{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Language Detection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/language-detection](https://github.com/huseinzol05/malaya-speech/tree/master/example/language-detection).\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This module is not language independent, so it not save to use on different languages. Pretrained models trained on hyperlocal languages.\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This is an application of malaya-speech Pipeline, read more about malaya-speech Pipeline at [malaya-speech/example/pipeline](https://github.com/huseinzol05/malaya-speech/tree/master/example/pipeline).\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dataset\n", "\n", "Handpicked Youtube videos, gathered at https://github.com/huseinzol05/malaya-speech/tree/master/data/podcast" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import malaya_speech\n", "import numpy as np\n", "from malaya_speech import Pipeline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1634237, 16000)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y, sr = malaya_speech.load('speech/video/The-Singaporean-White-Boy.wav')\n", "len(y), sr" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# just going to take 30 seconds\n", "y = y[:sr * 30]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import IPython.display as ipd\n", "ipd.Audio(y, rate = sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This audio extracted from https://www.youtube.com/watch?v=HylaY5e1awo&t=2s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Supported languages" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['english',\n", " 'indonesian',\n", " 'malay',\n", " 'mandarin',\n", " 'manglish',\n", " 'others',\n", " 'not a language']" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.language_detection.labels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Here we are not trying to tackle all possible languages, just towards hyperlocal languages in Malaysia**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### List available deep model" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:last accuracy during training session before early stopping.\n" ] }, { "data": { "text/html": [ "
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Size (MB)Quantized Size (MB)Accuracy
vggvox-v230.97.920.90204
deep-speaker96.924.400.89450
\n", "
" ], "text/plain": [ " Size (MB) Quantized Size (MB) Accuracy\n", "vggvox-v2 30.9 7.92 0.90204\n", "deep-speaker 96.9 24.40 0.89450" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.language_detection.available_model()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load deep model\n", "\n", "```python\n", "def deep_model(model: str = 'vggvox-v2', quantized: bool = False, **kwargs):\n", " \"\"\"\n", " Load language detection deep model.\n", "\n", " Parameters\n", " ----------\n", " model : str, optional (default='vggvox-v2')\n", " Model architecture supported. Allowed values:\n", "\n", " * ``'vggvox-v2'`` - finetuned VGGVox V2.\n", " * ``'deep-speaker'`` - finetuned Deep Speaker.\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.supervised.classification.load function\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/huseinzolkepli/Documents/tf-1.15/env/lib/python3.7/site-packages/tensorflow_core/python/client/session.py:1750: UserWarning: An interactive session is already active. This can cause out-of-memory errors in some cases. You must explicitly call `InteractiveSession.close()` to release resources held by the other session(s).\n", " warnings.warn('An interactive session is already active. This can '\n" ] } ], "source": [ "vggvox_v2 = malaya_speech.language_detection.deep_model(model = 'vggvox-v2')\n", "deep_speaker = malaya_speech.language_detection.deep_model(model = 'deep-speaker')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load Quantized deep model\n", "\n", "To load 8-bit quantized model, simply pass `quantized = True`, default is `False`.\n", "\n", "We can expect slightly accuracy drop from quantized model, and not necessary faster than normal 32-bit float model, totally depends on machine." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:Load quantized model will cause accuracy drop.\n" ] } ], "source": [ "quantized_vggvox_v2 = malaya_speech.language_detection.deep_model(model = 'vggvox-v2', quantized = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How to classify languages in an audio sample" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we are going to use VAD to help us. Instead we are going to classify as a whole sample, we chunk it into multiple small samples and classify it." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "vad = malaya_speech.vad.deep_model(model = 'vggvox-v2')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.67 ms, sys: 127 µs, total: 1.8 ms\n", "Wall time: 1.88 ms\n" ] } ], "source": [ "%%time\n", "\n", "frames = list(malaya_speech.utils.generator.frames(y, 30, sr))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = Pipeline()\n", "pipeline = (\n", " p.batching(5)\n", " .foreach_map(vad.predict)\n", " .flatten()\n", ")\n", "p.visualize()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/huseinzolkepli/Documents/tf-1.15/env/lib/python3.7/site-packages/librosa/core/spectrum.py:224: UserWarning: n_fft=512 is too small for input signal of length=480\n", " n_fft, y.shape[-1]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 31.8 s, sys: 6.18 s, total: 38 s\n", "Wall time: 7.79 s\n" ] }, { "data": { "text/plain": [ "dict_keys(['batching', 'predict', 'flatten'])" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "result = p.emit(frames)\n", "result.keys()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "frames_vad = [(frame, result['flatten'][no]) for no, frame in enumerate(frames)]\n", "grouped_vad = malaya_speech.utils.group.group_frames(frames_vad)\n", "grouped_vad = malaya_speech.utils.group.group_frames_threshold(grouped_vad, threshold_to_stop = 0.3)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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bMXjw4FiJSkSJHjwfJIiYs22rMruCHhyOyJS6b77S4Cu5Mcl6cKch9SzQp+s0ipgxy83qfXujNO3owWVOJAaxMmf1J1grr9jCorFR+J6/I5h4xNJs9FIKJcVKVagfaG0N8TIF+xu7PXGVSNXb/VRXVwMA8vPzfa7n5eV13fPntddeAwDccssteOihh8J6b05OWli/iyZNAEwmQ7zFiDmmVAM0QeYdZg3bY/Klp3wn4Ussyj216x0uv7/daDRs1zWdjoP3KOr/LAC4XDxqa4DPP+UwtozBmHGeRiyUvvuaMUUPlmV83gW4YG5nBN/hL5cnnRSTOx05eNJpauLhdAK5ueH9Xgk02u78DZam8Dt9Z3pi99vbGPy4TYOSoaEV9GDf5l8X9HotUk1CHbb7vayGRapJF3A9eN51PxMoS3fdSTX5l1l3XgTLJznlponjeKM36KHVer7RX37hGb4ceSP9LiXGYk0HG/A9UsuHZcXrgngdlv8ejWdCwoj3S0LvEG8bvgjXc+kYDDyAbrepWp2mq835t1erlcGXn2tx3U2B/cDRI751avV7Wkyewvj8PsUvryNpH56y1xu6ZXS6tF3/1mo1CNUvshpp5SmUv3p993uPHtFg2HDxvtE7b/zHn2CIPZtqMsBsbkdurrpC7YRC9Uqk1WoFy7LQ6Xy9dOr1etgElnV27dqFN954AytXrgTLhr/i2dDQDk6FdpRmc2JERrZxwD9PmDCnjxW5Brk+oI0+f5ktNmiCzOdcLi5h8kU+vnnR1m6DzLkxkeCYTIYo1u/u+mUx2zp3DLVdf3vjcnFd1xwOFt6GLP7PAm6zSs+u2JHDHEqGdEapFkzffa29zQ6t1vddnns/bHZg5KjAvkToWavZDkZm9+9J58POcy1z54fyrBBMDjd2u/uczOQpLhQVSx9PnF75K5S3wd7pP6wHu8/zvGD6PO/+zzOECr/HjcPuWxcqt3HoU+AQeNL93pPHhcveYrahvR0wGgFtwMyk+5lAWdz3Oqx2WAI8RXYnFCwfguWxP3rFxxtj6Ec6qdzq9GoD/vILT+eEx0fhd0b6XUqMxS5wAd/jXT42G/Dh+1qkmnhcdInvRJzjNAAYwbogXofl1wOXq7MMRNqP2Dvsdics5uD9QKrJIFLPpeM+496tADkdLljM7jbp33d7CJU3HqpOunx+b7XafdprJO3DU/bunbnO+IqW7vc5nd3/Fsub1hZ3HQj2DCBcH2y27vfW1gT//akqoXoTWqUSe9Zzva6uLWQasYRlmaCbamFpWWazGZWVlV1Oa1qi6ArLaDSC4zg4/Vwl2e12pKSk+Fyz2Wy47777cNddd6F///5Rk4kIzf52LQ5ZtFhXJzxYbWnWocamemtq1aHCdQ00Oxg02Kksk4E2qaEfJCxkeAdhDnVOzoPNJu7hTk4sS6lnKKONxz39TokOONTCkUMMVq/UwmIJ/az/+VmLObxVLqsV+PRjLb79Rnz1f8ePiZWPSiPWBlpV5o00UsxBwkZ4zBvDrWdKosLhOCRSHdSIcfKEuttgh4JO4nry2XqpyKoN9fX1uPvuuzF58mQsWLAAd9xxBwDgP//5D2bNmiV6RjESCgoKAAB1dXU+12trawNMXLdv345Dhw7hT3/6E8rKylBWVoY1a9agoqICZWVlOHXqlOLyEcJUdbgnAnaBTcjjVg1Wnk7Fs4fTsbst9MrN6Q51d1o9nT8ezMDThxLLBINwWwv4E278xuYmhBXg3J9PPtLiw/fFlQiXxDM5WzYrd6aztQU4sJ9BWxgLxE6Heia8QOCkSGzC5dlBluKhUCnHNJ5zr/7OR6xeimy04qy5nOGFJ1ELStZ3NeAQ2sjuJNi5vOamTgc2YTohkrJoAgD21rROWSKv+w470CAQsY5zalAVhdBLalcC44HVKlznJEYS7NFIrk2NjY24+uqrsW7dOowZMwYjRowA3zkipaSk4NSpU/jFL36Bffv2KSpgaWkpTCYTtmzZ0nXt5MmTqKqqwqRJk3yeHTNmDD777DOsWbOm67/zzjsPo0aNwpo1a5CXl6eobGrl1aMmfFYX2bmERjuDJw6koyHMA79fNLh3IPebdQH3/nUy1evfppBpHTCr3uqaIBKOY5bAdiU3sLOHDeu1AQHOnUEmgsHwDk/hP2Fc8560viBkjC8ZrP9Uix0/avDZOvn9ECfXkj8OCK22NzV5yiB4/x90ss/JW8n3V7SbmtxOP4K9Qym+2KDBB+/7lu/XX7E4fkwdyj/RjUNCLL7mpvDKbd2HWlSfDv1bp00fVvpCrF2jxVdfaAMWyBr2Dsb332qC7sr2CGLQBD/+QIsN6zUBW8sUVic0kpXIl156CadPn8arr76K//znPzjnnHO67t144434xz/+AafTiVdffVVRAfV6PRYsWIClS5fi66+/xu7du3HPPfegvLwc48aNg91uR11dHex2O4xGI/r37+/zX1paWtd1beBBi4TF4mJQJ2JCeMSqxef10s9ZCPHUoQy0OFl8ImCOet+eTDx/OHzHQ9Ygq3dCkw5JHrmIuPPC4TRsalRucCUSG6t/wOswCNcstbmJwdYfWGz6msXGL5X1NCt1N1Qqe3Yz+N+3sdkdEPPCKMZ3m4LLFWzRYfVKLX7YHP53fbdJg2NHWcnmaeHuPgHC5tZ1tSx+UOEOX7iLMwlFkMUHKesSkSzeNDWF/9tQBJPLf+7jtLo3AsLpb/zzKNEU0ZPecRMlLkRxHMBHUO7mdgbH/a1pyJw1JJJ7+C+++AKzZs3yUR69mTx5Ms4//3z8+OOPSsnWxV133YXLLrsM9957L66//nr07dsXL774IgCgsrIS06dPR2VlpeLvVTPPH07DMzJNCI9aNLhvTyZaHNIH21MdwoPoaVt0BtcmGbIR3dg44JA5vhOeUzYN1takhH6QUAWJMD5GIuPRIyxqqllFY7OtXa3Flxs0ip6V+Wm3BqeqpA3Fx44yomdGpbD1B3l9RMiV+BD5EK55dDiY24PLqkQ4EzVwWmCnLJYx/OKOhLYXkcmmlLYdZvsPGt4mQIl0j6X1tWGUrV9a1aej3w5bW4FPPtaggw+0PpOL93n6vXu6ZQ+2obB6pRaffeLbvx0/xqAjxBnQeq+TcnW1fiFNEmGQjDOSa1ZTUxOKi4uDPpOfn49GuUudEtBqtVi8eDE2b96MrVu34oUXXkCvXr0AuJXXffv2YfLkyYK/feKJJ/Dmm28qLlO8aXHK7xS+a3LvEr10RPouYp1decXEyfv2BB1eK228gO1CDxoeQyLWp71dlYrXjqehlZRwIgKkruD35FrW0sxg1bvSrFqUmIN4dkZaW4CKLZqIdvfUtnIQzFy0Q4GdbG/+9636dhXVRofCu+zhEiz4usqqsCz8z916O7kR+67KbYlRb/fvZd27eVxuWL/f1arFlj3T0NoKuEQWr44e9b3uv5jX7reQ9MNmDTYFcdQFAG1t4nXte+ozQiJ5NOrTpw9++umnoM/s2LEDffr0iVgoIrq0udR1sPq/p1KD3u+pE1azDHv8052ebh18T80tQgm8d8SCBcYOZyJXfVp4Fy3orp6KZ4yngkx0uwhTfu88+WK9W2H1RBWIRLkSEieS4wKRFo+S5qIqriqKEk2PkS/IWGCOJk1+ZxpbW4H33tG6lcskKmipXqvlouSZ8Fixo829gxn0PKvX/MZiBla9q8XRI8HzMNQu/R4ZXr+JQCTn3gUXXID//e9/ePvttwXvv/HGG9i6dSvOO+88xYQjlCWc3ctYcNLLZDaJxoeIWXIgQ/Zvnj6UjpNWdZYzkVi4wpiIBJu8fPuNBpv/F1g3/UNEeKPm/uB/m5RdpY6WE56oOqZRcwElKdE8p9noUOfOS2OneWPVSUaRs9bB8K7STqfb3PHY0eDv5Djg229YQS+rPgRLJkhbCmWS6c+O7bGbAzQ1+u0OhplOa+f8tE6i+a5nBzFSr+BWizL1qaeGA5HsaeZXv/oVNm7ciCVLluDf//43uM4Rb/Hixdi9ezcOHjyIfv364Ve/+lXUhCUio81rZ4vjoZqg9d7KbQ9th4qyuVmPohSVBMojVEs02looRcjb3Ki9HUhLA2qqY9MRVWxhcewoi4sudSI1uPFDVOD54Lt+e3azGDlaeU3SagV0nceUrBJDGEilsSE6ZdfY4PWHSsapRKfD5a5/hgRYYww2Ifc+I9fWBqRHKbrUgf0MdvzYrVSnpTmR01v4WavFfe6wtZXBRZeEZxO86RsNzpkp/NuvN2pw/oXS05XiwVYp9u5h0a+/K2IHiEct7rz2hBeKNjzvex5S8u9EvE6HEwIqGZBcWmlpaXjrrbdwzTXXoKqqCocOHQLP81izZg2OHTuG2bNn46233kJGhvzdEyL2/OOEtFlUoTHGhyTIO2tYUBYRcgmlRNpswU1aI8Vj2mqTGRy6qRH48H0NamU4nOA44NhR93B3PMSuggelA7iHyssTXh4JGwSUsx2V7klWcwROVIRiOkYSH/Hw4fAnfME8KX65IT6e1JN5N+Hh/Zl4aF9mvMVQlG9DnHfzcPgQA3tb6HBiALpMJr0VSAD46gutV5+g/IgbbEEmEbyreiweKlwlMX1vQ5hema312dj4pfx+ZuNXGqwWCDUVicOzREZWDqalpeGRRx7Bgw8+iCNHjqC1tRWpqakYNGgQ9Hpy7Z9ICMVvFCbyUVXOrqfQ29opVk8Xx60aDDapxPsBoTjtTgZp2hjNZEO85ovP3cPD3PmBNqqiLTJEmv6xAAGgtVW8fQutSu/cwcJmY7B7J4s8kZV7f1av7B7qpOZuh41BhoL7taeqGAwaLC09IU+jUkJYhDOR2fMTi7Fl4e2AipnZSTmTZVdhqIrGBojuNhHqwyJxZ71yqwbASGBIZIcFK7dqcNa54Y+/PBfeXMY/Xm7I94T1ljDpfFnVSXdf3QE9AJn2t5Avs8fbstDCmBScHeHFUhdTWnuqE56wlhE1Gg1KSkowfvx4lJaWkgIZR949JR5S4b49ka86VnVoYYvQwsrfTbKGEe8uDlsCG+KXDZHFvEwmtjQLt7UGlZ5lIaSzu02LPxzIwME4h2pRE+0CJkL+btjl4r3i394ePBZlxDtTMuY3wc4uSt2JEPRqGeIbDh7wzU85O7AOEW/QFi95Dx2IbBFQ6q9tCljwu8Kc5BPRxWMm77Em8BCqtOw2+W042OPdCzndT8k9kxfM5F/8nsx6GUa/FW6MRaUUViHP/ME4fKi7LpiDxKsVw9mh7LzSZpMuv9JWLvFEdCfy5ZdfDitBhmGwcOHCsAUi5PFDix5X9ZW/6iMHs5OBQR9+VyHnl6uq43BYKYGQsqMrtzMm1MFRi7s7PtmhwbeNBlg5Br/qHz07pmisVjtdwOaNLMaNV+ZsXzTMC70nap9+rAXD8JhzlfBSf3OIwONOJ6ANZs/jJX+o86LBdu9ORuA8wuVyv1vqmZ02v13QSE2aDxxgMXhI9K0nTp5gMXmKMvXO26nU559p0NLM4PwLnUin0zpxYddO4YWjYN2DuR345GMtho+Ihseq7jbS3MSgVy/pHRXPQXT75vgxBiNGRSiaCLt3Bj9z7eIAbQKclxUiLKdkcTRd9+9jAaCxETD0ioMwESJLiWQ6D6fxAiM7wzDgeZ6USIKIM64kPtfTU9jdHnnAZrl8ui7yHdDaGga1NSx2bldAoFCEWc9bmhlUn2bQp8CdAB8kLE6oycn7q7SC5r6C721hEK7Qu3ZKKxuhXdWKHzTyQgn4iRiOEukd7F3INFeteM6HeistnhAB27ZqcNY5iX+UoMamfk3Bf4rpsAvXoWDmoc2ddf7QIfn1zyWjmJUcbqOpRO7dE1yJTGTfE6HKIJRTs1gjJEpzE4P8ZFYibTYbnnzySQDADTfcgLKyMmRlZcFisWDnzp144403oNFo8MQTT0RXYiLhaHMy6BXBTibRjZR+cGuLHldHeXeaiIy11UYUGl1oczH4ttGAa/oq7DZTAv7TifYgQZffe0cLU58BQGcYYKtY9ZLRzK0WBpCxgh/Bq3yw2Rh8+40Gl18Z22BqsZjDCE1+5SiQPA98/52vwtrexgAy1xeUdMgUS2c3m/+nQVGxMyBsQTKRCIuMQo6l5OI5o2aXYWYIuD2thjLttLV0u4RtbgQwWK50wkRqqu8hnDYTdo6roD4dPxY836xWxMUjtxyiFeIp2ogqkf7xHp9++mk4nU68++67KC4u9rk3ZswYzJo1C3PmzMHatWsxceLE6EhLxJ1wOqenDmVg6fBuI3CXwMq/jUsM1+PxRqijtyb+4niPgueBTU2+h/rX1RkxMCW2BdkmM26suToPgFvxOnFcvnmZP5VbWRQWBf/mYP1NpBP92prgv6+tYVBQEPqLrBYgRYEJihrUFqHzXQf2s0gZHvhse5BzSFKUSKnfu/3H2A8Mwb5NDUh1KJOoOEXO2saCY0dZjAvhaMpS2+19yfv4iJDjMLnwPI8DQWLnSkojnB+F+Uoe8fdqvG+PtD6irdXdrw8eoqzAra2KJpdQSO6d165di/PPPz9AgfSQl5eHWbNm4dNPP1VMOELdnLAq5wDkoX2Z2NUWH7fuauSAiHMVIZMMOgOZWAgNX8etXt5DBR4wO5m47SDIWSHdViG9T5DiiKD6dPBnItnx2vtT8OGvqVHatwfzMhrrIquvi6wvEDKHFUvz8EHx/JNjDhgKWaa4PYSWCMK8NDpotTYkQbLX3wEWo3ArX/FPDju2Rzi3inHHczBC51nRZt9ed53/4nMNfqxU3nGdS65Ri7qzSxaSexObzQZnCL/d7e3tguclieRkt8JK34F2UiI9/PV4muB1qQMWefhMPDY2Crsct7mAJQcysLZGuje5D2uMitUBb+cyHR3SFAQxr51ysFqDn1cEgG0V4U+IpcRbDPV+9zPu/zutelRuZcP2chiuq3pvlDKHk8KB/ZG9K9yZQrhhEqRisUBwkhepgh5P6u3dZWUnD7QR4fRfNFJldsZWqHBjNcYKz4KXUwXh4pJNRZI8CowcORKfffYZDh06JHi/srISn376aVRMWV0uF5599llMnz4dZWVluPPOO1FfXy/6/Mcff4zZs2dj3LhxmDVrFl5//XW4lFwaTVDaZZqveXCITKSUbo4HLOJK5OkOWj0FhPNcqFOyxWii4B++hQiNM0SecV6lvPJ0Cva2uuv+zlbpzna+bjTgdZGFCLlYLN3yfLRWi83/C90WlZhwf/xhaCVYiiIoBSHTVp6HpE7O0/4a9g3G4UMsGhu9bwb/bcCENEmQMlGqqQ6v7Bxm8bBWSmCRcCYu0Wj1mjy/dzq6+ZcMBKuZQlW7qan7FztCmF97m0pLiaeqehJ0DmCpzYnLezlOpH4laD5KnpkvWrQIHR0dmD9/Ph5//HGsWbMG69evx6pVq/Dggw/ixhtvhE6nw1133aW4kMuWLcPq1avx9NNPY8WKFaiursaiRYsEn924cSN++9vf4qqrrsLatWvxm9/8Bn/961/xl7/8RXG5Eo00bXgj4/q67h0S73qutLererv4pPGolXYpAcAicbfiZIcGbTFYdfvHCZWfVlchfzlmCnr/07ruHcctzXq8fsgdG7TdxcZFafdXCE6fUm5Bx0fhCnhx6PorFuxeLt9sFDEfl/LjzvzhnYFpHDsaPIVgprBqY9dOFnW1yqUn2wTMQwzWx+wi3kCV5phAXORo4P01YovC0aDWxuK+PZnYp1IrI05sb0FmFnmfzw61Q9/u5a14x3bpfWnUz+mGObYkys6av5w8Fz9rLSHHUQmSjQFIbtkTJ07EK6+8giVLlmDFihVd4T4A90HgkpIS/PGPf8TQoUMVFdBut2P58uV48MEHMW3aNADAc889h5kzZ2Lbtm0YP368z/Nvv/02zj//fFx77bUAgH79+uHQoUNYtWpV0oYe2dOuxZ42LeYUBI+2HG5jj9WuVjDiL4E62NGmBxB65ryh3ohvGgx4vDR6J74dHLDfHPtQFInOyY7wJ1T1dhZ5huCLQYm0O/zl55FNLpX8VOH+MfQbPL9zWFID0nHY5aQENDYAveKzQA4geD+7bw+LfXtYSSFNaqp9J8fvvaNOJUKIY0diZ/VyKIj1TbxocjDQM4BJK7917dHlA006TM52r44c7fSbsL1Vh2Fp4vXmmNW96DkqPQG25iLsdKxWwG4HPnhfI2mhzMOBfSzKJkRvi9xuB4xhbFJbLAx65ah/0Nm3tzuvzdELvxyS06cYyY6AEgFZPdiZZ56J9evXY/v27di7dy9aW1uRkZGBkSNHYsyYMVERcO/evTCbzSgvL++6VlRUhMLCQlRUVAQokbfffjtS/Xz5siyL1iR2n/TGCffOhpgS6eQRUccn1s391KbD+bndni04Hli8NxOX5ysfXkLpw+vJAs8DP4ms8tqjvOL8wL7MqKZPhMdXDcJnK/1ZXS1txqDqlWYFZTv5TTkmeytIMs1ZBfH6/dHDLCZMDD4J/HKDFlfOCz2R9lZOlaC1BcjIjN1quMsV/mIHJ7DjqyRHQ+weqwG5bVLOFz15MANahscfOxcgnZxb2Q2mBHp4zzQeqAYmZ7f4yFnRosf8IGGn/nzUbXrv7cU9JoRR1IcPRaYAbK/UIDPLKUuB9Lw3mkrksWMMhpW6C0x0hzaB2e0VazeeZzibm4TfvW8vC2OWBhgUY4EiRPYyGMuyKCsrQ1lZWTTkCaC6uhoAkJ+f73M9Ly+v6543/spse3s73nrrLcyYMUPWe3NylDlPpCRNAEwm8Qmi0D2TyYAHthvQ7GDQ228HI1ha3mi1bNez3gP/KZvGJw1bZ8fzSV2gA5BjzhS8dlCHp8aF507RaNDBZBLuvM0aVvK3JAKOEOPEF80mXFboHtD/V6/Bu6fFdwPjkS/JVBZqIzVVD5Mx+Ayy2qs+KFEWer0WsTa20WikTdR4noFGwyK16zsjm/3wvB6eCJp2OwujUYvAiJq+aHV6pJqYrndv/FKLn9/AgmUZaDS+8qT6lYfZzAekv3pl6GF57Rr3MwPOYf3SDO/7t/+oxQUXa3Bwv/DvvctDibxe8174O3AtR/ohdYLwN/vnr7+MkvIqyOQ+1WSARsHxxt4YXj5UVUlXpDUaFikp8ixGnDyDlFQD3jmuxTd1bhkv7euASQucmRe63P91Kg03DXLAYOiWU0qemUwGaGT6P5BT//3rB8cFtj/3c3rB6wBgs2vg3R9qNCy0OsbnWqh6aDSKpx+MwHTFEM4H9++F7x0+qMG48SxOVQFfrOdgkO7HDSdP+JaZ2ucAeoP0MS1UWQKAQUZ56vS+9ceDrYPBlq/S8dBl6YE/UjGSe7Dly5dLeo5hGFx33XVhC+SP1WoFy7LQ6Xw7Qb1eD1sI/+5WqxV33HEHbDYbfvOb38h6b0NDe2cHoy7MZs83B7bwtnYbWMb33sPbdWju9JTo/z0/1TnRP1Ws0+1OY1eLBjUtZqRp+U4lsvveZyd4lGfZoWMBO+e+J+T9bc0JDZw8gyONTugYXva5DLvdAbNZ+ACRy8V55Uv8cfFuJyhjMxxhnRt99nDwBYxPTmtxbpbbHqO23QBAfIIQ3XwRHmWUeucBswYmDY++xuTxcuHyaz9yeWyXHk8PD7Sq+NvxVDTYWfyupB3bm7sHveBlIU0Om80J2dHmI8Tlkl7mLhcHS9d3RmYe2N5u70qjpQWwdXT/Lca2H1w45zyXz3PNTXYYjQDHsfB2PWDxK4/TVQwiyVvfb0dIWcXgOB4Wsw1WkbPn3uWhVF6HC88xot988IAdffvygvcA//wXk198C9pitkGv4HhjtTFB5BDn+FHpz7pcHKxWBwB5E/sDDQ5847Ug/OEp9zgzwRQsSKX7+d0tGmw8Zcepju6ykNIXmc02uGQqV3Lqf0uzDd5TSfdOaeBvrBbxdu9yuuDdps1mHhkZHIK1c/+06modCKfdB6YrhrDs7t+L3LMAu3c6ULnVLZct+OmooDS02mCU/Xnhj4tyqTntW4bBCFWWANAhYZzw4LAHf3ddXZukdGIFyzJBN9Uk915//OMfwTCMYAgPz/lInucVVyKNRiM4joPT6YRW2y2u3W5HSoq4OVZjYyPuuOMOHDx4EP/4xz9QWFiomExqZXW1EVf28W35DQ7vluw7MP75WJpk85F3Tqfg5uLAweP9mhQ0O1hckh+8x+nSX8O0Ioil8YHZyWBdnRGX5llDdoQu3h13K1fPYVOjHiYNj0YHi0/rjDhiseH8XFvX2ZKNDXp83WjAtGw7zs7xKPy+cDxQY1Nuwm52Ml3v39mqxZtVJjwypBUMA2xp1uGsXvaQiq6Nc4dfGZ7uhCZGBcHz3WFOlg5vgZMDzC4GmbrgCzvbW3X4d1UqHhnSCivH4LtGPS7N7xDMaw9tTgYMgDQtjzYnAyPLQ9fZx7932og2J4sbBeq+GC7e7Q1RA/e5Iu8883ZSFQ5CMUGrOlifs6lKxw2t2ELhYoIhFFtRKmpZpqyvY4KaSDossZvgRULNacZPiQwH8fajtGm3NUb+Br4RCR8UjJeORr4jsrVFH3EaoeB56U7+OjoAnYRN2f17xRP0f1dbK4M+Bb4Vw24H9EE+ff9edZ6JEzO1lIuL992ZVRsHDyic/zI+Vb25Eh6Slcgnn3xS8LrVasXx48fx/vvvo6SkBPfff79iwgFAQUEBAKCurq7r3wBQW1sbYOLq4eTJk7jllltgNpuxYsUKlJaWKiqTWtncbEBvvfgqXiSVN1hsqQYJwYtPK6gYRZslBzIAuM1Kf1YYeI5j5ekUNDsYXFtowcP73ecCR6U7sKvNPToNT3PvmP6v2YCjVi3uHtSONieDj2rdix6f1Blh0nBdzgcAtzODJw9mQM9KK6XTHSwKjFzIMq1o0eGsHDvMTgarOs/ALTmQgTHpduxo06PI6EKJyXc3mueBt0+loNHBYuEAM949ldL5rBN3Dgx9Iv2Fw2m4a1A7tjTrMMzkhINn4OIBk4ZHmoCzhmobixwdBx3bHf7C25vffXu6z17+YWgLeAApGren2hSWB8O4lW8GwH9Pub/xoEWLj2uNaHKwmJxth8XFoMnBYl+7Fg0OFhMyHZiSbQfHA491lvcledauMnpiWAu0jLtNAcCmRj1GpjuQHUSJrWzR4ftmPXJ0HCo6J0/jM+zY1qrH3D4WTM524JQC7cDOAXqvJnfQ3J1Xq08nxmQ/YZAwp+KCbJyEmtyq6bzpqSpxYasrouPzIBwc5lQAoc/nRbKTIorC5fVja/SVrFY+xSdOZKS0ORmka3m0Oxkct2owQsQZjpS6zfHCx19kydPqPs+rJLt3RdZP22zBlchw1/l4DrBYAVNwB99ElBCr03LOyTY1KCSMSpCsRF555ZVB71933XW48sorsXnzZowYMSJiwTyUlpbCZDJhy5YtmD17NgC3klhVVYVJkyYFPN/Q0IDrr78eGo0Gb731FoqLixWTJRGoljlJXbI/HY8MDb19fjiIFzl75yRKSr/YGmYQcs+vnDywpUmPM7LtQXeXlKCyVY+5BdauCfufDqWh1isMiUeBBNClQALAnvbuf5+2aXyUIA/vVaeiydGBLxqMuKavBWs6FTypgaCfP5KOW4vNaJKgwPN8t2Ls4Xin2VqtTYN0LY83TqTitv5mZOt4/NiqQ6XX5MazM3qyQ4ulh9JQb9dgQV/xnblTNg3u35vRuRrZjZbh8euB7cjtXOjY065FsdGF5w67V7yXDm/B4wfSYXGx6J8iPDF5ZH8GeDD4fUkr/ngwAxfkdqBfirNr19LDv6u6nWvpGB6vHvNdVT9u1ULH8Dhm7S5PjwIJuMNwnPDyorq2JgVra1IEd+4PmDV4qyoV7S53WRzxuretMx/fq07Fe9VAb33kHgtWV6fgai8nFd7ek//X7LvjUNGsw8SsBIojoTKktMaODgYHDwg/aQw1P1aREvn9d4mz0CeFo0cE3OhzABOBPiXDylo11HEZEX2zP181GHBZfgf+fsKEqg4NHhvWAkOY6Z/qYCU7AhNFDX6Q/Nrx0SMsRo9RvrLs3sVi314WF17iJEUyDojF9bRIN1RCXZ06d6HDRbFDDYWFhbjwwgvx9ttv46abblIqWej1eixYsABLly5FdnY2cnJysGTJEpSXl2PcuHGw2+1oaWlBZmYm9Ho9lixZgqamJvzrX/+C0WhEXV0dALfJbe/evRWTS62c7pA3ETC75FXoSOc875wOL67g9jYdxmc68MJhtyLHMjzOyI7+5PjBfZn4Rb92mF2sjwKpBF80uGeYb58KL0/+diL0KFJvZ7HXHNjMm53ucl9T0604PXkwA9f0tfjI0+JgUOP13Z5Ynv8JIbO/Agm4nTU8e1jcRMrBAZbO+nhM5GyWx1TTo7R/KmEV+18nhfMpWF08IRKGo7qDhY1j8GZVKsZlOHBWji1AgQ1GsFio0tPwbbOf14vnwTunUzExK1DxPWlNroEs3myvFC7X/D48jh0V/52adiJ7Ahwf2enevT+xmK6YNImJp2f39ENiriM+rPU9bvTHA+lYXNLms/jrb3p/355MaNjJsuSpq2WQkRG7hiTFdLa5Kfh9e5hHamtr3S/v6ABqqxlkZvFxDQkkRo/r1nrcB3ej6Ml4g8GA06dPK5kkAOCuu+6C0+nEvffeC6fTiRkzZuDhhx8GAFRWVuL666/H8uXLMXbsWKxfvx4cx+Gqq67ySUOj0eCnn35SXDa1EcxcTmzXSs6Zgkhx8eEtHO5t1+GQRdOlyLl3XGOzw/KvE6aoh8uIFpubDdDKEN1foX3iYIbIk8qzuVm6adfaGvHz0P4oaUr93JFuJfjrRgO+DuOsUaQct8r7nkY7g1767lGuqoNV5LxTjyDKzb4Hzz0Skn17WUyPvgWq4jCMcjXN0yTkujlodrI4YdUEcebnxsXJm5ZaLdLP33nLynPAARELgkiprWFx5DCPbRUazJ4TuH3liNAiCwC2dTrAkRK3lVAGWvQLRDEl8tChQ/jwww+j4sBGq9Vi8eLFWLx4ccC9yZMnY9++fV1/79mzR/H3JzsSw6GJ0uaMza6G947Ld00GmF0Mfi5wZjEUW5p1yNVzMLCBnj9PC7gXT1QF0sO3Tep2t+1BjmLYk+HBoMUR2smQh68aDD4xZF88QgqkVDqsyrb99Z9qoNEA557nnki7J8CEUkid5B062HPynQcj0Q+lNDY2GjAmwyH56IU3rx03dcWfBOBznCBc9u1lMXJUaP8A/ny7iUVNtfyckbrgvrczoHwkjrfEaG2JTv09cliZmvJTuxbldIyiRxDxmUiO42C1WnHy5ElwHIc77rhDMeGIxCBWTnP8z2Vub9XLViKrbSxWepkx+p9xe54m2EQC8MTBDFycZ8XZOQpHnVcJalnxPX0qvMlaUyODAgEvof6Tv0gDl8eLmmp1KmFHDrMYPzH0WbQftyXX+c9QKF1ay452m/DLsWJy+i3IKrVw+MXnGjQ3SxDE65FwFEjA7TRHChaz8m2ko/Pd2yrUXX9Xnk5FucAxikRHbFxyutTZH8YCyUpksB0+nU6HIUOGYP78+fj5z3+uiGBE7HjzZCquK7KEdFQTamInpRk5eQY6BU1r5LLytPig5UxApwlEz+Xj2pSkVSKtdb3iLUJEtLYCqeEddU4Iqk723ElTosGDwXGRM95KImf8fOZQGkanK7dTJUmBhHvnPy0tsvnH6VOJufBDRA9XD7Yoltyz7N27N5pyEHFkd7sONTZ3yIhg/NSuRWmaulpLo52RZZPtP9RYXe5wEUDsYnYRBBEcpy0+B88sfualx46GN2HctUODXTuA8jMi98YrFVfsXhV3DuxnMGSoAquaYbDbVYxCJyMYrqgn4slmh4zsqLNr8EVD7HfTjhxmkJuXuOWWjDMUJ+/2lZEIiG6kJGPBSETyCLlmzZqQiuTWrVvx5z//OWKhiNgjpQ3866TbpbcQ62qln7tzKHjG8KlDkTl+2esVjkPMyxxBqJVGu7S21OJg4EiknfY4nUPe8r/Y7DI0NQLvvRP57lBHU7f5/eYYya4GdvwYP3O+713D8Pap0GaYPK+OMcWl6InIQDzhqTokLsIetqjbFFPNiIWYSGReP2bCQ/sUDvSpID6Ko0h7jpVjSjUiuXdZvHgxNmzYEPSZ9evX4/XXX49YKCL2PHckXVJA4pePCocz+LLBiN+ruCMQ461TqVhf51aAE2mOTRAAJIWd6eAYPHEwA29ICAmjFlqOyo/v++H7kU9O7RKVcqn8WCncp37xuTLmhXU7h+O9d7Sw22NrZqcC3QgVW1jU1sgrr8ZGZd5tCXEGqsXB4A8H0rF4byZawvTEqRRbXEOimn5Fix5ra4z4XEK4JQD4yzHpIZEIX2w24brkcHSfU+ZUYpHglNhJHBUJ56UavL7jow+EZe3JSqRo6a1atQpffPGFz7WPPvpI9Gykw+HA5s2bkZWVpaiAROz4yzETftnPLEmZVBMuGbYEQk6A1tcbsT5IrD2CUCv/PBH64N2PrW7T0IMWlQ/WEWC1iE+w4ok9RjId3B+7PtvlBGxR8Dgpl2NHWeT3kTdjtpgZIDdyFVioVP92PBX7zTosKLTgP1Xd7fKzOiOu6ivfi7hSOJSN5CbIpjiEOoqEQwqH9oj3okrFFhanqlhceIkT9XXq6AffrkrBtUXxq/dKcbqaQV8BJ2mEG9HeZcaMGXj88cdhsVgAAAzD4PDhwzh8+LBoYnq9HnfeeafyUhIxodXJ4k9BgsGrlfUpwzHf6+/KFh3GZjgEHQWF45acINQKJ/MwRqgdlETFqZLV93gRy/OQX2/UoLEhMesRF0Vzk/1m99EIbwUSAH5o0WNWbgey/ELydPTwOhtPfqxMHpNapxNobXW3x44Od/xLNVAdI6/90eZ/mzS4cp4TTQpZMSQbokpkbm4uPv/8c1itVvA8j/POOw833HADrr/++oBnGYaBVqtFdnY2dDqdQGoEET0qDP1xqasFqRrgv6dSsLVFj3W1HH4/pC3eohGEqnj2cPKZkrnsWiCJPaFKYf++2O1EqkmB3PK9vImqywVs+V75vGp3Bs+TrxsNuDzfd/v24f2Jd/yDECHIRpW5Pbrt5ZuNGrS3ud/x1QYtxk8QX52wWqIqig+1dg3anQyeO5yGWbk2DDM50EufmDt6q1dqMXKUeL42N6mnT4w1Qe0cevXqdrP+5JNPYvjw4SgsLIy6UAQhl0f3Z2JCph1bW9yme81OFmYngyUHMrBoQDuKU2jZlyDanIllqi6FU9+Px8gLk9DjBBE2rS3uWJ3+1NUyOFUVeRs40aHFv6tScHWBFSwD/OFAcAdvmxoN+KlNh0aH+92PD0u+GHqJwMkTDMrPUD7djiDm3Vsrotvn+i/qBFPTPv4wtkcaPO1idXUKgBQsHtyasIqkv+duwo3kGnXllVdGUw6CiBiPAulhSWcHtuxoGp4ubYn7uQWCIKJDh5UGeMLNV19o0FAvXB+UUCA9bG/VY3urHulaafaDHgUSAB5MQCd0yQDPM2iNgv5+8oR4vbLGWPkIFc87njx1KAOz860YkOpEoZFDtS1xFjWPHE4cWWOJqBJZXl6OX/7yl7j11lu7/pYCwzDYvHmzMtIRhEL8bi8N2gSRrHyzMTnO3xCRI6ZARotk3N1PZpIxTIY3dlu8JQjO+zWhw+MQiYOoEpmWlga9Xu/zN0EQBEEQBEEkIl9uSF4v1QDw025aUEtknC4OWk3iLEyJtib/8B7+f8cSl8uFF154AatXr4bZbMaMGTPw8MMPo3fv3oLP79y5E0888QT27NmD/Px83HHHHbjiiitiKzRBEARBEARBEIQEeDXbIwuQEOrusmXLsHr1ajz99NNYsWIFqqursWjRIsFnGxsbceutt2LkyJFYtWoVrrvuOjzwwAPYtGlTjKUmCIIgCIIgCIIITYLpkOI7kRs2bAg70ZkzZ4b9W3/sdjuWL1+OBx98ENOmTQMAPPfcc5g5cya2bduG8ePH+zz/7rvvIi0tDQ888ABYlsXgwYPx008/4R//+AemT5+umFwEQRAEQRAEQRBKoNEklpM4USVy4cKFYBh5H8PzPBiGwZ49eyIWzMPevXthNpt9HPsUFRWhsLAQFRUVAUpkRUUFJk2aBJbt3mQtLy/HkiVLuuRLRHiex3GbHhZGA45PzG8gCIIgCIIgCCIQjgMS6EikskpkNKiurgYA5Ofn+1zPy8vruuf//IgRIwKetVqtaGpq8ol9mUjsPd6MF2v7xFsMgiAIgiAIgiAURsPGX++Sg6gSKXbmMNZYrVawLAudTudzXa/Xw2YL9GXc0dHh41XW8yzgNo2VSk6OurzR9u6dBtuGdWCzs6FhgGf3GuItEkEQBEEQBEEQCpCfnxFvEWQRlq/jyspK7N27F21tbcjOzsbYsWMxdOhQpWUDABiNRnAcB6fTCa22W1y73Y6UlMB4M0ajMUBZ9Pwt9LwYDQ3t4Dh1nXDtb7DDxXZ0/kVKJEEQBEEQBEEkA3V1bfEWwQeWZYJuqslSIr/77js8+uijOHHiBIBuV7QMw2DUqFF47LHHUFpaGoG4gRQUFAAA6urquv4NALW1tQEmrgDQp08f1NXV+Vyrra1Famoq0tPTFZWNIAiCIAiCIAiipyFZidy2bRtuu+028DyPyy67DGPGjEHv3r3R1taGbdu24cMPP8QNN9yAt956C4MGDVJMwNLSUphMJmzZsgWzZ88GAJw8eRJVVVWYNGlSwPMTJkzAqlWrfJzobN68GePHj/dxtkMQBEEQBEEQBEHIR7ISuWzZMmi1WvzrX//CmDFjfO5dddVVuOqqq3DjjTfipZdewgsvvKCYgHq9HgsWLMDSpUuRnZ2NnJwcLFmyBOXl5Rg3bhzsdjtaWlqQmZkJvV6PefPm4W9/+xseeeQR3HDDDfjuu+/w4Ycf4q9//atiMhEEQRAEQRAEQfRUJG/N7dy5ExdeeGGAAulh/PjxuOCCC/D9998rJpyHu+66C5dddhnuvfdeXH/99ejbty9efPFFAO7zmdOnT0dlZSUAoHfv3vjb3/6Gn376CVdccQVWrFiBp59+GlOmTFFcLoIgCIIgCIJQA9nZ6vLlQSQ3kncidTodTCZT0GfS0tK6zkkqiVarxeLFi7F48eKAe5MnT8a+fft8ro0bNw4rV65UXA6CIAiCINTN7CudeH91WH4DY8aVfaxYXS3d2R+hDHPnO/HeO+quG+EytJTDyFEcVq9U5/dlajm0OLv3rmb17sD6emMcJZLOmLEu7NiuibcYqkPyTuQll1yCDz74ACdPnhS8X1dXh/Xr1+OCCy5QTDiCUIqlw1uwdHhLvMUgCEJhckfvRb/+XLzFIFTC2ec6odUJ3xs9xoVpM1yKvas8y45Bqc6QzxUYXHh8WAseGtKKISYHAMDA0o5RrCk/Q7myVxOe3Uedlkcw1x/x7CdHpTvwwJA2XF9oxsNDWrF0eAtm5QaG6VMrg0rE22tPHn8kL1fMnz8f27Ztw5VXXonrrrsOkyZNQl5eHmw2G3bu3Im///3vsNvtGD9+PDZs2ODz25kzZyouOEF4ONu6DxeP7wOLi8Gj+90xdlI1HNI0PGrtGlxbaO56Vs/wsPOJFcyVIAhxGJZDyVAOx4+R47SehsHAw2bz7c975QT5AQP0KVBOeZtXYAXPAxyA+/dmij53S7EZehbQszyuL7Lg20YDxmU48PYpxUQhJGBMST7FPSubR34fHk1NDEJ93cTy+PWTxs5Fk1EZoRdd1MbgIRw0tAkpiGQl8vLLLwfDMOB5Hq+88kqX51MPHjPW+++/3+cawzDYs2ePQuISRCDTbYcB9EGqhg+525it41Bjp96AIJIFbapVsbQ0Wh4up3KLTJlZPFqaadEqWgwfyeHHbb79OROD7C7PsuOcHFvX++SMKAYWOLd34uzAJBPJ2BLPPNuF/Xs7FcMQWmQs2oaH83p3oM7OYnurHgAwPM0Ru5crzLiynrvTGArJSuTChQsDFEcieZiabcN3TYZ4ixF1xPrYGb1s+KYx+b+fIJINjc4FvYj5olxGjwlUShKBy2Y78cH76jwHFS1SUnkMHMTjx20iDzA8IGJ10q9/ZDsyJg2HHL3wxHLJ0BY8sr97V1LP8EjVJt8OWEKikilsSgoPq1UZYXQ6dH2XmmrZ2AwHPq/vnlONFtmB/MPQFtTZNVh2VDygfXxRU66qD8mjzqJFi6IpBxFn+hi6zwqMSndgV5vwrCxP70KtyE7evAILVp5OjYp8Yhhlnivxf/rsHBtm9LKh2saSEkkkNVlaDncPavOZ4CYLpjTgnPOc+PLzyBSpVIW7r2Dnk4RMMcNF07P0RwBA+WRX8PNf/XgcPyacvxMmRaZEZgoohbPzrbBzQIrf8Ph4aWvY71GCLKYdzXz0JuhLhrbgg5oUVLToJT1vZHl0cPHR5qL11mBOVyZMcmHrD773+vXnsW+vctIMHsyhrobBoEHqUXik+tg0aoDiFPWeVWUTb00xptAhEgKAu3PN07swvZcN1xdZBJ+ZlGnH/L7ipmPlWbE3V7h3cJus5zV+/fa5OR1I1/IYYnLh4SHxHewJIlrc1q8dvx/SFjDBVSspvRtk/6ZXr8jfm56h7CQsJ0c4vYK+HM48R7mJUzBlSmkuuMgZdwclZ53jRO/c8H8fSX5loR1nZNsDrk/rZcc5vd3X7xkob1yKJiXs6aimn6JB0HmBP/1SunekTJr4mAmOGedSNBSGMYiT3T59At8zcpSy321MAc6e6QoqR6zhgS6TbynOp2JJioyzsefO7O7rzjxbuN+LQlCKhEHW+uUXX3yBDz/8EFVVVbDbAztRAGAYBqtWrVJEOCJ2DDE5MTk7uBKYoeWgZdTVWtK1POSofjcUWfD0ofSuv41ek+o0MjkiEog7B7Qh38DhgX2hdxYHm9S70itEr6FHUFUfzENKdEhTeMNG7ATI1OnKTiJjedIkLR1uU9E4EokCGQlDh3GYceR7sMykoM/1MarnDFUaOqKWdmoYSmCqprvujM1wCB6jidpZ4s4khwzlMWSoCz/tYrHnp+iuwHACTYVhgclTXNj8P3mrepMmu/DD5sRYCeQB9DVy+GNpi+p2q0aO5lCxRVo+ZmZ1/zs3j+aI/khWIv/973/j8ccfDxkHks5NJh53DmhDL33oxqG25jMgRf7qVo6ewxCTAwfMOizs3x4FqQgiNqRoAJ3aRmeFYLXqmIQPGMjh6BH1ZnJG/5MoSOkLILI4ZkOGcRgzlsOXGzRobAg9hiutbCcKhcUccETas30NLpyyxX/CP1hTg69co6OSdi9ddzu9d3AbnvFaoBXj8vwO/NjpbEWsphUUREeJ9E9xxCguKkrkBRc7cewoi8MHGRj8dGRt52J1UTGPzf+Tl24vEcsGNZLbeWZYq0KVQGlPq7m5PE4cVzbNREGyErl8+XJkZ2fjxRdfxNixY6HXS7N/J5IHHuKd/v0lsTcFvWOAOfRDAvyin7C5LgBcmNuBT+oSI/gt0bORqmZRfNTwGTY8PCWyZAgn2lkW91NOQc7sfwqj+vQBAAwZxmPH9vDS6dXLPTlNpjXgtLTACXckZ177FnKyTKZ/1b8dFlfwDP1Fv3b89XjiauTeX5cr4mjIm7l9LEjT8khheTiC6ENMlGJoKlG/Bw3mcPiQeJ9gNPJIS3ObrI4cJXA/ApPTRAkzMSnTrroFzrnznXjvHbfKo3Q/1zs3cZR7pZGsRNbU1OCaa67BpEnBzTiI5CVYM8nWxbYRXZ6vnFt/b5JoDkUkOT35HEasCHeyMWYcB4YBdmzvnknl