{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Force Alignment using HuggingFace" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finetuned hyperlocal languages on pretrained HuggingFace models, https://huggingface.co/mesolitica" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/force-alignment-huggingface](https://github.com/huseinzol05/malaya-speech/tree/master/example/force-alignment-huggingface).\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This module is not language independent, so it not save to use on different languages. Pretrained models trained on hyperlocal languages.\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": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import malaya_speech\n", "import numpy as np\n", "from malaya_speech import Pipeline\n", "import IPython.display as ipd\n", "import matplotlib.pyplot as plt\n", "from malaya_speech.utils.aligner import plot_alignments" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### List available HuggingFace model" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CERCER-LMLanguageSize (MB)WERWER-LM
mesolitica/wav2vec2-xls-r-300m-mixed0.0481050.041196[malay, singlish, mandarin]11800.132220.098802
\n", "
" ], "text/plain": [ " CER CER-LM \\\n", "mesolitica/wav2vec2-xls-r-300m-mixed 0.048105 0.041196 \n", "\n", " Language Size (MB) \\\n", "mesolitica/wav2vec2-xls-r-300m-mixed [malay, singlish, mandarin] 1180 \n", "\n", " WER WER-LM \n", "mesolitica/wav2vec2-xls-r-300m-mixed 0.13222 0.098802 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.force_alignment.available_huggingface()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load HuggingFace model\n", "\n", "```python\n", "def huggingface(model: str = 'mesolitica/wav2vec2-xls-r-300m-mixed', **kwargs):\n", " \"\"\"\n", " Load Finetuned models from HuggingFace. Required Tensorflow >= 2.0.\n", "\n", " Parameters\n", " ----------\n", " model : str, optional (default='mesolitica/wav2vec2-xls-r-300m-mixed')\n", " Model architecture supported. Allowed values:\n", "\n", " * ``'mesolitica/wav2vec2-xls-r-300m-mixed'`` - wav2vec2 XLS-R 300M finetuned on (Malay + Singlish + Mandarin) languages.\n", "\n", " Returns\n", " -------\n", " result : malaya_speech.model.huggingface.CTC class\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "model = malaya_speech.force_alignment.huggingface(model = 'mesolitica/wav2vec2-xls-r-300m-mixed')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load sample" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Malay samples" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "malay1, sr = malaya_speech.load('speech/example-speaker/shafiqah-idayu.wav')\n", "malay2, sr = malaya_speech.load('speech/example-speaker/haqkiem.wav')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "texts = ['nama saya shafiqah idayu',\n", " 'sebagai pembangkang yang matang dan sejahtera pas akan menghadapi pilihan raya umum dan tidak menumbang kerajaan dari pintu belakang']" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(malay2, rate = sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Singlish samples" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'221931702.WAV': 'wantan mee is a traditional local cuisine',\n", " '221931818.WAV': 'ahmad khan adelene wee chin suan and robert ibbetson',\n", " '221931727.WAV': 'saravanan gopinathan george yeo yong boon and tay kheng soon'}" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import json\n", "import os\n", "from glob import glob\n", "\n", "with open('speech/imda/output.json') as fopen:\n", " data = json.load(fopen)\n", " \n", "data" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['speech/imda/221931727.WAV',\n", " 'speech/imda/221931818.WAV',\n", " 'speech/imda/221931702.WAV']" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wavs = glob('speech/imda/*.WAV')\n", "wavs" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "y, sr = malaya_speech.load(wavs[0])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(y, rate = sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predict\n", "\n", "```python\n", "def predict(self, input, transcription: str, sample_rate: int = 16000):\n", " \"\"\"\n", " Transcribe input, will return a string.\n", "\n", " Parameters\n", " ----------\n", " input: np.array\n", " np.array or malaya_speech.model.frame.Frame.\n", " transcription: str\n", " transcription of input audio.\n", " sample_rate: int, optional (default=16000)\n", " sample rate for `input`.\n", " Returns\n", " -------\n", " result: Dict[chars_alignment, words_alignment, alignment]\n", " \"\"\"\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Predict Malay\n", "\n", "Our original text is: 'sebagai pembangkang yang matang dan sejahtera pas akan menghadapi pilihan raya umum dan tidak menumbang kerajaan dari pintu belakang'" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "results = model.predict(malay2, texts[1])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['chars_alignment', 'words_alignment', 'alignment'])" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.keys()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'text': 'sebagai',\n", " 'start': 0.06008348540145986,\n", " 'end': 0.48066788321167886,\n", " 'start_t': 3,\n", " 'end_t': 24,\n", " 'score': 0.33321882429577904},\n", " {'text': 'pembangkang',\n", " 'start': 0.560779197080292,\n", " 'end': 1.1015305656934307,\n", " 'start_t': 28,\n", " 'end_t': 55,\n", " 'score': 0.40627123912175545},\n", " {'text': 'yang',\n", " 'start': 1.1616140510948907,\n", " 'end': 1.321836678832117,\n", " 'start_t': 58,\n", " 'end_t': 66,\n", " 'score': 0.4999573007225997},\n", " {'text': 'matang',\n", " 'start': 1.3819201642335768,\n", " 'end': 1.7624489051094892,\n", " 'start_t': 69,\n", " 'end_t': 88,\n", " 'score': 0.3155402321564753},\n", " {'text': 'dan',\n", " 'start': 1.8425602189781023,\n", " 'end': 1.9827550182481752,\n", " 'start_t': 92,\n", " 'end_t': 99,\n", " 'score': 0.4285128627504628},\n", " {'text': 'sejahtera',\n", " 'start': 2.0628663321167884,\n", " 'end': 2.643673357664234,\n", " 'start_t': 103,\n", " 'end_t': 132,\n", " 'score': 0.30797706184716156},\n", " {'text': 'pas',\n", " 'start': 2.8439516423357665,\n", " 'end': 3.084285583941606,\n", " 'start_t': 142,\n", " 'end_t': 154,\n", " 'score': 0.2448273648820558},\n", " {'text': 'akan',\n", " 'start': 3.164396897810219,\n", " 'end': 3.364675182481752,\n", " 'start_t': 158,\n", " 'end_t': 168,\n", " 'score': 0.3999038577079774},\n", " {'text': 'menghadapi',\n", " 'start': 3.424758667883212,\n", " 'end': 3.945482208029197,\n", " 'start_t': 171,\n", " 'end_t': 197,\n", " 'score': 0.38456097932962396},\n", " {'text': 'pilihan',\n", " 'start': 4.065649178832117,\n", " 'end': 4.486233576642336,\n", " 'start_t': 203,\n", " 'end_t': 224,\n", " 'score': 0.3332554669607255},\n", " {'text': 'raya',\n", " 'start': 4.586372718978103,\n", " 'end': 4.826706660583942,\n", " 'start_t': 229,\n", " 'end_t': 241,\n", " 'score': 0.3331461350123278},\n", " {'text': 'umum',\n", " 'start': 4.926845802919709,\n", " 'end': 5.227263229927008,\n", " 'start_t': 246,\n", " 'end_t': 261,\n", " 'score': 0.26627070903778116},\n", " {'text': 'dan',\n", " 'start': 5.327402372262774,\n", " 'end': 5.487625,\n", " 'start_t': 266,\n", " 'end_t': 274,\n", " 'score': 0.37489531934261544},\n", " {'text': 'tidak',\n", " 'start': 5.54770848540146,\n", " 'end': 5.7880424270073,\n", " 'start_t': 277,\n", " 'end_t': 289,\n", " 'score': 0.4166095902522405},\n", " {'text': 'menumbang',\n", " 'start': 5.84812591240876,\n", " 'end': 6.268710310218978,\n", " 'start_t': 292,\n", " 'end_t': 313,\n", " 'score': 0.42670090425582496},\n", " {'text': 'kerajaan',\n", " 'start': 6.328793795620438,\n", " 'end': 6.909600821167883,\n", " 'start_t': 316,\n", " 'end_t': 345,\n", " 'score': 0.275826780960479},\n", " {'text': 'dari',\n", " 'start': 7.029767791970803,\n", " 'end': 7.2701017335766425,\n", " 'start_t': 351,\n", " 'end_t': 363,\n", " 'score': 0.3333086719115578},\n", " {'text': 'pintu',\n", " 'start': 7.350213047445256,\n", " 'end': 7.650630474452555,\n", " 'start_t': 367,\n", " 'end_t': 382,\n", " 'score': 0.33326695760091263},\n", " {'text': 'belakang',\n", " 'start': 7.670658302919708,\n", " 'end': 8.071214872262773,\n", " 'start_t': 383,\n", " 'end_t': 403,\n", " 'score': 0.3998415201902393}]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results['words_alignment']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Plot alignment\n", "\n", "```python\n", "def plot_alignments(\n", " alignment,\n", " subs_alignment,\n", " words_alignment,\n", " waveform,\n", " separator: str = ' ',\n", " sample_rate: int = 16000,\n", " figsize: tuple = (16, 9),\n", " plot_score_char: bool = False,\n", " plot_score_word: bool = True,\n", "):\n", " \"\"\"\n", " plot alignment.\n", "\n", " Parameters\n", " ----------\n", " alignment: np.array\n", " usually `alignment` output.\n", " subs_alignment: list\n", " usually `chars_alignment` or `subwords_alignment` output.\n", " words_alignment: list\n", " usually `words_alignment` output.\n", " waveform: np.array\n", " input audio.\n", " separator: str, optional (default=' ')\n", " separator between words, only useful if `subs_alignment` is character based.\n", " sample_rate: int, optional (default=16000)\n", " figsize: tuple, optional (default=(16, 9))\n", " figure size for matplotlib `figsize`.\n", " plot_score_char: bool, optional (default=False)\n", " plot score on top of character plots.\n", " plot_score_word: bool, optional (default=True)\n", " plot score on top of word plots.\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_alignments(alignment = results['alignment'],\n", " subs_alignment = results['chars_alignment'],\n", " words_alignment = results['words_alignment'],\n", " waveform = malay2,\n", " separator = ' ',\n", " sample_rate = 16000,\n", " figsize = (16, 9))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Predict Singlish\n", "\n", "Our original text is: 'saravanan gopinathan george yeo yong boon and tay kheng soon'" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "results = model.predict(y, data[os.path.split(wavs[0])[1]])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['chars_alignment', 'words_alignment', 'alignment'])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.keys()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'text': 'saravanan',\n", " 'start': 0.9011306532663317,\n", " 'end': 1.7221608040201006,\n", " 'start_t': 45,\n", " 'end_t': 86,\n", " 'score': 0.20384644589796308},\n", " {'text': 'gopinathan',\n", " 'start': 1.822286432160804,\n", " 'end': 2.783492462311558,\n", " 'start_t': 91,\n", " 'end_t': 139,\n", " 'score': 0.18884462366602262},\n", " {'text': 'george',\n", " 'start': 3.384246231155779,\n", " 'end': 3.6846231155778897,\n", " 'start_t': 169,\n", " 'end_t': 184,\n", " 'score': 0.39843227863319036},\n", " {'text': 'yeo',\n", " 'start': 3.8247989949748744,\n", " 'end': 4.125175879396985,\n", " 'start_t': 191,\n", " 'end_t': 206,\n", " 'score': 0.19766118923832002},\n", " {'text': 'yong',\n", " 'start': 4.225301507537688,\n", " 'end': 4.465603015075377,\n", " 'start_t': 211,\n", " 'end_t': 223,\n", " 'score': 0.3175080964962857},\n", " {'text': 'boon',\n", " 'start': 4.745954773869347,\n", " 'end': 5.046331658291457,\n", " 'start_t': 237,\n", " 'end_t': 252,\n", " 'score': 0.2619183103243723},\n", " {'text': 'and',\n", " 'start': 5.747211055276382,\n", " 'end': 5.907412060301508,\n", " 'start_t': 287,\n", " 'end_t': 295,\n", " 'score': 0.3749432861805885},\n", " {'text': 'tay',\n", " 'start': 6.027562814070352,\n", " 'end': 6.227814070351759,\n", " 'start_t': 301,\n", " 'end_t': 311,\n", " 'score': 0.29917768239975223},\n", " {'text': 'kheng',\n", " 'start': 6.287889447236181,\n", " 'end': 6.508165829145729,\n", " 'start_t': 314,\n", " 'end_t': 325,\n", " 'score': 0.40980812094429014},\n", " {'text': 'soon',\n", " 'start': 6.608291457286432,\n", " 'end': 6.82856783919598,\n", " 'start_t': 330,\n", " 'end_t': 341,\n", " 'score': 0.36095838113264694}]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results['words_alignment']" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ 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"output_type": "execute_result" } ], "source": [ "results['chars_alignment']" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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QL5v2WcyY9HrHw/7mRCtQQWNBfKyfKLyJcC8z00EkGuwk0Ka735BIuu3GqY1JokgkcwWqATscnEzmEqxJCBwz1fQIF7s/F2VuHCPFqctLqx19L3/LYo/bnxNoShlvvGS6iooQOnNWVASxIoaWRDJljRFPBUuYBgU357MYFpZUdSl/00au4kjI8YPUQZsxE14ytwTqSzZTLETLT4pYv0A32Vwq5Kh9feEFwUlcGq0MZouFaBAcoDZHVTBYU8w36qfuDRXUofZTaiFfJCBiR9eiVhHrvzUM1g+21FFbK1NUoCaGKTi/SKZEzqp5j3wO1RgjjPHNr2/BZz72CK68bm+YcYmfeuZt2OvgAzGryoZ5qnc8wd833ngjXv/610NrjeFwiHe9612tY+zCPIAxM9CZl0+hIAIhk4KJcMqGc+wvRCYBQFfpP7RGIworQXuzH8CphGw7gQXbMVpbs9akaWvdvot2WqXp8JRI/lYmEunIRpPoRaO0qnqOafuh7R0TnGCC2WmiGiN6aOknh1Tx9nXQDyK/h2SA1XWKX48x+AroIr5KREr5OTX+Pl7WhATCkeLAlDLYv2jisqvC2Q3Dnht+emPnqo9ZrPfT+H/Tti6yltMHgWSu2BDpOPv21XV/033XVobt46pjI0Krqv0iPdUxpkKyfZ4K6NRNs8MCwsSQ029pVFa5+pPQJJPONJIUqIqQQC1ekSSk6pM6t9TYkdeQB8FJjUUrkzQ59cxclVUZs/smIqtr8sj9HlN98TQefEw8rYeq2qe0HRR5lfpMBdep+yors9jSmbCOgoivI4wxVGPcdMM2PPt5M1i7BhhCYd8jj6jGEzeaqY/Vx8knn4yTTz65dVyE79++f+v+EpZIlqhfjxLFVRCDkEnBZHDBclj6j8Egnp4jRv4q30enVCoFl9HYKX4alMbDDAtfdfTa9/sxA9UgkI10GkxtTJmmGl2TTQqo45l0Vv8WZronm86ENiRvibKmaBLZqLoWgL6fUd/G0JQ1YtpqQr9MPn4F6+OYEyiH16P2VKVG5qiJKYSktrVsQDo4IQ9VodjEQwEYyKczqS6qark6JFt9U7tQWzGCGJi3KgAYTDZJdn6e4bVWaL+Zkos+8QWK1vLuGMr8c1SdT13U9cOAOkQaKRorV/q4Qllog2ExbhAtOvWzg+mqcrlQyiSD5IRoG5s7nsC8MixD6Sjob06gZyOq2GLHxftZKiyX0gnUhG6km2rgQI8xo30CFVMlKeiOgsFMh+IX1gWs32MbiSTUpNA4H0jXFlM1SUFUMNi92BaYpfqG+2EqECKdhSoxRB24p0AdSOfe27fj1zbfg+NOGOHrN8xhPDY49dRZrFUGI6XcM7k2x+JoQnSpjCWAMRTGRrnjncsxwRKsOgiZFPTCKfu8zv7CA+iQqWqRUCSZOagqGWEkEprKJUlEslA2HyQQmWzWG2q/xdqs1amIKRPWIqH0BSSL/CEb7SDPvDVst02VBMiMVHnb2/wk+Xh4O247I44p89bY8bnvsk6fy1Zw8gdYIrmYb5FHyoMvoVHwlCwV1gn2xVSvRH+CBBTQkPRi1yannY5gL4u9FAo9rVWpAldhgYDgBuVbjpu/ZsKAOTEY178tX6f0IMJYt0t+jzyYjFamER210GVzIq9qX7XlzF2oMBmJTflD8p8cReWzx8uGuQb7IotITonsLec1qscQ5jmk7eG9VWKoSgwDkhmei4Eeu+ilsXbS4yCf4Nr/Me2/WJuuDqsgONwUlqfcIMKpKuJIJND5UrKXCY+0WvfVJJIjjL3yQ1XitlsNrvjgZ3HMMcfguc99Lv756m/hbRffgoWFBdx98xF43NNfDOCGzvMwP/d5GADfv/0lWeetRJ656pi94GplUj6KgiaETAr6gQLtMF9HFxQnYqpaB7OpCOVAOyLZCKBTsLJKwQy0/eeUuaBtRxaUJTuaFEk4c1cveA1qddELoBO06flIAl7k1jrFR8QEtA1VmXLglw9JpSO3QfvZSl5jchtRIoPIrKm0H0Dt19iqSLaMzdD4+6T/oLrescTMHaO9VcecMF+NRWyNgeos/7xt5SDqa0jPLHxFsseEV7Vdi+DGN+5/E8AzDwj3tbQbW3hwCpj/t1embShZUapsW8WgrPwhq8mu+1nWRBK+CauuiKXzG6xIZJjHEayeQTw34GKQSwqIzOYG4EnuQ1OZJAwq/8iUmSkZxyx0OHNT3YEuWS7DNrW0PYDKtLCcyiQd/4xecNsGelwFxWmqhTHzUF6m7T7Uyrh+SAEEgLXFnN2fOA/Dqo5VCKv0IUHkVvKHtGTQ3is80A6HUmA+l3WkVgC4/46t+J1zbsfffuwg19/HrngE//g3j2Bh3uDoY4Z43S+uxWMf+1gcc8wxAIDnPe95KMsSRx99NPbdd1+sP/AwDNesyzIrNbD3bq4dzbzxiWIMY6MccbTJUOrfBYIQQiYFnThl//8FAFAq8IfkP9uisNrK9iel9qgIk4eAcJqBbgblQUAiAecXScF1PJLkETfVUOUa3x3FSKQX7ZSt0DFC1uu9qpgZaQQU2MfLcxgheF19eG2GfpGq2aYpEHXKIPXPmd3G+bct2zYOfr77foc4KaR228hrylwSsGRnEhNMgQW/R4h8qYrxAACLHJoNRpJCmFLFSeZiCU+sOxO0G128YAQyGFeO0gjqouecX1dBccKorBRkp1B1ug96TRUsOqn1VSuziFquqWkOlDK9yWmnwsdOXipFRkqVHKjS86ubFKXRjFC2txdLVbGrgBNyVZl98miqlJvRr7N4wuvMlCulkNTMdMCd2nSVk0g+FiKVQ7XgCKGFfe5IkRwbzZRP40xfCfQ35aK05rJjfOeb8/jE1Vvwn196BMPhEL/0S7+E//zCYZiZ+et6DEWBk046CW9+85uxZcsWHPSk47Hh0Cfm5XU09rUyzjy9ZLraBk4k+XM87QUnwa4BIZOCTngE0qmSCo0orCFxrL3ya6JIgXRc9FX2YqqitJqBdkS0Ef3UqWrUnq9E2m1w++w4ajJTFspX+hgxbaTFcD9prHFCthizzdoXUXnt87FN8u7m5C1UURt+m45w1l+ipF9lhHxHf6c2dE1Ge6VACK8PArWxtW6oIqEmpb3JTs/yqwl0Psn0q42ot1z6JIExCsZE1qmWQuHh9wjrQ7XcVypGODP7as0VqOy5LKty3A+SK5FEGLkKyQmkQu2nF1MjI91mEc4udCWZj4FOYYos5gbFSfVN6lh7fQOlVDI4DtUfVG0N9ThJFHeEGrmcSmQIMq+e0QvOZDV2vlN5JwFL6Oiac4WTlyXz0yELYsMD6vjlq2sQEEgijjz/I6Xu4Car5FerwElidbykWGKMu2+fw/899zZcet0mF2RnC+ZhxgZ//Ib78PUbtmNcAo8+XOKEE04AAGzduhWj0ahxjFdddRWuueYabNu2DQcd92zsdcjhWak4ahPUfHSZq5ICWRpVKZP+doGAQ8ikoBsUbIdHXVXKkshU6o/AhJVSaTgyGUKpilDZn7EyztwVjOANFMoBVxQCFVHX25zyFxEgygKe2sj7sv2RQgmflHBSlkKCxFBQH2igHIZmnc2yufMSL4CPOx54ylJdJmg0JNJtZqnB+bHbGCHVgBn0IHEqQhhzv1ucLIYnapLUHsq0S7GrEfwUsuutKUhR7FwZpPehIpJlfKep1MLsHJW5aLmmitTr2L7IYkauIklwp6PtnaEMBoMx5rWdsHpkEsCgsNNLSuNB0MpP6UGpL+j3NtBhTUNFmyh/IjPHJXgBchL3QIz4xQLu5EZ/NYiX5SRyTTHf8AH0ylbkZSX4Nu4o2FevDZyzppj3lDyOeRQNQsl9Hek6x85vmOuR4OowMlkTST8KK9Ak+LyMba/2d3RtB5SOyORIjTGjF6BhsFZvx6g6ljVqAbfduoA/+fP1OOKPd8eLT7kPhz12iE9+4quujVtvvRWf/OQnvXZf+tKX4qKLLgIAnPmXnweQRxDJUCSX6I0rgtgFfq2ETAraIGRSkMSph/66JYZEGnkqD6AmkqECqVjEVad+BaatYeAcUhbD+gROIhkpDH0fuU8jJ4U8pUeDJDoS4rfhxqaYKqmb5bverUbVL2JPIdTKmY/GxhVrpxXhWINja447ouAhUi7sIzWearLtEdEMc2CTGEcU4QSN1+mpFLWZZBrqi0hl1zh2ZdCxJvIdQqXPpWn80tJ+uBnxFZSJz3zsWoamqwoNFY/fT6FSOfG0KqEMenkig1QVpEQW2nhEkcYQkqaQ1IWEzD9OZq4cG27G/b6YlBqOzHIyyQKi9GmTylIKkZy6ztcSzeOg/IekRNqf7TkMu1JG5GJnIaR1eo74cReqtCaiqHMm8mA5tcmqhUcMXWqNsQucE+ufm5xyBXKoFhyB9H0ka1Jqy9R/E6F0UWpD1ZPVG1b0aoQSd982hwvOvx+/csFueOxjfwwvPuWbAIBTTr4A73vf+3DPPfdgn332wQ9/+EMopXDTTTe5Nl/5ircBAO64/S8BAHPbX+9Sc+QiJ/8qkBdEp2SEUwikoAtCJgVpVIF1PPLIg+y4/JJk7hrMKkllrMp47zme4oP8HAu2LSCItUkmUxgTQXRcPRZspxFTgYiTbqqQts+6XDngCicrg7qNaP/euajH5CKjFlaRDMtMijrfJWpz4CBiK1QzmmrD/1MFc27Dy6RNGWuTXQMUHWaphGBy3tjWVa9v0JdK4u3y7VP8l1i7O8kkb6pg51pp6+vYeanovk+ojwotKSE0ET3706l6i3hOjAp8NIlAcn/PDBWPp+bohRbCpbTBcDh2JHBeAYDBoBhXa3qWTA512UoaCaToqZAcxfpWVpVLkcYUSQj7mjR/Ik96H6bsiPaXWFLgk2ROBvPHUae3qH3trK/lmmKeJaGPt5ny21ssVjqppJQesyylR6hKFqqscib6KqSX1zFisrpWz2GoFjyCGPZNdbi6OKqIZxhplUD+kZqZvRbsHi5QeqTRHQfq52p3PYeHlVUm7/7uNlz4yw/gHe9Yj913V5iZmXF1DjjgADz72c/G85//fJRlieFwiEsuuQSHHnpofb6C8dGo+yiTuZFWx1CYz/DPsf6S2pq5Vu/p+bbAD4JVCyGTggZOfdxvWPIXmrFyf0n6G6gVxyCaq+Fqpl3yDfbBI6uhf6RH8lgZUiST7zROFBN5JOvAjipOBgOFzVM6eT+R71SMEDswwpcb2TRrsVGxNlGPvT6OtNrikcjYfretSQ79BYKayLYGwom1G4wjq447xpRZYjVGvpuI5KSTs57q5y4FVZOoyPrLotpN7poykVdhff4qC9pNDUuRYu3+7td//Yz5bWhtvMisqIJ/EJEsgqithBTpShHJPmkXYr/H+rFlJjftrNcV65yPk/gEps1hu9uqz1WdPkXDYKZYcOkh2kh1To7DZN2dPEiPS+lR/SyhGsdEJBKA5/NIKCrTUdoepuoA4udJMVJK/o+8jVgdZ8rKckfWdeq+6dEOc1GSyXkBgwFKPPDDEr/+ug348If/DUcccQRuvfVWAKd5fR555JH44Ac/CAC44/b9AZyBO263JDJ29Ykg5qiCNLpcBTEniA4RSYEgB0ImBQ2YUSWXceJIf1c/OYF0KT6YCWudVoOC88BrxyjYqK3VPt8fsirnUnuw4DhFTSJT+SHLwtYJ/SC9OgH5ipEkM4AjrkmiQ/v531EiZn+UA6tI8nQjfsfxeq3vfhW0p+B8Ib1AQ+ExFgF5ZPXC/qNj8IhrpUbmKoV8PDkKZjAeG+wlaD9mwhiQnhxzPdeUgW/aOUm00l0AJCo630jU6pwxqn3KXwXRaSuUe00mRvDshoGCVEWSk+PgprBY/HgV4PJGUkCdQVEFLKnyQtI+BesjWSiDgQu4w4hhRsCahg9h5GKoysxVB+0P3KQ/fcwx09S+oLtotljwCUak31xTvpzgNzURrs+l9fmzfw/0GGv1XG2+miB9OYrkSgqYM22oauGDlEk/6mmNYYdaSOdoVi1grd7uzFvbzIbrOvMNdTKGkRpjVlUpPRh55AF76Cdd99lKGQWAYVVeAVirxlirS6zfXeGQQw7BZz7zGRxxxBHpE1Vhnv2eMmN1ZLKH6WpupFWrTLYrjLWJq0ZpNMgOZd4IbRA0IXeFwOGUJ/xvP9gO4BFIgiOSnESGCiaZsaqwbvVLwcmj8kkYEdGASNakKS2LONWyTU1EjGQGDanABLaNVAX7Whfzqv2pVGYKQOi+1EkktX88MR9Mfn6VQe3HycrFyG2yb369KtLmiGSbCsq39VEvXT1T/+T1GiQ8JAwTKIrKn6AvStHcBeAu9054DiiPIgA/+I0jipHFCVe3boP/PdlA4O5VIrFa16asXjRW1YzI6pG9iFlqw9+vp8IX1utSMnm5xUABgDKeKpgC7Y9Nsr0ARBnHXR9vZSCoKJ0H+edZX8m2tniaitUIrkgTIYuZOxcwUUWy3l9vG6oFL01Hu/l0RfJYoB1+LcjclpNMnmOSj4uPNVTmyby1UAZrZ54GADjs4LtQjG/FmrWn4YorrsDJJ5+M3XbbDa961auS/pDzaKLt6HJMV/sqk7m+kGMWta9vH4LVBSGTghrDAc1wAAQkjAfOof3cR5KZsrq0HgGRpHYMKZdESFhuSK8tIpBKVSqhalcSqzbLQYSgsjpRE9PIPhf5NUWwGDFtyzvJyd140E4Ovf46CKwfEMhE68dIZan4PhMvx8o3xoe6nk8i2fZYfb6PjbnX5DxFComFBwQQKmg/V5mk4oVxKlyf+rsSSrpOVXAYoDYdVsoAZXr1xJBZceaKuVc3ptKzhZZOUsuvPSeTEQKpwvuGNxNblJgAlhzae3QwGGNQlI5E2p++aR09UrODBc//Mao2JtTH0PS0TblQMBhp2xepjW1mo23Er68KR2a9Mz3yQA4yb6mQiMQIJ50nBYN1xXYMqyidbUSxTWFL9b2rgi5FTKEtWHCclN+jK1sFvdmz2NKIwpqCUw/1nOvPb7OKfqwWnMpJSuQIJd799h9hzz01fu61uwEA/uyPH8SGvTV+7uzd3P2xTi1AIx6InrBu3TpcffXVeN7znofddtsNp59+eqPM0njUTgYhhYJpQsjkKscpT3wDUGiYorCqJCGcH4YkkyuTFayPJRyZjLVjmGLJyWeD9KmazJqizg9p+28eB4+Myst6ZTiJqkgYzSu8qK2Ui1JH+or2HSGnYb+sbA5Cwhrru5HaIyCEsais9vh8QsbH3h0xNlATq3Pp7fPGE1Ep1SL8FtvGR4Sgcc0mj7qp4JOo1Qg6dO2ZQFfPpkkTLB5YJ1kGSN50SkUIJW+v45o0AgQxUkzQLshPf6I4MbFUcGrkaDAG5bILVUVaxBjq2tQ0VCZj4AQmOy0Gva4rIjmK5PnjsOrd9IgS95WbNshkNYZBdW4LWBKjlM1xOFRjrC22t7ZricmOW1xaycSUrl9IJkujHYkDun1DFSl/lYlrXt+2Xpi+g0DtkBms2w6DGTXGz758DX7t/Adw9jlrUZYG1121FR+8aiNGlVqtYPNLDqOtA5s2bXIq5J577ol/vvIOAK/DPXe8rorGuvoWIAWrD0ImVzuGA0vaEktuMX/IMKCOF0CnYOatvB2esoMF0bFtIiA8FZkrAJ4fst7PGmakjyuJ0VQbwT5n6kljp7Yi0U0b50XV40j6P3KyVgZj7yRtwdjD9pRpENiGKhkcAymIIcmMBuiJjcerY+p7QjNyGiqHdIldmYh6OAki5y+Mxun+nERVrCb4xWC8qokkgMS5djofUnkglTJQXasTfEWHb3atK3+bAnTRfj2JhKUC6ujK99VTKIHkdQ7ngrn3g28i7ZPWNaN5DCtfSB5Qh4gf5TSEMhhVeSUnyV+Ym3NRkQ/YYK6VfJEiCbT7JPZVJusonmUWacoJDJJqh9Qxfi5IBVMAdi+2dfv2MTPJdP+rh0TEorAWsEGjeFCclP/fSI0xq+edEkw+jTng0Vi3PrSAf/nIw3jxz+3JfCBrJfL/nHsP7rlrAfPbDV5z9jq8+tVr8NhDNDbspfA/N83hgftKPPnIAfbZoEGZrRSA2R4fAX5XjI1pBNgZm+DvxGTAVP/yAvCo7LIAqgit3c8QPWdj94ZoRukVCAAhk6seZlhEA9koY2qSqZhyyFN6ODKlazUvlWaDB9MJckC6cp7fn2ookl57rI5NE9JU/RqkKVqGEdeC1fNORuP0eASvjD1FjKgZzSaknNC2QTV/J9JXDtBUjmlcVfnGcRbGq2OvSaBqJhus6odEOJzUu3skCFSjjBf0ZFGpHZx5JesXjEDwbiMJ5XNJrL0tDAZV0JnVvLhs6aLyrhs3c02TsJooJhXGZJ+2vgmvl7JBatKDNYGCWt9v4+pnUZSRMm3qqmqUzb6PwBRHXWJbRWDWDuehEuaktJ3MYkkl7ErPEQOZtabUTCKHqiKQa4r2SXxI9hZDmLycf9U9NtDtwVYcWgLe0CQ51Y5WxvlDEnmhvzUM1hdbWrvWymCk2pXb1Qa6r/h5GbJAN4AlJAXiJGZWz2N3vRWD6prxFCNdcJ8jGGx5eAFX/f0DOPPn19Vts+A5v3fxXth7T6DcPsZLT7sfL37hDDbupfHqV67BRz64FffeU+KVZ67FrFKo1r2hAMwojTLzI8CVyHk0A+zMB++TsVFRv0hLJvOD6hjkLbIA+ZFax1AYG42SXbMyg4QKVh+ETK5SnHzMG2FzP6ooMTFs5l+TQUWzdluGyGGESDaC6WjlkTtH4rxgGKj9IhVTC2PvUsXUSFImYySQtlP5kAiz/JEp1TCHXKaUxIZC2pUOJNW3Mk3FlMrwuq7PmuBxs16P+EUIa3I8vLwzdQ1NXpnCk1IoW4893xzPG3qgPKaibk5CYlcziQwRBiNK5odk5Y13czZhYFpXVjovWTAmFwU1ob4BpEzmLirESWfXuJypKiOeBTO7JcIYpu/gyiSZXXb5LwJ1kI5GmapDHrXU/vQjptJrKaY28vyRXT5vbeginioSCGWifhLmji4iK0oXVMelqtALlfYSV275Mef48fVFTuTZlYzQzLVAU2EuYFAiWESo1N+hWkiqwF33m4sErObx3j+6D3d8bwGbX3A7nvqMWfz6b+1pF0CqMh/464fwyY9tgwJw9w/WYvujH8EhR52E154zhz9551GYn5/HFVd+E0Xl8jMcfR4AUBqDMRvf/NznYQB8//aXdJ6b2Oi5QpsKsOOUwCxlEtllbTmdVZarkH3GI1h9EDK5SmFGLZeeCCIY+eJ+jRUB5f6PtmzQDveHpMA75JbpESxOTq0a2Ra12iOREbPUhhms8s1kPYJZMCLZQRobx8fUxgaBDFXQasHWDPImDc1ziTqVR2ScLhVIQ5GEb4aKumwnIkTRRiGoyZtnWhpO4lUmgcucoDcIQIQ4xIhEm3qW7ItNHELStDNGM10sFHzFr81XksMYm+w6rfwBZWKu2LhkEXNluq45aiOVJXJG++n6phSAMMJqG+qyzXpDXeLh6veBthEnB7r0VMOBHnu+kQro9F8sjXbvopAIDdS4hSDWxJICA3HiyNub0QsTk8gcUOTamY5jJbSpNTTmsMxQVxFag4A6WpWYVdXxqThxLJxp7Mr1W9yRCImfrozdh2oBs2oeIzXGXPARJ0WLk5F1ejtm1byXmsO27+efDNN2eH1X986sWsAFb9gdt/7Pdnzoun0wVCUKFjv1K9dvxxc/ux3XfHRv7LZG4eWvfgK2bdsGABiNRnj2s5+NPffc0xFJjnFFhAmm+l/X3TBvmuRrPvhIj1vUxxL5ZNIYlZ22gxTHNpSMcI5NvUwlZq6CGIRMrjKcfNz/tfkdW2bXDQWPR2bV9b5USg+vHaYyNn38GIkElVW+ShiClQ1JYMO30JVVje2eItkSITbVvy3Q7Lc24W2219puWz9EiFVkH4K+wp9e3sdE+21jCJXMKr9jSCIBeEFRQv/FxoADE1VXv3U8TRLBiWLoAxeWnRRRlWsVLs765yFjgsMIZ5uKmTSTJdWyYc7sj6lWJHNMV+PljFHdylkGmdTsXgx9IXm6D04kuS8kVyEVEH9+ov02FUcgFbnUL1vQQlDgk0kTeu5juFSwr5e89Bpjo7PGEuaGHFbpPuy+mpxoSl6v4K6NawOlS08xDdV0V0F4nWhNeaTGGKlxRcB9wqJRYgyNAsaR9CHGnppJi3icNHYFOlKuXK1AathUHo8/+C5X7uavfAT77vtePO7HrsItt9yC668/xu0ryxLXX389PvCBD0T7oKN1JqwG3ohSuSJDkCLZR93LMl01tU9jdruZ5qq1mavqVU+wuiBkcpXB+kgGG50yWJMuR8AooA5tJzPUUKnkfXACGcsLaUISZ9sqB3UfqfdiWSmJ4GSSEBJVhaZqWY2tLFDv9+rF+/VAbdF3pUBATk2jrNd/MFaOqCIZM1GlsgFpdfUHxvqbhe11HV/MPFUZQKPye2QKZII42gl/y9dVGXCT1EmUvtBUMUUogG5zzPgYAZgYcZk8MuzOCh7ps95YkcSWenTejQFMwl7YGJVWJpXtga4t93m0+61aGkZBbRlRck9qIcK2i+S+ukxdn0dj1cpgWNT+eeSbuHYwV5u0Vuaufl670p3jQplG4BJOEguVzoMYI45hIB8boMTun9EL3naeY3Ep8yhSHzmErasMJzCU9J7MKUMSOavmXRnnr6fmXflY3kKBBSd4uiKCe+otjiiVRgON82aV5z2LLRjBXpf3vuNHWLdO4TXn7eGpjENVL6y0ob53SqxRYxQAdtclQn3xlFNOwbvf/W486UlPwuGHH46TTjoJAHDzzTfjtNNOwxlnnIHHP/7x0T4okA7BVP/mO145c0Y3zFhjymSMXJaw78c+Zq6hGpwCVx1T4L6SY6PdfEeUSUEMQiZXCZ5/wkU2dUcqamvgD+mpkMov40xGeWAeDiKSzhSW7TKoCRCrT2VbSRaRv9C8lR+DNwb4xIu2KzAfwgwCGex3JG5cj53aM9okg+PwtrqUV96X4eoir+v5eZqgXsc4Gv0GCmRjGyOSLJ0ClfM4PSOLye7YBH0SlS+slyJ6BrXy1L+TZvs7u2/TtBCaEsbOCp33rvPfdf3ra2vY3/U4ih6BaXIWLwIDC48gto0RqEmeI2S6tP6PlepIr1inQFbkbhDkVyyCe7krcmpqfGHkVd4XEcgBS33DiRo3C1160IehfyTYBjxl0TQis2pPqVxAoSgPYr2f50YcrWBFctq+m4uBXTwpAWOJih1b8BGqzu3IUyTtvT5UNe0ildGaF7ffD2tnngYAeOLBd+Ixa+/Htm3H4ZCDvtcoNzMzg2uvvbax/Z47DsD1nwaAf8A9d/yDt29u7kLA1Pkh6Wx7qmSP5UVnNsrqJOs7FbP7Q16/HfORY+ZK5casffGZFMQgZHKVwBQ6qkDan7QdXmqPRrCaikh6pM8jOUQ2GYkM3jslmbIyIudIX+qdqislUTNFMSCO3jh1PV6+z1R+h40yYTst2z0TVuYH2WXe6pvyxo/TlQUqwmxqUtzo3zTGBSKefMytCmH4s0koY2qkI5MIJuYRk9Nk12xS30eZbKtnTP8PakppVLDXQWvrL9UngueuBjruQeFPqo1RKFqIYslMVLWOK8SWaMbPa4P4VdUHhU05YEmeP8b247A/i4TPcIqQhW3zcopt42at5BOplcFIWzJD2wC4bU59ifRNd3NXPsdUqo5Y4JwwHYatVweUmdELTqnjbS817JgMZjKjeLaZ/hVAdW7HjhTy8ztiyespJYiuzo0CsIfe5qmROzKX5M6K2AJAoUqPdY3U2OaPhMH7/vxHuPpDj2LDxgL7HVDgiCOHGKJS6AGsVWNv3Tt3XXTjxo34yZ/8SRx55JE49dRT8da3vrWzznxLlDVTmbPafJH+vhJWeQzBlcjQHzKmQpYmrhLaJ0JhPkNtdGUbemwcY6Oz/Cu5ykxfyly/TMHqgtwVuzCef8JFNmJroSLL7fSTKYcFBcxhZLECVyPhiJgKysCpkmXineZ8J9k4TEQt5fNOo/y2U7N/T70MiSGRyZQ/pkKTQIbnICCn9fjzSGJ4XEkowBQmGoTIqqoRIglSI4MvXlt/MRJJPytiqIq4b0xMfQwDoIT16t+JnLWMLdpG2sy008AxEURHoYVEoErOXpSrlkhyhK+QsiVIkS1vUDKCnz6H8RtB6zJ2m1u1r+jvw8eJX2Nf1Lw1RvCa+4lE8r8LVWJUjL2gOiNdTc2UcUQyVCTj420SupRSWftFxkkk933kKmT9CSidb+GODDZD/eeYuZL5ZEgo/QAupjJXtcfMzVQpZUVBvpJU35lLLgQmsStH/VvpCK8JJ+RDtYB1agH/deN2fPyqLfjgtY8BxgYvfcF9OPqoAUaq9syb7flt4Lj88ssb235wxwHRsnMd4bqdGmf8YDu0PRWJlVBGzFTDc2QJZpOUutyRGWalfXNAxoIhRcu5PJNi2ipoh5DJXRikRjbIIQ+oA3ipPZrRQKsyROJURLEMguxQ2zF1zyN2sfQgvG9mzloOeP/pdpN96aBuWI//HYITx4po8fasX2j8GKJttZR1aiRvkyaOmpUJxhUba2fwjgYxrgieMnWORoV6GypC58xcY5NyRPeFieEnIWcumAuaJJCrYG11EdRNKY4uCfdgnBXFc1eGQm0uzKGhUNJtkiQ33dfG6ysg+SpynUaDcZbpaartmFlsjCTGwO8b+ptMValtrQwGFVEcVGauRB5JgVtTzDv/xa7xDgNSlyJ5YeAcoFJIGYH0VEcW8IbMiNfqOc8kdEeBcpna8bf3bX1EFWK5JrkSSTkPw2isI5b/kBTIAvW1oOiignzwaK72b+3uw3tun8OFm3+AY0+YwY03bMd4bHDyqbPYay1QKIXnPW8GBYC1qvrEKWA45Qhn4whpHCOuOIYwsLkhud+yoe0d5G0cURZD8phS2UltzA14U/Yoa5XJbhVzDF3lweTKZJ76KVhdEDK5C8MUmmQk+7cjDcqPylrYVCAN30bUJJKC6cT7UV66Drc9IDmc8EXTfwQvdVPYoDzxSLB1u2HbLspq5ctYm8b64+Fl4gfGyiAwO2U+lykV1gPvD4hPrhUFIWoxYY19YzVTJOkgU2XpuBjZdN9tzYhioDJqXadeyPVxq/+GTwraqyfBRxQSPEdaWhASyFBp4yDiPKpMO1fz1FIpAwTRTulca+UrlBzkL9l5bRiBBOBMWKn98N4Z9PCRjKFoIaLd/pSMRLLIsEQqR1UAGyKRQz12ZLI+Bksmu0DnI/RxTI0p/D0WQEfDYFil3+A+hBpEJrd3jmspwKN45iiiqVf2UI2xrjqGMJ8hkUiK0Mr7oWAwVhXLS08iqEHviMJdx/r8rlPzuO3WBVxyyXoc8dbd8YKT78N3v7Xg1EcNYKiAtbpw7+Shmq4SlnraugLo1FFcladCEtGLKXt8W2jCOoaOK5MRQmmfyNwAPHaSkKtMptRQr0z1zi6hq9QgqtouKqWgCSGTuyCe+5NvoqX9BoEEGIkkolj4SqUtU/1SkU4yM+Wo24GXuiJF2rxUIiG5Y83ziKucSEb9GEMiiZqw8TE3FEl6HzaC+MTGbhihi42lB9UISFpIimMmrCY0Q6U+w7p8LIwsNuDUQb8dpZkySUVpsqzTyeB5ufrv5r7Fqnve4UeUz/ATl1IcwxyA8c5qFVSAxr2kVZ13TScmO5xk5kw/QpLPr1EuyQt/99qvfqYC9nQpnTwfJPeNBOAIIzdtJSVyqLk5aYfqxghQTbDaTXpjiiSZ2oYqpGbb6j67w3csZVoQAIAClDGe2WkfkDnrsMoXyaO2kk/kiALuoNlPG4EVlbIbCgCUcffWhefei3vvWsDcdoPTz5jFwQcXeMHJ9wEAnvucX8H73/9+bNj4HSwsLOBT/3Yczj//