diff --git a/marrmot_multi_model_analysis_PAPER_PLOTS.ipynb b/marrmot_multi_model_analysis_PAPER_PLOTS.ipynb new file mode 100644 index 0000000..62a9147 --- /dev/null +++ b/marrmot_multi_model_analysis_PAPER_PLOTS.ipynb @@ -0,0 +1,3941 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "2eb25704-8454-42bb-ae20-f45df92856f5", + "metadata": {}, + "source": [ + "## Multi-model mosaic assessment\n", + "Goal: account for efficiency metric sampling uncertainty." + ] + }, + { + "cell_type": "markdown", + "id": "95d5f082-260b-4063-aa07-0ce0a5dbe9f5", + "metadata": {}, + "source": [ + "#### Configure the R part of the analysis\n", + "This sets up the `gumboot` package.\n", + "- https://agupubs.onlinelibrary.wiley.com/doi/pdf/10.1029/2020WR029001\n", + "- https://cran.r-project.org/web/packages/gumboot/index.html\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "a9fcdc3b-5046-4570-9d54-69abae6ace1d", + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext rpy2.ipython" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "efbad9b7-9e95-4e9c-a4c0-4960df7e872d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- Please select a CRAN mirror for use in this session ---\n", + "\n", + "The downloaded binary packages are in\n", + "\t/var/folders/w4/hh0hkdr92cg8llf8s0l5rzj80000gq/T//Rtmp7HlKXX/downloaded_packages\n" + ] + }, + { + "data": { + "text/plain": [ + "Installing package into ‘/Users/wmk934/Library/R/arm64/4.3/library’\n", + "(as ‘lib’ is unspecified)\n", + "trying URL 'https://mirror.csclub.uwaterloo.ca/CRAN/bin/macosx/big-sur-arm64/contrib/4.3/gumboot_1.0.1.tgz'\n", + "Content type 'text/plain' length 303153 bytes (296 KB)\n", + "==================================================\n", + "downloaded 296 KB\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%R\n", + "install.packages(\"gumboot\")\n", + "# Note: you will need to select a mirror (i.e., remote location)\n", + "# to download from. This opens in a new popup window on macos." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "bd2f59b9-d7a1-4010-8acb-3553195907a1", + "metadata": {}, + "outputs": [], + "source": [ + "%%R\n", + "library(\"gumboot\") # loads the package" + ] + }, + { + "cell_type": "markdown", + "id": "0df31b99-ab97-45bf-996f-39e7d12d4569", + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, + "source": [ + "#### Test the gumboot install\n", + "Note: the second code block assumes `ggplot2` and `reshape2` are available on the system. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "098073da-df32-4a75-9abf-70fa670e3710", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " date obs sim\n", + "1 1989-10-01 0.753092 1.895452\n", + "2 1989-10-02 0.679782 1.738436\n", + "3 1989-10-03 0.623800 1.556237\n", + "4 1989-10-04 0.582480 1.367636\n", + "5 1989-10-05 0.545159 1.185386\n", + "6 1989-10-06 0.511836 1.017480\n" + ] + } + ], + "source": [ + "%%R\n", + "flows_1030500 <- flows_1030500 \n", + "head(flows_1030500)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "fedc218a-b467-4b2f-af1e-bc363bf3fa13", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%R\n", + "library(ggplot2)\n", + "library(reshape2)\n", + "melted <- melt(flows_1030500, id.vars = \"date\")\n", + "ggplot(melted, aes(date, value, colour = variable)) +\n", + " geom_line() +\n", + " xlab(\"\") +\n", + " labs(y = bquote('Daily streamflow'~(m^3/s)), x = \"\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f99d2684-3424-4e98-95a1-456bde82b875", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " GOF_stat seJack seBoot p05 p50 p95 score\n", + "1 NSE 0.04850763 0.04825048 0.4673229 0.5550389 0.6323602 0.5541248\n", + " biasJack biasBoot seJab\n", + "1 -0.00196514 -0.0003606394 0.04888819\n" + ] + } + ], + "source": [ + "%%R\n", + "NSE_values <- bootjack(flows_1030500, GOF_stat = \"NSE\")\n", + "NSE_values" + ] + }, + { + "cell_type": "markdown", + "id": "fb6d503f-86af-43e4-9e6c-b6105380ec99", + "metadata": {}, + "source": [ + "#### Setup\n", + "Python packages, file paths, etc." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "307c0c69-7cff-461f-9085-9bcb2bdc8d57", + "metadata": {}, + "outputs": [], + "source": [ + "import geopandas as gpd\n", + "import glob\n", + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import rpy2\n", + "import rpy2.robjects as robjects\n", + "import xarray as xr\n", + "\n", + "from matplotlib.colors import ListedColormap\n", + "from matplotlib.lines import Line2D\n", + "from pathlib import Path\n", + "from pulp import LpProblem, LpVariable, lpSum, LpMinimize\n", + "from rpy2.robjects import pandas2ri\n", + "from shapely.geometry import Point" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "0df4bd25-06e8-4fee-affc-f0c26689a0e5", + "metadata": {}, + "outputs": [], + "source": [ + "# Gauge meta data - need this for lat/lon\n", + "camels_topo = Path('/Users/wmk934/data/camels_us/camels_attributes_v2.0/camels_topo.txt')\n", + "camels_flow = Path('/Users/wmk934/data/camels_us/usgs_streamflow/')\n", + "\n", + "# Folder with 'brief analyis' results\n", + "brief_folder = Path('/Users/wmk934/data/marrmot_camels_results/')" + ] + }, + { + "cell_type": "markdown", + "id": "d2121a25-2e29-4da1-8b8d-de1d275efeba", + "metadata": {}, + "source": [ + "We'll also add some nation, state, province and territory boundaries (CEC, 2022). This is a pretty hefty download so we'll exclude these files from the repo and simply build in a flag below to not plot the background shapes if they are not available on the system.\n", + "\n", + "**Reference**\n", + "\n", + "Commission for Environmental Cooperation (CEC). 2022. “North American Atlas – Political Boundaries”. Statistics Canada, United States Census Bureau, Instituto Nacional de Estadística y Geografía (INEGI). Ed. 3.0, Vector digital data [1:10,000,000]. Available at http://www.cec.org/north-american-environmental-atlas/political-boundaries-2021/. Accessed 2023-12-20" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "7135b280-c773-4682-8ef6-70d755ba5e3e", + "metadata": {}, + "outputs": [], + "source": [ + "border_path = '/Users/wmk934/data/CAMELS_spat/camels-spat-data/TEMP_PoliticalBoundaries_Shapefile/NA_PoliticalDivisions/data/bound_p/boundaries_p_2021_v3.shp'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "9419a5ba-3bd5-4de1-b396-97a0d22deb82", + "metadata": {}, + "outputs": [], + "source": [ + "gdf_borders = gpd.read_file(border_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "7d7ea557-ee8b-4594-972b-2a7903fd7980", + "metadata": {}, + "outputs": [], + "source": [ + "# Find CONUS only\n", + "gdf_usa = gdf_borders[gdf_borders['COUNTRY'] == 'USA'].copy()\n", + "drop_these = ['US-AK', 'US-HI', 'US-PR', 'US-VI']\n", + "conus = gdf_usa[~(gdf_usa['STATEABB'].isin(drop_these))].copy()" + ] + }, + { + "cell_type": "markdown", + "id": "7d9af920-3fa3-4252-8a78-919faa5b80b9", + "metadata": {}, + "source": [ + "#### Functions" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "807ee3a7-bf9f-4f19-b2cd-8b46c20bd5fc", + "metadata": {}, + "outputs": [], + "source": [ + "def get_marrmot_sim_in_mm_d(model_netcdfs, basin, model, of_index=0): \n", + " \n", + " # Find the file\n", + " qsim_file = [file for file in model_netcdfs if model in file]\n", + " if len(qsim_file) == 1:\n", + " qsim_file = qsim_file[0]\n", + " else:\n", + " print('Case not implemented')\n", + " return\n", + "\n", + " # Read into dataset\n", + " tmp = xr.open_dataset(qsim_file)\n", + "\n", + " # Select the basin of interest\n", + " mask = (tmp['Gauge_ID'] == basin)\n", + "\n", + " # Select the calibrated simulations ( [0]: KGE(Q), [1]: KGE(1/Q), [2]: 0.5*(KGE(Q)+KGE(1/Q)) )\n", + " tmp_sub = tmp['Sim_q'].isel(obj_fn_index=of_index).sel(catchment_index=mask).copy()\n", + "\n", + " # Store the whole thing in a Pandas Dataframe for easier matching later\n", + " t_start = tmp.attrs['time_calibration_start']\n", + " t_final = tmp.attrs['time_evaluation_end']\n", + " df_tmp = pd.DataFrame(data={'date': pd.date_range(start=t_start, end=t_final, freq='D'),\n", + " 'qsim': tmp_sub.values.flatten()})\n", + " df_tmp.set_index('date', inplace=True)\n", + " \n", + " return df_tmp" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "c57ed869-27d0-43bb-ba43-ac4dc4434935", + "metadata": {}, + "outputs": [], + "source": [ + "def get_camels_obs_in_mm_d(qobs_files, basin, area):\n", + "\n", + " # Find the file \n", + " qobs_file = [file for file in qobs_files if f'/{int(basin):08}_' in file]\n", + " if len(qobs_file) == 1:\n", + " qobs_file = qobs_file[0]\n", + " else:\n", + " print('Case not implemented')\n", + "\n", + " # Read into a dataframe\n", + " tmp = pd.read_csv(qobs_file, header=None)\n", + " tmp = tmp[0].str.split(expand=True)\n", + " tmp = tmp.rename(columns={0: 'gauge_id', \n", + " 1: 'year', \n", + " 2: 'month',\n", + " 3: 'day',\n", + " 4: 'qobs',\n", + " 5: 'qc'})\n", + "\n", + " # Make sure we have the right basin\n", + " assert (tmp['gauge_id'] == f'{int(basin):08}').all(), 'basin ID mismatch'\n", + " \n", + " # Drop the columns we don't need\n", + " tmp = tmp.drop(columns=['gauge_id','qc'])\n", + "\n", + " # Convert year, month, day columns to datetime index\n", + " tmp['date'] = pd.to_datetime(tmp[['year', 'month', 'day']])\n", + " tmp.set_index('date', inplace=True)\n", + " tmp.drop(columns=['year', 'month', 'day'], inplace=True)\n", + "\n", + " # Convert the observations to float\n", + " tmp['qobs'] = tmp['qobs'].astype(float)\n", + "\n", + " # Replace any missing values with NaN, remove negative values\n", + " tmp['qobs'] = tmp['qobs'].replace(-999.0, np.nan)\n", + " tmp[tmp['qobs'] < 0] = np.nan\n", + "\n", + " # Convert cubic feet per second to mm/day\n", + " m3_per_ft3 = 0.0283168 # [m3 ft-3]\n", + " s_per_d = 86400 # [s day-1]\n", + " m2_per_km2 = 1000000 # [m2 km-2]\n", + " mm_per_m = 1000 # [mm m-1]\n", + " area_m2 = area * m2_per_km2\n", + " tmp['qobs_mm_d'] = tmp['qobs'] * m3_per_ft3 * s_per_d / area_m2 * mm_per_m\n", + " \n", + " return tmp" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "c69dc359-16eb-4151-b9d1-1e8b8388e3c8", + "metadata": {}, + "outputs": [], + "source": [ + "def kge(obs,sim,invert_flow=False): \n", + "\n", + " if invert_flow:\n", + " e = 0.01 * obs.mean() # address zero flow issue; see Knoben et al. (2020; https://doi.org/10.1029/2019WR025975)\n", + " obs = 1/(obs+e)\n", + " sim = 1/(sim+e)\n", + " \n", + " r = safe_corrcoef(obs,sim)\n", + " a = np.std(sim) / np.std(obs)\n", + " b = np.mean(sim) / np.mean(obs)\n", + " return 1-np.sqrt((r-1)**2 + (a-1)**2 + (b-1)**2)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "445948b3-8b13-4705-a6a7-64302ff99cf3", + "metadata": {}, + "outputs": [], + "source": [ + "def safe_corrcoef(x, y):\n", + " # Check if any of the arrays have zero variance (constant)\n", + " if np.var(x) == 0 or np.var(y) == 0:\n", + " return 0 # assume no correlation between both series\n", + " \n", + " # Calculate correlation coefficient\n", + " return np.corrcoef(x, y)[0, 1]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "b61f8b19-d84b-4980-8117-6ce3c14d5e81", + "metadata": {}, + "outputs": [], + "source": [ + "def kge_helper(qobs,qsim,of_index):\n", + " '''Calculates objective function [0]: KGE(Q), [1]: KGE(1/Q), [2]: 0.5*(KGE(Q)+KGE(1/Q))'''\n", + " if of_index == 0:\n", + " return kge(qobs,qsim)\n", + " elif of_index == 1:\n", + " return kge(qobs,qsim,invert_flow=True)\n", + " elif of_index == 2:\n", + " return 0.5*(kge(qobs,qsim) + kge(qobs,qsim,invert_flow=True))\n", + " else:\n", + " print('Case not implemented.')\n", + " return" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "cdd8d756-0b50-4155-8d73-7d2a8af53bb4", + "metadata": {}, + "outputs": [], + "source": [ + "def min_set_cover(universal_set, subsets):\n", + "\n", + " '''Selects the minimum number of subsets needed to cover all elements in universal set\n", + "\n", + " Inputs:\n", + " - universal_set: set with all elements, e.g. {'A','B','C'}\n", + " - subsets: list with all subsets, e.g. [{'A'},{'B'},{'C'},{'A','B'}]\n", + "\n", + " Outputs:\n", + " - len(selected_subsets): number of subsets needed to cover universal_set, e.g. 2\n", + " - selected_indices: indices of selected subsets, e.g. [2,3]\n", + " - selected_subsets: subsets needed to cover universal_set as tuples, e.g. [('C'),('A','B')]\n", + " '''\n", + " \n", + " # Convert sets to tuples\n", + " subsets = [tuple(s) for s in subsets]\n", + "\n", + " # Create a binary variable for each subset indicating if it's chosen or not\n", + " chosen = LpVariable.dicts(\"chosen\", subsets, cat='Binary')\n", + "\n", + " # Create the set cover problem\n", + " prob = LpProblem(\"SetCover\", LpMinimize)\n", + "\n", + " # Objective function: minimize the number of chosen subsets\n", + " prob += lpSum(chosen[s] for s in subsets)\n", + "\n", + " # Constraint: ensure that each element in the universal set is covered\n", + " for element in universal_set:\n", + " prob += lpSum(chosen[s] for s in subsets if element in s) >= 1\n", + "\n", + " # Solve the problem\n", + " prob.solve()\n", + "\n", + " # Extract the selected subsets and their indices\n", + " selected_subsets = [s for s in subsets if chosen[s].varValue == 1]\n", + " selected_indices = [subsets.index(s) for s in selected_subsets]\n", + "\n", + " return len(selected_subsets), selected_indices, selected_subsets" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "beac5fe4-560e-44a0-81fb-ed6e3dab3413", + "metadata": {}, + "outputs": [], + "source": [ + "def sort_selected_subsets_by_coverage(all_basins, selected_subsets, selected_models, match_output_to_existing=False):\n", + "\n", + " '''Sorts min_set_cover output for plotting'''\n", + " \n", + " # Prep\n", + " remaining_basins = all_basins.copy() # Start with a full list of basins that all still need a model assigned to them\n", + " remaining_subsets= selected_subsets.copy() # Start with all selected subsets\n", + " remaining_models = selected_models.copy() # Start with all selected models\n", + " sorted_models = []\n", + " basins_filled = []\n", + "\n", + " # Sorted by coverage\n", + " while len(remaining_basins) > 0:\n", + " \n", + " # Find how many of the remaining basins each remaining subsets covers\n", + " basins_covered = []\n", + " for subset in remaining_subsets:\n", + " basins_covered.append(len(set(remaining_basins) & set(subset)))\n", + " \n", + " # Find the model that covers the most of these basins and how many basins that is\n", + " num_basins = max(basins_covered)\n", + " model = remaining_models[basins_covered.index(max(basins_covered))]\n", + "\n", + " # Find the model that covers the most of these basins and how many basins that is\n", + " num_basins = max(basins_covered)\n", + " idx_to_use = basins_covered.index(max(basins_covered))\n", + " model = remaining_models[idx_to_use]\n", + "\n", + " # Update the \"remaining_\" variables\n", + " remaining_basins -= set(remaining_subsets[idx_to_use])\n", + " remaining_models.pop(idx_to_use); # w/o \";\" we return the popped value\n", + " remaining_subsets.pop(idx_to_use);\n", + "\n", + " # Update the outputs\n", + " sorted_models.append(model)\n", + " basins_filled.append(num_basins)\n", + "\n", + " # Fix up output if needed\n", + " if match_output_to_existing:\n", + " sorted_models = [f\"{m}_above_p5\" for m in sorted_models]\n", + " basins_filled = [np.int64(v) for v in basins_filled]\n", + " \n", + " return sorted_models, basins_filled" + ] + }, + { + "cell_type": "markdown", + "id": "51cb09c3-0621-48ec-9c89-52071343087c", + "metadata": {}, + "source": [ + "#### File locations" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "1c04ea95-afb9-469e-92d5-4e1bec7b725d", + "metadata": {}, + "outputs": [], + "source": [ + "# Define the output folder for the CSVs\n", + "csv_folder = Path('./csv_files')\n", + "csv_folder.mkdir(parents=True, exist_ok=True)\n", + "\n", + "# Processing of inputs\n", + "csv_topo_name = 'camels_topo.csv'\n", + "csv_qobs_name = 'camels_qobs.csv'\n", + "\n", + "# Processing of existing results\n", + "csv_qsim_name = 'camels_qsim_of{}.csv'\n", + "csv_score_name= 'camels_scores_of{}.csv'\n", + "csv_model_name= 'camels_marrmot_models.csv'\n", + "csv_gauge_name= 'camels_marrmot_gauges.csv'\n", + "\n", + "# Calculation of gumboot stats for each Objective function case\n", + "csv_gumboot_name = 'gumboot_results_of{}.csv'\n", + "\n", + "# Define the output folder for the images\n", + "img_folder = Path('./img')\n", + "img_kge_reg_folder = img_folder / 'kge_regular'\n", + "img_kge_low_folder = img_folder / 'kge_low_flows'\n", + "img_kge_reg_folder.mkdir(parents=True, exist_ok=True)\n", + "img_kge_low_folder.mkdir(parents=True, exist_ok=True)" + ] + }, + { + "cell_type": "markdown", + "id": "6f9f1946-7e4a-4cbb-bed3-0c489096e56a", + "metadata": {}, + "source": [ + "#### Data processing\n", + "Here we'll create CSV files of Qobs and the three different simulations, as well as gauge location and area." + ] + }, + { + "cell_type": "markdown", + "id": "3282228c-b3c9-4cc2-a1dc-3525f5fedcb7", + "metadata": {}, + "source": [ + "##### Topo" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "f82ae30e-86c1-4860-9980-be42d797dfb9", + "metadata": {}, + "outputs": [], + "source": [ + "# Get the gauge location and areas\n", + "df = pd.read_csv(camels_topo, delimiter=';',usecols=['gauge_id', 'gauge_lat', 'gauge_lon', 'area_gages2', 'area_geospa_fabric']).set_index('gauge_id')\n", + "df.to_csv(csv_folder/csv_topo_name)" + ] + }, + { + "cell_type": "markdown", + "id": "49395fc7-7380-45a9-9781-35828e0bd9d3", + "metadata": {}, + "source": [ + "##### Qobs" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "08d6b40a-b839-4033-bcce-31a81903cc57", + "metadata": {}, + "outputs": [], + "source": [ + "# Find the streamflow files\n", + "qobs_files = []\n", + "for huc in range(1,19):\n", + " qobs_files += glob.glob(str(camels_flow / f'{huc:02}' / '*.txt'))" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "10e794dd-5e81-4481-8c8e-b44af9b53525", + "metadata": {}, + "outputs": [], + "source": [ + "# Make the dataframe with observations\n", + "qobs_all = []\n", + "for basin,row in df.iterrows():\n", + " qobs = get_camels_obs_in_mm_d(qobs_files, basin, row['area_gages2'])\n", + " qobs.drop(columns={'qobs'}, inplace=True)\n", + " qobs.rename(columns={'qobs_mm_d': basin}, inplace=True)\n", + " qobs_all.append(qobs)\n", + "qobs_all = pd.concat(qobs_all, axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "5cdb8d01-4bfa-41bc-911d-fcd7ef8d2202", + "metadata": {}, + "outputs": [], + "source": [ + "qobs_all.to_csv(csv_folder/csv_qobs_name)" + ] + }, + { + "cell_type": "markdown", + "id": "5cc5bf49-626a-4a57-9710-5c1fc11d4343", + "metadata": {}, + "source": [ + "##### Qsim for all three objective functions" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "6f455bad-be95-416f-ba6c-009940dae05f", + "metadata": {}, + "outputs": [], + "source": [ + "# Find the model result files\n", + "model_netcdfs = sorted( glob.glob( str(brief_folder/'*.nc') ) )" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "06772127-fd10-4875-a6a7-1d5189246179", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- Running OF 0\n", + "Running model m01: m_01_collie1_1p_1s\n", + "Running model m02: m_02_wetland_4p_1s\n", + "Running model m03: m_03_collie2_4p_1s\n", + "Running model m04: m_04_newzealand1_6p_1s\n", + "Running model m05: m_05_ihacres_6p_1s\n", + "Running model m06: m_06_alpine1_4p_2s\n", + "Running model m07: m_07_gr4j_4p_2s\n", + "Running model m08: m_08_us1_5p_2s\n", + "Running model m09: m_09_susannah1_6p_2s\n", + "Running model m10: m_10_susannah2_6p_2s\n", + "Running model m11: m_11_collie3_6p_2s\n", + "Running model m12: m_12_alpine2_6p_2s\n", + "Running model m13: m_13_hillslope_7p_2s\n", + "Running model m14: m_14_topmodel_7p_2s\n", + "Running model m15: m_15_plateau_8p_2s\n", + "Running model m16: m_16_newzealand2_8p_2s\n", + "Running model m17: m_17_penman_4p_3s\n", + "Running model m18: m_18_simhyd_7p_3s\n", + "Running model m19: m_19_australia_8p_3s\n", + "Running model m20: m_20_gsfb_8p_3s\n", + "Running model m21: m_21_flexb_9p_3s\n", + "Running model m22: m_22_vic_10p_3s\n", + "Running model m24: m_24_mopex1_5p_4s\n", + "Running model m25: m_25_tcm_6p_4s\n", + "Running model m26: m_26_flexi_10p_4s\n", + "Running model m27: m_27_tank_12p_4s\n", + "Running model m28: m_28_xinanjiang_12p_4s\n", + "Running model m29: m_29_hymod_5p_5s\n", + "Running model m30: m_30_mopex2_7p_5s\n", + "Running model m31: m_31_mopex3_8p_5s\n", + "Running model m32: m_32_mopex4_10p_5s\n", + "Running model m34: m_34_flexis_12p_5s\n", + "Running model m35: m_35_mopex5_12p_5s\n", + "Running model m36: m_36_modhydrolog_15p_5s\n", + "Running model m37: m_37_hbv_15p_5s\n", + "Running model m40: m_40_smar_8p_6s\n", + "--- Running OF 1\n", + "Running model m01: m_01_collie1_1p_1s\n", + "Running model m02: m_02_wetland_4p_1s\n", + "Running model m03: m_03_collie2_4p_1s\n", + "Running model m04: m_04_newzealand1_6p_1s\n", + "Running model m05: m_05_ihacres_6p_1s\n", + "Running model m06: m_06_alpine1_4p_2s\n", + "Running model m07: m_07_gr4j_4p_2s\n", + "Running model m08: m_08_us1_5p_2s\n", + "Running model m09: m_09_susannah1_6p_2s\n", + "Running model m10: m_10_susannah2_6p_2s\n", + "Running model m11: m_11_collie3_6p_2s\n", + "Running model m12: m_12_alpine2_6p_2s\n", + "Running model m13: m_13_hillslope_7p_2s\n", + "Running model m14: m_14_topmodel_7p_2s\n", + "Running model m15: m_15_plateau_8p_2s\n", + "Running model m16: m_16_newzealand2_8p_2s\n", + "Running model m17: m_17_penman_4p_3s\n", + "Running model m18: m_18_simhyd_7p_3s\n", + "Running model m19: m_19_australia_8p_3s\n", + "Running model m20: m_20_gsfb_8p_3s\n", + "Running model m21: m_21_flexb_9p_3s\n", + "Running model m22: m_22_vic_10p_3s\n", + "Running model m24: m_24_mopex1_5p_4s\n", + "Running model m25: m_25_tcm_6p_4s\n", + "Running model m26: m_26_flexi_10p_4s\n", + "Running model m27: m_27_tank_12p_4s\n", + "Running model m28: m_28_xinanjiang_12p_4s\n", + "Running model m29: m_29_hymod_5p_5s\n", + "Running model m30: m_30_mopex2_7p_5s\n", + "Running model m31: m_31_mopex3_8p_5s\n", + "Running model m32: m_32_mopex4_10p_5s\n", + "Running model m34: m_34_flexis_12p_5s\n", + "Running model m35: m_35_mopex5_12p_5s\n", + "Running model m36: m_36_modhydrolog_15p_5s\n", + "Running model m37: m_37_hbv_15p_5s\n", + "Running model m40: m_40_smar_8p_6s\n", + "--- Running OF 2\n", + "Running model m01: m_01_collie1_1p_1s\n", + "Running model m02: m_02_wetland_4p_1s\n", + "Running model m03: m_03_collie2_4p_1s\n", + "Running model m04: m_04_newzealand1_6p_1s\n", + "Running model m05: m_05_ihacres_6p_1s\n", + "Running model m06: m_06_alpine1_4p_2s\n", + "Running model m07: m_07_gr4j_4p_2s\n", + "Running model m08: m_08_us1_5p_2s\n", + "Running model m09: m_09_susannah1_6p_2s\n", + "Running model m10: m_10_susannah2_6p_2s\n", + "Running model m11: m_11_collie3_6p_2s\n", + "Running model m12: m_12_alpine2_6p_2s\n", + "Running model m13: m_13_hillslope_7p_2s\n", + "Running model m14: m_14_topmodel_7p_2s\n", + "Running model m15: m_15_plateau_8p_2s\n", + "Running model m16: m_16_newzealand2_8p_2s\n", + "Running model m17: m_17_penman_4p_3s\n", + "Running model m18: m_18_simhyd_7p_3s\n", + "Running model m19: m_19_australia_8p_3s\n", + "Running model m20: m_20_gsfb_8p_3s\n", + "Running model m21: m_21_flexb_9p_3s\n", + "Running model m22: m_22_vic_10p_3s\n", + "Running model m24: m_24_mopex1_5p_4s\n", + "Running model m25: m_25_tcm_6p_4s\n", + "Running model m26: m_26_flexi_10p_4s\n", + "Running model m27: m_27_tank_12p_4s\n", + "Running model m28: m_28_xinanjiang_12p_4s\n", + "Running model m29: m_29_hymod_5p_5s\n", + "Running model m30: m_30_mopex2_7p_5s\n", + "Running model m31: m_31_mopex3_8p_5s\n", + "Running model m32: m_32_mopex4_10p_5s\n", + "Running model m34: m_34_flexis_12p_5s\n", + "Running model m35: m_35_mopex5_12p_5s\n", + "Running model m36: m_36_modhydrolog_15p_5s\n", + "Running model m37: m_37_hbv_15p_5s\n", + "Running model m40: m_40_smar_8p_6s\n" + ] + } + ], + "source": [ + "# For each objective function... \n", + "for of_index in range(0,3):\n", + " print(f\"--- Running OF {of_index}\")\n", + "\n", + " # Prepare for this loop\n", + " df_thisOF = df.copy()\n", + " model_names = []\n", + " model_ids = []\n", + " columns_cal = []\n", + " columns_val = []\n", + " \n", + " # ... loop over the model files, extract Qsim and calculate the objective function values, and save as CSV\n", + " for model_netcdf in model_netcdfs:\n", + " \n", + " # Lazy-load the netcdf\n", + " data = xr.open_dataset(model_netcdf)\n", + " \n", + " # Determine model ID so we can use that in the dataframe column names\n", + " model_name = data.attrs['model_name']\n", + " model_id = f'm{model_name[2:4]}'\n", + " model_names.append(model_name)\n", + " model_ids.append(model_id)\n", + " print(f'Running model {model_id}: {model_name}') \n", + " \n", + " # Calculate the KGE scores\n", + " cal_s = data.attrs['time_calibration_start']\n", + " cal_e = data.attrs['time_calibration_end']\n", + " val_s = data.attrs['time_evaluation_start']\n", + " val_e = data.attrs['time_evaluation_end']\n", + " \n", + " qsim = data['Sim_q'].sel(obj_fn_index=of_index) # grab the right OF (0: KGE(Q), 1: KGE(1/Q), 2: 0.5*(KGE(Q)+KGE(1/Q)))\n", + " qsim_all = qsim.to_dataframe().reset_index(level=1).pivot(columns='catchment_index')\n", + " qsim_all.index = pd.date_range(start=cal_s, end=val_e, freq='D')\n", + " qsim_all.columns = qsim_all.columns.droplevel()\n", + " new_column_names = {old_name: new_name for old_name, new_name in zip(qsim_all.columns, data['Gauge_ID'].values)}\n", + " qsim_all = qsim_all.rename(columns=new_column_names)\n", + " \n", + " kges_c = []\n", + " kges_v = []\n", + " basins = []\n", + " for column in qsim_all.columns:\n", + " \n", + " # 1. Get the time series\n", + " qsim = qsim_all[column]\n", + " qobs = qobs_all[column]\n", + " \n", + " # 2. Subset to cal and val only\n", + " qobs_cal = qobs[(qobs.index >= cal_s) & (qobs.index <= cal_e)]\n", + " qsim_cal = qsim[(qsim.index >= cal_s) & (qsim.index <= cal_e)]\n", + " qobs_val = qobs[(qobs.index >= val_s) & (qobs.index <= val_e)]\n", + " qsim_val = qsim[(qsim.index >= val_s) & (qsim.index <= val_e)]\n", + " \n", + " # 3. Ensure that if qobs is missing some values we subset things a bit again\n", + " qsim_cal = qsim_cal[qsim_cal.index.isin(qobs_cal.index)] # Ensure missing dates are removed\n", + " qsim_cal = qsim_cal[~qobs_cal.isnull()] # Ensure NaNs are removed from both\n", + " qobs_cal = qobs_cal[~qobs_cal.isnull()]\n", + " \n", + " qsim_val = qsim_val[qsim_val.index.isin(qobs_val.index)] # Ensure missing dates are removed\n", + " qsim_val = qsim_val[~qobs_val.isnull()] # Ensure NaNs are removed from both\n", + " qobs_val = qobs_val[~qobs_val.isnull()]\n", + " \n", + " # 4. Calculate the scores\n", + " kge_cal = kge_helper(qobs_cal,qsim_cal,of_index)\n", + " kge_val = kge_helper(qobs_val,qsim_val,of_index)\n", + " \n", + " # 5. Keep track\n", + " basins.append(column)\n", + " kges_c.append(kge_cal)\n", + " kges_v.append(kge_val)\n", + " \n", + " # Make a temporary dataframe that we'll later merge with the main one\n", + " column_cal = f'{model_id}_cal_kge'\n", + " column_val = f'{model_id}_val_kge'\n", + " df_tmp = pd.DataFrame(\n", + " data={\n", + " 'gauge_id': basins,\n", + " column_cal: kges_c,\n", + " column_val: kges_v\n", + " }\n", + " )\n", + " df_tmp = df_tmp.set_index('gauge_id')\n", + " columns_cal.append(column_cal)\n", + " columns_val.append(column_val)\n", + " \n", + " # Combine the two dataframes using GAGE IDs as indices, keeping the full list of IDs (even those we don't have model results for)\n", + " df_thisOF = pd.merge(df_thisOF,df_tmp, left_index=True, right_index=True, how='left')\n", + "\n", + " # Save the simulation scores\n", + " df_thisOF.to_csv(csv_folder/csv_score_name.format(of_index))\n", + " \n", + "# Create a legend for later use\n", + "model_legend = pd.DataFrame(data={'model_name': model_names,'model_id': model_ids})\n", + "model_legend.to_csv(csv_folder/csv_model_name)\n", + " \n", + "# Save the list of gauges used in the MARRMoT runs\n", + "marrmot_gauges = data['Gauge_ID']\n", + "marrmot_gauges.to_dataframe().to_csv(csv_folder/csv_gauge_name)" + ] + }, + { + "cell_type": "markdown", + "id": "6440963e-af4f-4987-ba1c-97fcfb01af8e", + "metadata": {}, + "source": [ + "#### Calculate uncertainty" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "a282ed8d-e093-4f44-bca7-c9a78ab03aed", + "metadata": {}, + "outputs": [], + "source": [ + "# Load the static results\n", + "model_legend = pd.read_csv(csv_folder/csv_model_name,index_col=0)\n", + "marrmot_gauges = xr.DataArray(pd.read_csv(csv_folder/csv_gauge_name, index_col=0)['Gauge_ID'])" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "6f281f15-30e2-4228-9118-df22fec53fef", + "metadata": {}, + "outputs": [], + "source": [ + "# Specify some settings we would normally get as a natural consequence of running all code blocks in order\n", + "# Hard-coding them here helps if we need to restart the analysis halfway through\n", + "\n", + "# Time periods\n", + "cal_s = '1989-01-01'\n", + "cal_e = '1998-12-31'\n", + "val_s = '1999-01-01'\n", + "val_e = '2009-12-31'\n", + "\n", + "# Cal and val column names\n", + "columns_cal = ['m01_cal_kge', 'm02_cal_kge', 'm03_cal_kge', 'm04_cal_kge', 'm05_cal_kge', 'm06_cal_kge', 'm07_cal_kge', 'm08_cal_kge', 'm09_cal_kge', \n", + " 'm10_cal_kge', 'm11_cal_kge', 'm12_cal_kge', 'm13_cal_kge', 'm14_cal_kge', 'm15_cal_kge', 'm16_cal_kge', 'm17_cal_kge', 'm18_cal_kge', \n", + " 'm19_cal_kge', 'm20_cal_kge', 'm21_cal_kge', 'm22_cal_kge', 'm24_cal_kge', 'm25_cal_kge', 'm26_cal_kge', 'm27_cal_kge', 'm28_cal_kge', \n", + " 'm29_cal_kge', 'm30_cal_kge', 'm31_cal_kge', 'm32_cal_kge', 'm34_cal_kge', 'm35_cal_kge', 'm36_cal_kge', 'm37_cal_kge', 'm40_cal_kge']\n", + "columns_val = ['m01_val_kge', 'm02_val_kge', 'm03_val_kge', 'm04_val_kge', 'm05_val_kge', 'm06_val_kge', 'm07_val_kge', 'm08_val_kge', 'm09_val_kge', \n", + " 'm10_val_kge', 'm11_val_kge', 'm12_val_kge', 'm13_val_kge', 'm14_val_kge', 'm15_val_kge', 'm16_val_kge', 'm17_val_kge', 'm18_val_kge',\n", + " 'm19_val_kge', 'm20_val_kge', 'm21_val_kge', 'm22_val_kge', 'm24_val_kge', 'm25_val_kge', 'm26_val_kge', 'm27_val_kge', 'm28_val_kge', \n", + " 'm29_val_kge', 'm30_val_kge', 'm31_val_kge', 'm32_val_kge', 'm34_val_kge', 'm35_val_kge', 'm36_val_kge', 'm37_val_kge', 'm40_val_kge']" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "ccf6c9c6-3537-4fca-aaf5-22e0e13619ba", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running objective function 0 with 1999-01-01 to 2009-12-31\n", + "Running 1013500.0\n", + "Running 1022500.0\n", + "Running 1030500.0\n", + "Running 1031500.0\n", + "Running 1047000.0\n", + "Running 1052500.0\n", + "Running 1054200.0\n", + "Running 1055000.0\n", + "Running 1057000.0\n", + "Running 1073000.0\n", + "Running 1078000.0\n", + "Running 1123000.0\n", + "Running 1134500.0\n", + "Running 1137500.0\n", + "Running 1139000.0\n", + "Running 1139800.0\n", + "Running 1142500.0\n", + "Running 1144000.0\n", + "Running 1169000.0\n", + "Running 1170100.0\n", + "Running 1181000.0\n", + "Running 1187300.0\n", + "Running 1195100.0\n", + "Running 1333000.0\n", + "Running 1350000.0\n", + "Running 1350080.0\n", + "Running 1365000.0\n", + "Running 1411300.0\n", + "Running 1413500.0\n", + "Running 1414500.0\n", + "Running 1415000.0\n", + "Running 1423000.0\n", + "Running 1434025.0\n", + "Running 1435000.0\n", + "Running 1439500.0\n", + "Running 1440000.0\n", + "Running 1440400.0\n", + "Running 1451800.0\n", + "Running 1487000.0\n", + "Running 1491000.0\n", + "Running 1510000.0\n", + "Running 1516500.0\n", + "Running 1518862.0\n", + "Running 1532000.0\n", + "Running 1539000.0\n", + "Running 1542810.0\n", + "Running 1543000.0\n", + "Running 1543500.0\n", + "Running 1544500.0\n", + "Running 1545600.0\n", + "Running 1547700.0\n", + "Running 1548500.0\n", + "Running 1549500.0\n", + "Running 1550000.0\n", + "Running 1552000.0\n", + "Running 1552500.0\n", + "Running 1557500.0\n", + "Running 1567500.0\n", + "Running 1568000.0\n", + "Running 1580000.0\n", + "Running 1583500.0\n", + "Running 1586610.0\n", + "Running 1591400.0\n", + "Running 1594950.0\n", + "Running 1596500.0\n", + "Running 1605500.0\n", + "Running 1606500.0\n", + "Running 1613050.0\n", + "Running 1632000.0\n", + "Running 1632900.0\n", + "Running 1634500.0\n", + "Running 1638480.0\n", + "Running 1639500.0\n", + "Running 1644000.0\n", + "Running 1664000.0\n", + "Running 1666500.0\n", + "Running 1667500.0\n", + "Running 1669000.0\n", + "Running 1669520.0\n", + "Running 2011400.0\n", + "Running 2013000.0\n", + "Running 2014000.0\n", + "Running 2015700.0\n", + "Running 2016000.0\n", + "Running 2017500.0\n", + "Running 2018000.0\n", + "Running 2027000.0\n", + "Running 2027500.0\n", + "Running 2028500.0\n", + "Running 2038850.0\n", + "Running 2046000.0\n", + "Running 2051000.0\n", + "Running 2051500.0\n", + "Running 2053200.0\n", + "Running 2053800.0\n", + "Running 2055100.0\n", + "Running 2056900.0\n", + "Running 2059500.0\n", + "Running 2064000.0\n", + "Running 2065500.0\n", + "Running 2069700.0\n", + "Running 2070000.0\n", + "Running 2074500.0\n", + "Running 2077200.0\n", + "Running 2081500.0\n", + "Running 2082950.0\n", + "Running 2096846.0\n", + "Running 2102908.0\n", + "Running 2108000.0\n", + "Running 2111180.0\n", + "Running 2111500.0\n", + "Running 2112120.0\n", + "Running 2112360.0\n", + "Running 2118500.0\n", + "Running 2125000.0\n", + "Running 2128000.0\n", + "Running 2137727.0\n", + "Running 2140991.0\n", + "Running 2143000.0\n", + "Running 2143040.0\n", + "Running 2149000.0\n", + "Running 2152100.0\n", + "Running 2177000.0\n", + "Running 2178400.0\n", + "Running 2193340.0\n", + "Running 2196000.0\n", + "Running 2198100.0\n", + "Running 2202600.0\n", + "Running 2212600.0\n", + "Running 2215100.0\n", + "Running 2216180.0\n", + "Running 2221525.0\n", + "Running 2231000.0\n", + "Running 2245500.0\n", + "Running 2246000.0\n", + "Running 2296500.0\n", + "Running 2297310.0\n", + "Running 2298608.0\n", + "Running 2299950.0\n", + "Running 2315500.0\n", + "Running 2342933.0\n", + "Running 2349900.0\n", + "Running 2350900.0\n", + "Running 2361000.0\n", + "Running 2363000.0\n", + "Running 2371500.0\n", + "Running 2372250.0\n", + "Running 2374500.0\n", + "Running 2395120.0\n", + "Running 2408540.0\n", + "Running 2415000.0\n", + "Running 2427250.0\n", + "Running 2430085.0\n", + "Running 2450250.0\n", + "Running 2464000.0\n", + "Running 2464146.0\n", + "Running 2464360.0\n", + "Running 2465493.0\n", + "Running 2469800.0\n", + "Running 2472000.0\n", + "Running 2472500.0\n", + "Running 2479155.0\n", + "Running 2479300.0\n", + "Running 2479560.0\n", + "Running 2481000.0\n", + "Running 2481510.0\n", + "Running 3010655.0\n", + "Running 3011800.0\n", + "Running 3015500.0\n", + "Running 3021350.0\n", + "Running 3026500.0\n", + "Running 3028000.0\n", + "Running 3049000.0\n", + "Running 3049800.0\n", + "Running 3050000.0\n", + "Running 3069500.0\n", + "Running 3070500.0\n", + "Running 3076600.0\n", + "Running 3078000.0\n", + "Running 3140000.0\n", + "Running 3144000.0\n", + "Running 3159540.0\n", + "Running 3161000.0\n", + "Running 3164000.0\n", + "Running 3170000.0\n", + "Running 3173000.0\n", + "Running 3180500.0\n", + "Running 3182500.0\n", + "Running 3186500.0\n", + "Running 3187500.0\n", + "Running 3213700.0\n", + "Running 3237280.0\n", + "Running 3237500.0\n", + "Running 3238500.0\n", + "Running 3241500.0\n", + "Running 3281500.0\n", + "Running 3285000.0\n", + "Running 3291780.0\n", + "Running 3300400.0\n", + "Running 3338780.0\n", + "Running 3340800.0\n", + "Running 3346000.0\n", + "Running 3364500.0\n", + "Running 3366500.0\n", + "Running 3368000.0\n", + "Running 3384450.0\n", + "Running 3439000.0\n", + "Running 3450000.0\n", + "Running 3455500.0\n", + "Running 3456500.0\n", + "Running 3460000.0\n", + "Running 3463300.0\n", + "Running 3471500.0\n", + "Running 3473000.0\n", + "Running 3479000.0\n", + "Running 3488000.0\n", + "Running 3498500.0\n", + "Running 3504000.0\n", + "Running 3574500.0\n", + "Running 3592718.0\n", + "Running 3604000.0\n", + "Running 4015330.0\n", + "Running 4024430.0\n", + "Running 4027000.0\n", + "Running 4040500.0\n", + "Running 4043050.0\n", + "Running 4045500.0\n", + "Running 4056500.0\n", + "Running 4057510.0\n", + "Running 4057800.0\n", + "Running 4059500.0\n", + "Running 4063700.0\n", + "Running 4074950.0\n", + "Running 4105700.0\n", + "Running 4115265.0\n", + "Running 4122200.0\n", + "Running 4122500.0\n", + "Running 4124000.0\n", + "Running 4127997.0\n", + "Running 4161580.0\n", + "Running 4185000.0\n", + "Running 4196800.0\n", + "Running 4197100.0\n", + "Running 4197170.0\n", + "Running 4213000.0\n", + "Running 4213075.0\n", + "Running 4216418.0\n", + "Running 4221000.0\n", + "Running 4224775.0\n", + "Running 4233000.0\n", + "Running 4256000.0\n", + "Running 4296000.0\n", + "Running 5057200.0\n", + "Running 5062500.0\n", + "Running 5123400.0\n", + "Running 5129115.0\n", + "Running 5131500.0\n", + "Running 5291000.0\n", + "Running 5362000.0\n", + "Running 5393500.0\n", + "Running 5399500.0\n", + "Running 5408000.0\n", + "Running 5412500.0\n", + "Running 5413500.0\n", + "Running 5414000.0\n", + "Running 5444000.0\n", + "Running 5454000.0\n", + "Running 5458000.0\n", + "Running 5466500.0\n", + "Running 5487980.0\n", + "Running 5488200.0\n", + "Running 5489000.0\n", + "Running 5495000.0\n", + "Running 5495500.0\n", + "Running 5501000.0\n", + "Running 5503800.0\n", + "Running 5507600.0\n", + "Running 5508805.0\n", + "Running 5514500.0\n", + "Running 5525500.0\n", + "Running 5556500.0\n", + "Running 5584500.0\n", + "Running 5585000.0\n", + "Running 5591550.0\n", + "Running 5592050.0\n", + "Running 5592575.0\n", + "Running 5593575.0\n", + "Running 5593900.0\n", + "Running 5595730.0\n", + "Running 6037500.0\n", + "Running 6043500.0\n", + "Running 6188000.0\n", + "Running 6191500.0\n", + "Running 6221400.0\n", + "Running 6224000.0\n", + "Running 6278300.0\n", + "Running 6280300.0\n", + "Running 6289000.0\n", + "Running 6291500.0\n", + "Running 6311000.0\n", + "Running 6332515.0\n", + "Running 6339100.0\n", + "Running 6339500.0\n", + "Running 6344600.0\n", + "Running 6350000.0\n", + "Running 6352000.0\n", + "Running 6353000.0\n", + "Running 6354000.0\n", + "Running 6360500.0\n", + "Running 6404000.0\n", + "Running 6406000.0\n", + "Running 6409000.0\n", + "Running 6431500.0\n", + "Running 6440200.0\n", + "Running 6441500.