi0a)NY|nYWo@jjT!c9Sci`>7>v5#I<7L8-cfU4 z@^FnsyyrPE4J#ZmPq_I5^~W-VQhM)&T3r4a?g>N^W;&kV#RmHmul3u!&g?>!Gji8% zOz+ik;lEepP{z;iAB%lUuSm8E_v;&lTXRnW*qyAgZ}H$7i7VAl9T?62vN{hN2E zg1J9?iC)KK$O;IWaAdt!q2vwW z8I66FU^8yNGr~QUPzj1jiitw2L@?SgFlMx;XloTT6s;enEZwCQ*LTlt@IXGS@5y-Z zkKgS8bBa+fivwJbKVWzu&=58}OwXq=G{b2%ZSZ<#m2M35^EoXPaDrI|DHzTrB>nmV z)g|@^AlkzN^iw$X`%1R9*$Gf*jTf7bZ6s`F1896a{@V9uKXR-SOO4c07?Zp=oc3Zp z&+_9rF{M`1?E*MRH&pv$7B-fG-2~~{r4Li%xDF0^3MlQNWdDU8W1m(*aa8%Ss-|?& ztRS~`op;0fz<>;U%bk|o#P5~^i3l6_8s=wbZF>r*b5!TfI_u9ZQm>E|`!7a*-~S)D zoGBhPr@I1JNymL^Vr$y-`+XeMZM}5ZqUvhgD=E?wt#J%;YPsi1x8H1%7#d?G^^hR(O06)+y~XJnr1>mn`wE&>ae(6trq5JrDBQV#{;OmE3pg}p+3qF` zpbrSApB$_NKu~5{S-ER_o{5942}}ByTo4%qcnSt7Wh0yDt%KRNbw3s2z_RX|v_>8~ zsnvTb(PNCbH`QMwrK?`&bDF`w17jp^xiGY(73U+JxY>yl>EIOmt+)H35B^?6{%(iy zvrB7$x!#%a6K?ij$$b|A-)*KDhV(5$f{P0E@sh&IS5MPhuo)m#pBAG)BKQRyo{^Jd z@Ne&L3zoVJN5c2-Io*4aK@pXpq_5D%Pc<{LTa0`KO6bN#uOnp(?D6#?b7DkhN3xe;P5uIN@0P=>y4QCaxJ{PE&hPjse*ozCwqy|q8KaNBt3pBs_X)Md`@^uS>3n9C znNrNTGOWasJowJ>jJx%)*!3CplEjqY2s}IpR^T?KO?WG5oqSI;7u4KP{ID@1;MKYE zLqB358AV8DDuG8>pW*r49NTwG`TJj6iO=PQ`P#MLta9*ZAa;SG-e2Sq&hLuJXbDo1 z30vY~3ja70X+s1C877&u9NE#`*u2eW*U}vh+Y}ytgp5&c)U!q@j4!gbGB+$A$ zZe${~q}p6|N}=EG#zc)g98cIprQE{sf&#~?si!xbeK>S~O4`Ob z@`^9X%odVMfJwD3yiXzPOOiOI>KiW=SBK8#aXPx=lJRx`EF}Tf`Z#}9_{v#+u^gl- z0u*yOIX|<#tH>^{E?>`)PK%K2e;H!wVIqbe{{Ex7Qrun{ujq@`vK6VchRRnfm|m(O zZ>up!o)Cd>yG5EgKMb=3>pTl8?0U@T;f>%s0d`opIXPS-b{%m15di-jM@HO>Ebi07 zYP6AEE&R~{-|}{VZ`ZTo&cARc@Ij|l%}uPAuI-NdlqmRfNTt=oC-)H<68i|FHgGBl z#H~1H1^`&6q^3A`5au2R;CK2PR^sS(SN8vARcO~WjzrfZJf;v+v~A20*#^THh%G`) za=$O`IGLQKldFr`)9smxO^Y1a0bW?M`!iiRE>Ah#OJXLIbnL~f`+IbNZf^QF zr4l=6+}-Y7ckuUKA}BJUC^JA97F~h+{rG|RTA#M47KX9qiSDt5b2C-U>{H+i6rT+A zRy5p2#Di*#9)Q?>Ii*0oJ{mU?W=h*j7tVi8rCLBV0tKJk!tSgbYTaBQ?^ZoFhZwnsz8GX~GI50*FMyLL#15m%4|; zeV6*rryt}tbe84BsZ!LwYzC9Tf$=4g%$ii+0kvsnp)fmPln*7c&S~{GiDXF%$%ARD zpPk>-XXdr_10)NP7L7i#e=guG%YSeoI_hH;EesrEyzpWoO!xtvT$1BjN;=R|Dc{(P zc3zex1zhA+<6WZJoJ(Eq6zCJpRM{Sc91J>bu*XjPni?_`NAla#dNAil*4IOGFk(Rg zZC-*JA1@YZg1QoQp%oT~n4&C;2xOPr{qM`B{oTX8>9?;mD#G`$fJ*S4Z6qkN88cdn zAq6!KQ3K;QE4KkXHMIEj$xU3}TJre@WA>GEpIyWZX;u);fTbyKz7;zBnDiplHHC1;jEtt@}=S71DLanY~n zwGy6R!g3T%PfOeGde|H&L?DX-YL>9`#AQTWP(uTd^v&(b^`%{dBIis((Orxjjr+C*8_2cn*!O(GYJ5_@mC+$w%a0O2$fCpwl8yQhT3a$<( zXt--bvM|WbQIj=w#=%f;tfSo;bunTx2ghkK|rHCdcnhcl;Z?nfVm`q30D_T6&1l^@fpYSB}UTy}ndj z4WAMO8+2Z>F_1XZrxoSr2|X)UZl|S{ws&f@g|a2EuXfh>Akt6G4T#-Qxh=UNa#C1s zkJSB{qVI`dRe+b-`n55ZV?bxcmP9)lqE~Mpt3OXyTVqn(p!ph#v;!KT#g^0QF$_ZJf6XkXWlnRUspPYpndROsj%@dWn_R#1fGpx@p+07Qj zL7!<6e+_1e45V*|aypY)0@+g|poB~6HJBrbd?!Hre;j;g?|Riwmsp171drlG79YLhBhyQ0TzHQ@i0iI<=&Q}nxv3cMio zxLFNyR*%-SF&5T%x`{a2K!KUnp_-$Q>Lm-d=t1`qt;Te_f>*-*EMzsX2HHhC)H>KY zf?WsdV({8*Q;j)kPmh;tc#qY!Gcrmi zCt+m_cZrmdY5x_XPE37@lT&=Zh~V0agzgou5*$@NFhoCyWv7fgKAE=ym{c^m#O7A* zCO@zs%Cyu4DXO9n+^()q*eaC)1r(fkP)y0iCPwvCTEyLT0Ct8cldS&Zgfu+QuDMy! zr5!rMPp*=itEY&kQF~Ixy$C)~I@lvhyt}db=$Q?rl+J?xZh^vhE*-_`DOKCllDf~H zwE)(l1}`8xR;P-l)t8>J}>fCSBU{Zz~)V?!1VCQ4JOOOxRpDueovjTw7zT<636Tc*cW88k(X0ed+3d1b{0jGx>0T_~ zu!_({2oMq=rlTt*rIV0gOGM}7k(j%y#a+yD1q_q#-Y;a6gw$9}5&A!%CO~vc`Y!Hy}HMdnyUM zA8KpD%*qQp3ot6@n}%&XAM3-N$E4G@uUY&flXkgoA0AHY#8Zm#IH@KHTl-CNN;Y0ugn_O26bE!(d*GgdO>Cadxmr&a@b$x>0I zq~G@wbzG-@&32l$CFqa(7BPCP!+EX6i5V6s#U(pT3t3rf-AwF9VGxnNGZ4_Zz$PAi zWmQ{ri(vE^DNgK7(0CHQL?~BH6U8{l0My-cwy|SHb15S(1qCnMMb6;39B~hA0>Lx) zyaj>%qylnVTig0T6m;NI{0+@BERYK|;|chmt|BMIZniK)dx3Jr?9hXUM?p^u1|?Kx zK}j_(OeGZV5Oz*s`9?v=m2{kr@F6+;+fgxIx+;V^aK! zz0*qL?e;N-ABwPP?gaJ8h5l`3X1AE5Iq6g~1bAh}=bAM9y7n^37*YK6aS|pbd1PY9 zcUm3&dqHXlY7ysjIL8VtE;H#pR@STX*T*|lx|9Ssfb|i;5b*S~lirwk?NYYQ3>6ny z0g;BTo}0kRh-j|jLHZ@v#`{9govFmBVVX8yV}Urh)pq~5 zh>*bFj69dTdRy)%g#qejctc3=^ve+=zXlAM5Q`k!lq?-&8;!eIi{qOTj5KLdllhI86pRNc_5H^ys=HY#=b*FT9;Gy{L_8TY*OZ>T zGTG;6Z*`(tHzE!HnDRX5J|@S`NP()Uu%gLdCHt6llFHvd0zrhU0dAF%vz5lWUlZ8B zJ3Bu+@-C6={LJ~T)DlW3GFtP`!K8BK$yR7$?$7+eGxJe&kIQ@dO}*z1wc9U`qK;aG z;4vPBXhn`+l}G?l$wkTLTkk^UJcs?Nn+XW2WODaq!7Fx{p1UqI(~%Z-dI*S#8olqP zS5*9v($!@Ozq~H1gv2qTB;22mAdQg4JDzp%2@1ki44Al=bTvfv&6p#M%NbthTlh~F zEp=n6DbdbeG!N~_lE)q8`H{D*KNF;ArA6l@o%cqR4le28#ut}0;A$9 z89!ZHqTXUO_@DZ_yZo~%O{b=~<`6`e9u zWx{K%zUvEJfzpaj$gQ8{tE}w3&Ob;LB=m?QwHS0H?f{A#Q?-yAjnH&DK#61-HRDgk z3#2rP^fblfh(sqFgvm$4g|XUSb{aq{gd@w%1!A&H_-qCda3}=EeL*&nx9pn%6G@?h2fw;M z9Olrw<@P{s7Un;>`dC{1o6OA=@_1Q4&&|vGTjQkiS$oOrr4uhd#&yp1v)){c4*I?< zdG;P&tg#yZhtFE%;`s8ZR@Vw%*LR|^?-SNO5_Qb&s2_Mzk%sq-H~V;NB@0lg7!43| zRtl@{D*hIl@;h~U-&ivL@f@!}_*wrx-EiKO6435_+YW#@k?+)eir<6g43{P!s}y~& z%+JFuENVJW3l;?~$(2HGc%ZR97lrgOh#~t0RNea%8BN zLH-GG3QXVoR?6{XdR2L+g3jkpMlWd%Rw(YbKQO#Dmeu+_=;!D5gd`N{1OO$V}i<6DQs%#EYhu`Z7*hgMc|YfItrey=$E&lyXm)}DkgU2jgm zZ4$=s6HCcrV@de-x?e6vYyeWqg&zdLLH{DYZ-ZvI(h(|aN^ML!I|IZEf)bvbRw<@h zr4;nv-OH!UZmLYiH&z&TUiXW<2WWxt7FP4>bec?&QgY24Nk5#Vpr3xYl%2ffDcURVJs{w}CH)k!Q4Qr^&h6 zp_;EWP8v*%(Y<=|d6b6um$A4Z`1TJq8`vjhZIy8G{tHn2#|6O!p?YJWiQjQ{AS(R$ ze%=Lrd?uUZAt~raZte^@)rh=a>AOl}{baR3FaPWOw=*lx3H?oKzwb9?%Ep#6OViun zjkuVYqJdxGuG2yUr+hUd+q0Ogr3yKRXGF)A1UQz>mt-k^TIdIYp)egQi&|&>l|1Tk zk=O@_NI$Maz0if7IBSK8GX=COgrU{Rq?Rhrpex!`Fnyu*HqoNLsOp;+(SO2a0bR^D z+l#|83sLidN1A@^aK`)dq>Zz+ydtL?`3vCVAJW~Xn8Qqqtx7nUOG*YmUd0DQwe;-S zM+{L*SeVlj2C8yL>~w5F*!`cPjfyG@0RszJ)1o0R5g$*s)UW_>_5Y8Rnotnn&d<-& zfC@^_6O?Fa{i1$dYWMG>F%m6DvMoqRP^~D4EK$gwf^=FRK)^~kjlayFPqqz;)b3{5t8n$Fs=-WL?4^WN} zm~n)oS%X)Ue;VdNHz+@p4 z`fN=;Zkz8OHYoAs(NLypzq|h+K6NLj=9^oT2?fS^Os1k|U^Qtkyfz{u<}g2PQPxka zpMHOJYkHGD``y8mrgXl3niT~rXEz%^Y!_%-20=B}sSO)jI}rlA$gQh}^iC<#Q=1W} z2;T}P8GAg*5abw6Sa>2Zv zDXY$fx0rGfGF7kD`PtRq%sjm8l0gVfjGN_^JJB$f@)QeHRG84oX<`t`ac1GNG`#FK+CTj3J`y4IIXiWlSLWL(7$J=)+>tMt zXOhFEux3oqhRx3mxejW~)onrhC^U->v+t?( z(fqHiZyaUOfp>Yxw~;$%WW|vKZG*tZtrzmhrr%pzAHY;_aB7%5_WH=d9q!bo`j5-9 zqG7Ua?|-i5=Bj=2HS)*~PLj&(_h|@*!O-6K^9YqYu&Dhp^_56xJu_c?Up4c4on?Eb z{{W}7TXauv%MS>2#%bSAm(0p-C(3hOvOvj(FRL^h!h(S-D_(PrB@3{W6;?)W+aeB< zkr>2apPxjNlgbm$8VVIzcBLRiBt!)mQh4R~9QX0taA5N4ue>Sj#knHhGM( z6H3jUG^*!*uLjDBK8vBEqHg;W2#i<5B!)J@1Dt=md^d!Ra?!m?&qMBfrkyg4N?fkc zU%Y&RC_>GSBP$mIB+)3*$ET-~3gzOuOMf)-+yvQnmeECDopz#5|NRTYf|{M2o*q}$ zwGA8af5nAD4lF1DDqhfYcM0C9DCHP;ly}5+pC5{ zNkN`(49jd|2$fDY>nQS-)BnMSG!#i@CgnJSxI2iA_(zyotDM5tqAfSI*)b; z2@I}xfjh8Bdva&&dsS7N=hbQrrmQ1h1`uhSg`!f3EqVk(B}uuW*ct7OwqVP$m1X zzWwxF<0XViMfD&nQifcTYcVi1oEQr%^Hb)MMp|bA1}NS49lP@)#}zAnWOi!_L)LaH z@q(`>{bAvj$J^)m^67&w`3Heli+;<(5|RBjOC?9D13Qx)RJGp#fGl5GCjUb?EH{moeX_3GuJ)rS@d8c>`#_oA%bV*tFg&( zLPWvozQeK2E@h8i<@A>O?YadFz$6ayoQP0DEG!QRl}$uB*DYbZF^~GZf-tAjYK5_w zaOjS3k@evC>{zOrDh~3t1sTe;%8T3x?x^>Ag9oD#GN`7cn`>m~UnXMsAs*#Hpz4zG zzeb+W1BO^UyuOs!YLwW9*qGOrw25Le?WT0PVQgk?yW#tsUM40AM|V5WW0uedCSC)CNXO4EmafW_sDAo{*Vu`_$r1G*4;5C(1lgGe1NUfx4#VyYrx zEV|L+EoV{$)Lso(YB&wv(G+D}{35K#ai|8G(GL=uv`fEN#a+CKW2dIr6OIU9_m4#T zw*PHde?Nsm|CaV$kNTV4h7}6An_tKXnGY%Z+cm-E-=$7u*Rd<`CY?2&|H&J(YG~1 zYF(LW`3vlLv&+2+0&5@K?>L&JoUBYN=HdaPH?G$U3Y?2rsei8wyCn5Rj z)ANywweh-8aKjzxg0tETD){<@Xy`N(DfILC9y?F8 zGBF3P$(qHQ(@rQw|KlS+Z#4x-e(MhyJSEKWg??H7w#mU51Osz=xgESaFQe!qM4bjV zg(=#8tBF=J#b2s>d&b#ax2SP${c$LM{_FL1MZn4GNCBzyCZO zlET$?$%^9Y+GuTi+FJ!Y6n*zdjM6c!fm8;isHmgbLdo13H@M@Xnor~+&+Yk| zHUL6$22OaUtwTrQY4Q6}Y4t+`QvkDb$U5lyrVD}SiNNzYFGDzAl$jA z%-o)kMj5-rZ8qaH27{`1qZffhL~U;sT*NCQ#|NPFFG8;2x+p^IV)9iTt)lXqqqLM4 zP1nK;v3jgt4ojJ>;dN|qTKB3^(q%79yvU^(&&Q9Ed!pp=R(Ckk`|pbpvg9i}f;AMl z2+c=ETqhO#^1lRW*2%s9*Xi$<;iB7Q7rqRe?u%piGGVi|Mo10iaV3-bjOi!=TX;%bU*-KSU7#bJnD_txZ&0U!=#S-}_PP;L#Sw$WyC|_TG!d=&%@)N}o0M4k zxJ3$S)%!!(m%QAaKHS zxZYF*nZs&wZwe;Uq^oBe_n#2&6_vNsSqdMkv@v+B$Ji-Epcozzc~iGr??mr#N2Si3 zt+Nl>E-IMl{tW+J*`m!NQvd}OFM4QpWhL@_tz{2};t}M~c_PE}k;nAy`3}BmA2eEJ zWdre)B;9j($@lyBGV38vk#{v|wOt?YSAD!5s}URqKUb{gBu&GqgQef=U$ZF1w$vA6*4_2n6}G`86-S2m1`%-hDIM7C1}lWEd%0%biGY^HuO}#L`FNcoY(X zwqdE6-Kqy05?1&nmkjnv2vb|bkMS;orS4GB$1yZCz5ba!CEVi5bu6)&a{lb9go7#Q z+|%D|Dh$?HvR0a9R9R?v4&SjyykHEo+2xOWC53t(`s%=X{l!!BEn1n zujb+xd~mZC=e1JhCmq+a@5fH^Issg`cC4SAy`teC7*j+Uuq*p>A}mnoQd0l!6?*cZ z;6>AGiZF&&DHbyoEe?7P-o0LvW}Ql0PiN8CPf#7oibm6Ap+%ya@7qE?o;)=|+&mx*NsblL)v)Ke#m@uHkX4t}tl98D$F^CTir}{G9#9afv0H^r{M9CCce{;Yl`+D$O z&hN39qHmfk-q`r7sOc4aq;-l#Va|CiER0<%>-xnoJ05@&q-Z^*fQa!BOHOVO@1bGa z(BsFB)`x}hpUEwJI(%Q8rKGGYOS4?@5dUaxV~fQhy(-`4o#(vfq9UdWeB5V{X7>(; zbSSHst^Nvb%hY{nq5aJ?W>hp{y@>rMJfeVXj*c37n7UF~-zOWym(v83VV0Md-b(&k z@L*LsS_--S{jln)w&PzPUHaFMU<`lwGJ1Rt5fONJ5*aKyFY{B~W{ClfD==YEP>Rhq zD^R*h5)=|FnHGIJQKd7THF|#~aC2)a?&>0|G-u|==M=`w@?f*ZWID-Dl!Fy&zUT$I zSs@qFJ>k}@%*N%z!!l4}z^x4RrvkZ5e@LzNWb3#5(5U2NGTVr zdTZRult^gFODTsm8yPFBaMVMOw;T2qE;u6Z^3<(3klz7Qq&|8%z=Gx;R4lTjN$^H8Joi6Iw7*Q zn>YC@Ic$`x&BP2;XR~Vb00+9YDI?=dc?z1!Qbun6NbfV+velN~Rrs1e2DUfN0bV*0 zw1^Wa0>tG_b<9m6XCiWFFwanD>V4|0aep*yQBEN`?%w_NX(pgQd(#cx9RuBT{*Y~U zQjU#XPERqavQSxf6lCrxA1rt#CK+ueLLA#ZXXAhL+^!;{>d}(2f%yM(QzEwH(+|Rt zw>$;<^{w?8EjljfeH%557A$tvg{PC0%^>E2tJA`ok=+ zyYP$oG%_*s2&v@?1Lm$XR1cVpP3*_MDK?I4^sF~(^-#N5QjSSYl#+F15cX`+zA|fb z!f&RN4>t4e$gt8_Itoa4Nz_RdJc$u(P)Kr2mBscyBC%a~-nM(39 z@6sm%b+y0J+-+=Z5*g(?-2V-J);5ZrVDCYt85q#%G3iQKlDGP+Yqf$zC^G{acE1)u zCHVL68El5dq&$6cMrKa`!XRx183iVzebs^YKFjKH2<^D?`mgk`VVOu?nge_LL{*P! zFQa8 z)xpuWYqfm`2#1XM&Fm%Bm2Z#O3U6y42t;sK9j$xrF1AOButFnPjJ5B4A*Ns(FC0n< z-R}(45J3Y8+KdL)klxgwhlw!@`a|K1I`#9T!a~>=e*hliCyWc@|1-Frn)K+ePb}kL zgO%H_&P1rlgwz73+p+6K7Q93${S$!IubKbK^Lh{QN1N(bpcJ8@hE}?bsURB?eRpOE zbH9-B@nOJ5iJmarqqm$1hhuc}@Bqf)@6rF8nI(i8ZEi#)hLRUilWqaA84)C{A?57o zW#Q)p*$qbrKsQ zCRFFvHD_i9873m|wi4?$6UJnc!VNKJjtv{;Z$4{8@>qYjA`Mt~W(OU+rR)7=wcBjK za^*&f3`tgD5FbzTetdHMIAU-m&-;bh9Fqp+$yy-T2cdOMMhe4dFS)(7Cf z>2jee;QlIJz9d+Jl}Nn(#KAJe=E>kx)5HopG5EWBU(5)t%WlVEB0vHr%XLo4DZq5A z1Fsb<#Z32XYPxKWyZ1f&H}zP?^^xkxc9ww3mstvc%l>5ZrJ^&kjhb#LBQI~TJrJ$+ zv5{c!GQEpbGI#*MyNl}yZNH+pZT8yfra|@KLTSU(b_rb~8|?{w{U`I#v18vvi5(@| zh@0>?&UPo8j4E5YRZV}Jv}o4TPu*(^dPbxMIVV3eZvvr)1N0*=7aWZ!Jjx<)$h;5_ zcwY!2^2*g&kjljhQ$*jtE!3(JeV|hRLndok_@hXJ@La)XiDaWm&(uT%>qc(+aiMfd zQrhjip%x-p4KVAtzgqQKSX$P>MGm)>s%qbIQHJ_v@UK6mZ$3pk!JL_C$#c?-JlL8w zZo!l|F#>L!nJn7u)g&GM;2qf4xaK#a&udQ1qFEj1>RN~D5tD=j9Vh3%(mM3KT`YGx z(=3A-#Xz>B-C#32V-tUIMkf&B9|c!eoF@FJJUcyR&>6q6Sk66>I+rkJv>hnoK*w^$ zR}942_ncZU#D(Xxb>n%mBwSaU{Cr@J~!_s@Uq6KJMleE4%frYOGMbqq7|TuX_}G zEPNXgTaX>zNYn=BdHTrFU49$636>=H6g}G>zZFcjz)*bF;Daxc=-I=Ihb`4+Qkx!d z)6GbwVwhJ&L@QD<9+`5yVIyaFpc~vOE9`+FOQU!_72L1mMrjjsXTiNiR-u7`kgXoe zs{x9Dnb_uA*&LU@^87m`IL^ILFVS79DwDNm%;1=>>awkEM7T+>COc6=e9QY< zoq16|_z1>M^bxxhSzalpq*p0ZjjK{1rw#U@r?9yVrpKqi;f2826YooiuQ0Z)gipL2Gst z1H@-vOsON^9z;Q({JMatusF{mGQY~hKA;`T(Rf&RWcu=RBP@5&#=K!7x^a} z8+*Yn!{hT(Pu$@!yv{f_LWhAWchdl+v{TdY_P?*jQ`R;%sVqt=D&vcP{?IisGXc#8 z)?U~z@2)|Sb~`Vf5d{q!a=O#rQ^f7C0fp%<80Y=Q`9V=8)V-h-8XfvfG}>y+hF>i$ zMWw&69z-uGa^AW<_SUwZ;SGUjEr1lzHZ?W|o$z!B<_zzeN`PfcDDCz8-$X&kbE{S^ zky1t2b3>g@@dy;Yn4(W7s#pKd?^+;twM97Tg0hT`%PG0IPY$$mq0=sn7QspTd^g-y za{y)<3mj}3WUVn>&qeJ){FT@*nOB=C$!rizFXy$c9EW2J`dEe6~DYAaq|W_x%kYAmSXR`o2YrT-UI9~|1?L?1Ujt~$2fhuH>D zv-I?5=Qo(bSS-}{*EnB3(!ulV&(Kp$6LIS_;`ic;uYM4cVDZ{ZueCCDrNdt1fc~4Ha&1%|czMM%2V@5Y2_}%L48Ts&-?b>9+?|bH1pO z9SF`qDkms&c5aSoJz_{%jNh?afhj|dOXA@+&Z85?(PwSVTuqr4`+990diK@d(Lulh zT0LsX`5sjg53b#Wz26e}z(lN~2D74C>Y0qwc2&2yMFgEhFpBak^OU<(NFd;s!z3lo zCyXQ1;mP!;A#euYu@VoIguWTfDzu7PUD6&xAI zq^>c{=K7#nYf#MPH2syDnPsb=iUo!AAuD9EtZPsz^@L)wbJh9|d7(|i%LU0^U4IR4 z2d`-Z&#XlKy>k(!Bil@jY(4*n5qVKoi*)Xx>I6H6_TbzQok8JxbLr~^yjm%A;59k_ zVC6lSp4VRSjuQi|*ecDTIcZX9oTh ze@bi6!YR$iUBT+oNTJ#^%ZX`^CN6ksLF&q^8giu?%MdV39i;nZZxPY~XV3PN{=@aN zDJ%YfDRt-;2Pw zL8MJI#~z~%3x~gIDi%UM>aQqiPSJlz@9Z; zv0yXK?%asz^1FvH5Hfhn?Bn+AOqL6%j>W&Hq9#a@P@-cUEEEn9Yw)^$wFe^`Pumzt zjlY)Ap-fPt-qsG7a)pY%pTs}ruA!^?_J8!etBUVsF?>fRy{wQeEG|Z?G$)SSFFMxF z7G7bw_-!rd-z~Lb!TT=db+y@Szk)z0DLKII^w;R|pw>S!|8;-l@gd+n*qSz|<{o`8 zi&(mRb>NQPmV2eER(R3ngQ10W5XlY|?Yzv5MFCYkTmg5V#os z6sYmu;*H;|1>_VJl0@hIE8bya$%rdrm`{-<|MW;svDT*JtOxOrzJ}u^Bo7^*{gtYk z4+{rASw}?Po!5Qmr#w$~J`C8#31h4JUnkc&yn&BBoSn(X%oV`QD+R^dkA0*IjVCNc zYjQl)piECz_M_Oi*qu0`e}j(x4lvAP@+QI)Rq{M_@%c^8dJV zC)%y;b>GsQ9}lWm@?xA5JxnWkiwndR9UV=d)> zoQZZonOF*sZfflz*u>P?0ZmJ4Tv(}sZeiHyB~90!WXv?52u{DCZPlQL1{t*>H!IS) zTm7&z!k{~YO#T9WI{mZeZg6wObU`S+Bg~WH^iK~DiSBIA#AvS_K`K-N?{ACAmhRBL zG8Cp{AJ=0-bWU^elr!9~eI+zZGiMY0jjvsvf0Ofq@*!tOatz74vcL5vboHW@3+t)E zgf3o%$X%E+?l&Aop~i7(O3=2!WQ-ct5yQ?CKU;Q}AP+1&yd%c?%@kw(;IF?UaosV{ zb}MKMgYC7yM*jQfU_KtnkQ-xL+eSC1M0u!)C_#ejQ^sw=;`yt?|s^g8w1M=d48jo6BUk~;6smlbXEF-dTATxD|W}JQ*QKX=$KK`T)|$}((^bn=jFm9jOhDg_LGNVpRfX&)z2}JI z_!Q6-=?K;*AtqVtT0+)#6T(j{aEeGAGJgwo{XK5v50@nvOc# zB^4co!s03z#G)f_^b#F+iJ8HMs ziM-W`5?VpI@uf9E?TD8sr@?6`a#*6!h37Lu7_HEsn!Es!i=S`VP->~?>0dP3sJ>I< ziQ|lGiLarJY^h0@T(HG{=I^}GquocGmORyz=tbrZ2W9@hNKs&9F+MSvpVrIuC;8j_ zZgYbOtH@-+sfNrySgO^2cKyN3-4g$t?0h&1)e}bVSexA6^FNNx!LQD@0psVKY@5rr zjgzso)v9GKyOz0Z+goePwrwq&%dVyO`Mv)^pVQ}gp8LM=y@Y{FgM$Fzt@IC1Y;LP0 zApw=YUrTT!&)B9#IER1j35+1!aj?>qsOaYdN#ysQKCe-RxS+1p6NttUY;>nm;ZWQ0 z+PSQy9?3dDr!Y1#k@B%vcH%1Bcq-sd)`o{Ch0ki^u`ckMS&up-mO4#R2KXS9IjM-$ zMhoN*%GZgY)MT)#DJ60B)KRM7!Xn6u3~_f%Oh|S_viMn$5GB0#`&|L8XvRyrq^d3q ztTua$RXD#QG$G=W(+8NC0Yu&#U)#khFoNhlkEgNgNUf)lsV(eEs*YB*xNW|Kb`5ymYqg5dbgiep7u>3db&RMJ~U|@xpJZ z-ud~Z(1B8XFlWCB=VEH2P|cm4kGnBBO3^hCCmi%Yf2l-?b#n9F@O}8x`L;LXEgJIJ z?8PV%?Ct08&^g5+*;{A9p!Ga;&Acr-4wy@G*oU?b|{zfsC<-URf}?G61#+Kpm^hoy_irn z=67mDSXxq<^J+c;BYks(fU@MYe`LA2X(>tqe7fl`e>?c11P2EvR+N<~@WE6hu;Ns0 zqaR9@@ra6|S)_um9(Lje_13RGHgmS9e_6GYoWKa#)x8E5SPMepdg>b11?U5S5p7vZ zT2qxzNWsarwz+@Xo+OcK>+8`JsR|)?MZr8S-8=;tE%A=kd_96UJq6V5G*7oHv){wD zZi)V7f4p{yG{f}ajz8Xf)$-V>lu~oeVVg~|l~L`XlQ=EV7h z7vq)`L1=|8y-V5aTpY?lDaEYWxg}D!%Rdp-Rv98nn_LyA4V6L)Wu9keJU?IRoL=vc z?Zf+nkx_o}g`{(j`t4bw_AYjqVi;bf%ftjL&i7=e8o-$CObEXPHr(Bnd`%;08XTZ= zI<9o+t{&`AJxtp_IA}ZGoz6M{Swgm_8TRoH94k>;Kmp-oa7kenZ?sqa{jl3;XaY~! z_r@;+XzAJMi8V=_f1p(F^t`l)ni+iP)r*Ve48?eQ+8X|VAwy0@Q2=qyV)gt+$q ze#PBMI^*LDlxciPfA`he)(R>o*LsjN24VE9=Tz5G<{`g|B_5$R!DNwchGPH`i znS&X^K`S+)D>*qC(uRfWq}N3suX2KGra0xD7GpW zW2ay&bpr=C|F@$u1sZ$;kcO3&J+@u$~dfo`z)#5Nv9Zl740Lq*zHxEJ6YZ%x zR!1-u$x@H4O!5+$vgZ5h>J!~5 z;~yFn7~5V>9R^VhFQlSd_=b%DzDh|n3}cQIQ%cz3l9PD7`#p|48%v9jip29yEw}xe zg?Uy^UXsgqi&9QrLGTI%18;hizCNXmA5PtZ%LrM&`kmeRzL9p$M#m`s0#dXEbKS_t=q0F3za7RF_5-V5rRlh@n+{(cp`wT(?Lciy9N+o245PXe3A8cyy7 zte_Y#FXOvL79}{k_pdS91SN*4oMvU{j6Z};9^2z#C(#sNfA9+C2s4v1W#6@dD%*&T z5`UGQ_yqfw$8$^U$;+*CzFBrE_pj74Ih+02g6M&L!?Z~2Q!$f9Y--q@2v3bvKI(xt zg~-{ZX~XV)k;(VlC*7qt|%UiF;S<`Cu%j*V57 zcPh5WRO{;N6A%(^aom)Qlh*biSk~2>UY?Lf| zx5Da7EzE_4d6K4*aq@^lGBJ&0*&eTe?nz_kbx!`b(05(&OG}@uM|DKt;UD=*5Xa&- zzFU^k2E8|Q$lKj(kS@5xyFjSL_iegOL<;~l~>$bHYP3VrEWTH5Z??hiiK*{f%n3T>H~CjPV`;%9Ut2F-t7DDJ8xm) zEig4xkK-~p+4FG_fDq#+SZhpB#G)YGKAo{-MDAyAOwrQ>r|eB|k_3yn8#Uu_Y5lZ| z5bI`5!j?KlKvBIMmc^pHvR8e824;*dCdUVdq<|oK38|6A@K&OBCXTBJzJA&w%bbPu z%#5DxZ3xvg1MrzMVutGvsXN4@bi^kKw^Q1<3h=qqA+5C+e%WvA>{bT`kS)ocZ57f~ zON!5wNFt5@GUk)R>)4JQ!(7{c(r-<=v@>yr6zvpMag&Z;b$gK)H!YguP3%grV6Mkp zqtC$Ac4I?7VUiYnxze|?=b+tFg1WWH%hwxbuNK8H!iF?e&~-InL*ESy(ofCIL`$O! zLL2To?%U5|Hu?Uu0tY5?ggLpnsdGNV$9w8yrT{B_7`Zpa^hg2&7Xpg78KI$Gm|#Wq zeORT2mi_PSE-;kqOv-w%~s7DS8eW%>9k$CR(}~)gwkHk58bzWZiPsbR6=edGp=bgnLk=U_L@s4 zu(mYd0@k2f1zmzM&btz=4?X zXFF=Aya0wd2Yc;rAM$kFB~=FfV4oi}$JpLjOk`9AhAn6RjzgVG>VJQtGB7h(jM=85 z%mCg{_iQDT9oxSabO~ZmEr*#S`lNc)syVuL*9?=X1XLA$^iF@DLNE(_Ue_NOGG3f*4O=%-@hMLI-xY5 zliO|+pPTQV&AoHI7c%UF!4L~z)oYM<&Cp`{0J<0|`o*AFw?MfunrHBb?PB76~sQ1dMFA-bQpTxF!0q-q`W2bL~<4#^YY8uTYDN zb~Co^3!l&(k<`$&12FLeHAN%0!@|kXARQ&r6%lIT54yQ!^pA`#v(&>VpJrFAY z$91Gv>A6?Van#^Vm60qj>i2e4wjHkZk%x-*jWHt3Yy~;h+;peK?W#2fJ48_1F+<93 z050z0=cmNYU)^Cu&C;!!_yQIwstjewI9j@UZM$00MNOn+#NNYhw*6)4G+$A%hGVKb zI}NG&nn+N&wBQY?Bt=IoV0CRI3rjT^Dcn%dVBpybI&6+kvjDN4)>YpLo)-SEUO1|2 zdz*s61;;yvuk#v8Ttn;>U%;|_oUwvFgEswHLZjp#kfNg82>x|M-swHM%}x1Bbl3+o z>`|U2v^Cn?iG3}(8r+xy>pm5fUl5KFeOIdnjhyHOK5qMKEEw${6nsG`zxDPrFTPWE zZEE98zc-uhAD8ZBDAB5O<90!m0OXvVcRHo2G<~v;f~7(2b}`}QZD)Pulb|vVfyDIu zf~_c!1cxyHPLN`5gdEw0)vDjqsg;f0Q!>KQTP&s0RnPOoW3k?An!>DTtIdS0{&gSk9&NzLqz?zEhkb{=1 zo4ev%=6#MgI|)*AxRdy2VQ=K_2zb66 z8?xJZ551f0^M0F;fLX^jqkw;FCerI#$2$)|&F50$;~RW4mq*JIUYs&S-M*3BH?C znjwc$mK2jR%BW>@iy56HCO@i{u9i;M-C(o-(`d~Shj}=m&FhsDf8eAc(9C^Jhf=61 zMqs#`xRX|T-A;%16+TRRbi`Fus0Qo`L4Ia@&hADr^dST^z!!nnzMac;kM=(?Qa7wn zdQ+f9pLB;QYLjDrPgyw@h|YdwWJ|of7>s|*g@tOuc+oY4?LT<%Pjf~xI3+1xD(jUjcYm_9kXEbIP_6j1PBXv8sx*C4h z;BLFovG%ei%R?Nx@G5G4ET;FlYCPDp7in-u$?$U@`6E9as+dE2T38r77`ibNZEEccLR3p4 zg^b26!G^{cc3P(el`q^ME>CfUn2=dAe%Pw|8=US#%m0i?GXG=2jvTRNtwqJP_4M~Z zd&EHefX{SBnBwn`Jh;)rr~jtP#`ezqHjub22+j<*woUqj2Txd^dtLEcg8$o|iEij~ zzneIf<*-pV<|kzvXH{Gvzb=i$=gIJnri>$?Ezt)04h|>yI3}0bG9vm zjPLy>eTV`gz=MA#Lml#(^tQrvIP=_mu(QBZmAWAt}w?6^n@Zv3dgmplBC-2HtOfxW&Yr?uNZTjKZ6Bzk=I zVM)$?e6!Xu;dVP+zvBkh?q3lG+pY-pzmAs(JkzrG_Knr4Imr~MvkSm4B8U)KrIxiK zWL|Z1hlwcyaYVK$83u1L$L`RFReE+=Q&Z~YuPy!SyUws>n#;zhv8R15c`qW__X!xA z(g!|>jPz)u4Nyza>Nz76t5@vljCzCLVKpSH(+>x|`59CHIU`Cxez6x2yMRds6gB*r z*omr1+k7QsQJbW?#S7YG>P1+D8&o^nA!tcPo*`xxAxPx)^8LUk2XE$Bk-xk^KP281 zFeh*Tc3srgRszc=5u#&a?BPMWXR7?6>*-ywG{BQ#?{pn*4LmU1>2;4&tOA^YtC)+L?)}9EUQvw+X zm z#bt7gu07#jaZhRNs-pYYP-gXdA36039&KF1v{D=;_RnZer96qZh>y}2=6KT_t}jhg zHQUBRS;vEz3kYD0>zlE)m^W4I7f3Q*c4)kMlB{bpvHU+##AN)6rPw5k3;Fq19=0w) zxr8RN|J^szpySF;;#!wkh{n4S5H<&Jk6&`rIq#~pf5gkZO8y=$z2cN@;!_~SJi9s< zeU@tw@a}*}oFE$DYvlKj-zT!`2cePt*}37Kkg&9*9~c+T>S zA)y3NP?>V&m7P7lE(3K{GTb76N%$oj}Kd$MG8+v8T7_^fgcG%3X3qM}c=!OLxkxq6qzQ@+R}mmiVxx$I-jb~zHXtb_;31F#dHzXfg5GFcKOFnTJgFz{_2mERn3rBoA6$iy-x7fsI8 zR2-ma2PhSh`l_K(hp7`C*-*HMqE@Te{6IhPO|7*1S$pxOFQ=YoH7u%EITNmZl9pmM zzufNQ*kq;m;R$U*TRZPGa_VQpT0TdY_wTiZ5kGBK;_50#QKzf)UyMH>OzjI}-Aa(r zf;*$7vChb4O1xX0A&a7`Kg2&$RRz~c4i4e78~>g$+bp~g$U31tc`|5)9#DKJK64En z!9uP~_Kkns9l2Rjiyq|Jr2C=H=z1ZbC7JhAZjYOnJL0?ei?!!p&D>bS*S`nA-2waw zL>h;$(?to}GwFY4n(hAA8i z>O4G5zBpr_dk%hrj0isY9^^MRYD+MjJrWX;V=<*U_#b%dbXFL~c4Gk?Iz?$l%>^BO zhR>vffflFJ;wk@pMvQ>K3UTf!hIsU>sxVyV1j^D{pg0{ zX+x>}+Rr>KKE;mv*&d3eV7Zivz@c88pRyyP{7&MImDW{D<4-TTFs`76%f=MmXkAP=!&iHiQF9 z0Q!=6M6>?Va1U^9DkL0~;-E=RGw4H9)%?}GzpG8HgmZ72zHeueR1BC>xL|fXo}Qb2 zF~N49gEwEq7iQVa9SD=1^@~SjOy!Ll6uYZ_*e2*aoC$3wcJQ0cs&;u&b#?QII_=Sn zQxAk7CU+Wgk9sK;$tN|ZzA>R>*c{xQe(9%VHEcg7;>et$U^M@a8U~yPDdOZP9vE2I z*i0Pn^A~H)6C%>hBE%w;1$n(BbD(dr13zqz5lE}VD>|;2+U8@XZdx~9&`J31Lo^g6 z%$8we0FOnI=F3)6-aj6?)o1ay=E;K2Mv7i)=_x2B#$Y0A_CXXGDOXBfWE~F;0pWZw zd+$DdgC*O$%&|ID1S{Y`>%T8rzAqw7FI`yEotI z66Mrtf5ZF8izg@At#v|D4n}5iQDSlcvmmN6w@t~QI>x#dM_IuznWEBg95AJ^Ij?Fl zKkTC%GeuvuM3erN$J;#cPo7Y)5Crs z|92pla&VQITqeO-HglK9>^~CQZad>R>}pxZBEx;n1Xf7)H)IsC_<=oW%;rKh&YO!< zR(Mbcd}@78QBru9j1^SN+eCYRXzD-lQW=gIQX}7fpdU?6ErDIE?(l~(c<3S6IspC? z(2R&hEGx&4SbDm87k@fm=S!^qB`KA;GzAbL%iv%GCk#ZL{iy@8AUW~B62KjEgZ2xW z@bWcT0u@Wko|Q}7AeB0Q;mBaf-=n6T^#EXT3iH1tHf>&KpIh-p*lPzlPu~tiU(I4% zpXeeuNwuibAGFpkx*g8`5fx8Ejd5)Igdl$G?o{A5IqCBF?THr%?BYRDf4_*>jwXh4 z02-&j@u}t3Y+eW9rKi>iC%-uTpGauPS0r?AkY5BBc3giAAr1C0EVgMBuvtG~W9W@r z(PTpM>h-5{YGxG~LG`1dOLpDVW*^BmaMb&^wx+{q4kPUxi(*TzzdK2)4J8kksf8I- z=r(4RNTUs;Esm|VUo&*wW)!%N=B9}&*fN%|k$2WGm}szzTC+Zte^jucEIQ4o4=ByP>GXHNttb{UOHu1q>~>VMfl zts`*}`_6(VxL@9trP$4<6*v_hIyf?OM$#|rrVf2+ie|%fb%#CWd&?3nL3Viw`Gd9* zvQ_B1=c0MwfVHpRFka$S)U@sUWXU^|iHU2+Qv`-m5R#j9P~&$v>=;HJFPE8cRJccWm6XW!Y0f*P6Y;RIbW{o@Qzn8;A^NZfjBzPz-gKGS%Qnq^8q*%-_=g^ zoUd`&E!AMK$V|oF`T7-ea0&)uHTtff%^dl>CQgnv@8IBI7ktADGzx_1T0)cIYFHlk zg9$+2N}i?oOOmm>(4{RscS}&KSV*cpNvWlS)lyIYmSCY>!uRcPf+IMva2dhkl)uwl zjj!~LQQ1HRan zq(WLk-6MV>&O{_9Yg3~c@{s00u!8FcfHw3+HsJVZ>$}0NKc;$YzrMW^9DiO>GYcew zG|1Cw9G)K`aBda8*AJ;q0A^6u&bx{zd_koa2XJjYSm6^xhj_Skvv&(0$LRN+&RQpW zKde+p`DfYK*!#|w@g!5lgE456kWR=qVh%)h1e;#>Nvgbd=uXIqBt6~>8)1dB%vLN_ zn8^U`%4+C|@$B1*P@AfJUnWs1>q z_=@%Mj`j~VX7z54>i3e^BQ3=n7I#R~?UCeMEJ#FmDk_NkX>;~1nNy{XQS})$2 z6#PEHDKV)!+KMMg{uh|>o6O_{c2~p#V*nZBU@Vz%mDjASZL2NG`qct|t5HUt@k>~Y zGum%5tFXnqsUF7AeJIuzIRLz}wtZC%GvJhcAJWYW!&BqI;$l33Grg zV58di%becm0op9_$?XhtU&vRjNO?;0^1CCLgt?I&e)^vFHZFhIiLpWb$J@bgoLaWv zOa|?Zd}K#D7qAe$K}2W-@|_pF8d9$JPwhd!CaYn%c4lw@Ie~BI+-+^@nG2Vegr`Go zCuL#k-;xQ^Sd4;~eWV=;?~K#1JCc7>KaZo$K1!}(rE!)2j+`iyQjy-vR>EC8_<*8o zdab_NH1JEwQ;gBqm)!@y!02WhlM?5@$CIh_itN-z%W{htOHqd!`TMdBY@KY#Wdx_l zS^nS-EgNV*v%FG9&XPEim7NI{^|zX)CaJgwwb=hzOa5LM+fI)|Pc<@_T9_%&^T`ioOZ#3A|H8!@owG%k_>=4=0yc{d=x!;q1n47>> zi}l|yL*ziLb>TidI_e!1a~Ep>h&_O@de6zj6Mj_27#$lYA%R+q8PPvAKOYJ&99HMv zmF!DVoe~P=iYb_WN27tnfwi3g1XlE>X4b>dviNs0CVl8EEG#aSwErs>FE5b1X9=~M z>j8{3pyWbLi4p`CpEsa2D%uEEzke>vu;%E6v6E1884`?DRcih6d+i_UR=hNNcg#i; zn4Zi7`}KCx-*k3BrI0@S6vUVVjVr&-$PlP#{VVi*+0eQ99GCs=5BVc84?kbiooEaI zIa(U2%l#9DCSR%|!D89@V(a6zl2%n=Dw;`53@2iu@l|M9uwxc(ScHJz?^+f-+%#<~ zk*beWdwo5XDWMyfUK93tG&Wqtd?G7dX3{9=km;xxymw55nMq&3ti(d&xc)ThcDoi+ zx#~(y?sND~IrhDgvsDkqay|>dcqpu|CR(mlH~fRI@WLs=6$CZuhVkO%<0~ksM*9cFVgrf zI7K@%216p{ZPh<%$k}dGOaExq$3z9X_F0!X=g(cI4#!wAGGKbNusRsxEMm?od$NwN z*VVJ~@9zn|OgWi?sIMxKjPXEzPKb9uO^9XHo&IR)skEedh>n z4x78_maHGZ;L#5YPGioWO^MA>#uJILsiG_aiF*12?<1t<6 ziAnOIKv`d!RxKt_SAXaDFQzMGS&1xEse4#Igt7WLP|=fGn3=V5nPUVN^5ZXPx}ALp zl{&d4r|;rt4Nw7nSLpcsdwCSBAKJ|Ip+}TiI9moz+Q?vnG_x(nIVGtndXRqkIznUj z$~G@;DW2EMbPQuD*JCTbK&8djj@t!kVv{3N`oC^lTL&#^oR3CjqyivDoh%656Jsr` z600vF$TSKKW@e1M>GO$;e>d~RFWPpN9;yp8pnfLJKo*HBf}MES_&G<_yrnx_7?bYC(G#OU;u3vEUHVc zfk`RR7i;FFr}H?ypF!D^eF-&Hqg{3i3EPigYudW4^e0nw3zTp5IPLMh--!FxARZ1_ z^UCjIO|8rbJzjV6((|&?!r2BCC3HuE`k_)(v!vc*$5ZpOtfx(YQlodjL={kyx{q(W zT!-~`zp}CQ=I2{JWzbJdg;|AwRV;=dVxnl}$-+GJ)o7WIID!g4YPbVF7^q$s^d6bgzAYLH0 z!I#&~LurABqsi_+o!7j87`0yCj3oh1wTohNZ!#(=Hh|L1m>rfUSL4y%y7PC+&;%m= z>{c>Zpoj4^LX!}q{hEY=*+UZRFB&^WNxMi}FrdXWRVzHT+TBuo*Fw=Bu^6eP34#m_WE$RDh@oGOrdZ--(>_e7_4H$2QSe88FVW$& zcWu`WKpTnkl(RA0N?B;@6~cvgQB|D!+OW|+1jbS1&=Q&V#L8kiR%6Ju|FwU8auuQ8 z+%_a_dlzA&_4Y6C6;@I^nWAYNZn?bl8sPrnM7}jVEGJgQecROeoZtrCSKO$T+WPq$ zYrbP6j2%Q+Fh3thx&TlB`Ze?Zp^EG~A#6=_ZUi=@stVXL=r6*=BQEazr$Yd(0JOuu zCjh*rNni}6K4C{-J3xFt-PCcAtZ}C>icOY>FR=FcLkxQ49hA92y6YXEUxgQG(g)U1R5#io;jxGiOOIJw6AluS9af zxtgCDl|W<|r;8EPaRQLM=7(CfhM3E0b%_8rOr!4ARfw$IH_V8Y8C9Viu1%E0n*MFH zsv<0FLxupIz%5TK9TqU2+8y(#AA6d!^5n$O^jWOxjjP8Npf2n4-Oi7p#)=<7pYKu) zi>jNE0GGpLs1(=O-WdD>;M|K4=bec$4QQ=dmlQcXjAWy{}A}S)O4Ty?|K8AX6EC!gf2=a-EMSd51 zv~GHCVRqaf{%-1NMR@$@H-Zx+wwIi;w=^6|N|Z-9Xes7}_4@GCxp~u=6Peb&U1H^6 zhvb^md;<}?kC@!jr1*!cOa0r*&Ki%2CQ0hA!Y^RnYhwV$aqm`}IDU))Sl))f$|o%l zE{h_@)Il|k$I0cD14CpP@Z*%)(|1MQfBywG*HoLN(mk1}VI5i2yLVwkCD+nFCJnxWjaL^ zQ2B&xmy<0s0GrAVcpxCU@TdW- z6B#*r5;lOp?BQg6LhzJwnPKG&P8$m&+$UupLG3<)t@vcbWnRPdC_32VO5G2`_LJ~2 zRI)g=8W$?lfXp7u7Y^ylb}o5lpbD*j55=jnJSpia zFgfsS3%X(6B24qQAAqwW9@+?M&@6rV0^83t>K=TjB*XTgw1m9OUdzOaOflO3cfm!% z4DW|&^}ik6n9dJ1hKawcY9rD#2a(5QY?R*A7O!qclA}liv~qcbINnngUaiR}oAU~$ z#W&H#y0ZBJqei?KXzSWn_uL=OvVZ*G{La=NT_!obH*OvEXG0fe45+Ek>2(XUNC*El zLMz2@*{^StrTNzD*ZSpM;X z5+?mEx{dPRWQW@msmh=q5z6eknr@7%DBz3`Md!G7M-IN~h!?I#vf1V&u z574L{X7gS{W+w&kFjn6{e0EEal44tf8w{%O+1J-^H1*B(aC-Gm%Ss_{L)J0Wb?0)WxA^ybgpW_=iScncAJ^%Ty1j;7z* ztMn2if2$iTDyf&TwR(bCaazOsvo$FGhSX9>W_4~$aFLWuVmo4Q{4~|8v(XCH_TOV7 z$akg$Dnt;Ly-*7@8Jf8dKsGV{IvI{W=gO)syACLy}tOsXn%Sy7Tt&`2cC&BO2 z6#|q-g4FT^m%A6|Lb7c>X}}9)?zO#olK!rEVS1!yBng+uR%jdq#M0InWo1S1;xzmw zgolqW(tbr(kCvSdX8kG^rbJ|hg3>V9w9o=U@vzBO;%PAEvv+>lV9qyU)GW2I zyAeg>#%Gs3H-U+m{OdU3w@}~vl|fJ$>GXT96injMSGSj@t$!r2A}(dZxu`dH#*St> zGuR21!Az!Pa}zitd|6o>B;Ld#fx&~(A)M$upcHS2#3;PE@nw-r)bM$QR1$nz*JsjLi9uLMv3IV0bV7;i0yJCmVooG zMPU*=v>?sqSq+exE>V6MZo@!>o+o)r8sfJXuapUEX(Yf(5&|u+AJgblkDPV1{Ygv; z?F~SlpvPk@#zvySzV@6SHH;yt>?ALu-hpI0B}V)r_-$IqfqoNUY4n7}kZcLW+75iD zf5hQFb7B0Ed$miy{g=5?%E4cJVD;-#!)bjIRZtBgO0A3h1Zx*p7u@gh)o)ZbpqV2z`A_|5j}b5GRc!aL@MTy|5w{ z33dJe0<2&f-`_XKV+RKrOH=wxlFS50d`>aJKv?|h3Udhwf-QxNT@UdFYAq+Q9tl8n0~4_W zidS|2l_`nCp_n1Vy#E6o3CNxK1cTCh?h*^5^AXzh37O@k9~nv+46Oqz<=u_Q7x&qF zoUH~1lRpWpdiIWct~m{Ei@$Xs=-sa%m#|d7m!bJ*?`UWJ5_bFWcid2hE2XbNsS&V^ zFj~XljWb@Wv}~)c3i}-m^b3}lYqH~JKInG>@|fV5-?|$bIwr!LpQna^Fc%Qg^Zpkd4@UpWVsHY%YOrfX{+z=YfcVSpBTw4I zgzD^B!1l9Ar<^EqlBp@Y1PmjEvM8&$ zf@{`|6tcQ`@TXwo#V^Y1mpb}|8&-qEk8C*IHun+)AMxL1C>#4ZVZq`F7%} zCzFOHyC~#CezI{NY^CVo=Rwh_EVmDTUBu;QZ`k!((Lar%e)5H;j?l+p~MdkwFgl~vwL zekWsypRRo`SH~e3(RTtV42Q-4neoXgys(i}=qHJKlM)m6?c`m+uKMg~UoHddX)yPq0ls%@2&vdcY2ZBpDZzQ+ zsc#Pc*DH|S*5}ccsXuGM?+T1H3h9@k7Xv7G)qh&D4FvL62B8pT2Ztf)d=)#-P|u9Y z{puN`D8u5(A-oQo2>jtcocYn|0(_Ft8+H=896?o|OS!)(`Ta89&(3~<_U}rY3*?s# z4T}>1H~$-nP^v+#%YMy~4;_(W`nU$Ard9%hLe-^4UuU{shhYonTmMe#1m%CN9*-!Aq)9t2qjRB}&1MXZAkKJE^B}g?8{uUmmrJ4O@McS-*LMC2wduA0(hq7wX#ne$iSQ^T}GT4P!lICm2nle z`I%|Y!Ig~&ONwV(fKLrnM2V|#!`;+(%E6t8Lj~nUFo58qn(excWWO8fk0LK?Wtq-B zt3+bAQ4JF_&f0XAd3=FOu*)sXi#7qO!DOUZEn-ntRyFZ6#!9f#%Ko=cBpJX-DJ!j6 z6yPv(R3|6h3(N7?L8+n07w6UMlSma&k)S$SFHxf&ZxMxrjuIfbEGO+fNoRJV*7|5e zkEQ`>xLCGC(v^+1erqDI8<<8-yaqD1;3vBY;@Bkod}TeGsNy79swCM_LB|>N#NlFX zd#u#DQdvb1we?_kl;MrZ$#wg0fu~=!m*V0t6u%tw*c0?-%IYxIjnM2Qq^IRcFRg;X z5?CO#u;kBIiF~jT<0>jD#zKNI?|rwE0ItF;hp2cAlnRWw>toFz2#1Yi;b%WFf6IeQ z1zf{;QCTx=FT>#bOf>ie!XTsXBt~zQ%_yd85BWyVlBtHdGq`RH4O$a0esG-@gNr{Y zd2>N}$w7!w?cM=IK>^yuXTb95+4n<< zzi_e^8#s=Mb8=;y%3-$P8Q{1<^8V{p(&c#ze~l)=wc_Cl@9_M%cW4UJhzK)o$@UvrKIs%<&7=Az)yM( z)L!=V8boI~yb=T5I|-;5FS@nBa>5TvkJU?zRmWa8&$lOFGYkY4z~x+LECET(h}XCv zWM*Yu?l)$K?!=0d11seYj>nbu{Q!iHl}ClUmK(wrK1f27I4&6{h$u(yMT749iej{a z4`^q!8sQqq=#d12SYOD&!_Suhe@}sJZRQR@p@yks#V=S_c7Q}A#xJJg13Vf&H=wb5 zZlM4zmcy=~P${#mouz0O2BjBqPFz^6PRw&s^f6N${fiIl`pNt6T(SqPG_srwoDRqM^%w~-k z7K~tG-_F+3sh2v&}yF`hg@fH4@qdlG<{C@y^h`9*{x)xJAD2H(vE#qJ)8Aq;xC zU%}w_*@17nt!v!gci0G7ccsuJ(Sy~2lk+|hx+>eklu!bcszB8{R&!