fOx1wIUYjD4PACg7zE85FuY+jxLAHbe/JLp/Hmn1MTdSahmQOkesOurHSFtYh0dNjbaRZeYKGJMfHKc0uhEhulHGC8DD8kyKyasgAiGTuyCs2WqCPAKODLlgOiFUXdYMArNWw8tU7RApbSGRnOAlzVqrOuWwVjnbTGC9PkMyycbHyZYjsoUJU9g1x8JJL7UX+HsmESHLtt9EX4OKvPABpUii22fqWXqoMvI6kbHZsqRCAtyMldctijr4DLUdfufb0nIEXdr6ie25ef5SimI4AeHlYnn/Wvtq3bs60TRzpR12e6g+Fsqqk1CmdXLoshBp3zeVp9jgP1MoWITUtvGnlM2UyWk4Jm7aSik2RpVfJKXWsIpk2v+PnytOBvnYKDXKjI4TrDCPIj8GF1gmSIURU/54fr+2fnIxiY8hvXtmMwPwhJhV8+6YCWTCSmarwyrwTnzM7RYT4TkQgumDshzOVuf3LRevxwEbALUN+OmT78WAzTQPOeQQHHHEEXjKU56CffbZByeccEKjvXGP82uq/6WettDf0d/X/lbhCmT4fisRN1FtUyJjKmQqTQcpkzkBbyj4XG5wnLHJa5eIY2mU84sXM1dBDEImdyF87avfBwAcyHNDAhWxUTWhCv0gQ3Dy1PC3rNqoSKSLxsr20X6wMo7AKiRnhV4dnS7rKZuxmWbYV0AkOdHjhDIWgMcGvKk+WETgQgRjjBHchkLqtptafYyUB1CrmSGx1PXvYa7HKAISydtzRJKRxppE1qqkNV0MmuUmrenek2VCP7RkvUBV5LBJ5+PjCnMAClHsD4XmhNqFyXcmr83r0qVe8msUKoZUI0eV41FKu5TJGGlsu/fCdq1P5Lj+XVv/yEKZ+qcatwbwCc1RY+oi6R+p4yHiFOaBDE1ZmzkWQx/M+t0T66sPOZw0HyOR2b6pLupULH4wndoPkqK61tFdo+0EZNLLoaia6Sl2TLqUnQf82SqUwcc/fD6uuOIKAMA99zyCffbZxyv/zGc+ExdddFGyvT53gQGph+m2UopdVwAdV86EyqRFTgCbRgCeiFIZN3NtLty2Q3WS49QYYrBEWLnfBYI2CJnclVARoHJQP/iWDKn6d+X7H6ZyM5ZFnGh6SmSYXoPa5ARS14TM7osQKmp7UKuRjXera9v/2SCwqM1bY6at3GTVbkyQU8A7Bm4O2iCpRVgnRjirbUW9z8tJGdZxfTCSSSSvKJvEEH6ZGELVkgikNW/1Samucs81/R/r3IHhRLevGWvML64LKZNHY+zKcUx9pHH2UVgU7MecJqvU9mpGGEHUPUJtinTH5KaoyFiyfuT+GrIUJQNdOrPTzutT3bPDIq5hJHM1ghTNmkCSMjlTLPg/9XzrvUbbZxzZq0xhI4qZCwgTqHWcyIRRSrkSabctJIgqJ58lCz4zF5TJu+cXG/FUV5SgrzJJUVmJOLrxeIrkuBHEyJVzJNa4IDKzVW7Nwp03Riz7HdaqAZ2XWVXi69fP4ZOf/CQ+//nPY+3atTjppJNw991392qvK8oqB6XvSPk/zhmdJI1dAXRsABxgLlAYc5XAOVM0iNtcoOyRT2Kjb0PKZE5qEOvTma1MMqLYXqaO+ioBeARtEDK5C+Cnn/MW+8sTHwcgIGva94d0ZDAEI5KN9B0M3KS1Sb54H0GbgSLI+6W6HpFMENnWtqi9CJEMzUJpfz0hrusCXIkEoE1r2pCG/2RYNnK87vdUOg2+zx0D+TSSihiv6jUTjo035xFGKl9NzFnEVt6EYdtixK4PoSQS2YvktZgwOjfYYMyxyX1f4tuXjO5KcKpD4vhTkxLTUofa7eMPSQTf84+E6TRv5f21lYupTTzFRhi5dVAF1yGTVlIp24mVT+zItzGm6FVv08a4HAkMUmHE/CFjqTHq4y0dYXL+mYFiGp6HpQIPwJOLQtV+kN52di4smUxHp9XBcSvU6trQI+19jmb1YXbmaQCAww6+Czd95SPYa6/3Yu3atbjlllvw1a9+Fdddd50r+5pXvh0A8IM7/l+jnbntF/bWfLtUwhSRpPJt6iK1HSqMdukjLzhOrAwnmCmfyPq48nwm+6KrXU4kbZ5Jf7tAwCFkchdAWeWR5NFZvQiujmD5DIqre02TVf8FyM1ODW+PETePODp/SiRJD9W3EUwRKKasIBtXmyLZIJJuDIxEhgF3aHs4OA3nV+m1y01EVbUkykhqeKwNH0hSRp1CmlAWq33cfFUVTD3MJDZ2HYHGzFUeCqrDSKOC97c7BtZeoUy0DOD7KEbHwhTDXN/FXCgAyDB1zG/QQFVqZCpgy66O0PyYn4fSKBSVSj1pmyE56wI9igNVuhQc/epXJDCmArbcN7V/ZKX2MRI50jbgC/lKAu2mnjTWGb3goqvGyCH/OxZ9Nfybk1MOrjTWSlvZ6IvODQWoqevk3/t9TVS9/qsFoFk911kWgEvtEfqAcnPWAv4C0F23zeMXN9+P4358hK/eMI9999P4y7/aC7NVWFF6he+u6fzueBRTTomxHDjllFPw7ne/G0960pNw+OGH46STTvL2t6mOBu0qYwo2xUeMtMX9HQEKjtN+vkmBDAPppHJAdpmwkgrZlXvSgtTGPspk3l07Rl5qECLRJYvmKsqkIAYhkzspnvX8P6zNVxl5BGr1EIBP+pKmo7WPYlS1RKA2BiTSKZUsZUZN/thYAJ+ZVOUaZqnB+Lyxh+VUYrsbsyV6rWpn5/FWG2PpNjyy2UYM2e+FiSuSjCR6PpAVyVPaV9xCMheb2JP66G2jibOmdAX19pgSGaJIqalh31xBCojJpL6LYc/u0ig/wI5XxzQnE7nme6onYdkVoZBWGUu0m/6RWTT/m/Iw9o/uW5NaG/AmT5Gs+7Y/Y2a1URIJ4+3Tqqz8IS15tBFbxy7gTh9STMFiUgFhOLjfI42j3lc69TFaN9hH7YQkkV77Ixf9den8JGMqoVMIM86hRunIZNimVqULAhNr63vfHeNP/mwt3vrWIf7XL/4IH792G854yRoA9Wt6pHxyKeiHmZkZXHvtte7vH9xxAIBX4Qd3WCLZpdsb9PeZBNIKZOjvSCCS1NW2qYhkWDaWA7IrUmuKSMZUQsPqdMFAwQYhyrtrS9M8nhg8Ndbkj0ew+iBkcicFEchGagkAPIekp0I61a/eR6TJRW+t3hM0t4qpkSHJipm0OhIZI1+GmbMGZrDemBt9B+3xcuwckILITWY7BRR3LKauQ/6NjDByuKnKIEIyvbZZO4PSC5zjFVN+WTJlpZyPbsLbYupZ2+/6pqu8D04iuU+kQnNSXecTrMlgaXwVss1UNeW/6B1PJmgsMf9F+jskLnx/HzVUVfVHetzbFHfXg4GC8smSqq9DbOLnnS92/gpVZl//5r1nFbTZYt4Rwn5+sKRM5qUGcQpgtZjAg+vMaBsZlEgkqYxtoGNXlW+gbjG/BLiKSSpc85hpWzOKaa002nI1gYyl30gpk23IIZy5RJP3n2zLkepmMJ2aTBoMq3Fd9t6H8aF/2goF4GWvWINTT5nBwQcXOO7IIQDgKUcN8IPbx5hVChqV2T2AmSnnOFztGFcsZIxuxZHI5FwPwmLJp0r6P4b+jv6+dpWNFMh5UwQKo303hf6PIebNoEEeQ79Gm8MyRiaVI7JdINKba4Kao8o6M1fnc1p9fydaBhbs6hAyuZOCkzXTMEmN+DzycoxEUkCehvkn/Sz89hsEjZNIFv219Z2mbLvlwN/Gx+aNEfCWibv8F01hXB99rPAcsR76JLIRaTUcc5vfIx+jMlDD9smVYn6SjuwF6mJK0bEmOcaZsHrtcvNC7St43HQ1hDv9unQEsjT2H2AnYKEZaMM/ET6BnDTfJJlVxqK/tplbchKZIhKNOtV5nBksdAYq2NWhFGDCtCvwnwlO8GNK7iRmqaWqgyrpamqllcFssTARuVcAoIwLpOONr0OZ1JUaOSQiWamSPOhNFwrUx7FWb88Yrz3HFI20HqtPHMNjcGTLC85Tk8QYCVTVuELFr+1YUujrX1mw6WmbUjvCGLMV2Qyv/5AR6AIGN319Hle8fys+/NENGAD4mdN/iCc+boDZGYXZiizOFBqPbisxhMJQaRdxeLgsBq67LuiOGhtgvoOI1Mpk/jvXKXgJ9TFllhlTG+PjqQPbUB81yWyfQofq5xi6QR5TSl9ZqY1ZZq7VNyrfzLWbeNYk0v7eRykVrD4ImdzJ8MwX/bH9hRE3QqgU1tt9EhmqhzxNhoNidWMEL0L43HjCd3o4RhWMMejf84/kamOsTTc20yS3kf5TMIWvZDoSCcSPKUTk3HkpPGhzoh0v5yOYYqhMgxgmh5BUI5myo5p+hW05IsOIqzwFRxj4JHZoU/NhDMYT205RZlN982Tz3R3ZH6udSHKE5F3DoIRqkMScvIyE0qQnNeSnSHViynIf4uJ8P1uIY6z9YZWvkauRM2oh20yVj7Mtn6NfvrJKADBial2MPAJctazNWCnPot1vOpVEbnieDFgTmNguBn6UVBtJNdYmN/MdekTa1r/svQ/jw/+0FQDw8leswS+csw5f/fIcTjllBkcdbqOIvvzlb8S3vqNRDD6EjQfeBABYt/5imOIRbDzwItvP6PMAgN0O+B4eufPQRR3basN47noYGNxzx0sr/0WTVCK7czvmBbbh5Q3aA+nE1L1Y2o5Y23UbLRObRJnQhDWlQqbUxz7OIH3OW2niEWS9Mqj9PTm5F2VSEIOQyZ0MTnWMkUWgUuSYkshJFzNlbQuO40xZ+bYioUhS/8rf57dXbysHaKqMKhxnuq36PADc3NPzvUypmByMKBoFmIGBGUTIYw754OW5X2VF7lRRWt9NMOWRivCygEcgY8SwC22KZKhAdvk+xsw7Xd5AZTAqmpEjU+30RVdqhRi4isVBqlgf0GURMokorSDyXgePaS5ScPKYioZryWSbylUTUXo+PEITmqYGfo7emFvMXLlJazj2GRZkx5LJBaeQ5YDnd+wikzTuWTXnVMyh8wGMB+rhaUAoTQYhZrYam3BWNg2YNwNnahoj6iOMswl0H7gAPGoBd962gAteey/+8eP7A7CpOoaMFHPccuM8rnz/Vnz0qg0wxiqQz3jaCAMoDBcx6Z3H9I9xV4aBNXcvUQfYmTe+76NVCbsJDND/vWsQD2IzRjpdRiq/Y7Nt1UjxYaBgMlRDUiIJdQAeZjKbiobdQ20kQp1t5mq6A/BwVZL64H8LBBxCJncSPP2Mt9oZbmB2GlPEGpFQ7SysQQLtvsiLjJEjT7UMFUqXlNAv442hoSA294WKZDjGEJ4SycfL1MjWbxEzW3WEmimSXrlG3cjfipWtfg8D6LjijfqMRKKuyyOr5iAVYZWn8dCRwCOTpMgA4gRtUvPVWPvZ2wM/vpj6OGlaj5waq8aXMvaaCAgkJ5F2WzuRbEPYHimTCj6BbFMUU4cQ2xeSSAB1cB0WLGdYEcp809bucqEPZFEF+qmD0vjRV2PRVkmFHAYkqMv/ke9XlXoZi5BKZUNfxWmBrg1FYVVMhdTw03QAdaqOr3zJKpC7r7UfjJe//A347/95DF74oqdj8+bN2LJlC4wxuOKKK3DZZZfhd3/3d10bF1544dSPY7WD/CPp7kmZnrahS2WMlUciyE5XnzGV0G87vfyT2t6mRIZEMlYn7D+HIPY1Qc1VF3l71IcssApiEDK5k8AUKq36hWUrX0jaH0ZCdRFbI2157yJVK5I+UVS+MhkhYo1Ir0VkP1cfY79zVBOukGR6/p6qUTwYi/F8MI0CMDB1oJ2wYow4Uhl+vIVhvo61AulSeQBuiueZlAZmqWFwnFzEorC6iXjl6xgjejkTfB4EhdRNSvreVr83eeCT2pa6tFobM2cddqiW08Kk5HRnBZ25hhLNSKP96RNLnk4jef6rzfw+GzgSWpMqrk6OdJBXMCCxyeOoys3opqrII6ISgaTgOhQsZ1YtuAAwXaD2mlFTK+VR+76JFDSHB8whv91ZPR+YtwapQQJz1jbwSbVPJC2Z3ENvq8bpk9e2XI3TQB2Ax+aOLMfA//3V+/CNm+bxhCcM8Kd/sifWrLFjL6qAOUWlPg5Q+0ESjjvuOGzevBknnngiAOCcc87Bsccemz2eebM60wFNihKAMXWQnRKk/ClWpl2ZHFd3gUG/9BPGUFqM+HQ2VBXDfa1tV+2HgXRKUyuWbbD1dLDNr5Myt80x3/XKZiilXr+ZhLIMVv9zI8YKVheETK5w/MTLLra/6BjBUvG/WZTXqMloqB6CbQ8IHydrDZ9Iapcrk7wtIPBB9PdHc0cmiGRSzUzVCcEJoII1O3U/EwpkgtD658Cwf9UmZaB0M6Il7ePpP+o0HfW2xlA6iAuRvFidWICcPoil9MglkX3SaeSqmjHVMWdcS7GaulrShShHWsJz3zRxBeDIIGBzMo6rl0TbNeDXkaKmUp+UeoOejbQy2RHcKuiLg1JsEAkkQqkrNU5XfpO5Jp42CE7aFDb0X6QUHjzqqj1e45FF27bx2ghNW9vHZTCGaqiPgD0/4fFRuxQ8aKlA12ZYLSB899sLeOtb98BJJ4xw4YUP4rK/3YJffN1uAID9DrzT1TvlRV/B5s2b8Xtvvr5SIJ+Kyy67DABwwQUX4IILLgAAPHDnQXjgzotbx7AwZ8vec8dLp3x0qweeWWtF8tzfyMjrCGR8zPMxRtxHkfZ1gwiU/VkGK9ddymaIOiI5D8oTH0etBOb2kX/ecojk2BujEEhBO4RMrnA4RRLofFe4l0+BpoKnfF/LuCls/Xfp/A+VX4eVbc39qGoy2ugjIKHUtuE+fKnxKV4eCM1IG+ek0WdFIsk/MvBx9BAhx05NZARSDUr7UzHlkZu6suq6aOZ2pJ8p09aG6Sq1xVROX6mrCeQ00loo2Nx8ShkMdDoFQp/UG/VY42aKKXAFK0VumnX0BD6TBoDychLGAsjsjOh9LqobjkdBjZH3MPopoVCUTibSrz3N0DCYKRY8NZOUQc3MHYGIMpkZCKZWv5q+vpxAUpqPobb+hmv1dk+5bIP1W0yXtQRQYcRMZa3yVymSkYA5jZyKAbFMqaU0AaTJKPU3C34dLRElP9Kh17+pjoXI69KB2h7CYJ0yOOAAjWecOAMAePlL1uI9lz6KX3ld80Wfq0C2+eVyGPTLcSioYCrzVKZKprAkZq4T9tlp5mrSpC4nOM44sogWI4cpwmiQ6ddZDbJPcJz5slvFrN8hyvWxUAqxFDQhZHIF4qRXvq3+I6pIJioyNZCTQICTL79K1LRUocpjGZBM1CQwJIpe/yGZ5PW5UhkGgIn1xbYbVo6ir7aCnQ9HOnXVL5HIGBlNKJIqLE+EkJnJKl2iKCITF0ceESWAKbPWGJEMTVhjdQo9nZhrTq3RpUs030VG+qiEfVJFUHn7sz0dSdAj67v9puHtqkCNGehxNOH9rg4XuCYg1iH4teHKoo34WkbPvVZ2tjbQY4z0gqc6DpQf7IXGEeZbzCXHpPTF1EUiruQXafsxTo3MzZc4avGnLNz003htaljTzlTKjrDvfBWyxBjaG08sgM5spcACcDkaiUQOpycStWJ25mkAgMMOvgvF+FYMBj+FfQ78HgBg/d7/ipk1f4aNB14RrcsVSAJFYy1RYrxKLAhWIvqQwiXpv82sdoJAMkSuUndUV5tUfynOS5+7nMbZpTjy3M4CQRuETK5ANKO1sp0Zz3SoZsYC3Hj7IiQ09JPk5dtMV2m8Dd/EgNil2m5so3ZdfRNVKqPngciqrush/On1FyF3zLRV8d91lay9Ik6qyt3YFjhHwQbByTFljU2UXWoDZxJrGvt5mo5JFTRu2koEIpZsPtZ+DjEMlatJxpmKDNpdL01Cm+daeQSSq2arCXRWB941SxCm4PykljQa/pBV6g27z3hmp24cTiH1lbhsMsmUUz9XY00ieRqKHP9IIoBEIosI+eMkkZ7hWT3n1MeUmWodgKdpkppC2E4B8m/mKqj9/a/e+SCuvnILNmzQ+EF5GfY8+CCMzrBaTaFQ+SUuD77//e/j85//PJ72tKfh8ssvx9Of/vRe9TmJLI3JIpQGpK6tvmd8sXDqHWpfyflAlWvL+ejaMTbjaR+zSudbGFP8oJN+jRRZtb1tAGB5Jg0tB9mfcx15JkvjHwv5R+aZuVo1MG9ZWFXjywzAY7qvBZUjdZXG0ccvU7B6IGRyBaL2cwxeIm3EiRE7z3qBEzv62yN2rI1C2dQdQFP1YwSOv0tiqqlL08HHV5goAYz6cqIux4PnUN+5kVotkWWkURtgYBDzkXSqI9/mgur4ZRSsuSrlodRFiaKIk0TXFuw4cnJGEikMo69SIJ0wv2PdB7KUM24qyvus+6kDnqTSathAKXmpQWLY0UFsUkQzFoUUoEtuyXSomK02UHCnMHANTS5SCwh1aPnmuSciOVMsYI2ec9vJ1JR+r8vbvIkGyjNF7XUcgZkrb2Ntsb0256xIZEyRTPk6rtXbk+plmE8RAIYYY6TGrX6V9Xjb05CMYSNExogvHSsPoKNhcPPXt+NfrtuK6z62N+YXDE56xu3Y6+CDMKMsgRz2iQC2BDj88MNxySWX4Oyzz8YRRxyBX/zFX+xVnwfQmc+8TwysueB8Z0lBCDIP5uk/yiDCap7PZH/CYqp684mlj6TPZEZ6DEBV+Rabvpc20mr78YzR7CMagCdCAq2JbW76krzx8DHkjD3m45nvwylYTRAyuYJwwllvt7+QOph61iPbGyahqb9RE0UX1ZWbrUYUwtAUNmV2G6vv0njE/CupzfC4VF3PaxtMYWxDWFYZu00bP88jJwgxRVH5JFMBUJWyqNjYiqKs8kK2TFocITX8z/jwK19IbsJKBNP9DMp7XXUQn0ZuvlBxRN0PV+Xq8nEym2P+6n6fsulZ2+ptigyHEUc5FAAog5FeqJLWr2IySY6N6HkNaTc9J8yccqBt7sCBHnuBb6iP2gQ0XDAxvcxO/bp2ULx+TbbGTg0F4gF0wueGE85RuLASib5K41ewEVop4E77eHPSe9TqY1iWVMgf3DaPXzrrfhx/whBfvWEe47HBC06dxW6z9iW835FPBACMqkipQ7V8E8ZNmzbhlltu6Sx3/x0HRreHKmS20mhqvz/BZBgzAhmSxzKRFiNESmVMl29X5ZLbMxTQWnHVQZoMirTaZSaqG+Qr/HtsdOL7VRG5LGWyaquHots3qI6ZYDyC1QMhkysISdUt2Jb0oSTiVdSErhloR/lmowowA6Zmhn2F6T9i46Ayhe8H6VKCpI4hjAJbTda8vugYCp9EmrbJPfeRrOqqovTqeyarEVWShsyjrxaFrxYuwJq1jgbdER75JeKBc7wyFYEMVUIidkMWVMc7XEXmXMrb1knuyIiHkUkKsJMyB6XUDTHEPjJhEvm2hPNdGJuWnFs134kiJEFhxNBmebtosNtgrrFvtUEpAKY2R+U5EIH05CKmSA6rqKgzVb5GglZVCo7QTDMwh1YwWFtsn+g4XACaKtVHAYOZitRRX+S/GNbxxsQUw3V6u7eN1wuVQpdDURnsobqPQSsDkxgD77OILIhQAJ2RsnrKg2qM79+6gEsuWY8TL57Bs55/D777rQWXUsO+jhV2U8POca0UpBTHkDzmKo0l7GtkXibLvVGfO+2UyXlTBMpktxJYOsLS38w1lRok1ecYOqo4NttWmDMD7/tKqmHn8UTUz/DvuHluOr9lepz5vo055Ur2vRUCKeiCkMkVgONfWymSgSIIZJDLCLGMBcdxJrPBPqc0BoQ0bC+qlHrqY6BaMjUzNe6QRHqqZqBs2n3dyh9YefKLVPQzUCIBeEpl4/BYzkeXy5ErjIHa2A7LdrRrJ5x81m2F5qcFUyXr8nG1jf+em3eP6nEimVIdW9OCJPoLieSkJqO2nm0jJJUUyKULTnli52eSY1pNUDAwSgV+jvV1SJ6j4IFyJL5S9EIFUkf8DSdFSs1TgEv1YZXB0pFIIB5Ap+GHyEhnyp8xpjpqVUYXrSY9loLdv6Epbb1QYv0fCwU89rE/hlNP/iYA4Kee/cv48Ic/jHUbv42FhQX84OYj8LinvxjA13qPbxoYz10PA4P77/jZrPK5RHLsti9mdIIccDPLWp1sEqVuP8Vuc9gmEgtareNoJ5I0Fn7r1AF44v01VMegXOrYU2Qt18zVot856yKUnEiOjXLf19gioUAgZHIFwFRpOKL7UipkZL/zmRwov2xIMKtt5QC1qWmobtLPQCX0+vTKGE+pbJBZ+l2FBDFoB6gnXBQ4J3LcDTDy6FJ2FMaatnrEj34GhM4jcPCIo/WHNM53DCCVpBp3x8u1bstgOGj6gwHNXJCkYFIk1bBOV3qOWB+p7YNKLeJmrSGoDBD3megKEDINn0P+EYv3p1v3k7kqjzaaAl371b4i6wg3DHYLFEEbKXTcUMQJ3DeXyCOpj9zMdJhQAmPJvEujMF+mP1uFKiu1kT8HFHzGWies1dtdCg/CUC34imTE/5DGPKvmXbqOsJ82k1SrFlZmfB33FbVjyW+c3HLSSNsvfc+j+NA/bYUC8IpXrsF556wDAKxTGjMzM67spk2b8IQnPAFHH3009t13X6w/8DAM16xDuUyJMQxMdV663xMlLGlM2YOERzCf+eqhevM9TCwFFqSkUZAdMiENA82k1ENCl8qYqlOatAI5Z4okaewKoGNgv+/Wx7DpMzmJMpk2aw37pnPR7T9KwXpyfU1Lo7CQUZa+uaXRjkAvZKQUEaw+CJlcRhx3fq1ILsq8NdwWKIKNwDecZHZFjk21xcYd+jE6pTIyLkOkLxhX6CPp6mQvyhnXrjNzDXwkeQAdFSFNRCA0i5ZK/0JlzpK2DtvKCFJBb1SkjA77Dv3HOtTJ1Pam6lhHzkyri5yApSecSxmoplCmdVW0oShF1NVhlSuxU7WFSa4+r0aomG+pKb0V/5iaTaaeRCaHzG/Slik7FyL6gBM6j0Tag4ACGj6OWsVTc8RScuhKVQ3Ta3CT0y70vasaCif8/I+Em78+jyvevxVXXrUBAwOc8ZK98TMv/jsce+yxmF+4FcBpXvmf+ImfwJvf/GZs2bIFBz3peGw49InLmkajtjvoRi6RJEVyuVNUrBY0lLjIee++FtO7Vm1+gVmKX/A40NhDxbJPHzEimR7LdM5FTq7LENytRFKDCLogZHIZUUYUyUYEVzTLJN8vRMwKagsBWat9FWNKpauDukxalTRN9VEnCGJQpkEeG0qniR9jjKhUgXVIkVQK1j8SgGJKpwKZppqG8miMb8oK+H+TShiqmaQ2hlFXAd9s1ZVvlGn6QXIiyQPh8DoptKXqiE3YHYFUtR9kipB55ItId9TXMENZWMSHKaWcptSx0MevD3EJ80xypIIQ7YpoM1/WGDfNWcmUuApoU6gSM2qhSi/TVO9SExsKoU/n2kZEVs0Iq6omeK7PCDHUFRlcq7e7FB5hao42Qjmr5p1Z6wjhGJrkLoY6QmvaF1MHP4eqxJ++7WHstV7h7HPWoVDAW//oYTxmb42zX7vO1f/ql+fwglNmsfc6+wF4yUtegk9/+tM49thjo2O56qqrcM0112Dbtm046LhnY69DDu8c/0rA2JhW0ikmrYKlQs4z3kbUYqRxbHT0m+iWbjO+l+TDme0zSaarbWXYuLgP52q31hHEIWRyB+Mpv/yO+o8qaquHyHOapUiy7fx9ZXSTNDasFFSTODZSezBi6Ihp8F70+qKyEcLpkUiFOn0HP45wkp46B9pYc1bqU1UkMiBxRCSLgiuL1X5GLmsy6Zu00jYdOfexbQ3fx2YRq5I00n/4JDJGJLtUtdwcjrWPZK3YNdoKFKnSqFZfwzyyNrkZWap9fg1CRXJQqWJ9oAAX/KTpn1lGE9/vLJgmAebEMbaPSF4qaE7MlJXvo5+cUMZNmMeW7DkfzMh4UEIreCok/71wSmb8vh6qMUZo+hMXLYsOIehIh+T7W21xOSWDtlXV/pkvn8X/Ov9HOPfcdShKg3/+6DZcffVGHHLQXa7snnu+E+Px/djnwN+rtrzR7du0aRNuuukm9/frXvVneN2r6n42f+gJWJj7PMplyrFoqv8tNsdjjEiKKrk8WI0pJHKPOdcP0pj8xVfTo3/0LEvtA+IzKYhDyOSOhu5BDjEBkVSh+uf/3kzbwbaD/c1NUXm/qbpUJ0ZMOTl0YzONNutjiZBLvs+1Y/zgOkw1dQQSgNLGI4tcfQQvF5A/InoFM3uNEcSGv2OgMvJthS5dQJ1Cl04RjCqTCUUthwx0BczhyeLD6JwhSqMa7U3qIzk2qtMcNRdLHRyHFGlNeQkZkVjJimSM2C0GdG+GBLpBqlgwHVICZ3XTt9BvvGyuSrn2fFNUIvg86A2R1ZHyo8Pyc0BqKD1Ps2reKZII2gvrUh8FjJersT7OfPNWoF6kCOvVqmQN+n1GAT92yAAb99L45jcWcP+9Yxx15BD7bPBX/J7xjGdg8+bNeMMb3gBjDK644gpcdtll0XGkfCOXy8zVTVQzy7epj01T1/zJbwklPpMTwlRmkXNVvscx/OAxJTTmOvz0yPevT2qQ0gCASrad8r+kPIptprA87yUnX3T7tflvA3Q/RXwm2T2Z6p9iMeSlU6kVxBzkPBOlUa25ggUCDiGTOxipFBwN5CiUQVkvaI72iWDUrDVKOE2cDAb1gDqojhlE6oSBcwLCabdF1MeohNcknqooHZEE0MgHSfVs/kdAV/kh3a4usqXqXI+FLhtEktowrC0AjiimUCiDmcFCQwmM+SxyX8bUGFNI5U/kbefkTwxXRXOC17QhVncSUphKXdLZfybR4j6TVGdGL9RK3BT9/FY6dHUu2vI/AvU5oWipQzXGWj3XPmEz2hJKpBVBAuW7pLYLlJjVNhhOWwqPWT3n1ENVkclGDsmE4lnAYDbw8+REsC/tcAtQHikFhjGLh6rCrFIooPDzr1yHD35gK+65p8TPvWIdZpU/ST3uuOOwefNmnHjiiQCAc845J2niGpJGCoCznDDI95lsNXMNPiIl8qKDuomzKJm9QalB5lA4awMbaMYPwJMKhEPk0Zpr5geSsbCkJ9k24makQHegnzrlRjwYWBd5mzdFgxiHx2ZTcCSsM6CyAt6YaqzzPYLjdEZzZUSyNPWEcjUqzoJuCJncQTjqgsq8NfIctj7Twb4uQlmTtjQJ7CSRoVIZ9OFIJEVx1WEd34zVjptvC4gmgu2xY6radUF0tGn4RAKkUFaTvYIF0GHqIm8yRhDp57AgZTL9ySD1ircXIzaklA6LceU75pcJFT/eTqNsxrSPVMcY6vQO6TK8NxrXtIigP87JSFnsHOcQxT6KooLxgq0M9XjRx7uzgs5FG4kmRZKTSUKBMkooteqTUa4eB5m0WmJYKcfhAkOlPg4xdkopYCO3RtN2MFBOyPq47O9/855H8OF/2goAePkr1uCcc9ehLxTgUnaAfqd+2YrXaOZpAIB9DrwTAPBzr53DH//JUZifn8cHr/gmiqI5cbzgggtwwQUXeNseuPMg7+82U9ZlWyIxjVgnSXQF1QlVlD7k0PQsL6hglFt840TSyzNpdEZaEABoVwvjdVrSbnSojzmg4yAi5Y61J7FyPojsHk2Rut4B4Hp8mnKIMI/kWhrmMykqpSACIZM7CKboII1AQpVraTMkY9VMgAf24dFaQ19Hw6KfNsxcU/0TadSmPqYu8oiwjPHai/9eB8jh5FMXJkkeyYxVa+P9JMLnykdQK5W1EjnU7cqdQm2yVnSVrUjtuuFcY5+vRtYBcWJRV7vQpRpqGMwUC61lvHEF0Tbb0oL0IWqTmGL2NS1t8+fLrbu2mHMRSFeTGslRn4va7zF1HxQwVWqOpkmwThgxpq5PqCioahFkd70V6/ScF0Cn2abxFEubHMA+g7Mqff/z3I3k10iRU2/++jyufP9WfPSqDdAGeNHpP8QznjbCkUcOk+2FoLM2VMBIKQwTL3gdCcQ2Go3w7Gc/G3vuuWeUSKbAyWPKjLUEAAPMLZPPpEt6n9n9XGa+PhvEKU+ZNOjvdyawcGaflRJHJq3hUhEF1Uq3Y0lpH7NKVydCGIlItgX5am+b2rH1uYLKJywpYhYzaY0pkW1kt08akT4BeHJUTCKdnEwuyPMhiEDI5BLjyf+7UiQ5sQqR2J6rWMb8KkMTV28MXBkMVEqgVh6j/VSk0EsJ4vXVNEm1aTqCfiPHwUmh+7v6nXwivYiqjHDy6KyORKpaUYj5RXJoIqIVMXSKYxuBqYhqoctklFEiirRu2xYdlPI8plTDHPPSNuWM2uyjrjXNSUsvIAq1C/QjbZP4HOaa5Ibj6dtXoerYdaRMTjN9xc4GOheemhdLm1GRyQLTC1DkRYatpkwjNa7yRMbzOhLBtONhJrT0vCafQbv92g8/isv/5hEszBscfcwIv/sHu0MXCl/58hxOPmUGu6/VKJTCC06dxZe+OI+nHDXKP6DqHTVSygaijkXvBlBEPgplWeL666/HBz7wgWidUIEELJEMCeTOfic7lSg1gY8QymxkEk9BE454tZiy5hL1fvYKVZ2UqWhHtOgutKmQXUQvporGiGQqmmtfdXKpfCYFgi4ImVximEj6DyBDpWwDVxrZNlPWfTaUxooIUmoQgAXqYeW88QUKoksrUhjWrmnU9VRIHmk1PIyI8mi3G689pev0G8nIq4xoFspP48EjfYbkkOdy5IFxaF8byOBlzWA+XYapjEoBgxZfyVhAnD7qJP8wOkXGqUK+GW3YdhsRDD+GFJCGCEPsPIWpOiYldm3t8vYBuHumza+vhGol0y6FRHUNdiu2ZQdX2VWhGbEmcC2OSNusnmeRUf1z1qY+piY2BZlYV20XFUncUDwSzQFJYxmhJv+hb6ItY5r1KlPW735zHp+4egs+fMUGDIcKb/ytB/GxK7fhZ392DYZQGEBhtrKvL6p/KXUxBvvKVdhN5auZAHDzzTfjtNNOwxlnnIHHP/7x0TIx89X54N5NRks1/XwWlwK5JqbjapLbVrY5Yc9XJhdrErkawQlXTfZ9s9ZxhvnqpLl9U2/oMdqjRXcrkzYgEPk5jlvMXGPfppAo1kqpXzZJag2yFERSSnMV3dLoLIWRm+VSQKCFUp4PQRNCJpcIR/zWOzzilo2Wd0EysquKlAuVSVXnhfQiuwK+matr2yd0nmmsblEgufpZ/UwsvsdJZPU3J5oKYD6PdVmuRvIAOVqXnQSS7yMiSaaqYSCcNKrgPi3taxgM9LjOSRkpS2WAOv9cW9TUtEJZq4YxEpkictwksdGiUQ0iMIaO5vNrS2DPty3OXDQV+ZOR5MAklX/w6xQMaSWZlEnyzxNYpBYyKBgO/exTFwYYIz5Z4uk7RmpcmaxbZTLV9gi1j2vbIkAsKmsBgy9+bju+ceM8fua0+wEACwuPw2GPeyUOPOgivOBFX8HmzZvx+2++HsYYXPfJp+Kyyy7DxgOPTfYTYjD6vO0/+VKsUc5dDwPgoTtfjoP2BL76GQB4Px668/1euXlTtkZhDQlk7I4mIrWzoC+RzFLExBdsUeBEsK8vYcPPtUd9U62It5qKJv0pO8gtM9MKx5ST1zFm0hojkjEFkExXczHt55cTSfGTFHRByOQSoREAJ8SE+xp+kvx3UixdxNg6qI7znWQkMswJ6RFM3r6q1EgikWG9oH9oY//Bqoqp42qQR1Iaab8uPRIZpvVwhBKVAlj4aTYI0RQd1c9B5R850LXvVbZ6FrlOg8q8zpFSVUeRrPfXBC8MhhMSxX4mqcaZH3I/xpQqOKmp6QwW4mQxI7B/VwCX7v6bfYRKZNjHUI0xNjrad6hg6RZV0/XXQr53RaRSg5BSOKusMk9mrm5/gtD7jZdOgeTtUn/kFzmq/FYV+DWjlB9kXlstDEVNX+sFov/39h9h/XqNs89ZCw3gbX/8MPbZW+Pc167DwCic+bI1+O3f3AMFFDYe+N+ujT7RUrswNiaZnoNgCV7TTLXRFkyypbExjacyVpZ6yPVZnDZqn8lMM8jExzVm4pqjQAG1WaH4TPaHu38Q+EwG59Kqyl0+k/3U4bbr1nb9y4yAQGTkH1Mm+TjTJra+GltWkVEbvr2x+hWRzVEQrYKaF/kVyDeHFRIpyIWQySniiW98ByNUaCeMFbKe1ZQimapPJLIaR2jOSlFYk4pmrH0yb63aj46L9ilGIlMKoVMU6/YaZEdHorCGymRVT+uyke8x2i+VZyatlPIg5feYQuzwue/jgE2mqSwpkEQiw7+pjUkRmq62pRbJ8nFU/oesK6LnYtG3bU4g285bLFonR1+/yGnnclwu5Jxvunf5MdfBb+JRXmtz19JOwFSaUMbOpY0Gu1CRyNKZHyvUiyOcSA5ViSG609YoAC97+Sx++fwf4Zxz1qIwBh+7Zl988YtfxMaNG3HGS2/Gi1/8Yvz273wWG/fZBz/84Q/x8MMP49BDDwUQj5Y6CbqIpFd2wqA4uUSSkGtmulQwHaarHMlIrsF2l6Yig5zwaKSCfqgD52jPvLXhL4gMAmd6kpjq8Wi7J6JEM6EIRpp25X10q45NM9c4kYyNz5ldZ5wLKtvHx1GIomCaEDI5RXjpgyYhiWF7MdPT1P5AmfTSfFT7OYlspP6guozcOUWyYboajIUpkjx1B9/XsOqqiGAsmA4PoMN9I1GVJwLpfCS17+sYwg2vIlaKkcmhHvcybeU+d1xtJFJIJDJUGWt1p6lMAnGfxhzEgt9wAhmfqPdQO9l0lCb0XQQk10Qp5duYSyj9RPN55y+VEiJUb2NqHClxdsxx38BdEXSss7r2DeZBdsKcjRxJAknXyWgUKrzH6pQeo4rkj1ClZVE2Gitdx6G7J01n3kfad9ghA2zcS+Nb35jH/feVOPbYp2Pjxo0AgCOOOAJvetOb8PznPx9lWWI4HOKSSy5xZHJa6FIbAatK5pSdj5BGQok6lQbf1uwrf+K6FKAh5kxwxxXp7FIQiVy0RfOMjaOviabAwpIZ7fwm583Au5+sWtmR19HQokI/M9c2ZXK+jPdZVuQ3p33yW6Rxhb6UKSQV9IBgxrF0z2Ku6SpXUmmxZaFXDlDBaoGQyWmiy7QVaBBCjuzUITFFET5pjOaRLJr1vdQevB9VmbRW5q3euBsLdBUR1DWJDIPreM0rg9CXkvs/FkXpAu5Q3XCSX2gikqULnBNDaOI6qkgfEcqR7qdI8SAeNN6BHlftWHI6iLTniKceT1WFjKmPzp+xxS8wF7TSSSRyUlPUGGqz4nbVMN5Hfp2QMHI0TDcDgjtiRIl8AldbZNc6sq09F0V1L5B5azrfX2UCVj010RQeFXmk363KuOB+2nNem7DacdQq5BDGy9fYBm0PBiOl8POvXIcPf2Ab7rm3xLmvO9srd+aZZ+LMM8/saG1xmDfd91CtNrRj3FJmbJr7YtfLkbllUuVqs8E8MtlmuhoSka4Jfz2GijgkfHgFaZCZ5dhoZhLqm7SGaTJS7QD518z13VKnLW1HVz887QgfOxkL5BGypqlvs0y8naVaqswhk1xFzcmLKVjdEDI5BTzhTW+3v/AAN7nIJZBItM0JJlcXvdyRpplvstoe1nUk0rEmOP9Hvz9GGplpa9T30VMx63q+4mgD57if1D0jkZYA2u2UC7KoTEpT4CqkRq1eDnRNZCbNX0iT7JEeY6ZYSKb0cOdCWSVrwAhM2Hfbi7rNhDX04+sKMJML+tRyEtlWP7bSm/JV9IKg9CRoMYWxzfQ0PM8FIzBArb6FqIO5lI0xrxbQHckD32iUtfJjarIYSx9SoGzcF/yeqCOqVookixY8qu7raz/8KD77jnfAjMd4yxd+hN/9g90xLBSGCllT/wMPugujGRv8Zr8D78TPv3YOb/2TozA/P4+TTz65s34s7cYkWJi7oPcdlIzA2lkvj0gSlt/MNb//XCIZ5gds718myZOC7lCuBgPx875UEV3bMKna3Pbk5YwzFVyHE8zYN79OTpWZ95QFy8lFV7ucSPI8k0ImBTEImZwCwsWtqZLJljImVkZV4+HmrKQ0FsGr0SOggQnrwNS/h8PxzFoNVGGaxDHi40h/x3I3KmUwGowbJq06qF/7OLan8AiJ1YAitVZ+Vm2+hClwU1hnLguDdYM5zOiFVkJE5rlr9Fx7J6peAQ3Hx1NxhOpjV5RS7zgyp7MNP7gqx2SfOlSPQEpTuD0XbWa73Ay1DeTrl2pXM7VsqBYwq+aX1E90pYPOLymRABpEEqh8GPl5ZG3U5tzNa1T7Pvq+kLNqjCFK3PqtOXzi6i14xq/9JnRRYPTl38bHP7INr/jZtVX5/pOb0WiEZz/72dhzzz1RFDnJu6e3iJCjNlI5mHj0VY6YKSshRrpSpqwrgUzlmqP2idxJfnw5IL8/QV9YsmEVYx0NtGPTdORFVe0TBIkU5dR1y/GN7EKZQdZiY7amtL5Ja8PPEvGUHgawQXWyFkLsv9y0HZOkBqGJ7VhSgwgiEDK5CPzYH1aKZML8tBMZ5aNzhDZ1EnBKYsPUNayrGImkfaRKat8M1e/PVyIVatNVwPePjAXOie2rfSS5WlWXIfLGc0Fqti8EJ0x+Lkc/0mquEkht+rkg7diHlalsGzm1l6GdwKZIZOjPx5WbLpITI459iFFI+NoIZYoccvJIRMFun4ygdamMQFppJFIT9h36X3I1rqG4rTLEAtQXMBhDNc556t7iRJGDk8jL/ux+fOzKR7HXhgL77V/gyKMGOOd16/CFz9p0Hdtu+RMAwGNm5rD/3oUjkTojzUaIsixx/fXX4wMf+IDb9tCdB0fLdqXe6AOn4OSQ08wuYwpkumy7Od1yqQ6WOC++7waRXAEEeTUjRh4703FMsf82Epljdgu0m7TmkN4GUQ7GlArA0/95WJp7neeYFAhSEDK5CHDT0V7IIZFtRC7SDieLnkmrZiarfBuvT4RSG6Co/R+j3StjA3wq48xSU4SR+0F6x2aYWSuA0WDs1dOMVGrFIrYqg2FRpQhoIWVENga6bBDIhj9jNT7dQvR4Cg/b7rgKpGPbX1ds71Q5tTLomj9awhvm0DMeeaSfXaamKX9EjlQwGo7oR46RK16HysbSbYR5KSdV+rhJJdCtMnJwM9VU9FHaR7kmd9dbVzWRBOyzEU6ASOvhZqmx8045SVNqNPlD/tfXt+M/rtuCD127D4rxAs54wf047ugCuyuDGdh0HXcc/htQUPibl/7Joo7n5ptvxmmnnYYzzjgDj3/849lY49d5WkQSqNXGPuW7npQSbX6rqjl5jfpMquS+HQFSVnL7T03iG6lBKLpoRrvke5erYgpqUD5GrkrGyFpXmpZywvvQmDhxJFUyplqGaTvi7apo2fpeaRJDv48gmmtEqaT2G323jmzpIeasgj4QMjkBDnsrUyQzn7d+pq+J10iMPPLtnFCSyqjCeqY5ZiKP2qqNSJiiAoDSzH8xCLYTI5FhO8aoWolE7fsYBsohEgnAUyKLDB9Hp1hGlMhGXVPXSSdlL70y1k+TSG0ziEscBrGbpetYyHSTB8AZ6nT0zDJCJFNkKHa8vOwYqlGmNDpJDFI5G3nkz0lIJBG9ErpBIlNpJWKgoC6N7RH/PcBeLRq35J5rqr2k2I5aDTEpqE6zjDH2+g018LUvb8eznzeD3dYYzCqNl5zxK9iw5wE48KALXbqOIw49HLN7bMCDPyrxyKMGhxyU//naetcmjOd+FQBw0J5vx1c/AwDvx0N3vh9AmjCSeeu0jZxz3xgGaRPWHCxXQJ2lhPPHSxLoxaiTYuY6CeheBWoyHhK1cSapB/qauTZN7r1+W9rKUiYRCcDj2u6uHz6DTZPe5oKPQLCzQcjkBPB8D3u+A7JJZaxcsM0nlNXrXFXj0xVxpHphWWcCy0gki8bqdVuVUwCULqvUHXGTVSrPiaXfVk0iB0VZ+x4G5JEH3qEoqQBag+2kfCIHQToOv46f3qFpHlsrXwM1rvIRUooRWy4vjHl9AbjamEJIICmPYpu/YcnSLMTSZoTo8lnUaH74ipZ8jGF6Er6tTQnsQm2a2h4MJx10qDa/5MFe2utUJEImlgBqU1dSIvkCQQoFDGaZjzEA3HnbAn7p5+/D0ccMcfON8/jL9+2FQw4qMEKJGWWwuzIYBuYMlK7jdRf+Oowp8cINd+Ntf7An9j+w/wTMwESJY2ni2wGbemNqqExSs30mM8raNAx5Sl2rzxf6RdGcJoyxUTPnO1JHEOaSkTubRDLXZ5LSPYhp7CSg61dUqUEs+QqvZ5cyacv0I/SUTiSpTCYUyJyIpk6BDExRDZR9liPE0Ps74g8ZK1MalVxYziO80we5AWllqneQP6frG3NCsGtDyGQmHveOt7nfO99zUzZ9bZLGSD3l/250RIEMzVtJhSzKWpGkMsELTFc+kVobFEV8esPVyJSyWVT7BkWJYeF/Vogo8pcVEcSBzlAkKyI5YIF5yHyVyGisTuM40TRt1dUkesZTBa3a2MfvAmgPFMMD6fDIq9R/G0ICmUP62jCGbvhItkVNTRFIriy2oS1nY5iSYxScizZySonv/b78YC+CPFiz1NJFWgXSk29K4QHUq/MDlPj+dxfw1rfvgeOOW4/DDr4LAPDi076E888/H3/4ls9hYWEBV199HM477zzX1plnnokP/+gQAMB7XvTyicZu3AJB8z5LKpNu/3RQKxr55bsm3yl1ZBx5N6Xasua3ahnNXPuZN7a9SxoEujK57ByDgQsiI+iH+r6uiWRTmezOD1otWfdU6jqUSaR9I7sjy1rEorISyUyBiGSXzyQPchPOcVYqXRMiKQghZDITqQXbic3Kcx7GDHXS+UFyFbJgRJJvJ6JYvdtUUdaBdMhkNRifImKmTaVINv0gPfPWalv4sqEypEbG8kMWAQlUqk77EcvdaMtyE1TjEUhnZslIYbO+Tx7t6am3kYrII6i6Y4KdoOaYudK5mdELrT6PHplkAWv6kp5Jg9tEx9QSMCfmB1mrfoFyiLRvXapPW74+J9R+NGdhuDDAxhVLQ9I2DsXuAYG9L9fp7d79CNQTRAAujYeN6krXzP596XsexYf+aSsW5g3Wr1d46vEjL6XHCSecgNNPPx1HH3009t13Xxx11FFYv359dCw5ORpTsOQsokwiHRRnPrp18v6pv5yy1sy1Q8lBnASWEXLYRibtuVk+IpWbRB7IN3ElIpnnMwmQ35+gH8J8jPZnM49jadqJPRH6Xspk1X+K2KUUyDaS6bevmgqjAWKkt8tnksYD+IvdKSjkETeF/sSzq11Obrkl1qiY1tKaYFeCkMlMNILW9EH/Rbb4GGIPf0yZDFVJZs4KeimoKqUH+S8mzEeLovaPTKmNTpFKtKGUQVGdv1ExxqDyk+R1AUsYuf/kQJcYVESuDTy4TkgK23whveNUdf7HkDgSAWwcV6VM5rzsdbXmurYjNchQLzQIZC4xzF0tnMSxnp+PsD4lnueRUrsiu2b1yVJ00N9Jk92A0KbOXW5aEqUMYBRGGK96szda2FmnfFoVnhciklaRrK/TzTfO44r3b8VHr9qAu28v8fxT78M3v7GAo44cevUvvPBCXHTRRdiyZQue+cxn4vjjj4+OZ9KAOESYYld+bExSfVyMz2IMbQFzOGri2aFM9jJzTUzSKzPT5VLl6mPNJJOJcTbMXCsimXdcKou8C+IgpY6IJF9oInSn6ahUup7v3NRCCBHJ9L6MnJemjrhK3z6TuFe6/CE5seVELZqbWhkYo7JTeU1bx+Sp0IB6gXWQFSNCsNogZLIDm/7iYvtLEBG1L6JEsA2pfpLbuQIZbK+IpjVlNZ5JK/lBxtRGF3GVCGfkGGjlzAXlqdopjfVHDPNDDnTZyA/pVAxd+zrm5IMMVcg2EpkyoQzNWL1xVaSyLWiMYqaoqbZrtJSNqJBEhPIC/OShz6p76ANZK5DVfuWPj5PIGOlrO48xM9UYeWxPP8FUZsSJZ1dQIoKCfWZtxN5VDmZxEIKisQLAECWuveJRXPbXW7Awb3DMsUO86Q/2wHe++Ua8/OX344lP+D3Mjm7F+vUn4hv//dt4zsm/4rV13nnn4eabb8a2bdtw1lln4bjjjsMDdx7k9i/MXZAkgzkw1f9iCuS4pd1patO1OWDehyTHzDVtwtecLLeauWb0tVSola3FmbnGgu9Q7sPuMZAKteqf+N5wpIsRSUu+miaercpk1VY/ZbIyjW0xZU2l9egkrcz0OWwjZhLd5Q/J5zNdqiRvYynRRlZDkquUmLgK4hAy2QHDTUaXCrkPpwp+8roJZZIIpCOPjBiqhNqoFFAUtUoYvjzo5UjtFJGgPUX10iFfx2Ex9sxXPUWSyCXzeex6YZEKOXSE0yeOabPWJkGiYwzzOZLfYhsUfLKXKq9QkfNIagQislz9s35p6aitKXT6JaLEXOZjnyLSPJIqJ2ddAXByVMlYsBxvf+P8Nc1hQ/LdN7UHBYNSgPMLXM1I3VFFNRmaVWMUMPj+txbw8au34eorN2I4VPjN33oQ/3zltux+Lr/88sY2btJaAkkymAMyoYuZrabUR1IRp6VWkTo6n0FYaBJJE9SkaWeL8jaOmG3GytZKy/IRqdz+S+hkAB6geXxtZf3+LaGdywwCJKjhguBUpq2OxLNrUUK1BngaG+3uwz6BoChwUqrOQlkkCdl82d4PkdsFo/2UHgBg7PY2cCWSXHUGkfgNOzrPpFYlYLRbsPf3Ge93Gr8E3hG0Qd6aCRz6/95qf8l9Pid9wHLab/hJRkxu+e88ZUeLEpnKA6l16XJAEmn09sM3XU35RxKZdKQ0IJIxFdJtb10tswF1UsF1qL1UXaAmIURkPSKnanLbrkoCQK7PJIuIGfjvUVCTmP9hX2iUWYSyT3teXY/sNo+7TWHk+2iMoRmrbTs/eFAzDYnpTR5t/bT6LbCgc/H/3vkQrrlyCzZs0NjvgAJPOWqA81+3Dl/47By+fuM8Tn3hfQCA+YXH4dDHvhKnn/4MbN68GW94wxvwmMc8Bvvssw+e8YxneG1zBZIwb8rG3WSVuqVB6qlYbrPHSdXCXCJJWE5Vrg68srj+U8cnauOOQTP4UcRXcUkiGC4V0mPJ+TLEFEnAt5Sa3vulfc7UhJ82ratuKh6GQAAImUyj6HhgFvNATepD2SBtwT7aX/k5QsE3UXWmqylFsjZt5X6NHNaMlRTJuIJYVPsGunR5IcNypCwS4QS6zT64ElmTSV9NBNKBYjgoKitXH5vpK+JjKdzY7adyRneH6KC2hpWKQ8czW/mhkQrJyVpfUMLotsimbZMqnoDebQv8H7kCmYqQSuXaVUam5gZmqblBbwpGzslfL4WuCfmQ+XwC9fWarc7HchOK5YS7d1Hixq/N4V+v24Krr9sIPTZ44an346lHD7FeFyig8MqXrcXv/uaeAIA9Dvhv18bmzZtx4oknAgDOOeccHHvssV4fsaA6YVAcF21zwuNwqmDkNuk0JZ3SBNeZUvYwc+1CZyL4DFPXnWl6SGSkjRhPGkTHmi6u3md9GqD7q2Fy3BF8B5j+fdiWw5He6TnXuxGVNYx2775dkTkTBRtMWksZlIn5GHr4TCp0p07j4/UVyMj7l6vK7HjzfTgFqwlCJgMceukf2V9iJqWTYNL6CfPT6P5AobQmrFTHNJTIpP8j+UhW9XRk7KGyGDs85xsZpOnwy5QeiaQybUSCor8O9bgRmCeW4zAcEy/bSL2R8YIM03TYtfQ8JSxUJZ1payR4zaQoUGKMdrMdjTI60eLBbvxz6Zun1uPt8Ftkpq2t1zQgkb0C9LAPIo8gGqKNCNSRYv3rqNj+MVRr2pLVgkIZfO3Lc3ju82aw2xqFWaVxxhm/gnXrD8BeB1yIF73kZrz4xS/Gb77xs9hnn33wwx/+EA8//DAOPfRQXHDBBfiFV7y9auliPHCn9UVvy++YMmeddkCcut34fbLcCcVXewCoGPoQyVxVMu0ZLOgCmQgTJgnkxAlLH0Jfm9im6ySf7SnkcOzyOSQimVoo7xrDJNFck5Y2mXMtW6ZK6ySpcgQZEDIZokuRBKKmoVmYZELK+lIpAgk7prLapgvjBdWhaKzamb82zVIVbACcgqmWzrwhsKEvgv0EUioLVbrw0WHkL57qg/sOdK3ckSnrSC80UnSEpqth3boPFmSHqZG5ShipiqSkEfnK8W0kMjlUC1MnkX0RS+FBCiRPwxFTOGM5G8N2yf8TaPdXrE1806u6KQzZGDqJnkl/8EdVgJ0ifJ6oHwUMYTA2zTKrBTSVmFUGs8pgTinsrjSGyp9kHHHEEXjTm96E5z//+SjLEsPhEJdccgkOPfTQ1vbb7nz+9lgshyRlMkbO2ojkNMmc803MaJPG2zWZm0PR6jPp/Z0oV/sL5vuqTROWDOT7N6aUx0Z0TZcaJC8AD8zypkfZmWFV/8L5Ss6bpq9ily+k6aEWhn3HnoFUrkfqo2uhiHwjw1zLFJRspH2Loljeap6iLDWWJCHNIH1UThnVSKGWdt/Im2+kzqlAEELIJIBNf/uH7nfyM+zElJ6nVLqNVF8pdVKxbXUqj7oPuy1FAupAOqPBQh3+2qhGug8yYY1hoEoXaCeV0mPAAuYMe7z4qL0hazckYERkacIUqmdDNW6YceZGSiXiM1QLzrdRKfsRyyJBio9hAaMlCq9NH6wucCI5VAsNEhmeO644to2diHbXeSUSGZqn5prQhEpiK1pOhyWLTWhU15b+XsXfz9mZpwEANh10F17wwi/h/PPPxx+85XNYWFjA1Vcfh/POO8+VPfPMM3HmmWd69R+68+BkbkhSJVMRVmNYqmWX1CRp2maPfcgkIrkiY+iTd7Gtv2XzmTQAWgIJhUiT/1hqkLx8gnAKl5DJviBVkogkPUuxxYuua0H5Knv3nVgkikVi5fsnQb3YGLe8IjTmOcqO1CenJjo+Zx2Tq0yqbtPVPiidOXk36RYIhEwCUEWPh24Rz1RvRTNUEBvtGa+sUxSL0vlFckIZtqEZiSwqH0kF9vIKFEgqH6qCFFhnVNTmp6GfJA+Wk/IviEVkJb9KIpGhKslJT93u2NtP5qwpM8p2M0ymRCo/VQjlmcwJmkNx6mb1fDKFxmIVkJxJkCVhY0+JDAlkGCynrhs3W+UqZKg2hgjNUvuYj/qkM47YFaB6t9+2gHPOegA//uMj/OdX5rHfvhrvu3QDijUxe257+xcAiolNEXZuxM7xCSecgNNPPx1HH3009t13Xxx11FFYv359azuOMEbuidAvMtwXLT/hc0K9xCaQbQrkdJVJNJSOdGFSMdvLzpsiP+9iijBXRvvLFc21Vo3z+s9PDaKTeQabY6gIkEyce8NeP+WIpFMmG3kY281RSbnvZeY64ZiBbqKmACAyb3E5FyORWUOEOWAXggiy6QA4Bgp5PpOO3EaCEcZAiu0kEJ9JQQxCJgHnX7iooDqptietFxtLwzy1LqsUMFaVD19Rm7iSDyQHJ5EAMCjGGOq0SphKEUIvlZnBAgZqjIEuG2YW1NaMXsjyieRtD/TYqYn0kgxfZDk+j0O9gNmEKWrbxIHMNWNmqQTKMxnbF5bTMFintyfLFMg382pD1weSlMihWmgQyDZfyK78jaOA6Ef7dmlFzEQaSKHiJMeSkjTJLJRVIb/33TH+/M/X4s8uHuG81z2A667Zhpe/dG2jvIaNsTBUCgUU9CollDFceOGFuOiii7BlyxY885nPxPHHH99anvwiY3fW2JikAjk2PqFsI4O5sOpbRMFo8bmaKpk0fc1cu4mnncC3pAbJUidteoXlI1JVnsmMa5tjusqvJeU+zIEok5PDmDqPJOVX5NeoNO2pQYD6Ge97Ddr8XXOIaVtKL6Byr/HmRHZfaF0VYj6RazPsOySB1IcxuS4g9gzE5l+J4hM96wp5/paC1YdVTSYP+8c/ANCtGGaZorY20L9+bExNX8d6u6LVMuVHa6WHn9en4DqkRhYBUQx9JJ0yCb8M7RtVRJFMWG292oySVElyRndtJ17gA13nXKSoq7GIq6korPXYax++5Msv5r/A6lH7MaWu9oOsfQRToLJZedSCMpO8uOP+o74SOXL+o+moq7WC6pPIRoTXiMmqK+uuk8EQxvkeTmPKdtttCzh784/wiX/Z263cnPfaB3DXXWNs3w5sPnstXvNqSxYHAA4+uMCxR45QQOEpRw1x2+3plWUFYKg0ClEqPJx33nm4+eabsW3bNpx11lk47rjjoqk9AJ9IpkxZU3d3qEK6ieYilEmTUCDLFnPSpSAXO0IpyyeS1N/yBduor22mmWsmkbR/t0e7rceQT/QFPurMvDWhnAQK5DoyPbISMyN18x0T/O32k/WR/V9IGlVi7pI1nsQ3NlZGIU/9nOSO7bYKsua4zvoMcCqtQBBiVZNJXZm3LposMixGwEiNo4tEAvZlMldtH1R5Ijm0qgkg/RyyHJC2TFN5DM1aCQNdOhI50mMvalndJymSLL9g9ZEJk+US+eEmrdzHsZG2IyPyJ5HIVqIXXC/u71cEpJKPk6qqDrWRl82ZqMzHEma7D15G9DVWNozCSopkqEC2keG2SKtEIIdB3cK7rkS4LXkcKTUxiaReOCkpYM8tX++++OL12HMvjfE24NTT7sPPvHANNuylMVAKszMKMxVBHA405raXjUAyACrzIoW1ajThaHddXH755Y1tKZ9IIpFt/o+xVB0AkSGfTKbIYA5qv664MrmjzFz7qF8G3QtQ8+hh5poqZ4CpBQJYBHJJSGvkzohpb875FuO9xaOxeBEzKY9s8xaz0ZyLtMG2Fi9fKFPd235fbsFYpxc/aY6iYFz6L7q36HseImehiy+4pwP3lE4coAX1NihlYKB6kPBuP2I7tnqM5AaVrX4KVhVWJZl8wgd/D0BlqrDI7+e0iGiaSMbLhj6Q9cvXBtoJA4ZwIslfDmFeIrcixghmc9XOVGaopfNr5ESSq5AhaQQjjWE6D05qybQ0RiKB9sT2vGzoY9mA8cdQpw3xI50mKrf2z6FSX58ABUvdURPs7pc3pbDg54dHbXX+jkEAnTbTVd53zA+SlMhwhTPm26jhE75JoGHvHu7DWCiFcWnw+v/9IG64wfpBPuUpQ/zLv1iCf9dda/HQI1fiiCNPwrb5W1EMTsNeB9wEAJjd42Is6EewxwEXNfoqRp9f5Gh3HZi5L6CEwUN3vtzbPoZpTe1RJn732jDUViJ4xpQJTmpBp0uVnFaEzz5qoyOei+g7Rs7a+l6uSKZhaok20Bi7xjqpyipmrpNhJZPxmMUUkLaOas5b4vfbJO+n0GpruZDVt/JV0pV9lQXLiVVJJrlP4WKx5GSS/R4zV6331X8PWUAhRyJRE7ZhMW6QRt5Hm3/kQI8rJbJ2Sg/LhnkgORnjK4F8PyeQ3Cw1bXaZ/ghwAtllfkomlzxtCNXpikhK1yZnNZ3EtM4IpOR/GaiKOfDTZfi+kCPvnLYTchfZlV3bMOIqmax69YJnihPIYhGKZNjmIw8afOjKrTj7rHUYQOG73x3jLy9Zhz956xBn/Ox9uOaabfj3j++D3dcUOP1Vh2Hbtm0T91fuwJQtKxWGTLSD693mCwnUCvLY/d0s0xZQJwyKQ2aIYUCLXBikyWSbKWTUWmARyDUDzCWe82aQbC+smyZKlrh3+bQtFeprm9d/2zWJHXOuumwyr43AB6X0mDeFWwQuTdGYGxSmZEEq0pgkAE+KHA31GGOjMFRlw2Q0xz2FosuWgZUEkOe/HZLHmNlq2/EuZDwTBgow/Vxk2hbZw2CIACmTJkspFaw+rCoyecSVF1UpMvrXnaYprNduy77wYQ9JJKmPnDDyqK7UBieShY6pfX55Uh79MrbOQNsXclH5SMbKaJgoEQtJKjdtpQ+QUzonIJG8n9y8jbHciPXLv+NDo2qSuBTIIZGhL2fo++hMW1WJEfLToqR8IIlIFsz3sd4XtlGriNOanhVQePChMS7920dx9lnrAACHHFzgp59/LwDgsMf/PO5/4Is48LBbcMstt+D6649xdTdt2oSbbrrJ/X3hhRdOaVS7NqLmXJk3fhuRdGWmnHojBQMkI6mmTVx16/6JxoB838BpkJvweGMKy4rQGzIH0XVNmseba+aqXBAZQT+Qis6hVZWft/pGhRY3OxKFMi4WQzjGSZGrpFP/NLcB/HOwHNYAWdZOQXyLLj9RCcqzurGqyGShu6NN9sE0CGZXG9xcNfRfjP0NwAuoQwSSCBtti6X3sL/HTU8HyieRjfQQyuaWHLLUIEA6FyRAxKRWBOlnM/VEHUm0eX7i56/tw8Wjr6bSdORCKRsVNaccoKIEkRNCynmYQyR9tdAnwJxApo4vHpXVePt58ByKwMojqoZrppw8LlUU1N9/y8O49XsLeNbz78VxxwwxO1P3ccQRR+Dzn/88nvSkJ+Hwww/HSSedtKi+UmkrVhtMZdJKIJUyFVjHlqnNW5PqJdKmrLEIqyllMQst0VpTEzpStaalVvUzc80L8zFuUd7KSNTTGHl341rW1CB5KTzomqQIYlSZzLYeEWVyUvAgcxTJ1eYorBXK0K0m1UZu/mfAziNi/oLUZz2v8Beyc/OPpp5CFbh4xJRRzeZcHGGUWz/vZB38xyTa5eXcGDP9K3OglZ8Ls6zM0FPnQqvu3NKCXRurgkwec/VvAwCKyDdiqRTHGNoSn7eNIzRvdX8H+wn0wiayOVBl1D/StR8xveBkVMNgplhwJDIVBWyoxnX01UQZL+9jQCbb8kCGL6q21U3+oh5DJwil8dJ+JNtiL9RmOcrL2U387Ichnr+Rt92H0MZSeYSKpFVcm6bMKTQIJ32QKyWyzfeRTFk5iZx2JNQxDN7+zpvxP6edhhtvugm33norTjvtNLd/MBjg1a9+NS666KJG3a13bcrup5z7VaYiyYorEDFz9fa11JvSK9Zdj0VM9tvIaJKcTJlc9FE0gDwVM02suokkH9dy+UzSxc29tn2JZJ7aWOU4FGVyYhSqxHyVR5FySua6nAC1tc9iF/25ddKQudx4yDS5Baqxs7Ipoke+lm3HHZpyN1KHGO3mYwr5il9u5Nd8lI2xmWDxz4+TkcqXKVgNWBVksmB+ejuWPOb3lRpXijjGTGCdMlkpkWE01gbpZCt2YRnuI5lSI12eST3vfB5jYaOJNPI6BRHTwG9vDOVFEA39GLP8B6vDbJjzBmok9RObLDpyx4LxeNu5apdBACm8RJEgzF2IKY9uHzOdqcnk2PN5bIM734EKabfVvpAhkXztOQ/gzjvHmNsOnHP2OvzCa9ZBU15GcBJOqsc0nr3JiV2f/oVI1jDOa7IGVyTb0ntQrsikGWlrSo7QZxJJdTEHbepXm1/dYgLgpJDnMwnkKGWdJrphqozlIoxTAh1v7qKAkMMdCyJTQzWG1vX3Hsi57w2UUr1JiXJuGWV0vpNSIDt9Jjm5NaX37gjJW+HNE9JtNgMaNtugKLKAr9Kmzks9F5ni90ppaDW2xBi1QhvGw3CxOESZXNVYJWSyXBISOVWT2Zb2U8pkWJbaICWyjSQCVQqRwEwjDFs9UGVrXqGBHmNNMd/ufxeojwCcasbBJwdEJGfVXLLdFFIreaNIqpFk4AqjnflqSAApoA0556fUxhiGyFdCOYqAeHsfLm+7qc5tGTWP4UFNOIkM03lQKo82FfIdF++JjXtpLGxTeO4L78HLXrgb9tk4qNqM5e8MxzLBhy84P338IPv2Z5COVLoa4SmRLN1HF5G0v6eD7KQmeo10HWZxeQDr1CA9fCZdNNdp+UyS+pVD6KwPX1ffMVNWQh8iadAv8Mk0QdFcc89ztr8kXT9JDbJDwQPq9QFZ8PSqUxG+AiUGuvQIGQBncssRlknDkltX1pAJatqEloPU2VjfhNDliPaThwhZlLURRXKj6TIj5uPiP2OoF/CrsTnxoDal5dZogtWNXZZMPu3j/8f9HjNv5dhRn88+5DMkkHxbSAAJFLqZm7SGwXR4yGvaFwubTdspYmtzfKUzH+EqnlcmokLyfnhbtrwFNz/tTqzbDc8vkqXLAJC8+GE6DV6XyBud7zwz1/pctCqTqsTYaK9NbrrK/w59IbkSmfSzYIrqa15yL/7hir2jKmTtu2k33HbbAl71cz/EiSeM8OUb5rH/fhrHPWWEj39yGxQU7rhzjFtvHWOfjYMokYyPpZ9CMrP/dwAA2++/Hw8//HC0TMyUdWyMKIxLgALt5q2ClYGcXJN9TW+XE0QYu0xi2xbmYnDWP0IrJ4adN4wRWiIBduFIw7QqxbRA209hM1AKjkgmXWxYm7lzMeeeEpiuToKQNMbG58XAqGh1DvGlcWafN6V7HY9WxpFbrgDH0rcJVid2WTI5zFyhycFyqJoxwhhL48FB+0cs9Qcnj/TymC0WPEI3VIFCqcpO38ehGmO3Yrv3ItEBsfLNVJtmmYQwlcdQLXi5EPsibH+kxlH/QuqPyFtI8sjvkLfLX9aWIKos8w76fHaWNRpgKiSZrnIyXpNJP9pqqDDGQEF0AOCKKzcCnEgCGKpwFdX+TSk43nPJbvjzi0d40UvvxVX/vA2f/fh+WLtG4wU/eze2bwcGSS2zRrnIydrGjRvxkz/5kzjyyCNx6qmn4q1vfWtnnb7EVbACocyizFwJ4fthpecV7DKLl6mcjzYVkvvqh6Dv52yVoF6QD60MjEHl6mK/m2GQpCL4ycGvWSzdWBsU7LeYrltIYEtTeOTHG3fHs0XfeJt/ujYd58SqDaEAECOGdE/G+lZAwzKsrWz2eQv8RbtIKJnd0nkeMisvgQDYBcnkT/2LNXNbbBDJpXIkzl4J4opjh3krh4Ifgjo0dbX/fMWPtgF1wJXUyhntI+WQj7OOFuubXMZzGfqrhAUje4WK18mFI11MhWxVBAMFkrfj5VuC34ZTJnMCC+T6NCgARntEkhPy+qPUVCCLgFzGwNXHJx9+N/7rv/cFzwUZC5ijlQ2o89jH/hie9fxvAgAe9/ifx30PfBH7VCk4vviVYzDa+A8Y7v+s9uObEi6//HLM33UYgA9j/q4Po0S7+ijK5C6AKZlgrnTyGGIxJrY7u39kCn2vYRhBPPZ9oXe0pDjoD1Wpg0QktSoBk+8A0ggk1+MahBFGQ+XTfTMTpC0HpEzW3+/49zyMIj+G9kxX+Vhc26nFDbRHc40h/7xpZ7LLx9XWrmJzDp4LXCAAdkEyOcqMZrUjA/Fw9DEraP07ovTRC32g/fQcAJzvox99qyaVREDD1aZwZW2oxpjV894LMKxjV63iyibZ6NdktCaQoRLI0efjQm2SItlWPxXIhu9LRZlV7Jx0QVWqShfZKzAGqlW/MNcjz/HYNZWK5YAsvP22wEgpDKvoq22RVwcoMDMz4/6edgqOScAVzhLlVNN4kN9Obj7FXR0GzQBGOTkkbbnKPydyf7URpVj6h6WMOJr0n566Cei0Ixzr1iit4XEl80ya5cl5x8eQQxJdAJ6OsrVbQv0Ob0sDRd/G2YxUTwIfdO7W6rnaDBkRl5aOa0YEqi8MlIsi6/piSnOKkJUZAa4UyJyzvudSkfQ1M/wvVIkhmm5CsWCE0X6VAUze3Cf3vNXzv3HnaygkvBTkaP1gi90v5uAChl2GTD7/334NQFyRXCnhiicmkrEPn2quKtljrwPvhIRzEJighol0deVrGTpl+yao4+iqlA7a5qtxHhQ3Z6mjq9r28/wPqW4b6lyS6XJtAW34sZDC2jiUSPkUFADTWCBIE1xOJLn5Ks/12AX+iSxQE0i+T8Mqj8OI8dFuB3zP/b5u7lYAeSk4lhp9UnwAokouBbqC79C+NiLpt7d8PntteSRJ2Ztenklkt2eMBIWZFNxKJhYdXDB9KLLSUXZRgNRJQp9nfJp+qynlj57BtjkCVwdL1HmiVQcRbOs7jCWR7tsASmWeC5sFMqdszphjZWlOKc+QIIZdhkyOiuW5wafx0ku9ULrMWkO/SnrBcXWWk0b6e1i9xDhJ5BHDYkRlqCsSyfz3wg+180toIXFDLDBi5AfmCc1S+yIWqKaPKUaYkzFMrZEilLlkEvCvdSOnY4RAchVyqKhcN267bQGv+bkHcPRRQ9x00zwOf8IQf/bOPbH7Gl2NQ0EBWKuGHsncWdEWZGfSiKxmEXV3JdSqlY8SfsTWELWClE7lEKb/4HXDdB3G1ZmM2Dki1zMFSA7xyzcntRFa28ZBqJYIMwLNqOyxL6fyOC0UMEBiIs7fqTTpTVnJhCAlaCjK5EQwUJg3g2puUTr//7qARtn5PbakqH8UWOP5FnISl7RKUmXnt7S+J8beghiPgZAipSkXoNi8JPWMK+QtsNuItmmi18uyK1DvaRGGFgqETApi2OnJ5Omf/mUASH4iV5Jd9yTRXFPbuLkqQQFA4G8YBtcBqtyRbAo40N0rtjYE9HxjG2+Hm7emMApUzZgauZhcjDwNSS5KozFSY4wafpw1CY8pKy41SI/rGpJV6oswdGqtr0CSmWou8SuUwre/PcafXrwnnnrCDH7lNx7A+963Bf/39x9kB7Cbpz62IUzB8auvfhcAYP6uy9y2xQbW6QKRxZQ5axvxW6y56sp5i+x4GDQVMiKShLY8kjwdTbRMpmJBEUcXo2KahApZYgfnmexxDJMSwF5EcgWsmdgAIt1PWml08vvAJ8K0wJmbokLDoNwFFtaWA/QtHENV36qy8dxoVUJ3LI5Qmo9+fVvE3G260HW/kTpYBCprHbjORq8lpO4zvmgeWnaVIel2fVeqaJaZKxtn0K8bW4+HPHyOZtW8m6eMZLFFEMFOTybJP3AlYFFho1se9DDSKiGM3KlUFf2LEciYOStPNJuKckaYUQteag//p61LL5fkqhj8VTk7du4v2Qx8U5+X7hcpT9kR9tkZkEbZ1bZREJY7rJe6PqHzfxvo2oTtczPWoTs/wF/9v0fxgX/aCijgVa9ci9eds67Vr5FjpDQOPKDA009cAwB4xUvW4S8vfSR7rF2YlDgu1uQ0RSRbg++Y/vkiiUCtZhLpUJ06fi7GbFsXkQTS+cxifpF8X0iAFvOmd3kmI6SqM8/ktMxcTb5vIL1d2vwhgYoIZ7TXnqfOjmuqSc97QiXcCUIULSSBR9zu8z0eG11pYivHLWZnRAFTkaN0mW7Tzn7qVxi7oM0vdhKoar4TuhYZpqB29dlFCONWTwb9osU3lcm2cYXvvFT8CHoe3GLeThbATLBjsNOTydyAO9PEND42bS+XVHqHmBrJQcRmoMcN01aKwMrrUojnEPxlEZYZqoWAdNGqVfvLMkz1QcF28uO9pduNpRqxP7vNXGfVGMMJx0Arh3lmrkQW64BD9XgNhqpW1wsAN924gA++fyuuvXojBtB43mn34qeeNoOjjxwlCSUnTAMU0AoYKmvIM1AahfI/Ao88Mjm5XA4/xC5T1pT6OImpqjPtlAA8ACgAj7+NiGSK7BCRHAc/OZIkriKS0QA8SzSZSQbgmWJ/ZLqaX7YbY6OjqmOKGMYjR/a3spgm6v7LLELbNs4iWKQcmzyyLVgEFKCM/d6WRmPexA1Ic7+VfSzK3Le1mgtMMzCMZm0D/iIQj/4bS4Hm2ujyUewg17nnTAEN67G2ZylMl5WKsC/PjiAHOyWZfNX15wKogsqsoPu8K8dfG5JJ5jODtgB18CGuRMbCUrsVvESfLtJq9ZIMV3vpJUMBdNpe4Ck/yJBI9vWRCH01+TbaHm6L1U+PO+9aKuT5zbpgPZUJ6yXvfAQfvWIrNmzQOOCAAk85aojXvW6dM2P90hfn8MJTZrHnugEKKJx+6hp84QtzOPbImWQfex1wu/v9wblbcdsdj8VXb/0HPO1pT8OHPnYOnvncJ2UdU4jtdz3O+7uNSO4I8jUJOVwM9V3tHiJ0tsNzyIlgKsCOVR6nZeZKfU3+0idTvMYYjE77HS5BcKBc01WDtD9kiCLzfZpawFtWA8+KjHC/+zaEKRgI3OKFoFXT5DI+BPomiD1CX9QLq9bSRyOhvnealVr0UiaDOkvh2kR5M+vI+XWfYeyI9nb6k+RYkMBU2bBM6+KQCa2xEs+SCvpYQa5jgpWDnZJMzug8h/rlRp+XWpcamdMmrU6NNAWgqRXJur5pDZUN2FxRu+ttjReNTwwN1untrcoi933kJq05K22dSidiiqRPENvuj9ngYxUPFd8xRtdWjj8OlTX42lfn8fFrt+ETH9sbZgw8/5T7cNzRQ8wqDe1SdmgMlcKsGlTHolFAO6UxB4cffjguueQSnH322TjiiCPwi7/4i9l1OTh5bCOLS61WEolsUyCTwWD6klxDAXjE1JVMfkNSRYrkfMuTQkQyRcjmTZEkVqG6sVifSQpRlvSZTEV0nerKfOVDmpEzs49ZGV/gA0LLB/b8Js71chMpXZk3rtXbs8oX1XHwb1v72DP85+BH7BTkQ8HAqDrtl904bpq3G3/KGeZxpvt3VvkKWxuI8ISqHCFlYp8zf6QAPGFkWnpecu9X3l8qNyVHgdKJAznngsr2IeGFgicKJMth7L2vFmtNJtg1sVORyXO//PMAsKLUSMJiVEmgTZnMX2lSqMNzcxXSI4WqTIbKpr6ojh9cpyKort2FvNQbMUUy42PdNjEII8ny7fY42tVIHTEdid1SOek3+pRTVT9f/fIcTn7+DNat0RhC4eTnzUIrhY0H3uHKPve0r2Dz5s144x9cD2MMrv7EU3HZZZdhzf7H5nUGm77j7/7u76L7QrUxhVj+xsWQxsVGR52USPZVF8Vnsh00uWhL+RFO4iYhZSGRMhMSyV0JySAfkUlhQ21A2aqKLjeRyv2OFiCzwvb0CkC/+05NwfVitYL8TemeG0N73+LSqMgCcODfSgHn+synXJTzxHVTLfd75rUmxdXv1vQaZ9LsnD2T3ES7jxI4iWrI83F3d6BZHytbxBEsD3YqMkmK5HJjmoroYv1D+H76OaMXXJhsntMojCIWmoUO1Rizat5b4R4FpiOjKmJrm78jqY+pD0esf95HG3igHE4Oc1AogyGMFyHVttMfhVLQbuWwe4Krlf0WzSqFodKYUcBuaggAGCqNUfAoHnfccdi8eTNOPPFEAMA555yDY4/NJ5JdmDd59CpGHJcyamoXJlEfJ1EXqSUeaGa1goj1fCM6aB1cJ6UWrqTE1pOOhN5L01Iobbh/k6VOAs2FPAIPbFZv88ukAhyFJIysWvooQtOE+05lkEOKAJ76/oQmrePKRLEblJZi5dyzOwtUpfuvq5S6sVEoArW/UPX9lbp2dB/MqrnsvsMUHGHbw5a6XebPCoBRdm6lvQUM2yePbNpupWXLp9L4kCrLiV19LrqfSQ0Dg3ylXqsyi0TS9dOoya2kzhHEsFOQyV/5z1cCgJu8LyWW0sxnUhLaVa8es3Grg6H6aNN2xCN92TasOexsYCoSKoAaJYYJnYdHVe164aQUyrbJp22XTG35BySYQFWTtHD7EMblarTtUf1UJMdg8sbKabDckcnx1uVHo6cBAPY58E487wVfwvnnn4+L3vw5LCws4LpPHYfzzjuvUf+CCy7ABRdckGg9je13PQ77zwA3fCLu77gYv8a2QDd92pgUk6iPkz7Rokx2Y1r+kNM1JV0aTNsXq4u0hEpA7NuUG3CEE2LPt7Kqa33e+gU+mS4M4ALwdHzvnGleYqxB9bgZYbMP8vtL9itvgyRcTAA6R0oDpqnmxcyweb1J1C8K3pRjssmRu5gTjpOrhiGB7Oq7UAYwvg8vPyf+85fnh0llFVTEZzKlhnYr8CW0BOARZGOnIJMrRZHckR+TGIFsD6pgCaSCwVo910iSS78DPpGjPFxDtWCVu4oEOkWSKZT0AW8Lf12gqUrGyvfLeWS8KKg+uW1iGH6olF2dLJSKlk+dVSKPt9+2gFf93AN46gkjfOmGOey/X4F/vHRv5oTPVl8zJs8nnHACTj/9dBx99NHYd999cdRRR2H9+vWd9XLRpTrmmqmmfBSXggzmYhL1cWwmUyZjfoKrEXTG+QIOmbfqyqeoi1CWJp7HMRax1e2LBMVJ+TzmI64MjBPjA4B5M73PZK14q+pdllBoVFoJiKmPKZQU6dXU1icx9camlVJO9dvRsAvFxn1nulC23DeAf4+E6mxX3IHlUmd3ZvCIqjbXZAlgAJjS3ec5KTtIYesXqKa+brFr656BAIUyKNlQYvddrdjPeYs69C6MRZPP6Ruo83RzlZCPwc4B855Jen5yc6oCee+1+t2tnYvBvBlkWRAIVhdWNJn8ra+/BAA8NWlnwTQ+yF3mm2EfZMM/dAF44r6FNDkhwjqr570PqDWJXWjU6XLuHmEcmFk0x9+msoY+VtycdaT8KWCunyJgieRswm9iDJNUFunsFlD4zncXcOklG/Cui2fx8+ffh6uu2QbFJnEFVCPUdhsuvPBCXHTRRdiyZQue+cxn4vjjj3f7cv0Zm+PtVh1LlL3IYIxILhUhzKqb2F6imbqC7+sLPukXxEERDun3EDzwznSiuS72WigYEyejqTEQCcm9D3JUEePOWfuErFZ7uttM5+rkC10m+m6nvgybtO54v0HKkZy3cNy2AOH9zSbDrKtkrkql/O+q+E/mgXI9FlWgmjGpZEq7Beu2e4u+7qqSh/sRFbp34te0RJyc8nsiHeG4CmrYII3tffK+Y9AoPSLZ9Ux234f9TFBLpBfPvHLVszM2qtI+xQRcEMeKJpN9IlNNAztqRTbXx4+jLWAOQMSxfsGF6qMt75tLzep5T5nk/fDgOWS2yiePfr+VehnxZ2xDqHSEEzHNSGShmipkl68jKZEFlIuS2gDr8ude+0PccecY27cbnHf2Opz1mnUAbI7GQw8e4JgjZwEAxxw9wvdvWwAOJj/IQS8iCQDnnXcebr75Zmzbtg1nnXUWjjvuOLdv0gA3bXkYXZmeZqoh8Syx+PQfi3mqJ1EfRV1cPAyaUVtp8WeuNZqrdjkjY5g3RTqKauaEpw9CsuCQUCZtFMd+i1cpkNpofcvmOr83ipSJru+S8aeaOkKGOJFMJUhfbp/JpQiuVFSLXzRxT/lb2lRY+T5qAh90/VwqCaMx0rV/JM/5Ga9PZQyU6hnNteU5GRsNyn0ZggfVSZmQ2wV6RNx/gJzPIL0/vH5Z5FVnmrvIZ5LOf/Yc1sBFRE7BpUIxNP+y9jqpd4hgdWNFk8nwAV4u7Eg5v9UEJJEKg/Zxh+1Yri6+akWpPRyJhGm89AtVYp2aCyYnTcwSeWXjSa3QWwd0Vfl0svIwDV9H8nHkpDH0WwzBj3gI5UxQY2SvRIlCKUeY/vxte2GvvTS2bjV4zgvvwYtfuAaP2TCABjA7o1zfwwLYvo3MaxRmVJuLfxyXX355ct+kZC1HdSyN6adMBn9PEhm1q80+aFMfU8RD1MXFwU4hlGc5wBXHtCpWk8hUEvOx0ZhPLAuFZq6Ln77YSWdf5EWfzhudDcRVByppLVuZ/HWpEjZqZrv/uXVjaKZq4lDo9nVfSkxD9Yj5eIXB42IYojavFTLZH1400eoxG6qFZnyFlsePzyGyIoxW0C3WMvZ+iL9fNFtUaESGd25Cdkyzat77viiYOh8HQ9fiFzdp5XOvEEO14M5pVmqQKQkUHqoFtvrdUhFreT4EEaw4MnnxzSe733dG89apB2mImoqGpJI5r6s6PHdorsPTenC1MZYDckirii0+kjyvYx01ttsBPcwHyffZsdZK5Ch4YefkfiS/xTtvL/Gzr7kHTztxBl/48hwOqHwd16ypCWbpPiYK77n0EVx97TZb9661uPeRK3DYkSdh3dytUIPTsGb/mwAAwz0uxlA/Aj06qer1ko5RAWbuCwCArXe9srVcjrrYhlzVsU8Pi1UiJ+13paAt/YUgDzGrBr4vhjF2nJkhmef1rtMb9lhzFNdcpS4ce/O9X2YF3FhOuCAqGZNi8slLReIMr0sB/zx01RFLhv7g96olS3WMBcLY6OR7oI8fcFvfIVw00oS/ZluaHYBMTatcuaZ7YSsaH4K7/jAz89xncrnuR/5esco9RaJeue8RwfJhxZHJHWXautzOw30czNN5E2sSyMvxsNrc1r80GkM1xu56q/dCaAbMKTHLTBmiwYBAEWNNY3vrsbTsI/OP2SBQTk5QGzvOSjlEgUIpDNUCvv3dBbzvLx6Dd108wmvOvxdXXbsVr3zpbnUlowGU+Ozn5vDvn57Dv121H3ZbO8DJrzwE27Zty+p3bPKupek4N0QkF5uLsVOdxOQEcZI0G9NClynrtBVIAyGSQHyy1kYO/XI8h1rknouYgbm6SkXM4uIBdPKRnsD1+SZMOqHqezflPqWxCKd8wZAjdt2csrQTmK/Ze697oYHOxRC1v17b8VE0V4leORloMWBWzWOoFhrBtQo1xpwBupaES8Se+7Z+AWTU4UEEQ7TdF3RP+O8dsqKKmMcm7kuuSC6GPLch+/lNmP5yaDINV6Wn3Kei+QtWN1YMmfyzW34agJ/+Y1cLxT1papBGfsbgBcZfXpTDjOcgc0qgi9oapPuoorDavuqgPSkSafusiWTfCUjK/8iqivbn5tc+4Pkv/sLP7Rav1Bif3/imQwZ4ypEjAMCxR43wvdtqM6c1+9/qfp8bfgQb930vNh52FW655RZcf/0xdRubNuGmm25yf1944YUAgDP/8vMAgLLH8U9T5Yu2n7Oy33MM0/x0pMxUBSsXpBqFCciB6tlP+iQZFoijf/oPajuGSVU2hen5xk9CvOhc5pfPMUerxhO+14NzRL5jqbQYKwG5kVxTKQtCMk3bdgaSvLNDVQs1y71QH4L7yfa9FxQzjW+q4d3KYhiDgn4HwnQ9O/6ZzHnWYkEeRZkUxLBiyGSOD8nOjEknPzGzUU4uw2AL5LAdRk4jfxE/YM7Ya8OuKga5KCN+kDWhpO3w/u5CiZo42vqkKFK6AeX8F+e2As9+4d146Qt3w8YNXSF3ahBhmhnVUVYHhca2bWXUf/KUU07Bu9/9bjzpSU/C4YcfjpNOOqlRZkdgUWk3Mkhi37swJJJW1ezZyCLHwDHpCi73082ZTNRpX+TDac9FcN6qgAyOVEYsSsZQzkxqjITyZ3SUMI6Nrt5dPOKi9d6c1GeH3mXTWFmfXJnMHwMvm1JjdRVALTYmPmnlVixR1wnyz1ym+93dYzn9G3tXdFkxhaar4SQ+NY4+/noCCxevoXKPIWsEfq7LKg5D1+u374IPRT1tpNBhyjT/m4MUx7b5mYJh90QzZRpHLLCT+z24/7qeSVp4yrHWo+cnd55pXYm6v4ONFELY8YExBTsHlp1M/s3/2GTuO7NhSZ8Eu73azTDH4i8hhTpaIfeDBIJJR0S1BOzEmT4K3LwvRSLtvn5RVseoiSSRSKrPI67+5aWP4JrKf/GOO8f49ncXHJksUpFZ4auNs5Wv40zl6zjY42IM9COY2f+iRr2ZmRlce+21je3zdx2W7MvM/f+S+6LlO/YvxlfSb2c6oE/GNKeXSzVVzU7d0GtVOt+cc1dHeAbovGhlkueeq5bc3DUHpDzFJkeL8f2b1sr6pEpXH9LEg2q0HXObCWdXvt+dEbnXj46XP785ZHmlKWs7CxRM1nOeun6kNE8STMal0emhTNN9kTJ9pbG4KLURtJFHPgZXnhHJrueR3hW56PuV6qNMjo1mpvDyfAiaWHYyuZyrgCvpo9H1YmkzbaX9OgiwQ+X4y9TlfGJKA5HILrPVUIkcur/zX2Nkxvr7b34IBx5Q4NzN1nz1j9/+MHZfp/Err9sdn/3cHD7N/Bef99K7sDCnMFT5yuS00GXCapAXMIf8JbvK9knbESInB2SfaKzUVqhELoey6LWRIC9t6iMFdcoFFdXw1fnVCOtVnD4PnWbeLpBD5M6p0gjEwNVOL1r1hFG+nTIZ+ebkmOCGisIkILO5fLUh/xvJFUjAd1no7EsZwChnrbKj0ee8APX1ikex9bfNBi4dKdg0CEomyxOASNcYGiOMnUn12FuULgEzSAfiUmWtxvW4D2NRT8PAP2M0SaU1fw3zR4Zt2/Zn9bz3johFnU21w12IgB7KnjJQmfcjnbc+8+m2HMFAQHxVvQA2u4wRnwUrF8tGJj/wLZukfWeM2NqFadmUx1aO2la+YiZUzWS7fj5I24/N5+j3HQc3aS2CQDk5IJ/Gl5y+Fv/f/30Q5//C7gCAq649CB/72MewxwEHN/wXv/iVYzDa+A+Y2f9ZvfpK+TqGiKmP0/aDpBJZPo2LIC9dY+kbQKcPkdwRCl6OAhl+HIcR9bwLFIxjGvkFdwVY07P6vI6NqkLy+76UHNyvskRq0tKMyhkGA6vHsLiV8db6Gdc5R03oHgMANNM2xcuSr2quEsdSfzhXBv9dX7Y9P0tkYZODPueFVYiWj6lBuabtJtMMXhBHaTS0nq/9nRkB6yIvQE9zZ1fHJM2Tqc8SunGvhIsvqbbtmH310s21MokVX9gJ41GURiWCYlXfoGy3DNNPIMlckLHuTwu1mCDPhyCCZSOTy5nPKhfL4Wjcmmeyw6SCv1RDc4rwRWYj/VHI+PZJsx9ZtVYizw6C5Jz1mnWeqWobjj9qBvffX+K+Hxjcd3+JvfbaCwcffDCAHe+/mCKOXSqiQVd81mb51nFUOSAXe9flrE328XvMHU/uR2YxpDNlUu6ba0/cvIMj//LdBEARDf0Ty03hW0lKB2hS12WmqZzlxWTqmTOFi/RTYJy9Ur8oKOPMpzuLovLXyniiU6kPgLxrU/sIL5OlkFNh8ibEff1e81KxAJCctBOD5ylNpf8YJxaKeBt9FGpbJ42hGjfce2gsQPcznXrnkJKf206YDi18JlPvA6UyCWL1/ORaFoyhOiMct71TBIIQy0YmJfGpRQ5hTdndh6gnBAvOlJW3MRO8EGeVifo7cvWKm7IaY6AMMKNtrTBIzkteuBYbNgQqQ9ADpb7Q0Hjpabvhqn/ehrvvLXHmmWe6Min/xaXCpL6KdHb71O8yY12UCWmGCWuJpSGSIVJKYFqhygOf8Hf57ob9TgIxeOvjtdMfdoGLQuaPG/s4FrsyrlR7kJnY/RNOAheLPqQtHG8yRyLikbdpwuoHn2lXhZZr4qhhVcF64r/4dwRhPpG0vgF2vgT9YOM1WAVrDJU0GyefSjKFbbSj7Byjj7l1W/AovphebzPR3+NtW4yqLwHdGwoAMu/X8JnLXXhzZu4ZXyF6fnIXvGzcig7XKrZ/7MW1FQia2KFk8hPffaL7fVcwH1vqD2/4YugyyeA+Qdwn0rZV/z5SZeULFg+WU7Dtd94+xitf/UMcd+wIX79xHv/4txtw6MF273sufQRXsyA53/luib03DCMtWux2wPe8v199zjdw7rnn4r777sO///vLWo+tL7bf9biscm1EcJppPEiVXIrUHcuFSYJmLTbQVui3l/sembTfnTkw2LRQB7eIm7kCLSTFVEnmk/5EXFHuF1hlEuQSppwyk6R6alNHY2VpvJMcM42Pnpl288Jm+pcdDTrW3DGkJuVh4J1sRXnCVFcCeCbSbSl9YDSGaj6txKEfKaK+23wL+WJMak7UhfBZ4s9x32dmqZ6xPotBnSQ6GKNGndBoOd8RgpWLHUomRY1Mo31lK0+9VJUJFU/vYRUcn0iuVemgOfXqv90/QInvfHeMS96xDif++Izb99nPzeHfPz2H/7jqAKxdqycKkvPkJz8ZDz/8MA488EDsv//+2fVykKsWthG33MA6uT6OXaVK9AuQk2pjGmW6EDONXm7iRceVWiTpAw17vXZFn+5JEE5UCmVqxasteE2VQqQI/IK4uX1ugKNagZhQmWR9uzbDSXBP9A3O1PcYFJrpmmJImejywGrt/VRmisukxdN5DK1nUpiHzvLVpZ8557t+5iX1QV/w1+RQlRjC9wV0yrhuP7d8AaVP31zVDsEDDdaBCRMqf4REAWg8F7n3a4nIOYiZ2UfuT3pX5Cyy1WlE8sxtw366UKj6PZ3zPhKsPuwQMvm5W61KtONjca489Flx62OGANQTAm+yBD9Kqwbw2nMewF13jrF9O3DO2evw869ZG7TLQ6krHHxQgRN/fAYFFPY44DYAcEFy9lpkkJwbb7zR+ztXUWzDtFJsZPfXQ0lcCWaT0yB9KbPSlfCM8zH0iTQcQnikBQWC4NebzJXHVQTdGMqKbFIKES9nLZtY9U2ttFjlKEUgJ4naO0laKIV6clq23GW6Y+JLoPMcKxsGVmsbk8FkxzNN5PQ/Zr5qjX0Z6mpXABhRJvuDL9S486ciliQd55ZIUV8y2da2t6jQ8b6Jzananotwe+hXHnuG47nDg3aYOW3Oe6kOYNVsJ/aOy33O/QCP8bEKBMAOIpNrJwzlvtrQbb/f8hJkkzUeWIcwVMA6Zbf8xds2YO+9CmzdavDsF96Nn33hWmzYEKcBAwC7rdWYVQPP/3FHB8nJRYmyt5no5D6TS/NSXWpCphfBkmL5QePlloaKtanAs86sLQgUw+6HXBVZKTuJGC2CjO4qUNWMiivRBcj31iRZt1ME2LahN6lq7zf07XVmVhM+d3xlPb5Cv/SgPmZz8h2C7sEu94Ym+LnNOS6nyi3TRJEm7TmIpf4hpJ0sutFXHV3NiCl4CsDuet4RodnINRpDtUbkJlKUa/Ju6xigUuViiyrk1hN733Q9G7R/rfID46X8t5vnBcH+jg4rDNn8LWdBKPVu5KmywtRuKcTOScn6EGsdQQxLSiZv/P5BAFaGWrFSMOlEKCeKpWfHD/+lMVIKw4pMvufSB1t9Hblv47q5W6EGp2HN/nWKDWBxQXJS6uOOVhSXq882FEo5MtxXVWsj0ZM+gzStovqUDqaLLOZG9e0NdoicGBZQXp80vjEMtFKOUOaS3PrjbLGy7pLlQahM1ttMMnpjY1tHoCQPyieU01DPnF9eZN+O9OPP7csqE/3bCiNw5/STamtHoG+3uepIIrtp6xhy1VxBDTJPHSpAG1PlpW3C5nvsUif7zZO4KhcqjzZqffoZ6no26jlVc3torRFtfxGuILl9UFnbX1z1jJ2DvnOC8JsoEHAsKZnss7o0TewKMvwkEwh6oc8oYMuWEuf+4oO4+64xyhL4jV/dHS9/8Tp8+nPb8O+fnsO/XbUf1q7VOPmld/f2dVxKTCv4TB+SSKQkRjTCaLQcqjLKySVOORPDEnnKX7wDNfWFG2ovNpbwuD3z6MToF03ePcWlqUDSmEIFchJyy2us5g9o7MxpvsOEZlzNsilFm/yEczvXsFGoJ4FG/X7si/C5mtR8mo59iO4UPn2VAH6Ow/4IyadP2Rgqy3mfW3//vGubikgdU2TDY04dI6mzq/lZnxS+z2T9e+N+M+nUV/R8Av0IPc171kYUZb54lWtV47WtaAFLASaycJ9JFmPPJkfsHdh3gceaz/vvYR6NPxcp9xVqQqx1BDEsCZn89m02mMpiTE5WE6YVkZK/NP/j3+aw374aH/jbjRgqDbPuJuyxfj0WKl/HjZm+jps2bcJNN93U2D5/12F5gw5QwiQJxXISyfD3AqqVSBIUVC+Tzq6ylPNyKSOl+qpSN/iYw3Pk96+7P1ptwVqykLh3qnFxQjkNLJW57k4H5ROqMdj902FSWQCYVanrbupZSoCx8RXExa6MEwGOTYa63j0TL/AESE1Oo2Wp78y2yWrA29a4f+N99jEzXQr0vrY91Njc87fc6uyuAiJOsWfKe2+E9dRkz3jsusUtD5pWNV3fCr43dkxc+W4L/BZ7Nv2O4upA7gJPbOGpADBU6flJzOWj8U13Vj1m0e9fwa6NJSGTq8GmekfqeDmrShr1+2ioFI590ghv+v2H8ftvfginPW8dnvsz6wFMz9exnHDq0Ub0FhMsxUMPwtLq9zdFUkIqZheGS0Be+AezNKZWGzOOj8xDtZtM1x8nTrZzz1VqkrFYFFDeGPjYJlFDc6/XakBtXlqfX7qHxux+AuL3gYaduHSaRgd/h6RvsSvjVC1HZQ8xrUUFPiHTSrXfmVXhrmcrjMAN1McTBgdLHYeq/rdcqoPzy0Xeu4S/Q6b2nlak7gj6QitSB9m1iC2YBGSn0U71c7bHJeVqv2vb+xb4bhDcBSIHZFHErYboXingPzPxxbScg4krkybzmQzfjTSP0C1kMvs+r57NenFrFUzwBb2xJGRyVmTwbEzjwaSXJLU0qwoc+WMjfOFjB+K6f92K3/2jB/G5r/8efud3fmdRvo6LRVdwHLt6t7h1rxJlL8LS1mcXCZnWan6buWgfjGE88hdrp/fEiya01S9DVbReoxzitqjJn9HRPlpV0WpxYRJSuWS+nzsZaEIVIuanGsMY6RQ6MTJk/46Xm3TBpW0ytKPIJI2D2mtblMw93rYJI5RPKNuOU2X0tVQgMjvMfN6GSaW7ifC+S52rmsiI9tIX1kRVYa0aYr4y4J43ZUNxK9C+gMsXxHNBRVP+/DOqnuZ6JNMYN9YuFMHXvlYCVcNfP163Ruw9GLpsUB+5zyR/V2ilMESx6EWWeg5V+tYn8k0URDA1Mnn/HQe631fDysVyPFBd53UwehoAYI8DLsCdd96JDY/bgF84YhaP2XQ13vve9/burytQziTEL0b0+EtvWgFx+rxIF9tn7nlQUL0mQX3Rps5Njn7XuqvcNK7vpMfVt15fE+ZdGZwAEXq9A1tWXXKJHPdRnuS6KLcgsnxkoa+fNbA4ohu+E6Y5rmmCE/1pjyE2UW8tL5PlRaGAwhgGQ6Vb02bFzvMk6pcjdkyNSyEMbtfVj/dcBMHAgPpdMk1Xl2jfmeWHSkNDZ8XA6PoW01xNV7osvT/lmyiIYWpkkq/+CKaDfk7T/gTpxhtvxOtf/3porTEcDvGud71rKmPiL6ASZXSC3vaS0tDR1BTTjKrahzR09UttTWN8Cuh8yU8ayXWpUMBXIsvqvxhyzvtiCC6pzimkzt0k55LWoadDyHdu0CRiUe/4lkuQe32IUk666l5PAPs5KbQtfk0CVR1DTjkAWWVTmOTcLgemco+1IM9VxCaZyAkkJvChgnMW86fu006fBZ9J751CKRQd97v3XCi+3f4xm9FnzvsjZrad+0xaRVZBQWE3Pds5HttfKt5uDfrO03ma9P0pWB1Y1Ju7nL8Rj9x56LTGsstjRxKEk08+GSeffHJje27gnEl9IieFRtx8caVgtU4qVtJxr/R7RNAfue9Eug+Xc4llGu/vvqbxKqPfpfBB3pXQ97qtpHfeasWkVk8hlvLZmOa7qM89uiPnkStlUVuw8qHMIh42pdS9AL43veEIBAKBQCAQCAQCgWAF4VBjzGNiOxZFJgUCgUAgEAgEAoFAsDoh9hwCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOgNIZMCgUAgEAgEAoFAIOiNwWIq77333mbTpk1TGopgKpibA8qys9jdWxZwz9YxfmzPEdYUagcMbBeF1sBolFc289oIVgj6XNtdHSvl3l3sNVkJx7FS3xnLfb/vbNdG4GNa12+Sa7CU905qPDvifl1p7wp5PlY1brjhhvuMMY+J7VsUmdy0aRO+/OUvL6YJwbTxP/8D7LZbZ7GzPvIt/Pv3Hsafn/44PHvT+h0wsF0UjzwCPOEJeWUzr41ghaDPtd3VsVLu3cVek5VwHCv1nbHc9/vOdm0EPqZ1/Sa5Bkt576TGsyPu15X2rpDnY1VDKfW91D4xc13l+OIdjy73EAQCgUAgEAgEAsFOCCGTqxzvuuHu5R6CQCAQCAQCgUAg2AkhZHKV4t+/9/ByD0GwjPiJ009f7iFMhB89+CD+4m/+BgBw62234cif/unlHZBAIJga5JleXbjobW/Dxe9+91Ta4t+GHYXY/Sr3sGA1QsikIAvGGJTLHRxBMDV87qMfXe4hTIQfPfQQ/uJv/3a5hyFYJOR9IhAIpgn5NggEy4dFBeARrEw8umULXn7++bj9rrswLku88Vd/FWe++MUAgJ85+2zcescduPOuh7D7j5+O3Y85JdnOrbfdhpNf9So89dhjccONN+Kayy7DoQcd5Nq57c47sW37dvzqa1+L817zmuzxveHNb8bBBxyA/7V5MwC7OrnbunW48HWvW3TbfOynvuY1ePqJJ+JzX/4yDtxvP3zk0kuxZs2aaPlUn33bycHvv+Md+LsPfxiP2bgRBx9wAI4/+mh37IS3/+Vf4tJ/+icAwDmvfCV+7dxzs9u/9bbbcMqrX43jjz4aX7nxRjz5CU/A3/7pn2ItG/Nuj388HvnmN7PbC8/BzGiEO+++e1HXaBK84c1vxre/9z0c87zn4cRjjsF4PMa5r39957iW4jquRqTu3b/70Ifwp5deirm5OTz12GPxF295C4qiAFDfy3Pz8/jRgw/ilGc9q/E+aXsmvLaPOgp/8fd/79rui9955zuxYZ993PP0//3hH2KfvffGr55zTrMvdhyLeR4Xi99561uxYc89k2MmpMYYu/dPOu44/NNHP+qf7x30DHdhYWEBr/7lX06+uwht1yTc9zOnnCLP/w4C/5a++owzcNmHPuSd95/48R/H5VdcgX323tvde9MA/zY875nPxFvf+MbkuOjbkPts5eA73/seXnruubjoN36j8V16xemn491/93fuvfK/f+mXcNpZZ039mWyb+8WQ817j7+8HH3wQp59xBj73uc/hwAMPxEc+8hF5hgQARJncJXHdpz6FA/bbD1/75Cdx07/+K0559rPdvkvf9ja8/d3vx35nvQMP3/BRjLc+1NrWN7/7XfzSWWfhG5/6FNZt2Bdb5seunRuuuw5fvuYa/Omll+L+H/4we3xnnn463n/VVe7v9191Fc580Yu8MU7adjj2/1WNfc899sCHrrkmWbatzz7tdOFLX/0qPnTNNfjaJz6Ba//u7/Dlr32tUeaGr38df/3+9+MLV1+N66+6Cu+5/HL850039ernv7/9bfzSWWfhv/7937HH7rvjL973vonHDDTPwQuf85ypXKO++MPf+i0cduih+OonPoHf+pVf6TWuaV7H1YjUvftf3/wm/umjH8Vnr7wSX/3EJ1AUBf7+wx8G4N/LV7z3vbj3/vvxnGc8A9/41KcckWx7Jhpta42///u/n/gYzn7pS/G3H/wgAKAsS/zjRz+K17zkJa3HMY3ncTE4+xWvSI6Z0DVGfu+XZYn3feADre+g5UTOu6vteGP7vvHf/y3P/w4C/5b+zQc+4J13U5b4q3/4B3z1E5/ANZddhi9N8d7j34aQSIbjom9DzrOVg//+1rfw0nPPxd+84x14yhFHeMeslcKf/fVfe++VK6+7bkmeyba5X4ic91r4/r7n/vvxnOc8B9/4xjew55574kMf+tBE4xTsehBlchfEUU98In7j934P/+cP/gCnPfe5eMZTn+r2/emll+JP/vFKbJkvsfDQfVj44Z2tbR160EE46fjjAQA//t6bcNheM/iXnzsCf3rppbji2msBALfdeSe++d3vYuOGDVnjO/bII3HPfffhzh/8APfefz/2Wr8eBx94oDfGSdvmeOzBB+OYI48EABx/9NG49bbbkmXb+uzTThc++6Uv4cUnn4zZ2VnMAnjR857XKPOZL34RZ5xyCtatXQsAeMmpp+LTX/gCjq3GkIODDzgAP3nCCQCA17zkJfjTSy9tqJ99EJ6D9191Fd5VmRQt5hotFn3GNc3ruBqRunf/5TOfwQ033ogTXvACAMDWbduwz957A/Dv5XVr12L9HnvgwYceymo32vaWLdhnEaHpNx10EDbutRf+86abcPe99+LYJz/Z3R+p43jgwQcX/TwuBpsOPjg5ZkLXO4Pf+2tmZ/G4Qw5pfQctJ3LeXW3HG9v3xa9+VZ7/HQT+Lb3r7rux/z77uPM+OzuLH9u0ySnNp+/Aey/2jT/p+OM7n60u3Hv//Xjx2Wfjw+99L454whNw6223effazMwMvn3rrd57ZTQcLskz2Tb3C5Ezzwjf33utX4977rkHAHD88cfj1ltvnWicgl0PQiZ3QTzhsMPwleuuwzX/+q/47T/+Yzzn6U/H7/z6r+PfPvc5fPLTn8Yer/hj7DmcxQ8ufwPMeK61LXrREL79wHbXzuevugpr16zBs372Z7Ft+/ZeY3zZaafhg//8z/jBPffgTBYMZhptE2ZmZtzvRVFg67Zt0XJdfea2s5KglGr9uy/4Obj1ttvwrVtvxS3/8R+LvkaLRZ9x7YzXcWeAMQZnvexleMtv/mZn2dFwuLi2p5Dn7JxXvhJ/8/734wf33IOzX/GKdF8V3vne9y6qv2kgNeZc8Htfa43SmGkOb6qY9ruLIM//0iP8lp502mm4+7773H6t9bL4Srd94xf7bK3ffXcccuCB+MwXv4gjqncTv9eUUjj6iCPwmSuvdNtuve02fPIzn3F/T+uZTM39poWBro0Zi6LA1q1bp9a2YOeGmLnugrjzBz/A2jVr8JqXvhSvf93r8JUbbwQAPPjww9hr/Xro4Szm778N2+/874nap3bWrlmDW771LVz/la/0buPM00/HP37kI/jgP/8zXnbaaVNtuy92ZJ8/ecIJuOoTn8C2bdvwyKOP4upPfrJR5hlPfSqu/NjHsGXrVjy6ZQuuuO661hXGGL5/xx34/Je/DAC4/Mor8fRqpX8a2Lp9O9bMzu7Qa0TYfd06PPzIIytuXKsBqXv3OU9/Oj549dW4p5o0/vCBB/C9228H4N/LW7ZuxUMPP9y4l9ueiUbbP/oRvve9ZN7kLJxx6qm47lOfwpe+9jWc/KxnpfuqjmMaz+NikRozoc8YNx18MP7nO99pfQctJ3LeXW3HG9t34jHH7MhDWLUIv6X/+Y1vePsfe8ghuOXb38bWrVvx8COP4KpPfGJqfbd9G9q+8V3PVhdGoxGu+Ku/wt9+8IO4/IorGvsf/9jH4r+++U3vvXL7XXd5Zab1TKbmfjHkvDMa7+9HH8UznvGMicYm2LUhyuQuiBtvuQWvf9OboJXCcDjEu97yFgDAKc96Ft592WW44z2vw3DjQZg54HAAQGkMdMfq78e//SP3+wN7H4UHtszhST/1Uzj8sMNw0nHH9R7jkw8/HA8/+igO3G8/7L/vvm47jXExbffFjuzzhGP+/+3dd3gU5doG8PtN7wUIJQQIJYQSIKEKCAhKV0BFBRVRsWDDo+fTYzlixXrUQ+yKUiwgBwsovYMgvYYWIIReA2mkJ/P9sZuQTbbvzM7s7P27Li/J7uzuk+zs7Dzzvu/zJGPEoEHoeNNNaBATgw5t2yIyPNxkm84dOuD+O+5A9+HDARiunDo6pS6xZUt8NnMmHvznP9GudWs8Nn68bL9Dm5YtsWHLFre+R5Xq1qmD3t26IWnAAPQyTr/WQlzewNK+2651a7z1/PMYNHYsKiQJ/n5++GzKFDSLizPZl0tKSxEdGVlrX7b2maj13D4++GzaNDRr1szp3yMgIAD9e/VCVGSkSSEfS7/HdV26uPx5dJWlmCs5csxoEhuLxBYtrB6D1GTPscva72vuvvaJie77BbxYze/SlPbtTUYm4xo1QvvERHQaOBD169VDNxmT/OrfDUP79zdZN2ntO97WZ8seoSEh+HPmTAwcOxZXa4zWNYiJQf/evU2OK/+eNMlkG7k+k5bO/cyx55hR6/gdEYGUlBSH4yL9E5ILQ+tdu3aVthmvIJJGpKcDYWFWN4lP3Wny8wu9YzGxSwMLWwNlFRJafbqr1u2Zk3hQcWjanfG9yb96FWGhoSgoLETf227D1++/j84dOsgWUubJk7h5/HikrVol23N6JRmmVOqGwvuu3c/r6nuSno6KkBB0HjwY//vqKyS0aOH8cznLiWNGRUWFrDGb/Xs3b67u/m7Hd5fi+Jl3nlzvnzPvgQuvbfOzZSkemfdXlz+T7vj88PPh1YQQ2yVJ6mruPo5MEj7edNZqMnk8R531cHr1yPPPY396OoqKizH+jjtkTSSJlKTUvuuuz8T+I0dw82OP4dYhQ9RJJJ2wPz0dN48fL2vMZv/eFqYIEumVEp8tZ/EzSZ6MySShuFzCznNXkRQTAn/fa9NdC0srcDynGIcvmy9UkFVQirohjhXUIOCnzz5T9PnjmzThqCQpQql9V+nPRKV2rVoh4++/bW53PLsY4YG+qBOs/ldku9at7YrZEe76exNpmRKfLWfxM0mejAV4dGrJ6tVI7NMHrXr3xrufflrr/twtv+HMtMdw5rsncX7OS7jlm7/wzobTAICZc+cioXdvNOzeE9e/+BmeWpJp9jVGz7Ov6T2ZsvXerNu0CZ0HD4Zf06aY9+efJvf9a8oUJA0YgKQBA/Dz/PnuCpkIgO19t9IvCxdCNG5s0i/tnU8+QavevZHYpw+WrlnjhmjNs/U7vJr6ORL69kPDnv1w4513VhUTAq4dGxN698bMuXM1E/OXs2ahw403InngQFw/ahT2p6cDAJavW4cuQ4agw403osuQIVhVrYKkFtn6PT/66iu0u+EGdLzpplrvzYnTpzFo7Fi07dcP7W64ga0/VOLsvvrjr78ieeBAJI8cieTkZPj4+GDXrl1ueW3A+eOTs8fErMuX0X/0aIQlJODJl1+2/5d0MR5rf4M9+/ej5y23oH3//uhw440oYsVjshPXTOpNejrKg4PRuk8fLJ89G3GNGqHbsGGY/fnnVWWr41N3ouj4HgTEtoaPfxDydi5C0Ym9aH3XS1h5RxN0HTYM2xYtwvUz9uPwN0+h4f1T4Rtkfi6+16+bdHD9k633BjCseczNy8N/vvwSIwYNwmhjtduFK1bgv9OmYfEPP6C4pAQ3jB6NlT//jAgNFc/QFa4PucbOfRcA8vLzMfy++1BSUoJPp0xB106dsD89HWMffxxbFi7EmfPncdOYMUhfv97xghcuviflBw6g9dChVn+Huz/9DX8VN4SPfxD+FbkHa/7+Gz9/+SUuX7lSdWwUQqDL0KHYvngxoqOilPsd7Py75+blVR0HFixbhs9nzsSSH3/EzrQ0NKhXD7ENGyLt4EEMvucenN6+3fW4FGDPe7N6wwb06NwZIcHB+GLmzKr3BgBuGD0aL0+ahIF9+yL/6lX4+PhU9TO0Gz/zznNxX62Sn4+9xcUYNWoUjh496pbXtnp8srJm0pVj4tWCAuxMS0PawYNIO3QIn06ZUvs13HisKCsrQ+chQ/D91Kno1L49si5frl2UiJ8Pr2ZtzSRHJnVoy86daBUfjxbNmiEgIABjRo7E/KVLTbYJatYRPv5BAIDA2ESU513ClaJy/Lx0JXyadMJVnxAU+IYgKD4FRRkWTj4AnMq13qeSTNnz3sQ3aYKO7drBx8f047n/8GH07dEDfn5+CA0JQce2bbFk9Wp3hk9ezJ59FwBeef99/OvxxxEUFFR12/ylSzFm5EgEBgaiedOmaBUfjy07d9Z6rNK27Nlj83do1q5L1bHxui5dqsr4L127FgP79EGd6GhER0VhYJ8+WOKGEVZ7/u7VLyhdLSio6s2YkpSE2IYNARgqaBcWFaFYpZ6wttjz3vTv3bsqQaz+3uxPT0dZWRkG9u0LAAgLDXU8kSSXubKvVjd79myMcbDnoyuv7ezxyZVjYmhICK7v3h1B1XpSusqVv8GytWvRsW1bdGrfHoChOq6z1W3J+zCZ1KHT586hSWxs1c9xjRrh9LlzFrfP37MMQS0MbRZe+mM3LvlEos/M/QAA3/C6KMvLsvjYM3lMJh3h6HtTXad27bBkzRoUFBbi0uXLWL1xI06eOaNUqEQm7Nl3d+zdi5Nnz2L4TTc5/Fh3OH3+vENxfDt7Nob27294rEq/g72v+9mMGWjZqxeef+stpL7xRq37f1m4EJ2TkkwaqmuJK+9NekYGoiIicNtDDyFl0CA89+abKC8vVzxmMiXXvvrzzz9j7NixbnttZz/brhwTleDK3yA9IwMCwOC770bnwYPx/uefKx4v6QeTSS+Xv281is8eQWT32516/JS/TsscEVkyqF8/DBswAL1GjMDYxx9Hzy5deOWQNKOiogLPvv46Ppw8We1QZJG/bzW27d6N5x57TO1Q7PLE/ffj6MaNeO/ll/HW1Kkm9+07dAj/evttfPXeeypFJ68ffvnF5L0pKyvD+i1b8J9XXsHWRYuQceIEZrhxTSs5xtq+unn3boSEhCBJoV6u1l5bblo9Jpr7G5SVl+OvrVvx46ef4q/ff8dvixdj5fr1KkdKnoLJpA41btjQZMTq1NmzaGyc6lRdYeYu5Gz8GfVvfwXCz1CV1S+8LspzrzUZLs/Lgl94XYuvtft8gYyR65+9740lLz/9NHYtX47lc+ZAkiS09pD2BuT5bO27efn5SDt4EDeMHo34Hj2waccOjHjgAWzbvdvl/V4ujRs0cOjYOO2zb6pG8tT6HRx93TEjR+L3alPbTp05g1snTMCsqVPRMj5eyVBdYu97s2LdOkxJTcWCGTOq3pu4Ro2Q3L49WjRrBj8/P4waPBg79u51W+xk4Oq+CgBzFi50eFTS1dd29rPtyjFRCa78DeIaNULfHj1Qr04dhAQHY9iAAdiRlqZInKQ/TCZ1qFtyMg4fO4ZjJ06gpKQEc+bPx4hBg0y2KTl/FJeXfor6t78C39CoqtuDmndGYeZOlBflo7woH4WZOxHUvLObfwP9sue9saS8vBxZly8DMFRd23PgAAb166dkuERVbO27kRERuJSWhszNm5G5eTOu69wZC6ZPR9dOnTBi0CDMmT8fxcXFOHbiBA4fO4buKe4v3tWtQwebn79TGQerjo3169Wrun1wv35Ytm4drmRn40p2NpatW4fBbvj82XPMOJyRUfXvhStWIKF5cwBAdk4Oht93H9596SX07tZN8VhdYc97szMtDY++8AIWTJ9u8t50S