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "R[write to console]: Error in quantile.default(xSample, 0.05, type = 3) : \n", + " missing values and NaN's not allowed if 'na.rm' is FALSE\n", + "\n", + "R[write to console]: In addition: \n", + "R[write to console]: Warning message:\n", + "\n", + "R[write to console]: In cor(qSimValid, qObsValid) :\n", + "R[write to console]: the standard deviation is zero\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1] \"An error occurred, returning all NaNs\"\n", + "Running 6447000.0\n", + "Running 6447500.0\n", + "Running 6450500.0\n", + "Running 6452000.0\n", + "Running 6453600.0\n", + "Running 6464500.0\n", + "Running 6468170.0\n", + "Running 6468250.0\n", + "Running 6470800.0\n", + "Running 6477500.0\n", + "Running 6479215.0\n", + "Running 6601000.0\n", + "Running 6614800.0\n", + "Running 6622700.0\n", + "Running 6623800.0\n", + "Running 6632400.0\n", + "Running 6784000.0\n", + "Running 6803510.0\n", + "Running 6803530.0\n", + "Running 6814000.0\n", + "Running 6847900.0\n", + "Running 6853800.0\n", + "Running 6876700.0\n", + "Running 6878000.0\n", + "Running 6879650.0\n", + "Running 6885500.0\n", + "Running 6888500.0\n", + "Running 6889200.0\n", + "Running 6889500.0\n", + "Running 6892000.0\n", + "Running 6903400.0\n", + "Running 6906800.0\n", + "Running 6910800.0\n", + "Running 6911900.0\n", + "Running 6917000.0\n", + "Running 6918460.0\n", + "Running 6919500.0\n", + "Running 6921070.0\n", + "Running 6934000.0\n", + "Running 7014500.0\n", + "Running 7056000.0\n", + "Running 7057500.0\n", + "Running 7066000.0\n", + "Running 7067000.0\n", + "Running 7068000.0\n", + "Running 7071500.0\n", + "Running 7083000.0\n", + "Running 7142300.0\n", + "Running 7145700.0\n", + "Running 7148400.0\n", + "Running 7149000.0\n", + "Running 7151500.0\n", + "Running 7167500.0\n", + "Running 7180500.0\n", + "Running 7184000.0\n", + "Running 7195800.0\n", + "Running 7196900.0\n", + "Running 7197000.0\n", + "Running 7208500.0\n", + "Running 7226500.0\n", + "Running 7261000.0\n", + "Running 7263295.0\n", + "Running 7290650.0\n", + "Running 7291000.0\n", + "Running 7292500.0\n", + "Running 7295000.0\n", + "Running 7299670.0\n", + "Running 7301410.0\n", + "Running 7301500.0\n", + "Running 7315200.0\n", + "Running 7315700.0\n", + "Running 7335700.0\n", + "Running 7340300.0\n", + "Running 7346045.0\n", + "Running 7359610.0\n", + "Running 7362100.0\n", + "Running 7362587.0\n", + "Running 7375000.0\n", + "Running 8013000.0\n", + "Running 8014500.0\n", + "Running 8023080.0\n", + "Running 8025500.0\n", + "Running 8050800.0\n", + "Running 8066200.0\n", + "Running 8066300.0\n", + "Running 8070000.0\n", + "Running 8070200.0\n", + "Running 8079600.0\n", + "Running 8082700.0\n", + "Running 8086212.0\n", + "Running 8086290.0\n", + "Running 8101000.0\n", + "Running 8103900.0\n", + "Running 8104900.0\n", + "Running 8109700.0\n", + "Running 8150800.0\n", + "Running 8155200.0\n", + "Running 8158700.0\n", + "Running 8158810.0\n", + "Running 8164000.0\n", + "Running 8164300.0\n", + "Running 8165300.0\n", + "Running 8171300.0\n", + "Running 8175000.0\n", + "Running 8176900.0\n", + "Running 8178880.0\n", + "Running 8189500.0\n", + "Running 8190000.0\n", + "Running 8190500.0\n", + "Running 8194200.0\n", + "Running 8195000.0\n", + "Running 8196000.0\n", + "Running 8198500.0\n", + "Running 8200000.0\n", + "Running 8202700.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "R[write to console]: Error in quantile.default(xSample, 0.05, type = 3) : \n", + " missing values and NaN's not allowed if 'na.rm' is FALSE\n", + "\n", + "R[write to console]: In addition: \n", + "R[write to console]: There were 24 warnings (use warnings() to see them)\n", + "R[write to console]: \n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1] \"An error occurred, returning all NaNs\"\n", + "Running 8267500.0\n", + "Running 8269000.0\n", + "Running 8271000.0\n", + "Running 8324000.0\n", + "Running 8377900.0\n", + "Running 8380500.0\n", + "Running 9035800.0\n", + "Running 9035900.0\n", + "Running 9047700.0\n", + "Running 9065500.0\n", + "Running 9066000.0\n", + "Running 9066200.0\n", + "Running 9066300.0\n", + "Running 9081600.0\n", + "Running 9107000.0\n", + "Running 9210500.0\n", + "Running 9223000.0\n", + "Running 9306242.0\n", + "Running 9312600.0\n", + "Running 9352900.0\n", + "Running 9378170.0\n", + "Running 9386900.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "R[write to console]: Error in if (any(statsJack <= -9998)) return(errorStats) : \n", + " missing value where TRUE/FALSE needed\n", + "\n", + "R[write to console]: In addition: \n", + "R[write to console]: There were 50 or more warnings (use warnings() to see the first 50)\n", + "R[write to console]: \n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1] \"An error occurred, returning all NaNs\"\n", + "Running 9404450.0\n", + "Running 9430500.0\n", + "Running 9430600.0\n", + "Running 9447800.0\n", + "Running 9484000.0\n", + "Running 9484600.0\n", + "Running 9494000.0\n", + "Running 9497800.0\n", + "Running 9497980.0\n", + "Running 9505200.0\n", + "Running 9505350.0\n", + "Running 9505800.0\n", + "Running 9508300.0\n", + "Running 9510200.0\n", + "Running 9513780.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "R[write to console]: Error in quantile.default(xSample, 0.05, type = 3) : \n", + " missing values and NaN's not allowed if 'na.rm' is FALSE\n", + "\n", + "R[write to console]: In addition: \n", + "R[write to console]: There were 50 or more warnings (use warnings() to see the first 50)\n", + "R[write to console]: \n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1] \"An error occurred, returning all NaNs\"\n", + "Running 10173450.0\n", + "Running 10234500.0\n", + "Running 10244950.0\n", + "Running 10259000.0\n", + "Running 10336645.0\n", + "Running 10343500.0\n", + "Running 11124500.0\n", + "Running 11141280.0\n", + "Running 11143000.0\n", + "Running 11148900.0\n", + "Running 11151300.0\n", + "Running 11162500.0\n", + "Running 11176400.0\n", + "Running 11230500.0\n", + "Running 11237500.0\n", + "Running 11264500.0\n", + "Running 11266500.0\n", + "Running 11284400.0\n", + "Running 11299600.0\n", + "Running 11381500.0\n", + "Running 11451100.0\n", + "Running 11468500.0\n", + "Running 11473900.0\n", + "Running 11475560.0\n", + "Running 11476600.0\n", + "Running 11478500.0\n", + "Running 11480390.0\n", + "Running 11481200.0\n", + "Running 11482500.0\n", + "Running 11522500.0\n", + "Running 11523200.0\n", + "Running 11528700.0\n", + "Running 11532500.0\n", + "Running 12010000.0\n", + "Running 12025000.0\n", + "Running 12025700.0\n", + "Running 12035000.0\n", + "Running 12043000.0\n", + "Running 12082500.0\n", + "Running 12092000.0\n", + "Running 12114500.0\n", + "Running 12115000.0\n", + "Running 12117000.0\n", + "Running 12141300.0\n", + "Running 12143600.0\n", + "Running 12144000.0\n", + "Running 12145500.0\n", + "Running 12189500.0\n", + "Running 12358500.0\n", + "Running 12374250.0\n", + "Running 12375900.0\n", + "Running 12377150.0\n", + "Running 12381400.0\n", + "Running 12383500.0\n", + "Running 12390700.0\n", + "Running 12411000.0\n", + "Running 12414500.0\n", + "Running 12447390.0\n", + "Running 12451000.0\n", + "Running 12488500.0\n", + "Running 13011500.0\n", + "Running 13011900.0\n", + "Running 13018300.0\n", + "Running 13023000.0\n", + "Running 13161500.0\n", + "Running 13235000.0\n", + "Running 13240000.0\n", + "Running 13310700.0\n", + "Running 13313000.0\n", + "Running 13331500.0\n", + "Running 13337000.0\n", + "Running 13338500.0\n", + "Running 13340000.0\n", + "Running 13340600.0\n", + "Running 14020000.0\n", + "Running 14096850.0\n", + "Running 14137000.0\n", + "Running 14138800.0\n", + "Running 14138900.0\n", + "Running 14139800.0\n", + "Running 14141500.0\n", + "Running 14154500.0\n", + "Running 14158790.0\n", + "Running 14182500.0\n", + "Running 14185000.0\n", + "Running 14185900.0\n", + "Running 14187000.0\n", + "Running 14216500.0\n", + "Running 14236200.0\n", + "Running 14303200.0\n", + "Running 14305500.0\n", + "Running 14316700.0\n", + "Running objective function 1 with 1999-01-01 to 2009-12-31\n", + "Running 1013500.0\n", + "Running 1022500.0\n", + "Running 1030500.0\n", + "Running 1031500.0\n", + "Running 1047000.0\n", + "Running 1052500.0\n", + "Running 1054200.0\n", + "Running 1055000.0\n", + "Running 1057000.0\n", + "Running 1073000.0\n", + "Running 1078000.0\n", + "Running 1123000.0\n", + "Running 1134500.0\n", + "Running 1137500.0\n", + "Running 1139000.0\n", + "Running 1139800.0\n", + "Running 1142500.0\n", + "Running 1144000.0\n", + "Running 1169000.0\n", + "Running 1170100.0\n", + "Running 1181000.0\n", + "Running 1187300.0\n", + "Running 1195100.0\n", + "Running 1333000.0\n", + "Running 1350000.0\n", + "Running 1350080.0\n", + "Running 1365000.0\n", + "Running 1411300.0\n", + "Running 1413500.0\n", + "Running 1414500.0\n", + "Running 1415000.0\n", + "Running 1423000.0\n", + "Running 1434025.0\n", + "Running 1435000.0\n", + "Running 1439500.0\n", + "Running 1440000.0\n", + "Running 1440400.0\n", + "Running 1451800.0\n", + "Running 1487000.0\n", + "Running 1491000.0\n", + "Running 1510000.0\n", + "Running 1516500.0\n", + "Running 1518862.0\n", + "Running 1532000.0\n", + "Running 1539000.0\n", + "Running 1542810.0\n", + "Running 1543000.0\n", + "Running 1543500.0\n", + "Running 1544500.0\n", + "Running 1545600.0\n", + "Running 1547700.0\n", + "Running 1548500.0\n", + "Running 1549500.0\n", + "Running 1550000.0\n", + "Running 1552000.0\n", + "Running 1552500.0\n", + "Running 1557500.0\n", + "Running 1567500.0\n", + "Running 1568000.0\n", + "Running 1580000.0\n", + "Running 1583500.0\n", + "Running 1586610.0\n", + "Running 1591400.0\n", + "Running 1594950.0\n", + "Running 1596500.0\n", + "Running 1605500.0\n", + "Running 1606500.0\n", + "Running 1613050.0\n", + "Running 1632000.0\n", + "Running 1632900.0\n", + "Running 1634500.0\n", + "Running 1638480.0\n", + "Running 1639500.0\n", + "Running 1644000.0\n", + "Running 1664000.0\n", + "Running 1666500.0\n", + "Running 1667500.0\n", + "Running 1669000.0\n", + "Running 1669520.0\n", + "Running 2011400.0\n", + "Running 2013000.0\n", + "Running 2014000.0\n", + "Running 2015700.0\n", + "Running 2016000.0\n", + "Running 2017500.0\n", + "Running 2018000.0\n", + "Running 2027000.0\n", + "Running 2027500.0\n", + "Running 2028500.0\n", + "Running 2038850.0\n", + "Running 2046000.0\n", + "Running 2051000.0\n", + "Running 2051500.0\n", + "Running 2053200.0\n", + "Running 2053800.0\n", + "Running 2055100.0\n", + "Running 2056900.0\n", + "Running 2059500.0\n", + "Running 2064000.0\n", + "Running 2065500.0\n", + "Running 2069700.0\n", + "Running 2070000.0\n", + "Running 2074500.0\n", + "Running 2077200.0\n", + "Running 2081500.0\n", + "Running 2082950.0\n", + "Running 2096846.0\n", + "Running 2102908.0\n", + "Running 2108000.0\n", + "Running 2111180.0\n", + "Running 2111500.0\n", + "Running 2112120.0\n", + "Running 2112360.0\n", + "Running 2118500.0\n", + "Running 2125000.0\n", + "Running 2128000.0\n", + "Running 2137727.0\n", + "Running 2140991.0\n", + "Running 2143000.0\n", + "Running 2143040.0\n", + "Running 2149000.0\n", + "Running 2152100.0\n", + "Running 2177000.0\n", + "Running 2178400.0\n", + "Running 2193340.0\n", + "Running 2196000.0\n", + "Running 2198100.0\n", + "Running 2202600.0\n", + "Running 2212600.0\n", + "Running 2215100.0\n", + "Running 2216180.0\n", + "Running 2221525.0\n", + "Running 2231000.0\n", + "Running 2245500.0\n", + "Running 2246000.0\n", + "Running 2296500.0\n", + "Running 2297310.0\n", + "Running 2298608.0\n", + "Running 2299950.0\n", + "Running 2315500.0\n", + "Running 2342933.0\n", + "Running 2349900.0\n", + "Running 2350900.0\n", + "Running 2361000.0\n", + "Running 2363000.0\n", + "Running 2371500.0\n", + "Running 2372250.0\n", + "Running 2374500.0\n", + "Running 2395120.0\n", + "Running 2408540.0\n", + "Running 2415000.0\n", + "Running 2427250.0\n", + "Running 2430085.0\n", + "Running 2450250.0\n", + "Running 2464000.0\n", + "Running 2464146.0\n", + "Running 2464360.0\n", + "Running 2465493.0\n", + "Running 2469800.0\n", + "Running 2472000.0\n", + "Running 2472500.0\n", + "Running 2479155.0\n", + "Running 2479300.0\n", + "Running 2479560.0\n", + "Running 2481000.0\n", + "Running 2481510.0\n", + "Running 3010655.0\n", + "Running 3011800.0\n", + "Running 3015500.0\n", + "Running 3021350.0\n", + "Running 3026500.0\n", + "Running 3028000.0\n", + "Running 3049000.0\n", + "Running 3049800.0\n", + "Running 3050000.0\n", + "Running 3069500.0\n", + "Running 3070500.0\n", + "Running 3076600.0\n", + "Running 3078000.0\n", + "Running 3140000.0\n", + "Running 3144000.0\n", + "Running 3159540.0\n", + "Running 3161000.0\n", + "Running 3164000.0\n", + "Running 3170000.0\n", + "Running 3173000.0\n", + "Running 3180500.0\n", + "Running 3182500.0\n", + "Running 3186500.0\n", + "Running 3187500.0\n", + "Running 3213700.0\n", + "Running 3237280.0\n", + "Running 3237500.0\n", + "Running 3238500.0\n", + "Running 3241500.0\n", + "Running 3281500.0\n", + "Running 3285000.0\n", + "Running 3291780.0\n", + "Running 3300400.0\n", + "Running 3338780.0\n", + "Running 3340800.0\n", + "Running 3346000.0\n", + "Running 3364500.0\n", + "Running 3366500.0\n", + "Running 3368000.0\n", + "Running 3384450.0\n", + "Running 3439000.0\n", + "Running 3450000.0\n", + "Running 3455500.0\n", + "Running 3456500.0\n", + "Running 3460000.0\n", + "Running 3463300.0\n", + "Running 3471500.0\n", + "Running 3473000.0\n", + "Running 3479000.0\n", + "Running 3488000.0\n", + "Running 3498500.0\n", + "Running 3504000.0\n", + "Running 3574500.0\n", + "Running 3592718.0\n", + "Running 3604000.0\n", + "Running 4015330.0\n", + "Running 4024430.0\n", + "Running 4027000.0\n", + "Running 4040500.0\n", + "Running 4043050.0\n", + "Running 4045500.0\n", + "Running 4056500.0\n", + "Running 4057510.0\n", + "Running 4057800.0\n", + "Running 4059500.0\n", + "Running 4063700.0\n", + "Running 4074950.0\n", + "Running 4105700.0\n", + "Running 4115265.0\n", + "Running 4122200.0\n", + "Running 4122500.0\n", + "Running 4124000.0\n", + "Running 4127997.0\n", + "Running 4161580.0\n", + "Running 4185000.0\n", + "Running 4196800.0\n", + "Running 4197100.0\n", + "Running 4197170.0\n", + "Running 4213000.0\n", + "Running 4213075.0\n", + "Running 4216418.0\n", + "Running 4221000.0\n", + "Running 4224775.0\n", + "Running 4233000.0\n", + "Running 4256000.0\n", + "Running 4296000.0\n", + "Running 5057200.0\n", + "Running 5062500.0\n", + "Running 5123400.0\n", + "Running 5129115.0\n", + "Running 5131500.0\n", + "Running 5291000.0\n", + "Running 5362000.0\n", + "Running 5393500.0\n", + "Running 5399500.0\n", + "Running 5408000.0\n", + "Running 5412500.0\n", + "Running 5413500.0\n", + "Running 5414000.0\n", + "Running 5444000.0\n", + "Running 5454000.0\n", + "Running 5458000.0\n", + "Running 5466500.0\n", + "Running 5487980.0\n", + "Running 5488200.0\n", + "Running 5489000.0\n", + "Running 5495000.0\n", + "Running 5495500.0\n", + "Running 5501000.0\n", + "Running 5503800.0\n", + "Running 5507600.0\n", + "Running 5508805.0\n", + "Running 5514500.0\n", + "Running 5525500.0\n", + "Running 5556500.0\n", + "Running 5584500.0\n", + "Running 5585000.0\n", + "Running 5591550.0\n", + "Running 5592050.0\n", + "Running 5592575.0\n", + "Running 5593575.0\n", + "Running 5593900.0\n", + "Running 5595730.0\n", + "Running 6037500.0\n", + "Running 6043500.0\n", + "Running 6188000.0\n", + "Running 6191500.0\n", + "Running 6221400.0\n", + "Running 6224000.0\n", + "Running 6278300.0\n", + "Running 6280300.0\n", + "Running 6289000.0\n", + "Running 6291500.0\n", + "Running 6311000.0\n", + "Running 6332515.0\n", + "Running 6339100.0\n", + "Running 6339500.0\n", + "Running 6344600.0\n", + "Running 6350000.0\n", + "Running 6352000.0\n", + "Running 6353000.0\n", + "Running 6354000.0\n", + "Running 6360500.0\n", + "Running 6404000.0\n", + "Running 6406000.0\n", + "Running 6409000.0\n", + "Running 6431500.0\n", + "Running 6440200.0\n", + "Running 6441500.0\n", + "Running 6447000.0\n", + "Running 6447500.0\n", + "Running 6450500.0\n", + "Running 6452000.0\n", + "Running 6453600.0\n", + "Running 6464500.0\n", + "Running 6468170.0\n", + "Running 6468250.0\n", + "Running 6470800.0\n", + "Running 6477500.0\n", + "Running 6479215.0\n", + "Running 6601000.0\n", + "Running 6614800.0\n", + "Running 6622700.0\n", + "Running 6623800.0\n", + "Running 6632400.0\n", + "Running 6784000.0\n", + "Running 6803510.0\n", + "Running 6803530.0\n", + "Running 6814000.0\n", + "Running 6847900.0\n", + "Running 6853800.0\n", + "Running 6876700.0\n", + "Running 6878000.0\n", + "Running 6879650.0\n", + "Running 6885500.0\n", + "Running 6888500.0\n", + "Running 6889200.0\n", + "Running 6889500.0\n", + "Running 6892000.0\n", + "Running 6903400.0\n", + "Running 6906800.0\n", + "Running 6910800.0\n", + "Running 6911900.0\n", + "Running 6917000.0\n", + "Running 6918460.0\n", + "Running 6919500.0\n", + "Running 6921070.0\n", + "Running 6934000.0\n", + "Running 7014500.0\n", + "Running 7056000.0\n", + "Running 7057500.0\n", + "Running 7066000.0\n", + "Running 7067000.0\n", + "Running 7068000.0\n", + "Running 7071500.0\n", + "Running 7083000.0\n", + "Running 7142300.0\n", + "Running 7145700.0\n", + "Running 7148400.0\n", + "Running 7149000.0\n", + "Running 7151500.0\n", + "Running 7167500.0\n", + "Running 7180500.0\n", + "Running 7184000.0\n", + "Running 7195800.0\n", + "Running 7196900.0\n", + "Running 7197000.0\n", + "Running 7208500.0\n", + "Running 7226500.0\n", + "Running 7261000.0\n", + "Running 7263295.0\n", + "Running 7290650.0\n", + "Running 7291000.0\n", + "Running 7292500.0\n", + "Running 7295000.0\n", + "Running 7299670.0\n", + "Running 7301410.0\n", + "Running 7301500.0\n", + "Running 7315200.0\n", + "Running 7315700.0\n", + "Running 7335700.0\n", + "Running 7340300.0\n", + "Running 7346045.0\n", + "Running 7359610.0\n", + "Running 7362100.0\n", + "Running 7362587.0\n", + "Running 7375000.0\n", + "Running 8013000.0\n", + "Running 8014500.0\n", + "Running 8023080.0\n", + "Running 8025500.0\n", + "Running 8050800.0\n", + "Running 8066200.0\n", + "Running 8066300.0\n", + "Running 8070000.0\n", + "Running 8070200.0\n", + "Running 8079600.0\n", + "Running 8082700.0\n", + "Running 8086212.0\n", + "Running 8086290.0\n", + "Running 8101000.0\n", + "Running 8103900.0\n", + "Running 8104900.0\n", + "Running 8109700.0\n", + "Running 8150800.0\n", + "Running 8155200.0\n", + "Running 8158700.0\n", + "Running 8158810.0\n", + "Running 8164000.0\n", + "Running 8164300.0\n", + "Running 8165300.0\n", + "Running 8171300.0\n", + "Running 8175000.0\n", + "Running 8176900.0\n", + "Running 8178880.0\n", + "Running 8189500.0\n", + "Running 8190000.0\n", + "Running 8190500.0\n", + "Running 8194200.0\n", + "Running 8195000.0\n", + "Running 8196000.0\n", + "Running 8198500.0\n", + "Running 8200000.0\n", + "Running 8202700.0\n", + "Running 8267500.0\n", + "Running 8269000.0\n", + "Running 8271000.0\n", + "Running 8324000.0\n", + "Running 8377900.0\n", + "Running 8380500.0\n", + "Running 9035800.0\n", + "Running 9035900.0\n", + "Running 9047700.0\n", + "Running 9065500.0\n", + "Running 9066000.0\n", + "Running 9066200.0\n", + "Running 9066300.0\n", + "Running 9081600.0\n", + "Running 9107000.0\n", + "Running 9210500.0\n", + "Running 9223000.0\n", + "Running 9306242.0\n", + "Running 9312600.0\n", + "Running 9352900.0\n", + "Running 9378170.0\n", + "Running 9386900.0\n", + "Running 9404450.0\n", + "Running 9430500.0\n", + "Running 9430600.0\n", + "Running 9447800.0\n", + "Running 9484000.0\n", + "Running 9484600.0\n", + "Running 9494000.0\n", + "Running 9497800.0\n", + "Running 9497980.0\n", + "Running 9505200.0\n", + "Running 9505350.0\n", + "Running 9505800.0\n", + "Running 9508300.0\n", + "Running 9510200.0\n", + "Running 9513780.0\n", + "Running 10173450.0\n", + "Running 10234500.0\n", + "Running 10244950.0\n", + "Running 10259000.0\n", + "Running 10336645.0\n", + "Running 10343500.0\n", + "Running 11124500.0\n", + "Running 11141280.0\n", + "Running 11143000.0\n", + "Running 11148900.0\n", + "Running 11151300.0\n", + "Running 11162500.0\n", + "Running 11176400.0\n", + "Running 11230500.0\n", + "Running 11237500.0\n", + "Running 11264500.0\n", + "Running 11266500.0\n", + "Running 11284400.0\n", + "Running 11299600.0\n", + "Running 11381500.0\n", + "Running 11451100.0\n", + "Running 11468500.0\n", + "Running 11473900.0\n", + "Running 11475560.0\n", + "Running 11476600.0\n", + "Running 11478500.0\n", + "Running 11480390.0\n", + "Running 11481200.0\n", + "Running 11482500.0\n", + "Running 11522500.0\n", + "Running 11523200.0\n", + "Running 11528700.0\n", + "Running 11532500.0\n", + "Running 12010000.0\n", + "Running 12025000.0\n", + "Running 12025700.0\n", + "Running 12035000.0\n", + "Running 12043000.0\n", + "Running 12082500.0\n", + "Running 12092000.0\n", + "Running 12114500.0\n", + "Running 12115000.0\n", + "Running 12117000.0\n", + "Running 12141300.0\n", + "Running 12143600.0\n", + "Running 12144000.0\n", + "Running 12145500.0\n", + "Running 12189500.0\n", + "Running 12358500.0\n", + "Running 12374250.0\n", + "Running 12375900.0\n", + "Running 12377150.0\n", + "Running 12381400.0\n", + "Running 12383500.0\n", + "Running 12390700.0\n", + "Running 12411000.0\n", + "Running 12414500.0\n", + "Running 12447390.0\n", + "Running 12451000.0\n", + "Running 12488500.0\n", + "Running 13011500.0\n", + "Running 13011900.0\n", + "Running 13018300.0\n", + "Running 13023000.0\n", + "Running 13161500.0\n", + "Running 13235000.0\n", + "Running 13240000.0\n", + "Running 13310700.0\n", + "Running 13313000.0\n", + "Running 13331500.0\n", + "Running 13337000.0\n", + "Running 13338500.0\n", + "Running 13340000.0\n", + "Running 13340600.0\n", + "Running 14020000.0\n", + "Running 14096850.0\n", + "Running 14137000.0\n", + "Running 14138800.0\n", + "Running 14138900.0\n", + "Running 14139800.0\n", + "Running 14141500.0\n", + "Running 14154500.0\n", + "Running 14158790.0\n", + "Running 14182500.0\n", + "Running 14185000.0\n", + "Running 14185900.0\n", + "Running 14187000.0\n", + "Running 14216500.0\n", + "Running 14236200.0\n", + "Running 14303200.0\n", + "Running 14305500.0\n", + "Running 14316700.0\n" + ] + } + ], + "source": [ + "# Loop over the different results CSVs\n", + "# NOTE: we can only run for obejctive function 0 ( KGE(Q) ) and 1 ( KGE(1/Q) )\n", + "# We cannot run for OF2 ( 0.5*(KGE(Q) + KGE(1/Q)) ), because gumboot does not\n", + "# let us specify our own objective functions. We can calculate the uncertainty\n", + "# of the scores with inverted flows, but we cannot calculate the uncertainty of\n", + "# the combined objective function\n", + "kge_checks_p = []\n", + "kge_checks_r = []\n", + "for of_index in range(0,2):\n", + "\n", + " # --- Prep\n", + " # Load the results into a dataframe\n", + " csv_file = csv_score_name.format(of_index)\n", + " df = pd.read_csv(csv_folder/csv_file, index_col=0)\n", + "\n", + " # Subset the dataframe to only those basins for which we have model results (559 basins)\n", + " df_sub = df.loc[df.index.isin(marrmot_gauges.values)].copy()\n", + "\n", + " # For each basin, find which model is best during validation\n", + " df_sub['best_eval_column'] = df_sub[columns_val].idxmax(axis=1)\n", + " df_sub['best_eval_model'] = 'm_' + df_sub['best_eval_column'].str[1:3] # convert to something usable for searching the netcdf files with simulations\n", + " df_sub['best_eval_score'] = df_sub[columns_val].max(axis=1)\n", + "\n", + " # Add the gumboot columns\n", + " gumboot_cols = ['GOF_stat', 'seJack', 'seBoot', 'p05', 'p50', 'p95', 'score', 'biasJack', 'biasBoot', 'seJab']\n", + " for col in gumboot_cols:\n", + " tmp_val = -999.0\n", + " if col == 'GOF_stat':\n", + " tmp_val = 'n/a' # needs this to make the later df_sub.update(results) work w/ different datatypes\n", + " df_sub[col] = tmp_val\n", + "\n", + " # --- Run gumboot\n", + " print(f'Running objective function {of_index} with {val_s} to {val_e}')\n", + "\n", + " # Loop over the basins and\n", + " # 1. Extract the observations, and convert to mm/day\n", + " # 2. Extract simulations for the best model\n", + " # 3. Subset both time series to the evaluation period only\n", + " # 4. Deal with NaNs in the observations\n", + " # 5. [OPTIONAL] Transform flows\n", + " # 6. Transfer to R\n", + " # 7. Run gumboot to get KGE uncertainty\n", + " # 8. Transfer to python\n", + " # 9. Store uncertainty in dataframe\n", + " \n", + " for basin,row in df_sub.iterrows():\n", + " \n", + " print(f'Running {basin}')\n", + " \n", + " # 1. Get the observations\n", + " qobs = get_camels_obs_in_mm_d(qobs_files, basin, row['area_gages2'])\n", + " \n", + " # 2. Extract simulations for the best model\n", + " qsim = get_marrmot_sim_in_mm_d(model_netcdfs, basin, row['best_eval_model'], of_index=of_index)\n", + " \n", + " # 3. Subset both time series to the evaluation period only\n", + " qobs_sub = qobs[(qobs.index >= val_s) & (qobs.index <= val_e)]\n", + " qsim_sub = qsim[(qsim.index >= val_s) & (qsim.index <= val_e)]\n", + " \n", + " # 4. Now ensure that if qobs is missing some values we subset things a bit again\n", + " qsim_sub = qsim_sub[qsim_sub.index.isin(qobs_sub.index)] # Ensure missing dates are removed\n", + "\n", + " # 5. If of_index == 1 (KGE(1/Q)), add the error factor and invert the flows\n", + " if of_index == 1:\n", + " e = 0.01 * qobs_sub['qobs_mm_d'].mean()\n", + " qobs_sub.loc[:,'qobs_mm_d'] = 1 / (qobs_sub['qobs_mm_d'] + e)\n", + " qsim_sub['qsim'] = 1 / (qsim_sub['qsim'] + e)\n", + " \n", + " # 6. Move variables to R\n", + " to_R = qobs_sub.merge(qsim_sub, left_index=True, right_index=True)\n", + " to_R.drop(columns=['qobs'], inplace=True) # original USGS column in ft3 s-1\n", + " to_R.rename(columns={'qobs_mm_d': 'obs', 'qsim': 'sim'}, inplace=True)\n", + " robjects.globalenv['date_strings'] = robjects.StrVector( to_R.index.strftime('%Y-%m-%d').tolist() )\n", + " robjects.globalenv['obs'] = robjects.FloatVector(to_R['obs'].values)\n", + " robjects.globalenv['sim'] = robjects.FloatVector(to_R['sim'].values)\n", + " \n", + " # 7. Run gumboot\n", + " robjects.r('''\n", + " # Create date vector\n", + " dates <- as.Date(date_strings, format = \"%Y-%m-%d\")\n", + " \n", + " # Build dataframe for gumboot\n", + " foot <- data.frame(\n", + " date = dates,\n", + " obs = obs,\n", + " sim = sim\n", + " )\n", + " \n", + " clean_foot <- na.omit(foot)\n", + " \n", + " # Run gumboot, catching errors if needed\n", + " result <- try({\n", + " result <- bootjack(clean_foot, GOF_stat = \"KGE\", seed = 1)\n", + " })\n", + " \n", + " # Check if we encountered an error, and return all NaNs if so\n", + " if (inherits(result, \"try-error\")) {\n", + " print(\"An error occurred, returning all NaNs\")\n", + " result <- data.frame(\n", + " GOF_stat = NA, # This one ion particular may be helpful for later filtering\n", + " seJack = NA,\n", + " seBoot = NA,\n", + " p05 = NA,\n", + " p50 = NA,\n", + " p95 = NA,\n", + " score = NA,\n", + " biasJack = NA,\n", + " biasBoot = NA,\n", + " seJab = NA\n", + " )\n", + " }\n", + " ''')\n", + " \n", + " # 8. Move results into Python\n", + " from_R = robjects.r['result']\n", + " with (robjects.default_converter + pandas2ri.converter).context():\n", + " results = robjects.conversion.get_conversion().rpy2py(from_R) # Pandas dataframe w/ gumboot columns and default index\n", + " results = results.replace(-2147483648, np.nan)\n", + " results['gauge_id'] = basin\n", + " results = results.set_index('gauge_id') # set the index used in df_sub\n", + " \n", + " # 9. Store results in lists that we'll later add to the dataframe\n", + " df_sub.update(results)\n", + "\n", + " # 10. Save the results to csv\n", + " df_sub.to_csv(csv_folder/csv_gumboot_name.format(of_index))" + ] + }, + { + "cell_type": "markdown", + "id": "25e359a7-f217-4897-94fb-9efd1b63c572", + "metadata": {}, + "source": [ + "# Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "e88ef4a3-0c86-4e76-843f-0615cc41a989", + "metadata": {}, + "outputs": [], + "source": [ + "# load data afer kernal reset\n", + "qobs_all = pd.read_csv(csv_folder/csv_qobs_name, parse_dates=['date'], index_col='date')\n", + "qobs_all.columns = qobs_all.columns.astype('float64')" + ] + }, + { + "cell_type": "markdown", + "id": "232cc633-2af8-47b6-862c-865d07d3316b", + "metadata": {}, + "source": [ + "### Regular KGE(Q): full analysis" + ] + }, + { + "cell_type": "markdown", + "id": "cea21ba8-5cf7-4cb0-9507-09c6ab661382", + "metadata": {}, + "source": [ + "First we want to get an idea of how close the KGE scores we get in the traditional sense are to the Q50 KGE estimated by gumboot.\n", + "\n", + "The figure shows that these are reasonably close (although with a tendency to overestimate the score slightly), except for a handful of basins where the uncertainty metrics cannot be calculated and are given as -999." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "259f6292-0888-428a-a43c-70b05f258769", + "metadata": {}, + "outputs": [], + "source": [ + "# Get the KGE(Q) results\n", + "of_index = 0 # 0 for KGE(Q)\n", + "df_sub = pd.read_csv(csv_folder/csv_gumboot_name.format(of_index), index_col=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "fbb6432c-e469-4b1e-bbea-12c2f8c476ed", + "metadata": {}, + "outputs": [], + "source": [ + "# We'll move everything into a GeoDataFrame for easier plotting with the state boundaries\n", + "geometry = [Point(lon, lat) for lon, lat in zip(df_sub['gauge_lon'], df_sub['gauge_lat'])] # Create a geometry column representing Point objects with lat/lon coordinates\n", + "gdf_sub = gpd.GeoDataFrame(df_sub, geometry=geometry, crs='EPSG:4326')\n", + "gdf_sub = gdf_sub.to_crs(conus.crs)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "fd99da8f-ddbc-4f3c-ad0e-b64a2a593659", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Compare gumboot KGE with \"best\" KGE\n", + "fig, axs = plt.subplots(1,3,figsize=(12,4),gridspec_kw={'width_ratios': [1, 1, 3]})\n", + "\n", + "ax = axs[0]\n", + "ax.scatter(df_sub['best_eval_score'], df_sub['p50'], c='grey', edgecolor='k', alpha=0.5, s=15)\n", + "ax.plot([-.2,1],[-.2,1],'--r', alpha=0.5)\n", + "ax.set_xlabel('Evaluation KGE (Qobs, Qsim)')\n", + "ax.set_ylabel('Gumboot 50th percentile KGE')\n", + "ax.set_title('(a) All basins')\n", + "\n", + "ax = axs[1]\n", + "ax.scatter(df_sub['best_eval_score'], df_sub['p50'], c='grey', edgecolor='k', alpha=0.5, s=15)\n", + "ax.plot([-.2,1],[-.2,1],'--r', alpha=0.5)\n", + "ax.set_ylim([-.2,1])\n", + "ax.set_xlim([-.2,1])\n", + "ax.set_xlabel('Evaluation KGE (Qobs, Qsim)')\n", + "ax.set_ylabel('Gumboot 50th percentile KGE')\n", + "ax.set_title('(b) Zoom')\n", + "\n", + "ax = axs[2]\n", + "conus.plot(ax=ax, color='.6', edgecolor='w', linewidth=0.5)\n", + "gdf_sub.plot(ax=ax, column='score', markersize=15, edgecolor='k', linewidth=0.5)\n", + "ax.set_title('(c) Locations of basins without uncertainty info')\n", + "ax.set_axis_off()\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig(img_kge_reg_folder/'gumboot_out.png', dpi=300, bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "80540356-9413-4d11-8d88-6e32498c38f7", + "metadata": {}, + "outputs": [], + "source": [ + "# Remove those four basins\n", + "gdf_gumboot = gdf_sub[gdf_sub['score'] > -990].copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "ce9b9bb3-3977-4467-8ecd-0124993d43e2", + "metadata": {}, + "outputs": [], + "source": [ + "# Define the uncertainty range\n", + "gdf_gumboot['range_5_95'] = gdf_gumboot['p95']-gdf_gumboot['p05']" + ] + }, + { + "cell_type": "markdown", + "id": "b398fb59-31dc-414b-ac66-e03e891921e4", + "metadata": {}, + "source": [ + "#### Uncertainty example\n", + "Show two examples (low and high uncertainty) for method section." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "cd422795-02f5-4c31-b8ff-f4816b346b66", + "metadata": {}, + "outputs": [], + "source": [ + "# Select two basins\n", + "basin1 = gdf_gumboot[gdf_gumboot['range_5_95'] == gdf_gumboot['range_5_95'].max()]\n", + "basin2 = gdf_gumboot[gdf_gumboot['range_5_95'] == gdf_gumboot['range_5_95'].min()]" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "fdfc8882-3834-4220-82ce-5eb2f31699c1", + "metadata": {}, + "outputs": [], + "source": [ + "# Cal/val settings from Knoben et al. (2020)\n", + "cal_s = '1989-01-01'\n", + "cal_e = '1998-12-31'\n", + "val_s = '1999-01-01'\n", + "val_e = '2009-12-31'" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "99c118a0-c574-4ddb-8ea6-650bcfef1385", + "metadata": {}, + "outputs": [], + "source": [ + "# Prep a custom legend for hydrographs\n", + "obs_line = Line2D([0], [0], color='lightgrey', lw=2, label='Simulations (all models)')\n", + "sim_line = Line2D([0], [0], color='royalblue', lw=2, label='Observations')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "5fa60775-1fec-44de-86c9-5fcdabc8d055", + "metadata": {}, + "outputs": [], + "source": [ + "def method_plot_data_prep(basin):\n", + "\n", + " # - Scores\n", + " # Create plotting data from the selected rows\n", + " models = []\n", + " values = []\n", + " for column in basin.columns:\n", + " if \"_val_kge\" in column:\n", + " values.append(basin[column].values[0])\n", + " models.append(basin[column].name[0:3])\n", + " values = np.array(values)\n", + " xx = np.arange(0,len(values))\n", + " \n", + " # Find x-coordinate of best model, by matching the model identifiers to the list of models we have\n", + " xb = xx[np.array(models) == basin['best_eval_model'].values[0].replace('_','')]\n", + "\n", + " # Hydrographs\n", + " qsims = []\n", + " for model in models:\n", + " qsim = get_marrmot_sim_in_mm_d(model_netcdfs, basin.index[0], model.replace('m','m_'), of_index=0)\n", + " qsim.rename(columns={'qsim':model}, inplace=True)\n", + " qsims.append(qsim)\n", + " qsim_plot_df = pd.concat(qsims, axis=1)\n", + "\n", + " return models,values,xx,xb,qsim_plot_df" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "05a6dba9-2228-4448-b7b2-2de2ec9c5463", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,axs = plt.subplots(2,2,figsize=(14,6), width_ratios=[2, 1])\n", + "\n", + "# Basin2 (min uncertainty range)\n", + "# ------------------------------\n", + "models,values,xx,xb,qsim_plot_df = method_plot_data_prep(basin2)\n", + "\n", + "# Hydrograph 1\n", + "ax = axs[0,0]\n", + "qsim_plot_df.loc[val_s:val_e].plot(ax=ax, color='lightgrey', legend=False)\n", + "qobs_all[basin2.index].loc[val_s:val_e].plot(ax=ax, color='royalblue', legend=False)\n", + "ax.set_title(f'(a) Hydrographs for gauge {int(basin2.index[0]):08d} (validation period)')\n", + "ax.set_ylabel('Streamflow [mm/day]')\n", + "ax.legend(handles=[obs_line, sim_line], loc='upper left') # custom so we don't get 40 grey lines\n", + "\n", + "# Model scores 1\n", + "ax = axs[0,1]\n", + "ax.plot(xx,values, linestyle='None', marker='o', markeredgecolor='k')\n", + "ax.plot(xb,basin2['score'],'r', linestyle='None', marker='o', markeredgecolor='k') # actual score\n", + "ax.plot(xb,basin2['p50'],'k', linestyle='None', marker='s') # p50\n", + "ax.plot([xb,xb],[basin2['p05'],basin2['p95']],'k') # uncertainty range\n", + "ax.plot([0,len(values)],[basin2['p05'],basin2['p05']], color='lightgrey')\n", + "ax.plot([0,len(values)],[basin2['p95'],basin2['p95']], color='lightgrey')\n", + "ax.errorbar([xb,xb],[basin2['p05'],basin2['p95']], yerr=[[0, 0], [0, 0]], fmt='k', capsize=5) # horizontal caps at either end\n", + "ax.set_xlabel('Models')\n", + "#ax.set_xticks(xx)\n", + "#ax.set_xticklabels(models, rotation=90)\n", + "ax.set_ylabel('KGE')\n", + "ax.set_title('(b) KGE and sampling uncertainty (validation period)')\n", + "plt.legend(['Model validation KGE','Maximum model KGE for data partition','50th percentile KGE estimate','5th to 95th percentile KGE estimates'])\n", + "\n", + "# Basin1 (max uncertainty range)\n", + "# ------------------------------\n", + "models,values,xx,xb,qsim_plot_df = method_plot_data_prep(basin1)\n", + "\n", + "# Hydrograph 2\n", + "ax = axs[1,0]\n", + "qsim_plot_df.loc[val_s:val_e].plot(ax=ax, color='lightgrey', legend=False)\n", + "qobs_all[basin1.index].loc[val_s:val_e].plot(ax=ax, color='royalblue', legend=False)\n", + "ax.set_title(f'(c) Hydrographs for gauge {int(basin1.index[0]):08d} (validation period)')\n", + "ax.set_ylabel('Streamflow [mm/day]')\n", + "ax.legend(handles=[obs_line, sim_line], loc='upper left') # custom so we don't get 40 grey lines\n", + "\n", + "# Model scores 2\n", + "ax = axs[1,1]\n", + "ax.plot(xx,values, linestyle='None', marker='o', markeredgecolor='k')\n", + "ax.plot(xb,basin1['score'],'r', linestyle='None', marker='o', markeredgecolor='k') # actual score\n", + "ax.plot(xb,basin1['p50'],'k', linestyle='None', marker='s') # p50\n", + "ax.plot([xb,xb],[basin1['p05'],basin1['p95']],'k') # uncertainty range\n", + "ax.plot([0,len(values)],[basin1['p05'],basin1['p05']], color='lightgrey')\n", + "ax.plot([0,len(values)],[basin1['p95'],basin1['p95']], color='lightgrey')\n", + "ax.errorbar([xb,xb],[basin1['p05'],basin1['p95']], yerr=[[0, 0], [0, 0]], fmt='k', capsize=5) # horizontal caps at either end\n", + "ax.set_xlabel('Models')\n", + "#ax.set_xticks(xx)\n", + "#ax.set_xticklabels(models, rotation=90)\n", + "ax.set_ylabel('KGE')\n", + "ax.set_title('(d) KGE and sampling uncertainty (validation period)')\n", + "plt.legend(['Model validation KGE','Maximum model KGE for data partition','50th percentile KGE estimate','5th to 95th percentile KGE estimates'])\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig(img_kge_reg_folder/'methodology.png', dpi=300, bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "id": "1bdfb051-590a-4f54-ba39-3ddc44adaeb9", + "metadata": {}, + "source": [ + "### Set up a color scheme for the rest of the plots" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "b79b4318-119c-498d-8ce9-c1479a8461df", + "metadata": {}, + "outputs": [], + "source": [ + "# Define a colormap for KGE uncertainty where values below 0.1 are red\n", + "cmap_unc = plt.get_cmap('viridis')\n", + "cmap_unc.set_over('red')\n", + "cmap_unc.set_under('purple')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "94e2bb15-293b-4628-9298-62c2edb6164d", + "metadata": {}, + "outputs": [], + "source": [ + "# Define a colormap for all models where colors are discrete\n", + "n_classes = len(model_netcdfs)\n", + "cmap_all = plt.get_cmap('nipy_spectral', n_classes)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "6727dfe2-0100-46fa-abca-f490e22dea12", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgAAAABACAYAAABsv8+/AAAAGHRFWHRUaXRsZQBmcm9tX2xpc3QgY29sb3JtYXBDL89FAAAAHnRFWHREZXNjcmlwdGlvbgBmcm9tX2xpc3QgY29sb3JtYXABtCnOAAAAMHRFWHRBdXRob3IATWF0cGxvdGxpYiB2My45LjIsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmdhmcVTAAAAMnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHYzLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZ08/WnQAAAIDSURBVHic7dahalcBGMbh7y8iC7uEGcQbkLFLUIzCguLAsjGDWCyCDPPAtGCToSbZolkQi8U5RIugsmhfHvy9h7fJ+zz95eNwDoffYo5fLSd08+77aPdh7yA7+OB6NDtfzc6trGW7mZkr8zEbvtmLZmebn6Pdte/RbObLn3A48/NJ9h7fzototz9Po91M9owX37Lnm5nZvXEY7V4f7kS702w26+lf41b+3czD42i2XH0W7RZ/T6Pdo+31aLf99STazczc3vgV7X7M/Wj3+yKazafLL6Pd83dXs4Mzszy/E+0Wm9m9k8f3ot3G1lG0Wx5Es5mZuZRPAYD/lQAAgEICAAAKCQAAKCQAAKCQAACAQgIAAAoJAAAoJAAAoJAAAIBCAgAACgkAACgkAACgkAAAgEICAAAKCQAAKCQAAKCQAACAQgIAAAoJAAAoJAAAoJAAAIBCAgAACgkAACgkAACgkAAAgEICAAAKCQAAKCQAAKCQAACAQgIAAAoJAAAoJAAAoJAAAIBCAgAACgkAACgkAACgkAAAgEICAAAKCQAAKCQAAKCQAACAQgIAAAoJAAAoJAAAoJAAAIBCAgAACgkAACgkAACgkAAAgEICAAAKCQAAKCQAAKCQAACAQgIAAAoJAAAoJAAAoJAAAIBCAgAACgkAACgkAACgkAAAgEICAAAK/QPIgC+/qHDm0AAAAABJRU5ErkJggg==", + "text/html": [ + "
from_list
\"from_list
under
bad
over
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Re-arrange for increased clarity on various maps\n", + "cmap_arr = cmap_all(np.arange(n_classes)) # as array\n", + "cmap_all = ListedColormap(\n", + " [\n", + " cmap_arr[13], # m01\n", + " cmap_arr[1 ], # m02\n", + " cmap_arr[9 ], # m03\n", + " cmap_arr[19], # m04\n", + " cmap_arr[25], # m05\n", + " cmap_arr[30], # m06\n", + " cmap_arr[6 ], # m07\n", + " cmap_arr[15], # m08\n", + " cmap_arr[24], # m09\n", + " cmap_arr[18], # m10\n", + " cmap_arr[10], # m11\n", + " cmap_arr[32], # m12\n", + " cmap_arr[2 ], # m13\n", + " cmap_arr[0 ], # m14\n", + " cmap_arr[7 ], # m15\n", + " cmap_arr[26], # m16\n", + " cmap_arr[4 ], # m17\n", + " cmap_arr[16], # m18\n", + " cmap_arr[33], # m19\n", + " cmap_arr[21], # m20\n", + " cmap_arr[8 ], # m21\n", + " cmap_arr[14], # m22\n", + " cmap_arr[27], # m24\n", + " cmap_arr[11], # m25\n", + " cmap_arr[22], # m26\n", + " cmap_arr[35], # m27\n", + " cmap_arr[5 ], # m28\n", + " cmap_arr[31], # m29\n", + " cmap_arr[23], # m30\n", + " cmap_arr[3 ], # m31\n", + " cmap_arr[12], # m32\n", + " cmap_arr[28], # m34\n", + " cmap_arr[20], # m35\n", + " cmap_arr[34], # m36\n", + " cmap_arr[17], # m37\n", + " cmap_arr[29], # m40\n", + " ]\n", + " )\n", + "cmap_all" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "062ecb7d-0861-4593-bddc-0780f09e6b30", + "metadata": {}, + "outputs": [], + "source": [ + "# Create a model-to-color dictionary\n", + "color_dict = {model.split('/')[-1][0:4]: cmap_all(i) for i, model in enumerate(model_netcdfs)}" + ] + }, + { + "cell_type": "markdown", + "id": "9ee670a6-b3c2-4d4e-859e-dc7c671bb35b", + "metadata": {}, + "source": [ + "#### Context\n", + "Show maximum KGE scores, uncertainty and the scatter in \"best\" models." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "21b1edcb-5163-4ea6-8338-c4391ed482b9", + "metadata": {}, + "outputs": [], + "source": [ + "# Define the plotting columns\n", + "gdf_gumboot['range_5_95'] = gdf_gumboot['p95']-gdf_gumboot['p05']\n", + "gdf_gumboot['best_eval_model_num'] = gdf_gumboot.apply(lambda row: int(row['best_eval_model'][2:4]), axis=1) # possibly not needed" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "4931e171-688d-4267-8341-283b6efdc83c", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/w4/hh0hkdr92cg8llf8s0l5rzj80000gq/T/ipykernel_66898/2962592364.py:68: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", + " plt.tight_layout()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,axs = plt.subplot_mosaic([['max_kge', 'best_model'],\n", + " ['kge_unc', 'scatter']], figsize=(14,8))\n", + "\n", + "# max KGE\n", + "ax = axs['max_kge']\n", + "ax.set_title('(a) Maximum KGE') # map\n", + "conus.plot(ax=ax, color='.6', edgecolor='w', linewidth=0.5)\n", + "h = gdf_gumboot.plot(ax=ax, column='score', markersize=15, edgecolor='k', linewidth=0.5, legend=True)\n", + "ax.set_axis_off()\n", + "\n", + "hist_ax1 = fig.add_axes([0.06, 0.58, 0.1, 0.1]) # Adding an inset at the bottom right corner\n", + "hist_ax1.hist(gdf_gumboot['score'], color='grey', bins=20)\n", + "hist_ax1.set_xlabel('KGE')\n", + "hist_ax1.set_ylabel('Basins')\n", + "hist_ax1.spines['top'].set_visible(False)\n", + "hist_ax1.spines['right'].set_visible(False)\n", + "hist_ax1.patch.set_facecolor('none')\n", + "\n", + "# Best model\n", + "ax = axs['best_model']\n", + "ax.set_title('(b) Model with maximum KGE') # map\n", + "conus.plot(ax=ax, color='.6', edgecolor='w', linewidth=0.5)\n", + "\n", + "unique_models = gdf_gumboot['best_eval_model'].unique()\n", + "unique_models.sort() # so it plots from m_01 to m_40 in order\n", + "for model in unique_models:\n", + " gdf_subset = gdf_gumboot[gdf_gumboot['best_eval_model'] == model]\n", + " gdf_subset.plot(ax=ax, color=color_dict[model], markersize=15, edgecolor='k', linewidth=0.5, label=model.replace('_',''))\n", + "ax.legend(ncol=7, loc='lower center',fontsize='small', bbox_to_anchor=(0.5, -0.4))\n", + "ax.set_axis_off()\n", + "\n", + "hist_ax2 = fig.add_axes([0.51, 0.65, 0.1, 0.1]) # Adding an inset at the bottom right corner\n", + "hist_ax2.hist(gdf_gumboot['best_eval_model_num'], color='grey', bins=np.arange(0.5,41.5,1))\n", + "hist_ax2.set_xlabel('Models')\n", + "hist_ax2.set_ylabel('Basins')\n", + "hist_ax2.spines['top'].set_visible(False)\n", + "hist_ax2.spines['right'].set_visible(False)\n", + "hist_ax2.patch.set_facecolor('none')\n", + "\n", + "# KGE uncertainty\n", + "ax = axs['kge_unc']\n", + "ax.set_title('(c) KGE uncertainty (5th to 95th percentile interval)') # map\n", + "conus.plot(ax=ax, color='.6', edgecolor='w', linewidth=0.5)\n", + "h = gdf_gumboot.plot(ax=ax, column='range_5_95', markersize=15, edgecolor='k', linewidth=0.5, \n", + " vmin=0.1, vmax=0.5, cmap=cmap_unc, legend=True, legend_kwds={'extend':'both'})\n", + "ax.set_axis_off()\n", + "\n", + "hist_ax3 = fig.add_axes([0.06, 0.08, 0.1, 0.1]) # Adding an inset at the bottom right corner\n", + "hist_ax3.hist(gdf_gumboot['range_5_95'], color='grey', bins=20)\n", + "hist_ax3.set_xlabel('KGE uncertainty')\n", + "hist_ax3.set_ylabel('Basins')\n", + "hist_ax3.spines['top'].set_visible(False)\n", + "hist_ax3.spines['right'].set_visible(False)\n", + "hist_ax3.patch.set_facecolor('none')\n", + "\n", + "\n", + "# KGE vs uncertainty\n", + "ax = axs['scatter']\n", + "ax.set_title('(d)') # hist\n", + "ax.scatter(gdf_gumboot['best_eval_score'],gdf_gumboot['range_5_95'],\n", + " color='grey', edgecolor='k',s=10, )\n", + "ax.set_xlabel('Maximum KGE score per basin')\n", + "ax.set_ylabel('KGE uncertainty')\n", + "ax.set_aspect(0.33, adjustable='box')\n", + "ax.grid()\n", + "\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig(img_kge_reg_folder/'study_context.png', dpi=300, bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "id": "9c86e0c5-d330-4f6c-bd2a-62e1fa232920", + "metadata": {}, + "source": [ + "#### Research questions\n", + "Question 1: For each model, how often does it fall within the uncertainty bounds of the best model?\n", + "\n", + "Question 2: How many models do we have per basin?\n", + "\n", + "We'll define uncertainty bounds here as the 5th to 95th percentile, so we'll count any model with a calculated performance above the 5th percentile as \"close enough\"." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "463f2602-0a8b-4c21-8fc3-38b7a13ff58b", + "metadata": {}, + "outputs": [], + "source": [ + "# Check if models outperform the p05 benchmark\n", + "models = []\n", + "above_p5_counts = []\n", + "columns_flags = []\n", + "for column_val in columns_val:\n", + " model = column_val.split('_')[0] # 'm01_val_kge' > 'm01'\n", + " flag_column = f'{model}_above_p5'\n", + " gdf_gumboot[flag_column] = gdf_gumboot[column_val] >= gdf_gumboot['p05']\n", + " \n", + " models.append(model)\n", + " above_p5_counts.append(gdf_gumboot[flag_column].sum())\n", + " columns_flags.append(flag_column)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "4f4601da-849f-4cae-9b8f-b0778d68eb6f", + "metadata": {}, + "outputs": [], + "source": [ + "# Count how many models beat the p05 benchmark per basin\n", + "gdf_gumboot['similar_model_count'] = gdf_gumboot[columns_flags].sum(axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "3c31c93f-e2a8-4593-bf1a-cc55bbb81314", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model m01 occurs least often at 53 (9.5%) cases.\n", + "Model m28 occurs most often at 362 (65.2%) cases.\n", + "No models within uncertainty bounds in 0 (0.0%) cases.\n", + "All models within uncertainty bounds in 7 (1.3%) cases.\n" + ] + } + ], + "source": [ + "# Print the stats we use in the manuscript text\n", + "num_basins = len(gdf_gumboot)\n", + "\n", + "min_val = min(above_p5_counts)\n", + "min_idx = [i for i, x in enumerate(above_p5_counts) if x == min_val]\n", + "print(f'Model {models[min_idx[0]]} occurs least often at {min_val} ({min_val/num_basins*100:.1f}%) cases.')\n", + "\n", + "max_val = max(above_p5_counts)\n", + "max_idx = [i for i, x in enumerate(above_p5_counts) if x == max_val]\n", + "print(f'Model {models[max_idx[0]]} occurs most often at {max_val} ({max_val/num_basins*100:.1f}%) cases.')\n", + "\n", + "no_count = (gdf_gumboot['similar_model_count'].values == 0).sum()\n", + "print(f'No models within uncertainty bounds in {no_count} ({no_count/num_basins*100:.1f}%) cases.')\n", + "\n", + "all_count = (gdf_gumboot['similar_model_count'].values == 36).sum()\n", + "print(f'All models within uncertainty bounds in {all_count} ({all_count/num_basins*100:.1f}%) cases.')" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "990c37d6-6ef3-4ada-a59f-b37c2b4e80ff", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABPwAAAGeCAYAAAAAOR8AAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd1wUR/8H8M/1O47eexFQQFEjRoMNOyKixq4xYjeWGE2seYwtMdZEfYwa8yQaY4kRjSU21Fhi772LNEV6lXLH3c3vD3638TjAOwSxfN+vFy+92dnd2b292du5me/wGGMMhBBCCCGEEEIIIYSQtwK/pgtACCGEEEIIIYQQQgipOtTgRwghhBBCCCGEEELIW4Qa/AghhBBCCCGEEEIIeYtQgx8hhBBCCCGEEEIIIW8RavAjhBBCCCGEEEIIIeQtQg1+hBBCCCGEEEIIIYS8RajBjxBCCCGEEEIIIYSQtwg1+BFCCCGEEEIIIYQQ8hahBj9CCCGEEEIIIYQQQt4i1OBXSYsWLYKfnx80Go1R6xUXF8PNzQ2rVq2qppK9WjweD+PGjavpYhhEpVJhypQpcHNzA5/PR/fu3cvN6+npiS5dury6wgH49ddfwePxEBcX90r3W9N4PB5mz55t9HpxcXHg8Xj49ddfK8x37Ngx8Hg8HDt2rFLlI2+G0nWy9vpYsmTJC9edNm0amjZtWt1FrJSUlBT06tULNjY24PF4WLZsWU0XiVSSoXXWy5g9ezZ4PF61bZ8QQgghhLw5qMGvEnJzc7Fw4UJMnToVfL5xp1AkEuHzzz/HvHnzUFRU9ML82gcEHo+H7du36y3XfrlPT083qhzvorVr12Lx4sXo1asX1q9fj4kTJ9Z0kQghVeBl6mQAmDBhAq5du4bdu3cblL9169Zcvczj8WBtbY33338fa9euNfpHoBeZOHEioqOjMX36dGzYsAGdOnWq0u0TYqykpCTMnj0bV69eremiEEIIIYSQCghrugBvorVr10KlUqF///6VWn/IkCGYNm0aNm/ejKFDhxq83ty5c9GjRw/69b6Sjhw5AhcXFyxdurSmi1Kmjz/+GP369YNEIqnporxVWrVqhcLCQojF4pouCqkmL1snOzo6olu3bliyZAm6du1q0Dqurq6YP38+ACAtLQ2//fYbhg0bhvv372PBggWVKkdZjhw5gm7dumHSpElVtk1SMzw8PFBYWAiRSFTTRXkpSUlJmDNnDjw9PdGwYcOaLg4hhBBCCCkH9fCrhHXr1qFr166QSqWVWt/S0hIdO3Y0alhPw4YNcf36dezYsaNS+3yTFRUVVUmvmdTUVFhaWr58gaqJQCCAVCqlBt0qxufzIZVKK9Xzi7wZXrZOBoA+ffrg5MmTePTokUH5LSwsMHDgQAwcOBATJ07EqVOn4Orqih9++AHFxcWVLgdQEn5AqVQCqPp6q6rqU2I8Ho8HqVQKgUBQ00UhhBBCCCHvAHoCNlJsbCyuX7+O9u3b6y1bsmQJmjVrBhsbG8hkMgQFBWHbtm1lbqdDhw44efIkMjMzDdpvv379ULt2bcydOxeMsQrzenp6YvDgwXrprVu3RuvWrbnX2thmW7duxZw5c+Di4gIzMzP06tULOTk5UCgUmDBhAuzt7WFqaoohQ4ZAoVCUuc9NmzahTp06kEqlCAoKwj///KOX58mTJxg6dCgcHBwgkUhQt25drF27ViePtkxbtmzBjBkz4OLiAhMTE+Tm5pZ7vPn5+fjiiy/g5uYGiUSCOnXqYMmSJdx50g6LPnr0KG7dusUNwzMkptvBgwfRsGFDSKVSBAQE4M8//9RZnpmZiUmTJiEwMBCmpqYwNzdHWFgYrl27pretFStWoG7dujAxMYGVlRUaN26MzZs3c8vLiuGnjSV48uRJNGnSBFKpFLVq1cJvv/2ms+3i4mLMmTMHvr6+kEqlsLGxQYsWLXDo0KEKj0+7z5MnT2L8+PGws7ODpaUlRo0aBaVSiezsbAwaNAhWVlawsrLClClT9K6/F51/LYVCgYkTJ8LOzg5mZmbo2rUrHj9+XGa5DLlWDFVWDL8HDx6gZ8+ecHR0hFQqhaurK/r164ecnJxK7YPUnIrqZK2lS5fCw8MDMpkMISEhuHnzpl4e7fq7du2qVDlMTEzwwQcfID8/H2lpaQCA7OxsTJgwgfts+Pj4YOHChToNbs/HGly2bBm8vb0hkUiwatUq8Hg8MMawcuVKrt7SevToEXr37g1ra2tu33v37tUpU0X16eDBg2FqaoqEhAR06dIFpqamcHFxwcqVKwEAN27cQNu2bSGXy+Hh4aFTVwGG133P32fmzZsHV1dXSKVStGvXDg8fPtQ7j+fOnUPnzp1hZWUFuVyO+vXrY/ny5Tp57t69i169esHa2hpSqRSNGzc2eDg2YHj98vjxY3Tv3h1yuRz29vbc8OrS9Ymh99zSMfyWLFkCHo+H+Ph4vXWnT58OsViMrKwsAMCJEyfQu3dvuLu7QyKRwM3NDRMnTkRhYaFBx7xx40YEBQVBJpPB2toa/fr1Q2Jiol5569Wrh9u3b6NNmzYwMTGBi4sLFi1axOU5duwY3n//fQAloxW012V1xiUkhBBCCCGVQ0N6jXT69GkAQKNGjfSWLV++HF27dsVHH30EpVKJLVu2oHfv3tizZw/Cw8N18gYFBYExhtOnTxs0OYRAIMCMGTMwaNAg7NixAz169KiaAwIwf/58yGQyTJs2DQ8fPsSKFSsgEonA5/ORlZWF2bNn4+zZs/j111/h5eWFmTNn6qx//Phx/PHHHxg/fjz3oNqpUyecP38e9erVA1ASeP6DDz7gJvmws7PD/v37MWzYMOTm5mLChAk62/z6668hFosxadIkKBSKcodjMsbQtWtXHD16FMOGDUPDhg0RHR2NyZMn48mTJ1i6dCns7OywYcMGzJs3D8+ePeOG4fn7+1d4Xh48eIC+ffvik08+QWRkJNatW4fevXvjwIED6NChA4CSh+6dO3eid+/e8PLyQkpKCtasWYOQkBDcvn0bzs7OAID//e9/GD9+PHr16oXPPvsMRUVFuH79Os6dO4cBAwZUWI6HDx+iV69eGDZsGCIjI7F27VoMHjwYQUFBqFu3LoCSWI7z58/H8OHD0aRJE+Tm5uLixYu4fPkyV9aKfPrpp3B0dMScOXNw9uxZ/PTTT7C0tMTp06fh7u6Ob7/9Fvv27cPixYtRr149DBo0yODzrzV8+HBs3LgRAwYMQLNmzXDkyBG9zwVg/LViLKVSidDQUCgUCu64nzx5gj179iA7OxsWFhYvtX3yalVUJwPAb7/9hry8PIwdOxZFRUVYvnw52rZtixs3bsDBwYHLZ2FhAW9vb5w6darS8T0fPXoEgUAAS0tLFBQUICQkBE+ePMGoUaPg7u6O06dPY/r06Xj69Kne5Bvr1q1DUVERRo4cCYlEgkaNGmHDhg34+OOP0aFDB+4zB5R8Rpo1a4aCggKMHz8eNjY2WL9+Pbp27Ypt27bhww8/1Nl2efWpWq1GWFgYWrVqhUWLFmHTpk0YN24c5HI5/vOf/+Cjjz5Cjx498OOPP2LQoEEIDg6Gl5cXd6yG1H1aCxYsAJ/Px6RJk5CTk4NFixbho48+wrlz57g8hw4dQpcuXeDk5ITPPvsMjo6OuHPnDvbs2YPPPvsMAHDr1i00b94cLi4umDZtGuRyObZu3Yru3btj+/btesdemqH1S2FhIdq1a4eEhASMHz8ezs7O2LBhA44cOWL4BfECffr0wZQpU7B161ZMnjxZZ9nWrVvRsWNHWFlZAQCioqJQUFCA0aNHw8bGBufPn8eKFSvw+PFjREVFVbifefPm4auvvkKfPn0wfPhwpKWlYcWKFWjVqhWuXLmi04M0KysLnTp1Qo8ePdCnTx9s27YNU6dORWBgIMLCwuDv74+5c+di5syZGDlyJFq2bAkAaNasWZWdF0IIIYQQUkUYMcqMGTMYAJaXl6e3rKCgQOe1Uqlk9erVY23bttXLm5SUxACwhQsXVri/2NhYBoAtXryYqVQq5uvryxo0aMA0Gg1jjLFZs2YxACwtLY1bx8PDg0VGRuptKyQkhIWEhHCvjx49ygCwevXqMaVSyaX379+f8Xg8FhYWprN+cHAw8/Dw0EkDwACwixcvcmnx8fFMKpWyDz/8kEsbNmwYc3JyYunp6Trr9+vXj1lYWHDnTlumWrVq6Z3PsuzcuZMBYN98841Oeq9evRiPx2MPHz7UOf66deu+cJuMlZxDAGz79u1cWk5ODnNycmLvvfcel1ZUVMTUarXOurGxsUwikbC5c+dyad26dXvhvtetW8cAsNjYWL1y/PPPP1xaamoqk0gk7IsvvuDSGjRowMLDww06trL2GRoayl1TjJW81zwej33yySdcmkqlYq6urjrXkKHn/+rVqwwAGzNmjE6+AQMGMABs1qxZXJqh14r2s7Fu3boKj1F7TR09epQxxtiVK1cYABYVFVXheuTNUF6drL0+ZDIZe/z4MZd+7tw5BoBNnDhRb1sdO3Zk/v7+L9xnSEgI8/PzY2lpaSwtLY3duXOHjR8/ngFgERERjDHGvv76ayaXy9n9+/d11p02bRoTCAQsISFBp5zm5uYsNTVVb18A2NixY3XSJkyYwACwEydOcGl5eXnMy8uLeXp6cnVSRfVpZGQkA8C+/fZbLi0rK4vJZDLG4/HYli1buPS7d+/qfU4Nrfu0ZfD392cKhYJLX758OQPAbty4wRgrqV+8vLyYh4cHy8rK0tnu83VTu3btWGBgICsqKtJZ3qxZM+br66t3/koztH5ZtmwZA8C2bt3K5cnPz2c+Pj469Qljht9zy6qzgoODWVBQkM5658+fZwDYb7/9xqWVdT+cP38+4/F4LD4+nkvTfifQiouLYwKBgM2bN09n3Rs3bjChUKiTHhISordfhULBHB0dWc+ePbm0CxcuGFT3EkIIIYSQmkVDeo2UkZEBoVAIU1NTvWUymYz7f1ZWFnJyctCyZUtcvnxZL6/2V3tjZtfV9vK7du0adu7caXzhyzFo0CCdIOJNmzYFY0xvQpGmTZsiMTERKpVKJz04OBhBQUHca3d3d3Tr1g3R0dFQq9VgjGH79u2IiIgAYwzp6encX2hoKHJycvTOUWRkpM75LM++ffsgEAgwfvx4nfQvvvgCjDHs37/f4PNQmrOzs05vEXNzcwwaNAhXrlxBcnIyAEAikXCx4dRqNTIyMmBqaoo6deroHJOlpSUeP36MCxcuGF2OgIAArhcFANjZ2aFOnTo6scYsLS1x69YtPHjwwOjtA8CwYcN0hgtqr4Fhw4ZxaQKBAI0bN9bZr6Hnf9++fQCgl690b73KXCvG0vbgi46ORkFBwUtti9S8iupkAOjevTtcXFy4102aNEHTpk25a/J5VlZWBtfJd+/ehZ2dHezs7ODv748VK1YgPDycGxoaFRWFli1bctvU/rVv3x5qtVov7EHPnj1hZ2dn0L737duHJk2aoEWLFlyaqakpRo4cibi4ONy+fVsnf0X16fDhw7n/W1paok6dOpDL5ejTpw+XXqdOHVhaWup89g2t+7SGDBmi01NbW6dpt3nlyhXExsZiwoQJejELtXVTZmYmjhw5gj59+iAvL487pxkZGQgNDcWDBw/w5MmTcs+bMfXLvn374OTkhF69enHrm5iYYOTIkeVuvzL69u2LS5cuISYmhkv7448/IJFI0K1bNy7t+fcvPz8f6enpaNasGRhjuHLlSrnb//PPP6HRaNCnTx+d43V0dISvry+OHj2qk9/U1BQDBw7kXovFYjRp0sTg2JaEEEIIIeT1QQ1+VWjPnj344IMPIJVKYW1tDTs7O6xevbrMuGDs/+ObGTtBw0cffQQfHx+DYvkZyt3dXee1tkHEzc1NL12j0egdj6+vr942a9eujYKCAqSlpSEtLQ3Z2dn46aefuAdk7d+QIUMAlASmf5522NiLxMfHw9nZGWZmZjrp2uG6ZcVGMpSPj4/e+1O7dm0A4OLsaTQaLF26FL6+vpBIJLC1tYWdnR2uX7+uc56mTp0KU1NTNGnSBL6+vhg7dixOnTplUDlKvz9AScOENrYTUDKDc3Z2NmrXro3AwEBMnjwZ169fN/hYjbkGnt+voec/Pj4efD4f3t7eOvnq1Kmj87oy14qxvLy88Pnnn+Pnn3+Gra0tQkNDsXLlSorf95Yqr356PlamFmPM4DrZ09MThw4dwuHDh3Hy5EkkJydjz549sLW1BVASEuDAgQN617E2VmBl6zyg5PNU+rMDlF/vlbdtqVSq18hoYWEBV1dXvfNQ+rNvaN2nVbqO0f7opd2mtsFLGwaiLA8fPgRjDF999ZXeeZ01axaAkvOqVquRnJys86dUKo2qX+Lj48u8B5R13l9G7969wefz8ccffwAouQajoqIQFhYGc3NzLl9CQgIGDx4Ma2trmJqaws7ODiEhIQBQYd314MEDMMbg6+urd8x37tzRuw7Leu9L328IIYQQQsibgWL4GcnGxgYqlQp5eXk6jRwnTpxA165d0apVK6xatQpOTk4QiURYt26dXrBz4N+HHO3DoaG0vfwGDx5cbnD58h5Y1Wp1mbMDljdjYHnpxjY0agPUDxw4EJGRkWXmqV+/vs5rQ3r3vQ6+/fZbfPXVVxg6dCi+/vprWFtbg8/nY8KECTqB+f39/XHv3j3s2bMHBw4cwPbt27Fq1SrMnDkTc+bMqXAfhrwPrVq1QkxMDHbt2oWDBw/i559/xtKlS/Hjjz/q9OAxdh9lpVdVQ3NZKnOtVMZ3333HfYYOHjyI8ePHY/78+Th79ixcXV1fevvk1SmvTq6MrKwsg+tkuVxe4UQhGo0GHTp0wJQpU8pcrv3xQKs667zytv0ydb+hdZ8x23wR7XYnTZqE0NDQMvP4+PggMTFRr5Hz6NGj8PPzA1D19Yux99znOTs7o2XLlti6dSu+/PJLnD17FgkJCVi4cKHOdjp06IDMzExMnToVfn5+kMvlePLkCQYPHlzhrMsajQY8Hg/79+8vsyyle8ZW1X2fEEIIIYTUPGrwM5L2gSE2NlbnwWD79u2QSqWIjo6GRCLh0tetW1fmdmJjYwG8eOKIsgwcOBDffPMN5syZg65du+ott7KyQnZ2tl56fHw8atWqZfT+XqSsYaT379+HiYkJ13vEzMwMarW6wgfkyvDw8MDhw4f1Hvbv3r3LLa8sbW+S5x/m7t+/D6Ckdw8AbNu2DW3atMEvv/yis252drZew4FcLkffvn3Rt29fKJVK9OjRA/PmzcP06dMhlUorXU4ta2trDBkyBEOGDMGzZ8/QqlUrzJ4926AGv8oy9Px7eHhAo9EgJiZGp4fMvXv3dLanncG3Oq6V0gIDAxEYGIgZM2bg9OnTaN68OX788Ud888031bpfUrXKq5O1yquftJ/h58XGxqJBgwZVUi5vb288e/asWq5jDw8Pvc8OUDX1nqGMqfsMoe39e/PmzXLPmfb+JRKJKjyvIpFIb4byBg0awNzc3OD6xcPDAzdv3tS7B5R13l/2ntu3b1+MGTMG9+7dwx9//AETExNERERwy2/cuIH79+9j/fr1OpO3vGgWdqDkvDLG4OXlpdfIXFnGjkwghBBCCCE1g4b0Gik4OBgAcPHiRZ10gUAAHo8HtVrNpcXFxZUba+/SpUvg8Xjc9oyh7eV39epV7N69W2+5t7c3zp49C6VSyaXt2bMHiYmJRu/LEGfOnNGJ2ZSYmIhdu3ahY8eOEAgEEAgE6NmzJ7Zv346bN2/qrZ+WllbpfXfu3BlqtRo//PCDTvrSpUvB4/EQFhZW6W0nJSVhx44d3Ovc3Fz89ttvaNiwIRwdHQGUvBelez5ERUXpxZHKyMjQeS0WixEQEADGGIqLiytdxvK2b2pqCh8fHygUipfedkUMPf/af//73//q5Cs9U2l1Xitaubm5enEoAwMDwefzq/18kapXXp2stXPnTp3P4/nz53Hu3Dm9uiEnJwcxMTFVNttonz59cObMGURHR+sty87O1rsGjdG5c2ecP38eZ86c4dLy8/Px008/wdPTEwEBAZXetqEMrfsM1ahRI3h5eWHZsmV6jWfa/djb26N169ZYs2YNnj59qrcNbf0glUrRvn17nT8rKyuj6pfOnTsjKSkJ27Zt49IKCgrw008/6a33svfcnj17QiAQ4Pfff0dUVBS6dOkCuVzOLdf2unv+fDPGsHz58hduu0ePHhAIBJgzZ47e+8UY07t3GEJbtrIaOQkhhBBCyOuDevgZqVatWqhXrx4OHz6sM6lFeHg4vv/+e3Tq1AkDBgxAamoqVq5cCR8fnzJjqR06dAjNmzeHjY1Npcrx0Ucf4euvv8bVq1f1lg0fPhzbtm1Dp06d0KdPH8TExGDjxo168dOqSr169RAaGorx48dDIpFg1apVAKAzVHXBggU4evQomjZtihEjRiAgIACZmZm4fPkyDh8+jMzMzErtOyIiAm3atMF//vMfxMXFoUGDBjh48CB27dqFCRMmvNQx165dG8OGDcOFCxfg4OCAtWvXIiUlRafXZpcuXTB37lwMGTIEzZo1w40bN7Bp0ya9Xh0dO3aEo6MjmjdvDgcHB9y5cwc//PADwsPDX3oYIlAysUfr1q0RFBQEa2trXLx4Edu2bcO4ceNeetsVMfT8N2zYEP3798eqVauQk5ODZs2a4e+//8bDhw/1tlld14rWkSNHMG7cOPTu3Ru1a9eGSqXChg0buMYA8mYpr07W8vHxQYsWLTB69GgoFAosW7YMNjY2ekNtDx8+DMaYzkQJL2Py5MnYvXs3unTpgsGDByMoKAj5+fm4ceMGtm3bhri4uEr1hAOAadOm4ffff0dYWBjGjx8Pa2trrF+/HrGxsdi+fTs3mUZ1MrTuMxSfz8fq1asRERGBhg0bYsiQIXBycsLdu3dx69YtruF05cqVaNGiBQIDAzFixAjUqlULKSkpOHPmDB4/foxr165VuB9D65cRI0bghx9+wKBBg3Dp0iU4OTlhw4YNMDEx0dvmy95z7e3t0aZNG3z//ffIy8tD3759dZb7+fnB29sbkyZNwpMnT2Bubo7t27cbFFfP29sb33zzDaZPn464uDh0794dZmZmiI2NxY4dOzBy5EhMmjTJoHI+v01LS0v8+OOPMDMzg1wuR9OmTY2KQ0kIIYQQQl6Bap4F+K30/fffM1NTU1ZQUKCT/ssvvzBfX18mkUiYn58fW7duHZs1axYrfZqzs7OZWCxmP//88wv3FRsbywCwxYsX6y1bt24dA8AAsLS0NJ1l3333HXNxcWESiYQ1b96cXbx4kYWEhLCQkBAuz9GjRxkAFhUVVeZ2L1y4oJOuPZbn9wWAjR07lm3cuJE79vfee48dPXpUr7wpKSls7NixzM3NjYlEIubo6MjatWvHfvrppxeWqSJ5eXls4sSJzNnZmYlEIubr68sWL17MNBqNTr6QkBBWt25dg7bp4eHBwsPDWXR0NKtfvz73npYuV1FREfviiy+Yk5MTk8lkrHnz5uzMmTN653rNmjWsVatWzMbGhkkkEubt7c0mT57McnJyuDza8x4bG6tXjtJKb/+bb75hTZo0YZaWlkwmkzE/Pz82b948plQqKzxOY95rxhiLjIxkcrlcJ83Q819YWMjGjx/PbGxsmFwuZxERESwxMZEBYLNmzdLJa8i1ov1srFu3rsJj1F5T2mvy0aNHbOjQoczb25tJpVJmbW3N2rRpww4fPlzhdsjrq6w6+fm687vvvmNubm5MIpGwli1bsmvXrulto2/fvqxFixYG7c/QuiQvL49Nnz6d+fj4MLFYzGxtbVmzZs3YkiVLuM9mRXU8Y//WsaXFxMSwXr16MUtLSyaVSlmTJk3Ynj17dPJUVJ+W9Vmu6NhK10WG1n3llaG8z+/JkydZhw4dmJmZGZPL5ax+/fpsxYoVesc+aNAg5ujoyEQiEXNxcWFdunRh27Zt0yt3WQypXxhjLD4+nnXt2pWZmJgwW1tb9tlnn7EDBw7o1CdahtxzK6qz/ve//zEAzMzMjBUWFuotv337Nmvfvj0zNTVltra2bMSIEezatWt62yvrOwdjjG3fvp21aNGCyeVyJpfLmZ+fHxs7diy7d+8el6e89z4yMpJ5eHjopO3atYsFBAQwoVBoUD1MCCGEEEJePR5jFInZWDk5OahVqxYWLVqEYcOGGb3+smXLsGjRIsTExLwxk1MQQsjr6mXr5OTkZHh5eWHLli1V1sOPvJ2OHTuGNm3a4OjRo2jdunVNF4cQQgghhJByUQy/SrCwsMCUKVOwePHiCmfHK0txcTG+//57zJgxgxr7CCGkCrxMnQyU/AgTGBhIjX2EEEIIIYSQtwb18COEEEIIMQD18COEEEIIIW8K6uFHCCGEEEIIqVKLFi2Cn5+fUT2vi4uL4ebmxk0A97o5cOAAGjZsCKlUCh6PR7NVv8Fmz54NHo9Xrfvw9PTE4MGDq3Ufb5qXOe+DBw+Gp6dn1Raohhw7dgw8Hg/btm17pftt3bo1/WD5jqEGP0IIIYQQA7Ru3RqMMfqyTMgL5ObmYuHChZg6dapRM4eLRCJ8/vnnmDdvHoqKil6YPy4uDjwej/sTCARwd3fHhx9+iKtXr77EEejLyMhAnz59IJPJsHLlSmzYsAFyubxK90GIsfbt24fZs2fXdDEIIa8pavAjhBBCCCGEVJm1a9dCpVKhf//+Rq87ZMgQpKenY/PmzQav079/f2zYsAFr167FgAEDcOTIEXzwwQdV2uh34cIF5OXl4euvv8awYcMwcOBAiESiKts+ebVmzJiBwsLCmi7GS9u3bx/mzJlT08Ugb4iDBw/i4MGDNV0M8gpRgx8hhBBCCCGkyqxbtw5du3aFVCo1el1LS0t07NgRv/76q8HrNGrUCAMHDkRkZCQWLFiAjRs3QqFQYPXq1Ubvv7T8/HwAQGpqKle+qqLdNnn1hEJhpa5PQgz1On6+xWIxxGJxTReDvELU4PcaWrx4MWrVqgWBQICGDRvWdHHIS6juOAnaoSzGfCl+U9VUrAtC3jYvU29oP4fHjh2r8nLVBE9PT3Tp0uWV7vPXX38Fj8dDXFzcK90vIa9KbGwsrl+/jvbt2+st02g0WL58OQIDAyGVSmFnZ4dOnTrh4sWLOvk6dOiAkydPIjMzs1JlaNu2LVcWrXPnzqFTp06wsLCAiYkJQkJCcOrUKZ31tPHFbt++jQEDBsDKygotWrRA69atERkZCQB4//33wePxdGKzRUVFISgoCDKZDLa2thg4cCCePHmis+3BgwfD1NQUMTEx6Ny5M8zMzPDRRx8BAHg8HsaNG4eoqCgEBARAJpMhODgYN27cAACsWbMGPj4+kEqlaN26tV79ceLECfTu3Rvu7u6QSCRwc3PDxIkT9Xqwacvw5MkTdO/eHaamprCzs8OkSZOgVqt18hr6Xm3cuJE7dmtra/Tr1w+JiYmGvE0AgP3796Nly5aQy+UwMzNDeHg4bt26pZdv586dqFevHqRSKerVq4cdO3boxXQr7x5V1n2vdCy5evXqoU2bNnr71Wg0cHFxQa9evbi0JUuWoFmzZrCxsYFMJkNQUJDB30+zs7MxYcIEuLm5QSKRwMfHBwsXLtSJdakt75IlS/DTTz/B29sbEokE77//Pi5cuMDlGzx4MFauXAkAOkPbK6K97x07dgyNGzeGTCZDYGAgd87+/PNP7j0PCgrClStX9LZx5MgR7j2ztLREt27dcOfOHb18J0+exPvvvw+pVApvb2+sWbOm3HJV9jrasmULgoKCYGZmBnNzcwQGBmL58uUVrvP8+V26dCk8PDwgk8kQEhKCmzdv6uW/e/cuevXqBWtra0ilUjRu3Bi7d+/WyaO9tx8/fhxjxoyBvb09XF1dX1h+tVqNL7/8Eo6OjpDL5ejatavecRv6+U5OTsaQIUPg6uoKiUQCJycndOvWTae+KP1sqv3MbN26FfPmzYOrqyukUinatWuHhw8fvrD85PUnrOkCEF0HDx7ElClTMHDgQMyePRu2trY1XSRCsGrVKpiYmBgUeLigoACLFi16a4LCbt68GampqZgwYUJNF4UQQgh57Z0+fRpASa+70oYNG4Zff/0VYWFhGD58OFQqFU6cOIGzZ8+icePGXL6goCAwxnD69OlKNcrHxMQAAGxsbACUNFCEhYUhKCgIs2bNAp/Px7p169C2bVucOHECTZo00Vm/d+/e8PX1xbfffgvGGHx9fVGnTh389NNPmDt3Lry8vODt7Q2g5EF/yJAheP/99zF//nykpKRg+fLlOHXqFK5cuaLTI1ClUiE0NBQtWrTAkiVLYGJiwi07ceIEdu/ejbFjxwIA5s+fjy5dumDKlClYtWoVxowZg6ysLCxatAhDhw7FkSNHuHWjoqJQUFCA0aNHw8bGBufPn8eKFSvw+PFjREVF6RybWq1GaGgomjZtiiVLluDw4cP47rvv4O3tjdGjRxv1Xs2bNw9fffUV+vTpg+HDhyMtLQ0rVqxAq1at9I69LBs2bEBkZCRCQ0OxcOFCFBQUYPXq1WjRogWuXLnCNeYdPHgQPXv2REBAAObPn4+MjAyuYaOq9O3bF7Nnz0ZycjIcHR259JMnTyIpKQn9+vXj0pYvX46uXbvio48+glKpxJYtW9C7d2/s2bMH4eHh5e6joKAAISEhePLkCUaNGgV3d3ecPn0a06dPx9OnT7Fs2TKd/Js3b0ZeXh5GjRoFHo+HRYsWoUePHnj06BFEIhFGjRqFpKQkHDp0CBs2bDD4WB8+fIgBAwZg1KhRGDhwIJYsWYKIiAj8+OOP+PLLLzFmzBgAJddgnz59cO/ePS4W5+HDhxEWFoZatWph9uzZKCwsxIoVK9C8eXNcvnyZe89u3LiBjh07ws7ODrNnz4ZKpcKsWbPg4OCgV57KXkeHDh1C//790a5dOyxcuBAAcOfOHZw6dQqfffbZC8/Db7/9hry8PIwdOxZFRUVYvnw52rZtixs3bnDlvHXrFpo3bw4XFxdMmzYNcrkcW7duRffu3bF9+3Z8+OGHOtscM2YM7OzsMHPmTIN6+M2bNw88Hg9Tp05Famoqli1bhvbt2+Pq1auQyWQADP989+zZE7du3cKnn34KT09PpKam4tChQ0hISHjhZCcLFiwAn8/HpEmTkJOTg0WLFuGjjz7CuXPnXngM5DXHyGtl6tSpjM/nM4VCUdNFIVVAoVBU63sZGxvLALB169ZV2z4YY6xu3bosJCTEoLxpaWkMAJs1a1aVluHo0aMMAIuKiqrS7b5IeHg48/DweKX7JKQ6vUy9of0cHj16tMrLVRM8PDxYeHj4K92nSqVihYWFTKPRvNL9EvKqzJgxgwFgeXl5OulHjhxhANj48eP11in9eUhKSmIA2MKFCyvcl7Y+mzNnDktLS2PJycns2LFj7L333mMA2Pbt25lGo2G+vr4sNDRUZz8FBQXMy8uLdejQgUubNWsWA8D69++vt69169YxAOzChQtcmlKpZPb29qxevXqssLCQS9+zZw8DwGbOnMmlRUZGMgBs2rRpetsGwCQSCYuNjeXS1qxZwwAwR0dHlpuby6VPnz6dAdDJW1BQoLfN+fPnMx6Px+Lj4/XKMHfuXJ287733HgsKCuJeG/JexcXFMYFAwObNm6ez/MaNG0woFOqll5aXl8csLS3ZiBEjdNKTk5OZhYWFTnrDhg2Zk5MTy87O5tIOHjzIAOh8RyvvHlXWfU/7Xmvdu3ePAWArVqzQWXfMmDHM1NRU5xyXPt9KpZLVq1ePtW3bVifdw8ODRUZGcq+//vprJpfL2f3793XyTZs2jQkEApaQkKBTXhsbG5aZmcnl27VrFwPA/vrrLy5t7NixzJhHeg8PDwaAnT59mkuLjo5mAJhMJtO5XrTX4PPns2HDhsze3p5lZGRwadeuXWN8Pp8NGjSIS+vevTuTSqU627t9+zYTCAQ65TXmOoqMjNR5vz/77DNmbm7OVCqVwcfP2L/nVyaTscePH3Pp586dYwDYxIkTubR27dqxwMBAVlRUxKVpNBrWrFkz5uvry6Vp64cWLVoYVB7tteri4qLz+d66dSsDwJYvX86lGfL5zsrKYgDY4sWLK9xvSEiIzjOdthz+/v46z6zLly9nANiNGzdeeCzk9UZDel8TBQUFAErig8hksiobW88YeysC0r6pKE4CIYTUHI1GY9BMn6+SQCCAVCp94bArQt5UGRkZEAqFMDU11Unfvn07eDweZs2apbdO6c+DlZUVACA9Pd2gfc6aNQt2dnZwdHRE69atERMTg4ULF6JHjx64evUqHjx4gAEDBiAjIwPp6elIT09Hfn4+2rVrh3/++UdnOCUAfPLJJwbt9+LFi0hNTcWYMWN04sGFh4fDz88Pe/fu1Vvn+V50z2vXrp1OL5ymTZsCKOm1Y2Zmppf+6NEjLk3bEwgoiRuWnp6OZs2agTFW5pDM0sfXsmVLne0Z8l79+eef0Gg06NOnD3dO09PT4ejoCF9fXxw9erTM49Q6dOgQsrOz0b9/f531BQIBmjZtyq3/9OlTXL16FZGRkbCwsODW79ChAwICAirchzFq166Nhg0b4o8//uDS1Go1tm3bhoiICJ1z/Pz/s7KykJOTg5YtW+Ly5csV7iMqKgotW7aElZWVzjG3b98earUa//zzj07+vn37cp8FoOR9AnTf+8oICAhAcHAw91p7TbVt2xbu7u566dr9ad+LwYMHw9ramstXv359dOjQAfv27QNQct6io6PRvXt3ne35+/sjNDRUpywvcx1ZWloiPz8fhw4dqtR56N69O1xcXLjXTZo0QdOmTbnjyMzMxJEjR9CnTx/k5eVxZcvIyEBoaCgePHigN3R/xIgREAgEBpdh0KBBOp/vXr16wcnJiSsDYNjnW9t+cOzYMWRlZRl3IlAyWdLzz6xVda2RmkcNfi+gje9w9+5d9OnTB+bm5rCxscFnn31W5kOEIfEHWrdujXr16uHSpUto1aoVTExM8OWXX4LH42HdunXIz8/nYjBoY02oVCp8/fXXXAwHT09PfPnll1AoFDrb1sZliI6O5uIyrFmzRmd8/pw5c+Di4gIzMzP06tULOTk5UCgUmDBhAuzt7WFqaoohQ4bobVs79MHe3h4SiQQBAQFlBkPWluHkyZNo0qQJpFIpatWqhd9++00vb3Z2NiZOnAhPT09IJBK4urpi0KBBOl/wFAoFZs2aBR8fHy5uwZQpU/TKVx6NRoNly5ahbt26kEqlcHBwwKhRo/QqQ8YYvvnmG7i6usLExARt2rTBrVu34OnpqTOUtXTMD62y4jI9P6w1JSUFQqGwzJm07t27Bx6Phx9++AFAyQ1m0qRJCAwMhKmpKczNzREWFoZr164ZdMzGxJo4deoUPv/8c9jZ2UEul+PDDz9EWloal8/T0xO3bt3C8ePHueuyvKG6cXFxsLOzAwDMmTOHyz979mwuj6FxP8pjSKwLwLBYPXl5eZgwYQJ3/dnb26NDhw7cF7bWrVtj7969iI+P547lRV3iCXkRbR1y//59DBw4EBYWFrCzs8NXX30FxhgSExPRrVs3mJubw9HREd99953eNlJTUzFs2DA4ODhAKpWiQYMGWL9+vV6+7OxsDB48GBYWFrC0tERkZCSys7PLLJch9UZZHjx4gJ49e8LR0RFSqRSurq7o168fcnJyKlzv+Xths2bNIJPJ4OXlhR9//FEvr6H3AW0crE2bNqFu3bqQSCQ4cODAC4/h4MGDaNiwIaRSKQICAvDnn3/qLDemTl6xYgXq1q0LExMTWFlZoXHjxjqzjZZ1rzDmvknImyomJgbOzs46DQXlYYwB0G8ILM/IkSNx6NAh/P3337h06RJSU1MxZcoUACV1FABERkbCzs5O5+/nn3+GQqHQq6+8vLwM2m98fDwAoE6dOnrL/Pz8uOVaQqGw3GGozzeMAOAat9zc3MpMf/57bEJCAtcIo43LFxISAgB6x6aNx/c8Kysrne0Z8l49ePCAG+5c+rzeuXOHm+Tk2bNnSE5O5v603zG170vbtm311j948CC3vvYc+vr66pWhrPP+Mvr27YtTp05xjTjHjh1Damoq+vbtq5Nvz549+OCDDyCVSmFtbQ07OzusXr36hfe9Bw8e4MCBA3rHq413qT1mrdLXhLbxrzINOhVt19BrraLr3d/fn2tIT0tLQ2FhoUHvmaHXUVnGjBmD2rVrIywsDK6urhg6dKhB93ytsspXu3Zt7v788OFDMMbw1Vdf6ZVN2xheunyG1h3llYHH48HHx0fnO4Ihn2+JRIKFCxdi//79cHBwQKtWrbBo0SIkJycbVI7qutZIzaMYfgbq06cPPD09MX/+fJw9exb//e9/kZWVpfNl3Jj4AxkZGQgLC0O/fv0wcOBAODg4oHHjxvjpp59w/vx5/PzzzwCAZs2aAQCGDx+O9evXo1evXvjiiy9w7tw5zJ8/H3fu3MGOHTt0ynrv3j30798fo0aNwogRI3Qq1vnz50Mmk2HatGl4+PAhVqxYAZFIBD6fj6ysLMyePRtnz57Fr7/+Ci8vL8ycOZNbd/Xq1ahbty66du0KoVCIv/76C2PGjIFGo+HijWg9fPgQvXr1wrBhwxAZGYm1a9di8ODBCAoKQt26dQGUfAFo2bIl7ty5g6FDh6JRo0ZIT0/H7t278fjxY9ja2kKj0aBr1644efIkRo4cCX9/f9y4cQNLly7F/fv3sXPnzhe+d6NGjeLiq4wfPx6xsbH44YcfcOXKFZw6dQoikQgAMHPmTHzzzTfo3LkzOnfujMuXL6Njx45QKpUGXCEv5uDggJCQEGzdulXvF9M//vgDAoEAvXv3BlDya8rOnTvRu3dveHl5ISUlBWvWrEFISAhu374NZ2fncvdjbKyJTz/9FFZWVpg1axbi4uKwbNkyjBs3jvuFc9myZfj0009hamqK//znP9yxlEX7hWf06NH48MMP0aNHDwAlv/wBhsf9qIghsS4MjdXzySefYNu2bRg3bhwCAgKQkZGBkydP4s6dO2jUqBH+85//ICcnB48fP8bSpUsBQK/HAiGV1bdvX/j7+2PBggXYu3cvvvnmG1hbW2PNmjVo27YtFi5ciE2bNmHSpEl4//330apVKwBAYWEhWrdujYcPH2LcuHHw8vJCVFQUBg8ejOzsbC5uDWMM3bp1w8mTJ/HJJ5/A398fO3bs4ALPP8/YekNLqVQiNDQUCoUCn376KRwdHfHkyRPs2bMH2dnZOr0xypKVlYXOnTujT58+6N+/P7Zu3YrRo0dDLBZj6NChAGD0feDIkSPYunUrxo0bB1tb2xfWKw8ePEDfvn3xySefIDIyEuvWrUPv3r1x4MABdOjQAYDhdfL//vc/jB8/Hr169eJ+GLx+/TrOnTuHAQMGVFgOQ+6bhLwJbGxsoFKpkJeXp9NzxRjah0xDY1n7+vqWOUkIAK733uLFi8udDK/0vf35HjVVSSKRcLHQSiuvV1B56dpGUbVajQ4dOiAzMxNTp06Fn58f5HI5njx5gsGDB+v1XjSm91FFNBoNeDwe9u/fX+Y2ted0yZIlOj92e3h4IC4ujivXhg0bdGLmaQmFxj+mltdAXHpCkvL07dsX06dPR1RUFCZMmICtW7fCwsICnTp14vKcOHECXbt2RatWrbBq1So4OTlBJBJh3bp1Oj/ulEWj0aBDhw5cY3RptWvX1nn9ove+sip7rVUHQ6+jstjb2+Pq1auIjo7G/v37sX//fqxbtw6DBg0q80fQypQNACZNmqTXM1HLx8dH53VV1x3GfL4nTJiAiIgI7Ny5E9HR0fjqq68wf/58HDlyBO+9916F+6mJ9568IjUxjvhNoo3v0LVrV530MWPGMADs2rVrjDHj4g+EhIQwAOzHH3/U219kZCSTy+U6aVevXmUA2PDhw3XSJ02axACwI0eOcGnauAwHDhzQyasdn1+vXj2mVCq59P79+zMej8fCwsJ08gcHB+vFLSsrfkBoaCirVauWTpq2DP/88w+XlpqayiQSCfviiy+4tJkzZzIA7M8//9TbrjY+yIYNGxifz2cnTpzQWf7jjz8yAOzUqVN66z7vxIkTDADbtGmTTvqBAwd00lNTU5lYLGbh4eE68V2+/PJLBkAn/kbpmB9a2tgNz8dUKR0nQRsLo3Q8hICAAJ24H0VFRUytVuvkiY2NZRKJRCfuSlkxSYyNNdG+fXudY544cSITCAQ6cVKqKoafoXE/ymJorAtjYvVYWFiwsWPHVrhfiuFHqpq2Dhk5ciSXplKpmKurK+PxeGzBggVcelZWFpPJZDp10LJlyxgAtnHjRi5NqVSy4OBgZmpqyn0+du7cyQCwRYsW6eynZcuWla43SsdHunLlSqVja2rvhd999x2XplAouHpCe68y5j4AgPH5fHbr1i2DyqC9X23fvp1Ly8nJYU5OTuy9997j0gytk7t168bq1q1b4T7LulcYet8k5E2wceNGne/IWmPHjmU8Hk/nO0B5Tp48qRerrCza70EVxa06f/48A8DWrFnzwv1q6+e0tDS9ZWXF8Dt9+jQDwFatWqWX39/fXycuXlnf8bUA6H0fKe/YSsc01tbD69ev18mnjXH3fF1fXhlKf7c15L1atGgRA8Du3btXbh7GGIuJiWGHDh3i/k6ePMkY+/f7W3R0dIXra+M5lhX7MCAgQOc72rVr1xgAtmPHDp18f//99wtj+Gk1adKEffDBB6y4uJjZ2trq3H8ZK4kbJ5PJdO6XjDE2YMAAve2VjuEXEBDAgoODKzxexiq+rkt/xx43bpzRMfzKil1ryDWofS+mTJmit36nTp2Yra0tY6zku4ZMJmP9+vXTy9e5c2ed8hp6HTGmH8OvNLVazUaNGsUAsAcPHpSbT3tcZcXqbNq0KatTpw5jjLGUlBQGgE2fPv2FZSurfqiI9nNcetsajYY5OTmx0NBQxphxn+/S7t+/z0xMTNhHH33EpZUXw6/097hXFSeeVD8a0mug0j3YPv30UwDgxtcbG39AIpFgyJAhBu1bu4/PP/9cJ/2LL74AAL34IF5eXuX+CjFo0CCuRxtQEpuBMcb1pHg+PTExESqVikt7/heLnJwcpKenIyQkBI8ePdLrwh4QEMCN/QdKen7VqVNHLz5IgwYNyuw5ov2FLioqCv7+/vDz89M5r23btgWAF8YHiYqKgoWFBTp06KCzflBQEExNTbn1Dx8+DKVSiU8//VTn18Gqnpm1R48eEAqFOvFBbt68idu3b+sMF3j+F2C1Wo2MjAyYmpqiTp06FcYHqUysiZEjR+occ8uWLaFWq/WGobwsQ+N+vMiLYl0YE6vH0tIS586dQ1JSUhUeKSGGGT58OPd/gUCAxo0bgzGGYcOGcemWlpZ6dee+ffvg6OiI/v37c2kikQjjx4/Hs2fPcPz4cS6fUCjUiRclEAi4+5dWZeoNLW0PvujoaC4WrTGEQiFGjRrFvRaLxRg1ahRSU1Nx6dIlAMbfB0JCQoyK6+Ts7KxzHzI3N8egQYNw5coVbiiMoXWypaUlHj9+jAsXLhh5Jgy7bxLyJtDGBrt48aJOes+ePcEYKzO0CSvVi+TSpUvg8Xg6ccYqKygoCN7e3liyZAmePXumt/z5MCbGaty4Mezt7fHjjz/qhBjYv38/7ty5U+GMrVVF2zPn+XPIGMPy5csrvU1D3qsePXpAIBBgzpw5eu8fYwwZGRkAgFq1aqF9+/bcX/PmzQEAoaGhMDc3x7fffovi4mK9/WjfFycnJzRs2BDr16/Xed44dOgQbt++rbOOh4cHBAKBXiy8VatWGXzsffv2xdmzZ7F27Vqkp6frDecVCATg8Xg6vQbj4uIMGnXUp08fnDlzBtHR0XrLsrOzdZ67DCWXy7n1q9vz78Xz+7t58yYOHjyIzp07Ayg5R6Ghodi5cycSEhK4fHfu3NE7dkOvo7KUXsbn87lRRYaEftq5c6fO95vz58/j3LlzCAsLA1DSg7B169ZYs2YNnj59qrf+y9QdWtqZgrW2bduGp0+fcmUw9PNdUFCgF27M29sbZmZmBofBIm8nGtJroNLj6729vcHn87nx9c/HHyjL841sAODi4mLwZA7x8fHg8/l6XYYdHR1haWmp1zBTUewAY2I2aDQa5OTkwMbGBgBw6tQpzJo1C2fOnNF7sMvJydEZulV6P0DZ8UF69uxZblmBkvN6584dvVgjWtq4CZmZmTpDb2UyGSwsLPDgwQPk5OTA3t6+wvXLiw9iZ2enEyz3Zdna2qJdu3bYunUrvv76awAlw3mFQiE3/BUo6UK+fPlyrFq1CrGxsTpfKrTvR1mejzXx1VdflZknNTVVJ0Dtq4rZ8KK4H9HR0cjPz+e+uJTnRbEuno/VU56cnBxYWVlh0aJFiIyMhJubG4KCgtC5c2cMGjQItWrVMubQCKmUsupjqVSqN4TNwsJC50ttfHw8fH199YaF+fv7c8u1/zo5OekNhyn9GaxMvaHl5eWFzz//HN9//z02bdqEli1bomvXrlxswhdxdnbW+8xrhzTFxcXhgw8+MPg+8HyZjOHj46M3DOz5Mjg6OhpcJ0+dOhWHDx9GkyZN4OPjg44dO2LAgAHcA25FDLlvEvImqFWrFurVq4fDhw/r/KDcpk0bfPzxx/jvf/+LBw8eoFOnTtBoNDhx4gTatGmDcePGcXkPHTqE5s2bV/idx1B8Ph8///wzwsLCULduXQwZMgQuLi548uQJjh49CnNzc/z111+V2rZIJMLChQsxZMgQhISEoH///khJScHy5cvh6emJiRMnvnT5X8TPzw/e3t6YNGkSnjx5AnNzc2zfvv2l6g5D3itvb2988803mD59OuLi4tC9e3eYmZkhNjYWO3bswMiRIzFp0qRy92Fubo7Vq1fj448/RqNGjdCvXz/Y2dkhISEBe/fuRfPmzbnY1vPnz0d4eDhatGiBoUOHIjMzk4uX+nwjroWFBXr37o0VK1aAx+PB29sbe/bsqTAOXGl9+vTBpEmTMGnSJFhbW+sNFQ8PD8f333+PTp06YcCAAUhNTcXKlSvh4+OD69evV7jtyZMnY/fu3ejSpQsXsiE/Px83btzAtm3bEBcXZ/Awdq2goCAAwPjx4xEaGgqBQIB+/foZtQ1jLF68GGFhYQgODsawYcO48DwWFhY6MbvnzJmDAwcOoGXLlhgzZgxUKhX3nj1/nl7mOho+fDgyMzPRtm1buLq6Ij4+HitWrEDDhg2570QV8fHxQYsWLTB69GgoFAosW7YMNjY2OkOuV65ciRYtWiAwMBAjRoxArVq1kJKSgjNnzuDx48cGx1cvj7W1NVq0aIEhQ4YgJSUFy5Ytg4+PD0aMGAHA8M/3/fv30a5dO/Tp0wcBAQEQCoXYsWMHUlJSqvV6IK8/avCrpNIPB8bGH6jM+H5DAxdXtO3KxmyIiYlBu3bt4Ofnh++//x5ubm4Qi8XYt28fli5danB8kNK/3LyIRqNBYGAgvv/++zKXaxsqe/TowfVqAUoae3799VdoNBrY29tj06ZNZa5f3gNkRV42Pki/fv0wZMgQXL16FQ0bNsTWrVvRrl07nRv8t99+i6+++gpDhw7F119/DWtra/D5fEyYMEHvXD+vMrEm3raYDcbE6unTpw9atmyJHTt24ODBg1i8eDEWLlyIP//8k/tljZDqUtZnr6bi5wDG1RvP++677zB48GDs2rULBw8exPjx47l4t+UFpze2fIbcB7SqI/aWoXWyv78/7t27hz179uDAgQPYvn07Vq1ahZkzZ5bZU+Z5b1tdTN5tQ4cOxcyZM1FYWKjzmVy3bh3q16+PX375BZMnT4aFhQUaN27MxawGSn6UO3jwoFG9sl6kdevWOHPmDL7++mv88MMPePbsGRwdHdG0aVOdXsaVMXjwYJiYmGDBggWYOnUqNwHawoULdeJ3VxeRSIS//vqLq3ulUik+/PBDjBs3Dg0aNKj0dg15r6ZNm4batWtj6dKlXB3n5uaGjh07omvXri/cx4ABA+Ds7IwFCxZg8eLFUCgUcHFxQcuWLXVGQnXq1AlRUVGYMWMGpk+fDm9vb6xbtw67du3CsWPHdLa5YsUKFBcX48cff4REIkGfPn2wePFi1KtXz6DjdnV1RbNmzXDq1CkMHz5cr9NG27Zt8csvv2DBggWYMGECvLy8sHDhQsTFxb2wwc/ExATHjx/Ht99+i6ioKPz2228wNzdH7dq1MWfOHIN+KCutR48e+PTTT7FlyxZs3LgRjLFqbeBp3749Dhw4gFmzZmHmzJkQiUQICQnBwoULdX5wq1+/PqKjo/H5559j5syZcHV1xZw5c/D06VO981TZ62jgwIH46aefsGrVKmRnZ8PR0RF9+/bF7Nmzy42V+bxBgwaBz+dj2bJlSE1NRZMmTfDDDz/AycmJyxMQEICLFy9izpw5+PXXX5GRkQF7e3u89957OrHuK+vLL7/E9evXMX/+fOTl5aFdu3ZYtWoVTExMABj++XZzc0P//v3x999/Y8OGDRAKhfDz88PWrVtf2MGGvOVe4fDhN5I2vkPp+BJ37txhANj8+fMZY8bFHwgJCSk3xk9ZsTW+/fZbBoDdvn1bJz05OZkB0InvU15chvLG55cXb6B0DJOlS5cyACw+Pl4nnzbGXelYRGWVoXTMgLp167IGDRron4TndO7cmbm4uOjEYivLxYsXdeKDaOM3jRkzhgkEgjLjDz5v8+bNZcY+TE1N1Yvht3z5cgaAZWVl6eT96quvXhjDj7GSmFxisZhNmzaNi8tQOj5CgwYNWJs2bfTK6eLiorO90vEVqiLWROkYXYwxVq9ePYNj+KWnp5cZw8/QuB/lMTTWhTGxekpLSUlhLi4urHnz5lxaly5dKIYfqVLlxYgqL7ZS6XtGx44dmaOjo15MuS1btujEvBo5ciQTCoUsLy9PJ582blJl6o2y6ofSTp06xQCw//znPxVuKyQkhAmFQvbs2TOd9NWrVzMA7MyZM4wxw+8DjJUdg6giHh4ezNnZWW/bU6dOZQDY06dPGWOG18mlKRQKFh4ezgQCASssLGSMlR/Dz5D7JiFviuzsbGZtbc1+/vlno9ddunQpc3JyeuF3N0JeFNONkLIYEvuTkLcFxfAz0MqVK3Ver1ixAgC4XkAvE3/gRbTxEJYtW6aTru3tUFPxQXJycrBu3bpKb7Nnz564du2a3izDz++nT58+ePLkCf73v//p5SksLER+fj6Aku7sz8cH0cZv6tOnD9RqNTd89nkqlYqLP9G+fXuIRCKsWLFC5xhLn3OgpOs5AJ34IPn5+QbPBmVpaYnQ0FBs3boVW7ZsgVgsRvfu3XXyCAQCvesoKiqq3DhaWtUVa0IulxscG0T7i1Tp/IbG/XiRF8W6MDRWj1qt1os9aW9vD2dnZ51YF3K5XC8fITWpc+fOSE5O1okFqh0qY2pqipCQEC6fSqXC6tWruXxqtZq7f2m9TL2Rm5urF3MoMDAQfD7foJgxKpUKa9as4V4rlUqsWbMGdnZ23DAlQ+8DlZWUlKRzH8rNzcVvv/2Ghg0bcjNHGlonl77Xi8ViBAQEgDFWZowqQt5WFhYWmDJlChYvXlzhyITSiouL8f3332PGjBnVNlMuIYQQ8q6gIb0Gio2NRdeuXdGpUyecOXMGGzduxIABA7iutC8bx6IiDRo0QGRkJH766SdkZ2cjJCQE58+fx/r169G9e3e0adOmKg+1TB07doRYLEZERARGjRqFZ8+e4X//+x/s7e3LfEA0xOTJk7Ft2zb07t0bQ4cORVBQEDIzM7F79278+OOPaNCgAT7++GNs3boVn3zyCY4ePYrmzZtDrVbj7t272Lp1K6Kjo9G4ceNy9xESEoJRo0Zh/vz5uHr1Kjp27AiRSIQHDx4gKioKy5cvR69evWBnZ4dJkyZh/vz56NKlCzp37owrV65g//79erE0OnbsCHd3dwwbNgyTJ0+GQCDA2rVrubgjhujbty8GDhyIVatWITQ0VG/IR5cuXTB37lwMGTIEzZo1w40bN7Bp0yaDYstVR6yJoKAgrF69Gt988w18fHxgb2/PBcwvTSaTISAgAH/88Qdq164Na2tr1KtXD/Xq1TM47kdFXhTrwtBYPXl5eXB1dUWvXr3QoEEDmJqa4vDhw7hw4QK+++47nWP/448/8Pnnn+P999+HqakpIiIijD6HhFSVkSNHYs2aNRg8eDAuXboET09PbNu2DadOncKyZcu4SW0iIiLQvHlzTJs2DXFxcQgICMCff/5ZZgN2ZeuNI0eOYNy4cejduzdq164NlUqFDRs2QCAQGDSExNnZmRsKVbt2bfzxxx+4evUqfvrpJ24Y1cveB16kdu3aGDZsGC5cuAAHBwesXbsWKSkpOj9oGVond+zYEY6OjmjevDkcHBxw584d/PDDDwgPD9eZbIiQd8HUqVMxdepUo9YRiUQGf5cihBBCyAvUXOfCN4N26NXt27dZr169mJmZGbOysmLjxo3jhuc8b/v27axFixZMLpczuVzO/Pz82NixY3WG+ho7pJcxxoqLi9mcOXOYl5cXE4lEzM3NjU2fPl1vSvjqGtLLGGO7d+9m9evXZ1KplHl6erKFCxeytWvXvtTQpIyMDDZu3Djm4uLCxGIxc3V1ZZGRkSw9PZ3Lo1Qq2cKFC1ndunWZRCJhVlZWLCgoiM2ZM4fl5OTon8Qy/PTTTywoKIjJZDJmZmbGAgMD2ZQpU1hSUhKXR61Wszlz5jAnJycmk8lY69at2c2bN5mHh4fOkF7GGLt06RJr2rQpE4vFzN3dnX3//fdlDtMqbzhWbm4uk8lkDADbuHGj3vKioiL2xRdfcGVp3rw5O3PmjN72ypsyPSYmhg0aNIg5OjoykUjEXFxcWJcuXdi2bdu4PMYM6U1OTmbh4eHMzMyMAXjhELPTp0+zoKAgJhaL9Yb3Hj58mDVv3pzJZDJmbm7OIiIi9Iarl0Vbrt9//51Nnz6d2dvbM5lMxsLDw/WGmjNWMo19jx49mI2NDZNIJMzDw4P16dOH/f3334yxkqF2kydPZg0aNGBmZmZMLpezBg0asFWrVuls59mzZ2zAgAHM0tKSAaChI+SlveyQXsZKhuEOGTKE2draMrFYzAIDA/XqAcZK6tiPP/6YmZubMwsLC/bxxx+XG0rAkHqjdP3w6NEjNnToUObt7c2kUimztrZmbdq0YYcPH37hedAe18WLF1lwcDCTSqXMw8OD/fDDD3p5Db0PoBJDesPDw1l0dDSrX78+k0gkzM/PT+9eaWidvGbNGtaqVSuu3vH29maTJ0/WKSMN6SWEkKpBQ3pJZdCQXvIu4TFG0aArMnv2bMyZMwdpaWlGz5pE3g6enp5o3bo1fv3115ouCiGEvDVat26N9PR03Lx5s6aLQgghhBBCyFuHYvgRQgghhBBCCCGEEPIWoQY/QgghhBBCCCGEEELeItTgRwghhBBCCCGEEELIW4Ri+BFCCCGEEEIIIYQQ8hahHn6EEEIIIYQQQgghhLxFqMGPEEIIIYQQQgghhJC3iLCmC/A60Gg0SEpKgpmZGXg8Xk0XhxDyhmGMIS8vD87OzuDz6XeUslA9Swh5WVTXEkIIIaQ6FRUVQalUVmpdsVgMqVRaxSV6OdTgByApKQlubm41XQxCyBsuMTERrq6uNV2M1xLVs4SQqkJ1LSGEEEKqWlFREbw8TJGcqq7U+o6OjoiNjX2tGv2owQ+AmZkZgJIvkObm5jVcGkLImyY3Nxdubm5cXUL0UT1LCHlZVNcSQgghpLoolUokp6oRe8kD5mbGjSTIzdPAKygeSqWSGvxeN9rhZebm5vQgSgipNBqqWj6qZwkhVYXqWkIIIYRUF7lpyZ8x1Kx6yvKyqMGPEEIIIYQQQgghhLzzNGDQwLgWPGPzvyoU8ZgQQgghhBBCCCGEkFdg9erVqF+/Pjf6KTg4GPv37+eWt27dGjweT+fvk08+MXo/1MOPEEIIIYQQQgghhLzzNNBAU4l1jOHq6ooFCxbA19cXjDGsX78e3bp1w5UrV1C3bl0AwIgRIzB37lxuHRMTEyNLRQ1+hBBCCCGEEEIIIYRAzRjUzLghusbmj4iI0Hk9b948rF69GmfPnuUa/ExMTODo6GjUdkujIb2EEEIIIYQQQggh5J2njeFn7F9lqdVqbNmyBfn5+QgODubSN23aBFtbW9SrVw/Tp09HQUGB0dumHn6EEEIIIYQQQggh5J2nAYO6kpN25Obm6qRLJBJIJJIy17lx4waCg4NRVFQEU1NT7NixAwEBAQCAAQMGwMPDA87Ozrh+/TqmTp2Ke/fu4c8//zSqXNTgRwghhBBCCCGEEELeeS8zS6+bm5tO+qxZszB79uwy16lTpw6uXr2KnJwcbNu2DZGRkTh+/DgCAgIwcuRILl9gYCCcnJzQrl07xMTEwNvb2+ByUYMfIYQQQgghhBBCCCEvITExEebm5tzr8nr3AYBYLIaPjw8AICgoCBcuXMDy5cuxZs0avbxNmzYFADx8+JAa/AghhBBCCCGEEEIIMcbLTNphbm6u0+BnDI1GA4VCUeayq1evAgCcnJyM2iY1+BFCCCGEEEIIIYSQd57m//+MXccY06dPR1hYGNzd3ZGXl4fNmzfj2LFjiI6ORkxMDDZv3ozOnTvDxsYG169fx8SJE9GqVSvUr1/fqP1Qgx8hhBBCCCGEEEIIeeepKzFph7H5U1NTMWjQIDx9+hQWFhaoX78+oqOj0aFDByQmJuLw4cNYtmwZ8vPz4ebmhp49e2LGjBlG7QOgBj9CyDvOc9reMtPjFoS/4pIQQsjbz3PaXsQtCOf+JYQQQgh5nahZyZ+x6xjjl19+KXeZm5sbjh8/btwGy0ENfoQQQgghhBBCCCHknfcqhvS+KvyaLgAhhBBCCCGEEEIIIaTqUA8/QgghhBBCCCGEEPLO04AHNXhGr/M6oh5+hBDyjlu9ejXq16/PTSMfHByM/fv3c8tbt24NHo+n8/fJJ5/UYIkJIYQQQgghpOppWOX+XkfUw48QQt5xrq6uWLBgAXx9fcEYw/r169GtWzdcuXIFdevWBQCMGDECc+fO5dYxMTGpqeISQgghhBBCSLVQV6KHn7H5X5Ua7eFXFb1KEhISEB4eDhMTE9jb22Py5MlQqVSv+lAIIeSNFRERgc6dO8PX1xe1a9fGvHnzYGpqirNnz3J5TExM4OjoyP2Zm5vXYIkJIYQQQgghpOppG/yM/Xsd1WiDn7ZXyaVLl3Dx4kW0bdsW3bp1w61bt7g8I0aMwNOnT7m/RYsWccvUajXCw8OhVCpx+vRprF+/Hr/++itmzpxZE4dDCCFvPLVajS1btiA/Px/BwcFc+qZNm2Bra4t69eph+vTpKCgoqMFSEkIIIYQQQkjV0zBepf5eRzU6pDciIkLn9bx587B69WqcPXuWG0am7VVSloMHD+L27ds4fPgwHBwc0LBhQ3z99deYOnUqZs+eDbFYXO3HQAghb4MbN24gODgYRUVFMDU1xY4dOxAQEAAAGDBgADw8PODs7Izr169j6tSpuHfvHv78889yt6dQKKBQKLjXubm51X4MhBBCCCGEEEJKvDYx/NRqNaKiosrsVbJx40Y4OjoiIiICX331FRc76syZMwgMDISDgwOXPzQ0FKNHj8atW7fw3nvvlbkvehAlhBBdderUwdWrV5GTk4Nt27YhMjISx48fR0BAAEaOHMnlCwwMhJOTE9q1a4eYmBh4e3uXub358+djzpw5r6r4hJDXkOe0vYhbEA7PaXtruiiEEEIIIQZ5m2L41XiD38v0KklOTtZp7APAvU5OTi53n/QgSgghusRiMXx8fAAAQUFBuHDhApYvX441a9bo5W3atCkA4OHDh+U2+E2fPh2ff/459zo3Nxdubm7VUHJCCCGEEEIIqRpq8KE2MvqduprK8rJqvMGvqnuVGIIeRAkhpGIajUanJ/Tzrl69CgBwcnIqd32JRAKJRFIdRSOEEEIIIYSQasEqEZOPUQy/sr1MrxJHR0ecP39eJ09KSgoAlBv3D6AHUUIIed706dMRFhYGd3d35OXlYfPmzTh27Biio6MRExODzZs3o3PnzrCxscH169cxceJEtGrVCvXr16/pohNCCCGEEEJIlXmbhvTW6Cy9ZTGmV0lwcDBu3LiB1NRULs+hQ4dgbm7ODQsmhBBSsdTUVAwaNAh16tRBu3btcOHCBURHR6NDhw4Qi8U4fPgwOnbsCD8/P3zxxRfo2bMn/vrrr5ouNiGEEEIIIYRUKTXjV+rvdVSjPfxetldJx44dERAQgI8//hiLFi1CcnIyZsyYgbFjx1IPPkIIMdAvv/xS7jI3NzccP378FZaGEEIIIYQQUp3UajWmTJqO/XsPgwfgvaD6WPPzSsjl8pouGqlCNdrgp+1V8vTpU1hYWKB+/fpcr5LExEQcPnwYy5YtQ35+Ptzc3NCzZ0/MmDGDW18gEGDPnj0YPXo0goODIZfLERkZiblz59bgURFCCCGEEEIIIYS8nqZO/hLHd92HuyQUPB4PD88loNeH/bFtx++QyWTg81/PHmuvggY8aIwcDKsBq6bSvJwabfCril4lHh4e2LdvX1UWixBCCCGEEEIIIeStdGDvYbhKOoLHK4k9ZyV1x92bu7Bp0yZ07twZ1tbWMDExqeFS1oy3KYZfjU/aQQghhBBC3lye0/Zy/49bEK7zmhBCCCGvj9jYWBQVFYExcI19/xIgPz8f+/btQ4sWLeDv719GnrdfZWLyqdnr2cPv3e2nSQghhBBCCHmtsdf0IYoQQt40Go0GiYmJOHv2LOoEeCOrKI5b9kyRDpkZj4vhd+XKFRQUFNRQSWtWyZBe4/9eR9TDjxBCCCGEEPJaUqvV4PP54PF4UCqVNDEfIYRUkkKhQEpKCoqLi9G2fSusT9iEO0+vgscTQGbGx9ARH3N58/PzkZOT805O4qEBH2qK4UcIIYQQQggh1UcoFEKtViMhIQE3btxA7dq14eDgALFYDKlU+k4HlieEEGOo1WpkZ2cDAMRiMUZ8MgRFRUXQaDRlxuu7cOECQkNDIZVKX3FJSVWhBj9CyFuvvHhScQvCX3FJCCGEkHdbcXExAEAkElWYT6VSgTEGgUAAHo8HT09PnDx5kpvUz8zMDD4+PvDy8oJUKoVYLIZYLK728hNCyJtKqVTqhUmoqDEvJSUFBQUF71yD39sUw48a/AghhBBCCCGvTG5uLiwsLCAUlv8owufzud57KpUKfD4f7dq1w19//QUAyMvLw5UrV3DlyhUIhUI4OTnB19cXtra2EIlEkMlk4PP5KCwsxPHjx2FqaopmzZpRj0BCyDsrIyPD6HWuXbuGFi1avPBHmreJBnxoaEgvIYQQQgghhBjmxo0bmPzFl3j44BGaNW+KBYu+gbOzc5l5lUolRCIReDweGGNgjEGpVJaZV6VSITExEYmJiQAAuVwOd3d3pKakYtrEGTB5ZgOeSAOBfTH2Hv4Ljo6O1XaMhBDyOtJoNHj8+LHR6z18+BCNGzd+pxr81IwHNTNuEg5j878q1OBHCCGEEEIIqVZxcXHo2f1jOMhawdu6Ee5eSECHduG4dOVMmcPFnk/T9sqLiYkBUPLguv+vA7h64RrAAE9fD/Qe0Isb0pufn49bt25h3swFqJ3fDEKeCCgG8h5lYeSQT7B1xxZIJBLweK/nAxohhFS1oqIipKamGr0eYwwxMTGoX7/+O9NDWl2JSTvU1MOPEEKqD8XpI4SQ6le6rqU6lhhq8cKlsBY1honECgBgZeqOgqxk/PjjGowe/Qn4fL5eDxJtrCltw9zDhw8BAHt37UPM0SfwVQSBx+MhIysZ6/N/w4ixw7l109PTIVOZlzT2/T8zvhWuXz6FAwcOwNPTEy4uLpDJZBAKhdQASAh5q2k0GuTk5FRq3evXr8PX1/edmbFXw/jQGBnDT0Mx/AghhBBCCCHvooSEx5CKPXXSRDwLnD17DiYmMvj6+qJNmzYoLi6GQCAAn8/Xa4DTDu+9dvE6aisac8ttNI54kHAZ6enpuHzhCrLSsxDQ0B9KXqHO+mqmhkDER2pqKtfThcfjwc7ODr6+vrC3t4dUKoVQKIRUKqUGQELIW0MoFMLS0pKbpdcYRUVFXGgFqhffLNTgRwghhBBCCKlWffv1wOK5m+Aoeh9ASe+9zMJbCAzsBwB48OABHj58CEdHRzg6OuL99//Np33A5GaXZDy9h061Wo2VS1bDLscdEo0M+y//DWauwmPFPTgzH6hQjDjhNXQMa6OzHmNMrwHQ1tYWTk5O8PDwgFwuh0AggEQiqXCSEUIIeZ2JxWK4ublVqsEPAK5cuYKWLVtWbaFeUzSklxBCCCGEEEIMNOCj/ti//xCuXjwMFJsjTxGHD5o3hJ2dHZeHMYanT5/i6dOn8PHxgZWVFdRqtV5Dm4unE7Ky0mDFStYtYM9QoHqG2nmNYMqzAHiAeaEVHoiuwLedE25fuwSxWIRuYWEIqOtfYTkZY0hLS0NaWhquX78OoGQSEEdHR3h7e8PKygoCgQAikQhisZh6uxBC3hjBwcG4ceNGpda9e/cuWrZs+U708tPA+Ek4NNVTlJdGDX6EEEIIIYSQasXn87Fp86+4evUq1q9fDze3DjA1NS03/65du9CtWzdYWloCKIk/ZW1tjczMTPQf1A+/5K/Dw6dPwAcffHPATGkO0yILnW3Iiyzg6eWBzuFhL1X2/Px8xMTEICYmBkKhEB9++CH+/vtvuLu7w9HRESYmJhAKhVwjICGEvG74fD527Nhh1DpxsXHY8+de5OcVwMXdGb6+vmjdujXy8vJgZmZWTSWteRrwoTGyh5+x+V8VavAjhBBCCCGEvBIODg7w96+4l51AIMDgwYO512q1Gjk5OSgoKABQMoPv2Imj8ezZM6hUKlhaWmLdml/xLCWnpIff/8uX5sDZ2blKy29vb4/c3FykpKQgJSWFS5dKpejVqxfu3r0LBwcHyOVybiKS0pOREEJITcjPzzc4b1JSEn5btQm1cgPhwJMhOzkdQwYMxdSZU8Dn8zFy5Eio1WoIBIJqLHHNUDM+1EZO2mFs/leFGvwIIYQQQgghr0RaWtoL8/Ts2RMAUFBQABMTEygUCmzbtg1JSUmwsrKCTCYDAJ0egt16d8XK+NWwznaBVC1DujwJdYJ8uB6CVcXNzQ0JCQl66UKhEFlZWTh79iyXJpPJYGdnB2dnZ9jb23MzAguFQhoOTAh5pdRqNfr27Yt169YZlP/gnkNwy/WDhFdS31rCFs+ysnH79m3Uq1cP27ZtQ69evaqzyDVGAx40MHZI7+tZn1ODHyGEEEIIIeSVsLa2LncZj8fDiBEjAABPnz7F3bt30aZNGyxYtAQ/rd8InrkDCtOfoJaLPUYNG6LTYGZtbY0vZkzE6ZNnkJWehdZNu8Lb27vKy+/o6IgrV67opdeqVQtJSUk6aYWFhUhISNBpIBSJRLC2toaDgwOcnZ1hZmYGkUgEPp8PiUTyVvaWIYTUPD6fz82ArtG8OOJcbk4u7GCnkyZUiJGXmwcAyMnJQWZmJqysrMAYg0qlopAGryFq8COEEEIIITo8p+1F3IJweE7by6XFLQivwRKRt8XzDVoajQaMMS5N29i3YcMGFBYWon///khISMD/NkXBsdMo8PglQ6YSjvyBLyZMwbT/TIa9vT23PRMTE7Tv2K5ayy+RSKBUKvXSXVxccPny5ReuX1xczA0H1k4KwuPxYGFhAWtrazg6OsLW1hZSqRRCoRB8Ph9isZhmCCaEvBTtDyRWVlbIyMh4Yf5GTd/DxYRbcCmuBaBkQqNs8xQE1C3p1adWq/Hnn3+iVq1aiI2NRUREBKysrN6KEAY0pJcQQmrA8w+ez6OHUEIIIeTNkJeXB41Gg61RO3D/QTx4PCHMzcQYMngAl+fjjz/G/v37IRAI8PsfUZD5NuUa+wDAvnF7xCXGYPUPP2HW3BmvrOxWVlZQKBRlLjM1NUV6erpB20lPT8euP/ciIzUDDs4O6NYjvORhOjsbjx494vJpGwItLS3h4OAAW1tbyGQyrkegNj4gDQ0mhBhCoVBU2NiXm5uLnJwcODk5oVmLZnhw5yFiYq5DqjRBriQT7bq0gYXFv3FSNRoNHj58CADYuXMnQkND4erq+sb3VFaDD7WRk3AYm3/16tVYvXo14uLiAAB169bFzJkzERZWMslUUVERvvjiC2zZsgUKhQKhoaFYtWoVHBwcjNoPNfgRQl4r1KhHCCGEvJ3UajVq166N6V/OxNNMM3g3GAYAKMhLwU//+w3m5uaIiIiAk5MTwsLCoNFoEBcXi+KCXN3tFBVAypMjOzPnlc4W6eLiojdsV4sxBrVa/cJt5OXlYfXyn+EpaAFfcRPkxKfih6VrMGn6Z5BKpXrbzM7ORnZ2NvdQqGViYgJLS0tYW1vD1tYWFhYWXE9A7dA9sVgMPv/17HXyLlCr1VCpVGCM6b23hNQEiURSZrpGo8HG37bgSVwGpAILPCt+iu69wjFk1GBkZmYiPT0d7u7uL7yOeTzeW/EDhIbxoGFGxvAzMr+rqysWLFgAX19fMMawfv16dOvWDVeuXEHdunUxceJE7N27F1FRUbCwsMC4cePQo0cPnDp1yqj9UIMfIYQQQgghpNppe308eBgHO9ceXLqJmQPSk+RIT0+Hk5MTl87n85GWlYm0q8dg5lYbEnMbqIoKkHpiL3iKYoABycnJr6zBz93dvcyHLRsbG+Tm5paxhr4Tx07CEfVhKrYBAFhI7FFQVBvnz15Aq9YtDS5LQUEBCgoKymyAlEqlMDc3h7m5OaytrWFlZQW5XA6RSASBQAAej8cNFX7Te+K87q5duwa1Wo1GjRqV29hCyKugUChw/PjxMped/Oc0shPE8LOMAABoNCrsiPoTPr7esLa21ou9GhcXh2PHToNpGFqFfAA/Pz9069YNVlZWb0eDXyV6+GmMzB8REaHzet68eVi9ejXOnj0LV1dX/PLLL9i8eTPatm0LAFi3bh38/f1x9uxZfPDBBwbvhxr8CCGvHPXiI4QQQt49RUVFuH37NvLy8mAJBjw/qyFj4PF4OHToEFxcXPD48WPcv38firw8CO2s8WjHakgk5hCoAXERH0VQgUGDnJycV1Z+uVxe5v5q1aqFJ0+eGLSNzIxsSIXuOmlSmCMrq+qOo6ioCEVFRUhNTS1zuVQqhZmZGUxNTWFpaQlLS0uYmppyk4Y83yionVX4bXiIf9UEAgEUCgXu37+PwMBAavAjNUokEun1FNa6eOEK3E3DuNd8vhDWotq4e/cu3nvvPZ28Fy5cwsH95+BiFwI+j4+tv/+NL6Z4wtraGoyx6jyEV0bD+NAYGZPP2PzPU6vViIqKQn5+PoKDg3Hp0iUUFxejffv2XB4/Pz+4u7vjzJkz1OBHCCGEEEIIeb3w+Xw0atQIzYLfx+Vb52HvWvLQkp+XgsL8FGzcvgEbj/wKqbUEqVcyUJwjgrV5fYhyNdDYWUOZlA6Bmo9nmkKIeVLw+DydSTuqk4mJSbkzWzo6OuL06dMGbee99+vjwMOzMBU149LSNPfQPqhLlZTTENoGwbS0tHLzSCQSmJiYwMTEBKampjAzM4OZmRlMTEy4hkFtQ6D2TzuUmBoI/yWTyaBWq5GTkwNTU9OaLg55h/H5fHh5eSE2NlZvmUwmQ3FhIQT8f3tLq1AAExMTvbwHo4/Bx20A+PyS3sHerl2xauXPGDFiKDVqA3q9vSUSSbnn5caNGwgODkZRURFMTU2xY8cOBAQE4OrVqxCLxbC0tNTJ7+DggOTkZKPKQw1+hBBCCCGEkGrFGMPO3buwcec2qIoUsJZnI+bazygoUkIpKAbf3QwNetrCOcgeGQ+yEXsyGXXdPoJUYg5nu/eRkn4T93j7AA0PdswR7swHRSwfv676DaO/GAU7O7tqLb+Dg4PepBxFRUU48c9p7PvrEExMJWjW/AOIxWK9405JSYFIJIKNjQ0CAgJw3e8W7t07BDnskYenqBfkC3d33V5/NU2hUEChUCArK+uFecViMaRSKSQSCaRSKaRSKUxMTCCXy7nX2uHDfD6faxwUiURQq9Vc4yCPx+OGGGvzaXsb1iTGGDQaDffHGOPSSud5/l8ej4fs7GwAwL179+Dg4ECzLZMaZWVlpdPgl5qaij27DiAjIxNxuX+igUN3yMQWyClMRiH/KXx9fXXWZ4yBaQRcYx8A8Hh8gImhVCrfmgY/NXhQw7h6R5vfzc1NJ33WrFmYPXt2mevUqVMHV69eRU5ODrZt24bIyMhyh11XFtU4hBBCCCGEkGo1ZOwnOPYsAcI2AVCl56Jw0210CGmKg+kJMO8fhrz/rkHWk0Jc2HENQm8vFFmaIz77LGrbdwCPx4OjXSBy8u9AnZ2DgMIgAIApLCDLMsPOrbswYuzwai2/m5ubznA4pVKJZUtWwgIBsJS4IkGZiPNnV+LzyZ9yjTopKSlY++N6iIvNoYYKEktg5Nhh6D+wDzIzM5GcnAwXlzCdWS/fREqlEkql0qh1+Hw+IiIisHv3bm62YaFQyE0KoB1KrP17Po922LG2RyGfz+caCLV/1tbWyMrK0mks1A43LN04p9FowOPxUFxcDJVKBbVazf1f+2/dunUhEAhw/vx5KJVKLl2b50UTtuTk5KC4uJga/Mgrp9FouMl7Ll++zKVnZmZizQ+/wlPeFgHmLZEpjMPlpD9gbW0DByc7jO07Qm/SHx6PB5EYKFYVQiSUAQDUaiWEItVb1YP1ZYb0JiYmwtzcnEuvqBFULBbDx8cHABAUFIQLFy5g+fLl6Nu3L5RKJbKzs3V6+aWkpMDR0dGoclGNQwghhBDyDtPGVY1bEF5ujFVCXsbjx49x4uENyEaHAgBE1uYQjgvHwcW7IBjQCQBQXFiMmBtKWH4WCR6PB7OIEGSti0ZGYgxsLX3AGENefhqc1E4625bzzPAoLabaj8HW1hYnT57kXp89fR7mrDYczfwBAFJRAIpzi/DfpSshEYrx3vsNcPzIKXgqmkEqkAMAstKT8fuGrRg6MrLMQPjvEqlUiuLiYjDGdBoMXzYmY1JSEnYcjkZWXi48nVzQvWOnKmmIyM7ORs+ePQ2O1VhaTk6OTgOhRCLhGlNOnDiBX//3G2xsrTFq7Eh4eXmBMUYTqpCXplKpIBQKcffuXSQlJek0/v196DhcpM1gKrEFANjIveCuaYSWXXzw3nsNy9yeSCTCj2uWY+yYyTAR+QGMh4LiO1jzv6U13hO3KqmBSvTwK6GdMKkyNBoNFAoFgoKCIBKJ8Pfff6Nnz54ASnoJJyQkIDg42KhtUoMfIYQQQgghpNo8fPgQzN1GJ01kZwmNuhi8+GTA2x3M2g6SFo10HhrloY3w9L8nYGbigNgnx+Hp6YrMuEzguc5kz1gO7Bxtq7X8PB4PQqFQZwhnYsITmIm9dfKZiZyQGB8PZ1EdnE+8g2xVDqQWcm65lcgRtx/fqNayvilMTEyM7hX4ImlpaVgZ9TvEQ7tBaGuF+/fisPTnNfjy0wkv3XiWkZEBALC2tkZmZqbR6yuVSmzbtg0uLi5Qq9Vo2LAheDwefli2EjvW7oXlMzcoWSK2bgzF5FkT8f777yM+PhHLlq5Efn4h6tXzw7Lli2FrW33XenFxMddjkrz5GGMQCoUYMfwTnDh6FqoiHorxDN17hqN2HV+kpaTBWlxbZx0JLJCZoT+Mv3HjxjA1NcXjx4/Rtm1bnDt/FFFR21GsVKJvvxXVel3WhFcxacf06dMRFhYGd3d35OXlYfPmzTh27Biio6NhYWGBYcOG4fPPP4e1tTXMzc3x6aefIjg42KgJOwBq8COEVKOyeorQTLyEEELIu6VBgwbAjCSwzoxr0Ct88ATenrXw9MJtFJrLIa7lgeK0bMieW0+Vlo2CwkzcSYqGujgNU4ZNQ/Teg7h98jps8p2hEBQhyzIJY/uMrtbyW1tbo7CwkHsdHx+PxwmJyEy9DXuzOvCweR8CvghpeQ9gx3eGiCeBG/yQoU5GgToXJoKS3h6MaQBeSUw/CwsLbvjqu0gqlVZ5g1/0ieMQ9ukAkV1Jz0mpnxcKGz7BjZs30bBBgyrZh4ODQ6Ua/ICSBjXtsPDExEQUFRVh49otqJ0fDB6/5HNhmm+Bld+vRpee8fjj92jUco6AiakUD24+RqfQbjh77niVDwtmjKGoqAgymezFmckbg8fj4dixYziy9wJ8LcPAk/CgUiuxfu0GmJlaQKPiIb5gG+o7d4OJ2BKMMWSq7qFeYG+d7ZiYmKBRo0YA/u2Ba2VlhZEjqzeMQk1SMz7URjbgGZs/NTUVgwYNwtOnT2FhYYH69esjOjoaHTp0AAAsXboUfD4fPXv2hEKhQGhoKFatWmXUPgBq8COEvCRq1COEEEJIRaysrDCq5wCsWv471M1rQ5DxDLIriejb72MIhUL8feIf3ItNQFJ6ChSeTpB4OqH4aTqyNxyApcgCJjIVBgwtmQGya48INAiKx+VzV2Bl64Smwf2qvaHCyckJSUlJAICEhAT89uMf8OZ9AF9zUyQrYnApfiss5I4oysuEl/Df4VYWAhskKe/BW9oYDBrcLjyOIhRi04qdKGS5qBfkh249Iqq17K8rmUxW5Q1+mTnZENpa6aQxOytkZb7cMOHnxcfHV9m2MjIyIC020+nVKuZJUZivQPSBo/Bw7AShsKRR2NzUFSmZ8Thy5Ajat29fZi88hUKhFy9MO8FIeb321Go1BAIBN9yYYgy+mRhjePLkCaysrCCXl/QqVqvVWP3Dz3CVN+GuscTsq3A2bQgP65I4qIXFubj8eCvcrRshT52A95r6w8HBQWfbGo0GKpUKjLGSH28A7rVIJHqFR/l2+eWXXypcLpVKsXLlSqxcufKl9kOfaEIIecetXr0aq1ev5n51rlu3LmbOnImwsDAAJbMQfvHFF9iyZYvOL0ylvxAQQgghZWGMYeyIUVAVFOHa7ZuwNHPCzD9XwczMDIWFhZDJZAhnDFlZWdgevRdJ6UfAlCo0rRWANm1D4OSkG7fPw8MDHh4er6z8rq6uOHfuHABg365oePM+gExgBgBwkvogB0/hUlsKxRVv7sGaMYZCk2z4BtbCvQd/Q83UUDAlPIVByClMgzXfC/fPPcZ1nxuoXz/wlR3L60IqlUKhUFTpNhvXDcS+E5dh0rklgP+fpOP0dQR+2LfK9uHm5oZ79+5Vybbs7OyQL8gCUz7X81XzDGaWchQWFsFWrtuQrdGIEB0djdq1a8PT05ObCRgoaYDZuXMn3nvvPfj6+kKtViM7Oxvx8fGwsbGBp6cntx3teoWFhVwDoVwup6G8b6jTp8/gkyGjgXwRVHwFWndqhbnfzkZOTg6kUgk07N8JZTLyYxHkVtKDjzEGEV8Ce0tP1GtpiaCgdmVOIFRUVMTF/tM28AkEAp0QB28bBh40RsbwY0bmf1WowY8QQt5xrq6uWLBgAXx9fcEYw/r169GtWzdcuXIFdevWxcSJE7F3715ERUXBwsIC48aNQ48ePXDq1KmaLjohhJA3gEqlwuXLl2FnZ4f2IW0AAPv27QMAtGzZEk2aNMG5c+dgZWWF9k1b4Le1W+EkaYTCeDHWrt6Ktp0+QHCzpjVWflNTU2RllcS1ys3Ngz1fdxIIU74N3mvcAP9kn8Ljx1kQFcuQKX2Mlh2C0bpdCADg+NF/cGjHKWSIU2FjXgu5BUnIyEvDqWNn3skGP4lEgoKCgird5geN38fN3zfh8c9/grk7gt2MQUjdBlUaX8zR0bHKGvzEYjFCOrTAiQNnYFfkBRVPiXSTWIwcMAy3b9/DjcuX4WzXBACg0aiQnXcXHh7tcfDgQdja2iIiIgICgQBPnjzBiRMn8OzZMxw7dgzHjh3T25efnx+CgoIgkUi4XnzanrHPT+RA3iyFhYUY0n8YXNMbQMgTAwCObTmPzwu+QItWzTF63Aj0PTwcfqLOKNYooFDlg4Ehp/ApHqT/A5FQigJlJjIzbCqcLVwsFkOj0UCtVoPP57/1k8q8iiG9r0qNNvhVRa+ShIQEjB49GkePHoWpqSkiIyMxf/586o5MSBWiYbtvt4gI3eFE8+bNw+rVq3H27Fm4urril19+webNm9G2bVsAwLp16+Dv74+zZ88aHTiWEELIu0ej0SAmpuyZdE+cOIGePXtyPei2b92NOpYREAtKGiOsZK44HL0NTZo2rpEHzNJDJP3r1cGTM7FwENUCUBKXL1uQiFq1PkT/X/ojJSUF+/bsQy2fTjqz8D7LzwNPKEJm4WOk5j+CkPGh0WiQlpb2So/ndSESiaq8hx+fz8fIjz5GWloa0tLS4D6odZXM0Ps8KyurF2cyQqs2LVHb3xeXzl2GiaktmgZ3h4mJCezt7REftxkPH2+HWGSJ/MLH+LBnZy7uY3p6OtatW/fC7QsEAvj5+aFx48YQiURlNuxRY9+bSaFQYP/+/ZDkWHGNfQDgrPbFvl0HcPqf83D3dENQM39cOr8DmWkZsJf5ICbtFDKLHqOhd1+IhFIwxhB7929cu3oNDRqWH+tS29jH4/Heqhl5y6JhPGiYccdobP5XpUZbxV62V4larUZ4eDgcHR1x+vRpPH36FIMGDYJIJMK3335bk4dGCCFvJLVajaioKOTn5yM4OBiXLl1CcXEx2rdvz+Xx8/ODu7s7zpw5U26Dn0Kh0Pkin5ubW+1lJ4QQ8npSKBQoLi4ud/nzD4+KIjXEFrLnlvEhE1gjJydHpwHtVbGzs0N2djb3OjSsA1Y/+AmPMtMgUpniqeoexGIxli/8Af6BhzB/8beYMm0Kjhw5orMdpVIJBStEA5/ekIjMkfUsHjGxh5CTkc3FUXuXSCSScq8Jxhji4uJQVFQEHx8fo+OE2dnZwc7OriqKqePhw4dcfLSq5OjoiPBunXXS+Hw+hgwdiJycHOTm5sLJycmoDi18Ph9BQUGoXbs2xGKxweeQMYb09HRYWlpSfLbXkFqtRmFhIbKysnDt2jWcPn0axRrdhnM1VOAppfDld4IitgA3Hp1Gg4b+iL9QBCdpAG5kHIK9pR9E/x8fksfjwc26OY4fO6zX4GdtbY1evXoB+P8h8ng3eoSqwYcaRvbwMzL/q1KjDX4v26vk4MGDuH37Ng4fPgwHBwc0bNgQX3/9NaZOnYrZs2dDLBaXtVtCCCGl3LhxA8HBwSgqKoKpqSl27NiBgIAAXL16FWKxGJaWljr5HRwckJycXO725s+fjzlz5lRzqQkhxiirtzYh1Y0xhpiYGFy5egVqtRr16tbTmZ1WKpVCpVJxr0ViHorVRRAJpNz6haosmJubv/KyAyUx2xISErjXYrEYn00ah8TERPxz7ASUV53goagHnoKPpNPxGDV0NI6cOAwzMzPk5eVx6z15nIoAjy6QikuGzVmbeSLbtg6epT1CbGwsfHx8Xvmx1SSxWFxmg19eXh7++H0Fmjcuho0VsO5nFdqHRqJWrZo/P2fOnEH37t1f6T4tLCwqHGpZFjMzM3Ts2BEWFhZGNRIePvw3JkycBsAEKtUz9O3THXPmfAUAOvECyavFGENhYSEKCwthYWGBqKgo7rPj4+ODAvmfyM/JhZxvDg1T457yIjysGqGgOAd3so+DxxPgnyMXIOdbwUkaAEcTH+RDUWof+o14fD4fgYEl4QYUCgXXAPy2N/YBb1cPv9fm3VKr1diyZYvBvUqAkko3MDBQZ4hvaGgocnNzcevWrXL3pVAokJubq/NHCCHvsjp16uDq1as4d+4cRo8ejcjISNy+fbvS25s+fTpycnK4v8TExCosLSGEkDfFlStX0GNwT1yW3cB1y7tY8vP3eBT7iFvu6uqKzMxM7nXXHmG4k7UbGfnxyCl8intZexHSNrjGwvU4ODjg0aN/y5uZmYm4uDg4OTkh/kEiPDWB4PME4PF4cIAnkuPScPnyZbRq1UpnO2q1BjKxbsONTGoFJlC/kz2phEKhTkOvVvT+37FyngbfzZbjy8/k+DvKDIejN7wWEwQUFhbCzMwMZmZmNV2UcllaWiIiIgI2NjZGfWYyMzMxeswXsLGLgL1jGJxcemHz74ewf/9+AKDGvhqgVCqRm5uLmzdv4q+//sL27duRn5+vM0ydz+djzIRRyPOMx13ZSdwUH4VYagZbmQduZf2NAOdOaOTeC8GeQ2Aud0J83lXYytyRmnkbiuJnAEoa+xIyj6NNuxY6+x8+fDjq1KkDANxw8Hehse9tU+OB7l6mV0lycrLeLJHa19TzhBBCDCcWi7neBUFBQbhw4QKWL1+Ovn37QqlUIjs7W6c+TklJgaOjY7nbk0gkenGPCCGEvHs++88EvPdtMGS2JgAA91AvRH2+DVNGTwaPx0NOTg6CgoKg0Wgwd+GXUGqKUCxguJu7F97uvhg4sBvc3NxqrPxisRgqlQoqlQq/rPkV2UkFkECOPF4q1Eo1eDzdB2AhE+PkyZNo2rQpBAIB1OqSGTIbBdXHxRNX4W5bMvkIYwxPU69CZiWEu7v7Kz+umiYUCqFUKvXSC549RVCDf4fNmpny0SiQj7S0NL3nvpdRWFiIQ4d3IDn1EcRiOUJadIOXV60XrpeUlIQePXpg/fr1VVaWqiKXy9G5c+dKxS3cuXMXpDJ/CAQlI+R4PB7sHJpjzU+/cvH1X8ajR4+gVqvh4+NDjYflYIxBqVRCqVQiKysLt27dwuPHj7mhtABw69Yt+Pv74/Tp01yalZUVxk74BEBJD9mFc77HhadRUGtUuJt0CL6ObWAqsYGH9fs4HbcWIrEA1lYWuJm4BSYyM4CvRkjr5qhbNwAAMHLkSFy+fFmnbO9aQ58GfGiM7BtnbP5XpcYb/LS9SnJycrBt2zZERkbi+PHj1brP6dOn4/PPP+de5+bm1ugXCUJeBzQxB3meRqOBQqFAUFAQRCIR/v77b/Ts2RMAcO/ePSQkJCA4OLiGS0kIIeR1xhhD2rN0uNvW4dJEcjGENmIUFBRALpcjLS0Nq1atwn/XfosPZ9WGpaMM57Y9xp2TGUjIugNH54H44IMPcO3aNRQWFr7S8ltYWHDxaA/uPwRNogVqi4IAAGqmwrmi7cjmp8GSXxIvTsEKoZYpYGVlBYVCgZYtW3IzpjZvEYx79zbgdsIOSIU2SMu+BwsLKcZNHPtONoAIhcIyh/SqNEIUFWkglf778Pz4qQb+71Xd5BuMMazfsAyDPyuElQ0fTxMz8OfGnyEQfPLCxtcDBw5g6NChVVaWqsLn89GlS5dKT1IiFksAptZJ02iKX/rH27S0NPSI6I2cp0UA40FqDWz/ays9ez9H+507MzMTV69exZMnT8rNm5CQgE6dOpW5TK1W4+D+wygsKoIcFvAWBULGTHHj8V4EefUDnyeAjZ0VWnevi8jIRbh9+zYKCgp06h9tj75GjRpV7UG+YdSMB7WRQ3SNzf+q1HiD38v0KnF0dMT58+d1tpeSksItKw/1PCGEkH9Nnz4dYWFhcHd3R15eHjZv3oxjx44hOjoaFhYWGDZsGD7//HNYW1vD3Nwcn376KYKDg2mGXkIIIRUqKipC8bNiaFQa8IUlDTiMMSgyi3Ti+P284QcMW9UQNq4lk3V0+aI20hOvITutGAuWzEVw05bo3r07zpw5gydPnqC4uBhyuRxCoRA5OTl6++XxeJDL5Xj27NlLlb9WrVrIyMgAANy8dgc+whBumYAnhLPMF6km95BRGA8BE6FIkothowaDx+Nhy5YtGD58OExNTbFnzx7w+XwMHxGJtLQ0ZGRkwN29G0xMTF6qfG8ygUBQZg+/xu93xMjJu7H8a1OYyvlYs6EAEHhW6WQZMTExqN0gH2u/V6M4xxV8Jkeu6h725W/FJ59MqnBdlUoFpVKJ9u3b4/Dhw8jKysLZcxcBxtC0aeMamVgGAD744IOXup46dmyPL/8zFxaWvhBLzKDRqJCZfgorlv33pco1ZOAwaO7bwUVkCwAoeJyLj/oMwj9njnJ5GGMoLi5+Z+PvFxYWYseOHSgoKHhh3tzcXBQVFaFx48a4ePGizrLf1m5CbqwYzZw+QrFGgTsZR+Gs8YAzzwMpufeh4j3DBy0bo169esjNzUXTpk25HyS0QkJCoFarwePx3rlefc97m2L41XiDX2nG9CoJDg7GvHnzkJqaCnt7ewDAoUOHYG5ujoCAgBo7BkIIeZOkpqZi0KBBePr0KSwsLFC/fn1ER0ejQ4cOAIClS5eCz+ejZ8+eUCgUCA0NxapVq2q41IQQQl5XarUap06dwqNHj9C8YTDOzzuLgLENwRfxcfeXGwjya6QzK22h8hnX2KflVs8cT3c+hbuXGf766y8EBQWhffv2UCqV4PF4UCqVEIvFePDgARhjcHV15WLhabet0Wig0WiQn58PS0tLFBUVITk5GfHx8UhNTeWG25anqKgItrYlDRVSqQTFhQqIef+WUyNUoXP3ThCLxTAzM4OLiwvXW0aj0WDz5s3o27cvRowYgcuXL+PSpUvVNoPsm4bP55cZw8/PvwF+uXwB/l0fQ6PWwNXWBSMjPwZQdRNH5Obm4valYshzu8BJWtLTTKUOxoUH63Ho8G7EJ9yFra0TWrUIL7MBTygUws7ODrdv30XUn/th7dQMAA/nV/2GXh925IZGVhe1Wo2LFy7i9s0HcHZxQN/+veHt7V3pWJBFRUXIz8/HkMF9sWXLDvB4YkgkQnzz9ST4+/ujoKAAYrHY4JiAKpUKjDHk5eXh/p1H8Ba15JaZCMyR8PQu8vLyYGJiArVajdzcXEgkkneywa+wsBD79u0zqLFPa/fu3ejTp49Og19ycjIe3o2DOc8ZOaIUWEmcUc+2A64l74UT3wOJz86hZatmaN2mJLboo0ePyuzFd/36dfj5+b2T78XzGONDw4xr8GRG5n9VarTB72V7lXTs2BEBAQH4+OOPsWjRIiQnJ2PGjBkYO3Ys9eAjhBAD/fLLLxUul0qlWLlyJVauXPmKSkQIIeRNlZSUhE59uqHI1wrFYh6Kzj9Eqwbv48GCu1Cr1QgJao4GgQ101jGRmCLpXh6c65RMhsAYw/3TGeCBQVUggKWlJZKSkvDbb7/prCeVSlGrVi2IxWJER0ejqKhIrzxCoRDm5ubIzMyEQCDA6ZPncOrEOfB4fPjX9cWXM6YgKysLycnJekOGMzMz4efnBwDoGN4Of67fDx8EQ8gTI6P4CRLzHmLXb1mQCU3BTIswYtwwWFlZces/e/YMv/zyC/r06VNmT8R3WXmTcGzcvgkWPR0Q0PJ9MMbwaPt9bIr6HSnxmVAWqcETaNAxtA3ebxJU6X3XqVMHWzcL0dT132GlQoEEZiInuPqdxYRvTXH/dgyWzl6Kgf2+0IspX1BQAJlMhh0798Gr3sdc3DsLm1rYsWs9AgL8q22YNmMMq3/4HzQ5drCR1kNcSirm3pmP9u3bQyb7tzG6uLgYjLEXNtwUFBTg9OnTiI2NhVAohK2VFYRCEbr3iEDLls3x3Xff4cyp83BzdcWkqZ9zQz7Lk5eXhytXriA2NhYKhQJFigK9hlrGUyM/Px9mZmbIyMjAzp078cEHH6Bu3bo6PwS87ZRKJa5fv46srCyj12WMcTOBZ2ZmYvWyn+BcXAsynhmepF9DmiwWvlbNoIEGGSYJGD16eMn7UVQEmUwGtVqNp0+fwtfXFw8ePOC26+fn906GGHib1WiD38v2KhEIBNizZw9Gjx6N4OBgyOVyREZGYu7cuTV1SIQQQgghhLyzhk8cC9XHjWDmXtIzTt0xEKdm7cKMcV/oDBFLT0/HlRuXIRFL0D2sP379bDVaD/WArZsMJzYmIDOpEP7vWcNaEKjTkPG8oqKiF84or1KpuFmA9+05gLsXMuFp1hk8Hg9J1xIxeuSnWLFqKerUqcM9QCcmJnIPw9qGOj9/PwQ0uY/TR/dCxJPBTGyDpo69cS11P+poPoAyoxDr/7cBE6aM19m/iYkJzMzMdGb6JdCZiAAoaaDatnMjkpJvQbxDgsyriQgY9QFcO3rg4I/RaFxrMERWMmiYGof2/QU7ext4enpWat9yuRwymQnUGhUE/H8fh5kgD6HdTSAU8RDQQIIx04qw//dohIf11Vk/KSkJ7u7u0EDENfYBgEAgAnhSqFSqapt5+cGDByjOkcPTvKTB00RsiYwCEb5fsgzffDsXarUaKpUKGo0GIpEIGo1Gb2imRqOBUqlEcXExTpw4gcePH+Pp06f436qN8DRtDYnICuuXHcbypT+AFQnhLGyArOtZCDvQAyv/9x3CwnVjyGl73apUKuzZswd5eXncssD36iL+wk24CuoC4CFZdR92ztbYvXu3zjbq16+vd0287fLz83Ht2rVKratSqSCRSJCXl4dd2/6CV1EjmAmtkK56ggJ1Np7lZeJsfhzUAiXsrJzx+8ooSBWmyJNmICS0JVq1bYUrV66gc+fOOg1+73rPPi01eFDDyBh+RuZ/VWq0wa8qepV4eHhg3759VV00QgghhJA3nnZCJpqEibwqccmPIXP/d0ijwEQCgZsVsrKyYGNjAwC4eOU8Ttw4jAYDnJGfp8aO30+gX9ehOLYzGsmpDyETS2Bv5YiHFzSQSOKhLNyDiC6dDB5SWJ5LF67Dz6wH14PFSuaGyw/PoHfH/uALeHDxccann49FnTp10Lx5c9ja2iIuLo5bPz42EY0dekLE/3ckkZNpHWQUPIWD0B0JWUUoLi7WaewJDg7GxYsXy+3R9q4q3bizbecGNOiRi8Ht6wEALhzMxPHVZyD3tIe7bTOIhCWNvnyeAK5WLXDsyCkMHupZ6f2HR3TC4T2HUcuiNYR8MZ7k3oCDVy6sbCy4PLXqiJCZmay3bnFxMaRSKXhMCY1GBf7/NxpqNGowTeFLX6cViYtLgLJIgzR+DGzknuDzBDCXOOHSxWvQaDRgjOH48eNo3749N2z6+Qa//Px8XLx4EVlZWUhLS+Pehz27olHLrB3k4pIhzI7yeoiNPYcPHPqD//8zUVto7DH582no1DkUCoUCUqkUxcXF4PP5EAgE+OOPP/SGpkZ0D8dh2d+4dP4IwIC6jf0RHlH2rL/aRkM+nw/GGNdo+TZSKBQ4e/ZspdcXCARcj+TU5DT48H1QqHmGeOVtNGDNIOAJoNFocEt8DopEBm9VSa9qVlQLx/efQr2GJZ+zgoICJCcnIz8/Hw0aNCh3f+8aDTM+Jp/mNW2vfu1i+BFCqg/NxEsIIYSQ6iSCAJpiNfiif4fmqdLzuEkX1Go1jpw5iN5rG3ETebg3tsGx/xzBp6NLJkw4dvwkzl1KhE+DjuDxBUhIuYZf12/G8GGDXq5wZTyQiZgUHs/cIePJkXLtMTas3YjuvbsBACwtLdGuXTsur1AohIapAPzb4KdmKkhQ0iih4al1hiSamJjAy8sL//zzz8uV+y30fIOfWq1GRl4i3mvvwaW939Ea0ZsfQMXEEMFGZ10ej//SDaiNmwRBJBbhyKHDKFao4OXnBsh0H40P71bCu5Z+I0hsbCzq1q2L8M7t8de+32HnFgIej4e0xOMI69Su2oZExjyMwcnDp2BV6Iq8Z7F4xE4h0C0Cz4pT0bNVMG7duoWbN28i6clTfDlpJhQFSji6OmD1zyvg4+ODwsJCnDhxAgkJCXrbzs7Kho303+HoKk0RZAILrrEPAAR8EfJyCvHXX39Bo9EgLS0NLi4uKCoqgkAgQH5+Pv4+fAznz10BGODl7YaevbqhY1gHdAzroLdPsVgMa2trZGZm4vfff0f79u1hZ2fHNSK+rY19QMlw/8TExEqvn5qaCn9/f1y8eBF29rbIy8xCevFjuDMfCHgldRCfx4dbkS9SkQRt5zMejwerPEfcvHETTs7OaNasPeRmvlAq8rB7dzTatWsHBweHqjjEN5qmEjH8jM3/qlCDHyGEEEIIIaRKTB7zGWb8uAwWkc3Al4qRtesSatu7cbPyZmZmwtbXFA+OpuDShiSoFBp4NLNEkebfnkGnz1yAu38kePySB1dbx4aIu3UL+fn5LzVbq08dT6TFPIC9vDYAoECZjaKibMh4/gAA+2IX3L5xhWvwy87OhkKhQEREBP766y+06xiCnRsPw9ekDfg8/v+xd9/hUZXpw8e/Z3pN74UUEkJvAULvRVBAQVGx90XUVbe4uu67fd32W8u69l7AQlFAitJ77yUEElJI7236zHn/GDMwJEASQlGfz3XlWufMOc95zpQs58793DdWVz1lDSfprx5NESdJ65nql03VrVs3rFYrTqez3XP+sTo74CfLMgpl8yCZs86BNttDpfUg4e40VEoNsixzunorN08ee8lz6NO3N3369vY9XrkKnpuzjzGTZY7uV3IqM4S77xzR7LiamhoAMjIGEhUVwabN25FlmWn33kRMTMwlz6slsizz+cdf0sM5CtX3gbBITzyHC5cQmxxFRNRktm3bRl5eHl+8t4QkdwZKSY31cD1TJ93E0lWLOXDggK/r9LlSu3SmLPMk4cZUAJSSFourGo/sRvF9AMnlcaDUeBtENDl9+jQFBQUcO3Kc4pISKk8r6RJ2C5KkoKIwi/ff/YSfP/Uot99+O0qlErvdTmZmJgcPHmT48OF07tzZbx5ut/tHX8dPlmW/ZbTtsXnzZmbNmsWhQ4eYfstUXvvPm3hqVJgwNdvXjX9zHJfGTkBAAJ99/hVJne9ApfL+AaO+vog5c37OokWfXdLcfgw8SHjauES3rftfKSLgJwiCIAiCIAhCh5g57UaOHT7C4heX43Q6Gd6rH8OnDvU9r9PpOLa5mMMb64jT9yY5qC+VG49TUb3Zt49HlnzBviZKtQGr1XpJAb+bZk7jo/fnc6zwKMhKqqtL6OUa6Mt+kZE5Nzlr+fLljB8/3te8Y/T1taz9bgWyG5xuO4ZgFdmqnfRJ781110/0OzY4OLhN3Td/KlQqlV+HXpVKhV4ZSvaBBjr38QYssnbXExWUyP13zeV4ZhYLvlyIAj0ut4WRo4eQmpra4fO6btJMystHkrM/m4SISEYNSmwxW6/pPTUYDERHRzPrlps6fC7nqq+vR+nQoZLOZL3pFSY0SgVzHnvQl/G4euV6oh29UKq8++mVZnR1Eezbuw+V+vy3/tddP4FXT76Jpa4MNYHUuE7SJ70Hx06sIkrZC1n2UOI5yKy7bvQ77vN5C8jLqiJIlUKdDaptBcSGuFApNYQFdOFE2VH69++PSqVCkiT0ej19+/ala9eu6PV6XC4XSqXS9zr/2IN94K09mp2dfUljeDweSkpK6NOnD3a7naef+znfrviOXev3EOQM8y7plT0UGXNwSU5sDRZ0koFaKrEE1xARGYFWG+EL9gGYzTFkndhxqZf3o+CWJdxtXNLb1v2vFBHwE4QfGbFsVxAEQRCEq8VqtZIQ34kn7/9Zs+ccDgcvvvMW6kkTMXftTMWRk5SuXsiA6FuoqM+kpqaGoKAgYqLCqKvKJSAk0XucvQG3o8pXA7C91Go1Dzx8N1arFZfLxTv/exdnrh09RmRZpkiXw8ChA/yO8Xg85ObmkpycTGZmJoOHZjB4aEarzpeXl8eIEc0zxH7qDAZDs6zHW2fcx/yX38OlLAAZNHIIt828D4/HQ1rXLjz3/C+w2WxotdpmTSg6Unh4OOHh4a3at66u7rLN41x6vR6n5N+F2iN70Bo0fkEyu82GUeG/FNbjksg6nsWvnvkVX3/9dYtdYXU6Hb/49ROcOHHi++7UwwkKCqK8vJxtW3agUiqZOexBQkK8Nf5kWebkyZOcOl5GWvAUAMJNyRTXHaOwYg8JkUMAMBoC0Wq1foFTSZLQ6XTY7XaAy1rz8FpjsVhYtWoVjY2NlzxWXl4egwYN8gUPb7r5RlK7pPD1l0vBLmEKMTBt4vWEhYey5MtlFNU1ENMpmsdvmYtCocDp9P/8ut1ONJqfznvxUyHeUUH4ARJBPUEQBEEQrjUul+uCXXO37tqJfVBvTMO8QTXTyIE0WB2U7j+O5Nbx0ouv8dDD93DbrTN4860PqC3fh0KlxdFYxH333tZhtdGauv4+/PhDfPr+PI4X5oBCpv+gvoyb6L9UVKlUMnDgwDbX4YuNjWXIkCFs2LChQ+b8Y6LX65sF/AwGAw/c9Rg2mw23283S5av450tvgKQgLNjEvXfehsnUfLkieJeBZmdno1AoSE5OvqwBwbMFBga2GDy7HNRqNb0G9CBv5zEi7Z1x4yZfdYixE0f77Tds1GBWf7aDZMVAADyym0plDnrjFDIzMxk0aBBGo9EXJLRYLNTW1lJSUsLJkyfp0qWL33jh4eFMu/EGv23Hj2exYMFS3G4dDY015LKbxGDvdzrc1JlDJStIiASbow6dye3Lxjx7GbckSVRVVVFQUECvXt5O3PX19ej1+h9tANDpdFJcXEx5ebnf9iOHj7Bq2WocNgdJqYlMnznVVwLhQqqrqwkMDOSGG27g008/xeVy0bN3T3r27onb7WbKlCnk5+dz7Ngx5j49p9nxneLDKC7aRmTUQNxuB2Ul6/jjH57sqMv9QRM1/ARBEARBEARBEM5itVrJyso67/O5RUVoRvbz26ZO60Tt7n3UWYrpl3w7H7w7j2ef/wVPPfko5eXl2Gw2YmNjL0sQx2g08vBjD11wn9GjR5Odnd3mAvsBAQG+QBR4g0ONjY1+S1l/qs7O7mrpucVLvqHAEkj8iIcBaKwq5K33PubpJ5oHLYqKCvli8dv0H6PC5YTlb8jcceujl5wN2hq33HILb7311mU/T5NpN92A63oXb7/2Lh5kpk+6jm7du/nt06dvH/JOFXBoz3doMWGT6rjpthswmUzNusKq1WoCAgIIDAwkNjaW/v37o9Vq+eDDj3nr7Q+w251065rC1Bsm4XA4AG+X3/mfLSE17U6U39dUPJm5lPKGHMJNydTZipGVFoobN6DRO5j/2Yd4PB4UCgVutxuVSoUsy5SVlbF06VJOnTrFb55+FmOAkdHjRnHPPfeg1+tRKpXNMgN/6BQKBTU1Nb5GJQDHjh7j6w9XkOxKR4Waql3FvF74Fk/9+omLjldTU8Nbb73F+PHjiY2NJS8vz/ecUqmkqKiIoKCg8x5/xx2zWL9+I3v3fkF0TDR/+fPPmT592iVf54+BB6ntXXpFDT9BEARBEARBEH6MZFmmtLT0ggGtbklJZB04hjoqwrfNuucINUWHSIkZjVZjQq+KprCwkPj4+FYvrbxcYmJiCAgIYM2aNW0+tl+/ftTX1wPeLKmbbrqJkpISlixZ0tHT/MHR6/XnDfgBHDl2gqghD2Crr6CxsgB9YBQWt9q35Ptsi5d+yHPvBBEY6r2tLZnl4K1nP+She59u19y2bVvN4UObUas96HSR3DD1nhYzC48fP05aWlq7ztFekiQxfuJ4UtNSyc3NPe9+0266geuun0hdXR0hISHnDZY7nU4qKyuprKwkJycHhUJBfv5p5i/cSFTiVAIUKrKLTvLJp18y6/tGNgcOHiI4pC9KpcY3p07Jo8k5tASFUkGj9hjfLfkas9lMYmKibx/wZgCrVCqcTicHDhxg5bKV7F97hPDGeGqkGl7c9jK1tbXEx8cTFxdHYmIi3bp1a3HuP0SSJJGenk56ejrvvfceLpeLb5etJsnVD7XkfT1DpRjqKkspLCwkNja2VeMeOnSIPn36+AX8AIqKihg/fjzbtm1r8TiFQsHYsaN59dVXqKysZMOGDVRUVBATE+ML0v5Uye1o2iFfowG/n+67KAiCIAiCIAhCh7BarezZs+e8zzudTnp170HwyXxqF6/AduIUtZ8vx7H9MCGGRGJC+wDg9tjRaDRXatrnJUkSGRkZrF+/3m+7x+OhoKCA0tLSCx6/fPlyQkNDueOOO5g0aRJLliwhIiLCVwOtvWw2m69Bww/VhTL8wBs8Lji0gryT39EY5qGweBvVVcW43W7fPnV1dXyz4itUxlpfsA8gKl6DS65t17x2796MXrOObxZLLF2o4rfPFPP5Z/9tcd+mpdrDhg1r17naq6Gh4bxLm8+m0WgICwtrU9DG4/Hw6fyFRCWMR6HwvqaBoSkUlVkYP348119/PWqVEtnjOuc4Fxqzk/G3dmb95m/p3bs3SUlJSJKEJEm+z2vTMlWNRkNGRgZH9mSS3NiLACmYUCJJrunNwnmLve9/QQGbNm3irbfeYs+ePT+KTteyLPtei6Y/jNhsdtRo/fZTuXU0NDS0etzS0tIWM/kqKirQarXND/ieRqOhR48eGAwGduzwNutoChr+lIN94G0c1Z6fa5HI8BMEQRAEQfgROLu+a+7fr2+x3qsgXA6yLFNVVUVtbfNAi9PpZN7HX1CQV4oCJYYAFdMiOrFv7S5qy6pwqkLpFu+tEVbTeBqlzkpkZOSVvoRmRo8eTX19PdXV1bhcLr7+6hsOHTpKfU09IcZYGm0VuDx2Ro4ZxsTJE5oFKWtqali6dCnh4eEcO3YM8AbrzGazbzlfWxQUFPDpu/PxWMCtdDJgSH8mT5vcIdd6pWm12gvWvouJCuW4pYGom2d7N/QZQOX6VZzKyyM0NJSysjI+XfQ6kx4OIOejc4NPMk57+268Dx7YwML5GpRK7/F9e2vommahuLiY6OjoZvtv376dwYMHs2XLlnadr61CQ0Pp3r07mzZtumzncLvdSAr/EIHTKfHhhx/yzDPPcOutt7J8+c8IDu2GVmvG43FRWb6ZefPfY+DAgc2+B01BrrMDSFarlS1btqCoV/st2dVKeiz11mZzOnr0KOnp6b4MwR8qWZaRJInKykrftm690ji9IZ9IKQEAt+ymTl1KUlJSm8a22WyEhoZSWVmJ2+3ms0+/5MSxHP7xp5cIDjNz132zMRgMaLVakpOTSU1NRavVUlRUxMKFC7HZvA1hhgwZ8pPP7gNRw08QBEEQBEEQBAE4cwPfkkULlmArDqNHsDcTqsFewY4t23j6V48DsH79JrZtXoDHA1ExYTxy+31XbN7no1arSU1N9dVn+/ijz2isicLeqKBX1DSOF31LqqIvJkUQuWvyefXYazz1zM+b1RurqKigoqLC99hisbTrRtrpdPL+ax/SuaovGkmLLMscXptJeHQ4AwYOuPgA1xitVuurCdeSsIhwioNi/LaZ+wxg375NDOjfn1VrF3Pv3yOIStJTkNnAF6+Vc+MDobhdMvP+U0O/XsPbNS9Z9nBucqnRwHnnWlNT067ztEd6ejo9evRg586dF1zOeyFut5v9Bw9wuqyM7p07k9I5pdlnNjUlieKyI4RG9gTA6bBgazxNdHQ0xcXFJCYm8tBDd/LZZ4tB0qDTKvnjH55i8ODBLX62JUny6yJstVpZu3YtOTk5NChrfEEwAJtswRRoaDZG//79gR9+1llTsFKr1aJWq3E6nUy+4Trezn+P7OLdqN166tXlzJx9U5uznLds2cL/3n+fk3l5NFTXEtIQT5+gmwCoLivi0w8/55tVX6NWqykqKmL16tVYLBa/McxmM8CPqm6iIAJ+giAIgiAIgiC0k9vt5vTp0y1m9wGczDpFt4CZvscmbRhFtUpqa2sJDAxk9OgRjB494kpN96I0Gg0TJ07kwIEDANjtdooKq+gUmUGV6gQlNUdIUfQmUBkGQLQqmfxKC8ePH6dr164XHLusrIzIyEhOnTrVpjllZmYS0BCORvIuz5MkiThrCpvWbvnBBvzO7th6rqjwMA4Ul0Fiim+bs6KMqDBvI466xiqikrwZd1MfjWPL4nJ+c3seWoIYPnQK/fsObNe8kpL78un87dx1h/d1Lq9ws32ngocfiW9x//z8fOrq6tp1rrYwGAykpKQwf/78di9tdTgc/PvN17F2T0FKjmH3/l0k7trFA7fP9tvvxulTePudDzl1aD8afRAOSwn33n0rCoUCj8eDWq2mT58+DBs2jJEjR6LVanG5XH5BvXOdHUCSJAmbzYZWq2XYuKFsX7WL8IZ4nAoH5UEFPHzHA82O3759OwkJCajV6gsuUf2h0Gg0REREUFhYiFqt5tGfP0J5eTn19fXEx8ejVqvbNJ7NZuOxZ59FdeONaMaOxVxdTem784h31aNTmQnWxrA3eycLFy684PvUFJBseo9a6hR8doD2x6w9S3TFkl5BEARBEARBEH40HA4H9fX1rVpi6HBZkPGgVZmQZfmazNbR6/XMnDmTkydP+mpaOZ1OFAoNSqUGp9uG22XBpOjsd5zWbqa8rIKLxPvYvn07t99+Ozt27LhgwOtcCoUCJP+6fTIySunaew1bQ6/Xk56eTr9+/VCr1bjdbt/nQZIkpk2bxo6p06nLDkWfnIqtsADN4V38fd4nhISEsHbTN5zOyiOuiwFJkhh2UziHV8u8+OdPCQ4O9tVJk2XZV/fv7CBF0+evqcZc08/w4cP51z+fZdX9+wgOgqJiE//3n9fp2rUrCoXC70eSJGRZviJLTDMyMjh58mSrg31Op5Pjx4+jVqtJSUlBqVSybstmrIP7oh/U17tTl2Ry5y8hLy+PhITvl5O63cz/5EuqS+pQyCo8cgk/e+QewsK8we2oqCjMZjN6vR632+0L3KpUqosuA3U4HGg0GnQ6HdHR0VRWVjJ24hjSenRh19bdGM1h3D18Zov1Cd1uN/PmzWP27Nk/+ICfzWajsbGx2bL+8PDwdjcp2rlnDwwYgCYqCgBVcDDmGyeRv/AAXVSDAPC4ZWw2G0aj8bzjVFdXs23bNiorKwkICCAjI8P3ejcF+n4KwT74vktvG5twiC69giAIgiAIgiD8aDidTr7++mu/Zgrn6tI1me375qMMDEZSKHBXVhMZavAtH7uWjB07lh07dnDixAnfNpPJhErtwOWyo9GZ8dhslNrziVWdCfrV6ovpkjbuouO7XC4cDgeDBw8+b+fMlqSlpbHI/BX2CitaSU+1XM4J5SFMlUZeffF1br3z5qve0bgtPB4P69evv2Atwwdm38aqdes5uXg7nWNjmPnwgxw+fNjbWXTE9bz8u78w8g4bobEqNn/RQNfEodTU1FBbW9sskAdnAn5NgVZZlpv9tyzLzLr1ZzQ0NGCxWAgICKC6uprNmzfjdrtxu924XC5cLhdutxu1Ws2MGTMu86sFERERviYhF5Obl8t7iz5HldEFnC7kFUt47K77yTyVg+a26/32lXukciL3lC/gt+Srb2gsDKJ78FAALI4a3n3rI3797FNIksT8+fMZNGgQISEhviBg0+vaUrDP5XL5sgJtNptvmaper/ftExsbS+wtretGW1FR0aqGJdcqu93OsWPH2LVrV4eOW9vQgHTO918VGIgVC3a3BZu7AYfccMFgX5NDhw4B3g6/I0eO9G1vCnBfKPvvx0Rk+AmCIAiCIAiC8JPlcrnIy8vzdZs8n8rGOkInTscQkwiAvaoU9+4VV2CGbdO/f39UKpVfsK/JfffP5t23P0ajD6DGXkOOK5d6uYogKZw6fQndB6W2utHIoUOHSE1NbdPcVCoVDz3+AJ++N5/aqjrsFifp2omonRosefW88dLb/Pr//eIHk/2kVCov+rkxGo3MuME/QHX2svGH7/kFe/buoHhbNcO7p9OpUyfy8/M7dJ7l5eXnfU6pVDJx4kQyMzM79JwtcblczJw5k6+++uqCWX6yLPPxkoUE/PYWlEZvUM0xvDsfvf8lSXEJ7MnJR9/rTBqq4lQBnbr28T3OPHqCNNOZAKZBE4TSFkBFRYUvoJyTk0Pv3r19AdLKykpf8O9cSqUSj8eDxWJhz549jBkzBuCiHa7P59yacz80Foulw4N9AAN692bHkiXIqam+AGzN+vVQV8Ih5WoszmrGjL9w2YSmJdtn+/bbbxkwYAABAQGoVCqcTidlZWXExMScZ5QfDxHwEwRBEARBEAThJ8tqtfqWvV5IcWU1YUMTfY+1IZFUuq+9LJHU1FSWLl3a4nNhYWH8+jdPUl5ejkqlIjg4mOzsbEpLS+nSZWKbsusSEhIoKytr8/yioqL4xXNP8ekH83HsM6KWvNlSBoUZc100//jrv5lxy4307NWjzWM3qa2tZfPmbTQ0WMjI6E9iYmK7x7oQpVLZ7lp0TfR6PcOHje6YCbXDhAkTKCwsZO3atdTV1REfH3/ZlvcuXLiQfv36MXr0aL777rvz7ldfX48nxOQL9gFookKocViYMGIk+998HZvThSohFuf+o4SUVJE69azgsyQBMpy1NNEj+9fnq62tpbi4mNjYWCwWC1VVVQQHB7dYG06SJFwuF0uWLKG+vp6EhARCQkIoLCxs1+tQVlbmW179Q+LxeGhoaLjge3cpoqOjGZWWxuYPPkCTnEzV0WOY6010j78dh8eC2+MkN2dPs+MkSSI2Npb09HSCgoLIzMz0+52em5tLY2Mj/fr1IzExEY1GQ1BQ0A/u9W8PEfATBOGyS/zNN8225f79+hb2FARBEARBuHJsNhtbtmxpXdCmhVp1sufCRf6vBoVCwaRJk/jmm29a7MoqSRIRERG+xykpKaSkpDTb72LWr1/P7bffTqdOnVi2bBmNjY1tOt5qsaKTQvy2aSUdpoYYln26lsbpFjKGtL1pxenTp3n33c8IixyGRh3LvPmr6d8vkeuuG9/msS6mIwJ+Z5Nlmby8PIqKC0jolExsbOuWiF6KI0eO8OLbr3O4qhBFeCCuJV8ya+JUenbrdlnOp9frqa6uvug+nlr/z5PsdqN0yxiNRp6ZM5dlq1ZyatNuBvfoybgHHvSryZY+oDfHdu4m3jwQSZKotRajNroICTnzebvhhhsICQlBlmUMBgMhISHn/S43ZYyVlpby+itv8Y/nX8aDh5AoM/c+dFebM1I9Hg8ul6vNHWyvlKasR4VCgdPpxOFwUFdXR2FhIQcPHrxoVuvFHDxwiK8XLcfl8GA065h99y3ExcUBMGH0aKZMmEB4eDgP3/cEeo2Z3ZYVqINDcZQWo6tzY7fb0el0REVF0b17dyIjI5EkiVWrVtHQ0MDdd9/NgQMHsNlsACQnJzN+/HhKSkrIzc0lNjYWk8l00XqNwrVFBPwEQRAEQRB+YFr6o5AgXClqtbrVyyd7dkkh6/A2zD0GA9CYfYhOEaFt7kR5uS1cuJAJEyZw3XXXsWTJkhb3qa2tZe/e/Wg0atLT+7crQ9FqtfLee++RkZFBv3792Lx5c6uOk2WZrdt2UFhZhkqupSvfF+OXPZx2Z9PTNAqNQs+urbt5+pdPUllZ6fs5d6leSz79dAGJyTPR6gIBMJlvYvuODxg1aphfzbWO0JT51RE8Hg/z5r9GYnIxg4a6WL9axfYdKcy46d4ObTCQk3OSdWs/R6O24XDq0Jg6kd83isC7pnnn4XDy+Z8+o0vnzpclIBUbG8u33357wX3UajW9ElI48sVGTNMHIzvd1H28jokZw5BlmS8+X0RxkQWDpgu7t2VRV1XPzbfc6Dt+wqRx2O0rOLBvAcgKwiODePie+3zPq1QqDAaDrzbipk2bGDDg/F2i7XY7q1ev5vVX3iKyti9GlfezVVlYyOeffsnd99/Z6uuPiIhg7Nixrd7/SrDb7TidTiwWC2VlZdTU1GAwGEhOTiYvL4+dO3e2qjmP0+kkJycHrVZLQkJCi5/bvLw8vvjkG/pGz0SpUGN3NfLqS+/w+z8/4/t+qlQqBg8ejMNtxxWjInb8wwDIbhd5H/2Xfv360bNnT3bu3MktN95OdWUticnxjBo/3LdM9+677yY3N5c1a9Ywfrw32B8VFYXVavX9zpYk6Ucf9BMZfoIgCIIgCIIg/CS53W6USuUFm3U0mTntBpYsX8HBZW8jSxJdEjtx822zrsAs28bhcFBeXk7U950uz3Vg/0GWLPyWME0vZOpZu+pl7n/kznZnkxUVFTFkyJBW7//N8m85kmshPv1Bio6sZmfeKkwEYPE0EG/siU7pbWbQ2GChpKSE0NBQ4uLiMBqNqFQq3/tlt9tpbGykrq6O6upqqqurqaqqoqKihoTkQN/5JElCpQyloqKC+Pj4dl3jlXDg4F4GDiniZ49pADWTJsOf/98JsrNPkpLStlqJ51NdXc2G9e/z2UdqAgLU1Dc4ufHWPahSHvLto9CoUad3Jjs7m26XIcvP4XBgMBj86hi2ZOaUqUTv3MGWfy1FpVRy8+AR9O7ZkwMHDlJRqqJz7PTv90wnO2sZubm5vqXbkiQxdfoUpk6f0uLYPXv2RKPRYLPZWLx4MWaz+YJBVb1ej8lkwtUg+YJ9AKGqWI6eOtqm62/pe2mz2VCpVFekU/K5562srGTfvn2UlJQ0C6jv3r271WNln8zm0/c+I8ARiUfhxGlu5NEnH2nW1Gjhl0tIDB5Kna0EkzYMrcpIrKk/a9es5frva106nU6USiUKo4bgoaN9x0pKFcGDRvDV11+zbds2Xv7Ha6QygkilEVtmA++f/IQnfjXHt39iYiKjRo0CvH9ocDqd6PV6HA4HKpUKWZavuQztjibT9q67re+7fmWJgJ8gCIIgCIIgCK0mSRI6na5Vy1EVCgU33nA9N95w7Zcl6d69OytXrmy23ePxsGTxCroHz0Sh8N4+hbgS+WL+Yp765WPtOldFRQUajQaFQkFoaCjl5eWo1WpSU1M5fvy4XzA1IiKC49n5RHW9FYD4PlNwdB3F0VUvMjjoRjRKb4ZPg6uKgAgT2dnZZGdnNzunTqfDaDRiNBoxm81ERUWRmpqK3W5HwR+x2WrQ6YIA741+XW0BkyZNwuFwUFtbS3V1dYdk5rUm66m1cnMP8Itn/TONpkyFBfMOdVjAb9++LTz1uExAgPc8ZpOCP/7WyBMLtqO59UxwTK5uxJRwebrIarXaFpean0uSJIZlDGZYxmC/7Qf2HyU0sLfftpCAXhw4cKTVtRq7dOmCUqmkpKSExsZGhg8fftEsV51Oh0d2n10W0Pv+tzE5LDY21ve58Xg82O12du7cSXh4OJ07d74i9UDdbjcNDQ1s3LiR4uJiZFnm6NGj7NqyB3OAiTETR/stf74Yj8fD/A+/IM06FJWkAQ/UVVby+Sdf8uCc+3E6nRw5coTa2lpyc3NRqIqQAaVLIjqgG0ZdGPkFp33jNS13HjAgnSybFZXhrM+i3UZDfT0njp0kyt0DncbbsVenNBHuSGPb5u3kzswlLi4OlUpFfHw8brcbj8eDRqPB4XAgSRJutxuFQoHL5brigdYrSWT4CYIgCIIgCILwk1RbW9vm2nPXuqZMvZKSkmbP1dbWolMG+4J9AFqVCWvNxQMw52O1WpFlmfvvv5+Ghgbfsjyn00lGRgaSJKFQKM7UbZP8651ptEaMocEcd60nyBmPR+HEqqtgzl0Pn/ecNpvNl510NrfbjVapIHP/fGKTR6LRmCjK3YpGJSNJEuHh4SQmJmIwGFCpVCgUCt+yTlmWcbvduFwunE4nNpsNq9Xq+2loaKCxsZHGxkZfsLAjA37