$uKX~e>-iOU* zf=%Cpc8uC<7oF@}1Qrxx;(XN4INh;}5K@W{1AUY}CSRK|X6LUZ(sd96NnS=k#r6&5+ zKcC6n8lQ%*eQGd2$wduJ^}+FWe+s5PSfBI(kuXa%cW%KF@GM@`SJ zM7;x#GR!)FNHTq+QJX;fp=r;g(JVXu7)xK64-mgQlTfou7@3DM3lMG3SA)7cAOf4z zqoHT$q2WPuw#C5>6HMRQH6O#RN1&6=Dhn;?&AM7H1!!R!VQW|*gOYqANKb!!q#6kq z`-;2rCs(9@`@Arz2|%+NHly}u4RxpuxQnqiR%^StEwNW?6YYDujllru68niZAZi{> zd&K=u%}Xl3GQ3^mz}+Yryx)(;9aD(A&8e!qDusx8c9hilWQ{5J$p5;8QV?ESKga?WZ4HA}qs zt4EFe^pou;2KO=Tz5SBmrC0aKD(dpe%4HaTcEHiC z$#L-We`Bs_!j>cRt%Fu6lxhHiT`l^LXyuI3(o(oF?1;rFSjXkdRuDH;1M9S4VxQ!= z_rJYtvN;G+xD{u@Shx^l7?x)@4SAg6E-^f7#F!#jAEd-2B{6h=?}YAOm1sc?BZic! zjk3u=bq7lYu6-~<;L9g6GIr{&J&&$=@P?mDah_Rh_9j?BL){$J_C+ElHhj9%#;Pu~ zisq$EQHA7#O2JS;SsHAzan>`G1m+-Tyi|3x=q=EesDscXtil-CaX> zNk})+DIns|T|+B1lyrljNOyT;e4o*eRy(ETjA+J&}ur33vleCYtZCj9hzUY`D z9#l4geI)^Kf%-f-Ni~IJu8Z#S$7Z&x_q3pia&$ZIro?9>7;kva(%NO`YN%&7QQCTD zEFN~}jpk4!Tj+PASrJcnfu0IvNS=HVXHNEb8DH%e=?qMR-Itmd?dFRZ@_TYNddb#d zd*=!+q*vcb3K@LvW9(^FY%Ud0NkO_K+IQuXyLn*zzl(^fn&N`&U=KNIr^Wm>kp$KO z$LnBT`_T;PV;rc);uqemPM9hVe;v|C3g=J*RQFE~Zx_S=_^KcEU*sg~7%vuyRMuOB z7#V}agq#m!G!!?94AsYrr3J#o(}d+uEbX@$-!+^`3s)Md>_v}z!w{o>1CJUH|L!cM zEgZisCzIs{u2>t|Im?2Zm*8Tq4PTn>L5q379&h(wa;`5$iujMke?kRBOU=Y#(%a%F zRsim}4TRvx#X4>BQp2uyew0~RSm5k_D4GKgyYlwfzVgK~G;C3va`>_iv=wa4;27`C z*kf2fejMu4c`sA_QHzs{CHS#OOV*8}2^Jc)R8>=IC@;uX;4l4r65$}~wYIA)E6_{b z*ts#g1!4W@bY2DQ6QM5V#|%NSt`gPh2^dKA&G^w1)n!#jhSPwz78E8@QESt<>$u*& z+vkewf;)XnnP4wR6hGcQ@AR}3;}joGLc<)OF)x*74;RaDsjFz6Hz*KLl|$2v+dwOJpXbBSa32mfb8)LFcS3z3uSMAEUdbch+Y5v1n_CSOM#c!-rSNFR>3|6v zUJ!;^`_&M0L*%I7WJQLaPZ-ot@WCYfedB(uqIb7MlzGj)8}GZSR8BJ%PRa{f>0!q_ zyaUizSIbJG>W+jKEM7swxuF_tdG$X%2xa5c5G4q(*Z7TbwYtb_8@&%!JKor0vFp=c zoxwlpsh-QRFHgrZX^WMwxqV_I5sm4lnefq$+g)yt?>G03uQK086ine#E*Mt|7i-&EF9qH^a+y;~AY$zGZ0LjDV>jD8YbzY}~eSWb|p!MwL zh&?{l83+rZp;N_2c`bwM){GdzYYlTZ#DnXrS8z!m$%2DAIYg6yvGYUJownvz;S8T` z4)$qYbfMzRXcuYTn;i>%2jOtsdqt?*7$%hRhJpAiD-!GU(MSqZ>l@WlUo895JRKDQ z%$S=@^_2i-!fBYg_8sg({vgXN96 zBKew)6Mcqc^hz}}RUxHU^4x$wRA0hL#SCO&=wZSIwfAf&{8guMGGS1Dq?)mS+(>Uz zk5g8^KYa=n-zm3nu?zA_1A1SWVs~i5tZR{%P#DS5v?L3NV3vS)Fa|9)n-$D~u=2f9 zFDakm6_-u}xf!g;h{p}!yeP9~hnQ_999xshK-5$k zprMbO3^cVzvD-!chU;mK9!e5&E(W^kW|?$H^-nZ?Ker-ZiqClv#0>9JvM}+J8gQl$ zIx6;++!E{+G`bc3u&hWTd>e@MlFwwO;AmZYBlyrtmJQ2G^50P=iGGFYrygRp7_uj6 z#bo!cAt@}8>h2|{-UxtaB+<)Cg5sCjGX*UH=~t8POOcM-&oy&^FM)*-?*iC7mA;zpb00)(k6d-J<8}vosmeN_x=Hl zPAwp?uuyRuIS-SaD!+tGJfMilf4$LpKN~B{O=#=n>}0E4f~MC0;4$@rNZrXZkj|Y; zd~!Ag*>TlL-oa;AY>?WwTT&i|Z($qr)K@xx!5GuH)2sdwV)kB;hg3OAB?Dh5{E1yE zOxOJQ7aL4#omhQZ?L^qX(+avPH<89ckA1GXHjQovLODwodf#TTP;N!kJKulGjgkB; zL`ZBZL`IxAJ9Mv)DXUEeNq@J5TRTv0VtKr_B^(wqq1)s&@(fIm`uh9xSGa^U=`;v? z!Ehwvo%D3o^IRVEZMa8~s;;wGATDlSbEfKF6s+UCq(aKx$?N<%1{8iJt0*!=ykb`q z5!+|JIWHB{3b=qB!*Wrv}ue3JbB1*9_*- zzq4zLU(YJ}Oc|T(bP!vm7U0W8@Vpdbs-vCbk)OW<60viu3-MgMJ&GlImcNJi5T6>z zMTHK!tew(QQ3UbD;lVQ*H2dWe>|QdtP;x-#?D=i`|r9Y3_bD>E@6y#vjo9$s(;`35JRSyWb&wKG|6xpH+A+~*1SJf z&vs-sSiG|Xc}rCO^xdGSaT@^({nA!@maLY`lDB=aX_GfQGCow!bu`_J^rq@i(O9HX zw46{wlg544U>~nK+iNCvJ9;_nyzqy$)fSDys`y6*lY=mVZYip=R$N!K#MaIJ;~U~* zW4m{Kip1$AUQSj{gT~ddo%vPv477;BRjdOqJ8;~U4A+s&j1O3OddrCq{xg;R^=Fy% zSAGRaWrGtO0y#Fxr@xFbgQg}YT5YY`?r2K3KCf=D{L4!5Q^4Z-MVcHXnnkeGFYE!d z!;}c)^o5&c10iADlATe*np}igc69VZFkpY#>e$ig{nYb^Cn-4<(NapBl5tyU4#L<% zG)crXgx#=qJ>Pis0)tS0q;YQN?-J~N58^qI+Ri+^aT`B9{|g&A6TjHqY5HF7vFg?H zXN%d8h$C9w26?#21AB*fhk}lB=*`9*T__;QBpLa;yNgn*hN8tz;b?7^4c*H7P?XW? zinLu>8v~s*!Nv3gT#Mn-r9S$Cz`fi$==VvlDx&X$ofOWn(;v;1@LuzhE^#|HB zSaI1~=L%f0el>(v-lxsZ1_$*JJ%Z<3Vd-sop2@D)!ZFJA*l`t@d zKv0PZS#g1wnWnD`F1x(ux_aj}d3f>a1$zNTls_X+ac6y@r+96jFWuk^ng!7@2ZLiH z3xD<^QMbS_GN7GTV|Bx6@$L*){Ll45(@wf-qw5Z9lm3}_+6fzxi{IH~JEQ046PAdn zc0Ow~sUjT-Z_P3Ydkj}NO2s0T@i0BV%gh4OB1(6yMgfqzTmRAN#X%bU7nM zqpH24TLnKa=WTJS*!VQTy&m=svhE0D7_H2~ZVjQ&US*M~OYR|9`r6VulUw1mOQVwb#7Q;-9i!gwoAsX5yCHJI_{x}_u4#QTPQh<- ze803`C?;1v2`{Bo(p2wWVeoOqkp%zA~<4gx&7O3 zD|+Ke->NdgkJo(2-fZikk>vGM;d+WTcEc8Kbn*Bvbfcmc=IOY`T5P#HvclMe<6|2- z^HK@@hyJ~3%H!Q`qIyf<{}N=Lr+3V8Op`aY%%YFEhqD|PO4^VtQX)dC9TOY?{d_kS z7j5Mj7>G6#{L}BhO2LMHT(SSyb(|TI+aaUQYjcOc&IXY2-ABlKf-vhl_d^iGzI}qe z$>y7-ZHQR2<%QTUf3N8Ob&7ev!?EG3oDfO`ax=(^^jTx zJU2gIxVWIdTR~Lc0zQTUh)r=j!oT8;PlBPdwYI9KEV3c=mEb9GM-ys(X|I*noh=a- z8A(+{ODABRb;TY*TFoXGjmZV^>|ON=m=lwrzNyO4!M=x?z4@k^7m%Q0ueZM@5sl&= zSwGE-Q+qP<_4VI%Sit0pCydRL4s4Y$Sf{9c7S2b4(FmGK>Pu(1#>d%mllv{n`}=1ajfd`SFf_lktfQwLIJv&I5Y zg_#4upt+WTl$ET%rt+&df=H65Y9tV#ekXfF`T?H7IT}HnI$UOTg~S?&BtPwN|5;bl(>)NHK*;3VGZ4SFO0r^im3Yb z05J)h&yEkOurU5Xig>AHoOXl)7PB; z88Ie73>os?7b^PsVNZ+iXao4^u&9d*pX=*u4A5XZQ{k0my5ehHbbx{M>vQpYChyax z5j#&$JR(Bns%EC^1^A6DTH3@w14Vb^E{CJ37(eW6oqqVk=B3I%eBQ9^qdS>u*qZtP zI9yv8Pl~Ef(GE#TiAj8~EaUu0Hw?{O%D}5Cc80cPWV8_lW0o;p!`3ql2@9pMDd=)S z8LG!xlB7&V;Yx8y@W9+y*2InNek-&dC8FeZyOzC*1har)&E+`pQ2Px_K-e|M0_Hhz zXBJiG*Q}s~M3U61CCfqb-h2A=l*O@dT~$rG?w9L&;;vw_3`}7$5nI3@DejsqENpX_ zoXP5XU?j<-uU!)SwoE=mQ{E8DQF!y8GlGL^I9fjMeW z;%6Cvv-2qEM+h5a!6xosz-$G+M1iL(;ef6>8PMMIql(_$(HEKdD)uVZZURbw45F?}J{9=PVXk z%oR8=C~rZ5cPVTFRP0SStzOM+^U=V*|NWf<{}t8SQRmeco4I8sVQE++_ufc;M}s`_ zbz?(AW;*M(_7A-*f>;~U$$#|NK26yw03B)PE>Z+E7xRsD_=rj#SkXg5s60iq<}hTvCJ zN2)rSVnO+ASOZkLJY~1(GMzt>geH^bn)GQx&s%)PIX?ctw!Wv4l#+^G8`>eW zA+k|&)8t|uX7j!nDjEjh1qmC4R!K=I-%hLa*K#ROem?@khUkAWuO8s3)ATp&WuH0r z;Q%=J?QlCcGa1?WXuSf>-DmrYa!tNy+C-Zm2b6>-e+cJkBm``Rb>u*mn1~(Bgu_`5 zq@KUJ8KOlcDcH1l5n~18+OEly>uHG9stV!|Zi=&n_>Z8<5e|mDh#Ji36x-1sD}D zom6>aR}0g%ev>u1L##$RvrL+s ztsc~g;Se@vQPkLUwTiw%gip3^4kla+Y3qZYL z44Rpz_6+cR z7P90V1FGruoywl(N;Y|VigOb8p{`>-=8LxRN{D_>L{czk4ho?IiO^T3lCQ5iSo=9o zsR6>qnio4@1=iup_TW(?44>qZFI7-}Rv|?a*0X#NuJUH3(bL1c(yLzsINZQ@_AzL$ zr8-z<;5>GlDxJ^Rf~oo)=3|rr*434tn((KNIn#}Zm!1zSKYRX$0dr@(c&H#~{Os&( z$og*xI`5a$#QRZISzdh_fb#<()X%N?xpVyMSB?w+za5|Zp&75fisX~t_d`wf(o}Rl zPxb=oBx#d`4IwP`9X~V%sj2vdg_%7-jDKSkklr6#>;h6Zd6`6ZCq;(?h z>xxQUeTg7AY4SXXOpOB}WY=5DZa^8_lv!0Ajdhc1K+^G-L!tns5w2BXL#UwN%_cNb zYKa9FhpBxdE5#O6?qhzx%71+ah-fD#?m6N>8@L|Ixjz<7ozs(|Q@ zxqNA>m`(k6Dv!TScG>04>B}M_DYQ7uw=!SjhU~%2354P5*Q{q}Dg{IdqRJ?oZ`1mp zenf!QbR;jBJAYDoNh0IRToZ_TtnJ>2q=DX-$*q=rwA(7}dUgKEwnKP-ejFKGIqwx# z<;!FimER+2u~mgfR+OMlt`nz(86CRy@~v729?>=AvROrHx{bWvn&c}A>G-Qfw&m~Q zWWHw6!1)n>CR34`wOWsr0KuyQ@tOP>qrcKd?<0ozM1D81QvhcSXl^fCIY`%YrQs0r zEr>Auu8Y<$@yA?_)7t>HR%U}oM8*jpBAUpcW?00;J1d`OUgSg^B?tX_v&l1k78BDk zyF(D%i+^W|3^=wr+}HPljwY;9oaIhd!I_wP@E3HIl-&lj26~gVpUsS}aD|x%G;1BfmX{V5UW6LpND!cvlWQkI=gModZXWxWTIyhsx z5tC>(*P!#}q?xcgyvE%K0{qJeYzlL&$eJ0A;rEw^ zmXFw}^Q@isd7UrpExvN$fv)V<=tw!Au~I~(BdWa>?Zd-tYwmX5H&H*U)IOGokX2> zTwR(>R8-*!{>2}I6^Y!s+DE3OW6s6dH;+|d9cGRf$`{)G(0O|joLPYB%*7BJ)*-Lt zeeNCYF1+&2C0Rd{9c75)i#yb!|NaHKUj&e-vubCAfy54 z{t(&U>HoNBZ?Vrj&M1l~a$2*?gShrJ_3vpftXrF#Uwbq%?qL)ATWgtw)J+jRySWtjmEOHSXdgz_E-~t4&#~#Y`lU z5{g*IgyFg~Vw^`rzWDgHsbfnhwN*~t9Pd515Di;$W(Js$8Wfe~>=E8f_j2!jvu>Qq zjse@$1ARv>t@!NWFYDO$TRb2H_q-OvkWs(?>%`5$y=;HeqVH_jiSS)B(z-#iHt zLe4V1qe5I!_f^2Ge&Iff$glh3*&rJP19@JdOzm=Av>!yhqL8k}K7I|^r=zOT73c5c za_mF3xInD}Bw!3B<9t62J$HFd1kVy8@G@;gB?N6r+35)%<=NgvvFjXII2h_zq_n+; z#R*QPp6uEt5NHs*`TXMlkxCuoz!Y>{M+&69fNI~LrwLmh>jy(nO|+E;-9)!MDFVe& zeCvNp*t+!C%3;5ZN_!c!xERN^pMOiPT?KK=EW6DAz19QD9YenLsTXy!lA5#Vz>~yr zKCB3OFTAj_SP)C*X|v&0dKUA4UGlVT6kHPJPprW+mHv7D+TFSa#xhp1233uAF2|wa zw>3GHp*D7o{@q<>pm919D|=1&kBb4oT>}55Dj5UrySYVe^5~wfKlb$IbYG)}o=1{n zj5_%UFz7sGg*4@eo4gJ0?v|aLn!^4*5A@3{ajx%x1v!QS9i?&SpGZJIdE`M!ims2C z?#|TW?V^b3CtGBdm{=CvzPp(`8TPcl(}{M-@NjoCM^R^HV$4q)evR_Qr;=(L*`(>s zduMAJ!4Ob6_Z;m9JRH$2s%FBb(u!J6Hd#6>Ei=;k0mT_+nvJz#XW zyp=;?PY;NA7^PQNYC7V=8Gj*+K^8}1P$lei;H)sLLeq%OXj_L$LXh9J+`8*u;XaJTs|?k5*S8FR7Uhs#!T%*bilOy;U0|lOZHF zqLbl*Um{A|aNquU>%D@swVu3!$)Og-V9y6aeUxS358N})@iskXGx8az^#LO05TfMm zZ-%;kf#evUe0EgWC!m9?ADF-dbC+I4M%)>i1X-HJ=22mo3WQzN?`6bQgnEnRgVp-9 zEIOaPe=@u^r{E27ywPXtng)EQj@)!}!ga za$V-IAgt$7RbsdJcy*+))^NH!RPy@JaEqXqv~km0t9s(SF9O` zpy01U*BOu3@PGg1&+j5=pDaq1NZ_6){26-FzOtKXe@4%o-5=_hKG^HlE7g3;g%xgKp&BwtZY ze@5iPx#BKE)QCV~Dr)Mv#Z^a`r7tc$e<|%;3%x+7uAdwlxd5KL!r_L>@US;PdBc5- zY1ncg=e`0)lD1b%JRpu02B+Yv@qlQrc~0F?3p_0vAe%YMi59T1mOH8WXw)=52r>*G z+I!FE_if{_|KlLmEN3(#e&BW%RN0}|t3~>21W{_WS4h6AW#!K7hQ%GVi_`SM6>Cez zPv;72D!4hJLnX$oDwp?cZSsw{7Dj^AUgCgJj!w?(0;0)%`^iscKcby_`iKJY&HHJp zsPJlqFNbtd$Un#M1sZpeg`^1a#EYw(WQ+w#oW_gXVrJNG*&BlN%ktN!clEBF68IJn;9 zfJ~vLpFCygLR`={{ytwZH*3CrjUN*mJ2*ByS)QcdymuMtQa88worOf-OL7Ot;@wWN z;-}q6hbRAZH7Fy@{hb5b|JN?|KXk{ac5W4=ZxbTu$1A#Q2@bl&h%yh>#EL*;`wvLu z#Mp{=WtkEA3MekP3lil8j7@PSqKxAqI$8GZxO<*(H1kUl*WHkDgXdrcI>vXvU&onL zpSmC%!5tx*#e!A*>**JiPG04iq^uT)EQDdA8At(UpdtPCM8giMWS~=ZdnvUAs-+z4 zPMJT-M3e{yAd?EcM-Oiwx;CVz+UmG+X1Mv>q z=@W3cASW^4zf~$c7;bleaA+dr!z0XGUaFQ4VE%fc?9Apc9hXvOIWOt~R%N}l`q>m;9KcQo2T-<# zpdl{rNbGEhKdpugHhEJYPAJ(2xKNl8q<*!()8*OYa`)O2;y!*3`!E~}$|kIe(6k`2 z5aGJ-lCD0TkTtH)(DY{kRaRMN1qq|D`qCh7>x(D6SD~|Uy$cCG~{G01j2kGBD@07 z7v69B>t_m2Zm$^zmwG<9K_|l}-MUqF@76;sGmHOw>yN86<-Xp3dWvKI(%k1~=fQTn z+%wtT_cuK-JHbX-td!>4P~KtXz!pc5OYx+O3nC`~Y+m+Trj1}n@tPOce(l45bW>*j{N@kN1v5TGk4b;*aPurwTjg&x=D^3vp z!e4>egCrTMEhEf*)!M+#B5AHRi45Ji(OdeG0DqUh)BMC&L`D*~b+XQG2IatK&oI>* zb?PJfZccgkt#v>T0xkEj>91zLFTr&{1q&Md9A2GvFQv|A=Y^o6SKt!H`7^nSX!3xK z)Xd$+w26`2tG6h=F+0xqxFgw6$_yy2z~WGz>^QI?f;JUf+%aF>1l@IK@VMD$=vo1} z*3_G8>pd(c;!j9Ow`VJD)O_z&C(fq;!tlq!KrDbE8@4h@V_+Po_f^p(@g4Rm1Z?8@ zLjiHD+2g`)TL%9e$QT`h0|+gDDq?2+QvJbbjqhM(6`(|23>t519A`cwYQ!@Y3oF@M;&b1Zr$w$;uPaf+%~|M?)H52AON&gDoq&N8WVVln=%ru#g9 zl-zPqfcLcyv*O^kkS~zSoZ)DVDb@DAxT^lK&Wh6c%{-CRiV2H}Kb^iQypc7UvJpqz z#>IgEK>L%@2mM7Azxie;AR-do-Y)7hNS*%2lsjdAAI&0ok5v2~fFiav$Y{U>_Zo=r zA$b5R!Dq?ZyAR!`6FbyLK@dEu&P<%Qg@eT4Qisay2V6bz9y!+W0Hg^A7jN9B+$g0J z@1Y|O$0o@RwhPKL8pq#Pkj1m}k!8>q7Vn=m^OwePN>&r*+$#8Q0y&I&%$dwT8t1za z6(^M{H`UFAcG#!e6Qm5e$QruTmJLg)lr@ z<)=U(p55S%5B!G5DuQb ztkBgtU|m05){Zdm)|yg=ShJO7Ze(kgzwoi^;K%TX?&A~_wgD?R(A=PC*jMP#=+~U} zs5Bbgn;n}Z!T5rT#m$^UDFSuGm69FQVMrw@qvs%X9|l!A#G0O!-tl8$pJ`*WGRT){ zy~F{EhDw6BAX0MD7>OXTU)X=#wUZZFQu>jd}17I~f69UBNAHapkcpl&^zM01>{ z#37EYtgi$iAT64}`Hs zMNLcbQsi^2vc{>Fkb))&xuTMhdZEU6am#hBHW!yY8=eA8&EdKhf!mg?+sP6#UHrpN zcLv4?{%{%jXVdJMC|%gR<e{_+u>mNTeS@`3IOuy!@Q8vs=KC+tQTy> z%e301i1vz(WQi)f87h`4-HfdJX3g-tts#swkiYy6SX^na8!zuivl3^v6@XCGhk|Y( z=Lo86t-cd7?JMnoOL<+SK|A@}SI!d~^~4<@*v+0I;xj@~TIEQ=XoEH2i*#3Ry*sp4KQ6tsri zhJq=T8_mt5bt{?sAgptmhUi0qhXAF0sYp#DS{}E|%GAmVBl7l_D`AvwYL}@!j;nmH zTzZ(-kLSz|XFrBoOKWmX`wUd#?Abd~Fmu(Za(dE@ck&IO)?2)4iny9Ro{T@HKOe>T zC*4{$Rm5b7c6*iV;&Jz~r0uUA4|UJ_^<*nFN#gGl{%3#IyKVBGdrDFF70~{v4N4iw zQr*dbD&>>XSv2#OH)64Vg-5JUj9dsQE0Oy`>eL#?gPIBrj`$@gYPl%&f^Cg+MtQ3o1EnA~Z$i zy@lMGi#wH>oZd%RMwHmdM99qwhtL;WK7Y^0Sc8q2er!5PKNH{5N8bgH&k|_}T9ww@{X1fs0Soj#iK1&s9WIMsE-_@)Q+M6e5DuzbxGdx?+RbUjZMnUtCFgib%Kn|9pqr zh86WTJ-93uksom&y@&T0OE(Q8=(65O!23&%f|^>%+4*C<^Z*^Ip`ksoq~uGV0o>)C zA-+%n0GQ*}*w_ezkx;5v089V!g3Fe#X?guQa;U!l0m5|;+UXHaJP#_2gz>yrqxIj# zFXK#hd~-ajzI>qu((`m`F?n20Obdn!-t%-6%milb z_fK0&F%+{Y*EsPoTB|!%IHj9vF;*KDdk705_RW}OwtYg%)#z;fj^#`unm#uEi+WJNxZ z*xhaMBJ58NkHN<0h{92@lD)e-iKw(bY3Kw4jnFK%k-1xnK`1zrtL`V6U<_F8= z`L*<`#n_hKzCO2RSE2evY$MVRm+8+aeY}&OqXb^WLee-X70)J=MLGj*AB`*i@-By& zwf`nVO`i>`5qUj%Wq@t$`oyytri7T+evie*)s6F6(pV4m{3WV;0rr%3=Zdd7(yN$K zn}!~e!dQ)C#j9DyiJ{;FL|AZ~?~IZVOIL%Qn$$lc-UOKyQ?E#}JHl}>HZI|~2aeO~ z^jl*2lB&FpFwauZqepTn?)XK&b9`+a4}gOV8Wt){Y1z09?7BO>gODX6%FC7I@rE}X zdP+-){|#PbFX!-g)OEuIMQb-9BwEnS*U}6nwQuX%EWUJBQ5Jo@XSBFS;A5(leQ6<;RFdU==3jSc% zk#uVkLW(uNn1>!WfQb6qT+oW$AWoS{_C9Vm)<)O@%sl~Dle!v1f$Z5d4#3bDvr%D| zTZ>--pq7#_9XUZl1K&8QKuvY8Exl>UuAhSoM&dO1z1>+j5?pJSeq;`^X9(9vL(O1x zbWa$35x1@C1RhX#gPz5K`pe#$F+lR;5>uk{Pmz&~3OJ^=~^hgACL8v0o)_ovcFQ zkKH_5+~p*>0itgB>9GfPc0lx@0Xs3#DwswU_QGIBZ7|Svm2Pl!1>-k58jPD@Zd?%J z%Gm23xP_D~{G!MkrYmr+A%cqIPuj%J-!Xo%lpBCoT_qCZTh5r`X1qs!CY+l?E&K9; zp%q7rCOnCDq1wFC>73KLc6rhI&=D;*Q3?^&Y~Bx#No>IJ?j8Z(24;6s3`}^AY&|x& zwkrV-GI*{~hgrF?Mmc2_(>mMg#Fq<0KlthpnWlbpBrIbDsU=*zub=+@H}D)Wv?BO!reOr6FCuwb#UU?_eOwc~SC zo&%h7%mF1OqO_4mL0 zy=46E6Dmqw2=DY&cZo}a&rGgwc*-+`4PJmQvyh#B*cM{x69FuyN!Y+Yp|~}#5@op> zX2AO3y?CH>7p-pSf5Z@fo%dWa87?g+sfjU9Gf((lEYMw09M;CHCY5lfuNw`*8!v%P z`GNYwrSxHoqP!Zq$cPb|c;wZ3yXbAL_{a?Dz69SyiA3wE9+u&H-B?-}V7utBxd# zTMio=QwIQZcwX-wzj!~My&L%UtxUBq(`?$M7RlqR?tXZ=C*I`ir3i2@rpODX3l>L| z>%6?RGBOzl6PC8Mk$!rtN=QQGrP-o+JifSfRTkBu4m<@L@gI(?GvyJJSg zE2{rwFv?#HuZ*IT1=;8@j=x`EgJUM?YN;2{s2MZ!gv+y5#|_}r(QZ1|v46ph1Mu?e z?Wb<%@I0D<=1lj~XuR~D@SN_Qc3j7C?hh7;(t5~{Z>lBecE7~@Eagh@kqqdF5d(?5 zC=uu&19*b8p6KIZdI+|M5ofXyBgaSNqH=NRjbI~h!QAbR~AM(qN-swl_~FK_xPPk z?&Rh#At($A@IknVH>`#}`uu@FbZk2+z(!p*7m7~TFyV>0KB!aM4@qahN*}@(re2T} zve1%A0baNPYK+>WR_=Xuj`68V8$Uj((a9;BMxC6|7%Mt`w~6NdP0sW5+*rJARBzt) z%w=|p3E;?Q9?O`Qo5jrpPLOk@-NUq=G0$Or|20@)t_4cGHS3iw-xx$opHktw>YRa3Ar(r)EHulthfv}*FTyffMn)3qpvD-yYVzv`6ikL!!L!lJ})FV12?k(zRN z$Mao!4@f=ZdoGGz8S51-8oRAfajSP=)oT^0Emg_nnzv%0mnVE&r3B97MIqt;9dJGaK&P5Y6IFZPKM1U0n*JQx}9CcPU z-acgE3xE6e8_kv}d;P1py*){HeOIi_f2W&$aqs!H_4EMg{KGocmZW5_=>cBkd9QP2 z89D3G2wVuF^r%zQIS0|>wOjjig6;omO7==h8zL6*T)n*74Rm#ME+;0SIv!RYU7Ofj zap&wB`5TN>RX$_d2lD+o7S{Oswf*yMdB(f>x1J3@fXehgvt!|V4f-a$|(V@+E&!H=!7)iZ~rpMDogYvSmxg2a2$S33efP*om5VYs$?jhG9_Al8Pg48TZ%(A_2_!HN|y8; zpD)cJo0K-nZ>)!Z;p@^%N{|E^)ToEM&T53c0t;TGi$qBbZ&X{|FvEXpr>hNA3 zz623QApK6_#+?O`3JJEEdiCTA&7DS1DX{iZH4{HbXP3YTTD)MUUd5*RlHXliGn8`L z4K}k45rNO+S4EZ6Nw?N*Xf=^Dbn-wramD-8!q`>jqdn7=EDR3)^bs^FBLdoO8oBv!~3Aj4wXr`~WOm zICoQjt6cJz-*5f3&zCWE#}m_&IMK=rMB%ERXjTIIhT}r5f#jq)H z=|KfjM5rj>=0d~c1-s`y@)x16uVd*Xp%hqk5Vq)93q_ZmSni8P;U~D;v*m%zMvFc} z`KD!d4*1^F*3BuqR=*(F$S?uKP(>DMZWSd)tX&)WKZLOqmm^M1PZoexD=`h}@?uuX z>rR>rdUyY+7LlNDHMcn5=u-YQVrUr}9#UPmELK0HiEsE#D;}8jIwy#})#9L{gr|BI z8IdJsMe7ui9F3$5EW|+w%jN9inwR1e$8L!b&_Z*>TrdTavF$8g41W%+3 zIjqLzp>}58-TkIMd?zdnneAa;%Zln~zyy;NkA)1heKrZ5@elVo(H07WeFfo+bJ4|Y zIO%GShOWc0y6c5aC{x`fxrGu>p#0o#RdUm`l%HhSTm3IJU+-yHjJ&)uW8C#6x(t*W z8GHA0Ly)~DipVFGgx?V5m6Tkz@7Zue-`95;^`gs)Y^^;sVz4j?zdYxeKbmAL1yv&=s;R@NOa`+E)_`{9(+m~8|G}QlHT0F)y*i@XNj4%Yj zVdz;M$Bsx5e+-LO#w3cgT7@Eu#b-gT|00wP8||p9JC)5CqtHNiFiOjvKU+9@L4N&w zY307?FL8Dv3dNTVM6U5*&!3VipEc7YE-Wjr&$4502>%jzS#ga(lnE&6W}veBYH1qO z^jgW05;6B~<-5PMIKPB@7jyCU{Vp0_YVl+2x$OUHKAkI=E#PGQk#|r^0san^ zRR$L~o7eAKn_a4fz?HV`W_`|A&p#}V_al_I`o6M|HP!DVwzfE8hHtOq?WZj)mnRm& zG3h^cY1TYzBHo|}U|J)@}t@xZKXY@^&~Kax4h6gfK0&`^QWIMfN?elEB% zVQb=6`n0_d1N`-rYrC`eh_eV({u_zcG6+ZXMh4@jr_U50+8fUspxdYpL1 zzZcYrpqIzs%AsU>Ze?W(K+KkE!BM+OT!4?3gv`7#fRujl zNZTDYUZv!vJ$9>5c=iy=O*N2o9efonb7mx(6{%m`~U$~C9?(! z+c|9F33mk&M_OB2I=Te7+J{Er9SHdgJ@Px!e0v6g`srzF-F zZGBO$dNLIi$3Z-;ixQTAC=0=3?dSNnf5QToiSgS%qjs1+epJDgq;YsQxY7c_!)jIv z(osw2cRw>Ub`IW4#VfTiPY}iCcR$(M>htk@L*AHV zh79kjf|`Hm=($kwnwy%6`?v&G;Bp1Q(L*2*nsu)bwMMzxKelhD7~cqmLsRH=hl}4+ zF`#18mwv+)!;5E9_)(E@eXaF(`?{cxNLHpxfI9i02iqw*!Nhp=(j+$-5zhA4)|39w z#pBC8q)Cs1CiWq19^OIMB$RKga7>BNqPl;?IvtURQbV7R@{;|eAhdk)m-(${2HAH` zvbL#(Nh<~s&hs*^rJRKVpqqS3{kkOoP`A6p&QbV}DOJsQ?4sCl695TG%f!Ux^0Z%? z*4uK`Qlkf^+N|1lrjIzd3v2p}aQLJ`&KYkP_jH##!ng9qT~piJ0+K3KUudh_jRA8zpftpqF+9HXOPld6+tkV`vDW`#Jl0oXT0T&Mf&!7c+DeP2Uc7^PY{@WCi0u>N z7kyVJcw&O7Xl=9`_07cQ12U&R?`&h5p|}*dd}h7-_C5Z}B0P&KNqJYG{rcy5O~2A} zG*mOxVS{jp&DWnKBR}Zn$}MV>J_U~ju#t^0AKArgK9wM?)W;wTKVx`Gg%1e?$i2~- zJM|nW)8(>rw0B{S0J%6Ce8G%q5cP}!Dr}0{&${ZG&Z`Dj{uO_XClGAQTr!Q7#OpQ0 zfu8UtVNahnD<^jtwV9{bD}mMNW$Xgq(-Cb0y^pMrRS+9kt0`=gMUVg?@3}M7Bv9jJ z2vvaAE+0n|J`K5a)ghmcuDa`Xe3B(dXk~|A$+kvJM_DK5WuB+Bu|qxi;c?nP-{R!m zhK@Ej#Yd}5%uuQ`LNmyDK16|n6{)y5ObB5cLV74N__{~)wnMY#cBjAgWN>HXWkqBw z&xArMN{^tJEz~!q&wt;Z=MUufF!=dzM;b*k2yw|q5E<3B_11<8T#Ap1Pe71B#l895 zMcQ^`oqK~by?a|55DTxRCuvtG^<6sBkVs;napFB}-&cCwRl2-P@5v^yZ%Ztaj#rL% z1CV}>4^Hvwt7jqsEziAI`J@`e%43+thh*q&936g_)1cr8C2Tw{)c4)z$lDL-I?j1s ziWdlZh>`^vTYHCdSSUI_oqmP?4VqPtr(L24p#-A_!!=~Zya(}P15GYgI13ioPa;F@ zdb@J|sB7#K3~f!CUt?`e;fs)Hp%QTl?4_irlI^lP6omk|%JCRg4HHGG*U~`1E!TJU z{@+}ZeL@xu;g>D#Zbey5U*6GOt*Etvv)}U%l zq6h%Hs){jN$mQDstP=keHm?cs_ouL^NyV&wwe}%3Q<4y(2hvCP_V-gU-s}k6ha+FD z2)}*y-yQZ3W!Z2ix$EBlhNNxo=9LOEbnM!?WPIoNblQ5wA$-O0UsLZ_R@Llo^@Y%b z81h@55r}OQz;2Gc_y9I3Q=Di3b_*7`Xt~3UW0e;i~X<{2ZfLrn%GPMVRov)ix@548Q;BG?}a55dsIx25s1^QX$3 zQ_5T;pg@_3S{%i#za+J3?ck;oqk6?BHBdiBrJW2>GF0gtaWX z7%Mj}zL+CLqk9zCU0Zs68y#7?wg3q1OF+>{sM)!GWtPX@Pkxkv!q;{Dn7BMbEzks0ADQ7%_T>ut+_$p$MREW57yILW zuxD!G8UdS$g~iGLjFf_!63xWW?k|mW-RvzM*y*8aF?<@X+|C@nx%y8&)WbszFL5a{loioSrr8~=IRHg-rMk691;!`8de+aLb)NeESGOp)2_q| zSX3B0nMa<82~8+>3Pdf5pXS=jIwER+mEAD3n$ZIGmT4i$|E^?3n-B3s#1ow7BK-HT zs%(;f$J*8~KUM-99v=!iX#4Pv*G$B1r^tj6J&TWcBCK(b+ma5`fBp7uuNRUWUS45WW2Eo*m+18)_H!Rm=C@TWM^U8o^2Fv08%t(-t+gFaMY z);%pn2t%jj+#drwMC#W2Y{4d;@zB-eYqeub=k12Y+RjU7JqE~XvUYR{tKY8`>KSJsQerdQ=9k*?Sj!K;lH=PpMUMaG0O3!Q6;=c(Cp=2e$ z$5~PyM?^}5qZ=8(QI%V?PT!eer`PK0=2Qr|Gmh}9$+W4ze^6?w8Lc%AA-oRv85I`= zWk^wCFXB>=Wl8u_beB=Onw;mdl!e`_1QGOo7;^_4C&`EiICV@3r5l zP)xy=3WK3D%qMe4kqBH#$_!aSv22FcJFUX1B-UXm_H+niW2Y+KsdL*uUAJpgiYT*3 zvcj-)ChphcHRCz?wF42I+uMv<$@eS7noH0)1BVSn$#J>XQIs%#DyJqc&K~`I&rsY0 zu?-J_LZLPN)+;Y)Wtmv3mLW#1A>Y8!^V_@1@_S%LKjuVSpsfCgEt{8thKymn24N&F zQR?XX`KNG}EpZ5(jlQbK(mNtA7M1rzNMappSZXC4LDrFY?;fgbB4!R}xfyHaAw2$< ze{YFvk{FNJQ%W0#Hl9>&!^tC#I5bs-FnEzZ2LtXtog;mMmcPThTiLh>)bqx$)%vBy z(@t0Y71-pdv?!5T;2~17LtYVOAU*k*4=C{>*t$0SyI{B4zB9#tU&Z~5$KPUa;q080 zx|dp9X)Q^ypvCKUggfoM-`Muh*^?d?b~U&2K@@Ss5J;O}EENXO5~%nph94B1n#wmE zN49-bbv9u0cG)cOM3*}mA@pp-EbPeJTo`@~P_A9fTyF?#zdCq0-F$q{+;xxLecaid z6%uh)Kz58<@TIkq1WcP&kOm&2M8ZBihT`^GZN|pQ%g-&b3r-SrUwCzUt`fAr zy^xE5u;h#hfkvre1Y2K_Md_pCG+LUSzEPL_YG1N~hudqm0oQRGvStQRa`;NR5i+Q+ zT@bwQo?T*-748?)U1@Pw8f6!g)mRFlka817F>7Tc%UKqHh$97-{~&vZK}57eZcR5( zME&b~VpfTN+BlwgS9{g-(t2i6ab-9fyivYQuHA~Xl+@o}zo>fytGvxlsr4hgt|Bvw zIfD!4Bu!}(S{X&BJ5p+#mOv4#Dt^vmXVU#pmjK8 zvL+SZPBglL(8(I?yby}KKp{9&Y_XG%I`d^3>n`T-Hs08wsmraO3=h=-PQ)bRj&Q1JVbQ3Rf>%73UzI5BRL-HgGJ;og!aA{Ar-Yu z5YEeCnA^ka|12@^q~NOeIi)XK$S-2#;SW5Y&F?hIyZ# z2W&ppmP$$JI}&+#xAoy{lAjE%|M+&RAnZ47MQY;OU(;PyF82f5N%X}2EZ>uTwmDAr zOX9yOp6x^5F~lU3VybLkJEB_G7xXBt06x49jw?L&4V?6lS|vB-s)s&5ic_=-xtvZG zJNk+c-etV5^>FrTIgdYI^!L8166Ef?_FX@r)6sP-$}ti@`hKXG*V#PxRVUXayRI=H znG$sOmV}#o31XDi_;o-8g8$%RedRuU*-A*7eM7shUF>vAL|1t5fkvQjYA2ci6l6&N2u5J#Y{*!tr8kc z2#JU%+r51Ioc1uQbul3PocC}|Cp-|uhzYjlESIiRp>MmagkSSpTo*X+dEqv=`nKpe z=~we-t3Z57MEfg+BNGRSJ{`CYkx&-^`p?n!9!GCnwTSYNM!?0!C*<*Z#2t=*ztfp} zP5pY|@m41~!|U_-X_iBGslhD#Y5lI7iKV*EW|8@Xug=|fQhu71lXH0_1Xpz#5&k-k zK3Pi(coyhavuh9qB+8m>6H!gC2OxSX`_U-SN}-DZRM8|={}xw&0|7OZg2T_0G$|H7 z;>c9~3J6WHeV+B1D^qA2^By=F=TV^IYge#Ou-Z0f4xY`LE3Phf58x<@gW9%Fni4r| zC-4v})1zt$WWFbqHZ?`hOD|W@NhBL^Ysji&t1tQddKUZOWcWe@Q@N0=SN64dfyd0Lqm6`v*ME_aKX@Y$Idi;M7M{w9hef$5ndH zhyMQmh*);%{GaKTI_z3RzoAgF3JVY4+VS7VetpBh$H&ji$OiaShrngExAW4LmVVKW zVZ`#plW|FQ0$*yfTuE} zeABF=ltM4hC!w2|Pb%1kUc!YsC; zhr}Q|U$cBoPGl9JnE2m`RU{%JzU0B4#F7?~x<<6Hn;0Q;DNe~ho+NwJIlMOcF$#4g z^1}0Y#H0D_VI~&1paixT_b9y%BvPDhOE(!kR(#j_k%cV3JK5}qtQ&C)FuC80C7q2h zYcs6dKIU~mkoBwQ7yfou*La4RM?GmIcn4+jM5F#Q7G90OZ+c+7f*Cy}#MMjyb!llS zujjNNtob&FCayo>;3WT?=d-MyC@dVR;3#Xq-}ZYBPt2R8FBc;UsIFy!Li(h{F zuX5KI3+}gDTpmw<^Ig|}WflHIm-~XV=Kpl6=QXcU4%P{4v$n?JWbSzekl*(rd;P2J z$~btLyW(-&OP!dUba}pK6O*~3>h;WFq85>mriasQooaA%ZxQueW^YV=`r42uE%1yb zu-BP85mM6=6gKD;N5(6rB5ycLacw)>S+*FDoBKN|nGLC3h*5Wr6Lt`AUI zu4$7dat=6vpsX@zn-?ut$U~JE$M_ihOjbbl^%)_nw@i&^59|zc^BbBo%JKOQ`}w`g z8Tpg02KFY?)S7&us_Dzif|7YgKB41jlojiBb|w|j@n49lQa5swOBP;hOYaj$hpqi5 z96Kou8_^lTR1h3rX<6Ed$n`0Yd2x1i_i@`^2H7FGbYn^EFQZo}#BATX`30%VFE>hW zXzTdW($$F8DuAlMY@z9<@{pFj7Xu$#f?_*3Puty%TbC@DepQq~bhpID>+@SgCgflS zuOP&=tPjlDdk7wGSJzN;NYwVw)vQh<)y??q&G}Svquw0QzI@qR30_#q(x@d~a445h zLJ4KvLNz6*)@3XP9Qs9Jusc~&&V=j(+I(Yxp}R=3NL#TEUJ#FUFXShdZiHb_##T}` zRxs=Sb>{4I@10Ppw7>~gwy;ll2P6zG_1R6=nM+b`iRZ>_M|ZJQ|{lzc<=FCWjx3LP9da~k}eOmQ?+y)aJcg!z! z-h_U?qhz>H>K}i8%wYnpKZy^ch{zpTI*yEphPefiWQpm#!nSJCJ?2_Wh($4L;FEPY zQGluGmkjU0&^CZ zHvo@l5NsPqX4Bt1_Lhi4VyYt-Qasa1ErqYDA=b1~q`Zm%GjkcbA5&{D_FKEd>>70| z6y)n08pHtk6WP(hICM(Rhb2#5kC-p4GE5(taiT?fEf|)Bse`cfNTi=UWGeujDa+pv$8xT3-1-iFmLZ>sv#hJ zIE^C&6NdCfQv8|cqf^Z8jWdjdjdaBk<06qL#!$KB2ve(5bd~1soPOGM zxo_A7r>1AGX$@3eaW~LCIk!B`JD-pK4`C|Das<--> zZYOc@~5*;6c^9+3Q@u}IQ3H7NpI=32;mrJ5bj&cFn6udp7!wx1TV!pPo zF{ifh`l|ORp}C)V+f~cR*-F(kauQcUykMx*JlHHKO)5l=^7HHf#>(@RoYXtU!=D!m z>CIdNkQus5Fkv_Gav)a}T_(DTh!>YQK?bKj-k1di6l0b`TG+Ow^)jp)pA$fc`Tf}Y zBn&yRS8mVbrcfyLN0FJkfOoFL`p+qPp!3WvTyau{ap;^u&a&0*T<{(rM^~7*^t*o^ z=f3>Sg%qKI$5@n1tQ5mT=VeNHe+;zr2WQ`AXPuzgd095kWNb;j368=^LiVhNB?rr9 zP-TAm?UYvoT*NBIaVDn8f7NgQRy~h5yJPQO$9>w%!HihcMiNl)@%Y4)yvwG|*}&80 zo&W2RTfm@8-j%@AWKP)`A65QMt{X^3Ims6Q)x$1AOZ}6@#1(3*I%_BA*l$R|r;5+r zfMs3u!{eU}v3^b*85KYbJhNnB2ndGTVvF-TrzD!1?+`>F&Lk_(O=k%UZ@|LZDv)y& zgX`44RMcy{pfEy1C{f@jZBHM+??K)xAIiX24zA&JUdl628%_JbjqYo`jYgvwG`~!xG{+9k7N-Mtz_>ggs`Yeoly|k zH|oqLSeFAl8tp5#i7TdX!>A@X3cfv4u_{LT9u~m6Q9>#RE;SAibhDsP^!O2fDahwB zaABwvqhlyH%Irdyf4GeDaw+jxlg1)*dXJV*#A9hy)3|ffqSacad$;LVLpV4`#&bIg zcMsb1fkFbL%xEpK7-c}S0HKigFc=b7G4b+>I$d>l{!f+&zLi0%YGAkP_w>;B zmZ5US#>UYfbowis>T+!K5fKn#`^WT zcb7Wz8FcJ~@$-ku6^3l~h`y)vin9S+x?CG29c)3Zmqv zZ(%|oYEu_=F^Cx2=Ohj07X($GB#31Fa3pOLn9-Zt5o8SO^lu4K0NFyr8Dn)iEd^b_ z1$HRGiffzNgd=0m7N9U@|~Q7RJeaCU8#33o2?TDZdqNM*GTqn-I(Gb~n3 zO|RvK$le~lWM-r#-l@%t^&Yg#YaFm?5onxPU)D&{e3`#FDmT8Jo1v#iFBc=Ea&#?h zt2birJq46gmm!)3~`9giCB-)n0eGJJi9xg<+ z1=S5C#?PS4)(ihI&@$>0e{PjN^=vy%4g0js~w|C{ua-(^Ky|%NMoA&W_l9_vhxQkuk}) z&wS4IhqCOq*B)FDP$-cCk0gks@~Sx7fZI%^{6S z3F^;RCa0=WV4eU9aS1)zFn6@zI-le;J4wxglo>*{Lfdq2g7*69p%Gk+a+SBXB=Gqy zxil4+V+_-Y z4COP7;>g2qVtwB9Jf{O7(uHoRdW@2G?qA8C0{w8~hlOE$x9pT9E^*Wp>Ju)H?|gpx zdVe;B*8Qan;{5Qmf!<7Z?q2mGI)AGke;`k{9j~vz?ZDU`uoi_z4P=UHE54%iXAM)N3 zbsf6GVm!`EBI}6tg{U$L!BsaJ`1t$n51n}vFJ~TtFocaZ6pj@TO)`@j`CDF5vBBd` z5ipg_J5VP4z##P0KJEOx%Yc7yz!2RFqs}~g;mLak$RCw&PdBHx*Suhu*>E5jj;X9N zros0(Qs3OmENEC@pUwBF)sMu%dxs>WQh|+EP@&5}8VLX~RbxcOPfO!*JNncNF2~~x z4m}Nu9y5Dbdk|zFnHyqo{T?pdSsWuv%*|w0t4(q9FSOx9v+{yX7@8Cy{gK_ela|vf z#acgyWd&|bkg9DxN|mB~w_wa&%OHx{jdCx%;fv=_C1q4))eYpQ+=DVL-fjjdJ)evM6OZXav3@o&Id6)Iyf&Oc&r&#{=W3fQct--+)TJm#2=MO|RSc zBeNDkbL3crg>U`ZVgR`pnequf;Gddt2rPk~o1k`aaryDjVWaox@&kvOZh7qjLvku* zsA9H2-@KN=pjyxQ6X1&;Q`aa!LS_GVNy&$yk)J=Q`901|&Ag)G{Z5LW$B{SQ0$$$; zJvN+>>EiNCITskHS$TR}mOtvb>2`Ex$cA4X6ongqQ z$mGF+k~S3XYV(S#v2EeP;`2Oa08?Un+6G zvNf}|<4;6q@rBAr@a19HlCHt>X`>@X8SIz71*obco)qGEwZ~%UjLC^lFJDG)v=Q*~ zjl#M{Olg4j-1P}k^&^EQ<<_YgQw1v5OYO@jtVBpw8P%zOCZ{Cl0hc94M^XrF(~~7L zaB*DpJ*+9DNGabLY#N!y@ zLp13p2LavJO3VMoS$01cTe zHl4e;jE03MS4>KbSuSbT{I@Zt-~ z9ixCZ%ue8LVz#6CLhZ=CVO_0(+|rKNu{FrcNU-k`wC^0<`qR$IWO($AxNIpc%DsLU#7OxDSY}9_mW0aEEH&7|OI^j% zDd?OYM2qAfhC(#s1z8dDyO|Z7EOFV=~+G54&6;d)T2O z;-!u|{m0M=6gUye!wV-`zRwxf&s$w7Zmm#yf`OWtRnuDMcLUOCO%GG*}8>B@%4;=L$?9KF}W0d4P4K_VZbNI)oH z9!>r&`w)a#HMQqef}WAi&8zs>X{j~?Ixs~FLNX|uKOooPt;J#I@wnE+--vA06NBJ` zaVUbbNbtIkM`K&l$n;x3%jL@A3k{6c+D(dK8Q{9v(||^?&nZyD0ced`f3}TDR1eL= zCVH-NB>^`~%+3x`} zKqDA!%shEe`Bnu}G1=Lj1IDB|!_msTD2lHbjr3PQp|o-jUlQjk$Py*ir3Ay7T_xER zB4)4c%W~kW3pR+p&-m&qzX)B8`vDV%As}UnA_9q2b%Xl#Fn?I}@gfUEh~a<~kO754 zODGDvHf=(GNIik9;l&b&2Wc)n!5>aw0$Vm}6dw?TvSob=>CLF9U;u1fDZP!XBcE^2 zd}gMU!U-NbRRSQ^H~ko?iE+Qo*}Of)9YjEjDPxFENQy=P^y@YGaDVW`h`OAu8 zzW$ZR`K1T*-yKf7_-_OUtdHNTkN0L8kBOPn zI;KZxG8Z;v5{1Ih`XOt-RD#zrG_Q47Sj$-ZqvKD#xtSN@s!SkNT;kuz@kanWTxXNl zkY)bVV7lH|kKf_v=e@7bh&`_)Jp(6cA2H6k6ju8vfJhJ+=R%00sj121{!A!JMQpo6 z*k>4ennZ1)OgvVlTC}wHW9>T;h9PDceIr|yoSEdxx+1cbb?hA9t|)`Fv|hzuv=vW= z5;#`RtMd&X!nLvLC%rJU<@|)}f~NQq?p0S{Gqj5tB}+&gbeDhU1sY0DXn{XYb%PUo z{O(Ko5dyFLj+9HvS;l(HX*}8IaAl_ZMQR##BT(=Bbqk-jQap<6uL{DWsyx?YBGT zfg3zjvS)f^gq4Dw9f!pv!C(?7=JGk@gX8MjTUS{zn)7p}eSWlEDYMvdXHilmwK25k zb@?UJE6gf3!yKh#0G~1xfIbqab8JQ3-?6~1910hR8L%7T`|6Ts^3-Anq9j2p?8SyL zwt5Er!RL>+=Y|JUF+5(EJd_BkfmESXtb$!(+&woAo~K`5@X`%B@(xFdG}F_RzncW< zpAANXiT`B6TC{%hdd_u+{8$`MGNW9f&SaH&P{e9H#0sM|-{ywBBk>#Q5tx%NP+EhVP6|~F z9e>4=aU*1q>6edXAO;CPbBF{E$Rw0d+;yqD;B?F-o!7-|zyg)#lwPEma>1CYywuEX z^OPG-835!mWG(SlONkL4I))RUKYh2>QrZ(m*$>w)K9G#va#a42gySR)MC=6->qzTVLZH&3aIp+LrKE^+ zYnwPa?23BwyZw-?*=31QM$W1FQq=zko|9;z5A6h!T zeNAL7Lb&;tdB&7OgaV?Jk4kB);W}1D(giQz2}_l>+5)#;$UTK&1UxLb@QHF`-4jMY znwp+=nuJjd!UAU~fVtxvPOmFI{ioaNRUWrT+<<@S0aIgR9~yOAU{4IAF@9rVu_9%G z#UQ6Jl5e%eu7ut?TR0#NmQdcFY=}dLxI_a*;!f6DvO3R&`a9na1@+znj~QrDjk`8l zxG9(SJc3voMBs*h+S_}yXf>?L+ECv}B2~FHsX0A}=u!Ye81r;1HmFO9=iWWZ+iB_@ zm7=##%gq|BnNVxF8y%*(=1mQ}E**74<;1RCTdwde{XE{ev4TXRoJ*t7jM=^^N7(0f zG9<5Nd8@`V;mykwVj~a--%0_j*WXcw9(iNI%b}bNiSWG>L!+E->*Dofx_gt;3roM5 zUH@U11>I=XU~UC!f!zM0Rrsq?>L2nTB)ArY8q0A}j)w9ZhRKCTd{T<*C%iyHF#ig$ zNgd8`{I>TEiY{wH4*@xDU|vs>RCY|%X0>XZ-7WtMnYSMqRE;BF;!&A?>^W68kQB+s zCgl^BDQaV$2o3sGVBw~}q)Uon1M{=Yv^fX5W)!MIN=5?1i?&)~i*vp6>wyC7mmya0 zN7H>iz?$5`kQBHW1Wlaxd5om)@9fk|xkf5vzgBRO&?Sk9h#dFl1SKxWaVcJmu?$e=(oIjjOHB zXV1Lqq0s{avH`e(6olvrE&A+Un%VK7`q5NU6Dd`L1I51~ zIc)83prf|+)uYS`p_FOWro+d*G zmO>CK46{BoQp5s;1u7pxfmm!q${?{Vle~MLubnT)wyS)fzYkNJX4&oUPc?en^uCs9~J@v z0%5Pal*wK%BCZ-)?zM#;Ds-0vMoV}=((w6(QxhlDU)x`*d~c4w?ipeF5xNsu4X$Kt zIF#iY1aj`tA5ThvYLcq1I|cXkdr6kK=69v+L=L!?6iVYy$;rvt!XDwP-JT>#AjzO2EFdpj zAw8;MuFz$_PL4%~ct+1xo)dYdNY^@hfUyrK6NQ6btIY>7O)5(zb5LTJM9iX;r^2IOF2fsB$4Rmp_<&5HKr93P88!SLfV=4d z6}~T23~&IOk)lcm=MX=sa3B9#b%TNaF1I@!&QnllEH^g8uaTzC)9%kxTrx#Ukt1c8 z9JcX@D9U3$8=+ADLw)vvk*tjTLZSUZL3W)^vA=K*#tmNkF=nQ1M;dm9hRz39I1-?~e7W7DbqXKrNg2l3=;n!OqXXT%ch zSY?hHGqk#X=$z}TmQbRs1qTu((FLjcko1Sc1coB1@RWt{3qy1vl4Ow9ae1~}LcT#Q z2OC@84%rotxkanf_D?oy0Jr`ujDY1n;~CNSSR0+2z)xUBf=87xxALm^Q?Xx`_x6k= zYwqL}w^xEkjYSO;`zV7{m@q%qYripfGUn?u)&Bnea)((sNFoc2nwF-?snxu@ujJ1C2jSxIlaZ}F1N>Kr!I;u{{xED57ufeR=Yx+$(m2BGrHn2q9t*e zIadChNh^W=!yj>wP(YAU*4d5&uilpUy0fmteeeovhlof)X3`gs2*sQLQt^-5PW@8x z(5)sKz%pUo4w43wTw9O4t(%Yv?6FV-l%HP%pXz6CSfp05Y&*9|FLwIaZR>wA0O%H5h5Wl7~PF@cZh&=cc+AO zhk%rHBhua7(%s#mv~=^o?