{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Speaker Diarization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/diarization](https://github.com/huseinzol05/malaya-speech/tree/master/example/diarization).\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This module is language independent, so it save to use on different languages. Pretrained models trained on multilanguages.\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This is an application of malaya-speech Pipeline, read more about malaya-speech Pipeline at [malaya-speech/example/pipeline](https://github.com/huseinzol05/malaya-speech/tree/master/example/pipeline).\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What is Speaker Diarization\n", "\n", "In one audio sample, we want to know the timestamp for multiple speakers." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from malaya_speech import Pipeline\n", "import malaya_speech\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### load Speaker Vector\n", "\n", "So to know speakers similarity, we can use speaker vector, just load using `malaya_speech.speaker_vector.deep_model`. Read more about malaya-speech Speaker Vector at https://malaya-speech.readthedocs.io/en/latest/load-speaker-vector.html\n", "\n", "We are going to compare `conformer-base` and `vggvox-v2`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [], "source": [ "model_conformer = malaya_speech.speaker_vector.deep_model('conformer-base')\n", "model_vggvox2 = malaya_speech.speaker_vector.deep_model('vggvox-v2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load audio sample" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1634237, 16000)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y, sr = malaya_speech.load('speech/video/The-Singaporean-White-Boy.wav')\n", "len(y), sr" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# just going to take 60 seconds\n", "y = y[:sr * 60]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This audio extracted from https://www.youtube.com/watch?v=HylaY5e1awo&t=2s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load VAD\n", "\n", "We need to use VAD module to know which parts of the audio sample are speaker activities, read more about VAD at https://malaya-speech.readthedocs.io/en/latest/load-vad.html" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "vad = malaya_speech.vad.deep_model(model = 'vggvox-v2')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "frames = list(malaya_speech.utils.generator.frames(y, 30, sr))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = Pipeline()\n", "pipeline = (\n", " p.batching(5)\n", " .foreach_map(vad.predict)\n", " .flatten()\n", ")\n", "p.visualize()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/librosa/core/spectrum.py:224: UserWarning: n_fft=512 is too small for input signal of length=480\n", " n_fft, y.shape[-1]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1min 8s, sys: 13.1 s, total: 1min 21s\n", "Wall time: 17.6 s\n" ] }, { "data": { "text/plain": [ "dict_keys(['batching', 'predict', 'flatten'])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "result = p(frames)\n", "result.keys()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "frames_vad = [(frame, result['flatten'][no]) for no, frame in enumerate(frames)]\n", "grouped_vad = malaya_speech.utils.group.group_frames(frames_vad)\n", "grouped_vad = malaya_speech.utils.group.group_frames_threshold(grouped_vad, threshold_to_stop = 0.3)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, figsize = (15, 3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Speaker Similarity\n", "\n", "Simplest technique, calculate similarity,\n", "\n", "```python\n", "def speaker_similarity(\n", " vad_results,\n", " speaker_vector,\n", " similarity_threshold: float = 0.8,\n", " norm_function: Callable = None,\n", " return_embedding: bool = False,\n", "):\n", " \"\"\"\n", " Speaker diarization using L2-Norm similarity.\n", "\n", " Parameters\n", " ----------\n", " vad_results: List[Tuple[Frame, label]]\n", " results from VAD.\n", " speaker_vector: callable\n", " speaker vector object.\n", " speaker_change_results: List[Tuple[FRAME, float]], optional (default=None)\n", " results from speaker change module, must in float result.\n", " similarity_threshold: float, optional (default=0.8)\n", " if current voice activity sample similar at least 80%, we assumed it is from the same speaker.\n", " norm_function: Callable, optional(default=None)\n", " normalize function for speaker vectors.\n", " speaker_change_threshold: float, optional (default=0.5)\n", " in one voice activity sample can be more than one speaker, split it using this threshold.\n", "\n", " Returns\n", " -------\n", " result : List[Tuple[Frame, label]]\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not a speaker'),\n", " (, 'not a speaker'),\n", " (, 'speaker 0'),\n", " (, 'speaker 1'),\n", " (, 'speaker 2')]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_diarization_conformer = malaya_speech.diarization.speaker_similarity(grouped_vad, model_conformer)\n", "result_diarization_conformer[:5]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not a speaker'),\n", " (, 'not a speaker'),\n", " (, 'speaker 0'),\n", " (, 'speaker 1'),\n", " (, 'speaker 1')]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_diarization_vggvox2 = malaya_speech.diarization.speaker_similarity(grouped_vad, model_vggvox2)\n", "result_diarization_vggvox2[:5]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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o98WW5rH3PeBgP24knZNM2pAk4MaPM7zPg7HXftX6GlbtcaWVw43r1mNVyhQuu8sNLN9FSxB3u5vWi4E4HwR9Fi8YV6JjE1QQO0wh2NxzcxvVCX+4eJGmGbfcuM5hzWoxTwdsPLFnl4A9u+xFJEiSbCTQK1S1bYuANatFW06KzZsEbN8qYihg7ehEky80CBzYx4+rqH8pAyR9lG7o6wW6XRTMCTLqvf6RQ/bm1IF+YN3Hgi8FgdJp/fa+eoVDxAdja1cnx+QUGh4GQiHzv5EycrEwJ4RCcvTwjq3Flfr41sU6fONCcaOQjbjeJffTQhUb6+zMv4/TaCw7BZ+8oi8poGXEe61s1iKwRoQtxtHxozw2fCLi/Fnrtu7tMfllgQ084XDhHXUxn6PmT4etC/H+qLkGp5vv9fdBGNk3DqSSvOyWiqFN+XcyYW9sNjdxOHpYwKb1hdHUlyTgYiOHWHYPnkxYF0+0I8+1Y6toGKWtR0e7+b2v26jlYOQk2dpThu29xQmwu37dn7XyNINT16s6HYcO8lj7wcSo+WA19v3Y4zpBLQOTSgG7tgsFz9AiS0+WNh19S4Ig9LHj2U0lJ6aBp5BcvZLV1nRwMN++VcDxo+Nzqu/rBS5e4HH0cP7zK3IA0RH2641E5M8Uq9K2W0ZUhY6OHJaLEVkd9hUGAjAOP3hfxMdrnUcNWrFrh4i9u4J/QHWEas69yhAxqGbHNhHxGIeeAhX2kzJysaxNBhFKgCx/5GQc7v9UdgpZsXmDiG2bc/8uEpHTQZVD5wfvi9i9QzQshtV+1bidW7LF+5JJzvKA7RWXm7hx6VTUcwj6gTK/q7l4If8dJhK5OtUA0NLMYevmsbmj+4b/a2ZaAkY4awNgsTHb7mUyQKuSSt1o3WZm7ZpJF3bu3rpJxNZNhT37HTvib786HvZWNsRNwUwjgubQt8Jsdjf6nZFRVdH5tSr+Gh/Ul2E4aVHY0muudXA4e0bA3j3yfQ/s57F3t2Bq+NTbr5uxcxv7GLzcZNFuKuO0VXaJ3v4jLQFbe8uLFmBnxyBuhXqNY9HA7+tzdh91llZPN4drHfI7cjvO+xI8tvaUFSyS/PhRHus+thhfmmYMYm2Tc2d49PVxBS/kPD6tDD5zNUbGZYIwo/Oas0XPTvromtWi75vv8UbMwcF8cIBDawufFxk6PJxf+bjQJJPApYvGaWrKzzMmEg5O9hrjJNMth5ERYOM6ER+8L+ujqfV1WTgeCo4+JasBrr/PIqKtgPT1jY/K4GYc3F8Y5xLL+PrwfRGffCQiU0D9TCWqa99eIUdjsNngkBoyWa/Ua9ne3YU55J86IWDzxvG3P41G/YlWZ+VKW+573LZZwK4dudqDJ44JCBtUcT990nzMOD3wvt9Vgb+se3pc1y/Ryzgxk0doNIkYT8cnvuye1dqXTMA3h6sT/JCp03P8BBknw9NKIsSqIFi0d4qDu3qP4iRS1jsl22TfHv01byhsvl93i5X8g51oZz329gdnn+yWhM3o93NWmZIGl1NHNp8/N9avt7jcq/zD1Ups7S1HqEBFBFtbeFvFZwHzoINCoh4XekbuVAo4dYL3dW0JRksQBDGuuOEwIuvEcbYpR0njb2sd+/vuG7Lsw4iNiFQt3Te4HE3n8YISmWxXGkEth3BVo6G1eYPomXGi+waH9R8LWPexYKuAxMnjPM6cEnDDINrBr42pNA41hg03yoxfpdjfOOf5GR9m53YRux0UbmE1QkciwPlzbLp7u7aL2GEjksZr7Bxqr3dxaL/K6Y6rVhv6vHaRpKxUgI2HdVpIikUTEBgziDhJJTUzgvqduu4lHdHib/VZje6plPeVy48ezr13NJo1iuik269dk/8zK43Xw4POooyPZZ18QwU6MDvF7On00mp7fZYdamuR94LjsZiblfzIx2tFfGQzXXy8aMESxSPsUcFntcRVSKdo7RafIv7TaeQVmtPjnE7tFKbrZ8fQhu4KR5/3EztO90JlAxni4VyU8qgAqJ/4of8eGbbvGOnqNH+O5iYOl5t4fPSB6JvsYPF3mQElMY50KQmi0CgyA9FobgqxFWbFxZKJsY2xng5qa7awjNZDHYvJsg4shua9uwUc3D/+UuKdRol8+L5qA2aw0F9pM640zcre3QJiMQ7xGGeZvqbeHCnfK20w3yrREV5peym0OihS5BaWYjlOCP6WS0at8eV3iHiSUd7jwD4BjecEXwqreY6mza516BvCB/plQ9nhgwI+3SMU1Oiyab2ALZtES+1iNU7774ljbNtXRQvXKKLKDMXwqEdkuPgjL2JiiFRHvSazB7PhFIcz4eI4RSIRzrIvShLw0Qdy5XI9Y4XXKPsRtVHUiRNz0GXxw8Gk9eff66zAUYeGa7eYGSz9mMrjcfM9jxIFp35vly7ae29BKGI0Hii0rTqQNSF8ToO73sVZrmdGkYVSBti8QbDUFrbaQ0uSfmSj2Zy9bUvh1pIzp701V2kNcDt1NJPDLmXi1qwWmYzgVtgJJGpVFTw0c4h76YRSO/e9Lt7pJV7s891+u3RSxOlT5rVvNm0Qsf5jb8eW+n4ff+SPDWRCGpSvRgXciLv7ajGDQjMEQYwV21HS91qanY+XeBzY/ymPj9eKOHfGeNz293M591S40sphcIDD7h2CI0kIVpIJYMc2wbUulCTJWph29EO9WPyNNoZHDws4sE9/gcmkvY9+SRpsjOPx/Gdk8rabPJ/Rol2MQ8uBQbZ0Xr9kXi5Gipsqrz78Dw7kjuFzZ3g0XfJuzWXtsqP9bRxEeGkf8eB+QdeRp42iXrumcO99ZITL+TcTDl87q9NgvNLfZz33mk1j67vHNCCVKPDvNNXin69VmRqi/cTMSBgOA4MqI/K2LYWrXO5WjqMv4W7OZnkbR0KlWN1V6eo+auxFgTvvL3t389i31177rPtIxIZPjA+9esPizCl7h+RCayfbxa2Tn4Webv/voYeRZj2gH/E+0dm3V0BLs/kYMZoLkylgeJizLWXV3CRH+Q/0y4a2D94T8claMS+raXiIfex7ER1rdA2v655oC8Vu6c3XTO5xOa8Xg6hq3jh10nhONMrwunSRw5ZN9go4m+ni2zk//rDuWbzd6K7AsCTJRez17nuRQePfEpdbp+5TK9F0kc8NsFHhhSSFXo2VHPkTnyK/x99oYeDv2qrxFy01eT+/EefxdmMdfnqlylKzLDUODpgTFUkC1t8oR3t0/EWS3mwoqaR2Fo2B/txJ8/xZftRbrFdAR0HRXWtr5fM0EQHZiLF+HVufcbLx6eriMNDP4fBB+R6ZtJxab3fj39cna2Fu3WKjf3swH505bXw/o4jCD9eIzDIlbhgckAsI7Nye+4zqKMBUzL62WZtBJPK1DllLKojRMG2tvG60yWmXxVhaR4p7gG66ONaPLl7I/X4XGnmcNtn8sqDeALc2W0dDAvYOS0ZIkr5BKp2wV73c8j46kZNBPXx77YSSJP0DpVHEidfjOpORchyJhUgxj0Q4V87LFpUD6ZhGPz2A0x62bhLzouhiNvUMvUKv/yQTcsSZ3ppy0mUhNE5zyUIY/BPZjLDtWwXHNTEA67HQfYMfDUDQfs6s4FvKpA1i2cyBiexSsmPQaXVYVJ5lfA30e9/KputuAM/eVjIl3t0nv1ioXyjF/VpaeGxWFc/91EEmj8KQB/upQhW4nbAwjh+l0LuWM6cEDIU5tLXm/j4cYivspyUG9qyaFJfb95zsU9qvcvh0j6Ab5KaW0NSidrCanR3c7v1SI7JT2CiSe9cOtvFnd49rVczSC1zfIZLidDXw3m6sc+Vp+NaFWt3PnxsScdokZS9l0siKkfnyiIhvXDB/tv0DE784RFDJANjdX4a/bavGyVDwK2DfLFwZMZ7oemxIEuzYlltsTy/Nyupqak3EnIlZ4pgKzW34REQ6BVxs5Jj1qRSjkRJdefoUj9075dSUTIZ9oVE20zGDdOp0Wl4U1dfzOxovrXN4U4wZrRaRE2dO6f++o52z1FNWDtIXsoV6lEJzp07w2LMr97qJoSrda5i1u1E0NCCnVn+6Z+weRw/z2Lo5GE6sQwfy27Svz6APjJP9t9pD7seZUa1pe72Lx3qras3qz7ow/G7bLGDThvwU/c6D93ietqalkAXtvES9GR5iiEJtusjhk4/EvLm98Zz+3ONk028WPXv0kIQtG8XRKujpuP+Fe4bCnGVEjZn+tDpLL6ZxRhQr8srqUJPnVCqQcUkbyTU4kP83iqTWsaPy3/bbLHhkh7CJMfVEqAQ/a/cgUlmSHfuDAxwO7BNGZczs4qQoUTolR0R+8L7L+VHTTMkkW4fRzvcH9vEY8Vi3u5D0aDJyk4zGBpZ50k3NEicE0J6MnsGZTH+XSct1QZxG6jZf5rBrh6gbvdhtUAPArYHLy1nM6yhiNVqnW1CvaURbC4e9u82lDgC4HgCs/eHGdYtCs5prbt0smgZ8GdGUmW37MwpDWSkpO6/pyCF5fbbrmOhQRWyrA95uaLIAmy97s3e6bKC9zFpsPV6ADBa7uGqZaBr406banNQ6K/70Ug2+1lhr+XdJA4/gzzqq8C/XqjBssOHyajGKBzGEo0gMpzi831XBvEnxkp93VgaioAwBRE20BfUMkmZ0tKuK7bks4KKNfhlm1LZc+4GIs2cEZj0hbZTCgCpt/8P3RXzwnqh7EM2/kPmvz5zmcfigYNguyoako53DWYe6YizPyaoReumi/jMcOiDo6ylnv386ZRz9crmJR08323fr6DD+u7MmUdkAcu5xpY0frWRdfNifIyhPbAejTW/KRUV5bTvYccKo5yO7KMVuhg0q17s98JlFIZ81kQiyIhGXIy7bM/W2PxtJcbgxYHzINtp0x2PyPdWVwA8fEnD+rIXTKjuOQ5rxyardz4KZU/TiBfkl7tlVOIfTxQucbuqimn6V9q52z5pWjQhtH/zJlWrXz2eFnlFFbSAPUiExbfozy8HZ6IziN7/orMS5YfeBFtro1MOHnPVtJ3P2WlXROTfZBC0OD/dag3LnNR4b14sFzVjysnjWkcFcB1fjcLDlPMYb6QxbP/voQwHNl3l8alGA1GjuO5WNGtbbnxudB5QzgNOgEzvOdCsH9skCZDN6SSHXoGNHBXTf4NnOiDqwPqvd72T090r2yK4dcrF1pwxK+oFAfpOw6fBVN8PmDWPft0uzx3RzRrF8BjvvLoAHP1ejX9ENO24jijSS5iGBQ7dLjWMvDL5Rk8mxNxGMSDU/YS0StaG7HIcHS/G/OypNI8C9QjumirVxJ3Ip1Np77AjvKmLwwD57c4tdY7iC3uS/fauIax0WxS8srqtEQBt5IE9nI4IPHRAceYwB85QeBT1ZEVbMdKCU73/0CG9a9IoVs7RZR9cLkKHDa4qlnZqHxGH7FgFbNuWus31u0mvNsmgleSNoFYU3FHZeuMOoH7otBGIW9eMmc2Ewa5w9k15g+7O/6KzAletLDA9HaumC4WHZiNx5jUMk2/7quWUozKHxPNs81q/pH0aHBqdFTK3IKLU1CjBHsBSHux4fGz9xi7ofhZzXYjE5C8iMIMoNKUT1NMA1P/KyPa0k+PxAa/yxW/j2+nXOODPLxqW0B3Y77XrBoSam0Xe1u3d0gyKdZghDGx4PlSCeAYbSmghlm2emkZFgj8cgo+6uypwdDnOmS4SVxEzSxj7NLI2fBW1xOjM+tKjHYFRcG2Af10ZnEz+KvR06YGH49+g+akk07TUlSdM2Bl+TVZbIzvxp9rcDAxzar3Lo6+WQiBf33LBNp2Ci16jruqj31WbSSwqshReTOtnYavSytY0IyEkuB1cz0d+0yRISkbT9y9gxQjvFzGAM5KcBqumMTXyD8j91sHmOlDXiYqQEm3vYo9GJCYZPh560xvjY1srnSFoA1hOxmkyGQzhsr4r3xQtygQqziF/t1zeKrj180CKVyKId+7IbpyMGEUNeROWxGHLVUZs9Pfaur4340vPqGkWFnjaQ0CgUXhRF8ALWjaFSzOV6nLeUCDo86H+qPiuDgxyGwhzCKv3uDoNCIWricX3DcJ/BgeNaB4cP3hPx0YciNqwTcfSwcf/asknM0RO0g9HhZMtGMW+OCwTZ/jUg2Y9WvRSR+xmLQ0uZJ1uaOSRxYRoeAAAgAElEQVQTitwP230SkQo0nht7r2EDrXc17Vc5y4Oie4KxnTeTvNBSyKw7r6SDtFGcmbR8eGs877z9mVL4dS4f0WQgeLkdsnqPeoEcdt69k3uaceMGh317BJw5xeu2g523o93bqbUs/VqLTxnUI9DTevYLt2vCwYES/GtnJf7sUn7GL6vjWJLk9XTjOhEnjul/d9Z3efokbyh/ZosgOvRNGsHIoBse1P0xAOs9vN5ve1xmchYEk3fHWvjUqA+NGGSAuYHj/Ots6swy9ZlGXUtkVPrnPes9J+tcqD03mAUPHdxvXkzP0ulVIA4xFjR3wzWTTNccXHRDPQnGaBTYs5PHmtUi1n1k3Q+Syew71XmOYp8zfF89Wwx0V3f0sRkmjaonG71T9c9Ph80P11eyRYr0Du5m6f0TGd1ICdXPQkWIcLs534Q9jgyWYMjnd2O19K5ZLTqqGp22iKxiubeWrZtEW1W8FWkEtYEkL/qG8SFYIssU7FVaz35GI0VhZHg0KroAQPfwcM4kfd7IWGeI6s8Tcc3h1aIdmwwkNNIJfWOo24N1HgE50Gg1eY1QImD/sqUGP+8019YMyFfLIa6KfjA6nKn7+LqPZMOwlqGwfh89fTL3mlfaeFzQGKTabETj9zoomhPE6C9FDzgG504GFqkQRZbjxnVeJW3B1t43jt2O8+fsHWoOHxTyIhBZsi16bGjuBWUcqfdr501kEAr9vF5FNF3QRK4rB7LzZ50fdLWaiKwMahzIXrapohVphN69jM5GrLiJsFb0hi838boPZyua0OQ5FCNK82XZ4Z9MyoWQJwJqyTQjMmnjtaMp69RL6EQjs8pQShLQcln+vGGkK+OrbLrEG8qf2cHNuPqo8g5fgtXMmqDpovxbrcHPLOvGTs0ZtqcIBmbvjnWfzhIR6hWCj/bSZlW9ALUMo9pwaVVjRg3rfK3VDl5rElXeec07E+DFRrZC2Cx4fqZzgVZyzkjyop0hGEaP7VsF9PQYn3u09//4QxF7dgm6+t/FbjfPepORhIVbrbYfNdc4/uwBi8J6+wbkg9SpISr8phDTMe45sKkRBWQwyeG9rkr8rKMS/7ezAv/kRcEWHbTvXjFIqLES+ldz8jiPC41sk3Aho0aVCfzD90VTD64ZrIu/09RsdXq90b30Ipy7ujgc2MfrpoqbpY+eNyh+ZYT66nt3Czlp+07nkMFm/dR8bXEDt8a7kydkb/GNIlebZi3+oN1Y+O1Y8hpWTbldOwRsXG9yAjD42iM66evnNAapDINTS2H3DuMNupHhksV4YMS+T/059dhNcXeKOrJIK1mhZpDRgeIEbcaLHs06VcEBYEDTP43WotBgYR0H/3i1Midj7IPrFYZ/K6EwBYgkCXnFVL3ETkqoG/TesTayWS912SlbNCm9rSPWznC3e/F4zHmHUBsO3Ep/sHy8KbvGj0SA3TuN2+bMqYlzQpEkWWLgw/dF3X4/bLJmSYzGx75ezrbDTiEcchYQ4SdnSufgXy2c6k4w61VKbRWtJIG25ooay/okRd7CrVltnsmlJjmicl5MnOEHANhvYUMyg2Vs7Nk1Npcp86hTCUYFu9rBRtid18+eEXDsSH6fcVKUb0uP+4hkr2TPtJHxRkVonUZzm63DRw/zWPeRmFe4ur+P058iJopBOV7giF7DzbHq551xthfs1tM/0TkRHotgOhX2P2Wa3ocxvQkeP71ShQ3dZfiHq7IBOZXduERSHI6FSk0jldygjV7ftT1/Y9/dzWHPLh49Z5dZXq/5Mo9zZ9jG6NZNhUu9WfeROLoZUHtw7UQVmKUweTFTtrePXcWOoWD/XoHJK62VnZAM5nejyujqAiKDgxyGhsb+/6oLbWYmbC6qHe25z6MUwrKSLvEbs2JsZqzuNDYsBZFWBg3AD94T0dfLmaY9BsGMrhgutan6ey2K9JjBWhzTLqzFSwvFnp1yG6XT9goFeYVRayiSMgrJJAAdY8G2LSI+3W1/znBqkLsYKcnTSt3QXYZWnaxAtzVLWIlGwVxMlQVtHz3sgZQJS3PrZTtcacstKKh9b0ddREZqa7b0BHwPrP7urrWkNZ/XG4fKHLhti7mh/dyZiWPR2r93rE98slbMi8xmcTpY0d7ufA3YulnEpvUiMmlgaGjs506Ljim0tbgP4jgwUHhpLy/XrCCszOr5zoyes8tH/9t09AVwaFo90lmPgg1Z6mhcviS/dSOnu181EIwc5E7uZ2RstcuwAxldLaHBIIwidyhnUWUfpH4nbgMEnJ4vzQj2rsWEjqj7jeWVqIi3G+twdPDmi1A+aSAHwjKH+F3c5ZpGvzo8ziLu/GRDdzkuj4jY1VeOS5ESHAuV4tN+efOknWCSGeDoYAl7qkycN/3bpoj1BnZgQD5Qxvons92UAUlyngbV1ensc5vW539XVt1PLSMjGh0r9SMxvBu9Yl+tzf5O3UayE1o26rQTkJ+qrO5X1zxMs9LF5is/quNVB7xL2/YbbQSuWeRSEDGSqvACp2PWzRq3ZrVoWZCs2KRS/mgSukEphHJgH4/1HztrvwEbKaRajKSKtJXt02lguGu67t8apS6aMRKzXwU9bRD9tquvHP+fTlZgX1LAf29zly3IwkYdKRovGQzIIfGaNCUvCnQg6d26dolhr+UFjlvTQ4Oy9uPFTts1KoZcaLTrullktmM8aOsLFzhcV+2zt28V87I67KA2TtuhXXVu/NAkW8MJLOOk0WYWnx8YpeP7SSYxZkswy/Rqdego8BNtNLDe3HPEA/sQSwbc6VPmNi2/9HGNClXbyTb2mnYP7HtucZJtZrUWDg85W3GVy374vqpdXG6F/NhLedZjCl2l+NN+g5B4B8/Rl9TvvKyFDcYjP7/mPC3I7+gJreHyX67ZP3BNVPSij5S0HHWUy1+1VONvL5VidVclTlhoiQNAc0TAj1tqcNCkaFfIQudPi1WRO1ZuXDceh6Yp8AD2e5AurhilnU5xG9c5l84A9D3IflQ8ZiEadSY/wqJhWizcppgVm3Ao9/mvxfw3RqQl4OKwv/fRc6SYoedxd2rs2MKYEeG3c9UvtNFUwwEaA24OMtrCaV6gnWs3bxCRjHhjsEhLwNXuRbY/l3FwmrjOmLHnN16loto1PLFEibGSguBrwF2PJmK5TeeA7cf9WSVF1Pd2m+mgld7RSgfYJR525zhZ59CZNVGxCspoPCfkFXk2MpykUkBPN1BRadx7na6pUY3R7u3GOmcXcoiX2r9Oowc/+rDwfVfKsK0r2qytIPJ/dbL73u8qXMaf2fx76qQ/63cQt7BdAdmreE2Ioai0HskEkEkJpjI6gHkBRi1GjgQ3uLL2VApjJ7611yvwzx2ViHokym2FthBBIgN0RL01dLbHJmanNiPC4En7cUsNdvb6U3WzbUTAsVDh05XGCxHGVJCuuIDmYflvWTTFFCO+NjpcTZglAkezOqmL3Dll317jZypElN3+TwVIGc7RRjcVl4356urhdgKUx4pYGVMIbUxAlr3Y8ImI3Tvtz4tqmY0BEx1VL9Be3UtDQiHx472GUxxOOEjNvsHXYEN32egY2N5bhn9sr8KZsPEB5lqMx75+53O5XYORXlGhsEn0s9l41h6I9f727Gke+/YGL+qGBW3UbVCygNQFZfQMj1YbZrcG/k/W5s9temtMfNAbY8U3LtRhaMT+tYLxtpzRfNmbp79oovmvh1J01qv1p5DOJKuDpFes+5jRkaZy9rltT22adI4jUbJXuAoAMgYBQnYwC2KYSLD0YRYnXdMl44w0NUcP89izS0RUp66BglOH00adQoReRbsPDk/x5kKMGBZIZKDVoBZAsSnkfJlxKJlwQkfSk1WPXIsTCRSnBkfCPn5kotgNtmIdE81NPK7tv9fys3ZkOY8d8d6+6eo0NK98bHffGRdwZqhEtxDeUIrDdy7V5FVfTTJGIOkZqa/FhJzF4l87K/E3bTV5aWfdcR4/uVKFuIPw9WBOy+4xa/e/aKlBTNXeRl7ejT1sVYTt8vcuizgaoad5N95ojjifAPQyCIZS3Gi0+Y4+6/fJpkk+MUdNx6f3m26Cjeg6dPfofw8rBjLVZa5a6JQ1nufx8VrzqIPWFrkCupHOsR3U2sdGDLooMKbwwXs+Ous0j8fy3oI4N/hxqN0/UIZfdFYilOSwp68U/3C1Em831uGTG+Wm1dH/qeYz2NVXjq9dqMNQikNvdt74Z5Pskb9urcFHN+xHd7DKVCSGra+tLaSV8/kh9syXsM5G/+IFvqhpgWqutHHYuknAuo/YxpVXWndeo9aa1svCcKLPa6cgolcFbfwmHUC1ur5etr9T6ia4LWDIqvGpoKxtbow1apKaNUP9v5u7yzyNkOS4/AXKjyWLdQ/h53qpvvThQzx2brMZdemB8f3TPf4GE2mLLLHSm3FepF4PI5kfNU4c8noFoQE2XVOnGuxRne/y9QuFjVL2m4uaIuZ6xvfjx7zru16M82RSLlhrJ3rSLbGB4r/37hvG/dhoX+rX7sPMKTc+djzeY5WJ4qS/7tllPvZYC61r0dvD6mXyFPsc6/mudFNPOcLJ3C/6Z021GE7zWKvRNfrWRf1Br22UP76k/3dfv1CHzpj8FRQpgD9vyV1wf9xSg5YREU0O0nMLoeV1aKAEH1/XN+aNpIHBbFtej/HY2VuKcJLD1xtrcSPO4+3GOny/qWbU0ChJsmbu/+6oHNXVVTOY5BBJcfhxi/mm5BSDRIJyP+Xf/7O9Elt6ypCW5AqdMYPBOJjkkMp+brNBARmjezk1Cmck4GsX6vC1C3W4EefRGeMti9RcGhbx0ytVyEjA2bCYozkdS8tyKOo04StRAd1xHmkJOBMWR/tOe1TAOxdrEUpaT9uJDJCSgHNDItpGBPQlePTEeSSyB69/6nAu/bFZ4wBIZORx+efNNRhRvati69fZIZ0Idmqi9sB8/Fh+n/Mi/ff40Wwxq4R7ra+D+4zHRbh9luvrK3gdcaU2+GkPayxd2shb7dUC7eQ6aRtayEnJ3lL+vcu1WNddgUsRuc/s7S8zzWRQp9j/49UqnLQozppwYSxinYOG2q2rRytjQxeLPqg2kHnRD7TFH/VwIicTGZaLAYbDHOKMut8XNNGdQZz3WxxEsuq9p5hJFW0/KERGxOG0ddFbK9yMUT2SDHschZEI0H61sO/FSw3KlCQgo5k/hlSSYNsZHPSspCXgf1zVCbQo4pj19eCqurYT42J/k30JmUJz5Yqzo3cqe2QvpBwji/4rKwFcZsYVZzVFzI3OD17Nddc63L/7nh4O27aItpzvH7zvziieCBdHJjOS4nD1xgJLZ2l/n0G7+jSsg6hfrUW7pnjhkHWzTjnJvLEKttIW2LYr66dGb4wfOSQUfF+lxheLzE+u6g/mmI4H8e3GOvxgZQiC6ld2+sCVqIjZ5QlLKQC7+q8AcDxcgoaaFDqiPMIpHrfUeK+Kvua6fIhfXJnC7PI0ppRK2Ntfik9UkV0rqpK4mD34b+yRf/4XWaPwYIrH/6+z2Tw7VIKPVdf4ldkjTNIHyjOV8iN5ERhakhJwfLAEH2S/w4XhEuwfKMVImsehwVJ8aV4E67rL8dqMGKoECf+ttXr0PfzeoiFs7yvH9j7g3roEToRK8B/mRwzv9X5XBY5kpTDqxAxCKR631yRxR20SM8rSkCSgOyHgkxvlCKd4vNsQwu6+UqzvrsDMsjGL6V+ojOkiJ+FL8yPY11+G3gSPByclsKe/DCW8hBvZaFy1h3swGcWG7lynSK2Ywa01Sd3I/K8tGcLfZgvhfO9yLQDgz1aEUKbpispzGlEjZnIOK07Y1VeGF6ePWc3U1Wv/UtUmR0OleHNWFOI4cFtmUsE2KJ/QMSADhZOocEIyyY2mBmsJX5lb4KdhJ6HaWG/dnNsvQgPAdP0aWqMcPKC/gXVa1E3LVZ/lk2LwRiaoM8ZjdnkGX2usxW01KfzGXDmUIs2pIkc1WUCxNFCu+XrvqJzF12I8YrwNAwvjBiAV80d2SeHTPQJee1PfM+pkI3jogIDDByU88lgG06bLiZScZqg5MSh7Ua05lOIxFx5bGF2ilgliRZt6Dcj6c4Wkq5OD3zNlQnK/9kXTHEr54ph4Nq4XcdfdBQxZgz0HnRX70yuxFLkD7/BgKT4/y1uh0I4oj79p0w8ASTG+Oj8iA81u7bpIn0tncyZZAsCnClZe4bCNlJb5UbO3kcp+cvY0j+bLHF57M+1r0TijXnM1KmB+RWHnmmITTwCVHhyPEjb2Fkb7kOsOCqO7zbYc6piNYswBH98ox/VwLXZudzbA/ToaanXqg4gfO5HrXc6/dyGifQ+4qK1k5Ow5fLB4Ur2+WGR6E/a+0OlwCe6uM19phlIcakTnb9hJ6u2pcClml6VHjbhfWTSEWeXeHbrUMgT/O5s6PL00jW5N+ynGZDewGpMVfsHw9ydCY8ZkhZGsYX8oxeOvWuVNz49b8p//v7WObYgUzWTdKIwsR1S6yopR+sxQCc4M6bfNT69U4fKI3L2NitGkJA4/UUlsrLXoI1pjMgCEU7yuMRnQ3/R92yAq3wy3xmQ91P0hrLn+Ny/U4d2GsZDPeMbZc/tNOhZsrW1taq0cbZM/fwyFgcoqQHC5DiRHvCkeoY1eNKKQKWyWmCwNp08JWLYiZfq8fQZFDrdsEvBFD4af19GAftEVEzC7PAMJnOHcmtBs9v/oUh1+uDIE3mDv9tetNQDu1f+lDlfaODTcam+t9yMqNJXi0H2Dw9UrHJYuy32BXQ7lSCSJw/lzPPr3cJg0WcJTz+R2SqNUaLPNbSjk/rAQxAhlJ+hFiBQ6DfD0SQH3MyxNrAZBPdqkGc4/nMXrZrF7vTijoT9iHGdg+jtWnFwjCRGAB54cC4yMyQCwuqsSv7/YeuJrbvLemGBq9A34XFKo+cCP+2xM3YN1jeOrto+6jgprBs2NTB3EiIAlVe43mX/XVp1znvEDllonfmBk8G2/wmFFg/sOyFqkEzCWaBsP0bFWJDJAKcPXUApDWkWqGgYB+GT3NSqSGRQuDYtYVOm9A8BNBnCkAJlmToImFHp63I+rRAIo9dCMEoiRrtU31psG9TRgAeDQgL9GJcWYDAB/1Vpju/Df2411o/9oZSC+oaPvpDUmB5k11+0ZqQuJYkwmxni7sQ5/1WJfo/qPL9b68DTukRjT/KO9k3x+EnuoI5TjcWDLJhHHj7qfiuODhX1PZ04FYvkAwFZpfud2+3Orl5W7/WRY8saZ8H+7KvHnzfbniAvDItISEEpy6HepQ3v+nIDTJ3ndaFM1iaGx59y8wf58zxIJt3e3IGu1av50cMD27UZR0h31Dh0d7Q4yqcxkPRgx08Ie7wQ1OsdoT+sFPRaSXr5g8/s0nmPrt4repF6k+ab17vd5YQ8cMmY0DovYz1CclLWmjIJRoIQWXyKUTd61227thSHW7BqFMBQAwOYe4wwap4aONNjneq30JAtrVovYu9ubucPNe1yXul8389aMfpai4Q5gkStsPF+cvfD2rfrz36WL3jwPq1yUtsivF3hRXNMr3mEMqLrAGPx38gSvW7TP74LlejQ3+993zeQr2qMC/qG9CutueF+Xy0028Injwel/fvGJRX0muwTCIvDB9Upcj5k/yv9q1z/wdMYFXzfmWt7rcm5EvRode3mnw2TwJApPF+MhRE0moLL9oSvWGqoAEOmu9/zeJ447mzrXrBZz0toVD2VvD4dkwl16tpRWR4I4vw4rTgsMuOHSRU5XFoBFN4qlIIwe59NzXa8xXmtGa+E8DAvrceDUvBQR8c0Ltfje5Vpcirhf25ou8Z4VzzIi1Dov5//NCvhp3x6rMcwufQbaesUutqGQyADXi2GsdEE4HMz1y8+ocLMCm15wrYPDjRu57br/U58OYNm5U68Gge1L6aRSOz10hhmcjZcjAv5XexXW3qiwHMMRDyU51PhTvM/4d27rQngx15lpmBZqKjUrdN1SACPO1t4yRFIc3m6sw+WIgBOhEmzvtZaJ0ismpo0+7e+zvv/mDe7ng79t9cbROeLC4HmCsaZQkPCquCzrHr+tlfN8j3LtAHtW27hD4rB9a/74KEY0d0sRznFqPsoakq9Ezc8NGUm2m2UkoDtbC8uK7hv648BtQWAz9u3lA7NfLzSBORn8dWv1qEdV7110xQV844J+BJ5epK9fdMUFDDmMWvuH9irs7y9FJMXh59eCG91LTGxOMhw2jwyW4CdXgh21lhxmi2DgBXn1+HSPd9Odm0X4sk7k5cgIh4/XivjYhcdwuGsGPnxfQCIBrPtoYjqszpwS8NEHYp7hnaVauVMOpFfioCYTJiPJBUZjaTkS6O9aq/B2Y52rNHY3dGS8d5oAwPob5UxyHfsHyiBlza5aGSS/cRqBp45wBoCN6wo/ZiRJTrlXDuhOnR5ewOI0+VlHZY7mfhAoVMShHSRJNr6/3ViHH13WX6ckHx21LMbJLo2uu7pgshnpDI+D+wV8urswETzKI3lRXHG4a1r+Dx1eliW45KeqKMv92TXkckTABZ0i4dqmZ3E49CVy9xJpSSfj02RtTDg0/ppFQOpF3tlBLZHgB6wOhEHJ+v0q2acbu/3V83fCocGy0UzNn16txi86K7G5p9zR+fXTPbljfed267UyEnE/Xttjou2sYD0UWUKlcLodzhlIfwWdzk7OlYasHU4cF9Dc5P24DZJhrikiIGqw1+xJ8LaLyMWi+e+GZS+bSQOfrBXy3u3AgLvMuUKSysj7DWAs0LLTItjtWKgE/3KtCp/2l+LHLTU5sqlGGAWlXPAxo+B6F1+Qwsxe0d3t3RwRGINyGhy+e7kW/72tCv/cob+Qp32O8mLlz5pyDdutIwJztMnaGxX406bawEZ9EhOfnzPoY7/XVYmWERHXGLyAgYfPIByGrSrDfjLko55VJsN5nsaiR7HlLro0mymrtHa3ab/agrI/66jE9y/X4o8u1eG7l2txNSa3+Tcv1OWtBbE0MOAg/dQOUY+K8mnZ3V/GnO5XLDatH7+paVJGTtvfuV00PTwZaXx7yT9erYIkmafeN3lQz8FrNm0QEY8VT8dSj33plWgcltuqLykgngF29ZUilZHrgQylOJ8jlK3ng//VUTX6rhMZ4PuXa/FNVXBGKMnhykj+2Eokx4xnibizQpJ22LtLQCbNeyJdkhzOd5IbFaF1wtuNdaMHZS1KHZefXq3G/2yvsjSWsHQPbZ2Ob1yow7cv1iGS4nCi6T6sWS2a1kQwy8pwip+HdVbMDCusBuXj6cXM99vZV45zQyLWXi8PlB79/9EJXBouoIyXOogj7FDGuCkiGq5JKQn4emOtZcavwEnoS/D4cUsN/r7NOlBmKMVhe28ZJClYRk07HPhUwL698vzthySFlgEL3WAnfPCeiNCgs8/GXTq2tPyPq9X4l+x46kvkrt9Xo97sQSMM0n1nTvNIJLjRd6uwY6toKIESBDpjstF9R28ZvnmxDt+/XIsjg+z7ScWBu05Vy8pJJlY8zi5R4zTbpknjcB0aslfg0ktOn+RNtdAvNub3ueZmZ2M5cL3PKuw9KHx30gt4uS+a07mfnhrDtt5y/GBlCAIH11qSBFFs/prBCxh0Il0zkLol4FW/xxleabQ55cih/A1cMgHEDBbttWvcrSvNERELKlKYUpLBYIofNRbp8a2LtWioTqEzJuDVGVGs6arAUNrf9rqUmePr9YOKJHkTuWhFv0/adh+q+mWnSTX0Y0f8H2+XR0R8TWVQ/OLcCBZVplA5Duz16z4O1r7xYmYu7pHGrHVKUdtQkse+bLTct5cZVGD0gARj8MWPW2rwuwuHc2RMBpIc6kQJ37ssB07MKU/j12aPYFqZbNWJxseMVJ9kM2Geetbf9fXaPm/SnyM38iOUrQoo2eX7l41rGaij2L5mkVl5mjHVfk9fKR6vzz0x/mkTWz0FNxqTRjjRgfeaXTtErHorhUhEdjaXl8syLWXlwNSpbBbCrswUAFHme/6sQzZU7h8oQ0O1S90PH/mrAu7p1UEcWzc7m6M39lSgJyHgl2ZFkQYgcsC+/lLcWpNEe1RABhz+xaIGwNHBUtSXyPNXe0x23v68swKVgjQavfyjlaHR8aAEjQ2luNFggfHKmtXj+/l3bhfw+ir7FnE/9gRNkRIcD5WMFrV/YVoMn5saxwmfJaYUOto5lJWNzV/9fcCxowJuuTX4Vb+ViOJNPWNSQG4kZAHgXzsrcWXEnqVWL0PYiI8/dNaHWlt43HZHBqmkXPiumIb+pkvm9Wi6b/BYs5rH555KIRrlIIrAJYdZQpwkOfO/Xf7XNfjJeQkXAxixQhAEoWbhoozvmqwEQRSWpcsztjaITikrlxD32XBdXSMFthr3PXUJpqhXYuJSLWRQyvtX/IogvOSZ51PYusn9Qf7dBv3Q2oEkhx+YOA8IgvCGqVMl9BYgS4sgCGD65Ar84zvP2v7c+HZdEQRBMEDGZIKYeBTCmAzAd2MygMAakwE2CQViYjOc5oECpE4ThBd4YUwGYFsblSAIbyFjMkEEH1ensT6KVCAIgiAIgiAIgiAIgiAIgrhpcGwR/vm1SvQmxoG4HkEQBEEQBEEQBEEQBEEQBOEJjg3K6XFa+ZQgCIIgCIIgCIIgCIIgCIJwhmOD8m/MHbH+I4IgCIIgCIIgCIIgCIIgCGLCQCLIBEEQBEEQBEEQBEEQBEEQBBPelMElCIIgiCIza3YGXZ3kJ71ZqKqWEBmeGBXAH3ksjX17qS7FRKZGzGAoFZz5aWllCpdHrI8BJZyEL82PICMB/6OjApnMWD9dsDCDe+7L4MP36ThBTDzebQhhOMWhK85jcWUayQxwNSqiUsjgb9pqiv14BEEQBOGKlQ0ZXO/iMDjo/DwVnJ3tBOILcyJ4tyGE/zh/uNiPQhAEgLvuSRf7EQifefOXUnj40Yzu755/