05Gdk4OLmYZlmSs2rChVhEUUp4r+ypgGMmbu3ixw+slXX1tZ49PrhwTleDK32Bwv37Ye/AgCgoLUVZWhrWbNqFdQoIicZL+qN9Ei2Tn5+eHT996C4PvvhvlFRV48K670D4xEZM/+MB4EIvBldXfoaKkCBfnv2t4TEQM6t8+Gb7B4YjqdRfOzXwGABDVawx8g1ktVC623psRgwZh665duHXCBFzJycEfy5fj1Q8/xL7Vq1FaWoo+t90GAIgIC8MPqanw8+NHmNzDnn3XkvaJibjzllvQrn9/+Pn64rMpU1SZom3P7zDvu/9WHRsHrP8vWjSJw4IZM1AnOhqv/OMf6DZ8OABg8jPPoE50tCZi/nTGDKxYvx7+fn6IjozEzP/+FwDw6fTpOJKZiTc+/hhvfPwxAGDZ7NkmiZhW2PN7Pvfmm8i/ehV3PPooAKBp48ZYMGMGfH198Z/Jk3HjXXdBkiR06dABD999t8q/kfdxZV8FDG2xmjRqhBZOzLhx5bWdPT65ckwEgPgePZCbn4+SkhL8vmQJls2e7dJFEFf+BtFRUXj2kUfQbdgwCCEwbMAAt6zzJH1gaxC9SU8Hwsy38agUnypvFcWDj3dCkJ+XDnI7WLrb1ntDGsIy6NdoZd919T1x8Pj4w6iWuL5phPOvZ45Wjxlq7+9a2MfU/ht4MrneP2feAyX3HSutQRTfX7V2rODnw6uxNQgp6rOt7q/KSESktHt/t7PPHRERkZdiMkkuO3y5SO0QiMjNJEnCa2tPYfvZq2qHQkRkt/IK52fkEVFtTCa9jBIH0SVHc2R/TiLStgoJmLH7Iu6Yl652KERENv1z+XHEp+5Ey093Yf9FVqInkguTSS/z5fbzaodARDrCi/xEpHVXCsvwy4HLVT8Pm30IJ3KKVYyISD+YTHqZo1d48CQiIiLv8cqak7Vu6ztzP1wpQklEBkwmiYiIiEi3tp4xv7Z7wh8ZZm8nIvsxmfQir687hV8PXra9oRttOZ2PO+elo6S8Qu1QiIhqOZdfonYIROSi81dLzd6+KjPXzZEQ6Q+TSS8yfddFtUOo5c5fDmPLmat4+68zaoeiqv/tz8Kf6VfUDoOIanh/41m1QyAiF9w2l0XCiJTEZJI0YcZu7SW67vTcihN4ckmm2mEQebWC0nK1QyAime04Z7190dk8zj4gcgWTSVLN0qPZaodARDI4cKnQ5Oc/0q/g401nUVjqWdPXd55juwAiPckuKrO5Tc/p+9wQCZF+MZkkWRSVOX7SOGdflgKReLYy9lkgD7E841p/2XXHTdcdPbUkE1O3nMPdvx12d1iy09o6cyKy392/HlE7BCLdYzJJsjifb35xuzWsyF1bzZNyIq2abmFq+sWCa8cCjvQRkZr215g1YYkzF8SJyIDJJKlmDROnWh5bdEztEIhc8uHfLFhDRJ6FI5hEzmMySaQhxeUcriXPVnP6+gULJfk9yfaz+WqHQEQKslWkh4gsYzJJpDI9nGwTWVJ9baXWCQu3n8njZ5TI01wtcaw68/HsYoUiIdI3JpMki+Jy19cbbDqVJ0MknodVbckT2bvm+ciVImUDkZGlX+mXAyzCQ+RpFh7Jdmj7CwW8aETkDCaTJIvnVpxw+TmO57DXEwDkFrPXHWnfljO1p36aG2Wfvsvze8hyfTeR/r206qTaIRB5JCaTJIvd5x2r2ljBUq4WPbWERXjIs3y94wIAoPu3aSpH4pp8B6fFEZF+HL7sObMoiLSEySSpYtWx2lf6La1X8jbbzlzF5ULbjZaJtCJLJ/vrowt5IYdILy5x2iqRWzCZJFWUVnBk0pKrpRXo/M1etcMgIguyi8qw+TQrvBJp2fsb2aaIyB381A6AqIqXDk0ysSY98Jam35tO5WFMtZ50x55KhhBeevAiIiKvx5FJIpW9se602dvZMoQ8SbdplkfTV2d6TnsQSyrbDIyp0dxcCyOUvaenIT51p8OtEIiIiFzFZJJUIbEAj03bz7KJMnmOvBLLI5N/Hs52XyAKsXTEGvPrEWSpuDZLkiScNvbBdLQQGhGZYnFAIscxmSRVzNmXpXYIROSkfRcdS1pO5+qj7c9nW8+Zvb3LtDS3VIL9aNNZxKfuNLltNo+lRLL5cvt5tUMg8jhMJkkV607k1bqNq46IPMNVK6OQ5mzSwFRQV+27WIgP/rZc0CPpyz34YOMZRWNI3VI7mWVvPCL57DjL0X0iRzGZJFJRYanlk3Im10Ta8eyy4za3+WzbeRy4VOiGaAzO5etjxJeIiDwXk0nSDHcURLxSWIaPNp1FQWk5CkrVL1aRbyWGLzjdhkgzTufZl7g9sUj5XpWVa87dmbgSERGZw9Yg5FVSjP0bK6eLZU5KUTMcq1hMg8jzZGQXK/4a03dfxIPJ9TFj90WT23NZzZUIgPNF/lYc8/zK00TuxpFJL6GF8vW2qDGt8811p1R4VSLSs0yFE8r5h64AANYeN117PnGh8qOiRERE1TGZ9BJHLhepHYJN3+y44PbX/HbXRbYpISJZjwMncpQfnWQLAyIi0gImk6QZB7PUSXgPe0CiTbUdyy7CFg8YcSfP8MPeS7I9133zj8r2XJYUWCneReTtcoo55ZvIXZhMktcb9ONBlFfwKr+n6T/rAO785bDaYZBOLD3KtVJEejHu9yNqh0DkNZhMktewljCuO5HrxkiISO/m7s+yOHU2p7AUD8/ahvO5nBVBpIS9F1jpmMhdmEySbJYezVY7BKu2nrE8JbKcM8Y8CteLeZ5TudruiShB3n3q+RUnsDTDdLSzQpLQZ+4xdHp9GZbvP48eb690+vm1frwlUstPaa5NWb9cWCZTJETegckkyUbrRX5eXHXS4n1lKiUnzImck3FF+QInJK/SCu+7YnMuv9Tk50+2nMPJfNdPVHefL8DzK064/DxEevSSle96e2yxcuGZiGpjMkkEYNKSTLVDIAeUcCjZ45zJK7W9kYo2nJT/BHLe/izkVisEMtXY37a6Mu7LpCNFZRWYvOakyX5PRPrGZJI0Rcnpi8es9H4rKVdniFCo0VxTB4bNPqR2COSg8fO9ryBG2sVC3Pub4fc+kVMMc8u2C0rtO+leX2Ndt6VDFqeAkztJkoTyCglXSytQVFaB2WmXMGvPJXxi5sIJEemTn9oBEFW34NAVjEiMhg+zLCJdKfPSAbg9FwqQcaUI720849LzpNp5cl5SLiHIj8dPco/Hf9yBxWmGfbNxeAAeSI4BAJzJ0/YaaSKSD0cmye1WZ1ouwf+PZcfR4pNdyCmSdwG8PQ3Jswq0PQ2PyNMdyirEhave9zl7akmmxdYjcg8k5hRxeiG5T2UiCQCn80rw1vrTAICFR7JxKIsVVYm8AZNJcrvPt523uc15mU84Fx/JtrnNR5vdPy3H1onk1RKeGJJ+DP7xIPrO3Kd2GG6376Llk+oNR+yrPGlv0jnhj6P2bUiksOPZxSgsrcAX285znTuRjjGZJK9wqcD2SOePe10rJ64ElZZyeqQ1mbnoPT0NRd46n9JDFJVxp67uHz/vkvX5Dmu8qjZ5jy+3X0DbL3bjvY1n8OX2C2qHY7d5+7PUDoHIozCZJLez5wr7oB8PKh8I6cJ5Y/uF19aewum8Uoz55XDVfbvOXcUS9uMjG+yZBq82LiMnT7Pj3NWqf+cWe07vxhXHcm1vRERVmEx6CU88EZHzBE+rv79W4/Ikb/11CsC1pvO7zhdU3TdqbjomLjyGsgoJX24/j4f/zMBxK1V9yTt5wsmjvYdDHlNIi6btvKh2CG71w95LSLtQYHtDIh1gMukltHTh3d6Tneaf7MK8A/qebqKl98VZG0/m4e2/Tqs+Tfh4zrXqgWU1ejDM2H0R7244g+UZOeg3a7+7QyONu6Ri8a0SmadlcxoxaZUnzACQw+rMHPx79UncPOcQfj1wWe1wiBTHZJLczpHvk/9bfgJXCt03PeayG19LL+7+7Qi+3nEBL69Wp1H1H+nZeHLxMZPbSsorUFztJL2ywmClPDbUpmo84RTXkRHHr3fYLnJG5G4L0q/go01nkang7BAtFPpJz7q2bvnZ5ceRV1yO+YeYVJJ+MZkkzXt2+XG3vZa3NPw+cKkQc/e5Pupb84u7VKUv8j8PZ5v83O6LPejxXZrF7e3t2UfmbTqdr3YIXufgJfvbLLz9l2s9LbUkp7gM8ak7EZ+6U+1QyEVPLz2O1C3ncIOCs0O0MDJ/tdT0e/D5FSfw9NLjnPZKusVkkjRvdab21zN5kuKyCgz96SCeX3mi1nRQe0iShO92XcC/V59E6892m9zXZZrlBM7dsq302/tmp+dUFtSijzadVTsEWRWWqj+aYUteifZjlJskSej01V61wyBySM2LlYuNReDkbnlGpBVMJr2ElooyaLl0vfrXNJX3/MoTVf9u9ekuhx//w95LeGPdafxgYY2kpzSq9pb1O2TbmzWmQevB6swctUNw2Ylq66ABYBovApEHm/BHhl09r4k8DZNJL6Gl8+YcJ9arpbuYoNjbe7DEzY0dM664P7H+I/2K048tr5DwyppTVrcZ7CFtXb7b5V3VBcm7PLAgQ+0QXFZe44vrrfWn2UdWJ5yZFaMHjy06ZnsjIg/DZJI8wqAfD+KwCwnlFDvXEL1qI1GS25OLM936egDgyne4vSM4nlDISI+jUUTVefro+6Gs2hfb2ny+G/sucu2Zp7ttbrraISjCninz3lKbgbwHk0nyGHdUa0avlBXHctxa7EELXym/H7S/ytwPe+0bzRv58yFnw3ErTz/ZJrLmwT88e3TS0ijO8NmecXwhy/YoVIxGUvlbNa/E9syr77ys5ybpH5NJL+GONZNrjitbKCe7qNxrp8bIoaxCwtTNtQunpDlwld/eGWYnc0tsb6QBzky5Jn3RwjHlylVlPi96Ll62l5UxSYPsuT5ZWZCHSC+YTJJstp65qvhrfLWd/dOcdcucQ/h4M1tiVKehulSkkgINVHL9zzLrI21HXVhb7QlTzp1x4KJnFPoi9xIqH9UvFNiu2Lr9rPLnSvbILS7H2TzPuPBL2sZk0kvoZTbfxYIyr5qaKNfXYlFZBQ440KfOW6w/kad2CKSy4znKNVCXiysVIPV6vKxelZqoktrTXO+ff1TV17dXWYWEjl/tQc/p+/BTmvnK7ET2YjJJHmXG7ov4x7LjaochG1vneT/vy5LldY5Yacdi77nmEh2WNH9ySabaIZDK7vv9iNohkBnldkw/1muiTOpztkhOlp0zAbadyXfq+eVSfXT0pVUnVYyE9IDJJLmVHK0w5h9yvrWFI7SQPL31l+sVR+fuy8LNcyxPo9tm55Sbb9jjjXToSpG+182aq4jqCWq2BTHnoIf+bmRwMle7swI+2aLskpDR8w5jlIqF6u5yQ0FD8h5MJr2EOwrw2OPvU+pejXPERJ30g/rRxhSW3edZyIK800U71jdpwQ4X1ljd/Zt+R17/PpWHz7aeQ3zqTtw57zDOVFv/tepYDiYuzEAx+1Jq1pw0eWbeKGHzaeXPVXadL1Cl13SpmX7aWihERp6LySSRFfb0jPIWjhYN0MLILpE1ao4MOGKVAlVZJUmyayqpWi4V2J4u+Ma60/jgb0OF6i1n8tFr+j58uf08zuaV4ME/MrDkaA4SP9+tdKhETntwQQbmH7qMfy4/DkmScORyEfYr3Ec14bNdtW6btYftSsh5fmoHQO7BpSXOuXC1FM2iAtUOwyNtOZOPIa2iZH/eknJ5E/zNp/PRo3GYrM9JnuF0nnZGJi/kFSEmLBDCTdNIpvx1GtOM/e4e7VIfL3aKdMvr2uteJ9eyvrvhDN7dcEbmaMhjeNi5TmZOMZ5eaqgD8cuBaz2fNz7QHrEKHAosFeLL1vl0f1IWRyaJrJh3QLvTcOxlzzTWz7ZaXx/iTDECpU6JU2Vey/LqWhYf8EZnNFQS/8fNJ9B9ykp8tyGz1n1FMk/TzCooRXzqzqpEEgC+2n4B8d8dxou/7tVMUZvj2fKtp1NjKiGpQxt7r+t6Td+nyNTTkRbqJ6Sxbyu5gMmkl9DKmslTHtLMvtInW88renKldhnzSh/8fRbPWqmSO01DxXcuXtVn3zxyLy0ei978c3+t2w5lydfSp6xCQpdpaRbvn73lBJq/uAgrD6jfz1fO8+htbuiBTNqwWoEp4Wo5cFm+CyrFZRV4cdUJlFj4YK3KzEVZhWGarVYuKJHnYDJJbvXFdnlOUqy1upDb2F/1W8Ciul8PXrZ439t/OT5tTKkLGLIn4Pze9EqXi7R5USKn0HTq7Uebzrr8nIWlFSgqq0CrT3fZtf2Emduw8ai6vef4sdQ/Jb4jZuyWZ+3fRg0UC/xij3yV65O/3ovZNgoevbfhDG764QBGeMhactIOJpPkkf653H29Jje5oaqbVsSn7sRzKwyFACokCW//dRrxqTvVDotIdhMXarNac83RybXH81x+zrZf7EYbBwvR3P3NZly+qr3RW2ccduPFR1KXs/0htWhRpnznHoV2TJffYux9ufeCfLMhyDswmfQS7jq+nst3/8lHbnG52VLX5Jz/7b+MyWtOocUnu/D1Du1Mb63Ed5r0bN72U2qHUKXzm8vR8qVFKCzx7OIc7JHrPXSUS8rG3mmr1esr5BRrc+YGaROruZKsisvccyQ/mVOCK4VlSPlmr8ntex/tiPBAX7fEoGff73V9iptQrASPvNj4nLSmqLQcQf7aOI6VV0hoO3kJusfXwdu3JeHQuXz0blUXkcH+bqs8S/r06dbz6NE4DON+P4q197WTpXI6c8namn+yy+HHFJZWIMxfQnF5BUI0ciwi7eLIpJfI9/AryzVdLqqdSAJAh6/24ESOfIvWKyk11VPPX3wcDSByzqV8+Y9hrtqSeRk3fbQOT/y0A8lvLMeXazPUDskhepr+qCfjfj8KAOg3q3bxKWdouHWqR0ndcg7PrTiOdl/swXe7+F1O1jGZ9BLvaKDvlrumovaduR8fbzqLJUey3fJ6ruD5jeP4NyNXab1a4dGL2q8++t6SgyiTuedrpQtX5e//uUkDBVXIuqsyXPSWs0CbnJWUnVUic2sge/2UloVfDxoKAL2x7rQqMZDnYDJJsiq3cpJmzwJwuUzdcg4TFx1DfOpO2UYV15+wXXL84Llc3PTRWlzM097Igl4okQYo0c+LtKWgpAwTV57B2bwSfL5N/dYX1oz/bgsA4HyBttctfbJKmUrXD/8p/6jn3b8dQXzqTnyh8ffem725XoakRcZDuTurxlsyeb7lVj7udD5f/gs8pB9MJklWj2q0QqIcKqfjDJi1H/GpO2s1E5ckCUP+ux5HLuSj25QVdj0nlxw5TolBpVaf7kJ86k5Z2jCQtpSUVaDP+6vQbvJSLDl+FT2n78OsPeq2vbDX46u0vT9OXXkYZ7LlH705q2Aht/c2nqk6fucV1x4Ju5BbhNMK/E5k25x91ltX2ENvlwU3H7PcssudenyXVnXOs2jvWRSV6mvpFLmGySTJyloJdj3kTelZhcjINow6Vn7xVVRIeGr2TnR8bZnJttsybX8JaHy2nddJ3XIOqzNzcDirEMUKTeEj97rlk79w8rJpciB7r1KF7Lqo/siILb3eXYVjl65WTR0uKatAxsV8LN57Fr/uOIULuY43Qb9wVfkR2Taf70aHr/Zg4WHTXn7d316J3u+uUvz1SRl6+07Nc7Ef7spjOTJFAjyx+hy+WnsUj/+4A//6ZY9sz0uej9VciRzw8uqTVf9+be0pjGjcAp1fWmR224dmbcOuyYOsPp/OvvfcRNm/2gMLDFPsRrUMx8txzeHvKxAVEqDoa5IyJEnCofO1+zS6I1mRg6d0POr/nzU2t3lzVBLGXddM+WAc9MTiTKzKzMWHA5uhvNp0990ns9GpSZR6gXmp9CvFaO3C4/W2YsHVYlwbTrrep7bSypNXsfLkQQDA/F1n8MbIJEQG+8v2/OS5ODJJbiPnQU0tNQerVp60XCgju8B0jUFphYTULedQUFqOorIK5BSX6e4qqp78fjQP3aasQPIby9UOhZz09qIDaodARq/8nob9Z2yvO1fDLwcu41BWocka1dwirhFTw2MuTu2Wc9ZB9b6LnkrJU4xOry+zvRF5BSaT5Db/XH5c7RBctuOcafL43Hr7iznMO5yLjzadReqWc7h1bjo6fbUXpRWcSukoJuBkr2/We+4a7ravLFE7BNkNS12PNYe02WZg8I8H8e+/tRmbVilRFflojmtJvJwRfb3D8/cHpb8vk99YxgsvxGSS5GfpC0YPayYd9dJve5F5yZCAFhgXrxeXSzhwybCGq6iMmZGj1PiLTV1xWIVX1beTucX4+5RysxVOXvbsUYVCnRa4uH/6Vs22Zll18to+szjtnIqReAalppRKkoQ+769C/AsLkedgoqLRXUu3sgtK0fG1ZWg3eQnO5Wh/jTcpg8kkye5/+7VRfUwLftp8Ak/NNrQmqfyS44fO83y8Ih3vLzmodhi60mfGfoz9VZnWEgBYbVDDvlonf+sPuf20+YTaIWhehUKZW/MXF1UVzbr32y0OPZbJpCl3XbgpKCnHde+sxEMzt7rl9UhbeF5Lstt02nxz6PxS75zSeS7XcLWuspiGD/uBuEStc4XP1xxlywAPwo+Zdr27+KBqzdhJPkolk9XtPpnt0PZyV2r29B7E7o5+xYELuP49VkP2NkwmSQGeffCV28W8YlRUSFVfvD4OfupKPaWkoxnm+ri54qNNZzH/0BXbGyqELQPkVznl25yisgqn9/89p+QriU/ymzBzK5JeXYpXfk8zGUXefd5yUTPSFneNAhaU2F99We6Yvt2XLe8TupkaI7WnrhQi/oWFKGN7La/BZJIUYDokcDirECN/PqRSLNowe+uJqvUljh7cv9vluUUA5uyTtzl86hauY1JDUVkFLlyVr8hCbrWLDNZ607b5fDdunevcsePZubudehy5x/rDl5BfXIbvNx1HG2OxoQ0n8zDy53SVIyN7uWNkEgCy8kvs3lbuiC4UOJLIKvP30OoaY1tavbwYc7acwIGzuR77O5B9mEyS7H49eBnxqTux6lgOKiQJA388qIsS2644n1OEU/mGk3FHK8S9s+GMEiG5Bb8+9OG+pafR/ds02Z5v7r6sqn/n2hi9TrtYyBMRLyBJEu75Tbk1tCQ/d80AzS+2P6GTOyZHJkYszVBmNsSPLqzfVfvI+cKvezF06nr8tOUEikrLeSzXKSaTpJgH/8jAmF94cgAYFqfvueRa82FH/ZR2Ca+tPeXW16zp7b/OID51p6oxyO2P3Z6b3NuSU1CK+BcWIv6FhSZTD7ecN4weyvVeXiy8Nsr579UnbW6/IF29qc3kHncuUvdYZQ5bHljnrpHJcd9utntbuZOVGfuz7d72dK79I6iOWHPootOPzcx273mHJV+sOYo2ryzBYz/ssPsxhSXl+Gz1EU6X9QBMJklRW86YL8bjbab9dQz7spw/qF8utP/KbKWXVp3EjN3OfwmRedPWa78SpbP+Pf/a6OMbf+43u83Hm1xrKg4A03fZ3i+rnxR+ud1zp3qTfbae115bgYV7XN/X9SrjYj46vuaepvWX7JjmujwjB/GpO3EmX38XAPadyXFo3WiFJCHtQgFKyyX8dVK59kuOOHXFsDZ+yb5z2HHCvouDHy47hA+WHsL8Xfq9gKsXTCaJPMDTSzJNfi4srXAqwSTX7dZxYZecaiOGllojfLrV9XWrJTXmjpkb4Vhy9Nrf+cClQpSUV+C8A+uXiEg536w/pnYIJhaku7cl2aazBVh8JBtLjmRX3abUOO3ZnCJMml17Vsi87aewaG/tCx4DZh3AzXMO4b2NpxWKyDW3fb7RrhHkA+dyAQCZWSzKpXV+agdARLatr3Z1Ma+4HB2+2gMAWH1fWzSPClIrLLutPZ6Lfs0i1A5DNkWl5Qjy91U7DNmtSzcdMTx26Sqa1ws1uU2J4sJlFRICfE0Ld/1yIMvk59afGQrqHGyfqMu/PWnP8SzvXutvzewt7u3DefRiPlrGhLn1Na0Zs9g0URvbvi6aRgYq9nrrD18rZpddUIJjl67i//5nOCaGBPiioKQch59Ihr+vQGaOYRbUtJ3anZl0z7TN+Onh66xus+GI4Tvg1x2n8c9Bie4Ii5zEkUkiD1O9SEX/WQfMbqO1Re7j5x9FfOpO3Yymns3R3pQ8JSzf757quZur9aZdnpGDAbP2Y8WxXLPbVlb+JFLal2uPWryvqLQc7y4+iMISedsfkXk3frhWtdfOLrA9zXb2viy8t1G56ZjFZRV4aOZWxL+wEMlvLMetn2+suq/AuA/2/34/xs/3jDoVG49m4aNl9lXqZn9n7WMy6QXKPbzpLhlMWGA4sdlzwfRq+ZKj2bW21Wprys7f7EW+Dk6+np5zbcpRUWk5LuQWObSmRYuKy2q/L28vOuiW1x73+1EM++kgJEnCw39mIMNG0Yiub63Au4sP4rUF+xD/wkKcqXGysdjM1C8iZ5ibRphXVIr3lxzCl2uP4os1nnHyrgdpp3MsXijNLlTueyX5jeWIf2EhOry2FB1eXYqpKw4r9lrWrDhgfe34qdwSrD2ujTWS9khddQQX8uy7MDs8db3C0ZArhCsjGF27dpW2bdsmYzhkL0mS8NeRS8jKL8HhC3m4uWMsMi5eReilc7h/GRcre5vvbmmBdSfycCy7CPsvFmLBXYnoOX2f2mFZdFPzCCTUCUa7mGD0bhKOcklCRQUQFuCD0ADLUxi1Vhl28s3tTArVxIQHYlRyLMZdF4/C0nIk1DdMy/LxEZaewim5RaUID/TDxbxibDyahVEpjV1+zv9tO4nn5u2pdfv/DWqN/yzTfu+/9LeG4lxOEeqEBSDp1aVqh0M68u34rigoKcdTs3fC31egtMbVuiNThiKnsBR1w+yb5lhRIeFCXjF2nriCqJAAhAf5oV2jCFzIK0ZIoC8u55egaZ0Qk+NGaXmF4TVCAyCEQHmFhMLScoQG+EIIeY8v9oh/YaHbX7PSc4MTMeH65igtr0B4kD+Qno7e/zuO03nKVFMlZQ1oUx+P9m2BHi3qmtxecx9LbBCOpc/0dWdoVI0QYrskSV3N3udKMhnYKEFqNP6/Tj+eiIiIiIiItOv4ezdbTCY5zZWIiIiIiIgcxmSSiIiIiIiIHKbYmsmKCglCwOpc/srXNreNJEk21wFIkoTsglJEhwbY3L64rByBfp5dTv5CXhE2HLmEljFhmLExE53iovDqAu2uiyP3mXZzCzz0Z4baYTikQ/1gJNUPwew0Q/nvusF+CA/wxdQhzdCxfkitz3N5hYSWn+5SIVLHvTi0Df7OyMI393WFAODrI1BYWo5g/2vrmwpKylBeISHQzxcBfobrekWl5Sguq0BEkKFrkxACuUWl8PfxQbBxLWl2QQmW7z+PwUkNEezvi22ZVxAbFYRmdUPNxmLLhdwiXC4owaI9Z5G6qnYxkS/v7YyJP+xw6rndqX9iDPx9fTC8YyM8PWeX2uGQF/l2fFdkXS3BHV3irJ6HlFdIEADe+HM/ZmzMRHzdEDzctwWaRIegeb1QXL5aghkbM9E4Khg9W9ZF0zohiI0Krjp/ySsqRWSwPz5ecRjjrmuGOqEB8PURqKiQZF+XbYtaayZTmkahRb0w9Emohy7NohEXHYwNa3bjlc2XcMxG4S7Str9fHICIIH/sOHEFvVrWQ8uXFpncP6ZbEzzUpwUaRwUjOMAX5RUSDp7LRbtGEaqsG/Y2iq2ZZAEe7SgoKUNeURkanDsBhIUhPasQjcMDcLGgDL4C6DNzv+0nIY9Us9dkSXkFgGt9+bRm5bi2aBTmjxAnegVqpQBPQv0wvDy8Ldo2ikB0SABa/3sxAODYO8M8+kvN3Ali5rvDVS22Yc3Kf/bDF2uOYnSXOFxXrXjDxO+3Y8k+97Q1IX2bfHM7PHh9c5PbJEnCjhPZuP2Ljfh+Qnf0SYhRKTr1qHFM+PmR62oVaQEApKfjo7Q8pG5R9jMfHuSHvKIyvH1rB7z0215FX8tb3N45Dh/e2cnsfTX3scx3h7sjJLLAWjLp5+5gSBkhAX4ICfADjMfS1nWDAcBqZUzyLFsmJKF+qD8OZxXi650XcCq3BB8ObIbY8ACT7QJ8tTd7fd/EjvDzEQj0015szhjRKRY3JNav+rlD40jsPZ3j0YmkOQ0ilGvCXdPXw5tjUMsouy4YVD+p+M8dtU9EXh/ZnskkyaJmIgkYZgx0aRbt1Se3KU2jsPNEtltf02wiaaR0C7RfHuuFLs2iq35WK5lsEBGIxIYRWJd+UZXXl9uUW5Ps2u7o28MUjoRcwWSSyENEG6c+JtQNxgc3NVM5Gsfo7aLGw31bmPw8/4neKkWiLH/jhYlQP4GrZcqdrK2/vx2aGBPXz4fGI3XrORy8ZNp/LLFuEA5l2deTrEFEkO2NiGx4//aOaoegWQ019hkrd2GWnS2VU2rNeb5XI6w8loupg+Nx/Qzllx0tf7YfIoL8UVBShts+34iD5wx9JZPqBiIlNhzf772keAyuui2lMT66K9mhx/i6eRo3OUYfwwREXsDf17GD6ezbWuH1fnEKRWO/h1L0NwUsqMYUXR8f4fY1S0p4qMYozHf3dwNguq79mR4NZX/dJtVGQIclROOb4S1qbbPk7jbYcGc8Nr90o+yvT2TOzZ0aqR0C2UnJgclp42vP7Ft6a1PMG52Ax7s2xC93tEZcRAB+GNVSuSCMIoL8ARhmoz05oFXV7X+ObIo3+zfB1oeujfR9NFC9i86t6odh9sPXVf2c9vpgLH+mL8Z2b4oPzMwmMefOruqfv5B9ODJJikqKCUbaxUK1w/BKPePC0bVRGF5de0rVOF7s3VjV15fbPwe2VjsExfROqIdpfx2r+rl1g3AA14qlAUCQG6YqN4kMROakFJMpr0IINA7zBzQ2IkL6xdEQ7RjRKdbq/fVClDudNVe8MTE6EAgLM7mtfqi/YjHMfbQnTlwuMLmtMrEcd921pDEmxB9bJiQhq7AMbesF49nlxxWLqaZJNyagUWQQxnZvWnVb9angCQ3C8c5tHex+PoVnLpOMmEySYpbf0wYJdYM1UzRFba2jApCeXeLW19TCEj69nZCNSLZ+UuPJbmgdg9AAXwT6+1aNSgJARbVtesaFy/qaj3Sub3Ob53s5PkKUUD8Mhy/kOxMSqWB48zAsPKat98vTK8DryagU68fdB5Pro0GoP55e6r7kqaZyhZKf9LeGIsDPB92b1zG5vU9CPbx/e0fc0ikWyDxadXv9UH9FE9vqdk8ehLAgP/jY6N7gjHt6NMW87afQoXGkrM9L8uM0V1LE4rsNiSQA/HV/e/xfz0aIDXPPwU2rrmtk+Hs0cOIg/99Bzk1XUTuPi1HwarFanG3B4QmEENj3xhDseGUgkptEVd1eOTB54LFOiA13/XMcH3ltWuuz11lOFDc80B59moZjXAfHp0p3q3HiRdr2yQ3yT58m5SS5+QR/QJsGVu/38xEYmajuZ75CoXWbARZmgwghcGe3JlVto9xt1+SBiAzxh6+PUKT4XErTaHw/oTvmPHKd7Y1JVUwmSXZfDmuOtvWCq36OiwjAk90aok/TCBWjUtebI9sjzN/wcbuvYz2HH+/s1EK1xwRn35agcgTyujVFX1N27TVveBweSolBkJ9AmAwnLu1iguFvvNJhbR9tHB6A70e1Qnig46+pYD0OUoCPFqZRkN0e69cSfzx5vVtea/X/3eCW13GVNxxz7u8Vj2PvDEPmu8MRFRJg+wEu6pMQg9BA/V2U1hu+QyS7uAjzBxgJXnCkreHwlKEoKi1HeJA/3s044/TzxIQ691FVu1VFnWB9HGIGt2+Ar8aZba/kFZLqBSEp3nARJMjP9X3qznZ1sSwjG4CSU7G973jjSXa/OggfLD2IHzadQOrYFADamuJqa42et/PxEegQp8zoZLf4aGzNvALAsA6veT3PmA3SLibY9kYepFlkAI7nGJbmJNYNwj86RWHooPYqR0VapI8zPdKUqCDzu9Vd7eth7v7Lbo5GXf6+PlXtFcYkRmDO4VyMTKyDD/4+69DzdGkUZnsjDdLLWENMuPv6LXobodBe4g2jBJ6qfnggIoP98dot7XFLx1hD/8D0dLXDMqH2EgFvNvfRniguq8CF3GI0rRuiaixxYfafJisxun5X1yYuPf6VPo3x5vrTTj12zX3t8I9lxzGoRSSGJ0QD+dq64EPawWmuJDtLI5NdGnnG1UWlxEcEYNcjHS3+fUgbfr2jtVtKvJOyIkO8e4221vxerRfr3Ed7AgD8fH3MNqLv1EDdBAIAHqzRJofcRwiBIH9fpxLJF3vLO6L8Zk/bBcKU5OqMrupLjhzRKy4MQghMHRxvSCSJrODIJJFCRspU9bNFtOeOikUFeVY1xGd6NETnRqG4UlhWdVtK0yhM7MfkUk5CAHcn1cOsPZcUGwF65qbW+GpthjJPFvBehgAAH89JREFU7ibhAT7IK6mwvaFGDGhTH2+NSkJ5hQQhgB0nstEqJgztYg3r5Y+9Mwx5xWVVLQ0saR4ViN3nC6xu46ofb22FdvWCkfLNXpPbx/dshpl/H0fHuChFX5/MeybFtSI6vjpbe9snQZ0+zQNbsIIq2Y/JJJFCrm/leKEdc1be21aW51GD2ms2HfVoF0PFwPBAX8RH+ONft3TA0A5sXK6E1/rF4aXrGyvWOibI/9qFjBeGtsG7iw9W/fxQSgym7byoyOvKaXzbSHy6+4raYdj0f4Na46E+LUz+5gAQF206siSEsJlIAkDTSOUvoPWMC4OPEEioE4TDl4vgI4A3esbg3hFJeH1kku0nIEU82sG1UTC91Wa4RaW1u/d3UieJJc/Eaa5ECrnDxbUOlTwtIfNEux7pgAV3JVZVzfXzEVgzOp6JpEI6NwyFjxBOVyl2RMOIIEzs1xLTHzD0zRybVFf1FgL2CvDV/md/xgPd8OSAhFqJpCue6iZvm5C0iR2ROSkFt7c1vO+PdK5ftb6tobFl1Yp72+LeNlGyvi7Z9sWw5tj/WEfUC/HDfwY2dcsxwZs4c/rwQu9YnneQQzgySbrXLTYUW89cVTsM3XqxdywGt4zCDbP2qx0KAGB8x3qYueeSQ4+JCvKzWDiK5OdMqw9n7HltEAKNJ6f9E+sj88EEIMwzilm1aRiO0a0i8NEO7RYtuy2lMW5IlG9N2ev94rD3QgH8HUiiJ3VviD5Nw/HFtvNYlZkLAOhYPwR7Lhimya4c17aqnc2HA5vhw4GmPXs/GRKPFcdy0CI6iAVGVDC4ZSR8hMC2hzoYbtDYe+BIAR69uCdJnllV5D14CYhkNa6DvAehG+Nd603Zuk6QKr0OXxjaxq7tKq+Ua9XhJ5KROSkFXw2/Voziw4FNq/49uW9jPNqlAeKjApE5KcXksbNGyr/O8M8xiZiQbH36zQu9TXtBdvXywk/eLCLIH4F+nrVuFwBCA3yx5B99ERum7SJCchepGd8pBv+pkezZ8kyPhugWG4Zvbm6BV/s2NswyGJOIzEkpyJyUgpbRQVYfHxXkh9FtaxcBIvfQ+vhXgoo1C5rIkMg68/d118U+0g/vu+RCimpd1/oX99TBzfD00uM2n2dUYjQ+HNgMPgI4k1+K3tP3ORXP0nvayD5do1V0EI5cKar6+e8XB6DnO6vw5qgkjLuuGa4Wl9lssjv7tla4VFCGtcdzZY1NLlsmJKFusF/VerbBLaOq7ru9bV2kNAxFiL8PGoaZVqbd/lAShBC4WlqOJhHyfwkn1Q/BLhuFOYL9fTC2fV1EBPriuV6x8PMRiE/dKXssRErZ98YQtUOwS1Jj9Yt0VB7ffX0EHkhWt/ImOU7u72c9rZh8prPrFzkc+fsmxQTjXzJXwyXvwJFJkpWtA1c7O8pUv9EvDu8MaApfHwEhBBqHB2Dzg6YFETY9aGic26F+MDInpSD9iU6YN/raCOTXw5sjc1KK019UWyZYLsAw7ZYWVf9eeXszNIoMRua7wzHuOsMVdVuJJAD0jAvHLa21V257z6OGtUX1Q/1rFUaZ1L0hesUZpgi2iA6qlUgCQN0Qf9QJ9lMkkXTEOzc2xYvXN4af8XcID7B8qOvR2DOmPZK8tNqq6IZE7Ra+mHZfVyQ3iQIA1A1VtsVR91h+Lsm73dbKtZlZgGP9Uv8c2wZ9mrr+muR9ODLpJT4fGo/HF2cq/jpyXGO8p0O9WolMgzB/rLmvHdYdz8Wu81fRMCzAZFplgK8PusaG1Zpq6az6of7Y/UgHDP3pIM7kl1bdPqV/E8RHBWLVuLbILS5HyzDXroO68yqqrX1gaMsoRFiZ3vLsdZ5bjGbDA0n49eBlvLb2VK37mEx6J0mjQxjv3NZB9udcOa4tDl0qRFZhGV5ZU/szUFP72Ai8NqI9rlwtQe9W9RDg5wMBQ1/Im9o1QEWF8n+8QD+tT4Akqm31fW3Rf9YBtcOo0rmhNi+akb5wZNJLxIS6Z+2NrYFAV6a0xEcF4r5OMfhoULzDj51/V2t8V21E0R6RQX7YWG1EtE/TcNxjXBPaIjoIyR52kB6WEI1GVtZgfTioqcX7tERyIguICPRlqXMyodUWAo0inWsybkn9UD+0jA7CsIRojOsYg8NPJFvdfmC7Blg4qQ+6xdfBoPYNERroB39fH/j5Xjtd8PER8FGqQahRzUI5RJ6geZT1pT6WdGkUiger1QNYIVNLMHtbLz1ooxYBkTVMJsmtWtqxmF2JvnOdGoRiQPNIzBudgJ5xjo1EPdmtAaKDfPH9qFayx+Xu0ZFhraJq3XZbm2hkPJWMEBlL+6vF1sj0orGJtW7r0zRcqXBIw25ro+3iV5U6NQixvZEZlR0WXr7etCCVv69A5qQUbHsoyeyoxdfjujj1enKr76YLoKQvcn6nyv3dsG9iR9zQLAI/356AT4fEY8ndbfDHmEQ83b0h5o1OwIPGNb8CQKs6ziWl5kwfYftC+os1CtcROYLTXEk2w1pFYaSNdYC2RibfHSBPb0ZLusaGYfZtCXj4zwwsz8gxu81zPU2nc/5fz1j8X091FqU/00PefmsvXd8Y3+4ybdY+sEVUVc81T/Zwiu3iG+1iQvB094aYuuUcRiVGo3PDUHTj2iyvdG+HenZN+fREresEYdm9bVFWIVWtG66pXog/fr2zNS4VlGLb2atoHVSBFt0srxUnkttHGh99jjVTF8BZGU8lw0cIzDBT5bxDfcMFo7iIABx9Mtmp3pDW9I+3XSjLkXY8RDUxmSTZfD7M9TLx0cHu2SWf6NrAYjL5hMwNs13RVeZEx9dH4NDjnZD4+W5Zn1cLfO2cZ/HMdY3wjAev/yR5eEpTbmeiXGacImcpkayuXog/hrSM0lx/P3s82oXVWz1Zgo3q73pi7wVbJWZmESmN01xJUwa1cE+p+eSGodgyIQmDWkTip1vln75qP+tzcpT4Wqls4l6pl4PTfrVKaL5jGZF1H9/VqdZtnwyJd38gGmGtCjMANORUWCKXTbvZsXoSRDVxZJI0xZ2jBfVD/fG18SC665EO8BECQTqsIPj3A+1xqbDM5LavhjfHowuPATAUGiIidc2b2BNd42uv42wS6Vibnfs61pMrJNWFB/gir6TC4v1dGunjQhjJR84yBCMTnWvfFR3kiytF5VU/J8i4/tFZ7WOCse9iYa3bvxzeHDe56SI+6RdHJr2ElsrgDzdTBEZtUUF+iAj0RYC9cyU9SKPwgKo1GZUGt4zC2wOaYPk9bVSKynmDW0aZvb1rrGdV1yWqzlwi6YxxHfSTTAb5WT8ed3SyOBGRPXo1ca4Azxc1lvx8NjRehmhc842F0cchFr5PiRyhvzNnUoUjvfrc1abEE6iZ5N+dVA8JdeVtQ+AOlqo83ticV1eJIgL1M9PAXLGSSnqZnq9ndyfVVTsEVYQGmFZGb+rg7AIlxIbXLib08SBtF0Aiz8FkkmQxkYUQnNKmnuclc0SkXQ2s9JL1NNZOwt8Z4Bl9cb1Zio1ezO1j9Pn9l1Tj97I1wu4uq8aZ9q4cYaP6PpG9tLGHk8cL1sjB0tM83JlJOHmPn25thQV31e71SeSIP8ckolmU+qM9ZN3otnWwZYLldjNKtKTSwpIeIURVMcG/7m+vcjTXtIgOwoHHDEW+BFg5luSjn/kwpCpHprn2bRqOGbsv2t7QC9j6MvWQ7gXkZbrHhmHLGcdbSTi7BkkpvgIo18DJZ3xdrv2z18HHO2lmpIcsaxEdCCEE6of6o2lEAE7klpjcH6jzvoZfa7RCarC/Dw4/kax2GKQzPCKTLBypwjqAa9vspu+vW/lMH6HNL269+nCQPqYYTrtFG/uNreOnN+/fd7QzLUzERFL7xrSvixkjrq13nTs6weT+n25thYOP126DQ+7h7yvgr/NkntyLI5NeQgMX34kUsWhsItrFcGTHneqH6GNdXt1gz/g9wmsU9PAmb93QBP/bfxkA8FiXBipHQ/Z490bTi00NwwKw99GOOJ5TjPqh/haLqMnBkVlSRCQPJpOkGZZKVxNZo8S6G7JOL39yrbSW0MmfUxGBfj747c7WyLhShFGJ8rRPIeW81i/O7O3hgb5Iqq/8561zI7aIInI3JpOkGQPZOLcWR6YPe6sW0SzEQR7Oxsc83suLzaQ0DLVZGZS0ISrQe0fRibwVFx+QKu7vFKN2CB5B70UKnLXj4Q5V/w7w5WHME2i1DP1NzSPc9lrRQeZPtG19yuvpZFox6V9UEMcoiLwNz8JIFRNSmEzao5NGpuFpTZ1gnrB4mpqFVLTCnSe/Q1pFmb39hkR5WgSN71hPluchcla/Ztqq2Oysr4c3VzsEIo/BZNJLSAo2X3JmrWOTCO+etmUvTnMlLRJOrPIL9dfm9Dd39cg9+mSyxfteHNpGltdoVSdIluchcpZevrOaRvIchcheTCbJZY3COAWLyNttetB6c26tFsZ4vles4q+x+9EO8PURePa6RmbvZ/NwIiLyVEwmSTW3JmpzDRUROa5hWIDaITgl3A0FQyIDDVNpY7j2kXRGJwORROQCJpNeQosFHJ6rNiLQOFx78RERueq5nuZHI6vTy9RA8j5Noq+t62/u5VWHibwVk0kvoeRamthw50Ykqj/ujzHyrBkiIuVZyn045b22x7s2kOV57u3A4jqkPT8/eh36JBj2zS4ancruDCbGRPZjMkkuc6Wy5n8HNUOXRqGIslAyn8iSn25thZkjW6odBlWjYJ0vjzSuQz3ZRh1DA2x/XV/fVB+VNMlzNIoMxpRRhlZNt7fVZsVmZwS6qTAXkR6wvj6palSbOhjVRj9fQOQ+vZrwxFlrXu7TGE8tyVQ7DIcJAErkwXe2r6vAs1rWPIrVXMn9mtYNQeaDCUBYmNqhEJEKeOmFiIgcYmmsrVecZ55M/nhrK0Wet0P92n1i29bxzEJFRERE5jCZJCIil9xmnF0Q7G/+K2VS94buDMdh9UPlX+v5ZDfzayXnDouT/bWIiIjUwmSSzBpr5/QsPa2RICLn1AsxrJgI8ffFxgdq95u01F9RzyZ2MZ9MhgfIvz78weQY/DCK64eJ5PBgcozaIRB5FK6ZJBMzRrRESqMQRAb6Yfa+LJvb35LAXpFE3q56slhZpblxeABO55WoFZKmDe/QCAv3npXt+f7VK5YFQ4iISBVMJqnKQykxuCE+wqHHOLo9EelPUI1EJnNSCgDgyOUixEV45xrBYCvJ3X09m1Ulkyue7evU8z3SuT6+3nEBAODDPpVEsmFRaiLHMJkkANdO/qoL9vNBYVmFCtEQAEzgVBvycEr2t5VTE5kT3rFJdeHrYznB69GiLtY/3x9x0cF2tw6Z2KUB/rv5XNXPz/WMxV8n8jCkVRT8fZlMEsnlaY2v8SbSGs6LIYta1/WME0G9cqV/JxHZT+4poj1ibVe1bVInxKEelDVHf/19BRbd3UbzxY2I3O3F3rEuPT4qiN+9RI5gMkkWjWjN9ZBEVJuVQTciIlWxBzGRezGZJIseTI5BHysH5Zeud+3qH1nXqUHtHnVEWuDIiJo3GtoqSu0QiIiI3ILJpBcZ0Toad7Wr3fKjc8NQs9sLIfD9ra2w+5EOVbc1jwqs+neCh6yH0rrIQPOtAq5vyuJGpF0LxyaqHYJmKV1ZtTWPvUQWcQkxkXsxmfQiqUPi8d5NTWvd/o8e1tfchFdLdib3bVz17w71OXImh8+GxqsdApHD2sfw86+W1CHxaodApFlt6wWrHQKRV+EqY7JZBttHCCy5uw3O5JUgJsS/6vZ61f5NzmNZf/Jk3rT39owLw9+n8q1us/juNorHEejnTX91IsdwGj6RezGZJLu0qReMNsarfV8Nb871fAqLCeFHk7Tvp1tboUmkd/SR/HJ4cwxpGYX41J1Wt+OoCBEReRNOcyWHDW4ZhYZh3nECqRauRyVP0KtJOJpEBNre0AM81a2Bxfse7VIfQ1pGuS8YC+Ij9fG3JlLa8nuUnyFARAZMJomL1VXWLqb2SEY0+1wRuZW1qXEdq60P31WtIFlNf4xRtihRzzhD/8rwAPNFu4jIIKGuczMEwvx5WkzkKJ6xEnsyqcxcg+S3b2yiQiREZM7whGs9d601NI8NU3Yd+es3xOGRLvW5Xp1IIbNGtVI7BCKPw0swxAIwGhQZyOs8RFr18+0JtW57KCUGdRVO8gJ8fdA8ilPgiZTiLWvAieTEZJKIiMgBPRqH1brt333iVIiEiOQUwHU/RA5jMumFxnesp3YIVMMd7eqoHQKRV6sb7NhsgH0TO1b9e0p/Tksn0gPOCiJyHJNJL/RavzgcfiIZ8ZGBrBqqER/c1AyfD40HAIxMjLa+MRHJ7t4O5i+ytYw2X0E1NMAX1zcJR6cGIbjHwmOJiIj0jpdgvJAQAv6+wJrx7dQOhaoZlhCNQ80j4c9pNkRu5+vj+Ofuh1tZrINIL16+PlbtEIg8EpNJIg0J9ONkASIiIne7pTVnBRE5g8kkEREREXmtHQ93QB0H100TkQGHQYiIiIjIa0UF+aodApHHYjJJRERkwdTB8WqHQERO+H5US7u3Zb9tIucxmSQiIgLQINS/1m1J9UNUiISIXBUbHmDXdneyNReRS5hMEhERAYgM5FQ3Im8zpX9TtUMg8mhMJomIiAB8dXNztUMgIjdjOy4i1zCZJCIigvlprkTkmQLs6B3bMy7MDZEQ6RuTSSIiIiLSlSaRgTa3mT7C/iI9RGQek0kiIiIAApzuRuRNgvx4GkzkKn6KiIiIAAT78yuRiIjIEfzmJCIiMuPDgazySOTJHuvSwOJ9P9+e4MZIiPSLySQREZEZ4QFsFUKkRw+lxKBHYxbfIZIDk0kiIiIzArmeisijTUiJMXv7v/vEuTkSIv3iNyUREZEZfZuGqx0CEbmgXgjb/RApjckkERGRGUKwuiuRp5s10rT9R9rEjipFQqRPTCaJiIiISJfaxgSb/BzGtdBEsmIySUREZPRMj4Zqh0BEMooMvJY8TuxSX8VIiPTJT+0AiIiItKJhWIDaIRCRjAJ8fZA5KUXtMIh0iyOTRERENdwYH6F2CERERJrHZJKIiMioYZih+mPXWPagIyIisoXTXImIiIz6NYvAnNtaoTsbmhMREdnEZJKIiKia6+LYX5KIiMgenOZKREREREREDmMySURERERERA5jMklEREREREQOYzJJREREREREDmMySURERERERA5jMklEREREREQOYzJJREREREREDmMySURERERERA5jMklEREREREQOYzJJREREREREDmMySURERERERA5jMklEREREREQOYzJJREREREREDmMySURERERERA5jMklEREREREQOYzJJREREREREDmMySURERERERA5jMklEREREREQOYzJJREREREREDmMySURERERERA5jMklEREREREQOYzJJREREREREDhOSJDn/YCHyABySLxzSuXoALqkdBHkM7i/kCO4v5AjuL+QI7i/kCD3uL80kSYoxd4efi098SJKkri4+B3kJIcQ27i9kL+4v5AjuL+QI7i/kCO4v5Ahv2184zZWIiIiIiIgcxmSSiIiIiIiIHOZqMvm1LFGQt+D+Qo7g/kKO4P5CjuD+Qo7g/kKO8Kr9xaUCPEREREREROSdOM2ViIiIiIiIHGZXMimEGCKEOCSEOCKEeMHM/YFCiJ+N928WQsTLHilplhDiOyHEBSFEmoX77xFC7BFC7BVCbBRCdKp2X6bx9l1CiG3ui5q0QAjRRAixWgixXwixTwjxtJltbhBC5Bj3kV1CiMlqxErqEEIECSG2CCF2G/eR181s83G1/SNdCJFd7b7yavctcGvwpDpb3zHCINV4/rJHCNFZjThJPUKIKCHEPCHEQSHEASFEzxr38xyGahFCJFb7btklhMgVQvyjxjZecf5iszWIEMIXwGcABgI4BWCrEGKBJEn7q202AcAVSZJaCSHGAHgPwF1KBEyaNAPApwBmWbj/GIB+kiRdEUIMhWEueY9q9/eXJElv/XjIPmUA/ilJ0g4hRDiA7UKI5TWOLwCwXpKkm1WIj9RXDGCAJEn5Qgh/AH8JIRZLkrSpcgNJkp6p/LcQ4ikAKdUeXyhJUrLboiUtsvYdMxRAgvG/HgC+gOn3E+nfVABLJEkaLYQIABBS436ew1AtkiQdApAMVOVKpwH8ZmZT3Z+/2DMy2R3AEUmSMiRJKgEwB8DIGtuMBDDT+O95AG4UQgj5wiQtkyRpHYDLVu7fKEnSFeOPmwDEuSUw0jxJks5KkrTD+O88AAcANFY3KtISySDf+KO/8T9ri/3HApiteGCkFyMBzDLuZ5sARAkhGqkdFLmHECISQF8A3wKAJEklkiRlV9+G5zBkhxsBHJUk6bjagajBnmSyMYCT1X4+hdone1XbSJJUBiAHQF05AiTdmQBgcbWfJQDLhBDbhRCPqBQTaYBxenwKgM1m7u5pnOa4WAjR3r2RkdqEEL5CiF0ALgBYLkmSuX0EQohmAJoDWFXt5iAhxDYhxCYhxCjFgyWtsfUdY885DulXcwAXAUwXQuwUQkwTQoRa2Z7nMGTOGFi+iKn78xeb01yJ5CKE6A/Dgfj6ajdfL0nSaSFEfQDLhRAHjSOd5EWEEGEAfgHwD0mScmvcvQNAM+M0x2EAfodhShp5CUmSygEkCyGiAPwmhEiSJMncGu0xAOYZt6/UzHiMaQFglRBiryRJR90QNmkDv2PIGj8AnQE8JUnSZiHEVAAvAHil5oY8hyFzjFOjRwB40czdXnH+Ys/I5GkATar9HGe8zew2Qgg/AJEAsuQIkPRBCNERwDQAIyVJqto3JEk6bfz/BRjmmndXJ0JSi3Ed3C8AfpQk6dea90uSlFs5zVGSpEUA/IUQ9dwcJmmAcfrZagBDLGxS6+pwtWNMBoA1MF1PSTpnx3eMPec4pF+nAJyqNtthHgzJpQmew5AVQwHskCTpfM07vOX8xZ5kciuABCFEc2P2PQZAzYp4CwCMN/57NIBVEhtYkpEQoimAXwGMkyQpvdrtocaiKzBOKxkEwGxFWNIn49rqbwEckCTpIwvbNKxcgy2E6A7DcYsXq7yEECLGOCIJIUQwDMXgDprZrg2AaAB/V7stWggRaPx3PQC9AdQs7kQ6Zed3zAIA9xmrul4HIEeSpLNuDpVUIknSOQAnhRCJxptuRI1jBM9hyAaL6/S95fzF5jRXSZLKhBBPAlgKwBfAd5Ik7RNCvAFgmyRJC2A4GfxeCHEEhkIsY5QMmrRFCDEbwA0A6gkhTgF4FYYiGZAk6UsAk2FYQ/u58TNVJklSVwANYJiyBhj2xZ8kSVri9l+A1NQbwDgAe41r4gDgJQBNgar9ZzSAx4QQZQAKAYzhxSqv0gjATGO1PB8AcyVJ+rPGdxBg+N6ZU2PfaAvgKyFEhfGx75qpFEz6ZfY7RggxEag6viwCMAzAEQAFAB5QKVZSz1MAfjQOmGQAeKDGPsJzGDLLeBFhIIBHq91Wfd/xivMXocPfiYiIiIiIiBRmzzRXIiIiIiIiIhNMJomIiIiIiMhhTCaJiIiIiIjIYUwmiYiIiIiIyGFMJomIiIiIiMhhTCaJiIiIiIjIYUwmiYhI84QQUUKIx6v9HCuEmKfQa40SQkxW4rmdIYRYI4Toavz3CiFEtNoxERERAUwmiYjIM0QBqEomJUk6I0nSaIVe63kAnyv03K76HtX+DkRERGpiMklERJ7gXQAthRC7hBAfCCHihRBpACCEuF8I8bsQYrkQIlMI8aQQ4lkhxE4hxCYhRB3jdi2FEEuEENuFEOuFEG1qvogQojWAYkmSLhl/vkMIkSaE2C2EWGe8zdcYw1YhxB4hxKPVHv8vIcRe4/bvGm9LNsaxRwjxW+XIonHE8T0hxBYhRLoQoo/x9mAhxBwhxAEhxG8AgquFuADAWAX+vkRERA7zUzsAIiIiO7wAIEmSpGQAEELE17g/CUAKgCAARwD8S5KkFCHExwDuA/BfAF8DmChJ0mEhRA8YRh8H1Hie3gB2VPt5MoDBkiSdFkJEGW+bACBHkqRuQohAABuEEMsAtAEwEkAPSZIKKpNYALMAPCVJ0lohxBsAXgXwD+N9fpIkdRdCDDPefhOAxwAUSJLUVgjRsXo8kiRdEUIECiHqSpKUZfdfj4iISAFMJomISA9WS5KUByBPCJED4A/j7XsBdBRChAHoBeB/QojKxwSaeZ5GAC5W+3kDgBlCiLkAfjXeNsj4nJXTbCMBJMCQCE6XJKkAACRJuiyEiAQQJUnSWuO2MwH8r9rzVz7ndgDxxn/3BZBqfI49Qog9NWK8ACAWAJNJIiJSFZNJIiLSg+Jq/66o9nMFDN91PgCyK0c2rSiEITkEAEiSNNE4ijkcwHYhRBcAAoaRxqXVHyiEGOxC3OWw/zs5yBgnERGRqrhmkoiIPEEegHBnHyxJUi6AY0KIOwBAGHQys+kBAK0qfxBCtJQkabMkSZNhGLFsAmApgMeEEP7GbVoLIUIBLAfwgBAixHh7HUmScgBcqVwPCWAcgLWwbh2Au43PkQSgY7V4BICGADId+f2JiIiUwJFJIiLSPEmSsoQQG4xFdxYD+MyJp7kHwBdCiH8D8AcwB8DuGtusA/ChEEJIkiQB+EAIkQDDaORK4/Z7YJiSusOY3F0EMEqSpCVCiGQA24QQJQAWAXgJwHgAXxqTzAwAD9iI8wsA04UQB2BIbrdXu68LgE2SJJU58fsTERHJShi+K4mIiAgAhBBTAfwhSdIKtWOpyRjbAkmSVqodCxEREae5EhERmXobQIjaQViQxkSSiIi0giOTRERERERE5DCOTBIREREREZHDmEwSERERERGRw5hMEhERERERkcOYTBIREREREZHDmEwSERERERGRw/4foILB743iQPAAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_alignments(alignment = results['alignment'],\n", " subs_alignment = results['chars_alignment'],\n", " words_alignment = results['words_alignment'],\n", " waveform = y,\n", " separator = ' ',\n", " sample_rate = 16000,\n", " figsize = (16, 9))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What if we give wrong transcription?" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "results = model.predict(y, 'husein sangat comel')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_alignments(alignment = results['alignment'],\n", " subs_alignment = results['chars_alignment'],\n", " words_alignment = results['words_alignment'],\n", " waveform = y,\n", " separator = ' ',\n", " sample_rate = 16000,\n", " figsize = (16, 9))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**The text output not able to align, and returned scores very low**." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.10" }, "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 }