{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Combine longer speaker diarization\n", "\n", "Problem with unsupervised clustering speaker diarization technique, the longer audio you have, the more expensive to calculate, easily to hit out-of-memory issue." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/combine-longer-speaker-diarization](https://github.com/huseinzol05/malaya-speech/tree/master/example/combine-longer-speaker-diarization).\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This module is not language independent, so it not save to use on different languages. Pretrained models trained on hyperlocal languages.\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This is an application of malaya-speech Pipeline, read more about malaya-speech Pipeline at [malaya-speech/example/pipeline](https://github.com/huseinzol05/malaya-speech/tree/master/example/pipeline).\n", " \n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "os.environ['CUDA_VISIBLE_DEVICES'] = ''" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`pyaudio` is not available, `malaya_speech.streaming.pyaudio` is not able to use.\n" ] } ], "source": [ "import malaya_speech\n", "from malaya_speech import Pipeline\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### load Speaker Vector" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "model = malaya_speech.speaker_vector.nemo(model = 'huseinzol05/nemo-titanet_large')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "_ = model.eval()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load audio sample" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "102.1398125" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y, sr = malaya_speech.load('speech/video/The-Singaporean-White-Boy.wav')\n", "len(y) / sr" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Split audio sample into multiple samples" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ys = list(malaya_speech.utils.generator.frames(y, 60000, sr))\n", "len(ys)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load VAD\n", "\n", "We need to use VAD module to know which parts of the audio sample are speaker activities, read more about VAD at https://malaya-speech.readthedocs.io/en/latest/load-vad.html" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2023-02-19 19:26:00.569372: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", "2023-02-19 19:26:00.575818: E tensorflow/stream_executor/cuda/cuda_driver.cc:271] failed call to cuInit: CUDA_ERROR_NO_DEVICE: no CUDA-capable device is detected\n", "2023-02-19 19:26:00.575837: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:169] retrieving CUDA diagnostic information for host: husein-MS-7D31\n", "2023-02-19 19:26:00.575840: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:176] hostname: husein-MS-7D31\n", "2023-02-19 19:26:00.575899: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:200] libcuda reported version is: 470.161.3\n", "2023-02-19 19:26:00.575911: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:204] kernel reported version is: 470.161.3\n", "2023-02-19 19:26:00.575913: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:310] kernel version seems to match DSO: 470.161.3\n" ] } ], "source": [ "vad = malaya_speech.vad.deep_model(model = 'vggvox-v2')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = Pipeline()\n", "pipeline = (\n", " p.map(malaya_speech.utils.generator.frames, frame_duration_ms = 30, sample_rate = 16000)\n", " .batching(5)\n", " .foreach_map(vad.predict)\n", " .flatten()\n", ")\n", "p.visualize()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/husein/.local/lib/python3.8/site-packages/librosa/core/spectrum.py:222: UserWarning: n_fft=512 is too small for input signal of length=480\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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L+GYLD3MScMP3Pd/J9Xwvy/aW2fezgd1CltSkEPvP99gaDMGfT97sBhYuUxIe3JuMX5R1ojQ9fI3P+9h7f+exo+JdWYHlFf9tva+Ln08mMw/P9S31PJJyLnhLSTED6I2ezElGWFJ7f6/Y9mqFZJSk+e63wHPB/duavYYDhy+/734ysEzE96xQUlLMsKR6yuf73Ru7h8NPmuI+h53O3r+nWMxwdgImM2A2iz0fAq/bULyPbV2t93ktfn6Fu3a8rwUxUvaZtHu91/cyvucNALhcAgAeHR2Mz+8xJxnhOa/9z7euLt/fEu65BoQ+D4ym3vue/z71L1NvOYJdr4Gk12vc2/z4IyMWXyctiLbbbcjNDYx99ExygPmjH/0IH374Ie699158/PHHaGtrAwC88cYb2L59Oz755BMMHjwYN998s2aFjUReXh5+97vf9fx76tSpyMnJwR//+EccPHgQI0aMkLytxkYbeC2brRSy26OX8q3W1ttj6P+9HMdHsSy9Qzyi+fv1JDU1ScZvd++vdpFj5s3/72I4jhd9X7DX5bxHyjbsNneFpaDQ91qU8lk5729ocKdKHzuOw7Cy4Ne9ZzsnT7jLZDQCnlusra0TPA+8v9KIKedzKBoUuB2zhOumtd0AQPwB1tHBwTMopd3eCUEAupze2+29VlxdXMjvknINc5C+n9U4J+R/pvfx5n6P+992W6doIqu2ViApGT3zm0IdD86rEl5fJ+16CV/e0HjOAE8bfLu9E5bUJHAcjw9WucvimWcavNzew+GEnm052p3gOB576lyo7TRges+cOvf7pd5bxM6HyqMsABbOTu991J2ExO6EZ0ZN4H4JrJocOewEZwi2/zzbdP/N7HU/C3eef9fofm/FGQYDCsOPaPI+9t7fKQi9x0fs7/u+ZWGxCAACK5Te5yfPsaK/0d1Daugpt5TzSMo9xfu8cLQ74b3vnZ0utNt771W+23N/blsdkM/0fsfqmmRsaZqGgSNDH8/w5ff9DMcLEd+zfPkOD3U4nN337MDv9vA/hwH3Pnt/pREMK2DxtWJBoP99KDTfY+t9XouXyfv9ba2BZa/ZOzTk99ntnXDygJEB2CDtp9Lu9cHPGwBobel9j/fvcXa64DmvDx3gMWCAd7ps39/Sbu9ESzNQfZrFBUGOd6jzwNXFiJYhoExO7/IH7ndbWyfEZgNKr9d4nkXSnx0AUF/fJvm90cCyTMgON8n97BkZGXjjjTcwadIkrFu3Dps3b4YgCHj00Uexbt06TJgwAa+99lrYeZqRslqtsNkCMyC2trbCarXK2tbFF18MwJ3AiMhDA/NIrH2y3uAzF0YrniUSmoMk4/jkYwM2fu6+le7czmL7VgM+8xvWZLf3pj7f/502Q5D9h9sc3M/gg/eNaBe0Gz7e2tKbuEMKlwtYv84QkyQZHpXHxI/j+nVGVHyi7HyqOcvgy43Sj2vVKabnnPF26CATkIDndJX7NTWbNHmvJCueofEvnkrD+7UpKn6Luto1TnwsaDiArr7ePf9w147w5xfnNIn/IcwJwHHA3t1sRMvZNNT77gMle+QrDYZd6llLs/v/BV7Z+bN5E4tvtrA4XcXg7JnIzsH1HweeXx1BshJ7e+hQBt6sjkIq7DAcjvDv+XyDAQf2s4qWrZG6d8MtiyTnmRdOS4s78ZeUaQvxRtbkoIEDB+L111/HwYMHsXv3bjQ3NyM9PR3jxo3D6NGjtSqjj5KSkoC5lmfPnoXD4QiYmylVqGFvRFyTSDZLQqKJC5Mk46svWbS1MVh4ibZZGNxDixkUjQCOV7Jer6lPzlbPVHf3ZgqBFb7NTWZcnh/Z/POmtixs/bh32QtJnznHoK2Vwbd7DZh9UWwyrzrafVPhA72JmNrtSiuJ7oodz/OiLdv+tn7tqQj2NtVxHLBvrwH79wm4+loOK5YbMWIkj4P7pd1ra2sZ5OfLD0MP7mdRJvtT0qg5x6iykkXWBPex4nh3T/P6jwwoHhJZcyejUugeaitHD8t4Xgqhz8Fg1ZUTxxkc6f6eseOV7ZMTJ+Q/1zeeS4r4XhLP9u2NrJGz5qx7n5+ucv+7aFYEGwtz7oipcrjL/21bkIYNDbQF6YiTkhLFkxyLD/M0POkwoM3FYLSCbOnHK1kcr2Q1yT7u7/BB9/H/+itDVL4vmhRlnxgxYoSsIaVqmjVrFv71r3/BZrP1ZJJdu3YtkpOTMWXKFFnb+vjjjwEAo0aNUr2cCY9i8j6lqwvYs4vFuPE8THGST+nsGX02gkTj0vEshRAMp6Ai4u/42WGyP+MJOGLZgykWCHi3SHd0AMlKkyt6bXzVCgNGlIde79HlQu+wvO638TyD2lr38ZEaXALAl18oq6A0NDBoNWnTc1lTo97ZbmtjkAXgow8N6OxkcM31LrS1uRsrPKpOMaLDz8W0uRg8lrEQMxwRdPlJ1HRO+n7gOpMABD+OwYJ2oTumjCQTp3sYoz6p1RBAfG1pUv+B3hVm5RrvXvb6Oq/kSTKWr9nKDcOYEH9/7oQ7PvhTuddJrcN6q/ezh+fdDY2m6MX6mtJnDSyEG2+8EWazGUuXLsVXX32Fd955B8uWLcOSJUt8li6ZP38+HnzwwZ5/P/vss3jiiSewfv16fPXVV/jb3/6Gxx9/HAsWLIhZsJwoTjn0kemNaOfoYQYnT7A4fIiFywW4tK+TSRbuYdbW5v7fN1vYiFPKN51zB2/nzsn8oEp1Ix0+H0Xt2MZi3drA+4Jn+CcvYzjZrh3imRSVEvtm78MTSRZlz3Y6HO7K0v59ocsdbEjYl19E957awGuTPELwCnbUWry8s9N9BMUCrd6e4fAO2YzgGRYbz7l7+KVeol2uII03ITbgcER25XZ1AVVV7vPy8EHtAi3/9SmPH2dVHQ4Y78TOYa2OxuZN0ameb2/RIMDsCjzfg+2n1lZl10aTELtkm55eR7Xt3M7if6sSZ2mooL9k2bJlijbIMAzuuusuxQUKJyMjA6+++ioefvhh/PSnP4XVasVtt92GpUuX+ryP4zjwXk15JSUl+Ne//oV3330XnZ2dGDBgAG6//XbceeedmpU1kXnfEtriYD0vEpmWngyz7kQ1QOihPGeqGbhcwKDB2rc6O50I2avq7AT2fWtAQz2DkqECcvNCl+mjNQa0tzOYO9+FTL/pK55e0ZozLLKz5XUVtHU/SL3Tssulp9H8Li54M+uJ4+IP4COHgj+YnfYU7NnNYuw43ud3qpGS35t3Piv3ucEiO6f3nFBjLTap8+D272MxdZr7C2PZP9MB7YclcC7A4Bf/OTsBs8Ipe40R9oJvbVb2m1ts4ee0qc270hns3PIEgmquJXiukcHePSwmTqKsC4B75EVunrbf4bS7RxN4hs5KZbdrURplRO9lYXreVfmOMNR6fDY1SX9vWxuQlhb82e39+snuIepyRmLomawA03uuouDVfOh5XRAEzQNMACgtLcV//vOfkO/ZsGGDz78vu+wyXHbZZVoWq886YjdilIJx7iR2HA53a9mU83lJwzGqT7tvfP5JIDo63AlOiof43gy3bHbXJAcNjs15EWzFonC9KA5H7wLQFZ8Ycc31rp6ekpqzDIaWKrvpCwDq6iJ/vLkUJpLQi1B7r35vGWq7WAwv45GiYa6Zo4fdQ70B4KvN7kXLj4dfQlkTtd5DSHVSn3DygFmDBvqaGt9KU/VpBlu/NuD8CzhFk3X274uskF1++9tznbdzwPF2+c+0WB++/d3DqU+eYDBxsnrbPX5MHwGmlkmYpNq8yYArFvk+RLwDpDNnGDAABgxUfjbU7hgDDJX/3Fz3obY9X64uYOcOFuMm8EgK0yh0+BCD0X7jV0+dEr9elfZg1guZAPQ1ptvVYfaZYlFbw+DLjQZMnsJhcLH0c2Lr1wYUDYr/OnXQM1IsgHv11VexceNGXHHFFZgyZQr69euHhoYGfPPNN1izZg1mz56N2267TdMCE/3Z1WLCov59d5J/PPruWxY1Z1lUnRJQMjT4jc9m860E+2dS/XqzAY2NDPLyXLDIXJOd5wBWhZGAYi32/tn4PJXHzZsMWLTYBUOQO5/YEFrPcGCnMzA5jCwq1EBfPR37TH/acR+zaPTSuroAowlobIhtpVVsKJkUavZS+XNwDAxM78n6SX0SPmlIxsPDW5As93r1+nnbvjEgI6O30uQZzvr1VwZFiU3q6yILMKs7fG8C39ncLW1vVltwxG7Cg6WtyDSJXLR+h4xzIej9RKldO92NIFISRnl4sphqeW7I0eEAklVsKDrO5+E89TanCMcx+O5b34Nyzmt+7ZYv3ed0sLnQdXUMsrMF7NvLYtQYaY27elFZyaDqFAuGAc6bGvokE8uo2xmlKuJJQzaKYzSq7uzW8fgQvcffM6e5uYkJGmAm8hD0oLdF/4Q5q1ev7pnz6J8U5+qrr8ZNN92Em2++GfPnz9empCTqajtZVLYbMS0r9CQ3PQ3bI9KcPBn+oDkcwMdrQ9ec7N1Lb9TUMCED1YBtN2Zg1UYj5sxzISs7+PvONbpbPseN54OeZ8cr2ZBZEwX4BhIuzl0hFHjlMV9Hh1+CljA6VVqi1aVCch6trF5hQNkIHuWjYt2XE57DAaQHqdx5erAVieCny1la2eEA0jRcc7vKa179Jw3d62FyLJINkUUvamaV1Upjd4Z0dyKs8AVubgZy+kl6q2SVR1kMHCggv38c7LAgOjrUDTB5naQMkZLpNJhNn/deV81NDC6cG5tM2ko0N7nvi6dOsmEDzEisWG6MKJvq6+lTgSPif/O+s5+pVn6fr6tlIWWxPnejdGi1Nfo4r7Ug+Ze9+uqruOSSS4JmXB0zZgwuueQSvPbaa6oVjsTWXyrTsaqm9wnx4slUfNPkrpV5XzbtXOJcIE4e+LzRLKuyF5e6A5WWIGs7Ar0PlGC67Mno6E5eEWx9t2AVSkf32lz+Q279fb7BgGNH2JAV03At9u7F3r0L5f6/Lz43YNV7vhGiTWT9K7GvPl7J4tP1vr+ZcwaPNk8pSP8vVyRzOyPFc+7W/f3fRdAl3b2jtfgV/q3EoS7vUNdEOPXdDRl1tfK3oWQdNK0CNvHGnMi/LNLGyFDXmMeK5UY4NFz71V9dHYN9e/X0DJS+k1sU9qD3ZWo1qDc2xte+VytJl154pvFo6eABPd0Xok/yrz9+/Djy8kLPbs7Ly8Px48cjLhSJnIMDvm0N/TBu6WJw1C7tIrO7GBxtN2JFjQWNElpl4tWnDclYW5eCnS1xNHZFIrGgOVgrnpQF52t2jPX5t5zJ+vaaXADA3j0GrFhulLVIvRQdHb2/y3+Oh2cNLrHhkadlVPLtNt+FsZ026WOETxxn4HQCp6vUu5bCNQjogtc56L8kguDpnQ3xMzo73AFES7O7V7hq43morw//tef8K3MaBWae9TS5ENfCvm/Fz3VORqP90cMs3l/J9TTUqEmAeMVAydkl5zdJIrEH/zuuKOKvqulkJTU07t9nwKGDbESn1LcxClBbXX2zAuyMoAPu1Mm+uc+8G7OcYTK3h3NOwtSEr74M3M9Sk6cRfZB8paSlpWHnzp0h37Njxw5YLIk8R0jfzjmZnuE9vz+cgderU/FhrXt4Ey8Etnb/v6NWvHjKner5kM2I+w5koEOklepsB4uazt5T5bPGZNQ5E/Mm6/n9y89awCV6L2YIzU1M0CUUghFbPHnVCgOOV4o9THxfq61hRR8egl+FsqPDnb7d+wEndpi8z3X/8/6Lz3wbXnivStaJSt/zesVyY8hK8ldfSmug8W/93bHNgK1fs/hmiwF2m6RNKKbX0/grvxZkgXMfF1uQRbgBYNNG92e++drQ3QPAKEoZr2VrvCC4A8BgDgVp1ZZznI4eYdHaArgcClOwhiFWlmPt8ica+i97Ea08LXv4IYo/6ynia6dT8VmjjP0bwfB1sXM4kuvWpvE9JRbUvI8Fe7Zv3sSGXUOYAB+sNkY07cMuYRqC2DrWtWHW1bWHmXsp9wqVsxxbPAz/jzbJT+bZs2dj+/btePLJJ2Hzu3vZbDY88cQT2LlzJy666CLVC0mkeeKYFU8e852Y88W5JNhcDO4/mIGP64M/LP9V5e59WVETOGlC7GZ8xK7fHr6DNiO+boq8fHWdiRlES6XGWpcCz2DndmlBWMj1n7rPwSOH3MmJvIPWLqd73UXvYYneD5LWljBDfdtDTxTa77XYfVeIYDPUQuBVIhn02u3ucoXq7YobKgYO3r3P/jzDV9tamZ4Herhh1kDg8NOas6E/s2K5EYe5gUH/fq41J+jfjh5hfNY9POv1XbzK0wlcYc5dJQSIV5Y2nYs8mO0McWz1qCqGazxH0vsbbu68RyQ9eYlI7tIgfYn/PUFugOnz+TDB2K4d4sch3DQC/8zQkdqzW/r50Bxi6ZJI5nvGM8lNNffeey+2bt2KV199Fe+++y7Ky8uRk5ODxsZGHDhwADabDUVFRfjlL3+pZXmJAk1d7otkQ2MyLs4LfVewSxgyo3T9sGh5pTtYPj9Lfgpr79tAX2iQClWZl72tTgbWCPdaYyOQE7zuLsoTvJ04Hjx7XyS8M+KF6pmSG2TFOrDkBMCg0uHf/52KFTOJZTp1wrM2a/gP+PfoSDlLv+OLcIVIIofaThZHq0eIfmbPrsBhlV9tMvScl4JIgNnaClitEgoURTtEpgjUdMoLtsQCpLNhAnu92W+LXUPq4YMsCgq1nfjWV+PLvvBsj2fB1j5WMk/dm9z5s3J6JUMtt9JXh/ZKrhXk5OTg3XffxbXXXguO47Bt2zasW7cO27ZtA8dxuP7667F8+XLkyK0dEqLQrjDzJPe06reXNRGdawj+N2entJv15xXibV6C3/87wgyxkbXmZLQys/p9jacHM1xvWqS6grQjdqlYuww27NOff6t30zl3b2GX15Dn+joGmzeFTuwEyHtoBzSkRHDMnSHWInU4mJC9dGLzdD1L45w4ro/eE0EAvm6OvLdyn8g6leH2+rnG2C+z0dgVLpCWF55s+kLZcXV0ZyuVct9UklRKqdMOFo8fDZ/CuLWVwSkJ2cpJfOjs9D2Wzk73VINww1Y9vIM7sek08c5/aTTvZVmULkcV72QNNs/KysIjjzyC3//+96isrERbWxvS09NRUlICo9R8/SSmBCFxlhU5ZAt9zq2uScY4q/Kmoz7fyinzPKmqYjFkqHiL+wfvG1E2gsfoscpqjzVnGRQUCj3DUI75Z4b1E25YrLe26nygTFGxfPCuMBXTICdUV6Tra4ZxgCuEo06buXpi/JM9dTh6h4byXsGZ3cZgw6fua/h/q3uv5WNH3O91dfEwhRos4bXLHA4gJcRoUf+zQUqlvUWwAFBvMpsgAA37Ak80hnFX1OScsx6uTv2OJqmX08gDd2PDZxVGjCgPveRQrMk9Su4lDeSTs27grp3Ra5xYX5/cMyoqlG3fuO+HgwYHH1Xi6gLeX2XEvAUuZGSqVUIpAo9iNDJ9+xNbd1lMJEujqKXpnO8+q61l8cVn7n02d768kUNSlu8QE+76D39/kHcHkdOD6f3eQwcZ7NsbWB8QRHKhJDJFV5TRaMTw4cMxadIkDB8+nILLOFLdEfqQHxeZc2KP02VIFF3HXvc9Pd8I7C5GtaVUWltV2k4Lg42fBw+yDilIxuLx7R73ZyNdXF0M3xXjnm6NG3xOCPn4vDFZ2y/x4n/dfPiBEbW7xJe3CinMfhF8LtbItiWGg7rz70IlzTp6WNlJwHWo03DgvS/bVMosKrrcS4if6Zm32tgYYqM6XgdWbYIAfLreoPjc0PPzy2P7Nve59ul6CXXIEMe+gwO+TiqO6DfHIjGSzS7tfXocYlnl1TstJWBsb+/9b/9gVTIF1793PUnNu4f/Manx6skVCy4BoPVkAVa+23fipfiMHEhIbSHmJPEil9hur6GmnMgFvKYuepVTOcL1hSXS+pze7C4GfzxixTtnUmCTMP8snOogS2Ucr5S//8L1wpypZkJOhg/Gble3Yuk9DE/g1TlP7LW5ij7XUMfIWuJF97wOlWf4lJJkNP5HfO8e5cfJP2GVruYCMoDLP9uqRC7VAsxeq2tje78P1YgULiFXIhEEBi3NDPbuEe8J8SbWw6Vmr9eJ417LPqm4tIla2Zzfr03BpynlOGyXVnkXC0TbVX7GSGGTunaxDhsLvJ/JUoqnReOwP7Hjur9NeUDnv36ytwq/dbDDDe2vrwdsZ0Mv9ZhoJO/5W2+9VdL7GIbBa6+9prhAJHL1fkuIhMpuCQB72+JzrmKtzKQTcglady0pZO+ujO5qNWNXqxnPTdZm/Izkh58M0VjcWAqfNb3a0gBEnhyIUzhcsaGBwfqPDbgh4hLIo1Wdxfus+XJjBMfb7/SrCjGfq66OweDi4L/Iv4FCtHctRhhE0rLu+8kuhevTfcP1Dt2t7oi8hb2lWfz1UL9TyjquXIf8a+yI3YBhqQm2Srwfl8ZzvHZsMyA/34VMAGdUeu4ePSKvzGKN4x7N3UN2WyJocLVL7E1Uk9TnoQ7jSx+O9vDviZWuCEY9nKkOHhT7P1PCTXTZ+JkRrFGHXdEakvwk2bp1a8i/MwwDQRDAJMoEP9JD60BOKS06ffScIffzRjMqGpKRYVT3l+//zgDr4OBLMkRbNB70rfITDGvK1sYA+j315InBI+DUydABZl/xv9VG3K6D86hZZgAvCMCB/RJ6OBScW/+uSsVjI1SaBwDA6YrOfOZ0q4C2IJkpeac6jcL+6wyHsnaNuufWnl3y6hV7+CG4CeI3bs8are+dtWBKprKbO1VdlduxTZ91xKhSOZVCIuRLkRxgHjx4UPT1trY2fPvtt3jqqadQXFyMP//5z6oVjigT5+ekZFrMMfEeIqy36uraOvfwsDqn+jfz1pOFqm9TqXUfGlE0S9vv8CSX8RZ59kq9nTGx4YxgAW5v4a5v7/UvzzXKu+uxrPJjVatgfdx937I4F2xuISMz63Ec+E4kgyyAoA+njsZMiVuWf9xcKs/bbLVnqLq9YNgQpxknIcDU4ozqFLSbP+ZyAdFK5yF2Fqm5ZJfa1LqnhnO2g8WA5PidrxF5EiDlpMSXvEt6wxDPAYY4n64Z8aDo9PR0XHDBBXjllVewdetWvPLKK2qUi0SRlNuqHltStAi0vHUonBcVbf84YsJukSVZDrQZA4ZLxwt7bU7AvDmtBRvWJ5XAUSsuADhVOm4HJS59okRyBFP5zioY0XHoABtyDlJjQ3zca6QKtoxQsF/J8xL3aWLtppBCjbKQMhe1JcS6fEqFGqYaKb2NKomEU+FQdQ//BDL+S4Ro5Znj4Zef0bfA/eQd9H15TsPRB33o3iSVak/wzMxMzJ49G++9955amyRRUiWSOZYAX5zTwVizbqF6c/a1GPDfakvA6/8+nYo/H4vPB8a5Q0OjmnofiPwh7urQZzKsSDh54JzMlPJ1EtdFC+ewX9bhUD0Mclum9VQXiEbjnUvnnetSh3wqSRalNj3synOHhoZ9zzGZcxwj4VS50yuSdRI/a4jekkzBVHwSWZ1KreRHfU24a1Pt0Qze1N6yHu4zkVK1BpeWloYzZ86ouUmiwIqz8h7CzSpmhdObnS3xmcDI3y6RHspEF821v1YsN+oyFXystDDJaHMxePlUKp44ZvX5m4NzLwsQTCyGmnEqZFOWSk/BqVQPHozOsM6wguw8qdlw204PULEwCkVpqZRIK5ipaaoUw0ezkCr6OqdCbdjTiGq3A+s/Uj428KP68A19nby2xzDSjLT+SxrFw5IzehDL3ZQS2MYfkdNBsvvHE9VG+HZ0dODzzz9HTk6OWpskCvkPHXUouJmuqom/3hhBANr9hrW+fcaCiRnSxt7ouSd3n8xMv/77AQBao1gJV4OSYYORBIl6WMw6mn5/OAP/N6wVjU4WhSkcjF67+9mMi4Ajvf92Cej5++8Phw5WalTqwdSS3c6ETEEfTXqcfqAVW5CeKduZfE2/t51zBxVZpsiroK3tmZEXSIoIA9mjh1nMDjMIR+7eqOa1q991dLpnsXVGYb7hkzof2VNX24duCjoR6fPfrvI6qtG4DrQmOcBcvXq16Osulws1NTX44IMPcOrUKfzwhz9Uq2xEJS+dkt+UuaXJt0X5hZMaNIdGQKxF741qS0RB4kYdDYn1JyfAbHQyqO4I3A/vyezZVkqt1lZOwRzYD/9nwMDpyr6vL1X0PR450ts7+WBpKzKDVMD3txkx1iotIpOy3IQevL9SHxkUEm3+ZShnzsTmt/75WDrsHIs/lSfQRL8YOMxrl238680GXHO9KzHGBkbIvwf0VIglmog6vvs2spF8cjIy9xWSn7D333+/6BIkQndtkmVZXHnllfj5z3+uWuGI+l6tsuB3w0NPcNgcpUCrymFA/yQOJr/rmheAQzYj/n06FVf3d2BKphOf1idhfEYX8pPckz2+E1k899sgQZggAJubzBiZ1gUBQI7Z9wlmczFINQiyA6M9rSa8WW3B/w1rRbrR98Mn2w0418XCYhAw1OKC0es38gLAdl9KB9qMSDIIKLFEPuniqN2AoRYOT/oNaez93ujcAB2NWVH5HjFKglKPqpPaDhXXe71pZ4sZc/qJN5vqdU3YRNDS0nf2raDx0MRg7FziTgPRuzb1VoiRzPsZGytOJ2BWWJXyr2qfPRP8/G0+Xgj0V/Y9UrVEKXOyXAFLeUTwkG3X2VqeidDgLTnAfPzxx0VfZxgGGRkZGD16NHJzc1UrGNGGTcKD9v1a7Xu6TrQb8Hx3r+ifylvQ6GTxapUFtX7De1fVpGBHswmnOoyoaEzG4yNasL3ZhBU10ge8b2ky43+1Kfhf9+/ytGL/ryYZDANs6s4s5r++5BG7CRsakpBq4FGW5kKmSUAH584i2c/M483uxDqeXqD7h7aCBwMTI+A5rx5fi4FHO8ciheUxp18nPuxebsTICD2Tzu8Z0oaC7vTgDs53GKKJkXbXrO4wINccPNtCtJKPq7VGW7T5z3uJVLzNm6ntZLG12YQJ1sBxxo7uwF3JEh3R0tYGpEdh5Jvaz/0EqEckjESZs6+VDsjfP3KWf2ppBmy2yK8IPdx6T1cxKBmqrCRynh1tVQOBadqN9z9sM+JQ1WjNth+Jmk7fZVX0cNxJL8kB5tVXX61lOUgU7W41YbxIJTISu1pMOGQ34saB0mrpJ72Gsn5Ul4TPGoPP+TzV0XuaPqAgWcVqv4D5vgMZSDXwAa3aLSLJjtZ5JQwoTnHhhCP4JeOfDMWjvft7HDzbE1wCvhnN/nY8HY+PaEF9J4un/VKFd0nsefywLgXDUgMfNJ5WPkeUll2J15u82i2Gkaaqj7ZdrWbsajWjpiOwF/OgzYjzs5z4+3F9DZX3tv4jIy6/yoWk2CeRlEX1807Q71xyvXv7jMqZOhKMoCAvpJxg6dP16gxbP+kwqDIqKBJCBC26lcf005Cn59wNUpI1ST39Ihn9pIVE6MGUfBavXr0aBw8eDPmeQ4cOBZ2rSfRDi7l4b52xYGeL9PEgrV7BXKjgUitKhkyFCi7V8MDBjIDgUq7lIhWkDY3uGreS9fv6ErV7MOVG2rxOIvM2kQftfpu750JqY4dadmyXd52ued8Ih8ZDnVR/8Ku8vWCZPgnxt7lJv3kHxDR3SbtY9JAzoro6ASKEOCPaiC7xuaq3ufDxNgJKjOSn9/33349PP/005Hs2bNiABx54IOJCEW1peRk9Uyl+Y6/tZPHXyjScaHcHOZu0XPC2D2voCrykP65Pjtq8WgDobBLvyY3Uls0az5FUOXjyfz4cD9sqra8HnD+xzMRyKJmLdaJS/jF3aJ4NWN0nv9pHvUu95PAJx+5idNOQowcHbeoMCQ41v//gAfXu248d1ebZooX6Ov30Qsrhv+TMfpXOES0ctvfe675tNfpMTfKI14b1b/fEZ7m9qXoFcBwnmgiI6IuWa0AFu5j/UpmOM5298y6JNpxBju0ZkayyWnGcy9Rku2eq4+yBHacV2WAtpwdtkQUuzc3ReTa4NB7SpfrW6ZEZNX88YsWHdfG3BJdSLiE698xQo6KqT8fZfbuP8+8FlLtEWjR92tB7LR+yi5dzu4bzqvva0mZyqXrlnzhxAlZr/LQwEdJXxGmsE9fk7vOTgj6SpAXLGBsv89MOfqdexOYSmUfVJjJXOxJqx5exutYbWvqhvj5GXy7Dlzpejkpt54ToNOh+ZzPhvgMZ+G+19gkCHbGdWkl0amuz+HXdzrFo7mJg16Dhcds31HgSSsgmaf/hrhUVFaiurg54H8/zOHPmDHbs2IHZs2erW0KiCS3Hd9ey6QjVzKDFhU5Cq3dG8UYYpVbzYDqa9L2IdjAbXGOxQGjxSa9/0GbEUIsrYCkfLQVb7ideqLkcz0mHAUNTe2u0h21GbJcx11wKtedquWDAU8fS8KNB9qDrmmqh8kwZKs/AvZahjglg0NFHghQHfKeiHLYZ8X5tMu7Q6NzY3ap98P6Hw1Y8WR6DtU8U4PR9KYQVybQIlwvocABpOngcazW0uq6WhZb5+aOVGV0rIQPMVatW9fw3wzA4cOAADhw4IPpehmEwbtw4PPjgg+qWkGjipVPaJYJoZUMPQfrjEerljraTGico0pP6b8tjXQQAyhpxGAAdHPD8yTTUdA83L7W48OPBdnULFwPRSqLQ2MCgYr06Q8K3NJkxNLU3+1OVBkPNW1VeB7PCNQ4A8MTRdDyhQUV8+ZkUlKW5MM4rE7n/vC29+91h6dnIqztYZJl4rDhrwfcG6myxvDA+dY3DArT0/PvlKvdz/+nKdDxcFh9Bmj//ERbOIPX792uSMTO7E9nm2J2cn22IztSUmrPq3UMePmLF4yNaYGCAigbluTLeX+muc8y/2IVjR7RrIeUF4H4FqwvEA1sbg/T0OLu5eglZ66yoqAAACIKAefPm4bbbbsOtt94a8D6DwQCr1QqLJT6GUBHgaLt2Acc7aZNR0tWKUw6jTyWEkL6kS8GpLwB4+VRqT3AJ9F6rYsM148mxo9HrhlVrvufeNjOA3gAzWkv9qIEHgx0tJgxMUq+7rosHtreYsb3FjMEprajuMGBUussncU4kyzPo0bq65J75Xd8e0k9FtqMDSFY4nbSDZ/BmFIazas3JAw8FOSabm5KwuSmpZ91rAGjpYvBOFIf6t0Rp3vnmTeoGsvWdLDJNPKockW/31AlW02VX9BBcNjdps92zZxgMGChgw6cGZPdPBkq0+R6thIwyCgoKev777rvvxtSpU31eIySYx7uHJIxOb1F3oi8h8UJBw2NNJ+uz7qvH+zXJ+C7Oh67Gq/sOZOD7Be0Yb+3CxjjLfq12ZXqtV4Icz7CzXw5pQ5a5N6pc+V5ijZYIljwk1urrGBQUCugMXLZWkj1RGM6qlXNOBmZW2hqNO1tMePuMBXcNtuGrJrOmjeuJwrNcmsUQeWvRoYOJXQNsbgIqPtHmnDpeyWLUGB5N5xg0nUsGrtTkazTDCEIirLYSXY2NNvA6y3Xe9OaruLdqUKyLQQghCWlOTgc2xGDN3njwu2GteJimPujSkyNaetZuve9A7Ht71GBkBLiivCYvIbH2yv1zYl0EHyzLICcneCKxoGH3mTNnAAD5+fkwGAw9/5Zi4MCBMooo39GjR/HII49g9+7dSE9Px3XXXYe7774bBkPo7vy2tjY89thj+PTTT8HzPC688EI89NBDyMrK0rS8hBBC4hsFl8FRcKlfJxwGDLEkVlYjCi4J0b+gAeacOXPAMAzWrl2LIUOG9Pw7HIZhsH//flUL6a2lpQVLlixBaWkpnn/+eZw6dQpPPvkkeJ7HL37xi5Cf/fnPf47jx4/j0UcfBcuyeOqpp3DXXXfhv//9r2blJYQQQgiJhX/Q2tOEkBgIGmAuWrQIDMMgvTtHruffsfb222+js7MTy5YtQ1paGqZPnw6bzYZly5bhjjvuQFqa+M10165d+PLLL/HGG2/gvPPOA+Dunb3uuuvw1Vdf4YILLojmzyCEEEIIIYSQhBM0wHziiSdC/jtWNm7ciBkzZvgEkpdddhmeeuopbN26FXPmiI9R3rhxI/r169cTXALA2LFjUVhYiI0bN1KASQghhBBCCCERirv0TpWVlSgp8c3VO3DgQKSkpKCyslLW5wBg6NChIT8XD7YfrMOfzg6IdTEIIYQQQgghfVzc5WtubW3tGbbrzWq1orU1+MLBoT53+vRpWWUIlTUpFopaO9Hf5EStS5/p1AkhhBBCCCHK5OYGxjB6FjTAfOCBBxRtkGEYPPbYY4oLFA/0tkxJvjUJt/ZrxL1VqbEuCiGEEEIIIURF9fVtsS6CD8XLlKxatUrRF2odYFqtVthstoDXW1tbYbUGT5VutVpx7tw52Z8jhBBCCCGEECJN0ACzoqIimuWQrKSkJGDO5NmzZ+FwOETnWHp/bseOHQGvV1ZWYt68eaqXkxBCCCGEEEL6mqABZkFBQTTLIdmsWbPwr3/9CzabrSeT7Nq1a5GcnIwpU6aE/Nzzzz+P7du3Y/LkyQCAb7/9FlVVVZg1a1ZUyk4IIYQkmmRWQAcf+2XMSKCLczswPLULHTyDF0/pK38EISRxxV0W2RtvvBFmsxlLly7FV199hXfeeQfLli3DkiVLfJYumT9/Ph588MGef0+YMAEzZszAb37zG6xfvx6ffvopfvWrX2HSpEm0RAkhhBAik5ER8GhZC/44vDfB3pVXu2JYor6jdBgv6X2zczpRmMKjNJXTuESEELWNHhO/163sAHP79u148MEHcfXVV2PevHm4+uqr8dvf/hbbt2/XonwBMjIy8Oqrr4LjOPz0pz/Fs88+i9tuuw3/3//3//m8j+M48LzvDfiZZ57BlClT8OCDD+K+++7D6NGjsWzZsqiUuy/LM8fvBUKIUqNGq3fePzGiBRdkdaq2PSLfn8pbYGL0k9xNisfKWvDb0uDZ1eX6U3lLz3//ckgbHhvRCjMLMF6dlyZKZh4V4ybwMBjCn4+GBO5YNkq4Hn8+pDcxynirU8viJJzrB7THugi6d9mVLlxzvXaNavH1xPEla5mSRx55BP/9738hCL4/+cCBA1i5ciVuuukmPPTQQ6oWUExpaSn+85//hHzPhg0bAl6zWq14/PHH8fjjj2tVNAJgSucJXDs+y+e1+w5kxKg0hMRGcYmA7/bJ+8wfhrfinydTcbbT4PM6ywCL+nfgq6YkFUtIpLoy3wEAuHOwDX8/ET+p4o0skMFqU0XpnyytBy3eLS22wWrk8f+O6i8Z4MzZHD7fELwaN5o9CSAzauWJlusHtGN1bQr+OLwVDxwMXbewdAfhM7I7MTO7E7tbzdEoYlzzNCR916Z8JcPzL+Dw9VcGZGYJaG5K3FaO5GTttp2ZJaB4iICzZwSMvUC9hsJokdyD+frrr+PNN99EYWEhHn/8cVRUVGDv3r2oqKjAY489hsLCQrz55pt48803tSwviQOzHEdiXQQSQ4Yk6mkDAIMh/Hv8WQwCLu8OZjyYuG7DTAxDLe4W6sIUHpfnOcK8O7auM21GhpHH/ytrCf9mBW4Y0I5bCuyabFuPilI4ZJgE/Km8Bb8bpq9KXk4/hOw9mWCoFH39N0Pb8PDwFnx/YPz1UE3OcGJyZhceLWuFgQGuyA+8Hvsnccg28bi5wI5Mk4BfD23DZXkdyDIJ+FWJvpZ60LMMo/JGpIJCAddc78Lc+Rwuu1K7Hr6BSZxm97pYmz6DQ3IycNFcDskp8VcPkBxgvv3228jLy8OKFStw9dVXo6CgAGazGQUFBVi8eDHeffdd9OvXD//973+1LC+JA8kIfTN5eHhi3gz07Or+0asUZw09GbXvSiSFTAMAYFgqhz+Vt2B4ahcAYHpWYgzrGlEenR4vk0lQfchSpqm37IzKjfFDJc6lk8oEF347rA0mjTIsTMrswhir+P41J2lbCTKlxTawTTPGVyXPzPgO07+r2IYr8h3IMfNINgBmjXq3tTTO2uXz75nZgffHselduL+0DWO7z9NcM98zVDgvKTr3oVkXujB/YfzNRxZrPLIkBS4NKIdWvXz9kzj8vMQGEwvMzE6shu3cPB7JKbEuRWQkP4KqqqqwYMGCoGtGZmZmYuHChaiqqlKtcEQ73nNpoqGf1zzMZAU9OyQyaYboDWdjjDTnVkxhUehjsNC02+ffo9PdlZOkKFcCfzFEmxb+UWOicw4WFqm3v6ZmduJP5S1I0fCeVVio7n5JCtPAp5VRxbsxf6Gya1/qqAdGpTmw0bwf6sngFM4nIIu3gBkAytLCn996CJxz8wBrFGYGDZiyG+dfoN4ztzAlfp7fPx3cGwxfkd+B34uMMBiZ1hXwWjwoGhT7czhSkgPMzMxMmMLM3jeZTMjKygr5HpLYbi8Sb2H+VYkNS4tteCxBhzLo2S+HtCXEIMt+/aT9ioILAte7lUL1ISh+m5Ob/OS8TCcuzu3AnH7RbZnNj1ILvxRz5skPltTsYby6f4d6GwsiQ+VKKBujRESpKXbFPRWskYOUdBZChD9tVFoXCpJd+N1w8UaUvvZ8yjape63rZTh/aWr89Rx6FM3aKuv9xmQnCgrV2+9Zpt5t5Sfx6J/EYVD/46ptX00WvyRXYvf+FIOA3wwN32hqsejj3PUoLtZXeZSQHGDOmzcPGzZsQFeXeGuA0+nEhg0bMG/ePNUKR+LP8CA3dpZxz2Uxxt3COPEvV0cBQyRmzpbWssoq7EEtG6HufvJ/PAQLfEaU81h8XeB1Y2CAOf06NRvqKNcfYzC0PSs76l/pgxU5ZpEGOf6MlHUVmUNPgo3CyJbbitpxz5Dgw2ylPJ8G5emzsq2EWm0xUzLdvaKLI5iKkZau/MJa0M+3ISjclkot2gag4ybETy9gKCYW+GWJDVaLvuYey5Vj5vFomMajzCz555+WQ6AZnTz3IyH5J/zyl79Eeno6fvCDH2Dnzp09mWQFQcCOHTvwgx/8AFarFb/4xS80KyzRt58Msqk+P4nIMyI1sAGIhXoViVjSugLaLzeyyKHfyMMh/x7s2kixCLq5bn4yyCYaVI1I7dJ0mKgahpW5Gwj0si+9XXqFC5POE690qlne2Rfpu+fmorni5TOYuyTtB6X76skRLXhihDoNJE226I3SmjpNX4FKOsSTAl2a14HpWZ2YlBn4/CkeErzhrrCIR/8BPKacz2HOPOW/Ndssr3GwKEXb66R0mLRnyfRZ4r85v39sGoWjPXVKbaEa/8wqB2x5+XxUhkDHM8m7/KqrrkJdXR127NiBm266CWPGjMHMmTMxZswY3Hzzzdi5cydqa2tx1VVXYe7cuT3/ox7NvmFaZieKLdIfEEXJvTf48zKik8Tkx4PEJ6rP6yd9GNzSYlvESYqCZWD8w/CWgPlvtxVKT2rxs8E2pIrMqWEY8Z6YRBTJXJSI1+8Ls4/joUVyaJDF2K+KwlBRfwMGSq9kZWQIGDzY/f6BKg4XE5MqYe1Bf0ZD6EQXGZnqlLlfrvjreqk4pgVZ4YU1cjBIuD7SC2pkf2emkVf1HigI0buQC4sETJ8Z/p7GKjgnlbjQKL7uksUg4Kr+HTCK7OOx44JfxxYLMH0mj6JBAkwmYMRIHiWlwd8/KFk8MJxg7UI/rq27LHzYYf7RnnYQjMVrWsac+a6eKQEDC/Q/PLJA5bnjsRYkvUxQ501NrN+vBcmL3AiCAKPRiAEDBvi8npeXF/C+UP8m8eHh4S343WHpzTNXD5BXAf3xYDv+71AGRqR24doBDmxrMYOFgB8NsoMTGPRP4pBuFHB/9xpXxSkunHAYcUluB2bndGJfmxFvVKcGbPf2Ijv+VeX7+h2DbGAAlKZyuL3IjtJUFwwMsL3ZhHSjgLI0FwancMgy8XiqsrcGlGvmUO804Jr+7ZiU0QUDI96CPiy1CxfmdKK5i0W904BDNiN+PMiOvx5Pw4zsTszKduI33b/DU9H7k7UFle0G7Gs1obLdiGsHtMNicD8clxTa0eZiMCGjC2YWeKC0FY9LWIONZdzr9e1o6bvrfBUUCqiWXwcFAKQGnk6qyssTcFSkk1MvsX+ohhM5d3GzWYDTGfmvGjRY+rcmJQvIyAy9ZINaihUMrwv3S4qH8NizS+ddxCoIFuQZzF3IyhZQWxP6vGEUJOfJVHmeYbT1HyBy9jC+v2n6DB6bvpB//sjtEc5j5Q+VlDMEfNRoHm2tQOXRwCB+DHsCtwwR7z1mGOCnbV/COu0CSd+jmyvNa//3pC9R+PyKNjYOGkz9GRgBnCB+0peP4nHwgPQfpeX6l4lCcoC5YcMGLctBomh0evisWlpnek1ifVvVg7WwP1LWgs8akjA/t7MnzTggnojkvAynaIa5YV69Mt5/n+w1nEfsc6kGAb8OUq5hqV0YlMz5zZHjAHTh0u42l98O6+2NFBueVWLhUCLS6zsy3bcs3pPuw/EfxmiIQcIPY7I+WoflyM5x76ep0zh8s0XZyW9O9+0h93+MpaiQRKg8rQsHbOpP2puT0xHympfTTjhyNI/dO8U3Zs0Q0NqifkgdzWGxgpImASF0kFkyVMCeXYqLFDfEevE92ZUzM4HaMJVrY4r8nvQrRdZJlCrPHHh/FoJUUKMpyWoDYOn5d2qq0nuLDjsAorB79TiM3ocOD4u/WARY2dkCzp2Td/C867uhPhmPAbPe0S7tgyZrMCRVq47qJBa4OM83uASAdJEFgAuS1Z2vEupmdMegdizMk56AhY3iMFXvxZH7J7n3SVYUW/GNyfG3buNFc937KZIlLgxm34YBkwYdyWJD0NRwfpi1NuXslVBDHeU8xOUMKY5m5UDJGWJOAjJDDIOVW36DzpeXCDZ3UKxiP2GS+97k2QfDhge/V5ks0gJMBr3bSIlg+Ggs4xDvpCPzL/a9tzCs7z6yaDz6IhKhgrlBxYHHOi1N+zVz/esTADCwQNl35uUrL6vU80tJNm2teedEmHJ+dOYKnz9d/vd414f03q6QaCjA7IP8e8j8zVKwYG20qzsWiZ1Mw0SS3iS6B0vbcHOBHT8qsuNHRe6kDAOT1X9gWwdVq75NABg7joMxxYGFl/aep9YMfVeoIyLjqaf2MgDTMjvx29JWZPr1kl/kOITL8xw+69dK1X9g8DLK6TnIyZb+W0MFJQBQpmKFVWljmkHFUSFTp/EYNFi97akt2G8VO/6e1zw9mYNFgg65WJ/rRHm1UiwQiZYcr2WZ/OeH+c9FFduv5SPD78dYVrivud4lukQPw0RvzVxvStcdTElR+o2C5AMQ62zaYjK8nsnRWrNRyjxtf95LmWh5vktZo9eUJj2nRiKQPETW4+DBgzh48CBqa2tFlyxhGAZ33XWXKoUjsXFRTmCAeX5mJ75uTopBaSJzwwDlw6P0FNIUJLtQ3SHtcmUYYKw1Ci2efjfUwiIeLBv5fsvvL6Ap41ukpU3sec2om0kzieXK/h2ilejpnZWw5vTHfpsJDc7wFe2ZF3LY9Ln7IHkPnSoewuPEcXm1gpx+AnJzBST5DcFiWQE8L16QcL3F/p8aNpzHkcO95Ro5isP+76SdZOHO7365AhrqxdY3Cf25wiIep6uk7SuGAWbPMWDFmlq01/eT9Bk5GAjKhgJ3699f/MeKBUKe5FrWDHXm0A4YyGNM3V6sd03ofkX5HWmcNbCOE60hsqHueUlZ4edClo/igaPqlWfK+RywU73t6Y1Rdm3YTWmD0+ixwYPoAQMF7NL5vi4aJCA7xwVXNNvwFVx62ebeA8Qy6LkdpKQIcDii3MSip0plFEi+pJqbm3Hfffdh06ZNAIIn76EAM/6JZSLV0+LrckQyLFXtIbeREf8hj41ogdOYjI9PA4UxLu/Uae5zZGukSQpEfmpekAqrt5Kh0s7R7BwB5xoje7Ckpwtoa1Pn4SRnK2rPHQoXON5S0I79NiNywiwDwAZpvZ10nrQA87IrXfjwf+7HUUamELQHw2gU4HK5Cz12PIe9u9218HC7JSdXAA70/tt/PwbLbiom1JmYl893B0yBJfJ8zmQW0CWSBCnFEvBSUElJ7q2l9GvWJMC8NK8DH9Yp7poBwwJz57tQ8YnCWnsELpjBw7Sqdz50jln8iP2qpM0nqZuH9zxnKb0SWklOVj4S4KrFLmnLvkgsS0/gH8Ogx8ho+3xTukxVRqYAnJT/uVABrdQh88kqzOuPhNaJ8eTy9FbOyelAjpnHIZvvTvY+3+ct5PDBamX3p379lO337BGVMNWNktyQGO8k793HHnsMGzduxAUXXIArr7wS+fn5MKg55odExSW5ynv0QtHDMhhWkXmZlgjm3wzVeDFmOcTac8rTumBkgIxkAVcPCD+s+aeDbXjhZJpqZdKq8iV2KpWNCB3gyOn5mDqNw0drIqv4