KeXJPX559gimlJj3pTdnjuC3Fw7j92vTHrsAACAASURBVBcNAQCWVyXxy7NJIsoPnn9x4ozrGTMkfOYR/e8zY6Z+v/aTby0N4+tLwvit+cP45tIwvrciVPBnYGXa9Axmzip8GxnxuHAOj0+J5/zs28vC+PayIbw2I4o7axN4dUa0SE83xn9cEMHvLBzO2av+2pwRCJyE31s0hN9ZOIx3G0L43sowFlWmsaQqjftWHBz925dfTeG+BzLgx8lJYvKy1mI/giEPTY5b/5EJ/25exPZnHn/Cm3UxaDzwmTReezOFV19P4eFHc+fU+qnsBYC+kl3Dq0UJy6rSEDigXACWV6cwtyI4883NwKqZuXuohuokvsTY5+tL0nhuWmz0/3+4MoT/vGAYP1g5tqatrE7i+ytD+IPFQ5hTPtZnBI4KRhWTmloJL78ajHnqq5q+8UR9HG/OHMF/zc4TftNwaxpvrMpviyDtfQiZZ55P4YWXU3j8cyk8/VwKr74RjD6sR2mphFtvz+CpZ92dp8bJNjBYPDcthncGN+LdhhD+ZHkYf7I8hO+tCOFHK0P4zvIQ7qiVO87Sqolz2CWI8Urt/Gu2DhFE8HlJs8EUSyRwJo7Vqip397ulOol3loZxb10SX19q7ij8zOQk5lekMbM8g3cbQvjS/BFMLqENX9ApKTGeI+YvyH1/S5Z58z5ffSOF0jL5vukMUFuj/wwPPOh//6kScu9RK0qYUiphSVUak0oklPDAnbUJ35/DCY8+nsGMmcGZ45cJXXh5xpgB4z8tGEaNKD/fI1MS+PU5UaysDsYBY15FOmeveldtEj9YGcbs8gzmVZjvYcvK/X464LkXUpj1wElPrlU9qyfPOaNdS9zymyaBJGrDg9ZB8/L0WM7/v9tg7cB5floMX18SxndXhNBQncKvz5GNbm/Nkv89bbr5vFFSYnmLccmMmRJEESgpBWbNlvBQ1lH30iup0f+24hXxMGaVs827P8waJmvFDB6eHMcX5kQwJaBr/reWhm1/ZtVbzsaIF4Ec88tT+P3FQ3hwchK/PmcECytS+N6KEL44dwTLqtie60vzR3C3au3iOWBRpewguCv7838/bwQiB8woy+A/L5DH8O01SXx5gX1HTZB46dWU53NcIamtlQqyzrAwvSyD/7poGH+yPIzvLA/hxekxfGZyEjNKc8e6XwbeW26VwAvAshUZPPbZNO69P41bb0vjkceCOdfoMac8jXvq5DH3RL07JyrAtk6qefyJNO65l21eeuZ5Z+Pm1TdSqK0FKiuBadOAurrirrWfe8r4e1RWSTlO10cfT2PefGd76cAYlB/Oeuc5SHhmakz3b5ZVJQv5SIY8qRoElYKESgEo4QEu6702okrI4A8XD41GrhFEkJlVlsavToDIypp5XZg0CXjk8eA7eF570/3Gz6toXDNqa4tnvLnl1jTKNRvM6dOtn+eFl523y5szo6hVGRy/vSyMJ+tj+OHKEBZUjF33j5fpH9YqBX/b6xGh0fNrVvAZvBKAKEorOIcRROVTBnP+v+EW4035rbfn/m7xYm828CUlwBNPpnHb7WmIIlBp4PgoLfPkdqY8OiWByqxR+YVpMV0Hza/PidrewPvN/AVyhOzMWcExKCv83qIh/OnyEBZX5q89Fbx/z/v1JdZGo9/SGD7fXjKEP1xcuL1pfT3b96+uAcTyBJ540t26Nnee3Le1Y0y7lrhlmUkgyRyVgbJEc/pykmj65NQ4ppRKKM1e687aJN5tCOG+SUk80LAPjz9hPk+ZOWGdEgTnfWlp7v/PniNh1VsplFeAOZp+Om89hgRImFeeAs/JRuVvLh3C6zNjuKM2ha8vLe45b3ZZGt9W7Uc+Vx/Dg5PiqDNxnLKijCUrlix1f6/fXhTBzDL5fnfWJvHlhRGU8LJRmOOA3180hG8vC+N3Fxq3d31pBlNKJXxhTiRvbvzV2dFRh4BCKQ/8YGUIX5gzAn4cRii/viqFhYszmDJFQnm593OclmoDRzhg7qg3o6RKPns6naOefMbbc9B3lo/1kUpByrX1qJ5x7rQ2PPSI+fior5fwlM7z3fcA2xn1jjszmD5DwsJFElbeIrfvG6tSeF0nejkoKGem31k4jF+ZLe8jX5weQ0M1m13vxenenEXqp0qYNIWtT9bWOrtHkBy1b/5SClPq9X9XVibhuefTqJ869rMZMyXcdruz801gDMpPT43jnaVhfHdFGHfU6new35xffOPWHy8LO57g/mjZEKaVZTCzPIMfrQzWoYy4eTDbeCncXZvAVxYP4+66JJ6o13fwFJvZnznO9Hd81kgyMyARbNOm5U/WU6dKePOXUhA9kKF0G41bW2fdTs88n85LJS0Eq95KoeFWZ++xstL4d0aSAnfclca/LdmeY0wGgBpRwvPT4+A54L8sjKBOlD9fJRanjy3kuz2/5leXDOOxKQnmtFIFbaq/37z6Rhovv5ZCVbW9tq+eldtmtZOM/1ZroKiuBp59wd7m3aiP1dQAKxrkZ5eKOEXdUZPEO8uG8KV5EXzWg8gRtzxhElWh5r4H5HatrtY/2LLMZ15y/4Nj8+Ls8gwqfJDFLoF520xmOMRrDZpTSzOYVsZ2kLj/wTSeeS73GcyMCno89ll764f60OOEufP87we31+SeXX519kiOIQIAHpiUQKmOkcoP4y4g7y2M4Hw4AVbbnIe1PPiQv/sKL9v5Bw1h/M4ieX3kOfmfQiAyGDn/66KxrAgAeGF6HKtmebOXX77Cep548unc+YE1SvYzD4+9f5bgq5nlGdSIUt58pjC/fOy+d9SmMKU0t+04g/cmZA3WsxnnxEJgJImlRRCAe+/L4HNP+79Hn/f4YTz3QjrnvampM9lX6TF5ioTX3kxhxj1nsWxFBnfd7az9J0929DFDzIIFle5TJWQwe+o1S6fVZ59MY5LO8y1YaDyup04zH/O8IL/3IKJkaClnJjX/du4IXp8RtZRUe6I+ge+vDOHW6iRWuggu5Xm2vlGM860fGK13YomEl19Lg/ewzwTCoHx/XQLVooTabFql3TX5awzRGF7w+oyobYPBD1aG8O1lYXx/RSjnxfq1eSQIMwROstR+e3l6FL86Z8wbGIhJQgehtHjeWCcpgIIo4bbb0zkT3PQZGdTVSbj3gbTrOWHuo0fw6uvyc73mUK/pjc+n8MxzbAvprNnBMNADQEWFu8+rjQ2VlfJ/10+VsHSZxKSh97uLhvHlBcapztNL/TuUVFVJ4OH99YVsf1zOkJr/raVhfHXxEOpL0njEA4OyyGAQq5p1Q/5bESgrs78BLJuUu2+Yptmwr3pLjvh48ZVU3p6EF2RD8G23s9/zwYes35GTA8HiJd68+2llGYic/L4LZRjR8srrY32N9RnU8+Ztd+S3hRdOOi2V03t1f15dLWH+ArZ5sdRFhPI9QovjzyrUu0jJn79AQm1d7s/s9N177ktD8OC92FmHRxS/mE/L1t21CfzG3NyglzJejmR7dmps1JH/+VlRfHdl/plFr7u/2xDKM0jbxcwI5cc55O573M1Hkyb5u69gmVf8zvKys25o4SDhnWXWhlan75bFMVujidx785fy26tcsydjjZKdoooenMkoOQIAkwzmM7fO0SCd1efMsX43n3vau75bZzIWBUHKmX+NnOGlpfbG86OPy9laHCdH4gZB7mKlRRStwAFvzIziywvZgi+c9Kk77/LJwOlzBP6qkv26GVqjt+eAh6ck8hxC99Xly6uJHPDFeSP49/NHcFdtAv92rnl7u3FOKlJ0fsK52APOnpM/3z33Yop5T+RH/RlfbEW31djzHrAMrhUGHokvzo2gvlTCwgp/NwBfmhfBw1Ps6wcKnBzNJjK29K9MAIkBVp42kDbR442Z7OkOX5gTwaMFjpJ72WY6xq/MHsGSysIaRKeVpvG7C60LRd4/KbefB2g/Na558uk0VjTkav0uWCjh6efSqK52f32Ol1CSjaQUC5RyYxSV4AdltcaOwxUNxgePZcutDyULF40t7E8/l8aqt1J44kl2I3+NKGGhyabJVwMdB5Ry3r2He+oSuKs2wZyS/25DCHUlEqaXZfC1pcOo9kDe47U30pZFLCrqB01/bwWv0QzWe9eCkHVWGLy/pcvZv2tJiWz0vuNObw08Dbe6Nyj/ewcFvfygtFSO/L7lNv0IHiv0Ug3tpNwuWcrWliWV+uu9nQOMUUQdC5wHVlGvsynuu5/9u8+dy3Zv0eQZn37W3v5JkbqYxWCUseIZ8WTenlTtIPjq4iE8PiWOhqwz7ulpcUtHvtHQN4qMM5IG1FJmIpfjh7HMraNALUmyeGkGt9yaxjPPp3DPfWz9SytlpIUlKtttlpcVTnvgdG4QP2oI25LQur0miccYz0OiKOF2HaecFnW3eeHlFDgOWJiVgfrMI2nccVfasZPfaduUGbzXQpxfnGpMe82TT6cwZYr765SVycbipzVFut74fGo0A2GlRiLMyPhsV65Lmw3mBKHUu/P/f5gXwa8x2GUempzANB8DR5zsh1h44nPenR3Ky/P7AO9wRL8129ym8mtzorilxnzczWHcZ+hhltFqxFPPsBt0AeClV5y3vdapB8CWHcFsX+AUXwzKbo2iepuceyfpG5RrsxvOL871xxD73LQYvr0szBSlZRdtKvGqmSO4py6ZU41W+bmC4rW5szaBByYlUKLxLk0rze+gvzp7BCttpgmsqEpaynJ8e1kYT2U3tc9Ni+HdhhDebQiNGlcXZQ2m88pTo0UOADki/cXpUTw7LT6q0fvs1Bh+zyS96aHJCfybOWPt9QeLh/D6jChETsKDk+L4k+Uh/KcFw/ijZWHcUZvCswyb7UdVVbW/mtUOnFeewlcXD+FNHQP2by8cxvOqd/PlBcOYUpLGo5PjeLw+ga8sGhrVAjeaRKeVpvGd5SHcU5fEby2I4JdnjeQUOlqabbPfWzSEdxtC+KNlYU+KezwwKYE/XDI8WmSkUtC/5q/NHslP0SWLsiO0xtay7EZJPb95keJ+971pPPCZ4qTnVFTofwErjT0nG/CqWT0mz2H8uel2pU6CE3hdcARIWDUzil+bE83pp6Kk379Y56bFsy8xP8Mjj8n3KrQOmfr7avXtjAwvdiOKZ82WsGyFhAcfSnumNeqFPmJQCsQBcuR3wy36RTat0un1dHnvvIt9/bxLJ7qSVTJj1Vsp24e+H64MYeX8s/Y+BGuDcjGi6li/+6q3UqOOTyu0Eec1KlmNCpsHvtlZQ/J0i9RhFubzvXhQ43gvUWcelWXw8gx9HXIj7L4zI2lAOwQp+lJB/UyT6iQ03CqhthZYtFjC08+m8KhFLYz6lZeZr18sWGo+6PGSeMz2Z35j7ghemcHmfHjtzTSTEUbtNFAML/fel8Gqt1KYM0fCMpWj9XNPp3B71olqlbav8JhwfrRYnh2+HN6Np6fGcEt1Ei9Pj+KRyXE0WBidWCgrNTZulfkQyVhZ5VDWzSNHyMuv6Y8xngeeelaWt1jZoJGBq9G/VjGGm1DmXb2tFdUpU7kLI8yiu4OElxHgL72aznMCW8lz6bHco3ppZnO91Rizu068scr+/s+NUTcAy1genicDVgsZwy9aKWQwks63YWsjNfU+r9ZB0qNKlPBuQwg9cR5/3mIwszngqan+Rbour07hK4uG0Doi4oHJCYjc2D2XVqXAQ9bkmVIq4c5a2bhbLuR6blbNjKI/yWNDdzmuRgX84ZJhDCQ5lPMSLgyX4M7aJHgOuLtubID+S0cFTg8Z7+i/NC+CRZWy1/lPl4fwx5fq8v5mZlkaNaKE56bF8eCkxKhhHwAem5LAI1MSoynTCu82hHA9zmNGaWZ0sN5dl8RtNSGIWb0qo/sBwG21KXyRi2BueRp1JRJmlCVyosbVaRXlglxN9FpMwLsNIfx9WxVemB7DrLJ0zuLw6syxjda/mxvB/Io0qkQJ08sSWFaVREriUF+aGX038yvSWFCRwoXhEiysTOPrS8cM5bPKM3h9Zgyvz4whIwFpSY5COh0WMac8jcklEjjkTlT3Tkri3klJPDctni3wmDvJVYvSaHGPtxv124WFGWW5G4RvLB3Cty/mX48lvb8Q1NZJCIfGGqq6WsLwcBCnUGPmzJVQMbUf0V45ZECJGvZC5+qNz6fw4fvy9L1okQSOB7quu7+uWQtPWd6C/kuLcwpHGBUtWNGQQUe7t/5Ko6hAK+xuDIIxAmTZh1TS+uErygHYP3vl8NasEdxn4LQFgKpMHCFhzIKzsCKFtqiIWjHfAKf3xJXl1pkRClrpCVb07julXkJ/X/5vXnkthZMDxtfSbgxZCzmxMneehLnzJoZGWyH5zMNpbNtivG0VhPy1w61j4pnn5HuGVIGPkuTNWiQXlrLvMHYa9TOeWLEyk1fUa9mKDI4flRdQu+9VWQecRtDOnpNB5zXjiUC9xy4EMzzQdnXai6dNz6Cn25tJ8bbb0zh7ZmxTpF6v6zVrQd0koA4SJk+RMNCv//S8zpoUNIyKJKnheAlSZuw7vvZGCvz6sfa4pTqJ88P+e12nMBbPNPz8lDEZC7mArkWvk4DlQidWzJlj/16ZETw7zfsze21lCD0J/agFJQJX2ydLSiUkE/rftbpGwvCQvdGnONrVrHorhTWrxyY0L1YlRfJNi2IoFEV7kZ8LFmXQ2sKjvl5Cn85ezA+qZvQAmFeQexlRXy8hNGj+fTlOyttLaPcvfuPVnZYuk+fd227P4OSJsfm8grO/LpqdRViZv8B8HXjhpXTO2NFSYvArnpeQyeS3mpdaxEaIooRUSr53EByjWjyPUH5tZsywg84p1z9AaQtZ6B4MDXR46i1SDP4gG3la7kCrxMln7DKrPIOHp4wZkxUWVKQxryI9+r3LBf3UN46T2+A35o7gW1ldrcklEioEeYOrl2pt5a1eXp0aTcc0KiizQCUxMqlEyrkPxyHPmKwwsyyTNxBK+LHBYVXA5taaFHOV4t9eOIzvZoXev7wwgkWVaVNPY0NNKicNtL5UwoyyTN67WVKVxksWbchzYymtd9SmUF8qjVYl1mNqacZWGhsrD06SN1faSNgyPrdqqpI+OV3nkLKsqvDRa5Mnjz3wpMkSHjBIJdaLdJ03PzgHirqFHaP/rRiSvdD0VBu4jFI458y13w5m6aBVM3vxxudTOYUjxBL5HdTUag5+Jr6PRYudvZ/SGrYslEc0EUx2NdyKWRhNzWMWkVgKTiQP1GN/WVXScgM3KSP//SPZDIwnzHQJdea4UtHY4q2tbK1n8NHTnBQrrKOunnhSvw290G/VY9p0/XdhVJDvZqG0VMKjn02Dd7mn0hb4WaojZ/PMc+mcQ7EXhcdefWNs48BaXMpPzCKU/3Cxtb6qXzxqs9CeGXp62MoaOqVeP4LdTxYsym1z7e3nVYw/B5HTNpwxw7tF0iwl3shh/dkn0nnrvB0WeaQ77ye33577jFoZs5mqIJF7HETzjl3X2bu8+x77WTb3PZDBkmXmbR+Q7VcOk6r7DX+njCGt7Jqb+Smqs9WdxhDV7sR5qs3AMcp2XLHS2Zipr5cdwffYkERyi1k2oxnvLM2V1fut+eyBEKyozyPqiH0385kVd5jpL3u0jipSOdUGc7Yd7rApm6uHUqzZKUZnBD05yc9+jm1P6MY5V7ugA6+9OfYeuYAE/6nx3KA8pSTfYGjG15aE8/SFtZtlrQSEmjwjnObeEmTJiN9ZZH9iuMWDTh1EWA2yZjzvgxfYawQOKA1qRTkH2NVpvmty2lSn8Yn6BL6/IoRvLQ3j6alxfHNpWDfqxUxQ3y/Uqc3l5VKenpGZZMJ992dw593yMz/EWBXZL0oqY3jgM2m89Ir+81ptAPWE91nxQwfQKFIzr5CfyRRzy23yd1IfRlirV7MwUytxEbx1lwnWw4ETI11DdQrfWS4XfPrN+daG+lUjJ/CFORG8NlOWNlLWXZal/t2GEERB//0uWZZhkmxYulzK+54lFZo1SOdh7EtVuOssRoUqlT7vhDc+b71ZNdMXfdLDIj0KRpJJRrzyehozZki4/0F7n+N48783OuSq9R29ii5/4eUUPvtkCuXlzrMlvMLMoDxNZw0v5yWIBTiAOE3lZ2XuPAm33JpmdrY5Rc8BNDs7thWZJy8N2ks1WZpaybZvLPWn8LhjZ4vquy9m1B03wokDVxDldd6pdq1ZcTM3hZy8pLQMePwJ42dRf4NfttAbNeO2rOHa7l5z8VLJ0GFrRGUlcNfdwTfmazEb6rNmyW9C26fcTA960iAsmY1eOE+N7uMm0GLOXMmX4rhGOJ2bazW2EbO6KFYY7TvUZ53b78iAFyS89Epq9NziNiNADzMHoJFc4FILx4+W0QhdDx5fGwhZZvOMU17uncNZOy/q6RRPncZ2LauoaWMk1M7vzPkJq2xYIfHc3FYuSLYm0nKGJzCSnVCiT9Vo713KSXhwctKRWHoxIjMLRX0J+0T52oz8zYrXBV0Ia8oZIph/c/4wfmNOBF9dPIQvLU7i0clxTCtNG6ZjirzsYOA4OdLciEk+pREaRauqF4OlyyVbWkO8ACxZKuGZ51KjuonFZN58Ka/itYJV1MFDjxi3+6zZ5u9krk6k9tJlGcydl0HDrfnj/4mnnM93thbv7Fd+TBXNxgF48ZWU7nP5jXbD4FeEsp6+vRlOHQK/yRBVMaMsY5j1okellMQdtWP9Y36FrB3/K3PyjdGGXUFj0Fr1Vor9cCnJhfpeed3dmlxRIRk6dwDgzc+n8SaDAdeIJUsl3HNvGq+9aS3jxQqLQXTR4vxOe+ttcnHJyTpFerTPZ5fZWaMlSxG7V1XvTCnaslgnQlAvco0vkdetV15L4XWdZzZyRiiH4pJSidkxY5U5UVkJTJ0q/7fbgpBuqeHsGZCWVqXwB4u9j7bSwnHyuH76Of3+tWBhbhsbZRMZ6eTyPNBwq+R70Vmjdfm1N1N4zsPq6ErNjWc0QTPa9XSyB0EgejjVcFQ+x3ESc4FFNepMDr311m5WkcKqX2Y70uppsU+dKuHV11OYO6/4e0aFadMlvPhKSndNUmdOOjWerGzIjO4zjPYbTt+FU4QABgGZtcDkKfq/rXahvDmvgH2Q54E3f0mVcWygAxucUeEN2qxKPYwyrVlQO9o+91QKddlI8Gkq4+PkKcAbq9I550PRB+mEWpOMUaP9pdNMXy/PT1/I1s362hL2rKv7H0zjiafsr9Gsmtd33+N8/Xcqd1laNjbHz5ufwYqVmUCtUwqeTt1P1sd0DbcLs/IIdRoj5EvTo7qGSfXiaKbpqhd9qh3/RlIZCv9lgfEm+94Ca6IVkq8u0f/et+lEZWsn1f9s0mZ+8IU5wahAX2ysJuqHJsexrCqN22tTmJ6VFplSKuEPlwyjxqUD4CuLh/Bv5nr/HsrLDSIsVX1O8a6yFJ5Toks4znwRtUvFtD5MtZHex1rIicXY8aKBAeyhRzI5G0Etk3U2hnfencGDD2WwZEnu881fkEG9ia5fdY29/mMWKaF4stWL66TJEioqnB1wp8+wSKG0eHQlqvThx9KomyR5UmVaD7uSNqyaXEofqsiOoyofpHO08JysP69n6BA4oCIbWaourvHs8/rjV30FrfyF+m94wV4FcD2ZjBdfSes6d5S5heOto3wEk/bleWDRksJG4yg8+3wqJ/XO7BncPp8iecUSnag2/k2dBjz8aFq3UN6iRfk/m35nI+65L43SMmcyJXnZCiawpBQrcJo1q9BRjbN4fYP2nyzXj2R9fUbUUh7OS4wkj7Tz+3RV5NQtt421oZGOZyGYMTOD5SuMdET1D4VzLGq8GPH6zBjeGdyIRZpIOLvOR6c4juLKNs/8BZJuNKVV8UwlPfrue9Oj+rpqnn0+jWcMnBJmsH4fvUJUn3k4XdCorxJGJ0FFhf6aZLan/4pJgXM1gihhxkwJ9z+Yxq23688P8xcUdiwaBV8EFoM+ZxSN+PJr+f165qxMzjgwkxIpK/fmfSgyCPc/kAbHyfuHhx81mXdc1g1Qz/1VFvODHiwGYDuIgr/rjHqdmFIPPP1cmimjwq8n0jtH1pmcU/UCEVhQX9Fu+74zuBHv/j/27jwuqnL/A/hngGETAVE2wS03wAV3pVSETEw2Fa9XTSwV0+tCmlfBQqMyNbXsavlLSy1vGiqliFpmmVpael2yTNNUNDdAwx1BZub8/hgZB5idMxt83q/Xfd2YOZ55zvOc9Xue5/uEPu4o2t5ThoWht+FhRPyicRNB68sxTx37kJ+BaZyqM5GepiCwdz39v6t+5HXroUDb9gqN6WytTdSAcvlNUeXtnNj0PkY0LMbAgIq9KiLra877pP7v23iYL6g7wO8BmrjLVfljaxNtb96i62uqi4o7vCUCFuraiTBLb03QwasMbTzK8EqLO/hH4OOegaGPjhGpGU8wbo5AW5HboUs3OULCFFWGQT/ZU67xHq1RY/37nbne2nk1uQIfIwLKUTrekJYHm7X1bChX/r22IUkSHTm59VF/oOodJavSBq0qDSXvZURuzPIHwYRBMnTtXvXfqQcFo/vK0KKV4vE2mtB8prZ54mAZ2rSVqx6YAgMF9O0nF30CNmM5OgnoH1v1WNM2K3F5Xtn0FndUcwZo09unFKMbmf8F3ZBA5bW+jdo5w0PtJi9ULSWB+qzQ9bUM91PvtTQgToZn+letn8rHQutHs5CX97DSNKlNOWNmVe/UxfjAnBhnJX2pTep6Vhx6V0dPDyljjunKnvEtRbsnjmrNcaqucrsENhQ0viypq2FdTq4PNfa+1qdhkICGQQqNeXi18X8UfFYfqdGxs2F1VJ3rjqODae0Q5/egwmS7M564W+Gl1VS1oJIxD2Ri0dSjXFcPnZBQAbEJMvSPlWncFyzFx8f466qfyMF69dEgtkh9b5JIoPPFtib1fJQpZJo9IWgMXLi4mtYhwNCHbCcnoG8/Gfo9q+z9O2iITGOQ2Zo0Bdo18dCQfijQ1bD9USpVtl/jJoLWY9PQctRW3myguwAAIABJREFU6h1NykfgaBthAWgOSHl7A1F91Sa71rHvl/9eSw3zBxijRUsBiYNkqt+q66k9ZZfye/37gZuOAKL6/tVWy8sLXaq7vZXV8RAMCubZAjHy5Wp6jtT1nKo8Lxhf5x5q99L9Y20jfVA5XR24mmro0CA2TR05DDkWNC5T6VqnrTOOJVXr0bly3q/mj/7WdDPWwavMpHy2jbVMdJHeXHNPDF255SrzfHST7SWt2lgDNaR5qK1cKrWbuQ+7emrt8Xqr2zY5m6U1uDgAzzcqhrdUQFfvMsxrfRsjGhYjOagYkT6l6GtHL0bC2sjRpKkABwflw7j6g3tgQ0HrW/8u3eRo117zOcHFxXw3B1L3EgQ/muSurgG9dXX1ACy/sdIXULYUXw35n9pVCsRUzmGtydP9ZOjQSa66QZVKH/e00Pamup4PEN7BuLz7xtI0hC8kVAEnJyAkTLB6ADlpqEOFIcCJA+Ua37DrCogCypc+mnKgq4vzL0Goh/mDFW3ryjChyT308FZ7aazWxuoTCZanEQAANy37mXoPLTd3zZM1aeuVUN6DTtNxWx6k1dSbXxtDe2wFPXVYdUNurl7vuiZbqaMnSK4teG8IBwng5iLuPZKxx6Guh0EnJ+UIDkPOW+XK28hNLbD0RHPtvxEmUnoed1fDJhutrHf9h4hWmxzTo1JaqoYGBpXMRVOP8saVUl6oB/EkEuWIJXPk/temcgoOU9WUe9R24cbt0+Xbbcr2u7uLX28uroav0MsbqFtXeW2xxj2AvheT+l6qOD+6dnWqxkjaZs30XwNs4y7VunS99FMPUsUmyBGXIIN/gPZekpqUPwu0bSfXe90uf34wdIi+NhKJ5gnGKivvSW/IRJyGDunXNKrB0nx9LT+xq0E0Ddg1Uzn1jfrSlNJM3wTTdT2VKT4SBslsrn517XUGp6MQeZv81UbRaRv92LiphkwOlf6uTs9psVTrMqr+1iTIVVZlcj2T16v23+09NV8s9aWyMIaThh3E1g4Ec6inIZCuSXilNjBXjtFy5Wk3unuXws0M+YRqCicH5YsaJwcg1r/E4HyoYjH1gTppqAyhbSruRJXTSWg7uTdpKqBViJYdUMRjVv2iWT6JQvk5obx3naY8oEbRcxx16Ki5fvXlTrYWb29lDll1deooXwJE9zV+X6luntdy6g+L5b0sTM0PVh3adk/3OhW/0bZbGHpN0raY+qzw5iaRKCfzVC9z+X/71Nd+I1+dYVza1tmlmwJP9ZKjjobJNGIT5Hj6GZlBAQUfH8GoiYscHBXo1EWBqL4yjRN5iEHXTbC+XHympJCwJbp611Sma9LCygwdcm3uPL7aJhzURtOx8+yj3LyVvzJ2UkWxVD5GjUlJYg4aX/ya0BtMKtKEhwtDb1cY8mtp2lJ9VGH9eJDdq26Hgg6eZYj1e4B+Oiat18fQtFpiMzTdh61wcTa8jstfkukaUaT+MrdbD7lqrpfWoYLeXp0tWyngJBVUgShD70nUOy0Yo7yDiCET/hkywbKu5Rx1jKQJMiFXuy5+AZrvQ2OqcTxpUj6Ja3U80UL848WQNIaVR4907S5Hz9769yOf+oZPKm5ROjZZ/V46XO3ZWz1QW92XOPo82Utz3Wp6Pql8/25oyg5zEu29bF8tE+eZQqp2Iq6cJ2pU8H28rCM/lDGB4HaPApeVA6a1xdMaerQGaOjh5iABIn0et6+mALyYnmlQgp71SpHgbz89bmujykFhTXQN/VLn6QU4uwiq4XXlD5qG3HhGPMr7JUYvwKd6y9G2fcWLZnlZPD2VN2XlwYk2bTWf/PVN6qXv8HF1053qokeEZYIB5ekq+g+oXmC3SVPB4OGkQcECXN0EPNNfVuFhX9fQK109QTp3tf4wIENUDsRr4qrhDbSmHLbaein38hHvGm2qgYNl6BOlY5idGXqKSaVAQKDm+nV21j4JTWVRfeU6J8nU9ADp6KgcQi8GTVug6+WuuwV7elZmTJ7HHk/J0Sfa+HOMMb0K9aXNUM9t6OCgvG7pzCepxpCJCU3h7KJMAWGoyiPJACCqQSkWhlYd5fWPwNo9Aq/No3zN3hoeEE1JsdKnvvXPrcaqfL7SNVy9Mn1L2vvLKkuobk98B4kybaQpI3+trSbtH6Y8DnfopIB/gALNW2qfXKtOQKHGz73rKScoLg/Klgej9T0rmfry7smn5OjZW25QgLC6OYlb6LgPlhq4z7Q3YpSF+nVxyKM0kq56UotZQ1stz5rVUXkUqibq9dO5q9zi+dTFpit3t/pLDvVnT/U6MCVVizEq3490j5BXCG6rq3z/a+2RtgBQrdO6oJakPUzEYbTuam8KKuf6FTOPq9RB828AgJNIPQ5smZuGE6e2XuaR9Uuxt0gZ0fDVM6y6ulwdlRM+ke2q/KbOwVGAQl7xQOrbT6bK72qI+ES1E+ejVRlyE+PzaOizMZPmAcqJMPKvPd7h27SVIyBAQEBAxeXK31w6OAK9+zze9521DDExR1BMnaV6lTRuIqBxE8vmcnR1A2LjH+8HTk4CZDIJwtoq8LuW94i6hs81rTSkMzRMgUM/Oxo1FN4S1HtfaHsp6iQFgoIVuHJZuYOFhCoq5CIup62Xr7b0UZZkqQdJTbm7zU1TD2hzM3XWaHWdHM8BaKB3OWO4uQGlei7hz8bK4OhkuaF6gQ0VuHbVsJOzvwEP3+YexObubniPL2OJeb9uDE3n3cZNFGiiYUinKdqFy/Hbcf0HRetQAT4N5PDVcO3Q9iJXF0sE9TJb3YEgAPtvOovSqaNyQNOYVQY2FHDiVwEtWmp+FnBzE3D7luY1xlTzBbU2yhyY9j+ksVVrhcGTOluCJVPQ1CzajygnJ+jt6en9xCXcz/fT+yvBjQRcL1ToDXZV2KOMiG84uxh2PQSANu0UkMmAm0USPHig54wiEQBBguBGCri6AWfP6D6JGvpc1bK1gEP5yv9+NlaGr7Zrv+lUv/dwfxQPcRYpoFzewcmQiYvVaeokYI6zgZ+OSYid1dJHDkxSpq6whYBldXXualhbaLsndXERqoz80zVJt7EqP/uZOjfHk73kOPCD9mthcCPzxPCq9XjXyeshzhYrV6HtITjYxNmPpRIBZSbMKirWhHEt69j2pBhiMCY47+EkYFzjewh2tX5QgqyvfEKniKfkOH9Ogp69FSgre/RmTwB+vnIcXt7hJq+//OJlyAO1q5tyhmJjbnzD2ihz/eZfU84uf/KEIwIqTUgR3VemNWhcLY9Oa8acqXx9Fbh+vQZc0Y3k6AjIZBUnZauORo0FNGps2+d2bddSiQTo8aQCt24qcOigI1qFKKw2ZFVsvaNkos5arGtyGbFJpQLKyiRobOY0KhJUPGe0bae5x8gz/WW4c1tzZXrUFdAv5vE1PGmoDN5b8iB2QLlePQG3bkp0Dse1dA/qrt0V2LpZvHNog0cPZIFB5tnXDBlt18TNtHOZtVK6Vf5diQRVJoStDm2jDSpPriiRVHyg9vAQcO+e9kqJS9Rczw4QoDD7qwWl8gkX+/mK1Bu6UrGNGTLr5gYkDNL+LKDrRZe5AhPhHWwzFZix2oVbfzu8vQXcevRCoDakf6wWM9WPg5Nhz9qOjsq0XsYwV5O6uyvnLsjPl2D/Pkf46JinwcsLuH1LmdopP19ZIrGvpPruMQICBZz9Exp/u4vXwyrLG8PJqeLIJ1ujKWVXZJQMe793qjARp6ZzeeWX876+1j9nGcLQDhjaRjRqmkBWU6ceXdz9bqC4sAEGxGueWNw/QIGCfMMuko0aK3D7lqTKhHyej9KZuBoxUlAM1Qood/Eug4vDfdws077x4xprnlHey0l3I8xpdQcKE+pCV0+Bqc3u4q8HTvgy34QuCDWQsTcKLeswmExK5W/wGgYJakOuHn0pARyl1dtX3NyUuXcNfTNu7Kzw5ek6no2Twd0dCA2renLXdPEQQ1CwgLNnBK2zFnfsrMCvxxwqpInw8xdw/Tq09giyB+3C5bh107iTTpfuCpz63cE8gX075V0P6Ne/Zp2LNU0MCSgDOYIJu7wlH4J9/QRcvSJBQ5Fz/FXWuImAC3mPN6x1qObf8/QEPLXMyN46RCH6CAoHBwEKhaTSZ+Z7mIp5VmbSNoid08/b2/oPjB6PUsIZmsM3teldUV/c2JrKPY4HDTEsP3rjpgqcPOGI1qGPTzYtWilw9owD/PwVWnssuTsKuCe3zwqtPIS8ck5fHx8BRUWmbVuDBgKuXFb2PndxAf5U631o7jlYbIkEAgQLvXAQk6YmeqK5AufPOWgdgm0MZylQoiHrTtt29ndfo+1ew5Z3c8GEznrG8PcX0La93OCRJ8GNBPz+G9BER2o7QDnyQW/PZyO4q02AWB47Cvcsw5n7D9Ff5FzK1SFWhxp9GvgC0c/IULeu7uUinlJAEBTYnK28iJTn2bZ3bdvJUVYmqXBMN2mqPO9pY/C8A4/UDzmPZ/tUHLodmyBDUZEETk7KlFsF+fonPwSAbj10L6Pt3seUUViGqPYA1Haemm+ohzUshouDUGVStXDPh3iokOC5IN0zW2vKB2esfzW5V+Hvhq4KNHR9iK7eD+3wEk9k/4yZoECsYbDqGvgKuHH98dEvduqD8A76b4hdXYGYAdqXa9hQQMOGFb8vTxVgTG7SyiSVgg5P9pRDbsH7d+WF18i0JAECAgLs7yFDk0BXOS48qHjJje4rQ00YpmsuJqdDsODTXJeuChQ0FuBp5EstQ3Tr8Xjf15Tv1VCV0/uIqUVLAWdOK8+pXbrJce6sA1q2Nt+LLw89DzvGMnWyInMzx7D3YDfrbWvl6495fqPi39XpDdu0mTKg3F5Hz9fk4GLs+9tFtJGRltRez72KTwMBTlIBhQUOUJ5QdT81VXi5opayrG17BW5cl+CmkS+TjWYnD3ViTNKlSR1HBe7LzR95EqOaw9op8PP+qvc9WifcriG0TbRtCffuWu4AkUiA1nrasvwFr0QCeHgY9nL26X5yfP+tI+7f17wtPZ40In8yKt5LtHo0Kt3ZAXguyHbmGKjuS2tdeYM1qWfAnCISScVrrb0etdHPyLB71+NnMmUnjYpbo2/ksxgdNFxdlc/9wOO5DHT17tdLw+HRpZschw8pz7kuLuZpMbNlNOzkpXmiO0sdqF28HqKZu+aTi6acyURkHqFhCpw6+eisa+Vj76lecpSY4cVzeU9nc2neQoBCLkeLVsZdCDp3leN6oQRlZcr8ZuosmRaAgDi/Evx0s2KE1Fy94NX5u8hRUOoIH6ltBs7sndTZ9Fxn+jRqrLbeapw7y4d+ipFzWRcfHwFN+trXCyBTJmEzt4FJMq1t5eunAG4p/7u8t7E9pGjr289294vAQAEnTwBBailavLz0P8w3c5ejmbvuzjG2qvKon8q90iRQDqXfkeuA7hEKHPzJtJOHg4NyQtMvN+l/3PRufhFAkEm/Y4sqpykCgN59zHMchHjIcOS2s2pyMbHV8xGAc8aPBtRE07nN11dhs+k1HB3EuXdq3tJ615qbJo42EFP8QBnc3JwhlwPde8jx10WJUb1bXVyUKWF+PqD5XFSdUUi2su+JvYd072G7111r836079nSyF8fH2VHI28j5p+qrDzPs/pcV02aCjh8SPnfvkaktzLqd82yVitbGHrb6H/T2FWGv0pqZHUQWZWf/+OAsrUv2k5OyrfhYikfFmru7XJw0D7EXZemzYQqE9PVNDZyH6iX1IIpsF0dBJQ8SkPwXMNiBLjazg2TJVj7PGNr2rZTwM1VQLAZ0nK0DlXgzGnlzi1GsMGSeveRwVf/vEcW5ewiVAi4lOfU6xUph5e3oJynIFf5nZMEmPHEXXjb6MsiL2/l5GwuroLFhsW2ClHgzB/GnWy961k/fYmlVb4P8tUwSZOb2+N6OfiT8b9Rvkb187GmUSflkzrXCSiEqQFle5k0Stdw47p1TT8/JwU+QD/fEtST6l/H5Kb38K0iD0Coxu+dNDwKN2kqoH59mSjneI2XZxu+Zjs5Gn9uqFdPgHsdAR06KnDgR+uPQgsKVuD2beuWw9kZcHGVoPi+cu4bU3qkBwQKFSanrkDHPuReR0Cxlp7NNkXkWzT1F4Vt2snx+2/W3xdthcSMqdmqo7odjVxcgT7RMnhVCko3aqzApb8c4GOmjkyMoD7iVmnIWs0OwRBZkNo13Fy5e6wloqcchQWSGrddZFuMnUk4rfldvP6n8smvnrNtBpvMybEG3tlUJ0gulQIhYea5q3F2Vuae82lgP3dNIWEKtGlrO8dF+w5y/PqL8kGvRaVZ4Z/qpcxXqC1g5utiO9tRma+vMqDcyowpUCpr116BsDYKyG3vOdGmlJ9PGvgKmkdtVeN8o/qnGk4JmoKVEg3/ZSxbDChr2hpdZ8mmzUw/TpwkMCiYDACN3eTwxB2t3zd7QoG/b1QMPEkk5n1haI6UUdYklQLPxip7hz7VS651XgNLqSkv2R0dlZNTf7Gx6gGvaxMbNBDwl1pA2VYntBazXNF9ZRUm32vRUsCZPwQ82VPcXst+Gl5G1mQ9npRr7SVvK+prmGe7a3cFunQ1372YDV6CraN2HQ5EllND7mM0cnVVTpZFZIgm/ufMNuRVXR2nx/ukGPMR2IvefWR4slfNHOKnnsut8gRa1tY6VNA6saIt6ROtjDK2DrGtIGxLtVRGLSoNi5ZIbDNYZojyIciagojm5OhYNaUDaRYZJUfMs1XPmZ7V6C1bPqQ2uJFtHWcWZ+zNr43cLJcHH+taIAgaM0CG+g0EhHe0n33F2OBwQKCgSjtliuq8aNDEEvnszS0gUFOdVN2ugUkyxA+s+nbRVjsBPdFcvLau3NPVyQlIGCRHA5Hu1WITZOjURY4gM09Ibaj6FurUoGk0jz2QSMz7IqUG9uMhIqJaw0Yewgzh75MPX78mGr/r119mt4EjW6FMX2CfN3v6uKpNyGmJlxI1Uf0GtjnEUZ3U2dolEE/rUAWcpOZNu1TPR7CJ/KA1TXWCiZ6exh1nDXwFFORryjisX48n5bh1yzbbX1OpNPUUNeekqdVRnYlgdVKrAw8PoE+0fV3PxJiIy9Jq2l3RU70UuHpFwE9qkzvWr191OUdH3XNHjJZ+h5DmXcxQQtM4qu1blu0cYfwe4upqW3NQmGPCU033Y8416B5NTAwo13Izmt/FRxfr4JbMDq+QZBfUZ9KtbUNjiAwl9nBSU+YSINulng/N0j0+yfzatJWj+IFtBsZM5egItGpt3mu+uzsDyvauR4QC9+4pcKbU+H0lKFiwmR5ylbWtW4Zf7iijDz0j5XByFDQGt1q1VgaU7bXnm7HKj1b3OvazvXGJMny3yxG9IuUmT1BpKo9qjBZQsZ+qNljDIAFJQ2VQKPSP4nHV0iPZQSLYVDoQ9WZydzel0QQY28umT7TMZntsWxs7+RiOVfVIkKt9vSEVi6+zAq+0vGvtYlANpv42L7SN/QxrI/tgSzeDYiu/oXR1tXJByGY4O9fAJ0NCSJiATp15fTRWTT7/i8XX14T9yoL16iRVToxY07Sq87iXtr+/oDGvJaAcWZM0VIZ6NbAOdKljRwFlFxdgQJwcdes+fo6xVF7k6k7SBdTIeLKKIUE/a+ewNoVUqn+Zypo1N3476zdAtVKy2LLylzFeXqa3v3+AAi1b8d5MH/ZzecTDqeLOJtjfuadaXgi+b+0iUA2l/sDHhz+yhP6xMshrwDvCsLYKHD7kCD//WnZBIo1sPV0DkaXVtnt1U4S0EXB9j3H/po7IAQZHR6HCaLXaQN/tbpu2cvz1l+3166r7KAjTwEw5ScuDPLbas1wfVxdluS02UkiMahJq98NX4yYCnF3kOPCDbU+mps7d3fh/4+cnIO+c+GWxV40aCTh1UoKGwaYHhHv2ZjDZEAwoP1Lbb0rD6vJBlYjsR8RTclzI03yTLPbDsLU0aizg3l0FWrXmDQ0RERlPYkREqjyfr0ulSQ1dXASUlpoelBqYVAPe8BqpsbvubQ4JExASZnv1Us8HeDbOfMPg3d2Vk6XZ63Dy8vRkrSw0uWtdMVJe1HISCRAYaPv1WN1OV9XpiWuvWtcpw+n7Uo0535s+ocClvyRmnceBlBhQrsTVQUCJQlKlxzIREdmOhkECGgbZ53n6yV5yKAx4jnRwANq0YzC5NuoZaXuBBiJbw1FP4nqqlwJA1WvOgHg5crc4ol9/npcM5eusQLDvRYR2CrJ2UYxmSu9IY+iaKM3WOTtbdrSQmwhtod5pLrChfd431wbV7QxT1xPoHSWzp7nKq83PRYHT9zVPlunuDsQM4DXLEhhQfqT89NrV+yHi/UusWhYiW5XW/A62yc8DaGvtohDZLXvoKUHW4e4uoLhYAl9f7iNE+piSZ5KM5+AAJA7mg7mxGja4DE8v+wsok/V5ewu4c0f89fKcWbP5+lq7BJZVT6p8AcqJBa2LAeVHnCTl/8+HOCJt6jsLqAPj8237ByjgzzywREQ6RUbJceOGxG6HAxNZUmgbBfLOO+CJFhzJQUQ1x9P9xHuB4+3D5y+qmZ6s9xCnpHkIbtTK2kWp1RhQfqS790PclknwdINSaxeFqMZhUnsiIv3c6wCN6/Dhj8gQbm7KfK+urtYuie2y2ORhRGST6qsFlJkmyLYFN1IgP5+NZCgHCVCv7k3u11bG24xHnByAAX4MJhMRERER2QNz53u1d/V8rF0CIrImvqK2H90j2AGL7A8DykREREREREREVOP0jJTjVpG1S0FU8zCgTERERERERERUQwU3rr39lf39Bfj7W7sUZO+6dpejbt3aexxpwoAyERERERFRDTQgToYyGbDraz72EdVm3t4MhBFVR+MmPIYq450FERERERFRDeTmDrhZuxBEZB2MfxGRGTlYuwBERERERERERGQeEmsXgIhqHAaUiYiIiIiIiIhqEkaRiciMmPKCiIiIiIioBosZIEPZQ2uXgogsydVV7Q8Gl4lIZAwoExERERER1WAeHtYuARFZmoRBZCIyI6a8ICIiIiIiIiIiIiKDMKBMRERERERERFRDSaXWLgER1TQMKBMRERERERER1VBMf0FEYjM5h7JTHXcxy2F3nOvXh9SjjrWLQaSVo7szpBLx06R7oR48nHUf/z5u3nqXqS5Df0OMspi6DkvUg6V+y5LbYku/7+7tI9q5XtOx4yp1hoOzY7XWK2YZNanu9c6Qc4axqrs/1PTjxVCm7jvmaNPKbKUOKx+j+splTJ2aUo/mPt51sUS7VybWfiDWesSsf3M9S1ijnaqruu3jKnW2uTYWsx3MfS9iK0zdzpp0LJnj2hfk54iyMsDDWS7aOo0tp6H3u9XZfmP+rdjXUls+rqzBmPqtzvFrL/VuD7EEd2c3k/6dRBAEQeSyEBEREREREREREVENxJQXRERERERERERERGQQBpSJiIiIiIiIiIiIyCAMKBMRERERERERERGRQRhQJiIiIiIiIiIiIiKDMKBMRERERERERERERAZhQJmIiIiIiIiIiIiIDMKAMhEREREREREREREZhAFlIiIiIiIiIiIiIjIIA8pEREREREREREREZBCjA8q5ubkYMGAAnnnmGaxbt84cZSIiE9y7dw9xcXG4fPkyAODAgQOIj49Hv379sGTJEiuXjojef/99xMbGIjY2FgsXLgTA45TI1vznP//BgAEDEBsbizVr1gDgcUpki95++22kp6cDAE6dOoWkpCTExMTg1VdfhUwms3LpiGq3UaNGITY2FomJiUhMTMTx48cZRyKyIbt378bgwYPRv39/zJ07F4Bp97tGBZQLCgqwZMkSrF+/Hjk5OdiwYQPOnj1rfOmJSFTHjx/H8OHDceHCBQBASUkJXnnlFSxfvhw7duzAiRMnsHfvXusWkqgWO3DgAH788Uds3rwZW7Zswe+//45t27bxOCWyIYcOHcLPP/+MrVu34osvvsB///tf/PHHHzxOiWzMTz/9hM2bN6v+njFjBmbPno2dO3dCEARs3LjRiqUjqt0EQcD58+eRk5Oj+l9AQADjSEQ24tKlS3jttdewfPly5Obm4uTJk9i7d69J97tGBZQPHDiAHj16wNvbG+7u7oiJicHXX39t8oYQkTg2btyI1157DX5+fgCAX3/9FU2aNEGjRo3g5OSE+Ph4HqtEVuTr64v09HQ4OztDKpWiefPmuHDhAo9TIhvSrVs3rF27Fk5OTvj7778hl8tx584dHqdENuTWrVtYsmQJJkyYAAC4cuUKSkpK0KFDBwDA4MGDeYwSWdH58+chkUgwbtw4JCQk4LPPPmMciciG7Nq1CwMGDEBAQACkUimWLFkCNzc3k+53jQooFxYWwtfXV/W3n58fCgoKjN8CIhLVW2+9hS5duqj+5rFKZFtatmypeti9cOECduzYAYlEwuOUyMZIpVIsXboUsbGxiIiI4PWUyMbMmTMH06ZNg6enJ4Cq97y+vr48Roms6M6dO4iIiMAHH3yATz75BFlZWbh69SqvpUQ24uLFi5DL5Rg7diwSEhKwfv16k+93jQooC4JQ5TOJRGLMKojIAnisEtmmP//8E2PGjEFaWhoaN25c5Xsep0TWl5qaip9++gnXrl1TpZJSx+OUyDo2bdqEwMBAREREqD7jPS+RbenYsSMWLlwId3d3+Pj4YMiQIVi6dGmV5XicElmHXC7HTz/9hEWLFmHjxo347bffVPNwqTPkGHUy5of9/f1x+PBh1d+FhYWqIfZEZDv8/f1x48YN1d88Voms78iRI0hNTcUrr7yC2NhYHDp0iMcpkQ05d+4cHj58iNDQULi5uaFfv374+uuv4ejoqFqGxymR9ezYsQPXr19HYmIibt++jeLiYkgkkgrX0uvXr/MYJbKiw4cPo6ysTPXiRxAEBAUF8Z6XyEY0aNAAERER8PHxAQA8/fTTJt/vGtVD+cknn8RPP/2EoqIiPHjwAN988w169+5tZPGJyNzCw8ORl5enGs4a8x5cAAAgAElEQVSwbds2HqtEVnTt2jVMmjQJixcvRmxsLAAep0S25vLly8jIyMDDhw/x8OFDfPfddxg2bBiPUyIbsWbNGmzbtg05OTlITU1FdHQ05s+fDxcXFxw5cgQAsGXLFh6jRFZ09+5dLFy4EKWlpbh37x42b96MRYsWMY5EZCOioqLw448/4s6dO5DL5fjhhx/Qv39/k+53je6hPG3aNIwaNQplZWUYMmQI2rdvb/KGEJF5uLi4YMGCBZgyZQpKS0sRGRmJ/v37W7tYRLXWqlWrUFpaigULFqg+GzZsGI9TIhsSGRmJ48ePY+DAgXB0dES/fv0QGxsLHx8fHqdENmzx4sXIyMjA/fv3ERYWhlGjRlm7SES1VlRUlOpaqlAoMGLECHTu3JlxJCIbER4ejpSUFIwYMQJlZWV46qmnMHz4cDzxxBNG3+9KBE2Jp4iIiIiIiIiIiIiIKjEq5QURERERERERERER1V4MKBMRERERERERERGRQRhQJiIiIiIiIiIiIiKDMKBMRERERERERERERAZhQJmIiIiIiIiIiIiIDOJk7QIQEREREZnb3Llz8b///Q8AcO7cOQQFBcHV1RUAUFJSgk2bNsHT09OaRSQiIiIisgsSQRAEaxeCiIiIiMhSoqOj8Z///Aft2rWzdlGIiIiIiOwOeygTERERUa3WunVr/PTTT9izZw+++eYblJSU4MqVKwgMDMRzzz2Hzz77DBcuXMDo0aMxZswYAMCmTZvw+eefQ6FQwNvbG7Nnz0bz5s2tvCVERERERObHgDIRERER0SOHDx9Gbm4u/P39ER8fj+3bt+PTTz/FmTNnMHToULzwwgs4fPgwtmzZgnXr1sHNzQ0//vgjpkyZgh07dli7+EREREREZseAMhERERHRI+3atUNgYCAAIDg4GD179oSDgwMaNWqE0tJSPHjwAHv27MHFixcxbNgw1b+7ffs2bt26BW9vb2sVnYiIiIjIIhhQJiIiIiJ6xNnZucLfTk5Vb5cVCgUSExMxY8YM1d+FhYXw8vKySBmJiIiIiKzJwdoFICIiIiKyJ0899RS2b9+OwsJCAMDnn3+O559/3sqlIiIiIiKyDPZQJiIiIiIyQq9evTBu3DiMGTMGEokEHh4eeP/99yGRSKxdNCIiIiIis5MIgiBYuxBEREREREREREREZPuY8oKIiIiIiIiIiIiIDMKAMhEREREREREREREZhAFlIiIiIiIiIiIiIjIIA8pEREREREREREREZBAGlImIiIiIiIiIiIjIIAwoExEREREREREREZFBGFAmIiIiIiIiIiIiIoMwoExEREREREREREREBmFAmYiIiIiIiIiIiIgMwoAyERERERERERERERmEAWUiIiIiIiIiIiIiMggDykRERERERERERERkEAaUiYiIiIiIiIiIiMggDCgTERERERERERERkUEYUCYiIiIiIiIiIiIigzCgTEREREREREREREQGYUCZiIiIiIiIiIiIiAzCgDIRERERERERERERGaRWBpRnzZqFK1euWLsYGrVu3draRahVli1bhmXLlom2vrKyMjz//PM4ePBgle/27NmD6Oho0X6rthGzrTZs2IC4uDjEx8dj1qxZePjwIQDg1KlTSEpKQkxMDF599VXIZDJRfq+2MXdbnTp1ComJiar/9erVC3FxcaL8Xm0k9nkQANatW4fk5GRR10lERERERES2oVYGlA8ePAhBEKxdDKphzp8/j+TkZBw7dqzKdzdu3MDbb79thVJRZXl5eVi1ahWysrKwdetWKBQKrF+/HgAwY8YMzJ49Gzt37oQgCNi4caOVS1u7aWur0NBQ5OTkICcnB1lZWfDy8kJmZqa1i0uPnD17FitWrLB2MYiIiIiIiMhM7D6gfPDgQYwZMwYTJ05ETEwMUlNTVb0Nv/jiC1XPtvT0dNy/fx8rV65EYWEhXnzxRdy8ebPCur766isMHToUCQkJiImJwf/+978qv7dmzRokJCRg4MCBmDNnDgDgyy+/xIQJEzB8+HD069cP8+fPVwWsV65ciUGDBiEhIQELFy5Ufb5kyRIMHToUMTExGDZsGK5fv17hd44ePYqYmBhcvHgR9+/fR1paGgYPHozExERs27ZN9bvJycmIj4/Hu+++K27F2oj8/HyMHDkSgwcPxpAhQ/DLL78AAKKjozF37lwMHDgQAwcOxMmTJwEAFy9exOjRozFo0CAMHz5c9fmZM2eQnJyMpKQkREVFYe3atRV+Ry6XIzU1FQsXLgQA7Nu3D0OGDMHAgQMxefJk1b4SHR2NqVOnIiYmBn///XeFdWRnZyMlJQXh4eFVtiMjIwOTJ08Wt3JsjL20lbOzMzIzM+Hh4QGJRIJWrVrh6tWruHLlCkpKStChQwcAwODBg/H111+bt9KsxN7bSt2KFSvQtWtXdOnSxTyVZQPspb0A4OHDh5gzZw5eeukls9YJERERERERWY+TWCu68867uPvuErFWp1L35WnwnP6yzmWOHTuGr776Cn5+fhg6dCh+/PFHBAUF4cMPP8TGjRtRr149vP7663j//feRlpaGrKwsrFy5EvXq1VOtQ6FQICsrCx9++CF8fHyQnZ2NVatWoWvXrqplZDIZVqxYgR9++AGOjo54/fXXUVBQAAA4ceIEtmzZAk9PT4waNQq7du2Cq6srTpw4gezsbEgkEsyYMQNbt25Fhw4dcP78eWRlZcHBwQEzZ85Ebm4uxowZA0A57P7VV1/F//3f/6FJkyZYvHgx2rRpg7fffhv37t3DsGHDVEHLgoIC7NixA05OojVlFWV78iDfd1H09Tr2bgJpn2Y6l8nOzkafPn2QkpKCgwcP4siRI6qAn7e3N7Zs2YLdu3cjLS0Nubm5SEtLw5w5cxAWFoazZ89i0qRJ2LlzJzZt2oSJEyciIiICly5dQkJCAkaNGgUAEAQBGRkZCAgIwMyZM1FUVIR33nkHa9euhZeXF7KysrB48WK89dZbAIDevXvjvffeq1LWmTNnAgA+/fTTCp+vXbsWYWFhGgPNNYm9tFVQUBCCgoIAAEVFRVi3bh3mz5+PwsJC+Pr6qpbz9fVVHd/mcvjz4ziS9ZtBy4b0a4HIST0qfLb3g5/xxzdnqyzbeVg7dBmufX+z97Yqd+fOHWzcuBG5ubkG1aG9spf2AoB33nkHSUlJCA4OtlwFERERERERkUWZLwppQS1btkRAQAAAoHnz5rh9+zauXr2KqKgoVdD4n//8J2bNmqV1HQ4ODvjggw+we/du5OXl4dChQ3BwqNiB28nJCR07dsSQIUPw9NNP47nnnoO/vz8AZY+tBg0aAAAGDBiAn3/+GS4uLvj1118xePBgAEBJSQkaNmyIxMREpKWlYdOmTcjLy8Mvv/yCxo0bq34nJSUF/fv3xxNPPAEAOHDgAEpKSvDFF18AAIqLi/Hnn38CAMLCwswaTLa2iIgITJkyBadOnUJkZCRGjhyp+m7o0KEAlHWfnp6O/Px8nDhxokI7FxcX4+bNm0hPT8cPP/yAFStW4PTp0yguLlYtk5WVhbt37+K7774DABw/fhzXrl1TBVoUCgW8vLxUyxsTGD5z5gy++eYbfPLJJ8jPzzetEoyyAsBHZljvOADjdS5hb21VUFCAlJQUJCUloXv37jh69GiVZSQSic5ttlf23lblcnNz0bdvX9SvX7+aNaLfR9+fxao951R/fzJeGdx/YcXPqs/G9mmOcVEtELd4D27cLQUAtA70xKcTIjB/6+/IOXL5cdmnR+KPa3fwx9U7GBfVQudv20t77d+/H9euXcOsWbM05pEnIiIiIiKimqFGRCJdXFxU/y2RSCAIAhQKRYVlBEHQOcHW/fv3kZSUhMTERHTt2hWtW7fGunXrqiy3fPly/PLLL9i3bx9SUlKwePFiAICjo6NqGYVCAUdHR8jlcjz//PMYPXo0AGVvOkdHR5w4cQLTp0/HCy+8gJiYGDg4OFTI6bx48WLMnDkT//jHPxASEgKFQoFFixahTZs2AJT5eL28vJCbmwtXV1cTasx+dO7cGdu3b8eePXuwY8cObN68GWvWrAGACoF0hUIBuVwOZ2dn5OTkqD7Pz8+Ht7c3UlNT4enpiaioKAwYMADbt29XLdOxY0eEhYVh7ty5WLp0KeRyOTp16oQPP/wQAFBaWor79++rllff3/T5+uuvcf36dSQlJaGsrAyFhYUYMWKEKmev+MZDX+DXXOyprc6dO4dx48Zh5MiRqpEB/v7+uHHjhmqZ69evw8/PT4SasT323lblvv32W4wfb5n9fVxUC42B359fj6ny2bZ/96ny2ayENpiV0KbCZ76erujVWv8+Zi/ttW3bNvz5559ITExEcXExbty4galTp2rsyUxERERERET2S7SAsuf0l/WmprCkbt26Ye3atZg4cSK8vb2xceNGVc+28mCvugsXLsDBwQETJkwAoMx5W3mZoqIijBgxAl988QU6duyI/Px8nD59GnXq1MG+fftw9+5dODs7Y/v27UhNTUVZWRmWLl2KoUOHwsXFBZMmTcKgQYNw+/ZtdOvWDcOHD8fdu3eRmZmJqKgo1e9ERERg+vTpyMjIwMaNG9GjRw98/vnnmDt3LgoLCzFw4EBkZWWZuQYfk/Zppjc1hbksXLgQfn5+eOGFF9C9e3cMGjRI9d327duRnJyMXbt2oXnz5ggKCkLTpk2Rk5ODxMRE7N+/H3PmzMG3336L/fv346uvvoK/vz++/PJLAFC1b0hICMaNG4fExER8//33CA8PR0ZGBvLy8tCsWTMsX74cBQUFWLBggdHlT01NRWpqKgDg8uXLGDVqlBmDydZlL2117949jB07FtOmTUNiYqLq86CgILi4uODIkSPo3LkztmzZgt69e5uptpS6DA/XmZpCn8hJPaqkwTCEvbcVoHxJ+Pvvv6Njx45Gb7+9sZf2Uk9HcvDgQbz//vsMJhMREREREdVANaKHsiYhISEYP348kpOTUVZWhjZt2uD1118HAPTp0wcvvvgiPv74YzRq1Ei1fGhoKJ599lm4urqia9euVSZ/8vHxwbBhwzBkyBC4ubkhMDAQgwYNwjfffIP69etj3LhxuHnzJhITE9GrVy8AwB9//IGhQ4dCLpejV69eGDRoEAoLCzF58mTEx8dDKpWidevWuHz5coXfGjhwIL744gv897//xeTJk5GZmYm4uDjI5XLMmDEDjRs3xuHDhy1Qk9aVnJyM6dOnY/PmzXB0dMRrr72m+u7o0aPIzs6Gm5ubKsixaNEiZGZm4uOPP4ZUKsWSJUsgkUgwZcoUjBgxAp6enmjWrBmCgoIq1Hn55F/p6enYtm0b5s2bh6lTp0KhUMDf3x+LFi2y+LbbG3tpq+zsbNy4cQOrV6/G6tWrASjTBbz00ktYvHgxMjIycP/+fYSFhamG+9c0NaGtioqKIJVKjRoxYK/spb2IiIiIiIiodpAI6rkWyCRffvklDh06ZFIPVjJNdHQ01q5dy4mf7ADbyn6wrewL24uIiIiIiIiswUH/IkRERERERERERERE7KFMRERERERERERERAZiD2UiIiIiIiIiIiIiMggDykRERERERERERERkEAaUiYiIiIiIiIiIiMggDCgTERERERERERERkUEYUCYiIiIiIiIiIiIigzCgrMeyZcuwbNkyUdZ14MABxMfHo1+/fliyZIko66TqEbN9AaCsrAzPP/88Dh48qPrs/fffR1RUFBITE5GYmIh169aJ9nu1iZhttWHDBsTFxSE+Ph6zZs3Cw4cPK3yflpaGL7/8UpTfqo0s0Va///47kpKSkJCQgPHjx+POnTui/F5tJGZ7zZo1C/369VOd73bt2iXKeomIiIiIiMh2MKBsISUlJXjllVewfPly7NixAydOnMDevXutXSwS0fnz55GcnIxjx45V+PzEiRN49913kZOTg5ycHDz33HNWKiEBQF5eHlatWoWsrCxs3boVCoUC69evBwAUFBRgwoQJ+Prrr61cSgJ0t9Vbb72F1NRUbN26Fc2aNcOqVausXFoClOe7zz77THW+e+aZZ6xdJCIiIiIiIhKZk1gr+uj7s1i155xYq1MZ26c5xkW10Pp9fn4+/v3vf6O4uBgODg7IyMhAhw4dEB0djejoaBw+fBgAMG/ePISFheHixYvIzMzErVu34OrqitmzZyMsLAxnzpzBm2++ieLiYhQVFWH06NEYNWqU6nfkcjmmTZuG4OBgzJw5E/v27cPSpUshk8kQHByMN998E/Xq1UN0dDTat2+PU6dOYf369ahfvz4A4Ndff0WTJk3QqFEjAEB8fDy+/vprREZGil5nYjt8+DCOHj0q+no7deqELl266FzGXtoXALKzs5GSkoJPP/20wjacOHECH330ES5duoSuXbsiLS0NLi4uItakbbCXtnJ2dkZmZiY8PDwAAK1atcLVq1cBALm5uXj66afh7e1tmUr7PhPY+7phy3YaBySsrPjZ1heBox9VXTbyNSAqU+uqakJbKRQK3L9/HwDw4MEDeHl5GVaPdshe2qu4uBhXr17F7NmzcfXqVTzzzDOYPHkyHBz47pqIiIiIiKgmES2gbC3Z2dno06cPUlJScPDgQRw5cgQdOnQAAHh7e2PLli3YvXs30tLSkJubi7S0NMyZMwdhYWE4e/YsJk2ahJ07d2LTpk2YOHEiIiIicOnSJSQkJKgetAVBQEZGBgICAjBz5kwUFRXhnXfewdq1a+Hl5YWsrCwsXrwYb731FgCgd+/eeO+99yqUs7CwEL6+vqq//fz8UFBQYKFasl/20r4AMHPmTACoEFC+f/8+QkNDkZaWhqCgIKSnp2P58uWYNm2aWerrt03v40T2B6Kvt+2QSWj3j8k6l7GXtgoKCkJQUBAAoKioCOvWrcP8+fMBACkpKQCAI0eOiFd5NqgmtFV6ejpGjx6NefPmwc3NDRs3bjRrna0/tQ5Zp9er/n63j7KsL++ZqvpsWOsRGBH6HF74OhlFJUUAgOZezbEkaineP7YU31zcqVp2TcxanLt1FmdvncWIUN2jFuylvf7++2/06NEDb7zxBtzd3TF+/HhkZ2dj6NChplY7ERERERER2SC7DyhHRERgypQpOHXqFCIjIzFy5EjVd+UPsdHR0UhPT0d+fj5OnDiBWbNmqZYpLi7GzZs3kZ6ejh9++AErVqzA6dOnUVxcrFomKysLd+/exXfffQcAOH78OK5du6Z6EFcoFBV6x4WHh1cppyAIVT6TSCTV3Pqaz17aV5s6dergo48e9yAdM2YMXnnlFbMFlNv9Y7LewK+52FtbFRQUICUlBUlJSejevbs4lWAn7L2tSkpK8Oqrr+LTTz9F+/btsWbNGqSlpWHlypVa11FdI0Kf0xj43Tpwe5XPPun/3yqfTe6YiskdUyt8Vt+tProF6t/37KW9GjVqhA8+ePxCKzk5GVu2bGFAmYiIiIiIqIYRLaA8LqqFztQU5tK5c2ds374de/bswY4dO7B582asWbMGAODk9HjzFAoF5HI5nJ2dkZOTo/o8Pz8f3t7eSE1NhaenJ6KiojBgwABs3/44SNCxY0eEhYVh7ty5WLp0KeRyOTp16oQPP/wQAFBaWqoaeg1AYzoDf39/3LhxQ/V3YWEh/Pz8xKsIM+rSpYve1BTmYi/tq83Vq1dx4MABDBkyBIDyxYJ6uWsSe2qrc+fOYdy4cRg5ciTGjBkjaj0YJSpTZ2oKvRJWVk2DYQB7b6szZ87AxcUF7du3BwD885//xH/+8x+j68Fe2Et7nT59GhcuXEBMTAyAmn2+IyIiIiIiqs3sPrHhwoULkZOTg0GDBmHOnDk4efKk6rvyh+Vdu3ahefPmCAoKQtOmTVUP2vv371dNkLZ//36kpqaib9+++N///gdAmU8SAEJCQjBu3Dj8+eef+P777xEeHo5ffvkFeXl5AIDly5dj4cKFOssZHh6OvLw8XLx4EXK5HNu2bUPv3r3FrYwayF7aVxtXV1csWrQIly5dgiAIWLduXY2dpMpe2urevXsYO3YsXnrpJesGk63I3tuqSZMmyM/Px/nz5wEA3333Hdq1aydG1dgke2kvQRAwb9483L59G2VlZdiwYUONPd8RERERERHVZnbfdSg5ORnTp0/H5s2b4ejoiNdee0313dGjR5GdnQ03NzcsWLAAALBo0SJkZmbi448/hlQqxZIlSyCRSDBlyhSMGDECnp6eaNasGYKCgnD58mXVusonh0pPT8e2bdswb948TJ06FQqFAv7+/li0aJHOcrq4uGDBggWYMmUKSktLERkZif79+5unUmoQe2lfbXx8fPDGG2/gX//6F8rKytCpUyeMHj26epVio+ylrbKzs3Hjxg2sXr0aq1evBqBMF/DSSy+ZoVZsU01oq/nz52Pq1KkQBAH169fHvHnzzFBTtsFe2iskJAQvvvgihg8fDplMhn79+iEuLs48lUJERERERERWIxE0JfetAaKjo7F27VoEBwdbuyhkBmxf+8G2sh9sK/vC9iIiIiIiIiJrsPuUF0RERERERERERERkGTW2hzIRERERERERERERiYs9lImIiIiIiIiIiIjIIAwoExEREREREREREZFBGFAmIiIiIiIiIiIiIoMwoExEREREREREREREBmFAWY9ly5Zh2bJloq2vrKwMzz//PA4ePCjaOsl0lmjf8+fPIzk5GQkJCRg7dixu374t2u/VJmK21YYNGxAXF4f4+HjMmjULDx8+BAB8++23SExMREJCAiZOnMi2MpEl2mrv3r2Ij49HfHw8pk+fjvv374vye7WRmO117NgxDB06FLGxsXj55ZdV7UVEREREREQ1BwPKFlQeWDx27Ji1i0JmoKl9BUHAv/71L4wbNw5bt25FaGgoVq5cacVSUl5eHlatWoWsrCxs3boVCoUC69evx71795CZmYmVK1di69ataN26tagvG8h42trqzp07SE9Px5IlS5Cbm4uQkBAsWbLE2sWt9e7du4cpU6bgjTfewPbt2wEA2dnZVi4VERERERERic3uA8r5+fkYOXIkBg8ejCFDhuCXX34BAERHR2Pu3LkYOHAgBg4ciJMnTwIALl68iNGjR2PQoEEYPny46vMzZ84gOTkZSUlJiIqKwtq1ayv8jlwuR2pqKhYuXAgA2LdvH4YMGYKBAwdi8uTJuHnzpup3p06dipiYGPz9998V1pGdnY2UlBSEh4ebtU5qEntv399//x3u7u7o3bs3AGDChAl47rnnzFBT1mcvbeXs7IzMzEx4eHhAIpGgVatWuHr1KsrKypCZmQl/f38AQOvWrXHt2jXzVpqV2HtbXbhwAQ0bNkSLFi0AAFFRUfj222/NW2lWZC/ttX//fnTo0AEhISEAgIyMDDzzzDPmrRwiIiIiIiKyOCexVrT+1DpknV4v1upUhrUegRGh2gNw2dnZ6NOnD1JSUnDw4EEcOXIEHTp0AAB4e3tjy5Yt2L17N9LS0pCbm4u0tDTMmTMHYWFhOHv2LCZNmoSdO3di06ZNmDhxIiIiInDp0iUkJCRg1KhRAJS9TDMyMhAQEICZM2eiqKgI77zzDtauXQsvLy9kZWVh8eLFeOuttwAAvXv3xnvvvVelrDNnzgQAfPrpp2JXU41l7+37119/oUGDBkhLS8PJkyfRqlUrzJ4929zVZhX20lZBQUEICgoCABQVFWHdunWYP38+6tWrh759+wIASkpKsHLlSiQnJ5u51lYA+MjAZQcBeLXSZ28B2Kxh2XEAxmtdk723VdOmTZGfn48//vgDISEh+Oqrr3Djxg0D69H+2Et7Xbx4Ee7u7pg0aRL++usvdOnSBenp6ZatLCIiIiIiIjI70QLK1hIREYEpU6bg1KlTiIyMxMiRI1XfDR06FICyN1V6ejry8/Nx4sQJzJo1S7VMcXExbt68ifT0dPzwww9YsWIFTp8+jeLiYtUyWVlZuHv3Lr777jsAwPHjx3Ht2jXVg7hCoYCXl5dq+ZrWA/nOO+/i7rviDyev+/I0eE5/Wecy9t6+MpkMhw4dwmeffYZ27drhvffew4IFC7BgwQKD12GMsj15kO+7KPp6HXs3gbRPM53L2FtbFRQUICUlBUlJSejevbvq87t372LixIkICQnBoEGDDKkeu1MT2urtt9/G7NmzoVAoMHToUEilUhFqRrvDnx/HkazfVH8PfudZAMCX079SfdZ5WDt0GR6O/77wBYpvPgAANGjug6R3B2DvBz/jj2/OqpYduXowrp8rwo1zf6PLcN3nFHtpL7lcjh9//BEbNmxAw4YN8eqrr2LlypWYMmWKzu0jIiIiIiIi+2L3AeXOnTtj+/bt2LNnD3bs2IHNmzdjzZo1AAAnp8ebp1AoIJfL4ezsjJycHNXn+fn58Pb2RmpqKjw9PREVFYUBAwao8j8CQMeOHREWFoa5c+di6dKlkMvl6NSpEz788EMAQGlpaYUJoVxcXMy92RblOf1lvYFfc7H39vX19UWTJk3Qrl07AEBcXBxSU1NNqwwDSPs00xv4NRd7aqtz585h3LhxGDlyJMaMGaP6vLCwEGPHjkWPHj3wyiuviFMxNsje20oulyMgIACbNm0CoEwt06hRI5FqR7Muw8M1Bn7H54ys8lnyJ0lVPouc1AORk3pU+KxOfXc07Ras97ftpb0aNGiA8PBwVVs8++yz+Oyzz/RuHxEREREREdkX0QLKI0Kf05mawlwWLlwIPz8/vPDCC+jevXuFHoXbt29HcnIydu3ahebNmyMoKAhNmzZFTk4OEhMTsX//fsyZMwfffvst9u/fj6+++gr+/v748ssvASiDFgAQEhKCcePGITExEd9//z3Cw8ORkZGBvLw8NGvWDMuXL0dBQYHZep3WZvbevh07dkRRUZFqaP7u3bvRpk0bcSrHxthLW927dw9jx47FtGnTkJiYqPpcLpdjwoQJePbZZzFx4kQz1VJl4+k4yzcAACAASURBVKErNYV+r6JqGgz97L2tJBIJxowZg02bNsHPzw+rV6/GgAEDjK4He2Ev7dWzZ08sW7YM165dQ2BgIL7//vsae74jIiIiIiKqzey+h3JycjKmT5+OzZs3w9HREa+99prqu6NHjyI7Oxtubm6qh+BFixYhMzMTH3/8MaRSKZYsWQKJRIIpU6ZgxIgR8PT0RLNmzRAUFITLly+r1lU+OVR6ejq2bduGefPmYerUqVAoFPD398eiRYssvu21gb23r6urKz744ANkZGTgwYMHCAgIUE14VdPYS1tlZ2fjxo0bWL16NVavXg1AmS4gLCwMJ0+ehFwux86dOwEAbdu2VeWMrUnsva1eeuklvPHGG0hJScHDhw8RERGBsWPHmqGmbIO9tFdgYCDeeOMNTJgwAaWlpQgNDUVaWpp5KoWIiIiIiIisRiIIgmDtQphDdHQ01q5di+Bg/cOJyf6wfe0H28p+sK3sC9uLiIiIiIiIrMHB2gUgIiIiIiIiIiIiIvtQY3soExEREREREREREZG42EOZiIiIiIiIiIiIiAzCgDIRERERERERERERGYQBZSIiIiIiIiIiIiIyCAPKRERERERERERERGQQBpSJiIiIiIiIiIiIyCAMKOuxbNkyLFu2TLT1lZWV4fnnn8fBgwdVn506dQpJSUmIiYnBq6++CplMJtrvkW7mbt9Tp04hMTFR9b9evXohLi5OtN+rTcRsqw0bNiAuLg7x8fGYNWsWHj58CADYtWsX4uPjERsbi/T0dNXnZBwx22r9+vWIjY3FgAED8Pbbb0MQBFHWS4+J1V579+6tcL7r0aMHxo8fL0IJiYiIiIiIyJYwoGxB58+fR3JyMo4dO1bh8xkzZmD27NnYuXMnBEHAxo0brVRCqg5N7RsaGoqcnBzk5OQgKysLXl5eyMzMtF4hCXl5eVi1ahWysrKwdetWKBQKrF+/HsXFxXjjjTewZs0abN++HaWlpdi8ebO1i1urXbp0CZ988gk2bdqE3NxcHDt2DPv377d2sUiLyMhI1fnu448/hoeHB2bNmmXtYhEREREREZHInMRa0eHPj+NI1m9irU6l87B26DI8XOv3+fn5+Pe//43i4mI4ODggIyMDHTp0QHR0NKKjo3H48GEAwLx58xAWFoaLFy8iMzMTt27dgqurK2bPno2wsDCcOXMGb775JoqLi1FUVITRo0dj1KhRqt+Ry+WYNm0agoODMXPmTOzbtw9Lly6FTCZDcHAw3nzzTdSrVw/R0dFo3749Tp06hfXr16N+/fqqdWRnZyMlJQWffvqp6rMrV66gpKQEHTp0AAAMHjwYS5cuxYgRI8SuSrtk7+2rbsWKFejatSu6dOli3kqzEntpK2dnZ2RmZsLDwwMA0KpVK1y9ehXu7u7YvXs3pFIpiouL8ffff8PT09OsdfbbpvdxIvsDg5Zt/vQ/0O3FNyp8dmjlHJz7blOVZdsOmYR2/5isdV320laNGjXC9u3bIZVKcfPmTdy7d8/sbWKL7KW91C1cuBDDhg1D06ZNLVVNREREREREZCGiBZStJTs7G3369EFKSgoOHjyII0eOqIKz3t7e2LJlC3bv3o20tDTk5uYiLS0Nc+bMQVhYGM6ePYtJkyZh586d2LRpEyZOnIiIiAhcunQJCQkJqgdtQRCQkZGBgIAAzJw5E0VFRXjnnXewdu1aeHl5ISsrC4sXL8Zbb70FAOjduzfee++9KmWdOXMmAFQIOBYWFsLX11f1t6+vLwoKCsxWX6b46PuzWLXnnOjrHdunOcZFtdC5jL23b7k7d+5g48aNyM3NrVad6XP48GEcPXpU9PV26tRJbyDcXtoqKCgIQUFBAICioiKsW7cO8+fPBwBIpVLs3bsXM2fOhJ+fH3r27ClqPdoKe2krQNkmGzduxNtvv4327dsjJCTEchWl7vtMYO/rj/9+URnExUq14yLyNSAqE1jcELh3TflZYCdg/BFg64vA0Y8eL/vyFeDaEeDqEeW/0cGe2gsALly4gEOHDqmWJSIiIiIioprF7gPKERERmDJlCk6dOoXIyEiMHDlS9d3Qof/P3r3H5Xz/fxx/hJhTMQtTTmOk7xAZs4NDs4NDcp6ZGMKQnEaxZm2OOYzRDCOHzWHTJIn5Os5m3znb5nw2VpFhVEOq3x/9XFsrutR1dV1XnvfbzU29r/fn/X5d79d1Ra/evT9dAPD09CQwMJC4uDgOHTqU4Vdwk5KSuHbtGoGBgXz//ffMmzeP48ePk5SUZOizcuVKbt68yZYtWwD4+eefiY2NNXwjnpqaiqOjo6F/3br331H9b1mdB2pnZ2f09Xmhb/Pq2RZ+zcXW83tPVFQULVq0yHInnyk1aNDAYjugbS1Xly5dwtfXl44dO9KoUSNDe9OmTdm1axcff/wxwcHBTJ8+PZcrY31sLVddunShQ4cOjB49mtDQUIYPH26ahXgYzYOzLvwGZ3Gm87sxmdvazk//808OFaCmV7ZT21q+vvrqK7p160bhwoWzfW4iIiIiIiJie0xWUG7wZt0HHk1hLh4eHkRHR7N9+3bWr19PREQEixYtAqBQob+fXmpqKikpKRQuXJjIyEhDe1xcHKVKlcLf3x8HBweaN29Oq1atiI6ONvSpV68ebm5ujB8/nlmzZpGSkkL9+vWZO3cuALdv3yYxMdHQv0iRIkbHX65cOa5cuWL4PD4+nrJlyz78QuRTtp7fezZv3pzvb05lS7k6ffo0ffv2pXv37vTu3RuA69evc+jQIcOuZC8vL4YNG2ai1cla7c5+DzyaIjsN+32U6RgMY9hKrmJjY4mJicHDw4NChQrRunVrVqxY8dDP19bZSr7u2bJlCwsXLjTZ8xcRERERERHrYvM35ZsyZQqRkZG0b9+esWPHcuTIEcNj975Z3rRpE9WqVcPZ2ZkqVaoYvtHeuXMnb731luFjf39/WrRowZ49e4D08yQBXF1d6du3LydPnmTbtm3UrVuXgwcPcvbsWQDmzJnDlClTchS/s7MzRYoUYd++fQCsWbOGJk2a5Gis/MjW8wvpu9APHz5MvXr1cjyGLbCVXCUkJNCnTx+GDBliKCZDep5GjhxJTEz67tINGzZQv359UyyN1bGVXN28eZORI0dy48YN0tLS2LhxIx4eHqZdDBtgK/mC9GNkbt26RcWKFU23ACIiIiIiImJVbP7ICx8fH0aMGEFERAQFCxbkgw8+MDy2f/9+wsPDKVq0KJMnTwZg6tSpBAcHs2DBAuzt7ZkxYwZ2dnYMHjyYbt264eDgQNWqVXF2dubixYuGse7dyCswMJB169YxceJEhg4dSmpqKuXKlWPq1Kk5fg7Tpk0jKCiIxMRE3NzcMtwk6VGXH/J79epV7O3tc7Sz2ZbYSq7Cw8O5cuUKYWFhhIWFAenHBQwZMoRx48bRv39/7OzsqF69Oh9++OEDx7JVtpKrGjVq0K9fP7p27UrBggVp0KABvXr1Ms+iWDFbyRfAxYsXKV++vOkXQURERERERKyGXVpWh/jmA56enixduhQXFxdLhyJmoPzaDuXKdihXtkX5EhEREREREUuw+SMvRERERERERERERCRv5NsdyiIiIiIiIiIiIiJiWtqhLCIiIiIiIiIiIiJGUUFZRERERERERERERIyigrKIiIiIiIiIiIiIGEUFZRERERERERERERExigrK2Zg9ezazZ8822XjJycn07NmTXbt2ZXosICCA1atXm2wuyV5e5Pfw4cN07NiRtm3b0r9/f27cuGGy+R4lpszVV199RZs2bfDy8mL06NHcuXMnw+Pbt2/H09PTJHM9ikyZq+XLl9O6dWtatWpFSEgI9+4je/ToUTp27Mhrr73Ge++9x927d00y36PIlPn64YcfaNu2LW3atGHUqFGZ3lsiIiIiIiJi+1RQzkNnzpzBx8eHAwcOZGi/dOkS77zzDt9++62FIhNTuF9+J0yYgL+/P2vXrqVq1aosXLjQQhEKwNmzZ1m4cCErV65k7dq1pKamsnz5csPjV65cISQkxIIRyj0XLlxg8eLFrFq1iqioKA4cOMDOnTsBGDlyJO+//z4bN24kLS2Nr7/+2sLRCsB7773HjBkzWLduHbdu3SIyMtLSIYmIiIiIiIiJ2XxBOS4uju7du9OhQwc6derEwYMHAfD09GT8+PG0a9eOdu3aceTIEQDOnz9Pr169aN++PW+++aah/cSJE/j4+NCxY0eaN2/O0qVLM8yTkpKCv78/U6ZMAWDHjh106tSJdu3a4efnx7Vr1wzzDh06lNdee40//vgjwxjh4eH4+vpSt27dDO1RUVG8/PLLtGzZ0vQLZOPyQ35TU1NJTEwE4K+//uKxxx4z8SpZB1vJVeHChQkODqZEiRLY2dlRo0YNYmJiDI8HBQXh5+dnvoWyAraSq4oVKxIdHU2xYsW4ceMGCQkJODg48Pvvv3Pr1i3c3d0B6NChQ77+gZyt5OveGAkJCaSkpHD79m2KFCli1rURERERERGRvFfIZCNtC4bvPjTZcAZNP4Dmwfd9ODw8nGbNmuHr68uuXbvYt2+fochQqlQp1qxZw9atWwkICCAqKoqAgADGjh2Lm5sbp06dYtCgQWzcuJFVq1YxcOBAGjduzIULF2jbti09evQAIC0tjaCgIMqXL8+oUaO4evUq06dPZ+nSpTg6OrJy5UqmTZvGhAkTAGjSpAkzZ87MFOuoUaMAWLJkSYZ2X19fAPbt25fr5cpv8kN+AwMD6dWrFxMnTqRo0aJm3Ul5Y/rH3Px4hlF9i73VjdJTMu7EvTYqgKRlyzP1LTl8GA4jhj9wPFvJlbOzM87OzgBcvXqVZcuWMWnSJACWLl2Km5tbph8KmEvy9rOk7DhvVN+C9Z/Evk3NjNevO07K/tjMfZtUxr5Z1fuOZSu5ArC3t+frr78mJCSEOnXq4OrqyuHDh3FycjL0cXJy4tKlS0atoy2ypXwFBwfj4+NDiRIlcHFx4fXXX8+7hRIREREREZE8YbqCsoU0btyYwYMHc/ToUZo2bUr37t0Nj3Xp0gVI300VGBhIXFwchw4dYvTo0YY+SUlJXLt2jcDAQL7//nvmzZvH8ePHSUpKMvRZuXIlN2/eZMuWLQD8/PPPxMbGGr4RT01NxdHR0dA/r4pReWX50WWsPJ65yJhbXWt2o1uttx7Yx9bze+vWLd577z2WLFlCnTp1WLRoEQEBAcyfP9/oMWyFreXq0qVL+Pr60rFjRxo1asSJEyf473//y+LFi4mLizPNolgpW8tVly5d6NChA6NHjyY0NJRmzZpl6mNnZ5ezxTDaPODzf3z+xf//7fOPtr5Af+B14Mr/t7kCXwITgIh/9N0AHP3/P/0fOLOt5Cs+Pp5p06axbt06XFxcmDRpEpMmTeKDDz544PMTERERERER22LzBWUPDw+io6PZvn0769evJyIigkWLFgFQqNDfTy81NZWUlBQKFy6c4UzHuLg4SpUqhb+/Pw4ODjRv3pxWrVoRHR1t6FOvXj3c3NwYP348s2bNIiUlhfr16zN37lwAbt++bTjSAMh3v+LbrdZb2RZ+zcXW83vixAmKFClCnTp1AHjjjTf45JNPcrYYVs6WcnX69Gn69u1L9+7d6d27NwDffvst8fHxdOzYkeTkZC5fvky3bt0ynK+cX9hKrmJjY4mJicHDw4NChQrRunVrVqxYwRtvvMGVK1cM/eLj4ylbtqzpFihL/cm68Ls3i7asjt947////JMT0CTbmW0lX3v37qVGjRpUqlQJSC92Dx06NNvnJyIiIiIiIrbFdAXl5sEPPJrCXKZMmULZsmV5++23adSoEe3btzc8Fh0djY+PD5s2baJatWo4OztTpUoVIiMj8fb2ZufOnYwdO5bNmzezc+dONmzYQLly5Vi9ejWQfhYkgKurK3379sXb25tt27ZRt25dgoKCOHv2LFWrVmXOnDlcunSJyZMn5/nzz+9sPb+VK1cmLi6OM2fO8NRTT7FlyxZq165tmsXJgsOI4dkeTfEgpaeEZDoGw1i2kquEhAT69OnDsGHD8Pb2NrT7+/vj7+8PwMWLF+nRo4fZi8n2zao+8GiKbK9vUzPTMRjGsJVc3bx5k5EjR7JmzRpKlizJxo0b8fDwwNnZmSJFirBv3z48PDxYs2YNTZpkX5i1VbaSrxo1ahASEsKVK1d44oknzP71TkRERERERCzD5nco+/j4MGLECCIiIihYsGCGX63dv38/4eHhFC1a1PBN8NSpUwkODmbBggXY29szY8YM7OzsGDx4MN26dcPBwYGqVavi7OzMxYsXDWPdu5FXYGAg69atY+LEiQwdOpTU1FTKlSvH1KlT8/y5PwpsPb+Ojo5MmjSJoUOHkpaWRpkyZZg4cWLuFsVK2UquwsPDuXLlCmFhYYSFhQHpxwUMGTLEDKtinWwlVzVq1KBfv3507dqVggUL0qBBA3r16gXAtGnTCAoKIjExETc3N8PRDPmRreSrWrVqDBkyhB49elCwYEEqV67MRx99ZJ5FEREREREREYuxS0tLS7N0EObg6enJ0qVLcXFxsXQoYgbKr+1QrmyHcmVblC8RERERERGxhAKWDkBEREREREREREREbEO+3aEsIiIiIiIiIiIiIqalHcoiIiIiIiIiIiIiYhQVlEVERERERERERETEKCooi4iIiIiIiIiIiIhRVFAWEREREREREREREaOooCwiIiIiIiIiIiIiRlFBORuzZ89m9uzZJhsvOTmZnj17smvXLkPb5s2b8fb2pm3btgwcOJA///zTZPPJg+VFfr/77ju8vLzw8vJixIgRJCYmmmy+R4kpc/XVV1/Rpk0bvLy8GD16NHfu3AEgNDSU5s2b4+3tjbe3N8uWLTPJfI8aU+Zq+fLltG7dmlatWhESEkJaWlqGxwMCAli9erVJ5npUmTJfq1evplWrVnh5eTF+/Hju3r1rknFFRERERETEeqignIfOnDmDj48PBw4cMLQlJCQQHBzM/PnzWbt2LTVr1jRpgVPyTlb5vXHjBoGBgcyYMYOoqChcXV2ZMWOGBaOUs2fPsnDhQlauXMnatWtJTU1l+fLlABw6dIiPP/6YyMhIIiMjeeuttywc7aPtwoULLF68mFWrVhEVFcWBAwfYuXMnAJcuXeKdd97h22+/tXCUcs+ZM2eYOXMmixcvJioqirt37/LFF19YOiwRERERERExsUKmG2oe8LnphjPoC/S/76NxcXG8++67JCUlUaBAAYKCgnB3d8fT0xNPT0/27t0LwMSJE3Fzc+P8+fMEBwdz/fp1HnvsMd5//33c3Nw4ceIE48aNIykpiatXr9KrVy969OhhmCclJYVhw4bh4uLCqFGj2LFjB7NmzeLu3bu4uLgwbtw4SpcujaenJ3Xq1OHo0aMsX76cMmXKGMYIDw/H19eXJUuWGNqSk5MJDg6mXLlyANSsWZOoqCgTr6HtsvX8njt3jgoVKlC9enUAmjdvjq+vL0FBQWZZr8+3nWLh9tNG9fX2cGF02/9kaJu09jCR+y5m6tunWTX6Nq/+wPFsJVeFCxcmODiYEiVKAFCjRg1iYmKA9ILy559/zoULF3j22WcJCAigSJEiRq1nTuzdu5f9+/cb1dfV1ZUmTZpkaNuxYwfHjh3L1Ld+/fo0aNDgvmPZSq4qVqxIdHQ09vb2XLt2jYSEBBwcHACIiori5ZdfplSpUkatny2zlXwdP34cd3d3ypYtC6R/vZs/fz69evXK+0UTERERERERszFhQdkywsPDadasGb6+vuzatYt9+/bh7u4OQKlSpVizZg1bt24lICCAqKgoAgICGDt2LG5ubpw6dYpBgwaxceNGVq1axcCBA2ncuDEXLlygbdu2hm+009LSCAoKonz58owaNYqrV68yffp0li5diqOjIytXrmTatGlMmDABgCZNmjBz5sxMsY4aNQogQ8GxdOnStGjRAoBbt24xf/58fHx8zLpmD2vvip/Zt/JXk4/r0bU2Dd6s+8A+tp7fKlWqEBcXx7Fjx3B1dWXDhg1cuXLFJOtnbWwlV87Ozjg7OwNw9epVli1bxqRJk0hMTKRWrVoEBATg7OxMYGAgc+bMYdiwYXm4innDVnIFYG9vz9dff01ISAh16tTB1dUVAF9fXwD27duXF0vGr6tCORT+qeHz1yaFA7BxdCdD2zOdBlG7sx9r3mnCX9fiAShd1Y3XJ3/D7vljOb1llaGv92ffce3sYa6eOUztzn4PnNtW8uXq6srkyZOJjY2lbNmyfPvtt/n2652IiIiIiMijzOYLyo0bN2bw4MEcPXqUpk2b0r17d8NjXbp0AcDT05PAwEDi4uI4dOgQo0ePNvRJSkri2rVrBAYG8v333zNv3jyOHz9OUlKSoc/KlSu5efMmW7ZsAeDnn38mNjbW8I14amoqjo6Ohv516z64SJqVmzdvMnDgQFxdXWnfvv1DX29ODd6sm23h11xsPb8ODg6EhITw/vvvk5qaSpcuXbC3t8/ZYlg5W8vVpUuX8PX1pWPHjjRq1AiAzz//+7csevfuzZgxY/JlQdnWctWlSxc6dOjA6NGjCQ0NZfjw4aZZiIdQu7NfloXfN786mqmt3dwdmdoa9vuIhv0+ytBW7PGyOHs0z3ZuW8lX1apVGTFiBAMGDOCxxx7j9ddf59dfTf/DSBEREREREbEsExaU+/OgoynMxcPDg+joaLZv38769euJiIhg0aJFABQq9PfTS01NJSUlhcKFCxMZGWloj4uLo1SpUvj7++Pg4EDz5s1p1aoV0dHRhj716tXDzc2N8ePHM2vWLFJSUqhfvz5z584F4Pbt2xlutPawvyJ/+fJl+vTpw3PPPceYMWNytA75la3nNyUlhfLly7NqVfrOxMOHD1OxYsWcLYYR+javnu3RFA8yuu1/Mh2DYSxbytXp06fp27cv3bt3p3fv3gDExMTw448/0qlT+o7TtLS0DHGbQ4MGDR54NEV2mjRpkukYDGPYSq5iY2OJiYnBw8ODQoUK0bp1a1asWPHQz9fW2Uq+bt++TZ06dVizZg0A//3vf8369U5EREREREQsw+ZvyjdlyhQiIyNp3749Y8eO5ciRI4bH7n2zvGnTJqpVq4azszNVqlQxfKO9c+dOw023du7cib+/Py1atGDPnj1AejEQ0n+Nt2/fvpw8eZJt27ZRt25dDh48yNmzZwGYM2cOU6ZMyVH8KSkpvPPOO7Rs2ZL33nsPOzu7nC1EPmXr+bWzs6N3795cunSJtLQ0wsLCaNWqVc4Ww8rZSq4SEhLo06cPQ4YMMRSTAR577DGmTp3KhQsXSEtLY9myZbzyyismWh3rYiu5unnzJiNHjuTGjRukpaWxceNGPDw8TLsYNsBW8pWUlETPnj1JSEjgzp07fPHFF/n2652IiIiIiMijzOaPvPDx8WHEiBFERERQsGBBPvjgA8Nj+/fvJzw8nKJFizJ58mQApk6dSnBwMAsWLMDe3p4ZM2ZgZ2fH4MGD6datGw4ODlStWhVnZ2cuXvz75mT3buQVGBjIunXrmDhxIkOHDiU1NZVy5coxderUHMW/detWjhw5QkpKChs3bgTgmWeeMZxT+aiz9fwWKFCAjz76CF9fX+7cuUPjxo3p06dP7hbFStlKrsLDw7ly5QphYWGEhYUB6ccFDBkyhI8++ogBAwaQnJxM/fr18+3NxGwlVzVq1KBfv3507dqVggUL0qBBg3ybkwexlXyVLl0aPz8/3njjDe7evUubNm3w8vIyz6KIiIiIiIiIxdilpaWlWToIc/D09GTp0qW4uLhYOhQxA+XXdihXtkO5si3Kl4iIiIiIiFiCzR95ISIiIiIiIiIiIiJ5I9/uUBYRERERERERERER09IOZRERERERERERERExigrKIiIiIiIiIiIiImIUFZRFRERERERERERExCgqKIuIiIiIiIiIiIiIUVRQzsbs2bOZPXu2ycZLTk6mZ8+e7Nq1y9C2adMmvLy8aN26NYGBgdy5c8dk88mDmTK/X331FW3atMHLy4vRo0crjyaWF7k6c+YMPj4+tG3blj59+vDnn3+aZL5HjSlztXz5clq3bk2rVq0ICQnh3n1kN2/ejLe3N23btmXgwIHKlYiIiIiIiEgeUUE5D90rVh04cMDQlpSUxEcffcSiRYuIjo7m9u3bREREWDBKyYmzZ8+ycOFCVq5cydq1a0lNTWX58uWWDkuycL9cpaWlMWDAAPr27cvatWupVasW8+fPt3S4j7QLFy6wePFiVq1aRVRUFAcOHGDnzp0kJCQQHBzM/PnzWbt2LTVr1jTpD/5ERERERERE5P4KWTqA3IqLi+Pdd98lKSmJAgUKEBQUhLu7O56ennh6erJ3714AJk6ciJubG+fPnyc4OJjr16/z2GOP8f777+Pm5saJEycYN24cSUlJXL16lV69etGjRw/DPCkpKQwbNgwXFxdGjRrFjh07mDVrFnfv3sXFxYVx48ZRunRpPD09qVOnDkePHmX58uWUKVPGMEZ4eDi+vr4sWbLE0FasWDG2bt2Kvb09SUlJ/PHHHzg4OOTdAlo5W8lv4cKFCQ4OpkSJEgDUqFGDmJiYvF8wC7L1XB0+fJhixYrRpEkTAN555x1u3LiRx6uYN2wlVxUrViQ6Ohp7e3uuXbtGQkICDg4OJCcnExwcTLly5QCoWbMmUVFReb+QIiIiIiIiIo8gkxWUf10VyqHwT001nMEznQZRu7PffR8PDw+nWbNm+Pr6smvXLvbt24e7uzsApUqVYs2aNWzdupWAgACioqIICAhg7NixuLm5cerUKQYNGsTGjRtZtWoVAwcOpHHjxly4cIG2bdsaCiNpaWkEBQVRvnx5Ro0axdWrV5k+fTpLly7F0dGRlStXMm3aNCZMmABAkyZNmDlzZqZYR40aBZChoAxgb2/Pd999x6hRoyhbtiwvvviiSdYuP7CV/Do7O+Ps8JKoOQAAIABJREFU7AzA1atXWbZsGZMmTcrDlUq3/OgyVh43bmf0q5Vfw6+ef4a20AOz+O/5jZn6dq3ZjW613nrgeLaeq99++40nnniCgIAAjhw5Qo0aNXj//feNWktbYyu5gvSvj19//TUhISHUqVMHV1dXChcuTIsWLQC4desW8+fPx8fHJ49WT0REREREROTRZvM7lBs3bszgwYM5evQoTZs2pXv37obHunTpAoCnpyeBgYHExcVx6NAhRo8ebeiTlJTEtWvXCAwM5Pvvv2fevHkcP36cpKQkQ5+VK1dy8+ZNtmzZAsDPP/9MbGysoXCSmpqKo6OjoX/dunUf+nk0bdqUXbt28fHHHxMcHMz06dMfegyz2RYM331o+nGbfgDNgx/Yxdbye+nSJXx9fenYsSONGjUyfi3yAVvP1dq1a9m9ezdffvkltWvXZubMmUyePJnJkyebZoGycGP6x9z8eIbhc6cN0QDEt2xtaCs5fBgOI4YTW9+D1EuXAbCvXZuy367n2qgAkpb9/QOE8vv2cOeXX0n+9VccRgy/77y2lqsuXbrQoUMHRo8eTWhoKMOHpz+3mzdvMnDgQFxdXWnfvv19rxcRERERERER07H5grKHhwfR0dFs376d9evXExERwaJFiwAoVOjvp5eamkpKSgqFCxcmMjLS0B4XF0epUqXw9/fHwcGB5s2b06pVK6Kjow196tWrh5ubG+PHj2fWrFmkpKRQv3595s6dC8Dt27dJTEw09C9SpIjR8V+/fp1Dhw4ZdiV7eXkxbNiwnC2GuTQPzrbway62lN/Tp0/Tt29funfvTu/evU26DrbA1nPl5ORE5cqVqV27NgBt2rTB398/y+tNxWHE8CwLv86/X8jU9uT+fZnaSk8JofSUkAxtRcuXp+irrzxwXlvJVWxsLDExMXh4eFCoUCFat27NihUrALh8+TJ9+vThueeeY8yYMQ98viIiIiIiIiJiOiYrKNfu7PfAoynMZcqUKZQtW5a3336bRo0aZdilFh0djY+PD5s2baJatWo4OztTpUoVIiMj8fb2ZufOnYwdO5bNmzezc+dONmzYQLly5Vi9ejWQfv4ngKurK3379sXb25tt27ZRt25dgoKCOHv2LFWrVmXOnDlcunQpRzsZ09LSGDlyJN988w0VKlRgw4YN1K9f3zSLkw/YSn4TEhLo06cPw4YNw9vb27yL8gDdar2V7dEUD+JXzz/TMRjGsvVc1atXj6tXr3Ls2DFcXV3ZunUr//nPf3K0FtbOVnJ18+ZNRo4cyZo1ayhZsiQbN27Ew8ODlJQU3nnnHVq2bMnAgQPNu1giIiIiIiIikoHN71D28fFhxIgRREREULBgQT744APDY/v37yc8PJyiRYsaihZTp04lODiYBQsWYG9vz4wZM7