{ "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 and Singlish CTC models." ] }, { "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 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": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Size (MB)Quantized Size (MB)WERCERWER-LMCER-LMLanguage
hubert-conformer-tiny36.610.30.3359680.08825730.1992270.0635223[malay]
hubert-conformer11531.10.2387140.06089980.1414790.0450751[malay]
hubert-conformer-large3921000.2203140.0549270.1280060.0385329[malay]
hubert-conformer-large-3mixed3921000.2411260.07879390.1327610.057482[malay, singlish, mandarin]
best-rq-conformer-tiny36.610.30.3192910.0789880.1795820.055521[malay]
best-rq-conformer11531.10.2536780.06580450.1542060.0482278[malay]
best-rq-conformer-large3921000.2346510.06016050.1300820.044521[malay]
\n", "
" ], "text/plain": [ " Size (MB) Quantized Size (MB) WER \\\n", "hubert-conformer-tiny 36.6 10.3 0.335968 \n", "hubert-conformer 115 31.1 0.238714 \n", "hubert-conformer-large 392 100 0.220314 \n", "hubert-conformer-large-3mixed 392 100 0.241126 \n", "best-rq-conformer-tiny 36.6 10.3 0.319291 \n", "best-rq-conformer 115 31.1 0.253678 \n", "best-rq-conformer-large 392 100 0.234651 \n", "\n", " CER WER-LM CER-LM \\\n", "hubert-conformer-tiny 0.0882573 0.199227 0.0635223 \n", "hubert-conformer 0.0608998 0.141479 0.0450751 \n", "hubert-conformer-large 0.054927 0.128006 0.0385329 \n", "hubert-conformer-large-3mixed 0.0787939 0.132761 0.057482 \n", "best-rq-conformer-tiny 0.078988 0.179582 0.055521 \n", "best-rq-conformer 0.0658045 0.154206 0.0482278 \n", "best-rq-conformer-large 0.0601605 0.130082 0.044521 \n", "\n", " Language \n", "hubert-conformer-tiny [malay] \n", "hubert-conformer [malay] \n", "hubert-conformer-large [malay] \n", "hubert-conformer-large-3mixed [malay, singlish, mandarin] \n", "best-rq-conformer-tiny [malay] \n", "best-rq-conformer [malay] \n", "best-rq-conformer-large [malay] " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.force_alignment.available_ctc()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load CTC Aligner model\n", "\n", "```python\n", "def deep_ctc(\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", " Model architecture supported. Allowed values:\n", "\n", " * ``'hubert-conformer-tiny'`` - Finetuned HuBERT Conformer TINY.\n", " * ``'hubert-conformer'`` - Finetuned HuBERT Conformer.\n", " * ``'hubert-conformer-large'`` - Finetuned HuBERT Conformer LARGE.\n", " * ``'hubert-conformer-large-3mixed'`` - Finetuned HuBERT Conformer LARGE for (Malay + Singlish + Mandarin) languages.\n", " * ``'best-rq-conformer-tiny'`` - Finetuned BEST-RQ Conformer TINY.\n", " * ``'best-rq-conformer'`` - Finetuned BEST-RQ Conformer.\n", " * ``'best-rq-conformer-large'`` - Finetuned BEST-RQ Conformer LARGE.\n", "\n", "\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": 3, "metadata": {}, "outputs": [], "source": [ "model = malaya_speech.force_alignment.deep_ctc(model = 'hubert-conformer')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "mixed_model = malaya_speech.force_alignment.deep_ctc(model = 'hubert-conformer-large-3mixed')" ] }, { "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": [ "#### Singlish samples" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'221931702.WAV': 'wantan mee is a traditional local cuisine',\n", " '221931818.WAV': 'ahmad khan adelene wee chin suan and robert ibbetson',\n", " '221931727.WAV': 'saravanan gopinathan george yeo yong boon and tay kheng soon'}" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import json\n", "import os\n", "from glob import glob\n", "\n", "with open('speech/imda/output.json') as fopen:\n", " data = json.load(fopen)\n", " \n", "data" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['speech/imda/221931727.WAV',\n", " 'speech/imda/221931818.WAV',\n", " 'speech/imda/221931702.WAV']" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wavs = glob('speech/imda/*.WAV')\n", "wavs" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "y, sr = malaya_speech.load(wavs[0])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(y, rate = sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predict\n", "\n", "```python\n", "def predict(self, input, transcription: str, sample_rate: int = 16000):\n", " \"\"\"\n", " Transcribe input, will return a string.\n", "\n", " Parameters\n", " ----------\n", " input: np.array\n", " np.array or malaya_speech.model.frame.Frame.\n", " transcription: str\n", " transcription of input audio.\n", " sample_rate: int, optional (default=16000)\n", " sample rate for `input`.\n", " Returns\n", " -------\n", " result: Dict[chars_alignment, words_alignment, alignment]\n", " \"\"\"\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Predict Malay\n", "\n", "Our original text is: 'sebagai pembangkang yang matang dan sejahtera pas akan menghadapi pilihan raya umum dan tidak menumbang kerajaan dari pintu belakang'" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "results = model.predict(malay2, texts[1])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "dict_keys(['chars_alignment', 'words_alignment', 'alignment'])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.keys()" ] }, { "cell_type": "code", "execution_count": 14, "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': 0.34897278547494653},\n", " {'text': 'pembangkang',\n", " 'start': 0.560779197080292,\n", " 'end': 1.121558394160584,\n", " 'start_t': 28,\n", " 'end_t': 56,\n", " 'score': 0.3905156957775239},\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': 0.3326612651595139},\n", " {'text': 'dan',\n", " 'start': 1.8625880474452556,\n", " 'end': 2.002782846715329,\n", " 'start_t': 93,\n", " 'end_t': 100,\n", " 'score': 0.4283144218597406},\n", " {'text': 'sejahtera',\n", " 'start': 2.0828941605839417,\n", " 'end': 2.6236455291970806,\n", " 'start_t': 104,\n", " 'end_t': 131,\n", " 'score': 0.3320172760391689},\n", " {'text': 'pas',\n", " 'start': 2.86397947080292,\n", " 'end': 3.064257755474453,\n", " 'start_t': 143,\n", " 'end_t': 153,\n", " 'score': 0.11881501389760815},\n", " {'text': 'akan',\n", " 'start': 3.164396897810219,\n", " 'end': 3.3847030109489054,\n", " 'start_t': 158,\n", " 'end_t': 169,\n", " 'score': 0.3623452024151932},\n", " {'text': 'menghadapi',\n", " 'start': 3.444786496350365,\n", " 'end': 3.945482208029197,\n", " 'start_t': 172,\n", " 'end_t': 197,\n", " 'score': 0.39888698593031147},\n", " {'text': 'pilihan',\n", " 'start': 4.065649178832117,\n", " 'end': 4.486233576642336,\n", " 'start_t': 203,\n", " 'end_t': 224,\n", " 'score': 0.3326954983691173},\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': 0.3845034150083502},\n", " {'text': 'menumbang',\n", " 'start': 5.868153740875913,\n", " 'end': 6.288738138686131,\n", " 'start_t': 293,\n", " 'end_t': 314,\n", " 'score': 0.4133131617679174},\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": 14, "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": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_alignments(alignment = results['alignment'],\n", " subs_alignment = results['chars_alignment'],\n", " words_alignment = results['words_alignment'],\n", " waveform = malay2,\n", " separator = ' ',\n", " sample_rate = 16000,\n", " figsize = (16, 9))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Predict Singlish\n", "\n", "Our original text is: 'saravanan gopinathan george yeo yong boon and tay kheng soon'" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "results = mixed_model.predict(y, data[os.path.split(wavs[0])[1]])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['chars_alignment', 'words_alignment', 'alignment'])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.keys()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'text': 'saravanan',\n", " 'start': 0.941180904522613,\n", " 'end': 1.7622110552763819,\n", " 'start_t': 47,\n", " 'end_t': 88,\n", " 'score': 0.18763287488331273},\n", " {'text': 'gopinathan',\n", " 'start': 1.8623366834170854,\n", " 'end': 2.84356783919598,\n", " 'start_t': 93,\n", " 'end_t': 142,\n", " 'score': 0.20010886631289232},\n", " {'text': 'george',\n", " 'start': 3.4242964824120605,\n", " 'end': 3.7446984924623115,\n", " 'start_t': 171,\n", " 'end_t': 187,\n", " 'score': 0.37452898187242656},\n", " {'text': 'yeo',\n", " 'start': 3.864849246231156,\n", " 'end': 4.1652261306532665,\n", " 'start_t': 193,\n", " 'end_t': 208,\n", " 'score': 0.1993353687451018},\n", " {'text': 'yong',\n", " 'start': 4.2453266331658295,\n", " 'end': 4.54570351758794,\n", " 'start_t': 212,\n", " 'end_t': 227,\n", " 'score': 0.2626648187659538},\n", " {'text': 'boon',\n", " 'start': 4.765979899497488,\n", " 'end': 5.10640703517588,\n", " 'start_t': 238,\n", " 'end_t': 255,\n", " 'score': 0.23324423677917153},\n", " {'text': 'and',\n", " 'start': 5.807286432160804,\n", " 'end': 5.927437185929648,\n", " 'start_t': 290,\n", " 'end_t': 296,\n", " 'score': 0.4999442895259972},\n", " {'text': 'tay',\n", " 'start': 6.067613065326634,\n", " 'end': 6.26786432160804,\n", " 'start_t': 303,\n", " 'end_t': 313,\n", " 'score': 0.2983391344595209},\n", " {'text': 'kheng',\n", " 'start': 6.327939698492463,\n", " 'end': 6.528190954773869,\n", " 'start_t': 316,\n", " 'end_t': 326,\n", " 'score': 0.4886619269919623},\n", " {'text': 'soon',\n", " 'start': 6.628316582914573,\n", " 'end': 6.80854271356784,\n", " 'start_t': 331,\n", " 'end_t': 340,\n", " 'score': 0.4431956807809488}]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results['words_alignment']" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[{'text': 's',\n", " 'start': 0.941180904522613,\n", " 'end': 1.0012562814070352,\n", " 'start_t': 47,\n", " 'end_t': 50,\n", " 'score': 0.33196959897144457},\n", " {'text': 'a',\n", " 'start': 1.0012562814070352,\n", " 'end': 1.081356783919598,\n", " 'start_t': 50,\n", " 'end_t': 54,\n", " 'score': 0.23288598657160595},\n", " {'text': 'r',\n", " 'start': 1.081356783919598,\n", " 'end': 1.1214070351758794,\n", " 'start_t': 54,\n", " 'end_t': 56,\n", " 'score': 0.39886018635627857},\n", " {'text': 'a',\n", " 'start': 1.1214070351758794,\n", " 'end': 1.2615829145728643,\n", " 'start_t': 56,\n", " 'end_t': 63,\n", " 'score': 0.11159036000876765},\n", " {'text': 'v',\n", " 'start': 1.2615829145728643,\n", " 'end': 1.3216582914572865,\n", " 'start_t': 63,\n", " 'end_t': 66,\n", " 'score': 0.31265960138630633},\n", " {'text': 'a',\n", " 'start': 1.3216582914572865,\n", " 'end': 1.5219095477386935,\n", " 'start_t': 66,\n", " 'end_t': 76,\n", " 'score': 0.07917934668213271},\n", " {'text': 'n',\n", " 'start': 1.5219095477386935,\n", " 'end': 1.5819849246231157,\n", " 'start_t': 76,\n", " 'end_t': 