{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Force Alignment using CTC\n", "\n", "Forced alignment is a technique to take an orthographic transcription of an audio file and generate a time-aligned version. In this example, I am going to use Malay CTC model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/force-alignment-ctc](https://github.com/huseinzol05/malaya-speech/tree/master/example/force-alignment-ctc).\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": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "os.environ['CUDA_VISIBLE_DEVICES'] = ''" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`pyaudio` is not available, `malaya_speech.streaming.pyaudio` is not able to use.\n" ] } ], "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 CTC models" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Size (MB)Quantized Size (MB)malay-malayaLanguage
hubert-conformer-tiny36.610.3{'WER': 0.238714008166, 'CER': 0.060899814, 'W...[malay]
hubert-conformer11531.1{'WER': 0.2387140081, 'CER': 0.06089981404, 'W...[malay]
hubert-conformer-large392100{'WER': 0.2203140421, 'CER': 0.0549270416, 'WE...[malay]
\n", "
" ], "text/plain": [ " Size (MB) Quantized Size (MB) \\\n", "hubert-conformer-tiny 36.6 10.3 \n", "hubert-conformer 115 31.1 \n", "hubert-conformer-large 392 100 \n", "\n", " malay-malaya \\\n", "hubert-conformer-tiny {'WER': 0.238714008166, 'CER': 0.060899814, 'W... \n", "hubert-conformer {'WER': 0.2387140081, 'CER': 0.06089981404, 'W... \n", "hubert-conformer-large {'WER': 0.2203140421, 'CER': 0.0549270416, 'WE... \n", "\n", " Language \n", "hubert-conformer-tiny [malay] \n", "hubert-conformer [malay] \n", "hubert-conformer-large [malay] " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.force_alignment.ctc.available_transformer()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load CTC Aligner model\n", "\n", "```python\n", "def transformer(\n", " model: str = 'hubert-conformer', quantized: bool = False, **kwargs\n", "):\n", " \"\"\"\n", " Load Encoder-CTC ASR model.\n", "\n", " Parameters\n", " ----------\n", " model : str, optional (default='hubert-conformer')\n", " Check available models at `malaya_speech.force_alignment.ctc.available_transformer()`.\n", " quantized : bool, optional (default=False)\n", " if True, will load 8-bit quantized model.\n", " Quantized model not necessary faster, totally depends on the machine.\n", "\n", " Returns\n", " -------\n", " result : malaya_speech.model.wav2vec.Wav2Vec2_Aligner class\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2023-03-06 15:37:35.282571: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", "2023-03-06 15:37:35.305928: E tensorflow/stream_executor/cuda/cuda_driver.cc:271] failed call to cuInit: CUDA_ERROR_NO_DEVICE: no CUDA-capable device is detected\n", "2023-03-06 15:37:35.305961: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:169] retrieving CUDA diagnostic information for host: husein-MS-7D31\n", "2023-03-06 15:37:35.305965: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:176] hostname: husein-MS-7D31\n", "2023-03-06 15:37:35.306047: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:200] libcuda reported version is: 470.161.3\n", "2023-03-06 15:37:35.306062: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:204] kernel reported version is: 470.161.3\n", "2023-03-06 15:37:35.306064: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:310] kernel version seems to match DSO: 470.161.3\n" ] } ], "source": [ "model = malaya_speech.force_alignment.ctc.transformer(model = 'hubert-conformer')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load sample" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Malay samples" ] }, { "cell_type": "code", "execution_count": 5, "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": 6, "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": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(malay2, 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": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2023-03-06 15:37:45.494170: W tensorflow/core/framework/cpu_allocator_impl.cc:80] Allocation of 53942272 exceeds 10% of free system memory.\n", "2023-03-06 15:37:45.523388: W tensorflow/core/framework/cpu_allocator_impl.cc:80] Allocation of 53942272 exceeds 10% of free system memory.\n", "2023-03-06 15:37:45.533111: W tensorflow/core/framework/cpu_allocator_impl.cc:80] Allocation of 53942272 exceeds 10% of free system memory.\n", "2023-03-06 15:37:45.537104: W tensorflow/core/framework/cpu_allocator_impl.cc:80] Allocation of 53942272 exceeds 10% of free system memory.\n", "2023-03-06 15:37:45.560074: W tensorflow/core/framework/cpu_allocator_impl.cc:80] Allocation of 53942272 exceeds 10% of free system memory.\n" ] } ], "source": [ "results = model.predict(malay2, texts[1])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "dict_keys(['chars_alignment', 'words_alignment', 'alignment'])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.keys()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[{'text': 'sebagai',\n", " 'start': 0.10013914233576643,\n", " 'end': 0.5006957116788322,\n", " 'start_t': 5,\n", " 'end_t': 25,\n", " 'score': 0.3489727854749466},\n", " {'text': 'pembangkang',\n", " 'start': 0.560779197080292,\n", " 'end': 1.121558394160584,\n", " 'start_t': 28,\n", " 'end_t': 56,\n", " 'score': 0.3905156936487866},\n", " {'text': 'yang',\n", " 'start': 1.2016697080291971,\n", " 'end': 1.321836678832117,\n", " 'start_t': 60,\n", " 'end_t': 66,\n", " 'score': 0.6657784879221825},\n", " {'text': 'matang',\n", " 'start': 1.4219758211678832,\n", " 'end': 1.7824767335766425,\n", " 'start_t': 71,\n", " 'end_t': 89,\n", " 'score': 0.3326612651595179},\n", " {'text': 'dan',\n", " 'start': 1.8625880474452556,\n", " 'end': 2.002782846715329,\n", " 'start_t': 93,\n", " 'end_t': 100,\n", " 'score': 0.42831442185974067},\n", " {'text': 'sejahtera',\n", " 'start': 2.0828941605839417,\n", " 'end': 2.6236455291970806,\n", " 'start_t': 104,\n", " 'end_t': 131,\n", " 'score': 0.3320172826619074},\n", " {'text': 'pas',\n", " 'start': 2.86397947080292,\n", " 'end': 3.064257755474453,\n", " 'start_t': 143,\n", " 'end_t': 153,\n", " 'score': 0.11881570829171921},\n", " {'text': 'akan',\n", " 'start': 3.164396897810219,\n", " 'end': 3.3847030109489054,\n", " 'start_t': 158,\n", " 'end_t': 169,\n", " 'score': 0.3623451807407769},\n", " {'text': 'menghadapi',\n", " 'start': 3.444786496350365,\n", " 'end': 3.945482208029197,\n", " 'start_t': 172,\n", " 'end_t': 197,\n", " 'score': 0.3988869787777544},\n", " {'text': 'pilihan',\n", " 'start': 4.065649178832117,\n", " 'end': 4.486233576642336,\n", " 'start_t': 203,\n", " 'end_t': 224,\n", " 'score': 0.33269549836911727},\n", " {'text': 'raya',\n", " 'start': 4.586372718978103,\n", " 'end': 4.846734489051095,\n", " 'start_t': 229,\n", " 'end_t': 242,\n", " 'score': 0.30750036704822425},\n", " {'text': 'umum',\n", " 'start': 4.946873631386862,\n", " 'end': 5.247291058394161,\n", " 'start_t': 247,\n", " 'end_t': 262,\n", " 'score': 0.26633543572989365},\n", " {'text': 'dan',\n", " 'start': 5.347430200729927,\n", " 'end': 5.507652828467154,\n", " 'start_t': 267,\n", " 'end_t': 275,\n", " 'score': 0.3746163249118229},\n", " {'text': 'tidak',\n", " 'start': 5.54770848540146,\n", " 'end': 5.808070255474453,\n", " 'start_t': 277,\n", " 'end_t': 290,\n", " 'score': 0.3845034150083503},\n", " {'text': 'menumbang',\n", " 'start': 5.868153740875913,\n", " 'end': 6.288738138686131,\n", " 'start_t': 293,\n", " 'end_t': 314,\n", " 'score': 0.4133131646062338},\n", " {'text': 'kerajaan',\n", " 'start': 6.368849452554745,\n", " 'end': 6.9296286496350366,\n", " 'start_t': 318,\n", " 'end_t': 346,\n", " 'score': 0.2856007218372845},\n", " {'text': 'dari',\n", " 'start': 7.049795620437957,\n", " 'end': 7.290129562043796,\n", " 'start_t': 352,\n", " 'end_t': 364,\n", " 'score': 0.3331856578826829},\n", " {'text': 'pintu',\n", " 'start': 7.370240875912409,\n", " 'end': 7.650630474452555,\n", " 'start_t': 368,\n", " 'end_t': 382,\n", " 'score': 0.3570024328726298},\n", " {'text': 'belakang',\n", " 'start': 7.690686131386862,\n", " 'end': 8.05118704379562,\n", " 'start_t': 384,\n", " 'end_t': 402,\n", " 'score': 0.4434706668115288}]" ] }, "execution_count": 10, "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": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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zDt7+9rfjxBNPxPHHH4+zzjqreB4AYI19SZJaS5+g+ag/2Ir7MiqZrKioqBjAOYc9v8uNnDTAZBLcWoFYiWTGOyp5JHgV00QmOw7IEslkvB7kxBq5s8qL/AGXDjLA6cJSA5FMoGzzBIypipGxTa4f38ZCSvlcowhkpk1CIGlMTliFKulzI2l7K/rLtQ+co8QEZx3HMdiWnadE4S0MG3GrDFFK5rPsWDSyl1McxflKwlZl28FzNUCq+H6prObmBHoy2SuMDQsxzah3ummObpgj+3SKX1AgQ9+YxGmmOdKJVY4vVUge6lpC59TaeuIaqZtsLaQSpvM6LNm5VyPHkN8SuEurjdTFVIGk9oFEds/pTJECyY1yyDmVSKMBikQyRxp10hcUdXkeguFQrDzyceRcDVs30BFUSSJpHxHIJdPROAuHFdOZCn3z5hZPfNIG/O7vHYxXXHwLHvqwCV776tv6ETrH1uXlZVx22WXqsXJ85ZqjAcTK4xzGq80E+bpi30MlkxUVFRUZnHPQc4Hl5c5gxxhgaQo37b42/eUBEUsigVyRTHL//FWeJ5Itme3QfkEks0SQk6CJjcmKCepkeM0IjUN0VRyFpEoypDznICLpTX1oPJp3iJSaQE7Wqz4Wz5E4Tu4OK51ifY6nCAFWXVoL5wPo+YVxeVUzt17teabtUG6oAZL3OhmfE9EcieTj8vfKt2f9tOM1IlyVd9GI5yBZLPTnaxiUZeO5eG6kz2PkXYSSp0ae21yIq/P75Rooh1EL9cwZ6zhnEkMdTiI1EurJIdJT4/k0qZKciNKxeRLkkjFDeOs8Og5JOseCiOTUxAojQTqzchIJhPIX/rwzMmbhMLWzKES1+1i7QRKZc1jl4brUjp9nHsIaQmpD23iOdA089JU7sUZtRF1IcnY1xuGs47Zhm9uGI444G//x5f3wgJXP4MUvuAKve93r8PWvfx3HHXccAODK7Uclc2tYY3esuPJI52GOEOZalcl9H5VMVlRUVOSwYSWU/FiahlBWKtEB0ymR1gYjHQDqVWa/3RkDNH0dSV7qgzutksqYJSxdv3Zq1Ty1rvRH2CbJlndqZURQIyfe8VM9lu6BQlq5GpbkPrIL/4T0enISr9E454mQ5v4aPSqIFEeaQyimXoXst7cTMSafx4hxc6CLy6a8vmSd+aHi9oAv2zJ0mZ6ovYDyHjj92JTn3bxOHRNAH7pNY41TKeN9I8NbPanNkN/c3LIdABD5M4Cdtmj7fbYPXU26GmSNcThRdC605XNy9ZHIhjUOTTPPqodOfEio1iN/TWvmY2hEEIiVIsPbGYdpM/fKYzDnCURsooTgUm7kElMkx5ruUO3DiEz181Noqz8elsOoqZDWhHIeXKUDwMJZW7UMh3RejVXCcuhpt2alBEj/BbZidnvl0QqDHKk4dseZGvA0os9dt6/hox+8A//9pw4EANy4YxW/8tzr8Scf2wILh6v/5q/xv6++CfZB8WdqaWkJr371q/G4xz0Ot912G2655Rbs3LkTxx13HO644w6vNpbQwiQEkr8OYa7x64p9F5VMVlRUVCg458ifhaGQ1sbCTZhcZfpLQYOYSKZXmNFLIpJRjiVkqKWJLnZV1c2khDG056RJkFJBsCg8VpIOTZGMIgf5OJyQsfXl1Ec5RnCpRcSOOrdYFwi3OH65zgS8jQzFZWvy50rkT8qxxjqtZh1pB9aZDpQen6P2hj0vjSn7K2RrkED6bQ5Zl1TWJyKRY64hc+2LobALkMXcPiJK7Jh4iQ5NeZRuqxypImk8cYzaSdUQ48JQY5IoX6dKoUYio/HkelgoKxFJK86zFq5JpI/Kf/AQ1HGI21M4K6mSYa58KCuRSAC+rIc/zn7tPKyVSmnE5yOohPJYc+6qEtJtlcblrqvdNhqXyK9UXUNeJB+bjgEA7rpthg+9+1Y85af2j9pOzdzfrCBSvnH5bD/ONddcg2OPPRZf/OIXceGFF+LEE0/0OZFfueboUWY5MpRVI5ItC4VpFwrPqLgvopLJioqKCgUU2uo2LAfHVoDkBpA66SYhf5JDzZmksFbTjRPlRXoSIq9g+ZjdYzu1SQisawRBUwgcH6ed9q6tSUin6VRBpQ+hZQTUq3mSiDA10pfW4MciQmoTGIBnj2mqaRF0PukYOXHq1+YahDzJJn/xK11L1fn9uUc4/gypi8ZJh9DBzvHQtZm6X4bcKmtLyKaft3tdOke+n2XPk/18kf0jmfpkzqcKbgQk53fazYeeYPHtPfkzjUNLRKpp/WW9Fe+5ZeU7oqFNZ0zjgCj0VCp43dQuqtOI3ojF2jZRH5NDZrs50eNmOREBYvPwsYkETGzr+/IcyKkIUw1r78bnJGLJzrzZjlaqYwyikNg+P3IizHIADKqQXI3kJjVEEpftGlbMmp8zQf+xIQUzWmNWjYzHkSUwTD//JrsaG+T0/Vb6MiS0VjkfJ5Vk4kNk8g9eczOu/foMz33idnzXYzbiJ569X58b2ZFpA4eJ8l4cf/zxeNvb3oYLLrgAJ510El74whf6fVJxzEFTIjlhrMrk/Q+VTFZUVFQwPOHoF3cmO9NJp0Y2jCxSmGoU0lm4smdhr134aufa6klk30bmNxJcuIoLr3kupREqpCQ00EiPQTsxaQ1I8D70BMmFeaLwaaU1iPgwQitVUo3weK4niSnfPua6xMTrTM7HPJDMjgy7Ym6nShyV8wKAvef99hFrpYYRsZT9tc9FbixBzqL3J3tMQu1jj1wRLc6bI4bqGllb9dxnyGJuH2/DiVCGINvebMf2RBCmJ4wm7ucVP4VMcjWw7YmkVjaDK5Sq06sYj6NkpiNJJCdJkpy2LCezsYyYUTho33xi29RcBw4Oxo9PtSNXmhkmdu4VxDGGO1kTGx7aqoSYDpFIWQ/SK5n9thWzltR77OaN23HnVZ7TOIQ5bJID6RXeXlUk8HeGm+j80k9cjd9773Fhu2nRoGXPw/H93MsOwtf+Yw1/etmRaOBww84ZXAtMe22xXZuBjHgIW7duxfs+fjuAv+m3fBZX3/RQAMBa/6M2xixnDhnmagW5JB8AE72u2HdRyWRFRUUFgHMe8CKYlWVgqVckpx2hBBgRolBWToxKv5PMtdWR6Q4nkRTuSmP16EIzTXLBT/mUXE1M8h1B5Em5KDDdffp2isgwJ79+OT8COYN4rvR1kijzMeiwtfBZKNtGEklu5uPrRcp19W3ayQi1jeZmjzlDnmSkMaTKidf9tohEsjV328qELTlmbjQk+9MNA+WYkhIdQ+d/KAzWj8/GLZCrfP/8Ln86OVnlXY2DsZ0aaKxD07SYC8LGn1P4qkb0Gk7s+m1aWQ/+J9AoKneuLa1DKo6eu2fIK6CrkdSOCKN/boKCN1EIFwC2v8uPXGlmWLazJD9yfHhrABnpTM1czckcQyKtFhpK+YmG5UwWiCGFpIY5h0kkKXLSiXWpDze1cFgS55TXn+R5k29577GwrO3NO3bhl86/Hqc/ahlf/vwqDj+iwRvfeShWVoxXXR913NcBAGtHreFb3zwSR2z6EpbtFfjG//sjmId1H/+7Vy/Hldufgrkz2TBWbpwzhJwS2T230XmRzyv2TVQyWVFRUQF0RHLSdOrh0jQojtxUJ1EmjX4FTCGsVpBIrij6x64LEdZ2ko7ZEaO+fRPaazmTfq0CPoXFdGGqQ9cMKZGFTmxkPxCJy5Bcsd7o0lNVqEaEtMp2Nj5efzz0j+pHEpEsHItft0YgebvM/kGDndx+SVxl6KkcXyN9/r1yaRuCBZJSHWPJI63Ln/cRZLJfj+Hrkhj1hrP5xfBoGPljQxnbG9/YtieJYihGqqztVEtO3KJ2MgxTKJdE5saU5LCmX1MSQsuJEctpFOokoJdfoDbk0DoxIrSVhbeOwZKdYcnOsdzMsGRnC4e2auSMFMeJbVWnVJkLSQSSthER0xxXbf85MyI3UavlSPs4uRsFQWJ56Q5vGCTCVn3tR7Pm1UcAePzJV+NjX3mgJ8fLmGPHthkuectmnPCag3Dxi27B3/zVXTj3yRu795ItYzqd4hWveAXOPPNM3Gb3xwEPOA4O27rvY8ATyRJZlIpjCRqBBAJxrG6u9y9UMllRUXG/xxOO+8VAJJumy4MkcBIJMKOdzA8kJ5JkstOw/pJIplKEGlbpZFiqWEIgFQqRNEwRREFNTI6FjS3KaKhz0FpthuhKkiLJlCRpC5CaKLSWEcmIUNr+ONaQnL/ivEpbqRyq/Uesma5r+fOIGCukSF2nOI+eRBaOoRvDFd+DIkp9syR5gEhiYN/QfgPvzgrEfw5kNNM0cdiprPcIA08ktRIbvAwH3xc5ppaPIOnbqIomIz0izDVXu1DOb5V+pEwOKW9B9QSArt9yM8MkY46zCHgJD2tcNgRVKpHULlUk41Bbem0SQqfXc6S3k0xxxmDubEQiOWmUhJTnP9JcGnElgtz0RkRHb2lw0slTAA4nnzrBzh0znHrsDhy16Wbs3nVG1Peiiy7CRRddhKe/43IAwM8+8Qt46aVsvXuJSEqlUb6u5PH+h0omKyoq7vdwy2S2sxSuKCMVUrkypb4yjLNhBjuTPlcyIpJIQ1i5kY6Yol0ynqCFOTXlMMwjCd98ycR9NBKaA3dCZX0j1Q5BiYTp8xCVMRJkyIfWNgmH1cgTEIyIJIk0QNu4bi2r8KRThUF0iefb8ZBUA9WYJyLKI+C04y6dC3ZjIKzPvxvhdVQaRiGkBbIXtXHKPn9+M0qkQhYHCaTsP3I/V+986HSjEK2eRFrbpn/G/euwz3mDGq4wWoOE9OWURxnuKZVE2mYATJuYSEXlMIgciXmlEinJJA8XpZIek57QTFgJj3h9Ia8yNuDpXm9qdmPTZDVeV4Y25/LkpJHO1IZj57Ug6bUs59HN3fpx5BqI1EnVdKl3cu3au6S9ZoozH7jrFpxrw7iUH9k9pzHX4uNH93mcmjl2bp/hF55zA044dQm77nb4tRfeiP/5xoOwvMFg2cyxtGT8sUwaYG1XN9chhxyCRz/60TjllFPwhCc8AZdcckmyPjIEcuhyIqVxTtQWJsl9zGEOmw9z7bf3gdQAgDVXqca+jvoOV1RU3G/xhAdf3JnsTPsSIFTmA0jyI3PunVyi6MhnTxQbRiSJ1HAimSOQjFA4r27GREPtr4xBJTtkzcOcwY12fM6TSSnF0H7j2yXKIydzBYxRIDUlMDknfC4Tzkt3HpwPf03WKefJvdd83gyR8grj8DVZFtnzkXwGXLIdANCI0FX5+dCQCaNNnvNj19ZnRPhobtzSUjIEzZNFcdzSrMifjp5EUkhr07Rxf/bcRP3Ydk/m4vBSQFEDnUm2+Xn69UnzHL5e2i5JnjTYkfNoc/LyHlyJlOPHcJ6EhpqOZCLjsNzMPAnMzRuG0pVWzUgHkHUW03xIUiR9X6VcByeRgWAGBVRvHyuTHGMVSk4if+GpX+9zH9OwW09i+/eeCOc1X5vhN157MP7hE3fj2COegb//8Em4+OKLsandhuXpuThhyxUAgMMPeh3umNzhx33Pe97jn1+5/SgAHYG8a/WXutz4Xpd1MKOJ5FizHI1AAh2JpP3BgGcPvgwr7hOoZLKiouJ+hycc+wtdyY/ppFMQpw3cVNSR5OGmkkiBKXOefBKpIpMcRkKFG2uOPPJt7cQkNSAliaRtkqzR+POpiZU6PufA73scKmqyRkPSlIfWY5yuoCYoEUkn2hmk54OvQ+RJknqo1sIUwwNQjGrSeZISG8rxOJRFuKIbq2cd2d5BiVTW0X3eMoohkJLggVDjaBsfOyKJPfGyTiXZxbzBzDq1VOTohgK1YaQsrCM4lPrcR4MoB5LASV2n/hGJCmsnB9ShjzIfKwp5JXWTbZcEMswfb1OJIieSPkQ3bUdqJFciKU9SHg29mpg4BHTqCZ3Dhl61KxPS+Jh5e04ifbiqUAmBQPyoLiRXIZd6t1UbqZGBQEr1kd5H7tJKc3GFkpviSJRMe/hY1rR4+/uOAjDzY3rS2LfpCCT8XA0ctmzZgguecg0ues5+eNaznoU3v/nNuPjii4tzAjGBpHeQE0hJ6HKkjhPJsWY5GoGkeWi/U9pW7JuoZLKiouJ+B7ehM9uBtR2RJIMclu8IMKJYusDmSqRhBFAjkEMX7QBc05XukK6niUIqiBUfsyOiTJEUbQbJECeR1JeHmfJSG6yGI19bq9Y6FI/ieCD5SUSiRXu+Vk4i/foDiYQtKI7RujMXyD1BKhkPSWSV7GTscdu68Xqi5j8bGfVRkj25P9k+Mvx0ooSIclhhTLMAUdQbZlQ+MtLxCiUnBSmJJMMcSeAM+wd06qMvcs/qMHISOARZi5G2EcgMJ563LZJHoEwa5VxktjNRakYCHeGgNRK5NABgetJjQpmOZTtDY7rzqJnkcHBVixTOoZqQ3RpYmKhQI7kCyZVHCSKSS56kBmXSIA1F9f2YKY6DUfflQMSTiGoDhx8+eRs++ZWtsL3ZkQGwYmYsJDfk6E696+s0Gtf0H8KtW7fiiiuu8NslwaQwVmmsQ590eo8dhsNYiUiOzptUCGS3Jsv2m6Rtxb6JSiYrKiruN3jCg34JbmkaFMmJjRTJoCYyEpm98u3bWuNdWkmV7MYIfWUOXzQH+LaOnHk10U+VqpmaIunHsVQ/MR9Cm4MPaZXkg8cQ8uOQpBcK6XJxv2yYrRFdHCe2cTtpuCNJYUQkC0SqFLKam6+IkqqYJYlgBxteRm34GolI5s5jLpdTuxAfSeyMcfq4bBwj1pT/0xkgZpEbkTqVD2FVyqR2JNA7trrkEDmZi8t2tPEYgkjuCaGk9ZHKydc7RumjNQ2tg8Za6kNSpdOqVCRtrzr60MueiFrTYtnOMO1LXACIFEKJ1hmVaHIi6ctzCJImSSTNw1VIaZyTztMRs9Q5tSOKXqkUNR85DMrmO1K1lHUgPdwcjQmBA50qG94LA2Dj8tk49dgd2L/dhmuueSAuv/xy3HHHHbjwwgvxmMc8Bv+5/cjsOuYwnkjSawkikK5/PkQUFyGSXGns1iIMeRh5dK4qk/cHVDJZUVFxv4HbuNKV/LCAW57q5BGIyVtJRjHoTHbIbCdDIEsKJw8PhelCU3P5kBGxKpCj+bLoQ2PxeZUxtHIefGwibjx81Yl8TO04E8OYzCmNrlMNUzcjohhed3O7lJwatkYZusrW5xqXXQtv6+t60pXZEEQbWmdufK2jPN5ou6yNSSTOsxPBRMfWf9SWx0JXTYZMasY3RW5uXFQHMZ1Tv6BviUw1baTQcRdWA4fpNFbkZI6kNYiIGRFOUiOBoCASci6q0frYMUkFjfotNyHcsv+mwNTOs+eDl/IogYgjkciJIEVeiWS5kNZ0c9s+9NLAYUOzhomZY2rm2NCsRX2mdp4lBl55Y+Y5ACICmZCuHlKJnJpZErpaKtfRtW8jwkgwvRI4VPKDzj53laWQz5T8srlM6010Tj69M9G5dedubDmmQSgBIutMxjj++OPxtre9DRdccAFOOukkvPCFL8TVN70hu1Yg3BSYM5WZXtPXlC/P0edL5vIhfZirs6NVRE4iI5WSlQZpXWhbsW+jksmKior7Bc45+X90KqS1PqdRUyCjvMSBcNCOtPRjRWGtUEmkeh1G7VQiizCmbyvGRhjbh3JqhNCItkmRPbY+jfQKMqmuz4nXfM0Sok/ST/aXRNogJpL8HDEiWQphHQxbXe81UPJ+jSRzJRKvjcFJZC681LcZGcrKuxrERFRZnzGxaN1tG6+y6TvTffxPxIqajvScCtRH6l9ECBERQq4+8vUDsRsqb1tS5rIhqn4OWZ8yXr/Wjx6LaiQz15l4k52w/tbZpD8PZ7X9uTPGYWLmXpHkBjk0DwrKncx/tHCY2lmkPKbH2PYEcu5DWZdE+Y+SWhi1V1RHmbeYg8msDRBusWIcUhy3Xz3Db71+M/72o3djyzGNDx2muUuYTCZ497vf3edAXo6rb3posb0Ma11vSQ+ORdRDTY2UamXF/QuVTFZUVOzTOOf4l3UlP5a60NZ2ZRLqP/aQBFILQeUICp5BO7UxSWTksETOwtymV676O8qZeo45Akhol1jf3DF4UmuibWooqejHjXycRSCO/NgZq8iFsvrjcmKXUCVlWGmk0JKiqLAA7z5LaqCcm7cfe/0kr/81tZOG5uS4KZBIhUzL/RGB5ON4Ax6hSMqxRRjoQrCuy000oWZhWlIj5NoBnaJYms+5MIaj939gfcFVFf64vKpoYzLmy3o088Qzi9dy5ARywkJb/XPjEjMcGS4alSRxJvs+W/RjaSGq7O9AC6XV5k3GJxJpWyzZWbZNRyhDziGFshKhJMfWDc0aNtrdESljy1TdV5PjZUokN9HRQCSSVElOOqVpjgSFtUaqZEImO6K4YtaUEeJ2ALCEWEW0psXTf/Ba3H2Xw377W5z30/vhyeftJ46hxXHHbcWz//vVeJHZD6ceuwMAsHH58v6cpHPtWr0c/7n9ydhx3Qy7126NzHSGrJ6kGknbCKRGtv2XYadS2qSdRIuRpUGEgqkRyZaFo4w19am476KSyYqKin0abnmpUyMnFu20AamQURirJwf5i0K/HzFZC/l6KYEsktKeMHVKX7gvnhA7E69LEhifYzk0r0LuimGznngq4aL86pKvWxxDsl5tDdo+jVD78+XyoauGr1dRLeXzaAGFNoKsdtvKIZ/Mf0Jp42B8bKi+PyGRkoSY/jxE24nUubBdvlcjyCXlPpZyHg0QXFP7zbaUU4l4vDEkN27PSBYz+uEhqqsUGmn18hp+ndp71xNIHv7KTW+K4a1I00nH5DfSMU5snItoM8TI7xeEc8nOI6KooTFzr0LGqmQbTHiMw4pdSxRJwMHAJCGsYezYTEeSSO0cND0JDKGtoXRHKa+x6+sSBZPGlAh+pin4+TXGdfeJlFqU3//YDdh8iMUznrMfnvWjN+CHn7iCgzY3vs2ymWPTpk3Z9WqgMNQjt0zxoU8eFuVAAuPVPenSGhNIXhqkYL7Tk0NNcSzO7XSC2s3F3FyrAc8+j0omKyoq9kmcc8KvwK1Mu9DWpjfbacTVrFDwklqKEkS8LCMCpieDXhXMkwSOiEhyd9Qkv9DoqiEjo+0kbMvOLckejZFRT51YT0m9TAiuRqSGSJy2JnrdkyevOObWS2RTEuTcezEy8jMmrQOd+DqKY/ZExRk4OWZ0/DrxISKpkjIZElu6p8HyFz1BK4Z3M8MW0/WZ93OsWwUtrI0/N4zccWOdxradE2v/WtaD1PIf5TEZ6kdtSK0bGR4sw1THmPbw9UbhpCZvdCPHtn3OJa251EeSSNreoC+dQiRQHSde45Ab69TENSklKC+SchmJRALwJDEH6sMNcHKI7lFl8jV5W3r9rrd+Cx95353YfIjFHbe1+NatLS679E7csHOOHVfP8P2nXef7bWu3ATgXAHDHHXdAQs7qkH71cDVyiEjKmpGLKH85srhIaGoLmx2nqpD3T1QyWVFRsU+i3bTSkUhr0C41KXn0ypkZRfxgg5rZlRLptrcTep4hfRxMraMSIkntQ0ZGczl93qxnCdHcch7eNtpuAuErOcJGSl8GUT1KumrK1GvkV1BGPElyHAFPpELYaj8PXwAjbwmJzRBkvvYoLNUg3uBjcSX5QApxrJ4kDn62ZLwvAhnMEHIzcUiUSvbcG+E4Zb+2dK5oFppb2/ahr4FIyg5GEDlCyWAm3ZZbaDfVhOVDNrYLa+VjcbfUiZI7yTGxFLBHuXnduechsUPg7q25/MaIOJISCAo5nRf7JvmOEOY5nlzGeZK0TaqQnOBNLKmDcxgDLNs0HJTGn7Iw2kaQX2miw8mhxFJv8CNVyCnmg+U4/PiMEBfJJK1dENQQFht/5qemxVe/vBsf//Cd+L+XHYbP/eMuvOSF38QLf34/PP/n9sezn3Yz2t1lsishiZpX7PrPjMyB1JyA5XilnMlgzuOLvmAOgzWXv+TXzHRKbSWZ5eojHZefe9DlrOK+jkomKyoq9jk8/ozfAPr6kc4aXwMSQEwi2WsNXIV0RCZNrGAmDqhD5MEGEpmQRfY6GyqKENaqlvBAupakPyeTOWIkiWSG1MrcRm3+aFwn2vD5GJlL3Ewt0ktGOg7r1HXQOMZJouh8w8SgRyOjpfc0OdcZkpfrF20rhLfSx7VXBYuEVnmdI2g8j9HQ+Nq60JFNHmJK66EafTki6detbh/XNiiRoawHhbNyRZGOg7Y3GWdYgCuC3fm0TOktKpkC3HxnqBwH5Spqc41ybWVEksbSj43nR3bkZ8pIKz2u2LU+JLUn4nCeKEiSJgkk3y6JpCRvXbvWr0NzYOWvteMBupxGnldJjzlljbamZT2cUCXDeF/851U882m/ijOPfxV2XvlBHHXUL+Low14E3HkuvvSF03Hs4e+LxuL1ICn3EQDuWu3qQubIVCk3clidFAY4CgmkNg75kNR4PXnFsTS/RiQ5Ka11Jvd9VDJZUVGxz6FdmXTGNks2JX5ICZThcUdEajx5jEkkKWSRGU2GtMWT9D+yDSdyJulbNMPpt8+XjHAq1R81ZdMZwE0yimTftmWhpD61Tyh4QaVV5tfG5ioZcTkag1RFZT2u6bsq+70Rj6aesgUnYxv0LIoRtUWJH1/jAmGlaX9FhaR1kbGLQVyiQ5YG6cG3hnIZZXJCH8FcOQ7ermnabF6kgRvMmQxjDa0pVUgnzRy7iBw1wXQmKgFCbW2LaROHfraITUumdu7HoHPVGfAQASufj3jB3TyTPty0JfOTHqRCGgNfuqPr5vy8uRBVIhySRFJoK8fcGU8guRLJySIQ6kVOzRz7N7tgTaA11rQAmfUgjAWk6p5v3+9bMjNPKLV2ZJjDjXO69bhBs51u3L5eo6beolOHr9s+w4vP/wZOf9QyvvT5Vdxm347vuvACTE2LOUxU75HDsHGmbP3nnHMOfuEXfgGXXHIJPv3pT+Oss84qrlMSR4eUNHplMqNGSuVRnSdSJm1CLh1EzuRATiQRyUXCXb2pD1t767cxVbSGvu7zqGSyoqJin8HjHvVKtEsToLFd3UdrVMKmXsvyNl49DBfzPJw1yXEE8tIPEBHESFGERoLy28hsx5OnzBij8iC1OfncYh1JnuUMXjGUa1DJuiCRXBFUlVRqB9EXCHmR3mFWU9PSTcl+/m+gbWSaA7aOoblKxCm5CSBUzZ5AGgOYpg2f38x8nq/z/eqbwaYs5fQZhJBWpKqkPI49LgmC+FT6GpDGRWnK02bu8yCj8Uww4yHIC/mJ6Ux2PBFVwk27uRcgkz35yoUnTuzcK6uaclnMdRQhrROFRBKmTKmkcFZOtrnJzbKZYWpnnjRyZa7pzXOStSj1Fq1xWDKznhyGEFqpXDamxYpZUxVIaivVNQpnJSJJx5U9V/2xbt82w2vfshmves1BePyPb8D1//Yl2Ke53mk233/j8tk4+dhr8ZQf/1ecf/75+NVf/VXMZjNMJhO89KUvxcUXX5z04UqkRiRzcEjrQ/LnY3MPJZHkBDIidCOJ5CLzAuQ+q5cJcaJtxb6LSiYrKiru8zjn1F9Du3GpI5LWwE0M2kn4AYtMc9r8T7xGJJNHTj66q+2yIgnEZFDmVmYIH+8LoCOQDdBOTb6tmK+0nmTOApGMxiUiHRE/cU59XGlhXUaU94Ayv0L0fIiuDaQyC+qfe8sNI4Ql+NDbQChjx1VBAgvzqc9lG88KXa9Iyr4Da+bKZmaKkO84EFZpWf3GAfUyuxxFaczOJ9bTcOfWfqzGODWnkcYnVVGqkUQ+l5o5uAlNt0Y9zHUofw3oyKJUI8OcrQ/DNYgVT/+nbVx2HjLOoZDWKTu2qB1TIgEkRDLkMfbEzoe3tmK+tIxHIJot5rBRuKos66FhamZ9nmQwziHkDHo4kZwWiP0vPu8m3HDdHKurDs+6YD+c/d+WcfSWBqeeMgHQ4sAtx+DuW27piW7hxgl7fsYZZ+DpT386TjvtNOx/4DaccHKDm259Ff5z++ujPh1BCz21sFWnqIzSX1Z1ZC2ga5+v65jzry2Fmy6qSCbus5mw14r7ByqZrKiouM9jvv8yXNOFtM6XbchzJDVDXENEv4O8LRFD5rJKRjmB4PRkk5cGKYCTyGxILCdncjzbbZsvKWQW8XOuPKqkVJlDJZBaSGnk6urYWEqeHxCddJ/tlmmrKpFyTcYFEtkoBEuuNyIZ2kUegEy4KOuorJXmLqwhSxQl6dafm8ZFRNL08zmlW3n9jNQTsWCESaqE3NXVWoem6VS8NWqfm4YeBbFTjWiKSihXqxCV6mi8QukwbeZFhaqF