{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 01 特征提取背景" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在之前的Task2中,我们初步查看了数据集的信息,并通过音频的声波图和声谱图将声音可视化了。当我们拿到这些音频数据之后,接下来就需要进行特征提取(过滤掉背景噪音等不需要的信息)筛选出我们需要的信息了。\n", "\n", "接下来我们将简要介绍以下特征,并详细学习MFCC特征提取知识:\n", "- 过零率 (Zero Crossing Rate)\n", "- 频谱质心 (Spectral Centroid)\n", "- 声谱衰减 (Spectral Roll-off)\n", "- 梅尔频率倒谱系数 (Mel-frequency cepstral coefficients ,MFCC)\n", "- 色度频率 (Chroma Frequencies)\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 02 常见的音频特征提取" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "导包" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import sklearn\n", "import librosa\n", "import librosa.display\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2.1 过零率" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "过零率(zero crossing rate)是一个信号符号变化的比率,即,在每帧中,语音信号从正变为负或从负变为正的次数。 这个特征已在语音识别和音乐信息检索领域得到广泛使用,通常对类似金属、摇滚等高冲击性的声音的具有更高的价值。\n", "\n", "一般情况下,过零率越大,频率近似越高。\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x, sr = librosa.load('./train_sample/aloe/24EJ22XBZ5.wav')\n", "#绘制声波信号\n", "plt.figure(figsize=(14, 5))\n", "librosa.display.waveplot(x, sr=sr)\n", "# 放大\n", "n0 = 9000\n", "n1 = 9100\n", "plt.figure(figsize=(14, 5))\n", "plt.plot(x[n0:n1])\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "可以看到该音频信号没有过零点,我们开源用librosa库进行验证,输出过零点个数:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "15\n" ] } ], "source": [ "# 计算过零率\n", "zero_crossings = librosa.zero_crossings(x[n0:n1], pad=False)\n", "print(sum(zero_crossings))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2.2 频谱质心" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "谱质心(Spectral Centroid)是描述音色属性的重要物理参数之一,是频率成分的重心,是在一定频率范围内通过能量加权平均的频率,其单位是Hz。它是声音信号的频率分布和能量分布的重要信息。在主观感知领域,谱质心描述了声音的明亮度,具有阴暗、低沉品质的声音倾向有较多低频内容,谱质心相对较低,具有明亮、欢快品质的多数集中在高频,谱质心相对较高。该参数常用于对乐器声色的分析研究。" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(140,)\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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cZiK4EKC5NGWLeQTAslMEBCycJojFeMEbBZZMaytTF8sRDzwAPPTQwo5Befc7d2ZfU+t4vhSBakHtWcs69qcUgZoDxWIEwKJdj7OhCPYA2ERE64goCOBuAA94P0BETZ6ntwE4Kh8/DOC1RFRFRFUAXitfmznyawgUrriCrbrHH5+Vw0wE4c7xAYoFi4HlpwiIFq7pXKHOowqtrUwNLTd6SAj2dBZ6K86ODp7L3oydqipu9TyfiqCYwZWvCIp5BMCijRPMOGtICGET0fvBAtwE8CUhxItE9AkAe4UQDwD4ABHdBsAG0A/g3fK7/UT0V2BlAgCfEEL0z3RMAJgauvzysa+Hw8ArXwn85CezcpjxoPKF5swhcF0W9CtGESwwNTSeIgCYGvD2oV/q6OvjIim1+VEwuDDjKGbUrVu3uBTB+fM8SWtqxn5mkXcgnZUYgRDiISHEZiHEBiHEp+RrH5VKAEKIDwshtgshrhBCvEoIcczz3S8JITbKf1+ejfEAGNtewotbbwVOnJiXSeTOZZCgQJFLDpabIljIg09GESw3ekilYANAZ+fCjaOYIli/fnEoAjUvOju52Vw+HQ2sCGpo8WF4mF2wQpMHYEUAzLlXwG2oF6AFtcJyUwQ0D1RbMUxGESynQkUgNwC+kPTQeIrg3Dn2jOcaBfYrHpM+ChSODwC+IlgQKEummEewaRNPovmgh+ZyjhbrM6SwzBTBgvoE4ymCmhp+b7l5BF5FoLZ9nW+4LlvaxRRBKjU/3kqh/YqVtx8MZpMIimU0LvIYwfJUBMVqCBSI2Cv42c/mfK9ZASBoztFlLtZ5VEEpgmnQU0+d7sWzZ/pmMLjZx6KNERAtz8whLzW0UB6BahVTTBEA80MPFaCG9FxUexIAxRXBSogRLDqofN7Vq4t/5tZbeXH/8pdzOhQBgfJIYOIPTgeToYZse1rK7mxPDGd756forhBiKRtD8bEbCC1Y1tDoaHFFACxPRdDWxr25AoGF8wjGM+rms5vweDECIDs3JvIIfEUwjzh6lLOD1qwp/plXvYon+I9+lPv6Aw/MqqvJRWVzJLwmQw0B05p8C13/+PPjPXjwUK7wMRbSJRjPIwCWpyJob+c11Ny8cB7BeIpg7Vq2xudaEajsvPEUgfII/BjBIsKxY8DmzYWj9wqlpcAb3wj88z9nlcEnPgHcfjvw2c/OyjDmpaoYGN8jAKY3+YSY24ynCeAKAeHmHt8kgrOQG9MUai+hsG4dK+blVEvQ1sZe9apVi9MjCAZ5fHMdpFdV5fnUkHcqTkQNWRYbp36MYB5x9CiwbdvEn/vyl7la8S1vAX7zN4GPfYwtjEOHZm0ocyq25tAjABbWKyAC8uPslklwXDE/+zx40PXQoxDj1WsAyy+FVAj2CFpaWAgvpEdgmkBDQ+H35yOFdLwW1AoTKQJgUe9JsPwUQSLBi3EyiqCiAnj4YWDjRuC//gv4jd8Afu3XgBdfnL3xiDkUqENDnK1QzFItpggm0QRpXrbZHAfF9h6Y93F997uoffMbMdLSCtx7b/HPLTdF0NvLsaXVq5kaWkiPoLGxuHc/H0Vl4zWck7DDsgfVeIpgEWfxLT9FcPw4S4rJKAIAqK3l7KH/+i/2EHbsYEtoFvrLz3lgUwWwipUuF1MEf/mXbGH9y78AmbEBWUAJ3IXTBBwOKKwJ5m1UTz4JvPWtGNm+Ez/5j+8UT0cGlp8iUKmjyiMYHV2YVtvFaggU1q/nmF48PndjmEAROK5AlyMVVbEYAeArgnnFUdnGaLKKAOCbd889zONt386vzaJXMGfydLyGc0BhRdDfD3zmM5xN9Pu/D+zcif6ThTnWBaWGUPy6zZWCcl2Rm6n09NOAEDjwr19FsqJq/C9XV7NnttwUgfIIgLmlh+6/n+fr3Xdzkzt1jyejCIC5ve5FFIGahUKIyXsEcxEjaG/njXpmgOWnCI4dY7pk06bpfV/1J5qJIpBZR3Pehnq8FtRAYUXw+c9z8OsXvwC+9S3g2DGc+s+voWs4OYcDnTqICl+7ubyep3tGczOV2tuB8nI4lZUTH3e51RKoGgIVLAbmlh7au5fn5SOPAG94AydxANkuwsUwH7UEE7VyAeCEwvygUJ8hhdmOERw+zIqztRV4yUvYyJsmlp8iOHqUecNweHrfX7uWAz/TVQQvvMAT99FHAcwxPTRe51FgrCKIxYD/9/84W2rHDg6SR6MoO39mjKCbl70UxkWxGMHcXVHbFbnHVMHSAhhJFqDUWluXT5uJtjZOr66ryyqCufQIurqApiY2oq65BvjSl3i+Dg2N7xFs2MB/jx+fu7EVCxbLuUJESFbV8lyxxunjOZvUkBC8jn/8Y+BNb2IPf8+eib9XBMtTEUyFFsqHYQCXXTZ9RXD4MP/9whc8AmsO6wimQg196UvcUfJDH+LnhgFs2YLyC2cm7JCacdx5LTArFCNQQnquFJRBlJsy62lc6H09ZTt44EAB61h5BIt0F6opoa2Nz90wshb5XHoEXV0ctwoGgXe+k3cle+QRfm88RVBXx17LDKmRcVGUGuL7LITAoXveBzFRa/vZpIY6Orhw9pOfBL7yFV4wzz037Z9bXorAtrmr6EwUAcBxgukqAlXV/P3vA4ODc5vlMhE1FAgAoVC2zcRnPwu87GXAS1+a/cyWLSg/f7pgFx+vID7fF8dTp3tnb+wTgDDHnVsLwHbdsR6BFELe1wkE1y0wttZWvicLXUvws5/NnKJqb89W5peU8DzL9wgefxz44AdnZ9etS5eyKaJvexsroM98hp+PpwgA4NprZyQECyIWy25eNYn00XRZedY7KYbZ9AiefZb/XncdK6ht27KvTQPLSxGcPct902dDEXR2To9zu3CBU91SKVjf/c7cWocDA+N7BEB28rW1sXC4++7c97dsQemlDiCZu5jzOXru/CkwmrJnZ+wTgGic9NE58rBclz0fAGxUXLqkPYL8sbiCs0VysBgyh/btA177WuCv/mpmv6M8AoVCKaT/9m/A3/0dcNNNwGT2ER8PyiMA+O+rXw386lf8fCJFcM01HCPom8XeWO94B7B7N8+D4WGmmvP2YxB5jydc6rO5b/Gzz/J4rriCnytlOM3fXl6KYIKMoWTGwVOnslbtUKJw6uSMMofOnweuvhrYtg3W/3x17iIE3d088TdvHv9zShEo1/maa3Lf37IFJASsvGBbviJ47mw/HAEcap95Wu2MIMSc6VYijhMAYCXgukBLC3sAeXfSFWKsIlC9bxZKETgO1zo4DnDy5PR/x3VzPQKgcFHZyZOs/PbvB66/nmsPpgMheD57i8be8Y7cY4+Ha6/lvzPgyHPwwx9yq5mhIZYBE/UZkphwWpaV8b1JzkJixnPPAbt2sccP8DXo6ckyElPE8lIEx+R+N1u3Fny7eziFs31ZnvvBgxfRO1qgIdtMMofOn+eA8z33wHr6KVRePD83ymDfPv575ZXjf86rCCwrd99XQF8r69SJnJcdb+D02Wex+9MfxvV//UGs//ifzig7YbKwnXzRy5hLsqi6JAhXCKZ98lqZe6mgoh7JfHoEhYTJv/wL3+eWlpll0fT0cH1JviLwegRCMHVy223Ad7/Lx/vZz6Z3vMFB9uQbG7OvvfnNLOTyt6gshKuvnjFHrhGPAx/4AAeuAb6eIyMFx+A1SCZlnMjfuNjejcF4evpjdBwe13XXZV9Tj6dJDy0vRXD0KE+mItsFEiFHkgiBwlzv6tV806aqCIRgamjNGuA3fgPCMLDj0R/MjQWrFMGuXeN/zqsIduwYm00lPYrBfYfRPcLCxXbc3E11PvpRrH/wO1j99ONo+J8vsbU0WUzTXY+nHWTsGW7msG8fu/ZTgHDlFFGKQFqj3niFyqgaoxCqqvh6z7Ui6OriIOmXvpR9rb0d+PM/5666997L1vt0uftC3Xubm5kuVZvAdHVx4HPjxuwcHBiY3vG6uviv1yOoqADe+tasdz4eFEc+G4rgb/6G79/XvsZj2LOnuEeg54F8OtFCl4pgz8ELeGYmLd6PHOEYhvKEAF7bodC0r8HyUQSxGLeLmMBCFjkLWoAKpcsQTS9zqKeHLbW1a4FVq2C/9lbs+sm3QeO5gkKwkH7xRf7+ZLXGvn1sgVZNUOhUVsYTee9e5jzzDx+NYrSuEfaRozjQxrSPK/ifAFiYPPEETrz51/HVbz0JNxSefC+mBx9kgfXMM5P7vAdNFeExDeZU6uikLtHevcBVVwH33TfpYwr1T/XZAYCWFgghJrcJ1nzVEjz4IAvhv/5rtg4B4FOf4pYQ//qv2aDldFNZ1fdUjj7ACtG2s0JbBVI3bcrOwel6ipcu8d/8fkJf+IJOw54QM+TIAfB3/+mfgLvu4u7Eu3ePqwimHK+SrWDM2MjMjENvoFghEOD5vpCKgIhuJaLjRHSKiD5U4P0/IqIjRHSQiB4jorWe9xwi2i//TcHUzMNnPsMWy5//+bgfyw/wFE2bnE7mkLKk1vLppT7wBygZ7EPZ/d8s/p1//Vfm7S+/nCucP/7xyR1r376JaSGAFcHRo2ytFVAErgAGV69H+fnTWkmmHZcfC8FtFpJJXLzuRthkIrF5K3Dw4MTHTaeBP/xD/o3HHpvcOeWhaGXxZBbff/4n//3Od6ZwPG5oJwC2qMNhoLqa6wvGjKHI+OZDETzwANN8p08DP/gBB3a/+EXgPe/hOIVSBNOlh9T3FNUFZGNRak0oRbBxIxCJ8L/pKoJCHgHAFu54rb+9mCFHDoApquFhjncAvC4PHuT4RSFFIONVOq15ot+XHoEVj6EQETFpPPccK9+NG3Nfv+464Pnni7aNGQ8zVgREZAL4PIDXAbgMwK8R0WV5H9sHYLcQYieA7wD4O897CSHELvnvtmkN4uJFzl646y7ghhsKfuThFy+NWdBCjLP54bZtPAGm4u7mKQLnxlfi0oZtqP73fym8r2pbG+f033QT8I1v8AKeDMc3MsILcbKKQPVhKagIBAbXrEf5hTPoHUnhQNsg9pztzwZCf/pTIBhE165r4QgXya3bJucRfP7zPMaSkml5BEUhJmH0jY4CX/86C5Jf/GLSQUzl5guBbDEZUeG+S8XGMNe1BPE459ffey9b7J/5DPC3f8vvffjD/FdZ8qdPT+8YZ8+yJ+dtZnjVVfz3+ef578mTrIyUsqiunrki8MYIpgqVBDGTgLEKhqtsqWuuYS/o2LFxPAL1eBJJDFIRmPH4zFKjn32WFV++FXvttezBTyO2ORsewbUATgkhzggh0gC+AeB27weEEI8LIVRXqGcAjNO9axr4i7/gG/bpTxf9SO9oCrGUnXOzXEkNpQtx0SrgPJWKRaUI1IY4RHjmjncjdPL42P2RhQB+7/dYQXzhC8Db385cazFr8j//k6kAgK0UISavCABONVNB8LxhDKxeh2BsFIHebnQMJpDIOLAdqTR/+lPgZS+DHYnCcYHktst54XZ3Fz9mXx/v7XDLLZwT/swzUxaMAoXrCCb1K9/+NiuDv/s7vr5TiGkIRUDl1RCMKW4bL2A8PDx9vnwiPPYYL/Y3vxn4oz/ifkj//u/Au9+tDRDU1vJ9n4ki8NJCALdOaG3NKoJTp4DWVuxtH8aPD3XOXBGYJv/GdLFzJ8/xmcQJ8vc692TYpSLRnI+y5yhgy3RjIYCeQoknXiiPIDY6fUUwOspFq974gIKiilTa7RQwG4pgFQDPLtdol68Vw28B+LHneZiI9hLRM0R0x5SPfv48dw19//vHL+gocN2FAAwCvvN8O2Ke/PiRZAZPWbX8RGUiTQYXLvDNlsFqAYEXX3YLMk2rgD//c1z4ow/D/dCH8eI974Nz7/9hrvev/kqnHXZVN0KcP19YaP7DPwAf/SgrislmDAFZRXDFFWPyoAHpEazm45edPw3H5bTIjOsi2tvF1v8tt0AIziRKbZXO3nhewWc+w8LwM5/JphVOQygVWiqumEQtwxe+AGzZwk311q4Fvve9yR/Tlc6bp6pYCMFxE+kljVvhPNeZQw88wNbpjTey8K+qYsvwIx/JfoaoYJ9+XSMxEc6cyabCerF7dzYN+eRJYNMmtA3E0RdL8zhmogjq67MbwI/30eEk9rcNjn0jGOT18MgjU04Q0MhXBC0tmq4aDkTHfFwI4LlzfM62KzCanOC40sMKxGdQXfzCCzxBvfEBhXXreN5PgQ5VmNdgMRH9BoDdAP7e8/JaIcRuAO8A8DkiKijNieheqTD29niLV376U74jv/3bY74zkswgmeFgmnLtC1lyQohs/jh4sp0treMAzFQUgUod9bhsrhXAgXfcC+zbhzX/+GnQP3wG2752H4wvfoELfz7wAf3ZC+X1HFhWrrJCfz97Jo7DvYL27WOrb7xmXApKERSghRQGWtj6Kzt/BsOJjKZHVu1hy6L/pa8AADiui9Rl0qsYL06wfz97N5dfzs2wgOnRQwUEre0IPH9+HGv7yBHgqaeA976X78Odd/IcmURFpxAcH0mkMrmKAKyADnVkayiK2nNzqQhcF/jhDzH4ypsxkAHTbv/+79ygzcvnA2wU5Snfb+9tn1iJ2jYbNIUUwdVXs7fQ388ewcaNSKRdphFn4hF4q4onwGNHu/Gi5z7k4Pd/n1tTfGhMmHJyaG/nOaNSR4m0V+DmpY8KIWtO5ERwHDFhmxZvjGDaHXQVdVzIIyBiZuEXv5jydruzoQg6AHh3iW+Rr+WAiG4G8GcAbhNCaB9KCNEh/54B8HMABc1cIcR9QojdQojddd5Wr488wi78li36paF4Br882YsH9l/E/S904FxvTO92lZP7C6AvlpYUUfZ1xwUc0+SMiKkqAs8+yepYx++6Bz948hi+9sQJ/OJwB7725