79,\n", " 'score': 0.32596125211928234},\n", " {'text': 'a',\n", " 'start': 1.5819849246231157,\n", " 'end': 1.6620854271356784,\n", " 'start_t': 79,\n", " 'end_t': 83,\n", " 'score': 0.2408168316012087},\n", " {'text': 'n',\n", " 'start': 1.6620854271356784,\n", " 'end': 1.7622110552763819,\n", " 'start_t': 83,\n", " 'end_t': 88,\n", " 'score': 0.10314377609964123},\n", " {'text': ' ',\n", " 'start': 1.7622110552763819,\n", " 'end': 1.8623366834170854,\n", " 'start_t': 88,\n", " 'end_t': 93,\n", " 'score': 0.19303946495554644},\n", " {'text': 'g',\n", " 'start': 1.8623366834170854,\n", " 'end': 1.9224120603015076,\n", " 'start_t': 93,\n", " 'end_t': 96,\n", " 'score': 0.3320287664839567},\n", " {'text': 'o',\n", " 'start': 1.9224120603015076,\n", " 'end': 2.0826130653266333,\n", " 'start_t': 96,\n", " 'end_t': 104,\n", " 'score': 0.12450930476255619},\n", " {'text': 'p',\n", " 'start': 2.0826130653266333,\n", " 'end': 2.1226633165829147,\n", " 'start_t': 104,\n", " 'end_t': 106,\n", " 'score': 0.4991674423220821},\n", " {'text': 'i',\n", " 'start': 2.1226633165829147,\n", " 'end': 2.2428140703517587,\n", " 'start_t': 106,\n", " 'end_t': 112,\n", " 'score': 0.16561626394711962},\n", " {'text': 'n',\n", " 'start': 2.2428140703517587,\n", " 'end': 2.302889447236181,\n", " 'start_t': 112,\n", " 'end_t': 115,\n", " 'score': 0.32914326589196685},\n", " {'text': 'a',\n", " 'start': 2.302889447236181,\n", " 'end': 2.5431909547738694,\n", " 'start_t': 115,\n", " 'end_t': 127,\n", " 'score': 0.08254873755678713},\n", " {'text': 't',\n", " 'start': 2.5431909547738694,\n", " 'end': 2.56321608040201,\n", " 'start_t': 127,\n", " 'end_t': 128,\n", " 'score': 0.9963043928146362},\n", " {'text': 'h',\n", " 'start': 2.56321608040201,\n", " 'end': 2.6032663316582916,\n", " 'start_t': 128,\n", " 'end_t': 130,\n", " 'score': 0.4278713763107092},\n", " {'text': 'a',\n", " 'start': 2.6032663316582916,\n", " 'end': 2.703391959798995,\n", " 'start_t': 130,\n", " 'end_t': 135,\n", " 'score': 0.1991872191431391},\n", " {'text': 'n',\n", " 'start': 2.703391959798995,\n", " 'end': 2.84356783919598,\n", " 'start_t': 135,\n", " 'end_t': 142,\n", " 'score': 0.14216333627763245},\n", " {'text': ' ',\n", " 'start': 2.84356783919598,\n", " 'end': 3.4242964824120605,\n", " 'start_t': 142,\n", " 'end_t': 171,\n", " 'score': 0.03384907492310512},\n", " {'text': 'g',\n", " 'start': 3.4242964824120605,\n", " 'end': 3.4443216080402013,\n", " 'start_t': 171,\n", " 'end_t': 172,\n", " 'score': 0.9997904896736145},\n", " {'text': 'e',\n", " 'start': 3.4443216080402013,\n", " 'end': 3.4843718592964823,\n", " 'start_t': 172,\n", " 'end_t': 174,\n", " 'score': 0.4971865127017847},\n", " {'text': 'o',\n", " 'start': 3.4843718592964823,\n", " 'end': 3.5244221105527638,\n", " 'start_t': 174,\n", " 'end_t': 176,\n", " 'score': 0.4999451935553722},\n", " {'text': 'r',\n", " 'start': 3.5244221105527638,\n", " 'end': 3.6045226130653267,\n", " 'start_t': 176,\n", " 'end_t': 180,\n", " 'score': 0.249802276505746},\n", " {'text': 'g',\n", " 'start': 3.6045226130653267,\n", " 'end': 3.6245477386934675,\n", " 'start_t': 180,\n", " 'end_t': 181,\n", " 'score': 0.9996540546417236},\n", " {'text': 'e',\n", " 'start': 3.6245477386934675,\n", " 'end': 3.7446984924623115,\n", " 'start_t': 181,\n", " 'end_t': 187,\n", " 'score': 0.1665911078510315},\n", " {'text': ' ',\n", " 'start': 3.7446984924623115,\n", " 'end': 3.864849246231156,\n", " 'start_t': 187,\n", " 'end_t': 193,\n", " 'score': 0.16663597027596586},\n", " {'text': 'y',\n", " 'start': 3.864849246231156,\n", " 'end': 3.9048994974874374,\n", " 'start_t': 193,\n", " 'end_t': 195,\n", " 'score': 0.49971494127885274},\n", " {'text': 'e',\n", " 'start': 3.9048994974874374,\n", " 'end': 3.944949748743719,\n", " 'start_t': 195,\n", " 'end_t': 197,\n", " 'score': 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0.028484645911766353},\n", " {'text': 'a',\n", " 'start': 5.807286432160804,\n", " 'end': 5.867361809045226,\n", " 'start_t': 290,\n", " 'end_t': 293,\n", " 'score': 0.3333034912754038},\n", " {'text': 'n',\n", " 'start': 5.867361809045226,\n", " 'end': 5.887386934673367,\n", " 'start_t': 293,\n", " 'end_t': 294,\n", " 'score': 0.9999722838401794},\n", " {'text': 'd',\n", " 'start': 5.887386934673367,\n", " 'end': 5.927437185929648,\n", " 'start_t': 294,\n", " 'end_t': 296,\n", " 'score': 0.4998914897447962},\n", " {'text': ' ',\n", " 'start': 5.927437185929648,\n", " 'end': 6.067613065326634,\n", " 'start_t': 296,\n", " 'end_t': 303,\n", " 'score': 0.1427545888090139},\n", " {'text': 't',\n", " 'start': 6.067613065326634,\n", " 'end': 6.1477135678391965,\n", " 'start_t': 303,\n", " 'end_t': 307,\n", " 'score': 0.24978102744329242},\n", " {'text': 'a',\n", " 'start': 6.1477135678391965,\n", " 'end': 6.187763819095477,\n", " 'start_t': 307,\n", " 'end_t': 309,\n", " 'score': 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0.9963178038597107}]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results['chars_alignment']" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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GgP6UznEhPt48FcyOLlqVYe6+QZitGrkQ2KqkFBEURCrKakVm1XJTBRRCQSmBjvKGUoiVAgQUAhE6o6jSNRzTqmQyV4wxkLJIFCmnNRGrsVKEWOE/kkRo3bGthYsvuB0f/PrjExXzR/+9A1d89mFEXYV1xwV4x3sm4HkCe0UXj3rUo3Hxm28DHroYl19+OX7zqxFMrn4UvFodrZJTQSH+SjZVyiK1sa2PK3KUCSGS89+cL7MqZtHBiiXDMAzDMAzDzCO//10L37pmLz76pcNxxbWHQEqBa77SWyyqVuNV5osuughvfetbcc4552D6wfswsWb1Qg2ZYQaGlyAYhmEYhmEYZg7Ysa2F919wO9768aMQhQoffftd+N1P9iIKFWb2hDj/9HvgCYVmU2HZ8qwie8EFF+A73/kO2u02Vj/rJXG6EYY5QOAHS8bJxsP/In4xEZvApqwwEhPY/OmjpDavqJeYYmRam6SbKHA0r2f35fmlk/mr+TrJf2xb71XyzW16KSqMbTrwUGLWKnr7k3QJtglsTt8midWP79g2x5AJblH7ZE5axm/ftJTJtdqxUorE20qkcSgTBIj2lTGBnQtbDakOblNYIH38dP6HNd8jE9phJzzZgNmY88E0uzUD/hhjJnPU5Hjm6hoXmm8riGqYpAARuu+Remw+t0enzjBTNlT8eJtpKmibnpLJX2BsJ3NS2jdI+gkhFAI9Fkpb0ghi88GKNv8c1vQzDpKjoJTbVBIAfBGP3Q6EYx4DmeJW5zAtiBAKEgojfhtBQRAeGrdXKsRKln2dCmRfEJvGKox4rcQslc6haTbbsnJtSaFQld1CU9i8axEHW1JY4k+nthF2ShAyU3WZzSb1EcHX13VcxipjTfbMZX0RQSLCpJxGS8amsaOyifvuauEf/mU5nnppDS/duAOPfZSPj3+ml6rtqDX3xmOItqLdeQxuv/swvPv9wCc/NoWpqQh3PeoxiNBLCxIV3kjiW6CCSJm/FpmxUvAel6lvpCSU3t9hU1imJGwKyzAMwzAMwzBzzIpDfbzvLTux5WdtPPWPKvjxLW08+ED8APvQQxHuuusuAMDatWtx7Q3Lk3qvuXAEb9o0tiBjZpjZwEsQTIqNR/4VAECN62A9OgWIqvYivKggRyI00ock6UFszCA8pORRSpFq/jpHWEvvU0Zf9oIm7TNVtiRoj1XWmVLEFk6SIDdGn75VxnhNbdpKZWbhVS+ORl5+n7MmpSjR+EqE8bcvn+M4k/cl7iKkfEZVRzCXvGNNBYoh9cgqbAbfGWSZbPh4Gj2UYzwuRXWQa7mfKxaZ9Be+6uWAoTkcOg64TEAeu+0ymEUF4jlgjs1s125bB4qBr5JgOUDvGJPsR0XDKXNYOWUowE5XKggBVKrdJEXGSK2t66qkDYFYpfRzVElnH4599QGC95iKErVFyiQF2Knpv3ORtkJAnwsvNILwmGNwf3DnM8jNmN+EJyJIKIz7Myllh5TJqlYqh1UcvVkE+NnfoWMb9bIpPTqGuRGpj4EIdfAbhYZsOxW6qsyfw4EI4WvFcsxQJid0eg+TmtVOxVAspfUl4YkoUUKXentTx1YTHQSI58CIbGFSxnNmatsj2P1AF5/41DKcun4Htv/mA5h+3o244E9/hyiKEAQB3vbOJ6Mt499XbYdpUIRYpWzpcxX2VSwFlBIplbKp8gMsJoqls2+ZnP+iNhjGhB8sGYZhGIZhGGaOeGhXiH982y4cepiHP3x876Hs2GOPxZe+9KXk/W13H7YQw2OYeYMfLBlsPOqi5LUaraf2JWlCfIccRL6RWiHMVSkB58p+z09Rh693qHUZpTJRObPt0TjIjzLlN2krgqTe5btz9pTKqm634PCUh0TZoPQdBTmJ4/16QVT5Dh/G2S7AW+lQ4vHk+IyZvqM5i5KlciMbal3Gv7Rqrci7Vvbta+r0p6R0DNl9apA0FYX+nH1OPu33VG88Zfw693PsJPZFKMq/YPoqLgR03mkMlchI1VE8x+heIPwopSqSUins+5GjvVyxvSDNhqfHHASxwjEtY+W0EnQxWms525VCQQjlVBvd6S/S20xfNFvxLIsQCp6IsKQW+62RP2Ewh2obKY8jXruPEjv/Ct+4H6tdVdlN/DbrXielLlbF4H6ci1mddEHX0VYHAaCG3jZThfREBKXrmNc6zwfS3O4hSs5xQ7Yw5jlS9Oj7Nql1iY8ljHZ0G1Q2ViVDQChMetN6m1k+9sNdKptYs/oHWLbkZKxcuRJ33HEHjlqzHbfdfRgeeCj2m7zt7o8l9fqlBYkgYh/LgrQgJkoJRBAphbFd8GOkg4J9ykek+2XFkikLP1gyDMMwDMMwzBxRqVRw3XXXYf369fj85z+Ppz4LOP/CkYUeFsPMO/xgeRCz4ei3AgDUeCOzjyK+mr6MmTKyv1JpL66lfCM9kdkGAN2ao08rcmy6zfgvKaBhtWAcIl3WJTmoxBcx/detuuoXElDtuEzk6N9JNy4fVhxKyJACmK3IOhcqLXfFyNF/dkD996X8Jqn/ip1kflilUhcto45ZfYgSfo+Fap3tU2oqXYtAqRwGBQACkEGUVYodp2Sgs1R0KRK/Sa0Uy7TPrqx1M9Mp79p29XbPi5IIpwAgvcEVJZqXXkFdX0dxpaiqnh5zUyh4MsLSkelclY62m2pjUXTSpE9d3oyyOkjCeao/5rewTYYQQmFpJVZr5sKn0kYayqC9bfC2Bh/fhN9Tt4KUv12sGI95zUL/vkHw5uH87U/IRPEjH8tmpkxN9M6l6W8pEQEirlMpUIWpvj1HPISQQmGF/0iyreJQO83+zfefuGw3lkwCrzh/HDUR4p8veRhLl3vwlsb63TKZ9Rf1oFCvnohjjtiOH2xegU7nITy4+9H4Px+L8Mqzz8PrZkbxvJNrucdSiBKJUtnPx9I1q6ICEx2Xb6W5jyw4isoxjAnPFIZhGIZhGIYBcOpLR/H1L8fBfqJI4bqrZ3Dqi+p9avVYs8bHN78VR3idmJC4+mvLh3+oZJgDDFYsGYZhGIZhmEXF1CMhvvfV3dj4yuWF5d5x4XbsvLeLTivCS189jtPPHsfEEg+/2dLGngc7eNwxASaX9AmawDAMAH6wPCjZcOzbAQDReHYFLtImsA57suQlWVKFjfT0SaXekLatIbUvcsukgu0kZTKb4nZSJrW6vmWCmhpPYnbrbs/sJ6pQH1YhM8gNHTqZzfoKOtp4/LoMRnAQe1yqTBMi+1rZ+xzpRshssJQJbFG/Vnup8VRjs6NBTFedJqsWZLJI5o1FJoyFZqq6nhwikElXp6kIqt1U/wcTSigoJeJLPoApcyFUz3FOk4A8ZPKqrz9d8w6Zivr9zUOTNumvVPC9Xr2iOWZuNynql0xfazpYDwWoGa3E5nRTXjp9h3Osuk4gQzT8dm45Ijk/rsA+OSaYZlkysx3x4r6qsgNfhBAiTr8BDGZSWwYpFDyhoFTcX1X2D4zjSuo+CGTuOuHH5r0u89Q4fUVsWrnc3zOr/spyIAf4caXpAHoBcoA4qA4QB4chKJCPhyhJF7LM25sykSUoII/rekmjfrR3Bt/4/AN4xXlpdx8yeaX677l0AhOTHlSri5e/cCdOOyXAOS+v4oYrH8EDOyOc/fI6VngRAhF/N1cdU18CmGltxm13n+k0V3UF5gHs4D3ZY410MJ62DrLTN3gPdHmjrcLgPQX5wjrKg07K5Bwbw7hgU1iGYRiGYRhmUfGpS3binrs6eM0Lfo+P/uMDueX+6zN78fIN9+HsM3bivntD3HVnFydtqOF7323h1ls7+ONnV3LrMgyThhXLg4j1T3onACAaT9v6R0GJlShjCaJbd08b10IaqZKkVLrKdK3lv4zaae7zsn2F1j2f6psLcZl+rXQcZhuZhTlSW832itQwO5ZJzvKNcrSbNGGqrXntpxRih2po903HHAyuKClT+UgCIanUe1HpqTZl1Mde2bwdrvQO6W3Olf0SQTvksKoaDDFYiXLK8iIkDt6j4rQaUXwBSVVzBoogVbqEyBXpaeQH2flkXzf7/JvqYlEgHSFUHLxHANVqx6k897appI75F+gFt7FVTFInAaDmp5W3qtdfiatoxZCCkkjEat7S6nSmrKkc+jkBfcyUIJTwnJRLUipNhXDEzwYnEVqtsZVKqjcXKptEnPplSZA9TiA/gEjkUIiKoDQhpFTmpbEAYgUtLxBQoNuhwDD7Ig3K/kpeMCIPceqQhmz1lEJ9nkJlBu/pfREKKCgIdJSXujbLvL0Aeuc9bxw+Igih8Ia3juHu3zbxn9ceioboAkjPK08o3LS5hR//cAb//dWl+MPH3IfnPOc5OHzyYvzhUc/BySe9FpOTkzjqyPcBACqVzWi2NsN1lSn5VDtnjuYplqYS2Hak/oi0AtnUUQSLAvGkyhvpQYpShfSCAmXb7Sgv+WxxuhGmLPxgyTAMwzAMwxx07NmjMD4hUa8L/PrXv8aNN94IAIiiCDfeeCOuuOKKBR4hwxxY8IPlIufWH28FAJz81OsRNbQsR0pZtb9SqQSlFDFWs0R6n8v0PlEqA1tC661qduvpFbKMT2OqPf0iURiNdpPx6HYK0oPY6ThIqXS5GVBZ5VNKg4LxCaN/UlX7nV5q31EucimiGb/X7FgTtc46zrifdKqGgTD7tpLSe7XBk4SnFAA7PUiB+EDTx6U4FilUNlE0Cy8AAUCRSpX2xyvlU7oICPU5kFIBWiUjhU8WqD9F0DWp1uP5ZPq/9juvlDrE98NSarTQaiUROHwsnXUA+MY8s5WsehArMC5/yTzfSPK5bPjtRKm02/eMfmzfwzIKaMe4udZ1ugxSN0kRGvWyKmVqLEkKiLgcJbyfK5XOg0qUrEFTenQcZh+kBFGbZroLSnDfT6m0X4/IVqpOTfb3dz1YIQXTExEkFA7xsv6pTbhVMCEUfIS49iN3YNloF+deMA4grbznIaHgU9oa0YUPhRWe+zqtXX0vHvXKFq750hnYeNJWrDniOBz3pAg3/+R0nHveFE5eX0VQ/2Ns3QaECmi23oIIQNNxj4gQq4UdSKf/cTPHl9FUAl2+kLG3qEBHq5n90n5EEIhUWrHs50eZR1v5iWLZLmiDYUx4pjAMwzAMwzCLipFRib1TxQ+j1WoV1157LQBg67bDku0vfkk2vzfDMP3hB8tFykl/9G4AgHriYwEAYT1Ilv2Vb4UQNaOdUrTVPMURhhpJ7Vj+igAQOuoBQLeWv9qW1BfZbfQ3Kogca0dqLeqDylJkVJdIQQt0PTWwYMzG/kGjrZr+mrR4aAohGf9Jl49lRqlM+z+mO8zWz2D1mfKZJH83itRJzRWokEnVAjWJVKm8hPZmfZdv4yAqZBTlH3xR/3HnAEQ83kGikO7v9D1ug14U1sg4l+4oqvG2/m1Wq+3UOLwBxtMScb1apZzSJQXQ1O2b/pAAEEYiKZMan59VBklRJIVyJMiqfo2CaK9ArLBIEWFJZcZoNxtZUwiFyWDGrm6Nx/0j2hwXjZkUR1fiehekPC31pwr7mg3k91nL8aHLVVccEWQbIj7mhlYVx2Xv3NVKKKJmdFOpj33Sm078BJlySCgowBkp1YSixn7p8h248XPvRnV0BH+0bgpr1gVY6g12ziWAWvVEPOOJ9+LZf3w2Tt1wKzZu3IhLL700Vc58kASATsEtJ4RAhPgu5/KXVMY+17G6/CeBtErZcZRRpEDqcPX9zmOktMJpKIzNKN8/knwrXSprCJnczzkqLFMWfrBkGIZhGIZhFpTf/ryJG67Zi2e85T3wVBc//9d34gnrZhc05vOf//wcjY5hmDJwuhGGYRiGYRhmQbh/Wxvnn3QnPvL39+PBnSF+/KlPQUoPf3JStX9lhmH2K1ixXGQ874/fCwBQNX1pkwA0MpPGI0nd4ffWF3oBa9LpQcy6ST2R3ldgbYFuzTK/BZJljcSqRFnvASiPzG6tBo0y1K9tyZFqh/rS7YTVfJuXxAS2wGzTtoRRvkrMPynYT1908BfloRcQRxO5+raXgcwydOx20B/zrR3gxzUk3aadLsRMCSJ1oJMygWpkkiaiv9lcqVQUZKboOD+DmHJKSX8pXUT/OtR+VyoIKNSr7dxAL4sdgfjzJmUEYZ08l5lxZKV38HWeAAAgAElEQVQkMa9fRZuYJvsGOKW+novT+jpW+pgmkxmoMF6bgXsAwNMDIFNc2wTWDNgzogPyjFomsPUC0z0yIaUygQ6i40rxQUFjPBFBQcCXYSbgTF4qDKAXnMas09DBd8ZkORNYqk9J5ye82BS2X9qDYfBEhEiJ3HQS9vaeGZ/MlBnTJr5j2gS2YpwD6UwY4U6ZEogQPiJIEWGpTnfBlEeKCEoJpwkxzcGW7OKerW2cc/4oljzbwxXfreP+W2/FmppAIIDagFHRpACarc3Yuu3MwnK26WuzwNwz1Gk8VE65XtAcPzd1h3MMhvmrK8iOouA9pU1Rs+WL6ro+Q719cVv92mAYE1YsGYZhGIZhmHnl7y64D6954Tace/Ld+OrnH0ntO3yNjw2nNXD99S2MH34Y9uzYgW98s/ziB8Mw+wesWC4Snvv8OIGvqqVXlUhNDKsys43UQBM7WE+i9Blle0qlu45Jt2ZtcATmSd57IrM9USqtlCJF6UFcaTySYD22UqnfRoERQMdebknaGyJNB4Acn31A6KA7lSi1Lf5rBsuxttkBepBVGPttT5cx36TLk6LnGcduJ4p3Bc2hoDaDqIhlCPQ4XIEGbOWsCJmoY9mk9/1o6ug9SgnnOPYVRUrVbM97v/pCKEABvowS1ZbOhXJch0AHyPH1fDJTdnh6Gx1P6JhPpY5HiZSCXLOU0Lw2K16YqkfbKY2HPVdMdXLMUhldqmMZFIBu5CVpNmzFUwoFgQhL/OlMXZeSQAFrAh3UpmGkxRiTxQGA8uglrY9vprYqUylIWj8IUig0pPs82opOgPg+4xkWEaSC0XFSoB7PoVJ6yJ9XZnAi87VL2SlKWzIMReM60JCIv+dqoou/v3QJJiY9BO02XnLqA3jZqRJLlki0ZBfjI0fjFadswR0/fS/+4X2XwvMFTn52gK4C2mWifxkoRYF0isu1rWvpCspDhFqtVMqtHiojaI4rwI6Z/iO1XQflift3KKEqVkopyE8/S4FEOY1mn26ko7wk3UiryCSNYQz4wZJhGIZhGIaZV77wmT34zvUz8ITCffeG2HpnF0uWVFJl3v72t+OLP74Prenf4vKP3IrFE3ebYQ4O+MHyAObZG9+fvFakSNoLZZQCI+itciUKI+3z81UXR97pRNHLSykCAKGlVKok1Ul+e7RwluqzwG+y17Z+YaUSMX0ko/R3V297TWXKZqAFvaLVT2GMNTkeS2FMyjqUR7tsgRqZ+EEWKKhFOhrVShQvh6LjUyoRSv3g5ftIkkBl+qqV8amcDcKlFGqly/f6/xTxSii5uX0LAFDwvQgRZXWZY+FyrpXeMhQpoDZC/+d7US89h6McKUl0vslf0Tfmh32saoi5Q6pIxQuT1B+FaWuEio9Xxcqkeew1rRbaSiWpk6YqSftMRbAspPjFaqTCZDCdtGP7+tF7V5qMGnrbSPEkfzZS0sa8nkrpUtzKIHVChRFLTSxKOzKo8uYhgkJ+OhBPK1ekPlLf44a/KKmddA5cY6BtZec8nbGaCAFDnQwSH9jFozDONZRCZsuNU/jpD2dwzVeXYqIhceaLH8TyiStx1JrnwAu3otN5DH6v03+E4fHalxE53rDFRPpfkc8kkFUo2wVqYEd5SSoPV+qQSPtg5imTeaqhqW62c3w3iywF+pWnsefRbx+nG2EGhR8sGYZhGIZhmHlj754IExMS9brAbb/r4sc/6S3GrF27Ft/81vLk/aP/5Ln6cfTWfT5OhmFmBz9YHoD88QsvAQCoiuk3qV/YCl+iWIpeNFeK4lqwANWL/Frg92gR1ozOrXE4lU8v/bdoPImfo+M4e76eadWvSG2NanodtMzivWMxOlE4U/6J+i/5TOYplUZ5IRRQjZJ9pEI63QUL1MM8dcYVtbRIyQmC8r6R1HK9ZFL63HYGWO1P/PkcF6UalPfxCq3IpUGBImsjEE8JIRTqfaKQLlYSJVtGsD9EgeEfSOXI37Ei889XVKiz9x+PJxQmazOJQtIPCQUIoOG30fDz5zAplON+NpBIwxtcqSQmtA+gL0JIKCwP9hSPFT1F0sSMttmLAhufb5fyR2VcEVCLiNW9nv/joPXL94GMKtojvZ38KV0RR2v6OO+7u4PXn/cgjn9qgJ/c0sHKQyX+z6eWoFYrP988HRtzTHRRYKjDOPAAVKsn4oJX3YuvX3kG1p+0FUcffTROOOEh3L/zTPx+W5xSpGV8bCNAK5ZyqPtCrFiKvoql7QuZpzYCsdKvSJV0+BuSYtlWntMP0qVGAki11VRZ06pI+/PT2PpZHChFyqmhWOb9aEN5H0vXMTOMC36wZBiGYRhm0fL7rV186CMTeO8lAd70uodw/debOP3M+kIP66CiWq3i2muvTW0j01eGYRYP/GDJMAzDMMyi4D8/+Qiu+eJeCCi86OUjeN7JNaxa4+Hxx8SKyzHrfGzfdnBaGjAMw8w3/GB5APHMMy8F0AvUUxjIJjFh1elGKiKb3sNRPwnkY6f3KLC+6I6IVNlUHxRIxwpsA+Sbvpp9JVYaBUF8ck1gTRNL2ldzpxspxJVuxDbf9FVvjL472E7yXptdkjmt8KPi4Di6nF9gdpmXacOVrN42PXWZkBYHPsndlak/SDqPMoE0KBWFK3iPbfbrFQSBkfpa+kMEiiGzy7Fqa0HTjSwkcboRAU8oSI9MKx3mydoENtAmsEXnm85l15FuhLDrN/zYFPV+GRu10ft++CKCJxSEUJioNJ3ms5TyY9yPTVbLBOopYx5K9cms1dcmm0XtUpAaV5ma6G2rWcF7XOMKhoiz6YkInjYcpEA5rpQKs8GD6gXvcZi2mvRMYMOkLgD88udtXHfFHnzlq0uhFHDWabtw7B8I1CsCDT3cmicw1YqS9+XGFt/3JqVEuIhSgewLpABarc34/bYzM/tM81fTbDVK/orCFCB5KJ0apN8ctc1Ai8xCQ22WqyDQcQTvUdpkNTfdSI4pqWn+WpzGRKcb6XM+aIxmuaLjIlPX0NFuR5EROAfvYcrDD5YMwzAMwxww2KrkueePAgB+/L9tnLyhikYj/pG8fmMVP/3p7HzAGYZhmPLwg+UBwIkv+0D8opJWKp1iiaU09tKNGInLbTXSWIjKtFmwONZppNszsRfnCgP0WKpoamEsk4pA/3XMXFIunepo1a0kiIjUVscqNNVPUoE4yljnOW5MV6+klQHppdW7rojXAv2gVy5R+gyVk5TKYfQBz6Vq67+1IJ0AvogixZGUQlMhnK/w+0L34WqdFK+ghAoZlEhJkocUCkr3Fxaoa656c8lcpyQZNN2IEApVv5ucdwrMY55bO3WHC6rfU3+zH+6al344sFOBFH02fEOtIxWyKrvw9XhHrAA8df1+1EsHqRn1ssF7iDJpNVyBd/Lbi/ukIDa+VvLMoDak6tUMFTOjVOpxUTAfoDhZehEUtCpPBaKgQJUhMw9KEcXKrBIYEW3cu62Dt5x/P/7j+tVJmYbsJKrkl7+6FEKrks8/0cexxwZoiAgtADUBrFp9L5aMvwNSSvjBlVi1egsAYGLyA/D8vVi1+uLSY6tUN6Pd3owOFELFiuUgqDirDzqO01akKFLwnWGU8QjQ6mGxymYH6yn6bIRaCbRTeRC9fZ4zJUhe2+YYnYqlDgrU0j+qXMqiCaVEMRXSVkHwHhqry/omUgI03YssSRjGhGcKwzAMwzAHBD/93xZO0qrkyIjE+o1V/Oim+OH66U+r4PrrW5iZUZiamsJVV12FM844A1u2bEnqX3TRRbj44osXaPQMwzCLG1Ys92Oe/soPAgBUJe0v6STHF5IWoUIjRnpGGSyxIGi2S2lF7AWulEppq6K2r6VjzEkKjwIlNnKMOaqo9Bi1iqGC/ivLKb/JpC8rlYjIjkvk1ROArHdTxaXlP0kKZCR6vpMkJpPq589CUetHZYgUGabiZF+e+RzrIFRKjGPOVEMV+9PY7ZlqXdm0F3PBXKuXedg+s1Wvm/g9kqroO/wMi1IGUJvt0EvVd/lL+la6Es9SLuuGskntVGVPrTNVQ7o+da+dShtCyiSpfUVKo1cifftYgdJptuFSIwkBBSniMolSqf+aamQeplpSRgFKUpIYxye0t5U9tpruP5iD9CMSAIRCQ3YwIjpQocIlf3Uvtmzp4DGP9XH5h5dgTCh0ITAmBapCoiYkJiffg1Wr34hVq4Ff/uoynPGiT6PbncTZr2jgsENOwX3bZzeudvsiKAW0lSpxxRmTSP/ruPwODYXOfB0mKTZ8p/rXt08ldbqS4hQZgyiWbeUhVALISzeSpPkInKpi3lhaRlsuxTKCQKR6ffZLv9JTOM3PfP45LFIizXQj7GPJlIUVS4ZhGIZh9ju23t7FK89t4Ib/WYGxUYl/+7cpPP3pFVx3fRPTMwpT0xG+dt0MnvWsZyV1Nm3ahC1btuA731qBC14zsoCjZxiGOfhgxXI/4/g/vaz3pmIpg3ZkVIf6l1nMMhRDexEtiQBbANUJq8ZGux2Hipj4VNozzFBW7AUw14IYlVZWpNWomo342jvWgjXljA+ppU46xpq4pha06wchurotivCa+EZaaiTR1tt9L0r2kRI0jKrowoyUSsrSIKqdK6qrXd+lUM0XtHpKapO5ejtIwvZ+fipmHzaxf2GEmt9Jzi9FP92XKuW+QFrnlK49KYUNv92bV+ipmDadvBDQZtvaCmDEoVQG0v15oD49EUFBoO51kiirpF7WchRHT8SzZ8KfcfpPulS7ovbi8cRlx/uolOlx6OOWLTREK6dMHOtxTM5kxlXGvzM0rmPezB939G1+1mmcY9qnM9D9V+bw80/HMiK6mJQhDj9c4plPi798XnpWHf/x+WfhXe/+Cl7zy8tw2hmfBgBc+Nq/wapDTsEOS5WcU19I7ScYAQgX10d8nxHm+PD1Xpvh4GN9PITsGwU1jzxfyPSYZOH79FglkESbzZaL54dAO6fPvOMwLQhc/dM0Loremh5HrKqaYyzysez5uGfbpQizANBlxZIpCT9YMgzDMAyz32GnURJ6w6ZNm7Bp06Zk+47tl+zLYTEMwzA58IMlwzAMwxxkfO6fd+GGr+zBxDIPhxzmY906D+deML7Qw0qxfXuEm29p4/inVHDVVTN45jOfudBDYhiGYQrgB8v9hCdfoE1ge7lyc01gk/2uVBLWEm9iylrJBu9xtmlZO4Q1Vx/6rx2Qx0zv4bvthUwrkaSEbeJrBMaxrUqiSpStk2QpcOzLQ5utyiKzWSqqx+M6okpFB+oRCqFQEAKoVdMpFoIcs9YZCoAS9EwHbXPZ1DgsE9Siw0xMFh3tKYdJUtImmeLaQVIGGFfetvnANKUaJBx6nmklkD12GzIPrXldZ4CZxUAvnYf7uksjwA6ZUNE5dZm82ZgBdaivET82xaRrapbpO14oCBFh0p9O6pHJqusYPCh4IoKEwhJ/ytrnNv8dlzPZfkXaHHVMlxnELNtDCA8Kh3oP55bxKcCPyM43V1AQ+5jter/8WQs/uG4PvnDtSlSiDs58wQN46hMaGCsMVKQgASzV53c+DOM8AJXqiXjMmnsRhFtx9NEb8F9fPB5veestePzjT8Tpp12K7ds+kKnn+sS60lsMCwWgaSpRan4zPeJzJ9BymFI2jS94cx5HOgBNMwoQDRO8BwIRZN/gPW1rTEWmsxTIJoLAVFTN7A8hoZRIBeMxaea03S94j6JjoeA9feYfpRsxzV+7Ba4InYIfhN3IS34vtEJ+XGDKwTOFYRiGYQ4C7rm7ize/egdGxyV23N/FX/35Tnz0U0vw3Oc7VhAXmLVr1+LXv/51atv2bYct0GgYhmGYMvCD5QJz3OtjpZJSigya+iMhL7APpenwkRu1IbWYReUDdzvmvqQvUvRcaqRFKghPRql0lKF9gaVGmqk/gv7qADnAU5oQTyuVRYvanpffrq1K+l6EjkwrkP3SX1Ddihem0lT0ww6WUkTXmCy2ikj1zcA8NOYybVd0kJZ+K6hzCa28JoqM0bUU6VVZOoY81c2k5gg4k4cUCp5QWFad6hv6/UDCvOZ5irOt0NW9TibNhGsFnFTNupdV3Ea9VqpPCk5TBirrixBSKCwJppL0Fy4odUhFdJO6I7JV2OeYpVSaamSgtbJxWT5YD9GQlC5EK+AF45YiTnPhmssBevVGrFQgVeu46qKLu7d28erzGzj52RXc9rsuvn/tDKoCqApgLCelVQCBQAACApMyvtGH8xCoSgqg3d6M+7af5dxv66kUSMf1CW8PGfTFBaluTeXt0/vdYiBJl+FQ7ExF0VQPKWhMB16pQGuuPpXqH+jGViiLUmq0lR/f71XOd56CDjgknIFwOjkBdMw+XUHO4u8Y1QvW1Wf6CRFHmjItLyLbWdnAK/gOi1OipVM6MUw/ON0IwzAMwxwkrF7j4ZQX1vGNG5p4/B/6uP2OLm64YfAHY4ZhGIaxYcVygXjiGz8EAFCBTilS9Ihvp9NwLTDl+WGaCmSOQmiSUSqT7Y7VKj1mV7oRe1yJz6Vroc9Xqb8pcpTKotQfLiSlArH8HYXjZHpW26To1as9tcVe2Beit6pX893Kg+2nKETsszQSZFUclxLmSuPQj8DhfZT4z+mVSDPpvJ/jS2mu0No+iN05VAb6kTc+AKhYx1pGdaWUFIPgCZWEll9IfyvP5dtaYnU5T8E128s7dzRXpFAQUBj3m9lV/ihbvpr45UWp90BPdQz0tryVfRdURwoFCYWGzH6WJr1poy8aR6wACJHeD/RUjjyl0lQ3J4dQKgnzMxWnMMifSwrx7bbi0OYmDRX4s5/Yiyu/MAMJ4GWvqOPPdB5H0oX2yAijI4/Di07dgp/dfDEuv/xyNBoNHH/88Vh9xAYcuurPc8fgVzaj296MjorHMB+KpUJsXdLOSRVi+03SOXN9DjtzuG5O9+NIicLrxGQhzct13kyVsmN47SpSLJU/lGKplPbR7ONjad+78lKFUFnyN3T5YiqdiiRS0nmsedYtYYFVEd0jlBLJWPsp5nTsad/NYj/KPDpKJuNulUgZxTAAP1gyDMMwzAHPL27t4MtfnMEXvroMVSi86LRdePoJFRxzrPvH9UUXXYTR0VHs3r0b119/PZ7ylKfs4xEzDMMwiw1+sNyHrPvrDyWvlQ4qVrj4VEapzKtD6AXulAhgtRdVkIvT31EvfiU+ka5xaYXQqXTabdNfEjWr+aqUcPk95pwXUimBrFKZjEEXoeiuLmpBL/KrDflG1vwu9mo1zfaX9PMiazq2uXwtKwNEx0zaLojUmviF6nGV8UF0qWMJjupl2hwGGgcpFOa4yD+lTDRRv0/k1yIEeudPWpPPbLfwnPWhjNqaKp9cy/L17Oin5frRfrl6fObqeaIWGhPbjr7rUhSHmSsTfqwykqpo+ksSpEQGDt9FigoLADXRgTTOxYjXypQ3+xgz/Bhnc41JUYvPpUj5qpIPK80DD7FK/vHLHsL4pMSrzh/FhAxxyfv3YMVyidecP4ItN7fwwg01rB6N2z11Yw233tTBCeuqWLZqe9xndyvC7mPw4PZVuOANu/GDG1votBVef+Eojlz5Qjy4PX+83fZfa+VJX/uhjzwfUrfy2raVILoP7EtfZ1YsB6MwjoEx502/RKHnu0RULsq7hRCAUP3vcYNcS097fqo+dfJ8LMvQclhrKEXqbTnFMvYvFSmVci6iwha1wTAm/GDJMAzDMAcAZ7y0gb+6cBdedf4ookjh6q828bVrlpWuv3btWnz/W4cAAD5++ZL5GibDMAxzkMLBexiGYRjmAGDVGh+TSyR+taWN7323jWOO9bFkSfw1/vSnVXDt9U1MzyhMTUf4+nVNnPD0bL49hmEYhpkvWLHcBxzzNh2ox/iOH8qsdZC6VJasTD0jQFAS0KfATNU2c5XmPuUeh/Fe5bStzNQglpltUdoQIa2yjnNApqqC0nHI7BioHpUNHIF2zBQiZlkzfQgFkan5PbM4Mg8k87+iQDPUrkIc1Kemg8hQnTzz2TzKmEAmqSKGMN8rClLjMj3tZ5rmMvUscwxkBuQqO+K7TRhd9NKW9O/TNueEiKe6ub3uNPHcd+HZ8/oaxty1TLu0ve51UNNpM4rMdxvavNQrKENmaZ7jc0ss9ffG7cn0tSZT1oZsYVLGJrCelRolcwx6e0O2MC76z52x5DjnBk9Qah9AQSFAhErO517ocg0R4vyzG/jWldO4f2eIc182glWr7wUArFoN/PJXl+HUMz4NAHjta9+G565/MwDgwe2rkraGDbpDgXU6+ktleGPygj7iTAmZID2EfR+i+4zLpLHIxG/gcSE2SWwqn01hB6QokI65zQyIE0EiUvF+V6CcfoTafLRf8B47WE/LzqVmtgmBSN81XKlTIm0C24oCZ8Ahl5mrvd2V7oRMW2fC4mMh6Hy3jXaLvr/JbNdlYmt+jy+m1FrM/MIPlgzDMAxTgk9/YgpXfiH263zpy+v4Ux11dV9yyoYa3veBR9DtAh//SFqR3LRpEzZt2rTPx8QwDMMwAD9YziuPe4cO1kPBcQoWfJLFotkuCtn19bJyVFFJH5lFMVONpMA8WjWwVc7UtqRPXbZSsBJOKTy8XplEPfSj1HsYKklGFHWogFSPFEpZWEYrgvovOaZXg57qZqcFIaXSVCDrflalkUJBCGA0KKecUcqGycpMYTkKCGMnot+XipjvmJdFQVfssQ5SdxDMIAmDrKjWg/5pIvLUPto+4rXQ8NJK5aBBd+YLb4DzO8iYExVQxIEsJvzpTHoQUjABYNSLz3ORchoivWIeCpmps8LfAyAdnMfEFxF8RDjC35WZWy7F0oOCr49hmZVWxFa6lmprgl/c2sFVX5zBV69eCqWA00/bhWedWMGxOVFX+0GKn0R8f1rmxUF8XHgCqFROxFFrYnXy+Se9FpOTkzjkiPdhx/bD+/bVMdJ3DKs0RqQmUjvzMNUpeE87R21sWV9eYaFiOXfBRiJDAWPFcjAirfQ5FUsjcqB5vSKtuk1H1aHSjUSQUApoFiiQAPoqmqk2ldTz0x2ch9KNhEaKjtni6qdfYKAkvYuhQBYF3ilKF9aNZHJfboccvIcpBz9YMgzDMIzF16+awn99di+iToTjnhTg0Uf5WL+hikYj/iG2YUMVP7qpPfSD5bBEUYQbb7wRV1xxxT7tl2EYhmH6wQ+W88DR79I+lXYaD4fC5PJhnEuUXuCPfGTTl0jaZ4zLGgcpl64FOPK1tH0lTURFqweS/B8NhY+2ifQ+V1oP26fSVCVpn600psonPpXp9fqa9rE06yZlLV/Jhp/1oyMqMkx8F2ueO92FraTQe9+oS+pR3eupPrNJjeHym+jqlWHqa67UQzNxfD81dVi1lY4nOS6jT1rxNsfRry/XPru+vd0TETwR4ZDKI+UHPiBFvohFzOZaDtKnhwgKAoEIE59I8nsc85qpckBPlSyik8zLuM4y7U8JACPC/dlbqlOKVEQIAYUxh69rHpQ6wFYoG7KL22/r4Htfm8L1X1mKWiDxlr97CL/6eRdHHuFhRCuqFSEQQKAmhrt5V0X89evrG1hD5CsCHgS67c344f+cjrNfvQsv2FDD0sZz8OD2tBqZR8d4PazSSEoI+T/Oh3IXIVa4OjnzpZ2z3aVODuObl0e/FBPM7DHvEQtl91GkcnciX3/vCGc5My2I63s338fS9DN1KKG6XVId+6mhCgJQaVW1nyqZu095ydzvzqEFALO44QdLhmEYhjG48Qdt3PrzDtaf8gAEgJmmwjNOiKOuvukvRqEU8LXrmvjXD+/blB1HPzbALT9cuU/7ZBiGYZiy8IPlHPGYf7ys98ZWKh24fBf71hlkQLY6aVxpUhqTqLCuMRT4fPaUyoIorpV0RFXhZf0fez6R6b/O9kS+mmlHOaUyZnRJ37MStQfaR9JSCgGgqlVM2lbWZxLQyb2tyKWm+mgi9Vpg3eskx0DRRftFlC2LazWSlLfZ+mgmym6OwjcfJKu1jnlZF+7zXORvSNfYdQx2PWn4F+ZhtjPMeRk2iuu+9LcF4s+YgEJDtlER8edlqRcrjJFDVWqXWO2u6es36U0BAMZkvh9sjdRjff1Ewd3R5UPqifizJ6DwyQ/txopJgfN1IJ5/vmQKv/1dB+e8ZBTv+ttJjB5+V1Lvsssuw0YddfXC1741ibo6G7zKZnTbm9FR+ddeQSEC0HEcS5lZZqqUw95ZEt8t/eGby6irZh9AfhL4YRPPzwURBNrKc85vJp/4TiGcCrKp/JmvFXRkU+XnzoXCPhVy/Trz+geQ8Re3y6pk7jsUS8TzNk+ZzFNDzc+Ryxcy9unstdvvfMT+wEDbaKufKpm7L+rdPYvaYBgTnikMwzDMQctZL63jyivjAD5RpHDlV6fxlxeO4r+vmcbOB+LHtl27duGuu+7Cpk2bsGXLFmzZsgVvfvPsHyoZhmEYZjHBiiXDMAxz0LJqjY8lSyS2bOnggZ0RnnBMBU9/ag3v+JsJnP6KHYD3BARBgMsvvxxHHnnkQg+XYRiGYfZb+MFylhx1iTaBLREYMGXFM4zp2iBms5apbeQrKAqyQ+axwQBjMM1Ug5w0DBUzoA4F5NHmg17WlNW3AunYJq0mtimsFNl9STu6z6ph/krmI6OVtFlrRQfGqRgBd8iscMQrHwikV09hRAf5qev6ucnrDVPZqkwH/BnG/MeFaVJLZpbDmE2a5p+2aeG+NIUtCq5gprnoB5m11kQ20FI2XYX7/ZhsJgEn6BzUcoLMlKXoM7A/QMfu67/jciYJ2kMmgqbZK6UHkQUGmD0T2DgQz4jjmhANYd8zaFy9/Z710TFvu+bs8QFAAJMSuODscXztSy3cvyPEhW/4EsYPfwHOex1w3uuA3fes1jVejN335A5tYCIddKfb/utcM9ekLGLzvrYjUE+nxJTpGF8eRcnSi1CATnSvg4jM0T0q3Uds9udKQA/kp4dwBRIaJJVEP0J912uqgOE196AAACAASURBVE1hByRCnLLClfrDvEbmfkrv0oqGS+8SIU750eqTbsT+PilKT0IpUJQSmA6z/k6UZsQ2hSXz7bygO6b5q8u8PEL82aMAPP0+dwpxwB/TdLVdYOKbCYhntqVEEmEyZFNYpiT8YMkwDMPsl1zz5Wl8/rN70ekA644L8N73jsGznxzngNM2NvDuSx9Cpwt8Yf36OW+fYRiGYQ4G+MFySP7gQx8E4Egp4qLEQs+cLf7aAXD0e1VV2dQhLnXEDtpDKUDMQD3WWP0gzLRHCqXnpYP4FAWl8b3sPjuFiCt4T1JW76PgOyaTVgAeUqVcgXnygu0UUZVdSJ2GYkVlT6k6UkSQUJjwZzL7Bk0KTYriIMnu7bpF9QOZryLtS2o6cQKtYpspMrJKY/65qFrqpitoTl6QHlJ8G7KVqKTUV1Fgn8UEqfMN2UoUnEArjZNyOlM+tPIFmSr3uGjpbelzt+13LXzzmml84ctLsbQq8ba/exjX/XcTL31xwzGe+DY7KbOfG2nnKkKcvsMTAl7lBBy6KpYh/+Sk12JychJT96+Nx6yvaVFQndkQmX8VEBalDVGkGGbplFB0TCVk2DQhpLiQsjEf6UbsAEE29vYwUYOy133Qe2jfcak4AM18HPdiJlK9wEc2bUOZTqcbidXBjvKGOt/x9eo/B2zFskgNjMeXr+712pBOdbIV5qUb6W13pQVRKlbx22G5dB+UnsRUKYsC7xSdo27UszVpOwILMYwLfrBkGIZh9hs+9uFHcM1XZhB2I+y8P8JzT9yJFcslmk2F5cvmxxwriiLceOONuOKKKwD833npg2EYhmEWO/xgOSBrP/KB+EWR6b6t+hUsuKnZ+FQVpQmx35uKo/3bzFQ5KZsDKZWkIpo+jXpfoJXKxO/RaCfQ/o2yRNqMiuVrGQyYaoP6CmS6nfFKNl0BqU0TQawSkspZKaHIuVYpyTdywp9BRaswjZK+mR5UoqmRUkgKWJnVdlMdy/NzdK32kro2V76R87WCb46PFEUKWV/Vx26WoetT5Gtp+/q5fBqDHB+/RJVEBCkUlvl7EZRK9rD4oPNYE51kHk7K+DPl8oNta+9GUifHjGsU6OkTKuDWn3XwP9fN4BvXL8MX/m0Gl/3LHvzlhWN442vHnOMIRNyur+dgQ5b3qxMAwvaNuOk7L8JLz3sAp2yoY/nIc9HRymFPsZwfv1eaOUqrkc2CbiL9r+m4B5VJ+zEXiiWpduT/OB+fe/Ktc6WmAAp8LB3nIK+NYVDJuLyUssb0p2y6EdMfMoJxvodQnhMfzT5zoGOpcEU+/B3lJak8XL6bkZUWJFvffRzdVLoRh2IJASHKx0YQIr6nmOWL6qqC+5sUKvmUl22vDMNYVjEHDvxgyTAMw+xzlFJQCjCj7dzyv22cdHIVtZrA+ufV8cF/3oO9U/GD667dEfZORThi9dx+bT3usQF+svnQOW2TYRiGYQ5G+MGyBEd+9NLem7wzNuii2nwpldSurZb6KuN/KWyfSxjRV710WXOFKqh0dVm9TyuMgRGFlaK2FvlE1ixfSLN+P3xDrSM/TBrjeNDMjJlYWplK7RtEtTMVWVLF7PoK2dVz2++ut1qnIAXQkO2Mz19RInDq0/YpdOHyHRxmtbHIp0TO8Qo+HZ9r7En0VYcq2U9pTG2zzl1eXRfxKq5adGqleU7sc0Zzja6Jp72IxmUTYzJW6F0KFm07VMafyYe2dXDOK3fjyU+q4Nafd/Afn1uCI/WDYiAlGlLCG/8rHLH6XThiNfCMZ56Cz/3nT/D1by5JUn6MH35Cph9Z2YxuezOaqvx1jLTFQFOlr2NPsaT3pZscCNPHUqHYVzIp47gvNAtUFsK8NkWqTBGkApH6XHSPGhbyrctTJm3Vi+61rrk3l4olKWhNFcyp7+bBQBIV1nFNTeXPnJdJdOAoyI2mWkTio9nHL9BWF4s+G5GShq+t2xdSQaCrpDPycjdnLKZKSWV8mf/d0jcq7BzerwIZQpCFkwwLY2QwDMF3SIZhGGafceedIV59bgPf/fYKrLHUx6c/tYKrr74azWYTe/fuxW233YZNmzbh1ltvxS233IITTsg+VDIMwzAMs3/AiiXDMAwzL/znJx/BNV/cCwmFF7+8gdM3VLB6tYenPMUdTvvJx1Vw2mmn4QlPeAJWrlyJdevWYWJiYh+PmmEYhmGYYeAHywKO/MQl8Yuis1TGSsM2Ty1LXnmHKaOwTWHtsoHDJNLLtpME27EC8lCgnrivdOoQCr4jSjh3V1LmsqqwLOAwI02C7WRNRcYr6YA8poM4mcDapqtFgRjI7K+XXqIXlMeVfkOKCAoi10w2kw5Dm1SOetkgQ5EjjQYlm58tQ5lyiaJw5fnVaqJ86pZe6g6X+a6eawOYLpfpe5Dxkbmsr40k5+p6zCdFKVdsXKbVdv1eWpV47o7JdsYsjMr86udtXH/FHlx39VLUhIeTTt2JJx0VYLQh0BA9szAypR49/C4AwAXnrMKmCySmZ+7AxjN/hKOP+D4euecfCscetjdpU9HyplqUkqCjVMqomVqgeV0mnccwkLlcnEZEFJq0RtogzVWmjGkrma8Cw5uwJmaq2nzRleJjtkS6D1dqCiA/gb3rPj6sya8LlYzL72uKyKSJg1MJ5/Uwt5nXNjKCJQ1zviMIqIJAOq7+AaBbFLwnorEIp1krme/mpRUpk67DTn8WKQGhTfYHDd5TFjulm23uKgQgoNDwywUlZBh+sGQYhmHmhK9fNYX/+uxedNoKtbrA+vVVNBqx7+SpG+v48U/7/zh509/sxm9+20WzpfCKlzRw3LoyyYIZhmEYhllo+MHSwZGffX/8opK/7JOrEDoLl++7KNhNUXt544kowI6RbsRe+ZJeb5+wgu4Efpip43ukVHZTwykKR131KOBPtgz9pZVJl4M4qY8uVWWJVirJ4Z0Uy0m/l6jdTkWSEGX320ojvTe354Xa9xFiwpvWZYpX9IUOxG4qdHQuajp1A9BT6coE67FxqROmelEWr4Sya1KU8sOukwTr0cdHqSxcwWTsdCEu+vVt959fRl8LK7APza8x2d7v1IvZhoEn+imd8Sq6QAiR9Hnv75r49jVTuOEryxAEAi940U7c8ZsIS70q6odtRX3sHZBSQvpXYvzwLZk2H7lnDQDg8o9MprbbwXVcRFCIFNAcYKk+yknzQQolKYqdeQpFQHOH1MiitCG9oCHZz25eoBsTUwEcVmlMUkDo+8d8BLGhlA15x2QrmXQs7nQjc6dYJukromDe0istViJIRPrc2TT7BO9pRcMpxErp4D195oCtaOYF2AF68z9PCaVUJF0lnWOmbWS11ftN07sBdefoMyWgnCk9ilTHvO8O+t3BgXuYsvCDJcMwDDM0H//wI/j6V6YRdiPsvD/CcSfcjxXLJB56OMKdd4aYno4QTU3hqquuwr//+7/jXe9610IPmWEYhmGYeYAfLA0e9X//EQBQlGO7wNXMKFR+1TwRGmerNOTUV3q7Z6iS5DdJ/pRSZusmvoxasawYqUECXU8U+EjSNlIqCd+hutGKWFE7NksqhhqZrKjFY10e7HXWcUHjc6lcvRQLlH6gtwpJ04D2jXkzhakwXHjaJzMQYeK/N6L9OAdJf1FEZ44+4mEfBQsAGobPYZ7iRcdl+kraKqRnnXcgq9aSEmuepzKpYxIfwYLjSVTjnPYkevuL1AtvFp/pQXwj9yW9eQ8ACnfeOoPvXTeN73xjOf7zsy1c8i8P4aKL3o+LLroIAHDZZZfh2ad/GlF3Eue+YgRHrTwNj9zjbpuUyc4Q8fKVonQcA9RBbLDQgUilB6D0BnRti5TE2UDtRwCQo0YmY9UKjMvaIM8f0cRUKcuUd7cR+5dRGo/5UCxV4lvnvm/Zamsv3Uh2LP0sRgYal1arQoh5SbOymCFfZtd8MVOJmCqfMrYNcx0Vfbb6XCt7f6HFh4p/rymh3NZDQkEokWmD4kFQnSAnbgQAtByKqRAKUCL57RSJYgVXQAFCpFKWUPwJF/Q95UqREqleMjFXXAuGccF3SIZhGGYobvnfNtafXEOtJrDx+Q0oJbB3b7yws2vXLpx11lnYsmULbvz2oXj9n48t8GgZhmEYhplPDnrF8tFfeE/y2ss5G8JQ9AZRFvssLA3cXrk+bR9LHcHVDzPKZOBlV6A8SUqlVpa8rI9lILPbbGpeJ1XGVdZWL4uSAhOTQbzyZqpTZPu/PNjTtz5BilBjgMieppBNxzPpTfW2IQIgSkcalVozGfNmMnXmKuKiS1EbxlezSJ041H+4b31SFhN/SoePo604Vhxl6HhINTdXue2VYBekNtIqbc930xxHcRu0ptwQKvl8uc7OMLqQ13OWHqL2/JMoliIeYUNKeONvwqGr3oVDVwHPeOYp+NhH340vffEf4fvAB987iSVBtZSfJCmV5eP09ojQUx8HqUO+jaFDOekplnPnq2dC7ZNKV+QrSdFSXVFROyVmmqkADqs0JuPUY5hLRZBI/DhzzvlUVHXXm28fSxg+lqxYDkTin+pQoc35bPotRiq+U7eiIKVqlu4zsQYorlu1orsXWSdEej4JuK1RBAAIhYrspr6L6LdCXpyHvCiyqbaFSn4f9VNhKdZ0RYaZuBMuOgV+pV3V89ScK/9PZvHDM4VhGIYZiqc/tYKrr74azWYTe/fuxW233YY3XDCGH96wEt+7biWe+hT3gwDDMAzDMIuPg16xZBjm4GXb3V285rzdOP74Cn58SwcrD5X49KeWoFbfPxXD/Y0nH1fBaaedhic84QlYuXIl1q1bh/Gxby/0sBiGYRiGWQAO2gfLo6+ME277QVFKEaX/5u8bhLkyex3kJ2+bgugEPZOPXtCd+L1vmMSSiWHd18nqHSGm7bDTSTATP2vEZpu7ljHDdJmRLK3EJqdkQmma1tomsEWBT2yTzDLmXNSnGShm3GtmysXnU2WC9+QGpxGxgdWknIZNGfO2YRkmeId57HR+yQy4yDRsUqdeKb4m6WA9trmqid1OaHw47eADVL9R8LmrC+CuO0N86vJRrPtAgPNfuwvfuraFl57VyK3jidiEsiYEglLRvA4MvBJ3lkB4SVlZOQFLDt+GN7zyCLz1Qok901ux4cyb8IY/H0dHWcGWSvRPn5pBAvCYAXD6peywiQ3RBZrW5yFpU7c1THqeMpCpJplZFn0u7VQf6Xb6f42n0o0MawqrzXHbybjnIXgPpRtxmPwC+eatrmPKa2MYYvPo2ESXTWEHg+aNy+SyG/XOpSt4jxQR/CF+N9F3SEUWB8FrW2lDij4b8W8OBSmAuucK9heHeBr3W04T3DyTV/OeVZXZ1GKeTu1E35Oyj8sQ1R0xUou4ggLZlEnr4gq+yCwOhnGRyuOgfbBkGObAZ/vdXbz2T3fj6htWJNve+Oe7cN89IVothXP/bASvfmW9sI01azysOyb+EfrEdQHu3sbR7wbhL97yIH712w6aLYWzXzKCJ66rLPSQGIZhGIZZAA66B8tjv/pOAEClYDFTJkrlHCUbd6TzmG9o7DOJKhll1EdSJ6tGKhFKv5EE3UmS+OYrl3Y4baCnQtlBe1yrYklqEkl999oZ92Nl0LP6X+73UoqUSc1BCqVd1nOsupPCaCtmYzI/ZHdFhEm9higXEIiSzA+rQpTBpYLYbY8YAYxsdZUwz39GYXUsdI5R2pSc9iqmKp30kS7jWjsmNYvKVoWCBFATCh09Vz/0gXFMLpGQTYGTTt2JV5xax9Il7pXoMVlBvSpRFfE5qfgeOq0oee9CQMCDwBJZR7SfpgWZbwQEuu3N2H3PS/CvH5kE0EtJ01TZa94scZoo8I6tIJaBFILBFMs42bmtgtkK5VwqXyak+KkCNZJIyjjuC2UsENLBe4Yz846sMcxv8J48dSd9rKQwuVTEuQzeQ+e/GQWllB2mR+T4nNE5NH8f1A1LHy9R/5pDnW8pIigl+qagyqTukObL9G+fquzC1ynCXEqohEqCbJUbo/7dI0yLsfR4fRFC6HMx4pf7XSGFglLC+j2WP6beWXf9FooTtwihnCrtoPTO6cH5vbk/MpdKJXHQPVgyDLO4CCOFt/3Nw7jl5thH8klPDPCtb7UgAWy/J8Qdd3Sx9CmsojEMwzAMw8wnB82D5ZO+9nYAQLXgiHu+h7NbTRlE6ZxNX2XWxRI/s6C32kRpRkidrBWsRBWlCaH6hLmKN0hyeKpHq4tL/J4illUqY39Kc7Xclboibq83nkrOyiWpLC4fQqJIqXQxiO+Rgnu13bXNPhdlcB03HR8dV5l2J0ucgzFjxTnIUfJIaTSPzkv29Z/RNQE8/HCEK74yg1efN4KqENh6Z4iPXj6Cyy+t4PQX78R1X2/hxm8chkZDYv1Z9wEdDw2ZVp3qh20FAOzpbIX0T8Xo4VsAANXxD6Aj92L08Itzx+BVNkO1f4QIClEp78HFh9LXN1Iq+QzRmXDdTUr5WOo5P6wiFCmB5gBKf6S0zyC8lG8V+VjSZ3C+/J2pfVJ0mlH+4kdkpfowGVixHFJpTMap06IM66tZhNLXJE9tbOWox/tKsewojxXLAaE0NR3lYdSLVbck7ZTx3WPO7cSaZ8jzTfOoFRXfD7p6jtBvkJGC9GMd5el54L5HKf1fqITzs0G/l3zrO9lMeZI3XgWRjLWfxQEdu+k/Sv6teSlPzH3S+O72ZZhco37+qmXSfc0386G+HSwUPYvk/cbO46B5sGQYZnHw8CMRPvu5abz6vBEAwBFrPByrfSRXr/KwY2cXjYbEb27r4KYfF5sPrV27Flu2bEneX3TRRfM3cIZhGIZhmEXMon6w/KNvvDV5Xc9xk7EjnPZjrvwu58vG3G6Xxht4YbIi1dDRwip9oouZmOqkHRnM5RuZh+nzQOeetk342eioxFIdgZSoGAqj7RPpWl2hVXp7H61QunwLa2I4n4I8P0V3WeVUFfMU1kEx1Qxq045a6xwXRZYT8VwxVdzEf1ZvGyn4DNHHjnw8XJFHZQmlkoiUwnv/aQ/u2trF80/eiacdV0O9KjEhK6gfthXHHf8+3PKzT+HJf+Lj6KOPwwknPITqsotRP+w5qXZm7l1bus/MGNpv0hFIw4NYsYxVyA4UQhXPA5qxoXELorPTLqFudZIorIMrYRGQqI/l6wh9HdORPsnigJTLufJ3tqE+TUUnDzsiq0mZ8ZltD6tY2uOcD8UyQvG5yNs+H4ql+V2h9P8eoowvOONGGhZgEhGWB3szZUyV0lTrSBGMHD7QZVCO7xnztweNbdSKhzBXKrepDNZ1vIG833zmcbsUS6XIgiIdrToPhVjxNX+n1YP87/wiBTRS8be8EPHvK1ttBZDrxzpXv3HZH3N+KVIjhz33i/rBkmGYxcc7/3Ycv/pNF9/+xgrs2i5x1rk7kn2+7+Occ87BxRdfvHADZBiGYRiGOQjhB0uGYeaMC87fjXvvDdFqAa/+swbOOyc/HyTDMAzDMAyzeFiUD5bP/fZfAygO1DOIxGs6MxPDmMTOp6QvcwIPeUay3IaRMDdvPLZztys8NJlJUvhpMoUwHdrttpN0H0b7VW3OGljBe0yzy6V+2nyGZHuX2a0ddMckz6zVlRpkEDNUmUqboQaqT+VdYwtLhizvh9k2vS5qu6avSUP/JfNiMxhPkSnYJR+YwOQSiUpL4nmn7MDZp4xg6VIPco5SE0Qigi8kfP9oHLJqCw5ZBfzi1/G+mXvX4g3n0OvPFrbTUcObGsdpshU6CBGpg9NMR0FBKaCtVGJIQyawTZdZYonrTyawg5ijkVknmWwNUje+jnFqC/Mz0Quqo01z5zAIjAmZtBWZuSZlC9JwlDnmdPCe4e4tyjAdBuYpeA9EHIQpJ0hPJyfRu8u8t8jEq9onEAmQDixD3y0Nr51XnMlB6lBf/QLSmefWExEixOlChvndFKfciH9TFF1r+7NT1FeAUH8ChLOcQPx7YNRrOfvMC8xjfo7sADi+jI9fwXQ5Kj4fni5fLzlXfTvjitG+hwi+iCAEMKZTv8Xj7P/9OUywwdQ4DtJUXgvNbK8b4E4VxzDMQcDrzto+cJ1td3fx/OfuxNv+5mGc/LwH8Kqzd6E50/sC+OxnprDx5Adw8gt3YPs9IW6/s/8PuEEZGxHYs2fPnLfLMAzDMAzDDM+iUiw3fPdNAIBqwQJu0WqPva9oxWQhwxq7jiFfsdRO6kFPmaOVL0rkOzLgKiythOWpkiZVS40MjJU82taQ6f6XeVknf8K1mjJIsByqPyabqe0VDKZguY7VExEUgEZByHITKSJACadiWRSExLUSn7eCWHEGMoqv++e+fAiADhrGNWkkAZDs9vVckXF6j49fPoInXlrB+a/dhW9f28SLz2rgJzdGuOn7XXz/6sMw3gjw/LPugWr7qIu5yyEZHHY7xg8HTnzyKI55XAUbntvA+965LD6uAdTDcBaroa5UGwcb5lGHJU7BICkDhg4uA+FURYrKK4iMgpcE71E9NXQ+oOOc7Qwqc77MYxz2ePanmW5b1gSO+7d9T6yWCFqWB33f299VTH+kiBCpWH0MCtTDVirdSPz7K5Ah5BBWIQIKUiiM+83CcnbbRWpNqGRGPUy1JWIbiKrsOj+TeQEEx/1eKi9SUNOBhuLylKql3+edfpfVjTRy3SiuUxSssmcN1jsnNdlJggCNec1SSuVs4ZQhC0ORxd+gLKoHS4ZhyvPMx2/D93+5euB6ZnqPJ64L8Ptt8ZfNw49EmJyQaDQkfn1bGz/qk+pjNvz7v66ct7YZhmEYhmGYwVkUD5Zn/uB1AIDGLH0qE9Vvv1qbzeJWLNMpN2zfyKrswrdWec0VrTxoFcssa6/quZXKtP8lrYaYq8Y1YSmVfr5SmR3XYNco0D6DlD6DzpdL0ctvo7is1Emda6V9LAEllPP8uVTYirWiGJQYe2QoFfb4BYDlXgdjsrwPWSAkalWJhogfLCu+B1F5Ew5ZdTFOP7uFz3zxDDz5/2fvvuOkKO8/gH9m9/pRD1CqHBZQBAQRMaLYaEZFY2KNCfZYkmhsMclPo8YWEzWCDUWKIhpioUhHUFCktzvaUa5xneM4rt/e7vz+2J292dnZ3dmd2Z0tn/frZcLt7sw8057dZ77P832uLMCgQYNw0UVnIKnbc0hWTPWhR0vZ6QCgOs1HMFN/6B0bKcIZ9UzUZ6ui6z+b2D6liHt6DtWn9YEjlkaM3XMEGe2Uxn7Jl5MilVKZQ42gBiKl+Rf9jJ9sL6cAUVQfT6nleMk/E2pEQEBkopYCfEeOOsuiO3L+9kkaN64nEmKRfX+FK4IdrywQYRUcXvkSAKBZbI9SOoT24yoIIuCKcobye0xwfRf7Gn/sq7eU/PPKa9DivlNF1Sm7LHBAlMZfit7XmhRxVJZB/h2dIXhHxK2uPjJSlF4tOq9WDvnvCmV+DY/1K6YPU0aVLYIDFojobFW/96IJo53RIS4alkRkvtTUVCxbtszsYhARERGRCWK2YXn7xvvc/04LImmfvyca1iDGWEaSr2irfF+UkUrlZzKTWmSveX5GbbyAFKlUjmWRy7B4Rv+kJ8NAe4RQ2lama9xhsuC9rUw/YxKlyKQUwQsmY5V87GKmj6ywUlRCLQIqRfgCRSolApxPSrVEEgHnuXJmvlPJcCsbk5YqRX1VMrQGImVwPVrchim/qcHQocnYm2vDoIHJEAD0sKZqytia2usIAKC2tQCWpGvRoXeu8/VO/0ZT2UtoKftYc5n0kLK5qkUnbSpPiX2uR8e97QAAEbCJYpAjc+OHKDqjVw4ArYoIjtp4Si2ZS6XIYChZWB0aMquqLSOK3pFCqaxSeYyaNF3JLssKK8J/ZFTKYKv2GbXyuXuwSNlMZXVsqBFYwTXtvFTP2wVjMlfLWSDCIXj2gpH3cpGihcr98/gudNUNalGlUMmzlAbTM4Kc140DFo/opHTe5OfZI2IJEXBdB6FGLAHP3wupKr89vHpf+RkD6pDGWIrq63LfHxabx1hvaRvSa8rrUn4M1O5lefRWTnlc3JFH11jPjlbv8aX+xkhK95l8DGiyYHePsdSaO4KIfTqIEsSRw3bc8dsM/PDdKejQUYDNFvwXdnZ2NnJzc91/P/HEE3jmia5GFpOIiIiIYhAblkRRbs6H9bhhfCWuG1eFOTMaQl5P794WXDDKmaH1Vzemw84H70RERERkkJjrCvvAtt8AADqpz58ctKQIpE/Wy1dXWHmXBZ/dZd1JB9q8ukGodXMN1N0CaO/K0d4F1jNRD9DeLUPqPqE2pYayC6zaVAEpGs6PsnutVA55Yh6py6uy26lat1WtXV+NYIGomuwnzeI87jm7bVj0v0YsXJyFVAj4+XXVuPLiFAwdkqzpqZDNlaQmCYBVENDdkoIOvQvRtfsaXHfdNKT3+lpTOaWkOerbiNw9ZPPT+TSY7q2tOpL3SN1AbdA21UY8kpL3tIoWr2Q9rSpXpr/pcyRSNzCbhs96l0e9W6vfZUQpaY7n9qTutA5319zwfE1KXYad15PvRCP+ygr4n0ZDbQoBS4gduJ1d8mTDHMLwXFqACCtEdJBNbaA2vZLEiMm8tRKksgh8Hh8UARBE9SR18ilGlAm+RFFKrNX+uq9uscrrQBCc11KGpTWoKWLkZVAOj7ELgjNBn6Dezbp9uhH1BE++yiHvxm1RSXImQIQgiF5Dj3wlMJTulwxLq/+hX9JwJz+/seQdkX11ofd3f1JiirmGJVE8evetOiz+uglZWRb07G3FeUOTcf8Dmdi6pRUTJqUiI8OCNEHAz69Ow6ZNrRg6JPgnK8Uldmza2oKrJgPz5s3DJZdcEoY9ISIiIqJEFDMNyz/tuAUAkG7Qw0It04+Ec3klLU99lNvU8rRW+ow81bVyOS0TR6sl5kmzeEcqJR0tTa7lPNetFoG0CJ5PzrQcC4/oqDRQX4rOqmxDmZjJa306EzUlC3DHWTr6mYTYo0yu/z+4qxXfMZKmWAAAIABJREFULmvGihXdYbEDEyYdw4XDUtBRsCAVAtIFC7IsSbDAghRYkCpY0UHQ1rDs0KcQAGBrK8CgQZMwa/4FePjxFJwzMBl3/6UHWsre0bQef1HJSCazkKYJsaucL3sQUUg9JXY/wRX1rSeWORP3CLDBApvi6Xy4kt0kOgscHvWp9H0gry99fSfI60u7SnIlbdsXIQrtSUSU0x4YET20Cg4IENHF2qj6vnRtqfWAUTJymhgpGUyy0AYrRxAFxeKalknte12eEEbe28ACEYIAZFjVE8YEmm7MCgcEQUTXJP9DR6ReA2r3kpIdFlgEB0RRUP3NJMX20oQ2j8RW7mlFFImn5GVt/7cysaLNdU8AnV33RKD7zCo4pxtRS7YTSkIrqXz+kiwSybGGJDLZ1q2tGD8hFWlpAjp0sGD8+DT3exeNTsGSFc1obHKgodGBxcubcPHo1JC2k5SUhLlz52LXur74fMapyMjg7U9ERERExoj6iOVfd98IAOiQFJ7YgN4pRfQ+pTV6ShOvSX1dT+LSLDbvMZYaxi92dE2Ka5E9VZOeeimjj1KUEvD9RFn+RE7L9pXUxiO6pwXxSr+tZX3Sh0J7ip8sH5Ph+memxjE40udTBAHpghVZlhRYBQGpggWZnZ9Btz5P4Mo+wN1738C462cCAO5/4HGMmfCo5vI1lWUDAJor2yC2VaKpLDukMZFqEUJJMNN86GXzE5VsDuJWsoV4voH2KGWzYvxPInHANc5UnlbfdY2oTe3TrGWcoutQqo21DryoM8KhNp2Rz2XcYwbV7we7O0oVnjHEdlm0RISzzvT1fSIfsy7Vu4HGWsl5RJFd9ZO2XjLy8V/Of3dUTJSuZftauacKkV1D8mPi6/yqXTPBjLcNxOKapD5FsPutC8mbABFWQX36C4/r0nWakwV7+5QZFs9ltP7ekj6XInjnlvD4nOIe8DtdkZjkrKIE9fGigiDls7AhReU6tfi43+TXqbReKTpoERxIcvUMkO47tfGbntsRIUJ0/eZz9S7zE+GXxpKr3UN2CK5ovcCxlKQZQxZEJrvwghQsW9WE5mYR9Q0OLFvt+cPtscceQ25uLnJzc/Hoo9oblXL9+yVh69reRhSXiIiIiMhLVEYsX9nzc/e/O4cpUhkM+RNZf1m2Ql2nkZTlk552dVYZs+JvXIH0dMwqG1sicT8xdy3XyfVUUe0pnnI/Qx2bmunOROharyxQpBxtmKwycbdyD5ODiDRJT6jLjjpw0x3VuOjCFGzZakPvnlZ8PrM70l0DfwXXOlMF9dvKqiiXBQIsKRdh/DVVuGHLc7h40jyceuqpGDZ8FDLwKlrK3tVcRl/UopOhPHH3F5WM5B0q7Y3aNoMpR6jjzCTSGENlJsNEIUJwZzRWjrFUi05qyQrb7MoQGUxWWOkpuyPErLDu9fg5j8oxoxaPMY2Bx2b5ItVhFogQ4PA5rlC+/kyVzJLBjmntYg1tyiJpX6VoSji+w6TxYWk+Mmg2O1JUX1c7BlL0SSq3lnGZ/omwCA4D1pNYrIIIUVQ//vJ6OCupvn0ZWZQulOvMOcYSfu8pQCVC6edeShbaXFmLHar3UJKrFulmrVetT5od6nkR5D0ApGMkj8xaZT0aAATsXCX9BpT3IPNXL/qrP1pFKxywuHvWGfX7l+IbI5ZEQTiS34Z7p2Riy9pe6NzJgoVLmwIvpMETTzyBvLw8rFixAoWFhTh/aGjjKImIiIiIzBCVEUsiM/zmnuMoKbWjpUXE/XdnYsodmV6f6d/PiqFDnE/Nhw9LQVGx9jFd/tx///3Yu3cvmpubMWXKFIwY9qEh6yUiIiIiioSoali+u/9yAEDnKMlWryUFdTAiOZmzRJ68Rzl4XG3qDylFtVWRGELeFVZ6TRpYr5ZQR+o6EWiaDzm17onKqTukS0Pe3dUKKQmG7z4i0jQVym6q8qky3n09C1ldLWhpAi67pgK/vKYDumVZ3Z9JFSxIS7UgzbWOZCvQ0uzs4poEq3tyY19dYZUECBBbN6Gl7NeY9br8nQ9DSrCjRq3bayjJdvwt0RrENB962VybUitPaxBJX2w6Oms4XN1AjU68FUsEiLBDQIOY5E4mIXX/aha9u3xp6aIqLec3gYaC1C1TgDN5hq8ulGosguiebkDe3U66tqR6X9ovZdIc+WuhkLq2JQl2v90/pbKKEFS/Q9S63Sm7D8rXrZwmRAur4ICUqkqq9wMlEQlF+9QUPiZ/V+y/3ccUDgCQJngnAgqFVXDAIojOaVAsje5kJ6SNBQ44BIvqtSvvqqrs/ikd71BIXaqDSeYFAA5Z4j3l0J5MSwtShDY4IKheU1J9Yoegem8op/pQW4eyPkkW2tz3nTTkKNDwC+cvFs/j7W9KMH/rS3Pd9xbBs/y+EhEFYsZvYIq8qGpYEoVbYXEbbryjEj+7MBWbtraiV08LPpvZHenpAqbPrMM3y5yVd0lpGw7nt6FbVpQ85SAiIiIiimJR0bCcmTcGAJAWxIPAUJ+YaKEnIYNZfA2qlvZBnrZb+dRIPshbSXpqJz8WHV1Pv5MVx0cenVRO/aGFtHxnizwa6XlRJGucygMALLJlky3OBmKSYMPh/DZ88u4pmP7vVNx2fwUWL23Gab2T8f36Vqxb3BsZGRaM/2UZ2loFJAtWpPYqBAAcby2AkHQt0nvlOtfZ6d9IttQjvddzAAAh5SeIrZvc23RoOAYiRNWnif6eMAbDoRJNjJ2r2jfpzIa6L8prN7hti0ze42e/5dEm6fhoqa+T3Qm6fH/W3xNvEcFNVSLCGeUMFNXw1YtDL+nYiK6E/v7KLrr+V+3YyOtI5STmUlREvo/2ECNu0hlXRqiN5Jxkwvd95esYySM90jEyMsmO4DoDDliCiqgTXPE257UrnRO16L88uY3g0YMgtOtVS30gvS/dH/6S/TgT2QgABB9lEmARXPsmux6ldUvb8nWPAuo9OwQ4j6HW606tbtZSLyqTMkqvJcki/8FGgCl2GDmtVlQ0LImUptxzHKWldrS0wOd4x1Bln5aE84Y4k+NI4yS7dLCia2cLMjIsOHCwFZu3t3gvl52N3Nxc999PPPGEYWUiIiIiIoplpjYsvzo8AgDQJYQHgOGNWMZDTMepfYxlq9fYGuWTM0BlbI7rCVWGxXuMpfIZWLLKQ2blqfX3TKSjpf3T77yeha5dLWhtAq64pgI3XpOBrCyrOwqpnLrDWR7fT+XkEcDUlPZlM7r+DfX19bju9r/go/k3YPiVBRg0aBguuugEUro9h9Rel8NRfpafUrv2S3RAbP2Da1vxN/bO3zjKSN4tRm1LGmOpFrnUMi5YQPs44kQkQIQFAlLgQKt72gwneUTMPT2Q61j5i3K1j2n0vo8D1ckWuKapCCJK5Yw8O8ctyus9aVvK+lLPeEo18mhuoLJL15paGTpZvCeet7ijq97HLSWEMZZSGUTII8vGjzV03le+p/RItniWXYocqf0ekN6Tyqsn0iwdf0ZtgifF+dSigfKxiPLfI1bXPZEi2GEPodZ31k+B71nlbyB5xFB5npOFNne5pOtTft1J/84QWlTrK+W1q1bfSeuV15PSvkhjHAONbZbGKXvUX37Gb/u7L9qnWAl9vCtFt3BMIcOIJUWl6TPrsWRZEwQIKCm143B+G7LCON4xNTUVy5YtC9v6iYiIiIjiWcQblsuPDHb/OyPKhieFK1IZjomkfVE+fVAdY6l4UtZJ8I5cprqe9KX5OSZprvOX7Ccbq5I0iuIfL59En95W3H1nJtIEK155vRbpmQL+8EBHbPnJjvXrW7F+cR/3eEd7qxWpQjKShdAal5aeR5z71eIcJ5nqGidpP9kN9gYHbGWfBFyHnjGTvj4rAqoZYNWyuYbCprIeewhZXP3tkT2CgTvpSa5aBmEpCpmpIaKQqeNel54XpwlGjYSNPRY4ex9YBBEpoiJ7quxJufvJuyKqKaeMoNkF70ytgVhdd5NaLwzfyzijD5mC/0yyysiF0WMspUigMmukVEZ5WTMC7J8y0tee1VuWIVLl3tHCIrgiIdK4+zBkg3ZGW4SA4320jAcycoylRXBAFAVXlk5mhQ2Gc4QlYBOt7t8hKa7r2mJpv4aaZWMIBUEERIR8vKXRy4Giy9LYQ+ne81cXtLryz1vgUM1LIUVmO1maPSKOyt4aaV6R0PZ70yaN+ZS978w2K+t9oOH2FSB6/p51HWa1OsahyKwsv2/SBLu7fBkqyxKpYQ1JprhhcjoWLW5v7H69uAm/uC4dAHDypCPgeMdQKcdJPvZgFzz7RJZh6yciIiIiSkTsCkshu+eeGpSW2dHaAtx7dyZ+e0eG5mWHDknGsWo7ysvtqDtuR5fOFvTt47wcJ1yRgQ8/qcN5Y49i4BnJuPD81HDtAhERERERGSBiDcsNBacDADpFWYw0HANXo4m8e4OyC1eGSjeRTIuri4rrb+noyLtmJAEQReDdN5wJdpqaRFx1TSV+cU16UOMgf3VtR6xe2obyKjtuntwBXXsfdb+3Yo3m1WhiKztD9XUt3VuD7dqqtaup6FpGrdurTTTmulQrSygdWvx1d43kHSR1gW2fEqi9YMF0b7Xp6MUnuv6zQVDtkpsIpMOn1q1SXqe6q3vF8c40sJuic5vt3TQDJbeQSF30LILDowuc1GUt2K64wXJ3hRWcNYe/rpuCIEIQnd2Gld9ZaRq6hcrPU3KI33nyhE0AYNeQ5CrobQgiLD72E/DuqugvGZSyi5+eLsyCq2xpQlvCTjEUKovgTKPUw9rg9Z68+6v8/AgAIIhIFuwhdbl2dy/3cU+5u4grEuqodWGVpKHNPfVGR5VkOFZBSm5lR5rKtWbxcb/4OgZygutYAIG7oEvdya2yOsVi8XPPu3bZ3T1ZVk55vRFqF/pI8nWMKbIYsSRNiovb8Os7ajBiRDJyc9rw6cddMX9+M5Ysc441cCbYsQfVsLzp+kw89MQxHKuxY9WXvcJVdCIiIiIiCrOwNyy3F54GoD3RS7DC9QQikgl1zCTtpzyhiXKahG5W+d+eJ0p69p8kCMjPt2Pam11wyQXpWL+hGevWt2LN4p7ISLfg6l9VwN4iINlrghFXOVwJOdJ7Fbhf69obqG8Zir6ndUf28LU+o4pGaPORYj+URDa+uKM4QcbwHCplMCoKqLbXoSTb8VeeVikBgizCYA3Tw81U1zbUyiNFIdWmvVHS8hlfBNd/yRA1TU0Sj6TpVjIsbe6orcNVdzSrTeTtetrexU/ae4lNY8TRszyyaJoi0uXrO8QiiLDCgW6WJo9IhRRt8BWZkn93GDHljNUVYfAXebQAEASHaqREXk616XMAIEUWsQg14taeEEXq1WL8TS7AGeFS20+g/dqSzoF76iuVc2w1cFoQaWqaZMEBq2qUPjHrAS3cvZ9EwZ0UUKo35de8/NxKxztNsAf9fQpIvQC8E+UoKZNbqd3P8t4xVnck1PtelZbtaLH5TS6nJK8T1epO6ftGa08BQRCRBBFZsuldpGij2nUq1Rmq32VC+37Jp5wj8ocRSwIA3HnPcZSW2tHiGi/5G5Xxkn37WnHByBQAwMk6EV06C8hIt+DAIRu2hJhgJycnR1e5iYiIiIjIfGFrWB4sdnZt7Oh6SBNlQysThvT8K0Owe0WRsiztp//917shyzVe8oprKnDTNRke3Vo7W5LQMcOCrpZ0JPc6jBtvb8HH82/AqKsKMGjQIFx00Qmkd38OHXpf7rc84YxKhpuWJ6e+xkz6+qwI46YWUaNW4pCiibIiKpfv7E4ZH/4xGNL+qEWaO1q01zJq07BoZXENzksT1CPCicAC5yUhj9rKp8+QSO911BDRkUZDWUM4qhY4o5adg0iJnyRNJC44PMonRb6VV5PafaPne026li1wHrOOfqIrSX4iJakq5VLGPeRLaRlXrkba1wxXGcIxtlqKCPmKBCsj3lKZ1M6NnnHUSs7tiM6eP9E/1CyqOCN9wKlW73uzUXaOusgiYlY4vx8zhTb39EPBsMjuF7VrKcUVoVTeO/L7xuq1XcF5nYnq9VkSnPdEmqD+GyBNccdIvWbkr1rhXQdI94TWiKE7Citbc5rKGEtp+/4GL9kgn16LUXnShhFLAgBMn1mHb5Y5p/9wjpds8zteMjU1FcuWLYtU8YiIiIiIKIoZ2rAsOdqegCWDT/XCzvuJmjeLND95s4h7HziBsjI7RAfw5COdcMP1zobjlp/s+H59K9Yt7o2MDAvG/7IM9lYrUoVkpPY6AgA43loAIelaJPfKhaP8rLDsj69xkEbwNZZSSxRSmqBZy0TNAgTXNMqBCa68lOqfN+bpYLKf97RcPxKLn4/aRGm8TPvxSRbC00dBypabrFL2ZlGayDlwAqlUHWEHCwAIzv0NZ7Q5mlkEwCE6n3q3Z452HQvZk+0MQcqwquF6kDIh+4kMKs+sdA1bZVFkrSyu/5TRB+W1Lm1T7ZrTwx2x1FB26ZrrqHIjtsrqtkwf9538Og010qgsZzhqaykSnimLsMj3SC1LuS96xlErWQH38TdyXH4isMJ53mxorw8knWV/2mTH1eJaJlkALCFlhXXKkEX41a4Hd48uizS+0/dFY4fovD4F9bpAEJxVn3SvKssiSVMsK78f1aKrFtfqOrp7hvjnjPY67yHpPpHqyeQA+6e2LqnKUZabyBdGLBPEmrUtOPVUC+Z+nIUMwYrak+3V2cmTDnTtbEFGhgUHDrZis8p4yezsbOTm5kayyEREREREFCM49DFBnHNOMtatb8WLL53Ehk0t6CybUHTCFRloswPnjT2K/3u5Bheen2piSYmIiIiIKNYYErGsKe0LQFsXNIosqfl49unJ2LiiF1asacJLr53E5Zek4R//OuH+3Io16surdXu1i6GnbfCXOEJLV9OQ+ZgUPFlTp6rAHK7JFpyJJ7TvhwBBtduoEdMYSCWTSNvR2lVXzubnnHe0pgRfLJ3Uuu1kWbQ/ELGJoXfkEyBAhAiLIBjVYznmOKeFUO8e5e/6svjpTiV100pTWT5Q12orBIiCGNR3kMV1+pIFz3tQmv7H4u7GG54uYNI95a97nUR6y6JSHk37LLt/Q/2WlncBB8KTdEw6J2mCoNptT3n9KM+VnHR8pePl79rTUi4ASBUsISc/SlQWAUiCgFOt3vVzo6M9oY9DfnoE53WaIQieryvX7eN1KZlTR4v696t0TaQKnt//LaL25F9qBAFI8XHt+qrD5N+typ7uyYLFvS/Sfa42PZmc9PnOFqt7+rdkwfddL30Xqg0Lkrr/As5rn+KfEd937AqbIMrK7eiTlYTbftkBnTtZMHtevdlFIiIiIiKiOKGrYemw5aCpLBtpAtun0Sop5WcAgJJjc3D7XU/CYrEgObkH3nvvvZCn/gjXE9tQJkLWylcUUe825Yl93Ml4ND4Zlz6l9jQx2IQFvrYZTDITf9SOn7/9DFf0WXpqqvp01XXMtBx/5TEPprwWCK6oSlLCJu8RIDgT31hSvI67PBosHVfpPbXEJ9J7yms1SUNsTaqLLBCcyT5g1Xz/WVx3YEeLZ8RdOqfBJLcKhXQNStdThuC794RUuyjLCvhOTCYnj2oqPx/M8RIBpIbx+17az84q+wmo7Ks0ZYLKPhhV90nlcq4zidONBEm6btR6icijeMnuz1vcURN/90SgbSrvF7U6Xlkmf5E9iyhCcK1XrVzya1d+nSrrPuW1Kt+m2mek4ydFH60+MulJ9aXVVZLOlnSf+6nG1+8QAVLiH+11K8UeI3+zsUWYICZOnIiJEyd6vGYrM6kwREREREQUVwRRR+psQRCqABQaVxwiIiIiIiKKIv1FUewR6EO6GpZERERERERETPNEREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLqwYUlERERERES6sGFJREREREREurBhSURERERERLok6Vm4e/fuYnZ2tkFFobBpbQUcDo+XKhrbUNlkx5ldUpBuFUwqWByyWICUFO2fVzk3FAOCPc/xKNqu3VDOSbTsg5ayR0NZI3HdR8N+quE9H7pQzqne4x2u68hfuczYZiTKwWufAGzbtu2YKIo9An1OV8MyOzsbW7du1bMKioS8PKBDB4+Xpiw8hO8L6/D25NNxRXZnkwoWh+rrgYEDtX9e5dxQDAj2PMejaLt2Qzkn0bIPWsoeDWWNxHUfDfuphvd86EI5p3qPd7iuI3/lMmObkSgHr30CIAhCoZbPsStsgttc0mB2EYiIiIiIKMaxYZng3ttWYXYRiIiIiIgoxrFhmaC+L6wzuwhkoosnTza7CCE5UVuLd2fPBgAUFBdjyJVXmlsgIjIc7216bto0/Pvf/w55+RMnT7q/KyJJunZ5DVOiYsOSgiKKIhzRmFiBgrJh0SKzixCSEydP4t2PPza7GKQT6xEiCid+VxCZQ1fyHooNDY2NuPnBB3G0rAx2hwOPP/wHANnu92+4+24Ul5aiuaUFj9xzD+6/4w6P5QuKizHx9tsxesQIbMvJwdJPPsEjzz7rdxl/nn75ZfTr3RsP33knAOC5119Hh8xMPPHAA5rKE4qC4mJcfccduOTCC7Fh61b06dkTC2fORHp6uuZj4G95Pf7x5puY+9VX6NGtG/r17o2Rw4a5j8Ub06dj5n//CwC497bb8Oh99wW9/oLiYkz69a8xctgwbM/JwbkDB2L5d9+h/uDBoNej5xga4emXX8bhwkIMHz8eFw4fDrvdjvuefNJdntSUFJRWVGgqQzjPaaKQrl1RFFFdU4PU1FRcN24c3n3lFbw1Y4bHtXvDpEle9Uj/vn1V19ejWzfY7XaUlJcjq0sXjB4xAu++8gqsVquh5X/2rbeQdcop7vvqb6++ilO6d0e3rl0xdeZMtLa2YvSIETjr9NMxe/58976Ech+Gq6yP3HsvgMB1hfx6X7hiBRoaG3He4MHo37evR50TLdra2vDr3//eXWd9PHUqMtLT/e6n8r0bJk3iPR4lfH0/+Lwue/bEyP79Q97e06+/7v6uGD92LP71zDOaynW0rAxZXbr4vM+C0dzcjG7nnovOnTrhzOxs3Dp5Mt6fO9ddr0h1WsB7M8jvUuVvvmceeQS3XH+9z3vH1+vuco0YgQ179qBPnz5YuHAh7x/yixHLBLB8/Xr07tkTu1avRu6aNeg2cJTH+zNffx3bli/H1qVLMXXmTFQfP+61joP5+bj9ll9jy8rV6N+3r6ZlfLll8mTMX7zY/ff8xYtxy3XXBVWeUBzMz8fDU6Zgz9q16NKpE75cujSobfpbPlRbdu/Gl0uXYteqVVg2dy627trlfm/b7t2YNX8+Nn3zDTYuXowP583DjtzckLZz4PBhPDRlCvZ9/z06dewIm80W0nr0HkO9Xv3rX3FG//7YuWoV/vrHP3qV55qrrgqqDOE4p4lCunb/+957OCM7G107d8Zj998Pq9WKF996y+va3XPgAA7m5+Mh1/FWNiq37Nzpvhf+8/zz2L1vHx6+807sXLUKVqsVn371leH7cPcvf4mPv/gCAOBwOPD5okW4cPhw/HfRIvy4YAF2rlqF4ydO4K0ZMwy5D40u6x033ghAe11xMD8fl190EXqfeiomXX457rrlFo86J5oo66x358zxu59q70nXHO9x8/n7fjiYn48rLr4Yp/bogYmXX467br4ZW3JydG3v1ccfd39X+GpUqpXrF5Mm+bzPgnG4oACHCwvx7iuv4MhPP8EiCJg2a5a7XlHWaUbem8rffJOuuMLnvROo7jiYn4+Hf/1r7NmzB126dMGXX34ZUpkocTBimQCGDhyIx197DX9+6SVcO24cPinu6vH+1Jkz8fWyZQCA4tJSHMzPR7esLI/P9O/bFw9sS8EZRw7g298M1rSMLyOGDEHlsWMoLS9HVXU1unbujH59+gRVnlA9I8e2AAAgAElEQVQM6NcPw4cMAQCMHDYMBcXFQW3T3/Kh+nH7dlw/cSLS0tKQBuC68ePd7/2weTN+MWkSMjMyAAA3Xn011m/ahBGuMgSjX+/eGDPK+UDhjhtvdH9xBkvvMTSasjzzFy/Ge67uT1rKEI5zmiika/eHLVuwa+9etNlseOODD9AxMxMDTjvN69rdvHMn+vfti4tGjlRf35Yt7nth4/btEAQBb330ET5bsABNzc04pXt3w/chu29fdOvaFTtyc1FRVYUR556LbTk52JaTg1E//zkAoLSiAueceaYh96HRZZWuba11xYB+/VB1/DiunzgRGenpqKiq8qhzoomyzpo6cyaSk5J87qfaMdi8cyfv8Sjh7/thQL9+qDx2zH3+Ko4dw+QIjU9UlqultdXnfaZVVXU17n/qKZzWpw9uceUzSE1NxeGCAne9oqzTjLw3lb/5Lh092mcdIYqi37pjQL9+GH7OOQCAkSNHoqCgIKQyUeJgwzIBDBwwANuXL8fSNWvwf6+9hl1JZ6DLmNsAAM1Fu7H60Hr8tHgxMtLTcfmvfoXmlhavdWRmZKAewOGaFny3YQNWrw+8jD83XXstvliyBOWVle6KF4Ah6/YlNTXV/W+r1Yqm5uagtulr+VggCIIh69F7DI0mL09BcTEOFRRg/7p1mssQy+c0WoiiiCk33YSWlhb07tkTTzzwAN6aMQPVNTVen5V+vGhZ5+CzzsLNkyeHvYvmvbfdhtnz56O8shJ333orDhcWYspNN+GVv/wFAHzuixmUZQ1WLF3vyjor1DoslvY5Xn23aZPf7wezzpGv7y2991nnjh1xao8eOFLYPu2fIAgYNngwfliwQHUZI4+B8jffVZdcgs4dO4a0Lq9yNTWFXC5KDOwKmwBKKyqQkZ6OO375Szz5wANorTjsfs/R0oiunTsjIz0d+w8dwsbt2wOur7auLuhllG6ZPBmfL1yIL5YswU3XXmvouoNlxjYlY84/H4tXrUJzczPqGxrwzerV7vcuHT0aC1asQGNTExoaG/H18uW4dPTokLZTVFKCn7ZuBQDMW7AAVouxt36kjmHHzEzU1dervtfU0oL0tDRTzmMikq7dS0aNwv8WL8aCFSsAAMdranBmdrbXtXvh8OH+1zdqlPte+NnIkdi5Zw/qGxrc6yw8ejQs+/GLq6/G8rVrsWXXLky8/HJcdckl+OKbb1B57BgAYNg55+B/33xjyH1odFklwdQV0nG2tbWhtbXVo86JJso665JRo/zup9p7ga45igwt3w9jL7oIC1asgM1mQ0trKxavXatrm/6+KwKVy9d9plVKSgqm//OfOHHyJOZ9/TUA4KwBA7Dv4EF3vaJWpxl1byp/823PyfF57xj5O4MIYMQyIeTk5eHJ3/0OFkFAcnIyOv/sTvd76QNGwrbtB5xz2WUYdMYZuOj881XXUd9qd/+7pvtQ1DS2BlzGn3MHDUJdQwP69OyJXqee6n590uWX4/1PPtG17mCZsU3JqGHDMHnCBAwbNw6n9uiBoeec436yeP7Qobjzpptw4TXXAHBGK0LtfjfojDPwzpw5uPvxxzF44EAkJycbtg9A5I5ht6wsjBk1CkOuvBIXK7pUnn3GGfhx82ZTzmMikq7dWx58EElJSSivrMR/PvwQny1YgHdeesnr2j130CD/6xs+3ONeGDFkCD767DN8tWwZkpOS8M5LL3mNyzRCSkoKrrj4YnTp3BlWqxWDBw7Ei089hQm33QaHKCI5KQkTxo415D40uqySYOoK6Ti/MX06MtLTccF554UczQgnZZ314JQpyEhP97mfascg0DVHkTFp7Fi8/8UXfuvm84cOxS3XXYc3PvgA6WlpuERn/d2ta1f3d8XVV1yhOs7S1/eWr/ssGBnp6TitTx+8+eGH6JCZiVN79MAVY8Z41CvKOs2oe1P5m++9V17xW0cY9TuDCAAEURRDXviCCy4Qt7qeKFIUy8sDOnRw/5k9dYfH20+P6Y0HRp6qXMqtzSHizLd3er1e8McRxpUxXtTXAwMHav98Xh7qBQEdMjPR2NSEsTfeiA9eew3nDx1qWJEKiotx7ZQpyF2zxrB1Jrxgz3M8CsO1W9/QEPr6QjkneXlwZGTg/IkT8b/p03HW6acHX2gjaCm7gWUN+ThH4rpXfF9FDd7zoQvlnOo93jquI4fD4fs+81cuA65d1XtzwICgf1cYeg/x2icAgiBsE0XxgkCfY8SS8ObGMr8Ny8La8I+VS2T3P/UU9ublobmlBVNuusnQRiVROBl97Ub6Xth76BCuffBB/GLSJPMalRoZWVbWOUTq9ubl4dopU0yrE1TvzQBdeomiCRuWhBa7iB3lDRjSIwPJ1vYECU02BwprW3DwuPog8upGG7plGNulMhHNe+edsK4/u18/RispLIy+dsN9LygNPvNMHPnpJ6/XC0+0oGOqFVnp0fMV6ausoYj0cSaKFYMHDjTsPgsF702KdUzekyCWr12LQZdeijPHjEHtxv95vX/161+h/9irkHTaafjim28AAI+uLMCkeftxx9N/R+lHD6H0o4fQsG+de5lffXEwYuWPZ/Jz8+rbb3u9/8b06Rh8+eUYNm4crrr5Zo8B/3Pmz8dZY8bgrDFjMMc1gTtRpAS6dt//+GMMveoqDB8/HpfccAP25uUBAD796isMHz/e/Z+lb1/sNGFuSIl8P/7y+lu47OO9OP/D9nn0ouUe1FNXFJWUYMJtt+Gcyy7D4Msvj/ppN0Ld18KjR3H+xIkYPn48zr3iCrzvmn6IzBXofM7+73/RY+hQd50w43/tv1PmzJmDs846C2eddRbmzJlj2DZ91U8A8Mq0aThzzBgMuvRSrPjuO0P3VfLlkiUQ+vRxz1fZ2tqKu/70Jwy96iqcN24cvtuwIajtGlEGSVFJCTqcdRb+/f77IZeBElP0PI6lsLHb7Xj4b3/Dqs8+Q99evdDhwiuQfuZopHQ/zf2ZpE490GHSIxhX9a37tQ3F9Wg8vAWt5YfR665pENtsqPjsL0g//QJYUjOQf4JdZPVSnptRP/85Jk+YgMGy8QwjhgzB1mXLkJGejvfmzMFTL76I/77/Po7X1OD5N9/E1qVLIQgCRl59NSZPmICuXbqYuEeUKLRcu7f/4hd44Le/BQAsWrkSjz3/PJZ/+il+feON+LVr0vGcfftwwz33uOcaNHs/+o4dj6QJ2R71YzTcg3rqCgD47SOP4G9//CPGjx2L+oYGWAzODG0kPfva65RT8NOiRUhNTUV9QwOGXHklJk+YgN49e5q4R4lNy/kEnNni337pJecfru6fx48fx/PPP4+tW7c677GRIzF58mR07dpVuZmgt+mrftqbl4fPFy7EnjVrUFpRgXG33oq89es1JfLRuq919fV466OPMHpEe66KD+fNAwDkfPstKo8dw9V33IEtS5cGHQHSUwbJY889h6uvuCLILRMxYpkQNu/ejTOzs3F6//5ISUlB5jlj0XRwo8dnkjqfiubOp6HFAfxnUxmKa1tQ12qH7VgRUvudC8FihSUlDck9stF0ZJt7uaMnWyO9O3FFeW5uvf56LHRN2yC5YswYZKSnAwAuGjkSR8vKAAArvv8e4y+9FFldu6Jrly4Yf+mlWB7kk1WiUGm5djvJMho2NDaqzkX42YIFuFU2l22kbd6xw2M/Bl80zqt+jIZ7UE9dsTcvD21tbRg/diwAoENmpvtz0Uh5ToLZ15SUFPfcey0tLXA4HJEtPHnRcu36smLFCowfPx5ZWVno2rUrxo8fj+XLlxuyTV/108IVK3Dr9dcjNTUVA047DWdmZ2PzDs+khz63q+HaBYBnXnsNf37oIaSlpblf25uXhyvHjAEAnNK9O7p06uQVSdRUBo3HW60MALBg+XIMOO00ZlWmkLBhmQBKKirQr3dv99/Wjt1hr69W/eySgydwoLoZl87ZCwBIOWUAmvO3w2Frhr2xFi1Fu2Gvq3J/vrSODUs9lOemb69eKCkv9/n5jz77zP0UsaS8PKhliYyk9dp9Z/ZsnHHxxXjqxRcx9YUXvN7/7+LFuO2GG8JaVn+U91HHrFN81o+Aefegnroi78gRdOnUCTfeey9GTJiAJ//xD9jtdp/Lmi3Y4yrfVwAoLinBsHHj0G/UKPz54YcZrTSZ1mv3y6VLMWzcOPzqvvtQ7HpQUFJSgn79+rUv27cvSkpKDNumWv2k577Wsuz2nBwUl5XhmnHjPF4/b/BgLFq5Em1tbcgvKsK2nBwUl5Zq2q5HGTTsu68y1Dc04J/vvIO/P/ZY0NslAtiwpADSB5yP9NMvQPncJ3Fs0b+Q0udsQGjvDvLSD4EreDLG3C+/xNZdu/Dkgw+aXRQizR6+804c3rAB//zb3/DiW295vLdp+3ZkpKdjyNlnm1Q6/5TTccXKPagsZ1tbG9Zv3ox/P/MMtixdiiNFRZgdJ2Oy1c5Jvz59sHv1ahz68UfM+d//UFFV5WcNFA2uGz8eBRs3Yvfq1Rg/diym/PnPEdmuv/opHBwOBx57/nm8/uyzXu/dfeut6NurFy64+mo8+ve/4+ILLgh5Hs1Qy/Dc66/jT/fdhw6ZmYZvlxIDG5YJoM+pp3o89bLXHYO1QzfNy3e++Bb0vmsaTr31RUAEkrPan4Ttqmg0tKyJRnlujpaVoY/K0/XV69bhpalTsWj2bHc3rz49e2paligctF67kluvvx4LFN2xPl+4ELddf33YyqiF8j6qO17prh8rG9rcr5t9D+qpK/r26oXh556L0/v3R1JSEm6YOBHbc3K8lo0WWo+r2r7K9e7ZE0MGDcL6TZvCWl7yT8u12y0ry30O7739dmzbs8e5bJ8+KJYlmjp69Cj69OljyDbl5PWTnvs60LJ19fXI3b8fl//qV8gePRobt2/H5LvuwtZdu5CUlIQ3n38eO1etwsJZs3CithYDQ5jyJNC++yvDph078NRLLyF79Gj8Z8YMvDxtGt6eOzfoMlDiYsMyAYwaOhQH8/ORX1SE1tZWNOxbh/QzR2taVnTYYW86CQBorcyHrSofaQPOD2dxE4ry3Hy+cCEmT5jg8Zkdubn43dNPY9GsWTile3f36xMvuwwr161DzYkTqDlxAivXrcPEyy6L9C5QgtJy7R48csT97yWrV+OsAQPcfzscDsz/5hvcanLDctTw4R77sWfjanf9KA0JjYZ7UE9dMWr4cJyorUVVtbOL75off/RK5BFNlOckmH09WlqKpqYmAEDNiRP4YfNmDDrjjIiWnzxpuXbLKirc/160ciXOcZ2ziRMnYuXKlaipqUFNTQ1WrlyJiRMnGrJNX/XT5AkT8PnChWhpaUF+UREO5ufjQpUEN6rbDXDtdu7UCcdyc1GwaRMKNm3CReefj0WzZuGC885DY1MTGhqdD+tXrVuHpKSkkO7TQPvurwzrv/7a/fqj996Lv/7hD/j9HXcEXQZKXMwKmwCSkpLw9osvYuLtt8PucCDz7LFI6dEfJ9bPRUrPs5Bx1mi0lOWh6quX4GipR9Ohzaj9YR563/su4LCj4lNnlxQhJQPdr30CgsX4rhmJSnlu7r7lFpw7aBCe/de/cMF552GyazxUfUMDbvrd7wAAp/Xpg0WzZyOra1c88+ijGHXNNQCAZ//0J2QFyJRHZBQt1+7bs2dj9fr1SE5KQtfOnTHnP/9xL79u40b069ULp/fvb+JeeO9HW/ZYZLrqx+XZV+G3k38eFfegnrrCarXi388+i6tuuQWiKGLk0KG47/bbw1JOI+jZ132HDuHxF16AAEAE8MQDD2DoOeeYuj+JTsv5nDpzJhatXIkkqxVZXbpg9iuvAACysrLwzDPPYNSoUQCAZ599FllZWYZs01f9dO6gQbj5uusw+IorkGS14p2XXtLcJVXLdn2pPHYME2+/HRaLBX169sQnU6dq2qaRZSDSS1COIQnGBRdcIG7dutXA4lBY5OUBHTq4/8yeqi27mVb7HzoPaUkMfgNwpkgP5gmj4txQjAj2PMejaLt2QzknKvsgrx/n3nAGLjmtkxGl809L2aPheEfiuo+G/VTDez50oZxTvcc7XNeRv3KZsc1IlIPXPgEQBGGbKIoXBPocWwOk2ztbmImUiOLPHQsOm10EIiKimMGGJel28Hiz2UUgoggTRRHPfX8U28oazC4KEZFmdkfoPfWIyD82LBNMOCrU5YdrDV8nEUU3hwjM3lWFm77IM7soREQBPb6qENlTd+CMt3dibxUz2hOFAxuWCeb9bRWBP0REpBEf/hNRtKtpasOX+467//75ZwdQVNtiYomI4hMblgnmcA0rUiIiIkocz3xX7PXa2Dl7oSeBJRF5Y8OSiIiIiOLWllL1seD3LD6i+joRhYYNywTy/Lqj+Gr/8cAfjKDNJfW4+Ys8tNodZheFiMhLeX2r2UUgIp0qGmyqr68pOBnhkhDFNzYsE8isnVVmF8HLzV8exObSBrz8Q6nZRTHV//ZW45u8GrOLQUQKr20oM7sIRKTDjfOZYIwoUtiwpKgwe1f0NXoj6cnVRfj98gKzi0GU0BptdrOLQEQG217uf0qksjr2SiAyChuWZJoVh0+YXQQiMsC+Y00efy/Oq8GbG8vQZIutLu47yjkFAVE8OdHcFvAzP5u1JwIlIUoMbFiSIZrbgv8B+fme6jCUJLa1ce4GihGritqjAOsKPccp/WF5Ad7aXI7bvz4Y6WIZLtrGpRORdrd/dcjsIhAlFDYsyRAV9eoD4/1hlm9vyh/oRNFq1l71HgdVje11ASOARGSmvYreFL6E8nCciLyxYUmm+Y6NKC8PLs03uwhEurz+E5PdEFFsYWSTyBhsWBJFkRY7w7gU25Rd3Ct9pPmPJdvK6s0uAhGFUaAEP0SkDRuWRCaLhx/eRL6sOlJrdhE0E3y8XlrHe5Qo1jS0BpflufBES5hKQpQ42LAkQ7TY9Y9P2Hi0zoCSxB5mx6VYpDW2fqimOazlMJKvffpyHxP4EMWaJYeC+26tbOQDJCK92LAkQzy5ukj3OgprOZcUAJxs4Vx6FP02l3snxVCLvs/aGftz1HI8OFH8++uaYrOLQBTz2LAkQ+yqCC77o4MpYX36w3Im8KHY8sH2SgDAhR/lmlwSfeqD7DpHRPHj4PHY6V1BFK3YsCRTrMn3jgD4Gt+UaLaWNuB4U+BJnYmiRXWcXK+/W8KHOkTx4hi7thJFHBuWZAqbgxFLXxpsDpz/YY7ZxSAiH040t2FTCTPFEkWz1zZw6iOiSEsyuwBEbgkasmQjm+JBokwwvvFoHW6VzXmX/4fhEIQErbyIiIhkGLEkMtkL60pUX+c0JBRLRs3wHWVfWxA7U474Ik1dcKtiIvVoiFyOmZWL7Kk7gp5egYiIyEhsWJIpRCbvCWhbGSdspthR1+o7YvnNwdifUsdXjXXrV4dQbeJYLlEUUeKaZzPYJGpE5ImJBYn0YcOSTPH5nmqzi0BEIdpTGlwEsuRkfEwl9M6WctXXR87IjUhG2Tc2liF76g6P1z5jXUpkmPe3VZhdBKKYxoYlmWJdUZ3XaxylRBQbGoKca3VjFHQX1WtPVRP+9ZPvZCBD3t+Nf20oDWsZpm72bthy7j0i42wvY9SfSA82LIlM1OQn4Qkb2kTR47GVhQE/887WCuw71hSB0jiV18dHJJiIiOIDG5YUNSKRWLGmqQ1vbCxDo82ORpv5iS7qbb4blu+xSw5R1Cip09aIe3hp+OfClMaoR7IRS0REFAinG6GEMsI1P6TUpazgjyPMLI5fTMRBFHuOnGgJ+zZm7arC3cNPwexdVR6vn2RWWCIAoScIXJ0f+xmsiczEiGWCiIaU+IGY0fXzH+uOmrBVIopnBWFuXC48UAMA+L7Qc6z6A0vCHy0lIiLyhQ3LBHHoeLPZRQjow+2VEd/mRzurOPUJERlaDxTVhj9qyWkRiIgo2rBhSVFjf7U5jd+DMdDoJm/5J5qxOQYi8RQb5uYcM2xdv1142LB1+dLoZ3w2UaKr9TOvLhGFDxuWlPAmfLofdgef/seaKz7eh5u/PGh2MShOrDjMsVVE8eI3y0vMLgJRQmLDkhKGv8bjuqKTESwJEcW7+XurfXavrW1pw33fHEFFvS3CpSJKDDnV4e+OTkTe2LAkw6w4fMLsIvi1pdR3t0k7e83EFI4viz1HT0b3nIsijL2mnlpdhBVHPKOgDlHEpbP34LzpOVh1pBajZ+aGvP5or2+JzDJvU5Gu5Y83tRlUEqLEw4YlGSbaEwT9ZU2xz/faTGqosH0UmiM1fBoda2yOxHt6U66ISE7bXI5iAxrYuyoa8dRqfT+eieLVX7/O0bX8Zj8PoYnIPzYsiQD8cXmB2UWgILQyxBxzSuuiu9vnj8XG/5j8Ym81Tra0zy35lmv+XLk2ju+mONJss+PZhbk42Rzd9zsRhQcblhRVwtnFMd/P3HKtdnN+3AlmTN4ZB37+2QGzi0BBmrLwkNlFiLjcqibc8bVzv4tqW6DWhtSa3XV9SYPH376qLHYTp0gSRRF2h4iGljY02+z4bHMRPv6pENO+ZWI1okSUZHYBiOQWHajB5EFdYWGLiyiutCVokHl3ZSOO1DTjnxtKda1n6s7jmj7XaheRlsT6kyLjoU+3Y1muMxLfp0s67hqTDQAoPRHdQ2OIKDwYsaSIW1vgO63/oysLcfq0nahtNnbwvJbJz6sb2XWHKJwOVDehsiHx7rM/LC/wOZ2J0UmDapvtgT9EZBCpUQkAJSea8OKSfQCAJTllOFBeZ1axiMgkbFhSxL27tSLgZyoM/vG57FDgDIpvbPIe/xRugdq7Da38kUjxY+Kn+zF2zh6zixFxe6qafL73Y5G2H99ae7jes/iwtg8ShVlhdQOaWu14b/dxjosnShBsWFJCONYYOAL6ac6xCJQkOCYN/YxJ3xWcxJhZuWhO1D6XMaK5jRe13KMrCw1d38Eoz85NieP97w/jnGeX459bq/H+tkqzi6PZF3urzS4CUcxiw5IiTsuT9wmf7g9/QSguSJPMP/f9UZTU2XDrl+1JI3aWN2A55/ujALR0lTcbh51TrNle1F73nmyJnbkhV+efNLsIRDGLDcsEEYs/Soz8sRet+x+t5YolL/5wFED7WLWdFY3u926Yn4cHluSjzSHi/W0VuO+bIyj0kx2YElMs/JDUWh2yTqFoNGNHldlFiKi5OceQW9kY+INEcYYNywQRTQ/ktf7wGTBtJ77YF99dUqLpvIRqQ3EdXv6hxPSuxIW17RPPK+cGnL2rCq/+WIpVR2px2cd7I100inLHTEzcZfRUR+xqTNEqFnoGGGFtQS3+b20xrv38AL7apy2bM1G8YMOSIi6Y75YnVhWhpilyXWiOR3Bb8eL2rw/hg+2V+NvaYo/J4CNlcd4J/H5ZvsdrrXYHWmRjLV9cX+Lxfp0J5aToFQs/d4OJRH6wPXCCNKJIW5RXgzc2lqEgjL1GWqNgjH1edfs458dWFaKuxY6FB9jApMTAhiVFvcdWGZvcwp9EmVx837EmzN+jPxqszPRnMynz3zcHPcdRDn5vN0bPzPX5+ambI58BOJ5sPBLfPQmi0f7jrYE/5PLyD/rmzIwmtS1tyJ66A9lTd5hdFNLpkRWFmLq5HJeHsddIc5v5Dw0bbJ7fg0+tLsIjKwrZNZYSAhuWFPXWFkT/+KdY0tLmwNXz9uOpb4u8uoxqIYoiZu6sxP+tLcbAd3Z5vDdyhu/GXKSd8DOf34c7YidDYTR6Y1We2UUwVJPN/ChHIHUxUEajiaKI86bnmF0MoqAoH1wucyWQM3oaNaJoxIZlgoimhA7RnA4/EeKVT31b5P73mW/vDHr5uTnH8MK6Esz1MabyQLXvOfuiSaKM96HA/qHoKh0P1hbUml0E3YpqPaO0M/hAiGLYPYuPaJpTmyiWsWGZIKLpN3RtCOPb8nQ2VrTObWh0Io1AjtRq795mlMV5NSEva3eIeOa7o34/MzFGpoqZuTOxshRSYrlr0RGzi6CbXfHF9eL6Es5TGydC6S0TDx5cmh/4Q0QxjA1LigkTPt2Pgzoaly9pHHP09wCNJqP9fm3kx/rp+T7XGtmJhSRI8RilIpKL9aj8gWrv3i1nv7sLe6o4Vi3W3Tg/vrrTS7R0q0+UXA6UmNiwpJhxk2zi+3BZnV8b0UQR0fD1smC/9mx1c3O0Rfmu/++BUIsTUbH+w5vIn7sXx3bU0ld055rPYqN+Id92hymRjdlVel1r4B5ZMxNsTk9KLGxYJohIjLH8rjC8SXZONNsTtvuMEdocIt7aVOb1em4QT/+19kIrPhn5Lr6hCKVbNsWXaKhTavwkmtIjnhOf5TDDJkUhLQ1bKZkPUTxiw5IMs6W0IezbmL6N87OF6rrPD+DNTZxmQy6KclqRSRqjINvqv7f