138 lines
213 KiB
Plaintext
138 lines
213 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import scipy\n",
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# 读取音频文件\n",
|
||
"filename = \"./voice.wav\"\n",
|
||
"sample_rate, sound_array = scipy.io.wavfile.read(filename)\n",
|
||
"sound_array = sound_array.T[0, :] if sound_array.ndim != 1 else sound_array\n",
|
||
"sound_array = sound_array / np.max(np.abs(sound_array)) # 归一化\n",
|
||
"\n",
|
||
"frame_length = int(sample_rate * 0.01)\n",
|
||
"num_frames = len(sound_array) // frame_length\n",
|
||
"autocorrelation = np.zeros((num_frames, frame_length))\n",
|
||
"autocorrelation_of_candidates = np.zeros((num_frames, frame_length))\n",
|
||
"\n",
|
||
"# 基频阈值为80-400Hz,则基音周期(即延迟)t最小为sample_rate/400,最大为sample_rate/80\n",
|
||
"min_peak_threshold = min(sample_rate // 400, frame_length)\n",
|
||
"max_peak_threshold = min(sample_rate // 80, frame_length)\n",
|
||
"for n in range(num_frames):\n",
|
||
" frame = sound_array[n * frame_length: (n + 1) * frame_length]\n",
|
||
" autocorrelation[n, :] = scipy.signal.correlate(frame, frame, mode='full')[frame_length - 1:]\n",
|
||
"# 本应该使用峰值的延迟作为基音周期的候选值,但是发现峰值(局部极大值)并不好判断,同时一帧内的点数不多,因此将阈值内的所有点都作为候选点\n",
|
||
"# 那么将不在阈值内的自相关系数置为一个非常小的数,从而不让算法选择不在阈值内的基音周期\n",
|
||
"autocorrelation_of_candidates = autocorrelation\n",
|
||
"autocorrelation_of_candidates[:, 0:min_peak_threshold] = np.min(autocorrelation) - 10.\n",
|
||
"autocorrelation_of_candidates[:, max_peak_threshold:] = np.min(autocorrelation) - 10.\n",
|
||
"\n",
|
||
"x, y = np.meshgrid(np.arange(frame_length), np.arange(num_frames))\n",
|
||
"x, y, z = x.flatten(), y.flatten(), autocorrelation_of_candidates.flatten()\n",
|
||
"fig = plt.figure()\n",
|
||
"ac_3d = fig.add_subplot(111, projection='3d')\n",
|
||
"sc = ac_3d.scatter(x, y, z, c=z, cmap='plasma')\n",
|
||
"ac_3d.set_xlabel('Candidates')\n",
|
||
"ac_3d.set_ylabel('Frame')\n",
|
||
"ac_3d.set_zlabel('AC Value')\n",
|
||
"plt.colorbar(sc)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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aP594eTQ8XXlaS0TG0XVe/sSqFABARn4Z9l3Ix4zBMXh+vGN8lhKR9bB7KTk1rTHdNCvdzLB9fZT1qhokevbOHALZotrk1qTlu7Fqfwamr9jfpO28s+kMLl0rx/ubzxrVXjNZ3VTlVUrsPpcn6qQRRPXVjr12OqfxLtMZ+eVQKJv/YV9ZrcKb/5xGTlHzE3jWVK1UocfL/6LnKxsbbVup4PuYiMSx70I+AODz/9IaaUlE1Dgm3cipWbIaRmpseTqr2MkOXStTAKipeLM1+t56D3+fjLu/2It36lXMEInJ1cU6p1ofbj3XoDrM3uSVVKHCyGTajrNXsPmk4VlfiYhq6bvJTUQkNibdiK4zd/7NmJybRKI/58ZCN7InldVKPPTdAXyXdMHaoei1/cwVAMB3ey5aORJyZNa8rDucUWDFvTefrgmQ9HliVQru/+YArpVWmTEiInIUmuflH287hw06ZoQmIhIDB78gu/XzgQxEN2HsKE2ap/OmnNxrMpRM06ykM/aOmr6KOAnYxZTsx6/Jl/HP8Rz8c5yVJ+TcjC1yziupNG8gNuJQ+jWoBAG9WwU22rYpX3kF5QoEeLk2YU0iclbLNpy2dghE5MDsrtLto48+QuvWreHu7o74+Hjs26d/IO0VK1ZAIpFo/XN3N22mO7JNRy4VYO4vR3DXZ3tE26bWyb0ZShP0XXjVv6gwth0AfLjlLP63Yj+qOSaV0xAEAUUVCovv99ukC3jjn1NGty+ptHyMmky6WGcym6wsu7ACfV7dZO0wzK6yWolbP96NiZ8kobSy2mDb4gpFo210aeoNNLJ/BWVVeGfjGVy8WmrtUIiIiNTsqtLtp59+wuzZs7F8+XLEx8fj3XffxejRo3H69GmEhobqXMfX1xenT9fdveC0z47h8rVyUbajdW7exIkUjB30Wowjr/6e3vy3Ziyqf47nYHy3FiLsgWxVhUIJd7kMz/56BD8fuISfH0pAv5jGK0XEsmDNcaPb3vbxLni4yswYjbh4iU7Wtvt8ntm2Pf+3o3hwSCxigr3Mtg9jnMwqwrWyuq6fX+9KQ6iPOyb1qZmxWPP8rLJaia4L/7V4jGTf5v92FH8fy8bXu9JwZOFoa4dDREQEwM6Sbm+//TZmzJiB6dOnAwCWL1+OdevW4auvvsK8efN0riORSBAeHm7JMMkCZFJxkqeCxuW2YMFLb+1up81XoWj+TI5k22atPIQvpvXBzwcuAQA+2HIW390fb/b9vr7hFJ4dE2fSOgfTC8wTDJEdMuYzfvF646tITfXjvnRsPpmDfc8nmm0fhry+4RTKq5RYsfuC1vLam0bf770IbzcXLL+3NyQAfjt4GZkF4txYI+eyL61mxsmiCtMrJMn5sBCDiCzFbpJuVVVVSE5Oxvz589XLpFIpEhMTkZSUpHe9kpIStGrVCiqVCr169cLixYvRuXNnve0rKytRWVk3rkpRUZE4L4BEZfRMoI3QrHQzR48UPYV0TdoXTw2cw+WCcjz/+1E8MChWa/mmkzk4f8XyM4N+su28waSbrfbkMiUuQRCQkV+GH/am438DWyPUl8MQkGUsWX8SgPnHc8stts54ccUVCnyy7bzBNkcuFQIAuolU2Warn0lkvKpqFWZ8ewD9YgKR0CYI3++5iHlj4xDqY/izmTkUIiKyRXaTdMvLy4NSqURYWJjW8rCwMJw6pfsOcYcOHfDVV1+hW7duKCwsxJtvvokBAwbg+PHjiIyM1LnOkiVLsGjRItHjJ3GJdWKllXQTZ5PG7VfP46ZOX85rDMfxzOrD2H3+KradvtLguXu+2Kt+fORSIf46nImbukdYMjydBAe4yr3j0yRkFVZgX9pV/PbIQGuHQw5EVzXFK2tPwEUqwac7Ui0Wxxf/pSIq0BOL/jyOBTd1wpgu5h+SQKmyxmeDAEEQWMVix9YeycT2M1fUM0wDQFG5Al9M69vImtp/82qlCi4yuxu+miyEnxBEZCkO/U2UkJCAqVOnokePHhg6dCh+++03hISE4NNPP9W7zvz581FYWKj+l5GRYcGIyVjmOJfW6vJp5pP1piQpBAPrOULSg2pcvFqm97mswgr148JyBR778RAOZxRYICr9vkm6iH6LN1s1Bl1MeQsLqPvdsmssia3+sZh6pQRf7kyzaMINAF5ddxIPfZeMzMIKPPz9QYvu25Jmfn8Q49/fCYUTTDB0uaAcPx/IQFW1Y73WCkXD15Oa1/jkCJrvtR1nrqDDixvw4750MUMjB8K8PBFZit1UugUHB0MmkyEnJ0dreU5OjtFjtsnlcvTs2RPnzp3T28bNzQ1ubm7NipXMT6ykmGaySrviTBz6cmFMkZE+l00cyygtrxTdo/zNE4wRzN0trqk0k5dNrSAlEtuk5bvhInXo+51qSeevorC8qvGGIjubW9MN/+DFa4iPDbL4/i1pxJvbUFmtQm5RReONnYDmJ/3D3ydDqRIw/7ejmNwv2moxERER2U3SzdXVFb1798bmzZtxyy23AABUKhU2b96MWbNmGbUNpVKJo0ePYty4cWaMlCxBtKSY5mMLZsIM7UvfcxLoT9YxiUekLc2IqggiS9D8vtp/4ZrV4tBHrK6YldVKSCUSLNtwCgql0GDiBEtzhu/FyusVbjvPmW/2W1uReqUUy7efR0GZAvPGNj65j1hj/5Lj4hFCRJZiN0k3AJg9ezamTZuGPn36oF+/fnj33XdRWlqqns106tSpaNmyJZYsWQIAePnll9G/f3+0bdsWBQUFeOONN3Dx4kU88MAD1nwZZEOsNaabit1BSSSWnHWXiBzL8cxCTPtqP+aMat+saiCFUoU+r2xCuUKJaquM49aQM33NOtpr1ZcvW/p3zRjOd/WNQutgL8PbEDsoclonMovQKcJXa1mFQgmJBHBzkVkpKiKyJ3aVdLvzzjtx5coVLFiwANnZ2ejRowc2bNignlwhPT0dUo1uG9euXcOMGTOQnZ2NgIAA9O7dG7t370anTp2s9RLIlpnhrNXULTZ2Y9bRTqyJiMg6Xlt3Al/tuiBKF7zMgnIUV1aLGF3z8YaE4ypXKBtvxKwbNcLYCt+Jn+xGYqcwfDC5J4CaCTp6vrwREglwdOFoyKQ82IjIMLtKugHArFmz9HYn3bZtm9bP77zzDt555x0LREX2SvOk3KKzl4q9M15bEBHZJhvt5vb5f2nWDsG8TPheVChVkNvxLJfOdgpgzHi5tvmuI3tUrlDir8OZePHGjgj1cUd+aZU68VtYrkCgl6uVIyQiW2e/ZxhEItDqXqrx2Dyzo2o81kz2iZCB4x1959WUw8fUY46z4xI1naNc/B+7XIjEt7dj4wntCa0+23EeP+2335ned5/PQ7vn/8bLf53A0De24tukC9YOySHsOpeHce/916QZtht7zxhzzmPuWejJ+ahPhSSay3h+RESNY9KNnJrWRAoaP5l7tkPtBJ/2vvj1TeZm6jkizymJms5Rrv1n/pCMc7klmPHtAazcm47T2cX434r9WLz+FD7edt7a4TV0/fdeVa1CpoFZoZ/6KQUA8NWuNFy8WoYFa45bIDhxnckptnYIDUz5Yi9OZBVhyhd7cSanWNTkhN5KNzPfPCXH0tRjRPMagadHRGQMJt3IqemrdDPLDjQ0dSIFfSetggDkFldg0Otb8P7ms03aNjkPU48+Rz+prJ0BkIh0q6pWobSybhyt534/itHv7sCWU7lWjMqw2gvj2z7ZhQFLt+DzHamY+8thFJYrANSMy5SSUQClA7z9C8oUVt1/cYX+/ZdUVmPUOzvw/Z6LFozIcSpMyXbUnoJLJA2XEREZYndjupFzKyxT4N3NZxDs7Sb6ti35xaky8iTf0J3hk1lFWj9/su08Ll0rx9sbz+Dxke2aEx7ZEUt0L7V3jd3NVtrIbItE1rQvLR9B3q6Y/VMKRnUOx88HMnBHnyi0CfHCoysP2d37pFxRM7HDscs135WvrT8JAJDLpHjt1q54ee0JfJtk2USQrVAoVZAAcBFhHLt/j2fjwe+SMWNwDJ4fr3+isk+2nce9Ca2bvT9jsXspNaapRwiPLCIyFZNuZFcW/nUcvx+6bJZtW/JyQrPSTfPLu/4Xef2uEpoxLr5+AaGrLZE+F6+W4v5vDpi0jrMl6YjEUqFQWr0KyVh3fJqkfnz4UiEA4I1/TlsrnGbbk5qPC3llDZan59csc9aEm1IlYODSLZBIgKR5IyFt5syLD36XDKBmYo7nx3dCVmE5fk2+1KBdUUU1fkm+hCHtg7E3NR8JbYL03kAVI19m7CZ2n8tDZIAnooM8m79Tcmi1w9BoJnQ5pjIRGYNJN7Irh9KvibxF3RMaiHWDVN9XcVO6l9ZfRXMbAgAXTllORhj6xjaT1+EpJVHTDHp9C/JKqqwdhlP6bEeqzuWCAJRXKXU+5wyulVUht7gSAFDQjJkXiysUeGb1Ea1lY97dgVPZuseXK6msxtOrD6t/jg70xI65w5u0b/1MO487cqkAd3+xFwBwYel4kWMhR1NaWY21RzLRI8q/bqGOE6SrJZV4ee0J3NU3GgltgiwWHxHZLo7pRnZFKnJ3AWv1ljG0X6FeMk37SX3rcNBgMh8WuhE1DRNutmfnuTx0XLDB2mFYRUZ+GSZ8uKtJ69aveP5w6zlsOJ6ttUxfwk2X9Pwy3L9iv9ZssWl5pXjr39ONVoca953U+ElRbUUnkTGe+ukwZq08pJVsLqtS4p/j2VqJ/Jf+PI41KZmY/Pkea4RJRDaIlW5kV5rbDaI+zZPIpk5uYPS+9FTVGVzHQDsmQshS7L37hKkz+wmCwPGAiMjhvLjmGC5rzORq7LlIt4X/oKiiGkcXjoKPuxwAcFWEhPLmU7nYfCoXE3q0hJuLFOPe+w/lisarEJVGxG3MRzg7CDg5E7/nj16uSdImpV5VL5uz+jCSL17Djd1a4MO7ewEAMq7pny25PpVKEP3ahohsDyvdyK6Y83vJHEksvdPaG7u+kdvWlRSpUCix48wVVBhxAkvkyEytaGVCm4gc0WkTKtE0FVXUTEox8ZPdSL54rSZRIOL5WPdF/6L3KxuNSrgBxt0kNSY8GW+uUDMlX6wZ9mbtkSz1MmOPqsIyBfot3oy5vxxuvDER2TUm3ciuSESeM8ha19bGzgJXfyIFrec0xy7R8Xt58Y9jmPrVPsz/7WiTYiT7oTJzP2lnS0I52cslIieRVVih9bOpn3Vnckow8ZPdiH1uPX4+0HCyhOYoNWGcPWO+84yrdNPfKC2vFFtP5xodE5Gpfj6QgbySygbvJXubKZqIGsekG9kVsW9KaleL6V5uDvUnQahlqEubIOg/QRYgNIh59fXZw8w12yvZhs//S0WvVzdi4ie7G8xoK5a0vFKzbNdWmburORHZtpV707FXowsZ2RZjkhKGbtJmF1ZApRIMnlMOf3Mbpn+9H/vS8psSIjkxzePquz0XMfP7ZFRVqwy2q1VSWY2EJZvx5KpDZoyQiCyNSTeyKzKR+5dqJb+0EmGWqxwyOG6bRhwqoebLWNc2yHmdyi5GQZkCyRev4bMdqUaP0WOKse/9J/o2bRnfWyQGc7wXyTKe+/0o7vyMg6ADwAUbvOnSnDHdtp+5gv5LNuORHw4aNXbn/gtMutmLrMJym5iZWPOoevGPY/j7WDZ+P3QJxRUKvd8LVdUqnL9SgnVHMpFbXIk/UjItEywRWQSTbmRXxJ69FFrJL3E3XbN53RvVV+mmOcBx/ZiW/q1dxcTLOdKFEwA0X2llNd7bdNbkCRiINLGHENm6xs57MgvKMezNbRaJxRSqhkVDAOoNyaFn3fc2nQGABjOvkn27kFeKhCVb0Pe1TUavI/bZklIl6B1Hef+Fa+i68F/M+DYZJ7OK8On281Ao6w7Y6Sv2YeRb27HuqPZxae7hQ4jIMjh7KdkVsSdSEPQ8PpNTIu6O6jH0HbpXT1eG2oGM1fg9TGQWb/x7Giv3puOdTWdwYel4a4dDdordlMnWVevLXl13OKPAMoGYyLhKN90njAfTC0zaFytW7cOa65Vhmj1CLO2mD3biTE4x2oZ6N3jul+tDvmw6mYNNJ3MAAMHerurnd52r6c6+48wV9bIv/kvF+5vP4qeHEtCxha85QwdQMylEYXkVRsSFmX1fRM6GlW5kV8Su4hH0dC81B83Nq/QNJgfgSnGlznUabI9ZN4dQXqXE0UuFoh1/reetw/qjWY03JL1STLwoI9KFSTeydY+tNDxulK0W2ahUAn5JvoTjmYUA6s7fmhMuK4rs2zvXKxiBmjH7rOFEVhGqVQJOGTlLcF5JlcHnX113EkUV1Xj+d90Tol0rrRL1uJ34yW78b8UBZOSXibZNIqrBpBvZFXNWupmDvmsusceP28+Bfu3W7ct346YPd2JNSiZaz1snyjYf+eGgKNtxVlJ+M5IImHMjW3fg4jWDzxtTUWYNfx/LwtOrD2P8+zvxbdIFxMxfj/m/HdFqo3mPtrxKiV+TL+FqSSX0YZLccfRfstmodvY8GsfJrCL0fGUj7vlyr0nrqVQC0vJK0XreOvRfvBnHLhciYclmrD6QoW6zOvkShr6xFbvP54kdNpHTYvdSsiviV7rVPb5w1XJ3drQnUjDQzkBCTnO9P1Iycf+gGBEiI0s7nlkEAPj14KVGWpKlGBo7Mi2vFAv/PI5Hh7dFv5hAC0ZF9oYX8WTvbLVr5c8H6r4vF6w5DgD4cV8GAr3quutpfowvXn8S3+25iLhwH73bVAqCzosiG/0VkBPRPATP5hQjKfUqTl+vptt9/ipSr5Tg6OVC3Nw9wuB10vkrJbjlw10ovt4FN7uoAjd+sBMA8MwvdUnr9zefBQDc/flefHZvbwR6uaJP64bnO4IgcBxhIiMx6UZ2RexKN2tdFKmMTLopDZSN8zzQsfDE3jYduVQAhVJAcYUCwzqEYub3yTiVXYztZ65wvDcbsflkDtxcZBjULtjaoWhhbzWyd7vO2VelS35pXXc9icYw+bVDLhjq9qe3Z4I4oZEZ/XnYsWf61Dw2b3hnR4PnR7y1HUBNYYJKJaB3qwBEBXo2aDfjmwPqhJuxHvwuGQAanO/kl1bh5g934qbuEXh2TJxJ2yRyRuxEQ3Yhv7QKt368C/svGO4KYSpLnkx9uOWc+rG+2Uvr67rwX73P2eodaGqanXZ2cePINN9ap7OLMfGT3bjv6/3ILqxoMMMwWde10irc/80B3PPlXoM3KayBlW5k7xrrfmrLNAtwNKtx3Fx0X/oY+vy4eLUUz/5yBOevmHeSLWqax380PDahvRNQU2Xf2CQRc385jCd/SsHgZVtRXqXEwj+P42B63Xs4Na9UtJi+S7qIS9fK8cm286Jtk8iRsdKN7MKn28/jkDkGNzfzNZHWxXtO3R3Wao1pwsVKnqUZ+DKtVqrgImOO3VkJgoDDlwoNdq2hOvqS4rnF1hmcmfTTvAiprFbC09V2TmsEwxNDEtmEsqpqyGVSyHWdIzhg3tjHXY5KHWO7GRq/bvqK/Ui9Uoqtp3Ox7/lEc4ZHFqRZDWnLTmcXYfib2+Drbvj7rUJR96XTccEGAMCK3ReQNH8EzuU2P2Fcey651sErC4nMwXbOTokMqKw2z9WLuWcAPZFVpHP5jG8PaMTQNPXX23IqV2/bPw9n4rZekU3cE9m77/dcxItrjqNv6wBrh2IXtK696nUFt49TdOfhIqv7iyiUtpUhYKUb2YNOC/5BS38P7Jo3wtqhiEpzbE7Nm5v6hqAqraxG31c3YVTncHwwuWddewCpV2puauYW65+IgWyPSiVAKva4NFZQm0wrqjCta2ithCVbmh1D4tvbRUncETkrlr6QXXAx05emta6JsovqKmaaGoMp610rUzRtJ2TXKhRK7DqXhxW7LwCA6N2zHZXmW6t+1ZuuQYPZ1dt6tCoVbOzPwKSb/XOW97a+bvP28Oo95DKdyzU/qQU9yzV9vPU8KqtV+OtwZqPd+Mj2HbtciJ6vbMR3SResHYpDaE7CzVk+R4kMYaUbOTXb+BpoWhS8oCNDlv59Csu3c6yNptA8QdTsciSBdpXEyawivLvpDHKKKvHrzAGQOcAddXuj+fcoKK+Cn6fcesHUY2NDzFETCIL+yihrK69Sir7N0spquLpIkZJRgJnfH0Sejm6Ytkbv30czH6+n0k1zuebN0LKquqQb38a2Td84e3N+PozCcgVeXHMc9ya01tnGVt/bjkSlEnD78t3w9ZDj6/v6crZTclqsdCOnZgsDbzc1d3bkUqHRbavM1D2XbBcTbk2n+Z409BGRlleKf47nICWjACf1dCUny/n8v1Rrh6CFd/ftn+ZYrLamdswmsRSWKdD5pX/Q7vm/MWl5kl0k3AD9lWu1XUIB/Z/jmm9Rre008tbdeTYPD3xTM7mO7u0KOJxRgAqF+IlR0nbnp0nWDsHpCYKgrg49cqkAm07kqJ+7cLUUB9MLsO30FWQWVuDbpAvNqiQtqazGjjNXoFDyuobsC5NuZBcc+caIJS7LXt9wyix3xYkckeZYjyqVdoWE5kfRIz8crGvHBItVaP49FNW29TewgXs61Exj3/vP2iFYzN60q9YOoUmMqZwpLK8bYkOzS7q+SXOqVdoVzvXd8+VebDqZi/m/HdFaXl6lxKYTOfhyZxomfLQLD3+f3PgLoGbJK6mydghO76mfUtDlpX9wIrMIN3+4Cw98ewCbT+bg0R8Oao1tPemT3Viw5jgW/nlcvexsTjHWH81qdB/JF6/h6KVCPPLDQUz9ah8+3soby2Rf2L2UyMosda1+KOMaBrQJtszOiOyYdqWb9htU3wWeSqgZQ+/o5UL0ig5gV1MrsLXEp63FQ+SITP2k1fwI1xw+oHerAGy8XqFTbeSkLJcLyrH1VC6+3n0ByyZ2w5K/T2JNSt3MjttOXzExOhKLvlysSiXgamkV3ORSZOSXWTYoB/XH9WP+C41q8/u/qZkwbp1GQi3zemXoxhM1PQRiQ7ww6t0dEATgy2l9MLJjmM7tF5YrMPGT3VrLvt6dhtbBnogK9ESv6JpJwgRBwOaTuejS0g/hfu7ivUAiETDpRmRlOUW6uyeIjdd/RMbRfKtodlEyRALg0R8OYvOpXDyV2B5PJLYzS2ykn61VljHp5hgEQbC5cYje/ve06Ns8lW27XWkNKTaxq5rmX1LfZ0aVRte1+k0yNSadEARg+or9AIBnfz2C7WeYZLN1D353AJtO5lo7DIekMPJLuLBcgVs+2qW17MDFa6hWCegZ7Y9Qn5qE2fHMQrz81wlM7hfdYBsFZQo8sSoFAPDcuDh8s/si7hvQGq+tPwm5TIJji0ajqLwaIT5uzXtRRCJh91KyC7Z2wiuml9eesHYITfJd0gWs3Jtu7TCIRKc5Ftd3ey7qfa6+zadqTuS/4WxpViHY2JDnzLk5htuXJ9nc+Hzvbzkn+jbf3nhG9G3aIs3zSc2/a7VGoq2yWv9wHHN+PqyxrbrlzU24KVWCwf2SOJhwM5/yqqaP1fZd0kU89F0yxr23E9VKFUorq/HANwewNy0fT/6UYnDdxetP4XJBOV5bfxIAoFAKGP/+TvR9bRMuXjXuximRuRld6fb+++8bvdHHH3+8ScEQ6ePAOTe7cyj9Gnzc5XhxTc2YDLf2bAkPV5mVoyISj77rawkkRqV1BEGAIAjYm5aPuHAf+Hu6ihof6WFbeRFWujmI5IvX8MA3B/DlfX1F22bqlRK0DPCAmwu/Oy1NcwItzccKjS6lmpNP1T/9PJure7ZMfd7+9zRu7B6B9mE+Bts9+O0BJKdfw+bZQxHkzeocsj/lzZg4pHZyhbySSkz7eh/2puZrja1oqnPX36f/Hs9BuUKJ4goFnh/fqcnbI2ouo5Nu77zzjlHtJBIJk24kOonJo3aQORy4kI/bl2vPFKVQqeABcS4czuWW4OnVh/HYiLZ6x3YgMreMa7rHeXl13QkUlCl0Ppet0U1cAPDXkSw8/uMhtPBzR9L8keYIk6CdZ7O1JJetdXelpqutYm2O3KIKLFp7AtGBnvhk23n0bR2AQW1DMDwuBN0i/ZsfJBlF87Na8z2qWaFs6GLfzcW0TkLvbzmH97ecw4Wl4w22qz3G/j2RAz8POXKLKnDfwBiT9kV17LW7tD07lF4gynZ2nRNvUpf3N59Vd0Hv0tIPvx+6jOfHdUTrYC+4SCX453gOfkm+hDcndeMNUjIro5NuaWlp5oyDyCBWupnmv7MNuzk0Z3rtrady8cIfx9AywKPBc4KIs3bP/eUwUjIKcP83Bxo9QW0qlUrA5lO56BbphzBfDrRKDSn0DKK9Ny1f7zoPfac9S90/x7IBAFnXBw7+53g2fjt4Ccsmdoefp1ykSEmTsUmuaqUKX+1KQ0JsMLpG+pktHiWzbg7FmLHdCssU2JN2FSPiQgEAclldgua19Sex7kjdoOL7L1zD/gvX8M6mM9jw5GBE+HvA152fDZakOTu15g0VQ+dLbvK6v6k5bghXKpR45LejAID42CB0bOEr+j4cxdWSSpPaH88sNFMkBABlVbbXPVpzzMfaMeCOXS4EIEHvVv7453jN5Clv/XsGr9zSxQoRkrPgRApkF5hzM829X+5rsOy+r/cjbcm4Jo2PVztQ8GWNAYRrKUWsLskvNf/U75tO5uDB75Lh5yHH4ZdGmX1/5HwKyhQNPrRqk3It/M5g4c2drRCVYzI006w+K/elY/H6UwCAL6b2wWvrT+KdO3ugR5S/aHE99VMK/jqc2XhDshsKpQBXF93fn0cuFeC3g5exLy0fJ7KK0NLfAzlFFfjknt64oVNN1fbZHP3dEse8+5/RVbF3fZbUaBsyjr7PDM0bL1/u0i46cNVIpJqjurZCo2vrleJKdGwh+i4cwt7Uq7jzsz0mrZOSUWCeYMiu5JXUXGvUJtwA4HR2Me79ci9u7dkSt/WKtFZo5MCanHS7dOkS/vzzT6Snp6OqSvtC+e233252YESaWDAgjj2p+UhoEyTqNk9nF4uyzZyiCly4av7p29dcn9q8sFx3N8GSymp4uzX8aCwsV8DPg1UIZBx9qW1LzVbsjGqvfz/bcR7hfh64uXuEznY1d7lrPPDtAQDAfV/vQ8qCpiXhdVVA/X7ocpO2RbarrKoapZVAgFddF6SNJ3Lw99Es/Fbv7117g2rGtwcQ4eeOF27shBNZRQa3n1VYgS/+S0W3SH/0iwnU225Pqv6KWzKNvpuGmpMq1B9SwE1eN5yGKeO7fbUzDXfHR0MigcGx/Mo1qoWk9SZ9OJdbgphgL7jIOA/eFzvZA4vEs+9Czefqf2fzGiTdCssUSE7Px4A2wfj5QAYGtwtBZICHViUzUWOalHTbvHkzbr75ZsTGxuLUqVPo0qULLly4AEEQ0KtXL7FjJIJSJWIfRic2+fM9onfbFGubb/17WoRoGmeo0G/tkUzMWnkIs29oj8dHtgNQM6Dy/d/sx39n8/DeXT0woUdL0WLJZQLGYemrKLW1ccfs0bXSKvh7yiGRSLRmLFUJAo5dLlRXselLup3TcaFcUKbA93suYnhcKDILypGSXgCFSoWZQ9sYrA4uq6rGjR/sRP/YICy+tWszXxnZsvu+3o+UjAJse3oYWgd7AahJqjUms7ACj/xw0Kh9vLquZva9DU8Ohr+HK8L9tIdAyDOxOx0Zpu/jWN8QA4DpY7rVenntCby89gRCfNyw4YnBWH80C1GBnhjWIVSrm6vmYPRSjY+e1QcuYe6vRzB9YGu8dJNjVksvWHMM7nIZnhvXsdG2p7INJ7E1/ZJ8CeO6huMwK93ICBUKJdzlMuw+lwc3uQx/HLqM7/ZchJerDKUaSfFxXcNxQ6cwbDt9Bctu78aJccigJiXd5s+fj6effhqLFi2Cj48Pfv31V4SGhmLKlCkYM2aM2DESNWsGG2qeb3ZfaLTNmpTLzU5GFVc0fapxU6zVGFOnvlkrDwEA3t54BrOGt8WetKt445/T6sFhZ/98GJ0j/BDh7w5P1+b3zq9qxjh7ZL9UKgFSKTvNN8XOs3m458u9GNAmCCtn9Ee1xsVxZbXK4OdVXkkl+ry6Se/zL/xxrMGyn/dnYNszw3HpWhnO5pQgwMsV3SP91Im4NSmZSL1SitQrpVh8a1dk5JdhT6p4g0CT7ajtmvb1rjR0bOGLIe1DzLavMe/+BwA4v3gcAGBP6lXsOpeHj7edN9s+nZG+cReLKnRXwgOAu7x5F9ZXiivxzqYz+H5POgDgzj5RyC2uuwFXqjEGVU5xBZIv5qN3q0As3VBzM+HrXRcMJt2qqlU4mVWELi39IBP5e6a0sho/7L2IMZ1bIDrIU5RtZhdWwM1FitS8UnybdBEAMGNwLDILytFdR5f/9Ktl2H0+Dxn5DYc70efp1Yfx9OrDosRLji/uxQ2YPzYOS/4+pbW8tN6YdeuPZmP90Zrxe/u0CsDwuFC08PMQ/X1HjqFJV40nT57Ejz/+WLMBFxeUl5fD29sbL7/8MiZMmICZM2eKGiQ5r4z8Mny5Mw2peaXWDsVpvfTn8UbbPLEqpdlJt/p3nDPyyxDi42bSCe7aI5loG+qNuHBfXCmuRJVShQg/d0gkEqxJuYzjmdp3RquqVXDVc9f6l+Sau8qalCoBiW9vR6sgT2x/ZrjRcemSkV+GfQYG5if7pjmel2ZXpX+O56Df4k3467FBCPNxZ/LNRPd8uRcAsPt8TWJLM8m2Rc8Mk5XVSnR4YUOT9nfhahme/eUIfjqQobX854cS8MGWs/jvbJ562eyfU7D73FWt2RHJ8XxzPTFgCRM/2Y3SymqTujGS8d7eeEbn8rm/HNG5HABkInxkayaM6n+2aFYzPvVTTaJo2cRu8HF30Tvu7YW8UtzxaRLuHxSjThTMHxuHu+Oj4eoihZuLDEcvFWL9sSw8PqIdPFwbP6+qqlZBJQjqczCVSkDf1zahrEqJ5dtTcfDFG0x70ToUlivQf8nmBsv7vlZzc2Te2Di8t+ksQnzcsGPucFQrVRjyxtZm75eoMfUTbo355eBlvLjmOKYltMKiCZyQgRpqUtLNy8tLPY5bixYtcP78eXTuXHPXJS8vz9CqREYpq6rGxhM5+P3QZWw73XAmTrI9/1uxH0+P6oBOEcbPtFVZrURmQQVigr20uokBwOBlNSdWml09dSmrqoanqwt2nctTV6qdeHm0+qTNzUWKlTPi1bMWaRrx1jY8ldge3++9iJdv1v6S/PXgJb37vHh97LnKaiVSr5QiLtzH6AkqjlwqQKCXq/r1keO7fbn2wOd5JVVIWLIFvaL98evMAU2a3IRqGBrX581/TmPOqPZ4+a8TzdpH/YtiALjj04aD2f92kOO4kbg48Lvt2SrCOamhvhuag7vXmvvrEXSP8lefewiCgDM5JWgTUjO+2+sbTiG3uFIrUbDk71NY9s9ptPBzx85nR+CmD3cCqOlef1vPlhjTJRzrj2bjq11puLFbC1QoVPD1cMHN3SPQfdG/UAmAj5sLXryxE1oGeOCRHw6qZ6fML61CdmEF+i/ZjBmDY/D8+E4NYlaqBEgl2kMtlFZWY2/aVcTHBMHTVYaPtp4z+Htaev31pOeX4bEfD3FyGrJZtV2Xv0m6yKQb6SQRBNMHmLnlllswfvx4zJgxA08//TTWrFmD++67D7/99hsCAgKwaZP+7hv2pqioCH5+figsLISvL6fttpTF60/isx2p1g7DIb13Vw98s/sCvpjWF4EaA0LXV61UoaJahS4v/WPS9r+/Px6ebjL0ig4w2C6vpBKP/HDQqGqv+mPG7TpX08Vs/tg4LF5/Cs+M7oA3/qkbE+7vJwZj7Hv/mRS3qf6bOxxLN5zCuiNZmJbQCs+N74jcokqoBAE7zuZhcNtg3PPlXnRt6YcP7+4FqQSImb/erDGR/bmjTyTmj+2I7Weu4IZOYfB0laGyWtVohWdZVTUOpRcgPiZQ76DaKpWAuz7bgyBvV3xyT2+t55QqASpBwMWrZWgT4mU3ib/W89ZZOwQiomYZ0CZIXa1rrBs6hWHjiZqE3JuTuuPp1YcxsVck3rqjO+5fsR+b9VT6AsAL4zuqxwus9dak7pgjUpfLAy8kYsrne/HgkFhM7B2J4goFui78FwAQF+4DT1cZVs7ojwe/S8aOM7yRTo7tpZs64eLVMrx4Yyd2NXVwpuSJmpR0S01NRUlJCbp164bS0lLMmTMHu3fvRrt27fD222+jVatWTQ7e1jDpZh6FZQpsO5OLUZ3CG5S5C4LA5ISFaCazSiurkZZXii4t/QAAd3++B0cvFaK4smljrS2/pzf+PpaFNSmZkEqAOaM64P5BMXCXy5CRX2ZSpddLN3XCor9OYEp8NF67tatdXni/eGMnvLK2eRU35PhqL6y6R/qhZ3QAOkf4olukPzqE+0AQBJzOKUabEG88/uMh/H0sG0+Pao+cokpkF1Xg4ym9tGbTWnckC4+urBnA/acH+6tnRHzpz+NYeyQLPaL8seVULpbf0wudI2re91GB4ozTYy72+N4nItLUPdIPhy8VNt5QQ7tQb53djEfEhertWm9LXp7QGQvWND5cCZGjWPVgf/SI8sfxzEKE+rgjv7QKfx7OxFM3tIe3W/PHhSbrM3vSzZo++ugjvPHGG8jOzkb37t3xwQcfoF+/fnrbr169Gi+++CIuXLiAdu3a4fXXX8e4ceOM3h+TbnXO5hQjwt8DXm4uSMsrRaCXK3zdXQxWSFQrVfj7WDaGtAuBn6dcvfzOT5Ow93qF07f/64dukX7o8fJGAMA9/aPVA8ySefl7ylFQpsCk3pFYnVzTnbJ1kCf+eWpIk8dAaszhl0ah+6J/m7z+7nkjMGDpFhEjIrJ9E3pEYE1KTdcafRds3/yvH1SCgIV/HodSJeDSNeMGmvaQy9Qz5j00NBZ394tGqyAv8YIXgVIl4GxusXqAeSIie9XS3wOXC4yfCICIHMfkflG4XFCBh4fGYkCbYAA1M6ZKJOAMqHbGYkm3qqoq5ObmQqXSnoEvOjq6qZs06KeffsLUqVOxfPlyxMfH491338Xq1atx+vRphIaGNmi/e/duDBkyBEuWLMGNN96IlStX4vXXX8fBgwfRpYtx/a0dMelWWa1ERZUKlwrK8NvBy/B2c8H0ga1x5FIh1h7JxM8H6sayig3xQuoV7UkMxndrgXUaM0AObBuEPan5UKoEuEgleG5cRwxpHwKlSsDi9SexnaXkRER2ZVzXcIT6uOO+Aa1RUK5AD41Z5CqrlVAoBbjKpNfH6MmHh6sMPx/IwENDYvHmv2ew48wV7Ht+JHzd5SitrIavh1yrCg+oqWourqyGp1yGMzkl8POUI8zHDVdKKhHk5YbKaiV2nctDUXl1g0lNiIjslauLFFXVnL2ciICe0f5IyytFQZkCL4zviAtXSzF3TBxyiyoQGeCJMznFCPB0RXFFNQrKqhAV6AlfDzkEQUBJZTUiAzyRV1IJPx3nWbUy8svgIpPg0rVyvP73Kbw8oQs2n8yBh6sM9w1ojQtXyxDm6wapRILSymqE+rpb+Ldgn8yedDtz5gzuv/9+7N69W2u5IAiQSCRQKpV61mye+Ph49O3bFx9++CEAQKVSISoqCo899hjmzZvXoP2dd96J0tJSrF27Vr2sf//+6NGjB5YvX65zH5WVlaisrJs5qKioCFFRUQ6TdDueWYibPtgJPbOkExEREREREZEdaenvAYVShWqVgOrr/9dOgNIUPm4uKK6sho+bC7zcXFClVMFFKlEPDVWbRRIg1D3WyDHUppkEjeUTekRg/riOTY7JlpiSdGtSh+Lp06fDxcUFa9euRYsWLSwyAHNVVRWSk5Mxf/589TKpVIrExEQkJTWcRQwAkpKSMHv2bK1lo0ePxh9//KF3P0uWLMGiRYtEidkWncstYcKNiIiIiIiIyEGI3W29dlzv4srqJo/xXV9RhUKU7dibJiXdUlJSkJycjLi4OLHj0SsvLw9KpRJhYWFay8PCwnDq1Cmd62RnZ+tsn52drXc/8+fP10rU1Va6OYoJPVpCKpEgJaMAO8/m4XROMQBgfNcWSM8vw9HLpg3sqk+QlytCfNxwKrtYlO0REZF1PDaiLaQSCXq1CkDalZqBvGUyKSoVSuSVVOGX5EvIK6mEXCaBQtnwrs4bt3fDhaul8PdwhZebC8oVSkQHeiK7sBwuMimOZxbC110OPw85jmUWoXukHyL8PfD7ocvq2fqIiIiIHN2tPVuiSqnCqE5hOJRegJLKakglQKCXGy5dK0NVtQpVShUuXSvHzd0jcPRyIW7r2RLe7i7wdZfDRSaBi1R6/X8JrhRX4kxOCS5cLcXxzEKcySlBsLcbYkO8EObjjj8PZ+LhobFwdZHCx90FlQoVfNzlUChViAzwQFW1Cq4uUkgkwJXiKoT4uEGhVKm7stbWXkkAdSFWbTmWRAJIrv9U2y7Ay9WCv03b0aSkW6dOnZCXlyd2LDbBzc0Nbm5u1g7DrG7qHoGbukfofb64QoHswgoUVVSjV7Q/Siqr4eoixfqjWVBUC7ilZ0usPZKJraevYFpCK3SP8ocgADKppMHUyAqlCgVlCni7uaCqWoUrJRWoUKhw4wc7zf0yyUi9ov1xML2gwfL4mECcyCwS7c4GETXd0PYhFhsf87N7eyM6yBNx4Q1L5Ye2D2mwbN5Y89yAG9e1hfrx7J9T8NvBy2bZDxGRvbmpewT+Opxp7TCIyESuMinc5VIUVVTjgUEx+GJnGuLCfbDktq44m1uCSb0j1cmrCT1aNnt/rYK80Kd1oN7nF9zUqdn7oMY1Ken2+uuvY+7cuVi8eDG6du0KuVyu9bw5xj4LDg6GTCZDTo72Xe+cnByEh4frXCc8PNyk9lTDx10OH3e51s8AcGvPSPWy23pF4rZekQ3WrU8ukyLEpyaJ6eEqU89geu61sfjsv1TIJBI8NLQNbv14Fw6lF2D944Mhl0lwwzs7xHxJpEdLfw/89shAnMkpxje7LyAm2AsTerSEt5sLPFxleOSHZKw/qr8y1JCe0f6YPjAGj/94CEDNDImHXxoFVxcpWs9b16RtLpvYDXf0jUJltVK02VXjYwLVM+mKwdNVpnP8hJUPxOPuL/aKth9yXLf0iMAf12cqfWBQDO4b2Boechn6L9mM9mE+OJ5ZBAD47v5+uPfLfXh4aBtUKJQ4lH4N3z8Qj4IyBQYv26q1zbah3vhyWh+09PfAuqNZUCgFDG4XjL8OZ2Jo+xB8k3QB3+9JR7dIP4zqbHvfkW/f0QNPjGyH3eevYv5vR60dDhGRVW3SqAJ+eGgbnM0pxuZTuVaMyLDxXVtg3dGsxhsSOYCPp/TCxhM5kAC4q180vttzEXNuaA9/TzkkkMDH3QVlCiW83Vwwe1R7uLnIIJNK0DM6wNqhk5k0aSIFqbS2nFC7qskSEyn069cPH3zwAYCaiRSio6Mxa9YsvRMplJWV4a+//lIvGzBgALp166Z3IoX6HHH2UntwuaAcKpWAD7ecw9ncYp2VWNR0b9/RHckXr2HG4Fi0DvbS2+7RlQe1ZqptzNOj2mPWiHZQqoQGVY+abvloF1IyCjCkfQh2NFK9s2xiN0zqE4mswgpE+Huol1+6VoaNJ3LQws8dD39/UL38lQmd8eKa40bHvHveCAxYusXo9pqeGxeHxetrurcffmkUzuUWIy7cF0UVCrz17xm4ukghCDUxucianmwkx3R3fDRigrywYvcFPD26PZ766TBiQ7ywZc4wbDmVg3ahPogK9FS3LyirgqerC8qrlBAgwN9Tf4n+VzvT8Mn287hSXDMx0IWl4w3GUlyhwO+HLmNMl5pZS21VeZUSHReIk3AnIrK0NY8OxISPdjV7O5ozoM4YHIPP/0tr0Gb6wNa4rWckPt52DsPjQjH3l7pZoBM7hmLTSfGSdLf3jsTkflFYvj0VuUUVmD4wBh9tPQdfDzmeG9cRvVsF4ONt57Bsw2nR9klka1xlUrx5R3fcbKBHGTkOs0+ksHXr1sYbmcHs2bMxbdo09OnTB/369cO7776L0tJSTJ8+HQAwdepUtGzZEkuWLAEAPPHEExg6dCjeeustjB8/HqtWrcKBAwfw2WefWSV+Ml7L68mV12/vhp/2pzPpJrIJPVoaValoih3PDEd0UE2CwFDCDQCW39Mbe1Kv4qbuEeq29RNS797ZAzd3j4D0+vOaCTcAiAzwxPSBMVrLgr3dcG9Ca6OTbqE+bg22a8im2UOR+PZ2AMDmOUPRws8dO87k4YZOYfDzkKN3q5rybS83F7w5qbve7YzqFIZ/OVaVU9v+zDBEBXhCKpVgxpBYAEB0oBda+NUkvEbEhTVYpzbJ5uqie0p4Tf8bFIOJvSOxYM0x3GJE9wQfdzmmJrQ24RVYh1xm/ombiKwtsWMo7o6PxnO/HUN2UYW1wyGRdGzhi+5R/vj6vr7oHOGLfos3N3lb+59LRPeX/wUAxIZ462zTI8ofXSP98Mk9vQEA2YUVeHvjGXRp6YtP7+2DlIxr8POQ45/jOXjjH93JsDYhXnjqhvaYtfJQg+d2zRuBgddvWk4f2BqdI/zw+dS6bmy39NT+7nlkWFs8Mqwt0vJK8fiPh3C1pBKZhTy+yTE8NqItnkpsr75uIdLUpKTb0KFDxY7DKHfeeSeuXLmCBQsWIDs7Gz169MCGDRvUkyWkp6erq/CAmqq2lStX4oUXXsBzzz2Hdu3a4Y8//kCXLl2sEj81Te1AjSSexpJitbq29DO60s1dbvzfKdzPvcHJmC6mfnH1bW18WXa/1oH4+eEEADV3nhevP6nuZtqxhS++v78ffj90Ga+uO6lex99TjtTF49Ql4QDw/QPxRu/z2KLROHqpEPExgTieWYSbPuTYhs4q1Me9wfHdu5W43Qr8POR4766eom7T2jQ/uzpH+Kq72uoilQDLbu+OCT0iILdApWnaknFY+OdxfJN00az7IccX5OWGEXFhWHizgIe/T7Z2OCSSNY8OBAAMjws1ep25YzpoVYcN7xCCqQmt4ecpx48z+uPIpQLc2ScKcpkUT68+DAAY3C4YKekFGNZeez8PDY1F21BvJMQGQSaVqG8Utg310Zl0iw3xwuY5wwBAK+l24uXRcHeRQSqV4IZOYcgqLEdHHWOA6hMT7IW/HhsEQRCw7mgWhrQPQdqVUnUF4J+zBuLmD7WrAaMDPfHJPb0w/n2eN5Htaaw3AVGTkm5HjhzRuVwikcDd3R3R0dFmm4xg1qxZmDVrls7ntm3b1mDZpEmTMGnSJLPEQpZhTFUHGScm2Au9TBgv4L4BrSEBMKxDKEa/a3icPReRk6MSE/Jtf80ahFX70zH7hvYAgI/u7oXHVx2Ci1SCyuvdLx4f2Q7vbz6rXkep0bO+e5Q/fnooARuOZeF4ZhFm39AeEokEDwyOxdojWUjJKABQcyxKpRJ1ws1U3m4uSGgTBADoGumHPq0CcODitSZti+xD21BvPDcuDrNWHtIa68+FFVtNIpFIsP2ZYaiqVuHvY9l6k25zbmiPmcPaaH0uLZvYDXN/PYK7+kZh1f6MZsXx56yBmPn9QdzQKQwXr5ZiwU2dGwy5QdQUPm4umDWiLQBgTJdwnF88DvN+PYLVyZesHBk1V/3z2cn9ovHjvnSD63i51p1vrJwRjwFtgtU/J7QJUp9T3NIjAhtPZKNLhB8eHd4WVUoV3OUyrW25uci0JqjRNKhtMHaey0OwtxvySioNxuSpEdPnU/sYbGuIRCLBjd1quuF1j/LXm7hIXTxOfZPqzUnd1clFIlvQPdLP2iGQHWjSlWOPHj0MnlzK5XLceeed+PTTT+Hubrtjw5B9YKWbeLbMGWrShaG7XIaHhrYBgEZPxJqbRLg7Phor9xo++dSna6QfukZ2Vf88vlsLjO4cBtn1pJtMKqk5jgQB7285BwAYo2Ow+DFdWmBMF+0T0lUP9kfcizVjSGme/Iqhbag3k24OzMfdBZtm11SGJ79wAy5dK1NPEuPC7gdN1iqoZhzKpNSrDZ57eUJnbDyRg/sHxzS4EXBH3yjc0TcKAPQm3frHBmJPasOJVQK9XJFfWgUA+PZ//dAt0h+75o1o0E5p+jC55KBeu7ULnv/9mEnrPD2qPR4eqp0slkkleHlCF3i6ylhFaWXtw7xxJqdEtO09P74jbu/dEnd8ugdKle7PDg+5DC/d1Annr5QgITZI77ZcZFJ8em9dAsxdKtPbVpcPJvfErwcv4ZaeLTH/t6PYeCIHDwyKVT//8NA2WL79PF6y0EyHg9sF47+zeXh5QmetqvDbe0cy6UY24aEhsSgsV+Cxke2sHQrZgSZdQf7+++949tln8cwzz6Bfv34AgH379uGtt97CSy+9hOrqasybNw8vvPAC3nzzTVEDJufjyqSbaJpTifHxlF6Y+tVeJHYMw1qNLqetgzzhIpPCu5kJqcW3dtVKuhnbBVaf2osWzTu9s0d1wPhuETiTU6z3bm997nIZDryQCKlE0uyYGsbIxIsjk2q83zxcZWgX5oPXbu2CQE9XVkWJwMdd+zMn2NsNUxNamzw23ci4UGw+lYuOLXyx6sGEBt1QJ/eLwj/H68ZgHNI+RO+2lCqTdk0OIi7cBwqlCt0i/fH7ocvwcpVhSnwrbD99BVVKFbadNjxhUK0O4b46q8Y9XGVYNKELk25W1iPKX9Skm7ebC3q3CoRMIoES2km3O/pEYl9aPsZ3awGvJlbXmyLAyxUPDK5Jsn10dy+cv1KCuHAf9fPPjumAexNaqcdcNrfv7o9HVbWq2b1dNG+YEImpZ3QAxnSxvdneyTY16VP8tddew3vvvYfRo0erl3Xt2hWRkZF48cUXsW/fPnh5eWHOnDlMulGzsdLNNvSLCcTRhaMhl0mx9kjdRemm2TXVc2IMHLro5s546c/jkEklGNxW/4Vtc3QI90EHjRNJYwR7m6e7fLdIfwBNq+4j26Krq3C/mMAG7abEt7JUSA5vfNcIPPVTXcXD2scGGb3uvudHYuiybegXE4h37+qBP1Iy1dWv/80djtziSmw9lYvfD13G06M6IMzXHe9uOothHQx/LvWK9m+0uxg5jnFdwzGobQgGtg1SV2DOGtEWwV413xmfTe2D4goFui781+B27o6PRqcWvkjsaHisr7hwH5zKLhYneDKZ2DfeatW/BxMb4oVlt3eHIAhWuUHj6iJFxxbaY7RJJBKLJdw04xDDyhnxuPvzvZjQIwJrUjJF2SY5rzk3tEdy+jUMaR/ceGOi65qUdDt69ChatWp44dCqVSscPXoUQE0X1Kws4wZgJzKEs9XZjtoE6JD2IdhxpubOvZhjuU0b0Br39G8FhY6xSBzR