EkkkxnOcvI0qRptXJX9HS+Uu7tpE1NETz7J1s+EMw8TKgIhgOG6JmRCYVRcOINkhgPFjhBo2fMkREMDfmzUsxvsCrbc6uvH9wi8zdouu4zH8PTTE4+1wNjyMaFV+9Wv8jV917v4+Z13cuD6oYdyPnawfRDn8nonCQhkHBeZri7+jqaGBNK2i4Q0KtTgCtJDc6kI9uwBurrw4lWvwIkuqdje9jbgd35n7GfXr2eh7YlNua6rqYyiaG9nZZBPDQGsCACmOUdGdIdfVwi4M/UIJqkIXDHODnW//uvA+97H3vM3vjH1cbS389z2es5FFAHAHmJdWQgC7EVHg+NsjQvotRgaHhwzt5861YtHj3QV+FIennuOlbSUgbbj4mfHPN97+9t54UzRK5gNRbAHwCYiWkdEQQB3A8ghZYnoSgD/AVYC3Z7Xq4goJB/XAngpgCOTPrLrMmd68805QrF9MI7zfTE4ghf2kyezHoQQ3G74lyd7WOC57PZ7Raqrqle3bp2eRwBoT8SV3oYdKYFjBeRrwGjKxhMncsvyRxql8MwXIs88w27zl7/MabInTxakhQrWRKgAnMqEKABhEIZWr0Ptkf263w4lU2jZ+0vYN70aQnYCtR0B0yDmY8fzCDzWNEyTrZdpeAQcgMs9J9txsb5unEyShx/mXkpqg5CXvIQf59FDh9qHcPhirmUpBN+b/KCh6yIny2PcDqhVVUzd5N3DZ8/04Vcnp1Z567gC33juAj/p6wP+4A+AYBBt178ChjGBEbBhA6eTeorAHMF9ksaFSh0t5hEAWSG7caOmzY6lAxB5iiDjuOgYnEQtQ1fXpALFsZTN63W8D332s3z/f+u3pt4kzztvFaQicEoLF7VVRdWaFjAmMswCAWD7dtQdOTBm/lwcSuLSZFrBP/tsDi0UzzjoHPJ877LLuKbgm+NkKhbAjBWBEMIG8H4ADwM4CuBbQogXiegTRKSygP4eQCmAb+eliW4DsJeIDgB4HMCnhRCTVwT797MVcvPNAKCr9TilS2i+29teWAB49kw/jncxT9fWH4fjZusJhpMZqRwEK4LTpyeXjjUywgFCqQjuf6GDW1iIbE8aNQZXCHQNJ9E2kLur0kiD9AgKKYLLL+cJLs+1kCL43z0XcLonj39805uY170sP5FLXQ++Nsdf+2Y0HnoezS88DQGBXT/8GiJDA2i77e1w5Dnoyb5jB2cmOM7YH4zH+Tp4F9T117PLHouN/XwRODLDK0cACyCTv3mMF93d2V47CqYJ3HEH8KMf5VTjFrIqBViZGh1SgKhzoALtJFAkRlCkluBE1whO9kyh4Vg6DffLX0b9L3/GnsDLX87z/ZvfRKqsQovz7z7fjpRd4D4UyBwSGC9NTmI8RVBdza+rxAepCIQQSJZVMK3pKWI73TOKnx8fJ6kA4Is4SY/ANAi2I8YPtAaDwOc+x/Pwqacm/M0cFGo7fuONOP2a25B4yctyhw3kzE9vBpEXoykbX3/2QvaFV7wCDYeeRyKWzCp5TLLJYmcnZxp6aCFv+qrG29/OAeO2NkwWsxIjEEI8JITYLITYIIT4lHzto0KIB+Tjm4UQDflpokKIp4QQO4QQV8i/X5zSgVWxyatfjYFYGj86lOXFXEAGON2czE01cTMyV75jMAFHCL0+fnjgIo5cHOYbvHUru8mTCXRekDd17VqkbReuEHjqdB8EMKYwSo8n7wamIiVIV1TmChHXZSvg+uuRzDhIfOjPODbw8pePGYLjirGl65aVteQKQGXEHL79HRita8Q1X/gHWEODuOEb/44zu1+OZ9btgi0VqoqyYOdOFqoql9wLZU2vWoW2/jiP5/rrWWk88QTTGFdeydTLuBD6XnkRMg30x4p8V7Ut9ioCgOmh0dGc4iQXwHDCzrleQgi4EDi7X2aKSaGguo16g8TjrtkCimDMXgcT4TOfQeC9v4Wb/vg3eeF3dLC3c8cdsF2hPYKk7SCRLqAICtQSuO4k2MQzZ1h5equKvdi9mw0j0wRaW3l+uwLJ0gp+Pz9baqJzVu0lJkkN2a4Lxy3i/Sps384e9GTqXbwopAhKSvCLj34OmdVrC37leJcqDitMWcVSdq6Af8UrEEjEUH3iRU6+sB0IIWAYnjlVTIkpijg/UJx/3Le/nf9+61sFx1wIS7uy+NFH+aY3NbFGlpPjYPuQXqyOC7iCBfPB9iEt0DI2Tyghs0H6RtP4+rMXdBBIKI8AmBw95EkdPX5pJOtVSP6QXWhl5braa/HCEQLx5tW5QuTECV4s11+PBw9exEOVG4tu38ce0NihHb80oqmqfKjAsBMM4YV73o/GI/txwwfuQTg2gp+9+49gS15Z0WVCINuvqFCcwJN58ejRLjx7tj9LS91xB/Af/8GW7QTFTo6LMR7B+b44bFcgni4S8PzpTznNMd9betWruF3A/fdnz1te//1tg/jmngs5r0e7O1nQKXqJ+N6MTSEtggK1BK47hQzanh7g05+G8/o34KF/+zbEl7/MXt0rOGhvOy5ClqHHWxBr1vA5SCNGzccJx3D2LCuBQKDw+8qoaG0FAgEI8HpJllfy6x56iEATB0WLFZMVge0IJDMOzoy3N0YkwvGLyVbAA+ytDg4W3Iio0Bno5BOvR1Dgg15LP5F24LyMDbi6/c9CCIHvPt+B410jfK3UkT72MW4XryquFZ59lg27vPk9Zslv3Mj36b//e9KTbukqgmSSg6aveQ0AvuCOPOeM48rgJmc0JDJOli4SqnqUrT9XvsaUkKtvmgCyAeipKIK1a7mLpZMV/Er5CAF0Dia1cMu/ga4rkMhXBCrIev31SGbccbM+ihlJe8/341zf2IXjugIZ29UC/sgtd2JgVStqDr2AAzfdjs61m1m5CJFVjgAX2xWzuDyKwHUlE1Fby5O3oYFz+4HC3oQHAgIQue7yYCIN2xXoGU2Prf0QghXBa17DAtCLYJB3c3rgAZ1aqOIPA/G0zhhT1FCk5xJ7XfJ3dCxpsq2PWluzVKGEMkYmhb/6KyAeR+pvPo1Ll18N8a57soFZeT80Hy1EYd4/EGBlIBWuWgsTCuazZwvTQgCOdg6ja5Ps/ePZCjZtu0iUyoKrvDiBK8f86JFLhY89hWIyIQBHuGycTHQzJopj5cPjyY49bpGMICHG0L5jILv4tvXHcf++dryQDmFw9TrU73uOr40QiKcdQFK0TizOPaSEyKaJKzz3HJ9XJOIZQ5Fj/97v8fnn1y8VwdJVBE89xcpAcuZqd6lzvTHE0rYObjrCRSqjbpakhJDtJ6+E4MH2Ie6vo91/wUG/5ubJFZVduMCLr6lJtjOWm5zI46SkMnJct6B1CUirs3UtKxU1kGeeYWt2yxYYVKAHvgfFFrlwCwuLZ8704aHDnVroZsjCL37nwxhcvxmP3f0+ZBxXXydVYCaArMVVaKF5FpQj3KzA+vnP2bt5z3v4+QSKwM2rAu8bTeWk6o25focPswWVTwsp3HknB1yffFL+PsZkkjFNBkS6L8FtzgoE1XtJUXzqOqjr/dMXL+V2sS2QOeQKTk2dECdPcp//3/5tOJu3cEaOPE5bfxzf2NMG4fmZcX/Rk0KqFPqEuujMmcIZQwD2nuvHz0skZbRxI761p03OaYF4maSG8hSBkOfdNpBAxilw8Cl6BI7Lx5sw6L1jB5/LZHcEy68h8GC8S6avZzGBDBb2vzjRA+GyN9N1xbVoOLAH5DjIOKygDSK4LnDgs/+ZvYb793t+xOVYUaH6gUL4jd9gQ+CTn5yUV7B0FcFPf8pu0o038nPixfar071ISys3I/lEW1IxLsDdJeVKTtuy1bHI9pfPbj8njzPZzKEzZ9illkUxthRWRCzUbCn8HSEgXM5ayb8/QgCB9es44KZqJZ55hm++YfBmLeMMoZjF6YIL5/IxIrMwvO7tmetegQf/52EM1jbyOcjrknGyngMApuTU/g9etLdzQV1JCWcfqeOWl+vePaisnFgRyHskBBBP2/jxoU4teB1RQPz99Kf8V3qIY3DLLXz8++/Hhb44HKmoDfLSF3x/Si51YKCuCUOJDC9gcOql4qUf2H8xRzr0jKRwyZu5oRSBp+mb8gzHP2mX60pCIeBjH8sqHPn2SNKG6/Kc9TgExQPA69fzdRac2aM7qxZDPM6CuYhHkLJdJMsqgC99CenffZ/2vB3XRaIk6xHYjotE2slLyS4S5J1AETx7pg9fe5a9ba7knaRnpuhLtXXsRBhPERQYt7ovqll6cYeAtDGl4padu65DaHQY5aePI227yDguTIOQcV2s/uZXmIlQ+zwoHD/ORZp59QNeQyEHwSDwp3/KBvMvfjHR2S9hRfDjHzOP5snv5S6RQk86Rc/wc1e6ltkbp5qruch+R00yfWm3bGFFMJFWPXQop4VDRqVhEsF2BTJOll6whYtkobYWAtmg1LlzvDHG4cNZjt0rFQqg2BCLvd43ms5m58ikSGUp83VztSJIZBw4wlPMtW0bW5v5QV9PwK3gcYnYUp2IGhK88N1UCva5C8i4QlN/KraTg4cf5syoIpvNo6SEWzR/73tIpDJIe7wKrQYEANtBaddFJJtb8KODnWjvj2MontEBc/6cbkShEwNyoBSB5xwtgyYOnP7DP7Ar/7d/CzQ2ajpT/T6Rujcu2vsnkZZ5441sXf7wh5oCHZeeGi9jCBwLcIUAfvM38YxVw7/nMiWrgsWirw+/ONGD7+1jwZpdf4Uzr3DpElNwNTUFj3mqexSOK3C0cxidQ0nYk6XYduzgv5ONE+S1HfcixwDKw2T2qdDxQcFZRJeu4JTU+n3PwnbYDQ0HTJQdPYy6F/dlEyq8iqBQx1FwZXPRy/Ge9zDl9slPFvlAFktTEaTTwMGDcF/3uuxrwpOzrwLCkhdVk1XdDFcu5IzNV1B9zytndS/8rVs5iNTdjb7RVOGCnGSSaQ9phQgBpDIOXGlxZhwXaVtRQmz4qQCsFwKA3SJd73PnOF/bdYHXv97zmeKLoNgCYc8k12x05eJM2S5SGUd7UY6+Rkro8FiTGVdbH4NxuR1ooZ2wPIFsgSKCZ+PGCRWBGof1T/8PZVftBCUSmssfQ3F85zucMXTHHfqlrz97Ad35edlvfjPQ0YHAwf3aw/FuiSkAlAz2wsykkVq1WgvPpLyX4QDHDFTsRwjeyD4/KwxVVewxefhZr7dZEE8/zU3j7rqL+V05IC9dqY7tCuic83F/8+1vZ6H+yU9CaEOnwOff/36OS5yQmxMVoYYcjzU+mMhoT9FxBVKREgjTROe5i+gYTCBluyB5jR471p1DreVA7a1QpL2EIw26F84P4GD7IHvXE3lWACvj0tIJ4wT9sTQnH3R0sLcaLdBKosD31KlkDcvitJtqY55xXAzGMxhtaMZQYws2/uR+3PgPf4btd78RO953D27+7J/BDoWBe+7hyvyTJ7PU1jPPsFftKZwFwJ0Ail2OSAT44z/mWqsJ6niWpiIY4kKgxzdkm0KpG5G2XaQy7MY7yiMQrm44p9JJ1WMlmBNpRwfTlMUHIJs5dPQoHjrUiZPdBTjHo0dZKHp2/0rZ/DupjIO0kx2P47IraEvz9rmzzAf2jqYghIC9WlYmnzvHVcQ7dmh3sPCeXVmwcCrgxhb4mrLQEmkHtiuYvxaKmxdMQbCxgqTtytf4ev7oUGd2O9B8esjrEYCtSK/y7I+lkVizjs9vnPoMJWzNp34JisVQdfoYHCmFHFegYzCOi4MJ5k3f+U6Il9zAzQc933/0aHcuZXPLLQCA8OOPFSwkFAKo7+dMjVTLmpwsm9KQhfKIJX87+53RlF2wnAJ33snpspLiU8q1IM6cYaG9Zg3fc6m0lSL1Cr7s3GUF5b23Y9JILYuVy549MB99RCuRHHR3c6fYj34UeOc7+bUiHoEK1J7pGcVwnL3JtM1zWxAgqqph9/QhkeZxPXe2H64QGElkimcsFSkmO3ZpGF979rz2RlVQVXlJE6bBGgZ76BN4BA8evIhnz/TnNBnMhxACB9oH9fOhRAZ7z/XzenOzBmah0xtJZmSMyZVKkw2qs1e9FHXHD2PTEz9BxnFhXTiH8s52HHvLu9iQ2LWLb/ShQ3zTH3yQuxQXUJjjyoXf+R3u+TXBBj9LVhHEmlrQ3tiKrz1zHscvjWhrNpFxYLsuC18hg4LyX8Zx2cqVF05lwqh8XlW+nnH5u4PxdLYQ68gR2G6RCSitjifDjRCCq29VnYIjoGkVDhqzEkjaPKmPXRrGwy9ewo8OdrJSKq/gifC973Gnx3vvzUn+Hk8VKOGWD1cAL5wfyCnEUlRH0nbYynKyGU6Ok/Wg0jZ7C4qvF1JZYOtWHtcRT/1fJsML20PP9I6k8IindP7HhzpxMFzLinOc3vEqK4hk5kT1ySOaWnCFwLNn+vH0Uy8Ct90G0diI7/75P+XsvqaorcGEh7pqaAB27YLx6COarsindmq6uZgs1bxaC1x1XQ62D+mGZ67MZX/sSFfhDJY77+QP/eAHAKSCLnTzXniBq59jMfZs8nbXc6QB4T0vAVbc33uhXcdhHFfgO8+3jaVf3vUuoKUFoU//DVxHjLXKVW76Rz7CFnRtbTZt1oMjF4c53uYKPHOmH2lHaAOCrzWQKKtAcHhQB4VT8toqY6tgMkORPkPdwylJ7UIqgtzsu4Idg/OhMofGoZIytkDQMgrXEEjw+IU2Ks72xrRBmHHcbNZZgeM8LWuJXAHE0o728B79Px/Gff/1KP7pW8/gJ//2bfzvfQ/iX779LPa+T/ZJUru+7d/P1nxHB+/YVgDj1lSUlrJXMMF2n0tTEYyMoOOGV8EFT7aOwbjWzomMowWuShflQA3z9K4rdHFQWtID6maydmcOOmMLHLk4jI4SGdw8fLj4fDp0CHYohHNVzTjRNcobvUuh7Lgu0hl2n23BC0cVAQlwULlnJCUXsDxAayvf/HCY+6dIsEAuftMdV+BE14iOkygIKdDP92dTSH9+vBtpSVllHCED51JZOXwNIbjoSsdSJBXiCrALvXat9ggSaQff+9EeQAikG5pwoS/OmVuuQPdIKmcsIy2t/OTUKXztmfO6xsFxBWIpGye6RtAzkkKkrwembJ5Vc+KIpiWU59b8y8eAS5dw7B/vw2hltV4Q53pj2jAYk13y2tei7uDzMOKjkvLKWtEZx0VlDx+vp7ohh9qKpx3E07YsNmRK5ExvTMYuBA7nN0K74gpg3TqI++/H1545j7RbwG57/nmuDQiHuRJU9fzX1yo3RmAZpOes7bgYSdn6Nx0ZhxrTiykUAj74QQSe/hUaD+0ZS20+9xxbmR/5CAck9+wpWHW278KAXEuupswch+ezmsfx0nJYQ4NwBL+m15U8h3N9uZX0OHSIr0GBgkdvbCFts2GnvGgBYH/bIDqHJoiT7NjBKbzjtJrIuLImYzxF4PJcUsrH66WlpLfvWb05SDsuMwGSHVD0atIIoLe2GRnpVQ0lMxynUz+yejUbhPv3c1v1UIhToPPHhklUJE8CS1MRuC7ar3+V5vv1y8hyoGlPRoOavLa09JmycHX7CXWzsgVf7BWc7Yvh5yd62MU8fFinp47BwYMYWrcZrmGibzSFpPRKlEW5qirCjx2e0ImMg5TNwjXjeKwm6U7rYOPb3pazFWWxDd0VhGDO8LFj3fjJYU+VtfRMvEKxdySFZJqt/WTG0Sm3SsiFLAPhoIGUzQtQiY+U7WpKANu2aUXwvX0dCHTygusorcHjx7s5+J0neASAERkQd0+e1BYlwI3gvr+vAwOxNGxHoP4kb7CRKSlFzakjsGW2kBBAyhGoOH0CiEbxfP1G2I5ALG3DdQV+ebJHW6kKug3Da18L086g5cAeZBxX3gfgQl8c+y8MoKrnIuIV1eh2LdljKGvJj6ZsVuy2Kx/L+JPDsZYcEAFveQvw6KOwBwbHzFUA3Ek2EODMDkVB5l0rV0B7IZZpYDCekYpAaCtb/XbRDJL3vAciHMamXz0yVlE89xzP75ISTlNubdXVrnocUvBDqAJN2ZzP5XXDCp8ziqyhQVbYckzJjKPX1L4LAzmHTvzxnyJTUsYWawGo76dtNqbU2JXx9tiRrsItqRUUVXvwIEaShWlI2xEIOjbQ3Y1YfaMuVhxJZnRrCJVM8stTvboSndut8JpURlOhS5/MOOz9u+raSe8IQNph2jjtuIjnVyATYXDLdiSf2wv329+B/ZrXFt03uZi3pZolTgZLUxEQofPq63MKwDgGILTrpQqlHDfbboLpEJ68quRfBXIzKr9fZDOPHFdwtbLkGoUQ6B1Jje11c/AgBjZs1UHZjJPNxGkoD6M0ZLFFIT2SjJ21pJT7rASO67pZRZDXWjttF6Z+FJSl0j2SxICnDYM694w0qUeSGbjIekQB00BzRURmhfDiqCkNMZ2mYgUCqCkNairl28+3Ib15C3D8ONyMDdt1Eelm5ZNpbNYeic40UWMBkKquA0pKMHjwKLvMKUdPWhW0T9oOGk8z7XT+1W9E9ZnjsNPZjYVcIVB55jiwfTtcmZn1g/0X8ezZPthC7R/goksGVb+9p41bU7z0pbBDYax74VcyLsTnd6Z3FLYQqOzuQH99s54fnEXFXSa98RTHFTjZNQLbdTGatnM8sO/va2dP4847QZkMmp58dCyHnE4DP/whcPvt43LTtiN0U7GD7YOeeS2kBck/nNTWZoEfikaRvuFlWPfCU7mBViEgnnsOqau5M+1wMgPbcfHtve040ZWNhQ3EMzoDT/X7Ud1YXSnwU7aLeEkFAkODXMAJHstwwtbzJ9zTzUFxIYAnnkDkkZ/g4Dt/t+CGNEp52DLbLscjENlMNjXPe0ZSOT2XYikbQmbxpV7YjwcOjPUKlCEW7WPq8oAoxZOyMSDHI/h4KgZguy4G4hmuFnYFTCKELJO9IyFy41ESZeEAGw1CedVCG6zsiXNRpyPXXcDMiuSO1i0I738BRkc7Tr78FoymbK6nyblOxSvGf3L4Ev7X089oPCxNRVBWBjsUQdphoZpxuGBDCVoAerF6LSbVgkFRIkqL28q9095CNjDqAuhcvQEYHESk5xJswcHSFy8OcWfF7m6gqwsDG7eydWEZ0qJiKieWskGy2C3jMA3TUB6S1qT0CFwPFy2AztveikPv+QA3mfOAv+/iQNtgDi+o0xrB1JiQv/XMmT4AakG5ONY5gozj4oEDF2FLGsERAlesrszhy9XvKX46FDC0MFfX1XYETtWuAZJJ/PCHT8NxZUUuALuxWWdtxT0BTFvVIgDcsOzUKTiui5++eAmne2IwDNLXJW27aD59BEOr1+Hijt0IpJIov3CGz1PwQqw8ewIjG7doxZ9I2+gYTEhhyYKorT+O/W2DyLjcmiJhBNC56zqs3/eUTkl1wQU9tiNQ2X0R/TWNOstHnWskYCKZ4XmjEgtUWnA8xUL4lOSNB+IZPu/rroPT1Ix1TzwMfYMUHn+cs9HuvLPoNBfIFqG5bjboqu6bUvAA8IP9FzWPXgjpV78a9W2ncew5T0zn9GnQwAD2NfJ+xD/cfxEvXBjUXqKCOqYSZMp4YsWdpVfjZawI0rZKvABi0sJ2HAc3f+i9vJXsddcB73sf0o1NOHDnu4qevyt/V8Wyst4zK4ZY2mF+H1zU98uTWYv9+/s7cMYJAuvWwXjySTiuwPf3daB7xNN48Ogx7Hjga6j49v8CAEZqG3M8JiEEHj7cqeOLXPgFbtUuP6MyoxxX4Hxe9b4QQjexdCS9lE1gkem8Kp7pZq/pxcEEBmJp9G3k+KQTCOLw1a/AA/sv4ieHL+UoPCGKZGMBqCkN6es/EZakIhiVOcvJjINExkEy42ghqSLztpO1LpWFn0g7SNv8+ZGkjU0NpbLiEtrqEK7sQ6QsVEfgxSrO5Kk6c0IXWb1wfgCPH+3SWQn967cgkXFgULY+QVn7AGv7tMOUghJkOn7hnSCuQOyyHdj33j9E+2AC396b7SDoyN/c3zaob7AQAt9QvXKUZcgPcap7VMZEssVIjxzp0kUsnMPM44sGLQzJVDQ1sdSEVb8dNA3YkgZJZhxcqOfrUnr6BNK2i2jXJdihMBJlZdpqS6azQfGvS+vEdgWwcSMi589qT0XtEJe2XZyTPYVWnT2G3s3b0buJF0TtySP6nAODfYj29aB91QYkM8zfKws0bQstiBwh8GJHtmp8JJVB++6Xoq7jLEoudciUSIG2gTgytoPynk701TVrhacyZQQ4zhJL26wQtEJ0NcWkMsD4WAIwDCTvehs2PP0YGo+8oJMRvvbMedjf+S4H8ooVwIFbOqgUzX1tA8i42ThNIuNoqubBQxe159XWHy/4W6mb+Dh1T3uKi2SguHvbTn1f1NzIp5iUN6QUo+1yHC6VcXRyRbKkHMHYCEQ6g7SkFzM2j2vbw/ej7vhh4L3vRaqrBzh8GC+85/9DOhDiue2K3OpsqM4Ail93EUvbyNh8rHiKKSNLVko6QqBrOIUfHWSvVBkTuOsuWI89AmtoAAPxNM70xFjY9/aCXnEjbv6XT6DuM38DABhc1aotayGYSbg0nGIjScaTwgETZ3rUVpOEkVQGB9oGkb+5FcDZRUm57atiGNKOA1cao0Lez2TG0TIoaTv4+fEePHSoEx1rOVW045qXIVNarg2A7zzfjrOSohZyrAUdwaCZk2gwHpakIkjKcvZ4mvm3mJwUKvPFRTYjSMcEHJVRxLzj1sYyVEQCGE1lpPXPCsAWLlJOtkeR7boYWMd9VSrPntCCO5ZyYAuhM4Z61m1G2nZxoS+uA8HKjScgZ0KURwJ6AthyYbHAyQbHHFegYyChLWql2DK2i+FElprKOHJhysWr6B7lBbUPJKQCysARvPtaPOVoga7mSXVJEFsby7RSggCClgnLIK6+lcdTAVZHCPSt5g6X5edOIeMIhLovIV7XgONdMZ0popTx3rP9WoG4AsDGjQi3n4eTtuG6TJGd7BpFWuZihgb7UdXbia5N29HXsg62FUDNqaOojAbgQqDiFOe8j27conshASwQ2HoUOvim5sITJ3pwoG0I56/mlsLrnntCpyTGUjaouwuBdAp9tc1I2+zNqOtbFg4g4/B9zzguMkpggq9jxqP0mXLgxyN/+mEM1zbilr//EMxEHN95vh3pVAbGD34AvOENsANBbeG5rtAKMZaytSJP2Q6OXRqRws9ByuEU6YwnFVl5ffsvDOCbey7gfF8ML5znxye7RuBsuwzD1fVofPYJAEDnUALuM8/ADkcwuJbnt+MKDCbScITAiGfbRbb4s/PSEa4eV8ZV1b4u4rLfUGBkWI+ppSoCc3QUN37lc+i6bBdw3324/+uP4Rv/9j2ceMNb4TgCPzncifN9Md77WEL9vu1kPedYytHBVVW/0R9La6NDxTLO9sY0ZXX45a8D2TbW/OwncKVBcrRzmOMSg4P4+t//D04/sRc4dQojTS1whcDB9kE8dqxLW/qOy6mrjvIMRLaeImVnkyG83pjrCpzuibGXDSH7IwltpHAAWXrxac7cU/dTncfF5lacv+4VOPzWd7PcyzgccJbebedQQhtrhWIERMp4LNxw0oslqQhYA2bTMQV44to5QjDLMwplKbtCT+qycABEhJGkLSkZXtCJtKMFeFJaQYPRcsSr61B5+oQWOv0yoHn2Z0/Drm9ArLwajivQPZrSfYVS0npRi9R1BS5vrkB1SRBlYQujSUdn6SQzWY9mf9ug5qAdedN/dqxbZ4bY0sqPS25a0RREGBNUUym16nvK8/HmNCtEg5ZeVOGAgW1NZbi8uQJbGvhvyDLYEpRCMF5ajkR1HSrOnYIrXJT2XsJIbaM8tqrmVguUlYjK6nohUAMjk0H4UgdaH/sRkl/7Ou+gJRdT7QkOFLe1bkOaLFxasxENZ46irjQE2xGoOsuKoG3VBm2tCsHnr84vkWbvb1hSKimbYwZ9azbi4trNeN1//wMan/8VbJfnT6hdel+ta5lGSjs69Ze7SEK67w4aK8IYTdk62KyC3j8+1AnHFfjVKeaaz6ZMPPAHn0R1x3m84iv/iKFEBrUH98Do6cbQ696Inx7pwrf3clXr2b4YvvtCO0aSGTx6pEtf54zNwjCWtuEC2ksYSmQwmrIlReUi7QikpIL/1ak+7G8bRMp20TYQx0jKxqldL8Gqvb8CHAcPHbyEzNPPon/rDriWiRNdI3AE7/XgusihOXpHUzpbjA0VlRGXrWtwBbQiMIcGNA1qGYTL//vzKBvoxa9+/y/QNpCAY5poX7cNiQwL1d7RNCzDQDLj4HDHEP7nmfM6IUF5J2qTKU3ZSq+6aySJzqGkVFA8B355sgeOK3CgbQgH69ZjaHUrWh/l6upUxkX3/Q8C//3fcP/vn6L98qvxbLAOp8oaOJEhaeuKe7WGlKeUtB08caJXrjdeY94GeKrOBeC9GA60Dep5qejmlGQkVHGf8iRcITOvZGxCCCBDBn70N19Ax9VMETPVnE1BPdE1qq9JIXrIkMWSan4d7RwGDKtgW9mlqQggkMyo7BX2BoZl4UZGCrer11Zx0FYI7Gyp0AITyM1k2dZUjl2rK7VGTkpX13Hlwsq4GE056F+3GdXSI1ATNO24KDlxFMlt27XQZUEsUBkNaGs4EjS5wEw+BjhAO5LMSD7WlbRVllNPOxyYSqQdHO7g8nqIbLbTjw514tt727GvbUAHqmxXoKkyrK330aSNWMrWVbS2kxWSaYe9gfz5k5YUVk1pCJZhwDINBC0DkaCJ+vKw5oPV9R9atxFlZ08hbQuU9V7CcE2DPp6yeBSvnJIBRkcIXKrnVL03/eX7cdPHfx83fPL/gmIxHRBUgeL21s1IOy7a127BmgsnURUNIJFxUH32BJLllRipqtOZTC6k0rN5waVsFz0jKa18Eml+Le0K/MdHPo+Bumbc/YnfQ+Mvf4aU7SJykRXBUF0zhhO2/C2ZGQNgc0Mp0o6LlC1QGrKQyDh6w3JVmd0zmtKtkkeSGZzoGsGZy6/FC7f9Onb/4H9wyx+9C1d/8XOwg0Ecu/LlGIxnuGe9m6Uif7CvA3F57IybrWtRlqMSIPGUjdFkBsm0g1SGM2ts6SEoYZPMOOgcTOKZ0304uesGhEeG8Ny3f4pMMgHr4H70bt/F+0CfG+DvS7prQCZEuC7ToMqizcjsLEe42N5cjmvXVaOxPARHCMRK2FNf5SRkRbCL+q427Pz2l7D/lW9C99YrcKY3hkSakwtU7U7advHkqR7YrsCLF4cQS9ncTkIeTwjkcOtCZCv3k3LPZG/A1JsIAiKcuumNWLX/GQS6LyEw0IvrPv0RDK1Zh9E/+ZAUxC6OXRrWweOLQwndK8yWbVbStot4ykFKyhsv5auYCNtlb8R2mCaMpWzpXWe9KW9cRQl0R3AywtbGMqQ8NJFSbnxfXJ1h5A2aK5rp+fMDSKQdfP3ZCzn7dTguxykSaQdPneqDESmrLCRTl6YiUItCCGRcgc7BpObjMzZLH4MI17RWo640jKBlaA9B3TCFaNBCwDRkHYGK4rMFO5rMYDjJPF/3mo2ovXAKtkpnc1w48SSqzp1EbPM2pB2HJysESsMW6svCsF0us7cMA9euq8aWxmxRx+pqztJRwiTtMN+ayrCSSsmW07G0rT0DXZRms5AZTdroldbLL0/1YjRp601UXCEwlMywNexyttRoysZwIoOUDGIrHt2LtTXRcVPOXAidNZKxXQy3bkT1uRN42b9+CuW9XRioqtcVr5oXlVlSTKHwxB5s5vhC3YVTOP66u2Clkmh+4hG9UJrPHEVfQwuGw2W8AC7fichQPyI9l1AWslBz9jh61m6EIzlzRV2omFE8zYt2KOFRthkHfdK6HamoxX2f+CK6V63Dm/7mD0FDg6jo4s6pQ/WrpOJiGkZlW4UDJtK2i2taq0BESEkFDkDHqRwpuG2XN7tPSiX0xHv+BM+8/V6UdHei+cBzOHf9q3BsVCBkGUhkHDxxsgfPn+uHIwRGpVGgjQ47W7jlSgHiyL8qxiKQpVJUMNcVAsNybjkCOHPFSyCIUPGNr+Kyb3wJZjqNrq07kZKWubK+lefYOZTAU6f7pGfCgn0kmUFcCjg1daJBCxDQiqDRiUtq1caNn/sYMoEwfvLOP5SUipwPtqJbZHW7TIcNWoa+d7bD3pc6jvL22YNnA2M0ZaNtIK4DuvG0LesX2KhL2Q6O3vh6kBDY8b9fwJvffzcifd147E/+Bj86OcA0siN0bCmRUdfezVKb6jp74kFCeoflYUvLk3jawc+Pd+Obe9rY4HDUdeX7R8RV+hlZKLe7lVPDHUegMhKQLEL2OI4rx5bK6LmgPBO1bl3B1+9cbxw/ebETI8kMuoaT2hPOOC5GkzYOdQwhls4U7U9oFXl9UUOA0wsVVzcQ5w3oTVK9YLKfXVXFvbuvXFMJgK3kgDVW/13TWo0XLgxw+iZktZ5BekFdXLMRV6WSCFw4h+TadUjZLtY+/3ME0im8uO0axNKOzkZqrSlBOMCBGu9+1uXhrFcWskxURgIYTGQ0h5dxmN+2FffroYKEyOahK450NOWgMsHCPmgaSDvc9jlLB7noGklq6mg0yYskabuwTEJzZQSrKj29zQFUR4PjKgIhgIQcb9gy0btlBzZ/96u46iffRvvmHdh/7ashZJBPdaG0HRe2LZBQAd1UBunyOvzqz/4eB+vXQ1x+OZr3/BKtj/0QP7vqZiRGYlh3fB/atl6pBfzQVi6Rrz52GJVXvAy1507hxZveiMFEOscDSGZUbjYQsowsFRZP65bYqotrrLQS37j3o/jjD78D2376fVR0X0S8vBKirBT2QIIXjSNgyA1WwgEL17RyqmM0aCLtuFhXW4LKaBBHO4cxmrJRGrIkfcaLU6XExsMhPPnuP8Ke3/4TRDvbkSirQNhxEZBjPN8X19lmsZQNy+CUWJMIg4k0DIMV686WCvSO8HzvGU1pTyEoFYotXLgOgUAgacyUBi2EgwYCDfXo2HQ5tvzgf7EFQLK0HOe2XoWk7aBcWEjYDqIOn1eQDDx2pAsuoPdssF2B+rIQuoZTQF4DbAFgVO7rGxodRiLtYOeTD6Hl+V/h/vd8CCNVtQg7LjqHktordSVNq/pxOYLXzomuUTjJLGUCAHVlIXQOJbGzpQKHOoZkCxTCaMrGya5RaaAwtWOZnAFGIJSETVxqasXFtZtx9Xe/jERpBb7xN1/GiTXbscHhzMFE2oFlEtKOA0sQ0nINCbgYiKV13RHABuVo0oZp8kYypeEA4rrtPXv0RoiDyLbjwiRCTWkIA/E0rlpThT3nBuCahPW1JTCIEA6YMAioKglyzYE0DE2T4AhXGojZmielJA52DHIwWFK1tutiKOFgMJHB4Y4hPH26D0HLQNJ2QCD9feHYBQsqlqYiEEAsaUO4ArtWV+JcXwxDCd5YJho0cyxvBZWfW1USLPq7qkJQ8cGQwsx2gLZmbsRVdvIohletheMKbPvxtzFY04DjO69HYjSjMwtUYebWpnIEzOJNUTY1lOFcbww9oykQgC2NZTjXF5NBSlc32PIGBF3B9E1CWqPxtI3RlI3ySEC7z+mMCzKyVctCns9QIqPzwAGMUQIAFy21VI1tvKXguJxKqQJbx177ZjzZtA3DDasAi+slKlIZBAwDSdtFScjCYCKNUMBE0uaFMZKwYQcFTrzuLTjXOYzqlINjN74OVz3wVZgD/dj40EOoGOjFg7e+lS3hlED3xu1IlVdi29f+AxdWb0IkMYoLTevRO5JGMuMgFDB0TMd2OF6Ssl1YUkHaDufAe9tON5SHMXzZTpzbtAM3PPxN9Nc1I9nUgobysI7HuILjQWZetW3ANJBxXIQDJkyD4IJpGNNgjyyechCyTN0nJ2O7sMlFwAxgQGYlWa5Az3AKw4kMAqYhBZiLkaSNcIC/GwmaiKVsxAOOLPQztXHTNZyEQTwWIbKWbTRowpTKTnkNrgsQCXzl/X+N7cMXcaSsEWhthRkMwsm4bA2nHQwgjYzjwiDowOxgnIVaY3kYq6ujCFnmmP22ASAuPYLw8CCs4UG8/st/j56tO/DLm+9CwM0aJ/G0jaTN1ypoAmnbQSLN9TcvdgwhLeeJotvKwhaaKyOoL2PvHl6PSFq8AoAt2AMMWaYn1TSAeMrBz1//67jpR1/Fjz/yjzhRtxaZNGeAOS5b3AI8XzJE3JnWBYIBVjSWQbJwLrvmwgETAkB52ELPSAoZx4Vl8D0LWQZSGb6PKcfFtsZylIUsEBGuXVeNvef69TXb1lSu5UU4YKIqGsRgIoNIwIDryjilVAaxtA0DpOmoWMrRtGfG4VjiUDyDjCMwmsogKizuuyYETnWPyHVfIJiAJaoIAHbDiHhD63W1JUjZLk50jSBAyCnKmAoEgNaaEs0rKzeZiHC+sRUA0NB2GqczDqr7urBh31P42Z3vxUAq2100nnZgycZQpaGJL29rbQnW1ESx99wAysMBGSewdfdGlb2kOj9mpIupAqS9sTTiaQejKRuhgImhRAaWQSgJW8i4ruZaa0tDqC8L4eilYZRHLFRHiyvE8bC1sQyWYeBg+yBGUzYSkQC66lpggGBK/no0aSMoBeXa6ihOdo+i2uDFEbQMfa26R1JIOxzvOXzj63HN/V/GlY99Hy/5wRfRfs3LMfjyVyEylGRLNxTGvt//CK7/1J/iFfd9GgDQsWoDHCFw5ZoqCHAvIAJw7bpquEKgaziJ4UQGI0kbRNB8MxFQErTQWBFBYwVw6q334Oa//hPU9FxEx8teDYMoRxmurnJ1vnrOvasp0TEflRxgEAuYtGHANEl3bU3YDpLprAeQyrgYMbLjYrcfuk9V2uaFv762FP2jKYykbLTWluYcv6kiAtMgjCQzCAUMRIMWYikbpsE15KahLEEXPaM2BuJpJOtacGzjBgQMjlFBpjMPJtL6OnHMwUBFhCk3VTi2upqvSWNFGJGgiRJ57iR34UqWsAEWHhrAW//14ygZGsAvP/cVBIMBzbEPxNOaWsnYnEJJBO0dtDkJpG2+3rY09CyTFXjQUs34VFaRq4Po6joo5ZHMOABJGlgI4J5343M334GaaAi29JL7R9Oc8m2TzuwjkI6llUcCsvCTPYGIZaB3lGUDEV/bkGWiP5aGYRAr5IyLdJAD+fG0g5qSIMIBU3euBYDq0iDKI8wOmHkbhaytieJQxxAc18ymlgtmCiIBE/GULVkDobsUCEmPquQIlRzSPZLSe64MJWwVUC6oCGYlRkBEtxLRcSI6RUQfKvB+iIi+Kd9/lohaPe99WL5+nIhumczxDOJF2FIVhSlvQGnIguOKaSsBANi1uhJ1ZSFc1lyOdbUlWFdTAsMgVEWDuHzzKvQ2tGD7nseRHhzBa/f+BIYQeObG2zTl4sgFnX9zJz4f0nyh6wJDceb/XRn8Ptcbw6XhJOJpG2VhC7bD3KjtuGxdO2zNbW8uR1mY6wH6R9PISGvOksqyJGRBCKC+LIz68vAEoyqMaNBC0DJ08dql4aQuZFL/UjJ4DwFURoNoqghzgVhlBBnbRWnIQsZ2MRTPoLE8jLTj4sK6rehuXIM3feOfEImN4MAHPoKqaBDbmsp1eu+ZN74NXVdehzWP/xgAcLFlIxyXLX3LMNBaU6ITAgwiNFVEsKG+FFesrkRrTQlqSkK4prUargtsasgK1d5bb0OyqgamnUGsaWy/mUJKAABqS0OabuLALFuBsRTTU93DKV1QlJHzYjRpYyRp65zx4WRG8/O9sZSO3cRSNpJpFyVBE+WRABJpBxWR3ISPVVURNFaEkbL5uFsay5DM8LUflUkCruDWGP2xNJJpFy1VEQzEMygNWRhN2kjJGoyRZEZnyqWl9zScyCCRcRAwDWzN87IrIgHd2ryqJIhtTWVIukC8pAxb7/8qLn/uZ/jhu/4IA1t34LKmcmxvrkDKdtA3mua57XKR1aaGMiTTTGmMpDLoGU7piuHtTeUIWkZ2lzsJFWjNSNptNMXjH005Ou62vbkCFeEAMjYnfQDQzR4dIbBzVQVTXtJDSWQc3XJFeeDxFAvZoMkxvtVVUcRSDi5r4pz+RIYpuctXVaCmJIhRKaSHpRK4em0V1tflKm8AWF9bWnROBUwDa6ujPB47SzcPxjOoKw0hI2MqnYMJxFI2BmNpEID2/oROW+8bTWEkaWMowQk0WxvLuN12qnga6Yw9AiIyAXwewGsAtAPYQ0QPCCE8JYz4LQADQoiNRHQ3gL8F8HYiugzA3QC2A2gG8CgRbRZCTJj4WlsWGvPartWVYybNVOBVItWSQvIe58C9f4xXfeqP8Vt/9wHUD1zCye3XoK+hBSS53R2rKqZ9bDXu2tIg+mNprK8rRftgHLbDvLBKxQsHTNiui7b+BMIBQ/elT6QdGMS8f0N5WAdM6/Ku067VlTNSlgo1JUHUlYVw7NIIokEek+0IXNZcjhcvDqM8HNAURsA0MJpiQbWqMqILsQYTGUSCJrqGk3AsA2233I76r/wzTr/hrRiSRWQAe1bRoAkQYc+ffgqve+frkKqqQdO6ppwK65BMCvBCeWc1pSHUlPK1uHZdbksDNxjCqdvuxuVf+XxBRTAZWAYhkXZgGpxW6U1p3dZUhowjELYMvNg5jNXVUVwcTECkoemk0ZQtO9NyQG8kmUFtWRBEhMpoEFeuqSp67HDAxEA8DdMgXL22CsmMg7b+OHsjrou+UT5GS1UEzZURPrYQ2LGqQmdyKaon7XCKc388je6RJAKGgWjQRFm4YNYhAJ67ZeEALmuugFNRiejFNjz7qtvxxOvegavBdKNlqgwbG7tbqzGasmGADYuULUDENQf1ZWw0BCzS9y4fu1ur4AqBMz0xvlYy60qAhV6ppGHW15VK44nH7rhCF02GAia2NZVz6nDCRvdoErYjYLi8luvKQugZSaG5IoLmSjaayiMBPXdcIbSVHw6YWFtTgu5z/br30NVrq6Yti2pKQ1rRvnBhANUlQfSNprGhzkJzRSS75jMOqkpCaKmK4ExPDCMpPreBOAeJr/LMmdM942/ZSRNuZj0BiOglAD4uhLhFPv8wAAgh/sbzmYflZ54mIgvAJQB1AD7k/az3c+Mdc/Xmy8XffvWhGY17ulj78Pfxkr/8Qxiuix998O/R+fo7MZy0URIaf7FMFRnHxYX+ODYUsCi8GEkyJxpP26icJt0zE2QcV8dUBNhV5oZceRvhFHhNQUgeflWsD9d89uPY+yd/hURd8T1s1//wmzBTSZy8655ZO49I9yW88g/vwdMf+ywGN4/fu70YVEZJJGBCQBQVZK4QaJcVwGtqSnChP47+WBrbm8sxEEsj7bDXVBKyZqS0Vc/8nS0VCFlZauJA+yC2NpblvJa2XRgGW9vqmIOSxqmKBotasPl4xR+9G1Yiga//5X1IBwJY7aHYLvTFsEp68flQVbtTxUgyg+GkrQ2M8bxxle2nDCoFx2UOfUNdKSzTwMXBhPT2mLrJ39QJYC8rYFLONUxl2LOpiASmdS6FYLtuzjwSQqAvlkZtaQj7LgxgU0OZpqDbB+K4OJhENGjgsuaKnPV2pncUfaNp/NO7X37SSYxszj/ObCiCuwDcKoR4r3z+TgDXCSHe7/nMYfmZdvn8NIDrAHwcwDNCiP+Rr38RwI+FEN8pcJx7AdwLAFX1zVf/ywPj6oo5xeqfPYS1j/4QT3/0H+GEp0ex+PCxHEGyMlyYsyMIfUwNKrOwkNHVO5LCH77pqoKKYMnUEQgh7hNC7BZC7C6pKO4mzweOvfS1+OVf/xsGYOqWxGPa+84Qjiu0CzgeVHrrZNvNzjZU51Rvwd50oNr/LmUoymsyGIynMSRbhfTH0mjrj+u8+KFERveunwn2nOvHnnP9Y+bm+b7YmHGqwKQX3nbbk4UwTQiTqar8TpmqIVwhTPdcVa3IZOBt3+KFkIkFagzDchvOiY6bvyGR7bpyR7KZ3beJMCrbkJzqHslpDjgQS+P4pRGcKUAD9Y6mcK6vQAt9idnIGuoAsNrzvEW+Vugz7ZIaqgDQN8nvThrKuynkys0GUjY3jDrSOYzNDWU40TWi0wUFgKvWVEEIAWsG7vyloSTaBuLYVF+K7uEkOgYSuGJ1hS62AXhCqyDwqZ5R2A53CL2ipVL/jmpNMZt0lRe9oylURgLY3z6I8nBA0yKXN1fg6KVhNJSHURUNIGSZGIilcapnVOfg81agHJgkIhy+OISASdjcUMbFSXnoHEqgviw8xu0fla3H1TkmMw6OXRrGrtXzbyic7Y2hZyQFQ2bAhAIGXJcrkNdUR+EIpope7BzCupoSnOoZRcAgpGwB0wACloH+OAf4DUPFi0JYU108lVehdySFgUQam+rLdMuCruGkrnXYd2EQVSUBVEeDqCll7rsiEuCsGBlwPdY5zHnnGRdXr63CQCyN8/0xWAahPBLEutqSCcfhtUaVMFJxGYCbIApwzU5K5rcHLUPXYGxrKpd1GFwPMx7H7gpuUjcU56JPteYvb67Q60QIIZvfsXey99wADIMTMq5dV62NqNEUd6093xdHZTSA4UQGTTKW0lpTMibOBnC7hpDFcQaFfRcGQeB7uWNVxYzileocnz8/gA11pegZSWJjfRlGkhmc7hlFQ3kYiYyLgXgaTRURdI8k0dYfh+MCIYuw91w/drdmY2EX+uPj0mazoQj2ANhEROvAQvxuAO/I+8wDAO4B8DSAuwD8TAghiOgBAF8nos+Cg8WbADw3mYMqrehN0TzQPojKSBCtk5i0E0FVLncMJlAeCaCxPIxjncOcTgqeZAZxGlvQ4lz1Fy4MIBo0sb15+kHjC/1xlIZMnOwelZlQDvZdGNQKp6U6qnuvE7gxnO04+jp0DSdxoT+OoMl52aGAiWjAwIZ6zvp47mw/tjaW6fS16UJ1P4wETAzGMzqV91DHIACgvT+Otn5e9LE057Z3y7HVlYXQPZJC0DJQVxpCNGgiYBKOXBzG7tZqnT6o0D6QQDRo5WTNCME7yJkGcPVanvBxWaHqhVI6aoex+rIwjkpFPtXsrvEwEE8jZBEskwu7gqYBh7i6+5DcvSxgGQgYBs72xhC0DEQDFgIm59aXhSzNL8czDkqCFgbiaaypjmI0ZeNo57BWpPnoGIyDDG51/sL5AQRMAhnE8yclUBLltNLhBAtMy2Te+/nzA5wj7wqUhCyMJJn3fuHCACojAdSUhrLppLaTw4fnI2U7OHGJDaN8flp5jaZJCJoGXjg/oFtFXL22CkmbC7qOXxqGK7LpqPmxDYUDsoeSQZwLGQ2aMIiQyDg40M6bAO1aXYmekRQuyl3MrmmthmlwwHcontHN5UzP+SeJ0y8tk9A5mEAowPdqNJXButpSztYZSmBNTRQGkZZBtutiOGEjaPL9LwlZ2HtuYExSwmQRk/c7aBkwDVaqoYCJkWQGp7pHEQmaGEnaqCkNonMoiaF4BknbQWnYwnDCRmVJEIm0g7b+GEaSNtbXlaI0ZOpGiIUwY0UghLCJ6P0AHgZgAviSEOJFIvoEgL1CiAcAfBHAV4noFIB+sLKA/Ny3ABwBYAN432QyhlzBGpkAXLW2KqedwWT7bxfCc2f7saWxTJZpc/tZIt6wo70/DiK2doIBA51DSbbcBCujkWRG9+4ZLzBa+HyEnjgGccqlQFoXCzVVBiEEUwjt/XEYcpGnHS6g40XKkzZlOygLWygNWeiPpREwecIOxNIoDVswCDrveTJ1DvmwHRdEpC2fhooQzvWytWES4IDTeQMmp0qOyr4xldEAzvXFEbKIlYBJqAgH0DGYQEXEQtAyETAdHL/EynZDHbcI74/xdci/nJ1DSRBBtyHmIFpKW9MA37fekRSGEhkYBiFjuzjXG4dBwPn+GNbLvPxUxkEowEVIhYKzvFl64YChuoYmAZGghVDAkDnvBsrCFgbjacRSnLWTzLioKwvCFaYuggsFDAzFOeBfW0IIWiZStotoyEQsxT1ihhMZuR9CbkBVXZtI0ELIMtDWH4dlcgYP5NwxiVAZCcCSefane0ZRKzcYUnUAXBgVwEjSRiTIRVHxtI01pSWwBfdrOnJxOCdzSV0zgCmJk92jKAtbiMs+QkpIA2w0DMTSiARNVJcEMRBLIymt8YPtg4gETQRMA47rgsDbcQZMAwfahrC7dWz2TVoWvAVMgiMLzlRANSGzsA60S+vczHbOtUwDkYCJUcPG8+dZ2an9HqIhU65vVW/ioiRoIZ1JYzhpY++5flREOY13/wUeM9c6sMdlEF9DU87r4UQGz5/vx+qq6JhU7b7RFCqjwYKGiOMKHL00jEiQN7xR1fE1JUGZysuB7qaKsExZDqB3JI0NdSWIpW2MJGzUlgQxZHB7mnjawcH2IbTWRuc2fRQAhBAPAXgo77WPeh4nARTceVkI8SkAn5rqMSMBE45MWewYTKB3lIULyXYA06GHDAKOXxrRFokhBQ0X5xgguTVdJGiidySNsrCl20qr3iLRoKkrQFOyerJY9gjAOyt1DCa4c6jNBUfRkIlkxpRZEDzB0o4LK8FKCODmdW5SoK40hGSGhf+JrlE0lodhmaTrKxorwmjvT+BUzygIgGGwIO6LpbQlPRUckFSQYRDKQhZKghYCJsEwCCYRyBUoDZl8/hkHvSMpRIMmgiYLPZMIQRKIBkzUl4d01bFJhIooC4nq0iD6YlwxrArkvMIglrLRPpDgQiPDwJ5z/aiIBPh6EXCiawSD8QwMg1t5GAYXCQVM0uZm70gaVdE0XFfgjNzjmAja6h6SPDERUxo7VlWMyQQ51jmMy5rLEQ1aIIMQsgyUSOs0YBIqowHd0TYUMGAZhGjQ0kWBZWELJrHCtExCJBCALXicEctEJGihfTCOwXgGVbKNhVcYn+kZBRFXSBMIF4dYqapqZ57TBNMkNFaEETAJXcMplAQtnO+LobokyK0MXIHKkgCGEmnd8iBkmYgETaQdQkRWOQ/E0qiSgvxUzyi2N5UjKut3SF7a8nBAt2gmIqRsB/2xNIImISoVQVw2/wuaBgKmoYvT0rZAfbkyLADLJOw9N4CmCq5oVgaWmsesvAVKghZAQI0ZRPdwCiGLr7UrgPII10scaBvUhWmGQTAB3frBJGKlKNsKRIJ8TaIBE6NJnn8ZOSeaKyIYiPN1cmUBaWWEqVHl8YUChqSYbLQPJlBdGkQy42qj4UxvDOtqCqfAt/XHURqyuHhMpiMDnBrdPhCHaRgIWXzdiIDSoIU+YiUrwOxEVDZELI+EuS+UAKqiQaTt4jHHJVlZTAR2g5IZHLs0rC0Ew+B89efPD+TwY0CWv0xleKEV4vHVBFGVi2xxcul/0OKS74BpIGyZMA1oC6g6GtBdKMMBUxdxH2wfQnnYwpbGAnuNgi2Dc33Mw1oGYX/bIMrCLFxHLBvCdmGBFwSBBYwBkkKDexmVhkyUhi0ETd47IGAZCMlzMw1CZSSIi8SKpjRkyVYVXCQ0JKmI/Os0nMgUTUW1DMJggitZg5b8ZxrsJUhZXRYOwBVMS/WOprC6OsqtrWUhWonFlZZBiy20shAvpJKggVjKRlkogNM9oygJmrBMQtgyc7IaRlIsOCsiAQQtAwNxHnO93PltOJnheyZpmtKQhYBBMhWQfyPt2LjQF0PaEbBM0p5c90gSBMK5Ps5RF2C+X7WTUODiRW6DEA5wP6JwgIV32s5IBWkgHDBABo8lGDKkB2PI9gosBCsiAR1nMWGiNBRAwGKPrXskhUjARCTAhoUqNlNtx4VATquLyoi0NAkwQDAMngfqX2nYQjDAtQHq+qds3kQmGrJkznpKe3WmweOzHRenekax1o3iXG8cAYuQHxYn8LoUEDCl8eO66vgGSoKWVjCqfsKUCpRbNjjY1lSOi4MJ9qpMA47roHMoiYBl4EJfnAsviT0wIiBoEcoiFntd8nHAMBCU2qg8FIDrckwtKhVGZYS3jywNmxhJEkpCFsojFtfqmISQacqYDituku0uTJOvn6KPHJc3yCmRgpe9M1Ped25BEUvZ6BhIoGc0hd1rq7G/bTDHE1Bxxg11pUjbLrpHUmipjiBokvQaTQAOwgG+P7YjEDR5HgVMA+EgezIB00BJKICKiCPnlYWwZSAUMEEA1tRE1cY/BS3kpakIwBrSACFpO6iMBhFLZaCur5cJG4ynURkNYu+5AYQDHAwDxhYVHe0chimVCQBkwFZbyDJYuFqGXDCmzh8OmgYcy0RLdRS9MW4EFpJl6DUlIbYkPLycl/u2XRdnemMsECxDKg9Xa/uASXAcQjBACBgGXJeDiERc6ciWG6E0HEBlxEbQ4onhugJmUAoey8DamiiOXRpGwCAtbEI2l++f6BpBRSSAzQ3ZqtGBWBrn+mJFvQUyCCFii5WtXJ5sQjCFEgwYsrBL6PfUpM3I7fjKwwEthEIBvp5CsLcTDpgoC1vcXkNWdUYCRk6/9ZT0gCKyN0ssZQOCrdiQxRuBWMRCJu2QbqOturIKAJTgLUSDFmkFlco4GIhxkZtSGgagFV3a5mZfu9dyQZRlGjjZPYpIgBdjSYg9G5WnXhZmAyFgGAiaqh0DewvsZRJqSoLoGUmhqSKMntEUUraLkjB7VKbB8YOa0jDKIxZGUhm8IDeANyRN6YAtYhfcAypgspIRcvtNJXwNIiTltY/Iaxy0mM8G2TCIjYuQxWM1DGBHSyVOXBpBdUmQPSThomMggYBUsvlrktsssFKNSAFlu2z5K5qzpjSIvliKvQFtSPD5pm3ujRUwWWmMpmyQZHr7R5kGe/78AN8bg6TyNVBdEkIynWBaJhKAQRwvMcCGUYlrwSBi2g6E0mgQpSE2nkBAiXzM4yRN+ViGgZrSEAbjaZgmwZLeSKnsOOq6XJVcK71yy+B5Zkqjy3EFEsQeeMgycLpnlK1208CZ3hhqy0IYTnCfo4ZyLooLBQxURFh5GQYbQUIwrRUwDRjE3RO2NpVhJGljOMm0oWXyGquIBrC1sRzVpUEc6xxGW38ChsEtVSyTAMMsKPOXTPpoPtRiDZiE5sowgnKycyCMP3O0cxhne2NIqi0kbRbulqcRnGpOpfqHBE3+TVO6XSUhS7r8Fixl2ZmmFrwlIQsN5WGEZGCHiNA5lETHYEJ2KGRL82T3CPa3DerjtvUntDVUGrYQsCinJ0nIMhENsYXZXBWRDdOgOxaWhjgOUB7hcW2VGRfchRUwDA6iRWQDMsMwdNFbOMCPDcKY1LszvbFxi2EMGQMIBQwtDMrCFsIBA4ZB2iIyiDgbRnpToYCBiGVqKzlgGrismRtuGVIZWvJvwDQk1y+0wDh2aUSPoWckJa1vXgBKeYYCvBAjlokSKeh4wZO+FtUlwawQIyBg8Hshi/deIDamtUcRksIV4BTXgEHYd2FAdiPl+xVPM3cfsrIL0jIIN26qlQE/gAyZYGBAniehqSKM/lgGIcvAq7bW68r4Ujnn2GsghDy0mqJgLKmoLIO9WwJfB9NUMRr+fnkkgJBl6P5UPOfY66iKBvX1Yz7d0GvIIMKu1ZV481WrEJaCxjLZeo6GTE2ZAnJfZU2jcmsKyyCUBi24gqv0idg7CQdY4CqvhJUmXy/D4AIxda8sgxUFAUhkbH1vAMg5TSiLBHDl6kptIEXU78trFg4Y2qMKmXwvg5aB8kgAN22tl23is95lRM0FSQUHpDyxiLQwDksrO2gZ6IuxkgBxnGFDXQnefFULwtLAMbRMMThOIl8ngt7a1DIIPSMpgCDXBh/LlExBacjUHlLQZIWmgugk5UFjeRiv39GIinAAtWVBrKrkKnJeAwFsrC9FJGACVJinXpKKwCBevKbBWTORgIlSGexRWv25s/1I2g4Mg3C+jzdGN+Tk9SqCA22D2HtuIOumyoVvGDxZI0ETJSFLL3AttORkrikJ6iCyUkyWSZp7JLB7OJq0ZSCKPRIVrAtZLLgUVRINKUVgoCoaREnIwlWrq5hikIvUNAhv3NmEm7c14JrWahgGp6sFLAN9sZQM5jJHXVsSkgsbWQFuKYszqzQVAlIRcim+0DuW2Q635FWKNGyZml4rDVmyJwy3pg5LC9nb/Ewt/kjAhGnwZB+IcddNAuTCJx38taTVrCzGoEnYc64fw8mM9jKUJaSeGyAdxAuavFjqy0M5n4/K62xIoRW0TESl1ax4X8V1K6WmhN6JrlFWCgRdQVwmed+gFLamkc3KqYwGURkNcHwJAGTVrmFwi4OdLZUwDbZIlVKxDMKt2xu1dc3tGQydpGDKeQZpwZcEWQkrL9GSx4/IWEUkwMrvqjVVWti/47o1CFrcCVMp3s2NZQhZbABZBvfXgvz8pvpSpkilVV0StGAYhBcvDuNQxxDaBxJ6/hORTlW0TAMZ29XegUGExvIwZ4kZyqsFwpaB69ZXwyTC6qooSkMWGivCWhkr6oOk8CeCnmNhKRC1B+dRZKxEWFAGAwaCFsnfJNywoUYrKEsak4ac27VlId2plhUCexalIUsbQKbUSqZ3zhqEV26pR0nIwvq6EpQEOUgPORZDrgNlcMi3YBiEwXgaxzpHeF1KI0qNISJpxqBFMqmC1x0Rr+ugZeCGDbWojAbx69evRVNFtquwaRBKQjwH1teWQqQTBXtNLElFwPeAeUdegGz5qAAKL0g+OYMIw0mbrSXFK5qGLsRQmTTK0ubAJmmhxpaNKb0FQy/0ykgQlkH49evXenhQVlBhiy0GNdH1pCRWPEOJDIYSGZTJbI6QtI4CUtlsaSyFQYT1dSVsrUQDePOVLSzMDUNPkjU13BLYkscGBCCyis4gQsbN8scqiyQgLSbTyG3opfK3TcPAaNLGia4RHL00jJPdI9h3gbuNmgZTKUFpxVVGA1oIWJLz5nvEk5jkP0MKGOXJ/cb1a+EKIa81CwhTxmMAZOMJIQ5Gq4ycARl4VFZVRYSpDlM+V96Bop6ikoNXlpNhGFpoEJj/tyT3Gwly8PHiYBIlIRbMkZzAKxseIdPQQb1QwMgxQH79urUwDcLLNtYCAK5fX6MpS1d6OKZh4OZtDWiujOC2K1bhjitXAQDW1ZbgdTsaUV8exs3bGiQNqbh6trCZHyd57YPsTZpZIceeDeGKlkqsqorAMrnHUG1pSNNSAPCKLfXYUFcKAulNnAy5I51pEuo9gcz1daVMxRqcEKAyowyD6TSSnL2yooMBQxtFGdf1eMvcat00DAQsVlImGZKO5blxw8ZavPMlrdr7VoJYrTuT1LrOCrnmyoiuOyACtjeXwzTYo2muDPMaM00YxHNjY0MZNjWU6Tlw1ZoqXLmGNxuqCAd0lpWSNaacVyEpcE2DA/BqrQW0wZMVp9e2VqOhIqTnpTLggvJ3VNCa5L20XY5PqFRYgwgWGSAj6wUFTVMrVSJuIx/UazrPogO0UXPnVdw/6+bLGiAyyUQhmbokFYESXmGL3bhIMGsNEfiklCYmQFtCyjIMWQYOdQxhNGWjJMTWjSHdwIDBFrMS6pb0DgzPzTSJZMqaHEcgy+tfvqpC3ywlrASgvQgQxy0MghZgAdOARXIREqFCBvyaKiL6GEGPgPMWiSkrWrnliiJT1tFa2T++JGTxhFZWuRQaSkiNJDPY3zYorSBeIaMpW2d4KH1hGRygUpZpWC16GQwMB0y01kQ1Z6y8gg31pdLqNqQlxD+osrHqy8PY1FCqrR3T4AZy2vuSvHHXcEpafYaeCzmehJGlrZRFpSiPa9dV49Xb6plWAN+fqIq1yEwNWyYeBE22AAMW6aZwplyo6l4HLZkFZWaPAfC5lUjPTo1P3Y9fu3YNQpLLBtgTUhsWBUwD9WWcalhdorwJVmD1ZWGmKT30hKJAmFbh16tKgvj169bi8lUVuGV7I+66ugWXN1fo+xeSWWebG8p0nnr23hJWVUVgEmcZKSiLXFNHJM9bUlGKs1dUljI2LJMwFM9oAaiuT3NlGJWRoPaO3nHdGqypjuKlUnlCzh1W6tJLMUny3Fm6ziBCa02JNsIMeV+vXlutr/fLNtbilssbYRhMl66tierCS/LIEn7Ownl3azVevqnO4+GxoabuvzoWAIRMpciyqcwAc/ov3VDL4wSvDy/1qaheZTAqQy2gFB9lKTO1VpTBqDIRN9aXaiVZKEtSCEh5MnHN0JJUBJVRPrFo0NT8X0BeHJVSaCmXXrpelkEyC8XQlv/pnlHJ40HfCHisO8Vbb6gr0QJK3Zj6shCuWlsFgC0mkoJdIBtcDFkmFJOqFm2pbAWtxqRSI9XEUAvTMggb60vx9muyhdeqJ3t1SZD5PvDv3LarWWftcECMJ1hJyJRcI1ARDoAMwpuvXKUVl6IwAGAwnuHPULZHupqQ/IRbYitaiBUvKyU1wS2T8NbdLSgLswVuEWnX/YYNtXjzVatAoNwFY7BFpXj7sGWiqTKsr4e+P6bH6pFWMRHQUsU8qPK+ysKWVgIkP1dfFgLJ+aIXkhRsAWnprq6OImhxoI6DoZJmIUNnFQVNjq2Eg9mgrJo3oQAvTDk8fV3ZGjS05R20DPzadWs5SDsBbtxcp4XqKzbXaUMkHMh6XqZJeM32BvYKifDyTXU5v6HSZwlZgZ4PJdRM7W2Mbf3MylVa5fJf2GLvV1mlpqyQVp5JIi03U5HnoNbCK7fU453Xr8XmhtIcQye/wWLAUtfYkHENSweeS4KWzCriJALTIESCBm7cXC/PhbTBoO5VwCBsaSzL8VpB2RoVZWmbBul1pNZnSJ5rKsOtvNW6KAurWEPuvOb3LO1Rqn+KGVAeljYI5ZoPB03sWFWBl2+qQ4lMz9YegTQ83rCjCZvkXJP2bsFUoIzcsXAyWJKKQFm8ASurYa9dX4NQgDQfq9xpbR3LCaUyfiIB7hOkJqmycHMsf4OtkevW1+Cuq1uYtzUIL99Ui9ftaBpTQWyZvOmKCr6prAxVhazcwr5YSgZ0symNrIP4+OtqSvC6HU36N7O/z2O9fdeqnNe9HkI0aILkwn/zlS36enGf8xJEgxZu2lYvvR++Pmd6RrWA0Vwv5CIweG9eQ7o2mh4zCG/Y2YSr1lThzqta9DXTLrUce1R6RwDz7uTxBkplIdDLN9dhS2MZZzwZLGDUPtMqSKYCeOp8FMfPPDvJlF6Dg8GSLjSIufjXXNag+eaycCB7z82sVSZkuqAAtJIEFAfMWSQRGRBWsQnTYO5YBeRVJpoShHwdPBk28jpMtqKZkKX5gvL8vfOVZOA5ZJp49bZ6zTsX+zGTKKc1MQC8dGMNbpTK4+bLGnHlmioELRozxrBlarqPs6AMrfyV4aJSRJXgJYJWeEpxKxjyWo/XjoUAvSYV5adjO9I6TsmY2zWt1bhpawPW1HBLjtdsb9CKWR3/169fm7PhkCGviYJl5gpzIsI7rlvDAX45JxwhJNUIqF3QDbl+y/Isb8s0UB0N6kC48g6VkuJ7yMadIT2GsGVgR0sF1tRE9XayhsFtsV+9tQHXra9GZTSoCyeV51MI5/piOuY4EZZk+qiCZRiaB6uRgR+l1YOmibTjQBBrO+9ktQy2aEj+hlr4itNWXKh3kqhMAcMw9E5NuWORueiuQMDKBoMG4mnJ+xkImLxbEGkLia0BFmwGiBzm7Q3S+yF4oQJnxaAydUpDVk4TOiLANLOeVFNFhNMiLRMG8aYlAmxd8xiyLr1BpLOtekfTWF/He62+YWdTDr2hKDMl5A0jK8jGbCwi/+5cVYEDbYOok8E5IOsRhRTlAa60Hk5mAGQpKu9vqqKpN+5sQmU0iG/uuSD3wuUgOhHhjTub9TVVVp8KXBO4KKutPw4hoKk5xyUQCRgALg4m0VId0QrFIAPra0twpHNYekDZ83vXS1r1Y66nMOCkHdAUe5GpuFR5hJfpSzbU4EzPaNaDlF4GiPsSeSmLMb+FXEWt4A0sKjroTVc051SdV8kqWLX3bcBii5kAjLicphoKmNpTjARMbdRklf/Y6vDycGBMGmp2vFkv3ZTGm/IIlacaChra48zfnlZRbADHkW7aVj+GPlGBYrVWbthQq+d0yFK1MZJyknOmJGhiIJ5VZGojKtMwcFnT2HqhwURaGgrSyCJOAVVBbVMoWpFjK6rSGQDKQhbqykLYUFeK0rAl529ulTKBxihZhTfsaB630Z8XS1YRqB4pMh+DbxiywjtocREQ85cuDCBrARJgkaEzM4KSPlFZPqpoq6Y0iFpP0ywiwlVrKwuOhxegQKknldIgtiDO9MZYyAqWjhGZuaKzgAhwwOMarz+JKsMvBgJQGgrglu2NY8ZmEuXsVsrBVxsB04BtCQ54SesiYBgYTPAGKaoUXi1XFfjLLzi7fdcqfP+FdgCsUFJ2BZ492z+GivA+s0xDBtr4nl2xuhLr60rROZSQnh4rSBVACxjKyobOxQdYiLcPxFEjheH6ulKc6h7N6QLpVaxKICoPLW272CZ3nTrVMwrLtPRWm6ZBUE1PSoOWdu+jQU8MQMYLCqGmJIhoUBUcTc4TUGDDgwPOAFe1V0aDSMnePF7vSgUYi3kbbAxQQWooH/n3VnnHJHl2A5x2KzyWv0oDVQITci5FlAFFY/fI3tJYpimOwmNmzyok07VVMJYNPcING2uxtmZyfcW8Cs+LgGHoTD6vB1EZDeKtu6VHLRXuyzfWob48jHZZ8GZLD1adb6HbG7JMuEFOHzZIGkiGCnYbMn7IyjP/zrz5qklskkT8e4ViBEHLmPROhEuSGgKygZ6gyUKJwBckJIOXQYu05WBJzR6QrrW6ISq/moNmMkIv3wtaBq5cU5VTocz3u/BCqysLoTRk4bKmcuxaXSWDPip1kjT1pPKA1QJRgT7DKP7bCqGAUXi2SZgGobU2OmaPVA4oGagvzyq1Wy5vlAVYLAyDMp6h+VHii1wuOXdQNgZRaAilIQtvv3YNAN66cHdrtc6WUD1t1Fi8X3/bNWs0ZxsOmKgrC+Hy5goObhsGrmmtwhUyT1wlZSjvQ7nHr9pSp+kIAHjpxlp97UWBLVrVvcivNlaFfUS8P68SrpBzpDRkYpV01UMBA1ubymUwk3I6v3phmQbuvGoVz4eid64wlKBXVrwjvQsleCNBU3P/XkqzEJQi9aZOTwUN5TK9krhSWmVfqTx/VSwW9FB4ik7htWoUbJpnFBkvwHSLJSkolR0H8Nrf3MjbyU6WZisGy2TqsxC00iTkzBO1bgHotFD1ej6CHopaBcy18SDrGkImZz16q/OnAnM6X8rDklUEVSVBBEzC265ZowtKDCJEA9y/JWTJNCuVjyv5XP5ctgWDirp7b5JKQ23I06amQWN6kCu8YnMd3nRFsw5S6yAwyZxuQ5XT881X1ah1ZUG847o1eOXm+kkJivE+w43kxmYIEIDr1lfnnE/YU8Cl0s+UO64tQMgCIIu0sFHnVAiFrM2KSABv2Nmsn79kQ422cIHC+wEbRjbTobEirDlVZVEbBgf9FN9tmQbedEVz7m8gS//kY11diawr4eC9zvZB1roGshQSgY2Gnasr8cot9TrwaxLhJRtqJhRG3KYA49+8IvBa+ULGTAgyVnTFqmzGj2ng1ssbi1r8yhOeruB8zWUNUCmcV7RUsoAzudhNFYtduaYKtmzToK6ZWmNqfU4WFZGANNyQo/yU4quMZvdMngkCpoGkPX6fSzX2Frn16qqqCMrCsn7ENDWTUGg8V6yu0munJKRS1aGrkC3vPPR4x5OF8rZmiiWrCG7a2oA3X9miKRZ1CVUVq8rKMaU1zPQCYJKn1oCyEysqS8PVIi90bV+2sbbo1pHKclEIygIwnS4mrQDLE6MAgNfvYAHWWlsiJ1JxInmi+21Qdk+GnO8RkP8yCzJvhbYhA4rZYKwKtIcU5yspohs31405RrHxqipRhfV1pZNqE56zuAhaYav3tjdX5PSCz0+RMwzO+S5EHVTIPPH8q03E1bfeOgy1tlUqrfqcEuwN5WP3SSgE729NFllePzuvlEAPGFxf4r23Xl684G+No8QnA4tYsF/WVA7TyNakqHhFRSSAEpmGSwRcuaZSzyUV3J4srmipxFuubmHjLmjp+J3ykmZr75cbN9dhZxFvTsEgrklQgr6+LIw37mzW1J3yFgpd2caKsFYkyntQj1VQfk11FFXRwLQF+mwoxCWrCFQ5uAap4FI2EGsZ2RQtZaGrfGICewgA9IT2umbBAn3Q19eVTmovUiIgIovKlNscsLJBHZV3n28hTXQ7s+quMNRiKfR6voJRFrEK8CmaTOX1sxUui6hMQxd+FQuWFxvvVHnxnDF7Fhchm0HjddOL4S1Xryq6mYq6/kSqxXT2GOp81RiU4CSCbiyoDAUi5FBS457PNKw9df7epgBZajOblTSpn1LzfgZCQ+frG5ySqzxpb5LADRtqUB6xcjzr11/epOfUZGEYpPPrLYOwvrYE25vLx42DTAfrakty4oCFUOho6lT0/EDxOZllGrhehaA6BBja6ymXPZKmipBMNpkplqwiKAQV4VcTM+Dh5r1FVjq3X6cZkraEvUJhJrBksYwrRLYYx8gqgpA1jSNMQC8Umw+FPAKA0zeVUPUKN1WRbXiqOqOSQtmxavKb7sxkfqqKSnW9LDMrlAt3S8nFeJuoWLKyNUsJZcerCqMA4MbNXEXaUBH2VG9n5xBBVY9P4kTF1K8HEbQFCagCIZ7nV8salsmChVG2gHA6MD0ZYIoS4zFmvSTLNHDr9iZN1XFGUbbmYqpQtTw3bKzFpoZSHR+aT2gPsAC8p1RMKas1ZFC2dYcytFSfolTG1cbYVHD9+uoZrTOFZaUIDAK2NpVpj0BVLmpFgOxNJWn5qWuogl9efngmYJ6UXVjTgKcMnSfFjpbKMccgAxhOFt9YRwgxroIqZu0Z4M188lEWsnTRHeBJRfN4USrgrgq7VGXqZFBMAU0GSuARONj8so21+vwsmvqC8WJ9bYn2fITw6tZsSuYVqyvQUhXF3deukVZ59jrdenljjkI2iFBVIN3XC1eIKQtC8vwDpOEiaRiVEVXA2SsIQwrsmViP3vTlEmkYqJRI02NgqeZ+ucefnnf4tt2r8dbd2aJKb1PJ+UKhdaXvTZ4xkQ8BXrOqNQbJL+oCM0kbc1tzo2g6bTGo4teZYtkoAiE3rbh6bTWiIVMWgfAkVdy9ypxQFICuoDV4Wzyv5p+JCy1Etjsk8+6GDFR7SuGLUDgdAwVbgfDvYnxruGgOeZHXb9hYw/nVkoNgugg6HqAUqmFkr9tUropBlJPCORWo7CKSCkFVbwPTD3jqcUlFZ0AuVI/yVxy8d+9kg7KZRgB0sZjCO65bMyY1cswxqXAwfTxkc9j5uBvqSnDHrlU5XPtkr0TWU57SEHKwujqCyz0e4d2y6p2NrbGfVxlYqjVKfg3DZKHWr4qZFMsGmyuMN2q95op5DYLn62WrKqSBxR9ScylosWxwBBdt3r5r1RTHNjtaccnWEeTDFVk3LWTxLmFccOYgYJpaoKiMBlXwogSz4iOFNJ1ncnmF6jJJuV6AQUBjeRixFDcAzF87so/VhL9bDMXGvKoqktM7RkGV7Wu33iAIYegMKjVuyyA4NHXlyIpgSl/J+S4oV7mpSa/69c8EKp4SDVpIpF35+7lUjD6uuhY5Y5na9VDFSVMBp8jmGifKEs96BJP7TVUlPhMD56atDTnPdSdQy5Q04tjvqPn/G9evnfZx9W8Re4Nst8yfW1D0mtHEdBcXkHJju9aaEkSDJo7JvZ0VBcsKkq9lTtxzUoObOXsBLCOPwLtPsNe6zwphdvd1yqhqlkUsgJsqwnjLVS0g5SXM4Oq21kZ1p1OAq31VMCmn+jPvGIZhFMz6UXjjzibcmlcs5gWf69jXX7mlvmjjqZy4iBI8yHa45DbMub3wJ4ur1lTi8lWFd2ebCAZlYwQKO1sqEAkYqCkZP7g3GSjD4IqWSm3ZqtfHeFYiqzhyfmMKxyuWiTbRGAsdN2AYuhqWmaGJta1qaDjbtApBVY+PvR5eb2u2YJpstK2vm1wh2WyAMJbi9HqRQNaTLAQ1n6pLgtkOBfI33rCjCZc1leuNhKY7vpliRoqAiKqJ6BEiOin/VhX4zC4iepqIXiSig0T0ds97/0VEZ4lov/y3a7pjqSkJ5qQ1Kj7O22qZXVVeWIpbiwYtFsDgwN+rtzbwhinTHQi49w8ZLGTYIsrN8DCKCNWJXOfKaBA142Q4cM/9qTt5it1VCkBVP1omYXtzuS5UklN/0r+7a01VTm+XKY1J3qf8xZHMuJPqpjgRDPB+to0VYU/fFubfX+bpgqmQU1A0jckRmCa3XWiBmiZyPILJekdE04/ZFP1NZL2oglz6LCse1bdnqjTbTDDeOayrKdEGX6HzVy2nC/8upwBbZraQcXrjm/lFnunV/BCAx4QQmwA8Jp/nIw7gXUKI7QBuBfA5Iqr0vP9/hRC75L/90x0IEem0RmXtKbfLW01JYK5VpYxd0VIB08jm3zdWhGVnwOmOhPHayxqZNyZPnrEchmlwcDGQdxAiFK1TmAzuuHIVtub1XJkIOojumcgqaFwStLCmOurJqKJxPZbZhPYIPK8x38ytP2aKYgFAb1DYi/xMlal6R00VETQU2Kx8PKhio3x4Kbd3XLdm0nTCbAQV86GUZyEjZnVVFFuL7Nc9HaiA6mymj04GBo2NSai5qZIn8ueqQmU0mONxKkRDlm5hAWSLBacKKuCJTQczVQS3A/iKfPwVAHfkf0AIcUIIcVI+vgigG8DkKpKmibpS3pVKFUqtry3NseauW1+D23c151jo3ts83QyHnDHIRa8CXED2YhOxB/O2vAliADkbgkwVam+FqUIXbcGz05P8nYjclMeQnS6deVIEKmMo/3xMw0Bbf/GA+mTRUh3F2upceoE81yD3DeQFaKdO89y0tR63Xt40pe9YJu8mlg+DCO40gi8mFS44nAlU7c2bdjWPuW4lIWvKaa7jQbVrnm8+ezxRoNpTjFcwWGhNEnK9mvJIIKfR32ShusLOFDO9pg1CiE75+BKAhvE+TETXAggCOO15+VOSMvpHIpo5+Qve5OSuq1vwmssa8IYdTXjZptocISzHAhB3bTQot1LRNGZnsimr0SDCqsoIiORGGlS4MpJmS71PdYzIHlYVzCkLOGQZ2LWmEqoIxnbmMVujwLUIWKSbhM0Er9hchx0tuTUR3LphbAM5Qrb9tndwU1EHaqvU2UBLVQQtkyzq84JmGCwuBtMgvbnOXMIwaM7OYdzjFnudeFtONliAkXFSv/ORfwqv2lKHN+ycmqEAcNZRIWNhqphQ3hHRo0R0uMC/272fE2xqFJUSRNQE4KsAflMIoVbyhwFsBXANgGoAHxzn+/cS0V4i2tvT0zPxmYHL/ytk62V15b2Ll+AV1tnvVUWDBV3y6eKK1RW4bn0NgpYhS84LWw+V0eC8LKh8qGZ7pkF6W0evwlT7LliGMesc8/gDG/tSwDCmTH9NBbyHcS7VojKovI3l5llf5+CVW+onTFcthDfuaJ6V+IoXagex+cLVa6vG9ACbaxRqaUGkdkHk56oN/eR+byw1qTbQWShM6IsIIW4u9h4RdRFRkxCiUwr67iKfKwfwIwB/JoR4xvPbyptIEdGXAfzJOOO4D8B9ALB79+4pi6NCglcFz15/eVPO5i41paFZ0bLKZlQ0kyqM4V3CxvK607EIZgrtEZBqKcFjzW/joBTFdOsCpjuufBgGTbq17rSOSWO5WnVtdD77DILGCwltFM0iGsrD6ByaOVU3WWxtLJ/VuMNkoLri5oMMYNfqSgBMWebXlywlzLSO4AEA9wD4tPz7g/wPEFEQwPcA/LcQ4jt57yklQuD4wuEZjqcoCJx25l28KjZQaBOYWTtuAWEx5VzhOYQKAhuSj6+KBjCasgtvaWhMqoh1dlAki6JYUG62YBRUBBhDA81nHvtixks31s6bcbBQeMvVY/cFUDEs1d2WCGiepJdWLMNqITFTFfZpAK8hopMAbpbPQUS7iegL8jNvA3AjgHcXSBP9GhEdAnAIQC2AT85wPEXxjuvWFNTYczqJSWXjzN0hZgpd9GYC1dEgrl9fg92t1bo7pwKBi3nmzyMowsFPMVtnascsfL9I/y//RR+6c+0KhNfbn0p32XwqejFgRh6BEKIPwKsLvL4XwHvl4/8B8D9Fvn/TTI4/HXin7FzkVY9BAWtyMcGgbAsFSzbG42rj3EwqlU0zX+mjGKev0lxdT1W7kP/rhuzvkzsGHysdKpY2VcPEq0AWC1acKve6ZIXyg2f3WIufR1bCr6Y0pLcNLGSxcJuFws3r5gK9o+mCtRxzfTlVvMQLtU3jmM8u8nvrY27BNGVu8slkoFqJLyYsm15Dk4EQyLlbRJgX0nuxCwwiwrXrqnWRnXL1c4ZN3AJjOvnr0xuUQNDMjaXo2ua5ooYA3f46Hzl9hqhw3MDHCkOeoTdZ3n9HS4VuR71YsKIUQWVJAGFPOf4rt9QXzAaYLZDn32KGUYAis8zchnEkq0fnSw+EA1bRYPFcYSiRgVEopiMKFwX5WNnQ2WOYmnEy0Y5oC4EVRQ2VhwM5GQCqyGulg6hA4zKRa+9et74aJgEb6uev2VdBTCEoN1XYjoBpjs3oUD3l9RBAi9K997GwWMrTYUUpgvnGdFoPLwQINIYi486RnueyYd94++LOJrxbSHoxl1eTiAukCr83NqV0vnve+FhcyM+qW8rwFcE8YLHrAhqrB8Y0wWqqCGPdPLb+5T7uRYTyHC27wDi7PXlfdYXI2afXh4+p0kOLDb4imEMshfgAIHfqmoD7LwlZuGHD2PbMc4XcLSQZc13R6wpRvK+M541wwMRN2+rnZhA+lgxyDJIlbhj4imBesLgnCBXZ+m9h53XhjTrmOlNnsl5IU8XUe/34WGaggg+XJFZU1tB8o1DfmsWIl6yvGcP9L4ZhF+sPNVdD21hfivIiTdkWw/XwsYixxOeHrwjmAYtdiKwvshnOQg7bHWfHprlywQOmUbSrp+86+xgPS72mxJ/fc4ilPDkWOr7BMYLCaUPzPS6VMeXDhxdqRlimgVdsmdO9tuYcvkcw11gAwTUb4CrbhRt5fvqqwkKMqKUqCnu+Kul8LElMZ3+IxQRfEcwxlqISUFhojyDfXXVcAXMWd/qaLLY0lmHLHG6G48PHQsOnhuYQS5pNWOB0OIGxHontijGbyPvw4WPm8D2CecBS5JcXOkZw/fpqJNO5exO7hYoLfPhYICzBZV0UviKYYxhEiKUmv6n1YkFNaYj3ZF0gFGtlsZQD8D58LFb4imCOQQASGWehhzFlvPayhoUewhj4DoGPxYTlNBd9RTDXWKKzZXG2XfYzd3wsIiwjbsgPFs8hlkpl8VJB/sZCPnz4mB34imCO4SuC2QN3JF3oUfjwwVhOU3FGioCIqonoESI6Kf9WFfmcQ0T75b8HPK+vI6JniegUEX2TiBbX/m0zBMnQ5nzt977c4ccIfPiYG8zUI/gQgMeEEJsAPCafF0JCCLFL/rvN8/rfAvhHIcRGAAMAfmuG41l0KLTpuY/pQQjhZw358DEHmKmYuh3AV+TjrwC4Y7JfJE6uvwnAd6bz/aUCwxdcswv/cvpYJFhORslMFUGDEKJTPr4EoFjOYZiI9hLRM0R0h3ytBsCgEEIl2bcDWFXsQER0r/yNvT09PTMc9vyASO7+5XNDswI/VuxjUWEZTcYJ00eJ6FEAjQXe+jPvEyGEIKJiEm+tEKKDiNYD+BkRHQIwNJWBCiHuA3AfAOzevXvJSFbLNFAa9rN0ZwO+PvXhY24woYQSQtxc7D0i6iKiJiFEJxE1Aegu8hsd8u8ZIvo5gCsBfBdAJRFZ0itoAdAxjXNYtCAApgFsKNLv34cPH0sXy8ghmDE19ACAe+TjewD8IP8DRFRFRCH5uBbASwEcEcyXPA7grvG+v9RBID/l0YcPH4saM1UEnwbwGiI6CeBm+RxEtJuIviA/sw3AXiI6ABb8nxZCHJHvfRDAHxHRKXDM4IszHM+ixHIKKi0kiu1R4MOHj5lhRuS1EKIPwKsLvL4XwHvl46cA7Cjy/TMArp3JGBYzlmLXUR8+fEwOy2l5+1nu84DlNGEWFH5BmQ8fcwJfEcwhCL4SmHX4F9SHj1mHrwjmAb7omj3419LHYsFy6iPmK4I5xvKZKgsPv4zAx2ICEe+jvRzgK4I5BJGvCHz4WK4wiOAskypHXxHMA/zsodkBdx/1r6WPxYGysIWakuXRMNnvfTCHICL+t9AD8eHDx6zj9l1FW6MtOfgegY+lBV+r+vAx6/AVwVzDF1yzBgHhX04fPuYAviKYY/jEkA8fPhY7fEUwx7j7mtUwDF8ZzAaWSYKGDx+LDr4imGP4SmB24Sdg+fAx+/AVgQ8fPnyscPiKwMeSgc8M+fAxN/AVgY8lBZ8a8uFj9uErAh9LBkIIPwvLh485gK8IfCwZ+FlDPnzMDXxF4GPJwN+q0oePuYGvCHwsGQh/hzIfPuYEM1IERFRNRI8Q0Un5t6rAZ15FRPs9/5JEdId877+I6KznvV0zGY+P5Q1X+J1cffiYC8zUI/gQgMeEEJsAPCaf50AI8bgQYpcQYheAmwDEAfzU85H/q94XQuyf4Xh8LGNwsNiHDx+zjZkqgtsBfEU+/gqAOyb4/F0AfiyEiM/wuD5WINbURNFcGVnoYfjwsewwU0XQIITolI8vAWiY4PN3A/jfvNc+RUQHiegfiShU7ItEdC8R7SWivT09PTMYso+liq2N5XjV1vqFHoYPH8sOEyoCInqUiA4X+He793NCCIFxij+JqAnADgAPe17+MICtAK4BUA3gg8W+L4S4TwixWwixu66ubqJh+/Dhw4ePSWLCHcqEEDcXe4+IuoioSQjRKQV99zg/9TYA3xNCZDy/rbyJFBF9GcCfTHLcPnz48OFjljBTaugBAPfIx/cA+ME4n/015NFCUnmAOBXkDgCHZzgeHz58+PAxRcxUEXwawGuI6CSAm+VzENFuIvqC+hARtQJYDeAXed//GhEdAnAIQC2AT85wPD58+PDhY4qY0eb1Qog+AK8u8PpeAO/1PD8HYMxOz0KIm2ZyfB8+fPjwMXP4lcU+fPjwscLhKwIfPnz4WOHwFYEPHz58rHCQWIK9fYloBMDxhR7HLKEWQO9CD2IWsZzOZzmdC7C8zmc5nQswf+ezVggxphBrRsHiBcRxIcTuhR7EbICI9i6XcwGW1/ksp3MBltf5LKdzARb+fHxqyIcPHz5WOHxF4MOHDx8rHEtVEdy30AOYRSyncwGW1/ksp3MBltf5LKdzARb4fJZksNiHDx8+fMwelqpH4MOHDx8+Zgm+IvDhw4ePFY4lpQiI6FYiOk5Ep4hozLaYixkTjZ2I3k1EPZ79m99b6HcWK4joS0TUTURLroPsRGMnolcS0ZDn3nx0vsc4ExDRaiJ6nIiOENGLRPQHCz2myWAy414G9yZMRM8R0QF5jn+5IAMRQiyJfwBMAKcBrAcQBHAAwGULPa7ZGjuAdwP4l4Ue6wzO8UYAVwE4vNBjme2xA3glgAcXepwzOL8mAFfJx2UATiyFtTOZcS+De0MASuXjAIBnAVw/3+NYSh7BtQBOCSHOCCHSAL4B3jN5KWApj31SEEI8AaB/occxHSzlsU8GQohOIcQL8vEIgKMo0A14sWGpjnsqEIxR+TQg/817Bs9SUgSrALR5nrdj6UyKyY79LXL/5u8Q0er5GZqPSeIl0n3/MRFtX+jBTBdyb5ArwZbnksEE417S94aITCLaD97h8REhxLzfm6WkCJY7fgigVQixE8AjAL6ywOPxkcUL4B4tVwD4ZwDfX9jhTA9EVArguwD+PyHE8EKPZ7KYYNxL/t4IIRwhxC4ALQCuJaLL53sMS0kRdIB3OVNoka8tBUw4diFEnxAiJZ9+AcDV8zQ2HxNACDGs3HchxEMAAkRUu8DDmhKIKAAWpl8TQty/0OOZLCYa93K4NwpCiEEAjwO4db6PvZQUwR4Am4hoHREFAdwN3jN5KWDCsav9myVuA/OhPhYBiKhR7qsNIroWvG76FnZUk4cc+xcBHBVCfHahxzNZTGbcy+De1BFRpXwcAfAaAMfmexxLpvuoEMImovcDeBichfMlIcSLCzysSaHY2InoEwD2CiEeAPABIroNgA0OXL57wQY8DRDR/4IzOGqJqB3Ax4QQX1zYUU0OhcYODtpBCPHvAO4C8LtEZANIALhbyDSPJYKXAngngEOSiwaAj0gLejGj4LgBrAGWzb1pAvAVIjLBSuxbQogH53sQfosJHz58+FjhWErUkA8fPnz4mAP4isCHDx8+Vjh8ReDDhw8fKxy+IvDhw4ePFQ5fEfjw4cPHCoevCHz4GAdEVOPpbHmJiDrk41Ei+teFHp8PH7MBP33Uh49Jgog+DmBUCPGZhR6LDx+zCd8j8OFjGpB98B+Ujz9ORF8hoieJ6DwR3UlEf0dEh4joJ7JNAojoaiL6BRE9T0QP51WT+/CxYPAVgQ8fs4MNAG4Ctwf5HwCPCyF2gKtd3yCVwT8DuEsIcTWALwH41EIN1ocPL5ZMiwkfPhY5fiyEyBDRIXAbkZ/I1w8BaAWwBcDlAB6RrXFMAJ0LME4fPsbAVwQ+fMwOUgAghHCJKOPpd+OC1xkBeFEI8ZKFGqAPH8XgU0M+fMwPjgOoI6KXANxeeSluouJjecJXBD58zAPkFqV3AfhbIjoAYD+AGxZ0UD58SPjpoz58+PCxwuF7BD58+PCxwuErAh8+fPhY4fAVgQ8fPnyscPiKwIcPHz5WOHxF4MOHDx8rHL4i8OHDh48VDl8R+PDhw8cKx/8PDyvTF9u31k4AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "spectral_centroids = librosa.feature.spectral_centroid(x, sr=sr)[0]\n", "print(spectral_centroids.shape)\n", "# (2647,)\n", "# 计算时间变量 \n", "frames = range(len(spectral_centroids))\n", "t = librosa.frames_to_time(frames)\n", "# 归一化频谱质心\n", "def normalize(x, axis=0):\n", " return sklearn.preprocessing.minmax_scale(x, axis=axis)\n", "#沿波形绘制频谱质心 \n", "librosa.display.waveplot(x, sr=sr, alpha=0.4)\n", "plt.plot(t, normalize(spectral_centroids), color='r')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2.3 声谱衰减 " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "它是对声音信号形状(波形图)的一种衡量,表示低于总频谱能量的指定百分比的频率。" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "spectral_rolloff = librosa.feature.spectral_rolloff(x+0.01, sr=sr)[0]\n", "librosa.display.waveplot(x, sr=sr, alpha=0.4)\n", "plt.plot(t, normalize(spectral_rolloff), color='b')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2.4 色度频率" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "色度频率是音乐音频有趣且强大的表示,其中整个频谱被投影到12个区间,代表音乐八度音的12个不同的半音(或色度)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hop_length = 512\n", "chromagram = librosa.feature.chroma_stft(x, sr=sr, hop_length=hop_length)\n", "plt.figure(figsize=(15, 5))\n", "librosa.display.specshow(chromagram, x_axis='time', y_axis='chroma', hop_length=hop_length, cmap='coolwarm')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 03 MFCC特征提取" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "人的耳朵在接收信号的时候,不同的频率会引起耳蜗不同部位的震动。耳蜗就像一个频谱仪,自动在做特征提取并进行语音信号的处理。在语音识别领域中MFCC(Mel Frequency Cepstral Coefficents)特征提取是最常用的方法,也是本次音频分类任务中涉及到的特征提取方法。\n", "\n", "具体来说,MFCC特征提取的步骤如下:\n", "- 对语音信号进行分帧处理\n", "- 用周期图(periodogram)法来进行功率谱(power spectrum)估计\n", "- 对功率谱用Mel滤波器组进行滤波,计算每个滤波器里的能量\n", "- 对每个滤波器的能量取log\n", "- 进行离散余弦变换(DCT)变换\n", "- 保留DCT的第2-13个系数,去掉其它\n", "\n", "其中,前面两步是短时傅里叶变换,后面几步主要涉及梅尔频谱,接下来我们将分别学习这些知识。\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.1 短时傅里叶分析" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "声音信号本是一维时域信号(声音信号随时间变化),我们可以通过傅里叶变换将其转换到频域上,但这样又失去了时域信息,无法看出频率分布随时间的变化。短时傅里叶(STFT)就是为了解决这个问题而发明的常用手段。\n", "\n", "所谓的短时傅里叶变换,即把一段长信号分帧、加窗,再对每一帧做快速傅里叶变换(FFT),最后把每一帧的结果沿另一个维度堆叠起来,得到类似于一幅图的二维信号形式,也就是我们task2中得到的声谱图。\n" ] }, { "attachments": { "006be733-1c99-4c47-90b9-97c0f2b2b8c7.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![图片.png](attachment:006be733-1c99-4c47-90b9-97c0f2b2b8c7.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.1.1 分帧" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "语音信号是不稳定的时变信号,但为了便于处理,我们假设在一个很短的时间内,如20-40ms内为一个稳定的系统,也就是1帧。但是我们不能简单平均分割语音,相邻的帧之间需要有一定的重合。我们通常以25ms为1帧,帧移为10ms,因此1秒的信号会有10帧。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.1.2 对每帧信号进行DFT" ] }, { "attachments": { "94344ad2-b38c-406b-b38f-38c414bec708.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "我们可以使用离散傅里叶变换(DFT)把每一帧信号变换到时域,公式是:\n", "\n", "![图片.png](attachment:a397932d-052a-4e79-82c5-927d6bf263e6.png)\n", "\n", "其中s(n)表示时域信号;si(n)是第i帧的数据,其中n的范围是1-400;当我们介绍DFT的时候,Si(k)表示的是第i帧的第k个复系数;Pi(k)是第i帧的功率谱。h(n)是一个N点的窗函数(比如Hamming窗),K是DFT的长度。有了Si(k)我们就可以估计功率谱:\n", "\n", "![图片.png](attachment:94344ad2-b38c-406b-b38f-38c414bec708.png)" ] }, { "attachments": { "666e53df-08ce-4763-af86-563c19a594a5.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "这样,我们就得到了周期图的功率谱估计,即声谱图。以之前task2的芦荟音频为例,它的横坐标是帧下标,纵坐标是不同频率或者叫能量,图中颜色越深(比如红色),对应频率的能量越大。