6cgVkeD+zC1PZpG6581wKHy2D3PlI5eInp+v3y9Vw4ltoxxJAFF4qmHvqTTRkfUgueoIxH+iXIXUXnPSZ02LFTNLwkrphoFWj9H0f5fWOEyx5o1zlkycv9itm6+xUyNDu7Lz6ouesh3veN9RsKbFy553I76xc4bdqw7PumATfuI8vfTGb19yEA48yGLXLodn/Og3cNppEywvmaBkWoPZWotpUSdMP9svf/nL8fKXvzxWHkUbWRMyR+q0z48DsJvnFSq1GnNI1MiC4kjrmLtyPiSNN4YISjVSEkl/vI7GHk9UK+6bqGSyoqLiPo3HnvWqzq21N9uJyn/04L9lxppOnZT5k4zsUW4kEUAikXKsEuLQVkFIAV2Rg9hnKMcyJqLatUY2zJTP65Q2ck0m4h9Ju0TJG3M+TGqQEyu8ZRIJIEskZVkNrdQGKYqJOc6i1zh8Tbl6k6VY6hLx5O1JjTNQHVazhCyrCFNdSGmeAzh+Soi4Na1X6jgGayaKtjkjHQBJORJZlacr9xG7jmo1ILX5ozIb6FRMaxwmfe7gsENrWExJMSxtpzUO1X/s2jKljh0bqZJTQUgluArpVUNWLoSTSTK/ScujlP8cDLi62UaOrNGxgMhwRxy5IimPVeIP3n8EgBZLaPGq123GAzY77Nrl8BPn3oTHP3EFmzenROc9f3wHPvmxXVienoQbr78TZtf/wtL01/HQLZ0hzqR5MdDchcZ8CfOBt/3u1ctx5fan+NdzLemcQRLJHGnMubnmMIrQiTGl6kiKKAUwj1ElNcVxcB3CyVWugcat2LdRyWRFRcV9Gu2Gzmxnvmw94UvgxM+3Yq7jSSSpkk0gggBGE4+IRDacjLL9BI0c2niM+bKJZIgc8cwpkT4sFPC31mOlVYwhSKnr6xlmb2rLKyOHiFCR0huNL4lvNL9T97uJC6GtBSQ1G/s1xWGphfXL/fy1dcBQnqQPMcUwYaXwTTa+Ma6r82gywWqDREhMaRwsM86RBI//yVB+JJEvCXmxrJFNmeOYQ0uhk8r7OW3CpTJ3ZaXTyclifDzdeywdXFeaNZ8jmYPrj49a8GONzHRMHD7Kx2yd6ZVEpxrkaDAIBFKqk1PTYmJ1QxuaW5b6oNxKCmmd2hBautHu9oRQqlRDX28GnfNrg9YTUg5upgMAG+2qb8u3R33EtsectAP/+P+OxoqZ44//+DZ84mOrAIDrd86x4+o1HLp5KWr/T5ev4rOfXsV7P3AITnnYv+H7v//7sbq6qq5/7tJ6jxy5T8aeOK6W/lK7z9t4NTJak3jvNCIJkAkOQO9uaY5FCJ/m+hrnf1byeH9DJZMVFRX3SfzwY16NdqnpwlsnJhBDBQZBgokcXT2p6smjz4/MqIkKJDn0SqQVoaH9ft426k+vbUxE09qL+bn9IyOKqhJqRTvZP1qXS1TN4StPF8bQSCvEa0EiI4LZK5FjQlvLa1pwe9SmVyJzhLQ0bobAJG6rhpRDqETSlwQZCWpvDLxxzpD5TdN0l865chrehTQZJ2xvMqQ1mcvEY1Ifa4JJCpHIYJTTzWUUItcNEK+V1MgxRLIErgpGRFIa6ZguhLZR9ntynGxzUYkPrkzysFmtVEkwu3FRPqR/ZGpkF2LaG90IItCY4GKrKY2mDxmm3MdcGQ/aPjVzX8JjSXV2zZ/xFTPH5y/fhcs/vRvv/cAh2LDB4Lyn3Yzdq85TlAdv2QkA+Oq/fhBHHvFOnPKwD+PKK6/EZz/7Wbzyla/0ZToA4ITHnQcAaPFX2TkJDtKZdPjLIWeiE42pKZOiHydgo3ImB4ioPMO+jmRmbK2kR3Z+oUZqRJLPM9bUp+K+i0omKyoq7lN43Jm/ifmGKdxSV0eynYjQ1tx1Cg9TZSSyIyospJW5rRajnDLki3Isg9OoaI+4vbadlNF2UphfWYMfQ6ibyZyyrIhGmI0wyMme1/R1fI71OUjx5GNE1xzUvulVxT25HhlLGHOw0PMrh8I+i+8dI5EspHW9XDmetyOSVtSFLK2HjG2kyY5jdxJyBjw0Lpnl5MgCXXSSgpmY7bBt3nGVkUcwQscf/Tr6RyJ8S3aGCXd2HRXCl7bhuZU8BFWCVEFrHGb9hzm00/p17zcPSe3atIniqBFIglch+7DTUPPR9TmSaxFJ5EQkF6Ya9rueUCI20UGrjrFi1noy2cKgxS8+72bcuDMY5Dw1k/vYnbeNOGHLdfh3QRL/7Qun4+jD348Hb/n+qM8555yDt7/97TjxxBNx/PHH47RHtNhx45Pxn9uXfZu7V1/aHfNIFbGUAykxVM6DSGNCpvp+ufEHcyadzTqo+nlBeY0GzgWH2JJquFidyZRAdtsp99JETrIV+zYqmayoqLhPYb5p2it/BvMlq5IZCcf2cfWRXnvi5Z1cMahI+rEZMXVWkEhBNPn65Nik1nVOtEw9VNpmVUSKsBShteqafZv0olgjusbF54WiONU5uCrbv/bjCgIZtoc5uQqZOLYOqXO5nEVtnSKkNmlP+yZtmRhqaxsgbrydVCNluYviPMo+w0gkmekk4wJR3iInXVac7+BwWpgWXS3IEiKyyLYTUaP1cRLJiaN/O/haI6XPwaELNaV6jpF6mFk/J6H0RzRhbrFEEEv5fo1xkVPrkp357UAg3FNFbeSmQNJIR27rxozrUq7Ytb59TCIpzJTyHIGOMBD5C/mNrDQII7GBnHbnoCOKIbxV5kEuYY5v7FjFzz/nRpxy+hKu/PJuvObNB+GEk5a8Qc7jnrCCg0TuY2NcZJAjSWKutuPy8jIuu+wy/5rMcvinkH/ih/IBo7bQcyAh2sTtU9KYVSahk7BunWVCRzUjefuYXPYE0lk4F0JqSzmRoTzIYqVBkrX362pd+IRWZXLfRyWTFRUV9xn80Pf9T7RT24d/mnGKExCTL0kkmUqXzW0cGDtSNTUlThInbX1MnVOJ5BAhDQJSlKeYXzOC+phpw5GErPbTRWojPdq4bWSmUyLpvI9WEmMMxpBIvi+7lqCGEdkbnps9LRI+3g4pkYxCP9NuOWLrSZENCiPVilTbm0AgYmOecnt13oIiqa5RhG3yUh9EdmKCy9oXAlMNQokMrV2pr7Y+TiRLRjpWEKtGzE9EN4zJzYXmCYmUCmTskuoYISTiSMQzEEl+LkPf2OxHHjeV+KDakB1N6drljHTIpZX6XXP1DK9+/WY84oyD8PtvvA0vf8mtALrcx+3b1nDIwV3u4wlbrhNncT8AKUnUcNX2I5UA2vwf+1hjmUVVtFL70ifNCfK5J+pdkjPpQngtv3VTOgeLEEmNZC9S2qRi30MlkxUVFfcZUNmPtlGIZOG32IezshDWtgEiAx7ohKkIA7SNyI+0YV9WUeTrYtudBdopWwvvkyO5nIARmWzy6+32Fwx1/OLEy6k+lrgh3rX158Ml5zY6B3KOietIpHRKlbG6Y2pD0nqMS0+aX3uGeBLBo/lZu6FcQD9GL91GxE/pG+3uiWSudEdpDaY/twYdkSQSaXqimiN6PJfS9n1kzmQ2R1H0L80j+7fOwJf5YDmXslwHJ14G3bmRJTj4OTBwWGlic5hcjqPv1z9OTOvvyVAeoySFpWMCkJTwiOfpQm89UfQkbe6Navh43rxGEEkKxdxodwfy2uc0EhGVamQ3Thw6280Xzi3QqZw+9xHzSAWdmjlu3LGKX3nu9fipFxyE//uub2G25nDq6Uv4lVdvRtN07+mRRzf4rkdO8LnL78bln17FX/S5j8962s2YrebLg5hR8j/6Y0oJWI4sOQznP3aatBnMgYzmGyCEOTdTLfyTq5FSeVTnziiZnEC2/Y+SA7DbNdl8SCKSrTMLEMoQzirJI62djnMt+4NUsa+gksmKiop7PX7wB38n5Eb2xDBW+wo/vIYRPSUvsutP+0O7IhhR9GGtWp5iaY2sTaJE5ghkQkbFGHPk1bbMfEOIwlW1/bk+1sXrFuTa+DjZoEKG8FZJ8kSoonp8jHgm7TOr166bTKjvSPOYAfKqflzEvGoTEc4qSeSYa+uYNPakycYkcoiUEonM5TIa0R5gZjys3UTJqczNPbWxcqbnJcbhnd350BVQy4/fhP6jIG44GOOi/Mcwhz4eN9zJEl10l/UyZNWYLtcxCn9VzHA4oSXySUqgJJFd+6CkNph7xTFZe69A0rmdmpknkaQ2UvbbEroQ2rVVh0/95R34w/c9AMtT4Hd/7RZ8/IN34seeshHLZo7NB56AE7ZcgX//1w/iqCPeiYez3MdjDn8/HipyHwHg5ptvxsEHH4z/3H6kev4kNCKpEUaXaZ+2UwjeQJ8udJS314mYptTF4bdxmOqiOZNp+0Bi5Tw5LFILUh63XENVJu9/qGSyoqLiXosffsyrMds4AZb6HydWCxIIiqMG/ntGpjikJMbEkfcJ+3L8I83vC3PFKqfxbUrri/Isqb0R8wCJuObnJyJrAczE9qit86Qwe6M4RHYyFbN/TudDv24R58RFRE3Lzex8XfpODfUJSmYvFQRIN9UcfHhqYb9xcVuQsteNb3uznZbvK82l7eLPtXZibirLwds7+Saa0J6P3TSt2B9yILW5czUdiXxy8ItMGeYp5ygpmBJTO4/IJ3c01Qx2NLLo9/Wkz/i2LTRH1Zw61X0Ue+LUz7NkZ8P1IdnYExvURSA2G+rmIFWVlMRuLguHZTvLhrFqWLZrWDFr/jXPi+Rr5rmPQCCncxfyJikHklRMMtDhoav0vk7NHMuYY9ddLf79y6t41hN24trtMxx8aIOTHnwxTj32ldjWbgNwLoDxuY//+C+H4yeffgue/dyNmPehrkOQKmSL1AAHCCRxDFmi0FA/5hhX1QEXVjkmbXMIjqxaDmQJ0ihniKw6mH6O/LiaC2u+bV6R9Ypln69Jzyv2bVQyWVFRca/FbOPEq5FEgCKFzytbSLZ127mhTlzzMRDAlPRliaSSF9k2oW9CbpXrF8fXbFl/E+9PXnNwEskf/TrDAfD8Sb91RJRo4girkUjHzj0PT+XmPiZuH8GysFZaM28TEexYLcyiRPBkX644GkSlOeJ+7HzyZQ2GvLo8ERX9tdzGkqJIxjqGkSh6nNgWsYoYj6eV49CIpGwbmeEwBdOw/aWQ0hbGG7oQqZqw8E6VRGbyHqViyPM+c6GpmhNr64z/WC33amSnFurhoMmYRnddjQxzmBpJxG5q5r7cSSB287z62a99ua/1yJXIUMuRryOEv0rDne58hf1U/sOAk0nH9qNfXziOH/jhZVzxb2v4iw8eghNPmuKhW16ZrHlM7iMAHHZEg8v+7nAA43Mb5Y2BIcOcMW6uDovVfuxCQ0thrjFpDNt7gosQKirDXIvzDiiiYV7mqOps8fzwsNUhSGWydYLcim+kMSVWKu7bqGSyoqLiXokfeOzvwk1tHHqqkTMRssnJZiBEqUHOkHKYzGPCP/DQTzmWSftF4ETQMpVQKH+jTGr8OC7dr7RXCV3hWEuOr36tpHhqSqQ8HxohHaM4GkZUBwjcqHIcYj2LlOYw1H7E+CXzm8G1ZucP7qycgIUx4xxI2kbt5XokkVTzItF9bHjZDm3unOkNgRNJyoXUSCQfIyK+fB7F6Mbvz/TXwB1cp3bOztW4+ogybJW2cUxtyGTzJI7VduRhvbl8whDSOmeK48znQcr1Nmy+4NraRvu6udt+LfDlRZYUcmzgcPqx23FQuw3t/JH4wP+9HZ/61F/jv/23/4ZbbrkFX//613Hcccdh69atvs7jVSNCVtfYl0QuVFXDIoY1dLSDZjkiX3Iof1ASySHSKFFaz6A6WagXKed1A8cyZ6R2bIhqzn229e9l+CusyuS+j0omKyoq7pWgsh+uN7iJwJVAsQ0gBZGHtkIlpLkqEjLM1VlE5ToiB1hek1JZi5yL+rdT0c6Jdso4nkQ2dFwxiYyVvJRo+32533YHdr4GCB51mYA5r/br6XMfHV2ICmbs60ZaF9dvlNfRngQv4KiqQZA6/74zJdLy8Fffr1+/mguYmYrIyEiTIC0/0hspsfNmbR/maUJYKu9Pz6lvY11C/oD4LZUlOfKL7BU020blL/zubrVR3p+GJTuPCKQkn5raGM1jSJ2bsfWH9RA5m9i5GqKaU73IuGfJziKzmRxo7VKR1EJTaRyaednMMGXrdzCY2ll2Prpo32h3R0qkJJBcgQQCSfTuq6IuZOOPc4b//eZb8Jk//W0sbdoPv/nXN+KkU6Y4//n7B5Ir/jAPOeQQHH300TjvvPOwefNmTKdTvO1tb8Nxxx0Xrz1z/gjzXj0L7fVQVf28xO20Oo98DYNEqS/jsRshB2BMmKt/rtR+BIjImWQb9QnrDOGh43I1OZkzydykiFJweMlch5RGLReyhBCma4rbqjK576OSyYqKinsVvv+c16CdmF4VM0l+X5ZAcrVOhLSWiGQ8dvqc8hl5/UjHks64e2tpbE7wEgdZra0ci/cfUPM8iTSjhMi0ny2UDGFr6foMK5COX9hT28bFx+CUMTiJXOf1iCn0jcxrFPJnRNviHKxNWY3k5C/eHuo+0laRR9l/hBsRxgpwFbIjkrzUhvFtYuKmme2oa+4fJyadt2uQH4OTxomdR69L5jZaqCqR1mypDhP3LV3EUt+J6VRDUuX4unPHA8SKZM4oJ64H2b2XUzuLlMHOlCd//ij0dcnMfE4kL9/B5+cKJIWvyvXx0h4NWvznl+7C3330Tjzml18NzGf46u+/AqeeOonCfDcunx2taWlpCZdffjke//jH40UvehHOO+88AIjMc+bJl4KOiIgsSCRHEx9nBsM413mbqqi6leIcHGLFUo6ziImNHIcIpDfgcWlIbjLGAkRShrVWVFQyWVFRca/AD/7Q72C20gCT7oq5nZiItAFIFUBlWzsxYTtXKKm5ix8BQdjENlIkvfurQaIyyvWoMIyU2gyJRGY8mrMPac25sfpDKowftZPrm7h8fiTv74/fAZLss+bGmY5IRoS4VyMb8QYY1plI5CIlOTLHpCma9MraFrYZ0k+CypgY4oj9Y9YoQ1/LfUyoF0n/jEOjEV+mQk6boIbJcFRqpzmvaqC8PrBx01X2bZVjsaZT/Ci0lbaV6jZq6ie5isIEZTJdRyCIAABns4SSwmyXezXSGCLY6bFwMx0yu6ExgI6s0cU1EcikvmNP6jlhDeetzV7or9hVbLSrCYnMqZCSUMZraL2aetOOVbzk/Buw/wEWN90wwzf/4A/xqAsvwA/+8DIsgGmBXu1e+3dcf8tD8Ja3t3jOTz4Ht9/9s/jBx60IpW783Z84/264X85xVT2HjojV8LiL1n4cclXNhXnKGAGpRg4rojY6v/r4/bl0TAktHM8iIa5z8XeVD3M1yf6KfROVTFZUVNwrMFtperJkesLV6xAFotdt79v1BCqEoppB4qmOR+36fEbv/soUSK18hwoTxvf5kXINrE00Hm234VGqgMk4fPuIdRFI6YxyK+X4vq/zeY6OXidrFkok79ekKqCjyyumuHqSVTiOwZxDk2oDxji0/XbbtOUx5L0MqQaSAU5xjXqopjJ8QnqjfEKmRpaMdIBemRNt+Xi8riMHJ8tanuUYFZPnPU56x1ZSIXndxnI9Sh6SGcYr5TNmx1LCaG0fKkrk0Bv3oAVdijdRWGgIY/X1IBOiNmftmdEN5YYyQxuCYdsaEeZqTYtNdjUKaaUyIHwO6p+Etfb7r9+xhv/x3OvwJx/bggYOv/oz1+PGnTPceUeLHdfMcf6Fm/C93zvFpX+3Adf/25dw1Er/Z5r5TG/duhV/+clD0QLY70CL933kUAAy5HOx3MdFajvm2uWUNU/oBvIfh2o/ahjnwpqGoAIGzoX2qTvqkAGPESRWI9FirW5Ymcwfg2gLaRiUnoPWmZjUVuzTqGSyoqLiO44vfnk7DifSRgSOoBInk2yLnVqVPEuBXG4iD29tG+NVvpxjbOnaRzq3amNoRNZvp+MxgUiOWscgyZKvmdoZza+HETpewkMjrsr4EZG0LlzsOBPIGCl8XukbOA4+PoElvBpAhI+6QDBNqhJmh1fWwd1Uh/tLLSLTTrwmIkdqpGHb+bg8lNX0rxtFeSQiyYlnqxBI3n5iU6OYdN1d7p9GJHnJDyKSuVqM1CZagyBHdHz6OuJraKn4Ub5mgxYT2/pQVX5e+Rh8nlB+o1y2Q0Ka6uRdYYVpj5ljxaxFSqQkjIBQJRMTnhZTBPdYAPj1Sw7GoZsNVu76BE477TQ886mX4mUvexk2H/td2HXLGv76/63iGedtjMbZtXo5AOCq7U8u5kEuokYSJJFcJNRyLEJ5kPF9cjmQURtBojTSOLZ/Ov9IUp2ExxqvRga/4GFVksZaJL+Rq5DR/CCCy59X7MuoZLKiouI7DmcBNwkhqkGlS0ljt1307fMrYXrzGInM72NOkQw5m0hDSqWqp6p3MRmMy4eIccTYXlntyRw3/dHW4OQ2k1kTteG8y7pULeVKI+9nEIesKmsJ2wTZ5CQy6dcrkcwMRxuSk4Ti5Q4paVyRE2Go836AsaGz3CG1e90rhaN6j1P0cvNxIx2+n5MgKgVCZUJkOCoRSC20NRfOSY9E5rpadcaP1+2PzW8mvdo3sW1Up5GUSDLo0fIZrUK4kuNOVp8iJZuBQJIyq5ndOAQ1xTIzISrhMRWhtaU8R+rHj8WvRlz8G6Y2ol/7AfZuEU7bYsnMs66sFL4qSWsDhwlatDOH3/z5b+Dfr9jd3ZhoDBrzJMxmM+y///74sR/7MfzO638PzXQF33fWBPsfkJ5ph87MJkdKpBq5kJHLCMLDkct/1EjLIkTSYfGQzGLOpNPbOEefN11dJCJZIrMagfPji2Om8N0h99jRajJrq5UcqeTx/odKJisqKr5j+N4ffS2uf+DWnnCR+6oklHGfpOwFGfUIZS3bh/WVrz0x5QQr87s4uD4+njTp0YilJIM9kVQNfpTjyOVRJvDHFcJaIxVSnkO/VqefX40oWbavJ4pgBMk5E4exmlglVEkeVxeLx5eqmtwgZ6w5Tre0sB5uhEOkrUQSWxeUukXyPTuiyJ8zIiuUSO7GStu6j2wa/qqV8pAo1Xckk5quXexiSucmKJGhTqMMb9XGl4SLm9zINWjbS/spRBWAD23VlEV/PhHahj56/mEOXCWktQT1VrjPsvWRyU5QQeNcyKg2ZBTmmoa3UnmPqWnx9a/N8KrXHgTMV/DSF0/w8z//8zjvvPNw8sknY9euXbj44otx6Zdvxu67bsOOHe/BSadMMc98VNajPubQOYwasW1k3t4IIjnUh8MhkDAgDWFVxxNurBqxdMq8Y74NhlVRW3w9FvJ8jyXTuXaVSN4/UclkRUXFdwzzZduTCYN2Kn5wBwhgZ2Yjyn8U2svtmirZTkM9ykQNzCDJTzSI12RFW74uZR1tE0hbYtSjEWBOBAlDZSmsQztBqkKK4x0kkJxs87FoftspkiZnYEOKJJCoiRJaCY1SO97WE0B6TRfemfMk8zW5stkIlTIHy+YdCzLWyTmt0qFTTiSFspJhDS8d4tdhnGpoI9HCRLUfo3k9WSS1TR5T9x5OTIsNzZonkH6tSggmQVMJFyG9Q/u5KqnN1cJ4ordi1/xnY2rmWSKZzhfCaadmpq/PAMaFtTRoQ0mSXpncaFexYtZi0tirkgSuYkoCCQA3bd+Nn3vON3DaGUv4t8+v4oEPmeDgQyze9Dvfwvbtczzg8JPwz//8z/ju7/5u3H333QCAn/mZn8F/fOoTaGdrePHPruCkU6cRXXfQSZE8j4sa6UCMuQiR1EhLrv/Q2qMxFiRDi7YP4CpubKgzSCQlASzUsXQjz+96wltLa2id8cpszZnc91HJZEVFxbcdj3nyJZ0S2cCX+tBMY7IhpL25ThwSGrfRkFMTKTeyI1iBRBbDRelRqIy+L1c3VaUPnjxFbTiZzR0LJ5Fi/uK6+77tBB3hi9avhKBq48hSIFroKwtZ5fu48Y4kkRpJdE5XGNXDkjxVEkjl+IpKKD8cpgCOJYea42q65pj0yG2RusmW3tjWk8SIdJowFlfZSipa6yysaTFhqmeKbpsaJgvXXUYahw3Nmq/xyAmkHJPUukUMfYDwHmdzJtl+PgeRMxmmS8+7j3Pbm/F0BG/Zrql5iPIY/GuWjwmEi+ugTHb/cdWRiOuKWcOKXcPUzLIlPbzxDlvTDdvX8JLnfgN/9vEj0cDh3f/rNtywc4YdX5/hjb+/Gce/7gA87UcOwequbfjcv9yO973vfXje856Hbdu2AQAe9d0TXHvjk/Fbr1nGnWf9KhyA5z/pkuRY6WyVjHXWa6QDyHDP4X6cuAz1DWu/hwx4CvPTX25K4kLpjm4eYagzws2Vn2uNJHISSWS6NK5WH3IIcX5kuj33umLfQyWTFRUV3zZ88YrtePRTPgPXl/2QrqhD5M0TT5nPOIaE5uYwHfGjkh2RIulCG2090VyMOPpQ2WT99NqpiqNjx6YqgnzOPgy2CHXdriOEnjC7tG32/BGRFMTME8dgbgNpTmMY4SMC1JM9jaBFpjkoK5Jaf8PGzhHAIWMcz++N68qILHBNNJZ05lxX5QWYz5E0zjuk8lqScr0Tk1MRJUIuYa59uM+R7vMkuzfW4USSkyvZZ2yIMMCJm0P+3UrniOs8phfKgawFt1leczIXTsvn4OtdYqrh3Nku/JSrxuhIYePfr1AuZMWsRaGs3XG76HlUWxJdfUqqU2lNeP7ABz4ET3rcfwIAHvawJ+MrX/kKPvvZz+KMM86AtRavfOUr8d+f9jq0OKQ/L4x0LaA+7g1IMjg2TDIJzyysy+cQjnR0BUYa8Ii1D5HGMA/1zxHzARLr0vPEj5/qTLYufPrbEWRxoZzJzNppeyWQ9y9UMllRUfFtg7MhlFSGpeaIERnrUJtINZQhpEPqXLTfeDUyUji19gapqtmKdfdt3CRuJ8NQc6GuLmoP9ZpZ5jpmjy93LmgdFqF8x5jffOO6upAR+e8vvaheJCOlpmm7Mh+8Py3LtozkwYdCATGBDGSQ9rHh+m1WUco4gdQOjRvXcOdQnfz1heYnefdROXZ5vPH9ZV5kQyY7vTmMFr7K6yzKsYbm1PIlI5JqUhfWqQlEtFPzZonZjcQQQQNCWQo9zFcPV+32xyGqYTwKG42PDwBW7Jr/HGy0u7v1GXgyyS/ac2un9fJakytmN9vvPHFc6kNnaR2NabG/vTsKZeVq6BK6Y7lh+xpefP43cPqjlvGlz6/i8CMa/PIrDwIALJuOxE/pfVheDmNZi6OOOgpve9vb8NnPfhZra2t44QtfiGtvfp0gIHQM+hcCqVslkpCr/5iDNIXpFLd15kxmyB8nkkOE0wFYc+GyeFghDON1x5KSRgeTnFON3JYMddJ5bULC+Wt5YyDMN0wkR5UGEWS2dVKVDsY//HXFvotKJisqKr4t+MJXt8MZE5xNTVAagfg5R0TWuGqHNJ+wmF/I56CxegVRDX+VZEwjm3xuppJK8qauS5JHQpK3yPeltSCz64nmZOGw/Tg6GRUX/86EtjbsN5mx6dGwtrSZh7PyXEVOFodUSBmymivZUTLI6fqmaqCubnaPY91YtTEWdnIV/aKQ1j4nMtRu1Mm0JHJj1yBJpC/HQWsRhJMcWg3r501uMsRLK0mSayONcgzi48jt506o/Lh4Hzq2qZlH/dDfu6L1x2Y+40qCdApjrKxGc/Rj0c0BTjDDvOxY+nO9fdsMr33LZrzqNQfh4hfdgn/6+11wLbBkWjx0y07st/JqbD7gJgCf9HPvt99+eNOb3oRHfPeLsWP7DM/76btx7c0P3usKoyzrsVAZjgXJBi9lMQbuHlBUCaXj1G9npZgrRHRvrKFTJofPla93WVAc83PnbzA41qZi30YlkxUVFd8W+NIdk7gGpMw1BDoeEpnPmDhsNGdMw1VMFYzAtUuxCphTJXN5lrSPciO9oU2ujzaeEXmRhimGYi1Z9TRdVaw6+uNjpC9LJv0Q/XMXynpooa1Av68jMXSpHeUisnBTrS5jUCNTMsYNeziRzNV3JAKZy4UMLqndo5bXGNVu7EkpN7SRIZhy/vVAI36UC0l5kRPLDFv6MhVyHfSachslORxeR+q6CgSSRtspnJUUUNq+bGdZ1VASscbESl60DpRrOebmoLWu2LXomPyc7Li6nMhAlm1vhEPHwstydK/HncNOlY0JYZdPSWvv3rsVs4YJupsCK2bNr/Wjl96Bv3jX7Zjtdnj4I5bwa68+EE3TmSMdvaXBSSdP0ZgWp5w6wV23zfDNm+e449YWq4ev4iMf+QjOOussdV0twt/nXFHLQrt0OylsmvtqDuPbxfmPo/vJ+ooZ5XEMmeraAYAp5kBKyNIe+XOqK6Y5NXI4zFUquvnjBuKojqwL64LkP0cQae2VQN6/UMlkRUXFPYqznvn6jnAddmys4EmwbS1rI012YmXSpP0zpI/2kRJJ5HTQ+CdDND0JbkjlFGGjrI9OfNlruQbeV5LI0kUtCzXlYzpJHq1oLxfq1UjnySJA5LBvytbqzXb6MY2li/RA/oCce2pJjYwVTBm+qtVfDGQQyT4JzTGVb9c+Uo1C/PYEMmeSm+cQifSvEVxeS2U8JkJ9G4KsBxnWxsxjkJJICmeltUtFsHjccLAFUjh3VlEeu09EY2KyHNbbnaOcAyttt6b1YayUV2n68NlEQRwRlktjd+0ZgWR9aVyqF7lEc5mw3qv/aw2f+sid+JP3HYbp1OB3X34L/uoDd+HHn7IRU9Niacl4FfLIQ16HO+64A6985cF46n9/E44++rE44YQTcNBBB+GKK64AAFy1/Uj8+m8BwMfQAjhmywR/+clDkTvruU/zGIVNzxkch1zdyOxcPv9vrDJ5z2FPFMUxpHEMGrhxxkVDhkLrJIBDBjwV+z4qmayoqLhH8D0/8TrMl0yXQ8hUuHxuZP/EpOTP7zdxqKqHJGhybBYq2zZBTSz1kcRV7vNtLOAal/aTbfl+2u7nyPd3ImRUHVNuk2okzSEJaTJO2G4aF5voCFWPVhS9HSz8lBPHnJLY1ZvUiR7tC2O0Xnns5kiJJK/PyJErsRHVcGTQVCiNOO4NMskJLQ/vJMLY1W0MpI3OgRaSatjzsUoaEEgkL+cRL7J7mJq2I5QsJ7LptSwzoCbK+eg4NZQueg105ZLMcwxS5ZITy6mZRaS3M77p18N0Oa4wltAoxyJrQnbrJpI680SW/jSX0OK67TO84Ok34K47HR590rXYsGKwYZPBZ/72YPzx/7eCSy65BMvTX8NDt1wRzX/RRRfhoosuAgBs23Fk//iOqE4kP4ooFJWrV5k29zTWTUDXQeLKfUys4I0gx5xESUdWglQgadvgWkeeF2pHn7PcezfWeGe8AVJmHm/AozvuVuybqGSyoqLiHsFspXNshelNbrjSyMEUPr4tNtsxsdKmEDQNURgr5UeK8Fm1Xymk1MT/3MSl44l+TvYFI5GyrWc6iqJYIL7RXN4sJyiMGtlMQAripPXt1NIafKheifRhrgZoml45snG9RDkCkSNtZGNcTyhDqCknjLItoCuV0eEJItrYVPniql9Q5ES7jKLJMXR3PnJQZTmc1gS31klvtEPkkf50KMxVkj56W6cJ0cqvlRPPqGSGiVU1C4cNze5IkezWEPIBaYwxJDGnLnZzp9oZzzGc2lAmwx8DAsHWwmAbtFixa14tpDxFckSlfr5cBwuVzYErj7I2JADcsGM3fuPCHfiDj2316ucmsxvWtFhi55De41tvafGUp63g1a85EE8592aceNIUf/Fn1+BDH/oQ3va2tw2uZwyB7NrpJT4ot1D77DqkeZEcmpnOGCxSisPPlQlp1frTXzIRvdwcRCQXJdK50NZu7tK+fGjrMImNie6ai93sfMkOZ/vj6gitbMdB+8aoiroBD3vdH/cY45+KfQOVTFZUVOx1fPezXt+V/zDI5jcmiEgW9TMsVDM/Rvb3z8bjeQfZHClFaKuu1a/FpUqrJHRKv0iJ1NYQkV+mKubgx4iVTU8kLXuU/dTwzrA2XsYj7Ofz9JdpPZG0lDuJ4MRKaqI8DZnDUNYT6jtSfmPO5GaM+U3pHkREIlnIrjbnniiSEYEQJDKokfPodRR+apxK/sLxDBPdKI8wUjn1Mh4G3efBm+vkwkwH1MmcKU6pHV8zEb1GrJfXXuzKY+hkmoxxmr6mpDZv97kPhJBIiEW6Jqk+hjlYyRYTwmeNcd5QZ8qO5/Rjt+Ogdhu2bPk+fPHzS9i84TM44xEX49GPfjSuueYanHrqqbjxxht9+CoAPOnprwcAXLX9Hcm6tHeAkx6txIe/8B9wa11UMVsU61EcgVIpj0CshtARvDgPsjwnP6c2S2ZzpUEkxob7arml6dx0w6AvEzLi/S2Z6Wht5brB5pk74w+0RLgr9g1UMllRUbHXQSY7LYW4ckgSxchiIH7G74tKgUhYZGStuF87BSNymUUXSCTPV6TyH26XfhzZ/j1Jy6qYnDSTslhAZKhD/em1dZE6mRBDmbtIF9uT7uI3ect6lTCp/QigaVwwxYHzyqQcw4fFIiZ/fEwn3mRjHCYNuzAXIGVR/WiMIHy+rIUSasrH5cpkiQQBwCxz0SpzIQkTViuSk0gAfYgrI0r9e8NLgkgFkbYNhblODC9FEcI8k3a2D7NFV/pDI3pEYkvGOEB3oWmZspht52yS99iRyQ40D5nZaHmnhI44BiV3ambe8Mav34QQVE9YhbsqB1cf/TZlvVMz9wY7qzffhH/9oz/GVQ/cjdNPn3bzinH3339//Pqv/zoe97jH4ZprrsGnP/1pnHbaaTjiiCMwm8XnrBSAO6REDqmP2nYiWiWiU6p9mO0TEZE9NODRyNxIxZG+0WToagmytIdKGp1C4BypwLq6uKfKJH0TzFmdyZJTKxnqaPUrc9AIZDeP8fud0rZi30QlkxUVFXsNZz779R2RnMRhqgAS5ZFAPzhOkkjDHoH0ykvZLsuGuKgMSX6MsqurE6GnYpwMQdVKc0RrkOumdoxIuhwhUAmsC9t8viPbDqVt374LVY0VOC0n0ZNOGwiqZXUjS9drDbvgL4XM0qM1sTLJwcNQc6SxRCZpmVR2I3FFhYvaDRFIOa90fOUkUpJW2kchrUBMIrkKGZRHSWTYe49YbUzXF8hryVyGzgsRIoOSi2r3eRjKmZwqSp6Gpp9HEkqed0hr7MaLbyr48hq9CQ5XIxvTJusk/YaHvObWaNnYvJ0s7fFHv3cL5ru783b913bhX//oj3H6Tz4Tp5/+Ht9n4/LZyfhPf/rT8fSnPx3nn38+zj33XJx11ln4u388DLvXbsVV27ucSFV5VAgkIUck1TqTGTI5ZCOt1T4cg4iQLUAkF1Ewx5EajYAPKZOxijmGNHabA+HKjr1OUs0JJA83LRFFTiQXLg2C1Bm4FXdlqyHPvo9KJisqKvYYZ533+t5sp68jKYkkQ0IwvSJnIkKnkjYaI0cs+fgm5Eimi2DzGrBwWJeOzxVDGbIrj0dCUyOzx9HPrTqexmtJSbGLxjaNg5aPGXVh7rPGOh+S5xfGFE26ux+V+KCLaBuMYfjy2CkO5jEmzXls2UU75Ug2/Xq0nEYaL1ueY0wIKil8fW5ifoxY8ZLKaQ5EKOk5EQ+ucHLHVZ4n2bWbJ4SQnEph0lzJQH6JjOqkj5MvTYnlF31TM8fUzlmIJrKKIjcBKoGT0dyFtKZIBrLYHT+v1cjBVUUikV6VhMMmu6rOaUBurp0y6WDUsFagy7Xka+vGjsuP/MrP3ICv/tsuzNYcZmvAS553E8549ktwwBFHYFog0mtr/+5NdO6481bcePMHcdX2F/vRS3mQQJ5Aau2zpLGAuUKM/HwyZ3KhUhNmoT65/Mf8MY0Lz+3UvMWIT0nJGzLaydXlHBXmytur4bWmJ5bGh9qWQ5jHE8nW2SicVZ5bGkeS2op9F5VMVlRU7DFmKzGJVEtp9E+5+sgREb+MSU7xt47CWm2sSva8KB2DEchSqKonmzzclhO1DPnTVMhEreRrp3OUI4wcXImi9fT5kaZfk+qQysgmqZakLEbDJ4YzjDQyFbKkDHLi1DAjHnnBYtmBNs28I5NC1ePPc2Y7EjmS5HMA+/y+4jjEiumlEoqbzIuwPmmo020PyiC5tdLrqZ1H+ZGJMsmey7FoufRayxsshbMCXe1HAD6cddqb1IR+4xVa2Tap96gQT6nycfLZINTZnJqZGsbrzXPMWkQ4p2YWhaY2Yi3BzTWovzJs9aKnXoO3vu+YoHoKhbiBwx+99Vv4y/fdiQMONDjzrGUccaTBu//oLjzgcItbvnY1DjjiCH+OJbZu3YqPfPJQrPVT/s4bDgLQEcgjt0zxoU8eFpX00EiPVCCjfS7el+ZMAlCIAdDdRCGFLUfK5jBJyOoY8H6j+2RyC/W1BTJVgkOv4KFM0qJ1CAJWItrpfCZLICVZVMfk7ZP3ss+TdPQXYQbzIclEZyzx4+GsctygiMZtK/ZdVDJZUVGxR/iuC94QldvI/gZKkiSIm1cixRijzHsQyJs3/WHKZnTZydp5IikUQz5eGLN8Ia2qpZJEygtgf7xOPy8SIpyRE8lIaRxSJfs2vAak3A90imQIZw3qonK6CqQvdk2V5I1TCrWGogi9LamSOUTjISh8o8Zh7dpeOS3BsTZUI3LiwzZZaGv0vPVKpCzRobudpnmkXamJVHnk54CIUOm4iUTSY38KonkliHNLRVEdfyiMlCmRkeLHDXgypJguYa3heZItppgnBFJbJ6+rKcni77/vKDSIVUk+zn98eRWf+PBd+PPLDseH3vVsvOENb8CBBx6I+XwX/udvfwxPe94vYMOmU2CfHNa7a/VyAMBV25+cDTjOKZCLqD05ItkqX7QlVWwoZzJZ54i2WpjmesZulZxFYDyhodsIMnS1BEkkc6QxZ3aUjld2nPXtkJYbGX/e9jx/UVMj+dqoTcX9B5VMVlRU7BHmSwAM0DYmZhi561VGFqMcRxmSmlMJ+WYnlFDTm+0oc+YIZM7YxyupkzIxk2Q0IY4lMmwQ16jk/eT6o8cQ1mqsgwxz1dZrTDgma1vYRlEk2dxU57FpWpgBAhf29eGQk0CeeF/tznjT7zfoyBdfg5Z3uCfwpJYtY0xu5ULklSmO1rSxeQ8bh5f3oJxJ6dKaI2QlYmhMUIV5mzE1IJfNDFM7S4gUAG/AEq+DhZ/CJARLHgMnf3RRy7fRsSyZEE4rw025W6tUBskxdZNd7R1T9WPJgY7PwGHX7av45AfvwFN/6gBY0+IHT7oGf/fVLX6umMg7/Nu/7MIPP34FV/3b3fiHf/gH/MzP/Az2339/vOlNb4IxBo/52Uvwd2/6eXzs0bvw2Met+L4O3Q2VHPHKKZDDoZC6SsnNW/ScSZ0QUfsSaVk0/1HmPs4XIKvysziHVc8VJ25DyqfMbxwK+5TlPDTSqP3dhHMdq5EAnZOBeUUbaa5DauS8D3lxLpTzyNeHtGr+4xBa5caGH4OplxX7NiqZrKioWBc+/x87AAPsZ+N8RwBxwpwAd20FAvniymTUvkCQWn5jnZntJHP6OQIxLJX/cIAPgx30bJCkVFMPlX6JG6scV3tNY1NIa0+ODStV4rtEJLa/pKJwSMvCVTOwvuRHd6lQMrrximX/MZAkkrfVDpXyI7X9mgPqehCV/lC2DfVdaB7ENSL9PkZCpBI5NSlBkqB1k/KYEslUmSzVcyQ0vVvr1M586QoCXfAaZW3SHIcTt0FzH+i1ICnfsVtXrLxKku1VTuZ2a+EwxZzVkUwJbA6UM2kA3H3bHB9892145rM3RcfbEfn4PQWAoza/EivuFuy//Ehs3vxOTKdTzGYzzOfdcS5t3B+P/dU/wg8+9slRPchuXfmLeI1YaIRLkgRJIEO7QCT5+XBKG46hvwDpxDpaKVuPaU9GhRxcX2FNObWwNM8QSRo8Z4W8x0XOXxpqGwhkcLMdRyTHl37JEEhU8nh/RCWTFRUVC+G7fvoNnfp3wJY+N7ErA0LXfY4ESkkoBYmLDHYkaWP9ijdKGYnLmu2AkUiDbFgrLdm3a9wwkQQnpYxEltRI9ETSij6yvSSQbBupkYaRY648chdXA3gnVtNvaJphpcYKExxZFoRUSGtbH8pKIbCNjUtT5C5iOImcCKLSosvx4XmNY0idNtckMfLpw1AHFCtvMgTlfVLASWRcviOsm/IiafuynSVhq0SA5IUsGeFMbKsqk5wkE0GUkOSyhcHUzLFs13QVz1mE8Nm86ki5jNpxyGPhbqvReGizIaxkBETr4KSTxqIQ5iUzT8p/oD9aDXxc+ny/4zW34Nqvr+FZT9yJsx6z3K8hkH7CCVuuAwCsfu+/4vzzz8dLXvISvPWtb8Vb3/pWbH2gw2mPMLj2xidj1+qveRWS4Pp/Q2GrpfzHXJshc5dcWKausPWqXcFFdU9yJrV1lvvoKmRuTlp72SyH1iCJ2dBahtevGwPJ8yWUxhHqpLZOTiCDEQ7lTOZDUxclknx9a22T7O/mjV9X7LuoZLKiomIhtEtd/UipGPLfC2k+E6XmNBlCl1MkNfB9lo8ZX+z6PEquQgoFLxqvJ5vO12hMpw7z9G2sS8YIbRXy402GMv1KCicjkN4ERzluX36DSFg/19zEbXKgOpG+jqNxIvw0KJ/TPgy2MeHefiPIn2a8kyvL4febFo3BQkRStvN9M2GjY8MffTv2QU7HciqJ5CY63MGVK5ElYxzaNvFGSc7nNEbz+6C6tIQHtdVKe0wpR7KQw8ifa2Gp3BSJ1MXccYT1xuqjFrrabXdMeQRA4atMnbRe0QyurEPgxJlugqyYmf/zfPGvHICv/cduvP+ywwAA7333nVgR549fep9xxhl4+tOfjjPPPBOHH344nvrUp+LYB30Ez31+p2z++aU9cWRfEP5iG+Ww1ZLqmNtWcgfN5/fpoay+lAXyYahayOoYtBlSVII3fxHtc66mDiPcSpmCp61NXQfyJjo0tzaOI+Uwo+RqOZES/Fj0mqGd8sxDbUsEVTPSybYVSnrOgCf3umLfQyWTFRUVo3HG83uzHVbfYcggxxviEOns2/nfSqZoJsj8BnEi25ntuHQf4ENVI7KojcsJMamGuXlz+Yl+jAzp8QQ6T1RD2wEiaekiPrSN3gZSIg1C+KnpLitKdvXUrmGhqwRe0oMuvoFekURwSQV04ieNdEgtlOqZdGsdEyrLwUtyWKG0BfITXi9y19yaFq2zEQEkkGNrTGY5aRR1I8UYJSJJJI1KWORUR6D7HBDRogvSHJkmQpU6k6ZroVxFjfga1k8qhjlwEpk4vUbt+HjdZ4zKc9B2CmmlENWS6yx3jKXn9OfIbz5M+kvgk4+9tmtj9sNDt+wsHtNPPuet+MnnAHN3O1pcBSCEyNKKpKI2HAqpE80ho5y0/VB+H60vT2KGciZ9uwWNevj6xubsaUSyZMAz5u+85LCqrkG01Z1w03PqlDc9Ryz1eRfL7eQYOr9jiN8YA57gJFuVyfsDKpmsqKgYjfmSSUM/TZ5QesWQt20EwZvF/Uo5knLOdurSdrQerobS9txvdH8R6SZQFU6/HoUEOqkw8vZyDhkSq8GH5MaEMSiSCCGrYAojC2Ulcx2eyxiW5bJhrhR22niymqp8lAtJ+6a2TbbJ+pAcE9NGhLF1pkgQFzXeobEmNnZQjTFO7eSkMzzGJJBCW4E4x09TIWldmrqXI7ZdeQ7n3UwNbVPOiQzLndo1NkaOSJYdXjmBXLEhdNRGZLIjubk6jhKcyGmhrn5u1s6ynElSHklpXULsOktzJOhvBNy0fTdefP43cPqjlvHlz6/iW/bteNSFF2CFndepWVxPmbsQxpqrechHpfDRtSECp4ylE8ZUgdTaD6mPGgbDXEcQK7WfCFkdEx5bCvFMoCiOGrjJUBhvQWVSJY1aCHOvlvbtpRI5xvinFI6blgbp5pDhqBwzbwA0/KmXKialJKTrN+J1xb6KSiYrKioG8YgXvgHtxCR5joAghmK7Fs7qQ08FeUxIZEmVtClh9Pv7NUYKpCmTxBAOO0wiE+VxFPllBHHod5Wrjv1rGdJqIEhk39706+A1IRG1Fa/FYfi8R0UV5IY6jZ8z5FTmynlEh4ZgzDPUXoaoquMV3E5L69Da6hhYIxmyKGvNqZCcnJVUVyJ5PMfS9Guy0N1Z6f1uGJFt+rDYeB6dRKrqKCvJoSmOTa94ax9r7f3hJFKr+yjb8TY8t5GOIVJV2fnm6uT/euOt2LjJ4lk/c4A30dm+bYbXvmUzTnrNgXjsj2/Azn/7EpqnO2xcPhsA8PDjr8TqrjP8GHfccYdyhAFXbT8yOjuLumJmw0czRHJINRtDJDXilsvvG6tcLgpJJNdb4qJEWHLhprl21HYhZVINI41JY5in718Yf2zIbxJiGimCtp+v7NJKYyyUNxmdq/S5lrtZse+iksmKioosPv8fO+AssN/UIHtTkwx1OGG0iIhe2wBk3ugGxvFj5JS+XpHMhcXy/MgoLDUaPG7vGqcS0+5YBpTHMSSyyYwRtesvZTihNUicV3kuJFccLSmXcFFNyGQqZRmkRkqFEWCKJEJeIHde5TmCnOwk8/ahrSUCJclYqaSI7Ku9pm16fzOoinatgoEPv1CyxmG5mYk1BzIDABNSFVne45DLKYFCWblhTlCD9ZxAT/pYHqQMX+XroXmy60Eo/WEQwktL83JwQheOI4Sm5ubM1YSkd5FKfkiSTJ/tpcj4p+v1kffegU986E7sXnX4kSdtwNFbGpx+SgOgxUFbjsGuW26JvgIOOeQQPPrRj8Ypp5yC73nM1fgfv3aAul4AWPPqV6zWcJAKGedMBjUsR1zGKJDdNkmu9HBNTiS1tfA2fO2dwlYmkuvJf1xPnmUu/7FU1mSIHErCOUZdHcpzHCKNOTVyML8TOoFL2tBf7ghStydOrkOvK/Z9VDJZUVGRBal8rVJ2wyuKVmxj5DIhdkCWUCUKp2jrSDm0iBVS0T/MU1ABTRgjZ7bjS3cM/S7mQmIBFrKaaYeYEFJfrkSWSKRhr7sSHq5XJvXLF7+sSFmMSaR0B/WKGjPM4WYvUUircZ0vkThWIpE5lVEzs8m9HqOAAkLRFCeDSC/lOebgz5cIi53YOaaGzocgUIbVjezJG5EeSRZz8O05mRTKXG69Bg4rZqY6q0pCp6GFTVxVh8gi5dNysxxdxWy9YQ69TtqIGwq0hm7M7m9gxdePjM8D/3y/8y234cPvuwsHH2JxxFENzvmRDXjRL+yPtdUWT3r8NzBpuq+qxgDGGszXOsMnjve85z0AOtVRlvPg8A6pBaOcQFZSkjlEXErhqxxDBNK3yxjpkIqWkkbjc/9KpHceEcNxhCIXslqCV9IKBJqDSHzpHHvldUF1db3mMuSwSpDhuovWuJRjJ+scYcBDcw9BhrXKfnI9tVTIvo9KJisqKlSc9uI3AhuO6V5IwqiQStomS3z49nPRHnG7IdObzmW1G5+G4Nd3HTmMFUBnshyuV0+dODZBQNS1igFzx2P6sRUVsTSeJ5KWhbOykFXezuf0kdOnCcsu5QpygtqwnEd+ODwUk4em+lIdJp3HoDvnkvBNTJsQEY5FTHbG5lByRTLXfrg0SPiM8TUt23kUxhqPOfcEkvpMbarC5daUKJIiZNP028gIKF5vP5+ZqY6unCRqmDvj23B3VfpMaOY4HRwAExHJHFG0aL0qSRfuTZasxsdO6v1UnBN+/A4G//7lVXzsw3fh/152GOYz4Bk/ciPmdz8G5/3oDQCAm75xBw4//HA8eMtVAIBJ82KguQsWX8Lq6uVwALbteHJ/TnIFRWLI8h5ZshYRzGEDHlkPkrAI+QSEAlhU0carjyWMLQ0Sxh5PZnh7P1+G6I4NceXj+DmGjHCQL+/B59fyU/n7LpXIRXMmVZLoekLv4PMns+OxiIux5Di3Xk9KEYLfq5vrvo9KJisqKlS07Nshck/1SlvYBiAOg82pkojb8HG0fEXfzzJ1FAqJ7Puq/gtym+3mcpOh8NWCsqlBqJFUC7LYFoHY0TpN05NI20bKZGgf+slwVk15jB9DX17Sg/eh55xAWqS5kUS05EWKASKnVmuCognWXssbHCKJMow0h0C08heoxrcN+yaS9PXkZWLnXnGUoa28b4M2CmWlfMeSCumPDUTUQ8kLeawxuWWlMfr8QdOvkYxyePmNUngtYcpUZknW6FUgpWl4M4Wf5lTJJHcTaZ6mWuuStmfWzXNKDRy++M+reOw5KzhgIzCFw0knT3DlV/8TX/nKV7Bx40acddZZuOGGG5JxWnacpES2GFarNCKpKZAamUQfXpjPmdSJ5PCaOMkZkzNpkn5+nZ6QlGs1JsrsGOdXociNVyfjdlk3VdGmhFLtRw3DYa5G/Y4MKmg+73Pd5yEikOEvQ5bzkGMQkVw0RFWrX5mUBqlhr/s8KpmsqKiIcNpFb+yImx0gkT2kEgloIaesnxxTPucgUppRLruwWjcYQhuNR/mROeURQFIDMjNWL8j0r3vy2ec4QjPzoaZSAeVTMyVSOrFS36jch0mDmiSJtKJBY11U0gOICSgnf0EhG0f0DMuZ1BxV5XxaziFB5jQuWhcytI8/PCZqG0ibVO2oHQ9pleVGaAwZ0ioVxmSNisonVUgNUiUkIskVWxmmOva8leY2iIlkrJbSXDGRbAQx1sufpO9vooCKuYI5D31G03VbOJyw5ToAwNLkx7Fhw39i48aNuPLKK/HFL34RH/3oR33bEx53Xv/srwD0F+L9ljFhj3TxnIajjlXZyiRKI07qOAUCmYyp5Rc6vX18q0pHR6gXz3/cEwK1SEjqesyBRq2lMO7QX3JO3Rs6D5LAjS6nUnhPFlEPS2G4vDRIxf0HlUxWVFREaKdISmg4i0hp7Br2+3rCZ1xMOItuq+hJHR+P//YwUurLdXD0xC1r5kNzmdDcWQc0/aNKXF1Y7wBxitYpSKThZTcKv6dRuQ7jMDekSHaKI21P+wVFkruqykerqJpAR3yWmrlXD6XZjs+JZIQyChkVYa2hvmIf2GQ6EpnNc1Ry3YjIxYWwbbRvbHkQrcxCQqYUAqmtyzBSvKFZgwauRnIlUqpwOWh1HgGewxTOA62Jxu5MdkJtR8PIFeVM5kpwACEHrimQXgC9U7DDilnL5lsahDkJ0nWVHzNfm+zTtXG4bvsMP/ucm3DqI5bwpc+vYu3g/4Mt330mnv3kG3HLzS1e/+YDcdrpS2wNHb77u6f41V+6C3fffTdmsxm+8pWvYDKZ4MQTT8Txxx+Ps846Sz0GUiO5gjg69w8yBy5+zlVIj955swtbXCBnMlvjb4GcSaWMBT/uVtwlpHVm1S0x5lhiyNuOLyeirTFPGGX9yFwb52JStXCYa+aOaHouTFRrctG6kTL/Mc2Z7OZoHWn1ZLCTH5ebiw1BklnN2bXWmbx/oZLJiooKAMCpv/jGjpxZRgoBrw5mfw+I+HmSyPopfRw3pdHGEWTUCXdT34aPmSOHtL8PkQ0EVlEeTdovC96vCUok5TtmuylzeCWSXmeIJKmRlimKkkT6JVmFGDFyOBF5klIllPtkKY/uFPRj9bmBfD2clEbHiby6KC9Su/DYoDotduc8JqISUnHMrcugOxfLdqaqahqJlGpk7ng1csURu7AG1ZeTySUzi3IQu+MK4aa+f24NpoV2P0Ya5BBRlWSR1uYVQhGaK0t3RGvqn1+/Yw0XXXAT3vuJIwAA//sdt+Puu1q86BcPgEVXwuMN/99mHP+6A/A9j/kGrvv8v+KT7z8Yf/2JVbzjrXfi7e8MZHJDX9bjvz/xJnzlC7+N0047DYcffjjOPPNMnHHGGbj44otx1fYj+9bPxFXbu2e7Vl/q1UgfgjiUk8agEcmE2HjiGLY7DBMdLb+xW1O6rUQ6pWqYUx+LaxHqY26uMW6kcduyiqphfJgr3RQYIJMOgCSHg2rsUIhuT1BlmKsLfSS0sNGkDdKQ1XisPry2f3SIcxmz444w/uFr0OaOSGnhOCv2LVQyWVFxP8fDf74jkfTPg33/p8pg2K6FwpJpjtYHgphSKxkS2xHbeAyeQ5lfW0oUyQU2WlNEmEcqkUo/X/vRpiGpad9Y1TO+n8OcVFSFBHaPHZFsFBLJw1gl0STwXEcq0+H3KSSS+ujhqKRqsvxIRojJ2EYStZz5i6Z2cDWylO8jwS/EcoomkS7NjZX3hemOe5mV4uCht1Mz9yqkzHmUBjlShRsTesr7TM0M5NZLaiQpk2Gs7j0oqZESXGkMTq4sH5NZaQyF4GokUiOQXVunElEizLb/d/SWBqec2H0x7X/kA3Dowx6KxmzHSSdM8OYd88SBlfDyl78cL3/5y7Ftx5EArgLwN7hq++uTdkQgiejJI2w1Yijb9J/NRQreS4wJXQ1r2oOcSUYkpfrYrUPPOxxDyhZRI6m9JJKLqpOEolMrkZriOUvf+zEo1rccGLCkRi4adsr7+c+z44p43lyHSOQYIqvNq9a6ZHekXSWT+zwqmayouJ+jXUJUaiMihOTAmstXBDw57NQ/Uf+RE016lFKIJJkGaAvmOBFRzcwV1tiTSB7aqvWVYzhlG+tr2BrMpI1ea4iGoH5UksOGi2jaL0NgKaSVnhN55ISRXFkNEBFFIFYXDYAlO49URP7o22dyA2X7CVP3TH+OyLAGGM6J5NsT4wb2uuRCytH0Kl0gtJri2H0eljP1Gsk0qDO1Sc/N1Mz9v1yu49SGsNgcCSNXVm176MvOr+nWvsmu+jljFbSf28xGEUmJJVBJkpAXSXmiNK56HP3+JcxZfcuYJHLs3L6GFzznFjz8EVN87rOruO1bDv/y6bvx1jfcjqu/NsNjH7+MJdNi2bRYWTKY+s+7wWQywdQAjQXmMzWSPgIv6aGdEU4g6YYFqTq0f9hdMyWcmvLnRMgjGbTk1MduzWUFclTIa4awxWuhtumxBlfOtF805zryHyUBX7cymSsL0v/waAY5UTsal5Hmxcpz6J8TB4M18aOnlYmRYaNDN89mzPFOtg8E0npFnMx1srmOffuxJHbW6kSYiGPL/q6qm+u+j0omKyruxzjl4jeGEFCmuCXPJaRqSeGoCvmT4+VAuZfIhMF6EqkRyGgudvVIaqQSKjtwk5o9Z2qiQkglkVRPV6SI9iRLOLHyOdQ8Rq8AIiGC9FzOLWtE0qUyrw2p5TZOlLqI2nNSQT356efgiqAWRhrCUEUuZoEvDl2QSAUyImSKSq7pENSHynrQeQ5lMoIiOTVzTHsyquVHDoWxlvbxkFoitd2ye9WOEck4hzEokkMqoroWqUqals2tE0NrWv++cyI5zeRWNv2NkWu2zfB7v38QLvql/fDE7/8G/uqDd+PP3n8wfvNXfwif//zn8dAtV2I634bp9FxsPeaKrq/9EUwmDwPwcXVsrawHYYwrK8d6DFtyqk6nW2tqYL9/QA3S1jIm9FWSSLkmCa0+oRxviEgumv+4aFvZfjgsdVhR5RjbLqxlfUSJ/yVJEjdEJFUH12jwQFbjefLjLkIkVdK8QFh4xb6HSiYrKu7HaKfIEr4ohFWCEbJ26pLQ1aRtZp9jbVzjvNmOcUqoLDMAIsJonAnkUSOZDSOSkggOIApZFeGxhimwaliqQhD9YUhFUqyfSKMnarZVCSR/nTv1RCInpo2Iq8yBDMQvLuNRKttBKiQ3yOkEboclO/NhnpLIzZ2JCBQP0ZWus7FZCbUZDrXUVNF47fp2IpGkWHpFjlxp+3zFqZ1FYZwlsjimJEdYOw8JjV1RKdzUwmHJzJO8xu64umObYpz5Dx8/zm2U9Svh3+uoHyhUtcOKmePGHbvxgp/+Jj78ycMAAH/0jjtw150OP/eS/THtz+cEDsdsaXDyCROsrTk4BzziERO4NeCrX/0qbr311oXWLzGkRoZ2sZoTQgS5YjQc5irDM3PurKRC8tdS9dPGHpszGfUrhI/S2uLjL6+DVNVivUJJZkeQinWHuSrlKNSyJmz/EBxk7utA7qKTnxNphFMuDZJzZB3MmRQhq0MlUfha94YLq1Q4NSK5SN3Mivs+KpmsqLgf4uSX9XmSImUmyltEvC9qQ2GxJpjbqDDpjxqFuyZq6CSY7UgDoDB3rEyqRBLoCCTlSQLwuY3R2tjK5I+dII9ATPoMHRdXFnkILB9KKJtW1I+M9iOQSGMcGiKeCoEEaytBBjvktEqk0u9XQkB5KKxGwpISHUKF7PZ370+nPs2TcVqY0eGqnHR2xHSAtAkCOSYnMZQQ6dS/ZTvrnrPQThozyo8cIF9h/PHqYKOQQ14ncmpm3mVXOrVaoVwuEuIqFUiNHAeF1kHmPYZ5O0Oj7jVfW7ef9zvuqH/BfpvOxYO3dIrj6ad/N97ye1/Hx/7qYXjwgw/HtddeCwDYunUrrrjiCt/vzPN/DQDQ4q04essEH/vUoYouGyDVyJziE0JQWaF1JQ9SQxw2Op4QADGBWzRncqhdbi3ckXXMOLTOoU/yeo10kjDXsSVFpNI6pqZlMcw1PsYxJkKSeI4hjVH/wjkaDLEt5WqK8cM6xh/PIqh1JSsqmayouB/hlJe+Ee2kI24cPGeyECnkS4RQSKsnlhKOPWjE1IiwWOPSUiF+ba68NolejTQNuzRQyKG6YNFGqoZEFK1t0TISKXMceVu+XVUkEYu3XI1shOsqb687rHZobOvVyIkNNQiNIFpa/iN/zdsSuAoJwBPJrjQIvHqmhbVS+1Ew4YIp58rKweeU50WSPQsHh9hIp1McAwFuTLhEakyLqZ2xMM5Q2zGHRRRJ7poatoUQW2s6x1bTn3tOImOznED6xkCW7dByPxum003ZXH4Mtp+vgQUSwAB46Jadvs+2bduiOU488US89KUvxVOf+lRs27YN5557bm+cE2PX6ksBxMqjRKcwdpBEcpHwO1naY0z7nJJFeZkuo56VciaBcvhqbs2aElkaE4gV2SSf0unqG59vvQZEnowvSCQ1dVJD7rxrWI+J0HrQrUk/XyWznCGUciLzffJGQDnkTHVqaZD7JyqZrKi4H2FOLvpchex/R1RV0gBwColktR9d3yaCFXOwcd3EBZMfypGM1sEIXNR/4AKZ8iOpVAdTMWUoqvwhNMI1ltRHPq+hcXry6E+f1clktDSWH8lJY4qOSE6bQCL5Sjn5y9WgNOjCMic9oaTQ1W5/GIerkFz1y5E22Y4uFZabTiWjEiFAV5cxBpEl/bg1Iwrbq5xD5JMfn8w1lHPENTJdRCKnipKK/pj3a3YltR2BcW6p2XVniCM/rgbOm+kQUaMSHVoZDnpPuFEOv9iNQmcjZTUlkC953k24cecMu1cdNp7xjzjue87GFOVSKxbAytTAOeddVnevBsOovYXcWe+18awaWapDCITPoRxjiBgRkcwpc3PHciaVUMghIpkjoEnbAoGMS50odSYRaknmUKqHqYX6joFUI8eQqFz7kqo6RGjoW36R8EypRuZKk8hjciJkpxVmP8MlSeJzPVPrTHJCF5xaxzi6DsElYbbpc8fyZKqb676PSiYrKu4nOOl/vDHObSRCN6T6GUYkiVRqamPSRycBpIL68XwfJ8gj215aH6EnuoYpmWrdR6cQvkRFDPP6ZZhQxoP3k4Y5mqEO5UGqF+J+W0dKeWirJJ483FWSJf+6VyM5kbRsDmorieRQniERxEa8H6QI8pBHDTIfkF+0ejdXkU8JUV4jN6amEvLXkkgC3fsyNfOuhmQfvqqNbxAIJIXDpsY3iyNHILttwVynYaSSl+iQZTgApkz3r+cwCYGU8/BHftyvft1B2HyQwa5dDj/wfZ/Gkac9vAtfVt5fA2Bl+Ww8eMtOHHvEGr55y5HYf8MV2G+//fCZf/g+nHPOOVF7Cl8l9fGVrwaAj2HbjhcDE+CDl+XVx5G6dnf8Cyg8RCCJkBLGEsl07nFhrv7CP6dqroNIpmPoRFJzc1XJhBs251kvJDG8R8NciyqiiUp5lFRY3iY8T4kakcbUICf0ya51nSGpLftBb/u7tmNKoyxSY3JoLZU83v9QyWRFxf0E7QRxviGPQ0MwvklgejWxQXBc5f0sgmEOgGxtSGrf9OrmVJBE/ruqlfLIoSfFXYmOMGa25qO2XSGO0XYT1EWINk1TIDu2+/lubNom5+I6bbqyGlbMpZni+HngmGNrZ4AzsSnBouNbsnNPICdFshZI5kSQLSI2ExuUOtOHj0pMmWoZ1tyNF12ImPjiyrI5tbBRKoEyFFIqaxFSuOjGZjeWWQmPZM3o3vMVsxbyFPdSaKumCkoCadGFtwY1mBTVGbTcRu8UbIISHNYWiGNM7B3e9vrbcMBBFj/13P0AAG+75FZ89ctruPHGbpy7b53grm/chJXMsfPTO51O8YpXvAJnnnkmjj76aJxwwgnZc5AjjIsoj3J/Ny6pgEYojGk/TiB9mRCn50Gqx8DUumiuTBipNOABTFZ9zM1fco31z115LSpRcvo+7kSbOx97FOaaCVtdtL1emgMAI/w5wuQJ14JEqHichZ8uqZZKN9dFHW6HUBovZ6ZTHi93HoPKX7xBUbFPoZLJiop9HCf+ml7+g5NIQhyW6nwfMutJHFZ5P9Y+jCEfHdBkVEuuImqlPHKwTDHkJHKIhCrDcxIZ8iP7C3RGCA07rly4KYCoNmSybBO3p7eGE0mNRCauqn2bie2Lyxt4ZVI9VuN8bmDJ1IYrlVx59Ov35CTe15mtpMY+Y0AEE9AvQOS5GMpb1EDmOp1r65qiygVzHSKdXaipS8hiSTUN5U+00h8xgQTi/Mcp5pFa6kuT+DDWeTIOkCqTcj6rKIsWDk9+2gb8wvO/iQsu3Ii2dXj/X9yNo45q8N4PHIL9Nhp81w9sgltbG50ddtFFF+Giiy5S95EaOXd50jiWLOba8BqRhDGurLk1jMmLK+U9krGPQ0ZpHHTvHEkGS+sTIbDJ31eGSMZzrt9tNYdSbdlFxs8riYHcjBqXjTFsWCNVVZ3MynMW37rs590jN1f5vFMjWxerkuUakyYJXx1agz8eJcy1urnev1DJZEXFPooTX/7GLrdRKJKBVJYvwkmJBHoi2WTa9+NEdZklQbWOtXOJegkg5DxS/zG/P6Yz2jEsb1EjbmpXoT6G7WEfd19N+hbmIzWyI3oD87O2BmkoqySRcj4ijhM792NMNPLXO7Bav384tJVIZEqiwvmZCJLtXEz6BtU6ExQDWctSXoRww5z15iuSSkoOrRINiGT2pBMuUgepzSA0MxvFqZVvJzVypZ8/qVXZv79LmXOqkUlrHJxzeMnzbsaNO+dYXXV49gWb8LSf3OjbHL1lgqOP/D7cfdNrccMNN+AhD34VDjnkEJzysA/jyiuvxDe3nYbp9GQ0uDQ77+rq5b6+Yw5jS3Z0bffOBehw3ptQI10cqD0c6qirdYvWqSwpfmlbjZBKUsZVSj2XMg5zLZOZwRqUCxDNqN96w1wX+HyMVR1lSZhBUjegJnrlOZMXsidurjmyFhHIfj1U8qREJolIrseAR82Z5G1HjVhxX0YlkxUV+yh8DUmuQBKh42RNftMbMsZhrxuX5klSd1YaxM9BjZm5Tgh35YRRqJEDJFfWfrQTpiQiTyTph29MGQ8ik9x5Neor10TLJwKVqQupH09XwH3CyGTD3Ff5vNo4FK468SGu8IQ0Ij/GeWJkDHwdxW7c9LKeSCAns/yCwfbnie5+8/VRLqJXD02bvUBsXcjpm9qUPMLYROXUCOAQvOLXk0JOnnkeIeVGTs3M13I0YErgQiU3AmR+ZSOIKamSYX79GPmfbelzZY3D9dvX8IJn34yHnz7FV7+8hje85UCceNIUu3Y5POXcm3HOE5exeXP3vkyNw4UXXoh3vetduP766/Gyl70Mb3/723HiiSfi+OOPxyEPPBkAstUrKUx0CPLs5cthjFMe9XUEBVKqkVmCJ3O+orDIEapk36bkuspDWgO6C/8hIlYy0yGU5pb9F3Fl7dZOJjYDYa4LGunIdosSSe24JBYNX11URSvf9Ch/jveWm6tmAkTGP9xcqhSaugiR1NpFSuXolVfsK6hksqJiH8QJv/HGLpxUkC9pvgOH9PfOICZ/EOSTt+sfnXUh6dIA/uek7+f4hS+NxYkk4IlnNteRw4e1hnvJ9DpaeP86RyJzeYtEJEsqZ7R0FsraUFgsUxhzkESS+lGuHh9HM5iZ2HlkpmP6Y5SlNCiss3OhjYmmZlQjiaQ2f3dscntQVyPCpJCweV87kiuSci2SSDamHSR0dEEaq4AuqhFJ2pM0slkyM2a203pVWSvdsQjkmuPSGiFHktTIBs5ftPO2JSLZ9Jf8DsY7v15z9Qy/+4YD8cgzpnjLG27Hy37xWwCAnTvnuObqGc58+M2+/5Yn7cYrXvEKrK2t4T3veQ9+/Md/3O97+jsuH3WcpZIdSdsFlTtg/EXqIoQgXHwzlVJgzFojJVBV2HriyAmmGz4mXhcyN1/SR6tNycYYcmXNr2Wc+riIwujHJkK+jnBU6lfqO6Qwc8LsxxxSYwWJy+VspsY8OnyI6MC82rGOVYWHciLXQyg1IllzJu9fqGSyomIfRDvNK4mB4HWP/LrUNf2PgQXaiQvqZMljwPT/8dBVcn+lvg0jjvRcki01j1LZZEINSa9GMqUsCVsV45L6GM0t9pOpTu4UdhfzXd9J06tW1kWkMm6bYmpDHcgwV0zCtHxDaxwmZh7Vj/R1Hk1cPJ62h2LypDLayDiH0Jh0Tp+vJ88rHBxC3mLDFD+urNHxJBeX/jj1D5ecb6U3yhkuFRLrZ41pfW4kJ9FkZGON8ySSjG3IbEcrtTEWc2e9uimRKJOmxRLmPl+TtstwVb+eQphrd1zdzYSjj2nwqDOm+JfPruLyz+zG+z94CDZsMHjGT9yM+e74PC4tLeEHfuAHcNBBB6FpGnX8kjFOaT8hV7IjnSenPJIiNX5/yRRm7v/qghrJzWaozWBOI6w4NpuWAHGpeRB9i63Jwr98jU6qmWGOZFtBqYtzAcvqo4Tj/XJRBsnxjySFQpEbmwuakim9ryz7kkP4DI/7jHZjltVE+pWQ4zggMnkC4vIeY0JceZuZi/9etVI3QzmRPG9yCHJ+J/YBqKVB7meoZLKiYh/C8a96I1pP1sTO/nWkTpKQxwimz49kv8tS4ey3dg9E1rhSSaqjZY8Eym+UJEusV1X0DHyNR04iQ5/yGHE+pK60ydxFbTxOSCmklRxbc+QxUh6Ni8JZDSOnieFOojCGsFae+xgug+NyH9SHr2PS11WUkPUah8xtDODNfBoTLlOCkteTV5iIQM2dDaRwQGmkselxCHNnw/y+rEZsZEPvoyeQxkWhrUt9e65gLoqmH0sSx+jYTOvVSGvahEB2bcIawvktr6eBwwQOBx5wAh685Qpc8a8fxBEPeCdOfGiXA/nFL5yOBxz2/qhP27b47Gc/ize+5Vps2/En0b5dqy8FUFYex56h2GVUv8gcUgJLF9t8HWNrH0oCyUnfIkQyCi0dqxT59pmL/BFEUiNRJSKpPZfnLV3nMCFYVI28X0PeJIRbKLR1b/Vd13xGSUmouF+jksmKin0Ax7/yjV35Dmm2w8BJowcRSts9d43ryCTLRQSQqoZ8HNOpkMaZjkT6XEsHTBwLX+3HaOLX9JskFUQJT/RIyTPBadXJ5eUUTUE+5X4ieiWHVmmo09i2M9Bh20okrLEdGWxMTNgCOQ1hqxxEIrm5jnRl9cpVv12qjzQmz5mM1sZURt4eSC/8g2rHyKRxcA4JUW0gLjRFLUkgn1u5YteKrqk5dERxHuVCEoKCOsMmu9uX5MgpiVyZHHvBvMTOge7o2m1b8WU+uBrcPZ/D4Mbtu/GC59yCRz5qir/929di5cADsfaEFhtX0g/yxuWzAQAP3bIT0/k2AOcCAM4555woB/Kss86K+n3yrw/DBT/9TTzu8ct44AMPiPaNMc3xhGiRsEDk3VWHyGLJ7ZXvl0RyrOrlmBpZCifl0NRIPjepkLHyRyRUVx/52PF4ZfKotZHnYl1hrgsojkMRBGG+vQfN7ItCv8cSIH4D7NuNcIOt/DdQyVzFvQ2VTFZU7ANopy7JcwSQEkcBB/hSHZ5EFlRN9ffVoCOSXIW0zruzRiqkQeS86teAQKYSYmh7YxnmqqopjuF5qjwOhbWSEpmOG9xYZQ6jd05V6jnydnysiW29EpkrmSGJJDmqUt+JnbPaj23I+evVYKozmSubQedCy0eM1iHJLHvdmFCGZMqcTmmbJE8tUwu5KskVy0hRJEWQHd9YcALJSaTMe7RoscnujhRJyl2Ux8zJXUkd5WY+3evU0ZWvs3vs2l63fYaLLrgJl37iAbBwuOh5t+D662a44w6HHdfM8ca3HojdZ/8yPvfH/xufvOwGPOnJG0afk+XlZVx22WXZ/Q952AR//5nDMHep+thinOqohfNJRCGEA0RSV8eGyWSuRmQpT5CT4RDuOKxo+v09kZxnVNC2v1vnIB1UySglHz4KjCOPJeSI5Ngalg59qYkRIb9+nJFkLKegDvXRa4Zm1u77DOdNhhqWI9xc5c2REeGs6Ldp/fm4i5YlkWvyoa39i7EhrqPdXEV/v50dm1P2V+ybqGSyouI+jof+9hsiR9UEOaWy3+es83UkYTPtKXRVHZ+FufrwVsA0LLTShhxONcSVD2diQklEMnZW1fotTiJp/ByR5I+8DTmn0vPBcFAKbTWxsY2WhyjDUqm9DGnloawA+jDX3hEWbVSyQ54PPjYQai8OgbuikplPrrwGv1C1pvUXP5JU0gUOJ5JEIjkRG2OCQuGiRCSXmKLYkcVwrqwBVuxunyM5JpRVHhdt4yAVcw6b5Gmmaw1hrVY8/vbrDsQhBxlc9V8z/Njjb8LRRzXAfwAHbjkG126/avCye+vWrbjiiitwTV/XMQdaHZHIkvo4VP+xPI8RBKuggO2hKrRIjciQN9kRJRnOOZZISowxRBkTOroIcuGs3b7h49rT9azHmbVby/h8QdlmqG8gNGMV5sXOwXoVzIiMISZxi5QF0V5HJI5+6AfGXYRIJvMNrKdi30clkxUV93FQaGtyQVf6PjcspNUCmLiULHKFUqsxadBNahGpkaZp+9xG53McYRxTIAdIaf9DZG0X0tqIsNgulNIo5E9TLPOXR9JtVYaxhjqRgXTyvqZfc6OQNjnPtHddJYInlcdu/KBqcZK50swSEhnCW0OoLNVFNMYlYazhGLpHbmYzttQGJ3hUXkOSSetDylofvgp0F66cUNJ4AIBekQxqnk7Ahi4FiZRttKs+bJXIY8gB7UJZSVldMWtYMWvZMQ0/HoKz0WuvfApVcgUdQf3pJ9+AP37/A8Jx9AQyVno70xzXOvzmy76JL3x+DaurLTZusJjNHOZz4Lpts+5PzRq0cwfdIifFcD1HRigHyOJ6S3b4tSShmHr7scpj2iBfI7JU1uI7Bfp8LYqxqlzYt9gckgg6RkiyaxKq5SKurFqh+6E+Wvu88hwrjmobv4YFjHCEGpnUmcwcF31Gc6Y7i9a4TIho/365PrfF9XMVS4OQOlmclc3PzHWGyOW8vXf93VXsfVQyWVFxH8VDf6dTJCNDHQllmyNy14e3duGxbuhaQYdBIJJNX3rChrEoD3KhofvQUlIjKdfR7zYAkOY+ynZ+eRnyqimZZKZDKqRUIMGfs/DYHChkdSJqR2qlOZKcSRNUyqlXNGNTHW6YQ6U/5LgEIlBAHEYqjXFoe3ossVFM6bIjdyGUC3/lY3fHk45duiAmdTG4ynbniZNIr0BSiC5SsxsNwYSnpQ1RiHAa2tq9/r6TtuPTXz0Gf3Lp4YAfI5x/aaJj4fD1q+f4vbdsxJOf3OLnXmjxG694DX7oh34IJ598Mg444H1YWl5G01ydXevu1cvhAFyz48kAFiOSewOLkJZvF7Ebq0iVMEZly4W4EjRCPsrUJkOcxoaEEjQjotiAh8hWOXdzESVuzBrXe1wakdTW5gZIZNw2H3qqYUxpkNw48ptHqxWZw6JKZjTvXlANS66vgUDv8TQV9yFUMllRcR9FO2S2kwE5tbqJ82QybtA/jvnNMQAmrstr9IokwOs/JvMPDGmNg206IhmHtuphrjn1cajOYy4f0pjuQj8biqooldq8Fg7TZh7lNZbrNoYcTABYsjOVRE5scCbla2z67DZOcGX4qhea+1BQializMMJpAQvEE+v/UUz254jh5TfyAkZEbXkorJwgTU1M6zYtShH0rujenLZYoqgSlo4jC35wXMfm94yJFYnAzGdmvhGwfeceC3+6f8dlRDIODez+7dlS4PTTpnikx/bhcMOOww7d+7EVVddhbvvvnvUOjUsUvtR73/Pkb583mRZeSwb8BhGwPK5gXG//gIY1r9eyM01k6OZm0dumzubJVFjVEjtfOVKokQ5k6LmZXc8+l3JSPHNlQdZZ/4j7zM+1FKcg9J7TMdWeC/lt7qWA1lag1YahMYthqHmxh5J2nVV0PhIAT5XjgByVXI9oa4uIrZhm3Pp/op9E5VMVlTcx/Dg177B5zaq39HZMFJEZT+cFrratyvCOD+/MQ6YtMFUp0Aii1ORCtgTSF/nUVEbed+h8h1Apza2LnVhjUJYPfmKjXGMQv60uo8RYaMcR9tiYuZqTqUs98HPxcS0mNq5kiPZhnBWNmZEKj2h6Qln4sravU/LfZjrkDLHCZNWlw6Q6kZoG9dIVBxSFQIZnSfXDl6QTvv6kCt2rT8PjPQpJDIO0R0+fjpiSbyf9+Tr8UfvfwAjwany2B0j5Zj2cytzNKb7czruqH/Bpk3n4thjrsBPPmsVr73kNLzpTW/C5z73OXzv936vb3/C487DL/3Ie1UXTAcKN10/smGAyF/gEokroasDyInDPXuBqZrwjMxjdKztGDdX1T02IRAxYY3750mUbr5TJo/JWhRimaqM+fPkCQnyBjyyzuOiIauL9MmpkOpn1xGhGyKq9P4EJXNRAx6dNGq5iPR50Qm/NlZubkkSJYGkdZRyIjmRXIT4aSokbSNSy7dV7LuoZLKi4j6EB1/Sm+0ARdKowRPJZkRYa5I/6eKxm0DyjHXecTWaL7+UeJlsnMYrkm3aTqBUwiNRHPtRNDMd/xpBFTQFAijJX6gTGdpNbIslO8sTUMTt+XhTO8dSrxA2xmHiXT/nvj0nlV27mD5IRZL2k2lOjui1ST5gaFcK3RsDrcZitz2Q5LFqhs9LtGuwaCMDHe7aKutGWtNiCXP2ORigXUYnnX/U50ByEikNjAy6988gEOdGnMKtx+z0z7dt2+afLy8v48ILL8R1170Sv/SSf+q3PhOrX+rrPZZX7TGkSraQZCtPFsfgnjbeCDcr8rlx3Tryn6McOZQqO8cYEtoW1MVoDhFaOkYNGkMeZbsiucyGhI4Icy2Q3vWGXi4S4glIo59y3zEqIG/7bTPgYX9UkhyPIZJjwnGDm2tKXrW2Y6GRTv66ksf7HyqZrKi4D0H9ne2/t7Pf36YnkQapIpmQxswYNG/TEUeIvEgDxfwmWUcgTaZXIYFeRTHAdDqHZfUac+Gl6iEKApkollGIbJoLKZVITgI1ssjHJAMeGodIpCSf2jFxMtOF6/ZlPaJ8yZhEcpWMP+/CN7txpkYPxeQmP5oq1xTMeGR7098uiI5BrEsz04lIMCOQ8mJUK+VAKiaRSKoRCcCX/PAKJJHJvk+XMzmP1llSJrmSOBXH8D0nXot/+X9H9vPlcy+JRE4NEsOcJlfwlMEhJY4l5dGTrf7JYM6kCOXLK4/Gt1/Pfj6fn6tYCqM8z1C4Yi5EdS1jW8TVSPqWWnPh8mjouIhIxucyJm9+DlEaBK4cEpozDloktJXWENaWKoxcfZTgpLcUjrv+Mh+kAo9UMxWzHBorRQj5LMGr+gsa8JQIdNaApz/ZMxc+j6kBz8B6S/MCXUi4Mz40fNaW/boXKgvijAhnlTcugiIK3LOh8hX3DlQyWVFxH8A/bd8BGMBu5kSwe4i+p5VoGteTyC7MNSZCSR89GseHthKRNJa5s4IRvQLh80NaHsLaDWDQqZGNIH1RvzFjZ0JUCRqJLIWy8pqQpXGAUPORO7aWyCOBiGN3HpGEtQ4pkTyUlQipZmRjTbicyjmm0oXU2NqOUuUMZjUOPHw1PgeBSA5BI6JU9qMLcSUFlznB9uMu9W14zmfjqQJ8+/zc8T7ZlpNIedn84C07Ycx+/vFYpkDmQKU8rt1xJOYAnvYMoMX+0VkarRCy5ws7eRbaF0sLjBh7qFxF2L7npjl+zqHSIIxAtv0XJVeNxhJJbdxBuGGCnCOSC5kdZYikHipaIvnjcxrHQHMtHUs8NCI5ZHQz5EaMkYofnzOaPxtGuqhZ0jCRlGtbb1kPbezhMfLtJJGsuH+gksmKivsCTHhkqQjp/h7+e75XJB0piZ5Myv7KVz9rYyadwY6x8PmNMx+e2qp1H3PDNSxE1ru1ogsx1QmgGMe45IeMK4paqY7WmS5klO3jiqKfiy4rGYkrubUahPqPS83cE0hP5gp9+X3iiZ37PpOeLEkSyQmkVx55fiBza+2MaNK5ycU0ZzyjubiWjr2ba5ZsW+5zGLXxY9fLvApAqiUPgyWjnRWz5kNXAfjcyG49c086u3EcVoTiGkp+5BTFONd0ihbX71jD8559C045dYpddzv8wvNvwRvfdBA2bRAXdeqI40ErLY1TCl+NLp4xwkSEhwyqxKW8n8+5qJtrXuUapzxq+1xElmLSlSdKqbKj5UHm4JUy6J9tGhNOv5gfIodjSPiQEim3S3WSJyrkcv9KWG/OZC5ktTzXYqSWwleL76X6vixGJheBG6lqDkGSWK5G8lIfpXBqUiW54jjqGBTl1Yl9/Plg9FLFfRaVTFZU3IvxoDe+viePxwIQYa5G/f3riGFPOL1bK9s2OrS1b2uAjkg2/fOePHplzoofCBPng8h5bN+fQloNOoWyScbJh4fyC22uRHLFkGNqqXRGXHZDm0+W5tDAidtS04W1csMc3y7bn4WbsnkMOjI0sW1CIjs30JjkyLIadD5z4aXck7FEkkeB3k+hchuw2ouqEstrNoaLbm09Fh0xbEyLFbPWm+3sxhSxwRA/3iUEh9hGqMM/9aQb8aeXHga6d57kcfrzmqqQFg5XXzXH7772QHzq46s4YH+Ld//JXXj+Czb5dpoCeccddyTbJK7ZcaR/HqmKmbeoFOYah3kOE8l5gUTwcYcgQwQ1DLmdjplD5h3G+2NSl+QNFuZ0rlcpKUQ4c9MjB+7qmuxzxquQcZirUdcZ910gzDVDILV92lrzhKNTa0vqW5ozOf79zYWt5uDNZ5JjzCiTQ0SStV00B7J0zOHzKMl5qirm3FHVOVFu70OW10lQ9zZKDuh7/DtUca9AJZMVFfdCPOj1b/Cuq+UwVIUYciJJ5JHyJAcUzWgXUzFNE9xWjSQPXMH0+0KoGO33+Xo2XLBbpmrKu5Y5gx0gDiuUTqxJW6FWTkybJaoyZFWOw0H1LiemxcTOPQEp5UiG7UG5JMdXIoKSSEbEEbFCqdV+1JTHkOfJzskeamgGMcloENY6NTO0sCyP0an5ZI1p/SD8IpuTUaoZ2ZX+mGHFrCW1HYGYRPLj5uY4f3rpYdH6JdmX+Y9eTe+3bdmyBU978jW44Nn74QXP/xDe/OY349hjPqCenzvuuAPXMpKYA9dM6WhyOY9jL7vG5EHm15MnlEVlcuBCVSqR68mZHItFHFyJQNLxyctemQupQRLJUjholnAUwlyHiOMQpOGOVycVRamcv5lXk9X2I95HeW7Xo2jSOOo5HGE+A+gEbDFlMl+DUxtHEnfpyDo076KqaDvyPOwp6HchKuXVP1biuO+iksmKinsh3NSp12aOyCGRRg7Tu7TS7yk3yqG2mS/zKEy1H99Y5+cjl1VJJLu+Lgk9pXxIT/SaFmv97mnTuWlOWfkPABHhG/zRYXc6tdxHAs9fNCLMlSOQyHn0urQe04+53Mw8KYmJaZ6scRLJS310RLALc41IY08irVDiuCLXoI3UVdrWzRcrmksD9RWtQjSlqmP6y+AlM/OEz+dMGoclrPm2c1hPtufOxOP3n4uOjPJcUOfNdqZmhk1md5SHGdemZPmL/TxTBJWY9p1+wg344pUP8Bc8RB69v5T4m6KXUwMsGcCIeG75WmKM66qmRHpSqYRfatvl/qHQ1Wh+F6tjWdfekrrjyvUfu3FjQ6Vi25HKY65NrMLFRjjpugKB7NYXG+XMnSnOR+PKEM80zDU9v8HYJh/m2jpd8RwiHCUlUieFebJBNwaHcib5+7s2WmWM17WoCQ8fJ0fagHHEVhK8RVx2c+U8NLXX9f99u9yPc0olx7zt9o1RL4fMekz0GG7mjvE9qLhvopLJiop7GR745tcHoxyP/jXPeRTf5b7cBz1SiCsQyFfu+18oV1Tvcd4rZrJcR9eUxowfozY9oeTLbWz34+J/YPrtY+5a8uVzElkq4zEm/1GSwbyiyMZFd3q50c6QcQ1XL2VeZFAV52ppD666xYpkyP0MSlqbhJhyoqaRxSHk+oTcxDaaPzoX7GKUk0o5diB/4XhXTCj/0e1LDYYonJXXeSy5rAIUjtsRSar1KLGyfDaAvoTHbBuuueaBuPzyy3HHHXfgwgsvxGMe8xh17Gt2HDn6DPNQ1rHGOYNGImyMoQvWodqPrbODqmPov+fGOZ2KNkAWs2TaRMcviWT+nMqL/ZBrOqbOpJ9PIThyXA059TE7jzKOJJyaEjmEEOKrkaJhYrWeMhmLGN4QxtSAHJpLIvdNUS4zM07tHIJG4BZxVh3Tr0QSeW3IRUNhrXHJnOH3M76p3O1baPiK+wgqmayouJchKt0BxMTR9qSR7/NtBIk05JYqQlz58ExdpNemJ47WOrSmz8FrFHMc31dsZuSyYYohkcqlycwrihw8Ty13sSxVSK40cvLFVUhrQq1GIL44kI6p0VzKpQC1WbYzn6O43JRVPj4elfqQ5jpTM/dkcsWuRf14+Q/qzwkkJ47cFEcz/+HKoQYt9DVHEGyfwcZrPHIDIH7hbk2L1tmoFEggjvx4epXRdORxijlW7FqSBxnOjcwhDft3bJ/huc/+Jk45dYqvXrGGhzx0AodOZeSK41Q9Oh3HH3883va2t+GCCy7ASSedhBe+8IVquxZlkxzZljC25mO+hEdMtjoFajyZzJWbGKOIuhGEaEz4qTTNiecJJTxy6wCCkjgXSmhufTzEMyhZ6Rg5kGInw3hzKqScN6c++rGSkM5hpVIqkdp6OTiR1FRVUthy57CFKDMzVpkc8ZlP+mRUyNLfxXC5jVSZHSLI6c0DeYe3tN1kQ1vHlAaZt/H7q91+VrfvJTU0iiSCCGs1XakuujaQdZ8r9j1UMllRcS/B1re+LuRIKt/3DgjKJFgbTiL7R08i2Tj0RU53mLXcR2vbPqy1I5QzdGNIVZLD2hbOmSTJ3pqgZjbMtVXmNhqkd3A1sikNdICUQPp56R9TscI4sYsrD4Xl27U+ZMQysfPehChv0iP7E/HTciKb3tDHGDaXUCHD8zYhkVw1NF6VS98zrhzm1pnA6W28AREju/zGAid9c7B6lJnxiERSfUjKjyRnWhrvKT+4E3fd1WL//S2edcEmPOMnN6rHAgBXXzXHay85EN/1qCX88i99C7M1F/2JTTGu3iNhMpngNb/7qf7VP+KbtzwY37wlbrOW9Moj91cVVDGpmI0cd8ELxjHhp9I8Ru4bwrwQfrq3IUlkeV1dW1IjtWMZUlyHiGQJg4pfLvx1HSogEBNJ7XMyVPNykXnXE8a5HsURKIeZjl1LZzKUNzEqzp8lgJral/59LxJemzPcuacgiWJpvySOBlAd1iv2LVQyWVHxHcY/XbujI35HCNWRw4hHv71XIan+oyeTGTXSpD8GRDwNANvnRlJYazDPKS9Jhppa2/Z3JnvC0cx9u+SHxTgY8eMocxsjpZGFrkpwV1V6rYXh8DkmJqhiEtKZdWLnXg0zjODlwNdIuZC0nZ7TI5FTIM6JpDl4OCknkal7bL70B5Q1l0JBu4WlbRtmYhSHvzoAJikBQv3mMJHS6vd7o502UiN5iRMKY/3+x63gkIMtnnX+Rjzt3JvwxCcuY/Pm9ALUAjjqKIunPulmAMALnv/XeP/7Hodjj9mJ5eXLAQBTY4rhqLt3d+2u3fFkXL9zhtnarZjj0OLpAjpVcnSYa0aZyRWPl320/XzsMXUStbWEbdaPu4jyOAbZOpMjlccU+RqRuXqQ3bjy4jzvGFtCVrVz4ZaTeo5HmASNwZAaGa8p//laD2To6SJEctGi9ouHxu4dNW5oLYtAfuvu7fxJuiGr3awd1T+5TnDZENWcoZ0B+gipqkju66hksqLiOw1SDLXwVflc1olkJNL0hjakMsZz6HP6YXoSSeGspCJKxEY3PXFgxK8ji4HoNX35j4kd+MnXSCaYyohUlZQgEqnlPcptvB6kFvKpObIu21n/mquAupLJw1AB+NBWrkRyU53gxAqsmFlkqqOpkDy3MEZYi15nMt43pq5kw54vkmuplgURr4lAdrmLndlOgxabzFqUA/kHb7kNH3rfXTjkEIvbb2tx660Of3npXdi5c45rrp7hkM1LbN7ucVn7OxAYdTT9adyyZYKPf+rQwT5jw1sBUutEqBwnlzlVaiD3q2SmE48j6jDugVpYCj/182G8YqiDE2+ltIVLx07rL+bn1UjqkOlMaGOL8wJpKLBj5Df3DSmdWPn2ZP0FAimVr1Ioa7rusMbc+dsTI531kFA5fkkZHDOu9j6McXMtl/Qwali6ppby35G9QSyjMFe2ziyx66OLUld1ZPulDuci6oh+pyqZ3OdRyWRFxXcQW/+/18GhqyGZEr7+cSC01fT/dBLZ93UG3MnVD2McuFurHSB92t3KEF4aK48deWI5jgrJiw5TCWsFmBNpgUySasj75drlajxqc0ftGFHl65bgRJKI4NSGbCyvSNrYUCaE2camOkQkuUkNzzGUMAgho8m+ftGxU6xOj+jCOswrDZhyd7xdMia/SJfjNb2S+o0du/FrF+7An3/8yCgX8sov78ZHP3w3PvTRQ/FP/7iKF7/gVrz45/fDz754PzzjJ27GbLfzBHIrr/M424Zrr+0Mc84++2y85z3vwWte85pktXO1KKo/lK5NvoWKFusjSzkiuScXl+sNG5T9OUmVWO+lYilvMgeqB5ndz8cRauQYBcznZSItn6FButSG7QuESBaU0HuCSGrP5XmTGKNa7mlY6yIkdDBfkUGrHaq2E39zi5QGua9jSHXM3cTl1wSVNN5/UclkRcV3EK5x+RBWXidSEEvTdOSsI5LwYao5GK76kSpp4NVIa9vILIetEKQ+NsJh1hOTfvu0mUfEsLFtRP5ypBFsu8yB5ARyooRHUj8eFjvJqG1EvKYROS2X77BwWLZ6FpwR5JCvB0BEIjUlMqxnHsYzwIpZ6+dPCaTMp4zX2/YXBCPCXBW312Q85OcKx2+icQwoZzMemyuojT9vgUxPzQwbzG40cNjfdnUkX3jhN3H9dXPccH2LUx4+wQEbDcwceMDhFitTg6//1wxf/MIaGuRNdIYMc+bOFYliUGR4n0IHBCI52kxkgEDGJi5pO7leTvrG5O6NyfXrxs0TnjElO+S6S66t2XncGFIblC5ZIzI3nw8fpnBUx8//UL6kjc433y7nkES4Ox6TVR9pTemcCsEshLHy53HOZDr2zMn4gf78uKAiZmtoZkK2S5Ahq6OVydEuprS/nO8ZQrnD47g8y3j98ZjltXFIhXNRIts6k/1tpcifovlOnw7C/Q/4jeESolSL/nlOda3YN1HJZEXFdwDHveOS4AIiYZx3Y9UIpg9pNejIJAqhKzQePWUhK5QbSaQvNwaFriaqZP/o+yN2W53YuLyFJ5PIjMPVMk4kkaqCSTuhOErwkhxaeCtd+MTt8k6v3XkJa/DzcEWRnFszJFKW9oCJzwWFs0qnU3mu/LlAC7okyhFFPv5grmQ0rg6D2F2V53zmxmoEiabcyA1mhrZ1+I1fvhX/+vk1HHyIwZ+//xC8+1134g//YAP233AFfupZ++G3X30C/tcf3IUvX3E2zjrrVhx22Ctx9DHfr843mUzw7ne/GwBw7Y4jvWHO7tWX9qRkGPxIxuRCjlWk6MIzp0CWCFORTDlOpoaLzA/mTLqQMzmEQeI6woBnztYuIcliirRGJJ+vnIspzHiQJ4YaSsR97mxPaqTyRiS8nKM5lP+otZMEUluvRCDVRu7owybLRHJP3Vz3FHtSxiOMMZ4E7U1l0mXeu7HzahE/vFyUNa743eWIjEbRRuW//GIUUCWQ9ytUMllR8W3EcW+/JBjmyG9pFrqqXiuYENJqmp5E+mLAw3N3IamBeE4m805983cfgdbJPt2SJo1y2W2COytXBqfNXDfJ8Yqoon4aRKSNm+hMbEok6S7sJCKgev4jHy8X1krvBSeR3DBHR1AgI0LZq5C+XmSBRMqwWVL1ePkPb7zTE0wZfkr7aP00hwavpo6gUTwMFUgv7nkZEgmpfM6dDbmR/bHT8yW0WDZz3GXm+PrVc7z1rRtxySVTPOHxB+MJP3Q7lpf3x803fw1f/vKX8chHPhKTyQQvfelLcfHFF2fXfu2OI71hzrU7jkyOlhS8IWLoSQapG8p5kMg5sSbtMrlcpbqPQenIXDQ7E5HNRVS1bu3jcx6TqQcIkexfaluqB8nJYrqG4Mqqrbd4PkiNVEIix+aeRn0SV9C0rIlT2qZj6zcE1NIYBQI5VPKCq48SgcTnw1D3xIBncfdh/W8nBxm+ujfhXdLXFeKb7zN2ndpvo1+b0lZu06IvuON6jhS2zvgbydr8zpnBaKSKfQeVTFZUfDtBYa0GseRh+n2kSEIQRNrWOF/CQxYDLiFVJNuO9Jn4x5DnTTS29UY82l1P+UNBPyxTO9eVvP6QpTEOrY2UTKkI5nIax+Q+Uh7lVFPyorzBeOxlO0vInnY8Bt3xdmOEsFdJInOlPQi+NAiRUIT+PNy1myfNYSQDG9lmUaThqUzt7S8UQ2kQJG1DHcuYiE77UOGlnta96y234OMfuBMHH2xx1FEWp546xY/8yDK2bGnw8JOn+MfLV3HnnXfi/PPPx6te9So88IEPxE/91E/huOOOw6Me9ajB45gDOKo3zJkjJY2SJJbgAKwtEL7XYthBFdDDWIcMXCRZ1NbKVbVRYa4DaiFVQJXri+clo5HxrqR5c6EQoprOE5NFbR1g64jny6tqzr8XFmSFpYWu5kBEMiWQ8OtwynZac44w+rFGhnTm8yQFsdTOYVF9DEYyJQOexV1W82rqmD7acUnI8NUS5NfBomGui2Doq2cMARsKKdVy/EujEtmcWKWutAAnnPtS7mjF+lDJZEXFtwnH/cFrI7Lov95NeGms8gVO7Q0Paw1K4xj4mk+9Etn0oataG0LDzHi0O5y0nauJvISHug7oP3ZUr3HSE1EZuioRlbYotA37Qnvt4lCW8BgikrRmgKmBFL4pjHVkOCsnktyhlS7ZeS6hJJJZsoe4XIkszaGhlDPJlc1QZkVvH4e56v25Evnv/7YLf3fZXXj/ZYfBzVs89Yk34eGnTnHMkf+CTZvOxdHHXIGlpQ9i48ZfhbUWV155JXbu3ImPfvSjeOhDngngKgB/g2t3vF5dj0YeNdI4VpmMw1yH/+ByimOprQQPU5XrKUGW8BgfcjtM8qSqlq5rWJkcJMu+3bgSHtn+gkSW1zQczjpKmRREUnWbFdvD7ZfS2Hr+3CLkk9bk+7o0VDio3vlj1frtbYwnlMNEcpGx16OdrZdIDmFRJa9kasdv4rZMLeRwSInkImugsaM1VDXyfoVKJisqvl2YuCDPOUQ5kcY4YBJy5wjGdAY7renak+tqKb8xB2s7ojedzKMyHPwHkX5EvAsrLV0hiLRv2nRK3FIf3mpNmzU7MHBJXUfTh8SuTNainEYNWt1HrY22j37scoY6XpFkzqo5dEpif/zMnXWIQHLySGslFZLI5JKZRyUz1LUqjqhATOYaJUSXjmvJzLPnuOufmu+MCXM1cHAwmJpwLvx64HD9jjW85IJv4IgjLJ7xo9/AkQ+w+IHvX8ZUfFTOOeccvOxlL8Pb3vY2fPGLX8RZZ53Vr2EYLVLyqCmTJYWPtwMWC13VFMdSeyAfUqmVb6DtuYv6KMx1xIX/GivYsn6Dnd5cZgTp8nMVyNCw+jtgpJNR6NLQz5jYkQrrEBPywfqa7PuOzqGmQDqxHvqrXVNMb/j6x4e55gmWzGfU1Edt3bROfk5y6+R9h75Dc3ONITFqziDcXsm/XChnEuMIZS5SR0sDkWsYGkeDMa67xKAcyH68Un+KLMoZ2HGQUVJOBZVlSLSyXxX7FiqZrKi4h3HcH742zZE09I8RQ0EiYYICSfmJGpHkr3NKJamRkyZV3GSyPTmxdjtd1CbuGMxeeIiqn1NcTHglT5T68KG0jACOrf2otZ1QTUdGIeaw0TZ5DuISHJrCGf8YWqZZyZBWn+PI1E2tvEdoQ31pbJ1IagrlWBMdiUWJpAZNhew+1i4i1Q2oRIrDBC2+eUuLx5+zjEt+90D84kv+G3ZefztOOvmHorGXl5dx4YUX4rrrXolfesk/9WrjM0cF7+ZCV1VX1JGhb2NqP8q5RquCCpHkYapDfdT5RxjdZNeTI2pu2GW1OK4o09GtM6PM7kFuJl+HJGK5Eh6cQDq2Pdcn6q8QSfk8D1ZnckToKqEdoRCux1l1b2IRYreeUFdtvj3OQfw2i2kaASu1Wy/Rpr45456hGs5JH4jrmQwcRjWr2AdQyWRFxT2Ez+7c3n2THuug1Yo0BhHJNNZF374U0mqbtruI9qGtTr0barUQWXR9ps0cDXNuTdr0j10eZRq2mOtjjMNSM0/KdkiykuRG0o8jXHepZByWm5knci1MljzKEFegu1ia9qRu2SplMVyZRPI6kBKcYIaal+EYuFGPJJOhfxsRSGobh7IGZTJaoyCRWgiqRIks+rEENVuEmE7NHKFuaFx2xoBChbuLk8vefyfe86470OAknHTSSTj66H/AlV89DIcc+o845ZTX4s1vfjN+6Id+CFu3bsUVV1yB6689CgDwzGc4zLG/VyPH5DcCeuhqrlTH0AVvd8sgJobDdQfNKDWLtw/PYxKZC3MdypkcE7bq9wviqYZnusVKcqjziDIdNN/QmuJ5hg144Hg+qlXJerQGhUA6dizDpkJGVSPl58SHArO1cyI5xqGVr1lbB0dyrkd+Hvl3cLKvjzoZ6gsAs7FuroJIrtcFNhcOLG8uZMEa7kkuIJ2D7iZp94OeczAvnWtaR843QILGkCkoBoBTfvcIZJjHxxkzH197KaeXq/HViGffRSWTFRX3FEh5bMQXKKmOPfnje6lmJFl0U/mOOV242/BD5fuYVK0kUP7DtOkeVcXPpDUhtTb8ByaUA3FeCcz1C6ejez7xBjuhtqVBXB+S5vJhkiK8VZtnYucJQeLngcOb4LD6j8mYCoHUVLhluxaZ6vBQVo1Adq8dI5mxE6s0z5EqZESmRdtQmiNDMinMFYH8joazsdqI7rPry5XQjQEAK2aOndvXcMEzb8JsBqwsA4/+npNxww034MYbb8Sdd96Jhz3sYZhMJjj88MNx4IEH+mnm/RW2lvs4SplULszmIgRviJSFdqROjVcmvRnLyHvyOeVsrihwvB5iab2lMSSkw+p6S3J08w0TgTGOrmPJotagZEBUIipEIGU9yMHQ5pwymRxDN25KMk3RHIjWHEV9iL/b1tn0e5ENN3cmyRtPv7NlJER6U7ExDtLxO6wpVr7GEgd53GO+k4by3jkMhk1nqKGBntJRXAt7TjfQ4snz9Zv9GoTS5yNaWBRPNKf8DLlhAih//ymaKPFKGHlTkW5oy7Xz8FfavOg5rbjvoZLJiop7AMe96zWA2dp9mcofEq8wdvtobzDV6cp/UEirVxwNVNJIZEyiI4kdUZxY/UeJtsmakGypgEK2JrbP8TPBcEe7+8hJKJ0L6bBKuYK5+pCxQpn/UQrqYHocklxxIpkr/0Hhq13/NI9Tuq/mSKQVZDDUWWRGPcxAp+iomjmeIfgLBEVNLF088AtxIpLcGddE6wtq89S0mJoW1+1oceihh+Ggw4/CpZdeiqZpcOCBB+LNb34z/uzP/gxnnnkm3vrWt+K4Lf8D1+54RZQTKXMfFzniVAHTCNLiqsOY8NVFDEq03MdRTrBDYaADpJOPM8ZhdUywmsNiuY7jwkCVSTBs0FNWSEeGH0dhoiMcXQs1GAEUw1kXLQORI2D8uKPvc6O/N9r3aS4cstRHzn1vRe73DyhH4eQg8wYXQ74fL601Znz53hKB1o6Nf0+vN5exdSa+FhE3ESShHKN0Vty3UclkRcU9ADNpo3BVR1++RuQ10pewcbDNvCeQiEp/UD8gJZO5O36cREY5kAxaHoYRRNDXpGRkdGLmcaiqfEQ67tTOPeldtnOvSvJ2snwHDyXNgRTBHCGMcyuDAki1HEsOpZIE0pq6tc69Mrtidqs5kJwUcsMcXy6DkUlaF43Nj0+uQT/OnowabQzH5uiwlMkdlReRnCjKNQQDHlJ3XV8eBFgxDlMDbN5s8NznPhe/8zu/g2c/+9k444wz8M53vhPvec978IlPfAL/+I//iFNPPRUnn/LV4vEB40lAjtDEOZOp4piDW2BuPtcYlU7r5587u3C+I+9LWDhnsmjsk9+3N51Wy66b49+LpPZjNkxXbl+MSA5hzOes7ZV/CTXiwuh5lCXXap4S4E3SkmPTa0k6hJsF+TzeuN+iZT60NWf7LPD3C6S3QrTwUenOrXZUxonWpZE6oxDUnu3x31uuao4hkVE9SaOnvvDplvqbuHQDWBs/FyoswW84qCk30dguua6o2PdQyWRFxV7E1v/zO15B9F+Zpv+hIiKZCwkVaiRXHOUjEJO9aBwDTJp5Z7gzYPMdKYeinaYw2t5sRwtJleN2j6EGpCcfoi5j6NMm/UsKHP3glsp4NGKdPKxVhq3ydeTyEnk4ayjD4SIFknIec4Y50mBHXkBG9Scz60uOk6u/7LVUDcMY+c+Dhuh8iLksHJZMR1lM/2/rMTuB2TZs3vzDeO9734tf/MVfhLUWBx54IP7kD2+EczfiP/5jhr/91ARzFxNJ7R1f9P55kj+2DhVSw9ji9WOh5UaOJS96OGpcamIMkRwTBjr28m+xOpOLk7TRhHUd7wGFtjrlYEeFugrX2DGGOvz94sZkpT5h3Qve4NgDN9dyvzzuyfqDi46d+z0b7Dfw6V+3g6xCMhcx2kmG6/sQuSNF0EcXRTeE0+OWOZclSCILjVCyv9axvz8V911UMllRsRdhmmA0w8NXIUikAbxLq+uVR172Q8ttBNiPjW1hld8wMtuZ2jZrtgOkP5CyrRUEkNRInu9IPyL0WrsQnZrWh7WanlTzHMsGHblzMJ6k8ePMgdou25luFKGEi45RJKUqKNfRoO3KXngS7rBiulIjMgcyJmApgZSk0TICOHSRI8kigZPJopqYoWdjLoyu3T7DC8+/GWuH/QW+efU2PP+938Q7/3AzljeY3kwptF1ZWcGv//qv43GPexyuueYa/P3f/z3e8nstDj+czE1cEtpKmDv5evHwxGi7WquvPKZXZEbm3YVx86U7SmsIeXo5Ax6jbpfYk3DSUghp7j0YT/JkaY5hwqVhKPeRtxt67wKBJGWtN/lZJGeSGf6EuXSyH78OyEVX7C03V96e1qbmEedMbAZUK2nEst56kWOhheOm4b/pbxoAtaSUMd0NhdiRvAyeq9pCD3k1SH/PtLDT0nFo+3NtOlIZbhBzt/YJS91Ix2wGQ5xz0MqyNP2NbJqbP1bse6hksqJiL+CfbrwGD/r//Y031YnAFUb6MvXqI9AyMkk/PHrCfkciAUREktdyanoymbv7qCmZibuqzA005NjaRuGppj+OqZ0nBg9TYbIzMWTAr+c2Uu4hIWfkQCSSu69Koxy+jW/n5Ts44pDWQGYjssccWaO6kIaFq0pFk/VfYm6vReWRzlnhbriuVsbbKPQ06meGL/mpz7XbZ/jZC27Bhz95GADg5y68BTuvm2P3KvCjT1rB16+e4zFPejQOesbTMPvEy/Hxy3bhaU/ZiKXls5Mxn/70p3f/nrYRj/2hb+KRj9yAbdesJXKXliO5HkVRd+zMXCAviDHK41jFTctrHOPCyomOtk+GaO5p7ce5M+PJ4n0gb+7bBf43mb3wZ23vSTfXHJHkbSJFW47vgoJaulmzLiJSCM3N9unJS4mcaDdEy6TGwRgz6n0rrUmD/C3mZnR+rgW+6wZJmYnNhHh951KYMn9cFDLCKeRMjqtdWXHfRiWTFRV7iH+68RoAOlED2Bc/fbn239W+ZmT/xU/OphLerAddLmRufFIjeW5EsgalL/+il3dsjekcOpfsLMlp5D85Pv+R3fmdMhI3NYz8ibuxudqYBErm50RSu4uvksqCEyptJ4LH17RkQnkRIoVLvaJJ+ZAUhkwkUrqwgu9jZDVLFGm8ASI5qNr2Kqembhv0DqwDY4QcUIc5DH7ndQfi4IMsdu1yOPfxN+GooxscdMzRMABOP3WK63bMMRUXQ1u3bsVff+wW3HjtUWgBvOmNB3VKpHPYsmWCT33qUNWxNYc9LUiu1pkcoUxigXIFhEXDXSVyBjpjCfCekLqSAjxk/LMI7skQyG8nGtOidU2xDb+w5pCvcxhDHoFyOZBINcypzAOf9aFajutB/H1WLj0S9RPnjsildAIHut8YK0iORPfduJhSKCNyhmora/278cf/vUqDG7k+2/+OEInja2iZ87CGMTcENPWSX2vwNJih46/Yd1DJZEXFnoIuFKTJDX2p25gkUm6ktd3X+m4AgPOqY3Yakxrp2D4klkjkWAc4njOSa79k574dmebESO+u2t7Fk8YlksbV1pQIOkDcZY6Mc5jJztTM1TIeNLeW65gLG+X5j0BQH/1+v95ZUsqDh6WumLVC7mWZzEb7xGt5LtQ5ZFtQrUr9sp+HwYY+KSb9OBbAzmvW8JQn3Yz9Nlls2GDwjRvnOPSQBra/CTJtDHbv0j9vdLRzlog21rFVqw05yuk0E86qkcnBizgfvsjUvhEhmGNKcvj2GTVSN+AxSR+5n+f80XhD9R/DnHtK2IfOzbjzOBTGWjLScax/YsCjjNvdGAKcC6HrBiZ8z4wIJ/XfV44rTTrBlHngboCg5QiAWjc1Qx5pnbJvdJ6d8ZERCYyDofIThY/IelQ9SYRsJty31A8I32PSlI5u+i0poa0SuRXnfk/J9Ij2J6TOhOfxmuT4bfw5o36Zmw3ReUY8p48CMt1NXQrflW1zKPkmcGjvLw+j5b/5tTTIvo9KJisq1okH/9lv91+WD0n2GcNCmJiaSOY6RCRtn9+gqXMUyko/hlruBRHJiciRLIb/iLwRjUx6ounnVUJm/TqJjHUXY9x9kH5EhktZiOPi4aYmlPDg5TokJGnM5ScSiNRyEskVOwpnXTLzJBcyKuWhEFjqnwur1daugec9lowgeOgxkcAhePKqfPaa/vO77WszPPf8W3DM0afhM5/5DDZu3IizzjoLN9xwA6ZLaUjrbPflcACuv/Yp6py5/Eh6PVcueLt9wyU54nlGkNCRF7v8rI8lkmOhkcK9HSq6pyUb1usoe0/gnjDgGYMxF+FjiTIHN+BZqKTMgqQ/t/7ou2nBfLbBcg/3oPBMypwsR6X9lt2T+jefd8/KhIhxRyh6vv4oI/gh1HSd88rrAOV4ciHG9Nuf61exb6OSyYqKdYIMdNLtPYFkZBCAJ5H8Lh0PYbUG4AWhqd9SMw95kZzs9GqkLwEyImSKK5FBnUyLTU/tPAqRkWh8eG6oO7hs13x/UhI1aMW8IXImeRmPqZljamdFY5ocodPWQDUhOYFM61DGJFKGsTaUM8na0xiepFLYbeF94WSRl9rw+zPhqrpKOe7CichmY4DnP/ebuG7nHKurwAUXbMR5P7nRt7nllhbPf+438TPP3YTL/+kYbNy4EVdeeSW+8IUv4KijjvLjOXTOxfP+0YeQKmqkfPekyU63LSaRXf/x4XVaLchcDtg4A55Q5mO0qc4CZT3W4+S6yJiLIrduV1BbpYtsCbFJjT5eaf1cedT2cbQurqOZi2r4dhrw6IY65fBDica4EXUjueoYHwcvE6KtJV14/P7S70YRIz8QXtXzKvp49SwikQMTjjm/Tpl/TKSPOt/AcTgnlGSYKFpoePzwflvoBK51caRC6RxZ43wY81COoxxnqZn5MWh/C8N+Hyu53NdRyWRFxYJ4yF/8FgD4Ul/0hUl1IUNZj0AiyVWN8iI1J1agI5TcUEf+kFm2b2Jab7Yz5k6mzBnxLnTsjioZ2/jcyX6dnNDQD543EeiVSJ7XKMfl4MTN9ufJwEUEEoBXIqcsVzE9pnxZDc1Epxu/TQgkD4lNw1nb6CJUluGgMNhoDMQXOxqk4uh/eImEFsJb/br9sYmxB66bpv3+17/uQGzebHH33Q7nnnszzn3iCjZvtlgyBps3Pxhbt27FgZt/HLPZR3DiiSfi+OOPx9lnn41XvvKV+P1/78Z4wQv2A9CRQofuvyGXVr59b6mRHPyc5cZYz8g51+J7AiUymiV1bsBIRY4DK875HqqYAxfQY4hkCWMvSdsMgcyTdYVULUjy11fqZH0YQwIH34sF1U2KjCmV1IjyB0cSCK8uZhSvMRhzIzWZrxS9I393M+PLENOccVx+nvHOsXzM1pkBFdCBUkfiUNuy0kk3CcbmOObyUPc0v73ivodKJisqFsBD/+9vZUNIeI1IAJEy6b90+5IeOaMdIOQaTFnYqkE81tQGx1bti18NTzHBbEfP8Wj9eKSOGfRlOxhZlWua9i55sqwHT+bPradhpNQKQklq5FApD+0HXKqPLWzixkrgxIP6SFWSnyMan5TJYOLjIoOcMgmM90WKs0lLeuhjBNJIFyIG8WsJCoOlbK53/fFduOyjuwAAO6/fiDvu/CBOOfUsrM22YWnpXFx66aV4/OMfjxe96EU477zzcOO1pEieh7UvX5yust+gEclcbmS3r1clotzEvWP20cAB30YSuDfgS4NIA56R18xDDq2LYO54xbhvH8p5niXlcn0hoKRGylMsa0jq6xlP5LJmLgXCMlZBlCY7OchSIQBGh31PM7mH0tF7LLh50VhS6GsiYjESUypdQiPxqJ0hlBxcw6iZm1mmTDi1EF4/70A6SxfrQ79FaT99vvj3fQgdoU0jorjC7Fjbin0blUxWVCwATgI9qewfJ5PURZXu5ja2RWNTAx3fvW9DTmwTUaPJh7z2JjsrzSwKWc1BqpDRNhNqVS7buVcl5QWBzIMM63b+B5G7ofrcQvH74RXHfp6GEVYAUU6kN9sZyLXk6mcIM50loaFLoBDcQA6l4Q5tIzVyiZFY7sJK2yiXdcXMonDVMbmN0TahTCYGPMkYYftdd7V40Qu/het3ztHOgf3P/gKOOeMRGeuP+LLmny/fjX/49Cr+8kOHYuMGg6f95MOwa9euqP2mTZvwkY98BI997GOx33774cxHhn1cheSQ97+JREpznbDfgIez5jBWpZSmK1rf7hJLDzmM29GFkV73UZ2/D3Edvd5caRAl/5LOdKlsCMRxDSlQY2pShnkL+91i9SFL52dvEX95PLkLf+0vdtGQ41KNw5xiZTJz3xPIlQrh32cAfKknAkXTGCBb15fa5eYYi7GKFncGjzBwMrXfQwLNLMt1LKJ6avmaukPscOTKIiG8Gujag4ealkjdxM79DeBFryv4+xaXGAnPS2Y+Ffd9VDJZUTECx7/vVQDSxHYezmpMfE/ckwNGJNXyIX0/24fBEvkkcCWQCKcW4pJLltf28XqRnQoowlvZMXQmM+kdy+5chH0yTDUHX2cSVGKj205EktRIbc4cuBK5pJUNUUiklj81BTPlEW6sSZkRP7aL3F2jdRXIowaDlDzG48HP3QD4+7/djSMeYPF//mQzAOD5f3oCa6tcOBhgaelsHH3MTtilD+LwB7wTWx/yYVx55ZX47GdP9822bt2KK664wiuRf/kBoMUL4rFcr+bEmwLxyCiROSK5t3BPK5BDJGORUNHcWPemeo17qmzeV0HfD4u8F3uiwCzydzCkSo6FrBtMf7Lye+vepCtliWRmGx3XGEJGv8NAT4BGqpME7T3kY/JtufVq4y9KvrRj1qKRkrmE4lkklKMJrp6qU7FvoZLJiooR0Mp2UI4kXbOn9tfdvqXJPNpHX6VC2MTU9jmQ6l3TbqyVZg1LmTaAJJda3UMX/ThZ02LZkrKWlh2heZftLBmLch1pH7muEuQPK5FuMuqR26dmjo12NVlLzjQDQKQsEomUpjux2U4m95LnSJoWSyCyzkioCGGlMNcp2uTia0yeowQ/W1LVJaOc3b1RzrN6o5yTT5zit37rdvzu/7wdj/3hFSxt3AAHYJqJxeZbzznnHLz97W/3uZBnnXVWds1dCY89vwjIqVHZC5O++ULFw7XPi6LyjbeMCaCQ2SLceELZmDZbrqIbK9439izQ388cdrCmKC9nAZOSp6b/Sx48W2aEazM/gD2sxTkGyXdHpl7j3lII+ffvmqg9GcqWGLatLw2SCWUF8sRx2Bgo3s9Nd4hExkSlK4mikzUHevPG5A92/ceGvJK5lRlFnDgB5lBDd3sQoSutSd7oHZM7KOdL60x2kIY2ue0S3Cm9hOSzY/pSLv2Nak8sC6G1XpEc8ZfQwmDmbJHQ0/UDgCS9pmLfQyWTFRUFnHjpK3vSGG8nQx3KtiFiSbAmkE0Z2irvSpp+vGmj11DsQl67i1+tXhMnhhzaDxD/oehIZOtzHrVx6Rjlfp7rSK/583mfzM+3cSIWFZQGelK6ptaRlKGoQHyx3rDjJwMd2ZeTSOnKSmsKY7TxeCBjIfb+IqjQS4POdzpyJjmNAXZsn+E5P/VNnHrqFFdcsYatWxtc+r5D0BiDJ5x7E370Rzbg4M0WD33QBJ+87FB86q934XdfeztuPfjjOPEJj0OTy9Nhz5eXl3HZZZclbW6+9mjMffjS3kUDFxGIxrjsVfx6cia1EFfaLrGePMBRdS73gjJJ+3Jhrotgb4S53pcRhxGPC3PlzrVjPoNxaF+6nc+hfj4LREgdN3McY0x1IrdoJfwy93tyTwfkatEzGkrEKlcjk/aV+nrStUDeJxlyUZ8kfDh3LpWbvnwcIDW94xilYotwanX9fNwFvg5z9UZz4cNDN7kr7vuoZLKiQsGJl74SABKSSCCSNWnmUWkPQiPMc3JhHoGUuqyxwcRQLqVL7mTyu6elHx85d6dIrmXDWbw7KwsN5ZiacJlLiqQ3RdDCR3u10CBVDjv102GTXYVW71GFk+uZeWVyiEASgpI586F8UpGc+hxKOg9cmRwOSyXkiCPva9g2A+BrV83x2ksOxFmPWsLjH38THvOYb+CQQyx27tyI2+74AE465Sxcd911OO4hB+NFp6zg2Ad9BM//tddisnQ2bKHQ2Gz35bj52qeq++bscxOMc3pFQ7QlrYLrL1l11YXxJKEM88Xura2LXy+SM5luE0Y2e6CI7bXyHb70hFW3l5AnHlTyhAx8Rp6zgmHPcI3YxfDtNEKS53I4RDnN/QLGhfp2n1e9NAgdM6mQBAczyNFyKuTY95bnMpbcOkOEzDwZPxCtct7depHm1JWJ3xAaQaS6353y53i9R0VrlQZEDUt70cKGJXGVqSfdtsw5EJvTqAs2vnGquZK8RlhPXmYyphbOO0Lhrbjvo5LJigoF5MwKhB8Zx55T/iMnkN7AoAlf7QYh/NUoxM2Hgii/ZEu2M4D5/7N35nFSFOf///TMzrIsqKCIeEWiUVQUFO944Qkq8b5jYjxjjIkxHtH4i0m+iUdiNAmKovG+DxREBQQVVAREueS+FxaWe7n3nJn+/dFT3dXVVd3VPT2zs8vzfr0S2Zmequrq6qp66rkqkmnP4sKbKfFlKe+Hm8zbJ5uRRFZqusqXIfUpNBwTW/t+baGM90t0ix5WKhG3aSHTAjItJ/OT5Ddkyo2skUASWSdojyR9hyqlB183+zwJd/oRXogUU3SIkVOd/oLre9d38rtw3xJ3bRLAXnslcOKx7TBxQiMyGaB3rxTeeGk3XPLTA+1AOTNnzsTdd9+NRCKBVCqFQ8/9lUZN0ZDdgyW4uP824faXBDjBVPCXtL4z7O+CNqpxCyI65Vn3GF5DGkXodAt1qjr922IJ+LkeNxJaQgfvHyh757S2mWZ8AXjyRUcbKX7PtJFizswMgqO5ygRJcWwxwdH1PEwnb6avL5tEMxUkbPG/KUtkgwW0nATiN154wVYmjNh+eT5mu552coHgxDUtDH6RTVmb/GC/DrLoUaIo3poPDU/ZBtz3q6uZZS3ix4vYZlVrZfsIHjYOtcxRuUtkBxQscBP7dxzCKlG6kDBJEAKHDX8gZ1bqPollf1umq2qzUBZExxZGOSHSs2BIBEl2TVnC8rUsS2Q8pjqBJ5dwLxSuYDu5SKmy36r8E+364I3CyuoRNY6ucoUtGhPmLA2n6doA62hCUkba/q9oqmq105vWg28rH53VaY9j0sr8IN1lBsMC4+jgCZBjOJ8nDQNlZfug297LkCj/AJ06P4LKjt2wbuvDrkA5/fr1Q79+/ey/r3hmombt+iQNQ+ovyU6/efi/Pek/JIKk7Lt8UWk+46CYZqDq+wi3KfMTIMLmGiwVVIcAJozA9Cm6gW6iBB5SCYRxB5kSU1LINur8/M60jUHBYsLUH/h9hOKjBJvhCRLI/frMkHzOorn6+RmqyvdrB1+X2qzYpwwjC35FUo47M2FrJVWmpqIvrd5K5z3Y9nwv3CfRtiFhkiAE+BM19jcAW4hUmXJUlKVhGI5fI5tIWS4m0Vy2jEsFAjjCZpmRQXkyg/JE2jbNYdN7uwSXriLEyTQLtFOZbHJ9x58yywRJdmZfkfNnZGXx92elxnDn8eOFNqcsM3cPlma0IvdffhkUI6aqqEg02dpHBi9Uyurnv3PlluQWdCZEpmDCNE386qZNWL0qg8Zc4Jurc4Fv+PtPGW4BUhpFVYK4ZPNmrmUwsHz5ckycOBH9+/fHbbfdhiVLluDee+/1DZSji9IM1lT8oRAoRZiAmRQkzSzcwhG/gQG45801K2sa9ufsdzobrqyZkIwfb1obE45Zmp+G0m26Kw+YI6ITqMc38A5DEYAnZWR8BE1OYyFo+r31mYEBeFi9OttBnQA8rK/zEfpV48Cy8jB8I7Hqbmz5IEb++fkM53qD3+C76zRgwjQEjSLXsWIkbaccRwvlEgikAqR7beBTPXmieZoJr/BjuM1iveVb61NQO1XtE8viUbl5+OFtp2ysc4e5wprIY80Jcq2daq31+LoKlzET23YJce3MrYWc1RFP2OBKogDsMXOFk5JLiX2YqfccMqaBlKGOuJ7g4iqoxjbRdiBhkiBy9P7wTwAg0SjC/lv0d+T/y/wkbTPQ3HXyHI9eobTMyNraSCZI8pH2rN85C5xswXdrLZ1NBNNGetpjm6V6kw+zetnvRSFMjIYpE+AS4sYJQLmRRgJZW7vI7s1Ps+ncX86k1ceMVTRh5dvHR2Zl7ePzQ65e0YybflaL3kekMHtWGgMH7oJDe6bQVG9iwIANGHBuBTp3TvC3Y5mlGuLiHp5U+QkAgK5716CuuQo9evTHoEGDMGXKFBx77LF49dVXUVnpCLMba/bxlJFu+n2Emr0UKgCPqw4NrViho30ygoRUUagtBn45H/X9R/1HopWaRT/PZL71xWXmGqSZ9BP4o2gmdfwE/cxhs8z+wvSauVoWL0FRPeVzrYjX5865TubDKb0PU2JCa1gySVjfN13LmSiIuTBFn0WGc1gbXJ/qWeib7MptNTzaO9slwhH28zXh90ZPZ/sBp6588Pxe0iWeg27OfJlo25AwSezw9P7wT64UHzwJg/ePdAcfYFpFOxiPIeaRdIRNkztZtgLqOJo8/vSuIplGKmFpJXmM3P+JGh0ZCYOPnGr9u2Oy0XMdEyB9U2/khFMxnYdYHx+JTpZmhN2DAROViUZBKLUCHfHtaDKTbu1h7rsKo5kTQnM+Xsy/kflgSk6fmQkrf18yn8gymKhamsFj/94FR/Upx38e34o779gMAKhZlcGypRl02TVpN9yANw2HKpJqWMrKyvDEP8fl/voGjZsOQuOmWIpGVqFllAXgAawgPLIAPKZwnWlfLytbbebKvncHPRED8pRGpFG/9wXQb6cT9Zjb8CPh6zepoxu2hM34AvDwlSuFKjMXXCbg3nWfp0rQ1A2clHWNNX//Sd5PMmvaWYO5dgb78oqCZFam9VM9vEBtYDRLFF6wCWxbUBu12+kVwHU0fGFRHaRK0RVohOuCIuwCrJ95gd1tncP2B2LwH5nGLptH16jyW1oB+3L7k0Qm0DdXxOMX66MZtyLDy++TzFzbPiRMEjs8ZUmJ4MP5PfKLkJOGIqexS7KtlzcFiH36aJgoy+WGdC/yWbsOA0BlWZMVHEe26EnmfzF6a1kiYwuPrF6mkRQ1j0lb8POagTJYsB0WHEfWRzBhB9Hh03qI0VOTOQHTgIkKo9lbjgB/DRMWU0baFhqZ8MqC9rhNW93aR9YX2zdnMOKDOlz98w62P+QH79fj1Rfr0Nxs4ogjU/jVLR2w9z5JnHBUO0yY0Iivxzfh4+FdUNnewEWXbkBTo5nzizTsbVPKKA0hpyUw4NbC8mauokDpZ+bKvneNc+H3YfQYojCiiuYaNgCPjolrmGtlkVz9BS7/dlsCvhP8RCdNiVVnQBqMnLCoEjRZfwZpG3U1k8r7M502q783lAKk7He8AJnJxVI2OcFZDK4jb2+w4GEYlmm1TEPFEOd+P1NWGf7muAlb+EnA28csEJws6mmYnKy2D33CG3TFr+2sPcxP0b8O/fY4uQ79LV/Ee7SeRbiosryJKO/aorpv2fumE7xIJRTa0XqZtU8iF22euwWlWSqzRmH5JiVtVvUFr2GVfp+nFpoofUiYJHZojh75R49G0tbqJbI5sxfvBMpMWpM5nwTZdazYskQWZbmAN15zJee37RIZZfhy5uNl1y/xieGD6jChsiLR7NE++vkl8t+ljLRU0GPlG7B8+5kmktcYiosOEyTtPnPdG0uqrPB/zAmrooDJ3wMfQMf6mxOccxrI7VsyeOfV7fjZtZVIwsSShWmM+LABQ4buinYpA/f/cTPGjG7ELjsfjG57z0Ky/AN03eM5dP/Rh5g3bx6mTDsCnXd/D1337gsAKCufmCs/vCYyI+n7dJNV3saay7BLOfDV6NDFljz5+snpCH+q8lW/9WuPo2nlhRM9AU0336RKE+kWvNiRlfvvsOVLvw8yheVCaRQrmq5/m+WpMth3/JuVFQVL5SZdsqk3mYCsf8+qdjmuD24Bi5/XRRNVQL4JjxqgRixL9T7lu/Fn9yEKb0FBbOx6C9AmVr+OVk6WezGKZo1pJlndPGzNyyoOPULXxa17lp+k8znz1fVrp/tv679BBxu80C/ziSxEChmidCFhktihsXNB8lo+wxuRVfwNCxbAgu3wV7FckFb+RKAi2ezKD+nkYzTtHJKWMJnOfa4WKMvsIDhuoZHXHLK/KxLNUs0jLzDamiKXUKZ2qrfLMWwvIHRINAp+kt5gPBVGszuokbChMgBpnkjA0lKqorKWwx1cIgkTK6vTuO36DRg6Zg/bjDUJE//9xxZUL0vj4v7rcNLJ5dhnnyTmzGzGhQM2wADQ0GCiMuUsgP3798fgwYNxyCGHoEePHsrANzLBsK2RNAxAYeqqMnN1mckqTFxluSX530Qxc5Vt/mW/5TWOfvCHOFkkAn+jG/GVXSeWl7U/V2sBVZoLW+izzVz9y7Lq4/tcr+9Udcdl5gqoNtc5M94A30473YwgSPr1A9NG2trPED6T7F7Y/MxMSXU0i/y8bn2vPsCLipjnlpnlytYaP39UqywfzVbO7z9UWwXLjoSO77ykfNWzdQQ374FIkDbN9jf0EYRFFw8Rvm7+M1c5GtpIT9sCrJVUmlbxWj4YX5CG0dUGOAfJUpNqI6EUpom2BwmTxA7JsaPuc/lJ2kIlHBNWVV5IJ/Gz8xv+O+vf2VzZinQgcIRSdnroTmCsnnx5n8SyhFv4Y+ambFFQp8Zwm4LyQWv48sX1yr5GspiLCZhZ+Ukj6zKzVUVqFYVIPvKqnzkuH0THKsfa9vB5LxMA7rm3IxbNT2PUJ10AAC+/uB2XXdYef7pvZ3TduwYAUFVVhQEDBgAA2rVrh5EjR0rbuiPBoriGicen2o6IgqTrN6ZbeBQFjygazaxCYHPMQf0FGo9wptEGUZDzI0iQFDeYuj6DWj6QCvyECT9fxqDtYkYQNuMIkqOsS0sb6XzPBEh2resAQRAYdEgYWSDgN8wqxYRoSSH/TZgNuZYGTqEtU2ksPQHXlGtLYU0aVeX7RS7me0PnOWoLVDkBLQ5hKaw/qSx3Ja8B52F/y64V//Yb6+J9+h08M2sk9m+ibUPCJLFDkkx4hSXe15CP3MoLiXbEVskJYBlnZmptFJyTPz4FBzNFaZfIoF0i7fqNatIVT/hYGyq4wDjMnLUy0eS7GIrCGb8glBti4B/35wnOhyQhWSjEoDm2n6MtnJouc1h3HfzpfBblyHh8Nb3CsRNIx6rT0kRmsyb+fM8mTJvajG57JPDc851RluvE8twJwhknVeCa62vxm5t3Qte9gdraWhiGgVmzZin7rhioguPEWYafNpU9TT4VSAZeAZHXQko/l2gjRSFBDLoj/o4XBnWFIpngKQouopDoBy9EaQmICgFW1VbXb5EQBG55farPHd9FfWHKfa1caHcC1PhrBMNqbVVCo67mUX6NWxAM6gtegHSO9ryaLNW9Mz9Ey4+N+SWaLg1bEs5hGj+n8Tl2M0hIN+eyzXrQM5WZdLJ+sHzMs67PnPY49yQtN7eWyVKOiGtXlDyd+Qod8sBvLA2Q/5zouKXwQXH8+zmJLFIJ0742yj0D4c1oszA86zD/PPiDAb4O9t7wexXWduu/TKPuRbR+Ut4LaSF3SEiYJHYofjz6DzkzVucz3tRVJkCyz+3/CZM3026WcalB2IQulsUinpUlMlawHe70zi81hpOj0RLEmBDJ+0Na+Rsdk1epA72QtsNOoWFkpdpG+1pkHTNUu1ymAXQC7zBSRhopZOzgOaytVhu8J+KsXBZMh92DzAeSfc7Ku+bidXhzaBckYeJXN25E9bI0lizK4LxzExj7WRfc8qtNGDWyASccW45Uqge67W0Ji932Bh5+5G1c/vOHkc32QiqVwqBBg7DffvsBADas3FvZHwCQbroTQDzCX5xY5pvyNgW1VBQkg7SRMjNXZj6q0kKKZq262kh9M1eFz6RkixQk/DDBIrTPpIbJp3Mtr62Tm6ny7ZF97r7GQS94jH9QnKzpbHXDBNgJQvRnFL9T4adRFgVBb5RVf/Ng69/sWidgDY8ygInhNu8MIxxaLg9pz+cqgvwPZdck4BWSZHmArRymciGTF7SCBD/Z9yrBWLT+0SGMTx4LIuf3G49ZKLKAkQi8zyi+tTxR/EH5mmTCvHUvhkewVJntssOHhJFFmY/2Map2nATMtg8Jk8QOw0lj7kFZgtMoShYw299RNG01nJQe/PUWThAdFlXVKsQtdLKTxHbJNMoMr9bNDyawSn0kcwJlhZF2mavy8BsbXoC0fq+OWMdrDfk6k5zPhiiIJo0sUsigPJebUkTmM8TujQmSfCAimVks+z4JE+8M3Q2AFWX1H//aBc3bsrjyqo0Y/UkjbrmpI0466S/YsqUZ+x/4K2zd2sdVzhVXXIErrrgCAMvbeCk2rNRf+PwEt7A4G/bo5en8UhQAeURtJMALmPrtUPn/qPwj2XeiYBNlgyaN2CkpR9dkVCwnOKCNpimqwpRVT1j10dyZ+hvcqAK7vO5gs+GgyKo6dQB+QiGAgHHj13fSCJmSzbUMz4bZdFuxiC4V7DPT9LdKCfMOSH3XZG2DvzAmtoVp98TPVfWp6vT7LLRWUhJFWxRMAXm/+8G3I2iN1jmsYXsD8TNecyh+r6N55tvq9xxYfew6P39T2ffifoP/TRjfVaJtQ8IkscPATFQZLj8VYVLn/ytGYnWVAScpcPukoy20/muRypk9pRIZlBmOaavtl2g4p4ieNucEQCN35l6ZbOJMOh2NZMpHOE3CHQnV8U00ucVIHfQnYQCVCXeeSicAj2O2ysxZO+Su9Wog3Qtg0t76ATBMVNipP7iorC6zWWbSyrcD6NljDWbP3wMVhoGnX6zD8OH1WL06g/JyA9VLMkgmk6ivr8duu+2GE088EYcddhjOOeccPProo672ZW1tnN6mwzG5i4c4ygsqgwkbGWWeSQdXAB1TbubKtJDe+uWmq2KAHfd3bsFGx/xShSflhsdn0j+Qi3MdYEUPdTSFuto5nU1VxjS8bfXxd3S0Zoo2mO4UHjoBcXTSdQRFczWRS6cRwszV79ogM1d137rTelhtlo8p7y8dE0HAmld5c1HRvYFH5q/XzpMrWGaBYvnt+/n7sXvQEYZcLgdC9/Lly+4lSOhi7VcJEWViaiz4+9TlSwLe9U4+prh1xyeNE29hZJenof0UrX1cZQprHv85s+qRN0atEZXtQ2QHBwacdFz85/w4cNZix1yXL9e2EJLsD1Jc/2e4VCV2u41EaEGeaL2QMEm0eU797K7c4ukVBAGJeSvni5Awsrb5Kv8b59qskxpE+A7cJM4LkinBX8E6pZSfCALuyKm8WSvLs2jnkgwwU2UwIVKVIiQDgzMvzS1KkgA49uYIzoLDp+cQYaexfNAfAHaeTV6Q5H0g+TYm4N4ksWWx+z6rMG7cOEya/P/wwYf/w2WXXYYuXbqg3c5/AfCdff0bb7wBwDJh3bDyDeG+ucVZegduSnZ59BEWdRuto420N/aKSIV+UVo99anMHUNqr8Kk5LDr8L1e31fS1Q7B91H7dzqBc0IOvKipWBhauTgjvgxKM1ffvgtxqCBLbq/xdrM0RoAzDwdpqXi/R8C7ARfTO1mf6T1OmcZIJdTxv2HIzFq9qA81XWWazsGrn9aWX78KhTh+ZG3nezz4/uUUTCBWCIQyjaP4G/5eskgGls8fWMjKZ+PbZcUUKuiU6bkPYseBhEmizVOWyLoERwbvB2l/BiewgOgD6fzObRbKooeKuZaM3P+1S6TRPtlkCX0J92me61quXSz6Kfsv007yAXdSRsbWGAZN+rwAaUdy5cxcs67TSlZ+2hZCU5JTYDFwTmWi0SVIejaxhgnDNDz+kEaurHZGxiM8Dn+/Hq+8WIfmZhNHHpnCww/ujCQnTSa5/FmbN29G586d0b59ezQ2NmLSpEnK/pBpH92aOI3NgxniWh3iKI+V4f+18ntRiHT1idIX0a2ZZAFrVAKkKoKp873ctzGKWaQqcI6ocfSDfxw6glkcZl6OZlGoT/cwIA9zVaX20QwSqoO1kvmauYbF8QVjh1Hykc9rkFhKJ37TritMJLigYbI5WTyYY75trB6/+5DVpaoH8Pav7D68G39TqiVl5risLSrTR1c+Y2GdCSLKeBDTiMg0k6JmToVMsA8yweUPNkX/XECu7eQ/1/UV9XNdkbWTt3bi62JjRiZE2u3IjeGg5+Z6Xq5rc5+bWbi0wkSbhoRJos1y1tg7YBhOsB2ZCSvgFiB5AZOPvAp48zKx79jy4REwc2W0TzahXSLtSo8BwJ6A+WhzohCZzPlpOgsi8ytMc9erJ+qka0NkBdGRpvUQfB6ZyarBbQhUgXNSRjqnGXW0kvym2yU0GqbL35Hvz3Iji4a6LH5762asXpVBfZ2JnXYy8OHw3ZBKGbj//i0YNqwBl19ayZkQJ2AYlQCcvJDnnHMOevbsib33tgLo3HXXXQCcgDpBgmRLYiI46E3Q73Xwu1+VICnTtIUVe2WCZFymrUDOpzHkb3yD2djCeTi/Qpn5qk79OlFYeTNW2XeushEu92N++I+GZC5dBpsxk0a2oAKlKmiIn+akLOGkdOI31EHRNvmcklE0cVomrGIgIJ82WdE+1SavgP+4927+LaGEt6qRCY7857oRStl4SBmZQDNpGYUYQ36mqzwebaKRcP+tFKb8hSyd8cAfjIiHJG5rJ69mXXyGYZ+f33Mq9HtNlCYkTBJtkrPH/c51uiyeAIrJeXkNZVku2iogFyCd31iRWdm86onyCkt4qsxpJRmyidbgNi+8EMnSeNgCa+7vikSzMnCO11w2Z36aEzzFTUnGTLg3HjlhNcltTWWn0EzQrDDSSBlZzyZNJnwa8JqxGrnvEgDGf9GEPfZI4OWXO+Oll7bjyYHbMWDABgBAQ4OJ3XdLoFsuJ6RDRwBWXsg3np+Z+4yZtl6DjTV6EVdlGkE/wS5IyxeWYpnN+tUjmrVGFTRkG/Yggcw62RcC8ISMomr/1pOCQvytoaFps+C7RFeQ1CXIzNPrMxlcNp/KJIqGUvSfzkfLKS0/16P55pIMQqXNkZpCGs5v+AM07SBpuTnUNhUUtLBhkQmk4uZeNo/z14r18/0eZrPP+5HKNJIyITeMQJ01k1ycAf1ZkD+UAILfZV0hR8zb7E9Cap4KePuNR/W5Xp3BiNFc+bpEYTHMIYXrmoD+9Lt/ou1BwiTRJvEzYfXXUJq2GSubVHnBkm0UmXaN1xra18HysyzLLbopI+MS2Oz/5tpllWiZsPICJO9byOqoTDTamxbe71EGL0Dy9fLfW5872ko+/Ydt8gWgXGbmaljBcJLw5jTjBcmEYSIFRytbwerg7t8AUGEAhx1chof+tgX/fGgrmppMXH15Jf503865cuSbM8PghRT5ohXkD5kxzUhCoakoLwqshQUPwAO1L6TMrFWVI5I3aXU+M1y/5cvymrO6BSaPllLwf9QVbJtN77LmMXM1vcGDZNjmsFxQnSBhUZXWw9MmhSmrqJ2V0WzKfaTEfJChNbsyId9M5DS0ho+ApOdbKpq5FsK/yhAEHpUWlzcRZMHE2iXSzr9Dpeqw6uOfi6wv+Ii3bD5mpq8ZM+FrXphwzWHB/SZenxWeEYtEaptG5q5NJUSzR9NeByoSzfZaFiQ06gqsovCiK4TLcpaq+hwAmrPed0Ym5DGLn4wZHLlZLEPmJ6v7edBhAY9Ou9gBNR/4iWnQ/Q5Jwva/rN+d3K3uv4m2CwmTRJui/xe3A+CESZdQk/URMjkzUsHENSkIm3xZgLMIsxNN/vTWMYH1Mx1x6uL9Cfk0HwZMwLBMSpOGO4KqDHfaD6+JqnPvjqDJNJJ2GWwZNkyP0MpHVfX39XBMWO1TSjhmVwk4QmXSMHDgASnMmLEOI0aMwH/+8x8sXboUf3xgGrp27Yra2lps3boVnbnyN2zYgF133RUba/bxjcYa5A8pLq0tHYAnTBqOKL/3NXN1bfgdQVIWERXwbhQcja1XE+kVMhNeIVOqtYzoM6moVxQS1eSivtoCoobPZIhoripBUtVfUdKZhKWYJmqyuSN446lOo6F6K9n1Uj8zLsCZ/W/DvZkXrTdk6PabSuuY4CxTgpBpHqOYF/JaONuVQmLyyEQD1k4ASAnRauPQYEcRJKNqgOXBehwBWac/dbV6QZ+H1UYGXW9I/m2t8f6/Dzt+Cm1dQLQeSJgk2hRMIyhzbBeD6ch8IUXNpCxhtbgZYYswS/lRmWhyfZ4S8i2yRdcxP80F1zHStjDncYo3WNqNJg0/ScfnUfad/W9ugUvZaTkEf0bDhJn7m//MHc1V3Zb1K5pww7UbcfQx5Rg39p+o2GUXmOeYSLU3kMppFA1OsFy/xsT+h1bimmuuQadOnfDXv/4VZ599NrLZLFKpFAYNGoT99tsPAFBTU4O+ffvirrvuQrP5sNW3inaI+RPl2knvZzqx/5pjkirjKE9HM+mnkeOFJVGAlG3yxbJYvS4NjaCBtMqSm7OKmsgoZq5NEq2dd6PrCIl+AiLbLAVpnHhYIA7dQDyq1Byyzbnp853MSkF1iMQjjgW1+aTpI+hYZnVhUG1ok4ZTp2yzzvzLZeXw37PPWfCwjJkAzCxSCXcaJd4PkKUDAeCaC/00OUzrznxCnc+9GLk+dA4brX6zgrPJNaFZhYZM+iwEAVh6LdOCJjIu7aIsdQkfOdyEgVQi7XOAmYnkr5yPQBLmt/zhgazvDMlnflpiHUFSng7G/bmsjjBCnTTQk2HCNFm9zv7G7/mxOU7nMIP1u+PaI/q7Wu0nM9cdBxImiTbB+V/dhoSRRZnh9n+UmbACcJmxsutEIVIMq+1cJ5jG2BsRK8gO83d0aTtdp70Z1+fOwuLkn+QXiFTODDVhQCpIigKiaNYqWzycjZLbrJYXGO37g2PWy/s7Oiee7vKffHwrRo9oQHk5sH27ieXLMnjqyUo0Hn8PJr/4CkaPXINLL6lEMleCAaCs/AR03bsG02Z9giuPPRaJRAKpVApPP/00jj76aE/7AaCdeQzGjzUBPMxFIVWZuTr4CZJhTUx1TCXDlIU8ywsqwzFzlX/vMkMUNI8y7Z70/k2vFlOqgRTN7hBg5qq5wVL5Y3rbLg8q5IeVZzLAlDMPk64kTLsPEkZWqe3xM283Ar7n0dEmhdGaBJnmafvE+VhyMO2Rqiz+e348p4wMYLiFCTHAmWUWyF2P4D5KwgQkz8pr2giIgX1YsJ+kz7MOA+8XKWpW+WsShju4UNLIOn6jhtx9QiZs8USZt0QBXFc4ZFpDzxjwabf43L3XWfiNUZWFkWrc830q+5w/QJA9f9dBSch3mmnX2VrO6oprvRLHlyq4oHitDmF8Z4nSgIRJotVz4fhbkTCc8NsyE1bRXJW/TiZEynI+yk6neVPaymQuTQc3EVqCmPxUm/k9Oias7lNKFmCnQ6LRdmZP+fjxpJDxmLTKtRVuQZUXIlOeDZBp31Mip0Xlo7OK92u128R5Aypw1x0dsXBhGmf3W4999i6DsQDovO8+WLliCVKK5NH9+vVDv379AAAba/YBcCE2ivF2ADSbnKYXXs2jiNvMNeB7zcU2SDCLShzl+ZVhQr1pk2kiHc2ixFTUFExFTbdZqFOW12xT1EbKNJHuSKf6/SLW782Fycx3dQLwOO0Sw//LIoWKpqpBm0DRaoEXKMXrDDhBrGTw7yvDr98S3GY+A0MpwPKpIaLiFzBGJCjwjcpfTxQEeUFFDKgjBjhj/erpwxCCnioYDIvubeS0Q057nTVIVUeklBmCIM2bbIr+jglh4+/X96qxmQ+u5xhCUykbT35CiHUo6zeIvYJPRhg/sn7zg3++ss/591RVmngYLYN/JuLhiN3+3LOLY5zJhHiVJtxvD0S0HUiYJFo95UkW0EWeD1ImPAKAaMrKC4yyPEwqsxYWwIEJZuL3KSPjmsB5DSRfF/OHBCyBL2VkkDLSuXQezKRUPiknDV7DqDZ34xe1cq5+XuPIw5aoCsPZnjN/R2fjBjw5cBveG1KPLl0S2GevJGprszj77PVobjKRyQArllpbhEQigWwGtlbSKkehJfPZvYqayIzwuQgvQGYh32DLBDC/jY2pcU0Y4igvqAxbI6fsc7dm0tfs0hYc3aax7FqPdlJhsqo0cxXK0IqkqjBblQmNvJCogokWqmA5Mi2kKmm9X5sZTKjgBRkxEJcBr/l9HAQJCor4VxzeQyU/xByBPKrxGyzwiAeGztzNb8pFodLOpys5rGOaR1/MhEvo5P3TRAsUHdNjV/25jbpKY8jwvp+CQMsdVqY46xgGE6ilh6Zg5sNZT7lKImjH+X4LwvPuCubO9sdw0pr44bhb8HuIjEt4VMYeyF3D3wsfhd1r5qoug69LdDtheOdWp9fEKOzs2cnqCboHbcyE/a7xJrAyP1yibULCJNFquXziLwF4TVgBBAqRzu8cTSQzYRWFMZVJFfvcDt6gOIVknyXhXsg90VW5ut2CpDtcvacdghDpb9bKaRo5IVKWYgRwIq2KQXPYdwAw+/tmfDS8AWM+6YJ02sRpp61HRfsfYPbs2Vi7di169uyJ8p3eQVl5OwDjpPWkmyZiY81lACwhUhZER4QXJPPVPIoCSEsFFvAT9HR/D/iZubpNV2XINJEy4dARTDWEPIVPJP+deC1PVsO81HW9RzMpmrmyewwSJln9bj89Rj6+QOwZyJLEM9wbSm4eUBybGMLGMW78zPnspPY+c5U2PhtaMTiO+J2sbt5vne9T62+v1ihqH6r8VnnBIspBQJAgqVuuLFo4I8iMVbdOW6DWLS9CfzAfVZU2jH/+tpAoaH9l2kJTMA9m14ljRoQdxMRxyMPvI5T+qcLBj2iNpPssZRYMUUzk+QMPcAcqqveRaHuQMEm0WhIwUZbIuAQhmW8k+9y+xnM6a7qCMDD4vI8M0QenXaKZE1qdTV/CMG1fSidCa9alfeQFGP7EPWWkUWE0u0xWZX48TID0E2J54ZHdq8xklYctKnzdKW5v5UppYgBTvm3Guf0rsFsHazo5slc5qla0R2VlJRYvXoz6+npJHU69Zu7ffDTWoKWHT+XhaCndf8vuybouWAOpI9AFCW5h0RH0dAkqw6/NshyFGYnQaEqusz5XB8+RaSt1tJE6KTn4ujwCqsRn0g9PugT7AEirCdI6Rdh8kzUNV7RRfh4pJoFpUkyv2R+Pk9Q+2CyP1afSggQJiyIqU00xxZJfn7KDEVGQ9GuntO0+87EJ2fti2EF2ZEKjTJBRmioK6xOPW5BUH2DIyjJhuEw2/Z4viwmgOy+yVoRJZ2Nr8CWCnwgTEqU+iRKBWmUKHdgmqJ+L8jcubarTJi2Bjq9LosFkB5PieFaVH7r9XBn8s1CZcRNtGxImiVbH1ZNuQsLIol1SHUTH/kwiRMo0kXz0P9XJOm++waKiuQLrwO1vaXCfSzWKXDRYK5prMyoSTUghY2kkFRMwX56fKYyY61HUQqoEySRMPPXfbfhgaD02m0+gfedO+N/a7bjllg5Icrs5J9E30HHnO9B5r/8DAPzo4N9iyfLROOSQQ9CjRw+ccsop9m8OPKMv7rlkqvS+mIAp+kDKr9UTItk9iVFKZdfwhBHoCplDK6ygynotMACPT7lho4u6N52O+aiOFlLmF+mu33t9EDLNplf75HzOp4uwrxeEkzAn6/mk1tARIP20wTJBSL/uYH84VUAQXUFDRDXH6W5qVXMf4DXlDBIk+XrZRtxPMBTbqy0ECDCzZb970fbZFH7rjc7tHFoElev2/RcPJYOfm+44EANO6R5EyARs+RzlHtMqDbUBZ370mpnK7zeMtYRff8rapwszPZZpWpl5NTNR5gVWEd5nWne887+TIb5XJFS2XUiYJFoNTIhMJUyUcX4MbKJioc5lqMxZZYF1ZGatLDEv01ZWGGn7hFcVQIeP0soLuPzCxExSEgZQkWhCB6NJeoJum+DA35dCFo3V/gwmym2Bmd2Xd8P5/YxmfDLSMlu9fehNGPfov5EwYKfyYP6OqfITAADn/GQsfvGLX+C+++5DOp3GyJEj8ctf/hI3XP0fAN/lSr0G6Zm/t+qUCIom3H6QQe76lsDp/BuS+2BkTHeyddl13nx/OppJ/Wt1kJVXKGHSbxPprl8dAIcXHJ3PcpsHSWRW9rmrLokm0lWn6xBAb+PGfs+/Q7Kk4ayt7HDGL92O33c69ftd56nLMLngR3JtsB/5mkqrsCNQKnzPDJ/vGGGFRG8dbmFG5YuWMLJS/8cwm3+GjnCThTcFVLMkRY1fHX4Cmid9i8/1/CZf5kfPC5J+2kerLFHjqw4Ax2vVw8D7+/kFIuIJGwjIgNu0V23ma+TGTsbeH/hi+mt4nXVb/rxU/dlsBm/N+WcUnHfSDDzsYM9BK1gO95xU/pxxRCcmWg8kTBKtBpbHUdQ+Jn2itJUlHBNTJkSyyVKW40kmRCZyGr12yUY7yA4fRIcPoGO1x9E4Wj4Yjp+Tx3fRYEGCstgp0YByhRjFgiOIaTxkix0vPLL2iBN+VnJ9TXUaN1y7ETvvlMCa1RnccMNG7HJ+Env2PBQJTFdGYO3Tpw+uuOIK9O7dG127dsUxxxxj1SEIjY6g4/3cMqFjm6DgFB0Z0ytE+qW7CMqX6E1l0fLCZLRACAG/VaT54JHlgxTNVq32OoKj+LnSzNVjfurVRAYJkGIZ4jtcLmzQVIKgk0LCPZ+I11h1cL5FAZpoVURPz3U5rSgvPAJwCZKq5xhmbARdG6R95n2w2iWac20XNGA+mhZZPUHX+sGEVtnvWTsrjGauXu94VsGby/Kb6qDfydKIyMy/DbgFZV0/StEnLigQDMCbTXoFHk8aEzDff2dtc2H7HZrS+VNWT5T5SyY466LSqjFDT37M+B1W8GMnrNWJ3Hw06+lT5gLDm7rL7kX8zH0Q7ZTnDpwmBgFy9id+gi8T0MMcgjh1+veTKMgTbQ8SJolWwXWTr3MJkqLQx09Q/IKiMmdNQB61TuXUn0qkc/6MGbBIq+x6gG1M1ZsbJkjyQiRgTfBssSuH2rQVkkTadhJmycZONGVNANiyOYvhHzTg6p9XeopnAXaqlmZw840VOOPUdli4KI2VM77PtddA0mfBuP/++3H//ffn0nlUIWt+IQ2iw2sg+c8ABGojeVSCpG7gHGkQHo+pa8BmKEhwC0vc5amq8flO3AyG14w65qx+QXBkeSita4I1kUGn8N48rKZSAEwgi3Kfk3jeHJZvZ9yIm8pC1RMF/nAqH7M8raioAbBDNT/tSdhAMrwAKQtyFOz7al2n876IaV14c0ddX0Edc1pdf1sxUjAMxw3E3W6uXCMRWsjSIZY8mxKzXvEg1g9x7MievcckXjFOeKulIA2nSkgXA0XJcl/L6mX3Yrc11wZZcLo4kAXyYej2PdG6IWGSaBW0S6bt6KsM1QSdMpo9Wkg+R5RojsQjOvUnOJPWlJFBuZF2aTKSYCaxpsdkhQmJFUaz5zvLVLYZKSODslyibP8NkiUElCOLlMQMF4DHhFUMFrJ9axZvvFKHa691hMmbb9iIVasyaGoELrmwPfbbN4nLzu+A3/1hI84/txLzZ6zD6tlzYZxsIKGxwfULomPm/s/jD2l6hcygRU8lREZJeeFc49Wa+VEMM9e4y7BNUxXP0hN0R5HOwynP3Zcmd61MCymvJ8E9RzEYT8J+52SoNIqAaObq/o69sxWJZvjD9El6dVo/yWqb5OoEQpHhtzHjBRadseTy+xbmICegjnP4paozqF0A7KAhvACmg+3vbkes9jeDVWnIxAA17GAwYVhhwBKG6XaeE+pXIRMkRd88WR+6za0V40ooJ0rOvgQybmGF+yfTxLH1tMJo8jbBc3iraKsZ/dDF7mOJRk6FX3RWJ4qupXFtF/CuG4a1EPlr79Smr6yP2fflnDbSay3huK04DXCEdEtod/YE4u8B53COCfiyNqaMjCtold8hQxaJwAMf2bwiHoSwQD7MYkyn74nWDwmTRElzy5SfWVFbbR9J78kcj0oL6fqvj5kQXCeBbPG2FgVekHRyRLLrDUEjam0RrAiHaZeAmkLGFib5nFB+GGDmXZYwycNrHwFn4ywuif98eBuWLUvjvH7rcdLJ5bj//+2Mx/+1C7rsmkS6Hjj93I4or0jitHPn4qLJf8GgQYOwPfM9du3eEzvv9L2nTZmmSQCgn9Ij95W4FTLh3rvxJqx+qATJIDPWOATJQqGbasPv94B6Q6SKwMojC5Yj+kCyskzhOotgra9oxiXTHiZzG3A/M1S/zZForRAXQWauuoIkIH9Oss/yOdWP+luZv12+8BYjYX3sRC2Ln3ZMFh0XgEuY1fKJC4Gf6Wk+fcjKFfMT88iCSInfu+7VdO5dpemXma/7kTWjzV0eYUSxvonwgV9kgYdc/p5c05XjxmT1uf1LRdNSsZ/5a8JEexbLYOXbdSGj9OfOQohkK+kiZsavm+pG5a8q63+/YH/sufCm08WOTE0UHxImiZKEFyJlE7gq51sSWVcgHlGIDDzV5TYbzKy1wmhSCJBe7JQduXYzH4wsEvaC0CHRmPO7dLdFJcDwZmYVhne5FoVHlcfDH+/riAXz0xj9SRcAVkCdF977FYYOHQoAWLVqCbp27QoAuOuuu9CxY0c8/9lMrJkzGUf2KpeWyaf14AXJLCQaSASYWJrcbwMWPz6ojp8Qyb4PMmFVmV36oZurUBedBV9XKArjJyf9XhIwx+szCQCGsOk07BQSMk2k27LAK1AyzQb7W7UJ0RFCXBsez/Vs3Ab1Z05gDvmMdSK6OoFQgv2NoqIynwzyV4wqAAX9RhRoVLANutR3z9TpM9OVcoX/Pe+mYDfFtzS364QMlT9aUH/ovPO8EMkLEK40LUFBWMQbNNQaf7/DEMuPN96DNj7KKKAf+VPVSs+40REkuWuVQreij3Wecdg8t7wQKT1IM70Crfs2ZAKgW4PJw/eLKiKwH7Iovikj7fENJdouJEwSJUl5Is0Jb9xpnY9mkgmRLtNWycmlzLHdLiNn1sWblmwZoQAA2a1JREFUtIo+VU6OR1amY1KSzGkyXadyuY2Z6G/JI5tqLYEzixTYKZ873yNgLag337ARNasyaGwEbry+A352TaVnicrC8nu0TGcs/8cJE5vw6aefYuLEiaisrMTxxx+PNWvWAABuvvlmjBs3Dhu21KHHWVeh1+EfIatYNPlAO37LTrGWkyBBqdSjzLV0+6SCZJ6aWr8NCa9FStpWBW4LAdf1UYQrU9xsIWfWGFSWFeNSbKOKjGlYG3RDLwCP1RjeJNMtAMmi0Lp+K8CnAbDKY6ZwemaoKr8sw2D9pbLoQK58f8sR92/U/ZOAEzjNU42hdglw0hXJN84p5AIIefpV3WZ7Y69h3gx4+8g2ZZaYz/LPi88dzOCFSF7wEzVTukKhk1Iqq7wGkB0cBXuiigJNUFoNFWHeb3kAOvmzVV1vX8ePHbstkGoGw8D2AOJnvJmr+Cx5Nxp5oe5AZSrzc9Zuuw0KM94EO8gzIB2HGjdp4/mdxuEP0fohYZIoOe6YdgWScExWeWTRzJxgNhmXFtK63n8TJW5aeZNWJzy411zOHUQBufotc1ZmxprghEzACrDDb4LYBl21vKVyAmuFHUTAfRqbhCUg/vuxTujcOYHGehP9BqzHhee1x66dxQXDEkbLynqg696zrHtJfYDOnZ9DZWUl5s2bh+nTp2PUqFHYVrMfnv0XAKTwi/f+rGido5W07sXtI6nKEyn6Rvrdvx9ioJ04F6uwWqiWFv7C4q8dlpldhu9b7YTlBh9iXp1rL2jjHIhEuIsyYoJ8HJm5LhMogxDbJJpvqjRzYdDJl8fg5ydvmiOJpo9rllNfSOFB6Q/r/TxM3k/XAYBk0y6Wy7RFBqxYWKEEY8AWXlUCqaxcGIBhuuvhv1dpDxPIuqxd7N/nfmuPQa4ed2A5uV+vTIvGw5uyBvWJ7DA4bjzBcBRjhgluqmA17DqxDNtHV/MegkzgxXY5ua31LDLsa3y0jKxsldZbZSbNCGMCLq67/DPPmkbxTpCJFoeESaLkKEvIT8WYDyTgRFkFHI2gX6Q72YafD8TDJk9m0qo66ZOlEzEMa9pm5qt8dEDAK0Qy2IbZED5LwkQ7I4MKI4ukAaRgCZEmLAGyZkUGV19Ti6P6lOPb75rQrtxAXb2JtesyaGgARn7SgJ9d1cFdmQl07pjE1q1b7Y/69++PwYMH45BDDkGPHj1w/PHHW33F9T0TGFW+kCYcQZIXIGXpPdi3suA6JoBmrieaNcw0dYLqMMQAGTKBQBWoQ4V9PzH5V8ZRnuV/aqBJEd7dNg1WpZzI9YvKb9JVl2mNcL6urAnIpCgxirGrfk7LL9PAJATzsqD0E6p7cwlHhpWOJsjc05LdCrMjUrWTj+zqOSQJ2RQ2j6l87QBH2PLLIQjINSz8d4A8UIirLi7AGfOHlcHGWtiDA1dAG4kArR73jtmhCdj9HHQ/fLm84CcLQOWHta40c3976xUFmiTnfS4KSqIPckI8FJW0z/aBlgqZsPtEpRVWaZODYPXp9rWyHFPe5/x98QFyVP6I6rgIXsS8uOIzsjXPHm0pZ80UUeupal/WTNjH1Mmcqw1rg59ZLYyE7aepA++HmwCfRseZt+J2BSFKFxImiZLh7hmXWRN87m/XybAgRPJ/pxK5/I4KQVKEFzqdCHuWkKhKE6Da7Mo0kEnOLBWG6dF+so06L0yacMxakzBRbmSRMtz+jwYsTaQBYGlVBi8M7ogNl2bw0+s2YsA5FXj6v51x4hlr8cbb213CZOe9VgAAdtsbOPHEq3HYYYfhnHPOwaOPPoqRI0diS82+AKYAADK4xhMgB/DmjHR9x/07KM6gSjNpItyprpNCQfSbVJhtaQiSUYS4oJP8sGUBev52QWUEoTRv4/tJMHfVbxfbrMlP+nkTvYyZ8Lxb/HeiICm2MQx8+9lw1ovYG76+sMKEjKAgM0HwWgJfnzrT/Yz8tDBBwl2g8GfoCYj51OMn9OpiGP7CLg8/nnltocq/UdJg1/NR+cnFFcQkTIAoEV4QC0L7GRRReyUTJPm80ICeZpBHDNgjIksbxptV+0WWjzOdhs5zjzNQTlBUXKJtQcIkUTKIJ568wCjTSCaNrDLktNdMLmNvHCtyqUOs67J2ZFUmZIrCnmyTyz6vMJrBwl+X50QpWzMp5HpkuSHZPfAbRcsfMosORhopA6jIOXCw6Zj5c7C/99s3icMOLceoTxrQaWcDZ/etxNLFJpYsTWPvPZNIQa6ZeuONNzyfuQLnKILmqHJGWkIg0176p/ewrxc25+yyrEvgCwgQoxAiVb8LSqbtp9FSYUdGjfnUNY7y/MoQ03nwyDSRYfslYcA+lBGFQSYg2hiOtopd67x37vlApW0Vkd27XGORu973/rwn62EOPfLFL3m8FMObhzFI65iQCJJevzPT9b23Wl4jqJYOeG0a60ddE0KxHl10xq9zoJe153M+bYzfM+e1kfx/eVhUTdFU2DmIzB2ISoPN6Vna+JHvnGLAWs/KjbRLu+yH7nX5Cv5B5fD9LgrsbjNXC/5dyZoJX6FOdIFR+Wt6tYgsBoL6+FWc//ywLHX0n7EqkFBG0LTq4rYSYoHF1Guulg8y0aogYZJocaq2Wz58B3FaPkAuTAJOpFXAKzT6nfLxAXB4P0t2OsgLfe5Fx51KxMqfZGkxU4aV/xJ8TktBn8FSeXgFXOvvRZ+MxsrvpuCGVzdh372S6N0rhd/espPrWqesBLp0m4z2HQag816zcPHVjbj7Twfgz48ARx99NI48cjXWrFmDjnstlfYDw9JG5kxUXeap7jYyAVDWq8z0iS15lqmr873azNW7MeNrFU1YZYiRQvM1YQ3Kp6jCTzALi2MSlI+Zq38Z6nQeFn5BO/w25eydcfKbpeUmpBLBMpWwrpWFv5e1w48o2kD/03+3AFAocy3dk3pe6FF9z8rzjQYZ0AZxk+wXoIbVa8BUWnZI64swzHnzPfn3XrNCOxiRz7Mz7M29XOgO6kOPj6JPPbx1i2MerM59rIufP2/Qu+W0z3nGXp9Zr7msCK+Z1b0fme9nVNT3ZeZiGriFdzfcGq840JLB5lr5/bqtlqwys0gYzr+lZWpFg3avgWKtltWM2tRZxNawa8p4YedC3heTNJNtDxImiRblzzMvADAAgERohDuYDuBM8rxJqctnQWFywkdotcrO2r6Rsg0Qr1FJ5cQlftGrSDTbgimvgVSdtqW4djENXAImZs5owuoZ36PvPXfin+c9jgHnbECf3uVIGEw7av23rPwEAJbJ6uaqKrusdu3a4cwzz8SAAQNw6aWXoqqqCgMGDJC2gRcg7bbYWkXuM+43vuuKyWsVvYJkWKGIT/Gh81tRG6la3DzCpmShFjchej6ThddQhdeW+v/OeV765aqCdQBs88k2allbqBCFQ//IkqZU8+9Xr4qkIc+VFic6ggVrSxAZ0xschr9v2XO0BbuAADW6/lhOGg4/7YvJ1awi2M1AN+1DnM+QD4oUNJ6Yj5n9t4+AJvstj0qbyUcIZ1f45j5GfH7ZQYjCLuD0SZDmmb/fMNpmFgU31G8C6me4o5k6kaJlfS3r4aB3mDfTl8G/qwnJyqoUoo3wc39QbmGrHT7uKqbT1sC6QlurOIf3PHFppYmWh4RJokVhG1DAm9KDn6T5ycgTaUySr0wUMCsSzS7TlkTORNWvXSwqK1+OS7uZ2zSzDXRK0Kza/p0wkYWRE45N+75WVqdx2/UbYFTshS//9W/8evhmnH1aBZJIKM1U84EJjDJNpNs8le9b6z9NCvNXE0Bz7iu376ThWdx5c1bXqSonRNq/Ddg88QKiaFYTRfPoyTOpsVgGCW5hYfrsZjOfaTnI9NbfL1Nc3EX/YFdJXOApWxsB9p46J/9MA5mFe+Ml0w5kzISr7UGHACrEa+Wm1YamXxInJJl6J/K6grDMnzTIvJhpWVTfAfCd21ztlAQgUePNjSvWGxTQSNT0qN5z9TNxp2rxtsO6xqrLEiKbOfNoV27G3L2XGyzsjtWvTnCUNLji/JFE1uQPKTNI2HVYB5GOn55hwFejKxsHqgTzfog5Y/morLywIzuE4DXPyiAuhukyY9YlXyGSR4y+yvu9VhjNrgMbEetQ2HA/N86lRd52/3eHzZHi+yo7EBKfs1/ZsjEhmuyy58X2IX7PLqhszzVQ5xt1Uh6x/5h238elgSZKDxImiRbh77OYNhJwFn93agBRI6kKWc3/zSY4MfgEv0AyM1flAsG1RxRoy5HJ/ZeZazg+kExYFElwmxtXeTBRu8HEfifsiz5XXgZz9J+weGkG++6TcrfHcE/a3bt3x6xZs2xN48CHAOAzbKm5A7uWAxNGO1pIhmi+qtJEylJ66C717o2/ATF9h1WWj7+e5um7SpAMc3ofj6lr3D6TxfPFE/HbZMk+57WQsiA5gLo/7Q0fmFbcfd+iD1rh0AvYJaKTP1HX7NG3HiPrEX6c3LUqM08LMc+kiCqPp+od8huZSSMLo+WGrhRV/8jy+SVsf0Y4gdPA9YuP4MaEuuCUK2kwHRG/vvD9ptrEy56J3O9b/b5ILQM4jXiCm62DTUALKxBENSXnnznvo2j5e8q0gzIcjaGYy1NElduT/5y31OCRHb6EF8ODMDmrAn/Ywa/oM5nPs04iawvTfN/HeXhAlA4kTBItghimH0BOW5i2/+26nhMiVXmSrBNW9+fMHJVpOp2gOepJkvlCuus3c+3L2AIkEw4N+3fe01z2Ob883nLjRqyqyaB+u4mddzawaXk1zOY0eh6cwlPPb8XpJ1d4BEgZqnQdMkRtpEqAFBe0IJ9J9p2oiRS1j9b1bg2kWJafD4iIShup4wuoCrbjMXUNaIMdETQuzWSe5TnvlNf/kKsFgOHZJDEfRzH4FCDv25R1Ng0Dcq2KSpBk9aSMtLNpEdKE8GaucD03fTybQEWOSZ3UIDy6GqHIGybOykLczLJgX4B8DkwZGc8mVeXzpT5I82pjErlNoVWHKpCPfFyJaAdRUvax5TUapLlkJFkydo4kf8DIBCnu/gzDhMmbbMJ0+fran9nlyfuYn88sn0hZH1r9lvE5DAsrOAbBP99EzmoHcPtviiQMa35S9bv4HuVjlhv2EEY0nRYD5zGBpsJo9m0X80eWWVfowr+XKWTswx+vZtIbSMr17pj+h2mWbyN/0OR+ZuLhCP90wgQQ43O0uupHFjDk3/Ea70Rur6RrKUG0XkiYJIrK8rqZAIAjcn+zU2Frsk9LJ3BRiJRuWEz5qTObxCwfIifQhzyamTPpezWSljCbgl5AiwScjegTj21Fp04JXH+jla7jhz9IYsC5/0C/fv1wxBFHoPuxfTHmH09iartt2H23BDrulPBoCDNNkwAAW2out/4OKUj6aSL5ZUjsFceUU12+zGRVhSg0ss/44nW0jGJAnTBmrEGCZHhflXjUMnZfi5sMybPOz9fELWy6IqgKJ/Ou+nPX8e+P/HnKNY2iHx9vDpUVNHBAOLMvnrh9JsXeD8o7FzXPHuCYZgLuxPTinOM9bDNdmq6wGhUXBdQyxiN0+EWudDwemb+jGKGWP1h094WRG/O8MJr1+MXpp7yQmUgawvxkwCfrkpKgxPN+sDWOBf2xTW59tKSsjarDF7FP+EOJQpKBIfXD4+cog7tWRTIn9DEtmsxqIujgiYcfV7L0UTJ/e9ka5vuuBmi12dzMDKozSAQKkklDnuNbei13HX9AwVuAMdPuOFOcEKUJCZNE0Xh49rkwcAEA72bIgKlM8yFLZuyZZA33ZxWJ5py/ALeRFXwgeZjmUeYTxLSRKcM/SAI/nTMNaQLA1Ve0x403b8KNN3bAPnutxLtDdsOEif/D4MGD0dzcjG49j0PvS36Ng6vOwbMvbsWRvcqVdQDwRGCNgsycNex0zwuBolmrTkRWT/0uAVE/mp2YD1F6rbDYBqWP0AvAUxwyMOzNL8Nf8yjH8U92b/5SkGtWxAA6TJDkg4fo9gHbuJaD9yNz+lil8Yti8irzV/T6e+rlmgz7jMNumkThkwk/vEDpjvRpabIYTkCyNPe999mxz3QCihTSr0n0EVPOpz6axzDSLhMo+UNKfl3QKsPHj1gFr1WOsz/9zJc9weiEuAL8wYQY1dy+zPTx1TXcptd+9xdkIhoHbPx4D5Hd63RQOhlxDLrnQ695vh9h7zlonfEtj292iIA9KkE16ji1Dx0FU1be/ziMIE60TkiYJIoGL6ilbAHNiQJZLgTt4HNv+ZHMGVoCOS0iZ6YapIlkfph8QB0G84nkhUjxpJKdY1tO9uxz9nvrv91/kMJunRNYPDuDt974F5LJJCZPnoy1a9eiZ8+emDvyZcwY8gQ+r9+KnoeUodfhZchKJnYTbg1jKO0k928/baRMA6kyc3V+4wTOsctUmLKqNJMw3YJoEOI1qqAtMuIQJB3kWhKZ5ii4JPe1qs2a3waDD7zgaRPcvmEyLTxD7APmKyyrz71x4wN1OFqDJOTvECNIm8hMXnWejex0XQzsAzibYz/DS/YOh0l5weoLvAaGR4hmAoGdp9OzMWb5/qzvdQJ78H0fhMpkM5HbkKtz+QH+5tXyHykDQfm2N8jMFa6xzR8iqgMXWfOr1X4TCQOoSDSFaJO4NsjfFdPTRyYMO3K3SusneSaS+5cdTDhlmChHs2c88f3Pny+KAhpvBpzQEBRZzkKxLD+iRAjlI0KztsqQ+S2K+wJDmHcB2BZPuu+POD+FEWQzXN1a7yzXziyX0zOoH/kDQXfbWeAvQ9tMn/mGpxLOPM+/mzJrG7lVANHaIWGSKDiPzz0LgLUx4x3SU0YaCcMJYAM4i4G1UEjM+yQTED95lRsZ27SV10p6y3ELkuV2vU6dLJ2H1MwwJ0gmDUeYZJvSpGG4jKW67V2DW3/9NoaNmIApU4bjgAMOQGVlJRoaGpDJ1OHgs4/D7gf+CC9c8rinHoaZa4MslYcOKr/IrP29+2+nXvYbuXBo/Ua+WEZNDQLomSqKGskwQqRswY1mcqfe2EY5jWUCDuA/flV1GBqbKsDxXRTbzvpdN3+r6ppEzk84KbxDnqi5SCiftRiARtYuGcoIocImnn3mn+fO3Z+6GlJZ2z3XcObDDF4gkKUwsP3LFXOTShMQtHFjfSDTWrDPZBtyvl4/YZOha7qsjmQbrC3mDzjCbFqZiSO/RomotHDI1cmsCIqN33wpG0+q8SkLVMNbNLC/te4xpJYuiibTHdDO//fiu+7VYHrLTXKHOkHka17vPgDSH0O6Qjjzc2SIuWRVZuHSOm1tpNeE3L8N/usT0XohYZIoOPYEYjjRCCsTjXYSYWeD65xuseuDyrR9WgwnsI4qsiRbPEQhkmkgGWIKD7sMbrlJGcAT/9mGD4bWYyOeQPtOnfC/ddvxm1t2sq/hF6eLLroIDzzwAJqamtCjRw8ccsgh6NGjB47pY5m0ilpHGZZWLydU+l7pJUgTaQuVMq0h1E77vKYxK2gXPWXlvm8WgnCYpjUqwkRm5dNnBAXfEa/nf8PDp4mIoklkRDVvY6f/MlMtFd5Nn/t03StsWCgDIgjdwpvOyTZLrHT2TjnCjKABcZlAc75BuWdtC7aChpg/bdfvT+/48Zi58p+b6o2sqOnjNS4q8olC69EccfdhaRPMnBWHv6mmasMswvyNnTEnO3hza6lUGCE2wHEhalj4ZPCi5l0VeIth5LSYYQOw8GOCLz2MtYTf4UMUTT5rF+8f6ipTmGOTsFKUsGAx4qbfXqN9XEWY9t9JE6SHeIAR9P74jcGg36oO0Xj474P8B/MJhCSr1ylXwzqHO0wNFihzbjwKl4akkUGzmfRoFn2Ks83HVfska4xaxz9sDMquJ9oGJEwSBeOJeacD4Bb4nLlMIrdgiYmbRSHSb9LhN+ypRNr+tzcQgHPCKJq0MvPVBERhwOQWU0fQYtrIVSvSuOryWmzbZmL3LgkkjDJsWl6NhGEgwUUxKCs/wf53eXk5TjvtNHTq1AmPPPIIttTsiwy+A7A7bnzvAADw9YNkJqKOJjHahCxqIl2fhdTMWW1yBEm3wCA3//RrdZST3TB+k+JvRMIIkjx6voz+vwPcgktQG2RaSz6yMH+AE4YwSdoBZt7tbBAMwwRMr3bGHSnWqYMXIKVRK6NGtg3oP978zM+EVdT08QKuElPPZ0yeK87bb7yJJtOaBeWZdPkmhvTLyidwSpDgyqObi1OEaR7lWkev5kN2/973xrTNs2WHRFGsFuIKzCVD971WCZLsO8DRRNqRR+Hke2ZITUBl7cpT4+Q3HnTKluaPzLWd9z2WmyG750zdQDRB65YheQZs/lHfk36qq4RizmbvierQ01NOzuReJ51QIncIx5C11VYeGLDdmUgz2XYhYZIoCE/MO90zGbPoXoncou0OKuE9lZctXDL/Mb/TUqdcRyvJtJEVqrD5nCDJ/9e6B+ulWbkyi2uubo9//6Mzeg/ogGRZEgmsRhIscIYQ8CWbxYSvXsArz3TBlprXpUF0QpuuhrhW1Ea6/uaFQIWvo1+UViZIimaq8qithmfhY8td2AT1uoKkX9h9RtTTUsPQM0fVqVs3WIF4aCI1x1NomVgdysTjcP+Ov062gWVBq5x7AGCozWf5elwCJcLnClWhb9bI8sSGOADQGCcZ6AlKskihsmt4TbWRmz/V5qbudgZp41gddts1UuZEJQnTZfro1y4/M0zA2Zx6vs/9lx0Q+N0/6yM+5YpnwwxmAuj/3Nlc7JdeiL0hYjTXqAS1ye+58kG92PhycphKzKu5OlXvqPjMdMdNIQQLtyCcq8dwBwATYSbUqvlPhjhnhTmIEYXMMCb9MssL6eGU4Y7wHOhPaahTH/GWO4A7BoaMciOTq9sMHfSKaH2QMEkUBGZGx/IUMU0ky01XwUVu5YNcqCYcmdme6EjuTsTtXM8+L0cWKSPLaSRl9Vj/XVmdxvW/2ITu3ZOoWZVBYyNw0/UdcO01lWhnJLBrJwN7dS1DO6MMnffdB6tmzUYSBlKGN5zHnDlzMGDAAJx3Vjvsv3/SFiSZ8ChqHWWYuf/L2D6T4UxdRU2kSoAUhUZHAJQJmZZo4jZryZUpERoBtoGXn9KKwQh0CVokg4KsMMIudsy/NmxwFh3fHh0/SdkJOgtvr9o02ZttzR5Octe5zbwzTuAseDduolZHNGHly2ZjRXYNuPc+H0FTKpj4aPj4awC5D6EKnU0bfy1DdlDGC7vldqj9cJqpsL5rIq6ojEpz4CBNi7ffmImx6lqZuTivQVS1w1UHTE8AG1d/5gQM1q/s3y6hwgjWPrFnLppqeoUa95gzYNotVr7znCm473XC/bk+M9z+sCk448tJmWX1rcwE3n6+hnr0Z82Ea6xFSngvjAeVuX4Q/GEae7aBuQ4NEwZnVaE737japrAUEQUvqbaQ+20UKx3+fWG5Nfl3N4Gs/9kFq1NhGeO/JrlhaxjTeFOeybYPCZNErPxv/sm5SYeZ0liTClu4E9LJzO0rJkPUIPD+j841Xm2N44dp2oJkCqYtNIpYQUOs/xkAHvvXLujcOYGmBuDcAetx/Y2L0bnbVuzS+QyMHrcL/vLQBJjG7di6ZiwAd0qPbNMkmAD26fQ4pow3AeziESS1MZl/Yq7scL8O1ESKaT2car3+kCKFMOcK2jAxbYErvYSgDRIFgLDCYlAb+I1rPuatYnlBGyiVGZa9eZFoBp1KTFfkXLFMGbKgPOXciEkERls2XZFLZekNlDkneUuFiNpjmWmqnVMuTyFVhZ+gxOOXtoPNefYm0XD7pMoIih6p025eEGZ16wS+CYJF5GX4mgwrhIqgAFPe+uTluIQoI6t8L6JimR66t9h+zyZIkx0moJAqZoBoQcEseljuVz/LCCYI+yE9DNLENoGXvQMRDkNcPtuGc1+B77ohzjcBdUsOGqK6GPBojQe+fO7RiEGk+HGnGjsus3zJ+y/7rWpN5ccXm2cpz2Tbh4RJIlbYqSs7Ca0wmu10HTIsl33/k0PZAiNLa8D7vDnCZDZXtqUnSynWkiQAFoU1m/s3DOClF+sw/MMGVFenkUwaWLhwIbp164b27dvj/PPPR69evbCydhva7dQRHXdKu3wZ2b9Ek9YMTNcULGodZYjaS1kKjyAcs1B3J2QVmscgWJsAibkPLN8L3SAWYjv1I9SZ9qaUDyTivS5Y0xcVndQdYQL6qMyHxMio0gVaJ6S7IR7C+JtTib6kKcXGgB04OOPeO6Zc9yZsXtj1KhNd65rgcaHa3PEw4Ugvnyivudcbl7rjVzqPcWOYDxgWhjAmmqJwL2rynMTn+eN+V9RmzUEHKkEHMuK8w78zzG+ekTUTgOlYWajM8XWQjQ82R0UV8nmfWd/r/J4SP57gpM/if8O/E6p3phwZ33fG7aur33/sSjYGxQMzVZAX2XeydDrib3zbIjns0rke0A86xFCZyKoORfnv/TWiopmy6WsK6woiJe63lAf83LPOBTjk/W1TnCVFJC010aogYZKIhZcWnGAFrjFg5ykqR7NtDudMiG4tJO8v5qeVZIj+j+I11uduYZKZtMq0kU/8ZxveH1qPLrslsNdeSfQ+PIVbb+kIA0BdXRZjPm1EuxQw6ZvpuP3229HQ0GD/9q677sJf/vIXHH7BLVg07k307lUBMT8kM2KSaSJt4TH3n3DGkvpkoV5IRUFSlR/SbyFWJdCWhV7X2ZRqmeblCmKLqkrLoSPEqRZrHe2HbNzKNjd+sIVWpXXSLU8n2AL/FPl3xr99/Ptnut5ZfoPMNJQ6AUykQVFgusxqRaxNrsamRDJUZWM0ytZeN2gMH2VaeY1Ey+YIDhnuOv08d572CtpgnWtl7dR5d6OInDr+wbI6dH1GAbdgovIv5k0c2ZEIG2vhhCK3sMwQNUT6ZeR+LzE9FIU+/+i+7nJYnzhBsZx3V6oNlGhug8dkOAGCRQcNKtvP1Jb9VrbuhDVfFcuUUxghSccVQvxE9p1rblGsq44GN9r6CVgHUOKejgTIHQsSJom8eXXh8S5BLWk40VpVSbXd+SDlGwTZBqgcGZfpqvt6FlDDSe3BNJHi4pMEMH16M0aObMCXo7uiOW3i9P7rcMTh5ei6dw3qmquwZcsRqK1NY/LkyUgkEpg0aRIAoEv5qZg0Grj+Z3tg3oJmVK3vjANOOQlHHP69tH/EQDuyKTZoyra1PbYQFQ4/v0j785BmXpZG1Qmeo/P8/EwLw5wIOyY59q89/krWpz6beb8Ntun/PRtngFeTKE+voK+ZDDpp92uTrjDJglD5kTVZyg7Tdb/usuTBYMRn7LeR0zWBypg6nq+KTYzSIsG/D+x7ZJtvrRQl/r5HzlXeQEq8FpL9zb8Pes/XLQjxB3AinufhMwWwd1ddb8A7Bbf2xS/Hp+qAhg+m4odMgAx8jwy1yWvgGM35C4r356nCI+iYYHelCuQlungAziGaX/Av0VxZtOgRo2+bsKIxyywjDACmYAKq1SeasIMi5x2IdjChmtP4dcdvDMu+8WsL3w+yAGJBBwjuAzfuc4050Y7KK7FcsP1+c6bxjj+zY1YvYlllcamaNHYZ7P1VRcp1guvFE8SLKF1ImCTyxpWHzMhKhUjrOicEOzN/BdzO/arTLDZp85tg96msOzck00QmXGUA1dVp/OznG3HcMeUY/WkjKtsbMGBgl50SOPes9pZ5a44uXbpg06ZNOOOMM3Dcccfh+OOPBwBb+/jcoF0BANe9dwcAIIMZrjbzWkn+rvggOtZ1wQF4IFwT9nRVFCBV2kh5BNbg+sQNiCzEODMfa4KQZxKG/RtG0GZC9LFxjRsNQTAI0dSPwW+gRE1iWI2kB8PZ9Irlqdqs2jz5CYpW4JngtiWFMsIEZ/LTRLLn7BXCvYcMYtAfHeSHEV4NF5tzgkP7c21UmIrJEHO6qQQkUYB0tTrPNB1M06saiwlPHWrzUdZfQXWqkFkPBGldRZ94HZ9R9r1buxuglTK5OciMtgFOwgn2o5P7lm9zUBAv8YBMdhAhahlZW2TrKh8grRwsnoHpKUvEylXo/4z5a3Ww3CGciNBRtfBWWfJ2szXMbx1jtTJNPq8BVbUpTn9r38iuEgGbX6P8Dm75AzE/bSE7KNNZG9j1/D4uTBRcou1BwiQRmbcWHQ0AcPJIehPTigFSmOeIV2NpKjdUAFy5Ia2yuI12bhFcVd2MX163CaM/65K7xk3SMFBmGFi6NIP/DeqIw3qU46XXt+PjEfW44pIOKO94Eyp23su+vqKiAsuWLUO/fv1w+eWX4+qrr8aWmn2V/SHLE6kSEvlorKLWURdZGg+t3wmCpGpBDPSVMnkfN39BQJeoWirXZipIIySpQ9y0q01JnTEqaok8viYhN0ViedomRh5Nh58GiR22yL/Put5X0/W596CBbcC9QqYforDsilTpOqmPb6Om0x4/XG3VNMH2M38WhSRR0yNGRg4zlngNYvg8o4UJSCQrW0e7JQZV09W8i6aOYWCHJPlga8E4jTZDpfHxC47iKV8mXCgOs0SB3ZPv08i6+pZvPw8bV7qClXb/C/NBkMWECtVaZq+vOs80tCkvq7twwpMrCI7UFFU8KFCb9Ac9u6C1011oVnFQYdVfyD4hSg8SJonIiKepKn8HZl5jnz4KpjSGITcXdH6btf8rfsdPVwlYkyb77KYbNmIVl9bjums6IGUk0H3fMhx3eCWSmSQGPr0NVVUZNNYZ+Oijj3DzzTe76ujQoQM++ugjnHXWWejYsSNOPlp/oWNaPcAdXIcJkrzwGKSZ5DWSGdNQmqqq8NNEihs80d+EfS5iGKZrofZLDcL7BcpSgwDuAwa/k02ZBpPfcAcFLJGV7bdIyzbmSZjKcRt1Exu04FttkGvlxTJUwiIz5VKNH1GAZFjP1+sfKf6b1SFuXvnNqcfElvtnLHkmQ5hLh0UlbLm0yBrpinhUQiTgHdewQ/4rUmPk3smo0RNV/Z+vcAVA0PTIE63L+sh1L4b3XXQh6R+ZVtxTNmfaaiCnLYQ7dY0OqsAwSYNLOSKxbkgZaaUWUxaQSYUsornYLgZzMxHzLScM0zZxd9qJXDuzSu2fOK5lfaEyiWf1hiWMa4aWSbuwNwmaj8Q1LyyuZ8mZyYrPOyiVk7uvOdNWrvyUkVHOiUyrLtPequarlEITyepg5cjWfKLtQcIkEZphi3sDEExImWM/N2lkkXCFHy9HxiWAiMiE0IRhIoWsy4SVr5v31SwzgEzGxO2/2YRZs5rxw+5lGP5+F5TBwFkD1uHS8yqxyx6TUNFhANrvOQsn7wkc1utsDH5pCr6cvB8OP7wrdtllFwDAHu36YtJoE9tq9kMZgM8+yCKDW5V9YpnRKE79TNO1FOQzrUbVRnrKUSwYommlyo9Ev1y1Jo8Rtg55zkLTdRIv4q5T4l8kEXxFIVLWN96y4ych+CoBamFRhyCBU4Z1COT+209vzTak7NoMDDsfZUJ4l1m5so1hlL7lo8LaCOPFNv1SCDUiQdFRgzQGSuFIUo54WMKPP523nxfm49IyagePCSXoBGtuZXOF7HPxe912useh2mcycDNs6B1eiActqvb6pciIEplaJhCwg0P2nSvVUQTBzk8I0REYw7zrzjvOHX5x8w2P7jwtXicegsng31c/axDVAaqI+A7IrBZEVHMSq9dlGq64laB78FrdBM9hTCgXxzzRNiFhkgiNzBRC9OFg9vcViWYkkUWH3CmoARZinDPdgCNM8NpHJkSKPhqiLyQAJAGUGwYWL87g8X91wvHHlOOMfutw/IlrsftuSdTUZLCsysR+h7l/d+qpp+LHP/4x7rnnHpxyyik46qijcu03kXWdvJlSM9aoREntkS9+p7hMcJehsxjwwQeca91+S0qtQi6SYhhEM+kMEvbpbbTAEGoBMmgjFNUsS4VYnkyAFP0ZRYK+1xEkEzA9GkzrwIhtPi1SrnfZOSxyaS9zn1YYGemBiJWCxMw/mSE0g/y4EpSrx4u46QuzoddNv+Kt1P07/t0MY+YZpT5V0BRe+JZ/z21Yfdrgl0ZBdZjobUd+wiTzvVeVa8AKNmO3VRJYRYVcIHasMlR+p9ZhjbvvxOuCtFNi4BqxzXxU3/Kcb5xo1WBC3res7X5uEa57sdvkb26cz6GY11zXmj/EOm3Tfs152r7ODDYxzyiep1137mBCdYAqRgwWTZO1/MQlft+8ltXdBoX7huFvKSD9jc+BFdOmsvuJailBtB5ImCS0GbXkUABASvhc5kPEhMgKOzG0uCnzTq7M3IYF00nBtDWPjnmURc2KDK66phZH9SnHd9814YjeKZx1egXKy4E77tiE227eCdm0gSN7lWPkmHr07dsXZse/eNo5ZMgQrFq1Cm+99RauvfZa9OnTB9tq9oOY4sMPE3IzVTP3fxnhOzEiK+uJsFoEv1xbsutYn/NCpbhZzSc1iLjwsUMA5+TbH3Fx8gvGJJLKHVao+kE3gBCvoZWZlPIE+SeGRVYeexd4/OrT2WybCBY2AUsLnghoiwp2oi/eiyzHKY9oyh6UtkZVt4j0+Qc8X8C96fMzT5XVz+4/7PgQDy/EjbHJBG/NssJs/pUpeXLmozpCbFC/qD6X3ZN3E653/+IzYJTbeZDDCanBzzBraydV0XNlArmo8XXmIa9Q7q/1dY8VmRCUzLmZ8MIW//75rUNOVE5DOa7F8WpHaQ9x2KZreaMSQpOGPOq0Skh2X6fWvuu+w2HWcP7KJJxc3PyhgM66noQJMWCcIfZ57nCExRqQlZtEBt4DYfW4c2szIx6cEW0GEiYJLUYtOTRUhEwWTS8lnJbKJmwnKI+jDUoptI9Jw7B9I6uqMnhucAf0fKwTzjpvPdLpBnTr9gM8/p+BeOihh7Bz5wQqOnbDvHnz7LQe3bt3x6xZs1C/qjsAYMIIAKgA0ADgGWyrGey5N9F8Vfw7jqlTpwxrynYWdXebwgmi4ulxZATBVFUHoF7UmSbA/btg/zKxHl3TPlnuPbEMWaAnkSjmon7IyhPNu63vdcpQ69t0NM1W8BDN5xmwMeeFUFWKGpn2NStuiHWHuMbjYG3XjeYq01irEM37or5f/mZz6u9kG2KdTSm7TiaI8P0lr9jpH92+YehGj4yCeD86z0LsPZ0xwl8rs5DQSneUEzRlc57qgEQldIiHCLJ5TeY3rQqqZX3nLl9mQRE0dwVi5C9QKorVJmu6DyvCjmdv5eq8naLQJjvMVLVR7xDMG1iJ1SUlp4UPmuc8GlmJLzIfGZmC8bR9SJgktCgPCEPNfI9YHsiUkUUKWXvBcpvGma7FjQ+/3c5wtI9Jw8CQ9+rw/At1aG420efIcvzroV2QTBpIGQnst28SfQ6tQAIJHHpQCkf2Ksfwj5ajubkZ9fX12LhxI5YsWYJ7773XTuvhB2/ayguMWTuVhynfoJvO78XPs/AG22FlZOzeYL/PTbzSRd5JwxBF2+EO2c7fmxNYxS8SngqWl0xsj8yRX7xvsQ5dE7hAQTig0aJJGSuH3wyFOU0Pc61ueVZb8kP2e8PnO0YWeto9cdzyn1l1yPsyKWgwMqZXcGWFyQTOQIxwgTl8TbC4gC6+5nqS9qeU4rw+qgi6uoFyEhJNjeRHLmT3qaPxFt0XWP0y/N61IGFCR5iWmVgD/uPChBPB2kS4DbB1ANrsaleYAz4WoE5WruxvK5aAGl7YSLnmVUuIDBOdWaQD0+4KgiNrnyyegR/N3C0moWf9wLc9KIeyPU8FPA/Xu2Vqvjvw7y8m1Mm/lK+dKjcH12c+feQEvnGESSZYqlJesd+x1C86c60qDYwnLZggTJPmsm1CwiThy+dLewAIdsC2BBzLRp7XRsomYwOOtoI/OUsZQE11Gtf8bCN6HZ7ClKlNaGgAxo/bHbvunMTdf9yE94Y24MrLKpGAgXbtEkgZSbTfswrlHX+BDl2ORY8eA/Haa69h/vz5GDBgAF599VVUVlYCAOpXdUf9KonQJyATJIOwNiLezwC5fySLyspfqxOhNe6JWBYoJSzsFFU0n5WFlmffiZ+Lp96yOmRt122z6vf8d7wGTaeffTcKIeHfgzgEyXzw02oGYWuwFJtCvn+dyIXez6IiRp0Namuw6ZtzXdjgIbqaE/7ALUyUZlGD4qk/5kMOGey+7UMKDVNVwN9kOml4zaEZcb5zPLIydaICxxE5mAnHQWMxjJZbdZ3KssWafxxBXPYOMeshlRDpKi+P1zjMHBBXQDqefKwJdHGbhQfPK7K5RDVXRDkMcpnM5vmGuSx/QrhoEK0bEiYJbfgolypzQ6aRtD/z2TBU8KfHBlCZywO5eHEG//lXJxxzVDn+9uAWnHLaOuy+WxL1DSa6dSlDCkmkDCaUOot4165dMW/ePFRVVWHRokV47733XHUGCZFZZG1BUhQimVZSVoaqVP5zl88k3Ok9eK2jChOW/1rYDWcQbNPABx3gcQR97/PmW6ETidNPmJRpNRh+QRy8QSbkfeOnOfITIP2fSX6o+ieV+0dLBGkCvGPV/rdCgyh+lgBQbriz42Uh04a6tTjiAYs4znUFxaDUHUDw5ooPeGPAnZbIZTYZUmsgRXHYBKjHc9Z0vpeN7SibYZUQoYLfCKv8fV3XS94z1fvl14fsMFL1HW/5Io6ZoPc5A3fIJabNkfmSudvrpBEJgwGr3yuEgGIqoZzdt2oN4Ovn12ExzQ8rz9seR/MpkoDpSSPCxzXwtCXC/KXbf0HaSJEwqW3Yu67TFvF9CbfmyecV7UBr3Fey5yvC0rrInn9SeGfCwg5T7LQhXCRXQL62F+OwiygeJEwSUsZVHQjAEvLE8NQq05t2Rka6YUgAuOyiDXh36G72hrKCM9NJGNY1SVjmq3vvlcSJx1Zg7qwMzu3XHg0NwFsv7I6Oey2zy6xoqoJRNgDt9pwlbb+ZXmD7RTIBUCeoDm/S6voc3hQfdl3cNbLvslCb5QQhblqZNjfsiawqf6DKBJHhF2TGyZGWDYx652qLYhHRiWLq+Q0nXNsRQQU8ZkScVtz62wt7lkF+KUHX+BGky8jndF/1W9vkyafsJPiNoHpjI7t/djCQEspPwgurx2VWy//O9G4UtTYg3CVB1/uZlLHDG/Zv/vNI/mAC0iiIufEs7Q9Ju2VjG3AECS1rB74PfC4XNbT8+2lrJuGv3RcPGHQPifJBldOUhx/LssOtvDUqOS0NiyDM/ONYoBQ/Hz3Z/Kc6VOR/K/ueH9OeJkLu085+kwBckdVlUdU9BepgKv/wLZutgUEWAExwC7ZCMF0HFToHt0nD8clVjVnZeyPWBbgPbLXGG1edaBXkF6gqUPMaYagnhQB2YhML6RdNlAYkTBIexlUd6DJj5SNdquz7kzBtbQTTQiQNZ1P67tDdXJFZKwzD/jdbkFKGlU4kWbY3Ou+1DOddPAf/HXw2evXqhY57jUBtbS22bt2K/fbbzw6kw3jm4S8BfIn6VXdhj3bAN5/v6dIiimk+/LC1k/xnnCCpmhZVJ7GixkUXdkqpHUFT96SP26TrLMSq68TvgsuSbzJVn2vfu3CJTHOUFDZrbHzqlinDuf/oiG0w8iwvqE3abWYX+vSDaHLIAmOxe+C1kUyYFPOtJrlCZO9VkCZGhrgxl20K7aBfnF83qy/IPNe6Lpig7ZNMYGQRdAM3sQEaDPvvGA7/XdouLoCLqp/EVE7u77k/fNvm3/AgzaV9nbDJl21qZT5mgJ7vmlgGf4kYAMeAk3KEraW8oJOBIfWzld2rGGlZhucgRjyQlKxLTMDJwnAdmoh+kNbhb0x4DpCCScIMF1UH6vWJ9a8h/K27ZrNxoRIoeQ2kmFZJti7pww6+3WMhH3cZ/5yaXB2e4EHedyUDQyo0E20TEiYJDywaHS9Eyk7C2QRRbmRdmgg+MEDCsBaHnj3WYMH8PezFKAUDCcNAEgYM12KfxPLlyzFx4kSccMIJOOiggzBjxgz06tULqVQKgwYNwn777edpsx04R6GFVJmvivBBdnhhlE/vIQqN7E9papAc5YI5i3cRd/o3SIhKhhAw+Trt3wtaFWa+KJq52BsgeBc9q83Od+XIeiPM+izG/D2Kp5c6iyqv7RV9rFh+Uq9w6pymixshj8Y5xEYlqgZRvEdHOxIdWRlJw3BdYJj6dST4029FfbxgztdfztXL3qUknL627z936GT97daS8dqHMD6I4jukND8zTMD0vhOe62C65rigAEZxmijL5lwxSjZD1BYzzYkf/Luj0oKJ9Yr3bx8IQm32aNXl/NtPaAjTZhmiJtmp01+bx/sERgqgJAhG4lxqwEqB5cyhzqGXaELKCKOlZWMfcM+nVh3sGgfVgUA5rIPhlGG9s87zBVKGuj2uHlNY8sRFCoqAeAKsteVGFjITT/E6ho71QdAap3pfZe+LqLX3r5drpyDEOpYC7MDC2VukjKxy72Dfi89w4+cVvj4e9o5VGE7mynLSTLZ5SJgkbCYt6w7A2UCqTJoA90m9mMaD36hmAPzyho1oaDBxxhnrUXnkRPzwxBNsQTKBBJLlVqTVnfeqRm1TFXr06I9Bgwbh+uuvx6GHHoqFCxfaQXQAoHHV/q52Z5GVaiFVgXT8NJOiICkuhlE2iUq/LEEDwQuSss2vCXFjqUeQOZlYn6xumWAmfhfkC8XuQbxHcQMcVTMnnry7xmQhTtS12qRGbIdsDU9KNm5Bvr+q3/EVqb7nhT7X53C0jd663OMhDEGCV5hIn6L2MMhEmX1bbmsN5Nex74oZFIk3d5XlzVMduIjaYkDDZE7QjLp+Kx74BAiL+ZhmR8XPLx/Q0zDxQl1QuVLMYEGV/0zUUMWFzMxYJvizNYGfp8WDE8v32S1g+M4rAnEIkkHvnPi9zDebfyf81hjZGhuIoT6M4d8d1fsaaCocA6779xnTugF9ZL7QYh+IwRUpMUjbh4RJwoaZ3vABT1Qn/EwbUWHwk4iF6+QTwH8e64RjjluLL0bsgYNOHo99juiNCkM99MrKyvDaa68pv2823cuUjhbSJVgqS/b6RYY5+RT9xPiJVCyHTcC8v5E7Cq63LIOrI4xQq5rIswjeHKruTfyO+b7xyBYuy8TZfaVYh6wskSYheiIvQMraKh5wiOQTvVS6SYhYnp+gZ5cdICja2kLJ5iABJtCrfq8oWyJk8tqKpGTTKQq9fu+VKm2MuJHR2eCLJsyq8cR8wIIEIEubxJUX2IJwuO7RkH/OxrbjEqAuT5wntM1tJfWzvhTnH1mdgP+m0TZrZmi0TYVK02HIvhfq5OE3/Ebud/a9snUkoC1szKoCDrHvRI0h3zxea+YpX0MYlh2g8c9KdmiTENrM7rvS8Gof/dYyd1v11ln3b9zt5Nsn09qJiPsNGfacqPGuh9EQAt45iV/Dmel/O8newJpXrC9U8RjywXpfs65/q8YSnypGZgkRFOXcPda9/dwSh0xEcSFhksD05fsCYCYtXiFSFCABZwPp1kiyGcPE4//ZiiHv16PLbkls3pJFXb2Js85fi7qNSWxfux4J3+UBdvAcEZVWxi+dhzI/pAKpKR7DR6hSnYjyfmEWpq0R5H+vs7HVQbcMtvD6PQm/TSJfDbtHVeAafiMczz3Kx6ZM8+gRvjTTvQTBNgSB9YUpUIOg52W1SV2Y//fevrGEAPnAtzYpXu1GAnAJphnT9LxX4saRr98vKBKPqi8yJlw+2yqTYj+hjL8uzAGTbNPuh3szLLcAEM2I/XxixScYxQ+Lf59c7fCpNwiZIKJum/wdZeNb1yfY07cG92/uWl5ID/v2snJVfoyiliYpCHCB5WuljmDX+pXD/87B9YxzgqQ4P0SZ0YIET75d4nuqmsujEPZd1/fr9V4gWsOo1gh7XvFZiyJZQYn+n9CLYyu6EUTxEbd+575W55CJaBuQMLmDM3P5PpxQ4Z69ZJHb2LUVRgIJYYPJhLgZ05vx8YgGzJq9DZ9//jkuueQSpFIJfD+7EV0P6oMsDkSCm+LMpm8AAI2rfoo92wHfjsn6TrIqTSTfBpUpq6xc2UZZtogxUz/xOoP7N4/fJC7bUARpG4LWFp1TXHcb5GS4741c5eWSPmJt4jcNKlMedr3sGp1785Rpn/I7ZSbhfpaqE2aZ1izspiVpGDAkwlQYomhl/M1mHe9j8d3URdxEZhTmWXxb+N8EPUuZQMlvJn03fAGDhI0zVpbLr4grl2kLZJs8kShjE9DfRAPyCsT2Av5zDcPzjhneTWlQJF/2e/bvJBvokM+VdsWmf3/mq3lhz81qh/5vXBGJIQ8mk++mlxcorbLdrgOqOnTHl0wjJAouOm1XuaMA4Oaz+Lb+OiV5NNYQrB18YIdUfgS9M/x1Yd91mSsF+zwJ5zzNcy+5ylSHVEGCpBgh3qrD0U7zY033vpg2nw9gp/ITVx3sqfZAxXQtIVoGEiZ3cESTG960KQGgujqNG36xCeM+3x0AcP0NG1FTk0Fjo4lbbuiI667p6Pw2N2FO+a4ZA/pVoqKiAs3Nzdhzzz2xcuVKzJs3DxuWzgYAZIXpzYTpCaIjg88FaX8mMWcVhRtn4yoXNuzPDEO5EUz6tM2Ed7PErmQnvnw5IuKyGTT56qReAJz75dvtt0h7Fme26Gn56Vn/DaOJAZx+0jmJFU2fmADpFfLFe3SbX0XWHsaISlsmN5tVtzeK4Kj9GzP3TviOe9P1twknlQ5DtmniNUKOn7aDLCiS1jZXsqnzucRXyGF3EFbw1zGpY/i9N/luwtjcE+aAqVDvhudeNA8O8k2RI9ar6gs2bkW0BaKcNY/fgZoMmcZSVbfskMH6rT+ugwFJHfxBVNzotg2Qz+V+iOt10Dql86672ubTKbKDZfdvDbtQT7vMAAsCySGQqz2m+/A/pdBeZyH4i0ruR4y+nBLGsDKtE/c3O2z2WAQEHUIRbQYSJndQ5lXvBUBuVpU0nIisScDejCRh4KnHdkWXzmWor8/i1PPW4MJzO2C3Xd3TjQED5TvdDgDo378/fve736FTp0649957sdsPeyrbpErl4bpGpXGU3Ie+SZWzWffTxDAhREewUiHT4uloSURBI6xpZZAQ7VQUbdIPWlgZUXpOdgLPb47Y2IxSXj4Ua3lk9+YnALJr2JZQ1R9B3zPY+8TqZP8NioasQ5DJpD1WBT+ioN9Jywr4Xkdb5nfH4ljitSy640yWQoURxyYsjLlg2M18oVAJTboaRNXv42iPlDyFX5XZt6wscayEGSOqg6qEYUVVNzVm6KD1EZBrDHXaGWYut+coSf0uopoXQH/sRHkWgWX6WRAIwqboI84QNZOyAH4qK4jA9tm/d6/Bfnsoou1CwuQOCjuNEicS3pwxBQPtjASyaeC232zC9zObYRhAMmkgkTCwsiaNZVVZdNutHIAjAPY9riN+9ccPcd999yGdTiOVSuHuu+/GXXfdhSuemei6FrC0kqbwmUpolG1mmU8kb3anMsEF/DflCah/h1w9MpMVWboFfhLn06WIC4/SFEZRh54mTo2qb2SLgAHANNSLNN8mJmSncqfFotCt2giyfgry6RHvXXzO/GLmgV9gJfeiEpL8xoqjUYhnAyGWx+r21Uoqlu0gn+Sg72U6mgxMT38YQvv4b11jhouOLD5H8XDF9rs1DJd/q/ZGTVPgzUcsDjL9VaE65fc77HE9iaC5QpiLwmxuUz7jLEiIY/NEGFLBlyjbodrsJuCY3sv6QHUQyN+fOB9lTMcHV4XMxy8D7zxmwm1Vwtclm/MAxZgJIfTLDqOypumaX9h8YMDwnUf95zrT9e6GFShCm9d6mucTG8HwzieSS+yxA8SkpQ8hyPJ7GC2TZUXTEoZ3DBvwWkvIDpnCPDcrgJ93r2VrY0HRXHckSJjcwWhonIiqFRfbi9/779fjpRfq0Nxsos+R5XjsoV2QTDqLT8IwsHBxGoMf2w3ptIFrblmL227cBX/4bSecdckqNDRaM0e7PZfYdRy3J3D+pL+gV69e2GOPPdDzwJWoxCNoXPUUzKbfwoTpWtTFudYvdYcKmf+Wa+FzCSryWVjHfJadIOtOjqLGUbZp5CdcX3M6Qajj7yPIbJHfPIif8+XJ+t63ZK5N4sIbZiEWr5RtplL85kfRD7K/pRVooGsKGtU/Uac81zMuwSVZZeYK5LQT/L0YBvicdYwgX5ywGzrddCrs3QzSTrKNmF1+qNao2ySDn8dEzQtrSyCSw598Rk6Y+TiUCX3A9VI0Nuf8nOuZbwMOh3i/VKeN3O814DXr7G82/mS185/paB1la10Q4sGUu1/kd+Y+JNLTWkZtX1iCYiNERVyvGbqmzmHrktWRr2k7m8/YvMULlkGCcphnl4T3gML9vWM6XcixQJQGJEzuQDQ2TnRtjJYsTOPjDxswbOiu2Kk8iXv+uBnvDW3AlZc5OR132WMS9t33FJx+wXJ88MEHOOBHj2Dq3D2wdPMjmDz1CJTv9iba7dnXU9ddd92F+3/5KrbULcNZF6dxxOEpZJG1tZBBhDGnEycqlsNSdk0CCaUJLb+BkwmS7HvpwiLZwPEbnwwsra/MjIffH/md/PPfs1Nc7Umau0wW7dbeZCjaJmsX3+6MaboC0UgFY0Fr4leHuJlKQH7Pzobb+bXs+cp+40ccJqVhUZUn2+ypNuGGxvc6bxb/nsjeibDwplCiyazo5yz+ztu2CPi8mzrm5VE0fUyYDtte/l1UjVXdecKJrqzX7rg35zy6Zo5+GPCxlGAXCHXxZcrKz9oFq9uiu8Fn2sgEhDmERbcR5j/xeaksT6zvnENe8V3UOdDiNZD2Z9zvnHnYukY2j/r5TwOSg6IIB22680yhxqrsIMbv/REPmj347A3iMmt3xUSAXFDlLQH4tdpPE637/FT7JWLHgYTJHQg2L2TqTdx8yybMmt2M9euzOOWU9ei0cwL1DSb26JJEKjfFpYwkNgMwcj/s378/HnzwQXz22We49957cfzxxyvruvnmmzFrRjUaGk1cfVkH9Dq8HBnTESTFhcqEiWYz6/HR8kOcBNliKQs6w+pTCZIirvo5sw0Z4j7EpXE0rIm7wmcjoEJmPpgyEtJNQTCKvGuA1km/33e8oBdYsGJhNeAI2wx2/6xs2T2LkVQzpim9Lui5iyf3Yfo3bo0hK0+1sfCrTyeMhuFTNoP1YxZZZxxKfmKd5HvHKdtMyw56ZOM/CcOzseLft7BaeP6ARGW+zd5NP9jXss2XCtbusGZ70vsSuiropJ+fi5IwtCIN81YLopk/+16nXuv3ekTdaAbVw3+vMu/0YrqF1Nyhlzgf+cGsVSq4++LHr60hEue/3D9VB42yMZGEEdJPMiG9PmPKLYT85kpZ//Fjh42lMBYVYlA9bYsQuA+lLPwta/jDSc913IUpydhRYsr/cEXXlrXJUM8rYQVlTzu5ccW+ShqG732x/oxy8CTbLxE7FiRM7gCsXWkF2zFwFwDgi7FN6LZHEmeeVoE1a7K457ZO2GVnZ7prv2eV8+OqKixfvhwTJ07ECSecgF69euGKK67AnXfeKa2rcdX+AIDnH8sC2AsZ04rS6pfOg9dVyswxg33GrLJTRtL+LIusS6j000gGwTbAvKZApsFTLZmiWWaQQOm3oRAFZh28aTDUGg/dNgGc+Qz8fVT56wHFwgr5BjDofsVT9CgBkmQbH9mBRLFwNjzRhVTVb9n2RvW92I9R3xu/oEGq8S9+zsapbHzp1i/+mxEkHOlcpzIb1wmYJCOMeTbrK1kdTMDX8bn1q4OvSwfxYCGfMv3mR796+Oel227H0sAt9IlBRfzcI0StO4Bc6gd/LR4/9wUdPkQRwNncqbLc0A10p7InEvuYCZLFNMkPEmTYOiW2yM8KR/fd4f3I+XefL1NVl1/5+Wj1RF9F9m/m3xhUts6zi7qXItouJEzuAPCLJQD0PCSFP/9tC8rMBMZ8UY87bu6MBBKo3ZjB1u1ZHLSn+/c9evTAoEGDcP311+PQQw/Fr371K2VdWbhzRDYLHkmqRcmA4VlMdc37knALkWIbWLsYuoKUzOdSdnJvT9ZC++0JXWNDbUh+z2vJjJwYwATmMEKOnyDP2q3SAvHtlWEovksYhrZWRew/XoAMs7CxPgnaIMm0j+K4KqQQ6WeCahRhI8an4RGRafPDmgUnJIKMKJQmDe5AI/cfmXAke9/CtCWOa8W5yc+MyxXsxUcA0SGo32UbQ3ZYILY3TDtUQiqrM6hNgN5m2FfQCtj06rZD93N+bjIgmY9NnzI5DZkY6I3/zi6Xuy/2zotznwr+kCuLrK/ZqkqA5OdJ2aFu0HPJmiZSRkJL46hDnOaqfs9X54DBAFBhODYSYdrmG9hPeuijP6+IqOI7sDHHr6lsjLUzyuxn4neYqPPcgsaIzmdE24KEyTbMxpp9cqZO1sRhwECy/Hgcc/IaTJtRixEjRmDS9Adx7NmbsPvuuyOVSmHQoEGuMrp374558+bZGkdgGrD5MDRu9tYnE+JUmx3RuR/wTnBh/Qd0F68oGzw9h/Tge3VdbxjS62T9kM9U7NnIyzbBypN+9T0E+gxyH4tmirLnz8yrmRDpJ0iIeUp5VGau/EZNJ5VKHAKlXz1iOwuX6c2NXz0ybb7f2DDhNmvjxwTf17z5sa39ZOUaxfev0fV3lc9N3k28jHyOBFT9HjRXuOt3PCf92yvkGlZsfE2fAyfZcw8mvHYjrtQ3st+xscz+Fg8To2p4kzBc3/ECt9hvumueFcwq/1Twsnk4aNyx+Tko2FIhx4G0TqXVUO5dCTigkM2L+c5Lqj7l65K9p0F7GbE88Vnw9crqUpk961qi6PZL3HEFiNKFhMk2yraa/ezNOSNZbvk41tTUYNddd8U111yDTp064bnnnsOwYcNc1zavOsD+d1orG5tcmyNqfwy4nfwBwc8nQJCQCREyIZaVxdqlK0SIESj5z1WIG05HSHTuVSc8PX+dTNBwbebCnvSZci0ca0uQWafeplUkKzxnt9DI6jW4f5fZAmXARsTM2mNBZwEUNZ2eFDDiSS9nJq2Cb7eqTv82+Ws68iGoDL+28ffONqzqlAqGZ54BLA06X0fC4DZIprtufzFHT3ALwrvZkr+bIrJnHLSJF9+pKCSR9J1zUoa8DbL7ChQ6TL3+VT1rvm5Vuxj8Pfn58jH8npsfMqsDps0Tv3fKtu5PdoCg00N+1yQgn//49rYz5NuxrMSSQLZGyuYwGeLhjqwtKth7LfWt5doZauwr1iY/5HsNfzz7IY2xpbNfCFsmj+o9Ze9/kMAuq1d8x3h8308jG/IQQJ9SjEROxAsJk20Uv0lj5syZuPvuu5FIJJBKpfD0008rr80ixORiOIuXn8+WuOngP7PNgmBqb6oTSLhyLokbUFU+JmlZimvZ5/wCLQomYp/L7lVWh/h71X3nYwIp1sn6yNOWgLbJvlMtePziyG8/ZP0EAGVI2kJkxgx3Wi27Fz/8NJusvCBUGvU4hEE//ARt+yRYcY2tgfE5rJHdu6xvE7my+AOQhKJP+M+YYMmfwqtO5MUxFBeqd1N2Xdi6w4xD/8q974AB/3lA975k9fgfGKnnAf77wH7i6vITdqLen6ydvICjEqz5QwPVIVGQn3EQsnLZ80wZyQjWFtHnMNX7DPjP9c57Gv7QMUxbApG8G6o2BI1du0jJ2AoyCw3a8yj3ABptCuoXv70KX77u/YddQ3lkhx3Wf/XqJlo/JEy2IczmmZw5qoO4cezXrx9O73Ur98kVaF7l/k3QQiVDvoHUn52CTlrzaUfYtqjaoLPhkn2ucy9RhZCwvxMFBlX7wgjzOjgbc2+5BoxgbaRWW5x7CaPdzkcALLTwCGhoakPgZ+bKH+b4fc+XFWkD6Rp/8n8HtVEF3/aw9xNUZ5j3OGgcynC3Xb451YGv068doQ4LYyDMsw7Wrsc3P/GHBmEPEMLPf15rjeA65M8uKrprUpRyoxC2LcUas2E04N7vgvtC9p6GLUP123wJUzdpHgnDbIFohURhMAxjHYBlLd0OgiAIgiAIgsiD/UzT3L2lG0EEQ8IkQRAEQRAEQRAEERrSTRMEQRAEQRAEQRChIWGSIAiCIAiCIAiCCA0JkwRBEARBEARBEERoSJgkCIIgCIIgCIIgQkPCJEEQBEEQBEEQBBEaEiYJgiAIgiAIgiCI0JAwSRAEQRAEQRAEQYSGhEmCIAiCIAiCIAgiNCRMEgRBEARBEARBEKEhYZIgCIIgCIIgCIIIDQmTBEEQBEEQBEEQRGhImCQIgiAIgiAIgiBCQ8IkQRAEQRAEQRAEERoSJgmCIAiCIAiCIIjQkDBJEARBEARBEARBhIaESYIgCIIgCIIgCCI0JEwSBEEQBEEQBEEQoSFhkiAIgiAIgiAIgggNCZMEQRAEQRAEQRBEaEiYJAiCIAiCIAiCIEJDwiRBEARBEARBEAQRGhImCYIgCIIgCIIgiNCQMEkQBEEQBEEQBEGEhoRJgiAIgiAIgiAIIjQkTBIEQRAEQRAEQRChIWGSIAiCIAiCIAiCCA0JkwRBEARBEARBEERoSJgkCIIgCIIgCIIgQkPCJEEQBEEQBEEQBBEaEiYJgiAIgiAIgiCI0JAwSRAEQRAEQRAEQYSGhEmCIAiCIAiCIAgiNCRMEgRBEARBEARBEKEhYZIgCIIgCIIgCIIIDQmTBEEQBEEQBEEQRGhImCQIgiAIgiAIgiBCQ8IkQRAEQRAEQRAEERoSJgmCIAiCIAiCIIjQkDBJEARBEARBEARBhIaESYIgCIIgCIIgCCI0JEwSBEEQBEEQBEEQoSFhkiAIgiAIgiAIgghNWT4/7tKli9m9e3e9i5uagGw2n+qKRyIBlJfLv2tN9xEXfv0BROuToDLzLb9Y6NxHPu0vdPmtjTDjJh8K0aelNOZ3xDkuythprX1RSmNNpJTbJlLstsrqK6Xn09LPIwq0hsop5fmwEHvOuBDbVspjJ+b90pQpU9abprm77Lu8hMnu3bvju+++07t4wQKgY8d8qise27YBBx0k/6413Udc+PUHEK1PgsrMt/xioXMf+bS/0OW3NsKMm3woRJ+W0pjfEee4KGOntfZFKY01kVJum0ix2yqrr5SeT0s/jyjQGiqnlOfDQuw540JsWymPnZj3S4ZhLFN9R2auBEEQBEEQBEEQRGhImCQIgiAIgiAIgiBCU/LCZFV1NQ47/fSClf/j888vWNk6FPr+Cl1+a2TT5s146qWXWrQNf3nsMfxr8OAWbQOP6j0IGj+l0Jc7MqX4fodtU9zvQqHn9DDldzzwwNC/YZTisyXCEcfY3rRli2eOjTrG+fa0lvFVrHa2RH+09P4zX/Id33Hff9Ty8t3HhBk7bE0odD3FpuSFyUIzYfjwlm4CUWQ2bdmCp155paWbUVJEfQ+i9qVpmsiWqtM60aop9JwepfzWss7Qe1l6yObY1jKedgTyeWd25OdomibGDxsWa5nF3scQDnkF4AnL9ro6XP7LX2LFqlXYsHEjKtq1Q8cOHXDckUfiqYcfRjKZlP4unU7jp7fdhqkzZ6LnQQehsakJNWvWoKGxEbffcANuvuaawLr/9u9/47X338fuu+2GfffaCzPnzkW7du0wbdYsDH7kEa0yGFXV1ej/05/iqF697Dadc/rpeOa119DU1CS9H/ab4/v0wYTvvsMxRxyB6y6/HH946CEsWLwY/a++GstWrvS9v6rqapxzzTU46dhjMeG777B3t244vk8fvD18uH1fR/XqhbtuuUXa7rOuvBJff/stunXtint//WtpuR988gm219Wh96GHYr999rHK0+ibBx59FLt26oTf3XQTLrz+enwzdSoA4K933YWzTz3VW36PHtjv4INx1FFH4a677tLuc77/qqqrMWPOHDQ3N+P3v/wlHr7vvsByAODehx7C4mXLcMRZZ+GsU07Bo3/6EwDgwuuvR3VNDRoaG/HTiy7Cq++9F9zXIcbNg//9L15+91107dLFHoNvDhtmP2e+n1idHzzxBNprlM2/W5lsFn+6/XY0p9MY+MILyjHJ0/HAA7Ft4UL7b9YXW7Ztw7Zt23DT3Xc7bXrhBbRv317Zl6+995603qrqavS7+mocd+SRmDJzJka8+ipuf+ABu8913+ViIXvP/eYe2TO44oIL8moDPyaD+mfJsmW45KabsPNOO2Hb9u15jSt277vvthu+nT4d7du3x4lHH42aNWswa/58nHvaaZgwZYp3rsjNPZlMxjVm2pWXu/pt3YYNrnfhqF69Qt0r30b++bwycCC69urlGsv5ItazcOlSbJk/H5Xtdd5MC/H90iWoH6XP9oUXtOYM+/5WrEC/m26K9F7y8z4A3P/II+japQvGTpgQy3tdtWIFBtx6K2Z9/jkA4F+DB2Pb9u34y513eq+VrBHnnHYabr7nHuzdrRtef/JJfPnNN67fq9blPz/2GNauX4/XH30Ux4YMYBFpnufmVJF7H3vMM8eGGU98e6qqqwEAL779Nn560UX2NWzuePaf/8QxP/qRsqyqFSvQ/+abcXyfPhg1bhya02l02nlnbN++HR07dMAbgwbh2COPtK6V7FfYfVZVV2PAtdd6nusvLr9c+gyXLFuGnQ46CF06d8ZRvXq55mF+rY66fxF5/Jln8KdHH8Xe3brhtB//WLqfi2MtU627YcpQ/cav//NBHN9h5m6x36qqq7F90aJI7ZDN/6PGjXP1p24fyPYxqjH6l1/+UtoeJqeMnTABDQ0N2GevvXBCnz6++64oz5uhs95/MGoUtjc0oHfv3thvv/2099tRKKpmctTYsdirWze89fTTOPKwwzDpww8xfcwYJJNJvP7++8rfzV+8GLdeey3mfvEFdt5pJxxzxBGYMmoUvhsxAgNfeAEbamt96/12+nS8N2IEZowZg5GvvYbvZszA5eefjymjRqGyfXutMvzalDVNPPbMM/h62DDf+1lUVYU7f/lLzPvyS8xbtAhvDBuGIc8+i+Z0Gtvr67Xub+HSpfj1tddi9tixyGazePndd133pWzvokVYvXYtJg4fjtmffy4tt+/xx2OvPfZA/759cd0VV/iWJ3L9lVfilSFDAADPPfooKisr8W2u/Rs3bfKWf/HF+pGAFf3XfZ99sHXBArz6xBMY9NJL2s/wkT/+EQfstx+mjxljC5IA8MJjj9n9/tK770buaxlTvv8ebw0fjuljxmDEq6/iW24Mfif0E6uz0847471PPtEqn71bMz79FLM+/xw//MEP8Pbw4YFjUgXriw9ffBGr163DTy+6yGnTiBH2dWJfzl240LfehUuX4tbc/e23zz6uPo/yHhaaMHOP+Az6n3Za3vXr9s/8RYtwyU034aV//xtDn3sulnG1cOlSJBIJbJ43D/v/4AdYXFWFqy+6CJlMBtWrVvnOFWJ9551xht2mfzz1FF5//33XuxDmXl33LTyfp15+WaNXw8PXYxhGweoR8etH5bPl3s8w9UR5L/l5P5vN4q3hw3HNxRe32HstrhEfjB6N/ffbD/964AE89MQTWr95Y9gwjB82zPpNSBO+yPO8zzN75M47petVlPakUin87qab7DUuk8m45o5jjjgisMxFVVW4qH9/HN27N/bbe2+cevzxuOjcczHgzDM9fRxlbMqeYX1DA+7/7W/Ru2dPzzzM1up89i88Iz79FH99/HF88d57WDB+vHLtLMRaFqUMv9/EMTfwTJk1yzO+w7ab7zfDMPJqjzj/Nzc3S+sL6gPVnjBsW849/XQcdfjhOP/ss/HzSy8N3HdFHTM6633f44/HXl27on///rjuuutC77fDUlTN5OEHH4w7/+//UFVdjWmzZuHMK68EANQ3NKBrly7K3+2711448ZhjAADXXHwxbv3jH/Hexx8DAKprarBw6VLstuuuyt9//e23uKBfP1RUVKACwE/OOgvjJ09G7zPPRH19vVYZfm3ap1s3jPj8cxxz7rm+9/PDfffF4YccAgDoedBBOOOkk2AYBvbcYw9s3bZN6/5+uO++OOKwwwAA7SsqsP8PfuC6LxnrNmzABddfjzNOOgk/v/12ZbnramtxQb9+qGzfHmvWrVOWJ6P7vvtit86dMW3WLDw2eDA21NbivJ//HNU1NaiqrvaWv2EDfvKTn2iXL+u/bXV1OOKss9DU3IztdXWhn6HIwBdewNCRIwEAq9aswZ5du4buaxVfffMNLurf39ZmnM+NQQCufmJ1HtWrF6pWrtQqn71bf3jwQQw480zMmDMHU2bODByTKlhfNDU1IWEYqGjXzmlT7nRbxmfjx/vWu98+++D4o47y1MP6IN9nGDdh5h7xGZx83HF516/TP+z9fv+553DoQQfhL4895vpN1HG1a6dOWLh0KY4bMADLV65Eu3btsKKmBvvutRdWr12LG6++WjlXiPW98+GHeDpnRrRy9WpcfeGFrndB915FxOcz8IUXAu8rCnw9Zckkxk+erLQAiRO/flQ+W5/3U0XU95Kf99esW4cje/bEbrvu6hmDxXqvxTWiz+GHY+7ChTj84INRVV2Nk449NvA3bF0+/OCDtedfRuR5PsIzi9KebrvvjsefeQavDhmCVWvWIFVW5po7dPjhvvuietUqTJ05Ew0NDbaVWf++fT33EeU+Zc/wm6lTcflPfoK3PvgAv73+etc8zNbqfPYvjHUbNuC6O+9Eu3btcGNOg6NaOwuxlkUpw+83cY+zr777zjO+w7Zb7Ld8EOd/drDFU6x3bd+99sLGzZsxZeZMVFZUYOioUei2++6++64oz1t3vV9XW4sLzjgDlfvuizVr1oTeb4elqMLkQQccgKmjRuF3f/4z5rdvj4vPPRcP3HFH4O/404vps2dj3YYNqP7uO1S2b4++l16KhsbGUO1gD2322LHo2qsXjjzssNBl8G0yTRM/2GsvTB8zxvc37XIbcgBIJBJol0smahgG0pkMgOD7E8vImmZgW3fZaSd07NABn3zxBb7/9NPAcpPJJOobGgLLFbnxqqvw9//+F19OnIgXHn8cF597Lvpeeikam5q85WcyVkLVEPBlrF2/HlUrVmDqJ59g7fr16HnaaaGfIc+4CRPw6VdfYeKHH6KyfXscP2AA1qxfb3+v29e68GOQPQ9lP2nA3q0Rn3+O//fPf6JDZSWuvewybdNfHr4vxL4NGhumafrW26GyUlpP1He50ISZe8RncMZJJ2nNbyp0+2eXnXbCD/beG+MnT8ba9es9v4k6rsrKyuxn+Yvf/Q4DzjwTR/fujZFjx6IxYDzw9VVVV2NRVRXmffklKtu3x49OPBHpdNp1/eKqKsycNy/0WBBPtvM96W7pekT8+lH5bCPM3fm8lzdedRVeeucdrF67FtdfeWWs73VZWZnLH60h4N7E9bF9RQWy2SwSiQTSmYz096p1mf0mH7Tn+QjPLCzjJkzA8pUrcdv11+OPv/kNjh8wACtXr7bnDl1hsl27dvY8v2rNGgw480xcOmAAqqqr8dnXX3uuZfD3WZZMKp+r+DzKUykYhmE/D3EeFtfqfPpzl512QiKRwA/33RcjX3/d99q417IoZQT9phjjLOzczfdbvujMw1H7wG+MqtrC3ouzTj4ZT7z4IoY+/7zy+qhjJtJ6X1+vccf5UVQz15rVq1HZvj3uve02pDMZTMypXWs3bsSyFSuUv1u+cqV97cixY7HH7rujsn17zFu0CJNyvnl+nHjMMfhwzBg0NDRg2/bt+Prbb9G+ogKV7dvDNE2tMvzaVLN2LTZu3oy1uQkt6H5EalavRl3uYYe5v+777osFS5bY9/XRp59KrysvL8fdv/oVajduxLBRo5Tlsn5qTqfR1NSkLE/FReecg0lTpmB7fT0u6NfPU4+n/I8+ClU+T1NzMzpWVqKyfXssrqoKNUnu1KGDrQlmbN66FZ132cXu92mzZ7u+1+1rFaccfzyGffIJ6uvrsXXbNoznxqDuOPaDvVvXXHIJ7r7lFjQ0NmLIRx9FGpN8XwT1rdiXZ5x0kna9Yp/n2weFIMzcIz6DqTNn5lW3bv+Ul5dj6PPP45UhQzB8zJjY+rRDZaXrWW7dvh0rVq0CAFS2b689V9Q3NrrG+vKVK/H1t9/a78KHY8agvrExUrv55/PGsGE4KXdKHTd8PelMpmD1+CH2Y6Hel7Dv5UXnnINRY8fi2xkz0K9v31jf6z122w1r16/HhtpaNDY2hp53d9l5Z6xdvx4bN29GNpsN/fuwFGKel61XUdqzeu1abNqyBeWplL3GlZWV2XPHG0OHapfL5nm2NtRu3GjPDTrssfvuoZ7r8pUr7flUnIfZWp3v/gWw5tLXnngC4yZOtC0AdNbOOMZ8lDKKvYaecswxrvGdz9wdB+L8nwypoGDI3rEoY3S3Tp0w5KOP8Pxbb+GkY44pyP5Hd70/8Zhj8OHYsWhubs57v61DUTWTM+fNw91//zsShoH27dph8fLl6HXmmUiVlWHQgw9iv332kf6uxwEHYNDLL+P6O+9EjwMOwD577olDTj0VPQ44AMf36RNY7zFHHIHzzz4bvc48E3vsvjuOPfJILKqqwiGnnorGpiap6UsQfJsOPeggPPbnP+Psq65C1jQD70dk//32w4baWvuedO9v3732Qo/997fv6/BDDsEuO+0kvfbCfv3wv9dfxw133onehx4qLZf10+PPPIPK9u1xdO/eyvJklJeX49zTT8dnX3+Nw04/3dN+V/nt2uHoE07ALrvsol0+z97dumHj5s045NRTse9ee6F9RYX2b3fbdVeceMwxOOz003HOaafh0T/9Cf379sXgV1+1+/3Inj1dp51h+lpGn8MPxxU/+Ql6n3UWunbpglOOOw4z5swJNY794N+tVCqFpx9+GIurqrTHJH/Cx/dFUN/K+vLv99yjVa/Y5/n2QSEIM/fInkE+hOmfDpWV+Ojll3HGFVcAQCx9WtGuHf50++04+6qrsHzlSnz5zTd4LOdP0r59e+254uADDsDXkyfbbfrx0UfjR/vtZ78LxxxxBA4+4AB8sW5d6HaL8/Cvrr0Wf37sscj3rFOPaZr41bXXxl5HEGI/Fup9CftelpeX47Qf/xiddtkFyWQy1vc6lUrhgTvuwLEDBmDvbt1wsE9wGBllySQeuOMOXHj99VhfW4vLBgyI3BYdCjHP79a5s2eOjdKeLrvuil122gmPPvUUxk+ebK9xbO4466qr0LFDB5z/4x8HlnvoQQfh7/fcg1/ddx8mTZ2KLrvuiv+Xc6HRIexz7XHAAXhlyBAsXLoUP+re3TUPs/vId//COLp3bwx66CHcdv/9+MegQditc+fA/VzUMa9ad3XLKPYa2qdnT9f4zmfujgNx/k+lUpHKke1joozREWPHoq6+Hh9/+ilmzJmDN4YNK8j+R2e9P+aII3D+6afj8ccfR2VlJY4++ujI+20dDDMP072jjz7a1HbqXLAA6Ngxcl35si0Xbayuvh6nXHwxnv3nP9Hn8MMVF28DVCYfCxagauNGV5SnliTUfUUt74