pqZFHmAOLeVx7Cgra4kKJd9oQQfaoSwjQ6pRwHleybBKLS4cbTcimRXQ4dWbGOmZ4N3rOXp08GOdly/gTLX7e80y5rimWvxKyACTp3DYvlX+MyxUj0VWNjC8jEdHB4PGBt+jZTYDqfn1mDI6C59ViJx/MnaiJ+Ok95ArNZcNUGOub6p6txrZpOzKvCQeDzV/hNcHzMdJR+/x8P7pYrshkp5dqaacz6EwguV2lPbGqSk7Wwi55IhcQ5g6AOo3pngoPaoZmfLeP2YsB5udQXGxAC7Y7pFYmOJiAbEYdBmNbN1ivHeLGWIjKIGHmj+CtdydTfi8gHVZhZ6tyHl++BObA180SMCpk6EPnDnVgSnTpI9UiXeSb0Off/45JkyYgFdeeUXL8hCNTRZZCHlevw582hC6AhoPPfujROaWRhL4DpGxrqfWss08znT6Voblzg8Sy1irFjUXhjYnAUHW81aFRWJPUYpFgKPddycPH8Hj8EEWQ0sF1JyNrBzDR/AoH8UjScbIcyWPpTnGb/E1OxENzsgbBGfndOJouxGDUlw4bDdCSk2oXz8BztRqAP193p2TI6BRpCc52LIGg4oFOL3aUeT05qb7zWFjAAwuFrB9q/RteOQl8chOb8C5tsDKbm6eALPZPf/ty42++5thgOyy48jOEV9qISlEjxXg7h2tqw1+BkxRaV22C3M6UZgS+b0i3LqyqanqBiBKWf0qi+FOq/SUVjg65XXdJKcI6AgxHK90GI+jR3qPrZI5bQajAM7FYPIUfTy3cvoJGFysXs0hlr3JUqSmCrDbQ589o8dyGFYm9PyWYHfkSIIfPdAsZ4LX7v2eaROASbI+XpTC4bBdm+CuX66AUwp6shOZ5D3NcRwmTJgQ/o1Ed+4YZAv59yRW3zduqdQePig2VDhWrhvQjlsK7JikQQbgYBYtDgzYvTPtmVJ7e8OHlKi3r8QCLvkt8uLlsVrdrw8p6f0d/Ub5Lk7p6VE8/wIuYGmRUaN4nD+dQ16+gt/rdX5eerkLFov4bw25iRDn+PAy8cp6LtOC+4YG3gN+Njj0fUGMZ5RAYTKHtJTeZXhCHZ/ZczhkDD7j/odX+XO796F/gp5gv3H8eN7nb7kKh7QBgMW/R1OECeKt9AYGKC08JP6ZCO4Zw4YLOG8q1zP81Z8n26pPWUy9DYZsBO0Ho9jemtEFWZ0YrEKAGc7Fl3EYXqafe6xHuBJZU4OvF6vUuAmRB9qLFnO45nqXrKBOyTNzYJK0c8OieOmU+OK55qVcf2UjBGlDl3UwIiyY/gNi3ygEAEZGfjmGpepnVFpfIDnAHDlyJE6fPq1lWUiMeAeYSjLIEu2lGIAxVheuHeDADQPbMSXTiUURrO8mhUEkaGBZYPYcFzIzBSRntfi8LkdKbqP7/7WaQ+L1gGa9G1C6Xy/1CmqSrL2BEuAOLEuH870LX3thDUBBQeSD5OTMt5MsaKHE/1CsoEd7QDKPnw9pw4LcTliS3QHq2HGc6L4Kx1MqqY0H/udjigUwpSobIJYTQXAaSmam8s+yLDBosCBrtAgrMi1AiSymdz8Gu5QHJSuonOm81wkAhnRPhRCbYpHolNzHpAY/xUP0f+z9XXO9K+TwT7GeuVgOR47mHk7vbpwNlZyoh4aP9auuduHKRdEJFINNXxGbJqHjNoGYkVwt/NnPfobPPvsM27dv17I8JAZGp7uQ0l0JF8sg2xeF6/WNFQMDTMrowrUDHLCatHu8XBHiBt6vHzB3AQcmgp5vY5K7J1bOWodKeZdSLHEGa/INtNLSgHHdvWXlo9SrdHoeQJG07Ct5iAVLwKPUwGTeZ+i50mNYXMIjPV1AcXdvct6E7zA8zFxb/8ptv5FHUTqch1VkuYOQ2wmx3WwZy6NE6pLLA6+zwYPFvz9aKQ+CBRAlqfIbJCzK8wRFJBXSn2PTs5y4tdCOB0vbwr+ZYHqWtH2rh3mgski4uc6YxQWM7PH0XGrWWBpCLHJfSPlKzfYE455CoXSNabm7a4yUYLqbJo3GcU7yLWDatGl45plncPfdd+Oiiy7CyJEjkZ4unnpv0aJFapWPKDA23Ym9bdKvQAbAiLQu7Go1wxQkaDDpsCX6D8Nb8IfDgTXLy/McWKMwA2J+EofaTgPywmTNTHTB5oCoVWlgDO7KqtIHZPlIHgf2B49svLKRw8ACru7D6Sm/SeLvGFIiYKdYm1pPuQVIeWx5B5VaVbyiXdfon30W7a4BKCxSdm+wWIAFl/QGLUnpdowZFnjdzbrQBWd31lX/4MeY0olxQ1S+VtXYkV7bMAfJYgqID5EeNcZ3CRUP5evthSf2k3862IYGJ4v3zrprTvE0lULOEEOGcTeyEmkmZ3ZhcmYL7jsgs1UnAYhdg2lp7qRM+fkCPnhfWWtbjsKspN7JZrwzbGtJSknlBGZ6JmdkVm5e6D2TImFaRqKRXNVxOp2oqKhAa2srVq1ahVWrVoHxu4sLggCGYSjAjDGjzHtcskHAdQMduDivA+Ygn02NIBurVoIluRmR5sKaOmXb/GGRHfvaTMjQsHcwnsyczWHTFwb06yegoYEJeBCmpQuwtTGSHjreayKmDaiDyVaAKTIzuhYU8qg+zfoMVZq3MLBymN9fQM1Z9wkyeIiAY0d8T5YUi3v4S1aWgHD9MsHWcky3ChhRzmPbN+G7loaqlMxET8Nwks0dWHiJvF4tJXOLcvMAT7VG7lDsYLS+ur3nYs6/OHAfhVrTM1RP5fSZnKT5o2oosXAosXB4rzuZ1Zj0aC54FzvZfahxUU/3Ez0rHcaHzNKsJCmTx8WXuWTPxRcT7N6Y0u8cjM4stLVGdrTlfDpVpfm3F1/mwroPxTM8RwMbpFFNbIhsuGfTjFkcDvolL5w4mcPO7Ym7Gofkmt3TTz+NVatWobS0FJdccgny8vJgjLsxEH3DmPQu7GyR3oPpCdSyEiSoyotgzc4sk4CZ2dFLpKN3efkCrrnehe1bWTQ0BN7e09LcAaYU3msiGswuXDg3sOKdlSX/HBQLWrwf2MF6SectcH9/uHU7Bw12l9s7uGYYYEF34LDtm/BlLCgUeh5KaWkRDJGV+YSdNoMDFGRK1atoJL/wfEca06F4G9k57nU6Bw8W3FmRVdJ/QOzu0elK5ih6z4XubqRMTRNgtyk/kAsvdaG+lsHOHdpUzC7N7YDdxWBXqxkDVFr/OTu7d3kdPZFSoqnT9JGVNpb8kzCVjeBx6KB4RJEhM4OqWmtJDhos4OiRwCOaktMEU0tm0ADTs/RUOJ6s0FLuwZHepS6/ygVBEBnhEeVLKFjiJrmjdvLyeVitCMiOz7K9jeaJSHKE+OGHH2L48OF47733YI73HMoJLk2HvY1aCLdW25RMChTDyc4W0NoKpPQ/i7bTA2V/fkQ5j8YGBv1ypJ9zoYLIAQOlVei8WxDFToNgt6i0CNbmizS4SUsDLpjBKV7QGwCk9RX3ypFxXNTgydKrd6GW0Bg7joPDwWDItp0Axin+jmHD42Nf+AtW1UmJMJ6bfJ772p6/gAMfwa5JS3M30uz/TkBHh/o1TiMLfK/AgYW5HcgOMbxZqjnzXUhPB95fqb9KZLjRTtOmcxhYEJ/nsZYKi8QDzKuvdakWA111tQvvr5LeiVM+0nepG4/krFYMyRNQG6QhdVCKO8Bc0C90g9rUCzhUnWQQZGacqjyBZag1h5WQ+wwP1rNskdkoEOx3mM1AyVAB1QmaP1Xy2dvW1obLL7+cgss4YA4xV8Z7WOmAJA5nOyXWGvTX+BpyHcgnRrTosci6MW+hC2erGYwY6T5XttacDhlgehK5+N+gc/oBV14dvoXbM7xo8bUugAG21Sort9gDQqyV0eTXG5+bx6O+jkV+/9hUljzlHjAwOt8/f6ELp06xUV1P7ZLLXTB3B24mk4CuLvWvQM/QK7FkTXJ41kK97Ar3+djc1FvW7BwAEGDZLr+BSmrCI6sVaG6WflsNls0Q6F5nNOLRq73bV3N5Ju/f57kGDMbg6/+FYvIL9jIyBXTUMBg0mMepk+4df/lV6s2lVCO4BKAow7JuqHwJp6UJsNkY3a9pqZRaQ/iB4OsBBxX0WIVeGoXpeVdoKSnA8BHaHzfvET4M4x75wHPuUkYr0ZmH95rZ3j2NwZajMlraUVKUDEuqgN07ewvrfqb0mjiJQ2Mjg/4DBDTUu39bv9ze/04UkgPMkpIS1NfXa1kWEqHL8hz4sC7FZ4hotl+GTItX7+bdxTY4g8wD8lee1vvgLkvtQgfP4KRDv0OkY5FdLZ5kZMgbyjNmLA+jASiSOTTk8qtcMLC9D0u5GUeLBvGoOtX7ofx8AaerelOmA/KGGCl5PKZ293oWFATvXR00mA+57ZRkBV8swn/3sSzAixTLmgGMHhPduWTeD+OFl3JwiQQ9RYN4NDYoryV4ZmUUFCqv6Eyc1HtPTO5O2qHG0NtQyxv4mzGbQ3MTI3ntylANI7PnaDuE8d6SNtR1Rl5zTo1gaDgAXLmI8xnO7umF7j+gd4Hz6DSoJGZwJEbtx2jhIAEH9zMYMVL+vcnqP76wDxg/kQMX4raSmQmEW5WVNYW+L42xdqGiMRmjVZxjLec6TE7uHYkwe44L6X6jjK6+hsOK5fqqa+b0E399wOR9GNN/IgQe6HJyOHWKRVsrEzAya8hQAUOGeu4jgs//JRLJT40f/vCHqKiowPHjx7UsD4nA7Bwn/lTeAgMDLMx1D3e4tbAdpiBPCRMrrbV6UoYTBgZ4fEQLpmQ6cVtR37vR93Vms3seitzF3JOS5LXE+gcO503lseia3gfk4CECLr/KJXu9wX7dD4QUBT1fFgtw1WIXhg4T/+yia1yYPMX3AeLf26Iav2vZZ3kOHTWqJCX1BubeIh1elZfv3q8FRcqDZ7G17MJlAFRbUlLooNFfUQS/V4pQp05+Eo8xVoU9g14b1jILbs/X6ega8LfgEhcumps42WozlMzJ7T7llS23pOBDKsjNi13Sp6GlQtBew4svc/ncQ4IN+w93TQxM5vGn8hYMSFbvd8q51oeX9X5vv35AkkqNsZHoP4DH4uuUX6sMC4wYKfQ0iIY8BN1/TMD4UnoPZn5+PmbOnInrr78et956K0aNGhV0mZLzzjtPtQISZebkdGJmdifMrHv899X9HRhvVTYn8YaBDgDuIanXDnAE/D3N0Hey7hFpMrMEn2GHUlgzhID1DBnGd1gMw/TOizAnCXB2MhCEwIeoz78Z9/yUwkHdE+0VCJXPTGzYjlZ1oQFJvr1VGRkMmpviqAU0wh1jzZDXUyhVpEPbtA4c1A6cCot4nK7q/dFpTOB9PZ7MmMWh1a8r52eDbUjRUT6CaMxdi5Reh+llZQtAjJamnnq+Puo3LCsgxcLAbgMMBiFg5A7DAIOLeZw8ob+5vv4YRoAgRP88k/qNZrM699z8fAFN55iekTLhyuR/X453kgPMW265BQzDQBAEPPfccwFLlHg7cOCAKoUjyjEMYGZ6/3talvzgMt/ModYZvstqiIWyzBFfF87hRIduhjJ/obzz6KK5HOrrGNEHQelwAYcOCXB1MSgfyYNhoTi41JPx1i6sDJP1Vor8pL57zaqdOAIInGOjNjWWMfA2dZpvRcYUdrGeyKn9G3Lz3MPl09IFZGUB+f19/16s0XMp3dKqyXY9zNY2AIE10mhUyseM5fBZhVe1MMTXFSRzaLGxmBcmOYw3Y/eIKbnzCy2W2AWYeuhRA4BFizmkpJqxb29Xz0gOf4ZgNXqdtRmkWxHQIKQHkyZz2LHdgLHj1WlUGDmKR8lQHimWEG/yOjYlQ/togHnXXXeFDCpJ4rmr2IYOCXM05Wa2JInPYNB+Qr4nm6QYoxG4SkLyoXiTHGqfyrg931sSm9qa3p8gg4ulVyw8ySfEhtyqLVQLeKSmnM+h3842/GSQ9Dn5Ug0sEHDkkHubalcfhpQIGDDAFbrypgGjIXxv9SWXufDRh/LmjQ0s4HGmmkV6QQ2AIQF/Zw0A51I3kYw//5EaodZcvWFgO/a0mjHVL1v7pXkOrG80QGwG1rDhAhiWw9BSqjPIxbAAyzIoDTJVAwBycwVUHo1ioRRKSRHQ2qK/p0FxiYDiEvVGozAswt6fcrLdgeXwETzau2efZYZI6hZPJN8Bly5dGvY9PM9jw4YNERWI6EeyAUgOMsQoP4nHyfgeVUWI6oaW8jh2lA2c06fRszQzCzh5QtOvUFnsH5zBSiB36O2YsTz27DJovjblosXaDL8dNYZDRwfjXiR+JzA0Vf0GmZwcAUci+LwnG/GU8wPLxjDhK2/RIDYdQM4yBvn9/Ro1glzIgwYLOH6MwbgJDBpkllEq/zM51KiPFANwvsjIqAtznGjI2QdgasDfWAMwvCz29wAx3g0gF85x4fMNwavHeunV9FdYJOCbLYGv6+3ZMHY8j4pPGPAcIzpXX48GFmiznAjDAhMmue8Bycnu+Z+jx+pjWHakVEnNVF1djXfffRcrV65EQ0MD9u/fr8ZmiY6l07xLopKLL3NpMmwxFjy9WaYoLQ+Sl88AEJCby+uvFiGmu4zZUV6f04fg3meRKikR0OHgMaJc/Xuh9zIvQYe9yZRjrUNja17Pv0eUC9A64PeUPS9f2T4qH8ljmE4DEo/iITx2NykfriE1C7YnyU2o+eBq08ugtVDr1qrFu2c4px9w6RXBG3aSVR7urSazWYDT6Xvgonm/9SxJForVClx4EYet3xiinmBNqcwQ63erxWAAps9MnLq14sEWHMdh/fr1uP322zF//ny88MILqK+vx7Rp09QsHyEkwaWmuoe7kshIrQuWWmKXyTIzE0hOETB6bOyGL6u1Bh9rAEaP5eWvVyfBgkvc+2fkaPX2U7/MOtW2FS166KEMZ8gQwd37rfC88gQ2idLIpoVRo6Nf6U5JCZENVSeBt5g0kWRSRiOw4OLo3PeDNUoU+mXCzsoGFl7CSWo8GDOWw5CSyM+BdBXX+CXhyW4Lq6qqwvLly7Fq1So0NjYCALKysnDDDTfg2muvRUFBgeqF9Ld8+XK8/PLLOHv2LIYNG4Zf//rXYQPbZ599FsuWLQt4/aWXXsKsWbO0KiohhKhqSvlmbD0wHQCQkel+raRU+pyWWGbWNJmAy66I7dzY9DhI9pScrE22XADu3u4osaS4z7V+/RK/Ylc6TMDRw+GvwbkLXOA5YP93LGprWHeGVB/i+8pTEY9mD6YeaHUdJKoLZnBY837gSeJ/3xvHHsfQvHzVvz9YAqJIuJdqiXy7Sax7G/7D0lk28e9PsSDpVuVyufDJJ59g+fLl+Oabb8DzPEwmE+bPn4/169dj7ty5uOeee7QuKwBgzZo1+P3vf4+7774bkyZNwsqVK/GTn/wE7733HoYPHx7ys+np6Xj55Zd9Xhs6dKiWxSWEEM2kpDA9FbD9YQLMnw224fmTaViQKz3rYyJSO5tpvGAC/kN71gz3+o99YYRCksS1bz1r+PovRm+1AmfPAAaz+IL3I0byMJsFlJSacFqj5chNfSx4TURJSUDRIB5Vp1gMLAjemDTZeAxlWdmqf//AgfKDNZNZQJdT+xtTsG8IlTipB8WgsoW8nZw4cQLLly/H6tWr0dTUBEEQMGrUKCxevBiXX345MjIyMGLEiGiVFYC7J3LRokW46667AABTpkzBgQMH8OKLL+Kpp54K+VmDwYDx48dHoZQkWq7u78Cqmiis4E1InCu2cPhTuQ5zw5OoSDa7s7IVDYpuTSke1n+MiEoLpY8czSO/P4/jvF307wYDMKxMAMtqUxGfdB4nKzlRvBuUX4lTtSWxLoYmppzPY0r3+p1bVVjWShYFp+e8+Ryam2M37jjUXON0q4C2Vh2PidaxkAHmxRdfDIZhkJOTgyVLlmDx4sUYNmxYtMoWoKqqCidOnMBvf/vbntdYlsXChQvx+uuvx6xcfZLX9RbLRADTspwUYKrEkwF1wMDEmWROCHEzm5xYfJ1LN4lbiC+WBXLzgOPRDgi6FQ/xDZEvnJPYQ1P7Z5/FebMHYcVy6raNBkuI+dSWVMCSGv0uQqNRgMvFIDXIcmdA79B0um/KFzbJD8MwmDVrFhYuXBjT4BIAKisrAQAlJb6tTkOHDkVzczPOnTsX8vNtbW2YOnUqRo0ahUWLFmH9+vWalTXRDezDC7UnKqb7btAvl8aCqKX/gOgF66EeksSdKGLi5L5934q3SlJcJb6Jp7JKkNMv1iUg8cgYJKFyWrr+LhDPElOh5jWffwGHMeM40eRJJLSQTTf33HMP3nvvPaxcuRKrVq3CkCFDcPXVV+Oqq65CXl5eqI9qoqXFPbzL6rc4U0ZGRs/fs7PFx5QPGjQIv/71r1FeXg673Y533nkHS5cuxbPPPosFCxbIKkdOjv4mlDQBSE2N3uSiFGdv24TRYPD5bruBjWpZlg53wsFF9/frjdzfbvF7v8HAwmQyABBgNhthSQ2fYNpgYAO2E+p1Oe+Rsg21PhvJd/lvx5xkBCDAaDTAkmrCRfMEOBxAalr47RskXjeGDt9j4yl7/4ECAB4Zmb7HV+p2vUm5hg0d0vebGueE/M/0BpOW1CSMnyRr0yH3m5zf7r9NNc61UNsLVu5QZVZyjsjZftjPBvwO97EzJ/nei6TuP6m/R8mzyhhw/ZnBsgxMZh6eKNNdRs7rvwPl9+dRdUpATq4JltTeyF/Na0XOcfVsz5oRvNxy7lFix1Pe+cGBYXo/E+675R7L3jLKL5sguO+10j7nex8KW64wx1bsepf6LL3uewLefYvveV3q/pJ2bbt/Z3qG+PuSkvyvj8gEK3+o8yDJ5b52WZaFJdUEg9FdJv/7jDdLqndjS+hzRct6jd1uQ25ufEW5IQPMO++8E3feeSc2bdqEd999Fxs2bMBf/vIX/PWvf8X06dOxaNGiiAvQ1taGurrw6dMjTcZz1VVX+fx7zpw5uPHGG/Hcc8/JDjAbG23gef21xtjtnVH7rs5OIwB3lgIXx/l8N8fxUS1LkQGAAbCLT11JeKmpSTL2t3uF6Ha/93Mcj64uDgALp9OFdnv485vj+IDthHpdznukbEOtz0byXf7bMRldAAxItfTuQwMLtEs4N80SrxsOvr2inrK7q6hGDBnCod3eO7xN6nZ9vkPCZzhI329qnBPyP9P7eFNyfEPtNzm/3edzKp1rgLuSI7a9YOUOVWYl54ic7Yf9bMDvcB87lvG9F0ndf5KvJSXXRsD15wTLojtINHS/1gnPbwhW3kGD3Us1pFp87w/hfmOw4y5G2n7wfSbMX+j5XYFDZOXco7zLN/NCBqkWQXSbwSy81N2z5PlMuO+Weyx7yxj6OIlx96xL/Zy8+1CoY2tJTRJ9dst7lhp7Xpe6v6Rd26H3h7PT//qITND7XIjf1dnhrre694kLqRZ3mVimS9IzOtxv1LJeAwD19W2KP6sFlmVCdrhJGnw+c+ZMzJw5E42NjVixYgXeffddbNy4EZs2bQLDMDhw4AD27duH0aNHyy7gunXr8NBDD4V936FDh3p6Ktva2nx6MT09m56/S8EwDObPn4+nnnoKHMfBYFC+UDIhhABAfn8BF811QYPkfGGZzZTSnySWjAz9NeQGM2CAgNFjOAwqllZmhnFnju0L8vLkH8doZR6edaELBpnTMONtqLkeFA4SsGO7O2OsXowoF9Avz4Xc3FiXJDHJuqxycnLw4x//GD/+8Y+xZcsWvPPOO6ioqMC+fftw3XXXoaysDNdddx1uuukmydu87rrrcN1110l6r2fuZWVlpc96m5WVlcjMzAw6PDYYhmHA0J1CEe+9NjXTGbNyEKI32Tnaf8eFczyVImoYC2fqtL497zKe6acqGpznWcgwQFl5b4nnzHfBGYWlFyI1YtC3GDCsPNbFiJnc6M/26pOMRmD+xS4kJ8e6JL0YFhRcaij8RKsgpk2bhr/+9a/44osv8Otf/xqDBw/GwYMH8eijj6pZPh9FRUUoLi7GunXrel7jeR7r1q3DzJkzZW1LEASsX78eI0aMoN7LCIxI60JpKlXg4sXtRXYML/ou1sUgEcrp17ueHhGXkemu7KdR8iMSA1lZQL4Gi86rzZraGpVGsUSUnKz/46snVmvg+q8kcUWcnzk7Oxu33347br/9dnzzzTd499131ShXUEuXLsWvf/1rFBQUYOLEiVi9ejVOnjyJv/zlLz3v2bp1K5YsWYJXX30VU6ZMAQDcfPPNWLBgAUpKSuBwOLB8+XLs2bMHzz33nKblJURPytJc+BbNon/zLK9GnfokEQwYIKClmUGSjlrMCSGJIXvEUUwZWhzrYhAZBia7O0NKSqlhIBpUXQBo6tSpmDp1qpqbDHD55Zejvb0dL730Ep5//nkMGzYM//znPzF8+PCe9wiCAI7jujN9uQ0aNAivvfYa6uvrwbIsRo4ciX/+85+YPXu2puUlJF6MGMmD54GSoXTzJfFv5GgeQ4fxuhqSRaQZUsLjeCWLuBhcRA1yfVJq3jmkphbHuhhEhnSjgCnlm1FQoG2cQtzicoXZ66+/Htdff33Qv0+dOhWHDh3yee2xxx7Tulh9yvBUF8amO3FpXkesi0JUYjIB4yZEb91GQrTEMKDgMk5NmMhj9Bg+5Pp0hBD9SE0VYLdTawvpRbdvooiRBW4udMS6GIQQQhIMwwLmvrusMSFxZ858Dk7K90i8UIBJCCGEEEIIUcRspgQ+xBcFmIQQQgghhCS4cRM499SBHbEuCUl0FGASQgghhBCS4EqHdSfxowBTtvz+PDiO5plKRQEmIYQQQohEAwt4nKl2LyNOyzoR0jfMmEVJEOVgY10AQgghhJB4MW06VTQJISQUCjAJIYQQQgghhKiCAkxCCCGEEEIIIaqgAJMQQgghhBBCiCoowCSEEEIIIYQQogoKMAkhhBBCZJhyPod+uUKsi0EIIbpEy5QQQgghhMhQNEhA0SAu1sUgOmexCGhvp7VsSN9DPZiEEEIIIYQQQlRBASYhhBBCCCEqy8qmYdSkb6IAkxBCCCGEEJUlJce6BITEBgWYhBBCCCGEEEJUQQEmIYQQQgghKhsyhI91EQiJCQowCSGEEEIIUVlKivv/zUk0F5P0LRRgEkIIIYQQorbuFUqMtCgg6WPolCeEEEIIIURlSUnA2HEcBhZQDybpWyjAJIQQQgghRAPDyii4JH0PDZElhBBCCCGEEKIKCjAJIYQQQgghhKiCAkxCCCGEEEIIIaqgAJMQQgghhBBCiCooyY8CLMvEuggBjNZ0sJbUWBcDAGDOyYEpTR9l6QsMFjNMjPRLOQNZSDNbfF7LTskMeC2cYJ+Rsq1w71FSHqWfjeS71NyOJTNb0nXjffySTWawZoMq2/Um5RoWO4+CUeOcUOszUoXab3J+uzc1y5tsMotuL1i5Q5VZyTkiZ/vhSN0vUt8n9fcoeVZF8julCPcbgx13MVL2g5zfo+QepZZw3y33WEZaRq3uPaG2K3a/V/oslXPNa33OKxGs/OHOAy1/i5b1GhaC7mKPcOVhBEGg9FaEEEIIIYQQQiJGQ2QJIYQQQgghhKiCAkxCCCGEEEIIIaqgAJMQQgghhBBCiCoowCSEEEIIIYQQogoKMAkhhBBCCCGEqIICTEIIIYQQQgghqqAAkxBCCCGEEEKIKijAJIQQQgghhBCiCgowCSGEEEIIIYSoggJMQgghhBBCCCGqoAAzjh09ehS33XYbxo0bhxkzZuBvf/sbOI6LdbGIyk6ePInf/e53uOKKK1BeXo5bbrkl4D2CIOCFF17A7NmzMXbsWNx00004cOBADEpL1PLRRx/hpz/9KWbOnIkJEyZg8eLFWLNmTcD7li9fjgULFmDMmDFYvHgxtmzZEoPSEjWtW7cON954I6ZOnYoxY8Zg4cKFeP755+F0OnveQ9d831BbW4sJEyagrKwMdru953U6/oln5cqVKCsrC/jfW2+91fMeOu6Jy+Vy4cUXX8SCBQswevRozJo1C4899pjPe+Lp+FOAGadaWlqwZMkSMAyD559/HnfddRf+/e9/4+9//3usi0ZUduTIEXzxxRcYMmQIiouLRd/z4osv4vnnn8cdd9yBF154ARaLBUuWLEF9fX10C0tU8+qrryI1NRUPPPAAnn/+eUydOhX33nsvXn/99Z73rFmzBr///e9x1VVX4aWXXkJpaSl+8pOf4PDhwzEsOYlUc3Mzpk6dikcffRQvvfQSrrnmGrzwwgt44oknet5D13zf8Kc//QkWiyXgdTr+ieu1117DO++80/O/BQsW9PyNjnviuv/++/Gf//wHP/zhD/HKK6/g3nvvRXJyss974ur4CyQuvfDCC8LkyZOFtra2ntdefPFFYezYsT6vkfjHcVzPfy9dulS4+eabff7e0dEhTJw4UXj22Wd7XrPb7cLUqVOFp59+OmrlJOpqbGwMeO2Xv/ylcNFFF/X8e8GCBcL999/f82+O44TLL79cuPfee6NSRhI9Tz/9tDBp0iSB53m65vuIrVu3Cuedd57w8ssvC8OHDxdsNpsgCHTPT1QrVqzwOc7+6Lgnri+++EIYOXKkcOTIkaDvibfjTz2YcWrjxo2YMWMG0tLSel677LLL0NHRga1bt8awZERtLBv6Mt25cydsNhsuueSSntcsFgsuuugibNq0SeviEY1kZ2cHvFZeXo66ujoAQFVVFU6cOOFz3FmWxcKFC+m4J6DMzEx0dXUBoGu+L+A4Do888gh+9rOfISsry+dvdPz7JjruiWvFihU4//zzUVpaGvQ98Xb8KcCMU5WVlSgpKfF5beDAgUhJSUFlZWWMSkViobKyEgaDIWD47NChQ+lcSDC7d+/GkCFDAKDn2PrfB4YOHYrm5macO3cu6uUj6uI4Dg6HA9u3b8frr7+O733ve2AYhq75PuDtt9+G0+nETTfdFPA3Ov6Jbf78+Rg5ciQWLlyIt99+u+d1Ou6Ja+/evSguLsbDDz+MiRMnYty4cbj77rtRW1vb8554O/7GWBeAKNPa2or09PSA161WK1pbW2NQIhIrra2tsFgsMBgMPq9nZGTA4XDA6XTCbDbHqHRELVu2bMGnn37aM+m/paUFgPua95aRkdHzd7FeUBI/xo8f35PYZ9GiRbjvvvsA0DWf6JqamvC3v/0Nf/7zn2EymQL+Tsc/MeXm5uKee+7B2LFjwXEc1q5di9///vfo6OjAkiVL6LgnsPr6eqxcuRIjRozAM888A7vdjj//+c+4++67sXz5cjAME3fHnwJMQgjRudOnT+Pee+/F3LlzsXjx4lgXh0TJ22+/DYfDgW+//RbPPfccHn74YfzhD3+IdbGIxp555hmMGzcOs2fPjnVRSBTNnDkTM2fO7Pn37Nmz0dnZiX/84x+49dZbY1gyEi3PP/98z5D43Nxc3Hzzzfj6668xbdq0GJdMPgow45TVaoXNZgt4vbW1NaBHgyQ2q9WK9vZ2cBzn07LV0tKClJQUXbVoEfmam5txxx13YODAgXjqqad6Xvf0VLa1tflc856eTc/fSfwaNWoUAGDy5MnIysrCb37zG/zwhz+kaz6BHTlyBCtXrsQbb7zRMxrJ4XAAAGw2GwwGAx3/PmThwoX46KOPUF1dTcc9gVmtVhQVFfnMt540aRJMJhOOHj2KadOmxd3xpwAzTpWUlASMuT579iwcDkfAnCyS2EpKSsBxHE6ePOlz7MXm6ZL44nA48NOf/hRdXV345z//iZSUlJ6/eY5tZWUlCgoKel6vrKxEZmYmDY9NMCNHjgTg7s2maz5xnTx5El1dXbjhhhsC/jZr1ixce+21uPzyy+n49xEMw/T8N133iWvo0KHo7OwU/Zsn0WO8HX9K8hOnZs2ahS+//NKnF3Pt2rVITk7GlClTYlgyEm0TJ05EWloa1q1b1/Oaw+HAZ5995jPchsQXl8uFe+65BydOnMDLL7+MnJwcn78XFRWhuLjY57jzPI9169bRcU9AO3fuBAAUFhbSNZ/AJk6ciP/85z8+/7vjjjsAuNfAu/322+n49yEff/wxsrKyUFBQQMc9gV144YU4fPiwT3K+bdu2oaurC2VlZQDir65HPZhx6sYbb8Trr7+OpUuX4o477kBVVRWWLVuGJUuW+CxdQuKfw+HAF198AQCora2FzWbrucHMnj0bKSkp+PGPf4znn38eGRkZKCkpwb///W/wPI9bbrkllkUnEfjjH/+IL774Ar/97W/R3NyM3bt39/xt5MiRMJvNWLp0KX7961/3VD5Wr16NkydP4i9/+UvsCk4idvvtt+OCCy5AaWkpDAYDdu7ciX//+9+49NJLMWjQIACgaz5BZWdnY+rUqT6vVVdXA3APlU5NTQVAxz8RLV26FGPGjEFZWRl4nsfatWuxdu1aPPTQQ2BZFklJSXTcE9QNN9yA119/HXfeeSd+8pOfwG6346mnnsIFF1yAyZMnA0DcHX9GEAQh1oUgyhw9ehQPP/wwdu/eDavVimuvvRZLly4NyDBF4tvp06cxd+5c0b9VVFSgsLAQgiDghRdewFtvvYXm5maMHj0aDz30UM+wOhJ/5syZ01Ox9Oc57gCwfPlyvPTSSzh79iyGDRuG++67Ly4TApBef/3rX/Hpp5+iuroaBoMBRUVFWLx4MW688caerKJ0zfcdK1euxAMPPICdO3f2BJh0/BPP008/jY8//hg1NTUQBAGlpaW49dZbsWjRop730HFPXCdPnsSjjz6Kbdu2wWQyYe7cuXjggQd88inE0/GnAJMQQgghhBBCiCpoDiYhhBBCCCGEEFVQgEkIIYQQQgghRBUUYBJCCCGEEEIIUQUFmIQQQgghhBBCVEEBJiGEEEIIIYQQVVCASQghhBBCCCFEFRRgEkIIIRFauXIlysrKsHLlylgXRZampiZMmTIFf/jDHxR9fv369SgrK8OWLVvULRghhJC4ZYx1AQghhBA9KSsrk/X+xx9/XKOSaO/ZZ59FR0cH7rzzTkWfnz9/PkaNGoXHH38cq1evBstSuzUhhPR1FGASQgghXu6+++6A11577TW0tbXh1ltvhdVq9flbeXk5CgsLMW7cOOTl5UWrmBE7c+YM3nnnHSxevBj5+fmKtsEwDH70ox/hF7/4BT788ENcccUVKpeSEEJIvGEEQRBiXQhCCCFEz+bMmYPq6mpUVFSgsLAw1sVRxTPPPIMXXngBb731FiZOnKh4O52dnZgxYwZKS0vx1ltvqVhCQggh8YjGshBCCCERCjYHc86cOZgzZw7sdjsee+wxzJ49G2PHjsVVV12FTz/9FADgcrnwj3/8AwsWLMCYMWMwb948vPHGG0G/a9OmTbjjjjswdepUjB49GvPmzcOTTz6J1tZWyeUVBAErVqzAgAEDRIPLhoYGPPnkk1i4cCHGjx+PyZMnY+HChbj//vtRVVXl896kpCTMmzcPO3fuxLFjxySXgRBCSGKiIbKEEEKIhrq6uvDDH/4Qzc3NmDt3Lrq6urBmzRosXboUr7zyCv773/9iz549mDVrFsxmM9atW4dHHnkE2dnZuPTSS322tWzZMjz77LPIzMzEhRdeiOzsbBw+fBivvPIKNm7ciHfeeQdpaWlhy3TkyBHU19fjsssuC/ibw+HA9773PZw6dQrTp0/HnDlzIAgCzpw5g4qKCixcuBBFRUU+n5k4cSJWrlyJLVu2YOjQoZHtMEIIIXGNAkxCCCFEQ3V1dRg1ahRef/11mM1mAMBVV12Fm266Cffccw+KioqwZs2anrmdP/jBD3DJJZfgxRdf9Akwv/76azz77LOYMGECXnzxRZ+5oCtXrsQDDzyAv//973jwwQfDlmnHjh0AgNGjRwf8bcuWLTh16hRuu+22gG05nU44nc6Az4wZMwYAsG3bNtx8881hv58QQkjioiGyhBBCiMYefPDBnuASACZPnozCwkK0tLTgV7/6lU+wWFRUhAkTJuDIkSPgOK7n9ddffx0A8MgjjwQkGlq8eDHKy8vxwQcfSCrP2bNnAQC5ublB35OcnBzwmtlsFu0h7devn892CSGE9F3Ug0kIIYRoyGq1YtCgQQGv5+Xl4fTp06K9iPn5+XC5XGhoaOjJ8Lp7926YTCasW7cO69atC/hMV1cXzp07h6amJmRlZYUsU3Nzc0/Z/E2ZMgX5+fl48cUX8d1332H27NmYOHEiysvLYTAYRLeXkZEBwL2uJiGEkL6NAkxCCCFEQ+np6aKvG43GoH/3/K2rq6vntebmZrhcLixbtizk97W3t4cNMJOSkgBAdLhrWloali9fjr///e/YsGEDvvzySwBAVlYWvv/97+POO++EyWTy+UxnZycA8V5PQgghfQsFmIQQQkgcSEtLgyAI2Lp1a8TbysnJAdDbk+mvf//+eOyxxyAIAo4ePYqvv/4ab775Jp577jnwPI+f//znPu/39FxmZ2dHXDZCCCHxjeZgEkIIIXFg/PjxaGlpwZEjRyLeVllZGQCgsrIy5PsYhsGwYcNwyy234N///jcAoKKiIuB9nu2Ul5dHXDZCCCHxjQJMQgghJA4sWbIEAPB///d/qK2tDfh7e3s7du/eLWlbkydPhsFgEH3/kSNH0NDQEPC65zWxYbB79uwBAEydOlXS9xNCCElcNESWEEIIiQPTpk3Dvffei6effhoLFy7ErFmzUFhYiPb2dpw5cwbbtm3DxIkT8a9//SvsttLT0zFt2jR88803aGlp6UnSAwCbN2/Gn//8Z4wfPx7FxcXIyclBTU0NKioqwLIsbr/99oDtbd68GVarFeeff76qv5kQQkj8oQCTEEIIiRM//vGPMXHiRLz++uvYsWMHNmzYgLS0NOTn5+P666/H5ZdfLnlb3/ve9/Dll1/iww8/xPe///2e12fOnImzZ89i27ZtqKiogM1mQ15eHqZPn44lS5Zg4sSJPts5fvw4du/ejVtvvRUpKSmq/VZCCCHxiREEQYh1IQghhBASXRzH4YorroDJZMLq1avBMIyi7TzxxBN444038NFHH6GoqEjlUhJCCIk3NAeTEEII6YMMBgN+85vf4ODBg1i/fr2ibdTV1eGtt97CLbfcQsElIYQQANSDSQghhPRp//nPf5CZmYkrr7xS9md37dqFzZs349Zbb4XVatWgdIQQQuINBZiEEEIIIYQQQlRBQ2QJIYQQQgghhKiCAkxCCCGEEEIIIaqgAJMQQgghhBBCiCoowCSEEEIIIYQQogoKMAkhhBBCCCGEqIICTEIIIYQQQgghqvj/AYpCsy4uR1zlAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 47.7 s, sys: 3.49 s, total: 51.2 s\n", "Wall time: 6.56 s\n" ] } ], "source": [ "%%time\n", "\n", "result = p(ys[0])\n", "frames = result['frames']\n", "frames_vad = [(frame, result['flatten'][no]) for no, frame in enumerate(frames)]\n", "grouped_vad = malaya_speech.utils.group.group_frames(frames_vad)\n", "grouped_vad_0 = malaya_speech.utils.group.group_frames_threshold(grouped_vad, threshold_to_stop = 0.3)\n", "malaya_speech.extra.visualization.visualize_vad(ys[0], grouped_vad_0, sr, figsize = (15, 3))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/husein/.local/lib/python3.8/site-packages/librosa/core/spectrum.py:222: UserWarning: n_fft=512 is too small for input signal of length=480\n", " warnings.warn(\n", "/home/husein/.local/lib/python3.8/site-packages/librosa/core/spectrum.py:222: UserWarning: n_fft=512 is too small for input signal of