\n", "\n", "![图片.png](attachment:666e53df-08ce-4763-af86-563c19a594a5.png)\n", "\n", "我们可以利用 librosa库做短时傅立叶变换(STFT),通过STFT能够返回一个复数矩阵,使得:\n", "\n", "- 复数的实部:np.abs(D(f,t))为频率的振幅\n", "- 复数的虚部:np.angle(D(f,t))为频率的相位\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(71661,)\n", "(1025, 140)\n" ] } ], "source": [ "# STFT\n", "y, sr = librosa.load('./train_sample/aloe/24EJ22XBZ5.wav')\n", "S =librosa.stft(y, n_fft=2048, hop_length=None, win_length=None, window='hann', center=True, pad_mode='reflect')\n", "'''\n", "• y:音频时间序列\n", "• n_fft:FFT窗口大小,n_fft=hop_length+overlapping\n", "• hop_length:帧移,如果未指定,则默认win_length / 4\n", "• win_length:每一帧音频都由window()加窗。窗长win_length,然后用零填充以匹配n_fft\n", " 默认win_length=n_fft。\n", "• window:字符串,元组,数字,函数 shape =(n_fft, )\n", " 窗口(字符串,元组或数字)\n", " 窗函数,例如scipy.signal.hanning\n", " 长度为n_fft的向量或数组\n", "• center:bool\n", " 如果为True,则填充信号y,以使帧 D [:, t]以y [t * hop_length]为中心\n", " 如果为False,则D [:, t]从y [t * hop_length]开始\n", "• dtype:D的复数值类型。默认值为64-bit complex复数\n", "• pad_mode:如果center = True,则在信号的边缘使用填充模式\n", " 默认情况下,STFT使用reflection padding\n", "'''\n", "S = np.abs(S)\n", "print(y.shape)\n", "print(S.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 04 梅尔频谱和梅尔倒谱" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "声谱图往往是很大的一张图,且依旧包含了大量无用的信息,所以我们需要通过梅尔标度滤波器组(mel-scale filter banks)将其变为梅尔频谱。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.1 梅尔尺度" ] }, { "attachments": { "bcf98007-5d55-446a-ab52-701576e720ad.png": { "image/png": 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" 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} }, "cell_type": "markdown", "metadata": {}, "source": [ "梅尔尺度(Mel Scale)是建立从人类的听觉感知的频率——Pitch到声音实际频率直接的映射。频率的单位是赫兹(Hz),人耳能听到的频率范围是20-20000Hz,但人耳对Hz这种标度单位并不是线性感知关系,例如,若把音调频率从1000Hz提高到2000Hz,我们的耳朵只能觉察到频率似乎提高了一些而不是一倍。但是通过把频率转换成美尔尺度,我们的特征就能够更好的匹配人类的听觉感知效果。从频率到梅尔频率的转换公式如下:\n", "\n", "![图片.png](attachment:fd162f00-1fdd-4084-ab38-d6363501c924.png)\n", "\n", "我们可以观察一下转换后的映射图,可以发现人耳对于低频声音的分辨率要高于高频的声音,因为赫兹到梅尔是log的关系,所以当频率较小时,mel随Hz变化较快;当频率很大时,mel的上升很缓慢,曲线的斜率很小。这说明了人耳对低频音调的感知较灵敏,在高频时人耳是很迟钝的,梅尔标度滤波器组启发于此。 \n", "\n", "![图片.png](attachment:bcf98007-5d55-446a-ab52-701576e720ad.png)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.2 梅尔滤波器" ] }, { "attachments": { "c3c49f4b-f650-4de2-a084-22b720c78dc0.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "为了模拟人耳对声音的感知,人们发明的梅尔滤波器组。一组大约20-40(通常26)个三角滤波器组,它会对上一步得到的周期图的功率谱估计进行滤波。而且区间的频率越高,滤波器就越宽(但是如果把它变换到美尔尺度则是一样宽的)。为了计算方便,我们通常把26个滤波器用一个矩阵来表示,这个矩阵有26行,列数就是傅里叶变换的点数。\n", "\n", "![图片.png](attachment:c3c49f4b-f650-4de2-a084-22b720c78dc0.png)" ] }, { "attachments": { "96269091-1fd2-4166-966a-ad08e2770632.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "计算过程如下图所示,最后我们会保留这26个滤波器的能量。图(a)是26个滤波器;图(b)是滤波后的信号;图(c)是其中的第8个滤波器,它只让某一频率范围的信号通过;图(d)通过它的信号的能量;图(e)是第20个滤波器;图(f)是通过它的信号的能量。\n", "\n", "![图片.png](attachment:96269091-1fd2-4166-966a-ad08e2770632.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.3 梅尔倒谱" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在梅尔频谱上做倒谱分析(取对数log,做离散余弦变换(DCT)变换)就得到了梅尔倒谱。\n", "\n", "对上面得到的26个点的信号进行DCT,得到26个倒谱系数(Cepstral Coefficents),最后我们保留2-13这12个数字,这12个数字就叫MFCC特征。对功率谱再做DCT的目的就是为了提取信号的包络。" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(20, 140)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JGAAACoECDAAAhUABBgCAQqAAAwBAIVCAAQCgECjAAABQCBRgAAAoBAowAAAUAgUYAAAKgQIMAACFOGcqcu2V3hOSfYNGbJNVRRnN6Yx63TC9mChqwGzVRVV+VSW1/VOd1t5bXneS4JxLZOWM3tvOvMLYTVZG11VG7+0mMWV5OLYsQbUcJ0rToK+dUW1ruacmUidN2jYU7YedCzmmCcBWSW4l7bdnowNLqmslOrBNGu5DWi6bYzO9kb/eJDhrmrUm19r7aBvt1OrJ/nVIp11GzVTTnSuTvK3rGpRWq5yqPmxVZElp7uVYtYwJtkGZNWm/7eya3HuaXEMUlVPV2Nv1q/F9E6/A1iYhtxG1O+jSyR5IE8Rt++GYHZtowN00pjXr/gljzemxtn1Z15Bcbd+rurRz43Ms6nUzG53jzD6N54xuPEhRb2dmD8jctbfi2PrBXp+0RteXthbT9JkkIprORSU3ezJq1jq/Nu2cs/cjis9B8txl5ofrzHM5bOvUKwAAALwroAADAEAhUIABAKAQKMAAAFAIFGAAACgECjAAABQCBRgAAAqBAgwAAIVAAQYAgEKgAAMAQCHOl4rseq9snpA+rEphNT807xumHMf3hyTZWdQNVRGsRN9MFUH/e0afSfZVvTKnXs6O7/oDrVGRpS2rnPJyIdcfjM5pu7Y/Qw3VnluuXk3GQxR15k70zd62JZpus/BzN9vfjec0rdlon9qu6rSH20/FvspcNEbhDem6Or9d1GNVr6xMwu10946MUTRfM+duIhqnmU/tR9RXreKtGm0lP+wapem0RHF+mJ30z/RV+tNPxsnEJOvVagquwaqjtezPSnTgdmM7nFuKBm21dd3DYX+buQtJzJl+2TkI/VCNe/CTyKjUVtdXRVj3q2mSyV/XmETsuvH96WZpOnLaCZt8LGPSpPGcTp8bh8xnNV2OjsUDY0W3N9q07oJ63/e/Oo4Jzo3Oo50LWd+gM5v9p3t4JZPUnUtMD6nXZ7nG3Fv3ip0nnbukNmbGPgSfgAEAoBAowAAAUAgUYAAAKAQKMAAAFAIFGAAACoECDAAAhUABBgCAQqAAAwBAIVCAAQCgEOcy4ch5a0ZNn75Wsy3WcQ2NbDdMMKDYISFYsovhjhpwmRhVGqLIY9utb1alK2IMmfC/YfBjgrRvAwGdSCv23q7xU1IdSb8O92IbEpi4vPZEHJoGOIrNNF+/Fvsq/ZkYG40lFLDK2EZN6+9Zz8UGythH1s7SgEgNlJxyDDYN82PnItOeUrdq8sS1tBYgUTS9bFtJwGIjZheJIbWI4aXVws+BzlO3EsMXQwCiCSHV+WnFiHv42A+Hc1MJYlw/fHvUt3bFB44uTcCnzsFkES0rJ2Ydd+Ng2dqErsZGUgOzMsZXOwiptQZUsDrNntc5WErwa2JK6vX21mrhyRhtOCp1431UzY+SX2fNvN48B2Jjci3HTgiWddOxfWitVLX2allvNUv9SQ21nZvrfRvLrcf8T1k/ovg89JUJjx0EgNZmXifHuzRE95RtI7xXnssw/9agVcvU7Em1XoN1aE1PnQNbXwbPTw58AgYAgEKgAAMAQCFQgAEAoBAowAAAUAgUYAAAKAQKMAAAFAIFGAAACoECDAAAhUABBgCAQqAAAwBAIc6lIruqom5lM2iu3USVYVPHRZNUjdBf4JW9vvYaYWvURZ748MShYkhENDt64K/pYjBedezV4GGgXkJvlNtBMJ5VYJ1qhlZDlbDGoG9aZVaU5cn9N+KxuYxT+tNMv20GINp0Y1VN/zroj30cG4kSqjpnb7RPxerAzf4DadSPt9m5YwYq7a7EcMowJlUojU7Ly7GKHEIgNezUBi7KmPokhNC3Wx/5NbIqZru+5Y+pPr2Ioa31jgSmGnU59E307415Rg/eiNqq9rWS9WomRsvWc6Z91pBPOTd57dXYnz0JiFw1wZ66hqqtT6fjc9rn46gCT3SuZ2YtV30fJ+3raZtERHXmkdS11LUxbYUQT7vPRf+td/3+qO0zopp/Y+6jKrIqwlXcAyFAU46xCdut5J61ed7cJH2OOaPOO9Mf7fdE9m49i+r/4orXk2ujkDdz2Vsy11Zdjp2Ic9Ec+32gtaozino38WNTDb9a2v0hYbtmz+s92/Wro1vWh6JBm+cnG246AJ+AAQCgECjAAABQCBRgAAAoBAowAAAUAgUYAAAKgQIMAACFQAEGAIBCoAADAEAhUIABAKAQKMAAAFCIc6nI7BxxuwiJtY2kkNrUVVVtbQopi24blEKjr6reN+1iUqqqx5XoosOUV/9G0R/bzCmjNYeEZblPknirWqVVbEVjVGXZ2VRUTaM1umF37Ul/nYxJ1UciourhPX+5SYYNCcyq1hrtk1ZE+xRVNUnGlTlJkoklEVe1Umc1ax1TJgk5KJKmLVZ91iZEb275n6Js2rZ0TJUbpy7rOZdo4Lq+BzRC27Upsrpuoq267cfiOVVf7dxJv6v9HbnGaKBWl9Zbik4aVF6deyKqtD82cVjnRdsyfe2v+CRs3WtBESciOhqPN9xTFWabHKz7wurDem+93varOeER1j6avup8WnVZdXKdJZsErHOsycds9pg+l8ns6txpirStDdKPbmYSq2Wd7LHQ/aMdf01rHnKdF9kDIaGYzLNhtXW9XvqtNcVfL4nY8lwn6ejyvubYrF+tKvLWqK86XqsfZ7LZR+ATMAAAFAIFGAAACoECDAAAhUABBgCAQqAAAwBAIVCAAQCgECjAAABQCBRgAAAoBAowAAAUAgUYAAAKcS4VmfqOmoMdYk2XFX21tjqk6pIHJpX22Cu/rGmuVo2UZNtEN1R9U9udR32QBimzbidqn051XaOo1qoITqQtzqi/JjlYtd7JfUk5XZh7q9Zo0oqD+qoao1VPtV2rlaomqcqi1XV3vVbJMndWjw1tmIRlvWdYD6PcBtXUJkRXg99v7TmrwyoDtdiqyNUDn2LrDjNqsc75qun/UuZH19numelsfGznXjIOdxTTeHXOqvWNcRuil/Y798fXb1+LXZzOpauizG5sxbHNxmnUUUWWpGjT1+rIr1e1ey8dI1Fcb5OizLqnMqowTaV9e0zXQdpNzoX+mfU7kGTheqyjhx1inoNKnk+StawmZo/JXq9UCTf3DnvMKLy8TL9ugO1+nfs2kq8W0L7pGN1Y4LVp3E6vE+3YXq/XcWZ+wvVWFRa9OrRvq6Gq1LPYf03Vbt56LRkjERGtb/qfRhPnXGL7AHwCBgCAQqAAAwBAIVCAAQCgECjAAABQCBRgAAAoBAowAAAUAgUYAAAKgQIMAACFQAEGAIBCoAADAEAhzqUiu7qh5VWTTitaoOOo3HWSgtqbY5WkIleiA9ZtTC0Nqaat0RNXBwmpk5hyrHplSJa112py69Low6oGixbcz6Ie66Zj5bTSFNQ+VZ794EQzNNquk/sHnXHrRjin2iPbZNWtNEE3QfXHQZKzbasyY6sWR2m/DKrK5tTO7PVXPiD3jnM933wsuXeybqqYGp2513WStUnSdWVsoc82GbvWtozGqa91nc05bbetrSYqWrzMdWW1ZtGNndGNXS3nM/PTrwzWlCjs9X7q91FXj3XXkOJrE4dNHxXtY+jDyjgR2M6rJvRqcrAmZBOZtaG9eEz2mD4jzvQhtx90zd013x+7x0KKsmjQ1Twq4U7W25nkY56YZ2+IatxmXqvlMrmkW7sSXi9Xt/w1JjFdU8ed7L9kNDJn3epmvKXUnqC0m3uHpGd9thbH5n2y34xK3anirPvIKt4yP1yPn62TwCdgAAAoBAowAAAUAgUYAAAKgQIMAACFQAEGAIBCoAADAEAhUIABAKAQKMAAAFAIFGAAACgECjAAABTiXCpy1S5peu/1eED1vslYOaXeJMNWqn1KoqnRSlUfdCYBOKTwhkTZqMcGlViUws5oyqo6t0Zn7K4/48/1SxlD1Ig1nVUTU+29+3XfhtWVVVPm3ZjETGtee9Q5UFWViKiXcbutW+FYc+zTllWRtOm0TtOEZZ6avZ14H02utSmwaz4VmIfX2GNm7qgapLQaHXhxxSvUndFKpwc+Wbg+fEgjePx7d6XqtfSxMfMa1lnU1t7ot6qHVm1UTnmgSzuTMNvsSWKyTT7Wdre9Pr186k+YN/t7T/bi9UGJHvTvnVA9vJb90dg9PEj0XV65Hk4tRKdtFnFtdD51v1plW/fb8dW4Z2rZs9MDP25n069lnpxp4+jqTemP7KNFVOEnu3f9CzO/tXwdgJO9nKi8gxRiZ9Tc8NzYZ31Aoj472R927gbrzCZhebbzhj92GDVrTWInSVNPUprlawdsmnjYZ7K+9cN74VytKrEq4fOoIoc27S90Dw6fI3vO9D+n/A/BJ2AAACgECjAAABQCBRgAAAqBAgwAAIVAAQYAgEKgAAMAQCFQgAEAoBAowAAAUAgUYAAAKAQKMAAAFOJ8qcjLBfXfeY24Sus2T41Kqfqd0fBY9UVNGF6LGmq/ftVfbvRHVS2bQ6/tVvKTiKja3/EvREFebMYU4ntXvHa820UVuWHfjy3nFcSJSVhdO/RaZnOwE/uqKcqiPPdGzVVl1q1vhWPtzOvAded1Uau41uy1RKteztd9Yu3xzI+7N0ovS8arJkrn+jrZeTNeL1qs6phHtz8az4lmOT002rT268Ed/8L0qxZV1pn+LNa2/ZhkjJr6SxQ17gSZn17Wm9u4vTTJN9HWB+f6xiQyS0qzzvnaw++Ec24mCde34p6p9x7IPf2cOSORsireubRsUWX7ragPH177Pj8cl0mPlrYm86jHBsVZlNnJg7div3QPGwU+3Fs190mcc53XtaNvhGPtpt8z8w3fR6sW153ot8uo0Q4V59qmcu/Ls2QSfan3c6DPaW+Szzkkme/4A/fvhHP6rLPRk0OKsOrARiEPqd9GQ69I+i3aPRv1f7np94DNlWZV/mUPdKaticy/VdSrbX/PdsPvZfs1BcOk7sao6nQg82TTy+Xey6u+5tjnurnzLf/C6sy5RPIB+AQMAACFQAEGAIBCoAADAEAhUIABAKAQKMAAAFAIFGAAACgECjAAABQCBRgAAAqBAgwAAIVAAQYAgEKcS0U+vvuQXvlXX6Ba1Ml66t9e1VH7nG54dW9126TeSiJpeyyKZBsVvr5zyTVERMtDr23O9/3PxX7UOOe7Rukkoo2b8T7XPuRVzSuLmNK6f8frifdEt6yacaIpV7H/871jOebHOF0fq7Mbj0UFdvMp0RLXvXq5/2ZMXX3zK15PnKxORu+tGt/+/ltRsz7enSf9Wd2K6a67U9/v44dRdTy85/VhXY/1G3EudG0WB+l8EREd73j1UueeiOjuiztERNRciVti5THf7/2vS3r0JM7TjY9t+bGtxbHp3Op4FwdR/dU1XBz4PXD0duzX4r4/9sRPRK18+/a1pM/uxlYc28yvyfG9mNY8f+h1293v+GPzvdh+t5RU5JW49vUs3fquj3PRzPx1VrnXNdG5Xh7F9NvhuA/vxwTk44d+DpYH8fqVLa9c11PfljPrsPH4ppyLfZ3vzeWnX/v16xvm3r6NB38UlfPDt2QPy3pNN+JYVz+wmvSViOjKE1eTOTh+GDXz1W2v/OqcW712se+vs3tM2zi4uy/n4rPoOr8Ouh5ERLNN3+727W25d9zfRw98+4/94OPh2MYTfl8s9vwc3/t/Ufv+wIe8Qj27Gp+Do7t+P7z9qr9ueRjXoVv4OqRzvXkzzut8f/zcrFzRdfPzaetG345TtW2deyfwCRgAAAqBAgwAAIVAAQYAgEKgAAMAQCFQgAEAoBAowAAAUAgUYAAAKAQKMAAAFAIFGAAACnEuE+6NtQ/SL330X9O