7b0iMfcX3WNkkn0J9dVOzD4yrI26aoDMw9VFqpWECPczfjiLUB93nHh5tPqC9t7+dec0UYGeiAr0RO9WAZgzqmZ8x8dGtMOANsHo1sjYLRN7RUJAzaQYI9/abvqLIpsUGeCBHx6Ix7INp7HuaBZeGN8RXVv6oXuUf4Pvqjb1ZpI05sbhyLhQjOzYcMbi+tbMGogb3t6B9Pwy014AiWJIuxD8uK9p40GG+Oi/eafS6Jb+6i1dMKpTzbHAimjdltzWFXtSrxqVQJMAGNAmGBeWjodCqWLSzcmkLRmHymoVNp/MRf/YQPR+dRMAoGe0Pw6lF2BaQisEeLmiVZAn1h7OwuZTuYiPCVRPrKYLu5NSUzQp6RYXF4elS5fis88+g6urKwBAoVBg6dKliIuLAwBcvnxZPasoUXPIOZGCyd6a1B1zzDjmhTnvdsqkEshMHIvEXnFaccdR/8J67pg4K0XiXJrTRduYC9raNjKpRGflYn1SqQR39Ilqckxkm3Y+WzN+39t3dsdDQ2PRJcLP6M9vQ0m3UZ3CEOHvgRFGzmbp5iLDjrnD0fPlf3GtTGHUOiSentEB6u7ojdEc8P+HB+LRx8Ds6m/d0QOP/3gI88fG4Z7+rIZuzOR+0ZjcL9q4pJvG21RzyAdznyeTZbi5SNUTptXXt3VAzSSPchnGd6sZUuaF8R1RXFGNmcPaYP+FfMTHBKkrKhM7huHAxWtIiA3CE6sOoUdUAHKKKvD9not4964eWLDmOL/fqcmalHT76KOPcPPNNyMyMhLdunUDUFP9plQqsXbtWgBAamoqHnnkEfEiJafFMd1MZ+6xwqIDPc26fSJ7M3dMnPoC4L27elg3GCciYyUIWZCbi+z6sADGk0klePWWLqhQKPHqupNazz2R2A6dI0yf+S46yAvXygpMXo+aRyoBvryvL/al5eOOT5P0tusQ5oPereqSbDHBXnBz0X8z8ebuERjeIQQ+7nJR43V0xk1WUvcdoZknH25kopus7/3JPfHVzjT0jw3C8u3nAQAPDY2Fq0yK+wfF4JvdF3FDpzCk55fh/JUSPDgkFrvPX0WvaP8G29LsgTC4nfZwET7ucgzvUHNc1E5KIggCnhndAV5uLhjftQWrT6nJmpR0GzBgANLS0vDDDz/gzJkzAIBJkybh7rvvho9PzVhJ9957r3hRklPjmG7ieHlCZ9G2NX1ga+SVVGJkI+PPEDkLzerPcF/O2m0p/H4ge1BbvVSbdHt8RFv4e7o2KeEGAJ0jfHE4o0Cs8MhItRfc+oY9Cfd1R9L8ERAE4IrGbO/G3Ahlws10U+JbmTRDsEQiwU8P9kdFtQqBXq5mjIzENDIuFDd3j0BVtQoZ+WVIaBOkVRH6RGJNd89OEXXjEA41MOGRKSQSiXoiEybcqDmaPB2Oj48PHn74YTFjIdKJY7qZTqrji8HUGf0McZfL8OKNlpk2nsjSRsSFYosR3YfqW35PL5zLLTGqGyKJY3hcaIMJLIhs1SsTOiO7qAKzR3Vo1nbMcVaUEBuEpNSrZtiyfXtiZDu8t/ksgLpKKX0TKkgkNRfmEon2eRgrcq2n/q8+PjbIOoGQUTpH+OJ4ZhEm9Y7EyI6hEASok16uLlJ8NKWXlSMkahqjk25//vknxo4dC7lcjj///NNg25tvvrnZgRHVYiWD6Xh+R9R0nq7GjSl4fvE4vL3xNPpfP4kf06WFOcMiHZxhwhVyHPeKdPPLHN/xxn7u2bP+sYHYk6p/gHRdbu4RoZF0qxvjURfNpZptzDXrKZGjmTW8LVoFeaF9mLeoE7URWZvRSbdbbrkF2dnZCA0NxS233KK3nUQigVKpFCM2IgBMujWFBBJEB3pyhjOiJtCsUPDzkGPxrV3RIdwbiW/v0Gonk0rwzGhOmGBNvJYlZyQxQ61b5whfoyYIsGcv3dQZY9/7r8nr1343uEh1n5dqdj8L9HLFxF6RkEgAf092ZbQWfkXYh8n9onE4owAjOoYaHP+QyF4ZnXRTqVQ6HxOZm7ucSTdTSSTAzGFtMP+3o9YOhawkZcENSMsrxdojWfhxXzrKqngzxFiaVSQyqUQ96xXZHl1d6YkcnTmSzZEBjj9BkjGfF7f0iMAfembFlFw/HdW8F7xn/kj0X7JZZ/u37uhucowkjthgL6TmlWJMl3CL7M/QLJrUuCW3dbV2CERmZVI2IykpST07aa1vv/0WMTExCA0NxYMPPojKyko9axM1jb+nK16f2FW0QTGdAS9Dyd/TFT2jA/DijZ0426yJfDUGtGYllW2T8g9ETsgsA3o76FvpzUl1iS9jfm2LJnRB98i6CS40V6lN2mn+/jXHHeY9AMvr2zpA5/KfHkrAG7d3w3PjOlokDjcXFggQkX4mfUK8/PLLOH78uPrno0eP4v7770diYiLmzZuHv/76C0uWLBE9SKI7+0ZjQo8Ia4dhN3jiR5o+vLsXekT5WzsMu6Fd2Vb3ZvrtkQGWD4YMYs6NqPm83VzUNzYj/Bxr9mXNmaU1Py80k3G1HhnWBn4ecr1Jzdr1BUFQL9Mcd4rnXpa36sEEnctDfNwwqU8Ux/20gtr3XPswb/W55/J7emPxrV3xz5NDMC2hFUJ93LBlzlDc2ScKvzys+29I5EhMmr00JSUFr7zyivrnVatWIT4+Hp9//jkAICoqCi+99BIWLlwoapBEADigpkm0z/w2PjXESnGQse7qG4VV+zPMsu22od7449GBaD1vnVm272hcNK7MNC/SekXX3VEP9OIYPbaA3UvJGYl53B9bNBpymQRuLjIcfPEGeLnJ0OGFDaJt39r0TWLg4659CbT3uZEI8zWccKz9vavqcm5w1Uy6OWq5oA2zlUkqhMabOI2W/h5Y/8RgeLrKoFQJuHi1DO3DvNXJ7EUTuuClmzpDKpXg9du7WTlaIsswKYtx7do1hIWFqX/evn07xo4dq/65b9++yMgwz0UjkYuNfLHaA1cX7VO/dmE+VouFjJPQhtPY2yJ917bdNLofkfXImHQjJyTWYb/8nl7wdnNRD1we6OUKNxcZDi8YhRvtYCzLEXGhjbbRd+qoUayG23q1bDThBtT93pUaWTd2LyXS1j82EH4ecshlUrjLZegQ7tOgepRDQ5CzMSnpFhYWhrS0NABAVVUVDh48iP79+6ufLy4uhlwu17c6UbMw6WY8dxcZ77rZidoyfCbdbIfme0df5YIrK29tAi9yydz6xQRaO4QGxDrsu0X661zu5ynH2C62n3QzpspJ++Jed/v6n/MqjYyc5vdBbaVbC40uuLZSaeXMfp3JoR9sweY5Q/HC+I54ZHhba4dCZHNM6l46btw4zJs3D6+//jr++OMPeHp6YvDgwernjxw5gjZt2ogeJBEAuMjs+8Rm1vC2+HDrOYvsKz42CKl5pRbZFzXP1qeHobxKCT9P3rCwFZoVEPWvp16Z0Blf7kzDizd2smxQpBO7l5K5+Lq74JHhbTGpd6S1Q2nA292k03e9DN2cs4e3lr4Q542Nw9K/TwGof8PWuNuRmkm3mCAvdIv0g6+7XL0tf09XrHt8ENzlMq0KHlbeWkfvVronUyDLahPijTYh3tYOg8gmmXSr/pVXXoGLiwuGDh2Kzz//HJ9//jlcXevGtfnqq68watQo0YMkAgCZ1L4rS+JaiNvFc2Iv3RcCPm4ukEkl6BDOLqX2wNVFqk64LePYFjZB84IroU2w1nP3JrTGtmeGI4ozwtqE+uMyEYklxMcNDw9tgyBvN2uH0sANncIab2QEzQkB6hsRF4o4Gz+P0Jfj0jz/0UzMa79c/a89XKOrqVQqwZpHB+K7+/tpJdg6R/g1SDCwyxwREeli0tlqcHAwduzYgcLCQnh7e0Mm054RZvXq1fD2ZoabzEPOkxkt+k42nxnTAQDQt3UgPrq7F2JDvCwYFTWHWFPOx9tgdyh7opl0W3gzK9ps2ciOYbi5ewTH2COn0qmFr9n34S6XYcOTQ2x6Ah7NhNrgdsH472xeg+Wa3T81z5s0E3D1z6deuaULgGOYNqD19ecNn39KJTWTK9hiV2QiIrK+Jt0i9vPTfXIbGMgvGzIfjpsBjO0Sjr+PZQNo2K1i4U2dMLJjmFYFzng7GAiZ6ozuHC7KdlZM7yfKdpyWxsWYjzu7/doymVSC9yf3tHYYOoX6uCG3uNLaYZADaiwJZCwDhW52QfPXcFO3CHXSTaYn6ebvadys0y38PPDFtL5Gx7Fx9lD8fTQL9w2MMXodEtd9A1pjxe4LAOrGyiUishXsl0F2w8XOBy43dir5e/u3wnd7LurehkT349gQL57sOQB3uazxRkbwcBVnO84qzgJVJOT4dswdjv/O5mHGtwesHQo5oNt6tcRvBy9bOwyr0jqv0ngorbf4xxn9Ua6oRrCersLNTWG2CfHGrBHtmrkVao55Y+MQE1zTs+Om7hGWD8DOE9hN5echx0s3deKQG0SNYNKN7Iaxs5fWlvnbGmNvTL88obPepFtkQN2Xmmb3iS+m9mlWbERUJ9DLFbvnjYCXK78iqenc5TLRxt4iqi9MY9yxprL3Sjc9OTetsdUkEonO2cG1ZqlmRwq75y6XqbsDk+VIJcBtesaYJqI69l06RE7F2O6l9j6bnaFuI6M7h2m0q1sey9mC6Lq/Zg2ydggOIcLfgzPKEpHNut0GZ1W1NH1nS5rngfpOqTQTjvbek4Ksz97z100lVld3IkfHbxmyG3IjT4psNekmRlTaX262+TrJuroaGFC+X2uOu0lEZAxbv4huE+KNmcPaNGsbgs2/SsM0z/e0J0+oa6M/MQc8P64jYkO88ORIdg2l5uEZOREZwqQb2Q1jK91sNOcmely2+jrJdvWI9rd2CEREJBJfJ5/oRd84txKJROdjTS4yKWYMicWWOcMQKkJXXXJuznpO7qQvm8hkTLqR3ZDLjPtod6RZTge21R6HhHVupMuRhaOMaufmwo98IiKj2EERmKkX+j/O6K/1s92P6aZB83dhqMfD9IGt0adVAIZ1CLFAVESO6aGhsQCAZbd3s3IkRPaBo0ST3TC222hTklEechnKFcomrGmKusiCvFxxtbRKb8ufH0pAVmE5jlwqxK5zV+u2oPE7cKBzZWqGV27pAl93OQ69eANcG0mqPTA4FltP5+LY5SILRUdERLYioU0Qji8ajc4v/WPtUETx39k8nculEt2PAeClmzqbMSJyVs42ttkjQ9viqcT2cJfLrB0KkV1g2QM5HF3JuRCfumni24Y2nHRA37gmDw6JbVYskzQGOtYMa0DbYIPr9YsJxIQeLVnNRo1q6V/TLSbAyxVebobvo/h5yLH2scGWCMvuHF4wCuO7tWhQCUJEZKuaco7g6SqDn4ccMqkEEf4eosdkCX4eNd1qv76vr3qZROO3oTWRAs+kyAKcLOcGqRRMuBGZgJVuZDeqVcbVdjX2xWdK79OOLXyMb6zDvQmtsDr5UoPlTf1u1lzPkbqFEFmbn6ccH93dy9phEBEZbURcKJb8fcqkdSQSCfY/nwiVIDRaHW2rDr9UM6SCoHEipH98N0tFRc7M2Q4zRxrKh8gS7PPblpxSVIAHogI9EBduOBEm1fFFoD0WmvFfFM29Q6q5vlYMTdwsTx6JiIjMzx7ua7ULa9qNQVcXqUNUqThblz5yfD6N9FgwVWyIFwDtHj9iMHbIHyKqwaQb2Q0XmRRb5wzDuscNd4/TVQHW2F1PMavGjJpNqwnbasgeLgmIiIjIXEbGhVo7BJsgYZdSsqLmJoD3zB+JdY8PQnSQp0gR1fhmej+8cXs3vHpLF1G3y6QbkWmYdCO74iKTNlrSrGokg6bri1FzjcHtgjXamhQeAOCXhxPUj/XFauyXVe9WAVo/a55IsnspAUDf1oHWDoGInMxN3SPw16xB1g7DrOzlkpKnAjVcNM632L2ULK25h1m4nzs6R/iJEoumAC9XTOoTBS9XcSvo2LuUyDRMupFT0NfNU03jrLVTC9+6tk04W9NcR29yTQJ8dm9veLnK8OKNnfRua2THMPXjEXGhPHkkLadeGQMfd7m1wyAiJzG8Qwhen9gVS2/riq6R4l8g2hR+3zZQO5aaLdKXBGAXVLIEWz3M3K+P26hvwrimYqUbkWk4kQI5Bc3vBmljqWaNtrImfKlozZqlebdVaxcSjOocjqMLR+PStXK8svaEzm3JZVIcWzQam0/mYERcKC5eLVM/d0//Vth0MhdjuoTpXJccm6vMMcbkISLbFRPshf8NikH/mED8eyIH9ya0gq+TJPp5SdlQ7ayhujwzugMKyxX4bEeqBSOqo5lcY08AsrQ+rQKx4Xi2tcNQS34hEVKJBC4ycetrlt3eDZ6uMp3jZxORfky6kdPRdXfG0B2gnx7sj5SMggYzhAV6uSK/tKpBe5lWpVvdcq3E3/XHUqkEUYEeBuP1dnPBhB4tGywP9HLFvudG8ovPSTV23IipTYgXzl8ptdj+LKVntD8OpRdYOwwim9Uu1Bv39m9V89jIQfs3zR6KcD93rD+ahUPp1/Djvgxzhmg2hqrQqaHhHUKRWVButaSb5rmX5jkdz5DInLY+PQz70/IR6utmdNJtaPsQnM4uRlSgB/ZfuKb1nFgJ4yBv7YkTOjRx0pX67ugTJcp2iJwNu5eS49E1kYLmY11JN0Gzrfbz8bFBeGhoGyy4sRMW39pVvXzJbV2hi3ZyTffpXv0JFuaO6aCzneH1dM/USs7Bw9UyVW4hPm6ICfa2yL4szYOVgkR6tQv1xoKbDCeeamfG09Q21Bvebi64o08UXpnQBase7I/kFxKx+Nau6B9r+2NQju/WAscWjcawDvYxQYFg4bKu23o2vAkI1JyT9I2x3t/X31N3FR57wZE5xQR74Y6+UegUUTc0Tefrj+uPy1xrxfS+2DVvBN6f3BPju7bAao2xoJ9MbAcAmNgrUtQ4Q33dsXnOUOx7bqSo2yUi4zDpRg6nsdNPU/JUmndL/zcoBqM713Xl1LcZ7e6lusd3q5/YC/B0NT4oIgsSBMe9aHnt1q5oG+qNNyd1t3YoRDbljj6R2Dh7KCIDDM+k9830fpiW0Erv8y4yKfrHBiHI2w13x0fjs6l98Py4jmKHKyoJairM7YW3hbv7vnVHdxxfNLrBcomkpvvpsUWjMbBtkMXiWTaxG54Y2U5rEHp2LyVLC/Vxx7anh+HAC4lYMb0fFtzYCZ/d21v9vKtL3SW3RCKBTCpBCz8PfDSll9aEWKM6h2P/84l4c1I39TKxbhC2CfFGqK87Xr2lC4K93fD2Hd0bxLbwpk54fGQ7rH2sbqKc2psrYzqHixIHkTOyn7MKomZobHIDfedn9U/cVEacyGnOWKqV4DMwm9bEXpE4cOGa1sypumhPCOGgmRAyiqX+/pauorCkmGAvbJo91NphEFldqI8b2oV541qpAieyinBnX+O6EEUFemLRhC74JumiUe193eWYMSQWu8/nYevpK80J2Wzs7RPv1Vu64K/DmRbbn0QigZebCz66uxcOpV/DFzvTtJ73dnOBrNHBc8Vzx/VjtUKh1IqhVpCXW4N1iMyhdXBd5e//BsUAAFIW3ACVAAx/cxuqqlVGbSfEp+aYPfzSKBSVKzDtq31IzRNviI97+rfClPhoSCQSdGnphzAfd+QUV2D/hXzc1Tda6zoGqOlqL5NI0M+KlaxE9s5uKt3y8/MxZcoU+Pr6wt/fH/fffz9KSkoMrjNs2DBIJBKtfw8//LCFIiZrUTWSJNCVqtBMLBhb1aN5Z0iT5neV/u6l2stdXaR4647uuEVPtw1dsTlq9RHp1zPa3+L7tLcLUENight2hSMi4MEhsfjhgf5YM2sgkuaPQO9Wpl1cPTQ0FgAwqbdxXaLevqMH5tzQ3uQ4qSE/DzlOvzrGbNuXy3SfbIzv1gLPj7dc1WLH6zPLG1NFJ5NKcGzRaBxdOErvuRqRJfh7uiLQyxVfTuuDIC9XvHdXD6PX9fOQIyrQE+O7tQBQM76uIbXjto2Ma7xrfO11SPswH/h5ytE+zAdT4ls1SLgBQMdwXwxpH8LJu4iawW4q3aZMmYKsrCxs3LgRCoUC06dPx4MPPoiVK1caXG/GjBl4+eWX1T97ehruKkH2oaW/By4XlOt8TlfSTfOma2PJKs2nw/3ctZ4L8XHD5H5RkMukerufSLS6l2rEIJHgiZHt8OO+dDwxsp3hIIzAnJvz6R0dYPGB/x2p0o3vGSLD5DIpWviZPknL3NFxGNelhda4RoYEeLnisZHt8MHWc0ZXf1iMHX7kubmY72I43M8dGfm6z7c0z3c0u8CZ43tjxfS++O3gZb1VmO5yGW7qHoHyqmpEBnjoHL+XyFr6tA7EgRcSm3RcPjaiHTq18EV8bBB6vbIRADC4XTD+O5uHbpF+OHKpEEBN1+/UvFIM7xAiSsy75o1AUbmiwbUQEZnOLpJuJ0+exIYNG7B//3706dMHAPDBBx9g3LhxePPNNxEREaF3XU9PT4SHG98HvbKyEpWVleqfi4qKmh44mc2GJwfj4tUyvPHPaWw/o91F5YFBsfgm6QIm9orEit0XAGjPaqVzIoV6P3/zv35Iv1qqNc5CrSW31YyzsP9Cvs7YtLuXanYHBZ66oT2eTGzX5JNBrdV4PkkWIICHGhEZJpNK0D3K3+T1YoO9cCq7WPyASDRf39cXC/88oR7gvb5nRndAQVkVWgWZt5I4zNcdM4e1Mdjmg8k9zRoDUXM09dzf1UWKsV1rqt3WPz4Y18qq0LtVAP49kYMBbYLQ59VNAABPVxlu7q7/mthULf090NLf9JswRNSQXdRcJyUlwd/fX51wA4DExERIpVLs3bvX4Lo//PADgoOD0aVLF8yfPx9lZWUG2y9ZsgR+fn7qf1FRnBrZFvm4y9GlpZ/OqrVQXzccevEGLLy5s3qZ5iyfjX3lSSUSDG0fgnsTWjcpNn3dS2sfNufuK8d0c3yGTnDu0LjDz5v4prPDAhYii9A3FIK5fXZvH9x4veuUzeBnq5a2oT74/oF49NFxExIAHh3eFs+PNzzLLRGJo1OELwa2DYa7vCbBFqgxEVtTqpSJyDLsIumWnZ2N0FDt/ukuLi4IDAxEdna23vXuvvtufP/999i6dSvmz5+P7777Dvfcc4/Bfc2fPx+FhYXqfxkZGaK8BjIP3eOz1cyYpknzgkLXeAWCAEQG1HxZje3avNl5NPdlzrGEmXRxTN/e3w/xMYH4/v54reXdo/zR/vp4HZbkQL1LAQC+7nZR4E1kUdb6PokO8sSHd/fS+b1sLbYTif0K9OKM7ESWIJVKcOjFG7Dv+ZHwcOWYa0S2yqpXH/PmzcPrr79usM3JkyebvP0HH3xQ/bhr165o0aIFRo4cifPnz6NNG90l6m5ubnBz40xH9kJX1ZiuMd00W+k7uf/3qSG4UlxpdBcJfckIqZ7upWJUEjDR5vjahHjjp4cSGiz/clofHa3Nr7GJSSzhtl4t8d/ZPMwa3hYv/Xm8Wdsa1iEUf1pwpj8iWzRzWBvEhfvgiVUpAICe0QFWjceRxo4k4JaeLbEmhZ+zRJYQwCQ3kc2zatJtzpw5uO+++wy2iY2NRXh4OHJzc7WWV1dXIz8/36Tx2uLjaypHzp07pzfpRvZFVw5KpePcXXORrqSbTCqBp6sLWgU1/y2hb9g1sfNlzL85l2Bv7ZsBsZaaidMGroXbhnrjrUndIZFImpV0k8AmXg6R1fWI8sfozuHoFR2AS9fK0aMJ47E5qlGdm1ftTtrj6BI5ChepBNUqAaE+bsgtrmx8BSKi66yadAsJCUFISOMzrCQkJKCgoADJycno3bs3AGDLli1QqVTqRJoxUlJSAAAtWtjY+CHUZLrO63TdMdes1tF1MtiUE0Rj7sxrVeKJcA6quUvOzOWcfn9kAFYnX8IzozpYZH8CbKPCUqzj/bERbfHX4Uzc27+VKNsjMpaHXIbZN7THa+ubXsEvtqhAT0QFclZ3AHhgUAxGdgxD/1jdY5cRkXPb+ewIHLtciD2pV/HFzjRrh0NEdsQuBrfp2LEjxowZgxkzZmD58uVQKBSYNWsW7rrrLvXMpZcvX8bIkSPx7bffol+/fjh//jxWrlyJcePGISgoCEeOHMFTTz2FIUOGoFu3blZ+RSQe3eOz1ac5lb2rS8OB1ppyPa8v5aa5LalWzk3czIUN5EHICnpGB1i0K9iU+GhcuFpqsf2ZW/swH5x+dQzcXDj2CVlWywAPzBgSaxNJN83vRFvw/PhOeGXtCVG3efrVMRAEYMoXezGkXQhUggB3uQyvbzils32AlysS2gSJGoOzYkUx2QOJxLRxa8P93BHu544TWUXmC4qIHJJdJN2AmllIZ82ahZEjR0IqlWLixIl4//331c8rFAqcPn1aPTupq6srNm3ahHfffRelpaWIiorCxIkT8cILL1jrJZAZ6EqWaVa1je4chn+O5+CZ0R2QXVgBF5kUO85cabBOcwdx/nhKLzzyw0EA9arRNGcbFTlLZgvVR+T4nh7dAbNWHrR2GKJiwo2sqUeUP1IyCqyy7/6xgQjxccegtsFW2b8+9w+KwahOYRi8bKto26x9n/86c4B6mSAI+O3gJZRVKXG5oFy0fZE2jtFHjuz+QTHYfyEfY7uw5xQRGcdukm6BgYFYuXKl3udbt26t9SUfFRWF7du3WyI0smGfTOmNKyWVCPN1Vy/bejq3QbumTHKgeU7pqTFjkNappri9S7WIXTlHpItcZpuTXLu6SFFVrdL7fEt/D/VF9dgu4fj7WDYeHBJrqfCI9Ppsam/8uDcD72w6Y/F9Pzq8LQa3a3xYD2uICvQ0ufLEVBKJBP88OQQqQUDb5//Wes7PQ26+HRORw/Byc8F39xs/vBERkd0k3Yh0aezkXCqVaCXcatapW2lEXCi2nMrF9IGtm7BvjXHi9FTKaXUvFb3UTdzNEdmT58bGISWjALf3jsI9X+412PbDu3vhwtVSy00+QWRAqI87nkhsh0+2n0OFQn/i2Bx4s6bmvEAKCd67qwcu5JWhhb87/jubhzv6RFk7NIfh487LCyIiolr8ViS7NrR9MDadzIGHXIZyhdKodZQa05t+PKUXUjIK0KeV6WNkKTWSbprJP81knGaijd1LyV5Z8kJ9VKcwXCmpxB19ojD/t6N62wV4ueLdu3oatU2ZVII2Id5ihUhkt7pF+Vk7BINmDI7FZztSLbKvCT1aqh8z4SauXtEBuG9Aa+SVVGLtkSxrh0NERGRVTLqRXbs7vhUCvdzQu1UA+i/ZDKBmsGpDfNzrupC4y2XoH9u0gZM1cnd6E3CaqQox0haCRudV5tzIEQV5u+KzqX0AwGDSjUMGkb2z5DG8ckY8ukX6w9vNtk/75o7ugMSOYbjj0yRrh0LNIJFIsPDmzlAoVTiUXoCiCgWKK6obtIsK9EBGPsfWIyIix2bbZ19EjZBJJRjfrWYg0xXT++JgegHGNTKw6dwxHZB+tQx3x0c3a98qjaybXKp73CvNarTmTtZA5ByMe580VunJSlCyNdYcXL5NiLfNJ9wAwEUmRb+YQMikEq2qdLJPcpkU258ZhrS8Utzwzg6t554Y2Q5PJrZDzPz1etdP7BgGqQQY3M62Jv4g59HCzx2tgjyR2DHM2qEQkR2z/TMwIiMN6xCKYR1CG20X6uOOnx9OaPb+NC8IEtoEIbFjKNqH+Wi1kUCCyf2icOlaObpH+jd7n1rbZlaBHFBjh/WU+GgcuHANozuHWyYgIhvQws8dOUUVMDUP9dm9vRHk7dZgbFNbN39sHF5dd9LaYZAIXPRMxhPq69boeYyriwQfT+ltjrCIIEG9yc908HCVYdWDzb9mICLnxqQbURN1aVk3No5MKsEX0/oCANKvlqmXSyTAktu6mWX/TLmRpQiNnpaKp7Hj+rVbuxq1nc4Rvrh0jd2WyHa9d1dPPPx9slFtdz07Aj8fyMA8A12udWkX5oMYO5xA5IHBsRjdORwj395ucJZisl/GjBXKiT+IiMgRMOlG1EThfu7496kh8POQN97YDFjoRo5IrON6yW3d0NL/HCb1iRRng0QiG9MlHKdeGYP+SzajoExhsK3UCYcniAr0tHYIJBJdt20CvYw4d3K+w56IiByQ7ppvIjJK+zCfBt12LFUVxDvAZCkdwn2tHYJRQnzc1I8DvVyx4KZO6NjCPmInx9U6qCZ5NFbHeKPuchm+nNYHrYIaTzDZWxdRsp5+MYEAtD8Tram0suEkCj2iamaND/C0zo1LImPwTJuIxMCkG5HIQn3qLoxc9Yxl0lRaM6PyTIAs5JFhbfD4iLYYGdf4mImmGt+tBV6e0Fn9c3OSyV6uMjFCIhLVrzMH4KO7e+Hxke10Pt+7VSC2PzMc/WMDdT5fm5QY1iEEj49sh0/v7Y0DLyTihwfi9e4z1McNrYM8EdXIbN7kmL6Z3g9/PDoQU/u3snYoAIAWfvqPw3fv6gkAmDE4psFzPM0ha+P4yUQkBnYvJRKZh6sMe58bCZlU4pRdgkh8c8d0sOr+3eUyzB7VAe9uOoPNp3JF3fZHd/cCACxYcxxA85LJCW2C0C8msMGEJkTWFOTtpp5l21S/PzJAPSabRCLB7Bvaq5+7KC/TtxrWPjYIQd5u9j9rNicwNdqoTmH490QOAMBdLkWPKH/sOpdn5ahqhPu547dHBgAAbvt4t9ZzQ9uH4OxrYyGXSTE8LhT+Hq4Y9/5/1giTiIjILJh0IzIDS3QD4s03x/fEyHbYcfYKpg9oWAHgaHpF++NgegEm9Y5q8Jyx1W8SiQTLbjfPxCVE1tAzOqBJ68llUvtPuJFJekYHqJNutqhXdAAqFEr1z55udZXJ8uu9Aga0CdZah1VGZG08AolIDEy6ERHZqKduaI+nNCpbHNnPDyUgv6xKq3u2sZ5MbIcf96Xj8RG6u+8ROYsbu7WAXCZFgJertUMRxdiu4ViTkmntMEgk7nIZvp7eF0qlAF93juVG1iWRSLTHbSEiMhMm3YjsFCdSIEsz5zHnIpM2KeEGAE8mtscTI9uxKoLsWr+YIOxJzQcARAZ4YFpCa5O38d5dPR2qwu21W7siITYI8347asI6XRAfE2TGqKg5hncwfmxQxzmSyV7xtIKIxMCkG5Ed4UQKZEkuVr54jwv3wansYoztEt5oWybcyN49OrwNgrxcMbR9CFpfH8fN2Xm7ueCuftF4Ze0JlFYpG18BwJR425g8wNJ0fQTa+8diqI3MvkpERNQcTLoR2RGVRtbN2gkRcnwPDom16v7/emwQiiuqEeggXeWIDHFzkWHagNbN2oYgCHDE+qAO4T44mF5g7TDIQj67tzfWHM7E44kcMoCsi71KiEgMTLoR2RHNpBsre8icfntkALpH+jfabniHEMikEmw6Ke6spkDN4NpMuBE1bliHEPh5yOFyfUB6R/Ph3b3wzsYzWJ18SW8buUyCR4a1tWBUtm9Q22Asw2lrh2GyUZ3DMapz4xXORObGU20iEgOTbkR2xBKzohIBNTPNGePr6f0AAK3nrTNnOERUT1y4DwDAy1WGFdffh44qwt8Db0zqjj8PZ6KyWtXg+dt7R2LpbV0dNulojI4tfBss62bEjRMiIiIyLybdiOxImK87Vj4QD293vnXJ8njHl8h2eLm54OjCUZA7UaKp/jyDt/ZsiWdGd0ALP3enr/4O5005IiIim8QrdyI7M6BtsLVDICIiG+DjLrd2CBblIpWg6vrjTbOHICbY26FmayUiIiLH4zy3R4mICAAwMi60Sevx0paIrOmb//VDiI8bPp7SC21DfZhwM0K7UG8AwND2IVaOhIiIyDmx0o2IyMm8c1cPrD2ched+P2rSevW7dhERWVLf1oHY99xIp+9K2hjN388PD8Tjj5TLmNQ7yooREdknftYQkRhY6UZE5GR83eW4Oz7a2mEQEZmMF8G6CXpui4T6uuPBIW0QwJmgiYiIrIJJNyIiMgovdYmIiMhZ9I8NtHYIROQA2L2UiIiIiIiInIahG4kbnhyMnWfzMCW+lcXiISLHxaQbEREZhb26iIiIyNG1CvRC3GBfa4dBRA6C3UuJiJxUS38Pq+7fx533fYiIiIiIyHHxioeIiCxqSnw0zuaUYMFNnawdChERERERkdkw6UZERBbVMzoAr93a1dphEBERERERmRW7lxIRkVGCvN1E2Q6HhiMiIiIiImfApBsRkZO6f1AMAGBo+xAsv6dXo+1v7x2JO/pEon9soLlDIyIiIjKblyd0sXYIROQk2L2UiMhJTR/YGv1iAtE+zAeuLo3fg5HLpFh2e3f8sPci9qTmWyBCIiIiIvHdHR+NUZ3DcM8Xe3Equ9ja4RCRA2PSjYjISUkkEnRp6WftMIiIiIgsLlikYTOIiAxh91IiIjKJIFg7AiIiIiIiItvHSjciIjKJVMKpEIiIiMj+Rfh7qLuX9m4VAE9XGdzlrEshIvEw6UZERCaZ0CMCX/yXisHtgpu0PnN2REREZAuW3NYVL/5xDNMGtMaANkEAaobfICISC5NuRERkEi83F2yeM1TnSengdsEorazGhatlyC+t0npuVKcw7L+Qjxs6hVkqVCIiIiK9wnzd8dnUPtYOg4gcGJNuRERksvoJt6hAD2Tkl2PJbV0RGeCJjPwyLF5/Et5uLlidfAkA8Om9vaFUCXCRsdsGERERERE5PibdiIgIANC1pR+OXi5EkJeryetunj0MJZXVCLy+blSgJz65pzf2pF5VJ90kEglcZOyyQUREREREzsFuyg1ee+01DBgwAJ6envD39zdqHUEQsGDBArRo0QIeHh5ITEzE2bNnzRsoEZGd+vTe3rhvQGv8MnOAyeu6ukjVCTdN/WOD8Nak7vjj0YFihEhERERERGQ37CbpVlVVhUmTJmHmzJlGr7Ns2TK8//77WL58Ofbu3QsvLy+MHj0aFRUVZoyUiMg+Rfh7YOHNnRET7CXqdif2jkSPKH9Rt0lERERERGTr7KZ76aJFiwAAK1asMKq9IAh499138cILL2DChAkAgG+//RZhYWH4448/cNddd5krVCIiIiIiIiIicnJ2U+lmqrS0NGRnZyMxMVG9zM/PD/Hx8UhKStK7XmVlJYqKirT+ERERERHZKg+5zNohEBERkQ52U+lmquzsbABAWFiY1vKwsDD1c7osWbJEXVVHRERERGTrWgV54aEhsfDzlFs7FCIiItJg1Uq3efPmQSKRGPx36tQpi8Y0f/58FBYWqv9lZGRYdP9ERERERKaaP64jHhnW1tphEBERkQarVrrNmTMH9913n8E2sbGxTdp2eHg4ACAnJwctWrRQL8/JyUGPHj30rufm5gY3N7cm7ZOIiIiIiIiIiAiwctItJCQEISEhZtl2TEwMwsPDsXnzZnWSraioCHv37jVpBlQiIiIiIiIiIiJT2c1ECunp6UhJSUF6ejqUSiVSUlKQkpKCkpISdZu4uDj8/vvvAACJRIInn3wSr776Kv78808cPXoUU6dORUREBG655RYrvQoiIiIiIiIiInIGdjORwoIFC/DNN9+of+7ZsycAYOvWrRg2bBgA4PTp0ygsLFS3mTt3LkpLS/Hggw+ioKAAgwYNwoYNG+Du7m7R2ImIiIiIiIiIyLlIBEEQrB2ELSsqKoKfnx8KCwvh6+tr7XCIiIiIiIiIiMhKTMkT2U33UiIiIiIiIiIiInthN91LraW2ELCoqMjKkRARERERERERkTXV5oeM6TjKpFsjiouLAQBRUVFWjoSIiIiIiIiIiGxBcXEx/Pz8DLbhmG6NUKlUyMzMhI+PDyQSibXDEUVRURGioqKQkZHBcerIpvDYJFvFY5NsGY9PslU8NsmW8fgkW8Vj0/YJgoDi4mJERERAKjU8ahsr3RohlUoRGRlp7TDMwtfXl29iskk8NslW8dgkW8bjk2wVj02yZTw+yVbx2LRtjVW41eJECkRERERERERERCJj0o2IiIiIiIiIiEhkTLo5ITc3N7z00ktwc3OzdihEWnhskq3isUm2jMcn2Soem2TLeHySreKx6Vg4kQIREREREREREZHIWOlGREREREREREQkMibdiIiIiIiIiIiIRMakGxERERERERERkciYdCMiIiIiIiIiIhIZk25EREREREREREQiY9LNyXz00Udo3bo13N3dER8fj3379lk7JLJjS5YsQd++feHj44PQ0FDccsstOH36tFabiooKPProowgKCoK3tzcmTpyInJwcrTbp6ekYP348PD09ERoaimeeeQbV1dVabbZt24ZevXrBzc0Nbdu2xYoVKxrEw+Ob9Fm6dCkkEgmefPJJ9TIem2RNly9fxj333IOgoCB4eHiga9euOHDggPp5QRCwYMECtGjRAh4eHkhMTMTZs2e1tpGfn48pU6bA19cX/v7+uP/++1FSUqLV5siRIxg8eDDc3d0RFRWFZcuWNYhl9erViIuLg7u7O7p27Yr169eb50WTzVMqlXjxxRcRExMDDw8PtGnTBq+88goEQVC34bFJlrJjxw7cdNNNiIiIgEQiwR9//KH1vC0di8bEQo7D0LGpUCjw7LPPomvXrvDy8kJERASmTp2KzMxMrW3w2HQiAjmNVatWCa6ursJXX30lHD9+XJgxY4bg7+8v5OTkWDs0slOjR48Wvv76a+HYsWNCSkqKMG7cOCE6OlooKSlRt3n44YeFqKgoYfPmzcKBAweE/v37CwMGDFA/X11dLXTp0kVITEwUDh06JKxfv14IDg4W5s+fr26TmpoqeHp6CrNnzxZOnDghfPDBB4JMJhM2bNigbsPjm/TZt2+f0Lp1a6Fbt27CE088oV7OY5OsJT8/X2jVqpVw3333CXv37hVSU1OFf/75Rzh37py6zdKlSwU/Pz/hjz/+EA4fPizcfPPNQkxMjFBeXq5uM2bMGKF79+7Cnj17hP/++09o27atMHnyZPXzhYWFQlhYmDBlyhTh2LFjwo8//ih4eHgIn376qbrNrl27BJlMJixbtkw4ceKE8MILLwhyuVw4evSoZX4ZZFNee+01ISgoSFi7dq2QlpYmrF69WvD29hbee+89dRsem2Qp69evF55//nnht99+EwAIv//+u9bztnQsGhMLOQ5Dx2ZBQYGQmJgo/PTTT8KpU6eEpKQkoV+/fkLv3r21tsFj03kw6eZE+vXrJzz66KPqn5VKpRARESEsWbLEilGRI8nNzRUACNu3bxcEoeZLRy6XC6tXr1a3OXnypABASEpKEgSh5ktLKpUK2dnZ6jaffPKJ4OvrK1RWVgqCIAhz584VOnfurLWvO++8Uxg9erT6Zx7fpEtxcbHQrl07YePGjcLQoUPVSTcem2RNzz77rDBo0CC9z6tUKiE8PFx444031MsKCgoENzc34ccffxQEQRBOnDghABD279+vbvP3338LEolEuHz5siAIgvDxxx8LAQEB6uO1dt8dOnRQ/3zHHXcI48eP19p/fHy88NBDDzXvRZJdGj9+vPC///1Pa9ltt90mTJkyRRAEHptkPfUTG7Z0LBoTCzkuXQnh+vbt2ycAEC5evCgIAo9NZ8PupU6iqqoKycnJSExMVC+TSqVITExEUlKSFSMjR1JYWAgACAwMBAAkJydDoVBoHXdxcXGIjo5WH3dJSUno2rUrwsLC1G1Gjx6NoqIiHD9+XN1Gcxu1bWq3weOb9Hn00Ucxfvz4BscPj02ypj///BN9+vTBpEmTEBoaip49e+Lzzz9XP5+Wlobs7Gyt48bPzw/x8fFax6e/vz/69OmjbpOYmAipVIq9e/eq2wwZMgSurq7qNqNHj8bp06dx7do1dRtDxzA5lwEDBmDz5s04c+YMAODw4cPYuXMnxo4dC4DHJtkOWzoWjYmFnFthYSEkEgn8/f0B8Nh0Nky6OYm8vDwolUqti0cACAsLQ3Z2tpWiIkeiUqnw5JNPYuDAgejSpQsAIDs7G66uruovmFqax112drbO47L2OUNtioqKUF5ezuObdFq1ahUOHjyIJUuWNHiOxyZZU2pqKj755BO0a9cO//zzD2bOnInHH38c33zzDYC648vQcZOdnY3Q0FCt511cXBAYGCjKMczj0znNmzcPd911F+Li4iCXy9GzZ088+eSTmDJlCgAem2Q7bOlYNCYWcl4VFRV49tlnMXnyZPj6+gLgselsXKwdABE5hkcffRTHjh3Dzp07rR0KETIyMvDEE09g48aNcHd3t3Y4RFpUKhX69OmDxYsXAwB69uyJY8eOYfny5Zg2bZqVoyNn9vPPP+OHH37AypUr0blzZ6SkpODJJ59EREQEj00iIhMpFArccccdEAQBn3zyibXDISthpZuTCA4OhkwmazAzX05ODsLDw60UFTmKWbNmYe3atdi6dSsiIyPVy8PDw1FVVYWCggKt9prHXXh4uM7jsvY5Q218fX3h4eHB45saSE5ORm5uLnr16gUXFxe4uLhg+/bteP/99+Hi4oKwsDAem2Q1LVq0QKdOnbSWdezYEenp6QDqji9Dx014eDhyc3O1nq+urkZ+fr4oxzCPT+f0zDPPqKvdunbtinvvvRdPPfWUumKYxybZCls6Fo2JhZxPbcLt4sWL2Lhxo7rKDeCx6WyYdHMSrq6u6N27NzZv3qxeplKpsHnzZiQkJFgxMrJngiBg1qxZ+P3337FlyxbExMRoPd+7d2/I5XKt4+706dNIT09XH3cJCQk4evSo1hdP7RdT7UVpQkKC1jZq29Rug8c31Tdy5EgcPXoUKSkp6n99+vTBlClT1I95bJK1DBw4EKdPn9ZadubMGbRq1QoAEBMTg/DwcK3jpqioCHv37tU6PgsKCpCcnKxus2XLFqhUKsTHx6vb7NixAwqFQt1m48aN6NChAwICAtRtDB3D5FzKysoglWpfHshkMqhUKgA8Nsl22NKxaEws5FxqE25nz57Fpk2bEBQUpPU8j00nY+2ZHMhyVq1aJbi5uQkrVqwQTpw4ITz44IOCv7+/1sx8RKaYOXOm4OfnJ2zbtk3IyspS/ysrK1O3efjhh4Xo6Ghhy5YtwoEDB4SEhAQhISFB/Xx1dbXQpUsXYdSoUUJKSoqwYcMGISQkRJg/f766TWpqquDp6Sk888wzwsmTJ4WPPvpIkMlkwoYNG9RteHxTYzRnLxUEHptkPfv27RNcXFyE1157TTh79qzwww8/CJ6ensL333+vbrN06VLB399fWLNmjXDkyBFhwoQJQkxMjFBeXq5uM2bMGKFnz57C3r17hZ07dwrt2rUTJk+erH6+oKBACAsLE+69917h2LFjwqpVqwRPT0/h008/VbfZtWuX4OLiIrz55pvCyZMnhZdeekmQy+XC0aNHLfPLIJsybdo0oWXLlsLatWuFtLQ04bfffhOCg4OFuXPnqtvw2CRLKS4uFg4dOiQcOnRIACC8/fbbwqFDh9QzQNrSsWhMLOQ4DB2bVVVVws033yxERkYKKSkpWtdImjOR8th0Hky6OZkPPvhAiI6OFlxdXYV+/foJe/bssXZIZMcA6Pz39ddfq9uUl5cLjzzyiBAQECB4enoKt956q5CVlaW1nQsXLghjx44VPDw8hODgYGHOnDmCQqHQarN161ahR48egqurqxAbG6u1j1o8vsmQ+kk3HptkTX/99ZfQpUsXwc3NTYiLixM+++wzredVKpXw4osvCmFhYYKbm5swcuRI4fTp01ptrl69KkyePFnw9vYWfH19henTpwvFxcVabQ4fPiwMGjRIcHNzE1q2bCksXbq0QSw///yz0L59e8HV1VXo3LmzsG7dOvFfMNmFoqIi4YknnhCio6MFd3d3ITY2Vnj++ee1LhR5bJKlbN26Ved55rRp0wRBsK1j0ZhYyHEYOjbT0tL0XiNt3bpVvQ0em85DIgiCYLm6OiIiIiIiIiIiIsfHMd2IiIiIiIiIiIhExqQbERERERERERGRyJh0IyIiIiIiIiIiEhmTbkRERERERERERCJj0o2IiIiIiIiIiEhkTLoRERERERERERGJjEk3IiIiIiIiIiIikTHpRkREREREREREJDIm3YiIiIiIiIiIiETGpBsREREREREREZHImHQjIiIiIiIiIiISGZNuREREREREREREImPSjYiIiIiIiIiISGRMuhEREREREREREYmMSTciIiIiIiIiIiKRMelGREREREREREQkMptNui1cuBASiUTrX1xcnPr5iooKPProowgKCoK3tzcmTpyInJwcrW2kp6dj/Pjx8PT0RGhoKJ555hlUV1db+qUQEREREREREZGTcbF2AIZ07twZmzZtUv/s4lIX7lNPPYV169Zh9erV8PPzw6xZs3Dbbbdh165dAAClUonx48cjPDwcu3fvRlZWFqZOnQq5XI7Fixdb/LUQEREREREREZHzkAiCIFg7CF0WLlyIP/74AykpKQ2eKywsREhICFauXInbb78dAHDq1Cl07NgRSUlJ6N+/P/7++2/ceOONyMzMRFhYGABg+fLlePbZZ3HlyhW4urrq3G9lZSUqKyvVP6tUKuTn5yMoKAgSiUT8F0pERERERERERHZBEAQUFxcjIiICUqnhDqQ2Xel29uxZREREwN3dHQkJCViyZAmio6ORnJwMhUKBxMREddu4uDhER0erk25JSUno2rWrOuEGAKNHj8bMmTNx/Phx9OzZU+c+lyxZgkWLFpn9tRERERERERERkX3KyMhAZGSkwTY2m3SLj4/HihUr0KFDB2RlZWHRokUYPHgwjh07huzsbLi6usLf319rnbCwMGRnZwMAsrOztRJutc/XPqfP/PnzMXv2bPXPhYWFiI6ORkZGBnx9fUV6dUREREREREREZG+KiooQFRUFHx+fRtvabNJt7Nix6sfdunVDfHw8WrVqhZ9//hkeHh5m26+bmxvc3NwaLPf19WXSjYiIiIiIiIiIjBqCzGZnL63P398f7du3x7lz5xAeHo6qqioUFBRotcnJyUF4eDgAIDw8vMFsprU/17YhIiIiIiIiIiIyB7tJupWUlOD8+fNo0aIFevfuDblcjs2bN6ufP336NNLT05GQkAAASEhIwNGjR5Gbm6tus3HjRvj6+qJTp04Wj5+IiIiIiIiIiJyHzXYvffrpp3HTTTehVatWyMzMxEsvvQSZTIbJkyfDz88P999/P2bPno3AwED4+vriscceQ0JCAvr37w8AGDVqFDp16oR7770Xy5YtQ3Z2Nl544QU8+uijOruPEhERERERERERicVmk26XLl3C5MmTcfXqVYSEhGDQoEHYs2cPQkJCAADvvPMOpFIpJk6ciMrKSowePRoff/yxen2ZTIa1a9di5syZSEhIgJeXF6ZNm4aXX37ZWi+JiIiIiIiIiIichEQQBMHaQdiyoqIi+Pn5obCwkBMpEBERERERERE5MVPyRHYzphsREREREREREZG9YNKNiIiIiIiIiIhIZEy6ERERERERERERiYxJNyIiIiIiIiIiIpEx6UZERERERERERCQyJt2IiIiIiIiIiIhExqQbERERERERERGRyJh0IyIiIiIiIiIiEhmTbkRERERERERERCJj0o2IiIiIiIiIiEhkTLoRERERERERERGJjEk3IiIiIiIiIiIikTHpRkREREREREREJDIm3YiIiIiIiIiIiETGpBsREREREREREZHImHQjIiIiIiIiIiISGZNuREREREREREREImPSjYiIiIiIiIiISGRMuhEREREREREREYmMSTciIiIiIiIiIiKRMelGRERUKz8Z+G8iUHTW2pEQEREREZGdY9KNiMjZXV4L7LwTqCqwdiTiOfMx8FcHoCTNtPXOLgcyfgMurjRPXERERERE5DSYdCMicnYnlgHpPwOZG6wdiXjSvgOKzwC5O0xbryK35n9FsfgxERERERGRU2HSjYjI2VXm1fyvuGbdOMRUkVXzv7LCtPVqfxfVpeLGQ0RERERETodJNyIiZ1d1PdlWVWjdOMQiCEB5ds1jZblp61ZdrfmfSTciIiIiImomJt2IiJyZIABV+TWPFQ6SdFMUAKrKmsdNrXRTMulGRERERETNw6QbEdkvQQCOvQqceN3akdgvZRmgqqp57ChJt/KsusemVLqplEDl9QQkK92IiIiIiKiZXKwdABFRk13dCxx5seZx24cAV3+rhmOXqjTGcXOU7qVNTbpVXQMg1Dxm0o2IiIiIiJqJlW5EZJrSDOCfeOD8V9aOBDjzYd3jiivWi8Oe1VZ2AQ5U6ZZd99iU7qW1XUsBJt2IiIiIiKjZWOlGZEVKlYB9afnILa5AqI87+sUEQiaVNLutWeNN3oLcc+4ITf8Avf36ILmwpTqm3q0CkHzxGnKLKxDs5QZIgLySygbPmfpa66/bu1UAks+eR+7hTARLuwEA8lIuI7RloHl+L/kHAe9YrUo6o2LU87uwxt9OryrNpFuR9eIQU0UWlIIU+0o7I/dCIEIDrhr3O3fQpJvmsdrY+9KU41istjb3niAiIiIiEgmTbkRWsuFYFhb9dQJZhXWVOC383PHSTZ0wpkuLJrc1f7zBAOYCAKRvXoQKGeo2UgmgEnSvX/+5cF83TO4XjdbBXloX4RtPZOOPlEzkl1bpXbfu5zl1C9NKAewR//dyLQXY0BsIHQIkbgeg+++hP8aGLP23M0ize6mDVLptOFuNRae+RJYiBEgFcMDI48JBkm6aSbYLeWX4cV86sot0V/w1dtya8p5uTlux3hO2cHOCiIiIiKiWRBAEPafItmXp0qWYP38+nnjiCbz77rsAgIqKCsyZMwerVq1CZWUlRo8ejY8//hhhYWHq9dLT0zFz5kxs3boV3t7emDZtGpYsWQIXF+PyjUVFRfDz80NhYSF8fX3N8dLICW04loWZ3x9E/Tdf7aXhJ/f0Ul98mtLWXPTFUDP+lTgXtIYu2E0h+u/lwipg9+Sax2MPYcPlMD2/i/r0/24s+bdr1Pkvgb0P1Dz2agVMuGDVcJqr5lhNvv73qfv9G/U7P/cFsG9GzWO5PzDpmu52NkxXQtgeiPGesIWbE0RERETk+EzJE9nFmG779+/Hp59+im7dumktf+qpp/DXX39h9erV2L59OzIzM3Hbbbepn1cqlRg/fjyqqqqwe/dufPPNN1ixYgUWLFhg6ZdApKZUCVj01wmdSZvaZYv+OgGlSjCprbkYikGshBsgTsINMMPvpbquy6Xy7GcGfhf16f/dWOpvZ5TrY7opBSmSrkZgTcplJJ2/av24dFCqBCSdv6o3Ru1jVfv3b9TvXLPSTWl/lW61yXF7S7gBNX8fAcBzvx9FeZVS6+9cVa0y+LNSJeh97dmFFZj5/UFsOJalc7/2rLH3AxERERFZn813Ly0pKcGUKVPw+eef49VXX1UvLywsxJdffomVK1dixIgRAICvv/4aHTt2xJ49e9C/f3/