9+EwbYZyCqTJFN8KMGq0C7t2xn5Wy2jELVC880Rosp6ZJT/PZl/pBKuRf47SqAGMmuDvGxAjhyKZWg4tTuVn9XKax5RsW9eRmYeGuhedP64RXrCVa6582RVO2GzAZ+uCT2mzsuWlK8SYsRxOVHfAYRZekQhVT8LtU3Jzuagu8hT343DiuDJ1ZHym8HE3tZAoyngiILnGDBo0CI2NjdGUhVCAvoboDUpj0h2Cg8bIGMf/ub+kFdN7xa6TuiTPit8OUo+jBLVzTV/xnV4hStMceDAOO9ke/m+AfLPmJ0tbsGRo8B2+c3OidxZpQqZd0sr/JJUP5mon3DmbZ7LHexWRTue+rtREkFFQJwhnQWLYcPEfaUOdL4/gTGXfM34UvTdwcPA2IWXymJ7OIz29Wz6tLnqOi2K1WzNR4X5gSrYNvfUuXNFH+mLuMFO38q9lOs0cRdpCilFe/dDrgfTQlrSKtD2NFsHrr4x3jBotfb7WfyAPoxEoG+/CDBEHL5GQpaCjITbGq/FSnSRdfoUTo8e4kC/g7CgSevJ6ruQubOHChVi3bh2+/vrraMpDRECWlsPCMCbEUilKETbRGpEeWyUyuruegWmflWNHnkEdZ7S8mZnTgTQJjg0WD+5W0J4qbcF9g9swr0CeouetGI7LsOOOIOdJc3QcZvSSHkz78vwOZERYptOzww/e3S/FBb0M86kZvWzQMIGu/P25MM+GJ0tbMDZD2Qnc/SWtuLqvVdKESGiSl8Kqry6rEa2Oh15i1J8LLxHeHbPIa2ZJQygHFFfOcWHajPAmwmyQPq+wsPu9Qs1DijlrfgEfU2+3sSDS/tWfFJbHfYPb3XMCiQwxBbYRJXSNMePi7zTMexEmMzN4XnsrMAMHSy+Xfv3czw4q4ZEXBQcvRcU8UhWybugf45AdUr1q6/TA0FI+rmb7BX05TJke/zqrFJLNWWfOnIlrr70Wt912GwYOHIiioiLBc5EMw2DZsmWKCdjQ0IA//OEP+Pbbb6HT6TBnzhzcfffd0GqFRXc4HHjttdewZs0a1NfXY+DAgVi4cCHOO+88xWRSK7f2M0d9ZTNU2xubYcf21uicl7220IysKJvNjkp3Yl2dtGf/b0A7Xu4MkDunjwWrqt0zlMWDW/HUoYyA54eaHNhv9o2/yYDH/w0ww+pi8LcTJqRpOLS7pBXiBXk2lGU68KfD4kuwv+rf7qN0swzQW8+ht57DN40u1Ng0mJhpR0WLHqkaDrf3N+NZr/Quz7ei2OhCvxQXTnXY8HWjARlaPqQn28vyO5BvcGHl6VSMTnfguiILjlo0eOVYGi7Js2JGL3vAauVdA9vwwhEJy8mdpGo4TM6y48sGI0xaHk+WtqDOzuI5v/xYOrwFHS7g0f0Z4Dpr8G8GteHZw+no3+mcacnQVlhcDHa26mDU8Hj7lPBsc2q2DZfld/ik7eDQ5SF1QqYdW73ipWkY4OeFVpzq0KBOJL6qXOQsogj1B6kaHlaV6JFGI4+ODnUakQ8u4SEyzASQInLOyVsZUdL8uF9/DkOHcdin8Ga3wRDs5LucdILfZzXCZxYjJU169yFK/wEc6mqTy96t2KhsiIWiMJQEob5IqKYNKfoJwFDJ6Rb0jcM+kN8r8/O7L0yaHLxzNRrCk9ff8mDgIA5HDgvPFYYM5XBgf/xWQmK9E5lIZ7knTOTQLOA0asBADv1HJp7Fm2Qlcu3atfjnP/8Jnudx+PBhHD58WPA5pb2zLlq0CAzDYMWKFaipqcHixYuh1Wpx9913Cz7/wgsv4P3338cf/vAHDB48GJ988gkWLVqE5cuXJ/15TjW0o58XWjEy3Yn/VCkctRvAmIzoxxrKNXA+znWeKu02WVw0oB3LOpXGoSYH+qW48It+7Thq0WJylgMDU9uQoeWQonErFyetLF462j2ruaXYgrdOpSBLx+OrBgMGpTpxWz9zVwf420FtMGl4LDkQqICKkWfgBJVTD4NS3YP9NX0tqPbzFHhrsRkHLVpMyHT4xPlaOrwFK06mIEXD+5gNX5TXASPL48wcG3QMMKt3B9bXB55p8UwwPJ77BnTGiBqQ6sKSoS2iO3h9vdziPzykFX/ozIc8vQtXFVhR1aHBuEz3rveGegPO7GXDcas7sQKDCxoG6GPgUJrmwN52HWbmdKA03f1uowb4fUkbHj/oTjPfwPmUrYZxh4uZ2vm9ds6CEpML3zfp8XWjAQsKLWh3MpgqEB9Ox7odRrxXnYp5BVbMK3AHHffml/3MOGbVYEWVSfjjI+CiXCvW1akoQJgMsnvxOH1KDT1XIFKHMoNRfGU7WjtaXRPVamXS8yi4xhA+xfL7SFt90Al3R7ElzGqVleVWCqISYiKBGWJy4OZiC9qcjOTF3NHpDuxsk1cZUgwWWeaB0SgljYaHS8ApklD912p5t4lrJ7LqfgT67/iJHMZPFG6PvXN5HNgvL71QCz9qJkPh+L4e8vIlrrbKeD0rMv8ZP5GDRWUh9KQgWYl89dVXYTQacf/992P8+PFIEVt6VZDKykps3boVn3/+OYqLi1FaWor77rsPjz32GBYuXBiwE8pxHN59913cddddOPfccwEAt912G7777jusWrUq6ZXIcHtTjYzfSXl0XIYD/6nyvZat49DkCH9GVRDFs57+nJNjw7ReNhj8xC1OcWHp8BY4ue6VtiEmF4Z0xuDL9zN5LUrhsHR4C363JwM8GDAMsKDQraxNybYhTeM7+ZRqMvtkaYtP7Kmp2XZRJdLD+EwHAF+z40wdjwmZwqbI1xYFmkFqGOC83G6z0Vm5NkEl0lOfSkwuLBrQjiJjd9lJDXafpuVxVYEFw0zOLlOs/qnd6Xh2A0frnLjP2IbeXucDby4WtiHM0PFY2L8dms6OOthq6RmdDiAuze/Aub07kBpC7snZDkzO7lZK/b8zU8djjM4J+LULqQxKdeKwRbi7Pqe33UeJjLStxZJJkzmsXa1OWaWes+ndW1yJ9L4eyU5kYRGHqpPRyydNiJlAal49LLW9kZUlLb0Bg0LvhKh596CgL4f9+9RZL8NBibwuMHDQMJBlDdQvxRlUiVSiCkTi7VSMCy9x4aO1gY1i+MjAMXrCJOXMOnr14tHYGHmupKTI72xY1m2KazGruGGKoITDJCGE2k1+Hw411RH0DbzH4iP0uxIByTlRVVWFOXPmYP78+SgpKUFhYaHof0pRUVGBwsJCFBcXd10rLy+H2WzGnj17Ap7nOA4vvPACzj//fJ/rLMuitTV+jjtiRbh1sI8E5WVylviZMyndlccxjSbMlZZYWt8xDAIUSG+0rDxzjUeHtuLRob71L1vHh216rGF8TYNGpEd/hzZcilNcsjrHawvNXfE7J2U5JJ3l6S3BwYyH/qkuWed4AIRUIGOBnLY9odOJRo4ufucuyiYIv3twiW/eB1u1v+gSp4RwGNFbuU1JlZa2JzyGh6LibplD7UQWFkmri8NHSHtOjqMOb/y/wZvevXn0GnYY4ye4AibRl13hxCWXC5x1k1BhU8PYlJ8q4yxRRB4YE3RCpyTXF/qG0LooT77tdKgWJFRPgvjbESQanjbFduR1nXplSu+mrmtFxeH3Qf6/HDUmvucMDHGMbhbJeCW1rw5FWrpvOsX9AtOdNp3DFXPDn3PxiJ7SGw8kT2OLiorgcMTWgUpNTQ3y8vJ8rnn+Pn36dMDzWq0WU6dORe/evbuu7dixA99//z1mzJgRXWFVQLYuvA5IyoDvMU0UelTKeyMdkxM5nEGKxn0OTSpz+/RQbxxwmyx77zgSbkKFtBnt5dzKs6MtplznyFC6w8UkEvpOzoJCqgmCZxKnejlkOfe8KNYViU22uL/vgz4T0BDfmyYxRGBmlrTnBg8Jr6MMZljEw11uAwfzARN2vT60CawY4ay8yzn/VlQU/qChdh1SqllxJIzyOj7SS8fJslia0unobHJWKKdiQjsyynybVEsCWXTmgSHDz7GcjFcNKgn2cPQmOqGcz8R7J0wbxvtTUnmMn+AK6Zn3jGmB40RqXn3ANX83L1kCIYEYNnDhIgaGmapFsjnrjTfeiKeffho/+9nPMHz4cEVefvLkScycOVPwnl6vx+WXXw6Dn6G2TqcDwzCw2UJ7Yzx27Bj+7//+D2PGjMHcuXNlyZaTo74AwE0ATCZxw/WMNPlG7XcOtQdN04Ner4XJxMAsMJKMy9MiVFVK63xHYQqP4xb5vYVBy4jKadawkr4hUTgnFXgvyFknqd+aruXjki/JVBZKc99wG5bukZ8/JTk64Ij730L5+6thLpy0cNjcoMEZfVicdjhxXh8XTALuRX8xxIV7f4zuoTWjUQch+4Gc3hocPNA9MKeaDAB8B/jrbtLgm6MsUk0GaLQc/CdWg0v0+O4b92+ysvXQ1LOd6SAgLbl4y5OZpUeqiQmZZk5v97vTC0+hrSof4yZokZLi7uN0um75WQ2LVJNvvuv0gd8nJpde74Ld7i0noNF4fzvgdPIIx27Dk4ZWFyiPRsMEvCcQ3zxyHzURl0OovK67SYM33wie16kmg4AsLp/7weQS+53/M2Zzdz76p6lRwXiTnq5BTbU0hUOjYZGSIt/ZnclkwLxiB/qbOAww8WCZ0N+cwVnRyqbg2sE8rkUHgO7fCOWZXuc7b/i/IXZsNbhgTBWuP8X9gBPHfa+JlenEyRqs/4QL8mzgb3yfC7ye30cPhmHAepkipZoMcDjE64v/OzKzuu+zGt/2miLy3eLpCmO1BvYDl1+pActqEazep6dL64+8GTOOwY4ffX8TVvsIwxvPvKu9649435Gbq+vsy7sxZplhqe3tc431k8GYog/4ndD7MrOF64sQGZn6zvcE9k1mcztycxXwDhZDJCuRKSkp6NevH6666ipMmDAB/fv3FzwXyTAMFi9eLCnN/Px8fPzxx4L3WJbFihUrYLf7rmQ5HA7wPI/UEL66d+3ahdtuuw29evXCX/7yF+hknvRvaGgHx6lv+8ts9ijPgcu/we6JUaSxwmwWuuObxjBjB8xmDlY7C++Bwfe94r/vsNrwy35OFBg4WY5jPDAcJ/IewOUSv5e4iJehlPwG3J5ZzeZor1gHq4eEP+4hS/4A685To9e/A8kGcGEvoMMCXJRjAxyAWdR4JLp2Swxjh9Dw0rfQ4XPdYrYFPGcx2+BycbCYbXA6WHgbzFw22wmL2dn1G4axdz3rRvKQJoi3PCxrh8UcOk3Pu7MGH8P503LAc+j8HXzkdzm5Ttm7cfh935BhHA4InMWzmG04Yyrw9VdapKbyXe/0/XaA40LLG+wb/OUBAM7FB7zHnzOmMvj+O/fyfKqJR1urcPn7vy9UXRD6XaAs/mlA8F7gfeF3Wcw2dHR03/dPU6/4eCO/LTqdLkg1JHO5OHRY7ZDb75jNNpR3rqVbJRrH/Kp1M1LLz+hUwj2I91tOB+BdDv20Vmxxceiw+NafGWe58M1GDSaWO1Fbo4HN1j2xFyvTjIzAOihchwPrgVhdtFrc81HvuaHFbIPL6U4nuxcf8h3e9917Id333OUkXi+l0mH1Tbc77cDr3umXlAB6HYOtFcI2wtPOdOHbr33v6fVOAL7XwmkfqawWMowjAUhrz4D72y1+6yg8Fzg3cpdrd93S6exdfXkg8voub1mE5PV8S12dujy0siwTdFNN8mhz7733dv178+bN2Lx5s+BzcpRInU6HwYMHi97v06cPNm7c6HOttrYWgFsBFWPTpk1YtGgRSktL8Ze//AWZmZmS5CGEubqvpcs0zn9N5oYi0RYWQIkp/F0C9anz6kdKMHpC/Tw2ugNQ77FXQTJE1omEzgiOLXNhe6XEg02dHVD5GS60qWusDUnv3NC92Ogxwkok0H1eScy7HxCeN1jW29ReQMShwzmckJmmVuKabdkEFyq3dn/Q0GEcDh1kBD1jxhK1m7Pm5fM4eiS83/bWu1AfItzQVTLjCHvQwyXr6IZU8vJ5zJ3v7gR1eo/y5XaAFIwJk1zI7sXj808jW1wCEDSGokYLTD/ThSyZJrT+ZpHhnBNWElYDDBjEY2uF7/XRY10YOkz426SGQQpFgcGFIyLO44SQFWdWqEF3Xivux4Fl3Q6SvvrCt0Ck9KcDBvXseZbkElu+fLmk5w4cOBC2MP5MmDABf/rTn3D69GkUFBQAcCuwJpMJpaWlgr+pqKjA7bffjmnTpuGFF16AMdwDG0QXI9O8tzN8O5KRMXLqkh4iLmFPxz8+IZG49E9x4o7+3aFfTAYDzE6gJNWJ0rTYnkuPBcFcy4udhRZyeKBKvCYvOTmBMvs7tAl2LsljTCN0TicYF13qRGMDg9RUHl9uCBzyJ5V3T4Kye/E44he9y6Dn/R07B5DrF/yclzivGjSYR+XW7r9Hj+XgdLE4fDC+alyoM1bxxjtgvVx+1tfaFapKDCUXIOf2sYiec492KQ8YKD+fegm001GjXSgZGjytcMrEXwFLTQWuXsDC4bBj1bvha2dK947ecTCFGD3WhZ3bI/Nw5HmDmDUG4F5k8nhN7lMg/StNQZRzjabbw2449XGCSJiVnoLkWlpeXi56z2Kx4KOPPsK7776LXbt24ec//7kiwpWVlWHcuHG4++678dBDD6G+vh7PPPMMbrrppq7wHmazGRaLBbm5ubDb7fjNb36DAQMG4JFHHkFbWxvaOper9Xp9Uu9IDo/i5NLo1TdEq9O/Z2AbngsSaH5+357lbOaugW14IUh+EMnLnD5WQWXil/2l7/qH4sxeNnzdGN9zXR4PrvH0CBhtvIuxV07g/b6F3RMhzy7GhEkubP0hcEKWkgKcfa5TspOdLhmYbg+SDMOD530rl3eMtf79eWzz24XwD3IuhL9DinT5Jxa63+f397QZLnz7TWxdJOtUvB6Xlc0H5HcovD2w69nYLsBMzhafm6R47Vr21su3VCoJ05FUMDQCO6nDhscuz/QGBk4VWJ7k5XOorZFm2pChxNS6M4tNqTyKijmcPBH47v4DxUPvGAw88vvwOH4s8L6QB1+t0e1tOCPTq2zVboKgQiLaiP7xxx/x7rvvYt26dbBareB5HukKLuExDIOXX34Zjz76KH7+85/DZDLhqquuwsKFC7ue+cc//oGXX34Z+/btw5YtW1BdXY3q6mqcffbZPmlNmTIF//znPxWTTW3cJBIb78YiM/55UngZ5kmvYOvxpo/RHVPxvj3CvZEawizEkr7GyFa3Zofw5kmojywth2YnG5NJ3qX5Hbg0v0O0vcWCfp1eTfPyeAwcxOHI4eATlpGjXLInz2oilPdDT/iKYB5Ic3qL3pLEhEkcKrZ0d6ajxrh8JoBCb87KAlAj/R1DhnKKmbgBgW73o4HBwPucswPc4WhU6BYBg8Iwn5Pqs6RfihPHrQoWXgim9bLjw1q3b42rCrrHrDSJ00gpJuJyGDqMQ8kQ3/z1D0uUiLAyx5Qr5znBAFi1UoISyQB9ItgZ70rGU0fDVOQune3uP4WUSCGM2W049zynKsJtSA31pEZk9xbNzc1Ys2YN3nvvPRw8eBA8z4NlWUyZMgVz5szBrFmzFBUwNzcXf/7zn0XvL1q0CIsWLQIATJ8+Hfv27VP0/YnOiHQnNODRx+hCVYdvcctx2e0h3m6gCWH8i0UbZjzOSDk7R34sMcKNp20lchMTW0EGgEw/M0zv7xw/UViJ9N4lKx0R3TrtdvmeFdV3BMNz/iaYeW+k9B/Ao2KL+99p6bwkcz+5fb4nzbIJLpw4xqK+PlA5C/5Cee/zMCiCyf4FF7uwdrXbaZGHcePVObHrNyC8dnBJnhVOngmavXpPHxSjTkjDAMVGJ050aH3mI1LfL/UMcH4fDrbUEwCCxzEfPTawzAcNVmc9CJfCIg5VJ4NnXDhnqyPl/NwOHOQbMWBgLurrYlMBs3uJ3wt2BlZplFx0izWSRf/uu+/w7rvvYsOGDV0eUgFg8uTJeOqpp7rOLBLq48nh7kD3Su86FBhiE88vnkHTE5VwYi6Fw9RsG75r6p71XpxHnllDcUW+FUUpLhQaXbBxwKP7k8fMfvIUDpOnuCdd/udkBvrtoGhUNnAyrPzJ4oyzg/dNaWnucVLonFUAMV73ueCiQNmVmDx6JkSDBvMYMNCF1St9C9o/L6bNcPmYzPrvmkntyvQRRK3R6YALLnaqfqf7/IucgqZ5g0o4HD4YWHgpKXxXJIGzctxeIWtt4oV8dV8Lvm/Wo58xucbc6Wdy2FJdg1BKpBBSd0WlICd2pTG7GR1NWcq8OAwF3RuhOueftF7Pw24Pf+KRqgEGFByGRpMbdhqRwsjIp+lnuWCTuWbufS7eW5nPC3HmVM0EHTJqamrwyiuv4LzzzsMtt9yCdevWIT09HQsWLMBbb70FABg4cCApkD0I73YVq3OKNxT1rPOQSmCKkSOiS/No51EuU3vZ0S/FBQ3TOXCmOFFgcKFv56KMPg6rwNFg6DAeQ4d1K2b9+6t7oDQV1Mn+jdEQIoB3Z1nKdYajKDJezTDdim84hLN636eA93HcEeAwQ+q8NMKFs7S0wLOd8WT4SAaXX+l7OE7stNDYccILIEaZQdAzdTwuyLXF1OJoToEVQ02Orv7Pn3Nm+ubBgAGx3RlUclfurHOkK+c5ww+i/Iwwlfkwm5AYKcEj6iUlofqC/Hy+60iGVLzNVr3bmNx01IToWvBtt92GTZs2weVyIT09HVdccQUuvvhiTJ06FZpgyxJEjyEzRopKrBSiZCJmcwCvF907OMFiLqiEOwa4HebYOOBUhwZpSVTfvQfKUGEfzpjqQnpG/L7dkC7fcZHU3dREKtH8PjzaO72jylEKZ57vhEDoaDcMD/DSeqVwFZhQP/N3mOJxHKJVaXubWM4GiVHni9i3J8JUrdDI4dZ+4gvF/g6pivvx2LUzykJJxJgSvbrDajkU9+Gx5fuovUIRPA7BRozi8OM2DYqYegARmAXA7XDspFBcoSg3VQbdcSKVOOcZjHiYDEcD0SFw48aNSElJwa233opf/OIXXd5QCfXRPyV2rry8B6tkmuwmOiUmJyriHOKjty65zo7EGgMLDBRxhR8rMrN4tDTLn8XPucopOMDLUUIKiwKfVXsPE8x1vFxUc97cSw45ZlZZWQJJdaY1uITHoQPSPtD7jaPHKtceZs7yTctTdqPGJG+/VX6GC/g03lIkJqXDOdTUCNdZQ2Yb+hZyGDVaWt1hWR4cF14DHzHSpbgDISVJ7dyl9Jzl1sKFSJXIYLFwY0XpCOX7BW+z/dQk2d0V1YWnT58Ou92Ol19+GTNmzMA999yDzz//HHa7PZbyERK4uVg51/+Eehhmkh62ZXxmfOMHasCrZxJMhMX5Fzkxriy8STvDCIeCMAUPRxdVQu0wjfX61uJ+4hMGIZf/UulqEhKS0EfJoY5c6b2b8eAInYowjNvTo7e5pdR+IjeXEw1wHg5iziuSod8SyyWhneFE/9xYhQQaOZrDueeJxLdkeUyZxkkOZeNZqAhn92n4SB65efJ/500y1HFv5FisGI3Sn/V2tCO3rKR4WB04qFuWkqHJsXgluhP5t7/9DfX19Vi7di3WrFmDjz/+GOvWrYPJZMKsWbNwySWXxFJOIggpMVy18ew+XpJHISSizaQsO/aZI1vRizaesalfnHfQiMhJTweUXiMMFaQ6FBkRxBscMYrDjh/FO8eSITy2V7r/XVjEo0rkufQMoLkp8PqUaRLqfGcDkZsLWh0Pp8P941kXRGZpImpiKkJRMYeDB9wzKCXc30dqtpVk89+oICePYh0nMlwuudwJTmCenQgmuv4MGcpjyNDg7VinU2+5xNr0UqtgGY+UuFsMuPu+/fvYsM6wjxoT3OvtpMkun7rr2bmNRQijaBL0REfv3r1x88034+abb8bevXuxZs0afPjhh1i9ejXWrFkDhmHw008/obKyEmVlZbGSmYghM3r5etvUMMDS4dGLLzm9lw2b/IKg99RJhNB3j80Qn+Wf1cuGjTEOIK9hgDsHtKG3PjlW1YjgpKXzmH6mCxWbNQGhG8QYNJgL++xQsJiJoRCaiBQVcxhaygV4AO2Vw6Oqs1s7Z6YTbW3dD0w/04UP3w8cKvsWRm/w12oAZ6dxQaSBvOXuQuT0dses7IjSOmGoCWnv3jwGDORQOlxen6IJsfMcrZ1eNSBkBSBGpoqVFW+MMdpxVAtylJ1YI6cPieaup5Sa6206fMnlTnkhkyKQPdR3CznPueRyp6IKczyQ3PWUlpZi8eLF+Prrr/H666/j4osvhsFgwI4dO7BgwQKcd955ePHFF3H48OFoyksohFHiaqSYx7Roka5Rb0eqBtKCmNadkd2tYBanxK7cilI4GBO8IyTchBpDJ0x0wWQCSkdKb6dlEzgMj3KMRyGETGknT+GQnQ1kZvle996t65XjjqfoQZG4jYkxb++ioC+PgYOVFdoT2iNUTDSWBSZM4mSbQhcXB5c3EXewImHSZLIOSSSUVL78W4LawimFIlTPEyyrLrnchWHDOcyZ54TRGF6+htPzhXPG0WgM7XBO7cjepGZZFmeeeSaeffZZfPvtt3j88ccxceJEVFVV4dVXX8Wll14aDTkJEVKjpHT18SiPMdgGnJJFsQWVpJfOhdQIznERBNAZY84Pj6fERLAOkHMWJlqEnU+JkMEyCdsLamde6PQhwqnIzLOSIRwMBh59I9jtVhNTZ7gw/czOMEEG+eEHkonMeIbUUSGFUbSa8JDT2/2O4ezJ6L1EytlyPTBqNCdrd95DJN0uwwC5eT1vEySi9QmTyYR58+Zh3rx5OHXqFNasWYO1a9cqJRsRRwoMLlTborN0m6Xl0OzsbuGp5OVVECFPnf2C7DBm6ziMTnfg7BxSygl5DB/h6/ghN4/DtOkcbHb3CqvNBmw9vQssOyrmsp15jhO6MFZrpXj4GzHKFVba0SYvj8fxY0moSUaA0mZfGZnApbOTZ7euoICHrbPr1yXYzlM4DC0Vn7DrQyw49DRCWVOIORYr6Muhplq8H+rvFbMzJQWYO9+JrDUCB8jlEslWZBwZMJBHXW28pYgtinU1ffv2xR133IE77rhDqSQJhRmc6sQhi7vINUzwVlpgdKGy1a2YRJtzvJSecZkOrKuT6QkiSREKodLXKD7pYRnguiLxeFsEIcaIUe52npkFjBnnQnE/HhotkNo5QhgMgNbodR43hoN4bm54v0vzMoccNJhDY2Og0FE3sw0znwYO4nD8WJIEEiMUQYo3R4PB3X6TZXdVjLnzhZ3U5PfhUFPNYmhp4n1/pE7IfJCR1AUXOUVNx6dOD6xzGZk8WlvcHdvE8tjuvHlMRkuGROe9nt3LcE3fi4p4/LBZOXkSgR6wXpWcPFjSiscPZmB4mrjHr0UD2n3+9u5XftU/eFiQM3vZMTjVFZWzdef0tmF1dbeiqPeaK2UnyKF/gkhGGMbtSTDkcxG8o28hJ+h1UUny8t0vuOBiJzQa+R5KlcIzGQl1DlCMZHLN79nxlevp0eMEKWSo6iTKKyFSJTqnktJ+k5UzpnKoqeajHig+GsQrHJJB5rnBeDqC0enFFxCUICPDbZ3ifSZeDmqIbxlrVL/U2dDQgF//+teYOHEipkyZgmeeeQZOp7RK1NLSgrPOOgvLli2LspSxJ0PH4/clrZhbIO5CL5gCmG8IPotjmeg5Z5mSbY+qh9dkJlPb82zuieRiyjQO02ZEtx57FJW0tPgpkIDb2cuoMa6gnhfPmObC1Bl+fW3npK53mLuwamT8BA6jxsgPnG5MAcomuDDNP4/8iGc5x4QkV5KVQKt1h+vp6QQohV6WZ/5epeWa88ciJIXHCVesYRi3dUo4TnJ6KqrfiVy0aBEYhsGKFStQU1ODxYsXQ6vV4u677w752yVLlqC6ujoGUsaHLJFdOy3DC4ZcSOt0wjM8LfqB6XP1LtTZ3csy1/QVNrF8urQl0ZwWxh3ygkqoA3W33Jw4TUL8YVhgWAjTulg4vfAnHrHJ9IbQeSHGoDA9xaZn8GhrTTztK78PB4A6+57AGVNdOHlC2Tqa3cv3b+94u5GeAS+bEH1T+5BWB4RqULUSWVlZia1bt+Lzzz9HcXExSktLcd999+Gxxx7DwoULoQ9S0z788EPs3r0b+fn5MZRYHfyxtFXw+twCK4aYnCjPir4SOcTkRJ1dg8vzrRifKfw+hqHFVYJISFTacEuGcDh4gEWekueLvCgq5nD6FINzzktchyyz5ziTykw2GAUFialETj+TLE56CoVFvOK7p/7tuyhE+Bs5hGuaHwnnX+REhzXx2nFPQNXmrBUVFSgsLERxcXHXtfLycpjNZuzZs0f0dzU1NXj88cfx1FNPwaBIkK/kIEUDTM52xHQCQc2eIJIPtcbcGz2Gw/QzXV2hSJSmfDKHK+a6kJkZnfQ9eHYORo6SP0R7zoOKodWqt/x6IgNSpB3PobGU6KmkpwO5eeqwLiF8UfVOZE1NDfLy8nyuef4+ffo0xo4dG/Abnudx//33Y968eSgrK4uJnEQgZ2Tb8UOzHiPTI9/1pMGTINRFdna8JRCG1QD5UXSqEU7ssXDQdzqQSDUZYAnuAy2A6TM4cJ2ei2Ilr2pJgMHjij5WvHAkHenpPNragggcpW+Z1bsDhy1a0WMnyY5ez8NuT4CK0kPRJEHMazYJvkGMuCqRJ0+exMyZMwXv6fV6XH755QE7iTqdDgzDwGYTjoX35ptvoq6uDnfeeWdEsuXkxMlVVhCaAJhMibGzOtgEvNDLBiBy4/bUVD1MQez4zRo2YfIlUnrKdxK+RLvcUyWkr9Gwfs91m3RK+b0cAt+lzLPhp+P+1mDvUUoOf+Lxzni9Rwpi9VBIPp2Wg+f8rlLyaxQeb9I73c8ybLci45HV/X/39xkMWqSavFcFpLW/UPIa9BrcM8AJJcZqJcZiTUd06ppYHWYY+f1YtNtDqsmgwDvc35Xfx/e7DEYeQLe1Qjjv0OtdKB3BCP42kvbhW/Zu+a+5VgOWVV5ViV4Z+h51KB3BYGwZC70+9DeYze3IzU2PgkzRI65KZH5+Pj7++GPBeyzLYsWKFbDb7T7XHQ4HeJ5HqoD7pEOHDuHFF1/EihUrgp6XlEJDQzs4Tn2rB2ZzTwgkb/T5y2KxgxGImejB5eKSOF988yJ5v5MQw2QyRLHc3fXLIiF9l4vze657+JDyezkEvkuZZ8NPx/2twd6jlBzeuHciY/vOeL5HCmL1UEg+h4OF59SOUvLrFR5vLDYWgAE8x8Oz3Wgx27zK3v19eoMTFrP3OOi+npHBB/02IXkHpmpxpDNmtMPhUux7lBiLXYhOXROrw6xGA4ABwwTPRylpKYGn3CN/h7t8tVoOFnO3ybT7TGNkffdlV3h+G3gvkvbhW/ZuGTusdvEfRED0yrA7b/sWchg5ioPTATglGuXV1bVFQabwYVkm6KZaXJVInU6HwYMHi97v06cPNm7c6HOttrYWAAQd5qxbtw4WiwULFizouma1WvHaa6/hk08+wUcffaSQ5ARBEERPYco0F6pPk8kbEXuMRh4dHYyoNWteGObbC/pa8MRB98FbDaO+xfJYkpHBw2phMLE8OZ0ZDRnq+12JEr6iTwGH6tOJa48/cDCH8ROSs055o+ozkRMmTMCf/vQnnD59GgUFBQCAzZs3w2QyobS0NOD5a6+9FpdddpnPtRtvvBEzZ87ETTfdFBOZCYIgiOSibyEfEF+NIGJBeoZbiRQjnKWNTK/wYNOyo7PTk2gka1iJgHPRCdKNTZnGgXMlrhKmSVz9Vxaq/syysjKMGzcOd999N3bv3o2NGzfimWeewU033dRlrmo2m1FXVwcAyMrKQv/+/X3+02q1yMzMRGFhYTw/hSAIgiAIwocMrXuiPHBQfCbMOlXPAqPP8BEcDEY+bgHuY02ifCXLAtoIY1rGgxEj3Wcii/olrgIsB1V3HwzD4OWXX0ZOTg5+/vOf4/e//z2uuuoqLFy4sOuZf/zjH5g+fXocpSSiTU+JaUYQBEH0LFI0QPnwbzFkmPD03tR5HEmnS5Tpf2KR0xu49HJX0u5EBkDVKKoMH8lj7nwncqIUZkptqNqcFQByc3Px5z//WfT+okWLsGjRItH769evj4ZYBEEQBEEQUWXcOA4FBTyye4k8QIushAy8dcgLLpIWo5QgxFC9EkkQPZk0DYd2l6oNBgiCIIgoodEiKudxf9bXgkYHjS09Da9IMkhLrGgShAqhHoRIAHqu/cUv+8mMNE4QBEEAANLSe+7YEYqyTAdm9lZH2BYidmho64hQEFIiCULF9DFyWDq8Jd5iEIQovXNpok6ok4wMd91MZqcpZM1KEES8ICWSIAiCCJuzznHFWwSCIAiCIGIMbWwTqiNH50KDQ9P1N620EgRBEHLRG9z/79UreXcitdrk/TYictIFzj3OOMsFJ/nUIRSAlEhCdehpfzyAO4bYsak63lIQBEEkDunpwMzzncjIiLckyjNgEIejh1noekpoCiIsdAKxFvPyaeGBUAZSIgnVQd1bICMzOQzQkhMEgiAIOWRlxVuC6KChxVaCIOIMdUMEQRAEQSQk/Qdw8RYhLpSO4NC3kEP/AbTsShBEfKCdSIIgCIIgEpIJkziUTeh5iqTRCEyZ1vO+myAI9UBKJKFaDCwPG8dAQ551CIIgCAEYBtBoQj+XCEwsd8FFzo4JgkgQSIkkVMtNxWZwPDnaIYhokaXl0OykBkYQaoBMUwmCSCRo9kColhSWR4mJlmUJIlrcPagNY0t+iLcYBEEQBEEkGKpXIhsaGvDrX/8aEydOxJQpU/DMM8/AGSLAzdatW3H11VdjzJgxmDlzJt58880YSUsQBJE4pGgAg84ebzEIgiAIhWEY2tkmoovqzVkXLVoEhmGwYsUK1NTUYPHixdBqtbj77rsFnz906BBuvvlmzJ8/H0uXLsXWrVvx8MMPIzc3FxdeeGGMpScIgkhOMjJ4tLbSgWWCIAi1MeMsF0xppEQS0UXVSmRlZSW2bt2Kzz//HMXFxSgtLcV9992Hxx57DAsXLoReHxhl9/XXX8fo0aPxwAMPAAD69++PyspKVFRUkBKZIBhYd8fH0vyUIFTLzPPJ1JwgCEKN5OWTAklEH1UrkRUVFSgsLERxcXHXtfLycpjNZuzZswdjx44N+M2mTZtwxx13+Fx77LHHoi4roRzXFlqwrUWHPD25LycItcKq/jAEQRAEQRDRQtXTgJqaGuTl5flc8/x9+vTpgOfb29tRX1+P1NRU3HvvvZg6dSouu+wyvPvuuzGRl1CGTB2Pc3rbwdBOJEEQBEEQBEGojrjuRJ48eRIzZ84UvKfX63H55ZfDYDD4XNfpdGAYBjabLeA37e3tAICnnnoKN998M26++WZs3boVS5YsAcMwmDdvnmTZcnLSZHxJbGgCYDIZQj7X0zBr2B6RLz3hGwlholn2mg4WqRLS12ikPacEct6llFyRphOt/AmWZqzKJJZlH4p4y6KJwngj1gaVqtexGjuUGIul9key01Ww3kS7DqaaDHGv5+ESSX2LVtkLvkuF+Ws2tyM3Nz3eYsgirkpkfn4+Pv74Y8F7LMtixYoVsNt9PQc6HA7wPI/U1NSA32i17s85++yzcdtttwEAhg8fjsOHD+Nf//qXLCWyoaEdHKc+m3KzOVB57um4XFzS54vJZEj6bySEiXbZu8DBIiF9l0vac0og511KyRVpOtHIn1STIWiasSqTWJZ9KOItiz4K441QGwxV9lKJhrxiKDEWS+2PZKerYL2JZh30lHu863m4RFLfolX2gu9Saf7W1bXFWwQfWJYJuqkWVyVSp9Nh8ODBovf79OmDjRs3+lyrra0F4FZA/cnKyoJer8fQoUN9rg8ePBirV69WQGKCIAiCIAiCIIiejarPRE6YMAEnTpzwOf+4efNmmEwmlJaWBjyv1Woxbtw47Ny50+f6gQMH0K9fv6jLSxAEQRAEQRAEkeyo2jtrWVkZxo0bh7vvvhsPPfQQ6uvr8cwzz+Cmm27qCu9hNpthsViQm5sLAPjVr36FX/ziF3j99ddx0UUXYfPmzVi5ciUef/xxWe9mVRhfQpuRDjbVFG8xVIc+Jwe6tOTOF02qHjpG1c2ViBLRLvtMZCNNH3g8wJ9eKVmSnlMCOe9SSq5I04lG/hh1erB6TUzfGc/3SCHesqRm9VJ8vBFqg6HKXirRkFcMJcZiqf2RXJSsN9Gsg55yj3c9D5dI6lu0yl4INeYvC151ukcoeRie59V38M+Luro6PProo/j2229hMpkwd+5c3HXXXWA7/csvW7YML7/8Mvbt29f1mw0bNuDFF1/E4cOH0bdvX9xyyy24+uqr4/UJBEEQBEEQBEEQSYPqlUiCIAiCIAiCIAhCPaj6TCRBEARBEARBEAShLkiJJAiCIAiCIAiCICRDSiRBEARBEARBEAQhGVIiCYIgCIIgCIIgCMmQEkkQBEEQBEEQBEFIhpRIgiAIgiAIgiAIQjKkRBIEQRAEQRAEQRCSISWSIAiCIAiCIAiCkAwpkQRBEARBEARBEIRkSIlMAFwuF5599llMnz4dZWVluPPOO1FfXx9vsYgYcPDgQQwbNizgv4qKiniLRkSJhx9+GA888IDPtU2bNmH27NkYM2YMLrvsMmzcuDFO0hHRRKjs582bF9D+/Z8hEpP6+nr87ne/w/Tp0zFx4kTccsst2L9/f9f9tWvX4oILLsCYMWMwf/587NixI47SEkoSquynTJkS0O5feeWVOEpMKEV1dTXuvPNOlJeXY+LEibj77rtRU1PTdT+R2j0pkQnAsmXLsHr1ajz99NNYsWIFqqursWjRoniLRcSA/fv3Izs7G5s2bfL5b+zYsfEWjVAYnufx4osv4r///a/P9YMHD+L222/HhRdeiNWrV2PmzJlYuHAhDhw4ECdJCaURK3ue53Hw4EH86U9/8mn/999/f5wkJZSC4zj83//9H44ePYpXXnkFb7/9NtLS0nDjjTeiqakJ3333HX7/+9/j5ptvxurVqzF06FDccsstaGxsjLfoRISEKvv6+no0Njbi3//+t0+7v/HGG+MtOhEhPM/jl7/8JVpbW7F8+XKsWLECdXV1uP322wEg4dq9Nt4CEMGx2+1Yvnw5HnzwQUybNg0A8Nxzz2HmzJnYtm0bxo8fH2cJiWiyf/9+lJSUIDc3N96iEFHkxIkT+P3vf48DBw6gb9++PveWL1+OcePGdQ0yd911F7Zu3Yrly5fjsccei4e4hIIEK/sTJ07AarVi3Lhx1AckGXv37kVlZSU+/vhjDB48GADwzDPPoLy8HBs3bsQHH3yASy+9FFdffTUA4A9/+AO+//57vPPOO/jVr34VT9GJCAlV9vn5+dBqtRg7dix0Ol2cpSWUpL6+HoMHD8ZvfvMbFBUVAQBuvPFGLFy4EC0tLfj73/+eUO2ediJVzt69e2E2m1FeXt51raioCIWFhWTS2AM4cOAABg0aFG8xiCizbds2FBQU4IMPPugaWDxUVFT4tH8AmDx5MrX/JCFY2e/fvx9GoxGFhYVxko6IFgUFBXjttdcwcODArmsMwwAAWlpasG3bNp92z7IsJk2aRO0+CQhV9vv370dxcTEpkElIbm4unn/++a6+vrq6Gv/9738xevRopKenJ1y7p51IlVNdXQ0AyM/P97mel5fXdY9IXg4cOACbzYb58+ejqqoKQ4YMwT333IMxY8bEWzRCQWbPno3Zs2cL3quurqb2n8QEK/sDBw4gPT0dv/3tb7FlyxZkZ2djzpw5uOGGG8CytAacyGRnZ+Pss8/2ufbmm2+io6MDo0aNgsViEWz3O3fujKGURDQIVvbTp0/HG2+8Aa1Wi9tuuw27du1Cfn4+rr/+elxxxRVxkZeIDnfccQc2bNiAzMxMLF++HK2trQnX7mkUUjlWqxUsywasSOn1ethstjhJRcSCjo4OnDhxAu3t7bjvvvvw6quvIi8vD9deey0OHToUb/GIGNHR0QG9Xu9zjdp/z+DgwYOwWCyYPn06/v73v2PBggV46aWX8PLLL8dbNEJhNmzYgOeeew433XRT186zwWDweUan01G7T0K8y37w4ME4ePAgmpubMW/ePPz973/HhRdeiN///vd477334i0qoSC//vWv8e6772L8+PG46aabYDabASRWu6edSJVjNBrBcRycTie02u7istvtSElJiaNkRLQxGo344YcfoNfru5SIp556Crt378Z//vMfPPTQQ3GWkIgFBoMBDofD5xq1/57B008/DYvFgoyMDADAsGHD0NbWhr/85S9YtGhRlwkckdisWrUKDz30EC6++GLce++9aGlpAeBu5944HA5q90mGf9kD7nPwdrsdaWlpAIDS0lJUVVXhn//8J+bOnRtPcQkFGTZsGADg+eefx9lnn421a9cCSKx2TzuRKqegoAAAUFdX53O9trY2YMubSD7S0tJ8dqFYlkVJSQlOnz4dR6mIWFJQUIDa2lqfa9T+ewZarbZLgfQwbNgwmM1mtLW1xUkqQkleffVV3H///bjmmmuwdOlSsCyLrKwspKamUrtPcoTKHnBbmngUSA9Dhw6lcT8JqK+vx0cffeRzLSUlBcXFxaitrU24dk9KpMopLS2FyWTCli1buq6dPHkSVVVVmDRpUhwlI6LNrl27MH78eOzatavrmsvlwt69ezFkyJA4SkbEkgkTJuCHH37wubZ582ZMnDgxThIRsWL+/Pl4/PHHfa7t3LkTeXl5AcolkXj89a9/xQsvvIA777wTDz30UNfOMsMwKCsr82n3HMfhhx9+oHE/SRAre6fTibPOOgtvvPGGz/O7du1CSUlJPEQlFOTUqVO45557fM44trW14ciRIygpKUm4dk/mrCpHr9djwYIFWLp0KbKzs5GTk4MlS5agvLwc48aNi7d4RBQpLS1FYWEhHn74YTzyyCNITU3FX//6VzQ1NeH666+Pt3hEjLj22msxd+5cvPTSS7jkkkvw4YcfYvv27Xj00UfjLRoRZWbNmoWXXnoJo0aNwvjx47F582b87W9/wwMPPBBv0YgI2bt3L55//nnMnTsX8+fP97E2MplMuPHGG3H77bdjxIgROOOMM/DGG2+gra0N8+bNi6PUhBKEKvtzzjkHf/nLX9CvXz+UlJTg888/x9q1a/Haa6/FUWpCCUaNGoWJEyfiwQcfxGOPPQatVotnn30WvXr1whVXXIHi4uKEavcMz/N8vIUgguN0OvGnP/0Jq1evhtPpxIwZM/Dwww+jV69e8RaNiDI1NTVYunQpvvvuO1itVowfPx6LFy/G0KFD4y0aESWuu+469OvXD0888UTXta+++grPPPMMjh8/jkGDBuF3v/sdpk6dGkcpiWjgX/Y8z+Of//wn3n77bZw6dQp9+/bFzTff3BVDjEhcnnvuOVGl4Ne//jXuuOMOvPfee3jllVdQV1eHESNG4KGHHsLIkSNjLCmhNKHK/tZbb8Wf//xnfPDBB6itrcWgQYOwaNEizJo1K8aSEtGgsbERS5cuxcaNG2Gz2TB9+nQ88MADXSaridTuSYkkCIIgCIIgCIIgJENnIgmCIAiCIAiCIAjJkBJJEARBEARBEARBSIaUSIIgCIIgCIIgCEIypEQSBEEQBEEQBEEQkiElkiAIgiAIgiAIgpAMKZEEQRAEQRAEQRCEZEiJJAiCIHo8y5Ytw7BhwyT9d+655+LkyZMYNmwY7rjjjniLLkpFRQXKyspw+vRpWb979913MXPmTFit1ihJRhAEQSQ6FCeSIAiC6PFs3rwZW7Zs8bm2evVqVFVV4frrr0dGRkbX9fT0dMyZMwf/+te/MGjQIFxyySWxFjckNpsNs2fPxgUXXIC7775b1m9dLheuuOIKTJ06Fffff3+UJCQIgiASGVIiCYIgCEKA6667Dlu2bMGGDRtQVFQUb3Fk8fLLL+ONN97Al19+6aMAS+Xzzz/HokWLsHr1apSWlkZBQoIgCCKRIXNWgiAIgkgirFYr3nzzTVxxxRVhKZAAcO655yI/Px9//etfFZaOIAiCSAZIiSQIgiAImQidiVy8eDFGjBiBpqYmPPjggzjjjDNQVlaGW265BcePH4fdbsczzzyD6dOnY/z48bjuuuuwd+/egLSPHTuG3/72t5g6dSpGjRqFiy66CK+99hocDock2VatWoXm5mZcfvnlAffefPNNzJkzB2VlZRg/fjwWLFiAdevWBTzHsiwuueQSfPLJJzh16pSMnCEIgiB6AqREEgRBEIRC8DyP66+/HpWVlbjyyisxfvx4bNq0CbfddhvuvPNOrFu3DhdeeCFmzJiBLVu24Je//KWPA5vdu3dj7ty5+OSTT3DGGWfgxhtvRGZmJp577jncfvvtcLlcIWX46KOPkJWVhdGjR/tcf/311/H4448DAK655hrMmTMHx48fx1133YU1a9YEpDN9+nQ4nU58+umnkWUKQRAEkXRo4y0AQRAEQSQLHMchJSUFK1asgF6vB+BW2CorK2G327F27VqkpaUBAO6//36sWrUKW7ZswVlnnQWe57F48WLY7Xa8/fbbGDVqVFe6Tz75JP75z3/i7bffxs9//nPR93d0dGDHjh2YOHEiWNZ3nfjvf/87+vXrh3feeQdarXv4v/XWWzFr1qwu81dvPEro5s2bcdNNN0WcNwRBEETyQDuRBEEQBKEgP/vZz7oUSAAoKysDAFx99dVdCiQAjBkzBgBQVVUFANi+fTv279+PefPm+SiQAPDrX/8aOp0Oq1atCvru/fv3w+FwoKSkJOAez/NobGzEiRMnuq716dMH69atw3/+85+A59PS0tCnTx/s3r071CcTBEEQPQzaiSQIgiAIBenXr5/P36mpqQAQ4OHVYDAAAOx2OwB0KWvHjx/HsmXLAtI1mUzYt28feJ4HwzCC725sbAQAZGVlBdy7+uqr8frrr+Piiy/G6NGjceaZZ+Kss84KMHv1Jjs7GwcPHhS9TxAEQfRMSIkkCIIgCAXxKI3+eO9OCtHa2goA+Oabb/DNN9+IPmc2m312NL1pa2sDAKSkpATcu+eee9C/f3+8/fbb2LFjB7Zv345ly5Zh4MCBeOSRRzBlypSA36SkpMDhcMBisYh+F0EQBNHzICWSIAiCIFSAR0l74oknMG/evLDSyMzMBNCtTHrDMAzmzZuHefPmoaGhAd999x3Wr1+Pzz77DLfffju++OIL9OrVy+c3nnQ8u6YEQRAEAdCZSIIgCIJQBcOGDQMA7Nq1K+Cew+HAU089hTfffDNoGnl5eQCApqYmn+tNTU1YtmwZVq9eDQDIycnBZZddhpdeeglz5syB1WrFTz/9FJBeU1MT8vLyoNFowvomgiAIIjkhJZIgCIIgVMCkSZNQVFSElStXorKy0ufe66+/jjfeeCOkk5v+/ftDr9cHnGM0mUxYvnw5nn/+eTQ3N/vc88SB7Nu3r8/1xsZG1NfXo7S0NMwvIgiCIJIVMmclCIIgCBWg0Wjw9NNP4xe/+AWuvfZazJw5E8XFxdi1axe+//57FBUV4Z577gmaRkpKCsrLy/HDDz/Abrd3ncPU6/W488478fjjj+PSSy/FrFmzYDQa8cMPP2Dnzp2YPXs2Bg0a5JPWtm3bAADTpk2LzgcTBEEQCQvtRBIEQRCESpg4cSLeffddXHjhhaioqMDy5ctx6tQpXHfddfjvf//bZa4ajJkzZ8Jms6GiosLn+nXXXYfnn38eRUVF+Pjjj/Hvf/8bdrsd999/P/74xz8GpPPtt99Co9HgoosuUuz7CIIgiOSA4Xmej7cQBEEQBEEog8ViwTnnnIPp06fj2WefDSsNm82GGTNm4KyzzsIzzzyjsIQEQRBEokM7kQRBEASRRKSmpuKGG27A+vXrAxzsSOXTTz9Fa2srbrvtNoWlIwiCIJIBUiIJgiAIIsm48cYbkZeXh9dff132b51OJ/785z/jZz/7GUpKSqIgHUEQBJHokBJJEARBEElGamoq/vjHP+I///lPl/dVqaxcuRIOhwO//e1voyQdQRAEkejQmUiCIAiCIAiCIAhCMrQTSRAEQRAEQRAEQUiGlEiCIAiCIAiCIAhCMqREEgRBEARBEARBEJIhJZIgCIIgCIIgCIKQDCmRBEEQBEEQBEEQhGT+HwLYKFHqi/a+AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, figsize = (15, 3))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p_vggvox_v2 = Pipeline()\n", "pipeline = (\n", " p_vggvox_v2.foreach_map(vggvox_v2)\n", " .flatten()\n", ")\n", "p_vggvox_v2.visualize()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p_deep_speaker = Pipeline()\n", "pipeline = (\n", " p_deep_speaker.foreach_map(deep_speaker)\n", " .flatten()\n", ")\n", "p_deep_speaker.visualize()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 4.84 s, sys: 988 ms, total: 5.83 s\n", "Wall time: 1.36 s\n" ] }, { "data": { "text/plain": [ "dict_keys(['language-detection', 'flatten'])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "samples_vad = [g[0] for g in grouped_vad]\n", "result_vggvox_v2 = p_vggvox_v2.emit(samples_vad)\n", "result_vggvox_v2.keys()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 4.98 s, sys: 778 ms, total: 5.76 s\n", "Wall time: 1.53 s\n" ] }, { "data": { "text/plain": [ "dict_keys(['language-detection', 'flatten'])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "samples_vad = [g[0] for g in grouped_vad]\n", "result_deep_speaker = p_deep_speaker.emit(samples_vad)\n", "result_deep_speaker.keys()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not a language'),\n", " (, 'not a language'),\n", " (, 'manglish'),\n", " (, 'malay'),\n", " (, 'english'),\n", " (, 'english'),\n", " (, 'malay'),\n", " (, 'malay'),\n", " (, 'malay'),\n", " (, 'malay'),\n", " (, 'malay'),\n", " (, 'not a language'),\n", " (, 'malay'),\n", " (, 'manglish'),\n", " (, 'english'),\n", " (, 'english'),\n", " (, 'english'),\n", " (, 'english'),\n", " (, 'english'),\n", " (, 'not a language'),\n", " (, 'malay'),\n", " (, 'malay')]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "samples_vad_vggvox_v2 = [(frame, result_vggvox_v2['flatten'][no]) for no, frame in enumerate(samples_vad)]\n", "samples_vad_vggvox_v2" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not a language'),\n", " (, 'not a language'),\n", " (, 'malay'),\n", " (, 'malay'),\n", " (, 'english'),\n", " (, 'english'),\n", " (, 'english'),\n", " (, 'malay'),\n", " (, 'others'),\n", " (, 'malay'),\n", " (, 'english'),\n", " (, 'not a language'),\n", " (, 'malay'),\n", " (, 'others'),\n", " (, 'not a language'),\n", " (, 'english'),\n", " (, 'english'),\n", " (, 'others'),\n", " (, 'english'),\n", " (, 'not a language'),\n", " (, 'english'),\n", " (, 'others')]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "samples_vad_deep_speaker = [(frame, result_deep_speaker['flatten'][no]) for no, frame in enumerate(samples_vad)]\n", "samples_vad_deep_speaker" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows = 3\n", "fig, ax = plt.subplots(nrows = nrows, ncols = 1)\n", "fig.set_figwidth(20)\n", "fig.set_figheight(nrows * 3)\n", "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, ax = ax[0])\n", "malaya_speech.extra.visualization.plot_classification(samples_vad_vggvox_v2, \n", " 'language detection vggvox v2', ax = ax[1])\n", "malaya_speech.extra.visualization.plot_classification(samples_vad_deep_speaker, \n", " 'language detection deep speaker', ax = ax[2])\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p_quantized_vggvox_v2 = Pipeline()\n", "pipeline = (\n", " p_quantized_vggvox_v2.foreach_map(quantized_vggvox_v2)\n", " .flatten()\n", ")\n", "p_quantized_vggvox_v2.visualize()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 4.78 s, sys: 870 ms, total: 5.65 s\n", "Wall time: 1.33 s\n" ] }, { "data": { "text/plain": [ "dict_keys(['language-detection', 'flatten'])" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "samples_vad = [g[0] for g in grouped_vad]\n", "result_quantized_vggvox_v2 = p_quantized_vggvox_v2.emit(samples_vad)\n", "result_quantized_vggvox_v2.keys()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not a language'),\n", " (, 'not a language'),\n", " (, 'manglish'),\n", " (, 'malay'),\n", " (, 'english'),\n", " (, 'english'),\n", " (, 'malay'),\n", " (, 'malay'),\n", " (, 'malay'),\n", " (, 'malay'),\n", " (, 'malay'),\n", " (, 'not a language'),\n", " (, 'malay'),\n", " (, 'others'),\n", " (, 'english'),\n", " (, 'english'),\n", " (, 'english'),\n", " (, 'english'),\n", " (, 'english'),\n", " (, 'not a language'),\n", " (, 'malay'),\n", " (, 'malay')]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "samples_vad_quantized_vggvox_v2 = [(frame, result_quantized_vggvox_v2['flatten'][no]) for no, frame in enumerate(samples_vad)]\n", "samples_vad_quantized_vggvox_v2" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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eMp9VZdOckqrVra7W15/b5fCMrI3veg0NWkdraGeCzNkTl2vV8TAmysCPDhfib2fz8D/H8rG53m9oRLxV5M+didJ4NowjHjpSiB8dLnR6M4jSwr6m3gGZNoUA79EjPfeWVFPbtIpmP3d22j+aH595/f4mD1Y/ry5AFa0d19JsXv3Os2fsv4fX10X242iCRcvqaoFgQ2QxQjsyeVtaIttzwsaAsltvskoBM0D7+RYKCQgGrb+2ootL2uHddV6IGgaOj8ecT22tQvcMh2Sigy1OkWUwA1OjPbu0BSCOHU38GxsJBnzYGND9XrKOFTOKlGZmyJK5126jwkJnTgl1REqPqSGJHtTWWLs9RHqpSSB53eACjVGO9iZM+HLbn05CEvDMuRwEO507dDuCfrxSlWXrNMb36rK6/9ypsrP/dk3Pey52eLHyQi62sGQGxXHpsy4RZYC/nsnr/RcONTgfbo9k+6p9+DD7/i6KwPlz2rtMbW0CXlmd/tkm0cByvLff9OGN131Yu0a5/p/ZrCyvkm6iwfV4699Rf76ZvXDl1s3OJi5Ej0iqAMuhg4JryrjotX+vB8+t9CXNoj24X3BNnUYrZeIeZuI+2cLAvb+p0fqjXlMdqb/73ErzZqG0trnjbJFlYPULPrz6srp9qz0wBu+85XNkAWU36hfP8xbtpNll0M6cFrD6+dTl1bQMXNvJ7sFmwz0/UQbaNGz0loYAtgUDePhIoSPTzp89n4O/n8vFO7XZuNChbvd/fiwfK89nI2wgy+hMe08H/6LK720S+x6fo62pG+n4jDLqn4608DxI5XirF8+ez0nrRQ+I7JTyUrHoWoqWvhAV7otKoouBGBKzL7t26O8udXSY19c5dFDAymd62vaaGmDje9pWGtdDTemRCxesDyaqLTmSyPlzAg7sc+cDgBbJspBra9TvX+yD/O6dxn+/UyfVf8aRw5Fz2awMfi127/TizbXmDfTU6mxv2tv1n4v7u0rgJJvWv2e3F+9vTP8BrSgzrtxOFWUQaqpN+CKj0r+Zcp7G+6IdzwKhkJBwdolbiSoHcrUOXnU2RcqAig7PtNBT2iZ639K03kF6/exppS5B0oNe0VlKDfU9n5topp4ZlJqeFpWZ/kr27bV3cN/wt608n4PvHyqCpLIRjn1ZXae6r3/6XA4Ot5jTIdrSoH2a0fkOLzY3ZOGFi9mpX5zAgWb7Mov7ZJRRv7Q9qP1cD8uRGsP9xW9P5utqE4j6rRT3equex6qrnM18dEuW3+6umnHRgMe6t3w4f86DNgsXHwOAsIoEgGgg86UXvXhvvTW/l54s8Vgb3/Ni7x7zAmx1teaVNNHCit/70EF7r7G9uyPfZ0kwIeZ0TRQkMnNBY73ZUbU1guYg1pnTApoa9X1fuhEsuKPsV/Gg3dIS+V12ayyRYSZ33HHST+wZo7WExX4b1ilQM6DhNmqvA61rXoidkdiImhJDVnrhOe0JWOGuZ+UdH2hoIxI0Z41dJaf0rkGyb6+7Z9zELjLYaSCZ9M21Xmzfmvwara8zZybbyRPOl4ntNJBAoWWgI9G6F1oYPlrbg9oCpbEdJ7WdqA+CAfzvqXzUhexvcGK38Xy786P8zWEPRGZTkkWeOZeDh44U8hwjIl2cfjCIUhMATSX24dLMLGMzxHd2jS5eaJaGBqCjXcDFCx6sfMZnysJlTqu66FEMejYGIyU/zMjsNSp2Ycz+pLVFe5ujNtvOLlqvkeoqAS0O129OZ2oHgE6fcvYYN7t0KrWdjCx4BQDr3tYWKIzNRrTK9m0WtNUueWbb+aHGOIkcORYfbnc+vqKXGYe+qUno9f9aSBKwf68Xb79p7zGsCVbg1Ze9KWN5VReFXgMSG9/1okZn3eyGeiHpWgyhEPDWGz5sed/e/tD5c2yrDR9xWeMY6mED0/CfOZ+r+71K1Gy52xbZPdLqw8sGMqUp8zSozPRXY09TZIBI7YwDIupfUjUN+/a4L7AlSZEgUkhjnb4zp83bF7OzkvpM73NJf/bN13v38Xbu8OLMacE1Ae+odg3ZG/v3ebBLIWgcHWRoaHD+4B88oO9cdcWDkIH+xtrXvNjwbs/DqpqPWr/OpAfv2C8zkO184YK297LeqPVOHPdg62Zng1y/P5WPPY39u3RdMEXbeviQ4Hjddq1kyQVtbj8VciAx0S52z5Q6fn4sWluEXt+rlD28Z3ffv1v3VvJ27c21Xpw6qf23OtCVBGJ0JpvW/uqRw8bPK8VPSKPT1fZWuEVl/UMlbQbeq0jjx9kdY0u0eftsLJ9B7rWz0Y9v7S9KWDrmZJv2znD0HA/LwAsXsjXVRyeifiDFjbDV4sw5PZ3MfXs8ePMNL1a/oP7hPGjyqulmT0fUVLfPYZs3ebHxPXdlIGnNfMvUEgN7bJ7Sr5TprXVaeqzoTITYutH1dcmDNqbUV3dQn8EpFQ8nGbNORIKfTk7wZyVHj6R+9NVa4zZV4FOvJ86yhGEyu3Z4+9Rtd1tJCSMJOrIcCRSmvH5TnH5NTZFSOW7W0aGvlrEWh3QOvJolfg0IrTVy3dTvk7uyy2P3SSl7ONGCzsk01Au6BvSqqsw5xz/c3rMfVt061fRBna4troVpV5ZVB7xXyYkOczu+ak47K/bL6H5YUVOM0s/m+uS1f7XOHoi1PRjAhvosvF7NbHgi6uH03UdPXbNTJwXNq7efOeXurKf4FZxj/1uWIw9nmzZ4NGXiWqnVwOIiiRjJ1Hz7zfTO/LMqG6mpSf971awqHtunjwaD33rDxN9CTv55Zg4U9WoLBftaxqqL7m6bnHZgv/3Hp6XF3cG6tKXjsMZnSRqpQ2qGfRpr9p85HamHu/IZH1Y/78Vzz/qw6l/G2sjXX/Vh8yZ7Bw9PnhA03U9eesGH19e4a+BZDS0DlPGDH6cV+pm1ScpBuDEb3y2zEi+cF0wb2Dt31vp9UrN48gfb0ud6cMdZoMFvTuSh0860fgv6iP8yuXQHkdmiI+puK/lCRA5zOqKsQ1ub8w/7sZkb9XXGF/kT42ZsHTva8/kH9gt46QUfzp314N316dMh1er1V63ZN6XAqFLmfXQVbScy4jZtsGbf9WQTRemZPWC2ZAsLShLwxmvpPZCghCXKescdJRWzWaOLmlrtg6AfPzlSwN/IRvHB/S0mBuHCYfNnG8XbvMmLN7pKR3XGLJK+f6+QuI114fm1bYsXb7ym7T7lhr6a086eSXy+xvf7Ysmy9gVe00mqhYgvnDd2nb+/MbLuh5XOnxOw4V312xldrDEduD6gHH9tnGzz4ZSOqfxKnMpQNqq2M3MfEEk9wYqMmK6P/CAY6PXfmYgdfCLrbN/qSbkasxpOLaAV1jHVLFk2cGxm9Vtv+PD+RuP38diHh2imS0ND74wot3RIQxYEXa2qh/iWwuI2Lc19vys6Ld5IVkyjzozZVIv3GF3MSg81WdNm/mJKD8+xq8nHO3ncHdeCGRrqev7sdK3fdHQmSdDGTM+ez0F9JxdTt1XcsW5WaLtjaZlWvnWzB2+87oMUtj98sm+vF1s3p14EzU0k1os2ldLRjM0CFx0I65m1kGV1lZD0WrSiDxkrUSDfzDN443vexIHvuC8yOgtN69oMRpl25r1enYVWjQ9gh1t82FiXfNq+ldbWZKG6w/UxdU0aOpOfQC1cNZhUOGdyeRk3uu9AkdObQBloR6MfT5zJ3FkossrFp04c9yRdjVmtfXvVt0WNKurcqs0u0vPQFkxRVuP8eWvvvw31fRfFs5KWeofptBBRogCxFWU71lqUMbttiydlSRCzF0r88AP9/YaLeh5+NF6jH2xXv33btmjbl06bF3vaGzNolO41obXSck9IRM10Y3Ke2l/JSB32+Lq2yUQHEaP1Y52QbNAMiJTKCFswEL9/H68ZO2jtejrd/utdlDi+j73+HS92fJj4ujpyuPe/WTWwUhNXcsSp8Zvdu4y1MaGOvr+LlTW4TWsR367NxuqLOSlfF/vDrK3JxvMq3mOVnY0B/O+p5AseaFnowQ1+fKQw6b+H0mEnSBUrbiHxp0d/OV36y36S9f5+Nhd7mnovnLqvyYfTJs2soR7Bht6ZmDuTdEajVGcjWdAobHzX3HMg/sFSa0Dv1Ze9hurfvfCctmCo7HANJS2BAyXvvJU+13B1lSfl9XDyRN9ehJGSF0a8Z1JpFsWMOMsWeen5Y/zDrhaCRYdc6YH77BkBZ88IujPjM4VZWXWphLsGYNvTaEAtHb32Ss+9yMzL/eIFoddMK6tmxWihmLkYt1nNBmrhJ6K1FnSU1pJQTvUTTp8SLF8U0LAUp186PcsqJXckW+skfhAw1aCJ3oWUW3XUwzcluB33GVaU1jlxLPG+6RrUj2HqEJsVtY1rO/tuopmdr3CKkyDdAsqpnGVQg4jIVn89k4dfn8h3ejNM1dTofIDwjdd9ePWlngdJMxerOnrE/bOXzp3t3RlKlqmitFJ8a4uA/fvs289VzzpbvzZVZlcqdtd3rK/v+f+jRwSs0TgAoGfKpJHAqCoOxWOsaKvc/kzwwfa+v+X7G714f6PXssx4s7W0F6h6ndt/ix8dTp7sQ+Zpi6t335yiPFAy7633JphpZc0ZpyYrsaFB4S9dfAFozYrsdKjM2Zb3vfjwAxf0+1z8WyajNaiqteyk1oW1nVicVS01x6q6yt7tNzqob/vR1tqsW10rKNXHp1OtIjWeOJs8I5vSh9nPZZ0SIMV96u64TMt0l2oAiSiRix2ROoiyDIS6ghPn2z0ZVzZJjaYm4PU1Pqx61qd4j0yUHXP2jID2+sQBAjvut6dPG/+9pATrGKhpk9e9bd6grtrD1RkCnnvWh4P7e7ZQTXkQK7RYUDYiU7W3RzJJ31rrw44PvGgxcQCgpVl5SqRbnTBY/7iu3qQNcamjR/oenxPH+t+9iTKL0oyirZs9lvYVJAn4YJsnaSA01GhNgsChA6mvWaVMYaOzb6y0d7e2duhwkoVVraa0+K6bKG5dzLVQLTtXylFLLXI7nDqZZvc/d596KZl6tHc1OVcP2SpW3bO+tZ/1W8ldfn+y72BDi5hmDXIK9aHM2h+yR3XIg/85VoA1VdnYFvTj/oNFqO7w4OfHC/DTY+oyqDJJbKamUoAwUe3W9zd6Ub17UsLPPWhDRsHZ0317bVprG7fWlOr+/mgNRsCEALrK90dr5cYuDLh2jTMZimte9kFy2YOHHnZl57e3m/+UEQoBa17x4ZCJD+7nz6nbzlMn9e3Prp0GtzXBtWJ04Ru32GGgfnV/p3VKPtln8/t9r/tTJz2GB5hixX/S2jVeHD/mwSure+6R9XWRIHNU09mBpnz3oYPm7IebF+aM7+fIcvK+j5OZpQ1uH3hUOF0OxtzH94nDbNwY81lV/imWLLn/vl9dlX7R5X4fXdHyPHe23dwHsPPtxg7/tgY/tgczK4OU1DO7uTmV4Pzm6tTU3zV3LWZ6os2LvV1Z+69VZ3X/ezDFYqikTqKglFLmQ3WVed9rVr1BUWMntb7OWFBZ63tTrXZvl5bW1K9xu317re8+W/VrpVpEJ9Vifko2vqcuoGHmcVN7+ldVCwn3OR0f3PSQZeUSGJnCyK+4w+Zp7s+ed27toHSTaDHX9jbgjdfNCaLGtyNK98n31keCzGbbvVPfPoR0tNEAcEZhQN1q5895IIYjbdCW9yWs+pcPq/7lzpI76TYr/eABAS0x56uc7mmuCehdZFJplsGbb3jxXJLya1YsaKnV6VPp9zva3rtIs2vV0u091KK/QT3T5sEz53Pxz3O53X/XngFZP5Ta2uosPHrEvnqs3zmQ+dn0Oxo5MEOJKd3aY2fkPHykEHUhASdbtT0cyDLwZk0Wai3InG8XLbwnxNwY1XZ7jGR07lGoK7j+HfMeSIwuRhG1Q2PA5u03fXjrDf0PxWqDYa7rdyXYoM5OazNHzHxYPJ5kcRO1opnjyRgJADTprB3apjHgb+bgTlR81qiRo/3eOm/iDF4jH2zS+WRWVlZnkmnvjUHg+NH0DygrLSQJ9K3HqSXT0KxyAfEzLxIlY2xpyLzZvE4IphgYM5MbFuOLtVtjGYmozZucyWTu6AAunBdwcL/reiNpbc+u3r/nKbnCoS0xR6LZInt1Lh4dO8sgKlW78eF27deI2ZnVll0lFjZjru9dKB1UM49H6gcMd91EouoUFiv8IKiuk3KxH9b8zCRra7JR2+nFgRYGQbVKdLk/HTMwQ5RMojvCI0cL8ZuT2gZ6GsMCXqvOxh9PmX/+PXCoCA8csmYwKGUGo8JBqq3t/d+SBOze6en9WQkObpXFWYQXLxi7Jx47KmDHhx5d9fca6vXvm5qApBrR7CG7JMr0evE5H7YoTHE2S/zDipHgtRmB75SZMELiY6WGXb+pFWU5ampSf6YZdcDd0MO/cN6cc35DkizxWoUFO5UG6twu0cKa72/ofbKfPmX/vsXPvFBKGtK6EBWZw231XQ1LcR4l++fqalO3RLV2jYvzUWZTasmDDUKvEnSbNkSy28MZWJZoy/vWD+40N1v+Fd3SrzdhsjYp+SGwskMelpN3ZZP9a+ziafWdAr5/sBDPX1Q3jep/+mHNTyJRBn7Gc580EmVgXW2kvMXJNh/UPpfsauz7MPl6dRa+tb8I39pfhLoOIBqTapOEtCotE9sROqeydmq88+cEHDrowa4dPffgRMFVrRmTycTWfzbLh9u9OHrY/u6U6lMmxQufX+XDzh32bX8wmPjfzp6xbjviV3BXWshMLVsuV5tqbMc7FpfJKkkmBmRUbpOaX0Zt3eZkzKph6gbJagErLYx1UMUCYE7q0DBoE39+JspktpXCuX5U4ywmNzvZ5kWdyzJ3E0l2bZzRMb3cjlqvVln/tv7ZXcnuA6mCVx/EZX62ZkDpKyscSdKXFIQ0elBIoSNB29HY0PPnc2c9eGOt+9tM02OFJn2enesDWNab6JQyo/aqlbtwoFl/ox578v7kSCHaEtSZIjJDqwi8eCEbR1rc37AnsqGO0wxJu/frA9jb3DMb4ECzupkBfzubh1DcA/EbNdndfz7W3LNSeavowR9P9V0UMx0oTR97582+9zZR7P26aIanmkCVHV2JxiDw3npPWmUySaK6+76a4+dEQDyWLYukxA3ihzqc7Tel+vYN71pzv031vfFZ0eve9uL5lYn7q2YGV2Q5UoIg/jOtqmtodHZCLCMPlUqLm2rVGMys54AXLvRNklF7rnVouLatShyK/9iLHR6IKRKJ0slvTuTjkaOFTm9Gt2QzFpQW442qrtbzmzgb4Eh1ztp1loXDPWtQ1CQ5jkqb+9orie9v6VbL2C7hcOa0H7sTLLQbX6qruUnoc0K3tWnvE4gicGB/5hw/VbquI1EE9u3xoKnRuv237Anivw8W4bcn0vMB2Qxn2z0pA+pTCvQPHcQHKois9MiRQrxXn4U/nLKvdrNZakMCDjb70Koy+EIU63yH/qBOQ6cHm+rVDWQcbTWvJrBZWUMtKjqvQZVBjIMHer8uGhg4eyZS9kJL+Yb44GNTo/GpXWtf8+HiBQ/qalO/NlOdPCHY8iCnFBRak+Th0iqHDglY+YxPUw3VJpMWcLSD1kUiE6lTKJdgVKLSBS+94MXq5319stglC5Mm4svxqBV/qZwwUFdbbTuqVzrGZxptCp7YFaQxUjtZlIFXqrLQatOA57l2D761vwgHVSQ+GSnjcbbre2o19ln27e17v0hWeuf0aXPDHaEWZ8vkpVq0K9VPouY+r1Ta7PCh3t+74V0vXns19Tmi9H3J2vQD+9LreU1p8TcrZFJWd6IkgpMn+l6r8f2F99Z5FWfdJLN3twd7d/e0G2pL6TVaEIS1+znjyCEB+/d5LC0FZfonb2vwY2fXAlen2rU/IHdIwJ4m96z+Gd8GPn48dZC8qsODXx4vwCtV2UlfF3uKNocFTUHilRdY85VSaw4LKWtmb6oPpLzm2tM4A/6xowX40+n+O7hFxhh5CPzZsQI8p5BlFWXVisx/PWPO+f6Dw6mzj9TWAE720N4Y7MlyUX5v3OvjMpFeX+PDa6+Y1W8QTMkWdBWVD/zbtnhx5t3LDS2gqFdbTP1pu6bpRTO8o8FLWY7Uw07mvfXJA9811RoClBbfVltbBHQoDNSYVXvbCKVgRU11z+JXibJtRdHYQoVKEi3KefaMtu+Jn9KticUR33Bn+vXhDimsE2LFgFetinrdZni3Lkv3z/zEmVy8U5uNl5OUNnyrJguHDMx8jXWia4B7n4rPe6erJJge/+pav+StmuTPy2ok+xXN/o2lkLMzHo0OsKm5xysN+sUG5IDkWclavy+WlaWvktJ5WN94LUn9+hrzatnGbp7bsritnGXW2tL7h2nVkaEc3+9RW0ovOnsv2fGuq9N24qQ6v83+bcMqE+oOHxLw6sv6+jGmX7HPnM/FU2eTBTv77tTxVm/3COfK8zl44kweLrR3/YBmb6BG8T+qmiB5U9eD85n25D/Kybaez/rh4ULcf9CaBZQoc1RpXFDxh4cLU9bMfu5C5JrLVFYF7YiMir+/ac3SaRUFNCgECtw4gyW+I9yipYNt4zThYANwIUVtVrHD3IfJTg0ZsnrELhZ4XEUWZaIsGLMCvYmyU6NefM6X8jVmin7T86u8KVf47n5oStA5Xfe2T7Hki1NaFTKntm0xOVsv1SKdMZL16dfF1PZUylICIgvJbd7ktXyhTgA4dDDFcXL6AaUfUhvAUqPahnPILPu7Sm2FY865VhH41v4ibGnw40SrF2uqs/HH03mQZeB/T+XiF8eMzyj8IBjA/QcK8a39iZ9PjxmoC32uawaYmTO0tHK6HrJd2a2xNm20N2C7d4+273NLsFRtCbRQXN+9rhb4YFtkxts7b5mX8BA7m+roYeUT16ljZ2RNCq3MGCCNPU5qrsFk+ydqnOVy+JA915/WU2HXDv1tueV71LfsQ9/d++3J/O4RzrpQZJM6oqNvCkdjX5Mfjx7JN61G86tVWfj9SfUBtdqQB69UZeH9+uS1NI+3+vDjw4mDeXua1NXiJHfa3uDHjkZ1v6FZ5RbSYVG5kNS70+sWOxrTo4byhQ4Pfncyz9JjGJKgGIik3s60WXeLrOkQ8NjR3tfzoxrqEbaKAh48VIgfH+n7nrpOd9c6P7hfwJ7d+rex1sSgQrydO7wps1QaTw0x9Tu1PmxpFbtA1QfbvLoXOWw1KXNbVjFAUFtjznepIYoC9uz2qKpJnewVbnkI7kXjVGM9PvzAvvYmOthh9SCMXnqnJLvy3HEhs8q4AKkHtoyqCZnfrkdPk6awgK1ds6c21mXh1eqeDN+jrV4cbvF3B2uN6JAEhGwY0BVMGZ1Jz4vo+NHUGZBapcrIvnBe77mZZCOT/JPWjGMrygzooWWwNNbbb/pw/JgHb8cMLuv9rFjRe3d9XVdfVUHQoTrLWoO8RjOatWYoxw8cbd/Wc06quRe0W7Cgt+XkuP+3kKG7nZrG78OgHxvrAilfu6Y6G6svZndnACc7BuvqslDb6UWzSRfN27XZCUdHlb5/Y30A79RmY5WKshMNYXevopwJDjT78PDhApzUMUrerjD6KMnA5np/r1plm+oD+Nb+IhyP+Y5/ns/F38/moqFTwJqqrIR1xM61e/DgoUJsa/DjmXM52NKgLggdlnu2LywB+wyUgjnXbt55+H9T1Ea//2ARvnewEOdjvrNVFPDL4/mmdrDfqwvg3bqA6oGlus7k390Utqd+aDKyDPyfYwU41urDOzWRQbZOKXJOSnKkPTVjIO3Pp/P6BCLDUiTbxejihaIcWcgufjsPNvsSttlrqrLwrf1FeO688WmPiZxv9+B0W+T63dPk687iFeXEtYJ/dcK6AZy9QWMPez892pN9VN/p/LmbSFsbsPIZX68pYefO9b0WtTxA7PjQ2gCWlp5FU5KFgNSyekG6+Ie5rSZnqKa7/fs8OLhf3TGJZizFl3AJNgCr/qXtHh22obTHW2/4UKMjON/eBrTVFpufCWygnbKsfmSCgJmeBTpTZfEnenA1q/3Wmn0uWrTYYX8U346/VKVQnsKk3/lHhwvxctfny4gkMEV12FCi7nsHzV2Mz+ksYSdF6/KbOXNkp0V9pES/kxX3shPH7T8prPzGWo1lEZI5r9CHTjfxZSy00lr7vk/d8Zj7vtuen6xYt8Jqlp+Rz13IwfMXc2KmxCQ+SO/WaavDdMCkWlHJKJ1jWrczmX+dy9E8zZl6+/PpPATDHvzhlLayDXubfHjgUBFOtvXceH9+LB/3HSjCygu5ePBQEZrDAprCQncd1N+ezMfWBj+qYwKjfzuTi7dqs3G81RtZoVyKBHgA4I3qLPz+ZH7X9/mxLRjAs+dz0RHT8ZRkpUx+4I+n8vDAoSIcavbh1epsQ3VRf3G8AFtVBrJTOdHW97prCgvY09jz96Is4OfHe4Jxuxt9ONvuxds12q6dHY1+fGt/keJ0uxcv5mD1xRy8Vm3O9fijw4XYGowcI1mOBOH/ejq3O/BYFxJwpMWLlrCA7UFtx/Jwi7c7mBkr2Cl0nytA7/bm9ZpsrKsN4L8PFuHlqmx8GPTjH+dy8W5XwPdUm7e7vE7U8VYvwnEPNS1hARdiSqUcafHiWMzDx8k2L2pDQvc5/UJcjb736/2oCwl4qyYS9K3uiCyi8tfTfQfUJBl45EgBVl3Iwab6AN6v92Pl+Wx0SMCfTufhh4cL+wSsOyTgrdpIIHlTQxY21AXwfn0AH2g8xrFEGfjTqVx8a39Rdw3xnx8vwK9P5ONsuwdPnMnD813X9OqL2fjB4cLua9KsmS+pnEkw2r2uVl1Av0Xs+U1/cqQw4UDVKYXzzk6vrO7bXtQrdKxTlRqwlYZbcmw5Cb3szsbRm6GaqQ/9Wuprxk9tjdITeN23156HwnVvae8rv7zah5q94/HuO9Zcl0ptQCpm105OJdigY+GrFPePd9cpH0+zAjKJSoUk0pluAWWXPfjHUnMP07P5sf3fIy0qFkCL+fOaKuX+8Zs1Wb36hVoZDVr/6nher76gGS2hZGNpLDOdOe2BJAKnTtobJNTV5iQ4xDt3mL/t+2Puj2fPCpBsWpCylzQ8pZzaZLcFZaNkOZLNrGZmnJWCDcn/PbZ/3dRkzraue9trW0kdQxFZNedOZ9cP2Knxh6wNeTAyN3nrsfJCLlZeAJZWtuHqMuPz39pFINvmZ9qtwQC2BntuqiEJCDg08FQT8mBzfQBLK9vT8sGxUxawq9GH8XlhNIkeVAR6R9Y21QcUF8ja3ejHgICIbC9wPm6KWFO4d2AUAP51vncgLZpV//tTkcBxrldCq+jBN0c34fWYhSb2NvcEfL53sAifGtqCLI+MP3S9r9An4d6RzSjwyfjOgZ4O5B9P56HMb/xO+q/zuRiQ1YzB2SLW12bhipIOVJkwJU6WI8FYAHgoP9jr375zoBBfHdUMT0wFm5NtXhT7JBT5ZbxwIRsb6rPwxRHNGBF3vV9o9+DvSeuxR9SEIvuws9Hfq377Y5OCid6S0Ht1Wbi8uBPv1PZMIXyrJgs3VHbgka5yBKNzwzjW6sOonEYU+WXsbfJhWkEYIRloFwUU+WUcb40Eey8pDKOhU8D/dv3G8dv0cFeW8LXl7agLefCRQb1b/mgGyrt1WRgQiByfpq5ZD4+fyEeOR8YPJkRSJC92ePDbk/mYkt+JTw1rhSxHpj5Gz6+PDW5FtlfGX2IWKHzwUAFauwKTlxb1bUOrOjxYdSEXhT4JjV3f+9Ousiv7mv3Y3eiDBAF1IQFDc0S0iwKCXa/b2hDovp42N/Q81LxwMQcFPgmXFIbRJgLfP9R7sCA2oO0XWjCtUN0T755GH96tz0K7KPS6jv92NhdfH91TsHdTfWRbtgUDWFTWgV1dZWtCkoDakIBfHC/ADRXtWFxuwvy0JEIJHshersrBwhT3s1qFTP8TbT7MKen7hPD4iXwsr2zDAhPukdSXGUFBqzOU49m1CFUysgxs2uBBe24FatxTcthWdj6ArXzGhxV3uid6qKeG4MH9HpRXRA7a8WOCaddNSG8w18Tfb/s2L0aOtv/3qbooYPgIl0YC0kxtjQCkGA9+28ACdgDQLHr6JFj0Ce7G/Jxv1WbjhsrefZlOCXitOhvrarPwwwnKU2ze0JD8cajFD1nWNuB4pt2HMzFrEglCJGmjNBDZ+LCo/dnkvXVeV7VxWti1EG2s/fs9mHZJ4kZU6feUE/RblRZZNUvVRQHvb/Bi3HgJl8ywtrOkNeuVIpqbgTMaF7E1Su01c/CAoHoGmpUunLf/3JIkAUePeGzp89vWjd/f5MPE/DDU9sByveo7OK9U5ZgSUH7xYg7uHNw7oGNGN2u/hlIFe5r8uLTI+jvLutpAd9BCloF3agN4szYbIUnA7OIQKrNcuKqTCn87m4dh2WGcbvf1Ct5trvcrBpMBYH1dFtbXZWFodt+OyLag9un/0QDdT1PUO/5/cRnHjWGPYj1UAKg1qSZquyjg5YuRIO6aanPKC5yPyXI4GDdrQJQF/M+xAozIiRzbbcEAtgUDCAgyHprYiA1dwb3fnMzH5cUhfGRQG/Y1+RSzsfc1+TC5IPI5SpnO8YuByjLwusbs5QsdXoQkYHNMtudbtdlYUNbTW4pm9z5/MQcHugYJPj64FW/XZuF8hxePTQrit11Z6Q/kNvb6Tfc0+jC1K0C6qb7n3Hqja+DBl+SedzHU9xxokwS0hAWcbPMi4Im0Vnub/YoZ3f841zc43xqT5fpBzLm+vjaAix3e7sGuxgSle5482/t3iq2DFz84E+tvZ/NwbUd7934n8uTZPHwSLZhaGEarCGwPBtAaFvBmbTZuH9iKuSWdkORIGaIXE6x+frHD26vW+ZaGnv2Mv0ZPdWXfr6nOxoxC9wZgHz3at2051urDpvoArijpu90vVeVoCijLMvDtA33Pof5CS9dLbz3iWKkyF2yX6ACY2CftaI9O2xyFdUf6/nskmyR9Al1GFjPRatMGfQ9HkgR4HH6uMpIRGxuAv3jBvB3Rky0NAO3tfd+XPmdsxNbNXgwfkZ5BODPINj/qnFSY4WdUfDm3nSrX50m2Tkez2Pf6+u6BQvx4onIA+vETeRBlAV8drWW13R4XO7x45GghPjGkBcV+GR+cmAt/mRMpqc44dtT+YNOF8wKmXdLz36IYuT+oHRjoM6BnUXWk6EJ0LTFrOJw9I6DqooCZl6m/gJ0u77N7p3n3rHCSS8PjQEzcrEUHtWgMqtvRxqDQvwcKZHMXs03EtjNgU0MWbhvUDrUtTpaGgLJZlBZO05NBEv8WtQu3AZGAnx1ersrBgtIQBAFoCAt4tbonGHOg2YfyQKQFd6JhMup016h3pxQJDI3ODWOlinrXsaPlUWaWN3GDV6uzcbbdnAffM20eDMyWei1oGR9gjIrvRIdkoU/Qc0tDAB8Z1IZdCTrDfz2Thy+NbMawHLHXAiSJ6A2I3X+w7/v+pRCMPRCTcX6s1dsdQI3dr3Vx2ShPnM3Df+c0IssjKw5wxAY7E9nX5MPlxT0dk9+ezEOVQrDZCMXafyrIGnqUqYLJUU+czYP/nNxnlsuqC7kYlNWM35xMvZK5mkz3kNR7WZhHNCyQ5wb1nR48dyFHMaAMAPcfLMSPxjemfFj4+bH8pIMBVnB6KlofNm+O2YukGWZD96slxQJ/aqfpxWbGaX0gtpKVi8adO6vvwXT3Lg+mG8jwunhRwIABvU8OrQE5NQsfJpIOwVpHpmX3I4lKzugi2J9VZ4edFi1AHZYF/OtcDmYqzGaLPnftbvSpnlWm5GiLD5u7+sF6Fk10y/UnS8DRowKyVD5COtEHiA3IyRLw/EofxoyVMONSdY36sSO9t7nFYE3cProafKX7+fsbI31ULQFlK8pyxDp+TMCo0YnvUk0mljY7fND5jNt0YVb5CMNcshlWMbYon8bXb6oPqA5mOVGLRc9Xmr2dsR9n9bn37QNFXYt99f6ml6py8N0Dhfg/x1IHasxQFxKwtjorMkW/xat64bYjLV788njibawOefBuXVafTOD+zKxg8rf2F+FXJwrw4MFCtEn23dh+fSIfR1p678OeJn+fWsJmiy1XouT9BuVe4zqFAYmHjxTigUP6sz9rO734n5jMWrODyW6UqGSSmmCyWkpZv0452nWO14WE7hreRoUkIWWgrV1MnllulUR1RZ2iKZMlwzuJscwM1KbqOqmdznjhgtD9+udX+nrVXXQ7uwPfR3SUmYj1nsJ1mixTynRpEFHuTLLSvZ7nhfVve7Dlfe2/W3ShL0rs/FkB589lfgP+YdCP1RcjA/jtYmQmnl5bg4HuMmpKEiWVxPqzwvobUZsasiB13VT1XO7Pr0q8b80x10Q4HPmfVfbv82Dnh15seV/dsT7g8JT86KLyx4+pvx7i2/4D+6zdB70DqVGpBrGN+mBb5LcOOTy5MVqCkiIa6lOf08eOpj63DJfYStGgWXXeHD1izz3O1hYsUcmBZJzuP6b6/t0aylmoISX4s1X+cS6ne5Gv3tsh2BaoeuRoIdbWZKOuU8DvT+XjMZWBnb+fzU0aIF15Xl+WJakXMjmzcGuDv1fpBSVKnVneQMkMbllU4ven8lEXEvDI0ULFjHm9TrQmb9NbFKa59kc7bSxf4EoJmnU7Fw06e0bddzXURf4/1FWV6OQJ6zvPTcqzvnvL/DgVAODF5+yb6iqK7sg+T2bfHnOvkepqD06f0v6ZaqcD92fBoKDr2KabyGLOkeSG/z2Vh1+fsCdZKJEDKRI0jEg220mMeah+YZUPLzwXuc9b0abU1pr/mVaqr4/8v5YucOxhs2IdiO5tifmitjbgzdd7+meiSzLSY52yoQ9C5lJT9krPug9aWFU2za5yH4aOTouLapKsOp+NPQaDu/ub/X2ywVJN4VYqkxHvQw3Tj5piapVurLe+3MLOxoAt36PGeg3lJZ67kK1Y4yvWaYUSFuRu8QseEtlJS3kiq1lRcqM9xbTK8+2Z/3BN+tXWmPdZaqeuNzUBLUnKckYDQkoPn1Z5fU3qvoWazXBiACvZsXQ7q0rj1NWa97lJs+BcMmBJ/Zfdz0Ut4Uh5O13P52ZfL/Gf19We6G2HG9UMLFqo2cRZCOve0v77iDHxDzNr2neLlryI+atXVvvQ0NDzN+veVh+E01NuSc+dwcrMd8A9ZV1II/eETC1hqAXocFHdw/cbsvCECaUNnteRRW2md2qzUJ9kypzdXq3KsrycQNSmmMB2qkD9JpcEwYkoc5ywYMEcu/3pVOJBmVQPTum5FKuz3HO3Nk91itqVK5/xYZfBeoQ7tqt7/+uv+rAmyYIv0fp4cpJ6i45IsR0N9dFFCe2V7FimA7WZ62Y6uF8wpYSEnfFkPdfBAXEwGlz0/EHm0rJAvFne6FpA+4kzea6ZAWaWo4cdLlORosOmJmu4owNob4/5Cw2/0X6LS1zIcf+vRMuCqjU19rRte/dYO8Pt9OnU+xG0oB0Py5G1qYiUGGoNrLw0ZURO3rUqFt8y07ZgAAebffggGMlUS3UDlCHgiTO5OBuT2XXRYA3Knxxxz/T9t2uzHSkncKTFm3GdDyIiPY7HlKrYl+Kh8GBL4izr7g66DMWBwjMm1Vin9LZ9W+rzwOj0v7a21D3I99ar/45NGyLb3BqTIXr8mICV//JCkuzPBn5/Y/Jtf3Ntegd2+wsp7MWe3V6sfydz20ZZiswE2CBOxh9Pcc2RTPWXuKSrsCzgdFvf87rTYDXMjXUByDJwocPTa9aX3oWyzdLYtShaXUw5irNnhO6/TzepArpq1iF46QUfXn6x517kpgWSO7rKWJ0+6Z5tcoNtW1Lfi5Sua6N+erQA/21iCb5MY3WNbrdzbUAZADbXB1IuhhXvXLsH73bdzPT60+k8PH0ukuWV6mOqOzzY0+THL48X4M+ncvHAwUJc6OC0YaO2NgTw7QNFeLWKmchE1L/9NmbxwZ0GynKIXTe0d2oD+NHhQtTGLYDa6cBK404wI7h44ri1x0oSgVdf9qqr12ujw4fsO0dip9HW1SV/bXQFdVkW8ME2D9paEcmilgWsedmLYNDKLe0ruu3nzgp4ZbUXHTFZYBwsTyNdv1V7m4DtW1P37ZP+tDb+7loylHfu8OD1VyNBpRYd08JjtYrAmTYPtjX48a39RTiZom4/OWtfkw9bGvxYX9tTmvG97DGGPvP5iznY1+zD/zlW0GddBi39F7PbyegCeTs+6Dkn39/oRXNTevZ7zpzO8FhDV3BbawmJmpq+2dmy3sxajadGa6vO7zHZy1XZCJt8/dR3Zt75ZmYbkyxb/oPtHuzZldn3QoMpEtb1jjbUZWF4jvZCMb84HlnQbUSO2P3+U21e5HsllAas7c0dSJIZptUxl3XCakIelAfsm+sQzbJ7uzYbk/PD+Me5XNw8oA3HWn042MzMHiLqX7Y3+HFZcaemmvzxnjybh8Xt7d0L9NR3CiiL+TiJgS7Vtm/1YujQMFpbrXkYfW6lF4Cgql6vnaxaOCSV8+c8KC1V1wc5fsyD48d6Hn7a2oTuDGY7iZ0+bNoU+d6dOzy4fG5k+08cS88ARixRBLw6D2mNibW4rRZq6SkhdOK4B5fNTn4OhjoS/7Z2Na8tLdoWyTp6RHug4EiLFzsb/djckIX/HNGMUbmR560HD/XOYNvV5MewHBGe9D/lM9KbtT2zgBeUhQAAG7LHGv7cUILB6afOOrtOSrgTqK+37mRsbAQ2vOtFa4t9J3zCoJhFDY4su6i0VJyG+kg96LHjJUyf0dMInj1rzwZvfM8dsZvaTi/+dS4HHxvSZsnnZ0rpi+PHBMCkSTnHjggYMECGX+ER7fjRzAvGxzO4h9ZdoHub/XjVQLmLf5ztqYX8+Il8XQsctYSFlO3xewq1fKtDxhuUpx2+6cZ77GhBd3abElEG2iwqFP+bk/mo6/Tgr2fysL4uCxdNOL5EROnknyYtWPlWbTY6uzI/jrf6ei2uK2ZkReC+zHoY2r7Nyk6i879FsMHpLehh9GjY+YAf1VHf0++MPvSHO4Hqaud/WyPq64DnV/pwTudDup4FoJwihdNnW6PWvOzD+xv19ZPjM0oT+cOpfGxuiDz//PZkPvY3+xQDW+/WZeG+A0WoVbkIJzlnb5MP39pvzpR2M2KZJ0+Yf389ctja8/Dgfo/995oEB9uqASzR4kXn4mlZ8C+62O+ZU71/Ay0DbL0+r0Pb64MN7mnnLhgsv5pIu4iMKX1x6KAHp9dfnvJ1veqMJ1Bd7cGLz/sgxsXCDu53zzlhpYwNmdd2erGutvcwgdaA5w8OFyKoI8X/WKvxDmhD2H0/za4kU5W+d7AQ3z9UlDToTERE7rG2Jhs/OFzYXU+5v2Qo657+GKe21ryOotUrg+vxxuu9+zLVVc71S44lyerV+7BoNTEmGBkMClj5jA8vPOfD6VPu69+pdfiggLfeiOzX0SP940EpVkN9ZFHKhnodb9bQvu780IP9e915fJXuE385nYf9SWYPPqoyqeef53Lwnf3uWUdGq1NSGQDrEmys9P9MWNg+Klo20m2szqw9ddL+tt3ubtuB/fbt48UUCwQDvQcJov2o9nahV2BPT2mDtjZg7WvpN6AY1SEJqI4pwXqy1Ys3qiODgGfaPJr6+4dbeoLTDxzKjGAyALQ0q2sQqqvUNxzr3vbiw5hFp/fsVh/YT+dyaIauFK/g7j1/uSoHNTE1Ir+v4yL442kuUBH1Tm0W/lF8Iyaf7sSnh7WiXQT+djYXh2JKfexq9GNmUc9KALsbfajMkjAgS/mJb09j+jbWRER2UlpIzwzrarMwsyiEbUH95TTSiWhSALLNxHIXL6zyYcg898y+cVuQtqNdSJglEgrZuy1qNRwZ2f3npjRd+Cnerp0952jVxfQNjKsVm2UOAHv3RPZZ7aKK0QdEQQDCGoKMRw47e2zfrQtgcn4nyuJKBW6u92PlBeVg4V9TBCT/fjYHs4o6UZkl4rcn83F1WQc21gfwkUFtGNFVonB7mt+D1oZnYrEc7LXuAbmIic1wZ2dkEdhcB8MEsozE6yx0XbrxGZOptLUBOTmJ/12UtGfu6vXeutR9op0fejF2XCSSHFvaykhwrqMDeGV1escn6jo9+OmxAlxWFMKHQT+krpN/YJaIJ87m4caKNiwqV9d5asjA+slaROuvq1FfJ6C+TsDMy7R3okUR8KXpaWdoswNpcH5Fp2SRcee7pk/sa/YnnBb1j3O5+Me5vn9/95AWTCvsnYK1q9GHv51lwJ6ISI0fHbYmc2t9XRbW1/Fe6bT6o8OBoU5vRcRzz7qvVxu7Gn2sYzpqwBKp0Xx+QK//zlLRTG7d7MHMyyTIMvDmWi9CIeDmW0U0plhg88hhAWPGyvhgu7Pnc3WHB6sv5uC1qmx8Y0wTfnKkAF8e1Ywyv5QwmKzGjsYAdsSsAfDchUjUavXFbCwp70CWpycCdLTFPYNrWv33gcLu4A25i5kLY50+5cHpUx6suNO56UWtVWXY06jcXry82ofbPhLGure17XMwKCAnR06YzX3kkAfjJ7hsxFmJgYByp0sHqfWIH6R7oivucq7Di5cvZmNdXRYemxREXUhAhyRgUHbf37a/zF50XBofZ/c9MVBGevJsHi5vCaG+U4AoC6aUBSEiItKqucnpLVDWerECgAtrX7jc/n0MKJM91NR1PXXS02fqe1sbIKaYYbLzQy8AESeOOXs+//RYZHHzkCzgx0cig5hPn8vFRYtqcp5q8+GPp3s/ExxqSd9nBAaTyS51B8ck//e6SMakFgf2eTBwoIjOzsSv2b3TXffcg/sFTJjUOxonyz0LCGrJVpYluGEJC1us60ok2d/kw1+6ZpgsKO3AuLww2kQBf+8qXXPbQGsW98tkK5/x4fY7tPXnm1uA4mJrtsdqgiyrv8yOPL0Snc0t3f/dEhbwA4sypoiIiIj6k2i208pn0jegQkRE1J9UDpAypgzQ9UvDeO2VzOiDzJsv4vBBAdXV6n4bj0fGdTeIGbP/RFpUluTgT/cv0fw+Xi1ERERELsBAMhERUXrJlGAygIwKpm58T9vMCkkSMmr/ieyQOa0fEREREREREREREVnKUEC5VeonRWaIiIiIiIiIiIiIyFhAOZ1X4SUiIiIiIiIiIiIibTQVifndyTxU1wuQIUCWgYYwK2YQERERERERERER9ReaAsqDskTk5YgQBEAAsC0YsGiziIiIiIiIiIiIiMhtNAWUbxnYjs78tu7/vrw4hP97Mt/0jSIiIiIiIiIiIiIi92HNCiIiIiIiIiIiIiJShQFlIiIiIiIiIiJKK4GA7PQmEPVbDCgTEREREREREfVjxSUyvL70CdBOmizhpltF5OWlzzYTZRIGlImIiIhc4NJZIhYsCju9GURERJRCbgYGMa+5TsSQIemzX1LXpsb/FivuDOP6pexPGXHHoFanNyFtFRWlzzVklKGAsiCYtRn2+MH4oNObQERERKSocoCMigqnt4KIjCgoiDxIXnd9GCvujPxv6DAp5ftmzxGx4k73BEDyvZFtzvHIEGDtw3G+V8L9Yxvx32Mb+bxGaeOGpSJuXJ55gctkMZ5p00X7NkSFiopI2yTLPRsd/T3y84FZl6vf3jHjJEya4q79M6LMn3pfvj2mKeG/zSrqxHXl7WZuUr9w+x1hXHu9tvNoyFDJVfd/LXxG3hwQ0ivynuPV/p58r4RmkYncRpX4JXx1VBN8AnC+wwtJBrYFA9jSEHB604iICMDMwhA+bMz8Njk7R0Z7m7tGxKddIqKheDvy8i51elPSTkWlhOoq9tPIfL6cNoTbcjS/77LLRZSVaXvPtOkihg1313PVhPwwtgcD+NaYJvzgcGHS1+Z4JLRJia/DgVki2kUBc0tC6JCAIp+MThl4uSpyfGUAhX537T9llpmXifhwu45gQAK33h6GIAC5uaZ9pGqlpTLypm7F6fWXK/673y+jvELG+XP67o3JAsrjxsvYvVPXx1pC7mo2Cgpk1FRHNjw/v+ffR4yUsW2Lus+aPkOCIAD795q8kQ6ZUdSJN2v6nvN3D2mBKAtoEQWUBSIDh+PyOnFjRTvOtPtQHhBR6JMhCMB1FR1YW5MNAJhX0gFRBjY3ZNm6H+lk6U3h7utn0GBJ9TU4fmLqQWe3yvgeeK7X2I/jcdczp+MWtR3Evw1pxeeHN8OjIVvhvjFNyPECfg8wPEfEyFwRHxnUhiJf+l48RER2m1UUsuRzy/wiRuVmTlZGMkuXuW8/h7oskOQ2Y8crZ26MGiOhoMCBDeqnrl2SntkzusUlzkzoeuCbNDl531VrMBkAxk+Qux9Cl98cxkKHSt9UBiLt44zCEFYMbMM3Rjchzyfj3pHNKPZJuGd4s+L7/mu08t8DwK0D2vCfI5rx3XFNWFzegRsrOzCvNISFZSE8NCGSjTwpv5+dW2S7klLz7rNzrxThNZSWZ1CK+MTMyyRMm679GXvYcCnp58+9UnTdDPXy8sjvOn1m4v1dcLW2ft/kKSImp3mm8rLKNiwu68CMwr7PDdMKw5hR1IkrSyP/9sjEIP59WCuG5kiYWxLC2DwRlVl9j2epX8JtA5mxnExOzBj0FVeqvwZLSy3YGJtkfEBZko21el4dby8wGCT9+ujEUw+csqyyDd8b14grO45hemEnxuSJeGRSIx6dGMSNFW344shmLC5rx8cHt+KxSUE8OjGIzw1vxuT8TnxhRHPCm89/j1O/r98e02jS3hARUVR5QMTXRzdbPKHZPYQ06PkUFTv7a9z2EXcFd0oTBAKys9Kn/Fp+gQx/mmdgFhX3/Lm4JL33RZ3eJ9fkqZGBjclTE/fzb1imfO3k5an/1qxsoNyB0jdFPgl3DGoDACyp6IDPg+6gwvAcEd8d14RxeX2DLA+OD6Ioybk9rzSUcJZowAN8d2wjbu/63nS3uKwdV5d1OL0ZpECWe8rRGOX0bSf6/RUVym1RVhZQUADNU+hHjYl8XqL7amFh5Pjdcrs7+ggVFRJ8/sifvUmTz9X97tH9njRFxqQp2s6VGTPdFYBeWBaC3wN8REXb6hHUJVEW+OR+l2w5dZqIaZeo+20nTOp9PaZL/9QoYzWUNb3Wno7nIxODvTK4ZhXrz+Yalh3WlIUbNdfAdwJAmd99WbsLy0IoUFjxVRCAReUhjMgRcUNlB2YUdXb//dg8EZ8e1orRJmS9XVvejrJAf3h4ISJKzIq+SYlfgs/TM22QUhs7TsLyW8x7oMqJm1Uf6LrfjRjpTH/A49H+IGqlwkSLmwgySssSn7jRf3Ni9feS8ce6/+z3y7j+RhHX3+iuB04jBg92X1/VbNklDb3+26PiqSlR4Hj4CPcfL1EGRuSKeGxSEOWBxNs7NrenbZhW0Ilcg1UEiv0yfBny4H1dRQeyPOlxM11Yak3g+9NDW0z5nBKTB61kGcjJNSmg7PD56u16Jh8xyuRzrevjEu1edEaQz4bs7DlXpL5fXnW1unbVjkSCUaPdc93HziQJxO17dBaKHqNy3dMvtMuESTKGj0z9215zXRhTp7n/Pm8F2/J0ZJvG8jwCcNvANozIiZzwuQZu6l8a1aI5Q/mxSUHkefV/Jwuf97i0a2DgsUlBLKngaD8R9U/ZMfcxKx5iFndlU7mnK+x+Hk8kA8gs8b/riK7O65Ch9v8qiabzV1Ta21EeNbrn+xKd9gKQtO7s1YtF3H5HGDc4UOYku7hnVtXNt0W+Pys7svCaU8aNN+83HD1W37k53WVZXMnkDazp/rPR7c7WXopZ8zRtQHvgOjdmsEVUOatzYn4keeSGinbcPbQ14eu+NqoJNw/IjMxjtbxC+gzOLijrwGwLymjlemXFhKw7BiU+V5RkZZt7IP1+YEqS2QWaKFwqQleJHDtmokyeYs39uLsv4oIBnqHDUh9HtX1iPWWItPKYV57bsFE5yveOgVkivjEmcXmiRB6bFMRjk4IoTvNZVn0I6q4jNYPJdgyyuJWxgLILGhslfg8wNi8SUJYBfHFEc8KaX0rG5XV2j8BoSev/8shI+YbhOfpHb2Q4P+oZL1rfzE4fHdSKuwa34bFJvb97TnEHrmHQnYj6kaHZPR1DM2b7fHNME+4e0oIVA1vx6MQgxnRNYfam2UK7Torep60Kso4YKWPFnWEMGmz/b5Iog6u8wt5tGR6TnR2d0hqvpDTyWxQlyGAWBGf6VMlWlQ84ue6lgWMxdFjk9xjUlZmsd0Bl7Lj0aWd8gZ5g2+gxxrZbz+9eUantO4uLZcyeI+GmW9U/h0TrjwLACpUBvytLQ7h1QBsWpijtMChbwvxSa+r+u9Ed/g0AgEsKOx3ektS+P64RBT4Zdwxuw5dHNuFro5pMW9dGBvDIpL5lCmcXd2JRmbpnuOuuD6sK4qh12WwRhYVAaUxgsaxchl/n7FelpjS3a3bCdTdYP2hWVp783/Vmd0c/V8utIivLPW36lQtELLqmb/vnttgK6TfzUvXXV7LycdcvDWPwnB0Jy8bEUnP/Tl5yJbO5tpKgkXR8AFhQ2oFZRSFcVdqBEbmiYs2vRO4Z3or/HBGZrpOjIdt4aI7U6//1kOTI6PY3XFJH+XPDm/tMlbDDzCLlztiKQe24vqIDKwZqG+UmIkpXnxjagoWlHZiQ14npBh9Ui3wSKgISphWGMaeks1cne3ax+x+C3SLaSTVjEY3KAe6aIjdwkHK/J3Y655SpxvposaU8BBUDGbm5yn+flx95byDmgXbBojAWXRPG9Uvtm5oZH4RP9vDh5IPtpEn6z7XhIyL7OHee5Jr6mVbz+EUsvyWM2z9ibnDLMl3nlpbg9fSZEiZNlvAx/3pcUqjud/UKkbrI8bM4H5kYxHfG9t/1TgqFSDa20mJWbpMXU8ZwaI6EQdkSxuWZc11HP7nM33OfmFoQ6V+omcWbHWhFYRGSljPSSum+JkB/e6z0vvkLIgu5ZWfr+0w9Ei006E/RBiQaDI/ul5rjEh24snLNB60zQwYOlHsNGmSaG5eru0bjf5E7uwYLb6w0PynP7vUUKgfImDpN3XkxN0HZlJwcGfn5gDcQxrz5xtvrefNF5CTopy6/JezozDQ72FZDuVxjgDjPK+Nro5pUBw5vH9iG5ZU906pyvMCdg9uQbXC0YESCKQNRakda1Ypekm7pjIzVEIg3y6MTgykzwy9LEHAmIsokdw5qRa4XWDagHf8+vNVwm3zf2MSDlXoWoc1EaoKl0TILZtTlSxQsdUp8PWelv58wydgDRGzmtdIq2AWFPf9eliSoEH/Kzp0noqIikoWWn29oEzW5Yl7vcyYa6AYii/GZqaxc2+fdtiKMkaMkXHt9OGWQQQ2Pp2dq55Ch7uirGpGdk/x4ZmWpv85zLajVfd0N6oN8eoJjgUBkscFcwXgmsUcASjJtSrRKCeu8u9C0AuVnqNsHmlOeJNqXuDamXOEnk5RGiRfwRc7F8eMtPqaCuZOt8/Mji7kJQiTwN3ee9c/QhYXa33PNdWFctVDqk+npjQn2q2lLAgFg4aIw5s6z4D7QNdBsdGZIptHbX5xV3InHJgUxKd/8weDo7CUrGC01lZegH3jprJ5tNuMMSzabMCtLXcmMdGbb7gV0tNiDsiUMUBlYnVsSwoIy86dVpZpefH3XzXJ8XuIA56WF6rfLTc3mZ0xaVCGVRycGcV15O+4Z3oyPDmpVdRPrbyuMullOmiw+QpSOikxcpHVMbrjfB42nTU/eOc3JkTFxsvo2zdPPyoTccnsYNywNG86yjc2qUpomqLY+ZPRhQe6q/WpGwFSPkphM9TFjJRQWAt6sECZPEXHlVb3PuYpKGaUJssrU0HLsb709DI8XuGy2hKKiyN8V68wmUwrsXz5HX/vkpmydMWPNa2OtyD7XEjCqSFCWZtIUsVewKMqqgNekfPcnfZhdruia69xzTqeSnaDf7vMAX2x8x9Bn3zygDcO7ynTpTf4ZM+QgAOsXUtMydT5eqms9NzeyBkLAhQvKF5dEtn/UGBnXLw3j9jvCGDNWwoJFMeXVVB778opIbWqzTewatE6XQNy8+e65/q8pa7d1kVMrZ10ZLZElCJGZAxPjZmfFnt9GzzE1/Tknz2Ole7/ZbNs9rSebW5rfVJvtEYCHJwTxmWGJR17nlKgPKEsqF8Sw2o8nBDGpwJ4pjYIQWRV5XJ6Iy1ROufYIwAPj1E2rm1UUsmTRif4s0GuRMPuvVrNnBtjlhor27sUmyd2GZGfOlO4Sv4THJgXx+RH2DBK6mTdFr0drX8WMjvRoEwNaVvP5Emd8mK2sNHJskgUfo8d//ITIMUxUS9lO0XIeghDJVovPlPZ4gEXXirqzWbWUG/GauEiMUoDB49W3cFZsBrcWeuudJpOoxIseTic7JHporaiQce31kfNm7jwRefkyrl4ctmzRz08NbcWPDa6/8u/DrL1fXXmVlLTWuVZuCnwZSfQokdrg09mvv31gK+aXhnrdF0v8kuYBBr9Pe//r6sXqp5VHZyUUFum/h+epbb/d8VivSBAiWdWCAMy4VOpVwkupLUvWVzG7jrJpiyfaxIn1LhK5vrLD1tJaeXna3zNseOrfN9kiwlqO9oCBMqZMk3qX5oj5o9Hax6kSVQBt50fsgtRGLbomjFtXWD/YYdvtr9TELCs7qekc+j3Jpwpruabtao7G5ia+Wf/HsBb4XNQxMqrAJ2F5P1tlOl6et/f1N62gE98eo79O92gDC0+a4cbKDsN11pV8ZlgLrilvx40V5p4vE7pmMMwv7cBdg9u6F/0kbX443p4FQn8yMYhbB7hj0MKMprjCgmslUw0dru0ubEan3c56i66R4jALQiSAOfNSSVUAe9DgyCKGeheK02LkKHP6s3rPHaOL+pldlmHWbEl7DU0dmzD1EhFDLQiAFheb91mJFrS0y+Ahic5NAfn5wIo7I0HkG5aKKRf1MsIjwPBzxAQLpmbHcnGcz7AZcTNjB2WJGBYzSG52sOny4hAeHN+IuSV9A8ffGduUNOnKLGXlPXXeU7lhqdizcKXegLLKgVW1H5+tYWBuTlxd2Pj21+cz3g55FAYlfEkGKBOVytJjwdW99y+a5R3NtFy4yF3PUDkxZZNybbgHJBtUXlppf7xDz31vwsTU/ajoed2nLJXOazZ2Ro4Z10hUcUnq12hpcx1duFknW2ool/ol3DGoFUvK1T+gR39mu2/4t8fVbDbj+7WcsrJNfdH5pR14bFKwO7D1+eHN+PHEIB6eEMR4iztxZkl1qB6eEMRtA9twXXkHcrzA4iRZrQVe7Q+IHtfk0af2b0N6n9deQdadgRD15ZFNWFzWjo8O7n3zemhCsPuGNjAr0nhrqaEefw0m8p8jWpLWWNealf61UU2YlB/G9RUdGJitP2DwiSEtvUrgeCDjU0Nbcd+Yxu4FLkdqDMhP11A2B4j8vlF6FvhMVabn6gTX0g/GB/GTiUF8Y3RTwimVRmR7gccmBbv/900VgyLxGeGfG96MxyYFMae49+r0U2NqCnqF3ln4TvjEkBZcV96OUbnGg8Gp1gJIN5fM6L0/Awepv15T/apTp2m79mOneqaaQj1qTIJFcDR9YwZSOACDXZTtEy9RP83uhWn00ptJmWha88BBMq5doq2NUfMAFm/8BBnTZ/ZcQ9ffaF1fdfIUUdfCg+MmOHsOxJZeoeQ8XuOZacnE9zGclOuV8aVRLXhgXCMuKwrhhgpzB8zH5YWRa8O0arN4vT1BG6szS9V8ekVF73ITqQwdFvepFuyC1uMSX9rJiIrK3t99zRIR8+aLuPlWEctuDqO8wrSvMkXsQMbcK40dBzWzcHxJSoxkOZAQqKcPW1Sc+jXR43rdkvgBBn3fmZcH3HJbZCaDmQOqyQZanBY78KU0SGQWy0+7Yp+Ee4a3INvbuzi/W8WPribLUI7P+jSD3bfj3K6TyysAPiGSbZ0p/B7gipJQd5ZEcYKFQhaUduDK0kjQKTbQd9vANsWyGqV+EUOywyjsGt36zxHNpmzvf45o7hXUitbvLvRJGJJt8AbVdR4PzhIxt7gDNw9oR5FfxieH6JtS6BEiq0LfUNnRp8B/wANcXRbCTyYG8bVRzfi3Ia342qjmPsHfIl/f62dZZZtihgMQCfjGyvPJmNP12tjg/qMTg3h0YhB3DG7rXtVWjbJAz/YMUzje5QERg7JEXBMTTB3cFTCPnc53SWEYV5dF2rpROWF8ZlgrfB6gNKaTENB4nSWqQR8fLP7EkBbMKgrh4Qk9521lloQHxzfinuHqztPRuWF8ZFDyEe4lFR24O+7cGZQlIscbaUsqsyTVgez4+vOXFysHs5VWjq8IpG6D44Op0UXtVgxqx2OTgnhoQhDj8zr7rHw8yMCgghbzS3rfF68rb8cjE4O4pDCM6yo6DE+h/q9RTbim3N333ksv09a+5cZNrysoMG9b1GQRFAw93/3ngIaM2BkzpO6FZvo7GZH6vkPnb1X8d6trZ7pBvs6yD+ksWupCTyBPECLvu3VFGDfdErZ0JMbv1/eQOHCgvt80fpCMlPlNXvDPyoBymYr+id3yfTI+OrgN+Smy86YkWLRPydDssKbXp2I02SWRRANiZs04MUQwtx9jRttYoFC7Pdk9KztBhrIZmaC5uZEAt8frzhldEyf3nEMlOgZLY6Uqy5ZKomeodBTtj8f3s41k8Pr86mcyZILorL0Vd4YxY6Z1bZ3lMfXvjtM3rd6uTN1Ukt3Ykm3i9RXteK060uppyXSza7ejxdrvGNyGUQ3htMxgy/XKCAgyQgp1p29WKHExtaATqy70veMtH9AOSY6MsBf6JDx8JHIXvaKr9vXNA9rw4sXI+wIeGfeNjQTmNtQF8MLFnKTB3qvL2rG4rAM7Gv1YdSGyNOu8kg5srO/dOt48oA0jc0QMGdyKPU1+zCjsRLsk4MFDhRiRI+Luoa042ebFb04YK17p88i4fVBP4GxqYRhTgp3Y26x+RYWrSju6A6ZRXsgQISA3ZpAlWgZmemGkozmnpBPPX5QhygKuKu3Assp2vF6dhXdqs3DXkDacbPViQVdg/9rydpxp8+JAS2S7SvwSBmVL+MSQlj4LDTwwrhF+j4zvHYysOBQbECrX0KGPvfbyfTIemxQpr/Ct/ZHP/fro5u59ur4ysv/ragM4V5WD2wa24Ta0dQ9ajM0Tu9+vZEFp5P3RNuI7YxvxkyO9e2+zikLYFozcNUvj9mNxWTsuLepEcVwpoUsKw7iksG9WVa5XxriubZJl4HCLD388rVz06t+GRALgj00KQpIBset/Dxwq6n6NTwCmFYbxjawmhGXgF8cLMDuuE1Pol/HoxCDCXQf2bLsXFzq8mFMcws+P5+NChxcrBrZiTkln9zEGgGvK23HbwDZ850Dk7749pgmFPinhYFfscT7d5sWvu66RAVkibqxox5BsES8J2eiUBcW6yAEP8B/DW7v+LCMk2Zsvem1FO96LaQ+uM2HgdXCWiHMdkSdlI9n2dhk1RsYH29W/3hcXBJgyTcLhQ+p64ckWj5k0RWX9xdIGAH1TZEpKgOqqxO/zeCPPeX3u8/00RdnrA4Q0XNTV54/UST55ovc5N2euiEMHPapLKFw+V8Lq5xOft6VlMupqzT851AyaDBgooUmsQ2u1uXURps8w3h55uzJLQ1au+2bzNWnGdHEz6y661fyFIt5+w8XpYDHG54XxStzfjc0N40irOds/Ob8T+xT67l8d1YRg2INNDVn4xJAW/O1sHsbnacu2v6IkhJ2NgYTPWNEZaO2SgHuG9+2XG/HNMU1407yP62bl4EEyag6NllJNiuUeNBx/tTM7lO4Tema3XDFfwnvrPZAt6FtH1ytwmprjkpcno6Ul9THIygbaE0wgUJNh2l8W3k40gBHLzLIWVpsyref5w6yt1rL48cRJEvILZJQX67umDN3VrDxnl0XrVzp8YYzPC+PlBP+WLOh9TXkHrizpwL5mP4ZoeKCXbDr3x3Z1LnK9MhaUpedollcAHprYiH+dy8HWrsDbHYNaMTvBwn75PhlfHdWEXxwvwN1DWvBKVTZqOyM9DI8ADOsKqn9hRDP2NfV00q4sCWFCXrhP8O7K0lB3ZvMXRjRjQ10Wdjf58bHBrfjHuVxke2Qs7Qo8zi3pxNHWEAp9Mm4a0I6wLGBLQwD3j21Enk/uvgEEBODSrlWRc70yvjKqCZVdwcThOrOUx+aGUdS17VMUFsb41LBWfBj04x/nclV93k0KtWUfmtiIJ87k4toUmZBfH92Mc+2e7qDnDZUduKHrGM0o7Nm2JV1BtWCngMeOFnSX7FAKlkYzLe4a3IoBWb2P0fAcEYvK2jGvJNQ9UJBIoizgKKWb9ILSEOYUh5CtsaPq90TaiGhAucTfN4B95+A2FPslHGv1YVFZB2YUhlAT8sIryBiTK3Z39u4b04hDLb4+7YwAGbJCAyoIwPj8MD43vBl/OJWP2wa2oTbkwTXl7TjV5kNBzA3YI0T+5wfwrTFNeOxo7xSKyqzIdz46UTl4Lgg92fEjc0WM7Crf8NlhLdjT5O/OMP/+uEa8UpWNrcEAsj2R6+GLI5ohQluWz7AcEV8c2YzfnMjHp4e2dr/34YmN6JBSd7S+NqoZFzvsTY3UMz3t9oFtCEnAS1WRHlU0gHznoFaU+CW8UePCFA4LaXlQTFZKQW1QJ3Yh0tiHropKGYcOJn9vfgHQpG492YyWG3O7KSxMn07/1EtEjBkrw+dDn4ByfgFw6Sz17VWqLJsRIyXU1ToTBZkyVcKhjmO6AsrzF4h4b71D0RsFl8wQsWuHtu1Jx2fyKRrL9aSjdKwtGevK0g7TAsrDc0TFgHJFQMLgbAmPTAzCIwD/ndPYPaNSrej5PzhbxJWlITx1tqfB/uboJuR6ZTx61MyU2h4lJmehp+KGa13LYrJqyj0k26d8lT+bWXW2KysjNdtffcncgaAVd2ovSTR6rIRjRxJ3uqdO0/ecreZY5ReoCCgLMq68SsQrq5MfK6cGR9xk+AgZ27Ykf42eNTV8fhnDhss4ftT8Z8HcXBmtrQIWXxvGW3EDo6bOUOiiJZt//EQJfj+Qr3PhY9cO85pRN1KrLIWRHyPtaba3JziYyFdHNaE25MGTZyPZgnbdRt1wAzXLikFtuGlAG7I8qRv1wdlSd+BuUkGz4qDA6FwRo2POP0EAKrKSd9Qj74kEPc+3Rxqh+aW9g6v/NqQna/rWgW1YWNqBwhQdp9ggod6b+6eHtSDgidS3zU7QPg4zmKHuFaBq0Y3ygKQpa7jIL+PhieqiL0rXmkeILOCnRqLj+92xjQmvS0GA5mByKncOau3+vkhgPbL9ZQEZZYG+HajSgIy5gb77/v3xTRCTnF5KWdTJFsEpD0j4zthGnGzre9vQem4W+2XML+0ZyMrzyVgxqA1LK9uR03U8R+i8B4zIUc4OVxO4LQtItk5TLfFL8AqRLOvYLO1U5nbNnogGlKO1C4v8EsbkiXizxvxtzRT+BAGJWZeLuqbBRRcjmThZ6l44Junrc2Q0NWbGHfjSWSI+2KavAYxtM+I7vXZllUycJOHAfm0PDRMmOh/8VpOZY8TQYRKKigGhKvLnM6c9KC1Tt9+CIGNAkrIPZj4Ia7nvTJws4cA+Db+1zZeo2YukZSoeph4jEqzFET1G0XJZRToCtLHvmF7YiafO9vx3quchPcbndeJQi/qZklYrL5cxbbqIt9+M9HcrKiVUV+kLMA0cJOPkicRn7pwrRAweYvC+Evf26Qmmtg8brv63M7NNylXIV5o6TcSe3fZGRsvKZBw7kvjf1S60GE/NsVKTsHDTLWLyQbOu72FAWd0xrxyg/boqL5cxdqzUHVC+5jrz1moYMkzG4YORBXLj9epjmdTNjP+YQJIAc7LZm2oYC7+b1Nhck2SxNDWUpjHroXXxKjMa28HZEqYVhnFt14KFShmFVsikzqunK6indZ+sqhk9KFvCf41uSpqt61MRpFaip253tF5vTpJjVB6QVNWCzvGkbwaM1oXwoor9smUZE7cMaMO9I3sf91nFnQmz7LXI9cq9so3NUOKXe2WSm8kjRALL/YlVpZ0u07ggZbopK+85cNGarAsWhTFosP72adgwWfU9RI6ZAlxaCiy6JoxJk6WkfaKS0sh2KtVljS/hkS70LkSitHihN2ZBp+tvdGcJrqHD3HH/CwSAygHWbcucK6TuKbxzrpAw41Kx1+roiSy5MYzltyR/XfxiS0YoBSkAhZrssrbHlSFDJYywucZiVpbx79OTjeV2AV/vfnSiAcHhI3r+LAhyyqnwY8ZG/t1nYzZsocK6IXpcVhTCt8c0Ykxe32vtP0c0d68bY7XoNaX1CCq9/uNdCTdWLOYMaM9mXXC1iNKynv8uKIi0b3qkGowbOkzWvVBq1OChvc+tESOVv9NNGf7F/WwB0UKFLPRlN8WtQZTi98mg0E1CoxMsXq2HntZk3Pje79KzgHAi06ZJuOmWMPyBSFmxWJbE5eIOgJWLXbti2ZPJBcYCwtMMvj9KaRQ32aEfYGImW7Scgl0lL8haA7Mkw4tpKbltYPLF0oxQMyugTXJFk6GLllrmdrmyNIThaVi/nMxxk0Ktdy0GZYndC0PGipYWKfVn5rkVG8gcNjxyXVdURDKBzJKbm/izfNm9gxylZZEaesma/GiQ69LLevcbpk0Xk67YnYlmXd637zQ1Zrq+1Rm48dQujjd7jjsCygBU1Wmedbk51/+YsbKq7KqCguQPxBMmSrofmnIUrsdEnzVsuNzrYU0GNC2GOXeepOuazC9I/R1Tphr/TdQuYlpc0rM97uv9qOP39R4cVRMQW3StmPI8y8qOHJFyc0uEJyVAX0BodG7vZ9yPDm5DWYLZMGbN7o3fzlu7+irzei0iHNkGWaHGslbRhbXzTQq6axFfhuDKq0TFRWGtmJKuNLiqR7QfZLVBZgakEnzUpbOc67fm5Zl7HBXrXWeYgpiSZbH3HL1mXiahrFzuE4Cfcan282LKVO3Xl9asZi0z6gRPzwKDg+KfV2L+s0JHZrWq77dwRMJQdMis7dKTdQkAlxaGcHVZB64qdWYF+08NazHts6LTsZXKbhBFTSsIo9iBDlfUcJNmAxClg7G52s53pQDx3GLl+9OdwzsxTaEmuBZfG92Mr45uxg2V7SgPiBjWVWe92C9hbG4YHx2sPWD9qaEtmvfbLQxl+cR1aJSySQDg5lvD8GVrzwCPBkmzsntnSxWpr3SSMZSCk2pLKpgpuiCgmkAgYPD80qHPA0cauWK+uUGB+QvUfd7ceZEBmvkLJNszyq+9LvU2Tpys/Jtq+aVHjVH3ajMH2Jzi92mfEVVSoiITvuufzXrAVpthrmfBrPj1W2JdW96Omwa04aEJQfxgfOKFoLWKltEa1NWnmFcawmOTgrh1YM+MYr3HTultWR7go4Nb8bnh6p6rr7pahD8mqK52oTkl8TNtnLxurlqYvA0xGqAcaDAgbCTD2R8/CJLg/Cktdeb4L7kxjBKTs6aVBiaMuGy2ewa1rXT1YhHXXd/7WshTXkc+KS01hHXT2Q4OGdr7PI/9r4FJyoZpUVRs37XkinTDZGUHkv1Ofo+MpZXtppQtmJCnvdOSa+I01WkFnVhW2YYbK/WX/xivYx8ovQgCMFFhYT2reSCj1C/h7qGp6yQTZYrPjeh5uLlneOqSMMMUFs5MVAt6dql5AZfhOSK+Naa5u563V4hsu55spSkF4YS1GZ2SKLgLADnZ6jtMi65Rv19KD8sVlVLCKdeRNyn/9S23hRN2bPXUeLOS4FV/zugOKCi8r7QMuOnWsK6FdvSK1q2cMlXC1RrOjajxEyMPdzk51vyGOQolHa64Uv3vU2lieQmtBg+WTclWiipMvqZut9jM4tiBCysSc2LLtACA122r0sRsnqAhQ9tNfF6V/d24H1hLPXy1A0pavl9Jntf832BJRQeuKg0h4EH3+hNmGJAl4f8b0YybDDyTJqJ0FAQBuKyoE8UqSpDc9pEwKitlLLom0hZOmSr2WmguW0OfINXrpyRYpE3wWJNFG98fmDS5J4BYXiEnXJAv1ekX6BrwcPKeEIib9VFZobwtRcXWb4sSMzPQr1oo4vK5fc+R3PgMaKEnS33a9NTnlJklo8ySbUK5JjXcOkB6yXR9QX47ZuLZElDv4ooMZb11JM36/kcnBvFZFQuKRX1xRDOWlJt7k/UIwMKyUHe9WzXiaz6XJBnFJjKiwCfjvrFNuhb3IMoE4/JEfGpo8uwZpasjugjl8K4g7ayiEG4b2IZctwUfXCw2YyX+4V9tth4ATdknMy/Tfj9N1CdRmj4/YKCEwUP0lwCwSqKAsllTc6NBWCV213csLo5kixeXAGVlKV/ex7CuDNiAgdq1qeoFxgc7KhI8hMfLzZUVA9J26lNKROW5fsNS9cH9seOk3lNhY74yugCVVQ+iZk4z19oMTJ+ZOvgQmzVboHOxKacNKjub+kUWiR8wSCZVMGpBaQc+M6xFV+m16LnhE2R8XeNaP0aMzBVtq8esR0FBpP2Oz/qPH9gxMuA3ZoyMygESJk4ycP9L8vWpFoGLXS/CyBoRVy8WMX2maPssm1glMf24+QuVy4qkI4/CNV05QMaw4b1XxRoxUu51TywukREIAAuulrDizjDGT1B/ng4dKnfPsIrlg33lQgL+SBxs+qXm9A1nqlyrwQ4FhZEyW5elKL8SCMgYNdqcfoDeNUncwuDmOxtcMutBLNnnKO3hiFwxYdaZnSotWGmX3E/PlDm1BMi2LQxJlG6mxNTrH5UbxvHW3rfQ2PvFp4a2oMAnY3iOiAfGNSLXKyMYFmIWeOwbhbq0MLMX0zPD5CnWLGQR/zFqasam/JAk5i+w5/5dXiGjptr4QTJrwS+fBVl6ZikqlhFsUH+sog/nfgM96VTHddnNIurqgKZGAe1tMYuSpdjMa69P3EfVdW7rMG6ChDOne6IGao9sqiBLrOkzI9fRjg8i/x1bz7CktKe8jCVhSQe7Smq+evAQGTt3aHiDC+Vk9S3bNHmKiH17jaXjxmaCjp8g4YNtfT9v2c0iXnzOnKf8OSUhFPllFPq0PTsOyhIxMieM7cEAphZ0YoCLnvs+MaQVb9dmIcfFbTqQOlCTbODNHwCuWmj+MR84SMKF8x5VNYmvviaMvbs8GDtO/3EuKAAKDGbiq5nlkOweetlsCVOn+5CX675+rsfic7ikNBI89sY0M9eoKJGUiMcL3Ha7iFXP9j6553n3Axim+3P18HmBnAJg8BAJk6dIeOP11G3m7Dl99330WPe0I4IALF2u4vcx6b560y1h+NN8LRVLx4euLLG2tnGZCRm511eYP51HrfKA/sbk2q4M6S+P7BmtVpPdXOiT4hZVoHSzpKId8y36DReVKX+uFVP13GS+Q3XYKX1dUdy3U5wbkzEwIS/cveBivk+GR0BMMLmvRyYGddU8tsKQrtIdFQbuUWbSO4spXqLgs9psmQEpylO4MWaTnS1jyFD1faW8ATUWbg0wWkNGeSozVS5OFjV4SPLjcMU8EX4Ns3AKCiPTVC+/Qv91Mm5C6t+mtDSS3TRhUs+2pQrMJ3s4maxjoRo9SjXMCNBSjiYZrVnuVy92V3kftQrjaiMqZS/m5kHTYoRpw4SGtixmMb5Ro2XFGRh+v7FFpkoVnlG1DoB+bniLKWUdrTA2T8Q9w1sNL0Ce47G2PUrVPmsZLI3eH3LKGlS/J9kZpObQlZUBCxZJqrOLszSW/DDT4mt7H+vY68fnAyoq4vZYcMcAyQ03WtPXjQ4AFyUp26aXUp/V59Dx9HiAK66UVJcr0VKSSK9rrkufe7uRWW6JqF1sGuhdWkcvS0pelPlFPDi+ETcPUBeszfHKuHtIC6YVqKuV9cjEIP59WAvmlxof5XJy8aH/b4T+Rf2ix35ojoRHJgbx8ISgquD4qNxwr0UVKP3keIGbLfoNE2U/f8bEBSjdqNIlgTNKH7G36sqAiC+MaMbA7J6bstapoh7B2hV4tZhaGMa3xzTim2NS143OBInqCs68VMSEmBINQ4Zp6wRXDpAwKkVJA6tdMkPSlPmQU9qg+rVqF6KKZeaUW63B6eIUC5Tk5QOz56j/vQQBGD9BNpTxqzcrJVEtxasWilh8bfJ+rTdJcmeJiXWP48WuBg/0zlIq1VFyREnCbESFtnXSZKlXYFErJ5vrigS1VOON68pqTPfptKkIBn+NRPdeI/fkbG/kediIPF/mzRmcXdzZ69n7q6Ot7WcUF5v3WdFs5oJh5wx9zviugcRUi9EWFmpvj69d4tzzTPz93YpAqhUMlYdKcoEWFAALFoUxo6sshNE+fvzb4wdEc5DZyVE3Lg/jltuV+zfREldRWvtW190QVsycTmaSkVI4Fku63kscM5IMLBn39AmRFWLVXjh+DzCtMIy7h7bCHzearvQRHgGYkB/WNSoaPxKaqnSFlU2h10DmQG5MdopHiBxDNRnKOTrqd1H6um9Moymfk+m1kwe6aBohuV92XDvqFYDRLiiDZKayrhW5fSnuU3Zk+JmRzTByVOJrPFFfZfRYGVOm6W8brloo4VIdtZjNpDXYmVWk/uG+olLjxgCuSeOeMlX5eh00WMaCq92f2RK/OFP0/C4ukQ2tVD90uHXna3zN4fhVzs3gVN1opTqaVrthWRjDR0R+r0SDBNOmS7j5tnDGB5S1WHaz+dd3eYLa5rOLI4lS+V7t11Wejvekg1yv3GvB42Qzt5Q4eQsZ3FWiwhswtjh6RWWkHE+y7OgVd4Z1tWd2LsSVyqAhmf3sqEZFRU/7nJdn8MPiTv6y8t5tz0BP0OAXqDe47AwAIMvG8y03t/fgaOwih0bP+8JC7c8aQ01cR8FsiWbbJVvk3AjXdTG+PaYJjWHrbhdaR4fip9oqTWFywhUl+rKzMz0wSL2VBvh7Rw3OlnBIIdH6v8c28rqghMr8YnfpCgD4/0Y091kANZPPnlS3TCMZfmpMnSb2WfkciGQqhOJug8myeS6bre/eranPEPNaLQs69SdG68QFAjJCIQFjxlrXF9MVKHfYpbMkzdnoSkaOsua8nTCx7wKUXm9PjWOjRo+R0NiY+GK15Kki5kPNXKBPrbw8YNZsCbl5kcUJlQiC8WvObQIK+5Ms6z5q/gIRtTWCpsBDICBDzdmTaMrworIOLCzr0LX2yS1ds3xHdWXzXq5QZovsNXmqhLHjJeys19BuZUhXQM/ipkNSBJR92R0It9lU1N8iWi7tQYNlHD5k7vcvuFrEqn/ZH86rLLmIyxaMtP171bIz0K1XdrZs2aDL0AQzKhddI+KFVeafL4YylHMTPTAZ6LkV+mUMzbHuQcFoLcb7xupbYTc+o80ovTWrZhWxQ0L90/UV7ciNy/gQIDOYTEl9e2wzPjakp7bxyFwRRf7IeROdATAwK7Oyk43SU8Pv5lu1BZZyc/tOZS0tA5beFMbtd/T+LKX6mHrkpsgWir0tzzBp5etk9JScSCbZwjRmlKqYPMX4dZJfEPl/KzNp05HWwOGNy5WvN601iNWaeom1v9fMyyQsXJT4/CouUfhLg/WF3ZBsL3iAKVMl0xbNTAdehWfhWXMiv8aVVymfAwuuFjFgoKx6au+0SyKfo7YETrKSGXoX0o4udlfsl/HYpCDG5mVWP0NtqbnYshDZ2XLKC8/I4nPx0+bjCYJ5C9SmkxuWhTHnCvPb8NKJx5CVJSe8btPBgIFazjd1rx03Xlvprf4qFFPho6S097FNh1k5y24WLZvFmCg5IP64zF9gzrVn6BEhO8GI8NUuXuAq86pRacPgGfVXXgEYlt3TcBb6JPxgvDklQah/Kg3I+PzwZnxkUE/A+brydnx8SKuDW2W97BQB49jA1pIb1QWK1db7Ki9P/t05OX072FctMNZhmzRZQkGhnDqoGvO9ZtYKVvwqQXtmQ36SB+2BgyTFVa3HdGU+GqkTHKUUCNKqf/fgzJOb23dKZHyNYzNcMkPEHB2LFs6bb26AISen776Z+cBp9KG+sNCc7eivsrIErLgznDCLUmtJkmj7HRs8vGRG4nPSiqCOP8NLFH51VDMempB6in5s7ftlN4spj/Xlc3vu96Wl2o6hz4Js/vhp8WMSzCYwxOIbY16eulkAWmUVtGD5LaKu7Ge30LSgmcrfKVEf2+gCmJkmHFPRYNhwOWlpu/5G7T1J24BIYpY88lxWbKy2kJW0nmqxAehvjtaXnQwA+T6e5OR+md6BzYrZv48Obk04KEak1pg8sVf9+usqOjCj0L33QK3iOyWzLhex9Cax69+U24vYhezMetC+fmkY8+aLumoKKq2GrcXkqRKW3OCuDJqly0X1Galdv0GyrJc5c5WzHLOjWdAm/I6JpuCRM+IHPRYsNP8cHzde1vW7Dxps/bkydpzBDGWT2raly8MpV3mP1j2cl8aZfGkl5reN1um0OzN1VE5m/9Y+lWv/aL1/GynxYkW8Lv68STUgDwA+n7a2KVoGZqyGzFa3CdhQotHoLPVYefmRD9NyHzB6fmlZaC2dpGMguLxCRlaG/h56mJ4QPr0weUmFHI+ENqnn7rC0si3Jqy0Q05hMLdD20F9hYOEui5OVqB8SIJuecX9lSQghScAbNWlQfEiHaOf12vJ2jMuw6YNEVohvYYYOiyy4O2myhMFDlO+JI0fJ2L616z9M6sDn5wP5+eY/cCRaTEkPO5NHsnVmDAcCMkpKZQwYKGPXjp4RNTumTaYqGWK1vPyePw/OgMWCSkpk1Neb98N5HB5gnTdfRG6u9b/LDcvC8Pusn0WglpZBMqVMa7JHbIamxytDEiPX3tRp1vQl+/NU9lhDhkg4etijawZFslk5bnXdDWHNpYcCWZHFJs0OcPl8cq8sUCstvUlMq3rTejK21V7TaXQYDMnOkdHeJmDiJH3xtbx8GS3N9jeURUVy0hJbZpi/UMR766zplJWUyqivM/e4md6d+rchyQPEOXHHpljjKJxRsd+m5lDG11wlcotHJzViXom55WX8HmBJhXtL1pglflE1IlKW6D45eaqkXJc0/v0pehmxWbOJMp71uOJKdZ29UaNNbAts6tdGj1mq4FK0NlrsZt10q4j5C6Q+2ZlmlKNIZspU5wfwYhdOKyzS9t6JWqa12sRoiYrcuBXnraqfrNagwTKKiq39jsIiGXl5SJkR7DaMLdpLabAhtvRC7MPkuAn9JfzjjLIyYMhQCXPnab+HzNRan9SOCy3F6VJYCE0LR0ZlZxufjRXvuhtELFhkzsKpqXi91vdDzFJcwmveDN0lPHRed/EB+mi7PX2mNf3N6OcGTF6/RMkAhcXI1Vh8bd91ZOItvNr84+OS8Xn7xP48I3JSN5JlARlfGtmMH6uo85SMmfeorCRlCRaVtZv4TUSZZWFZB8r8Iibn29NBIuoP4hfDiJWXp/z3I0ZGHvRGjel54IsPcBmRKgPVinqx+THbb+bUynjRhYMKUtRdLezaxxFd0wkrYzqosR3xZFNNy7oyuCsSZHLHljdJZMBACRMnO/8Apjfj7/Y7wpiicjEvOxnNYJw3X0TlgMh+XX1NZt8TowHkykrnz0Nyn/gFjEaOTH6exP6r1kz3Owb1XWNhQEDE7QNtnrGbJjxeYO48SVedca110jlw01tuLlBRoe+9w0dk3j3T+AaY+rK0ZOZi0vG/55RpEsaMlTBqtDX3ebvXOijRMXBRUpr6PPf6gMlTRcw3scyZqQHlfBXZvBPztZWZEExO/B8RU5PqqtLk5TmihuWI8Bk8UmbuxSeSLPg0Li+zHwrIHl8dpb9euJsNyJLw7bHNyLN5ZgRRulLTsS0qUnc9xb7ustkSlt8SRkFBz78rrjZsoGe95IYwlt6kfE/slW1mEsFj70NUskMzfITUPZW+rAxYcWcY+fnKr73musSdyooK4JbbwwkX7ph6Ser9nTzFfQ+WWjj+EGqR7Gxg/gIJNy4Po6zM6a3pa+ly8/qzOTnADUvDmDY9+bmotwZphc5A9aJr2Wc3auAg4+1L/IBZovIv0Vk0AnrqWms1W2GdoYHZIuaW9DyTDspyfkZHv2RDW19YbP13uEGqBZT7owztSqQ0N2bGYKIkEz2ipTJGj438fyAAzLhUsmQBSScMHmpd33nSZFl3FrQSUwPKXxjRkvI10x1erCh2ZDhTHxKo/7Dqdj04u6cR++KIZou+hYjcTk0ZCrXZuCNHx5a36LtYTaKAp14FhZFAUqaJ9l1ig1jTpou4+bae4NTsOeo7oqkyw7VmecXLL0j9GtLOjD6sIDhf2zoRPQtwJpOXnzqbdPwEfQ9wZTqDJ6Wl6l4XXQAqUx6UzaTmOtAylX7AwN7nwMiu2TSBLGDe/Mif8/KARdeIWH6zNQMC5YH0HoRLV34bSi4MtmHBUTdw415aOXNMDbNLkqSDQYMllMQkcJj5EwwfIWPFnWHMvDQz28sJE2XbSs4YZWrTmefVfprYfW2X2rCKqBI9/f48r4QWsR+2PqSanmtOi/KAiBG5zJQgoohkAZnSUhlTpkU6dpfPFXH6VOTOd/XiMNraBJSWydj5YYJM5ATSbeB38BAZp07qm6qmVvSYxP4W48bLjh0rr1eGKCb+cqdr8xKp5dYBqFmXS6iuknvN6KAINe1ecbH+z584WcaESWF4PEBuXqRdlxEZaNM72HZ1WTveqc3Mxa/TmR2LglJm0NPfUtsOxZ6FXp8MMSwkzfheuDgcedMG7dtktfEqyqKRMkEAysvVvz5+MNROtpc/j78cTrR5MbPI2axlW+hoeLI8MlpEYE5xBzY39KRyFSdZUCzA+HO/sri8A/ub/Tjb3jdtJWBwgat7RzajjIvXEfVrsbeuCRMlxU50eYWMkyciC1aUdk2dHzZc7l4ErawciN79hy3YggEDL1X9/aPHpNcD3pChMm77SFhzXU0tlIJeeh5urrshDK8J25lfAAQbjH+OJjadFm7OCI1mXY4cxft0pvP7U9eFJ2sIQk/7Gh0cM3OqMJlvwdUiQuqqWvaSxRi/adx87zTD3Hkijh3xaFrgVxCAGZeKSdcdiTfvSgmSBAwclPg9WoKOjkjQP01UWoh6aOnbW/nckfK7jX7A3OKO7j+r2emcuAXlZjpQAmNGYQhDs+1NIb95gPbFFnxdx/Pqst53xQFZiR8ehmWLWDEwcY1lyiw+ofc1GGtwtrHM4uE5ImsNE1G3MeOU7z0jRspYujzcHUw2kxkBT8XP7erIWtEBs7JTt+LOcPcCY0BkccPYrKrF14Yx5wp1bX9hYaQMgGF23iZsysL2ds3+KSq25/v0iB6KQgsWmCRKd3rr2Sd7ls3OBm5YFsYlM4wN4sR/hdNT8TNNRaWMIUPVH9ToIsGD+kk5CjtEEwoyUXa2jPx84JIZykkWyYwZK6sudQREFk1OFkxOOzG7cuVVIiZNllxbditedk5k47X8fmZQu07NpZelcYby7YPaMSpXxIsXs5HlSb3DBTEBqq+NasKg7OQ7H3+hfmO08cXCPj7E/pV0C3SUJvj0sFZsbfCjVEOWqCAAc0o6sfKC5q+jDJNuU8WJyH3yvJGZMskIgvn1TqNkWBNDvGS6hJwcYEgaZP2NGy/h8CHlKPWsy3v3D0pKoSn7xQx2flt5hYzaGgHZFmeSFRYB9XXArMs57ctplQOsf0gqKpYRbNDf0hitM076JerrWtUHNnNRKXKHy2ZLuHSW9uAgJeZktqTVZszkrCAtYq+r2P5ifj4weWr6HMvCQuDaJWEUFNr7vbPniHjj9dSdjGwHS3aZ0gWaWdSpq2xFqmCyksok2bnpYmCWiAsd3pQPyeUBCTdWRrJPvzyyCb86UYCPDWb2MalzTZly5jIRkVrXV7TjybOZ9wTtD6RPRza6IBcBU6ZIGDFS0r3Q3/VLw5qCf+kwbTeTz47rl4YtHzwAgKsXi+jUOEU+dmZA/AKj5Dy9wUGj2ceUfmLLmlDm0nMvKSiQ0dTU++QwZWZXEr3qJafZeSl4ZMhS743OzgYGD5Fw7mz6jzI4MWvNjj6QUbaPqed5ZSwo7cCMQnU9t+iiYzMKQ5hTrKMgklvEXFv/MawFx9t8yNbwoDI0R8Jjk4LmbxelvUSdoCyLF+wjosznS//+X9qLBqu8bm3T4zZr4iQJB/ZHTpyp08xd1FXwwNDCZPkWPwjaadQYCSeOCxiqYWp3urHr99KzwJreWRk5OTLa2tIsSuBSI0dJpg8MZjswOCCnW9SIKIGFi8KuDYIOGNj3XplqAWW/A4sKl5VHEglaml16IJMoKQHqanv/nSAA02dGAsqsP69dOtR2tz2gLAjA8gHtql9f7JfxzdFNKA1I8KbfddUtuumVARGFfhnT/f1gIUKyRTHrHBORHdjUOKKwq37aJdPdmTmXkyujsTHSy7nyKhEDB8kYPERCU5OA4SN40lilsBC45XZzA/ZkvYJCBpSNKC7uaVMum+3ONpGovyqvcHoLtFl8nTvvob40mB2lRW4ucOPyMHLSIDhK2qVF1a+KDChzEeVkFzKgosY1pZ9xefYuMElERPYpLARuujUMv9/pLVFWXAxc7Fq3Ibp4jBO1nM00e46Ig/s9KC3zoN3iZTemTBNx5pQHQ4dJOH3ag9xcGYU21+gjShfFJSpfmIYxew9kSBA0rZ1DROQWyZrddFl8j7RLi4ByJqgISJhf2oEr0rlsB7kS634RUaZi8xYRcGDapVqTpkg4eCCzaqMUFEQWPPR4rD8DJ06SMXFSJEtq4mR3ZksROWX0GAnHjmpvX9Lx3vHQhEbsbPJjeiFnsWYiQUjfQdZMdOVVqe+36diOuAkHx601foKEQwc9mGJyeTmtMusJwMU8AnDzgPaMyrYmIiKi/i0dFq4jovSkezBNQyTILWE+nwe4rKgTPkaxMhN/V1eJzqhKxqm24dLZIioqJRQaWDPCCZOn9cS5VtwZdnUyRCaYMk3ClVeJmDjJ2bsYM5SJiIhIEZ9/iIj6Kq9wSxiSlOhdXM9nQ2mhbJYg7JeKi53eAtJq2HAJdbX2j5qXlgILrk6/JMTKSrZtVps6TYQoChg8RILHo25gxGrMUCYiIiIi3S6ZIUZWdyfqJ3JynN6C/kFvWbeJk/QFY+woI3dVWQi53p7ty/E6HxAgC3WVulBTYoHcpayM16ZWo0anXyA8nUyYJGPyVEn9egI2YEC5P2GbSERERCYbN15Ou9XdiZxQwcxmTby+yPEaNlxbkMLj4lI8PgG4sqRnTZ3llRav/EmuEHDpwrpEZrp0loQVdzLBoD9hQJmIiIiIiMhiZQwoazJgQOR4jR5jXdab06Wdsl0c/Cbj5s6TUFYuO3+ikWZsrckN5s2PzG6YNt2dsxxYQ7k/4Y2MiIh0yuYUbyIiQ9gV16a4BIay3fILGBIiZw0ZImPIEHcGgkiboiK2J2S/QYNlV2d9M6BMREREKdlRW5KIiMgMVy0UUagiAOREiGhifhhraxz4YiLSZc4VIsrLGVAmiseAMlGGYuyHiIwq8nFxDSIis+TmOr0F/UflAPcGf4bliJhdFMKYPPdmnRH1d/6YutdDh7m3PSFyEgPKRBngkoIQakJenOtgITYiMs+gbAaUiYjMkpvn9BaQW9wxmIvxEblZQYHTW0DkfgwoE2WATwyNdErz8rLwyB4fTrfz0iai9FNaKqOuLmZ+BadaEBERERERuY7H6Q0ga31lVBO+NLLZ6c0gIiJKKXYBpZtuDbNuMxERERERkQsxjTHDDc6S0MEZy0RElAZ8MfXqAgHntoOIyEo5OazH6RYeplcRUQJXLRRx+jSzG4gS4S00wzG7q/+5qiwEACgPcCSBiNLLuPFst4gos10xX8TV14hObwZ1ycpyeguIyE7DR6jva1YOkHHZLPZNiRJhhjJRhplR2IkZhUGnN4OISDNmihFRphs8mNnJRERElP4YUCYiIiJX4KQaIiKyW3GJDC8HNImIiDRhQJmIiIiIiEiDG5aFEe50eivIDNdcxxIkREREWjGgTEREREREpEFentNb0H8NHsKapkSkT26u01tAlDkYUO4HsjzAFSUdmFXENAoiIiIiIkpPK+4MO70JRJTGJk3hgBSRWVgtqh8QBOC2ge0YlsPpXEREpM3/N6IZowYdsvU7s3O4aBURERERmYsLQBOZh5cTERERJTQyV0RFcbXTm0FEREREREQuwZIXRERE5ApC1zB3VsDZ7SAiIiKizDFwkISiYqe3giizaAoo+/JYwTxdVJbkAAD8+ebWGQuUlcGfz1VI3MqbG4Bf4DgRkdul27VahBLkB4z3AUpzipN+Tn4AWLxAQEWljGyXBpVT7YPbPtfN2+CGfU4m2x+AJ+DV9V6371sq6b79ZuhPxyC3uNR1/Xu19x0j16mZ3HgMtXLDc55Z/Q2ruKVdcMt2qBV/nTqx/ddfY+vX2crO9sft16ha6XYNWS03kKPrfYIsyyxUSEREREREREREREQpsYYyEREREREREREREanCgDIRERERERERERERqcKAMhERERERERERERGpwoAyEREREREREREREanCgDIRERERERERERERqcKAMhERERERERERERGpwoAyEREREREREREREanCgDIRERERERERERERqcKAMhERERERERERERGpoiqgvHr1aixduhTXXXcdnnrqKau3iYh0+OQnP4lly5bhlltuwS233IKdO3c6vUlE1KW5uRnLly/HmTNnAAAbN27ETTfdhCVLluDnP/+5w1tHREDf6/Q73/kOlixZ0n1fXbt2rcNbSNS/Pf7441i2bBmWLVuGxx57DADvp0Ruo3Sd8n5K5C6//OUvsXTpUixbtgx/+ctfAOi7n/pSveDixYv4+c9/jlWrViEQCOCuu+7CnDlzMHbsWGN7QESmkWUZx44dwzvvvAOfL+VlTUQ22rlzJ+6//36cOHECANDe3o7vfve7ePLJJzFo0CB8/vOfx7p167Bw4UJnN5SoH4u/TgFgz549+Nvf/obKykrnNoyIAEQedN977z0899xzEAQB//Ef/4GXXnoJP/vZz3g/JXIJpet07dq1vJ8SuciWLVvw/vvv48UXX0Q4HMbSpUtxxRVX6Ho+TZmhvHHjRsydOxfFxcXIzc3F9ddfjzVr1pi2M0Rk3LFjxyAIAu655x7cfPPN+Nvf/ub0JhFRl2eeeQbf//73uzvRu3btwogRIzBs2DD4fD7cdNNNvK8SOSz+Om1tbcW5c+fwve99DzfddBN+9atfQZIkh7eSqP+qqKjAfffdh0AgAL/fjzFjxuDEiRO8nxK5iNJ1eu7cOd5PiVzk8ssvxxNPPAGfz4fa2lqIoojGxkZd99OUAeWqqipUVFR0/3dlZSUuXrxobA+IyFSNjY244oor8Jvf/AZ//etf8fTTT2PDhg1ObxYRAXj44Ycxa9as7v/mfZXIfeKv09raWsydOxc//vGP8cwzz2Dbtm149tlnHdxCov5t3LhxmDFjBgDgxIkTeOWVVyAIAu+nRC6idJ1eddVVvJ8SuYzf78evfvUrLFu2DFdccYXu59OUAWVZlvv8nSAIGjeXiKw0c+ZMPPbYY8jNzUVpaSk+8pGPYN26dU5vFhEp4H2VyP2GDRuG3/zmNygrK0NOTg7uvvtu3leJXODw4cP47Gc/i29/+9sYPnx4n3/n/ZTIebHX6ejRo3k/JXKhL3/5y9i0aRPOnz/fq+RblJr7acqA8oABA1BTU9P931VVVax9Q+Qy27Ztw6ZNm7r/W5Zl1lImcineV4nc7+DBg3jttde6/5v3VSLnbd++HZ/+9Kfx9a9/Hbfddhvvp0QuFH+d8n5K5C5Hjx7F/v37AQA5OTlYsmQJNm/erOt+mjKgPG/ePGzatAl1dXVoa2vD66+/jgULFhjYfCIyW1NTEx577DF0dHSgubkZzz33HK677jqnN4uIFEyfPh3Hjx/HyZMnIYoiXnrpJd5XiVxGlmX8+Mc/RjAYRGdnJ/75z3/yvkrkoPPnz+OLX/wifvazn2HZsmUAeD8lchul65T3UyJ3OXPmDO6//36EQiGEQiG8+eabuOuuu3TdT1MODQ0YMABf+9rX8MlPfhKdnZ34yEc+gksuucSUHSEicyxatAg7d+7ErbfeCkmS8PGPfxwzZ850erOISEFWVhYeeeQRfOlLX0JHRwcWLlyIG264wenNIqIYEydOxOc+9zl87GMfQzgcxpIlS7B8+XKnN4uo3/rTn/6Ejo4OPPLII91/d9ddd/F+SuQiia5T3k+J3GPhwoXdsSOv14slS5Zg2bJlKC0t1Xw/FWSlYo5ERERERERERERERHFSlrwgIiIiIiIiIiIiIgIYUCYiIiIiIiIiIiIilRhQJiIiIiIiIiIiIiJVGFAmIiIiIiIiIiIiIlUYUCYiIiIiIiIiIiIiVXxObwARERERkZUeeughbN26FQBw9OhRDBkyBNnZ2Th27BjuvfdefP7zn3d4C4mIiIiI0ocgy7Ls9EYQEREREdlh8eLF+OUvf4lp06Y5vSlERERERGmJGcpERERE1C/9+te/Rn19PR544AEsXrwYy5cvxzvvvIOGhgZ86UtfwgcffIC9e/fC5/Pht7/9LQYMGICLFy/ihz/8Ic6fP4/Ozk4sW7YMX/jCF5zeFSIiIiIi27CGMhERERERgI6ODrz44ou477778MADD+BTn/oUXnzxRQwaNAjPPfccAOCb3/wmVqxYgVWrVuHZZ5/Fxo0b8corrzi85URERERE9mGGMhERERERgCVLlgAAhg0bhvLyckycOBEAMHz4cASDQbS2tmLr1q0IBoP45S9/CQBobW3FgQMHsHTpUse2m4iIiIjITgwoExEREREBCAQC3X/2+/19/l2SJMiyjKeffho5OTkAgLq6OmRlZdm2jURERERETmPJCyIiIiIiFfLz8zFjxgz85S9/AQA0NjbiYx/7GN58802Ht4yIiIiIyD7MUCYiIiIiUulnP/sZfvSjH+Gmm25CKBTC8uXLcfPNNzu9WUREREREthFkWZad3ggiIiIiIiIiIiIicj+WvCAiIiIiIiIiIiIiVRhQJiIiIiIiIiIiIiJVGFAmIiIiIiIiIiIiIlUYUCYiIiIiIiIiIiIiVRhQJiIiIiIiIiIiIiJVGFAmIiIiIiIiIiIiIlUYUCYiIiIiIiIiIiIiVRhQJiIiIiIiIiIiIiJVGFAmIiIiIiIiIiIiIlUYUCYiIiIiIiIiIiIiVRhQJiIiIiIiIiIiIiJVGFAmIiIiIiIiIiIiIlUYUCYiIiIiIiIiIiIiVRhQJiIiIiIiIiIiIiJVGFAmIiIiIiIiIiIiIlUYUCYiIiIiIiIiIiIiVRhQJiIiIiIiIiIiIiJVGFAmIiIiIiIiIiIiIlUYUCYiIiIiIiIiIiIiVfp9QHnx4sU4c+YM3nzzTfzyl79M+Lpf//rX+PWvf23jlqWv6DEle913331YtWoVLl68iHvuuSfh6zZv3oy7777bxi1LL9/5zndw9uxZXe+9++67sXnzZpO3iIiIiIiIiIjIPfp9QDnqmmuuwVe+8hWnN4PIsAEDBuB///d/nd6MtLV582bIsuz0ZhARERERERERuZLPyJsb/+f/oOn//NysbelW8F9fQ+HX/yvl6/7whz/g1VdfhSiKmD9/Pj72sY/hS1/6EsaNG4f9+/ejrKwMv/zlL1FcXIxXXnkFv/rVr5CTk4PJkydDFEU88sgj3Z+1atUqbNmyBY888ggeffRRbNiwAV6vF9dccw3uvfdeAMCuXbtw11134eLFi7j99tvxpS99yfR9j/rft4/gT+8cNf1z//3qMbhn0diUr9u8eTN+97vfQZZlnDp1Ctdffz0KCgrwxhtvAIgc+zVr1uCFF15AW1sbBEHAL37xC4wZM6b7M5qbm/Hd734XFy9eRFVVFWbNmoXHHnsM3/rWtzBr1ix89KMfBRDJ6vzGN76B6dOnm76/APD3/U/h6YN/N/1z75rwcXx80r8lfY2R47h48WLcfPPNeO+999DW1oZHH30UU6dOxaFDh3DfffdBFEXMmjUL69evx9q1a7u/88yZM/jkJz+Jt956C6tXr8Yf//hHeL1eDB06FD/96U8BAHV1dbjnnntw6tQpjBo1Cr/61a8QCARMP0ZR2/6xE9uf3m3651521zTM+lji82bz5s34/e9/j+zsbBw9ehQTJkzAz372MwQCAaxcuRJ/+ctfIAgCpkyZgu9973t46qmnUFVVhc997nN46qmnUFJS0v1Zr776Kv7yl7+gvb0dHR0deOihhzB79mzF7w2Hw3jwwQdx+PBh1NTUYNSoUXj88cdRU1ODe++9V1MbtXjxYjzxxBMYOnQoNm/ejMcffxxPPvkktmzZgp///Odob29HMBjEN7/5Tdx44424cOECvvGNbyAYDGL8+PHYunUr1q9fj5aWFvzwhz/E4cOHIYoi7rnnHixfvtz034SIiIiIiIiIMlvaZiivX78ee/bswbPPPovnn38eFy9exOrVq3HgwAF85jOfwUsvvYTCwkKsXr0adXV1+PGPf4z/9//+H1auXIlgMJjwc8+ePYv169fjxRdfxNNPP40TJ06go6MDAFBbW4snnngCK1euxJ/+9Cc0NzfbtbuO2LlzJ37yk5/g5ZdfxtNPP43S0lKsWrUKEyZMwMsvv4w33ngDTz75JF566SVce+21+Pvfewdt33nnHUyaNAn//Oc/8dprr2HHjh3Yu3cvVqxYgRdffBFA5HjX1dVZFkx2AyPHsbi4GM8++yzuuusu/P73vwcQKW3xla98BS+88AKGDRsGURQTfvcvfvEL/PnPf8aqVaswatQoHDt2DABw7tw5PPDAA3j11VdRU1ODjRs3WnsQHPThhx927+u5c+fw3nvv4eDBg/jd736HJ598EqtXr0ZOTg4ef/xxfO5zn0NlZSX+8Ic/9AomS5KEp59+Gr/73e/w4osv4p577sGf/vSnpN/p9/vxz3/+E2vXrkVHRwfWrVsHAIbbqKi//e1veOihh/Dcc8/h4Ycfxv/9v/8XAPDwww/jxhtvxOrVq3HDDTfg4sWLAIDf/va3mDJlClatWoWnnnoKv/vd73D69Gkjh5aIiIiIiIiI+iFDGcpO2rRpE3bt2oXbb78dANDe3g5ZllFWVobJkycDAMaNG4dgMIht27Zh5syZGDBgAADg1ltv7c4QjTdgwABkZWXhrrvuwqJFi/DVr34VWVlZAICrrroKgUAApaWlKCkpQTAYRH5+vg1764zx48dj0KBBAICSkhJcccUVAIDBgwejsbER//M//4OXX34ZJ06cwLvvvotJkyb1ev/y5cuxa9cu/PWvf8WxY8fQ0NCA1tZWzJkzB9/73vdw5swZvPDCC7jlllts3zc7GTmOV111FYDIufz666+joaEBZ8+excKFCwEAK1aswBNPPJHwuxctWoSPfexjuOaaa3D99ddj0qRJ2Lx5MyZOnIhhw4YBAMaMGYP6+npL9t0Nxo0bh4EDBwKI7GswGMS5c+ewaNGi7qDxRz/6UXznO99J+Bkejwe/+c1v8NZbb+H48ePYsmULPJ7E43GzZ89GcXExnnrqKRw7dgwnTpxAa2srABhuo6J++tOf4u2338aaNWuwc+dOtLS0AAA2bNiAn/zkJwCA6667DoWFhQCAjRs3or29HStXrgQAtLa24vDhw93nARERERERERGRGoYCyoVf/y9VpSmsIIoiPvWpT+Ezn/kMAKCxsREXLlzAjh07ul8jCAJkWYbH44EkSao+1+fz4V//+he2bNmC9evX46677sKTTz7Z/W/xn22VexaNVVWawkp+v7/Xf3u93u4/nz9/Hh/96EfxiU98AgsWLEB5eTn279/f6/VPPvkkXnvtNdx5552YN28eDh06BFmWIQgCbr31Vrz88stYs2YN/vjHP1q6Hx+f9G8pS1NYychxjA5mCILQ/V4t593999+PAwcOYN26dfjmN7+Je++9FwMHDrT1XAaAWR+bnrQ0hZWixxDo2df49kCWZYTD4YSf0dLSghUrVuCWW27B7NmzMWHCBDz11FMJX//mm2/iV7/6FT75yU/i9ttvR319ffcxVtqeVG1U9L2x2/jxj38cc+bMwZw5c3DFFVfgG9/4BoDE54gkSfjpT3+KKVOmAABqampQVFSU8DuJiIiIiIiIiJSkbcmLuXPn4oUXXkBLSwvC4TC++MUvYs+ePYqvvfTSS7F7925UVVVBlmW88sor3QG6ePv27cMnPvEJzJ49G9/+9rcxZswYHD9+3MpdSUu7d+/GiBEj8OlPfxrTp0/H+vXr+5Re2LBhAz760Y/i5ptvhiAIOHDgQHfQ7Pbbb8fTTz+NgQMHdmdl9kdqjmOsgoICDB8+vLt8wurVqxO+NhwOY8mSJSgpKcHnP/953HLLLX2C/v3V5ZdfjrfeegsNDQ0AgGeeeQZz5swBEAnIxv8GJ06cgMfjwRe+8AXMnTs35e+0adMm3HjjjVixYgXKy8uxdevWpK9P1kaVlJTgyJEjACKBagBoaGjAiRMn8JWvfAULFy7Ehg0buj9/3rx53efFunXr0NjYCCDSZv7jH/8AAFRVVeHmm2/G+fPnNR03IiIiIiIiIqK0LXmxePFiHDhwAHfeeSdEUcRVV12VcIGs0tJS3H///fjsZz+LQCCAoUOHdk8Djzd58mTMmDEDy5cvR05ODiZNmoQFCxZg7969Vu5O2pk/fz4OHDiApUuXIhAI4JJLLsHhw4d7veZTn/oUHnzwQfz5z39GXl4eZs6ciTNnzgAABg0ahEGDBuG2225zYvNdQ81xjPfoo4/iu9/9Ln7xi19gwoQJyM7OVnydz+fDl7/8ZXzmM59BdnY2CgsL8eijj+LEiRMW7El6mThxIj7/+c/j7rvvRmdnJ6ZMmYIf/OAHAICrr74an/vc5/DHP/6xuxzExIkTMWnSJNx4443Izs7G7Nmzce7cuYSff8cdd+Ab3/gG1qxZg0AggBkzZnSf+0qStVFf/vKX8aMf/QiPP/445s+fDyBSW/uOO+7AsmXLkJ+fjxkzZqC9vR2tra347ne/i29/+9t45plnMHHixO7Puffee/Hggw9i+fLlEEUR3/zmNzF8+HBTjicRERERERER9R+CbPVcdxeor6/Hk08+iXvvvRcejwcPPfQQRowYgbvvvtvpTeuXZFlGVVUV7r77brz00ksIBAJOb1Jaefzxx3HnnXeisrISr7/+OlavXo1f//rXTm8WGWBmG/XEE09g3rx5GDt2LPbu3Yvvfe97WLVqlQVbTURERERERET9UdpmKGtRXFyMxsZGLF++HF6vF1OmTMGdd97p9Gb1W6+99hoefPBBPPjggwwm6zB48GB89rOfhc/nQ2FhIR5++GGnN4kMMrONGjFiBP7rv/4LHo8HWVlZ+NGPfmTy1hIRERERERFRf9YvMpSJiIiIiIiIiIiIyLi0XZSPiIiIiIiIiIiIiOzFgDIRERERERERERERqcKAMhERERERERERERGpwoAyEREREREREREREani0/Li+voWSBLX8CNyq7KyfNTWNju9GUSUAq9VIvfjdUrkfrxOidyP1ymRu3k8AkpK8jS/T1NAWZJkBpSJXI7XKFF64LVK5H68Toncj9cpkfvxOiXKPCx5QURERERERERERESqMKBMRERERERERERERKowoExEREREREREREREqjCgTERERERERERERESqMKBMmqx77D2nN4GIiGy274UDTm8CERFZxI1tvBu3iYjIjexsL9k2UywGlEmT2kO1Tm8CERHZ7MDqg05vAhERWcSNbbwbt4mIyI3sbC/ZNlMsBpSJiIiIiIiIiIiISBUGlImIiIiIiIiIiIhIFQaUiYiIiIiIiIiIiEgVBpSJiIiIiIiIiIiISBUGlImIiIiIiIiIiIhIFZ+WF6+5by2aq1qs2hZKE6v+4wWnN4GIiIiIiEzC/j0RUfpiG05OYIYyEREREREREREREanCgDIRERERERERERERqaKp5MUNj1wHSZKt2hZKA6v+4wXc/sdbnN4MSqCiogDV1U1ObwYRpZBu1yqn0RERZTa39e953yEiUs+uNpxtM8VihjIRERERERERERERqcKAMhERERERERERERGpwoAyEREREREREREREanCgDIRERERERERERERqcKAMhERERERERERERGpwoAyaVI2vszpTSAiIptNvGmC05tAREQWcWMb78Z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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows = 3\n", "fig, ax = plt.subplots(nrows = nrows, ncols = 1)\n", "fig.set_figwidth(20)\n", "fig.set_figheight(nrows * 3)\n", "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, ax = ax[0])\n", "malaya_speech.extra.visualization.plot_classification(samples_vad_vggvox_v2, \n", " 'language detection vggvox v2', ax = ax[1])\n", "malaya_speech.extra.visualization.plot_classification(samples_vad_quantized_vggvox_v2, \n", " 'language detection quantized vggvox v2', ax = ax[2])\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reference\n", "\n", "1. The Singaporean White Boy - The Shan and Rozz Show: EP7, https://www.youtube.com/watch?v=HylaY5e1awo&t=2s&ab_channel=Clicknetwork" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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 }