1W1tERLR9zVsyt27GMMWnH/cmzMYsGjAaNqm0faz7nfM2SdtFq+StB95M+d1XvMX2xmvRLjvcjZYREdFzH7sdXv/Ej/l+PL4RQwjf2vdWzOG8Gt1Hhbn7O9Fi+V8v+DDEycybQs8+dzOce7jjLZ0jY3j9hT/v7Ztp48f4yjei/fL202lfiYg+8mFvHT1xzd/8eBnnYlL7NrbXfPtdE22cb+74MMHP/0YMDrz7un89W/Pjfu6jT4RzjVhQr/1htMUWYiLe/Y4P+GyXcY2e+ZmniYjo8Sei5ff8D/l1uLnp5/OVN2Kg4Rde9mtjLcitrbgPiIiOjkzop1ynP5nj+5zYVVc243Z89in/c9r4tdH1I4praEQ4eulLfkxvTd4mIqJ1Y0MtFzLub8VAU7WU1HZ7/PaT8d4/eIuGbG1PpY/++r39uGf29vw8/qHYVofXo0m2tunNs70H++HY0Z5/vXbVz/XqRjQe1SR78tloBd665Z+z2dSP+9kn4r3f2vFr9MJvfDscu3HL77FGrL27b8YA0Z23/aQt53Fvra97A+ypD/l7/uhHohF2+7pf+7kErL7wYjhFX3vxj4iIqG2iXaZGGF9Vc9CYlWvekn3sye1w7P4db4Lq/Dz/F78/nLt+zb930sS98uGnTcAoEX31W3Gdv/yVHSIieu65q+HYresSOCpN1OYjp4pqb9z1J3//1bih7rzuzUJ9toiIOnlePvgD3szrurgOL/3WqzRkfmCDa398dJ4In4ABAKAYKMAAAFAIFGAAACgECjAAABQCBRgAAAqBAgwAAIVAAQYAgEKgAAMAQCFQgAEAoBAowAAAUAh2zp1+lV7MvEdEY+fuYnKdiO6W7sQj5DKN5zKNhehyjecyjYXovRvP9znnbgwPnuu7IIjoVefcjz2iDhWFmV+8LGMhulzjuUxjIbpc47lMYyEqPx78EQQAABQCBRgAAApx3gL8L96VXpThMo2F6HKN5zKNhehyjecyjYWo8HjO9ZdwAAAAHh34IwgAACgECjAAABTiTAWYmX+amV9l5q8z8995tzv1KDmt78z8KWZ+m5lfkv/+Wol+frcw82eY+Q4zf7V0X87Daf1m5p9k5odmXf7ee93H7wVmfpqZX2Dm32XmrzHz3yrdp7Nylr5f5PVh5hVm/j/M/GUZ3z8o1hnn3In/EVFNRN8gomeJaEpEXyaiHzrtfe+H/87SdyL6FBH909J9/R7G+GeI6GNE9NXSfXmU/SainySiz5Xu5/cwvltE9DF5vUlEv3+BnptT+36R14eImIg25PWEiP43Ef2pEn05yyfgjxPR151zf+CcWxDRvyeinztjfS/NRe77mXDO/Xciun/qhe8zLmq/z4pz7g3n3Jfk9R4RvUJET578rvcHF7nvZ8F5NCV1Iv8V+dcIZynATxLRt8yvv00XZzHO2ve/wsxfYeb/yMxPvzddA2fgE/K/ib/OzD9cujPfLcx8m4h+lPwnrQvFKX2/sOvDzDUzv0REd4joi865ImuDv4Qj+q9EdNs591Ei+iIRfbZwf4DnS+T9+R8hol8lov9StjvfHcy8QUT/iYj+tnNut3R/zsMpfb/Q6+Oc65xzf5KIniKijzPzh0v04ywF+HUisp8Kn5JjF4FT++6cu+ecm8sv/yURPf8e9Q2cgHNuV/830Tn334howszXC3frXDDzhHwB+7fOuf9cuj/n4bS+X4b1ISJyzu0Q0QtE9NMl7n+WAvx/iej7mfmDzDwlol8gol97d7v1yDi178x8y/zyZ8n/eRcoDDPfZGaW1x8nv1fvle3V2ZG+f5qIXnHO/ZPS/TkPZ+n7RV4fZr7BzFvyepWIfoqIfq9EX079NjTnXMvMf4OIvkD+XxV8xjn3tXe9Z4+Ad+o7M/9DInrROfdrRPQ3mflniagl/5dCnyrW4e8CZv535P9G+jozf5uI/r5z7tNle3U6uX6T/8sQcs79cyL6JBH9dWZuieiIiH7ByV9bXxD+NBH9VSJ6Wf6skYjo78qnxfc72b4T0TNEl2J9bhHRZ5m5Jv8bx39wzn2uREegIgMAQCHwl3AAAFAIFGAAACgECjAAABQCBRgAAAqBAgwAAIVAAQbvS5j5mvmmrTeZ+XV5vc/M/6x0/wB4FOCfoYH3Pcz8i0S075z7x6X7AsCjBJ+AwYVCvof2c/L6F5n5s8z8P5j5m8z8l5n5V5j5ZWb+vOi0xMzPM/NvMvNvM/MXBvYjAMVAAQYXnQ8R0Z8jr5H/GyJ6wTn3EfJ21l+SIvyrRPRJ59zzRPQZIvpHpToLgOVUFRmA9zm/7pxbMvPL5HXzz8vxl4noNhH9ABF9mIi+KF9dUBPRGwX6CcAIFGBw0ZkTETnnemZemu8j6MnvbyairznnPlGqgwC8E/gjCHDZeZWIbjDzJ4j81yxetC8PB5cXFGBwqZEoqk8S0S8z85eJ6CUi+vGinQJAwD9DAwCAQuATMAAAFAIFGAAACoECDAAAhUABBgCAQqAAAwBAIVCAAQCgECjAAABQiD8GuzoaXv7VL4IAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#梅尔频率倒谱系数 MFCC\n", "mfccs = librosa.feature.mfcc(x, sr)\n", "print (mfccs.shape)\n", "# (20, 151)\n", "#Displaying the MFCCs:\n", "librosa.display.specshow(mfccs, sr=sr, x_axis='time')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "这里mfcc计算了超过151帧的20个MFCC。我们还可以进行特征缩放,使得每个系数维度具有零均值和单位方差:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-5.1089697e-09 1.2772424e-09 1.3623919e-08 -1.0217939e-08\n", " -8.5149493e-10 -5.0238199e-08 -3.6188534e-09 4.2574747e-10\n", " 7.4505806e-09 7.6634548e-09 -2.5544848e-09 4.2574747e-10\n", " -2.5544848e-09 -4.0446011e-09 3.8317271e-08 8.9406971e-09\n", " -3.1931060e-09 2.9802323e-09 -2.3416111e-09 3.6188534e-09]\n", "[0.9999999 1.0000002 0.99999976 0.99999976 1.0000001 0.9999997\n", " 0.9999996 0.99999976 0.99999976 1.0000002 1.0000004 0.9999997\n", " 1. 1.0000004 1.0000002 1.0000002 1. 0.9999997\n", " 1.0000004 1. ]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.6/site-packages/sklearn/preprocessing/data.py:164: UserWarning: Numerical issues were encountered when centering the data and might not be solved. Dataset may contain too large values. You may need to prescale your features.\n", " warnings.warn(\"Numerical issues were encountered \"\n", "/opt/conda/lib/python3.6/site-packages/sklearn/preprocessing/data.py:181: UserWarning: Numerical issues were encountered when scaling the data and might not be solved. The standard deviation of the data is probably very close to 0. \n", " warnings.warn(\"Numerical issues were encountered \"\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# mfcc 特征缩放\n", "mfccs = sklearn.preprocessing.scale(mfccs, axis=1)\n", "print(mfccs.mean(axis=1))\n", "print(mfccs.var(axis=1))\n", "librosa.display.specshow(mfccs, sr=sr, x_axis='time')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 05 本次任务中的特征提取" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "feature = []\n", "label = []\n", "# 建立类别标签,不同类别对应不同的数字。\n", "label_dict = {'aloe': 0, 'burger': 1, 'cabbage': 2,'candied_fruits':3, 'carrots': 4, 'chips':5,\n", " 'chocolate': 6, 'drinks': 7, 'fries': 8, 'grapes': 9, 'gummies': 10, 'ice-cream':11,\n", " 'jelly': 12, 'noodles': 13, 'pickles': 14, 'pizza': 15, 'ribs': 16, 'salmon':17,\n", " 'soup': 18, 'wings': 19}\n", "label_dict_inv = {v:k for k,v in label_dict.items()}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "建立提取音频特征的函数" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "from tqdm import tqdm\n", "def extract_features(parent_dir, sub_dirs, max_file=10, file_ext=\"*.wav\"):\n", " c = 0\n", " label, feature = [], []\n", " for sub_dir in sub_dirs:\n", " for fn in tqdm(glob.glob(os.path.join(parent_dir, sub_dir, file_ext))[:max_file]): # 遍历数据集的所有文件\n", " \n", " # segment_log_specgrams, segment_labels = [], []\n", " #sound_clip,sr = librosa.load(fn)\n", " #print(fn)\n", " label_name = fn.split('/')[-2]\n", " label.extend([label_dict[label_name]])\n", " X, sample_rate = librosa.load(fn,res_type='kaiser_fast')\n", " mels = np.mean(librosa.feature.melspectrogram(y=X,sr=sample_rate).T,axis=0) # 计算梅尔频谱(mel spectrogram),并把它作为特征\n", " feature.extend([mels])\n", " \n", " return [feature, label]" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 45/45 [00:10<00:00, 4.94it/s]\n", "100%|██████████| 64/64 [00:14<00:00, 4.86it/s]\n", "100%|██████████| 48/48 [00:17<00:00, 2.66it/s]\n", "100%|██████████| 74/74 [00:26<00:00, 1.31it/s]\n", "100%|██████████| 49/49 [00:14<00:00, 3.33it/s]\n", "100%|██████████| 57/57 [00:17<00:00, 3.50it/s]\n", "100%|██████████| 27/27 [00:08<00:00, 3.27it/s]\n", "100%|██████████| 27/27 [00:07<00:00, 3.47it/s]\n", "100%|██████████| 57/57 [00:15<00:00, 3.35it/s]\n", "100%|██████████| 61/61 [00:18<00:00, 3.41it/s]\n", "100%|██████████| 65/65 [00:20<00:00, 3.55it/s]\n", "100%|██████████| 69/69 [00:22<00:00, 3.24it/s]\n", "100%|██████████| 43/43 [00:13<00:00, 3.36it/s]\n", "100%|██████████| 33/33 [00:10<00:00, 3.61it/s]\n", "100%|██████████| 75/75 [00:24<00:00, 3.21it/s]\n", "100%|██████████| 55/55 [00:19<00:00, 2.32it/s]\n", "100%|██████████| 47/47 [00:15<00:00, 3.04it/s]\n", "100%|██████████| 37/37 [00:13<00:00, 2.98it/s]\n", "100%|██████████| 32/32 [00:07<00:00, 3.80it/s]\n", "100%|██████████| 35/35 [00:11<00:00, 2.70it/s]\n" ] } ], "source": [ "# 自己更改目录\n", "parent_dir = './train_sample/'\n", "save_dir = \"./\"\n", "folds = sub_dirs = np.array(['aloe','burger','cabbage','candied_fruits',\n", " 'carrots','chips','chocolate','drinks','fries',\n", " 'grapes','gummies','ice-cream','jelly','noodles','pickles',\n", " 'pizza','ribs','salmon','soup','wings'])\n", "\n", "# 获取特征feature以及类别的label\n", "temp = extract_features(parent_dir,sub_dirs,max_file=100)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:1: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray\n", " \"\"\"Entry point for launching an IPython kernel.\n" ] } ], "source": [ "temp = np.array(temp)\n", "data = temp.transpose()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X的特征尺寸是: (1000, 128)\n", "Y的特征尺寸是: (1000,)\n" ] } ], "source": [ "# 获取特征\n", "X = np.vstack(data[:, 0])\n", "\n", "# 获取标签\n", "Y = np.array(data[:, 1])\n", "print('X的特征尺寸是:',X.shape)\n", "print('Y的特征尺寸是:',Y.shape)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# 在Keras库中:to_categorical就是将类别向量转换为二进制(只有0和1)的矩阵类型表示\n", "Y = to_categorical(Y)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1000, 128)\n", "(1000, 20)\n" ] } ], "source": [ "# 最终数据\n", "print(X.shape)\n", "print(Y.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 参考资料" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[1. STFT和声谱图](https://blog.csdn.net/qq_28006327/article/details/59129110?utm_source=blogxgwz9)\n", "\n", "[2. MFCC特征提取教程](http://fancyerii.github.io/books/mfcc/)\n", "\n", "[3. librosa处理音频信号](42690?ops_request_misc=%257B%2522request%255Fid%2522%253A%2522161605127816780265442243%2522%252C%2522scm%2522%253A%252220140713.130102334..%2522%257D&request_id=161605127816780265442243&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~sobaiduend~default-3-103542690.pc_search_result_no_baidu_js&utm_term=librosa+stft)\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" }, "tianchi_metadata": { "competitions": [], "datasets": [], "description": "", "notebookId": "185183", "source": "dsw" } }, "nbformat": 4, "nbformat_minor": 4 }