length=317\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 32.9 s, sys: 1.44 s, total: 34.3 s\n", "Wall time: 4.4 s\n" ] } ], "source": [ "%%time\n", "\n", "result = p(ys[1])\n", "frames = result['frames']\n", "frames_vad = [(frame, result['flatten'][no]) for no, frame in enumerate(frames)]\n", "grouped_vad = malaya_speech.utils.group.group_frames(frames_vad)\n", "grouped_vad_1 = malaya_speech.utils.group.group_frames_threshold(grouped_vad, threshold_to_stop = 0.3)\n", "malaya_speech.extra.visualization.visualize_vad(ys[1], grouped_vad_1, sr, figsize = (15, 3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load Hidden Markov model\n", "\n", "Make sure you already installed `hmmlearn`, if not, simply,\n", "\n", "```bash\n", "pip3 install hmmlearn\n", "```\n", "\n", "```python\n", "class HiddenMarkovModelClustering:\n", " def __init__(\n", " self,\n", " min_clusters: int,\n", " max_clusters: int,\n", " metric: str = 'cosine',\n", " covariance_type: str = 'diag',\n", " threshold: float = 0.35,\n", " single_cluster_detection_quantile: float = 0.05,\n", " single_cluster_detection_threshold: float = 1.15,\n", " ):\n", " \"\"\"\n", " Load malaya-speech HiddenMarkovModel, originallly from pyannote, https://github.com/pyannote/pyannote-audio/blob/develop/pyannote/audio/pipelines/clustering.py\n", "\n", " Parameters\n", " ----------\n", " min_clusters: int\n", " minimum cluster size, must bigger than 0\n", " max_clusters: int\n", " maximum cluster size, must equal or bigger than `min_clusters`.\n", " if equal to `min_clusters`, will directly fit into HMM without calculating the best cluster size.\n", " metric: str, optional (default='cosine')\n", " Only support `cosine` and `euclidean`.\n", " covariance_type: str, optional (default='diag')\n", " Acceptable input shape, https://hmmlearn.readthedocs.io/en/latest/api.html#gaussianhmm\n", " threshold: float, optional (default=0.35)\n", " minimum threshold to assume current iteration of cluster is the best fit.\n", " \"\"\"\n", "```\n", "\n", "To get better results using HMM, set `norm_function=None` and `log_distance_metric=None`." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from malaya_speech.model.clustering import HiddenMarkovModelClustering" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "hmm_model = HiddenMarkovModelClustering(min_clusters = 1, max_clusters = 5, threshold = 0.35)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[(, 'not a speaker'),\n", " (, 'not a speaker'),\n", " (, 'speaker 2'),\n", " (, 'speaker 2'),\n", " (, 'speaker 3')]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_diarization_0 = malaya_speech.diarization.clustering(\n", " vad_results = grouped_vad_0, \n", " speaker_vector = model,\n", " model = hmm_model,\n", " norm_function = None,\n", ")\n", "result_diarization_0[:5]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows = 2\n", "fig, ax = plt.subplots(nrows = nrows, ncols = 1)\n", "fig.set_figwidth(20)\n", "fig.set_figheight(nrows * 3)\n", "malaya_speech.extra.visualization.visualize_vad(ys[0], grouped_vad_0, sr, ax = ax[0])\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_0, \n", " 'hmm', ax = ax[1],\n", " x_text = 0.01)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'speaker 4'),\n", " (, 'not a speaker'),\n", " (, 'speaker 2'),\n", " (, 'speaker 1'),\n", " (, 'speaker 2')]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_diarization_1 = malaya_speech.diarization.clustering(\n", " vad_results = grouped_vad_1, \n", " speaker_vector = model,\n", " model = hmm_model,\n", " norm_function = None,\n", ")\n", "result_diarization_1[:5]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows = 2\n", "fig, ax = plt.subplots(nrows = nrows, ncols = 1)\n", "fig.set_figwidth(20)\n", "fig.set_figheight(nrows * 3)\n", "malaya_speech.extra.visualization.visualize_vad(ys[1], grouped_vad_1, sr, ax = ax[0])\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_1, \n", " 'hmm', ax = ax[1],\n", " x_text = 0.01)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Combine multiple diarization results\n", "\n", "```python\n", "def combine(\n", " list_results,\n", " speaker_vector,\n", " similarity_threshold: float = 0.8,\n", " agg_function: Callable = np.mean,\n", "):\n", " \"\"\"\n", " Combined multiple diarization results into single diarization results using PageRank.\n", " Required malaya and networkx libraries.\n", "\n", " Parameters\n", " ----------\n", " vad_results: List[List[Tuple[Frame, label]]]\n", " results from multiple diarization results.\n", " speaker_vector: callable\n", " speaker vector object.\n", " similarity_threshold: float, optional (default=0.8)\n", " if current voice activity sample similar at least 0.8, we assumed it is from the existing speakers.\n", " agg_function: Callable, optional (default=np.mean)\n", " aggregate function to aggregate when we have multiple samples for the same speaker.\n", "\n", " Returns\n", " -------\n", " result : List[Tuple[Frame, label]]\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 21.8 s, sys: 153 ms, total: 22 s\n", "Wall time: 1.86 s\n" ] } ], "source": [ "%%time\n", "\n", "combined = malaya_speech.diarization.combine([result_diarization_0, result_diarization_1],\n", " model, similarity_threshold = 0.7)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(, 'not a speaker')" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "combined[0]" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "combined_vad = []\n", "for c in combined:\n", " vad_label = c[1] != 'not a speaker'\n", " combined_vad.append((c[0], vad_label))" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows = 2\n", "fig, ax = plt.subplots(nrows = nrows, ncols = 1)\n", "fig.set_figwidth(20)\n", "fig.set_figheight(nrows * 3)\n", "malaya_speech.extra.visualization.visualize_vad(y, combined_vad, sr, ax = ax[0])\n", "malaya_speech.extra.visualization.plot_classification(combined, \n", " 'combined', ax = ax[1],\n", " x_text = 0.02)\n", "fig.tight_layout()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 4 }