7n77lcFV9yOuOhW7podhXFRtJwiiyzE5UWNkYOPPrtrLw/1bS4mSLHWV1sfEQmGIHG5YJwuzuIUapamxLqO6LRn1HNrc5sO8Yf4gprS+qM7sIZLLC2vBN1m6UZTnePQ20itf6Up7dmkhi9uV+58LD5hZAozaHiGHTd+Nns/ZgXq56hneiULBhSTFl9q4qPLqy0OxiGCbQd+B/9xgzEf0hP1O8aP0iXh6HadJ/v7zA7CKQyX674JDZRSAVdg1dlOO10UzmCzXBTrXGHgJbS0PvhWAEedT0r2uKTSwJxRs2LCmijtTon8Ny4YHQp8sIRjQ0pF78QX/m0vl7qnHt576TXWzV2C3nQ84hR3EoXOMbo4VaZtVYoJxqRM3+GN03cio+Gb29BaZtDu+wkV99cRA3mJjk7pYIJEOkxMSGZYIwe9yB5Kej5j6lC8YDcTLf1KcBurnsqmASDEpMVTEy/nB7UegPuW7/On4jsj8drcM7W8qRPXUHbv7iIEpl48XW5NfigSVH0MJ5L6PW57nG9MgJh00l4f+tsrOi0ZCH7cGyqczXHQ1JzCg+sGFJ5IeWOakSRVNPdZIAACAASURBVLAJB6Ih4kvkzw2LYqML2Jr9xvcWEEVRU3dTsxxrDNzof2FdCf71k3P86ebSelw8aw/e31aBsrpW3L34CJYfrsWgd3eFu6hEIbt70REsPHAcj68qhCiKOHS8GXvDPE/rWe/s9Hrt492cAoWMkWR2ASgyOBQlNJUNNvTvkmp2MWLS5tJ6TDqzi+HrbbUb29jfVFKP0X06GLpOig0lDdETsaysa0aPDqkQItS95KUfSjDDNZ/e70aegr+M6ROR7Wp1R4hjX1/9sRSv/lhqcGkoZsTYb52C2hY8ssKZN+LLfe1zSm+461z07phi+PZ8JfE7EedDAihyGLEk8uOLfdHbVUcrLV1d39nifzxJKIkMwvXzeKrBY1/+/n1sRK3IWKUnoidL8qf7a3HhS99i5o8FXu8124z9wVfdaEP21B3uRiUATN9WieypO/CXNUVRkxCn8IRx4+/M6G5I5hBjrWXpw8Wz9oSle+r1PvIt5HJeWDIIG5YJIlrGWB49GVtzJk3bUhHWH1rR8iPuXz+V4TE/2XZnRFHinqooijJR7DpaEz0NS8k/vtnr9dqBcuOmxGlziBg5I9fn+5/lVmPAtJ34Nr/WsG2Gysjf1FsjMMcyRYe1B6Lnu0ovI6cIa2lz4C9ritDq48ZaU3ASbQ5nV9xo+V1CsYkNS4qo97ZVGLIef9NnGO22r+I3+YXcV/uP+3zv5R+C71oWrocZhj+R5ndoQjreEJ0PuWqbPCdYf2NVnu51NtkcaG5z4My3vcdWqbln8RFsKDZ3jlfelvEvHN8Rs1Wi/qHYEAWJBt/baszvJQAY/kEOPguQLOmfP5Zi3Nx9mGxitlqKfWxYUkx6fFXk5rLcGIHscNEie+oOPLnamUTAIYp4+YcSZE/dYXaxiAz3wNxtZhdBlTJq+X2e/qQa57y3C2cHmcTm9q8P4XiMZM0N5GAEH0SSuaI4H1XQlhqYAK9JQ3bkza65NXMqo683B8UONiwTRKR6NpTXRz4KcLLFrpo+m0Lzv73H8ex3R3H6tJ34YHv0dSvimaZ49sW2o2YXwe38D3NwxrQdMZ8dm3PwJo54GWNpJK1dW+X5GGpb4uOhEkUes8KSoVraIlOpF9e2oqapDSM+zPF4Ped3w9Ax1RqRMsSzT3L8z32phRC29D3G4iTrFG2abXakJUdHPWYXnRHPC3tn4uWLuuPA7jKMObMbOqcnRyyDLcWnt7dUYHSfDvjNgsP4/reDDcnAzuGB3gZM09YFXq7J5kCHZBEtdgcywlAmil+MWCaI+tb4SiV9vNm7UQkAQ6fvRlGtcdkEJeHqDhrP34GMEhCF5li98XWYXptLGzDuq0I8PG87hr+wCu9/f8TsIgUllMzWFH6/WXAYAHDZx96Jq0IRT11hzTR1czmeXF2Iwe/txsw9NWYXh2IIG5YJ4pUomNcrUt1Vx87Zizc3lmG5geMTwoW/dYLHY0Z6RXvWw8NV0Z/F9J/L96PN4DllJZUNtsAfCtLGKEjGQv41GPAA3Mh7+0C1+WMNjZ63Wat5udX4ar+zQfnCJv09mChxsGFJhrL7qdS1DB43yluby/HA0nxkT91hWLRxfdHJgJ/Zf7wF4974HlV10RdxiBfhaBKEY74wii6NrW144JNtKKttwrvfHTa7OH5NmbkZAFBxMrq7aU9bE56M2fd9Y3w09PavDyF76g5DM22Ssf6xvsTsIniIZPZ5X579LjrGXEd7XUTRgw1LMtTvluSbXYSwkbrsXPnxXmRP3YFmRUNZFEVMWlCEQ5X1GPXSak3r5BCl4IUj2HTm2zuRPXUH3thYZvzKyVStbQ5c+toaDH52BZbvKcfPXlmDj38qMLtYmjz06Xazi+DXW98eROkJ46M6ZWFMAvfPDaXu+ruuxTtCVtlgQ0lddE5FE+8+3+N/OgwtorwzQtA2RUlW+tEvf4tmm/N+WZpT5v43kRIblmQof2nd46ENlVfdhCMnnNFI6UvQIYr4w/J8DJu+2+OzWwt8zwspibcvwVg3dXM51hbU4mB1E1oiGGGn8Llu2g8oPu7Z+ImV+25ncfR357/41TXIP9bg7oLY2ubAkap6LMspw1fbj6LyZPATrlc2hD8j5dnv7sLQ6bux5KDn+LELP8rFmFl7wr59Co94ywpbp7N78Lf5tQaVBHj40+2Y/v1hPPTpdvz5y92BF6CExKywREH429pi97+f+/4oJg/sivNVkggBwL0fb8XOZyf4XV98fQVGSniP2l2LnN3wbhjUFX+7tA+SLQK6pLGqjEWiKOJARZ3X65Ux0lXdHiNdtK/493cBP/OPG4bgNxf1D39hgvTwsgKsKTiJ18f39zjeuyoacN6pmSaWLDHlVTdhYLf0kJePkVtGs2ON+h6y/FjsXf+F6tv9lfh2vzMp38KdpXjh+iHonJ5s2PopPjBiSRFjZAVnFuU4en9PA080eiagsNkdmPrtQTS2tqHZZkdtk40Nyyi24EANRs3IxfAP1B8cUPR7eek+s4tALs8syMXe0sDj1M3w5b7jOFDdhApZ0qCTKt1kKfweXKpvOI2RyXvk8zrGqnD+xjjv+ZVhXDvFKjYsKWIeX1VodhF0217uma3xydVFmpf9YttRvLEqD1O/PYRfvLsB5z2/MmKZcuNJrHRjJPN9uD52x3yf88xys4tguJ9PXY/vDkTnNEQTP92P/5P1SKHAwpFd+XCNvt4ERpbog+3Rea0GI9zfl8NfWImTzcZncabYxYYlGc7Xl008jLEM1l+/zkHBMWdjtNE1VqKlzY59Zc4n981sWAbNjCP21iYm9TFa8ckW/HQ0fL0Yio/HdrShKU6TY9w5a0vUTveypqA9orosBqarMlu4up2KoohL5+cj++klqAuy0RKll1bcOtFow7DnVmLws8tRXsvMscSGJYXB//YGTlqTKOZtKsIfPnNOdyL9mLIwFWzMeXNTOV7bYP5csPHk0tl7cdtX4ZmuAgCzFkax6euMn07EaPNy9WcojXeOMLXiBkzbieJ659jCOz7aHNSy0frQwiyROh6NrXZc9Mq3uHfOlohsj6IXG5ZkuI0+0mPX2xIzy2a5a/4nKTGEhe1KXcz62fDu1gpOQxBD+Pwmer26bD9amXU55oWrYSm3K8jMyEaXKNbnOI506Vfvq8Ql/1wT4a1SNGHDksIgtitio1XVtcDhEN3dhixBtixjeRym2jxxeryxsQwLD9QE/mCYcBoC4+075nsexOY2R8jX/+6jxqXZJ+PdM2cLhvx9BZ5ZkOsRXd5Vxe50sSJSwcHGVu2ZUY0u00c7YnucpRkB3KM1Tch+egnalNkOKSGwYUlh4NlwOljdhOv/e8CkskSHz7YUuZ/uBlvRz9wZu19sn+85Zuj6pm4uN3R9pE2zzY7Kk8b94Jdn3PQ39+3Z7+7CL+aHVnc8Nn9XSMtRZKw/eAz1LW34ZGMhznYlKvrx0DFcv5gJdGJFJCKWAFBdr72niNHzWFY2aB/jGa5up7HavffMvy3D55uLsK/sZMzuAwWPDUsy3Ff7jyN76g6sya+FQxQx/tP9cZG2W4+K2mYcrXFGZj4IcnzRKz/G7tg+fpXEh99+tBkXvvytYeubv6d9/FqgaR1yq5r4oyQBiKKIX8/YZHYxKAiR6iVa36I9YukwOEgWTIeJFYUNgT8Ugk8PhN77wuya8+mvcnD1W+sxb3MRmm121uUJgA1LCpu7Fx/BrV+GLzlHLGlstWP30chmGZyXewzPfX80ottUevmHUmRP3WFqGYy2OM+8rrjhVttoQ/bTS5D99BKP7ombC5wJubKfXmLIdqqa2qMAWqZ4WBTHx5ycbp7+k9lF8MK5LP2LVMTyNx9pf+BgdMNl9q4qzZ8tCSK6GYzvjob+YL7ghL7pW4zy3neHcfYzy/Hg3O2al2lqteOdtYfYpTbGsGFJYbW5VD2RT6KZ8UM+9uiYHPx4k/YntpK/rikO6kuRtJkR42Nu/Pm/hbnuf7/wzV7Vz7y5Kk/3dmbtDHxdyn8gvr8tfo85OW0piL6HB0sORl+ZosWRqnoMe25lRLZ1TENX2FV7K5D99BKUxuGUF3uqW4IaZ+oQReRWNsJmF/FDcfimdAqG1GNr+Z5ybC/Sdl+9vvIA/rXiABbujN1eW4mIDUuiGPDI8gKPv5tsjpAam6RfPHfrrpVFEudtKlL9zNtr9fdCaFX0L1OLfCw/3N79a9+xJrTaHaio50TcRNHgw/X5ZhfBw6JdkW18bDxSjWU5ZVie2z7HcbgCuGUNbfjjZ949f77YdhRLc7znWL7yy0Jc+/kB/HNDSXgKpNON727QFFneV+58GF9QHZ4uxhQeSWYXgIgCWy976ljXYsfQ6bsBAGt/ew4GdEkzq1iafV94Epf172R2MQzT3OZA9B/14K3L84wk5h9rwIDumR6v2cMwsKrNISLF6pn068t9nvMIDnzHmYxn/0PnIS2Jz0Qp/Apro6MbYTT6bLP6g6dwOVxVjzN6dIjoNv259YONHn/f9v/t3Xl4G9XVBvD3WJa8ypb33fFuJ7EdO/sKIWQPkI0lAUKABBK2AC20QFsK9KOkpdCStkApLRRaoDSFlrKHnUJZQghhSSCboVAgkA2H7Pb9/pDsyLZ2zWhG0vt7nj61RiPpxIw1c+bee87wMpTruOj05Y1HCuHt2nsQW7/+Fpf9zfmdmGqzYO/BDmy8fhqslgS0feO8AXfn2+adsXTana/jvnNG+tznlU3Oc8BDaz7DdyfXRyIs0gDPzkRR5rSHj4wYHXPPeo/7mG2B/MJ/bkbFirdjZpT1829j49/hz6oPIlOF93W33rertuzGhHs+wDNbPU8db7iV1V4pMnxNwd5/qAPLn9iAfQe5DjMSjr3pRcM+e9d+/9/397/xX/xs9Xa/+4XqwOFOLP7Tm6i44jG0XLcKs299tfu5va5j8JhfvICFf3xDtxi09Orm7bj56cAqfn+2y3tLKjIfJpZxQI8RBoq8RY9sBgCs29ZzKuaTm/sWBTJr68vBv38Xe2LgQuziF48kXF2tOIJZA2NGBw73/e/y08c3ROSzF/xjM6bftwFKKZzz6BZs8VNwYuid72L5K5/hmhc/RcWKt/G/9p5rsJ7wMD2MKBSPe1hn2b7/EH7+5Ie4/cXNuO0FFqiLlPc+2+31pumuvYG3JAlWyx3vomLF22i6fR2a7t2MW57ZqNtn+fLMet9rzT/duQ8vfmTeUcreVjy3CdvaA1sTO2PFyzpHQ1qRcEY2hg4dqlavXq1hOBQopRT+velrbN9zEBu3teO45mJs+epbpCVZcOZdbxodHkXYH4+vwkuftGPrrv344Kt9eOSUeoy6632jw/JqYmUGarNTMCAvBWPK7OhQCp2dQLotAWk2i9fXma3C7NXHDehR5CbPnoRZLcVYMLIC+w51oDbfOXUrIUG8vUVIvtl/CPakRHzVfgCvbt6OWa0lYb/n31b/F5evXNdn+2WT6/CLp8Mv2KO3jxbW4Iv8MmSn29D446eMDodiyB+Or8Le9r246IUvYLUIDvW6c7fp+mnYve8QctKTAnq/zk6Fbe0H8PYnO+FItcGenIgBRRnY1n4AqUkW7NhzEOXZqT2+Nw51dDo/I80GEUFHp8K+Qx1Is1kgou33SyC0qhAdisun1GPR2Eoc6uiEPdkKABiz/DmObEWpCQ35WHJUFUZU5fTY3vsYqy+w46lLj4pkaORGRN5SSg31u184iWVSUa0qWvirkF9PRERERERE5vXxz44LKLHkVFgiIiIiIiIKCxNLIiIiIiIiCotuayw7OxVE4HPuf9dne9pHKeV33YBSCrv2HkJWms3v/gcOdyAp0fvarWiwrX0/Xtn0Narz0nH3q20YVOrAjx8x7zo6ipw7j6vC4ke3GB1GUJryU9CYn4r733NW0stJSYTdZsEtU/uhOT+1z99zR6dC9W/WGhFq0K6c1oD/bNmO358xFALAkiDYd6gDKdYj66H2HjyMjk6FpEQLbK72GfsPdeDA4U5kJDs7QYkIvtl/CNaEBKS41p7u2nsQqz74ElMaC5FitWB1204UO5LRLyfNYyz+bPtmP3bsPYjH132OFc/1LURy++mDsfTPa0J670g6pjQV1gw7ZjQX4eIHouM4odjwh4VDsf3bgzhpSKnP65COTgUBcN2jH+DuV9tQkZOKc46qQllWKipz07Dj24O4+9U2lDhSMKo6B+XZqSh2pHRfv7TvP4TMFCt++cxGLBjZD9lpNlgSBJ2dSvN13P4YtcaytdyBqtx0jKvNxZB+WSjNSsErm7bjR/98D1u/Zr/DaPafKycgI9mKNZ/sxOjqXFRf9XiP5+cNK8PicVUocaQgxWZBR6fChi++wYCiDEPWGcebiKyxZPEe89h78DDa9x9GQYazu95HX7ajxJGCr9oPwPJxG8b9rc3YAEk3vXtZHuzoBHCk75/ZPLugP4rSrUi1Bn+jxyzFe2odNvxg9iD0L8pAVqoNdT98AgCw9YbpUX2C83Sx2LZ8hqGFOnx5dkF/3Lb6S5zYPxsjHQLU1QEAlt77Fp58PzKtUii2XX1UCc5uyQf27Ok+vpRSWPPJLsy97VXcu2g4xtXmGRxl5BnxnfDXc0f2KfDS5eZVH2HFs/pWa7XbLGg/2IGfzm7CVQ+/q+tnxYu5g0tx08mDPD7X+xhrWz4jEiGRF4EmlomRCIb0l2pLRKrtyH/OugI7ACAtKRHYYTUqLNLQG4sakZ9mxcbt+3DH29vw6TcHcdOkfii223rsZ7OYb4b7+0ubkZggSIqRxvYnVNkxvj6/+3FTSSbe/Wx3VCeVnhRkBFblUgt3zKjE5GpHQDcP2pa1dv/8i0n9nD/sOdIL89qZA5lYkibObsnvs01EMKRfVlxf6LaWO/D2J31bXenJW1IJAB2dnbp+9t9PqsOQojTXDYZywxLLgowk1Bdm4KUoaiviy/WzGwPab/NPp+scCWmFiSVRlMhyTY+szUnBjRP7GRxNcHy1EIlG5zQ6ejz+5wVjDIpEX1bXTYo0mwXf6th/9OUzB6DMlcTeOq0CK978Ahu+7tnfrD4nGR9uD6znWdfMDaJw/PzYcqNDMK1Ck/2NdeiYV44rszuTSg++N7Uez67fhlvmtWDsz57XLwiXVd85GhnJVuw9eBhzbn0VG75oBwA0lmSgtSwL9772se4xhGtOawluPqUlqNdYIjzVm0IXG8MHRHHAagnui/X+OTW49uhSnaIJ3OLW2Jsmltxr5DUhQSK+xkkPi8dW9nj8xzOHAei5Dv7SiXWaf26Z28jo9Nos/H5GVZ99njy1Aa+cNRCvnx3YHW6icB1X5/C/E5lCZxjLuvy58/i+30dPXXIUVi4dhfPH1+Dv541GaVYq/jwl/H7C/mS4+nam2hJx4YSa7u2PXjQOP5nViDd/MLF7282TjLsBXZOfjvvPGdn9+L1rp2DVpUdh/vBy3HiS56mvvZ081PjrFwoeRyxJV415KXjvKzYtNsKoUjuGFqXjxy9+amgcV47R/2QbSd8dWWR0CLoZU5uLO/+9tftx15R697X4yVb970eWZSahbVlrj2mxIoKSXtO+ifRkibGp7dHshEHFPp/PTdfvu8HTEo76Qnufbfmp+s3MeXDJKHyyY2+PbV1J5oKRRxLIPHsS3phXie0JSeifm4LvrIrcCOayY2tRlJmM+cOPjPS7TxevLbDjhjlNAb9fp373CkhHTCxJN6tOa0BtToppCq4Yra4gHR99ucf/jhoyw3VRrE1hOaEuC8Aho8PQxfi6PKTZLEiyWrpHK4GeJ/hR1d7XOYXi3MF917D19r3RwSfztfnp2Lgtsn9vFLoZzUV4bN3nRofRQ6ysCY8Fs1p9J5Znj6lEQUayoRWhO3RKhD5aWANbZTaGV2b32D6uNhc/n9uM43sl3fmpichPT9EnmF7euXoy0pMTkeCnC0QoThtRjpVvfYqmkkxN35f0xW9N0sUTpzqTSgD495kDcdmoIhSnx3cRoZGuwgOhFET51eTQprQYndPlpcbevat+jsgVtIk0EcH7103Fmh9NQkvZkWmACs4rpvXXTUWxI/wLlorMI7/D7/gYAX7lrIEYV27Hgqbgp1MP63URRub263mt/nci02iM8MX+hIYCn88nWhIws8XY2TF6jbDZvCyDERGcPKysuxVVpK29ehIyU62wJIguhetay7Nw76LheODckf53JtNgYkmau316JfrnHrn4LM2w4cJhhRhXnmFgVMb6ycyBSE9yJllnjKoI+vW91/QFyuixwvvn1BocgbZm12cZHYIhVi4djcVjK5FsTeg+jsMxIC8FVtddD1/HaIndhntn1cCeFPyFk45LrkgHsbBGOZ6cd3Q1/nXh2Ih81vOXjY/I54Sr6wZcLDtzdAW23jAdbctnwJGq/9KEcbV5zu4GFDX4X4s0V5rh+csmHr50e9t4/TTsP9QBe7IVy5/YEPL75KWF9qdqdPuL7JTY+IqZUp2J33koKBMvGksyu0cokkPoP9rbyQNy8PQWZ6sC/Q7R+Pu+iSbv/HgybnxqA/782idYMd98o5XOKe/kTUKCoKlUn1HLYcVpePN/3wJwrturzPVckdVsBmTH1myWfpk2fLz7IACgvsCOSybWYlpT7NYYIG3ExlUfmYoj2fNhdcrAXDz4wY4IR2MsqyWhu2XDvGFleODNTzCzpRg3PvVhUO8zpChdj/B0FytjEHmp8T2NW0+i01HCEUvzyrcnITPFimuOH4jjm4t99ic0CgdQjfPg3Foc2N2ObQXlKM9JNTQWbzfKPUnQ4S7ZKQPC+9v40bgS/OTlz0J67QtnDMAlT3+MycVJmDFlSFhxUPzgVFjSnLcvYm99oOJFRW4a1l49GaVZxp4oybeHTqrDn2dVGx0GhSmTNwNM5R9uvV4fXDIKgHNdnKekclCB8d+RZ7f4LypF+hARJCcmhJRUXjmtQdNYfjLe2JYX4c70cl+WFIzRpekQEdwypQIzKvtWwCXyhiOWRDqZ2eK7il2gqrKid3qNI9mYogKhunREIQYXpWHnvsPd21oLU7F0iO/CERQcEeDUxlzcs+5r3UaGLp1Yh9+9uEWfN48Qe3Ii2vcf9r+jSUxoyMf/zWpER6eCCLDmk12oyUvHgGLn+vqtN0xH+4HD3W0SvKl0JOGdL/f63Cdcf5ldgwG5KWj9/bs9ti9szsWf1n2NZhMkt/Ho0hGFYb0+1qqQG1WbYlIVK7FSaJhYEulkbE2uJu/z7On9NXkfIxi9xjNYS1wJpD3JgorMJHx/TDGm1bBJuh6uOboUV40t0e1C0H0t6BXTGnqscV48trJHv06zWjiqAr95fpPRYfh12eQ6LB5X1Wf9be/ZGSLiN6kEgPJM/W+mjSpNR4IIarOTsXHHfiQIcN34MpzelItrx5fp/vnk2ZIwb+LF2hT44+uygD2Rb5t05qDgK3ETAZwKS6Sbk4Zqc3ESbclZNFp7bhMeOaW+u/puYoLghYUDmFTqZHBhGhJc0930VpiRjKVHV+Ous5x9OecPLze8LUGgbFHQR/Hus4bhwgm1mhR16nLRsPBGrXp7b2kz2pa1Ym5/Zwuacwfnd6+HK3S1wXrm9P44vUmbm4EUuNumV+KD85qRm5qIX0wqj8h3QjwJ5fLhijHFvO6gkHHEkmKee4U50t6VY4oxpdqB8fd8YHQoAI5MZQuGIznRa9Ep0l4o7UNCse6ayd1N7o+pz0fb8hkR+VwtNBTaceKQUty86iOjQ/FqTmsJxtdrtxbx2hMG4t31n8DqpW+fJ8uGF2JcuR23rf4Sz7V9AwBozk/Fum3OqbTPLuiPdFefv5sm9cNNk3r2BP711Ao8s3U3qrKSNfpXUDCmVGciQQSrFzcZHYpHpXb9W2qYzWmNvMFCoeOVFGlqgcZ3fI+tyMCzrouFUNRlJ+P+ObWo+c1aDaPy74oACwjMrbHj75vadY4mdBsvaIHVInhq8y4secw5dfCmSeX47qpPAABXH1XSXeSibVkrKla83f3ae2ZqXwDn0Xn1eHjDDvxh7Vde97liTEmPxHJoURpWf84bC/EokGmXZpRms+DJS44yOgy/zh5bqen7LRxdAeQeDOo1l44ohIhg8HFpuGfdV5jdkB3UTSJHciJO7G++qrTxwuzjYrU5oRW/0UJZEBVpvQnl9xupG38Um5hYkqbqcnzf9b1lSj9c/NTHft9nVn0WbprUDwkC/G/PIYy56/2Q4nnqtAbNp3TUZCVj08793Y//c9ZAjLrrffxkfCkWVKXg235Vfhv63n/OSHy95wBeXG3O9VNvLGpETkpi9/q3KdVHpoTO7Z+D1sI0pFoTUJje88T31uJGiAi+PdSBsgzt10k15qdirZ+iHinWBMwfmIOMJAsuH12MxATpkfASmd371001OoSAdPU2NVLX97slQXAWK7lGHa3Pz7HUL/vSEeH3jAzm99uYl4Lvj9Gm6CDFL05mJ035+xIbEEDp6+uOLsUNE8phSRCICErsNrx+dmOPfV47eyAAoCk/BW3LWvHRBYOw8sTa7ufvmFGJtmWtIZ+03ljU6PW5O4+v6v752QX9UWS3oW1ZKxY0Oxe7+0sqAWBUdQ6OH2S+L/B1S5xrkfLTrH2KqiwbXojRpc5+mlVZyX2SSgDISbUiOyVRl6QyGDccW44rx5Yg0fVvsNu8f9WNKInOHqEUniH9sowOwaPx9eYtmnHnxCK0lDlvMuWk6TtFcHgx/y4pvs1xrQkORzC10R6d32BYFVqKHRyxjBO3TqvA+U+06f45Wtx7PK0pt09SU5BuxQtnDMBLH3+DtV9+i8J0ZzLXxWZJwNDi9B7bwpGfZsU75zZh2n0b8L89h7q3X39MGSocSXhuQX98c6AD1WGuy4lkBTt/x8C0agcyfEyB+c7I8O+eGuWVsxrx0IYduObFT/s8x8QyPimTlo+8YY72a82eXdAfH369D9v3HcaPXuj7N9DbwLwUXHN0TMcVwAAAGehJREFUKXbuO4wxZXbYLAkQARL3fouJEwejs1P/311SotknSRL19fwZ/XHMPeuNDqPb4ML47h9OkccRyziRlxaZtUb+BgjDmfZS4UjCGYPycPPkiqBf+89T6vBHt5HGQGQmJ+JVt5HSceV2nOZaQ1qVlYyWKPvCnl6bhaJ078fBTZPLIxhN6EJJCDKSLCyfTj2YM60EijK1XdOVn5aI6qxkTK/NwoLmPGy8oMXn/pOqMvHY/AYMK07H5GoH0mwWWC3SPfoPAAkJggSd+wX2LrJDFA0qHaHdbB5SlIazW46co57RqM1YoO2c3D+bKBxMLCmiqrP8T5HUo6/doII0TKjMxMoTazGqNLgRqguHFSAr2YJ7Z9VoHlekL26ne2ifMachC1suakGqhu0CjOJvxPrx+fV9to0rt+sVDpnYnNboaDkyqDS0dYxdXRt+MLbnv9NqEbQta8XqxY0eRzPumKFtQZ5Q5UfoZijFFi0nImh9bnh/aTPG98vAX+fW4jdTK/DkqQ3417x6XDy8ECtPrO0uhCcAarK1q1J81wn+b6pfOSY6vg/J/DgVljQzvcaBmXW+1y35G7FcPkHfxtRDi9Nx/5xanPPoFqzastvjPpeP6jnl87JRxbhslDHrIS8doW0/t6vGlvSpqDqpytHd0y2andPqv3DHgLxUXDy8ELe88QVm1WdhcGEahnEtV1w6fWQ//OifoRUFM7u67GQ8fXp/HO5UPUYa3eWmWvHQyXX4eu8hrP78W9RlJ7PlBkXUzSYflS72UEcgVFsuakGCCO72UC29KT8VAFCaYcPmC1tC6j3pyzEV/m9OBdPih8gXJpakmVunh3+nOyslMofkBUMLvCaWF2jcnDscQzVOeiwJgg/PH4T6W9/R9H3NwBLg/ItLRxbh0iheL0raiJYG4KHE+bRrGp23pNJdbqoVU6v7zmSIBkuGsApsNKv1U0U+lgR681aPGVtEkcSpsGQqk6siU76+pTANbyxqxOSqTNw3W/sprgHzM21Hj1NMV8P4LqODnBpsVmL6jmhEvv3ylEF9tv16vjYFyaKRr2rOAFDI6bJEYbvzuODqTxD5whFLMpVIjiLkp1lxh+sLde25TUgQQXIMViL8z1kD8fW+wz22/W5GJZY8thWAs0gRERlr5dJRGFrRt71AWXZqUO9zRnOuViEZzm6zoP1gp9fnhxTFxk0x0o6WdQtm1ofWkigr2YKd+zu6H9dquF4yVAPzUvD+V/v6bL99RiUmRuiGPsUHjljGCTNV1p/hoYCM0RzJichIssAW6HzKKFJkt3Wv4egypdqBn04ow6rTGgyKKnRTvEzbG1ocXVV6idx5SipDsaApdhLL5ETf38fNBcEl3UTBGF0WWvGe23otC/rttAoNognP772MSkbrNHgyr9i7iiZDBNMLMFKtT6KBkfn+qY25qM3RtrVBJHirFnlsJe+6EmUkxc4MBE+FTrrEyhT+WHbqiOhoYaW1NFvPCuvlmf6r4eut2N63ENEvJ5u7eBJFJyaWpImlLKIQkoZs4084RBQ7Cnz0qo02vi7Ib5gQn0lLNGkt8z0aNjAv+m5sBqKx17/L38h7pDy3oGdvzBP8VPEnCoU5jnaKeikm+eKMNuc0choKxY/7ZtfgkVP69hIlCsaj8+rRz8GbcmZ34pBSvHHVsV6f16PNlRmW/YhIdyHCf5850OBojqjKSsb685wFwgSsQEv6iJ05M2SoYKbCHlVux93vfOV/xzjg78QaJR0RKM4Mr8zGG1t3BP26UNcs6cUiQIcJLkQrMmJnlFFvG84fZJoRIPKuKi8NIoL8jGSU2634pP1Qj+eTYrxv4h0mrbSaYk3AxgtajA6DYhi/nUkTwVRzncC1cAGL7VOvdu46wZwn8Vh100l922JEozsnFhsdAgD/f+d3nTksInGY0UkDehY1YlJpfvOGleHuM4d3P35wemmP5++bXYMN58fGd0g0sloE1hhP7Mk4HLGMEya4KU+ki8fn12NAHqtDRlJ+RmxMQ8xJsfjfyQTscdwS6P/Gl+FvHzhHx88bUmBwNBSI5XObezwuTEvEu0ua8fHuA8hPs3otwKaFEVXaVFcmotDE79mKTMdbOWwiX/RYp0O+SYyMpTfnGt9fDuDMBF+SEhPw8Ml12LJzP2bVM2kwu2uOH+Bxuz3JgsZ8/W8ADi5nQRoiIzGxJNOYxCa9fQQzxTheVWXFxugZxTE/f+YVufHdo7W1MA2thfH9O4gWjtS+bS2IKH5wsQIZ4sxBeUaHEBVivcBBqNac09T9s83Cr7FoYNbS9hMrMyL2WVnJnqfe+vsrz03nzROKDo5UFqIiime8IiNDLGplYhmIQQVcO+hJdgonW0Sb3kVYzMIRwfWLU2s8txcaX6rNaNzC5lxN3ocoVEfXxca5/Y4ZlUaHQBSVmFjGCaVjc6dQ1kaWxUjxD71xKiyZUSiHZZrVnIVyItWDd/OF3kv8XzlMm4SwJtsca0YpfsXKOas8k9coRKFgYklhK0rn1BeiePfa2b4bgQ8uMucaue+N1r/lyDtLmmBJEHxnZJHH5znjnYiIYgETSzLM7HpzrrkiouAVpkdn0Q57kv4jqZlJzum2eVx/RjEmRgYoiUgjTCzjRK4JL2gudxspKLGbLz4ionBdPsrzKKW7WJk+SPGnLOtIHYDKOK9eTERMLOOGnmtviu2hjVS4v+5f8xq0CoeIdOYtDeK0+L7OH1qgyfuc3sB2TGQ+f10yEuNqnWuEh/SLnVlIlQ6usSQKBRNLCls4FTp/NbkfhhSlweGlDD+RN/fNrsGfZlYbHQa50bFGWFRa0JSr2WhkmtX/6XpsuV2TzyIKVFFmCq6f5Wz/NHdwqcHRaCcpQkW9iGINa/aToWY1ZGNWgznbEJC5jS7jRbTZ/GBcCS56ss3oMIImAPTIiU8emKPDu3pX6WBVWIq88pxUtC2fYXQYRGQCvCVDRERB8TYKN7o0PcKRaOMvs2t0ed+m/L59aPvnpujyWUREREZjYklERGGZ45p1kOJluuay4YWRDCdo+Wnarw29cJjntZUPzq3V/LOIiIjMgIkleTQ/wClcc/tzGitRvMtNda6qSLVa8OpZfftZeuvfGMuWDvGcWOrR3uTsljz8eRbXGxNp4eyWPKNDIIpaXGNJPdx9QjVai1KRmZSI+9/f7nf/42tjpwocEYXGPXHsqvZcYrfhs/aDRoVkajNqHHhs0y7N3u/7o4tZbISIiAzHxJK6LW7Nw/iKjKBeE+z+RBR7knslNW3LWgEAm3bsR2lGaO2Iol2Kj0TvjEF53YnlM6f3B3A4gPfrua713MH5uGPNNgBAAvtgEmmGxa2JQsfEkgAcuRB0l5KYgH2HOw2IhgBgEafjUJTTs3+ulso0Tn7nN+bAkuA92RtRko6XzxyAUrvNWQhpzx6/77m0KQu/entH9+PLRxXj35+0Y2qNA1YLE0sirVxs8jXhRGbGuTPkVV1OdFwUxqpw+oMSUeC0nkY6oth/ddyyjKSgelz2HhW2WgSPn9pg+sJIRJF25bSGsF7vSOa5lyhUTCzJqxPquH6SiPryMRhHRGSo0dW5RodAFLeYWJJXZ7fkYZyPJvRXjS2OYDTxZ1BB3x54RGYQzEhbPJpW4zA6BCIioohjYhlHTqjLwikD+rYRGVyY5nF/EcG9s2vwzrlN3dsqHUndP9dGyfops8v00n5gbDkLI5F5PTaz3OgQTEvvCq11/O4l8srX+mYi0hcTyziyYmoFfjax78XgJSN8r9Fx77t29VEl3T835XNETQu/nVZhdAhEQRuYk+R/J9LFiqkVRodAZFr9i7zPtCIifXGFMvktrZ0ggidPbcD/2g8iL9XavT3X7WcKHVsFUDSLp6N3VGk6/vOp7wquT5waXuGQQCQlxtNvnSg4nKpPZBwmlhSQhtwUNOSmAAB+N6OS6/90lpfKP00yv/tm16AsMz76VN4+oxJTqx2oWPG2z/36u74niYiI4g2nwlLQplQ7UJgeHxeTRuH6VYoGo8vsKMuIjSmxFw0r8PrckiH5mFptfEGeiszY+F0T6W3VbK4BJzICE0sCe2sba0Be3xGOLPbRIoooX9Pnmt3Wk691K2bW27/m1WsaU2+jSp39Me02zwW/iMipNiu0mzDpVl4WE4WDV6+E0T5aipD+PDVj/umxZQZEQkSezKg90tPXV/P04nR9151fO74U5w7J5/p2Ip3cM6vG6BCIohpvzRCLx5hQZhLv+RCZ1V/n1vbZtrg1Dzk6J3w2SwIqHZwmT6SXeFkzTqQXJpZERERBGFGS3mfbD8eVGhAJEWnJxrVBRGFhYhmHFjbnGh0C9XLSgGyjQyCKazkpwc0SeH9pc/fP1x/DqetEsYCzhYjCw8QyDl1zdCk2XtCCiswkVh81iRsn9sOt0yoAADPrs3zvTESaO73J8w23ai9FQNJsFowts2NQQSpO8/JaIiKieMJbM3FIRGC1AC8sHGB0KORmem0WPqzMhJVTcYgizpIQ/N/dn2ez0AdRrPjB2GKjQyCKekwsiUwkKZGTCIiIiCLt+DrOFiIKFxNLIiIiIopba85pQnaQ66yJqC8OjxARERFR3HIkW4wOgSgmMLEkIiLy4pYpFUaHQEQhuHdWdcD7sp83kTaYWBIREQEoSLP22daYn2pAJEQUrmK7LaD9Tma7LyLNMLEkIiICkJnE6XBE8eb6Y8qNDoEoZjCxJCIiAvC74yqNDoGIIowtvoi0w8SSiIgInqfCElF0sgXQm3ZUaXoEIiGKH0wsiYiIiCimlGUm+d3nrhMCL/BDRP4xsSQiIgIg4JQ4oniSnMjLYCIt8S+KiIgIQIqVp0QiIqJQ8SxKRETkwU2TWC2SKJqdN6TA63N/nVsbwUiI4gMTSyIiIg/sNrYfIYpFi1vzMKKEhXuItMbEkoiIyIMkrr8iimqLWvM8bv/huNIIR0IUH3jWJCIi8uCocrvRIRBRGHJT2UKIKJKYWBIREXkgwiqxRNHunpk9W4q8t7TZoEiIYh8TSyIiIiKKSf3zUno8TufaaSLdMLEkIiJyuXREodEhEJGGMpOOJJJLh+QbGAlR7Es0OgAiIiKzKEy3GR0CEWnIZklA27JWo8MgigscsSQiIurl2IoMo0MgIiKKKkwsiYiIXArTnVUkhxazxx0REVEwOBWWiIjI5eh+GXhgTg2Gs3k6ERFRUJhYEhERuRlZyv6VREREweJUWCIiIiIiIgoLE0siIiIiIiIKCxNLIiIiIiIiCgsTSyIiIiIiIgoLE0siIiIiIiIKCxNLIiIiIiIiCgsTSyIiIiIiIgoLE0siIiIiIiIKCxNLIiIiIiIiCgsTSyIiIiIiIgoLE0siIiIiIiIKCxNLIiIiIiIiCgsTSyIiIiIiIgoLE0siIiIiIiIKCxNLIiIiIiIiCgsTSyIiIiIiIgoLE0siIiIiIiIKCxNLIiIiIiIiCgsTSyIiIiIiIgoLE0siIiIiIiIKCxNLIiIiIiIiCgsTSyIiIiIiIgqLKKVCf7FIO4APtQuHYlwugK+NDoKiBo8XCgaPFwoGjxcKBo8XCkYsHi/9lFJ5/nZKDPNDPlRKDQ3zPShOiMhqHi8UKB4vFAweLxQMHi8UDB4vFIx4Pl44FZaIiIiIiIjCwsSSiIiIiIiIwhJuYnmHJlFQvODxQsHg8ULB4PFCweDxQsHg8ULBiNvjJaziPUREREREREScCktERERERERhCSixFJGpIvKhiGwSkSs8PJ8kIn91Pf+6iFRoHSiZl4j8UUS2ich7Xp4/TUTWici7IvKqiAxye67NtX2tiKyOXNRkBiJSJiLPi8gHIvK+iFzsYZ/xIrLbdYysFZGrjYiVjCEiySLyhoi84zpGrvWwzy/djo+PRGSX23Mdbs89EtnoyWj+zjHitMJ1/bJORAYbEScZR0QcIrJSRDaIyHoRGdXreV7DUB8iUu92blkrIt+IyCW99om76xe/7UZExALgtwAmAfgUwJsi8ohS6gO33RYB2KmUqhGReQB+BuAUPQImU7obwG8A3OPl+a0AjlZK7RSRaXDOPR/h9vwxSqlY6/dDgTkM4LtKqTUiYgfwlois6vX9AgAvK6WOMyA+Mt4BABOUUntExArg3yLyhFLqta4dlFKXdv0sIhcBaHV7/T6lVEvkwiUT8nWOmQag1vW/EQBuQ8/zE8W+WwA8qZQ6UURsAFJ7Pc9rGOpDKfUhgBagO1f6DMDDHnaNq+uXQEYshwPYpJTaopQ6COABADN77TMTwJ9cP68EcKyIiHZhkpkppV4CsMPH868qpXa6Hr4GoDQigZHpKaU+V0qtcf3cDmA9gBJjoyIzUU57XA+trv/5Kg4wH8D9ugdGsWImgHtcx9lrABwiUmR0UBQZIpIJ4CgAfwAApdRBpdQu9314DUMBOBbAZqXUx0YHYrRAEssSAP91e/wp+l74de+jlDoMYDeAHC0CpJizCMATbo8VgKdF5C0ROdegmMgEXFPoWwG87uHpUa6pkE+IyMCIBkaGExGLiKwFsA3AKqWUp2MEItIPQCWA59w2J4vIahF5TURmRSBcMhd/55hArnEodlUC+ArAXSLytojcKSJpPvbnNQx5Mg/eb2jG1fWL36mwRFoRkWPg/FIe67Z5rFLqMxHJB7BKRDa4RkApjohIOoC/A7hEKfVNr6fXAOjnmgo5HcA/4Jy2RnFCKdUBoEVEHAAeFpFGpZSnNd3zAKx07d+ln+s7pgrAcyLyrlJqcyTiJlPgOYZ8SQQwGMBFSqnXReQWAFcA+FHvHXkNQ564pk+fAOBKD0/H3fVLICOWnwEoc3tc6trmcR8RSQSQCWC7FgFSbBCRZgB3ApiplOo+NpRSn7n+fxucc9OHGxMhGcW1bu7vAP6ilHqo9/NKqW+6pkIqpR4HYBWR3AiHSSbgmqL2PICpXnbpc9fY7TtmC4AX0HP9JcW4AM4xgVzjUOz6FMCnbrMgVsKZaPbAaxjyYRqANUqpL3s/EY/XL4Eklm8CqBWRSldWPg9A78p6jwBY6Pr5RADPKTbIJBcRKQfwEIAFSqmP3LanuQq2wDX1ZDIAj5VlKTa51mL/AcB6pdTNXvYp7FqzLSLD4fze4o2rOCEiea6RSohICpyF5DZ42K8BQBaA/7htyxKRJNfPuQDGAOhdGIpiVIDnmEcAnOGqDjsSwG6l1OcRDpUMopT6AsB/RaTetelY9PqO4DUM+eF1XX88Xr/4nQqrlDosIhcCeAqABcAflVLvi8h1AFYrpR6B88LwXhHZBGcRl3l6Bk3mIiL3AxgPIFdEPgXwYzgLbEApdTuAq+Fcc3ur6+/rsFJqKIACOKe1Ac5j8T6l1JMR/weQkcYAWADgXdcaOgC4CkA50H38nAjgPBE5DGAfgHm8cRVXigD8yVV1LwHAg0qpR3udgwDneeeBXsdGfwC/E5FO12uXe6g4TLHL4zlGRJYC3d8vjwOYDmATgL0AzjIoVjLORQD+4ho82QLgrF7HCK9hyCPXDYVJAJa4bXM/duLu+kVi/N9HREREREREOgtkKiwRERERERGRV0wsiYiIiIiIKCxMLImIiIiIiCgsTCyJiIiIiIgoLEwsiYiIiIiIKCxMLImIiIiIiCgsTCyJiMj0RMQhIue7PS4WkZU6fdYsEblaj/cOhYi8ICJDXT8/IyJZRsdERETUGxNLIiKKBg4A3YmlUup/SqkTdfqs7wG4Vaf3Dte9cPs9EBERmQUTSyIiigbLAVSLyFoRuVFEKkTkPQAQkTNF5B8iskpE2kTkQhH5joi8LSKviUi2a79qEXlSRN4SkZdFpKH3h4hIHYADSqmvXY9PEpH3ROQdEXnJtc3iiuFNEVknIkvcXv99EXnXtf9y17YWVxzrROThrhFH10jkz0TkDRH5SETGubaniMgDIrJeRB4GkOIW4iMA5uvw+yUiIgpLotEBEBERBeAKAI1KqRYAEJGKXs83AmgFkAxgE4DvK6VaReSXAM4A8CsAdwBYqpTaKCIj4ByVnNDrfcYAWOP2+GoAU5RSn4mIw7VtEYDdSqlhIpIE4BUReRpAA4CZAEYopfZ2JbQA7gFwkVLqRRG5DsCPAVziei5RKTVcRKa7tk8EcB6AvUqp/iLS7B6PUmqniCSJSI5Sanswv0AiIiI9MbEkIqJY8LxSqh1Au4jsBvAv1/Z3ATSLSDqA0QD+JiJdr0ny8D5FAL5ye/wKgLtF5EEAD7m2TXa9Z9dU3EwAtXAmhXcppfYCgFJqh4hkAnAopV507fsnAH9ze/+u93wLQIXr56MArHC9xzoRWdcrxm0AigEwsSQiItNgYklERLHggNvPnW6PO+E81yUA2NU14unDPjgTRQCAUmqpa3RzBoC3RGQIAIFzBPIp9xeKyJQw4u5A4OfkZFecREREpsE1lkREFA3aAdhDfbFS6hsAW0XkJAAQp0Eedl0PoKbrgYhUK6VeV0pdDedIZhmApwCcJyJW1z51IpIGYBWAs0Qk1bU9Wym1G8DOrvWTABYAeBG+vQTgVNd7NAJodotHABQCaAvm309ERKQ3jlgSEZHpKaW2i8grroI9TwD4bQhvcxqA20TkhwCsAB4A8E6vfV4CcJOIiFJKAbhRRGrhHKV81rX/Ojinra5xJXpfAZillHpSRFoArBaRgwAeB3AVgIUAbnclnFsAnOUnztsA3CUi6+FMdN9ye24IgNeUUodD+PcTERHpRpznTSIiIgIAEbkFwL+UUs8YHUtvrtgeUUo9a3QsRERE7jgVloiIqKefAkg1Oggv3mNSSUREZsQRSyIiIiIiIgoLRyyJiIiIiIgoLEwsiYiIiIiIKCxMLImIiIiIiCgsTCyJiIiIiIgoLEwsiYiIiIiIKCz/DwRNHIvHIvvOAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_alignments(alignment = results['alignment'],\n", " subs_alignment = results['chars_alignment'],\n", " words_alignment = results['words_alignment'],\n", " waveform = y,\n", " separator = ' ',\n", " sample_rate = 16000,\n", " figsize = (16, 9))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What if we give wrong transcription?" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "results = mixed_model.predict(y, 'husein sangat comel')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_alignments(alignment = results['alignment'],\n", " subs_alignment = results['chars_alignment'],\n", " words_alignment = results['words_alignment'],\n", " waveform = y,\n", " separator = ' ',\n", " sample_rate = 16000,\n", " figsize = (16, 9))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**The text output not able to align, and returned scores very low**." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }