52-transfer_learning_audio.ipynb

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   "source": [
    "##### Copyright 2021 The TensorFlow Authors."
   ]
  },
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   "source": [
    "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n",
    "# you may not use this file except in compliance with the License.\n",
    "# You may obtain a copy of the License at\n",
    "#\n",
    "# https://www.apache.org/licenses/LICENSE-2.0\n",
    "#\n",
    "# Unless required by applicable law or agreed to in writing, software\n",
    "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
    "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
    "# See the License for the specific language governing permissions and\n",
    "# limitations under the License."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mTL0TERThT6z"
   },
   "source": [
    "<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
    "  <td>\n",
    "    <a target=\"_blank\" href=\"https://www.tensorflow.org/tutorials/audio/transfer_learning_audio\"><img src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" />View on TensorFlow.org</a>\n",
    "  </td>\n",
    "  <td>\n",
    "    <a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/docs/blob/master/site/en/tutorials/audio/transfer_learning_audio.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
    "  </td>\n",
    "  <td>\n",
    "    <a target=\"_blank\" href=\"https://github.com/tensorflow/docs/blob/master/site/en/tutorials/audio/transfer_learning_audio.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View on GitHub</a>\n",
    "  </td>\n",
    "  <td>\n",
    "    <a href=\"https://storage.googleapis.com/tensorflow_docs/docs/site/en/tutorials/audio/transfer_learning_audio.ipynb\"><img src=\"https://www.tensorflow.org/images/download_logo_32px.png\" />Download notebook</a>\n",
    "  </td>\n",
    "  <td>\n",
    "    <a href=\"https://tfhub.dev/google/yamnet/1\"><img src=\"https://www.tensorflow.org/images/hub_logo_32px.png\" />See TF Hub model</a>\n",
    "  </td>\n",
    "</table>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "K2madPFAGHb3"
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   "source": [
    "# Transfer learning with YAMNet for environmental sound classification\n",
    "\n",
    "[YAMNet](https://tfhub.dev/google/yamnet/1) is a pre-trained deep neural network that can predict audio events from [521 classes](https://github.com/tensorflow/models/blob/master/research/audioset/yamnet/yamnet_class_map.csv), such as laughter, barking, or a siren. \n",
    "\n",
    " In this tutorial you will learn how to:\n",
    "\n",
    "- Load and use the YAMNet model for inference.\n",
    "- Build a new model using the YAMNet embeddings to classify cat and dog sounds.\n",
    "- Evaluate and export your model.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "5Mdp2TpBh96Y"
   },
   "source": [
    "## Import TensorFlow and other libraries\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "zCcKYqu_hvKe"
   },
   "source": [
    "Start by installing [TensorFlow I/O](https://www.tensorflow.org/io), which will make it easier for you to load audio files off disk."
   ]
  },
  {
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     "text": [
      "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\r\n",
      "tensorflow-datasets 4.9.3 requires protobuf>=3.20, but you have protobuf 3.19.6 which is incompatible.\r\n",
      "tensorflow-metadata 1.14.0 requires protobuf<4.21,>=3.20.3, but you have protobuf 3.19.6 which is incompatible.\u001b[0m\u001b[31m\r\n",
      "\u001b[0m"
     ]
    }
   ],
   "source": [
    "!pip install -q \"tensorflow==2.11.*\"\n",
    "# tensorflow_io 0.28 is compatible with TensorFlow 2.11\n",
    "!pip install -q \"tensorflow_io==0.28.*\""
   ]
  },
  {
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-10-27 05:52:59.905244: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-10-27 05:53:00.569783: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory\n",
      "2023-10-27 05:53:00.569881: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory\n",
      "2023-10-27 05:53:00.569891: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "from IPython import display\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import tensorflow as tf\n",
    "import tensorflow_hub as hub\n",
    "import tensorflow_io as tfio"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "v9ZhybCnt_bM"
   },
   "source": [
    "## About YAMNet\n",
    "\n",
    "[YAMNet](https://github.com/tensorflow/models/tree/master/research/audioset/yamnet) is a pre-trained neural network that employs the [MobileNetV1](https://arxiv.org/abs/1704.04861) depthwise-separable convolution architecture. It can use an audio waveform as input and make independent predictions for each of the 521 audio events from the [AudioSet](http://g.co/audioset) corpus.\n",
    "\n",
    "Internally, the model extracts \"frames\" from the audio signal and processes batches of these frames. This version of the model uses frames that are 0.96 second long and extracts one frame every 0.48 seconds .\n",
    "\n",
    "The model accepts a 1-D float32 Tensor or NumPy array containing a waveform of arbitrary length, represented as single-channel (mono) 16 kHz samples in the range `[-1.0, +1.0]`. This tutorial contains code to help you convert WAV files into the supported format.\n",
    "\n",
    "The model returns 3 outputs, including the class scores, embeddings (which you will use for transfer learning), and the log mel [spectrogram](https://www.tensorflow.org/tutorials/audio/simple_audio#spectrogram). You can find more details [here](https://tfhub.dev/google/yamnet/1).\n",
    "\n",
    "One specific use of YAMNet is as a high-level feature extractor - the 1,024-dimensional embedding output. You will use the base (YAMNet) model's input features and feed them into your shallower model consisting of one hidden `tf.keras.layers.Dense` layer. Then, you will train the network on a small amount of data for audio classification _without_ requiring a lot of labeled data and training end-to-end. (This is similar to [transfer learning for image classification with TensorFlow Hub](https://www.tensorflow.org/tutorials/images/transfer_learning_with_hub) for more information.)\n",
    "\n",
    "First, you will test the model and see the results of classifying audio. You will then construct the data pre-processing pipeline.\n",
    "\n",
    "### Loading YAMNet from TensorFlow Hub\n",
    "\n",
    "You are going to use a pre-trained YAMNet from [Tensorflow Hub](https://tfhub.dev/) to extract the embeddings from the sound files.\n",
    "\n",
    "Loading a model from TensorFlow Hub is straightforward: choose the model, copy its URL, and use the `load` function.\n",
    "\n",
    "Note: to read the documentation of the model, use the model URL in your browser."
   ]
  },
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   "outputs": [
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     "output_type": "stream",
     "text": [
      "2023-10-27 05:53:02.611471: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory\n",
      "2023-10-27 05:53:02.611570: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcublas.so.11'; dlerror: libcublas.so.11: cannot open shared object file: No such file or directory\n",
      "2023-10-27 05:53:02.611631: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcublasLt.so.11'; dlerror: libcublasLt.so.11: cannot open shared object file: No such file or directory\n",
      "2023-10-27 05:53:02.611689: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcufft.so.10'; dlerror: libcufft.so.10: cannot open shared object file: No such file or directory\n",
      "2023-10-27 05:53:02.666048: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcusparse.so.11'; dlerror: libcusparse.so.11: cannot open shared object file: No such file or directory\n",
      "2023-10-27 05:53:02.666240: W tensorflow/core/common_runtime/gpu/gpu_device.cc:1934] Cannot dlopen some GPU libraries. Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU. Follow the guide at https://www.tensorflow.org/install/gpu for how to download and setup the required libraries for your platform.\n",
      "Skipping registering GPU devices...\n"
     ]
    }
   ],
   "source": [
    "yamnet_model_handle = 'https://tfhub.dev/google/yamnet/1'\n",
    "yamnet_model = hub.load(yamnet_model_handle)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "GmrPJ0GHw9rr"
   },
   "source": [
    "With the model loaded, you can follow the [YAMNet basic usage tutorial](https://www.tensorflow.org/hub/tutorials/yamnet) and download a sample WAV file to run the inference.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
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     "shell.execute_reply": "2023-10-27T05:53:06.211123Z"
    },
    "id": "C5i6xktEq00P"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from https://storage.googleapis.com/audioset/miaow_16k.wav\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "  8192/215546 [>.............................] - ETA: 0s"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "215546/215546 [==============================] - 0s 0us/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./test_data/miaow_16k.wav\n"
     ]
    }
   ],
   "source": [
    "testing_wav_file_name = tf.keras.utils.get_file('miaow_16k.wav',\n",
    "                                                'https://storage.googleapis.com/audioset/miaow_16k.wav',\n",
    "                                                cache_dir='./',\n",
    "                                                cache_subdir='test_data')\n",
    "\n",
    "print(testing_wav_file_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mBm9y9iV2U_-"
   },
   "source": [
    "You will need a function to load audio files, which will also be used later when working with the training data. (Learn more about reading audio files and their labels in [Simple audio recognition](https://www.tensorflow.org/tutorials/audio/simple_audio#reading_audio_files_and_their_labels).\n",
    "\n",
    "Note: The returned `wav_data` from `load_wav_16k_mono` is already normalized to values in the `[-1.0, 1.0]` range (for more information, go to [YAMNet's documentation on TF Hub](https://tfhub.dev/google/yamnet/1))."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
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     "iopub.status.busy": "2023-10-27T05:53:06.214799Z",
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     "shell.execute_reply": "2023-10-27T05:53:06.219118Z"
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    "id": "Xwc9Wrdg2EtY"
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   "outputs": [],
   "source": [
    "# Utility functions for loading audio files and making sure the sample rate is correct.\n",
    "\n",
    "@tf.function\n",
    "def load_wav_16k_mono(filename):\n",
    "    \"\"\" Load a WAV file, convert it to a float tensor, resample to 16 kHz single-channel audio. \"\"\"\n",
    "    file_contents = tf.io.read_file(filename)\n",
    "    wav, sample_rate = tf.audio.decode_wav(\n",
    "          file_contents,\n",
    "          desired_channels=1)\n",
    "    wav = tf.squeeze(wav, axis=-1)\n",
    "    sample_rate = tf.cast(sample_rate, dtype=tf.int64)\n",
    "    wav = tfio.audio.resample(wav, rate_in=sample_rate, rate_out=16000)\n",
    "    return wav"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
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    "id": "FRqpjkwB0Jjw"
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /tmpfs/src/tf_docs_env/lib/python3.9/site-packages/tensorflow/python/autograph/pyct/static_analysis/liveness.py:83: Analyzer.lamba_check (from tensorflow.python.autograph.pyct.static_analysis.liveness) is deprecated and will be removed after 2023-09-23.\n",
      "Instructions for updating:\n",
      "Lambda fuctions will be no more assumed to be used in the statement where they are used, or at least in the same block. https://github.com/tensorflow/tensorflow/issues/56089\n"
     ]
    },
    {
     "name": "stderr",
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     "text": [
      "WARNING:tensorflow:From /tmpfs/src/tf_docs_env/lib/python3.9/site-packages/tensorflow/python/autograph/pyct/static_analysis/liveness.py:83: Analyzer.lamba_check (from tensorflow.python.autograph.pyct.static_analysis.liveness) is deprecated and will be removed after 2023-09-23.\n",
      "Instructions for updating:\n",
      "Lambda fuctions will be no more assumed to be used in the statement where they are used, or at least in the same block. https://github.com/tensorflow/tensorflow/issues/56089\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Using a while_loop for converting IO>AudioResample cause there is no registered converter for this op.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Using a while_loop for converting IO>AudioResample cause there is no registered converter for this op.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "testing_wav_data = load_wav_16k_mono(testing_wav_file_name)\n",
    "\n",
    "_ = plt.plot(testing_wav_data)\n",
    "\n",
    "# Play the audio file.\n",
    "display.Audio(testing_wav_data, rate=16000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "6z6rqlEz20YB"
   },
   "source": [
    "### Load the class mapping\n",
    "\n",
    "It's important to load the class names that YAMNet is able to recognize. The mapping file is present at `yamnet_model.class_map_path()` in the CSV format."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:53:07.144212Z",
     "iopub.status.busy": "2023-10-27T05:53:07.143667Z",
     "iopub.status.idle": "2023-10-27T05:53:07.160140Z",
     "shell.execute_reply": "2023-10-27T05:53:07.159416Z"
    },
    "id": "6Gyj23e_3Mgr"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Speech\n",
      "Child speech, kid speaking\n",
      "Conversation\n",
      "Narration, monologue\n",
      "Babbling\n",
      "Speech synthesizer\n",
      "Shout\n",
      "Bellow\n",
      "Whoop\n",
      "Yell\n",
      "Children shouting\n",
      "Screaming\n",
      "Whispering\n",
      "Laughter\n",
      "Baby laughter\n",
      "Giggle\n",
      "Snicker\n",
      "Belly laugh\n",
      "Chuckle, chortle\n",
      "Crying, sobbing\n",
      "...\n"
     ]
    }
   ],
   "source": [
    "class_map_path = yamnet_model.class_map_path().numpy().decode('utf-8')\n",
    "class_names =list(pd.read_csv(class_map_path)['display_name'])\n",
    "\n",
    "for name in class_names[:20]:\n",
    "  print(name)\n",
    "print('...')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "5xbycDnT40u0"
   },
   "source": [
    "### Run inference\n",
    "\n",
    "YAMNet provides frame-level class-scores (i.e., 521 scores for every frame). In order to determine clip-level predictions, the scores can be aggregated per-class across frames (e.g., using mean or max aggregation). This is done below by `scores_np.mean(axis=0)`. Finally, to find the top-scored class at the clip-level, you take the maximum of the 521 aggregated scores.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:53:07.163484Z",
     "iopub.status.busy": "2023-10-27T05:53:07.162930Z",
     "iopub.status.idle": "2023-10-27T05:53:07.447375Z",
     "shell.execute_reply": "2023-10-27T05:53:07.446624Z"
    },
    "id": "NT0otp-A4Y3u"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The main sound is: Animal\n",
      "The embeddings shape: (13, 1024)\n"
     ]
    }
   ],
   "source": [
    "scores, embeddings, spectrogram = yamnet_model(testing_wav_data)\n",
    "class_scores = tf.reduce_mean(scores, axis=0)\n",
    "top_class = tf.math.argmax(class_scores)\n",
    "inferred_class = class_names[top_class]\n",
    "\n",
    "print(f'The main sound is: {inferred_class}')\n",
    "print(f'The embeddings shape: {embeddings.shape}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "YBaLNg5H5IWa"
   },
   "source": [
    "Note: The model correctly inferred an animal sound. Your goal in this tutorial is to increase the model's accuracy for specific classes. Also, notice that the model generated 13 embeddings, 1 per frame."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fmthELBg1A2-"
   },
   "source": [
    "## ESC-50 dataset\n",
    "\n",
    "The [ESC-50 dataset](https://github.com/karolpiczak/ESC-50#repository-content) ([Piczak, 2015](https://www.karolpiczak.com/papers/Piczak2015-ESC-Dataset.pdf)) is a labeled collection of 2,000 five-second long environmental audio recordings. The dataset consists of 50 classes, with 40 examples per class.\n",
    "\n",
    "Download the dataset and extract it. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:53:07.451121Z",
     "iopub.status.busy": "2023-10-27T05:53:07.450832Z",
     "iopub.status.idle": "2023-10-27T05:54:05.063024Z",
     "shell.execute_reply": "2023-10-27T05:54:05.062029Z"
    },
    "id": "MWobqK8JmZOU"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from https://github.com/karoldvl/ESC-50/archive/master.zip\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "   8192/Unknown - 0s 0us/step"
     ]
    }
   ],
   "source": [
    "_ = tf.keras.utils.get_file('esc-50.zip',\n",
    "                        'https://github.com/karoldvl/ESC-50/archive/master.zip',\n",
    "                        cache_dir='./',\n",
    "                        cache_subdir='datasets',\n",
    "                        extract=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "qcruxiuX1cO5"
   },
   "source": [
    "### Explore the data\n",
    "\n",
    "The metadata for each file is specified in the csv file at `./datasets/ESC-50-master/meta/esc50.csv`\n",
    "\n",
    "and all the audio files are in `./datasets/ESC-50-master/audio/`\n",
    "\n",
    "You will create a pandas `DataFrame` with the mapping and use that to have a clearer view of the data.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:54:05.067487Z",
     "iopub.status.busy": "2023-10-27T05:54:05.067025Z",
     "iopub.status.idle": "2023-10-27T05:54:05.080694Z",
     "shell.execute_reply": "2023-10-27T05:54:05.080110Z"
    },
    "id": "jwmLygPrMAbH"
   },
   "outputs": [
    {
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       "</style>\n",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>filename</th>\n",
       "      <th>fold</th>\n",
       "      <th>target</th>\n",
       "      <th>category</th>\n",
       "      <th>esc10</th>\n",
       "      <th>src_file</th>\n",
       "      <th>take</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1-100032-A-0.wav</td>\n",
       "      <td>1</td>\n",
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       "      <td>dog</td>\n",
       "      <td>True</td>\n",
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       "      <th>4</th>\n",
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       "      <td>False</td>\n",
       "      <td>101296</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            filename  fold  target        category  esc10  src_file take\n",
       "0   1-100032-A-0.wav     1       0             dog   True    100032    A\n",
       "1  1-100038-A-14.wav     1      14  chirping_birds  False    100038    A\n",
       "2  1-100210-A-36.wav     1      36  vacuum_cleaner  False    100210    A\n",
       "3  1-100210-B-36.wav     1      36  vacuum_cleaner  False    100210    B\n",
       "4  1-101296-A-19.wav     1      19    thunderstorm  False    101296    A"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "esc50_csv = './datasets/ESC-50-master/meta/esc50.csv'\n",
    "base_data_path = './datasets/ESC-50-master/audio/'\n",
    "\n",
    "pd_data = pd.read_csv(esc50_csv)\n",
    "pd_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7d4rHBEQ2QAU"
   },
   "source": [
    "### Filter the data\n",
    "\n",
    "Now that the data is stored in the `DataFrame`, apply some transformations:\n",
    "\n",
    "- Filter out rows and use only the selected classes - `dog` and `cat`. If you want to use any other classes, this is where you can choose them.\n",
    "- Amend the filename to have the full path. This will make loading easier later.\n",
    "- Change targets to be within a specific range. In this example, `dog` will remain at `0`, but `cat` will become `1` instead of its original value of `5`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:54:05.084289Z",
     "iopub.status.busy": "2023-10-27T05:54:05.083662Z",
     "iopub.status.idle": "2023-10-27T05:54:05.096047Z",
     "shell.execute_reply": "2023-10-27T05:54:05.095430Z"
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    "id": "tFnEoQjgs14I"
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   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>filename</th>\n",
       "      <th>fold</th>\n",
       "      <th>target</th>\n",
       "      <th>category</th>\n",
       "      <th>esc10</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>./datasets/ESC-50-master/audio/1-100032-A-0.wav</td>\n",
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       "      <th>14</th>\n",
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       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>157</th>\n",
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       "      <td>1</td>\n",
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       "      <th>158</th>\n",
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       "      <td>1</td>\n",
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       "      <td>dog</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>./datasets/ESC-50-master/audio/1-32318-A-0.wav</td>\n",
       "      <td>1</td>\n",
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       "      <td>dog</td>\n",
       "      <td>True</td>\n",
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       "      <td>A</td>\n",
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       "      <th>175</th>\n",
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       "      <td>1</td>\n",
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       "      <td>cat</td>\n",
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       "      <td>A</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>cat</td>\n",
       "      <td>False</td>\n",
       "      <td>34094</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>./datasets/ESC-50-master/audio/1-47819-A-5.wav</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>cat</td>\n",
       "      <td>False</td>\n",
       "      <td>47819</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>./datasets/ESC-50-master/audio/1-47819-B-5.wav</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>cat</td>\n",
       "      <td>False</td>\n",
       "      <td>47819</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>./datasets/ESC-50-master/audio/1-47819-C-5.wav</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>cat</td>\n",
       "      <td>False</td>\n",
       "      <td>47819</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            filename  fold  target category  \\\n",
       "0    ./datasets/ESC-50-master/audio/1-100032-A-0.wav     1       0      dog   \n",
       "14   ./datasets/ESC-50-master/audio/1-110389-A-0.wav     1       0      dog   \n",
       "157   ./datasets/ESC-50-master/audio/1-30226-A-0.wav     1       0      dog   \n",
       "158   ./datasets/ESC-50-master/audio/1-30344-A-0.wav     1       0      dog   \n",
       "170   ./datasets/ESC-50-master/audio/1-32318-A-0.wav     1       0      dog   \n",
       "175   ./datasets/ESC-50-master/audio/1-34094-A-5.wav     1       1      cat   \n",
       "176   ./datasets/ESC-50-master/audio/1-34094-B-5.wav     1       1      cat   \n",
       "229   ./datasets/ESC-50-master/audio/1-47819-A-5.wav     1       1      cat   \n",
       "230   ./datasets/ESC-50-master/audio/1-47819-B-5.wav     1       1      cat   \n",
       "231   ./datasets/ESC-50-master/audio/1-47819-C-5.wav     1       1      cat   \n",
       "\n",
       "     esc10  src_file take  \n",
       "0     True    100032    A  \n",
       "14    True    110389    A  \n",
       "157   True     30226    A  \n",
       "158   True     30344    A  \n",
       "170   True     32318    A  \n",
       "175  False     34094    A  \n",
       "176  False     34094    B  \n",
       "229  False     47819    A  \n",
       "230  False     47819    B  \n",
       "231  False     47819    C  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_classes = ['dog', 'cat']\n",
    "map_class_to_id = {'dog':0, 'cat':1}\n",
    "\n",
    "filtered_pd = pd_data[pd_data.category.isin(my_classes)]\n",
    "\n",
    "class_id = filtered_pd['category'].apply(lambda name: map_class_to_id[name])\n",
    "filtered_pd = filtered_pd.assign(target=class_id)\n",
    "\n",
    "full_path = filtered_pd['filename'].apply(lambda row: os.path.join(base_data_path, row))\n",
    "filtered_pd = filtered_pd.assign(filename=full_path)\n",
    "\n",
    "filtered_pd.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "BkDcBS-aJdCz"
   },
   "source": [
    "### Load the audio files and retrieve embeddings\n",
    "\n",
    "Here you'll apply the `load_wav_16k_mono` and prepare the WAV data for the model.\n",
    "\n",
    "When extracting embeddings from the WAV data, you get an array of shape `(N, 1024)`  where `N` is the number of frames that YAMNet found (one for every 0.48 seconds of audio)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AKDT5RomaDKO"
   },
   "source": [
    "Your model will use each frame as one input. Therefore, you need to create a new column that has one frame per row. You also need to expand the labels and the `fold` column to proper reflect these new rows.\n",
    "\n",
    "The expanded `fold` column keeps the original values. You cannot mix frames because, when performing the splits, you might end up having parts of the same audio on different splits, which would make your validation and test steps less effective."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:54:05.099335Z",
     "iopub.status.busy": "2023-10-27T05:54:05.099114Z",
     "iopub.status.idle": "2023-10-27T05:54:05.111402Z",
     "shell.execute_reply": "2023-10-27T05:54:05.110555Z"
    },
    "id": "u5Rq3_PyKLtU"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(TensorSpec(shape=(), dtype=tf.string, name=None),\n",
       " TensorSpec(shape=(), dtype=tf.int64, name=None),\n",
       " TensorSpec(shape=(), dtype=tf.int64, name=None))"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filenames = filtered_pd['filename']\n",
    "targets = filtered_pd['target']\n",
    "folds = filtered_pd['fold']\n",
    "\n",
    "main_ds = tf.data.Dataset.from_tensor_slices((filenames, targets, folds))\n",
    "main_ds.element_spec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:54:05.114895Z",
     "iopub.status.busy": "2023-10-27T05:54:05.114289Z",
     "iopub.status.idle": "2023-10-27T05:54:05.256661Z",
     "shell.execute_reply": "2023-10-27T05:54:05.256071Z"
    },
    "id": "rsEfovDVAHGY"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Using a while_loop for converting IO>AudioResample cause there is no registered converter for this op.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Using a while_loop for converting IO>AudioResample cause there is no registered converter for this op.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(TensorSpec(shape=<unknown>, dtype=tf.float32, name=None),\n",
       " TensorSpec(shape=(), dtype=tf.int64, name=None),\n",
       " TensorSpec(shape=(), dtype=tf.int64, name=None))"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def load_wav_for_map(filename, label, fold):\n",
    "  return load_wav_16k_mono(filename), label, fold\n",
    "\n",
    "main_ds = main_ds.map(load_wav_for_map)\n",
    "main_ds.element_spec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:54:05.260019Z",
     "iopub.status.busy": "2023-10-27T05:54:05.259414Z",
     "iopub.status.idle": "2023-10-27T05:54:05.432291Z",
     "shell.execute_reply": "2023-10-27T05:54:05.431670Z"
    },
    "id": "k0tG8DBNAHcE"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(TensorSpec(shape=(1024,), dtype=tf.float32, name=None),\n",
       " TensorSpec(shape=(), dtype=tf.int64, name=None),\n",
       " TensorSpec(shape=(), dtype=tf.int64, name=None))"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# applies the embedding extraction model to a wav data\n",
    "def extract_embedding(wav_data, label, fold):\n",
    "  ''' run YAMNet to extract embedding from the wav data '''\n",
    "  scores, embeddings, spectrogram = yamnet_model(wav_data)\n",
    "  num_embeddings = tf.shape(embeddings)[0]\n",
    "  return (embeddings,\n",
    "            tf.repeat(label, num_embeddings),\n",
    "            tf.repeat(fold, num_embeddings))\n",
    "\n",
    "# extract embedding\n",
    "main_ds = main_ds.map(extract_embedding).unbatch()\n",
    "main_ds.element_spec"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ZdfPIeD0Qedk"
   },
   "source": [
    "### Split the data\n",
    "\n",
    "You will use the `fold` column to split the dataset into train, validation and test sets.\n",
    "\n",
    "ESC-50 is arranged into five uniformly-sized cross-validation `fold`s, such that clips from the same original source are always in the same `fold` - find out more in the [ESC: Dataset for Environmental Sound Classification](https://www.karolpiczak.com/papers/Piczak2015-ESC-Dataset.pdf) paper.\n",
    "\n",
    "The last step is to remove the `fold` column from the dataset since you're not going to use it during training.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:54:05.435991Z",
     "iopub.status.busy": "2023-10-27T05:54:05.435532Z",
     "iopub.status.idle": "2023-10-27T05:54:05.518530Z",
     "shell.execute_reply": "2023-10-27T05:54:05.517931Z"
    },
    "id": "1ZYvlFiVsffC"
   },
   "outputs": [],
   "source": [
    "cached_ds = main_ds.cache()\n",
    "train_ds = cached_ds.filter(lambda embedding, label, fold: fold < 4)\n",
    "val_ds = cached_ds.filter(lambda embedding, label, fold: fold == 4)\n",
    "test_ds = cached_ds.filter(lambda embedding, label, fold: fold == 5)\n",
    "\n",
    "# remove the folds column now that it's not needed anymore\n",
    "remove_fold_column = lambda embedding, label, fold: (embedding, label)\n",
    "\n",
    "train_ds = train_ds.map(remove_fold_column)\n",
    "val_ds = val_ds.map(remove_fold_column)\n",
    "test_ds = test_ds.map(remove_fold_column)\n",
    "\n",
    "train_ds = train_ds.cache().shuffle(1000).batch(32).prefetch(tf.data.AUTOTUNE)\n",
    "val_ds = val_ds.cache().batch(32).prefetch(tf.data.AUTOTUNE)\n",
    "test_ds = test_ds.cache().batch(32).prefetch(tf.data.AUTOTUNE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "v5PaMwvtcAIe"
   },
   "source": [
    "## Create your model\n",
    "\n",
    "You did most of the work!\n",
    "Next, define a very simple [Sequential](https://www.tensorflow.org/guide/keras/sequential_model) model with one hidden layer and two outputs to recognize cats and dogs from sounds.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:54:05.522080Z",
     "iopub.status.busy": "2023-10-27T05:54:05.521664Z",
     "iopub.status.idle": "2023-10-27T05:54:05.767219Z",
     "shell.execute_reply": "2023-10-27T05:54:05.766572Z"
    },