Czs2Pw4MF069YNBwcHqlatirOzMxcvXjSMde9GXoGBgaxbt46JEycydOhQUlNTKVeuHFOnTs1R/KVLl2bcuHH0798fOzs7qlevzocfmuF4CRtlK/kNDw/nypUrhIWFERYWBqQfGTBkyBAzrIp1yg+5+vTTTwkKCuKvv/6ifPnyTJkyxQwrZXm2kqsaNWrQr18/unbtSsGCBWnQoAG9evVi69atHDlyhJSUFDZuTD/z+5lnnjGcxywiIiIiIiIi5mOXlpaWZukgzMHT05OlS5fi4uJi6VDEDJRf26Fc2Q7lSkRERERERESyU8DSAYiIiIiIiIiIiIiIbci3O5RFRERERERERERExLS0Q1lEREREREREREREjKKCsoiIiIiIiIiIiIgYRQVlERERERERERERETGKCsoiIiIiIiIiIiIiYpRCOb3w2rVEUlN1Pz8Ra1WmTAn++CPB0mGIyAPofSpi3fQeFbF+ep+KWDe9R0WsW4ECdpQuXfyhr8txQTk1NU0FZRErp/eoiPXT+1TEuuk9KmL99D4VsW56j4rkPzryQkRERERERERERESMooKyiIiIiIiIiIiIiBhFBWUREZE8cDp6vk2NKyIiIiIiIpIVFZRFRETywNkNC2xqXBEREREREZGsqKAsIiIiIiIiIiIiIkZRQVlERKxesWKLH6l5RURERERERKyVCsoiImL1ihdf8kjNKyIiIiIiImKtVFAWEZFsFds90dIhiIiIiIiIiIgVKGTpAERExPoV3zOZpIZjLB2Gzdvs19DwccNRSyh4szibR3cytFVt6Uu11v3YMaYVd25cAaBkRVcaBSzl6PKJ/P7jGkPfl8ZHc+PCsbwLXkRERERERAQVlEVERPJMi9DdGT5/3KlkpjaAJhPXZ2qr1W0MtbplLOo7lXIybYAiIiIiIiIi2VBBWUQkHzgSeQw3b1dLh2FWTk7NDR9fuzYXgNKl3zG0JSb2JCnpbR5/vBMFC/4BQHLy01y/Pp8SJaZRtGi0oe8ff6yiUKETODq+Z2i7eXM4t255ZZhHRERERERERDJSQVlEJB84FnU83xeU4+O3GdV29Wp4praEhHdJSHg3Q9udO09kO6aKyyIiIiIiIiIZ6aZ8IiJmEvnbKkuHICIiIiIiIiJiUtqhLCJiJmsvfIN3pc6WDsNknD51MHx8rfN3AJRe1dTQlvhsIEkNx/D4ohoUTIoDINnJnetddlBimz9Fjyw29P3j7eMUunwQx/VvGNpuNvuEW//plWGe21Ve50brr831lPJU1Za+NjWuiIiIiIiISFZUUBYREaPED7phVNvVXicytSU0n0VC81kZ2u5UfdLoMfODaq372dS4IiIiIiIiIllRQVlEJBvLd/1Gt0aVLB1Gtlb7Rho+bh6UvnN42/jvDG2uXjVx83Zl/YhvufXnbQBKVXLEc2wz9i89yLkd5w19W057levn/uR/obsA6F8vL57BA2yPgf/k/bSJiT3zflIRERERERERK6aCsohINlbsuWgTBeUOC7yNams1/fVMbfV7uFO/h3uGtqLuRf++/lPTxJhj22MtUlBOSno77ycVERERERERsWK6KZ+IiIiIiIiIiIiIGEU7lEVEzKjPzq6Gj9+vOxGAcT+PMbS1rdgR70qdGb57AH8mXwOgcvGqjHWfxJJT89lxaauh77QGczifeJbZR6ca2npU86Vp+RbmfhrsjW1PZbPPcn+JzwZacHYRERERERGRh3P3s1AKDfDLs+vykgrKIiJmtPCFlUa1fdzws0xtPav3o2f1jDdcK13k8SyvN7d9cR0sWlBOajgm+04iIiIiIiIiViJ13hzIQWE4p9flJRWURUSM4BX6o+HjGV3qADDs618MbW8+60K3RpXoGbaHq0nJAJTNwxvZnXD/Fch8XrKpuHrVNNvYIiIiIiIiIsY6evRXatWqbekwHmkqKIuIGCHK73mj2pb0ftbwcZ+ds8wa0z+drHfIrOO7ebuadXwRERERERERYxw7dkgFZQvTTflERERERERERERExCjaoSwiYiaJsQ3zbK62FTvm2VwiIiIiIiIChffEcOfZCpYOw2poPTK74+5m+LjQ8lUA3O3W2dBWoP9ACg3w484rTSE+Ps/jyykVlEVEzCQx7rk8m8u7UufsO4mIiIiIiIjJFNkbqwLqP+TlekRErDCqX5Uq1ahXL+NmrwMHdnPu3Gmjrnd1fSbT8Rr/+993xMXFZHtta6DwwSOZ2rNs2/Sd4eN/FqGtlY68EJF87XT0/FyP8Vqpyzm67s1nXXI9t4iIiIiIiIiINVFBWUTytbMbFuR6DNefJuboum6NKuV6bhERERERERERa6IjL0RERERERERERHKg5Gf7jOp3p9YT3G5WOUNbke3nKXz0ilHX327wZKbjJIquP0Wh838adf2tppVIdnPK0FZs1VEKXkky6vqkltVIqVIqQ1vxJb9QICnZqOtNrX37N3N8bb16DTMdg/EwGjdualS/Ox+Oy/Ec1k47lEVERERERERExGKKFVtskWtFzOlE0yY5uq5A/4EmjsT0tENZRPK9zX7G/eTR+fl21Oo2JkPb0eU5O+5CREREREREjFO8+BKSkt7O82tFzOlks6Y8k4PrCg3wM3kspqaCsoiIiIiIiIiIZKvY7okkNRyTfcdHyM0BHjm+9nazypmOwXgYf7WqnuNrAZI618rV9Yk962T43NjjP3LL1TUnZdq8Zytx5oSOvBARERERERERkWwV3zPZ0iGIUKtWbUuHYBRbiTMntENZRPK9FqG7c3xtrW5j+P3HNSaMRkRERERERP7Nyam5Uf3++qs1CQnvmjkaEXkQ7VAWEREREREREbGgI5HHLB2Czdq74jmj+5p6nW83eNKk49k6rcejQzuURUREREREREQs6FjUcdy8XS0dhlGcPnUwqt9fbm9Dl0UZ2kps86fokcWZOwfn/BzifSufo3IL4/qaep3vPFvBZGPlB1qPR4cKyiIiIiIiIiIi/y/yt1V4V+ps6TAeOfHx2ywdgogYSUdeiEi+VrWlr1WMISIiIiIitmHthW8sHYKIiFXTDmURydeqte5nFWOIiIiIiIg8yGrfSKP6VWlSmfo93DO07V96kHM7zht1vatXzUzHPvw46yfifrmU7bX960H8oBtGzQNQ9F+fJzSfRULzWZn6OWHcDfnux9i1ExHT0A5lERERERERkXxu+a7fLB3CfVlzbJJHtsdYOgIRq2ELXxO1Q1lEREREREQkn1ux5yLdGlWydBhZssbY+uzsalS/JuU86Vk94280Ljk1nx2Xthp1fduKHXVeM8D2WPiPpYMQsQ7W+DXx31RQFhERERERETGRu5+FUmiAn9WNJdavwwLvHF9bv4d7pmMwHsbz/s8Z1/HTHE9hVsaunY7GEDENHXkhIiIiIiIiYiKp8+ZY5VgiprA3tr1Zxk18NtAs44qIeWiHsoiIiIiIiMgjwCv0R6P6veZWDj/PahnaQreeZuOR7G/aBvDmsy6Zfl37o3VH2XPumnGBWoGFL6zM8bU9q/fLdAxGfrEvrgOVzTBuUsMxZhhVxHbl1dfrfk2q0vvlGg8dn3Yoi4iIiIiIiM06evRXqxpHJCdOuNvG68/Vq6alQ8jkYWKyxvhFbJF2KIuIiIiIiIjNOnbsELVq1baacQDuuLsZ1a9Ah84UGvthhra7H31A6upVJolDbMfJeocsHYJR3LxdLR1CJg8TkzXGL2KLVFAWERERERERiyi8J4Y7z1awdBiPjCi/53N8rZ9ntUy/Vv0wxrapdd/HjP3VbhGRR0Vefb0uUMAuR3PoyAsRERERERGxiCJ7Yy0dgkgmbSt2fCTmFBHJKe1QFhERERERETGhwgeP5PjaQmM/hP8/BsPYozPEtLwrdX4k5hQRySkVlEVERERERPKB09Hzqda6n6XDsIiIiBWWDsHqvfmsi6VDuC9rjk1EJK/ZwtdEFZRFRERERETygbMbFjyyBeX27d/M9Rj5vSjdrVElS4dwX9Ycm4hIXrOFr4kqKIuIiIiISL5VrNhikpLetppxJLOSn+3L8bW3AMqbLBQRERExggrKIiIiIiKSbxUvvsQkhWBTjSOZ3RzgkeNrnZxKwvwTJowm9wr0H2iVY4mIiJhKAUsHICIiIiIiIpJfFBrgZ5VjiYiImIp2KIuITSq2eyJJDceYrJ+IiIhIfrDZr6GlQ3go7f/zWa7HqJPwuAkiAVfXZ0wyjoiISH6ngrKI2KTieyYbVSg2tp+IiIhIftAidLelQ3g4uTg/+R73hCe4aYJQatWqbYJRRERE8j8deSEiIiIiIlbnSOQxS4cgIiIiIlnQDmUREREREbE6x6KO4+btapKxnJyam2QcMb2jl9fhQs5vygdwu8GTJopGREREjKGCsoiIiIiI5Gvx8dtyPYaK0uZxLD4aFz7I1Rh3nq1gomhERETEGCooi4jNcvrUwdIhiIiIPBIif1uFd6XOlg5DslG1pa+lQ3hothiziIjIo04FZRGxWfGDbmTbR0VnERGR3Ft74RsVlG1Atdb9LB3CQ7PFmEVERB51uimfiIiIiEgeW77rtzy5RkRERETE1LRDWUREREQkj63Yc5FujSqZ/Rpbt9o3MtdjeHRtROUWuY8lMbFn7gcRERERyQdUUBYREREREavUYYF3rsdY7YtJCspJSW/nfhARERGRfEAFZRGxSYnPBpq0n4iISHbufhZKoQF+OX7c1vXZ2TVP52vNm3k6n4iIiIgYRwVlEbFJSQ3HmLSfiIhIdlLnzYEHFIyze9zWLXxhZZ7Ot3pR7o+7EBERERHT0035RERERMSqHD36q6VDEBERERGR+9AOZRERERGxKseOHaJWrdqWDsPsvEJ/tHQIVu2E+69A7s9QdvWqmftgRERERMRABWUREREREQuI8nv+ofo/agXok/UOmWQcN29Xk4wjIiIiIulUUBYRERERoxXeE8OdZytYOgyLuePuZukQLKJtxY6PxJwiIiIikj0VlEVERETEaEX2xj7SBeXCB4/c97H8XGz2rtT5kZhTRERERLJnsoLy/Plz+OWXg4SGzmf9+ig+//wzIiLW52isTp286NmzD15e7XIV08mTx0lKSqJu3Xrs378Xf/932L79JwoVsp46+osvNmDGjE959tlGlg7FJGJjY+jcuS0rV0bg4lIxT+fO6evmn6+N+PjLuYp/woRgUlJSGDt2HGlpaURGfkPbth0oUED3vxQREXkYERErLB1CJq0tHYCIiIiIiBUwS5Xr5ZdfISxsWY6v//zzpbz66uu5jmPMmJH89tt5AGrXrktk5LdWVUwGiIz8Fnf3+pYOI1/I6evGlK+NIUPeZfjwAAAOHtzPtGmTSU1NzfW4IiJiO05Hz7d0CEaxlTjzqzefdcmTa0RERERETM0s1dUiRR6jSJHHcnx96dKlTRJHWlqa4WN7e3vKlHnCJOOakjXGZKty+rox5WujRIkSho//+foTEZFHx9kNC6jWup+lw8hWbuIs+dk+E0fzL+XNO7w16NaoUp5cIyIiIiJiajkuKJ89e4bJk8dz4sQxateum+F4gH8febFz5/csXDiXc+fOYm9vT6NGzxMQ8B7Fi5dg4cJ5nDhxjKSkJE6ePEFw8ASmTZtEz559aNCgIZ07t800d716HsyePY8rV64wc+ZU9u7dze3bt6hSpSpDhryLu3t9/Pz6ERcXS0jIeH755SAtW7bJcOTF5cuXmD17Bnv37qZAATtefvlVBg0aSpEiRVi/PoqoqDU0bPgc33zzFcnJybRs6YW///Asjy7w8+tHnTru9Os3EMh87MO2bZtZuHAeMTG/U7ZsOXx8etG6dfrz+ueRF506efHmm93ZtGkjJ04co2LFygQGBlGr1n8A+P33i0yZMpFDh37G2dmF119vw+rVXxMeHpUpprt37zJz5lS2b9/KX38lUbt2XYYPH0WlSlVYvz6KNWu+wcPjWb755mtKlChBjx69adfu7xufREau5ssvl3D9+lWqV6+Bv/9wQxwPWvd/i4xcTWjoTGbM+JRnnqnN5cuXmDFjCnv27MLBwZFXXnkdX993sLe3N8RVtmxZ9uzZhZ/fsEzHV+zfv5fQ0JmcO3eWUqVK0b59J3x8egEZj7zw8+vHc889z969u/nll5+pVq06wcET+PLLxWzevJEyZZwYPXosdeu6Zzjy4t/Onz/HrFkf88svB0lJuUvNmrUYOXIMTz1Vjf379zJu3FheeqkpGzeup0uXbsTFxZKSkkLfvgPw938HgGbNnmPs2PGMHz+WuXPDcHN7BoDExAS8vF5lzpyFuLrWyjS3iIiYR7Fii0lKetvSYUg22rd/09Ih4ORUkvj4m4bPD23/jmce0L9A/4HmD0pERERExMJydOTFnTt3ePfdIVSoUIGwsGU0adKcqKg1WfaNifmdoKBReHt3ZNmycMaNC2H//j2sWfONoc/Ond/TrJknoaHzqVOnrqG9bNlyREZ+a/gzY8an2Nvb88YbbwEwbtxYUlLuMnduGGFhyyhbthzTpk0CYOLEqZQtWw4/v6EMGfJuhpiSk5Px9x/AX38lMXv2PMaNC+Gnn34kNHSmoc/Ro4c5d+4Mc+YsYPjwAFav/ppdu/730Gt17dpVPvwwiC5durF8+Tf4+PQiJGQ858+fy7L/okWf061bDxYvXkHJkiX5+OMpQHqBOCBgGMWKFWPBgi/o3r0XixZ9ft95v/nmK3bv/ompU2eyZMlKihUrzoQJHxoeP3HiGMePH2Pu3IX06dOfmTOn8r///QDADz/sYMGCufj7DyMsbBnPPfc8/v4DuHLlSrbr/k8//PAds2d/zMSJU3nmmdqkpaUxZsxISpZ0YOHCL/ngg/H8+OP3zJ0barjmyJFDuLhU4vPPl/DCCy9lGC8lJYWgoABeeOElli1bxfDhASxatOC+eVmyJAwvr3YsXPgFN2/eoE8fH5ycyvL550upWLEin3wy7b7rB+k7jAMChlO+fHkWL17OZ5+FkZqaypw5nxj6xMdfJjExkbCwZbRq5WVoL1u2HBMmpOcuImI9zZu/jLt7fbZu3Wzos2PHdsqVK69isohIHitefImlQxAbdbJZ0wc+XmiAXx5FIiIiIiJiOTnaofzjjz9y/fo1RowYTbFixahcuQr79+/h+vXrmfqmpKQwZMgIvL07APDkkxXw8GjI2bNnDH0cHR3p2PGNTNcWLFjQcBRBYmICH38cQufOXXnxxSYAvPDCSzRt2pxy5dJ/L7JDhy6MGDGYtLQ0HBwcKVCgAMWLl8hwDAHArl0/Eh9/ifnzF+Hg4AjA8OEBBAQMo3//QYa4R458jxIlSlCpUhW++moZx44doXHjFx5qreLjL3P37l2cnJwoX/5JWrduS/nyT1K69ONZ9n/ttdY0adIMgK5d32LMmJFA+s7cuLhYPvssjJIlS1K16lOcOXOKzZs3ZjlObGwsRYoUoXz5CpQuXZp33w3kwoULhsft7OwICgrm8cfL8NRT1TlwYB9r10bQuPGLLF++lO7de/LSS+lx9OzZh717d7Nu3Rreftv3get+z6FDvzB9eghBQR8abji4b98eYmJ+Z968RRQsWJDKlaswfHgAw4f7MWDAYMO1PXr0plixYpmeU2JiAjdu/Mnjj5fhyScr8OSTFfjkkzlUqOCc5Ro899zzvPzyqwC88EITtm/fQu/e6b/a26ZNO8aNez/L6+65desWbdu2o127ToZ4WrZswxdfLMrQ7623euDsnPFMw4IFC1KypAMApUs/TqFChXjllddZsmQhfn5DAdi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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows = 2\n", "fig, ax = plt.subplots(nrows = nrows, ncols = 1)\n", "fig.set_figwidth(20)\n", "fig.set_figheight(nrows * 3)\n", "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, ax = ax[0])\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_conformer, \n", " 'diarization using speaker similarity', ax = ax[1],\n", " x_text = 0.01)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows = 2\n", "fig, ax = plt.subplots(nrows = nrows, ncols = 1)\n", "fig.set_figwidth(20)\n", "fig.set_figheight(nrows * 3)\n", "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, ax = ax[0])\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_vggvox2, \n", " 'diarization using speaker similarity', ax = ax[1],\n", " x_text = 0.01)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Problem with speaker similarity, speaker vector models are not really consistent, definition of similarity is ambigious among models, 90% similarity from model A might not be same as model B.\n", "\n", "So, to solve this problem, we can use Affinity Propagation, a clustering technique." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Affinity Propagation\n", "\n", "Simply a wrapper with distance norm around sklearn,\n", "\n", "```python\n", "def affinity_propagation(\n", " vad_results,\n", " speaker_vector,\n", " norm_function: Callable = l2_normalize,\n", " log_distance_metric: str = 'cosine',\n", " damping: float = 0.8,\n", " preference: float = None,\n", " return_embedding = False,\n", "):\n", " \"\"\"\n", " Speaker diarization using sklearn Affinity Propagation.\n", "\n", " Parameters\n", " ----------\n", " vad_results: List[Tuple[Frame, label]]\n", " results from VAD.\n", " speaker_vector: callable\n", " speaker vector object.\n", " norm_function: Callable, optional(default=malaya_speech.utils.dist.l2_normalize)\n", " normalize function for speaker vectors.\n", " log_distance_metric: str, optional (default='cosine')\n", " post distance norm in log scale metrics.\n", "\n", " Returns\n", " -------\n", " result : List[Tuple[Frame, label]]\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/cluster/_affinity_propagation.py:152: FutureWarning: 'random_state' has been introduced in 0.23. It will be set to None starting from 0.25 which means that results will differ at every function call. Set 'random_state' to None to silence this warning, or to 0 to keep the behavior of versions <0.23.\n", " FutureWarning)\n" ] }, { "data": { "text/plain": [ "[(, 'not a speaker'),\n", " (, 'not a speaker'),\n", " (, 'speaker 0'),\n", " (, 'speaker 5'),\n", " (, 'speaker 5')]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_diarization_ap_conformer = malaya_speech.diarization.affinity_propagation(grouped_vad, model_conformer)\n", "result_diarization_ap_conformer[:5]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/cluster/_affinity_propagation.py:152: FutureWarning: 'random_state' has been introduced in 0.23. It will be set to None starting from 0.25 which means that results will differ at every function call. Set 'random_state' to None to silence this warning, or to 0 to keep the behavior of versions <0.23.\n", " FutureWarning)\n" ] }, { "data": { "text/plain": [ "[(, 'not a speaker'),\n", " (, 'not a speaker'),\n", " (, 'speaker 2'),\n", " (, 'speaker 2'),\n", " (, 'speaker 4')]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_diarization_ap_vggvox2 = malaya_speech.diarization.affinity_propagation(grouped_vad, model_vggvox2)\n", "result_diarization_ap_vggvox2[:5]" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows = 3\n", "fig, ax = plt.subplots(nrows = nrows, ncols = 1)\n", "fig.set_figwidth(20)\n", "fig.set_figheight(nrows * 3)\n", "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, ax = ax[0])\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_conformer, \n", " 'diarization using speaker similarity', ax = ax[1],\n", " x_text = 0.01)\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_ap_conformer, \n", " 'diarization using affinity propagation', ax = ax[2],\n", " x_text = 0.01)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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Ca0oOr8T4c4dSAt4aqjH+0Azn1IQ/T+mI8uZ67/QwkylTjTfCPuNj3iZdUfNWEEX4LmTp0AFxyvtHC7PJerIU0zbjsGqkcZvWKzN3GanXi0QRuHSRV/UEsotf5U3Msm9PABfOBXD2tDdt5PzZwvscPxpA1uKao71NulY47N27+LPWBleSZHd1mq//vuvT3/FKozgxOseT+8w08lNDQuBxIWxs8IlmOKQz5gxDIy4lMRvo59DZ4e85RHRhPRUKSyH0e3aZd3wY6OdM6796SX7tffSw+rONjk7XpxUt4+bL6tdNp028pzKaYp3Ys3Sq5OVQYrTGHBooo0pjwMo6y481sG9P0FaiUKfw9yjuIWOp6arwY4PxgndukFGdcJ580gTCOtGIpK1azvIhe3dbS7oyMgxVo0BPN4ed2wOmtP1Ov8/j3beCiLtgBLJDR4f5PpJK2k9oNdNIp2auxI58rZ8PFWYlmZSMn36TgbFCMglkfJAcJRwCrrbwOFHisP4tLY3Y0uLPvAbjY1I7NaO/awc1ncyrLda2OYkSGGziWd6XSbKNEm7eGOKw9dUguhjmsZs5GRbgrhYxAFyNGjsGfb1tFs62PeBuQRjRMjrOWBRGO7NyH5GIVGfvvu2dp2hoAhBMHMyZOfzetTNoal0yYWA4G77BXp/j4+q/75/k0ZsoTbsMuZS0sb/P+LqjI87cq+Uyhzdfuzn6dSnWCWrI862IoqQP7bUTChmUc7THZ44bP0H4CTthp4RESzOP8TGuKISMhZHh8t3EhUPAgX1BXDhfPFWdOhlANMIhakLntKc7rwPoVAmdIWPGsyLH+yd5nDoZYNa39IOH66mTPLa+GnStLG+9EcTbb8zQuVxWZ/lQYVYO7Q/gaguPAY88TERRCo187WfObyreeTOI93YYX3fv7gDefqP4c3193JRBuqNdMoTFNQxmsZh2fY3n5rXxcc6yF+zNgldDj1ooL+sB0+QkMCLbUHtlBC93RAE4dEDqZ2fPGm8pzRh83GbHuwHs3Oat4aPF4gEHK++H/C935ScdUruYbc1XWqRvyA1AaoiCejt5b7u365toFNj93vQa/GqLNGfqyZRcMdnGz55h//z5s/r9NRad/tno8CauMb9/t6sB3+8ujVRUF4MnMSvy6KkbQ8Z1bFXLXL6ez2YkD/JMxv5ziCKQ8dAJIhya1pmeKoPyQ4rH8kukgLyc3Z0cjh0O4NABb028ZFAmCMI0KQ8SRE2M+zcRVTlxYF8Qu3aWp5Et//71sp/7wE7qCXk90uSktFCMRXMJbRiNWWfDpZc0yhv0Q2V6wFGu5L1eIhFvxu78BkNPBzIRN+9pPfVdhmQq42McUqnCz126yOP4kQBO55JhnjsjbU63v6M+Pupt7rq7ZAk13/XGKLX11aBvtbT1yHsqlwI1uYbhYUmnWr4R3rc7gAN7p9uBmrez00ykOVyqWOz6feyiN8fK/yYyGCR6erTbbzrmrZZpLMYhGvW2bV7r8Y9BnQU3okFGXZLP8BNauqZ53eD2Vv1xPNS5wukiWSIvx5YfR9tyUkB6nuVm3+/QIPucJjcYG2F0KMip/DnqgCHUaayWSG/fpEb+YNBsQfquT//hnOxQsfmyvbp8b6QKX77aiEmPDux37QziyKHy96zOyxNZ1Si3SvmtTD2gd7I8jS8E4RVWDQEsYTd59uwKYq8FfbGZSN6jw85CXOnJOjbqXIiTVWIx4MQx3nMPv3I0QodCwIVzAbzzlpRwY0pXmbFJjKf9M91reYYouX7NWhZjNzygr1/jChbO5cilCwFLmo1usO0dKSmT1UStVt5xXv7g+jXednIZ+f2Tk961C7PeX4A/ohNK6Zmq9NQ5uC+Ia718gUdz3oCs1h6N2krWYv3+oKceb9TdhYwP3o9V1OQw9A5iSnm44AeMDiricSDpozwPbkt0zFQmDfRZJz2cM+yg1JDPz3VamtpGntd2MTpMNptvRMnrg/6T/jQzPZRirpdHHMgP6Fo0tK5ZOTUhRVtMWvScdgKjOx8/5o/1dKdBnoNYDHjnzQCiJg5kzOKfHSZBEGXDuEUZi9arbENOfhErX3wPDkihVnaSII2MFIe0lAMTuSQXVpLr5FFu6PftCWL/XmcOz8bHpARM720PYEJDl0yN82d5XL/Gay5CHc90PXVdVy7rKnY3dqVu9QWhYYyFOXFMymJsFlbd9ngcuHqFTWvsxLEAjpdQL9dMkx0bk8a5keHiv7npeSmKuc2FicJa7YpMGboBpHMedjcsaPnr1ZUfdJxZ6SmRHqSc48fY5i5RVNfMt4NWuO8ZlWSBb7xmfk48NGZNZiB/yBe2IHnkJXqlU3tXbh+wtLdJa8GZJJ2QZ/s7Qbzzlrk2WI7rGcJbIiak4VhRk4o6fNCduUYQjA/2APY9ZtH1c33oYqT0kXx2KLmc3wwbi4weh9U5xgzplHlZIKN1fW83h2SSw85t7s2bZFDWIE2nsgShSX4Tkc0ARw7xzDq2rLqEat5MeU/FsdHCvwmCZBRi2YQe2FueIS1WvfhYFmCTCfvGyr27gxgb5RCJcNizS/+eagk4tCbt1qs5bwgVbUw79HR5P/VNuGQ08LcpYhqv9HsB9TamxvEjAVy64O6pvWMoOonWM2YzwL7d0jh3YJ+30VZnz/B487UgoiYO/ay2irx8ihGRXGSGYTinCjGdcHil51YpiGfZypBvOoIIz8JHlaSSHFO/fO1nQbyx1Zt2m1+PWJ1f8yRtelCFM8Zt+Wo0iOFkabZsrJIXXtF6RaoHuT729Wvm3sFMSFDqBTPMPmQNK5Vg4jvRqKTtr3s5netdaeGm5jkt3Ah/15KKcgOnpZ6Ue9Gj48WHgnbnyuZLvHnZB5X3fOEc+9pFHj3sVeSnfH82OubNPa1gxxktj91VnygaOze89UYQO7e7Z6fY9rY71yaDsgYJxoU6QdyMXL8mDR1DQxwGB3jVpGlmiMWA0+/zCOUy+KqtnfJGT+XpWlcHh0sXAmi94n6fHRsrjTeI4MQ9Na7x7tvqSe/cIm3Cs88tfcNSeDZtHWTThzTaGFglXeKdofy9+2Uzn863gzLcNb/286Bqss23FIno2lu9W8t0dUjjSMQDY+tM1+FkyR+gJ7XQGi3e7P9Tbx2+2tqIVIn6X9IgQZ58XN76apA5oZ5dSq3pztKS/+VaHf6ys8Gxe5qZh+2Mj6Oj0rrJDKdP8VPJy1iLc+qkuTXMTobEnqWENTeCHZwwsFhBT/6m5B6WJWD3zgCOH9FvjxMT6r9Pp4DLFwM4sN9ce86kpQgNQZD2NFdbOBw9zBetzUIT7POsE3sjrWs43S6UB9J7R6qKPtM3aW+MaGnmbcs+mEW+Z8ofvKkR0mhPomh+PpTXJYuOvhbdwSa0RNw7pIiXaLyTE+pehkMHAqrRg3ImGfKEaDFhEEGedsm5aUYalP/teg3eHaq2dY0y3F8ShOcM504m7Swkens47Hg3iO4uHrvf055M+vuk4arlcuGwld+ENl8OoNfFhCcjw5Ln31WbhuvkpLRZNutRYxc9j7qBfg09tCEOkw7r+ak2FVFK7GBpY6/T9rQW4V5rNpvhvR1BVY9xu0bYPSP25kS7yDUDLym8Tba+GrStaSvHK0OUl6gdKo2p6JEqM3WfN+HdUhJcGAZnQgj4jSHO1sHXthvT/X0klUusFJf6mF2PWjc4epgvys0wYcKY4QUT4+pzR6nHVivkk1tls+72l/17gti329zY3t3J4/JF7XEr71Eubx1Zk05AetEHfsBM1EzW4iCqjPZTw422cVXH0HUzbr5Z2q7We5iKPjG5pn3z9SC6Oni0NPO4cI7HpYsBDPTzpg3TckY1EhGaoVSShNGsT8xhtl1gp3/Uk6bU8oh/7WdB7N4Z1NwTmiUtsrenf6t/AP/nep2t+6VSUtS02r714H7teUi+v9Id82xWS+TaEgDaGupahn4zqO31806AbuKTHuQsFyKVODBWfNr0/kQFtrQ0YkuLcdbIhA8X3DcLgghsaWnEYYu6dIQ7qBk0jDIVq9F3nSvwvjLraZZISCfparx/gm3y0srArEc+2UM+9CqTlpLPqHkJ6t47N8mfMCPm78Aiu7ND+11p6UAdPhDAgX365bSz4chnWe7q5HD8aAC7dxZO+PJNXzJcb/r6Wp4wgwM8EonSeCqzcFHFY1xT77pMpqo2mbadG54Ccm+ryxd5JqMyqwSPHoIgabMrScerndUtdElP3A2cNkKIorrnvtamx+lEUum0iBuyscSOF44ZjA7YWOu5Jep/XciBfh4ppVe2R8YlZXspKgckvdA9u4I4d0YaxxyJGsqjaE6jKffblwjJCPXG1iAunDNax2mXx6pcSCZjff7V8rASZ8JJkgXOhdzr304ZlsqZTNYbaQdBkBxsVJuxS017chJob5vu/3Yif5SH2VbQWrdx1AyZYB0Ce3v0x3zlemtokLMUeZaG9QMKK8lq29ukqGk972w15Gt4vfWjU3vGDo0kenpOdXbK4YVEm2sG5bzh1ipfbJml+v2OWADXdBKM6Gkf/2xgOuT4q636ZTtKxsySkR9D3hqqUQ3bJEpDR1y73w2ayOx7/GgAJ45ODz1qob1GVxvon/6+MgEXi4H3wL4AREE6DWf1/JwOuZLud+Y0jzOnAti101wbNcrgLQjFmZLdClHRI2/MMDK6nVVJbARImrmsp61Dg4XXOH2Kx55dhe0tm1TfNFndQ257O1hgLD92hMe7b/nDm5M14Vi54sbeSO45mEhwePsN9n5pJ+P69ncCOLA3WHRINXjqDry33d35yy/SIWaRe1NpRRHIudLM4b0dxRIfTkZ56EkAHDss4tD+AEZzm45syn0DbWiCQ0eb/hJdrx8N6ujt5j2WvaalWf++l3S8Ut3k7JnC+6ppgKdzho7unP6+k3WobMUpHcPMmVAF/ncvm3ySLiKQzY0f7W285ZDyHgPDhOqtReDN14J400ICxAIU1cS6yU4okomdPc2bkwDxGUrpG9YcQCxrJ69t9H48EhieWMj0OVGUDrOtRvW1XuHw/olAUaQGMB2hWXxTa/fK4+RKM11mkWFeGqn7+zgcO8IbH3Z71AGMIjSUxTh8MGApKXxzdrnp7+SJ5bzGzbymvMSIWWcOebSGfC/Rd73w7lac6NSwmxfIj33NVs2kBPOepNtuVOPAqPHnBY0m9L966/F33fVIuByy7MdJrVRkReB8uKIkYaT/fK0OA5Mz0pG+7MjqeciZ9J4bHuZlP9sbWJXJJoyynQLSSfprP5cSV+3exbiJVTxjTObVu+PdAPbsCrBJKRj0o+ZLPA4fDGDYQGMpHLYeHsZi6E0w1CMAzUXG0UMB9dNWhnGku5M31IHK03dde3wwSmYhv0d/H2/LsOgkmQx7OfxRYpNohW/a8Xa3/lVbhsl8m3Gr7egZOpoNDHR6CIKkWx8RzYfrCyIwmSqOAsuj5YGeSQNvvR5Ar2zDfL2XNxzrmvObBMUmiEVnmBW9eainW2qYbmWwV2NsDLjWq/9+Y7JQaaURSb6GVvarH/SYj/Zwgk4Nr5xSEw4VvnsjQz5Quj3CT/trcSVm/0BDadjQOhiW0HlaCxXx2s+cOWgzSm6khVLLu7ODx1uve+u84qTs1tVYYdlbyBGnJOzbE8CVFh7vn7A2zl2+JM0vygMPQFuHvDVn4LLqdOLkvj4fvUEUc+xIAP19PCbG3b2P2fdp9Pmebg7nz1p/r3ForxPdxMweCiicxg7KHI309N5Lig+LZav35xezB0fZG8z+0Sq8e6MGEZMvWwlrdms99BKa6BrPZgisIXu7h6vwk75aNHu0SFEWa5LkR3yBVxsou8kXWDze5Cg3k1aIxThMjHN4Y6txIiGjesyfrKaS6uXKhyDu2iEZxK3A4snjpLFGTv75u7s4ba8LEzgaejzD8UtdiWIuoafCE9/WqX2JpwktzxOrIeF5JnXGQzuJO0ZGOHR38TiUucX0d3cMV+NCx32aSZ0uXpgel0QBaL7MIZ0CwhFp43v50nS/b2/jcXAf29oirRiTlJENbpPxUHtdeVCqRk9iut78lkjaSBPdi6RjVlEN7VX8ysmhtBTj8qULhWsHedRXMToJ8tTKbqIpDt9g/6ySUyedPeBxMwdPdQcoAAAgAElEQVSHEkPjm4mi9E0W9jXhJti/+pHxXE6DG0O87vgwbpCkMmlC8qbtqr13nY+4YKGzQ/9eTsyPWgZON/Ke9GvoCE+VxaH7mDLyahSJVZ/aqQOC0ASHRFwaY9sZDljdxG5yRCZk9RaS2QRY9M2N+kUeI+90MzIWfhzhbbWSMyHJ03giY/4ydg3KThDWKYNXxtNS8sUrbJIk+ff7r9fr0E/ewjcvHm16tr1dnPjOzOZTL5mLHom4uftoGXqOHja4v0E95o2sWlpmRmHDTiHfrJldpCi1P9W+f/p99ecwvSByuF36VVdZC6W3lR7+8VzicPhAAEcOBgoWWXa0bzWT1giSHtzF8zz27wnotq8rzZzlDZrWAcylSz6dM230m+Pj0tqPJalTfz+HlssBnDfUaTVGK5GMEtd0P/OGGh8dzLBiRY/QKh3tDEmmGK6j9pnREX2vfc9wsD71nFsAdwzOWodBLKTTkmxYNGq/GpSRHWr61U6z5z31NRprDg4nCNlMOJmPEO6IFZc5zfhS8uNHWyun6hULlMBw4ZOxlRUrhk6lpJ0dnNAtZuXsaet7G9YQfS2dXr1IRKsY6Qg7RadsPowp8tWEJthkGp3I96FEq88DUru+oJLLpRT80GaiPhby0QFKitZYKq/BsF/k0JLCEUVp76MmdaOJykdLnULAVmvp1tFUNWLnsDtZkeV1PG5Dd1SkE94p5G10vwlvdGJmYTRWsSTBUv2eygZC6Z1l9uT7xhBnKhzyjdcC2PZOEG++oT2mKZ9fS1rDKKkF65jfpqHVFHUg0Zda3ehNRl2d5sbDpGKTqG4AUL+mU+GwVvGLLi3rRuVqi9ROmiNBvDmoP6/eSPpDI1qOvL+whIpGI1ANG7yuIQ9w4QKP93YE0XqVx+goh9d/HtB8x5cvBXDhvLU6OndG/Xvtrbwv9c7yDIhNpr+Tjxpi8VzJHxLEotyUEYXVszo2NBfb3jH3Pi5f5BmSjNnFH+tD1qFKBJDxcFzT6gtmGVGEm2bSUnLSY0esv18mTy+V16uMnvBy76ZmcE7afJ92yj/Qz2FkmJMOnW1WhDKCIyVbK+TXhvkNt3P4o//a4a2hGgCSDKSS4RR7/4uEJWmw/Xs1vsNYVW++HsAbW/23vnAEnTrQOii9puPtHjXQr1X7K0vEip9h1ZVuverdcwYr3BvFo9Hpn69dk0VkyfZ1iYSUhM1sHh49lPs4vQO6ndt19rsicP1aebc5N3B65giFpD3v6z8P4swp4/EzHtM+nCm1M5St1sLSFa8n1G/BmnV6QsMozPJSmyP69+iIaXfixE0qs6DqxVLiU4+b802Y43y4ArESe/2//UYQA5Y0fZ0v96EDARw6wL64zebqTtALb3GhH5hNHAAUa6VpGcf0wnDUDEEtl7WnA9MGMdmti4zJFutRKxFWqU9l3UKZZdmIH16vw5Fx/QM/v1dVUkPmRf6Od24PYs+u4rlbywDfr0iqIYocLlwobOvXTGgoG4WrlgtW9UflsHgoX8x5ueQlNkxd/+paZi33PFdaeCQUButOBo9ZM17NfulHcs/Vy4xr6nJCqW2eTyJnx7gStugZqjwkdbINhCxEeYbTNjf7Nh4gbwTWOjw3OlRnJd++W69weP3nkpyYkd56uTDOmCNCCz2JG1bHH1GcljxgyT2iRybNMYWHG5bJxndfq70TpyacHwf1nio/FimNOf0684kTc68f0Xt3fpkzC3CxUHIdfvkeaGxs+t3Ljc5GsO5zlOuYt9/UtnM50V/zdHVwjh36+WlPp4w81DLaKpP3sbLb5GHC9neD2L0r4GlCSVYcO37Qynj8ve4GW9f9drv1778/oZ/870Tu7/4JAy49SYMBxkf9nMgRSnP4SV8tftRXi/PhCrzvwoIKYHv3oyY0UPv7OP8K3gPY9nYAzS6HqzuhC6b1XtTClQRB8u5MqWi06Ulp9Bokh1Iiv/qJY3zBc1odQyY6Vqn+vqtLIY9ic1HT389hx7aArZBgJ7CSURkwDp/2G6yG88uXeP3EURpDidpGub1N4UFvQrNw727t9YLWRjGuE1pohFkjLCtmteatIjfu6hmg9cIv7XKWwWO2p4vt3flF+7c1GkRvYvq5Xh+s0f28VxsQFrkLq/hpo+lkUU6HCtds/QyakU5LTZghK5tj7b4Tlq93d0tj4OQkdPXWW6/4qIHYhAOwc1sAu3aqtwUn5vlYjEPY5MG1n2muXIJXB2pLcm9lgmxRxylNeeDpN/bvDTAdwgJANi1rnzOn+wGYlnW1AkvELmvuCDM4ZSQ2O66fOR3ApQvFa9U2YYnpe+8Z8U8kfFwhUaIlk3L8qPPRGR3tHLa+Gixag8ZjnC8dLW3tVFKyAXPSpUW2qFFtLItjoyLl+wvL4u1mJiIboMY1Dg6cxC+Jo/yIIEpe/9EMh+Ekj8Ekj3ROniVvWP6ZRwsqtaQ7yaSkcZgMG2seHTsSwMH9bH3Py+zBRw/zEEVp0Sc3spo5TbaTaIbt+tN9UmsszKp4rL/+c3XvTiVKj2SziQvldTU0yGNC5o3DGvrGSkYZxWJy/FCeQJ86GUAsKmn8lhLW5JTK9791QN+w5DeGGQ6hujo5XGnm0dnh0DjgkqSVVih+s473vxFuhYCazYLtNqXW69MaR9sV0kNaWtlbXw0aJvlxkn++VocLkcINbyjNIa1yoMaqqWqXTMY5uQug+HBQbcNqFpaqGB8rfo/KA1flhltu3DdLW6zQoHzd73sS2bPbNvIrvq/Wg/L6oQe0ZBlyNF+eOZuHwUEO0SiHcIjDmVPF7b7ZgYiEtlYOgwPW+tTWV4NTewAn5UgmbHpuA6U5eHJ6XVtKRkc4pkNYABhvXTP188zpfRJ2xvQCGCrmRm5PpxV941qbdvC6WjKNZrGSl02JrQTfPiG/llLV21d7vLLWUE6UzrNXs3PJKnnIQC8yluEQyXCI+mxj5Tfki93eSfffuXKhRG9nmn2jVfhedwO+3jYLf9nZgL/pbJjqC7zLFRVhGOS7uzjs3xvEjXO3OnrvayY9ZO0w0M+rGjfUNplaHNyv3U8KrmJxAgi57F341hts/fzyRfX3omf4c9Lg4ATnz6qXldWg6zf8kPDWDCw6bSxJL9Se2mtNsUyGw8Q40Hy5sDT5RJt+wqmwdKfIt4NwWJpHrOCszqqE0oAsAsjE1bXKjx0xP7al0ta9oJR8s30WXukojupri1V4ss61mtBSC2V0gdILsFTExKoiZ5crDkY6erUvtFqb8vJ54aGcRy2ySo5WouRy5MK56bGkq5PHvj0urJscaGgTE4Xh3rt36ie+NcJUYioZ8vHtjxkTzrPC8jhayeSs4Mdwdi0mx2dN/0OnosxKV3mB0aH6jVTAkdwDYYa2cbWlNPUT04gMc2MtVU74KRoqjzxq1q49eXTEbmmK8d8uhxEjOQsWRtMB/HnbLEPdyZnIf/Sre7GxNEi3k7soPZTb4yRJkqdPxXPl77qLk3IAQDQNvDVYzRQaJ4rShkjPO/xqiaRh9CY2I8kINc8OFpReaYD1tffYqCL8yeS6Qe0ZLzrgqeUEV1rUy6H0MpE/v+sTtcn61TqscFJfzE2UHr5a8lM3I+rJII2x00b37Aqi5bK/Dk2U+NmbatfOAE6/b63+zOggKxEY82ZMJoD48FzL91GSTJtff2ZE7T6upcf7Fx2zVH/vJM0ut3stjXWvGRFnuWr0ParYk6RU2mYp97tOzuHKJ9OKAGDFbtnGfKqRz6JXXwounucLEkWHQpyufrBbDLu47mF5Gseip2xgR1rLCfTmULOJvUuB2l75NQMpKae4MaTffvSS69lBS8LLqDxuctIB+55drMwjRt+xqp2ev+yOd2U2GJvdKePC/taxFiN47EfaqWVkdHChM5M9l0/b0AYas5sMxIDueOGmZOewujfQzYiaPMtkbhIfkWV2/n5XHf5HayUOj1fhfNg4NK4lGsT/vlanm8zDrKrN1leDlg26cvTCiN96XX8Da1WHVo5dned9e4I4xCjtoYbahM9q/HAaIaudBFAPq14nhDFKaZPRtPvGzLz0jqv3MNnOVA0RFtcDO7ax1aEfvRhYUHpuhzSSH5cEG3IkbrwP5fi/b08QQtqZPAWCCPSPLDP9vTJtdgDYtCVZMBulYyUBrhZe179XEhhZ1ogOWQVEIvbGDmUiZ7sJy5IT9g5O9ulo5N+MXOsx8OIc4iEoxmwtI1U2C4RCQG2t8z0orVgTb2lx1kvZS5IWx8jt73jfdkXB34fnZviX3mKpxlM2bCVm0TtMu3TRnXou57VEuWHVwSU5yba2NZOTKemCU4ljO8Jdw1U4Pl7pnf6tB/sf3+uYucAkg6HqrzobcDnizsSVFYHjEzefxzgrrMb83skg+nMGn5/2G2sqj+euq3t9C33bCYPuiWPa/dALwyqrzrMa+cQcExYzy7Nsmr0KjxMFDq9vDeLYUfPvdGhw+jtmpEOsoLx6uUpXuPFes6I1SYwYV4lm2Zh/cKwS3+tuQFdcu29EMxyu2dCgi5o0AKklr7Nq7FAm4lBjYIDDlRKFKTpNzCfe+HIPK7UFtNGi2q5BWU2rXy2B0uS4M8aKH/TUIRRrMv09f7wtazilM21W/iKfYNepjZSXh0leve+DjHkD5I9uV/NW9z1a8RJzYE1oJl9GOcPShpMMCWuv6CR0lnP2NI/dO4OqiXLNlEmNncPu7RsnoubHaDt029g3OXlw5iRejpdW7+VkNLQVyYiZlCDzZsSo3Sn3dKztNBzicP3QBww/Z0Y3+v0Tzts3HTMoX41V4LXBGhwfVz/NaY4EEXPQ47dL0fGPjVdiS0tjUfIRQYTlTW05L9qtcnqi0PPmyJj6+/zX68ZJ16zwJYe1r2YSYwwLO6u8OWQc1nMlxuKVNTN7Td+xu5mMTEqGzt4y9XPes1c+qRglJNv9XhCjBgbY5CTQa+BFwgqL8XWg3/604arHsuLSUZseVKXCzGkzK7tGqvHnbbMQzwLxLIeJNIf/21eDRBZI6iyA/73+fvzweh2GU1LCynykxOs64YDf767XlOPRg9WDMZs0Ho+yOs+UTrBvQOXaZXmOHgqg+ZJ/Dp0TCWBokK2tm02y6RX7dk/Xp5qnovxgipXJSfZn7Wj3Nsyzp4R5SJyG1QhnVc5EiVmPrbyOpVOyHBmdzeBwkseZkDNe7ADAccU3c8M+wyqr4KRxSFR4t8ovPTbOqSZ/1sWBoW3nNnf7pZUoLwCIis4aTVneo5WydrSpj6Msuv1W8w1Es8Xf07JHlCtFev4q7++97TNnTrGKUwe+dtDLDaLV79xalelFnvhzJeg+J445v9br6TaK5rBW2+0q46kfkw46PvKMqng4nglV4Kf9tVheXdiqr0aD2FhvHGO1e7gKT88vjgW4EA7i9oYMOE76DICi8P6tAzV4P1SJ319l/sjZf6+rkL5JHg0BEbMqzK3u9Azse0arcUtDBstrJGsGi6GxHLiWCKAuIKCpkq2uRBEQAAR81Aiu2MjqPJLiMa+ycGV4JlSBUJrHE/NcEmdyGSc8UVixEuIsikA6Nn3w0tzM49bbCt+BlL1Vv00eOai/Ad6xLYBMhsOSB+xvYPv7OKxdp14eJzeRJ487a4jLZoGAxiVZiu1H6QIrxjNW4lm+IHnX2bC08Xplc0j186O81I7/sqMBH1uQmJobB3US31qVRspkgEqGfWAybGys7mjTHiOElH5/kbeptANh+qIAcC68UlEEXvuZuaWcleRxXiA3/joljWDXg9IsXiSC7Be99ZhjIRo1V8/j4y4VRINYFHDSzJBVGkJlc8jfdNYjCw73NKqPp2a5rrZmL6mIsjfXPnbY/DiVnfR/hGNHh7UxKSI6ux9TGvNV72nhQH5U42DC6yb72mANHpzj0ETiA955s3CeT7ismax2kG6WcAjo6uJNtaOwzWFTVDlc8BODAxwWL/GuN+iNNz7c+gBwP2eTUTLwcBiYPdvcNc+cCmD1Gu0FoF05JzlqCWjjDvRXO9jqdWtqiyvu0FgVBicLL5sPuR9QbD7/5Zq6l6tyc//eiLqG7r/11eFSLgw3mZsYXxssDO9/P6d/E7agERjyQEP5X6/V4stXZqkaNMZSHK4neAgicGqiAn/TWY/eRABbWhpxJlSB/9HVgG+0z8Kx3CmsIAJ/11WHLS2N+PvuuiL5kWuJAPoneUOvsdYYW0fOXz8rSnpVf9bagFiGw1931ONGUr1pXY0GEc9K3/1uZz2OanhAq90rKQApC6flSUFKXPedjllojgRxMRxEW8zASDdchS9daURGkBIY/vj6dLsaS3EYTPIYkj3jmVAFrkaDCKc57LhRNeWNv29E8pxvZpAIGUzySGSBPSNVODZeia54AG2xwFSI+hs2jPtvDBb2oYk0h5/212L7cHWB53PCJ6HPLGTT/j6JV/ZpN7KqAtOZilk2B0acO6PdL4bO3mb7+m4xITNOFCXmYlgxaZ32amkBmoUlMaYdEqK5wwS5MVmNjFBYZlF2vHpkvGrKAK2FF5q8keuLDT9jxyjvlNd/nlPvG5fFSuIVJwxzyRJpsutx8bz5d6cWZur1YZEXi/q2rHHbN8LJiEEApnamY2P5w1QPcfB2k2Lx+Dcky2GRdfBmYykO24f95djhZp+ye+nx9lVOFMNVzERNyOFytUOJd4vx3wzmARoPbTexZR67+WMAySu9vZVHJMx+rV077e3tnEyaa4ZriQBOX33AUFZJM/rQpUasF7nml36jnFO07INmsBPl6UYCYGWidzvOBwmVNnbpYgAnj5dubrDVa7Wq+3saBsuMisFjS0sjvr0pVOAJamZBkQ9zUcuCLCeskflaj9ZYEPfPTmNgkkckw2MDgze1WS7nvE7bYkEsqc6iPijiciRYIClx56wUzuc28N/P1a1cF/f1wZqi0OPuRBBfvNKIxqCAUIbHb62I4h972cKPdw5Xo6lCQCWv/yYyInB2ogJbc0b8eJbHd7vqEcrw+HFfLX55aRzbblTjk4sSqA+K+F5X/ZRH2/+3Kor+ZABvDNVgIMnj/YlKfG6F9k7s3/pqcSlSaDS5pT6Nh5uSmF8pICsCQ8kAtg9XYzAZwCubQzg0Vom3h2owt2J6VPmhQqrjc8tjODxWiUiGxy8tjeMfe+rQEBSnDj++fHXap2XfSBW2KxIE3t+YQiUv4ogiK/fe0Wp8aV14aiOQv+/XN4RQrbDZHR6rxFsue4K3KuQq5F7q35Flf78YqUBW9JdnthZi1p9ednm0DCJeaR5b5dIF9XJn4v7a1MqRj1RK78vxcWDBQv3vX9B4V1aToyjR0xp2ggycuX53PIBVtVl8+WojVtVk8HurpDE5K3OtTTMc6n2zfXpMCaU5ZHh/H/6ooedtYCUMuLeHR28Pjwc/lMXSpepzq6UcFA4Yd+I+PEhU0y42Iq+TK8epPszK0BCHFd7e0hJ6kg1us293EHfd7YKmjw7K5KV2OJLdjE0oXK8q16dO0BUP4Ac9Wvsptmu4IZ2kd2vbxmYHDsZ9j8U6yteM0YGwnzhzikdXJ4+XP50pSSTYtURgKuL2ZsGpPm/mOmoekwAw7nGEEAAkRpoAeBAqpGD/aBWyQhB7d1tr6G7VlJ5muV9wY2iwla/Bg7Fq/17r+7bhG+p71mu9M8ygrGY41uNiuAJ3NeqnP4xmONQHrb9hK96d58OVuGtWesq4qxUO7AT/nDuNeWFhosi4eN7AG0yPUM6QzmpMzvN/GRK5pQRuypisvN9QMoC/7pQWPS3txQvtnTemDbMnckn4/kmnjGqL9eZoBZo1ZCAuhIN4O1ePo2ntTis/BfubXHmjGpOo0pgMTHvAq/Ht9uJs019tLb22EwD8uE/79O9LVxoL2rooAt9s998CNjvpb300pe6RNAFYFM9jIGsQws/K1StsE5KvZCJ0ynLpQgAbN+kvLic0kh8ePhjAp2wUK4/bVcU5dIeJDA9AGgC7NfRdlVqFW1oadedGybj8AHMZBvo4rF1v7nncaouxqBS+O2tW4Q1GGLQgtWi/yqPlEjCnScS99xeOB1rSGnrPp/R6sIL/txts+GHjdOFcAPczTE12DLrdosEJWQkw+zishydahgqgMImjVaxEBXiFljEZkCI3P7vcuAI62p3vE7rRUH5aF5QQN+akFmEZLnW7k7/GLeSJuVnzkEyKFbb3/Hn+rrve1b07YD5BqNuMjnCoXWG/7tL6ZpkCbmh4MzuRmL3cMFqHaI4NLjWjcs0jYxc7Y7CVpIpmidhIwhjS2LOWEl/0dOV7U2sDymR7ecIuy1LIPYW3tDQiavJ+zZEgDo9V4uREsbFH7Xdue6o6ydfbig2mrDiZTVWNf9MxmN6sXAoH0T9pvsu/OlBjycPfbUTG2TfjY8OzIABvbA04El4vncp7xyBjAjAvYFk4dHXqbYLV/+bX5GVKYqK6LJRZ/r2vFj0WvKnl37EiSyTn3NkAohEgYRAWLMgM22Y1hFnZuzsgZUNWFGVk2Po1R0Y4hEIcuruKx1S15BtGHNxv3zt9/6j/dUet4pRsjdNY8kZnJMKwTnX89iYveOEcW7uN6KQ/ccL7bYQxEZ0S1sdNCi7Ii4A9p4Yr7V/n4W07KNv8vhEsiYedYNwF2acOYbHmQa8SK8aU7i5O83DdS36SfszC/tKdljPJ0H+OHCpNtOT2d9TbglaUoVl85TRSQvaNsK2PLjJGqVy6qP5+vDBiKjFaZzvBhbD2mDWR5rClpRGnHUxim8dONPBRC/r9ZrEjU5l2YH55/4Szdh1fWIlOTVQaDlxJDS+cPRr6ym5hNnT5h9fr8NZQDX4+UFugK5wSgJ8PGHsBE4RT/KivDt/tMu9pfFrHC7uUpKNs/Sd8bYnLJWEnFiuc5IaHOWSznCMLQK8Xf0dLtIhWQ804p+TMqdKV1wl9az0EB10b/qeOV5wWExkewykeO25UoW/Sfj3v3B7E4QP618nE7c2fqYjxc6ZS6vVqRY7BFi73bVYjRTnS0+2LZW4RbhqUVZO4uYxTSRSLyNVT3/XiPnfcgeSSbktQ/VVHA77GYByzkueFBTfWBa7m5HPg4nqGmYwJr0s7yKXklPQr8zy4wNlcgvpIhmOu09PvB7DnPeO5gOV6UZ2DIFbMtIUxnUhUO0xYTC5cSpyK1OnsYHt2Nw5pogPznb+oRdSik+0Qj3G41lv8jloue9/WjNbZTqDn4JeX3zzrUzuDWcrpEKa3ZwYalNvjQbQYZHT8m64GTe1Gux5RZvhxX53lBiNPdrfbY0M4Qcw0Iv1sYb9ixvkJc+ur1gwwO94NFiy+JnOGKY6TwuvtZFUW0tMnvGEboTR+5vBBXjXp1aRBEgw7HMzcwuSlcjNzYrwSf9nRgL2j1bjsgpaoG4R6Cg+aerrZN2FuhXFqbeD8skaNZDimBLOEMW6+0ysMiZXt3P/MaR6XFV5Wp066tTGV+qUT0g1q0UpWDcqDGomn5fykr2ZKBs5I4qQoUtOhBuLGYWZWR0HKtnHJgefWqzs/5LAwk6DMKpcjFRhM8vjztlnYOVyFn/bV4K87zR8WA8UerywRdTu32Z8n/vhKoyMHb9cT1ufrPTM4eseIScaD88sXece9a8fbVjt7QZdJmNwjnDxePF+6kQjO7+TlN0cNDm7SArD9RhXSghT5f4bBo/nsafVrunb4DSla0q9RcWo4aQD3hUEZAH50vXZKTkLr+f7kqrr+7H/X+L1bTFgMX3trqAYnxqVO8L6K3AVBeMEphrZ3YrzC8uLTK4QU24kmF5BG91JmP5XToRLWHo9z2LEtiB3vWl+Ex2/Mw3s7AkilgF07ZqbRZ2iQx/Z3g0VZrAWDpKx2aBOWFCXdBKQFTlYE4lngp3012NLSiEwJQtYAoEtwR1N1241qpgNbuYTRwbHy2ICJ2cI+omcQc6t1iaJkgAkbSTx6YFFm2bj/r566osS2pcavh2eTWUkm7Y9b1D0VWSWbrMDyLq8pvJjTAtv3stkAujp4XGnxZj7NF8kJw2hiZE7R76xeddsNY3k6ef6TgznDVGc8gFYVBxpl1bN0+RCDV7PehnHSon60njSPXQ9g1hwOlmF84aOC8fp3S0sjtrQ04vVB/zkIXYxUTEXF7h2txplwJYaSAUxY8IRXvhP3Do+K6XEg2iKflDxmwls7Tzl6KAPAwADnmSxdTzfvfr8tMb2JgOZaeGCSx586kB+JJdmzkAX2vBfA0FDhuw2HGNaRPmbcoJ8dHa/EvtFq7B2twg+v1+GnDHm+tGQh1JI3O0nUhmOY1zgZLeObEUAAh6+3zcKu4SocGfO36/tbg9Z1jrcO1mJLSyNiWd9UPXGT8SqD1MrWwVoMJf0jaWALTkQkUtrsp3LcDJePhDkcsJE5lpUbQ6U9SY9GCv89MuxteXYNV+FPrjbiS1ca8WetjTiTMxx8WeNw0217YNalqXz/aJXnB7ZmOXrYH/3aEiKw/Z0Adu3UPwAaG3O/KD++bjwv3Ej5b07IH55dv+Yf755L2eVTEWl5w3H/JF9gzHBT8qKNwUP5TVm+jrQgOWx88cp0XxdE6cBMSSrj7fq8p0syAjkxxmfTxYfprVedazfHxis1Iyl35MKm/6GnfioJtx4szeObisTPf9lRjy0tjUgJwI3xhWhp5nQN/25E9vghMabec7F6KJ8XVjHf79h4FZICcNln0Rvvqhx6uDnuKGlvdTdhrCgCO4erMJrSXwPwnIiJNIevtc3Cm0PGxv+MYF7e0m8cPRTAkYPePYMbid+2vhq0FbXpJN/vrse/96mvkQYc2itHGOrw8iUeExNckVTFrp1Bw3VkKUkKkqNaeyyAP29rwJaWRgyYyOl0NOfUI5e57bTQR9NpoNtENKIV/JSkc2RY/1BZbV1lNem4rZ2YG/PSrpFq1UnQT1yOVqA9KOn7HB6rxJaWRrTFynvyIQg1trT425jEQjpah7SLIS5+I+xBOOUhD9EYM8oAACAASURBVHS39Ni/19zCyYycgREZQZqntDgXqkA8y2E8zSElAHtHqvAvDAYEO4yK5rXRZwoD/e4blDMuhbA1X+anPC8nxrU/F/IgOeTlaAUuRYL4p95anJyoUDUm+pX9ewM4ccw/a7AT2Y0QZB61W1oa8d2uBpwNV+BH12vxo+u1rh4yseiJRjI8jo1LxuGkSoTH97vr8KUrjUWJfOUG5fd2BHBwP4+MjgSCXXp7eIR7ljpyrYhKPoUbQ86NH68P1mhGUgLAjhvT0RsHRvUN85MaeWOUyL2Uh3MHPt/rqkf34Do0X9JvB26MKl4kMzJCL1Ep6zObrZuvXG3Ev16v89VeUM3rT0/b2WnOyxJvWpWJ+/uees2I3rE0jz0j1fiLDv31z1AyMFUXRxXRZm8MVmOPIunafwzU4Ac99biR5NFT5vkF+vs5nH6/fA/d265aK7vV9qZHc7QCiVzk0Xc766cOMrw6pMlkgMqq6ZuJIjA+Vh66vV+52oitg7X4x956RHIyUH9rIqeT2lj2Dz31puUIe3s4ZBlVBqzmNrp4vnAOeH1rABfOlaYPHtgXxL7d2nNSeytflJ/CarK+8h4pS8hP6+/DT1um//1PvdPhUf9pSRx3N6bx993+Cg0liJuRVKQeoujijpfwBf19HEZH1RcKdkM0dw5XY99oFR5tShrq3/87QyiW04yK3m0S/YQbyWDUuNLszmJQ7j04ptF2AeDcGW+MFD/KyVm0xSqw7YaATy1OYG6lgEVVgqeebWYZtehR4SZqmoDyMM2H5ljUG3CQ1wdrsP1GNdbWTs+P/+daLW6pT+P6pLQ9+G5XA+5rTOEXFifAc0A0Mb0JjIQ5RMIcurvcbRzhXmcMyqVm7+j03KF0nMkojPosifwAyUv5GxtDBV6afowk8JJ4TKrLlmauyKhe38DWVjuFReifjGBJtTkdK/lekHCG94arsaY2i5ZoEJvqM3ilowErazIYM/BMznM6VFlwQHoxHJzSbs1zb2MKsytEDKf4Kamav+os/4P6Yz444LFDRzuPu+4pkZacCnlpi/5kAH/R0YAvrI4wRf06wZuvBTF33nRDfu1nZML7qkmpkV4TSZrtyLicOskjGJTW9UKWQ5sD0RpWGR/Xv/fxowHU1opT0UULipXBmOBE0drZRvtPt+J/Xi7UTiQIgiAIgvCCQEBEltGTjyAIgrg5uOOuLC6cs29Me2WzujDp1WjQ9cgjgiAIgvCSBXNq8C///VnT3yNrMEEQBEEQZQcZkwmCIAglThiTgZkh+0YQBEEQblK+wjoEQRAEQRAEQRAEQRAEQRCEp1j2UO6MB9Eed7IoBEEQBEEQBEEQBEEQBEEQhJ+x7KH8H/01xh8iCIIgCIIgCIIgCIIgCIIgZgyWDcqfWUbuyQRBEARBEARBEARBEARBEDcTlg3KS6uzTpaDIAiCIAiCIAiCIAiCIAiC8DmUlI8gCIIgCIIgCIIgCIIgCIJgwnJSPoIgCIIgCMI+m28R0NJMZ/yEP3lpUQKxLIedw9VFf/vEyxm8sZW2E8TM45XNIYymOLREK/DA7BTiWennmoCIn/TVlrp4BEEQBGELPiBCyHL2ruFQWQgFLyxMlLoIBEHkmDdfLHURCJd59rkMXv50RvVvt93hrURTJSdiTe10WX5jeczT+98saL3vcmTTZgHrNwqlLsYUm+rSeKQpiTW1GTw5dxK/vSJa6iKVNU/MncS3NoWm/l3Dl/5d/8WmEOZUCFheXdyPNtWlcWt9Gt/ZFMLXN4Tw4JwUnpqXxL0bjk995qGHs3j50xkEAl6WmlCjLmC+Pd1x58yULpwzR8TDj2Xx+FMZ1NZZX/vd35gCAMytFPFwUwoVPNBYIeLBOSncOSvtVHEJi3xwdpL5sx+ePzn185fWhQEAX1wbLvjMf1sTwUdknyP8wdy5/ti/VXLq5ai3MPZa5aMfmzlr3pnMqtUC1qwVsHyFgE23CHj0cX/PtZ98OWt7P0UGZYt8cWInvrg2jCVVUiP5wOzU1N++vSmEh5tS+I5s80AQROnYfGvpN++Ec2zcVPw+Gxr0Pm9/QbqxLo1XNoeKNiFKvrMphG9sCuN3VsbwWyui+P1VUYQz9k5+idLSMKuw/SxZ6sx4smq1AE62SVmwUL2d3v+A94vRzyyP4+MLJ/E7K2P4yIIk1tb5d0H8wAez2OAjY/yvVuzFH6+NTP17XmUWzy1IIshJ68PvbArhpcWlN1xwHPCldRF8fvX0gde3NoXwlfVhfHZFHL+6PA6eA6plBuNAYLodLF7izUa/duGwI9dZ9sjJot8tX+Fdu1lRM71hUxquvrGxcL/w0QVsTinLqzP41OI4/nRDxPjDCuYv8IehxmnufyCLhQtFzJ0LPPf8dHttmiviyWfYNs3zuRA+tYTtHTw7r/R92U2e+XDpjVhf2xBCRW6u/OiCBH53ZRSPz2MzKH9oThI8ptv6nAoRr2wOoaly+ndfXBvG/CoBT85L4pOLpt/7i2XuHLZipVC0fiknli0X8PhT/lh7fH1jGH+6Xlr/f3RBAq9sDuGVzSF8aZ35sdcKL34yg+qa4t9/7IXS989SYdbRYclSAbPnsPWHO++y1u6a5oq45z4Bd98r4AMPCrj1NqGkc+2sRv17yx3ugkHr5SSDsgV+ZWkMQQhoqhTxhTVRvLI5hF9YPD24BHK2A17DhhBA+Q7uBFFuzN3Ujurqm6fPbbrFP4YVt1A+4xzGBYJVnpw7ic+tiANAwSZkcVXxgkM+7q+ry2JFTRaLVD5H+IuKCu021NRU+Lf6emfuec99wtQGQRCBWRobv2XL3R+/5G2Zh4igyvrlcz71tF+2XERtrX/G+CAnYG7l9Bj1Oyum6y3ASWPE2lr3NoELKq2PN0EOaLCxqXCalz6VQdP6bkeuxXHSIY6c+z/g7Hz5FzqOJJ9dHp/6+UmFMUzZ3R6fm4IRv7kiis+vjuH+2ZK37Nc2hPCJhQl8c2MI9TVh3Ha7QTuYoeecSqPLRz+ewao1Ah57PIs6RpWKZ4Lnme/39PwkVtVk8MTcSXx5XRjf3hTCf13ljZHJLN/aaN7RaVZj4b95nm18cCKC6LPLY/jahhBqAsAXVkfx0qI4Hp+bwuraLObk5uymCv0+/Mz8JB5ukvqT0pv0xYUJLK3OFKzrHsw5iH1iYQIrasp77Xb/AwKe+XD5PoPok6no0aYkeA6oC0qHEfLxWTmMGo67FglWSHPYI49l8fwLGTz9bAaPPpFBVbEKlW/58PxJ/NaKKDbWpbFlrf0x0qyjw/oNgqpDkhqLl1prfE88lQXnk7l12XIBjzymXUebNgt44IPTf3/6w1ncZ3FN5BuD8kNzphdXz2uczN/e4I8Qo9tnWZskZwcFfGV9GH+4hkJHCf9zS30av7+q/NtqddMEZs0CnvaBl4URL37SfhlXrHTfoFxXX7pV3m23ZxFUyHVW1xiX5zkboWIPzSnc3P/p+jA+tiCBL6yOYmn19GT8ymb1zVrQ5Zn2kcBlx6+5uCqL311Z/v1fi6rGQk9zvSiGW28v/NvKVc70MY4DHnsii7vukdp0VZX653gPVmqb66fXV4/NVff82lif0WzjpWLxEuldLFjkk52njK+sD+NbG0OYpXJY4eZ+49dlhkstfk/Rt7+6PoyvrtePvnASVq85jgM4XsSTT9ubG/N9VrnR4xzuW/LrcwrnkdqA9jNbaQ/rFZvpmgDwUE6a4ZZVF7Fxs34du9EG584rfT+sqCj8d00NcO99AvhA8fvXooYzNugD04c3v7cqhucWJDG7QkSAA5bVlPZgf25FtkBi54m5k3hgdtKRtciixd694031GdTkIiTmVwl4cE6hHUDaU0fwR2u0jVO1AREVPPBbK6JF++8PNaXwB6sLD0o5TlrLPdTE1gb8xku/kMGKlQIaZ0vvyW3jVlWVdnvQ+5seFXXSHGbVoGx3vlDytE4Ugrx+Vy1qx4aN+oVeuEjAR54vLp/csKfHgoUiqquBxtnA/PnS717+dAYv/YJ/97hf3xDCZ5bG8OTcJNbVZfG5FXHMqxQK1p16fGqx8ZqGhbnzgBqG/SIA1NU5csuS8sAHBVRrHDhUVIrYfEvh3+vqgPkWJUJ9Y1C+tzGNP1oTwdc3hLCpXr1T/MoyZxqUHfQmLSO+uC6ChqCIBVUCyWEQJePXlhl7mQUg4teWx7GiJovHmth1yrxk0X0XmD7HB6WFfWOjwQc9Yv784o1GTY2IF1/KIFih8gWT6Ek/OMVHPprFLbd67/Xw8qczqptklgVzjUqoWB4tncUVKwV8pmJfkUGoLiji0bkpcBzwB6sZjK4u779W8COOX/PXlsewujaLj5sM+byv0dtN2MdfzFg6LGpYNljwb73Fo5qB4rEnzd2T1zAm1dUBa9fl/lZCW8zG+gy+sTGEFxYm8Oz80o/5jz7BVr8PPiSNpw0NUPVSthPCZ4XVa6fH94ag6PphkhpGHntAcQRdfVBEPWNdbdxU7PVi1kP88SfMzR9zmkx9vIgpeQ4PPYf+05IE/vu6QiP97KD6u3HL6KPX/v3iRSXn7nvcXVc4+czf2hTyrYPQ/782WhBl8tyCJF52SGZn1Wrjvv6IQjP02efYxnP5+/8thnD2hqCIKp0xVh4RvK4uazr6wk/RZWvWsR1ScLzkmfz0s+6XffmjJ/GxF7N48CH1e1nZj3zsxQwW3NmC2jrJ4GUFu/OFkmqGPAEcRCyYM2R4SPmhhwXV9aZeJFpA5zBy6v6+segV8ouL46gOALfNyhSNv7+6LI57GlP4sw36NrH7Z6en5EbswHGSUdmIDz3in37vFi98IgvewfwXvmh+9zemsLwmi4VVAlOnVSLXO3KbhVXmBrc/XhvGI01J/MHqSMECXksOgyDc5pYG44Xd1zdOD9xBjUQEpaaitnS6dbY05VT6/sbNQpHXrVkW3X9+ahJ83KSxK88Ln9RObKdk0y3+bBda6G0kly1Tf5a77xVQwRkvLH51WQz36hhSWQ01fqIyV1+PMHjp3NeYmoosutWjSKJAtdT/K6ukw6JnPmKuzQeqCo2mSlmLFz6RweNPZnDfB7JFXbaiEpg3D1i7nn098MSTxu3IirGDVQ/OiFU1WVTywMNNqSnZLq+5VRYqGmBcncq9t5eohCjOaXK+7/GV2n3i7rvd90y8ne+2fY2AjXn9tjuEIr1v5aGLHnffm0Wlhje+GSx5obk0FK+vS+PbCkcRAZg6jLxnltRm/nBNZCopmBF/si6MX15qT2Ymf+CihhsGZbsG4SaXE3CxPDNrSHSQg6Wx0q5utzK6QA2rYzhL9JlSD1Qt+qtBcR1Ww+LCRYUGYFYqNMazlxfbsw9U+MJKInEXw9zi1HqAhaefNR5/OUZ5lDyPPJZFVRXAB7N47vksZs+xWjrvyDeRpxg1va0YfpVRcuXCh4NncO9s7T0BzwG/tCSBWgbbX15uJB95sapGv/3ZiaTN+ry65y8oLuB9H8jipU+xrYk+8KDzBnMfDZXTmJkHV9dm8ME53nhEfcuCV/HcShEfXziJpdU+b53ETcEKgwEYAD6/Klq4iKLDjyKUmnIsrF4j4AWFpMWdd2XxxNMZrFlrfxFYUZOcCkVkOYFVI2DiQI/j2EOH3GaezTBbuUzIk89k8NQzGXz8xQyzkf/Whgx+USeBj5sG5bo6ERVwPtSN1eD02yui+PSSBB5pSuF3V0axoc5+WZ5+NoO779Vf8Mxefd3WPSrrC9+XUoeuolLqRytXiZpjoJl2x7IxsuIt4ITEzf2NKV94K26SRR9YMTiqad5lXUiIWb/4hurvN24WmDeLdTbGhDpOf+PKcuUlJp0jjKgykaegstL+/WbPFk15oUXCzt1bjaYKociIl0/a/ecbQ/h0bn6oCWBK+1WOWittrBBxh0WJvTwL9aRgXOjzjbPtfb+GUeNYC75C/0CTZZy77Q5392uNBkmS9PjdlVGsqnXPe86svNL8BQJqVd5ZwKKDhFUvS7kGspxqkwZNKzyso1HqJCxt98mnnSnLY09mihxT5N7CgYBY0Ne1pCnMygb4MVHoxwwSpOYlUtyM7JqKYnOYvGSYWzRw1hy/vqLjjRzkgD9eG8FvrNA/bH3qGet9wcoYvXSZYCqB9gbGg0s11MbcZctE5nX88hUuOFo4fkUAn2EIqTfLU3PVG+VzuUzJd89yz6i8uT6NVzaHVJPUOA2r54IXLKvWX8gqQ4HuaDD3Dj5vQp/XTCbPb20K4XENDUi3+KbJRBevbA4ZhnO94HB24V9cEmdKqrSkeuaHengBpzDI3XKrgIqKwkVhZRXQ1OTP0FMWHtAIczPCyiKmaUOn5t/WrteeHFkmePnCuL5eMv454UHnCZw9b0Mln18VxW+viDJHC+WTYvAcsNqBjW5VtbRRWb3GQP8zUPpxymyyvOdfkA4qnMSJjcbDPpI1eukXMnj2uYxjiQ/NGDoffpStTSnH9jzrN/jDcYBlOnF6znnwg2zPfsttWSzViAhRoqeN/5DJkNT8GD9/of3+8umKw7pJ117ZHMI3N4awKOdIUsUbRyWafR0vL7IvAejHdYfc033TZgFPPpPBJ15mj5yqaZrQ/bsfwsKttsBb+V7Tc+x/WRrHbzAmU920WcBDD5uLpHnkUamNP/RwFhs2CfjoxzN49iMZ1w5uzOJFG1/owJgiRy9BsB7Pv1AsKWCFW2/LYt68YseUzbcKWJuT3VBGPmjqrposjxPlD9Y4t3d+ZXMIjzIkSHUbt/Jo3H6nc2uW2+4oHjuUeQRYMZKmmVspoNKgTsxETSkx41wFAA0NIu6+R8CKlezPe7uNg0tl4lnA+iGeUzjeRBsCgmkPpaIkGSqfWajh4Zv3CHjRJdmLTyxM6Hqe2eF3FGFL/3lpHHMqxCkjeZ7PyhYD+bC5D81J4rGmZIE+FADcqiJw/mvLYnhy7iTuN6FteWt9Gp9fFdM1VPzOyhg+mju5e3xuEr+8LIFXNofwYs4Qmr/fvY0pfGH19OL7vsYUXlqUwPKaLH4zZ1R9fO6kbgK4tXXZAv2cb20M4fdWRlHJifjU4ji+tTGEr20ITRn+n9ER0M/zrOwzX8vp9zRVCPjT9WFVA/ZX14fx67J38YXVEayozuCRpiQqeOlE7TeWx3B7QxrLc8b4hYps6xvr0lNZwNflnukzspDGvFH+D1ZH8HBTCq9sDhVdwwqPz03i3sb0VHILLf7zknjJwp1nGspMqflxzukF7n0fyOKDHyqRcU1jeFi6TH+ifOhhCxOpzlikt9gyaxj2S1bpUsBBxKKqbFHm5FpBfe5YyRDxAADrlrYwl+H+D6gnz3Ib+f2Ueo9OlaW6WmqPDz6UVQ1Zs4ITG43FPoqg4njt8Ggjnd55KuHyd9zF/mxq3pysCRhf/nRGM6miFq9sDmHzSrZcAHKMNmmlMBRWMBqQNt/C7kWzYWNh3dfJtO5ZJVHy5KN37EazAJLX1RJFn6lQPJPZUHmz72x5jf05348GZfl4VlMjYs6c6c39xxgO5Oas79b9ux+eeZ7FpEcPBltNf+fOWWls0MhLpOTW2wWmgzy5sSVvoF+8RMTtdwioqQEaZk3/XR5tpJY/RI1HA5cs5WL4QmgPXl4Uz+0x43hq3iQ2Mz67HnXV2odHbkTpsY6lSpxq21pydhwnzaePP5UpSsyojPCa+o4zRTKF1oGvl8zxUHrEDk6Ohxs3iUWa/UGYn6c21rkvm1epEdGQx2y9PP1sVrMPuIEPprEiHLdnBzjzD1ofUDe8yNFKZJGnNgB8Z1MIQ0kef9vlXFYqN7O8rqnN4jeWx3A2XIFPLEpMJRZ4Yl4ScyoEBHkRTRUCllQL+Mr6MDhIodO/tHTawP3RBZPoTgTwgx5pFfCry+MYmORRGxBxcqISj8+VjJ153dxPLUngH3vq0B7XfvUvL4rj9llpcBzw39ZE8J2OWUWf4SGiNiDi8bkpbKzLYIEsfPKhOSnc25hCdUC6X55XNofQHgtgTW12yltjfc6oWhMQwXOSh/a324vvB0ghoh9bkMDG+gyCPLCqNotvbJJp/co+K1/Mf2dTCF+80ohPLExgc0MaDUERPCSPkSfnJSFCarefWJjApvo06oIi1gaz+PyqKCYFYGVNFhWc1C4312fw8qI4jk9UYXGVgN+XZQduCIpoqM9gQ30GgggkshzqgiJ2D1dhQ30GCyqzqOIL23ddUMRtszL4/YooZgUFzK4QARQeYPzhmigEEfjyVetZ5RoU/edP14fxtTb1evYDwaCIjAuhyl6yYqWIM2dTyKak1WE+nF3+/q0aL198KYM3X5Na/LLlIgIB4PqgwZdsUtUYRjI0C+tkurF1GpuP5StE9NlTJCiCC1gzepV3KzLGiQXhQ3OS+MQi7UO4CjEDYHqXs6omg+5EULVu1X5XXcV+KDvLYjiwmWp49rkMWnSctpQGTae9Q5YuE5m9NIlpbrtDwMnj2qeiapIhQZtJR+77gICe7sIGIIqlHVX4UmZv9Ig5TSLWbyh8zo2bBZw5Jb1Qs0aX/Dhp1vMoz8JFAoYGtQeCZQ4YeM2w2AHJEqutuKZWRCLuTB9Yu05AR7t6vTYolqgsG3azmq2lYB6LJBknArJx5vmPZ4CdsmtUZjGScjCjkgZ2Na0bZwONs01cQwTWBwaxccly0/eqF1N4YE4aD8xx1iBVEdS2A+QTadfWiojL+kRFhYh0Wr2PNDSIiES0+4/aX+66u3h8+eTLGby+dXrn68WsxPPA3Lnsn583X0RXpxRtMpnwZt6sXTAKYLEn99JiTpOI8XHzzzurUUQ45N36wqk75Q/JVq4S0dE+fdVazrwNbU2t/UOggIGH8/MvZPH6z7XtYGYPrJ1MbseEDze2jnsor9HxTl6vceqgTPqjVk9amlFyD1peJUHCH63RPln0AxvqJe1NZZbauxrTuK0hM+UF0aCRgZvLhRl/Y2MIX8158C6uFtBYIeKZ+UlVL4l7Z+t38AfmpKcE0rV0qe6XXWNxdaF2HMdpZ0RdV5ctCv2rC4pTv1PTlpPz6NwUc2LELWsj+L2VUfA5faOHmlKYUyEiyE2HH8rbzENNqYLnXV6Txfo6KVGR3GjzwJw0/mB1VNeQw3PTGolPz09iRU0W1QFt48+KmmzOmKx+LauZ4rVE65X6jXNyWeGrVTLJeiH1omQqIzskr6R771fv/88977x2rJPM2dA19XM+/MZOGE4eubav1gbZSticnuFswZ1X8KFHswVhOtXVwEdU3oFaciy71MwdZ/qcUvsqaLYefLIfvV0lfEyNdSYSw+VZrViwfWyhOZ2zlXrGE5XxQm8IWbK0sPw1KqFcVnnxk+rjQ7VLngRGXg83M054ZCt139QiIYreuQPz16/8+vQge6fKxt5PPDSndPIlt97mXN088ZTKtUrYvZRaoMpmdU+jN8lIp+7vxLrM4jVWOKi/OFvH2KjlyfvsRzKYa8PQaRTp4AcWKaIllCHOdzqU/DagsuZnwUodLmE4RPXjm2maNar5t3w/XKjw2LXTP2Mqh91q+QGURiwrRi2l4U0r2tHq2L50qYjGRhF3mogUskvNPLa9gpJfXFIoI/SSA7JCesi9293MR9Mwy30d/fs/ILUPJ/Z+9zowl370ef32auQkonVgXVlV/HxeJMIM1sbx4kvTa1sf2pOdNyg/PCdp6kEfmJ1EbdGExv5ylGFnynvnr7TJggu9le+UikqePfHTPbPsP5eW8dNPzKsUXE1eUQ4sy+khq3nCfnV9GC8timNTfRqfWx7D+rq06sngIyXQ15R7otTVi0VeEk/ksrvXqiR8ePChLOobxNzfS9tOKxsk6RT5hONVyOXKVc4/+6JFYtGita4OeOwJRbvRufVTKpmh1bS3lLDW21PPFl7LrHepX0Y2+aGKHlaSR9zXmMJz8xNYVZPBH66OGB4a3ZHuAwB8eV0Y/3VVBLfobGaVl3pu/iSqK7U9lNcwaAA//0Jxm6meo9CtV3mGoMbhDWuyRbNoJbq48y7r81BR3zJJXYnHQAB45iMZfOhhgVk+ghU177lgBbBWdsji9Hi7Tkev3Sv0JC9eMHk45CROet2rvbf8vH73PVnPpQvcTNSm9Di/R5ET5hYVKTsnsFqHVjVe1dC7klb5GmYBjz2RxcJF1t7JChfWRk6zbLmom2tC/gS/t5I9x4yS+lw0jtY71WoiTz6TxVPPmJub1q4TixJTlwNBXrvM+fq57XbjSOs8Rq1PTXZELQmXEivrmnrFHkor54DVHhMIAk9/OGvrAMgsFbXW5kClbcSJnCBK5jRN10NeYmvtOgEfyRlAzXrGsnD3PdrPYaTtz0p+L+6EZOAsB+YXp3LgVCkMyGrVpXr4rYIV5588829tK+jffpB1UeKKzLeZRcoz85KGGspak+XCKpWXqGJR/tK6MH5lmfmTplobWbj9jNlFZKVKCJnXSe8I4FOLzbXh/7IqrXuMVR8U8eCcND67PI4FVQJ+c0VcVeTeSPjeDnX16n2sSubpx/PFi6kmnezu/4+9Ow9volz7B/5N0r2l+0pbaCnQUoQWylZla1mKlFK2wwG0uIH6IqAeX6AoYvWgIuDBA8qr/vSguCFUAaEooriBHhRElCPiwnJE9kWglJYmmd8faUKaTpJJMkkm7fdzXV6XtOlk8jwzk2fueZ77Tk4RTIO7672VW7iBxl+HseO1VqvN2pspKbVIlOh72xhcWua5clVsXON/29q68TO3y7j25RomX5aiptc3Rz9q87zsN9IpTIuC2KuYlnZZUv7c/rW/4vHMC4j0F5ASrDcNQqWsXigQ+Y4HDDOwhxRpJbW3v3/TfKquBJSs/W1auh5t2jo/6LO2tDfGhbyt0RKWlxYNF7/h7ZipR4FMVd/NiY69rPD3FxAebrgeic2yskWltt0X1oK75rMenU1xYGns+GuFwQLDnQ/gyMFWQFnsBjExUGeq6+BOlikKnGVtNNMJAAAAIABJREFUxk9cvOHhRHqGey/SKalNjzt/f8P5bfydnAFty7ozcRar8G5Ndc9MOWdT+ZgXtuvew7Xri7MBCJUa6Nu/cTslS8ySkJxs/bpimT/fm3K7G/ZTbPm2+U9cmThj/F4Vyx9vS2CgoXixI1QqeVboKUl6O0P7yVmE0Np9kTsIQuM0Y/7W7htc3CVfGFZbXtOlroYWY+3+y/yetEuOHh0z9eiaqzddi6NlyPFvydaqv2ArDyq65ylnMl57B1NgtGolXxtajt3NHwgYSf0edWbyD2BY+egX3DjmJudKTrnIHiryUzs2FVvKoMzal+UD7ZoO6i03p1Eb0ig4WiADANI8nBPNkyzzVttSHN/0aR8Lt3melEvRrHaXcH/6JTza8QKuj9WhX3QdkoO0Li/H9HPT07D4eCuzIsyOr/YdBYefvCenCBg1Vmuq7K5U0SJfTuZsDfLjE2yfw61FZrf07K1Dx0w9OmQ2/V3BIPlupGxeHho+Urc8s1mEMOSD6+rCTE5nWQYP3DXwTXIgCAdYz09tz/9ImK0kdTWLkQqN89K3CdJhUGxtkyWCjuiYJSBcalp4wTD4Ngb0nJWQqMfIUda3kddTj569nb+JSEsT0G+gDmP+It+5JGWwKjajKSdXhy45etFCca7uX6uGVWWZWfbbqqT02nFvzGec2qbp3xmrx4spHaMV7XtrbWO6OYuR/t2RniG93wPCvZtKLdhKXsIAK9/TUf563JTs3uW7RmPHazFkmPjxlZbeuI0zrMzYsZztZy483P2rfKwVJhs8VIfe+fLNVDamJymI9c4EDUeLSBoZg2dBQYJTN7aNZt7K+IWbf720Gz2xoGZqGz1GjdVaLQjqDSEhhvNp1JimYwc5bt47ddaZHrhZu06q3DihRPT9FHhvaXOChJXj39rPpWgtcXWaHAQAQ4quHV/WxmS+EBB2hLPBPanMJ8wMK9aaHpKaHxcBAYZxrdw1Oiw5M2HH2VomchY1v6uN4V7GkbFL3/469C9w/D5Sap73zte58P3v7LXN7O/apunRKVsveQWrJ8l6GPeKvIpEB57odAu/ilZW8gI7y/JP4wJs78/NydYr8/S2k2vYl81tL35DJBZotmzTySk2qhm5wYh46QWdmjN7F+rekXWIC9QjKUiP4IZBYpS/gHvTLzscQLJUnnEJw+LctJTWTrA6IcHwe8sZimLMb1jlmpkGGGbKBVlZCiYmWGJ+OSmFhQqtLCvs289wA2SN2MzGNm0FdMnRN1maHBwsIMrGrG9HOXoTEhJqSKXhzMDKXloTez1hzNPYKdtw7FidoeEifweLBTk7yAz0QFEilQooiqtDhMjSNPPdTg66NrDL7ys+yDPfgrU8fc58IrEBYt/+etFzztaSQEu2ck6q1IaHZN64KR5YqEXvfGmfw9X9M65akrTk3Oy94hME5HbXNXqYZGSc6WUuPvdHdMzUO30tdyTdR5yVfK1i1BbHgCtLGZ2RqhbP6Xm/yCQLABgUW2e1HoY7hFuZqWw5i898Jnlikvl3t/duliIjBXTq7Fh/OjJBw9yoxFrM+/P9JkurFV90sWH3EhIF0/jMXJidGWLGdFwZ7fWihfaGFWudS/Uj8bomlgrJleuMM1xNGyL23Wtk677WnFplCF5md9aha474MezKih1nSEntoChWjrl2It9ngPhqIsuxiq1CiJZL8J1lrD9gfHg3sFArWvjPxMVCtObjansF0zxBrYbde0+Xt98gNBQoHKzDaBv3a+42pMix95bzflCqeX++j0WdrqWyywjVYVGnC01qPtmSkChYXflrazwYL/I9JsaVVBpi7+FoLvoevfTIvk6vyCTKsgaUuzbkVbT8nI91vIC4AB2GxTV+Cj8x2X6gsItMhQfEZIXWo2u41upSQCU+KZWLtRnb4qlBGh/w8XaC9HLrHdV8A/uOMC6/GRxb2+gGpk3D8evO4nnh/gIKZZ5FExIioENHPeIslpRktBe/WHaxMuA1l9fTPcdmXNefJBUUMepiI9+i1C8k4+zlKCvLClVq54PmEWazENLS9SgabjsnpSOFqIxB/ev76hAuUgzC/AbSeLNiLQAhRYeOdvrcSrd1a1jSZZwl36mzHmP+orWZKsQVjpyetmZrWjKmf5mRVo1iCQ/f2lop1CkXlQqm/TDPyW5eZKhRyhWz/42OtbJNs//P76sTPR4t23ewRS5tWw+kHKlC7+gyX8Azs3tiYg15N03sHHA9ejm/GmBc0hUkxx1pkupGjPl1RaUy5NEUmyEodl0MCKtBlxy9w2Mx45LHWAeWjxoH9uarN6SmKunqwYJD1gyLq0WM2dgs06wGSEqQ51d+DCh07DrTq48eud0M53aMleuAJyS2Fhx+mNfBRjFyZ/SNVvaY1/ysUKlFCmHaOW1aJwvI7abDdV31okWcQkObptGSU2CgYaZX2zQ98m/QoUcvnVPXdXdyZdZil1bSjkeVytB/nToLVic32CqaSBCdaJLU2vp3ltjqh5gYodEKHFur04wBd1eLuPXspUefG3Sm8y8mFsiwUR/A1aPA/PjKlDA5yJIrdSjEqDVAUpLnjm2VyrmiiXIRm3luK8js7PXHfOKbrdWA3mArxWSUxMJ6roRZxB6WxVlZpW1O7JphuR+O3DO6i0sB5RyLwhHGmVGWF9IgDTAroxqpElNImP+52soTpJIEazfO0i8QuQ1pAMQCln0iW2aOYH+R9nY1JakrhsdfQaCHl1wpVVqIDnPbX8SQ2DrM73jJlFO5S0MhgXgX8j15w40jdGgVDuT31TdK/ZCVrXfyou2+I9MvuNahJVLWinMBQGhD4EJsRp45T51neT2bzswZVtx4ICClEJUxKNe9YfZhUmsBfa4XCfyZdW5eTz1GlGqvDV6c+ND2gurWlnK2yzAM4o15P1Uq7z1ENM/LNXqc1pQ70dz1Vmb4GgepqcE6DIixHYiY3+Ei7mzj/hUmnRtuaLtHXNsf86YtNMspbl6B2loKGPMgf+vWgujxaK0An3H7bWwUhLP2t2Ks9YOliPT/St+oBGqRmedi+dyMrKUTMnJ2SSNgSJmSHHtU1vNFzpxwUdHAjcWO5do1BjEzzJaqil2/xLjSDkEBzq38eaTDRYw0Gwcb0ycY3dHGMykurIkVCQrbOub8/Q0BjfYdPDfDP0Bk1rYzby337jqTos8bjP3kyPXT+HcZHQzpaOTsa0dSo/XopUePXoaAtjsKGNsjVlDaXIrECQyWBRwB6W0qJYguZRVdS2Y+4WPIMENqg159HJtBaDlL0VaeaeN4JtuVpfcwjKmSHahpIGWmutTctc48vJF7okd4hHdWktkl0oSWK6LkYi/lnDOTDowrVrI6ia8G9CZbrWhrVUAjMh8zYqv1LImOQy32I9aBFXbu4tKwxXJGZFs3VMTsbOVJay8r6Sjk6msphYpailCLi5m7D1vzXKMD7QRIWpoo/2tfgj0j6/FU1gUMiLmK6WnV6OMrKVpUAgoGXzuv/f2BNLPgalAQrJ7IQ2/UYvBQ8WuCs/kA7YmMEqDx15qCXY7MZhTV8NnspYWQq/quM0Lt3OyIGVCgw9AbtY0+l3EQaC3fs1rtvn4zMh80qRqCcvleLtZoruw2TaMZu9a6XY5CLWF+ztUTcFRsgB6LOl1Asvn3qNkHM89TaX6suRSYszL7wDjLNEDkJi0uzrB/EVJzOUN68Z3w1BPI7mw4zoLtFN90lmVO2kbstGWkwvPL29PRTv7mkFAnjyezv7E1o0WufO/+fs6twgv1ExqNzbx/O2GfZVqRMA8WnxLTaEa/C+QMTMQGeO+7qXCwsmaUOcrfX4kRInH2ZlzaGx+GNKxSjHZhxaijhfhaKj+NtPMiPBwYNEQHPz/Hrm3GYFDBIOl1RDwVDDWmZgmUMO6R+omVcNwlJHgmoOzqTHIAXvtyF3sAbC+tmlpjyPve2UYdBKVzNR2RI8wnRLWzUsdDbBxqeei6+z5aCpduLVPNltF1CJUvNYV5Q6VZWZ4r56xV3xmCyCtRpEiU2AXWMqgvZ9J1McZl0kNj3ZSztxkx9lebYNspC9yhm5NVYMf+RWdapm9kOdPO2kdp1QoeKbTX1mw2ozG3riVrF3+55FrJ6xoXr8wvan9/NCloExJiKJLQ53rH9jk4RMDocfLf3BqXDnkjkCH19HTXnjlaFFBuxuuTrUKU7niIkttNj8FFWtFq1n376zFipLTjLCpaaFxMSoKsbAEjSsXf293sLVlU5OwcB9hKK2TJ3kwb89nfSqmenWXle8case4sslL3QGwlmidYvqs3U1sAEG80L7UNACzqdAGzM+wXVXUXyXkzvR8P8nmuXme6tNJiYusaDPJSQUdXeDJgI4cAf3nb2Hy1Y8Egrek6GB0DdOhou206ZuoRGCiYgrKWRaWtMT48d5SpiJyE8YLUoJa1sYmt3Pm2Vn06IyJSPKA8XIE1m9LS5T9fpNQEsky32DtfJ9tDWK+wsevmx2S2WQ0F82Pa1opAOSRZWTEgdpxaztiXmp7NnVwKy5qno8gNd0+u42CLC8yI+Cu4s431AZcjN0kZDYHL69yYp1nJ+kY3/ZKMEvmiV6ka591092HbN/oqYvx1zJ2scO0kLCe+rou0IJblbLlEYwVTCTd3xoJaUmcO2pKVrUdklIAeva59oRhzHBmXKLZvyFXUzkrOIluF8hqx8tGMX/TWBmfX9/VMQNmYk6nfQNcCkQmJ4jlTxRi/FLvlNa58HGNjOZKtwJkS8kpJYfmARYzYU2qxZU7WCtHKnefTGSWjtBhQaP14ckdFeY3G+gxktQaiRaHEFA7WOXzuqVRunjlg4/IolnfNU/wcKKLSJUcnuZigs+wtaR897tr7q9WGnPFdukrbpww3FeTz9xMwdJj0czZIJPXPoNg6LOp0ocmDmmHxLfthvbEgldiqhUQn8mr2ExlL+xqphYQB+/cA3r+1Vb6wVvZfY4tKBXSLqIfG3Q8G3dCZ7qpT4Q3ONH+3hpRmrVoJVtM/BEZeEP15RCQwolRnGg9KvV45c10DDBNC8nrqJN1fOVIEV4yt1HoaiWND8+Ku9pjHi4xpVJW4yEFK/SBHiaXVsyW1jd63g8l2mD/gM7+nND9Gsh0s1uuoaIs8zunt9FYfBFne97qSc18usl3W5QzKhpvdjFjORO4vYwoEY5XcYC8mSleaECtPCCe0voKnfjOMgKwFLOQSE6DHnPbem6VB8riuiw6ZnQTs+0Ha60vHaE0Xb+PFMUTCLA5TUM3FgUBSaz06X6dH5+sa/9wYDA0IQKPCGdaCVPZy+trdTTsvcCRPoCtyu+sdHnS4KjIKGDNO2ySwmJWth7WMtLZyDVoWywoLE3DposqrxTHEdO6ix4GfbI8ILI+rsDABPXs3DXpZS2nRUwEpceR46COF1AdZchIrQCknsa3L8Y4hkD+4GBQMVF+y/RpjkcSOmcq7SZGSM97ETbsfEAhTfne59YjwzrXA2vnfOlme75mgIAG1tfYHAj16GvI7iqVNkfJwz1IrBx6gOOuuNtUQALz4X3meFIVZ5Dt1ZPhkXHFhuQ2j0FABl6vFtzjQwWKN5F220v6QcwKDGt9LiAlPPY7Tf9rPxWWc7ZzX0/aYx9krVEiI9BmysbEC/nvE8feIT9Dj1El7S6qkbeuGfnp8fcLw/9mddfjxP9YH++bBwig/w3eBXA9ojNuWOpnGSKyl3RHjtrVKMyCw8Qz6wEDbhSJ9hbVVv5Zs5X525/MGywmx3Xs4Ny7qmKnHzwesn0/ums0sW2hCzqCsEpZiRvv7xsw2V6Q6UPm7VcPFtiThis8UDCH3MaaBCAwSUFerQt8BOpw4pkJsnIDqauDAb7XomOXY1DxnA6WhYYZgTk43x85Zy4uu5SxYtVpw+qm+TQ3XN+WFUZTBPJhsPL4iIgVAfMKGzVmtlk9te/bS4/RpwauzN8WYf+dZXw5oKDT2/V41/jiqRm6eXrRqsK8SKzrnrGgvLP/yxvksFsT28xOg1VofRJkPqvtcr0Pbb74B0FXW/QoOFlB9yfZAzh2zbmy5ob8OOz6Xb6Dq7mGqlBtRZ/fBW5MoLD+TSgUMH6FFgEyz+Lv30OPL7U0/nOWMeT9/IM+BmzVHZr25S0ao4bx9uMNFWY49V+6zkpIE9Bugs1qh3tZsKXel/xl6oxaAwp4UO8FeoNETQsOuPRBwtOAiGbl2lgZFXZT0usgoYESp1qGVUCo3pfVJaycgIUmLH/aqcfR324GCiEgBF/5UYdAQLU6cUOHUSdtjKGeuV506C/jxP9Z/HxXdNACuaWibrq1ce+gaHGyos+BI4UMAoo3gjt6SmjoyOsYNb+4lUlM6WSseHBklNFnV5GwxvLZiRcKdvGS0srgPSG9nO6AsS15vES4FlDPD7H/xOTtzuUNoPS7UOx65DJdppoBYfuHmxpHCgwFqQ343IgDo1LD0o2CQDufOqpCQIJiquwLAhcj/QKXq7vT2jbMxLS+U1l47ZJhj56txlszPB9ToO0CHXw6okN6u8XuZL4P2trZpehw53AKf5Mgz+dzEPwBo7egAT0FCQg2BkJhYAfFWbuZ9UekYeW+iLXO/uVNYmIDqahU6u1h13R4VGt9YDBuuFZ01MqJUB52V5szrqWs02yg5RUDYLvmX64eHAyEhepupalzixA2x+feTHFLaCDh4UED7jt4LNmaF+X66NjkDjOYzqwBDvYErV1TiVdLNxMYJOHPa+reMtVQ3YRo9qnWe/V5212zotrYKfIqIt3E+OTorTw7uKnzaEvmLRAaMs/9t1UBokRQwAU4JBbkAQ9A3JMQwWefo72rJK0+81YTmNV+MR7VxX+So02UvH7bSlJRqsXGDn81Vn4BhHHlgvxrVDQ+d2rT1/gNXOVlbfSy2WkM0MGxDfLf/4Ny+bOT1NM/TLKCuTgW12v6senP5N+ig1zf9LjY+fAlxMQWNo1wKKEf5C/hbu0s4esX6h5+UXCP683g7lYynthH/O3tsLVeYk3ERx2o1eO2PUOsvauBblwEizzJesEJDXc+bJSYoCOg3QOe2JPjGIhjG2SByBxtsSU0V8N/DAjJFltsChoDhvh/UjXK7GpcnGZeJ+6Ju3XX480/Hho69r9fh55/UihkwK4F/gO8NVO2xtjphzF+8P1vLnuBgQ0A51M2FHtu0FXD40LXzx9oSRI3GftodOanUAgR90/PaPA+9nEaO0jp1Byr3yregIGCogw8y5WbMjSy1yF5FxwuuFU5RuBiL2VT9B0o7BhMS9DhzWoPMTtden5llSEPUOlmviFWTcrP8TJY3y7GxAs6cce6DR0cL+P2/QFq6oe0OHTQ76prXV5dNKggQPBQuU0OAXqb3Euui1ikCDv6qQqoMwSNrxXftpW1QImvXBiUf5u7et6hoQyHc1q2lvVNKqoD9Pwp2g3MaPwE6G6uvHGU+U9N4TOZG1ONobR2GKKTYpUYjSM4f7aqAQMNsd7HaAubS0gWkpevwzhrDwN0bDxDdIbe7DlqLW460dD0O/ma9A+zV57AU2OoySkc3vs4NG65DdbVh3B7eEMyW8jDG7uQoq3WapOyp41xOeZEYqEdiYNMPPji2FsEaAX5Wzv1paZddfWu7ypIbv0dMgICYAC0eD2tapISI3M+RpRa2ZsA4S60WoBcJfshFSm6igECgYLD1gXNikoDEJPHfy1m0rHMXHbT1nrsQtmsvwNGhbFyc89WplSZAJKXDDf10aA7LdN3FFwI5vfroceSIYHVWgyvMb7AiI52/HsbF63H6lHvuSjp0FPDzT4aOuq6rDvu+10iuPO8MW/ntnBEXr8zrS6CEKuyOCuGlRpRYSxu/y23lDx0cW4f1J4MRLGO6Hk/p0tX2cR8ZJaD6MlB7RdpFeMy4pg96NBqga46+UUDZbS3lA98V7hSsEXBZ58ZGkLHjruuqx9f/bnoxSm3je+eRIxISvfddoze/pRDcf7I4EmgLDQNGjbX/MKFomA6bN1kPW3WTmCMXMFwuzGsUdGpYce+nAkYlKqdorZR2kVNLmrzTs7cO3+y8dh3KaN/0mLWXVlCOexQ/f5iKcxrv8V0qsieyTxkd9PjtF8NGg9wwtgRkzKFsaWic+NMdT6ZN6BIuPruJOYCJPMfdQVxHDBqqs7m01VmDhxoKyYW7qYhS62QB/9kHlwI1HSyWZmd1cjzAS84bEV+Lfxxq/CjfLTm6rQj0waCH0zz4UYOCgcws97xho1m+Lly2jBWs3RKgN/vo4eHKyAHqCCXeQN3QX4fYWG/vhbysrchRgmuFd68dzEmtBQwfobWZkuP66Ku4Ptr7xU6dERJipyifyrBaascXGiSn6PHHUds3To0edpvXBNBcW0ptj1/wFQDNZLobmqYpAhwLejkjROP+1EuuEnsoGBen9+jKGm+4oZ/3roFH7Zy/njCwUAu/hs7v0FGPXV9rEGJ/wbhJcIih7sO/vxQ/UMJaif7Yqka1S5Rxiyr70LVHL/cHpH31zkKJ6Q+TEg2rlzvIvBq5a861gLK7rrNuCyh706TkGiS1gBzIRL6gb38dPv+04VLj5S/t8HDxQlau8g+w/yTTFeERzgVqfC2405wlOpCzXk53tqlGjU6FSH/lDZ7IM2JiDMVnbFX2dpZ5YCoh0feOsdzuygt0Jlppx46ZesPKnX8b/u2nAlKCtCiMUcbyXFuuszMj1pvaZQhQq3RIs6ij4K4CckpgWQjR8uZaBcP53D1Ph5Q2gt2AshjjFqUWXYzP2Q+5C4QqjaNLpKUqS6nB5pNBmNLG/urfUI0elx3M/d0xU49zZ1VIkWEWsehtgEICemL8/RzPVa8ReYDvzRVXwcECLl7wbiPHxAIhoSrUXDacB23THL8/MX/o1yzJ/PHMV7YFBwu4InHFSUvg5wcMGqJ1+EGEO6nUro+VjCktss3qupjPeG6X4Z5zyPuPrNwgN7weCSJpOGzJDPX94iZEStToKXAzu+IYl7B5KscVNcXhUVMdzL7PwvwEdLWyWqe5kjM1THOQniGgaLjWlDteTu3Mlgn60vW9XYYeY8drFTdDOdqikGHvfMPkiNIxWnTJ0TcK2qtVwMz0y7hOoee3MQ+g5Wdyp4GDHG8LtdpwHPvS8esqy+M+UCSvokpluHY4miPT1ney2IN3tcZwfKhcmF3bHGa3JrV2/vO3C9FhevplBElohwfbX0KPzK+s/j4wsOn5GhpmWOGntOulJ6idKAIbHQN0ydFhxEjD9UisTT0pNq55BGLj4g3FyETZuPB4M92IN4WbpWLr3KXhflXTPI4FOURGWa/h4qs0GsNkMsuHl7nddQgPF6DmDGXP4ulGJD93JYP3lt75evx5XhC9GSOSi6MDwFtSajDvgGEkGe3f8gbSzSG4ICeVCgizUsRPjm13y9MhKsp3Rk2ZWXpFzZjN66nD7m8MB21iUuP9SkkVkJKqzICxPcbgYUqK59o6JoYrc6QwPuiPjRNQe0XsBTK8icglQWyWphxvpcR8+2K7ZOsqGSuhBocc/NWAGtbPybZpAk6d9MiumIQ6kPrAF6hUQMdMQ38OHmo7dY5H+M7Xs13WUhXYugRYPghpCZMObhyhbXRdTEkR8NsvAnJlTrvjqeuWUgwo1OKzbb4XPs1oLyCjvfuyN7SAU4qIvEqBA325+PsDcfEt68uUnBcVdhY53dyfjilALf7/zV2vPjp0y2ue6a7cFRCWQ7sMAVHR3t4L+/J6Go6NjA7KCSYDjQu/paTy+4Q8Z0CBDkXDm14zA11YWm4sdhXpQw+Z3MLRsa/CxsruKt5kru8Aw7GX001Z12RbWrVyrF0iIoEAF4rJpqXL2zYqJ2ZcK41KYk2Q0jFaFI9s+oDRnSkKXZGeIV9fW35GjR9QOESH6Bh5tl80XIuOWXrFjFks6wK4S6hCjx1v870QOxH5FIWNkYm8pkPqT0jt0Bt79zT9XV4PHfyaTz0ir2jWVeLNLqRDijgD0xlp6QLS0pXddq0UlM/PVW3T9fj1FzWSFFj8hmxzZYl8fIKAIcO0HjmWW4ULuHRRmaNMZe6VdG6bLGHWMAkJgs+tKPDF1DjN7Qo8YqQOH2/VoObytYMpWCSg6OdnO6VBkd+36J7W3h276JQAs3sAJReyBQyTHLooaKVXVLT8R7lYegivrzZQKAaUGzS3i61UWWH1+KmaUQxyI18fVZOyNZPjy7IglKvuSL2MAImzOEj5zFNKmOfFI1KqyEj3p59ITtE7VTCO3Cs8XPpru+Xp8cNeNVRqx4MTgwbroFNOTMMusXobHTrq8cvPPIaVLDNLjwM/NfSRL445m9lQMCAAGDJUhz/+MBT5S04RnFrFlaI+hyiFFqxObeu5C1sbD76Xu7gj7ZGj9QNaMgaUW7jJKTX444oGzx1R8Hpa8mlRUdf+v52My3mIAGXmTlSCzDDfmvVDtrmyZJaUr2CwFvX1vJhRy9M2TUDbNB2+PuH432r8AKWmzB8YU4ePzhgKbNh6sNK+ox6nT6vQpq0yA1tyM17lfKlQXOfr9IiNE5CQKGDbR5494jxZ1NSX+PmjSeExa0LDfKMNXd1LlVqAoHdsHOFrKwRImfhItEFKUPPMu2iPnwpoG9IyPzt5hnnAr6UMmInkENCQx5LBRDIKCeU1tDmKjjYs/ybH8IGifU4FpNiuLpNaEDckBBg0RNfsilbb40u5fFVqIDFJgEplCC4DQESkh3K2yjDfy3da2j188dyylarDmjSJAfaWIqwh33mYg3nPzaWk6tEpm5Ph7OEM5Qahfo0PNqGFnZMlCWJlnolcxxs+8rQhRVpom8FD985d9NizW4N4BpoInElCZKmljdWd0fk6Pb74zLFZlXyI6Tp7Q9+ERD1OnlDevC5jICsw0D3bDwg0nLS+mi/evyFFglj6EreQ4xontOwbsfR2AtQqHXbvUup6hqZCQx3/m/gEAYcOyr8vvio1VcD+H1VIdaFwYO98BpMo/j7OAAAgAElEQVSlYEC5QUsflPaLvurtXSAikiw+QY9TJ8VH9M0lx2x8Q1GcZl1sjoiI3MaZmaDO5CO1ZdhwrWiBo+YsSGO73a/vq4der7xgRVJrAd3zdG5bURgZCfQboENMrG+Oa4x5VT2VRkHNWhguU6kMdUp27/L2nriXSnnPpzwmKLjpz1qFG86d8AieQ+7GgDIREfmc62/Qo7ZOeTdjcgprxVmpLZWfQgvFEFHzdeMILc6fUzVZWdatuw57vtUgJMS565Icy/Z9TWao4bvbWq5gtdrwn9KoVEB6hnu/f3x51VV4BJDfV4d4D+WAjol1fRvme+rP1QeK5WoRuNZJvnteOatvdB22nwtEcHDTz57aRkCrVlpERon8IcmKAWULmaH1iA/UK7bqJ5E3BakF1DqY8J/IHTR+QKiPfoMVj9S2+FUxZNuNw1nbgMgeptSSV0gIRIPG7doLiIzWNiqyTLb5qYHr0vcgI7eLt3eFZNa6tecGcLJc48x2N6kFBh19hatpZlRqYPQ4bYtKmm3v9GAw2TMU+GzUO4znXnygHiUJtRykEomY2/4ictt/7e3dIPJpQUFAsMjyLCLjzGRnCrIQtTRKnOHZXEVHM4DvqJCgGvi5OOuQWqaISIHpLshhajVaVHqhMI1hpSrz/nsXb1mISLJgDRCgqXfqb1snN+/0BERErioo1OH4MVWLuiEgclZmJz3+e0SN6BgGXoio+Rg8VL5VSoFBvD5S89Q/5ip+8juKtmnp3t6VFo0B5QYdQ7WoAtCllXPBMiKyjnlgiYjsC49gAREiqcLDgR69dEjkMm4iIlEpKQL27vH2XhDJT6MC4iJPQaViQNmbGFBukBSkx6JOF7y9G0REREREJEHbNAaTbQlr5e09ICKlYNoaZRtSpEVtLTuJfAsDykRERERERM0M8/UTtWx85OY7uEqNfBEDykRERERERERE1OwUDNLiwgXO/iWSGwPKRERERERERETNVExsy539Gh0DFnAll13XVYfISG/vhbIwoExERERERNQM9e2vw5UrwO5vNN7eFSLyoqTWDKgSuSIzi+eQJbW3d4CIiIiIiIjkl5AoIC2dN8FEREQkLwaUiYiIiIiIiIiaEz5LIiI3YkCZiIiIiIiIiKiZYkk6IpIbA8pEREREREREREREJAmL8hERERERETVjvfN1uFzt7b0gIk8KCDD7B6coE5HMGFAmIiIiIiJqxlJSmUyVqKXRMNpDRG7ElBdEREREREREREREJAkDykREREREREREREQkCQPKRERERERERETNlB/TXxCRzBhQJiIiIiIiIiJqptSM/BCRzHhZISIiIiIiIiIiIiJJnF744BcaIud++JyAmBj4h4V6ezeIrNKEBMBfJf/apghEISzA9vkfHRxp9zWukvoecuyLs9vwRDt46r08+VmU9P4hkdGyXevFzp0g/wCoAzQubVfOfRTj6vedlGuGo1w9Hpr7+SKVs8eOO/rUklLa0PIctbdfjrSpM+3o7vPdFk/0uyW5jgO5tiNn+7vrXsIb/eQqV/snyD9AcX0sZz+4eyyiFM5+zuZ0Lrnjuy89VYPL1UBYgE62bTq6n1LHu658fkf+Vu7vUiWfV97gSPu6cv76Srv7QiwhJCDYqb9TCYIgyLwvRERERERERERERNQMMeUFEREREREREREREUnCgDIRERERERERERERScKAMhERERERERERERFJwoAyEREREREREREREUnCgDIRERERERERERERScKAMhERERERERERERFJwoAyEREREREREREREUnCgDIRERERERERERERScKAMhERERERERERERFJ4nBAeePGjRg+fDiGDBmCN954wx37REROqK6uxogRI3D06FEAwJdffomSkhIMHToUS5cu9fLeEdGzzz6L4uJiFBcXY9GiRQB4nhIpzT//+U8MHz4cxcXFWLlyJQCep0RK9NRTT6G8vBwAsH//fowdOxZFRUV46KGHoNVqvbx3RC3b5MmTUVxcjNLSUpSWlmLv3r2MIxEpyLZt2zBmzBgMGzYMCxYsAODceNehgPLJkyexdOlSvPnmm9iwYQPefvtt/Prrr47vPRHJau/evZg4cSIOHz4MAKitrcWDDz6IFStWYPPmzdi3bx8+++wz7+4kUQv25ZdfYvv27Vi3bh3Wr1+P//znP9i0aRPPUyIF+frrr/Hvf/8b7733Ht555x289tpr+Omnn3ieEinMV199hXXr1pn+PWvWLDz88MPYsmULBEHAmjVrvLh3RC2bIAg4ePAgNmzYYPovMTGRcSQihfj999/xyCOPYMWKFdi4cSN+/PFHfPbZZ06Ndx0KKH/55Zfo06cPIiMjERISgqKiInzwwQdOfxAikseaNWvwyCOPID4+HgDw/fffo23btkhNTYWfnx9KSkp4rhJ5UVxcHMrLyxEQEAB/f39kZGTg8OHDPE+JFKRXr15YtWoV/Pz8cPbsWeh0Oly8eJHnKZGC/Pnnn1i6dCnuvvtuAMAff/yB2tpa5ObmAgDGjBnDc5TIiw4ePAiVSoWpU6di5MiReP311xlHIlKQrVu3Yvjw4UhMTIS/vz+WLl2K4OBgp8a7DgWUT506hbi4ONO/4+PjcfLkScc/ARHJ6vHHH0ePHj1M/+a5SqQsHTp0MN3sHj58GJs3b4ZKpeJ5SqQw/v7+WLZsGYqLi5Gfn8/vUyKFmT9/Pu6//36Eh4cDaDrmjYuL4zlK5EUXL15Efn4+nnvuObzyyitYvXo1jh07xu9SIoU4cuQIdDod7rjjDowcORJvvvmm0+NdhwLKgiA0+ZlKpXJkE0TkATxXiZTpl19+we233445c+agTZs2TX7P85TI+2bOnImvvvoKx48fN6WSMsfzlMg71q5di6SkJOTn55t+xjEvkbJ069YNixYtQkhICKKjozFu3DgsW7asyet4nhJ5h06nw1dffYXFixdjzZo1+OGHH0x1uMxJOUf9HHnjhIQE7Nq1y/TvU6dOmZbYE5FyJCQk4MyZM6Z/81wl8r7du3dj5syZePDBB1FcXIyvv/6a5ymRgvz222+4evUqOnXqhODgYAwdOhQffPABNBqN6TU8T4m8Z/PmzTh9+jRKS0tx4cIF1NTUQKVSNfouPX36NM9RIi/atWsX6uvrTQ9+BEFAcnIyx7xEChEbG4v8/HxER0cDAAYNGuT0eNehGcrXX389vvrqK5w7dw5XrlzBhx9+iP79+zu4+0Tkbjk5OTh06JBpOcOmTZt4rhJ50fHjx3HPPfdgyZIlKC4uBsDzlEhpjh49innz5uHq1au4evUqPv74Y0yYMIHnKZFCrFy5Eps2bcKGDRswc+ZMFBYW4sknn0RgYCB2794NAFi/fj3PUSIvunTpEhYtWoS6ujpUV1dj3bp1WLx4MeNIRApRUFCA7du34+LFi9DpdPjiiy8wbNgwp8a7Ds9Qvv/++zF58mTU19dj3Lhx6Nq1q9MfhIjcIzAwEAsXLsSMGTNQV1eHAQMGYNiwYd7eLaIW6+WXX0ZdXR0WLlxo+tmECRN4nhIpyIABA7B3716MGjUKGo0GQ4cORXFxMaKjo3meEinYkiVLMG/ePFy+fBnZ2dmYPHmyt3eJqMUqKCgwfZfq9XpMmjQJeXl5jCMRKUROTg6mTJmCSZMmob6+HjfccAMmTpyIdu3aOTzeVQliiaeIiIiIiIiIiIiIiCw4lPKCiIiIiIiIiIiIiFouBpSJiIiIiIiIiIiISBIGlImIiIiIiIiIiIhIEgaUiYiIiIiIiIiIiEgSBpSJiIiIiIiIiIiISBI/b+8AEREREZG7LViwAN988w0A4LfffkNycjKCgoIAALW1tVi7di3Cw8O9uYtERERERD5BJQiC4O2dICIiIiLylMLCQvzzn/9Ely5dvL0rREREREQ+hzOUiYiIiKhFy8zMxFdffYVPP/0UH374IWpra/HHH38gKSkJN910E15//XUcPnwYt912G26//XYAwNq1a/HWW29Br9cjMjISDz/8MDIyMrz8SYiIiIiI3I8BZSIiIiKiBrt27cLGjRuRkJCAkpISVFVV4dVXX8XPP/+M8ePH49Zbb8WuXbuwfv16vPHGGwgODsb27dsxY8YMbN682du7T0RERETkdgwoExERERE16NKlC5KSkgAAKSkp6Nu3L9RqNVJTU1FXV4crV67g008/xZEjRzBhwgTT3124cAF//vknIiMjvbXrREREREQewYAyEREREVGDgICARv/282s6XNbr9SgtLcWsWbNM/z516hQiIiI8so9ERERERN6k9vYOEBERERH5khtuuAFVVVU4deoUAOCtt97CLbfc4uW9IiIiIiLyDM5QJiIiIiJyQL9+/TB16lTcfvvtUKlUCAsLw7PPPguVSuXtXSMiIiIicjuVIAiCt3eCiIiIiIiIiIiIiJSPKS+IiIiIiIiIiIiISBIGlImIiIiIiIiIiIhIEgaUiYiIiIiIiIiIiEgSBpSJiIiIiIiIiIiISBIGlImIiIiIiIiIiIhIEgaUiYiIiIiIiIiIiEgSBpSJiIiIiIiIiIiISBIGlImIiIiIiIiIiIhIEgaUiYiIiIiIiIiIiEgSBpSJiIiIiIiIiIiISBIGlImIiIiIiIiIiIhIEgaUiYiIiIiIiIiIiEgSBpSJiIiIiIiIiIiISBIGlImIiIiIiIiIiIhIEgaUiYiIiIiIiIiIiEgSBpSJiIiIiIiIiIiISBIGlImIiIiIiIiIiIhIEgaUiYiIiIiIiIiIiEiSFhlQnjt3Lv744w9v74aozMxMb+9Ci7J8+XIsX75ctu3V19fjlltuwc6dO00/279/P8aOHYuioiI89NBD0Gq1sr1fS+KJvtq6dStKSkpQXFyM8vJyXL16Vbb3a0nk7isAeOONN1BWVibrNlsSufrks88+Q2lpqem/Pn364K677pJhD4mIiIiIiMhXtMiA8s6dOyEIgrd3g5qZgwcPoqysDHv27Gn081mzZuHhhx/Gli1bIAgC1qxZ46U9JCOxvqqpqcFjjz2GlStXoqqqCnV1dVi3bp0X95KMfv31V7zwwgve3g0CMGDAAGzYsAEbNmzASy+9hLCwMMydO9fbu0VEREREREQe5PMB5Z07d+L222/HtGnTUFRUhJkzZ5pmFb7zzjsYMWIESkpKUF5ejsuXL+PFF1/EqVOncOedd+L8+fONtvX+++9j/PjxGDlyJIqKivDNN980eb+VK1di5MiRGDVqFObPnw8AePfdd3H33Xdj4sSJGDp0KJ588klTwPrFF1/E6NGjMXLkSCxatMj086VLl2L8+PEoKirChAkTcPr06Ubv8+2336KoqAhHjhzB5cuXMWfOHIwZMwalpaXYtGmT6X3LyspQUlKCf/zjH/I2rEKcOHECN998M8aMGYNx48bhu+++AwAUFhZiwYIFGDVqFEaNGoUff/wRAHDkyBHcdtttGD16NCZOnGj6+c8//4yysjKMHTsWBQUFWLVqVaP30el0mDlzJhYtWgQA+PzzzzFu3DiMGjUK06dPNx0rhYWFuO+++1BUVISzZ8822kZlZSWmTJmCnJwc08/++OMP1NbWIjc3FwAwZswYfPDBB25oKe/z9b4KCQnBtm3bEBsbi5qaGpw9exbh4eHuaSwv86W+unr1KubPn497773XrW3ibb7UJ0aLFi3ChAkTkJaW5o4mISIiIiIiIoXyk2tDF5/+By79Y6lcmzNp9bf7Ef7A32y+Zs+ePXj//fcRHx+P8ePHY/v27UhOTsbzzz+PNWvWICoqCo8++iieffZZzJkzB6tXr8aLL76IqKgo0zb0ej1Wr16N559/HtHR0aisrMTLL7+Mnj17ml6j1Wrxwgsv4IsvvoBGo8Gjjz6KkydPAgD27duH9evXIzw8HJMnT8bWrVsRFBSEffv2obKyEiqVCrNmzcJ7772H3NxcHDx4EKtXr4Zarcbs2bOxceNG3H777QAMKRIeeugh/N///R/atm2LJUuWoHPnznjqqadQXV2NCRMmmAJhJ0+exObNm+HnJ1tXNrHrrb3YvfoH2bebN6ELekzMsfmayspKDBw4EFOmTMHOnTuxe/duU3A2MjIS69evx7Zt2zBnzhxs3LgRc+bMwfz585GdnY1ff/0V99xzD7Zs2YK1a9di2rRpyM/Px++//46RI0di8uTJAABBEDBv3jwkJiZi9uzZOHfuHJ5++mmsWrUKERERWL16NZYsWYLHH38cANC/f38888wzTfZ19uzZAIBXX33V9LNTp04hLi7O9O+4uDjTMeMOP6x9Fvsqn5N9u9eNuwdd/jLd5mt8va8AwN/fH5999hlmz56N+Ph49O3b1+W2UyJf6qunn34aY8eORUpKiucayAt8qU8A4PDhw/j6669NryUiIiIiIqKWw31RSA/q0KEDEhMTAQAZGRm4cOECjh07hoKCAlPQ+K9//avNZblqtRrPPfcctm3bhkOHDuHrr7+GWt14Arefnx+6deuGcePGYdCgQbjpppuQkJAAwDCbKzY2FgAwfPhw/Pvf/0ZgYCC+//57jBkzBgBQW1uL1q1bo7S0FHPmzMHatWtx6NAhfPfdd2jTpo3pfaZMmYJhw4ahXbt2AIAvv/wStbW1eOeddwAYlub/8ssvAIDs7Gy3BpO9LT8/HzNmzMD+/fsxYMAA3HzzzabfjR8/HoCh7cvLy3HixAns27evUT/X1NTg/PnzKC8vxxdffIEXXngBBw4cQE1Njek1q1evxqVLl/Dxxx8DAPbu3Yvjx4+bgjB6vR4RERGm15vParVHLLWKSqWS/Pe+xNf7ymjAgAHYuXMn/vGPf6CiogJPP/20w9uQwpsP4Xylr3bs2IHjx49j7ty5jXJdu5O3HqD5Sp8Yvf3225g0aRICAgIcbAkiIiIiIiLydc0iEhkYGGj6f5VKBUEQoNfrG71GEASbxdAuX76MsWPHorS0FD179kRmZibeeOONJq9bsWIFvvvuO3z++eeYMmUKlixZAgDQaDSm1+j1emg0Guh0Otxyyy247bbbAAAXL16ERqPBvn378MADD+DWW29FUVER1Gp1o8DjkiVLMHv2bPzlL39BVlYW9Ho9Fi9ejM6dOwMAzpw5g4iICGzcuBFBQUFOtJjvyMvLQ1VVFT799FNs3rwZ69atw8qVKwGgUSBdr9dDp9MhICAAGzZsMP38xIkTiIyMxMyZMxEeHo6CggIMHz4cVVVVptd069YN2dnZWLBgAZYtWwadTofu3bvj+eefBwDU1dXh8uXLptebH2/2JCQk4MyZM6Z/nz59GvHx8Y43hA/w9b76888/sW/fPtOs5JKSEtx///3ONYYE4Q/8zW7g1118pa82bdqEX375BaWlpaipqcGZM2dw3333WZ01K4ceE3PsrpxwB1/pE6OPP/4YL7/8smyfn4iIiIiIiHyHbAFlbwZHxPTq1QurVq3CtGnTEBkZiTVr1qB3794AYAr2mjt8+DDUajXuvvtuAMC8efOavObcuXOYNGkS3nnnHXTr1g0nTpzAgQMHEBoais8//xyXLl1CQEAAqqqqMHPmTNTX12PZsmUYP348AgMDcc8992D06NG4cOECevXqhYkTJ+LSpUuoqKhAQUGB6X3y8/PxwAMPYN68eVizZg369OmDt956CwsWLMCpU6cwatQorF692s0teI23AiyAIUdnfHw8br31VvTu3RujR482/a6qqgplZWXYunUrMjIykJycjLS0NGzYsAGlpaXYsWMH5s+fj48++gg7duzA+++/j4SEBLz77rsAYOrfrKwsTJ06FaWlpfjkk0+Qk5ODefPm4dChQ0hPT8eKFStw8uRJLFy40OH9T05ORmBgIHbv3o28vDysX78e/fv3l6dxRHT5y3S7qSncxdf7ShAEzJo1C++88w5at26N999/H927d5encRTGV/rqySefNP3/zp078eyzz7o1mOxNvtIngOG7sLa2Fqmpqe5rECIiIiIiIlKsZjFDWUxWVhbuuusulJWVob6+Hp07d8ajjz4KABg4cCDuvPNOvPTSS6Yb4qysLHTq1Ak33ngjgoKC0LNnTxw7dqzRNqOjozFhwgSMGzcOwcHBSEpKwujRo/Hhhx8iJiYGU6dOxfnz51FaWop+/foBAH766SeMHz8eOp0O/fr1w+jRo3Hq1ClMnz4dJSUl8Pf3R2ZmJo4ePdrovUaNGoV33nkHr732GqZPn46KigqMGDECOp0Os2bNQps2bbBr1y4PtKR3lZWV4YEHHsC6deug0WjwyCOPmH737bfforKyEsHBwaYAyOLFi1FRUYGXXnoJ/v7+WLp0KVQqFWbMmIFJkyYhPDwc6enpSE5ObtTmAQEBqKioQHl5OTZt2oQnnngC9913H/R6PRISErB48WKnP8OSJUswb948XL58GdnZ2abl5c2Nr/dVVFQU/v73v+Ouu+6CSqVC+/btTdeM5sbX+6o58qU+OXr0qCnNFBEREREREbU8KkEsySs55N1338XXX3/t1KxIck5hYSFWrVrV7At1NQfsK9/BvlIe9gkREREREREpjdr+S4iIiIiIiIiIiIiIOEOZiIiIiIiIiIiIiCTiDGUiIiIiIiIiIiIikoQBZSIiIiIiIiIiIiKShAFlIiIiIiIiIiIiIpKEAWUiIiIiIiIiIiIikoQBZSIiIiIiIiIiIiKShAFlO5YvX47ly5fLsq0vv/wSJSUlGDp0KJYuXSrLNsk1cvYvANTX1+OWW27Bzp07m/xuzpw5ePfdd2V7r5ZGzr56++23MWLECJSUlGDu3Lm4evWqLNslAzn7au7cuRg6dChKS0tRWlqKrVu3yrLdlkbOPtm+fTtGjhyJESNGYPbs2Tx/iIiIiIiIWhgGlD2ktrYWDz74IFasWIHNmzdj3759+Oyzz7y9WySjgwcPoqysDHv27Gn085MnT+Luu+/GBx984KU9I3OHDh3Cyy+/jNWrV+O9996DXq/Hm2++6e3dIiv27duH119/HRs2bMCGDRswZMgQb+9Si/fQQw9h6dKl2LRpE2pra7FhwwZv7xIRERERERF5kJ9cG/p/n/yKlz/9Ta7NmdwxMANTC9pb/f2JEyfwv//7v6ipqYFarca8efOQm5uLwsJCFBYWYteuXQCAJ554AtnZ2Thy5AgqKirw559/IigoCA8//DCys7Px888/4+9//ztqampw7tw53HbbbZg8ebLpfXQ6He6//36kpKRg9uzZ+Pzzz7Fs2TJotVqkpKTg73//O6KiolBYWIiuXbti//79ePPNNxETEwMA+P7779G2bVukpqYCAEpKSvDBBx9gwIABsreZ7D6pAD57VP7tDngEKKiw+RJf6V8AqKysxJQpU/Dqq682+gwbN27EoEGDEBkZKV/bWVH/6SHoPj8i+3Y1/dvCf2C6zdf4Sl8FBASgoqICYWFhAICOHTvi2LFjsreZkvlKX9XU1ODYsWN4+OGHcezYMQwZMgTTp0+HWt38noX6Sp8Yt1FdXQ2dToe6ujoEBgZ6vL2IiIiIiIjIe2QLKHtLZWUlBg4ciClTpmDnzp3YvXs3cnNzAQCRkZFYv349tm3bhjlz5mDjxo2YM2cO5s+fj+zsbPz666+45557sGXLFqxduxbTpk1Dfn4+fv/9d4wcOdJ0Ey4IAubNm4fExETMnj0b586dw9NPP41Vq1YhIiICq1evxpIlS/D4448DAPr3749nnnmm0X6eOnUKcXFxpn/Hx8fj5MmTHmol3+Ur/QsAs2fPBoAmAeUpU6YAAHbv3u22dlICX+mr5ORkJCcnAwDOnTuHN954A08++aQHW8rAWw/hAN/pq7Nnz6JPnz547LHHEBISgrvuuguVlZUYP3687O1m4qUHaL7SJwBQUVGBsrIyhIWFISUlBcOGDZO/vYiIiIiIiEixfD6gnJ+fjxkzZmD//v0YMGAAbr75ZtPvjEGHwsJClJeX48SJE9i3bx/mzp1rek1NTQ3Onz+P8vJyfPHFF3jhhRdw4MAB1NTUmF6zevVqXLp0CR9//DEAYO/evTh+/LjpJl2v1yMiIsL0+pycnCb7KQhCk5+pVCoXP33z5yv9S77XVydPnsSUKVMwduxY9O7dW55GcMDUgvZ2A7/u4it9lZqaiueee87077KyMqxfv969AeWCCrsrJ9zBV/rk9OnTWLJkCTZt2oSUlBQ8+eSTePLJJ/HII4/I2yBERERERESkWLIFlL0VHMnLy0NVVRU+/fRTbN68GevWrcPKlSsBAH5+1z6eXq+HTqdDQEBAo3yPJ06cQGRkJGbOnInw8HAUFBRg+PDhqKqqMr2mW7duyM7OxoIFC7Bs2TLodDp0794dzz//PACgrq4Oly9fNr1ebPlvQkICzpw5Y/r3qVOnEB8fL19DuJOXAiyA7/SvUvgPTLebmsJdfKmvfvvtN0ydOhU333wzbr/9dlnbwRf4Sl8dOHAAhw8fRlFREQDDgznz/WtOfKVPdu3ahY4dO6JNmzYADMHu++67T97GICIiIiIiIkXz+USUixYtwoYNGzB69GjMnz8fP/74o+l3xhvprVu3IiMjA8nJyUhLSzPdhO/YsQM33XST6f9nzpyJwYMH45tvvgFgyBMJAFlZWZg6dSp++eUXfPLJJ8jJycF3332HQ4cOAQBWrFiBRYsW2dzPnJwcHDp0CEeOHIFOp8OmTZvQv39/eRujGfKV/iXf6avq6mrccccduPfee1tkMBnwnb4SBAFPPPEELly4gPr6erz99tvNtiifr/RJx44d8f3335sekH788cfo0qWLjC1BRERERERESufzU73KysrwwAMPYN26ddBoNI2W3X777beorKxEcHAwFi5cCABYvHgxKioq8NJLL8Hf3x9Lly6FSqXCjBkzMGnSJISHhyM9PR3Jyck4evSoaVvGQl7l5eXYtGkTnnjiCdx3333Q6/VISEjA4sWLbe5nYGAgFik5ImEAACAASURBVC5ciBkzZqCurg4DBgxg3kkJfKV/yXf6qrKyEmfOnMG//vUv/Otf/wJgSCVw7733uqFVlMlX+iorKwt33nknJk6cCK1Wi6FDh2LEiBHuaRQv85U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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows = 3\n", "fig, ax = plt.subplots(nrows = nrows, ncols = 1)\n", "fig.set_figwidth(20)\n", "fig.set_figheight(nrows * 3)\n", "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, ax = ax[0])\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_vggvox2, \n", " 'diarization using speaker similarity', ax = ax[1],\n", " x_text = 0.01)\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_ap_vggvox2, \n", " 'diarization using affinity propagation', ax = ax[2],\n", " x_text = 0.01)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Spectral Clustering\n", "\n", "This is a Python re-implementation of the spectral clustering algorithm in the paper [Speaker Diarization with LSTM](https://google.github.io/speaker-id/publications/LstmDiarization/).\n", "\n", "So, make sure you already install [spectralcluster](https://pypi.org/project/spectralcluster/),\n", "\n", "```bash\n", "pip install spectralcluster\n", "```\n", "\n", "```python\n", "def spectral_cluster(\n", " vad_results,\n", " speaker_vector,\n", " min_clusters: int = None,\n", " max_clusters: int = None,\n", " norm_function: Callable = l2_normalize,\n", " log_distance_metric: str = None,\n", " return_embedding = False,\n", " **kwargs,\n", "):\n", " \"\"\"\n", " Speaker diarization using SpectralCluster, https://github.com/wq2012/SpectralCluster\n", "\n", " Parameters\n", " ----------\n", " vad_results: List[Tuple[Frame, label]]\n", " results from VAD.\n", " speaker_vector: callable\n", " speaker vector object.\n", " min_clusters: int, optional (default=None)\n", " minimal number of clusters allowed (only effective if not None).\n", " max_clusters: int, optional (default=None)\n", " maximal number of clusters allowed (only effective if not None).\n", " can be used together with min_clusters to fix the number of clusters.\n", " norm_function: Callable, optional(default=malaya_speech.utils.dist.l2_normalize)\n", " normalize function for speaker vectors.\n", " log_distance_metric: str, optional (default=None)\n", " post distance norm in log scale metrics.\n", "\n", " Returns\n", " -------\n", " result : List[Tuple[Frame, label]]\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not a speaker'),\n", " (, 'not a speaker'),\n", " (, 'speaker 0'),\n", " (, 'speaker 0'),\n", " (, 'speaker 0')]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_diarization_sc_conformer = malaya_speech.diarization.spectral_cluster(grouped_vad, model_conformer,\n", " min_clusters = 3,\n", " max_clusters = 100)\n", "result_diarization_sc_conformer[:5]" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not a speaker'),\n", " (, 'not a speaker'),\n", " (, 'speaker 2'),\n", " (, 'speaker 2'),\n", " (, 'speaker 2')]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_diarization_sc_vggvox2 = malaya_speech.diarization.spectral_cluster(grouped_vad, model_vggvox2,\n", " min_clusters = 3,\n", " max_clusters = 100)\n", "result_diarization_sc_vggvox2[:5]" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows = 4\n", "fig, ax = plt.subplots(nrows = nrows, ncols = 1)\n", "fig.set_figwidth(20)\n", "fig.set_figheight(nrows * 3)\n", "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, ax = ax[0])\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_conformer, \n", " 'diarization using speaker similarity', ax = ax[1],\n", " x_text = 0.01)\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_ap_conformer, \n", " 'diarization using affinity propagation', ax = ax[2],\n", " x_text = 0.01)\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_sc_conformer, \n", " 'diarization using spectral cluster', ax = ax[3],\n", " x_text = 0.01)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows = 4\n", "fig, ax = plt.subplots(nrows = nrows, ncols = 1)\n", "fig.set_figwidth(20)\n", "fig.set_figheight(nrows * 3)\n", "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, ax = ax[0])\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_vggvox2, \n", " 'diarization using speaker similarity', ax = ax[1],\n", " x_text = 0.01)\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_ap_vggvox2, \n", " 'diarization using affinity propagation', ax = ax[2],\n", " x_text = 0.01)\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_sc_vggvox2, \n", " 'diarization using spectral cluster', ax = ax[3],\n", " x_text = 0.01)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Static N speakers using sklearn clustering\n", "\n", "Let say you already know N speakers in the audio sample and want to use Kmean algorithm for that.\n", "\n", "```python\n", "def n_clustering(\n", " vad_results,\n", " speaker_vector,\n", " model,\n", " norm_function: Callable = l2_normalize,\n", " return_embedding=False,\n", "):\n", " \"\"\"\n", " Speaker diarization using any clustering model.\n", "\n", " Parameters\n", " ----------\n", " vad_results: List[Tuple[Frame, label]]\n", " results from VAD.\n", " speaker_vector: callable\n", " speaker vector object.\n", " model: callable\n", " Prefer any sklearn unsupervised clustering model. \n", " Required `fit_predict` or `apply` method.\n", " norm_function: Callable, optional(default=malaya_speech.utils.dist.l2_normalize)\n", " normalize function for speaker vectors.\n", " log_distance_metric: str, optional (default='cosine')\n", " post distance norm in log scale metrics.