&tIDCA@-d*Lj@3_#VE54IFJ+3-Ac1P6QLI+llXFwlFSA zgsxz&x)T-F6@ROvKfsQ_98qhLg30}UXXMJpECl9LoVw|yaK%`a_?tH_hx!w0)FF@1 zgt~L;?I~j!G!VJki+O+oO8uHfNEHSceK1%V8u8I*U)6huc*AhuhNO=`l-b1?EZKeE z%nM{wjXVAt#aQNR>FNEVMMW=e#|#ID1On3qe)7BGw_LjBZ{dO`&y8LFzC3#$H9kp$ zlJGUa4(9xu-HkNa{zWw1Je$ z4xzuCKH80(F8)-$by2s|?ZZP@rd>rRH9Y?MD;YAF`8g-_FP^$Tz5O<49!-W?ab5iK zVq3s&?ho<31;wq$al6~M?ukg(rbgU3hdoUtPqbZgVl2N%O|^v#xT(AQvwUqw@1QUk zu9<|C%SU&u>cVPuMsslSp%wTOhW&(2kzm2F^tJ6zs*rE#JZA7RQc^2EjIh=PQQv36{C1PjYBehTAdXK=i*r)6B#yl6bMus=5aV7s{8Gke&_%D->5*Ss1 zs)p566B0mAM+3s+#T*t*PckQ)`4pj_@PjglcC?a#7%0yZ2+Ygi1zL(A_63X?W zAeo3*`SnaGu3LbP@$cnQXAN&HKNKIe$VSs4_oN9i7F+p%9YJ}Je#MV2Xe&^1=rruA=)+R&FxR#uF5wYnFDJCI^@u+`^}Rk)5V{wiJK@=2j0q_#o>|5 zdgW5Uj*L&5?4LkUDc^?-dD+k#k0M0h`Xv1coKtLWU-h)3zb%_3#rUg-Qf+fCUr^$O z!3{;2=2Owuv_L~3WW;8I4EDgA6iHLlP-|vnA0#xc|0h;Sly|uXjSx|U1799<^Md=B zjfe74g$ckG{1gaUZSz1zP*vrawN6Ok#gm|f7ZWw);1K-1)hqqM`y7&d)`_mxfb>f* z4nhsYlQ2))E}5xqkjTS76DKx^6;M-GE4GuOAZbEqx77A&z3k-T>0Zeo(^U#|9~ImG zxQA+=-Li-s&h${b%GnvVVas6imkPO;c7%%nr^Q?eX^W`4tJ`txV*=iC)IfR1zQ)^S zO3*3Fry{W_O3oU5cCK<7I8?aly*FP0$BApwlQ)t<#4--;y31R84895 z`>swe6MCzfJ3|knR?j$`4LCuxYP{GL|8QLeE4DOBR~Yi$!bMJ-(dpql7_r36n&J_S z8-?oZh*{(1;G;w=y-iaNjietqk*p}||K8K`pDi2s9zj}@VWdo2mH%V(^x8dOM0QLM*493FvZr4`mQ7xzV!sFpJW5?W54 z8@EUh0S$=nP#H5?0RO9nRX_H--Dl)j7rs)(#r6I%?NR95SwkfTtwV~M>0L2`#wm%Orb43(+nCHoZxXjKa(4h|0SC~PDn5YKd#cBM)84%zDm0C_NS-+Uvk-{2nLX9FJj1h7!KY{b*R1x(n~RaotH|Tk`k=%; zGyG(HVtofO+PgwOPpnGsz0%Z-6jM)6G;SFRJS6!M`RJ#OgY{dut|?mZBD;kiP_@483P+J=6<2>=^m6@o^td1!-=zb)ez;~f?&rUlBW{p>mfqgtI|wIGGmQH zU!o8uo@|p}9iqmBw_XGj7irtXyR}LYYY__#GlY%x7e_@YERN91jvnefqZ%o2dB~U= zVKrBxLPXH8kO>JX0^nv_+kYsac3J<^Ir3g4<%VJXtZNFtazgH6I-F8phJIt}F(sVM zV`kzD3uBxhk~Py}f-LTIC;V8xvQCLJVkNcW{jk-Cz5~hka-*prFX*`ojtX_PlN(@{b5x=8x+*GbK*CE=69c* z!Y@40;qxfh>MsKH7UADiGzC7c10i}Q7VcpUwEBt#=f>Z%kTG&flh*QZ<_gxCBJpX1 za@>IVxL` zoKXu9O3Ldy#Ekw&34OVwzt5YMSwZwWITJ=ZYJ!b>YVk_EaN+)3{x8{aiQZ1T80kA? z(v3QM#VxbObobhOUmFr8dbRy(rY2>|WyvWdkztU^4ZSBRi@)ring@jc|03G-UC5sd zmw(Nz9sCCW<4IG9r6uHzQu$*M+AQ6#^z<|_M4K+8@j)3Z3#u)Ml)VgU@kE~(hOFP; zj?-d>h8(y?!b1&M!F+jE*tEL&k4fjyO24SSED37mpG8Us{X8aFgljEu4mBYOci`aY?jy1&{qFSMVIZEwFn^Lu^s z!TnU=@#X|c;jbb!XE?XTM8+ODk8m(UWyiPsd)|C?jw1TuM5*xgNzA$AKk%o@+7;Jx zvrG`}-o+oYj}ZPbV&|@kJc(9EKWF~FbMZq8misS7vq~hMR~Tsa4Im;};&_u^H}8cP zPochc3hP$>+&!-{)&_LsRWl5W{%qDu!!@k^f2H0zUjH*qh;!;ro37Uy;yvVR9~|8A z!n@2L!>chFm0^YFm>)#^2}Ek6j`s#`LbTriZwk@40IXOZr`tTy#U=a{-N-9*U0+bJ z&O+Q+$`+@_>gfu+94!9(EkPvdivW37qHn%6J%XXyN!GtGI4ZK%ZzU9JH^{5A4BzK@ z4@wbG1NcunBKgmn)Bg_91tRH7bJU}tu3l}XH(4%7X7GFAQwFm-iQ{I98HySE`er=? z4)&*wD@&o*`w7(;1{pXye+--&;^5@vKE%hH6UAONcm7U!`FR$fAsKOSRaMBuv9orX@+5eu`$q)k~lLc{x2pA$Br|A9HI_ zPf?7hBc<<0f0zDN>-7MeCY*NcojrSF5!%v{$eZCxTM^=KIxch|xpfn-nfcs&1;*h) z%MqJu>4^8!oyye3{9g;So=Py;X+Z(Hg`S?qzab=lTZ|RdpE(M(aBpjeXMg_B}7Dwog5Lk zN4*zz$|&@Cy}eu<5DsX*zm$j)19^pqdC!?DlsvJ^*r?r-n$^fDgb$zRBxb=mN|RUR z%h`t4k*dAeU%M!MJ|Oi8{h0DM$R#Lhy`R}-Ljay|y5q2>nnV=5GHZt@5hX8%M@tbf z97s`2d1!cCfB6HV)Ngyg^nK6&^H(fTpiEiQ7V&ySMpPMe^iNm~V>@$kHc>BnkXkH- zIy9W_x=f1F?gpNf@aIenhni&5i0Mxw!y@``QBjO0=HT=2tY6ofHxp4&0>8enRbUjw zk0!j>HY!E-+n!wdGfCzCZXFE?V_YGer2d5F5%ko&l6CQe+ZE~VhvfO{U>#PA7Q9;yr_1_f(n7nqWkeo5C5$q_iY7wTx}xW}giGK|Htir- z@7F~P{ZO1cgxUTo*va3DS&Fz(ZQpghFYnYT9Pc|6GJi z3k0sUy1U#Q6N<^g=e>>UhDKaoy68Ip^UZo%`?wE`iXO1{GgqVdKnr?O`>O;uhLr3L02Dn+BII4~pI*#m_f6&9tz} zH}KG-sI(5N#rTF1n_PUPZcV`E&E*LEEw59$Y5HVlVM}UpjP@_#t&SOH6OQ zv<~B31~=c%;lgdOP^R^4Ag%)j>rGW?NL|>B0xn0N*&<{Or?44uz{->X{A1bOOoL3{ z{JY4Tvvz;?0O%kjLQRnzBC(R?F4#7!b;<(+)wQ+sFiVM&IXg7|N`>F1l6J}_ulMc` z%4Jrc&w~CksTS`vvCh@NCa8WHx{E@m7LJKM-5}|&v;1t!Lt~W|7cfj=gp!D4sW+!2 zjYUo69500hV#Qv8RU@fQh!F(R%2vpLBmzKN?B%-iip`E}Tx>%e5%YQk^1Lz6`4vMT9@ON$B;Y2|gm(Tae1X zZcm{?3xr!1p%OoaJG(O(B&pQ2?$jdB-xIyN=dts}9STqz)QWJm&h4MQ;?%Kd1OP?JKosQ>&;I3<2DrqJ zMI_L$*}Dj|MmEjB3uqH7@DyM4`50LYp8rv`bI!zC{FB{Kv8E?4Z(Q4p3@X+L>Sao! zCT6VpN7E=OCDmU+OdQ7Rl{TrAVUU41PgRG(n1dp|F(^ zi5ClbIXaH`05g%HOvRG|L&^D~ZnN~>eqSk-bwVn-)P4(&24qkFwdc{Ix{?8d%I&0a zXudU~VQc+~ZhcoVtdQ6F4=b)D2uT?cMb@yks;TR_vQ_xD^TyX^V`Ee`n*13f4~7G@ zl;h=@JEAsTGdK1&1#iz&Cw#v@>UlBE%*K}i+d#vt;`a|-(YctbA5aa zAlnS-JQw>f0G+|-`t4Vu**CF85d~TPxvf6P0xId-ge}8xcJuep;=*TSohL5edN{(4rp7F*zd8 z35r4pCSYWbf>f}s&s{U>K97Is`uahq`dC7QR5F#-C9l6XLE#-G6NjZ~A2n*pzt9t* zQ<(VgZo(qu+Z+X8I=q87LmxH`fSXYL8xU?gIqb6M{{SfP7@HWoZWtC%kw%82ZJ9+! z?HT1)ynO-=rksg9RJHizgq;luY%>x;i=5AzqR0W@#7maqN~4n&nm*)~u$CD*wDY?e zX~^a-OiBb1Mc~EyBXK^Lopvg`QNZvDYrlvHai|ZU%RcA9c!r6wF+2i}reS~y2`i7l zA5q(lhRpkrulXQ}U`H1cPn55A_q2d=#Hyj^>hQ7~V=!FnyPfL&SKeT|4W%bC_?+5>qXZmJ23Oq!rWR^jxBe(qsEJ zpMq^}{d~5a$KS+4p3;@SpxuNiHyzV&Tk`4M!-^7(2%W`PuSHRet%p`X3x-!E0%9IPv^ZN0CI~zS#ft9`u&bajEN2m$E-C6 z{)C5whUW5m(6RAfsX_SedBei(h|%R>LY3BEFHSIH^5Pt13*z`Gj1pz9|@nU_DHZ3c}B=i3quOux!eLIL%$Jt}nu%FlIWz#=V z9;cgQD@-!pC^6bzQLa)Nl=@Z!+z-AEh&*Z~kR{KY@!=Zlh3kcGl2x=p9+OU)x zF?u|IjamMBXAE zDoy`pn1*Zx>*tTeELgk2?o%SkJ zZc&ps>?&RY4Ci0zvvc%cHd3CY9nZE(R18O+LH>B9HQA=J`7DiRxyPnMBj0z~pUyhq z!8)^78WU*tRPIIlJtMyyURNGOJNP2Full@+yu4gw733IO_wj1J_*UvMd5yIjw{fK? z@MMH#Hge235JP5SW|j*1HY=6ZfSgC~Eo!%AQ-|@1`xQh_@2WQ?-5dYsjQ}JlizkBj zGs;x;YvySAV<;RUXGJLZc8;I~+9l3W?kQsA7UC$&t>t3u=ImUv#YG+5<+boN4&!Nw?KiE*o{4=c(2P}+qy6Wn_e|v--{JoC1R7UipB*3Qs}aM zU~Idn?jAQ7`gD6mM~i4)MD=%-7_r5Z;{|jAbb5)XIM@JYtgbHUrbj31GhQTy%RQZDh zvIr5b>UZY4=qN88BOK7!Q%vHZO4ICc&cP4U&?*sZWl0SW`xnx}+;oTtt)DzuqL4}^ z&H$yY#!)g3WSU1BXd~J?maE%5r2`N{ygiP0@9>GML7i@oC*Iek23wQ4;;T*rJa@Y^ z!gHFd<_)7&K-paeq5&JU8K$X3`}wOb%Q|;+v{<#QtPC2gH=r~;$6wnd(YHzNBK<3A zAuPal7Lrp9voFJe9b_Q5TcqarN!pe}*Z+P2S*O%dCp z$wn6g_IEmFVH5L-O{tq|W+Yq*2jxWp9gIy&N^CRu9%K_*c#zAb%Pdd=XY8e;t7&Ta zCbrp))e)iB>Q-IV6pjczWP|Tv($w!KmO71t|Gs}Wgo{^FZMT9+dOhfnr#=e`=Vp)x znvhJ+535$jf)sV!6v(9Eg}jwoXBb6K72LSCJu!1Oj@OKlAPnpxX1QXw zff5c3n%c#~i$;ax_1K||G^}8@@TgsS9@=0{`I!cj(+f!gMaTa0* zH|9rd++#zPL3y8{E()q`v<+GKm1FY zIAWfTDfry+l$1#${jcE9H3I9mCyng<^=j> z!L0T=L5y8fc)6RyrIq>IY*QYjD)II|iRv?-918y;O5B?N!!3DFtUdkV6D7LiXjT+LL1x`pUzf3kPFh3K$lyd%e9Hjftnr z=}y~=gdugg>F!v$i=^wl$FE@g*`KKRo2O=Ugp3eqV)EXVQWrZxa1}bpzL%`N{}f&6 z_6t)`;4*DRHx$J-wkjGCIS{d{8h7A>_k_{@JAAu(Q%Tm--y;q;(T0d`ZSZ zGy+jSLA6Pcca5uc=uok&zf}0oiH!@Cj=SG0cZ;3AQ4@Y!m+$#JVrMMIH!aQ0&55>> zfvn?*gdLFc=e)2?x7;C!12jjR_$od14oei`D1h5y+2-y!!uio-bq5-rnD`ms_ddc# z3UaYq!j#<(vg3x>^+ZthGW{Dyyz=R930KmWLpt&mE%>f9Jxiu#e)o-m!>_~NjS`sz z{aDBx^Kho^MVQ|QgN!on^U~eOOubCSpB72QQU=Ci(1Q>O%1Cdy>hCZ$)j~_Mx)#pe z3GH}&++X|i(3@P_Bd!0+WLp@3ez+AHAT~wUm_93q<}?3P%%5Q^c%=vaAjp2a^719=q`0FM6Uv zKBZC@oLKPGx_I@~alr>Ds~*5Nz)hom0TDAm5#SGzyAKc9As(Bq3;&vEgp%Z0mL}$x z$`uq9am2c(FK~b>1u~G$rw1UPMFV`-o`}RI$Kh+XW+mh87zD?h*j8$&FqNh;r$f>| z#r0M_+w;hkyJX&N^azLPdE~Akgy5VPyZ#v@hs$iC+D9`AoF>|p$i?N99klbO1_n&_ z&tHQ<8Y{~(h7Pkt9zW3uW4o<-2w6gQM6(7B+OWDc8+orVxi(ey?apLW=Ct%uY zETjE2Ppg%TovyLzw~G5lx0=NiB8ki0ZqgHqPQ~eCyMEH0!m)4FwW1Z~FVW>8 zVS|Wa3=CTPgfzdp6TBSwp1vb`Rp|nB5sQhet=*x7U?jU!T_f_JhctK(9BySezb?2?Gs*;tlh9d-BkbEb3dZk*IEYP`BJ= zXf%YI05`B`4i&&E@j73DYio6y{^Ugh0BAdi1q4y7W?fQ2F(6`yuETBMMAv8T^V59g ztGjul-Ol8e7dY3@k+p#(r3oXRS!OSrzl|KmuoFrq-R}9`SQeesN(ic!l*{phCO1wC z%z491UJ`cv{_MicboX4I5QvBXuWC27*e#(fbsmrsX?C1+8{2f+%a1u1%iVpQm?-QC zf8>rH@HroDE&o;-c((@cG;MINqb|Sw29kjNq2k&t0rFjJX1+Q)KlnWj?Wgk3XS%UwuJOPi?c;a*oINw}uR;_?SxH7?d z6E3m1^|or)rV^<&bbnI*Xlp&rjJ~RPwLUq^H^wo;Q>^<1EOGHG)DoZM8|(w?Fx8Y%J*U`dwDB}4RGXe zfnsp~Ddp96N9tKunH#?cg#T4~1AN2}j`we8zY&cvjA%l1)f?fXZ{Lxh*E@KZV>|z) z>bwopb$>UP0 zzNotA5iWVBkQXzlC^b-ebe(JpB^&tg%2HY3W=>+6Fp8VW^tkDtrFrxp>Uyrd_o9>4 zwH(ZMcfW5NHSG%0EUZnYAZM2%H?4*<;xPOZXfAEmcX}c(r{0a~=@VUGVS}~6UxS!~ zU1&-ifp`Pz!*l&1aAJkS4Gy3A4kza2jkg0;$%;d zvxmpm-<@r@KC533GK00d=gVt#+s<(QOC?2@&YF-Q(7z=EgA%_<{0jV1t_~3c{l~HN zI(-tyEcD-vA*PeY(lnmKk-T^^siWFvHh09?PPThI{L%kGb*}`l-D`j z=FFYM@5;+>u+e*@(fN1~`>^6Cr083UItF=|AYqj=xj5{;?ms&feTBBQk_HAF=||`q zJU%g*`_c>JGCI$>Wo$mPFfkcD6}oWajI?T=i6StY_h0sQlj627GUKTk`7$jgvEy)zwWR=PfWpQDceAGRmQN?^w`MO)6-Ws#Vwbz_U*?p zU{)?N!;+#+C_#kPAKy?Ws@tR-J?Z~j&m+78^kyMKEqyJ zK_Ztsl2d}41BA*a<&KbW0_J0MxLnf-Oe91Bf9XZAZ5o)@z7A}>keuDMx&z5``>oN4 z8QZ0XL?5qPt{!^quJ3@Mp9iW}Hbhw&G>n2vyzdhE#2L=!PjsfIrEg?p6i|CG&Mqvx zajtxsxpANQ^fd7-faP`9tEI2I`zgkk(cv+@@nSmpmCnI;K&ScnsFCAyx-H|pBrQNM zHg&Qp-U`@%~ZVL=aJ7Yyw?fz+_?~x>jeR%`iz> zcLgwNwu|z)!Y0jAqNd)4J7>>^tYQM;2%L7{vf@f29|{R)lY&aFBJL6(bWAS9G2*Vk zltoKCvOO8mtUz@rpS?2~42EjVZ;I05j1a)Z%UNIU(iDwEh7PP_yT(U6{c`(~%7(Fl z_T2p!IuJSC-|g>8FiwK5zu~cb)a}GrYF^AJ8T-GvLBPfUU~R|xYsc-s0lz04 zp}Slxt{z53Ma5c|10`ViCt9GwCUF{)GIXg4u-6))S?3c~@s3iV z?-APk%omEz0#*K5z7jiq+q$4{y(jZZkPWyF~j0#Gg6F*5k!IfIyH@T zFocy_ibwayoW{|slJ%!r$u49hIe$ixMeL9tlpJiIa7<5|kC${qF;9X!w)eNMTn zQrFl=UPhRIR)gU6qapsv%w=HHDmWC~@9oenC?bGZ z3+;DF4lm|e53_|eu8(d?*#b*4rFok*43(RWevj^Vab))_ZCi?!4ozSAzg|$fO1qt| z{>H%afPQSgrxW<+^s$f4d3TZ=5)4UGM4&^P?e|ZJSd`#*t+mkZvmtu1>WOMA9x^4o zZ4MEnHqn*&d{No4x90ZSD~-;;8!pD8zIc*n4tlJPT+X>(qxS5xl#t3$U%oc`L7R^A zeGx;52)A-DMl(x8!k2htQYAV7S)pLxT7#qD93#UHrSozc9b6Z_>~|5UwFlOFiEXG$ z#)yaoci;-;U$wjK)f5=K#nF35u$ne;L>WV<^7$)FZ8KDol77{~*4?fwPQqevaFP$9 znuqfDV#WK84SW@T=~unDxx6didK;8k(AE8^vliL!b47Roy!ao(!e;5jh)pCt2|VGf zC;LW;`Rs8_!EiCbH^0G&+$^y;(4H2yrb7q`WsVwnf6tJ)^_#!k$NFqGn}RoTuaj2MW0h=ZLZC6d*(AqQ8U+; z#O_dXV8um5fu|=qh%wn2ep6p*$bQ4uDk{L=vn(jaj*+*d%F5MKR_?cWSi!TR%Hftc zwA`#nih=+r#iwLtz=JFy5Ln*67_xR)67NPJExGKd@ zc(xlY82(&0_CmxrfjsZ{fV|8S9!U(bWcM(Y>WV*t0wprZAZ@6`3WeX-f*-3$i@BNL zuoi4evj~e!XmocL@3wX0`L6!mGhd|3WyS~BysbF%f$t>8EtWiBrK}I*+dalXao;#u z!}7=9*tM|777k8QpHjv%<4Hb)2^(~$Tu4O-d_9m7;NG@VS%DIZsGVoeW#LmPV;jW( zqeX?r&h`|C=){WGuCncmX;BaDmRS_JbB_p+wXC6@_39G)FCsWANZoMdU-2UsA6&$) zjU(oNue(#h8Oc$6&fuqLmQTL~eS^DxLQcMD7HOZ1;1g8CU#1+9DJckyp!ngY-o|Y| z;~)OF+AMoIjs9Otm8SJ6tV=39^5%Gdb;(8GfcG`A({t@;vE714L)QsuWQ1X{pBpY# zqAwpL83dh&;bRc5{qkbjA8iK6{E3zO3E5ASm0z!InzllTfyEn(udoq3!^RCXk_YMl zqQYlJstQ*Z5prBJHFXO6mC5ab{+IZrT{Jm!E~%rp^ejnV*sBNlI4L4j@cTm_}UzpIiU3PPHrO!V%0Q3-zR%^H7 zR^ip%SnF3U z3zzRIpX7yZizjgK7QLqQsS66L(EZV8RpYsko4xInp?FAcnTdN;Pz{N>vgBc7aX-U= z^r*4h2>Ro#0dm)L4@IF;CcueFwd7#qjR5)o0fP>)dY1@T?YACQZc@UVkSTK5!1X|s z{64rCWXD}^tM2*L5!P+Gt37%WtJh~?%9-qE>mX;MPwn%8S5hEp@R^R~FCn3|aOOZ3 zUJ5ZEOuU_XBws2zR}{RHL>`|Xz|`;#TFr+s5cI=C(@GKY36i@G7=`#tpL}K**@*tcoNz2(kr-l)8 zu@vKslOrL4;PTeN>kZ2*8OzSkvsbW6_i5w}K--dCLr(WxgVec&6H~&1u|f2Rp#Z`I zu;?{YvP~#viA+;ygth=L6(~?v$9OR==zDF1783a<{-y#d%pbgN7}_J#DuLYQ+qG9H_rif$k4pew>TGXx|434Vm-Qkh=m zBJnvFVq+l`eQhoXv&>7Fj`A4Z3uE;6tBFg+N4pt3?#6r0)M{U+a?K`wIj1%TiC% zl84vgl&f*cs^C`&UzmujpzWVIeR%g))8ePnX(_e&XlOV@QDJ%6t}Txz)Vgv71Gy_D z9EBMty#<3!3fR^tR<6FY;Cu4B?U1W-`x^tZ$w*Rp*}Mj>j+$9g5L~jIDuAyCAU^90 ztC15vr&z^ zc?);Nf+E=X;5!M(`}pVU@QD5e`}%9l+0JostpdOqwR=>jrglp-#SUWAkC@d^=XLwT z>hN_W{p+L7dVdh9CrtQhwD7X7P&oQTr?IxFrsrasof|YrfojYtTIKS{4H9~p`gl&$ zc`NL(u<`7G-`>}u=arI{8ftl18b`~DO>8R1yPN}s0LG>3VMccL&S>gPS-)pcu*-eG z$bZLG&rh;zTGE@zFsHM})pVdEutT7gl5Ju1PhrO;Hk?3q);hPGyBnHFUU+`}In(E{ z__RfJm~x#SYocEoz7md1Q3$XpN%P||4G!4R-=7w4DlXb^^>UwKNE#BK=QSpck~g-y zOQ~btc<%1tMeKJKFAV(CGl3rQ@`pb$NOW5W5J}qb>hX(1dU$GUE;T%W^|Fi@?35Zp zOMxw``*jmU=KUIWcmM7M-tQ%?(^8@%h2O73bYAwTpg7KrsTnySElyK{?p(h>S%2#9+zMgwB#-fZ;$i!gzWKCD@!i!le3m%NvcVzMx)1m1=j%&Y z+taVg%`8>->ej^(Nq%=#1_|8=kS1~=qTvc&t`v6P(>4Xo$1HQ-e*#8%{Xl-=w<6El zpa~FPBfU8fbGdFm{e7IIbu87Cj~r(Xgb4@2)jXq6!W%Yg_@Z!;*#Q8b`TKpRTTymy zLPD))Rl1F4QmJ9?Yzz>$h)jiSP}wRvf4M`r%rd2lqoE7A+wO0R$w9|)Rm?~(! z{^w7X;jm1Be0H17{fsNm<5%XM_Osr8a4t1t-sa#9$x71>vB3e4?uI~0Q17=l= zio@ZrSy7C~ot~ceVKMK`>-7uOXT#ZQTvycHY}b@NF@SQZbE9br3z{q^m|q?MZ(4Ta zo)Wk^oLM*-VN+JgLcyrAX8i;_``DC<#ow1JyroK&$CMHXqQaVfv*t`u57U~_*+J}O z>-x?~Rtt%d36-ZmF)Hslqom{De0WQWk{C|Fbfi8V&iE3L)qRrqFV=DnS4Ab)VQa366X7-?5KGdjV-m6AO(qiUO)wt2(i z7nFS;k-c^Ddco~h9mLRRAPdg@H?H{(@fV4Rp#qy$FSmtK_SR^#YV_~3uJ(%U+?YE| z(%Zg)%Rd7`0PsYhtFMoft%6;+b8raAhxH>H*M_e7CR|~FDJTr9hCAMm?eJojZ= z5Yt)Cm{Z>77H((imcG)!Dses(94lN!zG!XrJh;!af!Lr!BNk<$j#UkqDIpniFLAWL z8oM1pdj}-z`w1VR%IC-hXJFl6mFtnZx`sL%Hrji1C6shT5P8(k2!BKdr^LUhvZsPB zWSFFagCAcSEnN1mw0vJQ`~Yz&p=_R}i2ovKp)+X1d&}V>mEV5rVrXQMkE^!?##Rv@ z9}*R$j13lzcF*8*i|0T)Sgdv>{&<)4+Ld7cqLg(v_HkE#VKrTw4Mk%A-9BJqB3?hx ze}JOU<#t0rjZOtH+A>+C24xFPRA_ zu${0n(b9F6?XF(;&l)em0ff9YDiK20EC`a^qA_MP$ljO9wc**IDWkOtB zgsaM?m^AeW!6Z`M+2Ekgq~?hk_9W8uLH)W??mo&?NO?XjZ5N*_ce7g0wrdzLp>Lu@%})5!AgIhsUQR)}ms?nVDX({S8==GMOvIn8 z%d_KhQg01f;m^oJruyLq6;NolCC{o06y|<5JLc`g`2(Tj9%9A=vTyO&B zW<|ewE(-@M-|Jw-4zXK{PQq(fEmMh*%4epg&H2N9_EV2CA4y^YJx!zeMJ#mO)a&|G zmI4S@YeuO0(4Sg#|M^-qlY9L)L0!lzWl}K78@;-iMBI_5(iLBfqbh0~(l4*-W?O5UprzwBX^M{`eCjKuC8=)3=nIb|r zsrpcX*yR19tN=L#TyK{Whb)OYdM@+uGL)8hJO(hqt}qD+I}8PE%}f{9DM>#>aW1px zoOEnBL@ARUd_c&(z0Bv1kV$82xReDhze%bbHTaBN*H=u4qXY{%7bs-@voGIH3WABI z=$0dzC}Ka=a^|4~82gaD%eBH^4gP|bv(FGI!i|kXtQ)_mCaELwX2nL}WY7>4p^WGK zB5$zyo&U_#&CSNjsL@gDHW-BSp7%@m(W$$i{sVyBcZ%_|wQ2}P9@<}i)Efa*4`Wi` zL3(bGeVOoHz#~?kxfzkX3Y-3@KQ8sJ)%R?^@kimS0OU{R#?E=zfpo$Cl*4VMPX;|x z{tI=5Zwlye7t3)A5-bnGBz|FpO217ve)E+zhuq_b(}Y{cDK^8pNEdSP3g!x$qUL0Sr{$uUd&zTh6p*-qAjcLRDs%6NM5)4g+4XFn)Qul^R0`t5+~16X#e2o z6&`?``0vWS{nqc{TmLpIFV~Qq50V%mcNDmx8zRpR?lwfpdwp(sTMZZR^HbDjSAd|# z#r00(CECP2FX_!-nB%{WcEA`S+jz)#*u!w}B9Xw}TXtEb>RH2`3U^GA!w#VR^s_0eJqQn~YWR$mzXe%mtB+I*~SF)yM_wH0yGD5s5{ z+vkVj_OZ{NqWHyNzwL*e;di_J+8EeiP~awY-*6+;a&*IC@vV!(#8zX|yPdJ@FCxCr z_}f5NH=c$EcRia>zBVfEsDQ5gcj#l`nWQ0{(taM^x^AdCp<}`WZNS_`s+Ct$jM)qr zOU?q`02xFyUyI)KzTvPiUR7|Fxad;OQ7&2JB8B;0?${t`>0|R7pWD}obpw&5_{4+P zyMray<>$jcBxK&_gp5rbAG*0Tab&7Ma5!MZJ$JUYt>0L0L*c&zGGw5{aQ8p7S&^afI5Oz@|%j|ickvz3ce zu-_nTHi#iu>sYN3e8Myh<})$WW$v2NWRYKvFZno(Qid!8I$afdBHE)C-Lf=ZPCh_V z`5#AT85ZULbnyiiSbFJ_SXk-qZjlB>q`Q&s?vxJc6eL7iy1N^GbeA9@-SFK1=Or(> zuD$0wbLPzF)DXy^V1TV&82PTQZk&hv)Ba^@c4l_Ghz;5|A3Ue_W z4n_l&t-6!${fD;G3uUt_K+gX8=jRdU_3xju?TuyOn${cTA8tLJ;ML_~(rAgzSe+|; zyvvml*b6~|&V95xyGJ}WbES5w`j$6sDZ3O}PTcwZ@ykLZch&XfpL@SlNUd3vTr;r; z9$D`l305%O?JN5E)qN`cAgxHsI(uYTn+j&bqw7k~ug;FsZ2zXfe8z{S26^`-R3gFCXMG0nbOa`WjA}gv$(dS-S8uV|#vfnX|_acdZDu3@BUFV=86%vBK zqZAXr11VsJ4O3uMLvdLyEF&>-;?0kz0nAJXka>6>LiLic@%+-L*Z3@yIo|wBPetTh z#@;Pj*J)6AH8Cs4&4tf?IUB1;9Up&@jsav~J2BQHu{EPeRuwY$&v=~8YOZv_^lkmt zr}eHX8>^)U)mSoKn>ok+4~EfKGheXlKgB!LbGPuB#PDL0sExnq z)D5iEJC*6K>$J)W{!YJUNy9UNv+mH?ioz9`6g7X#^q0NW{`+aT9*8CvfVV0U);rr0 z@2DFkXv9eGP11&Fi-j46P)O1Yq%38S%1B(Ae4{&nb_Io?HvP>x8z`i_W(bU7D9qoU zPYfl)+SgHTA=d{k0dN4Q^5Yxz*;!0%OjrmfB=Gp9SGpI7s6QWB=t#P4dlij|jjb{6 zMd7nu92$tt60o==QW4uDm}q;sCLtv&4loMbN;FRDmIMKt`a)NBVYvDbwCWL1p3RTXTgo3&YNY$EJOe1W* zkA0PxC(f~Th7{4RcN!s)1gjyJy!%L=9AWcQ^CM`#j)~&(FO(W_;OhFyd1){0yuZp< zkoy9CB*xu!EE);H3``8G?0B&8Zt?N#lBVhsY!r;x+QP-AT%3GItk<{DdFNKy^q>&8 zRLg5>)u6)&;pnrfc4FpQ<{mKjsoE8NJ@;`SM9Y}kyT?)E22-Pvn36LFiaLDFDYkZB<Y_$9AXqtz?}E6o6-m{6C@S6$8L;nHEQ zzyzr<3Kg{Z&5;`|ySnQ7Vk9u{S7AO^*Tkf@%vA1rrc|e+z|=Ss1@mUCiVubM4#o&! zWi3=1EBi(xxIbfezDk%;z5!LaZA->x!qqz!DpEhWK7tWpF)J8^L}$c|L4gn}P7ih;;XjCH+B zPGQ@FUVfX%-{PjW)Fr~9ph(WoZ(V+i3v(ICnab?;pikpMyN#ltNw%{-G)}ibWy)PY zjRC8JGd7^!BbS6t z`nMtaL{9FW(_LPvu+}Q-tD!N1dsu_M0S=cIin@*=+Y!ssH&PlbAxu_H9Y5U{qxyComs+1)L8Q#sLH9cL73Y?~!Mor5M zeqSYvm8DH)Z$0{2-gIK;FdF@G_-^$%*Mk}F-QE0Tz_3f+xrqPWES2L-YBCxup%|AV zsX7)b_LR-r(&v8UprfzO;7&5oyd9YrDOL;|W%M$)b0@ zTvK%nD>;k-uMR z^TL-e41y;hM8=KrSppgNIC+m}uUkNyf_~e2+x&Ei@xrK{oG$&z`Ert!S0!R3ojMS|MGeoJmD~IFWg_ z4R|?xbi~k2l%lAg7*p5nf118 z$wTru&MyJ1Wfys$V?d@pQ4nwDvqtY9J2^zu@Pto4iB0!=?Jv#SAJQ*A(0r4#v)!>W zVVBPW*+;w;woE=pDvBMtn_oSIe@YHN#R)`OtiV7vFTyoydXnS>w|0dujaf=&+e z>Xw^>Lqd(M0hglgGP6Pu`^_RimTzs|-HyJ$;qQz}>WZSb-$`w3B5Z6Qw`<;^IFpmj zBqgDaWdtTu0M%o5_SV|q_!DF}P+?4?5*`9}kNTMa3GxEd%SXU(Nkf>&w4|v+6qNpK zSrkX?Y28Pb&g!VVBh|2dsYk8iqtLAizb#GnB1zCH=SW=DL*-(yBs2xhuB>2mO-=~M z1K=zvxyTycjbTn`*R-D7{QT-xT;qWsm8YS_E`lvBnrUd$eT9AZqu9CFMEhv7o_D{w zt*`|-r*aMG9b6*cN|vYZ?Sg&}PUo$uiuZ98Xmyj$(s|^ZeufuY)e9&*3n8cd;}adE z?SA^lD|HbWhuXH5y9Dx^VXX<@%13yzSiOC?lQ6~ahbKKR)L*}1_&*8{@Wpd+i6}r| zK4-t@X_l$0V>#s^wrjsh9lpj;y*a3(dSwxRK3DZTSXu8zI=!Wan0PyXg~J)%cLKsa4~?qwu9U#Tnee+5 zE$GBecK@eeFB#j?^4UDDqqBxd-NmD;bC@A=uMv{a6-=>t*@*Q?$(gsu821AAb30C< z6qGmye^F;ssM078IrQ2N|H~YlwEl~DyDdATOzclMX@L#;+Z@B*lrGR|X>ht)*>2*c zdkm4M10kWP)Yee#_yT7_H{CY&9j!@?qw$~5azh38GNclC6`wO1J3yhmeSfk$aX5=J zS`;A&@=f^+_6MdloHEkT5p|P9@bsS(%j$s0KXPQ;A91WREfjcPpO+^8g#q!qapI?* z6M_eCPMr^0od<>2qSRFcGZMFOi!Ch{I~~N`zrr0sgr6i8U#g^ZyY2o9bCp>el3-{L zgG9JW>eE20ey^H7P!WPeEKCrwJdP@X%z|I4$uhlruY^0p`p zRj9!Eh7+-E=-pe7O2wZ&+**NL!_@#)IT(ZOPPE<6j~ZWnk{NZBA@WOQdpP;pUAXU` zLaO~m)3|Yz1QJ@{1TrR3hSu6~gt6pbOJip)y~y_Yn?;YntpWrcP8vpsZ7x4QQ4YfU zmqz~~L$L=K1J55S(oG7g0Ms>o(QK#x4ijXHODq=~9jIy(LkTzn^*yV6EtCnc2l!y} zi%m|n;&lYrNyS-0Zm~C~MJc{{D~Ymvb2%j~kSCb*o~@U{{L{T}wbT3t#P6 z36(EU&2ej;DMP5rg_VW$myL#b&9a*1a{04+4SIep5y`UqXZZM}aWIkN+uuCb1$=+! zM`vlGW!>hrUOzE2OHH6oWrVsfFYtq6Pdm5zLC1{;=qss z{TrWrVRT1_Kj^zMUMSW_Fd9@}Uq2&r6uGk#6j&)6(rm$T@reEBMG=paW8sk=;sy(K-LN|=aT`bQL-NVe$Rdana%reT5pfHft3V99&iRE za6LEMbV+g6=Xd78*4WugA#k&3T5F1ZEH1&_;0!pt>ZpNBm5E}^d!ICEYOX#WDVSR_ z{F78ME=rimr_zL5QKQ>7HUva7OF8l={^TG27?IHRd7ay|DA6@B!3>=h_`mkj z$91`+eOEdKB9?v+=jOCp@#<1T@F3Ltge(X;`3{*@_$HvfnnByW9t`%~s@w;&%I0k* z6|s{~*~L7w1d=KWFcWe(9KWy|3Y|`v`CgvrxXnoKIR9miqPOP5*ny2rW}os#Vt$R z@IdJz|Hak&-Hkn&gvv^LV1VfQvq&Q z-n!Ift))D!9dv+xo3v0PO@qQyQe@Bq?n@)iH>e&l)sxk)u(38tTq;8mwOnV%UqpSD zIxj(k_UlqE?%^k>*fZH*OoD>DK#cFd^2BQAb~iT@v3ngV-p#%X*iGMwr?umYDgwA= zfzZ&D1Q_Hy%tA>m1%kZAFhgQJ&L?69j9Vnj79v2P6SFW*5w5W?;^$oc&b{%rEi8xp#*&D`L+kIcMIxzDXy|ZQwdEw` z%ccI=$Q%G(^Wpx8fr2ni7t1IZ3LnxaxwzG=Y{P>Wfe>kfB|&ik{;7c4_3-#ucbh>% zbs)U)%(nrAY&E}J+jmJ*K0yDM!QwodwVqN_^TGXWd3>#|y&^JJ%@;X0HokltdIg$LaNuwmqX}7JDCYnK zhL#)z^kgdH&#vL`-y_fxrYFA(Aq)afwDcC)^Eg)%8PxAi~z2fL_2rjQ` z3nyRwgSl^EDX)tgoDkG=j!dg-@R?6kv>o&6`l6Wsl^kfhCpl}aW1xuRzu!R+5!`P` zyXLM40JQ-+^zp;>E!NaLMS9kk@6-vAH+kmWe0fcYiUA&^>^|3uUJEO)(FNU-1N8K` z1|0ubK5ga_NlMz-UMp}bN<}(1^`_jD)!RpDTJLII%lLjP3M!qxKZSKQNr5X=c-2aL zwPK@>nU?I-xjgi~l^XlJdknCP2>m4GY8X};5{0-*in{(wXs&c?-sOjoLmc>2B4dOg zNW)z(%oL!TzSm0c5&QI@Td!~I?q9k4)O7Qle#8jV@MS{Ku{6sd6C!&btfyh2O<6{F zK&JLM__;Bwne{*P!7Pm!DI!AM7*TPI6m|SJY7jYDbSQN!bqs_AKguWpgfJa=v6vl; z;iSG2!6LeX+{zv*VH9)H^F~yBar$0BUCxg%>aq&eh?ZK&LcAo$nT&j3AU!?Z$jAsJ z+)0H32ULK?YGc|nze%5_X)OCO{MRG2tLtk{VSbF=vjsvj(nB)~?{G`;ze`W29tW1z z3EyMwz9XOwrfZf-Anqlqe^-JahG3z?#20fL*Hbz*JDP>jlb|G&lon>LJhZ(}=c>f# z7Xedr_*MQpJ2oj{i0#Eed%TRAUc?ep6k0Wlpv?aY&%29Ni|6oXshl0)_`&_997r9GE-)dxlEAzd+NHpj+8x zyw>K1VY&Y2;ptTM011WE6z<5AdT8V7lF!=@^jguJoW(M}L&G-Ijtt-weaqe<4q`)J z&NJTyVYJxLpqCdV(Lt0!Ia)YRON(3itTE{tq{!<^FhqL?2#hq<6eS zQg`7vnC(Qd)%OE<5s!?-D?Uh5(5R9A`-=MG3!bi?q;p`J=f~0~%MZ~Gys(j*59Q%% zD>PI;z{V7ZPIkY@GYCV7*pIDz2pt}@DnIS;+H|5(r#97N_%Al(wcWWo)QoqiC0cFw zCep7?8=2ob=@bjbgF@!FTwjde4WLu;shE7mx9Mz;%U`7aU`m+U399;Uu5{wnfaOdt z5a+gFI6-LpkFDvgnxVJ`hnVQ_+!ZF)-Z2^>M5v*BF-)AfcJVYl-XZ4e+tkd%4C{%O zVdW;E{0-f9-nJhLW{z9HR>EqG0l~G|BKe^6A60sG=B7j5c_V31aik)9M`(cWdG!5N ziFkk1iV6tXWO;0K1DAt@0Js&`_i?w(I!>0QPE^B#z$5{&I|&X`FFri{QBoc)n*=S4 ziW4AHq^3O}v^#KbZfs1$R}p~uyZ~?7dEVIzj@T`Lo!NL?jgJtygRQ>YG+JKnv-a_r z`Mle-lD$+9LX%u?kmzyRvaTtT`nm0# zq*-X-P@*Lur?c&MTC-XMFk=XE3sQ}LdC*ldG48HfF+m7Xgx(iY!-G;d`M9ZP2$JA| zv1oE*v=Jmo3Dn^cs8J;EcZ|A>IOv4%l0q$*_cnu^zN^nb_#$s`PgvNEXRH7^j9>WZ zizg#_qwPS=kgakgBQV?Y>b;^Y9PGVbpr1OnuFNXv>iPHY`5ulM?%JJsk_$JSjXA?6 zcn_+b_gWSemVP_MFtazO;`nd(t{!506jZh5l^t43L5)5o+0^UFPauA%dM8Xg)T&o4kfUR$)V;`!Oq{NCM#hiwR*W|_SP*iP z7^TTE4k50QQ_)th>FC!)s=Qm%|Glgnd<{V)rp3z_SsPE`uP?`zcjNa5E@L%=W__v6 z`>Vc$ROBm0jxopUjcMaq{4QyA6W^<mQA=f@IoKrIE*PG23Yi+$VD(y~}puJyt zo#1W9fivLD&iT8x`2gxmw^)+ew>aRsfCj?h8lShKjXT8Yql`FqZ3M#xY$Z@iCj zoe;Qm&8#4bvsj4&{8bdELnnZjHTQ;J)$}p$#CEwh>~nb(SSC^?sVKUmhOOhV_snIB z>SYMa-Vq6KK10w0aRq;O8JU+9u^ke9d`XPe){aaHYH(H?k*Gc84g1T_Y)FuJ)a4d| zq<=k;Yks2dmRygeleI^Ww(|Ga#aQC^N>m`EgbxR4^m&Z;2qa(eOTEP8;^N^u+g6^H z8yEj^lY}r&IU=uov5F8&P%l$%Bk4bd<)+^F*qPuM45Y=dQY0uQQ8`x9e=mzwKX&PX zZ|E_`7y}nW`Rr^P|t43+x*@G2fWRDX2Vp6A-!>4b6Rto_u;7^C-cYpfLY?*WJW;PdF8DWcR;&(b^_`GAt5p8FFD0 zP?j<|pBX%LGT^jsNmWymKZ#3f3_uTw0*gf9LwHLPe3S<_yCmNEs?ER2Wr1y?=_RA> zQT!#@WkQUec7-QPS*PN2>VMWxo08aZ@s@oVfQk~g0aRWf;Zl5;xbqIV)%_IsRPqY8 zU=NQEhlfW4oOq^SYgkR-v9LT(63U?M+Q@&bgJueR;&)p(cMtrX-HaKi<8%3??ty0sEhZ7yIlBrw_$Ok6UUx?8uAbFXRE z?|Bn5vy{sK7cr{4srQ~QmwBoV4*V`ItZ-abGY&eMl*rQr(7(#YCwlSMlS#pjSI^`0 z=OLqmW^~hKlj`!k9hJq0gGsK<2KQO*(lVKKh(w&Y}cnrmoMN!BWC_g?t$u%7rP2pGmkbQH>y$81|eTpXvJ z76X}dMVgb}8nljGU;W6n_-~Zw=s43WX7stT-*c*9P@~LIspM|{-As6@FV@mGh2qP3 zV{){ZnlNA>YB@YRHMOx1$7$P<_We^qwc8WTPCYelv_Re4OB+fZ3c^LOjWju!U%4+K z?nuE1aKWwe+4w?2L1FP4gtQs>eR#9?k*k5(-t(gh_0Kqk!(1tdHq-Z=c=4dlfc=fj zxf1bjQRn9@#Y?vJ68GGuND0N-dhs2m@#gmSsrz~u$kY5&svere@|whPxFxvqeaMmG zL7_R1?la;XUE~Ij-u50VE0)&zI@Zw%;0LnyE1WBCKA~W#{E|j`;e#!lM@8UFq&q&q znR4Ut1?O&$-G79N{Rt^e-(5R3$=cO3y`x()iJA;shNhuFEt`*oHo7~gn}tr0Te$bM zz13?2b$#@`_zP}>{o05&zhJcR#{I!wiX5(yu#vp%)%;mnAdZu(MWqKOznE&XWXSOxb!2dyy61n2XBY$H*(rI(S0qH zi15WmA1cg)n2*o~&SK%i;;P2HfY)0Orz)Sdth$L7G){RdK6NMwgoGZ;8=!b%t zTLU?oCG%luI2(;DT2Wb4T5DWwd z8-PDhe)k2@06rqS`6Kub=;k{n>asg8tWU{iHXy_{u7%4)3WLWc-om2w>JReut+L7$ zrN$fvlDrAa4rdHUTOIE7*{`e=51tjSx*9*Ee~LGw7mX*4-%Qwn;s!{NU}(V3ZCb4d zxw9jIzhgJn_i=Qir^uFaS;|8dM^4^f>Ltf@p`4y z;?rV1!P9NWPB#{Cbt8rz+PL$8-ga7*30}>}+ZV#GX z{y@;s;&7oih?m4s>+50<-je7t?}1Df8YH~L9xpRDU~tCdR_7KuTbkSwyY0Y1#XcUD zqlSU2YjVnU(52*R^G;7IS(Im`Des_^o~O^;8X1PK4-3B6UtR|rJ8vo2?q~b;8eRCG zk^F2)$O}t4<7FXzJTKbHbOETwN}0tHsRq#%x((G{vvhPNbW81)#D>qERTtw9e%y-V zZUcvwj^(;*U+X5tva;5WEo_CY$&rwdK*t*a)X{E2GDUEz0EXQML>k6e*^q)QN$-}{ z$Z!hb2AAQt#FxP15+v$#!^I0wM8_~gkdT)A9GsK0s!#gxNk}OXjBISao)62L6+#_{ zGgT8s)K7^?FpGuA%F|-LYn-qvz9nYm4AO8Jmd{CGsLCz3epgW2qx<*ocb%WX+LG_5 z7Wc=vCwJ-iThI(&mlxC^3}icP&x*hfEDJF8l*Qz}{4P141|S;hs=~3SmEiZ))RE#l zerNtvlL6}(>Djs4O<04ouK1AvW)57f4Cfl>;cs4w6+G?R$;eCxlPd-$TqLqGs3C{5 zq#2ek?RpUFf$EA|nFDF~@+DL~`0t=R#Smv=WBCa@*;?J&X@l$VB!gx_cH`WXy-+7>68aML9SYV!LiX8A#C~ z(N^l8NVpda_R!cf9GJq;_tJk`;}aX=G-ygS7h*rv3!kJ+B^7~)+z*bVKd#u6)+gzU zda}I;R6X35ijB=#6WKT`jlXB64{i|t&ohc??(gEu&)qu2Utg!EzKZ?orSUakz0mtc zrTJ9((5#VL^Kqp?|DKXLdfA~0jca~XV+OCP3d!o7z*R$hlP#7V)t^<7y+-wWMyA-D zJz^c9w;58}caHrA6aHv0wa|BQh@5mhQnEkQAffOA=0m!KAdBVg-m?eDndiN5v&Dgi zE!nz^Y5@Ne4-yy|B0Lrz&3wAtocvyF8~14k!>~{93!i$jH4m9!6})&6fwMCPAnashXTA+h zFyAAgAm1~%?cl#{J7{luSpIUiR~68|(D4x93$*&f>jlkzZ0e|FB zt?Ow>WQw_xaevxc9u^gs6yFW2PVNi>uZ6T9(i@*Ar`6qJ{=J6AcGiQ{{WtdBvsqk1 zLOmVrsDM63gGTxWAqdI`M+c|^)AMVanSU#Hd^R4%HtyGN@2;x?0OYbkZhhG?sp;2Q zNMuluzpU(gf#<8)<{iV;M4#22+|~VKmp^A`K>CM}BAPk5JY)+wl8dc6d*r`VJyA-9 zLUkKbzPJB`$RIi7ggvz~6!3~V-`A6P!_Nj!%;8f(k6*TYm)ucFrMEet+%7JFS><2X zW8SDo$0bFki;Js=+w51y#YL15&NAIM9#2l$uUQ)xn-L-@K(qKZ18=lgnY`|e@8j+1 z!B^(WZKN|l@w3;d$HQ6BU<`%g5rJ^9$RsHynznzt#OC_Jde%z^Lc`exYVcFUo0+X| z8n)H)QayU*!$HrF7wX7H2>`6s+v4j^ykP3As&Iu-cr5ZoTkzN?k3bee!nHLcYAH-y zVJWzJp(Hd1&kkI=$+G8xrz5eE=`VK~>e}6P%9(Vuwc^N>Gl6DZ zMbQi~(dSw;CbMn6YwS2V(et^Uf8%rP)W`Eys8gkH2s$$qMW53LSpEAq zUZ3llUa%@B(FUm|kFPK_^}Pr+4V`#}JQDfTig<%&=B)PH?`#g z*ee(`V6^v0Ml`jNjHJNK224%eG;o@M$Y8Y(p9bD9uIU-EWR5U2yf+0r41jtV*TFlr z{Cmz_UO^d2h>Y0yZ=hx@8J`?QO}sgvH>I{Z3I{dCffwznWIy_0EwmQ{%^0w+vD(7{O$$VLUV9FJ@u;(0FxXEwwY5rlDe(WUZYw>s zqmeY+Z+EeQ*foTR$+g(WgREr{{PEEReK-(34_T*z2-uG9^EEbOy+XVRaKM}0rj1)z>y0NE|^ zXTAqMBF|NM6SDw5iqCGT>vYXW-n37^rx>eO`U!CC?0Kp) zF0v!omL)P+Hff5NBccCYEO&h-66y`W=J5@7@O>tKdfs>zWe0|>I_ufu7?wgP5uGvd zMd}i@Bu`+pG9hlY{)CSt51h8XUAHM!qr5LrHPGY)V(V-Gr_g%iy2qFYwJO`qtB<5e zID%icyV!^SWSc{QOUPO!p2l|}?EaWu#oxT(4gpL<^x2Lg@t%u@7qw}x7~}(dQ)~0@ z>PRpDlkLM^s=>>s9UB|tA=dxr<9}agXoez&hSic3YDb?f^Bvrn2~Yn7{g_P7Pa8I7 z)gb2uT(NgIB&!0v+nlhc(4T4%h-IE6*33Vu*b6!vacCBC8KDG`;Fv#0rxw1>!M`(t zy8@4WH&Yy4QyDux2EK61O;^;4Fv{e(=7VE-uuF@aIrU zA=bUHJTuEJr9yC#VyDk6_S?`Yttz+waGI1(Hr!N>-8OoEkEu9-wwIY`*)6NT+aKU< zUOPC9%uae^ErobXY74n$EdL6+JuJ45f`gMzLpyTCBtRKb!)}^-z2<596O$d6 z>M#GY#GTg&7o1PNEpT!QODaTDdjB~&eHV+;Ybxz}>lzeF5ygkS%g`)}LRy^wlkBsI zUVotsmkke$#Dx6(M&}tM6wg_?ct`ZV`6N};=hpemXCn)U^uiFiZJyjO5r1SfEzAP` zH(>W|Qt2IH3YOpl$r?%IQ}1UgyPqwN&+QWMi~W@qxg-r3+@X5(e0X>SJTeZlwloeA zg7UHji&oH)zfvPvI1_cs`7D(}oV=2%n#7`O?W?G8_ol`XmF3)#wV*rvq=c^8>`Z~yAk*t*2gN>TD<`OMB4wD z!fiLaRa?cDIsK>YK5|n0rnJ4jThWI5+5q!N&;S01?Mg#z?z$LIGBYD#!6qHyJ0O%u zz?)cm^#SnF8PD#IA8$0qr#+7<-am(R9_XKW69dxo*b!T3;7RW<3Jg=Q47-^z6XOVE zii-u?yB|IhgQ09>oj;;9(gq6#(FTHy)TpVu6h)v1znCNw1>Fg3pQmULj}WD5IwVmT z8dyVrva!{#VgKMt3MD?l+(V?>!*`P(8=K&oT9~}dy%p)W4LLg>ckqw?o99HQfM=39 z(HWQHM^wn&T-~9ZRoyKU8p(I4mq~$7MiYv{qdt>vf{+fE=b{;POI{H?uxQ+`QT63X z#!n{Y<~qc)QG8Z5gXELcesQDM&-T73n*zO0=AqUJtR5fw2hlX}A_VN=w}N|f>VM8o zEKRnl8EDWzQYCD-m~hjQI8skkJmEZa`2C1L4-ri)8Th;gk4vCHr((Nw}z%Y=?8)wLpVBx>V{Da^n@1ir^ij@m3>xWa2w3Fs+>rp z*DbVBHnvd0yi7J$=c}w+X!}m_2%$sCSDYUjDuRxCKCUl*`Zf4bWV}rE$P`$NoAqA@ zSrH7bSoLm-`Q*ITAikw$5+m9$#Ok3a2u4boKAvJ_s!H|UcP4*IkW38cV`55~J?0e_ z2+^oTu%C+k0qNlN%HwG(Sp45gUe4r?fToxbA8amBVP*JC+LgIeabnF5BsLU^I3OU) z(nS|br>st(K=~6Q{Xz?knN)I|&DuzrwRa?|8z*W&gRqZ!9!n{fs{D)LgGxfv;{gY0 zeI`)g>>PY_J1)LeT>wpdERf4vsOPn}=jz7G#rv&e{e{Ip1CAyWymm%f-vx zFO#}O<2*oGa#{Lb>}#j@OtQdMpWW}7*Vk(g1StGF7A_Pl5h{KA1#J|1*?`_da{Q~q zhYYJaBR9ju#wJsC#>mqwbWr5MNn~>s^`hMH`768Mp5p7qWZL}>)r*9hk(n9%@z91R za$2Tj$f%X4JFoIwql;ebnKAd}s)QT3 z-^y6%q~y}Z{Dc_XMSbzQBKSoPk=%BtE#7iBdwtzN?0#64W5MR)90*}jCg-;Z&4Efa z-=7y`de&5>71ppd(EOPS$(+K&VMWx_FAJlwrWf}UBw`6I?apK|L_3xm)eV&{%zx6; zn<-W_f`m6`kOC_pua%Yc3BOYpL%`AwxRegzwmUo%XYqVAc)E!U5OgDayXpkzdwviG zrVI^Cz82wdIb@;6$&41T3ycbG-Qh3#uek#kB&Q5PlCW2Dns3zRA?9+3jV<#_88Z5H z-z;or0zYsh%&e@u*ECJi?0j*{keU!Z^Y=hO<#*Za5*Tk51gsh)B*zCM%vHMpgjfvq zhGI9}w85e%T@KC^NULJ(&h{>{qk|H}XTR3hA?hPg4VbfOdtG_Kh>;SYJ-6`alkfj) zg|tf0dF$u=v0!?3jI9@(yxm<8R-KbRX4lp21AE>hhW#VSShD(f%|cmaCG~zz#l6NZ z3bh;^>r$l2edH?Qlab?