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@hotbaby
Forked from murphypei/asr_fbank_mfcc.ipynb
Created March 4, 2024 02:01
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ASR FBANK MFCC 特征提取
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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from scipy.io import wavfile\n",
"from scipy.fftpack import dct\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# 绘制时域图\n",
"def plot_time(signal, sample_rate):\n",
" time = np.arange(0, len(signal)) * (1.0 / sample_rate)\n",
" plt.figure(figsize=(20, 5))\n",
" plt.plot(time, signal)\n",
" plt.xlabel('Time(s)')\n",
" plt.ylabel('Amplitude')\n",
" plt.grid()\n",
"\n",
"# 绘制频域图\n",
"def plot_freq(signal, sample_rate, fft_size=512):\n",
" xf = np.fft.rfft(signal, fft_size) / fft_size\n",
" freqs = np.linspace(0, sample_rate / 2, int(fft_size / 2 + 1))\n",
" xfp = 20 * np.log10(np.clip(np.abs(xf), 1e-20, 1e100))\n",
" plt.figure(figsize=(20, 5))\n",
" plt.plot(freqs, xfp)\n",
" plt.xlabel('Freq(hz)')\n",
" plt.ylabel('dB')\n",
" plt.grid()\n",
"\n",
"# 绘制频谱图\n",
"def plot_spectrogram(spec, note):\n",
" fig = plt.figure(figsize=(20, 5))\n",
" heatmap = plt.pcolor(spec)\n",
" fig.colorbar(mappable=heatmap)\n",
" plt.xlabel('Time(s)')\n",
" plt.ylabel(note)\n",
" plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"sample_rate: 16000, frame length: 56000\n"
]
}
],
"source": [
"sample_rate, signal = wavfile.read(\"/home/murphy/code/rosetta/speech_ai/test/data/058d6c70-15ed-4baf-a24b-244cac311b9b.wav\")\n",
"signal = signal[0 : int(3.5 * sample_rate)] # keep the first 3.5 seconds\n",
"print(f\"sample_rate: {sample_rate}, frame length: {len(signal)}\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1440x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_time(signal, sample_rate)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1440x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_freq(signal, sample_rate)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1440x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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u767HkV5rxWOtBJNGSRlKBEEQBEEQBEEQRSBBiSCqjCPAO3acwVhNcpSev27HuSkPnr9uL2v9WDKFKXe4okBuEatBDVcoHcpdqNxN5JZ2MxgGZecoiZ9db1CVWLO68A4lKnkjCIIgCIIgCIIoBAlKBFFlREEJAKZc6+9SenHUCQAYmveVtf6kM4wUy6G/aQWCkl4Fp1jy5omg3VJcUDJqlOhvNODSjKesz3cLgpJVv86CkkZBDiWCIAiCIAiCIIgikKBEEFVGFFgAYMIZWtdtcxyHk2O8oPTKXHmC0uBN3sm0t8VU8fZsBhUC0STC8SQW/dGSDiWAz1G6OOMFy3Il1xXzmayGwrlMa4GYocRxpcdIEARBEARBEASxHSFBiSCqTKZDaXKdBaWbSwE4g3F0WXWYcIYQjBUv24rEU/jaiXHc12dDf9NKMpR4oefqvB8sB7SVcCgBwD29NnjDCVydLx1a7qqZQ0mJRIpDNMGu63YJgiAIgiAIgiA2CyQoEUSVcQRi0CrlaDZpMOFaX0HppVEXAODD9+0AxwHXF4qLNt87Ow1nMI4/eLh/RdsThZ7LM14AKMuhdLTfBoYBjg2Xznhyh+LQqeTQKOUrGt9KMWn5BpjU6Y0gCIIgCIIgCCI/JCgRRJVxBGNoMKrRbdOtu0PppVEndtj0+LV9zQCAV2YLl71FEyl85dgY7tpRjzt31K9oe6JD6YqwnXIcSlaDGre0mXFs2FFyXXcontXhbb0waZQAQDlKBEEQBEEQBEEQBSBBiSCqjDMYg82gwg6bHpPrGMqdSLE4M+7CvX1WNJk0aDCqiwZz/+DcDOyBGP5whe4kgM9QAoArs14AQGsZghIA3N/fgAvT3pIOIFcovu7lbgCfoQSQQ4kgCIIgCIIgCKIQJCgRRJVxBASHklUPdygO3zq5XC7PeBGKp3Bvrw0AsL/VhKtz+UveYskUvjw4htu76nCk17ribYoOpUlXGA1GddmlaQ/sakCK5XBS6EhXCFcwtu6B3ADf5Q0A/JHiGVQEQRAEQRAEQRDbFRKUCKLKSIKSTQ9g/YK5Xxp1gWEgCUS3tJkxYg8gEk/lrPv4+Tks+KL4g4f7wTDMirepV8mhVvCXkXLK3UQOdVhg1ChKlr3VrOSNHEoEQRAEQRAEQRBFIUGJIKpIIsXCE07AZlBjhygo5Qnmvr7gr7pz6aVRJ/a3mmHR8QLMvjYzWA64vpjtUkqkWPzr4CgOdlhwtN+2qm0yDAOb4CAqJ5BbRCGX4d5eG44PO8FxXN51OI6rXckbZSgRBEEQBEEQBEEUhQQlgqgiriDf5r7BqEZnvQ4MA0wscygFY0m8+V9ewr8dG6vadsPxJC7OeHBvX1og2t9mBgBcncvOUfrVKwuY9UTw+w/1rcqdJGIVcpTaK3AoAXzZ25w3gjFHMO/yUDyFeJKtiUPJKJa8RankjSAIgiAIgiAIIh8kKBFEFXEEYgAAm4HPE2o1a3NK3s6MuxBLsphyVy+w++yEG4kUh3v70nlIrWYN6vUqvLJMUPrOqSl0W3V4cFdjVbYtOogqcSgBwP07GwAAgzfzl725BXGuFoKSRsmX8pFDiSA2B4M37Yglc8t7CYIgCIIgiLWDBCWCqCLOIC8oNRj5MrBumw4Tyzq9nRjhg6jnvZGqbfelUSdUChnu6K6XXmMYBvtaTRjKCOa+Nu/HuSkPfvPuLshkq3cnAelg7koylMT1+xoNBXOUnKG0OFcLTFolZSgRxCbgyqwX7//Gy3jilcVaD4UgCIIgCGJbQYISQVQR0aHUIIgg3VZ9jkPp+AgvoCx4o1Xb7kujLhzurMvpsnZLmxnDSwHpyf1jZ6agVsjw9sPtVdu2WPJWqUMJAB7Y2YCzE25EE7nOglo6lAC+0xt1eSOIjc+pMRcAYMlfvWsqQRAEQRAEURoSlAhiBXz/5Wk8e20p53XHMofSDpsevkgCnhAvjsx6whh3hFCnU8IeiCKZYlc9FncojmsLftyXJ2B7f5sZSZbDzcUAAtEEfnJxDm880CoFd1eDHVY9dCo5Oup0Fb/3gZ0NiCVZnB535Sxzh2osKJFDiSA2BWcm3ADS1wyCIAiCIAhifSBBiSBWwN89PYyvHh/Ped0RiMGoVkhOoW4r3+ltQuj09qJQ7vaWQ+1gOWBJcDSthsuzXgDA4a66nGX7W/lg7qE5P358cQ7heArvPdK16m1m8vbD7Rj8swHo1YqK33vnjnqoFbK8ZW8uYXIoOqDWG5NGSRlKBLHBSbEcXhYEJWeQBCWCIAiCIIj1hAQlgqgQXzgBRyCWtzuZIxiT3EkA0G3jBSWx7O3EiBPNJg2O7uTdRAtVyFG6Ns9nJO1rNeUs66jXwqRR4JU5H75zagoH2s24td2y6m1mopDL0GjUrOi9GqUcd/dYcTyPoOQOxaBVyqFTVS5UVQPeoUQlbwSxkbk270cgxp+n7tDqBXqCIAiCIAiifEhQIogKGXUEAPAOGs+yEgtHIJYVIt1Zr4OM4QWlFMvhxVEnjvbbpADred/qMz+G5nzotupg1ChzljEMg/1tZvzi8jxG7EH8xt3VdSdVg4MdFow7Qzk5Sq5gvGblboCYoUQOJYLYyIjlsrubjVTyRhAEQRAEsc6QoEQQFTJqTzuTxp3ZLiXnMoeSSiFDW50WE64wXpnzwRdJ4OjOBrSYeUdPNRxKQ/M+7GszF1y+v82MQCwJs1aJN9zauurtVZu+RgM4DphYFl7uCsVrVu4GpDOUOI6r2RgIgijOmQkXdtj02NNiopI3giAIgiCIdYYEJYKokExBacyeLYI4AtmCEpDu9HZi2AGGAe7rs8GoUcKoVmB+lYKSL5zAjDuSt9xNZL8gNr3jcDu0KnnB9WpFX6MBQPb3CvABu7V1KCmRSHGIJlYfnE4QRPVJsRzOTrhx1456WPUqcigRBEEQBEGsMyQoEUSFjNqD2NVkhEohy8pRiiZSCESTsC1z1eyw8YLS8REH9reaJZGkxaJZdcnb1QUfgHT4dj7u77fhdbe24ENHd6xqW2vFDpseDLMBBSUtn91End4IYmNyfcEPfzSJu3rqUW9QIZJIIRyn3DOCIAiCIIj1ggQlgqiQEXsQO5uN6LHps0QQZ5APhM3nUArEkjg35cHRfpv0eotZiwXf6hxKV+cKB3KLWHQq/Mt7bkOLWbuqba0VGqUcHXW6LHGO4zi4Qtl5VOuNScikqmaOUjzJ4tM/HcJiFbKzCGK7c0bo7nbXDiusgvjsorI3giAIgiCIdYMEJWJDcnLMifd/4yxS7MbKr4nEU5jzRtDXYEBvgyFLBHEE8gtKO4RObxwHHO1vkF5vtWix4F2lQ2nehxazBtYaCi/VoK/RkCXOheMpRBNsjR1KgqBURYfStQU/vnVqCoM37VX7TILYrpwed6GzXodWixZWPX8NpLI3giAIgiCI9WPDCkoMwzzKMMxNhmFGGYb5RK3HQ6wv/3l6GoM3HRtucjDmCILjeAGkt0GPaXcYsSTfnUwUlJa7aroFQUmnkuO2Lov0eqtZA1contPdrBKG5v3YV6TcbbPQ12jAuNAJD0hPCmvd5Q0A/JHqldCImVmuDXZcE8Rmg2U5vDzJ5ycBQL1QauwKxWo5LIIgCIIgiG3FhhSUGIaRA/gXAK8BsBfAuxmG2VvbURHrRTLF4viIAwDg22Bt20VHUn+TAb2NBrAcMOUKA4DUYWi5Q6m9Tgu5jMHdPVaoFelQ7BYLX4K20vKncDyJMUcQ+9sKl7ttFnob9IgnWcx6+O9SFFysW8yhJAlKVJZDbDPmvBFE4isXz5dzcykAbziBu3usAEAlbwRBEARBEDVgQwpKAO4EMMpx3DjHcXEA/wXgTTUeE7FOXJj2IhDlXSEbLRB5ZCkIuYxBt1WP3ga+O9mYUKolOpTE0gsRpVyGT79hL37/ob6s11vNGgBYcae36wsBcBy2jEMJSAt2bsFlUOsub0B1M5TmhRJHclEQ241f/8op/MkPLlXt806PuwAAd/XwDiWx7HejuVoJgiAIgiC2MopaD6AAbQBmMv49C+CuzBUYhvkogI8CQFNTEwYHB9dtcGtJMBjcMr/LSvnhcHpC8OKZ8/CPb5zD9NS1KBo0wMkXjyOW5Muznjn7CrSum7h8Mwa9kl+2nE4AvnFgcDz92mKIb0f//JmLiM8qK973z07xQkdg+ioG7ddX/DttBIJx/rt86tQVyBaVeGmW/91Ghy7CN14b3Tue4sd06dowOmKTVfnMy6O8oDQ6s5i1r+m8355spv3+b5ej0CgYvG/fyvLaHP4InhiK4Js/fQ7dZnnpN5TgFxejsGoYjF4+i1HwQf4KGXDx+hgGuZmS7681m2nfE9WF9v32hfb99oX2/fZku+z3jTNTrxCO474K4KsAcPvtt3MDAwO1HVCVGBwcxFb5XVbK/718Ao1GGeyBGLr692DgYFuthyTxuQvHcEu3HgMDtwMA2s49D85Qj4GBg/ivmfNojQUxMPBAWZ8VTaTwiRNPwtzcjYGB/or3/a9+eBn1ejve8uoHwTDMSn6dDcVnzj4DztiIgYEDuHFsDBi6gdc+fD/06tpdptQvPAFrSwcGBvZU5fP+YehFAD6klHoMDNwvvU7n/fZkM+33T55+HjaDCgMD91X8Xo7jkHjqVwCAQbcR33zTnasaC8ty+JMTz+LBvS0YGDggvd5w+jno621Zr21UNtO+J6oL7fvtC+377Qvt++3JdtnvG7XkbQ5AR8a/24XXiC3Ooi+K6wt+vOFAK4DqlhutlkSKxaQzhH6hPAsAehr0UpmWIxjLyU8qhkYpR71ehfkVZihdnfdjX6tpS4hJANDbkO705g7FoVbIoFOt3smwGkxaZZVL3vjyRirLITYTKZbDkj8Kd3hlx208xYLjgEajGoM3HTg36V7VeOZ9EbhD8awmBwBgNaikclmCIAiCIAhi7dmogtLLAPoZhtnBMIwKwLsA/KzGYyLWgWPDfDv1Nx3kBaWNFMo95QohyXJS3g/AiyBj9iA4joMjEMvp8FaKVosGC77KM5RiyRSGlwLY37b585NE+hoNGHOEwHEcXME4rHpVzcUyk0ZRtRyvaCIFZzAOhYyBOxQHK3S0I4iNjiMQQ5Ll4A2t7FyIJfny3vfe3QWbQY2/feomOG7lx78oyDYaNVmv1+vV1EGRIAiCIAhiHdmQghLHcUkAHwfwFIDrAH7AcdzV2o6KWA8GbzrQbNLgljYztEr5hhKURPdMlqDUaEAonsKiPwpnhQ4lAGgxa7HgrdyhNLIURCLFYV/r5u/wJtLbYIAvkoAzGIc7FJNCdmsJ71BKVuWzxG5+u5qNSLLchgucJ4hCzAuidyCWRFwQhyohmuC7u1n0Knz8wV6cmXDjpVHXiscjikbLQ/utehV1eSMIgiAIglhHNqSgBAAcx/2K47idHMf1chz317UeD7H2JFIsXhxxYmBXAxiGgUmrqNpkvhqIgpLY3Y3/WQ8AuDLrQzieqlhQajVrpMlaJQzN+QAA+7dAhzcRUagbtQfhDsVr2uFNxKRRVk34EcvdbhFcZU6a+G4pnMEYPvytc/BsQYdMZidK7wrK3mIJXoTSKGR4912daDVr8HdPr9yl5CkiKFE5KUEQBEEQxPqxYQUlYvtxfsqDQCyJgV2NAACzVrmhHEoj9iDaLNqskGhRBBFbWFda8tZi0SIQTSJQoWhxdd4Po1qBznpdRe/byIjf5ZgjCKdQ8lZrqpmhNCcKSu28oJRv4usKxvAbXz+9ojJIoracm3Tj2etLGJr31XooVSfTRbmSHKVYkncoqZVyqBVy/MHD/bg048XzN+wrGo+7gKBUb1AhkkghHN84DyIIgiAIgiC2MiQoERuGF27aoZAxuLfPCmDjCUqj9iB6M8rdAKDBoIZRo8DpcT5ktvKSNz4DZKHCYO6heR/2tJogk22NQG6A/y50KvkGcygp4I9WZ3I6L0zKRVeZK5gbHnxpxouXRl04P+WpyjaJ9UMsaQzFtp6YkemiXIkDKJrhUAKAtx1uh1GtwOBNx4rG4w7xWWQmTXYHSJuev/5S2RtBEARBEMT6QIISsWE4dtOBO7rrYdQoAVS33Gi1sCyHMUcQfQ3ZghLDMOhtMODGoh8ALzBVQqtFCyC7pKQUKZbD9QX/lip3A9Lf5dCcD5FECvWGDSAoCQ6l1QQIiyz4ImgwqtFi4UVEZ56JudjxzxGgTlWbjSVhn4ViqRqPpPrMeyNQCOK1ZwXB3JkOJQBQymVoNmtgD6ysw6U7FEddntB+UYSmYG6CIAiCIIj1gQQlYkOw4IvgxmIAA7sapNc2kkNpzhtBNMGiv8mQs6y3wQBRb7AZKxNBREGpEofSlCuEaILFnhZjRdvaDPQ1GnBlli8ZEt0GtcSkUSLJcogkVi8SzHkjaDVrUKcTJr15HEqLghOEBKXNx5JfcChtwXKrBV8U/U389aZQyZs9EC34ACC2zKEEAE0mDZb8KzvO3aE46nW511pRhHaH6PwhCIIgCIJYD0hQImqKP5rAd05P4QPfeBkA8ODuRmmZaQMJSvk6vIn0NvLB3DIGsFYogjQZ1ZAxwEIFDqUpVxgAsMOmr2hbm4G+RgPiKX7yuSFK3rR8SU01wuHnvRG0WrRQymWw6JR5S4cWyKG0abH7t7ZDaW8L31GyUOj4B77xMj7/qxt5l0WXOZQAoNGkXvFxXqgklkreCIIgCIIg1hcSlIia4A7F8ac/uIw7//pZ/OVPhgAAf/eOA9jZlHbdmLRKBGNJsOzqy41WiyQoNeR3KAFAvV4NeYWZRgq5DI1GjVTqVA5TrhAAoMu69QQlsWsegI1R8iaUX6629JLjOMx7o5IjrVB7czH82JHHvURsbBb9WzNDKZZMwRmMo8uqg1GjKJihNOEMFRSIJIeSMn3L0WjkS95WUk7qDucXlMRrRr6St0obHxAEQRAEQRClIUGJqAnPXl/C4xdm8fpbW/Gzj9+LJ/7wKN5+uD1rHbNWCY4DAlUKRV4No/YgbAYV6vJMYkRBybZCAaTFoqkoQ2nKHYZOJV/x9jYymQ6wjdLlDcCqO715wwlEEqm0oGRQw5mv5E0QJfItIzY2qy15iyZSOCN0i9xIiGHjLUK5pjdPyVsolkQ4npKykpYjOpQ0irRDqcmkRiLFwROu/NzyFHAo6VVyqBSyHNFreCmAg3/1DK7MeiveFkEQBEEQBFEYEpSImhBL8k+s/+eju3FruyUnXBXgBSUAG6LsbcwRRE8edxIAdFl1UMiYiju8ibSatRVmKIXRWa/L+51tdrqsein8d0OUvAldpFbrUBK7ZLUKXf2selWOi4LjOCxQhtKmJBxPSsJ3eIUlbz88P4t3fvU0Zj3hag5t1cwJYnerRYs6vQruPAKQXTheowWyxkSHknqZQwlIC3HlkmI5eCOJvOI+wzCw5XH/nZv0IMVyGHeEKtoWQRAEQRAEURwSlIiakBAEJZWi8CFYrcl8NVj0R9EmuEuWo5TLcFtXHfatsOtai5l3KJVb+jHlCqF7C5a7Afx32WnVQaWQwaBWlH7DGpN2KK3OJTcvlLKlHUqqHBeFN5xANMFCr5LDGYxviFJPojwyw6WDK3Qozbh5IenGQqAqY6oWCxnHbr1OmTdDSRRAC4XXi0LTcocSULmg5A3HwXFAvU6Zd3m9QQXXslDuawt80H+hcj2CIAiCIAhiZZCgRNQEMXhZJS98CG4UhxLHcbAHYmgs4kD6/kfvxides3tFn99i0SKWZBEs49dMsRxm3BF0WXUr2tZmYGejEQ0G9YZwYFUrQ2k+w+UB8OHtnnAcSeE8ANKB3PvbzEixHDwFumkRG49MUSS8wgwlMUdt2L6xBCXx2G0xa3iHUh5Rxh7gxx5NsDnLACCaLOxQslfoxhO3X2/Ifz2u16tzxnht3g8AdE4RBEEQBEFUGRKUiJogOpSU8sKigVm3MQQlfySJeJItWtK2GvGjzcJPrNzR/JOxTBb9UcRTLDq3sKD054/uwj++82CthwEAMIouuVUeg/PeCFQKmZQLZTOowHHIyo9Z9PMT91vbeacbBXNvHkRByWZQr7jLm9jpcXhxgwlKviisehU0Sjnqdaq8oozkUIqXKHlTZHd5AwB7AYfSzcVA3hI6SVDS5S+JXV7yxrIcbgjfKTmUCIIgCIIgqgsJSkRNiKdYyBi+y1khJHdIjQUl8el7o0mzJp/fYuZdK+5o6RInscPbVi15A4CeBgPu3FFf62EAADRKOQxqRVZJUzFSLId/eGZY2k8i874oWs0ayKR8KKG9eUZpjlgWd2u7BQDlKG0m7MLx0WPTrziUW3SoDS8FqzauarDgi6BFEL3r9CqE46kcoUd0GRUL5VbKmawumBqlHGatMq9DKRhL4g1ffBHfOTWVs0wSlApkrNXrs0veptxhhAWhixxKBEEQBEEQ1YUEJaImxFMslEXEJGDjlLyJE55iJW+rQZysOcPlCEp8zkpn/dZ1KG00bmkz43KZ3aGeu76Ef35uBP92fDzr9XlvRBIOAT5DCQDcGU6KRV8UchmDva0mACQobSYW/VFolXI0mTUIraDkLcVyWPRHIWOAUUcwqxSy1mQeu6KIs1yYEQW1QiVvsQSblZ8k0mhU581QmnKFEE+xmHDlhmi7wyUEJYMK0QSLsCDsieVuRrWCHEoEQRAEQRBVhgQloiYkklzRQG4A0KnkUMiYDSAoCQ6lNRKUbHo1Out1+MlYHENzvqLrTrnCUMoZKYuHWHsOdVpwbd5fsINVJt8WHBVPDS0ilRGqPe+NZO0zmyAoOTMmuPO+CBqNajQJTjgSlDYPS/4oms0aGNRyhAqUfRXDEYghxXI40GFBPMliyr1xOr0teNMNCeqEMuTlwoxYnlkwlDuZyspPEmkyafI6lKYF4VwsA8xEDAWv0+cP5baJ7j9BrL224INCxuBwdx08odo3eCAIgiAIgthKkKBE1IR4KlU0kBvgc4lMWmXNu7yJT9+LZSitBpmMwWMfugsaOYP3fO00Ls94C6477Q6ho06XVTpCrC23ddYhyXJ4pYTYN2oP4MVRJw50WOAKxXFmwgUASKRYLPmjUlYWwIdyA4ArIydp0RdFi1kDvUoOrVJOgtImwu7nQ/v1KsWKHErzPl44GdjZCAAYWdoYOUr+aAKBWBItZqHkTcgtWi7MiDlIKZZDIo+7KpZgs/KTRBqNaun6msm0IKiJZaCZuEJxGNSKvJ8HpJ1LLkF4ujbvR1+jAc0mjeRuIgiCIAiCIKoDCUpETUgkuZIlbwBf9uZbZcv21WIPxKAVsnTWik6rDp+4UwOzTonf/PoZXJj25F1v0hne0oHcG5GDnRYAwMUC+0TkO6emoJLL8KV3H4JWKcevXlkAwLtXWA5ZDiWzVgm5jMkKD+YFJS0YhkGDUU2h3JuIRX8UTSYNdGoFwvEUWLZ0+WomC4JwcnSnDQwD3FysPEfpiVcW8Ef/dbHi95UzrhZL8ZI3Z8axms+lVMih1GjSwB6IguOyvy/RoSUKbZl4QvGC5W4AX/IGAG4hR+n6QgB7W0yo06vgCcVztkUQBEEQBEGsHBKUiJoQT7ElS94AwKRVboCStxgaTWvfxr5BJ8P3P3oE9QYV3vv1M7g6n+2I4TgO0+7wlg7k3ojYDHxJ4oUpb8F1AtEEfnh+Fq+/tQUd9To8tLsRTw4tIcVyUthypqAkkzGo06kkFwXHcZj3RSQnSINRTQ6ldcAbXr3AwHEclvxRNJnUMKh510y4jPLITBYE4aTXZkBnvQ7D9sodSj+9NI+fXJrHTBXL5URBpy0jlBvIFpSSKRauUFwq48xXGlosQymR4rK6HQKQfodANInAMoeqKxSXxpEPseTNGYzDFYxh0R/F3lYT6nUqJFkOwTIcZBzHYcyxscLRCYIgCIIgNiIkKBE1gQ/lLi3QmDSK2nd580fXLD9pOa0WLb7/0SMAgO+emc5a5g7FEYwlKZC7BtzWacGFaU9B8eHHF+cQiqfwW/d0AwBec0sznMEYXp50Y17IgWm1ZHcJtBlUUslbKMEHGjeLgpKBBKW1xhdO4Mjnn8d/n5td1ef4I0nEkizvUFLxLsZwhWVv894odCo5TFoF+huNGF6sXFAaFsrkTo45K35v4XHxx64Yym3R5mYoOYNxcBzQIVyXYnmCuWNFMpSAdE6dyJQrLD1wEAVZEU84DmtZDqU4ri/w34noUAJyy/Xy8a+DY3j4749tmNJDgiAIgiCIjQoJSkRNiCdZqApkYGRi1iprLig5AjE0GjWlV6wSzWYN7u6x4qXR7InhpBBU20Ulb+vOoc462AOxnMktwLsZvnVyEgfazTjYYQEAPLS7ERqlDL96ZQFzyyblIlZD2qHkiXFZ61DJ29pzdd6HSCKFF27aV/U5S4IY0mTSSGWx+VwwHMcVFAkXBHcawzDY1WzAhDOEeLL8Tm/RRAqTQke0k2OuSn+Fgix4+c6DoqCukMtg1iqlYGwgHR4vCt35St4KOZSaTPznLmXkKCVTLOa8EdwmlJrOLwvmdgfjUpZTPvQqOVQKGdyhOK4t8C7PPS0m1Ash3qVylMYcQfzTcyMAgItF8uwIgiAIgiAIEpSIGpFIsVCV4VAyb5CSt7UK5C7EvX02TLrCWeUr025+wthFJW/rziEpR8mbs+ylURfGHCG8T3AnAYBOpcCDuxrxxNAiZtwRWHRK6JdlcNXr1ZJDyRXhxYMWS7rkzRtOIJasvGMYUR7XFvh28mcn3GWXvV2b9+esu+hLC0o6lVDylqfT28kxF+7+/HOYEoSfTOZ9UakkcmeTEUmWw4Qzd71CjNqDYDne0XlyzFW1nKB5XwRNRjUUGXl39XoV3BklaqK7SBSU8pW8FcxQEoR6MdQb4N1aKZbDXTus0r8zcYfjsBoKC0oMw8CmV8EZjOH6QgAtZg3q9KqMQPHCghLLcvjE41egVcqhUcpwbd5fcF2CIAiCIAiCBCWiRiQqyFDyRxM1C1INx5MIxpJoNK2voHRfvw1AdvnKpDMMhgE66rWF3kasEXtaTFArZHnD0r91ahJWvQqvvaUl6/XX3NICRyCGp68uotWcu8+s+gyHUlR0KKUFJQBZod1EdRHFAlcojjFHafHmxqIfr/3nE3hyaDHr9SW/KCipizqUpt1hpFgOl2dzuwUueNP5WTubjACAmxWUW90QSuTefWcnHIFY1fJ/5r0RKZBbpE6X36EklrxF8ohpBTOUhOuqPcO5JXZ4u6O7HjImnS8F8NfjaIIt6lAC+LI3dyiOa/N+7G0x8a/p06VwhfjPs9N4edKDT75uD/a2mEhQIgiCIAiCKAEJSkRNiCfZsru8JVJc3jKK9UBsab2eJW8A0N9oQINRjRdH0+Ur0+4wWkyagu2yibVDKZfh1nZzTqe3MUcQz11fwrvu7IBGmb1fHtrdCLVCBlconhXILWIzqBCIJhFLpuCOcZAxfHYSkP4/5SitHdcW/Oix8W6/sxPukutfFx1Nk9nrimKI2OUN4IWP5YhOy+X5SPEkC0cwJpU79jToIZcxFeX33Fz0Q6WQ4V13dgLgXXPVYCHDOSVSp1NliTLi799RJziU8pTqFXIoaZRymDQKSZQDgCnBidnToEeTSZPlUBK3K5avFaJer8aCN4pRRxB7W3lBKV+gePbvGsH/feIG7uuz4R2H27Gv1YxrC/6KO/YRBEEQBEFsJ0hQImpCPMWVLSgBqFnZmzhZWq9QbhGGYXBfnw0nR53ShGbKFaJytxpyqLMOQ/P+rDK0Lz0/CpVChg/cuyNnfYNagQd2NgDIDeQGAKsgGrlDcbgjHJpMGqm0SHQokaC0NkQTKYzag3jNLc2wGdQ4O1FagBmz80LH8rLHJX8UZq0SGqVc6vIWjOUK4GIW3I1lgtKSPwqOSx8jaoUc3VYdblYQzH1zKYj+RgN22PRor9NWJZibZTkseKNoNWcfu3V6VZYo4wjEUKdTwqjhxbRKurwBvBBn92c7lFRyGZpMGrRatFkZSmKgdr2++PXYplfh5lIAKZaTHEpGtQIKGZPXocRxHP7yJ0NIsRz+5i23gGEY7Gs1IRhLSo4pgiAIgiAIIhcSlIiawIdyl1HypuEFJX+ksq5JKyFfWZ2YD7LeJW8An6PkCsWlCeiUK0yB3DXktk4L4klWKoMZcwTx00tz+K0j3bAZ8h8fr7uVL4PL51ASS3BcwTg8sXSHNyBDUKJg7jVh1B5EkuWwr9WMu3bU40wZOUpiGdnVeV+WaLLoi0rh0sW6vPmjgkNpmfNIDHrPDG3f1WzMWa8YNxf92CWUyt3Ta8XpcTdSq3TWuEJxxFNszrFbr1/uUIqiwaiWHHqVZCgB/LV1KaPL27QrjPZ6LeQyBi1mTVbJmysUE8ZQyqGULonbIwhKDMPkiGEi56Y8ePa6HX/yqp3oFK6xorPpKpW9EQRBEARBFIQEJaIm8KHcG8Oh5AjE8LYvn8TvffdC3mXA+pe8AcC9fXwo7UujTgRjSbhCcXIo1ZBDnXUA0g6VLz0/CrVCjo/e31PwPY/sacJDuxtxVMjEysQmBAu7BIdSS4agJIYOk0NpbRBFwb0tJty5ox4LvihmPZGi7xl3hKBRypBIcVkiw1IghiYTv+/0RTKUfIIoPu0OI5SxXBRMMl1s/Y1GTLnDecWZ5XjDcSz5Y9jVzAtK9/bZ4IskpBK9lSKOq2W5Q0mnQizJSllJdqELplZVWFCKJdicklCRJmO2Q2nKFZYCvlstWsz7opLYJ4pBpRxK9cL5o1fJpc8CgPpl5XoiI0u8WCgKwACfZSWXMbg6n5t5lfP7JVNVy60iCIIgCILYTJCgRNSEch1KoqDkXyNBacIZwtu+fBLnpzw4MezMcSnYAzEo5QzqdMWfiK8FLWYtehv0eHHUKXWGIodS7WgyadBq1uDijDfDndRV0J0E8ALDf7z/DuxrNecsswqTYmcgBneMy3KoqBVyWHRKEpTWiGsLfklsuHNHPYDiOUopoevao/uaASArS8vuj6YFpSJd3jKvYSP2tPggZgQtdyhxHO+kKoVYGrdTEJSO9KSF6NUglprlOpT4a6FbEHccQhdMjXA9jyayM5Q4jkM0mZKWL6fRpIEjEAPHceA4DjPuMLpEQcmsQTzJSuH1Ykh9fYlQbptwbu1pMUEmS3cTrdMrpbK55b+rXMZklTZrlHL0NxrKcih9/+UZPPqF40UDvwmCIAiCILYiJCgRNSGRYqGUMyXXM2n5J/5r4VC6NOPF2758EsFYEr9+ezsCsSSW/NkTeLs/hgaDGgxTeqxrwX19NpydcEsTy8yn7cT6c6irDhemPPjicyNQK+T4SBF3UilEF9KEM4R4KtcJ0mBQw0klb2vCtXm/JDbsajLCpFEUFZRmPWHEUyzu6bWhzaLFxRkvAF5osgdiUsmbQi6DWiFDqEAot3j+3lxMixQLvghMGoXkbgKAnU0GALnlcfkQ19ktCEqNJg36Gg04Oba6YG5R6MoXyg0AnlAcHMcJDiW15FBa3kAhnmLBcYC6gEOp0ahGPMXCG07AE04gEEtKHePEDnMLwlg84TjkMkb6u1AIseRNLFvLfN2dp+Rt3htBc0aGmcjeVhOuleH0GlkKCs610m4mgiAIgiCIrQQJSkRN4AWl1ZW8JVK53YTKIZZM4QfnZvDur56GXi3HDz92BG851A4gdwJnD0TRYFr/cjeRe/tsiCRS+MnFOQDkUKo1hzosmPNG8NPL8yXdSaUwqBVQyWUYEiahmQ4VgM9RIodS9WFZDtcW/JLYIJMxuHNHfU73tkzEcqbeRj0OdlpwSSh7dIViSLGc5FACeFdaqECG0v42EzRKGW4uZjuUlos2XVY9VHIZbpYhKN1YDMCkUaA5Ywz39Frx8qQb8Twd18pl3huBWiHLcWeKYo07FIc/mkQ8yQoOpfwlbzFhDOoCDiXxu1sKRKUAbLG0t1U4J+YEt5Q7FEedTlVS4BfFWjE/SaROp4Inj4tozhvJG5y/r9UMRyAmZekVYsbDj/sa5S0RBEEQBLHNqImgxDDMOxiGucowDMswzO3Llv0FwzCjDMPcZBjm1bUYH7H2xMoseTOKodzRbEHp31+cwH3/9/mKnEtTrhA+/8R1HPn88/jzH17BziYDHv+de9DTYCjoCHAIT99rxd29VsgYYHDYAateJX0fRG0Qc5Q0q3QnAXxIsNWgwtAcPwltXu5QMqoplHsNmPVEEIwlpe5fAHDnjnpMOEOw+/MLB2KHtx6bAbd11mHOG8GSPypl/2QLSnKEC3R5s+hU2NlkxM2lbIfScneaUi5DT4Mew2V0ehteCmBXszFLZLmn14pwPIUrs96S7y/Egi+KNos2R7ypEwQlTzgOhyC0NBjVkMkYqBSyHIeSKDAVdCgJ7i67PyaV9qYzlDTCWNKCklVfvNwNAG5tt+DPH92F12dkIgG8GOYJx6XOmSLzvgja8gTni8dIqbK3GUEIK8fNRBAEQRAEsZWolUNpCMBbARzPfJFhmL0A3gVgH4BHAfwrwzD570KJTU25odxyGQOjWpEjHJ2dcGHJH8NXjo2Vtb2vHBvDA387iK+fmMCd3fV47EN34ce/e68Utm01qGHVq6RwVhF7jQUlk0aJAx0WcByk7kNE7djfZoJFp8QH7yvc2a0SrAaVVNaWr+SNHErV59oC7wjLLIe6cwefO1TIpTTuDKJer0KdXoVDnRYAfDj7kiBAZQlKKkVOKDfHcfBHkjBplNjVZMxyKC34olJpVyY7m4wYXiqeocRxHG4sBqRAbpG7e6xgGKyq7G3GE0ZbXe64xJI3dyguCWridVSjkCG2LENJ/HehDKUm4b1L/qgkzIiCUr1eBbVCJuU5uUNx1JXo8Abwfzd+d6AvR4Cv06nActkPKFIsh0VfrksMSB8jxZxHHMdJge7kUCIIgiAIYrtRE0GJ47jrHMfdzLPoTQD+i+O4GMdxEwBGAdy5vqMj1oNyQ7kBwKRV5ghK4kTrP16cwKKveDlCIJrAl54fxdF+G176nw/hK+89jPv6bVlhrQDQ32TAsD3tCIgnWbhD8Zp0eMvkvj6+Q1g3dXirOWqFHMf//EH86at2VeXzxGBuBsgRLm1GNcLxVN7yqa3KyFJAEhXWimvzfshlDHY2pUWYfa0m6FTygjlKY/YQehv00roquQwXZzxYlASl9L7TqeQ5odzRBIt4ioVZq8SuZiOcwRhcwRjiKQ7uUBwtecpqdzUbMeeN5LgzM1n0RxGIJrGrKVtQsuhU2NdqWnEwN8dxGLMH0dtgyFlm1irBMHyGkuigaxCOXY1SnqfkrUyHUiCGKVc4K4+JYRip0xsgOpRWLuRmluuJOAIxJFJcXkHJrFWio15bNBvJEYghlmRh1asw5ghK3e8IgiAIgiC2AxstQ6kNwEzGv2eF14gtRIrlwHIoK0MJ4AUlfyQ9qY4mUph0hfDW29rAchy+8Oxw0fd//+UZBGNJ/Nmrd+WUFWWys8mI0aWg1OlNdI40mmrnUAL4HCWAArk3CiaNMkeMXCli+Y5FzeQEAjcIDqjt4lIamvPhjV96CY9+4TieHFpYs+1cW/Cjt0Gf1cZeKZfhcFddYUHJkRZX1Ao59raaBIdSDAyDLLeaXp3rUBJFIZNWIbmJbi4F4I7y15p8DqUD7RYAvBOqEDeEkrhdzaacZXd01+PyrBepZeVd5bDkjyEUT0kiWiZyGQOLVgl3OMOhJFwjtSp5npK34g4ljVIOk0YBu5/PUFp+nWsxa7AgOJQ84URZDqVCZJbriYj5TPlK3gBgX4u5qPNIzE961d4msBzKyr0iCIIgCILYKhRvlbIKGIZ5FkBznkWf5Djup1X4/I8C+CgANDU1YXBwcLUfuSEIBoNb5ncpRDzFT3BmpyYwODhXcn0uFsH0Yvp7mfSlwHFAC+vEQLsc3395BreqnWg15E5YUiyHLx+PYGedDO7RSxgcLbIhH99h6EdPvgCrVoZxLz8xWpocxmB4vOLfs1IK7fsky+G+NgVs0VkMDs6v+TiI9SPs4SfkZhWbs+8XnLwo8fSJ09hZt7Urfz1RFn91KgqtnBfXPvbYBbyxV4k39ykhq3KHxQsTYeyqk+V83w2I48RiAr94+gUYVOltBuMcXKE4OP+S9J4GWQzHppJQxf0wqRi8dCJdvR32R+EIZe/PuSAvqsyNj0Dv4a9TvzxxEfWKGAAG9smbGAxkX5wiSQ4MgMePXQQ3nz836IkJXhhxjF7G4NSy78mbQDTB4vEnX0CjrrJnR9dc/LUvMD+GwcHJnOVqJombk3NwLsqgkgHnT70IhmGQikUwuxDL+t1HPPxn3bw2BJXjRt7tGRQpDI3PYsLHYk+9POv9TCSGCVcKz7/wAjyhOAKOBQwOrqyUb9LHj+X4mQsITPC3P2cW+PNsbmQIg4u535MuHsekK4Ennn0BWkXusXhynn9/C2sHAPxk8GV4O0qLXtvhbz2RH9r32xfa99sX2vfbk+2y39dMUOI47pEVvG0OQEfGv9uF1/J9/lcBfBUAbr/9dm5gYGAFm9t4DA4OYqv8LoXwRRLAM09j185+DNy3o+T635s5h0lnGAMD9wMAHj8/C+Ay3vLQ3ajTKfHA3w5i0G3CV19/e857f/XKAlzRC/ibd9yGgX359M002nEXvn3tNKw9+zGwqxHxq4vA6fN4+J47cEu7eUW/ayUU2/ePPLTmmydqwA1mDE9O3oBNp8jZ900LfvzduRNo79uLgVta8n/AFiAcT+Kd/3YacS6O//7te9DToMdf/mQI/31+FiFlHf7xXQdhqlIYvScUh/vJZ/DgoX4M3N+btUzb6cKPRk5D1bYn61pxfsoDPH8Srz5yKwZ2NwEA/HXzeOZ7FzESkKPDpsPAwFFp/Z/bL2Nx3JW1P89NuoEXT+HuwwdwtN+Gz559BqypCZHIEoA4XvPA3dhhy3UD7bl6Ai5GiYGBu/P+Pj9buoRmkwuve9WDOcuMUx584+pJ1Hfvw8Depkq+JkyfmgRwFW971b1Z+VAi7ddPQqmQQWNUo8nvwYMP8tu3Xn0Jeq0SAwPpSnXVqBM4cwZ3Hj6Eu3qsebe3Y/Q0vOEEPDE/7ti7AwMDO6VlF+I3ceqFUew/fATcU8/h0N5+DNxb+u9GPmY9YXzm1Ato27ELA3fwtxo3j40Bl2/gTa86mrfpAdu8hB+NnIO19wDu3FGfs3zo+RHgyjA+8qYBfP3qc0gamzEwcEvJsWyHv/VEfmjfb19o329faN9vT7bLft9oJW8/A/AuhmHUDMPsANAP4GyNx0RUmUSKf1qvkpfnPDBplFk5IsP2AFRyGbqtOlgNavz2/T14+toSzk/llqt8/cQ4Out1eGRP6QmVmKkiBnPbAxuj5I3Yuoglb/Wa3HNBzKXJLHlLpFg8e21JKsvc7LAshz/5/mVcnffhn999CHtbTdAo5fh/b78Vf/WmfTg27MBf/+J61bZ3XejCtbclVyA+2GmBUa3As9eXsl4fc/DXgx5bOk/oUIcFAF8a1rQsY02vliMUL1TypgTD8PlNNxYzSt4KlOLe3l2Hi9NeJFNs3uX5ArlF+sXOlfbKS7DG7EEY1IqCDQnq9Cq4hQylzIw5jUKWk6EULZGhBPDB3DcWA+A4oGtZ84EWixYsB1wXyvvqyujyVggpQymj5G3eG4FRoyjYQVM8VgrlKM24I7AZ1NCpFNjbYirZEY4gCIIgCGIrURNBiWGYtzAMMwvgCIBfMgzzFABwHHcVwA8AXAPwJIDf4ziOEi63GPGkICiVGcptXhbKPbwYQG+jQcqc+dDRHbAZ1Pjsz69lha1enPbgwrQXH7y3G/IyMm/q9CrYDGoMCxkY9gCfj1JOm2qCWAlWA39s1Wlyz4U6nQpyGZMlKH3txDg+/O1zW2bS+sXnR/Hk1UV88nV78XCG6MswDH7rSDcGdjXgwrSnatsT27rvackVYdQKOR7Z24Snry1JojfAC0oquQztGR3P2uu0Um5Sk3m5oKTICVIXr19mLS9a7G42YngxAFeEQ71elZXnlMnhrjqE4ykpKymTZIrFqCNYUFAyaZRoMWtyOleWw5iDDyFnCpQb1utU8AgZSg0Z+VEapRyx5aHcYoaSsvD1vsGklrKe8mUoAXzGFoBVhXJrlXKoFTJ4QpkZStGC+UkAH7hu1asKnnMznjA66vn372014cZCYEW5VQRBEARBEJuRWnV5+zHHce0cx6k5jmviOO7VGcv+muO4Xo7jdnEc90QtxkesLeJkrdxQbrNWiXA8Jb1veCmIXU1pt4BOpcBfvWkfbiwE8Gv/eBwv3OCzLP79xQkYNQq84/aOvJ+bj51NBgzb+QmYIxCFVa/KCUsmiGohujts2tyJu1zGwKpXSYJSMJbE147zWV6Zwulm5udX5nFfnw0fvLc77/K9LSaMOYI5rpeVcm3ej2aTBlZDflHiNfub4Q0ncGosndEzZg+h26bLug4wDINDnRYAyHUoqeRIpDhJOAcgNRUwafgq853NRoTiKYx4UwXdSQBwezdfYnVuMtd9OekKI55kczq8ZdLfZJQE8krIDCHPh0WvhCeUgD0Qy3JwapV5QrlFh5KiuENJpLM+u/RPFHtEh9BqQrkZhkG94K4SmfdG8nZ4y3zP3tbCzqMZTxgddbwItq/VjIjQNIIgCIIgCGI7QDNlYt2p1KFkEp7q+yMJBKIJzHkj2Lnsqfxrb2nBTz9+L6x6FT7wzZfxJz+4hCeGFvGeOzuhV5cfFcZ3eguA4zj+6bux8GSPIFbLvlYTvvrew7itMf9ku8Gollqzf+vkJDxh3ukSiCbzrr+Z4DgOC94I+hoNBZ0we1tNfOesPA6dlXBtwY+9rbkd0UTu39kAvUqOX72S7jI3XkBckQSlZSWx4vUm06UkOpRMGQ4lAJgPcmgxFxYzWs0aNJs0OJ+n05soFBVyKAHAzkYDRu3BihwzwVgSC74oehsLC0r1OhXiKRa+SCKrLE6jlEld3UTKcSiJopROJYfNkO0IFTvgDc3xgs5qHEoA7/xb3uWt1VL8Or+v1YxReyBLJAR4l9i8Nyq51/a28MdWsa5wBEEQBEEQWwkSlIh1J74ChxLAT8qGhfKNfE/l97SY8NOP34uPHN2BH1/ks9zfd093RWPrazQgFE9hzhvhn74XyBAhiGrAMAx+bV9zwZLMBqMajkCMdyedGJeEiEBGpthmJRBLIhRPFZ3Mi/k1YqnaaognWYzag3nL3UQ0Sjke3tOEp64uIplikUixmHaH8wpKd+3gA6a7rNmOGr1KEJQycpT8kQR0Krl0zevPuH4V+/0ZhsHh7jqcz+NQujTjhVzGoK+I8NPfZEAsyWLGHS64znImHLy7prchNyRcJDPHqCHjGqlV5XEoJcpwKAnB3531uhxx0aBWwKRRYFr4HVbjUAKQ5VAKxpLwRRJos+iKvmd/mwmJFIcbi9nH4YIvihTLoUMo0+trNEApZ7ZMSSpBEARBEEQpSFAi1p1Ein9aXkmGEiAKSvxT+Z0Fyjw0Sjk++bq9+MFvH8G/vOe2oqUM+cgM5rYHoiQoETWlwcALSt86OQlvOIFPvW4vgK3hUFrwRgGgqEOnvU4Lo1pRFceHJxxHki3uCAJ4t6MnnMDpcTemXGEkWQ49ecSVw111eOqP7sfdPdmdv9IOpbSw4oskpOsYwOcbiaVcpcZze1cd5n1RzHsj0mvRRAo/PD+Lh3c3FsxfAtLC1Yi9/BwlMYS8WMlbvS4tKGWGcqsV8pzyxFiytENJLHnrqM8v7IjXcYNaUVSYKoc6vUpy+i0I32kph9KhzjoAwMVlTrEZDy9yiSVvKoUM/Y3GqgigBEEQBEEQmwESlIh1Ryp5K9OhZNLyEzR/NImbiwHoVPKiIaoAcEd3PR7d31x0nXzsFLKZbiwG4AzGqcMbUVMajGo4gzF87cQ4HtzVgHt6eVdMILb5BaV5X+nJvEzGYE+LqSoTdLHMqb5EyP7ArgboVHL8amihpLiyq9mY46jRqXnBI8uhFE3AtKyLmHitKSVm3N4l5ChNpcPJf355Hu5QHO8vkD0l0i+4lyrJURpzBCGXMei0FnbtFHIo8aHc2WVhYglcMSFIvM52FRCUxJyp1bqTAKBep5QcSnOCoFTq70mrWYNGoxoXlwXEz3r494uh3ABfxlqpAHp13oefXpqr6D0EQRAEQRAbARKUiHVnJaHcQNqh1N9khKyMrm0rwaJTocGoxtkJF1Isl/X0nSDWmwajGkmWgzecwB89shMyGQODWrElSt7KcSgBfI7S9QU/2FV2zhJFBIuuuCihUcrx0O5GPDW0iGEhuymfQ6kQhjwZSv5IUhLGRXY183k7pX7/3S1GaJVyXBAEJY7j8M2Tk9jVZMSRHmvR9xo1SrSaNRipUFDqrNcVFYAyRblMF6dWKUc8xWZlNsWSKSjlTNFOmxqlHH/3jgP4rSPdeZeLDqX6VeYnAbwY5oskpPyjzM8vhBjCfnHGm/X6rDsMGZP9/r2tJjiDMdj90bLH9NXj4/jkj4fK/yUIgiAIgiA2CCQoEevOSkO5RUEps8PbWrCzyYAzE3xmCZW8EbVEdH88tLsRBzosAACjRrElSt4WfRHImNLn2N4WE8LxFKYqyAHKh1cocyrlUAL4sjdXKI7/Pj+LJpMaRk35zhidSnAoFSl5A4C7euqhkpUWq5RyGQ52WHBuir8mnZvy4Oq8H++7p7tgmHkmfKe3Ckre7KGi+UlAuuRNxiCrY55Y1pZZ9hZNsNCUUab29sPtBV1RkqBUQgwsB3H/eyMJzHsjkMuYsq7zhzrrMOUKwyWE5APAjCeCFrM26+GIGMx9tQJX3aQrjGAsWbVuhgRBEARBEOsFCUrEupMO5S7PZSSWikw4QnAG4wXzk6pFf6MR4Th/Y08lb0Qt2dtiQqNRjT951U7pNV5Q2vwOpXlfFI1GDRQlnIpiV7bV5iiJDqU6XWlB6cFdjdAq5QUDuYshOpTCJUreHtzViC89rIPNUPoac3t3Ha4vBBCKJfHNk5MwaRR486HWssazs8mAMUd5nd5SLIcJZ6jk72zUKCCXMajXq7OcR1pBTMsM5o4mU1AXyU8qB7HkrSoOJWH/e0JxzHsjaDaVPgYB4JAg6F7KcCnNuMNShzeRPSs4XqdcfBC6M0OsIgiCIAiC2AyQoESsO6JDSV2mQ0mjlEOtkElP6Iu1ya4GmYIVlbwRtaSnwYCzn3wE+9vM0mtGjXJLOJQWfBG0lMgPAvjOWQoZg2sLvpLrnhpzFSw18obLK3kDeGHkod2NACordwMAnSq35M0XSUhOy0xUZYrqt3XVIcVyeGJoEU8OLeJdd3ZK2ylFf6MRsSQrdUkrxqwnjHiKLSkoyWQMLFpljrNHdCJlOm1iCXbVQdrpkrfqOZTcoThmvZGSGVYit7ZbIJcxWcHcM55wTpC4SaNEZ72u7NwvXzghuedcwXhZ7yEIgiAIgtgokKBErDuVZigBfI6S2Ip51xo7lHZmlNQ1UMkbscHYKiVvC94oWkvkBwG8oNzXaCjp+IgnWbzvP87i6y9O5F3uDiWgV8nLFjdecwsf6r9Sh1JIcDmyLIdgLJlXUCqX2zrrwDDAX//yGjiOw3vv7ir7vf3C9aycHCUphLyxtIhmM6jRtMzBqZZK3tLB3NVwKInHSVUdSmHeoVRuJ1CtSo49LUZcnOGzrKKJFJb8ManDWyZ7W8oP5p5yh6SfyaFEEARBEMRmgwQlYt1ZiaBk0iqRYjlYdMo1F3nEVtsmjaJoS26CqAW8Q2ltSt48oXhOJ6tiHBt24Jsv5RdwisFxHOZ9ETSby3OH7C2j09u0m3fXLBVxKNWVkZ8k8sieJrz/nu6Ku0VqlDIwTNqhFIgmwXHIyVCqBLNWiZ2NRnjCCTy8pynHFVMM8Xo2Yi+dozRm58WNHltpEe1v3rof//M1u7Ne0yrzO5TKyVAqRnudFh85ugO/tq9pVZ8DpB1KjmAci75o2YISABzqqMOlaS9SLCd1iFte8gbwQeoTzlBZmUiTrrRzjBxKBEEQBEFsNkhQItadSkO5gfRkbGdTbpvuamPWKtFkUqPRROVuxMZjLR1K3zg5iXd+9TSSKbb0ygC+c2oKX3hupOLt+CIJRBOslI1Tir2tJiz5Y1mByMsZF9w1hSbl7nC8rPwkEY1Sjs+8cV/JLmzLYRgGepVCCuX2C+KfSVNeiVohDnfXAQA+cE93Re8zqBVos2gxXKZDyapXlSW8He6qx26hU52IJp+gVAWHkkzG4JOv21uxWywfYsnj8GIASZarTFDqtCAUT2HEHsCMUEKYT9xrEz6zkLiZyZQz7VBykEOJIAiCIIhNxurucAliBcRTfDhspSVvwNqXu4nc22cDg7UVrghiJayloOQOxRBPsnAEY2UJKfPeCLzhBCLxlBTIXA7ltmsXETtnXV8I4L7+/A7FMUfxYGNPOFGRQ2k16NVyyaHki/CC0mocSgDwviPdaDJqcKTXWvF7+5sMZXV6G3MEVyXaiMdAZslbNRxK1USjlEOvkmNons/kaiszQwngO70BwEXBpQQAHfW5x7B47iz6ouiyFi8fnHSF0WzSIBBNkEOJIAiCIIhNBzmUiHWn0lBuIP10f+caB3KL/MOvH8Tf//qBddkWQVSCSaNEPMUilqx+i3HRVSMKPqWY9/FlP4tlODEyWRDeV65DaY8gKBUL5hYdSs4Ck3JPKI66KrSdLwe9SoGQ0OXNLwhKq8lQAvhmBH/4SP+KHJo7m4xldXobc4TKyk8qhCgcVbvLW7Wx6FS4LpRQtlnKLx/stupQp1Pi4rQHM54wVHIZmvI0bhBLOcs5L6ZcIXRZdbAZ1ZShRBAEQRDEpmNj3eUR24KVhnID6+dQIoiNilEQV9fCpSR+5qKv9EQ4FEtK3alEgahc5n2VOZTq9Cq0mDVFg47HhdIhdygGNo9w4qmw5G016NUKyaGULnlbHzErH32NBsSTrNSePh+eUBzuUHxVDiWNFMpd3QylalOvV0kuqnK7vAF8OeOhzjpcnPZi1h1BW50WMlmuwCcJSmWcR5OuMLqtelj1KrhCJCgRBEEQBLG5IEGJWHcSKRZyGQN5nhvxQliEiWBmBzaC2I6IXcTWQlASRZByBKLMdRbKdDSl149AIWNgM5QfsF8qmHvcEYRcxoDlAG8kO7Q8kWIRiCbXTVDSqeRSlzep5G2d3FH52FlGMPe4U+jwtipBaXM4lMTSR6NGAWOFQt+hDgtG7EFcW/DnDeQG+HPUqFZgoYSgFIol4QzG0GXTwWZQwxmgkjeCIAiCIDYXG+suj9gWxJMslPLKyjbedWcHvvjuQ5KwRBDbFXECvBad3oKx8h1Ks560oFRpyduiL4omk6YiUXlvqwljjvydszyhODzhBPa3mQHk5iiJTqp6/fqIOoZMh1KE//9qQ7lXQ38jLxKNFAnmFju8VUNQim10h5Ig7rVVEMgtIuYoTThDRbvtNZk1Jc+jKaHDW7dVD6tBXdChlEyxJcsVCYIgCIIgagEJSsS6E0+xFZW7AXzI6RsOtK7RiAhi87CWJW+SQ6kMgUjMWZIxKyl5i5SdnySyt8WEFMvl7VYmumvu2lEPIFdQ8oR558d6CdI6tQLhDIeSjEk7y2qBXur0VtihNOYIQqWQoa2A66Yc8oVyb2SHUiUd3kRu7TBDjLHqqCssKLWYNSWFVrEEsbNehwaDCu5QPK9w9LlfXscdf/0snr22VPF4iery7LUl/O9fXKv1MAiCIAhiw7Cx7vKIbUE8yVYUyE0QRJq0oFR9h1JAFJS8pQWieW8EchmDvkZDWY6mTBZ8UbRUOJnf2yoEc+fJURI7vN3RzQtKy7tleUL8v+vXqcubQS2X3F7+aAImrXJFYdrVZGeTIa8YJ3J9MYAem74i19hyNMJ1PbLcoaTcaA4lUVCqTNQE+Cws0fGVr8ObSJOptENpUnAodVl1sBrUYLm0+JnJ5Vkv3KE4Pvztc/jUT15BJF7dQP4lf1Q6Xoni/OLKPP79xQmpCQCxcbkw7cG3Tk7WehgEQRBbHprVE+tOYgUOJYIgeMRwZ/8aOpTKEYjmvRE0mzRor9OVzIrJhOM4LPiiaK3QodRRp4NBrZDavWcy7ghBKWdwsMMCoJhDaX1K3nQqBcLCd+mLJKSmArXkUGcdbi4F4MrTSSyWTOHlCTfuFBxeK0Uhl0EhY6SyRI7jeIfSBnuAsBqHEgDcJpS9tZdwKDmCMSRTbMF1plwh2AwqGDVKWA38mJaLoQAw54ngzQdb8ZGjO/DY6Wm84Usv4sZi4TyxSgjGknjNP53A5391vSqft9VxCOfPzy7P13gkRCm+dXISn/7ZVcy4w7UeCkEQxJam5F0ewzBdDMPYhJ/vZhjmfzAM85a1HxqxVYknWag22ASDIDYLa1XylmI5hOMpyBhgKRArmdky542g1aJBs1lTkaDkDsURT7JSJ6xykckY3NZVh7MT7pxl444guoROWXIZk+tQkjKU1rHLWzwFluXgjyRq2uFN5IGdDeA44MVRZ86y85MeRBIp3N/fsOrtaJVyyaGUSHHgOGw8h5JwHKwkQwkAHtzdCKNGgZ4GfcF1ms0apFgOzjwCkcikK4QuK/8ZYkD9cjE0lkzBHoih26bHJ1+3F4996C54wwn86Q8ur2jsy/nWyUm4Q3HcXCzsXiPS2P1pQYnjKNdqLZlwhvD//XQIjsDKuh+KGWWPX5it5rAIgiCIZRSd1TMM85cAngdwmmGYzwH4AgAbgD9gGOYLaz46YkuSSHHkUCKIFZLu8lbdkjex5KXLqhcmwsVv4ud9EbRatGgxaeAOxfOGZedDFJ9azJVP5o/0WDG8FMyZYIw5guix6SGTMajP037dLZS8rVeXN70q3e3MH01uCIfSLW1m1OtVOHbTkbPs+IgTSjmDI73WVW9HrZRLGUrRJH9MbDSHUn+jASq5DPuEMspKefW+Zlz59K8VFQqbTbxgWixHadoVRpeVdznZBIfS8vNO7KAoil/39dvw67e34+ZiALHk6krfgrEkvnZiHEC6/I4ojiMYg1GjwLgjhKt5ym+J6vHzy/P49qkpvOlLL+JqHmdqKabdaUGJpVB7giCINaPUXd67AewBcDuAPwDwEMdxnwDwKgCPrPHYiC3KSkK5CYLgUchl0KnkCFbZoSSWu/UJ+TDFXEcplsOiL8oLSsJEd6nMTm/zQj7TSvJr7hEEj9PjLum1ZIrFtDuMHqE7mVWvgmNZ+3VvOA6tUr5uThm9IPqFYkn4IgmYtLUL5BaRyRgc7bfh+IgjZ3J1fNiB2zrrpHGvBq1KJnV5iwnCknqDOZT6m4y4/r8fRV+jccWfUSoTS3TgLRYIrI+nOMz7oujOcShlH7tzwvmSGZa+p8WEJMth1L66HJ9vn5qEN5zAq/c1wRmMUY5SCWLJFLzhBN5+uB0KGYOfU9nbmrLkj0IniPNv//Ip/PLKgrQsmkjh7IQbL0/mOlYB/oGLOxTHnhYTZtwRnMnjbCUIgiCqQ6lZfZTjuDjHcV4AYxzHhQGA47gkgMI+boIoApW8EcTqMGoUVS95EyeTYuBwsWBuZzCGRIrjBSVh4lxu2dtqHEr7Wk0wqhU4OZYWlGY8ESRSnFR+1GDMbb/uDiVQt075SQCgV/OToFA8tWFK3gC+7M0ZjOPaQtpZ4QjEcG3Bj/t3rr7cDQA0inTJm+ha22gOJQCrCh8vB9GhVOi8cER4UU90KJk0SihkTE7G1ZyHPw/bLem8pj0tvBB2Y2HlZWqhWBJfOz6OgV0NeNPBNgDprnNEfsRS2p1NRty/swE/vzxPzpc1ZMkfQ2e9Dj/9+H3Y22rC7333Aj7+3Qt467++hFs/8zR+/d9O4T1fO53XHSuWu330/h0wqhX44XkqeyMIglgrSt3lWRiGeSvDMG8DYBZ+lv69DuMjtiCJFAuVvLYdjwhiM2PUKBGIrU3JWzkOpVlhktsmZCgB5QV5A3ypnFLOwLqCPCOFXIY7d9RnOZTEbku9GQ6l5RlK3nBcCmJeD/SqbIfSRih5A4CjQkbSseF02duLo/zP1chPAvi8JHGCJ5ZkbbQMpfWgXq+CSi4rWPJmD/PuLTFDSSZjYDWockreZr0RMAyyMse6rXqoFTJcX1h5ydV3Tk/BE07gDx/ul0StKSp7K4pYattgUOONB1ox74vi/LSnxqPautgDUTSZNGgwqvHdj9yFd9/Zgedv2MEwDD5wbzc+fN8OJFIcxh25QqhY7razyYjXH2jBE0MLkguXIAiCqC6lBKVjAF4P4HUZP4v/HVvboRFbFXIoEcTqWBOHkvB57XU6qBWFJ8JAZtmaVnJizBco7VnOoi+KZrMGshU6RI70WjHhDGFB2J44megVHEpWgzrH5eEOx9ctPwlIl7x5wnHEkixMG0RQajCqsb/NlJWjdHzYiXq9asV5QsvJDOUWs5Q02/B6zzAMmszqgkLrUoh3tnRb084jq16dI4bOeSJoMmqy/mYq5DLsbDLixgqDtEOxJL56fBz372zAoc46SdSaJIdSUSRByajGq/Y2QaOU4WeXqOxtrVjyR9Fk4ktB1Qo5Pv/WW3H1s6/G479zD/7itXvwtsPtAIBRR27ppyiOdtbr8PbD7QjHU/jlKws56xEEQRCrp9Rd3hCAq8J/ryz7eWhth0ZsVRKUoUQQq8KgVsC/RhlKBrUCLSU6t4mCUptFC71aAZNGUbZDacEbXVG5m4gYHH1KKHsbdwZRr1fBIghGNoMaoXgKkXi6DMIbTsCyriVvvKAkBipvFEEJAAZ2NuL8tAf+aAIsy+HEiBP39dlWLPAtR62USUKS6FDaaBlK60WLSVvwvLCHWZi1Sum4BcA7lELLM5TCWflJIntajLi+4F9Rp7HHTk/BHYrjDx/uB8Cf8zaDGlNOcigVw54hKOnVCjy8pwm/emUBiRRb45FtPcQOiY3G7Ky9zOyyHTY9ZAzyZolNu0Oo16tg1ChxW2cdemx6KnsjCIJYI0rN6g3Cf4cB/A6AFgCtAD4G4La1HRqxkUixHL57ZrrsTk7FiCVZqEhQIogVY9Ioq97lLSAISkaNAs1mTcEwYYAXlIwaBYxCNlCrRVt2htK8L4JWc+WB3CJ7mk2w6JRSjtKYI4QeW7p9uzVPtyx3KC61il8PxC5vomvLpKl9KLfIA7sakGI5nBx14vqiH85grGr5SQDvUIouC+Xejg4lgC9TK+T0WwqzWe4kgC+lci7rYDjnjUgd3jLZ02KCKxRfUUv1H5ybwd099TjcVSe91m3VkUOpBOJ3LQaov/FAK1yhOF4addZyWFsSVyiGFMtJDqV8aJRydNTrMJZHUJpyhdFZz59fDMPgbYfbcXbCTTlhBEEQa0DRuzyO4z7LcdxnAbQDuI3juP/BcdyfgheYOtdjgMTG4PiIA//rx6/guev2VX9WIsVCuU0nGARRDdai5E10KOnVCrSatZj3FhaI5rzRrEkuL0DlXz8ztJZlOSz5o1JnuJUgkzG4e4cVp8Zc4Dg+P0MM5AbS7dddgtMjmWLhjyaynCBrjW6ZQ2mjZCgBwKEOC4waBY4NO3BihJ8I399vq9rnZ2YoRbe5Q0k8L/K5iOxhTio1E7EaVHCFYtL6KZbDgjea16G0u5kvUbxeYdkbx3GY9URwa7sl6/Uuq54ylErgCEZRp1NK5YcP7GyAUa3Az6jbW9Wx+3nxrtFU/OFDX4Mhr0NpyhWWssEA4K23tUHGAI+TS4kgCKLqlDurb0J2V7e48BqxTTgzzrdcLbc1OICC3U8SKY4cSgSxCnhBqcqh3FFRUJKj2azBkj9a8Bye90bQmiEKFSqR+4sfXcHbv3IS8STvVHGG+O5wLatwKAHAPX1WzHkjuDrPO2x6hEBugM+hASA5PXyRBDgOqF/HkjeDEMotOZQ2kKCkkMtwX58NgzcdOD7swO5mY8lJWyVoMkveRIeScnte75tNGsSSLLzh7HM1nmThjHA5DiWbQY1ogkVIKNe0B6JIslwBhxLf6a3SYG53iM/1Wn4Odlt1WPRHs0pFRV4ccZZd0rqVcQRiaDCmHTMapRy/tq8Zz15bQmobdnt7cmgBv/H105j1VF+IFO81m0oJSo0GTDhDSGaUHcaTLBZ8EXTVp8+vFrMW9/bZ8PMrlKNEEARRbcq9y/s2gLMMw3yGYZjPADgD4Jsr3SjDMH/LMMwNhmGuMAzzY4ZhLBnL/oJhmFGGYW4yDPPqlW6DqC5nJvjyEkewPHv9+SkP9n36KSk4N5M4lbwRxKowapSIJtiqZncE40moFDKoFXK0mDVIshycofzn+7wvglZL+ka/2aSFMxiTMnMA3gnxzDU7Lkx78Q/PDANIO3ZWk6EEAEd6+Byl/zwzBQBZJW82YcLnEsbuESbz69nlTafmHTniJNyk2TiCEsA7KxZ8UZwad1W13A1YFsotOpQU29ehBCCn7G3OGwEH5HEoCceu8Hd2TuymmMehZNGp0GLW4EaFgpIo/C4/B7uEc0jsjiUSiiXx/m+cxddPjFe0na3IckEJ4EtI/dEkXpnz5X3Ps9eW8OOLW8sVYw9E8TuPncfHHruAl0ZdeObaUtW3sSQ4lIqVvAFAb6MB8RSLGU/6XnPWEwbLAZ3Lzq/DXXWYdIWqEt1AEARBpClrVs9x3F8D+AAAj/DfBziO+/wqtvsMgP0cx90KYBjAXwAAwzB7AbwLwD4AjwL4V4Zhtued6AYiHE/ilVn+Zkm0IZfi+RtLiCRS0g1xJnzJW3UCYAliO2IUMnmCVSx7C0aTMAilWs3CZDOfKyEUS8IbTuQ4lIDs68O0OwxnMIYWswb/dnwMp8ZcksC8WodSX6MBNoMaPxU6LPU2ZjqUxAwl3lTrCfP/X88ub0q5DCqFTJq8b6SSNwCSiMRxwNEqlrsB2SVv296hJApKy84jMauoK8ehlJ3/NSeE37cXKBHd02LC9YXKSt7SHRqzz8EdBTq9XZ7xIslyUglppQSiCdzz+efw9NXFFb1/I+EIxtBgyBY47hGaBOTLUeI4Dp/75TX89S+vryg8fSPy+PlZvOofjuO5G3b82at3ocGoxpXZ/GLaaljyR8Ew6byqQvQJ1/7MsrcpQRRdfn71NhjAccCEk3KUCIIgqknZd3kcx13gOO6fhP8urmajHMc9zXGcOBM6DT6jCQDeBOC/OI6LcRw3AWAUwJ2r2Raxes5PeZBkOchlTEUOJQDSk+pMeIcS6YQEsVLEMOxq5iiFYmlBSRR88pWxiaJQZhlOiyV3ffEa8C+/cRu66nX40x9cktqct64iQwngQ1aP9FoRjqegkDFS+CrACxoGtUKalHtC6y8oAXwwd1DIpTJpN04oN8B//zubDFArZLiju76qn61RyhFLsmBZThKWtq1DyZT/PJpyioJStoNCnDyLYuhsEYcSAOxuNmLMEcxyBpaikEOpU5h8Lw8tFs9jUZitlBF7EPO+KL74/OimFlU4jsvrULIZ1NjTYsKLI7mC0pgjhElXGM5gXNqXm5lxRxB/+t+X0ddowK/+4Ch+78E+HGi34PKst+rbsgeisOrVJTsC5xOUpoUssMySNwBS1t6YIzdziSAIglg5G+Eu94MAvi/83AZeYBKZFV7LgWGYjwL4KAA0NTVhcHBwDYe4fgSDwQ33uzw+HIeMAXZaGEwsuEqOL8lyuDDJ/0E/e+EyUnPZh1k0kcTi/CwGB1cf8L2V2Ij7nlgfKt33U0u8UPHCS6fQZarOZH1yLgouwWFwcBD+OD/xO37uFagdN7LWu+Lgt22fuIFB7wgAYD7IO1GeP3UB4Sn+fP/Z1Ri0CsA7dgm/1c/ic2ei+NJzI1DKgMtnX8pq/7wSrEm+lM2mAV46cTxrmV6ewvXxGQwOOnBqll/v5ivn4RpdP6eMXHhmopIBp148kXedWp7zr2pJwl2nwOmX8o9tpczP8MLDMy8M4to0/92/fOolqLehKzXJcmAAnLlyA62RdMnYC0MxaOQchs6dzDoPPFH+PDp5nj/vXr4Wg0EJnD35Yt7P5zxJJFkO//WrwbKvA2duxqFggFfOnYRs2TloVAInXxnFTnZGeu3pi7wANb1Y+m9/Pk7O8+fBK3M+fP0nz6O/bnOKi+EEh2iChd8+l3Pv0qWO4dmJJJ567gWo5env9FfjaRHuP586ibtbBGfpJv1bL177X9Mcwey1c5i9BpiScYw7EvjVMy9Ap6zeOX5tIgq9jCvre7KoGbx4ZRR7wB+3L12PQSUHrp4/hWsZx3gsxf9de+7sEAzu4aqNtRI2674nVg/t++3JdtnvayYoMQzzLIDmPIs+yXHcT4V1PgkgCeA/K/18juO+CuCrAHD77bdzAwMDKx/sBmJwcBAb7Xf5lxsncUsbi31tZjw1tFhyfJdnvIg//RIAoG/XHgwcTGuCHMch+dSv0LujCwMDu9Zy2JuOjbjvifWh0n2vGnPiixfPYOe+gzgilFyslq8Mn0KLHhgYOAKO4/A/jj0JQ2M7Bgb2ZK03f2YaOP8KXvfgPZLTKBhL4n+9+BTq2nZg4IFeAMDnLx7HHT0aPPQgbzINGUfw988Mo7tehwcffHDV4+12hvDNq4PY39WAgYE7spa1Xz8JuVKGgYG7cePYGDB0A6956H7o1ev3DMV68TickQAsenXBfVvLc36ttjqhnACGr+HOu+/FDW4KuDmMRx4agFy2/QQlAGg8/SzUdQ0YGDgAgP8b+L9OPY99Ni7nPIgnWfzx4BOwtnVjYKAf3xg/i+7GGAYGjub97HZ7EF++fAz6tl0YONyed53l/GjhIlrrvHgozznYd+0lJFRyDAzcDYBvrPH7g08DAFIKzYqO1cvPjgAYhlGjwKVIHT7yltsq/oyNwJgjCDx3DEcO7sXAoeznnEyrA0/+x1loOvbjgYxMsn+5cRI7mxKYdocRM7RgYGAfgM37t37pZf7a/+oHjqBDcP8wrQ78aOQsLDtuwT191Suf/dsrJ9Br1eRc2/Oxd+Q0gvEUBgbuBQA8NvUydtgiePDB+3PWbXv5ebCGOgwMHKraWCths+77zca0KwyGgXSc1hKO4/D0tSXIk9dp329Dtss5v2aPazmOe4TjuP15/hPFpPcDeD2A3+DSPug5AB0ZH9MuvEbUiGgihcszPtzVY0WDQQ13OF4yCPicYJEHkNMxJsVy4DhQKDdBrAKTVPJWvU5vwVgSeiFMmmEYqeX5cua9EchlDBozSj8MagWMaoVUTuOLJDBsD+D2rjppnd99sA/39llxoMNSlfF2WXW4p9eKB3Y15iyz6lVwBoQMpVAcKoUMOtX6OiPE73Kj5SetNVol/3tHEinEkiko5cy2FZMAvuxtMSNbTCwBu8WWezyqFDKYNIp0KLc3krfDm0i3VQe1QlZRMPeCLyJlO+V+nh6TznQo94g9iEA0CZNGkdOprlym3CE0mzR41x0deHJoMW+jjs2AQ+gaubzkDQDu6K6DSi7LylHyhOI4P+XBo/uacWubBZdmvOs11DVDzMhrzAjKvrXNDAC4XOUcpSV/rGQgt0hfowFj9qBUUjnlCkslnMvpadBj3LH1M5ScwRhu/9yzuLIG5YibgT/8/kX8xY9eqfUwAAB///Qwfvs753F8tnoRBQSx0ajJrJ5hmEcB/DmAN3Icl9lS5GcA3sUwjJphmB0A+gGcrcUYCZ4L0x7EUyzu2lGPRpMaHAe4gsWzFM5PuWESQoPDywSlhGA5VipIUCKIlSJmHVU3QykFQ0Y3smazJm+G0rw3gmaTBoplojC/Pj9ZvDjtAcfxXXVE5DIG3/ngXfjCOw9WZbwMw+C7H7kb7727K2eZzajO6PIWR51OueoSu0oR3VCmbSYoaQRBKZpIIZpgt21+kggvzKZFlBdu8OVStzbk/15sRjWcwTg4jsOcJ4I2S+En7Aq5DLuajbi+WL6gNO+NorWAoNRl1WHeF5EymcT8pAd3N8IfTSDFVp6BNC1M7n/rSDc4jsN3Tk1V/BkbgWKCkk6lwG1dlqwcpRdu2sFywMN7mnCw04Krc/6Ksq42IkuBKOp0yqxzuk6vQme9rqrCRSLFwhWKodFYXvOGvkYDgrEklvwxsCyHaXc4Jz9JpLfBgHFHcFPneZXDuCMEZzAmncPLWfRF8ZZ/fWnTCrzfOTWJLw+O5V3GshyuL/gx4wnnXb6efOvkJL70wigAYC5Yva68BLHRqNWs/ksAjACeYRjmEsMwXwEAjuOuAvgBgGsAngTwexzHbe6/wJucM+NuMAxwe3e91N1EvLHKB8dxOD/lwT29vPV5eSh3PMlfUMmhRBArR+zyVk2HUiCahEGdnii0FHAozXkjOR2iAKDFopXWvzDlgVzG4OAyN5JMxqyLsGPTq+AOxZFiObhDiXUP5AYAvYrfR9vNoZQWlFjEkqlt2+FNpNmUfR4N3nRgd7MR9Zr834tNr4YzGIMnnEAkkSoYyC2yu9mI6wuBsibIKZbDkj+KlgKup26rHhwHzLj5Sea5KTesehUOdljAcbzzsFLEyX1HvQ6v2tuE752d3pRt2yVBqUDXsfv6bLi24JfcZc9dt6PBqMYtbWYc6rAgnmIr7si30Vjy5xd5bm03V7XTmzMYA8cBTaYyBaWGdDC3PRBDLMnmdHgT6W3QIxRPYanMjsWbFbfQjEI8l5fz8qQbF6e9ODeZX3CqNeF4EvZA7v0HAAzN+fCZn1/DV4+P5b3uzXjCiCZYLPqiNRUOf3llAZ/5+VU8sqcJd3TXSVmTBLEVqcmdHsdxfRzHdXAcd1D472MZy/6a47hejuN2cRz3RC3GR6Q5M+HC3hYTzFolGoU/7oUu8gDflWbJH8M9fVbImNySt7hQLkcOJYJYOWvR5S0YS0jOJ4DvArXoi4Jd5kqY90XydmlrMaUdTeemPNjTYlzXzKJMrAY1WA7whuPwhuM1EZR0gjgnujW3C6KAFCGHEgCg2ayFP5pEOJ5EIJrAuSk3HtjVUHB9m1EFZzCGOU9uN8V87GkxwR2KF33QI+IMxpBkuaIOJSDd6e3ClAe3ddVJ50+lnd4i8RTsgZj0ue+/Zwc84QR+emnzJRk4gjEo5QwsuvwC8X39/D49OeZCPMni2LADj+xphEzG4GCnBQBwaXpjTd5jyRT+zxM3yu56ZvdHs8rdRA60WzDnjZR1DJaDKPZUUvIGAKP2gHTsdi7roCjSI4hP41u805skKBVw6Yivz3k3pkPpkz8ewsDfDmJoLluoTKZY/M/HryDFcvCEE3mPueElft/GkuyKRPBqcGrMhT/+/iXc1lmHL73nEHY3mzAXZLe8M47YvtCsnihILJnCxWkv7trBh/6KVu9iNw2ivfZwVx10KkWuQ0kQlNTkUCKIFaNSyKBWyKS29KslmWIRTbBZAlCLWYN4ioU7YxKZYjks+qJ5BaVmswaOYAzRRAqXZrw43FmXs856kdl+3R2Oo16//oKSYZuXvMWEDCX1dncomfljcdEXxUujLiRSHB7Mk/slYtWr4QrFMeflJ3ztJR1KJgDAtTJylOaFyWOLubBDCQAmXWE4AjFMusK4vatOElG8FQpK027+dxAn93f31GN3sxHfeGkSi74ofnxxFn/+w8t4/RdP4Nyku6LPXm/s/hgaDOqCDstb2swwahR4ccSJMxMuBGNJPLy7CQD/fTeZ1Li4wXKU/uaX1/GVY2N47HR5ZYj2QCyva+jWdj5HqVplb0t+/sFEuQ6lBqMaRo0Co44gpoRjrljJG4CyRbTNiij+znryC0Yzwvc0uwHKwpYTTaTw1NVFhOMpfOhbL2c5PL92YgJX5/14/z3dAIDri7muv+Gl9GuL/sIPwNeKaCKFjz12Hl1WHf79fbdDo5Sjv8mASBJb3hlHbF+2950eUZTLMz7Ekizu6qkHANgM/KTMXkRQOjflhkGtwO5mEzRKeY6glEiKDqXtG9JKENXAqFHCXyWHUijGn6eZDiUxuDfzZs4ZjCGR4vI7lMwacBxwbNiBcDyFw931VRnbSrAK1ypXMAZvOFHQVbCW6LZpyZsYyh1NkkMJAJpN/Lmy6Ivi2LAdRrUiK1tsOTaDGt5wApMufqJXyqG0t4UXlG7kmVgtR3QQtuQpWQUAi04Jk0aBKVcIF6bTD4ckh1Kosqf9kltE7AjGMPjgvTtwYzGAuz//HP74+5fx1NUlLHij+N3/vFDU/VxrHMFY3vwkEbmMwT29Vrw46sRz1+1QK2S4N6Pr2aGOug0VzP2zy/P41qkpKOUMTo25Sq7PspwgKOV+B/vbzJAx1QvmtgsiQD43VD4YhkFfowGj9iBm3GHIZUzBUtEmkxp6lRxjWzyYW8w6nXWH87pipiVBaX0cSj88P4vX/fOJshw6J0acCMdT+ORr9yAU40WlUCyJCWcIX3h2GI/ua8YfPdIPAHkbEoxkCkp5yvbXmglnCL5IAn/wcD8swrWzv9EIIFvsIoitBAlKREHOjPM3GXcKE0O1Qg6LTln0pu/cpAeHOi2QyxhoVbKckjexQ5ySHEoEsSpMGkXVMpSCcV6YMixzKAHICuYWbz7bCziUAOAXVxYAoOikea0RxW9HMAZvzRxKYsnb9hKURIdSJE4ZSkD2efTCDQfu7bMV/fsniqGvzPqgU8lLiqFmnRKtZk1OaUg+RIdSawGHEsMw6LbpMekK4/yUByq5DPvbzCsueZvO4xZ548FWfOi+HfjU6/bgF79/Hy7+5avw2Ifvgj+awB987yKSJbrI1gpHoLigBPA5SnPeCB6/MIuj/TZoMzpLHuy0YMoVljKWasmoPYBPPH4Fh7vq8PEH+3FjMQBniXG5hEy6fBlKerUC/Y3GKjqUYpDLGFj15QlKAJ+jNGoPYcoVRqtFU/AcYxgGPQ2GbeNQCsSS8EdyHzyJ5+bcOglKP7s8j6vz/rxjWc6TQ4swaRR4/73d+OJ7DuH6gh9/8L2L+MTjV6BWyPBXb9oHi06FFrMmr5A+vBREbwPvilyqgUNp0smLlTts6bLL/ibeGTdi39rHHbF92d53ekRRzky4sbvZiLqMyVijUV2w5C0QTeDmUkCaSOqUihxBKUah3ARRFYwaRdUylILC5xg0+RxK6RtOaUKaR1ASX3v22hJazJqSzoq1RJyIjDlCYDlITwnXk23vUEqkEEuwUG/zvDzxPDo27MCiP4oHdxfOTwLS5ZqXZ71os2jLCrG/r9+GX1xZwJeeHynqAFjwRaFRyoqKVF1WPaZcIZyf8mB/G+80Nkslb5U6lMIwahRZ29Mo5fjL1+/Fh4/28M4WGYM9LSZ87s234PS4G3//zHBF21gvyhGUREdSIJrEw3uaspYdEhoUXK5xG/dwPInfeewCtEo5/uU9t+H+nfyYT48Xdymly9DyfwdiMHc1MmKW/FE0GNSQy8p3svc1GuAMxvDKnA9d9fnzk0R6GvQY3+IOJTFDCcjNUUqmWMx7+f0564msea5PIsXivFDS6ighXCZSLJ69voRH9jZBKZfhwV2N+Owb9+G5G3acmXDjU6/bK+W58g0Jsh1KKZbDmCOI+4RzcdG3/gKu6C7NDIa36lUwKHkxlyC2Itv7To8oSCLF4vyUB3ftyC5baTRqCpa8XZz2ZrUK16jkCC8veaNQboKoCkaNsnoOpViuQ8mmV0MpZzCf4VBKC0q5T6nFiXMkkcJtNXQnAbyIo5Ax0s1bvX79RZ10htI2DuVOpiTH0nZFo+RdRk8OLQIAHthZOD8JSLvrZj2Rkh3eRP73m/fjzQdb8XdPD+PPfnhF6qa6nAVfBK3m4iLVDqsOs54IXpn14XbBnWzSKCCXMfBGKnMoTbnD6LLqyhLF3n64He++swNfHhzDs9eWKtrOWsN3i4wV7PAmssOml4T0h3dn7+db2s2QyxhcnPau1TDL4lM/HsKoI4h/etchNJs1fPaTWoGTJcrexAeJjQVyjW7tsMAdilelhGqpQGldMcRg7glnCJ0FOryJ9NgMmPNGch54biXcoTgaBQF0eU7Sgi+KFMthd7MRkUQKngqF4koZmvMhJHzXpZxwZ8bd8EUSeHRfs/Tae490409ftRPvuqMD77i9XXp9d4sJY45g1vVu2h1GLMliX6sZVr2qJhlKk84QbAaV1DwF4J1xbQaZFBhOEFsNmtUTeRma8yGSSOFOIZBbpKGIQ+nclAcyBjjUKTqU5Igu7/KWpFBugqgGVXUo5RGUZDIGTRktz6dcIfz8yjzMWmXWjZI0HrUCeqHE4/YaC0oyGYN6vQqjgr28Jg4lseRtmzmUNKpsh5Jmm2coAUCziQ+439NikoTXQlgzRItyXX5qhRz/+M6D+MOH+/HD87N433+chS/PJHHeGy2YnyTSZdUjxXKIp1jcJvwtZxgGFq2y4onntCtU0i2SyaffsA/720z4kx9ckvKX1ptgLCldN0RcoRhYDmgoERLNMAzefrgdr72lOUd40akU2NVkrGmOkiMQw48uzuGjR3twXz/v4FDIZbirp75kjlKpoOwDUjD36nOU+G5y5QVyi4iCElA4kFukt5E/JiectXUpffOlibJKVVeCOxTHre0WAMCMO1vkE8vdjvTy9/drHcx9ZiIduF9KUHpiaAE6lRz378x2cv7+w/34P2+7NUuc3t1sRCLFZZUvihlF/U0GNJk0NSl5m3CFpAYHmbQaZBhZClCnN2JLQrN6Ii8XhKdoy3NQGo1q2AOxvBfE81Nu7G42SZNSrSpPKHeKfx85lAhidVRTUArFckveAD7/Zc4TwddPjOPVXziOKWcY//vN+/N+BsMw0mS5lvlJIlaDWpow1NdAUNrZZITNoEaPzVB65S2EKCDFkiyi1OUNQNq9N7CreLkbkHYoASjboQTw598fv2on/uHXD+DclBv/8/ErOess+CIFO7yJdNvSk/HM89iiU1bU5S2ZYjHriZR0i2SiUcrx5d84DJmMwQe/+TL8VXJglosvnMA7vnIKr/3nE1nbtgudmUo5lADgj1+1E//6G4fzLjvYacGlaS/YGk0or87z4sWDy9xTR3ptmHCGJAdqPpZKfAe7m01QyWVVyVFa8kcrdii11+mgEu4ru8pwKAHAuLN2bpFYMoXP/uIavnOqvA57leIOxdFt1cGoUeSUvEmCUg8vKK11jtKZcVc617BIU58Uy+Gpq0t4cFdjWc7WPVJDgnTZ24gkKBnRbNbUJJR7yhVCty1XUGozyOCPJos2NiKIzQrd6RF5uTDtQatZk/M0tcGoRjzJ5gTrJVMsLk17cXt3+gZUq5QjHM9eL57iBSbKUCKI1WFQV7HkTRCm9KpsQanZrMXZSTc+98vruKfXhqf/5H688UBrwc9pMWuhVcqlG71aYjOoJAG7rkaC0rlPPVLSkbLVUMoZyBggEieHkkiz4LYY2FlaUDKoFdLEeCU5ZG+9rR3vuL0DL406kWLTwkUixcIeiKG1xPHYJTxZ77LqsjKD6nSqirq8LfiiSLJcSbfIcjrqdfjybxzGlCuMj393/UK6Q7EkPvDNs7i+4Ec8yWY5dsTcl1IZSqU41GFBIJbEYqh8Qemx01N46uriqrYrcnWen3jvbc2+Pt8jOFWKuZSWAlHU61XSsbkclUKGPS2rd2DFknwJVlOe8O9iyGUMeoRJfGcJV9wOmx4MA4zZa+dQmnFHwHG5+UbVIBJPIZJIod6gQkedLqcMcdodhlLOSCWta9npLZli8fKkB6/a2wS5jCnqULo47YEzGMOr9zcXXCeTHpseKrkMNxbSuUTDS0G0WbQwqBU1cSiF40ks+WPoziNqthr4c2eEyt6ILQjN6om8XJzy5M1BEW+oHMHsi/SNxQBC8VTWE02tSo5oIvtmMJ4UHEokKBHEqjBqFAjFU1mTxpUilrwZlzmUDnVYYDOo8YV3HsS/v+/2ku6GX7+jA7//cN+GOL9tGU/S62qQobRdYRgGWqUcUSFDiRxKwG2ddeht0JeVLcYwjOQCaa/AoZTJnd31CMSSuJnRAYl3FgMtJUQqq14Fi06JO7qz8xMtOlVFXd5EF0QlDiWRI71WfO7N+3F82IHP/fJ6xe+vlGgihY9+5xwuzXjxxXcfgk4lx4kRh7Rcyg9araDUaQEAjHnLz+758uAYPvnjIUQTq8/7GZrzoduqy+k8uavJiHq9qmiOkt0fK/n739puwdCcb1V/k0Q3WKHSumKIZW+ljjmtSo5Ws7amDiWxpHMtBCXxPK3XqdBep8WMO9eh1F6nQ51OCYNagbkizrTVcm3Bj2Asibt7rLDqVXAGCl9DnhxahEouw4NlODkBvlyzv8mA64uZglIAO4WOas0mDVyhOGLJ9cvKmnTy33UhhxIAjFAwN7EFoTs9IodFXxTzvqiUn5CJKCiJf/RFxDrwA0LNNpDfoSSGcqsU5XfvIAgiF1H8EcWg1SB+hl6dLSh98L4dOPepR/DmQ21lBeu+8UArfnegb9XjqQZWoTulQsZkZUMRa49GyZc7xxLstg/lBnih9bk/HShbaLUK5SFtlsrFGACSU/jcVDq7ZEGYNLaUcCgxDIPHPnQXPvGa3Vmv1+mUFXV5m5I6HZWfoZTJu+7sxIfv24FvnpzEd06vTVkQwN+T/P73LuKlURf+9u0H8IYDrTjSY8WJEae0jigo2cooeStGj80Ao0aBMV/5rit/NAFnMIYfX5xb1bYBYGjeh31t5pzXZTIGR3qsODXmLJjvYg9ES4o8t7abEYqnVjVhtgf4h5WNFZa8AcDrb23FWw61lXW97200ZGXvrDdiJ7B5b7TqLjyxw1udXoWOel1OJ7cZdxgd9XxYfnuddk0zlM6M89egu3ussBnUBR1KHMfhyauLuK/fljejsRC7m024IXR6S6ZYjDtC2NlkBAA0m/PPV9YSUSjMl6FkUvGlwxTMTWxFSFAicrgw7QGAvE9TGwUb8vLWn9cX/NCr5OjMsLfr8mQoiaHcKjlNMghiNYhPmatR9haKJaFWyDaEs6ha2ATxu06vKksMI6qHRsm7U6PJFNSUl1cxNgPfYXGljpg2ixYtZg3OZoThit0aW8soo9vfZs4RT+r0lTmUptwhqOQyqdxvJfzFa/fgwV0N+MzPrlYlmycf3zs7jWeuLeGv3rQPbzvMd5A62m/DlCuMaWHS7wjEYFQroFWt7r5FJmNwW2cdrrtSZQXzplhOysn72vFxsKtw/vjCCcy4I9jfmisoAbwrbN4XlYTA5Sz5oyWPx6P9DVDJZfjWyckVj3NpFQ6lR/c34x/febCsdXtseow7QhUFJHtC8bxh9ythWhAeUiyHhSrn/IiCklWvQkedFpFECq5Q+tydcYfRIbgf2yzaNS15OzPhwg6bHk0mDWzGwoLS1Xk/Zj2RrO5u5bCnxQh7IAZXMIYpdxjxFIt+QVASj6H1LHubEAWlPA4lhmGws9EodZ8liK0E3ekROVyY8kCtkGFvnhwU8anRcsX/+kIAu5qNkMnSEzdxUsEuy3EAACU5lAhiVYgOpWoEcwdiyS3n4hEdSnU6KndbbzRKGQLRBDgO5FBaAbubjdjfZs76e1oJDMPno7w86ZYmzOU6lAph1ioRS7Jlt1qfdoXRXq+FfIW/A8Dn4vzTuw+hTqfE5355fU26Iw0vBWDRKfFbR7ql144KWVcnRvmyN0cwhoYVOGby8ej+ZiyFOSnPqBhitt1tnRaMO0N45vrSircrBnLvb8ufbyfmKOUre0uxHByBWEmRp9mswbvu7MB/n5uVxLhKKdVNrlr0NhoQjqcqaiv/4W+fw+9+93xVtj/pCkN8zlHtsrdMh1J7Hf+QVxSN/NEEPOGE9PC3vU67ZqHcKZbDmQk37trBl8/aDKqCodxPX1uCjAEe2dtU0TZ2N/PH883FgBTILZW8Cde6Svbxapl0hmAzqAveT/U1GTC8FKROb8SWgwQlIocL0x7c0mbOG75oVCugVsiyHEocx+H6oj8niFd8mhfNqF+OiyVvW8gJQRC1wCg5lFYvKIViyZwOb5sd0WFRi0Du7Y5GKYc3wj/JJ4dS5fzZq3fhhx+7Z1WfcUd3HZb8MWkiueCLwqhWVFROkol4Hnkj5bmUplzhigO582HSKPFHj+zE2Qk3nr5WWlDhOE56cFUOc54IWpdlw/XY9GizaHFimC97cwRiZXV4K4dH9zVDzgA/vzJfcl2x09w77+hAe50WXz0+vuLtDgmC0r4CDqUdNj2aTRqcHHPmLHOFYmA5lNV57fce7OOFwOdGVjTOJX8MSjmz5g8CegUHybijvGBuZzCG81MenB53V8WlNOUK4Rah/HB5xtFqyXIoCeeguA3x/2lBSYdALAlfpPodFa8v+BGI8vlJAB+Z4QzG84opo/YAum161Osr+3u9u4V3I11b8EulZGKWluiOXM9Ob5OucN5AbpH+RgN8kUROlQdBbHboTo/IIpZMYWjOXzA8lGEYNJrUsGco/nPeCALRZI6gpBMEpcwnmmLJm5ImGQSxKtIOpdXfCAajyZwOb5sdEpRqh1YplyZdanIoVQzDMKty9gDA7V28K0DMUZr3RtBiWbnrQ5zgl9PpjeM4TLvDWSXwq+Fdd3Sgr9GA//PEjRyxyBOK45+eHcHHv3sBr/vnE9j36adw8LNPZ4VqF2PeG0XbsvBzhmFwtN+Gl8acSKZYXlBaZSC3SJ1ehX1WOX5xeaGkS0Gc5NfpVPjI0R6cn/Lg3KS76HsKMTTnR5tFW3DCzjAM7um14tSYK2dcoiO9oYzOa00mDd57dxd+fHF2RRlFdn8UjUbNmpcp9wqiQ7ljFI+nFMtJzrWVkkyxmPVEcKTHCrmMwYy7ug4hdygOGcOLsWKwv+iCEgUlUWgSj/21yFE6I5Tc3tXDX4saDGrEUyz8eR6CzXmjK+pqaTOo0WBU48ZiAMNLAXTUa6ET7mXMWiXUCtn6CkrOUN5yNxEx32mUcpSILQbN6oksrs77EU+xuE3oRpKPBoMa9gzb6nWhZedyQUksdQjHyaFEENWmmiVvwS3oUBKDjesqfOJJrB7eocQ/JSeHUm3Y1WyEUaPAy5N8JuKCL1qyS2MxLKJDqYwcJXcojmAsic4VBnIvRyGX4X+9djcmnCF898y09Pq8N4J3/Nsp/NNzw3hlzocGo1pw8+jwse+cxyuzvqKfy3Ec5ryRvBPZo/0NCESTuDzrq6qgBAB3tcgx543g4oy36Hp+QVAya5V4x+3tsOiU+LcVupSG5n3Y15q/3E3kSK8VrlA8JzQ4XYZW3nfwsYFeaJRyfOHZyl1KS4Fo2dtZDY1GNfQqedkOpWM3HVIHxBdurE5QmvdGkWQ59DTo0WLWVL/kLRxHnU4FmYyBXq1AvV4lORWnlwlK7ZKgVP2yt9PjLnRZddJ1R3zIky9Had6b6xQsl93NRtxY9PMd3hqN0usMw6DZrFm3krdQLAl7IIYdRQSlfkHIHF6iHCVia0F3ekQWF6aEQO48Hd5EGo2arDro6wt+MAx/Uc9EdChltrtNJPknX1sp/JcgaoGxiqHcwVgSxq2WoWRQgWHSWUrE+qFRyqWOYJShVBvkMgaHu+rwsuASWPBF0Loah5JecCjlKfd5cmhR6s4FAFPCpLUaJW8iD+5qxD29Vnzh2WH4IgmM2oN4+5dPYskXxfc+cjeO/dmD+OYH7sSn37AP3/7QnbDoVPjAN89i0llYMPBHkwjGknkFpXv7rGAY4OmriwjGklUVlA41KqBSyPDzy8XL3kSHkkmrhE6lwG8d6cYz15Ywaq/M3RCMJTHhDGF/ng5vmRwRcpROLSt7qzQo22ZQ4/33dOMXV+Zxc7GyifOSv3RWUzVgGKbsTm8sy+H4iBP372zA/f0NODbsWFVA+qQQ3Nxl1aOjTlf1kjdPKJ7lRGuv02aUvEVg1iph1vLns3jsL89RGncE8d5/P7Pi+wuW5fDyZDo/CcgQlJblKMWSKTgCsbIaBuRjT4sJw0tBTDhDUiC3SJNJs26h3OnOloWvew1GNcxaJUYqPIcJYqNDs3oii4vTXrRZtGgs8ge9wbjcoeRHV70up+W4VphIZHZ6S6RYyGWrt/MTxHZHdCjls49XSiiWzDl/NztqhRxf+c3D+M27u2o9lG2HRilDTChvJodS7bijux4j9iCW/FE4g/FVOZTE0tHlnd584QQ+9th5fPTb56VyNHHyWmxiVSkMw+CTr9sDbySBTzx+Be/4yknEUyz+67fvxl1CRotIk0mDb3/oTqRYDr/1H2ezxK5MxEl0vomsRafCre0W/OTSHIB0h9tqoFMyGNjZgF9eWUCqiDAhZiiZhMn/+450Qa2Q4V9eGK1oe9cX/OC4woHcIu11OrSYNTg/7c16Xfz+KhHVPnp/DwwqBf7xmeGKxrrkj66LoAQAe5pNuDjtlb7nQgzN++AOxfHAzgY8uLsBzmCsrFD1QoiCa7dVj856HWaq7A5yheJZztyOOp10rC8vRa3Xq6BVynMcSo9fmMWJEWfFgqDIzaUAvOGElJ8EADYjPyZnMPsasih1oFzZft/dbEQ8ySKR4qRAbpFm0/o5lEShsLuIM5NhGPQ3GjBCJW/EFoPu9IgsLkx7CuYniTQa1fBFEogJYdvXF3IDuYG0oLS85I3K3Qhi9agVMijlDJW8FeHV+5qlTi/E+pHpSiKHUu24Xfhb/osrCwBW3uENgORoWF7yJk6iLs148c9CELP4pL6jig4lgA+UfuuhdjwxtAi9WoEffuyegiHTvQ0G/Mf774AjEMMHv/kyknmCuueFznfLM5REjvbZJHdONR1KAPCGA62wB2J4uUgmkj/CX9vF795qUOND9+3Ajy/OFX3fcobmhA5vBb6rTG7rqpOc6iJL/hiselVFznKLToUP3rcDT15dxKNfOI4//+FlPHZ6qmjL9HA8iUA0KXUTXmt+8+4uBGNJfC+jjDIfx246wDDA0X4b7u9vAMMAL9y0r3i7U84Q1AoZGo1qdNRr4QjEyu6eWA6eUDzLmdtep8WsJwKW5TCzTFBiGIbv9ObNdkkdG+bL+vKVp5WDeHzemeFQEoPtHcsE3rkS52EpxE5vQDqjSKTZrMGSP7YuXdUmBDdksQwlAOhvMmLYHqBOb8SWgmb2hMSCL4IFX7RofhKQvrFyBGIIxZKYcofzC0qqXIdSPMlCKSd3EkGsFoZhYNQoEYytvuQtEE0WbHNLEJWizRCRyKFUOw50WKCUM/iZUFq10pISgBcGtUp5TsmbKCjd0V2HL70witPjLky5wmg2adZETPzEa3bjt+/vweO/c0/Jiduhzjp86vV7MDTnz1tiIk5kCzkjjvbbpJ+r1eVN5OE9jdAq5UXL3nyRBOQyBnpV+nv8+EN9aDVr8Jc/GcorkuVjaM6PBqO6qPNc5HBnHea8ESz40o4Vuz9a1nuX8zsDvfizV+9Cs1mDZ64t4VM/GcKrv3ACV2a9edcXw7+bqugGK8Yt7Wbc22fFv784IT0gzcexYQduaTPDalDDalDj1nbLqgSlSVcYXVYdZDJGEl2rGYrtXuZQaq/XIZ5iseiPYtYTQXt99nWgTRCcRByBGIbmeAfWcjdRucx5I1DJZVnlpHU6FeQyJucz5728wLSSUG4A6G3UQyFjwDC8kJxJk0mDeJLNW6pbbaZcIdgM6pL3Uv2NBnjDCbhCK/tuCWIjQnd6hMSFKS+A4vlJAKSnR45ADDcWA+C43EBuIENQWu5QUtATa4KoBkaNYtUOpUSKRSzJkqBEVA2NUpbxM13va4VGKcctbWZcFsKfV+NQAvhOb8tL3qYFN9KXf/Mwuq16/PH3L+HqvA+dVSx3y6TBqMZfvHZP2WVRBzssAPK3h5/3RqBSyGDT5xeLDnXWSWJOtR1KOpUCj+xtwhNDiwWFIX80AZNGkdXxTKdS4C9fvxc3FgN47PRUWdu6Ou/D/hKB3CK3d/P3f+L9IADYA7EVBWVrlHL83oN9+OYH7sSFv3wVnv/TB6BRyPCtk/nHnQ7/Xj9X6cce6IU9EMNPL+YX9nzhBC5Me/DAzgbptQd3NeDSjBfuFQoC0+4QOut5MbS9jj9PqhXMzbIcPOE46nWZJW+8UHNuyoN4is3pvsg7lNKCUmaHxJU6lNxBPscp89iVyRjU61U5nyk6BVfqJlYr5OhrNKCzXifNO0SahWNpeae3P/qvixWXjmZycdojZZyJTDrD2GErfd0TXVQUzE1sJUhQIiQuTHugVsjyikOZiFkC9kAM1xf4pxh7Wow56+mU/AQ1U1BKJFmoyKFEEFWhGoJSKMa/f6tlKBG1gxxKG4c7utMlJ6vJUAL4Mibfsif9U+4wmkxq2Axq/NO7DkoPmqoZyL0axI5L43nCl2e9EbSaNZAVyHRUKWQ40muFjEFWyHG1eP2tLXCH4jg55sq73BdJSPlJmTy6vxlH+234+6eHsxqk5COaSGHEHiwZyC2yp8UEjVKGc1Ppkrolf3TVriGGYdDTYMCbD7XhF1fm83YLXKywm1w1uK/Phr0tJnzl+FjeoO0XR51gOWBgV6ag1AiOyxZeyoXlOEy5wugWBNcOwS00464sR+nMuAvv/fczuDqf3cnQH02A5bAslJvflhi2vlxQarPo4A0nEBTuBY4NO2AzqGDWKuFaoUPJvSwYXMRmUOcISnOeCBqMaqhX8bD54w/14Q8f7s95vdnMH0uZwdzuUBw/vTyPX72ysKJtRRMpvPPfTuN//fiVrNcnXCF0ldHZsqeBX2eiSMOA7cySP4qhOR/iyfIcmMTGgO70CIkL0x7c2m6GqsQEQHxSJwpKJo0ir1VVo+I/J7wslFtJEwyCqApGtXLVXd7Em8it1uWNqB1qylDaMIiCkkWnzHl6Xyl1+vwOpS7BbXFruwX/49W7AFQ3kHs16FQKtJo1GM8zeZv3RkrmtvzOQB/+/NHda9JI5IGdDTCqFfjFlfzuGH8kAZMmV1BiGAaffeM+RJMpfP6J69LrS/4onr22lBVCfmMxgBTLFcyaWo5SLsOBdouUo5RMsXAGY1XLNfrNu7sQS7L44fnZrNc5jsN/n5uFRaesevZWMRiGwW8/0INxRwjPXl/KWX5s2A6TRoED7RbptVvazLDqVXjhRuVlb74Yh1iSRZcgdDYY1NAoZZgus9NbMJbEX/5kCO/86mmcGHHiqavZYxbLqJZ3eQMgCZf5HEoAL+ykWA7Hhx24v78BNoMKrtDKHEquUBxWQz5BSQXH8pI3X2RV5bgA8PpbW/HW29pzXhfdbpnB3C+OOsFxwMhScEWixag9iHiKxa9eWcCI4DIKxZJwBGKSgF2MJpMGchmDBe/6hIVvNj722Hm8/osvYv+nn8Ibvvgi/uJHr+CVWV/pNxI1hWb2BDiOw5lxF67O+UuWuwF8G26G4Uveri/4sbvFlGVrFRGfUkcplJsg1oRqOJSC5FAiqkx2KDdd72vJYSGYe7XuJIB3KHnzZChllrd99GgPPvvGfXj74Y5Vb69a9DTkbw8/54mgtcT3crirDh97oHdNxqVRynGgw4LhAh2f/NGkFMi9nJ4GAz5ytAc/ujCH3/vPC7j//72Au/7mOXz42+fwmi+cwNkJ3mEkBXKX6PCWyeGuOlyd9yMST8EVioPlsKIMpXzsaTHhcFcdHjs9leUIGrzpwIujTvzBQ/3rLkK/7pYWtNdp8W/Hx7Ne5zgOx4YdONrfAEXGfatMxuCBnQ04Nuwo2qUvH0thfn3RwccwDDrqdFJnxGK8OOLEq//xOB47M4UP3rsDbRZtjvPOk0dQ0ijlaDCqMeUKQ8bkZqmJouqsJ4yhOR884QQe2NXAu4kC1XUoNRjUcC5z1c15I2hbYYe3UogVFZklb8du8s6yeIrNe10ohdj5TsYw+JJQNldOhzcRuYxBk1GNeV91u/vVgniSxR/910W899/PVO0zxx0h3NNrxQfu7YZRo8CPLszi75+5WbXPJ9YGutPbxjgCMXzl2Bge/vtjeOdXT0OtlOENB1pLvk8hl8GqV2HJF8WNxQD2FiiREwWl7FBurqJOIQRBFMaoUVat5G0rdnkjakN2yRs5lGpJnV6F/W0m9DUaSq9c6rOWZShF4inYA7Gs8jaZjMH77uneUN0Vexv0GHeEsroqxZL82FfaWapa1OtVBbN4+JK3wtfljz/Uh26rDqfHXdjTYsSnXrcH33j/HTBrlXjP107jsdNTuDrvg1mrrCjw+HBXHZIshyuz3oyg7OqVob337i5MusJ4SSjBSqZY/PWvrqPbqsNv3t1Vte2Ui0L+/7d33+GN3XW++N9f9WrJlnuZ8djTJ22SyWRSJnFISGGBwC4lCwQuLbCE3WWB5RLgboHld1kuv4UtXBYWdmFZkhCylFBCIMk4PZOZSSbJ9O4Z9yrLalb73j/OObJsy7JkS5YsvV/PM8/YR7J85K/a+ZxP0eHDuztwoGdi1vS840NTGPJNz+qfpOnaXI+JYBSvLNBgfCFDQSUjJjXw0FZjw4WJzMGFwHQMH/zBPpiNOjz00WvwV2/aio0NDpye0xssXYYSMNNHqcllnfcZPJmh5A3hyRPKRLvr1tcqAaUlZiiNByLwpOlNVuc0Y8Q/M3VNSol+7+KB3aUyGXSodZiSJW+JhBIk1I5bjvT7cr7NE0NTMBl0eP817fjlK/04PeJPTrbMNjOzyW1d9RlK07E4Pvajl/Dzg/14+uRoVkHRxfinY5gMRbF7Qx3ufcMW3PfhXbhlW+OSAn+0snhkX6G8wQhe//Un8ZVHjsHjMOH/f/