BwTFkHs0mIenMtsyjEBrScZ1E3W4ner3/zbxeJ+E6cAr3DTYUBi3WQ6cwnK4l7oa4Djvv2crLywkJCWn23rVWWHgweVmVGPVnOuraHJWEhbU+QJWTk0PXrl19QfFzs9DOJcsyJpOJ4GgzlYWnCVXFIcsyha6j9Mro3qpzSpLErFmzfOdq+rwtWLAAm81GVlYWcXFxvuD55eR2u/3qbi76YjE52wuIsHSiEiuv7nuN+x6756IZsfn5+WzdvhuP24XSrvUG+74XoAjleFEm5eXlvPHSW5hrQ5GdEjqlgZiQARRYDqEMC6HUVYWj/Cg3jZjkN3ZNTQ0zb5jMc//3CurJt6PQaHFUV+A5eYhe037OycxTaCT/902FhoYGC+vWreOee+4B8NVX9Hg8OByOa7Zu4uUiAn6CIAiCIAiCIPzkOJ1O9uxp3vHxh65Xr15s2LChxedMJhN2dx2yLPuWMLo9TpTqS7vBW7lyJePGjeOLL74AIC0tjePHj/ueT05Opqqqis6dO+N21OJ0WFBrDADYGqsICw1m7pwHyMrKQqvVkpyc3K6gh1KpZOSY4exacxhbzgnqsePx1HDdTeM4cuTIeY+TJMm3pFKr1fr9NDV0iImJQafTodFovMsNFYoOrd84aOAo3n59O+YAB/0HqNm80cHXCw08+EB6h52jd++hvPK/XQwaIKNSSbjdMi++6mH0gOvY+dJylHodCcYAZt77YIfWDTxba5bPX8jIkcN4cdfraNRmzMZoaurzqLMeZuDAJ1o9xu7du/2Wq17oWl0uF/99+VXee/tDdHotnvhSjhYfA4VMr4we3HCeZcPnSk5ORq/X+z7XHo+HdevW+RpLACxfvpxp06ZhNBpbfS3tIUkS/fv3Z9OmTTQ0NJC59wRdrP1BAgMm9DUmFn/2NQOGDSDz2EliY6MYeU4NzHUbNrF5xzFCEobj9tiplI5T4y4nSOnt9O2R3ShVEvM/+IyEih7oJSNIEO3uxJbq9ahiIvGoHMgeFwF9Mth/9Bhjxoz2jX/8+HGGDRvGrYcOsXTFpzg9MkFGPfc9cC9qtZqUrkl8tWcF3RSj0SkNyLJMjS6XO6bdT0ZGRrPafNdardUr5UoE/F544QUWLVpEZmYmer2eoUOH8o9//IO0tDTfPqNHj272/0uPPPIIb7zxRqvPIwJ+gnAVna/ouujGKwiCIAjCtcjtdl+0jtgPkclk4tSpUy0+p1arGTSkL/u3rSbWOAC3x0lB41amzZpwSeesrKz0BfsAv2AfeDOqAPbs2cNtt0znvY8+JjCyJy6nHVvNSeY87L2J79GjR7OxLRYLarW61Tfs4yeNxeVxsmblBjSqQAICElizZjPxCXEkJCS0eExTfS+n04nVam3VedRqNdOnT7/4jq1kMBi45+5f8fWCFbz5ah5xcV24954JHRqoiIyMJLXLNK6/aTmJCTJ5+dA//XrS04cxasRIpk+fztKlS1vVHOVSpKSkkJOT067gn8lkYu7jD/DNsm/JLd5IQkIst9/7yCVlbl1oHrfOmE3OtkqipQFY3Q3kspO7f3bbeT9L52O32/0yQhUKBXl5eX771NfX43A4LnvAT61Wk5SURFlZGStXrsTg9M+U06Ijv6gIeWsFweZBZB8rYveu//Hk03MwGo04nU42bd5FpwEP+IKl3UY8xPG1bzJQHosbF7mqA4ydNIrvvl5LtHTmehzYkQO0hMy5FaXZhOxyU/nel9QVFGK1Wn1BxcLCQvr06UPP7t3p2f1MFqXH4+Hddz6iosxOUEQPDlRsQOtQotZJzJn7EI8//jhOp/NHvUz3WrNhwwbmzp3LwIEDcblcPPfcc0ycOJGjR4/6fZYfeugh/vSnP/keGwyGNp1HvKOCIAiCIAiCILTK5Q5qXA0qleqimVkTrxtPp8RMtmzciUar5t7xt7S7YUd7dOrUid8+8yQxMTFs2bKFlJRpLWbzlZWV8eGbH+Gql3ErXKR0T2LWnbMumvknyzJ7dh9iQNpDqJTeIJDDZeGLz77iV8/8vMOuQ6lUsmzpNyxdvIzUrimkdU275Kw4k8nEdZNu6aAZtqxvv8H07jOIhoYGxk0w+jUtcLlc6HQ6LBbLZTv/xo0b6d+/P7fddht79+6loqKC8vLyNo0REhLCXXff1mFzOl+QNzs7mxP784hV9AfApAoixT2Ub75ayaM/f6RN52h6TZuWjZ8vu/jYsWMMHDjwsmek6XQ6Bg8eTG5uLg3q+X5Zv8XkERrSjZhwbwdtvS4ISVKyft0mrr/hOmpqatCYwv0+7yqNAbVZR656J2qNhusnjaNXn16sWbEOj+xGIXk/Z1VSOeZxQ1GavXX5JJWSwJsmUP7Ke+zdv59h3zcAslqtLX6fdu3cTV21meTY6wCIixxCTtFiFn31Hn369EGW5Z9sNl9LrkSG37n1Yj/44AMiIiLYs2cPI0eO9G03GAznbSbVGiLgJwiCIAiCIAhCq3g8HqqqqrBarZc9o+ZKCQsLo6Gh4aL7de3ala5du16BGbVMrVYzatSo8wZ6PB4Pb7/6Lp1Ke6CTvBk/RbtO8V3YaiZNmXjBsa1WK0oMvmAfgEZlwG67tKWkZ3M6nbz8r/+iKNGjbTCQtXE1G5I38vBjD122pbAdSaFQEBAQ0Gx7UxfTyxnwA9i7dy/V1dXExsbSt29fNm/eTElJCU6n87KetyUxMTFERES0+Fxubi4qh//vBq3CSH1d2+t+VlVVsW7dOpKSklCpVBw+fLjF/Y4ePUqvXr2uSNBKkiQ6derEsPFD2LZqJ6H1sbhUdop1uSSY/ZcqB5jiyM9fB0BwcDD2hjJk2YMkeQPwTnsDIcFmfvHko37H3XH/bD5/YyFRVUkoUVGqLERSJfntI6mUKPQa3Of8EaaqqorY2FgKCwt92/btO0x40Gi/awjQd2ftmvX06dPnB/H9u5JkWUJuYwCvrfufqylz/tzGL59++imffPIJUVFRTJ06ld/97ndtyvITAT9BEARBEIRr3NklIETZB+FqWf7NSn7x9LNoVGE0WCpISo7illk3/uBvFmNiYvxujq9VTd0xwbt0b9vW7eh0WsaNH4der+f06dPoGk2+YB9AtCORfTv3XzTgp9PpcLob/TKWPLIbhaLjGmzs2LYDRb6eKGcCSBBsDSc/J5Pjmcfp2u3qBVIvldPp9DU5uNxOnTrFqVOnCAoKIiMjg2HDhnHw4EGOHj16Rc7fJDQ09LzLgQcMGIBFW45s7eL7LFW5ikjsduFmFueTn59Pfn7+BffxeDzU1tZetJHIpZJlmeLiYk6cOMHYCWPo0bs7e3fuwxxoZkLkcJYs2kFY8Jnu0NV1J+na2xuoU6lUTBgznNUb5xEUPwSPy05NwRbuu+tmFAoFXbt2JTU1Fa1WS1lZGQGBZlYvX4uEm9k9Z/Lu14swpPdGodN6a+8t+RadLNO/Tx+/OZ46dYrU1FS/32mJSQkUnKxCqznTuVeWGujUKQ632y2W8p7Dg4SHNmb4fb9/XV2d3/amuqYXPNbj4cknn2TYsGH07NnTt3327NkkJCQQExPDwYMHeeaZZzh+/DiLFi1q9bzEOysIgiAIgiAIwgXV1tby5M9/Q1z4dJQKNRFBUHx6Kw6Hi2HDhpCTk0NVVdXVnma7REdHn7dhx7UkNDSUhoYGFi34im3rd2JyB6FDx/oVm7j9/luJio7EI/ln+8jIvmyiC1EoFIwYlcH2TcuJDRpKdUM+BY17SOkcT21tLYGBgZc8/6yjJwl0hHH2fbTZEsqJzOwfdMDP4XBcsYBfk5qaGlatWgXAnXfeyfHjxy+5sUdbBAQEnDfQHxgYyC9/+xQv/P7fGBujaPTUUO7MJaUmBafT2SwLLzMzk62bd6HVahgzbgQxMe3rsHz48GHCw8Mv63tht9vZuXOn73FkZCSTp3qXyZaVlVFekYXN6iAyrDe19Xm4FQX06HG7rxnG0KEZJCcnsGPnXgICTEyd+3vi4+Pp2rUrRUVFbNq0yfd7NCgoiJtnz0Cr1XLzzTfTs29vfvPXv2A36PDU16NXSNx38+2YTCa/ORYVFZGefqZpjdFo5KWX/sX4cdNQqwwYdKHU1Oei0JRw/Q3Xo1Kp/AL9wqUt6T23S/Pvf/97/vCHP1zw2Llz53L48GE2b97st/3hh890Xe/VqxfR0dGMGzeO7OxsOnfu3Kp5iYCfIAiCIAiCIAgX9N1336FTdkapOHOzHh6czhuvv0v//n0ZMWIEGo2GxsZGjh8/Tn5+/lVZatgeer2+VUt6r7bw8HCOHTvGzs17SXKmES55AyMJni58+dFC/vTv3yMHOmior8MkBSDLMqd1JxgyclCrxh89ZiQxsVF8umAx9sgoAofMpqSuln+//Q6P3XUnkZGRlzT/TsnxZB0qQO8+s9zToqujU1LzpiM/JFcyw68lhw8f5uabb2bz5s1XLFO1sLCQlJSU8173Aw/dx4v/eRmXTSbUkEyqdiTlpdl8tXApt9w2w7ffyhXfcWBXPjFBGTjr7bz75ufMvHUy3bu3PQCcn59PY2PjZXsv7HY7OTk5VFdXt/j8+298SM+GAdgbrNRU7Aa3hwpdOR/N+xa7tZy+fVIoq8hEp1cQEZZE3uk6nv/H/5BVOpzVp7nvjlnNgkVN512/fj133j4b3B4aG71Lo41GY4tBOrvdjtPppE+fPmRnZzN79mxkWWbZN1/w3LN/IC9vN137pJKRcQcWiwWdTieCfee4lCW9BQUFfkv/L/Z5fOyxx1i2bBkbN24kLi7ugvtmZGQAcPLkSRHwE4RrhejEKwiCIAjCD53ZbEZSOvy2uVw2tFoNR44c4ciRI4A3K6Vfv370798fl8tFYWEhp06doqKiwq/b5rXiagZq2io0NJTvvvsOj1MmjGjfdqWkJMgZRn5+Po888TCfvPspp8uOg0JmwJB0Rowe0epzREVFIQcGEHrjzd4NkVE4Q8NY8M1y5t5/3yXNf/jIYezY/CLuMjeBcigVUjGO0Hp69e51SeNebXa7/ZK63V6q/fv3c/LkSaZMmYLT6WT37t0UFBRc1nOWl5fjcrnO+/3Jzs5GZTcTE9jXty1c25nMzOW+xw6Hg907DtI16lZfwKmL9kaWLVly0YCf1Wrl8yULKKouAbfMgB79mDBqPHv27GHUqFEd/n643W5Onz7dLAOryZZNW6kvaiRZMqLHSJDHm8laJdUS1+VGPG4n23a8ykfLlIRFqnju8f2U628kpEs3AFy2Rt7/9BOe//VTLTbYKSwspLKyknvvvRe73U5mZib79+9vcS4KhcI3xuzZs33ZhUlJSXzw4VucOnWKffv2MWXKFIKDg0Wwr4MFBAS0WOvzXLIs8/jjj7N48WLWr19PUlLSRY9pes+jo6MvvONZRMBPEAThJ+6FF15g0aJFZGZmotfrGTp0KP/4xz9IS0vz7TN69Ohmy50eeeQR3njjjSs9XUEQBOEqGDNmDA22pzBYkjAZInC57eSVfMttsyf57VdTU8O6dd4i9SqVitTUVAYNGoTRaKS+vp6srKxrKvsvPDzcVyz9WmcymThy6ChOj42DbCdGTvBl+dmVNsxmM4GBgcx9+tGLjHR+JSUlKGP9s0zUIaFUd0AGZH19PW6jgdqeYZTXlKMNjcdWcZRNmzYRHBxMjx49/Lrfnq2xsZGPFn5BSX01eDz079KDqRMmXbT78JXgcDiuegObhoYGvvjiC3Q6HTfeeCNr1qyhvLwcWZbZuWsThw9vAQn69BpJevrQSw7yJCQkoNfrz/u8TqfDI7nhrBi/jIykOHPeuro6dGr/gJNKqcHluHgn8Hc++wDz7GR69OmH7JE59tFeFJvWkZycfN7PUHvJskxNTQ3r169v8fmGhga+W7YWUDQ7rilJTKFUExE/nJ2b1zNlpoq8XBVBg7r59lXpjKgCoyktLT1vMOeFF15gycrVKJQqBqX35y9/eB6lUsmJEycoKyvz/U5NSUnBYDCQkZGBy+Xy1efbsGEDeXl5GI1Gpk+fjtlsvia+P9eiK9Gld+7cucybN4+vv/4as9lMSUkJ4F0Sr9fryc7OZt68eUyZMoXQ0FAOHjzIU089xciRI+ndu3erz3NVA34ddZOZn5/PnDlzWLduHSaTiXvuuYcXXnhBFJ8UBEFohQ0bNjB37lwGDhyIy+XiueeeY+LEiRw9etTvH7APPfQQf/rTn3yP29IhShAEQfjhcrlcTLlpJo7EThzNXQv59eC0oQ8z8sHKb1A4nIwelMHY4SOaHXfs2DGOHTsGeLsP9u7d25f9l5eXR05ODjU1NVfhqrxiYmI4ffr0VTt/W/z+t38k87sChuqm4sbNCfseXG4nChQExOkveckteF8P98pVfjW9HKUlhAcFXfLY6zZuJSB1LObwM5ksFafMLN+8mohAG8tXOBmccR2jR1/X7Ng3Pv0A+6wMglJjkWWZA0u2o1m/lsljx1/yvM7m8Xior6/HZDK1OnDkcDgI6oDXpyPYbDaWL1/OhAkTWLhwIWvWfk1E9E7e/USNLMP/Xv6G9RuqGTP6hks6j06nu2CwKC4ujshOgdScKCZIHY0syxTY9jJwRD/fPsHBwVidld7mMJL3tbY56jGYLpx1W11djdXkolOfWAAkhUTCXf3Y9dS3zKq9GYfDccFgZGudPn2aZ37xHJlHs1Brldxw42SCg4NxuVy+8YuKiti8eQtGayg2hYUSdwGRxCEjkyMdJSSuJzZLNZWVe6kpzWTN13bycxxY6mX09VVU5OyioSofpUqHxmFrcd65ubm8Pv8TrGolCiTC49M5Zo9k7HU38Pb/XqZHjx4MHToUWZapra1l586dvn+/q1QqCgsL2bhxI/X19cTExDBmzJirHqC+1l2JLr2vv/464I13ne3999/n3nvvRaPRsHr1al566SUaGxuJj49n5syZPP/88206z1WNiHXETabb7eb6668nKiqKrVu3UlxczN13341areZvf/vbFb0eQRCEH6KVK1f6Pf7ggw+IiIhgz549jBw50rfdYDAQFRV1pacnCIIgXGWLv/qak5IW48ixGEeCx+Ui/8OXCJh7J8oAM7LHw9rPlhB+JJhePXqed5yqqipfloxGo6F79+6MHj0atVpNbW0tWVlZFBUV4XA4zjtGR4uKijrv0rhric1mY8vabSR40pEkCQVKumoz2GZfwqChA5gx607fvkcOH2HH9r0YjQbGjBtBREREq89jMpnI6NqV7Ys+R50+CLm2Fvee7dx8ict5AaxWG6og/z8WqrUmpo5y8uLfzTidMs88v4Y9ewJITx/q26eqqop6s5rA1FgcxZVUfbwJT5WV1VU19Oves1X/NikvL2f5t2soK6+gR9c0xo9tvuzz4KE9bNnyFZ0S4HQB9O07joxBoy86tsvluqpLes9VV1eHQqHA4/GQk7OHv/xb7QvePv2Mmttu3MHoUddfUpZfYmLiRfdZtOQLfvbQXA7sWY/FZqH/0N6MmzDG97xSqeT6qeNZtuRLwo198cgOKi0Heehnd19wXJfLhULn3/gDhYTRbGTSpEmXVDpgw4aN/Ou/r2K1Wjmx/wjx8lAiNENorKrmPy+8it5oQqvSYw7RkZAYS/ahEhQNZqqoBNmNRqllv2cLHmTsSiuhRFJc+RFqtYTRaebAYTeHrfE4lBWUrX6NkBnTCe09AU9DI1UfzaOistIveGy1Wnl70ReYf30fgUY9ssdD9Ttfo3UGo4rqwbJlyygqKvLtP3r0aEaNGuV7vGXLFl+5hU6dOjFy5EjxB/tWkNuR4df2AOGFP6fx8fEd0kzqqgb8OuIm89tvv+Xo0aOsXr2ayMhI+vbty5///GeeeeYZ/vCHP1xTv3wFQRB+CJqWNoWEhPht//TTT/nkk0+Iiopi6tSp/O53vzvvPxrsdjt2u933+NwW9YIgCMIPx6Jly5Diz2RlWXKyMAxJRxlgBkBSKNBOm8DqeUsvGPA7m8PhYP/+/b5gW3h4OL169WLAgAHIskxpaSmnTp2ipKTksnYf1Wq1VzTA2B4nT5zksw+/wFJpo1xeRaw6lRh1ZxSSgtDgMG6781bfvl8tXsaJw5VEBabTWGfhzf99zB333ERycnKrz3f9xAn0Lihg98GDBJkDGPzY3A7JmBqa0Z+Fq7aj6z0NSZKQPR4qsr7j53/x3q+p1RJ/+6OJmbev8wv4ud1uJLUSd72Fsn99Q5e0W9DFhmFrrOKNdz7h6Scexmg0kp2djVKpJCkpyS/7rKKiglff/YjAgVMxdo/iYM4hjrz+Fr98Yq4v6FVZWcn+Awv5dKEatVrC45F5+rFvyctLIiEh4YLX5XK5mnWevdokScJgMGA0+XdflSQJvcFzyV1ZW7OSLiAggHmff+zN7isoaHbvD9A/vR9JyYns27MfrS6Q9AE/R6fTXXDcsLAwXPkNWMsa0Ed4O9SWb8pl7JBRmM1mXC5Xm6/n1KlT/PzpX7H9ZC5Bo65HUqpoLKyioriIAMIxqoNJNg2h3lNDctAQLLYaNqxZSLyhD7l1e9FqAlCZQiivL6GXJoNjjh0YNIE0WPZxw3N92PrbWuySB+O4UTQcOkDQ8NE0nsrE2Mf7+1JpNhFy1+18teBrftl5jm9eBw4dQhrWF4XR+/2TFAoCbh5LxTtrCI7sTm29/1J7q9Xq++zPnz+f+vp6goOD6du3L3FxcR3yPf4pkIG2xo2vvQq1XtfUmtf23GRu27aNXr16+aWwT5o0iTlz5nDkyBH69evHucSNqNDRRGMO4cfC4/Hw5JNPMmzYMHr2PHPTNnv2bBISEoiJieHgwYM888wzHD9+nEWLFrU4zgsvvMAf//jHKzVtQfjROfv/V8T/lwhXU2VlJTu2r8KZNhhtpLdeXIt3QpLU5huks5WXl7N27VrAW3Q+OTmZnj17MnToUNxuN2VlZeTl5VFSUtJh9f8MBsNlDSZ2hMbGRj595zO61PRHJamRZZmjzj3oJTNqhYbgiCDfvhaLhSMHs+kadTOl1UcpqjyIx+Pig3fn8fs/Pdum2mbx8fEtdgy9FKmpqcxUqPls4Qco9SGUFZ0gva+dxIQzQQiNBmSP/3sSFhaGurSe6qW7iIkZjs4UBoDOGEJQpxEsX76KUxVZRA8Lx+PwsHBlDQ/e/rDvnnLFd2sJGHAD+jDvEtDAlL5U1ZZw8uRJUlNTAThwcDv3PSyjVnuDYAqFxM8el3jj5fUkJNxzwetyOp1XPOCn1WoxGAzeoJ7RSGBgIGazGaPRiFqtRq/Xk5ycjNVipLTEQmSU970vLnLjcgZccu02q9Xa6mXMkiQREhKCWq1u8bsbHBzM2PFjWjjy/OM9MOse3v/rxxCuwW1xkhKawD8+ewGPx9Pmsl7Ll6/kySefp7i2kvh75yIpvK9V5HUzKXz/NRLlnigkJXpVABVW7/J/gyYInSKQ/OrddJX7oHHpKLTnoQ6OY2/tBgLVEVgNdoKTAik+WEeQM4kK9VHcRw8TMWMW9qJClCHBfvNQmIzkFxWzbdcuhgwc+P210jySJMuATEXmZvpMeNDvqZiYGLKysli7di16vZ7Ro0cTFxcnsvrayIOERBtr+LVx/yvlmgn4tfcms6SkpFm9iqbHTYUPzyVuRIX2EEE94adg7ty5HD58uFkXsocfftj337169SI6Oppx48aRnZ3dYlv4Z599lqefftr3uK6ursNvHARBEITL78OP3+LWx3Us+HALjSo1mvgueBqrady5HePQdJRGA7IsY/9mLb0iovnHn/6Ny+EhMMTErXfdQnh4eJvP6fF4OHnyJCdPngQgNjaWjIwMdDodgwcPxuPx+DIAS0tL25XRA96swurq6nYde6Xs27OP0PoYVJI3oCRJEklyVzLd+wgINfHovY/49q2srESvDqWo8gB19YX0iZ6KUlJRULOfjz+cz73333m+01wxTz4xl65dOlNUVMTKDSry83dRWaUhNMQbZPlykZ1OiQP9jpEkiZ/dfjf//u//0Hbp4fecWhfAkVMHmfLWCPTB3syw2oJ6Pvv7PB697zEAyioq0XXxv1+UAiKpqKjwBfxUSjU2q/9cbVYZleriq8XObozQHpIkodVq0Wq16HQ6tFoter0ek8mE0WjEYDCg0+lQKpXe5dwKBW63G4fDgdVqpaGhgdraWgoKCqiqqsLhcBATE8PQoUOZcdMjzH3wZYaNdOLxwPYtam65+f52z7VJaWkpkZGRrQ4carVaoqKiOqx7cHh4OL+e8zQ1NTVoNBqGDh2KRqNpVyDz2Wd/T3TcdEqt83zBPvC+LyqTGZfDgUap53TDEcIDU33PW2zl9JOHo5W8n7tUTw8O1O1CoVQTYoynZLiahtwjhKeZyFcXIjk8eBx2lEYTuk6JVG1eS8CooUjff3Ys+w9h6pnO8vWb6N+7N1qtlj69evPVy//BkZqAJiYc2eOh5rOVuAqLGDVkoF+iVEJCAgEBAaSnp5OWlobJZGr3ayL8eFwzAb+OuslsDXEjKgiC0Nxjjz3GsmXL2LhxI3FxcRfcNyMjA4CTJ0+2+Lu46R+ugiAIwg9bSVkR0RlKXvggnO8WbufYga2Ex7kpqe3E6Xe/wKpRI1mtdI9L4MjW46Q6B6GUVFga6nnj5bf5ze9/dcnZT507d+bAgQNkZ2cD3gzAxMREX7F6j8dDeXk5eXl5lJWVYbVaLzKiV1xcXIcFIC4XqcUUH4hJjmDuU4/63cxHRkbS6CjBWl9IetzNvkYInYL7k5n/NRaL5apn+qhUKmRZJjIykrtvmcWKbwOZNG0VfXupqK9XIykSuGnG1GbHhYSE8Mi9d/PRF99hCul0Zilu3haCOpl9wT6AwHgzDe4zSx17dUtj76kDBKYOALy1sxz5h+gyZpZvn379hvDeWxsYNNhDULACi8XDy/+GSRPGXvSatFotGo3Gm4moVqNSqdBoNL4AXtNP034KhQKFQoEkSb4ft9uN0+nE6XRitVppbGyksbGRsrIyamtr/VakWa1WqqqqCA8PP2/5qqKiIgoKCrj77rsJCgoiJyfHGzh9JKlDAkCnTp2iS5curf48qdVqYmJimn3f8vPz2bVjLyaTkaHDB2M2m9s0j6CgIOLj4+nZs2e7uvN6PB4cDlAq1Sg9SpwNdahNAQC47Tas1UWUqjOpsp/G5ZHpYvAu766zlSLLHl+wr4nJbcYiN9DgqkQV3wtF/HC2fLgRgmRMRaGU11Zjyc3BkJhM0JCRlP7vHbSpSXhqG5DrrURPux0L3oYhISEhvPnhJ6hNETS8uwJnXRUKjURyTBw3Pf6zZv9WT0lJQavV4na7CQ4O7vBuxT8lV6Jpx5VyTQT8LuUmMyoqip07d/rtU1paCnDeun/iRlQQBOEMWZZ5/PHHWbx4MevXrycpKemixzTVXIqOjr7MsxMEQRCuphnT7uCF/33Dg39UcMMdgdxwB7zy6wq6d+nHrO9vslUqFe+9+QGdHL1QKry3FwaFmUBLFIcPH26xxE5bhIeHs3v3bt9jbzOCHHJycnzbEhIS6Ny5MwMGDEChUGCxWCgsLKSwsJDKyko8Hk+L4+7YseOS5na59Uvvx+pl6witifYt6S00nuTWG2c0C9xoNBrGjh/OVwtW+IJ9TdQKwzUR8GtqJgHeYOaUSdcxeeIkKisr0el0mEym8x6bkJBA/x6d2LHjLYzBiTgaS+jVNYkTFRV++8keGdlxJkg6ZtQIjrz5DlU1pUgBkThOH2VgjxRCQ0N9+5jNZiZNeJBHH5iPWmPFYdcwauStF+18rNfrmTp1KpWVlQwaNAiXy4XT6cRut+NwOLDZbNTU1GCxWHxBvJY+i621as0Ssk/vJy5Ny6nlNgb1GcuQQSNa3NdsNpOdnY1CoSAlJaXd52xJeXl5m5fWBwYG+j3+btUa9mw5TqS+D5UeCzu2vcYDj9xJbGxsm8bt3r17uz/XCoUClcqD2+0kNWEix778CFPPvqCScJ84yH2zZ6HTaoiImMzmTds5sHchyBJhEUEkpiTQeKIeo+QNUsqyTIWniERVd043ZuH+zo56YCpWQxT6KDV2YxWKHAflX87D1LMP6tAwJIsVRa2L4H4j0YZ5P2ueyjJCQkJ455N5KEdOJTQ4nFDAWphLSnUu//rLn1r8vWWz2bDb7Wi12nZnPQteHllCamMAr61NPq6Uqxrw64ibzCFDhvDXv/6VsrIyXweq7777joCAALp3737Z5i78OIllu8JP0dy5c5k3bx5ff/01ZrPZVw4hMDAQvV5PdnY28+bNY8qUKYSGhnLw4EGeeuopRo4cSe/eva/y7AVBEITLafDgwfReOYM/3P0xXfqp2PmdlboiDQXafXz31Qa69E5m5qybsFntGCX/TD6FW43dZj/PyK3XFMC7kLy8PPLy8nyPzWYzKSkpDBo0yFerr7KyktOnT1NaWkpDQwMajeaavzE2GAzc9fBsVny1itryOjxKN2MnjznvSqdhwwdzYN9BahuKCNR7ay463Fbs1PgFuK6WlhpFSJJEWFjYRY89fPgIe3cdwKyJwFJRQJe0eG6cfj1frXBw4L1MetyRisflYe9rRxncZ7DvOLVazZNzf8apU6eoqKggZfytzWrGAyQmJvHQg8+16XqsVit1dXXs2rWL/Pz8Nh3bVllZx6lVHOKpDzoB4PHI/G/OOjonpjXrxGyxWMjKyuL06dNUVlayadMGamtyCQwKIj19QoesbtuxYwcjR468aJONJmdn+tpsNnZs2U/34Bm+z4RJE8niBct47OePnG+IFl1KHc7GxkZuvnkqb78zn/DI4STHjKb40Fp69+7C1J8/5ndtU6dNZuq0yb7HFRUVvPafNwiqjkTt0ZEnZeGRncSqkglVRHKoYCeN9dtJenkO0lnB+eo/zOO2/r2xWq3obp7J/G/XICHhcdhp3LudeLMBrVZLI0qCg8+URNDHJnJs91q6d++Ox+Nh165dfteyZcsWdu3ahcPh4LbbbiMgIKDdr8tPnSy3o2nHNdq146oG/DriJnPixIl0796du+66i3/+85+UlJTw/PPPM3fuXJHFJwiC0Aqvv/46AKNHj/bb/v7773Pvvfei0WhYvXo1L730Eo2NjcTHxzNz5kyef/75qzBbQRAE4UoqLS3l4wVf406Jo7xKTV3BKTKM03wZZKf27WFv530MGZXB+vk7SPR4/43ult1U6Qvo1XvGJZ0/NDS0XQ326uvr2bdvH/v27fNti4+PJykpid7f18eSJInJkydTWFjIyZMn/YKK1dXVfLlgCZUVNeh0GqZOnUhKSvvKCV2q5M7JbNixjs8//xxoOWh2trvvm80b/3uXyjozSklLvfs099x/+yV1Ze0o7Z2DxWJh4YLlpCXMRqnwBo7y89eze9cebpx8E1u2b2bzE7tRKCSGp4+gf990wJsNunX7Jg5l7sVkMjNm6HUtBvsuRUBAAEFBQZc94Lf/yHbGP3lm7gqFxJi7AjiwajcTxk7xbV++ejXbjh1B0zmZhn2H0XisDEm38fK/ddjt1fzxr69RV3crPXr0vaT5eDyeNi0bPfu9Ly8vx6SO8NumVwfQUN+65fhna03S0LlkWaahoYEVK1YQHR3FnJ/dwdatO5EkBa+9+imHDx++6BhhYWE88/tfsXvXHurr6pnWZyzv/O89TtUfIkHVnX7ycLarNvoF+wAUZj0JCQkYjUYA5gQFsXztOurqGxjbpzfDhlyHy+VCdvlnUMqyjNvp5PPPP+emm27C6XT6kqGaNHUcv9b/kHGtE0t6O0hH3GQqlUqWLVvGnDlzGDJkCEajkXvuuYc//elPV/JSBEEQfrDki/xJKj4+ng0bNlyh2QiCIAjXiqKiIvoOzyBgWlc6Te1L6fLDBGtMfstFY5Xd2bFlF3OeeJiCnAKO7NuM1mPEqqrnplnTfDe17dWlSxe/zL1LUVBQ4FdDTKVSERYWRkxMDGPHjkWv1yPLMmVlZVx/w0xCwyeQlBKFw9HIvPkLefCBWcTExHTIXNrK4/G0OlhmMpn4xa+foKioCIfDQadOna6Zel7tDfgdOXKEYFMvX7APICZ8MFu3fsPAQQMYPmQEw4c0X9o6b8EHhA2s57afx1BbamfxX97n+hF3kJyU3O5rONfSpUsZM2YMBw8e7LAxW6LTGmiorgXOdDWur/Kg1535juXn57O1IA/Dw/fhrqnFfSSXUEMD7/zP6Hvt339LxY2zllxSwE+j0WA0GnG73a2u0Xl24D48PJwGZxmyLPvmZXPWYzS1LluwSXx8fLs+UxaLha+++spX7zM8PJzp070rurp3796qgB94S4UNGz7U9/h3f/kta1evZ++OXSiUCkINBuyny9HGeTP1XNX1aOodfr8XY2Njeegu/4Y6Go2G+LBgyo4fwNClNyBTv3cLfbqlYbFY+Pbbb0lPT2fatGmsXbuWhoYGv+Ov9e7j1zoR8OsgHXWTmZCQwPLlyztqWoIgCIIgCILwk/f8X/+EPcJA2IguAChNGpwK/xtLh8eOXq9HkiRuvGU6102dRH19PaGhoR3SHCAqKqrVN99t5XK5KCkpoaSkhL179wLeG/jjx7PQ6btgMnnrgWs0RmLiJrJr9wHumN2l2c31ldDWG3hJktpcC+1KUCqV9OzZE7vd7mtS4XK5fD9OpxO3243L5fK7Zp1Oh0e2+Y3ldNkuuJy0qqoKm7qMEXd769eFJxi45e+dWfLMMh5OeqLFYwoKCli7ZQX1DXV0T+3NyGFjW9WB91K69LbW0EFjmP/iqzz8ip6AEDXlp22s/7iOOfcN8u2z4+ABlEMHIUkStuxTBIankBBS6hcU0+kkdNqL199rqqloNpuJiIggODgYg8GAUqlElmWsVmur6xG6XC5Onz7tN/bAIX3Yt30lUbq+ON0WShx7uO/h2W14RbzlvdrK5XKxa9eu8zb3cblchISEUFVV1eaxFQoFickJ7Nx3EJdHidzgwvbvpTj6dgK1CvnoaR657a5WjXXPbbeycOkyji9+B0mW6d+zB1MmTgS8GZIrV64kJSWFm2++mY8++sjvvWhsbGxXh3Thx+eaaNohCIIgCILwU9JUMzb379eft36sIFxte48cQts5hsbscjTpCYQMTubQ/7YR5orDqArC5XFwzLqRe0bd5jumqSNpR1GpVNTX13fYeBdjt9vJLyhAIfk3AdBoTNTV1jNq1Ch0Oh1KpRKr1UpxcTGFhYUUFxdftjmFh4df0dfgcpIkCY1Gg8lkQqvVolarUavVKJVKlEqlr4NtUxfbJjfeeCNrVk+i0VqBUR+G2+2gtGYj//3fnxgwYECLiSTbt29nR5l/11dzqAa1VslNN93kNyeAQ4cO8r9P/srU33UiKDKIPUuO8+Fn2Txw55wLXlN0dDS1tbWX8rK0SlhYGFPH3cMHTy7GJVvRawK4Y+Yc9PozGX+BBiNynfezog4LwX6gkOxTEjabjE7nvc6KSjduj4mQkBCMRiMBAQEEBwdjNpt9n22FQoHb7cZms1FfX09paSnHjh1rtrz+zjv9M9POx2azNVvyPGnyeNK6pbBr+z6MZj23jvhZq+vOGQwG+vTpg9ls9r33kiRhs9mQJAm1Wu33B4emYLIkSb76hudTUFBATExMuwJ+DQ0NfPLZV3TqdxdKtQ6Px03B/s+4LjyN8PBw1N3VbNy8lPyCIhodeszmQMYOG0zfPn2ajaVWq7ltxk0tnOWM+Ph4SkpKmgVey8vLSUhIuCaW8f8QiaYdgiAIgiAIgiD8qHWKiaWmdyC5n34HCglDXDABUTbsIWsoKpTQGj3MuFHDgZ3bSEtL6/Dzm0ymizbruBz69O7F+vXvExbRA0nyBg3KSnYwelRnvvnGG6CXJIng4GCio6Pp1q0bQ4YMQaPRIMsyxcXFlJSUUFRU1CHZgJGRkSxbsozXX3kTu81BWFQoKWmd6dW75zXRiKO1mjr0NmVTttXd99zKZ/MXUVTQgEotcd1148jPzz9v7Ty73c6xDZUMuy8cpcr7Pp7aW4NRG8jixYub7f/evNe56c8JBEZ4A9aDZkZTcug0kZGRdO/eHbPZjEKhYNeuXRQWFvqO69OnDwcOHGjXNbVVYmISj9z39HmfHzpoEJvefANnbAyahE7UWVej1nVhyi1HeOJhiUaLzPzPDfzzXx+QkpJCY2MjtbW1FBYWUlFR0ebAstVqbVWH3IKCghbryiUmJpKYmHje445nHWfz3j0EBwTy2IMPMXDgQLRaLVarldLSUt/3zWg0olar0Wq1KJVKvwCYzWYjKyuLrKwsGhoafHXuzufEiRMMGzasWWZxRUUFa7dtwWq3M7xfeouNc3bt3ktAbAZKtfczpFAoCes8juMn9hMVFcnKNa/Ttb+C43WJBPafBsBXO76lvLKaCWNHX3Be5+rZsyd6vb7FlY6lpaU4nU40Gk2bxhS8RNMOQRAEQRAEQRB+1P71+z9z3d2zCJo6jOKtuVj2rWfKJD33/DrSb7//t6rwPCNcmtTUVL+ae1dKYGAgkyYOY9WqDzGa4rHZyklOjiI9vb9vH1mWqaqqoqqqiiNHjgCQkpJCamoqhYWFREREkJqa6suYcrvdNDQ0UFVVRWlpKUVFRa0urH9g/0Fe/tMbJNj7oEJNSVUeqw6sY8vKHWSMTWf8pHGX5XXoaGq1+pJqi4WEhPDo3Adbvb9Wq2XkoEm89+Aq+k4PorbYTc5mOw/d9ViL+zc01hEQ7t8tODRJTU5ODjqdzpc9NnLkSCRJoqioiCNHjqBWq9sdxOxoJpOJx+68iy+++YaaxgY6mQ3EhwVw8lQM//6vixuum8TnX/yCDRs2cOzYsUs+3/r165k8efIFg352u52TJ09ecBydTkdISAiRkZFERUURGhrKb37//1h0aB/y2EHkN1p4+HfPMWfmLCLP6ki8c+dO338PGTKEXr16Ad7gss1mo7Gxkc2bN1NaWtrqa6qpqWlWe/Rkdjbvf7ME5fVjUeh1nFizgeH5eVw3ZqzffrJHbpZVJ0kSsiyzbuNifvcfLY894CJwwq2+/UJGTGfLkjcZP2ZUmzLy+vbty7x581p8TmT2XRpvwK+tNfwu02QukQj4CYIgCIIgCILQTFpaGmvmL+Y3f/x/HC93023IOIry/OtrV5c70aovrTHH+cTFxbF169bLMvbFZGQMpF+/PpSUlPiWO15MREQE+fn5ZGdnk52d7fecXq8nMDCQ4OBgEhMT6du3LxqNBoVCgd1up7q6moqKCkpKSpotJXz/zQ9JtPdFJXmbI0SrEqlyF9HJ1ovt63YzaMjAVi+FvJpUKlWra751lAH9MkhL6c6xzGNEmsxMfSTtvLUl46OTydpSRdpwb9akxy1zZE0lI+5U+DWO+eKLLwgKCqJnz55Mnz6dw4cP43a7KSsrIzo6+opc14VERkby+P33n/f5oqIihgwZwtq1a33bCgoKOH7iJDFRkXTt2rXV9TcrKyvZv38/AwcOPG/zDqfTSXl5OeCt4RgSEuIL7oWEhKBWq/F4PNTX11NSUsLWrVvp378/i9euRvnIbF/wyn33DD786Et+PWeu3/h2u511mzbz6jvvM6BfH/r17IFWq0Wv12Oz2S7aN6AlLpcLvV7vq/P35YpvYNQgJJUSdUwk6rtmsOWV9xk7bLhfFt2AAf3YuPUdAiPSUKo0yLKHipy1TJ41iVWrPyE4VImsVPsF5CRJArUWt9vdqlqQarWa0aNHU1NTc97vU1RUVKubqQjNiaYdgnCNO189pAvVSsr9+/WXc0qCIAiCIAg/OMnJycy8/gb+/p8/cjhrB7JLzaI3a5g020xliZN3/1THdaPu8zvG5XKxc/dusnMLSO4Uz6CB6e26+dTr9e2qo9VRNBoNnTp1avX+wcHB560NZrVasVqtlJSU+GVWSZLkCwSGhoYyYMAAjEYjKpUKSZKw2+387//eIOic2zatZMCJnQBHJHl5eb7MpmuZRqNpdVZjRzKbzQwaOOii+1037gbeefN/5OxoJDhexaHlNQzvP9GvRl6TmpoaNm3axFO//RX5ihrkrsE49hUT4zJz18zbr+kMq6NHjzJq1Chuu+021q1bx/+98irZ1VbUCd1w78lCv3odP5/zcKu/s5mZmQwdOrTF51wuF7IsM2XKFDQaja+GXmVlJXl5eWzevLnFoNXOnTshKtzvdVSajFjPyRB1u928+NobOLv0xzh8GmuK8ljw17/z3JOPExIS0oZXxV9lZSVRUVGcOnWKkyezKc+rIMJVjtOdT5VrFUFzb0MRFUFNTQ0RZ2UcBgQEcNvN17Ng8Ueg0OFxWRg/diSJiYlERiRycPcJTFo3Lks9KoP3jwguSwNayXPRYF9oaCijR49Gq9Vy4sQJdu3a5XvOYrH45qJSqUhLS7umP4PXOvn7n7Yecy0SAT/hB0sE7gRBEARBEC6vBYs+57UFf+CWV6LRGlTs+LKQZe/msm5xHfGxSUybMJuYmBjf/m63m/+8+jruyK7ootM5nZfNlh1v8PTjc9rUyVSlUuFwONqVnXO1GAwGqqur23SMLMvU1NRQU1PDqVOn/J5TKBSYzWYyhg1iz2fZhEne19ktu6h2l5Ks7k2FOo+wsLCWhr7mqFSqqxLway29Xs9jD/2CnJwcaotrefDWLphMpvPuf/jIEbKNtcTc932wa2w3Tr+xmeNZx+ma1vUKzbrtXC4Xa9asISkpCa1WS3a1lZDRM71PJnWn7shONm3dxthRI1s9XlZWFsnJyX7fcavVSkFBAXl5eRQWFl60dt7ZnE4niuJyZI8H6ftsQ1dlNQHnNAQ6ePAg1shEQrp7l9ubktKQ3W5efONN/vzcs60+37lycnJISUkhOzub+fMX07//HFQqLQB1dYWc+GwluvoagoODmx3btWsav/1NF5xOJ2r1mWy+CeNu4q1/vkTXHo1sXvlflJ0yUCiUePKO8tBdt/ude/nqdTQ0WujdvSsTx41Bp9MxduxY1qxZw3XXXecL9smyzIL5i8g6lI1eNtOgqGbqzCnccccd7b524cdFBPwEQRAEQRAEQWjRK2/+m+v/HotGpwRgyG1xZO+uZMo94Sz4a4VfdgvA7r17cUV0Ibi7NwiiC46kGplde/YyJOPiWVZNOnfuTElJScddyBUgy/Il1ag7l8fjoba2luf+32+YsmkqJ8uKkK0KqtylJKt7USydJDBef00sI20NrVZ7TQf8wJtx2VIzhpYcOnmUwBkpftsCx6RwaNWxazrg16SsrIxTeQWoE7r5bTckd+fYnm9aHfAD2LhxI126dAG8S2xVKhXLly+nsrKyXXNzOBw8/cBD/OWNN1GMHASNFti0i9vvuMtvv6Urv0MzeILfNl1kDFVuD1VVVe3O8jMYDMTHx1NeXo5OH+kL9gEEBMTi2XOa62ZMPm8WZFM36hPZJ1mxaQ0Wm5VeKd148P5fkZ2dTeCYahQKJQaDga63TPSNk3XiBJ8sXknosBkEGMwcyj5Aw7IVLJj3MWq1mri4OF8Ha1mW2bNnLwV7K+jqGQaAR3az6qvV/O73tc3qEAqtJ5b0CoIgCIIgCILwo7Z+w1py80+g0fkH6gIjtOjNKtJv0HH48CH69u3ney4n7zS6yB5+++sikzmVd7BNAb/ExMRmXTKvZRqNpk0ZTG0ZV6vV8uSvHqekpISCggIyD2VRU11BvwG9GTq85aWU1yKVStWhAdGrLSIknPK8aoxJ4b5t9rwqIoPDL3DU5WWz2Vi0dB6VtafxeCAxtis3XDcTpVLZbF+NRkOX1M54VmyCpO5nxigrJCkqstn+F+LxeKipqWHDhg04nc4OWYp/zx13YKmrY8e+vRj1egY9+pjf8ur8/Hxkj5naw7sxJXbxba87cRhVgNlXf6890tPT0el0hIaG4nTU+T3ndjsJMZsYNujCv88ys7KYv3UF4XPHExRo4PD6Y+R99hGP3u1tPHM8K4uv16xm8fp1xIaGkd6tB/M+/hK1OpjCpR8R1Hcowd0GkLVlAbt37yYhIcF3TfHx8eTn57N9406i3V3g+1iTQlISUB/NqlXfct9997b7+n/yfkRrekXATxAEQRAEoYOcr9xEkwvVkhWEa0lDQwPPPf8AffrDqX3VJPXzLl2zNbooPFZHdFIsuYct2EpsfselJnbiVOZJ9GGxvm224hOkdGl9LTzw1sJqS2fNqy02Nvay1BuMjIykrs4bcIiKiiIqKoqBAwd2+HmuBLVajcViudrT6DDDBg5m29uvoAzSE9g7jtr9BbjXFpBx93VXbU6fL/qAYfc56DHU+33bvPA0y1YuZPr1s5rtO378eHbt2oW2uoC6ozsxJPWgLvsQ1kMbiJs6DY/H0+rmHeBdzl9XV3dJgbazWSwWunTpQmhoaIvP5xcUEBjWk7rCrRSu+IyAlJ5YSvKxVZdgcthbzHx1uVzs2beP/KJiunZOpkf37i1e47Zt25gwYQJ9+/YlNjaYkuKdRESm43Y7KMhbwcRJYy46/+UbVxPxi4moArwdjIPG9aBsfwHl5eU0Njby0epv0d9+C2qjgYLcPPZ+MA+DNoAYTSrRmhQO7FtNY0g42uBI1Go1R48eZdCgQZSWljJq1CgAFsxfjCXfgUY6a6mz1kNwcFArXmHhvNqR4cc1muHX+m+wIAiCIAiCIAg/CWvWrGHEdXaeeCaA7e8c56u/HGHVqyd5f+5ebnkqHo9bZuuXDfTs4d8sol+/vuiq86g+uB5LWQHVhzagrTxFev9+5zlTyzwezzW//PNs0dHRlyVAGRYWdlUblzSx2+3s2bOHvXv3tjuTUavVXpYsyKtFr9fz5H2PErm+htLfrCR+h42tK9cxYMCAqzIfm82GTS6nx9AzHZuHzQgmtzCz2b5NDTRyc3N5cs4jDAlVUr/mbfTOnQx+pitH1Ht56a0XsdlszY49H4vF0qHdoisqKi5YnzIpMRFrfTZ9+j8AFXVU7FyLrboERU0VD956a7NAnsPh4F+v/o+VRVVkxaSy6PAJXn/v/RbrhDZ1FY6Pj+euu26jRzcNp/PmU1m2hKlTBzNwQP+Lzt/qsKM0+zd8UUUHArBl/z60N01FafQGA7WJCZgyBmKePIGC0HLK7bmkGNKpPbADuSKXAQMG0NDQgCRJLFiwgIMHDwLwt3/9mfLAE7hk7/eq0VOLK6yOKVOmXHR+wvnJcvt+rkUiw08QBEEQBEEQBD9GoxFLg5KAQCWvvBfCiaMO3n+9HBwKdi21sPDvVYwfeWOzpgZKpZKfP/ow+w8cJCcvi+TucfTtM6nFJYXnk5CQQEVFRUdf0mUVGhrK8ePHO3zckJCQyzJuW+Tl5vHhm58QZIsFZJbpV3DfnLuJj49v0zharbbDsr+uFWazmVumzvA9zszMJC0tjUOHDl3xuXg8HpQq/ywjSZI4t1lrcHAwAwYM8AW11Go1vXt052DJTkb/6/tlqiMhJ6GAdZvXMnl864JHlZWVBAcHd1jg+/Tp06SkpJz38x8bG0tMhJbiU9+RlDiehuocGmuO8stf/KLFZiubtm3D2bUv5t7fB2RjO1GxbgVZWVmkpaX57dvQ0IDdbsdkMqFQKJgwYSwTJoxtcR6HDh9m6fLVuGQJjVJi5o1TSE1JoXNsJ07vy8XcPwkAj9ON4ng5s/80m8+WLUVpNvuNowgwUrnxW8LHXU/estV0U2bgrMznb2+9wsmTJ/n4yy949sV/4jEbeen9d3jvpVeYNHES//voZf7fs3+grrqexM6dmPfOUjQaTVtfbuEsooafIFwhohOvIAiCIAjClTd69Gj++Gczw8fXkpiiIaGzGhU6Jg2/lfDwCG4c5q1TduzYMWRZpkuXLr4OnUqlkvT+/dqc1dckOTmZnJycDruWK0Gn01FTU9Ph45pMJurr6zt83NbKz8/n7f+9R0/XKNSSt3FBuLUT8z/4nF//7pdtGkur1V6W1+hakpmZSb9+/dDpdG3KjmuNpvqH5wueGwwGPBYTBccbiU/zNmw4tLGW8KA4Dhw4iCzDtGk3MGzYMI4ePcqBAwd8x2bnZBMz1r/2YOLoWDZ+uY/JtC7gV15eTmxs7MV3bKWioqKLLl+/+67byMrK4vCRLPqkRDJw4JQWG2k4HA4279qCVSNhydmFodtQTGl9UCamcDIvr1nALzw8nOLiYsznBOWaeDwesrOzmbfkK+pqnKSNeQSlWovbYeO9T97l5X/+kf/7y9/52a9+Ts3hEjzBetx78vnP7/6KUqlE4XHTsHEzAeO9S4NltxvrvkOEz7yViqWLUbvsFLCbRYs+Zfjw4fxs7lz20ojhidtRAB6rjfuefpID6zYyfsI4xk8YB+DrDCwITUTAT7jqRFBPEARBEATh2qJSqZj/6bf88tcPkn/6GDarzNCMm+jVqzfg7fC5eOFrTJsAGg2897aHKVMfIi6ubVlfLQkNDWXr1q2XPM6V1NEdeptotdqrFvD78vPFZB8tRbaqUWvOdCnVSDocje4213jTaDQdHgS71rjdbm/gzePpkPFkWSYrK4s1axegUtfT2OBBownl7rsebTEYdfvNDzD/b++CrgC3U0Yjh1J0uoqSuhJQGvnmu2cZObQvI4YN8TsuMiKSA0d2w+Qz2yqyqokKi2r1XAsLC+nZs2e7r/VcHo/H90eE85EkibS0tGYBu3O999n7dH4glbhRCbjtbnb9324aMmXk8nISe6Y2299gMOByuaioqKBTp07k5+f7njt4+DALVq6kuqEOfY/uxCV0Q6n2fj+UGh1hXcfyxlvv8dxvfsm2b9ezf/9+vvjiC5Lun0Z0RCSP/vopGkfEIh0tpOKjj1CYArGfKiB4xBi0EZGEjJ1I9YLP+ct//saIESPweDzszTyC7o4z3YgVeh22Pin07DeQXz79JL96+kkAEezrKLLU9pp812iGn6jhJwiCIAiCIAhCM3Fxccz7ZDkv/98CfvbQ8/TufaY22YpvPmDRO1p+97SJZx4zseJTIyuXf9Su83g8HnJzcykuLvZts9vtlzz/K0Wj0Vy2+cqy3GHBo7YoLS0l+1gxXYIm4ZFkvzpnsiwjK91tCvaBNxjxYw/4ATQ2NhIXF3fJ47jdbt79+HWWrX2bO++rpdoDlkF9qUhP5g+v/JPc3Nxmx5jNZh6+90numv5L7p/1DEophODkyYTEDyYkphexvW9n7frtzZZWJyQk4M6VOPpFNrYaO8X7ytjzr6NMHDWp1XMtKytr82fiYjwej19n3vaoqqrCarQRPzoRSZJQ6VQM/MUAGvasJrCqlG7dujU7RqPRYDAYyM/PJykpybe9traWL1avRhozBkNGPySFAoXSPyipUKrJOp7D0KFDUSgUBAQEMGLECCRJYvXq1RyuLsA0LBVDagTaKB3GTgpUAXpM3bz1UJVmEz1798Bo0uN2u1Gr1QQHhyA7nP6TdLox9p3Iq58uZuWqVT+qDthX24+php8I+AmCIAiCIAiC0CKFQsHhw4ebbVcpG4iPPZNNEhqiJDLU0eaATn5+Pn/9wz/56v31fPrGUv774uvk5eVd8ryvpPj4+MvWWMNoNDJq1Ch69uxJbGwsZrMZ6dyibJfBnj17kBxGPLKbqKDuZLp2Y5et2GUr2ao9jBo/os1jajSaH10Nv5ZkZWUxfvx4IiIiLmmcPft2EzXYQVCghy+WKZEeugfD9DEE3DCc6L/ex8dLFrbYcAK8DUW0Wi3FJeWYQ85k3UqSAkNIZ06fPu23vyRJPHzXI8SXdObA709iXSIx5465hISEXHSe27bt4G9/fZG3Xl/IyBGT2LZtxyVd99nq6upaNYcLsVgsaEJ0ftuUWiUmjYLHH36wxSBleHg4dXV1lJSUEB4eTteuXZk8eTJOWUY5eDCSSoXskdEP6UPRyQ3I3wflPR43ZYc3oFXomDdvHm+++SbrN27g3c8/ZveR/VitVjyBGk7+fiEWmxHNoMFY65Q4K8/8/rDv3MbQfn0pLy/31eL7zWNPYPviW2SXN6jnqqjGvvs4AXFdMPcaw7O/++NP4rt1xcjt/LkGiSW9giAIgiAIgiC0yGazkZCQwMmTJ/22W60SHo+MQuENPsmyTGW13KYlZbIs8/F78+minoRG6b0hr6kt5tdPP8stt8+4yNHXjujoaL/sxI70ySefEBUVRUREBN26dcNkMqHRaPB4PHg8HhwOB3V1ddTU1FBbW4vFYvH9nC8YdCFWq5U3XnsXZ6MBSaNj9+kvSAkdjj4ymKPlO1HoHdx+9y106948K+piVCrVTyLDb9euXej1epKSkigrK2v3OFmnDjPil8FkrT5FSb0C3d6TBIzqhVKvRWnU4w4x0tjY2GKDiiYmowG7tRatPtC3zdFQQlhY84CtUqlkxNCRjBg6stVzLCoqYs13u0jrdCeSpECWPaxdvZCEhHhiYmLadsEtKC0tJTw8nMLCwnaPERMTQ+3iKhwNDjQmbwCtZFshaYldLlgPsaysDKvVSmNjI0FBQezfv5+jR46Ax4Oue3eqv1uFaWg6qpE9OLLmTTSSHldNDZ2C+mGXTqBSqfh44XzKYyFwchdyymuo+XgddRV1GGdORN/buwxZ0ykaV1k19UsWonM6GJjQqVnW4YTx45m7Yzv//dvbWFGg1gSQMPR2JKXSG2yUvE1TLvRZEFpPNO0QBEEQBEEQ/OrQitqzwo+RTqdj+PDhzQJ+PXuP4rHn1vPCc0aUSom/vtxIQnJ6m7rxVlRUoJWDfME+gCBNNMez9nfU9K+IkJAQjhw5clnGdrlcnD59ullGVhOdTkdERAQhISEkJiZiNBrRarVotVrcbjdutxuHw0FDQwN1dXW+oKDNZsNisTRbirx40VJMcl9CIr3LGBMjh7In6xOSQwejDZJ4/KknCAoKate1KBSKq7I8+WIKCwspLCykU6dOREW1vmYdeJtBbFi/mczMk8TGRTN+/CgCAgJQqVSkpaWxY0f7s93CQ6JY9O+9lAb2wTBpCK6yck7/5XNif3kTqmAzcq0FrVZ7wTFunDqJdz9aQHjqdWj1gVQW7CIuykxwcHC753W27dv2EBk8GEnyZslJkoKIoAy2b9vDjJmXHvArKChg0KBBlzSGQqFg9tTb+fTJ+QT3DcVRaUddreTB2Q+c9xiHw+F7bVesWOHbnt63L9++/jqe1FTCb55Fxadf42moQ7ZZMOAmyBBBSfUOnnhqDtXV1eTbK0m4w7ssWhsRgOZJExXPLCGga7Lf+fT9uzNLEcZzv/kNWq2WL7/80vdcU63MP/z2eRJj43j2j38jbPBMVHoTssdD7f7v+L/nnyI8PBy73X7Rz4TQStdoxl5biYCfIAiCIAiCIAjnJUkSXbt2JTMz07dt8JCxHDoUzPT71uKRPfToNZnRYzLaNK5er8cp+2d8eWQ3KH5Yd1o6nY7a2tqrcm6bzUZ+fr5fUwGAUaNGkZOTQ0FBATqdjrCwMIKCgoiMjMRkMqHT6dBoNL4gXFPTkf++9DYx5mG+cZQKNcEBsQQkV3LHtLmXlEF0JZYit4XH4+HDdz+mosCKwR3JesVuYlNDmH3Xra2aq8fj4f/+/V9M2l6EBV1H+ekiXn7pDZ56+lEOHTpESkrKJc2va0pPvl16grCHbwFAGx+HMiSYykVb0em19O2cdtGM2vj4eOY8OJvN23bhccr0HhDDgAHplzSvs6k1Ktwe/9pybo8Dj6dj6slVV1djNBpbfK6p9qckSSQkJFywfmBiYiLPzn2G06dPY+hmICws7Lz7BgYGEhkZyfLly5s9ZzQaeXjWLN7+6CNqHQ5QKtHHJ6Euy0JRW4ls86C0K1j+1UqGjMpA18X/PLqoQNRqJfZjOej7nGk0Ih3LJSAjEZvN5tehvLCw0C9T8t577yU7O5v5C78EtRYlHh6/azYBZjNr1qxhwoQJCMLZRMBPEARBEARBEITzUqvVpKen+wX8AHr16kevXv3aPa7JZEJnVnC6+gixxu54ZBfHajYwcGzHdfq8EpqW115LTCYTlZWVgDcoeKEswbO53E5cbjsq5ZksIZ1J4qWX/0NCQoKviUjT/zoc3rqNdrsdq9WK1WrFZrPhcrlwuVw4HA4cDgdOp7NN2Z9XwuHDh6nNhxT9qO+3dCX7xBZOnDhBly5dLnr8e++/jkqKJiqsLwAhgckge1i7ZgPTppsuubtyZWUl+nO63moTE6j7bAE3TrmBjAEDznOkv8jISN5/5w22bt3a4bUmhw3L4NU97xNoikWl0uFy2Siv/RYbDurqxhIQEHDJ52ipU29ZWRlvfPgxUnSit1nCgkU8et89FwzkKRQKOnXqdNHzjRs3jg0bNtDY2Nji89HR0UgKJXGP/Bzp+yCjs6qShrc/I801DJRQlpXPwYBDWCyFyLP6+wLI9cdL6JKQSN7XG6jadRhldBjqRhud7NClSxeCg4M5fvy471w7d+5k8uTJ6HQ6XC4X7733HomJifz3//5BcXExLpcL8GZCJiQkXLSrsdA6YkmvIAiCIAiCIAg/GSqVisTExBY7g7aXx+OhvtGKXu1gT+VSJElBaFAqWVmnuG5Kh53mstLpdNdkR2GNRoPFYmnzcePGj2TZVytJDpuISqmlrPYo+gAPO3bsaHF5qslkwmQyYTAYMBgMmM1mwsLCUKvVqNVqVCqV38+sWbO8XX6/ry/Y9N9NP263G5fL5ftfl8uFx+PhxIkTlJaWXvLrcraD+44SqvLPwgtVJHNo/9GLBvyKi4uptxRg1vf12240RFFU5A3YNDQ0EBsb2+76c/Hx8SiW7oOhZzJn7bn5pPfoyeCBAy94bF1dHRUVFcTExBAWFobRaKS0tJTy8nKCgoIwGAztmtO5QkJCyBjSk507Xsdg0KE32PnnKxIOByz58jsmTZp5yedwuVzo9Xq/phQffPYFhom3oQ4IAsBZW80Hn33BLx97tF3nUCgUDBgwAIPBgNVqvWDtxfLycpTRsb5gH4A6JBSXFvDG3wj2RLD9yGq0sSEc+d3XxEztjb24Fvu6XIb1GULe6RpCDT1wldRhyz7GjEcf5pZbbkGn01FQUOB3roqKCqKjo1GpVNx9993odN4SCJ9//rlfZrFSqezwLsk/We1pwnGNJqaLgJ8gCIIgCIIgCBek1WoZPXo0H3zwQYeNWVVVhUEdRlLYKL/tx0u/6LBzXG5xcXG+TLprSXuz6Xr36YlKpeTbVd9itzvo0TON6ybf7Xv+2NFjbNu6G4NBz5hx3sYPDQ0NHTJn8AYqz/5RqVR07tyZzp07d3jALzIqjJzsKkzqM11grXINXaIvXscvJyeLCdNkVn2xn1BSfdvLqw+TPtj7uKqqipiYmHYH/MLDw0kxmznx9Tco0/viKa9A2rydqQ8+1Gzf4OBgwsPDCQkJ4YWXX2TL8SM4I4JRrFrGLx98hP++/hr//fg9lMkxeIoq6RmbwC3XT+uQZdY6ncTvX5AZNUYGvE0xKivcVFUXAeB0OrFare3uMN3Q0EBQUJAv4Od0Omn0QMj3wT4AdWAwlQ6Xr95dazmdThQKBRMnTkSj0dDY2Mh33313wWPMZjN1ebmcHTJ1Wy0ond6IT52nkiOmrRgmDiBw2iicxRWUHsjCuTOHOdNu5f35C9CnDUV2uQhKSccVm8YXi5fy9NNPs2nTJtLS0jh9+jSNjY14PB42bNjAHXfcAeAL9gHceuutvPXWW4D3DzLdu3cXAb8OI33/09Zjrj0i4CcIgvAj4na7OXToEAkJCR1WkFkQBEEQwBtECg4Oprq6ukPGCwgIwOaq8dvm9jhRqq/NG6eWREVFXbYOvZfiUm78u/foRvcezbvwLvl6OccPlhIVOBBLnZW3XvuU2++aTkpK50uZqp+mJcBnM5lMmM3mDjtHk+Ejh7Fj6yuobHqCtTFU2QuoUZ5kYMYNFz02IiKasiotvTKKObTjc/Sq3lidp6hryGfo0OcAbxDuUpu5PDD7DvILCthz5DCdExK5+7PPiY2NRavV+pZVu91uLBYLtbW1LFi8iHU1RegenoEWkD0eXnjpDTxuFwHP3YWk8gaCD89fTerBg/Tr0+eS5gfQuXN3ln+9gVFjzmxbscxFYkJvFi39hoOZJ1EYTEiWOu64+UaSk5LaNH55eTnh4eG+75lSqQSnA1mWfQFEWZaRXM5WBxTr6+v5YMEn1MsWVJKSrft3MCZjpG+J7IUsWbYSvTqCyq+/ImDECNwWC+VfLyCpMQbUkBOwn4A+EShH9AdAHR2GOjoMS2QYC5cupa64kqD6XFSSloJdmwkbcR2Ndd6mOv3798dkMuFyuVCpVOzatYuKigpKS0sJDg5Go9H4zSU4OJghQ4ZgNBrFv/s7ksjwE4SWnd2tsEnu369vcXvTc4IgtN+TTz5Jr169eOCBB3C73YwaNYqtW7diMBhYtmwZo0ePvtpTFARBEH4kFAoFgwYNYtWqVR0ynkajoXffrmQdWkNMUAYut50yyzZumDqxQ8a/EjoiqHOuyspKNu/YidPtYvjAgW3uHKvT6XC7O6ZpQhOr1crB/cfpFjXLu0EbjEE7jSVfreDpXz7Woec6l0ql6vDrAW/TmCd+MYcVy77lVP4REnslcNvkR5sFVVqSkpLKxg8CGTO1lgnTy1m7fAW7NsNTT//GV0etsLCQ9PR0amtr0Wg0vu7JTf/dlMXY9N9NS6AlSfLVhXQ6nVgsFmZYLNTV1VFSUsLJkyd9tRLP9dW3K1HfOg4AZ1Y2ilXfoGysR5oyxRfsc1XV4dBrWLr6W7qlpflljbVHXFwcBw724um5h5g4xcWRQwYOH4giJUXL4apKQqc+CIDbbuWDzz/g+aefaNVr3OT06dP07dvX91ihUNCvezcObl+DeeAokGXqd65jQO9erQ74vfv5B4TO6UWnzt6af5lrsyle9Bmzpt180WNzTp0mdcADFJ3YRNlHHyNJCpQON0Vd7BQWb0AT6iIk1kRtSQWq4DOBatue49TnVzAo/Cb0Km9twxhPGju2LCUiJohNmzaRkZHBtm3bGDNmDJWVlcTExNC3b1+/5ixN3wWlUsnMmTMpKiqiqKhIBPw60k894Ge1WpFl2bf2Py8vj8WLF9O9e3cmTvzh/B+0IAjCD92CBQu48847AVi6dCmnTp0iMzOTjz/+mN/+9rds2bLlKs9QEARB+DGpq6vr0PGmTZ/CwcSDbNm8GZ1Jy++fe5oBAwawYcOGDj3P5aLX6zu0Q29mVhafLFuOevhoJJWK/QsWccPgQQxuZYMG8HYS7ei6gtXV1RjU/g0R1Co9dpvzPEd0HJVK1arMq/YICAjg1tkXD/KcS5Ik7r7zCXbu3MzWbw8TGhLNo49M9GtSsW/fPgYOHMj06dPJy8vD6XT6MhhtNhs1NTW+xiZ2ux273Y7NZruk4GaAyURFrbdZiHH1Yt780MiWdQZe2+9ddt248xj1y/cQ1Gcw7q7B/O2VV3n07jvbHFQ+1/VTbqOkZDR7t59g+vSZXDcefv27PxIw6lbfPkqtHk1iTzIzM+ndu3erxy4vL2+W4Tl9ynWEbN3G1uUfAzB20ECGDW5dl/C6ujrsJpmAzmc+z+Fjkjny1YpWzkimvPAANY5CYmbchaRQULr+G1SpcZgfvoOat18l7cZU1v+/71Aap6GOj8R68CSOQ7loNCZfsA9AqVChd2kZO2IwlZWVLF++HKfTyfN/+AslNQ1Iag1BGoklCz4jLi4OhULhW67ftHzZYDB0SHMU4cepXQG/6dOnM2PGDH72s59RU1NDRkYGarWaiooK/vOf/zBnzpyOnqcgCILQgoqKCt8/0pYvX84tt9xCly5duP/++3n55Zev8uwEQRCEHxNJkqioqPA9HjJkCMXFxZfcyKN3n9707uMNADQ2NhIaGkpcXFyruspeCbIs+wI2ycnJfvXxOrpD78LlKzDfdhcKrTfrShfXiRUfvc2g/v1bvUzXYDD4Oowez8pi9XcbcTidDB06gEEDB7Srjlp4eDiNjhJk2YMkeedhtddgDjC2eay2UiqVOJ2XP7DYVmq1mmHDxjBs2Jjz7rNq1SpGjhzJ2rVrr8icJg0fxStfzMPTPYYnHlRhMCoYOV7H2+/uwNG1M3XLthM/62dI33+GnZ3TmLf4K56e87NLPndUVBRRUVEkJSVRU1ODSqVEdruAMx2fcTv9stV8m91u9h04QHFlKT06p5GUlOT3OT23+6wkSYwcNpSRw4a2eZ4KhQLk9qdj9eqZxoZdG0i49wkkhfd1jJ16B7kL3sA8ejjavoPY/9peBj3Wh+NfraHsaBXxIVFoQ8Korrbj9rhQKs66HqWNXmd1Y/5y8RIqg1II6evdVl94gmGjx/Hxe2/Tp08fgoODcblcvt8H27ZtEyt6OposeX/aekwbvPDCCyxatIjMzEz0ej1Dhw7lH//4B2lpab59bDYbv/jFL/jss8+w2+1MmjSJ1157jcjIMqGf3wAA1OhJREFUyFafp13FHfbu3cuIEd4irQsWLCAyMpK8vDw++ugjXnnllfYMKQiCILRDZGQkR48exe12s3LlSiZMmACAxWJpd8FuQRCaS/zNN81+BOGnRpZlMjIyCAkJISAggB49ejB69GhMJlOHnmf58uWMHj0avV7foeO2R21tLX99+SXe27OLjzOP8McX/+ProqnRaJrVm7tUdknyBfsAJKUSKTCoTR13AwICqKurY/eefSxYsA5T4ATCI29k06ZcFi1e1q55qdVqJkwaxbHihZTXZlFSc5CcymXMuu3Gdo3XFpczw+9yy8vLQ6PRkJCQcEXOFxkZycPTZ6DcdZTVyxr4xQOlvPViDX/4gxrTgo9RawN9wT4AdUAQ9fa2fYbtdjs7du1i87atLTZsaaq5N37kMGq3fYPs8WYsOmqrcJ/OatYB2Waz8c/XX2a1nMvxgUbmHV3Pxws/99vH7Xa3+vdBXV3dBbNuTSYTBqua2swznXhLVmbRNeH8nZnLysp45eU3+Ouf/kPW0RMo8PiCfeANQCpcEpX/eB13cRW243YqPywkrM7AQ9Nv56mHH2Vwv76oY8I50LgGi6sWh9vK0er19Mvo5bfE+WRuAebEnnhcTvKXf4Rl925Uzmhuv+1+du3aA3i/E00Bv+rqatGso4PJcvt+2mLDhg3MnTuX7du389133+F0Opk4caLvjzUATz31FEuXLuXLL79kw4YNFBUVMWPGjDadp10ZfhaLxZdW++233zJjxgwUCgWDBw8mLy+vPUMKgiAI7XDfffcxa9YsoqOjkSSJ8ePHA7Bjxw66du16lWcnCIIg/JhIkoRer+f66701mBUKBQ0NDR2efWWz2di3bx9jxoxh+fLlHTp2W3244EvcN92A/vvOre7hQ/jgw3k8//MniYuLo6qqqkPPp5FlPHabL+gnu93ItTW+UkqtERgYSGlpKd99u56kzneg+D6bKK7TOI4d/Qj79Xa0Wu1FRmlu8JBBpHbpzN69BzDoA0kf8PNLrv/WGgqF4gcT8HO73Rw8eJDKmlp69+hOREQEK1euZMyYMbjd7iuStRoVGUWgUWb67Sb6Z+g4st/Bqy9UEaQxUFHR4NfswmO3oWllxqfH46GgoIC3F3wGw/qCTs2K997k9gmT6dmtu2+/oqIievToQc8ePairb2T1N+/ikRQEGrTMfeCeZn+QXrt5I8qpPQgc3pWG40XU1TSyJy8f17xPmT1jJjqdjvr6eoKDg32depts2rKNDdt24JEhKiyExoYGGh0qUCjQYuPh++8iMDCw2bX8eu4vmPf15xx6cze4ZVJjk7nxhhtbvG6Hw8HLL76B06NGpTXibrSC3UXeB/9FHx1P8OBRKPUGlNVW+tb1JatyP7MenkGPnt7XpLa2ltraWkaPGM7pkhKOBZazv241st3K2HHDmDx5st/5JGRk2UP5nnXE6roSGdMDALfbyROP/Yr9B7eh0+l8mcdAh3RbFs5yBWr4rVy50u/xBx98QEREBHv27GHkyJHU1tby7rvvMm/ePMaOHQvA+++/T7du3di+fTuDBw9u1XnaFfBLSUnhq6++4qabbmLVqlU89dRTgDfyLdaPC4IgXDl/+MMf6NmzJwUFBdxyyy2+f8ArlUp+85vfXOXZCYIgCD8WTUECSZLQ6XS+G8yAgIBW1YtrbGxk8bJ5VDeU/H/27jssqjNt/Ph3zvRhaEPvCIJiwYq9V6yxlxQ1iekxm2Tf7Cb77m+Trcmb3U3bTa/GRGMvsffeK/aKigjSy/T6+2PiKIoKiCXJ87kuLuXMOc95zjAMnJv7uW/cTmjZtAPdOve54Y3q4cOHSUhIoFGjRhw/frxer6U2ioxGX7APQO6nwxrozaCLjIwkPz+/Xs83euAApv0wDWXn7sgUCuzbNjG4R/daZfDo9XqOHTuGyy3zBfsuU6oCMZlMtQr4ud1uPv/kK04eOYXMI6HxV/Ob/3nurgT7wJvNVJ/Lpm/G7XZz5MgRikpKaJqWRlhYWI2PNRqNvPvJZ7gbpiELDGHjrHl0Sksls3cv1q1bR/fu3Zk+ffodnL03WL5l6wZGTPDQpoM3SNyslZqREwJYOSuBji0S2LVyAdp23XDbrFg2ruDBzL63HHfXvt2s2rIKu9aFTQ1agx5NehqeNk2Z/e9pNGnU2PcatVqtvoy1Th3a0alDu5uOfeLcafTj+2A6kUfut9sJGj+KwEB/srOO8s+PPuR3zz1PcXExgwcP5sCBA6SmpnLixAn++9EnrD90lpBejyGTy6nIO0P+9pWk9X4KAEt5AX9+819k9u9F3x49qrzXJCQk8OHbH7Bq1Srg5gGztWvX41LoSes8CUlS4HI5OL7pKzQEEKtM59jMb/C4XTSuTEUlU5Nqa8na5WuJT4jjk2nTMKpU4PEQ4HTy1COPIJPJMBqNhIWFVft93aZFM/Yf3IglN5vwBg/5tsvlStTKWHbt2uVbbZmdnY1erxcBv/p2F5b0XutyVqrBYABgz549OBwOXzIHQOPGjYmPj2fbtm13NuD3pz/9iQcffJCXXnqJ3r1707FjR8Cb7deqVau6DCkIgiDU0ahR1xebnjhx4j2YiSAIgvBLdfUNpUwmw+VyIZfLKSsrA7wBwUuXLgHeZYXX3oBOm/kJg36rpmHLONwuD/Pf3cPWHSo6d+h+w3MuX76c0aNHk5ubW+3SwbtB7nbjcbuRXXVj7jaa0Gg0GAyGeg9GNkpN5eVJoWzasQOH00WXUSNq3VBBp9NRUlJCYIAWi7kYrS4EAJfLjsNeQlBQUI3GMRqNzJj2A0cPHsPlhlRFGyLV8RRb8nn7b+/w9nv/qO3l1YlcLq9zI4vLjQ1qwmKx8O4nn+KMa4jHEMraWXNpn5LMoH43DohdbqKgUCiYtXARUuc++CUkA+BJbcLO+dN4YtJEoqKi0Ov1dO/e/Y40pHG5XHz/zQxyTlzAaXWya6uFJi3krFhmZ8cOFy6PhL0sl5ceeIjkc+fYtGsjGrWaPmNGEh0dfdOxc3NzWXdkPR0/7oWkkHDZXax9ZR3O6EgUocF4IgyUl5dX6RJbm+X4cVExZB+7SOGqwwSNHYEiyJtApG3RhNKjJ3j9vbd52/8vKJVKXC4Xq1atIjU1lV37szC0fcC3RNkvKgl1cCjWikI0AWFoA8NRBkeytaiUuFOnSEtJ8Z0zLy+PjIyMGgXKjh4/RWzTfr7guVyuJKpRd3KPrME/IIbUpEEU7d9AMN4mIEpUWMxWvpg+HWvfvuiiogAwXbjAVz/8wAuTJ+Pnd+Pal5l9e+NasYr1B0pxuqwoFVeeS6u1lLCwMNxuNzKZjKioKLRa7XU1DoXbI/N4P2p7DFzf2Opyd+6bcbvdvPjii3Tu3JlmP9VzzM/PR6VSXfd+HRERUas/NNXplTFq1Ci6dOlCXl4eLVq08G3v3bs3w4cPr8uQgiAIQg3VplbqCy+8cMt97lbRWEEQBOGX4XKwz+PxEBoaSnl5OZ98+BUKp/dG3amo4MlnJvkCAAUFBQTG2GjY0ht4kuQyHnghnD8O/JF1K3bSvmMb+vbrdd153G43GzdupE+fPixcuBDPbRTar6vu7dqzev6PaAdnIpPLsWzeRuOYGNRqNVqt1hfwrE8Gg4EHrlnmVxuXl0yOHz+STz75Bp0+BZlMRUXZIcaNe6BGATCTycTf/vgPEiyNyaAXReRz0rmHE849BCgMyD0qjh07dlfKh6jVajp06ECbNm0Ab3DZ4/Hgdrt9/17OALy8bfW61bz/+Qe4VG4UDjmvPPsKXTp19mWpXv0hSRIymYy/vvV/uNt0Rd/Qe02eRs04sGQmf+/UyVc6Bajyr8fjweVyMfWbaezZuhdCc/G4PegaNPSOn9CQEydOoNfrWb16NW3atGHYsGGAt4tvfZXDWr54OeX7rKQ622D32DhWcpQnJhTS8qFkev6nMTKZjPysIr757GuenfQcaWlpNRrXbrezdstakiekISm8rxu5Sk7TBxtzcPsB/Pp3h+Jy/Pz8yM3Nxel00q1bt1oF/Pp17ck7X32MxWImILBqN15FVDjatnG8/v4/2TjnR9auXYvH4yE/Px+Hw4nymuXBkkqLy3El49jtdqLp3IPlS+fTrnVrKiu9HYw7d+7MgQMHajS/sNBQyq7Z5gH0+nAAdH7hlCpLydJlEWEKweNxER4bxv6880T9FOwDUMfGUmg03jIILUkSQwb0Jzk+nvlzl9IgZiAKuYbi8hPEJQbQuHFjHA5v8xOz2Ux4eLio230fiYuLq/L566+/zhtvvHHTY5577jkOHTrE5s2b630+dQ4FX+7Cc7V27W6ernut+rrJPH/+PM888wzr1q1Dr9czceJE3nzzTRHpFgThF+ndd9+t0X4ymaxGAb/LRWMzMjJwOp384Q9/oF+/fhw5csT3F8iXXnqJJUuWMHv2bAIDA3n++ecZMWIEW7Zsua1rEQRBEH5eysvLefv//s3aNRvo1bs7L740halfTSdG0R0/nXcpkslewtSvpvPib58DwOFwoNZVvcGVK2Wolf6khoznwM51BATuon37jOvOl5eXR2lpKW3atGH37t13/gKv0aNzZ/RaLWunzcLpctE9PZ1efTIBfMGe+83lYEJoaCivvfYSR48exW6306RJzxovw12zci2xlhRCZd6ARSRx2GU2znGK1NDuHChaSnFx8R27hqt5PB42bdpEXl6eb5skSUiS5GteoFAofMG7/Px83p/5H9q+3QW5So7T6uSN3/2Z1yy/x2AwXBcodLlcuFwuVqxdi3bko75zyGQy7NGJfPjhhzddxTb9+9kUnJNokzgJp8vGsZVrcHe1om/SDFfeBYxGI0ePHgXgzJkzpKWlkZycTP/+/fnss8/q5Tk6uPcwSY6WePBwIGAffpNGoN2wiPQHG/sClJHpoZwKyKGioqJGZbh+XLqCvVlHccl1WP+2l5ZTmhHTORYAj8uD22rH8v0SWiU15J3/foLTLxSZXMH3sxewdMHsGs/d39+fwd368N265Zh2H0DfvvVP53Bh2X+IkMyRmMvMHDp0CI1G46vj1zAxnsNnsvBPbgmA02rCeOE48U364/F4KL1wCCkkCEmlwvpTHMFqtXLw4EGCgoLYvn17jebXu1dXPvpiJn4ZE3xLei8eX0vTtLEAXMrfD62SUPbryflNW5EfOYGmoIKAa2oHuiwWHGaz9/2wBkvqmzRNw+1xs2rFYmw2B8kNE/j8i48BfJ2OmzdvLhp23Am3UcMvJyenyvfXrb7Wzz//PIsXL2bjxo3Exsb6tkdGRmK32ykrK6uS5Xfp0qVaZX3XKSJmMpl46623WLNmDQUFBdfVVDhz5kyNxqmPm0yXy8WgQYOIjIxk69at5OXlMWHCBJRKJf/4x91JM/+1qa4z4dm3Bt2DmQjCr1N2dna9jne3isYKgiAIP28Wi4Ue3fohtyQTqOvE8tmn+HFRJqYKO3GBBt9+fioD50rtvkzA6Ohozi90UlZoJyjMW9try7wSdCQhk8mIM3Rh9g9fMu+HxcgkN23btWTYyAd8f7zfsGEDY8aMITs7+64Fma7WtnVr2rZuXWWbQqGo92Yl9eHaTB+5XO5bInYjHo+HwsJCdDqdr+PyhbO5BBJVZT+9OwCFQkmx9RxJge0xmyzVDVfvJEm67n7zcrCuumYeS1YvIWlSY+Qq73Oh0ChIGJ/C0tXLGNA784bnCTUYKCy6hDrsys20rDCP8FY3zmI0m82cPZVHo8iRAMglJc0iB7Jr8xw85YXEaJXX1QE8evQoLVq0qNfXsiSX8OCmglLk6aloEhKwVROxUGtVtGnThpMnT950vIOHDpF1upjYzpMBcLucHHj/Iwr2FhCYHMCp2UeJ9IuhT+curN+8HVXLAQSGeJcGO0wVPDL5aZ59fGKNA+Kb9+0i6n9GUPDNGkrOZKMIDcW89yB+rRKR+2lRVVopKSmpMl7/Pj25+N0MLq7NQq7RI5mK6dkpg/XL3gE/PaqEeEIeGIb1+FGSIyOYM2cOI0eOpFOnTixZsuSmnXyvFhUVxbBBPVi6/GtcKLGaypFcUFZ6hrKys5QYs1EHp1I8bSYBfbrjKiggKcGCJsjDkf27ULdoi3PjYoLy99C5u4xvp/2FVi0zadu26y3P3axZU5555mkaNmyIUqn0BY7tdjsqlcqXnSrUs9uo4RcQEFCjgLrH42HKlCnMnz+f9evX06BBgyqPt2nTBqVSyZo1axg50vv+cvz4cc6fP+8rqVcTdQr4TZ48mQ0bNvDII49USW+urfq4yVy5ciVHjhxh9erVRERE0LJlS/7617/y+9//njfeeKNKi2tBEIRfKrvdTnZ2NsnJybed3VwfRWNtNluVIu7X1rMQBEEQfn6mffsdMkssIf7eWlihASnkl1kxW/bANY0w3R5nlaWP40ZM5vPnvyYg0kFxvhV3eQyJgd1/elxCLQXSNm40FdZ8dm5dRklxGU8++7hvvBUrVtCvXz/mzZt3X2TVRUdH35HlvLdLp9PVKhB57tw5vvv6B9SeIBweK+ExgUya/AjpbZuz/dg+Eriy8qpQyvd2P5X7o5RU2G13J+Apk8lq1bTDw/VNGGQSeDw3H+OB/v344JtvcXcfgCokFPOhfYS67cTExNzwmMrKSlSKqjf3ckmJZDbTLy6c9m0HXndM48aNsdlszJ8/v8bXdCude3Rk27y9aC3+SMHelXCyyEROr7lAwz7eJYZl5yooPlHGgQMHGDhwIDt27Liu6+1lm7ftwpDaz/e5JFdgiO1Cxe48LFkaVJV+PP30RDQaDXOWrCYi5EodQKVfAOU2D02bNiUrK6tG83e63EhaNTG/HYHtQiHO4grk2kaoo0OwHD6HdDgXe3d7la+rQqHgiUmPYDQasVgshIaGIpPJ6JDRms+/n47DYcE0dwYRGjWjH/Y2vzhw4AApKSk1DvZd1qZ1S1q3aoHb7UYul/OHN35HLqdxBdmJffZV7/Jup5OL332JNiYSU/kFXv5XMN+8t5ltn66kR4aNv8/1vk7cbg9PTVpGYmIaoaHeun9Wq5XpC2eTW5KPx+WhaYNGDB8wBEmSCAgI8GX0paWlsXbtWl9sRGT33SF3oUvvc889x/Tp01m4cCH+/v6+unyBgYFotVoCAwN5/PHHefnllzEYDAQEBDBlyhQ6duxYq2SLOt0VLlu2jCVLltC5c+e6HH5DdbnJ3LZtG82bN6+yxLd///4888wzHD58uNr0a3EjKgjCL4XZbGbKlClMnToVgBMnTpCUlMSUKVOIiYmpdafe+ioa++abb/LnP/+59hckCPeBxFeXcPatQdVmtAvCr9mhQ8dQy0OqbPNTh6PTq7lQsYcYf+/v3bmV+2jSPKXKzWhkZCQvPP0axcXF/PeDz0kJ64Mk82Zgnbu0lUh/b2ApQBNJhL4xuefOUl5eTuBPy+LKy8s5ffo0Xbt2Zf369Xfham8uKirK16TkfqLT6bBarTXa1+128+2XM2ik7I9S7l3qm597jKWLV9CnX0/m/jAfq9OCgXAKpXzKZCV43BCubcAxy0qGtn/4Tl6KjyRJtarf2Kl1R76d+j2GN0O9TSZsTrK/O8GTwyff9LiwsDBeevxRVqxbT+GBEto3SaPz4Js3QQsLC8PiKMDldiCXvEEZo6WAmJgwLhWe4/s5B2jWqC0t01v6glWXO14rlcp6yxLt1LUTVouNrRu3Y9x5Fn3nDvj3Gsi+pXM5MGMdOpUcV2EZbTpoyTe9yeNP/x99e04iMqJBteOplCosTnuVbW6XDV1QNGGxLSi+YGD9xs1k9uuDzO3C43Ejk135freZKmjRokWNA37d2rRjydytBD7SC3VsGIpgf0qmrkbtH0B8dCwjHn3ihklGer3el5kKEB4ezh9e/A2lpaWoVKoqj91OgwuZTObLoLW5lDiK84l8+FHKN27AeuoUcr0eTWJDHEcO4AgNYv9WI5NfCcZdaeSpZ3S+cSRJxkOT3KxfsZvu3b0Zp1/PmoZ7WBINWnXA4/FwfskhFq5YzPABQ1myxPu7SFxcHAMGDPAF+yoqKigvLycoKAh/f3+EenQXAn4ff+xdnt2jR48q27/++msmTZoEeMs4SZLEyJEjq5S3q406vdqDg4N9Qbn6UtebzPz8/OuKxl/+XNyICoLwS/faa69x4MAB1q9fT2bmlWUqffr04Y033qh1wK++isa+9tprvPzyy77PKyoqritiKwiCIPy8DBjYl/XL3yHgqqWepeYTDBjcl0t5hezbswCAVhnp9O1/fRMOgJCQEJ58eiLTps7EaZdTVl5MqCaZmNDmvn1UCh0yhxyj0egL+AHs3buX4cOHExcXR05Ozp25yBoKCQmpcRmju8nPz8/XmOBWzp8/j14W6Qv2AUSoG3E4axklJaWkJQ4ht+ggx8r3g0xCJpOIDIrnqG0JvQf1IDw8/A5dRVWSJNUqqzMqKoo+zXuy4plVKINVOMvsDOk5mJCQkFseazAYGD9yhO9zt9tNRUUFfn5+1TZGkCSJ0WMfYOaMmQRpG+HGRrn1NPooOw3HKvG4YdO0RRw4tJtJDz2B2+3mP+9/yPEjpwgMDKB5qya0at2yxtd2IzKZjN79e9G7fy8OHj7MrC+/RJ6QgLzCQZw+iaSYUBo8sI3hD3mbaQx7yMP/e+57end9ttr7+r69uvL1D4uJyhiHXKHCZiqlOHsfTTo+BkBgRConT/1IZj/o2KYlO/esILhVX2QyifLj22kQE45KpUKj0dQoAN22VWvyVhey543pSAE6FBVWFn31PadusfT4Zs9Hddd17tw5WrRoQXJyMqdOnaKyshKtVuvLoKsppVyF2z+Q4gXzCI9oSYP2k7Cbyzm9cyaxhiAGZw5m1VdL+frNM1Tkudi/xolS78QQBu3bK9i6UUF+3n5Oniogs38vij1mElvF++YeOqgZh367kKvboebk5PDZZ58xcuRIiouL2bJlCw6Hg6ZNm5KRkSFWNv7M1OSPGBqNhg8//JAPP/ywzuepU8Dvr3/9K3/605+YOnUqOp3u1gfUwJ3sTHItcSMqCMIvxYIFC5g5cyYdOnSo8pfPpk2bcvr06VqNVZ9FY2vSgl4QBEH4ecnM7M83LadxZP9GFO4ITM4cAkPdpKc3R2op0X9An1sPgjcg87tXX8RqtbJrx252rTnv+xnm9rjIKz+MRu8hPDzclw112ZIlSxg+fDgLFiyosmLnbvPz87svl/QGBQXVeLmiWq3G5an6HLo8ThQKBefO5tIgpAXNEocgSd5bxqN5s5j45EjCw8PvanPE2i7pBWjTog2t01v7upnWpQTVvqwsFqxchSzIgLu8lJ7t29GzSxfAuwQzNzcXPz8/Vm3dhCNUTW7lIQKUKjw6I2P+rzFbZ12k5JKD2M4RnN50kW9mfIncpqX8jIJodVfcZidrz+3CZDTTpVunWs/vRpo3bUqTxo25ePEigYGBBAQE8NU3/+aZ16/8XiaTyeieaeXCifM89dRTVFRUcPjwYS5cuABAfHw8wwd0Y8mK77DYHJhNFhq2GY9c4Q0qGUvOkxjrDfz37d0T7bbtbF4/FY/HQ6vmTZj0yPOYzWbsdvv1E6yGTCZjaN9MBvbsg9Pp5NFHH2X16tX19pxcVlFRwaJFi4iJjuX/3nwPGX44nEZatmrC4CE3ru94LT//ANTN2+DYd4TQBt7u0Sq/YLTBUeRYL/LNnp24CizIS4OIlRKRxx7lxfdiCQ5TsHZeKSVlKtKaPonJeIkvvvgeKVGFraACj8uNJirI+3q9wUt27ty5VT4/fPgwqampviXNQj24Cxl+d0ud3qn//e9/c/r0aSIiIkhMTLwuIr53795ajXc7N5mRkZHs3LmzyniX0+vFjaggCL90hYWF1f6F3WQy1fiH/t0qGisIgiD8vMlkMmbO/p49e/awc+cuGjduhMFgICsr64a1wG5Go9HQuWsnTp8+y54jP6BThlBmvoBM4QK5jrffeA+3zEW7Tm3oP7Av4K1Zu3v3bnr37s3SpUvr+xJr5VbLMcvLy1m4YCl5eQWEhATzwLAB1zVwqG+BgYEcP368RvtGRUUh6W2Umi4SrI7G7XFx1rqdyKQQDuw6xLmilZhkRqIi2xAT1hKZTCI0NPSuBvugbgG/y8fVNeuptLSUuWvWEfDIZGQKBR63m7XzZ5EYE0POxXxWb92OMjaJ4uP7CHpwFH6JCShzL1I8ZwkBej/K8m2YrTIG/c3bebrFsERWv3WYcyuKSPcfCoAkU5Go7siBvVsYPXZklS7Et0sul1dJaAkMCuHC2XOkNLnyfJw/o2Tk4AfYuXMnLpeLtm3bEh4e7ruXT2/ejLTGjTh//jwLFi2jsvA4MkmOpfwilRe30nv404D3ee7aqSNdO135nbBz584cP3681l83lUpF27Ztyc/Pp7Cw8HaeghsqKCjgtVf/SmLkKBRyb0zg6KFVRMfso3XrG3dj3rljN+tWbMDjAafTgr3oEn7B3qCnx+Mm99Bq7JFKwoY9A4D56HF03+7FGnSOP30YRnCoN2bSd4yB/ZuKMZcW4qePINjQlnOH1uD8404khQKbopTwIY1IiIi94VzA+/6ZkJBASkoKfn5+2O12EeOoL7fRtON+U6d362HDhtXLyevjJrNjx478/e9/p6CgwHfTu2rVKgICAmjSpEm9zFMQBOF+1bZtW5YsWcKUKVOAK0Wqv/jiixoH4+5W0VhBEAThl6FNmza0aePNavF4PPj5+bF27do6jSVJEpMee5iKigrWr1vPju0XkbkCsFRYCZNHkKhpxqGNuwkO2U279m0BOH36NKmpqaSnp9e4Rlh9q6477NVsNhv/+eAzogx9SIrqjclcyMcffs2LLz9dow6OdeXv709BQUGN93/6+cnMnD6Xoxf2IcllNG3XmIMbDtPO3QuZR4bH4+FQ3m5kEoSG+9+TZYMymaxWNfzqw869+1C064Tsp+CmTJLQdOnByo0byS2pxDByMh6Hg9Ki86gTEwCoXL+ViAEjse5fxd5l+TQemFRlzOQeYVxcVrUzrySTsFrsaDQaaiI3N5c5cxdjMtvQaBSMHD6IhISEWx7XrfMg3nn9fV59S0ZcAwVb1ljZvUlLRpPzvue2ffv2VZbKHziUxbx1y9Gkx+KMkqMsOo68tJjGMVF0G/PsDVf6aTQaDAYDGzdurNE1Xa1Hjx4EBgaycuVKwLukuqSkBL1eX+Pn6FYOHz6MTpniC/YBxIR3YfOm5TcM+GUdOMiGhTtoKHVHksmpcBSxb/sabMHBhDbI4PS26dglG2FjJ/mOcZtM6KQAzPILBIVU7WoUlyLnyKYKdH5hFBQcpnHjcQQEegN8FnMxx7/4nufe+AMA2dnZbN61G7VKxYjBg+jcuTMxMTFIkkR+fj4HDx6kf//+9fLcCF4yj/ejtsfcj+oU8Hv99dfr5eT1cZPZr18/mjRpwiOPPMLbb79Nfn4+f/zjH3nuuedEhFsQhF+8f/zjHwwYMIAjR47gdDp5//33OXLkCFu3bmXDhg01GuNuFY0VBEEQfnlkMlmNaqPdilwuZ//e47SIn4hcUuLxeDh+fjlF9gvEK1uyef1WX8APvF17x44dS3Z2do1r1tWXiIiIWzb927VzD4G6dAL03g6vfrowwoM7s2H9FoYMHXDH5qZUKm8ZjLyaTqfj0cmP+D6f9f1sIowJVTosxzoTuWTN4pVHX6r3+dZEXTP8bodSIYdrMjjdTgcVZRUo09oik0l4ZLIqy/hcRiMK/wB0GYM4OucDlCEFnFhXjMZfQfoD0dgqHdhk5dhdVlQ/1U2ssBcSmxpVo0Cq0Wjk869mEN94DKGaQOw2I998+wMvPP8YwcHBNz02LCyMYYOf59M3F1JWXkJCXEsmTRhYJZDqcrl8mbpWq5V565cT+fdRSEo5bruTc/9aQllODuV2E/EJsTRp3Ljac0VGRpKfn09RUdEtrykuLo4WLVqwdOlS3G43YWFhzJkzB5fLxfHjJ5g570cUfmE4reU0Topj9MgH8Hg8XLp0CZ1OV6XG52Uejwer1Ypara62i61SqcRD1e8Rt9tBXNyNM+rWrtxAgqytr9FQgDKUUHkMJRoHR9Z+TFSvEZSfOYDLZELu720Som2UQo57A9HWcHavM5LRy7vd5fSwY5WV6HDv+ez2Cl+wD0CrC8FfH4bb7Wbdxs1sPHISTasuuB12/u+TL/mty4VOq/V9TygUCmbMmMH48eNv+XwLNfRrX9JbX+rjJlMul7N48WKeeeYZOnbsiJ+fHxMnTuQvf/nL3bqMX6TqOhOefWvQPZiJIAg306VLF/bv389bb71F8+bNWblyJa1bt/Z1MK+Ju1U0VhAEQfjl8Xg89bIUMetAFgZtM1+nU5lMRoPoLpw8vYxg5fVletxuN2vXrqVv377Mnz//rmaARUdH33K5YUlpGWpl1UCoRh1MScn5Ozm1agMctaHRaiiVVQ1muiQXGe1b11uGVW3di4BfuzZtWPvxp7iSGyLX+eF22LGtX02nZk3ZWuatkSgpVcgVGqynTqNpmIy2WRrle7cT3L4bqkbdODj3KDGpPSl1mMmavwqt2skjjz7ErO/n4++Ixo0Dh7qcD175d43q4m/bthNDZEfUGm+QS6XWExLbg42btvHA0IG+/Ww2G2s3b+TYuTPERUTRv1tP/P39iYyMZOzop6odW6lUotFoMBqNAJw8eRJNp4ZISm+A6+y/l6FKao3fA+nYrFamz5/PeI+HpmlpVca5nP07f/78Gj3PmZmZyGQyWrduzalTp5AkCbfbjdVqZfqcRcR0esxXN/D0kTUsXrKEMzl7SG4mp7TIBdZwxo2a7Csxtn9/Fj8uWolC7ofTZSRzQC8yMtpUOWdaWhoL5i8nxJaGRh2I2+2ioGwLn/7rTc6ezfbVBg0ODqZt27YcO3YMnU6HvLxq6ESj9EevlFMuVeIXm4xCq+Pi/KWEThqHpNXiNluQ/DyUOcr54k8V7FpdSWxDFRsWmjCVBlLIbsymC8jlnutqlSrkMgYMGMD7X00lMPMh32Ou0Eje/fhTXnvxBd++jz32WJV5uVyuahvMCL9ONQ74GQwGTpw4QWhoKMHBwTetDVVSUlKjMevrJjMhIeGe1/D4ORJBPUH4ZUhOTubzzz+/19MQBEEQfoWcTid79uy57XEUSsV1WTcutwMJOefdB+ja4/oyFZcuXeLSpUu0b9+e7du33/YcaiosLIxDhw7ddJ9WrZrzXdZyggOvlCwqKttP5qD0OzYvSZJuu2h/lx6d+e/2j/EvD0IpU2H32CgMPMdDXR+op1nW3r0I+On1ep4YM4oZC2ZhdLtRejyM7duHtEaN2PLu+1iiG6CNjCWsfV8uzvwaR2AAEuCx2SnNycaYW0CLXi/5vh76oDjKzyykUaNG/OH1V8jOzkalUhEXF4dOp6vRyjSz2YJcWTWTT6nUYb6qfqbL5eKdzz/C2a852gf6c/xELoe+/IRXnngWPz+/G44dFhZWJWtVr9fjOeUN/tnySnG7NehbtARArtOhGzGCpbNnXxfwS05Oxm633zQgrlKpcDqdxMXFYTKZ+PHHH2nfvj3Dhg3j6NGjeDweb5AtKt0X7AMISe3CxlXv8MnqcPQB3oDWph/LWL32Rwb0H0FRURE/LlxLavyDSJICt8fFimVziI2NJirqSmdxpVLJU09PZMb0uRgv2fD31zF2/FCioiLp2LEDe/bs4eTJkwwdOpSLFy+SkZFB4yYpZOUcJ0bpLRnmdNspdOXSqMlTZG38Ly6zEU1oNOFNe1DwyTQcFSUotVoCA/X07tSJiJAQLBYLsjIZz01OwW63c/HiRaKiurJp0zbOZO8gPLIdHo+HkuJDNGmazKJFi7ArtWiu+p6WqzUodX6oVCpiY2MJDQ31PeZ2u5EkCblcLoJ+gk+NA37vvvsu/v7+vv+LDjCCIAj3xq2WEV3tTtYJEoSfs2v/6HX2rUHV/iFMEITqLVo4h08++TtlZZfQ6SLIHPDQbf3MadGiBcuWrMNgT0Gj8sftdnIsZzmSykzbLo3IaNe22uO2bNnCqFGjiIiI8DXuu9P0ev0tO/TGxcXRLD2WrAMz0WsTMNsukpBooGmzpndsXjqdrsZdUW/EYDDw8NPjmT9jATazA42fiokPPnJPf5+4nPV1tyUkJPDqlOev2/6bJyczZ9Fi8ravQK/T8tJjjxEfHw94g5Nvv/0u8pDkKvfLKm0ANrv3GuRyOQ0bNvQ9ZrPZarSkNyOjFQenLiTQkOhdUuzxUHRxK/1G9/Ltc+BgFo42ifh39r7OdC2SMDmcrNmyERlydh86hEeSCPHzY9KYMb4lsa1atWLr1q2+cRITE5EvW4TxwDlQSsgDgqrMRdJosFbTtEapVF7X0PNqkZGR9OrVC4/Hg1wup6ioiMrKyus68qpUKjyuqh2k3Q47/kEyX7APoPMgPSu/OwrAtq27CA/u4OsqLcnkRBo6sXnzDkaPHlZlrIiICF586VnatWtHaGgoS5cuZf369QQHB7PjwF4KiosoLy/3BWK7dO/MyROn2HlkMX7qECrdZcS1HYokVyJTqMie8yHaoGgUah0uUyWRkyejDAvD7XCw+NtvaRkdQUbrtiQnJSOXy0lMTCQzM5Po6Ggee+wxXn/9L0yb81+cSgUKuYQ2yNsY1VlaiMftQiZ5r9lpNhIaEIAkSWg0Glq2bAngyxC0WCwolUoUCsV1WYNCzcmoQw2/OzKT21fjgN/EiRN9/7+83FYQBEG4+4KCgmr8A9zlct3h2QiCIAi/NmvXrmbG9Bf57L8etFqJg4dy+e1rHzBp0ius27iJQ0dPEBYawsC+vWrclValUvHEU48wY/o8LCV2JIWHYWN60bZt61v+zFu+fDkDBw5k/vz5t+ycWx8UCgVms/mW+/XP7E2wwZ/CwkLatx9KdHT0HZ2Xn5+fbzni7UhKSuK3//tyPcyoftyLDL+bCQwM5PFHHqr2MYfDgdUqw2ovqBJwsVuNaDXV33qbzeYaBfyio6Pp2rk5GzZ+jVYfhcV0iQ4Z6VUaX+YVFSI1C69ynCoxgqz5S7AnJqN74glkMhkV+fl8NHUqr06Zgkwmw+l04u/vT2lpKeB9zqdMeoL5yxeTnZeDpbCCwO69kX4K5lmPH6fRT0HOqykUCrZv345KpaJz5840bNgQk8lEZWUle/bsoXv37qxYsYKgoCC6devGunXrqr3WRo0a4Vi4FEtFM7QBYbhdDvIPLCImrup+dqvHF+CTy2V43FV/7/V43Mil6jPdRo8eTXFxsS/YmHsxlz998E9UIzsib6Rn6cJvaCwLZMLocQC0ateSk+dz8G/cjtjwhshkEkU5+/GYK1BbJRJL/LBixtWrCcqwMDxuN+WLZhHaVImno4rVe9dz6NRhPnn3Y97/+L/86V//ICQgiMzuvdm8dxcBo4ajTk4G4MKhQ8xcuJBBvXqweNG3qFt0wmO3YTuwle9++I6MjAxKS0txu93Y7XZOnDhBeno6J0+eJCYmhuDg4Nte3v+r9mvv0rt3716USqWvPtTChQv5+uuvadKkCW+88cY96d4kCILwa3H1L0dnz57l1VdfZdKkSb6uvNu2bWPq1Km8+eab92qKgiAIwi/Yp5/8nb/8PxdarfdGunkzFZ07WPj3Bx8hNWiDf5eHKC69xH++/JYpj0+ocdAvKiqKl3/7XK3nYzQaOXjwID169GDVqlW1Pr62atIU4+LFi3zx6TSCNGnIZEqy9k3j4QmjSG6YXG/z8Hg8nDx5kpKSYlJTGxEREXHXu9neLfdTwO9qNpuNgoICQkND0Wq1AN6OxiFNOL1rFpEpnXHaTJw/vJQXnp1U7Rhms7nGzSa7d+tCxw7tKC4uxmAwXHdck+QUdm3fAM2vdAi27jiOzebEv2dPXwBSFRmJJSSEvLw8oqOj2bJlC5mZmURFRbFjxw7AmzH60IgxABw6epSZX36JlJoKFRUEVFYy/NFHr5ufWq2mZcuWtG7dGrVaTWlpKfPnzycsLIyOHTtSVFREcXExxcXFnD59+obXKZfLee6px5g+ax4Xy03IJQ9Dendnz34jWdtMpHf0w25z89XfSujQZjAAHTu1Z/eurwkKSEAuV+FyOcgv2cIDYx+8bvwxY8Zw9OhRDh486Ns2d8US9C8MRhkWBIDmuaHs++M3yGbPpCi3GLcijpgG/Th/ZAV5J9eh06qxmcrReYJJc6WhkWkp8uQh13qXTltOHCeqkUTLp1oDENMpjqOfH6B9n274jW6D/ys9yT2Vx7uff4xL7od/8pX3Bk2zZpzeto2JY8fSICGenXv2oVar6PDcU5w9e5aMjAz8/PzYs2cPeXl55Ofnk57uLRewd+9eevTo4cuiFOrg196046mnnuLVV1+lefPmnDlzhrFjxzJixAhmz56N2Wzmvffeq+dpCoIgCJd1797d9/+//OUvvPPOO1U6cw0dOpTmzZvz2WefVcnOFgRBEIT6YDYb8ddXzR6xWB04AyIJS/EWyNeGxkDGUJasXMOkh8bd8TkdPXqUhg0bkpKSwsmTJ+/YeQwGAyaT6Zb7Tf9uLg3DhqFWejtzhgc0YeYP83ntf1+ul2V2NpuNqd++S0aHSpq1drJ4gZzc3KE0adLktscWambtlo1sPLATdWok9mUFtElqwuA+mURFGXA4gwkMiKUg+wAOewVpqQ1ISEi4bgybzcaRI0eIjo6u8RJMlUpVpSbd1RITE0nas5MzHy9FapOE5/hFgnKNVGg0cO3YP9V6A2/QfNGiRXTs2JFx48aRnZ3tC/wBNEtLIzU5mezsbPR6PTExMdWe3+VyoVarmT9/PjabDZvNhtPpJC8vj3nz5t3y2q5mMBh4/unJVbY1SWvMku9mMfv98+CR075NJi1bepf7BwcHM2bsIObPn43LKUMudzN8ZH/Cw6tmPPr7++Pn51cl2AdQZjbi/1Ow7zJt8wYcyDpPiCuB+ORu3nlFpJF7Zg3d2seyeuUWLJUWNDJvsDeYME5t34O+U3ucF04TP65q51/JoETePoHALt4Ox/q0WNzj2lHw/V78r7n+y/GjsLAwBmX2820vLS1l1qxZ15UVyM/PJzk5GaPReNNl1UIN/NoDfidOnPCtF589ezbdu3dn+vTpbNmyhXHjxomAnyAIwl2ybds2Pvnkk+u2t23blsmTJ1dzhCAIgiDcnkGDH+bb79/iice82SMms5vVa90okqsuWdUYIig8VHzX5rVkyRLGjBnDxYsXaxSUq4vo6GiKiopuuo/H46Gi3EyDQL1vm0KuRvJosVgsNerIeisbNy1n4uRyMgepASWDH/DwzGNLOX16zG2Pfb+5H7MWL168yKbsLCL/MQqZTIbH42Hff1bR6NRJJjwyjunT55CTkw8ySEmOZcyY4deNcSDrIHOXr0TZII0f97+NvCSf5yc/dlvdkGUyGRNGjeXChQucyj5DbMP2JPdPZtnq1ezYvh1dp04AOMvKkC5eJDb2SkDKbrezYcMGEhMT6devHykpKWzZsoXs7GzAG2hs1KiRb//S0lIWLl9BXkEh0RERjB46GJPJxJIlS6isrKzzNdyMVqtl1PAb/zG7cVojXktrdNPg6ahRo1i7du11240lFajzilFFebtrezwezPtPo+3YGtn2qkvlA0PTOHpsH3p/LfZKsFrNaGQ65DIFjUqSOfTOe+hCAyk6ZCcwMYjz685SebGSogMF6AZUbUCkTY1CZrFgO3cO9U9BYeuxYzSIiLjhdVZXQ3Tt2rXExcXRtWtXnE4nCkWdQj0C3vp9ta7hd/+9TQF1DPh5PB5fWvXq1asZPNibRhsXF3fLH4CCIAhC/YmLi+Pzzz/n7bffrrL9iy++IC4u7gZHCYIgCELdPfnkFF56aQ+PP72JmGgPWYflZGYOZsHanXhS2/hutCvOZJHeOPWuzcvtdrNhwwb69u3LwoUL70igKCws7KZLEQGWrl2FyWXG7XEjybyZkB6PB4er5ks3b+XcuSP0zbxSRkkmk9En08727dvveK1AAXYd3I/f4HTfa10mk+E/pCU7ftxHSsMUJk26fhnp1ex2O3OXrcQwcjIyufeW3HT6KAuXLmPsiOHs3LeHVVvX45LLCFTpeGjoqCodWW8lNja2SjAvs3dvSufP5/gXX4Bajc7p5MlHHqk2KHb27Fm+/fZbdDodAwYMIDExkQ0bNlRZVm0ymXjv8y9R9x6CpnssF3LP888PP2bYsGE1qm95p1V3XQqFgm7dumG32zl37lyVx0wmE3qHP4Vv/Yj/qLYoQv2pXLgXyuw4Tl7AYa/a4bi84DT2Uxdx+JuQ64I5ZN1HvKMBKo+aXOVpBnfpTsu2LfhixpecXnyS2EFN8W/RgPJcK8UzNhPU7krTlsrNx+nfrSvHdu7k0po1eDwe4kNCeHjMrYP3er0epVJJaWkpRqORqKgo3G63L9gnGncIdQr4tW3blr/97W/06dOHDRs28PHHHwOQnZ1NxE0i0YIgCEL9evfddxk5ciTLli2jffv2AOzcuZOTJ08yd+7cezw7QRAE4ZdIkiTef/9bSkpKKCwsJDo6mmeeeRA/zwUurvgIXYMOOMou4mctps/TT9zVueXl5VFaWkrbtm3ZtWtXvY8fEBBw0w69brebnUeyCHioE4cWLCY1qAcymZxTeWto37VlvdXUCgoKJfv0WRqmXlm6d+qEhsYN/W5ylHCtQ4cOsWn3XnQaNX27da1xsFSv1eEqqxrYcpab8dPULHvz3LlzKONTfME+AF1SY04t3MqxE8dZdnwH4X8djqSUY8sr5b2/fUx4eDSVJhONGjRgcJ++tcoElCSJh0aOxOFw4HQ6ffUGb8RqtWK1Wpk1axZ9+vQhIyOjyhLfLTt2oGjTGU2UN6iojYnH1KI9s+fNp2e3ruzdu7fGc7tbevTogVqt5ocffrjuMbVajVqtpW3QMPIWHMLsukiSqgXH7WtQ5zoxG/O5eHYbQaENKS84SVn2flo4M8g3nSOmdQhnz8nILzlLeHgok0dN9P3RPTW5MaWdlYR3TAQguFkUWW+s5MLrc/HrnYbrRAH+Fyz0mDSU3t174nQ6kclkNXqfiI2NZeDAgZw6dYpdu3bhcDiqdH8GfNmnIuhXS7/2Jb3vvfceDz30EAsWLOB///d/fS+sOXPm0OmnNGFBEAThzhs4cCAnT57ko48+4tixYwAMGTKEp59+WmT4CYIgCHeUwWDAYDCwaNF8DIG72LFew4VcI5u3LuHzr9yMfejVe9LMb8OGDYwePZrs7Ox6X32kUqluulzR5XKBVkVAr3TM4QEc/HE9OF14Asro2++peptH1y5D+X+vvs+f/uYgKUnBjwvtFOal0TEj+JYNLqxWK4cOHUKSJJo1a3bfN1y8U0t6Fyxdxr7CMnTte1FqtfDxrHk8OKAvaVctW72RDm0y2Pjlf9GmRqOOCMRRYqTyh520GjSamYvmc6mkiPSUxnTt0Kna4E1gYCDuipIq21wWExq1ilVbNxDyfHckpfyn7XaMShXqQf2QBwWSdfgoZ778gleefa7WgRylUlmr+m4Oh4Ps7GxSU6tm6haWlCFPrvp7ptwQyubt2wkOuLYa3b2lUqno378/Wq2WpUuX4vF4CA0NJTIykri4OPz8vEHy2TMXUJJzBgd7SWvioKLiIP5mGQ0TJyNJCi7lZ3F0x1RirXH4Kf3Z77cHhUuOwajjf16ZUu25z+fl0CCjR5Vtod0SSTrkR8ClACJTG5PYL9H3dbzVMtz+/fuTkJCAyWTyfZ83bNjQF49xuVxVXm8i2FdHv/aAX3p6+nVFLgH++c9/ik4wgiAId1lsbCz/+Mc/7vU0BOG+lPjqEs6+NYjEV5fc66kIwi/WwgVf85tnvP+PjVEwbrQCf72F1Rv206VL73syp+XLl5OZmcn8+fNr1FW3plQqFenp6RQUFFBSUoLNVrW2l1KpRGP34CwzomuWiK5ZIo6SCjwfrkSSpBuMWnsREREMf+AlPn5vMaWlhTRs2JlPPvmAxYsX3/S4M2fO8N3XszAo0wA3ixes4rEnH6qy/PPXwGq1svf4SYLGPg6AMjAY5QPjWfjj9BoF/Pz8/Hh27CRmfbaQQpsZP4Wa0T0G8NXCWagf7IY6Lp2NW49y4JsveOGxJ68LuoSHh2OQOak4ug+/Ri1wWUyUr5nPgwN6s3TjKjSaK0HYS/P2YBg/FkVwEADaZk0wnjnL2bNnadCgQf09KTdw4sQJmjZtSkhICMXF3pqcrZumcXL3XjQRVzIi7Yf2kNq53X3VUXnIkCFERET4vl/79++PXC7HbDaTl5fHtm3bfBm7w0YM4r33/8jUH3RERasAFevX2Hnn7cVERY/CENKQvFObuKS9RHj3wYRGNcRams/RHXMoLy8nMDDwuvPHRcZSejCPkFZXmpyY9hfSpHlGnf4wv2bNGtq1a4efnx9hYWHYbLYqZQLkcrkvyOd2u+v1PefX5Fdfw+9GbqfAqHBnVHeDc/atQfdgJoIg3CllZWV8+eWXHD16FICmTZvy2GOPVfuLhyAIgiDUt6DgUIpL3VzduLOgUIZWq7/xQXdYZWUlx44do0ePHqxevbpexpT/1NVULpfTokUL/Pz8kCQJp9NJZWUlRUVFFBYW8syDE3nvn58htUkCtwf3vmyeGX/jRgN1FRYWxvBhj/o+v9UyTY/Hw8zp82kcNAyl3HvfFupMZcZ3c3nl1d/U+/zuZ+Xl5SgMVWviydUazK6a37VHREQwZdKTvs+nzZuFZmIvtCnebwT//m0oyyu7YWDu6Ucnsnz1Gg79+DXxcfEMG9Kf5KQkyivKWD13F6EPdwbAUWb2Bfsu84QYbrq0vDpOpxOHw3HL10l15HJ5lcDSmDFjOH72LPsWTkcel4Ti0gUaBflft6T0bpIkibi4OGJiYggODiYgIAC9Xs/FixfJy8vjwoULFBQU3PB4i8VCi5Y6oqKvJDD16K3inbfPY7GUcvLQPJwOK8EtuuEfnQKA1hBFSIsBrFm/iREPDL5uzP7d+/DB5x/hHGvDLymYorXZBJYq67wKx+l0snXrVt/n7dq18zVTvczlciFJkgj23Q6PzPtR22PuQ3UK+LlcLt59911mzZrF+fPnsdvtVR4vKSm5wZGCIAhCfdq9e7dvmUK7du0AeOedd/j73//OypUrad269T2eoSAIgvBL9+STv+c3L6zmP/92YDDIOXXawfc/KHh8cqt7Oq+DBw/SoEEDkpOTb9looyYCAgIwmUzV1icLCwsjJiaGJk2a0K5dOx599FE2b96Mw+Gg0e8aUVZWRllZGeXl5Vit1tuey7VqssrKZrMhc6l9wT4AtcIPW4Xrvl76dyeW9IaGhuIsyMPjciH76blzlJUQpKt9MOyyvMICNEnXlLdKDudSwaVqA35KpZIhAzIZMiCTESNGsGzZMiwWC+3aZLBvWhanfvsN+gYGKCnCvHsvfu0zAPC43XiyDpHyeM3qY3o8HuYuXcDxC6eQ+ymRKt1MGP4gkZGRNT5eoVB4l6vjXVZqs9n44J//xGKxsG/fPlq3bk1WVhZGo7FGY9aVQqEgPDycoKAgQkND8ff3R6fT4fF4cDqdlJSUkJ+fz4kTJygrK6tVdq9SqcRsrvpac7k8mIxl5J+ahuSAYFUUWkPV500dGEpR9vWrH8H7nvHy5BfYvHMr+Ztz6JbcnBbjW9T+wq/i7++P0WjE4/GQl5dXJeDndDpFsK8+/NqX9P75z3/miy++4Le//S1//OMf+d///V/Onj3LggUL+NOf/lTfcxQEQRBu4KWXXmLo0KF8/vnnvrofTqeTyZMn8+KLL7Jx48Z7PENBEAThl65Ro0a8/sZ0XvnfV6iouAQEM3rM+PuiNtzSpUsZNWoU+fn5mEym2xorKCiI8vLyah8rLCyksLDwuu0ajYbCwkLCwsJISkpCp9P5MgWtVitlZWUUFRVRXl6O0WjEZDLVKcCl0+muS8K4lkqlwum2VAnueTxukFz3bbDvTpHL5Qzp3YuFs75C1bI9HqsZ9+F9PDppQp3HbJLUkP07j+PXsYlvm3vnKRoOrNpttaioiG9mz6bCZkfmdNI1I4OhQ4eiUqmwWCzIZDJstjIe/agFLrsbbXAD5r62k6LvTqKJjcNz5DgDOnVGr69ZBu36LRu4GGWi2W8HAHB+4WHe/uBDIsIiaN+mJd27dr7p19/j8bBq1Sr69OlDSUkJwcHBVRpfxMfHYzKZ6jXYJ0kSISEhREREEBoaisFgQC6XY7PZqKys9C3JPXLkCOXl5Tgcjts6n16vJzDQn0t5EhvX2ejWU43L5eG//7GgiArGUmlCY/enwnSJyiObCYi9suy7MnsffdLTqox34sQJ9h3ZgVato1NGd/r16HNb87tar169iIiIYPXq1fTo0aPKY3K5/Ff3vSzcXJ0Cft9//z2ff/45gwYN4o033mD8+PEkJyeTnp7O9u3beeGFF+p7noIgCEI1du/eXSXYB96/fv7ud7+jbdu293BmgiAIwq9Jx45dWLBwG1arlcOHD/PpZ5/z7cw5SJJE326dadq06T2Zl9PpZNOmTfTt25eFCxfeVrZYSEhIrZuAWK1Wzpw5w5kzZ657TKvVEhUVRVhYGA0aNECr1aJUKnG73bhcLsxmM5cuXaK0tBSj0YjRaLyuZuBlOp3uho9dJkkS7Tu3Yf+WNcT5d8TjcXOucgs9+3Wp1TX9UmS0bkVqchJ79x9AG+ZP6xdfuGmQ+tSZ0yxauwKL00ZYgIExAx8gKCjI93jfbj059MUnVOaWQEIYri3HaBEWT2jolaXDbrebD7+ZinLYGPyDDXjcbjYuX8yCRYuICAvz7efyOPEzXMnEHPdOS5b9MYvGqka0e/IpdLqadQMG2H14Hw3f7gXA2TmHKdniJGXQi8gkOduObqKw+EdGDx960zEKCwvJz88nJSUFm81WpZ7f+fPnOX/+fI3nc5lGoyEhIYH4+HgCAwORJAmPx+N7/RuNRkpLS8nOzmb37t13JHswJCQErVbL1q0rKLr0A5/+B9770MI/36wAnYaAZlFculiKrnUbtGlNqdiyhXCbnbxN01BHpOAsvUCEXk6b1oOorKzE5XKxc+8W8l2H6PJsBKayEqa9/xHD+02gvLSCFcvX4XS4CQkNZNyDI29afqesrIyCggJiYmJ8jUUAFi5cyKhRo+jTxxtEnDlzJnK5nFGjRt3Xmbo/J7/6Gn75+fk0b94c8EbDL/+la/Dgwfy///f/6m92giAIwk0FBARw/vx5GjduXGV7Tk4O/v73V5c0QRAE4ZdPrVYzdfoMlh44TUCX0XjcTmZvXEZJeSVdO3W4J3PKzc0lJSWFtm3bsmvXrjqPExwcTHZ2dr3Ny2Kx3DAYCN5gRGxsLImJifj7+6PRaJAkCZfL5QsIVlZWUlpaisFgQJIkdDodZrP5hufs268XUdHhbFy7FUkuY/iQnjRqfOsmFffSnerSC95uuT27d7vlfus3bGTR+rVomkUTPqIdZpeHDz78jD8897Lvj65qtZrfPTOFI0ePUHC+mCa9h123bPb06dN4EpNRBhsAkEkSfr378cV33/Pn3//Ot190aBzndhWRkOENFtrNTirO2en6dNdaN8mUyWR43N7n8OKKbJK6PItM5l3yGdKsJ4fXfcFwp/OWHWLXrVvHunXrGDJkSJV6fjciSRJutxuVSkVcXByRkZEEBwej1WrxeDzYbDYKCwvJyclh3759FBcX39Gv9bVCQkIYNGgQJpOJv/99Iotme6/pw3cNVBrdDH7USs7682T20pCYlMXChVnQYSTGjVt49sFhXLp0icjIZgQFBfHxtC8oU9hAAopz+c0PbXyBtwff82P68zOwXAqgYcQDyCUllZYCPvzP57z6h5evW37r8XiYMWsep3MKUQXGYC1eRse26fTr09O3z5w5c3z/b926NW3bthVNOurTr31Jb2xsLHl5ecTHx5OcnOyrE7Vr164affMLgiAI9WPs2LE8/vjj/Otf/6JTJ2/dmC1btvDKK68wfvz4ezw7QRAE4dfGZDIxf/Fyggc97ttm6D6StYs/v2cBP4D169czevRozp49W+3S25rQ6/W+rKa7obi4+KbnMxgMhISEEBQURGJiImazmZ49e6JSqZDL5b6Ai91ux2q1YjKZqKysJCEhgc6dO99wefL95m4FgS5dusTaDVswW610btfa98fUBYuXsutiEdHDJuOyWrjwwRIiJ7RB2aUhBw8folWLlr4xJEmiWdNmNzyHy+WCawN2koTD6aySXfjAgBF88cknnFpZhC5EybktJYzIHFfrYB9Ap1Yd2PHNXho8mQEeicrck8jkCtT+IRgLzuJ0ubFarTVeIhwVFXXTDMOQkBCGDx+O1WrF7XZTWVlJSUkJly5d4tixY5SVlfnqAd4pFy9eZMfefej9dHT6qasteJu1rF2xjrLScp587gm2bNnCUy8+R6vmDuBKHMNfL+EuNaGTx3NiRyz7Np3kgYcczF20AHdUOk6n01c776uZ02BEQxJaxmE6U4hmq7lKlp3eoMJoKSc5dARySekdXxuOzhzPyZMnaXRNV+isgwc5W+Ihuv3DAHg8Pdi+83vSm6VVCSC3bNmSlJQUgoODcbvdIrOvPtUhw+8XFfAbPnw4a9asoX379kyZMoWHH36YL7/8kvPnz/PSSy/V9xwFQRCEG/jXv/6FTCZjwoQJOJ1OPB4PKpWKZ555hrfeeuteT08QBEH4lbHb7WiCDFW2ySQJj1T7QEV9W758OQMGDGD+/Pm3rPl1OWB29X63yoC620pKSnzNEiMjI9m8eTOlpaVV9lEqleh0OnQ6HVqtloCAAOLj40lLS/NlDF7+8Hg8mM1mX5CmsrLSV5vt8scv1clTp/huzhKCmvdFbtAxe/UmWp45R99e3dl34hThw70BbGVAMNH9Hibvh28JyUzDeLF2dSFTUlLw/LgYV5t2yP28ATbz5g08nNkfjebKEl6tVsuUJ14iNzcXk8nEyCcboFQqbzm+w+Hg3Llz6PV6X3CoY9v2GDdUsuWJ+djNJqS4IzjMdi6sP4V/o864Q0L55JtveeHJybesu6nRaPB4PFy4cOGmczCbzUyfPr0mT0m9W7NhIxsOHUXVuiNus4lNH37MsxMeRqVS8d9/fkREaQP8PAbenfIxlYYilIMTObSvEIfDg1LpDZrlXHBiNvqREuftru3x9GLRd18RnWrk1OmzhA0Z4jtfbsklGrT0/jFDExNEzjEzbrcHSfKOVZJrwWEBhbZqYpQk02CxWK6b/669WQQldvV9LpPJ0MdlsO/AIQZERvoCqm63u0oAWAT86tGvPcPv6pvIsWPHkpCQwNatW0lJSWHIVS9+4e5IfHXJddvOvjXoHsxEEIS7TaVS8f777/Pmm2/6OhAmJyfXqraLIPzcXftz8Oxbg6r92SgIwp0XHByMxu3AZbUg13g7njoqy9Cr730Dj8rKSg4dOkSPHj1YtWrVDffr3bs3MTExKBQKzGYzixYtIjg4+I5nJd0OlUpV7VJeh8NBeXl5jbL51Go1/v7+6PV6FAoFfn5+hIWFER8fj0ajQaVSIUkSMpnM9+/l7qhOpxOHw4HNZrvuw263+/5vtVqx2Wy43e4aX1tdstpqa87CJUR0Ho9C7f39SZ0xjL0bviK9aWMUwWFV9pVrtHgcHiwrj5I+7vHrxlKpVOh0OjQaDWq1Gq1W6/u/Wq0mMTGR/3njDcySApnNyujevXjl5Ze5ePEiR48erTJWTExMja/h2IljzF81l6gOoVhO2XBflDH5oSdRq9X07d6HPYf30/zdQSj9vYGnuEGNyPrXAaL6T8J4bD8r165jcGb/aseOjIwkLi6O9PR0TCYTERERhISEYDAY8PPzQ61W+14LFouFI0eO1Hje9clms7Fh9x4Cxz3hC4A5ouOYufBHQlV+xJSkECAzgAwiLPEU512iYssRIvq3YtAje3j2IYniMvjwEyPhgRN948pkMvzVHck+uIBuXXpVCc7i9vhq58nVSvTd0vl08l56T47HVOpk+7Ri2rXoxqmsPcSFeAODLreDMusxGjfud901BAUEcMFcjlof4tvmspYRFOgt1TNggLf5ytV/gBBLeevZrz3gV1xcTEiI9wWYk5PD0qVLsVgsokC8IAjCXfLYY4/VaL+vvvrqDs9EEARBEK6QyWR8+v47jHt0Mp7YRuB24Tp3lGcefeReTw2AI0eOkJSURGpqKidOnKh2n5CQEGbPno3FYqFVq1b06dOHwMBA5s+ff5dnW3OXO5jejstBuZs1JvF4PFRUVKDVan1Lh9VqNRqNBqVSiUqlQqVS+QJcer0epVKJUqlEoVD4/r0coJDJZL6sMafTeVX3YG/zBrfbjUajYejQoXg8nus+Lu97+eNyEPLqbKdrlwRfzma8/P9p02dQWFZJiPrKH0tlMhn6sDj69+/PjEVL8bhcyH4KPNrLivGUVPL//vw640aOvm5OlwOgdrvd92G1WiktLcVut+Nyufjr739PWVkZMpkMt9vNihUr6NCh7kvenU4n81fOpc/HHVFqvbf45zddZPHKHxk5ZBQVFRXII7S+YB+AX2wQuLwZin6p6Rxa/A2DM/sjk8l887qsSZMmJCcnU1FRgdFoJCEhgdLSUo4dO+bbVpsg7p1SWFiIIjK2ytdfGRhMhcWKs9hIHFWbBwW7w4keaGP/yiM0+P04/r3zJKVZFzF7Ioi8JivZai8mOqIBmb17V9neIqUpJ+fuJ3xES2SSDLm/HskZQ8HKOLQaHc8+2g6NRsMPZXM4fmYuakUgZvslRo0dUjVw+JNePbrw/idfo9KNRq03YC69iCV3H23Gv0DHjh2rfP8Iwq3UKuB38OBBhgwZQk5ODikpKfzwww9kZmZiMpmQJIl3332XOXPmMGzYsDs0XUEQBAHgm2++ISEhgVatWt3VAseCIAiCcCvt2mXw5X/fY8GCBcjlchqP7n9fLYddunQpo0eP5uLFi9UuU7VYLMTGxnLy5En27dsHwKFDh+7rJa13I9hy9uxZPvtsKnarC3CT1DCeZ555wtdApK6GDBlSZTmyTCZDLpcjl8tRKBS+187lpceXA1KXPy4fcznYd62rgz9yudwXSAQwGo3855tvkRtCsBtLUemDAfC43RgvneXUqVNk9ujKvIVfo2raDrfVhO3wLl5+4gkUHlmV5gm3w26339b3SE5ODhEZIb5gH0BclyjWfLsD8C4RdpRaqxzjdrpxO7zPl720iOZNmzJq1Chfxt4XX3zhe55KSkqIiIhg5syZdZ7j3RAaGorz0sUqQV+nsYIgvR99endiw0e7CPFcqYNXYcine7c0yvPMlOw4jaPMieWijPAeQzmxdC7N4h9Aow6kvPICZcZjvPjKayQkJBATE0NOTg55eXkM7pPJsrUr2ffKIgAaRMUxeuL1y6MffHiMr45mWFjYDTNXDQYDT04cx4Ifl1NgNBMeGszDzzxOp06dSE1NveWya+H2/Wq79P7ud7+jefPmfP/990ybNo3BgwczaNAgPv/8cwCmTJnCW2+9JQJ+giAId9gzzzzDjBkzyM7O5tFHH+Xhhx/GYDDc+kBBEARBuMMcDgdlZWW0aNEC8BbQ37x1J5Ik0bVzeyIiIu7p/NxuN+vXr6dv374sWLDguiCRn58fOTk5vs8vB/3uZ3c64OdwOPjwv18QEZBOQlwH3B4nR3OW8sXnXzN23CjfMs+6ZB7J5fIqy6WvzpK73azFWzl58iTy2AaENG7GmQUzCE1uj0KlpeDQOkYN6OVtztC8GYlxsew7kIXWEEDrgb+t96DL7Qb8DAYD1sNVnyuHyUmoIZRhw4Yhl8s5kn2crTMOEjkiDbfdxZH/bEGf0g5b0SWMGxbS5uHxvgDmgw8+SJMmTTh06BCSJNG6deub1u27X2g0Gto3b8LOpXNQt+mE22xCnrWD9975F06Hg7mz5lJRVIq/O5iS4AvEDdATFOuHUiVROe8o7ohUYvs+hkySCO6ZSdaK70iIjaNJ00ZMm72SoKAgSktLUalUDBgwgMrKShYvXsygPpkM6pNZZS4qlYrk5GQSExORy+WsXbsWwNdA5GZiYmJ47ukry8XDwsJIS0sTDVKFWqvVu8quXbtYu3Yt6enptGjRgs8++4xnn33W98Y+ZcqU20pFFgRBEGrmww8/5J133mHevHl89dVXvPbaawwaNIjHH3+cfv36icK9giAIwj3jdrt9GV87d+1h+ZodGBK7gcfNJ1/OYsSQnjRvfuNOpnfDpUuXKCgooEOHDmzbtq3KY5IkYbVab3Dk/UelUt2yCcntOnLkCDK3mgYRnQGQkNM0YShbD33MO9NmIPkH4M7PZcLokSQ1aFCrsWUyGU6n805M+5ZCQ0NxF+WjCulF9MOPU3nkAKaKXCJC/OjQPsO3X1BQED27d7tj87Db7TgcDg4ePIhKpaJly5a+TDuNRoOfnx9+fn5otVrfcuqr6ym63W7WbF3N2TW5JPSMxm5ysOvtgwzMeIAFCxYA0CK1GcYdFez4wwbkMolYdRBFFw5jKM5lwsPjfU0+Lo9bUVEBQGpqKgqFgjNnztyx669Pg/r2Je3MGY6fO0+D+HgI7cEbb76F2+3mgTFDmbd4KlJUMf1+25TwlADMpTaOrrqIIaQByZEBnNq2EDR6KMrln//8C5EREZSUlLBhwwbfOSRJYvv27ajVagYMGMCsWbOIjo4mKSmJsLAwlEolVquV/Px89u3bh1KpZNCgQVy4cOG695ua6N69O1qttj6fJuFmfq01/EpKSnxvBHq9Hj8/P4KDg32PBwcHU1lZWb8zFARBEKqlVqsZP34848eP59y5c3zzzTc8++yzOJ1ODh8+jF6vv9dTFARBEH6FVCoVfn5+WCwWlq9cT3ybx5D9VA/LLyiGRUum3vOAH8CWLVsYNWoUkZGR5Ofn+7b/3P5oZjAYMJlq1y22tlwuF2pF1d8rJJkcuVyNX//hyHV+uGxWps7+mj/99qVaNdqQJOmeNUQJDg4mIVDP+S1r0LZqjzoqFvexLMaOHnFX53H+/DlGjOxI7/5m3C746OP5vPXm18TFxWE2mzGbzRQWFmI0GqmoqKh2CfWQPkNZtmYpa2fuRClX0btTP5ISk3yPy2QyunToTJcOnW86l759+5KXl8f58+cBOHbsGK1bt6asrKxer/lOSkpK4i9/+QtTfvMiCzZvRdu5DzJJ4tSmtQTpwzEElbD5vX1oAtTknzKi7tEOKmDSmLHk5ORQUVFBTMxQ8HiqvDdc5na7fZ2rZTIZI0eOpLS0lPPnz3PgwIFqYyK5ublkZGQwZswY1q5de9NamVcLDQ0Vwb677Fe7pBeu/wH4c/uBKAiC8Et0dbe8+7mLoCAIgvDLp1QqGTJkCBs2bECpCfAF+wAkuRKXR3FdY4V7ZenSpQwZMoT58+djt9tvWAfufhYcHHzH6wu2aNGCb7+ZjcNpRanwNhowWgpw4YKfVnvJ1Rrk8cmcPXuW5OTkGo8dEBDAgAEDblib79p/r27YcfVSZq1Wi9PpxOVy+TIGZTIZOTk57Nq164bnnzhuLDv37GHnuh8JCgig/8Pj7/qy86XLpvLJ1w6Cgr3fKwOHmnjp2UeZ/PirNz2upKSExetWkl94iZSEZDJ79GOo9oE6z8NgMBAREcHq1atp2LCh7/NbNXOpjtvt5vCRQ1zMO0V0ZDJNmza/K80mNBoNSUlJeDweFq9ZS9DYx5HJvWEP1dDxlH73MWVHJZRhSiqKJFTD+6Nr34zKL1dy7NgxoqOjCQwMrPH5alrX0O12s2PHDo4dO0bv3r0pKyvzLfO9mcTERBHwuxd+Xj8GbqjWAb9Jkyb51o5brVaefvpp3zr0O11jQRAEQbjCZrP5lvRu3ryZwYMH89///pfMzEzRvUsQBEG4p9RqNX369EGjfA23y4n00w23y2lHIbnvi2AfgNlsZt++ffTu3Ztly5bh8Xiw2+33elq1EhAQcMezr+RyOWlpyew+MY2IoCa43DZKjOdQRIYj11wJRngsploHJ0pKSli4cGGN97+8jPVyYPDy/+Vy+XUBW71eT6dOnW4a8JMkiQ4ZGXTIyLjhPneS1WolKNhGUPCVW/PwCDkKpfGmgfHy8nLe/+5zgp7qQUBSB07tOs17X37M7575Ta0yLK8WGBiI2+2mZcuWlJWVUVpair+/P1FRUfj7+9d4NZ/L5WLqtA9o0aGUzPEy9mzZz9dT1zBpQt3nVlMDBw7E4/GwadMm3AqlL9gHIJMkTB4JbBIBzVsRNLg9APaCUqRzxUQNibqjcwPv123evHmkp6czduxYduzYwdmzZ2+4f1BQ0B2fk/DLVauA38SJE6t8/vDDD1+3z4QJE25vRoIgCMItPfvss/zwww/ExcXx2GOPMWPGDEJDQ+/1tAShXiW+uoSzbw0i8dUlvm3Xfi4Iwv1LkiTe+vvr/Pa1v6IOaYUMD+aC3bz0wtP3empVnDhxgqSkJJo2bcrhw4dxOBy+umg/B/7+/nelocITTz3G3DkLOXDgEDKZRER0IKV6HW6nA0mhxHL+DDpjOdHR0TUeU6VS1fp5rs1qhvs5Y9PlcrFgyTIOHz9JeQU8+YQFB27CwyQen6DAYpHfNDC+atM6/B/piK6ht+RWQPuGlFwo4dDhQ7RIb1GnOWVnZ5Odne37XKPR0LJlSywWS61Kdx08uJ82XUuY8KwOgPQ2oFCWcfDgflq2bFOnudWUw+Fg2bJlOJ1OVB43LpsVudqblep22JHbwSXXYzqdT+Urn+MfEoSfQ8YzD068q3+IyMrK4tSpU3Tv3p309HSWL19e5Y8NWq2WoKAgQkJC7tqchJ/8Wmv4ff3113dqHoIgCEItfPLJJ8THx5OUlMSGDRuqFBK+2rx58+7yzARBEAThigceGEqLFul8M/U7FAoFj056g9DQUE6fPs3mzZvv9fR8li9fztixYykoKPjZdcLUarXV1nSrDYfDwZkzZ/Dz8yMmJua6wEdJSQk/LlzOpUuFNG6UwpAHBhAYGMiO3btZM/9bnG4PcRHhjJv8WK3Oq1Kp7lnDjntt+px55KjDCRr8BEHAiYOb0YdkEzQwmSf/ZyNt4tNvenxBaTGauJQq2+TxBgqO1m7p7c2MGDECh8NR42Wrl+XkHmfsM1VDDR17yvnho2N3LOCn0+kICQlBr9czZMgQ5HI5sfHxjH70CYK69gZJonLbVhLie1BUfgTlsAysXy/n1QefuGdLZs1mM8uWLSMhIYHhw4dz/PhxcnNz6dq1K1qtFqVSKVbt3AO/6hp+giAIwr03YcKE+2Y5lCAIgiBczel0IkmS70Y1MTGRN17/Y5V9kpKSKC4u5ujRo/diitVavXo1I0eOxGKx/Gyy+8AbNLudgN/xkyf5buECZI1TwWhCX1zClMce9wVBjEYjH37wBbGBvUkO7k5pwXnefusdBg3tT6uWrWjftu1tzf3XWHvY5XJx6nwuoUMG+rYZ0rtyYdl+2rwURPu/9+XMP47cdIwWqU3YuOE4hmFXAmjWDSdo1m1Yvc1ToVBgt9tr/f0QEZ7IgZ3HSEm7su3ALjcRYbXr4FwdmUxGUFAQYWFhREVFYTAYUCgUuFwuysvLOXjwIKdPn8ZisXjnotPDkWJkkoL41DEo1XrO52/AYAhAhgeVSnXbc7pd586dIy8vjwkTJpCeno5Go7nXU/p1+7Vm+AmCIAj3h2+++eZeT0EQBEEQqqVQKHxBv6uDOZfrrYF3qWDjxo3vq4BfcXGx78b750Qul9e5lrrL5eL7RQvRPPUo0k+ZjaaTp5m5aBGTxo4FYPOmbYT5tSVAF4nZWsJR0zrUA1qxVFnO0k//w8MDh9E4NbVO5/+1Zvi53W6QX38rLpN569tpQ3WYrDfvvNyhbTsOfPc1RRfXIKWG49h5lvSwRKKi6qcOXa9evdBoNBw/frzWx7ZqmcEXX21ApbbQppOCPVudrFqgYfKjNa+TKEkSgYGBBAcHEx4ejsFgQKvVIpfLsVqtFBUVkZ2d7a3Vd5OA5MgRg5k+cynh8b1wOi1kn1uFqmNDnEfOkhQWdcdrCtaETCajX79+uN1uEey7D9yNDL+NGzfyz3/+kz179pCXl8f8+fMZNmyY7/FJkyYxderUKsf079+f5cuX1+o8IuAnCILwK3e3fuAIgiAIvx4KhQKr1YpGo/HVxLsc7LvciMDf359evXqxcePG+yboY7PZfnZNO24nG/HixYvIEuJ8wT4ATUoy59ZcKRVSXFSKVuldOnq0Yi2GP4xGERrkPXfndH74vxn8qeHLdVp6qFarcTgcdZ7/z5VSqSRQrcBafAlNiLcjsKUwF124t25f4YFLRIfdvBaiXC7n2YmTycnJ4dKlSzQY2BG5XM7evXsJDQ0lPj6+zvMLCAigYcOGAOzYsaPWxyuVSiY/9j/s2r2F3etPExWZzOOTOqFUKq/bV61WExgYiMFgICwsjODgYFQqFZIkYbFYKCsro6CggKCgIPbu3VulxmBNpKSk8PQT41i7bjPHT5/CLtlRHSwhQx7Id4uWIEkSO3fu5NixY7W+zvrSokULwsLCUChEeOa+cBcy/EwmEy1atOCxxx5jxIgR1e6TmZlZpaxeXcpN3NNXVH3cZJaUlDBlyhR+/PFHJEli5MiRvP/+++j1+rt1GYIgCD9rd+sHjiAIgvDrcjlT5dqb/MtNFDQaDQ0aNCAiIoLTp0+Tn59PUVHRbdejux1ZWVn07t37nt7819btBPz8/f3xlJVXHc9mQ3VV8K5l66Ysm78XvbYXDpXDF+wDkDQqPBFBVFRU3LKbaHl5ORs3b6OywkjbNumkpqaiVCrvSLDX4/GQk5OD1Wol4x51372Vxx8ez6ffTKNU6YfdbsVckkvTiamc+u4oRRvyeW7SszUaJy4ujri4OJatXcOWk0egVSOkXUcwrDTz/KTH6hREuhz0XrZsWa2Oc7vd7N2/nz1ZhwkJDqR3t6507tQTvV5PQEAAwcHBhISEEBgYiFKpRC6X43K5sFgsFBcXs3PnTv7vv/+lxGJG7nLTt3NnOrVrB0BRURHt2rWrdcAPICIigvHjRl63ffr06UiSxJgxY8jPz7/j3a6ro1AoaNKkSbXBUOGXa8CAAQwYMOCm+6jVaiIjI2/rPPc04FcfN5kPPfQQeXl5rFq1CofDwaOPPsqTTz7J9OnT7+jcBUEQfinu1g8cQRAEQQCqZILJ5XL8/f1p3rw5TZs2xeFwsGTJEkpLS+/J3EpKSjCZTCQkJHDu3Ll6GfP8+fOsWr8Jm91B1w5tad6sWb2MC1eWT9dVUFAQUUo1ebv2oGnTCrfVhnXeIkZ26+7bp0mTJhzYf5iTpxfhdJvxOJzIlFduIz0llfj5+d30PHl5eXz2xXRCorui0iQyb9EOGqec5LVX/6feM/zsdjsfffQFDmcgCmUwCxaOpnu3DNq3v78Cf4GBgfzuN89TUlLiW+5+9vxZunTqQnnT8lplTBYXF7Pl9DG0Lzzoq/FcvH4XG7ZuofdVX8uaslqt2O12YmJiyMnJqdExSqWSr6fP4KxLjaZVT0rKijn53QzmTv2K2NhYTCYTxcXFvuD+ta9bl8vFX997F2n8KLShIXhcLpbOmk+gXk/TJk0oLi7G39/fFyS8zGQyUVBQQEREBDqdrlbX6Xa7cbvdrFq1ir59+zJ79uxaHV8fGjduLJbx3m/ukxp+69evJzw8nODgYHr16sXf/va3WndtvqcBv9u9yTx69CjLly9n165dtP2pWOx//vMfBg4cyL/+9a9atYQXBEEQbqw+fuAIgiAIwo3I5XLkcjlKpZLmzZuzcePGezaXnJwckpOT6yXgtz8ri3krNxOcMQBJoeKHNctZvX4Nv3l2Sr103wwODr7tjMgnHnqIZWvWkPXZN6hVKh7o2o3mTZv6HpfJZDz40BiKiorYuHULuz+aj9/D/ZCpVVgWbaZNcqNbZifNm7+E2NQRaHQGAPwChnLo4DTMZnO9N01YumwlSnVzImO81+DxtGPFiqmkpze7Z91Yb8ZgMPj+3zK9JQMGDGDWrFm1GuPo8WN42jWt0tBN3bEF+z9dUKeAH3izJK+ubydJEnq9Hr1e71uCGxQUhFqtRi6Xc+bMGS58+g3+Pb3398qAYGx+/jw55Tc8OfGRW57v+PHjuNNSUYd6f7+UyeVohgxg5dxFNG3SBPAGNuPj431ZfgsWL2XfiTMow2JxXDpHx5bNyOzTu9bXWlhYSHl5Of3792fFihUAnDx5kt37DxIcFECXjh3u2ArCtLQ0sZT3PnM7NfwqKiqqbFer1XVaGZWZmcmIESNo0KABp0+f5g9/+AMDBgxg27Zttao7ed+/sm52k7lt2zaCgoJ8wT6APn36IEkSO3bsYPjw4dWOabPZqhS2vfaLIgiCIFxRlx844n1WEARBqAuPx1MlAHIvFBYW0vSqgNftWLJyHYb2w7GdXovHeIGAwBgu5RSzeu1i+vUZetvjBwcHU1lZeVtjKBQKhvTvz5D+/W+6X2hoKCOGPkDzUydZ+f1G7E4H/du0o3WLlrc8R0WlmaC4ql9XjX8MeXl5t8wOrK3jx08Tn/iQ73OZTMI/oBEnT55ELpdjNptp0qRJvZ+3Png8njot0Q4LCUV+9lCVbY68QuLr+L00YcIE1Go1wcHBjBgxwvf7nsPhwGw2U1paSl5eHvv27fMFnA8ePIgjKIyrQ6oqQzjFpWU1OqfT6cRzTeBYpqyawbp37146depEdnY2J0+e5EBuMaEDHwW8z932NT/QtFEOcXFxtb7mlStXMmjQILp3784Lv32FI7ll6FIyOG8sY9t/PuH5yRMJCwur9bi3IrL77kO3keF37Wvv9ddf54033qj1FMaNG+f7f/PmzUlPTyc5OZn169fTu3fNg9r3dcDvVjeZ+fn5hIeHVzlGoVBgMBjIz8+/4bhvvvkmf/7zn+/09AVBEH4R6vIDR7zPCjWV+OqSKp+ffWvQddsEQfh1CQoKYtCgQZSWlrJ169Zb7u90Olm5ei1ZR4+j02oY0KcnKT81HKiLgoICCgoK6NOnD6tXr67zOABWhxNpz+e89Q8Xrdoo2b/3JK+8bObgkd31EvALCAi4639US2mYQkrDlFodExzkj8VYiFbvDZh4PB4sFedp2LBhvTdJ0ev12GyVaDSBvm0WSz4/rt1PXO8I1NFK1ny3igGdB9KiWct6PXd9qE3Az263M3XWTM5eysNosVKRfYGQp0bjKinHNXMlAx+aWOvzX/6a5OXlsWnTJqxWa42Oi4+Px7lmI56WnXyZhpYL2YQZgqrsl5+fT25uLnFxcVXu5Rs3bgwrV+Bu1xZJ6w2CWddupFebK8k9paWl+Pn5oVAo2LEvC13TDr7HZDIZmrQO7N6fVauA3/HjJ1gwdwlOB/zfm+/yP6/8htO5hYR2GuPdISwWVVAY835cxlOPTajxuDV1vzQsEq5yGwG/nJwcAgICfJvrq+55UlISoaGhnDp1qlYBv9vPI7+Dxo0bx9ChQ2nevDnDhg1j8eLF7Nq1i/Xr19/WuK+99hrl5eW+j5rWJRAEQRCq/sC5EfE+KwiCINxKdYENmUyGSqUiJiaGhg0b1qjT6GdfTyPLqCagxyRoMZjvFq3i2IkTtzWvdevWERERgb+/f53HAVC6K3n2aSet26qQyWS0aqPihRdV2G01C6LcSkBAAEajsV7GupNGjhhM7qn5FOVnUV5ylnNHZ9O2TVNCQkKq1GOrD4MG9ub82UVYrWV4PG6Kiw5h8Zyjw+vNSX+0EY0eSKLvRx1ZumHJzzrYkp+fzx/efJOjJhNmjRZlUgL+HdtR9tfPiF25lxfGP0JoaGitxoyJiaFXr16o1Wo2b95c42AfeGsShqiUXJz9Ncbs45Tu3ETJjwu4ePI8brcbj8fDN7On8/mmhazUXeSTtXP5ft4sXxMflUrFpBEjcX75LdbvZ2H++EtayFV0uKbpSkFBAYmJiQTo/XCaqma3uszl+Ndi6W1JSQkzp/9IYtADNI4cQ2LgA/zpj3/H4Vc1k08THEFJefkNRqm74ODgelnaL9Svy0t6a/sB3vfkqz/qK+B34cIFiouLiYqKqtVx93WG37WujWpGRkZSUFBQZR+n00lJSclNi8vXdR21IAiCULMfOOJ9VhAEQbiay+XC4/FUqVV19Y2ux+OpUn8MvEvdunXrxubNmzl79my14xYVFVFs8xCa4s0CUuoCCO08kqUr59E4NbXW85TJZDRo0IBWrVphMpkwmUy1HuNqaY3iSEk5g8nkxu0C/wCJhqlKDIH1s5xUq9VisVjqZaw7KSwsjFd++xzbt++iovICQ3plEhcXd9tNR6qTmJjIxAnDWLp0DcUFZoYMHcii9XpCUoJ9+8iVcsKaB5Ofn09sbGy9nv92XQ6A3Yzb7ebT778n+IknUPyUTVSxezf2i5fQGYKZNHpsnerCZWZmAjB16tRaHwtgLa4gragRxT/uI8itpanUnRzbYXJycqg0Gck1uAif5D0H/dLJ/mwtJ0+eJPWn79XkpCT+9NLLVFRUoNPpqq0NuXfvXrp27Ur3zh3Z/ckXqILDUQUEYysrxH54G51eqFl3Y4DNm7YTqW+HQu79nVUhVxMd2IELFw5iaNHTt5+lJJ+QW3Shri21Wk1mZuZ9ubRcuPOMRmOV5Ins7Gz279+PwWDAYDDw5z//mZEjRxIZGcnp06f53e9+R8OGDel/i9IL1/pZBfyuvcns2LEjZWVl7NmzhzZt2gCwdu1a3G437du3v5dTFQRB+Nm4Wz9wBEEQhF8vSZKuC+hd7fJjLperSn1YnU5Hly5dKCsro6ys7LrjysvLkeurNpGSq3VUXFVHtjbS0tJo1qwZa9asobi4uE5jVBmvcTte/8MBwiNAqZTh8YDeX0HXLg/d+uAaUKvVtx2UvFt0Oh29elVtIKFQKOo9ww8gISGBZ555DL1eT58+fVi2YSG2Sjtq/ysNQipyTAS1Dqr3c9eFzWZj165NXMo/RWVlIWp14E2bmeTm5uKJifEF+wD8W7cm/+svUCkUNQoaVqc2zQCqJ0MvBRIgM8BPQ3lkHiRJ4sCJI/gNaVxlb12PNPavOeIL+IH3vSAwMJAbqaiowM/PD4PBwDMTHmTOj0soN1owBOiZ+PjEWnXqdTqdSFLVkIhapScYBYVb5qJr2BaXqQxZzn7e/fg/HD16tMZj30znzp1p3Lhxneo1CnfBXejSu3v3bnr2vBJUfvnllwGYOHEiH3/8MVlZWUydOpWysjKio6Pp168ff/3rX2udUHFPA363e5OZlpZGZmYmTzzxBJ988gkOh4Pnn3+ecePGiQ69giAINXS3fuAIgiAIv143C/ZdZrfbUalUuN3uKtl/Wq2WIUOGMGPGjOuyweLj47HlLcCd3gNJ7r21MV44SVJ87Yv2h4WF0a5dO+bNm1dvdfGOHd/BC7/1o1sP78/M40cd/HaKgz4vpdXL+AqFolbLLu83dyrgd61+XTNZ+qcfyXilGdogNUd+OE20X+wd67xaG3a7nW++/ieTH7XQuYOcjVs+YOo3Wh597Hc3zNJTqVR4rq196HbjcTgJ8w+4ZdfkG7lw4cINs2lrokPXduxZfIQ4l7djsMldgUNnJDY2lvAzIeReKEGbeKVunyOnhIjgkJuMWL2ioiLi4+NxuVxMeXJynefbsVMGXx2cQ6BfLJJMwu1xc6lyF48/PQaLxcKu/VkEBwbQ+4Gn6dq1K3a7ndOnT9f5fJc1adIEmUxWDwFW4U64nS69NdWjR4+bBuYvd4u+Xfc04FcfN5nff/89zz//PL1790aSJEaOHMkHH3xw16/lTquugPnZtwbdg5kIgvBLc7d+4AiCIAjCzVzOaLq2ptXlun59+vRh+fLlVR5TKpWMGNSPuUu+QBPfBLe5HLWpiGFPPV7r8wcFBWE0Guu1CUZZ2TlfsA+gUZqS2DgZVqsVrVZ7kyNrxuPx1Dmb634gSdJdqaOX1igNrUbLmn+vxmwx07ZZBh0e6HDrA++CvXu3M+EhC2NGel8n48dAQYGRxYsX0qFDZyIjI3G5XGzYspn9Jw4TEhjMgO698ausxHL+PJr4eDxuNyWLF2NAxuRxD9Z5Ljqd7rYyW7t274KxwsieHZuQuWU0SE3kqWFPIJPJ6NKuI1s/+w/yED1+jWMwHcrBtuwQ7Z96odbn2b9/Px06dCA7O7vWxx48cpglG9Zhd7mID4+ga69WbFj3A2p5AHZXBf0G9PSVB2vQoIHvuE2bNrFg+XxOnDxO0+TmNG7U+EanuKnk5GTsdrv4w/n97C5k+N0t9zTgVx83mQaDgenTp9fntARBEARBEARBuIucTudNa47J5XLCwsIIDQ2lqKioymMt0pvTKDWFU6dO4e/fhPj4+BplFF5LpVJVu2z4dlS3Ys/hqFnGY83G/3kvCZTL5Xclww8gMSGRxxPqng12pxQWZtOu7ZUg91czbHy3Vo62tZmTO+YRUKHC7nRjyogg8LV+lOSV8t9PpzJpwEhWbt5M3sqVyNxuerVsSf+HHqrza2vy5MlIknTd91dtyGQyBg4dwMChA3zJOLNnzwa8mbovTnqKJatWkvPdbhKiYhn46NNoNJpan6ekpAS9Xl/r18+xE8f5YcdGtE+PRKFVk338LHk/buYPf3wZs9mMn59ftU00Tp46wdtfvUnL5xsT0lnLllnrcWCneaP0Ws37ySefvK5sgXAfEgE/QRAEQRAEQRCE+lGTBgNarZaMjAyWLVt23WMajYZmzZrd1hzS09PZunXrbY1xrZjoJsybdZCWbSS2bLZTVuxG5klEo9Gwe/9u1m5dDWowl5rRKuTo/fV07dCH9KYtbjm2JEl3LVh2p9yNDD+bzcaOnbu4VFhEetM0EhMT7+j5ais2No2Vq0+QmgJ5+S6+WKSk8VsjkUnewN3Jz7dTWeAmekBLAHQNwpGm9GH1d5t4esLE2z6/QqFgwoQJ2Gw2Fi5cWG+vqeoa8QQGBvLg8NH1Mn5JSQmxsbGcO3euRvufOnOaT2d+j+H3k5G03uw6daNELPuPk5OTc9PXxZJ1i+n+rwxfDcjWv01j0/9sqFXATyaTUVhYSFhY2K13Fu4p2U8ftT3mfiQCfoIgCIIg3DVXl6gQpSkEQbhaTTJfblbM/3YkJSUhk8lqHDyoqczMMXz2VQ4zFpXQ88Eo8kstFJSVceToETadXEfvTzsgV0pYSq2sfXUDw9+OYNm/lnDkyGFSkhuR3jz9hvXYAgMDfxYdem/mTgcty8vLGTxiDMbABCR9NPuXbiI1Yh/jRg6/Y+esrfT0NkybthmjqQSny4q2WwdfsA9A3zAEq3/VTE51VDAlFWX1cn6dTodCoaC0tLRel7NXt5LPZrNx7NgxFAoFjRs3vq1Mt/3799O2bdsafc8ajUamLZ2LLNwfya/qUnpPoN8tG984JWeVhi8ymQy/WC09e/Zk3bp1tzy/wWCgb9++tWooIgj1QQT8BEEQBEEQBEG4p2pai04ul6NQKOo1K6xdu3Y0btz4jpQJMhqNSHorUz5thEwmo2XPYBKbVzD37Tl0+Ecb5Erv8kFtsIaGgxpyakcpw15P4uOns3AHWln1yQqefOhpDAbDdWMHBwdjNBrrfc53053O8FuweCmmyHQC4r311vQxDTm7bS4dO3YkNzeX8+fP37Fz15RcLmfChBc5evQIWVk7cTYwV3lcZdBROWcPoYPb+DLmKnedJiW+QXXD1VpSUhIAW7ZsqZfxbuTQ4cN8+cNMXB4ZON1ILhcPjxtJ2zZt6jReUVERAQEBSJJ0y6Xtu/fvRTcoHXmxEdOWvei7ZQDgsTvw7DtBynOZNz1eK2kxXjKjj/AG7NxON3kHC0hISMDf35/Kyspqj9PpdCQlJdGiRQt0Ol29LeUX7rBf0JLe6xeoC4IgCIIgCIIg3EUymaxGy3rlcnm9N6mIiopi7969dyTwdPbsWZr30Fa50W/S0R+73YSkqHorJiklnE4Pap0cpVZBk7ENafd6c+Yvn1ft2AEBATcMNPxc3OkMv9PZ59DHpVbZ5g5JYM2aNWRm3jzIcy2r1cqePXvIysqq99eKJEk0bdqMsWMnIR0zUbQrB4/HgzmvgtxvDtAhqRn5f1lAyfrDFH+/FfeCgwzq1e+2z6vT6WjXrh0lJSUUFBTUw5VUz+l08vl30wntNYykx14hbszjyAMM/DB3RY26ApvNZlasXsu3M2aRlZXlew8oLy8nOjr6lsd7PB5kkozwIa1x52RT8vkPlM1ZRvFfP2Zc5iBfw6AbGZE5ik2/38PJJWc5tymXNS9up0/HvgD06dMHf3//ao/r378/HTp0wM/PTwT7fkYud+mt7cf9SAT8BEEQBEEQBEH4WXA4HPUeICorK7tjWWYRERGcy3JU2ZZ32kJ4aBRZXxz3BS4cFicnfzxJs55hHF5fRGhaCACGpEDKzKXVjn2zzKKfkzvZeCQ2OgrzpapZfK6iHEpLSyksLGT06NE88MADt1xqeer0af7x7n9ZcaKUxVm5/O2f73Hp0qV6n68kSbz/93docFDHiZdXUf7hER4b/BDDBw3lN8Mn0qMwmJERrXnl6Rfq1OziWmazGaPRWKNlqXVx+fW9e/ce/Ju2RZ/ozXRVBYcR1mcwWkM0S1esvekY5eXl/PODj9hv1FIc2ZZFu0/x9TRvNu6BAwdIS0u75TzatGiFcXEWbqeLBi8OIGFyF5QXL/Ls2IdpVoPjo6KiePHxl4k6k4TfjlAeH/okbVtlMH36dBQKBePHj78uC1cmk3H8+HHsdvstxxfuM546ftyHxJLe+8jVdY0uE/WNBEEQBEEQBMFLr9cTExNDbm5uvY0ZFxdXr+NdLTIyEuf6UJZ/XkDH4UEUnLMy758lPDTiOQ4dP8iKyVtQBSsoPFNIUnoQs/98DJtHQdc/dQbAWmZDJamrHVuv12M2m6t9TPAa1L8P7370Oe6m3VEFRWDKPkC42kVMTAyrVq0iJiYGjUbDmDFjkMlkuN1uKioqCA0N5fjx42zYvIkD+/axaPkawvs8ilzlDbLZE5vz3ex5/Pb5Z+o8t8vdYK8NeKrVav7n+ZfYu3dvle3BwcF07NCxzuerTrdu3dDr9SQkJFBcXFyvY1/NbLWiDo2ssk0VFEK5w4LRWH2w3WQysW7LFnbu3kdA60H4RXmXMGsM/cndPJu8vDzfNchksptm/gYEBDC+71Dm/GkhngA1ngorA9p3oWHDhjW+Bq1WS5eOXXyf7963mw27NvG3D/5O13Zd+eT9j5k2bRput5uuXbuSlpaGzWZDra7++1e4z92nAbzaEgE/QRAEQRAEQRB+FmQyGc2bN6eyshKz2VwvmXkbNmygdevWxMTEsGHDhnqYZVUPjZnM7j07mfmHfQQFRDJxzCMEBwfTM6wX3Tp2x2q1olarycnJYdOOjWgamHGYHFRcqGTPe0cY2X1MteOqVKqffcCvvpdnXyswMJD/mfI06zdt4dLZk3Rp1pjWrbwJFUajkePHjwPeTLHLy8rbt2/PH974fyzZtQFt3ya4jWWYPErCVFcy6lT+wZRZvJmbTZs2xeFwcOLEiZvWlwwLC6NDhw4olUp27txJZmamb0nzjBkzfF9Lu92On5/fnXxafBo39tY2zMnJuaPnSW/WlOVffYs6IobSA5uxV5QieSTUKGiZ3ui6/SsrK/n3p58i69ANo6QgMjKxyuPysAZcvHiRqKgoKisriY6OvmXQPi21EX9MScXhcKBQKHwB17rYsWcH2wt30fLfHZCr5Zxec44HJz/Ekw8/wblz59i7dy/Jycki2PczVZcluvfrkl4R8BMEQRAEQRAE4WcjMjKSoUOH4vF4cLvduFwuXC4XNpsNk8lERUUF5eXlmM1m38fNltXl5OQgSRLNmjW7I/OVJIl2GR1ol9HhusfkcrkvuNOgQQMSExPZd2Afe/6+C51WzyOZk4iKiqp2XBHwqxm9Xs/gAf1rNBeHw8GqVatYvGUtUX8fhUyS4XY4Kdo8p+q+LheGQH8GDhyITCajoqKCJk2aEB4ezs6dO9m/fz8A48ePx9/f39eBeseOHURHR5Oens7x48c5cOAAPXv25OGHH+bSpUssWbIEp9NZo3qWVzMajezaux2b3Uqr5hlERETU6Dir1crJkycpLCys1flq6vLXNzQ0lE5pqaxZ/CWGyaPwiw7DtHU/tpXb6dXz0euOW75uHVLX3mgbpmI9fx7jxdP4x1zJxnNeOkVs98EAHDx4kJ49e/Ldd9/dcj4ymcxXr8/j8VBWVoZWq6318uiNuzbR5v0uyFXeLsNxfRI5uGU3KSkpeDweOnfufFsdiAWhvoiAnyAIgiAIgiAIPxsqleqWRfbdbjdOpxOn0+nrAHw5MOhwOHy1y+x2O2q1mpSUFFavXn2XruDGZDIZrVu2pnXL1jXa3263s3f/Xo6fO0VcRAwdMzrc8rm5n9yNgF9t5eTkoGkZj0zyNlmQlAoCOieSu3keERkD8LgcmLLW8My4kTz34gRsnnNISifFF7S8+NzrDBo0iNTUVNRqNVqtlpkzZ1JRUeFbMnzgwIEq51u4cCHp6el06NCBxx57DKBWy2tzLuQwa/HXdJoYSnCAgjlTPycjtRft2na65bEajYbmzZtz4cKFO57lV2oxEvLUGFTx3gC2f892WC+VkJOTQ4MGVTsOX8jLR93Wu3w2sEtX8r6bhq2iGK0hEkv2fpLDA3xBzQsXLgCQmJh4ywYgHo8Hi8VCUXERP/w4A12MGmupjeiAOMYNG1fjrD+3zO0L9vn4yTh37hxdunRBq9WKgN/P2S+oS68I+AmCIAiCUC+urUV79q1BVbaJurSCINwtkiTdMjDodruxWq1kZ2dz8ODBO1bH73Z5PB4uXLiA0WgkOTnZd00ul4sPv/kUWdtADA/Hc/hQPhs+/Be/e+blemnocDfcjwG/0NBQnLuLqmwL7tOEyp3Lce2ai1yhYHiPLqxcM5e+jxXSpK03Q7Pwop3/e+kPVFZW0rJlS2w2G8eOHfNd482uNSsri6ysLKKiohgyZAghISE8+eSTvse/+eabG2apLl41h4feT8Y/1Lt8NDkjmM8nrKF1y3a3zBTcvXs3bdu2xWQy3fqJuU0FRYUoY6tmHrriIigqKrou4JfaoAG7Tx5D16wFcj89kY8+TvG0r4hzRtO5V8Z1tfc2bdpE586dOXfu3A2f56PHjzF7xY/IQnSUnMsjfWQCrR7yLic+Mus0qzesIigghM1796BRa8js2pWkBknVjhUbGsOlPReJaOPtEGyvsFFxrJQTJ07QtWvXOj0/wv1DLOkVBEEQBEEQBEH4GXO5XBw+fJh9+/bd66nckMVi4eMPPsNToUHp1jJbWsCIsUNplt6UNWvX4GniR8LYFgDo44NBIfH+5x/x+ykv3+OZ18zdDPi5XC6ysvZy4fxhQkLjadO2c7U11gwGAzHyAPJn7yAwMx17YQVlX2zk8dFjiY+L9+23ZtMPNGkb4vs8LFpFUISR8vJy35Le2srLy+Ozzz5Dq9Xi5+dHaWkpPXv2JDAw8IbLbh0eiy/YByDJZUSkaiktLSUsLOym59u7dy9t27alY8eOLFlyfQPJ23X117dpSiN27D6Mtl1z32OyvcdIHjn+uuN6d+vKgU8+xVRRjiwyGvfRQzRLiGPC2OrrWZ47d47k5GS6dOnCpk2brnvcaDQyY9Uiov46AkmjJMzjIfu/S4jYW0B063Aaj2jA7DHrkTdvhubhBzBarHw5dxljOnalRTVL/UcMHMHnU78gb3kOykA1ZfuLeOiBBwkLC6v1cmzhPvQLyvCre6VKQRAEQRAEQRCEnylJkkhLS6Np06bIZLJ7PZ1qLZz7IwGlSSRJ7YhTNKeJrA/zZi5CLpez+8Ae/FtWzZgKaRVDsauS8+fP36MZ15xCocDlct2Vc3k8HmZ8/18SQpfw9msX6Z2xialfvY3FYql2/0mjH6SHFI/7vY2ELDrDsyMeqRLsA3C7ZLjdVe/yLSZ3vSyptlgsFBUV4XK5sFqt6HS6G+4ruVWYyx2+zz0eDwWnLQQGBt7yPGFhYbjdbk6ePHnbc76Vft17oN+chXXeGkw7srB8NJMOiSkYDIbr9tVoNPx+yvMMiYmgdXEeE7t05JExo286/tq1a0lLS6v2sT0H9uE3sDmSRgl4l86HjurMkaXeZcyWchtWhRLd0L5IOi2KkGC0E0exeP3aasfTarW88PgUxmWMZmBcX1597vckJiTSuXNnbDZbbZ4W4T50OcOvth/3IxF+FgRBEARBEAThV0cul6PX62nXrh1NmzZl69atvnpg94uzp8+Tqujl+1wuUxDojqC0tJRmjZoxb/FqQlrF+h4v3JODOjWa42dOER8fX92Q9w2tVovD4bj1jvXgxInjdGhVyu+e0wPQqKEKjdbE/NVr6dHz+nITkiTRqV0HOrW7vtHKZU0bZTDnw92MfDYISYJty41opGi0Wm29zt1qtd60a++AXsP4/jfT6f18FBp/BZu+yqd1WscbBh4DAwMxGAwEBAQQFBSEJEl3bEnv1Rl+KpWK3z3zvLdJSHERjR4YQ2ho6A2PlcvltGndmja3OEdZWRk5OTlERUVhMpno168fK1eurLKPQi7H43RXnZvThSSX4Xa62f3+QbTRVZvjSGoV9ltkoF7dHMXj8dSovqjwM/ALyvATAT9BEARBEARBEH61lEolQUFB9OrVi/LycjZu3Ehpaem9nhYAao0Kp92OUnZlyaZNZiI+Pp6GDRti+0cJx7/cQUSnREqPXiJv63n8G8QQG1F9Z9/7iUajuWn35BvJzc1lwdKVlFcaiQoPZcSQgbfMZruUf46HBlfN4uzeQcNn08/W+vyX9eyeycbNcv40fgcymYe46EaMGTGizuPdiMViuWEQUaVS0aF9R5o3S2fNxhWUOKy8MvF/aN++PUqlEqVSiSRJVTpaW61WjEYjlZWVVFRUANCrVy+mTZtW73O/dsm2TCYjNTWVVFLrZfx5SxezL+8cUrNEPMu3cTj7NK+/8vvr5hCg96d45jIU4f74N0/A7XCR98Va/IwWVj+1g/bp7VlzajcehwOZ0psF6CgowqC7caD1WvHx8QQHB9fLdQlCfREBP0EQBEEQBEEQfvU0Gg0ajYZBgwaRn5/Pli1bbrjk83Y5HA4OHz6E3W6jadPmN8zg6j+4Dwu+W04yHVDK1FxyniEgRkOjRo0oKyvjxcnP8+Z/3qE814yuSSxBbRuh3nmRRj0b3ZF51yedTlfrgF9xcTGfTpuJofNoggMMlBTk8P7HX/Dab19A+VOgpjrRMcksW7uN/j2vbFu5wUpkVMs6zt4bvOretR/du/ar8xjVMZlMrFq/lJyL2RiCwpisfZYRI0aQlJTk6/R7OYDndDqxWCyYzWZSU1Mxm81YLBZ27dqFzWbDarXe8jlOS0urc83Be+n8+fPsq7iE/uWf6vr1g43zNvHBfz4gvXk64K3b+J+vPqc0JhDtuL7kLzrExY/WEBzgz6guvWl7VTdsQ3AYP/znG2TtWyEzW5EOHOGhSY/VeD53K1tVuAtEhp9QV9d2MLxMdC4UBEEQBEEQ/n979x0W1ZX/D/x9pw9l6FVpSrcggiJil4hITNEYdU1MNOpuopvippjfpu53d3Wzm92siTHZbBKNiWtiEks0scSCFQs27IooqIAgHQaYcn9/ECaOgNJnGN+v57nPw9xy7pnjeB/mw+ecD1menZ0dgoKC4OXlhQsXLiA9Pb1d15orKCjAt6vfxyMPG+CkMWLF/35AwpCpCA9vWBwgslckpE/IsGXjz9BWV6N33wiMSX4Yjo6OuHbtGjQaDV57/iVs37cL147nIyIwGAkzx0Misf6l2luT4ffzzl3QRCdBqalb983O0w+1gX1x7NhxDBgQ2+R1PXv2xOqvvbHgL3mYME6Gg0cNWPGdHNOfHNGWt9DuDAYD/rN8MUb83hWJ8UHIu1iJhX96DWFhYThx4gSMRuPdG2mhwsJCDB48GOfOneu0NRVvd/rMGWzeswc6nQ4J/ftjcFzcXdfVPHL6JKTD+pjtE+IjcHjDMVPAL+3QIRT16Q77pDgAgH1sBCo//xGPRQ9rUBm4T2Qv9AgIxKnTp6D0dEev55JaVICjsLAQVVVVd1xvkboGVuklIiIiIiKyUYIgwN7eHn369EHPnj1x9OhRnD17tl3a3rz5S3z6ERDgXzdN9+EHRTzwyDcIDY1sNFAXFh6KsHDzKZBqtRpVVVUAAHt7e4y/L7ld+taZFApFiwN+JWXlkHs7m+2T2DmjpLTsjtcJgoBJk3+Ls2fP4N1PT6FGp0CpmIt3PvoIgb6+mJiSYhWBmhMZxxGeZIfQwXXVf31CHDDqWU988b9P0TfibqvZtU5paSkkEgkGDBiAtLS0DrnHnaQdPowNGcehmjgegkKOTTv34Or69Zj84IN3vM7d2QVifglwS50Ow41iuDs5m16fvHQeykcHm10nGRCGU2cvNAj4AXX/lwYOGNiq96HX61t1HVkhG8rws/4//RAREZFVClyw0bQREdkiqVQKR0dHDBo0CJMmTUK3bt3a3KZBV4wAfxlOntJhwZ9r8e6HtfDvbkBRUVGz21AoFKaAX1cll8tbPA0yNqo3Ks4fMr0WRRHazHRE9W2YHXk7QRAQERGJkNAB2J+Vg/LIUNTKypBdehJ/fe9NXMzs+Eq1d1NcehPuQeZFHzwC7XA1t+OqLh86VDeeYWHtPw389jX8GrNl7x7YTZ4AqYM9JAoF7MaMwqnsK01Wuy0uLsbajRuReTkHuh/TUH2hrtJubXYeZJvSMSI+wXSur4cndJdzzft0OR/dPD3b8K4aFxoa2qKMQLJegii2arNG/EQSERERERHdQX31zdGjR6O0tBR79uzBzZs3W9WWTq/A0s+1+Hi9OxA7FmKxFqXHNiAwuPCOVUtvJZVKmwyIdBVyubzF1WH7R0fj1NmLuJy6EjIXX9TmXURCTBQ8WxDA2bhjB2SDBkFzcRNmrwiDVC5BdYUen85egWemvwwHB4eWvpV2ExHaGxvWHUbEMHfTlNaj6wsxdtS8Drun0WjE+fPnERoaitjYWBw+fLjd2hZFERKJBEajETqdDjdv3oSzszNUKpXpHINEgPy2QJngpEFlZSXOnj+HTXt2oKi0GHLIENqjJ85lXYNqSCJkvvaQVWghW7kLBqUEPi5uWPbl1zh8+DCqq6sBAKMGD8Xh/3wIrVwGZXB3VB+7ANXxLPR9+v52e4/1AgICWKHXVthQhh8DfkRERERERM1QX9hj3LhxuHnzJnbv3o3y8vIWtTFgYDLe+WgdPH83C8IvU3gV3fywbs3XiAgPb1Yboig2K3vKmslkshZn+AmCgOm/eRTFxcW4ceMGuncf0WTBk6aUV1ZCzMrAA892g1ReN/4qBxmGPOGF9KOHMHzIyLu00HF8fHzgp+mDL+YeR+hwR1w7UQ2hxAWPLJiE77//vsPuu2nTJvx54Ts4dCQD1dpKjBo2GHEDm14TsbnqA377D6Vh28HtcApxRvnlMvQN6oNxo+umobuq7VB6owByTw8AgLGmBkLhTWScO42deafh/v/GwlEmQf63B3Aytxg6OeAaGAxBEKBInojCrz7Gghkz4OTkBIPBgNjYWOzZswdA3RTdl2Y/jc2pO5CzLQP9Antg1OynIZVK2/zebiUIAgIDA2EwGNq9baK2YMCPiIiIiIioBdRqNbp164YHHngAeXl52LdvX7Mr+nbrFgC7bj1MwT4AkKrtUNWCAF5HFG/obDKZrNVFIlxcXODi4tKqa/v36oXUc4chkXiY7ZdIJRCtYFzHjr4fxcUJuHLlCnpFecHHx6dDp4ra2dnhi6++QbE6Apq+k+Fg0GHLvnVQyOWIjo5q8jpRFJGTk4OKigr07NkTSqWy0XOKioqwI2Mn4peMrBtjUcTxdw7i7LmzCA8Lx+MTJuL9ZZ9DGxoMo1IB3eGjmJw8Dht2b4XXwkcgSOv+n/g+NhTn/7gKqt5+0F7JhN0vQT/B3Qd///v7mDdvFi5duoTo6GizPjg4OGBiyvh2HbPG3udPP/2ExMREBvxsgC0V7eAafkRERERERC1UX9ijR48emDBhAoYMGdKsKX3Ozs5AcZFZcMlQVQlVCyrrWqqaantqS8CvLUYPGwZXvRo//PMSjIa6b+m1WgP2ryhA/34DOr0/jXFxcUG/fv3g4+MDoK6y85kzZ1BcXNzu98rOzsZNrRQOHnVFLCRSObz63o+fU/c0eY1Wq8U///EBvlmxA1vXncHf/vpvZGScanBeZWUlTl84A/9JwZD8ErgTBAE9pobjYMZBAICrqytef/4F+BYUQnfyGNTDwrDu+F6UVVQAEvNKvXInO8g9NdCV1o2DKIqovZ6HHiGPYuXK7yCXyzvtMxUeHo7Ro0cjNjYWUVFR6N+/P4N9tkJs5WaFmOFHRERERETUSvWBv/DwcPj7++PcuXM4duxYk4EHmUyGMQmDsfmbLyEfNARiTQ30+3bhqUcmNOt+zs7Ozc4mtGZSqdQiAT+pVIo/zJuHbTu34MMpe+HkpURVkYhxoyZBo9F0en/u5oetW/CX5Z+gJsAb4v5UhLt44DcPTTCt8ddWZWVlgExttk8iU9yx6uzaNRugEfrB1b0HAMDXGIs1336N8PBQyOVy03kFBQXw8fTG+dIss+try2ugVv56z8xLmchzkcL75SdN+2qWrEfRnrNwG1pXhldfrkVtSRVqUjPgENAfVVcyUbZ/H7w1kbCzc8e1HB2kUmmnBN3UajWGDRuGixcvomfPnnB0dERJSQlqamqgVqvv3gBZNVvK8GPAj4iIiIiIqI0kEgkcHBzQr18/hIaG4sSJEzh9+nSja+0NGTQIPQMCsD89HSqlEgmzn4KTk1Oz7uPi4tLiYhd34+TkhJqaGlOxg85gqYBfvdEjxmDksETU1tZCqVS2WwCtPV29ehUH8q5APWcCVL/07+w3W3DqzGn0juzV5vZlMhnmzZuH1WtTYPAbCKlCBVEUUXz5CHqFhzZ53ZWsqwh0jsGVosOo0N+Es9wHjsruyM7ORs+ePU3nFRYWYurkqfhy6ldw7+8Fey8H1JbX4PxHJzFz/JOm89LPnIRyVB+zezglD8DNf69F7eUCCEoZivecg1qhQlxYX+zfnQY7194Icx0OewcvGI16SCVG5ObmYtiwYVCpVB32WTYYDEg7eAB7jh6CvkKL2OhfM/umTZvWIfekTsaiHURERERERHQ7qVQKR0dHDBw4EL1790Z6ejouXrzY4DwfHx9MuL/l1UKdnJyaLBQik8mgVquh1WrvmKF1Kz8/PyQnJ+PatWtQKBQQBAESiaRufTRBgMFggF6vh06nMwUFq6urodVqodVqUVlZiaqqKlRVVbVobUFLB/yAuiDtrRVjrU36yQxIhkabBSNlw6JxcMvRdgn4DRo0CN27d8ecmdOweMknqDAYUWushVQqgb2hG7RabaMZazK5FOnXv4HDkMFQ+kfj5rkzKD94Do6OiWbnFRcXY/DgwXhq0kx8t+h7VOgqoYAck0ZNhJeXl+k8N40zLuaXAD19TfsM+cVIHDwMgd7dkZubC4cRwQgJCYGzszOUogInMvIgl9uhWluMa1d/RtKYEaitrcXFixcxcuRI/PTTT20eHwDQ6/VQKpXw9vaGo6MjXvm/N5Hjq4I8KgD6M7lI/XgJ5s95BjKZDLm5uejRowckLZieT9aHGX5ERER0zwlcsNH08+VFKRbsCRGR9ZPL5XByckJCQgKio6ORlpaGnJycNrfr6OiIq1evNnosICAAw4YNQ01NDURRhMFggNFohE6nMwXnKioqUF5eDq1Wi+rqari6ukKr1eLHH39sNBtRqVSabQqFAmq1GnZ2dnB1dYW9vT0kEgkUCoVZoPDWDagrNFLfH4PBAFdX12YHJe9VLhoNxMISs32GghK4apqXDXonEokE3bp1w/Xr1+Hu5oYeIYG45OELu779AAA3sy/jv1+txO9nPdXgWm8/L1T09YFj3xgAgGLQEBi05cjLz4enp6fpvOrqakgkEnh7e2Puk8802ZeEAXHY858PUO3jClWQN6ov50G3IR1DZ881TZe/VXLyfQgKOoe0tH1wdHTAh0v+hISEBOh0OpSVlcHLywvOzs4oKSlp1lioVCpoNBo4OjrCzc0NTk5OUKlUePHNPyLt1HGICimcRDmSh4zE9W5qOD4YB1FvgCGvEFWaGqz7YT0mPPQwjh07Bl9fX9jZ2TXrvkQdjQE/IiIiIiKiDlIfKBs5ciQqKipw6dIlFBcXmwJvtbW1LWrP3t6+yTX8HBwcIJfLzdZRa4zRaIRerzcF4KRSKaZOnYotW7agsLDQ7NyamhrU1NS0qI+3k0gkkMlkZptUKq1bP46aFBcTi21LFqPWzxuKAF/o8gpg3LAbI2fObnPb9913H5ycnPCXhQvx1bp1KNZqgexswNEBdkHBUPkHomBvaqNZflU6HdQBPcz2qYJCcOFSFrp36wYXFxdToLc5QV07Ozs8N30W1mz8EflFu+Hp4ooJ02fB3t4eGo0Gvr6+piCeQqGAKIqorq5GYWEhcnNzcfPmTXzzzTem9kJDQ5GQkICNG+v+UCmTyeDo6AiNRgNXV1e4uLjA0dHR9DnU6/Worq5GaWkpioqKkJmZic9WrsAJbwEOLz4AACi/UYIPF34Op6fHwVhdi8r3luHhsTr0fV6KzWsP4H9f38DUyb9FdXU1A35dHaf0EhERERERUXOpVCqoVCq4u7ubpsgajUZT8E2n06GyshIlJSUoLi5GeXk5KioqUFVVZZZ5p1KpUFVV1eg9HB0dm9WX+oy8WykUCowaNcoscNJejEYjamtrWxzcvNcplUo8P2MWvt/8E3JvbkdMr9548MVXTJ8XmUzW6rUHa2pq8PhTs/Dthh8hODpCFR4JzZDBuLHiSyjcPCDTOAFNtB0aFIhdl85DHh0HADDq9SjZ/CNOSu1w8WwhjGIpZjw5Fd7e3igvL4eXlxfy8/Ob7ItKpUJsbCxSUlLg6uoKtVptmk6u1Wpx8+ZNXLlyBcePH0dZWdldp46fP38eUVFRmDRpkmlfdXU1ysvLcfPmTZw5cwb5+fl3bOfExXOw/82jptdyT2coQ7qhev8ZiJeuYNZv9Eh+yB4A0DdGhb+8fBFpaWkICwtDQkLCXYPuZN2sdYpuSzHgR0RERERE1Inqs9yaUj8NV6/XQxRFs6Cgg4MDIiIiUFhYaFo7r6qqCjqdDvb29m3ql0qlgr+/P7Kzs9vUDrUfFxcXPDXlNwCAxx57DB9/+ineef8DQG0HSbUWj6aMQ8RtU16b45/vL8GO3HIEzXgRAFBy8iBKt22H09ChKD9xFOqgnnCVSRtdwy9hUBwOLP0I5TXVkHXzR+nPm+HvEQ9Pr74AgJqaMnz22VeYOPF+rPjmOxiMBsT2jkTv3r3N2omIiEBMTIwpyF1QUICLFy+itLS0zcHh1atXt+l6AQBum+IugwD5xQLor5Rg8NNKs2Ojxqnxj7fXY/DgwYiJiWHArysTxQb/9s26xgox4EdEdI/btWsX/v73vyM9PR25ublYs2YNHnroIdNxURTx5ptv4pNPPkFJSQkSEhKwdOlShISEWK7TRERENkwikZimAjcmKirKFBQ0GAymoGBT5zeXSqVCQkKCKcOQ6tRnWFq6ku+SJUvwwXdrYD99NgSpFMbaWny1chle8vFpdpVnoG4K7dbde+CU/Jhpn0ufOJSu/giK4J6oPX4E3gW5eOqxxqvOyuVyvDj3GRw7cQLZ167gmE4PD8+6Krs6nRb5ecdRWFKKZT9th9vIByBIpfg2bSuu3yjAmFEjTe34+fnh4MGDOH/+fCtHpOMM7BWF/evS4PjwYAiCgOqsPKgKK/Hi3Oex4n//xbFDORg+5tcAe/phPdSeKpSUlODcuXPo16/fHYP6ZL1sqWiHRcvH7Nq1C+PHj4evry8EQcDatWvNjouiiDfeeAM+Pj5Qq9VITEzEhQsXzM4pKirCtGnToNFo4OzsjKeeegoVFRWd+C6IiLq2yspKREVFYcmSJY0ef+edd7B48WJ89NFHOHDgAOzt7ZGUlITq6upO7ikRERHVqw8K2tnZwd7eHo6Ojg2m6baGg4MDHnjgASQmJt79ZBun1Wrx35Wf4y8f/x1/WfoOVq792qKVhddt3gJx4GAIUikAQKJQQBY3GAfS0wHUZYYeOHQIH6/8Ams3bWxyjUQPDw9AIm2wX5BIYdy7Fy/9dg6enTXLLGNULpfDxcUFfn5+6NevH0JDQxETHY2H70+BSqmEKBqh11fj5ImvYGfnBonKAV7jp0GucYbM3hHOox7G3vSjZuOXkZGBmJgYuLu7t+cwtYv7ho9EtNYepW+uRPFbK+Hw7WE889gMSKVSPDrhcSz+Szm2bqjC1Ss6fPVpOU5elEMi1lXJzsjIaPO6l0TtwaIh5/ovmTNnzsSECRMaHK//krl8+XIEBQXh9ddfR1JSEk6fPm0qnz5t2jTk5uZi69at0Ol0mDFjBubMmYOVK1d29tshIuqSkpOTkZyc3OgxURTx3nvv4bXXXsODDz4IAPjiiy/g5eWFtWvXYsqUKZ3ZVSIiIupggiDA3t4evr6+iI+Px/79+y3dJYv5fPUK2E0ORJ+oAQCAvJ8v4NuNazD5gUcs0h9BEBoWBxABoW4CKj7+cjlyA12gnBSP3GuFOPLZx3jhiVlwcXExu+TKlSsI8PbElRvXofL0BQBUF+QCJUV44Q8vIGXsWGg0GtjZ2ZkKW9QXyqisrES3bt1QVlaGzMxMAED84Fjs2rUGWqEcaicXaJwCIBQdgnBLUFEQBAhqe8hkMmg0GpSWliI3Nxfbt2/Hfffdh8OHDzdI7ulI9vb2qK6ubjKAKwgCHhiTjAfGNPwd2c7ODsOGPYTly7fBI0iAZ1QAnHvq4K3whkKhgE6nw6VLlxAZGQmptGFglaxcJxTt6KwZVhYN+LX1S+aZM2ewadMmHDp0CLGxsQCA999/H+PGjcM//vEP+Pr6dtp7ISKyRVlZWcjLyzP7K7+TkxPi4uKwf//+JgN+t1f0YxU+IiKirkWlUiE4OBg3b960yimXHU2r1aJUrES3qF+/U3onhuDkDz9arE8j4wfho3U/QDFpWt2U3poa6A/uRdzsWcjJyUGevQT24xMAADJ3Z1Q7qLBh+1Y8PvHRBm2tWvYZHpw8FTdOHwQgwEVqxP82rIdCoUBJSQkyMzNRVFSEgwdTcfzIdiiVRkBwQnLKE3jllVdMRThqampw6ORRFEmLoOntBYdenji5egVQI4O+shwy+7pCMoaaakirqzB16lQoFAp89913KC8vR35+PoqLixudLi2VSk1FPOrXEiwrK8PNmzdbvcZfTEwMYmJiUFVVBbVajZMnTyIzMxM3btxoUTsjhoyEq5Mr9hzeiYtZlYjpPQCDxw0xHT948CACAgKg0Wha1U+yHMFYt7X0mpZoj+S35rDaSeXN+ZK5f/9+ODs7m4J9AJCYmAiJRIIDBw7g4YcfbrRtfhElImqevLw8AICXl5fZfi8vL9OxxixcuBBvv/12h/aN2l/ggo0AgMuLUkw/17u8KMUSXSIiIgtSq9UYNGgQXF1dkZaWZunudDq9Xo/rW89C6e4A16huECSWXcOve/fueHDwIPz05adQOjmjtrQEj4+/HxqNBmlpaSgrKYX2y01wGNwHyh7doAzyxbVvdjfa1tq1azFj6mQUFxcDqCsOcuzYMbNzTp08AX3FVuxe6wiZTEBWdg0enfMBXn75ZZw4cQIGgwF///BD1MTGwCuyF2qyryB3w2b0nJ+A6/86gdxvlsO+TxRkCiX054/i8QkPQhAEiKIINzc30zqRFRUV6N+/P86fPw+pVIrAwED06tULDg4OpgI39ZlytbW1pgI2mZmZyMjIaHbwb+DAgejXrx+Auiw9AOjVqxeCg4NRWlqKjRs3tmjKdt8+UejbJ6rRYwaDAampqUhMTGy08AlZsU7I8OusGVZWG/BrzpfMvLw8eHp6mh2XyWRwdXXlF1EiIgt69dVXMX/+fNPrsrIy+Pn5WbBHRERE1BoqlQqhoaHIzs7G9evXLd2dTnP8eBo8jdcw2a0AFy9LsP0bBZwSoxHg1b6/z4iiiLNnz+Ji5hE4O3tjQGzCHTN4BkRHY8SQIZg8eTI+++yzur6eOomdl07D5ZERgEyK0h92Q903GDJHe/QJCLrj/W+f7nuro0e2Ys1/7SGT1QU6g/zlSEmsxa5du9C3b198uHQpaoKD4RDdHwCgDgmFqNej5NhF1BrL4W7fDZIrZzDjycdx35sv4NSpUzAajZDL5YiKisK1a9eg0+kQGBgIiUSCyZMnQyKRQKVSNVnl9tZiNv369UNYWBguXbqEo0eP3nHdvB49epiCfbeSSCRQq9VQKBR48MEHsXHjxnZbfy83NxfXr19HYGAgp/Z2IZYu2tHaGVaNsdqAX0fiF1Eioubx9vYGAOTn58PHx8e0Pz8/v9FfmurdqbIgERERdS0qlQr3338/tm7diqysLEt3p8NVVFTg7PmfsfI7J0h+yeobsK0af3/nBGY+8//a9V7frVkGT/9LePR3UmRdOIdPPtuNJx6bf9epoLdWgF23bQscX5kCiaIuSObxzERcf/0/8FDaIXn2063um9FggFJhntVorxZx6dIljBw5EsUVFZB27252XOHji/LU/Qjw9cAz06dj/Pjx8PT0hEQiwcCBA6HX6yGRSODh4YEZM2bg+vXrUKvVMBqNLZqqCNRN+XVwcEDv3r3Ro0cP5ObmYu/evQ0y/gYPHozw8PC7tuXq6orp06djxYoV7VacLjU1FR4eHpza25WIYt3W0mvQcPZoa74TtXaGVWMsWqX3Tm79knmr/Px80zFvb+8Gc+31ej2KiopM5zRGqVRCo9GYbURE1FBQUBC8vb2xbds2076ysjIcOHAA8fHxFuwZERERdSZRFHHfffdhzpw5cHR0tHR32kQURZw4mYGPvlqGL777usGX6KysLIy6TzQF+2prReRdNwA1Jfjpx5UoKChol37k5eVBbncJv/+jHUIiFfDxEzBgWBU2bfn+jtf17dvXNB0WAPRyiSnYBwCCRAIHdxc8++Qs09TV1ojolYC/Lak0vS4pNWD1BgOqq6vx008/Ydb06TCeOmV2TWXGcShyK7FmxdeYOXMmvL296wp2/LJGX32gUiKRQK/Xw9fXF4IgtCkDTiKRwMHBASEhIXjkkV8LqsTFxWHOnDno1atXs9qXSCTQ6XSIjY2FRNI+oRK9Xo/t27ejqqqqXdoj6+bn5wcnJyfTtnDhQov2x2oDfs35khkfH4+SkhKk/1KGHAC2b98Oo9GIuLi4Tu8zEVFXVFFRgWPHjpnWbcnKysKxY8eQnZ0NQRDw/PPP489//jPWr1+PjIwMTJ8+Hb6+vmaVpIiIiMi21QdsRFHE1KlTzTL/u5rvf9qA77OPoeyxQbiWFIIl6/6HC5kXTcfd3d1x/syvX5Vf+0MpPBUqHNnigz+9cBUb1y1ukJjSGjk5OYgdYkS11ohX5tzAvh1a+AXKUFR6HHv2bm30GolEgj59+mDz5s2mfSqjAEOl1vRa1OkhL6tuc2A2dsBgnL3cByMmlGHybyuQNLUGSeOeglwuR05ODoYOHYpeGg1q169HZUYGyjdsgNuVbBzfcxBBQUGmIFtTwbNbsxTbgyiKcHBwwNixYzFt2jSzrL7GioI0RqFQICwsDDNnzmy3z/iNGzewd+9eaLXau59MFlc/pbelG1D3f7q0tNS0vfrqqy2+f3OS35rLogG/tn7JjIiIwNixYzF79mwcPHgQe/fuxbx58zBlyhRW6CUiaqbDhw8jOjoa0dHRAID58+cjOjoab7zxBgDg5Zdfxu9//3vMmTMHAwYMQEVFBTZt2tTiaRdERETU9dUHTsaPH98lixFotVqcuJoJpycSIXd3girIB07PP4g1P28ynePj44O8XC+s+rIGJ47WwsdVjtnTnGBnJ0G/3kr891019u5Zbzpfp9OhqKioRQUfAMDV1RVf/LsWvxlajIIrMoxMtsO4iY748GsPXLycitLS0gbX1H/hLyoqMu2bPG48qv75DaoOnkbVkXOo+McqPJyY1OYsNUEQcF/SI5g87XXEDZ2PWb99HQEBgabj586dw9b167Hh3//GG3FxWPN//4ez6Ufg6ekJQRAgkUggkUjMMvw6Uv09vL29oVKpoFQqIYpii+8tlUohkUgwfvx4dOvWzbSuYFtkZWXhxIkT7bY+IHUgsZUb0GAmaWuWOGrPGVYWXcPv8OHDGDlypOl1/bp6TzzxBJYtW4aXX34ZlZWVmDNnDkpKSjBkyJAGXzK/+uorzJs3D6NHj4ZEIsHEiROxePHiTn8vRERd1YgRIyDeYZ0KQRDwpz/9CX/60586sVdERERkzURRxJgxY7Bu3TpLd6VFiouLIe3mbrZP6qBGlVFvtm/qlGewf/8OfPrxdgzqZ8RX35VhwjgHqNUShPaUo6z0JgBgc+o27D91FHIfZ+hyivDAiDHo37ffXfthMBjwzYrVcM+NhrPggerCKrzxZBr+9j8BgcEKjEwBLl68iJiYGLPrGgsY9QzqgVdm/BYHjhyGzqDDoKlP3rEYR0vJ5fIGRTS8vLwQFhYGiUSCqKgo9OnTp92mwbaVQqEw/dzWQGNycjJqamqgVquxfPnyNgXsjh8/DgcHBwQHB3OtayvWGUU7KioqcPHir1nF9clvrq6u8Pf3NyW/hYSEICgoCK+//nqrZlhZNODXHl8yXV1dsXLlyo7oHhERERERETVCEIQuuRa6h4cH9JfyIBoMEH6ZclqbVwQXtb3ZeVKpFIJERI+eRgy6T4rLZVqMfawEX73vg/QTOnTv3gfnz5/HgaJMeP/1EQiCAKPOgHVvr0GQX8BdA26nT58GbipwRXYJV6SXYTQY4FnQAysWZ+L1xQpknpWgh7dbg+t8fX0bDTo5OjoicfjIBvs7gp2dHe6//34AQHV1NVQqVYNgn8FgMGX3dWWiKJqKijzwwANYvXp1m9rbu3cvjEYjQkNDGfSzVm0o2tFc7ZH81hzWEYInIiKiThe4YCMCF2w0/UxERNQSarUaYWFhlu5Gi8jlcoyNH4biv36DirQzKN9yBFWLN2BKykNm52m1WhxO34rcohp89YMM324AAiIUmPx0PhYtUWDIsGTsPnoQThMHmIJaErkU9il9cfj40bv248aNGyhGKfoETUBMj98guudkFKgKkZ2lw0/fa5F1xhkBAQENrjt58qTFA0VVVVWm7KSKigp88sknDc6xlmy/trp1HUJHR0f4+fm1uc39+/c3qCRM1qMta/g1V33y2+3bsmXL6vrwS/JbXl4eqqur8fPPPyM0NLTF78WiGX5ERERERETUdQ0ZMgTnzp2zdDea5dCRI9i4fQeMciWktSJCjt5EYEAA+s99wWwaKABkZGSgoEKH333aH5fSSwBBQO6pEuQXleLlP7wMiUQCpUKBsmrzwI2orYVS4XTXvlRraxHoHgeFrK6KrkyiQLD3cJzPXo9zhwZj+mOjG82Ou9MMuc6UmpqKPXv2QBAEU7afXq83FeLo6pl9jRFFsd2yWm0lIErWjZ8yIiIiIiIiapX6DChrl5OTg/X7DsBx8mw4T5oBh0eexKnLOYgMC28Q7AOArbu3I3SoOz59+QJOFnniZKEHzhyvQUW10RSsGT1oKEq+2AeDti7opyuqQNWPJzEgOqZBe7eTSmWQSc3vK5XIEREZhZEjxjZYM6+eu7t7i4uD3Mrb27tdstQAwMHBwVTN1mg0tnvVXWsjk8mQkJDQLm215d+QOlgbinZYG9v+H0lERERERET3vJ3706BOSDSt2ydRqiCPjsfB9CNIHDmiwflaow7nDmkR/e5EyB3qptB6DOmJg898azrHx8cHk4eMxbo/bYBOCthL5Jj9yLRmVS8eMLA/Du9bBjf7IEgEKURRxPWqw5g8fOydrxswABs2bGj+G/9FWFgYIiMj4ezsDLlcjqtXr6KsrAx79uxpcVv1vLy8AABGo/GeyFgTBAFGoxFOTk6NVlBuieLi4i65Bua9oDOKdnQWBvyIiIiIiIio1TQaDcrKyizdjTsSRRG3TjKtvHQepfv2ItWgg1FvxOhRw82yFe3t7FAmMZqCfQCg0Khg7+5kFuCKDI9AZHhEi/vj5uaG5IdG4acfvodS4oQaQykShsehR48epv7eLiQkBPb29igrK0OPHj3QrVs3qNVqODo6QhRFFBcX4/z587h27VqDa4cPH25qV6/Xo3v37gCAgoKCFk/JDg4ORmxsLPbs2YMbN27A09PT1F9bnMp7u/bIzjt48CA8PDxgZ2fXDj2idmUU67aWXmOFGPAjIiIiIiKiVhFFEVOmTMF//vOfNrelVqvxm9/8BllZWdi5cyckEgkMBkO7rFs3In4QPvnhJygenIry0ydQufcAekSOg52TD05cPoSrK1Zh5pPTTOePH5mEz9ethGgUIUjqgliiwQi5XtJu2WwxMdGIjo5CWVkZnJyc4ODggPvvvx81NTVYu3at2blOTk5wc3ODq6srJkyYAKVS2WAKrbu7O/z9/VFbW4uCggJUV1cjMzMT5eXlOHLkCPr37w9BEFBbW2u6dvjw4YiLi8OZM2dw5MiRuwazZDIZRo0aBVEUMW7cOABAeXk58vPzERwcDMC2M/4MBgMqKyvb3E5xcTEyMzMRHh7e5PRtspDWTNG1zngfA35ERERERETUOvUZXTKZDHq9vlVtJCQkoFevXgDqgkWBgYF48sknTUEprVYLQRCgUqmQlpaGEydONNmWKIq4cuUKKioqEBwcjOLiYuzZ9QNKim+gm8IF2Z+/C6m6Gv0m+OPGuY0oOq+BX9hkXD2+CuXl5XB0dAQA9I7sjSFZA5Hxl60I+e1gQBRx+dN0jBg4tME9i4qKsC11PQoKc+HrHYBRw+9v9nRNiUQCZ2dn3HfffQgKCoLRaKzLRhQEiKIIZ2dnJCQkwMXFxTRV2N7evsn2lEollEqlKesvODgYOp3ObJ1CiUSC2tpa0z6VSoWoqCiEh4dj1apV0Ol0pnMDAwMxbNgwyGQyrF69Gv7+/gBgCsTq9XoYDAZkZ2dDq9Xi6tWrSE5OhsFg6DLrO7aERCJpt8IpaWlp8PLygoeHxz2RGdlVCGjFlN4O6UnbMeBHRERERERErWY0GjFlyhSsX7++xVN7IyMjERYWZnotkTTMoLt1TbwBAwagtLQUV65cadCWVqvFBx9/Cp3aA6LCAUVfrkTvnlX44K/ucLCX4PVFmbhRo8D0L0aYsvYOrMhC9u5DkKudzAJ+APBwykOIOHcWu97fCwgCJgwYg9CQULN7VlRU4ItV/8acPzmgRy8HnEnPwWd/eQ/PzF7QaDGQO6nPrnN2dsbs2bMBAFVVVa2e9ikIAhQKRYN+qFSqBudKJBKo1WoMGjQIu3fvNl0/ZswYU8be1KlTcfToUQAwBWPlcrnpOjs7O7i5uQHoOsVcWsJoNKK2tvbuJzaTKIrYvHkzHn74YTg4OLRbu0T1GPAjIiIiIiKiVpNIJFAqlZgyZQr279+PjIyMZl0nlUoxZMiQFt1LKpUiKSkJn376aYPpp9+v3whJYALcfUMAAIqyw9i8yhkO9hKUlhlQXSsi+tEgU7APAKIn+uHU+uOQVNdVsL1deFg4wsPCzfZVVFRAr9fD2dkZaYd24ZG5avTsXReUjIy1R+JUA44cOYhBg5r/3g4ePIigoCCz7DFRFDttjTedTge5XI6IiAiEhYXhxIkTCA4Ohl6vh0wmMwX9IiIaX6+wvp++vr42m90H1AWfH3zwQRw8eBB5eXltzvbTarW4ePEi+vTpY7Nj1uWIYt3W0musEAN+RERENipwwUZcXpSCwAUbzfY3to+IiKgt6oMV8fHxqK6uxoULF+56TWBgoCmg1BK1tbWYOnUqdu7ciatXr5r2X865BvehSabX9opqONjbw2gU8Zun8zBisBo7CqvM2irL16K2sghPTn7yruvOVVdX47Ovl6NMVg2JUgqhUAcfJ3uMDDJfg61bDykOpBe06D2VlpaitLQUGo3GNCadOc3z1nXkBEFA3759IYqiaQpr/dZYdiBQl/1mNBohk8lsNnBV//nw8vLC+PHjAQDr1q1Dfn5+m9o9cuQIevbsaZZdSpbDKr1EREREREREjRg8eDD69u2LvLw8pKWlNVkIYujQoa0q7lA/TXXEiBHYsWOHqSqtSqGAoVYLmbIu26xS54C8G3qcu1iLQTEqzP+dC9ZOvY6cKHd07++OioJq/Pzn0/jdE79FQEDAXe+7av1qqCcFoFv/ugq3VddLkfmnXdj5vR6PvfhrNd+d31WjX3C/Zr8fuVxuCvgIgtDiAGh7EwShQbDxbkG8xqZi26IrV67g7NmzSEqqCyyXlJZgyfKl0FZXIcQ/GL1CemH/iSOQSqUYOXAwfHx87tqmXq/H0aNHERcXB6VSedfzqYOxaAcRERERERFRQ/WFI5ydndG9e3fs3r0b169fNzvH39+/xWvc3c7Ozg6jR4/G2bNncfDgQaSMGYlVG76FR+xDkKnsUamOxMiJOzB6iAqxUUpIpQJ++Ngdby4+ix1f6JCdI8GTU55GgP/dg30AcK0oF737R/96f18nyL3tkXtGjX8+fw3hsRKkbanAjRwFAt2av5ZhcnIy3Nzc7omAWVfn4+MDPz8/6HQ6pB1Iw58++TOi/jgQKlc1cnZcxtKP/gv35ydD1Bvw4epvMCl+NPr26n3Xds+ePYuQkBB4e3uzgIeFCaIIoYVTdFt6fmfhE4WIiIiIiIjanVQqhaOjI5KSkjBx4kRTICMgIAD33Xdfu1Q7ValU6NWrF1xcXBAeHo5pD42B/vRGZG78Nypzz6DUJRYrfzBi6fJyGAwiXF2keP9NFzw+1g6JgxObHewDABhh6nPujkwcfG4T8k8WwsXZD2fTFdj0XSykmrnw6/8CNmw5gHPnzzerWalUymBfF6FQKCCRSCAIAl55ewGiXh0ItZsdBEGA/6ggePVxQ8Xa7VB0c4fz/IexfseWZre9bds2VFVV3f1E6ljGVm5WiBl+RERERERE1CHqp3rWV57Nzc1t1jTHlpDJZBgzZgy+/vprhAQH47ngYABAWVkZysvL4ePzGI4e2YdRj2xGSqIMJ8+JyC3wxCOPjmzRfaJCeiPrmxOASoHCn7UIiJwBIVKGjIv7UGNUoEfIr0U6vMNTsOXnHxEWGnqHFoHRo0fD2dnZZte9s0X1axUWFhUi0MW8iIlriAv0PxyD7p+fQv78TOhkzQ/kVlVV4fTp04iOjrb4tG6yDfwzAhEREREREXWo+oCWt7c3jMb2TYcRBAFKpRJqtdpsv0ajQbdu3SCRSBATOwSPTPl/yK94FGF9nsbkqc+0OMg2bvRY9Cx0Q9ayDPj1fghSmRISiRQeoUNhEEUY9DWmc6VyFWpqaptsy8PDAxMnToS/v79ZwQyyfhKJBBUVFQj2D0bO9kum/Ua9EYX7s+DTTYa3njGiZvNuKFv4UT9+/Di0Wm0795haon5Kb0s3a8SwcQdoqvLh5UUpndwTIiIiIiIi69FYQYj2IJfLkZycjO+//77Jc9RqNSIiIpo8fjcSiQTjRo9F+uFzEG6bgitVqFBbXQ61Q13RhcLL+xAf269BG1KpFEOHDkX37t1hZ2fX6r6QZdnb22P5f5YhPDYEJcevQu2jQeGBK7h/ohqnf67C4IEyiH89jimT5raoXaPRiIsXL6Jfv35cy89SbKhoBzP8iIiIiIiIqEuTSqXQaDSwt7fv8Hu5OTuiqiTX9FpXUwmFWIm8098h98x6ZB/5At2cq5GQEG92XVBQECZNmoSePXsy2NfFCYIANzc3fPC3D6DNuIFAXTbG3S/Hvu8L8ebLDvh5hw5x0cPRM6hHi9vOyclBbW3T2aHUwUSxdZsVYoYfERFRF1SfTX55UYpZZvntr4mIiO4lAwcOxI4dOzr0HtOmTMQHH32KAlEFqdIeYtUNzH5yGrp164aCggI4OjqaBfT8/f0xaNAgqNVqKJXKDu0bdR6JRIKHH3oECrkab701H6U+JXjtBXvs3mvEd+vs8eSTSa1qt7i4GHq9np8VCxHEuq2l11gjBvyIiIiIiIioy1MoFPD394evry+uX7/eYffJyr4CrcII9PaDoagETjft4OHhgYEDB+LatWvIzc2FRCKBSqXCyJEj4ebmBpVK1WH9IctRqVQYO3YsDAYD3NxcsW/fZly7Xoynnurf6sIbzO6zsNZk7DHDj4iIiIiIiKjjKJVKDBgwAOvWreuQ9mtra/Ht1i1QPzcDwi8BnYqMc1i76Sc8++yz6N+/P3bs2IGRI+sqABuNRkgkXEnLltnb2+P+++8HAAwbNhzLli2D2IYAkCiK7V7Yhu5NfPIQERERERGRzVCr1R0WZLty5QokkcGmYB8AKHuH4nJeLi5cuACj0WgK9hkMBgb77hEqlQp2dnaQy+VtCvbVY8DPcgRj6zZrxAw/IiIiIiIishlKpRJDhgzBrl277nje0ePHsXXnHtTq9AgJ8sfD41OgUCjueI2TkxNQWGy2z1hRhUBfX4SEhACoC/RJpVJIpdK2vRHqMiQSiSmbs3///jhy5Eib2mPAz4JsaEov/9xARERERERENkOpVCIoKAiPPPJIk0G3Y8dPYP2uI7BLmArXxKdwRd4dSz9dfte2PT094V5jgPbAUYhGIwyl5RC+34S3X3oFAKDX6xnou4fp9XrExsbi0UcfbVPRDQb8LEhs5WaFGPAjIiIiIiIim6JUKqHRaDB06FAIgtDg+Jadu+EW/yCkciUEQYBjQCTKjHIUFBTcte2npz+BgSU1EJasgO+mPfhq0T8wYvhw6HS6VhdqoK5PIpFAKpVCFEU4OTlhxIgRrW6LhTssRxDFVm3WiE8jIiIiIiIisjkymQxBQUHIyclBZmam2bFanR4OMvPpu1K1IyoqKuDh4XHHdiMiIjB37lwYjUbk5uaiW7duAAC5XN6+b4C6nFuDy25ubpDJZNDr9S1up6ioCD4+Pu3ZNWouG5rSy4AfERGRhQUu2AgAuLwoxfRzc14TERHRncnlcsTExODy5cswGAym/aE9ApF15TQ0gb0AAAZdDWrzs+Dv/9Bd29RqtQDqgjuenp4QRbHRLEK6tymVSvTo0QPnz59v0XWCICA4OLiDekX3Ek7pJSIiIiIiIptlb2+PlJQUswy8h+5Phjr3OAr3fIOi9J9QuPUzTJv0ULPW37t27RqWL1+OqqoqU7EGotvJ5XLEx8dDo9G0aF3H8PDwNq3/R20kAjC2cLPOBD9m+BEREREREZHtksvlcHd3x4wZM3Dy5Ens27cPCoUCz/5uNgoLC1FRUQE/v4dbFJSpqalBeXk57O3tO7Dn1NXJZDJMmTIFQN003d27dyM/P/+O1wQGBkL8ZYooM0c7X2vW5LPWNfyY4UdEREREREQ2rb6YRkREhFlhDXd3dwQGBra4sq5MJoODg0Or1meje8etnytXV1ckJycjJibmjte4ubmZAn5kASJ+Xcev2ZulO904qw74vfXWWxAEwWwLDw83Ha+ursbcuXPh5uYGBwcHTJw48a7RciIiarm7PY+JiIiIuoKamppWB1OkUikee+wxREdHY+rUqVAoFKzKSy2iUCjQu3dveHl5NXlObm6u6fdtsoAWB/taUeSjk1h1wA8AevXqhdzcXNO2Z88e07EXXngBP/zwA1avXo3U1FRcv34dEyZMsGBviYhs152ex0RERERdgZ2dXaun4To7O8POzg4DBgyAWq2GQqG4+0VEt1EqlRg9enSTVZ179uzJYJ8ltXT9vvrNCln9nyNkMhm8vb0b7C8tLcWnn36KlStXYtSoUQCAzz//HBEREUhLS8OgQYM6tF9NVUm8vCilQ+9LRGQpTT2PiYiIiLoKURQRHR2N1NTUFl978+ZNrFy5Eu7u7khISOD6fdRqKpUKEREROHHihGnf9OnToVKpAABGoxESidXnZ5GVs/pP0IULF+Dr64sePXpg2rRpyM7OBgCkp6dDp9MhMTHRdG54eDj8/f2xf//+O7ZZU1ODsrIys42IiO6sqedxY/icJSIiImskCEKbAikVFRW4fPkygzHUJgaDAWVlZXB0dMT06dMxZ84cqFQq05qQ/HxZTn3RjpZu1siqM/zi4uKwbNkyhIWFITc3F2+//TaGDh2KkydPIi8vDwqFAs7OzmbXeHl5IS8v747tLly4EG+//XYH9pyIyLbc6Xns6OjY4Px78Tl7e+b35UUpZvvu9pqIiIg6R0BAAKRSKQwGQ6vb0Ol0UKvV7dgrupcolUoMGzYMRqMRoiiitrYWRqMRKpWK2X2W1po1+aw04GfVn6Lk5GRMmjQJffv2RVJSEn788UeUlJTgm2++aVO7r776KkpLS01bTk5OO/WYiMg2tfR5zOcsERERWStBEDBu3Lg2taHRaNqpN3SvUqlUsLOzg1qthkwmM1X0ZbDPwjqhaEdnFUS06gy/2zk7OyM0NBQXL17Efffdh9raWpSUlJhl+eXn5991jSmlUgmlUtnBvSUisl23Po8bw+csERERWSu5XA4XFxd4eXkhPz+/VW3odLomiy4QtUZ9wI8srJMy/Hr16oWff/7Z9LojKn53qdBxRUUFMjMz4ePjg5iYGMjlcmzbts10/Ny5c8jOzkZ8fLwFe0lEZPtufR4TERERdTUqlQp9+/Zt9fWlpaUA6oorELVVW9eWpHbUSVV66wsi1m/u7u7t0v1bWfUn6sUXX0RqaiouX76Mffv24eGHH4ZUKsXUqVPh5OSEp556CvPnz8eOHTuQnp6OGTNmID4+vsMr9BIR3Wvu9DwmIiIi6oo8PDxanaWXk5PTpjUA6d6k0+kAALW1tRB/yQozGo0QBMGS3SILaElBxNay6im9V69exdSpU3Hz5k14eHhgyJAhSEtLg4eHBwDgX//6FyQSCSZOnIiamhokJSXhww8/tHCviYhsz92ex0RERERdjZ2dHUaNGoVdu3ZBq9W26NozZ84gPDychTuo2SoqKnDx4kWEhIRApVJBFEVm9lmh1lTdrT+/rKzMbH9Tyxy1tCBia1l1wG/VqlV3PK5SqbBkyRIsWbKkk3pERHRvutvzmIiIiKirkUgk8Pb2xuOPP46amhocPXoUJ06caNa1FRUVuHz5MkJDQyGRSJihRU2qD+wZDAaEhoZCrVbz82LN2rCGn5+fn9nuN998E2+99VaD05OTk00/9+3bF3FxcQgICMA333yDp556qsVdbopVB/yIiIiIiIiIOkp99o1SqcSgQYNMy0N9//33KCwsvOO1BoOB2VnUJFEUIYoiDAYD5HI5HBwcWJijKzCKgNDCgJ+x7vycnByzCt7NLWJ4t4KIrcWAHxER0R0ELtiIy4tSELhgo2lfY6+JiIjINoiiiAkTJqCyshJr1qyB0WiEwWCAIAiora01nXfhwgWEhYV1SHVN6hrq199rLGOvfn99UJjBvi6iDRl+Go3GLODXXPUFER9//PEWX3snfDIRERERERER/aI+eKNUKvHYY481OK7VarFixQoUFBTg4sWLiIiI6OwukpVghqctakXADy07/8UXX8T48eMREBCA69ev48033+yQgogM+BERERERERHdpqnMPbVajTlz5gCoywbU6XStrvZLRPeeziqIyIAfERERERERUQvUF2IQBIHBPiJb0oYpvc3VWQURGfAjIiIiIiIiagFWWSWyUUYRLZ2iW1+0w9ow4EdERERERERERCQa67aWXmOFGPAjIiIiIiIiIiLqhCm9nYUBPyIiIiIiIiIiIk7pJSIi6toCF2wEAFxelGL6ubHXREREREREXQ0DfkRERERERERERJzSS0REREREREREZENEtCLg1yE9aTMG/IiIiIiIiIiIiJjhR0REREREREREZEOMRgDGVlxjfRjwIyIiIiIiIiIisqEMP4mlO0BERERERERERETthxl+RERERERERERENpThx4AfERHZlMAFG00/X16UYva6qX1EREREREQwimhx2V0jA35ERERERERERERWSRSNEMWWFeFo6fmdhQE/IiIiIiIiIiIiUWx5xh6n9BIREREREREREVkpsRVTeq004McqvURERERERERERDaEGX5ERERERERERERGIyC0cE0+ruFHRERERERERERkpWxoSi8DfkREREREREREdM8TjUaILczwY5VeIiIiIiIiIiIia8UMPyIioo4XuGDjHY9fXpRids7lRSkd3SUiIiIiIiKrx4AfERERERERERGRUQQEZvgRERERERERERHZBlEE0NIqvQz4ERERERERERERWSXRKEJsYYafaKUBP4mlO9BelixZgsDAQKhUKsTFxeHgwYOW7hIRkc3hs5aIiIiIiGyWaGzdZoVsIuD39ddfY/78+XjzzTdx5MgRREVFISkpCTdu3LB014iIbAaftUREREREZMtEo9iqzRrZRMDvn//8J2bPno0ZM2YgMjISH330Eezs7PDZZ59ZumtERDaDz1oiIiIiIqKuocuv4VdbW4v09HS8+uqrpn0SiQSJiYnYv39/o9fU1NSgpqbG9Lq0tBQAUFZW1uz7GmuqGt1fVlbWrsfq+9TVj3XWeNn6MWv7d23tMWsYy+Yca676c6117Yb20NJnbXs8Z4Gmn7X1bv83vNtrXmOb19yO13TMNe39b9zS58G98KwlIiIiy9KLNS2eoquHroN60zaC2MV/a7p+/Tq6deuGffv2IT4+3rT/5ZdfRmpqKg4cONDgmrfeegtvv/12Z3aTiO4BOTk56N69u6W70SFa+qzlc5aIOootP2uJiIjIMqqrqxEUFIS8vLxWXe/t7Y2srCyoVKp27lnrdfkMv9Z49dVXMX/+fNNro9GIoqIiuLm5QRCEBueXlZXBz88POTk50Gg0ndlVq8UxaRzHpaF7YUxEUUR5eTl8fX0t3RWr0dLn7O3uhc+NNeA4dw6Oc/vgs5aIiIg6ikqlQlZWFmpra1t1vUKhsKpgH2ADAT93d3dIpVLk5+eb7c/Pz4e3t3ej1yiVSiiVSrN9zs7Od72XRqPhL+q34Zg0juPSkK2PiZOTk6W70KFa+qxt7XP2drb+ubEWHOfOwXFuO1t/1hIREZHlqFQqqwvatUWXL9qhUCgQExODbdu2mfYZjUZs27bNbNoZERG1Hp+1REREREREXUeXz/ADgPnz5+OJJ55AbGwsBg4ciPfeew+VlZWYMWOGpbtGRGQz+KwlIiIiIiLqGmwi4Dd58mQUFBTgjTfeQF5eHvr164dNmzbBy8urXdpXKpV48803G0xPu5dxTBrHcWmIY2I7OvpZeyt+bjoHx7lzcJyJiIiIqLN1+Sq9RERERERERERE9Ksuv4YfERERERERERER/YoBPyIiIiIiIiIiIhvCgB8REREREREREZENYcCPiIiIiIiIiIjIhjDgdxdLlixBYGAgVCoV4uLicPDgQUt3qVPt2rUL48ePh6+vLwRBwNq1a82Oi6KIN954Az4+PlCr1UhMTMSFCxcs09lOsnDhQgwYMACOjo7w9PTEQw89hHPnzpmdU11djblz58LNzQ0ODg6YOHEi8vPzLdTjzrF06VL07dsXGo0GGo0G8fHx+Omnn0zH78Uxoda715+9bdFez6js7GykpKTAzs4Onp6eeOmll6DX6zvzrXQZixYtgiAIeP755037OMZEREREZEkM+N3B119/jfnz5+PNN9/EkSNHEBUVhaSkJNy4ccPSXes0lZWViIqKwpIlSxo9/s4772Dx4sX46KOPcODAAdjb2yMpKQnV1dWd3NPOk5qairlz5yItLQ1bt26FTqfDmDFjUFlZaTrnhRdewA8//IDVq1cjNTUV169fx4QJEyzY647XvXt3LFq0COnp6Th8+DBGjRqFBx98EKdOnQJwb44JtQ6fvW3THs8og8GAlJQU1NbWYt++fVi+fDmWLVuGN954wxJvyaodOnQIH3/8Mfr27Wu2n2NMRERERBYlUpMGDhwozp071/TaYDCIvr6+4sKFCy3YK8sBIK5Zs8b02mg0it7e3uLf//53076SkhJRqVSK//vf/yzQQ8u4ceOGCEBMTU0VRbFuDORyubh69WrTOWfOnBEBiPv377dUNy3CxcVF/O9//8sxoRbhs7d9teYZ9eOPP4oSiUTMy8sznbN06VJRo9GINTU1nfsGrFh5ebkYEhIibt26VRw+fLj43HPPiaLIMSYiIiIiy2OGXxNqa2uRnp6OxMRE0z6JRILExETs37/fgj2zHllZWcjLyzMbIycnJ8TFxd1TY1RaWgoAcHV1BQCkp6dDp9OZjUt4eDj8/f3vmXExGAxYtWoVKisrER8fzzGhZuOzt/215hm1f/9+9OnTB15eXqZzkpKSUFZWZsraJWDu3LlISUkxG0uAY0xEREREliezdAesVWFhIQwGg9kv4gDg5eWFs2fPWqhX1iUvLw8AGh2j+mO2zmg04vnnn0dCQgJ69+4NoG5cFAoFnJ2dzc69F8YlIyMD8fHxqK6uhoODA9asWYPIyEgcO3bsnh0Tahk+e9tXa59ReXl5jf4b1B8jYNWqVThy5AgOHTrU4BjHmIiIiIgsjQE/ojaYO3cuTp48iT179li6K1YhLCwMx44dQ2lpKb799ls88cQTSE1NtXS3iO5ZfEZ1jJycHDz33HPYunUrVCqVpbtDRERERNQAp/Q2wd3dHVKptEFFvfz8fHh7e1uoV9alfhzu1TGaN28eNmzYgB07dqB79+6m/d7e3qitrUVJSYnZ+ffCuCgUCgQHByMmJgYLFy5EVFQU/v3vf9/TY0Itw2dv+2nLM8rb27vRf4P6Y/e69PR03LhxA/3794dMJoNMJkNqaioWL14MmUwGLy8vjjERERERWRQDfk1QKBSIiYnBtm3bTPuMRiO2bduG+Ph4C/bMegQFBcHb29tsjMrKynDgwAGbHiNRFDFv3jysWbMG27dvR1BQkNnxmJgYyOVys3E5d+4csrOzbXpcGmM0GlFTU8MxoWbjs7ft2uMZFR8fj4yMDLPKyFu3boVGo0FkZGTnvBErNnr0aGRkZODYsWOmLTY2FtOmTTP9zDEmIiIiIkvilN47mD9/Pp544gnExsZi4MCBeO+991BZWYkZM2ZYumudpqKiAhcvXjS9zsrKwrFjx+Dq6gp/f388//zz+POf/4yQkBAEBQXh9ddfh6+vLx566CHLdbqDzZ07FytXrsS6devg6OhoWmvJyckJarUaTk5OeOqppzB//ny4urpCo9Hg97//PeLj4zFo0CAL977jvPrqq0hOToa/vz/Ky8uxcuVK7Ny5E5s3b75nx4Rah8/etmmPZ9SYMWMQGRmJxx9/HO+88w7y8vLw2muvYe7cuVAqlZZ8e1bB0dHRtCZiPXt7e7i5uZn2c4yJiIiIyKIsXSbY2r3//vuiv7+/qFAoxIEDB4ppaWmW7lKn2rFjhwigwfbEE0+IoiiKRqNRfP3110UvLy9RqVSKo0ePFs+dO2fZTnewxsYDgPj555+bztFqteIzzzwjuri4iHZ2duLDDz8s5ubmWq7TnWDmzJliQECAqFAoRA8PD3H06NHili1bTMfvxTGh1rvXn71t0V7PqMuXL4vJycmiWq0W3d3dxT/84Q+iTqfr5HfTdQwfPlx87rnnTK85xkRERERkSYIoimKnRxmJiIiIiIiIiIioQ3ANPyIiIiIiIiIiIhvCgB8REREREREREZENYcCPiIiIiIiIiIjIhjDgR0REREREREREZEMY8CMiIiIiIiIiIrIhDPgRERERERERERHZEAb8iIiIiIiIiIiIbAgDfkTNtHPnTgiCgJKSkmZfExgYiPfee6/D+kREZKuWLVsGZ2dnS3eDiIiIiKhLYsCPbMaTTz4JQRDwu9/9rsGxuXPnQhAEPPnkk53fMSIiG1T/zK3f3NzcMHbsWJw4caJd2p88eTLOnz/fLm0REREREd1rGPAjm+Ln54dVq1ZBq9Wa9lVXV2PlypXw9/e3YM+IiGzP2LFjkZubi9zcXGzbtg0ymQz3339/u7StVqvh6enZLm0REREREd1rGPAjm9K/f3/4+fnh+++/N+37/vvv4e/vj+joaNO+mpoaPPvss/D09IRKpcKQIUNw6NAhs7Z+/PFHhIaGQq1WY+TIkbh8+XKD++3ZswdDhw6FWq2Gn58fnn32WVRWVjbaN1EU8dZbb8Hf3x9KpRK+vr549tln2+eNExFZgFKphLe3N7y9vdGvXz8sWLAAOTk5KCgoAAC88sorCA0NhZ2dHXr06IHXX38dOp3OdP3x48cxcuRIODo6QqPRICYmBocPHwbQcErvW2+9hX79+mHFihUIDAyEk5MTpkyZgvLyctM53377Lfr06QO1Wg03NzckJiY2+UwmIiIiIrJlDPiRzZk5cyY+//xz0+vPPvsMM2bMMDvn5ZdfxnfffYfly5fjyJEjCA4ORlJSEoqKigAAOTk5mDBhAsaPH49jx45h1qxZWLBggVkbmZmZGDt2LCZOnIgTJ07g66+/xp49ezBv3rxG+/Xdd9/hX//6Fz7++GNcuHABa9euRZ8+fdr53RMRWUZFRQW+/PJLBAcHw83NDQDg6OiIZcuW4fTp0/j3v/+NTz75BP/6179M10ybNg3du3fHoUOHkJ6ejgULFkAulzd5j8zMTKxduxYbNmzAhg0bkJqaikWLFgEAcnNzMXXqVMycORNnzpzBzp07MWHCBIii2LFvnIiIiIjICsks3QGi9vbYY4/h1VdfxZUrVwAAe/fuxapVq7Bz504AQGVlJZYuXYply5YhOTkZAPDJJ59g69at+PTTT/HSSy9h6dKl6NmzJ959910AQFhYGDIyMvC3v/3NdJ+FCxdi2rRpeP755wEAISEhWLx4MYYPH46lS5dCpVKZ9Ss7Oxve3t5ITEyEXC6Hv78/Bg4c2MGjQUTUcTZs2AAHBwcAdc9WHx8fbNiwARJJ3d8TX3vtNdO5gYGBePHFF7Fq1Sq8/PLLAOqeiy+99BLCw8MB1D1H78RoNGLZsmVwdHQEADz++OPYtm0b/vKXvyA3Nxd6vR4TJkxAQEAAAPCPKkRERER0z2KGH9kcDw8PpKSkYNmyZfj888+RkpICd3d30/HMzEzodDokJCSY9snlcgwcOBBnzpwBAJw5cwZxcXFm7cbHx5u9Pn78OJYtWwYHBwfTlpSUBKPRiKysrAb9mjRpErRaLXr06IHZs2djzZo10Ov17fnWiYg61ciRI3Hs2DEcO3YMBw8eRFJSEpKTk01/cPn666+RkJAAb29vODg44LXXXkN2drbp+vnz52PWrFlITEzEokWLkJmZecf7BQYGmoJ9AODj44MbN24AAKKiojB69Gj06dMHkyZNwieffILi4uIOeNdERERERNaPAT+ySTNnzsSyZcuwfPlyzJw5s0PuUVFRgd/+9remL7vHjh3D8ePHceHCBfTs2bPB+X5+fjh37hw+/PBDqNVqPPPMMxg2bJjZelZERF2Jvb09goODERwcjAEDBuC///0vKisr8cknn2D//v2YNm0axo0bhw0bNuDo0aP44x//iNraWtP1b731Fk6dOoWUlBRs374dkZGRWLNmTZP3u326ryAIMBqNAACpVIqtW7fip59+QmRkJN5//32EhYU1+gcYIiIiIiJbx4Af2aSxY8eitrYWOp0OSUlJZsd69uwJhUKBvXv3mvbpdDocOnQIkZGRAICIiAgcPHjQ7Lq0tDSz1/3798fp06dNX3Zv3RQKRaP9UqvVGD9+PBYvXoydO3di//79yMjIaI+3TERkcYIgQCKRQKvVYt++fQgICMAf//hHxMbGIiQkxJT5d6vQ0FC88MIL2LJlCyZMmGC2Bmtr7p+QkIC3334bR48ehUKhuGMAkYiIiIjIVnENP7JJUqnUND1XKpWaHbO3t8fTTz+Nl156Ca6urvD398c777yDqqoqPPXUUwCA3/3ud3j33Xfx0ksvYdasWUhPT8eyZcvM2nnllVcwaNAgzJs3D7NmzYK9vT1Onz6NrVu34oMPPmjQp2XLlsFgMCAuLg52dnb48ssvoVarTWtNERF1NTU1NcjLywMAFBcX44MPPkBFRQXGjx+PsrIyZGdnY9WqVRgwYAA2btxoFnzTarV46aWX8MgjjyAoKAhXr17FoUOHMHHixFb15cCBA9i2bRvGjBkDT09PHDhwAAUFBYiIiGiX90pERERE1JUw4Ec2S6PRNHls0aJFMBqNePzxx1FeXo7Y2Fhs3rwZLi4uAAB/f3989913eOGFF/D+++9j4MCB+Otf/2o2Pbhv375ITU3FH//4RwwdOhSiKKJnz56YPHlyo/d0dnbGokWLMH/+fBgMBvTp0wc//PCDqZolEVFXs2nTJvj4+ACoq8gbHh6O1atXY8SIEQCAF154AfPmzUNNTQ1SUlLw+uuv46233gJQ98eYmzdvYvr06cjPz4e7uzsmTJiAt99+u1V90Wg02LVrF9577z2UlZUhICAA7777rqk4ExERERHRvUQQRVG0dCeIiIiIiIiIiIiofXANPyIiIiIiIiIiIhvCgB8REREREREREZENYcCPiIiIiIiIiIjIhjDgR0REREREREREZEMY8CMiIiIiIiIiIrIhDPgRERERERERERHZEAb8iIiIiIiIiIiIbAgDfkRERERERERERDaEAT8iIiIiIiIiIiIbwoAfERERERERERGRDWHAj4iIiIiIiIiIyIYw4EdERERERERERGRD/j8XOKolFWhjiwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1,3,figsize=(16,4),gridspec_kw={'width_ratios': [1, 1, 2]})\n", + "\n", + "ax = axs[0]\n", + "ax.set_title('(a) Number of basins model is \\nperformance-equivalent to best') # Model KGE > gumboot p05 estimate for best model\n", + "ax.bar(range(1,len(above_p5_counts)+1), sorted(above_p5_counts))\n", + "ax.set_xlabel('Models')\n", + "ax.set_ylabel('Basins')\n", + "\n", + "ax = axs[1]\n", + "ax.set_title('(b) Performance-equivalent \\nmodels per basin') # Model KGE > gumboot p05 estimate for best model\n", + "ax.bar(range(1,len(gdf_gumboot['similar_model_count'])+1), sorted(gdf_gumboot['similar_model_count'].values))\n", + "ax.set_xlabel('Basins')\n", + "ax.set_ylabel('Models')\n", + "\n", + "ax = axs[2]\n", + "ax.set_title('(c) Performance-equivalent models per basin\\n') # map\n", + "conus.plot(ax=ax, color='.6', edgecolor='w', linewidth=0.5)\n", + "gdf_gumboot.plot(ax=ax, column='similar_model_count', markersize=15, edgecolor='k', linewidth=0.5, legend=True)\n", + "ax.set_axis_off()\n", + "\n", + "plt.savefig(img_kge_reg_folder/'good_model_counts.png', dpi=300, bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "id": "60982afa-e745-4860-8e0f-121553284921", + "metadata": {}, + "source": [ + "Question 3: How many models do we need to model all basins?" + ] + }, + { + "cell_type": "code", + "execution_count": 557, + "id": "68ed335c-56da-48d9-947a-1adcbd143d02", + "metadata": {}, + "outputs": [], + "source": [ + "# Greedy model selection to fill gaps\n", + "# Replaced by linear programming, but keeping for posterity\n", + "'''\n", + "tmp_df = gdf_gumboot.copy()\n", + "models_needed = []\n", + "basins_filled = []\n", + "\n", + "basins_left = len(df)\n", + "while basins_left > 0:\n", + "\n", + " # Perform a greedy selection for the basins we have left\n", + " models_needed.append(tmp_df[columns_flags].sum().idxmax())\n", + " basins_filled.append(tmp_df[models_needed[-1]].sum())\n", + "\n", + " # Subset the dataframe to keep only those basins for which we have no model yet\n", + " if models_needed: # False if models_needed is empty\n", + " tmp_df = tmp_df[~tmp_df[models_needed[-1]]] # Remove any basins for which the latest added model works\n", + " basins_left = len(tmp_df) # Update the count of basins we still need - this will terminate the loop\n", + "\n", + "# Print results\n", + "cumsum_fill = np.array(basins_filled).cumsum()/555\n", + "print(\"Model selection overview:\")\n", + "for model,basins,total in zip(models_needed, basins_filled,cumsum_fill):\n", + " print(f\"Model {model[0:3]} used in {basins:3d} basins ({total*100:4.1f}%)\")\n", + "''';" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "4c2f0fcf-0a4a-406e-8cd4-4182a097e59b", + "metadata": {}, + "outputs": [], + "source": [ + "# --- Set up the LP problem\n", + "# Define the universal set (all basins)\n", + "all_basins = set(gdf_gumboot.index.unique()) \n", + "\n", + "# Define the subsets (i.e., list of basins where model X val KGE > gumboot p5 estimated KGE)\n", + "subsets = []\n", + "above_p5_columns = [column for column in gdf_gumboot.columns if \"_above_p5\" in column]\n", + "models = []\n", + "for column in above_p5_columns:\n", + " basins = []\n", + " small_df = gdf_gumboot[[column]]\n", + " models.append(column.split('_')[0])\n", + " for ix,row in small_df.iterrows():\n", + " if row[column]: # i.e., model KGE above p05 KGE estimate in this basin\n", + " basins.append(row.name)\n", + " subsets.append(set(basins))" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "73f06cc6-2d15-4ef2-92fe-6dec5c83f272", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Welcome to the CBC MILP Solver \n", + "Version: 2.10.3 \n", + "Build Date: Dec 15 2019 \n", + "\n", + "command line - /Users/wmk934/code/multi_model_mosaic/mmm_python_r_venv/lib/python3.11/site-packages/pulp/solverdir/cbc/osx/64/cbc /var/folders/w4/hh0hkdr92cg8llf8s0l5rzj80000gq/T/22d4b783dcae40879c5150f62eb1224d-pulp.mps -timeMode elapsed -branch -printingOptions all -solution /var/folders/w4/hh0hkdr92cg8llf8s0l5rzj80000gq/T/22d4b783dcae40879c5150f62eb1224d-pulp.sol (default strategy 1)\n", + "At line 2 NAME MODEL\n", + "At line 3 ROWS\n", + "At line 560 COLUMNS\n", + "At line 9342 RHS\n", + "At line 9898 BOUNDS\n", + "At line 9935 ENDATA\n", + "Problem MODEL has 555 rows, 36 columns and 8673 elements\n", + "Coin0008I MODEL read with 0 errors\n", + "Option for timeMode changed from cpu to elapsed\n", + "Continuous objective value is 10 - 0.00 seconds\n", + "Cgl0004I processed model has 19 rows, 27 columns (27 integer (27 of which binary)) and 121 elements\n", + "Cutoff increment increased from 1e-05 to 0.9999\n", + "Cbc0038I Initial state - 0 integers unsatisfied sum - 0\n", + "Cbc0038I Solution found of 10\n", + "Cbc0038I Before mini branch and bound, 27 integers at bound fixed and 0 continuous\n", + "Cbc0038I Mini branch and bound did not improve solution (0.01 seconds)\n", + "Cbc0038I After 0.01 seconds - Feasibility pump exiting with objective of 10 - took 0.00 seconds\n", + "Cbc0012I Integer solution of 10 found by feasibility pump after 0 iterations and 0 nodes (0.01 seconds)\n", + "Cbc0001I Search completed - best objective 10, took 0 iterations and 0 nodes (0.01 seconds)\n", + "Cbc0035I Maximum depth 0, 0 variables fixed on reduced cost\n", + "Cuts at root node changed objective from 10 to 10\n", + "Probing was tried 0 times and created 0 cuts of which 0 were active after adding rounds of cuts (0.000 seconds)\n", + "Gomory was tried 0 times and created 0 cuts of which 0 were active after adding rounds of cuts (0.000 seconds)\n", + "Knapsack was tried 0 times and created 0 cuts of which 0 were active after adding rounds of cuts (0.000 seconds)\n", + "Clique was tried 0 times and created 0 cuts of which 0 were active after adding rounds of cuts (0.000 seconds)\n", + "MixedIntegerRounding2 was tried 0 times and created 0 cuts of which 0 were active after adding rounds of cuts (0.000 seconds)\n", + "FlowCover was tried 0 times and created 0 cuts of which 0 were active after adding rounds of cuts (0.000 seconds)\n", + "TwoMirCuts was tried 0 times and created 0 cuts of which 0 were active after adding rounds of cuts (0.000 seconds)\n", + "ZeroHalf was tried 0 times and created 0 cuts of which 0 were active after adding rounds of cuts (0.000 seconds)\n", + "\n", + "Result - Optimal solution found\n", + "\n", + "Objective value: 10.00000000\n", + "Enumerated nodes: 0\n", + "Total iterations: 0\n", + "Time (CPU seconds): 0.00\n", + "Time (Wallclock seconds): 0.01\n", + "\n", + "Option for printingOptions changed from normal to all\n", + "Total time (CPU seconds): 0.01 (Wallclock seconds): 0.02\n", + "\n", + "Number of subsets selected: 10\n", + "Indices of selected subsets: [1, 4, 10, 26, 28, 29, 30, 31, 33, 34]\n", + "Selected models: ['m02', 'm05', 'm11', 'm28', 'm30', 'm31', 'm32', 'm34', 'm36', 'm37']\n", + "Basins covered: [215, 309, 308, 362, 336, 317, 228, 265, 320, 287]\n" + ] + } + ], + "source": [ + "# Solve the LP problem\n", + "num_selected, selected_indices, selected_subsets = min_set_cover(all_basins, subsets)\n", + "selected_models = [models[ix] for ix in selected_indices]\n", + "covered_basins = [len(ss) for ss in selected_subsets]\n", + "print(\"Number of subsets selected:\", num_selected)\n", + "print(\"Indices of selected subsets:\", selected_indices)\n", + "print(\"Selected models:\", selected_models)\n", + "print(\"Basins covered:\", covered_basins)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "f5982fe1-13f2-43fe-83b9-2a794197845a", + "metadata": {}, + "outputs": [], + "source": [ + "# Prep LP outputs for plotting\n", + "models_needed,basins_filled = sort_selected_subsets_by_coverage(all_basins, selected_subsets, selected_models, match_output_to_existing=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "39e0285e-e13f-435a-ab4f-fc3b7dd779b9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[np.int64(362),\n", + " np.int64(114),\n", + " np.int64(36),\n", + " np.int64(22),\n", + " np.int64(8),\n", + " np.int64(5),\n", + " np.int64(4),\n", + " np.int64(2),\n", + " np.int64(1),\n", + " np.int64(1)]" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Print the number of basins covered by each next model\n", + "basins_filled" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "2eefa83c-0007-4a1d-94e5-a7360faf20b8", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/w4/hh0hkdr92cg8llf8s0l5rzj80000gq/T/ipykernel_90274/3270907672.py:24: FutureWarning: The behavior of array concatenation with empty entries is deprecated. In a future version, this will no longer exclude empty items when determining the result dtype. To retain the old behavior, exclude the empty entries before the concat operation.