`?PeO5-r`6TI#6}JoXJZQsiL4i*#@lc2@RW0R@Cofx% zKtYYdfo0n1MYfwnX}ss(T;*IpLNQlzW=$A6>bjX2TtO&mX!6BHPjFTfUoIje+CXSE z?KGpLd;^+r0f4MIe}3Ax?A$sKze7HFJ@#dLoZUNKuE|=8vIdc@tzBK+a?~1!!qJ9C z%!AE=DnpJiEz2N00p>6QSTro)q5cL$DH){Tj3v59fv%HNcfdazQ{(XJPw+`?RJ$S@ z0f~*Y5R+l_v(w4V7jCWrz;4Awc~c#6*=hKMX!x*A+zf2oYc0d-)yh_YlOuBqkvR8`H$8<$W%A6=0Vw=Q5c6eKqZEtL1svR zX@F`66~{s*Pk8-M<*A?IY-oq-7Tf_8(SN{j9DC{SOPOZq?*&M>R#pPE$Y_z%ivw|& zjWhBPP-1c7VrF4UYXtX%K(e@=D~#R$T-<48Wi2=Q#SwSX|E4Y@BWHLWi1__Y`87^VD|z*84ZT1j1F4I56&=Q_ag}4}c&V6#6m3TcbY(oe zrt^F{`q*!3bYO1@H#n`Ue1DdJS?^cM$HE61;>$ls&!FRf1ee+u^4hQGMtgu7VPdD?WA4bi34OCY{(d|i z$2V6nDnpnNc_eA`cltx*&CPD4r<;R=%U*})$jgpLeE-+c4ImFkF$vuA*ittqD*cQU z3f~2T4$7hlkP+qcMG#t92xKJsEHWuJ)>cAH;mcZHQD86$raMSUN+K3z;kYSjMep@L zk(Z2kV|RBt#akf5Ma)dP{7pQQzk~1MUwNi%%@^(IN`k-K@}aDNe=G-=Z9?P{)8HGbpX(!tg%WwP&LPPgB5+a>zvi)b1%9KUK)zbu z)7_x9PO(G4qps~n4Fv*VkiNRH5O;NRgN52eN|%S6qSZX!4DZRQDQME&ZNMvzitshT%f7=4 z-KcX?F{6AEl%iXLlT86-ZeOXf#(;=aPjbn;OdV+vG02unuHT56D;*JxE=9o*u}4Ps zR)dXw1vn&fBIqXCUP44JO?*+v!4eXjqeFq< z9aK8tvS(t#*>MA$6~87!3*O(ihzbu!oOnmnRXqKN22DPd)ui_yNtNfpsNhQxe)H+_ z7Z_T(&0#ZB)r4ozqRo1Qv|Mfa+JwF^uwZ{fww+x!IqZ*Vgiq0pODhE&QiFiQ@uhkn z`ijqRaAK$${MsahAns|tZEAxJE8Yj;kx!UE3pblAHuU8McIuY*=$O{J{_Qg0lHA{S zJ^uclJ)j%V)&2)`=#I;2tz{u?Z}-#IJw7`tnVv_M`0bQQBN#oaqNL>bzx^8^&rO9L2}975|O(K%VUl14qE=PTa&tS!ETK^AXMVuPf`P?yJYe{N}g0 zqJ1O>KkRiB779O{O=u%((1*>~I0kn4%HLj{b@LLb{zKH0L)O|1FJQBlW9` z4C`Gh1m^wVjnH(Qq$u#xhwrtGpV#*zO>d;!;9kLm*?jcB@ldFo=@<&-RF6Jfs4;aK zQoDomMg*{9cp~LqJ{??CM~K3caaKB>b#y9N#0?TJrNrn++fUT~D39*+ zU8KGHHz?LKHwW&OrY)*~NF;Ox4m#Jo<UoA?hcNfbcWj<-1Hbs_77j4EeI~qk`SZuTrkU5_e|twA zr8X72vD@DUzvBPvE*4C~_Un%w-|Q7{#DXBrn5++m38$8~qa}dd{e>xvqtL%&aRF!B zSMW6u0Az}$^4oduySHPwMJ)b=45)i>C_wjg6$_vN>ke)7$j6K zSglZarMkoP(Y+5Z?4!(n7}bU0k1+&N`+t4GImb$P?XXzs_W-R5Zq z1MC6UivD+nR4!X##Lm~enoessCrbk_1&J{{$z`X3f&yX_*OdXHlrL!k!&UyzU;JIy z<4Gwg-bOzcGct+fG4dfo5b)miLGUEt$~YA&sm0ncg0wenhsqAyy;Kj-UTJCVRe{jJ z^Q6|zSa1JYrkamR^CnYf8BAsBD`EN-dMpV{a^~!CG#fRyDrGzqUa6tYYR7wFS&1vm z8YEN6(hiWt zqYjQW50*+@iId%=dO4@^Jl>)FpXRsZGwvTu4KJwZD$?(9K$2LTQtJsSi&BE^$9Xi- z8orJ!kW!MpLxjly%2N#H+{(Q2E2pk?v9gW}F2Vqht_w64Q2-G|dno962NexwyduA1 zH8Bya41tk*2IKjAud_GpCMh;|$5!Gbhh0IMb;b~Fmb|={4V*?9&|v?;{!^&jC9C)N zn3Av8gZxqRM%`xo`a=9~e&@2>M&Uc%Z8Ah3{n9{W?M%ifmFKi5LWx!@x&CgiOz_NUQ!q+zd8+jbjhkAN9TD-q=hM*F%r& zE|?(+3#CVTgr z@ufN+e(TJA8E^AtBNw9nvW!9g@;1A@%P2d4B*O zIF7ydtaZhCfszvNt(d}4maJFP%Qh}PWr12RRi95Trh@n+{JAwku@nbCS;mPTd#Z?R z16Dy(>xEDytkE|K0slYF!pvAPTK%AozK0ww?=QIa}Qi&F5CzfeibU?L+5sBI?R0|1N;I#Q?pLIhK1#BOe3LiZ&jlbEM@fL+!Zz`8PSaR#ih?%{CbBre9F(uot<5M4&{kbVDX@sE&|7PqDHJM zCTP&N)Ek!WNisE}We^+lK{qaGc)0CeLbvPq)7wpgCN!m6w{zf zPQ))9ThFm?5Rz&3it}J3c~BT+-|54c{kId%NBLKJUu{veLZas7X<=BON=T!5=P_wX z-wt9X;9>Xq(1HbFWMgm@Wd*RTUx+!V&X0~Yr03*Xc)MhNA~6GF>BTPq=*36o-20vqCt&glxP}`7 zs%&MzG}YOpqd&4LV2{f8W=(QUIBsFz#_K%rjoRS9Iy7n-N|@g_Bnl5(t!I-8o;RT0Q}->asP({BOZR? zUVBH^C8eQl0sN)|-v0h@E(hxPQd+DAA20vtEC3xWk-SxW+`#wvTv8HIHdH2gjmMQAvGn1#tE?to zlR*aOWhMGYg|JUQ%2gDOM3-bfyI5(AypVbp6TBnYd^BE37^T(zqvK+h_G73y>eBZ0 zEk>SMT3X#6dvpwhb#^9TNZd$^ZP60^u5k3hk-WR* zy4eO6r|a?_k!v|mdO(OQE)eer6$RxBx^0Q(esP>Kzfdla9ei_DEwYI3+DK z2_niXE-R1$JC=a1B~#5 zPzI`1dz#vy^pxQ8v5|J)k+0~dQ-2*%jm=Nn>Ru6nWR)}+iy0~MG7AV>DE=H+EGaTs zNP4s`t$g3#FaLk~(Ivl7$B;6>Tj>0hi17CDu5-OW(DnxwO2b&_hXDT(_~mH;bg>Mv zJw?@x-0K#yffugqo5aNTrx=p!fUTT!e^?^9{e3fjVvq~KLcBFTKX_@1=6!buyoH?; zXk_D9*oKA!)xf0}rC)~EICNgPlIFICCRDScI?1pTEEm%{ zq2Uy%5VtRS&b>=|#KMI{VKZwHMcsP50+S~}Q9wYHGmITVP7IZyxFcQvTjlfo>9*3t zc>{}y7eElmzrYGgOf+#nS{z$iJI7zW%e_7aZuZx0fBLvKx(U3YeA61)PfHgfC$A-c zi?02{U%OkpUhq3I6hy3mumTg26_Rx(LiUS26aJ5UtM|W}PQL~`X!rNa&v#nUC?)~3 z4q<{{H#X=61KBDFhUIA!Lc6wRG*dOsEx7zB=JcC#;(bqLsXaEFDST=d5WmyGU?e*f z8jFWbr$$!so=+ovAz&Sp_z6%!P74BjX(#-TUH@ycjLlp^fKY<4z$77xL4MFQKmCY# zWKZ)YUL#>}aCW*qBCQc?>8&6I5%_s-5rfv&U+c&D3!^UW>_DOrNM)*hFRc2&cqS33C5ji3uwEh3o3-3c(r@cB8Gd zl!B2OMbEGph_B!>w1e)?nL5{H9Uq`;k0*{iJVGh~yo1FxV-N^0)ET=`IxrM_!`w>? zEvc6ovSXR0bokuL)}4qDxOZ-TAL4NAQ66u`68e6NC%lJDUTAaEc$S6($*k$SoZ-i? z#0QTLqV^X}9m%i>eTWLW%_xJ$`E;9@TtOx;wyZW>^K%VARO6Aw^)&VF+l6OBwZ$xeZHZH?M>l!rox(f-R8FwkrcI0(%UF{8gCfSP5 zOjb^`zKo@&bL-tvzG1EOMq8CY!S|e)W>>4qn^dpS!Q$gbephx}^SyAm{A>9?$NM{9 z?W#5i$PDF>{cujy%BSWnPl%kRXCfJzW~ zR_XD;j7g?$T$MaKP< zJ#&lZdp~_Z30U9n34c@hP$3(O3NGcw|E4$t&lo43)a2B73(?Ohj{eoQZxBnlF}S`z z&Z4{RYN+@+k!B+$U3?}o@PkKbihaE;5TvN#iha+zCF7r8hEKCIrK2gyhGu>D_rZJoX!j?-l%QwF~ ze#c!u;5c|i=vnS_8SJCexz-HnKMPn?rPK(8(m{e=!NKMMZ+p^*hHM!7OE8IO;YAhC zbfUjNYlXE7nYsl*skG`8NtonWxRcG4*+)sgcK)_F7#=HoVqqoPn%OUGgYk(J`Lijq1>O*%0gLf@O2M~ zY*`dvtCuClN_iAY0}=fH8rWW|7mu{`A&AxbsD*_EFZ4k{o_-{U@Xw`*&D>LR8R+Jw zM$sO15{R5)p^Kj8&f41>b;5h9ZlS@9D@)K3J=0hgREVg4K}l|G>k=H`dFts}FGsf+?>FF`Rs`5Mb-4(q^z>rK|dgwb+NDB4yap&U|><6-yG77xt7FG0(HDK%o z0_ou#HR*bsv8{ygjt^WTwT@pIuWVQb$|+er?)SInD3gBa${wHctCDtv??HCF*=^c08feBmpE;9Qv&o74=x6z;fIuBe%q+|NeRZc^?9# z$Rta05V6g*nS&qPRJId7DhP)^n77z@`CAE*(Mw7kZEUD z`flJHaJGDtDzx$5qm5Lk^I=TnLEegcSrWHP$u2XaIb^}|?~Xn(2#pXElQfH%9Adm% zlmT_(k0XS|XoW$mV@0bwEo@8>G?vNg6lJSyojdGZT7m`c{%rz*Ig-htJaQ9~3eaE$ zH0(g*Mv)M+QHcR`7YlBY5~-urn&j4%hsrkKvOTK6>vMhb+T0!=^cJMESOQ>j4FB$H zyLO*&8PAR9PySM#ojAZO3S_mU^wPj#kFH)ih>qw`6aaqyrhW0Z^tEfe&vJ6WZCb!@S(?Xp{cnzK zKce)bi`Lp*a{?S8(TnJ`&R}Ad<^EKTEG)&O?TGB$TslRt8EwA6oT;Tl>hbXlQ^*oC zC^#YXum!|OCzH5_XZg4A;rUdK%C=^T$>Q(l1p>A@m{n(eoT&RZ~#S+0~j_O()Fs22%>W{0y2^YgMNtNt)sLg0W;@64GcO?N>KU z*Dz;)SB9~=s0wN_`k{+7O?sdBCiz)D?lJzvTZ3HIo}L(3{ygEkZv26b+sJAu5bS+h zMGZY$yvr*K(R#%}{^~&92$^mPs-bd@akY4?S7n4vOGdM+l)Msj(Q(gNw8=Y$ zgHXJEeCpQJ2WM{z6JI$VhKbNC*>P^~k5ug#IQo(0-B+nzd>)X9WO~|6UT`0ds^30uM;M2n&GOxSNj#!+hQ=fkn=5{AM{4K-&fSGgxCMH8q zx@Fx^w>Ys*gUh&1wrkUpOU%-m82ttAUp(R{r3sa~>n=mnOfa1S2p$W` zA5MYqQsBTr#4`TpEjl#SrMMMc$wPW(g^IjJ-@>Rhh3Oc&GM@mJZAp)r#g zOPF#9Enenup&@xMisc_V1~wd57Xv7=c(07WJVoURuPEOn!kzT8=c_S&>hC_gPnUp97otNLjq^*8f zJj!l6fL)->V`3%LX`=vL$?2u!^U?vy+|>^M+_U=5&8c#(otb2n{)|K< zG&Cq(UeIx|rvvrQ^S5M&uturZ!ds*M`Skf#4+2HZ&qRNV)p>-Zf3J{2$Po|)EOiha z@#bd6o6%zBEYB@^nxT@XJH8CF>9x5$aijfD^%grjnahWkLfgNr^2QLZaVvLM=1N8s zyezGi4w+*j{w}LtKzWQ$Ofa>)&$#QtRzv;$GfrNs5sY?lh>HbGPK%stTOjSQLx#=9 z(QZa`V(~@H2qEi^BVNoho<^Lm%-V>hHoU>jXOH_x?He<~V}4a$>Y%HVs;p>=^xXMp zjLI*=bQ}^tjVca-vU7=QY%Q9Nui7WI%CRYIREjY*G-#2O0#X8Jo7H|5?SeyX z{aH-Hd6T0XsYzR%TD|hMNW4Wxls{E}o{GZaAHEXZdYh$mzF6$r(Un=?8 zDJmE?veh#=4`L^C8{-C=^_mZ=cPNc1U$msPrxLV1gnSG`&x&98WI<)!pxet|kZy|2 zJx@q6LrP9bVOcHksZ8yDpml9bsN+;Q_j(`Lv0@TW&+qVOw6ct<_{1Ok@!Dg0?T_hz zmZ;~nWP66H|DVmkg(Sq#hG;_4_!lq2VJ|9ZLV|_GJAT)?Iwd7#?jO_-moA4x15Ur5 zJB%M4dr>)fXJxreQ7}!*a&f2wNxFpqCrKN&u_zM}l&=b&rK?XVO$OigWs)i#gdm<7 z3c-!i7fYYs!0)2tGEfd#v!Gx5+P+xeC{Y#CGyV!fF-IgQ6@hS4PETYo=g~ixm*XhT z=W_MIelsJiSh`NGRs`oF%$;HvS)dcG$ESmHtQlvJB2m z48{OcdPa_ku_w$Uo?hYT%OG37Ce=ZnbUA4%<@>+S#XZMFeUnlHOnyd~ZlwOuS{q>{ zAkV*g@j=F=Y+9o|zEu4;W`6Ajq%i?j%(5ab4r=>1TeVaEbRCfG)Pv>qGS50YO~2p# zISq}KwQW0ly8;+d&a zq0#bg;1*Jp_1=$kb_AF0u^3)w&Y_HJ>bFoDkP~BGM31Wq0QCHGZEc|U1|sE-FeN0do4`Ov=k3e!ySx5v9Slhj(J_dXf3NbNMu{nn zS*;-@2P0Bc9ExBw82~p7mG?8^&;mKceZ1|4QPo%#n>6xw7z!J94L@2#IDQ5G8j7ya zmJ=H=)D)jBqqCd&An8}kdGPN6NYVeM|EpkdQ?+PJPOcaD=D9@c{$lg)L!-et=PXI+ zmqrE-Hpj+losm)#sjxArgHX7JY&pX1EA*WKF@guh(6m288=?HJ&jcd`XG!J|F@3%@ z3gPnHkvuQE_D>qqYpOQcM4xJY-xx&^!t-n}5QlXHk9ZeX5Ju8_`V+H#%%5}3Uu5F3 z+{$%~6xiKgqbNkv1uBhc|`ScIC$YuDh`_V(L&Cxv=a?51wl+XE=0il+T*5eF!EU{ zFgwjh3N$)CX6a`X+BRV(^}4V?skFMV@+F4@!{;d#%Cz|?Zjt)voGy^&NfPxlUv6|1$Y+HPr%GtZpX1~4^Oyd=ag5fFPCPNF z1QDNG%VYSJrJK(hXdxDPMgTzh#rV-8-YI?c^IF?_#xK6WT5FB1q6NZ9Aot+rZdH-6<$yWc;+ekmFuzwcw=Yu~1 zD$bQpl~*6q`?Xp-v4MJ6m|}(0_KdX=W!r})3056vud1zb;uZJ1;m=bKfUk00yBS;dYtSXe4o2v?i+ z(6_8D0ab0I>j5BC?+|BkMiN>Z=itHpZ{nn!Q#;k#7$*IbUQS|~O=p4%x}U`BV~ZHF zT|Lj{61$A0BDNF&eybp$`er4XOWbuo?er$A6g4%)|3VPst_K@0^~izIA_XzCGs&%h zVqW%q09|Xb`}uHMXOi-O<8L)pKjC%*ame~K%?H&-B_ODM5gmc7 zLLd@^OISO~Xl7QZ?{}LLn6OK{UO*SeSj^IhVn(&uIJbbP5-dP!e^fUjP163Xj|=%F z4qg{%e7UX?PNvx$2GOz}cqVfzrD!Yx5yY(C+dHxVw!+%(x48xcftj2lo@dVokz130 zY@Lo8=3J&4lRdZDj1)bzh3>9TINs!qbG0ahCqRIjW2BFVOET5kCobP@9I@YLs#|R| z59u0>IZB1CG4GWKdm_^_YZ7aeOiu)={FLQC0H8Rd)D_p=@f?0iMcNZO2K@tI^hg28Ws+|>rWl<+GY z-3kSGn2=$D27J7B-x-J5werf;mQpq%b(VfnRyNSg#hs_2R2i?$VAp+H9`{=k9yt0c zlG^ophI9YyO`vu;uhEf1>jkIh*eR~v9F|j!4mqNldmZG^@aN!w2`gx>eP``v>rP^5 zs3cd(QI){eb*x~KB2GS#gB!AY##Dk%MK+}>D(K8Ac#Y_*JFS}V6tP;p!FBLj%0hMO z>(f3hIm2m=a*!c29k1i&T0p|kXl0TDdv8XC@8(|<7-YLmXStlbUW@RNI5*60IU)fu zW@%81eb4&y368~_AT2@wUFzju`}0$QQbC?5j7Pl1zWqk&pL^u8suDr1GlrF#3 zCJDoQCTGPm86F{zz08aP{xpZv1L`*BJqzl{Md2Pqmm24ifea`h2}L*l#HE*_+u;c8 z$C8XlG}}?V)aMjw@Q@CAc0#jr#S+OMdwG40db&T?7H;&kubu6(U)D<=69S$rE-&xC zxq)DBSaA8U2(?Ydre~86OfrwEQf(=q$VkmSX?$I1btJROb!W`G-74`qETkFp=y(!W z5#KhaG{73;rvoX~i41f}NmA*WQRwt{jTru`RkF7{S#77F|3H)!bIXO5t{`HrP^btr zv_igkDStF}O6X2B(d99HT@Wi%M4APNS}Wpy6m{xgESMD1xDYzuU`AFq&4+tM@YD9o zf|UYnayare7U~1)#bUHhTB+LZDc8iEjg%W@=wF7!a-xPzccy!Z0zs=gX1t0re7VXo zpE-e!b4MKvdfS%i+zn{j1*_yMmj_vo-%<29MzVj?f6i)3} z9X<2mzu$*S_&F^@BjcEvHPUYOwV&djye|T3yhbbm+(t%L7OGwD-ba4&>I5)0U9Z?P znj8aS&;WmY(+7p1)GWmD>L`P2z=l1SHxAAHI0nj1`L1M;k?#{3&^BA!f~!bvy%8oN zC(ORj0M(`WeVkkuY-+>Xm3Y)YK0Ebs>fvEB23{LsSH8MHwLrjumfOU{gg;VS*}}0N zLJBVhTXZn%#%ziii))3Gpi%q*BqUxy=_#-pr2mu6DJ)S}YmmxIx$=9mEi~}`gFN*n zKI^1Ux0`#}mS1}UxS~32sB66o3IGF@sL8pCvt=UTZ<}V!ZEaZtBuQ8Jf|wh1EUm17 z$Af?t3j(f{Hm0KLl7lHg(3Grxet2rla~nJ>zp}00ncIhRWP}N_W`Fg4$3s!HkFP!X z2dlwASp7q7&nL(&NEML%6q8N?KRWcud%{QfF_idG$vlIr{TUW5G)muNML-M~;M!CS z_zMR{5=KkIpj{$9(`xLvCP*0>#227H8M3J=oU7`;qan5zrMfj@bjw%Y%3In=gI4fOOleNa}aUQh6d+sS;)TIxXR+r`H9l28FPxIxAmuR zsprX+4wCEiU-KJf8+y`EDxepO<(!xm^uF#xZmovyUhcd8O=bAVdhaNJ6VRNdj&aK{ zTgIe4JHIaIfnCo2@UtazZnl&uQK0Hwp!V&}Gcsm=H>rjhcGBoQW<=FgIA?WNVB4q( zxPq6b-3=MEDkLz_Y<&~g5RkS$Yo zOrJeJ$1Jo@7h#(1#0&D6Gc|&m?FP-Kp{ev#Ffo!~dtraa@2gY^bNla(GbV6Nj8G`%0zuEhvbl+2Gv1)U4&R0lYCu?ZRgrJE{6j%z7)59Yz8!SY+A=iK5jw2^ ziIWP>n!}h1=5)twvLiGCO(~t+Py-aK!RPEjh6XD!Vvth(Q$3u&hSnbf=hsB z0sjPt@PqaqujpI^7`aB!_Nd^kXUVu5Aslj;BBs<-->m4qi4QL{j4e zfQZ9wnd$~#-al%+_@!Z>X68C3QlKG2!cl@)t_}il&f1;(vr5V;XaDBf<0^m%wAlc@ z45osN^n4|^a9{Af_MlfCqb!mIAbBI>Vl8dCCmGd1vK}5>2C)tue~%oUZ%Nafd(N1+ zb85m~fzW}PVZ#aNKhmT6AbR8)4fE@ulM+nr5Vgwy7ilxK1I zKH_9whve1TOf#Bh5}Eb#>{>6#KQmY{sLuo>npMS^Pn&U)xfKJ5AnPlKwXv%M_l>f_ z`7UN!MVJiSRH?q3P@UX3Q2cP)pelgI!*@N0;_zU%UPE=`Yhg#YDPfswG zs#D+t1iZU^j(Bm~6u;p>&`CvwK9HWCV?J>F9MCtQnApO>JX39vv_$n&pP;?Pu~~#c zIOCmxPq)2Kr#W1H5o}zYNkbvT3+-Wh>STpf{ofzQDklt%J;;t90)1TfZAwt8pSmQb z0EVApHIBU{ZAVt2v4T{mfbt9S=*kiVwV8VO&Ki z^lsygnLr0Ru_o3`|GY$!(2U*uf_o)DW-^~v;(BP};&X&VpeT^pymY(fUCKu75>)RZ zgjqhccUGkVjcrw6m8FVl5s1@S3`D@ByxbeDowhz{sF)xS$g?x&mqGoDZ>osr+VT)m zDLSSHcC_!*8EjY-wVs!$_{?qJv!)emvo@dXFFz-@2VxW`K(l78D~#+hm#@mhFSFv4 z6#6H&Uh}xVRlhr_(+RFyCcprNGxiUtz56SOjOLP+HJG;q^mxQ-ZP<0&ou3YCVZ7gs zS-ojYO%2}YxEwEL<`|=_tgLXRQ2U-TMcFP;+PrAvSL&Y~3sy!ZCTzvIAmyV_tcw$m zb6?0uyvCF^Hlv_`@rv(j&8qs60P&VMYF-CHUhvl;1DM zdh_3w5{nMHz-&?`Mr~`=D=4b=cdR zDSzs!d0>Ldz>3i+3TkMHupojp8F^3pyZ7sClIyDk%}k){fT`yD37?MM6V4mFpA#=m zXu(!%_tY=`T}C+VVytFt0?kDhRo9iuqh9i->|jPz&RN$e8#o**O9)~4bR+Tjkn%Ln zBzekGx#-1U!2gE;HN*S0HKeOvmjnM;yi2I_cI@e7m&*5YO|l1-=FT|xew3-kdDD`S zu|FdxW2iF9&pcHTw#%c3(lbkc_8m^t>Zulbep@{U2^tSuW7Y8BQDCiNqC!!4yKb`G zVAk4G%9L4Ghs4EmJs)B^+r03XTYO{l(Jf!bb|gQM(EVij2LRFnub%#za|Y5wLAk4( zj3p&?^A%C^Kc}ZE&-c}(BorHI;mHgSu?nXAcA*c! zBYD;ooum!MjNns3m+==`?m*<>dOn^7OVxg^PqiS$tGfk#u8+2Xp)K}!&)&lHtSk$6hwub`?!d69b>8=FpiLP`%@=JJ6UPAB;CmE7 z!1@n__zpR+CmeukjQEIZQy!)f!dI)5ip|phU#1`x8G4=xTnb`=lBhWa0~mFDL~GK# zx(07Jwu81c)f}DxCZ}U$V*}`Cc}0mZEJaL(>1U`Rs0-qfm-z(FPp&5ufB-Jyv@TUF zNc_pEFD1>&R>;rKPvnO-G#HbX_Kr4~z&_aC3}td_Ft^nu!THSV8n3hh$XC+U;17NS z9~@+I)$ZeTU9qaQt0~icVChk^imq(zM6Y+T5qfWkRpU#j+)z6jT@bE))AF^$2Ql_H z^W{+z+;#@vGnVqpEsPzBts|jKC^!q#K z0xAV*lWWwSMGcaB&%xd`a`?lpujzcQBR9tX`rk*ZuT_1do1zgl6~jl4R7dmQ`B-`( zA7CI8I!y0YpPR80{}I*BC*tt%@I)}93_pw-FZ`#q6n~nLt4LG(%8}vjNc=Tr3 zeocDk+c+IvL)oMMfj5uOs(qYJ23BG!vV{0}M7yt6M0tBu6u`6)?)gBMMJ#d@OloDs z7oE&ZJo>`>$6y?<$K>3J>wv50;R3^rcuNYDC`%u}uQ3ZoRxa_bc#`6NW@l^cB^N$4z2@BgkUAr2|6itLm_+f-^4wF#?ek;+S!%w4sqVlKSDe+De0}r>%pBds^-%s zveWMol5ti~o35TSg)~E{czVnm09+lP%L{-I@2UFtmzCs1lklc6NLM1viDiu4-Q#kP zU#N)Onkzjc9+xm8(X?LUjqSVrXa_@RN3dyo`R{`~Db7!^qrQZ=@a?-R=Zq8@Pw}#c zzp9mX2f~-y?K>$t-i5?*;&H#0sj*NXn8Dpr9;!lf_MLG6gD7WL@|s4<^nM*BNuG?8 zg|1ab&($GX7IWTmxAHk~f;n@n3LvJJ4Y?nAYm_MR0uVE0Ud|1t$AIc8bO2BjCaw7} zFMuBSEi&PSzp}Cd06`KHbxGc(3|H?kjFB+D48ACdvx$b2eA=B0LEgJ81I&@tiSf5-V=tDM!_1s!Q-b-_xSvFV(=T zd|EFN6<#P)dmCcM&`h{3R7$2}7i{;uzOorpx2#x4c53*`JiF?4-8#6Q1cmkMUW*JR zMjAC);6_bf17?Fxzgslzl0cO$M@M#yy>R6_*uXb@YlDBrGJ$8bM`>?`>gG8Y)fdAI z#Du`kgnz#X4oIS4t)ne<9O3`cE`9d%dT?AoeKY&~73e=0%aV|DXC#dtIRyBuK1iMb zLE15XGuIcigX!|t)kmL_Jy!;dCg_iE6x@%OhIWpX`OQM%@o0)L=}w=U71e+N0HgVX zg~{PZm;JG;plZuL*77FG^+w}$^K+^u2V+aiOuMR9`~ob1QyqxL6HrArHwmI!0PYzQ5pORe&rzBITsN8sdxM1WLG-dvfo>S;BF zVf|L);7El&XHfj;f)HIXOB_H>?Zo-77$#b^GL*X6IJ$X>hJ(ONG>a2YU1_~KjSsk% zkvQv)cLjW_#Aydl%7<8#;(?Oe?JEDFfPj5IYT@sB8Y<#p>6w=D!dYwR5Eze$NVg5} zJz20?18CnFaj|8wjZ8B8U667^alPw0Lv7plY_Lf=QCWG z_)Jb7#i{GOaJcSv)20#QXI}&SIKYjF6&a*50`;eDBRK_yiMvCp5U{wg{3l%Kzf3C= zutHVJkQ81WieGjLNut#r?`}TFZRD|ZcSn!WAI3+$?-cWXz{SNq4I=PQz{tJ>{l`oL z{xPhs?hp*Vzd1oc-8~yIiG!{(ixDgN^cu!Vm1O@N^$ia_so9k1dSw!n2&*-v37TA$ z@YLv;;@{)SxTFhGB}QvwGt3#Xw;{}@udIkT6M;Xo8X+^m^^96Vz6quR8NS6ia^u#w zcru!D{w$By$`KV^N(+51MI{;wtexa%N-d-4ZF-?k1imx4Lc=_L`9AzxM_FC?jw<)| z)QM}UvKwq$(t=7C$DBYh=Z|=f@{y_3>wMF%1Ycl`aFpUn>;JF{br=4Mu9dGmJjhh& zfh74eUVy55cYSDO?UbPXxZ4R(V^g!{2??dZQrJaulFg%`*;oKov|*=~{CK?!#+2ua4T{?n3rlD2`urIwCJ5jGff~Fcz?}9z zTx{kOZ6vm?XYejyu+?+W+o&!;m_fkhG(F=OcYlQ__+ZGljC{`r-Ik>7_OmC$og+NH zQ?Rf<{)LdAqr9A&o*sGhyYspbUCpFu?C9t~ehdx`g7L~_^_mV`9cBA;x_a$v;llxXmm|pR33^$*;F5>RL{70E5&ol?UX7{JlT*R_tTOO#7XntZRqRjI6`Z3 z${LVyNEe_Bd0wmChNN2AlBW*1KhyUcn;mRck0GfxGl3Ffns17+N+Y3>Sx$il)idw;QJ{fRS(#GnLo1 zZ!u(-${oP=O0Dl4WTCo3!zPUfH+O1bne6I?@)c*yUFEil-|oKwF6UX5dyDPNX;Q4* zl&x0Q*`#f!?ci&jHwrXb`^S~bMh!c&uizDCC54|6)d~v69?`Aw|VpXX0;OxU0_*$_(z`Z7nL`g zq~?(vnXWeS$cz=yw@UPwGTg?nHAEb!2h7UaPfijks3(LlJ?ZdkJ00TMnmS5z8vZ#X zoN1|~2I3a%qo$Z=l!uWk&NC|0ldCNFVr!qYWLk;;)yei;j9R`-6*4ADpTUWTVZkcpqo2oWi6%Z8~zaPgvms3z!X0Uw4~=| zSbAEgm$a|%`EJJ;S=?DHi5wSgT8|6TlH*i&^{4X}U;e$e_^L9=XfIGV5o-NWh+BsW z{cfU{Y{|<9uSf8|3juJy{f(vSDaNB*M}9gCwTON$YiEKY!a3A#H&Y&>-YoFy?UEr} zOSQeIwl)0C^I5@%hX>I8+}-NfZKrr%a#IcfbH&kJlc%pX8&GMq7md?R{I`KhH6F`(J1HFgazuH9w_3e^1YU>&~+ec_0y3H5kS%1+=-d{hc zZ4@Qd;!Z3@woH5rnBiU*TnzgqwG@>SuZJ~r5L7v0XAt@>?PpWjMdU2^=dVVbx$GM8 z1f2KUZ~u5;bFT+)*fwXD>?)t(%zZRWQ@7f|om#wzSH}3+FK>`i^qF-$BpE)WPHB-< zO9;@U)r1NmH_QbsV9Wj-|wQz<44U#T&6l@ei zCs$65g*{vNN4IO^K16aO8a_Ddy%LJB$u!oz&2^sVLY-lMM8~Cc`0I#;P7g_1cnlQ> z8aeah__~`w98O4TsuCN@vsA+V%JUZmd`^i>crITg@Xj`Jny^x}V0*Ta))orXxy0Rp zIVakR4@=-B{!;9U40nSZVZg9`Nzk>8@sh+)3Z}7n8V#Mb;F~oxHph#A75&(4ldJjA zC>TOR|4fPR?%@)q6IFkI8lE znUp27!wfZB<5!!N^4h6&D!~93Y|R|~?BwzB1R#n9?EEPjBSD?Ny!!i}x+Ve0M6Sau zOcyP4?YWaRJXc3+c|$iM!9xs(JEAKx;K3*^Fm474ndx+Y>_>|^MKu5e#}f-5D!Qv| z+h@f*1)l3qxyQMP&p-sg!q)pG+uG4m)AaN-Dw-+KUdMeveQ1_ZN^EzmZm%RtnFG2` zKpp%_9lgXL9x?Lz?t^yF6{Wy%ign)`86feL8t~JJBSUkOS=Z_v70Xo2&#Aw7F_aD0 z`cknLdI2SyrG#X#ZB7-ALBBFYFA`>27^S|)tvjP76SR2N7MwrG z2P*qc8$-tpl@fG#)sG&2)5#SO8{fWLh~$=;dS3e>(L7l0iWp2+?RvsloKch~VVV9T zog+jKC=Qr5ioBJ72BmOvxQERu*20tzk#F5mN{w& z$XW&Z44GM;df$r3`$S!Edu6og&?b^G8VYjt2_`Mp+9yTEDFj)%re^H1*VB{4Q#($%mrKsiJf7o zngd|?(Q!-ryf1-f`B2>0zh6C8{WXX_eEx9Ot%>oKtp^mjFY@zas09My;dHk8)`;Ni zFT--0{DNM+Gq(SUeoq){6AVCieTd1Sa8_xThLsSC4WJoUmhTL&H_B9fSZxqI;^N8$ zMMo|TvFz_=m%|F!_BOhLPywN@MB>)wKc)IU;06O2m_{PwENoNR$>n>9bt>P^28 zFSl^l+oxL#KwFK9QVa&eTm-m7P>?xEP;L~_rX}9q_t=q%cxE~;8Pt3s@7S$cA_WLw$hi9#oVunYn#gkBAP@nf=@VT0PHH);ai-TLh$W?FcyPXYKJ-RhZt{vjsnj2U?TD^O^!OZ-KO$Q*Gxezaji1$54NQ*25MG*WmmL? z=LDFTfMgMU?2mLfublYlPClti(FQRCmUDReZIic$YKkfaM9OpOD@9 z@}o3P6?X{Fv0yVR&`85HTGYjYWYbLk^XfI}Eh%f+Z%^n$6+kABsfkG445ViwotH9ewoh zxFGXrp?^BxNCP%tS2Kp9oPjh+tyK=WcCtjZ#QMtfQq`J7QH-@k zv>9BXbEA{9)ksSaO*j;mN-TgI8tundzf@%>sYXrP!&{6fi$W35WLd9y{5|Dd&T9L; zmO!1j8PA#&-zTSv6{YlR&SZh$@vp4g`a_5KqgRL>b%rGq)KWNivMlDu%drLhK@hzh z^5@D*O4+Gs>^wS-i0T5QxSVYWIHs($r{VG>3`5WmW^C~RHXW8vmop@MxdkyVOp&+z zg=mBzGddk#me?YW24| zdW@fQDPLL+#_gIpB+2uhDDj+qYuGpLCn{ojNUlEM)z&|6ThnYsPiEjvxOP9~;ki6b z^OmT^2?^7HfYp@Lj&B>-X_3%zNjX7@!+Be&@_FC$SexOJS}V@`%1`ksm)2V| zN#pRpEenx|%K3r{zUgI>?524<#c0g=9?P%n%9kRFKFY5LY%fKWNIuvsKjH^S+f_zs zxRoMhzo1p;<~jhQ=75;B3$&XjkgC*Mf2;iHdF*RUHswu;%>iiJf7%CNl`zsz|2G!Z zdAAzB87CfoG0x5(D^Xi$Ps8qXD z*;s)Fjh1ljX0C09%Vygd{{obXrJwEf^45C-`-`Oq|B;a00=}s=#ct!PYf2ggD#v=; zm*ek!I~=pS;idv3SN2#>qly2IqqB@_@@>QLs4+@Lr!ru4cS*N|AfSLWNH<7#cXxM6 zNl14I(jXm@(p^&T^MAkZw=dhC-S>5!=W#SIuYdYj(eJG8{Fw}@IqAqm{S&ws>>RM? zH3%c%S6&IKFFo?#iOoA2fJ^HGeaK+_?Afm)Usr&!qG zjqd1Ax~$%1kt>&K-^4?J7yEO?IR zS2*yA+syU6qsBXT=3UAs5nof8(MV^KY&9F{ypN z4g&6^{yKS#Kd_Ah5P8JD2pp?;nhyL5l|Y4)Dxr;NrB$r0)QRmVDSgO%@K1I{K*9}2 z1WJ4JI^I0FkF#|9r^geRN~CHD66d@L-PIir3$0(7-g{1~A@K7%#KFeeT&BXg#@EB| ztu2HCBKG1aB+Ixzgg_TsJWBShCztb} zE)S|7U1P^?KNX(Cmsf9i0SbHO&+zbH#CwYGaggbu$14c5iC3eu);SlS-tXkNwvtsX z(h7Tbkh}hJ0NOwf&bL>!zAqxx9XF&2@SoL(?PBRU*<(JK<_L*MgK)pSj<(l0eiezh z?Nmai5q8CW@};ciL>&!n>?tcZ?<&sHg%qi9Za$pGU_n4tX|q+AzCD#rj+%V{AiOM} zCpTfNxfP@M`?+4_cklAM)R=Ek#k}h(+xEd|Oa&0@D8J_J=Bmg0NzMiMT!9oT%@7_`r|=gvka zTEZlMQL*a%p$@Q_tcy3`6hT`BUk?)ZYym<6u$`xw8uXv=#9tS)+w9G?M=4zTU(~B ztwcBkM-0TOm5B?%@1AN|ij58r{$M{hW>3Ie`Z4~jC0^YhFK)YzI4GN`8lSQoQAat& z!RIKVR68~4C0aZW#i$oyFmtpGITmt(4jcc-rj_OUjqNYA zJ=PzYx{w0G9GHkyY{PVy#HF-TXF3tH9EQTSH>TN2@RZ%QbfT7y!3PvvL0Aa1&O z<#&5xKkL>9V7tDKDhh1Zb%*7F`Fc#){cr66?r23N#j|a?Cjvf^LuS*G5)cl`0z`wJ z1%Xv`xVmB>wGSpKi3OaNhK2!HoA>o0@!!)uef{&Aupobb1k8nabK+(8!J}Dj{ri#B z`<_^z;X}Pk?VO8kx*1E}^o$(1g);&agkd5HfrRn;he5~owRmH#w~Ll@#lQxpfa~I% z8)(;nbfa1EhhbS=1>Mpvn895g_U~wnj|#=F3uLO^6b8U8qUX{#r)JAi*BI|l1rx%{ zHOW-cuWm<9wRnhAAL5z?jSF5SP-?JPA^GnFFfzPqG8`XZ^k)Zq;vD~sG%u`MlCl#R z{!;A`NqU`CDubn3h}T1;hFtdK8Av)&-yQAm~Hap6HDOH#4r{yxQa2ww{&Lp=X{L1kMc zcgdx4gvH3@8Hfun@$qoIE5WAJddq`PFtM}Rb~j@&JqY?&nG|lap+ND1`*PPngk#R0 zggN7g=h-Vzm)QM1kon= zF!@&E_qX=H)6E=iQCE{w)JjTC%WFe(Z8Zh+-o(`1 z#EVyx**MrY$HLtyTQQU{&S3)5a3~a?own8FwLC&tsEa7(hc~6VBz7?MBUt{}b75bT zE71$x&Mm{*L}g`7Cd3bd@1Io6&<22%NLJZLL`6<1+!v@R#zWUH4LdLH*_@{Ad?$34 zkfm^?%((%E>AQY_uS`t(X7h?mdGE++{LeEsf2z>>4(pY(YrWZvNQs%LoJ2qea*<|o zku=}sq-JV$)JI!AKuDY|rIf;;@Rg?9Drl7kGNQM>}bIa=!@>bye%|3l>@w6!j# zKNTWQgk#;DED!AiTUWd{m&C&mN-j8M9BynGGo}I3AhCei7PIMI6a~&-h(1N9=6%N`|M;dYB(*TMdQ$K^!s}xlMS-qCik8WOC59>540+StpR7^7%HoA#7-Fge8AiD$q}8<=BOs>w7Zbq2_hA zgW>jocj)-cOaaL;0GDk`GkbeM^0#tbhM%?K;GjOE!_k zkcs6(0hLQXPLhczyj#jDV~a1lTWO+&gsXl=%B(1JvscNVf1{6gUaa@z(524qR-|Z*^J{)Z2b8?x$Mal|g|Q4D5oX8ieRy~Y2itTfDb~lK zfRToW?~`>mM@S|u^`{$Dq2YJ{7hyv26tfg4(X#n2j=GJ^syV3US7?&ZPGn0O(-HVA;;5fUjGppBt_2SZ^3@Qdh& zg%q-pnEQnPU-xO@y8{=;t_}JQuAxN+&^GP?FkxIRKehObEse-gEur$77G~9Qja&f5?p+QGfmG})Hn-KwdIy&-! zLeJPjN?fOF)&^7Bs3tAES`HXXD7ww@xY!KK}%3%yUG{iD{RD>6c} z7pKnSU;I<;t#SPJY815;4FYd{xp7kJ?5wy@3Iu7lD&6Y2cce9$ z_Dl3b>Z=57Jud6-B0Zl`09B0{u?-frKaMgr#0dX`A5_5S@?7VxP4w*3trsV@*CSHP zPaE6bjSbLpO>2x5Yg-6~*Hh@@-&9efFvBM9CWBHbs__SU$^aT@6xVo*YnQ0m%HJqv zLPGfDAI$J>{EGv8<2iO=E-Z_pcxOB~oDxA?YcLRuwyZ1^FD3zOt<%%k{`v)f0Zo5o zigc0=DpaMC^M`LXh(}mB(_CGB#S7;rMaAKuN(e$`SXa*#ZN)Lzs|f^Qz$FwBYA>BF zW57XLg=Zfa^e~p`{Vps=M`c(C5%QzhspEvYHd#Srsr}P51X~U;$fcZ-3_`2^ zm?p?bsE4WOK_zWdN)Uf;-f)gh;`j#oP?Zr49pC}(++@Ak4oIJ&Bq^(7OOF0km}Pj5svNJk`YI&J4g^m)c;AjZ zQMj|_zFe6Ju=}uMG?!K-(RafzdlvG*)lz0ih|37)jS#_mYhSV?N+0yGh@j1)#=Z>B6M~spLW+2s2dE^P+O^?bxIeH6fHc zTWN6k?f^=$xuu)gd(&04pArnCqmZ-4nimRyAz`<`-|GJ{W87}b z5AhezURqkt<{#htGiHq`fZN^_uWnhSp*inrSy1mRi;0D)@`|hO1*SHW2rLZiD&hkp zddK?qjp=l%T*#c?4+cXNq5RRm zit1OMI$d`<0ZC=<{ec;YO$?Cw6r_qmT96Sh;-DEEJ}WT<&mfr6nwl50g!}`OSViF` z`B4IN?;kJ%TZHm>Oh5cIr%2tSO~cz~1zXRFWlo0;m`fH#X}#DuT_xRM{P6H! z2!PuBrL43UL5(gYS=bip%(?R&gAH}~yF}E)_>>$bA@ZMDXEQ0%yFYwBzmgwnOw<7(N7>e;7!6oX_Oh{N6x{xG_q;D$2(E!E}~sa_B*0&w}AY^o7=`qZF_$w zn4_j%zMx7=0BbLSNp)ZlGKY+*X-N;)Wi?R%B;Q{m4??6KnSxwRcxcC5+-K#ffh9ZV zMEfzdGX{L;3}mPG-Pe^as0J#EaZD>F`8 z&h2-cPzi(ePVX$AgYvg09I;3S9+r#~Xl8Mv>+DN%Ms6l))iOxzfVPEZ@9FQ5j>qB- zIXOk?Tvp+an%KnmOM}@b&UDH`PtIUjS^j1_Hm5OKbcEzaq=|KVV@%$Jw5%)>Yiqps z?jwo+EoaAgKIx8~(^-#_!wY_*x+lufBi|gY4jmnF>#nZC>+82s{SjCsC%(r{vI>Yg z`UFFCs@Rsk+UH-M9({3yMvtjRlOCA2)puB%q?6VmW)ed;Xhv?UgHM?((v{j2hRL*P zGtpHvT4($!?3kT`^Cezuhw{)sMw>6lQhVM*G#u4xj#5&PCSHEsBR>E6WjMk8onsHpvRtPlWM<4Nq|Qy8=XPM*BzOHwDU>@tw+*C+Tw_u~-u$)9>`*W+Zc1&wzGGiq1rg&V ziQdlM!O3L!&c46g5wW%$etA6qF6ubKL6zCTWdX#6m6gV$UYgpB4Zs!TCXj zOo`Y7B?#x_$dE#_h|)Q(vv%GQ1oyk>rMbn!5s7+NQwtJT%w|~0 zavuDdjOq_SsJmZoHM*=a&EOR#2*KM z$vUoGm$*(T*rjxqr1OUJN>NIxl}NwSe~&HfjV4c>Z&yoXxNG`ZlL{F@;*vC$!!Htn zDNM>9WnTqJJAH@n=Qcq}42f`l@L=G9j)FfFY`>PG(@qNjnHcMCM{>*W@&<@NipXSW zxHJPo#(^BokGAwlOSBJiYM1375V$|u{UiJ8r*tw$%eIPO>H|m8p2NpcFt$)l#L%w&Xq82nbugbeC@zJA&IFNay!SJwP8ns=48< zDdu(2F7~9tG|vuSo*m(Dv53xY_C*~IJg0Y|N8iz^RG+K$Lz&ek5PE;tSTWZqNt3G_ zgsvwxR(QNktegGqKtn2tW23K_Qv^5^M4vKbBgk|Gsm`VRMYykDL*!^=oZgFW?U3 zeyoh|s785_8LXnRRQ7$7F)cmoPczGqeFvF-?&bIkT4sTKf}aV%KZb9$#uU$4CzKz+X*J^zah)27-@Gp9 z@`d=BI)wl)lxTX>l{_|NLnUcME>5WD=e*<6hs8>%$^3c!_r*BP@~@oo_NY%S*)s)4 zVOV8%yM7-_N$kF{wn!oAeL8v}y)H?oE+&~m$LPiNtMd9G*2mAx{3;pIQCZ--hCbT2vw(At>aboXZf2Eki5i)RT z{LcKTS%CA4*bIq&qpb{&rKqag;_e4q-*07FKStY&yJVufwWX^Bjm1U}(q@mI1vO#F zf*HJ^{W8l?m!Iv`5giGHtUP-|jP#=K{hTz=UZpp!W0=f92BNgS_il@j2kFKokyAm;{BL3VZ08Jexj*Qnsg^Lzs z&GjHnq%(Xkde4%o@5azaHn>px1&pBwpsXV_I|{xKUHi;>x2* zNSgYd!7Q&(D@TT|6UzBLicm$=DcyoOCyHI~`~0V6k+j(mZF>}5M6$DsFXXn&U;5$* zRr8w9x*X+GlcnAm;ev20i5ms2)@Umg>@kvms0J;WrvdD>|`?}gya&QPcpkY!j)~41zsI&8#c@Mzn>kVJ( zoq2UWJe^L?%q9NZ{z`)-1@gBcr?y~1k#22kTWog6%SI@=$@Jd!i%&NUNK*W>2k_+F&pQNcd&}$3gd8&Lnk6`-Ai&S^ zF$1W9rTwMWIs7zL;vcSHX$8cgzK0t~ULy&`k_vukY#=R>Sr$pIV4zxnRk@)o8`(&C zX?aI}W8~nlntQh-TPJQ_Zy|5sTCiZ*ywq&#iFW!W?)Lz(c40^n4=z+2jZfF_cbHwF z#y0k+TVJaLpX`wGkaAU-6o#ely5%Oq%6+V>J!3E@ zsIHC!hzeLl6%nK12VrQKw$)N<%k^?N=6#K;!y>!Sq6%Yk ztptE^5_cv;511h}MgjMRd}XM6612B=>JyarYadj5X~qi<_p`?r2J{tJSAapw8_2+1 zmjif)FIo1RykL(9i*cTC3#kaGQUeE=YC(XEpx$Cj28{Y}|8KtQ|L)TNjIc~Qa*z0wW`XkIHGR{eHJ zW{H}QYuMzZzNV^XDs!>;%J>VPE>jTSpHJoW$ysmBM~(IR4k{NN8>3Hdfq(T z<-gL%1*`dUwyMVaAI_F!Ka6W{cxk+yx8dK{M)jsud2MSvX2w#Cd8V2bp*HZWS}FVc z-pZ1H_8kk8QUkL{CZX}6vwF2ZfSOM|K1g6V&YUA?L2k~-)y()24t~Yc;TGd^Z z>b8jZJP6_(1jb}y<8vl*18XhbSzZ?m?Yl@de{Nh`h1DGXD=L8D_zec@sUubZll;ib z8OH#F;ZJubQdaYh=E>9Fhx5Zv&)`y8Zp0Xl*kIxUH8A*rn3UMW(K4d4ra2;smaLU` zI?;JXaW8C&o$ZaORIm6T7vea>kd5(e3~&`@k>QJB7Z4bIdHR=0{<5Fg{D5>S6U9*V zo1EXT+t0+vS+y3hT`T}diV|||Ab*WL>(-A(s=sNvejWT?ANaQ zGX##s_e6^L4IU6jDTS&gy{#Zw;1M*`Tf)|~{8JA{LgP&~jN%aYudM0J0E&@TT8ss7 zi^-_5-a-r^PN1#eedmK)E4Sp*-EoKNO^(L zX~0h?kaHg=qAb4uvS7{2g*aL_WV?f*|40Q0pEKR3B42{na`a5iN>w3#*!l!ik_qsB zbC=`AvB?b>w&y~h79=JP}l!a zvUZ*rwf;3Kvr6;N5s`q*qkJz~68{&WF zzre_sD>@mOA-T^C5(BpeMn+jDIkrG)J{B+qqz0m5|4KZncM9ABMavi%*!x}j{KLz+ zN}{U+j9kisJ4x1)F&0uGFdPmJB@QrJy#9M!f#HkyH`tg!So&Y=W?Dy43e z)g_soeGO|Uu3zojGn-X0q3PB2PA;u%n=66?9muXb5i!g%Ub2nLwiTBuoXLYw29;{S z1>+U!l@;>}joLLo1U0_s$ks=Etr}<|Xe%O2vDT@s)=|BBjp7#lG4Z3m=r`5G@+1DP zTqeZ2G4oVV zYznsS7vzd~kghsky9D;QTO%q2!SE3!e?q%n#!wzN_qw)!|7a!1kB3PrMl#eQyLHYv zhSRt%(!=A}Y2obd_5oZI{E22=n_7>n`Y*zPc!2IYjBSH zXv?@<_T@%s7u)*oV)@GwM-Ac*)8h3IhAL?@4H*YfI1?xVKVA5Y3!k~idr zjvg6A9osZVE1ijI6K|=h|L`lRa?44Pk;^9paohaIZaq5Ek=Y>mOEE0+BN`rs7WVsy zoNREg`69yVelk>a@X*e~>7R!uP?V;IQyF0fCERBh#&<)ICAi@Q)XLPbS`KhJ%s)EZ zPYiJ-XM+$;Oht!M|_tK#2+8nP&5y{=!DZ`)%E zE%QHW{hcKDdJ>94)QSCY-R~UjgpCXdlZ9Itrq-lv50z1Id?zkry>uG!CKmd5<>Xbi z;l5*Y&znq{e!%XcG1&NS&E}e#UM#1#=;k)YS)g0?wAT0`E|ZZ4^od!e=1l|=8H?Y-?tci&K^PpYW+NvAK!6^Y!HKI`w4x&ZI zJh-~kf;~tjnpy3eL;2=k+uywH$a>L&jIPBRb(`CLcgRLGlbRW;r-LVtth(}*jGYD3 z*+{ZmZ}^amj@#Y;+RF_M1V0~q5PU$dTVNOHPEEMz8u9 z)n1O`iH*H|T+1%`{Bd(kv@uzISLPTkVjRLuw)4y!@rHu_lj!q}UC#JVU?czQh_zNs zJ>NCkuMMwDh9 zu=B6iONymM>j;bg(so-7&d&C9wL1O>Zlu9Re5d{LZ1Z4}-dJ7$ReC6^dq%6M7O^W= zhL?+l;N&USLj||@TDfc2eYz)|@n7Nl8=>svFpjJqT1pqXlwu7pSPkrwOfsgMTD&=z z0x!$?85-1zMxs2;FF!}#wjX+vuR9@9_Z2Sg+OZ?l8CoOF;Bk3vp{{SVQ)CS_CBENQ zzHPnn!n$$67BEYe~P+}&6nwZ$FV^VFN7QRozZq)m9sg_ z)Z2~di=OUld0AR|QBhYlLwOMm#irZOK0Ci<{wWDUH>nk47ZH&6Jq6Wx%rm8DSt~grN#}WVEK#x2(Y53UA4K?RFp=--O)(7fIcgx;+ z3PJ;uQCmafVAI@GQBV+V0775~=zMbUL+IziceC*on6Ix#q#f+ivwsL7FSzR>GX9Qi zct;HaHyjzu7Yg%LYsN_k&Tda1I%Q_Pv+M-}u9loX()?SnsQK-nZwqu%V59uh$}`1+ ztivxsF_QshWp;r$tE;*oufyea)0byq>s1eCmZ5tdBXc;`E9IDao8|D8TfJMb8ADve zmoNll*q6K-QMJ(f*-{aC2xX#UWEJ6{COGi;s11nIFSdD7+;*&cyFG5bnE-0ygFspI zzMoE{Csg$6PZXR>kW)fYjZ>~@>I(bnKhDfqAjNZB;(JkQ>b)Y4&3A(nes!0xsTfT) za5p4Ye{M)rFu&^htVpa-HpA>0$dT=j(f0WxsxjRQ8j}$=96_&6T3No>X5@xSO}IIW zU#>?yfN(Op}i_h5a9ndR7I{cHDF33B!kmo|#GY0GiIyjv@cYpr+0t2~*{PL!#$ zQ~%T^58qmTNhhsX8Tu_M|GPW?DE=>V!>i;8ohRa7Bb4MV*+d)HyUnSI;pAG#n2z}s z3ey1?wICJ;eM0F41`?>a`_gOq(cI?V60Z)lBI&!=V5E%^&&;EW2knLpV`4nxBB1)b zmLt-6QCxFzu-6qbmBTSOIA~t1gfFE?%|RNEWBGS^epH^$Zflk-3*6m#?(OVK2V`}c zr?mLSeX3o5?>}DR>Gk&ai_3s{H)pA?ZkDBYey7F&Ez@oa-G)6=-F*b`tiA7or{Cj5R`1KG+z!}c?3co)kls(^EA2AY z5}GoZ+LEK~c{+Ur9|o9ZP=0=UZytS=5v4Av)53Z6@8lDc{+?xh41Woip@SC+&Wx`WQ6Q z60qM#H}Wf-CV34Qy}1%SIhwtYY}-GAL*xY!uXwke9Bo9Wq@Liv-!26m<+XX`F_sYs zIupAkaE%KKy?~+ER!gj#ZIi>p9bU{tl1bE_R#Z^;)fGOfz%X^rg}w5M3nCsD-Y`4g zvWclBA#rJ!o!`UT?dM>V$Aqw((3LlCyPNO1aS#;KOEBue{XAIk{uE@FYu3!OPl-K`OZWN zpM6<)wAf$eZZHXs`8bcoSX1*8@bUhaU;5EJ$I`OeVLJ-Y-UrRF|C4QUvA+dyc_443 zCvFQIwZg2dKou7o6o2Xkzl%?>fOKrMMTO~O^_ErlXr>u=ca|Sm^rxX3A=x}hc!O?h zo+-Xv#9c*#s$h*b)2pT@?ju+h#ntdhBVCqHMwkkIj1`o_Oi7lK%-HG)Tn;pUBz;OW zYTeYv?{syvIf#Dq`8>2?