{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Super Resolution UNET" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/super-resolution-unet](https://github.com/huseinzol05/malaya-speech/tree/master/example/super-resolution-unet).\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This module is language independent, so it save to use on different languages. Pretrained models trained on multilanguages.\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This is an application of malaya-speech Pipeline, read more about malaya-speech Pipeline at [malaya-speech/example/pipeline](https://github.com/huseinzol05/malaya-speech/tree/master/example/pipeline).\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dataset\n", "\n", "Trained on English, Manglish and Bahasa podcasts with augmented noises, gathered at https://github.com/huseinzol05/malaya-speech/tree/master/data/podcast" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Purpose of this module to increase sample rate." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import malaya_speech\n", "import numpy as np\n", "from malaya_speech import Pipeline\n", "import IPython.display as ipd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import logging\n", "\n", "logging.basicConfig(level=logging.INFO)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### List available UNET deep models" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:malaya_speech.super_resolution:Only calculate SDR, ISR, SAR on voice sample. Higher is better.\n" ] }, { "data": { "text/html": [ "
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Size (MB)Quantized Size (MB)SDRISRSAR
srgan-1287.372.0417.0334522.33026017.454372
srgan-25629.507.5516.3455822.06749317.024390
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" ], "text/plain": [ " Size (MB) Quantized Size (MB) SDR ISR SAR\n", "srgan-128 7.37 2.04 17.03345 22.330260 17.454372\n", "srgan-256 29.50 7.55 16.34558 22.067493 17.024390" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.super_resolution.available_unet()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We modified SRGAN to do 1D Convolution and use output distance as generator loss, originally use content loss." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load UNET deep model\n", "\n", "```python\n", "def unet(model: str = 'srgan-256', quantized: bool = False, **kwargs):\n", " \"\"\"\n", " Load Super Resolution 4x deep learning UNET model.\n", "\n", " Parameters\n", " ----------\n", " model : str, optional (default='srgan-256')\n", " Model architecture supported. Allowed values:\n", "\n", " * ``'srgan-128'`` - srgan with 128 filter size and 16 residual blocks.\n", " * ``'srgan-256'`` - srgan with 256 filter size and 16 residual blocks.\n", " quantized : bool, optional (default=False)\n", " if True, will load 8-bit quantized model.\n", " Quantized model not necessary faster, totally depends on the machine.\n", "\n", " Returns\n", " -------\n", " result : malaya_speech.model.tf.UNET1D class\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:malaya_boilerplate.frozen_graph:running Users/huseinzolkepli/.cache/huggingface/hub using device /device:CPU:0\n", "INFO:malaya_boilerplate.frozen_graph:running Users/huseinzolkepli/.cache/huggingface/hub using device /device:CPU:0\n" ] } ], "source": [ "model = malaya_speech.super_resolution.unet(model = 'srgan-256')\n", "model_128 = malaya_speech.super_resolution.unet(model = 'srgan-128')" ] }, { "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": 5, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:malaya_boilerplate.huggingface:Load quantized model will cause accuracy drop.\n", "INFO:malaya_boilerplate.frozen_graph:running Users/huseinzolkepli/.cache/huggingface/hub using device /device:CPU:0\n", "WARNING:malaya_boilerplate.huggingface:Load quantized model will cause accuracy drop.\n", "INFO:malaya_boilerplate.frozen_graph:running Users/huseinzolkepli/.cache/huggingface/hub using device /device:CPU:0\n" ] } ], "source": [ "quantized_model = malaya_speech.super_resolution.unet(model = 'srgan-256', quantized = True)\n", "quantized_model_128 = malaya_speech.super_resolution.unet(model = 'srgan-128', quantized = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Important factor\n", "\n", "1. Currently we only supported 4x super resolution, if input sample rate is 16k, output will become 16k * 4.\n", "2. We trained on 11025 for input sample rate, 44100 for output sample rate." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predict\n", "\n", "```python\n", "def predict(self, input):\n", " \"\"\"\n", " Enhance inputs, will return waveform.\n", "\n", " Parameters\n", " ----------\n", " input: np.array\n", " np.array or malaya_speech.model.frame.Frame.\n", "\n", " Returns\n", " -------\n", " result: np.array\n", " \"\"\"\n", "```\n", "\n", "Let say we have a low sample rate audio," ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "sr = 44100\n", "reduction_factor = 4" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4.0" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "original_y, _ = malaya_speech.load('speech/44k/test-0.wav', sr = sr)\n", "original_y = original_y[: sr * 4]\n", "len(original_y) / sr" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y, sr_ = malaya_speech.load('speech/44k/test-0.wav', sr = sr // reduction_factor)\n", "y = y[:sr_ * 4]\n", "ipd.Audio(y, rate = sr_)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 24.9 s, sys: 2.96 s, total: 27.8 s\n", "Wall time: 5.26 s\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "output_256 = model(y)\n", "ipd.Audio(output_256, rate = sr)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 7.57 s, sys: 1.45 s, total: 9.02 s\n", "Wall time: 2 s\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "output_128 = model_128(y)\n", "ipd.Audio(output_128, rate = sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below is common technique people do upsampling using interpolate," ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "y_ = malaya_speech.resample(y, sr // reduction_factor, sr)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "import librosa\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "sampling_rate = 44100\n", "fft_size = 2048\n", "hop_size = 256\n", "win_length = None\n", "window = 'hann'\n", "num_mels = 128\n", "fmin = 0\n", "fmax = None\n", "\n", "mel_basis = librosa.filters.mel(\n", " sr=sampling_rate,\n", " n_fft=fft_size,\n", " n_mels=num_mels,\n", " fmin=fmin,\n", " fmax=fmax,\n", ")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "D = librosa.stft(\n", " original_y,\n", " n_fft=fft_size,\n", " hop_length=hop_size,\n", " win_length=win_length,\n", " window=window,\n", " pad_mode='reflect',\n", ")\n", "S, _ = librosa.magphase(D)\n", "mel = np.log10(np.maximum(np.dot(mel_basis, S), 1e-10)).T\n", "fig = plt.figure(figsize=(10, 8))\n", "ax1 = fig.add_subplot(311)\n", "ax1.set_title('Original Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(mel), aspect='auto', interpolation='none')\n", "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "D = librosa.stft(\n", " output_256,\n", " n_fft=fft_size,\n", " hop_length=hop_size,\n", " win_length=win_length,\n", " window=window,\n", " pad_mode='reflect',\n", ")\n", "S, _ = librosa.magphase(D)\n", "mel = np.log10(np.maximum(np.dot(mel_basis, S), 1e-10)).T\n", "fig = plt.figure(figsize=(10, 8))\n", "ax1 = fig.add_subplot(311)\n", "ax1.set_title('output 256 Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(mel), aspect='auto', interpolation='none')\n", "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "D = librosa.stft(\n", " output_128,\n", " n_fft=fft_size,\n", " hop_length=hop_size,\n", " win_length=win_length,\n", " window=window,\n", " pad_mode='reflect',\n", ")\n", "S, _ = librosa.magphase(D)\n", "mel = np.log10(np.maximum(np.dot(mel_basis, S), 1e-10)).T\n", "fig = plt.figure(figsize=(10, 8))\n", "ax1 = fig.add_subplot(311)\n", "ax1.set_title('output 128 Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(mel), aspect='auto', interpolation='none')\n", "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "D = librosa.stft(\n", " y_,\n", " n_fft=fft_size,\n", " hop_length=hop_size,\n", " win_length=win_length,\n", " window=window,\n", " pad_mode='reflect',\n", ")\n", "S, _ = librosa.magphase(D)\n", "mel = np.log10(np.maximum(np.dot(mel_basis, S), 1e-10)).T\n", "fig = plt.figure(figsize=(10, 8))\n", "ax1 = fig.add_subplot(311)\n", "ax1.set_title('interpolate Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(mel), aspect='auto', interpolation='none')\n", "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Try more examples" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "11025" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y, sr_ = malaya_speech.load('speech/call-centre/1.wav', sr = sr // reduction_factor)\n", "y = y[sr_ * 5 :sr_ * 10]\n", "sr_" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(y, rate = sr_)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 30.1 s, sys: 3.39 s, total: 33.5 s\n", "Wall time: 5.52 s\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "output = model(y)\n", "ipd.Audio(output, rate = sr)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "D = librosa.stft(\n", " output,\n", " n_fft=fft_size,\n", " hop_length=hop_size,\n", " win_length=win_length,\n", " window=window,\n", " pad_mode='reflect',\n", ")\n", "S, _ = librosa.magphase(D)\n", "mel = np.log10(np.maximum(np.dot(mel_basis, S), 1e-10)).T\n", "fig = plt.figure(figsize=(10, 8))\n", "ax1 = fig.add_subplot(311)\n", "ax1.set_title('output 256 Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(mel), aspect='auto', interpolation='none')\n", "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 9.3 s, sys: 1.67 s, total: 11 s\n", "Wall time: 1.95 s\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "output = model_128(y)\n", "ipd.Audio(output, rate = sr)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "D = librosa.stft(\n", " output,\n", " n_fft=fft_size,\n", " hop_length=hop_size,\n", " win_length=win_length,\n", " window=window,\n", " pad_mode='reflect',\n", ")\n", "S, _ = librosa.magphase(D)\n", "mel = np.log10(np.maximum(np.dot(mel_basis, S), 1e-10)).T\n", "fig = plt.figure(figsize=(10, 8))\n", "ax1 = fig.add_subplot(311)\n", "ax1.set_title('output 128 Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(mel), aspect='auto', interpolation='none')\n", "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = malaya_speech.resample(y, sr_, sr)\n", "ipd.Audio(y_, rate = sr)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "D = librosa.stft(\n", " y_,\n", " n_fft=fft_size,\n", " hop_length=hop_size,\n", " win_length=win_length,\n", " window=window,\n", " pad_mode='reflect',\n", ")\n", "S, _ = librosa.magphase(D)\n", "mel = np.log10(np.maximum(np.dot(mel_basis, S), 1e-10)).T\n", "fig = plt.figure(figsize=(10, 8))\n", "ax1 = fig.add_subplot(311)\n", "ax1.set_title('interpolate Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(mel), aspect='auto', interpolation='none')\n", "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Use Pipeline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Incase your audio is too long and you do not want to burden your machine. So, you can use malaya-speech Pipeline to split the audio splitted to 3 seconds, predict one-by-one and combine after that." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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eXQs7fvw4kpOTIRAI4OHhAX9/f/j7+8PX1xe2trZ8R20Rubm5SEhIQGxsLGJjY5GWlgaBQAAvLy+EhITQ2jt5GipU8nxlZWWIj4/nCiYlJQUqlQpWVlbw8vLiHh4eHujZsyfE4rZxAV5DQwNycnKQkpKCpKQk7lFSUgKRSARPT08MHz4cr7zyCoYOHdph19BJs1Ghkr+uoqKiSQElJSUhKysLarUaEokEPXv2RO/eveHs7AxHR0fY2dnB1tYWNjY2sLKyarXNY7Vajfv370MqlUIqlSI3Nxd3797FrVu3cPv2beTk5ECpVEIkEsHZ2Rne3t7w8vKCp6cnvLy8YGxs3Co5SbtBhUo0o7q6Grdu3UJWVhZu377Nldbdu3eb3J1VIpHAysoKVlZWMDc3h5mZWZNJUyQSCYyMjCCRSAA8PDOhcRIVuVwOhUIB4OF9ompqalBfXw+ZTIaKigru3/LychQVFeH+/ftQKpXc2BYWFnBwcEDv3r25R69eveDs7EzzkBJNoEIlLU8ulyM/Px+FhYXIy8tDUVERiouLIZPJUF5e3qQQlUolKioqoFarAYArTeDhdH8GBgYAHk4GY2JiAolE8tgsVubm5ujSpQusra1hZ2cHGxsb2NraQk9Pj7ffAekQqFCJ9ps0aRL09PSwZ88evqMQ8iw0HyohhGgKFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGgIFSohhGiIgDHG+A5BSKOdO3fiu+++g0ql4pZJpVIIBAJYW1tzy0QiEVatWoVZs2bxEZOQJ6mjQiVaJSMjA66urs99nUAgwO3bt+Ho6NgKqQhpljra5CdaxcXFBW5ubhAIBE99jUAggLe3N5Up0TpUqETrzJkzByKR6KnPi0QizJkzpxUTEdI8tMlPtE5eXh66d++Op/1pCoVCFBQUoGvXrq2cjJBnok1+on3s7e3h5+cHofDxP0+RSAR/f38qU6KVqFCJVgoNDX3qftTQ0NBWTkNI89AmP9FKpaWl6Nq1a5PTpwBAIpGguLgYZmZmPCUj5Klok59oJwsLCwQGBjY5OCUWixEUFERlSrQWFSrRWrNnz25yYEqtVmP27Nk8JiLk2WiTn2itmpoaWFhYQKFQAAD09fVRVlYGfX19npMR8kS0yU+0l6GhIYKDgyGRSCCRSDBlyhQqU6LVqFCJVps1axaUSiUaGhowY8YMvuMQ8kxivgOQjkuhUKCqqgpVVVUoLy+HSqVCZWUl97xKpYJcLoeenh6EQiFkMhnOnDnT5PxUU1NTiEQimJmZwcTEBMbGxtDV1eXjxyGE9qESzVGpVCgoKMCff/6JgoICFBcXo7i4GIWFhdzHpaWlkMlkqKqqQkNDQ4vk0NHRgbGxMUxNTdGlSxdYWlqiS5cusLa2RpcuXdClSxfY2NigZ8+esLGxeeIFBIS8AJptivw1arUaOTk5SE1NRWZmJrKzs5GTk4OcnBzk5uaivr4ewMMrmiwtLWFpaQlra2tYWVlxxWZmZgYjIyMYGxvD2NgYJiYmMDU1hVAohJmZWZMT+s3NzREVFQV9fX0MGjQIMpmMe44xBplMBrVajYqKClRUVKCqqgrV1dWoqqqCTCZDSUkJiouLcf/+fRQVFaG4uBglJSVQq9UAHpZvjx490LNnT+7ROEFLjx49qGzJX0GFSp6usrISV69exbVr15CWloa0tDRkZGRALpdDIBCgW7ducHBwaFJGjQ8rKyuNlZFKpYJQKHzmDFR/9fsVFRVxbwSPPrKzs5GXlwfg4UGxxnJ1c3ODj48PBgwYACMjI43kIO0OFSp5iDGG1NRUXLx4EQkJCbhy5QoyMjKgVqtha2sLd3d3eHh4wMXFBe7u7nBxcYGxsTHfsVtEZWUl0tPTkZqayv2bmpqKwsJCiEQiuLq6wtfXF76+vhg0aBDc3Nz4jky0AxVqRyaVSnHhwgWcPXsWJ06cQEFBAYyMjNCvXz94e3vD29sbw4YNQ8+ePfmOqhWkUikSExO5x/nz5yGTydClSxf4+/sjMDAQI0eOpN9Xx0WF2pGo1WpcvHgRhw4dwuHDh5GdnQ0DAwMMGzYMI0aMQEBAAPr37//MuUjJ/1GpVEhKSkJUVBSioqJw4cIFyOVy9OrVCxMmTMCkSZPg6+ursV0VROtRobZ3arUa586dQ0REBA4fPoyioiI4Oztj0qRJGD16NPz8/Og0Iw1RKBS4ePEiTp8+jYMHD+LOnTuwtbXFhAkTMHnyZPj7+1O5tm9UqO1VQUEBdu/ejR9//BHZ2dlwdXXFlClTEBISAm9vb77jdQhpaWk4fvw4jh07hgsXLsDOzg6zZs3C4sWL0aNHD77jEc2jQm1PGGM4ceIENm7ciKioKFhaWiI0NBTz58+Hi4sL3/E6tNTUVGzfvh27d+9GeXk5Ro0aheXLl2P06NF8RyOaQ9fytwdKpRJ79uxB//79MW7cOIjFYhw4cAB5eXn48ssvqUy1gLu7OzZs2ICCggLs27cPSqUSY8aMgbe3N/bv38+dF0vaNirUNowxhr1798LZ2Rlz586Fu7s7kpOTERkZiQkTJkAikfAdkfwPHR0dTJ48GWfOnEFiYiIcHR0xffp0uLi44MCBA3zHIy+JCrWNSkxMxLBhwzB79my88soruHXrFn799Vf07duX72ikmby8vPD7778jMzMTvr6+mDJlCkaMGIGUlBS+o5EXRIXaxsjlcixduhQDBw6EQCDA1atXsX37djg4OPAdjbygXr164ZdffsGlS5dQW1sLLy8vvPvuu6irq+M7GvmL6KBUG5Kamorp06dDKpXi+++/x4wZM+g0nHaGMYaff/4ZK1asgIODA7dLh7QJdFCqrdi9ezcGDhwIc3NzJCcnY+bMmVSm7ZBAIMC8efOQlJQEiUSCAQMGYP/+/XzHIs1EhdoGbN68GXPnzsVbb72Fc+fOoVu3bnxHIi3MwcEB58+fxxtvvIEZM2Zg586dfEcizUATTGu5DRs2YOXKlfj000/xwQcf8B1Hq9TX1yM+Ph7Hjx/HyJEjERQU1GJjVVdX49y5czh//jw+//zzFhvnURKJBBs3boSZmRkWLFiAuro6LF68uFXGJi+IEa31xx9/MKFQyL7++mu+o2ilxMREFhYWxgCwrVu3tuhY+/fvZz169GDdunVr0XGe5l//+hcTi8UsPj6el/FJsyjooJSWKikpQb9+/TBkyBDah/YMKSkp6NevH7Zu3YqFCxe26FjTpk3DtWvXcPfu3RYd50kYY5g4cSISExORnJyMzp07t3oG8lx0UEpbrVy5Erq6uti2bRvfUbSaWPxwr1VrHKATCoW8zeAvEAiwfft2MMbw97//nZcM5PloH6oWys7Oxp49e7B7926YmprykkEul+PIkSMYN24ciouLERkZCRsbG4SEhEAkEuH+/fs4evQohEIhpkyZAhMTkyZfn5WVhcuXLyMlJQVDhgzBxIkTuefy8/Nx9OhRLFmyBLGxsTh9+jRsbW2xYMEC7jbRVVVV2LRpE6ZOnfpC84tWVVUhMjISGRkZsLe3x6hRo2Bvb9/sjADw4MEDRERE4N69exgwYAAYY7yeWdG5c2esW7cOixcvxj/+8Q/Y2tryloU8Ba97HMgTrVu3jnXt2pUplUpexo+JiWG9evViANjXX3/NwsLC2Pvvv88MDAzY66+/zrZu3cpmzZrFpk+fzgQCAQsJCWny9Rs2bGCvvPIKU6vVLCcnh/Xo0YNt2rSJMcbY7t27mbm5OdPX12eLFy9m8+fPZ0FBQQwA8/HxYfX19Ywxxg4cOMAAsFWrVj0za1paGgPAtm3bxi1LTk5mHh4e7MCBA6y4uJh99dVXzMjIiP3888/NysgYY5mZmczHx4ddvHiRNTQ0sC1btjBdXV3Wu3fvl/79vgyFQsE6derEvvzyS15zkCdSUKFqoYCAADZv3jxeM3zzzTcMANu/fz+3bM2aNQwAO3DgALfsww8/ZLq6ukylUnHLnJyc2Jtvvsl9PmHCBBYUFMR9Pnv2bCYQCFhqaiq3bO3atQwACw8PZ4wxVltby7Zu3cqkUukzc/5vodbV1bE+ffqwf/zjH01eN3PmTKajo8PS0tKaldHX17dJmavVaubg4MB7oTLG2LRp01hwcDDfMcjjFLQPVQvduXMHrq6uvGZo3NXg4eHBLWu8Yqdfv37csj59+qCurg5SqZRbFhMTg/Xr1wMA0tPTkZeXh9u3b3PPGxoaQiwWN7kX05o1ayAWixEXFwcA0NfXx8KFC2Ftbf2Xcp86dQqZmZnw8/Nrsnz06NGor6/H9u3bn5sxOjoaCQkJePXVV7mvFwgE8PHx0YqLKdzc3Jr8Pon2oELVQrW1tTAwMOA7xmP09PQeW9Y4o1VNTQ23zNbWFleuXMGyZcuQkZEBR0fH505PZ2BgADs7O5SUlLxUxvT0dAB47M6kw4YNAwBkZGQ8N+ONGzcAPJxy71HaUKbAwzekR3/fRHvQQSkt1KlTJ5SWlvId44WtXbuWO9ikr6/frGnp6urqUFRU9NITLnfq1AkAcOnSJa5EAaB79+6QSCQwNzd/bsbKykoAQEJCwmMHsrShVIuLi2FhYcF3DPIEtIaqhfr164crV67wHeOF5OTkYP369Zg9ezZ3xL45kydfvnwZCoUCwcHBLzW+r68vAHC7DhqlpqaioaEBgwYNem7Gxt0c0dHRL5WlpVy5cqXJbheiPahQtVBQUBDOnj3L61pqVVUVADSZQq66uhrAw9OJGjVueja+rvE1e/fuRWVlJeLj4xEXF4fy8nJUV1dz31epVHKb3wAQEREBf39/rlDT09MxaNAgfPHFF8/MWVFR0WTcfv36Ye7cuYiLi0Nubi73uvPnz6NXr14ICwt7bsZXX30Vffr0wa5du7hilkqliI2NRX5+PlJSUqBUKpv/y9QgqVSKuLg4jB07lpfxyXPwfViMPK6qqopZWFiwNWvW8DL+xYsXWb9+/RgANnfuXJadnc3OnTvHvLy8GAA2duxYlpaWxi5evMj8/PwYADZ16lSWlZXFGGNs/vz5TCwWMycnJxYeHs4iIiKYjo4OGzFiBCsrK2OLFi1iIpGIvfXWW2zVqlVs+vTpLCQkhFVWVnIZTp48yQQCAZNIJEwmkz0xZ0JCAhs9ejQDwDw9PVlkZCRjjDG5XM7efPNN5ubmxn766Se2bds2NnbsWJabm8t97fMy5uTkMB8fHwaAOTg4sJkzZ7KQkBA2dOhQtnnzZiaXy1vwv8DTrVixgtnY2PA2PnkmOm1KW23YsIHp6Oiwq1ev8h3lhTxajow9PH+y0aJFi5hEImGMMZabm8sqKiqe+D1KS0vZkiVLmpyS9VfIZDJ24cIFlpeX95czNiouLmbV1dWMsYdvdHw6f/48E4vFbMuWLbzmIE9F1/JrK7VajTFjxiA7OxtJSUmPXYnUli1evBg7duxAfX39M1937tw55ObmYu7cua2UTHvJZDJ4enrC1dUVx48f14qDY+QxdC2/thIKhdi1axeqq6sxYcIEbr9fe1BbWwulUvnMn0mpVEIul1OZ4uF+4rFjx0KlUuGXX36hMtViVKhazMrKCufOncOtW7cwYsSIJgeD2qpff/0VZ86cAWMMq1evRnJy8hNfJxaLW3R+07aivLwco0ePRnZ2Nk6ePEmzTGk52uRvA27duoWAgAB06tQJv/32G1xcXPiO9MIqKirw6J+crq4ud+oSaSolJQXTpk2DQqFAVFQU3YhR+9Emf1vg7OyMCxcuwMjICAMGDGjTU/qZmprCzMyMe1CZPo4xhu+//x6+vr6wsrLC+fPnqUzbCADOIW4AACAASURBVCrUNqJ79+6Ii4vDihUrsGjRIowbNw537tzhOxbRsMzMTIwZMwbvvPMOPvjgA0RFRdE0fW0IFWobIhaL8emnnyI6OhrZ2dlwd3fHmjVruJPlSdslk8nw7rvvom/fviguLkZsbCz+8Y9/QCQS8R2N/AW0D7WNUiqVCA8Px8cffwyJRIJ3330XixcvblenV3UE5eXl2LRpE7799lsIBAKsX78eCxYsoCJtm+qoUNu4srIyfPHFFwgPD4dQKMTSpUuxfPlydOnShe9o5BmkUim+/fZbhIeHQyQS4c0338R7770HMzMzvqORF0eF2l5UVVVhx44d+OKLL1BWVoZx48YhNDQUQUFBtLajJdRqNaKjo/Hjjz/iyJEjMDMzw5IlS7BixQoq0vaBCrW9kcvl2LdvH7Zv344LFy6ge/fueOONNzBjxgz07t2b73gdUkZGBvbs2YOffvoJBQUFGDZsGBYuXIipU6dCV1eX73hEc6hQ27PMzExs374du3btwv379+Hm5oaJEydi0qRJ8PT05Dteu8UYQ2JiIg4ePIhDhw4hMzMT1tbWmDt3LubPn49evXrxHZG0DCrUjkClUiE+Ph6HDh3CoUOHkJeXhx49emD06NEICAjAq6++ShMWv6Ti4mJER0cjKioKp0+f5n7HEydOxMSJEzFkyBDebkFNWg0VakfDGMO1a9dw5MgRnD17FteuXQNjDP3790dAQACGDh2KgQMHomvXrnxH1WpSqRRXrlxBfHw8oqKikJKSApFIhIEDByIwMBDjx4+Hl5cX3zFJ66JC7egqKioQExODqKgoREVFISMjA4wxdOvWDb6+vvD19YWPjw88PDy424d0NGVlZUhJScHVq1eRkJCAK1euID8/H0KhEG5ubggICEBAQAD8/f1hbGzMd1zCHypU0pRMJsOVK1eaPO7fvw8AsLGxgZubG9zd3eHm5gY3Nzf07NkTVlZWPKfWjKKiImRnZyMtLY17pKamoqioCABgbW2NgQMHcm80AwYMoPN+yaOoUMnz5ebmcuXSWDTp6emora0F8PCOpT179uQePXr0QNeuXWFjY4MuXbrAysqK91mSSkpKUFxcjOLiYhQWFqKwsBA5OTm4d+8ecnJykJOTA7lcDuDhHVNdXFzg4eEBV1dXeHh4wM3NjS4BJc9DhUpejFqtxp9//vlYKTU+iouLoVKpuNfr6OjA0tISXbp0gYmJCYyNjbmHmZkZjI2NIZFIoKur2+QW2kZGRtytqhsaGprMoVpbW4u6ujrU19ejuroaMpkMlZWVqKqqQnV1NSoqKrgibWho4L5OLBbDysqqyRvAo28I3bp1ozlHyYugQiUtgzGG4uJilJSUoKioCEVFRSgpKUFJSQkqKyu54quqquKKUKVSoaampslM/hUVFdwdSUUiUZNN7MbyFYvFMDY2hrm5eZOiNjExQZcuXWBpaQlra2tYWVlxpU5IC6BCJdpv0qRJ0NPTw549e/iOQsiz0HyohBCiKVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIVSohBCiIQLGGOM7BCGNdu7cie+++w4qlYpbJpVKIRAIYG1tzS0TiURYtWoVZs2axUdMQp6kjgqVaJWMjAy4uro+93UCgQC3b9+Go6NjK6QipFnqaJOfaBUXFxe4ublBIBA89TUCgQDe3t5UpkTrUKESrTNnzhyIRKKnPi8SiTBnzpxWTERI89AmP9E6eXl56N69O572pykUClFQUICuXbu2cjJCnok2+Yn2sbe3h5+fH4TCx/88RSIR/P39qUyJVqJCJVopNDT0qftRQ0NDWzkNIc1Dm/xEK5WWlqJr165NTp8CAIlEguLiYpiZmfGUjJCnok1+op0sLCwQGBjY5OCUWCxGUFAQlSnRWlSoRGvNnj27yYEptVqN2bNn85iIkGejTX6itWpqamBhYQGFQgEA0NfXR1lZGfT19XlORsgT0SY/0V6GhoYIDg6GRCKBRCLBlClTqEyJVqNCJVpt1qxZUCqVaGhowIwZM/iOQ8gzifkOQDqe6upqKBQKVFZWorq6Gg0NDVAoFJDL5U1eV1NTA7lcDj09PQiFQshkMhw9ehQGBgZNXmdgYABdXV3o6OjA0NAQJiYm0NfXh6GhYWv+WITQPlTy4kpKSlBYWAipVIqysjKUlZXhwYMHTT4uLS1FeXk5qqurIZfLUVVV1aoZHy3Xzp07o1OnTujcufMTP7a1tYWNjQ06d+7cqhlJu0GzTZEnq6urQ3Z2Nu7evYu7d+8iLy8PhYWFyMvLg1QqRUFBAXewCHh4fmhjOT2prIyMjKCnpwcTExMYGhpCX1+f+1hHRwdisRjGxsZNMujq6sLAwABRUVHQ19fH4MGDUVtbi7q6uiavq6qqglKpRF1dHWpra1FRUQGFQoGamhpUVlZCoVCgurr6iaXf+HlDQwP3/fT09GBnZwcbGxvY29tz/zo6OsLR0RE9e/aEjo5Oy/4HIG0RFWpHl5OTg9TUVKSlpXHleffuXeTn50OtVgMArKys0K1bN65YrK2tYWdnx63R2drawsTEpMUyqlQqCIXCZ85A9bIqKiq4NwqpVPrYG0hubi6Ki4sBPJxL4NGCdXJygpubG9zd3dG9e/cWy0i0HhVqR1FTU4OkpCTcvHkTKSkpuHnzJlJTU1FZWQkA6N69O5ycnLiSaCwKR0dHGBkZ8ZxeO1RVVeHOnTvcm07jx7dv30Z+fj4AwNTUFO7u7vDw8EDfvn3h4eEBLy+vx/b7knaJCrW9ys7Oxvnz55GYmIjExERcvXoV9fX1MDU1hZOTE1xdXeHt7Q03Nzf0798fFhYWfEdu0yoqKnDnzh2kpaUhMTER6enpuHHjBkpKSiASieDs7Axvb294e3tj6NCh8PT0fOLkL6RNo0JtDxhjSElJwdmzZxEVFYULFy6gsrISBgYG8PLygq+vL/z8/DBw4EB069aN77gdSk5ODhISEpCQkIArV64gKSkJCoUCpqamGDZsGAICAhAQEAB3d/cW3aVBWgUValtVUFCAyMhIREVFITo6GiUlJbCwsMCrr76KV155BX5+fujbty/EYjozTps0NDQgOTkZCQkJOHfuHGJiYvDgwQNYWVlx5fraa681uX8WaTOoUNuSnJwcHD16FPv378elS5egp6eHwYMHIzAwEIGBgbQZ2Qap1Wpcv34d58+fx4ULF3Dq1CnU1NTA09MTwcHBmD59Ovr06cN3TNI8VKja7t69e/jpp5+wf/9+pKenw9LSEuPGjcOECRMQGBgIPT09viMSDZLL5Thz5gwOHz6MY8eOoaysDH379sXkyZMxb9482Nvb8x2RPB0Vqjaqq6vDoUOHsGPHDkRFRaFLly6YNm0aJk6ciKFDhz7zfkuk/VAqlYiNjcXhw4fx22+/4cGDBxg1ahTmz5+PcePG0bmw2ocKVZsUFRVhw4YN2LZtGyorK/Haa69hwYIFGDt2LO0L7eDq6+tx7NgxbN++HWfOnEGnTp0QFhaG5cuXw9LSku945CEqVG2Qk5ODL7/8Ejt37oSZmRnefvttzJs3DzY2NnxHI1ooPz8f27dvxw8//ICamhosXLgQ7733Hu0O4B8VKp+Ki4vx97//HT///DPs7e2xatUqvPHGG7RflDRLbW0ttm3bhq+++gr379/HggULsH79enTq1InvaB0VFSofVCoVwsPDsXbtWhgaGuLTTz/FzJkzabOevJD6+nrs2rULa9euRUNDAz777DMsWLCAzvhofVSorS0zMxOzZs1Camoq3nnnHa5UCXlZlZWV+OSTT/Df//4X3t7e2L17N5ycnPiO1ZHQjP2t6eDBgxg4cCB0dXVx48YN/Oc//6EyJRpjYmKCb775BtevX4dKpYKPjw+OHz/Od6wOhQq1FTDG8Pe//x2TJ09GaGgoYmJi6GTtp6ivr0dUVBTeeecdREZGtvh41dXVOHLkCP75z3/+5a87duwYVq9e3ULJXpy7uzvi4+MxadIkjB8/HuvWreM7UsfBSIt78803mY6ODvvpp5/4jqL1EhMTWVhYGAPAtm7d2uLj7dy5k1lYWDBnZ+e/9HX79+9nPXr0YN26dWuhZJoRHh7ORCIRe//99/mO0hEoqFBb2Ndff81EIhE7ePAg31HajBs3brRaoTLG2JgxY/5yoTLG2NSpU5mDg0MLJNKs3bt3M6FQyDZv3sx3lPZOQYeVW1BycjJWr16Nzz77DBMnTuQ7TpvReLZDa82+JBKJXmgsoVDYJo6kz5o1C7dv38aKFSvg7+8PFxcXviO1W1SoLWj58uXw9fXFe++9x3cUAA+vEz9y5AjGjRuH4uJiREZGwsbGBiEhIRCJRLh//z6OHj0KoVCIKVOmPDYLf1ZWFi5fvoyUlBQMGTKkyZtEfn4+jh49iiVLliA2NhanT5+Gra0tFixYwN36uaqqCps2bcLUqVPRs2fPv5z/WeO/7M/W6OLFizh9+jT69u2L119/vclzDx48QEREBO7du4cBAwaAMfZYET8rI5/Wrl2L48eP491338XJkyf5jtN+8b2O3F4lJSUxACwmJobvKIwxxmJiYlivXr0YAPb111+zsLAw9v777zMDAwP2+uuvs61bt7JZs2ax6dOnM4FAwEJCQpp8/YYNG9grr7zC1Go1y8nJYT169GCbNm1ijD3cpDQ3N2f6+vps8eLFbP78+SwoKIgBYD4+Pqy+vp4xxtiBAwcYALZq1apnZk1LS2MA2LZt25o1/sv+bGPHjmU9e/ZkwcHBbOzYsczFxYUBYLNnz+Zek5mZyXx8fNjFixdZQ0MD27JlC9PV1WW9e/duVkZtcPLkSSYQCFh6ejrfUdor2ofaUtatW8e6d+/Od4wmvvnmGwaA7d+/n1u2Zs0aBoAdOHCAW/bhhx8yXV1dplKpuGVOTk7szTff5D6fMGECCwoK4j6fPXs2EwgELDU1lVu2du1aBoCFh4czxhirra1lW7duZVKp9Jk5n1Sozxv/ZX62sWPHMh0dHZaZmckYY0ytVrPx48czACwyMpIxxpivr2+TNwK1Ws0cHByaFOrzMvJNrVYzKysr9sUXX/Adpb2ifagtJTU1FQMGDOA7RhOmpqYAAA8PD26Zs7MzAKBfv37csj59+qCurg5SqRR2dnYAgJiYGO6c2fT0dOTl5XH3owIAQ0NDiMViuLm5ccvWrFmDf//734iLi8OiRYugr6+PhQsXvlD2543/Mj8bALi5uXGvFwgEWLJkCY4cOYITJ05AV1cXCQkJ+Pjjj7nXCwQC+Pj4IDk5udkZ+SYQCDBgwACkpqbyHaXd0v496m1UdXX1Y7dF1kZPmjdAIpEAeHhjv0a2tra4cuUKli1bhoyMDDg6OnJ3RX0aAwMD2NnZoaSk5KVzvsj4zf3ZnsTPzw9CoRBSqRQ3btwA8PD8zkf97/7TF8nY2oyNjVFVVcV3jHaL1lBbSJcuXSCVSvmOoTFr167lDjbp6+vjwIEDz/2auro6FBUVYfTo0byM/zJMTExgZGQEBwcHbi0zISHhsRmdHi3V1s74IgoKCh57YyCaQ2uoLWTQoEG4ePEi5HI531FeWk5ODtavX4/Zs2dzR+ybs+Z1+fJlKBQKBAcH8zL+y7h+/To3J23jboTo6GityvhXVVZW4urVqxg0aBDfUdotKtQWMnHiRCiVSvz88898R+E0burV1dVxy6qrqwE8PCWoUePmcOPrGl+zd+9eVFZWIj4+HnFxcSgvL0d1dTX3fZVKJTIyMrjvExERAX9/f65Q09PTMWjQIHzxxRfPzFlRUdFk3OaM/6I/26OvfbQA9+/fj2nTpiEgIADjxo1Dnz59sGvXLsTFxQEApFIpYmNjkZ+fj5SUFMhksmb9jvi0bds2iMVihISE8B2l/eL7sFh7tmzZMmZpaclKS0v5jsIuXrzI+vXrxwCwuXPnsuzsbHbu3Dnm5eXFALCxY8eytLQ0dvHiRebn58cAsKlTp7KsrCzGGGPz589nYrGYOTk5sfDwcBYREcF0dHTYiBEjWFlZGVu0aBETiUTsrbfeYqtWrWLTp09nISEhrLKyksvQeNqORCJhMpnsiTkTEhLY6NGjGQDm6enJHWV/1vjHjx9/qZ/tzJkzzNPTkwUGBrJPPvmELVq0iH300UesoaGBy5WTk8N8fHwYAObg4MBmzpzJQkJC2NChQ9nmzZuZXC5/7u+IT4WFhczc3JytXr2a1xztHJ021ZJkMhnr1q0bGzVqFFMqlXzHeWmPliNjjCkUCu7jRYsWMYlEwhhjLDc3l1VUVDzxe5SWlrIlS5Y0OW1JE+NrQm1tLcvNzX3ma4qLi1l1dTVjjLGqqqrHnm/pjC+ivr6eDR8+nDk5OXHZSYtQ0CZ/CzI1NcWBAwcQHx+PefPmQaVS8R3ppfzvWQu6urpPfJ29vf1Tr0RKSUmBr6/vC12y2dzxX5S+vv5zbyNiaWnJnRplZGT02PMtnfGvUiqVmDFjBq5fv45Dhw7RdJEtjAq1hQ0YMABHjhzBgQMHEBISgvLycr4jtYja2loolUpuv+WTKJVKyOVyzJ07txWTdVylpaUYM2YMTp06hRMnTtDR/VZAhdoKRo4cifPnzyMjIwP9+/fHtWvX+I6kUb/++ivOnDkDxhhWr17d5GT3R4nFYgQFBbVyuo7p+vXrGDhwILKysnDu3DkMGzaM70gdAt0CpRUVFxdj2rRpuHLlCj788EOsXLmS901CTaioqMCjf0a6urrcqUOkdcnlcnzxxRf4z3/+g+HDh2PPnj3o3Lkz37E6CrqnVGtTKpX48ssv8emnn8LW1hYbN27UyInvhBw9ehTvvPMOSkpK8PHHH2PFihUQiUR8x+pI6J5SrU0sFuODDz5Aeno6PDw8MGbMGAQFBeH8+fN8RyNt1Llz5xAYGIgJEybA19cXmZmZWLlyJZUpD6hQedKtWzdERETgjz/+QFVVFYYNGwZ/f3+cOnWK72ikDWCM4dixYxg8eDBGjBgBtVqNmJgY7NmzBzY2NnzH67CoUHkWGBiI+Ph4xMbGwsDAAK+99hr69u2LjRs3NrnChxAAKCkpwTfffAN3d3eMHz8eFhYWuHjxIqKjozF8+HC+43V4tA9VyyQlJWHTpk34/fffUV9fjwkTJmDBggUICAhoE7fbIJqnUqlw5swZbN++HceOHYO+vj6mT5+OpUuXom/fvnzHI/+HDkppK7lcjuPHj+PHH39EVFQUOnfujNdeew1TpkzB6NGjoaOjw3dE0oJUKhUuXbqE/fv3Y//+/SgsLIS3tzfCwsIwc+bMJ15UQHhHhdoWZGZmIiIiAocOHUJSUhLMzMwQHByM8ePHY8SIEejUqRPfEYkGlJaWIjo6GocPH0ZkZCQqKyvh7e2NSZMmYcqUKXBycuI7Ink2KtS25t69ezh06BAOHTqEixcvgjEGT09PBAQEICAgAEOHDoWBgQHfMUkz1NTUIC4uDlFRUYiOjsaNGzcgEAgwbNgwTJw4ERMnTnzupbBEq1ChtmXl5eWIiYnh/ofMyMiArq4uBg4cCF9fXwwaNAgDBw5scqsPwp/c3FxcvnwZCQkJSEhIwJUrV9DQ0AA3NzfuDdHf35+7nQtpc6hQ2xOpVIqzZ88iPj4eCQkJSE9Ph0qlgq2tLXx9feHr64v+/fvD3d2dTq1pYXl5eUhNTUVycjJXnoWFhdx9t/z8/DBs2DAEBASga9eufMclmkGF2p5VV1fj2rVr3FrR1atXUVBQAADo1KkT+vbtCzc3N3h4eMDNzQ29e/dGly5deE7dthQVFSErKwvp6em4ceMG0tLScPPmTW7CaTs7O/j4+MDPzw++vr4YMGAAzfjUflGhdjQPHjxASkoKUlNTcfPmTdy8eROpqancjPLGxsZwcnKCk5MTHB0duY/t7e1hY2PzxBvftWdyuRwFBQXIy8vD3bt3cefOHe5x9+5dbnYtU1NTuLu7w93dvckbFR0w7FCoUMnDq25yc3O5wvjffx+9Q6iFhQWsra1hb28Pa2tr2NnZoWvXrrC0tETnzp2bPLR14heFQoGysrImj5KSEhQVFSE/Px+FhYXIy8tDYWEhysrKuK8zNjbm3mT+9186eERAhUqao7FopFIpVzT5+fkoKCiAVCpFYWHhE+d5NTQ05MrVwMAA+vr6MDMzg56eHgwMDJp83Pj6R8+vFQqFjx2gkclkTWa2qqurQ21tLYCHR80VCgUqKipQW1sLhUIBmUwGuVyO2tparjyfdAvpzp07w8rKCnZ2dtwbho2NDezs7Lh/raysNPL7JO0WFSrRDJVKxRXWgwcPmqz9PXjwALW1tZDL5SgvL4dCoYBcLufKrvHOsJWVlU3uatDQ0PDYhNXGxsYQi//v7udisZibJd/AwAB6enowMzN77GN9ff0ma8+dOnVq8jldhUY0gAqVaL9JkyZBT08Pe/bs4TsKIc9C0/cRQoimUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGUKESQoiGCBhjjO8QhDTauXMnvvvuO6hUKm6ZVCqFQCCAtbU1t0wkEmHVqlWYNWsWHzEJeZI6KlSiVTIyMuDq6vrc1wkEAty+fRuOjo6tkIqQZqmjTX6iVVxcXODm5gaBQPDU1wgEAnh7e1OZEq1DhUq0zpw5cyASiZ76vEgkwpw5c1oxESHNQ5v8ROvk5eWhe/fueNqfplAoREFBAbp27drKyQh5JtrkJ9rH3t4efn5+EAof//MUiUTw9/enMiVaiQqVaKXQ0NCn7kcNDQ1t5TSENA9t8hOtVFpaiq5duzY5fQoAJBIJiouLYWZmxlMyQp6KNvmJdrKwsEBgYGCTg1NisRhBQUFUpkRrUaESrTV79uwmB6bUajVmz57NYyJCno02+YnWqqmpgYWFBRQKBQBAX18fZWVl0NfX5zkZIU9Em/xEexkaGiI4OBgSiQQSiQRTpkyhMiVajQqVaLVZs2ZBqVSioaEBM2bM4DsOIc8k5jsA6XgaGhpQXV2NiooKyOVy1NbWQqlUoqqqqsnr5HI55HI59PT0IBQKIZPJcOzYscfWUk1MTCASiWBoaAh9fX2YmJjAyMgIEomkNX8sQmgfKnlxarUa9+/fR15eHu7fv4+ysjKUlZWhtLQUJSUl3OdlZWWorq5GVVUVqqqqoFQqWyWfRCKBkZERV7CdO3fmHpaWlrCwsOA+t7Kygp2dHbp27frMeQQIeQaabYo8XX19PXJycnDnzh3cuXMHubm5KCgoQH5+PvLy8lBYWIiGhgbu9QYGBujcuTMsLCxgaWnJfdy5c2cYGRnB2NgYxsbG0NfX54pOX18fhoaGAABzc/Mm4+vo6MDQ0BBRUVHQ19fH4MGDUV1d3WRMACgvLwcAVFdXQy6Xc8Utl8ubFPmTCr+0tBRyubzJmNbW1rC3t4e9vT1sbGzQrVs39OrVC05OTujRowet+ZKnoUIlQFlZGZKTk3Hz5k3cvn0bd+7cwe3bt5Gbm8udWG9lZYXu3bvD1tYW9vb2sLOz48rG1tYW1tbWLXbASKVSQSgUttiaY21tLQoLC1FQUMC9aRQUFCAvLw8FBQX4888/UVxcDODhubDdu3fnCtbZ2Rnu7u7o16/fY28IpMOhQu1IGGPIyspCUlISbty4gZSUFKSkpKCgoADAw5Pp+/Tpw5WFk5MT97GxsTHP6flVWVnJrak/+qZz69YtlJaWAng4B0Hfvn3Rt29f9O/fH56enujVqxfPyUkrokJtz6qrq5GcnIzExERcuHABMTExKCkpgVgsRu/eveHm5gZXV1d4e3vDzc0NDg4OfEduk8rLy5GWlobExEQkJiYiPT0dqampqKurg4mJCQYOHIghQ4bA29sbQ4cOpTXZ9osKtT2Ry+WIj4/HH3/8gT/++AOpqalQqVTo1q0bBg8ejEGDBsHPzw/9+/eHjo4O33Hbtbq6Oly/fh2XLl3iHvn5+RCJROjfvz8CAwMxcuRIDB06FLq6unzHJZpBhdrWpaenIzIyEmfOnMH58+chl8vh4uKCkSNHwt/fH35+frCxseE7JgGQn5+PS5cuITY2Fn/88QeysrJgYGCA4cOHY+TIkRg7diycnZ35jkleHBVqW5SWlob9+/dj//79SE9PR+fOnTFixAgEBgZi9OjR6N69O98RSTMUFRUhPj4ex44dQ2RkJMrKyuDq6oopU6YgJCQE3t7efEckfw0ValuRk5OD7du347fffsOdO3dgZ2eHSZMm4fXXX8fQoUOfOBkzaTtUKhXi4uJw4MABHDp0CFKpFC4uLpg2bRrmz58Pe3t7viOS56NC1WYNDQ04duwYfvzxR/zxxx/o2rUrZsyYgcmTJ8PX15dOQG+n1Go1Ll26hIiICOzduxelpaV47bXXEBYWhqCgoGfeb4vwigpVG1VUVOD777/H999/j+LiYowePRphYWEIDg6GWExXC3ckDQ0NOHLkCH788UdERUXB2toay5Ytw9KlS2FkZMR3PNIUFao2efDgATZu3IjvvvsOALB06VKEhYXRPlECALh79y62bNmC8PBw6Ojo4J133sHbb78NExMTldEcmAAAIABJREFUvqORh6hQtUF9fT2++uorfP755xCLxVixYgXefvttmpmePFFZWRm+++47bNy4EUKhEB9++CGWL19OWy/8o0LlW3x8PBYvXox79+7hgw8+wPLlyzv8VUmkeWQyGb7++mt89dVXcHZ2Rnh4OPz8/PiO1ZHRBNN8USgUWLRoEfz9/dGjRw+kpqbio48+ojIlzWZmZoZ//etfuHHjBiwsLDBkyBAsW7YM9fX1fEfrsGgNlQcFBQWYNGkSbt++jS1btmDKlCl8RyLtwO7du7F06VL069cPERERsLKy4jtSR0Ob/K3typUrmDBhAszNzXH48GGaPKMZ4uPjERsbi8zMTEyZMgXjx4/nO5LWSk9Px4QJE6BQKHD06FH079+f70gdCW3yt6bExESMGjUKnp6euHz5MpVpMyQmJuLLL7/E+++/j969e2PatGmora3lO5bWcnV1RUJCAnr37o2RI0ciLS2N70gdCq2htpLi4mJ4enrCw8MDR48epclJmikoKAiDBw/GRx99BMYYCgsLaW6CZpDL5RgzZgzy8vKQmJhIM1y1DlpDbS2LFy+Gnp4e9u3bR2X6F6SlpXFXBgkEAirTZtLX10dERAQaGhrw9ttv8x2nwxB98sknn/Ador2LiYnBmjVr8Pvvv8PV1ZXvOJDL5Thw4AAcHBxQUFCAPXv2oKCgAL169YJQKMT9+/exd+9eJCcnw8nJ6bHp5bKysnDixAns2rULNTU1cHFx4Z7Lz8/H7t27MWDAAMTGxmLLli3IzMyEh4cHd+uQqqoqfPvtt7C1tX3qmlNsbCwiIyOxb98+GBsbo6KiAlKpFM7OzigvL8fOnTvh4+ODkydP4uDBg/Dz84Pw/7V353FN3Pn/wF+BBAg3CsqpcimCeEBFaD2q9WhR1NpDu2rdautRu7/dbdW6tvbRa9ttt63b7dal2lattmxFXKvWVq2iVNFKRRATqCgoEEAOOUISQkLevz/czJfIqQYT8P18POZBmEwy78lMXpmZTD4fG5sOa7vT5S4tLUVycjL27dsHvV5v0n4sEeH48ePYs2cPMjIyUF9fj+Dg4DteV3fCyckJwcHBePXVVxEfHw8/Pz+L1nMPaAaxbjdnzhwaP368pcsgIqJjx45RaGgoAaAPP/yQli5dSmvWrCFHR0d67LHHaPPmzTR//nyaN28eiUQiSkhIMHn8hg0b6MEHHySDwUCFhYU0aNAg2rhxIxER7dixgzw8PEgqldLy5ctp8eLFFB8fTwBo9OjR1NTUREREKSkpBIBWr17dbp2FhYWUmppKAGjZsmWUkZFBubm5tHXrVnJ0dCSxWEyffPIJjRgxggBQdnZ2h7Xd6XIfPXqUnnvuOcrMzKSdO3eSs7MzPf/888L969ato82bNxMRUUZGBsXExNz5yjKT6OhoWrhwoaXLuBc0cqB2s6amJnJxcaHExERLlyL46KOPCAAlJycL49auXUsAKCUlRRj3yiuvkL29PTU3NwvjQkJCaOXKlcL/s2fPpvj4eOH/BQsWkEgkogsXLgjj1q9fTwCE10CtVtPmzZuptLS0wzrr6uoIAL355psm4+fPn08AaPfu3URElJub26Xabne5lUolBQUFUUNDgzDNkiVLCACdOnWKDAYDeXp6UmpqqnD/22+/3eGy3U0fffQReXp6mqxH1i0a+bdq3ay4uBhKpdKq2rZ0c3MDAERGRgrjjA0bjxgxQhgXFhYGrVaL0tJS+Pv7A7hx+sLYS6lcLkdxcTHq6+uFxzg5OUEsFiMiIkIYt3btWrz77rtIS0vDsmXLIJVK8eyzz952/cbzqMbLp8LCwrpU2+0ud1JSEjQaDdasWSNMU1ZWhuDgYFy6dAmxsbEYMmQI5s6di02bNmHWrFlYtWrVbS+fud13332oqqrCtWvX4OPjY+lyejUO1G7W0NAAAFbfMpCDg0OrccZzniqVShjn5+eHQ4cOYf/+/ZgwYQKCg4Nx9uzZDp/b0dER/v7+qKysNEutxrZfb24D9nZq68pyy2Qy+Pj44NNPP233ef71r3/hiSeewOzZs/HQQw/h66+/tpoL642/vjNui6z7cKB2s379+gG4sUdj3JPqydavX4/jx4/j4MGDkEqlSElJ6fQxWq0W5eXlmDZtmtXV1hW2trb47bffoNPphLC92ciRI5GZmYm1a9fis88+Q1RUFHJyctCnTx+z1HAnFAoFRCKRsC2y7sOXTXUzb29vDBw4EKmpqZYu5Y4VFhbi7bffxoIFCyCVSgHcaAy5M6dPn0ZjYyNmzJhhdbV1xYgRI6BSqZCYmGgyvra2Fhs3boRWq8X27dvh4uKCTz/9FN9//z3Kysqwe/dus8z/TqWmpiIsLEw45cG6DwfqXfDkk09iy5YtVtNohVKpBHBjz9HIeDh4/fp1YZzxkNc4nXGapKQk1NfX4+eff0ZaWhpqamrQ0NAgPK9er0dubq7wPLt27cKECROEQJXL5YiLi8P777/fYZ0KhQLAjb6XWjLWVV1d3ar+jmq73eWeO3cuAgICsGrVKvz9739Hbm4udu7ciaVLl2LhwoUgIiQmJoL+9xuZqVOnwtPTE56enh0u392gVqvx1VdfYe7cuZYu5d5g6a/F7gXFxcXk5OREf/3rXy1dCqWnpwuXGi1atIgKCgooNTWVoqKiCABNnz6dZDIZpaenU2xsLAGgJ598ki5evEhERIsXLyaxWEwhISGUmJhIu3btIjs7O5o0aRJVV1fTsmXLyNbWll544QVavXo1zZs3jxISEqi+vl6o4YcffiCRSEQSiYRqa2vbrPPUqVP06KOPEgAKCAigbdu2UW1tLX3++efk5+cn1PXLL78Ij+motv3799/Rcsvlcho8eDABIAAUERFBmZmZRESk0WjIx8eH5s2bR8nJyfTBBx/Qa6+91l2r8Ja88sor5ObmRteuXbN0KfcCvmzqbnn//ffJzs6OTp06ZelS7ljLcCQiamxsFG4vW7aMJBIJEREVFRVRXV1dm89RVVVFK1asMPulPB3VZg5Xrlyhq1evthqv0+lIq9W2eZ+lHDlyhMRiMX366aeWLuVe0ciH/HfJSy+9hClTpmDmzJmQy+WWLueO3Nxm682/KDIKCAhot3uO8+fPY8yYMWbvrbWrtd2ugQMHYsCAAa3Gi8Vi2NnZtXmfJWRlZeGxxx7DnDlzsGLFCkuXc8/gQL1LbGxs8O2332LIkCEYP358r/iSqi1qtRp6vb7DS3T0ej00Gg0WLVp0Fyu7d/z444+YOHEiRo8ejW3btnHvuHcRB+pd5OTkhMOHDyM+Ph5Tp07Fe++9Z+mSzOrrr7/GoUOHQER4+eWXkZWV1eZ0YrEY8fHxd7m6e8OmTZuQkJCARx55BN99912b19my7sPN91kAEeHdd9/F+vXrMWfOHKGhkJ6urq4OLTcne3t74RIm1r2uXr2KP/zhDzhw4ADef/99vPjii5Yu6V7EzfdZgkgkwrp163Dw4EFkZWUhPDwcH3/8MZqbmy1d2h1xc3ODu7u7MHCYdj+dTof3338fERERyM/Px9GjRzlMLYgD1YImT56MnJwc/PGPf8SaNWswatQopKSkmO2CdNZ7NTc3IykpCSNGjMDrr7+OtWvXIjs7G+PHj7d0afc0DlQLc3BwwJtvvons7GyEhYXhySefxPDhw/Gf//yHg5W1otfrsX37dkRERGDhwoXCT1xfffVVbrjcCnCgWomwsDDs3LkTOTk5GDFiBBYsWICwsDB88MEHZmtUhPVc5eXlePfddzF48GAsXrwYsbGxkMvl2LFjh8Ubsmb/h7+UslIXL17EJ598gh07dkCtVuPRRx/F0qVLMXHiRL4M5h5hMBhw+PBhbN68GXv37oWLiwuefvpp/OEPfzDpLYBZDe5G2to1NjZi37592LRpE44cOQI/Pz/MmTMHCQkJePDBByEWc4NhvYnBYEB6ejqSk5ORkpIChUKB6OhoLF26FAsWLICjo6OlS2Tt40DtSWQyGb799lvs2rULubm58PHxwZw5czBr1iyMGzeOrznsodRqNX7++Wfs2bMH//3vf3Ht2jVERkbi8ccfx9y5c4VGsJnV40DtqWQyGVJSUrBr1y7k5ORAKpVi3LhxmDJlCqZMmYLhw4fzqQErZTAYkJWVhcOHD+Pw4cM4efIkGhsbMXLkSDz++ON4/PHHOUR7Jg7U3qCoqEh4cx45cgRVVVXo378/xo0bh7i4OMTFxSEqKsrsv2tnXaPRaHD27FmcPn0a6enpOHHiBCorK9GvXz9MnjxZ+BDsDT/uuMdxoPY2BoMB586dw08//YSTJ0/i9OnTqKyshL29PaKiohAbG4vRo0dj+PDhGDJkCJ+DNTOdToe8vDycP38eGRkZOH36NDIzM6HT6dC/f3/ExcXhgQcewOTJkzFixAg+iuhdOFDvBfn5+Th9+rSwhySTyaDT6WBvb4+IiAgMHz4ckZGRGDFiBAYPHgx/f39+o3eCiFBcXIzffvsN2dnZyMnJwfnz5yGXy9HU1AQ7OztERkYiLi4OsbGxiIuL42/mez8O1HtRU1MT5HK5EALGQDC2jC+VShESEoLQ0FCEhoYKtwcMGABfX9975tSBVquFQqHA1atXcenSJeTn55v8bWxsBHCjF1bjB9Lw4cMxfPhwhIWFtdv/FOu1OFDZ/6msrMTFixeRn59vEh75+fkmzfH1798ffn5+8PPzQ0BAAHx9feHr64u+ffuib9++8PT0FG5b254uEaGqqgrV1dXCUFVVhdLSUpSWlqK4uBglJSUoLS1FRUWF8DhXV9dWHzKDBw/G4MGD0bdvXwsuEbMiHKisa8rLy1FUVNQqdIqKiqBQKFBeXm7S3TRwow1YY7A6OTnBw8MDUqkUUqkU7u7ucHR0hFQqFTqPs7e3N7nOUiQSwd3d3eQ5a2pqTP5XqVRCX121tbXQaDTQaDSoqamBRqNBY2MjampqoFKphCC9eZN3dnaGj48PfH19ERAQAH9/f/j6+mLAgAHCh4a1dAnNrBoHKjOfxsZGk72+yspK4bZarRZCTq1Wo66uDiqVChqNBvX19QBuXI/ZsgM9vV4vdKxn5OrqCltbW+H/liHs5uYGqVQKR0dHobUr420nJydh79nLy8tkb/peOYXBuh0HKrN+c+bMgYODA7755htLl8JYR7g9VMYYMxcOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMOVMYYMxMREZGli2DMaMuWLfj444/R3NwsjCstLYVIJIKPj48wztbWFqtXr8b8+fMtUSZjbdFyoDKrkpubi/Dw8E6nE4lEyM/PR3Bw8F2oirEu0fIhP7MqQ4cORUREBEQiUbvTiEQiREdHc5gyq8OByqzO008/DVtb23bvt7W1xdNPP30XK2Ksa/iQn1md4uJiDBw4EO1tmjY2NlAoFPD29r7LlTHWIT7kZ9YnICAAsbGxsLFpvXna2tpiwoQJHKbMKnGgMqu0cOHCds+jLly48C5Xw1jX8CE/s0pVVVXw9vY2uXwKACQSCSoqKuDu7m6hyhhrFx/yM+vk6emJyZMnm3w5JRaLER8fz2HKrBYHKrNaCxYsMPliymAwYMGCBRasiLGO8SE/s1oqlQqenp5obGwEAEilUlRXV0MqlVq4MsbaxIf8zHo5OTlhxowZkEgkkEgkeOKJJzhMmVXjQGVWbf78+dDr9dDpdHjqqacsXQ5jHRJbugDWs+n1eiiVyla3m5ubUV9fbzKtUqmEXq/v8Plufpxer4eDgwNsbGxQW1uL5ORk4T5XV9cOf1EF3LgqwNnZ2WRcy8e1d5ux28HnUHsZnU6HhoYG1NTUQKlUQqlUorGxETU1NULgNTY2QqPRQKVSoampCXV1ddDr9airq0NTUxNUKhXUajW0Wi3q6+vR3NzcbnD2Vm0FrVgshouLCxwcHCCVSuHs7AyJRAJ3d3fY2trCzc0NdnZ2cHJygqOjI+zt7eHq6gqxWAx3d3fhMS4uLvDw8ICLiwvEYt6n6UW4tSlrYjAYcP36ddTU1OD69evCUFNTg/r6etTX16O2tlYISuNwc3i2x7i3ZgwEJycn2NnZwc3NDWKxGG5ubq2mMYaGSCQSLle61dtGxrDpzM17ikeOHIFUKsX9998vjOtqqBs/NFqqqam5rdvGDxuNRoPGxkZhj7u2thZ6vR719fWtPpA62yuXSqVwcXGBi4sL3N3d4erqKvzv7OwsjHN1dUWfPn2EwcPDQ7jdUUMy7K7iQO0uzc3NqKysREVFBcrLy1FRUYGKigqTkGwZmtevX0dtbW2r55FIJOjTpw/c3NyEPRvjXo5xMO7ttBxavjkdHBx69LWbzc3NsLGx6dHBUVNTI4TwzR+CSqWy1VGFcaitrRU+TK9fvw6dTtfquVuGa8vbxsHLywv9+/eHt7c3vLy80K9fvzZ/1svuGAfqrSovL4dCoUBZWRkqKytRXl6Oa9eutbpdWVlpcg2lvb09vLy80Ldv3zY3+vbeEDef/2P3NqVS2e4H8s1DTU0NqqurUVlZabKXbmNjAy8vr1ZB2/K2r68vfH190b9/fwsubY/DgdpSTU0NCgoKUFpairKyMuGvcdzVq1ehUqmE6R0cHODh4QFfX1/4+Ph0eNvb25v3CpjFaDQaYZuuqalp93ZpaanJkZKdnR369u0LX19fBAUFwcfHR9iujeMGDBjA54JvuLcCtbS0FAUFBSZDYWEhCgsLUV5eLvxuXCQSwdvbG/7+/vD19cWAAQPg6+sLPz8/4bavr2+Xzgcy1tOoVCqUlJSgtLQUJSUlKCkpgUKhQHFxMRQKBRQKBa5duyYcgYnFYnh7eyMwMBBBQUHCYPy/Zdc1vVzvCtTm5mYUFBQgLy8Ply9fRmFhoUl4Gr+wsbe3N1n5gYGB8Pf3h5+fHwICAuDj4wOJRGLhpWHMejU1NbUK3JbvtytXrkCr1QK48cVby6ANCgpCcHAwwsLCMGjQoN50qVrPDNSmpiaUlJRAJpNBLpcLf3Nzc6FWqwHcOFF/80o0DgMHDuxNK5Exq2Q8hdbWUFhYCCKCRCJBQEAAwsPDERERIfwNCwvriUeA1h2oRIRLly7h3LlzyMzMxIULF5Cbm4srV67AYDBALBYjODgY4eHhCAsLw9ChQzF06FAMGTIELi4uli6fMdaO+vp6/Pbbb8KOUF5eHuRyOQoLC6HX62Fra4vAwEAMHToUw4YNw6hRoxAVFWXt/YhZT6A2NzcjLy8PmZmZQoCeO3cO9fX1EIvFGDp0KCIjI03CMzQ0lA/NGetFmpqacPHiReTl5SE3NxdyuRw5OTnIy8tDc3Mz3N3dhXCNiorCqFGjMGTIEGv5wtdygXr9+nWcOHECaWlpSE9PR3Z2NtRqNezs7BAZGWnygg0fPpwbxWDsHqZWq5GdnW2yw3XhwgXodDo4Oztj5MiRuP/++zFu3DiMHTvWUtdd371AVSgUSEtLE0JUJpMBACIiIjBu3DhER0cjKioKw4YN471OxlinmpqakJOTg8zMTPz66684ceIEcnNzIRKJMGzYMEyYMAFjx47FuHHj7taVBt0XqI2NjTh69Cj27t2Lw4cPo6CgAGKxGNHR0Rg3bpzwSdKnT5/umD1j7B5UWVmJkydPIi0tDT///DOysrKg1+sRGhqKqVOnYubMmZgwYQLs7e27Y/bmDdSKigp8//332LdvHw4dOgS1Wo2oqChMnz4d48ePR2xsbE/85o4x1kMplUqcOnUKx48fx4EDB5CVlQUXFxdMmzYNCQkJmD59Ovr27Wuu2d15oFZUVCApKQk7d+7E6dOnYWdnh0mTJmHmzJmYMWMG/Pz8zFUsY4zdkaKiIuzfvx979+7FsWPHoNfrcf/992Pu3LmYN2/enYbr7QWqwWDADz/8gMTERBw8eBBSqRRz5szBrFmzMGXKFN4LZYxZvYaGBhw8eBB79uzBnj170NTUhOnTp2P58uWYMmXK7TTGowXdAo1GQ//85z8pJCSERCIRTZ48mXbs2EEqlepWnsYqpKWl0VtvvUXz58+nPXv2WLqcdqlUKtq7dy/95S9/sXQpzIpotVr66aef6E9/+hN9//33d/x8ly9fpmeeeYaKi4vNUF3Po1Qqadu2bTRhwgQCQGFhYZSYmEharfZWnqaxS4Gq1+vp3//+N/n5+ZFUKqUVK1aQXC6/vcqtwK+//koJCQmk1WrpjTfeIHt7e6v9UNi9ezcNHDiQ/P39LV0KsyJnz56lpUuXEgDavHnzHT9fcnIyAaADBw6YobqeLTs7m5599lmyt7engQMH0hdffEHNzc1deWjngZqZmUnR0dFkb29P/+///T8qLS2984ot7JFHHqG33nqLiIgMBgMpFAoLV9SxhQsXcqCyVrKzs287ULdt29ZqXGVlpTnK6jWKiopo2bJlJJFIKC4ujnJycjp7SGOHPy/YtGkTYmNj4eDggHPnzuHjjz/uFS3HyGQy4bf8IpEIvr6+Fq6oY9zuAGuLscm8Wz3Xd/ToUfzlL39pNd7T09MsdfUWAQEBSExMRGZmJogI9913H7Zs2dLhY2xff/3119u646233sKqVauwfv16bNu2DV5eXt1R811lvHTiP//5D1xcXFBXV4fS0lIMGTIEwI1LLPbs2YNdu3bh8uXL8PLygpubm/D4mpoabNmyBaNHj8YPP/yA3bt3IzY2FjY2NigtLUVycjL27dsHvV6PoKAgk3lfvHgR33//PbZv3w6VSoWhQ4ea3N/Q0ICdO3ciOTkZVVVV8Pf3h4ODAwDgu+++Q0FBAf785z/jzJkz+PLLL1FSUoLIyMhbejNpNBqkpKQgKCgICoUC33zzDRQKBUJDQ2FjY4Nr164hKSkJWVlZCAkJaXWtXkfLUFJSgh07duC+++7D8ePH8dlnnyEvLw+RkZHCDzWUSiX+8Y9/wM/PDx4eHu3WSUQ4fvw49uzZg4yMDNTX1yM4OBj79u3DDz/8gAsXLiAqKgpKpRKff/450tPTcfXqVQwbNqzLtQDocJ11tK5vdrvbRXvLadTZ9lhZWYmNGzdi5syZiIqK6tLrk5qaitmzZ0On06FPnz4oKyvDkCFDYDAYcOzYMVRVVZlcmdNZDcXFxdi6dStiYmIgk8mwefNmXL169Za3TWvWr18/PPPMM1Cr1Xj55Zfh7Oxs0h1PC81tHvKnpKSQSCSiTZs2mXkn2rIKCwspNTWVANCyZcsoIyODcnNziYgoKyuLIiMjKSUlhSoqKuiDDz4gZ2dn4dBo69at5OjoSGKxmD755BMaMWIEAaDs7Gw6evQoPffcc5SZmUk7d+4kZ2dnev7554X5btiwgR588EEyGAxUWFhIgwYNoo0bNwr35+bmUnx8PGVnZ5NOp6OnnnqK+vbtS5cvXyYiot///vfk4+NDK1eupCVLltCsWbNIJBLR22+/3eVlP3bsGIWGhhIA+vDDD2np0qW0Zs0acnR0pMcee4w2b95M8+fPp3nz5pFIJKKEhASTx3e0DDt27CAPDw+SSqW0fPlyWrx4McXHxxMAGj16NDU1NRHRje0KAK1evbrDWtetWyccxmZkZFBMTIxwX0REhMnpj/r6enJ1daW4uLhbqqWjddbRur7ZnWwXHS1nZ9sjEZFMJiMA9Pnnn3f59Tl37hw98MAD5OXlRampqXTu3DmSyWT0+OOPEwD697//3eUa9u7dS15eXgSANmzYQM888wzNmDGDANA777zT4TruqTZs2EA2NjbtnWtufQ5Vp9NRSEgIPfPMM91fnQXU1dURAHrzzTeFcVqtlsLCwui1114zmfZ3v/sd2dnZkUwmIyKi+fPnEwDavXs3Ed0IQqVSSUFBQdTQ0CA8bsmSJQSATp06RUREISEhtHLlSuH+2bNnU3x8PBHd+MJv5MiRJh9eZ8+eJTs7O9q3bx8R3QhUe3t7+u2334RpoqOjKTo6+paW/aOPPiIAlJycLIxbu3YtAaCUlBRh3CuvvEL29vYmJ+I7WgYiogULFpBIJKILFy4I49avX08AKDExkYiI1Go1bd68ucPz8AaDgTw9PSk1NVUY1/KD4/HHH291PjkqKkoIjK7U0pV11ta6bs/tbBcdLWdXt8e2ArUrr8/s2bMpICDAZJrz58+bBGpXazBuPz/99JPJ/G512+xJnnzySYqIiGjri6rW51Bzc3Nx6dIlvPjii+baY7Z6P/74I/Ly8hAbG2syftq0aWhqasIXX3wBAMK51lmzZgEAwsLCkJSUBI1GgzVr1mDlypVYuXIlysrKEBwcjEuXLgEAjh07hrfffhsAIJfLUVxcjPz8fAAQfr0xffp0Yb7Gw7UZM2YI46RSKQYPHiz8P2zYMFy+fPmWltN4qBYZGSmMM57uGDFihDAuLCwMWq0WpaWlwriOlgEAnJycIBaLERERIYxbu3YtxGIx0tLShGV49tlnOzwPLxKJMGTIEMydOxffffcdAGDVqlW3tJyd1dKVddbWum7P7WwXHS1nV7fHO3Hz4fjNp3e6WoOx0aKWr094eDiKioruuEZr9dJLL0Emk7X5/mvVEUxZWRkAwN/fv/srsxJyuRwAWnWIN27cOAA3PmQACOfPWp5Hk8lk8PHxwaefftru8/v5+eHQoUPYv38/JkyYgODgYJw9exYAkJ2dDScnp1bnqO3s7DqsWSwWC1223AnjedqWjOcZW/af1dEytMfR0RH+/v6orKy8pZr+9a9/4YknnsDs2bPx0EMP4euvv77jzuJa1tKVddbWur6Vabsyj/aWs6vb450B0wygAAAgAElEQVTo7PzmndRga2tr0kFlbxMQEADgRoedoaGhJve12lqMXzSkp6ffhdKsg7GBllOnTpmMHzhwICQSSYdfoNja2uK3335rs3tfo/Xr1+Ptt9/Ge++9h8cee8zkW3uDwQCVSoXU1NQ7XIru1dEytEer1aK8vLzVF3SdGTlyJDIzM/H888/j2LFjiIqKwvXr12+39Fa1dGWd3amuzKO95byT7bGrOgvUu1FDT5Weng4bG5tWXywDbQRqQEAAEhISsG7dOqE7kd5uzJgxACAcmhoZ21uMi4tr97EjRoyASqVCYmKiyfja2lps3LgRhYWFePvtt7FgwQLh8MhgMAjTGQ+/v/nmG5PHV1dX47///e/tL5QZdbYM7Tl9+jQaGxtNTl10RqvVYvv27XBxccGnn36K77//HmVlZdi9ezeAG3vmxr7BbkXLWjpbZ+bQ2Tw6Ws472R678vqIRKJOj27upIbeTKlU4tVXX8UTTzzR5mVmbR7PbNiwAQqFAnPnzu11oapQKADc2F03GjFiBBYtWoS0tDSTcz8nTpxAaGgoli5dCuD/DoGrq6uFaebOnYuAgACsWrUKf//735Gbm4udO3di6dKlWLhwIRoaGgAASUlJqK+vx88//4y0tDTU1NSgoaEBEydOxKhRo7Bt2zYsX74cR44cwYYNG7B48WLEx8cL82toaBA6PQNuNNCtVqtvKVyUSiUAmDyPsb6We4DG5TRO19kyGJ9Xr9ebHAru2rULEyZMEAJVLpcjLi4O77//frs1EhESExOFQ8apU6fC09NT2HinTp2KqqoqbNmyBSqVClu2bEF1dTUKCgpQU1MjPE9HtXS2zlq+Bi3XdXtuZ7voaDm7uj3W1dWZrJ+uvj4+Pj4oLy9HQUEBLl++DJVKJazrqqoqAF1/T9TX1wO40TapUVVVFbRaba877FcqlZgzZw7q6ura34bb+ybr1KlT5OnpSaNGjaKLFy921xdmd9WpU6fo0UcfJQAUEBBA27Zto9raWiK60U7BypUrKSIigrZu3Uqff/45TZ8+nYqKioiI6PPPPyc/Pz8CQE8++ST98ssvwvPK5XIaPHgwASAAFBERQZmZmcL9ixcvJrFYTCEhIZSYmEi7du0iOzs7mjRpElVXV1NJSQlNmTKFRCIRiUQievDBB6mkpISIiJKSkqhPnz4EgF566SWqr6+nr7/+mvr27UsAaNWqVV36vXF6erpwSc+iRYuooKCAUlNTKSoqigDQ9OnTSSaTUXp6OsXGxgrLaVz3nS3DsmXLyNbWll544QVavXo1zZs3jxISEqi+vl6o4YcffiCRSEQSiUR43W+m0WjIx8eH5s2bR8nJyfTBBx+YfNOsVCqF+oYOHUq7d++mOXPm0LRp04RLkLpSS0frrKN1fbPb3S46W87OtsdffvmFpk2bRgBo1KhRwmU8XXl9UlNTSSwWk7u7O/3zn/+k06dPC5dNDRs2jPbv39+lGo4dO0ZBQUEEgJ599lkqKyujpKQkcnV1JQD0+uuvk06na3+j7EHkcjkNGzaMvL296dy5c+1N1vFPTwsKCmjUqFEklUrpr3/9K2k0GvNXamVqa2vp5MmTt9VIxJUrV+jq1att3tfyzUxE1NjY2Gqampoaqq6uvuX53i0dLYPxJ3pEN36yV1dX1+ZzVFVV0YoVKzr8bbROpyOtVtvua0lEVFFRIdy+ebvsai1EHa8zc2lvHl1ZztvdHjt6fYzPe/P6NHcNvYFKpaLXXnuN7OzsaMyYMZ29Bo2dNt+n1+vx0Ucf4Y033kCfPn2wbt06LF68uLtavGa34fnnn+90mqVLl2LkyJHdVsPy5cvx5Zdfmhz6tSU1NRVFRUVYtGiRxWthrD0ajQabNm3C3/72N6hUKrz11lt44YUXOvsyVtvqsqmbicVirFmzBgsXLsS7776LP//5z3jjjTewdOlSrFixolf8tr+nmzhxYqfTdPdPh9VqNfR6PRoaGlpdamOk1+uh0Wi6NUy7WgtjbSkuLsbGjRuxefNmqNVqPP/883j55Ze7/v651V1ghUJBr776KvXr14/EYjHNmDGDkpOT2zyEZfeGHTt2UP/+/QkAPf/88x2dY7qnamE9g0ajoaSkJHr44YfJ1taWfHx86M0336Ty8vJbfarOD/nbo9VqkZKSgq+++go//fQTXFxc8PDDDyMhIQGPPPLIPX2d2r2mrq7O5Btde3t7i3X7bU21MOtVXV2NAwcOYN++fTh48CDUajUefvhhLFq0CDNnzuz0hzXtME8nfQqFAikpKdi3bx+OHz8OIsLYsWORkJCAhISEVr8mYIyxuy0vLw979+7F/v37kZ6eDrFYjAcffBAJCQl4/PHH7/jXeOiObqTr6urw448/Ck2JXb9+HaGhoRg/fjzGjx+PcePGITAw0JyzZIyxVi5duiRcM52WloaCggJ4enpi+vTpSEhIwNSpU+Hi4mLOWZo/UFvS6/U4efIkDh8+jLS0NJw5cwZarRZ+fn6YMGECxo4di/HjxyM8PLzXtJ3IGLv7DAYDLly4gLS0NPz888/4+eefUVZWBqlUipiYGEyYMAFTp05FbGxsdzbY3r2BerPGxkZkZGQIC52eng6lUok+ffogKioK0dHRGDVqFKKiohASEsIhyxhrxWAwID8/H5mZmcjMzMS5c+dw9uxZ1NbWws3NDQ888ADGjRuHcePGYfTo0bd7PvR23N1AvVlzczOysrJw8uRJ4cXJzc2FXq+Hq6srRo4ciaioKERFRWHUqFEICwsTun1gjPV+Op0Oubm5OHfunJARWVlZaGhogEQiQXh4uJARY8eORWRkpCW7DLJsoLZFp9Ph4sWLOHv2rDBkZmZCo9FAIpEgICAA4eHhiIiIQFBQEMLDwzFq1Cg4OTlZunTG2G1qampCfn4+5HI5CgoKIJPJIJfLIZfLhfd+aGgooqOjTQYru4LD+gK1LTqdDjKZTHiR8/LyIJfLcfnyZeh0OtjY2GDQoEEICwtDeHg4wsLCEBISgsDAQPj7+3epTUvGWPdqbm5GSUmJ0CiL8X2cl5eHK1eugIiE4Bw6dCjCwsIQERGBiIgIhIeH94Sj054RqO3R6XS4dOmSScjm5eUhLy9PaCXLzs4OgwYNQlBQkDAEBgYKt11dXS28FIz1HnV1dSgoKDAZCgsLUVBQgKtXrwo/B3ZyckJYWBiGDh2K8PBwDBkyRDjqbNmRYg/TswO1I2VlZSYrs+VthUIhXPzt6emJQYMGwc/PDwMGDICfnx/8/PwQEBAAPz8/k95HGbuXaTQaFBcXo7S0FMXFxSgpKUFpaSmKioqgUChQWFgoNANpY2MDPz+/NndiAgMD4e3tbeGl6Ra9N1A7otVqUVhYKATslStXoFAoTDaSlg1reHp6moSscfDy8kK/fv3g4+MDLy8vazufw1iXqNVqVFRUoLy8HJWVlaioqIBCoRCGoqIilJaWmrT3am9vL7wPjDsigwYNEoJz0KBBd/PbdWtxbwZqV5SXl7faoEpKSoRPaIVCYdLnEnCj/x0fHx/069cPXl5eJre9vb3Rr18/9OnTRxi4xS7WHRobG3H9+nXU1NTg+vXruHbtmhCWLW8bQ7RlA9XAje3YGJb+/v7w9/cXdij8/f3h6+trjl8V9UYcqHeirU/2srIyVFZWorKyEmVlZaioqBD+v5mTk5NJwBqHvn37thrn4uICd3d3uLq6wsXFhcO4l2tsbERDQwPq6+tRW1uL+vp6XL9+XRiqq6tN/m853NzLhkgkgpeXV6sjKuOHPh9pmQ0H6t2i1+tRWVnZauM37kW092YxdjFxMzs7Ozg7O5uErLOzc6vgdXZ2FgaJRAI3NzeIxWK4ubnBzs4OTk5OkEqlcHBwgIuLS0/4JtWq6HQ6NDQ0oLGxERqNBg0NDdDpdKitrUVzczPq6urQ1NQElUoldBdjHFp2IWMcamtroVQq2+3cz83NzeSD18PDo80P5ZaDl5eXJa/NvJdwoFo7vV6P69evC2+2+vp6KJVK4Y1oHNfyjWl8UxqHhoYGqFSqLje47OHhAbFYLOwJOzo6ArjRFbNxz/hWbxvZ2NjAzc2tw/nb2tp2evVFXV1dpx0F1tbWturXyBh8t3NbrVZDq9Wivr4eer0etbW1Hc7fyPgauri4mHzweXh4mPxvHNfy/5bT9enTh4PRunGg3mvq6uqg1+tN9pzaCgrjnpdGoxE6AlQqldDr9bd126hlQLWn5TzbY9yrvtVpJBKJ0Oj0rd6+eU++5QePg4MDpFKpcCTg7u4OsVjMl+XdWzhQmfWbM2cOHBwcWnW1zZiV0fJPiBhjzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzEw4UBljzExERESWLoIxoy1btuDjjz9Gc3OzMK60tBQikQg+Pj7COFtbW6xevRrz58+3RJmMtUXLgcqsSm5uLsLDwzudTiQSIT8/H8HBwXehKsa6RMuH/MyqDB06FBERERCJRO1OIxKJEB0dzWHKrA4HKrM6Tz/9NGxtbdu939bWFk8//fRdrIixruFDfmZ1iouLMXDgQLS3adrY2EChUMDb2/suV8ZYh/iQn1mfgIAAxMbGwsam9eZpa2uLCRMmcJgyq8SByqzSwoUL2z2PunDhwrtcDWNdw4f8zCpVVVXB29vb5PIpAJBIJKioqIC7u7uFKmOsXXzIz6yTp6cnJk+ebPLllFgsRnx8PIcps1ocqMxqLViwwOSLKYPBgAULFliwIsY6xof8zGqpVCp4enqisbERACCVSlFdXQ2pVGrhyhhrEx/yM+vl5OSEGTNmQCKRQCKR4IknnuAwZVaNA5VZtfnz50Ov10On0+Gpp56ydDmMdUhs6QLYvaGhoQE6nQ51dXUwGAyoqakBAOj1eiiVylbTG8fr9Xo4ODjAxsYGtbW1SE5OhouLC8Ti1puuq6srbG1tIRKJ4O7uDltbW7i6ukIikcDZ2bnbl5ExPofKOtTU1ISqqipUVlaioqICtbW1qK2tRV1dXYdDY2MjNBoN1Go1tFqtpRcDAODg4ACpVApHR0fY29vD3d0dbm5uHQ59+vSBl5cXPD094eXlBYlEYunFYNaLW5u6V1VXV6OkpATFxcUoLi7GtWvXUFlZibKyMlRWVqKqqgrXrl0T9iRb6koQSaVSODg4COHl7OwMiUQi7EW6u7sLF+57eHi0WaNx/JEjRyCVSnH//fcDQJs1ERFqa2sB3LgaoK6uTtjLbWpqgkqlglarhVqthkajQWNjY5c+GG7Wt29feHl5wcvLC/369YO3tzc8PT3h7e0Nf39/DBw4EH5+fujTp8/trRjWk3Gg9kZEBIVCgUuXLuHSpUsoKirC1atXUVJSAoVCgaKiImg0GmF6Dw8P+Pj4wMvLC97e3ujXrx88PT2FwDAGiJeXV7vh152am5thY2PTYQtU3eX69euorKwUhvLycuH2tWvXcO3aNVRVVaG0tFQIdABwdHTEgAED4O/vDz8/PwwcOBADBgxASEgIQkJC4Ofnd9eXhXU7DtSe7Nq1a5DJZEJwthyMgeni4iK8mVu+uf38/ITbjo6OFl6S3qGhoQFFRUUmH1wtb1+5cgUqlQrAjcA1hmvLITIyEp6enhZeEnabOFB7gqamJuTn5+Ps2bOQy+WQyWQ4e/YsysrKAAD29vbw8/NDeHg4IiIiEBQUJAyBgYEW2bNjbaupqUFBQYEwyGQyyOVy5Ofno76+HsCNIwbjugwPD0d0dDRGjhzJX6xZPw5Ua6NWq5GZmYkzZ87gzJkzyMjIQGFhIYgITk5OCA8Px/DhwxEREYHIyEhERESYdA3Ceq7S0lLIZDKcP38eMpkMOTk5kMvlUKvVsLGxQWBgIGJiYoRh1KhRfF2udeFAtbT8/HycOHECv/zyC3755RdcuHABer0e/fr1Q0xMDEaPHo3hw4cjMjISgYGBbTZpx3ovg8GAgoICnD9/HufPn0dGRgbOnDmDqqoqSCQSREZGYsyYMYiJicG4ceO4FwPL4kC928rKynDixAn89NNPOHjwIK5evQqJRILhw4fjgQceQHR0NKKjoxEeHs6H6qxdpaWlOHv2LE6ePIkTJ07g3LlzUKvV8PHxwdixYzF58mRMnToVgwYNsnSp9xIO1O6m0Whw+PBh7Nu3D0ePHkVBQQGkUini4uIwceJETJw4ETExMXx9I7sjTU1NOHPmDI4ePYrU1FScPn0ajY2NCAkJwUMPPYSEhAQ89NBDcHBwsHSpvRkHane4fv069u/fj++++w4//vgjGhsbERMTg6lTp2LixImIi4uDvb29pctkvZhGo8GpU6eQmpqKQ4cOISMjA05OTnjkkUcwa9YsTJ8+nZtBND8OVHNRq9VISUnBtm3bcPz4cdja2mLSpEmYPXs2Zs6cyV12MItSKBTYu3cv9uzZg2PHjoGIMGnSJDz99NOYM2cO77maBwfqnfrll1/w5Zdf4ttvv4VGo8GMGTMwd+5cPPLII3BxcbF0eYy1UldXhwMHDuA///kPDhw4ABcXFzz11FNYvHgxoqOjLV1eT8aBejt0Oh2+/vprfPDBB5DJZBg2bBgWL16MBQsWwMvLy9LlMdZl5eXl2L59O7788kvk5eVh5MiRWLVqFebNm9dhV96sTRyot0Kr1WLr1q147733UFJSgvnz52PFihWIiYmxdGmM3bH09HRs3LgR3377LQYNGoS1a9di4cKFsLOzs3RpPYUWxDplMBjoyy+/JH9/f7K3t6cVK1ZQYWGhpctirFtcunSJlixZQnZ2djRgwAD66quvLF1ST9HIV4l3Ij8/Hw899BCee+45zJ49G5cvX8bGjRv5+j7WawUHB+Pzzz9Hfn4+HnnkEfz+97/HtGnTUFBQYOnSrB4HajsMBgP+9re/Yfjw4aipqcHp06fxySefcCtB7J4xYMAAJCYm4sSJEygtLUVkZCQ2bNhg0nEiM8XnUNvQ0NCABQsW4Mcff8Sbb76JF198sc0W4hm7VzQ1NeG9997Dm2++icceewxbtmzhdgRa4076bqZSqRAfH49Tp07hyJEjWLNmDYdpL/bVV1/dU/O9XXZ2dli/fj0OHTqEw4cPY9asWSZt6rIbeA+1BSLCnDlzkJ6ejtTUVISHh1u6JNaNjh49ioULF0KhUNwT8zWXc+fOCW0FJCUlWboca6K1ff3111+3dBXWYtOmTfj4449x4MABq7zAWaPRICUlBUFBQVAoFPjmm2+gUCgQGhoKGxsbXLt2DUlJScjKykJISEirn7devHgR33//PbZv3w6VSoWhQ4cK95WUlGDHjh247777cPz4cXz22WfIy8tDZGSk0M6AUqnEP/7xD/j5+XXacn9DQwN27tyJ5ORkVFVVwd/f3+TXOEqlEnv27MGuXbtw+fJleHl5wc3NTbi/uLgYW7duRUxMDGQyGTZv3oyrV68iMjLSpNGYzubT3jKnpqZi9uzZ0Ol06NOnD8rKyjBkyBAANxoeSU5Oxr59+6DX6xEUFHTLdZl7vtbEx8cH0dHRWLduHQYNGoQRI0ZYuiRr0cyXTf2PRqMhb29vevHFFy1dSpuOHTtGoaGhBIA+/PBDWrp0Ka1Zs4YcHR3pscceo82bN9P8+fNp3rx5JBKJKCEhweTxGzZsoAcffJAMBgMVFhbSoEGDaOPGjUREtGPHDvLw8CCpVErLly+nxYsXU3x8PAGg0aNHU1NTExERpaSkEABavXp1h7Xm5uZSfHw8ZWdnk06no6eeeor69u1Lly9fJiKirKwsioyMpJSUFKqoqKAPPviAnJ2dadu2bUREtHfvXvLy8iIAtGHDBnrmmWdoxowZBIDeeeedLs+no2U+d+4cPfDAA+Tl5UWpqal07tw5IiI6evQoPffcc5SZmUk7d+4kZ2dnev7552+pLnPP11otX76cAgICSKfTWboUa9HIgfo/3333HdnY2FBpaamlS2nXRx99RAAoOTlZGLd27VoCQCkpKcK4V155hezt7am5uVkYFxISQitXrhT+nz17NsXHxwv/L1iwgEQiEV24cEEYt379egJAiYmJRESkVqtp8+bNHb5Ger2eRo4cSZs2bRLGnT17luzs7Gjfvn2k1WopLCyMXnvtNZPH/e53vyM7OzuSyWQmy/XTTz8J00RFRVF0dHSX5tOVZZ49ezYFBAQI/yuVSgoKCqKGhgZh3JIlSwgAnTp1qkt1ddd8rVFBQQGJRCI6dOiQpUuxFo38bcv//Prrrxg6dKhVt35vPCSOjIwUxhkPF1sedoWFhUGr1aK0tBT+/v4AgGPHjsHJyQkAIJfLUVxcLHS5AQBOTk4Qi8WIiIgQxq1duxbvvvsu0tLSsGzZMkilUjz77LMd1njgwAFkZWVh+vTpwrioqCgolUrY2dlh7969yMvLQ2xsrMnjpk2bhm+++QZffPEFPvzwQ+Eb5LCwMGGa8PBwHDx4sEvz6coyAzA5TE9KSoJGo8GaNWuEcWVlZQgODsalS5cQGxvbaV3dNV9rFBgYiKCgIGRkZGDKlCmWLscqcKD+T11dXY9szqytVoKM5zyNHcIBgJ+fHw4dOoT9+/djwoQJCA4OxtmzZzt8bkdHR/j7+6OysrLL9WRnZ8PJyalVmwbGkJPL5QDQqn+kcePGAQByc3PbfW5bW1vhGsjO5gN0bZlbBptMJoOPjw8+/fTTLi1rW3XdzflaAw8PD5PeXu91HKj/4+fnh5SUFBBRr2wpf/369Th+/DgOHjwIqVSKlJSUTh+j1WpRXl6OadOmdXk+BoMBKpUKqampmDp1aqv7jf3Vnzp1SghRABg4cCAkEkmXu6nubD5A15a55bq2tbXFb7/9Bp1Od0cNfltqvnebwWDAlStXhKMgxr+UEkyZMgUKhQKnTp2ydClmV1hYiLfffhsLFiwQDlkNBkOnjzO2+j5jxowuz8t4OuKbb74xGV9dXY3//ve/GDNmDAAgLS3N5P4LFy5Ap9MhLi7OLPPpyjKLRCI0NzcL/48YMQIqlQqJiYkm09XW1mLjxo1dqstS87WE1NRUVFVVtfuBdi/iPdT/GTVqFMaOHYt169bh6NGjVtkZnlKpBHBjz9GooaEBwI1eAowdtBkP9Y3TGadJSkrCvHnzkJ2djbS0NGi1WjQ0NAiHq3q9Hrm5ucIlPrt27cKECROEQJXL5ViyZAkeffRRk/N9Lc2cOROjRo3Ctm3b4ODggCeeeALnz5/HsWPHsHPnTtjb22PRokXYvXs3ioqKMGDAAADAiRMnEBoaiqVLlwKAcM6xqalJeO6qqipotVoQUafzuXjxYqfL7OPjg/LychQUFICIMGPGDAQEBGDVqlXCB0lOTg527dqFL774okt1deW1vp35Wpvm5masW7cOU6ZMMTmffM+z1Ndh1ujXX38lOzs7euONNyxdSivp6ek0YsQIAkCLFi2igoICSk1NpaioKAJA06dPJ5lMRunp6RQbG0sA6Mknn6SLFy8SEdHixYtJLBZTSEgIJSYm0q5du8jOzo4mTZpE1dXVtGzZMrK1taUXXniBVq9eTfPmzaOEhASqr68Xavjhhx9IJBKRRCKh2tradmstKSmhKVOmkEgkIpFIRA8++CCVlJQI92s0Glq5ciVFRETQ1q1b6fPPP6fp06dTUVEREd24RCwoKIgA0LPPPktlZWWUlJRErq6uBIBef/110ul0nc6ns2VOTU0lsVhM7u7u9M9//pOIiORyOQ0ePJgAEACKiIigzMzMW6rL3PO1Ri+//DJJpVLKycmxdCnWhC+butm///1vEolEwobem7QMRyKixsZG4fayZctIIpEQEVFRURHV1dW1+RxVVVW0YsUKk0uy2lNTU0PV1dXt3l9bW0snT56k4uLirpR/W/PpaJmNNdw8DRHRlStX6OrVq7ddk6Xmezf87W9/I5FIRFu2bLF0KdaGA7Ut77//PolEIvrzn/98z1y03DJQO3L06FHaunXrXaiIWZumpiZavnw5iUQi+te//mXpcqwRt4faltWrVyMpKQmfffYZ7rvvPvz666+WLqnbqdVq6PV64RxgW/R6PTQaDRYtWnQXK2PWICsrC3FxcdixYwd27dqFlStXWrokq8SB2o65c+ciOzsbffv2RVxcHP74xz+aXNfZm3z99dc4dOgQiAgvv/wysrKy2pxOLBYjPj7+LlfHLEmtVmPt2rW477774OTkhF9//RVz5syxdFlWi1ub6gQRYdOmTVi7di3c3NywZs0aLF68uFd1u1tXV2dyYbq9vT23dXmPU6vV2Lx5M/7+979DrVbjww8/xO9///teeY22GXEnfV1VVlaGd955B1988QXc3d3x0ksvYfny5cJPDBnrDerr67Fx40Zs2LABDQ0NeO655/CXv/wF/fv3t3RpPQEH6q0qLy/Hhx9+iMTERNjb22PhwoVYsmQJhg0bZunSGLttWVlZ+PLLL7F9+3YYDAasXLkSf/rTn9CvXz9Ll9aTcKDerurqaiQmJmLLli24fPkyYmJisHjxYsybN8+kXU/GrFVNTQ2+/vprbNmyBZmZmRg8eDAWL16MpUuXdvknwMwEB+qdIiIcP34cX375JXbt2gUAePjhhzFr1izMmDEDffv2tXCFjP2fyspK7Nu3D9999x0OHToEW1tbPPHEE1iyZAkeeOABPkd6ZzhQzamurg7JycnYvXs3jh49Cr1ej/Hjx2PWrFmYNWsWdz3NLKKgoAB79uzBd999h5MnT8LOzg6TJ0/Go48+iscffxwuLi6WLrG34EDtLmq1GjwN8oYAAAQdSURBVEeOHBG6tKitrUVQUBAeeOABjB07FvHx8dxKD+sWFRUVOH78OH766SecOHECcrkcHh4emDx5MmbMmIHZs2fD1dXV0mX2Rhyod4NOp0NaWhqOHj2K1NRUZGRkoLm5GREREZg0aRImTJiAMWPGwM/Pz9Klsh6ouLgYv/zyC44fP46jR49CLpdDIpEgJiYGkyZNwqRJkzB27Fjuvbf7caBaglKpRFpaGlJTU5GamoqsrCwYDAb4+voiJiYGMTExGDNmDO677z7ek2AmamtrkZGRgTNnzuDMmTPIyMhAWVkZbG1tMWrUKEycOFEI0Jsb8WbdjgPVGiiVSvz666/Cm+TMmTMoKSmBjY0NhgwZguHDhyMyMhLDhg1DZGQkAgMD+cuDXs5gMKCgoAA5OTm4cOECcnJycP78eVy8eBFEhAEDBmD06NEYM2YMYmJiEB0dzQFqeRyo1qq0tFTYAzG+qa5cuQIigrOzM8LDwzF8+HCEh4dj8ODBCAkJQWBgoEkXIMz6NTU1oaCgAJcuXcLFixchk8lw/vx5yOVyqNVqiEQiBAYGIjIyEpGRkRg9ejRiYmLg7e1t6dJZaxyoPYlSqYRMJkNOTg5ycnIgk8lw4cIFVFRUALjRlcaAAQMQEhKC0NBQhISECEHr7+/fI/vM6g1qampQUlIiBGfLobi4WGi939vbGxERERg2bBiGDRsmfGDynmePwYHaG9TX17d6o16+fBn5+fkoKysTpnN2dsaAAQMQEBAAPz8/4ba/vz98fX3h5eUFT09P2NraWnBpeo7m5mZUVlaisrISpaWlKCkpQXFxMYqKilBSUoKSkhIUFRW16izR+EEXEhKC4OBg4TZfvtTjcaD2diqVClevXkVxcXGbb/irV69CrVYL04tEIiFYvby80L9/f/Tr1w9eXl7w8vKCu7s73N3d4ebmZjL09DBQKpWoq6tDbW0t6urqhKGmpkYIzYqKCly7dg1VVVXCuJacnJwwcOBA+Pv7w9/f3+QDy9/fH4GBgdzoTO/Ggcpu9EdVXl7eZmgYx1dWVqKqqgo1NTUmHcwZ2draws3NTQhciUQCFxcXSCQSODs7w97eHo6OjpBKpXBwcICTk5NwvlcsFrcZyI6OjrC3tzcZp9VqTT4AjOrr64W6jNNoNBo0NjZCpVKhqakJDQ0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"text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = Pipeline()\n", "pipeline = (\n", " p.map(malaya_speech.load, sr = sr // reduction_factor)\n", " .map(lambda x: x[0])\n", " .map(malaya_speech.generator.frames, frame_duration_ms = 3000, sample_rate = sr // reduction_factor)\n", " .foreach_map(model_128)\n", " .map(np.concatenate)\n", ")\n", "p.visualize()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 20.2 s, sys: 2.52 s, total: 22.7 s\n", "Wall time: 4.19 s\n" ] } ], "source": [ "%%time\n", "\n", "results = p('speech/podcast/nusantara.wav')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['load', '', 'frames', 'super-resolution', 'concatenate'])" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.keys()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(results['concatenate'], rate = sr)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(results[''], rate = sr // reduction_factor)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = malaya_speech.resample(results[''], sr // reduction_factor, sr)\n", "ipd.Audio(y_, rate = sr)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 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