\n", + " gdf_plot = gpd.GeoDataFrame(pd.concat([gdf_plot,new_gdf])) # Append to what we already have\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the model names in a way that maps onto our color dictionary\n", + "model_names = [f\"{model[0]}_{model[1:3]:02}\" for model in models_needed]\n", + "\n", + "# Empty dataframe to start with: this avoids clunky if ix==0: else: constructions\n", + "gdf_plot = gpd.GeoDataFrame(columns=['gauge_id','geometry'])\n", + "gdf_plot.set_index('gauge_id', inplace=True)\n", + "\n", + "# Empty xticklabels\n", + "xticklabels = [\"\"] * len(models_needed)\n", + "\n", + "# Loop over the models we identified and create incremental plots\n", + "for ix,model in enumerate(models_needed):\n", + "\n", + " # Define bar plotting stats\n", + " bar_x = range(1,len(models_needed)+1) # always the same but kept here for clarity\n", + " bar_y = np.cumsum(basins_filled[0:(ix+1)])\n", + " bar_y = np.pad(bar_y, (0, len(bar_x)-len(bar_y)), mode='constant')\n", + " \n", + " # Define map plotting stats\n", + " add_these = [index for index in gdf_gumboot[models_needed[ix]].index if (index not in gdf_plot.index) and gdf_gumboot[models_needed[ix]][index]] # Checks which NEW\n", + " # basins we need to add at this step of the loop\n", + " new_gdf = gpd.GeoDataFrame(geometry=gdf_gumboot.loc[add_these]['geometry']) # Get the locations. This also has the basin ID as the dataframe index\n", + " new_gdf['color'] = [color_dict[model_names[ix]]] * len(new_gdf)\n", + " gdf_plot = gpd.GeoDataFrame(pd.concat([gdf_plot,new_gdf])) # Append to what we already have\n", + "\n", + " # Add the model abbreviation to the xtick labels\n", + " xticklabels[ix] = models_needed[ix][0:3]\n", + " \n", + " # Make the actual figure \n", + " fig, axs = plt.subplots(1,2,figsize=(11,4),gridspec_kw={'width_ratios': [1, 2]})\n", + " \n", + " # bar plot\n", + " ax = axs[0]\n", + " ax.set_title('(a) Model selection based on \\nperformance-equivalence') # Model KGE > gumboot p05 estimate for best model\n", + " ax.bar(bar_x, bar_y, color=[color_dict[name] for name in model_names]) \n", + " ax.set_xlabel('Models')\n", + " ax.set_xticks(range(1,len(models_needed)+1))\n", + " ax.set_xticklabels(xticklabels, rotation=45)\n", + " ax.set_ylabel('Basins')\n", + " ax.set_ylim([0,560])\n", + " \n", + " # map\n", + " ax = axs[1]\n", + " ax.set_title('(b) Model selection based on \\nperformance-equivalence') # map\n", + " conus.plot(ax=ax, color='.6', edgecolor='w', linewidth=0.5)\n", + " gdf_plot.plot(ax=ax, color=gdf_plot['color'], markersize=15, edgecolor='k', linewidth=0.5, legend=True)\n", + " ax.set_axis_off()\n", + " \n", + " plt.tight_layout()\n", + "\n", + " filename = f'marrmot_models_needed_for_camels_{ix:02}.png'\n", + " plt.savefig(img_kge_reg_folder/filename, dpi=300, bbox_inches='tight')\n", + " if ix < len(models_needed)-1:\n", + " plt.close() # keeps the last plot open so we can see what we did" + ] + }, + { + "cell_type": "markdown", + "id": "21a788d1-61b3-44ac-ab47-6cb703806646", + "metadata": {}, + "source": [ + "### KGE(1/Q): reduced analysis" + ] + }, + { + "cell_type": "markdown", + "id": "394c92a8-f156-424d-a404-cdee80d454c2", + "metadata": {}, + "source": [ + "##### Data loading" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "bffa3447-1453-4024-9a84-94b2993a56c4", + "metadata": {}, + "outputs": [], + "source": [ + "# Get the KGE(1/Q) results\n", + "of_index = 1 # 0 for KGE(1/Q)\n", + "df_sub = pd.read_csv(csv_folder/csv_gumboot_name.format(of_index), index_col=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "003d58e0-1dfa-40f3-a975-64f3ca2b419b", + "metadata": {}, + "outputs": [], + "source": [ + "# We'll move everything into a GeoDataFrame for easier plotting with the state boundaries\n", + "geometry = [Point(lon, lat) for lon, lat in zip(df_sub['gauge_lon'], df_sub['gauge_lat'])] # Create a geometry column representing Point objects with lat/lon coordinates\n", + "gdf_sub = gpd.GeoDataFrame(df_sub, geometry=geometry, crs='EPSG:4326')\n", + "gdf_sub = gdf_sub.to_crs(conus.crs)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "26fd56ae-9fc6-4daa-93b2-6453acc547e9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 basins with -999 gumboot scores\n" + ] + } + ], + "source": [ + "# The modification of Qobs and Qsim by adding a small value e, should have prevented issues with no flow calculations\n", + "# Confirm that we have gumboot outputs for all basins\n", + "# Remove those four basins\n", + "print(f\"{(gdf_sub['score'] < -990).sum()} basins with -999 gumboot scores\")\n", + "gdf_gumboot = gdf_sub.copy() # so we can re-use some existing code" + ] + }, + { + "cell_type": "markdown", + "id": "36f99a23-6f7f-4329-a8c6-7f7a1e6ab909", + "metadata": {}, + "source": [ + "#### Quick check of comparibility of full-period KGE and 50th percentile KGE estimate (not for paper)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "9b898238-aa4e-403d-9ff4-4720854a1669", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Compare gumboot KGE with \"best\" KGE\n", + "fig, ax = plt.subplots(1,1,figsize=(4,4))\n", + "ax.scatter(df_sub['best_eval_score'], df_sub['p50'], c='grey', edgecolor='k', alpha=0.5, s=15)\n", + "ax.plot([-.2,1],[-.2,1],'--r', alpha=0.5)\n", + "ax.set_xlabel('Evaluation KGE (Qobs, Qsim)')\n", + "ax.set_ylabel('Gumboot 50th percentile KGE')\n", + "ax.set_title('(a) All basins');" + ] + }, + { + "cell_type": "markdown", + "id": "b8f57df3-4b9f-4131-a647-14e2009a98f0", + "metadata": {}, + "source": [ + "##### KGE and uncertainty plot (not for paper)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "1d57127a-e9a8-463a-a733-b758e720ff2d", + "metadata": {}, + "outputs": [], + "source": [ + "# Define the plotting columns\n", + "gdf_gumboot['range_5_95'] = gdf_gumboot['p95']-gdf_gumboot['p05']\n", + "gdf_gumboot['best_eval_model_num'] = gdf_gumboot.apply(lambda row: int(row['best_eval_model'][2:4]), axis=1) # possibly not needed" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "892a5b9f-2ec3-467d-b538-1c474f61cc77", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/w4/hh0hkdr92cg8llf8s0l5rzj80000gq/T/ipykernel_66898/2382242761.py:67: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", + " plt.tight_layout()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,axs = plt.subplot_mosaic([['max_kge', 'best_model'],\n", + " ['kge_unc', 'scatter']], figsize=(14,8))\n", + "\n", + "# max KGE\n", + "ax = axs['max_kge']\n", + "ax.set_title('(a) Maximum KGE') # map\n", + "conus.plot(ax=ax, color='.6', edgecolor='w', linewidth=0.5)\n", + "h = gdf_gumboot.plot(ax=ax, column='score', markersize=15, edgecolor='k', linewidth=0.5, legend=True)\n", + "ax.set_axis_off()\n", + "\n", + "hist_ax1 = fig.add_axes([0.06, 0.58, 0.1, 0.1]) # Adding an inset at the bottom right corner\n", + "hist_ax1.hist(gdf_gumboot['score'], color='grey', bins=20)\n", + "hist_ax1.set_xlabel('KGE')\n", + "hist_ax1.set_ylabel('Basins')\n", + "hist_ax1.spines['top'].set_visible(False)\n", + "hist_ax1.spines['right'].set_visible(False)\n", + "hist_ax1.patch.set_facecolor('none')\n", + "\n", + "# Best model\n", + "ax = axs['best_model']\n", + "ax.set_title('(b) Model with maximum KGE') # map\n", + "conus.plot(ax=ax, color='.6', edgecolor='w', linewidth=0.5)\n", + "unique_models = gdf_gumboot['best_eval_model'].unique()\n", + "unique_models.sort() # so it plots from m_01 to m_40 in order\n", + "for model in unique_models:\n", + " gdf_subset = gdf_gumboot[gdf_gumboot['best_eval_model'] == model]\n", + " gdf_subset.plot(ax=ax, color=color_dict[model], markersize=15, edgecolor='k', linewidth=0.5, label=model.replace('_',''))\n", + "ax.legend(ncol=7, loc='lower center',fontsize='small', bbox_to_anchor=(0.5, -0.4))\n", + "ax.set_axis_off()\n", + "\n", + "hist_ax2 = fig.add_axes([0.51, 0.65, 0.1, 0.1]) # Adding an inset at the bottom right corner\n", + "hist_ax2.hist(gdf_gumboot['best_eval_model_num'], color='grey', bins=np.arange(0.5,41.5,1))\n", + "hist_ax2.set_xlabel('Models')\n", + "hist_ax2.set_ylabel('Basins')\n", + "hist_ax2.spines['top'].set_visible(False)\n", + "hist_ax2.spines['right'].set_visible(False)\n", + "hist_ax2.patch.set_facecolor('none')\n", + "\n", + "# KGE uncertainty\n", + "ax = axs['kge_unc']\n", + "ax.set_title('(c) KGE uncertainty (5th to 95th percentile interval)') # map\n", + "conus.plot(ax=ax, color='.6', edgecolor='w', linewidth=0.5)\n", + "h = gdf_gumboot.plot(ax=ax, column='range_5_95', markersize=15, edgecolor='k', linewidth=0.5, \n", + " vmin=0.1, vmax=0.5, cmap=cmap_unc, legend=True, legend_kwds={'extend':'both'})\n", + "ax.set_axis_off()\n", + "\n", + "hist_ax3 = fig.add_axes([0.06, 0.08, 0.1, 0.1]) # Adding an inset at the bottom right corner\n", + "hist_ax3.hist(gdf_gumboot['range_5_95'], color='grey', bins=20)\n", + "hist_ax3.set_xlabel('KGE uncertainty')\n", + "hist_ax3.set_ylabel('Basins')\n", + "hist_ax3.spines['top'].set_visible(False)\n", + "hist_ax3.spines['right'].set_visible(False)\n", + "hist_ax3.patch.set_facecolor('none')\n", + "\n", + "\n", + "# KGE vs uncertainty\n", + "ax = axs['scatter']\n", + "ax.set_title('(d)') # hist\n", + "ax.scatter(gdf_gumboot['best_eval_score'],gdf_gumboot['range_5_95'],\n", + " color='grey', edgecolor='k',s=10, )\n", + "ax.set_xlabel('Maximum KGE score per basin')\n", + "ax.set_ylabel('KGE uncertainty')\n", + "ax.set_aspect(0.33, adjustable='box')\n", + "ax.grid()\n", + "\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig(img_kge_low_folder/'study_context.png', dpi=300, bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "id": "1a7bb1dd-e044-4c5c-83e4-6ba78288c591", + "metadata": {}, + "source": [ + "##### Combined plot of model counts, basin counts and number of models needed for 100% coverage" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "bf6acb82-b4f2-47fa-a5a6-4934b31831ef", + "metadata": {}, + "outputs": [], + "source": [ + "# Check if models outperform the p05 benchmark\n", + "models = []\n", + "above_p5_counts = []\n", + "columns_flags = []\n", + "for column_val in columns_val:\n", + " model = column_val.split('_')[0] # 'm01_val_kge' > 'm01'\n", + " flag_column = f'{model}_above_p5'\n", + " gdf_gumboot[flag_column] = gdf_gumboot[column_val] >= gdf_gumboot['p05']\n", + " \n", + " models.append(model)\n", + " above_p5_counts.append(gdf_gumboot[flag_column].sum())\n", + " columns_flags.append(flag_column)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "05e58e58-36d3-49f4-98b9-315d5f26c928", + "metadata": {}, + "outputs": [], + "source": [ + "# Count how many models beat the p05 benchmark per basin\n", + "gdf_gumboot['similar_model_count'] = gdf_gumboot[columns_flags].sum(axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "e133d9da-8b2e-4e27-bf6d-22c4caeed94c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model m01 occurs least often at 1 (0.2%) cases.\n", + "Model m28 occurs most often at 263 (47.0%) cases.\n", + "No models within uncertainty bounds in 1 (1.3%) cases.\n", + "All models within uncertainty bounds in 0 (0.0%) cases.\n" + ] + } + ], + "source": [ + "# Repeat the stats we used before for KGE(1/Q)\n", + "num_basins = len(gdf_gumboot)\n", + "\n", + "min_val = min(above_p5_counts)\n", + "min_idx = [i for i, x in enumerate(above_p5_counts) if x == min_val]\n", + "print(f'Model {models[min_idx[0]]} occurs least often at {min_val} ({min_val/num_basins*100:.1f}%) cases.')\n", + "\n", + "max_val = max(above_p5_counts)\n", + "max_idx = [i for i, x in enumerate(above_p5_counts) if x == max_val]\n", + "print(f'Model {models[max_idx[0]]} occurs most often at {max_val} ({max_val/num_basins*100:.1f}%) cases.')\n", + "\n", + "no_count = (gdf_gumboot['similar_model_count'].values == 0).sum()\n", + "print(f'No models within uncertainty bounds in {no_count} ({all_count/num_basins*100:.1f}%) cases.')\n", + "\n", + "all_count = (gdf_gumboot['similar_model_count'].values == 36).sum()\n", + "print(f'All models within uncertainty bounds in {all_count} ({all_count/num_basins*100:.1f}%) cases.')" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "47336755-81f6-4923-92a4-d5d6e2c87618", + "metadata": {}, + "outputs": [], + "source": [ + "# Revert to selecting the best model for the case where we have no model above p05\n", + "no_model_mask = gdf_gumboot['similar_model_count'] == 0\n", + "for basin,entry in no_model_mask.items():\n", + " if entry:\n", + " # Find the best model we have in this case\n", + " bm = gdf_gumboot.loc[basin, 'best_eval_model']\n", + " # Tag this as an \"above_p5\" case even though this is not technically true - this is the way to make the selecting algorithm below work\n", + " bm = bm.replace('_','') # m_34 > m34\n", + " column_name = f\"{bm}_above_p5\"\n", + " gdf_gumboot.loc[basin,column_name] = True" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "bf6c02c2-daac-4aa6-8ee4-8638663e0067", + "metadata": {}, + "outputs": [], + "source": [ + "# Greedy model selection to fill gaps\n", + "# Replaced with LP - keeping for posterity\n", + "'''\n", + "tmp_df = gdf_gumboot.copy()\n", + "models_needed = []\n", + "basins_filled = []\n", + "\n", + "basins_left = len(tmp_df)\n", + "while basins_left > 0:\n", + "\n", + " # Perform a greedy selection for the basins we have left\n", + " models_needed.append(tmp_df[columns_flags].sum().idxmax())\n", + " basins_filled.append(tmp_df[models_needed[-1]].sum())\n", + "\n", + " # Subset the dataframe to keep only those basins for which we have no model yet\n", + " if models_needed: # False if models_needed is empty\n", + " tmp_df = tmp_df[~tmp_df[models_needed[-1]]] # Remove any basins for which the latest added model works\n", + " basins_left = len(tmp_df) # Update the count of basins we still need - this will terminate the loop \n", + "\n", + "# Print results\n", + "cumsum_fill = np.array(basins_filled).cumsum()/num_basins\n", + "print(\"Model selection overview:\")\n", + "for model,basins,total in zip(models_needed, basins_filled, cumsum_fill):\n", + " print(f\"Model {model[0:3]} used in {basins:3d} basins ({total*100:4.1f}%)\")\n", + "''';" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "1ce52b54-9698-4cae-910e-494a2d821abe", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Welcome to the CBC MILP Solver \n", + "Version: 2.10.3 \n", + "Build Date: Dec 15 2019 \n", + "\n", + "command line - /Users/wmk934/code/multi_model_mosaic/mmm_python_r_venv/lib/python3.11/site-packages/pulp/solverdir/cbc/osx/64/cbc /var/folders/w4/hh0hkdr92cg8llf8s0l5rzj80000gq/T/aded54c2d2c74c669419d7d92405c971-pulp.mps -timeMode elapsed -branch -printingOptions all -solution /var/folders/w4/hh0hkdr92cg8llf8s0l5rzj80000gq/T/aded54c2d2c74c669419d7d92405c971-pulp.sol (default strategy 1)\n", + "At line 2 NAME MODEL\n", + "At line 3 ROWS\n", + "At line 564 COLUMNS\n", + "At line 5194 RHS\n", + "At line 5754 BOUNDS\n", + "At line 5791 ENDATA\n", + "Problem MODEL has 559 rows, 36 columns and 4521 elements\n", + "Coin0008I MODEL read with 0 errors\n", + "Option for timeMode changed from cpu to elapsed\n", + "Continuous objective value is 19 - 0.00 seconds\n", + "Cgl0004I processed model has 3 rows, 5 columns (5 integer (4 of which binary)) and 7 elements\n", + "Cutoff increment increased from 1e-05 to 0.9999\n", + "Cbc0038I Initial state - 0 integers unsatisfied sum - 0\n", + "Cbc0038I Solution found of 19\n", + "Cbc0038I Cleaned solution of 19\n", + "Cbc0038I Before mini branch and bound, 5 integers at bound fixed and 0 continuous of which 1 were internal integer and 0 internal continuous\n", + "Cbc0038I Mini branch and bound did not improve solution (0.00 seconds)\n", + "Cbc0038I After 0.00 seconds - Feasibility pump exiting with objective of 19 - took 0.00 seconds\n", + "Cbc0012I Integer solution of 19 found by feasibility pump after 0 iterations and 0 nodes (0.00 seconds)\n", + "Cbc0001I Search completed - best objective 19, took 0 iterations and 0 nodes (0.00 seconds)\n", + "Cbc0035I Maximum depth 0, 0 variables fixed on reduced cost\n", + "Cuts at root node changed objective from 19 to 19\n", + "Probing was tried 0 times and created 0 cuts of which 0 were active after adding rounds of cuts (0.000 seconds)\n", + "Gomory was tried 0 times and created 0 cuts of which 0 were active after adding rounds of cuts (0.000 seconds)\n", + "Knapsack was tried 0 times and created 0 cuts of which 0 were active after adding rounds of cuts (0.000 seconds)\n", + "Clique was tried 0 times and created 0 cuts of which 0 were active after adding rounds of cuts (0.000 seconds)\n", + "MixedIntegerRounding2 was tried 0 times and created 0 cuts of which 0 were active after adding rounds of cuts (0.000 seconds)\n", + "FlowCover was tried 0 times and created 0 cuts of which 0 were active after adding rounds of cuts (0.000 seconds)\n", + "TwoMirCuts was tried 0 times and created 0 cuts of which 0 were active after adding rounds of cuts (0.000 seconds)\n", + "ZeroHalf was tried 0 times and created 0 cuts of which 0 were active after adding rounds of cuts (0.000 seconds)\n", + "\n", + "Result - Optimal solution found\n", + "\n", + "Objective value: 19.00000000\n", + "Enumerated nodes: 0\n", + "Total iterations: 0\n", + "Time (CPU seconds): 0.00\n", + "Time (Wallclock seconds): 0.00\n", + "\n", + "Option for printingOptions changed from normal to all\n", + "Total time (CPU seconds): 0.00 (Wallclock seconds): 0.01\n", + "\n", + "Number of subsets selected: 19\n", + "Indices of selected subsets: [1, 2, 7, 10, 11, 14, 15, 19, 21, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35]\n", + "Selected models: ['m02', 'm03', 'm08', 'm11', 'm12', 'm15', 'm16', 'm20', 'm22', 'm28', 'm29', 'm30', 'm31', 'm32', 'm34', 'm35', 'm36', 'm37', 'm40']\n", + "Basins covered: [53, 78, 193, 217, 78, 93, 136, 49, 247, 263, 199, 128, 150, 147, 228, 154, 186, 172, 78]\n" + ] + } + ], + "source": [ + "# --- Set up the LP problem\n", + "# Define the universal set (all basins)\n", + "all_basins = set(gdf_gumboot.index.unique()) \n", + "\n", + "# Define the subsets (i.e., list of basins where model X val KGE > gumboot p5 estimated KGE)\n", + "subsets = []\n", + "above_p5_columns = [column for column in gdf_gumboot.columns if \"_above_p5\" in column]\n", + "models = []\n", + "for column in above_p5_columns:\n", + " basins = []\n", + " small_df = gdf_gumboot[[column]]\n", + " models.append(column.split('_')[0])\n", + " for ix,row in small_df.iterrows():\n", + " if row[column]: # i.e., model KGE above p05 KGE estimate in this basin\n", + " basins.append(row.name)\n", + " subsets.append(set(basins))\n", + "\n", + "# Solve the LP problem\n", + "num_selected, selected_indices, selected_subsets = min_set_cover(all_basins, subsets)\n", + "selected_models = [models[ix] for ix in selected_indices]\n", + "covered_basins = [len(ss) for ss in selected_subsets]\n", + "print(\"Number of subsets selected:\", num_selected)\n", + "print(\"Indices of selected subsets:\", selected_indices)\n", + "print(\"Selected models:\", selected_models)\n", + "print(\"Basins covered:\", covered_basins)\n", + "\n", + "# Prep LP outputs for plotting\n", + "models_needed,basins_filled = sort_selected_subsets_by_coverage(all_basins, selected_subsets, selected_models, match_output_to_existing=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "dd743553-e33a-4a70-8c5c-febbb4bb765e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "01. Added: 263; total 263; percent: 47.05\n", + "02. Added: 113; total 376; percent: 67.26\n", + "03. Added: 080; total 456; percent: 81.57\n", + "04. Added: 031; total 487; percent: 87.12\n", + "05. Added: 018; total 505; percent: 90.34\n", + "06. Added: 011; total 516; percent: 92.31\n", + "07. Added: 010; total 526; percent: 94.10\n", + "08. Added: 007; total 533; percent: 95.35\n", + "09. Added: 005; total 538; percent: 96.24\n", + "10. Added: 004; total 542; percent: 96.96\n", + "11. Added: 004; total 546; percent: 97.67\n", + "12. Added: 003; total 549; percent: 98.21\n", + "13. Added: 002; total 551; percent: 98.57\n", + "14. Added: 002; total 553; percent: 98.93\n", + "15. Added: 002; total 555; percent: 99.28\n", + "16. Added: 001; total 556; percent: 99.46\n", + "17. Added: 001; total 557; percent: 99.64\n", + "18. Added: 001; total 558; percent: 99.82\n", + "19. Added: 001; total 559; percent: 100.00\n" + ] + } + ], + "source": [ + "for ix,(added,total,perc) in enumerate(zip(basins_filled,np.cumsum(basins_filled),np.cumsum(basins_filled)/559*100)):\n", + " print(f\"{ix+1:02}. Added: {added:003}; total {total:003}; percent: {perc:.2f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "2aaf82ca-2402-42ae-8ac4-b752170b7eaa", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/w4/hh0hkdr92cg8llf8s0l5rzj80000gq/T/ipykernel_90274/948989316.py:83: FutureWarning: The behavior of array concatenation with empty entries is deprecated. In a future version, this will no longer exclude empty items when determining the result dtype. To retain the old behavior, exclude the empty entries before the concat operation.\n", + " gdf_plot = gpd.GeoDataFrame(pd.concat([gdf_plot,new_gdf])) # Append to what we already have\n", + "/var/folders/w4/hh0hkdr92cg8llf8s0l5rzj80000gq/T/ipykernel_90274/948989316.py:106: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", + " plt.tight_layout()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplot_mosaic(\"AABB;CDEE;FFGG\",figsize=(16,14))\n", + "\n", + "# --- Context (max KGE and model selection)\n", + "# max KGE\n", + "ax = axs['A']\n", + "ax.set_title('(a) Maximum KGE') # map\n", + "conus.plot(ax=ax, color='.6', edgecolor='w', linewidth=0.5)\n", + "h = gdf_gumboot.plot(ax=ax, column='score', markersize=15, edgecolor='k', linewidth=0.5, legend=True)\n", + "ax.set_axis_off()\n", + "\n", + "hist_ax1 = fig.add_axes([0.05, 0.73, 0.08, 0.08]) # Adding an inset at the bottom right corner\n", + "hist_ax1.hist(gdf_gumboot['score'], color='grey', bins=20)\n", + "hist_ax1.set_xlabel('KGE')\n", + "hist_ax1.set_ylabel('Basins')\n", + "hist_ax1.spines['top'].set_visible(False)\n", + "hist_ax1.spines['right'].set_visible(False)\n", + "hist_ax1.patch.set_facecolor('none')\n", + "\n", + "# Best model\n", + "ax = axs['B']\n", + "ax.set_title('(b) Model with maximum KGE') # map\n", + "conus.plot(ax=ax, color='.6', edgecolor='w', linewidth=0.5)\n", + "unique_models = gdf_gumboot['best_eval_model'].unique()\n", + "unique_models.sort() # so it plots from m_01 to m_40 in order\n", + "for model in unique_models:\n", + " gdf_subset = gdf_gumboot[gdf_gumboot['best_eval_model'] == model]\n", + " gdf_subset.plot(ax=ax, color=color_dict[model], markersize=15, edgecolor='k', linewidth=0.5, label=model.replace('_',''))\n", + "ax.legend(ncol=7, loc='lower center',fontsize='small', bbox_to_anchor=(0.5, -0.4))\n", + "ax.set_axis_off()\n", + "\n", + "hist_ax2 = fig.add_axes([0.55, 0.77, 0.08, 0.08]) # Adding an inset at the bottom right corner\n", + "hist_ax2.hist(gdf_gumboot['best_eval_model_num'], color='grey', bins=np.arange(0.5,41.5,1))\n", + "hist_ax2.set_xlabel('Models')\n", + "hist_ax2.set_ylabel('Basins')\n", + "hist_ax2.spines['top'].set_visible(False)\n", + "hist_ax2.spines['right'].set_visible(False)\n", + "hist_ax2.patch.set_facecolor('none')\n", + "\n", + "# --- Counts\n", + "ax = axs['C']\n", + "ax.set_title('(c) Number of basins model is \\nperformance-equivalent to best') # Model KGE > gumboot p05 estimate for best model\n", + "ax.bar(range(1,len(above_p5_counts)+1), sorted(above_p5_counts), bottom=1) # Starts x-axis at 1\n", + "ax.set_xlabel('Models')\n", + "ax.set_ylabel('Basins')\n", + "\n", + "ax = axs['D']\n", + "ax.set_title('(d) Performance-equivalent \\nmodels per basin') # Model KGE > gumboot p05 estimate for best model\n", + "ax.bar(range(1,len(gdf_gumboot['similar_model_count'])+1), sorted(gdf_gumboot['similar_model_count'].values))\n", + "ax.set_xlabel('Basins')\n", + "ax.set_ylabel('Models')\n", + "\n", + "ax = axs['E']\n", + "ax.set_title('\\n(e) Performance-equivalent models per basin') # map\n", + "conus.plot(ax=ax, color='.6', edgecolor='w', linewidth=0.5)\n", + "gdf_gumboot.plot(ax=ax, column='similar_model_count', markersize=15, edgecolor='k', linewidth=0.5, legend=True)\n", + "ax.set_axis_off()\n", + "\n", + "\n", + "# --- Models needed\n", + "# Define the model names in a way that maps onto our color dictionary\n", + "model_names = [f\"{model[0]}_{model[1:3]:02}\" for model in models_needed]\n", + "\n", + "# Empty dataframe to start with: this avoids clunky if ix==0: else: constructions\n", + "gdf_plot = gpd.GeoDataFrame(columns=['gauge_id','geometry'])\n", + "gdf_plot.set_index('gauge_id', inplace=True)\n", + "\n", + "# Empty xticklabels\n", + "xticklabels = [\"\"] * len(models_needed)\n", + "\n", + "# Loop over the models we identified and create incremental plots\n", + "for ix,model in enumerate(models_needed):\n", + "\n", + " # Define bar plotting stats\n", + " bar_x = range(1,len(models_needed)+1) # always the same but kept here for clarity\n", + " bar_y = np.cumsum(basins_filled[0:(ix+1)])\n", + " bar_y = np.pad(bar_y, (0, len(bar_x)-len(bar_y)), mode='constant')\n", + " \n", + " # Define map plotting stats\n", + " add_these = [index for index in gdf_gumboot[models_needed[ix]].index if (index not in gdf_plot.index) and gdf_gumboot[models_needed[ix]][index]] # Checks which NEW\n", + " # basins we need to add at this step of the loop\n", + " new_gdf = gpd.GeoDataFrame(geometry=gdf_gumboot.loc[add_these]['geometry']) # Get the locations. This also has the basin ID as the dataframe index\n", + " new_gdf['color'] = [color_dict[model_names[ix]]] * len(new_gdf)\n", + " gdf_plot = gpd.GeoDataFrame(pd.concat([gdf_plot,new_gdf])) # Append to what we already have\n", + "\n", + " # Add the model abbreviation to the xtick labels\n", + " xticklabels[ix] = models_needed[ix][0:3]\n", + "\n", + "# bar plot\n", + "ax = axs['F']\n", + "ax.set_title('(f) Model selection based on \\nperformance-equivalence') # Model KGE > gumboot p05 estimate for best model\n", + "#ax.bar(bar_x, bar_y, color=colors)\n", + "ax.bar(bar_x, bar_y, color=[color_dict[name] for name in model_names])\n", + "ax.set_xlabel('Models')\n", + "ax.set_xticks(range(1,len(models_needed)+1))\n", + "ax.set_xticklabels(xticklabels, rotation=45)\n", + "ax.set_ylabel('Basins')\n", + "ax.set_ylim([0,560])\n", + "\n", + "# map\n", + "ax = axs['G']\n", + "ax.set_title('(g) Model selection based on \\nperformance-equivalence') # map\n", + "conus.plot(ax=ax, color='.6', edgecolor='w', linewidth=0.5)\n", + "gdf_plot.plot(ax=ax, color=gdf_plot['color'], markersize=15, edgecolor='k', linewidth=0.5, legend=True)\n", + "ax.set_axis_off()\n", + " \n", + "plt.tight_layout()\n", + "\n", + "# Save\n", + "filename = f'combined_low_flow_plots_{ix:02}.png'\n", + "plt.savefig(img_kge_low_folder/filename, dpi=300, bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "id": "25d1a61c-ecb9-456c-bac2-b6af45f01508", + "metadata": {}, + "source": [ + "### Analysis not shown in paper\n", + "This is to check if the greedy algorithm we initially used for selection gets us clsoe to the right number of models. To check, I ran a brute force trial of all possible combinations of models to check if there are different combinations that get us to all basins being modelled with fewer than 10 models (KGE(Q) case) being used. This turned out to _NOT_ be the case: the greedy algorithm returns an optimal solution in this case.\n", + "\n", + "The main difference is that the greedy selection algorithm runs in a fracion of a second, and the brute force method takes about half a day." + ] + }, + { + "cell_type": "code", + "execution_count": 412, + "id": "4981dc57-18a7-4026-ae2d-4271e530dfc1", + "metadata": {}, + "outputs": [], + "source": [ + "import time\n", + "from itertools import combinations" + ] + }, + { + "cell_type": "code", + "execution_count": 413, + "id": "a8de782b-f3b9-4656-9115-4cf0304a43da", + "metadata": {}, + "outputs": [], + "source": [ + "# Load and prep the data - this repeats a bunch of the things above\n", + "df_sub = pd.read_csv(csv_folder/csv_gumboot_name.format(0)) # Results for KGE(Q)\n", + "\n", + "# We'll move everything into a GeoDataFrame for easier plotting with the state boundaries\n", + "geometry = [Point(lon, lat) for lon, lat in zip(df_sub['gauge_lon'], df_sub['gauge_lat'])] # Create a geometry column representing Point objects with lat/lon coordinates\n", + "gdf_sub = gpd.GeoDataFrame(df_sub, geometry=geometry, crs='EPSG:4326')\n", + "\n", + "# Remove the four basins we have no gumboot results for\n", + "gdf_gumboot = gdf_sub[gdf_sub['score'] > -990].copy()\n", + "\n", + "# Column names\n", + "columns_val = ['m01_val_kge', 'm02_val_kge', 'm03_val_kge', 'm04_val_kge', 'm05_val_kge', 'm06_val_kge', 'm07_val_kge', 'm08_val_kge', 'm09_val_kge', \n", + " 'm10_val_kge', 'm11_val_kge', 'm12_val_kge', 'm13_val_kge', 'm14_val_kge', 'm15_val_kge', 'm16_val_kge', 'm17_val_kge', 'm18_val_kge',\n", + " 'm19_val_kge', 'm20_val_kge', 'm21_val_kge', 'm22_val_kge', 'm24_val_kge', 'm25_val_kge', 'm26_val_kge', 'm27_val_kge', 'm28_val_kge', \n", + " 'm29_val_kge', 'm30_val_kge', 'm31_val_kge', 'm32_val_kge', 'm34_val_kge', 'm35_val_kge', 'm36_val_kge', 'm37_val_kge', 'm40_val_kge']\n", + "\n", + "# Check if models outperform the p05 benchmark\n", + "models = []\n", + "above_p5_counts = []\n", + "columns_flags = []\n", + "for column_val in columns_val:\n", + " model = column_val.split('_')[0] # 'm01_val_kge' > 'm01'\n", + " flag_column = f'{model}_above_p5'\n", + " gdf_gumboot[flag_column] = gdf_gumboot[column_val] >= gdf_gumboot['p05']\n", + " \n", + " models.append(model)\n", + " above_p5_counts.append(gdf_gumboot[flag_column].sum())\n", + " columns_flags.append(flag_column)" + ] + }, + { + "cell_type": "markdown", + "id": "52469ce0-cc76-4bbb-9854-04dff25070cf", + "metadata": {}, + "source": [ + "##### Optimized selection: can we do better than greedy selection?" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "a50d84b5-31d1-4e76-8e5b-deb95335456b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "- Checking combinations of size 2 at 0.0 minutes since starting analysis.\n", + "- Checking combinations of size 3 at 0.0 minutes since starting analysis.\n", + "- Checking combinations of size 4 at 0.0 minutes since starting analysis.\n", + "- Checking combinations of size 5 at 0.2 minutes since starting analysis.\n", + "- Checking combinations of size 6 at 1.3 minutes since starting analysis.\n", + "- Checking combinations of size 7 at 7.0 minutes since starting analysis.\n", + "- Checking combinations of size 8 at 31.4 minutes since starting analysis.\n", + "- Checking combinations of size 9 at 119.5 minutes since starting analysis.\n", + "- Checking combinations of size 10 at 390.0 minutes since starting analysis.\n", + "columns ('m02_above_p5', 'm05_above_p5', 'm11_above_p5', 'm28_above_p5', 'm30_above_p5', 'm31_above_p5', 'm32_above_p5', 'm34_above_p5', 'm36_above_p5', 'm37_above_p5') cover all basins\n", + "\n", + "- Found a solution after 682.6 minutes since starting analysis.\n" + ] + } + ], + "source": [ + "# we'll just brute force the thing because the number of columns isn't _that_ high\n", + "# though this still takes a considerable amount of time to run.\n", + "tmp_gdf = gdf_gumboot[columns_flags].copy()\n", + "stop = False\n", + "start = time.time()\n", + "for i in range(2,len(tmp_gdf.columns)):\n", + " mid = time.time()\n", + " print(f'- Checking combinations of size {i: 2d} at {(mid-start)/60:.1f} minutes since starting analysis.')\n", + " for combo in combinations(tmp_gdf.columns, i):\n", + " if tmp_gdf[list(combo)].any(axis=1).sum() == 555:\n", + " print(f'columns {combo} cover all basins')\n", + " stop = True\n", + " break\n", + " if stop:\n", + " end = time.time()\n", + " break\n", + "\n", + "print(f'\\n- Found a solution after {(end-start)/60:.1f} minutes since starting analysis.')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c98189be-99f9-46cb-be2c-46e6ba113c5d", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "mmm_python_r_venv", + "language": "python", + "name": "mmm_python_r_venv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}