-0jr(4s>t85W-B~z&W_MB<()&-L?*OsLG{fXVV0!*vrCR z)Id7+e@++cj8T!i1Nlke5|~mL0i2=66FI_fPtIfaz5>%sF_#){8^g?=9?IuG_Y-@- zC}W4k&K;xU>FLV(tFdf1w@2$=OYXZqz%gp@q8Abp3jA9I^lQSTrd}DPUaE8K*th7` zSH35)QE!TLj$hV`)?$_OCzla?WJUkHBM^?mYa{-bUYoRBva=#7O4EwbO+{g;O?h24 zfK+;D^&6X8Jh=ANF`5P=Rd6rgZ^y;sgjE&?X~aPuokVLZ^@Xn|U-Tr;aTqOr7iEp> zdlt`s^9u5`n#;%M)Lt5`n9TX4A%vTD(7m8{!tN7Vz4z4^^_LNj7MZcEk$0%U`&5+$AbOF_Mxc{byrZDr-9_UOfyMHC`& z>t@qkZCm$_&li8Ye7Idkj;=5%kwFsBICfzn6!Eur;n=dsIWOBp_G7a=S^REPmPJw| zC^)af%NO4^#dmn#o?n=CW(9fz*rw@ZwhrSgZd(s){WB*o+~W^_+^tX66{8rYzJ$DCqLt zd(8YJNMRx-%Z_woSgyojdr4`>CNhT7R2C>N1=-0nHrs8@I z+6AT=waS`=RAR=l)Nv6(qA&aIM@w~)cmOF)eGmbEkF4qExjbOMAahz?UU{{Q63(S2 zC5H&=>N-ONqMpRBSLK|Mk^Un9?PWb8X5bD#5Q_} z3r!&((s*3j+2`UZ?`=R$)l-|s@z%?J+}s=?rAI`x!uj&y*_tN^tJd+0hPQ2DlbNtc zQbaB&o$4s!B*M%5IeMArACKjCMV#s%#8s_(?0MAc`>yg{!-ti81ZZ)HivvzjiFfD- zUy%$vHPAhlz#k<`*sAXSCBTD%#Lmgv zD{q#Sg!3f;SsqC`keVUBC!aE8D8zjFzp|%6pi%+y@|DZA!_VMU$8(z0NlCkBOo(Ar zxWzlgXo+s#sq?dR{G&%cD#7ZE9V4L9Xq()ysi$yGVhsuu!yw+vvtO9f^uv*WNJ2RW zIEW3Q3!zj#ue0?G0;T(GSkG9t4A%Ew*J;DbzFm{s>w47yF>%nzq)~7TZbpGaifQ?r z^+m_251X3B{>gs+q9yJHqoi2n+(=rhYjfZ6V!H(%AmqR(A{&uRvN&mX*yu(O^V=m+ zL5Uw6-oAq0w(bcF{0YLV_k>%5S^_2g7I&G4-guJ7y3ZEgjn()j%I|!=<&LAIhmy+g zGDp3SDug3Mz2<j7O{ z`#y!P(HGEM_q1#9Y>G5KgLq(!Mc3qXb8R=q^?Yv!O3TRjiLYNv-<@G7dVMDsc7iS5Civ30mTq&i5 zy(c&D%17fKHFH%F9D(PN-7B9kYs6^8?cQCwVqhPBx0HCtLU+WWa!p8;~G ztD7r7DQCFm0=OTDz^!_(7L7GHJ~(nf{|wL@kW9vx{zw@mYncD1-6|HkYua2pOkZA9 zL-Z1SPjpMk5|lDOzt0{2gT+)1N&T&RxS6aT0_i)QjXRZmoKKpIE{)<$K*$AA7P(4W z#LfY#r`B$=Txp3~r4TVR9{mOp=VA*Ao<`j7o#GzuX7jyQsP5R+4hcmKA4`IYQ+B;? z09d`-F|O^@ds$A(C9H`hED2Ce2qB(-p|YJ7#Z9S_PmVQ3v}v9pUIsQMNcafnw_(dSG9+`#9M>woxy-U!-N$Xl^YqnPwMUhoC?IV|w99W= zuI#|Q{5*Gbzze~*vKd2Yd#tiw)G@!-hFU!nGm1HooK!c~I953prxzG+Hp$hqzJEFB zZS}UWY>*Sd<}Ja;=$F-a2ae?66cil1+eWVO96xNfeQC^Ub|9;2;1R_r?+(f922Lu( z2XA(Z?f%il2tRASiaMpXfXmU!1d0*MirsI0HsL7#trO|J)z;FZ#kXOse-H7!jO*HI z*MCY&lvSqPS2iCELmq6eXj)b* z{hY0PLX(|Zc{lE!0)A^p-B9!>jDY!lsy79c%Cz{4dS&TkJHgle^{Ag8|9VsNySMWM zLpYyQl5iFX0x2r~`GNG1B-6SPHCAmh_~eY$lNi40$!uihtKcO3_B+ciuj3s3$x5Rx z;DiYB@$ETH2l9|xyI2e3MCUXBgCo;wdS-dFth%Wf_-3taIV7yygn^6y0Z|^*&%xh7O)_#cx>Wnx#Nm6F zUSYWsrhS@0yS>(%?HkoU9@=`}?V?}Jo0ZXgvQlSKtqCT56^Xu7rC-K;_p#5<66|@_yjK^O;Lss$i^k@*Fcw@8(6;Z?2Gm zZ$E#($_Ay*wU_75t(*vP+R9g?Ed1IrPJu)30qHGaP2_}zEty5G927nc0U$nFUVo$6 zJgN0x{_yeJo@wF-CD&syZ$acCitm-`t!(+&eD@Vv4!utYuYTcMa8dc&z$EZl9sNLB zFo=Afz`V))^RcziJ$&uO_jK!&;`-L>GIM<+D4K41bxx8i8;K0F$~5s$9c99KH<|u5 zSX=pi=u<}=)@R;2vpw4cxHw|ZTMg_jolk>$aq^UbC>BvcFcTaO@q2+jGFddh4=Erq z9gXr1mhgQm@5u1?oaQ<85Dyts0#520E{%Oij#$9J)_() zrcGBKIH3`vhN@_Vj}wAkRbZ(#omv(ph^tdD&(=u}1|6 zglXBCG)ij!{{7>+IS}pG&b?c;W7}v38hN`6$zuMCEdt6SJNQj++LBvL6QPKCUt9tt z2M}OQQwCIdM(e1llV6qtQX97*{t-Kc(v_p?0qTp_2~yDq?i}a64y?2Vj*{5ZNf&bshUyVRytFRLb3(aM+H{=tflr=cVrnaA>T z1x@Z&+12ai^{YbO_2JpFH{kVA-r|hOIJ&jEBXwCJ#I&=4l ztR3k@ZwGBkiSYpSpJZU*;~nbWd9Ixok#RH!I23F#K!^|qv1a$fsrA0lK5?#GzMLg` zivk;sf+ncA!Huo_tLbVvXelXeijS5&Uw`JM813>sSif(ReVfSUy)~M}-5L!{GBYd^ z|AxVYTmW|jcXa#poSmtyV@zuM4vqB!`(UT{1F+^mntr>A!X_4hXAsB{4vNB>f?iy` zGe9zdXUmwI)ODPkoQNiRhj@hEZ{@P?{ty+;wV}(AbMb*mQgeSdW_x}bIBK({c)Bv% zlcGvMpv3U|8^!@U>+Q$H(BZ8hIs0&BQPY71q|V*6+HrB>#6THc%9Jw*+{seg8`7IwcP=&^B?hyV#N&MD)DU!VO^WAh0@&vdtjZV!k!UXwS z@Ct#$IgRh;eAhh>K+J{wd30u;dZ)H)y2t-;@Wdf@1qwN$_ zpxmlavcgO+@*^)psJgDV7G#U2I-Ky zS%?xzQJk+`ygnoAhu0M=gjAr{)4T3fQ1s*C_g+QljJkSklEI*fNRoGgM!5O#?qsjP z0#jt#P{NPq$vtY>-`%%N*Y49_#IQZV zxi5oz0(CF&kPvXX&Dft=WXVyM5ZMs42P8Y+!(||XyQ}eX&B$xF_NzKu2u&VI-e7`^ zXEWfcAdLA#Ix+$RWth8(NCqY~86bW>G<2~f9hH(r^!I;8_#Z{*{7`ovhT)S>)^aV| zUUr?67q{$XV_|vOw%yXQjb$#o7M7OX`+a}tFF2=qKF@RC*X2HO@&|aGb9sF0(LW?V z{Nm-DLW3Q>5u8?{_ivav&2Dl!@tPulMwJ5M*?C}xY&O!}pPce8>R&=ae=tndQDcV5 zW5F$D(RV6WSXAcje2rRESk~!KY#Bz(u>JnVbpb=g1;$rG7=zp5+M(ms;(XqwtM?s& zvu{kbctYq_*}+vwZ$k>~yo~dR=2U+U0P}Vk3w)txF0j+_YrDsBx8EED7MYyU4Dd7@ z6cY8zG*AFw|K~Tv1jxurZ(qnx$K|nnpADHoUprFv*ambPDBLdf=^A8&LLNJ_gv&qO zn2|6}4vN`d2wwl{pYQ+3%ozm8zyfd02Ul~s&q;t&V0Lj;frbiM$du?yc^=@3Z~d!( z1{=pX3fTth#=|84j&wRGFk6TnhGlgvK;HrH8%wPwn&tP$v94{e{j6??T$F=|b0I(n z@In7V2yLDYJHslN#kEj^BSCbT=XeB$xZFgWM5t6-=hJyu;14}UQq^0L<8+rL3 zbX_d3ohkeE-tWP%6k>7s_u@A(&>1iou47414UNR;3oW%h5WfCZI5%FcSNXH~wwv9s z)HgECP@V}I8BH<=$aByVoYyOnH)vr^@7U%o3LklWy1vkD91o7|lscu>`1#3U$B_xg zfF;eYWdRyj_|>OfplQ?DDKf6CY#M;YSrUvzm=}BQvoDn8x8cxoW0*BDzlV|JIwLfl zTYjo{F}7)v*WQeT5Kjn(4L8EZz(vLFlV+(!X9KG)QMgTRtmfg6SSAO{D7~+#nx_=Z zfRTf3mvV`tNLs{eAdi5@^VJRIBm8PN*P-8;N1UyhSNR&8EjNA+W$;}Lfk%cIxh`D` zWd~pl8EpL2b8cryDT_*4#q9uhYrIoE9$z--zXSI|wc-3XUtc}OCnjdO z1!cwk4~UL{hY4y=WFio-9D=Lwqut=&v|{0ZJw*=r+Pth1VvjrvGg zW;QS~Vwnh8L;X$}-PaAi8TFo7JbKJNe zz=0?+x^)$upv3y<22sseUR8O=&#ZqP6`;qXLcey-Ynt{g5nAAcuB_9jWzee%5q>zs z)~q^SBi$!P@(?!yxtt#xYw{CD?rm1RuRqb!AvNOFhi^f}Z zG3XQ_7FRgI^xTgAF-v@@zY?oYG%d(qpP&_ynAt3VT*WKHJ~eg5$;H!0n`+qS*ZHse zuq3pIc}q)>y^D^BMv}_?d~;BsSvZqkyM2wk@AOvW8Dna zQ(sOS&y5JZk@2}tU`duw1v+6FlbW4bV{wbAvp|H0_O8a6o7rzdS+Z^IZK@+G9#}CJ z*47cax!?FobA9QoGEAaWIipb|^9trzg2SyM|6lQ}U6=50W9GJop_9nQ;l#O6C4(|~ z1WlLi*E-?}VdNyi(j>+-Fp{H)E6O?LdWj*FY~b zt9Y>HFG6zsB~DysMw;cLM{v$UN_j}i2&xl(Rq>}t4p}*CG4qI?0+A%_D*aAhz$U+m z@;XmUHwK2=GKUU-ENw1>>oA}d4H-R6UPtWx6nedHM~%#&JB4*?GG{Qr3kfUxm>E*r zAio^3fPYWMAhDX+>hG5NIBFB+ul}Rv24$65G4F;-!@ME*iY0jfL9b&H2cTg7h>1?U zwQ9Un$0_H&vVb|e4sn5lP2POBIwC$j%R^3XQJ;m-vZn9)kLPES0&>9H*Bd{_e=(5) z<|i7Y)T5i|P@_V&I=@X{;A8N-?H10QiAO(K?T(~DmPWO$MUDOVP1&d?grdjfsoDnc z+C`;yZ5u*#S znR2^#!A5al5aKWd0{dZyXUhl#G^?z5bw86TQDS9N1##+kq7PXN-EY3V;&`;bt$#hl zeIGIx=KsewvHTY!moz2vSlpbc^G^&}3CQR$H;F0y(*AyA=YUyyLF5hs*FpI;@gUv7 zD2V}8a{eu!ufoC@MYj^eT7RB6HXDu<79q!nH#8gH8Obca4skG4nglHX1Q62OBp2FM zOG3jdN&Myi;bPa}GjLaS6s#$W99SmlYwKhgl!5jTG{Tep_8Qx8m6L}lv_*9mYRtr$ ztM-|C6kO5ScWmn|E$ziF!O~foItai~=kVCtvAKO64;iTL zFcmM1#B$;TARYi-I=X)D#1BN%Rk(RYCZ?x3tcc@BDB~z(dt_mXK!}V+a?;XNradvS zvGrdT4GgXe2%Hz&H>lMUd#NPu!;Y+EQSj)P$j}s@Mu@Y?7QbuU$Wt-QTam3~@EkLs zVtz-sGFz2Jp?#UNE8AUoX}LP>W~(Qzc*QFboNs+}EA=p1v}@ZKtX{CC|6AwsEuW4l zx%u4sh~%T@j#B0w-f5l|$L!BlA?TQym=bnvn0KTa&XRm#NDP-`DZ!^Vd>drm4zCw> z%^c?697_guJMmhJZPlG1&o&K&?lv1saZa&~7zEA8eSuJbwD zqgDCBW(h@gG|zExAq`~->#gG1HlyE@*_roQ>u1HX1$pRvPsBr&o@zLgLWdc-vrUYo z(Rr6hRFv)3zJo6U5b686FlK-*L`A}HZvof@DY%l;x3`T;?v#Mp_LYQR;Av=W&*F>I zV6t{xgBqj{_7V}63Q>Fn5t)T0EW{tmS%gT@q^4tqN>kKfPirhheR8t-4T1bAHWnbo zY(@v<`$logqyyPVSXeadB9k1du=2XdXS&*8yMgC-N=?8AlKh zFkFxhzEOxPQc~20$AAb;#htsBwJH3K!ZH?_17X@Zr0|C9Cc8UPN*_YCc^yc9{-lw= zi$rz(^e0BuI5dwrHC5XREbGr~(4p5iiHLv&I=-lHhjTTk(a_CZq>}-;Er~6v9sHQb zNlgK@04%$uIv4tvm(HsS9UMZSm*c!*RqEWnx{2X$VZ%nBxMfY{^KpET&V6s~DQ7Ht zvW>F)ZT%dOv`L^o!21LCcCeW#)esFd2)MZd81_)n>)wtF1a^3%|0isy*2JEaT7dZ} zhF-TpSascP7@?cvtbc5UD^dc;l)a`@Yqg5lU1p!Iu^C2|sU0w?N!BgOaP)u>p?~9+ zm}1@m$m6o%N8)^G5u>U`nMOZGMeG=sqZ`LOuvr{tm%!gE zIGW(^FKXBW^mo!+KU~-{pjq#$P)2%c873o6NUE+=pm0c@@?@_~$|DR$T2Ef?AStsK zJg@Q(nWX0xhYLUi&BmG{W0YS_gUw+_$wSk~QNiL=@t_ZH&zt|dRk;Lt;Bg}2(NKyw z&4DLP{gh~?-D(pjKR;3o1Gv3yLBb5t<1Ii0*ysG~ILS2}GR?jCaC^F*$!VVnsM4q< z!~Ef?-Z}Tm6wI9n&M;~ly5Yr-Y>GUkcO2u@m{?kdiFn^lPQlnxy9UGK5%{X7=vb%E zaiWqku@HZM{v2tiZrn>6b1RR_{AamHhFihzH|`1#1ENo`b9dcW@*-tscd#+2L)J<> z;S(Uc*6QVJU6sfU9vE`S8iX=^LT2OwF)EumWS z5W-Z)4VX}JQ%Z>gxq;B_c*>lISU1UT)uh zZZnd6og3a9_+!dn@33f)APZ+p8jTP$nLYta2}WK5Nh>CR3&II;0i7MIiwYQFej2q%$>&7S1QCd+TQ%Ci99xWSnSf?=R z(bD~;@`P`ofkgsU$flIPUz+sPDG_YA@D`M{odY({hf5r=CA#$|t1kXW;lEhUNQf!N z1ZRb&r$$1I`C@F1CY6Bi2xh@jtc0Zhsmx=(K?Zf_GwCuS)1TF;H;vC>pC=#4lNY}Y zW(1Go1hhUPG`t(!l6*;0>gg=WGSIe&OQ!tU5cUuRUp21Qc=yM-w zSNX#D{r#m7Yb0edjUsBLZoVtq1lT)h5l8OQRI)O5dU^b?#5`WAuZY$$%tReyA{x|s z=f)IuycakLFz8mB3l~$|tm_leVe@G;xg&6zfBM2P@WvWa-H=5AALn7!~N3iXs^EWt86|UMN+`L|4F= zjeY*&vs6hY@LzA39U5{=tY;1y&!xS;sWDm4JAyoq-UUa5)6*0QBOr6Bf~j=;V;pl1 z-Fis4^Q2r-<~gyqH6aO~g-NrUsqwgQ(-5{LufH8Z^btR5)WAqH+z0h}w!9-GBsDUz z2*m8%e^G3pTjHq=Us9CV3!{i!Zl!w~y8CxuDjM^&_U1d@RAR-a3y;9n@UO8ZA`;mnQfx3km7 zT^#dwg$QjPOe!jq6_wTyK*xDAPt3)55Q+$=Y!JPdhwopVdKkbYMar&KpMHMUGZNpI zpG2v)7mV-g_Yyo}UfcDS^!2A( z04{^Iu+={x-mtZjB#puRra0t}F?XhC+}Zu&#pcUS469M0YoXEMTNki|H{__vdZF2Y zJ76bP4C8jVemZ!s0vH-=Q}%!TjuG@?3)n|6KSVc5gomlMc~TCBB>2O?L*l{!B1eqa z+1LM_8XyxM6qpNaX3r1pUxI+UXuDUszm36ruRzn%{KUdRU%>*(euRh6px^ zGqIj$4OMOw-(9x6AcAcik0i$Qt`P-|n%x-GN-)+T2vD3u^mU)@O2b{bO`+Jj4bB2; z_#ob?zskhO?M>%@#<{2V(%F3xLAblS@ZX!BtXsLx^Mn41=!+;SD#p9=em$8ZAHJ=u z*7}?VN_pzZM!XyN;fYQb*kPe$h-lYXX3)fvfU1r7kRsT30Sm(D2iFFW{lt+ zH+;pqcalAX{xjRyUWxD7+U_xZuCvJxDs!K?7WJF6Aw?2_?^Ll8YJ(9to9>5FyL%VA zpWO_unzWsE{?Y%m**sgrSi-ZR1FPF@?b*MUolEgU{A5Itbuf|An zgWD*b%JG*G&7wxuOt4v&N z^t+`_8+sBx+dUwLNj+>UlCs!w>-PM5*Zrk`2%Tt5%im7NDzd!XDuY|eanB1_@=y5; zZC(`73k#SYpDovC9zsT-Tnj4|N5T=`w6oKT6m&9d2!Bkf#0Zju2@T(!TLx? zOnFf=dXhtt?JqR=tsnJYw>$(n?R#K!H``n9NuT#dl zhbnt$Dp+^w{>{|4%T_FD>Ddx2;VoEar`q`bsEpU@xZqCzYRTU7UAw=yv+iq5A<=sx ziwc2$xz}B4U~XpZ*A15rL?bk1p+vCwVnGT2{%w31@IRJvih5$1fWn)y$u+eT8B-Lr z6XJ>kh;iS5DbvW=B%--%zp4d+y1$>tG@=kVTA3D-q^)xgcXwV-WI1=LxBl%sm*3n1 zJ-MGzPs+sgQXIqve&>XN!=eVJi(m>mj2M?2P3@mS**tg6mNR`lPQ#>Qh2-}Pz^@0r z%Okq7`FV~$(Y6c<(dYk#>$|V7oIvI04{ib&B#ZAdkpzU?O^B}u39t!f-S@A^VuXjx zlJ5ip2=+{pgGEq$aw_sQ*`1Ro{3~L3&$7fdU45tK0Uh;(;}n*<3-|Nz>RTcv0Ag&p ztY9WQBsS|m42jyqBZlE%AP`c=%8!q0`=$MMP)SO-IrSv=YQSf^)N>}{4SCm7EzZWt zS6o|(*>B-ikdFnHNPA$EiJI9a3=zF<$u`6UdT>@msTDGeE7~*2c1UAIlY+VXCoPcS zI<{o9h?x2rNyauuQ9??P29-rI7VzEWPt|uPiUzbiaag)aXz<^~>eU>4c1dOy7v)k) z*}(0GEt>PVwJ<>=Nv6Q8)ZcRf2HZ7QEsLFJ6C@kYbX_;u4xGM@Sq(%-$MS@v@Am+q z?smvxJNB2&N82-CLEyMjUdp+cWx9Aq78aLi#>B({W_7hicZ(WXD7lm!L=ZswBVmQC zd1NUK^zmnn!*mmBJFQdri~DIY@v;M$N6nwYHfLoP*rl=e-G9sN`_3n8r+rr4GlJcH*-QzM+9=ll?fJ%dN= zb5*&y7rJ>5LxRL74l6G)IYuUgx@OpUu4C`_w0coHED~k0V&?7@f|Vd+C!5q`5s;)A z@Qi6}l+zY~5DrbMb$Ih7#AElqQivY}-j7-z2#MYkQ=%JXrs&!dt&X03YxmqR&6(=Y zy-gK<{uR5`FsEWXT%8SoWPw3mMhO`@U>T_X4mQqzaDI=6q{()t&hP0%b=ST8W1AP@ zG7r#KXnWt>amw2A`gzgR!VCB(+lGN)ZXPWjrd2<9-{nMOEa&)sQ4S;v4a^48eLs8f z!tDfSHBCPTV@-C;(C$op%)>#)VBL6OD@}tw+!1~x8%dJDNr;H%aquqr5ZgZ~gF+0Y zu;Njr=9m@|hx?alm^-Cw_)n|rxs{ze?%HMT_b!)tNt$dyv?(gI6{L)XLbn0{5?zkd z>92y$-~8`7?p}o79^S;YXY-b=^F7^vP+^xy&Q~|&q<-Tq{xk(*6Qz!(0W;=hEg~W2 zuk|Gv<)E`YqXRt%4LmC%nQ z=JE36=R6}r;5@;*SnF{v>ebdR06bAXoVDyOwV5-+!3BXxKh)-?FB1_%3nl$4gYE26 z5Oi?43;OGpmD+1p8#`r&e9G9^l|i$#X=Mv>4X~)oupP>9O5cAGz-s=L+gI&m_-wj> zSbi-26Q-*7$md^LA?fLhJIdHb}hIvlb%0 zzt6W&Ha+Y9s#XTi?BG@Fy48M5hZSs-wL|@7H$gzt_*wldubatMJP*OHO97>fj8G97 z-qKek5scIM0!NxA+!OkC)t`Pmda=aeQiV^shcp%!9DMZ4D){TQI{9G8O!SFJEy3kA z7dV+&Cl4WK#;7)OVf#|Y8Ghdui=-BkWX4%pt+f7prE4G$oUv97pD=_mq=Kl$;iWXp zc8AbOmptN{J8oHhws8%&9@zaT4@A$piYDmPap!`o&AMhI(7?MLXm)g%fTxtB2i5Qf zcJ>HA7^1D>AsYtOWpzJangHtYCGT+){Qq@WWDTV?$07hwHTgPqctX6<;U&a6cvWw< zh~SGrGZs%yqU;K>5RCRviG9wi(LX8=a$GU8I4D%m1Qy@b)%8e}(zExQ{n}zLc(1z) zZ@qY_dcA=06!`dQ-DuoUU|>f9?M$3M9F}+h%c`8VA-|Mq|MQl&*cP&i4{3i;|M=tt zj^rnbN+?pEbNdfX4m%qVq;D#u*47BOQe9?y2G`;1m%yLIDIRM@IzV zI=`(Q%JT30AlXbJ<>2Se4nUIlDfJQ{x28^c!J^&w;Jn*xU%cl?>lXHlK0~%L>b9t-%*KXJ6GxhQ9`!YlT?SmOnmW zF?Uz$@2{y!9^VQo)_qK5u%(1)k)qQJwGv`Fima|hpwP%tdH3sycGv@c;oP)6W348l z(qeRBMRj#DppQypPor*Xepg&%`bR@WDMM(ge)5l@ifP9mP?YM8 z)Q@htCK8_-5Grl8hqe#stE;ox3{+!z>Ex6U6E!GLmVLiTmtJ-MtmS?Cgg56wQfSRb znKUlJ@*8O_eP$YK!gwozC*2A92LihWqgmmcEN)7I_HLIHrvUVH!T8W{|BwkY97c@% zO@G~I7wA;UZ9ZU=@WtTRnPDLYuu$OG0r$0uQ+p5H|2>SH*gEl8(hXzett~?=yOto9 z#7sC=4pCzEc|KH5YujLPeIQK~2>^4x{l0}deUsUy|Kcjfdg9jJUsHMqN4Il zmJQX&&X-P+^{e-Wd?2{E3@Ypm))XMhsz2Xx;W*!fV0-;*C9r!a3Mt;< z_$#K%hNkSN{nD^)Bl=qiRV-bM5!4RS)KS7n__8Jzf1Twdai{kl;jQG`t z0uDSj7Ce>?eWJ+zTLj89@d|_nRAlZ|o51(6vKu^|vEsvo4{SjBTR_@kC3=Y6O2KO6 zrDTNEDX2`0ByJb)b?Akdl+ZzoLay4?KO$Tz3TxQx{`7BwP{d2G;N<@F8V`Ky+a{g5BtQQ18jBja06b20%@9=&e7Y2;QeR#V=n> zogq3|a63Qee@hbLb@KonM6QLbKd8B{uycv(QBi1#z?uUYjmwA{fo{0;5bEVQTK^W& z+a+-ud(K|=>m7_i9E2$^_@eLu4PAR1Uf>Os2_#?j+kt_qPWWkI>W_!m6B&WQwcKMU zlI7q#N~|Spq&mAfzUozP^cv4?8-d-BFOH$!>p3>n9f-&@*udr0XwM&>QxZ%eRk=(P z%}7`a4g6DjF#}t(eQDCOA1Kjub=f8kF)L;ZC&NIBW*rIyw+yy&0G?>9>n&-p6Ac6b|tIlmo#-ZtJ&E1(SdnS{hSzje^he2Teh! z-PSgF8lh?;fDW;i@>~&Ck)dLWkOqze;5#I18xF3Gvs__GYZvxf0oCW}X)F*5%xoCe z3}-i8-r#8FDm)BSQhW(fQI+AEL$jd>@O1RwG)5Vtdu;jg{x-~Us&iG%Tog$nPS)~u zDDQ=39Ycvqr55&2V$Pz>=Or#^)VJ=pk^UpaOqij4px&0YFFw54k9Z+yJ*P8NfZ>+* z^~EUqCY`v^9xAeL;NYXzIB{3zD%nmGPfL?cNFZAAF_FivSwXR4K1UyOoO}Lyhy?tt+$^f;#uV~XL3Zp4f9#ouIdfeUa#?)Zj86ZpSdxJw zIf8dt8RB2qgH`B6>{1ttRsZ)pg{`Bjm7xFSCBGU4jlSZzvg0%IuuH%0M%bplD~wUm zLm%%|g4u@9GWwBf2nQCWoT$9YmZE6 zRvznqzTB^=tv~qC{fh3_aTu%T^~+q(c_w!WsIyyff5%_;1RNK#LqnFXwD7b5={xhc z9x4bah=79ftFiX4Q7BJU(O@0@`!N7&XtlDV%E30jnm{;Eaq7AJx0Mok&qRU>6~5_; z1o~i%7*8UACX4!430xaT;Rg*$O#o4?01PkNpsI(U#LH?X4J(Dt{T)gO%%!uwc)ocn z(I)IpL_Em0xll{}HG9OoTqFN=z18Bg55X!b39p=Z8W=;siIo?oc4DXweeH(L!@|Nn z=6|N3;>OvTeMS{sr^vUp^R7GEAqWrzQ<^(@<6Fx4a=m8Jj3qnxnL*N0!o8BY_NLM& zx!yxatUWG8RJ*bWL$FK65--tPlEl1Kl)?(SnuRrlH)`KH9G^`8OC$96MWyDCq6OYZ zQpZiqkXdbc`gsE{Dzp|!5o!F86n*T%G+%KY61z3`WKO3+eKGQV6x*g$)qoL&<1b4F zaDQV1Nb7<~(jxrG?I(|(zd$1=jab{?SjszI3QU$sjoa_?5B?xhpGcB1|D;&+HDvH3 zsIyEv_D${m+WVp4)VywF;jRv!HC4hWJmA$A&F6JD*K{$5EX(5$~IkmP???FKrH;2J<8Y%W4zEFj}pQjxbu) zClB@%`C|<&Jg9-q-sSOf%N-JJ4>fmilD{1e*DD?n}QgLu#ZC19B zT;i`*WP6vtE`VsQid#3JSHock0dC0PLu00y zcyhJVwM5=Nm=IZ&cC&QI`Icw_*d?Gym}{?J{2UJoOcm!GXBJEQ?UgxZ?qW?}V{he| zKAO}^n9o}(Ytt@8vKleK=%)8z^Kxg(t}Zk~1yw8|Hm!CvSgp{}p$?Q1948$XFCt|+ zYPaz`DQ|OH^v7`UL$@?vh(remG+um~Hqwh&a*QYrtcz0$*`oayYv+{o zUqlIrXlNL<4@(n((2#R6!`SDoH)W_P^4T5i@7D-hoj194u!VZ=xgPl*V|AYw)_GHSRY zVi0f3x}F&M1mPTil)NgBcsGzZUL4Exnfsxn+s_|}&Vp{q*QVJ0Zcu&i3(5cOUipsa zzB+OWHJ^hryEY8G+PnZ?h-nEibx@&`b=FIabUA~#zg;jiL7X`QgasSp^!lU#5pXk< zpm4;>7uwFqUUa&ImO7rdZwB!+S;ph2Lgi~PegwH!|b-8#tF4^iEAxb!QIB3fNo7#mU|`2|u`jN;}M7!3I4-DJoq6*t`H)--p!t+IN5U^jNyN+-)J z5uTG%RHCNMb3pz5kkKZV_w6|%^1){mj=j&&5x)%Oqq8%U{%JxGfuTF6*we-o07mld zJ@9f17cw3p!!Jwqtl9e_jOtXaIT}O&*72^JNnZ=r#l|il?fTKT~MHX z0smgIy#5>spC?cK5m51C(?0FYz~#564uPy#8-qwbLjnjVP84xvAb`uk{fDxXe)$3c z9L~a4ADP~)yJp*r!QgFqzsog`ii)AkjFh54fR+p|IWi2b&gm6*q8XMuytKBqw(RJ! zy({-(#%?pgbISR*yQi$XLUNa01cKTxn+7KJGJcz&!hUL354RZz@d#{BRhYVI#NCK_ zl9{m_4I}~aNH4Ne=+3DBw<(`7LdFFC5Ii!J5DuWNE5#k29+@w0=ofMB=NjCbD2tq; zxu0zqY)C6&=&60P`^^ojIT2EZaL6rSo4Q!vU?ifhH6^}#L8kr*F*QP_6dd;#?rW#F8|UE_lP61*Xb9*y`2Y3ZJeLzTQew-@jGU=_YCm)((Y$F z?8C86#;SuK+L!&sb+)|v_?iH#2O$|5tPyY>%evdWy6?sG?NOP0;?&l2q6ONHMor5_ z3!_P?vP1(8V_|08s}3Z z|0%ntm&6N{>N9Ay@~%qRsn~aZm#mG@z8K)mqGMI=7}m(-o?G?U#YBX4E6+Su#(<~i zl`W{!y(+9Ve+UXN_*-3G<&4L~-UizcEK`0<_K34eLh#W_XCRB^U6{91>vML+jX|YS zgBZpSgF;Qy^wq{ih#;GGt(DEU>dFNX)pq<+2JKVV{nYw(7`zX46r^SFGANc$Ui(EV zRTXY5?Cm@9Gg_?^%B2`dRlnz-Yw4P-oYMRCc~`2aZE|5dK6#gpGFF~^Kl>ZO*E=|s zYT@H<$!%avQzv{e%ZZIXR19zf5yQ(-OkGDVBK|CNW0iePi-+YanjvD`kM(`7h8pNE}DspuMGdoJrt73VJ3O-uJ$r z{NJxTpFncI1Nw9mRBSJ=$3uD8U=a3gll#@MnEt@Q>yyjc)&&1vxZf50`h)~60NRj#wRARvkNG~ z%!0Gdsu7n^Q9M@1nRVTII*4j9v)?QGM;_@4NOnu-t-0^9TWIScY9JISJ^<)xwGVBO zG=>FCyw)mJtHp@}GnCOVpzQww(rY#q+I$^qzW=k>^^4u_p8_D=QozCSdh{YBAucYR zNz*=1MsE$A4YZ(<1$yo(1hnBn-k4lM{KKbbzU@Cw4KFfLKm1uTJvu!t7Fd)fWIXqP zhqU3ed6Ar~G-tj5;e}9wS2#@JJD8L8cA-eJP#O)r)*ByVN#yyijHsgi40+Z(&rjt! zW9;dvD%glno(i;EpaSlb>$mEe-Xbm_*q35ESEu>famcYFil}jJ@Ch&0c=}Q#N_A$f zb{dPwlqR@mX^9Zj{c`H?Fi$T!N$`4rs^_{*o)*apf~7R2w~(!^WEMJK0az!a%r$#g zxo^UzB>awx?VHK;qG#b*-rY|#n~PHe1Mn^`E|7}2nkF((`cV&g^LX`8vCr~G}Pf~vR1F`;qeqZ3sqLHg@xr95{1`{DTqIaQ&* zSfh*Pf)#XD;(0jxpc?($0loz72*OUYmvutD**EkuksCttQGFDD1*$AcRq5Ho0%q5% z(;A=5vA3^yB>Z+ge1vEaL^yc5l0S!kN%kmJd_HvQ!<}q&qr&iQfpJnmSlA?_)FL9C zXqd5%r<#iww~JjtQ@;1z%OYK&y=HNBGamtVC`1xYXf{J3oKxl-`s1vDPSwac+dbKo z&!5eIRqWp)7dxNaNL~7zPL`a|Q6%A`2q5P;AK_`x1}ux>%$>oM7l)-HDW)pIF@C;( z6j~2wBM%EP;atWOu+q#TrjJd4gWNROzbBrG;}e#=((tqUR+C_9rC(%f9tp!6TJn4L zeY^P*Ql{>F1q?6>>Nq-@!KV*$v&Pb7Q3;6D)YLqXG<)T%-Q4FihqukR3X z!f(lMJ-shT_rvs^VL+pr8I9(}cBvzLBgdY`kpqQlbbNf$@y4zFkep=8&B2E?7O-`F zaNGjbyVTP_d$QecPdp{DH9r;)GJ`)4da()HeD?~`%QLA8WfwdbZmZ(Qs@R(cQZD7! z9#Nd!wLw8a{|}>nPtAV2aOC$OZGAU95YX+kJs}${YUhFr4U75E{IiI2HY?L~GpF6lcWk-pY$GvRigb7(csM-Nt__K#@>mz&udNI zc4caQKsn&t^MRetHCWHnlmt}O)>Q0PJ+1qs)TpnCG^FNoonID$gFn;M7-f=e9aQ$I zNV4rjWF@n`;$rKst!Y9L?~&nhwL7DBdDkSrohi_%T5fb8Fnpd*4XcyU_DCT{{0!NX z8$A)L&DG6v;Xd=J5#m||y8NGrp{4+!w+H8ESozV>7=-J2?@4T%Jokah*X8xW_Hel; zJhK@ai!;NOt#}`wZz-NoorY4nFy8U`5Lr<%=Bm8LC*w$N>f%ux4p9gj{8Y~Av(!lY-l;L~Y6pCGO`S7M+7=Wy>{}RXCIBSh>0$@kQ)ydF_bJ!x-4Hw!0_L;Hf=n zZmqYotSY~1dWxhPl9O;4P$WV;MGjO#E}x+J8cIVmOOwZ*MtQkIJE1L-8?>ppy3bh1 zCynj34iu_C%=#qpjMRf03bFr^`#5?JPrEhb#2Br zAQeV(g6-Th)omJE{VWC*21(TkPx{#hzagMw+hxFaGkES6yhp~qY?9r{b4u*(s|c~$yUL$5Qjtxc3)%}A8|iJzXvtI z^QlHc{^9xW6q|U*nj5pPsa$gLj`;WJNGmmBu0EU>aG{*_JogKg z5>*-zDddCaqgmJW3w!-TI>~*r$}BZlIm%1{X=0EzV~e9j>gTfD4Q3R_hMgZHHP8nrQel-T|K zQm)_G=;$ymyA5B(L?3!puEuhoBU=AYd?7Bic`~ny=tKIHOpD|E;bjqUS%n>*Q79;r zikUKrb1mGhLynHpPtIr13$wl+hm&@n!cVsLFAHB_V;Zd@(>potfD&;NKh+vvA^sm^ z0ywe4VN>6p>wOL?H_Z>+gsk{7uhH*Zj&GFzBC7D+`bMGRu8qYIylKt})4IY+dJ{Ap9eDoBtn{5aGc_=x5o6`Mc zNjZp%g`iXhwuawR3D1ujd5?)EotXFM5hY8y}a|Sw_41#mf7Ds(GJ1t9$x8i z4%M%}(-vSBMP&w^@&H{rZ_;_1kaan2<6}NkPAT5aUjUmq+wS#!<f+V7Hx zdMuf@^=8Wy1e16lSg;zRizPZpMI~{Xe=lUsk2QRpGT88p3t!rAMx%73;gH2o!7k{? z0%>fx!OLzP^L|l$6BlziA~k#+*G`M(wk2K)E<{%I%{2m>T=sk@-Q40iyNi2DXd4_K zM^hV-TEmX38<}1&j-t7WX8#scDtgGM*jysu`S%yk96kWQm+*(>96A|x>YB|(F+ax-{##aYUW{D_5{ug(#}!o)n`S-t5BfP}&;!I3)!hy1gMd>3pWU*wqUmiA zHKNYM$n`agyL9L!2^xMFtYTdi)khR55>5flvr-%if?xihzSomo?xNC2K=UN62;cp| zZLq~P9Y6lzP@8MuW^82Qo&Z!V)TjW3d61OU^$dECMwYp?36p|H5`Ho zI7~o-E-XKv(ksD!s1);JS;g=B+v|wm)fM@3)E~Xk!;+7(e9?InN#N3qAkY6H*R zr&p`%ZA_Ghmh!)VVAVGcfegaN=qbL2^U6)d)rC9J6A}WrhPpMKD^hJ!vs85xKd)Y2 zUvqG9^elG2y5-yt&~x$f0u|%TH^qcHeIxnDxSL%)K^7M?V#;3-ej$&uJ#%*N&vflK z8H*huudlD;Tdp1+)QsIKZVPe6N{39EAGAKP`NEb_%yhh}7Ro9mVDqL-VOQqIuxu@y zR)rL`{a6`YuwVI37W=8n`5&V%TJZBHn1LpDofQLE@-=_$I`qon03CsPt?v!`m7m#W zC!v~;PT8ZiAu!sOi}|x(nG(zi{i4jA!QP$>#0K>P$c+!TI;FuDRT5N-Na8GAK7WBlRZ zEri@}R}PH^E*Oh~IEfz<+AxcctB$*Nl;g37$ln69yNeVrk+Df>+hZgr8!GoOH<)@^ z(Cv$jq=WRqeD0{oe!Jm2JVZRA5SyyI5gP_KJjQb1Us$FAwxOTe9l znQNMe(4EDUea9A8kTha@PZzeUo5zeb-*U4D`OFaC&pMc3cuKG-eA&S5kCQAlJCOjl zGIieWnO412UIsCYbRJpY$*|1B6X>u1ba&Bz9g45zQv7zE@md25X_#z_fQD{+Si*JwGud$e& zFa23}Rpeh#B>SnQuA^?G0J#Gt?_dP&pO>LP3T#O@1cQ>M^b zO1*sKV$=tYRQSN>v%JK~27Pw8T0-Xps`X8lRC4eNC zD2Pz24#6fY|+PcGp=lkcFj3bmzMs zr88Y2Q|%hOWwxR$x|;da2p^9BB9ZZkxbvZ@vyJYI<8Twr-?5q_+DUcRyegUVC>obR zJniRn8kccS-EhvtXrUjwbiqzXmEZHk#uCW>N13cNMlN>UHfFibLO*-a3$;&mh^{^i z*4BoZqPLjDTtQ&S;>@T{kRSXz7bUbmD(Dbsirtc`{K1_Wcx#EQ(=?0~+Dh*b1n^ z-L;(+ninU69GgQGp9ZIFKniOcdN~&5UXJ-+^=@8|3nLrmd}|oQephCiX%>o$vOAEo zY5rZ9;lv;vJk=a~Jpgn?Gfhl=&<1DqcO)QM${)?5O|T_CMq4z%|x1 zy6Ia%BWFb0WN5P$bQ+S0H{6}7+ZiO)|78sM*QHVxcdmX|L_C@n?%8>uGkhDoGHDlC z7XkU~`gQ-(Y_HzCM<0%t4&%c%hLH%SG0Uvuw_P82A$Mm(M&_R5hEPo zKKkK{E5qju2fyu1;lqEJl)<1qc=ExA?Oz>-!t7O@BSa8N_`qyjtgP5h_wg|U+ACWU z)L;f!IgroNCyM_7QbDc0#FDwX4MoW;P=TyeExc_GeTo+9ryBJLhk!IwJ=3I+FzzGlm3Cmyu0h5w+1vU(BCIG+q$n$0<;XJ**5dk-;2jFB=z3<`OfMn^Pns7Z)1W+|B_4vu5zgGLe>S>_PqHoO?& za;^ucLOo+_z&T+p#>mLXFnv9JTz19f{O|w#FW>&gcevgzVL-yd+oKEl8jy6Pi>Vz4zr2dxe{C9b3rpgL7)w49@0ss7WvFdVCh*Q(k)5ZAI z0nYpGk4b3I)8CsZs~AAeOUIFk1N*u6L+{Hi&b|dR&FNyT5p(rFkQg2q;n%HWbgC=zVXFxaLPS_$t9;*|k*k+B%5o4qp zit|mC&rMOsDY$_E0VLu4LvZ#^fa&Y&XQ+RWi!ZsD54`<@eC;#;$IfeZl7zs(;2@i} zY$hX&V6Xsi)1=K7(+4N`!FRsT_rCL8-uK4$asS8PpGQCK(VV#L1g2w)$%Es_V1y7L zqKz>l!vpj-y1DF<%X$CX-pA+P`+0Ux?q;-Slw&rJf*?&JQDDWqYeXRA-9r*e0wEDo zb2E(ZIgpVz8r@xNI%X5My6r8w)!Db^R=2t(XI}q|ETxhl%kZ&x-yYItN(driFeFKG zWEEf#pdjp=4B}oHG5Xs;eiLI2mnK^#@%U|=e^M1mI-~S=*a<9Ab zOTUtks>wO7C)B8(bJ8ZuGuLP|_}Irj&Zj>0DTarKNs_KC$DTwHM4P0MAdxA7+4agYN)zv_VAAaqJ?3&ui=H4w3 zBjmwvu(P!({cXt5r4^Z{^{AAdZW`w)L_?+UHs?k|C4w9+kX-!#~B_PrWIR& za1e5&hlKNgem+-Td=)31c@oo8Q$SLhYR1Jrg%**_&Usr#1;R{$Op`Zgv~n_3<$XXE zO^X1lcm*Vr#+2c~5&C=j_~QS3iPyjQ4gBf%f5=iGZ8?4m3V^{8A}Kh(r~{}G=pXB+ z&wWgd&v4~cSMugpy_K(g=Kpx=KRlJkJmrz}j*hYKz&LKD5RC&kz?RVw1pN00KFeEQ z^;Uj=@$VUCm}3Tyq0yZ{3oK*hL=%*oNy~(gkR*X-+Ty^z15D3M5sBHe-}tN>a_ifl zoe?=sKjREWM#lb}QfYjAoVn&4P9u^~5J&_BqACi42%firOn~j?{l7s|o93eV_3;eD`^bYlAKQlA4S-PnYz2`%G{VU(( ziBEkZfA_3suzB+acJJAri9%rhEFLj7I>bOor@_HB1LlD->A^#F7p2BD!`g*|42|1OltB{vAD&m{5+#|#q+t>|B0ie| zWAO5O_d?~WH=;zbq+EHoT=B8XO5-W+3!&?G@Yk z)9?StX*WI%+kkOd+B6^G+OCB1;>0ea-Wa>wUvz$N1b9L6+~J;8m2Fp!Wa0MjLM9Kz z;=2W!)@+#Hs}1sIo$Ry zZp#^Go=$)N0FlVd)Eo!)A0WmQ5O#L`dD%!@R@Y%+WfK*LG^=v{bD_$r(1M~u5(1*L5y{(1{)51Zq$vnUx*M6o z&_=`VJ$rfCzx*@b|L*sA%iI5r8{X)K>_0F;b9RnansUt6O$3Rzz44vA`c<_mZK=2NL8*qM#Z9~w7jPy6 zpmMe@%0H9abM}IemxPXu%8m<$VmU})Q5i0jwJJz$3tafdfN>^26++;D|MyG${O7-* ztEZQ_*(OK}$q{D^+I{=>F*7s6!yfi9Ui{)0bMu?uoD9IeJ$w1)H^0GuzWd$(-|uhY zs7$UbO;D8?7XUzSJ5-IuZVBE_9NP*>+5jUC>DmxNHL3TW;Ln=alL$9 zQ-EFi&C1w513HpdcD2+yHU>cR-pA}P$;JL2LqCDj5K;1Y`XkwzoI7HQ1Vzp#IHAD92>3W5>> zff$|N4-jg*;n{gvFO@QX1a!o$M5~hyCvY@F!$b6U_wj~Ty@5CX^P3qQ8f4SfO_?Hy zV~Pbx`OC-oJVXiH0JTg+0GWD_8i5lx9M6G?1N{5@-pT$0`+3{P-p1(AAd_=5BuT<~ z-~T0Ve9@cv`VYUtCPo?S8YLzvF^wn`Qj+BaGD0H|9hula&Vh-8boDm4(JgPxo$qsJ z?sl)caQz#f$w1!-5SgBt%I=*hoJ4_yBy5ltjvWg?3s@BwQXDBiGvfSvf$aQnEpFGE z7U@sfrmwe;(a}-<=S%;?GoJkn4j!Dy)~ju2<&BI35Wxv3F2GAqKsH81MPf`5fi0Ui zGB_~6*T4OLJo*uj;WMB645y!Q8VAQG7-)2H$;FrR);GL^_rB*p=>ksLa55xhHVYY% zxZ_p^Yd)*gc9u&K;OpP~765%2>rez2 z9}PkXjE|3JB$;PD>sh?%O>fE!JwTeKgd|~X;|3n~@P~7s``(XdKleGj=fD072QmX< z8@Z6B&?ZQn_mlIu_~MH>^UO1`jcq~*MK*Q`L%Z6dr=%sGv*Cy(nn`(nJxOQw~je4VJ z{r)xTbQc1ARBNP4s*OTrf3Jq^HQ?LS(3-N+VkJ?d?gzDFt2MA;rB3@^y-BD-)vBIj zt%K-mB;QERfGmq;XGpi=TUn>rq1%a^MAv|=l_BJWB?0NnShXU z1&rD0S%!y(xc!}PPatIJQY2wq+Sr2X8! z`zH1h2zjkKuz&IZqXVNnWB zAOXSoBVbIV8Ji6D4st^C1U~uSpXAhkK8+W@?u86=_cGm_;Vo=PbQ$k2cF$c%TnV309chbWx?{G^V`h*8@_xs$P0i9N%{m{k`3o7BPZ~jnrVEfx)H#m3C~C1Ghb(7mQsFSLlw_zt@@^ z;%$&vc~~qBY8ZooG;gUP5uwpV(r6HgbR`K>Q`1~{;e`M+lBA6Ik)>OjoSfuu|MqWr z%Uj+8z|_cxrmj~X>>uwCxA zcnt*0>#)d*`JFYXM#ax+V$8ap7kN$Eg_;bd3h!B&;Il5vQmeInx~Q5ADlx&8p;)He z+m8B4G0nv~576sK+j9*sjZnNqCD`j>{_Tni%Qb8-wjs8^ETSVjLFBMGD&Z1xSo<_= zb<}+o;L6G(?x=5M8C-G=g9SRAow2bX2#XY zPd6CVgI(~aO4BkazYkjU_-VT&)mKsVMBs9MAq7&Dm8bg|9U9?BKl(AR ze*UZJ>+fT1^BApW3(NCbh@-KM5FijFHbw|=G#HSHHUw~L6eH1MXn2&_19QCd^>61k zcRz=_-s8^nc6D>lhuwqoe)VITYSEwzN24HwaTLhJ2nqoL95{H8y>TDC^m3Pb--U-h z`C;7go`1o{;f+ks&9GTKDm_%cP5GHas$RJd#=c3{c$bhiGKulX~+PImkueq8R z{L>5AwR;z*oODX2`V$oaVd9_b%r*egfFLoD$D6^qf(|km98;oGy1IKfY4gc^{(nEq zt=@V|Ui`8b0dTi_-I))*_x;SYW*DTGW;6=Qr4BHPfP^I)M>1Bpx)+Pf&T~02+T}OL zcJY2lORa9=>bs!j4hE2nz4{gyBmf-cq_5#>-gY?W!L{0LPcItoWBB4WFOFQ2l~ z&?4&87~<+D>e^oR=llP$_YF{zB;VKfWvOY5v9r4~v$k#9wr$(~FY#O2wrv};7<<|* zWWF!zo&4fdo-B1&qq-+wPfjTj8F&#H@5a5X!7};_od&i6G9Z8~MnN!$aI_QOe)cUQ zh`{eN08?iyn1m5SVnZ=2ip_S|9HWPiL48vLe7+1ZWM+LH67UKnpl!u0U7W-g{P4lD zFX@BN$vQ!je-bxiFvw>JU_tXWfb@0b8UiY?V6p{+05%AQBlhoR)7KYsN5A_QtjXN} zqgT>dkwM^rG@8PhB$k+AMMXK9TbdM;%=Ktgbz`ZCOG}-x*m5^xf(>910289&nA%Kn zy8&N7;*3&9Eeobb@-Uc54mV>_R2NrcYWsh<{i0j3?#64QAW(o)&OH|Y{4@oRKm7>C z(^!xVVqrk)Dv=K{HqqQwk2bWU!l=M*d+vf=57`y#Y_={+0>x3k4 zz;DlCLg*srOG&&g3j-=eK}>eF_Q+B{qHQowwlguRh1b zB`3=FmZf1(0PDsr_aT2oanO{MHJB0b`QbMLunY@e0m3CzGnV+dX~qx=g-~o1j;BwytsugEEa{FKiVomrxxN$U#@brZB7b0V9H0}!G>CjyR1 zw6^wkG&eP4!J-BD@y8$W>o31x-rV^Jhr4k4nP&KEMw@{D5J@h6$*q zrnVN<)zuhQSBKGKMq`=D%V6x7F(_2`SXNdRzgHJ{Ms1pbhKTZFKuSdYKW9kH4~@xukIZfY2~Dt`z{_pM19nibCxt%I>U4vlR#j3$F5UZ7E787gN1nRiRba@ z2cKhD-7o=9m=e2W*OZUXXGq2D>gYn_qDGNs3LpRzQMH*UHA+RY$uJBlN46Ygp<|LY zREv+l_ylh}`xbWDXD9jX%*zhO&gSc)EL4j2a69JBpQq9i6O|AFW9e=}BU5x5Ow*M3X+>EDESUKIhwt#!r(fZh zpMS-y>9f$)-YGzt+F`X=cBSR8_Ihh!)wNbfWkt0}NVPOK%YFFL&iSMl+9AWxGFHTt z;6@qX?uxt$a7mZ5Hr7xQ0kf5tmE)(Mf54N^K8>={GWY^M0l={Q=`z+acJdjBg`=pi zZxA06qyQ|_LL}UU!cYT2Ql`(VP-<*Zq;7!VLvc_pUJn}&P;_W-WF`C9q;$m0&h zNAJFeS6+J=g~73~Y)L4x2pwIjEIZ~Sh#=NpYaRI0fzk*_e$(2V6`ylPj^}y;8pJc} zl!sse%Hezjuy(*HnKY~<*P#AjjFIzDjt_2{xkUge!C+9{Ct7`dJ*G^Vg5Q7t9Y6o{ zGk#P$jx%S>6uPOl)>haij&86_kfPhhm zDC69DVPT;L%EZ}U{Nw`>J3t5W3Pvax!lH$XFn|7hSEsDNG$Q9zs+?R^brqIgdTC5j zz?mhMSOQBexg?fU+lUb(BtL9JS67z+dWcBNHW`L71Sh>YX#qIfJbQsJ&ph+YLj??W z^UO0|oNkaj?~-w)uP^-yPv$hB7M3mZVhv6*5o>g#eB9Sy_QsjXmiq9J2k3a_0pb|| z4M7$huO8@_bEI-d&u@cJP7VyjRPek_=-7oeqnj&2c^+yj)0}e-|gx z?*=bB*Z|2f5z*q;Z|I;fyXzNg)(XeI{blZeJq?1Y%H8U-7@QF+sL#c$rD0OIN0;Ab zIZtMw3-@xL&R{q(oUB<@K$M299-y4ZdjLVM=iF5vLUwW(>?0UP08{^-hB?z`qaauS z%VK8_%MznPTYDQe*?BdbovEI0VamQKxwcPO|6Z%>HM3psAE1xmyUr&cAgnF z`vig*GhvLx@dyOYk`;jx?*W_uPG;Q(!P(aZBI^4maD5%ly~8$~Y%luUFm%T%A6Wx4 zWIrpuv4zsoQglQ+@XFJ#3P2`QRDf6{Ci%qVY=4GfNcqg4w+P|RPOQ4#YFK}h^-wpg z4qf3c%$zy{pS=1h{`vQBVT}nD7RWhS%QgYbknalp#i)-qIp_8TDR52CrL1+x~-0+F3IpU*CL zhSS?H2onDUtF5Z05}`m5zWDM>JaG5@_~`8qP`|JNKEDsaKv2%d79$#o;GB0?NYq3$g6vWwG%_8)N*q z@gOG5Q^$Yt>F4#?x0kHi2_urT{Z5n?5`Dgs}(@*kw#*7)# z*b_l91qC70)Yio%kwivm^r%r-f4vP&gb1{3?EX9oT zlRmzrv=n1Tj~1}ZDyyu5)mL8~%PqGYMyu}<)7#nEDZm*U*(qBuma&WBC+7hyxd*6v z6zJYD%U~1tCa^8rNupFzEjgrv`{cnmb0Ej+g@#U!^Yx8+HfhpC+;i{$(Adz3fB*eg zF;;yj0Ky?^GQitzyKNOPaV-H2W{2p{_h1?2IQ7nb0uavZe=Qty%+c6$&poBiJ^AF5 zShT1fL(DX2cZ)4H$EvHYiczCR$^&R$+Jg_?k4Pkn=H_P1n>SaDdwvlhZdX@$&@oA@ zz4lsIZMD@T-xQ0U0DaYKx8@E!T5@Ah_oJS9=G2eRA|T`i>K%F0hisjmd6IUX>{9k@ zB{_glDVyu$0?h37x~P4KXI?wbVJ<80Y{)?7JkTT2Ky?ik03Qa8ao;_$GE4PN!8~vaN%Z_F0}10W;(VC6T?8WibN502mfNdha7NwKrf``Eao4$q=-R3lYK{ z5d@4Nw%B$H6b6d0uw|j<8gXkHIpt%zIyzBNREE{pUlp&s@R9&$3W^KBtPhto)Kpeu z!Mp`Hdi!H>?oH=lr~P(7WoadBLw!>{&O7#8eDvkV7#11^k>>$}h+!Cp020cJDlloq zNr;(ISf(ZWfHT!BPNBrY11!}gcL(arhDI*1Ove2wL9U7bVO}XID8`3s-tfCGzD0Ri z8ALXRqwe`lpI=^QOq+??5p_8ArVFvlUb~>Q*g4NRFyZr(aw3L&@ zoLgmJS2>H7mzHAI+&OsToi|WiR3!Nri$$IOi3PX@pW#2%BN7vgXRz zV3UpT$aD9hy{QF3qX4U_IpF;c+!x#Jyfvz7t1)lheE1!)