c/VPcHYD/bbDaLPv364d1nnsGB++/vX/66dTjlhhvw7LPPok/QS9TCY4cRqW+A/NrvNxbjKB/Ahtpa9OnfH8smT45cRtHQ6Y84KMR7HqbthR7zAXOcTt1xzz1hEaPtBRJl7JTYfK9NEceazrzfUm3Lm2K3VVZfsfsghrmhpWiRNToiLb7uRpwPi9JPQW1ryXlZbFsJvxPb1qxBxyOPRF1dHU455RS9/bYPhmFMMU3zaNl3RdVMtiQ333MP5ixYgIbGRlx72WVF3fQUkrjvS1qehonNnAULMODaa3FR//6+Gwq7/Pp6XHvTTXkN7GITtW9KmZrVq9H30kuLEkyEaFu01TmV0Ed33ieIYtBa1mhad4licPMDD2BOdTUaGhpw7bXXFnS/vcNoJkPRik/mCoLGKVHoPmlNp9N+FFpzWATNZKuiiJrJ2Pu0lMb8jjjHlfJJfNyU0lgTKeW2iZBmsmXbEge0hsop5fmwEHvOuGhFmsm490t+msmiBuABrFxsPU4+GT868UQ88uSTnu8Hv/IKDj/jDBxx1lk46cILMWfBAgCWSVP7Aw7AEWedhSPOOgu3/OEPxW66i6j30dTUhOvuuAOHn3EGep95JsZNmFDspheMoD4BgHeGD8ehffui53nn4eqrrwYAjB07FkcccYT9v4qKCgwbNix0+ao+nzxtmj1uep95ph1Gudjo9A8AvPfxxzD23tvOkzV58mS7b3r37o2hikAJrb1/So2g/vxy0iT06dcPZT/4AYZwzu3TZ83CCT/5CXqedhp6nXkm3v7gg4K1QfVMAeD7OXPsdhx+xhmB0ejC1MsQxyoAPPzEE/jRiSeix8kn45Nx47TrLGXa+rsV9f421NbitEsvRccDD8Rt99/fIm17/JlncGjfvuh15pk44/LL7YAXY7/+2u77I846CxX7749ho0YVpI1h2qvqy9fffx9HXHCBPdcnEglMnz49rzKbm5tx7e234/AzzsAhp56KhxW5NuO8P4Y4NxRjrORD1HEGAH948EEcdvrpOOz00/Oa71sDpTQXttT6GKUtDNmaCVgBfDoeeCD+FTK3balQVM1kpn17HHTyyRjz5pvYZ889ccy55+LNp55yhaTesnUrds45TQ8fPRpPvfwyRr3+enj/GAnNGRP16Sx2bpf0vzDgZC6f+xj00kv4bsYMvPjvf2Pt+vU455pr8O2IEUhEjEJVFDROiXT6ZOGSJbj8llvw+TvvoHNZGdZ26oSuXbu6iqqtrcWPfvQjrFixApUshHSefV5XX4/yVAplZWVYtWYNep91FmqmTkVZWQxW3pqnnjrtB4Ct27bhvJ//HE1NTXjywQdx9AEHoG6ffVBeXm61f9Uq9O7dGzU1NU77S7l/4qZImsnM3Lk46JxzfPuzqroaW7Zuxb8GD8b5Z5+NS3PBPRYsXgzDMHDg/vujZvVqHHXOOZg7bhw6JZOhtBz5PNN0Oo0+/fvj1f/+F7179sSG2lo7QAoA337UuXdAMlZ798acBQtw1a23YvLHH6NmzRqceeWVWPDVV069LUnEk/hW+W6FuFed5626v+11dZg2axZmzZuHWfPn48kHHyx628Z+/TWO69MHle3b4+mXX8a4iRPxtrAhq924ET866SSsyKWT0CakZjKfscLXN3PmTFx44YVYvHhxXs/njaFDMXz0aLz19NOoq6/HoX37YtyQIei+776R7jmfuSHSWIkDjWeYzzj7+NNP8Z/nnsPI115DY1MT+l56KT57+237eZQsEebDfMZiqLkwpj1n5PXRD4lmMvL+rndv+7tLb7oJhmHguD594jN/bquaycnTpuFH3btj//32Q3l5Oa684AJ88Mknrmv4F3B7XV2s+bx+M2opej3zPTY1pIMv9iGf+5izYAFOP/FEAEDXLl3QaeedPScUrRGdPvnfG2/g17/4BTp36gQAHkESAIYMGYJzzjnHESRDlK/q88r27e0Jq6GxsWg54nh02g8Af/rnP/GHW29FBRdBtbKy0ml/Q4O0/a29f0qNyd9/H9if3ffdF70OPdRzEHTQAQfY/mN7deuGrrvthnUbNoRvQx7PdPQXX6DXIYegd8+eAKxodboCnc69A/Kx+sEnn+DKCy5Au3bt8MMf/AA/6t4dk6dNC33vpURbf7d0nrfq/jpUVuKkY49FBZfXrNhtO+3EE20B8fijjpKmqBjy8cc457TTwgmSUdob0x7nzTffxJVXXmmVmcfzMQwD2+vqkE6nUZ/bzO+ch0lePnNDocdKPuQzzuYsXIhTjjsOZWVl6FBZiV6HHIJRY8cW/R6KQT5jMe65sKXWx6htAeTvBQAMGzUKP/zBD9CzR4/IbWhpiipMrly9GvvutZf99z577omVq1d7rhv00ks44Mc/xj1//zsG/t//2Z8vXb4cR559Nk695BJ89c03oesftXgzAODez5ZHaL1DPvfR+9BDMXz0aKTTaSxdvhxTZs5EdU1NXu0pBXT6ZMGSJViwZAlOvOACHH/55RglMTl66623cNVVV0UqH1CPnW+mTrXNGQY/8kjRtW467Z86cyaqV63CeWee6fn9N998g549e+Lwww/H4MGDPe1v7f1Taqxcs0arP4OYPG0ampqbcUD37uHbkMczXbBkCQwA/a6+Gn369cM/n3pKv16Ne1eNVd02tyba+rulO9ZV91cKbWM8/+abOOe00zyfv/XBB7jqggsK0kaefMcK4+2337bXwXyez6XnnYcOlZXY88gj8YNjj8Vdt9yCXTt3jn5/ecwNpUw+46z3oYdi1LhxqKuvx/raWoydMKFN7Olk5DtXxDkXttT6GLUtqvdi2/bt+MegQfjz73+fVxtampK0rfz1L36BxRMm4B/334+///e/AIA9u3bF8smTMW30aDz+5z/j6l//Glu2bo1U/pbGTJzNVSK7j+uvvBL77Lknjj7nHPzuz3/Gj48+ujRMwIpAOp3GwqVLMW7IELz52GO46aabsGnTJvv7VatWYebMmejXr1/kOmR9DgDH9emD2WPH4tsRI/Dwk0/mbR8fN9lsFr//61/x2AMPSL8/7rjjMHv2bHz77bd4+OGHI7e/tfZPa2TVmjX42W9/ixcff7ygZuyyZ5rOZDD+22/x+pNPYvywYRg6ciQ+++qrWOoLGqs7Km393VLdX6nw2nvv4bsZM3D3r37l+nzVmjWYOW8e+vXt2zINk+DXl9988w0qKytx2GGH5V3m5OnTkUwmUTN1KpZOmoTHnnkGS5Yti+0+RHaEuUEcZ2efeirOPf10/Pj883HVrbfihKOO2mH2dCpKaS4s9voow++9+Mtjj+GOm25Cxw4dClZ/MSiqMLl3t26uE5sVq1Zh727dlNdfecEFGJZTFbdr1w677borAOCoXr1wQPfuWLBkSWEbrCCf+ygrK8O///pXTB8zBh+8+CI2bd6Mg9pASHWdPtlnzz1x/tlnI5VK4Yf77ouDDjoICxcutL9/5513cNFFF0kTz+bT5zyHHHggOlZWYtb8+aHuL1+C2r912zbMmjcPfS+9FN2POw6Tpk7F+dddh+9mznSVc8ghh6Bjx46YNWtWqPJFSq1/So2999gjVH+KbNm6Fef9/Od48A9/wPFHHRWtDXk803323BOnHHccuuy6Kyrbt8e5p5+OqcKYUdYbcO/KsTpjRug2twba+rsVdqyr7q8Q6Lbt0y+/xIMDB2L4Sy+hnWBG+c6HH+Kic86JnNA8VHtjGCuidU4+z+eNoUPRv29fpFIpdO3SBScec0xebjX5zA2lTL7j7P7bb8f0MWMw5q23YJpmm9jTyYhrrohjLmyp9TFKW/zei2+mTcM9Dz6I7scdh/889xweeuIJPPnii5Hb0lIUVZg85ogjsHDpUixdvhxNTU1464MPcP7ZZ7uuWcgJiB9/+ikO/OEPAQDrNmxAJmNpFJcsW4aFS5di/x/8oHiN58jnPurq67G9rg4AMObLL1FWVuZx0m2N6PTJhf3729Fr19fWYsGCBdifm3TffPNNqYmrbvmqPl+6fDnSactPdtmKFZi3eLF/AIICENT+XXbeGetnzULVN9+g6ptvcHyfPhj+4os4+vDDsXTpUqf9y5Zh3rx56C6YTbb2/ik1jjn88MD+VNHU1ISLbrgBP7/0UjsoT6Q25PFM+516KmbOm4e6+nqk02l8MWkSDj3wQL16A+5dOVZ798b5Z5+Ntz74AI2NjVi6fDkWLl2KY488MnIflAJt/d3SGeuq+yuFtk2bNQu/vPdeDH/xRXTt0sVTxpvDhhXFxBXIb6wAlgbjnXfesf0lgfyezw/23huff/01AMtnbNLUqTj4Rz+Kfn95zA2lTD7jLJPJYENtLQArQuj3c+fi7FNPLWr7i0U+YzHuubCl1scobfF7L74aOtT+/Hc33og//uY3uO266yK3paUoqvNGWVkZnvz739Hv6quRyWZx/RVXoGePHnjg0UftjciTL72ET7/6CqmyMnTeZRe8/J//ALDC8D/wr38hVVaGRCKBwQ8/nJftf0vdx9r169Hv6quRSCSwd7dueHXgwBa5h7jR6ZN+ffti9Bdf4NC+fZE0DDz66KPYbbfdAABVVVWorq7GqYpJOJ8+Hz95Mh4ZNMgeO0899BC65LTcxUKn/SrGjx+PRx55BKlUymr/U0+hi7Bpau39U2ro9Oe306fjohtuwMbNm/HhmDH482OPYfbYsXjnww/x5TffYMPGjXjpnXcAAC/9+984IqTfZD7PtHOnTvj9zTfjmHPPhWEYOPf007V9mPIZqz179MDlP/kJDj3tNJQlkxj04IOt3uSrrb9b+dwfAHQ/7jhs2bYNTU1NGDZqFEa/+WZsB6Q6bbv7b3/Dtu3bcdkvfwnAEqCGv/QSACvicvWqVTj1hBNiaU8c7fXryy+//Rb77ruv65A1nzJ//Ytf4Lo77kDP006DaZq47oor0OvQQwt6f34UcqzkQz7jrLm5GSdffDEAYOeOHfHawIEl5xcdF6U0F7bU+hi1LW2doqYGaenEnt0HWlEFf7xPR7xxsc8pRFtL2psvhUgg25oSV/tR6ITIlHDZTZFSgxSkT0tpzO+Ic1wpJ+mOm1IaayKl3DaRYrdVVl8pPZ+Wfh5RoDVUTinPh4XYc8aFJDVIyY6dtpoapFSYsGJbSzeBIAiCIAiCIAiiVbNDCpMEQRAEQRAEQRBEfpAwGYFM1sQH82uRzcNEmCAIgiAIgiAIojVTNGHyd1+stn0WS4H65mzk3744Yx1u/2QZhsypjbFFBEEQBEEQBEEQrYeiCZPDFm8tVlVajFu2JfJv19U1AwA21Kfjag5BEARBEARBEESrouhmrvPW1+PNWeuLXW1B+MeEGizf3NjSzSAIgiAIgiAIgig6RRcm+78xD/d9Xl3sagvGb0ZVtXQTCIIgCIIgCIIgis4OG4DnsYmrWroJBEEQBEEQBEEQrZaSFiazpon7PluOuevrYy970caGyL81YmwHQRAEQRAEQRBEa6SkhcmVW5rw5uwNuOmjJS3dFBeUEIQgCIIgCIIgiB2dkhYmW4PQRlpKgiAIgiAIgiB2REpamGSUmsDGt6c1CLwEQRAEQRAEQRBxU9LCpFlgSW32urrCVkAQBEEQBEEQRJuirolyzTNKWphkFEozed6b87Ekj0A8QOlpTQmCIAiCIAiCKAxfLVyHQx/4BBNXkVIKaEFhcktjJvCaOBWTHy3YKP28tp5OFgiCIAiCIAiCCGbSkg0AgClrGtCQziKd3bGd3lpMmLw5RIRWIwb139B5tfkXQhAEQRAEQRAEAeDgp2bgmqGLWroZLUqLCZPF9lf8vGpLUesjCIIgCIJoSWaurUN9c7alm0EQbQoxpsukldtapiElQkn7TJoxGrru2ApogiAIgiB2JDbUNeMnb83HXZ8ua+mmEATRhimKMLlyU73nszCRWo0ChrmJw4SWIAiCIAiilKjLaSRnrKEgIQQRJyQ7uCmKMLm5rjnS7wqdGiSOOgwDaEhnYRajsQRBEARBEARBtBhsy9+8gwfeYbSYmWsYqb7UTgB4Tem01XU4+KkZeGnGuhZsEUEQBEEQBEEQxeK/0ym4J9CCwqSOIq81yfsfLdzU0k0gCIIgCIIgCIIoGiUdgIdRYopJgiAIgiAIgiCIHZ5WIUwWku9WbW/R+meurcO3NdvI55IgCIIgCIIgWiHz1nuDje4o7PDC5CNf18RSTlTt6U/emo/LhizEE9+uiaUdBEEQBEEQBEEUj/5vzGvpJrQYJS1MtiZlXb5N/XDBxljaQRAEQRAEQRAEUQxaTJjclst/pMUO4DS5sLahpZtAEARBEEQbozUdzBNqmjJZXDN0Eb6nvKFEiVHSmklGa5AlW0MbCYIgCIIgiNbHgg0NGF+9Ffd+trylm0IQLkpamKSgNARBEARBENEptVzdBNHaIenETUkLkwyjxPR+som5paPCqtjamMGMNaXZNoIgCIIgCIIgWi+tQpgkonPzx0twwdsL0JAO4aNKEARBEESbYMWWppZuAkEQbRgSJts401dbjtpZMhkmCIIgCIIgCCJGSlqYJPGHIAiCIAiCIAiiNGlRYTIowA77Nl/n8SUbKe0GQRAEQRAE0bohRQtRapS0ZpLhJ0vOWluH3s98j/V1zcpripWTx68NBEEQBEEQxaK+jcRK+HTJZqzZRvsrispLlCotq5kM+H7VVmfy2NyQxshFmzzX/G/aWmxuzGD88q3xNi4C94+tzuv3NVubMHNtHZoz8Z07mXSGRRAEQRA7HLeOqGrpJsTCjR8twaVDFrR0M3Zopiyrxbr6dEs3gyhRylq6ASo21qfxi+GLAVinMSe+OBvbmrN499IDccxeHVu4dXI+Wbw5r9//+MXZ9r8X3XYEyhLxHUOVWnoVgiAIgiAKx6I25OJTTRFpW5RLnp6IPSqT+ObGTi3dlJKAYlq6aWGfSfV3Wxozrr+3NVvmGpcNWej6/IP5G2NvVynwzpwNsZTTkLY6+X/T1sZSHkHsiDSks/jblytQ15wJvpggCIIg2hhr6mj9YwTFfNnRKFkzV/67+RvyO11rjY+8rjleX4eXZ6yLtTyeb1fX477Pl9PLRbRZXpqxDs9PX4fBU+hQhiAIgig+tMUqHVZsqm/pJpQULSpMfrpUbRbq5+tXyjkT1+2AQXguG7ECb86KR5NKEKXIsPm1AIBMtnTnHoIgCKLtQ05LJYBiK7CtacfU3raoMHnLx0sj/e6o/81EOsSmrpgv3uaG0hxIG+rTeH9ubUs3gyBaJfPWtx3fI4IgCKL1QkeapcudY5a1dBNahJJNDeKnfNzYkMGqrU14YbpjcqYKmXz1+wvxu9Gt7+Eu2BC/Cv33BR7kNMERbYEPZ9Tgls9qdtgTRoIgiFJh7fa2be1lmiaaMnpuTZQapIRQPItlmxuL244SoWSFydFL/COjnvzyHPzflyvtv1XC54QV2+JsFoDi5G56Z04t+SASRAvwmzenYdSy7bhsyEI0pLPoPnBaUeo1TROb65pRT0IsQRAEACuXeFvm+WnrcNCgGdiwA7pItWZIrndTFGGyMR1uc7R2ezMe+bqmQK3xMmdduMnqxenqYDbjqrbk2xybT5fGVxajsY0kMW5NbG/OopbyM7U65q6vd1k/AIXVvj8yah56/99oHPLAqALWQhAE0Xr4zaiqlm5CQXl/nuV+9M3K+BUfRPHh0/C9PGMdHh5vKb0yWbNNK4iKIkxe+eykUNdHEXjyUf9/V7M9+o8F/j5+ZfBFmqwpgHnHb0ZVYUmBck8t3bRjqvf9aGjOoOeri9HnfzNbuilEBJ4Rorf6zU0jFm7En8ZWR67r7W+j/5YgCKItsj3myPalyq0jq1q6CUQIVGIhL4r8+YsVeGaqtYc44MnpuP7DJQVvV0tRJM1kuMmg7cruLc/oJZtx+qtzC1L2hW/PL0i5rZmXJ1S1dBOIPNgs5Lt93scq4daRVXh15vpCN6mgVNfWFcWMnyAIIiwTqre2dBMIIjQjF20CAIyN0XKx1ChZn0misGwsgNnl1ibahIo0lfjGfGtjBlsayUcvTuLw8Wmp9Ecn/3Msbvq0eC4GBEEUhymr4rPAaimuHrqo4HV8sWwL6ncQbShROOatd4Jo/mpEtMwVrYk2I0yGSRVCAEfGZHZZ10S+gK2Zw5/5Hr2e+b6lm9GmiEM4f27WpvwbEpHxNZSMmSDaGpe8u6Clm1DyLN7YgGs/WIz7Pl/eIvU3Z/T2sRvqmzF3fcvM090HTqNI5xo8PWVNSzehqLQZYfLxSasi/3bl1qYYW7Jjsa3BLUx+vnRzm3YyDgv1BBGFeRvJ/5ggCEJkawEtaVjZS1po/s0E7J2YP97a7Wmc88a8wjdIwV+/XNFidZc6LH6L6lFm2qjiq80Ikyu3Rg9Wwxxkify5/sMleGPWhpZuBkG0GFsinNqu29qITRQaniCIAvLB/NoWqXfNtubYUl+0ZZPBIEGjVMSQd+e0zDhqTZiKp/XUd21TY9lmhMl8WVaCkUi/X9M6fRxqSNNL7MBUJMNPqwvXtnxgCbIoIIi2ze2fLEP1luLvdY57YRaOem4Wvl+Tvz/5+DYchOe1Vh7AbUdClUAiKLHEY3lYUZYybUqYXLMt+snXqa/MKbnN1Dut9PQnnzQtBFHqBJ0e79wuGbrMhuaW90FpqemvKZPF2gKkQSIIwkuTpl9eITj/7fmh9mmLaguTxkzFtNUte4C/jqxTWpTZ6+rwm1FLMXd9PQZ9u9r3WtVb1JQx0X3gNHy4YFPs7Stl2pQwObZqc16/N0gK2iFZva0J3QdOw5C58Zvnltj5BFGibCuBiLpsqBZ7Frxj9DIc+/ysNutLQhCEw3EvzNK+dlNDcQP8/fXL+PKEtyWq1peuldyE6q3oPnAa7s8jxzPjvDfn48MFm3DOG/Pw6MRVkTTpCzQOQJZuKu4hSTEoSWGSNuBEMVmcc7Z/b278muC1W4s7aTSks5gZQ2oKQs3c9fX4rmab8nuVr4QfpWAVwdqQKLI0+cniTQCspM6z19HYJYhC8vy0tS0+3+hGLVVR6NRJ25ozGDqv+JZhJbAMSOn7r3Fa1y3e2IBfj1haVEsTli7m9ZnrfdflKJz/9nxlpoh8lsnTXylMrveWpCSFSaJ18+S3bdPBOAoNRc5Xdc+ny/GTt+a3anOZhnQW/5u6pmTT/Qx4az4uHbJQ+f32OPKttsCts+4upiz5zpwN4FOxjmvDSZ0JohR4Y9YGzFxbvLQSmxu92sXBeaZN+NfEwvqdLdnYiDtGL4slZ3AQvEFcaa54+lzw1nx8vGgTLubS0DRnTJz12ty8LQd18FuXg1AdUFw3fLH08zVboisKTJ/6WiskTHJMXNF2HbtldB84rVUl5/3f1DU47nl9E5koTFm1LdbTLX6h2NaUQW19Yc12pud8PuriEGhaiKe/W4MHx9fgnTmtMyrwRws3hv6NaGL//uKtWL0tfCCrrGlGNg3L2prJwouTWdPE/WOrcc+nLZPPjSgsyzY1ovvAaa7E3bo0Z7I4+99f4KERbe/0vlRoLuJB3X++8fqe5RuEpFhRaevTxV1HVTPvM1PW4LCnZxTdBSEs23L7yRVbnLVr6aYGLKxtwB8/z98MtZCo8kN/tVwuF3xbFX6d59n/iel4dmrbUbyUpDAZdZr707j8ct/8uwSjLE1ZFa/aXmRDgYWbOHlwfA3WFMB8gk3Qpglc8u5CXDpkIdbHpNnjD5/6vjwHff43M5ZyZTz41Uos39L6I+my1Bp1koOO1dtLf7xGmb9kZmdPRNDwPzR+JY54dmakMPysCXGZuf7ukyrcqgjj/8WyLXhdErlwXV3pP18imFE50+X3I5gKDpmyAgvWbMOzXy7B1laaHH17Uya2VBilwtTlG9H9hYVYuCHcAUFr9oUudtNV1T38dY0tqBUblUn0urpmrYPLi99ZEHhNVGTmtFE1fneOXpZvc0Lz0PiaotdZKEpSmIxK/qdtpXfuM3d9YX3uovh3tTTbirDBKMQmZn2BBff/TXPypZ76yhz8bNiigtZXaMS38bGJNTj+7aUYN7808sKy0/HmjImTXpptf356911iKT/KbPTctHUAgCmrwgdMYItwHIrJrGli2PyNGLFok/T7xrR83pnRStMhEQ7NGRMPfx19k3Tf+86B25LNrVMgO+u1uTjquVnImibWbm/G1Ajvow4rtzZF9H8M/5vrXvwWQPggNa98H3+6i3zyirdmxAih3QdOa5mGADjmuVk44lnnXW3KyIVdJgSvyiPbggpZztFnpkTbHywpwfSArYk2JUy2RVraUT4qz01bizdmFSZn0mGDv4/NJ7Apk8XvRlcBACatdLTARgkeLIRFZZ5R6rAhL27AmKZu4GfR/SLi5PZPrJPMjQ1pl1lP1w6p0GXJAlJEGYHtktav9tqpPPRvWQvqFYJeGN6Y5W+irKph2moKwNPaOfLZ7+1/57t8XfBhdcEEsbhpSGfx5Ler0ZwxUZPbOP/nm9U49vlZLh+yuJiyajtOfHE2fvjE9NjLlrG53rqn8dVb0ZTJtngajWLQEvuvd+dsQO9nvpdqdJ/O09c0CjpdsL0pg4MGzSh8YwRkh6b/mBDtIKuVbrVLBhImS5yCD/AClf/3r1bij59X45qh8WjHqoRTo2OemxXJH0fk6+qtWCsxnWzNAWxaO5tzpjMfc1otXtiaunwTSomkIPVFMRO9613vQhylnO6d2gEAPlu6Gd0HTgulxefNgwZ9uzqvjdSaAH9Pv7JHLd7UKg7R1m5vRl0J5AeNg9XbmmILkJGPOd6UZV6z2O9bSXTqwTM34l8TV+EPnzl+wAMnO/6CcQcU43Mwvltk//KDBs3ARe8swLUftG7rF57hC7w+cLPXOXuMhnQW9c1Z/PLjJfhfgXzd3pi1Hnd/uhybGzNoVGj6RGq2Fta1JWjUvj17g9ScvRgWZDsa1VssX/RSPGAjYbLEeeCLFUXPtRQn46vj0Y7JAtd8tjT/zU+jIkT5ZXlEBQuss8hO/TqUUvCpofO9i/q4ZaUb5TNZoFwaU1dvDy1UscvZJlY8hPH9LTcsH524Css3R9+k8PtmmQ+L313d8vFSfLa09J73tqYM7h9bjTdmrUf1lkYc+/wsXPFeuHni+zV1OHzwDF+f7LrmjCe9z5ptzXhv7gaYpol35mxAQ8xzyPlvz8d1w5dg1to6qa/fI1+vxMFPTY+1ThkjZ3qDtbxfgJRNhYBp9Jdvlr9zf/4iv5gOInzwjrslgazWFMCsUOSLZdHXDZ25rcbnHlbFLET9dlSV57O/feWY9B71v5k45OkZ+GTxZjw4via2A6/FG51DgQbOKmT66jq8NGNd4O9//OLswGvyIeg+//DZcmm8ktZm29UaXL6YtVmxD490IGGSY3JMUTwfnVCDWz5eEktZgHXys6Mj8+OKw7frlo/lAULiQjZB9XhqBo57fha+jknQBtSaVN0gEFe9vwgT8mjP8s2NeSXiXbapEfN9Aju88r17UW0oYY1QXEq1mWvr8XqAuain7tx/o7wb4ljN5zYGfedsdP83NbwPy6wSzDf57NS1eH3mevzx82qc/NIcANYzOoIz6wzi/LfnY2tTFhNWqNea346qwk/emu+KLnjtB4tw55jlOOb5Wbjn0+U4+KkZGL88HoF7xroG2zpjwFvzMeCt+QAszesFb8/Hyq1NGDxlLRrSZsG1Dc+N987HrUUzyVC9N5/HcPgJWJv72vq0nR+Z/5znoa/D+TYWG535RSbgMf472XvwUAga01kcPngGtgsa98+rtuC452flnT6kQeFWcPXQRfjLFyu0NNqFDPYUdR0oQlBwJVHyXLYCYxinjSUoqZekMNkaTgj8GPTdGoxaHF9OHXEjHSel3tOmaWLRpiZpZM/WzJrtzfjp0EWxnW6OVWhyznhNHV5fPLm+eugi3PhhtEOQU16eg9PySMR76itz0O/1edLvtjVlPP6fc1eVhuaqeksjVgon5HHOX0s2hhPQ2XCKorgSfXTCrlefLN6E7gOn4aHx7k1slUJT48d/vlmNT3IRQUsFVZTATQ2ZwIiV25oyrk3n4lr1c/009y4zM7cvlm3BvA3W9eu5aLfXDJPnPwvDloZmXPChO2Q/C5Rx7POzMGNNHZ7mDgZU0XkZovlVmPE7bXl+ofZLBVXwq7j2fy/NWCeNCl7qa3ncvFWkQ/YJK7ZiqyTV1g0fLsGa7c0Y8Nb8guZQ/NfEYB/Ao56bhcFT1uBnMbkV8UTdotQUOEiSX1o7Pv6FLi31/qgCF8lgbXxz1oaScwUpSWGyrRDXwy5k5LIPJX4CpcSLX1fhzPeX4aeSSfLZCBqPUiPKpCdDNdI2Nag1Cb8e6d0YfhrT6XmcXP2+99mv3FS8pNt+nPzSHJz35nzXZ3HO8S9M1z9IWrW1Ka8oxPm6dLFUH573UlKuTh/NWFNaGim/Nl/jEzn5ualrcdjg722NHxBOq3LtB2qhMUrUXkZDcwa9/jJa+h1vDcNrSGf5JLsfKSQrB4DPqvQPfX7+/GTta/Ph8UmrWiQKZlyaGpXJf4ntLQN5tQBRXguBzgHrdcOXIGuaWFTbgM+Wbg4lIAQxWDM66SNf1+CrGK2d8iVZYOmitaYNEpHtb1TwMoUqL2ZLQcJkAbl1RJWdRL5UeXRi6eXW5JmxYpPyu00NGXxfYhtOnlGzVuH9qf6mRneNWYbqLS0TklplssZHJv1owUZsbiyez+6L070Lp8zM7bY3Wi4kehAttac787W5njysYTaw4uHX5pCLleq+ZZ/r9FFr2hxP9DFb/fv4aOaGOo9utU+go9rtTeh+78cYM0ceLGRLg/qQkg8iwwcm8dO652PmDgBbfeaZfEzwRQYWyDwy+HkV1jatFb0uAID/flMcM9Visf8T03Hma3Nxw4dL8I88UuPky8DJq+0gdnEQ1dImKVl8ZFHLoxL3+tBS7893q7Zjo2baOP6e//3NanxZQrEkSJgsICMXb8KFBUzY2lrghZOwBE0Y5789v2STQz/wQbBj/MqtzfiFj+ZBlzhNHn6e07Is3dSA20ZV4fefFDaZ7xPc5i5sDrNSpCWEINM0PT49ADA5hOZbbPb5b8+XXqddAPtYppnUKq60tse8H6guuoFyLh+yAM9PW+syPTcRnPB9mWBCXLO1CYOnrEFDOot5q62Nxk2vfCf/cYTu9WtOPuO+drv/GvGfAggelw+Jd21uSR8xwNv/pe4aki2x91tFlOe6LI/gZfny+KRV6P2s1ww6KlHfa1m/PTCu2vthROrS6sPO7yLEP2nJw8smTSGbf6NfmrEOP49h7xgXJEy2EkrNPprRrGEb93DEk3kAmLw0OJJfoV6oRT5+TXGicsAPQ9gSauvTth+WCDOfYD4JKwPSPOTLY5PU2vG4w+kXg5ZosUrQCSOcq3wCtX+vuPO3I0aeK9EpLxSvzVSb8vFRPyfXbMffvlqJ416YZX92zHOzcMCT033L/+cE97vz4xdn45Gva3DwK4tx9f++8f3tvz8NH7HaT1udz+Pa6qMljRNeuJ9cE6/VUNBcFZewqcqBLB6+VPv4KsdpIteSKSDmxpAeLIgoOadb+mABaPmo8TLN5OchzN6DuHuMN4Ix45VIJtTq9zeu4FkqEgGS2KLaBqyva5bKAY9PWhV7dO8oFEyYnF69CV8sWIf121rGhK+U2KqYuGes0V/MRnA593TImmbkU6DV25q0hNfGdAYnPvJ54HUfh2y7qy1bggW6JRsLM8bCpFWQobu5KovhLQy7kVOFrwfgtcZqwU296t0BrDmmFIn74EdHyHsvhvQJsr2wGFxIpCGdxdrtzUhnzVA+lzp91AZkSWz32WjXt/AG4M3J6s2YH6rAF4U9fNMfDQ3prFJYeqaASd/X1vkLVXFt7lWCSphp5/WZ8QWviTrdxXFOOKQEUySUCkHBsnSJrJmMpXY13wX4i3cfOA3fxBSTIq7YFiqCtoBnvjYXp748RzoLDpy8Ggc/NSPvw+B8KZgweeGgr3HtC5Nx9N8/LVQVrYbDn5GHjt9Qp2/X/uuRVb6pE0QW1TZon87wg/D3o5fh+Bdm46zX5JE1eUbNKg2fh0KdAuabPlBXqIgjT2HYecTPqqK2Po056+rsdhVSORgUwvtISdRCxgMfzFJ+15KE7a4vFvgH2bnvs+BDoThegazkQQflqvv5sEU49vlZ+NGT0339BqMQ19oYR1JvP99EP/7tY5452yeYTSlzsyTt1RmvzsEwSX5YXQZ+Fl8Uyn6vz0UvxZpbV0ABfn7Aoea6EOt9FMK8LnEGWjNh7SGGzqtVpqgqFM+HCFC2oxEm+JUfUd0NVPuyofNqUbWpsSjCzxXvLQx0FWC0pCymswfc3pwtaWsdMnMtEt9KbLjDmvD1e31e3kEOZEyo3opva7ahOWPi/XmWhmPRxgYsqrX+N2u9vM4wA/uLEnIU1iVfIVW3fwqlWfXDbyLPmsC5b863x2e6QDPYzLV1OPb50hQI8yFsd137gn8USy0zUZ+x2pwx8dGCjYGHG8s2eAMdBb0DUU0Fdczjw25iug+chscnrcL/pq7BuW/MQ3PGxF+/XIEfvzgbH+UZtXq1RgJ4MbhEUBCM34+Jzxe5KZP11YLWNbnb4hd8JwgxTQ8AT87DsLw31Zv0PCrMX02mKZ2+unAB2+ZtLLyf3Iw12zE2RlPBODBh4rRX5uCO0ctwzHOz0P+NuViskRImrmWlpc05ZZSAlSsA4MQXZ2sLUyqiayYNz5qzZnsz7hi9DH1fmYP9n5helGd3wJPTcafGXNuSclpCc7NJwmRISrnDonLZEK9/SpR3/LRX5uKeT5fhkKdm+PoqhCn6mmGLcdmQhThw0HTX52e+NhdnvjYXA4ZXo/u9H+PKZyeGb3AOv/D2+VKoiTvfAAZhTt7Wbpfbw+vi90uZqeg6jaS+LOVFvouRijCadhnfryi9NCZA/IvSBT065/X7AwdNx22jqvDDJ6ZLE2xvrm/G2Hlrcc3z/j52DNM089b23eXj7+LUE77cgZNX48HxNZizvh4vzViLF3Oai5dm5KfB0HkFxMNBnd80pLN5m0WPWrwJBw2agZ6D5do4ALj7Xeu7b5ZsQPd7P8bw6flFm+RTH7wgicAchnwEWz/OzOXYHb5gI7oPnCY1eyt2eP0tjRmMX74FD41fie4Dp4XeTA+ZozZnL+S+SWa1wOj9zExXwJl56xtwxXs6/rjxNHjQd2sK6ltfyEBgfgdAcbBya5P08KcYGAYwLeDw5pmpazF0Xi2en1bYNG/vza0NtLJpUc2kzyaW30d+tDC/Q9FCUpLCZFtlgbB5jjoBvjOnFvXpbMFCnKuYtMS9kEWZZCet2Crd0OZDpkCzwK9HVuX1+zCtOvb5Wb4mcYF1+fTB85LNXhiTq2WbmwqSgiUbw6FkKQamirtNOoclugcqA96aj798sQLnD1+O7vd+jO73fozefx2N6176Vnq9LL/rSzPW4ccvzsacdYVNy5NvLz443hGYgvxr4mhLlLxq89bXY9Ti/A5Fbvk42Ddqbi6y6xXPTgIATFicX46/Ri5o2P/lGYH5oxnxpacStcMN6Sx+O6pKef29n0XzG43KLR8vwTXDFtu5WEeGjCfwqk9Ap0IJPXNqtmD/P44I9Zv1dWk88vVKHPzUdOU1W5uy6D5wGv7f2GrMzGNPMHDyavzoyen4mWSu0mVCjbr+KNu00Uv03mm/A6C48AsCpkM+o6oxIN/m45NW4Y7Ry/C3r1b6xkeIg9+PqfL9flMRU6CJ+Jm5fsqNpek++7CW3gq1OWGy0AMyH85+fZ7rJHRanjkoPcnBiwB/inzH2zNC/bb7wGm48v1FGPDWfKytS2P07NV4dWIV6vM8nWtIm7EmCY6LsC/3wMmrC6IFXLXVeyIX9iDjtZl6mp3LhyywzQ39qG/O4p4YNnLDppdeKpG4n6CeMKmvn39pxjp8v17PLFGmnWcRYn/yVsjUISEJ049jqwqtpQ5ujWiqpGO5dOE7C/CrmAJlBHHjy86BQb4bj1GLNwGAVn60oMOVOIWgv33lNpc99Gn/NUrMy1poJgh+xb8brW/qHBQ1tVCbySnLo2lDBk9ZqxWp/LWZ62OZS76q3qrlTtOYzuDGl7/D4nXOs7h6lHodaYUBxV3k6x8b9XA0rJtQoX0ov6729+n3G6tZ08SXy7YULHKxX+yIxhC5OT+YX5u3xVdUWlyY/M838Z1KAuGjnhabnw1zTs82xSD4Fttf4LyBX8WieTn2raW4+dUp+NMHs3HIA6PQ/d6P8ZMnxuP9iL4zcSbD1WVdXTNW+UwCm+vDb1Qufjda7jO/RyLzuQsrTHYoT2pdx3zo/LTmWdPEIQGbPF2qa0sviEnca2JLh5l/5Gv5RqvQr9yLmsE1Ntancd1wb1CYONF5XTxBkEtoE7pk3XZ8Otc5fByZZ/C0uz9djvfmbvANkMUI8je9f2iw37QshyoATFm1HY9NrMETk1dj+eZGfCJoeVuDIPCbUXqHCUcF9HUhbvX3b0/Hn4YVx69dN3G7H9d+sBjjl/sLlJOX1uLTuWtKNoBbIcgn0nLUcRV62SoVR1MJz02zcjre7mPlkA+nvDxH+Z2uS8k9ny3H7Z8sQ7/Xg4NnFoKCCJM6uQEZsmTE+Wye6ppLVzMJADM4NXUcdv5jNM0p4qK6th4/vC+cyYsuM1duxu/fmYHu936M29+aht+/PV37t3FERJXR7/W5rr+3NmYwctEmdB84Dcc8NwsnvF2F6tr4zP1mrKnD374ML1CHHUlhx16X9mXSzxvTWbyi8Ecb9K18w9pSPhzFIu5N3fvzgjUDhUwAPnjKWqwvcpTGMOgE88kH0zSlPu8i4rr1zNTCpaEoBe7U8HuNi9nrvIdGdc0ZXPLuAjzx7Ro8NmkVTnl5TtE1jXHw4YJNWlqZIA3FfEXe4Kh8OmcN3p9WPMuPX0qiBEfhmmH+8RmYFcfXi3actCJnvjYX3QdOw20jl3rMXk3TxOfz1mCqQgMd9VCsektTycmH+coH84uUezwKfHqwlsg7Gbswubm+GSNmxqttDEOYJN0ywuR+zJd0DEf7ceXRCcvDI+cGX5QHH0yvCbWQFUoLMH9DA4bOq8XG+jQOGjQdhz/zvccs7eR/jsXd78ajaQOscOevfh8uYMgyv7yREuIKWPDEt6vxwBdy4ffRic48sGZbs23iHWcwpme/LKxGKgob69PK/IxL1m3D4C8KF4yqUHyYi4Zaim4EqryHcbGpQe+eRy3ahKHznAX99Tx9ldoKcU/NXy3fgl+PWIpDny68v1mxeHt2/oLNJe8uwHtz4xOQbnzlu9jK0iFqZGgZn/ocsvOHPhu3Fz4Cbynx0cJN+H9jq3EN519686tTcP1L3+Hipybgua+WxObzf2lIK6sw1W6OuA7xfvRRWLGlCVnTxLdV+ed11iWKcu2q93UCYMVL7MLkTa98h5cmVIX6zU+HFv/GVazSCAGfL+xlbYphQ69yyC/0ycQzX5TWJv7B8eEPEXTt3+8YvQxH/m8mmnyE/3enxBfaHgD+NE6/vHm1jXghZL6tuEwUN2iaJh33wiyc9oralCMq22J2mk/H4Hv7u9HLcOKLs6XfXfnsJDwycl6sESyHzqsteHoZdkh33+fFDViiwzXD4stRKOOGD/XmultHVuEOzgeuNZhYFoPXZ66PZYN6y8dL8NrM9fjZsMX4OCZ3lpY4wZdx3+fBuWR14LXF8/LQVE5a0jJau7h80m78SP3Ofsnl9T3yb2MwZk7btiCQMb56K7q/sBAH/b+Rrvv/+8dz8cP7RuD7FZuciyO+uhkzXLTkMFPEye9WhW8QgA0xWNgc9upiXDY4emaDsETR7k5bXYfuA6dhYRHTzsUuTM6tCZ8D6evqbUXVCPpShA3AipzWIi4/P5nf5OdLSysXVaGJErGseku8p5JrtziL95J1+WuMV2i0L5s10X9Y+A1+XObgQelT+HvQFTzDEqdAOfCzwh5srd1qTe5xWCUw7ggRxCMf0lnTZaYfFZXWNipxv8ciU0MGSns5Z/at8vPb0Rj03Rp8vHBT3uWMWrwZ/29sPEIXY/a6+ljSMyxYk7/pfqHTRIhUbWpUCvlX5qL+Fps4g1GprG/WbXVvsJ/8vHSUGcWmSXGYMnq2I2Au3RB9b36zRqRpRpgVcUtTtLk17Fwuo04jqFSchAmuJ3LW0OV4a3JxDoBjFyYTEX3XLnh7AcYs2dziof6LUTtLiRCXqeHnJZbEuLVQFrNB//995GjeNsZwAjZlVbBA2hwxv8Zz0/LLu8eYGSBcPPhV4X1uJi+N7xR9doTDMBXiYdEvP3NMbD5thafhP3pyemTBrfvAaXZ/BOX7au38WWH2vSNzmyJwxZotLe+DFNVkjicOTd6KmA5ZJq7QE2z7vjIHL0xfhxemr7XN2FuaOP3pX1b48ou7rkJZELw8Y53LnJSnOWNieUjXlGKyvck5oL1w0NdFqbMYe/+12+UHz3Gnq4uTfAPw3fv+TPxj1Ly8syYEkbcwecnTE9D93o9Ru70J2xvTkSJYMm76aAnem5e/LfKE6ugT0q9GLMW4FYXVkrLBEVfgiJaO9thaiTtoz8yV8QZDuv0Tucbpjren4y/DLTPKHv9vVOhyVYFxohA0hEfmUggwCpGc+PqX4vPtiTP5tfhefrLMmVdYOoR8F1DdSG+lADMpLGQScKJ18Zs3prV0EzBzbZ3L11XGAx/MQvd7P0aDwqJDTAsTBZXgEZb/hshXPHX1dvzflyvxG07YX63YcBeLuCy2VJYB4pzbXKC0Yn/+YgXGK/aiV7y30DeCZ0vz4tdVRa+zJe04glKZtSRxbFOfHrcY//50AbIF9L3IW5icssw60ZpRvQknPPxZ3g26a8xyvDsnP4HyyTw3y78YnZ+TbhBXvrcQ3QdOiy14jmyskYAZTDLmTlq2If7TLVn6mKHTVuKlCVXYHEL7yQdO4QPj6LKhPi0NKJIJKQz9rQiaynxIR9T0ykgGDK8Fa7bi8TF6QQpUvh5BSaFLidNfnYMVW5pKKmVGoeg+sOWFpFJn1eZ6TC5iIAsVv/x4Ke4YvQwTV2zFm7PW48/jqjG2ajO+zOUsHDJlBV6ZaB3sHfynUTjz8S88kS/jOJhcVxePEDdp5TatfIuA3E/t+LeLk/dURVx+kyoBQbzleasLG11cptyIw9yyrdGS60IpW/cZMe1Tn/1yCfb/44j/3959h0lVnn8D/96zve+yvffCsrC7VOkIqIACIiqCijQ7YmKMvURjjcnPxFgSNfaoSeyJ3aix94aK3fW1JXZjiQU47x8zA7OzU055TpmZ7+e6vGR3Zs88O3vmnKfcz33jDotloaJRFua68rIn8d/v1FwMz3/KWgjYZg2WQwhUJsgI94HiMK9IYTocS8Z3mcGMqXoEJ1dUBUwf/kD0z0LvyXfpPs7IP75gaRXskuc+xrH3vTukRISeiS4vl5UIp7Je6VXrP8ETUSaMHn/7M2x/9gP4/b36ViPGXJz4NdE+/nYjplz2kmuJabySbIX8Jp5+r9tNGGTpDW/g6HvfxeUvfIKVt7yF5Te/iaZLXsfhYZm63/joa+zzpycGfe8fL9g7Ab1fjIQykejNmB1el9vpfZuR9F+0HptsvEg4ff1ZpmjFOdktuPZVR+qF3/q6N0K6w32haPwUz10veXww6SWPvf81pl3+MjZ8Yr6g+ahf3GV7Mg5Vjrhn6AZbVbMZiWTgi+/xmYEkL3qLohux+IJH8Mgb6koC3PPuN/jux034cdNm3PfKRzj1VvOhMRcrCDG98Jmtx/j6h026kqmMTaCBkIpsrkHH3/8edr8+8jXkhmfUrNBa2ZzvFiPdhYsU1mo846nUqSvndXaFFjrlq+834srH3sEX3/qvf3bXLLzLoXrSl0XZZ+i0E//1nq7am2a8/7nz++MSaTtCkMoyIXr8+5sfcZKJGttGvRyhZq0X9F24PuL7rXqQdsOz7+Oqx96JmnzJrKQcTAb97WVrF3i9IWhelHhdTOtmXPEyRl+03u1mYNnFjys9Xtfxd6D92Nux8rIncdGD5kOQTn3oA8uJFkJDkEIHltHU5GdYej29VN307JgR/8drn6PvwuSpiWfVcwZCvE596ANlf5M733GnJi/5hXaoV176pIstUeP4m17E4X9T+7mOtK3BSWa2QNjhqvWfoOX3z1k+zhsRisw/8/++sHxcoyZd+hJuftUf0v32F+4nndLjlFs3KE1Ip4eZrPxGnWcx8tFOd745dNLIjnWh4256ER3H3Y7Tb9uAb39QsyJqaTD5wRfeHOEHGa29F0m0Dfde03TOs7jfw3HfTtIzo3nfgL0zvZ9/483QzkOiZFXUq6Ygc8u/v9IREqU6pDua5qNvG1SaxawPv1R/o197x4DuwvexvPV5YnRC4jn9YWMhgYffHb30SaSySNF86HJikVQ3KVB79bKXv8BDCqM33HTPhv8oTWox8/p3bA3xjOXOsGRpyeAWj2SpBbYm1Nv2ig0ut0S/nX7/kOOvGWkCQLWmc5517XMWyxffbcTnYdF1di4O//GBt9B9wp144u3P8OnX1rYGWhpMfvpN4i3dG/XGR1/j8bc+haZptmZCUmHFLW9yXxCAn931Do6MEPob6s3P7E3LveYKdRlGveSTkCQR0fYDumX8af/EwCfWEht89JV307XPvHIDTnkw9cpO3Pjq5/4CzJ8Onbx86kN7E1m4Xaoq2TSd8yx+8Zg3QilVue1Fdat5n323Ca3H3IbPXOhb7W+gJmCiOOeJf+M/ihIbqcDEXPHNvmqDI9eIkX/0XrTQUfe+i/6L1mP/W9/asodSddWBSHb/46MYc8o9WHv1M1u+9+0PGw2tWoqVm2VWdbtWvc9vTf88kZMKMn1oKs7Cf775MWq9IUoeB81oRV1JLsY2leDF97/E1PZyfL9xE/73wyak+QTpPh9E/LVxv/9xE9J9Pkw76z63m00uyEr3obeuGNM7y1GUk4HMdB/e+/x/ePWNDwaVdCEiIucU5WQgO8OHMxePwuv/+RoVhVk49NrnlB1/m9p8POaxiXE3FeVkDCrxeOy84Tj1tg145ZdzkJOZ/rSmaWMj/RwHk0RERERERBTRO2fuFHUwme50Y4iInDK+aRieGPgMe2/TiLaKfGRn+PD195vgE6AwOwObNQ2bNQ3pPh82axp+fp33Ql/IPQtbCnDzW/bWoSMiothyM9PwrQdK16Si0rxMtJbnI3r2Ag4m47po+Vjse8VTOG3RSIxtKkHTZx+g43Lv1g0aWNcPANjn5jfwr3dStxP09iF9McujnPXIB57O6uV1A+v6Pbn/44ljZ6GiIBuappkqj+P1weSRk2qw/qNvsdfIMkyqL8B1Gz7F4XfH3h+cLM6a3YAJtfmoL8zEZs2/l2TJ9a/jcYMhSgNn7Kj7uf/vqZc4mCTH/W6PPoxpLEFdSS60V19F86Xe7XN43W0LG1DX34XMNB+yM9LQdNStbjeJ4nhwtyaUjexCTmZaxMdV/A19Arx2cB/SfeLJvsyjK0eguiATB9329pB6sHbZfWwdTtl5JDZ8+F98/f1GlBdkIT8rHTXFOQAAOTD6z3IwGcd23ZWDOx9ferPoRktxFv68qG3L12kpWGcSAC5b0IqCrLS4A4kUfXssOXFaLfIy07BDa5HbTYno7dPnbfm7J2Od1b7KXBw4tnLQ91Lhc3781Fqs7q8Y9L20wK9ttBadkYEkwOuEam+u7cPL/+9TzL/lXbeboozqFZNXfjkH2RlbO9FOXcte2H8URnkwKYkVc1uL0V2aBWQ7U6Iq2ew0qhr/eMHZcjG3Lu1Efc5mIMpAUpU318ZecHDDU2t6UJY7+Fx1som/2rUXANBbX2z4Z5O6zqRVeTafzCrdu7wb1SFlG7z1EXHOjKZCjKnOi/u82c32Doj22qZB2bHys7wx55OR5sPu3aUo8kh7Ql21eoLnbgyhghEDZs1uLsJNSzqHfN+BRG+uqs7PwMq+8qiPbzKQvHptb4mCFpEVaT7ByLJs7Du12e2mKLNzf62yYw2sah80kHRSYVYant9vpCuvbZfDJ1W73YQtXjpglNtNMKQgOx3nLhvt6GtevagNI8pzbX+dFw8Y5cn+QvhAEnDmHn/zwZNx+arxlo5haTBZlp9l6cXtNCw7Ha8c1GvpGE8fv52i1jivozTH7SY4zkiHva8q/oDTrHWz2lGap+6zceisdjSXqWnvgyu6Tf+sE/WfzOqt9+Zq6W1LO3HT7h2WjxPthuLz4A0xlrmtxdhnVJnu558zpynm77i3gWONqUi9a6KX3LVn15Z/HzmnK8YzE8PAGTvinz+bjpMWjHC7KcoUZXtjonDH9mLLE3AA0FqSPeR73dWFlo9r1LW7tCEvMw3btxThpOl1jr++GXf9dJqjr3fQ2EpMqi+w/XV26SpBvgcXih7cJ3LfzO57/BPHzkJvfTGmd0SftNXD0mCyuigbl6yImNjHdYdPqkZ2uvlfb9+pzbbOEB4/Vd1s5uzmoRfHkhzvfVhSwdlLenHYdtYHD6FWT2nGBXv5ZwivP3CiqWMcN6UWA+v6UV9ofpA7vdH+C71ZBR4MY/rzojZ0l+dGnLiYPbwSGWn6bxLRB5NmW+eOC3ZsNvR7x3vmoq5hmNXkfOeQjAud4ExP8+Hva6e42BprDt62FQDQWp6PjDT7A7xOnKauvxBqWHY6+ipzsd/oivhPdshLB4zCeXOTZ+X65QNHYZs6/73zwp1asE+vtU67U0pyM+M/SaHyXGcmMk7dVl3UmEr1RZH7ZgZul6ZUFAydcDHD8l9vZldl/Ce5YNfhw0z/7Osr2pDeqXZAEG51fwXuHfgSD79rvb7Nr2Y3DvmeL8UCXed3FNt6/N7KXORm+PDoe7H/XqMb1IbStRdnwucTdFUVbtnv9fe1UzD/3IcMHWeNgs5CVlinKU2ATUlW072lLA9vfaKmruDksFnWn/QPw2+f/QyAv67hyQt7cPQN63UdqzAr8uRQIn3K1/T7O1FGZlr1hCLpnTTMzzDe6TdbOWvX4cNw3YbPzP1wihhZV4QdRlTizpe8lQht3/4KpPmAxqIs1GVsQnNfJ06//RUcsUMnpp91P06c342Vk9UPdlbEGGSs7KvASQ+8r+s4p82sR35mGtbdMRD3uY+sGjHk8/On2dVYfY+z++RCqdpetH1L5GgVn0Obuy5d0ILGoizkuhS2bIVP4Hi4tVNRNjkm7gNusiMc941T5+Kb7zdBg7oOnNJ39czF1uPtVYQ27D2yDJkWZgszfGJrPPXdgXCfk6bXKznesJwIcwKJ1Mt0yb79+gZYTUVZuHlJJ67ZpT3mDR8AGkvVhs/esmDoOVI/zD/DX15gbpVxaoO5FcassE7HzRH28CW6NEVLfZkRphN/0l+65d9jGkuwdHwDHj9mlq7jHT81cmhUooS57jmyDMdM8a+uGGmynj/HRp0jvrGVamZg9ThorDcnWb1mUqv+MGW7XLVzK55c04OBdf0YWNePY6fW4qjJtVjaU4aptXmoK8nFectGo7E0DwNn7GjLQBKwNgEeanRVHqrz40dq3L+8O+JEzKyGfCXtMGNinbrX/kWUcNKxjWre53hmNBaiJUKYrVfs1JyP/obiiI91VDofhZRoUTaJ6p8/m470NB+KcjNQrHD1Wclgct7IKqya3Iwl47yxfBwrYYMXtAfCfaKtNhjRFGVp3Iufy1EV9m2sFhO/8bE6Qo3H1+Tj/pBY9iMn1eg6dp6Cv+3s5kLkRLjZF+dm4q3T5uEJnQORcH/c0VxnKDdsRq+nIhevH9wX82fKc9PxyEp79xSt/8X2yo6lajY22jXo6eNm46ezO7BqirG/QUGU8ylRbsC/mFa3ZeBbV6D/BlYaaaIszGadk6tmJgjNzNyeO6fJ051IN9y8JHKkz5Jx+idUT5upZvI1lE+AKQ2FKI+Q+MJpPYruj11lOWgujj/R2BTjOVPb3RnkHzKuSslx/m+7RtREuc701Dqzvz7W9eafew9XNnlgxu92aMS521bjxoMmY88JQ/vtV66eYPk1Mg3enJxIiLNawdjgvsWNuGBPZxMTmRGc0MxK9+HxY2bhrp9Owwu/2B6t5fZMFikZTJ6/5xicMN/f4R7XZC7M75GVI3DDbtZDSx/Ypzupb+QLOwe/vzdESe5hpZO5orfcln1IN+7egSt3blV+XDtduNPgTn9Ohg8D6/qxoGPoeT63Z+uNcEansbDSSJneToyxUd9nYfXcbNhNfubQy0W8/W+3Lu2KelNXReV+yfMV3ST26oncGSvNz8Khs9u3fG02jDLIqYx0Vy9qsxQ1EtrMPUbo76g2RJksC6VZfRMVaS7OwuT6fOzYXux2Uzzl19s1oLcycsSGkcmbjmHZuG7X9vhPNMDpuZiLd2qJ+P1fzoiflGXpiNK4z8kI3PgjZYU0wuksnoA/UshqApZz5jRhYF0/dokxUPNClv7Wkmz8ertGHDfFnr2woVb3lW9ZdQ/+t7Bz6/tzys492GnU1qy3v96t13TUkxVOTIyGbz0xo7koE3NHOpcl2OzbcsSkGmxY3oqXTtoBlYXZ6KgsQKGNuSWU73htqyjAkwOfG/qZwqw01BRkKul06ul8JKIjJlXjwDGVEBGcNbshbhivkU7m1PoC/GlBCz7+diPSBKjK3/p3iFbM9a/7T8Tuf3xU92scMakaaT7B1IZCZKcLvtuotgNoVweuOEp2u3PmNOGrHzbhvoH/bv3eUvOd7bzMNLy5tg83vvoZXvzofzhxWq3/b/j1j6aPGcvDK0dg8qUvGfqZfBOD0Io892f8jagfpmZ1INpKoqljxej82H3/Lc5OQ2NR1pZO3n6jK3DhMx8ZPk5oO1XnK6nMt2+ywshV6tDxVdi5y/nVhmOn1ODUhz5w/HXdMLZG7az6aTPVRFNNaB6Gx9+Ov0d2VGUuFnaW4OZXP8dh21RjjxGluq+Rp89qwDUvfRr18eOn1mL37vgDTj2KcjJw9ZoJWHbx40qOp4eeSKFojEx0eWpngANtOTrOgFVEcO6y0Th3WeTHz1w8Ekder29v/+ADA3/foxPzr31V19PTDYwmT5lUjuMe+dhwk8xOVgiAZ/Yd6W/jj/8zdYxYLowRLWblfM1J96m/4Uah/FW27za+V8RLn227HTjG3F6a4EASgK79oEb+sFcuakNmmg+1BZmDBpKAfzUxkvHNxjpNB43dumr32KoeQz+rhxO1icIFQ16ndZRjw8lzBmX1M7NYkuYT7Dq8FL+YXmf7ilOtiYmbvAgrk24b2+jN2oF69zIW5cTvSI4oj17Swu7Z3Pv27h60N3Z+hBV5Pexsp52z+3pDaN207+hKDKzrjxtyrtrBivaFnrKzvvtB8CMVLWTWjCU6Vvv0+Mv++rJsaxrwux38q2frxlcpnWwrzUlXOok1qc18qOv1u3UY2t7wnIX6lkbLXXkkkAGAM31fI4O0SMxuXxMAIw2Ebg8zUJZmfrO5QaHZCg9/XtSGEsWfr1Cq+3sq9x7rpbx3uG1XBV4/da6hn0mlsKDxteYStBg92VSdm/1Vebh0u637BG86eDLePG2epWMWZ6fjrZVtVps2SF2hs2msAf/elIFV7bhi1XjkhK0ebXbojlUQuADbuR81yEpSq6AnVqudSFhtcO+hU/R+/MLPm0gumBf9d6w3cN4XmJgMKAnbs2ikcxDKzsmRnAwf9h9TMWRPrwrBVneVxt86EZ4I7WGb9wqHM1JyRYWfTFAT6rWgT98+9KDeyjzct3y4ktdOJuEfMRX1DI18bH8+sRoresvx9iF9GFOdh5qCTLy5ti/mz/xlcTvu3Xt41AggPcxMjIYaUeNeaaFE2fNuhtHkcLMilLjzirE19tUlB9Rv1bhmF7XbAfSwZanBSN2lp9f04OQZ6jfWm/X0GvWrZqFmNHr3AxPNtvVbP0gluRmGM17+ZruhM1s+Ebx40g6W22anqRbi652a/Tx79z60F2dG3TsLANNMZm8NipQEyKiGwky0lmQpD3t1cu+CW8IHdKHaS3Pw0IoRaImRTOO2pZ1465A+rD+gFwPr+vGXxc7faOx29ORaXLFQ/X7spsIMHDq+ChdF2esWKjxLstVOrhk/nxj983D03K4t/z5uR+uDsYw0ibh33Ci9+3iai7MH/TvS79pf5XyEihFF2fbt13v8/cFlq1QMVG46aDIOmhH7c/XzidU4fmotDh5XNSSqJl5fYUJtvuUcF1YzWndWuVc/OVGycZth9FczMuFo5m37Q4xJ2biv52L85BQF+zyd4EyV0BhKPZBFLdRmG499/NTaQR8YOwccej+Yx07RNyt8w0GT8OnXPwwqffH7pf045JrIeypDLR4eOZQoPysdDx81Ew+9/jGOvH49RIArV03AlJBMck1H3aqrfXbYvtV81jeV9Xtimd1didnpjTF7DudaLAB9wbxmy2ETD6xQv0pz/E7Gwpuc5GQfoa4wM2IpkqDusBDwCbX5GFjVji/rmvGHB97Ek29/hqfeMbbP3Qq73ppY++myTK7aiQh+uo2+CQunkiGFCh88regtx1mPDq0ReNPBk9FXX4zTb38FALCwrxan3LrB9OsGQ2qPmVKDW15z5twJX/k9eFwVDh5XhY+//RHv/fcHvPX5d/jom4149t/fOtIeM8yG2YUaWZGD9R8N3bf10TeD99er6F/01hejt74Yc3qqsODchyM+52CTGVhne2QlakpbGW54Rl8NT9XsvGLkZvjw8oG9Nr5CbNFKs1h9LmDsen7Lkk50lWXHjKz6w7xmHHDb21Eft/vSHquyg9HJFhXlFc1wfTAZybZNhYMSmzjJzgGek3HM5bn6/rTheySjGd0wdAZ6fm+NrsFkLLXFOVgyrgG99cXoqvLGzUUFI+dR+zB7sw9bLUGT5htaYzKUT9zZW7Z0vHciGsLleyBjYDxFuRk4cs7W1arwiZtoe1hu2K0Du/ztNVvbZtZu3cPw3L+/xeuffTfo+0ujZNdNdOErg9EGKw2BxFIbTp6DzHQfPv3me9Ov+ejKEVtCavXcP7JsTgBRnpuB8twM9FflYeNmDWc+krzJiJ5Y3YOCzDQMv+D5IY9Z3RsXy0gbymmoCpO24rGjZ6GqKBuH/XXo+5nIrtu13fWqBhWBhaLq/Ax8GCORYEtxFhZ1GYtwyErzYZ9RZbj8hU9iPm/9/qN07XOc01Yc83G7pwm3qUuM1cdYvJdRA8A4m+OTY7FrMFmdn4E2mwcNoWKtVITySpCFlYHkvv3GynDoZWWloblM/zl8555d8Z/koPA09fHehWh9mJ9OUFMzLJrcTE/OhXnKbUs74z8pYN+pg1ewj4uSXbGmwFvRJKHOmt2Iu/cajluWdKIj5Hob7Xex2+gqe+9l4deoaGGFwe/mZKb5n2PhPlcdFr67JE4G0XlxOmoAcN0B+hLYxGPngMoLKvIykBNlb/DPw2ogq1xNERFM71Bbv1tF+2IlJ4smNPKpqih+n2wnG3N62LXiNbYmf8hKvlui9akXdJRgYF0/7l3ejaIs4209Scf2OFUJc5I4GlkZTw4m3cy2VZBlz1ty+7IuJQlM9ErTefZb/ZCU5sWemXYiUYKVlOKxWHlr8rLS0V2tb4DstX0Te48qN7Ra6ovyTh1q48zzBIPZhBOV3sLP0VaIwkNcY/nZ9oMHntESukQrVWIkkVpfZfx2lVjYXzaqMhd37TUcR0yqxqiKXCWDjOtN1EG+wua6upF+Kz3F0LNM1pqN5MzZDWiOsWdXzx77sU3qPs96I+DMZlb3qlabV6IW9BpLlBSPirtekYnBQkF2BlrL9U/y7NhufF/wIeP0nVtuhMa77fy5Tbh+t3acM6fJ1texYw+918UqI2Y320Y3JR7bC6mX2YLusXSWZjv+R55cX4BVfWpnEiOJN+4PTZqQaFLwOr/FzUs6dGWwBGC4V6AiydUx81Ijm2OHzr/BsJyh1xej2VvDC8hHG/BZLfotIjEz1AZ1lRlfdQh30Ngq3LKH/tXZWMxcDuwOd47UpoPGVqImLx27jdkaYRB+LdNTksaIE6ZZn9CbPVzN4E7vPXyxjkG3V123a7uliJzVDvQNgrapjby9R8VAyuwh/rL/RFy97wR9r2Hi+HWFyVnvXIW6wiyMqbZ3y9eLB4zCNIXJLt3sCpYZWGFef8AoG1sSm22DyUtXjgcAdLmYKcsLfjWrAXfuOdxwBlSr0nyCE6bF39Sc6OMlM2EuelVYnBDx+mB0z5FD95EFN8LnZqTpDpMJP7XPn9sUM7yyNDcDA+v6dc/eRtJbX2z6Z73mpoMnR33MSsr8X1rIkv2PPTpRXxS9Q3TpghYs6izBrQbCaI3y+MdHt/1H2xOGD0S+xrSUZOORJc04a7deTGzxh6AaybBuRr2SzrOzIUlObjtRbWxNPg7TmRgqklh74FVbFuE+A7hbFqMsPwuTWu3bRz1c50RYslzjYgn/VI/SEZVilZlJvFh1Lu1cQR5ZEftcCd9W4FW2X1GcvGh5TW9lLnZXUBR5Yad9hdlrEuREdYPVukc5Nqxy221F79AZ63gX0vAw3XntJbrCK/dI0qQoRvXFGBjrjS6ItDXAykA0nm2binD2Dk0YYSCMNpSeYYPXJmNitTk7PXpjYyX/uW5Xe8u0/HH5GPztgInIM7EnyYjyPOvHP2Vn84XrQ7UNizywPW5KLTYc2IsTptXihf3dm8FXxenPh+qhfmECJCkDgB4TtXX1Dpi8do2zm93XOwA412T47NIe6311u712sHvZeeNJ3ZGeAy5XFLNtRzHuoD6LCSJUF1v1EquzUSVx9pO6TdXfzuy7VFuQiWVxLuC1Hk724oSZzfqyKI6I0OHxyntXFaG2aGJeNfytLs9Nx7rxg5NLbdcS/e/UFGU/4a9mNVheYYp3jSrMzsA4hfsRo9XeLcpKx0U7taClxPwKZaxkKJPr9YfFXbpg6313YF0/nt13JP66uB2r+8uRk+HDqr4KyxmuIymw8T7tBWbvF9F+Ts+Ky/TG2JFtTtT/qyu07z4eq/WXzI9f2zaS02Z6K8t5aJk01QmyIm0fM7J3P5Rb9yQj53Bmmg/dCrZ/2MG2q5+VjqqZDc9epGplwMuTV253Cj393rj95jgkeH/41/JuPLLSWD3JxhihlADQPmzohXOHEcmVOEOFSHug2ku9cdOxs1C7k1oC+7+Pn1aHw7apHlTP6xQTIcXBqBUr17Btm5wtp/Tr7RqjPrZdSxGOmqQ2SUvQxTvpn5gtzk5HfcgAoCQnHeNr821PdnL6ZPvCmSMJzdiuN3t7kKp7088nmpsI0XufaIuTVGitha0SXtdckoV/mNjvPatJfRkXK0LPNdVdogt3Grz3/p69hidcUiOjzfVqt9L+qTQTf9hoM7mJZEKUTeeUOjJjhL4lAr0XreDFuzg7zXDY9MiwFbXwcMHfRwhZWTEpfvIWp+zePXTV56KdzM0oWyEiWBQSDv9/MTr9qh22TTVOnFYbdfIs0qcgESdaSnLSMbCuf1Btx1cO6sWba/tQFGfi8JWDem3JHlrr8DaFeOGsY2sG3/fyFK3WRSuHEc0dy7rwlIJEX0bES3h19aI2pa8Xur1ghsJkI0aYXeHVe5+I131UVZ/vuPHubLmIdRlsLs5GT0Wu4ZWoynxvRKRE+tuV6ax/rldV2O+ayPugE51tg8nSPP+AsD+JEmXoddeeXcpCXL3O7U6hnfvCrPrlQmc7M7H2bUUS/qeLluFPb53JzSbOhUn1BYNC2J5YPXjfVKQ6URNbvbO3Ydfhg9syp7UoZsijnULffqu1eo38KdeNr8LKvgocO6UGc1rV/e5OhLBZlZ3u05VcLTvdhyMnb121C82UvETBvnqnxCtjNCwnfdBkyh3LrNfQHVNt/FzOy0xDmcMZ5eN9ZiZFCRG2Ilg6aF+DSZ40E+sbZm/14X0EI/tVnboGrOkpwZr+ofc/M4N0FZmNk0FNYKAXjJ741ewGRYm6tkqEe4RqZj67TrBtMNlQmovb1k3FsTumRgr/UB2lOcjWkXhI70nh5WV7t/dM/m4H51ZgjCrNj3/h/PV2Dcpe70iLIWbH68j+G0nw7Nxs8lwIDWGLNNN9z17evYZ49aMZKxOrXXIz0vCHHVuU/b08+tZaEly9Ct1zWZGXgV/O8H/2wsMV3z6kz7G2xXNo2D7RaEJ/BxXn4V8W25+0w25m6iHq8eSaHty3fDjG1QyNhIo18M9TlBxOT+3shrBzwI79qir8bJuh98+JdcYjzFb16R/Yuz0Zb6fgNotTtq3HQytGYPdub0+aufW30Pu+TDJxLjrJ1jDX7ppC21OSh+pI0iVuL3eqxjS6u7+1NEHrmQaFr2xZESnrXMwEBoounsFOi9nD5WT48NCKEUMyvQUvnm3DsvHiAaOw58gyXDjLfLISOwi2llMhvyGhRl6+gDnssVU9eGJ1D+bpzAtg50TiJSvGGnr+T3UmCrLSKXvi2FlDvqc6aUcyKcpON1XLeT8z5Woi/F136Yqf3Gm0iZXloM4y5/p0kUKpl49yrh6nCkZqEjolM81nWxKj8DBXK+Ile7JLpBJt4R5bNQKXLPB2tGNSpR+zemJ5dZXLy7fS8/Ycbevxx7o8WE0k42ry8WTIPqGFnSW4fKH5fTp6O4XBlQgzYa5BdYWZW/ZbZQQ6j5UhWUDzM9Nw6rb12L7RW7NzIv5yKhfM8+/jTOKJZkP2HxO7s6orKsPLFz6T8jLTUBEhu20kdtanBIDpHfqPf7KBCRMr88cVBdkoC4noGF2RHBPEbkQwTI4RVmumZFvwM9sXKHvx6+0akGEw8c+Zs4xF4mzfUhz1MTPhz0YFt45cuqDFtX2pRvxzb29E8cSrnahKdrpvSwbpHduKLR1L1f5bO1TlZ26Ndoxy63R6/3y4pBpMWlWnM577YocTbEz38EUsN9O9mTDuTRiqPGSl9jdxkrCoGvhcuXMb1o6rRLmizfVnzPJWavNYeiv9HRovjXv0zHTG02BxJvnoydY/m0s8HhZlp12HD8PRU+y9vhnZorA8Qv3ZaCZZ7JTdfujULf8+pFddWRM3qUpEZIRdiQw7SrMxsK7fVFSN0f3Bsa6rGQ6sWAcjA7ZtKsJlOvJgnLKtsXuX6snHeInAnHL+XOeS5F2/awd27izBr2Zb3zL08MoReHbfkYPKq1QoqKHrhJuWdLj6+kk1mCy1uMTfrjNMVm9B2nj07luY7VJCD6+b35HYq5Z6QoSsiBceNizk87JLl/n3sm1YNg6fWOPpvb12sTMEb3azsUmkYMdkrIIZexWdkuB+YLNJEnZK8M+3GcHVltBaaVY+m25I8wn+vken4TJBQeUFWwdB+UlSu/GaXbyz79Mr9WcT0d9jlOo4e/tG7GVwIk/PhM5Ul8IvE0VJTjp+u0MT8iLUnDSqtiATJTnpWNaz9e948+7Gy7PYyavRT8lxpQ7Qsxk8kl2HD8PAun7HN4ZHylSZTM6b22T5GMk8PvmNwuQ7ZoQm1NCTMIoGe2CfbptfwdzJb/Uj01KkprMZTGkfsQaeV++ILmsuzsLAun5sG1IrriTKwH5Zj7WVWzv/BCMrcg2XCQr1s+06sHpKM8ZVeaNWqh7BcUGkcLPwJDRuSjN5U03mZDGRBMMnQ4WXsrJqYeewuHv1jphoT+1W0qfa5fBRvdz+fLq6fpureNbR7MCjuzxxblgq2R0muqPOJBOpyq6VvKw0wfeb4l9ZzOyboa281EEEgMZAe6zU8nrs6FnIf29ASXuGl+XgoLGVg2Z5g5wu2+B1YiKJVTJHAhwyK7CS99pr7jbEBKMlmpzWW2VuQBQ8N50sxxDr82B0FdCoXoMDRzMDzcKsNFy+sA1N5zwb9Tl6Sg8BwOxmD0WwefsjoMukunxM8+AWsxOn1eG4+97FW19873ZTBnFkMJmV7sP3GzcP+b7q883s8VYa2A/itG1q7Us4kgifd7dnWxLRE2t68KOOwaRXpWLtqEiMjhXWja/CmOo8TGkwfwOsKsoG/qNmkkFEcESUcjU5GT4MrOvHf77+ERMueVHJ6yWyYF3QHWIkHAnXb3JQEKQ30/p4izVLyVsWdljbXmFmDuP63drxvx+H9gGtsDsM/pcG9z8OyWLtsIvnO5vLI9ldbSE0/Y21fTjniX/jnCf+rbBFfpPqC3Dv8m68+NG32OnaV5Uf3yxHliZqi51Z+eurGnrT05OBy+gMb6ynr9NZi0svu1IqJ7L7l3fj5xOrByWb8aqLlhtLv69CUVa64ZUfLw0957UXY7EDCUiSTbpPPJ2sK5JKhandE1lnaQ4G1vVjRtPQv1+0+81im/dcA/77j57EI7RVgYK9W140qdUfVr3IxHk3pjrf0iSXG/IN/B0n2DjpT4kn3SeOJ91yO1AlqeLcdu8eepFb4HASBxXJL0LZeYIkQphUpCY2FWfh4HFqB+1OO2qy9/dBuDXAzE734TfbNeouoZCsvP/pJCdEW6l34vo9q6kQuYoK3Ce7+kBim7kWSxTYzWyW18bSPAysak+JgdOfYqzyRcru2asoKaNZk+u99TdhdFHqcXUwqTzM1eXB0fyOYkxpSJzMWzU2rgokyorqr21OgpMol9TDYhQkT4A5B89QGZbN950Ae8+DFZOaYj5+OJN/6NZWnIlHV47AfiH1Qd9c24e3D+lzr1Ehrl7Uhmf2Hel6OKYRTl8Cl48qw+kz6zErxv7DighRP1YrCQSdNrPe1NamPy/yTrZgAGA6Bvt1lnor1wv/5CZEu8CtG1cFn+I7f6ONST62by1WcpxcBxIOLB7uX3WuVzxIneZg6E1oEXKvjRNihQxz36oONvxBvXaOUPI5cX7sjMTJnnFcteqCTIgI7t17OC6Z34I0n7g+yR1qmKJBT7I6eUY9lkZIGBbqnDlNQ763ur9i6BNNqMnPxLWL2zGwrl/J8dxSlZ8YiwmJLCNNsKZ/a76XiFnTHcTBpEJ29LkPHFNpw1Htp+q0Dg5k5gcyw65QnCwp2kApOHi1fPyQf3txD+A1u7RFLfbrnS5QakqVUKGWCGF3Iyu8NeuarLw00EkmLSXZmOml7JoJyovzmC0lQ1d27aw3TInJiSjFFb0VaCzKxJ/mt6Aoy92JIk5TmeDkZUNvWuhklxvI/uiUPePMTlq1i6LBqlUT6wowMcpjXryRe0Vxtv0rNqncz++tZAbRoEinwRjFe/Mp+SXT9WRSnbt7BH0CbA7cIKcm0NYmcs6Icvv30dYVZuJf+4yw/XX0cHfPpMKL2zwPbHqvL/RW3TmnNBYODZFU9ad16wao6nXDD3P+3Cb8c+/hCZGJltyVRH2/mCJNWqTK727Wzp2s4UvklpkRsi4TpTJXB5Mq92LVF7kfo53jcCpgryhJwn01du0TnNdegtYIYTJexA69u7I8XvzcTomUJMRue40aGiVhd8F2Ioru3LnNuHlJBwAMSrhkVbRJ7Ct3blVeds4MPdvy/m+7Rvsb4gGt5ZGjQy5J0Xqfro5+TjFYFNYruM8kvp4Kd1Nl66UxmJNMOH6q2v2vV64eP+R7J0yrU/oaiWR5hAFUqqovzBryfqi8Bw2sipwJ8sEVsZPzELllbI27Ya7Z6T70VuZhYF0/pipM4hdtEntqQyEO26Yah08cnHV96YhSvHzgKGWvH8+tCyPnV+guy8GxU2pw155dntnCY7d1syJfN7c1sGp96YLkGXi6OphMpoLVcxVlRg3VZGMmV7v9RtHs1KJ+f4fazqy2REa8dnAvFg8vVXrMktyhkRXF2amxpT1SB4oTdoMd60LyrlTdtkHeEe0qcKgHVuncMDJskv70WQ2eqQO77+hKdHisXIUbjNy7tm1KniRdqRmXaYMLdmxWfsz+qsRY3YtEVcjv0vH1eGtlW1JNPFBiy0yLfm5zndu6DQf2ut0Ez8li4TYyocSBRGF2inY9ZWJCd0QbJ3HuL7KxKZQozZE71IxOdTHlRtlxkocfcnRV6pwwThMR5bU7Q5WkyOoP2Yv3UnVSde95PFfu3AoA6CrjflLSJ7SwOa9R3uf1QRlrThvz50VteH7/kW43wxGO3LWPmdflxMtE5MTJ385kEQkr2oy/6ot6SwlDxii6VL5JhyaYWTsuMevqOmFqQyEumd+Cq3Zus/21dmwvtv01yFkpfIkhizoq3d2jmqiy0n2u1390iiODyfQYYWHR/GSCd2PivT57FGpcDVdNvaA5Afd8svNBTljTvzVyhfUlY5vZXIQym8sKPbJyBM6bq37bBhHF5vVJxUTq+5KzPBtPdMg47w4mnfLzSTWWjyEOBrcUJWGJEOINhJzDU819NQXul9ki9fjZ8q6pDQVuNyGmeIPcVDy3vD7wd5pnB5OJxK7yEolyU9+ry5+R6p69h7vcEqLkcMBIFqUn55y9fWrUhks1Uzw+SIkn1QYpeidux9Xk4fn9nN+Ll2p/D9KPg0kT+IEabF5zAQbW9aPc5vCrRNRV7b+ZL+hMvMFBcOYtlc/3G3brcLsJRLZb1OWvDcdtEcnloLFb9yBnJ2BGYC7+RJad7kORC8kDo/09UrEkCCO2Bku8qwt5Wl4CZmI8evLQcOJCRSG7dSW5GFjVjoWdiVjI13/rSOWaf6Or89BZygRbTplUz0QPbnnloF5cvShyIW5KTKGZ0HsrE7fUWKpIhNDJa3dpG/L1aTPrXWqNexLhb+Wk1EgzFMMxU6zvS/SyX0yvxbxrXnXs9R5cMQJf/7DJsddTYcmIUpz+8Adbvr5q51a0lnAAwWulcWZvMOHj9VR778+YWY+WkmzPFOBORYm4ckX6JcukIFfP3SMAtqnbGjo9sK7fvcaQp6T83aMw00TnJYGuyd3lzs5GDstJR0MCZi4NNaWh0O0meEoCne626HMgw+iImtQ+5/boKcP4Wq5KEqm2DT9XCcOr4/1Um9wk4zy7MunVD1WymN9R7HYTPIPhCpHxffE7eUYd3vz8Ozz14TdRnxN8q8xet0QEreV5ePNj/2vw8kdEKly1qA3fb9zsdjMoiVy9qA1pvtS+S1lNvLlPSH3lZODqYNILp6KZ0A8ny23Ypb4wsVcPyX5WB0jJIivdhxHlOXjqw2+w3+iKyE8KvFkpfn8lIo9J9wnSzURgeVQOw7EdF35bm1Sf2FmCST1XP5UqFz5mNJoLE0uFjjLj2vU7bmqt203wjNFV/vDOslzPBjDYYsdR1f7/txcPeSxauZ7NgWVcK5eTZNnTRERkl98kYRmbiXX+UORaj5aDY5DSUIzcGixpeokT68zNlFjtvvVW5uLgsVUWj+I8dlu3Cq4mNRRmYk1/lJWnFHTk5BosHj4MzcWplYzovGWjcd7Y14D8rXuNVvZV4F/vfIV5bcURf2bLKi4/WUREtknGEmQHjKnEgo5hqCv05mAyiHc3dfYfUxn/SQkkaQaTTgp+oDJ8gpuXdLraFrKuKDsdJ02vw8zm1E6CEi7dJ+gqS736UZE0FWfh/n26oz7eF1jF3X2E+RIwGqc6iYhSjk/E8wNJUitalFOicmwwWZqdhk+/G1wywolZjngfUCuRZZylSR779Ja73QRKYLUFmQwnJyIiopST9DuZx9fm4x97cPWQiIiIiIhIJccGk5ECuGIFdalc9eupUFtrMRnyZOydZGmJiYiIiEgtbsEYim/JYEmxMrlDa5Hpn51kMnEPgISOc63KT654bSIiIkoe2ekJ3MlKQsw4TtG4OphUdVpOsVDzxsomWH6siIiIiNTLTEuK9Q5lmor89cFnNjFZIHkLs7mawEEkEdmJE8BERBSqsTgLz+83EoVZaW43JeUZiXJd1FmCG1/9fMvXZTnJN/Rybs+kywHGVXnqaxOxw0dEqoyqK3a7CUREnnXv3sPdboLrirLTGW6aYM7eoQmT67fWrb5zzy4XW2OPlIkhmN9RouxYTnyO31zbZ/+LEJFnnL7LSLebQETkWS0l2W43ISUx18xQRTnGFqjqC/0hyqfPrEdprvrFLbe5ms01FtUzL4k0kTO3tRhpvgRqMBFZlp2xNXSJmeKIiIi8afbwCvxmt15Mrs5xuymekBQrk3oGnnZ0zsSm3ZPMYEZERERE5D0igsVj6nDezGpdzy/K9k8W52YkxbBriOT8rWyWiKsGly1odbsJRERERERJoVhnMqSfTqjGSdPrlG658xJXUwqlOxjKqSmM+g4eya7Q2SkNFmpfRpGZxtVOIiIiIiInZaf7sE9vudvNsI1jg8lIq3ljqvOcenlb2DE8e36/kSjKTr60wURERERElFxcDXNVlWRHz1EKsxJjgObEQLKrjBnRiIiIiIhUKErh+p+ezeaq2tKeUpdb4B13LGOtJiIvS6Ts00RElMTc7sAniGt2aXO7Ca5xbWWyrzLX0ddLV9g7S8QEPBV5yVfXhoiIiJLX9EZ/DolK9mFcx0nO2LrLnR3XeIljg8nwBDCnzaxXduwsh0tpbEnA4+irWtM2jKGtRERElDjOmNngdhOI4irITO3iGI799tfOrbPt2Is6h8V9jsraLhmBLLSjHF5dtepn21RjTmuR280gIiIiiourYe47ZVEPhlcXoi4/MXKPOO35/UbisVU9bjfDVY6dGW3FmbYdO01HiZGs9KGDyYo8c79+ToYPN+zWgXbFq31rx1UqPV64Q8ZX2Xp8IrKmJDcDn3/7o9vNICIiAgBMai3D7YdOBV57ze2meBIrMLi4ZzIBtx0OMro6DwWKMzf9ZEK10uMRUWJZM7XF7SYQERER6ZYwQb46Fh/jWubxjK7pKn5JIiIioiRQHFj1OXisvZFbRGSea2uzRodN0Z5vZA/goeOrcfWLn4Yck4M3IiIiIi/KTvdhYF2/280gohgSZmUy2ibsP+yoPyyMG7mJiIiIiIjUSJjBpB20hN+5SUTJZI9x9RjbWIIV3cVuN4WIiIgorpQeTBIReUlpfhauO3ASKnOZHY6IiIi8z7XBZENRlqHnaxpQW5ChtA3cM0lERERERGSOK4PJh1aMQH6m8bIa3eW5NrSGiIiIiIiIjHJlMGl2r+Jvt28c9PVfFrdbagfXJYmIiIiIiMxJqD2TeZlpGFWxdXVyQm2+peMx/Q4REREREZE5CTOYZFkPIiIiIiIi70iYwSQRERERERF5hyuDSTNZVFVkXs1K4/ImERERERGRCim1MlmUPbh22wFjKlxqCRERERERUWJLuMHkmtH+AeDde3ZZPtbi4aWWj0FERERERJSK0uM/RT0r0aYLOkqwoKNEXWM8IpMhuERERERElEBcWZmsLsjU9bzf7dAY/0lJwmqZEyIiIiIiIic5Opi8cfcOPL2mR/fzF3YO2/JvrtsRERERERF5h6Nhrv1VeU6+HBEREREREdkkYRLwFGanKT8mS4UQERERERGZkzCDyet37VB+zKz0hPn1iYiIiIiIPCVhRlONxVlKjlOVl6HkOERERERERKksYQaTquzW7U/qs29/hcstISIiIiIiSlyeH0yu7Cu35bgFWer3YBIREREREaUKzw8mT5hai7cP6XO7GURERERERBTC0dIgZogw4yoREREREZHXeH5lUrXdR5SiOj8Di4cPc7spRERERERECcvzK5Oq1Rdm4dFVPW43g4iIiIiIKKGl3MokERERERERWcfBJBERERERERnGwaRHZPqYaIiIiIiIiBIHB5MecfqsBrebQEREREREpBsHkx5RkZfhdhOIiIiIiIh042CSiIiIiIiIDBNN08z/sMhXAF5V1xxKMmUAPnG7EeRJPDcoFp4fFA3PDYqF5wfFwvPDvEZN08ojPWC1zuSrmqaNtXgMSlIi8hTPD4qE5wbFwvODouG5QbHw/KBYeH7Yg2GuREREREREZBgHk0RERERERGSY1cHkhUpaQcmK5wdFw3ODYuH5QdHw3KBYeH5QLDw/bGApAQ8RERERERGlJoa5EhERERERkWG6BpMiMkdEXhWRN0TkqAiPZ4nIXwKPPy4iTcpbSp4hIpeIyEci8mKUx/cUkRdEZL2IPCIivSGPDQS+/5yIPOVcq8lpIlIvIveJyMsi8pKIHBrhOTNE5MvA+fCciJzgRlvJfiKSLSJPiMjzgfPhpAjPOTvkXHhNRL4IeWxTyGO3ONp4cly8e4X4nRPod7wgIqPdaCc5R0SKReQ6EXlFRDaIyMSwx9n3SHEi0hlyn3hORP4rIj8Jew77HYrFLQ0iImkAzgOwHYD3ADwpIrdomvZyyNNWA/hc07Q2EdkDwJkAltjRYPKEywCcC+CKKI+/DWC6pmmfi8hc+GPUJ4Q8vq2maazzk/w2AviZpmnPiEgBgKdF5O6wawcAPKhp2k4utI+c9T2AmZqmfS0iGQAeEpHbNU17LPgETdN+Gvy3iBwCoD/k5/+naVqfY60lL4h1r5gLoD3w3wQAF2DwfYaSz+8A3KFp2q4ikgkgN+xx9j1SnKZprwLoA7aMX94HcGOEp7LfoZCelcnxAN7QNO0tTdN+AHAtgIVhz1kI4PLAv68DMEtERF0zyUs0TXsAwGcxHn9E07TPA18+BqDOkYaRp2ia9qGmac8E/v0VgA0Aat1tFblF8/s68GVG4L9Ym/aXArjG9oZRoloI4IrAefUYgGIRqXa7UWQPESkCMA3AnwBA07QfNE37IvQ57HtQmFkA3tQ07R23G5Ls9AwmawG8G/L1exjaIdzyHE3TNgL4EkCpigZSwlsN4PaQrzUAd4nI0yKyn0ttIocFQt/7ATwe4eGJgdDH20VkhLMtIyeJSJqIPAfgIwB3a5oW6XyAiDQCaAZwb8i3s0XkKRF5TER2tr2x5LZ49wo9fRNKHs0APgZwqYg8KyIXi0hejOez70F7IPqEJPsdCsUNcyUyS0S2hf+CPiXk21M0TXtfRCoA3C0irwRWOilJiUg+gOsB/ETTtP+GPfwMgMZA6OM8ADfBH7ZGSUjTtE0A+kSkGMCNItKjaVqkvdd7ALgu8PygxsC1owXAvSKyXtO0Nx1oNrmD9woKlQ5gNIBDNE17XER+B+AoAMeHP5F9DwqEQS8AcHSEh9nvUEzPyuT7AOpDvq4LfC/ic0QkHUARgE9VNJASk4iMAnAxgIWapm05FzRNez/w/4/gj2Mf704LyQmBvXHXA/izpmk3hD+uadp/g6GPmqbdBiBDRMocbiY5LBCedh+AOVGeMmRGOeTa8RaA+zF4PyUlGR33Cj19E0oe7wF4LySa4Tr4B5eDsO9BAXMBPKNp2n/CH2C/Qz09g8knAbSLSHNgpL8HgPBMercA2Cfw710B3KuxgGXKEpEGADcA2FvTtNdCvp8XSMSCQHjK9gAiZoSlxBfYN/0nABs0Tfu/KM+pCu6vFpHx8F+TOBGVhESkPLAiCRHJgT+p2ysRntcFoATAoyHfKxGRrMC/ywBMBhCeyImShM57xS0Algeyum4D4EtN0z50uKnkEE3T/g3gXRHpDHxrFsKuAex7UIioe+7Z71AvbpirpmkbRWQtgDsBpAG4RNO0l0TkZABPaZp2C/wdxitF5A34E7PsYWejyV0icg2AGQDKROQ9ACfCn0wDmqb9AcAJ8O+ZPT/wed2oadpYAJXwh7YB/nPvak3T7nD8FyCnTAawN4D1gX1yAHAMgAZgy7myK4ADRWQjgP8B2IMTUUmrGsDlgQx7PgB/1TTtH2H3EsB//7g27DwYDuCPIrI58LNnRMgKTMkj4r1CRA4Atlw7bgMwD8AbAL4FsNKltpJzDgHw58DCxlsAVoadE+x7UHDCYDsA+4d8L/Q8Yb9DMeH7R0REREREREbpCXMlIiIiIiIiGoSDSSIiIiIiIjKMg0kiIiIiIiIyjINJIiIiIiIiMoyDSSIiIiIiIjKMg0kiIiIiIiIyjINJIiLyPBEpFpGDQr6uEZHrbHqtnUXkBDuObYaI3C8iYwP/vkdEStxuExEREcDBJBERJYZiAFsGk5qmfaBp2q42vdYRAM636dhWXYmQ94GIiMhNHEwSEVEiOANAq4g8JyJniUiTiLwIACKyQkRuEpG7RWRARNaKyGEi8qyIPCYiwwLPaxWRO0TkaRF5UES6wl9ERDoAfK9p2ieBr3cTkRdF5HkReSDwvbRAG54UkRdEZP+Qnz9SRNYHnn9G4Ht9gXa8ICI3BlcWAyuOZ4rIEyLymohMDXw/R0SuFZENInIjgJyQJt4CYKkN7y8REZFh6W43gIiISIejAPRomtYHACLSFPZ4D4B+ANkA3gBwpKZp/SJyNoDlAH4L4EIAB2ia9rqITIB/9XFm2HEmA3gm5OsTAOygadr7IlIc+N5qAF9qmjZORLIAPCwidwHoArAQwARN074NDmIBXAHgEE3T/iUiJwM4EcBPAo+la5o2XkTmBb4/G8CBAL7VNG24iIwKbY+maZ+LSJaIlGqa9qnud4+IiMgGHEwSEVEyuE/TtK8AfCUiXwL4e+D76wGMEpF8AJMA/E1Egj+TFeE41QA+Dvn6YQCXichfAdwQ+N72gWMGw2yLALTDPxC8VNO0bwFA07TPRKQIQLGmaf8KPPdyAH8LOX7wmE8DaAr8exqAcwLHeEFEXghr40cAagBwMElERK7iYJKIiJLB9yH/3hzy9Wb473U+AF8EVzZj+B/8g0MAgKZpBwRWMXcE8LSIjAEg8K803hn6gyKyg4V2b4L+e3J2oJ1ERESu4p5JIiJKBF8BKDD7w5qm/RfA2yKyGwCIX2+Ep24A0Bb8QkRaNU17XNO0E+BfsawHcCeAA0UkI/CcDhHJA3A3gJUikhv4/jBN074E8HlwPySAvQH8C7E9AGBZ4Bg9AEaFtEcAVAEYMPL7ExER2YErk0RE5Hmapn0qIg8Hku7cDuA8E4fZE8AFInIcgAwA1wJ4Puw5DwD4jYiIpmkagLNEpB3+1ch/Bp7/Avwhqc8EBncfA9hZ07Q7RKQPwFMi8gOA2wAcA2AfAH8IDDLfArAyTjsvAHCpiGyAf3D7dMhjYwA8pmnaRhO/PxERkVLiv1cSERERAIjI7wD8XdO0e9xuS7hA227RNO2fbreFiIiIYa5ERESDnQYg1+1GRPEiB5JEROQVXJkkIiIiIiIiw7gySURERERERIZxMElERERERESGcTBJREREREREhnEwSURERERERIZxMElERERERESG/X8OGmK+aRaKdgAAAABJRU5ErkJggg==\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": [ "### What if we give wrong transcription?" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "results = model.predict(malay2, 'husein sangat comel')" ] }, { "cell_type": "code", "execution_count": 17, "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": [ "**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" } }, "nbformat": 4, "nbformat_minor": 4 }