ulePFzN2ddZ1/ntODA+QkEI/G0/ZMA5U3apNchOK8pNx92RPngtBjgW2bJmxaQcph54E/5MbspN1/vi+0H79+Jv3vLRcu+nWqbCZOhaDKzRCvTWZtFmUcxddQ54FdLUjRaxsJyS22Wy+NYOKDkC0UXzFAClHK+Jz7Vhf1fuBnfvmsHPrS7AzdursfP7rkWuzfU4gs/P4T/fqkPF7WkzyJfiJapfuD8REEaZd9+cSNq7KZkU/EH9l3AqWE/Pnv7lqJ9PnzHjjZU24z4xAMH8ZmHXsF3nz6TbB5+fZqA0vUbaqETQHeOZW8jQQmDTsyaLNhWbUXveDDjGPnxQATTsQQ+ekNnMuuws86BMyP+WZleWoZS9ZyAktZHaW65G6BkDZkNOvROKAGlS9SJdrUO05J6KIWjcfinYwuUvJkRiSUwpZ7ImghGEY4mCvo8bKiyJEvejg76MOqfxv+4th0Wow5HBnIPKB0bnML6Ogc+2tUJs0GPbz5xKtkPabHJk5oml2XWJMXVJhyN40/+6yU8dnQIH7xuHQDg6ZOjy77dPjWwmhro76yzo3cihHB04UmMhTQZjGZ8bpKCn/Qq1LOnxuANRvEf778SP/noNfijK1pz6q9Q5zTjlDqGN1MTb6tJP+tFQGnKzYcdUT5UWQzwT8fSNhPNVmBaeX46zAsfuBDlghlKpcXjMGcMTGTLZTUiIZEMYveoZR6l0oB7IVoT3NRsDm2qVWuxA0p2E/zTsbRj6ycX6KGUSqcT84JFLqsR333flfhYVycisQS2ty3eyiBVtd2Ezjo7DpybwJDajylfPZQA5TXh7Tta8djRYZwansLXf38CO9trcOu2hrz9jlxZTXp87e2XYq3HhieODePvfn0U9794HluaqtJm27ltJuxcV4OHDvSmXbuFDAUTaK22ziqha6uxYUrNzFiIduKnKiWTuLPegelYYtaEtmSGkm1OhpLa/DtdQEkIgRa3FUf6fXg5ZaKdx2HGZCiac5+h8QWypACg1qls08retAlvhQwoNVZZkgHkJ08o5W5dm+qwqbFqyRlKmxqdqHWY8Z5da/Dzg3148sQI6pzmrKflNrutGJgMFyRQ8VrvJD72owOzBiLlUzgax0d+eABPHBvGl996Eb7wB1vQ7LIsqUn9XH1e5SRFakZlR50DUs6UFa6k3okgrvzyY3j8aO790ioNj+wr1DOnRuC0GLB7fe2Sfr5eTX/WiZkRmOlYjXoEIzMlOZF4AkYDp7wR5YPTYoSUQCCy9LI3/7TyIdbODCXKE60HilEvCtLMmIqjWj1InQhqAaXcyjyKpbNOKfdLLZvQzoQXO0OpRi0LmpulFI7GMR1LpJ3ylg29TuAzt23Gbz+xG/fcuD7nn79ibbWSoTQZhhBKZkk+vXvnWiSkxHu++yLGAhF84Y1bcsqiKoSbtjTgvg/vwv4vvB4HvnAz7v/wLnznrisWvP49N65H/2QYD+7vXfA6cw0H5bxJYFoT8kyNubXhG86UAGOHNsEwpeH8RCACq1E/7wRxMkNpgedqS7UVz55WJtrdsEkLKCnP94Uy6BaSMaCkPo5G1cynZGC3gKWnDS5LMtPuyeNKuVu904KtTVU4MuDLKagzGYxiYDKMTY3Kcc+Hr++AUa/Di2fHk5P7stHksmA6lsj5b7uYiUAEH/nhfvzmtUEcGShMI+tvPHYST50cwd//0cV491VrIYTA9Rvr8MypUcTiy5vM1qeWAbbOyVACgNPDKx9QeurEKCLxBI6rzddpYQwoVSApJZ4+OYqrOzyzzpLkQgsoddQ5MjZQtJr0CEVnXmCibMpNlDda3yOtsfZS+NUMJSczlChPzGqZG7OTyku1XXmN0Poo9YwH4LIa4bbNP3AsJY1VFliNepxJyVDqVw9cmgrUDDhb2kH33NKiZEbKMjPLNjdWLWm63xVrq+ENRvHC2XF47Oa8975c47Hhho11GPSF8ZbLmnFJyhS1UuBxmHF1pyfjxLnr1tfiyvZqfPOJU1mV40gpMRxMzAs8tKnBngvjC5dAaY8H55wMJQA4PTwTKB0Ppm+Grf2OhQI3rdVWSIlZE+1mgj+59VHSsqQ8GQNKK5uhNBGMYsw/jQM9E8mA2dbmKkyGouifzL6X0YlhJbCwST2RXu+04F1XrQGQXUNujTYkYSCH372YRELiEz8+iAE1eHZudPk9jdJ55tQIdq3z4J1Xrklu272hDlPhGF5Z5jS2vokQjHqBupQAdkft/BMCK+U5tc/bYB7XqVwV5cheCPElIcSrQoiDQojfCSGa1e1CCPFPQohT6uWXF2P/yl3PWBC9EyHs3rC07CRAKXkDMpe7AUqGUmraZSSWYFNuojzRPpydHVn6mRt/WJvyxoN/yg+t5I39k8qLFjiaTMlQKvXsJEApC1tXa8eZ0ZQMJW8QdU5z0YOeWhbI2JxMBa38qapIwxK0Pj37zo0nTyDm20dv6ERnnR1/edvmgtx+oQkh8Bev34hBXxgPvHh+0euPByIIxYA18zKUlODChYkMGUrT8zOUPHYTXFbjrAPthaarXbmuGn920wbctCV9WaGWwZQ60a5WfWzmGlAaVxt5Z8pQGkkpebMYdai2Fe6EVqPa/+tnL/chlpDJkr6lNObWJrxpGUqA8jh2mA24uDW7HrQAkj20+r3566P0zT2n8OSJEfz1G7dCJ2ZKkvPJPx3DkX4frmyfXUZ77XoPdALLLnvr84bQ5LJCl5LZbDXp0040LLREQuL502MA8hv4K1fF+rT3f6SUl0gpLwPwKwB/pW6/HcAG9d/dAL5VnN0rb0+fUiKu122Y32gwW9oozoUacmuUDKXZJW9syk2UH9etr4XTbMBDB7JPuZ8rEInBYtQtOVuRaC4ta7XYB+uUXzMlb0rw4/x4MG1PllLUoU560/R7wzlNPisU7aB7fM40La1PVT56Xy1FR60DbptSUt2Qx/5JqXZ1ePD4p7pKYh2W6prOWuzqqME3u08vmqV0Ti0RnZuh5LQY4bYZM07JSpehJIRITjDUTAQi8xpyA8pr8Sdfv3HBHj9a5lLqRDst+JNrY27t+ummvNXYTdCJmSBVnzeEZre1oOWODWoPrAf3X4DdpE82nd/c6IQQuQeUnBYDmlL6ajVUWfDcva/De67KfkJhvjOUnj01in947ATeur0F77umHS3V1uTjLZ8OnvciIYEd7TWztrttJlzS6sZTJ5YZUJoIpn096Kizz5touJC//eVh3P2f+/HlXx/BD1/owdMnR3Lqc6Y5MTyFsUAEOgEM+lZvA/WVUpQjCCll6rPXDkArYL0DwH9KxQsA3EKIphXfwVUgGk/gA9/fh/949mzOP/vMyRG0uK051fvOpZ2VXKzZ49wMJZa8EeWP1aTHmy5rxm8ODSx52ttUOMaG3JRXWoaSmRlKZUXLIpgIRhGNJ9A7EVoVGUqA0kfpwkQwedDf5w2VRCDDs0DJWzJDqUgBJZ1OJA+88znhrRz9xc0bMTI1nZxat5Dz42oT+zSlUWtqbLgwkVvJG6C0nUjNUBoLRNKWmi3m2vW1eOv2Fty6rTG5zbPEkrfxQAQGnUCVdX7wSq8TqLGbUwJKhQ/sahlKJ4b8uGZ9bfKktt1swDqPPadeQ8eHprCpwTkvAFZlMc7KqlmMx26CSa9Dfx4mvR3qm8SfP/Ay1tc58OW3XgQhBNo99oJkKO07Nw6dALavcc+77PoNtTh4wZuxufxi+r3hWRPeNNpEw8X6XUViCXz/uXN48dw4fvB8D/7Xzw/hru+9iH987GTO+/LsKSU76boNdSx5y0LRPu0JIb4shLgA4N2YyVBqAXAh5Wq96jaa47695/HEsWF86VdHcKBnIuufi8UTeO70GHZvqF3WGYGLWlzY8+kuXN3pyXg9q0mP4JySN2YoEeXPnVe2IRxN4OGD/Uv6+cB0DA6Wu1EeMUOpPFVZjNAJwBuMoN8bQjwxv8Fwqeqos0NKpUxPSqkElArYCDhbVRYjDDoxrzmvL1nyVrxgv1b2Vs+AUkZXdXhw3fpa/OuTp2cNoZnr3GgQAjMlbqnaqm0ZM5R84ShMBt2819TOOgeGp6aTJ5QmApFkJmEuah1mfP2dl8GVUnpmN+lhNujmlWMCSsnat588nfYAf1zNklroGKPWYcLIlHKb/d4Qml0rE1ACZmdgAcCWZqUxdzaklDg+OIWNjZkrM7Kh0wk0uS3JXm5LMeQL49M/eQVv+pdnICXwrfdcDptJCeK1e+w4OxrI+xS5/T3j2NJUNav0UrN7Yx0SEnhe7TuUq0gsgaGpcNp+Wp31DgQicQz5Mgc3h3xhSAl87vYtOPbF2/D8va/Dle3VeOzoUM778/zpUbR7bLhiTTVG/ZGcpx1WmoIVZwshHgPQmOaiz0spfyGl/DyAzwsh7gXwcQB/nePt3w2lLA4NDQ3o7u5e5h6XBr/fv+h9CUQlvvpUEBurdRgLSXz0+8/ji9daYc1ietopbxxT4RhqIsN5+ZtlPh8DTE2EMeFLJH9XMDSN4aEBdHePL/t3l5ts1p7K03LWXkqJNqcO333iCFrDuWcs9vSHIaOSj70iKNfnvD+ifIiNBMvz/uXDal17mwE4fPIczD7l3N/E+RPo9p8u8l4tbmJSObH1cPdebKzWIxJLIDDSi+7u3A80lmvu2tuNwKFTPejuHkxuO3BeCRAcfnkfes3FmX6mG1f+Zt6BHnR3L+2ERaW4wRPHM6ci+Nsf7cHt69IHAV88EobbLPH8M0/Pu0z6I7gwFsUTe/ZAlyYQc/zMNCy6xLzXjNCQEsB66LdPodWpQyASx+RwL7q78zPm3GGQOHTq/LznySNno/jx8QiqpnrQ5Jh9kvh4TxhmOX9fNfpoCGf6A/j9E3swMjWNiHewoMcEUkqYdEAkAZjHT6O7e+ZzkjUUwYXxKH79+z2wGzM/zybCCUyGotD5BtHdPZbzfsx93ltlGMd6BnN+H0hIiV+ejuLXZ6NIJIDb2o14Y4cBvUcOoPeIcp2YNwpfOIZf/74bDlPm+xWKSfT7E+h0Zz4BFEtI7D8bxHUthrT7HEtIWA3AA92vwjJ6PKf7BADDwQSkBPxD819v/GPKa9FPH3sWWz0L7+cx9TVrpOcEngoo70ud5igeOBfBfz/yBDzW7BIa4gmJZ08GcVWTAd7BcwCAX/yuG3W23BMiVut7fa4KFlCSUt6c5VV/BOA3UAJKfQDaUi5rVbelu/3vAPgOAOzYsUN2dXUteV9LSXd3N7T7cnY0ALtJP+/s0N/96giCsbP4xl3XIhCJ4Z3ffh6PT9Tga2+/NHmdRw8P4ou/PIL3X9uOD+3uSG5/9fGTEOIEPvzm69PWWefbb8dexdnAcPI+yT2Por2tDV1dWwv+u1eb1LWnyrLctf+A6Sz+9pdHUL/xcmxtztwof67/e/x5NDqArq6rl/z7aWnK9TkfjsaBJ36LOo+bj6sFrNa1r9vfDWt1FVytHmD/Idxx07VodJV+BktgOoa/ef5R2Bra0b6+FtjzLLquvARdW9M3KS6kuWvfdPApmKts6Orakdx2eM8p4Mhx3HbT9UXL9Ls2nkCo6hTu2rU2OYiF0usC8HDvMzgfNaCra1fa6/zjkWfRaPelfd73Wnrwm7OHsOXyXcn+Oqn+e+BleEKT8362ddiPf3r5SbjXbMLFnR7g90/gios2o+uqNfNuYylaDz0Dg82Erq6ds7b/fuI1AOfRuuli7J7Tj/Wfjz6HtVW6Bf8Ovxg6iBfPjmPjpTuB33Xjmsu2oGtHW9rr5kvLgW4IAbz9DV2ztsumYTx0ch9qOy/BVR2ZKy6ePDECdL+IN+6+HLsWuW46c5/3Dw8dxN6z4zm/D/z20AB+9uhLuG1bIz73hi1Yk6bsOHZkCPcf24+WzZdh+5rMrUm+1X0aX917DI9/8gZ01DkWvN6rvV5M/+5ZvOXai9F1aXPa6+zu3Y/D/T7ccMMNOVfBPHd6FHhqL27atR3Xrp89NGqLL4y/3/c4HM2d6Lq6fcHbGH+pF3jxFdx+w1XJ+9K61Y8Hjj+JcE0nurLsc/Xy+QmEfvcc3rb7YjgtRvzHoRfRvvUyXDmnd9RcsXgCD+7vxdt3tCYHUK3W9/pcFWvK24aUb+8AcEz9+mEA71Wnve0CMCmlHFjxHSwR7/nuXtz6jadwoGcmcn9uNIAfPH8O77iiDVubq3Blew3uuXE9HjrQi1+/OoDJYBR/8eOD+MgPD2AiGMFXHjmGVy54kz//zMlRXNTsWpFgEqCUPswqeWNTbqK8e+v2FpgMOjy4/0LG6x3qm8R9e8/PSoP2h2Pz+jIQLYfZoIMQM6VvVD7cNiO8wQh6RgOwGHUFmwCWb3az0kj39LAffclR5aURCKuxmzA2p0+NLxSFxTi/xGklGfU6fPL1GxlMytKWJidOqmPl55JS4uxoAPULZDi0qc3tL4yn76kzFY6mfZ9e67HBoBM4PeJPlk3W2PNXJlnrMM97bAJKQ34g/ZSyMf80atI05NbUOZUeSn1qz6iV6GX25zdtwGfTTBPcpk16y6Ls7YQ24a1h+SVvANDktmDQF0Y8kVtZ2t6z47AYdfjnd21PG0wCgPZaZXtPFo25e8YCkBK4f5FJhfvPKe1VdrQvHKDavbEOfd4Qzo7m3r9JK/9L93iod5rhMBtwejjzpLf+5Gv7zG101tnRWm3FnmPZNwx/Tp3udnWHJ9mAPZsG6k+eGMHnfvZacjpcJSnWkf1XhBCHhBCvArgFwJ+r238D4AyAUwD+DcDHirR/RTcyNY0+bwhT4Rj++N/24pHXlLja/37kKIx6HT51y8bkdf/spg24tM2Ne3/6Km75xpP45Sv9+MTNG/D0Z25EvdOMv/jxQQQjMfinY3jp/ASu21C70K/NO6tJn2yCKaVUm3IXJ32bqFy5bSbcuq0RP3u5L+2kmcB0DH/3qyN48788g8/97DUcTplqEojEYF9g8gvRUgghYDEo/TeovFTbTJgIRNGjTnjLpRFtsXXU2XF6NJA86Gh1l0ZD8Rq7aV4PpclQtKj9kyh3GxucGPVH5q0lAAxPTcMbjKLVmf41cU0yoJQ+ADC1wIkfo16HNR4bTg8HUgJK+QsAehymtE25tYBSX5oeQIs1Bq91mDAdS+DEkBKgWYleZm/Z3oJbts3vwlLnNKPWYcpq0tuxwSnUO815OyHf5LIinpAYmcqt6fmBnglc2upOZsCk01ptgxDAuSwac2sB9p8c6M04qXB/zzhaq61pM+g0N6jZak+fzL2PkhZgTJfxmpxouEigqn8yDI/dNOtklhACN26qx3OnR7Oe9vbc6VFsbnTC4zAn92coi4DScfUxrU1CrSTFmvL2R1LKi6SUl0gp3ySl7FO3SynlPVLKTinlxVLK/cXYv1KgRcv/6Y+346LmKnzsvpfw2f9+FY8eHsKf3NA5qwzOqNfhG++8DAkJuK0m/Pyea/GJmzfC4zDja++4FGfHAvjyr49i75kxxBISu9evXEDJZtQjGlcCSbGEhJRghhJRAdx5ZRsmQ1E8enhw1vY9x4dxy9efwnefOYu3XdEKvU7gkUMziZ/+cGzBUcJES2Ux6pihVIbcNiMmQ1GcHwtiTc3qaMit6ahVJgX1ToRgN+nTTqEqBo/dNK/xsS8cLdqEN1qaDWrmihYoSXVU/UzftkBAqcVthRDAhYn0ASVfhgBjZ50DZ0YLk6HkcZgx5o/MymqOxRPJg/+5GUqRWELp05oxoKQEvF7tVaarFbNkVgiBLU3ZNeY+MTSFTXloyK3RMiRzmfQWmI7hcL9v0dIri1GPZpcV57LIFOr3hlDvNMMbjM76bJhKSol95yawY23m8rk1HhvWemx46kT22UCaPm8QdU7zgp8bOuscWWUoNaXJPL1xcx2CkTj2nV18iFU4Gsf+cxPJsjun2QC7SZ9VhtLJIWX/vMGlT7pbrXhkX6IO9ysvtNd21uK+D+/Cbdsa8cC+C2h2WfDh6zvmXX9drR1Pf+ZG/OrPrsNFLa7k9ms6a3H37g78aO95fP2xE7AYdbh8kReEfLKalBeGUDSOaFzpkJ8pqk5ES3N1hwdtNVb88PkePPDieXzywYPY/dUn8P7/2AerSY+ffPRqfPVtl2JXRw0eeW0w+QFxapoBJcq/Zrd1VfTWodxU25Rsmp7xANYuUG5Rqjrr7JgKx/Bqrxct1dZlTbrNpxq7GVPh2KwpQr5QDC4GlFYVrRTqZJqA0jG1XKrVkf7zr8mgQ5XFiIk02U3AwhlKgJJ5d240mMx0yWeGUq3DjFhCzhoF3+8NI6aWac0NKGmZGdkElF7p9aLOaS76NNCtzVU4OeTPOMUrnpA4OTyFjXkqdwOQzPQZyGHS2ysXvIgnJK7IUHamaa+14dwiJW9SSvR7w/iDS5rQUWvHj15IX/Z2flx5fO1YJJAFAJevqU4+3nPR5w1lLH/sqLOjfzKccZLiQlMDr+6ohcmgw57jizerf+n8BKZjCVyjTjEXQqDBZcGgb/HAnxZMZkCJSsaRfh9a3Fa4bEZYjHp8812X46/euBX//K7tC0Zvq+2mtMGaT96yEVuaqnCoT4lqr+RZYy2gFI7Eky/WzFAiyj+dTuAdV7Rhf88EPvvT1/Dk8RFsbarCl+7Yhl//2XXJM1q3XdSEM6MBnFA/QEViCQaUKO/uv3sXPvn6jYtfkVaVapsRoWgc4WgC7assoKQ1aT14wZt2NHWxeBzKwXdqmYRS8sbX5dWkocoMp8WQLHtJdXxwCk0uS8aJW26bERMLHIgqPZQWzlCKxBN4tXcSQiCvgcha9bE56p95bPaMK1kv9U7zvIDSmHq9zCVvSkDp9EigJJ6HW5uqEIkncHpk4eyX8+NBhKOJ/GYoaQGlHDKU9p2bgBBK0GYxaz129CxS8uYNRhGKxtHituJdV63B/p4JHBucn621T+2ftFhmFKA8ZsYCuZXxAUqgMlP5Y6f6+n1mJP19klKibyKU9jFlNemxq8OD7jkBpWFfGLd+/Sl88scHk9lcz50ag14nsHPdzH1tclkWzVCKJyROqRlULHmjknGk34dtKdOadDqBD1y3DlesXfzJPJfZoMc/3nkZbCZ92hriQrKqwatgJI4IM5SICupDuzvwL+/ajsc/dQP2f+FmfPuuHbjr6vZZZwBv3dYAIYBHDg0gMK2c6XHwwIXyrMpiLPqZZ8o/t23mQHGNZ5WVvNUp+5uQK9MIOFvawfdYykG7LxxlhtIqI4TAxgYnTgzND0wcHfBh8yLBCLfNlPZANJ6QCETiC2YoaQfaB3om4LYaoc9jXzOPmu2U2phba/R8dacH/d4wEilNpWfK7jIElJwzl7WUQGN87VgrUx+l43luyA0AVVYDbCZ9shl1Nvb3jGNTgzOr14Z2jw0TwSgmM2TLaP2TWqut+KPLW2Ey6HDf3vlZSgd6xlFlMWBD/cJT4DQ1djPC0QRCkez6FQFAIiHR5w2hNcPrcqf6uxcK/PnCMQQi8QVf22/cVIfTIwGcVx+/iYTEJx98BefGAvjNoQHc9A9P4jMPvYLHjg7h0lbXrABuY5UVg4sElC6MBzGtJk6kZvRVCh7Zl6DAdAxnxwLY1uxa/MpZ2tjgxL7P34z35GmUaLa0gJJS8qa86ZgYUCIqCKtJjzde0ozOOseC5Rz1TguuXKuUvfnVgBKbchNRNty2mQ/Za2tWV4ZSs8sKi1H5/FEKmREa7eA79az+ZIg9lFajjQ0OnByamtVzKBJTsl82N1Vl+Ekl+y9dqYw/rLxPL5yhpARK+7yhjIGcpdCCP6kZSufHgzAZdNje5kYknsBoyuNWewxrWXfpeOxmaDGvdOVJK21drQMWoy5jH6Xjg1MQAtjQsHhAJVtCCDXzJbsMpXhC4uXzXlyRZduStWrAX8soSyd1Klq13YQ3XtyEn77UlzzZqNl3bgI72muyGsLgSfN6tpjRwDQisUTG1+W1Hht0QslsS0f7Oy50G12b6gEA3SeULKXvPH0Gz5waxd+8eRue+ssbcdeutfj5wX4cG5zCNZ2zew03uSwYnprOOJFPK3cz6gW8zFCiUnBs0AcpMStDKR/sZsOK9wzQSt6CLHkjKhm3X9yI40NTeK1P6dXmZECJiLJQrWYo6XViRaYz5ZNOJ7CuVjkgbC2hfdcOvrXsDillxibMVLo21DsxEYzOCsCcGfUjGpeLZihV20zwhuYfiPrCSpBpoQwlt82UPIjPd0ApmaEUSM1QCmBNjQ2t1UpAOTXDJptJc3qdSO5nKQR29TqBZpcVg76FM1BODE1hTY0NNlN+Pys1u63oz6LZM6AcG/qnY1mVnQFKb10AOJuhMXdqQAkA3r1rDfzTMfzylf7kdcYDEZwa9mcdyNKm4KWbdrgQrcl7psxRs0GPthrbghlK2n1J15QbUP4e7R4buo+P4JULXnzt0eO4/aJG3HllG+qrLPibN2/Dk3/Zhb+8dRPee83aWT/b6LIgnpBpJx5qTqrlbhe1uBYsXS1nPLIvQdpI7615DigVg5ahFGZTbqKScdtFSunrT/ZfAMAMJSLKjpah1OK2rsr3cq3srRQOZDU1ybIi5QAsEIkjIfPbC4dWxsY0jbmPDShfb1kkQ8llNcIbmH8gOqVmKGXqqaWVveU7oFRjN0GIOT2UxoJYU2NLPodS+yiNByLQCcC9yGNX66NUKs9Dp8WQ/Dunc2zQl9dyN02TyzKvD9VCDvQofYyyDeysUTNIezI05u6fDMNk0CUDkpevqcbmRie+9eRpfHPPKfz85T48qH5OzDaQVbOUgJL6N1jsJEVnnWPBHkp9amAzU1Cqa1M9njs9ij974GXUO834yh9eMivRosllxT03rke9c3ZQqlGdrJ6pj9KJoSm0uK1ocVtZ8kal4XCfD9U2I5rKYEKOFs0PMUOJqGQ0uazYvsaNJ9XRruyhRETZ0DKUVtuEN4124F0qB7KAcvCtEzMHYNrBSJWVr8urzUa1JOpESkDp6KAPJr0umTGykGqbCVPTseTJV81UMkNp4SBNZ71y2/kOKOl1AjU2UzIzQ0qJ8+NKQKklTUBp1B9Bjd20aGmUFlAqlUxBp8WY/Dun0zsRQvsi67cUzW4rRv3TGSfMafafm0BDlTnrv5nFqEeTy4JzGRpza5PVtKCKEAKfvmUT/OEY/s+jx/GJHx/EVx45BrNBh0tas2vDspSAUn/WASU7zoz4Z/XtSr0No16gzrFwdlzXpjqEowlcGA/i6++8DC5bdkF7bWLtYIbyxBNDfmxocMBtM1ZkyRvfrUrQ4YFJbGt2lcxI2+WwmpTgUTCa2pR79d8votXu9osa8fJ5LwBwyhsRZWW1B5TefkUrLEYdmkvohJ1OJ1BtM2FMPQDzqQElZiitPnVOM1xWI46nNOY+NjCF9fWORTP6qu3Kek+GosmACzCTobRQyRswEyittuU3oAQoJZlaU+5RfwTBSBxrPTZUWQ2wm/TJ7BIAGA9MZxXU0qbHlUpg12kxLFjyFo7GMR1LFOT52OyyQkpgyBdG2yI96fafG8eO9pqcjg3XemyZM5S8ITTPKRG7eWsDDmx9PYKRGPq9YfR7Q3BZjVlPCF9ShtJECE6zYdEy3846B6ZjCfR5Q/P+XgPeEBpdlozBzF0dHjRWWfCeXWtwVYcn6/1rSgaU0j9G4gmJ0yN+7N5QC7NBh8lQFImEzKrnVLlgqkiJiSUkTgz6y6LcDUDyBSicmqG0CtPkicrN7Rc1Jb9mQImIsmE16XHXrrV40yXNxd6VJWmrseFjXetL7oSdx2HCuNqnRgsosYfS6qNMenPMLnkb9GFz0+LlUtoExbnZDVPTi2coaaWc+c5QApRsIq3k7bza4HmtxwYhhNIDaE7JWzb70F5rh8duQnWWGSKFppS8pc9QyqbkcKm0fj+Llb31eUPonwxjR5blbpp2jx09GTKU+r2hBRuj20wGrK934PqNdbi0zZ3176yyGGDQiZxL3rLpydehBk7PpOkL1e8NL9rk3WLU4/l7X4ePv25D1vsGKM8rk16HgQWCjj1jAURiCWyod8BlNSIhkbGEshzxyL7EDAQkIvFE3htyF4tW8haMzKTxsuSNqPjaamy4uEVJYWYPJSLK1pfeclFOZ3dpcTV2U5qSt9I42KbcbGxw4oQ66W08EMGQbxpbGhf/TK/1HZrb0DebDKWtTS4Y9WLRsrql8DjMyQyl8+NKtsuampleZKlNuccCkWQj70w+ekMnfvPnu0smsKuUvKUPAGhN0QvxfGxSAyCZevMASnYSkH0fI017rR2j/kjaYFkklsDw1HTes8SEEKhOeT3LRu9EKGPvI4020fD08PzG3H3eUFb3ZSmPOSEEGlzmBTOUTqgZiRsbnDOB4TQN9ssZj+xLTI8vDiD/E96KRWvKHYom2JSbqMS8Y0cr6p1mZigRERWRx25ONuX2qQe2LHlbnTY2OOELxzA8NY1jg8qQnWwylLRytYk5B+LZBJQaXRa8cO9NeN3m+qXu9oJqHabkY7NnLAghgLYa5cC9pXppGUoWox4NVaVTduq0GBCMxBGLz+9lNJOhVICSNy1DKUNvHkBpyG0z6RedFDhXu2fhxtxDvjCkzNzEeqk89pkS3mz0Z5mhVGM3wW0zJieqaeIJiUFfeF75Xj41VVkXDPxpGYnr6x3JrDtvhU1645F9iTnvS8Bi1CVH2652FqPyEAtFYmzKTVRi3rNrLZ6/9yboK6jOm4io1NSkHIBNsuRtVduQ0phbm/C2OZsMJe1AdM6EKF84CpNBB7Mhcw8bj8NckIyfWocZU9MxhKNxnB8LoqnKktyXFrcVY4EIQmowxhuMFqTsrtC0ckL/9PwsJa0ENVNAb6lsJgNcViMGvItlKE1g+xo3DDmekF/rUTJ60jXm1npfFaKPVY3dNC8wupCpcBS+cCyrwJYQAhe3uPDy+YlZ20emphFPyIL25Gp0WRbOUBr2o7XaCrvZkHweT1RYY24e2ZeYHl8CmxuryuYATwgBq1GPUDSOSFzpys8MJaLSIIQom9caIqLVqsZuwmQoimg8AV8oCiEKcwBLhbdRHS9/YsiPY4M+1DpMqHMuXgaWDCjNORD1hWJFDS5qI+XHAhH0jAexJqUhf2qGjVaq53GsxoCS8lxLV/aWzFAqUMZgk8uCgQUylEKROA73T+LYoA871uZW7gbMDE9Il6HUN6EFlPKf1ZNLyVuuga1dHR4cG5yaFbAqZHBM0+SyYNAXhpTzJ8ydHJpKPu9dVuXxPxmqrAwlvluVECklzk8l8Icby6PcTWM1qQElNUPJzAwlIiIiIgAzB+ETwQh84SgcZkNFTQgqJ7UOM2rsJpwYnMKxwamsspMAZTiGQSfS9FCKFqQhdLa0iXOjU9PoGQvidZvrkpdpTZD7vSHEnMqB9mrMUNL+vr40vYa0bYUK8M7tQ3V2NIDP/fQ1nBz2Y1TtXQUAV3fm3rfOZjKg3mnGubRNrAsXhMlU8vbNPadwetiP/+8PL4bFqE8GtrIpeQOAneuUwNq+c+O4ZVsjgJn7UojyPU2jy4JILIGJOVl4sXgCZ0YCuGGT8ryo1JI3BpRKSO9ECKEYsK3ZVexdySurUY9gJM4eSkRERERzpI7angxFWe62ym2od+DYoA/HB6dw1661Wf2MEAJum2n+lLdwrKjZalqw8/x4EKP+6WQZFTATjOj3hpLZzqsxoKSVvKXPUCpsCWqTy5Is4eqdCOLd//YCQtE4bt3WiNZqK9pqbOiodeCilqUlG7TX2tNmKPVPhuCxm5LTuPNJy7iMxRPzyvQeOTSAQ30+9IwH8b337UgGg1qzDAZd0uqC2aDD3rPzA0pNrsL1UGpUe34NTIZmPcbPjQURiSewsV7LUKrMkjcGlErI4f5JAOXTkFtjNekRTslQMup51o2IiIgIQHIy1rg/Al8oxobcq9zGBif+a28PpAQ2N2X/mb7aZpyX2TAVjiYDHsWgZSi9fN4LAFhTM1Py1uiyQAigzxtOTnXOZspbqclU8uYLxaDXCdhM+Q+8AEpQbiIYxfmxIN7773vhn47h/rt35S25oN1jw57jI/O293nDBSsR0wIuE8HovHLPAW8YmxqceK13Em/71+exrbkKJr0u+ThbjNmgx/Y1brx4dnzmNifDcFoMBX2eNKrBqsHJ8Ky10RpyayVvBr0OTrOh4jKUmCpSQg73+6ATwKYcu/iXOptpdoYSm3ITERERKbQskNFABL5QFFVWnu9dzTY2OKC1WsllMpfbZpyX2VAqGUovqVk0a1N6KBn1OjQ4Lej3hpI9c1Z3htL8IIAS0DMUpOE5MJNV8/ZvP4fhqWl8/wM781qpstZjx8jU9LyG4/3eUMFKxFIzLlOFo3GMBSL4g0ua8IMP7MTQZBi/ONiPJrclpxLfnes8ONw/mSxH7CvgfdE0qeWdcye9HR+aghDKhDeNy2asuB5KPLIvIUf6fWiyi4KkHxaTxahHKBJHhCVvRERERLMkD8D80/CFo8xQWuU2qNkKep2YdaC5GKXkbW6GUnEDSjaTATaTPllFsbbGPuvyZrcSUBoLRCDETA+Z1SRjhlKB//5aoMIbjOJ777sSl6+pzuvtX9SiBKf2pWT0SCnR7w0VPENpbkBpyKcEY5pcFlzd6cGDH70aDVVmbMjhOQIAu9bVICGBA+eUIGch74umzmmGXieS90FzcsiPtmobrCkZbNVpSlfLHY/sS8igL4w1VeW3JFbj7JI3EwNKRERERACUAxAhlAMwH3sorXpa+UtHrT2nk8TVaTOUilvyBihlb9G4hMtqhGtOwEhpKh3CeGAabqsx59H2pWAmoJSmKXeBn49bm6tw+Ro3/vWuK5bUeHsxV62rgc2kx2NHh5LbJkNRBCPxgkx4AxYOKGnNx7Xgz5amKjz+qS78453bc7r97WuqYdQL7FWDZEpAqXD9kwAlOFzvNM/LUDoxNIWNDbMDYkqmITOUqEh+9afX4f3bVl/t8WJSS94MOsHJJUREREQqvU7AbTViTGvKzQylVa3GbkKzy4KLW3IrXZqboRRPSAQi8aJmKAEzZW+p5W6almor+ifDGPNHVmW5G6D05TEZdAs05Y4VNKDkshrx049dixs31Rfk9i1GPa7fUIfHjw4nR973FXgq2kxAaXrW9kGf8nsbU5pnO8wG2M25Pb6tJj0uaXVj79kxhCJxTASjyUyvQmqosmAwJaAUiSVwdjSQzEjUuKwseaMiEkLAVIYNq61GPUJqhhLL3YiIiIhmq7GbMDw1jUAkzpK3MvBfH7oKn/+DLTn9jNtmxHQsgVAkDgDwqwGOYmcoaY22Uxtya1rcVkRiCZwYmlqVDbk1VRYjfGlL3qJFD+gt101b6jHoC+Nwvw/A/EyhfKu2aQGl2UGV5O/NQ/Bn57oavNY7idMjfgCFC46lanJZMDAZSn7//JkxxBJyXoYSS96ICsBqUnooReOSDbmJiIiI5vDYzTg3GgAAVK3yA1gCOuoc8GQ5uUqjHYhrZW9a0+FiBzTqnMp+pQsoacGBM6OBVZuhBCjPufRNuWOrPmPwxs31EALJsrd+NUOpUAElo16HKothXobSwGQIbptxVr+hpbpqXQ1iCYlfvtoPoHD3JVWjy4Ihn3KfjvT78PH7XkJHrR2v29ww63putSl3IiELvk+lgkf3VHDJDKU4M5SIiIiI5vI4TOgZCwLAvD41VBm0htZa2ZtWglXsAKOWeZSu5E07kJcSqHGs3oCS02JIn6EUWv0ZSrUOMy5fU43Hjw4DUAJKJoMOngIGAD0OM8bm9FAa8IbRWJWfXkdXrK2GTgAPH9QCSoXtoQQoGUr+6RgO9U3ivf/+IhxmA374oavmZZS6rEYkZPom7+WKR/dUcFbTTMmbmRlKRERERLPU2E3Jabhsyl2ZXFblAF8rl5lKZigVuym3lqFkn3dZaqlRIQMUhea0GOdlKCUSEv5IYXsorZSbttTjtb5JDE6G0ecNodllKWhP2xq7aV6D+YHJcN4yiZwWI7Y1uzAwGYZOKP2NCq1RzcZ793f3Ip5I4Icf3Jm21E7LNPSGKqfsjUf3VHBWkx5SKm+MxjLsEUVERES0HKkH4+yhVJmq7cq6axOifMkeSsXNkNm+phqddXZsbaqad1mV1QC7WsK0mkvenBbDvIySqekYpCz+3z8fbt6ilGU9fmxInYpW2BKxapsJY/65AaUQmlz5C/xcta4GAFDvtKxIBYyWXRWNJ/D99+/E+npn2uu552QaVgIGlKjgrOrI1MlQlD2UiIiIiOZIPRhf7T1baGnm9lAqlQylS9vcePxTXWlLMYUQyeDE6g8ozQ4AaN+Xw/NxQ70DbTVWPH50GP3e/GUKLcRjN2E8peRtZhpb/gJKO9WA0kqUuwHA5iYndnXU4Lvv3YFL29wLXk8LKM3N0CpnPLqngpsJKMXYQ4mIiIhojpqUBs7lUGJDudMy07SR46XSQ2kxWnBiNU95U0reZmco+UKr4++fDSEEbt7SgGdPjWJoqvABpRqHUvImpdKYetCnTHhrysOEN81MQKnwDbkB5XX5gbuvxjXrazNez60GhrXncSXg0T0VnNbN3xeKMqBERERENAdL3shi1MNq1GMiUFoZSotpqVYDSqu8KXcwEkdM7WMGzEzZK5cA781bGjAdS0BKoKXAWT01NhOicYmpaSUoN6BOlmvK4+9120z4yA0deMtlLXm7zXxwW1nyRpR3WoaSjyVvRERERPNoB+NGvYDFyM9KlaraZkz2UJoKx2A26Er+s3NLMkNpNQeUlCCAf3omSymZIVYmAd4r22vgNCvZVgXPUFIfC+NqH6X+yfxnKAHAvbdvwc1bG/J6m8ulnRBgydsKEUJ8SgghhRC16vdCCPFPQohTQohXhRCXF3P/KD9sJuXFa2o6BhMzlIiIiIhm0Q7AXFYjhOAAk0rltpmSU9584VjJZycBwNuuaMUX79iG+hWYtFUoWuPt1LI3Xyg667LVzmTQ4YZNdQBWIKCkBsjH1cfy4KSaoZTHHkqlyqDXwWk2VFSGUtGeIUKINgC3ADifsvl2ABvUf1cB+Jb6P61iVtNMEKnUz7IQERERrTStIXO5lNfQ0rhtRniTPZSiq6J/T0OVBe+9ur3Yu7Es2t/Zl9KYe6rMSt4A4D271mLMH0Fbta2gv6fGNj9DqcZugkWtWil3brtR6aE0fzBiWSrm0f3XAXwGgEzZdgeA/5SKFwC4hRBNRdk7ypvUFw+jnmfdiIiIiFIZ9Tq4rEY4y6S8hpam2mZKmfIWK5vsmFKnZYLNylBSv3aU0Rrs6vDg/rt3FfwEf7LkTe0HNuANVUR2ksZtNbHkrdCEEHcA6JNSvjLnohYAF1K+71W30SqmlbwBYFNuIiIiojQ8dtOqyEihwnHbjMlSmalwdFWUvJWDdCVvU+EobCY9j12WwDOn5G1gMlxZAaWU53ElKNi7lhDiMQCNaS76PIDPQSl3W87t3w3gbgBoaGhAd3f3cm6uZPj9/rK5L5qJ8MzEhInRkbK7f/lSjmtP2eHaVyaue+Xi2leuTGt/S0sMdsMUHxtlKpvnvW8kgolAFE/s2YPB8RCa7To+HlbAYEA5Vnnx5VdhHFaCeMfPTsMkEnn5+1faa76UEkYdcPDoaXTLC7gwFkCzKVQxf4PIVBgDvgT8/vw8fkpdwQJKUsqb020XQlwMYB2AV9Smg60AXhJC7ATQB6At5eqt6rZ0t/8dAN8BgB07dsiurq687XsxdXd3o1zui2YyFAW6fwcAaGtpQlfXJUXeo9JUjmtP2eHaVyaue+Xi2leuTGuffiuVi2ye96f0Z/DLM0dxxa7rkHj+KXS01aKr69KV2cEKNuqfBp5+DK3rNqDrmnYAwI97D6Au4kdX1w3Lvv1KfM2ve+Fx2GtqsfOabQj89lHs2NqJrq71xd6tFfG49xBOvNoPh8NUEeu+4jl8UsrXpJT1Usp2KWU7lLK2y6WUgwAeBvBeddrbLgCTUsqBld5Hyi9rSg8lNuUmIiIiIprPrTYz9gYjLHlbQTMlb6lNudnDajlqHEofoYHJMIDKmPCmcduUptwJKRe/chkotWfJbwC8AcApAEEA7y/u7lA+GPUCep1APCFZh0xERERElEa1TQkgjfojCETiDGisELNBD5NBN6cpdzTZXJpyV20zYSwQwYBXCyhZi7xHK8dtMyEhgVBs8euWg6K/SqlZStrXEsA9xdsbKgQhBGxGPaamY8xQIiIiIiJKw60GlHonggDADKUVVGUxJCe7AUqGUrvHXsQ9Wt08dhN6xoLonwwBAJorKaCkTusMRCsjQ4lH97QiLCal7I0ZSkRERERE82klbxfGtYBS0c/9VwynxTir5M0XivLvvww1djPGUzKUGlzmIu/RytECw/4IA0pEeWNTA0omvSjynhARERERlZ5qNaB0Xg0oVTGgsWKcFkOy5E1KialwDFVWZogtVY3dCP90DD3jAdQ6TDAb9Iv/UJlIBpSYoUSUP1pjbpa8ERERERHN51IDGDMBJQY0VooSUFIylKZjCUTiCWYoLUONXclIOtLvq6j+ScBMpmEgusgVywSP7mlFWIwseSMiIiIiWoheJ1BlMeDCuNJ3hj2UVo7TbExmKPnUwBIDekunNTQ/OexHYwVNeAPYQ4moIJIlb8xQIiIiIiJKq9puwsCkFlBihsxKSS1586njufj3XzotoBRPSDRXWEBJyzRkyRtRHlmZoURERERElJE2chxgQGMlpTblTmYosYfSkmkBJQBocldWyZtBr4PTYmCGElE+WdUMJTMzlIiIiIiI0qq2zQQxWPK2cpwWAwKROOIJmcxUYlP0pfOkBpQqLEMJUBpzM0OJKI+YoURERERElJnWf8Vs0LFVxArSssH84Rh8IfZQWi6X1QidOty70ppyA4DbakIgUuy9WBl8laIVoWUoMaBERERERJSeNiGK2UkrSwse+cLRmQwllrwtmU4nUK0+lpmhVN54dE8rwsqm3EREREREGWkH4Sy3WllahtJUOJbsocQeVstTYzdBCKChqhIDSqaK6aHEZwmtiJmSN1HkPSEiIiIiKk1utYcSgxkrS8sImwpHMRWOwqATyeMXWppquwm1IXNFJhS4rZWTocRXKloRNjblJiIiIiLKaCagxHKrlTQrQykUg9NigBA8Eb4cO9tr0FJhE9401TYjglEgkZDQ6cr7ccSAEq0INuUmIiIiIsqsOtlDiYdpK0nrlzQ1HYUvHGX/pDz49K2bir0LReOymSChBChdtvJ+LPHonlaEhQElIiIiIqKMGFAqjtQMpalwjH9/WhZtWqM3VP6j3nh0Tytia3MV1tXa0VyhaY9ERERERIthyVtxzC55iyanvhEthfY8nghGi7wnhceAEq2Ibc0u7Pl0F1xMHyUiIiIiSqvark1542fmlWQ26GEy6OALR5mhRMu2pakK79liQpOr/Cfc8ZlCRERERERUAhxmA776tktw7fraYu9KxamyGJQMpTAzlGh5mt1W3LzWiIYqBpSIiIiIiIhohbxjR1uxd6EiOS3GZA8lNuUmyg5L3oiIiIiIiKiiOS0GeIMR+KdZ8kaULQaUiIiIiIiIqKI5LQYMTIYBsIcVUbYYUCIiIiIiIqKK5jQb0TcRUr5mhhJRVhhQIiIiIiIioormtBgQisYBgD2UiLLEgBIRERERERFVNGdKmRszlIiyw4ASERERERERVbTUIBJ7KBFlhwElIiIiIiIiqmgMKBHljgElIiIiIiIiqmipQaQqK0veiLLBgBIRERERERFVtNQMJYeZASWibDCgRERERERERBVNa8ptN+lh0PMwmSgbRXmmCCH+RgjRJ4Q4qP57Q8pl9wohTgkhjgshbi3G/hEREREREVHl0DKUqqzsn0SUrWLm8n1dSvm11A1CiK0A7gSwDUAzgMeEEBullPFi7CARERERERGVPy2glFr6RkSZlVou3x0AHpBSTkspzwI4BWBnkfeJiIiIiIiIyphW8sYJb0TZK2ZA6eNCiFeFEP8uhKhWt7UAuJBynV51GxEREREREVFBMEOJKHdCSlmYGxbiMQCNaS76PIAXAIwCkAC+BKBJSvkBIcS/AHhBSvlf6m18D8AjUsqH0tz+3QDuBoCGhoYrHnjggYLcj5Xm9/vhcDiKvRtUBFz7ysW1r0xc98rFta9cXPvKxbVfHT70aAA7GvX46KWWvN0m174yldO633jjjQeklDvSXVaw8KuU8uZsrieE+DcAv1K/7QPQlnJxq7ot3e1/B8B3AGDHjh2yq6tryftaSrq7u1Eu94Vyw7WvXFz7ysR1r1xc+8rFta9cXPvVof2lJ3HllkZ0dW3K221y7StTpax7UfL5hBBNUsoB9du3Ajikfv0wgPuEEP8ApSn3BgAvFmEXiYiIiIiIqIL89GPXwGLQF3s3iFaNYhWIflUIcRmUkrdzAD4CAFLKw0KIBwEcARADcA8nvBEREREREVGhsSE3UW6KElCSUt6V4bIvA/jyCu4OERERERERERHloJhT3oiIiIiIiIiIaBViQImIiIiIiIiIiHLCgBIREREREREREeWEASUiIiIiIiIiIsoJA0pERERERERERJQTBpSIiIiIiIiIiCgnDCgREREREREREVFOGFAiIiIiIiIiIqKcMKBEREREREREREQ5EVLKYu/DsgkhRgD0FHs/8qQWwGixd4KKgmtfubj2lYnrXrm49pWLa1+5uPaVi2tfmcpp3ddKKevSXVAWAaVyIoTYL6XcUez9oJXHta9cXPvKxHWvXFz7ysW1r1xc+8rFta9MlbLuLHkjIiIiIiIiIqKcMKBEREREREREREQ5YUCp9Hyn2DtARcO1r1xc+8rEda9cXPvKxbWvXFz7ysW1r0wVse7soURERERERERERDlhhhIREREREREREeWEAaUSIYS4TQhxXAhxSgjx2WLvDy2fEOLfhRDDQohDKdtqhBC/F0KcVP+vVrcLIcQ/qev/qhDi8pSfeZ96/ZNCiPcV475QboQQbUKIPUKII0KIw0KIP1e3c/3LnBDCIoR4UQjxirr2f6tuXyeE2Kuu8Y+FECZ1u1n9/pR6eXvKbd2rbj8uhLi1SHeJciCE0AshXhZC/Er9nuteAYQQ54QQrwkhDgoh9qvb+HpfAYQQbiHEQ0KIY0KIo0KIq7n25U8IsUl9vmv/fEKIT3DtK4MQ4i/Uz3iHhBD3q5/9Kvf9XkrJf0X+B0AP4DSADgAmAK8A2Frs/eK/Za/r9QAuB3AoZdtXAXxW/fqzAP5e/foNAB4BIADsArBX3V4D4Iz6f7X6dXWx7xv/Lbr2TQAuV792AjgBYCvXv/z/qWvoUL82AtirrumDAO5Ut/8rgD9Rv/4YgH9Vv74TwI/Vr7eq7wVmAOvU9wh9se8f/y26/p8EcB+AX6nfc90r4B+AcwBq52zj630F/APwAwAfUr82AXBz7SvrH5TjuEEAa7n25f8PQAuAswCs6vcPAvgflfx+zwyl0rATwCkp5RkpZQTAAwDuKPI+0TJJKZ8CMD5n8x1QPnxA/f8tKdv/UypeAOAWQjQBuBXA76WU41LKCQC/B3BbwXeelkVKOSClfEn9egrAUShvQFz/MqeuoV/91qj+kwBeB+AhdfvctdceEw8BuEkIIdTtD0gpp6WUZwGcgvJeQSVKCNEK4A8AfFf9XoDrXsn4el/mhBAuKCcPvwcAUsqIlNILrn2luQnAaSllD7j2lcIAwCqEMACwARhABb/fM6BUGloAXEj5vlfdRuWnQUo5oH49CKBB/XqhxwAfG6ucmtq6HUqmCte/AqhlTwcBDEP5cHgagFdKGVOvkrqOyTVWL58E4AHXfjX6BoDPAEio33vAda8UEsDvhBAHhBB3q9v4el/+1gEYAfAfaqnrd4UQdnDtK82dAO5Xv+balzkpZR+ArwE4DyWQNAngACr4/Z4BJaIikUq+I8csljEhhAPAfwP4hJTSl3oZ1798SSnjUsrLALRCOdu0ubh7RIUmhHgjgGEp5YFi7wsVxXVSyssB3A7gHiHE9akX8vW+bBmgtDb4lpRyO4AAlDKnJK59eVP75LwZwE/mXsa1L09qX6w7oASUmwHYUeFZZQwolYY+AG0p37eq26j8DKkprlD/H1a3L/QY4GNjlRJCGKEEk34kpfypupnrX0HU0oc9AK6Gkt5uUC9KXcfkGquXuwCMgWu/2lwL4M1CiHNQytZfB+AfwXWvCOoZa0gphwH8DEogma/35a8XQK+Ucq/6/UNQAkxc+8pxO4CXpJRD6vdc+/J3M4CzUsoRKWUUwE+hfAao2Pd7BpRKwz4AG9Tu8CYoqZMPF3mfqDAeBqBNcHgfgF+kbH+vOgViF4BJNWX2UQC3CCGq1Yj4Leo2KmFqbfT3AByVUv5DykVc/zInhKgTQrjVr60AXg+lh9YeAG9TrzZ37bXHxNsAPKGe1XwYwJ3qdJB1ADYAeHFF7gTlTEp5r5SyVUrZDuU9/Akp5bvBdS97Qgi7EMKpfQ3ldfoQ+Hpf9qSUgwAuCCE2qZtuAnAEXPtK8seYKXcDuPaV4DyAXUIIm/p5X3veV+z7vWHxq1ChSSljQoiPQ3kB0QP4dynl4SLvFi2TEOJ+AF0AaoUQvQD+GsBXADwohPgggB4A71Cv/hsoEyBOAQgCeD8ASCnHhRBfghJ0BIAvSinnNvqm0nMtgLsAvKb20gGAz4HrXwmaAPxACKGHctLmQSnlr4QQRwA8IIT4OwAvQ23iqv7/QyHEKShN/O8EACnlYSHEg1A+pMQA3COljK/wfaHl+5/gupe7BgA/U44rYABwn5Tyt0KIfeDrfSX4UwA/Uk8In4Gynjpw7cueGkB+PYCPpGzm57wyJ6XcK4R4CMBLUN6nXwbwHQC/RoW+3wslQEZERERERERERJQdlrwREREREREREVFOGFAiIiIiIiIiIqKcMKBEREREREREREQ5YUCJiIiIiIiIiIhywoASERERERERERHlhAElIiIiokUIIeJCiIMp/9rzdLvfEEJcr359TghRm+XPXSyE+H4+9oGIiIhoKQzF3gEiIiKiVSAkpbws3QVCCAFASCkTudygEMIDYJeU8hO57oyU8jUhRKsQYo2U8nyuP09ERES0XMxQIiIiIsqREKJdCHFcCPGfAA4BaBNC/KUQYp8Q4lUhxN+mXPfzQogTQohnhBD3CyE+rV70RwB+O+em/1QI8ZIQ4jUhxGb153+Tkhk1KYR4n3rdXwK4s8B3lYiIiCgtBpSIiIiIFmdNCer8TN22AcD/lVJuA7BJ/X4ngMsAXCGEuF4IcQWUoM9lAN4A4MqU27wWwIE5v2dUSnk5gG8B+DQASCnfoGZHfRBAD4Cfq9fdD2B3Hu8jERERUdZY8kZERES0uFklb2oPpR4p5QvqplvUfy+r3zugBJicAH4mpQyqP/dwym02ARiZ83t+qv5/AMAfpvy+WgA/BPAOKeWkunkYQPOy7hURERHREjGgRERERLQ0gZSvBYD/LaX8duoVhBCfyPDzIQCWOdum1f/jUD+nCSH0AB4A8EUp5aGU61rU2yAiIiJacSx5IyIiIlq+RwF8QAjhAAAhRIsQoh7AUwDeIoSwCiGcAN6U8jNHAazP4ra/AuBVKeUDc7ZvhNK/iYiIiGjFMaBEREREtExSyt8BuA/A80KI1wA8BMAppXwJwI8BvALgEQD7Un7s1wC6srj5TwO4JaWH05vV7Teqt0FERES04oSUstj7QERERFQRhBB/A8Avpfya+v0zAN4opfTmeDtmAE8CuE5KGcv3fhIREREthhlKRERERMXzKQBrlvBzawB8lsEkIiIiKhZmKBERERERERERUU6YoURERERERERERDlhQImIiIiIiIiIiHLCgBIREREREREREeWEASUiIiIiIiIiIsoJA0pERERERERERJQTBpSIiIiIiIiIiCgn/w+gtv4/lenbXwAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1440x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 预加重\n",
"pre_emphasis = 0.97\n",
"emphasized_signal = np.append(signal[0], signal[1:] - pre_emphasis * signal[:-1])\n",
"plot_time(emphasized_signal, sample_rate)\n",
"plot_freq(emphasized_signal, sample_rate)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(349, 400)\n"
]
}
],
"source": [
"# 分帧\n",
"frame_size, frame_stride = 0.025, 0.01\n",
"frame_length, frame_step = int(round(frame_size * sample_rate)), int(round(frame_stride * sample_rate))\n",
"signal_length = len(emphasized_signal)\n",
"num_frames = int(np.ceil(np.abs(signal_length - frame_length) / frame_step)) + 1\n",
"\n",
"pad_signal_length = (num_frames - 1) * frame_step + frame_length\n",
"z = np.zeros((pad_signal_length - signal_length))\n",
"pad_signal = np.append(emphasized_signal, z)\n",
"\n",
"indices = np.arange(0, frame_length).reshape(1, -1) + np.arange(0, num_frames * frame_step, frame_step).reshape(-1, 1)\n",
"frames = pad_signal[indices]\n",
"print(frames.shape)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1440x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1440x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1440x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 加窗\n",
"hamming = np.hamming(frame_length)\n",
"# hamming = 0.54 - 0.46 * np.cos(2 * np.pi * np.arange(0, frame_length) / (frame_length - 1))\n",
"plt.figure(figsize=(20, 5))\n",
"plt.plot(hamming)\n",
"plt.grid()\n",
"plt.xlim(0, frame_length)\n",
"plt.ylim(0, 1)\n",
"plt.xlabel('Samples')\n",
"plt.ylabel('Amplitude')\n",
"\n",
"frames *= hamming\n",
"plot_time(frames[1], sample_rate)\n",
"plot_freq(frames[1], sample_rate)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(349, 257)\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1440x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# FFT\n",
"NFFT = 512\n",
"mag_frames = np.absolute(np.fft.rfft(frames, NFFT))\n",
"pow_frames = ((1.0 / NFFT) * (mag_frames ** 2))\n",
"print(pow_frames.shape)\n",
"\n",
"plt.figure(figsize=(20, 5))\n",
"plt.plot(pow_frames[1])\n",
"plt.grid()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"low_freq_mel: 0, high_freq_mel: 2840.023046708319\n"
]
}
],
"source": [
"# Mel 滤波\n",
"low_freq_mel = 0\n",
"high_freq_mel = 2595 * np.log10(1 + (sample_rate / 2) / 700)\n",
"print(f\"low_freq_mel: {low_freq_mel}, high_freq_mel: {high_freq_mel}\")\n",
"\n",
"nfilt = 40\n",
"mel_points = np.linspace(low_freq_mel, high_freq_mel, nfilt + 2) # 所有的mel中心点,为了方便后面计算mel滤波器组,左右两边各补一个中心点\n",
"hz_points = 700 * (10 ** (mel_points / 2595) - 1)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[0.00000000e+00 7.04240000e-01 6.15870556e-01 ... 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00]\n",
" [0.00000000e+00 0.00000000e+00 3.84129444e-01 ... 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00]\n",
" [0.00000000e+00 0.00000000e+00 0.00000000e+00 ... 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00]\n",
" ...\n",
" [0.00000000e+00 0.00000000e+00 0.00000000e+00 ... 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00]\n",
" [0.00000000e+00 0.00000000e+00 0.00000000e+00 ... 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00]\n",
" [0.00000000e+00 0.00000000e+00 0.00000000e+00 ... 1.20509885e-01\n",
" 6.02549425e-02 3.42509694e-15]]\n",
"(349, 40)\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1440x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# FBank 特征\n",
"fbank = np.zeros((nfilt, int(NFFT / 2 + 1))) # 各个mel滤波器在能量谱对应点的取值\n",
"bin = (hz_points / (sample_rate / 2)) * (NFFT / 2) # 各个mel滤波器中心点对应FFT的区域编码,找到有值的位置\n",
"for i in range(1, nfilt + 1):\n",
" left = int(bin[i-1])\n",
" center = int(bin[i])\n",
" right = int(bin[i+1])\n",
" for j in range(left, center):\n",
" fbank[i-1, j+1] = (j + 1 - bin[i-1]) / (bin[i] - bin[i-1])\n",
" for j in range(center, right):\n",
" fbank[i-1, j+1] = (bin[i+1] - (j + 1)) / (bin[i+1] - bin[i])\n",
"print(fbank)\n",
"\n",
"filter_banks = np.dot(pow_frames, fbank.T)\n",
"filter_banks = np.where(filter_banks == 0, np.finfo(float).eps, filter_banks)\n",
"filter_banks = 20 * np.log10(filter_banks) # dB\n",
"print(filter_banks.shape)\n",
"\n",
"plot_spectrogram(filter_banks.T, 'Filter Banks')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(349, 12)\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1440x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# MFCC 特征\n",
"num_ceps = 12\n",
"mfcc = dct(filter_banks, type=2, axis=1, norm='ortho')[:, 1:(num_ceps+1)]\n",
"print(mfcc.shape)\n",
"\n",
"plot_spectrogram(mfcc.T, 'MFCC Coefficients')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1440x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 正弦提升\n",
"cep_lifter = 23\n",
"(nframes, ncoeff) = mfcc.shape\n",
"n = np.arange(ncoeff)\n",
"lift = 1 + (cep_lifter / 2) * np.sin(np.pi * n / cep_lifter)\n",
"mfcc *= lift\n",
"\n",
"plot_spectrogram(mfcc.T, 'MFCC Coefficients')"
]
}
],
"metadata": {
"interpreter": {
"hash": "e7370f93d1d0cde622a1f8e1c04877d8463912d04d973331ad4851f04de6915a"
},
"kernelspec": {
"display_name": "Python 3.8.10 64-bit",
"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"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}
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