8+++/OHHiBDZt2oSwsDD06NEDr7zyCp599lksXLgQrq6uDfZXWVmJyspK9c9FRQ4yxhHZjH1p+QYvigUAWYUV2JdWkwwxtm1CmyCRI63RWLy2SKzfi1IlYF9GNXKvDUGwSwFO7Lkq2u/CEn87o1Rdw4bCBCzKfLCmO+aZFAC2VyFkTBVT3bGqO+Gp73eu7pJ4VorQkq7o53UcMpUCUCkAqdycL0s0hpPj9iO/VIFOL22AZg1+Y11Tw33dUFGtMnhzYt6vR+HjLkf/2CCH6G7Kqj4iIiIi+2DzlW6PPvooxo8fj8TERK3lycnJUCgUWsvj4uIQHR2NpKQkAEBSUhK6du2q1d109OjRKCoqwvHjx3Xub8mSJfDz81P/i4qKMsOrImeWW2xc0ia3uMKktuZizm2bW3Ni33AsC4Ne34LJ/7TCExlzMSVtMV7LnCpidDWs/fvdkOaKmRefQ5YiWGu5LVUIGVvF1JT3i/rv/PkePLGnMyanLsGgU19iQ2GCXY3rZo/JcX3qD3pRv4Cr/s/ZRZUoKFMY3GZBuQJTvtiLQa9vsYljujmcsaqPiIiIyF7ZdNJt1apVOHjwIJYsWdLguezsbLi6usLf319reVhYGLKzs9VtNBNutc/XPqfL/PnzUVhYqP6XkZGhsx1RU4X6uBvdzpS25mLObZtbU2O3ZDc9a/5+lSoBiw53anp3TAswpYu1qe8XfX/nLEUQHr74HF5Zd/r/7b15nBT1nf//6mvue4Y5uIdLRFAOHZiAmiDoKD/v3awsxiN8dWXR1bibKEkMIa5BTXaNSQzZGKPZVTEx8daMQfACB0ZRlAFE7nOGBoa5rz7q98enP3V1VXVVd/U1834+HtBHVVdV93yq6vN5fV7v9zttwvaSLd6mC+kuTKVCygEifaGQZIKwDzqfCIIwS8qGlx45cgR333031q1bh6ysxA1KMzMzkZmZmbD9EckhmRXuaqpLUFWYhZb2Ps2BkwNAZSE7JgCW1k3G8aYisfwuiQrTS8TfzohAUMAzmw6guS9Xd51UCIG1Eo5dU12Cqnw3WjoHIGjMKcl/c+O/M/vsU1tO4aktp9IibC+dxfFEwsubrHp9JxZOqUy7UFMr50NSw9aJlINCkgnCGkZjBTqfCIKwQso63bZu3Qqv14uZM2fC7XbD7Xbj/fffxy9/+Uu43W5UVFRgYGAAbW1tis+dOHEClZWVAIDKykqcOHEibDlfRgxNFOFkL2zD4ic3JzTkyOV0YOWVUwCEZ57ir1deOQUup8PSuvHC6BhSkVh/l0SE6SXqb6cHPwcefHOXqfWT6aKyEjLqcjqw8huZABxwIKhYrv7Nrfyd08EdxcXxdDhHk406b2Y6kQopB4j0g0KSCcIaRmMFOp8IgrBKyopul1xyCbZv345t27aJ/84//3wsWbJEfO7xeLB+/XrxM7t378bhw4dRW1sLAKitrcX27dvh9XrFddatW4eCggJMmTIl4d+JSD6pcqOsm1qFNf98Hipz/Ir3KwuzsObGmYpZsrqpVVhz40xUFmZFXDeux6txDGq9yEg/ikVbsrKfWH+XaAeriTzGWIgmdDaZLiqrIaN1I09jzZifotJzRrFc/Ztb+TunQ9hetOJ4pHZr5Zy2sm4qiIPpKEylQsoBIr2gkGSCsIbRWOGOZz/F/S9tp/OJIAhLpGx4aX5+PqZOnap4Lzc3F6WlpeL7S5cuxb333ouSkhIUFBTgrrvuQm1tLebMmQMAuPTSSzFlyhR861vfwqOPPoqWlhb88Ic/xPLlyymEdAgSqeOZ6JCjutJtWDj+OjRm3gzvhAcNw1zrplZh4ZTKpIXEKo7hLzfDe/IQymfchVk112HroTPiMc0aUyy+LsvNBBzAqa7+sGUHT/VgbeNhtHRIHRp1RcKSXA+unT4CC6ZUKj4btp+MfuDDa3HKX4TyS/+EmvEVMf0u0QxWH1h0Nr5VO9b4t9jzG5w6sB7lE+pQs/D+pDjcrIbOJjsEFjAfjj1rTDEa9p2G96sOlLu68P7s/8bW40F4heEoX/Bc2Pli9e+cDmF7XBxf9cpWNHdJ37WyIBOLa0ZjbFmu4XkZ6bWVz0Zad/qoIsx9ZANauweS9nuV5WayNpOka2o0WE1PQBAUkkwQ5jEjUhsV7qHziSAILVJWdDPDY489BqfTieuvvx79/f247LLL8Jvf/EZc7nK58MYbb2DZsmWora1Fbm4ubr75ZvzkJz9J4lETySLlOp59J+ByBFGbuQmYPiLi6i6nI+k3cJfTgdrCrwD/FmD0vwNuZ9gxGR2jfNmd8ycoRET1oFw9ANbdjxAEPt8BCAFgRDA2Sx2s5bDjA9xb5lZr/n0Ur3v6gbYPgNLpMR9jtFgJqUx2CCyHO7iWPfspHBAgyDxS/NlV51Xh4p+9G/pu5QBWo+p4F1ZWPI6ri98FNNpktLkKU90dVTe1Cguzz6Bx/c/gzb0I5XNWRRSTIp3DZs9pq+v+9NqpWPbspwCQ0HyRDgCFOR78+4ufK4T/dMjHozwflL9bqpyzRGpBIckEYR67UozQ+UQQhJyUDS/V4r333sMvfvEL8XVWVhaeeOIJtLa2oru7Gy+99FJYrrYxY8bgrbfeQk9PD06ePImf//zncLvTWmskoiRuHc+e48DmpUDbdmuf83Wxxz7tSropS6CXPbqyY9oMF6munj4CteNLkRES8Phr04NGhxPIDA3m+0/FdEz8uMyE6Vke4Lpy2GOgJ6bjiwUrbTuZIbBqxPDmHOXscmVhFm6/qBq/++BAeBhIXy6WHfo+6s/MAoKBsG1GG46ZDmF7rkAnavO24+rRLdbOpQQTbdi6lW8TngtTgADmVJALbkD65ONJhZQDRPpAIckEYR67xDI6nwiCkEPqEzFkiFvHc/tKYP8fmPgz+0nzn/N3skdfB+DvBdyxiVgJwybRzVYyy4A+ry2iGyAL01NVppJTadUVw38v/vslAbNt+4FFZ4vuvVShbmoVFg40ovGTN+ENVqF84fOYNaYYF//sXZ0wEFZMYdXx27HQ3wtXRp7mNiP9nTlpFbbn62CPnvzkHocJtELnI4W8RgpN5X+rBxZNwYNvKv+2Re4uDDiL0D0QLsSmU2XTVEg5QKQHFJJMEOaJVSyj84kgCC1IdCOGDHHpeAb6EDj0FzR2TYP3YCnKy06bH/j4u6TnfSeAvLHm95tMRNEthWbxMsvYY/9J2zZZN7UKCyeXofEPs+D1FaPsG38AMgrFHFWWB7ju5Itukc+BICqz+1NOcOO4hF7U5m0HHDuB8aVo2Hc6Qsi4E82+YWjc70Xt5HDRDZCJF1tewbqNb+IPp68Jhe2Fh7GmTdgeF93cBck9DpNEDM3WeK0Xmir/W9VNrcJlU5kwta7pEF75eDda/QUAwgU3Tjrl40mFlANE6kMhyQRhHjNjhcIcD9pDed3sOJ8CQcFwAiXS8miJ13YJggiHRLchhvwCm6yE2sm6qMej41n/YT1WbX8Mzb5h7I3PNpvPC+TrlJ73taSh6JZKTrfQ72+T043Dw/QAAJNHA05PDBsLhZf6kxdeanwOMJ/PynO2wuX8hyQdYQR42xMCQNBnPmS8o9twucvpQG2ZF7UjnkLNmDys2jUPzb1S+7bsakw2otMtPUS3aNBzKar/Vi6nA+29A3i6oRkCzDv/KB8PMZgwe74QxFDHzFjh4eumAYAt51N9U3PYduTjiEjLjTAS1WLZLkEQ1iHRbQihdYGVo64eGem1lc/KSeZF3c6OZ31TM5bVuyGgTPE+zwsUMbeO3OnWm0Z53fwh4SOVwmFFp5u9opsoXriyYxPc+DaApDrdAINzIDeAlWWPoG7YsCQeXQT8st8u0Gs+ZDzHRJr+UNupG9OFheM+QuOn78BbfhPKp92afrO/PHR9EItugLkQS2UlOvN/Q8rHQww2kh6SfOxN4OCzwAW/ATKKE7NPgogCqRL4p2iWddXVY4VYz6f6pmYse/bTMEcdH0fwnLV6y43GGUaiGgDD/VJuUIKwHxLdhgh6F3Y5apEs0uto1032RV3seG59G97G1Sj3nEHNLQ1wZeSa3kYgKGDVa02aAznTeYHUTrd0QBBS1OkWEt367AsvBWCvYyhFRDdAdg588BS8O/4P5SPORc25c+Ha3AD4Lk724ekj/+38vaipLo8cLus5jZrhoyJvu/80e8wsg8vhYQ7HEQc1K5+mPGmU0y1WIoVYWq1ER/l4iMFMUkOSd/0c8L4HFE8HptyXnGMgCJPUTa3Cwt630fjZe/CW34jyaUvDRLVYziflhJAS/t6TH4YLbny50TjDSMy749lPUZTjiWq7BEFET1pVLyWiw+jCngz4cax6fScCRupcHHE5Hait7MPVxR+gNm87XEK/6c8GggKe2XQAzR0D0HNOyPMC6ZKOTrfgAMS/YEqJbvEJL7VVdHMnP7xUjsvpQG3pcXYODB+AK6uQLeDfORUJKJ1uRhVIHaH/Vw7/HVxBE6ILbzuZZYA7JMAHjMNSU5YhEF5qFithopTfikg7BAHY9n1g/x+TfSSGBIICGk4W49UzF6Gh6fOk9f0IwgquIMsje/Xw/bZXAjczIWR0muiNM8yIeW09Po2lxtslCCI2yOk2BLA6058IUiJZtV82oA6Y+30iheiqMRzwqQsppAPy3ymlRDf7CykAAHzt7NFTGPu2UsjpJjJwhj1mlEjfkX/nVEQhurG2aBgyXvVb1GU0AFZFN+5C9aer6DY0wkvNYCVMlPJbEWlH23Zg52ogsxQYd3Oyj0YTqd+0lL1xBKja+w5WXjWVzjUiteGTpPL+uk3YlTdUvR27xnyU15Qg7IVEtyFAKl84k3pscheLCSHETIiuGsMBXzqGl4q/kwNwZiT1UBRkpYHTLSVFt9BMZkZxGopu0nMxXHbTs/B+8XuUV05CzbW/g+vt/wDOQJkLTg/edjJKASHInqer6Obn1UsHf3hpJCJVogMEFLk68cS8/Zhz2ffJ4UakF5172OPAGeZ6c6RW+9XrNzV39OOOZz/F0rljsWBKZfrlzSSGBryfEYe+gF15Q9XbsWtcRXlNCcJeKLx0CJDKF86kHps8zC+C081qiK4DLGGpYV6gdAwvledzS6XOfbwLKdgpuqVIeCkAoJ+LbiVARkh0G2hng7dUREd0A0LhssWHWLjsiCAbwPHfPNrw0nQV3Si8VCRSCLIDwMMjf4W5JYdo0E+kBYGggIZ9p/HqtmNo2NuMgOBkEwWBFLq3IFK/iZ1rT206iMVPbsa8Rzagvqk5kYdHEJHh51Qc+gJ8QsjoruN06Jf/0RtnxDquMjV+IQjCMiS6DQHMXNgTTUpc1OU30QiDcit2bdN5gfxp7HRLpcqlgDK81E7BSBQvbAgv5TndYnS6KQZc+07HlhuHO90yZeGlgj+13HhyDEQ3AEBvaNCWHQpZcoU6n1acbiS6DTp4CHJloXIwUlmYhTXf8KKusAHwtSXn4AjCAvVNzZj3yAYsfnIz7n5hGxb/vRrzvnwK9e21KZeP00q/iRfYIuGNSClEp5v94aVmJoRuu7BadzmgPc6INOZzACjK8Yj7MLtdgiBig8JLhwD8wr7s2U/hAJJeUCFlLuryAXWEQbkVu7bpvEA+eU63lpQMDQkjFSuXApLoFvQxMdMusUHM6Waj0y3Yz1wJDutzHkYl4KPKjSPmdCsG3HnsmIQg+95cJEwl/FZFN5MhvYF+SQTPKgN6j4b2l4aiWzAgHTeJbiJiCPKBVng7+1CezyZ9XIeeAxoADLQl+xAJwhDdioS+Uiw79H2s2X4cdTWpkyPNSr+JqiYSKYk/fuGlQISctKF+3YzRxYbL1RiN+fhZ9fB10wAAq17dhubOoKntEgQRGyS6DRH0LuxynA5lpZxIr618Vk7KXNQtON3M2rUfuGIibpk3MXKHMehj4gsn0MdmqTNscFTFE94BcaZYyLI7B3DlsFCA/lM2im5xCC8FmAjE3VQmMSoBv+zZT7HmxpnWz6kBWXipwwG4C5jjZ6BdEq5MEAgK4WJGPAZNkZxu3DGqdrpFCi/tP80eHS7m+HOlsdNNPiPvoZxuclxOR3jhnowi9piiopupc6ttB/D+ImDqA8D4pck5UCKuGFckdMKBIFat82Lh+ULKCFZWw9xSosAWQciJY3gpR3dCKHQeR1qut81IYh4ALCzbi8bXlsPrK0b5rHtRUzM/Za4fBDHYINFtCKG+cJflZgIO4FRXP8rzszBrTDG2HjojXtSNXlv5bFluJiAM4NSGW1HubEbNtb+Ha1gKzKIEzOd0mzWmGCW5GWjtHtBc7kAQlZ7TuOWCOeZuWPKBsSubCQh9LakvuqVqeCnAiil0HwL6TgJ54+zZZrxEN7810S1SCfioHAKCoCykALDv6WuzVEzBdvedEXKhTcudyp1uWSqnW6TwUjG0tJS5/fjfJpCGohtvs04P4MxM7rGkA54i9shdnymE6XOr+W127TvyMolug5RIoZoCnGjuDKaUYBW5iIk2qVz8ixhixDG8VI7mhJCF5VooxnxtbUysmzBc0Ud0BXtQm7edvaj8F+aYIAgiLpDoNsSIdOFWL4v02tK63kLg8N+B468Cw2pMHnEc8ZurXsoHPvqCG/t/5fDfwSUsNLdvXrnUmQHkjAI6vwL6TgAFZ2mv33MU8G4ERl0HuJJYNTRVw0sBFmLafcjeYgpieKkNYqjTxf7ewQHLOdMiD7iicAgEepjjEmBON4CJvj0wnRsoLu47I+TiuPo3FARZeGklezRbSEGezw1I75xuPEzWU5D64eqpABecUyynm6Vzq+8Ee0zH9kqYwqwQlUqCVbSpTVK5+BcxxPDH3+kWT1xOB2qrC4BXz2XRIBN3Q5HJTW4+SKUiXwQxCKFCCkTiGHktezzycnKPg6MQ3bQ7qnzgYyR4VBZmYc24X7Bk3GZvWnzWzJMvCQRGFUy33gN8tBh4/0plLrhEk+qiG8CKKdiF3QnpxRxj1jo3cRlw8cqlTo8kMnFx0YTTLZL7DmDuu5gKPcgJ+lmRB/EAVN/V1yaFbFstpKAnugX6WI60dIK3WTeFlppCHl6aIlV7LZ9bJLoNeswKUakmWIlFTPIir5sSBbYIQk5AltMtRe4PlunzAr3Hga694WMU+etULaBFEIMEEt2IxDH8CjbA79gFdOxO9tFEFN2My90zSnI9eP+730Bd2Y7Qh0zetLjTzZ0HZFWw50YVTHtCid1b/g6sn89CKJMB/51SUnQbxh5tdbrZLLpFWcE0LgMueWgpd0RZEN2suO9sQf2bqV9z0dpTJIltZgspDIRyuqlFN8CyQJp0qHKpNbjoJvhT5m9t+dzioluKHD9hP5ErEgZRles3Fqz8PcDR181Vc7aRuqlV2HiTH2vHrcC3R24BADhUPauUKbBFEHLEvoOQvqIUH28A4RMzijQ7dP8giHhCohuRODIKgYpL2POjryT1UABEzOlmptx9a7cPWw+dse5g4k43dx6QZcLpxkPGHC6g9WNg3Vyg64C5fdlJWjjdUlh0M5tjTIWZEvCWHQJi5VLZZ7joNhBZdEt4uFMk0Y0LD9w5CkjiW4ScjehTOd1c2RCHgenmHvLJwkuJyLhyAEco00aK5HWzfG6R023Qw0M1AYTdBxwIAnBg5flHjQWr3b8APriKPSYYV6ALtXnb8aMpDfjtjTNRme9SLK8szLI/HQFBxEIwwNKBcNL1+uqXiW7qPLV+Ci8liERBohuRWCq+zh7bmpJ6GAAi5nSzNPDhDiazNy3R6SYLLzVyunHxp/Z/gdwxQOceoOEmc/uyk3QQ3ex0AdqZ0w2IOrxUOeAKKpZF7RCQVy7lZJh3uiU83CmS6KYlkJp1uqnDSx0O2TmdZh1tcrpZw+FIuQqmls8tEt2GBGKoZqGyfVS4W3FPxbPoH+hDw77T+iH93YfZ4+nGOB+pBn6pz1M3tQob75yIteNW4PGxv8Ta2+Zg433zSXAjUgt1vyFdr6/kdCOIlIAKKRCJhYdS2ulGipYI4aWWBj5mB/fivnlON5NONz6QLjkfmPcX4O0LgPad5vZlJ6levRRIcadbdOGlQGjA9Q+jserVrWj2DRPfV5eAN02/qnIpYCm8NFJlOkfo2GzLz6N2B+p1iN2y5EFmnW5q0Q1gIab+7vTraFNON+tkFLM2kCKim6VzSwiynD1A+rVVwjKKioQf3oODZ/xYe+ZKPHbiW8AJAA2b9atH8/bRsSvhxy05cNl1yZWRH6qa2ASMK6GiL0TqoRah4lzBNG74DUQ3croRRMIgpxuRWOKR7D5aIohulkL6xFxdVsNL8yXRjbsV1AiCMmSMC5fyG2mi8KeB080u0S3ok4Qd23K6WRRnVdSND2Lj5KXMITB3f2wOAaPwUhOim3G4E8PW/DyRnG6i6CbLxxat0w0AXGlawZScbtbxFLHHFKlgauncGjgjFRgJ9KRvsm/CNC6nA7XjSpDZfwy/OLEELQPKc51XuK1valZ+kPc7OvcCAe1q7HFD5nQDwCYcAaR1rixicDNonG6yavRq4TBCxA9BEPZBohuRWOKR7D5aAsZVe5QDnwhJf63m6pIXUogUXurvhlizzpMvzhQzUajf3P7sQgwvTa0KaQBkbcsmQVfeUUlyTjeRgTNwOYKozduOqyuaUDu+NHpRi4eXZmqEl5rI6QbohzvFJT9PWAdY/ZoL2TGIbhml0ntiBdM062j7KaebZVIsvBSwcG6pJ2to4DQkCPR6seroTaGegfIeoFs9mg+whQBLUZFIVE43Zd7MNHUQEYObsD6GRl8gHSY5zIaXktONIOIKhZcSiYWHACar+iZHECI63QBp4LPqLx+guU8KWwsL6XNF6XTzqJxuQhBwqLRwsYiCk+3HGZCW+ToBV6a5fdpBOuR0s0vQ5aKbKwdw2nSptNpO1MgTvfcci+1YBmILL+Uowp06+1Cez9yftlegM+10szG8VL7ddEF0ulF4qWlE0S01CilwTJ1batHN3y05r4lBS+OXuxVpBtTIK9zWjg9NJsivZR07gaJz4nuQcuTFowDWn3HnhEL4uwCUx2W3gaAQ/3sTMTiJFF564l3gg+uA838FVN+YuOOyitnwUsrpRhBxhUQ3IrHwQW2gh13skzU4CA6w2V7xtf6gvG5qFRZ6n0Hj3mPwjl2B8vGXhnfc3BZzdcmdblyIFAJA/2nptbiuLEeTw8Eq7bmy2b78nQDKkDDSQXQbOMNcgE5PbNuLR5ie1dx/auSiQG+soptWeGnou8pdfiZwOR3SwC5ehIluqnPWjvDSrMEkupHTzTQ8vDSFnG6ciOdWr9rpRgOnoYD3dAuA3MjryQtCya9l7QnO66Z2ugGs/+PvBnzxcbrVNzVj1es7FVXodfPdEYSaSOGlLetZSoKjL6e26EZON4JICSi8lEgs7nzAmcGeJzPENGy2x3hQ7gp0s5C+yR7tkD4xbDAKp5vTI6u8qRFiqjWI5h1XX4LzuqWy6JZRAjFchRcJiIV4iBcx5nSz1enWr1G9NAqnW8KI6HTTCi814XTz90gdz0HhdKPwUstwt2eK5HSzhJbTjRj0lDuOmltPXhBK7tRJdDEFdU43QHK9xSG8tL6pGcue/VQhuAEG+e4IQo26P6++tvI+YteBxBxPtBiJbn7jNDsEQdgHiW5EYnE4UqOYgtoNYOB0AyDdqFw6zjzL4aUypxtgXMFUaxDNO66JLqaQyqKb0yXlJ7ND0OXCExei7MCqOKtGLrr1n4wtp59N4aUJI6rqpSZETv47OD2qAWGaim5+crpZJgVzupmGRLchSU3OF6jynAzLN8tRFHriKJxuCa5+rud0A2wX3QJBAate36n5y+jmuyMINXoTexzeT0p10c0ovDRA4aUEkShsDS8NBoN4//338eGHH+LQoUPo6enBsGHDMGPGDCxYsACjRo2yc3dEupI5DOg9DvSlkNMtUs4nfjNy64RzuK0WUpA53QBWTKG9SbuCqTy8lJM0p1vod0pF0Q1gbav/tD2CblzCSy2GIatRiwJ9LUDumCi3FRLwYiikkFD4b+bOZeevXdVL+bnIw7c56Sq6aV0vCGO46EZONyJNcHXvxcrhX2HZoe/DASgEJt3q0YqcbruBYIBNViUC9UQjIFUwtVl0azzQGuZwk6OZ744g1EQKL+Wim6+N9c34fSRe+HuBdy8FKuYD564y/zmF082geimFlxJEXLHF6dbb24v//M//xKhRo3DFFVfgb3/7G9ra2uByubB3716sXLkS1dXVuOKKK7B582Y7dkmkMzxnWTKdblZFN3FAH2enm1Z4qVY1wmQ73dypKrrZWEwh1XO6AbGFmA4YhJcG+6276AQB+OTfgG0roj8mI/g5yo/XlOhmIrxUFNRV57YrzUU3crqZR8zpllqFFEwRJrrRwGlI0LUfdYUNWHN1ISoLMhSLNKtHC4JywB3sB7oT6NBRTzQCUv/H5pxuijx2NqxHDFHMhpcCiXG7nW4ETm4E9j1p7XPkdCOIlMAWp9ukSZNQW1uLJ598EgsXLoTHE57A/NChQ3j++edxww034Ac/+AFuu+02O3ZNpCOpEF6qvplGEkEiOd2siil+mbsGYE43QCe8VKMaoZjwPsGimz+Fw0sBm0W30Cxmho3hpW4bw0uB6IspBP1Su5KHl8rdUb52wGWholzvceCrX7Hn035sf1Vdfm5lFAM9R/RDP1wWnW78b6EOHU9bpxvldLPMYAovDaRZeyWs4+8BellOsrqZU7Dwgnw0/uF8eH3FKL/kGdRMGhuedzbQB9EPlzcO6NrPiinkT0jQMScup5sij50N6xFDlEhON3lEQPcBoGRGfI+Hj5ms9vvN5nSjCRuCiCu2iG5///vfcfbZZxuuM2bMGKxYsQL/8R//gcOHD9uxWyJNCWQMQ2PXNHh3A+We08kp4W7Z6aYzMOdwl4zZm5Y4MDbhdKNCCubJDLko+2wML3WnUnhpSHTj1WujdbrJxQW56OZ0sUGRv5N1KLMsiG49ssTe/q74im7y1+I+Q+e0R57TLQanGxfd0k3E0BLpCWN4m0pL0c3LHjNKmHs13URiwjpd+9mjpxDIKIHL4UBt4V52TRzpALT6U/J2UXI+20bHLgBXJuSQE5nTraa6BFWFWWhp79PM6+YAcwMq8t0RhBq18yssp1uCnW5cdPN3AUIQcJgMVjPtdKNCCgQRT2wJL40kuMnxeDwYP368Hbsl0pD6pmbM+9s3sHj/atzdMAmLn9yMeY9sSHwlKfVA2mhQLgSV+aS0sCqmqJ1uWRXs0WohBflNPxGIoluKzhAP9vBSX0h0Kwhdc6N1uvHQUk8B4FTNvWREWUxBfixxqEYniW6hgVJYYQWDnG6Cn7n7tBhMTrfAAAsbA8jpZgUeXppuOd0EQXK65Y1jj+nUXono4KJb3ngpDyU/3/VSTvDroysLKJzKnieqmEIwIJvciL/o5nI6sPLKKQCk/HYc3Xx3BKFG3cfQy+kGJEZ04xMsgLVzxkr1UiEY3bERBBER26uXjhs3Drfeeiv6+5X5gE6dOoVx48bZvTsijRBLuPcow4+TUsKd33j0XDNy5Mt0c7pxMcVsTjcuuoU6ndkmnG5ahRSoeqkSLhj5bRAj4ym6xRpeWhQaNPUcj3I7GpVLOdFWMJW77mzO0QNAanu88EOwj4kO6n26NHK6yT8ftt0ITrd0CrmQXw+okIJ55OGl6TTo8HVIImteNXtMp/ZKREfXPvaYJ+tTR5qI88n6HIWhSZuOXfE5PjVygcCjUUghDveLuqlVWHPjTFQWKicINfPdEYQW4mQ7F4cNRLdE5EeUR3BYiXLx6xRSEITwMUukqB+CIKLGdtHt4MGD2LRpEy688EK0tEgCQiAQwKFDh0xvZ82aNTj33HNRUFCAgoIC1NbW4m9/+5u4vK+vD8uXL0dpaSny8vJw/fXX48QJZW6Tw4cPY9GiRcjJyUF5eTm++93vwu/XcTsQcUVZwl05u5iUEu58YJIRqlxldKOR32j1xCYr4aXyhMZcPBPDSw2ql2o63Uh0U2Dn7xKXnG4xhJcKgiS6cadCtE63/tPsMUMjvEbMF2hRuFSHl9qN2ukmBIGgT7bcILwU0D/HB5PTjf/NXDnhDkZCH7HqnJD4a2os8PuFO1+6l6VTeyWiozMkuuXLokYiXbflhWYKmQsM7buUExfxgt8PHG7AKUs7ECenG6duahU23jcfa2+bg8dvmI61t83Bxvvmk+BGmIMLUjxtibydBvqB4ID0mrtP40m/zOlm5T6l53QL9odPMtGkDUHEDdtFN4fDgfr6eowcORKzZs3Cxx9/HNV2Ro4ciYcffhhbt27FJ598gvnz5+Pqq6/Gjh07AADf+c538Prrr+PFF1/E+++/j+PHj+O6664TPx8IBLBo0SIMDAzgo48+wh//+Ec888wz+NGPfmTL9ySsYaWEe0LgN55MM6IbH5Rn6+dQsBI2KLdwq6uX9p9SCgmArHopOd0i4rEx7DYuOd1iCC8N9Ehto/Ac9hhtTjc+WOftTk60Trd4h5f6VaIboPwdtaqXOpzSIC9qp1saiRiUzy06XFlSO0mnEFPxPK5I3xyEhHV6QnmRc8dK70US3eTh93kTAIeL9R+inbixgjyfm0M26ZqAa6zL6UDt+FJcPX0EaseXUkgpYR7eZ8jiopusnar7R90H4y9gK5xuJvu4anFQfn+QC2wOV2g55XUjiHhhu+gmCALy8vLw0ksv4aabbsLFF1+MZ5991vJ2rrzySlxxxRWYOHEiJk2ahIceegh5eXnYvHkz2tvb8dRTT+G///u/MX/+fMyaNQtPP/00PvroI2zevBkAK+6wc+dOPPvss5g+fTouv/xyPPjgg3jiiScwMDCgu9/+/n50dHQo/hGxk3Il3MNEN6PqhhqDeTVWnG7yWSf+ucwSNgsMKPM2AKlTSEEQJHEyVUU3W51u8czpFsVsIne5OVxAwST2vPdYdB09HsacXRG+jItuA7GEl8ahXYpOtyKIbln+XjAga5uq8zRSMQV+fus53dJJxKDKpdGTjsUUuOiWXZGeIjERHfxewPsvQGTRTR5+78oA8iey1+0JCDHVqlwKxN3pZieBoICGfafx6rZjaNh3OnFRGUTy4BN9PFewvC8guspDk/GBPu30MHbSLxPdzE64q/ti8vsD74c6PdK5GU3flCAIU8TF6cZZvXo1fve73+G2227DihUrot5mIBDACy+8gO7ubtTW1mLr1q3w+XxYsGCBuM7kyZMxevRoNDQ0AAAaGhowbdo0VFRIg8rLLrsMHR0doltOi9WrV6OwsFD8N2rUqKiPm5BIuRLu/ObJQ3KMEq0HIlQuBaw5mOT53LhzzuGUiimob9xGhRQS6XQLyvI0ulNUdLPTAchFJzsFDFGcjWI2kYsBGcVA9gj2PNAbnTOn18DpluqFFFzZMiEt9J68M6wWxyOdm34dp5srDUWMeAjFQwV5Xrd0QcvpRuFBgx9+bfbIUh+YDS/l4fe8GE8iiimoq7Vz0kR0q29qxrxHNmDxk5tx9wvbklcAjEgs6vBSee5BMf1ICZATGifGu5hCXxThpeq+sF/D6ebKsWYcIAgiKuLidJNz4403YsOGDXjrrbcsb2v79u3Iy8tDZmYm7rjjDrz88suYMmUKWlpakJGRgaKiIsX6FRUVYh65lpYWheDGl/NleqxYsQLt7e3ivyNHjlg+biIcXsJdz9jvAFCVyBLu/MYinymWi0qKdU043cTqpSZuWOKsr6oDqlfBlBcF0CqkkEinm1y0GApON/6725nTLZbwUu5uyChmoid35kRTTIELu3aFlwqC0ukWd9FN9Tvyc9ThDK+sqxbowrY7CHO6UREF6/AKpvw8Swfkohtvv+nUXonoECeEiqT3RNEtUvXS0HWN53VLRDGFNHa6iQXAVOlRklIAjEgs6vBS+eSefFI2N1TEJp6imxAEBk5Lr82Gl5pxurlzYovCIAjCFLaLbsFgEOXl5Yr3amtr8fnnn2PDhg2WtnXWWWdh27Zt2LJlC5YtW4abb74ZO3fGd1YuMzNTLN7A/xGxk3Il3NXhpUDkROt6lUvly8yIKT5VEQUOt7D3n1atb1BIIZFON+7OcriYHT0VsdPplqrhpVxs4263aHLyiOGlNoluvnbld0q0080vG1A6VNcQ8Te3eH6no+jmJ6db1HCnW7rndEun9kpEB2+j8gmhSPlMxeqloXaSUKebTp/Hk9qim7IAmJKkFAAjEos4OR/qm/s1wks9hVLl6HhWMO1vVRY9MNvH9asiZQK9LB0HIHO65cZW5IsgCFPYLrrpUVFRgYsvvtjSZzIyMjBhwgTMmjULq1evxnnnnYfHH38clZWVGBgYQFtbm2L9EydOoLKSDSIrKyvDqpny13wdIrGkVAl3MdSiQMqlpuuEMeN0kw3s1dWAwvat43QTRbdTyvflSYg5yXS6parLDVD+LrEktQ0MSCJNPMJLA73Wj08tuuWERLdoiin0mnC6Wcnppj4GXxxFN7fM6caFYL9qQCknkrvQjNMtERX+7IByukVPWoeXlqdnDkLCOkJQdp5rhJf6IxRS4EJXKjnd4nG/AIDuw8BHNwGtW6P6eMoVACMSC+8z8PDSQJ8kWPkS7HTrV+d6tpjTTd7X430ehdONwksJIt647drQjBkzFPnc9Pj000+j3kcwGER/fz9mzZoFj8eD9evX4/rrrwcA7N69G4cPH0ZtbS0A5q576KGH4PV6RefdunXrUFBQgClTpkR9DERs1E2twsIplWj8yxJ4Tx5D+cx7UDP7isRXlJInT3dls05hJCeMUU43uUsm0Gss0PkjOd1kopsQlK2v4XRLiuiWoLx70cB/F8HPwoWjPVa5WyAe1UuFIKtE6sow/9lEOd2iyemmPoZ4ODDlRTz0wkvVQjZgopBCBKcbQgVEUjWPoRyqXho96VhIoVfmdOPVV2nQNLjxdUL0WXGhGJDuU5FyuvHw0oKz2GP/Kdbm5duyG62JQyD+4aWH1gIH/4/1B+Y+b/njKVcAjEgsatENYOK1s0A6zzIS5HSTVy4FrDvdssqBzj0ABHYt8OQrx0G8f0P3D4KIG7aJbtdcc434XBAErF69GnfccQdKSqLL0bVixQpcfvnlGD16NDo7O/H888/jvffew9tvv43CwkIsXboU9957L0pKSlBQUIC77roLtbW1mDNnDgDg0ksvxZQpU/Ctb30Ljz76KFpaWvDDH/4Qy5cvR2Zmph1fmYgSl9OB2soewP8BULYYSEYJd3GGJ5cNyg1FNwtON4C5b4zW9Vlwusk7o1rVS/1dzIVjQvCOmXRwusl/U19n9KKbmEcvF3C6Yj8ujvy3C/TEKLoNZ49WnW7+HqnDaJjTzULlZvUxJCynW+icNTpHo3W6yV/7u9NMdCOnm2V4fqxUCi/1dQLBAWUaBDny8NJgqCo7hZcObnj7dGYo729mCynwayTP4xTojb/opufuj7foxt3anXuj+njKFQAjEgsXoDKKWb5YIRgSrAqUxUzyEuF0U4luVnO6eQrYue/vkq4F8glHcXKSRDeCiBe2iW4rV65UvP6v//ov3H333Rg3blxU2/N6vbjpppvQ3NyMwsJCnHvuuXj77bexcOFCAMBjjz0Gp9OJ66+/Hv39/bjsssvwm9/8Rvy8y+XCG2+8gWXLlqG2tha5ubm4+eab8ZOf/CT6L0nYB585UodSJgp5BzTaROtyHE7mNAj2R75piaFwqlnfrJDoppUs1eGWnAyAbMaYz1ppOHzsJh1EN6eL/Z0CPaGO/rCIH9EkXuKFMwMsi6EQ+j2LzH9WL7y012IhBT5Qd2Zqf79ocrqpnW7xDC91ZUkCWJjTTUt0i3B+6zndnC722UBfKDSrLOpDTxjq/C2EecTw0hQppCAIQP35TGS5oklK5i1HLrr1h0LcSHQb3AzIBvtyIhVS0ArB9xRGXwHbCnpON95vCQ6wlA5WJqHMwM+F7v1RfZwXAGtp79PM6+YAS4+SsAJgRGKRp7Rw57F+oa8LyIZ2eGnPERbBEI+cx30xhpe688NFN/nYhveTyOlGEHHDNtHNbp566inD5VlZWXjiiSfwxBNP6K4zZsyYqKqmEgmAi25qy3SiUIhukRKtm3C6AWw7wf7IiUjFcFETTje5+CN3s7lyZDNvnYkR3fxpILoBrGMf6Ikt9FZemcpOHA4m7vi7rSestSu8lA/Usyu1HZLRiA/c6ZZVwbYfD+eCX8vpZiWnm875bSSqu3PZ59JFyBCrl5LoZplUy+nm7wQ6v2LPdz8OnPefyuW+LqntZlUAgVD1bcrpFpFAUEDjgVZ4O/tQns9Ek4SnuIgWPthXO9MiFVLQCsHPKGKpBqzk74wGvYlGl+x6HeiOg+gW2m//afYdLVYi5wXAlj37KZ8qE0lKATAiscj7Bu5cdm7x66u8kEJ2pTTp3nMEyIvObGIId7rJ+/1m8MsEbzFPbei80HS6USEFgogXCSukQBAKRIEpyaKbfIYnluql8uWRZorkM09yMkIhRArRTWeG2OGQJSFOUF63dHC6Afbku5N3qOzGFWXuDC6C8TC4aAspGBVRAICMEml/ZgsIcOGvYDJ7tFt0EwRoh5dayekWyemmJdilWUVIyukWPakWXioXvb/6dbiYwsVzV8iFIQ6oyKlgRH1TM+Y9sgGLn9yMu1/YhsVPbsa8Rzagvqk52YdmDi4K6zrdTIaXyrdhxdUcDXr9GFdGyP2N+Lij5dftrujcbilVAIxILIo+h6ovIJ+YdTiBvLHsdbxCTLnTLWc0e7QaXuqWi24qp5u8kAKFlxJE3EhZpxsxyOGhMskKL1XndAMMBuVmnW4mS26Ls74WnW5q3PlseTyS1msht9qnMmIVNztEtzg4hiLlGNNDz+nWd8JaSINREQUAyAyJbsEB86HLXPgrOAvwvm+/EBwcgOgzMBTdYnC6aYnq6k5qqkM53aIn1QopyEU3Xzuw57fAlO9J78lDS7mDFghVRg6ygSChoL6pGcue/TQsVLClvQ/Lnv00PUQUX6TwUj3RTSe8FIh/m9erXgqwftBAa5zc0bJtdu0HSmZEtRmxAFi6uiMJ6whBqc/gzpH6QVwcVk/M5lYDHbvtEd26j7DCBy5ZShluUMgbD3QfNN/HUjjdeA5FVU43V64kftOkDUHEDdtEt1/+8peK136/H8888wzKypR5cP7t3/7Nrl0S6UyqON3MhJeayekGyPJMmXS66VYvPS0NmoxyNHnygV4k0Okmqx6ZynhscLr54yheuE2Ks2q4A4eLA1nDWK4/wc/ca7mjzG0nktPNlcM6YMEBNhgyI7pxp1t+qCKe3QMo+W/lyg4Xyk2Fl0ZwuumFlwJpJLpRTreoSbXwUnV495f/DUy6S7rPyEU3QNn2/T2JSTmQRgSCAla9vlMzN5cAFi646vWdWDilMrXFFN3wUj7Z1KFdXEkvvFS+zXghXpc02qQ7N46im9zpti+mTbmcDtSO1yloQgw+5OMBV7Z0fRXDS/l5GBLdeEhpLBVMhSDQ9J/A9pXAyGuAi16WlvFUPPnjgRPrzU8qy93v6v6MeE3IkUQ3croRRNywTXR77LHHFK8rKyvxf//3f4r3HA4HiW4EI5mFFARBebOJGF5q0elmMFMUCApoPJEH75mLUH6yFDVBQerg8wp1QoDd0DOKZTmaNGaIIyVOtpt0Cy+NxekWr5xuQOzhpVx0cziB7CqWQ6T3uHnRrS+C6OZwsBDTvhY2GModbby9oE8KfSiIs+jmcDJHn/gbWggv9euIboPR6aZ1vSCM4eGlqVJIgR9HyQVMYOs5DBx4Bpi4jL2vFt0UFbQTVFwnjWg80Irmdp17PJjw1tzeh8YDraktrkQKLxWC7Jqm7q8kM7w0ktMNiM81Vu10IwizhE30qfoCPlUfMdYKpv5uoOFm4Mhf2euTG5XL+0N9rLzxof3HEF4aUIWXunKkfIqU040g4oZtotuBA3EslUwMPnh4ad9J7VnZeBLshxiqJg8vDcaY0y2Co6a+qRmrXt+J5vbLAVwOHAGqPtqAlVdOYSEtrkx2Y/R3MrebXHTTCy8FEh9emuqimx1Ot0TkdIs1vBRgIaY9R6wVU4gUXgqwENO+FqkiohG9zQAEJobxjme8RDdXNrtWRBNeGun8HhRONwovjRru+vF3AkE/4Exy9g1+vmeVA9U3AVvvAnb+DBh/Gzs2tejmcEqVm8mtEIa3U19wi2a9pKHndJMXV/J1mhPdMhIUXspD8rRyTYqiW2o73YghBu8XOD3seutRtVOt8FIgOtGt+zDw/lVA2+dsf0EfMyT0t0rpPrjTjTvqogkvVQuH8rENhZcSRNyhpB9EcuChlMH++HS2jJB3xFy54a4ZNXxWyBXB6WZQSIHnklHPtPNcMmISZ3VeN71QVPl7CXe6ZRmvl2wiVXEzQ1xzukURXhrok5yYctEtmmIKYnhphf46YjEFE6KbWLm0ShbiZPM5ra6cqw4JNxTdDHI2Bn0sPBdIf6ebIBiHoxPGyEWMWK4ddiEX2cd/m7nDuw8A+//A3leLboDsHpQG7TXBlOebu2+ZXS9p6OV0czhkRYQ02q9RTrdkOt3UubJs3S853YgoUU8ym3W6RRNe2ngHE9yyyoFL3gVyRrL3efXqYAAYOB3aT8jp5u80V+hKy+nGzzVFdVYqpEAQ8cYW0e2FF14wve6RI0ewadMmO3ZLpDPyXGqJDjHlN01nJuB0xd3pFimXDMByyQSCghRiKopuPFyMnG6mseN3SUQhBSszinwA7nAqBVheTMGS040P1g2cblZEt96j7DFnpPTbB31AoN/8MUVC3fbcaqebmZxuGue3/G9g5HQLpIGIEehloekAiW7R4PTIBiVtST0UAErRzZ0DnP3v7PXHy4B9T+mIbmkkEieYmuoSVBVmQc9T7wBQVcgS5Kc0euGlgHExBa0QfLFibzJzuiXI6dZ9iN2XCMIMYp8j1C+QX1u5mxSQzkMuuvWdsO4Wa29ij3P/DAybC+RPYq87QqLbQCvbp3w/PIw8EvKJOH6uBTScbtGmPSEIwjS2iG5r1qzB2WefjUcffRS7du0KW97e3o633noL//zP/4yZM2fi9OnTduyWSHe4q4vbphOFPJ8bADhtzummuhFaySUT5nSLVEgBSJzTTe02SlVsCS/VcRPYgVowMgMfgHuKlFUJc4azx56jmh8LBAU07DuNV7cdQ8O+0wgEgibDS7n4a8HpljNClczdxkFU2KyzXnip1qDO4Pfm56rDpV39VT27ncqIA21H5GsVoU0q5XXj5x53tk7+d2DcrWywteX/Ac1/Z+9nk+hmBpfTgZVXTgGAMOGNv1555ZTULqIA6IeXAvqiWzAgqz6uFV4aR9EtGJDlzUxieKkQYKkYCMIMYtoJPtHHr61dobYamjLnfcSMYqktW4k8EASpoFzuGPbIRbfO3eyRL88oDu0vdI0K9XHD+nlB2RS/PFpGfX9Q5HQjpxtBxBtbkpa8//77eO211/CrX/0KK1asQG5uLioqKpCVlYUzZ86gpaUFZWVluOWWW9DU1ISKCoOwJmLokDmMdYIS7XQTO4ChG5BR+Jl8/YjVS3loj3I7lnLJhIWXyioPqbEjjNIK6eZ0syWnW4qEl2rlcwOAgsns8cznYR+pb2rGqtd2oLlDcpxVFWRgZfEM1BU22Bdeyl122SNY7hNXFhOw/V2SeBcrpkU3DbGJi+pa4ePyfG5aeSXTScSQd64TmSNzMJFRxNpzKlQwVZ/zTjcw+ylWPGXHTyWRQn4ec5GYBk6a1E2twpobZ4Zyq0r35crCLCm3aqozYDAhpCe6yduDZnhpm22HF4ZcTEtkTregP5S/F+wc6TsBdO6TcmIRhBGiSM1FN1nBD34OOtzKdCsZxSFRzkKf3N8lTfjzXNcFKqcbL1SVVc7u7Z58do77OlG/Twi7nlXJr2da4aVh1UtzpRymeml2CIKIGdsyBV911VW46qqrcOrUKWzcuBGHDh1Cb28vysrKMGPGDMyYMQNOJ6WQI2TwG0x/spxuXHQzCD/TWl8PcTvKAY+lXDIBPdEthcJL3SkuunkGcXipWnQrrWGP7TtY5yr03XkOQQEC5L6Olo4BLOv4PtaM+wXqjMKlM6PI6cbzy7nz2LlkZ44efm7yDq4V0Y23V63wcaPKpfLtpYPo5o9jmx0qcPdQKopuABtwnfcQCw3fejcAQXJHAJTTzQR1U6uwcEolGg+0wtvZh/J8FlKa8g43juh0MxDd1Pc+sT04lJNmvL3HM7yUi2kON0vpoSZeopv8HCg6F2hZR3ndCPOoJ9vlfQHeP8woVE5w8fPPinOUC2ruXGkf+aEq8DynGx8jZYbGTG4mutXv9GLZK1+Fpa7huaLXLJmJOn5eaTnd5OGlDrfyexMEYTu2l+cqKyvDNddcY/dmicGI2tWVKPgNx6V2usWY002nkALPJdPS3qeZ180BNtNeU10C7OS/SSgE22eUgDhZhRRSXHSzw+kmD+e0m2iql4oD8CLl+9lVLJdaz1Gg9VOg4mJZDkGl4AYg9I6AVUdvwcKgoD/Q5E43U9VLZU43gA2i+k/FObxU5U4Vc7pphJeadbppkU6im5j/UeNaQZjDExK4Ui2nm5qz7mJCQt8JleiWRu01ibicDtSOLwUOPAt88QBQ/BegZFayD8scvG1q3Zv0CinIJyUUIkECwksjOXDjVUhBFPtcQMHZIdGNKpgSJgnLIysLL+UitTrXslFORbAw0DCxn4tuXFADJKdb5x6WTqBPJbp58hHocWLVO+26uaIdAFa9sQMLRzvgcggq0U2jkILDFVpGohtBxAvbRTeCME1msp1uoYG2UXipIEhJR0073ZTb4blklj37KRyA4iYZlktGr5CCkdMtYaIbdxuluOhmh9ONV4qyKzxSjtvG8FKAud16jgKnG4GKi2U5BLUFNQFONA8Uo/FAKxt4ahFN9VLudLPj91ejF17qj9Hppr4WhH02jUSMeLozhwoGTjf1gGnWmGJsPXQmfm4po3MeACouDn8vndprKrD3t0D3QeDYW+kjug2YcLqFiW46hWYSEl7KJw41JkTk78fL6ebOA/JDFR/J6UaYhfcteN9AHl4qd7rJMRDd6puatcNAv9aNOoCFjnJyx7Ics4Fe1reTh5eG9tPYfQ6au/Srl7Jc0f1o7D4Htfk7QhVKjZxuIdGNnG4EETdIdCOSR9IKKahzuhmElwYHpKpBkXK6GSQiFXPJvLYdzR1SBa2wXDLRFFKg6qVKYnUABn1SpykeoltUTrc29qgnuh15CWj9GIDFHIJ6mA0vFQRtpxsQlXNBcybY6QgPbbYrp1ukfI3pJGL4DK4VhDlE0Y0JXrw9rtvZgle2HUdr94C4qtMByPNVV9mdF8wXQXTTQqy2SwOniAT6gdOfsOd9zck9FrMEfdLf1kpON73rI2/vgT4gMAC4Mmw7VBG5002LuIluMqGR53EjpxthFrFvoHa6desX2tI5/6R0H0pa2vuw7G9OrBlTi7rhsr6m0w3kjQc6vmQhphrhpV6fubQ1Xl+owIPDoRQOFd8xB3By0Y1yuhFEvCDRjUgeYk63RBdSUOd0MwgvlQ+2I4aXGospdVOrsHDEGTS+eAO8wiiUL/jfcHeElUIKCXe6pYnoFmuuOzGk0hHf8FI7croBUl63040ALOYQ1MNseOnAGem8yQ5VUo1yEKU7E3zlFNS59Aop9Cn3ZeR00zovI4WOiyJGOohu5HSLlYCrCI1d0+Ddl42DJ/dgbeNhtHRoi9NB1QhKzKNz48zYhTdBMBba9XBRTjfTnPlMSrTf25LcYzGLPAw0KtFN5TaTh6L72gHXMNiO3yBFBhAe8mbbfmXfOU/mdBOE2ArNCAJwaC0L7y6aGvtxEqmJmfBS9b1WdI5K56mU7iMcMQz0+O1YOP1DuOQL8ycx0a1DJrplSeGl5R5zAnK554x07plxuvl7Yj9HCILQhEQ3InkkO7zUTE43PhPk9LB/Rri0c7opVgl2ozZvO5DTDmiF9umKbuR0M02sTjceWppRLM3+2UkEcVZNICig8bgb3jMXobx1JGpkudgCQQGN7ePhPXMxyrtaUdPdgprqClTlDKClxw0B4cVrHAiiMsfPcgjqYTa8lLvcMko0qnyZH0QZzgQ/+ynWXJTBQjDEDrDsNwwMAIJfuW85LoPw0khOt3QSMYwEeiIiTPSdheaeOcB+APjK0ufFAdTrO7FwSmVsoab+TkAIsOcZBuepmnRyZiabkx9Jz/vSRHQTc0nJqg3Ksep0c7rYgNzfyUTerDiIbtzxnEynW+7Y0LF0sHy5WWXRb/f4W8BHS1g4ct0nMR8mkaKoJ+S0wktNON2kdB/aCHCg2TcMjR0TUStfUDAJOAagY7cUXpophZfW5O5AVY4PLT0e/VzReQ7U5O4APKEccfL7Q9An6zfJRDcIbDLCZW7yliAI85DoRiSPZBdSEHO6GTlhVAKdEWZydUUKteC/yUArExPEsLpUKqSQ4jdj0enWxUKDHRarJvfHMZ8bIAtDjiy6Se6vrwP4OnAEqNqyASuvnAIAMmfYdwEAlf/9CRbXTsLlZTvwh8PT4YAAQZbbzRGSBlZ+rcdYFODhpYFeFpapV7FWnc8NsDyIMjUT/MlwLBzvhCvM6dardKFpOd1cBuGlZp1uKS5iBIICGo85QsLsGIUwS0RGEn1j6xKxPDp9xvkSzcCdrc5Ma9Wi06S9pgSnZKJbujjd9MLaOHoTcUZO4Iwitn68KpiazelmeyEFmdDozmbpD3qPMbdbLKLb4RfZY/uO6PoXRHqg63TrlhynYU63cNHNdLqPgKpNyiuYqp1u7ny4HEGsnLkfyzaepZ8r+kI/XMeC4U63QLfyHuFSFVjx96R+P58g0hDbRbdAIIBnnnkG69evh9frRTAYVCzfsGGD3bsk0hXudEt6Tjej8FKTlUsBc2GDRlUWAUnoEYIIdB1moU6+YpQf8aFmvHIgHXDmseXt5Sjfd1oRqqqbGysW/GnmdANYx8Kq84eLbhnxEt24YGQcXmrk/rrj2U81P9PSDTz2zh4AMwCwfpQg20BlZjtWVj6BurN/aHyM7nw28ykEmADsHqG9njqfGyATg80NoiLPBAPNPZksIbCW6MY7j3puVLnTTR02MQhyuknC7FQAU5kw+/kGe/OLDWKUoq89QqXZgZYukYoo6CG2V8rpZoggACc3Sa/7WtIjpEoMOS7SXu62GF4KhAS8I/ET3YwqsANS9VK7r7Hq75w3LiS67QPKaqLbZtAPHHudPQ/0MbE2h6VViEufi0geoujGnW7y8FLzTjfT6T4KVeemWMH0K+kcEgspsHOpruow1ty4OCwth5grOncDc8t5VKKbr0u6RzhcrN/kcAAON3O/BXoAWHBYEwRhCttFt7vvvhvPPPMMFi1ahKlTp8KR6p0YInlwV5evjVmdI4Vv2oU61IKLbobVDU043QwKKYhEcro5PYCnAPWnzsGqX+1Gc9dq9v5TnyoSddc3NWPVa3vR3BFa/uRmcTkA/dxYsQzC1cnsUxVXtiQY+Tqti27xrFwKhFfe1CCS+0sf5fWW5Z0SsLTsFSy48FrUHPseXH3HgexK42N0OFhYW/9JJrrl6Ihuhk43cw5M0zPBvmKNnG69skGdjpDNz28hyK4z8mThUTjdUmlwFTEs1478YoOcSKJvNJgdaOkSregm3oNSVyROCboPMaGN3ycCvWygrFURNJWI6HSzGF4KSN9Zo2KvLfgj9HkSEV4KsAqmJz+MrYKp9wNlyoWufUDOcON8pHT9TU9438ClTpshK6QQVr00PKdbTXUJqgqz0NLepxMGKqDScwo1Y1XtJD8kunUflGZOuVFBPM87UTerCgunVGr3Sfaoiivx7xDsl85LV4402eDOYdcOg74pQRDRY7vo9sILL+DPf/4zrrjiCrs3TQw2MoqZNV8IshDT7AR1TviAhA9QYqluKMdMVcpITjcA9V3zsezQUghicB2DD6Rvv6gav/vggDUHlB2D8HTJ6eZwsFl1X1t0+e7iHV5qIgzZTiHAAeCt9nn4fubHcPWfYG9mRRDdABZi2n/SuJiCltPN4iDK9Eyw54yseqnsM1yg0BPG5e010KsU3Sw63VJpcGUqLNeO/GKDnJhdaTIcYC4Dw3yJZuDnXNRONxLdDOGhpSWzWLJyXwcT4dJGdCvSXq4ruhmEl2oIBbaStJxuKqdbrg0VTI++rHzdtQ/13gk08TEYUU8y83NHCEjhnibCS11OB1ZeOQXLnv1UPwx0+O/gyvmNcltZFWx78nOZ90nFImod4j400xmoXaby859HGMknHF0h0Y2qXxNEXLA9GUFGRgYmTJhg92aJwYjTBWSFOiPdhxO3X3V4qVsWfha2rgWnG795GYaXGodaDPiD+P7+xZqhTkLo35MfhgtufLkefNmq13cioC67Z5Z0Ed0AWYhjh/F6WqRAeKmdQoCYqHf3l6Hk7A5zCbPNFFPoPsIec0ZJ73ms5ejhM8F6spADQFVWN0sIrHa6AVIHWO8cdWZKz9Uh5BGdbqF2JPhR//lBLHv20zAxlA+u6puadb5BfDAVlhvKL0boE7MrLYQ4gLpySuwiZ8zhpSS6GcKLKJR9TZqASIe8bmJ4abRON63w0qLQZ+Kd0y2S6NbNJmBt26+G0w2I3ukmCMDRV9jznNEAgEDH/oiO9Jj6XETy0AsvBYDe4+zRRHgpANRNrcKaG2eislB5r6kszMKaMQ+jrrBBKpLAcTgktxvA+mM8Gkgrd2MwAHx4PbDt+9J7apepM1PKQcj7TfIJRzMpcgiCiBrbRbd///d/x+OPPw5BoJsMYYL8kEDbuTdx+1QLadzpFnNONzOFFPisb3jnt76pGXNWv4NWXy6McgtF23+LaRAeDADBAfY8xUW3QFBAQ/d5ePXMRWjY32a9w5uo8FKDdmKXECDHeyo0qMwsNRfKbUZ06wmJ5bmjpfcsOhf4TDAQ3upFIePsTXA5gpLDzZkhLeWFWPSKnTgcsryNqt88EOH89hQAmcMQEJxY9fqulBpcmQ7LtVHAHYxEEn31UOtqlQUZ9rlaYg0vpUGTMdzpNuxrUqh9OlQwNR1eqi6kYCa8NN453XTc/WJfSDBd0dsUYTndYhTdWj8Beo6y7Y1fCgBoPNRJEx+DFXV4qdMtTeCJoltkpxun7uwSbLx7GtbeNgeP3zAda2+bg433nIe6wlBuyUyN4h5y0U0+Uap1nrfvAI68BOx6RBrLqNPZOBxSP6lfw+nmNpEihyCIqLElvPS6665TvN6wYQP+9re/4ZxzzoHHoxzcvfTSS3bskhgs5E8EvO8DnXsSt0+9nG5aHb6AFaebiQT5OpW89HIzxYOoBuHBful5CotuUvjfHeyNIwOoesdiUvlEhZca5M2IlAckGso9rQgITjT2fQ3ebcci5yPjoptReCl3qObIRTdZ9ViT8Jlg3YTA3seBFkhtz+FgzwM9kuimIWSLuLJZR1TP6aYXXupwAEXT0LjvJJq79F0YtlWttIDpsNw4CLiDCaPwHzUluR5cO30EFkypxKwxxdh66Ay8H9yFcl8Tai65D67xNoWRxep0o5xu+vi6gLbP2fOyWuDwX9nztHC68VxSRdrL+eA60MOS/jtDXXxT4aVtdh2lkkg53VzZAD/zfF3m+lqm9qv6znmh8NKeo0CgH3Blan9OjyOh0NLhlwOF5wAAvO3mnPQ08ZGGiOGlclEqFxjoB/q87HWY080gVPu9RXCd3Ijaq/YD40PpONp3sceMYmXaC06BTHTLlItuGpEcPUfZoxBkIfPF07Vdpu5c9j7/Di5VeClgr/hNEISILaJbYaHywnPttdfasVliKMCdbl1JcLrxG4zoPDJwupnK6RZaJ+hTdngV2+MdQekmaJSbKR5ENQiX34RTVHQzm1Q+YiL8eItuJsJLI+UBETSe6+EAUJnZhjP+Asz78ik0+4YB27cBiJCPjH9/PafbQLvUqcvVCi+1lk+vbmooIfCfroe39TTKPWdQc/MmuDLzgXWhc1Pe9txcdAv9vfScbkD0TjcAKDoXXp92rkQ1iRxcRU7QbFN+sSGAruhbkInFNaMxtixX81pRO74U6J4ANK0Fjv0FGL/EngOi8NL4cbqRDUxzRgM5I2VOt8SGh0cFF8b0nG7ywbW/U2w/AV8Pq3R+qBzlmcpK56KAF+/qpXqim8MZEgK6Qv2jCnv2q3a6ZZZJObI69wBFU61tj+dzG3mtGKpaHvjK1EfTfeIjlYoHmcXKMQcCQTR+tQ/evhyUF4TWDaicbkBIdJP1h4zCS9XVkM98yiavWz8Bcq5i73HhK0sVWsrJP0t6Ll/HrRFe2nNEet62g4luWucev0fwfctFbjMpcgiCiBpbRLenn37ajs0QQ5H8iewxkU63gCqnm1jdMBAullmqXqpK2O7U6GRqhJdaTZrvdLD7uVWRLqZBOBcrnB6Wiy/FMJtUPhgEHnwzQiL8gQTldAsOsLBdnd9TFAJe2aZwWVUaVKmVvi2DP7tqZAuW77vfWrLnSOGlPLQ0o0TVcYs+MbbL6UBtxodAcci91t8CZOZr5xPkzyPldJOvqxbdzIjqReei3LPe1PEncnBlKkGzHfnFhgii6Gt1cDnqeqDpQaC5nl3fjRyXZiHRLX7IQ0uB9MrpFim81JXB+jOBvlA11mLm/l5/HZr784H9AN7frLzn8W3FK7xUY6IxDHeeTHSze7+hc8LhAIpnsMiK043WRLf2Xcw95PQAw68QxZSajI9QVZCBlo6BQTvxkUrFg8xi5Zjrm5qx6qXNaO7JUK47ohp17oZw0U2OXnip4GfnoJgvOiDlY5Sn0ukPCV+ZOjl2dZ1uGuGl3OkGsFBT+XKF0y10f9IKL3VReClBxBPbc7odOHAAe/aECyh79uzBwYMH7d4dke7kpUBON3klRLXbzVL1Utl29GaKNOzeVtwxDgC3XVgtPlcv03oufx31IJyHQjpTc8bWbFL5f33eRCL8RIWXAtrFO2TUTa3CxlsErB23Ao+f/WeWB+S++aibWsWW3TdfzBHynQUTUelRCmSVhVl44p9n4LXmCbrFOQCdfGSZEcJLuzXyuQGxVaPz90rhooDkPjES3frMhJfq5G005XSbhprcHajytBoXe0jC4EpM0Kz66pWFWVQ1Lwp4Fbirp49A7fhSc9fKonPZfSzQBxx/y54DiVp0I6dCRORFFID0yukWKbwUULhtuPu7uV95gVDc8+IdXhrJ6QbIxGI7RTeN4hGls9nj6S3WtsVdbhWXsBx4ngIgswwuRxAr57Pt297nSgHE9pMixYPMYOWYxXV7POHr7lyM+vZaVXip6karLmjiluVjlod++tog9rbkUT28gqiu022i9FwvvJTnT5c73dqb2KNWaLfodNMopMBFQrp/EERcsF10u+WWW/DRRx+Fvb9lyxbccsstdu+OSHd4RamBVuPcUXZiKLqpnTAWnG48z5TWdsTt8dlX6eZt1h1TmssSda+4YopuJaTf3jgTv9WrkhTLIFxdPj3FiCWsTyE8BYKJCy8FTHVuXP421OZtx9Ujj4YJAXKR4O4Fk7DptmKsXbAXj//TdFGgK87NRHOPG3rFOXSTPZt1uskrlwKxiW69x1T7CCUsNnS6RSikIF83Gqdb4RS4nMDK4WsApN7gqm5qFTYubmXC7LS/KYRZIgE4HMDo69nzI3+xZ5tRF1IInQPBfuauIJQIQeBUA3suOt1C50laON3a2KOe0w0A3Ex0C/S3y9zfBpMtbh2n25ePIdD4r2jYewKvbjuGhn2noysUo5PHVnnM1ipem8KnkceubA57PGVRdGt+mz2OvEZ6L1SYoW74cf3KlCk88REICmjYd1r3bxspekAAcP9ft2PT3lMpU5010jED0gSjtK4yOkCx7vHbEXDI/q7qcYBb5XRzOLWLKfA+JaA0GPAQT3XlUo4nH8gezp5rhZcKfinfsmmnm0EhBcrpRhBxxZbwUjmfffYZ5s6dG/b+nDlzcOedd9q9OyLdceeym0rvcXYzyqyJ/z5FIS10g3E4WTXE4IB+onUz1Uv5eoFefXu2xqxv5KT5AkpyM9Cw4hJkuJlOLoZCvXk/vIc3o3zy9aj5xl3ioD+qMCkjtESPFCLWsD5ReNp3FLWCn70Zr/BSRXsz0bmxMAB3jb4StSrjWdRVLiOJbt2hmdUc1Q7FcvZRDKDks7VAuNPNHWt4qZ7TzeCz7hwgbwLqhAasWeTGqo1u7WIPSRxcufpbUJu3HRh7HpCgQg6EjBFXATsfAU5utGd74jlv0Tkpb8eBbsBZoL/uUKTjKyZcuXKAovPYe+mU040LY0aiW+j6yyprmij+4s1DLaDM6RYMoP69l7Hq2LfR7PtEfDuqsEIzTjdPDBM1emgVweJOt/bt1kLBe0Nto3CK9F7eOOaY69qPuqnX29/niiNmwi/NpD1p6/Vhye+3pEy4qdmIBz7ByNbVm4x0oNk3DI3HnajlJjNFGo1c7dQgngJ2LsnPJ3kfqmuf9JyHl+o53QDmpO49DuSOke1b1m59ncw40CsT3br2s3GOkdOtX8vpRk5pgogntotuDocDnZ3hCbTb29sRCNDMK6FB/gR2U+naC5TFWXQTBFnIqOwG6srSEd0sON2A0A3stCWnm3FupiAAB3567TRRcJN/rnZ4P9D5AVA6lyV7ky+zc/Cd4qKbXdU+va2hzpErO76uPleOedGNz5Jadb2EiLrKZaTw0p4I4aVBn/UqcfLZWoBdFwApvFnhdAsdL3e6GYpuOoUUzIrqRecCnV+hrqwJC++7N/UGVzw0jgsIRGLhBYF6W4DAgHYlOiv4onW6ZUEsr+LvCc85NNRp384ei6ZJuVt5Tre+k/oFkFIFn/nwUm9HD4DI135vX2gdWXhp/We7sOzg96zlANUiGJBNbETI6QaYEt1MJ8jXCi/NGc6KZ/QcBVq3IjDsInPb4vm45L97yOnGRRTb+1xxwmzBKSvRA5bbRZwwe8wt7b1wmrxne3tlwpq8LekJ35Gcbt0HpXtEpEIKAHD+r4ET77JcghynK1R8pJvtJ7NMmgR1OJmjt32XdAxG4aWU040gEobtvYuLLroIq1evxtq1a+FysYtVIBDA6tWrMW/ePLt3RwwG8icC3g8SU0xBPuiWD9Jd2ewGpVfd0ExON74dQH+miHfeVIMh3ep5ntNYebFbvyPjluV2iCcpLrqZrfYZifLM0N/NqsPEKu5sNsgxM6PYfYg9qh1lJom6ymVEpxsPL1WLbrLzyt8VJroZDprUTjcz4aV8IGoUvqQXXmr2/C6axkIH275IzcEVD43LItEtKWSWIeDIQmPnRHg/3oXyYSOjF2OFYPThpQ4HG0T5u6mYghZtobCrwnOk9zLLpIFq/0kgOzXDASEI5sJLQ32L8oxumBHdyotk4aWCgIGAgO+/cVg3LJUXJVo4pTJy+w7I2qBhTjdzopulpP7qQgqc0jlAz19Q/+lOrNrmj7wtQdA+H/OVohsANsn08b8CJbOASf9q+F2SgdmCUwunVFqKHuDbu/+v25Gf5cGccSbzYdqM2WP+yRs7cclkA6FLvs1ClbuNozehoSW6yftQQpD16QommhPd8sdLbU2OO19ys/napL5MSQ1wejMLMRVdprJj5ecaj+iQ930ijV8IgogJ20W3hx9+GBdffDHOOussXHjhhQCADz/8EB0dHdiwYYPduyMGA4kspiAfiChmeHQSrVt1uvFtajmYBEG6+WrkCxNDRvefhPftf0S55wxqcnfANekF/f2JoXzh7lKRgfbwhK9WSXHRDTAQLguz8MCis/Hgm7siC0/DOoBdiF8+N06k3H9yug+wx7zq6HYVbZVL7nTzd2m7d7hAlqvK6eZ0SxX0/F2K3zLioInP1uaNYyESfc2sk8rzlmiJbhxTTrcow8eLzmWPbduN10sWfSfYY1ZFco9jiFK/4wRW7XoSzQPFwP6jAI5GH3Ll62RtHojO3codECS6hcMTjMsrVzpdLKdSXwsTr1NVdAv0MfcwYHw/Dw2wa0q9qCocEfmeN34EsA2A4Ef9F4fx/dd2o7U3PM8VRx6iF3HygQ/6HS7AaeB4FkU3/TZr1qElwrelDiEtm436pmNY9sUoCNBOtq/YVqBHEig8RdLK3OnWKRPdjr0B7P8DcOxVQ9HNtFvPZsyGX27ex5xZRdketPUOQK8tqEl2uKnZiIczPT785dNjBmuwKJNKz2nUVMvSJSlENz2nGy9MouN0A5hQWzBRCvHUq15qhKeAXbN8nVK/KbMMKD2fiW5nPpP6TVo53cTXGuGl5HQjiLhgeyGFc845B1988QW++c1vwuv1orOzEzfddBO+/PJLTJ1qoUQ3MXTgFXoS4XTjHTFXFpvd5vBBubqapJnqhnKMZooCPSykENAVdVxOB2onlOPq8i9Qm7cdLkfQOCxDrGKkIboNtAEfXAv8pQg4HGOCby5WpLDoBkCq6Hn1AB4f9SjWznwOG++bjyvOHY6VV7J8LIaJ8P36oqitWBHdumIT3QBZlUsryZ49hRB/HT7TzwkGpFBQLQeeRmJsU1XF+DZ57p3e40qhLGrRTeP3FoIyMdmE0w0A2neyEDTOzp8Bn/9QqiCWLCi8NGmI7XqgSPF+1BX++LnmzIwuxJ2nTSDRLZx2DacbIAltqVzBlDt6HU5jV2/2CACAq/ew7J6nzO2muOdl5AEOF+rba7FsbRNau32mDsdUKJ88kbvDQLiJ4HSzkiCfvRmU9fWU94VAcQ1WHb/d/Lb4+ehwK+8xeePYY89hSQw9+gp77D/NXG8a1Dc1Y94jG7D4yc24+4VtWPzkZsx7ZENCKoGaDb9c/vynWPLUFrT1+mAtVoCRrOqmfIKRHa9+PsNIOEL/rxz+O7g8OtVLI4aX6uR0AySDgRmnmx7yCqZiX2wkUBgaZ8uLhWiFl2q9pkIKBBFXbBfdDh8+jKqqKvz0pz/Fm2++ib/85S/40Y9+hJKSEhw+fNj0dlavXo0LLrgA+fn5KC8vxzXXXIPdu3cr1unr68Py5ctRWlqKvLw8XH/99Thx4kTY8SxatAg5OTkoLy/Hd7/7Xfj9fhApBM+H0xXudItUYckyeonTnSExwq/O+aTdcdPFKCcCn+1yZkQe5GeWSc+N8vK4dZxuZz4H6s+XOoEnNxnvLxJp4HTjuJwO1I7NxdXFH6A2b4c4g6wrPBV4JOFJzJ8Wb9HNZMLaoE/mKItedANkguRtc/D4DdMjV7l0OCWnjbrT2NfCZv8dLm1niNgu2SDK9KCpm4tuodyOvc3KDqC80rBakDAVXiobdChCzSOcj3nV7JoR7JcmB9q2A9u+B+x4COj8yvjz8YaLBRRemlCU7Vq/QuSAP2j+PhZtaCmH39vIraAkIDt31aIbP296EysSWIKnpnAXKCcM1eRLkQN1U6uw5obJqPQonTaKyRaHAwF3oa4Qpcepzv7I7VorkbsWnvBJGjlWE+Qrru0qp1tjx3g0+4bBdDVv+fkoFw6zq9j9SAiwVAtBH3O6cbigIsPUxFMcMRt+ycS26DG69lm6FkZB3dQqrJnzGUpc0adcqSzwYM2Yn6KuqBFweqQF0YaXhjnd9rL2Ika+RCG6uWUT7ryIQs4o6dp25lP26MzU/w4AFVIgiARie3hpdXU1mpubUV6uvIicPn0a1dXVpospvP/++1i+fDkuuOAC+P1+fP/738ell16KnTt3IjeXXTS+853v4M0338SLL76IwsJC3HnnnbjuuuuwaRMTGAKBABYtWoTKykp89NFHaG5uxk033QSPx4Of/vSn9n5xInp4J7H/NOvghAYblvJ3mEVPROODcrXTzWr1UiMHE7/BZpQYz/oCTHTjIqSR6KbldDvwLNB4GxMYeK6aWAcTXIyMZ3EBO3FrOwDFEN6dO+B9fzkL4a37T7hGh9oT7xzF2+nmNul06znCOvXOTFtcTJbzkWWUsHar7jRyITB7uHbicbEaHfv9TQ+avLmozYQkuvk6pEIJDrdyX1GFl8p+b3nHMpKY7HCyGeTTW4C2L4DCs4Hdv5SWt20HCs4y3ka8CAxIfx8S3RKK2XY9Z/V6tHYPiO8b3sdiFt34wImcbgo6drNrqaeQXbfkiBVM08DpZlREAZAiB0L9h7pJmVg4eSkae86F94I3NMMZG3tnhYQo8zz45i489NYuyDWTklwPrp0+AgumVLJ9iDlsI4huEZxulitwy8U71bXda1JPELelVUQBYPeEvHHM/dy1j+XpkhWjQG+zIvWClXxq8Qo1jb7glEP83+zn9K59TgcUbUZ+LbQSdmu0bp3zj+gdPgrfOfIflr4lADxQ24tbvj4JrjcbAFeesq8u72PohXgb5XQrmAx0fMmcbmK/ximl8rAC349fFl6aMxIoColuPKpGfe6pxz4xFFJIVpg0QaQrtotugiDAoSEodHV1ISvLfGLO+vp6xetnnnkG5eXl2Lp1Ky666CK0t7fjqaeewvPPP4/58+cDAJ5++mmcffbZ2Lx5M+bMmYO///3v2LlzJ9555x1UVFRg+vTpePDBB3Hffffhxz/+MTIywiuM9ff3o79fsoV3dMQ5QT3BbmTZVayT0rkXKL3Aev4Os4g52lQimt053bRmiqwIOgqnm1ECYpXTrWs/sPlmJrRVXQ6MvAr4eJlUBTJauFjhNH8OJxV5h0SFy+lAbc4nQPEH7I2e/eKyQP9pNHZNg7f5LJTvOx2/ToTZ8FIxtHSssbshXmSWAF0Id7rxIgrqyqUcVXip6UFTjwvIBBO1eG6qrtDfRy2MRRVeKne68SIKWeZ+26JzQ6LbdqByAXDwWWlZ2xfA6H+IvI140B9yVDjc0XXeiagx267lg04gwn3MLqcbiW5KeGhp0dTwSS/R6ZYGoptREQVAFjlwgIXC+7vhcgRRW3QQmD5C8yNewWxfSpnrTW1Sau324alNB/HUpoNMTJm4AXVAuLNQTQTRzXIF7oCs36a6tlveltH5mMtFt/3sUY5KwLXi1otXoR5lflcBgslcbfJjBKyJb+prn7rN8Gvh7RdV47XPm5X5eAsysbhmNMaW5SpEHcMJ+TE9QNc+VGZEEHp1KHO3wiXopFORu+ndek43rZxuof5TaQ0T3br2SU7IzGHR9e3k4aW9svDSjGI2qcD7/Or0NOochwqnm/lCCnExRRDEIMc20e3ee+8FADgcDjzwwAPIyZFO5EAggC1btmD69OlRb7+9nXU4SkrYoGLr1q3w+XxYsGCBuM7kyZMxevRoNDQ0YM6cOWhoaMC0adNQUSEll77sssuwbNky7NixAzNmzAjbz+rVq7Fq1aqoj5OwTiAooNE3H94zR1D+5QFMv2Amvv9yU3xmBPVEND3RzWr1UqNCCnKnWyTkwpwVp9vRV5ngNmwe8PU3pLBSu0S3dHG6yTskWng/kJ6Hqo/VNzVj1ZsXormvDtgPoGFz/DoRZmcUueiWO87e/ZtFr4Jpj07lUo5qEGV6oOM5w85NTxHrOHbukUQ3dduzy+lm9tzmed3avgD2Pqm8ViSzwIJYRKE8OcLsEMZKhT85hvexWEU3yummjV4+NyA9crqJjqsIolv2cKmQTfchUxOH5dlm81+Z72+1tPdh2SdzsWZMLerO/p7xyhFEN8sVuLnTTeM711SXoCo3gJZuBwSNDDth2xLdekXhO+ZVJTv3Sqk83Hnse6jakmW3Xpyom1qFNUtmYtWf16HZJ/UzWdGEyGGl3547Fn9rajEUEK3A/57/88GBsGUtHf147B0p13NVYRauOq8Kv/vggP6E/Hwv6gDUjC1C1Snrrr5yZ4ssskPVN7DkdJPndAtNuJfWAAf+l/VpxIrjUYSWAspoDtHpFnJWFp4j9fnVk/ZGhRRM5nSLmymCIAY5tvXQP/vsM3z22WcQBAHbt28XX3/22Wf48ssvcd555+GZZ56JatvBYBD33HMP5s6dKxZjaGlpQUZGBoqKihTrVlRUoKWlRVxHLrjx5XyZFitWrEB7e7v478iRI1EdM2EOMansp4tx95HvYfHruZjyo/qw2TE5YTk3rKCX003PeWTV6WZUSIHPdll1uhkVUlCHUR59lT2O/kc2AOdhNL3NsSV7T6OcbgCkjkZwgIXfqfG+Lz3v3CflWulTdrLilmtFbCcRnG4xVi6NGS669audbqpOnhrVIIoPmvSGbA4AVXlATe4Otk2HQ2q7uk43leBhKqeb7Pe2WiSFVzA9sw3Y8wR7Xn0Te0ym6CZ23im0NNFEatdG6N7HBnlON3WeVqMcT7bmdOWVSzVFtzTI6SY63YqM13M4ZZU190pClkEfpqaiC1Wek3BYDDo0Qgj9v+rEvyFQPMt4ZdGdqS26SQnyEXaMmhW4xX5b+D3B5XRg5WXDATiMC0zwbRmdj/x3PvoyS7ngygFGXsPeU7kmLTvs4kjdpAxsnHwr1o5bwQpOzXkbTyyZaeqzC6dUYuN98/Hc0tkoyvZE/oCNNLf34X80BDeAtTcBwP0fFmBT57lA5aW6xbO0cEBAleckavJ2ySbbDSb2IhZS0HC6FU9n+dWCA1LOtWgql8r34+9UOt0AqZgCEDm8VCunm8G9w3JRE4IgRGxzur377rsAgFtvvRWPP/44CgoM3DkWWb58OZqamrBx40bbtqlHZmYmMjMNSpsTtqE3W2L2Uh3VjKBuTjcNp1vQL+VFMJ3TzcjpxpP0m3G6hUQ3V7Z2ziyORxZe2n8aOPkhez3iKvbIZ/ADPawTEGmWXI90E93kQqW/E3DJhM6eo5KQAyDQdQCrNusnQ49LrhWzOd1sqFwaE1wg1nO66YWXiu2SDaKUYS3Kc1wc6NR2wHUiKHUcedsNORFjCy/VOL+jdbrxfHaZw4DzHpJmrv3d5sV5O6HKpUnDqF2bJew+FkF0i5hHR5bTTb5uWW4m4ABOdfXHNf+O+vhmjSnG1kNn4O3sw8FTPVjbeBgtHdJ3Vud44nnBCrIzwtaVh5tZ/j5t3Ok2NXzZYAovBVhet/YdLK8br7JpcG1yZRRg5fDfYdmh70fdjrUQ4ERzXz6e2XQAt8yt1