\n", "\n", " Returns\n", " -------\n", " result : List[Tuple[Frame, label]]\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not a speaker'),\n", " (, 'not a speaker'),\n", " (, 'speaker 2'),\n", " (, 'speaker 2'),\n", " (, 'speaker 2')]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.cluster import KMeans, SpectralClustering\n", "\n", "n_speakers = 3\n", "kmeans = KMeans(n_clusters = n_speakers)\n", "result_diarization_kmeans_conformer = malaya_speech.diarization.n_clustering(grouped_vad, model_conformer,\n", " model = kmeans,\n", " norm_function = lambda x: x)\n", "result_diarization_kmeans_conformer[:5]" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not a speaker'),\n", " (, 'not a speaker'),\n", " (, 'speaker 0'),\n", " (, 'speaker 0'),\n", " (, 'speaker 0')]" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "spectralclustering = SpectralClustering(n_clusters = n_speakers)\n", "result_diarization_spectralclustering_conformer = malaya_speech.diarization.n_clustering(grouped_vad, model_conformer,\n", " model = spectralclustering,\n", " norm_function = lambda x: x)\n", "result_diarization_spectralclustering_conformer[:5]" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows = 3\n", "fig, ax = plt.subplots(nrows = nrows, ncols = 1)\n", "fig.set_figwidth(20)\n", "fig.set_figheight(nrows * 3)\n", "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, ax = ax[0])\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_kmeans_conformer, \n", " 'static diarization using kmeans', ax = ax[1],\n", " x_text = 0.01)\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_spectralclustering_conformer, \n", " 'static diarization using spectralclustering', ax = ax[2],\n", " x_text = 0.01)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Use speaker change detection\n", "\n", "Speaker change detection is an important part of speaker diarization systems. It aims at finding the boundaries between speech turns of two different speakers. Read more about Speaker Change at https://malaya-speech.readthedocs.io/en/latest/load-speaker-change.html" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "3727aa2523c843b2bc790878555f49a1", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=20287570.0, style=ProgressStyle(descrip…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "speakernet = malaya_speech.speaker_change.deep_model('speakernet')\n", "frames_speaker_change = list(malaya_speech.utils.generator.frames(y, 500, sr))\n", "probs_speakernet = [(frame, speakernet.predict_proba([frame])[0, 1]) for frame in frames_speaker_change]" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "nested_grouped_vad = malaya_speech.utils.group.group_frames(grouped_vad)\n", "splitted_speakernet = malaya_speech.speaker_change.split_activities(nested_grouped_vad, probs_speakernet)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not a speaker'),\n", " (, 'speaker 0'),\n", " (, 'speaker 0'),\n", " (, 'speaker 0'),\n", " (, 'speaker 0')]" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_diarization_sc_splitted_conformer = malaya_speech.diarization.spectral_cluster(splitted_speakernet, \n", " model_conformer,\n", " min_clusters = 3,\n", " max_clusters = 100)\n", "result_diarization_sc_splitted_conformer[:5]" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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YNykAzRb+qrseQwkaDoT9RCSVUZM+su4Rs5eTxwM4fKA8vKMOH8gUhbgrYlCoyfhYCCLMMTbqTxmFvF3sR2possLVcCXuxb1bB/OeaCELRayMMDJS/O/uTvMybb7YX9olL3UAmExxiKTtn+fRqPHvnD5ZGINueepP9S9150azjPx2H0rzjuVRtjtCpuMuP3PdaRPjs9xJJLK58e+0ubSvuygTTk5kc5tfvay8/l65XFhbzIwrtToHhnqS82/Ul5R4nEOvwUKYly8FcPN6sQwRj1lvS18vV7QvlDt37xiXD3wnhYsczr3nD92dP1rhA94cKBSD8N2AcYkLk5VeN4GYhYxJqumWwwZOOEN/P+d5SJogWKvQ7QT9fcCli9pbccRg/rfMnN3FCLdpvzt7xUitWZTJAIcPBjA6ovGhOc6+PVll9rUr7oyRdtkBsfm2+ZyHLc3Ztz/tYu7y79xtxLfu2B/qPjRorf9bbut/P522Lt9lEnQGscqxsSrdz4wlecSTxjxgnTJotrZwlqIw3MH+Z4/lFHw3TBT4u9PG+bqoXD6FSWeH/nsdGTHetxPjyt9JpTg6Y6qQ907WQs9j16inNOEOvfd4DBpMS+UEfl/FCRc5Ma4viBCEUfopr5VlwiHgnT0BfU9WH/PeqQDOnDIuPI+Pl4bOAUBnB4c9uwIQWMKWcpw9w+Pgu0HfpWEZGTY+R5LJbO5VokAmPXs9ZqXnpK5OY+89kQBuXOM1q6CXC6kUY6iiw0Qi2Rx8Vy9767HzenOTb0N282Qc8LpVQimf4G0GZShhjZFhYNeOINpac+9ZQ6kzMe5Om/yKUx7EecaS+uP9e+0NuN7+qLMNYeTWjdnj8egGkTBw/WoAB/a7F3kSiSjL4GoYUeqePBYw9PnxMe2/G0nJMKpiJBmI87gX82Zcjqsoy63CYvi2y2h07Uohnc1sx0z0jxOEJSkeRREYHHTfuEKSVo6703Nj8BOE25RjdV2/0drCY3qaM2WFjEZRtorocBg4eiiIG9dKt6rLFwNIJDhMTbFfb6A/ex2judacJm1C4XLhHI8L5wKu5Xm1g957nKPeint2B4oK2c0qJMLhpQvGDjtnTwfQ1spjwKX8d6KYTXVw9LD9h7LdO4M4fED/umfP8DhyqPRzkXDhcDw0xGH7tqDqepDUSIUWzaVykhbQI5Rx61wzMlK6trAeqjKZ4rDgeJzeKwuiAJw4ll1zm2/pr+1+KuJ54hiPk8fdPQa3NDt7v/YyOMuWm2FTawkxOpo727PfGNXzzFW5qZuKZCB7fjjwTnCmOGxHe3bP1DLqzhiWGFGS71U/e1177zdy1lH77A86G/C/PKpDYqeTSEyynyntjU4giuZSSfiBeLw0grVkGspej1+K4knb2dPN4fSJAC6cc/c9lOdbJwjCUyisqHzYvzeIPT5K3G+EvMA3OemfQ6iXTEk8RfIVsVk9tNumvD9onnsvgLt3eMes+mYU83OBvCeOW+t2/j5ayiNBMG/oYkkB09fLl4TGjgxnD+S3bmRF33xRoONHlddHrYPxnbaC+Hzpgjui9KkTfFkWxVELUXYDeRoMIHvQ7usrbtOZUzz2vl1YI8MuGAoyIhDl/J/mQWvZkP4tk9HvM625m0lWsDfKBkaGeQwPuXsM7jOYD9Uo4yl7nyfjQMTPsImIrHJDzdCfL244pOMcEu5ZYXeTTJFPlZDP9Xw7ZzTKK5iVGBk2Ngb7etk/byQCTW8N5xT+HPdB9JMcs7NlcsLYN+/16Hxe5c9SmURqVBwbNXT7Em5FgvjOnQakXZJb39kbwMF3vT8nWWV4KPs+3E4lRAplBXo8LGJCEOWAWSuqEUXS9m1BXHUp92K5YD6cnzMUsuYWopAt4GHpGi59x2uiUeDdd4LY93YgW+jKoJL9Xtw/RgXWticT/vEmTybdK07lFGfPBHBD4yDoJu/sDWDP7qChlDVWyXtStrXyMzlyASASNrGfSRaRLgvF34wwNMiXbVEcL+eO/GB75GAAZ08HiooEaykWnUrbta2/Bj9oer6si6gqvVet0GmtnOtCyl2FsheYzentFX5IL1SOTE1prxmDA9p7hpDyh6GpoPjOGaVz5wg1L1Snvc+NKkmNcjnkj36X4tb2YFaOiUscA6Q5sY8dsaZLe2uwBpNpHlMuOYoIDAZROWZygDuBXiS4KGYNBk46lfjjZEEQRFkR1RGW1GAp0iBF6l2UyWRD5ueid3Q+rFqtajIL3V3F7+zQgQAO7PdWOdHSzOHwweCcz6vIQl6xmi94MoM/5BljMLb57V1B7NllXCiNOJAj++23gti9s/yNzW0tLoh9DGt0PO9hb3I9T1pUzFjN3VlO29BEyvtFwstK5PKDbT6dRatC+gElD/D3dHL/d0+bG0tXwlnlhd9lGq3RoxRlYKYmgBGSSXhe4NcseqlUmm9x6Ggvz2ebtWjMT59P3RnsaqdWGigA2PGmczISyzp56aK1ff0wQ1FLP+O5wapcJgQjeiuxmaKaTqBnDOjq4HD+bAAdd53bW0ihTBCEYcwqbLoYFcrTCp7Mt27wOPdeYCacwwwXzvE4dsQfG4ARCkKC8WJceeQeyqFJzpxnngKXLmSLMGzfFjSUI3ci522QT98gJy+82u3FOB2dewc2r5/YaSWDFNa87d1d2XyA6TLwPDYip9+6yePoIfdzqGUyWUWPG2cKVuNafq86fdJ4X2iF7spz7XkBq2frpM1h8GZgTXuRiLMVELKDttbSfjHjAd4StaZE6fNR9IgSftMRnD3D48ypQJFnnN+V8qzcvhXAlUvGxsNseXbCOTrb7d8D5E4qTjI1Bez4uXPK6ljujBFJe7xXKszlpNyJRIOYx/Vy/LwWmWmb/CtujPiRYQ6hSf3PGSG/V169EnAs5ZD3UqZP8WMeHYLwG7HpbGqK/j57F6iwgkIoX2BA7pmWTGZzS8YZNtKebt62SrZukjKZ6qLIu1NlMx0fs5JKI4vUOqpXkEEphFJtn8/nabO78rHd45WFdpNebHqUy2guKp7oE6EzXyBJWrzEt8j6TC19UCwGtNzmMT7OoafbXRFv/94AzpwK6FZil2J2/OoWNcqRN8bphRgbxQ/5umMGQzRTAjCU8EbsTyY5pnyse3YHcfyou5EALLKDk7AshyfGKtEe9UjxLKqPMy+W8rzBUGokN1LYC7Ae4TBXcPv9+jE1mxaqM8NAx42NAs23tddytbVTFIAD+wOO5+ZW4uJ599aj2zft3bfkeZvfHaku+cykxcieXTsC2LXTeh8ZKeQpjeqNGihYbgXp+W/MR0VX5fjBCUDI8Ljbph1pfeJYAIcOOCcDnTzmzLwlhbIKScG/k4IgvCZfWCLvYdrVaW2+RKPA8SMBjGh4JuUVkfKQns52DkODPO4oeBvZzfiYvy2wZjh6OIiL593bCowUeZlNXX1srFRgVcIpoSfp8UFNeoCfbXPIC/bvDWJMQXG77+1iQfT6Vffmdj6cWy8s1g7UohpmC9PT+p/RmkZXQqX5aP9HRwP+R0eDZw4TeoZR6d6+fVvQNUWvUkSUm7CM5D3DNfibnnrb7ulWbvrREWDUYHGm40cDuHxRfd1SGvd37xhbD95+y99e4VaN/Cx4pWDRKv7ll5oJbnLsSBC3b2qPx5BKkb9UOlsDwGhh2FQqG7GZyWTlsRvXeOzfFyhx+DBSq8OO/MluyYbyXMxnJ0pzJ48lrclO6TSHtMvppqQpxLq71NuvFgUkijDsHWuXk9bd4GJcDzvohW6HzGjxEpPta3DtasDR4speKfVnpUJ592A1jo1ZS6xO512C0MeOsIyebg779wYxOsrhjEa46UB/drm6fVt52Wpr5R1dpEdHssrX1hZr90gmsodlt3MATk+r329CpdBFOAzb0wEorq1itn9NHew1Fmu1A5OfFZpqVYatjpYjjAptp0hJBGt5Ybh8uhS7cOMw7jZKQ5YlZc2dNp+LeQ4sg36e36yMjXKWCmIdl+SCnMilvBjP/T+l4XHqFdeu8rh3r7hdYZtSMtlFMqk8to6Mll/ezRiDwaKA+Ql1/GgQxw0WZxod4bTrbeSaIx0douEx7a+xJceILGT27eRrc7iNlqKLDt/usHtnED3dPJpv8bh9i0dbK4/oFGepTsuogcgkNQYcPMNpIfhlPbDaDMn8mdQwBqilPdjx8yAOHbDvfJoS2Q13P6t/DP/YV2fpfuk0cOUSr1gsViudlXRfd1J+jA4uAaBe7NQOr3KlGld5/YmT+PykYY5TE1XYN1xT8vvxJIfXm5uwb1j/YF1mUTezClEEtg9Uo8uhEHHCPm7fyr4jI2FqiXixJVtq3WQJI07EOVWPaNb8h1MmFu28QjbvnS2K5rwp8srbMzqFfuxGKV9kHrVeP7g/iNMOtpPL3Xh0hMPxo0G8s7f44CndGJPR0jVdjyGVfNv9ff7e+pS8rY4dVXkPPpGD9ZAWwDKmzGBDmrZCL+1KHtZcy2YQRXsrnotlFDXllkJXzaBpd9i0KIpF79Lr5zPajpuRUm9lv3G3jffOECCbWkqHvUQ8W5iz+Vbp2iJaXIQ52ddDLni1iciuTzu3B9DZoXc/jb8rvTOHm69X2G6uccPB+e2kk0a5YHV+G0GpyKWj90tmU2Tl0SvupYVxo04pnheVmyPoOSNEZB7xibix6NI8aQtqRjPiQEc7h452vmhMsyB1PtKUH22SUdTSLh46wHbeNlpXSM1pzE4cO1UfG6vErYh5j6NbkSDOjBv3Mk5rvOw/aW8EABwbq8IPu7StIErhD4Q7CADOTVbhr7utWaoIe+mNqS8XRgT8PbuDuK6T707vapcuFBZdeXg1i5J30IT1NW85zIeAtbVw2LPLuGelmXytKYdDyKMKRerygq1erlK1cFZRYFd4yBWAY2OlG2562l4P24P7A2hrLdxjeIhztciIFkoKUcFgvtS5htQjYXyMM5TGxYqMeKctW9hPntO4/71HsG8PGUX1YFmvhwazfSz/rJaRzE6ab4nY8Wbh/pmE8/JhNApMKXiaSNEat1p/EzxS3Op539y6IXufLrVT7g2rFNmST7/R1pZ9JxMOKn2nNdb6yRSHuzblUk5nsvvK5YsB08av3l6FOcjw3m7d4C15QyqRSrENGHnUVShU3lENcQdlAytREmbw42sYmVzK/NnpqPmx1HuPw57dQcV0BE4av23DwZcnN7r59ZpqCBmw1Zaw2IesYy/vGMXajD27g7ilk5ZFiXvCIsPfyRPOFUg08pryqS+NnrPVDGdyb98Om4pb3utRvg5rbY64D1MDWe6Zy6EKTCl0wL7hGvykt1QhOJXmZqppavGT3jq8NVTqkfZ6cxNeb25SnTSsk6krpq0E0hLoCHcQkPUon6YCib5gKqO+XBjJswUUKwsHB63NNblSgaWa/LWrATTfyiophlW8WOXIl5Z+SQjJ+BhbzkvFC8kYHXE+fySLEofVoqkWzrrjzSBOKHnVMqzRxw4H8d5pNuFFq51hjZDOcJjDjWuFe5w8HnC1yIgWSiFLapTjTuXE4V3eD5phtTLuWShed/1qdszI10AhHXTck85q7rpEwpl3oaWEkKe2YSmul8+nOu5gbji1nIIAcONatpOM5qm0QiLB4cI58+vRQEL9u3/b442x/phO6oOUy/km83TJFMoRDeVNJnfe8arOyg866vG3duRSls375mat51FfJJJKsoRO19xp49DSzKP9rrX5ZDYSYUpm/Dv0bhDvnfZ31JIW8hQ2rNGd5axEd5NMhq0/h4c4vLM3iFbNuaROby7lj1KqArWozLzizA+vsv1uOUqj7rBzexBHDwcRiTh7H6NzmuXzVs6ig+J88182QV7mNpovWdoN0nQf8mhRvxRz9eNMs7SDhlMcftZfix/31jJ/55t3GvFGW5OV2wIAxj0SPOciwwkef9Zej6hHVc2HNA5GRHkizefrVb7TfLqOk8cZx5dGONfRw0G8s0e5SFbJZXT+ns95qqYsynsS3brB4/BBc3NjymGhJs+ohsIrkzFuiFBC6/BvJXyPcA61ORA34b1vB3YIiapGbovpF7S8Oq2M7+gUsGdXEDeFNYa/G0lz6B9dqfrMSmkBgOy6c/xoEJcvFf5+4VwAp05oP0d+v5ArqnsZF779AAAgAElEQVRtrGyf1JAp8+PDzfyOdxlyX/fECuu/kmNHHvl7Gkk6L1Pp5d73szLLz3nHY4I9bZPvmwOaaaA0xpaJe+eNcAAUc12ycvGCfeN4oJ+3PVWOFnbKYCfHi3N4hz06q8118meJLh1jttra15fz9o8bUIbljY5mi78Zkbn0wuxHVPLy+hW9PciJLcpsSg8706exkB9P27cFsXe3c4XyWHBbVDj3XmFfcbPfDd3Lh1PNkmSSjy4Kp4xfZjjhvcCmVek6kva+fU7DqiA+OlaF4WQAzVPuLCo+PmfMadx6LwMDnCXB/raKMsMNjh0OmsrPbIRbN7PP19LMl1QqtpNJCwUXtQS1/J+uXOIVU20Yv5n1S8wVMn7pKxG4fo3HtSvFczVkpQiXxwKW2pjPWBRInVJyRHNKWjMhif/UV4vekXWqa4R0XicSwN7dAUxOAMmc8kheDGpokG3Nluf1m+tpYKRRQ16lsVBCFIFdO7XlRTeVd0ZRHFWyX9qpEPdiXb4pK4yqVcBJE4ttVysOxQJLdIMRrticgkOL82d1lOEWHs2PRTfnEtEpTnNaqOVPzWNkLbfqlDE4wD7mT500libBDGrrqpl6NXpIFYdOUmQIN5muntV4bte+FA5nU435gcshF1LQqvRbmkHGfHcf2zjSM7KnDUTj++PNFGNp98xXkZ40oXzVynXsFjGNkLXOOVAQ7ht3Gg19fttALVpdUioTPsSlOXvmZACXLhavKUaKAbCkvFBiasrYfdQ8B48f0Vk7dPoxXzBOrcqulQOYEW7dKDyH0cO/PFeY0vfVUhJ47blmxWPKCyIG0mNcnPRLcS4Od1p53L0jq8Zs4d2rjVFBACbGgTOneOzaoZ0r9L3TPC6cMycWqeVsO/eeh8XGtLDQpvbprBwwzpByY3iIQzzOobXFurJmnHFtdyz0Nq+o8cn7NDKuUi4qcOXKSrMoPd7gIKecZsFOGIaPnUNAT4HkJ2MBkF3rtm8LYmzUej/IZS4zNSaMcviA8jlGnvrEz0TT2ZSASns663gRxex/N67zqqH4risufDbWAWh2QspEhKXeGcWPyiIAGBnWmR8a7441bYKalzOr0dkvSPdmaYE4edqu0ZGsfKqHEwZYPeenjnZ/jMT9I/bWz1GCOT+0Qpfo1brIk1Q5WwpCNlLbUH8rfNRtL3Y5lmbohAnP5DxHx6r0P2QCaR+PWypk5Y+J5Aeke8SlkF8UEoTbOCXnJRNKBeGKf2fUy29sDEzpJ/Ls2RXAu/uCeGun+qYif/6EQrsBfcGJtR/VFK525FZWyhutpZwwKlhkZFZdI2lNdvzcY6OVTw40rMVwOnPv5k40gHeHtffVaY086F4h9bI/f1a/fbGYsiCslgf52lUeRw4FMdDPI53msGd3QHWs9/fx6DGZT1kaxi1lcID3tZFiwEKOOyN9lUwWvKlYQ3qnhxdgP6P3R56W25zl3Kz6+EM+ZN0WRbjrBSstdmoFuXIhlQJOnwjg9CnzDh9aubKNtMVNlN5dwuLh0cpwyPdFSzNveb+Uh9FL9z0nvBJnC28PZ5Us2wZKU06OJtnXv0gEaGvh1R0hGIf9/r0B7Ht7djpiaXXB1UvKz9ytkvMYMCfD6ypzfQ5rqgez8pcZghXObYpShyPpeUtajC0Wy6YAO3LIvjOPXLbV8op9d5/6fUWx4NxEFLBbCohEgJ1vBrFrRxA3r+uvn6mUeuoZIx7OTuD4aFETeq6F2VzY1YRglpfaH9d+OVqbrpb38mzGb54QgF+Obv5mLMl57vW/fRtbDmE3OHY4iGOH2TfpGeWwVqggc//qjFjJdcykx4hNF19fTTmm5cl8907p2qcVhmfEcxtAUReUtM/kOBVVckf6cMmyBXl4vx5/11OPw2Palny/91VSxQgsHUP73g4qCsJq82BQ5umfTHIlhTaMzEMzOfD8uIcVogjMt47FY7gvF6o5PMTP/MzKWMt9hgpUAllPk2lZKh2Wwq+TE+z38Ms8ksprvRryrvvttWfEy8dL3kvLSnHGiMm0OnLDt519aqbAn5lUg3aRV/qqhctbLRaaJ7+m93RnCyin0+ZkJj8yGbL2/ZTGmDmqIwfkEUWgJ+e4oOYgwUo0yhkuhKXYJgvfvVS5uiivvBtEcuNR7jShlS4gbCW1l4/xy77IjIMN7pREO0gVfdK9y8haxhqNJJfJ9FJP2YXTxQa9Qq68VXsNIZMpIg+9a2y92r0ziBPHAuB8uITYJpGoFQT5aqu1Anx/3W2+GvWhUe1N9UDOjd4P+Zz9QkwpX4yo+CPhE6JpDt9rb8RbgzWYSHEYM+CdYASWd69d2KWYRII9vYAXa2dnB4cJA0oGM9hRkFBN0HjvlPq7UPrK2TPqG5tRAVj66Vs3+KJ/m11DJtrXKv5ergiyGvYTi2U9CrzO8Tmk4EU+G2EtiDcxbs67UGm83ZCF5A8Psa9bu99SF9Cnp1XaYGHjnJ52Zhywpo+wSr7QEKAdtupkuN7pE/pCuzQsVYrXYYRqJIXiXKk/7lWXlTnAtQOIrSkLPBI4WbrKzqZdCRdH/k27kBvcSOEvOVIvYqvpfFi+3pybm9PT2l51Zr3PvUDUMSJwyCrS1RSTtuSrFRgiocro0PdO7YP4y656V++ZyhnB5WkLBI33q5uWz2PRb6CfY1YQFs1/htop5YSWkVYPFi/03nv2n9XlxnSzGF3XD7wTRHdX6b1DYmkEhR5XfBQJL6/30dmu/M4OqaRR0kNrnYhNA5cvlRaLHRvjvF4iFLE0mqXjbdJkhVE9umPOW1duRPwzeP1IOW4Ec4l4bkG6Gw3iu3cb8b32BlfuK/fyM8qeXUHs3c22YUejlm5liHDOM/TyxQCOHCysP0Y2WE0lmQ1LpVRYUbtcWsHId+Maj+3bgjNCMCtGw9CkhoLWFt58wR8JYlp5L5CHAlo94B58N4iTxwOuFuhRgtXLS64o8pMwxsIIY2GlI4eCOH5UQx5QuYzcox/QP8ybpVmlIKiVXHSnGJShZlDzBveKLo0Q4TyO5qJWub383akdFO/1cLYYCFn5SmsT3mXMLehWuotMJhtB4BRWC1CxomRIlq9TJaHFFgwPV2URmzcZziSeyuVSJxObG6L0hvNKT73okBvXfGr9MUE6A1w4F8CpEwFFT8YOG+r8tLTwitFqLPT1co7U8/CjAY9liMsVT+XMmVMBHHiHbR2fHl7ocGu84+Kks8XgOiSpufKyg2qkgFMLvo3XvXmjdC0ZFucZvk6+RocV1Jw7yol9e4LobOeVjYpKw8RjZZ2lE/PdqHe5LlW9LSS/70+wbbizZxtwhisSYZc1VYkVRshjXJVwisObAzU4M16Jn/fXYPdQ9cwaol1X2DrydCjXrpTOr74+DieO8Ri5uYnpmvJcu2ocPujeWnNwf1BxM1IrkqfE2xpejHasN0Vh/AYu2NbKNrc6O9guqqZACYXUP9fheH5TYyhZ1QH9Stx+5XKZKZRZ+pklr7Yf3lZXp/LYZi744SKsnuFucVklF6UUJ71s1S4t9+QWBSimRjp/NoBDB4y/ZzsVcqfGKzEQLx2D4TTvyvywW6EuL3Zz3mTBTCks3S0qvN9RuUJZ1qOnJlyoRG8zZseErZImw8XyRsFjR7T3gaFBOxrkD04eL6wl7+4LlniM2lEPgSlHtcogOXsmgJPHsvUIwhJ5TytnKwt32qw/152o//ZbI/hBlmFl4s66mZ/J+UyZBIO38p1c3YGwimHCqb5Vy7trRi6xEvViN3Z5avsVq0/nRH0CSyu34OGyl9HKdcpIdyyI1qkg+hUEcMI7BmSGgNm9LBhj11ANzk9W4q2hGlwIVeLUeNWM95HTIa16OckBYCqS9RiNj5sv9GQnasnr9Th6uPRZWYuk6WJD/gc7PH61uHyRTSDftUP5gHdbQ4GmVBDQVgxeXk2hqVQsshywY290EyUPYrvwoqjToXcD2L7N48KSDJjNJes0nR2cKcUs4I5XigggNqa8vxnN9wwAsYTxkFC1Whe7h2rwg87SCKWBRAAdNnj96HHimMOKHJ9oLIaFxpLfmcmDrEbc7zVcHPRQJrLIo8hYPUYNYcO76+/jiqKpdu0MMinQ1DC7Z0sNaX/X427aC0DdmDyXEDQchAYH/LemKUVxShlOBhDR+QwLLPnJb6tEt83g0DobU5GZ9PrGSdwsIKyGmUgJvb3QrD4iT9Ecsvh6nIj2KtsV8MCIdjV7Vn50rw7XI+XnWWCVN1qV0yKwzOOYw5Uk5W0463DYSTmh9H7+R4fyuxyMcfh+Rz2mGd6XIAJnJyo0wzZZPf5nrpmx57CR1BAw9bzsDppUTChZWs0+Sn8/p7pps6Dk9dXuMy9fPaQhmz6QFYoo90rG8sJIRiq8z3bMCnBW1q1yCH11M4WQUS5fDKgKu3rvxUqxNq1cdlIiYQ6paI3p+8hJpo3LNxkTovvf3zNfj4QVNe8qu7BaOMwuYqhydB+7FCoeE1MKihov91En7x2JWHvHVtMZsUZnzRX0FCuXL/KYlsnLeqkwAkH7R5CTRhiWK7uVjkeLsMVCj05iZW92i5TCWP9pr3GDrzm0+8epWhpq2FVY1Qzy/c8LnNjjBkwaVfJy7+mT9hnsnXg+206e8vAvpwmpVTi2sZfCDuWF9gMxwfyrj6SdVVj0yqr0+mFx8Qta6UDGJYqkH3bV4W/bKzCYCKBtSj8E/kakAjsGa3FwVN1QY3Rq7dwexPmz1seKlnCqlVoCAKYsHk4AYGzM2vffOxXAsSPmNwI/5pQzilbFa8JeJh1en4GsgDPisOLaaFFEO72R39nDNl/L1TtP3u6JWSzrWEW+dp06EYCQssdbUBSB0cmltlyrXNAyEBtBXgRLj3xtBDtwe9oPGzTmm4V5zZV0gFUjQm9v8fflRXaNEp+wVgieNTprNsAyjru6tPd5I7n4BSFrzKxy4EiXlj3M683WxoGXmE1HdfBd9yOjRGH2yEpKBR3dqOOVR6uQX0uzM/J2GbyWWYPZnZL1bGMk5ZhdcpgU20bosbEq9MQC7i0aLpx/jHpkzgaSDALl39+rRW/MOWXC6Ql7vM9nI0NJ9TEpTUHTFQtiKBcC9k/9+hbWeM6TL2o1L5tsXtpRxfbce97Ow2OHzQsU+fXQrHU5w7BBOJ3qJI8ocNi+LYjLF42/06HBwnecDkuXd4cXaQ/swIn3anZ7ToPHmESBfGaiEn/a3oCemPrczIjWolmmGKuM51EKOTXr7RZjyAUXmlTPv+135K2OMeaydxqreZ2typ9K3olKXrHxCeOFZpTYMViN8cgiw9/zx9syB2sRTruvky+YybKnsuCmgsSt933mFNveLn10qxEZI1rerKb62PqLSVnMA1w2MHQVS6q3ltts4+b6VR779wY15WGz8+oAY4FSM0xOLXDs2kp0dpg/N1nNYT2XkafbdBt5nnSizNBbu2TLHutal0gA9058WPdzowa8ys+ftX+s26YVvBGpwF921eO6SnXijGivAHZPdpAdTPBFBcrsoJyFdrOEZN5tSh6x46kAftjtTI6q/3vPrfCS8kMpHMcujozpC2MtDJ7Os9XcGR1cZMqiN9G2vuR3UkVhVKdwwFs7grpdKor2Fdhi8VCyIuwCQCLOGfY+NYSsS50Owy4n3h2pxuvNTTNriSiCyTi4s/ZD+F57w0xKnO7c/ns1rL4m/LS3Fm+0GfcSYlX4CAzGr4zGOMsk2Q1FSp4jhw4EcemCf4zOosjuYWg1rNwpzr1XeKejo6V/nxg33m61fMNKuO2deG5y9hjPWfegC+ftOXbcuGbsXcXj2bFz3eD31NCaaimhPCMcpYZfLew8yykVQMyTzgBXLhscLzZ0+4F3/LOuS0mK7rfLzLtWMzKwRKrJi1+yElaIzBqeZQXeWd7Frp3+r9/gNImQ+zm05fR0Gx97Tu0YWuOm/HYpe3Aip/egTn0gMzU2AODWjdJ1386IK7uwfbVVyt8YSXP4w5YmvGOjBTEtE0L+rqcOp8arEJYlEr8bDeD15iZTidVn60TTypP7V931CEkE4T9Vyc8r73+7aGZRWs5RbqoYa1hQOlTHMsBk7l1PqKWQMczsnDXjbRtMFSmIDi2e+Xl0pPTvA/3619RL63H5Io+33wpCSFs/bPRoeFzaeYjc+aZ7Qi9Ls/0YjudkbudImsObAzX4by1N+IuuBvxVVx2OaqS7aa/IjuP/3tpUdEg7Na7+HbNrOatiKhnRzwkb08gVnI6xyyPxGPNHPaG7i8OOnweZ55WX+fG0GB4qjK20gkLOSHj1zDUZlWTlRBL+UxqMMyr7M7l91Eh4ph0YTZGhR0qWs1W6hfy4txbfvltauM8sHFe6QXm6ZTl4c+le/O6+IDo8qBeRNz44haZXtgZjovJ5zCwseePNFG9tVQnPZxk2ZtZ4Nf5M5fxarpw8VtyvVoofsmCHXByPA9NR4ynMrJBJ+VuPMDnp7v36ejXOdS62w0/o5SM246R18Zz2XtXZad/aFlbI2e71OdbSTr2sqjQW5pqCx9KftWcX9XMTxYmTvtKiLHDJO0UtF9LrzU0zuf/y3/lee/E1/zZX7bVr2riyRUmIs5uMCKaiaVImUhwyYtab9+R4ZZGycDTJ4040UKQUlrNPR7E/ZCLs43YkiKl0XjnJMQ1swWavdS1eb27CTwx4P4dSHC6HKmZ+njTpbRLPZPvGiJeUGrci5g+R8tzIogi80daE78gOPVwZbS9GPAy9QC5A6VbxNUk+1N8OhbJ2eKM/lVAAENGy1jIMaa83YqsIBg18l0KVOC8pdtoZC2oafKXd8099tUXpL+yG9VVEh/RTBVy5bH5ORKf0P2MEltygZooITk8DF88be06n8vHZyb0e4+uN0jx2e2pP2TxulLiU2Wj5GvKco5YxeL3ee/7dT/RQrBkjef47UXsVGn/Xo+Bx5+Ge5ef9MtS5yusm6DKk48mmRjnJ54T9jIwU79tqEVh21V3RUkSyMjnB4Z29wZLi0Vpc0FHM6WFn0VwjCCIwHdfXM9hR28cIYxoFEf26C3udA91MZKueMSxjwilNFYVLtbXwmnm4ncaSRqYuULq5DSYCODhSrLyK5aygMZk1NClmFY/yXJFGtsyWqQp8ZH4SU1ZzvyrQOlWBTXUWkkAy8Ict2UnzJw+EwMv64VYkiJEkj8ebUvjGnazib0t9qsjzq3mqAvuGqvHtB8JICMDW9oJF9lubQ6iSdMv+4Sr0xgNo0xF2f9pXi29v1venTwlAkANGUzx+3Jv1FvtPa6fw1931eHXZNJ6YX5zMKZYBvt/RgF9eMY0lVQK+lXumrVv0S9NG0hwmUzwqeBHVvIikwKE+KKJWNgbjGWA6w2FBpYiMmD005YvV3ZqqwI96ajGW4rGsSsDLS2NoDIpI5S5RyWe9t3kO+OOconVZVQR/3pnt0+89EMKpiUpwufbMrxDw5PwUBBH4cksT1lSn8VBTCruHavD5pTE8tSCJr+VCvucFBfz66ihWVCvv9BkR+FFPHZ5akMBPc335WFMSHICHm5K4ry6D6xHzlSzOTVTihcWFnA334gUFhDRsvS/uz1A/JbRCJQlzXL0SwMZNyq5jfacfc7k17EityQf2Gx/DLc3KY8muXIpmDVKsTMFY9M/BUeXPC2J2/euL86gLiJhXkV0cpQqU6QyHSR3jhRXjFyvpaWcPDa2tPB551D63mqOHA3jhxQxqatXzYydNjDc7vKdDaR4rNIP43WfQRCFPpXzpZpT0VnDDEyspWp9f0TSHpgpvFFTNtzhUulxrOWNjnvABYT42yH53eKwaLyyxN2G/KMLWyE43sKpstjoiU9E6AC67v7tEfgRfnPS3B6aUVBKIJ4AGh52F6TRQIBYDavUDuHSxI4pkwkSRzZ5uHqvXmr9nYtK+6BAjHB+rxM2Rh7FgrbmOc6oezohJA5abOGGkjFmQjd0wmo5biJpSinIJhTjs3e2do50jd1Y7rCrx31qa8MamMOqCzr69XhOKslDOmtA6FcR4isdH5tuUqFSBw6NV+GBjCkurBOwcrMZ7ksJ0+4YLB2elMOIMuBnFtJSvthZ+9/GFcRxlyJMLAEmBw1uD1ajh9d/JP/bV4oYkFcNf53Ir7xisQQUP/Ky/Fr+5dgpLKoUZpfjf9NTjt9YW3HjylqhPLlI3reSVz3I+vzSG1TUZpEWgJxbA3lxfbd0Swo966nB3uniIt+aU6aPJAG5GKvDZJbGZ73xuaQy7h4qVFHllMgD87+469Mgqvu4YBOoD2RNkTzyInnj2728N1WBldeEkO5nm8eedDfij+8Ilh7i/7q5DR66d0vZeDGVPXBdC1k9ecoPLQLzw73/qK1hUe+NBxDNAdRnolYWkv4XqfW8rd6JbRfTM8taOMnj5MqQzSm797+nmsGSp9lrWrVDQDQBiNhUQVEoFZSd2eS7digTxgcY0/mdu3csb+wROUlRRpphJCCgyXALAT3oLp5l7sQBiPLvy1y7vGqt0tqsrlM0YGgQh66nzvvdnsOX9/vI0syOCxm6SCsXw9Lh+tXTtSrmsW7p5nccad2/pC4wModu3AvjQwy5r+m2kWViNp6CRT8cmLocqcGxMOa1QJMNhGcM1nPBYctSYPxccBSyut9sGyqfWzNEjAUTCHF59Le1JwbjLoQo80jTHKtXZNIWMyDkhlTQOZlKmWCURaoQXRqXe3Pn/xDF/Rc9q1RLxC06IoP19/t5LThw1f9b2Yxo+S6PerlfVGg3qLvihlDVvClZlqpRr4UpsrkvPbN5OKpQPjlbj4Gg1PrMkVqRMtgujz3+GoQ2xDFekTJYigsPP+rP99lcKBfy2D5YqGIwYIvK8NaSsqDg7UVGiTFZir0RZL1cmy5Erk/Ooecf/b4Xn/mMb8+pZYfugukD6tbamIq9xUQT+e6s/2i1FSPlr05aTkClERoZ5aJfysUY6bs+6wRqW46uwV422dHfxeOzD2v2uVnX8+LEAftVKu3I43VV2KZQzDLt6Unbg/2prk2aUyf/qqgfwCHMbens5bH7A2PM4NRanItlwwaam4huMa4QQ6jE8xKOlBVi4UMQzzxWPS7WciFrPZ8dhwd9id3kx0M8DDDZgrVoWenSJS81/2Sewztmoht7WjvQiVryYnOb/aSgOD41UY1OdvlK7q8P+2a356vwkF3iIE3vS5cwGHGsrr7zAUoWiXCZWIyEGMZ3hSiJQzfCz/lo80qQfBWsFlloobjI0wGH9Rut9x1ogGVAvxHivx//ptdxGdW1waBi5nWLDL1iJgnLjfGvFkWPMRIFqp/HlTFfqYzXZO+6wk4PUEvx6cxNiBu/XG+NxOxLE3WipJaJ1qlQhJvVG9jtWio4MmsjTbIQdGgrTuUooxRnO1w0AOwarkfGh14hiHkMFMgn/ejKLInDoQMCWirPx8Xk2tIgdpSKDXsGyL5sJoTfjJekFUdGesOgDI1UYN1EUpztWWM8zFgWxm9cDSKX0FaVSL7mdbzqznxw5FMjmJ5Z1yfiY+WuOjnIQMlzOwFRMR7txkezEUeuGtesKtS9mDT5VcDnpNMRShNr2bjF4QSVvciWmNaJE7PB4nJgwt8Z7Paw6VRwcXEHj4a32i9P96pYBQR7JYwf94kJH0jvmGRrkNA04bvGPqefw9Taj50tnRk6CYaE+c8qbqL539iivAXbVSPB6jfMLN8Jsa62ag52cWzdU3o8HHe5GBFdPTH1+hFMcXm9uwnXGvnMLvaJ9tmBBryLYsL+0qqR6NIsvFMpTFhJVvzPirgL2btSYEPcXXQ34cW8d/ranvuigLorAj+7ZkOSIIBj547uN+Hqb8UT35ybt95i3A5GxCF2kjyUw1D2kKS8iEQ6hSQ6XLlpfit32GD7lxobLSN89/f47fcK79jqd71uwybVhNBnAn7QbNxSGUxySQjaVjpbwyMrunUEcOai916amCvunmf5liXBIqeS+FgSXDQ0Oz+3LYZcT2rpIZ4cvxNwSnHylkyl/PrMpch0VVijrcVhnjWDB6Zn8k3u1+CpDhJeVc5AWTsgFTo5dO9qrlTbJrbQL31BJ0we4U7izTcFhSY9TJwLYv9ceQ4UbueSljKecke9CZbiWxm1K5T46wrYmJR0I3k5F/ZM7/h/67NXVRKOc4n52p839sXbssPOGyb/sUigqm2Mg51x4fmL2yqB+5eYNe9dMX6yUe4Zr0BvTbspPfKJ8teJZG04XnvFiyF/WGIIoNyY7VzN9Lp2wf6O602ru8Ldnd6AojGwiF7ZiT17lwkXcEObtsJAaZXiYUzxwRiLO3XNE8H+IqdfV31ujFfhKaxN+0NngiGeWE0x2Fa8fRvIF2uUBJEdtHJOn0OzDybzVlxyWLyfGgbAsitw5L73senL1sjNGV87BU1Asky0GnWAwQKUdGg+OXFbjopYL2drQYM255YPtqa/X+aP39UgFYhngz9rr0R/nMZjgMRg3d1/5XFfLlytl727r68GxMXtk95QFebgco3fsks2Hh9jGS3eX/ZNq8NIHbb+mnzi4v1SRG5mDqSlOjGfneJRhzBo1uqpFozjpfHX9Gu+vdJAu4guFMgD0SxS1Su+iPxHAdZWwg9suVJTPc3C02nDaizw/ulc3Ew58lqwxhEewCFfxDEwLn27BmkOZ4+3Xrl6/Zk5YTsQ5hBWEhtg0hyuXeUuH5qn+JTM/Hz7oH+9hOzl5LIDm26X95+QGvjv9hOrek0cQgUkVb1Y3GBedUXqzKr3OTxb2M2lBPj+Tni6Obtq9U/0dO/Vm5eNWKQ2GnzgyWjVTRNcvWFZgOcitSFDVY9/JMwdL2pmUBS/7I4eCOPiuO3K3WPKDeaaHFpX8zqwx9+8ZnFzekESEdUxr78nyx7NtT9OI3jB7C630UVaLAI4wekWahfV9s/R/ezSArukAQh7u/WoMJXi0R4MYTgbw550N+H5HA77f2WDq/Cqf6+fP6cuXSROps6sajC4AACAASURBVOTsG67BiA0FjU+Nm4+ybDMYlTwXudPKY8xCXYlyJyMCuwb941FdTtyJZg02AzrOmm1TQXzzTiNuR4J4vbmJSQ69oXJOd8IAkudOK+9rmVSOndEyvjm9vDlQi5s6iuF/VAk7+LHLB1izOawSAoc/bGlC13QA9+K0SRHe8A2G3GRfa2vC9zv97ZkpCmxKU44XIQjA9m3+mHN3VcKaOu7yaL9rYUkWeWzfFkRfH4ewSoGM2UDzrUCJhwxrIUGzjCSLx1pCAK6EKjCS4NE2FcSXW5rwnbuN6PfICDMqOlM088u5/crP+LHasREGBzi06UQ8pF3IczfGcHA/MOK/9EeTubXAibBbs6RFHr0xHj/prVMN93QyDY7AcO2jY8Xv8mqoAhMMirFE0uUxkFPsRVUKpxohky6VAdxKgXAy199/f68WP+zSP7OwKHvPTRR7T0bTXEm0p5ZiVCnsmoXQpMa7sKgIt1LwlAXWq18T1ul+5m966vHD7nrfFNuW0h0LYlQhXUPMBu9VN+XLqI2y3eVQhWGFerk6Gx46EMCxI+7IbrEYhw4rZxcVpn2QzzvPnqFqDCWUn/FWJIjTE9b3RRZZNhzKnmXlEQCtLRxaW/x77pM6p0TSXMnepUdvPPu8tyS5ls1GebGmcjHLyLB/34OcURvb6huFMgD8tLcO32hrwP/sVM+34gf+tL1Y0Wa00NkPu/39fMTsJmngIGvWG99fiDNKh7nA+bPOL+u3bnq7dcgVbOMuV7z9m+46/HN/Lf60owH/R+Kp9uedDYoHeKcPJU6mvPD7frX3bX8YiswgitniH2qeFHnGRp0f3z/s1ldy2ZWr205OHA1CEIBWh9KQmOFE5v0Yk+T0FETg4mRFkeewk2vChZB+BNzFUOXMgSyeAf6pvxbflSjGEgIUFcyC6G4/nzwegCgC01HrYy89XepFdtmG+gV5trbXq4bl3prKHoRbpirQxVBQj2V8bJcVn/7GnUb8RVcDwikO1+4+gu3bgprpeZyI7Ol1IZ2DHqGQxh8Zh9G4aGzfG0nw2D9c5WgqG6N4XeT91InCWDA71qIZTrVPUwLw1dZG3aJpPCeiL87jZ/21+EGHvqNMNM3h9HhlWYeuhyY5V+QGJ3lnb9B08W+7392J8Sr8nx5lGSllk3GYxas/v57H48WfvXk9gJvX/ev8MZXm8LXWRrw7UoVv3WnE9kF9J1Ip+0eye7dUtjGT2isWA7q7nN2jJmTnUSGjndffSZpvc0VpNuX095eOuc4Oc+PZUq86sdZGMzyGLOQpdovbFdlCX3uGqvH1tiZcoZzIxCzkDRNF/PxGfKKpfN0MTOBGbuOW294eGo8dMaZEvG1RAS7t0ZQA9GpEmJyZqEQ0zWEsySMhAP+vv8bxAqx9wkJHrz/XcSqE7dx7hXE5rOEp4EYRp0iax5nxSnyltRHHxiqR9kgANsPON4Noa/VekZWnU1hadKD9cksTtg3U4vR4Jb57twHfvdvgiy0p73GeVjgQf/tOI757t7EkZUc8WVDKbt8WxPZtQSRsKgKlxljzfbZcJzq4pOR3doTm5xlNBvBNjWJsP+svKPj0QqRZc9ErKf2/196AREpfmeiEpOC1bAAARw9ppC9ifGijffOnHQ04MlaNWy6mYDSDmaK7ZhkaLIyFHT831y8/6a3D4VFl78/JNI+EwOkWTeuYDiKZS/EzmS4enz/trS2Ziz/urcWuoRr0xXl0Mxh//My9Hg6H3vW/TkWNrk5z64nZ8aZFKM0jnOJmUi4M5jyW3TI8pFPAosWFm4kiMDrqfkF2M3z7biPiAofDo4W59lOL2QV+PlCLiMEIhq5O9s+fOWVu7LW2FH9v5/Ygzpz2Zl+8fTOAt3aoz4WBfr6kT8zWiCnvldJDdtQ9jB3NhX//c38t/rk/+/PvrItgVY2A7QOUU4cgvCYTr4YouhAzTnjKxDgwquKR0WzxkLt/pBrvTVTiuYUJ7BrSPqjvGqrR/YzdRDE39xqr+TpZsTp+1OjvK1x3SiP8/PpVdw6Eb+XG7b7hGpwar8KvrJzGsioBtYEyOLH4jISCQn6PxGOQpVCb0xwZq8Z4ikd9sPB+T4xVYm1tZqZ9f9lVj88uieHZhdmcIvFkbcl1BhS8XOwkNrrA0eu7xWWJd5VeiPSfd7B5yH73biO2bgkVRZMxe8x5PwQdpbODw+WLxWvn4iVslrIOYRkmUmHMrzC29v1DXx3QZ+grhA5XwhV4dmEC/fEAllVl8LW2JjzSmGReQ5unKlDJF97jSJIviTR+dmEC8ypExDKYUSL/RZe/0/6xcP5s+SqTgaw36WMf9o91+9uSKJ7vdzTg6/eHsG2gdE90gl07g1i4qDCOnVCalxvf0jDgKqGZrknGQL95uf/mdR519SL6+7L3Gxzw3tCqxqULAfT1Chga5CCKHJbMN3cdThTN2Tbu/mw7/vct4O40DWiCIPzN/PkiJiZm+emJIOYYH/hQRjddhB3UN4iYcrgC9/2bBV952UrZUp9C8xRFYc116gOC6RoiBOEmn3kpjX02pEPaukU5f4aSUpIgCPtpbBJndV0YgvATS+bX4Edf+ZTh75E2mCCIWQ8pkwli9uGGMhmA48pkAL5VJgMgZTIBwHxBaoJwGzuUyQBwZLQKlbyItmgQK6oyeKA+je0DNRhKlrfnJ0GUC6RMJgj/QwplgiAIgiAIgiAIgsiRLwYFZAsqHhnzsDEEQRAE4UMsuRv4J6sNQRAEQRAEQRAEQRAEQRAE4TSmPZRPjFWiY5pUygRBEARBEARBEARBEARBEHMF0x7KZ3QqFBMEQRAEQRAEQRAEQRAEQRCzC9MK5S/fF7GzHQRBEARBEARBEARBEARBEITPoZLNBEEQBEEQBEEQBEEQBEEQBBOkUCYIgiAIgiAIgiAIgiAIgiCYIIUyQRAEQRCEp4heN4AgVKkLqBfh/vRn0i62hCDcY+uWEF5bPg0A+IMNEfzaqigAoJKj9ZogCIIgAFIoEwRBELOA5SsEfOFLyoqNigpvD3+/t4FqDjiB2vsuRz77UsbrJmiyuNLf7SsHfmvtlNdNKIJlXfo3q6N4ddk03rg/gq1bQli37O7M3yoqRLz8Shp19U62knAMUooy8di8FLZuCWFxlYD3N6SxdUsI334g7HWzCAMsrCjsX2trsnLD6upi+eHZBQlX20QQRnn4EZLDCPv53CtpfPLT1s5TpFB2gFeXTWPrlhD+8zp/HR4IYq7yvgdpE57tPPW0AI5T/tsnPmXP+//Xq6II6BzC/+3qKL7zQAjf2RwCkPXs648HbLk/UYza+y5HqqqBp55WHqe1de4rfv54cwhvbArj9zZkFYl/sNG/8kwwKGL5CnUPWrd5PHAHzy0sVk5s3RLC2toMvrAshs8sieHVZdMeta7AsioBf3RfGP9Volj+Fyuy7fr6/WH88eYQttSn8cT81Mzfl8wfmvn5pc9nEKxwr71Wmbeh2+smqPK0RWXWf1lv3Gj57Mdnp1z06GMZvPpaGq+8WnpIDgbZ19I/zu3hhPe8vDRW9O95QWFmrWLhsXmFNey31kXxnc0h/Od10Znfra9J47NL4/jm/SE0Bv2zl8x1liwV8Opr/nAc+Mb9ISyrKqyZry2fxr9eFcVX7nPHuLTxPgHr1peuX0uW0nj1G8/9QhqvfDGNF15M46WXsz/7lcYmERUVQGOjteuQQtkEFZyIr0y+g61bQviNNVP4zJIY/sv6CH5nXQQvL43NCN9ramansEYQ5caiRV63gLCTZ3/B2OZcW2ftftW8iP+wZgoPNqTxXR3PpAfq0whyQJDPHkj/6D7yTi4HtLzYly4rFtjXrLVHgP+FT6TB89n7CoK6gvyJJ92XJXgOqAuKWFbl/8PKp17MYP58/3hbfjDQjU8tis/8+5HG5MzPT85P4rmFSTQaUGw5SVOFiCWSd/xwU9YbszYgokLnhOCGQWfxYgHzNnbZcq2GVUPgZAbBJz7i3tySKo3lDiefXhwv+vc37tdXZlZwIn5lxTRe3xjB8mrj8zQ4S+2cy5Zn3zEfyB6S5y/I/vvpZzL49GfY3vcH+C7d8Z/n92We/vUa6WG8Rm7oYsFrhd5T8xP46IIklueUeb+3IYL/b/0UHqhP6Xwzy6+vipa8kyBfvH79Zk65XB1AkaL6P/ksqsQoTz+bwYceLl9dRGWl1y0oUM0Dv7dhCl9cPo3f3xDBY/NSeLAhjZqAO3v5Q48I4HJrUnV14Z4fe9a/643TbN1izOj30CMZrF3H1l/PfNzcuvf8J9NYuAjgeaC+Aaisyv7sFStXaT/vvHmFsbRgofmx7BuF8oqq8lnwfn11waq5qS6D5xYmsbxawKoaAR9dkNT4ZpYlFDpKEK6x+APNqK31x+FdDyuLeZ5HHpv968vCBcX/ZrHQz7OgcPrI/ATuqyv068pcqOQzMq+yZbJ9rILPHlxWVM/+dzKbqakt/rdVA0We+QsK1xLFguJD6XNOs66mIDyvqk4joKAs/NqmMD7UqC/juE1Njb8OnkB23gPZUOsvLI+V/H1trXNrwscYvF15Wc7uoE/THzzzcQH1K4Ztu976DcXPuWq1vc+tdcD9zJKC0ljucCKfbjUMyt7fXT+Fh5pSWFQpzNz7m/eHsHVLCCsXd+PpZ3XG2CyK8JASDBb/+5lnM3j4kQyWLBWZjSCPBDqY77e0SsALi+P41ZVRbN0Swtfuj+DbPvBuls9xAHhRZrgwdV2ebc7YoYj+9uYQXl6abfN/XBvFb62bwrIqAXVBcWaObKjVvs/62jQez3koy2W0/7hmqsj4BwAb6zL4UGMSv7l2ChVlOEek54ilS0Xct8mfazsLosmmG4lEYOGXVkzPrB0fnpfCUokRVj5EnDyDcRzwiy+n8eJnM3jp5TQ+81J27C9bLiDgEyO1Enn54pdWTOO/bojgS8unDSuD7aBpnojlK9n6qcFkKq958819zwkefjSDx59QPx8/+VQGjzxa+PvHns3guefNjV/fKJTXSTaEzy8tFb4B4MPz/HGQ2VRnrrMXV2bw7c0h/Ppq70MdCUKPJ+cl8EcuhfI4SWXDNOrqgc9+zr8hJ3k+9ox1QWThIueFCi9C8PN88EOZGSt9ngDD4fsjHzXft0/LDIX/YU0UX1o+jc8uiRcZQ39vgzfeLM8Fbth+zVXVafzOutnrXV3ZWPxs73tQXeh6v+xvq1fb5xHyzLMZPP5EBsFgqSIkjxueoFIZbK1KdFV9UMS/XKksn3lF3nt8yVL/Haa++0AIr2+cQqWCpG32oMzCEwyy8m9Kwr0B4Bu5FBduYcTIy3HA85+ytn9v2JgdJ26OkhKvSI15bGaKL1aIHqjO7YUrF/Viqc6ccGJZcUP+0EOehiVYAWy4L6tMZl1LgxzbGj8vlx7h+UUJfKCxMEaV5rybNAUF/MmWgvz+/KI4npqfsGUvcXOtrZR4EtcGxJK96TubQ/iNNdGitD1yagLZiJvfWRcp8TjeWJfBJxaXGuD+5coY1jto9HOS534hgzVrBTQ2ufOetJS3VVXm2lBRn31PZvfJZ56z9929T8MbPj8+OYi4b2WLYloKKStXCfjFl0v3M7WUZ3KqqrLRF5VVWWM6AHz0YwJefsW/4/Wb92dTaz3alMKSKmHGwKPVr1J+ZcW0ooHMKAsXApWMabqqayzfznM2bBRVz8eVlSKWLxcRkJw7gkGgptrcvXyjUL6/Lo3fXjeFr98fxsY6ZcHxiwpeHm7z2xbyIv/ehuzBYlGlgO8+4L31mpibfGk5m0HjC8vjaKoQS7ww/cKSh24xfY4PZjfZapOLpN0sWqy8Kb70+bQt+Sit5kFi4cXPsocN2cmrr6WxaXNp/7EckrTef0AlZG3ZcgH/quIYGmQCc00AeHxeChwH/C6LEtlhuX4FP277Nf/FyhhW1Qh4vMmYIffBBjYB0S4++1Ja3xNPgcbVA0X/rq1V+SBKFb2VVcBjH7ZHeK+pBdaszQ0QD3Ux99Vm8I37Q3hmQaLIk9IrWN/pUx/NrkMNjcaUlE6xeElhXQwYUGDZ2oZK/bVZ3qwKHswh/gsWinhIVhxIGoLLglEvmHnzDH28BC8MDp9bGseXNzIa5R0aJ1repH7MQf/gBxxWitj4zN/eHMLrG/1pdP1vsna9sDiBzy+zZ11fvUZ/Ln1Ephx77nk2g5B0XfnVlVGNT2YJ8tl1lmV2r6oRUGswzctCH0UUL17MJnNzHPD4EwI++YLzbV/1sfP43CsZPPmU8r3MFGz9zEtpLHpftvirnnJWDbujulgiRjgACxrHdNfVDz8poKqq9PfLV1jbo/y4ngPZiKkgj6LUWnl+ddU0VlWndfNQP9SUwpdtSB/IcepncClWHJDKhZc+nwFvY9orXyiUH2pM4n0NaayuyaDWRC6aVdXueR4aDV3+lZVZ5d0vr5guCiFVCiclCDd4fJ6+wkd6CPJrKGxVo76w6RSPPm5+s+EURN+N9wmWQ7YXva8Nmx/Ibthb3mdO2fvCi2nmMMWHHimvvF1aOazkYdB5PvAhAVWcfn88qqN0DTi80zqxndTl9uJXGQ25H2zI9oFe+KldBCqz96uuyYZ1fvIFg/eVrWtyZeSnPp3G+g0Cli4TSvq3uhpYu07UzU0m5QMf0l8zzKy0doV2rq9NoyYA/OLSOLNi0W6k+W0rGJ9LKhArGQXcLljzkY86f7/V3Ijj99Di489nsPG+4vejdEBW40MPZWY8q6xgKrTYIXFmWVWmRHksAlhQmb1hQ85b+Q82RPDvV5fKLkpr+L9bHbWcIk/JAKt5U4usWWNt/C9d5qy8aafSpZIvpLYxglHji5yPL9RXDJtpFwDUMUSf5XNU51FSJs6fV/yZhQvZ7i/NhS/1+DaLPJ2FUYwqoJ3kqY/5S+Z+/ImMrtd/gDE9Sp73fyC7NwSrk3j1tbRlJasb5B9/NWPdLDP5dDdv8de7Z+XRwF28tFR9DgY44HfWR9GoUcMkz7wKEW9sCuOrm6xFTrPsAX4fdUrRBxs2CniOsb6QkbMLK75QKMtzFBnZ7xdUZIoqtTrJlzeGDSuCH2rMFjh5pMldry2CMMt/Xjc1cwgilDFjNa+pFbNWT8kasmy5gA0bBc1we+brL5rEgx/MXsfs9YzkhlULz/cCq8oJaQqP9z+Yweo1Ap5+NsPs7f3a8hj+RCPqhMVj0Cy1daKikcIueIY97zsPhPD5ZXE81pS0Za9bt15AfYP2M9Usmij+hcG9uXp+8ftqair+e0Mj8MhjAp5+Rv3dGYkGuF9LsZPDzJxau876u68NCJ4pkaV84UuFA5mZUNcHFAxp6bT9WrO65co5fZctF1DBGGVSafCgLcWOiIRFHnreBWzaO9QMgUpEHT4mrKzOlMhN+ZH3r1dG8dvrs5Esi6sE3F9feuhTGqWb69P4fYtplB7QUEQ44dG2fqO19chOjyklWJ755S84axS9b5N5eWBzXQovLnEwapChf+QKsZWr7JM/zMpyCyqU+3SZC/Ur3DJassgH+Zy6Vqlv0DaYB4NiIbIK6vt1hUFHGT/me15To92nPJeNXv+3CoZC29pgUyFot1nHm6t/8ItLlB1Z6oIiGoIifnFJDL+7Xttj+flPmp8LZlO1uEVNTWn7Nm0WsHAR2/c//OQsVShb4bGmFHhOufiAnXxp+bQrSrbHDIYXlzONQfYBbaRfXlgcxxPz3E3TsNqgl/wnLFrNzfIaQ7qLuoDyoYiwxiOPClixsrgozOo1Ih5+1Lp3sld8+En3lBJcQP1eWoIvSxi8VIjduEnEh58UdPNPFrWNY1O8OgEHMHlRs18v+9xVjAqvrVtCCHLZ/LqvrYihwoaIhkcfF/C0Tj7xmgUTmn/Xo0SxoPX+VP62fqMxoWzL+wQsW26vILfKokcgADzpk/oUQLYoyKLFoqnCJvLc6gAccTUJVinLF0YUK04q8FlaYbfn3RoDKZAWqBSflKOWiggAsydOnnzeRDsK327i+7FcVtxLGsn1H9dMYXV1Gh9ozBrXHmxMY56OB5ba8qOmAH0/Y+5JLSWUE1uWVSV1vSREfuUqAXX1Ij78ZAabNrONr3zkihos7fOTsVzOv1tjvAaPkSjDxUuMzY+Pfqx4HqxYKWDJUsF0ijmzs1NtPXUyV32ejz3rD2Xf08/YE/kBAC+8mMGTTxU/1xe+WFhzG2UGeDUjodGzjR1zj6+wz4HvlWUx/Noq/Tm3uibDlBbDLE6lMvyoDXV7tDDr7PLMQu11/JmFSayo1p538jFqhDqNFHhqPPpYxlAh0hd/0fy5rUkhBVi9gfQyZrzkda9p/yWBb9xvLT+w0n6fTx0hZ3PO0v/8IucUiM8sSDClCTCKkkL1tRXe54nOoxSWJ0UadrU8F+73S4z5eYHiHF88RM3QJL2cjvlw608tiuP5RQndhUbO5jpr7/e317NbJj86P4FPLU7gWxoFcLbUp/D1+8P4nEqBSjNs3RLCYzrjeHNdCgvl3pSkUTbFipXF/Thvvr8tnmZQK86nF4b/wovGN9L5G7tV/7Z4ifr3Hn2cIZ+odIyX22uyeX7+wcYpbN0S8iwt0/05xUGdjre86ODCxFp00ujh7X0PCvjoxwRNRZlRFjF6JGihVJTIK5YsFfHsxzOKhUQqdYz6Sv1qREHy8ivmBfwPPpQx7C3+n9ZOobbauAeqngOFF8atTfezPfsrX0wrHoaU0PJuMxJNA2SruwPQjXxg4ZngbfzO+uL3Ju3yjXUZ/Pb6qKE11Kgi9jE7jEA+lO2kTWpsBD79mQxWrxHxwQ8JM+9Qi6b197Sv74NnNjsCPxc8b/g7b2wK42uMIeKfejGNhx/Wl5ekyoh8+otXvpjGF76Yxkc+KuBjzwozxr26+sLTSn92gvtSpd6Q9TalhHITs7UA7DpjfPLTyvsgxxecSJ74SLEicplaqhoP5hsftM/B4iPzkyU1VGYT9TYWWH/lVbbIGz0W2xQ9ZUVpanSfePjRDNYajFzWqtuihx/2MTm2K5TnBQXrB1ET3/+FRQmsqLLf0vL7GyJ40aECNb8lK/D3B7kqtb+2qlg5mS/gV8mLeG35NOoCAv7Dmin8+9XRkoJJSkrgr9wXxlfuC+OXV0zPKF71eLQpifvr0/hQo/rnP7U4MVMx97F5SSyoFPHovBR+Pdf+31gzhU8siuPXVkXxxqYw1udya342F6pQwQPfzBkfPr8shg82qis764PiTEh5U1DA1i0hfHVTGB+dn8B3HwjhX62KYeuW0MzBWOpxpZaD7g8kCu1/mTNYrKjKYOuWUEm187U1aWzdEsJ3JGHtX9sUxq+smJ553q1bQti6JYRv3h/CZ3PhGq8sK1YI/6uVUbycK4xRxaPkXr+6Moq1NWm8tjyG2oCIpxck8TEbiuK9JFNMq4W7PuqA4WSuskGWYzK/rEk3ArPeE9Jcox9/Po1PmVDQOok8x56c+gYTFzXp+Wq0j2ev6KgODxGPNyXxkXkJxdDReRllQ+F6hVBApe37feuuMbfFjeJZSooJ6bx84cXi9dFuBd0vfDKDhx72T9GPoA+FUyX0wmcXKBTi2WggvFypKCprcZZN94uGhfwNtRmsXdph7Es+hfXZjRzyHvtw8btbuqzw76BBb7B8kSbWXK56yB/X7Tm0yIY0Sn48lEqjDOQKyE98St8DrG7pmPb1ffDMZlNELOaN5w6tC4qoZpwrDQ0KKUcU5C6lOczzyhEiH38+MxN6XqsQpq3E54Nn8S9WGPfE/uXoJXx5Yxi/tiqK310fwW+smcL6Wuv77Lx69TFlh4GqBMYxWu+Qgl7LG3b1GhGvvpYuUYapzSsvphsX8N5jXO5Q5FtsfEF8oNSZqBLGz6Zq6WvsRPf9GOyX9RuMy39W8ME2VoIjgT1GH7RO5qmr9P15OukRAhzwuxumMJzg8WcdZrQVyixVqEppF/MrRPzu+gh6YkE8Ob+gAH1/Qxp/eF8Y0xkO1byIAFdQKgc4FHmZ3l+fxicWx/GDjgbEBQ7316fx1U1hVPIiroYq8Ni81IyC/5GmFB5pSuH/3uPQPKWe6O/frI5iY075+5klcVwLl57imnKGgw25yvDVEkHifQ1Z5SsAbKorbOa/uTaK8SSH+RWFiVcdwMxngezPrzcrxynwXLa4YV4x3RAUZ5SzcqQT+/c3TOGbdxrwyytiMx7t0vvl+dWVUazLCR8VPPCH94XBAWgMijMKhSAH/NvVUVwNVaAuIOIhhXyh1QHg2YVJPJsL2WgMClheVZpfL0/+XtW8iJpAaSGKl5bG8dLSuGq/mOH3N0zhD1tKr+dGeBgLFRUiUik/LpnsLF0qoqJuGqloVvKyMzfgF76UwfZt2eV73rzctW1I36XV4zULxxEbW4CN9xXWRDUv0lWrRfRqOwoZbxtfJgKay9ghxDwxL4lXlqsbTuXLwrqaNLpiQWblO8+zH+pYvNCUMNINTz2dwU2Ns7n8wKyYSsECjY1AY6NPFtsy4v0PCjh/Vn0hVZoLVqfHipWl70kUvd2bnE7x5geWLC1NO7RylYihwezPSsp/FsyulytWCujvU18IVjEWZLILO84mZkdxXb2I6JQ9c+C+TQLu3lHuV7vC9/1GA8sRlRMByTrz6mtp4K3Cn9fXpNEZcz43h5KRzghVVcYKdkIEFvJT2GyyFsOCShELKt1zsMivJ/8/e/cd50Z17338K23vfe312ute1sYFN9wb4G6MgRBKgFBMkhsgIVxqaDchucRwL08gIYQbwpNiQmjGGBwgTwgQSqjBhBtCNYRqgwH3JmmeP7Raa7UjaTSakUbaz/v14oV3VxodzcyZOfM75/xOebmhXbsOHK/iYkP79pnXkaoqQ9u3x68/Zn8xW4B0weIDzwHx3pdtTc2GNr4tlZYZ2rM7MyUsb9oiqU9GPiseKylffD6jW1uiusbQtq1ePJKJRfKIDxxk6I3XD5S/1Jd6PR5ckX7915esuwAAIABJREFUTZYDeer0kO6+I/79PG7Hd8x1ufPXmT5kHjxFHB+h3JRglPDQOGkFZtcnHzU7wGYv43mDEiftzrY+paEuweSIuiJDraUhNXQEIQt8ijvyu67I0KVR05qqCg2V+KVD6vabvmdQeeLK2l4ZULH/wLbNjIjK31ZWYL0y1Ren14szvmZ/3DLFOm/Qdp3ZtkM+n3TFsO3dgsmxRlcHukxtqSsyVFtkdBudNqIyoONad1v+HqOqAknzb9cVGa7kX4rN8xcRe15EViAvdXAqdjqiV/quqDA0eqz591i4xFsjc2NVt33Q+e/IYk1O50t2dBGbBOd046g3NXV6UKPHHniQLS01PwZ9XFiZudsibHHETnsvSHW6mjeqgOWckf1TyF0aEZvzfVmcjrl4Eo6OS/H6XhczTdNu7kUzy440vz5YXTgtVclSMvRkdqfxRuvX1nUbZvmouy2o5UDD+6RTD1xkUxnxnA0jLObWdUO7yaKIdpkuhpnF6hWb2zP2tMrJhbftBtcdvL/XmKxWHxEvXc1h8wNpXU/8HmnnJlKbJC1Msuc4q5xMv5RMvUOzAzKttjJ+2zPyHNjY5Nx+3G9yKWmysH07Hd++mBHoU6aZP2uNOsheDCYyW3HEiMzdN0tr7cV9lsQsBLewyd21jlJdsNCuRCkInQqEjhkXPr7JZqda2lZV+vfSeYen18Eb7znd/PfuX0MLy3bryKiUIh6MJzsfUF7QtDflLxobxErl/X1iVnCN994yG6PbemVxFexUFfut54qaYSGAn4yb+Sud0qskpCEVuXMM3RAZaW428vg7A7d3Tllf3pGawywAHZtWJROiH95KSrvfpCLTxc1GyCZa1TzTiiu7DxvOVE+mncBHsrL1aTW65TatqJBGjoo5bxJsZ4LJSIuBg1LMc5zAkiO6bt8sF2siXnnUHDjQ2vFrbEy9xFPq9qmuY1rZKX13Jp2u3RgKpzb65oAdWty8W5NSyN/ZWhpUaVH8hnn7qOTf0yynX7e6ZfId4jUKUz0nrIoXALFyfsfjpdQYdk2dEdS8w4OqtTn6PJ4ak0k7hYVSU/OB/e309XachRyjbku00M3JcdYbyYTIKCUnmB23SOfpkKGhjI8IGuFgsDyZ3i6k7zNjdx8mG/2VikRbile+mlrpsAX299Gw4V65y8c3ZGgo4b09+i9Lm9NYa8XmOTB/YaBbHt1kRh0U0mELEgfCvXhkigvjt3ciu2/oMOtrzyT7jkGTS42VNHF2OspjFy4rjZOWxPZiiUXh0fVmM33cUlxlb7rm9JjYyLA011YyE90RFukkKCsz4g5+cMIh09y/d0XaYk4c5WQD8KxIJz9xImbVeukR1q6Ddgb/RNQMfK/Lc0tsR5AXOB5Q9iu1EajfHbLNZBRt1x01PkFAq9t7Y342JH2pZZfOSWHRtIjWDE9hyxQnFltKtIAe3PGlFBY8lKTmklDCRk3v0pC+MWCnVrVv1ZjqcJoSs5XInbi4p6oiaqGA4mKj2+igwUPjl2nkqFBnWobxE7JbhwvL9umwBQHTxQqsiB29mYpMPm+3j4opZ4Ji9+4Y3eT3H3hRLwd6tSO6Naq9d9/NuvqikC4esl2r2rdqVFXyc/OonRt0Rr+d6l8W1Jwkqy/H+tbAHV2OdbRBQ0KWcqqadRwVpDGt1Y0VjqX4D33pBJQHDEp+Aie6zs2Zl/1ZHH36GCopkYan2NmXLM3NwMHmf+/Xz/lKv+SIgA6bH96X/iznaEx0bS906dy2osGBBSIT6ddmaORBQY06yN39bzbyPTZNgZMB7YExo03HxqwncmWaC53HY/crRNeuvv3SPBY2q2okUGVHonRDYz3UgTcgwX0j+hvMTGOQ0EGjw5/R0ie141hVHU5tlgqf37wTMJdFFsKrrev6+3QuD3V1yV/jlNjBRnHLneYtNRea4bEDK9xIeRoZyStJAzoWcZs5J9g5+MHpTndJKkow2DDejMBU22qdcuFApyA217LZs0OJxVmVdtP5FRcbKm/8osvvvLAWQKwsNj3ji91Px/Ux73399sDu0xrMYtOTaverwYEFLHqq2SaLwlVbTDuBzOpfFlBTcVAz6/fqklH7OpPb13j0eMXtsYuqyMXFqfU2+vzSQWNCOmhM0FIwxm01NfHTUjQkGV2azrSdsgRTQs0+18kHKSt7fX7Uwmc+SdNmBrssupQ12T9lJEkFNtMjTq1Nvojn4BRnbpQooGFRKYNqO64rZmmErLZzjj42oIPHWzzehrR4aUAz56R/jiaalr9oaUCL0kijM6DjejbS5vRQM1ZGUw8c3P2kHTAopKOPDZgG+abNSK98Q1KYbh0d0I5MyY1dbCuZWXMDmm0SGI+Xwz267lhNMRSv0yOitDQ8MlKSynt9am2jrklt/42s3K+jeqcxitEin09asCigfm3mdazC4oryU+IshOj3S+0jDdv5k62KN9LvsPkBLVjsfAdNY5JFiMpdmlFhdz9G16m2/undMJ283S4/ytojbX2D+afOnhvQkASDFTKt/wBDkw4JaskR3c+56FLaDS70bgl15jeOd5/xYNwi4xKdES0upHfLaOosI3zNjrC1YHaeKkojQhadAmVYVPq66AU5e7eEFziM7qx0OiWilLiDIl69t3qvjuXGmZvqYLox49zrFByeRuqWIrsp700uwr1duO6ky/GAcnVhaskQipM04hPpU5r8wFakmj8zyhyTQGq+OKKX9YeL+iwH44e7MO0kFyU7k0v9hr45YKfOH7xDy3rtUZFfmla3T6f125l2TqIxVe6kvYg3UjD6GjLOatApSmGhNHxEZlddtcNKoDxe0Hn6zKDaY1NNRIn0fkc7+tiAjj42oH4mo4qcbBgn3O8dHxMbDGppMWyVIVF+sKiPiyu28eHWbbqtLLVAhN0pW4eY5OR3Wl2RocuGbtPcBuv3yKI0O7XKyqXmOCklrDr62IBGJhjdWF4ulccJUkYkyr9ZWRX+jPaRmW/sxQZEE+UmdaquWwlMRy/qVNnxkDLIZOTdrDnd60dh+e7ObTTaGP3ar816aoRU7jP+wuyO+m7ym68o+eU4D15FfkOTU0hTk47KKmniZPN9Gf0wLUkHxxlZX+hSANWq1jgjL2tqpcpK5z7n3wdt16h9H3amHMu02JlfVkXabf0HhFRS2n1fJQuIHTw+fNxragzTdGx2U6dYnvJv8pkHjQmqscnWx9pSaPF+2NbfMB1FWJrg6b211Nr1qaHB6JyCH29kZLnNwJJdbq1vkGnx0l9Z0S19houKisPX7Ej7LF5AM9sL0TqtNo3Zn1ZEP7eNHhvS7LkB+6N+02RnnZ3odYxSksZuXbHzbzq+z4E2zI9GbNXX2nZoYgrrExx9bEBDh6VeiESzQaK1pJG6xe7i3tE1b97hAc1fFPDkgrWOBpS/0rrTdORqvMUDvj1wu+lCZNEPAIUp5gmJveRVJQk2/OeI+FPJelsIWOeqeHmUzY5V7D49Z0BmFzpsT7KYXk9h1vCWpJKOQMIEk9Qwfl94EcF0A6vHt+7WZUPNH2LTlWxkWKSBOWNW8uBFuiPv4imt/0INcUa1mEk0Ojialan38fLU9W4xNDI21USURD3dfWMWtxo8JBR3tJ8kVSWYImom4flm8rdEwa9kEpVbUtIGTuQYTJsRVHWN4coIAVd17M+CDOfUqirsvmBpuBxSQ1H4nB1bfeCadGic0fbRpY53rtv5ZuPGW78WTJ9p/bVefaxavCzYdYFMF0+Hmo4RlZZyqUbtsJpaadGSgIaa5DA1q3dNB72m6bOCruW8jmYWXIt3b4q9vk2cnNlp8nU+8xRu8RYePrLXHtO66harKWWiXxdJUyVld3HLEe0htab40BibssKq5pKQVuza0LkIdkRZGgNtMiKqePX1UlVV1/Imu4dGRkH26RvqlkpEkmbMDHVZgMgyi+d4ZFRutP4DMrvP062O5Qk6NldYXWTXF05TM+/wgIaNMN+e7cCSTbna/ooVr/PbLE1LS59QlxGtiTp64uU4TlVkrZlIO2n+oqAOne/es3ZJ1HFNeaFsScUO5m2XwoetKIP3mcamA+llsuGoY7of20QLctod0BK9xVRz7Y/a/7EOjgoe+3zh2ZRODQyrq49fHqujh9MpilmKoFTXwKmr655+yyscDShHekxjd/gZbTt1cPW+blPurIwwdjOYOLFmnwp80lBGwHZa0mzWEIlpLGY4UcrkDIy4ywUtHfVlea/dXUZtZ2LxyAJf8s6ZVLX2DWnkqFC31ZHbR5rnfrbSsHVj+pkkVbd9oJoUerQnTIx/bTN7mDFT33Hzc6MnMroMB40Oauy4xNfiVEZMRBqqhy8MmOaOjR5tM6gjB2pZGgsoDBpir5EWmYrf0pG/uaWPocMXBF3Lr5tKQyTeyD0zDR0rp583aIdOtLAgVyrpCuya0nHNro66ZkQf4y4BIyP69+bbi953c+YFTFcij92/g4d0ra+JRoekMnq6rj75a2I5cVVKtghHSYmFzpUo8dIKWLGi924Nbn1N9Q3JXxv7MFBeYd7hZJaHrqA4oN42AhqRHKnNvay/NzLFMzr1j9VjnelglJkvt+zqsjBzdOqbsgQPjm5ZtDS168yYjlFcM2YFbdUxx9h4YqwtdDZQkIlZJumIPZsOm5/ataS5l6EZs4Ia0W6Y1lGf372FU6Vwqo9JhwQ1eUpQS5cHtHhpIG4u0WxJpx3SZnH9n8ipXlcXfxCAGzld80mZyQj9VNdMKCuTZs89cMwSBYwizwN2UxJEjBwV0uELA6rtSONUWqrOf5ux8mmJAsXRaajsBFadzpvvL7C3oLXb3CqR2ejYhYsTXyeSDfYyFfWWxUu9k49eSjzQKVn6SSeY3dOspH+rMJkVFftVRiaYrZwpaT06j6jsGoiNPPDEHrRCX3iEY4PF3iBfl3+bv2dF3Cli1k+KIRXhBm/sAhiS+WjPnsBsf2dzRNbs+r3dEuX3VG1lQV0+dJum1+/T6W27dGRH2pJBHflQqx0O+LptyrSQSsukqdNCXaY4DhgUsnfOuThCs7B0X+d0bSsSBb8jUwzjLSgVkamjObzd6NbYiM0TOdBCLurSjoZ1JKVAdXXyQPS48SEtPypw4OHJxpdO1nsd7+8NjeHRIslSHGRC9PS7FccENMgkJ+7UOAHAyPdrLA6Z3suifW/YVp3WZm8F7FQM67i3jo5KtRN9GGZF5UKOfjCKN4Ig+mGkobH71Hkp/rS+yOj6tjh5XaXUpqJNsxiIrW77wPpGLTA7jysTNEaTTbktTWPET7Ffaqh2No+wkwGd2jpp6fKAadqfeCLB8ZaoBULNOi6cVlJkL7Xafwzb2qUdPComrdWKluwunGw2winRzB1/QXgUVyZHRJp10thpezjdRHVi4exMiFyT7E6pdrrzNpUUHm39DfVrCy8Wmk6Htl3JytrX5B5nJp1nVbNARSy7aVF6iujF+A5fEFBVtaHRY1MLfpbHXBcTrZ8RmQ0wIsFaEFb4/OE2ulVmafJilVsc/JJKx3eE0+kLq2s8mhLRpNonSrOWjtIkx2vswamfY5GR+QMGhmzdF7LFcgoUh88ZK+vImLZDY8pRlUJddktat/PYhSQGlzvf+G6NM4q5vdL8wdmpY221h7cncru5Hz3db0mv7D4UeU2XEUh1+3T50G1a1LRHJ/TZpVkp5DPNtvFRIzALi6Q+UVNMy8sVtyLPnhvQ9DipL0pcmipXUmKooHi/GjtulHZXau0UeQjzYmOmg508kfMOD2rWHPP0KvGmPvl87j+wxK6+LYXzJXrFSacWdFmFOd5pUVmV/pW3tKD7StZuaCkNaVX7Vg2IbhPEpD6IiG4IpRNgiDdFLzLq2fzhIbxPU1lVvcjidaZmwAfq2/EQ5tY5PnS4/SB5fTZHgTqgPsH0Rcn6TJBuos6TREFupxZ+KS6yFxAqKwivmxCRC93JfWJmEGU7WGWlo9QSD9/LU5Hp1C1OKyrKnQMxPsEsNsl6J2eqaSGjmXXMxsqF64rbks0OiqiukeYvDKqoyFqwPiIyqGH8xKDl/OGZCoZGZm9Z6fC1eq7EWxQzk6qqMhNQLnMiRUmWdle1SSrCZB0ZBYXhgToTJuVvylgnRXcexZsNYtaWjT11vdA5klZAuTSm18SpAEmXBbni9L7WprnAT7zPQ3exo97i5fJ1yviOYz6MVCQJ+XzhALPPJ42r2Z/xUS3VKebVjTj62IAGxozAjG2sxPsqjU2yNQU6HZHpzLFlGjAwvRtmsm/Rf0Bu3ZDLyqSm5q6/q6ySBg8NdZnOZ9XS5c6kZoi+0UZGq0aPQsyUhNUzE0HeEu8HC9zYDYdMDWrMuKBpD/7ipUFNn+lcjrZYEyaGNHV6MKWRQJlid4EQr5iVwjUlNq1SIl5ZFMqJ63+fOHU+0/nWI2I/NdVcxU4zrfc29o1Tl49V7Vu1qj3+ui5us5y6JfvxoJyXbk7YcdX7NKJivw5rtD+QJFtBCKsBWq8oK0meSixWou9YGhUgGj022JlbdeAgQzNnJ77uRzpSE81OcpQL54idzt5kHcipauljHlCeUuu9gVnZSscTmwKlpU/I8dQjXhSd9iyTnd4j46SCMRtoE9t+TyW9m1vSeqSojsob9qU4q0uny837XWR0R11R/lcQM8eYHDOzoGRpzLQFt0/bhuLw8TgkQ6uSw57DFzoXoIoduZRK736kYeXk9JrohTMGDw2fj5ELeHFHZ1a83EeWV/KNW5HCf4jdJxHzDsvsIpXpjMj2+aRxB4csT8eJ7OPBQ0P2RxhGcWR0QIbFK7FZw8bsHCyJk/cs23vC5wuPwDl8Qfzz140pcmVlirvqc1l5eHFLK+YvCnRd9M6C2NkXjkuwaS+uAu2kVHKszpyd+F61LKrzKtVFoVr6uNN+rK421LvF+rbN1rZY2bZTX2vb0W2wR99Sj3QuZXk0h9mDmp3cvc0ZWMfCbT6vLwSYZ2pq0nt/aYF0Wtsu1Tg4uMqUC5s3y5efq+xcwtr6H7iu9+uX2kjZQUMMzV8UUENj+OcJk6xde0YdZO8aNbxjFlSiNBwR6ebbHjI0/v3O7U754o4OgN4l3osHJWu/2DHSwvkQ+8wxZar39k1KEpye8YL20fsgXtpBp8Smvkkk9th4YSCEY7H3UgcbI0VR26qJyQubrPc+lQtzZMG/IRXJF/jpKeJdTL/cZ5d+/2F4TrHbU/Wn1e1Tc3FIQysyGziD8xYuCejBB5JfZnz+cK9gJIgYCWImyrkYMXlKUI/8v0JHehIXLA5od0x69tJSSdvCDZox44Lq1xYu07Dhhv737923kWzBiWTVp7RM2hMvRbzsLQpmxxFHBvTqq/6M9kj3H2Bo+/aQRsZMqxo8JKR43UuJOh8mHpIbDaD2USF9sjlx/67ZKsS9THql461VsKxXgpMqQxybYp4FyVZWLk9zkRw7En1iNhuYFZWGdu6w1lBYsizgeq69ZKlUimM6r5YcEbA8E8vuauhJ+aSp00Nac5e1cR9mgwEqCg0NLuzevl3Q1LNTiY2fGNSLzxd0zliJNmRo6vV4Qk3uzaaLbVuVpRDkS7aHEtXnBg9Md/cCNxcdhLcNGGSooSn8fBsvf3d12wfa9q/Wbr/3+bq2RSIxj3jrT0TYTSc2vN3Q8HZrz+Lp5kR3ok4cenhAr1scZBwdLzquY0HrbF+dzD7fjcEBqaR5q6wyNGVqMKdyIptJ1EaPPvfitZ3dWrA9IvY4H74goP051LRwLKB8UJVzwb/yqAPr5pScRNvO9kUlW+Ltk0HlB45vL5d78Pw+aVglweRcd8jUYEqLL5g9yFmp/lZ6zs3UNxj6bMuBTxg1OqjKyu75gyM3EZ+v60hHt28u2VZULI1JcXGRdBUUSGPHRX2mz5AMnwYNCemfcSbBJFqpuTlmYbJevQxt3+ZLeRSi25qaDvw73jkfe54PHxFS+yjrxyfXFu1MRzZygRbmaGO7xfeZJGcLb6XdtnhZQIUF1nNSp6u83NCuXdYalFammLo96KCszL17zAAX1juxIt6DsVM57YcOC+mN15PvtAEDDZWXB02nidoJamQidcD3hoUH09zwTmXcWSipSOd6VdexgFG8BRTLyw1t22q+UyYe4s6558+TEdatfUOd+9cLUpktiGjxLwo+X/IRt+XNW0wDyrGaexmSz9C4gxPXq+gzyq2UIwMHhfSvd/3y+QwZhrWLYr+2kEpKpTeTXbctXmNr6yR9HP73zNlB/eWx+Be6Ltftjl2STk7yaAUdX8csD7EXJCpXdDqe6Nm6uc7qIoOJ2l1u3upjt11tcxbLuPFBvfRi/PO+ta87z/WOBZS9kBBacu5gN+XBFLZkUllEsarQUHlBSEf1zv4oN2RfZEGiyEP6/EUBffqJTw2Nhvbs8env772vvv2SN4acUFUlDRkW0qDBqV0kGxsjAWVDkq/btaOh0VBDgmClbR0f5M1mhreUlEh79zg32nL02JCGDAslXd04m+LltvX7w42755/16913/GrubeTNKKeSEsN2x5CZjOUXjJKN+mwWeGhoNLTl0/gtodlzDzwgzF8YUO8/bZA03tFyVVQY2rE9cWss0yk5Jh0S1GN/zvIqcCmwEky22+7OxMKcZmK/k8/n7ANrU7OhN17v/vuimLQAPl/8YKiZgSm2LdwQST13/uAdzmwwjXOgrl46YkXA1n3ZrU6SxUuDcvCRNmumTMv+uVZdc6BDwCvP9j1NUbm1WSRlZdLRX/JGvKKxKXw9f+4Zv/71buITp6bW0NYvfBo2PKSPPw6/NtEV2c55mCyvbGOToX+92/V3kRnYE+Ks32VVSWk4oJ1s5Hg3Ji93o23p2swqD7OaizreMWtoNLp1xFpdRDPWyFEmddbmtTY2v3iyto1b1/S07r5WUhIMtbmwWltZQF/sT73lUeXQKKym4uzf1N3WkMJ3LPRJVw7b7mJpkEsiI3XnzAvqs899qqoKr5orhXM/VoU2SbIfUI48dFgJ/Pl8MaNaLTj08ID2B6TXX/Nr+syQ3nrT1206/px53mikSeEFmt59J8+HRJvpOCRO3f/8fqU0at6Lxh0cUn2DoaYUFhrzuqXLna1rNbXJX+OUykpDO3b4Mr5YSbyAzuy5wbhPIBMmBdUYNRq+qloq8jl/nauslEr6h9zpkLMpknPSKX3bDL31lpEw76PbRrBwcRexaa8amwzt3y9NTjIqNna2UqzxE8yPcWVBSDuC+XFftrwgX4dEweRsdHTmS+eqF5ilNSwuMbRvr4+UJbEIuHczaEh4pLLVYFu2dmF0UDX2rHaiTF5YKC0VRxwZ0H33FiZd+H78hKBefdWv3R0zvnJtAflkYmcpR5jd8+KtdRRP74kva/ebozVi5IH3VVQY2rnTJ78vHGj+x/9au5lNnxWUT93TSEXO3Uyn4UsroNxQbOgb/XfozZ3xN3NKX3uL9Z01YKet95nlkYv49sDtemNnoR7YnDxKlVuXASA7ysql1hQSyVveblk4N3JsygKn1Hbkj4qMjrK6MJcTIr2H8W7Cw4eHtOGlgi5pGSIjLocOy90b94CBIW3elFozbdTokF58viBj0+JzQWGRNGhwz7hDrTg64Pl7cSSI5XbjranZ0KaPD9SfeAEdn0+eeMid5FL+8iXLAnFH8Sfi9KiM0lJpwaLsdjpGAj9FFqfpfnfItoRt5FzXGNPJNnuutePT0hLSZ1sKNHzEgXM2kj4jnUVpvSz2NCiNWcC2rNzoDBikqqHR0Afvhxcf271bXdcHyM/daconQ4YXLsYO6NvP0Ntv+tS3zb026KjR3hnEYRUjuLurrw8vAjhgoLXK3tTxnJcskOm0QpMBiKOqAnris6DmNlhMxJwBmUqvWFQsLVoSSDqSd+BgQwMHB3X3HeHGrxPrF3lBW/+Q9sUMTG/pY+jtt+K/Z9CQFDtiy/do+vyu17m5hwX1xRc+FRQeSHPRpzX5ddZufXFrfZW0T4OB5UENjJM6wSfDdOVpSTpngPujXUdVdh290ac0pD6l+9RWFlRDUe4GZoBcVVZm/QIYWfwu31RWJp7mO2SYoSHDzP/u5KIIkREnmTJhUurX3IGDDA0clD85vGL17ReS0/lr80kuLAJy0NiQnn/Gn3TRvnS19DG06WN7700nOJRMdN7aPq0hffiBXxUuphxxOl2Nl/KVduHC4aop8uh3dYjd4E7nXol6f0lHHsl+CQJo/cqCenWH37G8m5kUvvfE19pq6M03rO/QRUsDnR0ckXcVFUljxoV0/9oDD4Ku7akeHtirKAhpp0Oj5U2PkYMHrv8AQ6+92v2A5VNHuZe/idX8xnb5fOoyAjOZ+gZrqY9mzwvosUfih60GDLT+jOHr+NzO93bEscoLDJ07yKG0Qg5YcUwgo+v1lOf4DM5U9G4J6eOPDuxcs0EQydqHTnQolZSYL7CetqhNRkZBR/7tBtf6FVa1bzX9/dkDdqiqMKTaDDRsT+lnPjo6XgAcQH4bMiyUfPEHG0aOCmrnTp/GjXeno6q4JPz/khL7183CmGvukqVBTzd6883Iqv16Z3fXW+4hU+nYdEUGT+xevQwtOcKdNsXyo5zpTGlqMpLmNLQrukE9YKChQYPNFzvzqqJi75W1rMxQL5dm52RLcRr3rkyJriFDhhkKGUHTxYIjTmzdpc17/SrLgY6vWK19kxwPnzRkaEhvvuFXaWl4bYxEuuTk7BKYl0aPCervL+fgTkpTZIWOaLVe7cCyyIm7SGOTodde7fq78grDc4slO23+ouwNjkiU0idTereEtG9f+PmrrCycQzmVQQONjdKUaUH99SnzN6U6CCm67eJUulSnpRtMTiXIbpc391xykw4Jad293kpZVdOxWGLS+3MiJlV95uygHlzv7lDyjA9U71eWmWCu3dzNAJw1fERIr/2z46Kd5TbN2HGhlPMtW9F/oKFyF1J/RAwcZKigIKi2FBtMU6YF9dkWn/bwslawAAAgAElEQVQHpGEx6TJyYfRnPplWt0/rLaRbclpDUVBb9heojlk5OcfpqYRuT88tLTVUV+/uZzgt09NsrVi8LH47uazMkDr+HDmcuVC35x7q3YEckXz00R0hBQVSe5JRdsV+qW+Z9/e9FWbTYIcMCweU20eF9LcX7DcYhg439PeXk7+uqu9HkpqSvi6XTZvuTj1oKg5p526/ju5tL81kMpGUKJHBDU6rcLH9nC6fQyEzt2cxJZJskdxMmD4zpPKKIu3aGdCkQ0L66END1dXZLpW3OF0LUl2svicp6mhfD2/3zj6qrEp/VHqknR+90HlFVF7oWpfa6HmS+aSr7w3bqqIUD0Y+5boCvKRXy4GAcr7VsLIyQ7t3u/+tfL7UF82Rwr2cafV0wjHx0j+57ZS+u9S71DsNJmTeoMHhRXKaXBj12tRs6PXXwv/OtWDyiPaQhgzLjetjZZWhyYcEwyNBHwz/rsgvndS6U/0zNFAjHfEWuvGCxqbMTy3OttipzX37dV/Yp6JCOvLo8H752wupf0Zki9EdWWadWn6/oVDIp+r+7yvfA8pujcL9ar9dem93gYZXJh8Fe2jDHv09+LlS2dfDRxiqqAh2O0/sMG0xe/jhoLgo9QFqpR0zMpIt+JkpdfWGtm3LfjkiiovtPdNEFn/PWw5/vej1Z5p7hbR5Uw+6ySXh81tLtZJp6bZDysulg8bEv1a7kl5DUl6eWaUFiRfnMzOswnsnFZAPoqtivj2wRQI0hYz2zRrvNJG945DaqAVFeuAOYvR9Vw2N4YZzl2npDsnkgqZOmj4zqFGjQ55bVCk2t+38RQHV1RmavzCounqpJGbBnNHVAVV7NDdyW//wd2ntm7kOrcVLA2poNFL+zHxrmyQTO/uhWz2IjHIqSH1mQ6KXm16DfN3+kbJcWRgqUU1NZ3p6eYFhKZgsSQua92pAy9vxt2UyWtjvl9r6G567XnpVdY0099BA58KgDY3ZvUZXuriuQSZV10jLjoxznic4N5PljM9X0R25kc5zN9e4gDeEOwC7/m7OoQGNPMi9wQc5cgsGkA9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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows = 3\n", "fig, ax = plt.subplots(nrows = nrows, ncols = 1)\n", "fig.set_figwidth(20)\n", "fig.set_figheight(nrows * 3)\n", "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, ax = ax[0])\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_sc_conformer, \n", " 'diarization using spectral cluster', ax = ax[1],\n", " x_text = 0.01)\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_sc_splitted_conformer, \n", " 'diarization using spectral cluster + speaker change', \n", " ax = ax[2],\n", " x_text = 0.01)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How to get timestamp" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Group multiple frames based on label, this can achieve using `malaya_speech.group.group_frames`." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grouped = malaya_speech.group.group_frames(result_diarization_sc_splitted_conformer)\n", "\n", "nrows = 2\n", "fig, ax = plt.subplots(nrows = nrows, ncols = 1)\n", "fig.set_figwidth(20)\n", "fig.set_figheight(nrows * 3)\n", "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, ax = ax[0])\n", "malaya_speech.extra.visualization.plot_classification(grouped, \n", " 'diarization using spectral cluster + speaker change', \n", " ax = ax[1],\n", " x_text = 0.01, y_text = 0.5)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2. Inspect grouped variable." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(, 'not a speaker')" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grouped[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`malaya_speech.model.frame.Frame` stores `timestamp` and `duration` attributes." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 10.95000000000002, 'not a speaker')" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grouped[0][0].timestamp, grouped[0][0].duration, grouped[0][1]" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(10.949999999999958, 8.040000000000001, 'speaker 0')" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grouped[1][0].timestamp, grouped[1][0].duration, grouped[1][1]" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }