{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Super Resolution TFGAN" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/super-resolution-tfgan](https://github.com/huseinzol05/malaya-speech/tree/master/example/super-resolution-tfgan).\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": [ "
\n", "\n", "Required PyTorch >= 1.10.\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Purpose of this module to increase sample rate." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "audio -> interpolate 44k sampling rate -> Mel preprocessing -> TFGAN -> output." ] }, { "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 TFGAN 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": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
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voicefixer489.0
nvsr468.0
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" ], "text/plain": [ " Size (MB)\n", "voicefixer 489.0\n", "nvsr 468.0" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.super_resolution.available_tfgan()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load TFGAN deep model\n", "\n", "```python\n", "def tfgan(model: str = 'voicefixer', **kwargs):\n", " \"\"\"\n", " Load TFGAN based Speech Resolution.\n", "\n", " Parameters\n", " ----------\n", " model : str, optional (default='voicefixer')\n", " Model architecture supported. Allowed values:\n", "\n", " * ``'voicefixer'`` - originally from https://github.com/haoheliu/voicefixer.\n", " * ``'nvsr'`` - originally from https://github.com/haoheliu/ssr_eval/tree/main/examples/NVSR.\n", "\n", " Returns\n", " -------\n", " result : malaya_speech.torch_model.super_resolution.VoiceFixer\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:malaya_boilerplate.huggingface:downloading frozen huseinzol05/VoiceFixer/model.pth\n", "INFO:malaya_boilerplate.huggingface:downloading frozen huseinzol05/TFGAN/model.pth\n" ] } ], "source": [ "model = malaya_speech.super_resolution.tfgan(model = 'voicefixer')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Important factor\n", "\n", "1. Currently TFGAN Super Resolution only able to upsample to 44100 sampling rate, so if you have lower sampling rate, interpolate the audio with 44100 sampling rate and predict using the model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predict\n", "\n", "```python\n", "def predict(self, input, remove_higher_frequency: bool = True):\n", " \"\"\"\n", " Parameters\n", " ----------\n", " input: np.array\n", " np.array or malaya_speech.model.frame.Frame,\n", " must an audio with 44100 sampling rate.\n", " remove_higher_frequency: bool, optional (default = True)\n", " Remove high frequency before neural upsampling.\n", "\n", " Returns\n", " -------\n", " result: np.array\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "sr = 44100\n", "lower_sr = 8000" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4.0" ] }, "execution_count": 6, "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": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(original_y, rate = sr)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y, sr_ = malaya_speech.load('speech/44k/test-0.wav', sr = lower_sr)\n", "y = malaya_speech.resample(y, lower_sr, sr)\n", "y = y[:sr * 4]\n", "ipd.Audio(y, rate = sr)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 13.6 s, sys: 3.52 s, total: 17.1 s\n", "Wall time: 4.97 s\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "output = model(y)\n", "ipd.Audio(output, rate = sr)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import librosa\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 11, "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": 12, "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": 13, "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('voicefixer 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": 14, "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": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "44100" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y, sr_ = malaya_speech.load('speech/call-centre/1.wav', sr = 44100)\n", "y = y[sr_ * 5 :sr_ * 10]\n", "sr_" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(y, rate = sr_)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 18.8 s, sys: 5.37 s, total: 24.2 s\n", "Wall time: 7.6 s\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "output = model(y)\n", "ipd.Audio(output, rate = sr)" ] }, { "cell_type": "code", "execution_count": 18, "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": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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": 36, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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m4R8VKnnYg5/Cjhw5gqtXr0IgEMDf3x9hYWEICwtDSEgInJyc+I7aJgoKCpCSkoLTp0/j9OnTyMjIgEAgQGBgIKKjo+nTO3kUKlTyZJWVlUhKSuIKJi0tDRqNBvb29ggMDORu/v7+6NWrF8TijnECXmNjI/Lz85GWlobU1FTuVl5eDpFIhICAAAwfPhwvvvgiQkNDu+wndNJqVKjk6cnl8mYFlJqaipycHGi1WkgkEvTq1Qt9+vSBl5cXPDw84OzsDCcnJzg6OsLe3r7dVo+1Wi3u3r0LqVQKqVSKgoIC3Lp1Czdu3EBubi7y8/OhVqshEong5eWFoKAgBAYGIiAgAIGBgTA3N2+XnKTToEIlulFbW4sbN24gJycHubm5XGndunWr2dVZJRIJ7O3tYW9vD2tra1hZWTWbNEUikcDMzAwSiQTA/SMTmiZRUSgUUCqVAO5fJ6qurg4NDQ2QyWSQy+Xcv1VVVSgtLcXdu3ehVqu5sW1sbODu7o4+ffpwt969e8PLy4vmISW6QIVK2p5CoUBRURFKSkpQWFiI0tJSlJWVQSaToaqqqlkhqtVqyOVyaLVaAOBKE7g/3Z+JiQmA+5PBWFhYQCKRPDSLlbW1Nezs7ODg4ABnZ2c4OjrCyckJRkZGvP0OSJdAhUr036RJk2BkZIRdu3bxHYWQx6H5UAkhRFeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREeoUAkhREcEjDHGdwhCmmzfvh1fffUVNBoNt0wqlUIgEMDBwYFbJhKJsGrVKsycOZOPmIS0REWFSvRKVlYWfHx8nvg4gUCA3NxceHh4tEMqQlpFRav8RK94e3vD19cXAoHgkY8RCAQICgqiMiV6hwqV6J3Zs2dDJBI98n6RSITZs2e3YyJCWodW+YneKSwshJubGx71pykUClFcXIwePXq0czJCHotW+Yn+cXFxweDBgyEUPvznKRKJEBYWRmVK9BIVKtFLMTExj9yOGhMT085pCGkdWuUneqmiogI9evRodvgUAEgkEpSVlcHKyoqnZIQ8Eq3yE/1kY2ODiIiIZjunxGIxIiMjqUyJ3qJCJXpr1qxZzXZMabVazJo1i8dEhDwerfITvVVXVwcbGxsolUoAgLGxMSorK2FsbMxzMkJaRKv8RH+ZmpoiKioKEokEEokEU6ZMoTIleo0Klei1mTNnQq1Wo7GxEdOnT+c7DiGPJeY7AOm6lEolampqUFNTg6qqKmg0GlRXV3P3azQaKBQKGBkZQSgUQiaT4eTJk82OT7W0tIRIJIKVlRUsLCxgbm4OQ0NDPl4OIbQNleiORqNBcXEx7ty5g+LiYpSVlaGsrAwlJSXc1xUVFZDJZKipqUFjY2Ob5DAwMIC5uTksLS1hZ2cHW1tb2NnZwcHBAXZ2drCzs4OjoyN69eoFR0fHFk8gIOQZ0GxT5OlotVrk5+cjPT0d2dnZyMvLQ35+PvLz81FQUICGhgYA989osrW1ha2tLRwcHGBvb88Vm5WVFczMzGBubg5zc3NYWFjA0tISQqEQVlZWzQ7ot7a2RlxcHIyNjTFkyBDIZDLuPsYYZDIZtFot5HI55HI5ampqUFtbi5qaGshkMpSXl6OsrAx3795FaWkpysrKUF5eDq1WC+B++fbs2RO9evXibk0TtPTs2ZPKljwNKlTyaNXV1bh48SIuXbqEjIwMZGRkICsrCwqFAgKBAK6urnB3d29WRk03e3t7nZWRRqOBUCh87AxUT/vzSktLuTeCB295eXkoLCwEcH+nWFO5+vr6Ijg4GAMHDoSZmZlOcpBOhwqV3McYQ3p6Os6ePYuUlBRcuHABWVlZ0Gq1cHJygp+fH/z9/eHt7Q0/Pz94e3vD3Nyc79htorq6GpmZmUhPT+f+TU9PR0lJCUQiEXx8fBASEoKQkBAMGTIEvr6+fEcm+oEKtSuTSqU4c+YMYmNjcfToURQXF8PMzAz9+/dHUFAQgoKCMGzYMPTq1YvvqHpBKpXi8uXL3C05ORkymQx2dnYICwtDREQERo0aRb+vrosKtSvRarU4e/Ys9u/fjwMHDiAvLw8mJiYYNmwYRo4cifDwcAwYMOCxc5GS/9FoNEhNTUVcXBzi4uJw5swZKBQK9O7dGxMmTMCkSZMQEhKis00VRO9RoXZ2Wq0Wp06dwp49e3DgwAGUlpbCy8sLkyZNwujRozF48GA6zEhHlEolzp49ixMnTmDfvn24efMmnJycMGHCBEyePBlhYWFUrp0bFWpnVVxcjJ07d+Lbb79FXl4efHx8MGXKFERHRyMoKIjveF1CRkYGjhw5gsOHD+PMmTNwdnbGzJkzsWTJEvTs2ZPveET3qFA7E8YYjh49ig0bNiAuLg62traIiYnB/Pnz4e3tzXe8Li09PR3btm3Dzp07UVVVhZdeegnLly/H6NGj+Y5GdIfO5e8M1Go1du3ahQEDBmDcuHEQi8XYu3cvCgsL8emnn1KZ6gE/Pz+sX78excXF+OWXX6BWqzFmzBgEBQVh9+7d3HGxpGOjQu3AGGP4+eef4eXlhTlz5sDPzw9Xr17FsWPHMGHCBEgkEr4jkj8wMDDA5MmTcfLkSVy+fBkeHh6YNm0avL29sXfvXr7jkedEhdpBXb58GcOGDcOsWbPw4osv4saNG/jpp5/Qr18/vqORVgoMDMSvv/6K7OxshISEYMqUKRg5ciTS0tL4jkaeERVqB6NQKPDaa69h0KBBEAgEuHjxIrZt2wZ3d3e+o5Fn1Lt3b/z44484d+4c6uvrERgYiLfeegsqlYrvaOQp0U6pDiQ9PR3Tpk2DVCrFf/7zH0yfPp0Ow+lkGGP44YcfsGLFCri7u3ObdEiHQDulOoqdO3di0KBBsLa2xtWrVzFjxgwq005IIBBg7ty5SE1NhUQiwcCBA7F7926+Y5FWokLtADZt2oQ5c+bg9ddfx6lTp+Dq6sp3JNLG3N3dkZycjHnz5mH69OnYvn0735FIK9AE03pu/fr1WLlyJT766CO8++67fMfRKw0NDUhKSsKRI0cwatQoREZGttlYtbW1OHXqFJKTk/Gvf/2rzcZ5kEQiwYYNG2BlZYUFCxZApVJhyZIl7TI2eUaM6K3ff/+dCYVC9vnnn/MdRS9dvnyZLVq0iAFgW7ZsadOxdu/ezXr27MlcXV3bdJxH+fvf/87EYjFLSkriZXzSKkraKaWnysvL0b9/fwwdOpS2oT1GWloa+vfvjy1btmDhwoVtOtbUqVNx6dIl3Lp1q03HaQljDBMnTsTly5dx9epVdO/evd0zkCeinVL6auXKlTA0NMTWrVv5jqLXxOL7W63aYwedUCjkbQZ/gUCAbdu2gTGGP//5z7xkIE9G21D1UF5eHnbt2oWdO3fC0tKSlwwKhQIHDx7EuHHjUFZWhmPHjsHR0RHR0dEQiUS4e/cuDh06BKFQiClTpsDCwqLZ83NycnD+/HmkpaVh6NChmDhxIndfUVERDh06hKVLl+L06dM4ceIEnJycsGDBAu4y0TU1Ndi4cSNeffXVZ5pftKamBseOHUNWVhZcXFzw0ksvwcXFpdUZAeDevXvYs2cPbt++jYEDB4IxxuuRFd27d8e6deuwZMkS/OUvf4GTkxNvWcgj8LrFgbRo3bp1rEePHkytVvMyfkJCAuvduzcDwD7//HO2aNEi9s477zATExP2yiuvsC1btrCZM2eyadOmMYFAwKKjo5s9f/369ezFF19kWq2W5efns549e7KNGzcyxhjbuXMns7a2ZsbGxmzJkiVs/vz5LDIykgFgwcHBrKGhgTHG2N69exkAtmrVqsdmzcjIYADY1q1buWVXr15l/v7+bO/evaysrIx99tlnzMzMjP3www+tysgYY9nZ2Sw4OJidPXuWNTY2sm+++YYZGhqyPn36PPfv93kolUrWrVs39umnn/Kag7RISYWqh8LDw9ncuXN5zfDFF18wAGz37t3csjVr1jAAbO/evdyy9957jxkaGjKNRsMt8/T0ZMuWLeO+nzBhAouMjOS+nzVrFhMIBCw9PZ1btnbtWgaAbd68mTHGWH19PduyZQuTSqWPzfnHQlWpVKxv377sL3/5S7PHzZgxgxkYGLCMjIxWZQwJCWlW5lqtlrm7u/NeqIwxNnXqVBYVFcV3DPIwJW1D1UM3b96Ej48PrxmaNjX4+/tzy5rO2Onfvz+3rG/fvlCpVJBKpdyyhIQEfPjhhwCAzMxMFBYWIjc3l7vf1NQUYrG42bWY1qxZA7FYjMTERACAsbExFi5cCAcHh6fKffz4cWRnZ2Pw4MHNlo8ePRoNDQ3Ytm3bEzPGx8cjJSUFI0aM4J4vEAgQHBysFydT+Pr6Nvt9Ev1BhaqH6uvrYWJiwneMhxgZGT20rGlGq7q6Om6Zk5MTLly4gDfeeANZWVnw8PB44vR0JiYmcHZ2Rnl5+XNlzMzMBICHrkw6bNgwAEBWVtYTM167dg3A/Sn3HqQPZQrcf0N68PdN9AftlNJD3bp1Q0VFBd8xntnatWu5nU3GxsatmpZOpVKhtLT0uSdc7tatGwDg3LlzXIkCgJubGyQSCaytrZ+Ysbq6GgCQkpLy0I4sfSjVsrIy2NjY8B2DtIA+oeqh/v3748KFC3zHeCb5+fn48MMPMWvWLG6PfWsmTz5//jyUSiWioqKea/yQkBAA4DYdNElPT0djYyOGDBnyxIxNmzni4+OfK0tbuXDhQrPNLkR/UKHqocjISMTGxvL6KbWmpgYAmk0hV1tbC+D+4URNmlY9mx7X9Jiff/4Z1dXVSEpKQmJiIqqqqlBbW8v9XLVaza1+A8CePXsQFhbGFWpmZiaGDBmCTz755LE55XJ5s3H79++POXPmIDExEQUFBdzjkpOT0bt3byxatOiJGUeMGIG+fftix44dXDFLpVKcPn0aRUVFSEtLg1qtbv0vU4ekUikSExMxduxYXsYnT8D3bjHysJqaGmZjY8PWrFnDy/hnz55l/fv3ZwDYnDlzWF5eHjt16hQLDAxkANjYsWNZRkYGO3v2LBs8eDADwF599VWWk5PDGGNs/vz5TCwWM09PT7Z582a2Z88eZmBgwEaOHMkqKyvZ4sWLmUgkYq+//jpbtWoVmzZtGouOjmbV1dVcht9++40JBAImkUiYTCZrMWdKSgobPXo0A8ACAgLYsWPHGGOMKRQKtmzZMubr68u+//57tnXrVjZ27FhWUFDAPfdJGfPz81lwcDADwNzd3dmMGTNYdHQ0Cw0NZZs2bWIKhaIN/ws82ooVK5ijoyNv45PHosOm9NX69euZgYEBu3jxIt9RnsmD5cjY/eMnmyxevJhJJBLGGGMFBQVMLpe3+DMqKirY0qVLmx2S9TRkMhk7c+YMKywsfOqMTcrKylhtbS1j7P4bHZ+Sk5OZWCxm33zzDa85yCPRufz6SqvVYsyYMcjLy0NqaupDZyJ1ZEuWLMF3332HhoaGxz7u1KlTKCgowJw5c9opmf6SyWQICAiAj48Pjhw5ohc7x8hD6Fx+fSUUCrFjxw7U1tZiwoQJ3Ha/zqC+vh5qtfqxr0mtVkOhUFCZ4v524rFjx0Kj0eDHH3+kMtVjVKh6zN7eHqdOncKNGzcwcuTIZjuDOqqffvoJJ0+eBGMMq1evxtWrV1t8nFgsbtP5TTuKqqoqjB49Gnl5efjtt99olik9R6v8HcCNGzcQHh6Obt264b///S+8vb35jvTM5HI5HvyTMzQ05A5dIs2lpaVh6tSpUCqViIuLowsx6j9a5e8IvLy8cObMGZiZmWHgwIEdeko/S0tLWFlZcTcq04cxxvCf//wHISEhsLe3RyrlCmoAACAASURBVHJyMpVpB0GF2kG4ubkhMTERK1aswOLFizFu3DjcvHmT71hEx7KzszFmzBi8+eabePfddxEXF0fT9HUgVKgdiFgsxkcffYT4+Hjk5eXBz88Pa9as4Q6WJx2XTCbDW2+9hX79+qGsrAynT5/GX/7yF4hEIr6jkadA21A7KLVajc2bN+Ovf/0rJBIJ3nrrLSxZsqRTHV7VFVRVVWHjxo348ssvIRAI8OGHH2LBggVUpB2Tigq1g6usrMQnn3yCzZs3QygU4rXXXsPy5cthZ2fHdzTyGFKpFF9++SU2b94MkUiEZcuW4e2334aVlRXf0cizo0LtLGpqavDdd9/hk08+QWVlJcaNG4eYmBhERkbSpx09odVqER8fj2+//RYHDx6ElZUVli5dihUrVlCRdg5UqJ2NQqHAL7/8gm3btuHMmTNwc3PDvHnzMH36dPTp04fveF1SVlYWdu3ahe+//x7FxcUYNmwYFi5ciFdffRWGhoZ8xyO6Q4XamWVnZ2Pbtm3YsWMH7t69C19fX0ycOBGTJk1CQEAA3/E6LcYYLl++jH379mH//v3Izs6Gg4MD5syZg/nz56N37958RyRtgwq1K9BoNEhKSsL+/fuxf/9+FBYWomfPnhg9ejTCw8MxYsQImrD4OZWVlSE+Ph5xcXE4ceIE9zueOHEiJk6ciKFDh/J2CWrSbqhQuxrGGC5duoSDBw8iNjYWly5dAmMMAwYMQHh4OEJDQzFo0CD06NGD76h6TSqV4sKFC0hKSkJcXBzS0tIgEokwaNAgREREYPz48QgMDOQ7JmlfVKhdnVwuR0JCAuLi4hAXF4esrCwwxuDq6oqQkBCEhIQgODgY/v7+3OVDuprKykqkpaXh4sWLSElJwYULF1BUVAShUAhfX1+Eh4cjPDwcYWFhMDc35zsu4Q8VKmlOJpPhwoULzW53794FADg6OsLX1xd+fn7w9fWFr68vevXqBXt7e55T60ZpaSny8vKQkZHB3dLT01FaWgoAcHBwwKBBg7g3moEDB9Jxv+RBVKjkyQoKCrhyaSqazMxM1NfXA7h/xdJevXpxt549e6JHjx5wdHSEnZ0d7O3teZ8lqby8HGVlZSgrK0NJSQlKSkqQn5+P27dvIz8/H/n5+VAoFADuXzHV29sb/v7+8PHxgb+/P3x9fekUUPIkVKjk2Wi1Wty5c+ehUmq6lZWVQaPRcI83MDCAra0t7OzsYGFhAXNzc+5mZWUFc3NzSCQSGBoaNruEtpmZGXep6sbGxmZzqNbX10OlUqGhoQG1tbWQyWSorq5GTU0NamtrIZfLuSJtbGzknicWi2Fvb9/sDeDBNwRXV1eac5Q8CypU0jYYYygrK0N5eTlKS0tRWlqK8vJylJeXo7q6miu+mpoargg1Gg3q6uqazeQvl8u5K5KKRKJmq9hN5SsWi2Fubg5ra+tmRW1hYQE7OzvY2trCwcEB9vb2XKkT0gaoUIn+mzRpEoyMjLBr1y6+oxDyODQfKiGE6AoVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6AgVKiGE6IiAMcb4DkFIk+3bt+Orr76CRqPhlkmlUggEAjg4OHDLRCIRVq1ahZkzZ/IRk5CWqKhQiV7JysqCj4/PEx8nEAiQm5sLDw+PdkhFSKuoaJWf6BVvb2/4+vpCIBA88jECgQBBQUFUpkTvUKESvTN79myIRKJH3i8SiTB79ux2TERI69AqP9E7hYWFcHNzw6P+NIVCIYqLi9GjR492TkbIY9EqP9E/Li4uGDx4MITCh/88RSIRwsLCqEyJXqJCJXopJibmkdtRY2Ji2jkNIa1Dq/xEL1VUVKBHjx7NDp8CAIlEgrKyMlhZWfGUjJBHolV+op9sbGwQERHRbOeUWCxGZGQklSnRW1SoRG/NmjWr2Y4prVaLWbNm8ZiIkMejVX6it+rq6mBjYwOlUgkAMDY2RmVlJYyNjXlORkiLaJWf6C9TU1NERUVBIpFAIpFgypQpVKZEr1GhEr02c+ZMqNVqNDY2Yvr06XzHIeSxxHwHIF1PbW0tlEolqqurUVtbi8bGRiiVSigUimaPq6urg0KhgJGREYRCIWQyGQ4dOgQTE5NmjzMxMYGhoSEMDAxgamoKCwsLGBsbw9TUtD1fFiG0DZU8u/LycpSUlEAqlaKyshKVlZW4d+9es68rKipQVVWF2tpaKBQK1NTUtGvGB8u1e/fu6NatG7p3797i105OTnB0dET37t3bNSPpNGi2KdIylUqFvLw83Lp1C7du3UJhYSFKSkpQWFgIqVSK4uJibmcRcP/40KZyaqmszMzMYGRkBAsLC5iamsLY2Jj72sDAAGKxGObm5s0yGBoawsTEBHFxcTA2NsYLL7yA+vp6qFSqZo+rqamBWq2GSqVCfX095HI5lEol6urqUF1dDaVSidra2hZLv+n7xsZG7ucZGRnB2dkZjo6OcHFx4f718PCAh4cHevXqBQMDg7b9D0A6IirUri4/Px/p6enIyMjgyvPWrVsoKiqCVqsFANjb28PV1ZUrFgcHBzg7O3Of6JycnGBhYdFmGTUaDYRC4WNnoHpecrmce6OQSqUPvYEUFBSgrKwMwP25BB4sWE9PT/j6+sLPzw9ubm5tlpHoPSrUrqKurg6pqam4fv060tLScP36daSnp6O6uhoA4ObmBk9PT64kmorCw8MDZmZmPKfXDzU1Nbh58yb3ptP0dW5uLoqKigAAlpaW8PPzg7+/P/r16wd/f38EBgY+tN2XdEpUqJ1VXl4ekpOTcfnyZVy+fBkXL15EQ0MDLC0t4enpCR8fHwQFBcHX1xcDBgyAjY0N35E7NLlcjps3byIjIwOXL19GZmYmrl27hvLycohEInh5eSEoKAhBQUEIDQ1FQEBAi5O/kA6NCrUzYIwhLS0NsbGxiIuLw5kzZ1BdXQ0TExMEBgYiJCQEgwcPxqBBg+Dq6sp33C4lPz8fKSkpSElJwYULF5CamgqlUglLS0sMGzYM4eHhCA8Ph5+fX5tu0iDtggq1oyouLsaxY8cQFxeH+Ph4lJeXw8bGBiNGjMCLL76IwYMHo1+/fhCL6cg4fdLY2IirV68iJSUFp06dQkJCAu7duwd7e3uuXF9++eVm188iHQYVakeSn5+PQ4cOYffu3Th37hyMjIzwwgsvICIiAhEREbQa2QFptVpcuXIFycnJOHPmDI4fP466ujoEBAQgKioK06ZNQ9++ffmOSVqHClXf3b59G99//z12796NzMxM2NraYty4cZgwYQIiIiJgZGTEd0SiQwqFAidPnsSBAwdw+PBhVFZWol+/fpg8eTLmzp0LFxcXviOSR6NC1UcqlQr79+/Hd999h7i4ONjZ2WHq1KmYOHEiQkNDH3u9JdJ5qNVqnD59GgcOHMB///tf3Lt3Dy+99BLmz5+PcePG0bGw+ocKVZ+UlpZi/fr12Lp1K6qrq/Hyyy9jwYIFGDt2LG0L7eIaGhpw+PBhbNu2DSdPnkS3bt2waNEiLF++HLa2tnzHI/dRoeqD/Px8fPrpp9i+fTusrKzwf//3f5g7dy4cHR35jkb0UFFREbZt24avv/4adXV1WLhwId5++23aHMA/KlQ+lZWV4c9//jN++OEHuLi4YNWqVZg3bx5tFyWtUl9fj61bt+Kzzz7D3bt3sWDBAnz44Yfo1q0b39G6KipUPmg0GmzevBlr166FqakpPvroI8yYMYNW68kzaWhowI4dO7B27Vo0Njbi448/xoIFC+iIj/ZHhdresrOzMXPmTKSnp+PNN9/kSpWQ51VdXY0PPvgA//73vxEUFISdO3fC09OT71hdCc3Y35727duHQYMGwdDQENeuXcM///lPKlOiMxYWFvjiiy9w5coVaDQaBAcH48iRI3zH6lKoUNsBYwx//vOfMXnyZMTExCAhIYEO1n6EhoYGxMXF4c0338SxY8fafLza2locPHgQf/vb3576eYcPH8bq1avbKNmz8/PzQ1JSEiZNmoTx48dj3bp1fEfqOhhpc8uWLWMGBgbs+++/5zuK3rt8+TJbtGgRA8C2bNnS5uNt376d2djYMC8vr6d63u7du1nPnj2Zq6trGyXTjc2bNzORSMTeeecdvqN0BUoq1Db2+eefM5FIxPbt28d3lA7j2rVr7VaojDE2ZsyYpy5Uxhh79dVXmbu7exsk0q2dO3cyoVDINm3axHeUzk5Ju5Xb0NWrV7F69Wp8/PHHmDhxIt9xOoymox3aa/YlkUj0TGMJhcIOsSd95syZyM3NxYoVKxAWFgZvb2++I3VaVKhtaPny5QgJCcHbb7/NdxQA988TP3jwIMaNG4eysjIcO3YMjo6OiI6Ohkgkwt27d3Ho0CEIhUJMmTLloVn4c3JycP78eaSlpWHo0KHN3iSKiopw6NAhLF26FKdPn8aJEyfg5OSEBQsWcJd+rqmpwcaNG/Hqq6+iV69eT53/ceM/72trcvbsWZw4cQL9+vXDK6+80uy+e/fuYc+ePbh9+zYGDhwIxthDRfy4jHxau3Ytjhw5grfeegu//fYb33E6L74/I3dWqampDABLSEjgOwpjjLGEhATWu3dvBoB9/vnnbNGiReydd95hJiYm7JVXXmFbtmxhM2fOZNOmTWMCgYBFR0c3e/769evZiy++yLRaLcvPz2c9e/ZkGzduZIzdX6W0trZmxsbGbMmSJWz+/PksMjKSAWDBwcGsoaGBMcbY3r17GQC2atWqx2bNyMhgANjWrVtbNf7zvraxY8eyXr16saioKDZ27Fjm7e3NALBZs2Zxj8nOzmbBwcHs7NmzrLGxkX3zzTfM0NCQ9enTp1UZ9cFvv/3GBAIBy8zM5DtKZ0XbUNvKunXrmJubG98xmvniiy8YALZ7925u2Zo1axgAtnfvXm7Ze++9xwwNDZlGo+GWeXp6smXLlnHfT5gwgUVGRnLfz5o1iwkEApaens4tW7t2LQPANm/ezBhjrL6+nm3ZsoVJpdLH5mypUJ80/vO8trFjxzIDAwOWnZ3NGGNMq9Wy8ePHMwDs2LFjjDHGQkJCmr0RaLVa5u7u3qxQn5SRb1qtltnb27NPPvmE7yidFW1DbSvp6ekYOHAg3zGasbS0BAD4+/tzy7y8vAAA/fv355b17dsXKpUKUqkUzs7OAICEhATumNnMzEwUFhZy16MCAFNTU4jFYvj6+nLL1qxZg3/84x9ITEzE4sWLYWxsjIULFz5T9ieN/zyvDQB8fX25xwsEAixduhQHDx7E0aNHYWhoiJSUFPz1r3/lHi8QCBAcHIyrV6+2OiPfBAIBBg4ciPT0dL6jdFr6v0W9g6qtrX3ossj6qKV5AyQSCYD7F/Zr4uTkhAsXLuCNN95AVlYWPDw8uKuiPoqJiQmcnZ1RXl7+3DmfZfzWvraWDB48GEKhEFKpFNeuXQNw//jOB/1x++mzZGxv5ubmqKmp4TtGp0WfUNuInZ0dpFIp3zF0Zu3atdzOJmNjY+zdu/eJz1GpVCgtLcXo0aN5Gf95WFhYwMzMDO7u7tynzJSUlIdmdHqwVNs747MoLi5+6I2B6A59Qm0jQ4YMwdmzZ6FQKPiO8tzy8/Px4YcfYtasWdwe+9Z88jp//jyUSiWioqJ4Gf95XLlyhZuTtmkzQnx8vF5lfFrV1dW4ePEihgwZwneUTosKtY1MnDgRarUaP/zwA99ROE2reiqViltWW1sL4P4hQU2aVoebHtf0mJ9//hnV1dVISkpCYmIiqqqqUFtby/1ctVqNrKws7ufs2bMHYWFhXKFmZmZiyJAh+OSTTx6bUy6XNxu3NeM/62t78LEPFuDu3bsxdepUhIeHY9y4cejbty927NiBxMREAIBUKsXp06dRVFSEtLQ0yGSyVv2O+LR161aIxWJER0fzHaXz4nu3WGf2xhtvMFtbW1ZRUcF3FHb27FnWv39/BoDNmTOH5eXlsVOnTrHAwEAGgI0dO5ZlZGSws2fPssGDBzMA7NVXX2U5OTmMMcbmz5/PxGIx8/T0ZJs3b2Z79uxhBgYGbOTIkayyspItXryYiUQi9vrrr7NVq1axadOmsejoaFZdXc1laDpsRyKRMJlM1mLOlJQUNnr0aAaABQQEcHvZHzf+kSNHnuu1nTx5kgUEBLCIiAj2wQcfsMWLF7P333+fNTY2crny8/NZcHAwA8Dc3d3ZjBkzWHR0NAsNDWWbNm1iCoXiib8jPpWUlDBra2u2evVqXnN0cnTYVFuSyWTM1dWVvfTSS0ytVvMd57k9WI6MMaZUKrmvFy9ezCQSCWOMsYKCAiaXy1v8GRUVFWzp0qXNDlvSxfi6UF9fzwoKCh77mLKyMlZbW8sYY6ympuah+9s647NoaGhgw4cPZ56enlx20iaUtMrfhiwtLbF3714kJSVh7ty50Gg0fEd6Ln88asHQ0LDFx7m4uDzyTKS0tDSEhIQ80ymbrR3/WRkbGz/xMiK2trbcoVFmZmYP3d/WGZ+WWq3G9OnTceXKFezfv5+mi2xjVKhtbODAgTh48CD27t2L6OhoVFVV8R2pTdTX10OtVnPbLVuiVquhUCgwZ86cdkzWdVVUVGDMmDE4fvw4jh49Snv32wEVajsYNWoUkpOTkZWVhQEDBuDSpUt8R9Kpn376CSdPngRjDKtXr252sPuDxGIxIiMj2zld13TlyhUMGjQIOTk5OHXqFIYNG8Z3pC6BLoHSjsrKyjB16lRcuHAB7733HlauXMn7KqEuyOVyPPhnZGhoyB06RNqXQqHAJ598gn/+858YPnw4du3ahe7du/Mdq6uga0q1N7VajU8//RQfffQRnJycsGHDBp0c+E7IoUOH8Oabb6K8vBx//etfsWLFCohEIr5jdSV0Tan2JhaL8e677yIzMxP+/v4YM2YMIiMjkZyczHc00kGdOnUKERERmDBhAkJCQpCdnY2VK1dSmfKACpUnrq6u2LNnD37//XfU1NRg2LBhCAsLw/Hjx/mORjoAxhgOHz6MF154ASNHjoRWq0VCQgJ27doFR0dHvuN1WVSoPIuIiEBSUhJOnz4NExMTvPzyy+jXrx82bNjQ7AwfQgCgvLwcX3zxBfz8/DB+/HjY2Njg7NmziI+Px/Dhw/mO1+XRNlQ9k5qaio0bN+LXX39FQ0MDJkyYgAULFiA8PLxDXG6D6J5Go8HJkyexbds2HD58GMbGxpg2bRpee+019OvXj+945H9op5S+UigUOHLkCL799lvExcWhe/fuePnllzFlyhSMHj0aBgYGfEckbUij0eDcuXPYvXs3du/ejZKSEgQFBWHRokWYMWNGiycVEN5RoXYE2dnZ2LNnD/bv34/U1FRYWVkhKioK48ePx8iRI9GtWze+IxIdqKioQHx8PA4cOIBjx46huroaQUFBmDRpEqZMmQJPT0++I5LHo0LtaG7fvo39+/dj//79OHv2LBhjCAgIQHh4OMLDwxEaGgoTExO+Y5JWqKurQ2JiIuLi4hAfH49r165BIBBg2LBhmDhxIiZOnPjEU2GJXqFC7ciqqqqQkJDA/Q+ZlZUFQ0NDDBo0CCEhIRgyZAgGDRrU7FIfhD8FBQU4f/48UlJSkJKSggsXLqCxsRG+vr7cG2JYWBh3ORfS4VChdiZSqRSxsbFISkpCSkoKMjMzodFo4OTkhJCQEISEhGDAgAHw8/OjQ2vaWGFhIdLT03H16lWuPEtKSrjrbg0ePBjDhg1DeHg4evTowXdcohtUqJ1ZbW0tLl26xH0qunjxIoqLiwEA3bp1Q79+/eDr6wt/f3/4+vqiT58+sLOz4zl1x1JaWoqcnBxkZmbi2rVryMjIwPXr17kJp52dnREcHIzBgwcjJCQEAwcOpBmfOi8q1K7m3r17SEtLQ3p6Oq5fv47r168jPT2dm1He3Nwcnp6e8PT0hIeHB/e1i4sLHB0dW7zwXWemUChQXFyMwsJC3Lp1Czdv3uRut27d4mbXsrS0hJ+fH/z8/Jq9UdEOwy6FCpXcP+umoKCAK4w//vvgFUJtbGzg4OAAFxcXODg4wNnZGT169ICtrS26d+/e7KavE78olUpUVlY2u5WXl6O0tBRFRUUoKSlBYWEhSkpKUFlZyT3P3Nyce5P547+084iACpW0RlPRSKVSrmiKiopQXFwMqVSKkpKSFud5NTU15crVxMQExsbGsLKygpGREUxMTJp93fT4B4+vFQqFD+2gkclkzWa2UqlUqK+vB3B/r7lSqYRcLkd9fT2USiVkMhkUCgXq6+u58mzpEtLdu3eHvb09nJ2duTcMR0dHODs7c//a29vr5PdJOi0qVKIbGo2GK6x79+41+/R379491NfXQ6FQoKqqCkqlEgqFgiu7pivDVldXN7uqQWNj40MTVpubm0Ms/t/Vz8ViMTdLvomJCYyMjGBlZfXQ18bGxs0+PXfr1q3Z93QWGtEBKlSi/yZNmgQjIyPs2rWL7yiEPA5N30cIIbpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIITpChUoIIToiYIwxvkMQ0mT79u346quvoNFouGVSqRQCgQAODg7cMpFIhFWrVmHmzJl8xCSkJSoqVKJXsrKy4OPj88THCQQC5ObmwsPDox1SEdIqKlrlJ3rF29sbvr6+EAgEj3yMQCBAUFAQlSnRO1SoRO/Mnj0bIpHokfeLRCLMnj27HRMR0jq0yk/0TmFhIdzc3PCoP02hUIji4mL06NGjnZMR8li0yk/0j4uLCwYPHgyh8OE/T5FIhLCwMCpTopeoUIleiomJeeR21JiYmHZOQ0jr0Co/0UsVFRXo0aNHs8OnAEAikaCsrAxWVlY8JSPkkWiVn+gnGxsbRERENNs5JRaLERkZSWVK9BYVKtFbs2bNarZjSqvVYtasWTwmIuTxaJWf6K26ujrY2NhAqVQCAIyNjVFZWQljY2OekxHSIlrlJ/rL1NQUUVFRkEgkkEgkmDJlCpUp0WtUqESvzZw5E2q1Go2NjZg+fTrfcQh5LDHfAUjX0NDQgLq6OigUCiiVStTW1qKxsREAUFVV9dDjNRoNqquroVarYWRkBKFQCJlMht27d8PS0rLFY1Stra0BAAYGBjA1NYWxsTGMjIxgZmYGiUTSti+QENA2VNIKCoUC5eXlKCkpwb179yCTySCXyyGTybhb0/dN/6pUKshkMqjValRXV/P9EgAAlpaWEIlEsLKygpGRESwtLWFlZdXsX2tr62bLunXrBgcHB9ja2sLIyIjvl0D0G8021ZVVVVWhqKgId+7cQWFhIUpLS1FWVobS0lKUl5ejrKwMJSUlqK2tbfa8plJ6sID+WEyGhoawtraGSCSChYUF96nRyMgIxsbGMDU1hYGBAQDA3NwcYvHDK0tWVlYQCASIi4uDsbExXnjhBWi1Wsjl8oce29jYyOVUqVSor69/6NOwXC6HVqtFVVUVV/h/fDOoqqrivv7jMbDm5uZcudra2sLBwQF2dnbo0aMHXFxc4ObmBmdnZzqsq+uiQu3M7t27h9zcXOTm5uLWrVsoKipCYWEhCgsLcefOHdTV1XGPtba2hqOjI1cUTaXRtKxpeffu3WFmZtaur0Oj0UAoFD52Bqq2UFNTg4qKimZvMH98sykvL4dUKoVMJuOeZ25uDldXV7i6usLZ2RkuLi7w8PBA79690bt3byrczosKtaNraGhAZmYmbty4wZVnTk4OcnNzUVlZCQAwNDREz5494eLiAhcXF7i6usLFxYX7n93NzQ2mpqY8v5KOraamBoWFhSgoKODeuO7cucN9ffv2bTQ0NAAAbG1t0bt3b/Tp04crWS8vL3h7e9O23o6NCrUjkUqlyMzMREZGBi5fvsx9rVQqIRaL4erqCnd392Y3Hx8f9O3b97HT4ZH20fTfLy8vj7tlZGQgJycHarUaYrEYffr0ga+vL3x8fBAUFARfX1/06tWr3T+dk2dChaqvysrKkJKSgvPnz+P8+fNITU3lVit79uwJf39/+Pv7o1+/fvD390fv3r3p000H1dDQgJycHFy/fh1paWlIS0tDeno6CgoKAADdunVDUFAQBg8ejJCQEISEhMDGxobn1KQFVKj6QKvV4sqVKzhz5gxXonl5eRAIBOjbty9CQkIwaNAgrkQtLS35jkzaQVVVFVeyFy9eREpKCnJycsAYg6enJ1ewoaGh6NevX4uHkpF2RYXKl7y8PMTGxiI2Nhbx8fGorKyEhYUF/P39ERoaiqFDh2LIkCH0SYQ0U11djbS0NJw5cwbJyck4f/48KioqYGNjgxEjRmDo0KEIDQ1FUFAQ31G7IirU9qJQKHD8+HEcOnQIsbGxKCoqgrm5OcLCwhAeHo6RI0fC39+ftpWRp6LVapGWloa4uDjExcUhMTERdXV1cHNzw6hRozBu3DiMGjWKjqFtH1SobUkul+Po0aPYt28ffvvtNyiVSrzwwgt46aWXEB4ejkGDBrV4/CUhz6qhoQEpKSmIi4vD8ePHceHCBZiZmeHll1/GK6+8gpdffhnm5uZ8x+ysqFB1rbGxEUeOHMG2bdvw+++/gzGGESNGYNKkSRg/fjxduoO0q+Liu2MxIwAAIABJREFUYhw4cAD79u3D6dOnIZFIMHr0aCxYsACRkZF09IduUaHqSm5uLrZt24YffvgBZWVlGDVqFGbOnImoqCjuHHNC+FRZWYlDhw7hp59+Qnx8PBwdHTFv3jzMnz8fvXr14jteZ0CF+rxOnTqFjz76CPHx8XBycsL8+fMxf/58uLm58R2NkEe6desWtm3bhu+//x53797F6NGj8d5772Ho0KF8R+vIaD7UZxUfH4+wsDCMHDkSAHD48GHcvn0bf/vb36hMid7z8PDAxx9/jIKCAuzbtw+1tbUIDQ1FREQEkpKS+I7XYVGhPqVr165h+PDhCA8Ph4GBAZKSkhAbG4uxY8fS9ijS4YjFYowfPx6JiYmIj4+HWq3m/r4zMzP5jtfhUKG2kkqlwtq1axEcHAyNRoPk5GT8/vvvCA0N5TsaIToxYsQIJCQkICEhATU1NQgMDMRHH33EzVtLWoGRJ7p06RLz8fFhZmZmbMOGDUyj0fAdiTxApVKx2NhYtmLFCnb06NE2H6+mpoYdOHCAffDBB0/9vEOHDrF33nmnjZLpjlqtZp999hkzNjZmAwYMYNevX+c7UkegpEJ9gl9//ZUZGxuzkSNHsvz8fL7jkBZcvnyZLVq0iAFgW7ZsafPxtm/fzmxsbJiXl9dTPW/37t2sZ8+ezNXVtY2S6V5ubi4LDQ1l5ubm7PDhw3zH0XdKWuV/jF9++QXTp0/HwoULcfLkSfTs2ZPvSDr1448/8h1BJwIDA7Fs2bJ2G2/u3LkYOHDgUz9v8uTJHe5kDk9PT8THx2Pq1KmYNGkSDh48yHckvUaF+gjnzp3D7NmzsXz5cmzYsKHT7XCKj4/Hu+++y3cMnWkqqfY6dVckEj3TWEKhsMNNYiKRSPDtt99iwYIFmDZtGq5cucJ3JL3Vcd4q25FS+f/Yu/ewKOv8f/zPYYbDcEZBOYoiyElEMBNNxQq1UNRIU1fNb+biocPufjbNrdyrLffT1lZubbmolblZtiJmWrblAQ+FmoGicggUFBjOMDADMwwz8Pr94W/uDyNHYWAGeD2uay6Ge+6Z+3XP3POc+/h+N+I3v/kN5syZg7ffftvU5bSrvr4ehw8fxq+//oqwsDDMnTsXTk5OOHr0KG7evAl7e3usXbsWSqUS//73v6HVauHh4YGlS5ciJSUFixYtgkgkws6dO+Hp6Ym4uLh2p6NWq/H1119jwYIFqKiowLFjx4TxxWIxysvLceTIEVhYWGDJkiVwdHQ0eH5ubi4uXLiAq1ev4oEHHsBjjz0mPFZcXIwjR45gw4YNOHPmDL7//nt4eXnh6aefFrqLViqV2LFjB5544okenXze2fR7O296qamp+P777zFhwgQ8/vjjBo/V1NTg4MGDuHXrFu677z4QUZsg7qxGcyESifDBBx8gNzcXK1aswNWrVwfUmna/MfVOB3P0/vvvk62tLclkMlOX0q7s7GyKjY2ljIwM0mq1tHz5cho+fDjdvHmTiIhCQ0PJ29tbGF+hUJCjoyNNnTqViIguX75MDzzwALm5uVFKSgpdvny53emcPn2aAgICCAC98847lJCQQJs3byZbW1t6/PHHaffu3bRixQpatmwZiUQiiouLM3j+9u3badasWdTS0kIFBQU0evRo2rFjBxER7du3j1xcXEgqldL69etpzZo1FBsbSwBo8uTJ1NTUREREycnJBIA2bdrU6XuSmZlJAOijjz7q1vR7O2/z5s2jMWPG0Pz582nevHkUHBxMAGjlypXCODk5OTR58mRKTU0lrVZLO3fuJGtraxo3bly3ajRH+fn5ZGVlRR9//LGpSzFHfFCqPVFRUfT000+buox26XQ6mjhxIu3atUsYlpaWRlZWVsJBg8WLFxsEKhFRZGSkEKhERIsWLSIfH58up/fuu+8SAEpKShKGbdmyhQBQcnKyMOzll18ma2trgzMg/P396ZlnnjGYZmxsrPD/ypUrSSQS0fXr14VhW7duJQCUmJhIREQqlYp2795NJSUlndbZXqB2Nf3ezNu8efPIysqKcnJyiIiopaWFFi5cSADo2LFjREQ0ZcoUgx+ClpYW8vPzMwjUrmo0R8uXL6eHHnrI1GWYIz4odTciQnp6Oh588EFTl9KuY8eO4cqVK5g3b54wLDIyEkqlEvPnz7+n1+rOPkB9Y9ZhYWHCsMDAQABAeHi4MCwoKAgajQYlJSXCsNOnT2Pbtm0AgKysLBQVFSEvL0943M7ODhKJBKGhocKwLVu2QCKR4OzZswAAqVSKtWvXwsPD457mrTvT7828AUBoaKgwvkgkwoYNGwAA3377LU6dOoWLFy8aLEcikQiTJ082eN+7qtEcPfjgg/jll19MXYZZ4kC9i1qtRlNTk9m2ip+RkQE7Ozu4ubkZDNd3yXwvenoAp722NfXdr7TuSdXLyws///wznn/+eWRnZ2Ps2LFoaWnp9LVtbW3h7e2NysrKHtXWWk+m3915a09UVBQsLCxQUlKCjIwMAMD48eMNxrn7Pe9Jjabm4uKC+vr6Nt1sMz4o1YatrS2cnZ1x69YtU5fSrpaWFjQ0NCAlJQVz5szp1Wv19RHxrVu3CgebpFIpkpOTu3yORqNBWVkZ5s6da5Lp94ajoyPs7e3h5+cHhUIBALh48SJ8fHwMxmv9vvd3jcZQUFAAd3f3QXfmizHwGmo7YmJicOjQIVOX0S795ukXX3xhMLy6uhpfffUVgDunEDU2Nnb6OiKRqE/XMAoKCrBt2zasXLlSOGLfnTWvCxcuoLGx8Z53Xxhr+r1x+fJlKBQKPProo8LndOrUKbOq0RiSk5MRExNj6jLMEgdqOzZs2ICUlBScPHnS1KW0sWDBAkRERGDv3r1Yv349Tp48ie3bt2PNmjWIjY0FAMyZMwdVVVXYs2cPGhoasGfPHlRXVyM/Px9yuRwA4OHhgbKyMuTn5+PmzZsdbs4qlUoAd9Yc9err6wHcOSVIT/98/Xj6cfbv3w+FQoFz587h7NmzkMvlqK+vF15Xp9MhOztbeJ2DBw8iOjpaCNSsrCxMnToVb731VqfvS11dncF0uzP9ns5b63FbB2BSUhKWLl2Khx9+GAsWLEBQUBA+++wzYX9wSUkJzpw5g+LiYly9elXoxbar98icfP311/j555+F/cXsLqY+LGau4uPjydvbm8rLy01dShvFxcU0e/ZsEolEJBKJaNasWVRcXCw8rlQqKSoqigBQcHAwHTp0iOLj42nu3LnCpZkpKSkkkUjI2dmZ3n///Xank5qaSuHh4QSAVq9eTfn5+ZSSkkKRkZEEgObNm0eZmZmUmpoqTO+JJ56g3NxcIiJas2YNSSQS8vf3p8TERDp48CBZWVnRQw89RNXV1bRu3ToSi8X07LPP0qZNm2jZsmUUFxdHCoVCqOG7774jkUhElpaWVFtb226dFy9epLlz5xIAioiIEI6ydzb9b775plfz9sMPP1BERATFxMTQq6++SuvWraNXXnmFtFqtUFdBQQFNnjyZAJCfnx/95je/obi4OJo+fTr961//IrVa3eV7ZE6Ki4tpxIgRtGrVKlOXYq74tKmO1NTUkL+/P4WHh5vdgq0nl8s7ra2iokK4r1ar2zxeW1trEF594e7Xb2xsFO6vW7eOLC0tiYiosLCQ6urq2n2Nqqoq2rBhQ48apels+sagUqmosLCw03EqKiqovr6eiO782N2tr2s0hrKyMgoODqaQkJA+X2YGMD5tqiMuLi44efIk6urqMHXqVOTm5pq6pDacnZ0xbNiwDh9vfSZAe0evnZyc+rzDtrtf39raut3xfHx8OrwS6erVq5gyZUqPLtns7vR7SiqVtjnodDc3NzfY2dkBAOzt7ds83tc19tb169cRFRWF5uZmnDhxgjv56wQHaidGjRqFS5cuYeTIkYiIiMCbb745IA4aDBQqlQo6nU7Yb9kenU4HtVqN1atX92NlDLhzgGzXrl2IioqCl5cXzp0716PzgYcUU68jDwRNTU30t7/9jaysrGjatGmUnZ1t6pIGvH379tHIkSMJAG3cuLHDy1+ZaVy/fp2mTJlClpaW9OKLL5JGozF1SQNBI3fSdw8yMjKwZs0aZGVlISEhAZs3b4aXl5epyxqQ6urq0HrRs7a2Fk4dYqZTWFiIN954A5988gkiIiLwySefICQkxNRlDRTc6+m90ul02LlzJ/72t7+hqqoKa9euxYsvvghvb29Tl8ZYj926dQtvvPEGPv30U3h4eOCll17C008/zSfv3xsO1J7SaDT4+OOP8eabb6K8vBxLlizB2rVrMXPmzH5rk5Ox3iAinDp1Crt378ahQ4fg7e2Nl156CatXrxYut2X3hAO1t5qamvDZZ59h586duHTpEgIDA/H0009j9erVGDFihKnLY6yN0tJS7NmzB5988glu3ryJadOmYd26dVi+fDkHae9woBpTRkYGdu/ejc8//xwqlQoxMTF47LHHsHDhwjaNmTDWn8rKyvD111/j0KFDOHXqFJycnLBq1SqsXbvWoLUv1iscqH1BrVYjOTkZBw8exA8//ICmpibMmDEDjz32GBYtWoRRo0aZukQ2BBQUFOCrr77CoUOHcP78edjY2ODRRx/F4sWLsWjRonbPTWa9woHa19RqNU6cOIGkpCQcOXIEdXV18PPzQ0xMjHBzcXExdZlsEKivr8eFCxdw4sQJnDhxAunp6XB2dkZMTAzmz5+P+Pj4di8sYEbDgdqfNBoNTp8+jZMnT+LEiRPIyMiASCTCfffdh4cffhjR0dGYMmWK2bbFysyLXC7HxYsXcebMGZw4cULoPC8yMhIPP/wwYmJiMHPmTN4v2n84UE2pqqpKaNXq5MmTuHHjBiwsLBAYGIioqChMmTIFUVFRGD9+PJ++MsTpdDpcvXoVFy5cwMWLF3Hx4kXk5uaCiBAYGIiHH34YDz/8MB588EHe4jEdDlRzUlZWhp9//hkXLlzAhQsX8Msvv0CpVMLe3h4REREICwtDeHg4wsLCMH78eL6mepCqq6vDtWvXcP36dWRkZODq1au4cuUKVCoVnJycMHnyZOEH9/777+ezScwHB6o5a25uRlZWFi5evIi0tDRcu3YN165dg0KhgEgkwpgxYzBhwgSEhYUhJCQE/v7+CAgI4F0GA4RcLkdeXh7y8vKQlZUlfL763iKcnZ0RFhaGsLAw3HfffZgyZQqCgoJ61EgM6xccqANRQUGB8OW7evUqrl69ips3b0Kr1QIARowYgYCAAIPb2LFj4e3tzWsz/ay8vBxFRUW4efOmEJ65ubm4ceMGqqqqANzps8rf3x8TJkwQfiAnTJgAX19fE1fP7hEH6mCh0+lw69Yt4Uvb+nb79m2huxMbGxv4+vrC29sbPj4+8PX1hY+PD3x8fODp6Qk3Nze4ubnxWlAXWlpaUFlZicrKSshkMhQVFaGoqAi3b98W7hcVFQld0UgkEowePVrYihg3bpxw39fXFxIJd+82CHCgDgVNTU0GX/S7v/S3b9826ALFwsICI0aMgJubG0aMGAF3d3chaN3c3ODs7AwXFxc4OTnB2dkZzs7OcHJy6lHPq+agqakJtbW1qK2tRV1dnXBfLpcLoVlZWYmysjJUVFQI/7duytHe3h6jRo0SfqC8vb3h6+uLUaNGwcfHB6NGjeKj7YMfByq7o6amBqWlpQbBUVVVhbKyMpSXl6Oqqgrl5eWorq4W+kK6m77HWCcnJ9ja2sLe3h6WlpZwcnKCWCyGs7MzxGIxHB0dYWVlJTS6DKDdI9NSqbTNyeeNjY1Qq9UGw4jIoKb6+npotVooFAo0NzdDLpejubkZCoUCWq0W9fX1UKlUQnDe/Xqta3J1dRV+SNzd3dv9ofHw8OAj6wzgQGU9JZfLDdbm9Pf1f1UqlRBsdXV1aG5uRm1tLXQ6HZRKJTQaDVQqFQAIw+6mVCqh0+kMhllaWnbY6r1+s9nW1hbW1tbCMBcXlzZBbmdn12YNu/VfZ2fnPnjX2CDHgcrMX3x8PGxsbNp0nc2YmdHwkQfGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSDlTGGDMSERGRqYtgTG/Pnj1477330NzcLAwrKSmBSCSCh4eHMEwsFmPTpk1YsWKFKcpkrD0aDlRmVrKzsxESEtLleCKRCHl5eRg7dmw/VMVYt2h4k5+ZleDgYISGhkIkEnU4jkgkwqRJkzhMmdnhQGVm58knn4RYLO7wcbFYjCeffLIfK2Kse3iTn5mdoqIi+Pr6oqNF08LCAjKZDO7u7v1cGWOd4k1+Zn58fHwQFRUFC4u2i6dYLEZ0dDSHKTNLHKjMLK1atarD/airVq3q52oY6x7e5GdmqaqqCu7u7ganTwGApaUlKioq4OzsbKLKGOsQb/Iz8+Tq6oqYmBiDg1MSiQSxsbEcpsxscaAys7Vy5UqDA1MtLS1YuXKlCStirHO8yc/MVkNDA1xdXdHY2AgAkEqlqK6uhlQqNXFljLWLN/mZ+bKzs8P8+fNhaWkJS0tLLFmyhMOUmTUOVGbWVqxYAZ1OB61Wi+XLl5u6HMY6JTF1AWzo0Wq1qK+vR11dHdRqNVQqFXQ6HZRKpcF4arUaarUaNjY2sLCwQG1tLY4ePdpmLdXR0RFisRh2dnaQSqVwdHSEvb09LC0t+3O2GON9qKznWlpaUF5ejqKiIpSXl6O6uhrV1dWoqqpCZWWl8H91dTXq6+uhVCqhVCqh0+n6pT5LS0vY29sLATt8+HDh5ubmBldXV+H/kSNHwtvbG+7u7p22I8BYJ7i1KdaxpqYmFBQU4MaNG7hx4wYKCwshk8lQXFyMoqIilJaWQqvVCuPb2tpi+PDhcHV1hZubm3B/+PDhsLe3h4ODAxwcHCCVSoWgk0qlsLOzAwC4uLgYTN/Kygp2dnY4efIkpFIppk2bhvr6eoNpAoBcLgcA1NfXQ61WC8GtVqsNgry9wK+qqoJarTaYpoeHB3x8fODj4wNPT0+MGjUKAQEB8Pf3x+jRo3nNl3WEA5UB1dXVuHLlCq5du4a8vDzcuHEDeXl5KCwsFE6sHzlyJHx9feHl5QUfHx94e3sLYePl5QUPD48+O2DU3NwMCwuLPltzVKlUKC0thUwmE340ZDIZioqKIJPJcPv2bVRUVAC4cy6sr6+vELCBgYEYP348wsPD2/wgsCGHA3UoISLk5uYiPT0dGRkZuHr1Kq5evQqZTAbgzsn0QUFBQlj4+/sL9x0cHExcvWkpFAphTb31j86vv/6KqqoqAHfaIJgwYQImTJiAiRMnIiIiAgEBASaunPUjDtTBrL6+HleuXEFaWhp++uknnD59GpWVlZBIJBg3bhxCQ0MREhKCSZMmITQ0FH5+fqYueUCSy+XIzMxEWloa0tLSkJWVhevXr0Oj0cDR0RH3338/HnjgAUyaNAnTp0/nNdnBiwN1MFGr1Th37hyOHz+O48eP4/r162hubsaoUaMwbdo0TJ06FVFRUZg4cSKsrKxMXe6gptFocPnyZZw/f164FRcXQywWY+LEiYiJicHs2bMxffp0WFtbm7pcZhwcqANdVlYWjh07hh9++AE//vgj1Go1goODMXv2bERHRyMqKgqenp6mLpMBKC4uxvnz53HmzBkcP34cubm5sLW1xcyZMzF79mzMmzcPgYGBpi6T9RwH6kCUmZmJpKQkJCUlISsrC8OHD8dDDz2EmJgYzJ07F76+vqYukXVDWVkZzp07h6NHj+LYsWOorq5GSEgIlixZgri4OEyaNMnUJbJ7w4E6UBQUFODjjz/Gf/7zH9y4cQPe3t6Ij4/H448/junTp7fbGDMbOJqbm3H27FkkJyfjq6++QklJCYKDg7F06VKsWbMGPj4+pi6RdY0D1ZxptVocPXoUu3btwvHjx+Hu7o7ly5dj8eLFmDJlCp+APki1tLTg/PnzOHjwIPbv34+qqio8+uijSEhIQGxsbKf9bTGT4kA1R3V1dfjggw/wwQcfoKKiAnPnzkVCQgLmz58PiYSvFh5KtFotvv76a+zatQsnT56Eh4cHnn/+eWzcuBH29vamLo8Z4kA1JzU1NXj//ffx3nvvAQA2btyIhIQE3ifKAAA3b97Ezp07kZiYCCsrK/zhD3/Ac889B0dHR1OXxu7gQDUHTU1NePvtt/Hmm29CIpHg97//PZ577jlumZ61q7q6Gu+99x7ef/99WFhY4OWXX8bvfvc73noxPQ5UUzt37hzWr1+PW7du4U9/+hN+97vfDfmrklj31NbW4p133sHbb7+NwMBAJCYmIioqytRlDWXcwLSpNDY2Yt26dYiOjsbo0aNx/fp1vPLKKxymrNucnZ3x+uuvIyMjA66urnjggQfw/PPPo6mpydSlDVm8hmoCMpkM8fHxyMvLw86dO7FkyRJTl8QGgX379mHjxo0IDw/HwYMHMXLkSFOXNNTwJn9/+/nnn7Fo0SK4uLjg8OHD3HhGN5w7dw5nzpxBTk4OlixZgoULF5q6JLOVlZWFRYsWobGxEUeOHMHEiRNNXdJQwpv8/SktLQ1z5sxBREQELly4wGHaDWlpafj73/+OzZs3Y9y4cVi6dClUKpWpyzJbISEhuHjxIsaNG4fZs2cjMzPT1CUNKbyG2k8qKioQERGBsLAwHDlyhBsn6abY2FhMmzYNr7zyCogIpaWl3DZBN6jVajzyyCMoKipCWloat3DVP3gNtb+sX78eNjY2+PLLLzlM70FmZqZwZZBIJOIw7SapVIqDBw9Cq9XiueeeM3U5Q4b41VdffdXURQx2p0+fxpYtW3DgwAGEhISYuhyo1WokJyfDz88PMpkMX3zxBWQyGQICAmBhYYHy8nLs378fV65cgb+/f5vm5XJzc/Htt9/is88+Q0NDA4KDg4XHiouLsW/fPtx33304c+YMdu7ciZycHISFhQldhyiVSvzjH/+Al5dXh2tOZ86cwbFjx/Dll1/CwcEBdXV1KCkpQWBgIORyOfbs2YPJkyfju+++w6FDhxAVFQULC4tOa+vtfJeUlCApKQlHjx6FTqczaD+WiHDmzBkcPnwYly5dgkKhwNixY3v9WfWGnZ0dxo4di1deeQWxsbHw8vIyaT1DQDOI9bn4+HiaOXOmqcsgIqLTp09TQEAAAaB33nmHEhISaPPmzWRra0uPP/447d69m1asWEHLli0jkUhEcXFxBs/fvn07zZo1i1paWqigoIBGjx5NO3bsICKiffv2kYuLC0mlUlq/fj2tWbOGYmNjCQBNnjyZmpqaiIgoOTmZANCmTZs6rLOgoIBSUlIIAK1bt44uXbpE2dnZ9Omnn5KtrS1JJBL65z//SeHh4QSAMjIyOq2tt/N96tQp+u1vf0vp6el04MABsre3p40bNwqPv/TSS7R7924iIrp06RLdf//9vf+wjGTSpEm0atUqU5cxFDRyoPaxpqYmcnBwoMTERFOXInj33XcJACUlJQnDtmzZQgAoOTlZGPbyyy+TtbU1NTc3C8P8/f3pmWeeEf5ftGgRxcbGCv+vXLmSRCIRXb9+XRi2detWAiC8ByqVinbv3k0lJSWd1llXV0cA6LXXXjMYvmLFCgJAhw4dIiKi7OzsbtXW0/lWKpXk5+dH9fX1wjhPP/00AaDz589TS0sLubq6UkpKivD4tm3bOp23/vTuu++Sq6urwefI+kQjX6vWx4qKiqBUKs2qbUsnJycAQFhYmDBM37BxeHi4MCwoKAgajQYlJSXw9vYGcGf3hb6X0qysLBQVFUGhUAjPsbOzg0QiQWhoqDBsy5YteOONN3D27FmsW7cOUqkUa9eu7XH9+v2o+tOngoKCulVbT+d7//79UKvV2Lx5szBOaWkpxo4dixs3biAqKgqBgYFYunQpdu3ahYULF+KFF17o8fwZ23333YeqqiqUl5fDw8PD1OUMahyofay+vh4AzL5lIBsbmzbD9Ps8GxoahGFeXl744Ycf8M033yA6Ohpjx45FWlpap69ta2sLb29vVFZWGqVWfduvd7cB25PaujPfmZmZ8PDwwIcfftjh63zwwQdYsmQJFi1ahIcffhiff/652ZxYr7/6Tr8ssr7DgdrHRowYAeDOGo1+TWog27p1K86cOYPvv/8eUqkUycnJXT5Ho9GgrKwMc+fONbvaukMsFuPXX3+FVqsVwvZuEydORHp6OrZs2YKdO3ciMjIS165dw7Bhw4xSQ2/IZDKIRCJhWWR9h0+b6mPu7u7w9fVFSkqKqUvptYKCAmzbtg0rV66EVCoFcKcx5K5cuHABjY2NmD9/vtnV1h3h4eFoaGhAYmKiwfDa2lrs2LEDGo0Gn332GRwcHPDhhx/i22+/RWlpKQ4dOmSU6fdWSkoKgoKChF0erO9woPaDJ554Anv27DGbRiuUSiWAO2uOevrNwZqaGmGYfpNXP55+nP3790OhUODcuXM4e/Ys5HI56uvrhdfV6XTIzs4WXufgwYOIjo4WAjUrKwtTp07FW2+91WmdMpkMwJ2+l1rT11VdXd2m/s5q6+l8L126FD4+PnjhhRfw97//HdnZ2Thw4AASEhKwatUqEBESExNB//81MnPmzIGrqytcXV07nb/+oFKp8O9//xtLly41dSlDg6kPiw0FRUVFZGdnR3/9619NXQqlpqYKpxqtXr2a8vPzKSUlhSIjIwkAzZs3jzIzMyk1NZWioqIIAD3xxBOUm5tLRERr1qwhiURC/v7+lJiYSAcPHiQrKyt66KGHqLq6mtatW0disZieffZZ2rRpEy1btozi4uLVPL+MAAAgAElEQVRIoVAINXz33XckEonI0tKSamtr263z/Pnz9NhjjxEA8vHxob1791JtbS199NFH5OXlJdR18eJF4Tmd1fbNN9/0ar6zsrJo3LhxBIAAUGhoKKWnpxMRkVqtJg8PD1q2bBklJSXR22+/TX/+85/76iO8Jy+//DI5OTlReXm5qUsZCvi0qf7y1ltvkZWVFZ0/f97UpfRa63AkImpsbBTur1u3jiwtLYmIqLCwkOrq6tp9jaqqKtqwYYPRT+XprDZjuHXrFt2+fbvNcK1WSxqNpt3HTOXkyZMkkUjoww8/NHUpQ0Ujb/L3kz/+8Y+YPXs2FixYgKysLFOX0yt3t9l69xVFej4+Ph12z3H16lVMmTLF6L21dre2nvL19cWoUaPaDJdIJLCysmr3MVO4cuUKHn/8ccTHx2PDhg2mLmfI4EDtJxYWFvjPf/6DwMBAzJw5c1AcpGqPSqWCTqfr9BQdnU4HtVqN1atX92NlQ8d///tfPPjgg5g8eTL27t3LveP2Iw7UfmRnZ4fjx48jNjYWc+bMwZtvvmnqkozq888/xw8//AAiwosvvogrV660O55EIkFsbGw/Vzc07Nq1C3FxcXj00Ufx9ddft3ueLes73HyfCRAR3njjDWzduhXx8fFCQyEDXV1dHVovTtbW1sIpTKxv3b59G8899xyOHTuGt956C//zP/9j6pKGIm6+zxREIhFeeuklfP/997hy5QpCQkLw3nvvobm52dSl9YqTkxOcnZ2FG4dp39NqtXjrrbcQGhqKvLw8nDp1isPUhDhQTSgmJgbXrl3D7373O2zevBkRERFITk422gnpbPBqbm7G/v37ER4ejldffRVbtmxBRkYGZs6caerShjQOVBOzsbHBa6+9hoyMDAQFBeGJJ57AhAkT8OWXX3KwsjZ0Oh0+++wzhIaGYtWqVcIlrq+88go3XG4GOFDNRFBQEA4cOIBr164hPDwcK1euRFBQEN5++22jNSrCBq6ysjK88cYbGDduHNasWYOoqChkZWVh3759Jm/Imv0fPihlpnJzc/HPf/4T+/btg0qlwmOPPYaEhAQ8+OCDfBrMENHS0oLjx49j9+7dOHLkCBwcHPDkk0/iueeeM+gtgJkN7kba3DU2NuLo0aPYtWsXTp48CS8vL8THxyMuLg6zZs2CRMINhg0mLS0tSE1NRVJSEpKTkyGTyTBp0iQkJCRg5cqVsLW1NXWJrGMcqANJZmYm/vOf/+DgwYPIzs6Gh4cH4uPjsXDhQsyYMYPPORygVCoVzp07h8OHD+Orr75CeXk5wsLCsHjxYixdulRoBJuZPQ7UgSozMxPJyck4ePAgrl27BqlUihkzZmD27NmYPXs2JkyYwLsGzFRLSwuuXLmC48eP4/jx4/jpp5/Q2NiIiRMnYvHixVi8eDGH6MDEgToYFBYWCl/OkydPoqqqCiNHjsSMGTMwdepUTJ06FZGRkUa/rp11j1qtRlpaGi5cuIDU1FT8+OOPqKysxIgRIxATEyP8CA6GizuGOA7UwaalpQWXL1/GiRMn8NNPP+HChQuorKyEtbU1IiMjERUVhcmTJ2PChAkIDAzkfbBGptVqkZOTg6tXr+LSpUu4cOEC0tPTodVqMXLkSEydOhUPPPAAYmJiEB4ezlsRgwsH6lCQl5eHCxcuCGtImZmZ0Gq1sLa2RmhoKCZMmICwsDCEh4dj3Lhx8Pb25i96F4gIRUVF+PXXX5GRkYFr167h6tWryMrKQlNTE6ysrBAWFoapU6ciKioKU6dO5SPzgx8H6lDU1NSErKwsIQT0gaBvGV8qlcLf3x8BAQEICAgQ7o8aNQqenp5DZteBRqOBTCbD7du3cePGDeTl5Rn8bWxsBHCnF1b9D9KECRMwYcIEBAUFddj/FBu0OFDZ/6msrERubi7y8vIMwiMvL8+gOb6RI0fCy8sLXl5e8PHxgaenJzw9PTF8+HAMHz4crq6uwn1zW9MlIlRVVaG6ulq4VVVVoaSkBCUlJSgqKkJxcTFKSkpQUVEhPM/R0bHNj8y4ceMwbtw4DB8+3IRzxMwIByrrnrKyMhQWFrYJncLCQshkMpSVlRl0Nw3caQNWH6x2dnZwcXGBVCqFVCqFs7MzbG1tIZVKhc7jrK2tDc6zFIlEcHZ2NnhNuVxu8H9DQ4PQV1dtbS3UajXUajXkcjnUajUaGxshl8vR0NAgBOndi7y9vT08PDzg6ekJHx8feHt7w9PTE6NGjRJ+NMylS2hm1jhQmfE0NjYarPVVVlYK91UqlRByKpUKdXV1aGhogFqthkKhAHDnfMzWHejpdDqhYz09R0dHiMVi4f/WIezk5ASpVApbW1uhtSv9fTs7O2Ht2c3NzWBteqjswmB9jgOVmb/4+HjY2Njgiy++MHUpjHWG20NljDFj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEj4UBljDEjERERmboIxvT27NmD9957D83NzcKwkpISiEQieHh4CMPEYjE2bdqEFStWmKJMxtqj4UBlZiU7OxshISFdjicSiZCXl4exY8f2Q1WMdYuGN/mZWQkODkZoaChEIlGH44hEIkyaNInDlJkdDlRmdp588kmIxeIOHxeLxXjyySf7sSLGuoc3+ZnZKSoqgq+vLzpaNC0sLCCTyeDu7t7PlTHWKd7kZ+bHx8cHUVFRsLBou3iKxWJER0dzmDKzxIHKzNKqVas63I+6atWqfq6Gse7hTX5mlqqqquDu7m5w+hQAWFpaoqKiAs7OziaqjLEO8SY/M0+urq6IiYkxODglkUgQGxvLYcrMFgcqM1srV640ODDV0tKClStXmrAixjrHm/zMbDU0NMDV1RWNjY0AAKlUiurqakilUhNXxli7eJOfmS87OzvMnz8flpaWsLS0xJIlSzhMmVnjQGVmbcWKFdDpdNBqtVi+fLmpy2GsUxJTF8AGNp1OB6VS2eZ+c3MzFAqFwbhKpRI6na7T17v7eTqdDjY2NrCwsEBtbS2SkpKExxwdHTu9ogq4c1aAvb29wbDWz+voPmM9wftQBxmtVov6+nrI5XIolUoolUo0NjZCLpcLgdfY2Ai1Wo2GhgY0NTWhrq4OOp0OdXV1aGpqQkNDA1QqFTQaDRQKBZqbmzsMzsGqvaCVSCRwcHCAjY0NpFIp7O3tYWlpCWdnZ4jFYjg5OcHKygp2dnawtbWFtbU1HB0dIZFI4OzsLDzHwcEBLi4ucHBwgETC6zSDCLc2ZU5aWlpQU1MDuVyOmpoa4SaXy6FQKKBQKFBbWysEpf52d3h2RL+2pg8EOzs7WFlZwcnJCRKJBE5OTm3G0YeGSCQSTle61/t6+rDpyt1riidPnoRUKsW0adOEYd0Ndf2PRmtyubxH9/U/Nmq1Go2NjcIad21tLXQ6HRQKRZsfpK7WyqVSKRwcHODg4ABnZ2c4OjoK/9vb2wvDHB0dMWzYMOHm4uIi3O+sIRnWrzhQ+0pzczMqKytRUVGBsrIyVFRUoKKiwiAkW4dmTU0Namtr27yOpaUlhg0bBicnJ2HNRr+Wo7/p13Za31p/OW1sbAb0uZvNzc2wsLAY0MEhl8uFEL77R1CpVLbZqtDfamtrhR/TmpoaaLXaNq/dOlxb39ff3NzcMHLkSLi7u8PNzQ0jRoxo97Je1mscqPeqrKwMMpkMpaWlqKysRFlZGcrLy9vcr6ysNDiH0traGm5ubhg+fHi7C31HX4i79/+xoU2pVHb4g3z3TS6Xo7q6GpWVlQZr6RYWFnBzc2sTtK3ve3p6wtPTEyNHjjTh3A44HKityeVy5Ofno6SkBKWlpcJf/bDbt2+joaFBGN/GxgYuLi7w9PSEh4dHp/fd3d15rYCZjFqtFpZpuVze4f2SkhKDLSUrKysMHz4cnp6e8PPzg4eHh7Bc64eNGjWK9wXfMbQCtaSkBPn5+Qa3goICFBQUoKysTLhuXCQSwd3dHd7e3vD09MSoUaPg6ekJLy8v4b6np2e39gcyNtA0NDSguLgYJSUlKC4uRnFxMWQyGYqKiiCTySCTyVBeXi5sgUkkEri7u2PMmDHw8/MTbvr/W3ddM8gNrkBtbm5Gfn4+cnJycPPmTRQUFBiEp/6AjbW1tcGHP2bMGHh7e8PLyws+Pj7w8PCApaWlieeGMfPV1NTUJnBbf99u3boFjUYD4M6Bt9ZB6+fnh7FjxyIoKAijR48eTKeqDcxAbWpqQnFxMTIzM5GVlSX8zc7OhkqlAnBnR/3dH6L+5uvrO5g+RMbMkn4XWnu3goICEBEsLS3h4+ODkJAQhIaGCn+DgoIG4hageQcqEeHGjRu4fPky0tPTcf36dWRnZ+PWrVtoaWmBRCLB2LFjERISgqCgIAQHByM4OBiBgYFwcHAwdfmMsQ4oFAr8+uuvwopQTk4OsrKyUFBQAJ1OB7FYjDFjxiA4OBjjx49HREQEIiMjzb0fMfMJ1ObmZuTk5CA9PV0I0MuXL0OhUEAikSA4OBhhYWEG4RkQEMCb5owNIk1NTcjNzUVOTg6ys7ORlZWFa9euIScnB83NzXB2dhbCNTIyEhEREQgMDDSXA76mC9Samhr8+OOPOHv2LFJTU5GRkQGVSgUrKyuEhYUZvGETJkzgRjEYG8JUKhUyMjIMVriuX78OrVYLe3t7TJw4EdOmTcOMGTMwffp0U5133X+BKpPJcPbsWSFEMzMzAQChoaGYMWMGJk2ahMjISIwfP57XOhljXWpqasK1a9eQnp6OX375BT/++COys7MhEokwfvx4REdHY/r06ZgxY0Z/nWnQd4Ha2NiIU6dO4ciRIzh+/Djy8/MhkUgwadIkzJgxQ/glGTZsWF9MnjE2BFVWVuKnn37C2bNnce7cOVy5cgU6nQ4BAQGYM2cOFixYgOjoaFhbW/fF5I0bqBUVFfj2229x9OhR/PDDD1CpVIiMjMS8efMwc+ZMREVFDcQjd4yxAUqpVOL8+fM4c+YMjh07hitXrsDBwQFz585FXFwc5s2bh+HDhxtrcr0P1IqKCuzfvx8HDhzAhQsXYGVlhYceeggLFizA/Pnz4eXlZaxiGWOsVwoLC/HNN9/gyJEjOH36NHQ6HaZNm4alS5di2bJlvQ3XngVqS0sLvvvuOyQmJuL777+HVCpFfHw8Fi5ciNmzZ/NaKGPM7NXX1+P777/H4cOHcfjwYTQ1NWHevHlYv349Zs+e3ZPGeDSge6BWq+n9998nf39/EolEFBMTQ/v27aOGhoZ7eRmzcPbsWXr99ddpxYoVdPjwYVOX06GGhgY6cuQI/elPfzJ1KcyMaDQaOnHiBP3+97+nb7/9ttevd/PmTXrqqaeoqKjICNUNPEqlkvbu3UvR0dEEgIKCgigxMZE0Gs29vExjtwJVp9PRv/71L/Ly8iKpVEobNmygrKysnlVuBn755ReKi4sjjUZDf/nLX8ja2tpsfxQOHTpEvr6+5O3tbepSmBlJS0ujhIQEAkC7d+/u9eslJSURADp27JgRqhvYMjIyaO3atWRtbU2+vr708ccfU3Nzc3ee2nWgpqen06RJk8ja2pqef/55Kikp6X3FJvboo4/S66+/TkRELS0tJJPJTFxR51atWsWBytrIyMjocaDu3bu3zbDKykpjlDVoFBYW0rp168jS0pKmTp1K165d6+opjZ1eXrBr1y5ERUXBxsYGly9fxnvvvTcoWo7JzMwUruUXiUTw9PQ0cUWd43YHWHv0Tebd676+U6dO4U9/+lOb4a6urkapa7Dw8fFBYmIi0tPTQUS47777sGfPnk6fI3711Vdfbe+B119/HS+88AK2bt2KvXv3ws3NrS9q7lf6Uye+/PJLODg4oK6uDiUlJQgMDARw5xSLw4cP4+DBg7h58ybc3Nzg5OQkPF8ul2PPnj2YPHkyvvvuOxw6dAhRUVGwsLBASUkJkpKScPToUeh0Ovj5+RlMOzc3F99++y0+++wzNDQ0IDg42ODx+vp6HDhwAElJSaiqqoK3tzdsbGwAAF9//TXy8/Pxhz/8AT///DM++eQTFBcXIyws7J6+TGq1GsnJyfDz84NMJsMXX3wBmUyGgIAAWFhYoLy8HPv378eVK1fg7+/f5ly9zuahuLgY+/btw3333YczZ85g586dyMnJQVhYmHChhlKpxD/+8Q94eXnBxcWlwzqJCGfOnMHhw4dx6dIlKBQKjB07FkePHsV3332H69evIzIyEkqlEh999BFSU1Nx+/ZtjB8/vtu1AOj0M+vss75bT5eLjuZTr6vlsbKyEjt27MCCBQsQGRnZrfcnJSUFixYtglarxbBhw1BaWorAwEC0tLTg9OnTqKqqMjgzp6saioqK8Omnn+L+++9HZmYmdu/ejdu3b9/zsmnORowYgaeeegoqlQovvvgi7O3tDbrjaaW53U3+5ORkEolEtGvXLiOvRJtWQUEBpaSkEABat24dXbp0ibKzs4mI6MqVKxQWFkbJyclUUVFBb7/9Ntnb2wubRp9++inZ2tqSRCKhf/7znxQeHk4AKCMjg06dOkW//e1vKT09nQ4cOED29va0ceNGYbrbt2+nWbNmUUtLCxUUFNDo0aNpx44dwuPZ2dkUGxtLGRkZpNVqafny5TR8+HC6efMmERH9v//3/8jDw4OeeeYZevrpp2nhwoUkEolo27Zt3Z7306dPU0BAAAGgd955hxISEmjz5s1ka2tLjz/+OO3evZtWrFhBy5YtI5FIRHFxcQbP72we9u3bRy4uLiSVSmn9+vW0Zs0aio2NJQA0efJkampqIqI7yxUA2rRpU6e1vvTSS8Jm7KVLl+j+++8XHgsNDTXY/aFQKMjR0ZGmTp16T7V09pl19lnfrTfLRWfz2dXySESUmZlJAOijjz7q9vtz+fJleuCBB8jNzY1SUlLo8uXLlJmZSYsXLyYA9K9//avbNRw5coTc3NwIAG3fvp2eeuopmj9/PgGg//3f/+30Mx6otm/fThYWFh3ta267D1Wr1ZK/vz899dRTfV+dCdTV1REAeu2114RhGo2GgoKC6M9//rPBuL/5zW/IysqKMjMziYhoxYoVBIAOHTpERHeCUKlUkp+fH9XX1wvPe/rppwkAnT9/noiI/P396ZlnnhEeX7RoEcXGxhLRnQN+EydONPjxSktLIysrKzp69CgR3QlUa2tr+vXXX4VxJk2aRJMmTbqneX/33XcJACUlJQnDtmzZQgAoOTlZGPbyyy+TtbW1wY74zuaBiGjlypUkEono+vXrwrCtW7cSAEpMTCQiIpVKRbt37+50P3xLSwu5urpSSkqKMKz1D8fixYvb7E+OjIwUAqM7tXTnM2vvs+5IT5aLzuazu8tje4Hanfdn0aJF5OPjYzDO1atXDQK1uzXol58TJ04YTO9el82B5IknnqDQ0ND2DlS13YeanZ2NGzdu4H/+53+MtcZs9v773/8iJycHUVFRBsPnzp2LpqYmfPzxxwAg7GtduHAhACAoKAj79++HWq3G5s2b8cwzz+CZZ55BaWkpxo4dixs3bgAATp8+jW3btgEAsrKyUFRUhLy8PAAQrt6YN2+eMF395tr8+fOFYVKpFOPGjRP+Hz9+PG7evHlP86nfVAsLCxOG6Xd3hIeHC8OCgoKg0WhQUlIiDOtsHgDAzs4OEokEoaGhwrAtW7ZAIpHg7NmzwjysXbu20/3wIpEIgYGBWLp0Kb7++msAwAsvvHBP89lVLd35zNr7rDvSk+Wis/ns7vLYG3dvjt+9e6e7NegbLWr9/oSEhKCwsLDXNZqrP/7xj8jMzGz3+9emI5jS0lIAgLe3d99XZiaysrIAoE2HeDNmzABw50cGgLD/rPV+tMzMTHh4eODDDz/s8PW9vLzwww8/4JtvvkF0dDTGjh2LtLQ0AEBGRgbs7Oza7KO2srLqtGaJRCJ02dIb+v20ren3M7buP6uzeeiIra0tvL29UVlZeU81ffDBB1iyZAkWLVqEhx9+GJ9//nmvO4trXUt3PrP2Put7Gbc70+hoPru7PPZGV/s3e1ODWCw26KBysPHx8QFwp8POgIAAg8faLC36Aw2pqan9UJp50DfQcv78eYPhvr6+sLS07PQAilgsxq+//tpu9756W7duxbZt2/Dmm2/i8ccfNzhq39LSgoaGBqSkpPRyLvpWZ/PQEY1Gg7KysjYH6LoyceJEpKenY+PGjTh9+jQiIyNRU1PT09Lb1NKdz6y3ujONjuazN8tjd3UVqP1Rw0CVmpoKCwuLNgeWgXYC1cfHB3FxcXjppZeE7kQGuylTpgCAsGmqp29vcerUqR0+Nzw8HA0NDUhMTDQYXltbix07dqCgoADbtm3DypUrhc2jlpYWYTz95vcXX3xh8Pzq6mp89dVXPZ8pI+pqHjpy4cIFNDY2Guy66IpGo8Fnn30GBwcHfPjhh/j2229RWlqKQ4cOAbizZq7vG+xetK6lq8/MGLqaRmfz2ZvlsTvvj0gk6nLrpjc1DGZKpRKvvPIKlixZ0u5pZu1uz2zfvh0ymQxLly4ddKEqk8kA3Fld1wsPD8fq1atx9uxZg30/P/74IwICApCQkADg/zaBq6urhXGWLl0KHx8fvPDCC/j73/+O7OxsHDhwAAkJCVi1ahXq6+sBAPv374dCocC5c+dw9uxZyOVy1NfX48EHH0RERAT27t2L9evX4+TJk9i+fTvWrFmD2NhYYXr19fVCp2fAnQa6VSrVPYWLUqkEAIPX0dfXeg1QP5/68bqaB/3r6nQ6g03BgwcPIjo6WgjUrKwsTJ06FW+99VaHNRIREhMThU3GOXPmwNXVVVh458yZg6qqKuzZswcNDQ3Ys2cPqqurkZ+fD7lcLrxOZ7V09Zm1fg9af9Yd6cly0dl8dnd5rKurM/h8uvv+eHh4oKysDPn5+bh58yYaGhqEz7qqqgpA978TCoUCwJ22SfWqqqqg0WgG3Wa/UqlEfHw86urqOl6GOzqSdf78eXJ1daWIiAjKzc3tqwNm/er8+fP02GOPEQDy8fGhvXv3Um1tLRHdaafgmWeeodDQUPr000/po48+onnz5lFhYSEREX300Ufk5eVFAOiJJ56gixcvCq+blZVF48aNIwAEgEJDQyk9PV14fM2aNSSRSMjf358SExPp4MGDZGVlRQ899BBVV1dTcXExzZ49m0QiEYlEIpo1axYVFxcTEdH+/ftp2LBhBID++Mc/kkKhoM8//5yGDx9OAOiFF17o1vXGqampwik9q1evpvz8fEpJSaHIyEgCQPPmzaPMzExKTU2lqKgoYT71n31X87Bu3ToSi8X07LPP0qZNm2jZsmUUFxdHCoVCqOG7774jkUhElpaWwvt+N7VaTR4eHrRs2TJKSkqit99+2+BIs1KpFOoLDg6mQ4cOUXx8PM2dO1c4Bak7tXT2mXX2Wd+tp8tFV/PZ1fJ48eJFmjt3LgGgiIgI4TSe7rw/KSkpJJFIyNnZmd5//326cOGCcNrU+PHj6ZtvvulWDadPnyY/Pz8CQGvXrqXS0lLav38/OTo6EgB69dVXSavVdrxQDiBZWVk0fvx4cnd3p8uXL3c0WueXnubn51NERARJpVL661//Smq12viVmpna2lr66aefetRIxK1bt+j27dvtPtb6y0xE1NjY2GYcuVxO1dXV9zzd/tLZPOgv0SO6c8leXV1du69RVVVFGzZs6PTaaK1WSxqNpsP3koiooqJCuH/3ctndWog6/8yMpaNpdGc+e7o8dvb+6F/37s/T2DUMBg0NDfTnP/+ZrKysaMqUKV29B41dNt+n0+nw7rvv4i9/+QuGDRuGl156CWvWrOmrFq9ZD2zcuLHLcRISEjBx4sQ+q2H9+vX45JNPDDb92pOSkoLCwkKsXr3a5LUw1hG1Wo1du3bhb3/7GxoaGvD666/j2Wef7epgrKbNaVN3k0gk2Lx5M1atWoU33ngDf/jDH/CXv/wFCQkJ2LBhw6C4tn+ge/DBB7scp68vHVapVNDpdKivr29zqo2eTqeDWq3u0zDtbi2MtaeoqAg7duzA7t27oVKpsHHjRrz44ovd//7c6yqwTCajV155hUaMGEESiYTmz59PSUlJ7W7CsqFh3759NHLkSAJAGzdu7Gwf05CqhQ0MarWa9u/fT4888giJxWLy8PCg1157jcrKyu71pbre5O+IRqNBcnIy/v3vf+PEiRNwcHDAI488gri4ODz66KND+jy1oaaurs7giK61tbXJuv02p1qY+aqursaxY8dw9OhRfP/991CpVHjkkUewevVqLFiwoMsLazpgnE76ZDIZkpOTcfToUZw5cwZEhOnTpyMuLg5xcXFtriZgjLH+lpOTgyNHjuCbb75BamoqJBIJZs2ahbi4OCxevLjXV+OhL7qRrqurw3//+1+hKbGamhoEBARg5syZmDlzJmbMmIExY8YYc5KMMdbGjRs3hHOmz549i/z8fLi6umLevHmIi4vDnDlz4ODgYMxJGj9QW9PpdPjpp59w/PhxnD17Fj///DM0Gg28vLwQHR2N6dOnY+bMmQgJCRk0bScyxvpfS0sLrl+/jrNnz+LcuXM4d+4cSktLIZVKcf/99yM6Ohpz5sxBVFRUXzbY3reBerfGxkZcunRJmOnU1FQolUoMGzYMkZGRmDRpEiIiIhAZGQl/f38OWcZYGy0tLcjLy0N6ejrS09Nx+fJlpKWloba2Fk5OTnjggQcwY8YMzJgxA5MnT+7p/tCe6N9AvVtzczOuXLmCn376SXhzsrOzodPp4OjoiIkTJyIyMhKRkZGIiIhAUK0BptAAABw9SURBVFCQ0O0DY2zw02q1yM7OxuXLl4WMuHLlCurr62FpaYmQkBAhI6ZPn46wsDBTdhlk2kBtj1arRW5uLtLS0oRbeno61Go1LC0t4ePjg5CQEISGhsLPzw8hISGIiIiAnZ2dqUtnjPVQU1MT8vLykJWVhfz8fGRmZiIrKwtZWVnCdz8gIACTJk0yuJnZGRzmF6jt0Wq1yMzMFN7knJwcZGVl4ebNm9BqtbCwsMDo0aMRFBSEkJAQBAUFwd/fH2PGjIG3t3e32rRkjPWt5uZmFBcXC42y6L/HOTk5uHXrFohICM7g4GAEBQUhNDQUoaGhCAkJGQhbpwMjUDui1Wpx48YNg5DNyclBTk6O0EqWlZUVRo8eDT8/P+E2ZswY4b6jo6OJ54KxwaOurg75+fkGt4KCAuTn5+P27dvC5cB2dnYICgpCcHAwQkJCEBgYKGx1tu5IcYAZ2IHamdLSUoMPs/V9mUwmnPzt6uqK0aNHw8vLC6NGjYKXlxe8vLzg4+MDLy8vg95HGRvK1Go1ioqKUFJSgqKiIhQXF6OkpASFhYWQyWQoKCgQmoG0sLCAl5dXuysxY8aMgbu7u4nnpk8M3kDtjEajQUFBgRCwt27dgkwmM1hIWjes4erqahCy+pubmxtGjBgBDw8PuLm5mdv+HMa6RaVSoaKiAmVlZaisrERFRQVkMplwKywsRElJiUF7r9bW1sL3QL8iMnr0aCE4R48e3Z9H183F0AzU7igrK2uzQBUXFwu/0DKZzKDPJeBO/zseHh4YMWIE3NzcDO67u7tjxIgRGDZsmHDjFrtYX2hsbERNTQ3kcjlqampQXl4uhGXr+/oQbd1ANXBnOdaHpbe3N7y9vYUVCm9vb3h6ehrjqqLBiAO1N9r7ZS8tLUVlZSUqKytRWlqKiooK4f+72dnZGQSs/jZ8+PA2wxwcHODs7AxHR0c4ODhwGA9yjY2NqK+vh0KhQG1tLRQKBWpqaoRbdXW1wf+tb3f3siESieDm5tZmi0r/o89bWkbDgdpfdDodKisr2yz8+rWIjr4s+i4m7mZlZQV7e3uDkLW3t28TvPb29sLN0tISTk5OkEgkcHJygpWVFezs7CCVSmFjYwMHB4eBcCTVrGi1WtTX16OxsRFqtRr19fXQarWora1Fc3Mz6urq0NTUhIaGBqG7GP2tdRcy+lttbS2USmWHnfs5OTkZ/PC6uLi0+6Pc+ubm5mbKczOHEg5Uc6fT6VBTUyN82RQKBZRKpfBF1A9r/cXUfyn1t/r6ejQ0NHS7wWUXFxdIJBJhTdjW1hbAna6Y9WvG93pfz8LCAk5OTp1OXywWd3n2RV1dXZcdBdbW1rbp10gffD25r1KpoNFooFAooNPpUFtb2+n09fTvoYODg8EPn4uLi8H/+mGt/2893rBhwzgYzRsH6lBTV1cHnU5nsObUXlDo17zUarXQEaBSqYROp+vRfb3WAdWR1tPsiH6t+l7HsbS0FBqdvtf7d6/Jt/7hsbGxgVQqFbYEnJ2dIZFI+LS8oYUDlZm/+Ph42NjYtOlqmzEzo+FLiBhjzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEg4UBljzEhERESmLoIxvT179uC9995Dc3OzMKykpAQikQgeHh7CMLFYjE2bNmHFihWmKJOx9mg4UJlZyc7ORkhISJfjiUQi5OXlYezYsf1QFWPdouFNfmZWgoODERoaCpFI1OE4IpEIkyZN4jBlZocDlZmdJ598EmKxuMPHxWIxnnzyyX6siLHu4U1+ZnaKiorg6+uLjhZNCwsLyGQyuLu793NljHWKN/mZ+fHx8UFUVBQsLNounmKxGNHR0RymzCxxoDKztGrVqg73o65ataqfq2Gse3iTn5mlqqoquLu7G5w+BQCWlpaoqKiAs7OziSpjrEO8yc/Mk6urK2JiYgwOTkkkEsTGxnKYMrPFgcrM1sqVKw0OTLW0tGDlypUmrIixzvEmPzNbDQ0NcHV1RWNjIwBAKpWiuroaUqnUxJUx1i7e5Gfmy87ODvPnz4elpSUsLS2xZMkSDlNm1jhQmVlbsWIFdDodtFotli9fbupyGOuUxNQFsKGhvr4eWq0WdXV1aGlpgVwuBwDodDoolco24+uH63Q62NjYwMLCArW1tUhKSoKDgwMkkraLrqOjI8RiMUQiEZydnSEWi+Ho6AhLS0vY29v3+TwyxvtQWaeamppQVVWFyspKVFRUoLa2Fv9fe/ce1eR9/wH8HSAJ4VJACUITUTBaCwQvaJBpZ8XbRCzUritddXZQb3PnbOuqZe6443p2unarc1dGtaLWC6tA56VzlSoRDkrloggkOi5RINwECoGQEAL5/P6wPD9SUdCCCfh9nfOchidP+H4ead7PJd98v+3t7dDpdA9curu7YTQaYTAYYDKZbL0bAABnZ2eIRCK4uLhAKBTC09MTHh4eD1wmTJgAsVgMb29viMVi8Pl8W+8GY7/YaFNPqtbWVmi1WtTW1qK2thZNTU1obm5GQ0MDmpub0dLSgqamJu5McqDhBJFIJIKzszMXXm5ubuDz+dxZpKenJ9dx38vLa9Aa+9dfuHABIpEI3/nOdwBg0JqICO3t7QDu9gbQ6XTcWW5PTw+6urpgMplgMBhgNBrR3d09rAPDN02cOBFisRhisRg+Pj7w9fWFt7c3fH19IZVKMWXKFEgkEkyYMOHR/jDMWMYCdTwiItTV1aGyshKVlZWoqalBdXU1tFot6urqUFNTA6PRyG3v5eUFPz8/iMVi+Pr6wsfHB97e3lxg9AeIWCy+b/iNpr6+Pjg4ODxwBKrR8tVXX6G5uZlbGhsbucdNTU1oampCS0sL6uvruUAHABcXF/j7+0MqlUIikWDKlCnw9/eHTCaDTCaDRCJ57PvCjDoWqGNZU1MTVCoVF5wDl/7AdHd3597MA9/cEomEe+zi4mLjPRkf9Ho9ampqrA5cAx/fvn0bXV1dAO4Gbn+4Dlzkcjm8vb1tvCfMI2KBOhb09PSgoqICRUVFUKvVUKlUKCoqQkNDAwBAKBRCIpEgKCgIwcHBCAwM5JaAgACbnNkxg2tra4NGo+EWlUoFtVqNiooKdHR0ALh7xdD/twwKCkJYWBhmz57NPlizfyxQ7Y3BYMDVq1eRn5+P/Px8FBQU4NatWyAiuLq6IigoCKGhoQgODoZcLkdwcLDV1CDM2FVfXw+VSoWSkhKoVCqUlpZCrVbDYDDAwcEBAQEBUCgU3DJnzhzWL9e+sEC1tYqKCuTm5uLKlSu4cuUKysrK0NvbCx8fHygUCsyfPx+hoaGQy+UICAgYdEg7ZvyyWCzQaDQoKSlBSUkJCgoKkJ+fj5aWFvD5fMjlcoSHh0OhUOC5555jsxjYFgvUx62hoQG5ubk4f/48zp07h+rqavD5fISGhmLhwoUICwtDWFgYgoKC2KU6c1/19fUoKirCpUuXkJubi2vXrsFgMMDPzw+LFi3CsmXLsGLFCkydOtXWpT5JWKCONqPRiC+++AJnzpxBVlYWNBoNRCIRIiIisGTJEixZsgQKhYL1b2S+lZ6eHuTn5yMrKwtKpRJffvkluru7IZPJsHTpUqxZswZLly6Fs7OzrUsdz1igjoavvvoKn332GU6dOoXPP/8c3d3dUCgUWLFiBZYsWYKIiAgIhUJbl8mMY0ajEXl5eVAqlcjMzERBQQFcXV2xatUqxMTEYPXq1WwYxJHHAnWkGAwGZGRk4PDhw8jOzoajoyMiIyMRGxuLF154gU3ZwdhUXV0dTp8+jZMnT+LixYsgIkRGRuJHP/oR1q5dy85cRwYL1G/rypUrSElJwSeffAKj0Yjo6Gi88sorWLVqFdzd3W1dHsPcQ6fT4ezZs/jXv/6Fs2fPwt3dHa+++iri4+MRFhZm6/LGMhaoj8JsNuPYsWP44IMPoFKpEBISgvj4eKxbtw5isdjW5THMsDU2NuLIkSNISUnBzZs3MXv2bLz11luIi4t74FTezKBYoD4Mk8mEQ4cO4f3334dWq8Vrr72GrVu3QqFQ2Lo0hvnWLl++jKSkJHzyySeYOnUqEhMTsX79eggEAluXNlaYQMyQLBYLpaSkkFQqJaFQSFu3bqVbt27ZuiyGGRWVlZWUkJBAAoGA/P396eOPP7Z1SWNFN+slPoSKigosXboUGzduRGxsLKqqqpCUlMT69zHj1rRp0/DRRx+hoqICq1atwuuvv46VK1dCo9HYujS7xwL1PiwWC9577z2Ehoaira0NX375Jf72t7+xUYKYJ4a/vz+Sk5ORm5uL+vp6yOVy7N2712riRMYau4c6CL1ej3Xr1uHzzz/HO++8gzfffHPQEeIZ5knR09OD999/H++88w5eeuklHDx4kI0jcC82Sd83dXV1ISoqCnl5ebhw4QJ27NjBwnQc+/jjj5+odh+VQCDArl27kJmZiS+++AIxMTFWY+oyd7Ez1AGICGvXrsXly5ehVCoRFBRk65KYUZSVlYX169ejrq7uiWh3pFy7do0bKyA1NdXW5dgTk+Pu3bt327oKe7Fv3z785S9/wdmzZ+2yg7PRaERGRgYCAwNRV1eH48ePo66uDtOnT4eDgwOampqQmpqK4uJiyGSye77eWl5ejv/85z84cuQIurq68Oyzz3LPabVaHD16FPPmzUN2djY+/PBD3Lx5E3K5nBtnoLOzE3/+858hkUiGHLlfr9fjxIkTSEtLQ0tLC6RSqdW3cTo7O3Hy5Emkp6ejqqoKYrEYHh4e3PO1tbU4dOgQFAoFVCoV9u/fj+rqasjlcqtBY4Zq5377rFQqERsbC7PZjAkTJqChoQHPPPMMgLsDj6SlpeHMmTPo7e1FYGDgQ9c10u3aEz8/P4SFhWHnzp2YOnUqZs2aZeuS7EUf6zb1NaPRSL6+vvTmm2/aupRBXbx4kaZPn04AaM+ePbRp0ybasWMHubi40EsvvUT79++n1157jeLi4ojH49GaNWusXr937156/vnnyWKx0K1bt2jq1KmUlJRERERHjx4lLy8vEolEtGXLFoqPj6eoqCgCQPPnz6eenh4iIsrIyCAAtH379gfWeuPGDYqKiqLr16+T2WymV199lSZOnEhVVVVERFRcXExyuZwyMjLozp079MEHH5CbmxsdPnyYiIhOnz5NYrGYANDevXvpxz/+MUVHRxMAevfdd4fdzoP2+dq1a7Rw4UISi8WkVCrp2rVrRESUlZVFGzdupKtXr9KJEyfIzc2NfvKTnzxUXSPdrr3asmULTZ48mcxms61LsRfdLFC/durUKXJwcKD6+npbl3Jff/rTnwgApaWlcesSExMJAGVkZHDrfv3rX5NQKKS+vj5unUwmo23btnE/x8bGUlRUFPfzunXriMfjUVlZGbdu165dBICSk5OJiMhgMND+/fsf+G/U29tLs2fPpn379nHrioqKSCAQ0JkzZ8hkMtHMmTPpN7/5jdXrfvjDH5JAICCVSmW1X+fPn+e2mTt3LoWFhQ2rneHsc2xsLE2ePJn7ubOzkwIDA0mv13PrEhISCADl5eUNq67RatceaTQa4vF4lJmZaetS7EU3+7Tla4WFhXj22WftevT7/ktiuVzOreu/XBx42TVz5kyYTCbU19dDKpUCAC5evAhXV1cAgFqtRm1tLTflBgC4urrCyckJwcHB3LrExET8/ve/R05ODjZv3gyRSIQ33njjgTWePXsWxcXFWL16Nbdu7ty56OzshEAgwOnTp3Hz5k0sWLDA6nUrV67E8ePHceDAAezZs4f7BHnmzJncNkFBQTh37tyw2hnOPgOwukxPTU2F0WjEjh07uHUNDQ2YNm0aKisrsWDBgiHrGq127VFAQAACAwNRUFCA5cuX27ocu8AC9Ws6nW5MDmc22ChB/fc8+yeEAwCJRILMzEx89tlnWLx4MaZNm4aioqIH/m4XFxdIpVI0NzcPu57r16/D1dX1njEN+kNOrVYDwD3zIz333HMAgBs3btz3dzs6OnJ9IIdqBxjePg8MNpVKBT8/P/zjH/8Y1r4OVtfjbNceeHl5Wc32+qRjgfo1iUSCjIwMENG4HCl/165dyM7Oxrlz5yASiZCRkTHka0wmExobG7Fy5cpht2OxWNDV1QWlUokVK1bc83z/fPV5eXlciALAlClTwOfzhz1N9VDtAMPb54F/a0dHR/zvf/+D2Wz+VgN+26rdx81iseD27dvcVRDDvinFWb58Oerq6pCXl2frUkbcrVu38Lvf/Q7r1q3jLlktFsuQr+sf9T06OnrYbfXfjjh+/LjV+tbWVvz73/9GeHg4ACAnJ8fq+bKyMpjNZkRERIxIO8PZZx6Ph76+Pu7nWbNmoaurC8nJyVbbtbe3IykpaVh12apdW1AqlWhpabnvAe1JxM5QvzZnzhwsWrQIO3fuRFZWll1OhtfZ2Qng7pljP71eD+DuLAH9E7T1X+r3b9e/TWpqKuLi4nD9+nXk5OTAZDJBr9dzl6u9vb24ceMG18UnPT0dixcv5gJVrVYjISEBL774otX9voFeeOEFzJkzB4cPH4azszNefvlllJSU4OLFizhx4gSEQiE2bNiATz/9FDU1NfD39wcA5ObmYvr06di0aRMAcPcce3p6uN/d0tICk8kEIhqynfLy8iH32c/PD42NjdBoNCAiREdHY/LkyXjrrbe4A0lpaSnS09Nx4MCBYdU1nH/rR2nX3vT19WHnzp1Yvny51f3kJ56tPg6zR4WFhSQQCOi3v/2trUu5x+XLl2nWrFkEgDZs2EAajYaUSiXNnTuXANDq1atJpVLR5cuXacGCBQSAfvCDH1B5eTkREcXHx5OTkxPJZDJKTk6m9PR0EggEFBkZSa2trbR582ZydHSkn/70p7R9+3aKi4ujNWvWUEdHB1fDf//7X+LxeMTn86m9vf2+tWq1Wlq+fDnxeDzi8Xj0/PPPk1ar5Z43Go20bds2Cg4OpkOHDtFHH31Eq1evppqaGiK620UsMDCQANAbb7xBDQ0NlJqaSk899RQBoN27d5PZbB6ynaH2WalUkpOTE3l6etJf//pXIiJSq9U0Y8YMAkAAKDg4mK5evfpQdY10u/bo7bffJpFIRKWlpbYuxZ6wblPf9M9//pN4PB73P/p4MjAciYi6u7u5x5s3byY+n09ERDU1NaTT6Qb9HS0tLbR161arLln309bWRq2trfd9vr29nS5dukS1tbXDKf+R2nnQPvfX8M1tiIhu375N1dXVj1yTrdp9HN577z3i8Xh08OBBW5dib1igDuYPf/gD8Xg8+sUvfvHEdFoeGKgPkpWVRYcOHXoMFTH2pqenh7Zs2UI8Ho/+/ve/27oce8TGQx3M9u3bkZqaig8//BDz5s1DYWGhrUsadQaDAb29vdw9wMH09vbCaDRiw4YNj7Eyxh4UFxcjIiICR48eRXp6OrZt22brkuwSC9T7eOWVV3D9+nVMnDgRERER+NnPfmbVr3M8OXbsGDIzM0FEePvtt1FcXDzodk5OToiKinrM1TG2ZDAYkJiYiHnz5sHV1RWFhYVYu3atrcuyW2y0qSEQEfbt24fExER4eHhgx44diI+PH1fT7up0OquO6UKhkI11+YQzGAzYv38//vjHP8JgMGDPnj14/fXXx2Uf7RHEJukbroaGBrz77rs4cOAAPD098ctf/hJbtmzhvmLIMONBR0cHkpKSsHfvXuj1emzcuBG/+tWvMGnSJFuXNhawQH1YjY2N2LNnD5KTkyEUCrF+/XokJCQgJCTE1qUxzCMrLi5GSkoKjhw5AovFgm3btuHnP/85fHx8bF3aWMIC9VG1trYiOTkZBw8eRFVVFRQKBeLj4xEXF2c1rifD2Ku2tjYcO3YMBw8exNWrVzFjxgzEx8dj06ZNw/4KMGOFBeq3RUTIzs5GSkoK0tPTAQDf+973EBMTg+joaEycONHGFTLM/2tubsaZM2dw6tQpZGZmwtHRES+//DISEhKwcOFCdo/022GBOpJ0Oh3S0tLw6aefIisrC729vfjud7+LmJgYxMTEsKmnGZvQaDQ4efIkTp06hUuXLkEgEGDZsmV48cUX8f3vfx/u7u62LnG8YIE6WgwGAy5cuMBNadHe3o7AwEAsXLgQixYtQlRUFBulhxkVd+7cQXZ2Ns6fP4/c3Fyo1Wp4eXlh2bJliI6ORmxsLJ566ilblzkesUB9HMxmM3JycpCVlQWlUomCggL09fUhODgYkZGRWLx4McLDwyGRSGxdKjMG1dbW4sqVK8jOzkZWVhbUajX4fD4UCgUiIyMRGRmJRYsWsdl7Rx8LVFvo7OxETk4OlEollEoliouLYbFY8PTTT0OhUEChUCA8PBzz5s1jZxKMlfb2dhQUFCA/Px/5+fkoKChAQ0MDHB0dMWfOHCxZsoQL0G8O4s2MOhao9qCzsxOFhYXcmyQ/Px9arRYODg545plnEBoaCrlcjpCQEMjlcgQEBLAPD8Y5i8UCjUaD0tJSlJWVobS0FCUlJSgvLwcRwd/fH/Pnz0d4eDgUCgXCwsJYgNoeC1R7VV9fz52B9L+pbt++DSKCm5sbgoKCEBoaiqCgIMyYMQMymQwBAQFWU4Aw9q+npwcajQaVlZUoLy+HSqVCSUkJ1Go1DAYDeDweAgICIJfLIZfLMX/+fCgUCvj6+tq6dOZeLFDHks7OTqhUKpSWlqK0tBQqlQplZWW4c+cOgLtTafj7+0Mmk2H69OmQyWRc0Eql0jE5Z9Z40NbWBq1WywXnwKW2tpYbvd/X1xfBwcEICQlBSEgId8BkZ55jBgvU8aCjo+OeN2pVVRUqKirQ0NDAbefm5gZ/f39MnjwZEomEeyyVSvH0009DLBbD29sbjo6ONtybsaOvrw/Nzc1obm5GfX09tFotamtrUVNTA61WC61Wi5qamnsmS+w/0MlkMkybNo17zLovjXksUMe7rq4uVFdXo7a2dtA3fHV1NQwGA7c9j8fjglUsFmPSpEnw8fGBWCyGWCyGp6cnPD094eHhYbWM9TDo7OyETqdDe3s7dDodt7S1tXGheefOHTQ1NaGlpYVbN5CrqyumTJkCqVQKqVRqdcCSSqUICAhgg86MbyxQmbvzUTU2Ng4aGv3rm5ub0dLSgra2NqsJ5vo5OjrCw8ODC1w+nw93d3fw+Xy4ublBKBTCxcUFIpEIzs7OcHV15e73Ojk5DRrILi4uEAqFVutMJpPVAaBfR0cHV1f/NkajEd3d3ejq6kJPTw/0ej3MZjM6OjpgNpu5wNTpdINOWujk5AQvLy/u4OLj44NJkyYNerDx8/Njt1QYFqjMw9Pr9VZncf1Le3s7t/T29nLBpdfruZAzGAzchHVmsxkA0N3dDaPReE87A0Oy33DCVyAQwNXVFc7OzhCJRNxz7u7ucHJygoeHB/dfLy8v7iz7m2febCQx5iGxQGUYhhkhJjZiP8MwzAhhgcowDDNCWKAyDMOMECcAabYugmEYZhww/x/6gAmi9fFdgQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = Pipeline()\n", "pipeline = (\n", " p.map(malaya_speech.load, sr = sr)\n", " .map(lambda x: x[0])\n", " .map(lambda x: x[sr * 5: sr * 20], name = 'cut')\n", " .map(malaya_speech.generator.frames, frame_duration_ms = 3000, sample_rate = sr)\n", " .foreach_map(model)\n", " .map(np.concatenate)\n", ")\n", "p.visualize()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 53.5 s, sys: 14.8 s, total: 1min 8s\n", "Wall time: 19.4 s\n" ] } ], "source": [ "%%time\n", "\n", "results = p('speech/call-centre/1.wav')" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['load', '', 'cut', 'frames', 'super-resolution', 'concatenate'])" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.keys()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(results['concatenate'], rate = sr)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(results['cut'], rate = sr)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" }, "varInspector": { "cols": { 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