-kwM>X&;x5y(@XErMqpO z5jh!FEK54fI3tT}wn=bk=FFM+QXv8rV~lLS{`za2iA8`YwxOV)0JXKX2nGTWq^cp% z6VX8Q0kEP`g_v8QoJbi~S!rc}0UrsP4i;;@Pz|QCrHzDADqACvW}g8BfRlz@i=gSr zSTg}>oyTC%CqN$pN%~@@2}_+fVp-_u>ck&^{2|+`uf8hxK5En`1)5nE8*Q|q3P!Ds zWtUwxF4ZJ?$t(;xf-1DHq4R&Rn`fSRvJaL9jwl&7*(Oh(jBU5w4&QzEJ+8n0I&^e& zU?|yYtF4L?Pdrhi>Hq@+Z=NZ6K-rd9V!Q%xu7;COJ_Sup%@|6y;f5RFu)_|Ode>i8 zQ&S_aBS((FGRsWHCYx-6Lk~R!FTVI9o_gvT3?zxxIjdtqESqb; zY>YT7mJ~Ojo>PI}2QwhV1Ie%lE+2xdu(`9@c;f>t904Psg8TGXXVHfyD z8|h#58%ju!X)#I*Lb3?_v-dxP2}|Nz7F#gLmw1fK@s1ro25WAxCZZgJ$kP}G7@WFj z7$9auVqwG(Q$U&3P*+lmmbMlYmK1_5cCgV{WJ#QD{=)e<`_Oan=F@LtqwP1w$P98^Y%Mo>%F(e>Km<&>bgp_srufys7V-843Nllfs+hX8DP8q zg9v6cChteojlcpGBR=)`Q}NO>&!eKE9OEa9hd&{C%%R<7D%GYlAV|IFO&DnTIq+FfIqAiW5m+~o|0VMt!# zuRnjs)c^iNQE`d1LDzE|0|B28t*tFEV=-KM!6i8Um=gd%{A?B-+Qu_dAA+0 z?#An4%=pm|GKe{I(bUueKRC;dtDC>E{y%*=$sRn|BnBuslLRq_jOG5I-{bu#CuWh{ zCy{MwAnEi&p^$(&Y;cNzVgCH{Pkj9G$N28sZ>7P{nKuv2EKD&)s^OKCmY_0FDZybu ztujMz03feyzaowx6w0usrbev4{`$f|(5M`IwNQq!=(=egIWppD5~iA2vu0u9#ED74 zB}A0?D(Q&ZKmYs#07C8Mbf%gfEA8Zy1$pCea18t24MXKsp}wvHzlh}0^y$-uMdF2L zpOqlq(vv1i2e+vTs;#V8XH>Aw#Wce#DBm7Wf)N19j(H~SDkf&m!~&7SBwqj0t`kwe z2cx{z9$sIdrQNiNzY?~obIv&z7hG^YhKiM!m*I>v&Jf12{(7_~;_RPfyooUBgLc|! zCp`4f!x$na;L}r2Jw?VW18l-#bHD)ypsubCx88a?^4WISVLKdg#1Y+RBIL~eacCO@ zOlg8#o_S_Do}?KBTKvK(9{9t{|BUi5%-m1Fb@qUMgCo4{8F3oWjxMAD0qA-`aq2n9 zi}QK$s$6ftya^HI(4XZ~zEYCU)(~M=iMDEs=z04O)c zB+eKBW-t%z_>!5^-a9jEju0XOLm#NsnRLI&nf)>)%P%4ar3~wsHzh^w6c)s#V?M*5 z-~WzMf0?k%SP~RxFcb7*YK~x?&DO!VaZ8}RtsMk%mN_S{1_lv)h7TQ`9hkVnM69O3 zGH<^57R;C_)s#plP_6?I>T2pFp#J8|Z{qcr-$0R3h=?U%8`On{!5{R2$pRUq7mY{4 z5p=1)&9>hR!-fqPunqa*`*F8f^O!RLX!LgjJ(W;Cv4s z4EO^+Sa!Tr6BHZ5CL;_Yg{6hK?tj-w46!5J5ocS`@lBZai_a7mnM-fK6jL_*8#8Cl zz=*P8h_PMo3HHVyKcOHR#7`gpgjo&qP*+ulPAh`rE;<$m9CH9BuD&#a!2rTt5zL#l z0Bo6d%+*L_@Nu{w0)vU5th^&`sMq${ob$>SfD|dIYn7g6K#MwOTb3f`$8d*;E z8bb&o?-?^|aE5AlLc4DRH$+D1op;~Gd+)u6Uw-)ob7s$$#vKUwQ5Y(afRNfhaUh~M z(-fzg`T>$CeyjjW=FOWImn#xf?Cd$SQH4tAu?uO(6_+p)Ij5(eej4YWf4%^66o@A& zP=ScFBVV*=kpO&b;EbU4C}DtNnj-3!ZeWm9&d5N*eOvl>3EHWknXKezW<-N_p(Go_X?1`QKN1 zfG#IOaR}y%&L09%cOgwyicI1BpiSYVdIio7$Ps9yew0n4tol)AUR>IzXGBA-OjF3& zFaUO`D-ewAnS0~KYJ*m~D(5Fj7AIy+z(q@`t?ZHd5O zM`YgzA3EE*Fs!x?8*H-y-hT5P0WE}zf?(L!A;}QAu*C#_D1e$^4Wf~l+P4cKUkDY& z71C}95>L|aeeA=cj)j;!dXkcB+7U4;Dsel*=W~ExGG-xXU(s~^W=aL7?*}ls(M>ns z`@kB58AX90rm1-5U%yU~1^iMrmiBcHP*+n!6AnM+Fl@EeRtQJC>~b<>H;~>JF*Xs7 zg)w3L1RQ$GA-M3=3lQ#zAy5#2$$+64T`yMAl1IY>4`yVRsWJiRZ0 zfsA8h>ds@M#R&TS63_kR_g^9LbDuvcqYU{73l#`xtu@xdF-IID-*0Y$8ZlwEBEXV7g#|`opb&HB&&7}5{eVq2+du#~!$%Io zxCvv?u&4nI_4T@(4a2@Mvf%IWWRMg-r(u_2$9E|ao|JBoK>dvBHS(@E&Herf*%@aZ z|4NHDvSWoI>T&WYIWQw5gGKht9J({ouL?LK0Zzj(r1Ads*I#(&op2S$F*=ZG4 znY-`48{2HNjgtCUEsjW(jfiyMhln&YPTcOi^G;#Jsi>%sYs>vJv?d+f-q@9XNrUd( z^WNOIkuJzGM5s#1TOpNK=1~r>yzWjgA-s6uMp^#rt6J#+x!769K*{fesAtb8-Qose&X+N_ z6PQH=;>7rieAkB@c;q@OOSxDQ3u|j_#W$aQBSC(NJDF^QU_`bE#Dw<=A=8odG~%h(aKsn}8GW5s5_+@`te54x8bTTOPse zX>(9X)c~8&Mh4g-_~A#p)q(oi4U%M5$2Kl#M>HIj8m9A@tSkW}h65*2SXhJtm6n@s zz6r0s^cqGE8!6|E#v;xM5|A*jz+kyIFiYK!#Vq?ff+cKCKv!27m1UKPbcS*Dh1X!k zRaV3%TWpRoz%s$Sdu+ z%kB~bZf$Rq0%lO+wKQNb#xaQzud&AJ*hsMqz4q$ssABtuII)}|d1@hsg>x4Q;0PQ; zYf}dng(EQ8a+kAg7W~4O_R!Jl5fK^vrRakTY!~sQepAawWvlHN^`7$IC?g0$z zPSSAH1qa%nbbD~pg5}V>+;uq_YB<&Y?D#$hUGshe0TK1)ibNhTzt7A$AhEf}_inM( zXXQemehw}PO<{`iG*sKJz)-R2)2H>Dgqg=GBlRi^|K`>io-=12hLRN*=O;jG`0(M# zR~tKa%wPt|gI|m%YDDHk8^C6yF?>r$@oHPe`oGaMPv|BkE9SYmk|%T z-h}#T;WTsq^@q$UfnVP0cuy{<4~!REco6k+Ur9uL*AC?{%8sd<7%pSVYCpYiX3O## z1f&6qFsHg9@{r3Q=w<%k{*8K359+%P3Gia@97{tK8c2(oSZ3ziBqxvoMC6UNdLe_E zv&}E+E*A?D=^6+GqMn1+xsS)&>3TlP273@AL5hh%pzP1flsb@0WS>v=O8_J=$S_b; zSct!;{3}cxAr!)I7%*cNBv~dvK?9M_E@6?`YUiy`QCfk9<|Z2?Bj?U|ldSK`LR)JK zmR)ICti9=4c zmzty(wSox5EUzs7#~~RdZMLYS2&=8VCf0 z(of-V*d@&;?@1Rr{Jk~Q;bi&MPp!^FqkEH4M3jjJR5Psj{C?$3%Jgqvef1SyR@!E7 zz4ev=HIxGr5KB#Mt)OPvvIKyV$Uvh33@~7S@4BYV?xOYcm|4!P8m0h4)T?|3AXH*I z?zkfWhy>9RON__VsnZ0c!<-0C;rJ%to?*j=N!oYYZ8zL{>#bOE#T7+{$!WlY4?c+F zk3U|dj8x!CGtWpG;RMO3^ooXLN4P6hKFj^6{Undndja35>n5bn0xV9Cc(w1tgqR=) z)h20cZEcOS_{etCO*diPb=SqtJMXOIC3eE7QKJAr@~)%3Gwwts4MgN<@BJIX@ys*N zh&YEp($KJPzWG)_j{;l(AwSKtZ@>K(L&)+@b_ogn`hZyGsU{h>^ev4odjafj`g!iB z*ewxdF9f9DTYZujx%Z9S%K>oCMFgp*$La}B0(rcHo_PS7{DO}xHhm=x<{&p`<9)e@ z3-L&{{>fEJmV^PVHy-1NdzCk+&x>dP*`2xH>kKn5Zher)K<0s4-Eaev|N3U$kQh2p zZV!R&Ir{ltL7no$PKAYwb9FH|hD*tw~pQ5a)_@WUd2d?foYkuYI2wY6aK z4RbN3b_}9cL<4HbMnM<` zfyp^0vP8DV6hMy^v#_9PKHAZNgZDTXm)>zPf&~Rww4gzb1u>Wj#2Si`rYa^SoN}{I zadzcTl!v2G>S43f$5=_cq@nX9(iKKD5)}ZJL53s04I&VcycQM}IbwYRt4Yq7A}=vB zCbCfUscxLWylIxBPObsI0)$f2Lv1^w}a)R9RUm z*92=uB%M#gN{8dKA3wvR_dbRb&Nx|Ovk`S3A|vSn0LtV|+5Kbo-q&)MvmFnQM5C&# zyFf&G)7P^_o@MGSb z`DkfwRrSda(=sKWbUNUyuZA3vv2SJ9JJ%;p*5wUGv(i)tZ(@byKT5~oB0!WJEFAzQ zCGDPba+O@n9Ck^H=3rS_nVd_3MnqQW*=L`{haY~3*|TTE=l2P7OhKqX?#X0^X_^`w z!kQ8;IW-ysdSBU}S+k`yH8lxR&Nft6S7TY#s3%UGh%L6*0^4uDy`)X;t3WbKC|Q7w z@ZW#`!LkH(2!Ozr{mQJtF7fkx{PD*EB02ED1F`z*t84wmIdkUVwbxz~5D)+X)|jRx z0~io#hYOZ+gFz%TS6z{CT+T@xIstJokEE-)r3DQQ4Z`Z8g24i4NicEFDnKkqV_!hh zAm>$^yU%sDI4uRG(k|>VWo6|Ehr8rjiseVPJMOqc7-sg}cVDcq!U}RdML#C{803>< zwUZ`J>ao~xb`_M!ij#s>jahO%-HHLvJoC(3nJT{W>#x5SS(iSLL(E-<(lhB7fBWq> z3>EXH4>>Q~m=`|He^8{?XL4@)_H}u4@>SjPMELOY^9_G2A@ zx_fNyb(p+vBZH!XOJ-2VychsE+bySJmEj&tKN2UEUm`o!7YYSYSX6+P#%7Sjoh*Rm zFp<&;a~SJxx-Q0#ABXnNcCZ~!BL^2qwgqO2EYdm~tb;QyJ{@PCaTXd{8&FkNg{T<; zESBq&L698a#J~^BXM+qxqY=z(n}sre8O}ZLT%2(BaVRJ##DWEjVEAC~Pnqit_09N7 z&ZXs~hO{%(w+!>WTjT@0$iiy)YLIROPfyKcB>CA;J%b6kRF??hLk>DVo zkbUgH!Th3e2PiKuMKI_`EG+S4djr5yuV8>dFwoZ8fv~zp zL4jWYOFl|bc^R_#v#01vMGc+q`*iwq13$U$N(8xRp&a{>u5|8u1_{DUAG`Ps?z5*Z zw^>$X1E7H)rfE9P<2;v@a#ahlp}!-;1>zDN!jiI5`Pkarg16p$19$%KfB5v%PvhVf z0e95Z)gc%Rh|^-xg|nob6TF444bo68*62^e?wE-L@F5_auC6Wtm&C2Kv=n2Uut z6R^%Y>tNEPN%CI3iu8~jU==V80Fg#I?X*+z`s;6q9Mq^WBLr>9ki60W6niDPfMupn zpN>l}y;SFKA~>Z$ov*yKOf=cFlZ*e(P9$dW~iyDMkE|VTU$GbG?>aY*m0^fk#@9# zI3(7{L@>i727z@)W00W%MQU?_xcasoaZ-6D&ph*j<@smNJo5}T+;BtD8qE5uOQioM#@q!+ua3ECFjTsKvh+^mywGS{%2x^9~8q5}3 zET1EtQ8cwR;n>rU#k}craP4i^gJOib;dLVGVwy2I55WQ%KAn$-dLIi%(b&?625!U} z%dd`et~v)>Zod`UI$AMr-h%kOX$dRl3{sSoMoNh}SuIW1ow%hYb$>Td@nS29%kw3l zd!{s!z>GAe7p{xEP_QtBww5-jKja=~Njz}DoO$?f%0C!6Y^0rM7D$rIw(lblF)Wh& zMuDxc@yoZr01!11iSfy0?TrO=69XfL!s38jKN>X!K;btSoWb=|GM*L|$Pa>{5Tcfa zS6+Ax^$Y4Te8dQmRI(Ed1|&@j=FUe+c`0tb>lSRY&DMy)l$h|ax;m`7;;Pte%gu4Z zLC52VFTcm|x)ESIF~qhqhsCHVslk-rrr^s@zQzu_ZVzZyC3Ym6SftZj<7TRc$eIBGs02x`XRA<8}sR42USu!xdXi!Hm7!<$= zpczC2{J_j2+appHw%H&PIZk(88dKqBjgj~47&z+2Tvkygci9y;Tz`X>Hv(7?dMe$*^fG+-FaU6+p|P=1fHHsn z`6qry5uR$9JIeliS$eq$+?Pe5}|HjdEOTKV5IN2tfSd^OzHCk`ED86nFT( zjohZJe7=t~vG^El(G$Zpk4Cln=>ioxpkuJAXCn3l=gAeeoCaq6cKsDi-QNwnUKQ;S z%{nA;FAC`2y`#x!jK6N3vS#m5!wzY2{`ravA-BXr?WwP8 zqt;_~5kuiXGCUa{+0R+Rw&`4C##wRD!7{5wB7`z@J+Y!^X6w7tU4yjfSC_NYCM_kx zFR)t%cZQ+o``v2LGhIeDO_0WJ=ndWS&^`Zq9Q1 z=AMtMJ^YubW>JM9`Gq?x79&Vq%P`zj0>q)7I^As-s-L8Sn}%y~Ugh=eax$#`9{!~8 zS261Evubura+o^oXF8b67oYI=&Z}dCZ~LQZ>IMHSG3FYeXs4Su8^@Lpv>&sh-$kCpPV0|8q}S|JHK#OBr{KYkLrXGZ9JaCy@a6ebKsZ->39hM# zV<|z2 z8 zf5J_{joeFW0rUUT_OW zo<9dzV;1A6+F#eCf-cC$;ElqpF1u6}Ar8 zMG?6iXH&YtuKVpC=W;5Vh^sj0+eZZh-NXjixr<^8-)d z_S1KG$28YVR(e@!#JRP<>^X-E9W% zSvKkXk5>*lfJP--YF2ozegG=5=-L)E8uCG&{LyomJlq!20Xr#yl{5<`=da|a2?8zb ze(1Dax0Gcjmf`NAfM=p@kW2hnM<~iET>wDxaIScHn`|y0Tpw&41@Yp?r*L|$;jRkm z3yh)nY>fPPQ$IOUI(Gi$eZ75%%eR(9l<;+hFT#`|)Zs!ksOlE*5H+=NXunBKZ1K7| z2q%r2a)NM0FU#k#ksV=``IpYIb!z^OfVcf7*ZEx~0qaLOqukdoX#f75m_#f$>?ea^ zqQ=5bZx(JYw(1dbdnCe0A${VAWZSHmjiof4(D0FxA&7*bkpil{C1r-usm@$O_%Tx4 z_;C49Qgx>`W2|=s;vgK|Y(#hoK+BC$7m=H3hKU?Vq5R~A3}8)BeSPupxrx?Iw7_kT zdCb?vfe+pn6vJOzJp0IRl}_=&1C;9At$bz?E;w~lW-nU}H>@&MOvwHtwY!F}%M9kvO&^y?egJNaD^+FQGP!bd|$hLy4MTmJEjcwRIXMD$9=8EPai1`Lk=* zmuk$prKZZkqUmQ~KdV7Ww79TB8%&@o(zJwx3}MWG4X%X-lG@QfH>v}mb030@d?BSlq5#@@2 z3l3?cuRP30!z}5NtumJawnc>0{+|fQEj4q>hgeMWS{Cs2P_&yfj@GKjn}7dXMgzAB&a_{)~9D= zLr+_>*Y64i72J%NzwnLAep%_s3qiXp4D&oB^E5wFz?oT?fyZ?JWTszt^)0p+yRpQo z5w|+m*Thv-0*7xXdD%y8({Px;@vzLy&FFdZKh=~Ya z%oRLn3eEq7Oy-LQH<7^2%gw#>M3CG6xwgB8@EdwxMOk*VLK0msXTfzh83c|JX27Ep z>eLvUUS}TT*HBFV$g|uiTh`w{8F=Arkt`9qq8bfBA8j|?76L+ zluuuhq1$?4pkj}HbN=1k>Yxiax=U%NUJM*x`fDsg=}8(t*YZViFe0uh+R$$D%%|=d z{xor!Zx2g6?WNaWZPHLldVU;&=c+*D+E>U+X&Zql$t&^soNrTE^(!l(yj~TeM>C$U zz6Z3^_ec?&gRTg%cvZS^!YY(df_@v>b3Aswhmys*ph_t-+nz1MRY&;v@JgpYi`*mf zQ`~cM7QW~Dxkq|IT(Ssc@}6ZM9T~lgbA4Ht!ZJ-Goc=8Q$+y-+^Lsp$8~9`)=w}VV zlpw7BJ5cz9V%B5B7RXB~FK<2W`<^ZQJTZ|u6Xhey{7EmaFwy+9e(GG$bMEePY`2!) zF7sl#F8{-}o-)32oRKSYs=fzjs>xTl=)5*qWMnB|W0nAS0#5|pqLB8obED@E-JZ?8 zI=UatX^5&SsIx12YXN&~WNmWn%eVFiPgYwWZ$Zxq&FB8erf_zfj+_}m6A1}IiHiu{ zd)WQKRV!Wn!xLbL(U1crf-Te|j^LsF9=}AC$BDfn+K{>M{(C+A7>yVcsz9603~5d# zNY~q`Hu^h&Z9!`~8<{k{yg>m$4)Xalh6MiGfiPC8fUJbo+au=x7BlqxT`NTwdO$Fh zv5GF0!Q~`|Zyk{)WYE^`3&InsZ6cm^MOlJ8EIhVGKjxrs5I={Wor@n5UlVmW*gV!MllwxoVh^D z=g5?0k9#j!233%7c-sQ=dIHa!9bm-a(cVzHA!6m5tV0Sy`1=SI6)X8cn)p zTTv3nnjUYyZ}GuZsW%8VP`+;kVf1ZyU&LHrBfGl?!v*IvA>gDBU_pB5bq{Hw|2-X& zx1aCEiH3%j$|k3!BHIpwrJB~b?NwpS-LX!F%pPA&>(oqnnz^a)V@4mEzy8s)h*7Br zm{5x%G~OO$rW(kPWBVMjv$L}rypu$mbJxeAvh%5lWhxG$9~dmiQP!QxT8;E2LDb z1D3yk!ZlZoK0NZ;)uC+zzM;8t^WXCgh7S-b`nKP!d$rGJVs;<+1Onfc{;DGV_bp70 zx`$}IVYZqTSI%BPrH}ol`+YrxAlDz=CdZdoRq#k!OAEiKl8fTFhMEs z56BV?=d^AH@NImP$|-`{AsiJ~P{)$ohXd`2?tQm+rngnm9=7xb7PB07v((xjF^0^- z$Y{SBlu#KXG?i}b0I==B*X%fv`}AWvUTjk%vBvV-h)oLOHK<+!6CZ_F&&@0w9`UDDsD($e~Wy!gmun?{1Eu;!B(a|`_ojl`gxnzWB6KpD>(=$^p!*5S50FzS-)I# zPcFiF#O$nV#LZ*4DP}-AW^8D^={6-Qi9P}j#~H;PUJok`^Ky^fnDS>nq()_6y;a)s zTii+pE>?KoIh`LihwLm|Rs|OqAB>9_m;q-y{bwemB~>S(Duc`tZWEJg zf9k3efVcBBTm-`Xwl!P|PRsjF^swQKu~JAzsLxN#jtbQcIyIH2${Pp@QMX?Iy)anr zQZ%F0tp?+2B(1e~j*!SFjRFsM3$4Ork7N-g0a1WWKXwB{%71hZhRCGtl@Txn|IR?qC1N@r+~(W}~^OwaTunX?!ockGPvR*MhMPS=Fy= zMn;U)W@X)3)l~WJ=a;_`%x*owGarW(<|L)p6Zt82s)%etbFE+#K0~BsWJ19Exqi=f z*}(en@nO?nT}z8PnxrEE+d)LU^OHES61x^8uun2M3pmI%F~VnJ1cw}q(&hDq5Eur3 zT`)qa*OTv|cL<_W9><0?meEg0{nhq*J$?y%6G~yNqaInHUqL;#9Fnd97$JYq<`ENJ zZhCDVvJlJr)Yb5Vl&Q9b{T=d79m zJYM;OF{av~=0&5Tv7bm#{)j32f9SRBZs8CokeZxe*}>5g$P*SOi;*yau$Uf`0*6~6 z1jao8q7;Y5yCi;WYhaL-tS**rle=&BE**6fTn#$d_d$KSR~#_X-^jbFd5ylNStgEm^m24Kq%S2*_VyJ1URy<}tME2; zIZPOZnf>0aj8Zsq!rjqJpZ1cT+q*{cFR78`Sb?7zOpU-Uv9Ry^ z9AWG2w+gZw>&fBlBR6)Zf5Na>1Aikq`lMmF4sa8blaQ`pRs>hok7@_3g`Ci_E2uQh z$DUgx?9z1@EV5+~(NOc|MV63hQ$MO!*Wd-j!)WRL9k+AF9Fg((FZ?tai*6QcHn%~- zs}xJ)Vh~ZlR2NNOM~K=k7sZSjoC7bdkDlK4aLirrVEfr=xX$eBlKoBf$q@~`X=?f_J=58rRie!b5i=(+Z3&@<8x6vCl!c;7orWDAg3&-X1Q>~2#f z67nuF;2|kp!iCEgLMN^|RQ?7!lx(+!F^Lr5`Ck@JEZ5 zPScFFnkII=XWu|F*1F?Kw4_;o^XL*cQJGq!ZM0qXp|~ttr6Kj0-Ts~Vepy8mo=BaQ zQDT9|92Ex(R@c!9n4GLjJn@1t@wtLy?Yz~<{W0OklukDlMqw0Xz$}K`OK+E>)2@0K=IgRSgC0k79Q=a ztO%Owa|o#BP-R4G#O8cBkzHF^VU8C3C~`;5+O{RR=JzwvB9rgqd2MkUVQ(NNs>IVL zhEH|HSP3=kD?+Pg%XX`_{b(*nG->AjF?@-f4qrac4P)L)*A!E&ZXt4gW?=p)YIo)| zZXQg96?5JGYzs1xb5uh}%9Ll7__`AtSMZ4o4`MuzU}& z;!LV=v47tWPjlw1Um^8|KOTG@_u?KZbmXzOwmBU)uOt_c7l>-$nnmSspC}277EdnJ z(bRCpTFoKsMc^V1!a~ij%kR=IXLdT&RgB2`_#`rXKehYcU)t18J|K z5l~+}+$sKr!Di404%nNv?Va5Uc&kkw|0x8vm{fpG=FkJIe2k)0)SNK@%^}-`?=*+`%JjAJqQweM5Y={|*Vm3V* zDo8{ge6Yg=EDqN$5@Ds25BQ$^!+%?A9ygLPbLO3u0M!h|GB$2 zN9>036ZIFMEQirP%&x6r+N5F)C7!jcs`hXKdzX^@<7reaUG3ovH$xawv-0d~w}VjvW_wTAq51##OUpJ(BlBiQUWm8Io#$9Vi?Ih9orkqmmL1 zNWM%*LnoMpZ_}`4p+)D{zvmOhz!MI$tPC-KQOKjOPKBU4;u5H2;FS+m3c?Li5+UTX zMq>V963#WrPo|lyy2Z0-95XhCJkQ6o72Y4$gEA!&_hZFA86R&LYuHt^-R4MZgkmXe zt@TLPER%@C9QI%`Cu&{0OY~|0=f4mvjR>+d6*x~B=VT%x27`SJwm&Aj&q*^hZX!I0!mxBr25_A!m1`M^JqBm&sdar_>d48TVrm5i|!|^ zmJQd>S}7@J+lAjr=%M2kAQ)1Dbs?XNkX_-kUHHG!*J1|3XOF@bvN(_@FrEWwti`}lH z!Wc|cQttWHegmQ;C>7Nfcxfz4*)f*(?eHxSYK{)zK~Yu0|9dd#7j34W%I-IC_Fwoq z$TC>Jw5m#Z&()Q52k8wv0i(IOzs`AE*wAM*M9(Y)ukOTAh>Gyq;(iV8zoZEJSvP}y z-uC4S5yzbJvKeLq1mApuvbAW>W$y++|H9tx*9n9!>TqPEiBiCo^AX|sTg*MOrGYV) zU)SLfHD2!RK}GfT68m3~c$Y1492%}@A9tt3E&;N5_iFe<|1i0KU}S?Up&tyo1q#dW zFM8@w5OlFU_Nw-SPkLrReJKX~-eGDgK9n1xd@0)pk7k?&l~1H;zwxc-wm4w9=hm2` zSxW{7>9x^aYDFG2Ai3*TPd0f-T>V^;c&0ObA;*MNtot;asxx}Zu~2T%jTjWf9Dn@8 zjdFhQMWF)8_H{+h&t9bdJ1+b{Qk?>vk!gR_LurH+qr8A>s4 z*2EN;>S74BTrj!<6`X>1Gm#rU(VWCy+hQ34m4f2QwO?})P^tU9(hNU1M>L$iQQvu5 zw;$C;Y-iYHJS!^B>1td&q_l_ew}){OqdKD}VhEmz7$Qns-bGo$V+kpxiCk6zWgD3d zDF51}JmI%2byHb%ry030gu$_m6*?IN!FmoI*BLCXALLNu_q&8i^kws^a@P}CrG8IT zA69Y&ree=ZKa09Q?K3eIX5C1z1-h5C8hlL#%xcDBNGpdxts7wo_mZSX(RV|8kx|F6xtw{ZjdA*R*~ui#J4q4q+tIcd@pkP5 z+)ETt;tsqc~ zCtEO{)I`&Gu=E02$2q2uVekfOsDvmtH(w#kN6{P+>zM>gSr~RFKt(6NuC;RVbmH*I<^OSND_#z#REomaR#k9tNt5 z8a2}`n3-sMaQam%9mOo62I?jr;RQaj6E>CPRz2ECybKnqKTZ5)U@}))=d~&#P9=$%-ImP4wsSl;uv$uhXoS4rSE0*^MhXS( ztZ!_W6RdNDZc|`|~*$_$*N(wD*aDO7K>Nwi#XcFNnHP?t`Bm{=TJ?4#xe>gvfo7@MolCtU~{R z1Ub{mHG!HNL$^Q84Ui!_VQ%3cx=wEAnrql(Qc%=VpewK$_a16zp6Fz+Vht71R#!hB zCfakV*Dc5JfPS5kMLAG#h5ersB>RAJd9vfxeR+R!_7By)q9<o!6*m!K;XL%UY z_xMiO+!t?G{}eb8n7cZRJ!O*)2z~aQ1KvKwoAPOwxgh}*Pi1^~eb(XZ#&;}R)6&9M z^s5Sbanqj+ed!tW`ts1Nm}w&{j>=_i$3v-WY{2|tJBVpr_nQ!UF3@T-ZaZpNtzQq* zh<<|U(9j(pUF^!4o2OYG=7mLQ8WDBd#Wa7kRpPyL5{NS>#Hxfyv z?cvcG+~E&3CObCKJ>BJnZwuYn`sVF4uU^NeEJo{br15C5V`yl+6CaRzjO7zfa06IK zn8ZOueY`<%cPLo(h5S3=RL&buhe$B$N)|!v^Zc_)N6YQ69i|AT&T=rSBVSN!vc^WM zHTiH%!m1C}i#ZqUcv%UI+5r@DeIjej*d|dmszNAculJf@h7U38hd4P$ej=lontc z2%PRk`ERGC;2;I!th42r1_m;%6X3*9YeGLvgXwj|&tXuMRH|sSncqO%LQ&9OBTumI zMKw6B;T;}w-a^dyknrs8vXs#at{w=)B)LkCG@1H|Abe9ww`|^a?rAGP91Iy#bm_3Q zx5wWrm|_>VKT&Bmn``Q!UX+rcr?$!*D@+Inc`%cxQQ1MQf<+R&p<%v!IdjDrt3U?- zZBSyvgD;RH_a^;shw$(9&2y%&ss>kqHlAg4!1V)@>J3d#N>QvRF_2DfyU+X#>r-@G z4e!R0sKi7RS|IU}vHPpws~?McO0tN2iBZkd&6L>g>&?{g`@aVu}Uu!4oI=4O)?AW3H;n-&r-Kzb`Tuhk0i)S^XtZ9}^Vg zrV&GWGu7!nI+=}7%Nu%PB8uT8HC87!&rle(-s=-L&|H}La ze(J9~A*S}*p;wn&vDP042*9)9OpgFK45u!-#> z3iBn0j8I)Ypt^MxJMY&Ukh6h>mROETFaBk&jbgxva@n0hXD;GmJkbEi2;f*(rDXxY2Pe8v&f` zyVL@{ZYiy5v8%jjQ9joWGB(SMX2t^e(PFctdNnn059}I{JAVXHq4M~^ou;NZI?y?VfG+xIn$U;I4i5n=OHgBke&p0KqZymrKUK^m09X+2 zdL2m2M8=6e6N>$Nq_Un!$FlLkDoq3?B8wQFg`Q`UsyHiJRmr+vq(%whueo!<_SmNI zQrY12b!GOJ`Q(LlE=2HMJKt~f*t8h_{MkhFw>QK6*V2D{WKsAmlApavphd;(e|%ckCXIM#{OKl76l!*Sv}QoJ6LiD>gr}9(~S0lT+2)C5o*#bZ{q_Df3F%Uboz^s)H=2k zJJ;yGfVup{8p{y}wA};@e@=GBDq)q0!bZalA)keR9HafG2}~UE&eh4K&JKFdX)dc{ zcKZIV@1#jV*_u<0;naDJ2En8FMRjc;xB|+FbO9Cf`jhIPqBXy6II|lTN7F^z@I&JW z(f#Q`2zLeKg4EYV8g~7zGkyFXW_Vhgi=*>m^HaYtR|m~LuF71kmc>J_pF>x?pk+x`q6vx z6eI0U|JGw(BhNL_loG;2Wkdd$=WJK4l0dN&+MbX#15xNL9E756*_oltLF1iBAfzB;B|@O^R;A^kef(RP=b1&LII zeTA|kt*-t89ls0=-n+9R*Y-t6R*e!^9Z>Zs){4B|x@!WBkN{90U7k{ZN zkz?vc@AEDaD!G`x(yT8(EWe=-4@GvCf&nr*cu$kKQQig|ZTT@$L$&y3o!}A$v7Zv# z63pDrww$hSGIfbFQJ%4NG;+p?gw92O7t}q7iW1xq>G~+1E@Fe8>vd1$b9+Vi_;Mk} z;dVgE024d7r%|8=H55Y~q&EMsz;E07spsod=R^K`G(6w;)tVpfmJ#uHGU)P#v#7sm(%wrY^BP`W%x-K&eBElYa{9-rw$YD``RZr$5k=uK6RS=2XfUDM{>XX|g5VUOG>ESr zrryKX;>GsTPL>{aGW+LtsXfs=gUq={75n&^Vwf}@n674bX0d%9-aPsDCz3ea?okcD z-OKRre@b(?++Z=zblm@m(Kg)A{B}72p=}li=};$b)SP#s-v705daD zbrfZ+$<+1ldG}*-N(xoG-QExOnrK1}XaXa5EWmOhmYkdno)OjFO4^MTlTcWA4enU^ zgcd7L3Nc`ZbC}tf2_VSz#<$7w`%$R-NyBf|zx(ZK#NwlAu1ceUo?alC=aNj$4WUD6 z4)#|_4#MO|IQ+mu0O^q-LRC+f& z=e?OQ^4`XeVnI0`%Wwon&QPhqDF37aB|uFkVwGMGQmNj*S@xn)g^6t%m>}#+U|kfa zkV~4R!$mAm6X>3FhV`UJs#p5a{UQJGh<8W|IP!a`R^HJO8721 zA1O}cz?RhamV=&^Rf>O&;?~q$9^R4y0@nBh2$W61=z3U0)xg5UKo2(8_kNilqL3b_ zqh|(Ju&DteII`6;RuJWAJXzyi;h21;GR^vmC$b7qN339?)!>-FZM(7kz!iTia79O^ zouZA17rM8Rhz1>rj6$R0)P2M2vF3D4Qy`*G%TSL98mhgFQ9OVE z5Jd6OY;?bhOa-x!ZWT*zOJcfQ@{8dcsp= z63y(n?858I1T~UE7SLe({{8yb3yKx}=+n|jLdE=9?N2t)dN03x= zzMHM7O21953?{!hB`+C&kJpjIYX6JcFh!uaIm+Rd`hfy138@I-X*Q;p@s7ec3%=P=w&aJ8@SLPDE7fKu}SF*17{=5OH_+fJAKFkeH57L}CQpW);^A zdW};v1j_J^gs70Z&i8&hTh`^+Ph-$CAEhyEh-c#;rDq1qay*@45cXx`pbeXHjEj7_ z-=VO^S5pycHNzriw_YP0_?_(pO(A4t29f~dA{AED6RGpcs01@>K0HKxoi!&T_}Zw< zVfa)TGwW>-p=3}s#y}0u;M@F;Go0;%YCVw|u+t}L=sowf@VQ}~S7__r;C!HwO(cvi z&ky-s|#S8YXJCXXm z%pmAkr$1oQ8r?UUuET2V6`#)riOcV@GNO*Yd=!1vLuX)Sgf+-^*kS@lWN_J-ueG^+ zJFOqC%Qg2`us(6BgUa=}MsjFfzfTvu6N@J0!Je5!0Ts@K%fqLnq*Z#S zhxEtsLpxQ5IzFNToR30JQU+Xb0%BYI%l*rL{w7nMMaMqPkHP`9-Oq{v3XX#{bAyE;Oj`)LiH+`N4@$6hH(R%8c0Zvq&7j{KNPJ zbhL&zUBxi+DUE3cu|G@TKald=Z)VM^W4qzP5aeGs*&wUP$f)4snDDJ-b2$9#39ch4 zfWq{pd26*Ik8}D~4=2H5*rxV$NVmm1CG0k;iSBxd@o==?j={E_f#7FV=jX^dGL6G4 zf;NPy9tzG*U>2Y2&Zmz%lgKTbr=991%gLdf5&~qvJ}>K@in0$R`oS~gveHu0v0>m; zoS)YB$|ce;{%NIligkS05#iaMzEUCp*&meW_l%V1|4*PVL4E_&vvwe|`CZo6Q}83J zHbM|Sx!a3OGoj||&YFPR)eW22ZWLQr{Kf7;Gf(BiWC;Ie26g{SHY((LP=+Ib44gDz^f?>5!^SJf< z;p&WF)3o#JLVxr4VR+1{!&|CpXE)`Ulpsfw&o6nk~ zutVW+xPNV0eI!e?7-dE9Xb>s!SDnm+8Z(-N>L#bzw|e}WgyFoz5oWqwD5K{%%h^{o zx3m^Wl7c;fK<*#j>9I-ja^B9?vgV-VbM=Sd@o1QQ-^+2OsX~w6p8`M`c9E%fV3@~e zZ?!+=^nmK` zhQn<*@Ayo$g+YmpR4J>^hCb}{NZJuCot$7iY4Zq6&E@;-?$G)c`*^mP2e<#Dri5G` z)OIbNZ6Ik-US2LKz^tt8zy#opbmyH9#!wcZKH<3{1wIduRrc*Z_>E-A918gkUMtH? zvm^zVY7YZQE12{|4CjG^$^n^4L0z5NUIM=;)-f^L_zXJ>WLeEiFFJ8Yqp7)h8#q1a zXsEnzeT8cw>K^#k)WQRk{jY1e!4wloan>Ba6rA#|!K>)1z$@fzUz9=7jlv!QiprVE zw@rqlZai`P$+R5%vTr=^;uvdM!{`mZ+J9nCdz#q6Hxno1uC|h& zEZW(ii|tE(LTnIzid;|kbGBS`dEGygIBnevIm(HyKA%*_HBJdu5~RQDt)Gy6+x^Wq z2NG#K41Jj3vQ~W|eFuVKJEv}w5+*=v#=6JL*;rX;{WnumhWB$CLgX=@k88-1a1G*> zb#>rL=P$L=YzZ=7BRd5}ZD=aznV1-NE%2Xm=v`(%bzjgb(V;O)j{{4kP`4=|J}+mg z#U4?#-yKuyq6Ib>BCmBL^EO{5yab}IdV(HCeQLQ}lJD{5Uy@M2M0kH9XxBX!bZc1M zF{X0xdO2%#nG$&qTBUa)eporFiUA~~aK28-R@Xe0QmwCbL%eOz^;J+ieFG19k?Ja0 zyefkh|5Cxt&#Zh_#^=8Aor*;cNVLB1fcr2^A&J)Ps3Z-a2I|k|PjS}Mv9O7hjJqo& z7xrPh#`O$I0?rpp};V`09 zN;C(zZ$EiV&-(k?F&|?IAs@~P^A*O zdU+OtF(G|N2v`@q{{B!77kx`Mb(=ULjeD{W} zYd}#EZm*-Vc9?-KJJ8vN062+!NVCU|zX-eV4X@BFEok_GT(AQsENzV8P}5S2*3m9I z?|5LX>I5$6?MmqM+Z_#yp-;Lz(@|n*U{!&C{ zd}qq>HHTMlQ&Xn&XOxW>laXWg0!cvNpkdqp_MyO0Q=QVLB0Xk*w}zGE#+T_K$81UI zyx%~;s5F&SFV~xf#8zm9!vFFqAzqkRcB>m`tSPY%D3o z$~R!i(4B2ipNF^wRL^J+l}l zVO>t$u{-d`58?t8Dykdy4Drl%`mTs7ZQZhbjY_7<5}YGsPl0l?3^L-Z>kiu)ALZOO z=5wuH6u3mJLlx;~LQv)#K+np^o?egFsP$wT?S56EHD-=7f+?PDFrQGDKV{Q0A`|n# zkk_VGRF>`*7T*&skP;{j`QCFoC}oF~Vv~!cQjrLc-LnT;iBGnA1_16WfU2P=@;V@T z(0JH^tDIBrY41*Z>+~VvuFP@EyW2A+v-y7TU!Bf@J`l&Kro(4MG&@bN=k(-p&?5s% z4#@K6)GxvSLA2q={Le*(RwaZ%6T&y*oVof9R=KUzw*#Dwg3e-;W6a-p!?mB63ofkz zA{j>~ok6p73)uBU2AS{q#>F5s{Y=u^_1yHO%le|{I!a^Jd)qM18U=uD$j+sQNK~Fq zJ^C9=LX$I6M7|#HvdJ=V$&0`A5@oC2VG<}@fC3WyU?D1cQq6KV0@?vJW%fvUD8mD@ zZ|=bZ_}fX(Bxz@f)y24oX~8pw3(=Ris<4t2%fl&OVR13oWOt)wBeZn@)=a?%dmP5| zu!f&OH+F6>~xhn|TosJ<$oMdr)j?3swbV`y-4X*tpszATgAbVZA6viUrA(ax5W zx@$xhUOgx&iS`cy^azAYB^72brJCse{k&Mi+?D14Emho?l$wefzAW1X`=6F+29gpp zgNs(g`$~gyfhi^&Pe?kC1-{?o_HY|+((A^?4DIf9Nm_1r=feuYd&Se65^EbGoA3kl z58pqC_;@{>7N&_LQ2G$N3}Bzw+x`9)q&X!F_pt6u{-3U0@Ig7<-h|VKVJtJd1X*db zc~d=Vpv|cde4d0_SJScP)*44MmXD(>a2x;hgYBY}v4ID9b@~q;zD<((tS)_-Y}^MH zP9B%2%=#t_Dgd0Z%|sV@RHMkqT|_sfg_xV-2R7|oG=vuD4$k4e-=tuuto1@eE_bX-bM`Q$OW05g9rDbBpF zz_8y6fx=$MQ)7n!B5DLVa<62FWhfd+!E8^sz8Q%$oPp-Yy@cB{J4=s6tbYW z`Q(WjI@6NCx~HA(;rc_mP*1!!DJDgO;gM3Pn)P|yU)s?Hq2baSnGBwHG{R+C8l@ka zswD`U!w1VaKb%(G=TzX9H-5%3B$tXbI&>;aGB z5wYcF%{2;el+MFw>u_pAv$kCNtXZEc@E+J@ry-= zJF~n;^ERa2STi#dq47e0naK>WhKyJh8jB^s!OYB9eHJD9UwY`L8C9U**XcTGg^<|6 zbF_Oe$xfT}l(muIseO%+Czslirp8K*F}p0T+!YPB=GdPhmt}$5y1tHx?Gjg#Ep?11?3pqO(~*Vv{)!nyI(?zGoHUr`)rO z7v3QT8DMSzEEMx{X`_9P1BnhG=!YB`#bIkEvR~Xjw zGVMK9pIU49nLos~O6v6*oXJF5_}kc=%1~NLr=!!M*XBLxn1s`O%SE~HOeRJLg#l9 zkXBSL8XZ-egRjv@neyT{SYQqIwCB?boo<0=Tr|WYUI^u=^>8cHeDXnXu+mxv zB)6SZE4{{`EZVd5G3Z1B)r?Tq5$4_o*cZO}ugOe?gI;?K~+>FNU>L7{mT_ zUI+xbenhhtiQ+0{dr51)A zb3W*7u*6gfIln{fE(f?jenJ8Fq3Fz5#H$^4Pw33FfIdJ^p~6}xDtlCht{@x8>xf>j zhRg$0-1>*h-}O z+(4BZMB=Sa-6(W-_@-PjSm}0I!m2Z&!MkrNC8MzB+O>r}ZSC+G!(>2lW^~G*C_dF6 z0I3B;gjDrig(Q!n_dE7?cyyTTk|AGa(uC!b1WjMNNT8Ssf?g%30j{UQT5nx#)m!?y zp)C6`uv)It0NiE2l2dGC4!-?ai}2Sz%YqHVV^kim52R&GJat z3=DlzgQi*5iX?v1+*XF#dPc~2g#jO4SB7hW3+ZXR#0#6tC@{-L5qXL$D;3A;%oE>E zkY9K!|Dgbz;k)zHNb zTSf%X6F2l6Vwl$sGC~N)4SaY=#|Ul@|9;e>iNdOQrHkN;zQG0l`YtWa+}Vcd==)Uw zF!lBZHcyfcO4$Y2k~v?zVRlNdf~E@kqT2X~-uCwEnSv{k?#290ZeG0C=Ayxa!f@fS zL6IeXA%%F|NoZtbWJsRw>rqVRK>O>(9y@Xw!RjQit%_+H6IS9qAkvjpqCoFXfE9?- z``%Sz(5mL%))fsHXv}|TGpcp(h|M6D_SF;Gx3|B@-OuYmhMqd$zR~-JSn*2FmlDqH zG=bFx{F0vmvwEtY)}6d;I@8f6;MSy?F-G#@zu$l0j|A+{+n8DS^VcbF*N9yoOD|yc zbOKW#Y8$#Vr~xP5b5~@0@Ay32x8J{mGpr&3Ar$NFx1&6vi1Rjfk{Cd*5twxIOx8tN z$kZtYH-Y|9Y!Z3HoQ4hg2sD-fW%qs$9^FJe?n4wFws{HQ>M z(xxX~hb~cJVNI?$tOS-0n9k;>hH(NDlvipS$bZ~Dab-XTkB3AVrgGK&3GP8*&U zT@_e-X`Aj{-q9)PD-91H!|TL1)~h()bneIjrQb0f z_*7WU1{Gi^&?-3NbDMHwq9yoC;Et5P<`FU$2_m==#3C0n401h^1xjp3t^WcN1Bn!s z;7Eo@v{A)MowJ-sx@UL!f$PV`37ropa!@r~zWNDg+Ct~+*sPx?`O z8sTB^wsJwsjDOZ0;sy6O)6N3IyD@H+RBXpWoyk8kLP8?TX~e{7P%ifRqi-qo>E#$V zxZAHX>Oh1Ryc;prJPK3C3gs!J9gn9xpd`s)ik(A4nRGViE`*NP@|;d(==pS$3) z<(wZ)**rc3HWa-;EF+p&$FOU|=wBu}=&Ue;N>%_k8BmCFzJ52yUot-%Z7}VUy1$-I zc>i$m%Sx-yv?14LQNcE57SXl#q0=0bV97E?rG8406%Yp?PnW6oM7-R+JaFkS1F7^c z{&xJrr)}WG2l<@-=~Lmi!vaLyZjSGVv{geud=98F+#rcR-1B?@5LRh!TStJj)pg+S zw~cRq0tbLl+jBaFrpb5vwWj-(-{RQ!!TUK?@rO_y6MtgB`s>@wnAusu9s(IDq`pF^m(P_QU=p4t6h@V8!yWMP z@5L|6s+tNd%++swC@;&jfSy1#(})5qvW=F{vPvhrU5bBT0K7&(iDDo42d6&f+y<4d zP%4$qgn$UBnHt))w=g5I)LLV>0OAT3%lU$uob}UKa!j*p)WTBY)tQNENnK4X+=8lEihv zz(~0m`HevUi5f6+=`G9PCZb%xup*Rm=O`P41hJx=;5nvB9y}av>*gale25kUvBYVR z`dn0Wl>zGG;`VkbhQ2p~XXiY#?Him9m&&A;C4Ovl^(8h()xgN5rpL)=DF~1&Dn4xK z&-9y@1G(d1Bu4oxbdvi3>i#&&h>GdYYvmj9-IM}iT!!niXlqN0*w^e(*sQlF*y7gmZS z%|;6Z!xhW|^TlSnmaDuww-bgJzyva~R$f_v8%~=$fC6qWP!$uuJ*K;sSD|=;j7js^ z5);-Qe&~{=4p?xDo%YB{>LW@xzjsetsYWrYNj5$_{2}tY_?xaF9^91(9nYv~(Ik+N z@$g8Y@ZQONB1}{kBzQwlG8xZFgk}CY*GEdy4D7vR$7H6K1pe0N-H4@Yi58=5A^p?b z{ze(bO>_+Z;s-_LiT)_T{*Ny!k&cU0=JJRvtz11L2xjst5GaVC2n4aG{lkcfUQBVgXmKgCf*BH z2x{nIQn!*)wsVTowziG~pY#38VBB&5VWc-{icH-Ozg3Z|^#(7hKZv_?Qz6C4wGDVJi3+$FQOI2O7_uWyX zET>^jV*Ea5hrlDJ7l3H7irGM6Z6ga5O6YY_8vdfIO{jnzF&V~zIxh;Mpb`0CH;x3Y z<~Lh0c%w4!R7Z;Zs&!KXIU^(fo?D>SFKjD)z$}7lZeVq&5VwGZnHle^!WRX#Ksfu? zUK{(yv$lh}loPu^10y3!j@Dgs0R2~{dT>98PuDQQol-xmZNQQ^ulfuP4E37f8UMib zgD&QMe>^4YZ$@&L*t??+lVC64X6y@tB=?EirvwsA>ziq)7z983d0H+){PSSP_vK4;*NtN= z)oVpD9^4}@>$teMXQR)o`QI0B0!n>Go5Es9)(cUoyQOhOpFt$3*)HvwY|bY)4|aKC z+<`+m@uJ~iwej1tIIY0PPQ>>Iqu*{@-vSNib6P)HB@fI+o94pzjtcHMambyxuH=}J zQhgZ=EB4m^SUq!8!RwCoSY}-vXX-*f2+-80D*i^dVX$TWM1xLoEALZ4;K7m#zIx2; z!kxbQjSH&gku;rP$}A}&VeK47F-B;nZWVfP;h9=CI#3Vr)j|dhwj=GAby5XofD{P? zY~}_!8%sD)QpY=PYJVReef)=}yTq$9fIJ_-5P}!?M%|Lk}wp!`vyZbtbKCIebY(oW9zq1Vo`o`s>%cA{)>#>2J&zGJ?2@`&a8& z0@rpo61so-{E6VxHbDfua1y-saP2OY)xv)n+(8(T6l~aU(cW5D@P1Q&h3Ze*N?!V> zSCq~u1{#tdJ*?PEi|-m8Uszv&7Z%pnviIcN?eix9H{T2jeJj8CX>mS}h!N~@4f1grKLDNGD%Tz82v5bvLl!0l{uX(Bc_II;LK>HY>U z-qY;2)3*V@g2c9m9#PDRmEDa_ze)q*hWr5LJ{ZX>(V6jn+-y)Hyo_S|AA!SFAhlj* zgJ?-J6*CdsA!K)}(Tw%-J#TXB)-qhl4%`M?BuYvnTYKBSj==HGUnYJDFHGK33b33n z7s^qEXucJ}w!Bu;*T9%x6>7}Y<|UI|iWj{{0}o}CRq!kApe8v+%9OCVb)z$(Z76$q zH2Kv{#w6lsh&|o>rna@SmxU4q_bokGzooYW6?7^eL|YpheEdkTiaD^iSmL}A@S9T6 z`M?JJZ{8I0xtdg(qEeE+iauU=U*6NZxv;Tl*qYp&oOBaK;8R)}nyX?)qUrx$)ayFR z2JI8Onm%MFGBH*$0T3R@W{__`h)0AUb|%tw1MbJO?gs7#gdtrdY=-4_@BX?OwFiGQ zGzh3C*=ugSGz$EA;d-tvX9hhy*Hi@_%7Kf+_ERTIP2;jAz_qt?yPPheHlCAi4DqogNpYOg9REJU-sJJYa35lC4tk!y8JmM+F5UOhlzd7ub_# zUJnuAM|k-*4zasWQ`@bU+1s7-b_{d;a$0Vx!Bs` zEnEV_IFjc(i3`k9bR#u;{zZOZ5S-(u;cGdHxSf3ew;7F_Ox6Qyrrts3IWoLIS?T&s zZ2|*AkH%4#NUL`u7xjNnaDRdH@i83Lw#K{k8|ii@T`nFDdoaEAo!j$Q9cgq**ECB(yRmeyEvAic*(v8X>hDe8ri2F&6sCE?#A7 zm>nxBZ-C%*8nr=2i^#glhdMJ>W|lz8&R3}Yahr9?eP`57n>wm$zm>yUr++kyN3P+k z6TJikGmR~S+mC*4CfgKghB03+1p^Oqe20i&?O? z?i?)42d)m)3~6C^x8U?9(d5(E+Y~O+*dd8j6=g$vyD%aXeGAzb|aFt==Q#&Uvv0u>7B({g#Fw&--MaYg;-3!!t(J7iVV%-a{fz+ zFFC-a8BERS`G$@e4XFW`JZ+pXu2W|4+BGj!_kI%PUvTFk zz&q^61qawJKv54zqdzNnvX6HhOL=~c=)#(LRV^2x=pwC&NJd6(+Si7sHukl#njj5= z$VR9PYGT>#h@Zomd8bpQ#Y^r0VWXuRf=cG(A%*k*@$*R9YTRlutnul(4=Z=EmC$<= zmeT{BdMl7k47?jL>W+2HWjQdPukLgEg11BOr^nPwJ20kgl>5MU|2_{NxILRLxR2|* zxP#N0vH!JS@W-n`Azu&-&+&>II7uzFljqJmo`xR_?TCU zDU2-%p&l3g2oSd46l>m}LpkSCejvv1y+5BEXuLwq^L4ius>ZJDea)|s}LcL$fa{~JDEjue8!^&Fnl{^2!fs2I%QC>BFUU>%dXL-(s z@4#p~=S%fG5L}D-ol22nlgEI{w#^YD7O?cbx}`h%T2CS3<92J&b1MC-$|tN*AY;bv zPTlqrf5(+(_?}YJ+dU>4eJ@_*$Q8NOJzL;&-sGM}bgbpD*YF=FyMOaM*268fnXu~2 z1GxmM8hRJ)u7rKaz+CDe95v+T>;>Q)SyA)27qL%_`QbZ**8Ekb5?BDdZ? zA1bu`wJR%PIu`CP%%o5TydD%8-5B#eTt*aBFBHi69@=D65h zH6aD!5p|sKxXjD#Bsr>2PCqZ^`sRK+#tp&QEZ}{v!@e5Zn-@`;hG*q=7KWQg6=+C1 z9%KA150@gh5Q8y}OSi@s(Q>qA%>rNP)bK#jIp4b!1(!hjJIzIYhC;)RdM@zwcfS-w zjG54MWzE~PWubg%^SppT_DQq#`gxm>;4RagP_;_>6wMC_ zW?(ZA7$oM4+>`7J{mPd3Ga;^U!ip+R2FRHoYvOS(k&2->T#YXDPLP7EUMsx3Sm7nL zvLXh~lCIVl`AlxV8T#X2xMJcfkj*zvo9iE=B4*UVthY)TT8@8Ua++VukEoM^Y26zJ zIN>Kl@Jx9kQzF8+UOQExEuwetQa8>$-VQ9?cyKw+yNZa_zHnAFP9PJ~r_aQFy|1=( z68P=EidMB=lc|0h9wW>%JN1JFUXlpYAPsw3Y7|02>WsSOQ)|GSe1UP8z*WveScQq5 zXq3Fmk?eR#QHVu_Eg+`T%^Bnn`RnMjnhVXx#qzG*Zf1jE#i<=~{p4I!IumQfYBD3rUE2VeZX~o4g zl+fY7lLN`JmUP1}>`<*q=|3|jLg$5hjLIu3wa;VWixCQ?-iC1nk}u1vE2lh7p@Jj9 z>~Wizi#y!2{Zpnq1y7#(JxOS6)5+&Th{9iM^JR$?vvM4n=p(UtdHL2qr5kqx+QteA zo<9Jn0s=6%g2i_UNm6Ht|1LGc*<l{^l_N zGXM3{chpH+<^5LdWOc9W7dhoH0Mq&{7iMW+Wp6qU<1CD@fb&h**+s#fwT9?x9>4@{(6AZGFqyz;aRTNA?|A~J=16jl2*35A?l};yh((bU&#Oa%X)C zzuLkG{_C}U##MY5p)kfXo@VGi)I}5Za4em{ZKb#<_%31eV?VxkM}Va-!5#qTy(@4i zb1bzis(gB{%5{<-2~^lAlH`#9?K_aE-)ULB$0Q~{*aJ2SxRzX^4kQrYUoq|pS-vl` z-{>InCdeLA*zd=Y z(|n-K$em0bs-rLtd(%YH2Uh>lx(H0 z2W~QBcbF20x;5JWGtF&U`f~q z47cLq=KkoeQ)f-S`3x~FJCE^#KuM1w0leRMEhdY?q7yebm;5$H>m!LhMmk_L9ZYz9 zx@~blC^%nmb5QzZl8M^v{`#aFM#!V0^P_uwHLs@4lY1Pt<>5S@mFMR2dhoN)M9#~$ ze!U#ymp@=8YG{&%2~;8^!0C%;O<*pd821-L_=hu+^;k}P2#zS=acj>aV^)!9VU4w$ zE_*rA#XFKMpaVkE+R~~oDa`olVVdjANT40RJ%FgPiGf;k4+hKP z2J2CLfoC&Shek)A6UQ_$e2+c1wo&3F4bBnc%I`GgcGS-CCL$p&EH6+4y@Dn$p~;!+ zk{XA`@h>7ZxV{L`IMoY7248O(GY3WE(Y`K4>AdtJMQJ!%N$Dh}Y&LY}Oryz7wbH-k z91^&ZJ8I8NMzUJq5dVGhw~W5N7AQur;F1e&a;B(|rs1a(5h^5DB#5BA`f-i`Y+|6Aa zf8-qh0g9UjJ}w{pry2p*k96k`JKgxnw=5Cv{5P8}_y!VNQy`c3cq$izOw z_(2{jSvvvb>XYk;i9ZoU7;(CQrRwq6uozzdFn^CsqGEz3kzut|kb9ULmZsyr(il*z zr*{wdS9qiJ@F%90g4N`h#RSSfy^N&)%2I&CV@(SZ$Ma;q5SqD-bhnx*YxdW6v#Utv zx&`|z`!Lx%*oQ&H$4@ANuB6v7H(KA}+B-~7T=WyZK zF>fTgxBN7|R())T9seHPk281j!+=rPOO{4-&Q;BhOpv1;6A4VvnpwHKfr%ml^{AEl zpr%8t>}@Uv-1->Yq>bcZ31KkKAzckMF&dR_S4mnMBd0az6k&bU)Gm_;vC&eGypW2yAS@ysP}DC+)c7SZyixm=eD)= zw#Lr&;yOZ^Sw|u_7+tiJjR0cCRB&H$v>NLhq3gpf?-i9h~|! z7YKy~ISHguj5m5}&>MnZ5z{H>InW4tC{4W|HO78dO^wljUXlb^&Z=ytRj_#!I-%?J zTEqrWVj)BGKLJD?8h5&nmt0WM-E673+bMFUJD~FN|O9S9%}F-wxPZ0r8H>iJuH(`V}iY zW7~Htnu9vY8&ZUUKe7t`yf2RXpgpL(Yj8&53C!6y41KpgwH!7osij>)BEBzJi=ILH zI~5~h)blPwLN719ML*BHFxKK82nx$ZxEcF;bCciKAAC>Kr zpgAMB$)om1_tmMqO^%=N{=Tf~+~FRlpBSgmRvJhe4r=@!9Yola43S~uHlWO<%n)~} zMSxSl+&0oW%@mFIIx3#b4>L}VZypFXY{Ju;$OOFE%2cxB>EeYDu2#HW&FOovBj;tZ zAfd^?db_a`QEFP65;TIW8q?3L+@E%9|M^B*kINP(U92H>Pw>YbPmNIht&~dpl-kdb z(%S`?1HU1pa$&hK<50_4M#d&vg(I`;8fv^;g;=M733&i0ayRY98DVDt=K!w?fiwq4 zEHgVmW2mU?j$+C~gIgx~pWdMTG;(}OTnBq5$2r4B`yjKwFnfL|PT{d~aZ|H&uFwDsI+r?3fGzllO76=z4Vydw$+|`Qxo}XnrfrPXE?#l5Kb8y`ZvH)wpp&TXH$pNE z-e&&q6g19?iU#!+6Q5jQe;8gIaHd#QuN9Oit(~0DKRk z6~2nqA zwg*#6GB3C?r!rn!2$z#1A3%B#n$R1NUZW}!575AKW75{hRN(==q{{prb8LozJ#m6p zOCD;8AE=Drdk4buhhr~LIu*`JcUA@Y6ITQ`5M;dl2VApeMINAbE))Nbvbt6!xxd`r z{R>pOOb@}Lh7VeWaK1@v6)VnB9bu3|#@0=dnSdR5aAKtGQ4%Cl#-L3x!NraXuSmYHi<=-{y7zu$|ml z&12DM%{Bh*LY4Fg;t$e94=gTspZJ4E+WG;ij}$KeS~MPb=sm!73D+?Wc%#r_6k?Ge zM1p!4SP)%I8Tb9@ho%JgkmJaF1GGqTuR4l;o6)Pa>L(`fLJ!eg6#a((rbh|Togr-- zD~o)ew$@{7m|tHve>Xc64ar*K;Vy$a@(X$ToD=FX{s#S@}{G zluq;TKI_v_;po%9I zph1TmsrwB$2xjJH&HH2R=B;*&T#tNr%sTupyX(z*cpqj{J0ANLnDR?9yjLUuMOg+r znnBEa`#VE1%(YsMYeaCY79|~M=zCqq4N2LMuK$G=J{EFk{coZM@=2EiDnz^;Q}RJs zFMY?Mn=tkMWwDFaXp9&bPiV$!UFAw9N^Kh4AcsVCw6Z3PoDeX#_q`|Hn=r}WMa)nByl za}ZpEYUN(*?=djX%JUM8vnKK1>{r#f4&?gCFSD?*d8$|9CtY@#Dj8#sLFHtTOga;Q zMd45hurQ@$VAUo>VL_5voV%@Jw4I8-JXQdHvmHPEkVV3q1gv7*F3H6!%R2PvpsGkJ^fQ)G_)#- z9r?TYIw@5 zY5t2T4UMkW(1boLG~F^J8I&yYtV#7h(M9_jKC&o5Kmazr9|tKIOhiJYNRhNKMAv;9 zKV8{iYtd4|tekP&Wb!9%OoOn1Ab8d}s#(WOJ!s6LRXE=g62XTS~XWO=PzO?W^NtoVm?#(5%LXZP+O|QBZaaw3NO7!0ni2H2ox1CbPy*9KI`rlC zN;A5>8vk?}?jo>&Tvw*;ZsT%!^eeQYl?V_B`_xlAZ^v)FtOz2HoSs@@gJyco>B-sg zi!nhVeU^0Pbt|U3^_ER>@)8t$vwVP9*2ytZI-REqx<^zXr=-O5R%DC5^i2!HnCJuB zlFz>fU_0uu{>}j*nT3NrY)xR@k$#aWSwG9J(@;0F(qP+qd6W)6)tGe7e&KQg)Br+1U|*724!DIPn%K#NFRD(J!%)zMNQ8fVJ(n|GS$n^2b`s-&b(468jn< zSU(wv2WgTm5W5QGBS$kubR@W$@;%)t1k1(^^z_)-WU@wWm@~h*3x7Vt!nQci@?|{r z8d);f2$3|Fmhboo3=l1eWdoi+A(wsWCae9~&dFM&nY^^3JQTmz|Njc-yS?yCDgu%S z)Q)Zeuit+3Kw1$^&(H}s@qfT}{(15B(I#+TK!bBU!^6{V2{AM8RY!7*I<0&-&yVdR zAE7;d*KIvF1+I9}Q+Y5RR(pF6m^P78`mf`W#MZH52~Rwj=(vv|{V?p-x`T5E@9=%8 zT~T>C8u2VK;I=fGSjWQ32ARX^L?gp}V|| znu-a;84_3IRB4ia2#Xtlx+XfweBy<~b`kZej!Qsh1cl8-0MsGyq?7QfxVc1mMo4)& zcp7SnYRwkj-!Dti@=tQ!XD`gHb^W97(3z_z_m=s7K19_NG5u zEGWR&8zQLsJ{(lXR7{uAk;HWGOkXkYv2eV^XDNr*wIRG}KP3SAc5xCDxE*K7?syr3 z=)=hre{2j18D)1=+IE@P1%7(33%+PchH3K*$92eg9 zNEv(-sjR9bk{;SaNK^-5nk6eBCv(LfiKrPdNv<<3wh4z>ZFVB!bpO0sVl|CkT-0w( z=(S**j^%+zuB-wH>Y}gtNwz?d{bgLZpf)W+Lyd^?x+wjsjB*vWd86g& zF=ABQ^f8iH?9AdBoS66%Wh8W1EAA3{i!^YPc6T#BB83v(Fct|)$Jr8z9d{z0+_KhP zU|%4_Cv&Hr+0cBlM(hJ&)>P*4^YIl|77_gV<4K1jbPWuDfcly?D}H+q)yKm^(qQd$ zaA=Y1wB4TXZvpO`;O4ewL<{ZYWbQ`g{7=|Wo^Ov~8k@u-aIw4lX$_e0-x1mFR*iIg z^}y;*)#)?Ih*hxGTmm^F^HhgVs19lBEz!U1@i#v;Hb`xKLpK` zq&~Lyqe45VZC^x9&1kdR)>(H=DE`?P2l~nL{v0dc7!8xLXzm zR)clc#4=t8xR2OIed8fTO8({ALa3g>y#ErRsUk#4Mxqy^n9?Y6p}_$~NGTN^3WsPS zF|0xcDNQWomw26V#cwzt@9$J&$zQ*fCpqV;#s%G=VII6NU)LaXyOxxbuhvuGup0q8 z(jsiPgS48kXBs%Y`riTk2=t|=jyt!R6S)mQ1J>2TWwG^DWxBCTGp#qsW-Kr4j6)Q+ zST??wJ0(3#oc$tu^Yb0%PRvK0hlLa8RnqdIiy-c4Y;MF}$V5i7;8>GGS<>mLyBo*V zav*hW$I%Dn3{LRV-Jd7d6n!myL$$~QmmgpcB3M~T0UB}`LU|N56Zs&ApEc_2&n|cH z=pjLqa*oGQtKi?}>CH9(tBAyN>j)e6Hn2_bG^_bC*GmGpB7Yfw997>&k>;uGrR5?D zmtv+8ddcyZt^f~_eyp>(XjSH%8r+*WPFX`4nSrmIBdAW{?BIauhfG8I2pS>XXi{zO z{0DUQ`LvB7PL%a$y_s)&to6|4XwfrdY~YBx%;f+p`4K0_FiW1<#6kh0inL1bEnd)H z+YVCOeoN+eH!1+64X9*ssB!XX4#kC^N@9_hOrb5CsBukN-OvYNj2f|cu|?@qBX_`7{&m6?=@TnJ?pR<19?b#$Z* zu`nIwE|$`x#a+#}E@B;%IAR@rb>Rt2juy}_LytJatF;JflA(H_U#+uWi(s+^g-h>Z zo{j9DAXV7Rz=LeZk94Xqb&P$jPGS~zUfV21WZrSZCTyH`ft7QZP2L5^gU9;m56jc| zr4AnNSV@V@QAK5zBTMw;^K3>hLD z-q_uu8H-Y#wTMe+H0#3Z0PM6R+n1Rs#YcZ%on;FpV@Y1p(~uOu^}KXu&AO7Xqy^Dw zrKyzIU!(Mx;Vi$oQ=RI61JepvcQ68l-?1dR<7Qg1chXqTO6BiV!}u^#Q~Hu1P!av7 zTz5QZaUmS9k7ebm%#`!HyJ07i&$7P&zzcJ*$;tij-K9_x&*0b*Uh}n=%%OUL73^Nt zZcCNw%%L*iDk8jy?|dMoZsoRU-~X2+dOuoSpYc?#C};Ali}|VmgD_Gz#AWx<-l(9zSMMo!G>9Ct(ZZFf>{sj&MAppxgiy$3KDQZD_7Px#d6S zZnnMYdvgt_>qH;!HPON_B$Z9!EDUHUgU5xXU*4<_Fj0OaNHer&88H#8`(3K!ooD;c zZtowrW**)uCTYELcXK8WXTTCc%TD~q`f>2xY6Nv)XG_Bd{SnSI5?2T|qEak%gdUI0 zI^Y-`7!_E->Y!8Lu#I_4T)%VvW+xC@mY`EJ#AMzQCyJqffJM68;xIR(NK8z8`T@8Y z07*!W7P!Ae^<%^pbvhYTN28P=eER`!~lxqYu zHXx$6*B0~s-(DkO@m1H#dhS+dund6HJWL0paIYMFsh+ z#C`D$Ph!t@x`5CekfV>n6~D&=qMkyx*#Ap+Z;E7ZPW2$=r z?dANg$%h+;%=dz(Ply_EL*cx?V+A7Dt4T*A6IGwr1ioocuZgg?9(%~;{uGcvR{W+% znORxkJ&QY9)-HZKpVl1eI%vk9lZ^tA%yPQO7cHbqRdW!Wecv)?*i!{HjNABElj|D5 zgWRym_lr;+$eO-Xceihj1om*v9F%rU>e3%98msv&SGzI{g(C#$CZ zF3gmZo~!;*l~4M!L5LNGI{%22QU-qJbl7Sn!e^vp@Vhi^i=#jf`gmPEEeMlvq6K8h z!nN5-pJ0H2QwlrGRCiZO_mYiFCwA@4CuSDbhH1MXM=xAt3H;9Z?<0KQV0fg}9h0~F z_kTGp%6RzUdUG$no@9)mEjV(kir$evW{Y7LM-iRL#Y zN@so34hhlac>Tpat}L79^~#3!n|{2kkDmFX!oPr|#MTgsW%!0_SS)HNc5d6c*~?qr z$S9z6tA5>`)%5VXA>+pgx2|*M)^jKX*$naxSRjA~D1CBZRzw-fW1}OqkgvdvGRL(W z9hhpfJsTPfl1FCjPRg(D{*qB~4&}NCZDS)A7;j@-J!jMVfld&e>Gyz~<`Dv9r}Kfs z;Ojx)`~e|a=ds5NUr@<2%6;75`>gg(mwp^UdResTRv!SCjk{CBZ5rxq@>;iMU!QH( z-HroQx8n@`Nbix!0jT)%y8h$Q%?mZ%cacWkE54?aS)2No*`w&9_m<~%*Uh?uD20JY1S2s$OeaL_ciqGt@uf;7N$UnIIh4|M|sCy;UI?E5LW6Tg(XCgTvf%Hp4 zX_x^0mqk2$9nE795m&T8k{bgFs?0pB7fCS{c4$NRsyhF+suEst3T&&B-hep!Rh zDwlxF=#_&W6Rnh-&S%aB!}n`p*Ggc&JpXNoTl7m@nS{|?mqXWEnE)7j;kNz3VX&R7 zdN~Drh$%Ocwe|;s3CmtlSw9MrpP1bbOUc@Q5dZ`7H7Xt7r>xpG8?asL27i zA%lGMwDB%Tn64`!HC#5=_aEeXY@j53_JeC4MBJUy~aij^jxmvC* zZQ1obzvKH8I*#7wdG7nZuJgnMlmfkYw%6bU7=o(;*HHybRI=n^;eT_`SEk+PJcff# zLbgyT9nj9grp_YSyd%KxtPYXgN6d8~&liH{(sNs85Yx&IfL1ffjRmTYIpOntN2c^e zIoYohJo16ZXFC(Znu2_J`!($Pks?aJgYI#P+w!v-?*)ro_;b1LHo1`y*!nw1pHs|{ zX!bmJtzsYdaOrS82&x&B;>4ri-(J85^FG7?b%K_75Iy^MF$$BRCr`^cInyljj0OL= zmg3v6BUsA49HqOI%LisX>~Cntm%D^9ux=PxPf&20AsjtYbGc)*Y;8u)m zgg3w3L-QRySPb!^lJY2xkx|VmV+MW^8zX(0ft<^bW{1LPmI+L~&b4~#t2HuafjZ#H zX0Fvq7SuJeW)GHTQdVzFvxln97BQqUz~gc|3Jul>5ta}Cb_b{irv|t%+5ld?-5L^G zu^86hUBJu{^_TIsS}Zg3&y8*+w*UfA6PZ8c2oqrqNIq;F8E z)4Cnsy21lw#}MZRZpTK6yq))60MqQS-9~s#+b@FSTo00!ZP$Ru&7}npDbya(xq{u$ zwxK&qqDzuiKYZUOcCvL=ut8+DY9CXHH`MciZ7(aCp}SsMp~>yzFqKgjCz-weoiW@R z2rouX7uQ?{#scf)B2kuf_<|wB4=8siW>$3;%onln;O3*|o~(JL#=99h-EvD++O`>a zC(arr;;q>PMVRR?73(vo{J>VQ?ebbDuq4x>%OzD2x|9-ny;;;q|3EQ5Td)lZ))IE; zhdZtN)-)qR{3aGWH{9ac3|u&^L?^-F%S)zDQ<;2s?fU=<(0s~PYAKM2yYzs`S~vs9 zY*VP;0rvr<3b}x^J8`K$L9TJzjl3plJE)Y3WcsM_*ql!!LlS9S6n(!N+6B~4UMML7 z3|t#;I)eSBF1S1f8l?U}2~2Gc3biyos+9NpGE+`o?TG00?*LSuzv}>%N8QMXyKf&7 z%QwaJeO>WzV|_gn*O3Eo-{Bni9jz04{|X)mNvOXoJ{e&0VP?xBmib<88zbfGcv)5Mbv-y0LF<`|3+is79RdL~5`SQ_D@^ z5(~xY2-GHUrt}~=ks}@b3~xYgwWILf>$oxK%%!%Y$g_aG-A6L*R z4$)9|kC5@m{xhzDU{BXl#_>ty6eT5~1FoQGj|Rf_v}P!>GkoA}$RW|7r*MnYX3 z5ruCD^c4x=8_{PvoEaCfTnUd%ds4V@Qp`v!b$K^-fsGBI7UNDcNGpCd6Nd2^RgC{a{rgJh; z=%%V??fWPa$-`yzritdM@FIg^<$T&(7cH7GnLMBo7ctvz)8Hf!>42AUa!wEtf)E@f z77|hgt!9cS*Z1z`OCc9h$`j(1Bb1F}urvOmiT(TCS|HaRqhl^~{pkVWhZFgrOxq+H;q zirF;mx>++kYo*dIVm3$zD!Bic^3(T#Z_6u491lm?Z>r58Xjs_#u_V7lCdvg{byzYC zws}v5;+qg;mW0#rK{Nhxo8Qo0ECXcRvqG42yFd$*^31U#!_Q9PZFb_v(}{zGq)5V% zzBB4pp0BUlpfYb^K|R`Ob+?!36Y5N0ZlSKv|9=V8hC-t<3$L4)^Gh}C$>n3?0Yu_u z;=*(<|EU0hyrdbxnL6DKp}2z^do?Aw<|wC^G+>$lZqd$|;jb+#ACWxHSAk z7Yo-pm+j_$eqF!zVx9q=>F5vNYpSD_g@q_`^CZ$y67QIyqt7lRQV#AngcUhomBUNV zr1Yr{RNJ}$d%W@pTnZ?~&|>FT?nauXKGS8_UXuCHi1fTrDPq4Xlv+l8G9noWYXzsc zAd~$yAHSd!0b3iJtf<)@_pE>`A%L1Si8-pA#Po&UDPLkM{F!}?#vEk)<(^w9pPP8l z;Y5mk@HoMp;t@AersS2Rel}Ro_Yr%3VYB)=B-iSgEu9G+UC#pffU>W%uisVw$)SD* z?|WN=9v0{E)R28uZJfu90K84E2M(}x2MT$J{Exyq)Reu71wY{wH7Twbjr6P>T~S^kTPcy1~Vou;}vx=jz7>!it-*D!XA5jj|m zY=?KBP!~J9{?60dP~rOxOq}e9OtZe)Pt~nQM{qzb(R5b$PWMA4CJ+Spae{Vi2HiR&dY^>FBG_ zU<&OT=EU@;LX7ueY-oK!zyH!ncb_%~bEFNEu|c|WR{5h}VKoIUz+<$}0K>eW?S(Gxc;4*WZl2%YepS)81F;-@Di9Xb_*wVgp7z() zpK99rcE_|j4@H~2! zY8B`i7vs&%%yeCSK1|hZ0CI~6eB9mY`RZ|)>b)uotOm_;YoD&hy?#3B3f*sBlgL?* zwL@Q&%S+D!t6Tez{`1m$R;k*J<~0+!9x>M~jh~P7jYG7Bucr(#X4X*}o;QI63D5!= z1`L;3VMBcVPFxiht0^{aZnG6XV~X9sHu$8B+^%j%T+ayNGS)S7fK>8X57g>aE{TTl zq4gcD23w~=`0~*~3k?{q-lyPWUbygQVm8VNBwb@qPwNDww`4a(fAe8%-M*nn%!VNh zMN=S>dMQ1E0exC1A46@Z$xZ+@J(VX+xQOL?l;8V4lFvY5H=+dL5xlCPlo~GRDv+Xp zqnmCbfr6ZnCO{G$8STf!^u!GYI?HX=|AV2VMskjr=jT(d>9Z8iAs&p&}E1YCn z$Cgk3ZhZkW-f^okgnt#xX#+6?zeUOv=`E?%?L8UpcO2&r`jP&CAC#SI$L46XNg-!z zZ#%ZdBYU38nktIFWbYsq(~D6GwFJ?*PK?`o4&LLjn|~#PcS2L%qapsY+2L_`TUk|y zbw1O2ha-EG^ug5D#YI}Y9uFvAOXcKBcawy#d)SyiMC?ig4AFo>xonHeDhY05WBCqK z01Y80OV@#hykYTEZQB|j9s1UAka&3Q+_@1k0$eB(zaW7ugHCR`@n`y(97+@_oR&Vv zC=V`WlH zt7MQ2cql_HmhBobp6FDhh7v(ppdow^S8+lidN3q`6{RBa$z%919a&B$!yRKIb=HP# zWb9ib za`0OaQ}=U>Y>GXT9JB}z)rs}zF?Z?PPJuxU6C4(U2!P_hCpg@93EcPY z1Gik|7cj2Yy>uYG&*xpeO)(KomXi%T94d^j+2p;tVugcOgPccXoxGHygZ9q zO0|z*2(tTLu0+EM)#2WWkRG^Zuko0>}HF`<0`AaFT|D!TL2rT2VWWRbX@XoAM03pms;vvmHG zP|6ef{%u})Rj(RX-#n?QMKekB3iO=>;{!gJQUA;ncoIy6T!`C)qx2nWTBK-ffjSNb zG$9#gI03g;np5Zp-Z>?%#WH2hM*8=?Hj^)!>=UF1UH;)gwLn^JO>Mjx9e?Yauv%y9 zBuKOO(UW2UR91FG6Is3B!?VeB@^Ku zw|RzD;$aEXf6~!|iDV9;wm!Na2Yc7sMWND&g>oc}x2Z1>LgU9YR&oHmSw82{{mb~;&5Ts+)=I={>6Db?Q8?>mH~a2pEzvQJRmTf;G|udcA(nfDzA-S;&- zzqr*a;T>9GXSCl?{dk-)tmlIx7pPxLv&YzX9ya8PtIB4_j}3S8|CC$d(#MfQ?MF;o z!YqGSEK<9Z*){u)j_v&;zfVpQ zkaA(hC~RwMUCa3xFtfL1hj-dTn1wJG?_+aU^0r-E3jDS zQv6^Ve8b(0g=VVnUKiAaaiSvWa@$T`M2WFTeonck66WO zBp{snpr+_^8eBGX5{~ex?Mw=gr(&` z!Y@Ivua~6*GoB&pe02Q*U z&POxp+q3Rmm~SS5hgL%G1J~WF{`jHemL%dQ>j^Lu33sIW&BRbk75oxV(@KwiNP&-s zxJsEEu%Sbi?8|d-6A@U_8zLEy3EqO3V&y|zwQ$U5olMR(>r*E!LcNM39^+v}*51v! zXs6tJp__a+7F}d8OZR~}_M8btKo6QFr5etSRf=D4O(}B{?A>P}*n-S^56*kNblW)< z(TJNd&s8H)ywX7{@=1Vs^fgt-K;1l0{zc1pdYYas-Z9G4@aYLS;=uzHEykXgE5<+9 z*W;Cym9A^M-)Mp?E4)LuUc-|CL-*#kd|o;>b{7zgMf*b8Fng3{?bv!~y=H$}0}3Bn zq!U}H#c3AyN~Jlq1*oe zc83}!Rv(uLaZHMu-CSow|v`B@A-qMofUO}Hg4RCIf7)$F6Yu~+IS1q2vSG_ zb^kuI<}vp zP)6Olr6UdIG?hhG8O)RSrkm_X*M8U&4<#KRD%6)#uZXxiouMLh$HELj5ubPHv(BFv zz{#_6F6nV6`BY5L77s^~3(ate9VpCJRxhb&Vb<}vnX&VbFDRCk@_3yruGdY`Pnul)VB9EG z&sN&|B_5ef5Ki4|B{o3&t823g?p_ZPCw1e2r*B6Ok^aoExlZqE_JCmd0F{i^azLbK zy$(c1SYs7na+suRh2$8?j|A$hR;RC$H2w(13!GH=1mGlS`s#nT{X-q1E74C@Hj@(! zoC$Y;;3p27a=@Sj40OL%oa$tQzN13-N0(gBe?!Tt=CWZ~PHM#Z=k*2|=*SSNv}`2^ z77orH&|c`1A$0mGe77dKP!Z@Mzw9}x%jN+mYIWnfP#}nUrxSix#{3NtLOJ>D`JNX* z@{n|coDv$N&cPtPN@afcXYwttX$rbTF`vhJ0FB!>VI6Rd{`)r=Pquy54^OIfrM4PX zM^IV7ZjGZq=-&wReicdlflN_!UdAXDu(8S#(eLZmHS)wB0ZM63(JjA#sDvBoqx;0w z#)uea^Y5K|6~Xh8Jj`@$4!Gm-N}pMc)Y8=9P4wf%2R6Y3NU0pJP5RNs1_5<)Kn2nR z6Q%fMb$%)xvOJxIX?YRp@U(xsM{|GHlhuMh}Y?1ZI43FrPhDAW<)e)53EV4eY( zWHk<%e=XSFgd+bOSQLx~!xND)o;Y1YYCG^g82q_ECYcyy|N0YmeDe|bib3=`LXwrsYD)2`tq$c!EF1NV_Y9<|hu8e-gw@OL4B5T}vw4AXu&(7zUwf^fb&!yv z)YNsM7GunJL&6^9*-Ku(_svWz*F=03g!R$XGz@K7F_s(;t%;ZiM7NH%SRBx3MA4hf zwq@qF?*-e9I$e>Uq|sOqEz(21`;p^C;r5TxYi?{ z6y4OxZcI5vST_ds%e=(e$g_1IBNKj@W{3iO-1^>e)7ZW5^>DCL{=QaxdC0y0HL$uJ z5SzF>D5k-7211S|h!|t?G)*V=>c5&~VRhuVaQE64o&=^cR5;0sn%XdNF$)XmKrIFy z(YG6*Kf+T~+zlPrOYUh~imlUU;80DD#OhSTY-{J>k&`ZmTiV6y+87$re?sJ>2k>kf z&Vhan(7ctQ(;_qEvhPQAC4ip{P`H@&6(OH&6D;Id@L5t(2a z5EO-zmbwAC${(amnBX9*6CfDg6D|jB>`v&uwq$I|7`z(BRa0s=OqCD03SAE=VIH|M z(EDh593QDgqw>@JMyNHEXQ5=`IA;@TaLz@4LFp`q?YfHV={0zY*d*)8(b8*M;tQNu zpZbKEeHu<90u1Sttx_p89>0Hvk07(*3qh^KgbC!~eLcrfWU>g4> zmCVd!i=qNN2%nq8Z`w9p90rC2X6*^RC4%S*bnv7Q@l~&<&idG--w(Zp&Ol6)C_3yK zx2UyNM=ct0OkGie(=C5#j(e@MC)$TL-oHS!>d5u zm{RmKk)@(y6?pRFf7~G{y?_OL4+<;%TemH1o2{d~55F_!T}E>JJWJkA%e1;a%N*6i z4eGgUwqLG!uI4rzWjO#4d=F6jI%8b}~-*(=7trGRY zQu@Hsk&lss9S>#@zv#r!!YmS9ECXDGupcprfboUWJh6Y%yowpi;x~=0i<4(XOnvgQ zbeAwD&Kek4;k!sJ6O@iGknB~{l~$<_S>N!5Y;#kT>CR7`a( zwFp-x2%~ksjiMNS1SU1if$*sw%juudW>fqX0jUf3PyLtcP&x)Sxt=LgCn5^Bhmo6p zE&JfCBy2?%M?Q<$p*lwx{3@f3Ef^>l7S~DNP>GAIQ&4q z&TPHG;0s$sWt76Fu&#f=*UH{&yvPu4en2pgcaG%pnBv-9^c=xhPAkP`ysZ`d8)D?O zA-^PqQz?KE`PJ;Vb1acBOKAW~*l_PM@oV+VwLDXD4w`MOQN zV9=7A++B;VkDVc{9k@0=S6)}GvugRRkeDFLtgI|88vzwD5Mn>9?3_ukWr;Xow>(D@ z7e*o`b|SMAt1b=hOW}C!2_l`(_+GmnL!F)zglp^r1<*wZ0o8*cV5p3=Nr>?b!(YUiFTV#mHaj!0~UH*O7^Agex7dI9`o2nvzeOcp)Aod z(MZF>NP#wj(7s58x}S9pA7$SQs=+b++%s=l-onjOU)2q*-69!t~zyI2*9 zI!02DFuLwt)Ee#>U|6#N}R}o z((l+V-A^>X{H_BWyU%s_PK%nb_9u`|Iz7$fAcv~=zkQ^AP>2*BlPKM#AnlFLLY%M!gS-( ztJNG}^$fOc2Sfu~E&^5IXRaBMb0x>F=~i2fRqaMYaNw@xCyuARr(fK5g9Bm6Y@ZKo zU;egsxgGi1?EkUJ7q`)-eVK~P`j_L`H1*1!^N~$`&+@oHiWEG8>uDHF3TWK76J(7gSbw3p{oDGd!MY;3t19`pCx-{K78n{ALeS~F+W>t z@Bxmm+6nfeKkk3QgVPY7LL;)&-He06^q4U6P18?JfF#VomH8ywxc45K$H7^X=Yyri zVskD%TBM+?q3j1L#E`p3%OGWyhKbO#4;0E)jj-WdTIV_RPKq2*4>$Y(%t%OHS2utH z9vFi^lpCG@r88UyNnQzHq&fsKe<*Onqvg9UJF@=M{sL8V2FHWI&SuZRz@-K^RlB^E zbGnEXX@ZVenlvC0MwS=Zeg6~QgbvFswo)>z5d57s$vY&9`n$K26SM8<@4m;V^+UE{ zAxso+g>U6owSIwe6Y+B!zoG!8L#>W@L5IiD4xqk6<0?rzF<&`EgTRG3|5sB@y(_jI z-KR6^j< z79%M6Ie`!{JftIh8~mxA>f?{@=?mnmQI)`>*KH=~5OCHp4rb)<@Tjnh%aJrq1wG@O zu>OcoBc#{7ttf5bzCUm?2V{gFv!6L#NyyVJg9|{`D@HCxi9qs;(@wAKZ^To5igt&$5+h!+UP6 z0qjDK6zmO>8WzvY4<;$HMO&((D;Ek+D2$c*IUM7`&d$ zV4EPbP%S*Ldj%m6_!b#=@2aYH=$cjJn;sX<8Hp9O71Kw^_amZiankpI8CsLC{a?B8RbDdjI|vc zBmt-FAHDBxeGb>t=Qp_s;UIeTXks8UDQUZ*m|?2zgOAm9F!j&qAJcmrdU7zsabfUa z-1COq7CJWwQY!s`GoZLaG1Jj0=0p#$aWJ1^?I!45wT>a-R=AkXgh|VBuy-1*P`7Bf zM(G-nCzA>px1mb$Fh9wJ!o1@v(WwpCf8Y9Q__tHLue7u>=G*E@@R-dpWxu(i`M)wN z1^#p_+~Ob2M7yq9!DGFHP~S*G9O~KuqRS_;0d&GpF`28=Q1RMlUeMrB&SR6hAt%Ip z(;Z$%FHm~(x=(m6(J`nyLEpK*W%l_f9-&99BZ6% zx+9qJF(lV81}uV6Ad)OQGe6Jr0fr1YM;$4ds2(d6;`Vu(`2&UIH4r9=p4q9Y`@x{n zSkerm9yji38i`Xhqlh(e|}jKa7ILlMi{E*relsqM|hwj z<)iVX`#|WvXuZ%y;{{inv7U=5A94ue$LW6+7t#D90Y7rW4@y8jX}sSC2NDL8ISLLh z(&CWbi$I{V`!vC;AF|XeT7I_hfd?c;Q(~?I5k~?AF=t9k0HQJ;36eQ3yl)2|m~1_~ zac25R==9h1>#sFW>Vqr;U(b2Z>h#D1pLS)JmX`YgNofalo+uU)&||~=Fs;nDySDGT zj;)Jen3(i2@tVy82(QNb+uGa7X#0kN`+!~q!^1OBVwxb+Zeg|Kz3aK;k`Krg_Ty0z zef?DZ<7y)0vksH8uV})w(LT{u#zWZ;gU229VjEO3E0Rx~17Kr8xeuMSx-n|L)|D=S zFn}P}EX|-zCT+5_vE1-4vL>e2Kw7e@*BCi`bT7$M2A2T@nm+~pHO%He$~r)+ue^C- zO%+?7gPl-I6Zw1zp71d>y?AGD%ll4<EIq%?g)R>;eSp(Z0z8d}M$_@sNXERyT-{Nc*+hPr z2Fbp=3Rw$goTza~?!}WRQMYwoxMepHGsru`Un7-ebNo}+*FYRvl zIERz(!ef}cQzM8ue*)aFDU#YucWe_dOC)72ymF)hs@>UY2|uo zqhT^Mc&kyqybHsY=X_=md3lh;FJIM4?T;EJE5OqONk(92ocmdYR}>mBQNc)u!RonB zB|UhYnDFiPVgCEah-#LZnm+iVkNh#IaE2&Z6yD<-aZ@s$(N=}oL+_~b0L%0FSJK{B zbm@tF+)9T>XsF2GmADFVUr%aaTkb?^FZVHNOgPX+a4QGRkftalDMldRzz1Qjpb%&- zk6+B@9^-M_m*k`~FRY490Bx}#adkKJ|2DrrF7F8G5U_)wpsMiLK+sPgX*dl84eE2v zTlCdiN`Y*4`IFL~li~^iNY8Thr{IR$Rc85quq>&Rv@btUA7UQOoX7i`5sc?(P~V3# zLe6HY&rWWcQLxrvJ)0TIIU}N&DlNB*e%H6zaa|gS){!24(#$uHNU+A~{q`|MS8I1_ zab} zTj>Xh6csAaoN#dvC9LmAT9`^qsKR*g2cL*}cwkOUGXDEr9REG;NKNQ{(_=vo5NoDz z)|-lj>Xhv3#wo!ufc8xBq2{=_xNdSjgygt4!|{{gc#@z|YkgV&X4-jB#vyOnBq+N! zA*IY<7a?sWIzPHkm4M++08WV3bQ2q+s&aFgv-wYuJ2B zijT5QClENR-p!!XKN(T zYx|qI!sP2T?-pcr-QdBAnfc$(zM_vc4K0YNrP%GN!B#xKEG-Uy94j27HKCXD^vQ=> zrNAVEW=Mc$U-w3F7h?n+G}+7tISMp<`MX)^0haYgzR7-KP1C1G17A?~M_9ej#PS9;VAZOv|n0*+NKW=Aycgz9D$eICP!(Y}GlXn?0U0Qb{5;llhw5F$DF=+q9`;8qH3j*1E0+fK(4c^QY1*mxxC@@?#fnh*mMoM@_dSmFROWXO z6Q!v>M%|JxI8@4=0pmgnz>~Iaxf^~3lXG$L43L>z;ju#xF(HwjR|XP!FSz*}M2@og z492Y}InZ^q^DTqty422W1dERG-_J4v`6BbcVm2S{_I6#~CClavDur@ik>g(|yBdNr zGoxjeb`y${#vftP z5h&o*WC)w~UqIBEU#az`T0OkmSUXr11HD^CtZNQsa6XCrZWc@La%Y=P!UVPlPZ;jX z2nF$4&th2MiHrtTeHlPQI#T58Ibr zaCO6pz0cX@=vSk%?}g$SHdDq4!W0yCjIqXlL|*w zp-Y(7HFM-)YuAW^MQn|&>8Oa41b*L@t*2k$4onM}gJ z3qrB>`>n=!{dE4=0Lm7ey?wYgn5;R>XyeZ$nGE;PaKh94f(H1(-C`=vfvL|7bwba; z#%5XSs)g_P%wr*D6%mArZ8u8JTJs0riu;0Q70LK@3373Y5+am^1oX7oEZU#c;O@<} zse|adFdKG1rZhIl`VV-4r{AR3864X4gHXw-Wm$*AED%63 zqH+<|)&DK6Kk(G=X-rx^{;|O7#_8yhWB1@<6jy{~tZ%^>P87NA!>6G-UN-q>yZUKHcbyevuoe{D=6r9C5AVoxgn z@cCHSitws)xoq-W;u)Xd7b(+|=Z0=#*0hY2C=yb5v@_+@U-3|xap_ItdxA z$#;-VedZBsr*pU%5rW3dSPM{Gm!$us)LBu0@ZmPr2lyydM}tscLDnz5+;bZ{ zO7RID>&bZxTqK)Y+T_<2^@E9K6_hm8=ve4eA5QU)^TK5F{IM*sDV4;{5awOAYE|#r z!<y46Wu#}8CUJJg~8@TNJ40V?Ed}eIalfv^C$@enmrZM7oVWGifkbKpJ@p{K2 z{5~Zy&hY@WL0Z{HhXjn4x_);!Z^fin$O2Y_8}dWIRqi;B|BzRf|Aw73lji9%d-*Mj zhF4C>GAG$B8x{iHv0=!6WbQvMB!HEGt^gN3vdmb*D4i?@T!28hAaGh6ZKEC3ssfu$ zNU-NQggUfnD-DIWWy5H8tPTU6W``KznC;Z2UWGU_ERAbK{EeF4}^@V6-IU@Kuo??We1!jQgbfEZoKZ%Mm|%xdAMacs6pg$ z#{OT$uKoF1ry(7)}wq<%xW|YFeQp zq{GMAVz4SDn69MRAe-)^H4isUvnd+mQfBs%(iA}-q8h0Gz|2XpN$t^Y;=kvr;W0?f z;U?%Y>4$&#N*;-dgN;+zQH-ei>zavY(^@kn4ZFCbP`bp6$(#)|c=?k18;p;W>?2NL zSEc_l+a~236<^ z6dsEg4A%B)aK*FCGTlmI&RxCiTwGs=wZ=iDgLyNt@ObukLu$~nb;|lwl!0~D=0io#`nweq3+&P(`*nv zH-NcA_%eseA*Y(L#-Ri@?@*a1GIo2!USLZtN#UFN)o9ALv*f3|KJWVUyqLh}#r5%g z=^!;Zg4XQ_@#Bh$QJY}vT7&4Rt^%Wiz5Nk^f(ZLCB!73+Q@mDD1Px;?0y5ZxJFQ|- z4!^+%OUzFl+?p6MV6K;XpvfOgkrKvg?OaI2y zi|3X$2;R{TFilZG#rI{~9~K1qfcr^Wk*pyhK$b#8h0M5D*L+704^w3AfC0h0SY;id z`Styq;v67j`y+}X^bd4UOs`fo*7Cvn8IY$fO~l?O%F-~p3b`u1$4?7ipB2Z84gf6^ z@>%NW_=aDA>TiTU=g;uwyvwYfiLDw`Yc3CxUs`U`Jny2V746Zdm21Lv`P8h)ea zHs7=jiTOp|B2|>%@7_juUNrTE8p5=}hV}gSIY|_0X)9Q`IZNkBL;qw{Np5%N=)p1N z#pncwQvlurtO9oP-nS?jkLdG{Ht;|{8qaGjAAmD#f~t5k<)@&F>p8+3AiA8JcSlxFORaq=U^>1w*{BU*%&pj0bMNO>gK&D zTPFv2bn0^%ak#NKkAUafRiC%8V<|UrsP3=);mkF2cuRt4D+gCP*pN~Xk=mw;Y6Pbd)x zf)rf!d32%DbL(;2q4|b@Mj*7x_}$PCoKiI%XFln}NUvyW1X> zV`qOETQU2P5~nnOa-0oIMjPl})F+><6$>|A-Z76^?o7LBLyyU`tgr#<_V&Z&S`EnF zV8eiH2={Kf-s%rfJJU+hwpcmy^*P;YJAexa%un&~I%2Ys$HIF%7?zmX@3Uhs$vF#+ zW*YQNari>=)j8+0l>~WBpzob7xtF{ECgixoNJAhEq?myZY#s8n`Wh@oqbRAKZ9|O0 zVa)pV+D*{`N<|n=cV(pvK@u4(J^3<@9k6UO-XMDzIfCt zS>2A%2`6`Z;F{6~haM z%zgyzzv{PEjEfe0*J*8+`AiOfk>@cbLWTmWp&ptf5Pr0+a6wCp08jwNRD)RthFsvE zjY>Bnf^_|CWPP<)R|<)6noLR*h&tN(h?8)AXwcSESX!3q6`*)Jv{^u18QOjKi!d#h zSHt^x_DQ*CG~4v(rJHqDs@DtPs9>-e_pAe{)fh#rinxeI%SFk`S2&oG=RRmuihM_) zZLRh?@VgK;!EAQ;h$dh$|M7U;(4{x5sE7hl<%6?ped@W#PC{AveT=2zJ)_MlG;^6s z1QZ_sMEV?Ar!GN+%BDk^euI&EC+30L614Q!(XG!suE)q`6^3?p^mjjPL^lIR&+*8T zeb-l3bP#zU6~1I5_r7CuPQJg7vK_nU>OS8A3aQb2H%s(1ahQwK&fJdt1rz-#{1Ky$ zau0-z`WRs#N;pQDoH4?GoD;gSk!1`$dfV%U3apYILSH+dz{az#IU}G zfE_BZ6ZGo$lJYy|KwydgN%qYLp2Y`fbW8&}@{M@{=ra$iQo_&6Q zK{eamgaxR)VX%s|vS_|kFt1Qd5ljO%E?+`wyw)%Z)j)}^Q}ku~ISpw|F%%KC-g8aBL*UO zr6R{(0(46-4IP{D)9`pnl$EFdsW-Z(<)q^ItE;mcYaYG~s)`nLR*qP|HE?CXdI>F= zk5mH;RuOH!H{0Qu79dgJ`t)Zs-}U(YVx;%|C3bf(9N9E_y%C!_tX|yc+rQ!Ce6wH1 z&xIw`Ff~p!Wci7Qu3@d-NUhn>D^wGbm$t+!vhn4b znA9uDQb8sm{bT?aiv7pi(3nOD6VjmhukgF~(#mRkg>gHfLp>y@GZ$SHi z;vA@ZD0U~^!$E=&m8X@HMm%QuQDMWv_|8)n>rH3CTFcr&%HdXj;1#sAv=H!iANJ#L zJIjD6Qwh%|rFa(K)pQ+!gvV4+6)v<-X@MLsl8#iFSLQA;>yLC(cS0c)r@*LIkA0=d z<-9vAIH$_mw7=Pe83fS_cc`EIgYO1gh?orJMw2pRC)JXoHo?)DYiQ`ec<>|w4tA0q z8Mx5U6(%Y)EnH&fv<^9YNhGv{gHmZ>;YdQQW=0OY8W!i+db>ZEgF)6%_wo(vpnQwE(6cN+xSV8AUxqcV8ygQw941ve0!YKfkJ=Pcwpl zKj!!z=|>C=aLA!0By83%89{}3GUdcav-H3i(#4(um8V2YilT!@ary|h4&G3q6iVp| z*fxCO&3Ma6f2Q&vZ-R9=Rgd*qb>r_}nvzgbx2zA<3jSR4-(P=tjeGJrCxP1g|9<^ z0_r3bXvVk}^VOEC{x#Ajg>r0$;Edzj7U~ZTmiCJtDRhrI9_v}Yzo4aT$3{ew&kyAK zuDoJ29$CcY+7m0zz&P7JB2@pqe?;7P15C7v?NWvSsJLzx4|fFZy}&UeYV zqvg9)4ipQ^)G_3ic=YImVTEW0+1ao{=>Hzk zuV7(g2J6MKAY;2zdiAE{ts3kNRdt;TuapXwn5 zh7$a8b2wW>r>JCOQF0$C*%J^hx7)|_Be!bL*N9C%?F? z?l;cV$c|w#Iy8_H=C=R+ht2`BC7tDgdcBEAE9kMHAq$)7tg!K9nq6QN99c1RVm{`r z!Q)Xo{BgH&x^tkZGI9@Go&Q6&1~@)(>aX<7&eG79 z8MihMxiz7FJ3c}bpfo0;oXjEtEhyBF_THdFE31Jx2`Q8su2!apSP%}g{m@XPA}}1i z19Lq*q}K#m=xGHnFyBN+E2Uz@?_|830uO2Tt3|vlV3Xz(VJy1VAgTdRA~a30j}lRu zh7x;kqEAuGQw62v5rifO!SDySl-e+kMPTX~JIdgTLb0>;!HI=e3A;aW*~2?nkx_Ec zP4|ttnlfstpndBSm|s|^y#I87jt*?7zXp$<#01^AWZw2f%E6U|ucT0>RCaEx%|%eg z2}$IfARMyM(`Y#%db6tN9u%Bt3!8k&z5REPtXdf$TLADPB&M8^BhIDReLKbJV&1e( zD$%xP?m_K+!*VrE0)VU%lQ2QQci1k&?zhrSFh2ln1zbQo`~znU&lTuDkCJ>*>f;bR zZ%-a|e}Mj&GZjbH4hsK&J;E3meCx>%8snXy>%ulhZ__ks8m=JozNU zb&Gk!JJ18VvJbohT0noG6Ck&oFbPDSL&B}aP-0h2Stds6Pj5;bm%!wRN~4;`MFygd zJ^zhtE0{QTB1M6o$g5zpD~DB8(eld>`IxoCDebwVFGn)Ij>0ii~Ko@hiWj-!R;-rMZY?RDS$e=IIKC??Kp2WKz(9 z5(wl|c>;tUWz#ZSS=_ePt(?<{l2C$G37jLdDj@X{*qKfk54s$p3H}d%;rgA#)mKdY zuO7>RPi{$VeOOcd+FfdZC(x}KT(~l#z*x;x&CC=;ivC+_O80#+Obyf=D;aXqpa?TUviG!g_AtIPM z1Xou=Ns2!FTwt9_(ej6^ouU*g=jYT3#cO%N$ zfoQ#lQ-%H$v(N4qP+RV<|J^sU_>-O}3o|olIVXem8?pN&6#||TPkl$JX=vyWjc2~5 zS3%(Hh<$^RrkNQaKoQmKLN^4%a%8YY5x=%ypaW!n)8^*pn1~5*qCIRNCR zY5;!$f4g>-;DtFcF#%8d<4-R}!*Q#)Vp~le+Xtegp8DMy4*C2>^{ZFc?=Q$lokJ&% zXM&=^+&{kf?jhAmB&)uz0#}n*pz+Rqy1F@EJ$DAQea0fzVGaMrDwlhJi^Tw_QCtq=MRphp7U1C0OUME~QV-Aaoj8TUg_<~Hh z0n#_Hg#8pS&2D=c88k(~;n#XG%8sFFTU1xt5yVS_qbWJOg{8Hs`QJA>!HU|tI^6o_ zqZQBTfWeNM_}lIX9A!5RrHk8!E0)U7EOjBL&w*sp%0Z38hYds23Z2VmzZqm*S@{*C z;qIc3`f8w4QWrdtEx|Iq>iQRq((%xefcOs#WqlF6rQGD)7 z>G$5BC`2g{7z=jZO{$)=jkh+nfWkq_R%~N1N&B~q*K`dF{a>m9qOH9FBb$&cqx+Q` zBS&4F)8`H$Kut<&;yZKC$IQjW29Hq;zXhXMd3Uq!$Ac8Jjj)DPGe(wfW~m+03WNN# zUK>W8Uy`vpsQs}wrp+8_VyySr7%XL=_lPRETo?i#j1xbBfC;5}NT(5)?8tCA=J5NM z0d`{a^Q{!_i~(YUfsVB|$4S=*M%%^Eh|Ek|Kn9oZwWTBi{6=vT`{#XJW)<_1fh;AO z=Oj>th`a54X^nvpj4BG_Unv+4umE%QP0W%WE>-}2EtWhgWC>0+D1D9MKokS zHRNc*!c8OeRaUExoZe+lvU8qWk=75#f-(eFV^p@hu6y9UhG73K?5e8lOM%M?vLsv` z9PpL6XF=3(hr>boy1FZ&Bx7)+BZ#SZnyKqep)UP7)BsK0_qb&#k`?^x76Ued*hi0? zGQmiIjiG4U=JKtl_Gd5!EW z<8@@w$!d5j6~Bxpw)o#p7@_xICTr?OYB|kk?$3S;y;&NN8rEMsi#ck=KOHO@PftL6+-+;DZ4JoJ);*WS=RZU{xY@#neh5<8>^9A8}?H z<^JtPST>fk(@_(ljq-lQfrX=M9lbY@VK5ZR7)eds)KA9I8mTtiXmtcsbp#aRDv$Q5;|JapEEUA~LWBn*=meqg^U9U#t&~OoL*z_`Q_W_*t`llTm_ZL5s(IqOX zV;*N0VRBmQKw47S0DbZBFkHaktPIWB@Ow1LOYqAUB5ukEVJ z^}tQvCr4&ms4mW;g5dY$AZ~;ep2DDJht4YQaRxMAck_)9z2wy2XpC4fMJ=QynMPQ% zDUa=513`vCK+qee?A-}q;1xO08K>1Bf+W$%g{!WdKU1EhX-LGTHuC*-CPQFDVW;v@ zP@qs&VRu_xvD?00GE-2oikBG9!JC6K(+1I!g#w%a{$(Ka@~@{BD=CCGviS8McX1>R z4r!VIeN=+)@2gqJvo`=`b{+N!0G9FTI7g7qgHB zkL$NRtU9^5Lly1y;Zj}fv+X|dic~IyBX*BQsWAsc%Q^9QX}60sg8g9R@ZBrB!g#k; zs@Z;3yQZHu_;<5|C!Us2{OIF5JkCx;^AK^msq=pRa?;4>z|B&q<2wm1Y$}2K4Lwir zEVk^GGIu$@{~Oo>M3kV}FF?s@;e|%VT@vJWu{qzKF+PNo@Shb) zWujUqTO?s~T~l2x&nA8`%)n#WALIPwwE6M#cYUP+focdNeJE-ff1!oqcuji==5Ya4 zE*P-*E;U#gCP$rQB61;7Ay{(8Bg{2}2x>lklrExWbY|`)w912nN4&BO#~b+0G*m2q z|7194+snFb6FMTDUbpDZF%{`VIz-PUO_=CwVHzF*wJ-FI>mpm_z$9CRc z9HcgFyA+jlgI)LEf>5@EL*t#S3`o6D+`KnZPNWFb}G;?BwVaUEJIb z4+v5w4|R4y9MPdJj)#uC?~e?gZVqYu6*&%Alf{^%3)4%woJ^|XEn7hk?!~VioBVH z87B5aC^0%leEAHX152!O%O()JPU^T>RS7T1$jGSrY7Xi$XIR9a+nIh!f3mm->m)%# za830{FqsX|Q1xsr+-I=H5u3SkSt}Wi*H=Vm&}>y0z=HL1sWy&R*3uLBSA|n&PA*#Y zaH&r=26Zd2?h44U_Gp|ueSe zVs^AHz@vaY6*gFFoh0QvP|<7D!*64WrV&zF*nR+D32T?0P~cB?pf9`q#8t z53Yl~I9c^xcGW-bxe}$F$8W>-X z9~UUI$tvMdduth4J#J0V1JS&RmA8tKW5}grE;o@F6DK4j9$St(k~PSrT5B{=M3WAK zf4aTZX>MsPX?>r~lS?{jXQ=t)i^y|bSZ&bkh9@oA^`tIDivUQ6gmLRIdlOK@K#Vt7 zp^g5{ideKv2d_pWXf}x96oh4mMe3BKj1-F7Hn1>g1yR;GzTT&Iov(Vte^CM@KYNv& z&e6u6vx$1q(Scc62LQz{B;B7rjKFdL2|y)3$k;2ir58HXHfRPmkwzWd`d#i>{md85 zCbeU7bkd0NY)qOVAtwG^`1&%Cki(CQNzQZh{R{F4MWiNARhV8h4$Ncnu5r8IcLkua zItAOi(O@QA*%XYGF1N^_%X+>;;t{QcGGBj3rWm%CO?YXZoz({6jxa@`6I2k5HKy)0 zIOG7Wy}q!=og4ph`+zo7qug=I|IM1etM0!hI+BU*RHvy^+$;d(wNA^K3D7H z08GU2*_EL40TL0w7<+!V{jvCm7}r=ct|SBPyotIUL!x%qlAnP#Jq#BK(_Kt$&HV#| z1=i~H(1^wkd>fCk`aNBJ(*=umyZB+L$cIp=A}Uf6j$XI0`c4r zDrV+16m~2?i_gQ}1|PM-9+PQc;JkealUIIFXuST&qbhZqHZ1>Nd536s7tF~4Wh90h z=8dJJ@(+@EBeda5An`o@wh_LnrNMBv>N3+FLX#AuC_qwMi|*d(@B8>?8|QrgT}ZL7 zZ$q(p2kizNAYCJ`Fal#8iFk7p(uRI ziyKFBxX=JV@i@%_&*dz9MrqQNbS#`ipU(PHDl^}us_@aZM3-Ee$gUM09y459;xz_DYO9Nzi#;x z7^*Tkj)%c&Mrr;&zLwar#989BjLlek3GyhdAV1#iONTOu?QfH~PlV0KI>ti3(1JI1 zRh#)^Pg?IL+rC@>L7R`bCss~TWmw}I_psr+c6QGr#X_nO4x-r}N*qEW$^RM(&Kl-d zr+(nhsRfw5V;So&Oa=fI8>Pl|fBk0N7V9P$VoAXbV4^R2GR=eioPjJ&^<`?l=Pc}< zNpdYx1k}Xmx#jzQ$gN|JKzSDX+(H9IED(7 z`jH21c-NQ#4vv;9?W&r(RHS1$q;gt58-;KjWJN{n;OE~Y5--C9B7f)8wDk1CD=KV9 zd??~0YGxh1WLMo@CvafU$G`+u8qR%`6lY>pLL~HEG3#VXr`P;>gP|nUXyg%Vt#?W? zVn<8)BbFXwIOQ+Urd!Cx%m+V=Jyy`D6d02z6jLTUSl}=oj#RdnwrLif-J(En32%{P z&XSZ?!GEKU4!*T_n75S2b=_e6*-}W8%lz;ecBlKF9_;7S{Xb`W!vR~Zg@Fm0d{8R~ z#gQd?G_)*_I^+oN2|$37>ggk75~QTpDmQ_G9BZ7cr8Hd=puuV({m*=B+Z7gb8L^Mk zzdfX}Qv#&uZ#7^F57BWr0+=%0hycd56mg!AO*OyEL9T#LB2*x^Vvjh1QV_o~-<=$y zIr$Ys_Jvwk)OK<5!?0VZmcO+sZQemVr@W^V#;D5JS=Z|ZdjbU@HAMyiZQCL^rA(r< z$In&Zfidnbj@)n@i8EYf73Gq(7O zw1|0-E4;(Jsbz=tb5h!L{7Z#v|_q@zkTLtjZ;E@^Pb*HoP&7UiDS zHb*N9)w%>j7(bM6+~`7C+XWA|NtKY81lXbI=<`j20fDIfn}dF@LU6 z9eS+_rkyjT3ZP$-HlPVQSym(J9!r$@U z99jO&C2lG3GPy6$=CrqBiN}w)_B#3H&sCbfb?tYo(@h$;IKLbjEcmXInS{_TiI#R$ zbNB672v&moCzH8hfS$3;h*U4Nf7Aplot_i={4NtbN0_pJz#7+E=zx2W(Kpe&%yW@vA-(J7}_f=GJlms!xR476<-hm?QMAjZnND{&k$uBeSy2nUyfKZ5D9- z`0U+LsRmq{ATyjQEShJOkeKjyMeRGNg*#o6&UII7E4E9)=NQ>OZ7$I7MfP`nPVc(H z&`SxUr;@FDq^m-CN=VtMpz$hW3|->H(og(S`cCvt1Waf|9hH<<2vZKQY#1+BgX10E`8FvB2``eMmwql$^46ri#`c2OtpFwaws6 zm7>&H;7Gq5;8_J1ZDAewhqXS8k4=M0twP|`ErMCf|T)Tt_I$m(I~`!{+NrhaOI+qo;!^gC!cuvek{m*mT4< z26p(k&ucjk7HDY=-}w}PJZL2?{fR{xq$Gd1ndWVydg3^V<{!v50UyJ=(7Gx4$m+GT z?R$Idqf1THeMZ1xT$Z91j`o((9Pr0Ruer9VS!d6O%7Uk3hIREX2V$ylrsRTBCFwmt z7;_KrCvN(=V5Zm(!(iQ^@gVtgHQApBPaMvd6Tg8xt0pf%^cF4gGx_``2-&g1gIw(P^hI zoyeu~iK8?l$Wzh7kz&_medZ^Dt@+_mnaIofWJ+A!2$u=JQ-1#u{g5A2AYK^oR=pkP ziBB}E&O>8=$BX(#<;A*?@8DKaeLte|H>>juf`idRH~%}*xiqaPyNd)*AlSH_>-1Hw zGuP4@w|;y#%bXc*q?2cI)h3{n-BvIDt9c)U9IyXoGb98MMPOQ{4`{2KwHy2*1vx!O zuZQvNFjHz?cI8X>gjSNvwiSF_*ri){0MD_=#nS9}Jw8C^ZM< zs33UoPTrAa9`fUSg>UtZ;}`S{i3$VHV(XXghH(HgVk3v-lK8N6skOO(SoF zml5+f_!GIl9=U(B+)0-oHTgVi8cnH9E334~Q6B{<()=0xvaoM|>P#X;8-J`+7e1Nva2Zh_@;@}R#cgm7{rN+~Rtd4tJfF1l z<-kb-SX%+tbiARVaq@U5F@hroxuk%Q0IKHzUQH@|a*>2KJob7hh&jlGhlAp`(gm9; z_$3rMwd%8Q^Ab|x;_PZ2`4rCp=_R_Jxs^AZ1{gQ$se-9oRo>4p1N4DQH)6*4U5DI- z^xsOGmQ*1fgBbdSX+hd>G9!{CvWW>bo{8+*pZHEVNVW*h&?LB#b0ewA6W^T-4tzJf z1~^EeLeuOWJX`@bJgnZ?XcfFl6h#&f=g$KF7a9q-GSq3u*~R#wu`_7^ZG)98NlD9g z*_lggyg*z5!3N*Jm+@6aISvUeyCmOqGb<~jPa%3*(+nuNg7t=$78kqYa)fXdRmJRd zZA&Psv#ldp?SYQ0y|YW$0CS8-UZYKYI>DNaT~4S2;6bqFH|$Ic%5Ey;U``cVT3_V& zk)(VB5koEi40h37wUX`xZh9k2DAc|X(qbL6)nDAwFXVqYg-aPJ+FEyp$i8r9dG%*o z@RdUDL*r`L;CNU!v{wkRO79E+)Yy7ECyh`(g`&_@V`04nP|HmI`2S|-?PkbS*vpS4 zHQb%I6;Fv0d^5f$)qe6aUa8}G>?Q%9Tigy+(0Z@(P9NH|r!8+M(ndWSBz7e;JFL3o@gp_JDCO>oJCfaQ}L{KZOc zo^d+j+-@VO6RbAc4iKgZ{}YvjwYqN)S~X1wsUVcm`tZKRv0YO#dqg`*G7~%~ECw=! z9><^*tVX5Y!j@AkT9;F(ZHsDa2?&@~yLVyp zIqPm3*dUgo=TT*4IEbG2RG}0NVBI1VB1=|JsNmK%^4cN=nA-Is*M*v7XjOx@`pRc0 zBkoQ=Mzkr*=rB2$Y~)%Mek29sTJN1mK~^B2_7-iUzEdR)(S(@%6*&oI1z5K= zHEbUUP&m>vGDf98C+OelY-3I(3#ZHRwSU*WCnyVEN5bl ztTZjj4!Jurj2g28zZ_0eE?pQs$X(;73D3%M~QGIq76MymD)r%L1z%Ye`|PRSyOW38AB)x z90N(Ai8c>~XrEXTGf>9UQzk0ff$A^)PZmp{UYSTC$jn(k__T98&fUQlh(PBWs zJqXq0?oGdG2uw>9&g8u}_1R365G2DeEwe89q6s^wsd4n(TY>O1`yX}zC;Re)QrLC7 z-sInlP@7K^1>z(K_I&$kZOF|48>jVmG{q?YWXJ8s2MNKPwa%kPcEYytfvUPXa@sct zQ~$7_I}udAzryf`4l><+vgHIQWV;q<_I@IbxqW?;rzOq5^{Lbwi~x&Nd>tPb6*x4( zaXT4dER?MP+YZczd&z`-AC*@m0pr>9$$}A)gT?pSd*j$)1H1bDD5pU&sayCw9LX6F zJ4;?wp{VJiFG8Vv(YAq4Jwq|H=m?RcFd}prr1}_WG*u5`&y=LVP%e+fZh8I6Vjev{ zw#s^DpyZz+#FNC`5F<`TIn$!Z+kB%kJrZN{VS^uX%BtbG`cLA=QmTb-2#|WPviG9K2?ET!zlBkOA{(ioCE=pE55m*a;gt4QXU&fYloo~+ zps#>ebb56)?i3hWDQyP9%~{7XEX~g=Kbf$<;K~kGSGSiCOrGcgTRQhh?lYb!MTE_a=%ygtBjn1=Q44G-R>sRi$z=;n5xt zvP(1@fKSsJ9zE30sm4pHRfzye$|9$nWouXlC+oD&)B;W>dnKa**@KXTh`}B~6u`Nh zZ{JG&It_V|>u`k4D3Zj*#UaKt0j>Q0zeu~DfE>JtV5I1iE^8iJU3CkR3U`aZPv2*6 zq|6myjdlKETHqe@KcD}W?B@v~6HoV-gr1YX!JM2u0HP76@Uv&8e7pv!x^r@DV*8vo zgfU-dyES4j*9x;2QzpNAa%)b)K=wU@(62gSp@{gD>F+_RUmlLT%^IA4JdxFn4ZxsM z%G4>ypg#pRAwk}=`*U4=d?1;S>Xf15W0$J0U$fd(P$x&dvkggw2|@B=8v?XsBmCaj za1r_Ldt|5&&j40SUI5<{i;H8fKm0+?z_GeKQpt90j`<*u<{{MfP_J>So_8-Q3hnqWnVPsYO+($4}0%w5c;pYvIqnoy<l;4$rHnh%O4^4m@H+Mt6OE~;(Hr;#sqG9@VJgX131)@2aZxO}T%C=ym< zqPxy-iQD4y5+zLxRk#2?;B!|#&#}*!s0|4nYnC^UKvEdlYgu302$PvTs*o|1->DWC zQ@D)-{1LfWPu@Z5{oCeBLs92$m;4F(pE?dR@iaLiavvugz7D7wPHtFp^{vyWia1c? z8Gfm?{YyTZPFMWO;YsESyzS}X&ie^8Kt=6=-}8Wa{J+U{i~UugMbFe1*UID_yG(OY znNE?l?3CgY1H(V@q>Y=j0)EIZ0DJEO!spDy(e>o9f^x)~N0hL$qeEKcKXnw7v3Dhr z_INfh4a3nCzKBRoC>>7v9hQ2Fm5x)#pMUb6(YA6~K5~L7Cx=p|n?x2&IQudHEl4i; z$TZvF8`)P-MWq+NuxLj0uJeYN-V_h<8M=Z)EFR5YK@>3%**NNvp1X@5!W+|V-Bg6@ zpcz;A^vC&77SS{=(OQb5V~24(PZ$SSbPUUM5Tem(E?!3j6c{N592}J|U-2@!zrI$y zeDL$!D*@|(k_VB8*~y~&_t@Fk8+!Z?5oD#o(C8aV?4!s`XUq4XDEi;1@EO4tIR0lT zDAO}DNsY67td!Okjs&!D3d84knc>%RNN zPXrDy9f1ahy%H)`G>nk(U_?uk3IqPERY!J8|K(x>n_XQ^O@q+AJ=;X(@dv0GIo7Wx zrt;O*wJ7F;3E@pmP`1lCFjLdc3K(Esd!(ZN+1dAGTvJ_PBR$P0XH6P&HGaPFS_xB_jN1Q*8r{xsiv{ zpc!&uTyDH?EWI)U+U(5S4xpdCavdcbJ;!--rAdiO|Lco|AP}@dbZOKOARg#_@ULrl zAosmGAL0RUZbn1-@d_n zQxLx+d#&urZ@?d@d;bCnoTi1umXt`t&5Rq@gXZkUyMc>b0&rO)0puA3T%C88aPY0o z&8TPU$D0Hdb-^}Po>?j$uXzEQcJ@_oJ{RviXPUk@Oc5L9CwMK|`BT=V>^i>>*Y@y$ zJaBY_crgNeR&eX+>-)vGy}7&)iBJKgP8&80yPi{0g$jz)mCv8U^#N)<6PL(qAeoH+ zo?!M*4T|gCAivrOviQXRhOR#GdTt`2g3qyT;V|+tq>evKf7k;UG$GM&0v5K&p2S)| zdg3H^dQdnjy*SYF`$S5mMyEZ=+fEweCAI-yvC6Ri<1OHY1yU*7M@>`XzsWvyC)JFZ zZ45iJxn9-QZ{ai_1Cb}%l9NY#s@IV)uL^Ve9K_IozZ`nlLl>d{>C%tpHHeT!CrxM_ zWJfe7mV{e=UQXdO8nF~_luNK@ghxoY7BayBB=PnR&d`l|Fx%mF1$!n$$Jm5T34{;CXQ)TV#*jcoP_~UzH^j2(g@q)bjPn~H%M1e9 zhDs3cC2!yz4_uG|yk5i3i$W45-S9CG#>WJfB=CBGc-FnK!a?jHr-1_Q-+K7^Z9d1P2x9|Ba zWp>NbLL#he07r-{v)wNFV@qJVr-@vW{tPZ*5hi6Q9Wi5JN27iiVyei1#9?T7>L)?xzDF!23nqh0rLfu7K}uB^la$>Y`o{#U?)7)TgiU8t&9 z=W@8=paiE8VZXxFouUB{Fe%l={xUB7uA}$n{E)Q7 zZ&%>sjyo5M|XeUQk!sK3-IKMsMZ{4?O z{4TMgg1Pz|d?-a@?XA6gz)2>b6fhT#W zq9f(6fzmfKxZK@&HeJ5I;82F|4ibeo$JZqHmNtX?yoJ|8n=*pkp-?!9OLDc-FZL{$ z`C2re;vYpzyzmU%xU8fffs$h~7XKG5IqOJSM{_)Ih~(V^MCr_l)nhB~?sgxm=PIF$9|MuQF`32l zun=bK4YC6l4V_#tYinh!tQasw9gKpB+_uD3X6fQ6tmG31C&f<^0HB+8wZ*b1XB>Y|3@(-Dc?R)~WyF8MXeZmw8>vVkZ%2 zI<#}*;2U~%w>yu|FDlYtUzV?50 zz(a78(GA^E*y|{xp{>;WHg~{=j%iu~`2Ekr$dut_EJY@0Wz`4>Pc%cr7t%53D3%@e z3wW#sRgp5u;JT*lBE&chh-079{BiZh`2u1QC-2U;nTE5#B-V{+QkXiK`eSxUIkZw? z77?~jk`}vK7b-^Ram!vAri|n=9JZrbF?uMg-D-@V{g7mD-@delb zB>jAwPLlZo9GYu;H9YSJn&9vAeLq&kSV>p|kh7i7-j4T&N6Q&_JmLGEmy__i&oaU> zS0AE=qW$Rn@r-YiO>P%&1JTqrhzxnni<_Giq2gX)uMTpLE#K0HPT(^_Cxh1}I|01{ z#eRMe@~4m&(WldsHo{+yOmMwmWc-ZE`ERsfhaklW>Z@Mz~nV5 z>bw_3B9sTh9nsJhN21{_`g0&~^%1sY>O-Wa5bxqfhO+?5F5Zmbxl*IH%<9W^`V#vU z015)wDVktX;7%3{Z^M0?Clr355~apfcmyK4;^yMI*qVFet2id%SV>28e+A!;xZGT! zK;xYrY9sk@xBW69HTnR_nSScZdpB5JnNJV1Ea@!an;X@ytUD}b_J$tEk7(!;5GI;%s(VBgHfgpRiBF15-h zlutJO#?3a`d1DJ=lYB`ownrW-&$ze8jY^jzXNgA`jn2f}J3g6brS3UahY{n_5(fyC z<_Q;n0qEMkrNW?y6@ELbr|(R-+oX&Y_RFct<6B=h#u=Cqm!XmZ0!yW2YRj(A$8LW) zvtSpaW3ZQXIU^-R4hmFOD_${u)O@n|qIYGd=Q^$s{E^`I$%GFsy@u8ymcU5s@i0iH z2b61UbOupNji~vdkPE0*e1*{mYM-smw6G0R0=o=uLi$zJR9bP|g& z^cpFz*NEOwAjgHKf(gyDO*5RIj@-@4i3}o=BLbnFJO)a(@ruN$2%$ak_t2chCM{1% zy~aJ?uHke&J@BK)k7;TdW3v-yjK1p)f6B=ekp7&-`cBP&Sku^;offSH-3)$AL-O9* zL`=y#A$tW5vA%H_4`EAnLDUL%(mNU#v>ioa-mUI9&Fi#CiIiC#HN~wBg&BY-4%&Wa z^Vy)^{0w*pAlTSbnUT^{f^^LOB>gC9S2aUIB0;rJMyn1Iqc`0$@akPw1QkL!X32=% zl0IUJ+NOUl07vHu9;rB4nPLUW z$^jxr*$;#u9ll>}jcJ;`jmSN4Ofa`>ho?=%H~l_)p*_S{3D=D>6A~duK3F-$8f%9T zO*g6R675Rkxj#WLh#AuTwS2fIlq@keQro2*i-T{X9~%gt0`cZK5r~qtqdYbRGZ-3Q zJn?RflheLxsBB~maEnk6l-XoL1B@w3GDVikf)zs8CxyMmzm*UJ36YUskEg*vZkj4` zGvraO{4=gx6ksVzW$w4Er>s&~Oj_5FOrYe&|E);62`<|i%ySM`AWWOV7I(&JRF&J4W0Uc!PQ0iuIn<%QA!YuiWrHV9Aok(B~Xsh z`=|AweN=9NU_fTQ_2>3k<$s1*?U0~o4aOGGISJatczAYN)Tm8=dL6dUTg!39^P)UM zl{|3XgX|8YT7bCqKgRPb15> zJ89~v?t{Xc!Fk`Nq#RR?2h)aXC6`Wb{h(G;$XJJn-0EP6*?LALm?a43>#-Y6nCbdn z!@O@RtOtIe>J}M!mRTbgQ8NinG~5mWl)y-i`J8y0P`Y=3NO`_-yUAdF{Lg%3mtXo( zQn`EuvYBHC2sA4DLy(PJ-$fDW{Q=xN7ljmOz3Vg)-X|n6u$vXz>lcFzLvupp>mMvE zC1&y$X-N!m2T*iG#qosLxQI+s_;OXo%3wPhCyU?h_XZC48EzXcOTVguk_Hq0^795C ziQK)t}7$F zxvNTklKpXPHnpv+AVc@yg;TyOk2&9p=Vs%qr_t0kqf6q9O(U9U_)Znvk5~1jIxQN` z&A*w4H$03MDD64^06dLW~(t2O;}Y)U0x-PVQo8NCxn! zDJVUL>3pv<^tbs`$vI?X-$=*DKOx}h>5lVhfQ`OV`7CRRMn{nf+9JjXx-lfp5(61) z^Ps2*97%(nqWS9qxOo0=2x~-4~0jSgwK0QeqMiG!BCTWNWC;l;Sh@#yELQm@rT7cY00UpICC)30$tK@@vOL zzV35AhWElF(c_AGcjpxR!WH7=8QQ`W&{h}T^uTb{tK9&y!{t~kR1Q^UOe&3B9($z2hlcQILg2vE`tIsvg@ejp882-A+hf#ZLtX-;-7TNdf9T z>V(3TpWv?!rGSRA z=s{SsO{QT5ie#t<3}Zrk?Dx;_B&UgOz{}V3;Jymr^&9WSx%5NBD|eo<2^djK|vDgk+JC?y92FMb~o{9dC*RpHcoMnG^`b8hkmASJvE3S(c9 zQs-%^OXy}*^Gi`9hEvg_}0bG6n@Fu^@)A2?pp6rrjatK>FvvT)_INxnq z>CR`cE1Sm=UOFm@4>^sr94UD!`KrefPL;#4Mgb$Y{sFyqyR1p0_vY~=#y})olz%^T zxIV{Yy?V^#Bi1uV%3{ow=VZH|r|CUz$fTiVFMd#GbiNmzqdPlk(LB}$t$?s#aZCBY z4Zjcp23%tfa|{{#*YEgjqwLd*i(Cghq2+~v0< zfNM{lUdT5URL=wcBViq$O(A04l!{ok6;fya^P|LpA{;_h0A4JW?Fp-qNwS+o_CJ#c zk@5IguMxl9qDcaoIQlFPC&3IDqiGo6+?@edD~zV`OSV_SBAISJOkPBc7UseoR{r=) zTrsw^g-&vCM79mUM4(Ru0dQfRzi4BARJ-;JF;Y)|5Hbcyyg#4aBj9SPy5l{C@vSV; z6GWFHzzoEkIN_3k1R<>^DZU}8p0TG&+CdC)XvixPP4Hdkk&&iBOwD&|{AADxuRv8z zS)Fv#KF=BqQ|Q+vl+sB?=1ql0q2sC5>ZF=F<0O{>uC&sB1-3kx6lXeGT45_qb}H2D zIpkmO&%*oh#Y)CLog-F9-c^3`?mqJ(IAc;XgbS-~@(R z*VH&g4McMyV-~K9i)4Zv8@q+%s0_?nBy>3@ORNxqaGL#i4!_Edq>gFQ5~~GjW6Vx2 z_N@4bXCWoUx1gI1np?0#Iji!hLw^ijJ%kU8+teddqaI(js-;Y9vHsot-}cDku(lf) z4~rL;kf#)#BN&PSG5M(s@fQ>nbl1#$KRpShbC?#v#Hjb$_{KzwIwg6_0SsEKRW-f8 zy}d`C0HtB()S3!Jr13D}IW*TlN_xO>4r)I*c%X4%tE~a;03wRj$9v-JjLzfg%1^y$ zEcw$kHnd9tz$WKHo!Ti;aPbU6`G)*8bHW!@&d z&&=;y*8)KT_WC?`^X}7ne|OV=+GgTv@LC@K+0jq3El-Y%?qA~yPc8jWICc2$nMO5q zZ>pbt2AI1>ODHR$oXnz%p?nCCmst%zc|ZOeh7#8YrYXt0GlanFU42q}W96AS{=?Q! zhV*hjDRS08=d?#YRTOY$?1{3?YcYJ++efNMc-aAxCjpnAzaifJN=5q_B88MrR;V>a z$C<(N7JFM;8C`_jM4qkfzA0(=XqiQuWLuoM&CJ1n!&$E#w$xRK(;9^_V$>n29rzQG;J_r;V?B#nylJitqo zM-+jo7paqP3*f6tK4T3tBZWSj)l%~O^uJUytlJg%1#oM+eX-I*ZT6*9S!p4%C{i?y9Upou?z(ad zWXbLG+f8==IIN4WqzOT;EDVZ{QwoXfEs;*w&+G%HMLWcKB?1K43bLO8c>!*~Q7ekN z*l)(V&Wi(pgxKGHf5}MfOu8bmyj)%1?Cz~}*bm$8;#J4fwMs)O+ zq-7IiS7Tc|En6Y)w{eM+?PbY}(B)Og)#m0QGzf_7wk6-|QJr(>yPEI!^0w>yu+stn zS>dSC2LU!nq@-HoC+`OVt|F%#`xd>tQXo5$94UY zir_4Q(7t=YamKe$IJ!D4*2uxuESP?ENk<|5m~1oQ;9T z%EGg`XQUlxa^&4J;hxcfx^}v>w4E_Ja_D=?yP4rJ`4l4%ohKlQ5c4oz9kb6Epo13~ zdxu2y|6p_mvX9Q_=-XN8}@g2n9+=1Cm%X@1=n<5 z@<^J!#h~=hym+A@De$BDK_~xZ3px>BEC3iY0PsL$dAsp`2ttPC56-b0-4dqzrPthFF)XpXLw;B)d)I#oe(Lj&SUmh`g;B+> z^FvmE*s5H>Q4Vz_)o?zpgvTH|y*v-1#N@kNPGL2q&5=1}J@jSG$Y_Qr3HE6EzB{h= zbHbx*2hCTBXTAfwrFb@kFik-B(?FnLHL{SYjZOe`8m^aml-a*B?&k~pe6l4`dZ``E$ZJVU3lc;0M=x;H zJt7URyr~NnGv}L`Nd=Xu`1(NWM^CW^&Y<*;E~LUuK!I$zn&1EcY{?`5v@(v=3o3QU z1Da}~D3K{u0W7vKN>jLwczY;e2z~5JjQ679KLks3vctH!2+oWm5E9RFlbd8DnCD!e zmeN8tWGb`EbVttc$R>0fPW+40aS|Ql&!1|0)#HKVlO-*iL=(%miON3);dcG_<|ezS zfzbHF^xOMvkOy+2v5|2Uuf+$d)};%PzoCB-!>3S(BUi+g9k&3U6M;aMhZ}qXs3~)? zp-d|+|E<#DAE#VfRmob~Mv!JYf97)xlU>wvIndIlDlq-Nx9UXnye`BCL-p~7L;fE} zXBie%yN1!3p}V_=Mi@GzyGv5KTS-x*8M?cBXpoQ=Q97ig8x$#NkZw5pJ3sh8*Tu}< z@B2LWy;e_sehrbq0LkR(V7mdJ(Q5LC7l@j;Ed1j2oQD++Hi9`*Xy@>^FQ4vD z$gWcV>zbCZ#$v`Yc^9yCAdgP#h{lr6AE^EyRq=gL^ba-cxHB8+bN!=^-8l8p607It z`fPp{L9WQ>h4GF)*o6~7UM4+SM}*!o?P5WR(czpgxXnH*mq=g~X%!(pWde#5bwgjs zh?*LH6Mn_o^g@B4A0ULe$3T7XWtUM^YV40$z>)#;HO(q8yD%TJ0%=SHPi^J*^Z@w{ zbX$Nt4l~wEREEU?4PcaoHE#)jNx3``=@hpNvmYs~j2xc1MDot2@7VGCbKSZ^{hmMK z$)YGQu#(~^l{#}8Laoy!EvUDcYZNs@hlJA84fdn$7$P6Ck>An=TxeU3YhN1XmmnQ_ zYA$NaQnY?-F5w~XHTOFX&wW05o}8S7A~>f()Hr{WuK%MO<4QfaC!_1$U+G9M@}p=? zcMIDezg`<`Y?#&7r)`XOCW3w#LG+j^&T7PXU;oQKr`4Kl+PO3HT0#NRMD4Tr{!PFL zoSe+;y;Y&6CPz{&2y#9=ZxJK``*zq!ZY-39^)*hN14nT2LwydblCrV`upn!@NQw2h z64?Q!h$usrNQyMilYMxjh5{Za}uXVys` z+vmkJ-U9+9YI-cfJXF(wIYC2!gzsn0NnT(#o_AfExnI-_x1aqq*i!!7cIG9leM7epVX)H|{A{{^RgyD)rhXMX43;(aD7=+NlC zF1uBx61U?KUE?dN7+=W&MKoLzkPc$r&M+UxLZjQA7hxT>L?*2^V$D_Y; zy)+M@TAoVNsv`syr_sID)yf52U)cb5#-K-n#rJ_0t)opiMFJs;3FOhrOxW*K#t5@& zFFs6xXPXaGSI&$`ZJr){*f=-`)+1>XTv}HtpEVxIV)Y7F%IXaCwMh~wuna5OKT!rF zER?DLa%XWnoZki*-LT>?9kf!NUtjVIg*wsB3;NbEHYYr3Lv7H0sd~N5PouN*;>OG@j=vgb+u=aFsotf{Ys9?ma?pJ@g zAQhxaL57ZnZ|V4I%(8w~A~#u%`Zv&=WkNgvlut~A+T1IZ*hFk_9UKnmfub&^^bJg_ zUUL6FSlUErO@>}nQ&Fpx?LTyqH`>p~#To!7 z<)?Ptkn&dhWaD>gH7cqof?_^rrETI_^%M%ucl`EV@YRu#k$*FV!Wrswl3Bzdq*k6X9U^`lWB$Mf?fi==YS~TX$ zQv%-yjEqiJ2`wwueat`93J$;Sekb6jM1AwQLv|VUFF7k)#Sj7*RsUsp*ezFWhF;!Z zt(+iVw2iP=BR(GjMGYBGPpq>cy|qrdM!`gt!I{q!)cr*Qg%PsOsit(PKMUvP=hqw6 zxCgQw@|n-VZr^)Jld;?wjd?hNytti)<2sn`WlQ_~i}hjhYBrTLRJR`V4Z zeyM_5Y>%#%2DeQiUkc)~88}L z(m`VM8^9!``|>N$gcfewA6C#A)MK5EcLBSWegJUjQGo&zZGK$eT3b=c%-to&rJiN2 zq9zodln6(F*M&{nUHMX!v|90b{Rh91M$Em+n+;QVLi+1GBmMj0W}=1>yS@GJoUJig3vEFab~ zAT(gvgp^_CDpKTe;`o+K-e`=E2r`o)Jako;(B_{8vcr^>vD$*3T?&K7oV$6H%Q#@y z|2;hbX%VdspY%P3#J|M`8$re>)h-0drWa88d80Z=VqmH*O@}E_d6Jpkj6a&z^(3$6 zi8aD8qD_wJs4+Fl^%dJ9@G%^E{pKK|?_VnQNPK!|Y8ZNPn%dOrY#fjZ zR%yL_xoRjOYznV!UDUg}y{mS!%z@c4Z{wNR$25}`+0Sdek6-2fgX@D1{J zYa?DWv`0xPQPC9?CeN{{AC)At4r-6e%@qYcq(5i_h)LP?wxS41Oykt|J5gYzOe%VQ zx2S;D!s|g5iW;?wFc7@K|D!EE*Ye-wdePC?B;vjAq2l4HH zt;Z~sMJ}1;nU2iULwRn6gZW&WrqPU05N*BvBn@Mw!>u*h+>tAzkv^R7irzOBrfv7o z7))U25JZ;%+DGkWtN(}5*#a^_-M&lzZLNXW2IZ}-*l}AZrDvSt^%&ByH?Qi0M_zQY%>pQVP*O6@3=V1-5a5J zQq=Ab5oj4j>fM*$hvJl(injy5wTF2KK8dr(TG@~1Mbib{5db69dl0UF+-$y>ow19m zQ38>-BX+nrQTK_&_3uz%g@_#RW+_zNuG6WijOG2S99ixHk74!EYuAsmDvx89d;k!0 z*cmFO)>@dJ_lsuS3Y47Q&)s+xi|Nhod4NSWV7KqE4n$)I>4KiJ%W7yVxaIO07{8&s zA!V-SkbBG?H;WiId=uki*E^J45*B^^{hT|=XUYF(CeT!(K|xV4d|TV%E6};X6g}2~ z&9vJiBB4lORZJ%pXnMWXyyXIf-8`Ry>G?w&X##n=;-u3~5^?ixWnx5lg=@~m$kD-? zj!5c41UwMJF165!sWs!VgpMp4EW69>9@ij(e`uCDq?BZWMHCuBr@@2o9J`Sz#wGE` zI?kw_$T22Fu)`Rwl!Jaxe=76@dif3yK#~k;FUc%5mYP}moq@7J~8PCxELtzT|>EiO{ zZ7|+dz+#YXb?FUuiA7<+BmU+p>%8#ZwbKVP5oTt>?H{s&BOhbl|4iGsGeeo!4nEl? zvp@xbc?@}VO`{a<48a)9tzT?_nnF(ml`}$c?|qU)UreJ#&^<|$!-NbJe|m@~1dPQ3 z;{3wI=D=*hvJ9lIKlED!;5o7=d%fZ1aJz%1dgZ%fC-gGHDyBv2oKBd85(LKCuuSo;_0Y-^ZkKH z&nxS;9C{v4VAhR1qJGtYm3asS+Ubee=*UO_bq=+X@W|!p=3*1C;XGk&WBH)2Cj%39 zUfnJQp|`y0frmzDh*%A;{g-nM-2kk^v3Qa<($ajGQBa>x=4H5oLNAMJTQs!&KEuUM z+K3L^>S@(enL&(D3Tu432AvrG;kxLOF9fmO1{VI&DCcD82Wb3a{;w;O!ltjFYfT=wPn_zdK61zB4~ z?EF=q|8H$J(|1VS|6n|((#gMmjkeX+mhZh04QYIPu&eyYV;RI^h8Bsyc~r5pqFMo} zVIJ4NKJKjdJ?mv7|MuRD|0ZHJG-Np)qx&B_Ih~Z# z^6L-H0A0B-@N=_M2Y4%&f(z(uL38@Ae^&ocV0b5q8Op<>Sircai>~v;C>N*${{CN? zCGn0059T>N%t|jc#*g>BZ%<;VuEEr^=Cea1es@zMdrvL;)Xa5c`MKpS$}``~k~t!Er(D1cok1&6P3H&j@)^y$t|qyiQvOH@3CW2}*& zp0{2)?eN10T$2=dI6^34zw4!jPs>Y?w7t(Zsj z38Rza2`*nzG3EAb05`vGVBP?4Od+hgU{U+?`&4UnYUxGrRmb&`iEX%^yKr@+9Ut^+ z22UzRUBk&p0m6{al;qYxl4*$#AO2752c;Nov}L^KvYE<)+i_{99-eeu7a$Hv*chEU z1qB2U4Gk*N>_xp0IF84BE5Fy&uoFflcBMUooYn?lHXwHeDwHVHK!GSrGN8RC!_J}?>>Dl)V~6zu zge*ZQM$LzPbJ7`+A_aKc z|1y0w^^Kco#7y#9}D2obZ=TmA|fo9MAk02?U=PegZJaVYH2GBa!O9?O1bQ9q0yMT*zq^zp9N zm2TANNCDVFC!NygT-5{mDVhu?3JVV(c=_TBWK68>MnU zl;V@Pc#cZZcpA$DJLG>hT&Jr&zx`^LI26>xSt7OVFNO=CF9f3L7^u%711YQ$)c)hLL?XZQKFTdC7Is zuza1v4}YQPmn|(Vc)MA))1}c)K?|Rqh3{ahLfqpZqR=dmYD-(reZxfSU9Mrbhns{| zHGOfj92*3zNQx)3ni58Gw1ddGv^70y@=f0RhS!R9gGjqJ zX!wb$ONq6d4EUZYht_Z$F`l=e3=|fKdd9hu4MS}hNv095=gX|{9IHMpQynI(Tm9_V zl)(|q`Y&OhkdA1Mif^oQNG*9`mGPYSt2zEXKMQ;FoJ8f$*LOc>6DIj{S;5-kgmVSs z;oBKd+l z{?~3rXsOiO=^W~`yu3_YwxhEMw8L7`)E@loH8qfb8mG}*#^ao^YwF42gEh&U|I6_* zT!Jtpn-uGVH@afwGNhjYxO1pYq6lgJQNG8B$j`R!Bm}t_QAy9=^L}dx@10%jb z(kOlv?B)SAE1c`q$mq^B*qPpssE|cq1CyFjT8czn>-HWKgwB|DXO4!ff=9}U4j-`{ zGZQ8YsgXQoG7ajx1R$`E2aX0#r$F%d?6o)!VWqGG{|QvO4Je|5UjFtbI{Qi7ln&nq z{__jJbMgpOD!%v3s8Mkm1l)QJ&585#y?SSh+~D_D&w8A!ByD?z$i%5EeOCVLE2f^m z5ANRH%#*?(a;B;8i#o0Dow5wm#xDV>zgGuCi+45$63rAt%2uir2n#+?rDsp59f+UT zWP)jpLSLO-`wSu}j;s#7l6q!3TeApwBw4iHsy=GDHa~;yHLwGG8;bolyCX?510RnW_ugs&gv%n6&1Q3y(1l@p3lZGS7bL;L1 zqR~yzfW(WZm54Tgk@1bND%C($wji??K-Cbm#vek?BDb8E*<#MjtHesO6rTQbO@SYQ zf5sttp${0WCn@%1J*e4I-7N;n1{`(wzWoU~ZvZ08=%8*o>|o`NJDl8bMaTyF5UI3P zB}jptJ7xo$t;`Nc!%JuT;zWcHs=xG)$f(u+eAk(6VcwH5OE^kF{s=$K3oJqOA=Z2M5c_NtBNYNd>^u1APmpw{^vu zor7vwh}VWz3N@d*ML&04iCSV{B?h?S_@;_J1JkjMZzo*_-31?}2;C;`zPqYz#q%^} zmhXB@&OXvOKrp{_hAtu-VzGtKFCEGB<@$KyfB=Hlec) ze~I-)^vP$y?zTLss1X#-!bY9Y1+>2R%FUMr@)&-4oxdz`7lC1WxQFv#TsELW+=yna z-z(2WG&VBq=$8Q8ot6}`2b5b|G-`MF*?_{3*txg7#AeYauRc|}APpz5##FDq~{csP7?u zaBSTe+-lVq5!{GkoRlFsTa_aHyzA_3SKlEf@@&|&oplbfqb#P`YETN=j$&#c42xsR-uf}^AsK_=xzsilt5CV@Q zp!mdlOhIhup`g)OwkZMsbT6ehXnVs92B|`vYOQciBO697mwNq&j;gaRdFl(GRsd9Q z{$hMfD$XU*N=@O3p<`7SPRW#{df$s}!2`_~%6*5!19uc=*s;4`2Fc8X7{w`o+pqRjRPo)-+>Dd01-3> z3qqxJtQtB$etWc&drgn_r%Mdtoa0f(G6Q*q@T ze@(+OJDVa%Qj)Q#K*yI$3u$_u*@7fCE(KSNDw4*F9Cz^<`u%pEsuBY?^@_nB zkJ7}%xD;3FYS(7b{-Ab>;5bF7a{n`uh?)fA3rmqK_NN2nu>2TkgkwKp%=avchS8iu zA(p461vXf=1dg*owAM&)0;nWyD+5%1=FXsCiwcxn@!$W*O9^E1{RMFCKxe~>iL~KA zg;r*BW5=HHzeT35_q4W4Ho1I19h~0z<+G3 zUwOtq(wu#cE%7P;f#Jir%$4i#8;+`YSEYPAW>g+_CdI9zc7ywgmzsZcHP2=Da6gQK zf7?jWh3~HxRx;DjSIcz>_{Ref&S+$F=b1kM)B@x^2s#Pgmka*BFEGa!-d)2E_>dd3 ze$2eXKD5tB+pL-pRb$BDl!}{C-Yn1j$i(2>JQcCwdHnTSa;s{XKLIj2R4z>>61N@! zxx_BZK(M}ppn|Ld=y({1WY+h6H0gSRM5?HC;NxGajvkwVnZ-^D2pJBQMr=n=Vxwi_b`-{S`$dWnCEr_&XyrBfj}>`Di?;nkG`cf80u-c% z8@n;yvesp5f%k%v_hc9AC^Zmb`TlHk#2Ep~()yYw%TfHcy0ryNFQ1OOo zwzm~iXEYt6IN}RnTfGa0bCcHyk%M54pb#fukvxzj5TYQbVa6X(S7)Dv!|TDml!NK5 z#@emv#K6<^o;Z9UJSvOVN(BRzaFGF>N2ZruRvnkF{MtiQkkiLb>TvX$9uO%L&x`}5 zg}C^a%jDHH?U;%Qlv9jd9ed@3!o;ATha#T;zCgy+wNue8UXZ2$(_eC+_&f`vd;@0z zF`zsp$D1OlQ1RG`DckowjajnNWclw9ed3M);a&8%AI3|wL2D$;Mr8VUO8xKWuw_+@ zL>__>aM$j7nx@r6W;W`oA8=R?we#K; zRGJWe#jP~t;CFnxW7~%~Y!NpB>I4mUZ>qQbRw&{&4JNXF*$p9U(UqvYD143TepkqL z-U*D_)5lIEu5O4XGb~2C6u360)ws1Sv(@Z=FPShP;cE~6+kd#l;z?=+Le@ihZm)8L z2rAauDr6)(i)1p0Q7fMb<*qDRFKpDfoVA1}P`aKIydl$1QqbIfT@w=% z{Nw!;Lu(&^-J&{*qE}=cQ9N&Dl);E9L&>w*V7c?>_SbezBJ0l7_%-1I>;;#MhY>~& zW$wQlqQs5x%z__e7J=cnSbtSuX3C_H(?(on3O>XA-bATqIAGtv{J0uG_Fvz=#WKj? zuw$hltL;L*2Vc2{QZ(>rUv#OM*ae;v(*EnKj8Wqt4;*Zrw(bfH@XNdZ1WIQ(5i5Mo zO7=63zDwiEqG02K5fc9a=G;giLS-RNqKHnYa|PRb<3-2K`2MLEXxWdpEKbrmuT5M& z#F2{-p6mVVtSKc%72)vqQD7z=D~tqiNrbPY9*O5oJwG7JNoJA8&c5PdyN!wE?j&FH zzvRTk#9|t9#_X1@D`ECv>s0wofqpZf;nj1)UMkJI4b5F9V-ZzB` zve4*cxcnvPdQ=I$8-i2I)-8Rrl~d&$CW@91dt!IpWQ7H5yj;Uxac$xhG7OTNozpvb zv}y4EZNyVc4iiG@QK?7Ju!$Xntww;Y)U-9V>RS5SJQ`iT4v-38-E7*<{k%WvNCaR2 zAiAKNB1F|3$ONtu*j2qr#8@w+ELrXojB z#6VBLjj>{TH+|anDX1%5l-RtX^83SF5J&?`EV_1Rk8@9)B9Wzd1Xp=X%o{)kt8`%w zJhM5&AgGJe?siiLjD(*Q#h-3$pndphwN5$F8j7e49wr~=^ijH5x)JJwDaU|e9VBGp z@{Q#9+r6ZdScH}E1^w_2ks@L(@RmgC`Ho}W$VQ`rl|eYmPM90clO5zBd_R)qgc+(M z!xIHeu2F$Mmj7^%mQZ-{245VxBqlH;N*Y(LI1_ud@t7#tkMq(r66t!yqMPf8rWXG% za~q6i!`R;m1aAKFVL5cno1(t&BXJn!gE&BY(_qbV)NgaT>DuI17Ym6 zMIo}MqmhUL_;p2asAc~ z6w%?vH^NPt6#hL#dTTai#tAuiIKZVb3>8E7DZ5z9Qc5K$4Mgr-C=<$p-7N4Dv)!9& zK!@OqqX49M3~x&GElihsUzp^(g-;pDX#`|MdD46>5!DG@f97IOcMfyL#k~%b^tg4U zj{Id{p7KurQ5^p`fL2?B#<$cXl=-umAavNdE%NFm#GDdiR^OZj{jk)Nte))~Bop$# z{DlniGzDtNe#y#-z){p;!4|;-hi&ZuU}n)&z__jUR0|kv8IBtJG{vkQ+C19lTR(>P z@DepB>%qw*Cg9`(-(owf!fbc>(ixi6tHo`o4N?O}VPdcw#Q(lNb7EJv}_V?c;S<32rjl8H}SE&vH z#@J|$hkRtO8P)1m=I2=!7Hv~CnrDqNq$&1FApoaNL6V0sq`Y=pUNq(l+phTDOf5Lq zGV-k6Cv#5+charc>^+|donTXV>sM{>J3KAWD@7X15-`SqA5w()?pEWLW*|jSyqj(0 zOizrBdGmL3LUI7(2TfvO(4ES1P-Po_k0p97uxkW<#&&*(4L{s3=N3MRw$itYGM<6( z2)i8%GrzG8$ST_bMC%av%l}GoTe$&1c5Bfp@+kbW+;3aK8@Ozu*yg_Snv_A?^=kK? zlh|i`9v8VmqGf_ojJU+aUm8fn=@Xz1wvpYVdPyV@BttN0*;0AjzTdK(&6Q7NCB)7# zoo#2Db0J*t+$M=)Tt=?4U`X))P?8R_Qo+>Ye_7|TTvk=AuHEDO#AIeSAKAW9WQ&82 zeF2yF4@7G#soc2ud0eEqv@d{4S5R_b{r%ec_w5@XS>K!fhPNAFt{0wC{NP;cGvaH+ z-6x1(44hk>jS6ng$$4WSp>~%IW|=RH)*-Po2c?7jL<2xhZ{EJq*4B37$27EzZBfO} zGJA#jiCV#|tgVJP!)YBTaSd82(Z=9O-QZ`M`M(%UpopaSgqv-zeq|TyH`^(U(rSbF zSy;h_U zfS{t2=+T9)2Y?B%aVhf=`d+8`e#+eMQ4l#43`D>~msBy;=@$_g_M9{W$iJ+}|1ob7 zJ3*tqQ$~z41{e$j>McW-x1@1#f|CJ(AWCS{R*KrE$W0p({7tRxZuYG&t>d^a$XdxG zWd03&L4bLg>eG2dKEHasUxW*mR6R6Q$zsjvwHmJI)j}WT{vyt0uzNnEDS^Y?aX|<~ z*M6ux}%|O z$+Gp)zaEfqEvn-LYF(Zj{55XV1srOo^hRbxF=T}6WOMGB-+)8QU!y0aGZAJcRDlc8WAW>q z0+*)Cc|*5fA0#e99pwIL$Aie_em)NKkFQ74#Ed84`WJ6qpU(jgAPZB!qYwY#iEVLt zTawT9H<9ut`sJ4P$vAtZjTL+p<~3A*P~QF0u7An2Z!y#GlQsu+xH2ocQc=B7l7>+U zJ5mZ?y)L9T4_D2l0yn1|PIZlbzpM0&_ zdlx|ACkh%^5CQLX!Yhj0s!BB7$Q)2H9$Av{ufVX2P$RTB5i@AqeF*r=N6L6Ed-knqh&MTsy%Fhw3G5kx{62qIsf$iNY0#MmSs22S zME{3@hgASP`Yt#o%P2Hy@oDCAF#UC_oy&XCt&U$eA95Otb{3pK2bgr|sLYiej#CU6 z7j&Luyu!Czsl4O%Nls2q!6*>}&ZEr3k4t;o=DzJyd($+mNKx{|Q4u9P{t-MG)Buqz z#>Em1qx84$LG7uge&rnd$S47pl5R|;(b%t;f5|_6<&8N;xL!C&C?|+}O4d70hU_EE z;2ieD29cW$mlWXvp*`p*vLG={N^b6|^AB^3r@1MDq9@-hFAMn1A+w$(TT#H1;o< zv3pF1ZoA!i5!*BgZB4sm@INKHFaSOT3Ay)1|6m}-r6){&L_6*oSw(pgz{yq-a z%6+^$aKp5{Y}ws#pz`(xtaoRwjkdsRPmVjsp`fg06Irzv-R5hA{jiaPBl-_+K!J0j z!dehDo}lT^Y1#A8Tp09d#EWXqIF=bKZP^f?`41s?_}`1xJT23&#blG79G?LXmijrM z4i+MMg9x?KDuy+qkPo*TF-CSSkZ(aLxF`SOLbe;DqK|&=uQSoxUDM1!FT${0C~Vae z#EuPtiPO3XiTIdW>doXy+v#Ag`?6Do{bQV5tUg^gU&ZqLd_r(@Z*j4C-88m+H6CPY z>4%V~1!8pRmRL2aOL)UwBK}8;Bq&ewLs*Jwsn~744=;b2IafhTq0XgAs4XCReQ~PK zt2tF>3--0F?{}-NuGZGV?*(E(XrR-H9HR&y51EX2%S!|!?GM8qu;9ijDZ<>(pK26K zIpQ{7iO5Lv&Gl7l>lib1F%LFilR4qb!3IqDDMK+3&82!B=y@VHS1GJ^Id`OjVgZFAT6-s#|-CaDT z75w|uzxW{$Gm0(tyzP3T<0nDIyC>Wi3_|G30xPlvIk`Ef0Hf+nH+-1k8)W_mf3KMt z8#@;%0vlviFv&68ly%u1m;jlVtG)*v_U@A>;7DCC<@)32nR{vM* zLi8^@iDgS&VKdX&nvxJt_5Hahg1&G&7Q$H73SDz^dL$%-+ru{yX%3y<|P!V z9;5{kO*7qWldMp9kCcxrpXMQDuNcRvmys6RC30TVG~4mfvVSO9r*nKfi$+pg&Tvsy z*!oi=RrFU+2ae(L*nfvjuK?}>I%lnmk!lP6BBxvVy#&MbB`JIs@A_X?CUYG*+mGdzc6NrZlORlZ@F7?WEfnFM_F}P*%P-{Uo5f+ zyp2yp5A5ScFb`Zo^XIZ-<~BBBxfHFmi&kygIIxo@jeAO6)vvWa7j>AyIJ_#@ThTm}i%U<98hQU(i_*<Ǻg=} z(e;|P>1znbpd|x&iXysWMMsPNYr(@$-5QcX==Ly%%cS!+noQr?M=ggx!zU8I(fQ(A zu)Wa@Z_R8y&PcW1NyaE#BAi6P5t3TVF&6Bo@ft6Gw<%5FMg(Xep&DBJz<7wxHm0mL z2}}oZKDwU-T(37JO3B!1;HbyCWW4D6b>j4gfYDx2%fKLZkH4J#Z^?Q6xba(?;WF0B zp3&aU@{Y^6=>+?MiNm&;1n=9j%w#vAxAQRYDbOREzf;t~=|A~)61bHdZL#L^<(Dtj z?nbtQE6>~B8?J00C`^-gg8eaPKXrTnMfLY?VbGII=kkw2f0)hCW}<}o^_PO}_Vz{D zSP^+3~SlZCd1^sRj-<9^8z0M}wiD zi9cY%aOS7OrtyB}O!Elf1c(KA6B!(F!0qdH($9niah$W_l2}58X2gFcY00;0FbqY2^j z@il!fEdoQECM1aPR-d6UYO0g-%j_QC#-pZ%(Wp?jxaJrxUeQl z6oFRnhXpg%_vWf8^te!h^6Z2JTpw-$b>}@)4clGSUigFk7f;ud05=i^?g=RD z7zy`e-eK35tORU3N^+FXZSq*dLsUV=2l08-TSvUad47 zd94fwx*Q#CL=Ev!C-AJT1~E}8G=DV`{RSARFag*CEJ5#c5c}8K zn9s4GzrHjIG@)GN!sW3Cc}r~wPKFwk-TV75OMiUBrT=ZRRDv+9d~N%$IVv{7In`xtiQ z`Ft^xh^}PKeu6nUPf6QM1RIN+F1Fs=weY=V)=(QJ6+;cCsQe|ss8?Apo%N;s=_Sr0 zIdoV`;?IE<_ok*2j567P?iQqF&jOav0);$*?8ow=pC3jBjT;pqmFCyksX7cCh=SW=vKp2x5f=$k5xZXI#Si$IQ1EPW{#rBxxxsXCNe0< zwv2*8ZHaXOewKXk_mBlS-$CC4k`Ds*$4%WwNwtmY(EZm>!@XnYa||t5#5XSUhf6~S z0Gj#Q_URsuboI)6@D!GTCQT7qY2d^eQRDMBhV|=8Bg{Xu&Cbt63=<2J**>%Ngh$z2 zba}bHvZ$vnk>N8FZ>#n8OKGP2o{iE+Z55TON>HU?T|Zq&F#H!VQnUBV+(7@3OEuy^ zUUmP${zb%o3?{hB)a&Q=uH#Yn;;D_o&u~jnz3I|;1Y2Vi>@MUM%Z|*?fS5E=>$Ncp z?_wK4YIR<=5osY=I_Y{9YeDbT$}v3P`WKlQ4UG_VB;dr7N~FjwvKdp}TwExH|Lc?d z5sv-zy{-P=Ja=pR$9%Pw7_;!41WAsMx8uKce~q%~%FU_)Ff7v!S&Ch9ie;F+)n(Lw za6sf40p>||l4LMeO@0;TxXN<+VWPjQn;RMh^0)j;@A_HiP`3Z}4uDr{Bg4dvV5c(6 zpgAmgxV+Xz3ED`FBgci6Y#ic*DM$`tqwLcKGE6UVk^Rj_FL|1_av{hVlN*2w#{g** ziRa_7sS&vMFpbnE)@u2Jy$AkEw45}Z?BIocq!O(ku^Q}aDadbGOiX$MhTgt}U&i8N zv(yt!jS{?Wn_XXHoJcll*= z3~zdrcLu3hu@R#I0k=hfu0h?!TD1UD>13I@{GifJ5h!E)$-Z+d9r)6Y7 zEddQZsysnid^Mj5PqrP@`3B;B+mh*V(V%3lvi)&cR7_z%&g_NzD`cLgYFKph=TZ6? z^+ue%NMTuaBK$RT%*E5il0^EonzAyI&)?73ue1rZRn+gg?~naJkM`Mg^!-w9019rY zvI_`|rMywqz20<_PeXcS#VPtU{OgzgU~DEkMtRe?2o)A7OuBRVoLiFH=4Z$CvRJ$` zy#r&3U1C>b>OX59)Um8{gt_nEU~6CueGV^*7dOxU3y!GO# zJ{aKc{LhOEWH8ex{}uytAB6%BueE?L=HOBMDFhvzVo8IzMc%BLU{LEzo70s3a~Q8A z+i691lfCs}R)Z0a%g#hDm4zjjDmpj_G?oD~bainZ#6|(t)Kp448Bs{5rCd4P{38Hv zMiHR1S#PDL2w28o)%siK(FcM`zbRKp7P>Pyun+&Lz=1Y^oX-CO9D!3EDkEt~jl?#5 z87)6x+tZ7(ySv+Od{7fE_}T48S->4E6)L_wmK2WT!`5Wfa)_f^L}hm@V8 z8aeB{>)T1ckck_!JPP5DSEH?|>-^h4Y$|@nrkYfFj<9lFXRa2W^~f8Uhrwx`T6JCq zZNeatiiyYHdGw%&gs#A6B2ej>r?nd6baz%;pE0llY>tz4!%0XZBK1nlb^A&I^p_;Z z^*Iz>d_Q<31;f|01;#YxOPvOhr3t5*79~NF-$2hf{y&Nu%e}6M|AsdOzUZ>?)bw(~YNEZf$yUCY>3Yq^%zvh8Kt#&^G8|JQMJ zJaymKb>esWe#>GQDBNx z1=C?FgV2glYiw4XyM>H>-eInAo~(gX4b^|Fy}5;j)*%14J08hk&abCEP!Br7byaz{ zk1K*ViVBZxt-)dTmc5PxQ~L9RM+al}pFg_-$LSqKDUJ2Hwe%LYl|j;A#epV)vsR6J zm2Z7=5I_2&j3d()e0p%9+iBYo{(rqKj5oZ<_O2{M;N1_qnaFB`e+b~R!9Y=Jz8sR} zPabl>y`C22I31UiFFjA^dN4VmRd$s#X5=iv7xh#^VeU9AX@zcQq?u4j%Z?J<0hV{Y z(4kObh*8vKZOG%|z0Gqb>B0(K}9vRM4drrV^+22p! zzOni*F!q(GX=>|KItuRD2OC66n44DEp@vSgJyflNlfSR08i|m9sAn}~z}A|Esu`=t z4oIQ+h(Ea}Lj>1>Qe?4r;aeL>bU3JB`5d1ak;(Xw7Y#j`?pFd?G_|ycGx%2oGQ`I> ze4g8ETponHEhbLe@cFE23DRwY;?hMV;GOmWk*U7u2e4FgQWhZP4n7+Ki)Pz{v-Y4%F%$f zsc;S@6(U$0c$J6@G2pIZfHR^^{+B%+UE{73)dS7JqX0{zp8SrI6Z^4i`y3kGg0Jz& zq43_}bM@TE&%MlUN#<98=15dts%kfXXVc&jCTZS#U-r3$!jN!-yBheoL|{%E!m>cB43{iUlkZyDz?U5@AA=)E!7c&uX=hOV(+~T8m`NS>b#{vQ_tVJoxRKMd2)Kqf(E5V2Ab5Nqmp($?aGsxohd9#s?}62$9blteCJaGh0RWEW>Yy6caF@*iK#vBJ^Y z|K6B4rVNE_tsC-Qz+cKBJ?&S<$YCwrG20H^(SP>n91qfkE)`PN zLLm7%%5%Z0P)~ zA`$;R@!A(TT|f=;uA+!~*rdW;tppntgp`jDx5)Ob%^k0#{+oLAlTjsAs!z4~6Amsx zKO)61DGv;L`V+5Z>A=XA{2xgKfiz~1C*a6aRZh#CunKg+4IH{6(_Q^# z1hUB$#Xr5%ueJk_xE*Cd<^IWiBn1?<<;6LKlx&w@->~k!<%_)UVgZ5!xB3F2JNT-_ zy8Ge2_ z{ymSIWY%V)&U0)jlq|(L8)m)*5TGrp%QKJfI;^b6^|68rSj`}T7c}mF-DjVty{sz$ zZnB-{+=U?;YF4`J;03FwE%pI`RK=;B7mWQKLCH6DAc257Ofux0_R>1W&@0CAd0oe4 zYS&AE=^cmc6&S@baS4`{pXpMB;xD5_@b)Zfs=@I;Yp#U;jUy{<$%G6AW)~epmBh0t zW)}ljD^qY`!&m8;v=n@?%ZZULQAf)ruV?-8a%5TV+)5}qS91PKaj(DgVJ&W8fTrW= z`Gl|)i%aP-e*zt%n;hFHN$9<5g*L|jqFd(pv%d~>UuFl7lGj>zEko_KYv+BeiK$uU zk*Jy(Mxw?K_TLx3enZFLjK-VGKI3s<^OkpZj=L%oLJ$!e4Mwz30yQ{wQs}Qa3I=2A@_lN zsb}6z8d!(F2SiEuePPO5{=&752aN@a!vzw(*F;{w<$0FO+oF9eNIpiPyVj+~1 zvVBUL^pt7f^yQ#1Q2E%ZYZ>6`kb5c%F;f5F_mkG92KaDpLw{x#eNr~o*;KeAFyC!l z>NCLU*M<@ztON8U#wvMvA@?l5ciHpZ*ZJ6)$8~<+H5*vD*@oZo40UIt-)&LVzzUQX zK3MKEVye_WK-m|fh~)-O3W_2;sJ|vZ|0~x(mAQ-mn=kg}w^0cACGYZy{yK2KS$l@v zMd+b8{r7+yGhVmN+D%R*uo3zNISq1b7eG!LdH-XYF&TIzK;; zIog2t{deKjoU=GStNom6yiM|FSlIF z3BD8$j%9b~&p!3}xzRpV)9Fu@-5=`99wcCPjug_pz^dI;;mqd!=^C2Le4w-H=8}*5|q60e7;wFy?GGnr762s3L)Tr);RvJ!M%gY z44If)*9R?@{>h72;HQ#@S5$v-FF4uhBeURZrc%5l{b-loKLcMo`a=JG0tkM98uM8_ zGt|chpW`k_7({F#rvVJ})R*ELXd4mG=KDat3PXuwWUiUDuUGoa`+h$ORAK9YMR?u- z_tv$W@dB-H7a-|{7#;^{--pp6PDy)L`U6`b!9;vGhbie8x-B)anHz#@$dod!`EP!K z33_v3nD~5!Hnys^jt;H7!bl?{7Cz)y>?)9zjmga9#?He2{x^C1&rq?JYM=j#D%So^tU6IJ8>Nr!@r>5n+-CpV?a7hB9d4D`7t{vlVIg?(# zJ-a5zg@O$SNyhb@@4$3qq@4jk zrq|G4_(_qZ__S*EYk=_k0f$nUjUcZ!1{Ph$5;gBm#KtBNmvl$9$`QCU1C;yL!>~AP zr6(9xCZs3(MPu(8MfhsAzU}2KSLXSzLT7%H&#T@j$9n^X1QWgib>VV3Lx<9Vo9Ppd zheS|Nh+nRL)R(XeCsDb(0$1`qD zg93kM=FU^~?1~I$hL*;E9Q}U}UTGX*VVv!(w09^w$=)Tj-jS zHdvonFVK)}DgBuAd}B{HxF<;!T-FSNEJhaC{6quSpM?sF>^sLC~FXR=Abik0G0I&3&e9hGXKW?%wmC_3GK z4P%yYhn5Rdkin>7@_dQb)nsJL@TVh)Zsbfivvi$l)(bc`_hUKNgvijG49XN7VTh*+ z{c7>-xv}4~7^!uojU@6d=&&)T#(+3k{>0VD`xs;597KRD$VF{t3T7CV-K|Rge4uQG z{OJYog*W$fjHOwzA)kD43 zqRhC7RiN(I1Rkd^o0NkkIFt<^G7A1gBk4B*m!WWV|L#|jO6r_+3p}=Ca!mbYuGIvS zpwE_8W@1K}yODvOG#8DszJ4It7l8ns!DS_B$_Llwg1<`6){ET}6U@-z>S%R+k5~2O zZ1hN@oO?c$=pnEOd?%RsLO`R{i5sU5)RS^ytjKh(FvYW@NbRvYhn$hptz zj%-dqrvcBYbqhAdUM)x!7BAFPG+*3b|1A?P_lm}M_+J)A%IEyyF`>LfD#$2F)6$C`c0}OkOpMmHQhZQwBRggp z`4TX9-?IOxdquPxNySaN9wpgjZM{S)Jo+;B2bllzKyY%qS?8Vh@pK9T*2C+-)#&A8(3oG1dwg;}Am!aC0RW0tw0ibS5B!@RJ1?d_?aNfUqaD+th1rE!24Fm>apTCxMt zAjO25mWC1v3W~hcrpfc^tV(r7bJPwRG3{3WQH;PcvN9V)T-297G1V!>J&CBz{PVI$ z&c~=7lw{Lmr%(+$Ir^qXZVjrL(2mbVNxzqy#}|98-=q9fAabWyd%D7h8Y@*IYE}9I z%3QQG>P&QrKTCJQv=w?9>zAByc7Kb_B_urR{-~G+da&ZNHj0&iAEzG_iE{+7a@Cqu zM-K`5#w5+z#g~Sy^BkmKF1$f3_=D#DO9d^3|9sT#J