    "id": "JYCE0Fr1GpN3"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"my_model\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Layer (type)                Output Shape              Param #   \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=================================================================\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " dense (Dense)               (None, 512)               524800    \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " dense_1 (Dense)             (None, 2)                 1026      \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=================================================================\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total params: 525,826\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Trainable params: 525,826\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Non-trainable params: 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "my_model = tf.keras.Sequential([\n",
    "    tf.keras.layers.Input(shape=(1024), dtype=tf.float32,\n",
    "                          name='input_embedding'),\n",
    "    tf.keras.layers.Dense(512, activation='relu'),\n",
    "    tf.keras.layers.Dense(len(my_classes))\n",
    "], name='my_model')\n",
    "\n",
    "my_model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:54:05.774050Z",
     "iopub.status.busy": "2023-10-27T05:54:05.773324Z",
     "iopub.status.idle": "2023-10-27T05:54:05.786707Z",
     "shell.execute_reply": "2023-10-27T05:54:05.786068Z"
    },
    "id": "l1qgH35HY0SE"
   },
   "outputs": [],
   "source": [
    "my_model.compile(loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n",
    "                 optimizer=\"adam\",\n",
    "                 metrics=['accuracy'])\n",
    "\n",
    "callback = tf.keras.callbacks.EarlyStopping(monitor='loss',\n",
    "                                            patience=3,\n",
    "                                            restore_best_weights=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:54:05.790079Z",
     "iopub.status.busy": "2023-10-27T05:54:05.789666Z",
     "iopub.status.idle": "2023-10-27T05:54:10.905865Z",
     "shell.execute_reply": "2023-10-27T05:54:10.904756Z"
    },
    "id": "T3sj84eOZ3pk"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/20\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "      1/Unknown - 4s 4s/step - loss: 0.9121 - accuracy: 0.0625"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "     14/Unknown - 4s 4ms/step - loss: 0.7774 - accuracy: 0.7679"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "15/15 [==============================] - 5s 42ms/step - loss: 0.7971 - accuracy: 0.7750 - val_loss: 1.2405 - val_accuracy: 0.8625\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 2/20\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      " 1/15 [=>............................] - ETA: 0s - loss: 1.0615 - accuracy: 0.8750"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "15/15 [==============================] - ETA: 0s - loss: 0.5425 - accuracy: 0.8875"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "15/15 [==============================] - 0s 5ms/step - loss: 0.5425 - accuracy: 0.8875 - val_loss: 0.2145 - val_accuracy: 0.9187\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 3/20\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      " 1/15 [=>............................] - ETA: 0s - loss: 0.1802 - accuracy: 0.9062"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "15/15 [==============================] - 0s 5ms/step - loss: 0.2448 - accuracy: 0.9021 - val_loss: 0.2020 - val_accuracy: 0.9125\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 4/20\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      " 1/15 [=>............................] - ETA: 0s - loss: 0.2989 - accuracy: 0.7812"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "15/15 [==============================] - 0s 5ms/step - loss: 0.2630 - accuracy: 0.9000 - val_loss: 0.2601 - val_accuracy: 0.9125\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 5/20\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      " 1/15 [=>............................] - ETA: 0s - loss: 0.5643 - accuracy: 0.8125"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "15/15 [==============================] - 0s 4ms/step - loss: 0.3721 - accuracy: 0.9146 - val_loss: 0.9568 - val_accuracy: 0.8750\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 6/20\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      " 1/15 [=>............................] - ETA: 0s - loss: 0.6629 - accuracy: 0.9375"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "15/15 [==============================] - 0s 5ms/step - loss: 0.4284 - accuracy: 0.9167 - val_loss: 0.2955 - val_accuracy: 0.9125\n"
     ]
    }
   ],
   "source": [
    "history = my_model.fit(train_ds,\n",
    "                       epochs=20,\n",
    "                       validation_data=val_ds,\n",
    "                       callbacks=callback)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "OAbraYKYpdoE"
   },
   "source": [
    "Let's run the `evaluate` method on the test data just to be sure there's no overfitting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:54:10.910100Z",
     "iopub.status.busy": "2023-10-27T05:54:10.909461Z",
     "iopub.status.idle": "2023-10-27T05:54:11.066169Z",
     "shell.execute_reply": "2023-10-27T05:54:11.065474Z"
    },
    "id": "H4Nh5nec3Sky"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "      1/Unknown - 0s 127ms/step - loss: 0.0970 - accuracy: 1.0000"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "5/5 [==============================] - 0s 5ms/step - loss: 0.2311 - accuracy: 0.9062\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loss:  0.23105616867542267\n",
      "Accuracy:  0.90625\n"
     ]
    }
   ],
   "source": [
    "loss, accuracy = my_model.evaluate(test_ds)\n",
    "\n",
    "print(\"Loss: \", loss)\n",
    "print(\"Accuracy: \", accuracy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "cid-qIrIpqHS"
   },
   "source": [
    "You did it!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "nCKZonrJcXab"
   },
   "source": [
    "## Test your model\n",
    "\n",
    "Next, try your model on the embedding from the previous test using YAMNet only.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:54:11.069966Z",
     "iopub.status.busy": "2023-10-27T05:54:11.069511Z",
     "iopub.status.idle": "2023-10-27T05:54:11.103911Z",
     "shell.execute_reply": "2023-10-27T05:54:11.103146Z"
    },
    "id": "79AFpA3_ctCF"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The main sound is: cat\n"
     ]
    }
   ],
   "source": [
    "scores, embeddings, spectrogram = yamnet_model(testing_wav_data)\n",
    "result = my_model(embeddings).numpy()\n",
    "\n",
    "inferred_class = my_classes[result.mean(axis=0).argmax()]\n",
    "print(f'The main sound is: {inferred_class}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "k2yleeev645r"
   },
   "source": [
    "## Save a model that can directly take a WAV file as input\n",
    "\n",
    "Your model works when you give it the embeddings as input.\n",
    "\n",
    "In a real-world scenario, you'll want to use audio data as a direct input.\n",
    "\n",
    "To do that, you will combine YAMNet with your model into a single model that you can export for other applications.\n",
    "\n",
    "To make it easier to use the model's result, the final layer will be a `reduce_mean` operation. When using this model for serving (which you will learn about later in the tutorial), you will need the name of the final layer. If you don't define one, TensorFlow will auto-define an incremental one that makes it hard to test, as it will keep changing every time you train the model. When using a raw TensorFlow operation, you can't assign a name to it. To address this issue, you'll create a custom layer that applies `reduce_mean` and call it `'classifier'`.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:54:11.107678Z",
     "iopub.status.busy": "2023-10-27T05:54:11.107073Z",
     "iopub.status.idle": "2023-10-27T05:54:11.111411Z",
     "shell.execute_reply": "2023-10-27T05:54:11.110761Z"
    },
    "id": "QUVCI2Suunpw"
   },
   "outputs": [],
   "source": [
    "class ReduceMeanLayer(tf.keras.layers.Layer):\n",
    "  def __init__(self, axis=0, **kwargs):\n",
    "    super(ReduceMeanLayer, self).__init__(**kwargs)\n",
    "    self.axis = axis\n",
    "\n",
    "  def call(self, input):\n",
    "    return tf.math.reduce_mean(input, axis=self.axis)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:54:11.114511Z",
     "iopub.status.busy": "2023-10-27T05:54:11.114256Z",
     "iopub.status.idle": "2023-10-27T05:54:20.714211Z",
     "shell.execute_reply": "2023-10-27T05:54:20.713444Z"
    },
    "id": "zE_Npm0nzlwc"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Found untraced functions such as _update_step_xla while saving (showing 1 of 1). These functions will not be directly callable after loading.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: ./dogs_and_cats_yamnet/assets\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: ./dogs_and_cats_yamnet/assets\n"
     ]
    }
   ],
   "source": [
    "saved_model_path = './dogs_and_cats_yamnet'\n",
    "\n",
    "input_segment = tf.keras.layers.Input(shape=(), dtype=tf.float32, name='audio')\n",
    "embedding_extraction_layer = hub.KerasLayer(yamnet_model_handle,\n",
    "                                            trainable=False, name='yamnet')\n",
    "_, embeddings_output, _ = embedding_extraction_layer(input_segment)\n",
    "serving_outputs = my_model(embeddings_output)\n",
    "serving_outputs = ReduceMeanLayer(axis=0, name='classifier')(serving_outputs)\n",
    "serving_model = tf.keras.Model(input_segment, serving_outputs)\n",
    "serving_model.save(saved_model_path, include_optimizer=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:54:20.718070Z",
     "iopub.status.busy": "2023-10-27T05:54:20.717809Z",
     "iopub.status.idle": "2023-10-27T05:54:20.855159Z",
     "shell.execute_reply": "2023-10-27T05:54:20.854269Z"
    },
    "id": "y-0bY5FMme1C"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.keras.utils.plot_model(serving_model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "btHQDN9mqxM_"
   },
   "source": [
    "Load your saved model to verify that it works as expected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:54:20.858881Z",
     "iopub.status.busy": "2023-10-27T05:54:20.858600Z",
     "iopub.status.idle": "2023-10-27T05:54:25.899633Z",
     "shell.execute_reply": "2023-10-27T05:54:25.898933Z"
    },
    "id": "KkYVpJS72WWB"
   },
   "outputs": [],
   "source": [
    "reloaded_model = tf.saved_model.load(saved_model_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "4BkmvvNzq49l"
   },
   "source": [
    "And for the final test: given some sound data, does your model return the correct result?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:54:25.903709Z",
     "iopub.status.busy": "2023-10-27T05:54:25.903453Z",
     "iopub.status.idle": "2023-10-27T05:54:26.199203Z",
     "shell.execute_reply": "2023-10-27T05:54:26.198485Z"
    },
    "id": "xeXtD5HO28y-"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The main sound is: cat\n"
     ]
    }
   ],
   "source": [
    "reloaded_results = reloaded_model(testing_wav_data)\n",
    "cat_or_dog = my_classes[tf.math.argmax(reloaded_results)]\n",
    "print(f'The main sound is: {cat_or_dog}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ZRrOcBYTUgwn"
   },
   "source": [
    "If you want to try your new model on a serving setup, you can use the 'serving_default' signature."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:54:26.203019Z",
     "iopub.status.busy": "2023-10-27T05:54:26.202384Z",
     "iopub.status.idle": "2023-10-27T05:54:26.406752Z",
     "shell.execute_reply": "2023-10-27T05:54:26.406030Z"
    },
    "id": "ycC8zzDSUG2s"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The main sound is: cat\n"
     ]
    }
   ],
   "source": [
    "serving_results = reloaded_model.signatures['serving_default'](testing_wav_data)\n",
    "cat_or_dog = my_classes[tf.math.argmax(serving_results['classifier'])]\n",
    "print(f'The main sound is: {cat_or_dog}')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "da7blblCHs8c"
   },
   "source": [
    "## (Optional) Some more testing\n",
    "\n",
    "The model is ready.\n",
    "\n",
    "Let's compare it to YAMNet on the test dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:54:26.410675Z",
     "iopub.status.busy": "2023-10-27T05:54:26.410029Z",
     "iopub.status.idle": "2023-10-27T05:54:26.885973Z",
     "shell.execute_reply": "2023-10-27T05:54:26.885289Z"
    },
    "id": "vDf5MASIIN1z"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./datasets/ESC-50-master/audio/5-203128-A-0.wav\n",
      "WARNING:tensorflow:Using a while_loop for converting IO>AudioResample cause there is no registered converter for this op.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Using a while_loop for converting IO>AudioResample cause there is no registered converter for this op.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Waveform values: [-5.1828759e-09  1.5151235e-08 -1.1082188e-08 ...  4.9873297e-03\n",
      "  5.2141696e-03  4.2495923e-03]\n"
     ]
    },
    {
     "data": {
      "text/html": [
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ABcADgAXABEAHAAkACYANwAxACcAIwAhABwAGQAbACUALAAqADcAOQA0AEQARwBMAEQAPwBIADoANQA/AEAAPgBFADQAMgA6ADEAOAAtADMANgArADEAKgAmACQAIgAkABgAFQAYABYADgAOACgAIwASAB0AFgASABoAEAAMAA0AAAAOABsAEgARAA4AFgAPABgAHwAaACUAMQA8ADEANgA4ADgARwBBAD0ANQAqAB4AFgASABMAHAASABoAFgAZAB8AGwAsAB4AGAAVABsAFAACAAMA9//7//3/6P/2/wMA/v8HAAsAAQD6//v//P8BAP7//P8LAA4AEQAMABIAFAACAAkAFAANABAAIAAZACMALgAnACwAJQAjACEAIQAlAB4ALAAuADAAPgAtAC0AJwAUABsAGAAPAAgACwARABkAEAAYACIADgAOAA4ADwAIAAgAGAAqADIAJAAfACAAIAALAPn/BwAJAP//BAADAAcAHgAbABcAHwAhACIAIwAqACAAGQAVAAoADgAJAP//+f/+/wUA+//w//v/BQABAAoAAQDz/wAA9v/o/+z/1//P/9b/x//O/9f/1v/c/97/1//Y//T/+P/6/wQABQAGAAYABQAJAA4ACQAPAAsABwALAA4AEgAbACQAIgAzADQALAAtACYAJAArACoAJgAeABEAIwAnAB8AFwANABMAEAD8//3//f/w//L/7f/f/9j/4f/U/97/6P/P/+r/9f/u//L/6//j/+z/9//x/+z/6P/k/+L/5v/1//3/9v8EAAwADAAbAB0AKQA8ADUAJwAgABQAHAAhAA0AAwAJAAcACAAXABMAEQAbABgAFQAQAAUAAgDu/+b/5v/P/9j/1P/Q/9P/yP/W/9r/4f/o/+r/8v/0//D/5//g/9//3//W/9L/0//Z/9b/1P/h/93/5f/7//v/+P/3//b//P/z//v/9//u//b/5P/j/+H/3//g/+f/8P/z//r/9v/+//v//v/5//D/7P/c/9j/3P/b/9z/8//t//L/9f/p/////v/5//X/8v/k/9r/2v/Z/9n/2f/Y/9b/5f/r//P/+P/3/+n/8//0/+n/8f/T/8n/w/+//7n/rP+1/7T/v//D/8v/0v/a/+b/2P/i/+T/3f/V/8T/wf+y/67/tv+2/8H/yf/K/8//2//g//f/AgD5////7f/k/+X/0v/G/8r/xf/G/8P/vP/K/8v/1v/i/9//4f/U/9D/0v+//8T/wP+9/77/vv/L/7//yP/D/8//5v/c/+n/4//l/9z/2f/W/77/xf/I/8P/xv/T/9D/2v/m/+H/9P8BAAIABgD9//X/8v/z//b/6v/t/+b/6P/y/+X/7f/5/+//+f8KAAUAAgD1/+3/6P/e/97/yf/J/8X/u//C/8T/0P/d//P/8v/y//z/7P/x//P/3//Z/+L/zv/E/9D/1//f//H/AQAIABwAKgApAB8AGwAVAAsADAABAAAA+f/u//j//f/9/wAACQAAAPf//v/4//f/7//i/+v/3f/S/9H/zf/L/9b/0v/W/+P/1v/e/+L/6f/s/+//7v/l/+j/5v/o/+3/9v/w//X///8AAAEADQAgACUALwA2AD0ARABHAEUASgBAADcAPgAzADIAKQAfAB4AIgAjAB4AIwAyAC0AHAAYAAwABwABAPr/7//w//b/6f/z//j//f8CAPf///8MAAAA8//u/+T/1P/M/9H/z//S/9n/4P/q//n/BAARABsAHwAbAAoAFAAYAAcADQAPAAsADQAOABYAHQAcACYAKAAcABAAAAD4/+7/4//c/8z/zP/a/9L/3P/t/+r/7P/q/+z/7v/p/+D/3f/f/+D/3v/o/+j/7//8/+3/8P/4//n/+P/5//7/9v/s/wAA/f/6/wwACwAPAA0AAwABAAMACAAJAAMADgAXABwAGwAVACAAGwAdABYACwAJAPX/+//3/+r/8//h/+n/8v/v//X/9//+/+n/5//r/97/3//e/9T/3f/i/9T/3v/o/+X/6v8AAAoAAwARABgAHwAmACQAIwAoADQAPwA7ADYAOwA+ADgANQA7ACwAJgARAAEABgD6/+//6//p/+b/6//y//D/9f/7//3/AQAAAPH/7v/u/+z/6//q/+z/4P/x/wAACwARAAQAAwD7//r/AwAAAAgAEgAWACYAJgAkACsAIAAfABwAHAAgABoAKAAsADIAMgAyADkAPgA7ADUAOAAmABwAEAASABAACAAGAAUADAAIAAsADAAPABEADQAUABIACgANAA8AEgAYAB0AIgAbACAAHwAZACMAHgAmACsALwAxAC8AOQA0ADQALAAmACIAHAAeABoAEAAXACMAGgAVABMAGAAYABwAFwARABkAEgAQABQAHAAoADMAMgAyACoALgAuAB8AMAAoACcANQAyADoAOwA9ADUALwAsABsAEwAQAAcAAwAFABIAFgATABAAEAAWABUAHAAXAA4AHgAlAB4AIQAjACkAKQAXABMAFAADAP7//f/y//H/AAADAPz/CAAMAAgAEQAOAA0AEQAPAAwADwAWACUAMAA5AEIAOwA1ADIAKAAiABwAFAAQABEAEQAQACcAMQAsADgAOQAvACgAJQAcABsAGQAUABUADAAJABQAFQASABgACgAHAAUA//////v//f8EAAQADgAXAB0AHQARABMABgAHAAsA//8EAAkADwAVABkAFQAlADQALQAzACkAJwAlABkAEgAVAA0AAQAIAAwAEwAYAB4AJgAjACQAKQAhABIAAAAAAPr//P/1/+3/9P/t//H/9v/5//n/+v8EAPz/+//3//P/+v8BABAADQAVABgAIAAwADcAPgA5ADsALwAqACIAFQAMAAcAEwARABMAEAAKAAoABQACAP7/AAD4/+7/9f/0//H/9//6/wAABgAJAAwABwADAPv/9//z//n/9v/o//n/9f8AAA8AFwAhACYAKAAcABwAEQAaABkAFQAhAB8ANAA5AD4AUQBPAE0AUQBGAC8AKwAsABoABwAAAPj///8KAA4ACQAUAB4AEQATAA4ACgAKAP7/8v/0//7/9/8AAAYADQARAAkADwAHAAkAAQABABMAGAAgACYAKQAnADYARQBGAFEAUwBeAFoAWQBdAEsARABAADQALAAxACwALQArACIAHwAhABwAEQATAAsAAgAGAAYAAAAGAA0ADQAKAA8AEAAPABAABwAGAAkABgD+/wAADgALAP7/DQAPAA4AFgASAAsAEgAaAA8AEQAXAB8AGQAkADIALAA4ADsAPwA9AEUASwBEADgAKQArACMAHQASAAgAAgD8/wYADAAKAA0AFwALAAwAEgAPABEAEQAiACMANQA8ADYANgApACMAGgAcAB8AGAAPAB8ALAAuACsAIQAkACkALwAvAC8ALQAsADoASAA4ADkAPgAqACYAGgAUAB8AFAALAAsAAwDu/+v/6f/k/+f/2//l/+X/6f/t/+D/4P/f/+D/0P/P/93/3//k/97/2//e/9r/2//h/+T/8v/8//r//f/3//T/6v/s/+v/3f/V/9L/4v/m/+n/9v8CAAYADQAJAAkAHgAeABQABADz/+z/5//X/9b/zf/I/8v/x//g/+n/4//k/+T/3P/f/+X/5v/u//H/4//i/+b/7v/u/+L/6f/c/9j/5f/o/+j/8//n/+H/7f/p/+3/+v8CAPr//P/6////BwATAB4AEQAMAP7/+/8AAPz/9f/t/+L/0P/U/9r/1//e/+z/7//o/+X/5P/p/+3/5f/n/+f/5//0//j/AwAIAAcAAQD2//n/9///////AAALAAMABgABAPn/+//4//D/5v/m/+n/5v/v//D/4P/t//j/7P/p/+D/5v/1/+z/5P/e/+n/+f/y/+3/8f/u/+j/1//S/9X/0f+8/5H/kv+j/63/vv/P/+b/AgAYAB8AHgAhAB0ABQDw/9L/w//U/+D/2P+5/7X/wf/R/+r/+P8GACIANAAuACsALwAuACUACgDs/+3//f8LABAADQAkADAAOAA2ADoAUABdAFAANwAmADIASQBAAD0AOQA+ADMALAAoAB4AJQAXABcADwAVACwAOABPAEgAQABFAFEAaQBjAEsAKQAOAPL/zP+p/5L/gP98/3j/cf+I/6n/9P8NAAcAGAAUABAA5/+o/3X/Tv8u///+yv65/s3+6f76/gP/M/95/7r/4f/2/w0AKgA/ACwAEAAPAC4ARwA8AEMAaACPANgA5QDoAAsBGwEdAeIAoQB1AEkACgDH/3T/Mf/2/r3+hv57/sP+/P4k/0D/ff/o/10AsQDcABQBRgFDARMB3wDMALoAfgA2AOj/wv/C/7r/rv+i/8P/9f8MACwASgB7AJYAdABQADQANABUAE0AIwALADIAUwA3ABcA6f/h/8H/Yv/2/q7+qf6P/jz+qf0p/fr8+vzg/Lr89Pyd/V/+Cf/Q/9kALAJoAx8EaASbBLkEdQTNA+cCBwIvARoAwf5s/Yz8Ofwz/DL8X/z6/Pv9Ev/f/48ARAH+AWoCPgLoAb4B0gGxASABmwBRAEoALADL/1//Gf/8/qv+If7X/fH9L/5M/kn+av7j/pb/KQCpABEBgwEEAi8CLQIvAkQCSgL6AXkB2wB2ADMAuv88/6z+W/4r/r79X/05/V39o/3B/dz9UP4S/83/UADBAEIBvwEAAv4BwQGSAVYB1AApAIH/Dv/N/pT+V/4//mT+sv7q/in/i/8IAHgAvADjABMBYwGYAaEBcQFKAT0BDgGmABUAr/9i/wr/VP4a/Tr88PsS/C78HPzr/Gz++v9oAZsCTgQgBgQH9wZCBqkFBgWlA+EBIADQ/l79kftd+v35YPrv+lj7E/wh/XD+vf+7AK4BWQKoAskCrQKhAn8CawJyAisC1AFjAfwAsgAZAFf/hP7Z/Ub9lPww/FL8xPw0/YX9If4g/xEAuAABAYEBHQJZAkoCCAI0Ao8CTgLAAS8B7ACxAAgAJf9M/tT9QP1l/JL7P/uX+z781fyG/aH+5v8cAfQBpQJVA2gDMQJOAND+kv1V/Ab7Tvq1+n/7bPyg/ar/qgJiBfcGrgdwCPEIswj8ByUHeAa1BWwEZAK0/9f8yfp2+eb3YvbK9Vn2YvdF+Gb5jPvN/pAB0wKJAw4F+Qa9B2sH/wYlB20HiQbGBHsD/AJHAosAZP7C/An8fvuS+oj5yPh5+KX4K/nC+fn6I/26/8gBTwMYBVcHcQkoCm8Jigi3BwMGPwMzAPv9avye+TH16vBt7g/uN+5b7lHwP/T5+Hv97AFRBz4N1xEhFNQUOhX1Fa0VDxQ4EbAN8wnJBFH9CvSp7NzoSubj4w7jDOXd6TnwNPZg/LoDrwoRD7EQthFwE1oUeBNmEakPaw5BDLQISQRfAJf9Zvs8+I/0r/Ey8DDwr/AT8EHt4evO7ZHwAPNT9lr8MQOWCC8NERLcF0Ac0ByPGwgaIxfPETsKwwOCAJ79L/lG9LjwF+/g7bTrDOqf6XTpcOln6YTr7vAJ+DYB2guYFX8cNSBUIlwi6x5/GCQQ8gbg/d31Q/AE7T7ss+0p8PTz4/f2+tL8oP2c/2EAHf9G/oX+8//p/+v+Lf7i/Rn+Gf4j/7YBaAR/Bi8IpAnhCzINrgx9Cx0KtQh1B2IH2giwCzYNCwnG/sXxWefT4zjjhOK44O/fb+aF8R38hAMWC6UUfBoZGT8SXAv3CF8JRAiWBcUA0fuD+Xz3bvNl7snsGvAL9X76zgIYEOscayEaH3Idtx/WHmoWpwg7+dLs3OO53kveFeLA6ODw1fb1+FH5iPli/RkDhAMa/0/7YfpR/DP+mf3w/bIAgAT8CHkMdxE2G6YloyqFKq0nsSCfFTcGXvKa3QPPCsu0yiPIbMjR0ZrjJPRd/FIAGgZ8DkkTBBSbF/MfyystNew4bDhDNIku3SQMEv74ieFL0PHDnrjfs924s8MZzp7U7N157F7+DQx/D8ERbBrJJQQtri3CLkc1HjqmNrUsqyNqHqwVVAGn5SHMkb08uX21u7Rfu+PIOdlP58jyvQDSECMdIiTZJeAoAC/2NPk3EDY6M+IvLymLG8AIp/RZ4OrMW7kQruqx4b5szZjYzeEl7mP7WATsCQEOgBY5JGUtyS9bMcA4GEEiP7UyGyDoDdP7Yub02WfaD+AR3GfP5s4G1MTWRNOkzfrQFNzk7aMG9R60MkREv0uWT1FL/T1rMlEheQ0w8U7Voskuyi7SY9gt4ajpkehe3TPSn9Mp3/rtBPeo+qsGfh5LMKU6a0VYVgdtmHD8Wqgyaf9V2tLDzrAFo0WVQpkasa3GjtmS5eTxFQLtCzgVRyDyH1cRpQD5/HMFLQp9EYkdLipNNUw2wTxuQiJEIUMHL+sL1dfgppOUIZYHliGa768xzDzdWfV9FV4pPjSlKQ4avxUjE60c5SL7JdEwhjefQklI1UQ9RTg5WRq25WOoy5A5llOe153dmAurt8/39VsNSwxwBnQJLRgsLoY9fEiVTYNHoTZ4IIwYuhzQHJ4NLfI036bRHsERszi1FMuZ5QTxQ+145dzmwvuaEmYi3jJTSqtk+2g1SUcVLOr50lfL2NCf3WzkkNfOwxW3WMBx3x8GAS3jRWRM/EPULk0Tjfto+j0KJRDuBK/swd1n21ncl+Ws9gUQQygJJ2EIwtevrjKofcW37lsUDDoDVZBXiz9xHx8QoRWOFtoKtPQT2BLKgMd0zsjhQgPWK5o/hzCL/p3Ehqehq6rFc+xGGsZEPVkjVEk7KR1RBBTw1OZD293Qccg4xJ7MQt67+0oeaTpGQQ438B3zAC/s3ecH97gKHhuEIeAYWQNG6QDWxtL03Vfq6e/z9IfykuWe3GXjHQOBKyVQFmUkaC5Y3Cqe+iLdMtWa0FnHjcA1w63LCdYH5SHz9ggFIvMiOguX6fjVF+QOA5Yq801AYK9nl16HPAAOrt3XtdCgB5yIoLKmGrEwylTwXxq3PCBKAjzNHoAXOyFlIf0ahRcwHVQm6yj4FnHwl8gNszO2Ar0MvyDF6s/w3c/y+gGZCvkWgijoP2tPFlP+SjI5iyUdF+cLowT499XcELuFp3m36tDt2vXcgeSC870GZRa5Evr/APoPFf4uwTS5OLZCfkPqNbQgRgL04Pi81ajcqjy5acoK4IX7xxQsJvcrtSTXDsjzMeyA/AUOBRdzIL8qfC6nMuk3FjFLCY7Qz7J/s/yynquZsHLQdPCMCg8iQSrtIqkajinxNQQy/h+sFVEZ0iVYMIIhBPqGyv6zuLlCw+S957672dP4fge7DfcWGCF3IO8h+igdIQsVmwcKA5cBSwYjHfUqVR1t+9TnJOum5CbIZrmOxPzYBOa+6rn4sxCrJE87pE6lTEE9RCqTHFkKZPKF2y7MH79vvnvNu9ve38jeu+oM+q8CFg2lIrQ3MUoEVxNXsUe4LFcSm//E5zHEtqY1m82g1KmMu5ba7/Cx/dYMPhctHLwbkicuRf1cyWTNXElLTzCHCFnhDr3DmROIqooTnLDA4Nrq6An6hQaUGMUobDR2Pu1NH1P4UXxRak4EQ5EiMfux1xqxgJJVjbKOhY8lnBLNAQh4QiBlqWRTY8ti/WV+Z9Fq318YOo36NLspl8GOL4+6kLqVypuRosOqn7P3u0zYqQ/FUd1uHW3WcapvI3HxaJU2w95lkxiGPoYXg8WJLpRCmyGvVuU3GqEy4zBkKIIu61DPbph2x3GObitjJTqIAgy/mpP6iOeCYYkejaeNd5M8szjqqxqLWMl7ZXg8dGlyY3BEX1Ytzugjti2Ts4rhjCiQlZdOksiNUJ962FMk0V5cbMpoSGYkaCpnHFDgOW8iDQKi2qm2TJdwiFiL5IlHi4+GYJUL0+oS30ufbQN1J3qldQNzrmmiOYv8k9GTqhuXgpP3kA2QfZDhkUORr6HdykX4Hz3idPFr9maxc19+O2y3QMoXKe7Fus2OfYnVjJ+Tmo41nw3fkQ85K6tJTWaFay9otnX6Zzg/iSV/F63+FNUlt0uowKCXldmPXKLvx+vrFBKcOQdd328pcM1oKGnHaU85Y/6zx16dA5E4mMGYRJuPxPbx9vwp9NP7JxZaLbdCGF0uafZtaGzoaBJOuyEN8++4B5g1kciRQZMZlYqz0ujzKN9WAF0vUB4l/AaWA6wXMTdtUdRp4Gt7aslhhhFQrJqTxpAMhUKLppDZq4b6IEZVbqxxpWU0XHM+2RnyAYv2dQH7FUc27lCXTMAyTP2RwGiZ7I9FifSHypEpyKkx/WidbgJ1gHYld94/CcY7i2ySEpOEpwbt4EO0aplsclSDBOm08ZY5jXSKjIvls40gmGYlcNd48ndjdVI+ltDBk3iSsY6xpITeYgtsNHJLwUizLBjvqKyHk3CQfIdVnYzzCF0od+pstW43cU1zW0ge5IyYg5IbkoqK5Ia7qnT4AiDFLtY7M0HaRuMxiQv6AMkVpTCuThBa+WboafNItwlxqeiGd5Rdj9mMPJe16atYX3t7eJhzkmrrWDYwFevGuwC26Mn33MbhF/Ag/pAV7xmE5uWo75JXpBnQ5QEtN/FmU3ZWce1z8WUPLlH1zL/Rkf6Oto2VpqzcKvo6DPgT6CR4OlhC10KNPuk6WCo5ENUQJyTPMyolkgTm3sCz2qQFrJy1r8Ur6W8f5UKhQUw6tjv5NGUYjuwU20/vxSaHWQNax0htHjn3ZNZKwJ+7lscy5uHrKOBa2Lfo2AVeEUwZuCa8OVhLGkrhQEU5aj2ROHAmVQG42Hy9sqdYlhOTfKAdvCzqTxmWPnxKDlH0VNJLTkzuSuQ8oy7lHSANC/L15JnQCb2zscehGqDglW+YQ8P8Eb1P/WeDZ1Fj2l7JWCFE6h4E/MHabbs/maKQAJeYrdXiShbgNc0pOgnC8O7tpf/cD/syKkt1UMRExinOEuPy+thvx73A388X5UDsgPG7AQscTCeFGWr1ENQi2bnssQNSEWAaIDEmSgtRsjxHJdgbVAbr3Nqv3JS4kt6oP8/f7fH9XgcqGnswpUQWSYxIDzTkIjkj4gmE+oj9OAhTC1bxZ9FevdzLltxHzzS6bKmFubne7AXcOG9z9HlGcShcvBI6343Czq5WqEex1tEp7/770gYlDjILDeR6viG24Mcd+MMpxVYcb9dsSmkdUz8dJ+mXsruNaIvpk5yblr2k+hInkkSyUS5LhT9cLbAkXRlOFeYfASY1IwoM1vt/8ZTnFMSBmoeU2aaRwYLXguxeAsshZzy6Te9bt2HyYtRTQjTtGoIN1QZO7NLBgKYHmh2btZjHliu9SOydDx8200gAUXtG/DiYNhgruDCLOEI1kCSYFwEL4ejsvl6VYIhZil+KX5Ywu7j35C4XU+tuJnb9aoBbX0EaJVUBrt5VxlO6I8RA0hHmdPiDCnsPJ/Qm0qTIqctRz6PvHBmIPk9Qc15WZg9abkNxHf/uwrRToYCsPLQEvt7XNgDzJ+k0Hxuy9XjGRb3p2F763BhZQORnoHR1cKxYTDPG/oLRbKInkYCZLZhgqtfMtO22AmIBOvP49AP+UhVSNsBZVGw+bBZxlF3IPKwhHu4ZrmSQFZU1lWOUoqYizMLx8QAj9jPTQsYY5OsbrjzUTNNnwXOEdNhvy2qDQbMHi8LVjWmLzYygkBKzjPC1ERsijh3xB+bdT7uiwl7iLxlqPlhPxlJHZG9uBHGJZto+LgW8uVaRg4h8hsCQscs2C5Qu2zW8JEcaiQht8ArbHdwi5k729AsqKpdDv0jVR7wrBg6hB+cL8vdx0njKd92Z5dHhwfbbHOtBuUfUK2X+F9EMvbaqw5bVn/LWUhvzPM83JjNHRMBRjFs1X11KuB129IPPCa62q/vIFPizFWwOZe6Nxk+neqDFpMGze9uvBpUsMUanUXtavGEIaoVoLUppGtbkHrNHnLibW6EYtq7bRAnJLug9ZjKSEg7vtNgf2C3pMwOnHuE4qUJ3P3A0UR82Bj3nmsySuxOyVrhi2AT9qBQIKj44+zlGMwQjhQlt+ZrybvHL+jIMlSZ3OAs3cCk2BtDZuLsBqnepHryP1F3ylw3VFB4UiAv8EGMhaSUSI1UaSwudA8kN/hu7MoNDukS2LHsPLOpZwK+sJKfiuz3Vvuej6b3iy94A6hT9QxGwI94r1zXKNzM51TOdK2QlyRoFDLT/M+585S/p+ukN7YHiId2o3gLllOrZ7ALzKv46BxkRNCHLI+olYSK2GJgPGwnP/LH0EfIb7UzqNOde7KTv4PS3+koDxw4HGWMpnTu6Pvg4ly+qGYQCNuY6yfq2yLCju//SFuD+4lnplvcPAxEJghQjHHUfzB5dJY4q+C9wMEwv2CjYDsH7uPAL7rXkkt594oXePtqS2JTTG9dx4sbxXQOOCvgRORigFuYabR9bHUMbMRcLEC8BvPbC883yYPJl8ZDrLe3R9j76ff4DBNMOXBMmGDsZGRJUDukH5P407Pbf7uSC7Q/yLftFBYkDnAAt+7/yiOwG76T1yf1iD90dCCOIHS4XgA/hAqf6APdI8rvuwPLI+eMDAw+oGbAd7xfjCaD2G+QV2qnWVdmG483uiP3dCjQSiRKmDoMNHwyVDOYKuf4Y+ooBCQSL/Fbyu/Dv8fvz3/1YBfgBZfzD/5f+TP53DkQfxyP0ICIUiPwX5YvbYt0o4WHpafbd/6/7Ivp+/VH9g//aAD37YvyyAccF4A2JFgkimSMJGkYIAPBj2mvRf9f24QT32hAvHgEafgwPBFYDPASyA7j+TvgO9az0E/Ow8In0ofz4A/L8IvNQ9Av5df7IBesHCgnqDa4O9AnFA0oBRQOFBHMA9f5u+AL2mPbS9wD7T/o6A3ACZPv/9krxoe/s8NL7qwOcBRYNwhU2HhcdDBTKEDoEKvOo7JPkVOAL5/LttfR09ebz3Pdq/O0AewSdCcgKPww4D3gNXAynDtURVw/ZCQIEzvjE6pXjIONR4mDmLu3+7ajzbf0YCrEYVSCKKqss1iCDEcsA3/NK7BTquext7p7qGuah4unjWOm38cb86wSrCxQOlg+NE24V6hi3GioagxRgBw0AZvmX7xfovODu3Nfbn+GG6lLydf0sB1ASdhe5F6oaihmdGeETmQ7ODf4F2wDB807k4t5S3Vnd6d6r6HL0tv1MB7AMGw5zFNgbfB9uGsIOOAhB/WzzrvDq8Jvy7e537OTlmuCY4y/qMfeVAkEN3BhdG+4Y/hd+GgcbMBUpEK8F2/rb9Kbu6en06FTwXPZp9ST0RPOf9QD4ivhf+kH8HQJJBQgI3wwxEpcSzgfB/077E/eD9uT2evj9/QQFIArzB34FNQRyBCcCjvWp6RbjquMt61bzSfqiBBMNlhGhEX4NUwunCTUJpQrcDPgMAwv9CKYB7PdJ8PrrX+ti6K/pEOuR6Z3tMvYJ/bYChQpID0AQmg9pErAU4hXHF14YxRRpDYYFWvc+54feANqV2d3cC+AO5MPnbfKYAI8LchTfGlQeXB0THU8eVBqJEggNQAl8APjzh+ib4GDeLt3O4UDo1O7C9F36tAERBM4IJw4PFAoVLhFBEm0RdBD+DQsM8gmtALL1sOeF2zTa1OCu6EPu7fQV/34Jjw7SDHEKaQwED6gM2Qr8DB4PbA6zC2sLhQiO/mnyH+dR39jaUdxy4Tnmw/De+kQGrQ9eGBQhmCMeJZYiQx+QF3gOngX99/bryOFR2gHYYdZh2dTdduP98C/+xwttF1Ye4R9gH7MgiR3hGZ4T3gqHAlr4rvHY6cjhJd5Q3ULgHuEr5sPxbv63CnoTeB38JV0oXCeIIQgX1ArB/UzyA+bK3GDbPN0Y4GTmEPA5+CP+eAOHCl0T8xgDF/ATphFcDMIIsAcnB6QEUP8E+u70JPCP7NLsD+2W8MT3iPrC+sj7GQD8A6sGdwoSDwkPBgs0BhADDgJ1An4EowSnAVT7tfdE9w73O/kC/Ef6aPj69tD6IP/3APMCMgFfAwcFdAcqB4sFogiHC5QM5gbh/Ff0QPFX8cXv9PDk9vr8NAEmBIkFCAeECNQINQaUAeD+nv21/ikBOgcRCY0E/ftH8mbxZPNy93r50/5VB0cI+QakA6wFtgYRBEID2/w1+Z34q/gF+37+WwT5BT0CAvpI8XvsCOw78f31rPuuA58M6hCGEMURTxErETQLhQAb+Czx/fB08275CANcBwoIOgOf+2Lyhukn5mDpZvR5/0wKehHZEygTBBApDEMFRf7v+CL6o/6y/2QANAGXAJf+FvpD8uPr4epX8Gz3dP0VBx8R7BZLEmAKXAVFAaj+tPo5+hz78f2DAdQBff9M+3f5Avkk9XLypPh4ARIFCAPNBfsI+galBEcDqALG/8sATwEv//f+ewIjBNf+Vvlq+Gf3XfVs9pz15/Uy+W3+/QJqBa0HngptDHMK8gbtBYgKvQtfBuv/0f3o/b/57PTo8N3uAO997rzqaue867P3CQRuD6oajiKfJVMh7RThA1/56/Tz8UPxhvDC8fny2fQ098T3qveq9y741fZp+r8CXgsXFAobPB7SGT8RWQYn/a33hfL17HDo4ebS5svp6O9W993/sgZtC68LDQlFC7MQvhFlDlsNRAsRBZn9a/dX9tP3DftE+uf0o/F28cfxb+0c71b7nQcUDoENEAyHDTcPCBIkEhAOpgYy/VP1XO3Y6azsK/Tf+dD5UPqV/cL/yPxu+/T8aQGRBn4KwBBIFK4W5RO/ChH/k/WL8v/wBvAf8MDzjviG+q/6B/uz+0L7wPyxALQFLArUDiYUHRYpFTcSrAnN/dTyPera5UXkK+k98Zn5OwFzA4MEjAUoBogGZQb4CV4NlA0ZD+gP0gydBur/yfic8sztouqU57noZ/Bw97v78P0yA+sIpA2EEXoTfxarFn8SOwogAWD6L/WY8YfvW+1e7U7vpfBX8ffyzfntAQgJdw2pEQQW2RfGFhoRnAuNBAn+wvc77wHo2uKM5HDoZeuf7pDxJvh+AbQMZRf3IKMn0SZQIIQTwgN19W7r7OdY6Ebrw+697yTuC+/I8OfvJO/28ov8EQmZFuUjRyzsLdYnGho5CPL0DOn74x7kzOZZ6R3ut/EK9BP2ffgs+2b8Ff5zAhkJbRHQGHUedyCmHQ4WDAu5/573h/Oa8BPtc+mn6NDn/eRw5HrqX/bfAmUM+RR2HJQhtyKWHQEUxAgt/7z4c/WM9Qj52fvn+Tvz3uzy6snq5eyq8fj3fP8IBcsK2w6TEtkXtRo/GncUyAyHBHb7EfRU8GPv7u/o73DwPPPE9zL8Wf9iAVMAsf2Y+hj5z/uiAv8KWBEsFPgTARItDosHWgED+/j12fT99MP23PfE99n3Bfda9M7xk/Lc987/aAbdCooPkRPwEv4NiggMB94H2wXhAAj98vvc+6z57fNc70Pu1e9S8A3wE/RW/IAG7gytEMAToBS3FEIQdwr/BCgCPwEY/hv7Xfie9+n0c/FR76PvfPLw9LT5Dv/CBDoK6Q10Eb4R8Q9lDT8IiAFE+rn2avai9sX45/uy/gIAxf4e/RP67vfx+ED6xv39AqsJPQ8dEc0Qbw/fChADc/pZ88rwhPBz89348v02AZACswHx/S/5nfZJ9dL0YfmqAHQK1xI+F6oaRxeiEIAI6P3n9zXzQfAY7+Lv2vES8w314PaI+AX6Kf1T/jH/SwJCCQoSOxcsGTcVfQ6ACF4DZv3d90/2svWX86TvM+4N7/LxMvX/93L9wwDCBS0JmgtdEasVZRfjEdcLewY+AIz5q/S99M3zPvM28jDz1fTc9//6c/nG+X/86gFABwgNmxOCGJQatBa4DoIExf3b+UH2h/MX8u3zQfXL91f5VPrj/WD/pPxn9oTz5/Zc/50GwQzAEZ8THxQ1D6QH7f7j+Uz6B/vV+u76n/wY/jH+Jfxo+X726/SK9lP4uvpe/zgEdwc2CMkH6gZlBhwFYgIyAPT/0AFwA7EB5f4i/O/3V/VB9Jr2YPvuAHsFNgauAzYAoP7G/aj+kAHSBcgJoQvICr4G+AAe/Gj3e/N68cHxyfO39Wr4sPtD/3UCSQTUBYcISQuhDaYOmw+1D0MNkwjHAlz7zfO47mbreewL7yjzsPfR+9IApwMQBV8GuQkkDVoOkgwOCvsIVQeyBK3/z/xt/Fv6NvdB86/yrfO39Ev3pfkU/rMDZgkmDUQN9wsGCWsFNQIlAbEB7AK0BO8DWAEd/pn72fgq9J7xxfK89gX78/74A3cIfwv4C0IKywcXBZ8BKf2J+gD7/f25AJkB/QCd/h77gPcQ9hb4/PxtAi4GZAc/BzMGXQTSAj0BCQKiAnYAFv3v+Pj3M/n8+/r+GQBJAfYA+/4+/OX7+v7kAQ0DCgPAA3EErwTrBKYE3gSiBAUC7vzx95P1fPbe+PD7vf6s/5kA7AFCAjsA1/4WADUCsASmBqUHfAcMBRoBxPzJ+UT5qfhs95P3TfrD/bQAtQJRBPgFmAZ3Ba4CuQCNAIgB+QIOBAUEkAIj/+b6V/c+9bj1ePjz+2f+sACmAmYEJwYoCMoIcgf9BeEEzgNWAbQANwGt/2f9Svu8+CL2BvTV8tLyU/Ug+74A3QSzCJ0LtQx0C60I1gavBJcDYwPfAQ0AmP0n+9L5o/m8+ET3xvUt9mT40voT/r4BnQbGCVwLgAtdCfIGDwOM/ln7mfqe+zD9iP7P/yoAT/9o/tj8Hvx/+1f82f4+AGACrgTWBioHrQRKArwALf8O/Uf7DfuR/FP/EgIJAyEDWgJH/9b6s/d79uf2Evpl/gEEZwkgDa8PIg/RCzYGtP8R+575y/l1+qz7Kvvg+IP2S/aV9//43PuV/v4BSAWtBzoKIwtxDF0NTguyBioCrv/K/SL7JPhC9sL0GvT49Ob1ofeI+gX/6wIBBV4INQqCCmwK7wmaCZ4GkAPgAOb8ePk593H2o/U49e/1Kfcb+RD84QBkBaAIqwrjCqIJ7weDB0YHwwWeA8EABvw69n/yVvJy8770+Paq+Rz8Mf6GAOcD6gevCwgOBg4EDBMIOwSHAUz/Zf5s/pb+qv0e+3H4oPVe8x7z8PRt9136Av9CBPoILA1fEEcRpw5SCf4DTv/2+376gPqw+238//x4/Pb5n/dh9hT2KPd7+rf/jgTTB2wLfQ5tDzUOmgtzB/UBT/3r+eD43vdB99P3Hvi0+FL4ePi7+vr9vQHsBKAHJwpSC6QLdwn4BYUCiP87/tz9y/6X/4L/W/7l/Jv77/gE9yv3BPgm+Sb6U/z2ADoGrApKDu4POw9TC00Fwf/b+xv6Xfna+Wr6Q/vF/Ez8mfpJ+fP5KvxR/rX/iwD2AVoD7AVLCO0JPgtmCsUHFgP0/WL6Afrt+8X9mf73/c/7a/kp+Wj5Evp6+9f8R/6M/8MBcwSAByYK4QotCXMEkQCm/sb9Lv5P//AAzQFqAbL+3foo+OH21ffv+ab87f9JAscECgeYCNIIvQZHA9D+Wfpq9633I/zmARUF0QYCBxYFhQHQ/Jv6T/pf+yP9If7t/6sBBwMtAoT/XP7A/sT/CQBdAAgBiQGLAsYD2wPIAmABZv9o/Ar5qPjs+5v/OwHAAVoCGAISAVYAZwDjAH4B3gDa/cH7nPx5/3MCwAP8AyME9AKHAFP/6f45/+b/cgBaAAgAu//q/6AAJgBM/rr71PlX+Mf4APyoABwGAQqBCp0HJgNW/9v8Fv00/w0C2wOEA7MCNgE0//r8Wfq695f1jPQT9mf6TgCgBTAJwAqmCbYG6AJ/AMIARgK/A0wEEgQ9A9ABsf/P/Pb5d/ea9Xv0ZvPk8/33t/2wA1EJEw0CDvcLrQngB/UEcgIuATMA8/48/dj7u/oF+mX56PhP+A74z/jl+Uz7Af5wAl8GHwlyCosKkQm3B8QFhAMkAb/+3Pyh/Pj7uvko+Mb3zvfy98b4sfqe/rkCVAX0Bv8H/wdPB04G7QTMBB8FjgREAs//ov15+0X5MvfZ9tL34fjD+WP7z/0VAbMDcQXJBh0I/wiiB5AFtAOHAuwBtgA5AM//VP/A/uj8MftM+UX4Ovhs+Bf5APvC/lgCUAVsB9MI1ggvB8IEUAKSAHv/W//e/nz+b/5f/sv+1/4F/yf/rP7a/F76I/ke+oz9cAE+BdQH7AdaBuQDMgLYAFkA2gCeAIX/rv1s/AT84/xM/5ABJwLaAHn+/vuD+nv6v/wSACADVgV/BvwGpAa2BWYEwAI6ABX9Jvoz+H/3hPgT+zL+swBIAiEDrwKDAZ0AAgAHAL4AbgEJAxcF2wWNBdwEQQNZAI78lPnP+GP5tfq9/Ef+L//H///+r/7H/7kBIgRmBW4GAQeXBjcFTAOTATH/4vwh+4r6HfsV/A/9ef7c/wIAXv++/n7+OP7z/soAdwNvBjkHTwYdBbYCjv8I/Pn59Png+vT8YP9qATADzARABCQCpP/6/VP9Kv01/pD/JgFVAl4D3wPsAhIBz/4J/XX87fvI+//7zvz1/qIBawTsBRAG7wQbBKgCTQCK/s/9zv7k/1wAngAxAa8BnwA7/hv8ePre+af5qPmR+if9bwAqBNoH5wnDCq8JcQcjBOMASf45/WX9+v3Q/tj+C/4o/HP6AfnN+Bb6ofvS/W8AMAO/BaAGOQaCBf0FFAbBBO4C8wByAML/qv5O/VL87/vJ++r7zfuT/AH+1v+QAdsCXAT0BI0ELgOfARwB2gA5AcAApf8R/7j+Xv77/B/8+/zc/loARgA9ABoBGgLlAloD4wNMBEsELAPfAFL+u/zc+wP7Dvsv/Lv9Z//EAK4ARwDkACACFAPPAncCEQMSBFIEWwP8AR8Aef4F/UP7wvo9/Ij+bwCaAZQBtQHZAXIBSAEHAREBsgDV/3H/vf8gAOP/5v99/8b+ev7i/dz9Ff8nAcACgAM4A5YCbgIPAmgBgQC4/6H/vf8q/yj+ev2v/Q3+j/31/Bn9Wv16/Vj+TQB+Al4EQwWSBXUFXATLAuMAUf9f/kv+Vf5W/j//XADfAP3/Rv6C/Xf9Ov2//Nj85/1m//EAuQK3BLMF2AVEBYEDZgEjAMj/W/94/gf+iP5M/wr/X/4h/SH7f/rb+hP8DP5XAO0CwASpBc8FaAUPBXoE5wKxAJr/Cv+u/of+jP2G/L37Afvw+TH6/vsS/oYAggLmA3YEcwRGBIUD7gIfA2YD6QJhAikC+AH/AL7+FP13+675APlN+Qz7Tv2S/7MB6wK2A/wDxQNpAxcDGQMwA+sCQAIxAUwAZv9C/mD95fzG/IL8i/vo+kv7J/wj/kcAHQL8A3cFZgYgB4AH1wZyBa0DTAFF/iv8YPsK+xj7MPvP++H8Kf3W/IX8Uv0K/04BEQRQBrYHjwgtCZUIlQZfBIYCAQDb/ID6PvlN+dH5Vvoo+7X77/xz/pj/vAAoAgoEAAUJBXoE+AP2AxwD6gGgAJ//Of9n/mf9xvwH/ST95fxM/dH9K/6R/n7/qgA2AbABmwLKA1QEAwSSA5YCMQF7/0L+qP2d/TX+y/4n/yX/Rv///oP+KP4k/pv+Mv97AEoCkgSnBlMHTQa6A04B7v/Z/qH9Qfwx/Iz9wf7e/hT+Vv3M/Gb8Xfwg/d7+rgGCBFwGPAfuBsAFdQNQAPL9b/w4+5P6TvsQ/XH+xP6G/oH+ev63/lH/kwBrAuMEyAbpBioGtASuAkcAH/4w/Q79r/zg+0P7tPtx/CT9mv2x/TT+JP9wAA0CzgO0BfUG3gblBe8D7wFwAOb+8f0T/ZX8dvwq/Ff8j/zf/Ir9nf6p/6cA2wGhArcCmALdAuACUAL0AQUCPQLIAZsA8/4y/XP8Wvw8/DX89fw4/mb/oAB0ARwCjgLoAjwDvwJXAmcClgI7Ah4BJgCs/4D/ov6Q/dX8ifxU/Cf8C/2+/vYAUQI5AuwB4wEGAvgB7AFVAi8DsgOhAvIApP/H/oH+Jf76/QX+sf52/8T/HgD9ANwCJwT3AxADDgL2AOj/9f4e/h/+4/5w/4X/BP/c/mL/t/+9/9T/bAAiAWgBSQE3ARwBhQEyAvYB4QC2/+n++f30/Cn91f3L/mcAjwFAAkECUwJeAhAC6QHLAVMBjgAYAAgABQDT/xMAqACsALf/Uv5l/XH9Mv6H/wwBkQLcA0QE1gONAhoB+P8f/0j+uv34/Rj/jACmAVMC+gFQAbQACwA7/x/+5f2u/pr/aAAwAQICdwJuAg4CHQHd/7r+/P3e/e39iP74/2ABhgK/AiICXgFlAAAABQDG/3n/rv9/AMIAYwAVACUAdAB0AAMAqf8FAJkAHAE7AVwB1gFNASMAAf+m/mj/cADqACoA5/6w/QL9cv2u/nUANQJPA/8DFAR2A1cCeAHDABAAqf9T/2z/mf94/yL/4f7n/of+r/1w/UH+m//fAAwCUAM0BCEERgMJAuUAWwDj/4H/R/8g/zb/Nf84//n+nv79/Yr9vv0Y/gH/MgBLASICmAIdA30DswOeAzIDnAKbARQA8/1T/LX7N/xa/XD+FP9l/z8A/wAqAfsASAEgAtIC7gKpAn4CUgJVAikCwgC0/jX9qfxB/BX80fxS/jcA/QD6ACcBoQFaAtECHQP5AgIDgAM/A0cC/AAnAJP/iP4v/Sf89fsk/Nf83f2f/kX/VABpAfMBOwICAz0EzQRLBFYD/AHAAB4Ahf/j/i/+7P3q/ez94P3i/Tv+rf4p/4X/JgCjADoBeQLhA78EqgQuBGEDKwLWAI3/dP4W/iP+8f2V/Wj95P3a/tz/3QDBAWwCIgN+A88C0QF6AWABAwFcAIb/AP/N/pP+mv4l/w0A0ADIAHgAbQCYACMBuwHqAewBQQIfAj8BJAD//hz+OP33/DH9V/37/TP/tQDKAaMCcQOZAzoD7wJxAqMBMgETAfMANwB5/0L/sP7q/XT9OP1B/bn9Wf5E/0gAMgFQAlAD8gM9BEsEBgRLAxwCwACm/7H+rf3+/Kf8f/yW/P78x/2W/mH/DwDbAJQBAQJgAtgCYQNdAxkDjQINAn0BnADt/yr/9P3H/Ev8a/w7/Tz+Q/8WAI0AKAHhATICEgL5AQsCAwKjASYBpAAwAOv/xv9N/2T+4f3G/bb95/2e/sz/3QARAdkAyADNACABZgF9AUwBRAFKAeoAiAB4AIUAQwDu/7H/9P8XAPf/tv9B/9f+hf6L/rj+LP8wAEAByQG/AWkBUQEiAaoA8f9W/xz/BP82/53/FQDTAIgBWwGKAGP/rf75/on/DQB5AOMAHwHaADMAX/8S/zH/Hf8G//7+Z/8NAGoA3ABDAZ4BpwEWAV0Auv+2/wEAEAAYAH8A6gCoAPL/UP81/yL/Kf9c/3r/0/9ZAPkAWwG5ASQCFwJ0AXsA4f+L/0b/Qv9X/6//AAAJAOn/2//r/+b/2//j//j/8f/7/10A1ABFAZUBvQGkAf4AVADN/4b/S/8C/+v+M//r/z4AmwBIAZYBYgG9AC0AzP+H/4j/h/9r/y//Qf/G/08A0QBlAZoBbAFqAVwBRQECAd0AHwEjAbEADQDY/93/hP/1/pH+dv6L/tj+Y/8HAMkAqQFUAmIC3AGfAcEB5gHAAVUB8QBuAOz/K/9E/oj9Ev0Q/VX9zv2F/rX/NAFRAsMCzgKoAnICUgIMAtoBvQGGAUYBkQCW/4b+kf0n/Vn99f2h/kT/HAALAZEBkgF/AYsBzQEOAh8CLQIsAjMC1wENAScAPv+X/iX+6v36/Ub+yv5V/8j/JwBwAK4A8wA2AaIB6AFIAtACpQI8AqIB/QAsADv/t/5O/v/9Cv5y/vb+Yv+w/xAAUQB2ALYAQwHxAT8CGAKNAd0AiABaAAgA8f/R/3r///6X/on+rf4d/+T/pQAOAVIBogGoAXgBIwH2APgArgBOAP//0f+J/z7/Vv+C/5n/mf+L/2z/R/9T/7D/TADvAKoBPgI7AuEBgQEbAXwA6v91/w//2v67/r3+1f7q/iX/jP/I/+D//v9vAB4BnQG/AWUB8ADBAHcAy/8k/+b+Lv+Y//r/WgC2ANkAxQB2AOr/p//G/wMAPACLAN0APgGQAV4BsgDW/yT/p/4G/pX9yP2d/sD/1AB+AcMBAgI+AjYCxgE+AfUA5AC/AIMAXgAWAKD/Cf91/i/+Mv53/jn/KQDZADkBPAFBAVIBOgEDAcAAvgCxAHQAIwDI/6L/hf9O/97+hP59/t7+lf8qANUAcQH1ARYCoAEGAbwA6wDNAFwA///w/+r/tP+c/6X/v/+8/9D/tP+d/9z/KQCXAAcBgAHSAe0B0wGzAYYBMwHlAF0Axf8r/8z+pf6d/u7+X/+g/6T/vv8NAGAAlwC/AOIAJgGNAf8BOAIhAuwBiAEMAUAAJ/9W/vv9B/48/qP+c/9PAPkASAE2AfYA1gD3AAgBCwFCAYYBhAE+AbAAIACg/yb/wf6f/iz/4f9mALQA3gD1ANwA2gD/AEQBlgG1AYMBMQG+AHUASgDT/13/I/9N/4D/cv+z/2kADgEZAaYASwA7AFMAlgDcABEBdQHJAYgBxwD6/5r/pP+R/3//s//l/w0AAADG/7z/7P9qAPQASwGOAdEB3AGMAQgBrgBsAPL/lP9u/1n/Q/9H/6b/EQBzAMkA6QDfALcAuQDbAOwA9QD9AAUB4AB9ADMABQDe/+f/4/+t/3//fv+l/7n/p//I/ysAbQB8AJAAzwAHAQUB8ADeAMMAcgA7APr/l/+G/3L/Z/9q/4r/0f8FADgAVQBsAJAAyQDsAPUA6QC8AKQAggAkANX/k/9k/0n/Pf9o/4H/r//s/xwAMQA1AIgA0wD7AA8BJwEqAQQB8QC/AHoALgDy/7j/XP9B/2D/oP/J/87/AAAYADkAUgBLAFQAWABxAF0ALQD0/9r/wP/G/+H/8P8bAEgApwDhABEBGgHmAJQALgD6/9T/zf/2/x0AJgDk/1X/8P7k/i7/q/8JAEsAiwCxANQA2ADNAN4A/gAOAdAAXwD5/7r/bv9O/2L/dP+h//H/agC+AMoAvgDBAPIAEgH3ANsAuACBAEUAyP9T/1L/lf/v/xEAEgARAAgA/v/a/9D/6P8pAFAAHwD5/xgAgADaABABRgFQATUBvAACAHb/Sf+M/+b/JwA/ACoALAAeANr/xP/i/yEAUwBBADUAXwCVAPUAYQGJAWkB6ABPALr/cP+O/9n/QQCiAM4ArQBVABUANABtAHkAdgBmAEUAUQB8AKoAywDRAN8AoAD6/3T/S/9x/8z/GQBSAH0AoADJALoAaQAuADkAPQD3/4P/T/+M/+X/NwByALAA0AC9AHUABwDc/wQASwBsAJMAuADXAAoBDgHEAFwAGgAAAPL/2f/n/yUAfwC8AOcAIwEXAeUApwB9AFYAFADy//b/KQA4ADoAOQAgACIAAADH/4//f/+v/xEAZAB7AGoAVgCEAJgAjgCGAJwAywDOAL0AiwBSAEAAPAAhAN3/l/9z/2f/R/8+/57/OgDIACoBdQGCAWMBPQEGAd0AtwCoAKEAZwD1/3r/Pv8w/y3/NP9s/9n/VwC7ANsAxAC8ANwA6QDhAK0AgQB3AEwABQDR/6T/af94/7X/xP+r/6v/1/8MADQAWwB6AIMAsADgAMkAkwBzAE4ANgAAANL/xv+v/77/4P8CACMASwBqAIIAgwB1AFgALgAYAA0AMQBgAIkAsAC7AJ8AWgDq/5P/ef+g/97/+f/7/9b/uf+j/7L/6f8lAHcAwAC/AGcAFQD//wwA+//w/////f/g/7L/uf/x/0gAeABwAFQAKQAUAP7//f85ALEAGAEYAcQAZAArAPb/w/+8/+T/EAArABgA2P/P/xkAawCJAHwAewCSAIcAcABWAEQAfgCkAJ8AZwAXAOf/tP+M/3f/qf/N/9T/0P/I/97/9v8WADUAdQCsAJcAbgBMADgAXgCQAIcAfABiACYAz/9y/2D/d/+5/ycAfQCRAH0AcAA8AAQA/f8ZAEEAWgBsAGIAWwBVAG4AcwA6ABAA+//3/9z/xf/4/1IAigB5ADYA4P/B/8X/v//S/wcAXwCxANQAugCPADoA1v9+/2P/jP/L/yAAXQCWAJsAcgA0AO3/zf/e/wYALABYAHEAkQCbAI0AfwBhAD0ABADR/7H/n/+8/9v/5v/2//f//P8GADIAhgDQAP8A6ACpAFIA7P/I/8D/4v/y/+P/4f+7/5//jf+W/8H//P8QADkAhwCsANYA0gC+AJcAWgA4APD/q/+C/5T/rv+E/3P/bv+C/4r/jf/J/x8AjQDcAAQB6ACvAHUAOQAXAPz/+f8HAAoA9P/M/4b/UP9J/zv/Pf9M/2b/l//X/xwAVQCaAMsA6wDwAMsApQB0AC8Auv9A//D+3/74/hn/Of9X/4b/qv/L/+j/AwAvAFQAbAB/AI8AoQCaAGoAOAAJAL7/ZP8y/0X/jP/P/wMAKAAvACIACQDx//H/CwAoADsANAA5AGIAaABNACAA/f/x/+H/yv+3/8D/wf/f/+//4f+6/5f/qv+z/+D/EwAlACcACQDs/9j/zv///1IAcwBnAFEAGQC+/5D/dv+A/6H/sP/W/+f/+f/5/wkAKAAnADkAQgBSAE0ATABKAEQAVQBSAD4AEQABAAcACwAMABkAFgD3/8v/jP92/4T/wf8UAFsAggCLAH8AWAAmAOX/yP/a/+3/AgAWACoAQQA3ACQA+v/F/6j/j/+a/8P//f83AGoAjwCPAG0AJQDZ/6L/qf/W/wcAPgBmAJ0AtwCkAHoAVQBLAEUATwBcAIcAwgDEALEAgQBBACUABAAEAAoAIwBEADoAHQD3/+3/6v8SAFQAiACpAK0AoQBhACIA3f+Y/3f/eP+0/wgAagCyANoA4gDGAIUALQAHAP3/FgBQAGgAcgBtAGcANgD5/+H/1//u/9v/6v8iAEgAfACEAG8AQQAkACUAHAAAAPv/FQA+AIIAhwB/AGQAQQAoAAsADQAIAAUADQApACgAFwANAAoAJwA5AD4AMAAtADAAJQAQAPP/+P/4/wEAIgA0ACwACQDr/8//yv/p/wgAGAAsAD4AWgB6AHsAVgAbAOb/x//Q/93/5v8GADMAZQBsADgAAADd/+D/AwAiADoAWgBwAFsAIgDu/8T/of+Z/6//5v8SACYAPABjAHYAZQBTAC0AIQArADIAOAAbAPv/9P/o/73/qv+v/8z/6v8CADAAQgBxAJYAnQCoAJ0AkwB/AFEAEgDt/9f/vf+m/5n/of+5/8v/+P8uAEIATgBYAF0ASgBSAGkAcgB1AIAAlQCDAEQA/f/F/6X/kP+U/6//tP++/9L/7/8CABYAQQBoAIMAtADgANcAsAB2AGUAUAAZAPH/z/+z/6v/v//F/9b/6/8DADQAWgCHALcA4ADmAMgAsQCCAEYAGwD///v//f/t/+D/6P/x//L/8//o//T/DwA7AHgAoAC4AMwA1gC6AJUAfwBdACIA6//N/7T/u/++/73/2f/q//j/AAD9/xEAMQBcAIoAkQCPAJUAnwCBAE0AQQBAAEUANQARAOv/x//C/8//2v/v/xgARABPAFgAfACfALIAswC4ALcAsgCZAGwATwBAACIA/v/F/5v/n/+0/+L/FgBbAJkAoAB5AE8ALgA3AEUAQgBOAEUANAAyACYA+//s//X/9f/h/9P/6/8hAFMAZQB1AIwAoQClAJsAnQCyAK8AhwBZACYA/v/z/+n/6P8FACYAOwAvACgAKgAqADkAPQBIAGcAiQCgALAAsQC2AKsAfwBHABMA7v/B/6D/of+w/73/yf/F/8v/3f8EAC8AVwB7AJkAwADJAMIAnwCYAIMATgBDAB8AAgDz/8//pf+n/7r/1f///x0AXQCkANoA4QDgAMwAnQBeABYA7f/H/8v/zf/Q/+z/6f/b/5//b/9d/2v/pv/V/xUAXwCfAL8AvACaAHgAcgBbADwAJgAnACgAGgAGAO7/0/+0/6X/mf+s/+n/PgCSAL8A2ADfANwAzwC4AKYAlgCJAHEAPAD+/8r/sv+f/4r/dv9e/2r/jv/A/wcAXQCrANkA5wDPALgAvwChAHQATwAsAAkAwv+U/3z/aP97/5z/tf/A/+b/JgBeAJ4A3QARASYBBAHHAJsAewBZAFcAUwAtAP3/1v/A/6b/j/+r/9j/8P/5/wAAHAA+AGUAjwCxAL8AvQCgAGIANgAjABQACAD4/+b/1v/V/93/7f8JACsAOQA7AEMASQBaAHcAhgCVAJcAfQBMAA4ABAAGAAgABADa/8b/uP+z/7n/0/8LADoAXQB1AIIAmACmALYAvwCZAGkAQAAfAAcA9//3/w8AAQDd/9H/z//Z//L/IQBGAGwAgwCLAJcAoQCzAJ0AeABZADwAEwDl/8T/sv+9/9H/2//h/+7/DQAnAC4AMgA0AEUAUABFACkAIwBEAGQAagBEABsA+v/x/+n/yP/G/8//2v/r/woAMwBKAFkAVwBNAEIANgAqABcADAATACMAMgAsAAwA9f/x//z/AAAAAAYABgD9/+n/4v/7/w4ALABTAGsAjwCGAGcAVwBSAFEARgBMAEsAXAB3AIUAfwBRABkA6/+9/6j/xf/s/yYAYQCHAKMAoQCHAE8AFQD6/wQAEwAhAC8AMQAxAC0AGgDx/8r/r/+T/5r/x//t/yEAWACKAKAAoQCfAIcAWwAhAPz/9//7/+b/4P/r/wwAOgBVAGsAYABJACkABQD//woAIwBHAGMAXwBUAGMAYgBPAEIAGADs/8z/tv/D/9f/+P8eADUARAA6ACUADwAIACcATQBVAEkAOwAfAAAA3P/T/9f/w/+//7H/uP/N/9j/AQApAEcASABDADgAIQAZAAcACAAWABgAAwDe/8L/o/+j/8L/2//v/+///v8fAEAAZABwAHcAbABTAEIALwAkABoADwAQAAkA/P/r/+b/4//k//L/7/8IACYANwA2AEIAUQBLAEgADgDt/+j/4P/m/8X/sP+0/7v/zP/K/8b/0P/g/+X/4P/p//r/CgAbAC8ARABPAD4AFQD6/+v/6//n/93/2f/Q/9n/0P/I/87/1v/h/97/+f8aAEAAXwBUAEQAKgAlAC8ALgAzADsAQQBAACYA9f/U/7T/m/+P/4//of+9/8//7P8ZADEATwBIACsAFQAJAA0AEQAfACQAKgAmABMA8v/I/73/0f/S/9r/5f/l//T/+P8EAA0AMABTAF4AVgA5ADwAMQAiABwA/P/c/8b/sP+w/7P/vv/S/8f/tf+6/8n/yP/R/+v/EABOAGYASQAyABEA9f/e/8b/w/+x/67/zP/I/8X/yf/F/93/7f8EAB0AKQA6AEgAVwBjAHIAbQBdAFYAOAACANb/sv+B/3H/bf9e/23/fP+M/6P/xf/t//3/CgAAAPL/8v/3////9//5/wAA+P/q/9D/tf+j/4z/d/9q/4r/vf/v/w8AHAAqADwAUgBCADMAIAAWACMAIwASAP//9f/Y/7v/lf9y/2H/WP9u/4T/pP/d/w4AJwBCAF4AWwBBACEAEQAKAAUAAQAAAAIA///9/wEABADw/9P/vf+l/6X/rP/K/+n/+v8iADMANQAZAAQA8P/m/+r/4f/q//v/DQD///L/4f+9/6n/nP+J/3z/iv+w/+b//v8MACAAHgAaABcAHAAXACQALwAjACEACQAAAPD/5P/b/83/zP/G/9z/4v/z//n//f8TAAgACgAFAAQA9v/Y/8j/uf/B/8P/1v/e/9j/1f/k//f/3v/m/+7//P8PABQAIAAUABwAIQAYABMADgAGAPf/6f/Y//L/AAD//xEAFQAaABYAFwAVAAsABQACAAEAAAABAAcABwADAAMACQAVACYAIwAkACkAHAAPAPj/+v////r///8JACgANAAoAB0ADwAMABYAFAAQAA8AEgARAP7/7f/0/wAABwADAAEADQAaAC4AOgA7ADkANQAxACYABgDu//P/5f/a/9X/3P/m/+v/DAAgAD0ATQBCADkANgAqABYAEAAPAB4AHwAXABIACAD7/+f/5f/f/+b/8v/2/w8AGAAlACYAHwAbABEAFAAhACsABAD5/wcAFAAkABoAIAAkADsAPAAoAB4ADwAZAB0AHgAhABYAIQA3AD4ANgAcAAkAAAD0/+3/6f/s//T/7P/l/+H/5v/z//L/8P/x//3/DAAkAEMASwA4ACQAKAAuADMAJgABAN3/2f/z//f/AgAbAC0APwBKAEEANAAtAB8AEQANABUAEgAWACEAGwAVABQAFQASAAEA8P/u/wAADgAGAAsAEgAZACYAJgAhACAAFAAEAPj/7//g/+H/9v/w//D//v8MABwAIgAfACEAGgACAPL/5v/0/wYABgAEAAAA7//c/9j/2P/Z/97/7v8HABgAJQAvAB4ACwAFABQAHwAXABcAKQA4AD0AQQBKAFkAUgBCAC0AEwAFAAoACQACAAAAAAD6//L//v8JABgAGQAeABsAJAA3AEIAQQA2AD0AOgA7ADIAFQD2//P/6//X/83/3P/0/wQAIAAbAAYAAAANABIACgATACgALQAuACEAGgANAPv/7v/b/9r/zP/Q/9D/yv/J/8X/3P/y//b//P8EAAQAEgAbACYALgA2ADkAQwBJADkAJwAPAP3/4v/l//L/8f/m/+L/8f/1/wIACQAaABcAEwAZACAAOABJAGEAcgB0AFcAOQAgAAQA9v/q/8j/tv+5/6r/x//g/+b/9v/4//r/9P/v//P/6f/f/9z/3v/r//n//f/0/wUADgD6//X/4f/P/9P/2v/x/wQAEgAoADgANwAiAAcA+//o/9D/wf/R//z/EAAnADkANQA2ADAADQDx/+X/+f8VACEAKwAoADAANAAhAAgABQD4//X/AAD0/w4AHwAlADEAJwAkABgADAD+/+f/3v/n/+3/4f/k/+H/yf/T/9//1f/Z/9z/6/8AAPz/8//6//r///8NAAoAEQAMAP3/CwACAPn/9//p/+H/2P/q//r///8TABwAGQAgACsAIwARABEACQAMABYAGwAcABMADgAKAAUA+//z/+T/6P/w//r/AAADAB4ALwA+AEAAMwAkAAMAAwAMAA0AEQADAPj/+P/9//n/7f/1//f/6v/n/+n/8//u//f/AQD3//H/6//U/8L/zf/I/8f/1v/R/8n/wf+8/8f/yv/R/9//+P8fACIAIQAmACoANgAvADQAJAAPAPn/4//d/9D/4f/j/+T/8v/z/+//5/8CAAsABQATAAUACgApADwAQQBCAEUARQAqAAMA7//J/7H/vf+4/7n/zv/h/+X/7P8AABAABQDs//3/9f/6/xIADQD2/9b/y/+5/6v/lf+I/4v/k/+o/7P/t//E/8j/1f/x/9H/wv/W/9f/2//j/+v/5v/k/9r/zv/c//H//v8IABMACgD4/+v/5v/e/93/4P/X/9v/4f/r//z/DAAXAAQA8f/u/+j/5//p/+3/7P/s/+3/8f/n/9L/2v/p//X/8f/u/+7/8P/0//v/CgALAAUA+P/g/8v/yP/J/7r/uv/A/7v/yP/J/97/8f/j/+n/1v++/7P/r/+//87/0//X/9z/3v/2//z/8v/v/+r/4//a/9j/3v/8/wgABgDx/97/4f/i/+3//f8KAA0AEwASAAsACwAMABsALAAsACcAEQAAAPj/4f/Y/9f/1f/d/+X/4v/m/+//7f/s/+n/3P/c/97/2P/b/9j/yv+7/7j/u//D/8n/y//M/9X/4v/b/9//2f/Z/9j/0f/X/97/+P////z/AADz/+j/6P/c/+n/AAANABsAHQAcACQAKAATAAwADwAZAB8ACwALAAMA/f8JAAUABgANABcAIAAeABgAAwAAAAkA+P/z//L/9/8FABIADwD9/+v/2f/Z/9f/0//g/+v/+v8HAAYAAQD///b/6//0/wEAAgABAAUA/f/q/+7/5f/f/+L/4//s/+f/3f/g/93/3P/u//L/AQAbAC8ALgAqAD8AQAAiABAAGQAdACcANgA3AEcASwAxABkACgD///T//P8QABAAHAAvADQANwA6AEEAQgA7ADYAMwAqADIAKgAlAB8AEAAJAPT//f8NAA4ADAAJABQAIAAXACAAKgApAC0AJwAlABsAFQAMAAYABQALAAgAAAAIAAAACwAgAB0AGwAhACkAMwBFAE4ASQBFADQAIgATABoAKQAuADQAPwA+ADMAPgA7ADwARgBNAFYAVQBTAEUAQgBAADYALAAhAB8AHAAfACYAGgAZABYADwAOAAQADgASABQAHAAkACMAHQAgAB4AJwAqAC0AOgAuACUAMAAiABgABgD2//b/+P8GAAwAEAAMAB0AMQA+AFUAaABsAGwAWwBEAEMAMAAwACAAEAAdAAwAAgAHABsALAAyAEcASwBPAGMAdgB0AHoAeQBwAHgAbQBkAFMAQwA4ACoALAAmACQAGQAPAA4AGAAjABAACAAKAAsAHQApACcALgA8AD8ARQA4AC8ALAAcABcAAADz/+v/9/8FAAoAEQAHABIAGgAqADcAOABDAD0APAA2ADAAMQAdABwAGwD8//T//////wAAAgAUACYAKwA2AC4AKgAhAB0AIQAcACcAHAARABgAGgAJAPX/9f/5/woAFQANAAAA/v8NABQAFgARAAoAEQAHAP3/+P/8//z/8//r/9L/xf+s/6v/vv+7/8T/yf/V/9n/5v/r/+7//P/2/wYACgABAPn/+v8AAAMABAD4/+P/2P/n/+f/5P/g/93/6v/t/+3//f8KABAAEQAMABkAGAAZAB4AIAAXAAQAAgD3//T/9//q/+v/5f/g/9n/x//N/9f/3v/v/+z/4f/l/+j/8//z/+f/4P/X/9H/zP/G/7D/p/+j/5z/sP+9/8n/yf+4/7X/wv/Q/8r/w/+9/8L/yP/K/87/yv++/7z/v/+3/8T/yf/D/8v/zv/J/7r/wf/U/9//8f/2/+j/5v/q//H/7//g/8r/uP++/8X/yv/K/8T/xP++/7z/rv+t/8T/zP/W/9j/0v/O/87/yP+5/7b/q/+l/63/qf+b/5f/ov+Z/5P/n/+h/6v/pv+g/6P/pf+f/4n/iv+K/5b/q/+z/8D/x/+//77/vf+y/6//sP+x/63/uv+8/73/vP+y/7//w//G/8P/wv/T/+P/8//u/+T/5f/e/9H/x//E/8n/yv+8/7L/qv+m/7X/vf+//9T/2P/X/8v/sv+i/5z/pP+m/7T/uv/D/77/s/+s/5n/mv+X/5b/m/+e/63/sv+1/7v/t/+x/6H/nv+b/5n/q/+2/8f/0f/R/8L/s/+7/8P/wP+//8T/x//O/8z/xv+7/7X/tP+6/7//v//O/93/6v/w//P/4v/i/+7/4f/c/9X/zP/L/8j/wP+8/7//uP+4/8L/t/+o/6T/mP+O/5D/l/+f/6//xf/M/9X/4f/S/7r/qf+k/6L/pP+0/7D/r/+z/7X/qP+Q/4j/d/91/37/i/+i/7X/wP/G/9D/0//T/8H/t//D/7z/tP+6/8T/xP+//77/uv+4/7z/wf++/8D/xv/M/8n/w//B/8L/zP/I/8j/yf/L/9D/0v/Q/8H/tf+q/7P/t/+v/6j/of+f/5b/lv+f/7D/vf+x/67/u//D/73/rv+p/6j/rf+o/6j/q/+q/6f/nf+h/6L/sP+7/8v/3P/e/+r/4f/Y/9j/y/++/7T/u//H/8v/0P/V/8//zP/W/9b/1P/T/8//1//i/+P/6//6/wIA+f/h/9r/4//p//H/9//u/+T/3P/Z/87/vf/E/8r/yf/L/8L/vP+5/6r/tP/G/8r/zv/Q/9L/0//X/9n/zP/C/63/pf+t/7D/tf/A/77/vf/R/8n/wf+//7//yP/R/+D/7f/o/+L/5v/v/+//5f/k/9//2//e/+H/1//b/9r/0f/Y/+b/+f8CAA8AEQAVABUACQD5//T/9//4/wEA///6//D/9P/2//X/8f/l/+3/5P/k/9//0f/V/+H/7v/o/+n/6f/s//v/AAD+/+7/7v/p/87/v/+//8j/0//V/9T/0v/U/9j/1v/t//r/AgARAA8AGQAYABYACwAOABUADwALAAMADAAGAAoAFQAWAB0ALQA9AEIAUABTAFYAUQA7ACsAKAAgACYAMQAcABgAIAAhAB0ADQALAAsABQAKABQAKwA0ADUAOQArACYAIQAZABUAGgAgACQAIQATAA0ADAACAPz/AgAFAA0AFgAUAA4AFQAuAD4AQQBDADYANwAxACYAJgAaACQAJQAjACMAGgAdAB8ALQAzADcAUABZAFMATgBNAFYAUQBKAEcARgBRAE8AQQA9ADIAMwBDAEUATQBWAE8ASQBaAFoARwA/ADwAQABHAEsATABEADkAOwBCAFAAUwBOAFQATgBLAD8AOAA5AC8ALQAsADAAOgA+AEYARABDAEUAQQA6ADkAPwA+AD8AOQA6AD4AQQA4ACYAMQBCAE8ATQBCAD4ARgBOAGgAZgBfAGYAVQBqAHUAaQBcAEkATQBKAEsAVgBOAEMASgBHAEUAWQBfAGMAXwBQAEAAPgBKADsAOAA4ADcAPwApABkAFQARAAoABgAAAAYAFQAVABkAHgArAC0AKQAsADEAKgAhAB8AGwAWAA4AEwAaACUAMAAuACoAIwAlADUAQgA7ADQAMgBBAEIAKQApACgAMQA8AEMARwBDAEMAQAA2ACQAIgAeACEAHAAcACUAGwAkACIAEQABAPz/AwD6//3/AwAPAB0AIgAnABQABgAIAA8AFQAdABoAFQAcABcAHgAbABAACgAGAAkABgACAA0AJQAyADcAKgApAC4ALAAmABoAHQAbACQAFwAMABcAGwAxADIAJAAeAB8AIAAeACUAIAAiACIAHwAoACgAKwArACsALgA6ADwAOwA1ACwAKwAkACIADQD7//T/6P/2////AwAGAP//BgAJABAAIwArAC0ALwAhAB4AFgD5//H/9v/7//3/AAD0/+r/8//m/+P/7P/v//D/7v/t/+T/5v/4//3/9//x/+v/6P/r//H//P8KAP7/AAAAAOn/5//z//L/7/8AAAUACwAXABcADQAJAAMAAgAIAAQAAgD9//r/+P/x//D/8f/r/+7/+//y/+P/1P/O/8j/vv/I/8z/2P/n/+T/5v/W/7r/s/+8/7r/u//D/8X/yf/G/8D/uP+0/7j/uv/E/9D/4v/0//f/9P/z//n/+f/n/+H/3f/d//D/8v/1/wIA///8////AAACAAAABQACAPr/9v/t/+f/5v/g/+H/5//m/+f/2f/G/77/t/+r/6n/q/+y/7f/t/+1/6X/n/+s/8D/yf/W/9n/z//R/9T/0P+//7//xf+//7r/vP/I/8f/wv/C/8X/xP/H/9n/6v/3//////8GAP3/6f/c/8//3P/c/+b/6f/h/+7/9P/y/+X/3//Q/83/zf/Q/93/4P/m/+v/5P/R/9H/zf/H/9P/0f+9/7f/tf+0/7f/t/+6/73/uf+7/8L/s/+w/6r/of+o/7L/xf/Q/+P/6P/m/9//z//V/9H/w/+4/73/wP+//77/w//O/8r/1P/W/9H/3//n/+j/5v/k/+H/1f/N/7//vv/N/83/1f/L/8L/yP/J/9H/2//Z/9L/0f/C/8L/wP/L/9f/0//Z/9X/1//k/+X/1//X/9T/y//M/8j/u/+w/7H/vP/J/9L/0v/a/9n/2v/i/9z/4P/i/9//2//d/+H/5f/f/8n/wP+8/7//u/+8/8L/wf/D/8j/yP+2/7f/vP/B/9L/1//n//H/6v/z/wAA8P/a/9P/0v/i/+r/5v/h/9T/xP++/8T/y//N/8b/zv/a/+H/7P/n/+H/1//W/9f/2f/W/9H/1v/I/8X/xv/B/8X/xP+4/7n/xv/A/77/v//A/8v/zv/O/87/0f/K/8//1f/Q/9r/0P/H/8n/0//i/+v/8//u/+D/1P/b/+j/6v/q//D/9P/+/wYA///6//P/7//8/wIA///7//j/8//r/+H/3//j/9z/3//e/87/1f/N/8f/1P/Y/83/v/+7/7r/vf+5/8L/xv/A/77/u//D/7//wf/I/8j/xP+//87/z//P/9b/1P/Q/8z/zP/S/9n/4f/d/97/6//e/+T/8f/x//f/+v8BABAAGAAWABcAHQAiAB8ADgACAPn/8v/9//n/7//x//T/7v/g/9z/1//U/9P/z//N/9X/1//N/9X/1P/X/9X/3P/c/9L/1P/L/87/1v/c/9X/1//Y/9T/1v/N/9X/3v/g/+//9f/x/+7/6P/n/+r/+f/7//3/AAD1//v/+f/r/+H/4P/m/+n/5f/r////AQAIAB4AJAAmACkAGAAKAAIA9//s/+T/3v/d/+X/4P/k/+H/1f/W/8//xP/H/8r/1v/r/+n/8f/0//X/8f/m//D/6v/r/+//5//t//L/7v/s/+f/4//Z/9H/2//b/+v/8f/q//P/9//0//P/+v/0/+f/6f/n/+3////9//j/BQALAAsADwAJAAYAEQAXAB0AFgAAAAwAEQALABYADgAJAAAA+v/x/+j/7v/z/+//9//2//f/AAD3//7/AAACAP//8f/t/+X/5//p/+D/3//g/9j/1P/Z/9r/y//K/8r/xv/P/8//yv/P/+D/7f/y//f/+P8PABsAFAAVAAkADQAOAAgABwD9//3//P/9/wQABQAKABgAIAAiAC8ANwA0ACoAKwAmABoAIAAgACAAFgAGAAEA/P/2/+3/7v/y/+v/5f/r/+r/5//i/+f/4f/Z/+L/2P/a/9v/3P/a/97/5v/k/+b/6P/h/9r/1//S/9r/3//f/9//4v/q//b/+f/0//v/9//7/wMAAQAGAA0AEwANABUAGAAaAB8AGgAbABkAIwAYAA0ADgADAAYADQAGAAAAAQAFAAgABAAKAAgA/v8JAAYACAANAAYAAAD4//f/5v/j/+L/2v/X/8z/x//H/8r/wv/C/8r/zf/X/9v/0P/F/8X/wv/G/8n/zv/P/8f/yf/O/9H/2f/b/9z/4f/n//H/+P8AAAIACQAPAA4AEAAHAAUADgAKAP///f/8/wAABAAEAAwADgAWABkAHgAnACEAJgAdAA4AEAAJAAIAAwD+//P/6//n/+L/4P/f/+T/7P/4//3/8v/t/+n/6//v/+v/8f/7//L/7f/l/9j/2v/h/+3/8P/t/+n/5f/t/+z/7v/5//7/BgAGAAAA+f/d/83/0f/e//n/AAAGAAAA+//7//L/9f/v/+n/3P/h/+L/2v/k/9v/zf/W/+j/8//9/wIAAAAHAAkAAAD7//X/6f/V/8P/vf/G/9D/yv/D/8z/1P/V/9j/2//g/+3/8f/b/7v/p/+h/7r/x/++/8L/tP+5/7j/sv+8/8j/5P/6/xMALwBHAEgAPwA9AD8ASwBSAFkAXQBNADkAHwD7/9//0v/E/8L/yf/S/+j/8f/l/9b/2//s////EAAZAA8AHAArAC4AMAASABAAGgAXABkALAA2ADcAPAA8AEQAPgBJADIACgDu/9f/v/+b/43/hv+F/3T/Zf86/yz/Tv9h/2r/dv+G/4j/lP+4/9n/6f/n/9H/uf+e/6v/5/8NABEABwDo/9v/5P/o//r/8P/w/+X/sf+L/3P/YP9G/yr/Cf///h3/Ov9E/03/bf+n/9v/AAAnADkANgAyACEABgDz/+3/9f8dAGEAhwCOAHQARAAjABgAIQAdAAQA7P/Q/6X/kv+N/5n/x//j/93/zP/O/83/0v/L/7H/wv/u/xcAKQBMAH4AkACBAGoAawCAAJIAnACSAGoATwAqAAsACgAsAGIAcABVADUAKQAaAAgAAAAGABEAHQBGAHsArgCqAIoAgQB0AHMAhQCiAKcAmgB9AFIAPAA1ADUAOgBBAEEAMwApAD0AKQAAAOH/uv+u/6z/t//G/8X/xP/M/8X/wP/Y//L/7f/i/8f/jv98/4f/oP/N//f/GQAgADEAQwAwAAAArf9q/zb/Ef8B/+j+t/6K/p3+o/7W/i3/e//f/wMA/v/R/67/s//c//T/8v8KAAwAJwBNAEkALQAxAC8AMwBdAGsAaABUAEkAUwBIAEAASwAyABIA4P+P/zv/Cv8h/0b/cf+g/8X/2P/h//z/BgARAEUAUwAnAPP/2v/W/9f/7P/w/+P/1P/w/wsADwBEAFsASgAyABEAzP+W/5r/fv9//6b/q/+V/37/bP9e/zv/GP8W/w//Fv8o/1H/h/+0/97/6//1/yMAQwA4AC8A9/+s/3H/Vf9c/2v/nv/H/9L/0P+r/4b/fv9c/03/T/81/zT/M/8Q/wf/Hv9I/4f/tv/B/6f/oP+K/3//pf+y/8//4//Q/9j/5v/u//3/9P/i/93/rv+W/7H/rf+1/9H/3v/S/8P/v/+3/7z/1f/F/5j/d/9n/2f/iP/D/9L/AgAsAB8AUAB4AHsAdABYAFIAYACNALsAzgC6AG4APABiAJEAvwDyAOoApwBbAC4A/f/x//3/4f+5/6H/e/9U/1H/af9j/x3/Av8r/0X/UP94/5H/mv+y/8T/t/+0/8//zf/M/8v/rv+c/5T/rv/Y/77/mP+a/67/6v8HAAYA+v/u//z/8v/q/97/4P/v/9X/yP/w//r/9v/U/6b/vP+s/4T/i/+u/8r/3////wAABwAkAEcAWgAuAAgA8f8IAC8ANABIAEQAMwAZAP3/8v/y/wAAFQAMABwAFwD9////CgAwACwALgApABUANABPAEYALgAlACIABQDx/+j/zf+4/6D/gf92/4H/iP+E/3T/c/+G/57/nf+n/7n/kv+f/9D/1f/f/+P/1//S/+n/9P/w/+T/r/+T/5v/uf/Q/+j//v8dABsA8//3/wEA8v/l/wQA6//A/63/nP+p/7//5v/l/8P/vv/f/+j/1f/C/87/wf96/33/c/88/0P/Zv9p/3H/jv+D/3v/g/96/2P/Tf9R/27/hP9//5v/t/+p/7X/4f/t/+3/CQAhABkADQALAPL/0//f/wEA3v+n/6v/uP+8/7z/u/+x/7z/zv/Y/9r/yP/K/8r/3//X/7f/v/+0/6D/nf+K/2X/ZP9R/1//sv/i/+v/BAA3ADoAQgBSAD4APAA4ACwAOAAdAPX/1f+//9D/z//Z//P/9P/j/8n/t/+0/5j/d/9+/3v/av9T/1r/gv+B/5v/z//W/+D/6v/1//T/8v8SACgALABJAFIAPgA5AD0AYgByAHUAjgCFAHYAYwA7ABAADAAcAC8AKwAPABcAIQAWAPr/5v/o//n/CgD2/+n/+v8CACMAOAAwAD4AZgB0AJMAwgCtAIUAZwBgAE0AOwAmACEAEAAIABcAEgAcABkANQBIAEgAJwAVADEAMABVAHQASAAkABIA4P/Y/+7/8f8aAFMAgQCiAKIAqgCvAJwAhgBsAE4AMAAgADUAKwAEANb/nP+f/47/bv9m/0//dv+j/6P/l/+k/7f/yP/x/+f/z//A/5r/ZP9L/1z/eP+N/47/ov+3/8P/9/8kACoAOAAwABEAAAAAAPD/4P/c/83/wf+o/6H/of+f/7j/n/9//2r/S/9E/z3/Mv8w/0f/X/9b/0j/Q/9P/1X/bv91/2v/af9//6z/2P8HACkAUwCAAJwAogCHAHAAdwBbADMAFwAAAPz/EQAgAPz/9v/t/8b/zP/E/5v/h/9p/1X/Tv8v/w7/B/87/0T/Pf9A/zj/W/9t/2//bP9k/03/Pf9W/23/fv+M/5//uP/V/9X/r/+u/6H/ev9m/1P/VP9m/2z/ZP9X/0H/KP8q/zL/IP8I/wT/Cv8T/y7/J/8a/x//Gf8d/0//c/+W/8b/xf/Z/+n/3/+//7v/1v/Q/9j/4//g/9//9f/x/8P/x/++/43/jf91/1r/e/9x/3n/qf+W/3r/lf+c/6//xP+O/5D/wf/X/+3/9v8CACsARgBxAJ0AgABtAIgAhQB7AIQAfwCDAKgAqgCeAH8ALAASACkAAADV/9P/sv+h/3//Y/93/4z/u//+/zQAYwBuAGIAZQBbAG0AhgCPAJMAigCQAJAAhQCEAGwAMAArADMACgAFAA0A4/+0/6P/ef9y/3X/a/9n/zz/K/8s/03/Xv93/6j/vv/C/+n/HgAfADcASABmAHAAeQBbADYAUABFAEYAOwAQABMAKQAeACMAQABaAFQALgAcAP//4v/a/8b/tf/M//f/EAAQAAkAHAD7/9//4//R/+T/9P8MAAcA/v84ADgAEQAPAAYADwAcAPD/4//h/9X/8f///wgAIwArAAsA8v/+//P/5P8DAPb/0f/K/7n/sf/V/wAAEQAWAAQA9/8HAP//6P/V/7L/qv/C/7j/nf+2/6X/ev9j/0n/Tf9V/0//U/9g/1z/av+b/63/v//z/8v/pP+w/6L/p/+g/4T/b/9O/zz/If8K/xv/KP9F/1b/Wv9U/2f/fv+h/7T/gP9d/1X/W/9L/3H/mP+O/5z/kP+M/43/qf/Y/8T/ov+J/2//cf94/4T/cf9R/2n/Uf8u/z7/N/9M/1T/OP89/0b/X/+C/4z/ff97/5T/lf+F/4n/kP+U/6j/r/+e/6L/qf+z/8P/4v/s/9v/0P+x/7P/wf/c/93/5v/k/83/wP+P/5n/sP/B/8r/x/+d/6b/wP+Q/5z/nv+1/8T/nP+O/47/ef9w/5D/fP9x/5v/w//c/9n/0f+//7b/tf+5/7z/oP+f/6b/kf+Q/3n/av90/5r/vP+h/37/bf+F/7D/uP+p/7j/qP+7/8L/m/+4/9H/3f+0/57/pv+v/8P/tP/U/+j/3f/m//n/DwAIABwAJwAZABMALgBJAC4AHAAkACoAKwAwADsAUgBSAEcATwBDADAAOwA4ABcADQAdAB8ACgAJAA0AAgAUAEAARwAdAAcAHQAcAA8AJQA4ABEAAAD//wgAGAD2/wcABADw//P/8P/1/woAMgAoAAoAIAA7ACYAOwBaAD4ALwAvABEACQAFAAcANwA4ABoAEAAHAP//CgAhAEQAVQBFAEQAQgAzAAUA9v/n/8L/vv/I/+D/0//c//v/5//c/97/4f/4/wcA+P/f/8v/5/8GAAMABQAzAD4AMwBQAD4AKwAhACwAUABsAGIATwBRAFMAUwA4ABkA8//w//n/7v/i/+L/AAAHAPX/5v/0//v/AwAUAA0ADwD9/xcALAAXACYAKwAyACwAPQBEAEgATwBSAEAAIgAoAAsA8P/t/wcAAADh/8z/u/+q/6P/pP+G/5D/nv+S/6r/qP+D/5b/qf+8/8T/wf/b/+v/CAAQAAMA7//X//L/9P/a/+f/+v/1/9j/tv+n/6n/q//C/9b/y/+y/6f/rv/O/9b/zv/I/7v/yf+4/7D/wv/O/9X/wv+f/4r/nv/G/+P/+//9/9j/6P8FAA0AGgApADYALAApAB0AEgAYAB4AHgAAAN//x/+r/5r/pP+1/7f/tP+2/8H/6/////X/6v/r/wIACgAQABgAJwAqADUALgAjAEkAWwBYADgAGAAhACcAJAAzACkALgA8ACYAGwAkAEAAUQBRADMAGQAMAA0AMgA1ACcAGQAkAA4A5//q/9j/2v/m/+D/vv+q/7r/wP/Q/+r/+v8BAAwABAATABgAEwAoADMAKQAaAAAA8/8AAA0ACAD1//D//f8JAAMAFQAbABgAIQAYABwAHwAaAAoA+//3/+H/3v/3/w0AKgAeAP//6v/Z/83/0P/c/9v/+P/v/+L/7//e/9v/7//5/+3/6v/u//v/8f/3/xIAIgAqACEALAA2ADMAIQANAAAA+//s/+D/1//R/+j/6//f/+P/9//s/8T/vP/Q/+T/7v8EAAUA6f8AAAcA6P/X/9L/yf++/67/m/+h/6z/vf/F/6r/rv/L/8f/zf/M/8b/vP+y/6z/nf++/+D/6P/u/+r/7P/k/9//4//Y/9P/z/+1/7b/yf/M/9z/2v/G/7//uP+8/9r/6P/t/+3/4v/e//v/IgA4ADoAEADr//P/+P/0//n/8/8DAAcA5f/P/9H/4P/k/9r/3f/T/8j/zv/N/9r/7v/m/87/yv/D/9b/3//f//r/BAACAPz/7P/b/+3/+//y/+D/4v/z//n/FAARAPj/BAAQABwAKAAgACwAOgA4ACkAHgAeACYALAAjAAUA1P/F/8T/vP+5/63/s//V/9T/zP/W/+D/5//w/+r/1v/Z/+H/FwAzACoAIwAMAAAA/P8CAPz/9P8AAP3/6//j/9//8P/9/wAABgD2/wMABQDm/+//7f/R/73/vf/C/8r/0P/L/8r/1//0//3/6P/p//H/6v/9/woADwAmAD4AVQBbAEkANgArACgALwA3ADkAQABEADsAGgD0//n/DAARABMAEAACAAIA/v8DAP3/5P/d/9b/4f/0//v/AAAPAA8ADwAiABkADQAWABQADwAAAOf/4//b/93/2f/X/+3/8v/v/9b/wf+5/7L/xf/X/9v/7f////b//v8QABIA8//s/wUADwASABgAHAAMACMAKAARAAAAAgAaAA0A9//K/63/tP/J/9n/xv+7/+L/3v+3/8b/xv/B/8//3f/N/9H/3v/l/w8AEgAIAAsAEAAPAAsADQAIAA4AEAAIAAUAAQD7/xMALwAwABEA+f/l/83/1P/Q/87/0//f/8z/uf+y/4r/j/+F/3b/hP+W/63/4f8CAPP/AgD2/+X/6v/+/xEAKgAzAA0AGQAcAAMA/v/7/+H/3f/J/5r/rP+7/7z/u/+3/6r/nv+x/6X/kf+R/6L/tf/B/8L/wP/c/9//2f/e/9H/3P/k//P/6P/I/83/sv+u/6//k/+g/6//qP+U/4r/hf92/27/bf9s/4H/lf+c/6T/r//C/9H/v/+z/7D/rv+2/7D/q/+f/6z/qP+O/5L/i/+j/6j/m/+s/7H/vP+1/8D/wf+8/8//0/+9/5L/j/+U/4H/h/+E/3v/hv92/4H/jf+W/6T/m/+w/7z/vv/D/9b/7P/z/wMA9P/b/+D/0//G/8z/sf+f/6b/qP+o/5r/o/+p/6L/mf+a/6r/uf+7/8n/1v+8/8//2f/Z/+f/6f/x/+L/3v/h/+n/6v/d/87/yf/K/9f/6P/P/8//2v/Z/8v/rf/E/8n/u//U/7H/pv/G/7n/xf/h/+X/8v/3/93/3P/j/+v/7f/q/8r/tP/B/7j/tv+9/9//+f/+//X/4v/j/+H/3f/r/+D/1//0//j//f/4//L/9P/P/9L/1P++/7f/r/+j/5P/lP+p/8r/0v/H/9L/1v/E/8z/0f/R//X////0//X/DgAcABMACAD0/+f/0f/I/87/vv/I/9v/1v/U/8//zf/k//L/6//t/+//8P/0/wQAFQARAA0AAgDu/9v/2v/P/7n/sf+x/7n/uP+6/77/tP+k/6v/rf+y/8f/2v/k/9n/3f/Q/9H/2P/Z/7v/pf+//6v/lP+P/5D/pP+8/7j/yf/t//3/FAAQAAAADgAjABMADQAGAOT/3P/I/77/xP/J/9r/0P/F/+L/+f/0//f//f/5/+n/7//m/+b/3f/K/9n/y//P/9n/3v/n/+f/6f/b/9f/1//f/+H/0v/W/8n/w//F/8T/y/+9/8v/zv+6/7j/vP+g/5r/ov+S/6j/uv+6/7v/xv/M/93/4P/h//P/2P/b//r//v/t/+j/5P/d/9n/xP/F/77/v//M/8L/tf+6/8//z//R/8T/xv/H/7D/uv/F/8z/1P/I/7//2P/P/8H/wf/C/9n/6P/k/93/5f/g/+//7//V/87/0v/l//r/9v/x//D/3//j//f/7P/m//b/3f/d/97/zf/W/9n/3v/k/+L/1//p//n/6//f/+n/9P/1//T/3//Q/8n/wf+6/77/wf/Y//n/DgAoADUATgBqAJMAuADCAM4AyQDAAKcAjABsADsAEADC/4P/bf9a/zX/Af/u/hn/Uf9o/5P/5f84AGwAaQBqAJIAqQC0AIMARAAtAB0ABwDY/7f/tP/I/8j/uf+0/8f/5P/1/wwA9v/a/9n/8P8YAP3/7v8KAA0ALQA+ADUARQBYAFMAIAAJAAwAIgAxAPH/wP/X//L/9P/b/8T/1f/a/8//vv+//8//4P/w/+7/BQA2AFgAcQCJAIMAfAB8AF0APQAmAP3/6f/k/9T/z//L/9X/8f8IABIAGgAsAEMAQAA7AD4ARwBgAF4ARQA/AFIAUABHADQAKwAyABwA/P/X/7j/rf+3/77/xP/U/+r/BAAUADsAVQBZAGcATABHAEgAMAAqAB8ADwAMAA4ABgAOABUAHwAlAB4AJAAqAD0APwAtADEAPwBIADEAIgAdABMAAQDy//D/3//i/+T/zP+0/3v/Gf/P/s7+8/4L/xX/QP+g/xAAaQCpABsBoAH0AfkBtgGXAaMBcwHxAIEAIwDY/5L/M/8F/wf/Ev8B/9n+zP7q/if/cv/C/+3/8/8TAF8AxwDxAPUABQENAQoB3wCwAJ0AmwB3ACIAn/9j/4D/kv9y/0r/cv+W/6X/nv+4/xAATwBOABIADgBUAIQAgwCSALUA2gDKAJ8AiACEAIUALQDl/5X/dP90/zj/D/8K/y3/Lv8q/zL/gv/a/+n/7//2/xQALQA3ADYAQQBIAO3/VP/y/vX++P6y/lr+UP6L/rL+4v4s/8H/bQDCALcAuwAaAXIBlwGqAesBSwKgAsQC0wLyAhMDJgPgAnUCCgLOAYIB4QA2AMb+efzK+pH6pvom+h/6K/vF/Fb+o//NAJ8C8wTOBcEExgPkA9QD0wKBAZcAWgBgAMP/kP5X/jD/ev+g/qf9UP2X/fr9Av4M/oH+6/4P/3b/VQDuADkBvQHaAYgBSwEZAfoAGQEJATIAO/8d/wD/Xv7s/eT97/3P/Xr93vyr/GT9Bv6V/WP9Uv5E/6n//P+oAJ4BjgK+AiUCzwGgAVkAIv55/L37H/uJ+l36D/uA/Of92/7J/0QBnQIPAxUDUwPwA0EEDwToAy0EyQQmBUUFYwX2BasGdQYLBeoC+wCq/vz64/ZC9EjzwPK18kL0a/cf++n+RwL6BKQHoQkACh0JGghLB9kFJgTYAuIBLwGsABEAHP8n/nH9ifxq+9P6kfpT+q76yfso/fX9bP6f/2YBvwLoAsQCdANBBAQE1QIcAl0CawIaART/AP4a/W36DveG9eD1RfYw9rb2D/jy+fb7Zv3d/vYA5AKMA6QDQgW3B2oJ6wrqDMsOOw/BDegKhQcGBET/UPiA8WntaOt56prrnO+q9Hj4p/uS/0QEeQhYCn4KyAouC4gKEQmzCIQJkQkXCKgFXAMUAfX91/rV+OP3F/eR9av0IvYz+db75Py3/Y//ZwEKAiMCmQP9BRQHvAZfBuMGqwcYB/oEzAJxAan/q/ze+cj4qvgC+Hr2GPRL8mjy0vNz9fn2MPn3+4L+SQHzBJYJgw5IEuITARS6E5ESWQ+nCqUFKQDn+eHyvOyG6RDpLupl7L/vevMi9yT7dP/1A9cHcQlQCY8JtArDCyUMcwzwDG0M9glaBiEDlgCv/TL6Hfc89Uj0VvNW87X1Lfm7+9X8nv0N/5QAzAHIAjkEDgYJB0gHxgeRCOMIOAixBp0EOwJ5/4n8MPqT+ID31vZ49oL2NPdS+HL5+fnd+CT3V/YA98n4GPtJ/oAC+AaTCkEN4A93EpATWhJ2D04MbQnXBZwB2v1J+7X4YfTe72Pt7Oyy7Sfvd/Gj9Fr4uPxjAV8GaQttDs0OCQ79DGgL5QiWBswEkAJAAGn+XP3+/I/8+/uh+2f7+/og+ur5M/sg/Rf/GwBQAPIAxwF9AiQDYANAA4QCgAEEAR8B7wGKAvQCTgMWA4sCagHQ/z7+qfsu9/LxdO0+60TrMO3Q8Nj0Jvmq/dkC1ggIDjoSaxUwFycXjhWJE6ARUQ8BDNgHgQH5+M/w0OpN597lPua056/p8uw08uf4KgDEBcYI8gr/DH4O4w79DscPaRD7D0IOvQu4CE4FwQHu/Uf6//bj83Tx9vB/8i31uPfF+Dn5rvq1/Ff+JwBVAh0EewUnBzwJnwvdC7UHZwIE/q/6mfdW9GHzXPRy9i/5R/xtAIMEAwhoCmAKJgmKCPkHEQd8BmcHlwhxBh4BfvvO9xv2fPSr8hLx/+/H8AXzgfY/+9z+SQGhAwEF/AQdBOUEVQfnCBgKxArWCwgN7QzFDPELNAqnB94CvvnW7r/n4OWu5Tfkk+QQ6Qzxm/ny/8kF/QvYEY0W9xcnF8sVIxUyFl0WjhQTEhQQKw/bDJoGLf7y8kLnid7d14nTfdKA1p3dGOXD7Cj2TAEjDYoWkRxUIKwgmB/tHNoZXhfhE80PiQqKAl34GO1U5BnfTtsT223etuS/7fT3ygHzCKwM2Q9rEgUT8RHiEeETVxVpF4YaQxwVGvwTMQzuBfn9G/GP4djUVc+mzRbPItWz367q9vJT+Vb/zARfCnwSzhoNIu0nGSwgLjktUCrnJAUcIA+r/nPtZN7g1LXRh9LA1SrbReIe64r0Rvsq/7QBIgVyCJAJWQkvCjUN8xB4EzQU5RMBEiEQRQ6eC7wJ3wj/B24HHggsCtYKxAUO+ufqYt5y1RPQBM/o0YjZN+X2840D8BCeG/8jeyj+Jy0iTxktEO0HNAG4+0D3h/VU9sz1L/Jd7AnomubM5m/nzOqp9NoC8Q+JGOEdYCI2JtomXiPfG68QCwVe+8zzX+2I6TLqO+0m8NLyLfc7+7D6zvX28FnwmfE78tXztPhV/0cEMwenCggQ4RWdGt0c/hx3Gr4XjxQMEBINLQqxBOv6Oe+K5aHfSd1G3nHgROMy50vsufIM+JP7CP1J/pAAYgN9BwkPwhl+JGsseDHQNHo0SDC3KbUhrBXuADzlicxAvvy7JcFpxrzKWNG/3czr6/XE/UsHUhLtGW0ZghSUEu0UMBh0F/8STA5HDCMMCAvvCQELmw1pDU4HXP8h+hT2bvDI5dbXCM+T0FbacOYL8aT6ZANCC4gR9BRqF20a+xweG+8ThAtHBjkG5AgGC3AL3wmVB/UEgALiAe4ApPsa8fblyt8k3pLd69334OTpXvbfAoEOuBfTHwIlaCSrHbcUlgv0A/T8FvVx78HuyPSn/LECfAXDBQACuPmK8A/qrejn7Ar1o/zpBeUOvRaZHdYg9yCpG1oSWAmv/rDxLeYH3sPd/ONK7K303vr0/3QF6QqNDzMTGBbOFyEWbRCFBg381vM07yXuou6F8bD2U/sX/y4D7gR0BTcEIwFw/J70Ae5b6nToFumQ7Jjzgv63CIgRsxhwH8kn8y0oMCkvrCtdIe0M9PTx4XjWXtGZzjPPHdSw29Pl1uzi8av4VgAQCAILFAhrBSQEkwTkB3wM3BRDG48ZGhDlAWn44vZh+44DVwxgEzcZiBysGdUPBgQW+37wQOQX2C/RstEB1QbcBed7+I4LJxZpFgATzg1UCBcFAQW/C6EUtx2UIv4fQRkiE8wOnggYAM70y+kS32PV3M6Czs/W3ed/+xkJeA8zDb4G2wB3/A36afq3AGYMMRWyFZgQEQrEBXcFVgp9EnYb8yTgKoIlEBN1/Y3xN+305oHcxtJIzy3QqNLz1gLhHfJvBXsTYhiTEg0GZ/vw9RH37/16C2Ud2S4NOlQ8Rje9LKIeEAuh8+Dd2s1iwWO3KLCtsAm/1tco81QGCxATFgkbQx3EG70ZCB0iJHAoASteLOIsvyzXKPYeog9M/Lfmuc6Ht4uq/alxshO/wMxR3BPtKfx5Cj0Y9SQKMbs4jDwsO402xjC9JS8Xagnx/0z6yPT/7EHlA9xK1KfP480/0lvWvNoh3+DjJOzP9XD/PQrAF84nnTd1QndHfUWYQ3hCvTxTMgYg2ged7JPRGL1ZrmSkz6M9rA27NsqQ2ETmjvBI+/QHMhZBJPctSjezQnxIdkpeSOJAtDTiIE4M8PY+3jDG6rH4pQ2lL65LwTvWD+a/83f9QANrBpYJrxEuHOcouTd4Q2dKYUlaQXI2RSkSFuD4Htmhw+C6DbZqsDOx6sKf3G/wUfyKAcMEmgWqAy3/t/1zCAwcJC60OHw7IjlSMrQj/BHfAv36/f5xBZcEqfmq6ynkReDg2+DWCtJE0KTSgNYy2sndm+udBzYlIDvzRU1I2EKNMm4eeA9aCCwI3QZyBSwDLPoP8Prm6Nxz1gLYqN/p6Cvqpef350Xt+vdQA6QQhBtWIIMerRZ1C63/hPU88g32C/suAKQCxgNTBOgGJw8UGU0mwTH6Ma4r0BxVAs/kDMzGvoi877+tyojbE+0k/4oQzCAyL3k5ADs3MC4cSwJi59PSacckx5vQrdxI59Hvhvi1AUAK6hKgH9MvBEAvSd5HX0E4MncZ2v0l5TrTvsYsvYC5Q7qNv+jKZNgo6SP8UgxIFBkSlgvSBicGQAsmFl4nYDqiSPFOxEmFOxsmHAr97nLXT8MItCiqW6vltV/CZs5H3evxEAjxFdAZLBxAH2ohcyH1IVQlaCvuMHExFCplGkwJUvpL61/f1tlE1u3U8tlU4sTlGOUX6ArvzvIF8x32XPteAigLpBRTHNAjvysSMDAuzyfKIlIcABGMA5P2tuxb52viNNzE1ejQUs8Q0Q7Wq98/7Z/7gQuPHLgqJTOrOeg8TTihLO8d7w6x/obwt+dN4jveZtsE29rc3t614QHmWOxD87X5oP4XBKwJAA1UEEcT6hauGaUcLSAwINsbJBehEj8MNAYAAxoBR/zy8xTtl+lu5ZbhNOO96ATr5eu57AXwCPSL968AVgwhF/8c2BzIFwkObAOx/QT8Dfsk/Kj/gwMTBM4BEwLNBLoGVgVvBGIFjAL0/Ib37/saBYcKSRD9FdoXUhN/CXH7HepV2Y3S79Gd0V3VAeDb7eD5PAPyDmAc5yb/LB0vdy3OJoMguRjeEAoGxvo48svq0+Er163RldFU1j/YAd9f7TD5FAEACr8RChUKFe0VQRl6FqoSFBV4GVAZwhaOFaEXYhfwEtcMfAVD+dboXt2g0bDG98BTxO/MGtJI1Q3f5u3T+MYC4Q/GISgwwThvQb9HNEW6O9Yx5ScFGfsFIfN14XLQzb+OtFS0u7zSyfnaNevJ92/9SwDGBdAIRw0iGIAkAC9pNT86qT0oO8wzKylYHTwP4PvN5SvMzbOApDKf6qjLvIzVPvCdA8sODBLwDbsNzRGDFisbCSABJk0nVyanJS0k5SH0Gk4Nr/r55L3SiMNVvVzEZdNw5qr5oAvYE/gQZAlIAz79bPrW/L0D4wwIFpQhSSsxMEovWCzIIjQREPme3b3G07g5t1e/7c/h6QUDRxJaGigaphZXD28I1gJy/dv8FgAOBxUN1xN6Hc0lWyclJe4ZFAzU/UXrot7o2Crd9ufK8tL8wQJ5AsD9EPT26cnfntkQ21HhhOsl+uANjiLjMQk6QD3LON0v5R5PDKn/Y/Tl7vnuje207DDuVu+V8wHywOpd50Xm/uUa5hjlOuqm9R8DAw4wFLYY+BjWFhYOmQe9BVMFxQfXDHgSwxY5FNQQUA5SA5j79fPu60nmM+Lm337ipufS8Hn92gjnD94U3hbFEuQMjAG6/Wv/zP9p/ez40vYV9Yzxg/NG+Tj9agLhB6oNsgvgCGkIbwf5AnD+iwGPAoMAlQXqCV4NdxTcFnUWIxAUCqsEM/jw7TLpRuYg5qDn+uwR87fzLfaX+If4v/lQ+2T7Mv1jAsgH0wvCDjETWxWZEpkMoQkVBiv92fQa7onqBe307wbzKfgh/gkGqQY3CCMMvAneCVwLOgqqCAAFqQV0BkUAC/+2/7j9hPix9h35O/SX8FjysvGi8of0Jfcx/rQBEwglDWoNMBKoFKERqA4XCnMFwf3M8SruXul46F7xTPm6AY8IZA6GGTQcJhkiGFkT8g0sArf50vQ47JnoyOVd4/7qz+428NLzsfi8/+X/vgF1BoQK9hCoFC0W2BUOEmsPdwZX/Dj4FfPd7Q/ocePC5PjoHu/F9DH5cAGYCLUK7gn4B/EI8wscDioPFhP6FhEXvxVME4YPygsoBVb96PfN7BnkLOLj3S7fvuUe6/7yNvhO/J//jf7FABADIQQnB8EGkQYOC20O8A8aEFARchOxER4NQANh+YvwYOqV6FToEvBH+q//qwjhEKgR/xGXD9ANbg1NCpQGkgEQ/ZD92Pu7+Xj7j/xZ/qX82vgf9iLy6u2U65Lpneq17SvyLPZD+Ev/6QWKCqYPuBFJFOMUpBG1Di8KlwVCAh/+svvq+Ez3g/iC9Wf05/Q18/LzFvMh80L0uPUz+1b+YwI0COEOQhf/GDMZVRZqETcPRAsnBo0BCv7r+Gn0z/FE8EnvFfCM8Gbw9vA08yD3R/sp/kEBEgbcCLkLlQunCvAJ8gi0CRIIbQcRB4EDVQJN/7L96P1V+Lb4qvgP+Nn69fpC+zz7+f6hAAH/agDBAV8B0/8S/zcAnAG+AtEG0QrzCpkLEAsxBkQBGPy5+Bv1C/N/9R/1wvRQ9gj43PgC+mH7lv26/Qz9ef7Q/pP/igL6BlYJfQ1MEEIOyQo2BvIBjv1U+ED2ZvX38iTyqvGx81/3TfypAiMIlAu0DRQO0ArhB9AGzAU+BBYDSP9r/Tn7pfWh8vHw+/En9PH1l/eB+Xv8yf0t/vcBawbbCscOsxAEEOcMCwvABu4CLwDG/BD7uvnx96X1sfVk+Cj7Fv0C/vL+if9R/Wj9Wvw8+0P+8QDwAxgFdwdyCe0IEgmGB7gFIQNv/jb70Pau9CT2nPYD+P34NvyF/0oCOAR8BJQFPwStAnQAR/6o/er8Tf6v/k7+vP4e/fD9mP1U/Gv85vpw+4n7sPxq/6oBpATYBr0JRgviCUoIrgXkAvD/cvxk+pT4f/n++cT4O/rc+3L+/v+8ABQC8wBIAGb/R/1F/Lz7b/7u/2z/WgFcAn8C6AF3AWsA/f7Y/Yv7VPti+w77uP0sAbQEZgYWCAUKsAf/BJsDOAKt/xL9wfsS+mn43PY39x76DPvD+xr+if8dAdEBAgJWAYcAHwIiBM4ENQThA6sDjwFM/1v9bPzK/C/8N/sW+u75tPqC/ED/zQGmBSoJ5Qn0CGMH9ATXAfj+Nv1Y/Nz78vqD+bv4sfgy+lL9UQBuAiAExAWyBaMCAwB7/7EA5AERAjUDqAO0AtgAZ/4M/AP7XfuJ++b68/rI/Fn9WP0u/mb/uQEZA24ECgUHA1QB3P9Y/5n/EP9P/WH7Evu9+gv7mv2pAOQCJwW5BTQEFwKvAOn/Qv6M/Ib7cPxC/er9mP6A/6IBXgIwBF4E3gLEAiYB4/8//jT9k/6R/gz++/1s/nn/Ev96/tv+Cv+u/yEAZf+E/5T+W/6Y/1gAcwETAvMCFwR4BLYDPQKw/7H9SPyx+uv5DPkR+s38qf5vAS8EjAaHCGIH0AYwBroDUAK0AHwADAB4/hL/SP/x/xoADf0g/I77oPkW+LP2m/c2+HP5Af3V/5wDaQeBCDgIqAXaAjEAmP2q/If7/frn+339Sf+sAG4DSAYPBiUFJQN6ATH/2PyK/Q/+fwC0AnYDnwTsAkABVwBq/5b/ff5I/tr+1fwv/ET9c/6UAFMBQANeBB8CRQCF/Mz5V/kD+RL8WP1d/ooCMQWgBkcGEwfHCbgHBgUYA8H/Wf2f+Mz1vPaE+ML6LvsN+5P8bP2D/QP+j/4qAoUFCgZ4BwEImAjOCIUG1gbOBj0GygQXAHL9yfo9+Cf3B/Yt+Lf7e/2J/nn+Of7P/Kz64Pns+Vf6Jvyr/X//sQI5BJIGVwjUCRsMogvhCeMF4wA0/hL7Kvrq+mb6DvxV/NP6PPr/+XL8Mv7i/oYA//96AdgDUgSbBXAGVgimCc0IEAdsA8r/ff1u+yD6jPhs93P48PjS+DL4KPh9+rn88v4YAfcCVgdmCskKnwqLCocM5QuuB30Db/+v/Cj5NvQi8kXyAvTN9Yv2Kfl8+w79k/7C/8oBxwOuBR8HAAg3CQAK4wmlCasJvwh5BssDBgFK/Z74uPV+8xXygvIO9CD3g/ks/QMB5AKSBKIEaASPBGMEdwSNBLMF6AYeBz0HfAbsBMUCbgA8/dH5nfdE9pL1PfV/9Sz3X/qP/XgAXQLLA/kE/gSyBBAEhQPFA4ED1gOgBIAEtgR6BHsD9gFaAHj/Pf7X+9f5ufgI+SP6+Po1/AX+g/8HAAwAvP+f/7r/lgCGAXkBBwLgApID7APPAzoF4AWPBUIEgQF4/9n8XPva+jb66voe+5H7BfzS+3P8lv1eAFgD/wSQBb4F4AVwBfsE5wNSA2wDIwNNAtT/kf1W/Hb7kPu7+j36z/oL+/r6f/pL+y/9if9mAqkEvQUNBmQGuQblBfYDzQJkA5kDWQJAAMv+F/40/cL8c/tV+l36QfrH+Qr5r/kb/Lb+gwHSA4EFWQcbCKcGVQThAvoCgwPqAnEC9gEfAQ8A2v0P/BT7dvlW+Jz3sveG+Jn4UfrE/WEB9QSbBksIUAldB6sFNQTmA0YEmwN1A/0BcQD8/zL91/ma99X2O/fi9k732fjz+or+zAFbBDsHkghlCZAJ/wdABQsC+gBcAIX+AP6K/sz+vv3l+yr76voB+/z69vp5+wP8+fyf/v8AZgNFBR8HoAiqCbYJ+wc5Bt4E9wKMAAL+0/x2/Eb7DfrJ+I73qvf998D4I/pL+kz7Ff0Q/xkCCQTZBvEJTgt+DNkKKgggBqwD+AEe/lT7jfvO+6r8r/sU+4P8V/xi+wf6hvmi+pv61vpP/Lz9OwDlA0gGXwe7B5oHjgebBSsDkwE4AJH/Yv7j/Vv/FwEKAtYAYv/m/m/+y/1Y+8D5Ovov+lD6wvqF/DUANwKYA+sENAXPBQoF8AMQA1MC4wL2AqMClgKNAu4B5P+3/fH7OPoM+Rr4FvdX9/D3NPjL+s79gAFjBFEF1Af9B78Hqge1BUgFxQN1ApwBQ/+f/m3+8f3i/Fn7WPtY+/H63PpZ+7L7QPxW/TH+oP/oAPIC6QQ4BlYHRge8B0QHbgW6A3IBRAAD/xv9cPwY+wn7Qvur+pj7cPyS/a3+hv6y/lz/YP9WAP0ASAHbAVcBvgGJAY4A4ABEALT/iv84/6n/u/4v/lT+dv6n/5AAPAH9AZkCLgJkAWQApv/J/rH9m/1I/W/9gf7i/8MADwGxAeABsAEKAeP/iP/M/ycAJgCa/8z/qABSAewAJf/z/en+lf/W/kD+kP5z/wX/k/52/qr/hAFuAcIAv/+B/5T/s/6i/hf/kP9aAMT/FQBkAYcBYAHdADQBUwFdAAYArP+I/9z/SgBbAb4B6wF8As8BDAAh/hH9iPyy++j7U/1p/p7/AwFiAi0DiwOWBEkFngWoBPUCZgEz/5P9sPxb/En8Mvwa/NT7oPvZ+4/8Hf0U/v/+dP/L/xQAggALAR0C3QKIAwgFtwXRBcgFOwXVBGcDBQINAVn/Qf5c/Zn7Nvoy+Wf58fmr+fv5pvpL/FD98v2U/20B+gP9BS8HVwi1CBEJjwhiBrIEQgMmAc/+7vz5+zD76flh+aL5qflT+q77CP0W/mD+5v7Y/4UAZwELAkoD8gT1BcwGyQYGB3QGFAX5AyoCpgDl/sf84vpF+dz4wvim+Fn5Uvrd+xL9M/59/9IAoQLmA0cFogZsB+sHLwigBxMGTATRAuYAUv5i/L76H/k1+M73xPcP+FX5B/zV/RT/igAzAhAE5QTaBbsGCwcVB78GjwW1A/QB1wBr/139DvwT+3z69vm9+XP6zftS/ff+VgCWAWsCfQLCAsICTwIOAkIC6AIYA3oC+wFSAb0ATv/9/XX9H/3x/bn+Mv9J/2H/2v8lAHQAyACjAP//af+Z/7v/IwCEAZECpgMaBPUD9wObAq8BNgG8/0j+3fyL/JD7Qfov+uf6zPwG/qj/UwFAAk4DkAK+AZ0BVQERAZsAswAxAQUCMQJVAtECxALCAqQBagC2/x7+6Pwh/Df80fzX/Ir9Vv4r/1P/Tf+kACgBrAEQAgYCCAPJAoQCUQJAAYsBgQHiAEsAVv81/5T+P/2d/Gr8xvzD/Zj+Wf+k/9b/2QCcAfMBkgE7Ab8BZgHmAAsBXQEFAm0BrQAlAFf/bf+w/rz9Df5l/qz+hP7G/loA1gCxANoA4ABYAUsB9AA5ATEBLQHXAFsARQG9AXMBTwHFAHsA0v8D/xD/i/54/tX+EP5P/o7+i/7M/pn+UP+x/67/RgCiAGEBQgKGAq0CywJ+A+YDhgOWApMBPAFRAH/+1/wD/Oz7Yvuu+lb7tfze/U7/xADHAbwCDAO/A+0DAwMbA3gCNQJpAp4BaQGLADMAuP83/pb9zPzy/OD8I/xI/LX8//3U/mr/QQFoAvgCnwNwA4YDrQMVA70CdgGNAJ8Ae//6/v39o/yu/GX8avyq/OH86f3P/v3/bQEVAvkC6QM/BPUDFAPnAswCugHxAPX/p//8/0f/Rf/1/p/+v/4l/Vn8I/y5+6D8+vzS/WP/MwCAAcQC2QO5BOEEPAWyBbUE/gLBAS0A3v6t/cL8mfxi/Cn8fvv1+gz7gfs6/Pn8Gv6r/3wBsgJxAzUEPQXvBYcFRgWfBOgD0AKVAJr/lP6q/Sj9dPyl/Iz8TfwM/BT8bfzr/BT90PzE/UL/4QArAs8CsAQkBoEGawbDBTcFgANUAWP/6f06/Uf80/sO/FD8wvyb/An9fv6F/1AASwAAAGEAhgBwAFIAYQCdARQDPQMuA3wD1QNeA7MBlQDJ/0H/vv5r/df8rvwi/ZP9AP3+/f3+ZP8aAP//0gCWAekB1wKoAoQCnwIJArIBFAF4AN3/J//q/hL/Kv/M/nj+mP45/3P/U/+z/2wATwHmAC8ATQAmAEMAbv/v/nr/M/9F/zf/bf9+AM8A0AD3AOkA/gAPAYoABgDr/xIAhwB7AI8A8ACeAEwA1f+X/6n/c/8y//T+NP+S/63/lf/N/3EArwBNAAIAaACKAGAABACV//L/OACiAPYAKQGqATEBawDH/4b/u/+C/wL/pf79/jb/5f7F/r/+Uf+w/2b/iP/L/2YAXgDg/4gAjAFaAtcCFgOKA38DSwJFAX0ADQCp/5f+rf0o/Sn9/PxY/GD8Yf1L/t7+Wf9qAMUBOQIhAswBFgL5Au0CuQI/Ar8BjgGAAPz/1v98/07/q/4W/q39Gf0R/U/94P2q/gz/x/8aAUgCuQKJAooC8ALQAmoCaQGLAGIAuP8o/2T+Q/7b/sz+of4F/p79Y/4o/5D/9f9kAFoBzAHTAUUCJwIlAukBKAGQAKz/Wf89/63+eP4O/vX9b/7U/pX/AQCKAGEBogHNAdABeAFGAaQA5/+I/xX/Qv86/+b+2/5v/rb+HP9A//L/RgCcAMgAsgARAWcBvwEfAiIC5gFPAVoA5/9N/8P+p/6a/tf+0f7K/sz+m/6q/rf+zP5F/23/q//3/y4AvgBZAUwCmwM8BBUEhwOzAusBoQCl/x//Wf7M/UT9CP0n/af9Zf7K/lj/uv/G/6v/qP81AK0AEgHQAY4CAgPlAlcC2AFvARQBaABL/7/+rf4S/lL9R/0c/tz+KP96/+D/bACUACcAwP8JAJQAmAB1AM0ARwEvAegA2gAQAQkBhQAlALz/V/8e/7z+vf5a/zcAwwDDAO4AMgHFAML/7/6f/rL+0P64/jD/CQC9AAIB5QAnAUUBzwAtAJv/Rf8I/9X+Ff+f/0wA8QBeAY4BlwFNAYsAFAABANj/Xv9r/yAAagAWAI//f/9//0r/Sf9S/5r/t/9n/2r/qP82ALUAHAF1AYQBbwHwAHIA8v+c/8L/uv97/1n/a//k/+r/kf9j/3L/8v8aALH/Xf+F/wAAXACPAPoAVgFkAfcARgC9/2X/Kv8m/2P/l/+8//H/TACkAKsAQQDU/7f/qP9U/8b+p/4k/7j/NwC4AFQBxwHMAYQBCwGUAC0Ayf+M/2b/cf+N/5z/1/82AG4ATwAAAKP/av88/+z+u/7q/jH/mP/t/1QA+AAwAUYBIwGZAD4A/v+b/yj/9P5e//n/VQC3ACUBSgHxAGoAEACu/zr/nv4m/ib+Bf7V/fX9ev50/zIAwgBLAcEBNAIZAuoB5wEeAlUC3wFTAf0AfgC//8n+M/70/af9kf1//Xr9r/3s/U3+1P54/x4AtgAsAZYB/AE7Al8CSgJiAmUCDgKRAckAFwBF/0/+5/2x/Zz9iP2h/ST+iP7p/ij/iP8VAGgAjACGAJAAtAC6AJIAdwDAABUBQAEcAcIAwwC8AHIALgD8/wQA8/9//yD/3/7M/tD+mf6c/tj+2/7Q/r7+AP+I/w8ArAAwAaQB7gEJAv0BsgFyATYB0ACKAC8Aov8C/4L+Pv4e/vH9yv0U/pn+Cv9I/4X//P9UAJEAqQDXACoBWgFtAVsBWQFlAVQB6gA5AJr/Lf/d/m/+Pf5c/nX+mf6q/p3+sf4V/47/4f9qAPcAbAG0AdYBGwIdAhEC+QGuAV8BvwD8/2r/3/5E/vD94f0C/hX+8P00/qn+Ov/N/zYAqAD7AEcBVgFDAUQBOgE3ATgBSgFPAQ4B8QDSAGYA/v+V/xv/jv7y/ZP9Zv13/ev9k/5//2IAGQHsAYUCvgKnAk0C6AFRAZ8A5v9Q/wP/1f7S/h3/Xf+4/z8AXABFAPL/yf/b/5X/ev/Q/z4AlgC8AOUADwGyAEkA5/+K/03/Av/o/gv/Qf9j/8b/OgCQAJwAhgCDAGMANgADAOf/7f8GAEkArwAAAWIBcwFZATwB+wCFANb/f/9Q/xD/sP6C/tL+B/86/43/zP8cACoAQgB1AIkAiACAAL4A0QDfAB4BSwFLAQYBgADf/2b/EP/R/n7+af63/tz+5f4o/7n/UwCoALAA8QA2ASEB+gDHAOoABgH7AAQB2wC5AIcAOgDE/0j/Nv8w/xj/JP9A/1j/Uv+F//f/QQBOAEwAbwCGAGAALABFAJcA3gAPASYBGwEUAeMAMQCP/wz/sf6I/kz+S/53/sX+M/9m/77/FQBFAKIA1AAXAUoBeQHTAdQByAGzAVQB4QBoAPv/d//0/o3+Pv4y/mT+x/5Q/8f/AgAdAEgAWAA6ACoAJwBGAFQAYgCHALYAHgFiAXkBTAHRAGcA2P8y/6r+Of4x/kj+ev4I/5r/IAB8ALgA4QD4ANwAyQD3AOsA8QDlAMQAtQCTAJEAbAAwAPD/s/9P/8z+Zv5Y/pj+7P5H/5z/NQDHADYBiAGgAb8B0QHBAYAB9gCPAF8ALQANAOP/2P+4/4v/Xv8i/wb///4e/zD/fv/R/xwAfADDACsBdgGZAb0B1wHmAbQBSwH4AIIA+f+t/17/6v69/qL+tP7M/r/+FP+L//b/EgAUAC0ATAByAFEAXwCmAOEA4wCrALwA4wDkAL4AoACqAJwAPQCp/0H/5f6C/ij+9/0i/nb+1f47/67/KACUAOoAMgFSAUEBPQFAATgBHAEYASYBKAETAcAAawAGALT/Xv/p/sL+0v4U/0P/e//w/3AA4AAbAXIBxAG/AX8BJgHxAL0AfQB4AFsAXgCAAHAAewBbAEoARwD8/+//4v/l//b/0//o//n/PgCFAKQAyQDNAOoAzgCGAE8AHgA5AEoAOQBDAFIATQAvABAA/f/d/23/LP8H/9X+3P7e/gX/NP9o/8H/FgBnAKQA1gDZANEAswBsAE4AHQD4//j/yf+R/3n/Vf89//3+4P7s/vL+J/9v/+r/SgCRANkA9gDwAOYA1QCjAFMAIwA2ADkAVgCSAOsAVAFvAWABPgHrAIIADACm/2H/Pv9W/3//vP8cAGcAngDTABIBMgEPAeYAuwCIAGIAYgCdAL4AwQDPAK4AnQB4ADkAHQAIABIA8v/s/wQABQAfAF0AogC+AAkBDAHPAJoAXAAbALj/jP+J/5z/oP+U/8f/7P/W/9j/2v/t/wQA3v+7/6//vf/E/9v/IgBWAIUAtQCeAD4A6f+0/3v/VP9d/4H/oP+q/8T/2P/0/x4ADwAgADgAPQAnAPP/9v8YAGEAuAASAX8BtgGiAW0BNgHGAC8Ayf+D/1v/Ov84/1X/mf/J/9z/OgCaAL8A1gDEAMEA+gAmAUEBSAF9AaUBfAFBAe0AigAXAI3/I//+/t3+xf7R/h//mP/b/wIANQB0AJkAkwCWAKQAzgABAQsBFAElASIB1gBMAAAArv9B/+H+ff5t/nH+iv7Z/i7/kf/2/yQAKgBIAFwATQBWAIUAlgCeAKsAoQCbAK4ApgBpADYA/f+W/zL///76/gX/DP8u/4T/BABmALQAGAFpAb4BpQFnAVkBEAHSAJAAWABKAEMARgAiAAEA6P+x/3j/b/9+/4T/r//e/w4ATwB4ALYA8wAsAUkBKAERAeUAsABpADcAIgDq/8T/lf+g/8b/t/+v/6X/t//I/+r/CQA1AJ8A2QDcANkA5ADKAIIAQwAZAOr/uf+x/5z/qP++/6n/iv9y/3b/Yf8c/yn/V/9H/3T/qv/0/1oAoQDVANwA1wDFAIkASgAUAMv/lf9p/1r/XP9h/3//j/+N/7n/AAATAC4AVAB0AIUAdwBsAG8AcQCTALYAzADnAPsABwH5AN8AvwCbAHgAYQA+ACoACwDn//b/AgD9//r/FgBGAHgAiQByAGcAjQCrAJEAfQCCAI8AagA0ABoAFQD4/+//EgAOAD0AVwBTAGEARgBHAC0ADQD8/83/2v/l/9n/4v/q/xMAOgA1ACQAIAAaABQA7P+8/7v/rP+l/5f/iP+8/9L/v/+T/4H/nv94/2b/av96/6v/sf/H//L/GwBsAIUAgQBqACcA///E/6r/l/+Y/7r/3v/5/xYASgBQAGUAYgBLADIAKAAfABUAHQAxAG0AmACxAOUAHQEvARsB4wC5AHwAVAAsABsAPwBSAG0AbAB6AH4AbABbAD4AGQDx/7//i/9z/1L/Qv9C/1D/Yv9q/5n/0f/r/wYAQgB1AJgAogCjALQAoABkAEUAOQAfAAgA6//U/7v/p/+o/63/pP+p/7j/uf+x/4j/ef9T/0f/Wf9Q/3f/mP/E/+7/AAAOAPr/1v+7/6r/j/+C/4r/cv9u/43/qv+3/7T/wv/Q//D/GABJAIQAmQDXACQBQwFmAXUBgQF3AUMBCwHBAJcAhQBZADkASABWAFUAWgBOAEQARwArAAEA1P+p/4P/U/9I/1L/a/+Y/7j/5/8fAEsAZgBmAGQAYQBRADEAFgACAPj/6v/f//T/CwA2AF8AgACeAIwAaABOACwABADi/9T/4//P/7n/sP+u/7b/vv+y/43/o/+v/5z/lf+f/6L/hP+C/3z/Z/89//v+1/7M/rr+u/7u/j7/hf/d/w8ALwBuAI0AkQCKAH4AVQBBAEAANAAkAC8APQAxAEUANAAPAAQA7//T/9r/5f/T/+z/7//R/+j/6//7/zMARQBlAIEAeQBqAE4AMQAaAA4A/v8AAAkAFQD//+L/7f/5/xkAKABWAH4AlQC2AMAAvgDDAM0AxAC1AJAAcQBWABUA2f+y/6H/tP+v/6D/of+1/8L/tf+t/6f/pP+T/4f/gf9u/23/hf+n/9r/4P/U/8n/y//c/73/y//c/+b/8//l//j////t/+z/0f/G/8r/w//J/6r/mf+j/6j/sP+5/7f/sP+E/1f/TP85/yz/B/8O/y3/Pv92/4v/rP/K/8//u/+n/5//o/+6/6X/o/+p/8X/7f8DABkAPQBSACYABwDs/9H/zf/Y/+v/AAAqAHYAqgDJANoA0wDMAK4AkgB5AGcAQwBAAEsALQAvADkAUQBuAH0AhgCAAGIAQwA2ADEAKwA4AD8AZwCjAJIAiQB+AIIAgwBkAFwAOAAUAB0ACgD//xcAEwAqAEgAUABVAEMAOAAoAAwA8v/L/93/8v/t//f/5f/x//f/3//U/6X/gv94/1b/Mf80/0//Wv9z/6T/y//N/7P/lf+r/6r/gv94/3r/d/9l/2z/gf+e/8f/5f/0/wMA8P/O/6r/pP/A/8L/3//u//H/CwAdABoAKwBNAHcAkQCTAJkAlgCWAIIAdgCEAJIAiQCDAIwAkQBmAEYAUwA3ADoAPwBbAJIAowCaAJUAvADuAAAB9gAEAf0A2gCoAFoALAAtADEASABZAGMAhgCWAJ0AuQDBAKgAogCWAIEAbgA/ABsAHgAgACIAMgA0AEoASwAQAPT/9v/m/9n/x/+6/8n/zP+s/5v/u//S/+j/5//m//D/4v/H/6z/qf+e/5z/rf/G/9v//f8EAP//BQD+//v/AQAEAPn/8f/9/yIARgBhAHgAnwDLAM0AwACtALEArgCNAFkALgA8AD0AOwAnABcAQABiAF0AawB/AJkAlwCCAIAAYABGACwAOAAoABgAAQDq/wIABwAGAAYAJwBYAIMApACzALMAygDKAJ4AegB2AHMAVgBMAEEAQABGAFIATwBRAGcAWwAyABgA6/+m/3H/Mv8f/y3/Iv8b/zH/YP+i/8//zP/X/wEABwDt/8H/pf+u/6P/mP+X/6z/2P8EACMASwB7AKIAtwDDAO4A9gDzAPoA9QAJARkBGAE1AUQBNAEfAQcB7gDsAL0AYwA8ABQAqv9Z/zP/C/8N/xL/Jv9C/3b/yv8hAGYAvgAQARAB/QDqANYAsQB7ACUA8v/n/7v/nv+u/9r/+v/y/xEATAB3AK0AvgDWAOIAwwCIAFAAQgBDAD0AEQDw/9j/1f/E/5z/if+D/3//Vf8q/yf/Lv8m/yL/Gf8r/0f/UP9i/4L/q/+5/8z/8P8fAE0AbwCZAJcAigCZAK4ArgCtAKoAkwB6AFAANQAcABkABwD3//T/7v8CAAgAEQAtAGIAfQByAHkAiACCAHQASwAhABgA9P/Y/9T/wP/A/8f/yP/N/+P/5v/5//7/8P8AAPH/6P/s//7/8P/X/7H/j/91/1r/fP+Z/8P/7f8MAC8AaACkALwA1gDjAMwApwCPAHkAVgAOAPD/zv+S/5T/kf+x/+X/DwBHAIMApwC2AMcAvwCeAFYA9f+Y/1r/Nf8a//3+CP8+/3n/tf8IAGEAlQCRAGkAWABMACcA9f/H/6D/i/98/3L/cf+T/9T/8f/t/+H/6f8AABQAIgBAAFoAYwBoAFUAYABmAFgARgAbAPr/5//B/47/aP9b/2P/Uv9B/0f/XP9m/2r/aP9v/4n/jv+V/53/wv/X/8T/u//U//j///////v/9v/l/9v/xv+8/7v/wv/b/+H/9P/y//r/CAAOACEAKQAnADMAOQAuADUAOQA3ABgA///t/9f/0f+0/6H/pf+o/7//w/+7/73/vP+q/5H/pP+3/8H/zv/p/xUAQQBqAIwAxwDlAOsA7QDgAOMAwACYAFsANAA+ADwAPwBHAFEAbgCIAIYAjwCAAIEAcwBPAEIAGgD8/8//pP+k/6n/tf/C/9b//P/4/93/0//B/7b/qf+F/2b/W/87/yL/Pv90/5b/vf/V/+P/BgAQAA4ADAD8/+X/0f/B/83/4//g/8z/sv/B/9P/x/+3/57/p/+j/27/Q/9S/2j/V/9L/0L/Uf9z/37/gv+d/7j/zP/F/7j/0v/2/wwACwAQABcAFgAAAOn/9P/w//n/8v8AACAANQBVAHAAmgC6ANwA3wDeANUAwwCoAI4AjACIAIYAmgCoAJkAmACTAIoAbgBWADIAEgAWAAIA1f/V////JQBIAFMAZQCLAK0AkgB1AH0AbwBjAD0ACAAJABsA9/+9/6v/r/+d/2j/UP97/6r/xf++/9D/EQAwACoAIQA+ADwA7v+l/2z/Xv9F//L+sv69/uP+5f7T/t7+G/85/yf/Iv9J/27/Yv89/z7/W/98/2n/SP9e/2j/V/8m/zb/cf+R/5L/k//N/woAMwA/AFMAdQCEAG8AQwA1AE8AaABrAHkAkAC5ANkA6gDlAN4A8wADAeQAqgCOAH0AhwCEAGsAagCBAJwApACgAI4AmACqAHwAPgASAPX/5/+x/4j/c/9//5z/rv/S/+D/AwAvAEEASQA7ACUAJAABAM7/kP9i/2n/Wv9Z/1P/Zf+E/4//mf+f/7L/vf+2/63/qv+U/5D/lf+Q/4L/bP9c/17/hP+p/7b/vf/X/+7/AQD+/xYAQQBGAFYAXwBwAHQAXQBbAGcAZwByAHgAhACuAL0AvQDEAOMA9QD1AOYArgB2ACIAvv9e/xX/9P7X/sP+x/7e/h7/iv/v/0cAiwDAAOUA9gDqANsAyQCLADwA+//T/8T/v/+6/8z/6f8cACIAHwBFAGQAbAAuAPb/z//V/+r/6P8HADEAYgCCAHoAkAC0ALwAmgA9AOn/sP92/zT/D/8B/wf/Ef8Z/zP/Vf+B/63/1f/z/w4AIwA9AE0AbACCAH4AnQDTABQBRgFlAXABdAFlASwB4ACkAH8AZwA1AAsAIQA0AEsAYwCCAMIA3gC6AHUAMADr/57/Xv87/zD/If8k/0n/kf8JAG0AyQAJASwBMAEKAd0AmwCHAFgAAgDU/83/3v/p/xMASQCZAPAAEQEVASwBMAEBAcQAfABDAA4A4v+s/5r/uv+7/7D/rP+8/9D/yf+W/1X/Kf/7/rn+hv6J/rX+5f4K/z7/eP+r/8v/1//Y/9z/2P/J/7//zv/i//X/LgBgAKAA3gD+ACIBNwEnAQEB3wCpAHMARgAlAA8ACwAnAD4AWAB/AMAA4gDnAN4AsACgAJIAXwA/ADgAGgAOAA0AAAAFAN3/lP9X/xn//P4A//3+Dv9D/4T/5v9RALEACQE6AUQBLgEIAdcAmABsAFUALgAXABYAGABMAHoAbwBqAH4AmACkAKMAmQCKAHwAOwDd/8T/2P/3/xUANQBzAKIAsQC3AMEAzACnAGoAJgDP/5b/X/9J/3r/tv/p/w8AOgBZAJAAuAC+AMcAwAC+AKUAhQCIAIMAhQCMAIwAhQB4AG8AZwBbAD8AGwDe/6D/iv+P/5z/l/+L/5r/p/+i/5P/jP+u/7X/lv9g/yb/Gf8S/xD/AP8A/yL/Nv89/0L/Zf+H/6j/q/+2/+r/HABWAHYAmgDCAOMACQEfAUIBWAFRAUABBgHuAPEA2gDSALQAlACNAIEAcgCAAJ8AxADkANgAwwCsALEAvACsAKQAlwCTAHkAWABNAFMAZABWAD0AOQA3ADUAIQD9/w8AGgAJAA0AFwA0AD0ALwAZAAoACAD2/+f/6/8CAAAA7P/i/+//JgBEAEcARwBAAD4AMQAbAAsABADv/9b/xP+z/6L/mv+T/4f/d/9F/yL/EP8H/wD/4/7G/rP+sP7F/vT+E/8r/1j/cP95/4H/mv+p/6b/r/+l/67/t//E/9v/7P8FABwAOQBSAGkAfwCeALMAxQC8AJ0ApADEANQA1QDKAL4A0QDiAOkABAErATYBEgHcALkAuACnAJwApwCqAIsAZgB2ALIACAEiAQYB2AC+AIsAPAD5/9n/0f+P/03/L/9W/5j/yP/i/wsAPgBOAE0ATwBuAGsAKgDW/5n/fv9b/z3/Nv85/y7/Bf/1/hD/S/93/2j/M/8S/wL/AP8Q/wn/+v4E/xX/F/8n/03/k//d/////v/p/+3/CgASABcAGQAKABQANwBoAKQAzADAALQAtAC3AL0AygDaAOsABgH5AOoA9wAGAQIB3QCoAF4A8f9f/wz/9P7z/vL+6v4Z/2P/v/8VAHQA5gAmAR0B6QC4AJYAegArAK3/cv9w/27/Uv9F/4D/1/8UAAYA+v/4//P/2v+K/0v/A//N/pv+gv6v/sb+zf7w/i//iP/V/wAAOwByAI0AggBOADkAOgA2ADAAEwD2/+H/1v/c/+P/+P8QACUAKQA5AFkAkQD1AEcBdgF6AWsBSgESAb0AQADQ/0r/r/5B/gv+DP5X/sn+R//Z/24A5QBTAbEB2wHGAX8BFAGLACEAtv9d/zn/Dv8N/yv/T/+W/+7/PQBvAHoAYwBNACwADwALAOr/qf97/3T/m//c/xIARABTAFcANgD0/8z/qP9//yP/zf6p/p3+o/64/tj+Av8a/xn/OP9J/1b/a/9y/3j/hP+M/5f/xv8UAGYAlgCyALkAuQDCAKQAZgAvAPb/kv8B/3j+Of5J/mz+p/77/ln/0f9NANgAaQHmATcCSQJLAisC7wGnAWcBQAEBAaEAQgD6/+b/+v8FAAgAFAA0AEgAUwBrAJIAqgB+ABIAsv+F/23/Y/9p/5D/x//v/x4AdgDJAPgA8QDUAKMAVgAQALv/jP9i/w7/vv6M/o/+pv65/tT+8P4b/1L/if/C/w0AWwCCAKUApQCGAGgARQArABAA+f/R/5//ev96/3//jv+Y/3X/eP9u/1b/cf+J/8L/AQAhAEcAWwBlAHgAgQB5AGUASgAnAP7/+//9//n/AgABAAUAJgBEAEAAWwBUADoAOgApACYAMwA0AC8APQBWAHQAcABqAFgAQwAyAPf/2f/C/6D/i/+I/5D/mf+n/7n/1P/0/wEAFQAlADkARgAvADcANwAwAB8Azf94/0P/Jv8w/0T/Yv+J/7H/6f8pAHYAtgDNANIA0gDGAKQAeQBtAHQAcABkAGUAbwCMALcAygDNANYAwACqAK4AqAC3AMsAmABcAEkAWgCIAI0AiQCNAIgAcQBPADQALAAaANr/kf9U/yj/Dv8N/yL/YP+z/+b/DAApAFkAmQCwAKEAiQB1AFwASQBBAEUAXwBIADkAXgBYAFUAMQAAAPb/1f+a/1j/Vv9d/1f/WP9O/1n/af9n/2b/fv+J/4f/aP9X/2X/cf93/3n/aP9h/13/Mf8e/x7/NP9A/1f/Wv9X/5H/1f8jAGkAtQAFAVQBgQGWAZ0BoQHDAaUBTgEBAegA9gABAfIAzwDkABcBGwETAQoBFwFLATUB6ACpAKIAuwCtAIQAWABbAGoATAAKAPj/KQA0AOX/iP9a/1v/fP+B/3//pP/S/9f/5P8jAGAAmACiAHQAQQAYAN3/nv95/03/Fv/m/tb+0v7k/uT+4v4E/y7/Mf/4/t3+6f7x/uX+tf6g/tb+8/7f/uH+F/9c/4L/gf+C/7z/+/8pADkAOwA6AEUASgBHAFwAVwBTAEwAQgBFAFoAjQCtANEABgE4AUMBVwGRAcgB9QH4AfIB4wG2AX0BQAESAfQA2QCkAE4AFQAAAPr/6//B/57/k/+T/3r/Xv9f/4r/1f///xgAOgBkAJAAnQCMAGUAKQAIAMz/ev9R/zL/Jv8E/97+3f78/iz/N/9S/3T/ev+E/3n/ev+c/7b/jv9Z/1H/dP+P/53/x//x/yEANQA4ADQAUwBnAE8APQAiAAwA6P/V/9P/0f/H/8n/8v9BAGoAdwCqAAcBYwGKAZIBXwE+ARUBqgAnALH/Zf8d/+L+zP7e/iH/lP///1cAtwAHATgBPwEZAdgAkABHAAQA3P+s/37/k//Q/wcAJgA9AG8AlACXAIYAUgAZAOL/cv/8/sf+iP5E/hb+8v39/RD+Gf5R/qv+If+C/6n/3f8OAEYAbwB+AIgAigCLAHMAZQBdAFQASQA3ABAA3P/W/+n/FQBqALoA+ABAAYgB1AERAhsC/AGkAToBsAD//1X/4v60/p3+lf6x/g//i/8WAHcA2gBSAZIBkQFMAREB5gCqAEsA6/+f/3H/bv9z/4L/uf/l//r/HwBIAH4AmwCMAHAAVAAiANP/l/+T/6//uf+5/7P/5f8pAD8ATABPAEYAEgDQ/2X/EP/m/qj+hf5k/m7+jf6h/tT+8v4g/1P/Yv9u/3T/i/++//L/HgAuABYA2v+l/5j/iP+D/5v/qP+e/8T/FABfAKgA/wBJAXEBjAF6AWABXwF6AXABOAH+AL0ApwCQAIsArQDCAL0AtwC9ANMABgEeAfsArgB1AC0Azf+k/4D/Rf8C/+L+3P75/lT/pv/+/2YAvADlAPIA+wAFAQgB8gC2AGoAIwDX/7X/tv/I/8f/tP+5/9n/DgAzAFwAhwCbAI0ARwARAAgA9f/P/4T/Uf81/w//Ef8k/03/bv9t/3v/jP+l/7f/sP+j/53/l/92/0T/Lf87/z//Lv8n/yj/LP9N/3P/hf+6/9z/9/8pAGIAjwDNAAsBIQFGAVYBSwEyARcB3gCjAGsA5v9P//7+0f6z/rj+vv7g/hf/b//X/0AAvAAGARoBFQH3AMwAlwBHABMA/P/I/5b/pP/H/wAATQB/AKoAugDIAOYACwEiASYBCQHWALwAuQDEAN0AEgFgAYIBaQFsAZgBuQG4AY4BKAHAAFQA4P9c/+f+xv69/or+TP5N/pD+5f4+/33/nv/V/woANQBWAGkApQDAAJwAcgBEABsACwACAO3/3/+a/03/Nf8//1v/Sv83/yT/Gv80/zT/Rv99/63/wv+p/6f/x//K/9//2P+0/4//W/9H/zH/J/8a//f+3/7O/sf+z/7z/jH/aP+s/+D/DABTAK8AEQFMAYcBpQHBAb8BkwF8AWABNwH6AMcAlQCRALEAvQCyALUA4AAUASkBGQEZASUBDwHPAK0AkACIAKIApACeAJoAtgDAAJcAfQCHAHwASQDc/23/K/8K//f+zf7C/vD+Qv9w/7D/AgBNAJAAoQCLAEAAFAADAOv/qv9L/zn/Lv8X/wb/C/8N//v+6f7Y/uf+7v7b/tL+2P7N/rz+uv68/s/+/f4r/0z/cv+f/7//6P8NAAYA0f/B/83/m/9//3b/cv+J/4v/pv/U/+j/CwA+AFoAZQCMAMQA5QD3APMAEAFXAWkBawFiAU0BYAFHAfEAiQBYAEkADQCo/2n/Xv9q/2X/Qf9o/7H/8/8hAD4AaQCeAMMApACGAJkAjABUACkA6f+7/6P/e/9N/yT/Av/c/uj+7v7k/vn+Gf88/z7/L/8//0j/bv+C/2v/aP9L/0T/XP97/4j/nf+1/8X/2v/e/8z/x//I/6X/h/9z/3T/gv98/4z/vP/4/z0AggDXAB4BiAHzAfIBtwFzAT4B3wBCAKD/Hf+z/jD+1v3Y/SL+e/7G/hf/gf8gAJwA3AAQAToBRgEnAd0AhABcAC4ABADP/4n/bv9q/4j/xP8MAEMARwAkABMACwD//7b/VP8A/5P+NP7y/f39LP5X/rr+Ef9h/9L/DABWAK0AvQCTAGAAPwAPAOn/1P/C/5v/aP9B/zL/WP+J/6b/7v9LAJUA4QAsAXcBsQHAAZ0BKwGdABUAbP/T/p3+kf5s/nj+3/58/x4ArgAyAcEBDgLlAaEBXAEhAdIARQCs/0L/Dv/s/t7+Bf9b/6r/6P8iADkAZACiAJYAdgBrAEYA9P+m/6b/uv/K//n/FgAcADIAQAAxADcAGQDG/37/Of8J/9r+u/7B/sf+z/7r/gX/M/9s/5n/uf+2/6r/qP/E/9r/7v8NACoAOgBHAHAAjwCTAJsArQCRAHAANQD2/+L/gP8f/+n+p/6E/oz+uv4U/5H/6f9aAOkAVwHcATsCcwKVAogCOgLOAV8B6gB1APz/m/9C/xj/D/8g/3H/4P8gAEgAiQCuAJUATwAWAOL/rf+B/2H/Tv+E//H/NQB4ANIAFwFAAU0BIQH9AMMAWwDD/0L/B/+u/nj+eP6s/uP+Hv9n/8n/PQCKAKwAwgDdALcAqgB2ADMAJwAbAAAA5f/2//P//f/r/+X/4v+n/2H/+v68/p7+XP5P/on+wf78/lP/wP8eAHwAuQDEAKMAegBnAEwAFwDe/9D/0P/H/8b/+v8TADwAeQB9AHEAZwBhAEgAUgBhAEoARwBqAIoAkwCjAMcA0wDJANYAyACfAIoAVAAhAAYA+f/r/8T/xv/J/8z/yP+7/8H/4f8DAPr/AQANABEADwAqAEQANwAVANr/lf9O/zP/Hf8X/xz/Nv9n/4X/sf/4/0oAcQB+AIoAiwB3AHMAfACGAJsAlwCZAJUAlACgAKgAtgDAALsAngCgALAAuwCyAH8AOAARAAEA2v+6/87/2/+5/7z/1P/w//v/FAAkAC4AQQAsACsAQQBIAEUAbQBpAEgATQBEAEgAMwAPAP//4P/V//X/EgAzAEoAaACBAJUAlgB3AF8AOAD0/7D/Y//+/tb+v/6j/ob+if6c/oz+qP7J/vv+N/9H/1X/iv+m/7z/2v/T/9//yP+k/4X/X/9F/yf/Kv8z/0D/dv/W/x8AdgDiADwBkAHCAf8BFAIaAhECuAFrAT8BFwHjAK0AmQCUAJ0AjABuAKwA7AD7AP4A9gACARYBHQENAcsAnACWAGYAMwDt/9P/2f+r/4j/dv94/5T/u//S/9r/1v8CADAAWgB3AHcAewB8AIMASAAbABYA+P/B/5f/cf9J/y3/Iv8d//z+Af/+/uf+4f7E/tD+5f7T/t3+6/4A/xz/Jv81/0v/aP9j/3j/mP+h/7r/4P/2/+P//f8JAAcAAQAZADYAKgA+ACwASgCKAKQAxADoABkBSAFsAXwBkQGqAb0BwwGyAZUBZQEoAf4AzACQAGcAQwAgAAMA9v/w/wAAGwAnABcAAAAlAE4AWQCGALEAxAC+AKQAlACFAG4ASQACAJT/SP8s/wf/+/4d/y//M/8u/0X/g/+3/93/4v+8/7H/xf+A/0n/R/9Q/zD/3/7U/tL+8v4f/zb/Q/9O/5z/sP+l/9j/4P/h/+7/4//u/wAA8f8LACAAAQAYAEAATQBAAFgApgD5AEABkAGwAc4B9AHiAcsBcQESAZMA7v9o/w3/Gv8e//v+NP+u/wgAbADMAA8BRwFHARwB6ACnAEgAAADc/6L/Yv82/zL/Sv+Z/9z//P8GAAUAJAD+/8X/rv95/xz/wf5q/lH+Mf4Q/kL+af64/vn+Qv+6/wUAQACCAK4AuACYAIcAiwB6ADcA8P/b/7r/mv+H/7n/3f/8/1YAfQCkABUBkgHFAcsB3wHXAXIB7wCTAC4Avv85/7T+eP5w/p/+4/4+/8T/NwCOAN8AJwF0AZwBkAFUAdgAdwAwAOT/kP9q/3H/aP9X/2P/sP8EAD8AZAB4AHIAUgAkAPf/4f/X/6v/ef+G/5//xv/8/y0AeAB/AGEATAAmABEAzf9k/w3/vv5t/jv+Lf4F/rT9hv1o/UP9Rv1u/eX9VP7S/m//AAC7AGYB9wFRApgCwQJ4AhoCuAE2AcIAMwDF/5f/eP9o/4//HACqADUBjwHNASMCYgJaAt0BXAHUADMAZ/+u/ln+U/5i/of+9P55/wsAfQDOABMBTQE/AeAAlwA6AMD/hP9d/1P/cP+f/9D/CQBxALUA/wARAQcBCgG6AHcASAAbAAMAw/95/2b/V/9u/3r/b/+F/5n/fP9W/1v/Y/9Q//v+5f7x/uf+0P7R/uv+7f7w/uj+6P7w/v7+7f74/gD/GP9K/17/Zv+Z//X/KABtAJgAsgDQANsA1wDGALwApACCAGYAZgBzAHAAbgB9AHMADwCq/4D/d/9t/zD/Jv8p/z7/bP+f/x0AqQDuAPoABgHnAOkAsgBRAB4A7f/a/6P/qv/e/w8AagC3ANMA9QApATkBQAFPAVYBPAH1AKkAdgBGAC8AFwAIACMAFwDq/87/yv/L/7n/cv8m//3+0/62/sX+/P5E/4//y/8eAEgAYACoAKsAiQBCAPr/xf+a/4j/d/+Y/6X/xf/e//r/PwBTAGUASQAQANf/pf9s/1j/WP8z/yr/JP9E/0//Xv+l/7n/wf+l/23/d/9z/zD/9f7L/qj+nv6d/qH+rv7x/ir/T/+H/8H/EQBDAHkAhgCTANYA8gDhAPAAMAFBARkBEAEtASAB9QDMAKgAjACWAIIAOwArAEgAZwBoAGoAmwDoABAB9ADlABoBJQHvANcAvwCTAFcAIgAPAA8A5v+m/5L/gv99/1b/IP81/1b/a/97/3v/t/8tAFQAUwCUANYA/wDxANIAtQCSADsAz/+Y/3f/T/8Y//H+F/9O/0D/S/9g/4T/r/+F/zD/Lv8//wb/wP6D/qT+1v62/rT+4f4q/3r/mv+x/+T/EQD7/+X/1f/F/7f/fv+B/4r/hP+R/7D/4f8OADQAYACkAMUAsADTAAcBBQEDARgBLAEWAQ4BDwH8AOoA1gDCAKsAfwCJAIsAZgCCAIoAjgCkAKcAmgCFAIwAdABZAEwAAADI/7v/qf+e/6f/u//b/+//8P8NAEUAgwBiAD0APQAbAA0A9f+1/27/WP9h/1n/O/9Z/5T/rP+o/7n/zf+m/5v/n/+j/53/Ov/r/u3+5f7U/qj+t/73/gb/LP9T/2X/j//c/wkAEAAYABkAIQAxACQADQAHAOz/3v/z//X/DQA2AG0AxgD+ACsBVgGCAbUBpwF+AT0B9wDYAIAAEADj/+T/v/+S/4b/bf9//6X/0f8KABYAOQCGAJwAmwC1AM0AuQCDAFoALgD//+L/2P+x/3z/b/92/3L/ev+d/8r/2f/F/+D/1/+b/4H/YP89/yb/+P7L/sD+1P7z/j7/fP+S/8n/0f/y/xsAJwA+ADMAMQAAALv/k/+C/4v/hf+O/6j/1/8iAHMAzgAWAVYBhwGLAa4BrwFbAekAewBCAN//Kv+z/o7+k/6t/sT+/v5d/9v/TgCfAOgAQgFeAScBAgHjAKsASAD1/87/nv9d/zH/Rf91/7T/8/8oAFoAjwCjAGgAXgBdADMAAACq/4T/hf+g/6b/pv/c/+//5//A/2v/E//G/oP+Pf73/cz9r/2e/c/9Gf6Z/jP/jf/k/zMAXwBqAKAAswCdAMEAswCUAH4AgwChALYAzADkAPYA8gDwAAYBYwGvAX4BHQHYALMAYwAKAPf/4f+8/4P/Q/9D/4n/y/8HACIAPAB5AHsAjwCsANwA8ACnAGkAKADo/67/fP9+/5T/fv9t/4//z/9EALwA9gANAToBYQE4AQAB5QC0AFoA8v+F/z3/Of9Q/1L/Z/+W/53/h/+A/6L/qv+O/1D/B//O/rn+uf6n/sz+7f72/gr/If8u/0L/g/+u/5D/ff+J/3//gv+a/8X/8/8bADEASACCAL0A2gDxAOQAlQAaAKH/W/8w/yL/Kf86/1H/l/8EAGsA6wBfAXkBdwFmAR8B5gCiAG0AWQAjAOf/zP/e//H/AgBNAJIA4gAWAQQBCQEkAUQBWQEaAbEAfABKACsACAD2/xsAOgAcAPv/BgAgADkA///I/8D/mP9j/zz/Q/+E/73/wP/A/+L/FAAIAPz////N/73/hv9f/47/q//H/8v/zP/N/8n/1v+8/4v/fP9q/yr/7P7E/sb+z/7R/vb+IP9d/3D/nf/e/w8AOAAtACoAzv9w/x//2v7J/rX+tf6o/qL+xv7+/ij/gv/J/+b/9f8dAF4AjADEAP4ANAFFAVUBbwGAAYABYwFUASsB3wCmAGIAPQBIADUAFwAZABAAGQA/AGEAdACCAJsAsgDJANQA2QDZAAIB9gDJAKsAdwBkAHQAfABbAFEANAAiABEA3//A/6v/lP+X/6b/s//M/wAAWAB5AJUAwwC+AKsAmwBcACsACgDb/6T/cP9s/3T/k/+L/33/hf+i/7P/mf+U/6L/wP+t/5L/ev9X/1b/YP83/yT/IP/s/s7+o/6f/sT+0v7e/uD+9/4l/1n/gP+e/8r/9f/w/9L/5v8QADUAOQArACEAIgBDAFIAVABcAHgAhwCEAI0ArwDbAOIADgFFAWIBeAGEAYgBdAF1AXgBPwEKAegAuwCaAI4AlgCvAK8AmwC0AKcAmgDBAMIAsgDPALsAVQAcABQADgDf/6P/cP9i/5H/m/+h/9r/GQBHAE0ANgA5ADsAKgAeAO//w/+4/6f/nf+K/4D/jv+K/5j/k/9z/4X/pv+N/37/kf9o/0D/Vf9v/2//ef+S/7H/xf+8/7//9f8iACsASgBYAFoAbwBtAFoARAA7AEYAIQD5//D/5f/k/+7/9P/2/xAAQABWAH0AywDgAPMABAEbARsB7ADdANQAuwCGAFAANwA2AAwA4//I/9j/9f+//5P/hP+y/8n/pf+5/yIAhwCLAI4AxwAhAT4BHwHqAMcArwBZAPH/p/+P/2X/EP/k/gr/Pf9j/5X/z/8iAF4AVgBIAGYAWwAjANj/lv+L/zf/4/7N/tj+7v7e/vr+Uf+i/8//5P/v/xQALQBAADEAEgAjABUA8//s/wMAFQA1ADsAPwBzAHsAlQC1AKoArwC8AL8AsQCPAFgAMgAmAPP/kP9p/2//Tv8y/0T/Y/+f/9T/0f/4/zUAbgCGAHgAgwB+AGQALwAAAPP/BAD0/+D////8/xUATQBkAHQAjwB6ADYABgDQ/5z/cv8o//v+7/7I/sH+yP7S/v7+Nf9a/1X/bf+l/7P/vf/J/7D/ov+S/3f/df93/4v/nv+p/7v/uv/B/87/5f8GACkAYgCTAM8AFwFZAZ4B0gH5Af0B3gGrAU8B1wBfAMT/If+1/mD+Rf47/kv+rv4o/57/EgCaABgBdwG4Aa4BgwF4ARkBhQAIAKf/ev9I//j+yf77/kj/hP/A/xsAjQDJANwA4gDNAK4AdQAjANf/r/+t/53/qf+6/9D/+P/x/+3/3//C/5X/M//b/pn+RP4F/uj99v0z/lf+if7x/i3/R/81/yD/R/86/yP/Of9c/5H/uv/g/1cAzQACASEBKQE+AUABKQEFAfgA+wDgAMIApQChALcAvgDLANMA5AD4AAkBIQEsAVsBPwHsAL0AiwBfACUA8v/0/9n/m/+C/4v/rv+S/2H/YP96/3j/af+Z/7X/5P9FAIgAsADkAP0A8QARAQgBygCjAGAALwD8/8//yf+y/83/7//i/+7/FQAGAAMA8/+q/2L/D//L/qv+pf6c/oX+ef62/gn/Qv9c/5P/2f/y/+X/p/91/1z/Lv/w/rj+k/6T/oz+pP7j/iT/cP/G/wYALgBEAFsATgANAAsAEwAAAPj/AgAuAF8AfwCIALcA0QCkAGwASAAgANn/vf+2/5j/kv+h/8L/FgB3AMcACgFBAWcBdAGAAX4BXgErAeUAegAgAPD/5v/E/6T/xf/o/w4AQABsALEAEgE4AToBJwEVARsBCQHoAMoAugChAFoAAQDA/4j/bf81/9n+pP6j/sf+9f40/3P/rP/v/zIAZQCOALUAqACCAFQACgC0/1v/Mf8Z///+4P62/rL+3/4I/yj/MP9E/3H/YP9V/1v/Yv9t/2z/Qf9E/3P/hP+i/5//uv+6/3v/V/9c/1f/Mf8z/y3/Jf8//0L/Vv+o/97///8WABoAPABTAFkAVQCCAJcAmQDHAOcAMQGIAZYBfAGMAXoBTgEZAbkAbwBOAC4A6f/g/9z/8P9KAIUA1wATAT0BZAFxAXwBVQENAc4AiQBgADQA3v/A/8n/yP+y/7H/2P/Y/8b/wv+t/53/lv9Q/yz/Tv82/zn/cv+f//L/AgD8/xYADwAIAM7/g/9H/xH/1P6F/lf+a/6G/rL+3f74/m//sf/H//H/8P/4/93/qP+T/5P/g/99/4T/h/+Y/6L/sf/E//X/HwAdAA4ACQD3/9P/tf/J/8z/tf/S/+X/8P8LACUAJwBKAHYAdgCMAKsAuADGAMAAtwDOAMEArQC6ALEAswC0AIgAZABEACsAFwDU/9T/AAASAEIANQAxAGwAkACHAFkAQgAsABIA1P+f/3//gP+R/1z/SP96/6j/vf/i/x0AMgAVAAMA4P/b/8n/l/+R/27/Rf8q/xr/LP9Z/2P/Zv96/6//vv+N/4b/kv+S/1j/Gv8J//r+B/8J/wf/Pv9a/4L/sP+9/wgALAAQAAYA/P/o/+D/2//F/9H/zf/N/9P/zv8NADcAWQBsAGoAdAB6AJoAiQBpAG4AdABiADAAFAAfADYAUwA+AAwAFgABANP/1P/D/6L/m/+M/4D/fP+f/83/5/8ZAFIAYABsAKcAqwC0AKAAWAAyABAA7f+l/5f/ov+O/57/n/+L/8L/3v/b/9v/qf+Z/1P/Ef/2/rL+Z/5C/lD+Tv5c/m/+k/7i/ir/TP9X/2f/ff+b/4L/Z/9u/37/gv9q/4b/iP+I/9r/JwBBAGEAmwDQAP0AEQEpAUkBYgGLAZoBhQFqAUsBJAGwAFwAKAC//2f/If/9/tz+8v4c/zn/mP8LAEwAiwDjABwBRQEtAfIAyQCOACgAtf9m/z//Sf9H/z7/aP+x//H/PQBsAGkAfgBnAEEAKQD5/7j/cf9H/yr/EP8I/0H/dP+a/+H/9/8EAAIA5v/B/4b/Qf/9/rn+g/5r/lT+Rv4c/uX9zP3G/fP9GP5e/r3++f5S/8L/KAClABkBVwGKAZoBpwGBAU4BPwEMAdAAdwAtAP3/4f/2/wkAOQBnAHQArQDYAAoBSQFpAXcBWAE1ARUB+ADRAKgAawAIALn/Y/9C/xz/6/7m/uT+BP8K/yL/YP+c/+L/HQBJAGUAXQBwAIsAiAB+AEgAFwDM/6D/pP+c/6P/sv/W//T//f/x/9//w/+b/2D/KP/4/tn+1f6//sb+yf65/s/++v5H/5D/zv/w/+3/0v+n/2//Lf82/xT/+f79/tb+Bf8v/0H/df+1/+P/FAArAEwAoAC+ANIA5wDYAMYAygDHAMgAywDIAL0AmQB4AFgAPAAfABEA8P/C/7//vP+2/8b/6f/0/xsANgBHAIsAngCnAMMApgB4ACAAlv89/wb/4/7G/rn+sf7N/vH+Ff+N//X/SACFAJoAuQCtAIEAWAA3AC8ACgDG/8X/AAAQAEkAjwCgAOMA/QAcATYBDgH9ANMAfwAvAAcA8////w4ACwAwAE8AhwDEAPMAIAEjAfkArwB0ABQAyf98/z7/Lv/w/vX+B/83/4X/x/8lAGYAigCmAL0AwQDYAK0AfwB8ADUAEAD6//H/7v/T/9z/2//G/7//uv/D/7z/m/+T/2D/V/9b/z7/Tv9H/17/WP9P/1H/UP9t/3r/kf+d/53/pf+x/4r/cP9t/2j/cf9Y/3T/iP+L/4z/nv/V/9r/FQBQAIMAzADYAO0AFAElATUBRgFIAVoBZQFYAUMBHQHnANkAxwCpAKQAlwCdAJ0ApwCxALQAwQDPAOsABAEGARQBEgEFAQ8B4ADBAJ8AYgBPADkALwAtAC0AIAAoAFAATQBfAIoAkwCPAIgAdABPACwABwDs/8H/mP90/3n/nP+w/+X/+f8mAEYASQBUACcACgD+/9b/mv9I/wz/+/7j/sf+wf7g/vb+C/8Z/xn/Mf9C/0T/Pv9e/3f/eP9v/2r/jf+b/6X/rf/A/+7/BwAKABsALQA0ACEAKABGAEYAUQBWAGcAeQCIAJgAyAAIAT8BaQF5AZwBxAHEAZMBbAFeAXABWwEYAfcA8AAAAfAA2wDlAOgA3gDcAOkA7QDuAO0A1ADRAMEAswClAHoAagBRACoABADs/9X/2v/P/7P/x//x/wsA9v/d/+3/CgABANj/uP+8/8H/sP98/4P/p/+Q/33/av9j/0L/Fv8d/zL/Rv9D/x3/J/9Q/03/F/8Q/zn/Yv9m/1b/dP+i/7z/r//E/+P/GgBAAE8AbACGAIsAagBsAHcAhABqAGYAeQCaALAAhgCHALgA5wD0AO8AGgFVAU8BSAFTAUQBHQHtAM0AygC1AIEAcwBlAGcAdgBxAHYAcwB7AG4ASABBADUAKwAcAOD/zP/Q/7z/1v/q/93/6v8OAEAAPQAAAM7/1f8AAN3/mP+I/6T/s/+l/2v/WP93/4X/l/+I/27/Xf9g/y7/Hf8k/wb/Bf8S/0X/Rf85/zv/Tf9y/27/Yv9+/8n/0v+//7n/r/+0/7H/wf/g/ycAXABFADUAVwCmAKoAwgA2AYoB0wH0ASMCcwLBAvcCwQKCAmgCOwLUAWgBEQGyACkAj/87/y3/Rv9M/3P/q//f//H/4//6//3/2f+Q/zj/+f7s/q7+Xv5H/mr+n/6h/r3+Iv+n/+r/8/8KACoAbwBsAB0ABQDy/7z/V/8f/w3/K/81/yj/Nf8x/2b/Z/9g/2//WP9A/wb/1/7w/ib/V/93/53/uP/g/wIAAAA4AIMApwCfAJsAlwCjANAA1QDkAAQBCwHvAK0AdgA0AKX/iP+S/1v/Y/9r/5b/2v8SAEoAmwD4AEMBWgESAQMB+gC9AGUAEQD5/+n/3P+z/9f/HQBgAK4A4QAYAUABeQGBATUBpAAqAJP//v63/nr+SP4x/j7+SP6S/ub+Kv82/0D/e/+T/7f/7f///xQAGgDM/7j/sv+1/+j/DwAvADkAEADc/6j/bP8p/9H+p/5X/vr9yv23/br97f0V/jz+sf7t/j3/lP+//xEAYQDNADYBfgG9AeEB6AHWAZsBZAFfAWcBhgFwARcBzACMAHcAXwBIABwArv9Q//3+rP6D/lf+UP51/nT+ev6G/rv+CP9B/2n/jf+b/57/k/9G/w7/wv6G/nz+i/6n/rT+9/5s//D/WACaAOYAEwEUAQEBpAA7APL/v/+J/17/b/+c/9j/+v8yAKIABgFhAYMBVwFeAVAB9QDOALcApACvALAAtQDJABgBSAEzATIB7gC7AJoAbQAyAN//vv+H/0r/Hf8R/xj/Dv8J/xj/O/9C/zj/OP8l/y3/M/88/2v/c/9m/1n/OP8o/0v/fP+U/6X/zP/C/6X/qP+Z/6X/q/97/0r/LP8c/zn/Z/+e/8P/4P/5/xIAUQBcAFAAXwCFAJUAfgCEAHgAdwBvAEcAQwBDAFMASgAFAMz/uP+t/4v/g/+X/7//0f/m/xEAKgB4AIEAcwBpAAwA5P/M/7f/6f8+AJoAvgDRAAUBHAEfAewAvwC0AGwAFQDI/2f/WP9g/1H/dv+A/5z/x/8CAD0ASQBNACEA+P/J/4b/Sv8R//z+4/4A/0D/jP8kAJMAvADCALcA3wAUARIBEwENAdoAZwAAAMb/hP9y/3P/c/98/5T/gf9Q/zH/Bf/I/mj+K/72/cD9uf2j/Yz9g/3L/Tj+of7r/u/+Ff8v/zv/Sv9J/1X/Pf9B/1v/X/+R//r/bADHAPsARQGZAc4BDgIaAg8CKQIYAskBpwG6AbUBugHCAaQBcwFlAWEBUgFZAWcBVwE8AV8BVwE8ASYB3QDdAPYA7QDYANIAzgDaAMYArQCyAI4AnwC2AIUAVAAQALD/cf9k/4//v//j/+z/DAA6AD4AagCtAM4A4ADTAJAAZQAVALj/hv9T/0X/LP/O/o/+iP5z/oD+iv6t/vL+GP8q/z3/Mv/W/o3+Tf41/i/+y/2P/ZT9wv3m/f/9Uv6p/iD/Yv97/5P/x/8VAC8AbwC8ACkBggGsAeABMQJrAn4CpQKlAqMClwJyAlACNAIJAtgBtgGFAVsBOQEDAagAlgC0AL8AwAB7AFsATABFAF0AOgAvADIAEgDN/5H/fv+K/53/h/98/3n/e/91/2//kv/X/xkAPABHAGwAkQCAAH4AigCTAKYAqQCHAGEAIADJ/4r/ef+W/37/a/9w/33/lf97/4f/sP/r/xkA/v/X/7f/aP8A/97+1v4X/33/qf+m/7f/6v/+/wsA/f8HAAAA3v+m/3X/pv/R//v/IQA9AH4A0ADeANwA7wAmAXYBswHZAQUCQgI3AigCJwIwAhECzgF5AdkAbgAeAL//uf8FAEgAKwAkADUAHQBzALYAsADOAOYArwBJABsA4/+s/5T/mP+x/6v/nP+O/4v/wP/3/w4ALgBYAGYALQDm/7j/m/9A/+L+yP7k/g7/Av8B/wz/Xf/L/wkAJQA5AAsAqf9o/yv/Jf8o/wz/+f7//hH/BP8L/1j/s/8RAGoAogDfABwBJgEMAQMBDAEaARgBCgH/AAYBDwERAR8BSAFPATABDwHKAHgAPwAnAEAAfgCBAG8AeACjAPgAHgFCAXgBiwFoARABtABqADgA2f+D/03/E//e/n7+av6A/rH++v4k/3D/v/8DAB0AHwANAA4AAgDq//j/4//C/7X/vP+f/6v/0v/C/6r/eP9P/yb/6v7A/qL+gv5t/mD+af58/rb+Hv9j/8T/JwA+AFgAjgCZAIYAmQC1AJUAgABwAFUARgBMAGAAbACsANYA4AD0AAMB/ADyAPwA8QD+ADkBPAEiAS8BHQEmASMBKAE2AfMAswCoAKsAqwCzAKMAhwA+APj/9v/v/+T/5v+q/4n/nf+b/7j/3P8NAPj/0/+W/zv/KP8Y/+b+vP7C/pX+tP71/iP/df+d/67/rP+8/5P/jP+l/3r/XP8m/9f+7v5Y/5f/3v8EADEASQA6AF8AjQCxAKcAbAAwAAAAvf++/+P/IQBxAJwAowCXAMgA1ADgABABGAHbAJYAZwAxABMAGwACALD/j/97/3T/kv+z/8b/uf/r/zIATABpAFwASgB5AHsAfwBwAEMASgAwAB4A6P/v/xUA9/8BAAMADgAMAPD/zf/W/9T/iv9l/2L/ZP9E/wb/4f70/g3/8P7x/gf//P7f/sL+2v72/iH/XP9p/3z/pv/u/woABAAbACAANQAwAC8AZwBsAHsAkQByAHoAeQBAABcADQDt/8T/0f/P/7//rf+9/9L/q/+p/7P/vv/H/8r/y//M/wEAVACSAMUA5QDNAAoBdwF8AW0BYgFGARMByAB8ACwA+v/M/7D/n/+a/7D/rf+6/9v/zv/Z/xAAIABRADsA8P/r/9z/u/+G/yn/7v7g/q7+hP6B/qP+1f4E/w3/Iv9n/4H/ZP85/x3/F//k/o3+X/5q/n7+lP7U/vD+AP8Q///+C/8w/0//SP9K/3j/g/+X/6H/m//l/w8ANQB2AMAACAECAQAB/gDvAO4A5gDZAN0ACgH+ANAA/QAWATEBRQEdARUB8gCxAIEAfgB1AEcAKgAaADEASABAACkAOgB5AI0AoQCmALQAtgBxAF4ASgA3ADgAIQARAA8AHgD7/8X/x//X/93/qf9t/4L/dP82/yX/VP+v/+7/2v+4/+H/GwAhAB0ALQBMADwA5P+b/13/Hf/a/o/+Zf5F/i/+J/4m/k3+if55/mP+k/7J/hD/F/8N/xv/H/8Z/9T+vf7s/gL/8P7j/vP+PP+W/5X/xv8nAFsAdABoAIAAnAC+AKwAjQCAAHMAngCuAL0AywDeAAIB+AD1APcABwEhARMB7gCwAKgAnQB3AHMAZwCGALcAngB4AGoAcQB4AFsAQABOAFEAMQD//9j/2//C/5j/av82/yH/L/8N/8T+v/7U/u7+A/8w/2X/Y/+R/63/fP9n/3D/df91/4j/b/9L/zP/Nv8x/xn/Q/95/5r/jP9l/1j/d/+o/7n/v/+w/5f/n/+f/7D/wf/C/9D/2P/x//T/y/+q/7D/s/+Z/5D/q//K/93///8aABgAXgC4ALgA0gDYALkAuACtAKAAmgCdAKYAuACqAKAArACDAHEAZwAgAO//tP9s/zL/Kf9C/2b/gv+O/8H/AgBNAI0AtwDAALoApwBxAEUAIgDs/6b/gP9t/17/V/92/7b/wv/X//T/5v/t//b/5P+o/4n/Q/+4/n/+Tf5L/m/+Zv5n/ob+xv4R/zr/b/+l/6D/pf+V/3D/bP+J/33/Tf9H/1L/af9v/5j/DwBnALcA0QC1AN0A+QAaATMBWwFyATMBGAELAfwAGQEqARAB1QCmAIYAOgDz/8n/vP+i/5T/lP94/4v/2f8WAC8AUABgAHwAnACHAG0ANgDx/7L/Uf8P//j+9v7o/un+GP9D/3D/pv/h//r/IgAuAAYA6P/F/6n/f/9y/4L/dv9z/5L/rv/I/+r/AAD4//7//f/h/8T/lP9w/0j/If8G//H+7P70/hH/OP9S/17/Yf+B/8D//v85AEcAbQCgAKUAqwCuAMsA4gDPALIApwCtAIAAFgC+/2n/M/8u/yD/Jv9c/6D/4P8SAF4AuwAMAVgBZAFPATUB+AC+AJ4AdgAwAAcAEwAUAP7/7f/5/xgASABoAG8AlgDEAOcA3gCvAJQAdwBjAEwAQwBRACsA+P+3/7L/3f+w/43/YP88/yD/5f6//rX+8f4V/y3/XP+V/9//BwAVACQAMQA9ADkADQAXADgAKgAbADEAVABNADsAVABhAF0AYAAtAPv//P/x/7P/e/9t/3//mP+T/5P/pv+b/57/iv9v/4P/av87/xP/+P7r/tv+4P78/gH/Dv8f/yn/Sf9t/5P/pP+0/+H/7f+3/4P/h/+s/8r/4f8KADsATABUAFQAWABXAEUAJwAEAOD/jf9n/1v/TP9v/4L/g/+k/+T/DgAqAHMAnQCXAJMAbQBnAG4AcgB2ADsANwBWADMAGwBBAHIAbwBxAGgATgBoAFcARgBTAHwA1ADBALMA/QAkATEBMQEuAQgB2QC4AG8ANwDw/5f/Wf8w/zn/Pf83/3z/2f/8/xkASwBgAHYAiABqAEIAJADy/8D/yP/P/77/r/+U/5z/xf+9/6j/uf+4/63/n/92/1v/Tf86/yr/Ff8L//z+5/7V/vL+Bv/a/uf+E/8m/zz/Sf9A/1z/iv+U/7L/2//a/wEAKgATABQADgDt/9n/1//X/8z/1P/s//f/IgBhAJYA0AAQATYBUAFxAUIB+QDnALgAZQBJADkABwD1/w0A+f8DAEIATwBYAIMAtQC3AI0AZABIADYADADP/6v/p//H/9b/1v/c/xgAZgBYAEEASQBSACUAzf+A/1n/Lv8D//P+6P4R/1X/kv/Y/z0AgACIAKAArwCYAFkAEADU/67/jv8Y/8v+5P7m/uP+zf6+/uP+Af8C//7+H/8j/yr/P/83/1n/av9g/27/of+2/6T/p/+o/6v/tf+x/7L/rP+q/8P/xv/c/+r/4v/+/xAADQAQADUAXwBqAH8AqADMANsA8ADvAPcALwFDAQwB2ADXAM4AtgCUAHsAjwDBANsA3QDkAAwBNgE/ARYB2ACeAGcALwDs/+P/wf+e/5f/e/9r/3f/y/8BABwAMgAnACAAEQDu/9H/xP+w/4D/VP9R/0f/Wv9q/1b/XP9s/4T/gv9x/4j/eP9E/yX/9/7R/tD+1/7Y/tX+4P76/kX/jP+s//T/GwAoAB0A8v/z/wkA+v/n/+3/5//b/87/1/8eAG8AjACQAIQAkAC2ANQA3QDzACEBHQEOAesAswCqAGUA/f/M/4n/Nf/a/rP+y/7Z/g3/V//J/0AAgwC+APsASAEpAeUAvgB6AE0ABgCh/1//Yv9//5j/rP8AAGAAhwCKAJsArQBrADYA/P+x/6L/ff8n//r+OP9v/5f/zv/q/ycARAA/AA0Aw/+f/2n/Kf/e/r/+lP5+/rf+z/79/mP/rv8HAHIAmQDLACsBfAGpAaoBbgElAQIB1gDBAL8ArgCiAKkAsQDHAPAACAEWAQIBwgBdAP3/l/9L/xH/7P7x/gr/TP+X/w4AmwAFAV8BlwGJAXABVQH3AJIAPgCn/xr/1v69/rD+yf4F/0f/qv/6/zgAcgCnANYA0ACQAF4AJQDb/9H/2v/L/9P/9P8FABAASABaAEUAKwDk/4z/M//c/qT+lv5+/o7+r/7O/hP/WP+b/9z/HgA0AC0AQwA3ACkAIAAfACwAOABQAGEAeQCdAMYAuwCxAK0AgwBwAFMAIwAEAAMAGgAcAB4AOgBiAHwAqQDPAL8AtQCWAFUAHwAAAPn/5v/G/8D/vf/P/+//+f8CAAgAJgAyABMA/v8VAC8AMwBAACYAHwBCAGAAYgBcAGYABQCY/0L/1/6e/oj+gP6I/rj+9/5D/6f/JACfAPAAJAFDASQB7wCzAFYADwDl/7v/hf98/5T/qP/b/y4AQwBDAEsASAA4ACAAEgCt/z7/E//5/tv+9/5T/6f/8/8ZAGMAtwD0AB0BBAHpALcAawAhAOT/xP/D/7L/oP/G/8r/3/8QADIATgBWAFsAPgA2AFMATwBVAHIAewBxAGEAXwBXAEQAMQAXAOz/tf94/zj/G//2/vT+A//m/v/+Ev8M/yb/X/9v/23/df9I/zj/S/8//yr/Mf9A/1n/c/+c/7X/vv/y/xMA+f/d/wgAFgAWAE0ANwAUAD4AVgBDAGoAqAC4ALAAsQCSAHkAjAB6AHoAcABXAEwAPAA7ADQANAA4AC4AMgBNAGQAcAB6AJcArQCgAJQAqgDHANYApQBkAFAAPwAjAPb/qv91/3j/Mf/u/uv+8P4B/xj/Gv8j/27/h/+K/7H/2//Z/+r/BADr/9r/yP/F/7D/n/+m/4D/Uv9d/23/Y/9E/zn/bv+S/4//av9V/13/VP84/yT/C//s/v7+9/7u/gD/J/9Z/1//df+c/6P/kf98/2X/bP96/1X/S/92/5T/wv/h/wYAXgCqAO8ADQEqAU4BSAEvASQBEgETAR4B5gDjAO4A/AAEAQIBBgHtAAIB+ADuAOgAygC4AKMAoQCLAFoAVABWAEoAWABTADUANwBTADUA+P/F/6H/af8k/wH/xv6x/tP+3P7I/u/+K/9Z/63/1v/m//z/CAD7/9z/w/++/67/iv+F/2X/O/88/0H/K/8Y/xD/+/74/gj/6f6i/nz+g/54/m7+kv61/tT+2/7r/hT/Rv+A/4n/lP/U/+7/zP/Q/+z///8eACsAKwAxAD0APQA6AEEAVABvAGEAPgBWAHwAewCdAOAADQFHAXEBdgF+AXIBSQEtAQ0ByQB+AEQAMAAjAAwA8f/8/xsADQAJAPb/8P8EAO//rv+A/2z/Vf9g/2z/Zf99/6D/tf/c/+X/9f8dABsABgDk/7f/i/9n/2b/Uf8g/yH/Of9l/43/pf+f/7L/zf/K/7z/m/+f/3D/Uf8z/wT/Ev8D/x7/Tv+C/8j/5f8MADAATQBrAG8AcwCiAJ8AcAB1AHIAdgBzAIAAkwCGAIUAaABfAKAA7gARAR8BMQE2ATIBGgHdAHgANADv/3//P//5/uf++P4C/zD/fv/L/ysAiACOALAAywC8AK0AZwAMALn/h/9+/03/Rf9c/4L/vv/x/yUAMgBTAEYAGgDn/5H/Tf8M/+L+3f7g/gj/Ov9i/7L/7/8FABUAKQAhAB0ADgDo/83/r/+s/7b/6P/6/yIAewCTALMAygC+ANYA5ADXAMcA1gDTAMgA0gCtAMUAzQCcAEUAy/9j/zH//P6s/s3+9v4O/1H/rv83ANYAOQFzAbsBzgGiAW8BEAGmAIYAHwCg/2D/Kf8u/0//aP+b/8L/5f/s////QgAoAPn/yv+p/6r/mP+a/9L/KwBqAJgAmgCxAMEAkwBeACEAxP9A/9P+ff5J/jT+Ov49/j7+dP7M/h7/Rv+j/wQAIgBFADMAQgCJAKkAuQDVAAgBBgH3ANEAkABrAFEABACq/2v/N/9Y/1z/a/+d/9v/MQBsAL4A5gAWATsBNAEeAeUAmQAcAL3/Wf///rH+WP5g/nf+sP4T/2b/tf8rAIgAtQDxAA4BPAFSAVkBUAE0ATkBMgEvARgBFwETAewA1gC5AKMAawBEACgAAAC5/zv/1/6l/q3+s/7C/gj/d//G/wgAZQC/ABIBNwEXAdsAmABDABMAtP9p/zT/+v7U/qz+wv7j/iP/Of9S/7j/8//m/xMAYQCLAKoAjQBiAHAAhgCNAKAAhQBsAGUAOAD9/9X/uP+R/0//Ff/7/tb+1v7m/gL/KP84/2D/dv+e/9j/6P/7/xcAIgAsADYANAArADYAPQA0ABEA/P/8/+b/8P/Z/9D/1v+5/8r/0v/m/wsAIAA/AE4AbQCEAIMAkQCkAG8ATAA5AP7//f/j/5b/Q/8j///+6v79/hn/Rv9+/7f/zP8FAEMAdACFAG8AYQBnAD4AAQAKAAAAGQAsADUAUwB/AMMAxgDIANUA2QDOAL4AqwCQAGUANgAdAPf/6f/o/wkAQABUAHUAuADfAPQAHAHzAMoAgQA2AO7/aP8l//j+0/60/pn+kv7F/v3+Pv+F/8r/FQAlAEwAagBuAH0AcgBcAC0AAADk/7L/oP+p/47/Y/9m/1j/Wv+F/37/fv9q/0D/MP8X/w//J/8O/wb/KP8v/z//Xf+N/7j/2v/S/9f/1f+r/6L/gf9J/zP/Nf8A//3+J//+/hb/V/9u/7f/7/8WAFYAogAAATcBUAFeAWsBegFTASYBEQH0ANsAmwBiAD4APwBHAEsAZQBxAI4AiQCgAKAAmQC6AKsAiwCJAH4AWQBgAFcAYwB7AG8AWAAgAP3/7P+9/4L/Mf/q/sb+iv5s/pP+5f4a/03/qP/t/0QAgACRAKcAkABiAC4A9/+l/2D/LP/6/vn+0f7B/t7+6P4V/0H/MP8Q/xL/EP/t/rb+m/6w/qf+kP6o/sz+Iv9a/3b/p/+w/+H/3v+u/6b/vv/b/8j/jP+b/+v//f8CAAEAOQCLAJYAcwBwAJUAtwC7AKAAiwCeANgA7wAaATkBVwF7AVQBQAFJAT0BCQGhAEIAKAAMANX/sP/L//H/4v/K/8z/6v/x/+P/w/+k/7f/wP+c/6//2P/9/wgA+v8HACUADgDk/wQA9P/Y/3n/JP8t/wr/6v6l/pn+uf6y/sb+0/4Q/3P/l/+G/43/y//Y/8L/uf+b/5r/lv9l/1L/Vf9Y/3X/Zv9V/1//Xf92/4P/pP/p/xkAIgAmAD0AcgCeALAAnACaAKsAqgDOALkAvQDtAPAA5wDTAOYA7QDsAPMA4wDnAJQARQAoANL/nP98/2H/Rv8X/z7/cP+a/wkAOwBbAKEAqQCOAHcAVABKAEAA0f9o/0z/V/9Z/0n/cv+v/+j/2//N/ykAWgBTAEwAGwDw/7n/gv9y/2P/YP9b/y//Jf9Q/3j/k/+D/57/0f+7/47/nP/W/xwAOwA5AFkAYgBuAHoAgQCGAIYAhgBnAFUAZQB0AHgAtwAFAUABSQFUAYoBmAGnAWkB/gCsAB8AiP8n/7r+e/58/n3+nf7+/mX/wP9gANcAFwFWAW8BSgETAcoAeABAAO3/xv+a/3b/gf+T/8P/+v8XABoAPABAADcAGADv/9X/v/+n/4z/mP+c/7H/zf/T/8b/3P/Q/6P/l/+D/0j/C//k/p3+o/6K/ob+p/60/vH+1/4D/y//P/95/5b/wf/r/xsAdQC+AO4AZAHMAQoC+gHqAeIBrAF/AUEB9wCyAHEAWgBkAHoA0AANATEBTAFhAWEBPgEyAfIAeQALAJb/Jf/V/rz+zv74/jr/bv+2/zoArQD8ADEBIwEeAckARgAUAOL/x/+3/5f/l//F/yQAjADnAEsBXgFLASQB5AC0AEgA8f+X/zn/8v7N/tD+4P4Q/0L/d/+f/6b/lP+L/3j/cP8z//P+xf6a/qH+pf7Z/gz/O/95/6b/u//X/+H/AQASAP//AADl/xcAUQBoAK0A6AAgAToBRwFkAWgBbQFCAQ4BvABqAFEAKwACAPz/AQD1/wEA+P8UACQAAgDR/4H/Rf8m/zL/PP9h/8D/EwBQAKcA7QA+AWgBYgFDAesAqQArANz/sP+f/8f/yf8MAGMAtAAwAYoBtAH/ASUCDQLOAZ0BZgHPAGAACADF/7n/h/+M/7L/tf/s//n/2//z/wYAxf9e/zj/DP/u/vL+HP9s/8j/KwBaAKwA2QDNANcApgBbACkA8f+E/0v/Tv9C/0L/cP/C/wAARgBxAGcAkwCZAFMAHgDg/7L/ef9q/2n/VP9e/3j/gf+G/7f/0P/D/6X/qP90/y7/Ff/n/t7++f4z/zn/Nf+L/67/yv8PACcAKAAjACQAAADw/wkAAAASAEoAYgBtAIIApADUAPAA/QADAQAB9ADrANcA2gDTALkA2wDCALEAyQC4ALEAtgC1AJUAZgBjAG4AfgCBAHwAfABxAIMAZgBnAHwAeQB3AEAANQAvABsA+v/k//r/6P/K/7X/kf+X/4f/bv9x/2j/jf+L/5j/rv/R/w8ABQAPAC4ANQAfANj/xv/I/5L/Zf8r/xL/H//t/rf+1P4R/yb/Mf9B/1L/U/9S/0b/Pv9N/y//Cf/d/r7+yP64/q/+zP77/h//IP9F/27/lf/L/+L/DAAeACQALwA6AFAAYwBrAGIAbQB9AHoAggCuAMQAzQD7ABUBEAEoATUBUwFtAU0BLQErAS8BBgHwALsAtADIAKUAeABEAEoAVgAmAA8AHgAkACYAIQAwAEoAXQBWAGkAbgA+AB8ABwDi/9T/sv9o/0T/K/8h/w//Bf8Z/z3/d/+S/7H/0f/o//D/6f8AAOL/jP9p/2b/bf9g/zf/IP8b/y//Mv8Z/wr/LP8U/+v+6f7f/tX+1/7v/tD+0P7n/vb+O/+S/6D/of/D//T/CAD1/+f/5v/3/97/pv+y/+b/4P8IABoATQCuAMkA4wAJATYBIQEfAUEBOQEgAeoA3wALAd0A5QDzAPEADAHTALwAvADUAMAAcwBLAFgARgASAO7/6v8NAB4AGwDh/+n/HgAQAAcAEwAjABQA+//v/9j/x/+k/6b/u/+b/4T/c/9x/4L/iv8//xj/aP+D/1//O/9D/2X/af9R/zL/N/8s/x7/Gv/w/g7/Af/P/tr++f44/zj/Pv+b/9v/4////xoAPABHADsAPQA4AC8AKAA5AEAAVABgAGkAmADkAPUA9gAPARQBLQEkAR4BKQFCAS4BAwH5AOUA0wCYAFoAMQAKAMT/Vv8Y//n+9v4C/wD/K/+M/+X/CQBCAIYAyADZANEA3QCqAHMAIgDg/6r/d/9e/z3/Of9X/5T/sf/P/wEAIgAsADsAKADy/7P/cv9D/yX/Cv+m/pD+sf7M/tH+z/7w/gf/Mf8p/0H/ZP9w/5n/mf+h/8b/zv/x/x4AWwCiAI4AmQDgAO8ADAEdAR0BJgEZAREBCwERASkBHgH4AP0A7QDMAJIAfwB7AEEAGQDC/43/Tv8Z/yz/Lf9W/3f/nf/r/yYAaACfAMEAwQC9AKsAZgAdAOD/r/+E/1H/Of8w/1P/of/M/wUALABUAH4ArgCnAFQAIgDa/7D/av8b/+T+yf7j/t/+Cf82/2T/hP+e/7j/tv/B/5X/dv9X/xz/Bf/V/sT+3/7t/jL/Wv93/6z/3P8wADQAXgC7ALgAugCwALAArwCyAOMAtwCVAJ4AhQBTADkAPwAUAAoA//+8/3b/P/8t/xD/Bv8d/zT/bv+v/9n/BAA6AGAAoADbAOEArwCMAHkAIwABAPD/0v/D/6//wv/3/x0AUQC3AOwABAElAT4BXwE7AQ8B+ACFACoADQDW/57/l/+E/3b/j/9//3H/fv+W/4z/Sv8r/wn/zP7H/uz+BP8r/17/nP/Z/wMATQB5AIkAogCcAF0AKQD+/+D/0/+2/8P/sP/H/+3/AAAjADYAWABRACYAFwAeAOb/yv+2/5X/bP9Y/07/Sf+O/5z/lv+S/6X/n/+B/4j/fv9t/2b/NP8i/yT/CP8o/zz/Ov9z/6H/nP/Q/wUAEAAsAGoAkABxAG8AiAB3AG0AUwAgAA0A+P/X/7X/p/+c/6X/s//C/+L//P8ZADMAPQBLAGUAUwA/AB0AJAAfAAgAKwASAB0AQwBRAHIAfQB6AIQAmACqAJEAgQB0AFkAkwCHAFEAggCiAJUApADAANUA+QD8AOoA0gDLAJwAXwA6AAMA5P+b/2L/Sv8t/y//SP9l/27/d/+Q/6L/uv/T/7v/pv+n/7v/m/9Y/1H/dP+R/3D/ff+d/5H/nv+f/3//bP9u/0f/Gv8g/xX/7v7V/uX+Bf8R/0v/R/9X/3v/a/+V/57/r/+l/4D/hf+J/4n/g/93/4//o/+e/6f/l/+a/7T/y//X//H/FwAvAEgAcgCoAMwA9wAfATsBUwFgAXMBZwFVAVwBbAEsAdgAuAChAIcAXwBYAFMAZgB1AGYAZgBwAG0AggChAJYAkAB+AF0AXwBeAD4AEAD2/wYA/P/b/8//xP/9/woAy//A/8//2f++/47/f/+J/5f/dP9F/1P/fP+r/6T/rf/j//r/8f/o/+r/xv+0/3v/Rv8w/+3+zP7M/un+9v7f/uj+A/8X/yr/MP9E/3n/gP9r/2n/av+a/7j/mP+h/7v/x//f/9z/8//9/xAAOwAvACoAKAAcAAkAEwArAEcAWgB7AHoAggDBALoA3gDdANkAEwH1AM8ArgC1AOAA4gDEAJkAsAC7AKAAnwB2AHUAggBuAF0ALwAuAGMAbwBkAIwAogC7AMoAwQDUAKYAlAB5ABsA6v++/6T/i/9q/17/T/9q/27/Yv+U/7j/zP/l/+X/3P/o/wMA6f+y/6//kv9t/3b/Yv9K/13/X/9R/0v/ZP9x/4L/k/+B/5X/f/9y/3D/UP9y/4D/gv+Q/5X/tv/U/wcASABDAF4AiwCHAJgAfACOAKYAdQB1AFQAKQA/AGgAegBuAIYArADHANkA1wD+ADMBUwFLAUABPAEiAQcB1ACpAEMA2//N/6X/XP8n/yb/Of9M/27/aP+Z/+7/HQBIAGIAcwB0AIoAhQBWADIAGQD7/9P/1v/E/7D/2f/u////GAAPAAUALgA4ABcA7f/N/8f/qf+D/2L/Yf9v/2X/aP+S/6f/q/+p/5X/jv+O/3j/Of8y/0T/Nv84/yn/SP96/5f/pv/B/wYALwBNAF0AfgDCAPkAIAEUASYBUQE+ASwBIQEiARsBAQH4ANoAqACVAGUATABRABcA6f+a/2L/Rv8h/xr/F/81/1v/if+t/+H/OACDALEAzgDjAN8AmQBNAC0A8v+8/4f/ZP9G/y3/RP9d/4//z/8HACoAXABzAIYAkQBXADIAIQAMAMX/kP+W/5v/pf+X/6z/vv+w/7X/nf+L/2j/Rv8w/xD/+P73/gj/Cv8m/zv/bv+j/73//P8hACsAPgBYAGUAdQB6AGEAeQCFAEoAOwA/ACoAKwArAAYA8v/3//j/7P/n/wcAIwBEAEsAQQBOAGcAeABgAG4AgABZACoADQDs/6r/V/8F/9X+4/72/uX+Jv+J/7T/6P9MAK8A1gD7AAkB9QDRAJkAYgBAAB4A9f/+////EQA4AGoApQDFAP4A+gDcANkArwB5AFEAGgDE/6X/of+G/6T/uP/R/+7/+P8LAA0AAADS/7n/iP9U/z//Dv8b/0L/Rf9h/5z/yP/+/z0AOwBCAE8ARQAyABEADAD+/+7/BAAkAD0APgBJAEkAUwBZAEgAIQD2/+P/of+h/53/hv+K/5D/zf/R/8D/y//g/+X/8P/X/5v/kv9t/1j/PP8f/0D/VP9V/1//d/+R/73/wP+w/+j/+P/l/+3/CAAcADcAXgB4AKEAsAC0AJ4AlQCbAH8AWQAvAAcA8v/T/7v/0f/o//X/+/8UADYAaQBwAGkAlwCdAKIAhQBiAEsARgBaAGYAWgAmAD8APAA/AD8AIQA+ADQAJAAEAAIAKAA9AFgAWQBsAJcApACYAJMAnwCtAJAASAAUAOv/xv+X/0L/Jf8U/w7/9v7j/iT/O/9j/4//s//c////GAAnAEMANAAzAB0ABwD8/9r/xf/A/9j/s/+U/6j/uv/M/7b/ov+x/8//1P+k/5n/nf+w/6P/hf+L/3H/hP9s/17/ZP9T/3D/Z/9H/0b/Xv9c/2f/cv9x/4n/oP+v/6v/3f8DAAMAAAAEACoAKAA/AEsASgCLALEAtAC4AMQAzADoAOoAzQDHAMMAxQClAIwAhgBsAFsAVQA4ADsATwBIAEoAJQAVACYAJwA0AB4ACgD9////CwDk/9z/6/8AABkAKQBFADkAQQBPAFMARQAdAAIA1f/R/5X/U/9G/0D/R/9L/13/b/+x/9f/3f/5/y0AOQAYAAoA7v/e/7r/dP8o/w3/Gf/s/sn+tv7D/u3+3v7r/hb/SP9a/1H/Xf9w/47/e/90/3X/c/9y/17/cP+B/23/d/+H/3v/hv+T/5z/o//U//L/FQBPAHwAqQCmAKEAxwDPAL8AygC2AKsAwQDOAK8AlwCeALMAywC6AJ4AqACkAKYAjABGAD8ATABKAC0AOgBPAGAAZABeAG4AlwCvAIIAeACJAI0AagA+ABYADwAZANf/nv+o/6L/f/9x/4L/uv/l/+r/7/8SAEgARgAzACIACgD7/9P/lP9m/0H/CP/z/vT+4/7N/sP+xv7x/jX/NP89/3P/lf+t/5D/Zv9p/3n/dv9f/1b/cf+l/8D/1f8AABUANQBbAGcAdABzAHMAfQCFAHQAYAB5AGAAQABgAH8AmACXAIwAlgCuALUAkgB+AJUAlQCOAHwAVwBPACMA7P+1/6L/lf9v/3P/av+F/7T/5f8fAEUAhwCpALMAzADGAKoAgQBcADoAEgDm/9P/xf+8/8v/sv+9/9f/4P/g/9H/tf+l/5f/T/8y/yj/DP/9/hD/Jf8w/0n/Wf9t/5z/v/+7/7n/oP+R/4n/aP9C/zL/Jf8a/xf/Hv9G/3P/mv/C//j/KABPAHcAoQDPAOQA6gAkAT0BQQFUAVQBbQFfATwBFwHlALIAfwBjAEEAIQAAANz/5v/j/9r/3P/T/8b/mf+R/4j/b/9g/2j/fP+K/6n/wf/m/wwAKwBEAFMASgA1ACAAAADm/7f/g/9n/2//g/+K/7L/2f/x/yMAUQBnAHoAfgBzAFkAKQDf/7D/rP+J/27/cv9x/2r/cP95/4H/g/9u/2T/Qv8b//7+1P7E/sr+1v73/h//VP9+/6H/5/8jAFEAbAB6AIIAhAB5AHAAeABvAGgAcwCBAI4AjwCSAJcAnwCmAJUAgAByAF8AXQBMAD8AQAA0ADwARABjAGUAQgBDADcAFQDz/9z/xf+//6f/if99/4P/kP+e/6X/sv/O/9z/3P/U/+z/+/8AAA8AIgAgABIAEAAiAC0AIQAvABYA/P/v/+T/2P+9/7D/of+c/5n/qP+2/87/9f8RACoAIwAnADcANwA7ADYAEQDt//L/6//g/+X/8P8NAAcA8f/g/7T/cP8z/x3/Gv80/03/Zf+u/+T/FgBhAK0A3AD1APAAuwCdAHoARAA5AC4ABQABAAcAHwA8AFAAggCvAN4A7ADYAMgAsgCTAGcAHgDS/7//yf/L/9P/7/8AADEAYgBnAG0AYwBPACgA8f+6/4H/Pv8f/xz/Wf+A/3j/yf/1/ywAbgBmAGwAcwBaABMA6//Q/63/r/+5/7X/vv/L//X/IwAyAEwAOwAmABAA9f/P/67/o/+U/5f/d/9o/3P/ff+G/4z/i/+G/4z/dP9d/1D/Uv9d/0L/O/9G/0X/Xf9+/5r/yf/y/xIAJwBJAIQAjACgALIAqQC0AMIAygDfAPgAAAH+AOcA2gDSAM4AyQC2ALEAlwBzAG4AfwB+AIMAiwCPAKIAqACXAH8AhwBhADsALwAQAPD/9/8CAOn/BAAQAA0ABQASAA0A8f/2/83/pf+e/3z/ZP+A/4n/nv/e/+//+P8qAF0AfwB2AHQAWgAjAAMA1/+4/5r/df9X/z7/Uv9b/1T/av94/3f/eP9+/3z/c/90/2b/Tv81/yn/MP8l/0X/g/+p/7j/2/8AAAAAEAAmAAwA8/8GAP//+P/9/xgANgBgAJ4AvgDoABMBJgEZARUBFAEOAf4A9gD5AOYAzAC/AMQAywDOANIA1gC2AJAAkQB+AFcASQAzACoAJAAfABMAHwBMAF8AawBvAHgAjgCZAIQAdABSACAA/P/Z/6j/jf+t/63/mv+h/7P/wv/s/yAAKwBEAE4ARwBEABkA9v/X/8r/yP99/z7/Qv84/zP/KP8L/xH/Kf8z/xT/I/8v/zX/T/85/0P/af96/3P/hf+q/8j/0P/R/93/+f8AAAEAFAAZADIAQABeAHkAjgCzAMQAzgDdAN8A1QDLALQApwCTAI8AlwCVALMA1QDmAAwBMAE9AWABfgFoATUBAwHPAJ8AdwBAAAoADgATAA4AFwAxAGEAmQDMAL4ArAClAJIAfQBEAAAA2v+v/4b/gP9o/4P/qf/B/9r/BAAdAB0ASgBOAEkAOwAXAOn/zP+t/5//mf+D/3r/Xv9i/1z/Y/9s/3D/cv9p/2f/Ov8l/zf/NP8x/y7/Hf8s/1f/aP9//6z/w//e/+n/5//9/wAAFwA1ACIAQABlAGcAcwCHAJoAogCnAIgAgwCgAMEAygDMAPoADAEgAS8BKAExASgBHgEMAdcAkgBYACEA9//A/4f/d/9b/1H/Yf+U/8j/+/8zAE0AewCpALQAkAB+AGwAXAAwAPz/AgANABUAAgDk////KwARAAUA+P8CAAcA3f/U/8j/3v/R/7P/uP/D/+H/3//l/wAAAAAGAPH/2//S/7z/m/9t/2H/Tf8l/wz/Ev8v/0z/SP9c/3n/hf+x/8D/7f8MAB0AMwBIAHwAcACIAJQAgwCNAIIAeABZAEsASwA0ABgA/v/s/woAIQArAD8AZwCmANUA9AAOARwBJQEYAfMA1QDBALMAhQBoAFQAQwArABMAGwAKAAcAAADr/+X/3//E/7n/t/+J/47/qP+8/8H/1v8FACMARgBRAGIAcgB2AFkAIwDk/8v/sP9y/1H/Uv9W/1b/ev+F/6P/3/8HABoALQBDADkAMQAhAAwA+f/w/+f/z/+2/7L/u/+//8H/uf+i/6D/m/9s/1L/T/9O/zj/JP8h/0D/X/+A/7P/xv/x/xcAJQA6AFUAUABIAFkARAA9AE0AQAA5AEkAUAA1AD0AUwBLAGIAYwBeAF4AWgBTADsARgBFACIAFgAiABkAHQARAPr/7v/U/8v/qf+U/3r/Z/9d/0f/T/9C/0b/Xf9l/3//l/+Y/7H/zv/a/+D/AAAjABcAKwApABcAMwAsACYALgA1ACEADwAZAAoADQAFAAkAFQD3/+//5f/j////9//w/wAABgALAPP/6v/p/83/tP9s/yX/AP/r/vX+Av8c/0n/b/+b/7j/4/8xAGEAcgBUAEoASQAVAPn/4v/D/7T/qv+Q/5P/x/8LADYAawCmALYAzADdAAIBDwHgAJwAWwA6ACwAEQD3/xAAEAD//xAAJQA3AF8AdgBfAFkANgAGANj/yv/i/+n/yv+v/5j/kf+0/57/m/+j/63/tP+j/6z/qP/I/+z/9f8AAPz//P8JAAEA8//m/9L/u/+e/5D/ef+M/53/jf+M/43/qP+l/6r/s/+3/7n/o/+e/4D/Y/9Q/zr/L/8c//j+5P75/gL/Df8g/zT/W/9o/3f/kf+o/7f/v//Z//T/7//4/xAADAANABgAGwAWAB4ANwBIAFgAegCCAIQAkwCRAJQAmACgAK8ArACRAHsAegCBAF8AOQA1AC0AHQADAAAAAAAZADkALAAbACAAKwAbACcAKwAlAE8AagBPAC4AKwA9ADsAIADv/7//s/+l/4z/aP9e/3//if+N/6//wf/T/+P/5//o/9n/2/+6/6f/mf9u/0n/MP8v/xP/Bv8H/w3/Ff8j/yb/M/9T/z//P/9J/1T/Vf9R/0b/Nv9b/4b/kP+I/6j/yv/X/+X/6//8/wUACAADAPj/BQAcACQAJgBTAGYAUwB3AHsAbQCAAJYAmgCYAJwAkwCdAKIAmQCvANQAzAC7ALIApACKAG0ARAATAPb/5//b/7v/0/8GADAANwA7AGQAhgCdAHAAUgBkAGkANQDk/9v///8QAPr/y//A/8T/x/+4/6j/0P/N/9P/yP/D/+X/7P8CAPf/AQAEANj/xv/L/6v/Zv80/x3//f7I/sT+xv6u/tT+8P7k/iH/Zf+E/4r/nP+9/7P/r/+L/3H/jv+x/5j/dP+p/9//DAAsAE0AlwDIANMAxQDEANoA0ACvAJwAmACNAHoAgwCTAJYAqgCtAKAAswC7ALwAsgCsAL4AugC3AKQAfABgADkAGgD1/7j/i/90/2P/Wv9b/23/f//L/wAA9v8ZAGkArwCNAG0AVABEAE4A+f+v/5T/kP+C/1f/P/9N/3v/m/+7/8r/1//n/+X/3v/E/5z/df9Y/zn///7Z/tn+7f4B/+z+/v4m/0z/iP+H/6L/1v/5/xQA9/8TAC0APgBKADcAbwCCAIYAcgB6AKgAmACnALMArADiAAEBAwEkAS0BUQFNASoBHAH+AMwAlwBVAP7/wv95/03/JP8Y/y3/Mv9u/67/4v8BADgAigCYAI8AeQBlAEIADQDZ/6H/lf9v/zf/MP89/2j/lv+M/6z/9f8lADcAJgAtADQANgAJANb/0f+//7H/qv+2/9P/z//B/9P/4P/f/9X/p/+O/3X/Uf9O/yP/KP8d/yH/Vv9W/4r/pv/I/wsAGAA9AG0AcwCJAJIAiQCRAJ0AnwCiAKEAjgB+AG8AbQBuAFwATAA/AD4APwA7AEMATABeAEsARQA4ACMANwA2AEUAIwAgABYA8P8HAPH/8f/n/8P/lf+b/6f/ff+V/5j/lP+D/0//Hv8M/yP/NP9W/3L/qf/x/xQAUACcANoACAH7AM0ApQCBAFsAJgAPAPv/3P/f/9//8v8bAFAAagCQALgAhwCMAJgAjgCLAC0A6f/N/8j/zf+z/9n/+//y/woAEQAlAD4ANAAbAAAA8P/R/7L/sf/c//v/EQAkADkAawB/AJEAjwBwAGwAZQA9AA0ABwD6//b/BwD6/wQAHwArACoAIQAYAAsA6//G/6r/if9w/23/Wv9p/3//dP+g/77/wP++/7j/xP+3/4P/df9j/1v/Vv9G/2X/aP+Z/6r/t//v//X/CQAZADAALQAyAE8AQgBRAGgAVQBgAGsAaQB3AG0AZgBnAFAAPwAsACMAEwDw//3/AAAFABkAIQAXADAAPwAgACoAFQACAPf/4P/F/7X/yv/H/9X/6f/0/xEAJgA4AD0AfwCOAH4AmACGAJoAhABxAIAAfwBiADYAPwA9AEEATABGADwAUQBWAEgARgBFAEsANwAnAAMA4v/M/8L/sP+R/4P/hv+Z/3j/c/9k/4D/of+J/4j/g/+d/5//mv+Z/7P/uf+6/8v/zf/d/+///P/r/woAEQD0/+3/7P/Y/73/yf/B/6z/ov+c/6T/qv+O/4P/fP9u/23/Of8p/zv/Nv9A/zL/Kv9Q/2X/X/90/43/d/9//53/jP+S/8H/z/+8/9T/4//w/xUADQASADkASABFAF4AWgBZAIMAkwCAAJ4AsQCXALgAwQCxAKgAkQCZAJgAYgBQAD8AHgAVAOr/4P/4/wQACQAGAAwA+v8KABMA+/8GAPH/4v8FAOH/rf/U/97/z//V/+b//v/u/+z/7v/X/+P/0/+j/6f/iv9u/3j/Zf9h/23/fv+f/6//yv/U/9f/6//Q/7L/nf+a/47/Wf8n/zX/Iv/5/gb/+f4V/wb//P4j/wj/EP9B/zT/N/8y/yz/VP9R/03/U/9o/2r/fv+H/3T/ev+Z/7v/l/+r/87/6P/y/wMAKwAlAEYAUgBZAGQAfgB6AGMAUAAWAEUAQAAtAEkAQwBxAIUAdAB7AJcApwCjAG0AYwBdADIAJADp/97/1f/M/+r/zf/h/w8AGwAvAEAAQwBPAFsAQAAbAOf/zv+8/3X/YP9g/1j/Y/9h/37/iP+R/6z/sv/L/8X/u/+v/6P/iP9z/2//Uf9G/0j/Tv8r/y3/MP8f/y3/KP8i/xn/Ef8N/xH/C/8L/w//A/8J/wn/Dv8P/x7/Jv8u/2L/cv+V/6n/vf///xQALQBZAFsAUgBuAEMAEwAZAAAADgAAAPz/BAAGAEkAaACTAKEAvgDkAMYA1wDkAKoAiQBxAPz/vv+l/17/Uf9B//7+CP9O/1D/V/+L/93/GgAuACUAGwBhAE8ACQAIAOX/2P+n/3v/oP+L/5f/vP+r/8T/1//a/9X/zf/O/7H/g/9N/13/SP8j/zH/Nf9l/17/aP+E/4T/k/+E/4X/eP9L/zH/Ef/2/u7+1/7G/sr+z/7h/vz+Hv8l/0v/bv+R/7L/sf/L/+H/EQAUABIAFQAjADgAFgAgADEAFwD6/+D/4P/t/+j/2P/l/w4AFAAOADkARQBOAHQAggCKAH0AggB2AFIANwAZACAAAwDI/9T/w/+K/4z/mf+T/4//Zf9Y/3X/VP8y/y7/N/9B/1P/Xf9c/6L/x//c/xQAKAAbAB8AIwABAP7/7P+w/4r/bv9g/07/U/9+/27/e/+e/6L/rf/P/9v/6f/p/7X/qP+v/6T/cP+I/6f/d/+Q/6H/mf+p/6//q/+t/5r/ff+V/4z/ef9l/2n/mf+X/53/mP+z/9n/9v8OABMAIAAmADkAPgArACwASQBIAEwAQwAdACEALQALAPb//v/m/+T/yP+h/7j/xP+9/6f/uf/J/97/3f+4//T/7//f/+v/3/+4/3v/m/+S/17/Xf95/3f/a/+D/3//cv+U/6z/q/+X/9T/4P/O/wYA+v/2/8f/hP9a/3D/iP92/8P/4//h//r/JQA7AGEAlwBhAGsARQACAPP/zv+8/4f/i/+e/4H/gP+7//v/HQBdAI4AmwCnAKUAxQC0AH4AWwA7AC0AAgAKAPf//P8iAOz/HQBOAF8AewB8AIkAhACMAD0ACwAiAAkA+v8BAPL/1P8OAAcA0P8LABAA7P/v/+D/vf/B/8b/sf+n/6b/jP+I/27/X/9+/4n/kv9z/5b/j/9u/8D/yv+Y/6X/2f+8/5z/1/+8/5v/y/+4/43/ff98/5f/nf+C/3z/kv+C/2b/b/+G/7P/s/+4/7z/zf/o/9n/8P/1/+//FAATAP7/GAAeAC8APQBFAHUAXwBVAI0AkwCgAL4ApgCCAKwAuACGAKQAqgClAL8AwQCdAKUA1wC9AK4AqgCCAGgAXgBQAC0ANwAyABMAIgAaACYALABDAEUARwBQAFQAVwATABYAEwDj/9n/wP+S/57/jf9t/5H/fv97/4z/ev+B/4//i/+J/5D/q//M/7n/uf/i/9f/wv/A/6v/rP+s/3n/WP9p/2r/Uf9Z/2n/Vf+B/6z/hP+Y/8P/3P/j/97/8//b/+X/FgD5//r/LQAiAA4APwBKABYANQBbAEMAKwBLAEAAIgBLAEUATABmAFkAbwCGAIoApADBAMgAwADQAOkA6QDTAL8AywCXAIsAlgBOAE8AUQBBAC0AEgABABQALwAgADEAVQBeAE0AZwB5AGgAXQBtAEYALQA4ABMAAADR/7r/wv+I/1L/Wv9E/yT/QP9c/3n/lf+a/7v/4P/z/+z/+f8LANr/z/+3/3v/cv9e/y//HP8v/yb/N/9g/2X/gf+t/8D/tf/H/+v/8//a/87/3//c/9X/2v/0/+f/+/8wADYATwBfAGUAYABkAFEAUgBMACYAIwA5AGQAQQBZAG8AcgCSAIcAjACDAHQAdABsAFEASQBHAEMAKwASACYANwAsAC0ATQA8ADMAYQBLADEAJwACAPP/w/+f/6j/hf93/4X/aP9k/4T/n/+q/7//4//S/+P//f/B/9P/x/+F/3//a/9K/0X/Ov8e/zX/Pf82/0r/RP9M/1D/YP+I/z//MP9Z/yb/FP8N/x7/Lf8r/1P/Sf9I/4L/nf+n/7D/1f/n/9n/4v/s//H/+/8OABkAJQBGAGIAXwBrAH4AgwBpAF0AWwBUAFEAXwBlAFEAegCEAF8AegCjAIYAcgBuAE0AAADM/6j/Wv8s/yr/Kf8B/xz/av+C/77/HgBQAGkAgwCGAGEARAAfAOX/qP+N/3b/T/9Z/z//UP+M/6L/zf/n/wgAGwAmAAUA3//N/7L/n/9i/1X/NP8T/y//Of89/1f/Z/9f/4r/gf9r/2z/V/9N/y7/HP8A/wn/Kf8b/zT/Yv90/4L/pf+//8j/2P/X/9X/2P/4/wcA8/8LACYAOABHAEIAUABIAEYARgAfAAgA7f+//6//rv+Y/5D/tP/K/7T/2P8AAAcAFAAjACsAGgARAOv/0//W/9j/uf+j/6z/o/+l/5//mf+M/5T/k/+m/6b/nv/A/8z///8OAAoAFgAnADgALgAPAOr/6v+9/5P/o/+N/23/ff+M/2v/gv+g/33/eP+W/6f/mv+u/8P/uP/E/8v/yv/T/9f/4v/j/9j/2//M/6//x//D/5T/lf91/y3/CP8N/xn/OP9v/5r/yv/5/xwAUgCPALUArACVAF8AFQDv/8P/mf97/43/j/+f/73/6f8oAE0AjACYAJcAhQBkADUAJgASAMn/oP+K/5f/mf/F/wIA9v/r/w0AIAAKAOH/uv+I/1f/PP8F//H++P4d/1z/cv+S/9L/GAAhABsAHQAIAAUA0f+S/3H/ZP9i/2T/dv9+/63/2P/Q/9P/8P/7/9T/sf+k/3f/bv91/1z/Pf9L/3n/i/+j/77/1f/j//z/+v/i/7b/t/+m/13/Wf9l/17/Tf+C/6v/tv/X/+r/+v/7//X/BwD1/8v/zf/N/8T/yP/j/9H/1//x//H/+P/v/+r/8v/o/9D/wf+c/6D/ov+O/6X/uv+6/7n/z//c/77/uv/A/57/pP+q/6X/sf/A/7n/y//w/9b/y//q/wgA//8AABEAFgAFAAsAEQAVAC4AMABbAF0AXQBkAFwAUAA/AEEAEwAAAAsABgDd/8v/zf+9/9b/4f/U/9b/4P/Z/+T/8f/p//7//v/n/+D/5v/5//X/7v/x/+r/4v/M/6v/nP96/23/a/9L/y//I/9V/2H/d/+w/7r/yf/a/+7/+P/+/+j/yP/A/6v/if9Y/z7/Qv9L/0n/T/9M/2T/df+A/5X/iv+c/3f/dv+C/2T/bP9t/23/bP9l/23/jf+d/7r/yf/K/77/n/+r/7b/rv+i/6v/6/8EANn/AgBKAF8AcAB+AIoAhQCNAJUAcABTAFgAUwBWAGAAaAB8AKgAsQCkALEAwACoAH4AcABIAC0AEQD4/+L/6f/r/+7/DwAFACUARQBVAEwATgA/ACcAHADs/9T/wv+s/4P/i/+d/67/r/+v/8n/zP/P/8v/wP+3/6j/jP92/13/Vv9A/0b/Y/9p/2//Zf99/6P/gv9a/1v/Rf82/zH/FP/r/v/+//7p/vf+G/8+/0b/af9w/4r/oP+V/5j/oP+c/5D/k/+M/57/vP/Z/+T/AAAjACIAOABKAEgAUgBWAF0AWwBVAGYAVgBUAGgAdQCEAH8AdQB2AIwAmACFAIoAkgCTAH0AXgCSAKMAiQCWAH8AawBiADwAGAD//xcAAADi//b/+/8pADYAMwA9ACgAJAA1AB4A6v/p/8//lv+U/4r/Zf9P/3T/mf+O/5r/uf/e//L/AQDm/8T/1//C/4n/Xv9b/1z/Yf9P/zb/Yf9+/27/fP+N/5b/r/+m/3//W/94/4T/Wv9e/1H/QP9+/53/pf/H/+3/GwAaACYARABJAE4APAAvAEQASABMAFMATgBUAE8AYwBmAFsAVQA3ACoAHQAGAP//CgAYABwAMQBBAEkAZwBcAC4AIAAGAN3/uP+a/3b/Wv9u/3D/dP+n/8T/9f8HABMAUQBjAGUASAAPAPr/6f+4/4D/Yv9i/3r/gv+f/9P/6//8/wgA9f/u/+z/r/9+/3T/V/8k/xH/Af8Q/yj/NP9b/37/tf/S/+H/5P/O/7v/mv9v/2f/cP9S/0D/Zv+H/5z/t/+8/+L//P/9//z/+v8jABwA/v8OABUAFgAeAB0ANABCAEkAYwBhAGYAeQB7AG0AWQBsAHgAVABXAG4AdwBwAGoAawBhAF0AQAA5AEgAHgADAOz/wf/A/7b/k/+H/4b/bP+B/5//qP/M/9v/9v8QABoAJgApABIADwAPAPL/8f/S/8X/uP+k/5H/i/+5/6T/ov+6/8P/0//Z/9L/2f/p/97/1//X/8T/tf+g/4n/lf+g/5f/hf96/3T/fP+L/5X/gP9v/3D/XP9k/1z/Rv9J/1v/af9b/3f/lf+e/63/vf/S/+X/9P///w0AEgAdAB4AIgAZAAoACwAGAP7/8P/0////BQD1/+f/8P/o/+j/AADy//P/6v/e//P/5f/d/+r/6//b/8n/yf/U/7//r/+V/47/dv9Y/3X/ev+U/6n/sP+x/8P/8v/2/+r/AAATABsAIAAkAA4A9v8FAAkA/v/u/+T/7v/y/wIADAD+/wwAFgAGAPr/8/8CAPr/zP/T/9r/x//U/8j/wv/J/9z/2//H/9T/3f/b/8n/pP+d/6L/hP9y/3D/d/+F/6T/sf+u/6n/m/+H/2v/hv+d/5r/h/9//47/iP/E//n/+/8AAPn/EQAKAN//v/+w/7//zP+t/4v/nP+u/7//2P/u/xMALwA6ADsAPgBjAGUAMgANAAEAGAAPAAEAGgAbACEAFwAOACkAPQA5ACEAHwAbAP3/4v/O/+H/9v/r//b/8v/j/wMAGgD8/+7/AAD6/+r/3P/a/9P/0f/k/8//u/+9/8j/y/+w/7P/m/+Z/7b/ov+v/7v/0P/S/9D/2P/G/8b/yf/A/63/nf+F/3r/Y/9f/3j/j/+Y/57/tf+4/6X/l/+k/57/h/+F/3r/dv+J/5T/jP+V/6//v//k//X/6v/7/yYAHgD4/+n/y//k/+T/0P/l/+j/CAAjACQAJQBMAIcAjwBzAG8AfQB6AHMAXwBBAFAAYwBUAFMAYQBtAHUAewBdAEwAVgBFAC0AGwAqADMAHAAPACUAMwA5AEgAYAB2AGkAXwBpAGEASAAjAAgA4P+q/5b/i/9//1n/Tv9t/3X/hP+Y/47/rf/f/9z/1v/W/7z/sP+7/5f/cf9e/0//R/8x/yP/M/9P/zr/QP9k/2r/dP9//5v/p/+j/6T/p/+6/8X/0P/s//////8EAB8AKAAkADEAPwAyAC8AOgAvAFQATgAwAEQAVABlAF0AYgBVAHEAkQB1AFwAbwCNAJIAnAB9AGEAawB3AGQATQAxACwANgA3AEUANAA9AFIAYgBpAFcAZAB1AHYATwAzACwAIgAQAPP/yv+9/9r/xP+9/7n/zP/w/+r/5f/J/9P/3f/c/9D/wP/J/8v/0P/R/8H/qP/A/73/qP+9/7b/u//L/93/1P/J/+3//P8KACsAKgA6AGIAVgBJAFYAWABcAF8AXwBWAFkAawBqAG4AdwCIAKUAqACrALQAwADCALkAuQCoALAAwADMAMgAtwDKAM4A0QDaAOAAxwCpAMUAuQCOAJYAegBTAE4AYwBkAEYAWABpAGgAaQBXAFIAYQBVAEIAGgAJAAAA3//F/6P/mv+I/37/cv9m/2v/j/+6/6P/oP+1/7H/pP+k/5z/e/9u/3P/af9d/07/O/9Z/07/Hf8f/yX/OP9L/zb/FP8w/0b/Lv8g/yX/Mv82/z//Sv9V/2j/gf+T/53/uP/C/8f/1P/e//v/8f8DABcAHQBMAF8AZwB4AJUAnQCZAI4AigCBAGMAdQB8AGoAZgBoAHEAcQByAHIAiwCBAGcAXQAuAAIA1P+c/3H/UP82/xz/JP9M/3D/i/+u/+z/CgAtAEsARgBMADMAIgABAND/pf+K/23/bP+Q/4f/jv+r/8f/z//B/8D/x//O/7j/hP9r/2P/OP8s/yv/I/9M/0L/Rv9l/2v/nP+q/6r/n/+D/4L/aP9F/0L/Sv80/yf/Rf9t/4H/q//d/wAAGAAuAEYAPABNAGwAdgBwAHMAVABKAHcAZwBoAHYAaQBlAFIARgBCACYAHQATAPn/7v/s//z//f/2/wkADwANABgAFAAVAAsABgACAOb/9f/V/8L/0P+k/4//pP+s/4f/j/+b/6z/zv/R/9//9v8LAA4AGAAjABoAHAAwACQA9v/s/+7/4f/J/6v/nP+c/5z/jP9p/0L/Bv8B/x3/Gf9F/23/nP/L//3/MQBaAJAAlwCfAJcAfQBFAAIA8P/r/8n/w//S/8r/4v8XAD8AUwCUAKEAgAB/AH8AgwBnAC0A/v/p//b/0f+j/8H/y//j/+X/x//Y/+z/8//c/7z/tf+t/5v/f/9z/57/vf/f/wIAAgAuAD0ANwA6AC8AKgACAOP/4v/s/9H/1f/0//T/9f/y/9z/x//T/8//sv+b/4//gv+E/37/f/+l/7j/vv/D/8D/wP/F/7v/rf+X/3v/cv9q/3D/hf+Q/47/u//d/9b/7f8JABYAOgBCACkAKwBAAEgAUwBeAFYAWABIAD8ALwAiACgAEwD8/97/1f/d/83/0//a/9v/5P/v//n/GwAsABgALAA2ACIADwARAAkADAAJAPT/9v/q/+7/DQAJAAcAGgAeACkAMQAlABgAJwAhABAAHQAYAAkACwAPABwAIAAUABoAFAAUABAA9f/w//f/+P/m/+X/3//A/53/W/8r/zf/T/9Y/4z/qv+2//z/HQA9AHYAhwCNAH8AcABGAAkA/P/l/9H/wf+0/6n/t//g//j/HQBLAHYAcgBwAGkAbwCTAHUASgA1ADEAPAA4AD0AQwBRAHAAXABKAGcAaQB1AGkAMQASAPj/4P/q/wkAFAAgADcANQAnADkAYAB4AHEAZABJADoALwA4ADwANAA+ADcAKgANAAUABQAIAPv/2P+4/6L/p/+q/6b/pv+v/8b/0P/O/+X/+P/5/xAACADb/87/uP+d/6T/sP+c/4v/kf+J/4v/mf+n/7L/u//S/8T/vP/B/8D/5//t/+X/8v8BABAAFQAkACkASwBfAEMAQwBDAEQAUABMADoALAAjACYANwA2AD0ARwBWAEsAVABXAEQAYgBsAHgAfgBrAGUAagBvAGQAXQBSAEoARAAgACAAEQD//wEACAAUAAsAFQAmAFQAZABeAGkAeQCAAHYAYgBKAFIASQA2ABsACAAEAPX/7P/f/9D/zv+9/7f/s/+i/77/vf+m/7D/sP+p/6n/oP+O/5n/n/+O/4D/cP9m/2D/a/9y/2v/V/9V/2b/Zv9v/4b/i/+c/7X/uf++/9H/4/8CABQACwAYABkAIAATABcAHAAVAB0AIAAtADgASQBJAGEAcwBvAGMAVgBaAGIAYABTAE8AVQBdAFMAUwBZAGEAagBjAGQAZABiAGIASwBWAHAAYgAwABsAHwAXACEAEwAoAC4AGAAiACoAOwA5ACIAFwAPAAwABgDs/+D/5P/z/9f/r/+w/7P/vv+t/6D/sv+z/5r/hP+G/5z/pP+N/47/mv+d/5T/fP+F/5b/gf99/5f/oP+Y/5H/k/+x/8v/yv+z/8D/6v/a/8r/vf/L/+r/1f/f/9f/7f8cAB4AKgAyAEwAaABvAG8AbwBtAHIAcABpAFEAPwBNAFAASwBJAE0AYQBsAGwAYQBIAF0AcABlAFgAQQA/AFkAXQBJAFwAXQBgAFsAOQA0ACQAEQD0/+H/2v+9/7f/r/+x/8j/zP/f/93///8gAA8AAgAAACAAIgD1/9D/wP+7/63/kv+f/67/tv+t/4r/kv+x/7T/m/+K/4L/lv+F/2j/bv9t/3X/bf9u/1//Zv+H/4T/hv+K/43/kv+N/6v/rf+Z/6r/x//b/8//3/8CABkAGQAhACsAQwBbAFAAYwCXAMAA0ADxAPkA9QAEAeoA1QDKALQAqACAAGUATwBAAFMALQAVACgALwA3ACcAQgBLADMAOwD4/73/nf9k/1D/PP8w/z//ZP96/5v/x//v/xoAGgAlABwACAAAAN7/1//I/67/ov+Q/6P/uv/W//D/BwAfABQAKQApAAcA8f/Q/53/ev9s/1X/SP9f/3v/cf90/4P/i/+S/5r/qv+0/63/p/+S/4f/jP+J/5z/o/+m/8P/2//Z//H/CAAdADIALwBJAEYAPABjAHAAhgCbAIQAjQCUAJUAowCUAHoAZwBdAE4AJQAMABYAAQDt////7v/q/wcAHwAnAB8AHgAGABMAGgD8//b/8P/z//b/2v/W/9r/2f/p/+D/3P/n/9P/m/9j/zH/LP9S/2j/gP+w/9T/3/8LADoAdgCVAIEAVgAmAAYAzP+f/4D/ef98/3b/ev+T/9P/GwBQAGgAhQCrAK4ArwDDALQAhwBQABwAEQASAAwAHgAvACcANABIAFIAbAB5AIYAgQBlAEkAKQAHAPv/FgAdABUADgASAB0AKgA3ADUAPwA0ABEA+//6/wwAFAARAAAA9v/9/+//7v/t/+H/6v/C/6D/k/+M/5v/mf+v/7//zP/F/7P/rP+1/7z/pP+c/4n/d/9s/0v/SP9Y/1P/Wv9b/2j/dP+B/5f/qf/L/9T/z//J/+H/9v/+/wYADgATAAkACAAKAB4ALQAkAC8ANQAnAC4ANgAxAE4AcABsAHYAfgCWAKgAoACtAL8AqQCDAHAAUwBUAEwAMwArABsAHgAtADwAVQBmAHIAhAB4AHEAcwBcAFsARwAZAAIA6f/3////9v8UABsAJAAxACsAIQAuACUAEAAhAP3/4f/U/7D/sf+v/7T/qf+h/6r/nP+e/67/nf+O/4b/eP+A/2r/U/9d/2z/eP9+/3z/gf+c/6//t/+//8H/sv+t/53/kf+b/5X/k/+L/5b/nv+x/8L/xv/Y/9z/7v/q/9//7P/+/xAAEQAJAAIAEQAoACwAHQATABcAHAAjACMAEQAwAFMARwBGAEcAWgB0AHgAeACDAHMAaAB4AGIATwBOAFkAVwBAADkAKAAuAD4AMQAzAD8ARgBJAD0APgA9ADcAPAAeABkAHAAQAPP/7f/6//X/7f/b/+r/7//j/+3/AgAWABYAGAAjABMAGQAPAPL/5v/I/8P/s/+s/7f/wP+9/67/x//m//n/9v/0/wAA/v/0/9r/1f/o/9f/yf++/7X/x//I/7//tf/G/9b/1P/O/87/4v/0//r/7//x//T/7//o//D/9//s/+v/6f/l/+T/7v/u//f/AQAJAAUA//8VAA8ADwAcAB4ALAAuAC4ALgBBAFYASgBHAEUATABTAEEAQABKAEsAOQAuACwAKgA/ADgALgBLAEcAPQA7ADMARQBaAE0ANgA0ADEAKwAqABoAJAA3ABkADgAJAAYADgAVAAwA9v8DAPH/4v/g/9L/5v/o/+b/7//u//z/BwANAAYA//8MABAADgACAP7/+v///wsAEAANAAYADwAYACIAIAAeACsAKwAjABAA/v////D/0f/Q/+z//P/+////EwAbABIADgAIAP3/9f/1/9X/yv/X/9v/z//T/+H/4v/0//X/BwAZABwAFgAYACIALwAwABkADgAXACsALAAkACkAQQA9ADEANAAxAD4AKQAQAA4ACAAbACIAMQAyACsALgAoACoAIwArACQAIAAcAA4A+//r/woADgALAAYA+f8QAAcA9f8CABQAHQAiABYA/f8MAAUA7v/j/8z/6/8CAOH/2f/r/wQAFQAMAP///f8LAP//7P/T/8z/7f/m/97/1P/Y/+L/4P/Z/9P/4v/n/+T/2//a/9v/5f/m/+3/5//k/wcAEAD///L/8f/x//b/6//a/9//5P/j/9P/xP/f/wEABQD8//f/HwA4ACAAAADv/wAADgDx/+H/4P/f//n/8v/d/+L/AgACAO7/+f8AAAkAFAARABQAGwAVAB4AGAAEAAQAAQD9//r/5//Q/9j/6//w//P/9P/x//3/BQASAB8AHwAoACEAIQARABgAMQAoACoACgACAA0A/v/2//j/BQAAAPj/8P/z/wcABQADAAUADAAlAC0ALAAkADYAPwAgABEAEAAWABMAEgDy//X/BgDz//z/7v/s/wYA9f/c/+T/6v8GABIACwAKAAwAIAAXABAADAADAAYA9P/q/+7/7v/k/8//7/8JAAEACAAXAC4AOwA4ADwAQgBJAFMAMwAkAB8AGAApABgADwAbAA8ADAAeACkAIgAUABAADwAQAAwA+//z/wMAGgAXAA4AFgAwAEMAMAAVAA8AEQAaABAA9//7//j/6v/g/9X/7f8HAAoACwAJABoALwA7ADYAPABHACkAOQBLAFIAXwBOAEoARAAkABAAFwAeACQALAAhABUAIQAlACcAJQAzAEoAUQBRADYAIAAaAAoAAgAAAPj/CQAKABIAIQAJAAgAEgAOAA8ADwATABQAEgASABgAFgANACEAEQD3//T/6P8GACEAHwAdABcAHwATAAcAFQAQABkAKgAdABgAFwARABAA+//p/+n/8//+//n/CAAQAAcAAwAgADEALABEAEAALwA0ADkAMAAjAB0AGgAdACgALwAvAD0AUABOADgAOwA7ADYALAAiAB4AEAAdACgALgAuACIAKQAxACkAHwAeABkAEgAWAA0AEwAVAA8AGwARAB8AKAArACcAEwAGAAoADgD6/wcAFgAbAB8AGwAeACcALAAuADAAHgAXACkAJgAVAAMABgAeAB4ACwASACIAIQAqADAAJwAUABIAEgAUACAAEAAPABwADAAHAA4AAgABABYADgASACUALwBCAFUAUwBFAEoAOAAlADQANQAlACIAKAAhABUADgAHAAQADgAZACIALAAhAB8AOAA5ADkAOwArADUAMgAlADEAMAArAC8AMwAoACkAJQAfACgAHwAeACAAFgAQABgAJwAfAB0AKgAtADAAMwApACIAJgAlAC0ANwAmACEAJgAgACIAEQATABMAFgAPAAUAHgAWABsAFgAOABUADwARABMAEQAhADEAKQArACAADQAeACIAFQApADkAPQBOAEsAQgA/AD4AOAA/AEkANAAwAEAANQAxAEYAKQAqAEAAOQA7AEMARgA8ADMAJwAbABAACwAGABEAFAAWABcAGwAjACMANQAxACUAJQAkACcAKQAkACkALgAvACoAGQAeACYALgA/AEEATABRAD0AOgA8AEYASgAzAEUATgA4AD4AOwAiABIAHQAHAP3/DwD8/wEADgAZABoABQAJABIAEAAUAB0AIQAOAAIABAD8/wAA/v8AAP7/CwAjAB4AMQA4ADIANAAxADgAMQA9AEIAQwBMAEEARAA0ACsALgArADUAOgA3AD0AOQAZAA4ADgAUACgAJwAfACEAKwAqACQAJQATABoAHgARABAAFAAlACAAKQAzACcAJAAaABsAHQASABMAFwAlABsAJwA3ADEAOAAjAB4AGwAXABQAEwALAP3/AAABAAEAAwD///P/7f/t/+3/6P8DABQABQANAA4ACgABAA0ANgArAC0AOQAiACIAIQAhAA4ACAAYABQAGgAvADMAPABAADAAOQAwACkARwBQAEYASABGAC4AKgAzACUAFgAcABEACwAXAAMA///6//T/BQD7//L///8NABgAGAAZACEAHgD+//v/CAADABEAIAAgABgAIgAXAAwAFwAZABgAEwAdABcAKgAhAA4AEAACAAAA8f8AAPv/+P/2//r/AAD+/xMA+f8RABgABgATAAoAAAD8//z/8f/7/wgABQAAAAkAEAANABgAHQASAA0ADgAXACgAJQAYABEABQD9/wwADwAIABMAGQAKAP3//P/w/wAABAD2/wAA+//7//v/8v/v//L/4//d/+3/+P8EABEAEwALAAsAAwD5//n/AAD2/wAADQD7/wwAAQAIABgACwAXABcAHwAgADAARQBGADQAIwAgABcAFwARAAwAAAABAAEA8P/w//D/9P/v//L/+f8BAAAACgAVAAYAAAD4//r//P8UABcACQATAB4AEQAAAAYACgALAA4AEAAZABsADwALAA0ACgD2/9f/y//I/83/xf/A/8X/2//i/8H/x//J/8z/0P/Q/8//zP/V/9D/4f/V/83/zv/X/+L/1v/r//7/AwAFAA8AAQD2/wYADgARABYAEQAPABMACQD5/+r/6P/y/wkAEQADAPr//v8KAAoACgAWAAgAAAAFAAEA9//6/+z/xf/V/8v/w//M/8P/xv+4/8H/w//H/9H/z//f/+n/6//w/+n/9v/+//r/CgAEAA8ADwALABwAEgABAPP/+v/y/+v/6//m//b/8P/q/9r/1f/R/9j/3v/M/+T/6f/j/+D/4v/b/9H/2//T/8X/1v/r/+//BQD9//j/9//q/+r/7P/+//j/7/8FAA4ADgAdAA0ADAAQAAEABgD8//n/AAD6/wQA9/////n/6f8DAPn/+f8MAAwA+P/u//D//P/y/97/7//s/9v/2//f/9b/1v/a/8T/wf/W/9j/4P/s/+//+f/7/wkAEAAKABAABAAQACIAGQAWAAoAEgAHAPv/AAD2//T/9P/9/woAAADg/9n/5f/m/9//4P/b/+L/8f/u/97/1//d/8r/0f/X/9j/zv/D/97/2//E/8r/yP/P/+D/5//u//j//P/z////9P/q/+7//v8NAPz/BgACAPP//v/5//n/+//6//f/BgAKAP7/CgD//wIA+P/0/wAA9v/9//j/EgAoACwAKwAHAAIAAQDz//n/2P/a/+H/x//T/8j/2P/g/+f/9f/8/wEACAAqAB8AIAANAAkAFwALABMABAD+/+3/+//+//P/9v/r//f/9f8BAPz/AAD8//P/CgD2//r/+//4////+P/s//P//v/o//X/8//d/+D/9P8GAAkA9P/v//n/6v/3//n/9//5//L/9v8CAPX/8P/0/+r/8//y/wkA/v8DACIADAD8//D/8f8AAAcA/f/+//7//v8AAAQACgD4//v/8f/k/+///P/z/+L/4P/Y/9r/y//A/87/xv/M/87/1//u/97/4P/l/+D/4f/k/+//6//d//f/BgD9//3/5//h/+T/6f/n//D/AAD6/wIA/f/o//b/+P/q//b/9P/1//f/CwAMAAsADgAHACMAAADu//b//P8IAAcAAAD1//v/4//l/97/3v/r//L/7//c/+v/4P/U/+v/5f/q/+n/y//Z/+H/6P/y/+b/4//r//b/+v/2/+z/5P/u//T/7f/1//j//v8NAPz/AAAfABcAGQAaAA8ADAADABcAEwAJABcABgD6//X//P/6/wMAIAAkABQAFAATABYAEwALABkABgAJAAwADQAPAAkABgAXACYAHwAzADMANQA3ACYAFwAiACgAFQAhACMAJAAvADkALgAiACMAJwAmABsAEwALACwAKQAXAAgA+/8AAO//6//w//H/AAAGAAAAFgAvACgAIAAuADAAMwA9ADEAMgBCAD8ANAAqACgANwA2ACYAIAAqADoAVABUAEIAVgBRAEYAVgBRAF4AXQBPAFcAPwA/ADsAKQAvABAA/f/4//7/AgAKAAUA+/8KABQAJgAhACAAEQAJAB0AGAAZAB4ADgARABQABAAPABUAIwAgACIALAAmACsAKwAnACEAKwAnACoAJQAcACgAMgA7ACwAMgAnACcAPQA9ACsAHwAdABsAKgAlACUAJgAsAD0APQAyAEAATABEADEAHwAiABwAIAAxADAAJAAtACIAKgA5AC8ANAAnADAALgAoACgAJgArABoAHgAoAD8ATQBPAEsAVgBqAGUAZgBeAFIARgA3AB8ACQABABEAFQAPABMAAwAEACAAHQAhACsAJwAuACoAHQAKAAkAEAASAAwAAQACAAkAEgAYAA8AJwA0ACsALAAeAB8AFAAWABMAFQANAAgAJgApACsALAAxADQASQBCAEQAUgBBAEQAIgAYACIAKgArAC0AMwAuADoAMAAtACMAFQAUABUAEQAQAAoADQAZABMAEgAEAP7/8P8AAAYA+v8KAAIAFgAeAB8AIwAaABUADgANABYAFAAVACoAJgAmACgAEQANABwAFQAaABYABwAEAP7//v8KABwAJgA5ADoAPgA7ADEAIwAnAC0ALwBCADMAKwArADAALQArACYAHwAWAAwADQAMAB4ADgALABIACgAPAAsAEAD9//n/EgAYAA0ADgAPAAcACAAUAB8AIQAfABoAGwAZACIALQAvACkAKQAtACcAKAApACYAJAAfAB4AJgAtADAAMwBBAEkAPQA1AC0AJgAlAB0AHQAtACYAFgAjACYAHAAaABkADwD9//v/+//w/+7/8//z//P/BAAEAPv//f/1//D/7//l/+//+////wsACAAIAPn//v8WABMADQAOABAAFgAZABoAHAASACMAKgAiABQA+v/v//z/DQAQABkAHAAmACMAKQA2ADIALwAvADUANAAmACIALwAxADgAOQA0ACYAEAAaABkAFQAbABoAFQAZACUALwAlACAAKQAfACsAMQAnACcALAAuAC4AMQAqACgAJgAaAA4AEAAWABgAEQAAABAAFAAUACkAJQAtADUAOQArABoAEwAhAC8AHQAcABoADgAPABIADQAKAAsAEwAUABQADQAQABcAFAAcABUADwAIABUAIwAbAB8AIQAsADEAKAAmAB4AEQAFABYAJQAgAB4AFwAjACEAIgAvACkAJgApACEAKQAxAC4AOgAzACwALQAwADIAMwAxACkAKQAkACUAHwAqADUANQA+ACsAGwAdACcAKgAoACEADgAOABgAFwATABgAFQAQABIABgD8//b//f8DAAUABgAIABgAFAAXABIADQAeAB8AJwAzADYAKgAgACQAJwArACsALgAhAB0AJwAnADAANwA0ADIALwAuACMAJgAsAB4AGwAWAA8ABAAAAAYA+v/r/+z/4v/k//D/5//b/9X/4f/c/9r/6v/s/+r/8f/p/+L/7f/s//D/8v/4//L/9/8PABYAGAAkACQAJQA5ADYAPgBCADwARwA/ADwAQgA+ADYALgAuAB8AHgAyACwAFAAdACMADgAKAAkABQAAAAAA/P/w//7/DQAHABIADAD///j/6//b/9f/6f/n//H/8v/q/+v/9v/2/+//7//s//f/9P/9/woADAAFAAoAEgAPAA4AEQASAAkACQAJABcAHwAYABgAFgANAAMAEwAWABAAJgAbAA4ADAAJABgADAAFAP3/8v/9//3/+//v/+D/3//U/9T/5v/d/+j/AAD//wAACAAJAAUADQAFAA8AFgD7/wsAEAANAA8ABAAOAAgAFAAVABIAKAAvAEIATABPAEYAPQA4AB4AKgAmABYAHAALAAsACAD//wUADAATAA0AEQAeABwAIAASAAgAFAAQAAoACgAAAPr/7v/0/wQAAAAKABQAIQAfAB8AKQAwADMAKgAuADYAMwAgACQAKQARAAsAGQAmAC4AMwBEAD4ALAAvADUAMQAgAA0A/v8AAP//AAAIAAQA9v/4/wEA+f8AAAQABAARABYAEQAcABEAEAANAAIAAwACAP//9////wYAEAAKABUAFAApACsAFQAcABkAEgAEABIADQAMABMADAAJAAsABgD9//7/AAADABQAGAAYABUADQAiABsAIwAtABkAHQAdABgAFQAYAB4AJQAsACoALwAxACcAMQAwADEALQApADYAKAAsADYAGwAXACQAKgAnABoAHQAaABcADQAVABUAEgAXAA0AFAAOAPz/9f////L/7//7/+f/3//1//T/7v/v/+3/8f/4/wYACAANABkAHAATAA8ADQAPAA8ACgAVABUADwAKAA4ADQAdACkAJgAhABwAIQAXABYAIQAcABMADQD1//b/+/8AAP3//f8LAAsAFwAHAP///f/y/+j/4//s//b/9f/5//z/6v/p/+z/5v/r//f/7////xAAHQAxAB0AKgA/ADkAPwA8ADcAMAAzADkALwA6ADkANwBGAEcAWABaAF4AYQBLAEUAMgAcABUADADv/+7/8f/v/wIA7P/1/w0ADwAXAA0ACQAWAAcA8f/1/+b/zf/Q/9H/z//d/9z/7//+/+v/9f/8////AAAIACcAKAAXAAwADAASAAoA///7/wUAAwACAAYAGQAxACcALQAlACUANAAvAC4AKQAsAB8ADgD9//f/9//3//D/3P/e/+z/8//0//v/+P/4//7/BQAOAB8AIAAPABUAGwAOAAMA/P/2//P/8/8BAAkADAAZADMARQBNAFcATQBIAFAAXABmAGUAWQBHADsANwA4ADMAJQARAB8AIgAMABcAGAAdACcAMwAsABQADgAIAP7/4//d/9T/xP/V/+L/4P/s//P/5P/m//z/CwAHAAgAGgASAAgAFAAUAAwADgAPAAkAFQAoACYAJgA5AD8AUQBhAFkAcABoAFwAZABGADMAJQAYABAAAgDy//D/7//y/wUADQAGAPv/AQABAAMABADv/+L/5f/b/9L/2//L/7z/xv/E/8f/6P/p/+f/+f8BAAYAFQAkAC4ANAAZAB0AJwAiAB4AFgAvADgANgA5AEIAQABMAF8AWABMAEwAYQBqAG8AYQBTAFcAVwBSAEkARAAoAAwAAgACAPn/8v/x//P/BQAEAAUAAAAEAAAA7//v/+X/7f/b/9T/3f/R/9P/y//U/9b/1//n//X/CAAOACoAQQA9AD8AOwBAAEUALAAQAAEA9/8BAA4AFwAWABoAKwAeACcAQABFAE0AQwA+ADAAGAAOAPD/zv/B/7j/nP+L/5f/n/+p/8P/0P/d//b/8v/e/97/y/+3/8L/rv+k/6j/n/+r/7L/sP/F/9//9P8LAAYAGQAoACEALgAzAC4AJwAsACUAJQAkABgAEAASAC8APgA/AFAASwA9AEIAMAAeAB8AJAAiAA4AEAAWAAoA/v8DAAQA8v/x/9z/0//U/9D/1P/U/9f/3P/t/+z/9f/z//L/DgATAAcA///+//j/8//u/9j/2P/V/+3/DgAeAEUATABgAG8AfgCOAIgAaABLAE0ASwA4ACoALgAhACIAEwAOABQAGwArADAAOAA6AD4AIQAJAAAA3v+//8b/uP+r/7n/uv+4/7v/s/+w/9b/4v/w/wkADQACAAMABADu/+r/5//3/wIABAAUACoASQBMAGAAgQCCAJ8AlgB1AHAAdQCHAIoAkgCNAHwAYgBIADwAMwA/AE8AYQBmAGsAcQBfAFYATgA6ADAAKQAnACsAGQD9/+r/6P/c/9z/6//t/+H/8v8NAP//BwAGAAcAHwAkADAAKwAzAEkAPAA9ADcAJgAiACEAHQAIABIAIQAtAD0ATgBpAG0AbABfAGAAaABlAHMAaQBcAEEAGwATAA0ADgAAAAIAEwAUABgAFAATABQAEgAFAPX/9P/i/9D/xv+1/6T/qv+q/6j/vv/A/9v/7f/1/wQA/v8CAAAA+//8//7/6v/i/93/6P8AAAwAJwAqADMARgBVAFwAYgB8AIcAhwCKAH0AXgBIADcAKgAnAC4ANgA2ADcASQBXAFwAYABtAHQAawBOACkACwDs/+v/2v/Q/9n/5f/q/+r/+P/2/+v/9v8BAAEADgAXAB0AGwAiABYAFgArACoANQA5AEoATQBCAEwASgA3AEgAXgBUAEkALQAvAD4AQwBRAE0AQQBKAFAAPwBCADwAJAAXACAAGQAJAAoAAgAEAAoABQAQAAsA9//3/+//5//N/8v/2P/S/97/2f/e/+f/8P8DAA8AIwAoACkAMgAyABcAFwAkABIAGQAdAB4ANwBAAC8AOwA/AEMAVgBmAHEAbwCDAIkAbgBUAE0AQQA2ACsAFAADABAAJQAjACgANwAyADUAPQA9ACsAGwAfAAwACgAJAPb/4v/m/9//yv/b//v//v8FAAsAFwAqACsAQgBQAFMASQBYAFUASQBMAEQARgAyADAAOwBGAE4AbwBsAGQAdAB9AJAAewBzAF8AUgBZAEwAOAAxADsAKQAPAAYA/v/7/wIA/v8DABoAGgASABsAEwAAAP7/9//Y/+L/5P/Q/9v/1f/X/+L/9v8CABAAJgAwADkANwA1ADYAOQAtACUAIwAfACsAHgALABkALwArADgAOwA7AFwAZAB+AIYAfQB6AHQAYQA4ACUAFAABAPf/CgAHAAAAEgAiACkAIwAYABkAGwATAA0ABQAJAP3/BAALAPr/+f/6//f/CAAgABcAIAAxADMAMwAlAC4ANAAeADIANgApACIAGgATAAoAHQAWABAAFAASAB8AJAAqACYAEQAdACoAHwAgAB0AEAAWABEABQAIAAMA/f/x/9z/2v/3/wIADAAeACgAKgAmACoAKwAiAAsADAAHAAIADgAKAAAACgAPABAAGAAaACcANgBEAEYAQAA8AEQASQBHACoAGQASAAUAGwAYABIAGAAcABoAIgAlACMANQAqACMALAAlABsAFwAOAP3/9v/i/9f/4v/m/wUAGwAmADsASwBHAC0AKQA1ACoAIQAQAAYAIwAcABcAIQAOAA8AEAAQABQAEQAfAC0AOQBBAEYAUgBKAEQAOwAsACgAGQASAAcA/v8DAP//AQATAA8ABwAOAAwAGwAoACkAIwAeAB8AEgAEAPj/8f/o/9j/4v/k/+P/8//6/xQAHwAaACsALQAhACoAIAAOAAwA9//y//z//P8DAA4ACgABAAAAAQAGABMAFwAcACoALgA1ACgADQAUABQAAgABAO3/2P/k/+f/9//6/wYALAA8AEgAPAArAB0AIQAtABUAEQAIAPv/DAAXAB4AJgAmADAAOgBBAEkAPQA8ADoAPgA7ACEAJwAuADMAPQAqACkAIAAhAC4AHwAXAA4ADQAAAPv/+f/l//b/CgD///3/AQD4//T/9//4//j/8f/p//L////2//L/+f/2//z/BAAEAP3///8EAAgADAAXABEAFgAoABMADQANAA4AGgAfABsAKwA7AD0AOQArADcAMAArACwAIwAmACkAJgAjABcAFAAKAP3/GAAQABEAHwAVAB4AIgAiACIAGwAQABUADQACABMAHwANAA4AHgAKAAcAFwAmACYAIgArACAALwBPAE4AQQAsABUADwD+////EQAJABwAKgAnADgAOgAxACQAFQAMAAcACwASABEAEQAJAPz/9v/0//7//P/t//L/7//0/wQABAAFAAUABgD8//D/8v/o/9T/2v/g/+X/+P8EABUACgD//wIABwAHAAIAGQAcABgALQArABkAIQAoABgAEAAVABMACgADAAoAGgAWABQALQArACUAMwAcAAUACgAPAAIA/v/3//L/8//g/+X/5P/i/+z/4v/e/+H/6v/+/wMA/P8BAAUA9f/p/93/1P/I/8T/zP/N/9n/6//1//b/CQAYABIAFgAaACcAKQAfAB8AFwAIAA0AGgAPABsAJQAXACAAJwA8ADgANwA5ADUAOwBAAEsAPgBFAD8AOgAaAA4AEwD2//f/8f/2//n//v8lAD0AKAAjABwACgD9//z/8v/o//D/9f8QAP//CgAMAPT/AAD0/+f/2v/o////EwAeACgAJQAcACMABwD+//3/CQD8//b/CwAVADEAKAA0ADQAOABIACsAGgAPABYAEQAUABgADAAMAB4AKQAWABcABQD0//r/CgD///7/GwAUACAAKQAsACMAEAALAAEABwABAPf/+f8MAB4AFQAdAB4AHgAuADEANgBCADEALQA8ADEAMgAYABsAMQAlACAAHQAcACEAKQAlACoAGQAXACIAHwAqACMAGQASACEAIgD4/9j/2v/f/9r/8P/y//j/EAAXABsAEAAIAP//BgASAPb/7v/3/+7/+/8FAAMADAALABEAGgAZABwALQA6AEYAWABVAEAAPABCADgAKgAkACgAIQAXABoAIQAoABsAIwAwADcAPQBGAEcANgAzADMAMAAjACAADwAJAAsABQD///T/+P/8/wYADwAMAAsADgAcADMAJQAjAB4ADAATAAYA///k/+7/AAD+/wYADAAMAAgAHAAWABUAJAApACkAJAASAA4ACwAAAPv/9f8AAAAAAAACAA0ABwABAAYACQAZABwAHAAUABwADwAJABEABAARAAAA5f/f/+n/6f/q////EgAlABsAHwAWAAsACgD1//z/CgADAAAAAgAAAPr/+////wAACgAPAAcACgAOAAcABQD1//T/AADy/+//9P/4/wUABwD8//7/AQAKAAIA/f8BAPP/+v8AAPz/CwAfACMAIAAdAA4ABQAKAAwAGQARAPr/BAAAAAEABAAHABUAFgAvADEANgA8ACUAPAA4ADMALwAWABkABAD//wAABAD9//3/FgAPABsAEwAWABoACAANAPr/6f/k/+L/3P/Y/93/5v/8/wcAAQADAA8ADwACAAUAAQDz/+n/3//o/9j/1//i/+T/AAAEAAgAEAAkADIAJwAjABwAJQAbAAMA+//3//n/7f/7/wIADAAfABkAHAAuACoAFAAlACEAHQAnACAAGwAQAA0AAwAAAPz/+f/8//3/BAAJAAgACwAWABEABAD2/+3/9P/y//L/7f/1/wYAFwAYAP//BAAAAAwAGwADAAEAAgD9//L/+v8JABQAFQATAB0AEwALAA8AGAAbAB4AJwAkABYAJQAqABQAGAAbABUAHQArADIANAArACcAFAALAPz/+f/6/9//6P/g/9r/6P/3/wQAFQAXABQAJQAPAAMA9//p/+r/4v/u//H/6//8//z/AwAaAAwAJAAvACIAKQArACcAGwAYAAoABwAKAAIAAgAVABgACAASABwAHgAnACAADAAKAAUACgD//+7/9//z/+7/+P8EAAAA/v8NABkAFwAIAPv////7//P/5P/q//n/8v/+/wYADQAOABkAFgAPABIAEQAIAAAAAADv//7/+f/8/wAA//8FAPP/9P8IACIAHwAjAB0AEgAYABUADgABAPf/7P/n/+j/5//w//z/CQAaABwAJwAlABQACwAGAAcAAwACAAcACwACAAUADwAKAAAABgANABEAIgAVABgAKAANAAUABQDj/9//5//k/+v/5P/Z/+T/9//6//v/AAAGAPv/8f/o/+P////z/9f/3f/b/+b/9//v//v//f8FABIACQANAAEA8P/x//b/+P8FAA4A//8AABkAGQAgACgAFAAaAB8AGgAUAAQA/P/4//v/9v8EAAQAAAAZABcADgARABYADQARABsAGQAYAA4ACgAAAAQA+v/8/w4AAAAEAAYABQAGAA8ADAALAAAA9f/9/+3/7f/t//H/8v/1/+v/8f8FAP///v/0//D/7v/y//L/6P/t/+//5v/m/+L/4//r/+P/3P/U/9b/2f/Z/9f/0P/E/8b/zv/N/8//1v/q/+f/7P/4//z//f/i/9//5f/m/+n/5//e/+P/AADy/9//2//W/+7/+f/u/wAADQAbACQAHAAaABkAGQAPABUACwDz//H/8f/t//P///8BABIADgAHABMAEwAYAAoAAgAMAAIA9//q/+f/7//s/+z/7v/f/9L/yv/K/73/uP/L/8v/z//j/+b/4P/k/+L/6v/h/9v/4P/d/+r/6//p//L/9//q//H//v/4//D///8JABAAHQASAB4AIgAnACIAHAADAPH/AgD8/wYAAwD+/xEAHQAWABUAFAALAAYA/v/8/+j/4f/Z/83/zf/P/+L/5P/l//L/9f/3/+v/5P/v/+7/6v/p//D/+v/r/+P/9f/n/9f/0v/L/97/5v/6//v/AQARAA4AFgAlACoADwAMAAAA+f/v/9P/4P/m/+D/6//7//r/BQAVAAoADwAJAAIAEQAIAAsACAD//wYAEgAbAA0ACAAIAP//+P/2/wYADAABABoAIQAiACYAHwAbAAgAAAD//wEAAQD8//P/BAARAPz/AAD8/wgAEgAQACAAFgAOAAoAAgD7//7/+v/4/wcAAgAIABEAHAAnADoAOgAvADUALwA7ADEAJgAlABwAGQAZABIACwAgACcAOABGAEcAVQBRAFcAWQBLAEMAMQAgAB8AHgAVABkAKAAmACYAKgA+AEMANAAxACsAJgAiABwAEgAiACQAJAAxACsAMAA2ADEAMgAwADAALQAsACIAIAAaAA0AGgAbACMAMAA0ADMAMwBHAE4ASwBPAD4ANgAzADcAOQAlACYAJwAsACQAHAAcABsAKQAwAEAANgA4AEIAQAA+ADwAPAAUABAAEAD4//X/AwAKABMAJQAZABYAKwAtABQAGgAZABYADgAHAAAA8//2/+f/+v/u/+b////9/wQAFQAcAAgABgD3/+b/5P/V/+D/4v/k/+3/7//4/+r/2//R/8b/2f/p//D/9v/5//3/+f/r/93/2v/J/8n/wv/J/+L/0P/P/9b/5P/f/9H/2f/V/8v/1P/e/9j/5//h/9r/5f/Y/97/1P/N/9n/zf/F/8f/2f/Q/8v/wv/C/9D/uv+8/7X/vf/R/8z/yf/Q//H/5P/W/9v/xf+6/7r/uf/D/8n/zP/g/+H/6P/t/+P/4//q//T/6v/i/97/5//0/+z/5//w/+X/1//0/wIABAAGAPX/5f/e/97/2v/X/9f/5f/6/wMA/P/X/+L/7v/i/+P/2f/c/9L/1v/l/+j/5v/o//P/7v/W/9T/7v/X/9P/6v/m/+D/3P/S/9v/8//t/+r/8//s//j/FAD8//P/AAD0/+n/5P/j/+H/9//9//v/AAAPACMAFwATAA8ABAAAAPz/BgATABEADAADAAgACwAFAAgACAATABoAHQAdABMAAADl/9T/xf/D/7v/0f8JACgAQQBUAFoARgA7ADgAEAAHAA0ABQAYAEEAXgBpAGgARgA3ACIABgAZACoAMABBAGMAWABNAE8AMwBDAEUANwBJAHAAkQCUAKgAuACTAGEAJgDz/+T/2//p//3/HABBAGQAbgBqAGQAVAB1AIsAfgBzAGcAWABbAE8ANAAxAEAASQBDAFIATABIAEkAOAA+AEUARgBGAE0AeACGAIIAfABbAFAATQBQAD8AOAA9ADMAOQBAAEcAWQBjAFkAZABvAGcAWABHAEoAYABaADoASgB0AIYAmgCGAHgAdgBnAHEAZgBdAF0AcQCLAIsAfACFAIkAgQB9AI4ApQCUALYA3QDrANUAvwC/AKwAvwDGAOgA8ADRAMgAsgC8AMQA0ADXAPQADgEIAfAA4wD3AOoA5QAJASYBNQE8AR8BGQEcARYB/AAGARQB/AAMAQ8BAAERATUBOQExASoBFAEUARcBDgEqARwBIAExARwBHgH7ANUA1QDzAPwADAEfARkBEgH3ANUA3QAHAQQBFAEmATYBPQEhASgBHQEXARoBHAFFAUUBMgFEAVABPAEkATsBPwEuAS0BKQEpARYBCAEfARwBDQEZAfUA+gAOAfQAAwEiAS4BEQEEAfoA4QDMALYAygDVAM8A4wDjAOMAEQH5AMsAvACsAL4ApQClANcA+wDsAOUA5ADMANIAxACoAJsAmwCUAHgAjQCvAJQAlwC0AMQA8QDzAK0AogCFAFkAaQCJALgA0QDUAMYAygCaAGIAegChANcA7wAiAV4BOgEVARcB5wDIAOIA7AAnAUwBUAFBATQBJwFQAZMB2AE1AjECLwLqAYMBQQHyAL4AvgAYAZgB8gEwAgMCrAFoAR4BBQElAZMBFAKQAs4CuAJtAiIClQEnAQcB9AAWAUwBhwGmAdsB5QHFAZMBdwFvAVwBfgGgAagBswGtAaABkwF5AW0BhAGiAZYBmAGEAVIBEQHsAOkA6wAXATEBPwFCAVABGwHhAOAAygDEALkA3QD6AP4AGwH+ANEAywC3AJ4AnQCzAMAAwADGAJ4AgwBwAFoARwA1AFEAVQBVAFYAQwBAADYANgAoACIAEADw//D/2v+z/5H/jf9q/3L/iP91/3j/WP9R/z//K/8g/zP/PP8Z/wr/Bv8O/97+yv7G/rP+qP6V/oX+eP6B/n7+Zv5a/lr+Uf5a/lX+Yv5p/mH+WP5B/ij+Ev4D/u/9/P3t/eP91f3W/d39wP25/az9pP2l/cD9wv28/a39jP2M/Xb9Yf1j/WP9X/1q/Wr9jf2N/Xb9eP1q/XL9dv2C/Xn9af1p/XP9iP2A/Xn9g/2D/Zr9lf2F/Z39lv2U/az9xv29/bz9xv2w/a79p/2v/bT9rv3A/br9uP3C/cb90P3P/cn90/3N/cX9yv3S/eD97f0A/vr96f3h/dz93v3R/d798/3x/e399/0S/hv+JP4s/ib+Kv4r/jb+Pv47/kf+Sf5R/lb+X/58/nf+cf50/nz+iv6U/oz+l/6n/q3+vP7K/uL+2P7Y/u7+7P7z/u/+7P73/vr+Gf8m/wv/EP8f/yf/Jv8l/y3/I/8g/zn/MP86/0r/Sf9A/zn/P/81/0z/Qf9F/0b/PP9P/0//V/9e/1v/Sf9R/03/Rf8+/0f/R/9K/23/Xf9z/2z/Wv95/3L/c/9x/4T/dv91/5D/fP98/3T/a/9a/2X/ef9r/3n/ff98/3v/bf9t/2z/Zv9k/1v/dP+K/3n/df9+/4j/bv9g/1b/Rf9O/0T/Pv9M/1T/V/9Y/1z/Xv9P/1L/Q/9N/0//Ov9G/0L/Vv9f/07/Qv9U/1b/UP9X/1z/U/9Q/1f/Rf9U/2r/af9P/03/Vf9T/0z/P/9c/2H/WP9W/2j/gP93/2H/Z/96/2T/Yv9w/2n/Yf9v/2r/Y/9s/2H/Wv9n/3f/a/9j/2X/Y/9f/1n/ZP9k/1b/Yv9q/2f/cf9Y/0T/Tf9I/0v/P/87/1X/Uv9V/2j/X/9E/1X/X/9N/1L/Sv9T/2r/Yf9t/2//Yv9s/2P/ZP9h/2P/cv96/3n/fP93/3T/d/9l/3v/eP94/4D/b/98/4L/i/+R/4P/kv+S/4P/l/+h/57/jP+Q/6H/rv+q/5//rv+r/6f/ov+e/5n/iv+B/3P/hP+T/3v/ev+F/4T/fv90/3v/hf+F/4L/eP9v/4P/i/96/3j/d/9w/3H/ef9s/27/ef+D/5T/kf+N/53/of+U/43/g/+W/5r/mP+l/5X/m/+j/7D/vP+7/8P/yv/F/7H/r//F/8b/rf+w/6n/qf++/73/vf/G/8r/w/+2/7P/zv/A/77/y/+9/7f/r//E/8b/uf+1/7b/tf+w/7z/s/+S/6f/u/+q/7n/tv+n/7P/u/+q/4//nf+l/43/jf+f/6n/pf+2/8H/tP+4/7D/s/+t/6T/nf+l/6X/mv+1/8T/tP+4/8X/tv+7/7r/vv+5/73/yP+z/8H/vv/F/8v/yf/g/9L/x//F/8H/x//O/8P/t/+7/7X/yv/Z/77/zP/J/7L/tv+z/67/vf/I/6z/vf/B/8X/1v/Q/+X/7P/X/8H/zf/Q/9n/2v/V/+b/9v/n/+L/+P/q/+j/8//s/+//+/8CAAAABwAEAA0AEAAEAP//AAAVAAUAAwAZABIAKgA9ABsAHwAsACAALgAnABMAJwAfABoAKQAXABwAHQAhABQAGwAlABIAIAAQAAsAAwABABEA+P/+/xAA/P/4/xUAGAAQABgAFgARABoAGQANABkAHQAYABoAGAAjABkAEgAUAAUADAApACcAIgA9ACoAJQA5ACkAKAA8AD8AJgAzADIAKgAvADEASQBAADEAOgA3ACwALgAgACkAKQAhACIAIgAxAC0AQgAwACgANQAaADAAOAAlADUAOQATACQAJQAhACoAGQAwACsAOwAxAC0APAA/AE0ANgA9AEgARABBADgAMwAuACsAMQAuACQALQAfAB0AOQAvACAAQAA2AC0AQgAfACAALgAWAA0AJwApACMAPQA3ADYAQwAxACYAMwAwAFIAPgAhAEgALwA3AEYAMAAzAEUAPAA5AFIAOwA8AE8ARABBAEEAKAApADsANwA5ADYARAA8ADYAOABCAEMAIAAuACkAMQAkAAoALAAqACwAJwAjAC4AKgAmABcALQA4ABsAHgAXABgAGgAbACAADQAcAC0AFwAVADAAKQAhACIAKwAhAAgAGAAaACEAHwAYACYAMAArAB0AIwAuAC4AHQAXAB4AJQAnAB4AKQAfABkAKwAkACYAIwAhADEAKAAhACgALwAsACMAOgA6ACoANAArABkAJgAnABoANAAmAA4AJgAmABwALAA4ACEAIQAzABcADwAZACEAIAAGAAoAJAAiABkAGAAKABkAFwARAA8ADAAXAPv/9/8DABkAKwASACEAOQA1ADMALwArADUAMwAcADAALwAgACoAGQARABkAIwAhACUAMgAmAEYAWgA2ADsAUQBLADsAQgBLAEYASAA8ADAAPQBKAFUATwA+AE4AYwBbAEUAOgBDAEIAPQA8ACQAPQBPAEAAQABDAEYAOQBCAFEAWABHADgAPgBBADoAMQBKAEgAOABCAEoAVQBdAHgAbABbAG8AWQBYAG0AVgBXAFoAaQCAAHAAaABfAG0AXgBaAHgAUgBQAIAAfgBrAHMAdQBzAHsAcAByAH4AaAB6AIMAbwBzAIEAlAB2AGwAbwCCAIkAdgB3AHoAggB/AHgAfgB8AHcAgABrAHsAcgBwAIQAeAB+AH0AbgBxAIEAcgBwAHUAiACPAIkAmwCcAJoAnwCfAK8AoQCuALAAjACeAKsAlAB7AJQAlQCOAIwAkwCVAJEAjQCGAKUAjgCcAKIAoQCcAHAAhwCMAIgAcgB/AL4AwwC0AIsAiACgAI8AlgCXAIkAkgCXAIAAhACQAJQAjABzAJMAogCiAKIAngChAJQAmACTAJcAkQCYAJcAjgCkALEAowCVAKoAkQCmAKsAfwCTAJwAogCnALwAogCqALUApAC9AJUAkQCmAJcAkQCcAJIAjgCaAJUAiQB/AJMAoQCWAJQAqwCqAJcAqACjAIgAkwChAJ0AhgB8AIYAhACDAJYAoAB/AIoAlQCHAHIAdwCXAJAAnACKAJUAmACNALIAgQB7AJgAlQCQAI8AmQCZAKkAkgCKAJcAngCuAJUAiwCaAKoAmwCaAJ8AlQCnAKEApgCsAJoAjACSAKYAoQCQAKAAsgCtAK4AoQCsALwArwCiAJ8ApQCdAK4ApACdAKEAmACUAJQAqQCQAJsApgCxALAAjQCgAI8AjgCSAJwAnwCNAKgAmwClAKwAngCxAJgAnQCUAIkApgCvALIAnAChAJ8ApQClAKsAswC3AMEAugCpALAA0wC1ALUAuQC3AKcAugDXALMAxADBALoAvgDHAMAAsQCuALUAwQCaAKwAtQCyALUAtwDbALMArgDBALsAuACzALQAsgDFAMAAwACtAKYAsQCqALMAvQC9ALwAxAC8AL8AxQC1AMsA1QDFAMYAwwDBAKcAqAC7AL0AtQCxAMAAwQCyAKIAvwC1AMMAxQCsAMAAuQDFAKsAswDDAKsAqACpALgAoACcAMcAugCnAK8AtACcAJEAsQChAJQAqACpAJsAmgCfAJ4AkgCPAJEAhwCLAJUAjACbAJgAgwCXAIMAfwCCAHIAhQCLAIkAhQCBAJEAiQB6AI0AfACEAJoAjwCNAIQAiACIAIYAhQB8AJAAmgCcAI8AkgCnAKAAnQCaAKUAlQCZAKIAmwClAIsAjACUAI4AhACVAJAAgACYAIgAiQCJAIYAjwB6AHIAfgB/AH0AcgBgAGkAdABcAGcAbABaAF8AaABaAFEAawBRAFkAZQBVAFgARwBJAEgAWABWAE0AUwBaAG0AZQBjAF8AVABUAFEAWQBVAEYATwBUAEMAUgBXAEUAUgA8AEgAXQBBAFEAWwBSAE4ARwBRAFUAPABAAE8AQwBBAFIARwAuAEoAUQA1AEcATABOAFgARgBWAEEANwBKAEQASwBHAD0ANgBHADoALAA1ADQAQAA7ACsAKAAdACoAMAAjACgAIwAWACIAKAAdACcAHwAcACQAFQAVABUADAAZABoADwAZACIAGgAgACMAFgATAA0ADQANABQACwAZABgABwAiABQADQANAB8AEgAIABAABAAVAAgA/v/3//D/5//z/+n/4v/u/97/7P/1/+3/9v/9//L/+v/s/+7/9v/k/9v/4f/t/83/y//g/9P/1v/c/9v/5f/W/+L/4v/E/8X/wf/F/8D/v//H/77/vP+x/67/uv/E/8f/wf/L/8j/vP+6/8j/xP/T/9r/2f/V/7n/yv/S/9L/1f/W/9L/0P/K/9T/6P/Y/9r/2P/J/9n/z//B/8n/vf/M/8T/wP/H/8D/0v/X/9f/xv/F/8L/r/+2/6j/pf+8/67/qP+7/7f/tf+s/5//sP+y/5z/p/+2/7T/u/+t/6r/sv+d/6X/p/+f/6n/m/+h/5//lf+o/7L/n/+p/7n/r/+x/6r/p/+w/6j/pf+z/7D/rv+y/7b/p/+s/6v/r/+3/6n/tP+x/7P/sf+r/6H/p/+e/5H/lf99/33/fv+E/3z/gP+B/3H/dv90/2j/U/9d/2b/cv9l/0//aP9T/0j/Tf9K/1X/OP88/0T/Mv9E/1X/Tf9E/0n/Tv9X/1b/T/9T/1r/Sf9E/1z/T/9L/1P/Qf8+/0//TP9D/0T/XP9c/07/Xv9g/0//Sv9U/z//Rf9P/0z/Rf88/0v/Vf9H/z//Vv9U/0L/PP9I/0b/OP9D/0b/Nf8z/z3/K/80/0P/L/8w/zX/Kf8x/zH/Kv86/zT/K/8w/0H/Pf81/0D/Of8s/yv/Mv83/z//PP89/07/R/9S/1r/Qv9I/03/Qf9K/1H/T/9U/0r/Tf9H/z//T/9Z/1L/UP9P/zv/Q/9T/0f/Vv9g/0H/R/9I/0X/VP9f/2f/W/9j/1n/R/9b/13/Sv9O/17/Vf9L/0T/N/9G/0j/SP9T/1L/Sv86/0n/Qv87/0f/Pv9C/0D/Lv8T/yX/Jf8w/zz/K/8w/y7/Mf8Z/yD/Lf8l/yz/Hf8q/yz/E/8h/x//Jf8z/zD/Lv8h/yn/K/8t/zn/O/9A/zn/Lv86/yv/H/8q/yT/M/83/yH/L/85/zD/N/8v/yP/Lf82/yz/N/8o/yX/Nv8p/z//P/8u/zP/Mf8l/x3/G/8k/xz/G/8s/y3/IP8f/zD/Kv8p/zb/Pv8r/zb/RP8+/zb/Mf88/zT/KP8r/zj/Ov85/zv/Of9D/1H/Tv9Q/0j/U/9R/1b/ZP9W/2b/aP9i/1X/VP9j/3H/a/9c/07/VP9h/2D/cP9v/2T/Vf9f/1b/Wf9o/1f/Tf9L/07/Q/9K/1L/Uf9V/2T/Y/9P/1T/aP9e/03/U/9Q/0j/SP9A/zj/Rv9N/z//Rf9Q/0X/Tf9S/1H/T/9G/07/Q/9L/1X/P/9I/1D/Tv9h/2j/b/9x/1z/X/9t/1z/c/9+/2f/Yf9T/2f/a/93/4f/fP+A/3r/df93/3//ff+D/3v/e/+D/3f/eP9z/3f/ev9y/2f/bP9j/1j/Y/9r/2v/Yf9k/1v/Yv9i/2D/av9Z/13/Yf9S/0v/TP9b/2f/Xv9h/2f/Wf9Z/2b/Wf9l/3T/av94/2r/XP9k/2z/Yv9o/3r/Yf9h/1//Yf9t/1z/V/9n/27/bP9x/3D/df93/3z/ff92/33/ff90/2b/ef+H/4X/i/+I/4n/kP+P/43/nf+e/53/k/+N/5r/of+j/5//pv+o/6b/qv+k/6P/nP+X/6P/qP+t/7P/qf+h/5z/nf+m/6r/tv/H/8L/uP+s/57/sP+6/7j/w//A/7f/s//E/8L/wf/M/8v/zP/H/8T/xf/S/93/3f/Z/9X/1P/J/8X/1v/T/9T/3v/V/9v/z//K/9n/2v/i/9n/3f/R/8//0v/E/9D/0v/S/8//1f/K/8n/xv/O/97/1f/m/+D/0v/Q/8n/xP/H/8z/0f/V/8X/xf++/7//xv++/8j/zv/J/8j/y//D/9D/4v/i/+T/4P/Z/+D/3f/Y/+///v8JAAcACAAPAAEADQAOAAEAEAARAAoACwAHAAUAAwAbACsAGgASAAMABAADAAEABQAHAAIA/f8MAAgAAAAKAAwACAATABIAAgAGAPz/8/8AAP7/BwADAP3/DQD8//X//v8AAP3/+v8EAP//8v/0/wIAAwAFAAIA9f8AAPv//f8EAAAACgAJAAcADAADABAAFwAPABcADAAKABAADQAZABoAHgAaAB4AKwAcACoAKAAXABkAHQAVAA8AEQAWABkABgAWABoAFwAiABkAFgAVAA4ABwAVABoAFQAXAA4A/f8EAAwAEQAtACkAFgAZACQAHgAmACYAKAA8ADQANwA2ACkAOABJADQALAA6AD0APQBEAD0AOQBJAFAAVgBHAD4AQgA8AEMAOAA4AEoAUABLAD4APQA1ADcATgBJAD4AQwAyAC8AMgAzAEIARQA/AD4AOwAxACwAMQAyADUAMwArADEAHwAcADMALAAsACwAIgAlADUALQAxAC8AJgA5ADYARAA+ADAANgAyADYAOQA8ADEAPQA9ADoAPgAxAD4AUQBHADsAOAApADMAPwA9AC0ALQA2ADQAMAAxADYAMgA9AD0AMAAmACkANgBKAEUAOgBMAFQARwBLAEwASQBkAGoAZQBrAGgAbQB0AHcAbwBsAHwAhAB9AHIAbQBvAHAAdAByAG8AdwBwAGkAcABhAGwAgABwAGkAYQBWAFEASgBRAFkAXwBtAGIASQBDAEQARABcAGgAUQBIAEIAQgBHAE4AZABoAGQAXABNAEsATQBUAF4AbQBuAF0AWwBiAGoAbABnAG4AdABnAGQAZABZAFgAXgBeAFUAVgBRAE0AUwBSAEcARwBVAF4AWwBTAFoAWgBQAE8AUQBQAEwASQBLAEIANgA+AEIAQgBDAEkARgBFAE0ATABcAFsAUwBdAE4ASABKAFQAawBwAHUAbgBiAG0AcgB3AHoAgwCMAIsAhQB0AIcAkQCQAJcApgCZAI0AlACQAKAAnAChAKIApQCeAJYAngCfAKsAmQCeAKAApACyAKIAnwCSAJMAlACOAJcAjwCOAJMAiACIAJkAjwCTAJwAmgCeAI4AhgCEAIYAlQCOAIoAhQB4AIYAkwCFAIEAhQB3AIIAmACSAIMAhQCPAIMAgACGAH4AcwBsAHMAawBaAGUAYgBjAGkAawBmAF4AdABvAGkAagBuAHQAagBeAF8AYwBiAHAAdwB5AG8AbgBnAGcAaABuAIAAfACGAHsAcAB5AG8AYgBuAGYAWQBeAF0AZABgAGQAZQBjAHIAagBZAF8AZABjAGwAbwBzAHUAdAB0AG4AcwBwAHwAgAB1AIsAkgCLAI8AjACHAIgAhACIAIgAhAB2AHoAgAB4AIIAgQCDAIIAgAB3AHQAgQCAAH0AfACDAHwAawBaAFYAWwBdAF8AXgBgAFEATQBcAF8AYQBZAFUAWABRAE8ATwBTAF0AVABMAEUANgA3AEQARABEAE0ASQBAADkARQBPAE8ASgBAAEYAQwBMAFcAVgBdAFQAUABOAF0AcABhAFsAXgBPAEoAUABcAF0AXwBqAFkASgBVAFgAXABuAGIAUQBPAEsAUwBdAGsAbgBuAGoAYABgAGUAdACFAIgAfABzAGsAawCBAJMAigCFAIcAhgCDAH0AhQCLAIoAggB5AHQAcQCAAIYAgQB8AHcAdQB0AHwAfQB3AHEAZwBZAFkAagBsAHUAdABjAF8AZgB4AHEAaQBnAF4AZQBiAGAAXwBvAH0AcABmAGMAZABtAIEAggB3AG0AZwBuAHsAgABvAGkAaQBgAF4AXABfAHIAdABxAGoAWQBbAFkAZQBoAFsAVwBXAGEAVQBbAF4AWgBcAFkAXgBeAFkAXwBvAG4AYwBkAHEAYQBYAF4AYwBtAGQAZwB0AHYAdgB4AHUAewCJAH8AcQBsAHcAgQCHAIUAdgB4AIAAfAB2AH4AggCIAJEAjwCNAIsAlACYAJIAlwCNAIIAigCPAI8AiQCEAIUAhwB9AHQAggCDAHwAggB6AGwAcgB5AHYAbwBvAF4ATwBbAF0AXABeAFEATABOAFIAVQBUAFEASgBSAFsAUQBNAFcAXQBWAE0AVABNAEIAQgBGAEoASQBLADoALQAwADkAQQBHAEEAPwA2ADUAPQA5AEsAVQBUAFQASgBSAGAAUgBYAGgAVwBIAFoAZwBhAGMAYgBhAFcAVQBYAGAAcgBrAF4AXABbAGEAXwBjAHIAawBZAE0AWABiAGEAYwBjAGEATQBAADwARABkAGcAXABQAD8ARwBTAGEAZABoAG4AZgBkAHMAfAB+AG8AcAB8AG0AbwBwAIQAhgB2AIEAdABxAIYAhgB8AHwAZABWAF4AZABpAGoAYwBWAFEASAA+AEgAVwBVAFMATQA9ADMARQBUAFcAUgA9ADMAKwA0AEsASwBaAFEAPQBHAD8ASQBOAFkAXwBUAFYASwBIAF8AbABiAFkAUgBOAFEAXQBkAGQAYQBgAFcATgBVAGAAVwBNAEoARgBHAEQARgBCAEUARAA3ADMANwBEAEQAQwBPAEUAMwA3ADoANQAzADAAJgAvAEMAPwA8AEEARABBADgAOABBAEkASwBOAEsAQwBJAE8AUQBKAEQASgBPAFQAUgBMAFEAXgBWAEMAPgBCAD8ANQA0ACcAKwAqACgALwAuACUAGQAkAB4AFwAaABcAHQAkACUAFwATABYALAA1ACkAKQAeACsAKgAyAEEANwBDAEYARwBNAFMAYgBjAFEATwBaAGIAYgBdAFkAUwBTAEQALwA9AD8ANgA+ADcALgArADUAOgAsACUAIQAYAA8AFAAVABgAJAAbABMAEAAbABsAFwAcABwAJwAnACoAMQA/AEgARgBCAEEAQgBKAF0AaQBYAEsATwBHAFkAZwBgAGEAagBqAF8AWgBPAFkAaQBeAEgAPgA+AD4AUgBVAEwARAAyACcAKAAsADYAQQA7ACwAGgAaACEAKQArAB0ADQAEAAoAEgAkACgAKQAqABsAFwAaACIAMgA5ACwAGQAGABAALQA3ADkAMwAiABYAIwAsADAAPQA9ADcAMgAkACAAMAA8AEMAPgAwABwAHwAuACwAMgAqACYAKAAlACsAKgAdABwAKQAbABAAGAAeACIAGgATABIADQASABcAHwAgABoAKAAvADEANgBBAEMAQQBDADwAQABDAEUATABEADgAMAA0AD8AQwBRAEsASQBFADIARABBAD4AQABFAEYANgA6AC4AMgBAAEEANwAsAC4ANwA7AC8ALgAtADAALwAyAC8AIwArACUAJwAxADEAMwA3ADQALQArADAAOwBCAEIAOQAyADEAPQA/AEAAQgAzACoAJgAwADsAOAA5ADcAPwA7ACQAKQAvADEAMQA0ACQAHgAwADcAPQA/AEAANgA1ADYANAAsADAAPgA3ADQALwAnADMARQBDADYAMwA2AD8AUwBPAEIAPAA0AC4ANQAvAC4AMwApADAAOgAyADMARQA4ADsANQAvADYAOQBPADoAOgApACIAHQAnAC4AKgA+ACkAOgAYADQAMgA9ADsAMABEAPz/JQAyADMAOQA2ABsAFAAYABEAGgAsAD0AGAAcABEAEgAdACIALQAsACUACgANABsAHwAiACEAGQAbAB4AEQAZACIAHwAvACYAGQAkACkALQA3AC4AIwAqACEAKgAsADQANwAnADQANgApADEANQAqADIAOAAiABIAIAAqACgAHgAeACAAFgAXABIAHwAgABwAIQAVABUAFgAmABYAFQAiABUAHwAkACcAIgAuACcAIwAGABwAPQALACIAIQAUACMAGwAKABwAHAAHABkADAALABsAFwAJABAADgD1//b//v8AAAwABAD3////9/8FAAkA9//z/+z/8v/8//D/6f/y/+j/8//u/9v/3v/6//X/7v/9/+3/8//t/+7/9v/1/+b/2v/j//L/+v/6//3/5//o//n/8P/w//b/9v////j/9v/0/+X//f8kABEACwAUAAQABQAHAAUABQAUAA0AEAAWABAAEAAcACUAEgAUACUAHAAPACAAKgAvAB0AJwALAB4ANgA2AEoA0f85AGkA8/8xADMAAQAcABsA8/8AABEACwAPAAQA+/8AAOr/6P/5//T/9f/p/+L/5f/f/+f/5P/q/+T/4//T/8n/6f/0/wEABwD8/+H/7v/2////CAAAAAoACgAUABAADgAXACkAJwAQAAYA/f8EABAAHQAJAAAAEwD9//L/BgDw/+7//v/l/+r/6v/c/+b/2//W/9P/w//Q/8j/0P/M/7H/w/+4/7r/zv/A/8v/z/+r/7n/wP+3/9T/1v/r//L/2//K/+b/9//4/wkA+/8EAAIAGAAVAAwAOAAwAB0AKAAhACEAPwA+ADAAJgAfAB0AHwAVAAwAGAAWABsA/f/u//z/4f/4//f/5v/i/8r/wv/H/9D/yv+7/87/yf+5/9L/xf/F/8f/zP/R/9b/zv/X/+3/5P/4//j/AQD///3/IwAWAAkAIAAvADYAKQA1ADUAMwA+AC4AKAAkADQAKgAfABwAGQAjABIABQD0/wMA/f/0//L/1P/r/+n/2f/N/7r/yf+8/7b/tv+3/87/t/+0/73/tf/D/8f/xf/D/9L/0f/R/+P/6P/r/+j/+P/w/+3/AwAQAA0ABQAYAAcAFQAWAAAAFAAKABEADgADAP////8DAPL/9v/7//L/+P/u/9v/2//X/9f/z/+8/7D/tP+0/6v/q/+l/7D/of+Y/5n/jP+V/5H/qf+v/5T/mP+j/6H/s//C/7r/yv/P/8j/0P/R/8//3f/y//f/7P/v/wAABwAJAAUA/f/9/wYA9//s//r/AAAGAPP/4f/Y/8//0f/P/8b/tf+2/63/nP+a/5b/l/+O/4n/iP9//33/dP90/3v/dP9u/2z/Zf9u/4L/ef95/4P/kP+b/53/sP+w/8f/0P+4/9j/3f/d//z/9P/q/+7/9v/9//z/CwASABQAJgAKAAYAIwAFAAEACADy//L/7P/e/9f/yf+6/7r/tf+2/67/l/+h/5D/j/+e/3v/dP93/3P/f/93/3P/ef9y/3P/dP9v/5P/qf+i/7P/rf+y/7//u//Q/93/3v/m/+D/6P/x//T/9f/y////+//3/wwAEgAQAAAA8f8AAPL/7P/6//P/5v/n/9//wv/O/8r/wP/C/7//q/+i/6r/p/+Z/5H/k/+F/5b/iv+F/5b/m/+i/6L/ov+e/6z/o/+m/8T/u/+w/8D/1v/K/9T/5f/d//P/AAAMABoAGwAVACUALgAhACMAGgAQABIAGQAaACQAGgATABoABQADAAEA/P8AAPv/8f/Z/+n/4f/I/8P/tv+//7T/u/+n/6H/rv+q/6H/nP/H/7n/tv/E/7z/wv/C/8//zv/J/8z/0P/b/9b/2v/m/+X/8P/r/+H/8P/3/+//7v/0//T/6f/n/97/2v/2/+X/0v/f/9H/z//Y/97/0P+//7j/t/+w/7P/y/+0/7f/v/+m/6H/tP+3/7f/xv+3/77/tv+x/7T/vP/D/7L/uf+//8r/z//N/8z/zv/N/8z/1v/e//X/9f/r//j/7//w//n/+/8AAOf/7P/3/+n/+v/4/+n/+//6//T/8//m/+j/5f/a/9z/6P/X/9D/3P/X/9H/w/+//8L/0P/T/8//vv+6/8z/xv+9/8j/yf/A/8n/0f/G/77/zf/T/9T/z//I/73/xv/m/+v/4v/b/9r/9//y/+//8P/m//n/8v/t/+X/8v/b/9j/7f/d/9P/wf/O/8z/zv/K/7H/qf+7/8f/t/+8/6j/ov+1/7f/wP+4/7P/uP+9/8L/v//C/8z/zP/K/83/y//H/9f/2v/X/97/1P/m/+X/7//5/+X//P8EAAMAHQAZAAoABQD8/wkADwAVAB0AFgAaACMAHAAMACAAFgAQABoACwAUAAIADgAWAPf/+P/v/+z/8P/s/+j/6f/k/+j/5P/k/+T/4f/r/+T/4//g//D/5v/g/+z/6P/w/+n/9f/p/9v/9v/1//D/8//z//P/9f/5/+v/7v/2//L//P8EAPT/5P/2//n/7P/6//7/+//1/+P/6v/b/9P/2f/H/9j/5v/M/8T/w/+8/73/yP+y/7P/xf+u/8D/v/+w/7z/vf+7/8X/wP/J/9P/z//g/9D/2P/t/+H/4//l/9//9/8AAP//EQAQABUAFwAPAA8AIAAVABEAHAARABAAEQAKAAUADQD9//H/9f/0//r/8//p//j/4//V//D/4f/Y/+3/6v/f/+r/2//l/+7/5P/0/9P/1f/7/wYA9f/3/wYABgAKAP//AgAFAAYAAgAOAP3/BQAXAPv/GwATAAQADQANABMACQAOAAsAAAAOAB4AFAAKAAQA/f8JABwAAADz/w4A7v/i//X/4//d/9n/zf/Z/+P/0f/W/9L/2v/g/77/v//D/9T/1P/Y/93/x//f/+3/5P/k/97/2//l/9r/9v8AAN7/7//7//7/BwAAAPr/AAAOAA0A+v8EAA8ADAAMAA4ACgABAAkAFgD9//f/BQD1//P//P/9/+b/7P/3/9L/2v/v/9n/zv/Z/9b/zP/a/+f/7v/q/+T/6P/t//f/8f/p//P/9P/n/+n/4v/q/+v/8P/3/9//8/8CAOj/6P8FAOz/9////+P/6f/I/+D/6f/X/9z/yP/f/9z/xv/B/7r/z//g/8f/u//G/7f/wf/C/6z/r/+w/63/uv/E/8b/1f/O/9b/+f/W/8f/5//N/8r/6P/o/+z/5v/T/+b///////b/CwAQAAUADQD5/wIABwD9/wUA5v++/8T/1//H/9H/6f/j/+f///8SABAAFwAKAOT/1//p/9L/tv+9/6r/t/+6/77/2P/i/8z/iP/1/gv+c/3q/DX8v/uH+8D7cvwO/aP98/6qAPsB2wLNAzsFtAa+B6AIXAmoCbEJZgm/COwHHgZhAnv9gfkD97n0IvLw8MjxHfOJ9Mb2Tfqd/joCOgR1BeoGWgjECAYIIAe2BvgFvgQUBN4DuAORAzsDFQJYALn+w/0D/Xz7TPk59wj2xfXe9VD2jPcG+QH6hPq0+/79lADDAmUEvQXVBv4HBAlQCTwJSgkpCbgIsQfEB64JaAtjCwIJDQY1Ajj8v/Tr7QLqLehY597n2+oH8ZH4wv/JBRwKGA32DjUP7A2PC6AIqgazBP8CWwI4AzsFDQVqA1ABRQCM/nj59/Ot7nPrxunO6ALr+u+B9/H/QQcYDb8RoBXkGIEa8RmEGLAVJxMtEE4NJgtuBWT+v/Y88Ajtounh5S7hqN1l3jXiPOfO7Ify5/en/XkDcAqsEDAWmBq3G0cc3RtaGwAZRhPGDH0FZ/9/+3/6Tvs5/CL8fPpv99Xv8Oh15tDlJ+PW3RXdx+Jk66/zE/5EC/4YuyWGLqw0uThiOPczKivrHxEV7wzkAWXv89mdyBjExMUfyLDLc9M34NzqtfBJ98gCdQu/D9gQvRCmEYQRoBJEEzUU0xVTFqgVZw/iCIsGYQeGDUERihMFGT4aYBJ4/2/qltxY1CHPX84n0P3S6tno5PPz6QJqD9AZayBKIwIiOR8THs4aDRY4Ex4UFRYfEDECkvKA5kDfW9ih0kvPgc9e1QHd5eXf7xP7/AptGaQhgCXiJGcjpCGmIN0fshyJF1YTmhFJD4QLggBP8vrk4tor2GfWD9cU1/baaOc784b5qQB6CzUWCx1eGkIbmB1fH+YfXRk5FA8OAglPA8n3e+jk2mPYj99I5ATiFuUB8ioARQS/AQAGmwvGCjwHBQWNBOoIBQ9jGckkIDOrQa9DJTgLG3YAyfGk5PPSjL2MtEe8asi6zvnS2dsL6ur2l/rK+RrzAPKO+kMH1hkUMNlIZlp2YHFeU1oPTxg5lxFz5fjI7Lh3qoqavZJRm8C2+dIy3iHardiX5uD+uRPDIg43yk3bX61n1WbkX65PvjW+FJ32T9yRypqv4ZRpjOaQcK/TzILcaumQ+SgOrhyZImAk/i1hO8pCaD1+LvkhxhfVD+YDvfYN70Ps/+Lw0ILBkcC20Bvh+PIiBecWkyTuJjQgshM3DzcRgBIhDg4BuvmH/acDWghDCdoMvBR8FA0MDvsD34TD+Lh2wT3STOMg9WIICBdPHmofIh2zIO0o2DJiN40toxtnBhj7dfisAVELBwusADXmvcYpp2iVBJq2unLh0QNcJNA5a0RQPnQ4PDf1NbUtSRsECGf1cuXX2f3bEuSE7Pj1I/2oAhj9HfHB6SftTPcfA5UOOxV7FacLIP/h+MP6KwA3AJb/Qv1I9e3rM+Nb4+fslATwG+4oTzRkPC474CywGk0Dvukt0pzAELymvcLHJOAa+/kU+ilYM3ErNQyN4wzIXMWU1gL1fxX3NbFQDl9cWTc/WyBQ/dzh08G8qEGjJ6iHvlzhbggCK7ZEDEnIMaoA6s8nuQ618Llaz+n7LiwyUmtkp15VS4Iz9R3H/ZfT4LJ9qOStGL6f3HkHGS9DQuhA9iv4/1HQS6/SnWGbfawd26UJ1SfWN6xGYFbCWJBcgVXSOlgR8d9bv2G2LcF50cjttgb6FxEVnPEl0oS64q0VpY2gzKERubrrPigRWthrTm93dIF0PHNwSBvwSbERkg+Ni4kJlLPHK/98HMkZCQip7X7TPK8DlfWSN5fczugq32bUcGJyFnWldLRzXEbV6cqcGZHVkLWL249RtbQGTkcwWwc77/ntse6QaZPHjG+PtdOqO6dtDHDDb+huc3AYZdUsVtLrl22UmpeQkxmTKdMiM0dkXGsJTjEGwaxljCqRh4nXk8/ZQEKPbbRuq3ECcO1x/VfrDt+uRYzwkiiV8I6wsf8MLk6mb/pyLF1mFKy3oZO7jQaSXr4NA+RJYWtpawhwK2sfTd8afelSsOCRRpMFkmGrQuPCJJlYZGg3XdI/vBcV+Tfo1+AH7aEAhw7DEk4PHRIiH1wjbhU9B7/1Wt+VzAfGStMK7kEVQzTYOhs6wDirN78kPgL+7Orj1ttO04jMW9Su7X8NiyrsQNRQMlZWUvZCkyBeALTmyc0utGKde5y+qJnHj+f8DLQyYky7Xythg1FAIuT3Eun+7YH4fxPYND85STl2LIEH/sZmlfKR25WQke2ZGdH3KUdkH2xSZqVktG0bYmQxZOe1o7CQnJTcpCLSwgsuO39G3zGrFMPbUKlwm1WYrZ9Py10tqmiQa4Jupm2wZKMsht+rqcCYEZFDj7Wqgb3b2aAS+kQpUNA7cRBBA6n+ROK22g3j6wlZHvolmi+XJQ4iHBxw/N7NHrGsue7daQPOLppTIGQJYPVE8SSlB6riZ8Q1p+qU1pfMoka7jMnc2Qv2Gh9YUyxv33HHbkdpQ1v4Q+Ac9OuF06LG1KiwlXGRh44xjvCOypM0sg8CnlSNba5qem/wca5zRXJlVNIkd//G0iOmBpeZhwGAFZPuleKQQYbCsUgIUj5WZIJnMW3Hd/x27GeYQWwhQQqP41W2oJzrm0u1w7cEqCSrurXrumm0MMOj8/YxpmhId490G3ZLcRdR+hKl0digJJeFl7ea2bNX2/UAlgncFowlsCOtB537dwtwLMhbxGBaUzswTRzuEWP0j8a4liyPR5Ilmzm7POTrEaxA9F8eZFZL9zdjS7hT7VX0Vac0Igd1xpqlNppokmaPtJbxq8PKaugk/k0YgjHfU0hmVWfQY+tr1GJlTjgrCQAP08WcHI45kn2PqYeqjFqlxMjR8UAkk0t3Xgpsv3CUdDJ0zGwfYuhJyS8fB7TL6J2vhsmJhozKjtWThaEPxXfuNxwdTShwo3VldR1zlGdQXWRQwUYjNVsiGAoj0u+dg4uyjJmII4yUkgic08fX/VYyf11WZxVu23MwbIlwSWfOTOEyjRLJ8UrH65+MjleL1oqFiX6PzJWGq3jNePXNM3dfam7ccVRx3m+XZj5Wtj7YGtn08+UQ0367+6Ydm9WXqY/ylbal+L4Q1w4GGTYHU1VsdHE7cCJmuklZI34GyPOn9MUAKwgt+03rCdtwuKCmzqayowWkTLOD4UEav0HVZyNySm13anRJahEl3sLRYenQBbgWMCErKsgWGPhv1Yiz55ZRhQyV46drxIz3xzQ7a8d3oXXLepRWRSnADPL+regVzGTEkMnS2Ofgt+QL3sfZa9EKymTG7cx56wEg1U60XetjZmnIbkZhiUd/Jp/8qM1/nuONnJAnmKKvZ9XC9aEGWxTpErUSLjGeWO1sxGRUUiE+4yAqCNv2tuF3zDy8FbT/qvSWrpYxua7Uxdse7jYgI1z9dIhyQHPScxBqHUg6/fOuS46AidqKuYtJlQ+mXbfn03L6Jxj3KIA/6lWWZlpqYWtebNxeYEj/JwcMffIdzBulSo4OizKLuYoinHHFD+8+FMdJZWwXb3dz2HnQeyZj0Dai+YS/YZ0wjl6Py4Nbhx+UW5nqlRqm7/HAQAhwiHmkat5o6m27ZJBMlDXEKT0TdNzXnTGGW4SNhAaEjoeftR37UDvsZMl0mHgedMZ1mW5VVtVAiCbiAvbX+LbOsvK3v8TYyfXCsraypZ+ZL5AipPnpq0dcd7B4knYAbSFwA1RXCYXWyqjfiEqG448HlCCYQsEB5UMFOyEvHq7iyqrj0bgbQlzDblht2G7Wbllx7S1+wW2PqpExju2MNoiSjj3TthRwOplXwVOZR8YzEyc7K6cwOT4pSgFVKEvjPqotOv9OyxKgipOtjceM/4s4n4LTRR05ZW11XnWhdNFxi2i1PlH3i8mdrpCjHLIzuTbDjsbHyRvERLBysCLXmP+7IKtJNGeab1d3Z3dFZZ5KKB4o6/izUpOTiq+QU5ZxmuC0rs5C5Qr56hrXS/prpm4bbYFyy1rwNMIY8gUL+lrs1doJwgGusZmnj+CEuZTq1lIc9FFTa990j20WYGJRgkfpNrUjswjK3q3BYa+Bq+WoFK3TvoHj/wM1HwQqtyXmMlNGW1E1RmA5/DmCNOsVIfho4YzSo8U1tFGrn6VZvcnvIhgzLvxAu1tnZZRUbT2LISYNYv5H9Fzv9PFq+kr4ROYiztXE6sYWzQfRod3W/V0nSUhJZm9qR2isVQko7wpP6lTTuMFaxd/KUtAL3IvfR+KW4mLmfOC/8OwL+CfcRYxa/mMfXMxC1iIdC97v9NP8wDDAKMu01g7XeMnKxULbW/jTFQwz4UOWUa9UVkEGI6QPcAGS763kHOYE8PH0DPGB3unLh746vq3Ow+h4DYI0RVuUYRpcW0qsNbkiYAFW6JvMyb14rgGs3LAnwFDUMeat/XQSbDEoUKNeJU7+N+wgshTdAxj3ZvSZ87rx/OTA1YDGecI9uqm698ak6FAU2T6hVBtW91E9SaJAVR8oAgfs/eAz1PLPIds925LWNcrFvl6/Od+q/vgVXit/PA1EXjxEP9xD40eTN38dH/7r3NDDaKikoSGnYcDgzRHQhdty7xwQiicpQPZPe1gJUElC0TAYHNoO1vbV6KTe/dZdyhvFGsojy2DPOc150LHVzu8RFpI5VVJEWpNgrmKjUAcoRAl064XNKLIipZqfjaaaxg/kefmj/cEAZAKgB6obkjPSRqdOwFWWTkE68iDHA4rxld1cxDytrqHElgKWJLYw5jURnSc2NhU2Pj+STAdP8U1bQnk1TRtU/73hEc8Mwle3v7POrlyxTr4h3Gv89w+UGRgndDAcL4gukDaYQcJFOkEmMdwaSANl7c3VPbgMohabXqAytXzTnP1CICou3jCIJzwblxY0I0cq9SzZLiQwOCRoB7Tx2OpQ8QrkiNFAweK96cMZ1wrzxgf6JEI1vDxVKCESBwXK+hzzC+3d9zUFXBUZH9YpfCQBF2sBKeeHzBK8E8jD3iz4Vw9aLic7FDbbHar+2uep0G3G+McL1nPprQaHJZBA1VERTKY2HRXJ9lXZqcYexbvPL+0GD4svPDh4J0cC2NbOtzqisKk3w0zr5gymJEM23UHuUd5N+kDOKekTKfqi4qbUW9Jf4D3s0vnG+QD7CvSl6X3ezNaH3JvjI/D18wX+ZxEzLUU9vjyZNnoxxS92HqoI0fG14KnXQtoI4Kjo6vdsBE8KsgUPAgr9vPKQ417bjt5/5rDz5AQHEoobjx4VHB8XXxGmD1MPIwvqAwQGSA5UGA4aGBqAF28MivcR3xjRcMxsyvfGyMo01eXpIv5oC6EOYA2GCYYAJvtvA6ocODeSRVNCCzwONvMumx7bB137FPgT6z7PDruBtxG4wbIlsUW6LsyA3zfvZvtwB0IZViq6MGgy5jsxSk9Se1D0S/JFpTk8Iz//b936yWu++641n4aXSJyWoTiqEMAq3bf7sA/bHKsrLj/nS2FR5kwKSPc8SyiZGAMLIALI/fH+8/ev6nja+sw1vQOwsbScw5DT/99m85YIchpHLOI5Ij0COMkuzh8QD2EBRPy69z7pPd+a2gfYe9a427PqFP+hEhgknTSSN0018SxaIfcUQgnE/Gvutd760YjO7coCytHMQNTP4KTtZvt0C3QXDyCTJcEqtS3ELWwqfSnSIHsV+hCIDDcF3PhD9fXvUuJd0IfMa8sZy8LTOOQX9Ib8xg2dHsgmaCi8Kj0kGhekCzECjPZN71z3vv8M/Hz3PPgh9XzsiOhr6z/vEfcPBLAQRxTZGDIgAiPIHzcapxV9Er0KTvvr75bqX+n25nTkXOkM6rbhH9zr2ubcTOaW+PgI6hDDFbQgTCWLIOkegCMCKEckHx+OE/gFRP3g+uP6MPgb89XrgN9H0tXQVdOk2/nlmerP8I73fwAeDKMVqCOdMhY1DDLWKmEcOgm29ATpSOQ53S/dO+RN7iL5WPyT/FL5QPeH+SH9xgBDDGUZeySLKNQhsBpEDXUAqe/d2zvRmdMA30bv0f3ZClEU4xKMDlQGS/5h+tb1W/VE+/kCmQgQCFIITwfXAUn8DfiL8tLwHPacAdcKswvTDVMNdwv/CjQMiQ6tDMEH9gJS+qXx4e2b7XrsBux77dPvUfH48s743P4FBB8JLw/MENwSGQ+yCasFhAD0ADEDpwWUBZ0COPyB96zwMuxE6zPraO4e9mwBzg7rF7MapR25HRgWFQYX9rHqHemD7yD4NfqS+eX70PzD+aP4KP1N/5MADgPOBqQGzAI0AJH96PfL8kbxbO5S7ATxO/jj/nUFBRCIHbgiTR5dFZ4N6QhWBfME1gUgBOIBjvxT9hrvseNt3M3YV9nF4cnvhP8NCdYOtxWUGJEYdhjjGQQbfRebEq0KbP0h7g/kkd+t3Ibby9885RXqKvHI9Qn77AErDHYXHh6cIY0hDByuEy0MDwhpB60FfwUIBIj90/S66JbgKd1Y31fpjPPR/T4HugxsDlUMywpICKEDOAGT/l/9i/1+/Bn8Uf0O/9j+ZvnJ9Ebze/If9ZL45P1hBQcNBw+FDC8KZgpvDKMKlgeJApL84fbT9Bv4Rf6hBpoO7xKJD3II6v859TLtmOvY62Ltr/J0+rP/8wBbAz4FhgLa/g3/0AIUBWIGFgkpBgMCuf4g+xD2Xu666hLtaPHA9QH+4gZTDjMVCBmYF5gRjgmaASn9lfwNACMCkQBg/gD86/gC9MbwQ/DA8s/2zfzoAkwHfAz3ED8Shg5lB3EAX/0Z/dD8Cvob9+/0EfPv72jnwt7A2r7dQubt9CQHJhkcKcUydzR6LcIj2Bc6CbX5t+5h6Snk4N8k3zfiSOXm6FHuZPNq9sf5/wAwCiwXDSn+N+Q9yzgsKt4Ud/2H5wbXvc6mzL/NB9C41OHan+Ij6q31wAMPDycaVCF8JTwkGiM0I8gfYBm2D9oEtvWv6W3h/tz32i3d8+QT6XfsCvHC+R8EMQ7+FtwbchwDHbocFhbDDx4JuwI2/f747vWN8jLzQvVq9yD3IPdB+Nr5uPxB/rz/rf5L/tD+LP78+0T4RvYh9hX4DPvF/Mv96/8YBWIK3g0FEYATcBWhE7wNwAY4ATr+Xv3b+kb3IvRy8XfvPezm6nDs4fI3/EEEEAs9EEYVChq4HPMccBihER8IbvzL8RroRONp41nmOOfE5wrpfOr77dfz7/xlCfEYkCihMZ8wCCdJGLYH1vZU7G/l7+J34rbhTuOB5NrnZuqy8J35lAS6EGkaXCM9KY0utjCWLcgkKxeHBYzyL9+bz2rIO8cEzNDRrNvM5pzymf/hDIEc6SeALy8y0C+oJk0bEBCCBfj6C/Ic6tzf5dbmz7zPYNCJ1nzhle9j/osLeBi6IJMnwijoKJgnlSZJI/MaShBaApj2oeog4Z/Y79RO10nbM+K26Rj2BgHFCdcQmBXSGVsdlx/UGpkS7gkqBSD/CPgv8xnuh+yH69LtWu+B8D32A/zuAZcCEwNhBB4EyAMvAxUGVQoEDyIS5xECD1ALbQXi/n74APZC90/22vIu8GjwcPJz9tr6Jf5eAtMJFg+aEAkOCQwbCcIDCQGOAc4EfwVVBgYFnf/1+Tb3ifTy8frxNvNK9iz3nvjr+SH7VP3Z/+ACtAQ4B70JOApxCiwMLg1BDX0JAAN9+n70ovOF9Fn3S/k0/pYDEQX4Au7+Vvsp+Fz3v/hd/OgA2AbGC3ELcAXy/9H/5ACzAlsEogbuBUkDFwDZ+pH3fff6+0j/PwCcAK4Aaf5c+jn3T/bx93f5S/pS+Y/6Lv3b/2MCUAXaBhEGaQX/A4gE+gWiCS8L4wgqBaT+9PZI8HDvmvF19Kr43/6oBQgKogzyDM8Lbgt6Cw0JSgX0ARH/fPwt+ij5ofjf9wD2EvT18vrzGPQY8hbzw/cI/rsCFAgiDhwRThCODcMKXwhNB/IGqgON/U34LvV68sHuCu+Z83j4Sfpw+hv95f+eAocG0wy3Em4VSBcOFaoPRwrxBTgCQP7I+iv32fFI6+zmjePh4kDmo+1S9pAA4graECETchWPF9gTpQ4ZCsIHKwVNAo//N/p+9cLyuvFp7lHr2Ors7D/yE/kQAM0FCw0sE9MUsROSEs0QBAyyBmECkv4T+9P68vqO+Yn3CPim+Yj6W/0LAbIDpwBR+9v3Z/gC/K8BhgeECsgJoAPS+uLyWO6L7m3zKvuHA40J/gwEDqMN2Qt0CGMFOgD++n34iPji+Dv5lvu4/Wz9OPun+5/8Wf32/jkBXgRVB34LJw4bDawKfQnHBsUElwNRAVb8+fSh7wLr9OeA6BHuyPRs/b4G+AwZD2EMZAntBrEFkgWpBnkHfQd1B78FuAKY/e32LfEb7f3pSumn7X731gHsCAoNvQ0wDCQKugg5CI8IqAm6C8ULDQgZA0X9evfj8RzsMeiX50jqFu8d9O35YQBXBswLHBAuE5QUdxWcFCcRlgufBp0CE/0a+DP0LvPp8e3ujOsS6s3rfvBf9wn9sQInB+oKhg0oEKYSyRR9FdUS7g3dBn4AkPrm9XjxDO726+bp0Om07IXy8PeE/q0FMQyQEU8UTxWPEiQO7AkdBwkDnP7l+4T5G/Yl8RPu5+vo7JPvMvOP97/9igVuDJYRnhM0FZsUoRKrDjkKvQWWAXj+qfrb9hzyhe1R6U3okOmY7bP0CPzTAg8IhwubDNEN1A6HDw4P3w2MDUwM/gl/Bf7/l/gL8CPpOeUm5DXm3+ym9Mv8kgOZCAUMww3zDlYQGhGhEEwRthDhDdYIAQNf/HL18PG48Fnvme1w7g7yyPdM/isEJQn5ChcLCgo0BxwFoAV0BpMFywM2AYr9qPgj9CfxM/Cg8o33z/0gBA8J2wqFCbIG+wQEBF4BQwDpAEgCaAKLARv/vvtx+F/1d/Tv9C74MPzqANYFOwrKDZYPkg8qDVoJYQV9AYT9E/sS+0L6nPhb+QL7A/wY/Tr/zf8s/k/9w/0g/i7/HgPzB6gK4gspC/QFAv2L9SHxGe5v7qzyqfiZ/aQBkwRJBnMHMgj9B5MG6AUbB3EIWQfvBFoC3P9k/FP5Evcv98z5tfzh/ov+4v5bAJ4BIAEYAWQERQhPC14Msgv2CIsEYv/b+Aj0vvFG8nf0SvfR+uH+FwLuAt0B1P8UAIIBMgO8BDcHSwm1CAYG1AEN/r778/ps+oL5EfrG+qb6uvk3+AH6ovyV/+EBBwWxCQ4OFBHcDxwNSAlUBSEAQfvw+f/6KvwF+x76f/ow+7f7qfzy/A78mvwP/nQA/AJsBewGHwb+BD8EDQN6/0765vYe9oz3nPmz+9L9y//XAcMCRgTNBUEGyAUwBCwCQAHVAcwDGAXQA+oBDv8M/ZT6afnN+LT49/rz/bgBDgOJBEcF6gW2BoIG7AVLBGoDIQMVA7kCXgFY/u/62/cY9UbzdfNh9s36GP+dAowEUgQyA1YBlf7r/Cz+qQD5Aq0ENAYQCMUI2gisBvgC3f6p+2X6rfkh+8H88/38/ef9J/7B/un/IQBUAHIARAHTAnUETQVfBn0HuAh4CTQITQZ7A7H/3/oo9onzYPJQ89j09/Z9+s/9cQBuAF//xf4K/zoAPQGiA1UGPAmrC8MK+gcbBPr/6vvH+HT4DPp1/PT+NgFZAvkBPwIqA0kDPAMOA6oCdQF2APj/zv7j/fP9jf/jAEYBtQGXAVwB0gCp/8P9Xvwx/V3/dwF1AmADUASdA6UBLv4C+p72uvTj9Br2D/l9/eMCSQexCYsLAgwqC+cIswXaATv/Qf5H/nH+zP1c/RD9dPwv+tD3DvaB9kf5rfxgAHQDGAWGBbEGTwh1Cq4Mew1iC2wGLwB4+nv2QPR59E32nfeh+Rf83P3t/q0AWgMzBikJswrNCkEJvQYcBAwBg/35+tz4WfZd9KXz9fOj9e34Fvz5/qkBnwQBCFkKIAwQDl0QKBG0D0QLWQQg/oz4IvQV8aXwt/FQ8/H0YfYP+Gv5ZPtl/jEBdwMwB7YLzA/DEnAUFxPfDkAJsQIO+xzz6e2d7Kzt5e8780H28Pgw/LH/ZwJJBS4Jeg0LEdYSMBLXD6cM4gjzA1L9CPe08pDwse+m7yzw1fEe9Sn5zvzLAA0FFgm4DP0OHhDrD9QOawzECHkE1P+S+4H3evQG8yLy/PEm87L1lfgF+5P88P02ADkDRgbZCMoK2QvTCwAKhAdDBSsDWgEqAOT+xfwM+gP4QPe997H5rPzg/5EBwgKMA6YD7QLmAYoAHP+M/hH/2f/9/0YAYQDzAGUBigI9A0oDvQMEBM4DfwLbAR8BIAC7/sD89Ple98P2Nvfx93H5Uv1IAbsDogRmBBQDkwHBATcCXALCAgUENgXjBXcG4AV1A7QAm/6V/Lb6WfrP+7z9if+5AMkA+v8P/9j9pvzd/Dn/aQJkBcsHYQhEB+UEngFP/T/5k/ej9/P4Yvv2/l4B7ABk/wz+1P2O/n0AaAKQA60EnAUGBT4CWf9//RL9x/0HANYCMQR7BA4EpAK1/zL9yPus+iz6PPtM/av+bgDYAuoEEwW3BEoEeAOWAtoBDwEv/7v+rP8jAKH+h/zq+6n7ofsG/ML8Z/4EAXgDFARGAzcCgAFCAfIAAQHXAOUAowFOAu0A8f2K+636rfs6/Sf+Lf7Y/44CjQT7BFcEnAMCAxYDUgNDA+sCRwRGBZADUv8++674svb+9Qj29vZN+ez9MQPZBhcJOQoWCgMJKAdrBXwDlQHD/yf9qfrj9zH2cvW89VX3yPhQ+gz8VP47AKACPwafCVYMDg48D9AN/gmyBRICrP6f+pL3xvUi9Rv0RPM88v7xRvTI9777ugAwB/AMtRBZEikSjBAGD2gN4wpdB7EDBAE3/dT3g/Ki7tbrfeqm677u7vP/+fj/VQX9CFoLpQxaDcMNmA1/DN8K+QihBsIC/P05+dP0V/EI70HvxPD18zf44vwqAGECPgUQCOwKVgwKDfEMWwysCgYIigQUAX/+w/uN+T34P/gD+cH60/xm/mL/UADnAHUBjwEQAYkAm//c/ur9CP4u/oz+4v6A/1oA9P8Q//f99/1N/j7/1gBQA58FCwdlBxoG4QPnAEn+kvsQ+Tz45/mm/FT/2AE8A50DXwP/AlkCoQEYAi0EogbrB7oHcQZkBB4BU/3i+V74UfgB+T76jfo5+vH6+fyT/tX/pgC7Aq4EiQV4Bd4EEwURBS4EYAHy/uL8a/uh+mj6w/o5++j8Xv8QAgkERAVwBYEEtQIaAcb/iv5d/mz/EAEJAnIC/QLEA0sEEQQ2AysCbgF8AZMAKf9b/r790Pxp+8j6cPpY+pL6yPp9+xX9vP/8ARQDTgRFBuYHCQhhB/gFdwSmAioAWf5j/SP9Bf1M/P/76vwO/kj/qf+d/wsA5QDHAWkC+wJwAzcDHAL/AFAA9P+a/zT/xf7W/on/hwD6/4H+8/3N/jMACgFqAfsAfACvAH4BNQIXAkYBNQCB/jz9Bv1J/qIA8AKRBOoEOgR7AvIABQA4/9X+Y/9PAKQASwBW/4f+Mv6p/uD/pAC7AOMA3gDxAIsB6AHzAUcBPAB8/4b+/f2r/lUAewL6AwwFLQVRA64Abv6M/Uf9i/0B/hH+e/10/Ob7Fvtr+yv9YP9XAaYCrgOFBPcFEgdFB5sGXAXcA3cBlf5U/Lj7Hvyu/E39Uv5o/wwAnQBIAYUBKgEQAXgBCwLXAnwDOANuAr0Arf6p/IT7R/tc+0f8r/2a/1cBmwMoBaMFBgUhAxIBtf4K/kv+kP5J//3/HgB1/xn/7v6G/9gAUQLbAvgBRQG0ANX/Af/a/r/+r/45/xgACAEoAm0DNQQuBG4DNwOOA7wDtQMWA+0BUQCS/sz9of38/cn++f47/oX8mvrx+F34Gvlk+oz8PP/6AWQEIgaTB0QI6werBmgFywRfBHEDhwEG/838x/pe+WP4y/cr+Ar5ivtW/uQA0wI2BLoF/walB7oGZAV+A3ICOwIaAsEBRAEhAWMAL/86/Xj80Pyz/QD/RgASAiwDXQSIBNUD7AKSAU4AFP7++1T6W/k5+dD5LPtF/BL9wv3m/s0ARQMaBvAHWwkECnEJyQdgBQIDdwC7/sX8FPvu+Zr5+fmd+kD8hf7YAPkBywItA98C8gFhAZ0BRQIgBEYGNQgICfwI6QcLBV4Bt/0O++L5+/nN+lX7//o/+8P75vuv+777Q/0w/3gBOgNbBFQF9AVABl4FEATyAkgCKAL1AVYBlQCZAJUAEgA8/9/+If9K/1H/sf5Q/s39ov0y/jj/3QAjAkgDHATTBHwF8AX7BTIGSQZLBXgD+ADc/sD9tf2//Tn9pPyp/BH8r/oQ+c33afep94v5Z/wFAD0D5QV+CE4KUAtcC3oK5whOBygFZQIOABr/av4P/UT7I/nF96P3xfhR+m/8i/93Al0ECgVJBfoFvgZNB0cHvAYkBqkEEwNRAWT/vP2J+1r5TPdg9mz2mfYP91j4d/r9/OH/xQKQBS8HHwieCMMIGQiGBlcFawT5ApcAjv5t/Sj9/P0Q/18AjAEaAs8ChAKKAfwAAAFcATMBCwG/AGcAuwBnAcgBaAG2AP7/lv+p/woAOAC8/wn/l/6c/hX+hf2y/bD+FgDBAP7/6v6q/mX+z/3Y/Hf8BP0U/nv/VwF8A70FjAdGCLMHXAYfBZUDfgLAAQgBcADO/2b/X//B/vn9jP02/Zr9l/4zAPQBCgTqBbIGcwaZBc4DQAHa/uL8wPs8+0f7tftC/FH8Pfy++zb7Pfv7+/j9jwAzAxYFigaSB/wHQQfBBU4E8wIzAicByv+V/r798/zA+8L6pfqY+8z8uP17/pj/BwGSAtUDZwSpBFgE2gPWAxgE/gQ+BjIHtgeBB04GNQTCAez+t/vh+BL3UfZM9m728fYf+Jv5g/ul/SgAMgNqBuYIZgoZCxkLMgoKCKQF/AIYAJL9UvvD+Tj5Kvra+878hP1y/nL/5P+B/33/SACfAfECEwTsBFYFhAWwBB0DeQHb/z3+RPyF+sb5MPpk+2z8iP3R/jIA+QFPAx0ESgRCBJoEHgVnBTAFCAWDBJYDcAJTAegAqwArAFj/M/4M/cn7U/ps+SD5mvnH+sP8Y/9yARcD5QQMB+EIrgmRCdEIQwcKBYEC8//5/cH8NvwE/MT7lvvy+4j8df23/gAAJQGqAY8B7gDm/4T+0/17/XT9/P3V/gAACAE+AhMDyQMqBFAEggRDBAIEqwN6A/8CFAIWAfD/z/6V/TT9P/75/4EBdgLEAmUC0AFcAdwADwDq/+z/UP++/p/+7v6J/tL9Xf0D/db8Df1N/s3/aQFAA4sE+AQNBd8EdQSXA4gC9QFCAXIA3P49/Tj8Vvuz+mr6sPqX+/r87/4nARcD+gRBBsEGxQYyB9gHyAckBzkGBgVDA1QBQP8v/Qf89PtE/DL8q/tI+xv74fqL+lX66fog/D39Hf4//z4BUQOtBGYFpQWvBYwF4gTWA9oCDAJMAVgAjf8q/1L/pf8BAO7/8f7s/TP9oPx+/Az9Y/5IAOYB3AKfA5QEXgX7BTcGXQaTBroGPQa7BL4CogAN/zz9oPu0+k76G/qQ+Uv5ePk6+j779Ptt/CP9QP7A/z4BlQLmAxcF+wVGBmIGbAZNBusF9gS6A3wCzgGEAfMARwAk/7j9dfxF+5r6Svo4+s/69ft+/Wb/ggHBA6UFzwZbB34HSwfIBmsG4AXGBP8C+AAW/yz9kvs8+sb4Zfez9o32V/cf+bL7j/7zAOgCXgR0BfkFhwbqBp0GFwaOBf4E7APqAmkC9AHmAHz/Rv7g/ET7iflK+O73hvgB+gL8SP6uAAsDHAXFBrEHFwhBCBIIJQd9Ba8DOAIyAdkA4gAJAWQBfAF2AT8BLAEfAaoARP/n/Df6kvd89S/0DvRN9fz3SPv4/sUCZQZ8CXcL9QsPC4cJWQfpBHYCUwDl/tj9rPyF+6j6e/qk+qr6yvqV+0/9VP9zAUsD4AQ4BlYHHQhvCIUIQQhLB7wF8wMEAuX/jv15+675b/j59933FPjp+Hj6Xfwe/jkAiAIqBO4EmASOA0ECrwA2//P9cP0g/n//6ACiAs8EvAZUCCoJ5Qg/B2gENQHq/Zn6APiD9sT1qvVa9iz4Vfql/D7/gAFjAxoFwwZ2CPcJyQoVCz0LmgvhC1MLzwmBB8oEpQGk/TP57fSb8QPvyezm68zsiO9j8xz4j/3pAiEIugwdENERLBLAEe8P8wx8CbcFAALC/uj7bPlj98L1tvQq9E/0zfUS+Aj6uvuK/XT/KAHMAuIEgwc6CrUMZw4yDwkPrQ17C3sI3gS4AFT8LfgP9SjzMfLX8SLyRPPT9Cn33/nN/ED/TQFGA9MEfQagBxEJwQruCwMNEg61DjEOeAyZCbIFmwAm+272gvJr7w/tLuzi7MvuH/Jp9rT7xwG8B64M6g/CEc4S3BJFEh8RNA9yDKsIqgSLAJn8Ivk/9tjzJvEF7/nt2+2N7uLvgPLb9Zz5z/1lAvwGLAuzDj0R3BI4E8oSfxFEDx8MBgjBA57/s/tS+LP19vNE83fzUvTM9fT3wPqy/UMAIAJ5A3cEKAXeBUYGQQYMBhIGFwbDBVYFuwSNA7YBmP9Q/Rn74/jv9qH1PPWh9Z/2L/gs+tL8mf/EAXMDMQUaBwMJkwq6C3QMjgxbDHsLSQogCZcHuQVrA/QAWP5d+y34e/VU857xjfCm8EDyBPW4+KD8dwAbBGAHqQnuChgLOgoTCY0HnAVCAxMBJ/93/Rj8DvuK+mv6bPp2+nL6ovrW+kT7VvwW/qgAFgN5Bf0HmQrODPwNUw6LDZML0QguBeIAyPyb+eH3u/Yh9kb2z/Y391D3gffq98L4J/oX/Cz+UQBkAhIEKgUVBt4GQgdqBzQHwQYPBgEF/AP9Ak4CQgKCAn0CFQLVAa0BjAHqAMb/Yf7a/EH7wfgj9pT0afR29Zf3Evsg//4CYwbbCB4KjgpzCmwJYAf8BKYCDwCJ/T37pfm6+Ir4JvmX+hH9n/8ZAiEELQYhCD0JVgneBw8FmAFr/qj70vkh+d35TPs8/Eb9OP7t/gL/gv5V/jn+X/4y/1oArQHXAtADWAXNBhwHjwaqBWIFAwUgBPYDmwSLBU4FXARHA4MBXf9L/Pj4+vWw83PydvGj8NzwG/Pv9uf6Zv42AjQGbQkbC18LYAsaC4AKDAlHB1EG8AXxBUwGqAayBmgGZAVeA8X/qftY98zy5u7S6xDr0eu07WjxbfZz/KQBgQYwC84OORGZESERRA/oC9YIgAaWBK4C1wGcAoADWgPVApkBif8k/Kj3mfMW74brHOpc6u3rl+5x82752v75Az4Jqw1yED0SZRO/EksQsA2oC30JKAb/A3MEEQXoBM0DIgJcAFb9ivn19cvxPu5L7Bbs7u2a7xvyKfYF+ykAFQQQCMgLXA5pDx8PNg/NDlYNggtDCW0IiwhSCA0H7QOAANf83PcW88buj+qR6OjoRus87v7xt/dq/V0CyQbUCoYOahBXEOkORgxQCsoIeAf3BiUH5ghHCsIKogpCCMMEIwAw+3b1Qe9h69roqOeW50Lpxu1a8zP5ZP/WBB0KHg67DxEQmg8uD3MNSAytDHwN1A0HDdsMVQvZBlMBAPy59fntJejv5cvlyeZ96kbxtPcX/KL/hwPXBM4E3gWIB3EJ2QrxDo0TtRWdFaoV3hYVFacPHAhw/gbyDueT4Xbfkd4+4Drmlu0X8rf1RfqF/tcBEAZUDPIPYxDnENUSqRMiEpsRyBFaEUkPUgwwCfcBefja8sPwje8P7dbs2u9z8GnvD/Hr84D10PmIAtgM2xIHFvcY9xi1FCAPrwytCZkFCQL9/3j96fl1+Dv39PIN7OTmt+Vp5bXjiOS06fDvWvYh//cIQhDjFEwaDh94IAohDyTWJRUjZSD9H0Ubug2q/BPut+M82nLTjtBFz43RsddI4CPonu9++R4D3Qm2DqISCBQzEIEJQgdTCQ0MHg4lDyIRcBLUE5cVHhY6F18ZXBqOFOoGIfSl4cjUmMyHyQTMtNP+3gXr6fVE/98HqQ8pFq8YWRbpEjwTmBbhGYMd8h/MIOcgyiB4HIIQ7AA78eLi8dWlzGbILcj6y0LWq+K46+TxjPak/ugIthONHb4kLStUMAcxVCxEJEoa8hGNCYsAE/h48YruEuuG5mniet/t3FHbMNxa3T7h/ukf9kMDIxFQHgoovi5PMhYy8CkJHSAPkAE29nzuvuzK7u30tPzrAq8CYPuM75XhrNb4z8bPxdX24snyyv/hDIIafictMrw7XUD0P+c4uivsGeYCUu+n4jPcO9bW0mvSBdJ70+PcX+vU+GMEcQsJEYoR8Q6NDAwL4QyeDygSFxVpFbITdxL0EqURdgmE/d3suNrBz7XLvs0i2cfptfs4Cu8U/CK0LBEtHSgaHrAT9wlYAr/+tPks92b+ZQhtDVsKqAJ+/EvxjOLV0TnAzLWWth3EtNZZ6nb/xhOQJJMyz0IvVaJlm2qiaKFTkShw/wze6McutVOpZqy9uhvG4sv8y7/Kus+/2HToQPDi8MH51Qz8JIY9K1XUZKFogmi5ZoJfu0MfE+Pixbj/nGeViJOUl6ukfLwD19DieOf97sj1dPpUAE0LGiP1OtVNKVfPVJVUNVpvXilR5zC8BSTgMLsvmoCPgJHMl1Ct19LV80gQGSlsOFM8KzZ2KtUcHw8kCDoFy/8vAPkHvw3pEp0YsBWXB87o48xIwKrBectO4n8AQRkdLZI0dTQ6LU8qISGBEaYAxe1E4MbZ5tn54rf2mg7xIpkn5R12Af3d1r8Tt7fC59vA+WMYdzteTlJT1kjjNLcnnBzkC//1jd/s0d/N+cya0nDprgIiFHkPuvi83H7CdcC7w7vWzvnGIZo+c081XphlhmLuSokyMhXA8bbO3buJsBqybME021Ly8PtnBHz/IfRy3vnNUcNbyHvSKezXE04+UmV4cJNzwHCKb2tUSx4/5WSxLZSbjqiRSpmppzDEe+rABCgRjRZJGE4K1/Rt4G3aUNpW66MVYEbIaPRtrWtbaYhkwzLf7l62lpbukhSQXYwZkjSjQ8gP+IsWgS5OLgAqKhYeBFAF+B0sRNJeBm5YaoNnTkx7Iln1jNESrpWZY5I7jHOM1IxLudn/oDcDVY5bTVjGTh8+2DOxIfEQsQnBCMUFePjf6Oneht2L3zDgSts/6C/8CxG0IucxBTtUMFcbawM75vHQxsFRvB68+7KSvGbOouOSBdIxYVrUcDt3NHF2bcdUYiTz9ZvFnKA6j7mLhpTLlrSQBqKMvrbdjPFC+/cKDyHNR/tiEmzscNN0EXWNbVdBPf1vw4yfypM4k/qRDIyskmOVjrDU4Q8J+y+zQrRHU0dETYBZ02INaFBs62+3WnEut+2WsrOXMpVimC2UppZgmDWupeqkIv1K/l86Y6la3Tk6FyEMAxXdKzRDTFmzZeRUiTS47hqnVZRKkX+M+IsojomgqNMMG11QpGgNaRFqd2z/Off859NVwZHWegFDI5c3+T8MLpEQveO2u0enhJmujdiQ9KH1ylILbEtLe/17iXweZxMgz+U7wPi5csgL4S4C/hzPJ/YmWB10Et0K7PiG4uTAJqKwmBamjMpMCmZPtG+kdGhwc1zFNfQJa+Xuy4m+57qxwO3TBuUf88D+wQMvC5wRrh6OKSMrhimSLSY0CzfLM2UbXvcw1eG9Da+jpiGpMrIQwOzOpexDENQ9qmjgdA1413P4Zxw+cQRgzwap/5fClzeb15ZUnOClvq33qWHCiPhKPKJslW8Vc9x0RHdoam04WfICuxerKqL0kGyLC4sglGin9cBZ4W7zNv7nCdYdJjNeUTNwYXNfdCt1mmpXSGkCNb+snB2VW5dTj0mTHIp+ncPu7y6EVWJkhmI5YcRXpUyNSdNNAVufXLtDfA722cKmvI6skfWMbZDPkdmfPb3R6OYaHlT4cVFwf2pWaYVnh04yOygiCw7+82fWBrPulb6Sc46ekNWLbJrBxqf+pS57XudvEG5ib+FuqmtuKwPfN6xWnDWTJpq6w1zttwBo6UbNKMHoxcrV++4y/NsPXy4JVbxuHGyibJ9oK1ZZ/iKpx49miRGFZpL51OUYCzs+Obw64jn2NM4ozRQtAGPtvPB2/JENgRpeQzdcsFPXInnav7GepDKsb7dh1I30DyFkMccotyBYJQs7qzfvK40T4PWZ1TzOLNuD920U0R4JG5EMTQFh/1URchZyGlUKjvln5yjbG+Ur6zP68gv+KG8zRiciE6UQLhbcCljsWthu0X/XnfSLDkwrdEc6WCk+6xlg9JPMeLYkq2WwdL/P3hgJZixfOmBOFFtERpcYDPVj7lvmLuDB48L6cgW4BF4BkABwAZL+WfSJ3hTV+M0V2cjlCQSHK91PhGzHaudklE9tL8gBhMrVmdqMG5a5kbibN8Id5fn2HwqkF0M1klOJZwVtsmh8a8NZjj5LB5XYSbdWmgiV9I4Xj7SYIKRJotep+8kCEutWDXGTc/dve27acQJeAhULzQ+aG4z7jBqN3pIHl3Ol97bcyszcBfPkHFVY/HRudRJ3SXJrc0Bf4h+34IazCZhQjsiI8ojziUWPL5mVsf/kqSLwWyZrj2jVa/1r1nIqYS8ydQI/3Je7f5+8lHCWl5LOlVaPXpPsucvwAi/+VwhvrnC5aUtsrm0IUXUTLNllrsCb/pUxlX+Z8Zf1k8+hwbMwz3UD0DzBa490GXDjZ1xibWnESucLic8/o2KRFJRxlGORzYzsjxmVhaqE3ioiFGXBcxZwSXChabNq/lrqKOXl2KjNjpyRDJV0mKmTDJRrkbubsMXD9Qolp1Twb2FsdXCFdFB1uW2CQfMLX9u2rx2Z2YtHheaJ0IqIkA6Se7Ai8Tw3ZGuEcWJxd3SRdullvD7/FRTva80ttAOi8pfpkpaOf5IRle+mls1z/HgrzFj+cP1v63LbcQtqUE9ELqQI09+6vG2iE6CYluCTMZkkpZHHjvItH3lI6mYpb/NupGUgUx85rB1CBIfuM+F40/jHi7w9sMKleq+CxSHsYRcYPCNiWmkraj5lSVPyPIIkbQtH7WrUzcOzuqOyb7P8seK3gMw26KETUj4YZap1124RaJpVIDenF48AP+QizOvCz7+SvnK1UrBBsRG6LMz97ocbN0zAbGFymHIgbUhafDy1JLcFdemJyOeqHKFCl62TxZF1nLG1aN5VETVBiWV7cjZ1+W8zZN5LMDKTGkr9kuQjzG69KLSWrzGl+ptbpTW7Nd5jB5kxXFQ5Zk1pbmqEYB5LUjaWG20DQesI1V7GM7w6tCOqHK2CtNbEZ9sg++QjuUWCXbhjomMOWxZMdC7/D+31G+FDyi+5g7kHtd2487x80IfniQOhIak4Ck1KTQZJfDmQLRUdQwpN/Ojyn+uw4obhkt291MjLuc/n17XrqQjgJ8o8m0gUUEZQV0QYLPoT3PL02oXMd8uuy83PEdmz35DrsvbYB6MRoBCYFLIaLiPCNv5E3Uo/PWInuxCk9O3cac06xRa9I8Dlx5TUI+RA9qUNshnrINMjcShPL1U3mD+MOlUxgBpkBG/u6dxa0j7H/cLfxF7Sb9+b7CbvSPLM/K4RoyngPHRHAExkSgA+kzF5Et/0rdnXyp/Et8Cgy3fWGN3t3AznNvXwAyQUWCJFKJ0p2DDrOJg7cDAoIxsOLvYE5IjXFdIOzsjUKNxF4T7i1ugA9/8DUxF7H/4qdipXJ7YoQyzxJj4eag1E9RPdt9Eu0zjTodqj5ODww/fjApsNlxM/GvIfAx/EDwcB5PQr8774UAjuFi0fEx4tEWAAM+0D5J/gmOeC7ivyb/VO/VsHkRCaHRIm3h4QBqPsX9cB0Una3vRuEPkiei3OKRUgABGeCV0AIvbE8BLugux56JLqjPMIBPcUhRsgDmXxU9KTvui8LtaK/kQkBD1pSYNLVz3aKtETxvor38nQmdGy2KTdn+IR79f92xD0F7QNPfRJ293MYM544nb+Vxh7LOc6OkFyPVwzmyLUCvDze+ZG4SrXKtC20mzgjvbjDl0esxwICEHqD88NvXq+KdH+73gKJiiTQ61UpVVWSrA7BCMQB9LrxNxAzfjCF8Jky4HbKvHCBOIE0/kb5b3UjslgzsfjWgCDIU1ATl5XaP1jG1VGOikYcPM/1vW8EKoIoBajRbPKzAjs/wpYGc8XIQ+IAXP1O+2h8gYBJBSsIp4wZ0EJSBpG6zGxF9L77OHPzXXAlrx5uizCudam8ZMKxSBqKMAiTxF4/OzoctbH0VXdCvP+BQMg+zQGQfpDOz50NGwi3hD8+5rqUN/x147QZ9B72nfsCvbL8pjtzOEY2mPaaOAQ57X0TAkJHhYyckFHUQVa617qXxdRpTTqBu7WQ6uWkvGQ7ZbUoyW8nddX6s/5egJFC8EQIxi/GVQSZgwmFdMo/zpdUoBcsVkNRFAtDxCw5gzCY6OBlhKSFpe1oha6j9fe948TXSfONH4wKCiOImgfChaKEkUW3hq9HrsjxilqH/YXqRHSCoP2Ydd2vYCkgpcWm2CyF9B59hgZsjQ9SJRSDFGsPtMnRw/4/WDtMelG6grvqvXX+lP+ePVS+Ov8vgMGAWr3Xe+q52/pcPO4BrwSCSFVK7kvhijcHKQN0vkO6cPeD9ybzqrGW8R50k7kofzpGN8sJj2rQo5LsEkqQSgnyAev6sXXptH7z8nUJtb14Evna+1h7b3uP++266jvcfd9BsAKLRQoH2MpXDRSPPg9vi8gIe4RRglA/QrvGdsbyMbBSczR213kj/BX98MASgRKCrwKyAkGCNIHnRIaGz8jpBxeEXUE9/2p/Gf+LP9x+8b7S/6TAmIFWgiKBToAG/oD9qLwtOpy5+Lnf+68+YIHphLTG18gSx5xFZwNtQTy+bfyMPI598D5pP9TBGEHjAevBM0Av/bY7Lrll+eR7u/4OATqCqUSxxgKHrQgkBtlEvIG0v7I+OPzSO/Y6jDqqO1998gDHhCPFcMUTQ4iA2X2BuiF28PT9NVk4PfxRAIWEL8beyGBJVolCSShHDEXmhZQFZIOMP9D8d3l19/z2nbcu9zx3P3e/eHv6VLygv7ECSEZNSQaL0cx6iqKIQ0TGAZ49j/rht822cDW4tp05DLugvdc/4IJBxl+KAowxC3MJBUapAtKAKXw8OQa19TPhNDp1o/l2PDA/Mb/zgl/DrsTDxQ6EJQSNBF5FwcaQSCPHjYXCAlU9VXkfc/Yw6i94cRy1zDv6QdBFeMg8ibcKhQtHyqoKLsbcQzv+O3rUuOF3yXkBOiz9C75kP89+9nx/ul15BbrVvFt/bAHcxXRICEouyxGJmkbjQjU9gLpE97L3TbgA+3S+FIHKhSSGaAcOBOaDegDjAEj/Kz3BPL/6MXpHOki8+T5fwXHDI8QWREYDG4H+/x8+ij40voVAdUJsxHWEMAOXAkNAmn3W+r+3n3VBNZh317sWfjLA4YTcCDuLzc5Mjq/MZMhNxJw/MjqlNsj1GXQiNMg4Kns3PqtAiELeQwxDogNqQVa/LPvM+1Y7jH4jQPxDjgZNSItKfckBRuIB97w29jPyq/H58xx2sft6gEvE3IikS6qMlUrnCCMEPv/n+8g5Z7ex98J63P6zgnOEQoXKRPtCon98O5k4mDb1eEa7F/6pwYeEkwYEhptGQ8UuQw/AbT3Eu5h6WPpOu1s8lf4EwB8Bn8L8A1tDNkH9QMvAJH9YPos/cQDbQwsE88VDBJTCJgAR/fh8L7rBO6F86r7DAVKCXwL3wcmBrkA+vpA9rnx2Ow154Ho7eo99E//nApjE90Ydh3DG0sYSxCRCN3/TfjH88rw5vFp9fH5Y/ou+rH6XvnV95D2+Pdh+4H+IgKtBWoM8xOyHOciBCQMIKQVrAiW9+/nZtps00/TWdik42/vBPqe/0UD0AfUDAMS1RRXFqASHg1DCBEF8gKF/Q/5c/O98V3xd/KF84/1WfuqAgoM2RHSFAcSAg9yCvQFwQEB/dr32PKP8VvxyfJa9bj71f97AjADXgMABd4Iwg+bE60VBRNrDgMGl/3g9Fjr9OME30DhheQB7FvylPfh+3kASwdkDScWhRspIHYftxqkEfgGPwCu+jP5CPWf8WvtQepq6NnmkOiM6yHzRvuhBuQRiRpDIHsi6SJ8HnQYThAnBoj7Q/I57AXnReLx3brapNjA2GjfYex2/iwSCSFLKeEqpSihILQVsgvxAaP6QPMQ75npC+Z85PbkZuij6/TxevTS+MH99AXRDWoVuB5zI4Qn/iViIdsVcwk//j307O0d6bfnzOOa4qvjnOh072n4dQIvCZQOgBA2D3AIaQHd+wz7qP0SA10I6gm2CL4DwP0J+PH2Fvcr+lb9Xv1r+sv2oPdR+tL/AQZlDUIR1xCtDtsI2ANRANn/M/1R+0X7NPrk95X0bPXH9z787v41AcQBWANcCFoOrhN0FTQU+Q72CAUBV/pt9EXxj+9n73Pw8u/m7kXs++sR7PfvV/W4/uQJABQqHrcjlyQKHxQZThEPCaX/QPcc8fnqfOfQ5DjjOeLG5cHsCfbv/1kJdA8tEvQSJRKyEFYOJA0hC+8JEwjlBcMAB/qE9IzxjPN09ev22vZG9z/4WfqK/eYAKAUaCXQOtxFgENsK3QIQ+sbzsfBp8Uj0qfct+pT7aP1z/iIAXQEdBdkIowvoDJ4LrQo8CZMKrQr1ByIBQ/gp8k7sjOge5Q3nNO049ub/MwcVDYIMlAzEDQgPVQ3OCjgKpgjDB3cFEQTI/7r7KPqh+Cv20fJd8STvwe6B8Ez0V/g//vsFyQ0NFcUXihTeDdUIUAVQAlv+Jfyk+oT5sfiu92b0KPCa7mXvn/Mt+C39gwApBpUMbBOXGDAZsBWVDQ4GkP7S+iX31vVT9br0V/Tr8Gvt3OiU6DTsdvZQAlANXhcOHVkgKh9OHaEYeBPWDKAENvpl7uTlUN8o3bves+TC6rjwGfZ9+kv/fgSPCQwNghEaFuUZCBvJGbUVuQ2OBDH8IvUy7ijpWuaY5ZjnSOsM8cD36/8eBv0Jbw3wENwTpxRoFUIUMxGpCrsC+vls8prvyu/M8A7xyPNJ90X7GP8GA1QFQgUjBX0ErQMaA34EsQVnBREEcQEq/kr7cvpC+UX3+PaT+Yf9s/+xAbEDLwawBxwI5wehBgUFKQLC/x792fuA+/P6x/jW9aj1wvcX/DQBUAdSC/0MNg0uDCAKzAfwBs8EMgLk/sj7FffR8vDwqPAV8rD0Nflz+5P8PP3B/3oC/QQnCK0K3QybDPcLvwkEB9UDYAKNAT//d/2F/N/7QPiM9P/xv/DV8Ff0vvpLAFcFOgoNDocOaQ6hDsoNNwubB5gDLv6u+NP0TPOp8kTzmPSy9T32pvZP90f4yvrJ/ksD4wbyCSUMdQ37DU8P/RAqET0PbwrjAnn5b/Dp6EXlL+aa6+/zqPwDBP4HrQn6CqYMQw1iDOgKzQhZBsMCcf6K+kH4h/gm+uT7ePsp+d303PDX7nnvlPT6+ycEHQtlEe8VNRilFvEQZgmLAZH7p/YV89PwzPDG8qf1rfgs+wz98f7oAP0DIQhBC+wMqQ2CDcELHglUBKX+pfgN9HzxxPB28hP1yfgZ/Q0CmgSXA2IBUwAYAPX/w//A/rD+AAECBBkHygkrDCYMDQhWAnf7SvRQ7UHqWutk8Yn7LAcIEasW2xlJGIYS0whq/rj1ePBX71nx5/Ry+FD8u/+WAs4E5gWmBQ0FoQOZAd/+Kf1H+yr5RveF9wf7tf8CBVQI4gkoCYIG8AAn+Tzynu7k71n0wvp/AfwHww6sFCoZJRqsFmMPxQUf/Kjzhe7X69jrJe7+8qP53/+2BDkHzwipCOEGkAJQ/GP3H/V49+39KQaDDXYRkREEDVQFEfxJ857sx+ia6Dfqx+4r9Vb9ugXiDMMShRWJFhIVeRGLCwwFIP9q+gr4M/d5+Lb69v14AKgAjP+n/Mj4fvWq9Mb2OPtCAgQKIxFoFfgV2BFbCQ8Ak/dr8d7t5u2Y7//x0vX7+cT8dv1i/r4AmwNzBrwIoAmUCIgHdQeNBnsF1wPMAnMAq/1z+3X5wvfg9uH4KPwTAWYExQbRB6UIKQkECH0GMQQhApX/D/7H/B/81fvb/D3+uv78/Vv7tvh+9yH5qPum/iMApABXAOf/w//v/tb+3v7c/xwAaQBKAA0AXwCLAicGLwnpC04MIAzWCUkG4wCH+zD4yPay92T47Pk7+1n8vvyn/Yn+w//KALEBVQOYBDQFsASdBB0EggSNBA4EXwID/1n7Bfhd9kv2gves+P752PvL/pYBTgSDBucHXAjkBmoElAC5/Vf8avwC/icBjAVsCOIIEQclBLQA9P0p/Kn7t/vA/FX+M//M/8D/bv/G/ob+wv2f/Fn7avv4/C7+nP4r/2AAiQI5BbMHbQrpC2ILcgc4Ab76I/ap83Pze/VX+Oz7/f7IAc4DjQVvBw0J4ggCB44EzgETAJb/RwEVA3UEaAWbBVQE4gBY/cD6i/m99w/2fvS69PX3I/xjAGsDjAUWBiYEWACp/Rz9B/4x/3kAqwFHA4AFDQeoB6oGzgXAA/QAh/0n+3L66vqn/fH/vAEGAsgC0gI6AjIBhgAyASQCkAMMA/QCugKHA00DmwF4/xv8Gflq9n/14vUe+e39OwLiA5kD+AKVAWT/f/z1+QD40PeO+Xf9fgIwCNQM7Q7vDeYKKwd4A6cAIf5h/Pn6G/uy+677j/vJ/CMAmQPNBe0FyATEAgQBCgDQ//sAHgNzBWkGIwWiAR39dfkZ9/71lfXy9V72wPbm9zj6z/0xAoMHDQweD7AQ3xCNDscJPwTW/rj60fex9Qzz9vCI8B/yAvXY+ecALwdeC6kMRQwECh8I8AcCCTgL4gysDZULrAao/w/4EfEW7ADqNuqM7PvvCPSO+LT9GQMaCdYOnBJKE2kRgA29CBYEpgDR/v38pvst+nn4m/Um8/HxO/Lq9Nb47P1WAtkFWAiYCjMM5A2PD80PdQ6SCl8Fbv89+oT2AvVK9Qn2+Pdl+sL8gP5P/+H/VwDMABkBmgHmASgCugKcAkICvAH8ACcA9/5k/Tb7//h99yD4hfqR/eQBuga5CowM0QyIC/AIqQXrAZP+I/uF+J73SvjL+Xj8wf/5ATIDwwPBA+cCaQEjAKj/ZP/g/0sB5wI8BLMFrAZuBtAExwFa/i764vZK9bf0ivQ39R73k/mn/Jn/FQPLBiMKMwz8C9YJpAYdBCACmgD8/wgA7gAmAUUA9P6E/cr70/ly+L730Pjy+vn9xwCEA3wG7AhlCrYKnQqUCcIIDQhlB2EFdALo/u36afcX9FzxNe997orvbPMJ+X//7ASQCEUK/wmUCIEGqwRtA/sDmwUxByIH1AVDA5b/KPxw+eP2UPTe8+/1T/kQ/Ej+WwDVAgIGeAkCDNkMeAziCrEI+AWgA8sBTwAt/wL/1/5G/iT9F/v9+Gb3ZPbE9Qj2tvaq+KD7NP+jAg8GRQkhCysLSwktB3cEKAHU/Xr7V/qa+l78Hf4n/4f/IwCzAPYAdwHfASYCFgKaAXUATf8b/w8ADwGmAcsCjgOzAywDIAIyAZ0AvgDkAV8DgwS5BRYGwATfAVb+pvou93b0M/OB82L00vXB96X6+v0NAnsGBgrNDE4OWw6UDIkKFghsBb0C9v+F/YD6FPdO86nwTu878EXzLfe0+zkAJgW6CVkOTBINFRUWmhR8EdQMHge0AAD7XfYA8wnx3u+07/zvHfEL84v10PgX/ckBfQZtCjQNGg9pD0YOAgyLCYEGCAMh/yz7IvcU81zwTu/X8B70ifkw/+8DQge+CDIJRgleCvwKcwtKCusHdgRFADv9Lfse+zz8xP2j/jb/7f95APIAOAHGADD/Nf0V+4L5Ofmf+mz9JQATApoDbwTMBNkEHQSCAkUANP6Y/F78Zf00/xsB5gJyBFAE/AJgANn9cvsD+vL5GPur/WcAJAQrB/sJZwvZCkcJ8QbEBHIC9wBK/wv+wfwW/Db8Xfw5/e791/6P/rH9qfwG/Kj8gf1D/nf+o/7z/t//kgFVAwkF1QWbBagEsQKfAAr/Jf6p/X79E/5B/4gA7wBkAJ3/JP/4/gT/r/8gATEDCAWpBswH1wcgBz8GPgV4A4ABzf+B/sz8T/v3+vT6WfvZ+7z8AP2V/BL86vp3+sj6sfyW/3wCIwX8BkQIgwhMCPkGJgUDAzUAnvz/+JX2HfZR+Dn8pwD4A8EFxwUsBTsE9gL0AZ8BLwKVAmICdgGSAOf/ewBgAlMEswTSA2MChADg/jj9jPws/Ln8DP5w/5YAyQDn/5v9dPtM+ab3Dvfm9536Df76ARYGpQm8C8IMAw3rC+UINwSG/877q/m++LT4FPn3+Xv7c/1x/xoABwDI/x4A3ACxAUkDqQVrCH8KPQvNCkcJvQbpAxkBh/71+4H5GPfb9cP1LfZD97n4nvpe/Gv+9P/nAGMBFwInA/0DgQSPBAYFoAWPBgcH7QYjBucEngN3AR7/ofy3+vb5Ffqu+uT7m/3J/or/0f+8/9T/7P9xAHUBHQPzBIQF/QQGBG4DWwMqA0MCFwEHAND+qf0r/MX69vml+R36efqx+i37VPxG/n4A8wIHBdwGQgikCSUKAgnjBlIDsv+i/CP7qfqB+uT6zPvv/fb/zwGBAocC8QE2AbwAz/+Q/wMA0QGCA3oEXQQfA1sBqv8I/0H/WgBvAQ0CQgHo/6b+Vv3G/Db94v3S/Rj9evsp+lH5J/pj/H7+9//KANgBWgJhA0wEjAXRBrMHJwg0B+sFogPfARkAu/59/fb7BPsc+lr6Afvu/FH/+wF+BBMGqAa0BUMETgJ7AJj+d/38/Pb81P1A/+8A+AE7AtIBVAHRAFIAa//o/fr79fpl+9z8Gv+rAWMEEAaFBkoFGQMpAI39ZPzb++/7DPyx/NH9Wv+dASAEIgYHB6UG8wT+ArUBVQHSAV4CDwMSAygCuwBS/y/+3Pwo/Oz7PPxx/AD9qf0I/i3+Rf7h/i//f/+k/+X/YAA5AQgCsAI6A9MD7gMvA2cCjQGvAMv/UP/5/sP+tP7t/vv+6v4B/07/Q/+b/jP+LP74/u7/0ADzANIA5AC8AX0DJAW0Bn8Hqgd1BlYEaQHD/ur8wPt2+/367voi+6X7u/st/Nv8kv1e/r/+bP8fACEBtgJWBGEFVwbpBsEGbwWaA+ABUgBH/6X+Lf5b/aj8G/wp/Gf8yvzn/av/qgExA0AExwQOBekEwATnBMMEFASsAqkAP/4Q/HX6YvnG+X77Sf7sAHYCEAOMAugB7gAcAFf/A/9Z/9H/bACPAHQA5P+T/1T/Dv/Q/o/+Zv7M/Tv9PP07/gAAHQKqA8MEpAUdBukFrQTeAjYBEgBk/+D+8/2B/aH9Jf49/rX9Tv04/dz9tP7X/+4ADQIpA/wDIgVkBnIHegc9Bj0EDwIbABn+Rvze+hX6lvlE+Uz5yPnT+rT82v4CADsADACEAJABzgJHBKIFfgYHB7QGJQUDAywBEAA3/1n+Sf14/J/7Yvt6+3z78Ps1/a7/4gGyAykFWgajBusF1gSLA1wCYwGyAOP/Wf8e/yD/wP4B/pz9if3k/VL+c/4g/g7+f/4B/yP/XP8FAIMAeQDR/8H/FQCyABIBCwGpABUASACCAOAAYgGyAgcEXwTWA9AC0wF/AH7/vP7i/SL98vw9/bH9Bv7D/s//JwH2ArUEUQYhBwUHtAWwA7UBeADW/zH/i/7L/RP9XPzw+3b7RPv8+yH9af4d/47//P86AGQAvABeAdABlgLjAt8CwwKxArgCSgLTAdUA3f/r/l3+4P3v/RT/jwDUAR4CJwLZAYABFAHMAJEAewCoAJkAdwDMAKYBdQInA38DnwNeA48C9AD9/pH8mvqE+db4L/kb+n/72/wQ/uT+kv9zALoBNANcBFcFngVtBcgEtQNgAuQA4P9b/9n+Vf4Y/lP+qP7G/vP+//40/5D/BQAPATkCJgPtA2sEiwRfBP8DWgOSAu4BrAGHAUMBqAD7/3//rP7B/ar80PvD+1L8SP0a/lb+2f3U/K37Gvt++/z8H/9rAX4DiwQCBTYF1wWgBqYGGQb2BHEDaAHS/iX8GPrY+Nr4KfoN/Or9Xv+OAJoBhAI5A+cDuQR4BeEFQAYUBkwFGQRVApMAt/5B/RT8NPvt+sD6//p2+yL82vzm/Vz/6QARArICKAMfA/sCUgI8ASsA+/72/XL9Uv0L/sv/uwFCAwcEVgRnBD4ElAOPAjAB+P8+/1z+Rf0q/Cn7fvqp+nP7B/3G/mcA9QEbA/gDtgQwBTYFIQWFBNoDDQNQAkkBxf8//uD85vvh+mT6K/pL+qj6jvsc/Qj/UQEhA68EzAWhBgcHuwa6BR0ERQJHAJH+DP0S/PX7dPxc/XT+ZP8pAK8A7gADASMBSAFLAT4BSgHSAV4CTwJkAQgA0P7Y/S79ffz8++n7PPz0/L39pP7C/xQBcQKUA1QEcwQKBGEDmgK8AVoBGgHCAIoAGgCP/yn/O/+O/zYA0AAMAZUAYP+1/UX8DPxK/Pb8Ov4pAE0CogNyBO8EKgX3BHEE1gO8AicBkf9b/lb9Wfy2+5T7rvvn+4X8U/37/bf+g/9qAAoBMQE7AUQBlQHFARcCrwJBA9ID9QOgA+UC4AFyAMr+Zf1t/OT72fti/Bz99f3F/uT/FAEZAlgDDARVBBIEaAO3AsEBpwDB/zL/wP6l/on+Yf48/iD+Kf4B/qL99vxS/Pf7Hvwp/cr+DQFrAy0FSAaxBl0GSAXYA0ECqgA1/zz+rv27/Wz+M//+/3wAfADX/63+Xf01/LX7KPwc/Xz+PgA/AmYEUgaPBwsI4Qf7BqUFoQMTAVb+1Pst+kz5Kvl++Sr6Svtf/GD9Cf5c/m/+P/56/jb/nwBeAhIEsgXXBisH7Ab4BXYEyQItAQ8A+f70/fz8p/zn/J39o/6t/+QAigECAgICoQHfAPX/Xv/v/uf+X/9zAKUBhwLhAtcCZAIWAq4BLgHbAGgAVgD2/4n/Pv8c/xP/gv7P/er84vvU+v75/PnV+sP8l/8SAsgD4AR4Bd4FJQYYBgMGxwXrBMYDfAI2Afv/x/66/eD8Avxo+zj7Dfta+0z89P3q/8UBgQPPBLEFTgaiBm0GywX9BAYEyQJoAdb/O/7Y/Jv70/pf+mr6C/vr+/r8/f0P//7/kADhAGUB/AFJArwCywKDAoQC8AJEAy8DyQIlArABHgF2ALT/7P6F/p7+1P4A/1b/wP9jAM4A9ADQAIQAHQCj/0v/N/+M/2oAlgF+AmUD1gM8BK8EqgQOBAIDsQHc/2b+Qv1e/A/8K/x5/Ar9pP1L/pr+ev76/nH/HwApAUUCNgO5Az8EqARxBHADTQIQAe7/Qv8Y/w7/y/6T/oP+3/5D/6b/HQBqAHcASQBCAPz/r/+h/8f/JwBpAL0AJQGtASoCpwIvA28DhQOHA28D7AIGAisBWABu/zv+Gf1E/NX79/s//M78df0Q/p/+Uf+bAAMCHwPHAxQECQTjA8gDkAMqA6YCGgKAAaYAMf+2/YL8q/uV+yf8y/w0/QX+Nf8rAOsApQGCAjkDnAPxA+EDrAOHA1UDRAMnA94CUwKLAdQAcAAZAKf/4P73/fT89PtV+wT74vos+z/8kP3y/jsAXQGJApUDVQTUBBMFGwX6BMAEVQSoA9kC0wHYAJD/Fv7z/Br8ivtK+0/7Q/tU+7D7zfxu/hAA3wGhA3UFBwcyCOsI8QhYCE4H7wWMBDUDawGE/7j9FPyc+jP57PdW94n3hfhW+lf8Hf7T/78BpgMxBRsGvwY2B3AHbgcDBx8GxgRVA7oBBgCQ/rD9Jv2u/Ev86fvk+xT8aPzb/J79uv7l//MAZwGMAbIB1wH4AXgCXgNtBEoFpwXABSEFUQSbA+wCEwLiAKP/I/54/Nj6UPk8+B/4ufjV+Tj7AP1A/3sBigNEBYcGdwcJCA4IvQddB9YGGgYdBXoDgQFe/zT9Zvv3+Rn53fh8+ar66/tg/bz+//9DAX8ClwNzBC8FtwWrBQYFJQT5As0BqwDJ//v+SP63/S79o/zZ+4L7ffvB+4/83/11//4AcwKFAxAENAQwBAQEeAPGAjwCDAL4Ac8B6wEDAgoCDwLUAU8BjwC+/wf/Yf6L/cD8Rvwk/GD88/z5/Wr/HAGnAhIEMAW4Bc0FLgV/BNcD4QKxAWQAH//2/UL9zfzB/PL8bf1C/vP+XP9l/zP/A/9V//P/4QAZAjIDEAS1BBoFEwWlBLYDjgIWAW//gP23+7f6TPqK+lf7p/zd/en+VwDbAQUDxQOpA0ADkwLDASYBeQBjALAAkAGIAjoDrgOgA1kDkALwAVMBMAAP/+P9NP3I/FP8KPxZ/Cv9Of6Y/wgBbgLPAzIFJQY6BvgFBAXCA0MCrwAm/8396/xJ/EH8rfx//VL+Df+L/8r//P8RADgAXAB1AK8AJwGeAQMCZgIKA8sDaASSBFsE0QP/Au0B0wD0//P+Qv7q/ej94f1a/k7/MQBGATUC2AK+AkUCawF3AKv/+P6g/nP+u/5y/08AIgHdAVoChQKIAoUCTgLyAZIB+gA1ADr/QP6x/Yf9m/3t/Zz+av/t/zcAfQCIAIQAuAAxAfABgALSAr0CbwL3AWYB8wB9AFIAIwAjAG8AsQDbACoBxAEgAjsCFQLVAV0B3wC7AMkAzwDgAFsBuAHRAaMBDQHs/23+GP0t/L/7uvsm/Ar9mv5eACQC8ANNBTAGagbEBXIEhgKBANH+p/3v/I38uvxq/W7+gv+0AMUBlwIeA00DYAMjA1ACXQFvAIj/Lf8Y/zT/qf8YAJMAKAGBAWIBAwG5AGQAQgBGAEcAZgCXAO0ARgGFAWkBDQGcAOT//v4y/nL90/yr/Ab93P2R/vr+dv8kANIAXgHJARACSgInAuEBtAFzATsBPQFPAW8BfQF0ATMBnwAKAIj/QP/m/or+TP5V/pv+Ef/D/20APgELApACxgLgAtECwgKtApYClgImAnkBvgD0/1n/wf4M/lL9jvwo/BP8E/yL/H390v4RAPgAiQHRARcCQwJAAiUCAgLKAYgBUgEQAeQAuwBtABIAV/9W/pn9J/3P/Av9uP2E/of/pQDoAc0CegMcBHcETgSwA+QCKQJoAacAPgAgAC0AKQDg/2D/tf4m/uD9eP00/Vf9t/1M/uH+XP/1/70AdgHzATwCVwIoApUBBwG+AG4AUQBYAFoAjQC9AOEA3gC2AFgA0f+O/1b/Ev/f/tX+Bv9z/wAAYAC1AB8BfQG+AeEB8QEDAhICNAJtAnUCTgIqAswBAwHs//f+X/65/T397vyW/HD8avyn/P78lf1x/mD/BwB8ACABnwFYAgADggORA3UDQgNoAnwBiQCt/8f+X/5c/kj+Wv6j/jD/qf8SAIwA3wDTAL0AvQCtAKUA9gCpAXUCZwNWBMoEvARvBNgD8AK6AYIARf8F/sP8ovvf+nT6oPok+/370PyK/Qn+GP48/nT+F/8fAGABowK9A4oEBQU0Be0EcARzAzQC/QC0/13+MP2C/G38rvwX/Qn+2P5a/7j/4P8QAF8A3ABsASICxgJmA8cDuAOGA1oDDQNkArMBwwC6/9H+Hv55/cv8Tvze+6/7ofu/+xb8sfyL/W3+hv+VAKQBwQKWA0YEtATzBAwFsgQSBB4DAALLAHv/Kf7k/Af8j/uM++r7jPx1/W3+dP89ALcA6gD1APQACwFRAZ8BMQK4Ah0DagOUA4ED7AIIAiUBOQAf/+j96fw1/IL7N/tH+4D75/tl/Pj8rv2B/jz/AAC+AMsB0QK3A4gEEgVWBfUEeQTqAyADEALTAKf/hv7G/WH9G/35/AP9PP2A/Yn9qP0E/oz+If+1/yUAdwDEAN0AHQFsAY8BjwFjAQQBfADe/yj/kv5C/jf+Lv5U/oH+gv6G/oH+vv4b/27/mf/r/4MAJwH3AdUCpwMEBOYDlAPUAtMBtQBs/zP+Q/3T/LP85Pxk/Rf+FP8JAPkA0AFJAooCfQIkArwBYQEDAccAuQDLAK8AXAAwAM7/QP/F/lz+Cv7J/cD9BP5v/uz+hf8IAHAAswCrAD0AiP/m/mv+Pv6B/tH+BP9T/9v/cQDyAGYBsgH/AT8COAICAm0BqADt/yj/k/5u/rb+0/7N/ij/lv/o/yMAkwADAUMBhQFkAeAACQA7/6D+Lv4//pn+G//j/50A+QAIAQ4BGwEHAckAjgBKAMP/SP/X/pD+wP46/9n/QgB4AK0AqQBFAJ//5P5v/jv+N/59/sT+Sf8RANkAgwHtASICEQLEAUIB9ADAAHIAJQDo/73/jv9+/3X/bP95/7n/CAAsABQAv/9q/yf/mv4J/r39oP2n/Zr9j/2p/Qf+qf6G/38AjQGQAioDOwPpAn8C8QFcAboADACW/yH/pv4D/qT9kP2O/cb9/v1M/oj+pv7U/vf+B/85/57//f9OALgALQGMAdQBAwJCAocCdAI/AsEB3wD2//f+9v0m/bP8mfy7/Pf8Iv1L/YH9+v2M/g7/mP/9/24AywD+ABABFwFdAb0BGQJVAlkCIgKgAeIAEQBO/7D+Wv4Y/uz9zP3E/dv93P0v/q/+SP/G/wQAQgBGABIA//8SABAANACrADIBhwHMARMCLwLvAT4BgwDx/2v/7f5l/gX+5v3l/cH9i/18/bX9K/65/h//Yv/G/1MAvgDgAOUAzwDZAO0AAQEBAd4AzQDHAKgAUwCY/9j+Xf7m/br9sv29/SX+b/6z/vr+L/+E/7r/HQBrAIEAswD2AE4BewGMAbcB/QFWAloCJQLOAVYB5ABBAJP/8v5e/h3++/3E/cb93/0c/mX+vP4C/1v/7v9vANwA/gDuAM4AwQCmAF8AFAAAACMAMwD5/4X/Dv/T/rf+cv4I/vT9Yv7R/gz/JP90//n/dADSACkBgwHZASgCUwIXAr0BsQGsAbABjQFoAWoBmgGmAS8BhwDM/0//3P43/pX9AP3G/AX9Of1z/c39Rf4R/7f/PgCwAAIBRgF2AXkBWgFIAUQBQAESAb8ASgDQ/2H//f5//gn+7P0F/jn+hP70/pn/PQDrALcBYgLHAugC+ALkArUCjgJ9AqcCogJZAtkBMAGVAPL/Vv/j/l/+A/7x/Z/9Gv1n/Pz7Ifxm/Mj8UP0P/vr+zP9vABEBkAEqAsECFgMcA+kCtwI2AooBowDT/1H/yP5m/tr9S/0h/Tb9m/0r/vT+4P/IAKIB+wETAjsCgwLUAicDiAO6A8YDogNYA/YCbQLWAQYBFQAb/xn+Hf1G/Oj7sPup+//7Ufye/O78PP2U/QL+wf7N/+EAiQHwAXsC7gIpAzwDQQM9AwsDgwKyAakAkf+r/uT9Pf36/P78Mv23/U3+Av+1/1UABAGIAfsBFQJGAlgCmQLlAsYC8QKlAkYC2wEWAYgAx//q/jH+UP3V/Ir8LfwQ/Af8UvzA/GL9Jf7b/tL/rQCPAYYCNQOaA+gDGQTbA5sDFgNSApwBygDy/zf/Lf51/Qn9dfyz/Hb8+fzO/S/+N/8AAKQANAGxARACVwJ1AsQC4AL+Av4C0wKWAg0CigGtANb/KP+g/j3+A/7n/br9z/3n/d79A/4p/kn+j/7t/j//qf8yAPIAqAFaAiMDlgP0A/0DtwM2A40CvgH4AEgAaP/8/sH+of6o/s3+Lv+d/+H/MgB3AG8AmgCqAKkAngCBAHIAeABwAFwAdQCIAJ0AqgDBAJYAKQDF/wv/Sv6R/QH92PzS/Of8NP2S/ez9z/6M/zcAAwHEAXsC6AIMA+gC4wKxAnYCUAJAAg4C2wHoAfYB+wEAAiACzQFUAcAA8/8B/xf+dP0a/Ub9lf1E/i7/EwAqARoCAwPRAwwE/wOUA7kCzAG9ALX/xf4h/qX9a/2I/cn9Ov6i/iP/z/9mAMkAAgETAfEAsgBxAGoAggCXAMgA7ADsAJQAJwDn/8r/h/9i/2z/Jv/O/m7+S/48/jT+bf7E/nL/BQAxAGwAmQDtAFoBggHNAQoCEgIuAgkC3wHOAcoB+gHUAWcBvgDY//P+H/5m/eX82vxJ/d39d/5Q/ywA8wCQAU0CFAOUA9YDvwOPA/ACEwJQAYwA5P9V/wD/1/60/pX+gf6y/v7+M/+B/6H/o/+f/47/k/+T/7f/LQDBAEcBvwElAm0CUgIkAvkBjAEEAVsAlv/m/kn+2P2Z/V79ef3o/Z7+af8IAK0AFgFQATIB7QC5AFcA9f/F/7v/3/8SAFcAtAAjAZUBuQGyAXkBMQHSAGwAEwCs/2L/N/8s/zT/gf/r/2MA8gBuAcoB9wHiAVsBogDc/xP/bv7d/Zb9mP3Y/Vv+/v7H/1sADgHEAQACGALsAaIBawEAAXYAJgD3/+r/GgBgAKAAyQDSANEAtQBOAN//qf9o/wP/9P5C/5P/8/9gANoAUwGzAQcCTwJHAgsC0AGYAWcBCgGOADUAEQDR/43/dP+B/6n/1f/3/yAAVAB2AI8AdQA/AOv/jf9F/xP/8f7K/tz+NP+f/xMAtQBHAYcBiwFyAWEBIQGqAFkANwDr/5H/X/9H/1j/YP+J//f/fwDgAC4BjgHSAeQBtwG7AbwBlQGCAXUBTgH/ANQA1QDSAMEAxQDdAP8ACQELAfYA2gCoADUA2/+D/yz/1P6p/rX+wf78/j//Xv9g/1z/a/9y/2n/cP+H/5j/pv/E//X/DABUALIA8ABNAVgBPwEFAaQATwDU/3v/Vf9s/5j/2f8MAE4AwAAlAWwBYwF9AZQBlQGcAZ4BpwHIAfkBCwIRAvwB5QGrATkBowA2AAwAzf9A/9j+5f4f/y3/D/8v/1z/ff98/2H/cP+M/7D/7P8xAFQAjgC9ANgAzACtAKcAlwBzABcAuf9r/xX/nP5L/hT+Af5D/pP+DP+z/4EAawEvArACIQNbA1kDEwOFAv8BZQHGAA4Acf8i//r+5P4B/yD/Rv+3/x0AegC3AN4AJAFLAUEBOAE9AVcBQwH5AOoA+QDoAIkADQDI/8z/7f/m/7D/h/+P/4P/bP9k/4T/4f9DAG8AgwCyAMwA4QDqANIA5gAHATMBIQHAAIsAPQDg/2v//v71/gj/Bv8J/yf/hP8JAH8ABwF/AfoBQQJGAiICowE+AfwArABbADAALQAgAB0AGQAsAFEAcgB8AD4A/P++/2P/DP/H/rL+5/5G/4j/0v8mAIUAAQFzAdQBEAI/AkMC4AFDAbIAKAC1/0T/FP9U/5//4P8JAC0AWwCsAPsA+ADMAH4AHAC8/yv/rf59/ob+0/4s/3z/FgDhAIsBFgJ6AqwCwAKVAvwBIgFYANn/b/8y/1//v/88AKAAjgAfALD/UP/g/lv+A/7W/dH9A/5m/v3+xP/EANkB4gKfAzkElwRNBJkDxwIFAjABTABW/3f+xf1L/Tb9T/2//WD+//5I/0j/M/8D//z+D/9K/6T/NgDaAF4BuQHgAR0CVAJVAkICEwLAAS8BYACO//v+qP58/nT+l/6+/un+S//i/3cADAG3ARMCIgLKAUMBxAArAML/hv+S/7P/0v8EAB8AMQBHAGAAjwDKAOMAwwB4ABAAgf/2/rH+q/6V/oX+rf7x/hz/KP9p/8L/DQAgAAAAvf9l/yP/6f7J/sn+FP9//+7/XACJALYA6gARAToBUgFtAY8BZgHmAHkAOwAeAB8AHQApAFoAYABLAGMAegCQAJcAmACaAD0A7v/U/4T/Pv8x/0n/nv/D/8T/BQAuAFoAdACXAOgAJQFEASwB/gCzAHAARQDw/6r/e/9j/13/IP/b/pf+cv5c/j3+Lv5A/mT+lP7s/kv/2/96APgAZAGWAZwBlAFIAdMAWwD0/7f/b/8t/wn/Ef8q/z3/hP8EAJEACwGNAeUB8wHSAbQBrAGjAZIBbQFoATAB3wCgAEQA9f+d/2b/Of8W/w3/4P7g/hb/c//v/2UAwQAAAUABQwEnAQ4B5wDXAJ0ATgAHALX/cv8z/xn//f7l/uf+4/7i/vD++/73/tr+4v4q/2j/vv/9/zcAigC1AOMAFQEQAQAB/ADcAJ4AQQAEANv/r/+U/4D/nv+4/8n/GAB8AN8AQgGUAfMBWAJtAkkCBQKNASMBsgAzAK//I//C/oL+Q/4D/hD+av7d/nn/+f9XAL4AFgE1ASQBOgFEAQwBvQBvADoA///D/6L/l/+U/4f/df9a/yX//f74/ub+4P7h/t3+7v4Q/zP/dP8QALMARgHWAUkClgKoAoUCMAK/ASsBegDV/0v/o/4a/gH+B/4n/nr+Cf+5/0QAiQDDAOwAAgHlAJAAfgBvAFEAIwD4/wIALQBaAFIAOwA8AC8AFADi/5f/Vf8j/yD/Ff8T/1H/p//r/yUAagC7ABUBNAE/ASsB9ACVABAAvP9p/wv/tv6+/uz+Df9X/5X/8P8fAFsAtQDjABABCwEXASgBFgHIAIUAgABCAPb/2//e/9r/xf/C/87/1v+u/2P/V/9J/yP/FP8R/zP/T/92/8r/FwBPAIAA7AAhAfMA0QDJAM0AnAAuAM3/tf+Y/z////7v/v7+Ov9m/43/jP+F/6T/jv9g/y//M/9U/3L/kf/U/1sAygAVAUMBcAGOAXwBTwHjAFsA+/+Y/13/Jv/z/hL/Of94/7//GQCSANkAFQFGAXUBlwGAAUUB9gCwAFUAHAAJAPP/AAD6/+z/5v/+/x8AGwALAPv/6P++/5b/av9M/zv/Ov9d/2j/df+f/8b/3P/c/8P/wf/F/63/nf9//1//Sv9X/2H/av9+/3//m/+f/7P/ov+D/6L/wP/H/63/0/8QACgANQBBAEMAVQCJAJ8AmACUAKkAxAC7AJ0AlwCpAMUAuQCTAKQAqQCzANcAxACtAHYAbAB1ABYAy/+Z/3//Rv8E/+X+5P4K/x3/Rv+E/+z/NQBrAL8A5ADiAMUAlwBbABIAw/+K/2D/E//g/gX/G/8D/9j+0f7V/pP+T/4j/jb+R/40/o3+If+V/x8AuQBkAeUBFQJKAlwCKgLQAYoBOQGtACsA0v+q/57/pf/I/woASQBOADkAAQCd/xH/ZP7o/aj9i/2q/SX++/7C/4oAjQFkAsMC3QK0AloCwAHEANr/Gv9t/ub9iv1k/bD9N/7u/rH/PgCtAMAApQAyAHn/z/44/uL9t/28/R7+4f6Y/ywAvwBcAe4BEALxAYcBCQGOAA0Aof8z/wH/GP8x/yv/YP+9/0oAyQAAASIBIwEFAZsACwBc/8r+dP4R/t39Fv5u/t7+gf8tAMsAVgH6AT4CGALXAXsBCwFuALj/Lv/M/nT+R/4y/mT+qf4C/2T/c/+H/37/Kv/S/lb+7P3B/bb9+P1v/hD/zv+QAC4BlgHrASACIwLIAUUBzQAkAJL/Gv+k/nD+W/50/sj+M//Z/2YAnwDhADABTQFZATgB4ACXAEMA3/96/zL/Ff/+/gX/Kf8s/xv/9/4m/07/QP9f/5H/t/+j/4r/h/+I/3T/eP+j/9b/yP+r/5X/b/89//b+1/6y/nX+LP4U/gf+Af4I/lL+CP+r/yIAcQDSADEBRwE+AUsBXAEsAeMAmQAsALT/V/8r/zn/Nv8m/zX/Qf8p//z+9f4E/yj/Of9f/5H/n/+z/7b/CABZAIoAzgAgATwB5gBzABgAuf8b/7j+b/4Z/s39j/2h/cr99f06/qr+Kv9t/5L/vv/G/7z/hP9g/2j/Ov8X/xv/QP9P/23/p//u/0oAfgCPAIgAbAAhAAQACADm/8D/p/+y/7f/k/+K/8j/KABWAGIAiQCZAJAAXgAYANv/mP9J//f+6v7f/rH+tv70/hj/Zv/X/0gAogCrALwAmwBsAC0A9P/G/5P/Wv/+/tL+u/6r/pD+m/7C/sb+zP7X/s3+sP6k/qz+zP4D/1L/q//5/x8ANQBlAJAArQDKAMAAlwBoABYAqP9K/yv/Q/9i/4f/2v8zAFsAfwCXAKcAyQDaANwAsABjABQAvf9E/77+bP5q/pH+of7E/hj/cP+7/yUAkQDgABcBFgEBAb4AVAACALP/eP9i/zf/A/8I//f+1P7Q/uL+9P7N/rn+vf6i/j3+5P32/Ub+q/4K/63/XwDwAFoBmgHMAb0BpAFYAeMASgCB//X+gv7//bT9wP38/WT+y/4//9H/UAClANMA7gAOAQ8BvgBnADUACADf/8r/yf/F/9H/2v/n/8H/fv+D/3H/Vf80//3+Bf8k/0D/RP9K/23/kf+8/7D/tv+3/6f/sv9z/0T///7N/rP+iv6S/qz+A/9m/8f/DgBTAKQAsACLAHkAigCHAGsAPwAAALD/iP9N/zD/Nf8x/2j/X/9J/03/Uv9s/2j/UP9k/7D/6P8ZAEcAZACKAJoAmwB+AHgAawAWAMr/ev9C/zL/Hf8c/xr/EP8e/zz/N/8z/1j/bf9t/1P/SP8y/x7/Df/W/tn+Gf95/9X/GQBDAEIAUwBuAH0AfwCHAMIArwBQAAIAof9k/zn/IP8p/yn/Q/9U/2f/iv97/27/f/+h/9D/9v8FAPT/+P8SAEAAVwB2AJYAqADgAMYAegA1ACAAFQDr/8D/Zv/7/qj+fP5Z/if+HP49/nD+n/7A/un+Ef9P/6X/3P8fAHAAowDJANMA3gDXAOcAJgEtAdgAsQCsAIcAVQABAOL/sP85//L+yv6r/qb+gv6K/sT+EP9L/27/yv8kAHIAsQDtABwBIgE+AUYBEQG2AGMAUAAAAHT/Gf8D//v+tP57/m3+f/6K/qL+2/79/gn/GP8y/2T/qf/W/yMAYgCPAL4A3wAZAQgB0gDRANwA0wCVADgAIAD7/7L/nP+K/4D/fP9f/yr/A//Y/q7+jP5q/lH+YP6a/tD+MP+R/wgAiADmAFwBuQHoAewBwAGGASQBwQBiANP/RP/R/nf+Jv70/eD9B/5E/oD+yP7t/lr/6f8rAGsAywAtAYgB2QELAhkCIAL4AbcBaQHNACoAiv/a/ij+mv1E/Sf9Qv0r/SH9Zf3H/UL+0P54/1AALQG+ASUClQLbAtgC3AK9AmAC5AE3AX0Alf+j/tj9Lv2t/FX8ZfzM/FH92/1u/kn/KADcAGgBugESAhMC0QHDAaIBjgF9AVcBQAENAdYAuwB9ACIAxv9Y/9T+M/6g/Tj94fy4/MT87Pxx/Sz+9/7s//cA7gGUAhgDdQNzAz4D1QI1AncBnADs/2v/9v64/pr+df5//sn+C/9P/5b/yf/u//P/8P/o/+f/z/+6/77/wv8DAE4AnwD8AAAB3wCGAAsAl//h/ln+vf01/ff80PwS/Wj98f2h/lb/BwCRABQBgwHFAewB+wERAgkC2AHNAdUB8wHvAe0B3gHNAX8BwAATAFv/g/6e/QD9xvzU/Av9oP12/lb/WABMAUcCHwOMA6sDpANNA5wCpgHGAPP/Df8+/qT9fP1l/W79sv0f/qP+Fv98/97/EgAFAPL/+v8WAB8AXADDADIBmwHVARcCJALbAT8BQwAg//r93/z9+1n7EvsP+2H7Lvwi/VL+xP8gATkCLwPZAykEKgS5AxQDegLoAU8B5QCwAJcAbQA3ACgARgBFAPr/if8G/3n+0/0h/bP8tPwH/bb9u/7r/y0BXQJeAy0EmASgBDYEWANaAiMBx/+E/mz9hfz/+9H7+vuT/E39K/4c/9r/bQDHAPUAGgHzAMQAtgCsAMoA/gBCAYoB0QH+ARkCAwKgASEBcwCm/+j+Kv57/QH9uvyw/OL8bv1S/kP/SQBRAQ0CgAK3ApwCMAJzAaIA3f8g/2r+3v2k/X/9l/3R/UH+vv42/9z/WADCAAsBQgFhAXEBgAFlAUwBgAG0AakBrgF0AfoAcgDR/xr/dP7k/V79G/0A/Rv9of06/tr+vP+SAHcBSgLhAjADQgM/A+wCVwKLAfEAVwCU//D+Yv4i/iv+Qv5B/kX+Vv5e/j7+Iv4b/iL+Tf6C/r3+EP+Y/wwAeQD2AGIB2QErAisCEQLfAW0B0gA/AK//O/8E/7z+kf6T/q7+8v48/17/iv/C/8f/yf+Y/3//bf9T/37/2v9sAPkAYgG2AQsCPgJSAisCvQFEAaAA0P8K/z7+jv0v/Rv9Lf1n/db9Uf7t/mb/zf84AJ4A7gABAQ4BBwHlALUAkwCYAKcApQCzAKcAeQA4ABAA///I/5T/Pf/Z/nr+Qf4H/r39yv0O/lX+qf44/8L/SADbAFABvAEfAkUCVQJqAicC5AGZAR0BuABhAOr/Tv/G/kn+/v3X/cL9xv3T/S/+sf4t/5z/FgCsACABUgFKAWABYgEyAeAAkACEAEoAAwDW/6z/fP86/xT/Cf/1/qr+Xf44/hv+Mv5K/lf+uP75/kn/zP9EAM8ATwHNASMCPwIyAjUCHAKnARwBoQAsAK3/+v6W/kb+2v2+/Yv9qP36/Sv+ZP7c/mH/t/9aAOEAfwESAhMCLQIrAgACzgGOAUoBugAnANP/gP/9/p7+gv5l/nP+hv6V/tr+Bf8h/0f/YP+j/8f/7v9JAHAAbgCiABIBUAGIAaoBuAHVAZQBMQG6AFQA6f9T/77+DP54/RX9qPxY/F38h/zR/F/9C/7B/sL/mgBMAQoCtwI1A1QDfAN2A0gDxQI3AsIBDAFtALv/Cf9r/uD9ff0b/en8AP1B/Y/91f1c/v3+p/84AM8AhQFdAiQDmwP/AwkE1gMjA18CtwG7ALv/s/62/RD9Uvzc+537S/t++5v7BPyc/Gn9Nv7c/qX/XQA5AQwCyAJeA9sDFgQ8BB4EywNJA4wCqwF6AFv/gf6t/e38ZfwJ/BD8VPy6/EP9If7g/oz/WwAGAeABlgIXA4EDzgPkA5UDYgP4AjQCjwGhAMb/2v7Q/ff8Lvx+++b6qPrO+i376Pvn/AD+Wf+3APoBSQNPBAUFiQWfBXkF+gRABFwDOQLbAHX/JP78/Bf8TPve+uX6TvvM+4H8ov3H/t//vQB0ATYCsQISA1QDTwMeA9gClQI5ArkBMQHGAEYAvP9R/9X+c/4L/of9K/3g/LT8ovzj/Cj9gv08/g3/IQAoAegBwwKhAwYEAwTmA44DMQO0AscBDQFTAKb/Fv+K/kP+Pv5h/ob+AP89/4H/9P/w/wUAAAD3/+f/rP+F/4T/1P/h/yAATAC6AH4AlQA6AAUAh/8k/ib/S/0J/WX9YPww/UT9Df6f/oz/QgD7AI8BUwIBAwQDXgMEA3IDNQOcApIC3wETAVwA+/9B/6z+KP4S/sv9kP0R/t39cP5D/5X/cwBoAT4CtgImA4ADZgMZA50CPwKQAcAAHwCo/yH/sf63/pr+of6c/nz+Wv5t/of+Iv7L/Zz9c/1Y/an9Lv7N/pP/igBXARgCCANSA48DswNTA6oCsAFjABX/4/3v/CP87Pv1+1f8af1C/rH/HgFQAkcDEQQxBPcDfANsAq8BZAB1/9L+Tf7d/ef9NP5z/jf/wP9gAMQAEgF0AT8B5ACxAH0AMwDg/8f/y//3/4AA9wA2AYgBmAFsARYBawDM/zf/nv41/uz94f1Z/u/+lv+IAGgBUgJCA9EDKgRCBNcDPwNhAkUBIAAI/wL+zvwk/Jn7NPtT+677H/y0/Mj9fP6Q/5oAZgFuAh0DfgOyA/UD5AOGA7gCAQJhAbcA5/82/+3+Uf7y/cX9uv23/aj9Hv6V/t/+cf8YALoAgQFhAkUDvwNABH0EuATkBIAEDQQuA1gCSQELAOP+xf2W/J370PpX+n36sfpj+yD8Ev1f/q//KQFhAoYDcQTpBHAFsQVzBdQEDwTmAuUBqgBL/7D+ff3X/Ff8xvvf+wb8kPwW/bX9cv50/0IAQgFpAhMD8AOVBOcEDgUFBZEEGwQ8A+AByQBJ//f9xfy5+/H6UvpU+n769fqw+5/8wf0F/0kAnAHOAs0DoAQcBWMF/gSUBCkEYANlAlcBTQBE/yj+Sv27/An8vfup+xv8y/yW/Zj+6P9XAVQCeAONBIIF9gUgBgUGewWvBHMDQgIBAX7/wf1h/Eb7H/ps+SH5Tfne+b369Ptw/d/+UwDKAecCFwSfBBoFnQVrBSQFKgRRA6MCWwFmAGL/bv6+/RP9m/wZ/Pb7IPyQ/E39MP4r/1kApgHTAuEDlARbBfQF6AVyBZgEgAMgAnQA6/5r/e77vPrc+VX5Evk6+d35y/r5+3L9+v60AAsCHwM8BPIErAWzBa0FcgWSBLcDfgJbAS0AJf88/lD9xPxr/G78s/w2/en94f4pAGEBVAIWA/4DhASFBGAE/QNHA1cCTgEMAL7+Mf30+x/7Svr0+d/5WfoJ+9L7yPz4/Xn/pQDYAdYCxgNvBKgExwSJBAIEdQP6AhwC/AABADb/YP6c/Qv97/xb/fn9zv7g//4ACQIUA+wDkgS3BJoEZwSJA0wCzgAp/5P91Ps4+hj5Z/gy+Hr4GPkU+mz78/yy/mEA7wFAA1wEDQVQBVQFEgWeBIwDfQI6Ae7/zf6o/dn8P/xA/Fz8uPx1/W3+ov/gADYCigOxBL0FVwagBq8G6AX0BH8DrQGy/4z9h/u4+Wj4SPez9sz2bPdR+Mn5pvuv/b//qQGzA1EFjgZBB5oHdgfYBuwFfwQCAzsBk/8I/oD8NvtB+s354vmH+mr76vzS/qYATwIJBL0F0QZVB4EHMwccBnAEdgIXAP799/sK+un4KPjL99X3pvig+ez6QfzQ/Yz/8gDCAvgDHwXXBTkGUgYZBqUFkARPA+0BdAC8/jX94fvq+iD64vkQ+rD62PtC/Sf/+wD+AqUE6wULB5kHlwf1BgYGoQT1AkcBb/9w/Y772vmI+Nj3ePfH95P4tvkq+9r8yf6dAIACGQRsBZgGOAdTBwsHNwYjBe0DbwIUAZv/6P2Y/Hf7WvqA+SH5KfmB+Uv6cfvo/IP+KwDrAYgDKQWKBnMH6AfsB4UHbgYnBZgD5AEPAET+k/wY++T59/iW+Ef4g/gt+VP6nPvr/Iv+FgCQAecCOQQ3BQcGcwZ8BhMGUAVlBA0D0gFxABn/pP1T/IH7qPou+hn6c/oK+7H7jvya/aX+r//AAMgBtQKbA5MECQVNBSUFzAReBJoDnQJHATkA6P52/f77vvpH+gr6NfrJ+pz7w/zx/Tn/ZABbASkCwAIfAysD+AJ2AvMBLAFbAOb/eP9H/1z/i/+l/9L/+/9MAKAAwwDtAOcA8ADFAKAApwCFAH0ATQBOAEIA/v/E/1P//P6S/lL+G/4H/iL+RP6T/tn+Of+I/wAAkADeAOoA2ACDAPn/SP+Z/in+zf2//d79Rv76/tb/rQBFAdEBRAKlAtUCjgL/AU8BigAIAHL/Bf/C/on+v/77/nD/EgDaAKEBJgJ3AqwCugKRAjECoAE5AdsAgwD//4L/If+l/jb+sP1P/ej8svyi/Iv8lPyf/BP9qP1g/lv/cQCeAX4CNgOUA9kDyANIA6kCqAGfAI//iP54/cH8S/w0/HH8vvxN/fP9vf5R/wMAnwA6AewBSQKQAskC6wIKAyUD8gK3ApECRAK2AeYAHgBg/6D+3v1Z/Qn90fzB/Lj8zvzx/DP9q/1j/g//wP+jAFEB4AFcAs0CPQNQAzoDCgOZAvEBHwFeAIz/qf72/Wz9/vyA/C78ZPzL/Dz90f2T/qj/twCbAVUC8gJ0A6sD0QOuA2ED9gJaAskBCQE9AJj/DP9r/tH9j/1s/VX9VP1v/YT9nP0D/lf+k/4A/2v/3P9OALQASQHHASICWgJcAksCLALjAUwBqgDx/1f/rv78/Yv9Cv3d/Pf8Cv03/cD9fP4c/77/YAAMAccBRwKeAuQC6gLhAqUCRQL4AYoBKAHeAEEAmv8Z/63+UP7n/aH9lf3B/f79TP6j/u3+KP9v/8H/HgCBAN4ANgFTAWEBbwFiAWMBOwELAbMAVgAUAIb/KP/B/oL+M/7Y/df9zf3h/R/+nP7m/kX/xf87AJ8A+wBcAY8BswG6AeAByQGbAVkBBgHFAGQA+v+f/1//H//s/q3+tP67/sX+8/4N/0D/UP9i/5b/y//j/wAAEgA7AFcAWwCgAKIAsACyAJcAnABlAEkAPAArAPz/sf9k/w3/1P6v/o7+gP6M/or+tP78/hz/M/9//9P/HwBbALEAKAFsAYsBnwGkAZsBiAFhAUgB3wCUAEQAz/9t//T+uv58/lL+K/4i/nH+pf7T/hj/a//P/zEAlAADAXYBkQGYAboBqQF2AScByQBJAKv/Tf/y/pb+U/4a/if+WP6K/rf+H/9g/5r/p/+T/53/if+Q/4r/g/9y/6j//v9WAK4AFgFuAZoB7AEKAtwBkQEXAV0Auv8Q/3v++/2R/WL9XP2F/bT9CP6N/if/of8cALAAKAGkAfsBJgJBAjUCDALTAWoB5QBHAKz/Ev9g/uX9j/1B/Qz9Ev0y/Yz9+P1M/vb+n/9CAMkAMwGaAekBGgIrAjUCEAIKAuQBrAFUAc8AXQDd/2v/6v5n/hr+9P3J/cr9vf3J/Q/+av7O/i7/sv8CAE0AqADXAOwAKgFgAWQBZQFoASIBvwCEAAYAlf8K/47+Of69/VT94/y6/OT8Gv11/Sz+7f7E/9oAlAFUAiIDtAMDBCMEKQTrA34DrAKiAcYAEQBW/5T+4/1h/fn8zvyw/Ln88/wn/bX9Kf6g/j3/p/8ZAIwA4gAHAS4BTAEzAQgBmwAkAKH/E/+d/lH+Cv6+/Zb9YP1u/cj9Jv6b/jv/zv9lAP8AbQHJAR4CMgINAt8BrgFlAfUAhAAfAPn/xP+2/7j/vv8HADUAdwDFABIBZAF2AXQBTAH5ALIASwAAAKL/TP/r/or+R/77/ev99P0j/mP+n/7I/vL+E/8j/xr/B/8U/yj/Jf/6/s3+qP6S/mr+Mf46/lP+fv7a/hX/cf+o/wYAnAAHAU0BngETAiACGgLxAdsB0gGnAXcBJwHNAGUADQDj/7n/kP+N/3b/iP+a/5n/oP/Q/woABgAzAH8AqAC7ALMAeQBMACEA3f/W/7f/fv9n/yX//f7v/tz+4P7m/gH/Lf9P/3r/nf+s/9H//v8HAP7/AADZ/5f/Yf8Z/9/+2f7Z/rz+if5v/pT+sv7R/uT+HP9r/8D/HgAtAGAAmgCvAKMAxQCtAHsAgAA4APj/mf9w/3r/o/+z/7P/1P/v/yQASACGAJ0AtADcAPEA5QCnAI8AYgAfAMj/g/9n/2n/gv9+/3b/nv/P/+//KgBdAKYAvwDFANoA3gDgAM0AzACQAFwAKADZ/5z/ZP9U/zr/If8K/yT/Df8F/yj/G/9H/1P/Wv88/yv/Jf8U/yT/Iv8W/wb/Kv89/0X/Vv+I/7H/2f8eACkASwCSAKIAuADYAKkAhwBrACQABwD5/8H/nP+m/5L/vf/W/9j/SgCRAMUA9AAgAUoBKQE0ASwB8wC/AGoAOQAPAOH/sP+T/0z/A/8X/xL/Jf8s/zL/Mf8g/zH/Tf+S/8b/4/8EADwAVABJAEUAUwBkAEIAQgAmAP3/2f+8/9D/uf+8/7b/0//a/9n/GwAeABIAAQAIAPT/yv/a//T/6P+7/8P/zf/6/ysAJgA1AFoAjgCfALwA3QDbANIA0wDhANUAyQC8AJkAeABLACAABQDj/8H/s//E/+z/BAAKACsAKAAqAFkAbACKAIkAdQBeACUADwD7/97/0/+y/3z/Mf/7/sL+df5n/lD+QP5I/k7+kf7B/vn+Rf+p/x8AtgBYAZsBzgEUAhMC3QHBAWIBBQGvAFgA/P+I/3D/I//x/vr+IP9v/7//MQB5AKkA3gD7APEA+QD5APsAxACVAIEAIQDx/8T/z//T/9//9P/y/yMAPABOAFQAXQBXAG0AgAB8AI4AfgBQADoAXQBkAH8AngB4AEsADQDU/6H/d/9q/1f/MP8H/+v+7v75/g3/KP9C/2z/kP+b/5z/ef9A/yz/AP/r/u7+0f7c/t3+4f7r/hH/Zf++/xEAZQDAAAYBTwFaAW4BpQHIAfoBHAIGAvcBDALSAZwBXwEsAQ0BzwCaAFAAMQAlABAAAgAXAD4AgwDkADYBYAFoAWgBegF+AUwBNQHyAKYAOACp/0X/2/6K/kb+Ff76/fL96v36/Qf+Jf5v/sH+CP8+/3z/s//f/9//5//u/+3/5//P/63/of+G/0L/Hv/+/gz/L/9Q/3b/lv/S/woAPQCfAPYAQQGRAbwB2QHBAbUBmgF5AVgBJwEEAdkA3gDcAM8A0ADSANwABgEQARwBKAENAfQAsACnAIwAVwBNACsAGAAAAOP/8/////H/DAAqAC4AKQAQAPL/3v/P/73/w/+q/1n/Nv80/zD/Gv/g/uL+9/73/vj+Bv8G//T+Ef8X/wz/K/9M/2b/i/+F/2b/iv/A/93/3v/n//n/HQAjAAQAIgAzAFIAfgCKALIA3wAXAUIBYAF6AXUBcAFqASEB0gDBAIEAUwA2AAYAFQASAAEAFgBUAJsA1AAGAUMBegGTAbcBqgGRAYUBXAEiAdUAhAAdAL//aP8E/7f+kP5v/lr+Zf5v/pH+wf4T/2//oP/8/1AAjADCAOQA7QC/AKUAdwAmAMr/R/+4/hj+kv09/Qv9CP09/ZT9+/13/hz/5v+mAGkBIgKXAtsC5QLJAn4CAwKjATUB1ACNADgA7//E/77/xf/h/ywAegCcALUA5ADeAL8AvwC6ANMA7wD0AAsBEgEJARsBJgEuAT0BQgEuAe4ArABYAOX/k/9a/z3/RP9P/1v/cP+F/5P/uv/q/yQASABmAHsAVwAiANj/m/98/1D/Jf/8/vr+8v7N/rn+rf6o/qn+wP7O/t/+yP6s/rD+p/7O/g3/XP+c/+L/SwCIAMoA+gAQATgBTAFQARkB0gCVAEEA9f/A/7T/yf/o/+T/AwArAEEAdgCHAHQAXABDABsA4v+2/5r/f/9z/53/3f8KAEUAngDaANcA1ADdAOIAuQCAAGEAOgANANn/z//G/8//DQA/AJEA0QAIATABRwFfAU4BQwEgAecAgQAhAMr/Z/8n/wP/CP8L/x7/T/+B/6j/6f8kAFAAbQCRAKgAowCuAIYASQBFADAA/f/j/7j/lf+Z/3v/T/9G/yz/HP8i/yP/P/9O/1H/cf+S/8v/7v/5/zoAXQBbAE4AIQDt/7L/ev82//L+t/6q/r3+yf7y/g7/P/+G/8z/HgBbAJUA2AAPASEBFgESAQ8BAAHkAMwArQBqACwAFAD8/77/uP+4/73/sP+A/4L/cv+M/7j/3v82AHUAjwC5AO8AGQEnAS0BMwFNATsBAQHVAJIAZgA6ACgAHwAjAB4ADgAYAA0AHgAmAFIAewCUAKQAmgCxAKAAjQBuAFcAbwBhAFwAWgA2AAQAzv+//5P/Xf88/wj/6f67/o7+Wf5K/lf+av6V/qD+tv7J/tL+Df9d/3X/q//m//3/KwAtAD8AMQALAPf/xf+f/2X/Nv/n/tH++/71/gX/Jf9K/6n/CABSALgA/AA4AXsBgwF8AXcBZQFZAUIBAAGTAGMAKwDt/9v/v//B/8L/8f8kAEAAawCRALkAIQGUAZ8BqAG9AcYBoQFUAUIBMgHXAGYAKAD1/5//Sf8M/+v+4/74/v7+5/4L/yn/M/9Q/1n/ef+v/9n/4//Z/+n/4v/Y/8v/ov+a/33/Wv9R/wz/vv62/q/+ov6a/pH+rv7M/tz+CP9A/5D/1f/8/1AAlACeALUAyADLAMgAtgCdAHsAXQAZAPL/1P+4/8n/5v/m/9P/4P/P/wEAHgA0AGQAcgCFAJgAtwCeAKQA4QAWATIBNgE/AUEBEAHVALwAwgCqAGoAJgDs/9b/sv+c/8r/7f/k/w8AJAAXAC8ANgArADAAGQDk/6n/YP8y//b+0P6o/qj+0v7i/u3+2P75/ij/Ff8T/xL/Jf8u/+v+1v60/sH+0f77/j7/f/+4/7r/AwAlAE0AdgCuANgAvwC4ALQAlACNAJ4AkwC7ALYArwDFAL0ACAEIAa0AwwDMAM4AxwCGAGYAWgBkAFQAXQBiAGwAjgBmADwAQgBGADYAHwADAAwA+P/h/6b/ov/L/6n/vv/T/+r/z/+v/5X/dP9r/zf/C//z/qT+kP6y/rj+1v7v/hD/Rf+K/67/v//Z/9f/t/+w/5L/cP9K/yT/If/y/uv+8P70/hn/BP8W/2f/n//a//T/GQA2AFQAZACEAL8AxgDYAMMA1ADTAL8AvQC7AKoAlQCfAGIAZQBnAGQAiwCXAHAAcACTAJQA3ADRAO8AHwEaAR0B9gD0AN4AywDAAJYATwAdAOz/vP+f/5H/hP9B/z3/H/8O/zT/A//4/vH+8f4T/wr/BP/+/s7+zv4C/+n+3/4L//z+yv7g/u3+1/7g/tP+5P7a/sz+2P6s/tL+9f4M/yb/L/9p/5b/vv/3/xMAFgA5ADwAawCHAJAAmQCgAMQAlwCzAL4ApgDWANAAvwDYAPcAAwEfASUBDgEmARcB8QDWANYAtwC/AK8AcgBvAGgAlABeAG8AhQBgAEoAUABOAAUAAgCk/43/hP9T/wz/2/63/qr+1f6e/qb+n/6j/qn+xv7v/tv+BP/9/vf+Af/0/hP/N/8h/+v+//7z/gv/Gf/X/tP+4/7X/qH+wv63/hD/HP81/43/Zv8OADUARQCEAJYAqgDRALkAtQDNALYAegBHAKMAEwAeAGMAUQCDAGQAjwC/APEA4wDYAAUB/ADcANYApQB6AEoARQBSAE0AXAAfAEIAbQAZADYAMgAlAC4A3//5/8//vP9+/0v/df8J/x7/OP/l/hH/E//z/jD/vv7i/hL/wf7p/uD+7/7A/uH+BP/j/gv/Df/6/vz+Cf/o/uX+6v7c/uD+CP8L/wP/D/8C/y//Ov+F/57/tv8GACIAZQBbAG4AdwB6AIMAfgBvAEwAXwBiAEYATABjAEYAaQB1AHcAeABpAJcAhABpAFwAawBuAC0AWwCDAEsAQgBPAGIAVgBcAFUATABEACsADAD2/+H/0f+7/6j/0v+l/7//zf/A/6f/l/+w/4b/dP9l/2r/O/9P/zn/C/85/zP/If82/xr/8v4W/xT/C//x/gD/7f7//v7+5f4g/wb/Fv9d/1n/Of91/4f/iv+S/3P/dv+W/37/kP+f/2H/nf+q/7j/vP/u/zoAPwBbAEsATABcAF4ATQA5AEoAUwAvABcAEAAYAAwALwBdAF4AhwCnALcA1ACoAIoAtACKAFgAQgAvAA8A1f/H/7z/vf+9/7D/vP+r/5z/rP+5/6D/ef9u/2//UP9r/2H/N/9H/0D/R/87/2T/kv9y/3f/Y/9I/2D/V/+B/2X/bf+R/53/x/+5/w4ABABIAEoAPQB5AEIAYwBAABIAHwDm/9v/GQCv/7X/sv+b/7//qv+h/7P/1P+9/+v/0v/E//P/1/+6/9v/w/+8/9D/7v/y/9z/AADV//3/8f/x/+v/rf/E/4n/i/+U/6v/tf+x/7T/1v/5/+L/BQACAP3/DwD0/93/9//C/57/z/+V/3j/mf+P/4f/mP+g/37/gv+T/77/of+s/6f/g/+a/3r/iP+B/5j/q/+u/7X/1v/1//7/CQA9AFMARABTAFcAQwAhAD4AEQD3//f/8P/c/9z/6f/6//P/9f8XAOf/6/8EAP///f8hAPn/AQAFAPT/DAD1/xUAHwAGAAkABgDq/9//x//C/5r/Zv9q/0j/Lv8+/y7/S/9Y/03/fv+N/6H/rf/B/9T/z/+w/7v/vv+s/2//Uf9j/1P/V/87/1b/Sv9G/13/df+f/5D/uf/o//3/6f/N/7X/vv/u/8f/zP/l/8//zf/r/+b/7f/6/xwAAgAHABkAFwAyAAUATgA3/1P+f/4A/z//3P4D/8v++v51/wgARQD5AKoB6QHqAZMB0QGnAZoBlgFEAdj/VP/G/9D/5wDrAKEBiQK2An8DjwPyAyIE/QPOA2YDigKsAS4BPQBK/y3/mv69/mP/WP/t/zj/IP/F/+//2wC8ADIAMgDw/+H/Wf+a/iP+Z/2l/Gv86vzb/H78R/1//RT+r/5y/rn+7f1o/U/9Y/3v/Db8S/x+/Dr9GP21/V7+T/5p/9T/ZQDMACkAkP+T/lj9mvxL/I37ivub+4v8Bv1r/Kb9R/4p/4YAdwGZAd4BXgI2AbIA+gAmAFz/u/7X/T795PzI/Ar86vzD/aT+PwD1AEUCygLEA/IDhwOIA5kCugHlAPH/Jf+W/in9Iv1S/Qj94P2H/bn9xf7c/xwBEQHRAJsBaQKRAdMAgwFxAbgBxQLrArIBGwGRAVUAzf+5/xz//v4k/6//y/8N/03+dP5O/r7+I/85/wX/3f4R/4L+k/5z/i/+J/5b/h7+Sv1v/XT9FP2l/Bz8Wfxw/CL8vfxi/YH9cf6O/2b/g/66/jX/oP/K/zn/Vf/u/n7+Cf4N/eD8h/yE/Fb9sf0L/kv+Ef+R/8H/JQBhAEAAGgCaAIsAXgDH/1r/2f70/q7+cP6l/1//lv9bAEcA3/96/2r/O/8h/x8AngBDAJwAvgAkAesAawAUAfUA9QC6AYkB/wC7ACEAv/8o/x7+Av4B/tP+Lv/F/mf/BABVAAYBngLcAlkCLANdA4YCwAEIAdH/1f7Q/sD+Dv6K/Rj+Tf4C/1H/hf/x/3z/dAAxAYYBNAFdAKL/lP/6/wv/W/7K/eP9VP6J/oz+X/2l/DT9IP5f/oH+8/4f/7L/HwArALT/NP/p/qb+eP/Y/yz/a/4+/lP+Jv5H/pv+a/5b/p7+gv4C/8D+//0o/g7+qP4d///+Cv8Y/3n/M//x/nH/wf6f/sf+g/1X/iT+rP0+/ur9Gf8T/+n+s/8qAJABegLhApIDWwOCAlsCfQG1AFwAV/9N/0D/Xf8M/5//egAEALsAmAH+AusCzwKOAy8DtQIVAv4BmQAcAOX/yf6A/o393/0w/kL+fP77/jcAeP/8/9UAXwDEAJ8APwACAB4AX/+//qH+gP5w/v39Df6X/hv/xP72/iL/Ef8d/8L+g/6B/j7+Cv5R/l/+ev5j/m/+vP4d/3D/+f/Y/0D/LAAeAd8AOwGNAVEBJwH5AC8A3v6a/tD9v/z4/Gj90f1m/sD+4P65/uD9Bv58/z4AiQAgAeUBhAECAQoBtAAAAEz/C/9H/9H+V/5u/q/+Lv++/kv/LwB9AGAAbAEOAg4CtQIbAeEAdwGKAOAA+wC9AFQATADl/3T+kP6n/TD+9v5V/gH/tv44/6f/dP8F/zj/hACy/7H/GgB3/+/+SP4z/q79C/5c/q79K/6V/tD+qP9I/5L/vACn/wYAEQFAAOUAMwHtAAcAav+A/3L/XAD2/2sALQFDADQAfgD//2P/cQDiAGYA5QB6APj/9f89AHsAcwC4AL0AlwDxAAsBGgHCABAA7QBiAGL/FgAmAC4A+v8WALj/Mv9E/+b+I//y/iH/2f+BAKQAXgDU/+r/DwBR/6v/wf8u/17/n/77/Zb+//0h/Rj9fP3P/VT+0P4z/5b/VABkACkAKwDw/4AAHwC//4D/Q/+T/kb+S/64/cH9p/3g/iz/9v4S/3n/SgAjAIMAMADm/2wAxP9D/+//5/+N/+T/0f+g/8b/f//x/zEAy/8OAG0AHAC4/+//n/88AIgANgD+AMwA1//O/8cAOwB5AA0B5P8wAAQBkwBNALMA2f+L/2AApf9p/y0AO//V/oj/Q/8A//b/WwA8AJUAZABDAJb/TP8IAAoAcP/J/8T/Wv/T/43/Zv+u/+//HgCVAB0BLADR/6kAgQC5/+T/8P9f/8j/Wv8V/3j/G/9i/4P/zf+K//v+IP8M/07/hv+p//3+vf4U//n+2P6D/rz+Af90/5P/f/8e/+X++v6B/mv+CP7m/W/+8f16/Wf94v1I/nP+4f6Z/lz/df+u/3P/9v6q/zX/Iv8G/6b/EAB//8n/e/8d/0z/8/6I/jb+cf7l/kn/F/8w//z/hADEAG4AKwFUAdgA4AC5AIsAzQCPAKn/Wf8t/0//Pv+S/67/Sv95AC8BjwCqABMB8gBsADQAagA7AKn/cf9b//r+CP+O/2z/5v8qAJD/gP+U/zr/D//0/zb/Kv9IANv/3P8vANj/FP+7/3oAb/+M/6n/4/4D/7X+Xv4Q/sP9V/2G/bP9nv17/XX9ff4g/gb+Qv6U/ST+W/5Q/rD+Sf5s/lP+AP44/rr+LP/o/5EAVQACADX/c/8L//z+vf9q/4j/P//6/yf/df4a/7z+kv9H/1X/m//i/3MA/v9rAMT/8/+XAFgAXwCfAAQBAAA7AIwACQAuAGoApQBXAJ8AtAAqAHUAIgBQAO8ATwA9AVYCaQGtAP8AGgGkAf8ABP+e/5EBbQFxACcArf/PAJABPgA4/zf/JP/d/yAA1/7O/j7+NP+c/5r+Av/W/k//UP+z/5r/R//c/3b/Cv92/h7+o/4E/4b+gf7v/vL+8P4p/zH/Zv+8/5j/vv/r/3//UP/r/2H//v1L/5b//f7MAPf/IP8DAMP/uv9s/7j/Yf8v/+X/tP/X/xf//f7s/ykABgAOACoA4QC5ATwBFQHxAcgBbwDn/woA0P9V//z+af5n/hD/kP8e/2D/s/+z/yIANADZACYBdAGoAYcBXQFuATIBvwAcAfUAmAD0AN8AywDmAJEAcgBiAGYAogDsAPwAsQCGAOUAgQDK/8b/DwAHAPn/SQALALv/7v/f/yT/aP7m/l3/2/4B/9H+6v6N/zD/AP+6/6v/hf+h/07/If85/07/cv62/gT/M//y/xH/E/58/zwAdv+KALgAAACyAJwBKQGqAHsAZwC5AGkAigC8ALUASgBLAO4AggCTANsAJgCqAGUAYv+y/53/Wf8J/yr/DP/9/qf/uv+L/67/QACWAI4A5QCvALkAUAGfAJ3/o/8rALP/4//z/yT/oP9j//r+AP86/6L/WP+X/9j/AQCi/3j/p/+f/3IAsv8AAIkAw/8iACoArv+B//P/r/8kACEApP8zAB8AbP8jABcBXADnAGIBpwFeAXYASQAAAO//LAC+/0L/FABQAAcADQCz/5L/ugB+AMX/cgBxABIAagBZAKv/FADq/7T/MQDm/3z/2P9s/1v/6f+I/+v/rv9R/yf/Av/9/mH/j//j/gAA/f+1/3YA4v9L/5P/QgD2/z0ApQAuANX/t//J/w4ARQA3AEoABACT/7T/3f/b/4UANQBkAKcALQDs/1EARADl/6cAZwDOAMEAcwBWACgAYwATAIQA1ACdALsAhgCq/7T/CwDO/7H/t/9t/5n/1/+1/xMAhP/A/3sAIQB9AHkAv//7/30AJAAjAAQAeP9s/23/lv9e/4X/BgHzAMwAUgGJACkArwDGAF0A/gCxABYA0P8q/7z+iP72/uL+Mv+F/6L/S//A/44AGADqAD0B7AAQAR8BRwCb/9H/Q/8S/+P+3/4Q/4j/vP9M/6D/zv9NALcAegD0AIQBUgGWAZQBpgA/AIEADACR/7v/IP+Q/8T/iv/m/9L/JABoANAAFgEbAewApgBTAOf//v/6/8P/0/9y/8L/HACY/+D/uv/a/0EAVAACABUA0QBNADoAHgCW/2n/XP8Z//z+VP8N/2j/Qf8X/3P/MP8w//L+R/8q/+j+8/4S/yr/7P4J/wf/Ov///in/av/A/xEACQCgAMoAoQBZAD0AMABvAM4AaQBbAKAAawCTALEANQAHAG4AFgHgAEQAOQAZAE4AkQBCADsAQgB3ALMA7wAyAbUAuQD8AOQAzgC8AMcASwAWABYAKwBmAEEAawB9AOUAQQF9ADAAXwAoAOMADAGeANUAJQCEALAARwAiAAMAVwBxAL0A7/9aABUAK//K/4v/If8K/0D/sv6F/hP/OP+6/ov+pv73/m//gv/G/5j/b/9d/z//Iv+1/nb+of7P/tT+vP7H/qj+3f4u/2H/y/8wAEYA7P/5/47/Jf8O/97+kv6h/oT+zf0E/iL+X/77/k3/W/+a/+H/xf8IAJUA8wCTAccBGAEeAbMABQAHADIAFAAqAKIAXwBoAIAApAAHAakBPQL7AQkCdQJnAjsCCgLVAccBcAFuARYBVgDr/8//9P+F/8b/SAA5AFgAIwDe/1QAnQB3ACABmwFkAVQBFQFPAND/wP+V//j+vf6A/jj+fv52/sD+Sf9R//H+jv8mACsA3wCmAKD/GwBaAPz/AwCO/0b/Ev8D/xb/uv5V/jr+aP63/oz+5/7k/hf/Kv/z/qT/Kv8Z/2r/S/93/6v/4v/n/wAAHgDM/9X/yv+v/+3/4f9+/zP/hf/3/oH+If8r/0j/lP+Q/5z/t/8HAEQAnwCkAHQAwgCEAGsAdgDl/9P/t/+m/8X/sv+l/2v/wv+5/3H/BQAxAO//DwBQAEYAUgC7AHoAZgBtAMn/9f/4/6//of9r/4n/kP8AAEMA3v/9/2QAlgCnALUAowDAAI4AuADNAJkA3ADcAOsA6AAEAV4AagDiAGsAcwBrAC8A1v/Y/9D/3f/+/2//bP/M//T/5v/V/8//5f/Q/6D/xP+G/5z/fP84//7+lv6g/rD+6P7U/pn+i/77/hX/2P43/5X/f/9t/7H/hv+p/wMA5v9q/0f/8/5v/sn+WP5R/v/+A/+V/sz+LP/o/lT/hv+M/2z/jv/A/4//xv/s/wsANgAXAPz/tQDLAB8ACQAAACkArADtAAgBUgFUAU0BKgHnAO8AzwDIAPcAtgCPAKIAnACUAGMASwA0ADUAOAA8AEEACwAxAEMAGAAnACYADwAiAHUAQABpAM8AnQCsALUAeABWAIYAfACSAJsAYQCLAD4A3v8KABsAvv/S//X/jf+w/7H/ov8EAAgAhv+E/4X/Nf8W/9f+nv5M/nv+t/6v/tz+1v7J/lj/6P+m/2b/xP/u/8T/6/+2/4n/0//P/6b/jv+C/7H/9f8AAPv/LQBhAJAA6AD0AM4AEgFhAd4AgABpAAAAz/+K/zL/FP9k/9T/8v/W/6L/fP95//X/igDVABsBhwGVAXABqAEfAakAaABbAPMAFgE4AXkBYQEsASIB1gC/AOoA/gDxANsA6ADlAJUA+v/r/9H/3v/4//r/cgCHAIMAhQBtAHkASwC+/4b/pv+d/7//1f+Z/2f/V/9Q/0//Iv8r/5n/tv/U//j/EgADANf/3/+p/6r/DwBmAG4AtQBcAP3/iwCVAHsAggB4AB4ANQA/APL/OABWADoADgAoACMA7/8ZAAcAuv/D/+P/tf+9/97/g/+d/43/kv8RANb/vP/y/w4A7f/T/+j/GQCTANMA4QDtAAsBTAFbAXMBXwExAWcBQAEoAU0BMwFRATgB/AAKAUABAgGJAJsA1gD9AA4BXAE4Ad4AzwB0AFAAVgAwAAUAKAAZALP/sP/t/+n/pv/k/yoAQgCsAN8AywD7AAgBjQCVAPAAoACRAMQAQAAOAGMAFgDl/+H/ff90/+X/EwAPAEAAEgDx/xEAMAAkAAcAHwA6AHQAoABKAKr/hf9T/yL//P7X/gz/Of+G/6P/lf+y/wAAcgCHAHcAqAABATkBMAHzAKUAogCxALcAdgCPAKsA0gAfAdsAHgFQAX8BVgFBAf0BPQL5AdMB4QFeASoBWQEZAfcA+wCeAFEAWAAnAAAAigDCAGQAnwBqAHEAzAB6ADkAGQAaAN7/xf/r/6f/sv9DAGoANQAbACYAFQAFANv/AQB3AFMAAwCQ/2r/YP91/8j/0v/m/7r/rv+8/4v/g/9s/0f/Tv93/5b/s//l/9D/2P/k/9b/OwCAAHUAXQA9ABkABgAGACMAQwAMACwAlQC3ANsAwACmAKEAkgCzAIsAdwCVAIkAtACzAIUAsQCaAGUAcwBxAG8AdQBwAJ4A6AD8AA0BWgGYAa0B3wG7AWIBfwGnAWwBTwHiAJAAtgCJAJwAlABlAGEAiQAAAREBIAFxAXMBeAF6AUwBVAE7ATUBXQE1AcsAkQBqAAkA8P/K/wMAdACuANAA4QBPAVQBIgHqAJQAWwA0APn/kP8///H+r/6e/qL+gv4C/6b/9P9QAEAAMwBlAG4APQAHAAkA9//q/zUAOQAwAE8AKQAlAG0AqwDEAMoA8QD5AP4AHgHMAIYAeQBPAEAAWQBfACsA8f8SACUAFADo/+L/LwBQAJgAzwC+ALEAxQDBAL4AwgDqAAAB2wASAT4BXgElAQUBIQEHAS0BHwEyAUABMgFRAUsBMgFAAX8BiAGOAZkBrQGuAYEBfQFLAc0AjgBdADYAcABVACsAWQA8AFIAegB+AKgAtQCjAIAAeACWAIkAXwBZAFMAYACGAGEADQAnABgAzf+b/5f/0/8aAHEAowCvAJYAjABbAHgA6QAaAS4BHQEBAQMBJAHzAK4AdQCbAAABNAFaASsBGAEVAf4AtQCCAIYAZgDDAPMA0ACxAI4AZQAsAF8AQgAKABYAAwD9/w4AHgAYAFwAogDIAA4BWwFPAW8BqAFYAWYBWQEuAQQBwAC/AOkAPQEUAQYBFAEGAR8BEAEkASQBPAFcARgB2QC3AJQArgDLAIYAkgDBALcAyQDSAKAAkADDAM4AoACSALAAcQA/ABYA1P/w/y0AKwBDAGoARgAkAO3/0f/2/xsAWQCFAIgAfQBhAHsAbgAwADoAZABTAHIAvACJAF4AZgB+AKcAdgBKAHYAhQB4AGoAaABOAEUAXACTANcA0wAcAVQBQAEaAdMApgCFAGoANQBNAFoAFgAOABEA5//k/zsARABiAMwABwEdAQ4BDAEPAeoA1QDAAHgAMgD9/7z/mf+S/3T/b/+H/5X/0v9SAIwA0QD3AAoBOwE5AQ8BkwBaACYA9////9D/uP/D/wkAHgD4/yYAZQCNAKIA7gA4ATIBLgGAAZoBaQGCAW8BNgGJAXQB0ADbACsBCAGZAHcAaAAzAEEAdgA9AEEA3AAxAREBsAByADYAJwAbADQAlAAwAOD/2//d/4z/yP+uAL4A+gAfAQQB1QAAAbMAQQA+AEsAFwDE//X/fP9L/2v/wv/T/+v/WgB1AKQApwD7APAAcAB1AFoA7v+l/6H/l/9J/5D/g/82/6v/uP/m/wYABgB2AGEAjQBxABYAeAC4AL8AugCdAH8ApQCGAGIAUQBLAJ0AeQB8AHoAPgA0ADIAdwCNAL8A4wDWAOMADgHSAHcAmgCPAGAAGQA5AEcAIQA5AAsA1//V/wUA5f+v/+X/NABMAHkAyQC1ALQAvwCyALsAtQCqAA8ByQDaAAUBKwAMAPz/7f8EAEMAmQDHAA0BSQHqALMAwAB+AHkAdQBvADgA4f8nAHYAGwDg/xgALQCBAI0AqQDTAG4AxQA/AOz/LwC3/+T/bAD1/9//bQAsAH0ACgEaAeMAUwE5AQQBOwHbAP0ApwCwAOsAmgA6AKMA1wA8ANoA8ADJAAMB3gDqALcAPwA4AFYAFwAsAD8ANQDs/w0AAgANAGUAUQC1AK8AKgEAAasA3wBTABwAFwAZAAEAJgAwAD0AoADZAPAALQFnAVABfgGcAVMBuQCqACsBlAALAAoAEADO/9v/NAARAEIARQCGAMQAlQB/AH4AwgDqAMoAzwCdAEoASgCFAGMA/f8qAEsANABgAEYAHgAAAAgABgCe/wwAbwAzAHgAeAB1AJgAVQB+AHAAcwBxAHkAfwBmAIgAOQBQAGkAPgBNAF4AQAAuAFgASQBIAIIAWgBhAGgAdADYALAAjABjAAcALABZADAAVgB2AHcApQBiACIA+/8WAC8AjACgAFQAggAnAGcAlQBsAFUAbQCoAJoA8QABAeUA9wAQAQEBugC3AOYAigCBALQAfQAuABcAPgAxADUABAA0ADAAOwB4AHgAqACaAJQAowCtAF8AcQCfAIIAJADu/yQAOQACAKD/l//R/+b/9/9SAAQAAgBeAGIARQAfAGgAbQCTAJgAnAAvAEEASAACAI4ATAAvACkAUQD6//j/7/++/2EALgBJACsANwAZAFYAwgAZADMAhwB6AIkA/QDKAHoAfQDtAPYAbgCUACEACAANABcAPwAGADQAdACSAPT/5P9EADwAUgCFAIkAwAD5AIQALgDc/+D/rP+f/63/uf/B/1H/s//W/9b/nP+F/7b/r/8pAB8AFgAVAPz//P/2/w4A7P/S/xgA6v/I/wEA9v/4/8z/5f/U/7X/BgA+APT/0/8mAAEAPQBRAAsA+f/j/wsACAAsAFsAFwDl/0YAGgAdADgAKgApAPD/SgAnAGIATwA4AHEAZQB0AHwAlAB6AKYAzwBuAHcAywBdAGgAUwBgAFoAdwCCAOP/BADu//b/AQDQ/8b/5P/v/7D/6f/n//b/WACWAKoAeQCVAHIAbQCBAD8AHgBCADkA5/+6/4L/iP+F/6r/tf+r/xUAEwBXAEYAQACTAG8ASgAQACYA8P/x/7j/k/+Y/5f/sv9t/47/mP/P//r/CgC3/33/uv+l/4b/jf+8/9v/7/8AAAwA+f/8/zMAHwASAAkAyv/s//3/0v+g/4j/iP9i/3L/pv/d////AwD+/y8AAwDZ/+f/2v/S/53/x/+o/6D/u/+M/4T/gv+j/6T/s/+r/6L/4v/h/+//xv+d/+3/CAALAPP/8v8EAAEAHQASALD/rf/T/63/qv+u/5P/nP/K/57/4f8AAAAAMwAoAB4A/P8gACIAHgDI/7H/6v/l/xcA1//Y//P/3v/e/6v/hP93/5f/lP+Q/4//xv/V/+v/LQDu/7b/x/8AABIAEADp/8f/xf/m/+L/vf+6/+b/zP+j/9r/sv+g/5H/0//R/9D/9v/L/zUA9/8CAA8Ar//t/+D/0v/C/9D/wv+7/97/pf9V/5//w/+i/9f/xP/q//v/HgBFACUAPAA7AFsAZAD4/6v/pv+U/4T/o/+b/4j/zf+8/7r/9v/Y/+P/HgBnAD4AFwBPACcA5//R/7P/pP/F/83/rv+l/7n/w//C/8T/vP+B/2r/kf+w/6H/Sv+K/7X/dP+//6j/kv+X/6P/uP9//6H/k/+B/3f/Ov9V/1//Zf9+/37/gf+D/4n/cP99/6b/r/+3/7j/vf+f/27/X/9C/1v/kv+Q/5L/fv+M/5D/nP+6/7H/8f/v/9P/vf+2/5D/hP+D/2L/nP+n/7P/g/+N/4v/mf+5/5T/1P+w/7b/w/+e/5n/k/+f/4T/o/+2/5b/l//E/8r/tP+///z/MAD5//3/AAAPAAEA0//X/57/r/+I/4T/hf9n/5X/mf++/6T/uf/l//H/CQDj//H/2P+6/9z/6P/L/8z/8f8iABwAxf/I/8X/1f/Z/7b/wf+f/5//g/99/3b/fv+b/2//g/+J/7L/rv+m/+f/+f8fACcADwAqAP7/lv94/7z/yf9y/4r/jv9k/1D/cP95/2D/Yf+H/8H/nP/M/9b/iP+B/5j/zP/M/6D/gf+K/3P/PP9L/3X/f/9T/23/Yf9E/2H/N/9X/2T/p/+5/5b/vv+F/7P/rf+l/8//sP+5/6X/w//c/8L/JgBJAEwAhgA5ADkAaQBhAAgA8//h/2n/Z/8d/w//5P71/jb/GP9T/y3/Yf9u/4f/pP+L/1//D/8//0r/c/9f/07/Uv9u/2//eP+O/2P/Z/9K/3f/af+C/5P/ev/f/wEAIQBRAH8AvAC1ANoACAEQAT0BLgEbARoBNAFnAQYBmABtAAoAdf+7/mH+NP4i/hb+wP10/Xj98f1n/gL/jv+y/5H/rv88AJAAlwCPAHcADADI/6X/vP+2/4//kf88/xb/7/5R/1P/Wv/n/+f/OwB6AOcAGwEHAWkBpAGkAbEBcgEAAYoAKwCh//n+0f6A/i3+2v2e/YT9Wv1V/V39sf1N/vf+rP+BAEoBCQLHAm8D1wPmA4YDpALoARsBAQA1/2f+lP0a/ZL8Avz++278GP15/fD9rP5B/7f/MwDgAHwB9gEaAjICKQLMAWMB/QCHAO//R/+N/sb9c/09/UL9VP1J/Zz9/f20/mf/IwAeAdkBTgLZAhoDGwNSA2wDOgOgAs4B7gD1/+3+9v06/bD8FPyC+0L7Rvu1+6v8iv1N/hT/t/86AOEATQFwAdUBywFyAegASwAdAAgA9v/l/9P/fv83/z//Lf9b/6H/wP/3/0UAdACPAL0A1wCLAFcAawAzAAkAyv/L/wsA4P+//6H/bP8J/6L+r/5G/s79vf2x/Rv+b/70/sf/YADmAHYBuAGEAR4BjQDz/0X/u/7c/Wj9Av6p/mf/FADfAMEBjQIEA/4CjgKGAUYApP4n/e77OvsV++L69vpJ+8r7x/wb/qn/UAF3AjkDswNEBM8EIwVEBWAFYAWqBGEDfwFv/1n9UPt1+d/3B/eb9s325vd6+Zj70/2j/0ABiwI4A/gDYQRhBKUEgwSFBJUEiQRZBKADpAIIAR7/5fwe+t33qfYN9mT2ivdC+Zf7dP7WAdIENwcMCc0JjAmTCPQGkQUXBGACpAD2/nP9x/u2+vf55/lD+lL6uPpE+2T7tvtp/D39cf6z/1oBugLDA5QE6QTQBOQDaALx/wz9c/pS+NX2EvYD9sX2UPgT+t371f0FALwBsgIlA1wDkwN1AykDrQN0BDIFvAXjBf4FyAWbBRsF3gT/BAUFcwRmA7YCiAFm/zL9Eftm+Xf4S/dR9434y/k/+2T83fxt/Jj7Y/qU+cT5iPq4/Dn/2gEbBQ4IZwrlC6UL3gmNBooBIf3M+d/3Uvdl95f45PkJ+mf67ftx/dX+wv9SAEkBWQJLBOEHmwtEDiUPCw2hCNUClPzC93H0QPJZ8WXx3PLc9Tr5Yf0xAQEDFwOQAV3///1h/gAAtALUBBQGyAb4BW4FWQUkBdEE+QN5AokAkf5C/Vj9Zf7I/wQAOf9T/qv8nPqJ+YH4uPfM99X3C/l/+kT8Dv8zAY8CyQMTBdgGnwgRCiQLkgprCOIEEwD/+0j5OPfg9X70hvM+837z6fPL9Hz2bfij+vn8gQA/BboKihCGFS4ZHBv6GpoY0xK9CXf/GvWX61rk1OA+4vvmJOyl8Yz2f/na+qr8aACQBbsLnxKlGVwe+x+KH0UcXRUdC9/+2/Fk5V7cU9iO2bDecuY175X15PnB/Kf+UQEDBCcINw29EdsW0hstIdklByg6JQMdCxBg/9buauCj1RjPNs1a0L/X/+Ab6w72NADcBxINrhBKEy0XexsLH78goh6sGuIUbA2aBen9qfWc7A3kYt1B2mvZAdyd4YXpCfJP+asBzQrIFWgghCg/LN4q8ibuHzcWrwqJAPj5dPV28YbtXumy5AvgOty+2YzYZNvT4rnsC/ijBCET5B/0KIYubjF8MEwrfSOHGFEMOP+U85brQub94lvhbd9628fXTNZ52TfhyOvd+bIHFBOnHEMkxCrYLoYviC07JyQcNg+9As74NvC26EfkxOCz3JfZlNcu1+vaSeP97n37fQXzDT4WgRxuIs8nFCv1K5gn3R43FHkIDv0y8xbq1uDp1yfSk9FF1rHfEOuX9aL9YQSjCgURPxYHGjUeBCARHwcd4RnLFcgQlwroAiL6ZfGW6oDmk+RE5D/jz+E14TbjWupi9VgCZw6WGNQewh86HZMZvRe4FuYVMxQlD48Hef3p83TrIeMK3tnbJ93n4HXlpuy29TgAJAt7EmkVqhUhFfsVERnGHTUhaSEDHeASIQUK9HHjeNcA0GXM6s6N1lXgSezK94MFvBL/GzgikCVMJ/Al5CJdHxYcIxmyFEYNsgGA8hTiOtKYwk63yrQFvmzR5eiKA3AdXjL4P3FEnj+UNa4pUhtbDhUDFPkz8X/siunt5TPhvNZvy9TBtb0NyDLdp/n9FakukD64RLNETjzaL5whJBLCAVbyBeci40DjDOXe5UDla+Xc4ungKN+p35Lmz/FUAuwW3SlXOE9A0kBMORgqFhoICo35+el13vHXzdKO0TvVbNtF40nptuwg8BXzP/vOCWUbOy3XOUk94jcQLLEd1hAwBVD6lu4X4zndPN/G5DDrMPFm823xPOv35fLnD/Dj+V8FPBFbGbQeZCEZJUonTSezJDAcjw64/PLr0N912hXaoN9a6CvwQPRC9SHzTPG58cfxr/X+/BoGBw+AFkwf6Sg0MSA2FDNrKe8Y8QY2+WLv0+ZE397YG9GDygrJms132EHocfauBJQNbRJ2GdAfaSUIKc8s+S1ALaQqfSBnEIcAgfFY5DLZ/s6ey0rNw9Os2TTdnOAn5UnzQQSXEmAhXC6UNp85bzR5L2QswScGIuoXRQrB8zPcuse7tE+qJqo0sdO+5dKU7mEJGBpHJ2Uv1TB2K3IkACKSJkk2/kikUPJEJyjVAnTfCbxgn7eXeZmBnzqsZL5M0k3rxgi+GvMjGy1ZPAFSfGXGbN1qdGJVR8Ihtf0M1iuwAZvilpKYRpuSp4S047910M3lNgEaGyU1gE3iYrRtb2u8YE1QiDy5IRQDZeew0U+9S6xGm32SVJEUlJOqrsaI6NYP1zPDTyBd4WHTXSdZ0VGlRewytxo3/3vjT8iIs72uV6oHqcOxWsdo4Df3Ug/pIQYrdimfJqgneCnBKWQuoy5wIj8Wdwi89Yfe+cj3vDjBydPK5ej2swTSC0MONgy7CJwMkA/9DsYTkhk5GG4S8w96DSINlgrFBuIAg/pl9WLy/vEX7r/vAvGM7+7tIvDi9cP4C/zF/GkADgcYE6YdmSf/MgQ8L0PAOTElRQnh67bUtcVOwHHAocBxxJ/JX9IR5DX5sA5TG1soUzXAPvZHSk1IUz1K7SrcAr/c28YTvGK+oMKQzOXVm9PrzofDm8wU4+EClCEENYhCwkbzS+hJ5kAoMO4arwfk8DzeC88bzCTQVc/Axzm6/rchvqPO7N/j9lwSfizSRdVSrlNrSns/tTKxI2sQpgEL9kLoq9yLzmnCyLbJtdbCXNWW6fX65QzGGNEjbSijKrEoASS7Iw0YCg+iBcgCSwEt/Oz7kPih+sL4Ovnd7zfeltPj0hniTvGeCAQdrCtdLK4YjQTZ76jpYusn9hQLfSC/Myc56zcvK9cX6v5R5QnUDMXcvs69B8EoyLPVPOtgAqscCjOPP0xE/T7TNXonQRoVFe0PRQYJ+bDvqdwUwams0qb/sDK+EM7V5HcFRirJS6NhkWN9X29UNDu/E8HopM6WwcW+y8NkzWTWrtnc2LjTa9aF6SMMfC7RQCpDST5HOA40pykfGdYI/fYk6WDWDsZHwHTGl9gK6OX1lP7VBWkIsA54HjMxREWxQboxLxf0+vThFcxixb7EwNC33g7y6AbnFlMfCB/mG0UWFRstGBwQNwQc96z0UPOW+HD0mejs3kTa+uM/7cP4/wt+HxQvPTrGQGk8uS/NHdwIdfCg0+i6FKqOpc6weMij56YAag/ZF24cVCV6Mx5DJk10TBtAPCaaEZYDf/Ai3cLBLazmpvCm7qhmt+/SUfLoFDgzREsSVyBbbFv5WndPCjRRDlPiMr8np4ibb5i4oJawbsnf4UH8iR3vNBI/3j1JPhlAuD7gOTg3Ai3lFf75us64paSTXo9IldCq4ttNHL1Kd2TcZttU7T1uItsMfP7/93n1O/cr9D3pid3g0wjU7tJp10XZE+Es9ygSnymTOSlE+kChOQIrUxWO/3jsT9lBwzCyKKkjuWrgYAwZNUlG40YvN6oc6wNC7cDwmfrYBEkKE/1m7TvfidQGxtm6EcMi59kKLSxVS+xZzF+PWaxHgicPC3jvq9Ixu1KwdbGorqet+KnLvBjjAAjxMP5Dak9cXYRim1ykSFY2LCqIIqUVQPCbv5Kp/qKQl86UWJUWqy3X1wYNNKNLe1UwWIZa11goUbZAbTVhLogYQfTfwMSo3pvWkOOSiZMLq/PU8/whHVc8FFMBXfZcQljAVMxLf0PoLRkHzdiMtJOn4Z8bmPebKbjI4fcPfjjUT2JS4UMhLjkUQgNd+OAADQsaCfcH9fPN4CvSPMV+wpvG/dtiAM8kjUJ8XLFjE1bHPT0Zkfmw5BHVQcrfuiWqsKeWtBHIO+SyBScjWDo8RvNRuFbQTD1BLzIpIIQOWv0d7e7ZyLepoTGZKJT5oCHBr/CmHFdD0ljeXXdXM07ORXQ15SVSERkCU+to2nrJE60oo7GXKp9cuP3WewmlOXVW817NVR1JnzzwKqIi0hPt+Czd3sHzsjq1ysB7yY3XFd7I6CQAvRXhMGA/U0hrThRItT2RMJwd+fls21/GWa9FqJCmqq0TyoDoQwYiHjoshz8DUTxa51IyNe4UvP5y72Ls7ucT3QTREcX9wy3LMNDu0tflWv1RG9s7plMaXwVZjUljKlkFtN9e0K/QQ9Qw3rHe4tOEzdHQZs2p5+EERho/OKlIpFPHU1FHaSz5B/XfjcqCxN7KRt5U5evjdOOb3FrYaOS18TUQ1C8QREFTAk6cQ9MtBhSHALPr8dNCyNrH6sQwxijKEcxW3Vf5egxtJYQtcy2GL+MzZzsxOOwzWCIeA4HabMGuta+5ytAA4//s7/Yf+qTz/fbI+E4INCGBNlxFokekPgEiwwCk3+TJgr/Kwijd7/aNBQUWARPwA6r9Hu4B7Fn5eQUdG38qRCruHooD+epY2RrXWOTo8kf8NAJUCZcNlhF9Do0IgwYlBJoCcwyjDvYKEgxVAQ7xWOQe1UjOf9tz8hYP0xuwE6cMWglqB3kPcA85E5okhSFQGEwHQeqa1NbPV9BD1+fkPvXxCUQMhQZA/rr+fAjTEHUSURMsF9AUqBpnEhcGPv427Jzl8epL8wwBxgxFCP0DMvX+4pzeFOQC+bQGGBCcEmwQOwrXBPMCXPvx9J3zR/ZsAyMZkCKTK20ncA1j7zjSn7stwanVWO73C+UXwhoYFcYHtvos93/zEv2mDUEb0yv9JAQS5wOk9e7cY9WQ0wLV8eyG94H7PgJKAv0EHgrmDGgXUh6aIa0nRx2qDTv3G9453xXrMfHB6uHgFd123a7qr/zEDxgidimTKZwkIhSsCxwCW/mg+pDv4+ss8PftK/YL/Ir3b/VY74PtNfY+Al0RjyFkJ80hGxluDXX9+ezb3/fQBs9r3nPr7f/QEE8a8yALGToUpRnTGucXKQ6u/n74ve3s48Tb6dfg3mXhfOTz4/XoBvn/BEQOzRxqJMIuojeXPBFARjT7IUUB7t3cxwG9P73CyLHQ/t/Z5Pzbedv+3i/3GA+CHlgucjoBSDBQvUikNhYiDBPTAJDsIdkWx3a9p7PErEa2eM7L6Wj+0QhLCUAEIAvfICU3O0IoPDQwDiYVIEIaIxCq/zbp3NoczITJ2swO0RfekeC+5tjwHvWdABwSExwfIoojTCBsILAf/RioExQG7PZx8Kzn6+wo87315foI91PzGPNL8mX4s/35/ewAeQLNCnMLugrKCRwCav4q9TP8swJ1BmgNtQLx/nH9cvyCA/UDNgCxAPIAlQUeB64BcQFG+5f2XPJE7mDz+Po3BpgRcBJxA4HyDONy3sXlwvH8CaMg2yy9M4os+xUyABnqTOHg4r/sPvoy/XUCmQDg/pT1c+uQ61zw0fYC/7UHVhMiJC8j/R+bD0r/Mvhf7aPo6OIR6dv0Vv2TBYsMGhDKFb8WFg7gBYH9gPwV/KD7rffe70Pq3Oas6tHu0fTz94H5J/4QCacUeR1WIUEb+hR0EQATXBQrFXwMDP0s6+HUNMokyHTN2tVL4if21waoEQwb6x63GyEXcRCgEd0XaR7xISge0BQZAz/zSeLw0GTOW9I428/qsfPS/50Lqw9ID2MJQAfFCEwMKQ7lCiAIGAW6AvEEjP989PLrq+P66JP47gBqDlgVlBJFDI4DUf7W+fgATQbjDGoUIBBbAEzut9cfyX7Na9jm8J8DNxW7IVgjKSNHGogS5Ah7BeUDaASvC+IMzAjHA/j1TuO812jOZtAu2AfnDf2TE+oiUCTJIIcWzhAWC5UFhQTUAGgEggmPBDj7R/Gb4v3ZK9rn463ul/LS+Dz+6wh5ErkYxhugF78ReQqNByoI9AnCEg0UZQ2NB3T3DO/l6B3hGOek7x71kfta+yr6efkO8m717/q1AAsHTw3OE1oTZgl7/C71Re+s9Ub8uwMSDFoSOhdsEGwLwQNN+x7ztu5m8bf3lAM/Cn0KFwRF/bHyh+j+4KHcu+cR9t8HgRhZIjonQx8mEusF+/tm+vf/CwRPBkAFYv6H95nvF+tz6nXpJuuw7fXzVPwtAPEDrAPlAwMKFg39E4QYGBlJFsMHNPpi8T7uIfLJ+EsAtQPvCV0MxghtBXb3vu/H7L3qdfchAcUF4gtCCLUByv6y9x73TPwe/mEJBxJvE7UU4wy7A7P+Ivjb7yjyjPVx+13/Vf0d/hP18u4i75fzGvqtAusHyQjzDW0P/guBCWwHOwi+EM0Q7gk9Atj2le496BTmzuuN8iv4Hvt19+X2VgCuBXAKDxJtFQwZ3xYpDmwCwfkU9IzxkvbH/QsExwSBAPP5mvPu8ij03PlJBE4KuAi8BI0Bcf+yBmcHDgMj/iv33vSL8yT42//vByIGtgHP/YcAlwq1DxUT5xOfEGgKoQH28FbqtOes5cHtefd+AKEGBQrZBML4Uu7G7nf1AAOKFZ4fqiF/Ia4X1gM18hvl3uZ668/uAPbc/HYEiwe6B7792vBy7Ujy9foVAwcLZBDpDrMLTArVAez3RvR39tj6HgFcBNkBUwGo/Gb74fks9WH6vv4ACFEUHBcREecEhvcK8uT1h/iL+7/6rvc793r1LPDZ8Wj3rP14Da8XeiAIJUYbAxNxCFX/Ef8k+3T1I+8E7oXvYfKg9M3w9vSo91n7LwBe/W/7W/xl//sGdw/QESEVoRTXFGcRlgfr/8D5QfrT/AT/G/4m/rv87/kV9A3swebs48fnWeo+87/+bQUYDOwN1A/qD6URDBHsD04TvBVDGFYTNgqT/5H2uO7t6jTp0OkD8LnwzvFB7yfqTO158cz7rgqiFawb+BqkFnwRrg8QD7EMXAgVBE4A8v1g/O761Pc29AfznfBH85v1NvYL+1f/5AZhDVkJaABs90jwTvS/+rn/9wRnBHwIawqUB+AH9gUwBZQJ9AuRDbAK1QFK+uzyp+6v6vroq+cG6xDyifad+I74Ffu5AyMQ5xToF8MWihcIGYwY3BfSEXkJmPty7zTl2t8n3mTbUdrX4RzuUv68Dv8TQRfxF3cW2hGhC0oLNw8FFbUXPhSVCJv3p+cD31jdCN6r42rtpvYEAUYMuxDDDOMDJ/6T/kwESBBeGg8fAR1zFJILnf6k8kvtPupN7R3vdewO8Gz1o/jP/Kz7v/j6+tEBswysFTYZLBi2EegKHAdnCg0PXwoZBHX4Y+2G6X/o5OnG673sGfAC9mz5pQOtDK8PiQ6wC8wIDwY0Cm8PjROIEQELGAGY+LH2l/pw/kv89vgY8B7rfuyx8oH5kfth/Br9lwEvCnMVTBseGmATiQ2qCPgCE/6a+CvvROhO6ZXtm/V3+mz9sP2L/pz/YgHmAq8FJQxoDZcPqQ2NB7QE9QPc/lT42O0g5h3o3uzv+A8AMQWmCFEHRgkJCicKZA3xDgMKbASN/7X7UPyL/f35FvRU7D3m1eex7nD5aQZLDegLggkeB/0GvQkTC7sLEwzUB9UC/f0a+C72ifYy+Wb8sPuH+pH9Tv7nAGwDswIpBRcHXwjHBxQEBf2I+dX4z/kp/RT/nwATAbj/k/2J/YL+9f7lAbADbATdBnkGCggYCREJFQY8AKX+evzh+Dz2jPN78UTx2+4c72P1+P5sC5YSYRSgEdANYAzUCU0FQgFTANL/ygCOAZ0AMP/K+hv0we+X8PryY/RD+7n/TAKQBvsFrwWUBH4ExAPEAvkDuQWyCgQNgg2SCbABRfr/8p7xH/Xu/MUC0wPqAI77Wflr+bb7pP8ZAdsAmQLpAyoC5QKyATb+gP35/SP/sv9yAcD8rPjG+Hz4WPxtAX4F6AhLC4IHcAMpAKb8a/42/a/7+/sk+TP6Vfyb+kH7x/pK+LX4TPof/M//wALwBDgJqAo1C/ULtQgWA537b/QV85b0gfmJ/pz9+PkE9wH27Pb5/b8ERQqpDW4LuAnlBvAFRAeiBuwDZf9A+GvyQfC67nbyA/pP/6oEXQgjBuECiAALAWsHLQ1vDV4MfgmdA27+L/nq9LvxQfJH9H/2a/eO9Vn1ZvX3+acAkwW6CZkKswq/CXUHLwczBEYBFwCD/tf9EPxd+hj47vYB9mT30vjY++z/KQBBAs8DLgY+Bm0ExQR9A8AA9v0L/a7+/QFTA7cC5wFn/4j+SQC8ANgATgNTA3MAAP+0+TX3ovdD+l7/YwDdBG0GMgSHAln/O/9xAUgD7QSUBRwEtANyApMAnv4h+u72vvS885b1GPnK+/3+gAETA8UE6AR8Bt4GZQh3DJwM3graBuL/+fw0+x720vPq8I/uq/Fk9Sn3Efdw9kr0pfbY+7kCJQ3+E6cW6BJgCwQE9gDVACMBIAPl//79qftS9V3wHuvA6dnrsvGk9hf8RwLZAnAHIAhrBvMJwgoyDZIO2gvlCa0G7wM0BBcAHP0E+7r4sfc48oLv8e+I8ebzMPhk/VABMQKsA3IF7AUTCaYKZQyeDF4JZQS1AeIBhwJFBLQCj/1e9lbxcO7X6Zft4PLl9HT6OPv//B4CqAVkCdIMpQ1jDRENpwmgBxwECQLjAwMDfwBU/VD5pPT78XnuTO0V74byu/kiAZkF7QadB6YG2AQBBMYGDAlDDHQP9Q1mCasCFvu18+ruiexc70L0TPpy/0EA9ACI/zkA1gDf/rkDUQf5CoQQ4xBJEWcNOQU1/pj3OfGd7W3uq/Ae9xf9C//9AD7/2/4NAKP+bv+0A3AIQQzODjgNjAmSBeAANPyD95H1IPeQ+Kf56vvz+xT7yfpH+bz4TfnT/NUCdgYICaQJ+gU5Anf/kv3c+xP7EvyE/Ob+IQBxAWcCvwFQAur/3f3b+9v75P2B/Hj6jfk8+GL3Hfke+53+rwBxARkDXQMcB7sKYgySCz4IxwaAA0cANP2Z+WH4Qfag873zU/SW9Gj2hvjp+W/7oP4xBGwJMQzlDlsPRAyHB7gDTQMeAS//Cv2p+cP2ovOS8sfykvWo+Hf7Af8eAvEEdghsCicLmAv3CagIQgc/B78ECQHJ/nj7Vfmc9+f38/ew9wn4jPmQ+df3uPmh/YAD+gemCgsN2AwbCecDdf2m+fv5nfmc/DwA1gH0AHL8mPmc+Ef5sfso/iQC+geoCdAJhgkhBtwCs/2m+Vr3uffr+1//SwHcAjACwv7f/Lj7gP36ANMD1QVuBgAGvgNRA2UAFf0N+Sn2CveI9y36lfyL/wQAaP98AK8BSwSmBc8FdQYABoYGgwZOBBYCAACD/xD8bPpC+qb5o/xA+zH7kv1F/dj/FwLaA/8ENARWBewEJAMYAqAB/wGYASP/Hf1c+0n7GPwZ+ij5tPmC+10AhgRZBD4EAQJ1/2r/jf46/k0AvwNkBUYF0QJ0/0f8k/oY+mn6Bf1+/vr/qwIFBJQDYgFr/m77Ivt//GX9XQB1ASEBaADW/0P/XP3O/r0APQNHBG8FxgbGA10CTgGm/Zv7jPrK+V/7fv73AH0AdQBq/bb6yPw0/6YC+wSPBo8EfwINAg8BCAEmAXYBJv8r/ij9LPsp+/P7E/3Z/ucAawCxAXAD6gPUBLsDbwG9/aj8P/59/rsA8AEGALL9y/sf/BT9ff9/AW0DrQWgA3MB/ACPABIBVAPiBSMG0gNJAIX72vZV9Zz2E/j7+jH90P0/ATwCeAHHATkDcgURCOMI3AZpB+0GQAYSBtADmP/r+976/Pih99D4Hvs1+977Ev6j/9wCCwRQA6MD0wIYAtwCXgRfAyYDQQSEAcn+9vwP/Av9Rv8DAdABfgGo/x/9l/sG/Yn/xACrARkDVgQWBdkDzAA+/PD6vPuW/Kf/OgKRBNgFCgXyA8cByv+g/lr8Vvwz/KH82v8mAVcA4v9r/7n+bf6G/Kb7if0PACACPwMVA9ICNwSWAjcCxALmAKgCzAFyAXMBkf5p/dP7n/sc/F79VP3N/dwANgO2BUwGAwb8A0oCFAIjAYABKgErAk4DPAFLAM7+Cf36/MD6X/rl+w38Of/JAY0CkAQbBAsEywJIAlMDtQLoBIgF/QTiAxcBCf7J+kj7vvwo/ej+cv9wAI4AJf01+zb9kQChAhEFJQUOBUUGIgWgBOcCAQCk/xoAVf6z/Zf+qP81/kn83PyG/Cz+BP8UAbYC+gLLA0sFTwdFBJcDxAEq/0n+rvyJ/w0BZgOwBEsDZgHC/Hv6h/pa+2/8Hv5mAMwBzAL0AwUCBgBX//H9dgC5A5oF8AZyBpsEpgMTA6cCCQI0/pL6cPlR+N/3Sfne+sH60PqP/Wj/ewCNA4IHgQlPCIkIRQkvCL8I5QcqBhcEDQD0+7346/bp9pb4Uvj2+S371fx3AOD/8v92Am8E7AZbCoQLqQqAB28EigLe/v/9tf5G/3L/0/4Q/0b8/flW+Yr4BvqS/QcBzgIhA5gDswHG/iwAAAAPAEMCyAMGBZ4GrgbQBKgDcAGWAAYAw/4t/3EA7//K/j39O/uR+y38Mv5G/4n/UAH4AUoDsgNnAzUEVgVJBcIEfAWQBUEFvAMpAUr+gPwy/f39Rf6s/mf/bf9+/8f/Qf8v/wsAZwHPAh8EOQTyA64EbAUZBX4EAATcA6gBGgB3/+39rP8xAbcACwBNAHv+7v2t/TP81v0T/mb/LwFAARMCXQPWAyoCNAEwAOf/jAIvA7cDKQRCA+sCUQFd/of8AvyT+nv7J/yr/Of/qgAuAaIBNQHBAR0CLAPUA20E6AOMA0wDbQFeAZkAc//O/6z/A/8k/jz+tAD9ArcB1f9P/0L/CQH3AbQBbAJmA7oDtwKoACQAPgEBAXEBqgLhAz4EhgN2AhEBbgAeAC0AR/+x/34A4ADqADsBEgEc/hn+VP3C/g0BFgLYBGMERgRFBCUEfwN4AwIEXAOOAVX/bf3q+278Kv3p/TX+B/5t/b394f3t/n//r//4AEcBGgTLBEAEAgRzAmgCcwOJAlgAcQDx/sL90v5Z/w4AKADf//v+kP7i/mv+Qv55/Yv/nAHhAi4EZATKBsAGYgYPBB8CwAG0AG0AaQCwAVwChgJfAHL+C/20+8T65/m5+sL8Wv8uA9IFpwb6BkcHfgeYBUcF/QRrBOYD/QJDAen+gfxJ+nb6zfnZ+ib8V/wW/kYAvQGNAngD3gPoBHIFagXOBZMF5QMhAbT+Ufz6+Eb42fix+Tr9PgASAkwCMgLqAbYB+QDhAEMCTAOIBGsE0QLn//P9S/10/TD+Xf/WAHUBHQFwAZ0ClAN+BMQEagT4ApEBqgAZADn/Gf4u/TL9vfy1+9X7Qv3T/+MAcgPABTcFkwXMBAcEMwQmBLADzwJLAlQB4f/N/ff8ZPwv/e/+Qf6k/RH+Hv6e/joA+ADwAlQFZQZ+BhoG+gWlBC0DjQEWACT/3P4s/ob9kf02/TD+/v3K/FP9Vf6T/1gAIAEqAxUESwQjBJICaQHjAN//0/9CAbIBGAGE/63+tf71/gYAEwCs/xEAeQCqATMDUgJiARMA+v0D/nP/NQHLAQYCugFfAX0BvwA4AIAA9QBAANP/vf5E/XL9CP9M/xv/PwF6AmcDFgP+AaEBVwFMAZEBDgIqAosCAwOBAiYA2/75/cP8pf1P/lz+9v5r/5z/1v+OAGAAgQD6/4j/0v+EAO0ClANbA6ABWwBgACQA2wADAp0C3QLBAroAXv5q+2v6Zfs9/Sr/8/+/AWsB+f+5/xj/sv7l//UBbgOUBJAF6QQLA90AEf+n/e781/xn/Dz92/0x/0oAgwCuADsAbQBLAPsAgAJUA7sDRAMAAoQArf6x/fX8s/1o/ygACwC//1P/3P5OAFQBBgIMA8EDYgQHBBkDhgGf/8z+U/63/c79lv15/Sj+eP7y/uD+Mf9GAAYBdgJWA38DSwNMA54CrQG4AcMAJQDy////Dv8S/lP+y/0x/lb+O/8xAKoAiwEfAe8AugCrAF0A5f/4/xQBogF3ATgBZP/Y/uL+vv7Z/i3/rf8NANAAWAFlAbsAiQBZ//L9xf1L/sz+0/4f/8r+6P7y/1MCMwS+BOAE0gMNAg0Alf4W/oX+8/4f/xn/j/9MAFkARf8q/sL94Pwv/RP/uAFUAwoEGwVdBAEDFQLoAHP/3/5K/9D+/v4TABIBswFXAW0BVwBS/8X+H/4B/wQACQFeAQAC2AGLAToBKQBJ/5L+uv57/lD/kwCCAWMCZgGi/2T/if86/0H/c/8u/8v+pf+t/4D/awDn/9L+pf50/mH+p/5d/wYAuP/F/9D/kv+Y/wn/A/9m/9L/lQAtAaYAGwAhAOn/o/9Z/6D/JwB4AFQATQAcALL/5f4g/qz9xfyG/Br9kv7UAOACHgOMArkBfwDnAGIBGQJqArsBTAEjAKH/Uv/p/pr+sP5m/l/+Yf93/7kAxgERAhkCoADv/xAAJQAQAb0BXQENAQAA1P5Q/oT9Qfw3/KT9ef9VAa8C0AM3AyUCRgFzAFsAoAAxAZcAlgCLANr+uv1O/ED7Lvv0+tL79P2+AOEC3ANxA50C2AE8AVkB7QDeAWECYAFCAFH+ef06/Qf9ef1k/TD9tf0r/2IAZwB6ADEACACp/xMAZwGRAVcCsQKtAaQAqP8+/5T/yv8VAED/kv5Q/2n/u/+H/wj/Cf8X/7H/lgBWAXIBsAHTACz/cP5l/kf+9P6HALMAMwCu/7H/GP9e/ysAp//4/5QA9gDDAGIARP9z/j7+Pf4b/sT+CwBtAHcBsQAXADAAwf8mAE4ACgBs/yj/4P5w/7//NP96/7v/y/8u/3b/qgDbAFkBfwE8AecAcAA9AMb/7v7r/ZP9jv1n/ar9N/6Z/p//zAA0AWABJgJOAwYDtgLXAgYC1AAvAH7/pP6S/nv9UPwN/KP7cvs1/BX+Zf+jAEcCJwO6AxYEugM0AzkDBQPDAX0AYP+y/c78i/wD/PX7P/wI/Xr+F/83//D/dADaAGQBzQH/AbkBuAAuAAgA/P8iAGX/xv5A/p794/3d/pz/1v8ZAC4AbwAlAJj//P43/or+9f5a/7f/Nv/d/gz/vv6j/q/+6v6f/40AjwHWAYoBLAGeAEYA1/+D/6z/L/+//ob+3v7p/oD+9v4K/+L+//6b/x4AFADSAIgBEQGlAHoAmf8h/x3/J//X/xoAGAAZAIX/YP9c/27/qP/L/zYAOwAjAF7///7Y/oH+o/7a/pD/s/99/3P/lv9HACIBhQFeAYMBswF6AWAB9gDfAKkAyP+9/qz9qvz0+4r8I/0X/j3/mP+aAKwArwCtAfsBXgKtAqACygF5AUcBeQDp/0X/1v6Q/ir+Sv15/bX91v2O/gz/WP9O/13/4//lALIBIwKsAuUC+QEXAecAVgB+//j+mv7+/or/bP/D/6H/iv8d/5D+Cf80/6L/OwCxANcAKgFiAVwBRAHFAF4A4f8BAMwAFQGIAQUBJv+R/gL+u/1l/r7+If9R/4j/7f+DADYAWQA3AbQAIQGkAcMB4AFdAfkAWgCK/7X+hP4o/qn9ff3+/U/+JP7O/jIA4ACBAVoC7QHFAYUBngHXAT4BkwBgAD4Au/9I/xL/Uv5V/W79C/0m/Vz+yv9GAfsBWgJ+Ah0CfQGxAC8AXgBwAJAAcwA0/9/+xv79/Z791P2O/jj/EgBBAAMAiwAYAWkB6QELAcYADAHhAB8BqQBxAKf/O/4J/mf+Rv4S/6//gf9C/8P+BP+B//L/zwCxAecBTwJmAoEBRgFrAC//vv7H/hP/cf8TAKL/R/+n/zf/Hv9x/5H/UwCGAIoAfgB4ALsAAAAJAPj/g/8cAOcAqAECAvUBegFyAOz/1f8f/4f/gQAUAEn/Z/69/ar9vf3Q/ln/qP9TAXsBXgGDAT4BWgElAXwBrQFaATMBCAGNAOL/y/8G/9n9Ff4o/iT+0P4d/xMA3gAWARoCywGaAUcC/QHtASkCuwHOAGgAU/+Z/rP+gP6B/kD++f0G/mr+C/+p/2YAHgGyAX4C6AL2AtoCuAIOAo4BqgBl/yD/cf4t/gr+vP3Z/cn9Of5F/6j/FwCqAMEAPQH8AaYCzAIhAtkBIALGAUcBaQBL/6f+4f4W/yv+Df5q/lL+Dv+T/2cAtQA0ACwBEwHkABQB/ADsASMCEwKqAfcArgAaAIP/dv90/0T/U/+H/x8AFwDY/+D/wP+i//3/5wDRAAUBpAGXAZsBOAECASEBoABJACMA7f8OAOr/sP/I/xMA3//O/1f/Ov+bAHQAnQBQAWMBogFpAZwBUgEAAcwAwf9l/3L/lP/A/1z/Gf/e/pj+wv7+/jX/lv8sAAoBLQEpAT0BkgFKAlkCKwKdAYMBPQGgACQA7v9b/3H+df51/tj+Qv+m/0YA3wDwAJEAlgCPAIAAJQGPAWEBHwEzAaoAsv+U/9T+xP4N/wr/av9j/5z/3P+s/5n/uf/v/0QAQwDPAKUByAFEAaUAQQAaADkA7f8PACsAmwDsAN4AEAHfAHABqgFoAZgB3AB6AOEAUgB1AK8AAAFJAUABhwFHAVEBIgHvAKkAQQDD/zn/Vv/i/zgAEAADADgAdgBaAJ7/Vv8u/xf/AABhAJIAlwBzAGYASwBeANP/w/+6/3H/e/+h/8b/gP+I/wQAOgBfAOX/A//G/uT+EP///lb/aP+z/xUAAQCh/97+Lf9M/9n+Wv9EAA0ALgDPAPr/l//Y/5v/yf/z//r/kQATAcIAKwCi/9r+1P5d////iwCVAFMAPABPAO//7P/d/4YARAFCAdoB3wFrAcwAOwBOAK//Qv/j/yEAtwA4AVoBiQF6AXcBRQErAWAB6QAWAB4A//8OACQAKADdADMBvQEzAt0BggG+AIkA/gCoAJgAgwAbAPj/jv8t/8L+zf15/eT9/f0f/rj+Nf9u/zEA/QBpAYIBAAE5ABAADwDD/2b/Tf92/2b/Z//A/lz+fv44/q/+NP9n/w8A2gBaASMBEAEVAZQA+//M/5r/Wf9X/0H/J/+1/o3+2P6y/mL+Bv+y/+H/IQByAIgAdwA6APX/CwDB//P/yf9T/3v/zf8WANH/mv/0/00A4P/R/2wAeACuALoAdgDLAKUAQgDz/0QAhwBeAG4AKwASAE8AegAUAL//cP9J/5z/4v/1/+z/yf8aAFoA0v/n/xkA/f/T/2b/I/8R/2b/Zv92/7P/9f9mAFMAfQDx/6D/HwBcADkAcAD5AO4ALAGlAH8AAABw/8b/fP91/0//CP8F/7f/ZgBgAHIAbAAAAID/Hf9T/87/3P+JAFMBGAG4ABYA1v/W/6D/vP/w/53/YP+p/z7/bv+C/5D/GwBgAM8AeQDf/7T/4v8zAMIA4wDEAOEAkgA8AOf/3v/Q/5T/dv86/zL/Pv9R/5L/yv+D/xP/9P4t/0z/xv8IAEcArABIAHgAkgDF/7v+fv4Q//T+jf6d/vH+gv/P/xMAFgDu/0sAfwB6AFQANwAqABYAYgBzAC0ALwD4/4L/Kv/1/uD+6P5Y/7f/sv/d/93/wf/4/3IA6gAeAVIBlgGIAQUBcADS//j//f+U/3f/fP98/57/KACa/w//O/+P/x0ATwCBAF8B2QGUAY8BGAGUAFoAQACAADAAGwBWAMv/t//b/4D/c/88/3j/cgCnALIAqgDsAHIBMwGlAHH/vP47/sL9xP1Q/U39nP1F/gX/Ov90/wEALgBDAJAA5ABBAXsBXgGIAAAAWf/T/uP+xf6n/tn+Kf9h/0P/5f4M/wb/U//g/yEAmQDeABUBHgHMACoANf+Y/rn+J/+C/5n/ff+A/+b/5/9v/5v///9CAEoAGQB/AA0B3wDUAJMAFADz/6f/q//Q/9b/8P+8AOgABwFJAYUAswDuAO8AegGrAZABHQFRAAMAtf/r/gb/cv++/w0A8f+Y/zb/uP9EAJsA+QAAAeoAtABfAK7/hP/d/4v/Q/9g/0P/Gf83/zD/Gf8e/yX/gv/R/34AnwBVAIIAcgBgANz/JP/w/g//Bf8X//3+Ev+b//P/+/9r/1r/ov9m/zb/fP+1/3z/WP9Z/z3/aP9L/0P/iP+K/8f/wP/i/zcAuwDsANUAugAxAOX/zv+0/3j/hf9s//v/XABEAFEAjP9j/5L/0f9OADIABQArAFYAUABdAGAAOwBXAB8A7v+m/7D/KQBoAKwAdQBHAHoAlgABAMH/hf9Z/6H/if9w/zH/TP/e/+v/zv/V/7P/g/9J/1z/jf/3/04ArgClAHwAYAAZADUACwD+/9T/v/+a/2P/Hf/+/iP/ov6U/v7+h/8mADMADACLAB8BoQBaAJEAtwDDACYA3f95/xf/S/9T/4H/iv+8//n/7P8QAHMAcgASAGMAOADi/w4A/P8jAGEAPQDf/+v/5P/B/7z/bv+Y/8D/+v9oAHkAawA1AFQA9/8o/+X+9f5H/9P/FAD0/y4AUADm/7b/1P/b/5v/s//i/5X/sv/n/w8A0//C/9b/ov/Z/wAAVwAFAFT/IP/T/pP+mv6f/qr+8v4//5//2P/V/wQAOABlAJYAmgCDAJEAGgEhAW0Ao//s/rr+6/43/2j/vv/t/+j/uv9n/9T/MQD0/6z/2P9QABMA/P9WAJwA0gByAAUArf91/7P/3P+3/8v//f+y/6j/rP/Q/9f/rP/v/wQAtgD/ANEA2QB4AEkA0v9n/2P/OP90/2n/cf+5/0z/cf+b/4H/zv8xAI0ASQCr/6X/1v+1/5//aP93/6L/kf+9/xEAZQD2/2H/AP/C/kb/fv/U/xwA/v8OAAgAEgAHAA0AGwC8/17/SP8o/zn/kP+v/2r/R/+e/2QAiAALAOn/qv/T//T/2//9/yMAYQAKAMn/cP9E/7H/n/+f/9v/IgBqAIUAPgDS/8v/+v8CAPL/RwCDAEwAIAAQAM//6P9RAEsAdABeAB8A5f+T/4f/Xf98/6b/gv+A/4v/hv+z/77/qf9w/zn/N/+C/xwAtwDJAHsAZgDu//7/9f/Z/ysAzv+U/z7//f4u/1b/Zv8n/9j+Af8Z/wf/i/8IACEAHgD4/xoAVQA5AFQAXQBEACoA+/8JANz/4P/g/83/LwDu/4n/gv+0//f/3v+d/67/5P/4/+//0f8oAFAAfgB7AKUA9wCGAG4A0P9a/1X/U/+1/8T/6/9QAD8ABwD0/97/9//Q/zcAlACKAGAANAA0AO7/6P/d/8j/oP+l/9z/tf+H/7P/0//F/7D/mf+K/5P/Y/+M/6X/bf+2//X/LACs/4z/AwAvAEYAHADn/87/xf+z/6j/vP8fADMA+v/n/y0AFADy/wYAEwA2AAkARAAxAAYAAACg/8//7v/w/xkAGgAEACEAggDUAAUB0wCBAAwAqv+u/+r/CACV/2v/gv/K/yUACwBAAFQAAQDN/+r/SACMAHMAHQAAANP/pf/U/xoA2/81/x3/Q/9S/6v/4P+z//j/TQDi/+r/eADzAOcAWwANAN//0/+//4b/2v9QAAMA0/9M/y7/kf91/6P/q/++/xUAQQBbAFsAEQAZANn/fv9E/x7/QP8P/9z+wP7w/n//DQAoAN3/zf8AAH4AxgC/AO8AFwEAAWQAZQAtAA0ACwCP/6L/9v94ANT/kP/L/9D/bwCJAMsAQQE8AWEB6QBUAEgAOQAlAL3/pf/G/9H/LACvAF4ABAApAOz/JgA3ADUApQC2AJ0ATwBOADwACwC6/4//6v/H//j/AwApAJIAhgBrAOT/AABLACAACwDx/+v/q/+B/6f/vP99/zP/Zf+c/8j/0f/d//P/r/8GAC4AFwCaALMAagDV/5j/BQAmAAMAZf8t/2H/OP9w/57/z//5/y0AoAC1ANcA7ADJAGQAOgBbABoAAwA/ACMA5//x/wUAHQC7/7r/DwB0APgA6wCzAKYArgCLAIUAfwCAAA8A1//k/8n/BgDk/yUAjgCaAJoAVwBOAK4AhQAJAAAA6v8eAGoAawClAJwAiQAcAL//z/+H/4z/av+t/7v/tP8yAAYA8P/4/yYAqv9Q/5D/DwCtAD0AEgDv/7//uP+8//b/tv+a/6v/of++/xwAXgAvANn/3/+o/37/1/+u/5n/b/+4/nr+Hf/J/zUA+QC5AfcBIAIkAoEB3ADmAJ4Ai/9J/xEAqwAeARABrQBsADQAdwD5APABeALdArUCIgJ0ApECZgIJAhQC+gFsAcQAJQC//1b/yv5p/vn+fv+R/5f/xf9NAIIAtAB+AAgAYAAeAcABmQE8AYYAo/8t/7r+OP6+/cP9MP6M/sD+Bv+P/9X/KgB7AKgA3ADjAF4BOQG0AEEAkP/J/oz+vf6f/pD+kv7J/iL/sv8AAAIAiwDoAHwAGAFcAQ4B1wB8AAcAQf8b/5j+2v7R/tD+Ff/W/nr/X/9R/00AxQBSAM0AdQGaAMAAHgEEAZ4AUwC0AA8A9f/Q/9f/s//R/rr+BP///gX/LgBaAecB5QHwAeQBtAHxAfkBKgL4Ac4AsQD5AHAA9f/Q/+H/+/+UAAcBMQE3ARUBMwFkAWYBqgH9ARgC6AF6AVUB7QCpAFAAWAC5AM8AtwAjALMAxAAlAAAAe/9g//T+6/4B/4v/+/8u/4z/9P/2/w0Av//j//D/u/8p/6P+ev7n/Uf+Tf5C/vT+g//v/5z/eAB2AbIBNwIIAtEBAQLPAc0BLgE0AM//kf95/+j+zf61/yAAjf+m/wEAwgBYAVEBzAHIAUMCOAJdAvQB7ADmAF4AaQDW/yz/Rf8n/6f+of53/9f/xv/4AB0CBwICAggCTQL7AbkBLAFfAWIB4gC8AD8ANADx/57/BP8y/+D+WP/i/+7/0QDkAAoBZwAZAOr/S/+7/or+Ef/z/tz+vP4x/1v/Kf/Z/2EAFAE9AZ4BxwHRAX0BJAHcAOr/e//7/if/r/7H/hP/EP+P/8//y/8uAKsAqQDdAEoAXwCDALYAPwDp/0gA2v9bAI4AOgBdAL0AkACuAL0AsgAoAXwAhAB7AO3/JgAjAFYA3/8iALgApwAcAZQAtABJAQgB+wBsAYkBpQCHACwA6v8qAIP/uP9IAH0ANAAjAAMA5P95AH4A7QBWARkBBAH9AL0A9/+X/8D/fP8r/zT/p//m/rb+xP9X/87/lQD4/y0A5v9t/7j/tf8+AHMAAAFDAb0ArwAFAYAAbv9N/5r/eP/F/wkAg/8IAHoApADYAEoB0AHbARgB/ADjALX/zv8GAGz/if+g/yj/JwAOAKv/DwBdAMMAxQDKAWoB1gATAYMAFAATAK0ASwBiAIwBEgGzAE8BpwBCALwAhQCeAMMAmgBIAHAAhABzAH8AhgAuAAYAqADAAAIACgDT/z3+c/7w/gf//f6v/zkALP95/yQAcgC2AOX/0f8GALr/S/+0/qj+XP6s/qH+gP58/7z/7f9SAD4AhgDd/6sALgGCAPUAnwC/AKv/mf5D//7/y//P/+3/kP/B/yEAewD5/y4AhwBHAIEApgCaAMIAdQAeAPr/CwC2AHsAyQCyALIApgB+ADsBwQDmANYAigB/AUQBWwH+AdwB5wG4AZQCMwJ5At8CQwJWAnMBSwEXAU8BvgAaADsAHAAnAAwASQAxAG4APgCYAMUAMgBYAMP/tf++/63/kf8z/zP/EP8z/0H/T//j/wEAYQD1/7L/zv/y/zAB2gD5ADkA7/8HAIb/5/9D/2v/Qf/g/mv/n/9i//v/1/9A/6j/Y//j/yIAqf/n/7b/wv+j/wz/Xv+B/0z/zf+o/83/7f8VAEIAxv/r/6H/+v/H/ygAaAAQANUAOwBVAIEAzADvAJAAYwBvAIcAOAC2AIsAtgAgAAAAOwC4/z4A9v+c/+v/AACZ/6H/uv9UADIARQDPAEgAvwB4AHkA9v9+/6sA5QCtAIoAtwBZAGAAvQClAEwAUACkAK4AkwBMAIQA8f/f/6r/+/5G/8z+rv5M///+If+2/+j/uf+xADABRwARAZcANQAJAEn/hv86AEIAFwCXABIAiADEAK8ArQBgAMgAzgDgAPQArQDHABEB3wD4/5sAwAEEAZYAXQBZAJoAxAAJAVQB0gAsABsAwP/p/9T/iv9f/3v+1f0x/p3+iP7e/q//Pv/3/pf/oP8mAHcAVQC6//b/lwC//wMAAABG/wz/BP8a/77+8v5K/6T/lP+X/53/Zv9NALgAuwCDAFUAVAAoAG4A9f9q/2H/f/+F/xn/if/D/z7/8P4v/8H/7/+pABIBYQDU//X/DAABADUAHQD5/+P/tv/p/9r/sP8OAEYADQAUAFgASgCe//7+Hv9L/23/df+V/7L/SACSACcAtAAxAWMBewFrAfcAfQAfAOv/wf9U/3D/iv+8/3f/U/8g/0//8f8CAIUAawBIAJ8AoQCEAD8ACwAEAOb/0v8YADUAbwCOAIgAkAD9/zAARwBCADAAWf8//w//6/4H/47/AQB//8P/EwDz/48AYgEnAZYAmwA6AOn/f/9b/3j/wf5s/jr+6/3c/R7+lv7L/vT+Kv+F/5r/Gf9P/8H/X//c/6P/c/++/+T+Ff8i/zL/cf+c/w0AgwCeAM8AoAHIAdYBKAGfAYYB7QDXARoBgQDx/wgAlAANAEIAuv9t/+3/BAA+AIMA2QDXAMEAlQCdAJQAmgBqAO7/IQC5/xf/mv7K/gX/8P7s/hf/if/R/+j/ff/d/wgA//8CALIAQADB/1MA+P+eAFQAqv/3/lX+9f4M/3L/CQDD/2T/F/9O/+X/0/+t/7f////M/2D/nf+b/9j/MgBNAGIAsAD+AFcAzP+QAGoAUQB5ADYAiABCAAUA0/9hAOr/4P89AJz/WQBLAAAAtACEACIAZgBwAPP/xP9QAKn/Sf9g/73+T/+6/8f/yf+A/6L/fv/F//f/JAAvAAsAkQByAHkAnAAYACoArf89/4//lP/d/wsARACMABgAiv8XABkAmv9G/xf/nf/q/8b/ef8kAIEA1P8TAIQAKgDZ//b/GgBLAEEAfADOAI8A0AANAQIBnwCoAMoAVQDf/7n/UgDY/0D/d/++/6v/jf+J/zL/hf/A/2b/Uv+T/xcAvgB7ADQAYwAVAGkA0ABJAF4AtgC+AJsA\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_pd = filtered_pd.loc[filtered_pd['fold'] == 5]\n",
    "row = test_pd.sample(1)\n",
    "filename = row['filename'].item()\n",
    "print(filename)\n",
    "waveform = load_wav_16k_mono(filename)\n",
    "print(f'Waveform values: {waveform}')\n",
    "_ = plt.plot(waveform)\n",
    "\n",
    "display.Audio(waveform, rate=16000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-10-27T05:54:26.889257Z",
     "iopub.status.busy": "2023-10-27T05:54:26.888990Z",
     "iopub.status.idle": "2023-10-27T05:54:27.190216Z",
     "shell.execute_reply": "2023-10-27T05:54:27.189409Z"
    },
    "id": "eYUzFxYJIcE1"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[YAMNet] The main sound is: Animal (0.9544865489006042)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Your model] The main sound is: dog (0.999213457107544)\n"
     ]
    }
   ],
   "source": [
    "# Run the model, check the output.\n",
    "scores, embeddings, spectrogram = yamnet_model(waveform)\n",
    "class_scores = tf.reduce_mean(scores, axis=0)\n",
    "top_class = tf.math.argmax(class_scores)\n",
    "inferred_class = class_names[top_class]\n",
    "top_score = class_scores[top_class]\n",
    "print(f'[YAMNet] The main sound is: {inferred_class} ({top_score})')\n",
    "\n",
    "reloaded_results = reloaded_model(waveform)\n",
    "your_top_class = tf.math.argmax(reloaded_results)\n",
    "your_inferred_class = my_classes[your_top_class]\n",
    "class_probabilities = tf.nn.softmax(reloaded_results, axis=-1)\n",
    "your_top_score = class_probabilities[your_top_class]\n",
    "print(f'[Your model] The main sound is: {your_inferred_class} ({your_top_score})')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "g8Tsym8Rq-0V"
   },
   "source": [
    "## Next steps\n",
    "\n",
    "You have created a model that can classify sounds from dogs or cats. With the same idea and a different dataset you can try, for example, building an [acoustic identifier of birds](https://www.kaggle.com/c/birdclef-2021/) based on their singing.\n",
    "\n",
    "Share your project with the TensorFlow team on social media!\n"
   ]
  }
 ],
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