v/7aFS7VsMLIa36awOae6U+eqWWGz2C0Fh3wUys2XYpVh25UZHLTnNbPE+bVi49/tvy/kTVZdK9WiXgmnXrzRpTjIZ9p+ObJ6vrAAs5LtzH8hj3fIBA/g2m3YQupwNzJ5bh4eunafbhk0mbLwtLDvwUVaecWHk1WJtRhUGqEfsgw38HV59Lv6q5onqphUIKvO+fOYwVxOr8CjjVwN6L1ummWb00NAlaJJtYUE/am3G6GYSXpkKYNEGkK7bndHv66adt3d6dd96JN954Ax988AFGjhwpvl9ZWYmBgQG0tbUp3G4nTpxAZWWluE5jY6Nie7y6KV+HSA5GsyVmiWpG0EpON/lsj1Wnm2b1Uu50syC6GYWWAtKNVwgAR/7KQkuLzmU5wAD2PT2FrMPee3zoiG5OtxRi4+tUugu9IWEyqwLoO4HGluzEdyIsh5cm1+kW6G9Fo3wg0HUELiByeKmskIU4aHqtCc0dkvtQHOjgKeAEpI4jd7p12iG6aYicVoukZJYA2SOA3mPs9cQ7mEAYakdo2wGU1Zjblp2Q0y2piO1aNbAryfWgtTtyuJb6PhboP8PySh4fH5ZXMlIenUBQQGPrKHjPXISDnxVh7asbFKKVHHW+JLk4pn6tFrj01l23swWvbDtumDhdjV5eMC3U4WZG30chVvh7JfFey+nGzx2bw0vtTDQe6Gtj7aJlcuR8o7IKpsgKRXsYOYE9hagrbMCaebux6rOz0NwtbddsOzbiwTd34fcbD+inavAYh5dy6qZWYWHr82j88it4fcUorzobNdesCf8dIlWddzhRN8GFhblL0TjqSXgLLtP/+5hxunFGXiPlk1O1JTMTT1edV4WLf/Zu/PNkcZGwZAZL7r/vKbg+/w+s/P/+imXPhed703QAQrr23f/X7TFXPLWbls6gGOq48b754nmoJfxXFmZh5cVO1B1sAHrHyfoGNjjdgj7peUYJOzc7vwJOfcTei6ZyKSCJaT1HpPaeHcrZaOR0CxPdZK+Nxi8hUiVMmiDSEVtEt+uuuw7PPPMMCgoKcN111xmu+9JLL5napiAIuOuuu/Dyyy/jvffeQ3W1ctA5a9YseDwerF+/Htdffz0AYPfu3Th8+DBqa2sBALW1tXjooYfg9XrFaqrr1q1DQUEBpkyZYvVrEjYSabYkEkXZHgQFAYGgYK0T67cQXirO9jhY9UgzGBVSEHO6WQgvNQotBZQd6YPPsUfucuNkDw+Jbs0sQX00+NNMdAPYbxfoCy+mwENLR/8TsHcNvAPmEu7a2olQhZfqDs66Q53jJDjd2AB+ONYdW4pXvrwErQObxWVVnruxcvga1EUqpKAaRNVNrcJC3xNo/Pg1NmjynEHNDa/CVVAFNKpma0Wnm8lCCkaONcNCCiZFN4C53XqPsaIFE+4IvXcu0LKO5XpLhuhGTrekI1ZFfu5yeDt6UT7nx5h13sW4+GfvGuQUEsT72IA/KIlWHy9A68D/x/JKfiTllQRgmEdHSkReA6AGOAIA+tcstYClFseMxDIr6yYqykj9fRQiHI5gVtCFrb7Z8H7pR3mBUrQKZFYyQctXjPKvjqJmwghpWZQVFTUH9wZCp5Fzr76pGatem47m3lrWLhoj5BvN46LbHqD4PPbcaFIi5OKqqziAhde70LjxD/AW1KH8gvswa0xxhHZsDsN8TxFyuslxde1BbV4onN/TwhqfGi5CqJLGK/6WgQWowTuodb0DTP+2/g4NRbdqiGUFHC5gxCIpX6yGa1Jy632E5l5JbK/Mc+CqmWONc5XZmSeL31NzxwHTfgIcXAucakCd+2asGRc05wCUfaf8LA+W/H6LPcdmE+ooBfmE6Z3zJ4Sf0z0HgYNgk9N6k8wK0S1SIYWQM5W3H4C1IX5uihXHo3W6hfbPC3hklkoiYaFsfBvJ6aYVXmrgdEulMGmCSDdsEd0KCwvFiqUFBQWa1Uutsnz5cjz//PN49dVXkZ+fL+ZgKywsRHZ2NgoLC7F06VLce++9KCkpQUFBAe666y7U1tZizpw5AIBLL70UU6ZMwbe+9S08+uijaGlpwQ9/+EMsX76cQkiTTPQCBruVtvX6sOT3W6zPAloppCBf12ybNqpKKVYvNeF0K5nBjqlstvF6DqeUuJd39kZerVwnezjQsSu2Ygrp5nQD2Axf/0mF2wqA9DtVfANo/hvKO86Ef1YDWzsRsnai6165YjzqeIWrBItu0jGNAHBt2PIWXxGWHfo+1hzMQZ1WFJzeIGrgDFx7fonavE7WGfR3AiffAwqqpbBNMbw05HTTza8ie+3KBpwu/S9kVEjBrNMNAEovAJrrgdHfBHJCx1c0LSS6Wc/rZkv4n+h0qzBej4grLqcDtVV9gOsDoLQZcDsNQk/5fcyPJb/fohKtlNeZlvY+3PHspyjK8Rjm0dFKRG4FtThmxZ2Wiul7wkRF/BVBuIDd2wBAIWaya91qtuIfPkdlwZdYXDMa7b2+MOeelYqKEY/JQKzk+2nv9eEPmw5Cq13oijFiBdO95vLSyoQCV+8hJmpNuhQICRWxhlADEVI1mBXdBIG59zhd+1jOVleGcj2N8NLwv88UVHmewsrOp1E38wSQrXP9FAtYFIUvc2Wy+1XPEWDYhUz4iOCarJtahYUHHkBjsxteYRTKHUcw64J/wMX1mfEpHqYFF93yxrH72NnfRWD7g2jc24J+XzF+Pv7/gMoFOFVxI8oLciLei+aMKzUMTU0WelEKLqcjPGpBTMXSJ/WVDcNLTTrdeISLp4j1Ufi5yYk1vFTsN41SLssdwwqphDndVI5XvUIKgqA57rFc1CQK7HQIE0QqYYvoJg8pjbZYgpo1a9YAAL7+9a+H7euWW24BADz22GNwOp24/vrr0d/fj8suuwy/+c1vxHVdLhfeeOMNLFu2DLW1tcjNzcXNN9+Mn/zkJ7YcIxE9dgkYlmcBAxZEN6uJ1uXratmzrVQvzR0DXHfCOCSE48mXOpnZw4ESVUJc3pmISXQL/S7pUr0UCC8yAbAy7R272PPyC4G88ajJeD33TwAARLZJREFU/Xuompkrbp2I8GNj7aT+SDGWfazjXlm7g1V+K9sVfVL1KNDLtShHgBMOBLGq/jAWnjchvEPk0cnR8+UvmNBWdC4wfBGwczVw4l1g/K3heUmyVeezkdMtUvi3USEFK063s/+DhYNUf0t6j+d6a7cmukUapJueUBCrl5LTLenwthtqy3qhp2qMRCu+qK0ntcK30o2gqm4YFzO1MApj1XLUnT+2BG98Yb0Ig9HfPfwYLOQbzZ/IHrv2S4P/COGlAJjAxEW63DHiYr12HCl0WI1uqgazoltfC7tuO5zsuu3vYsJioSpyRVVIQbfaoq8Myw5+F2s2vIC6RXdr7zNSYZOCs5jwwQsoyItyaAkXnXvh6tyF2nw3cN4SYNv9aNg7E83t+sUmbE9xIRfdANQLt2LV3qlo7pXuqVXNWVh5pdvU/qzktrQzZ6BZTE3yu7JY33ygVRJ2jZxuEauXdrC/v5jPLfQ7qkOSY61eyskeqXxdeE5IdFM58sw43YQAC4tVi9mQ/623hsKQpeuqXhiyFSKlUEgVjIRBEg0JPWzL6RYMBvGzn/0Mr732GgYGBnDJJZdg5cqVyM6ObpAumKi0mJWVhSeeeAJPPPGE7jpjxozBW2+9FdUxEPEj0myJPjEmuhdzfagG2k4tJ0yEvCBaiIlIjZxuJjtNkfK5cdz5CAgn0Nh9DryZ/4jy/WeUF3l5BdNoSVenG6AML+X53Aqnsr9D3ji4HEGsnP4Vlm06Gw4Ebe9EaOLKRkBwYtX26Qaz2wJWHb8dC8f8CgYeLluxkmtRgBPN7X3aSbJ5h1A+iBpoA3Y/zp5P/RHrtO5cDXjfZZ1T9Ywtb7fiNo1EtwjitFEhBSuiuqcAOOtO5XtcdGv7Qnd2WI0ZYdP0hAKFl6YOougmVT2vm1qFhWcVY/OLN2H5jmvRFsiHuXp6hL2E9x3soKWjPyrBzQ50xZickSwlRrAfaA9NMpkIL4WvXZqMkIlugCyEWqNIhlYuPyPCRBA+SRP0aTvXOFwMyR3L0nS0fsy+X5joJjndjKstsgqmq7YUY+HCHrgyNO4FvJCCqmqsOLDO/AnKy69Azfh/YfdpPvkR7Ge/p9ohd+x19lh+ETDiSmDb/fCeOqb9fVXYluJCJrrVNzVj2domCFDeX61OaOsJs2pn6PRRRZj7yAbTbUUJ7/Fbw/Qkf/ZwJrrx/I/qvoGp8NLQ+4Kf9Tf6VZPtaqdbrNVLOTkq0W3UP7BUKsMuVL6vZzgAlOOiQI/ueVg3tQprZr2PVV+cYzoM2Qy64ng8QqxjwEgYBJAWoiGRHGwT3R566CH8+Mc/xoIFC5CdnY3HH38cXq8Xf/jDH+zaBTGIMJ4Zs3ZjtTQLqJfTTawmGeOg3CgRqRWnmwXq22qw6qsV7Oa3H8DHqnwvouhmR3hpGuVp0HK68Xxu5Rezx9CsY13xx1hz5Qysqj9iaydCF1c2GrvPQXOf/kBIgAPNvmFoHJiDWnv3rks0uRY1k2SLzgXZb7/7V2wQUngOMOpadq45PcwV1PaF5ChQh5dyUsHppkXBFOa86D/NBDC1Q0+FWWHT9IQCFVJIHXjb5a7NEK7P74Oz60u0Beyr6k4QnDAxxuFkLqaOXUDbNvaeyfBSsZ+gEt0A7bC82vGlqB1fih8smoJnNh3Ag2/uini8YSKIfGIz0G0guoWcf3kT2CRD68dAx5fh68mcbpGrLTrRPFCKxs1/Qe1FN4WvoOF0Cx90T0LVx5uke6BYvKpFX3QbcSVQcDaQWYZy1wnd45NzqrPfeh5jNUG/WH08kDPWQJC0HtaqJcxquXx+eu1ULAu5TLX2vXTuWM3qxVYFN8tRCjkjgPYmfaebKweouISJunrpHNx5EP18vvZwp1vuWHZ+CkH2OtbwUk7uKOXr8bcC1TeFp91wZrD8g0KAfR/5JKHTIx2bv0c7pDpEXeZLWDj5v9HYOxPe/hyUn/v/UDP3xugLxRiK43EIsY4SI2FQ1zmdYqIhkTyckVcxx//+7//iN7/5Dd5++2288soreP311/Hcc88hGAzatQtikMFnxioLlR0wJ5RtpijbY2p7pmYBuQig7oByp1tQJ6ebWdyynAhyBEES3cw63UxQ39SMZTv+Cc2+MsX7/CJf39RsU3jpYHG6hfK5lV/EHvNDVv+u/agb3YGNk5di7fT/w+M3TMfa2+Zg433z43OTdOfA6zMXMupF+OAnXkQ7k65obwACrjw0dE3Dq0fHomHfaQT8PmD3L9jKUx8I5SLMAUpZ/k0c+D/26M6XwjY8+arKWuqBmux1pHNUrKbaIb0Xjaiuue1sKZzLRF43K8KmfEJBE3+31L4pp1vy0XC6oXMf8NUvTZ/vBGEVTScPd9SYcbpx0a33ONB/ij3XK5Kjg8vpwC1zq1FVmKUrjTjAXB9hIogrg4kBQHhKAjlcDMmfwKpuAlK6CDkyp5vpaov76lk/TY0qpxsfdKuv4co+l05et4EzUh9kxJVM8Bg2DzW5O1CV44soKT345i7Me2SDeJ+Nip4jTHBxZqLxRKbpyu1m4cLs1dNHoHZ8qaZAotf3ryrMwm9vnIkHrjwHdy+YiE33z8cDi6Ir/hVVlAKf6OPXb3XfwOEA5q8DLm1gfRgVgaCAhv2teLXzMjR0TUOgvz3c6ebKAHJkfTq7RDd1eCmgnefW4ZCuBVrfz6UzhpHT3wp07YfLEUTteRfg6uIPUOvZoPidA0EBDftO49Vtx1gfMEIcemRx3HpbtJtIwqAefNmq13dG/B2IwY1tTrfDhw/jiiuuEF8vWLAADocDx48fx8iRGhcDgoBqZuzUMZQf+hlmzf4nbPXPEWfKgoJgqjKSKQu5GJ6gEjKMcrpZccKIVSlVTjd/FwudAGxzuilvAAZht7dWsbCHoRpeyp1uA2eYowqQRDeeX6NrH9B/mnUiKruA6SPie2yubJR7TBZwKLZPpI24ryhzLcrbWzAIPPiaE81docTkuzajKt+JlSVnoa5sJwt74FR8Azj5oVR5Vz1bmz1ccjfE4nTjDqT+U+zcdOfY5nQLBAU0+hfCe6YC5V/uQ02FsRMhGmFT9zM8n5sry3w4OhE/RKebTHQ78S4AoHzYyFBFUes4ABTmeNAeyus2mLrtVvOCERKGTh4+ESD42aNRCD6f6OCCmzs/LJzSDEYRDEYiSCAooLHnfHh73SjfdxI1U0dqX0O7ZKJbbqi4UASnW3mmyWqLviag+W1geJ30ZtAnCXgZxebdOOcPhwu7w/tcx+uZ4FU4RZrwK78IrqOvYOWk9Vi2rS4sxYU68iNm14wYWloNb2eU4cA2YMYV53I6UJZvruhdUbYHbb1S3suoohREd33oL6zV39VJH6F0P7IUFFW/3o+V0wXUAcrJ9vzxQPcBFgKuzs1mFvX9Xt13MsKdxyYgtfpN7lCuRK1oHU7rVvaYN56Jx3vWAN6N4uJo8rKZFsfj0BbNEk0kCMf2vIxEWmKb6Ob3+5GVpby5eTwe+HyU/JcwRgxZGF8KzGaOF3k4XSAo2FMtJ+iXOmiF56gOQiP8LBqnmzhLpLphcZebM9M24Uq6AWh3AsSL/Kly9nv2HjedcyqMdBTd3Cqnm3cjAAHInyTNRPOqoANnpA69jU5EPQKOLAQFB4rcPWjzZ0Prb+iAgErPKdSMS1zYYPS5FqX29q/Ph1vsmzsDuKPz+/iOewvuhFPKUVfxDaDpJ7K8ZKoJmuwqk6JbhJxuGcVSld+eIyz5tUmnm1FSXKlzWQegDjgCVG3eYNi5jEbY1P1Mr6yIgg1Vw4kY4U63Pi8Q6GfVDUMh7TUTx6Fqn/Vzi/9VH76O5Q7UGsxcdV4VfheqXhpLqoZ4oBbV1DmejPKCydc9eKpHI9xs6BLRyaPOHWXodCtSvs4dE/X1RDe3l86gW7qGfp+98XwzqgrPaF9D+aRp3gSgYBJ73vElC4eTO49kTjdT1Raz+1CTuwP48r+Uoht3uQGAp9C8G6fnXNTi3XCnmzy0NESg7EI0dk1Dv7AX95zbjLW7PGhRRC7EmMdYjSyfm9l7ka2V22VoVhGNct9P/PNMOJ2O2JLXR0ppoYNuyGFXEMs2nsUKYskn2/MmAHiHudyivW9HKqRg+NnQtUBrwlHMS21CdCs5HyirBeBg/efeFtTvE6LKy5bstmgGOwS/ZIqGRPKxTXQTBAG33HILMjOlWYm+vj7ccccdyM2VbvYvvfSSXbskhgjRzp6G0bUfCA6wm4oZp1s04WduDfEOkCzmmaW2DY5Nzwz150nHpJXY1wxiUYk0Et3UTrfjb7LHivnSOu5cJlj0tQCnP2bvZcRXdKtvasaqVwQ0d/1U9q5ycCy26+G/g6sgcXkxrVQhswb7Ro/tm4O1D2/Aj68KDajK5kgJvwFtp5t4cDE43RwOds6372AVvQrOMuV0i5QwV6tz2RzK7bF07lgsmFIZ1vmvqS5BVb4LLZ0+laNB47ARYUKBD+oon1tqkFnK7iWBPqD3GHPjhEQ3V9XFUeUxVYsVeu6QGaOLw4UO9yksLtuAsRc/hLK8bMABnOrq1xSw1OKYkQMt0roluR5cO30EFkypFEU1o8GwPC+YkfPlzvkTxOVluZmG3yec8GusoPE8XYjo5MkzJ7oFggIajwbhPXMRyj1nUJO7Ay6NfG5WMJvby1LidEFQhpfmjQMcbtY36TmqDIeVOd1M9R8XTYRrD4CWd9g+uGDJRTd3PuB0m+9zBXkFU5noFvQDx//GnodEt/qmZqx6rQ3NHavF1SrdJ/EPE3vwlz3696WYXDMy0c2UIGl35XaLmD3GOTqhrJYIE90i9/1NuR+P346Fng5pspG3r2hDSwHA6ZbuNQDLR2cWvfBSwDgvNaf1E/ZYej4bTxRNA9q+QODEJqx6vSiqvGzJaItWq4zaIfglUzQkko9totvNN98c9t6NN95o1+aJIY7u7Gm+Eyuvnm7OQt6+gz0Wnh2ej0EzvDQGp5t6lognU7WxiILpmaGiAjaT7Wtj4Q4q0S3ijadjNws7cXqAvLF2HX78kRdSCPqBIyHBf9R14iosNPAb8J45hvK+btRkOuGKo9PNTNVKAKgsyMDK4pWoK2xI+G+ud67le4BOG4zLLR2qAdWwr4kheKJTiGMkurktiG6AUnQDIorqkRLmFuV4DP+OT206iKc2HQwLq3A5HVhZ/TKWfXElHBAg6IgtpiYUqHJpauFwMMdB195QMQUHc1Y63EBZLeoqczXPLafDoRSt3J24dvY0TdFWzx0iCh07tsH7wT2SgFL5dWBGeOiRXMCSO860XssFrkjrat1DzAoDkZwvRsvl38eMqFhpUG3OLodgJKeetdDaIAAHls6t1mwXYfDwUo6GG1g5qfA9AECV5yRW5h5GXdja1oj0t7ScOL3/ZMi17mCCm9PDvmPHLuZ20xTd2H3BlPvu5HTgzKdsW6LopiyiYLrPVZgH9ELpdGtvYn0wTyFQOkf3/nLCX4q/7DGXbjsq14xMdLNtQjuOJPQYc0YgIDjR2H0OvL5ilHsLUTPJOF1EZPdjqCBWa7YUwTNsLnssnhHb8XoK2Jgls9SiOcDA6eY243QLiW4ls9jjsHlA2xdo3LUDze2zdD9mJBa7nA6sXDQZy57/LNQvks4BR+iKYGdb1JpQlV+v1fe8muoSmTDYq9tv0yMVBGwi+dgmuj399NN2bYogNFHMnn78CMo76lEz4xtwTb3c3AZE0e2c8GWa4aVR5HySF1KQh3KKTjf7LriWZoa+HA60t7EQ00IpMa2p3AtHX2OP5V9Pr7xRYiGFDpY3rP8kEz0rvg5A/t2XiB+p8pzEynIH6qbafzjGVStZOylydeCJMY9izhUPwfVBAwuvTELFWMW5tnklyrs/wKyi47i46TG0DBRFdGiZQRxQlX9dJrpphJdyYgkvBYCc0KCMi24GTjczCXPbeswpkHLXBvtNT6G/fT/uqXgOa3tuRktnQPNzlTn9WHldrfGEgli5lIoopAw5IdGt+4g0wC29QCEAqF1As8YUY+vLt8DrPcTEsjEFcF220WAn2ricDtSOKwO2fyC9WaZd+1ivEqXR62jXTQTq7yOKcCf2orxnE2ZduAxbj/ZoCoMLp1Si8asD8L77/3CwbzjW9tyoOC+5c0+7oqI231kwEXfOn6jr1DMSNrUEuirPaawc/SfUXfk3cz9IzigmTPFcsqqJCd1JBV8plm0uw5oJzXGttGclcXrt+FIpzUDuaBa2DbBiCh27WLGIqkulD8vCSzkR3Xc5I5jo1nNM2o6vjT2GJipN97lGFwAtUOZ0O7ONPRZPRwBOg/uL+XtrVK6ZLhaGznPiWQ0HTgaJOsb6gzlY9eVTUgX7I0DVJuN0EabdjwOycNCyOcDVhyNWOo+IOx+A11poKSBVC9Z0ukUopNB3SupDFc9kj8PmAXt+A6/3AAB90Y3T0t6Lhn2nw87DuuKPsWbMo1h1/A40+6RreaXnFFZeHXvlT24wWLezBX/YdDD8uDr68dg7ezQ/ywW5y6eU4g8NRw1yLwoaoiEj2QI2kXxsE90IIhGIHevsbwDv/Qw4fByY+ajUCTPCUHTTCi+NxukWEgKEAOvsukIVuUSnm30DE0szgFlVQPtORQVTvU53WHjc0deYLX7k1bYde0LgAqGvEzj8Ins+6lrA6TEecKx3YE2V/QMOM0lY2wIFcCIA11ePszd4sugkIJ5rnfnAzu2AH1hZtQbLDn0/zKFlNTxLPqCqGfZ1NHZNYzPLrSNQUy2bWZY73dwq0c3pARwudq6ZdboBQPdh9mjgdIslYa4a3hW7/6Xt+PFrO0MD6XsAAJX5LnxnwTjlzOreN1F++L9QM74SrqnXGWwZFF6ainC3Zu9R5hIGgPKLFatoCl4zLgIab2MvMhdFv3/1uVA2J/ptpTGKXLGYDQCoHa+dHsHldKB28jig+AHAnYc7i8/XFWciOeqMEoabETo5CoGu7xPU7FsKV2nkAS3AB5dt8PZej3LfDuZ4lLUL40kFJxwQos8ZZhKzYsWmvSfZ7y/P58YpPBs4+nJ4MQVZeKkcQ/dddig8r1cmuqmcbqb7XLkhwVbudDvzOXssOi/m+0tMrpluyenGMRsOnEzifYz1Tc1Y9uJBCChTvG9bLrLCGAof6MEnltWTlZGIxenG87nlT5IKsAybBwAoH/gMwD9of07Gj17bgc4+v/havGY2/xfqChuwcPbFaCz8D3hbT6L8wEOYNfACtnrvx6vbSiP+3eWRO9ZTEOijFOQcoT6wHIdsWVCxrDK7Byuvn5cSAjaRXEh0I9KTykvZgLz3OEtOOzryhd6y6BZV9VLZuoFeSXSLg9MNsDADyMWL0MyrseuKIYbHeZZi5fAA6kZcZeuxxx0xvLRdFlr6DyYGHDEkKTbA7CCjZaAEDXub4fVdhPK8WagJGoc3xJ3zfgqMvREIDqAOwJqv+rBqQzeaO/rFVSoLs/DAorPx4Ju7LCWKX7ezBfduH5By2hwJoOodaWY5kFkpCXIteUpBDmAit7/LmujWc4h1zE4NY3mMmnNQM0q5XbuT3QrgzjilO+5E5wB+8c4erLlxJuZODHX2S2cArduB0wdYWLTT4DbNq5dSeGnqwAdT3UfEfG5itWQjRl8PfPKvbLImNMiPCvW5UDo7+m0NNSq+AQBwQV8M03XU2SwEKPczAhj9lkIo0UPpXmcpXqo8J7FyvBN1IQOPqZC4OFfaMytW/Prdffjrp8ewctppFvIqLxBRMJk9duxSfkjD6RYRnhNL7nTjOd1kKTlM9bnOnGRvhpzIgaCAxv2n2f2m93y0uMzfX2wNqRxoB/pDE8C8iFQIM0UNkk28jlHZJ1T+pupQZwBhblVj92MQlZ7TqBk/ydbjbTzQCu/p2SjvCaAme5SULw7GKWMCQQGNbdWsLeaNDetfBpy5rM/1FVAWOBWeVmDnl+yzuTOlz+aOQiB7DIKdAooyfGgbcIf9jnLkghsgm+gvOwsLCrtQM+lO1OaxCZP6/ptx8duXhNyH2wDo5wxNZLGdoOL7KdMRBEMut6UzXFjQ/j3UFB2Ga7LketUTBu1M82A1JUQy9pOK4n68IdGNSE+cLqD6ZgR2PILGj9+Gt7VWMwZfPJmDfsl1UDglfHt2VS91eli+OCEYEu1CM0G8eqmNOd04pmYAc7joxpxuVmZaW3ylWHbo+1hzwB2XsMu4wWcBz2xjbihPEVAx33pYi02YHWQ82HwbWgNF7MURoGqHcXhD3HE4gCJJqK6bAyys0e7UOZ0OLHs2vHqpHpoW/9DM8u0XVeO1zwbQ3MkFOaDqA9Vv4cpiAyyXedGt/nARVj2yAc3tN0vbfVe53UQlu9XMXVR4DnNp+jqAtu1AiUHeFzG8lES3lIG7Dk5vZuGlDqeUw8eIjGJg+BXA0Vdjq6DszJDuQXnjgaxh0W+LiEjCxIrhl0VcxdDB/Uor1uQxB7fpkLg4VtqzUim7pb0PyzZOYlUgFaJbKFWGSaebISacbpyIfS4eNth/CvVfHMWqN3ejuf2f2HtHgJLcHaYO6TsLJuGFjw/bF1LZHQotzRwm9Y8I033CX2/YG/b3kFePDhdIQ7nIhv8Ormx7IkWUovqVAK5EVcsAVuaycztS8Se2bD6A+WH9y/qmZqx695/Q3JcL7Afw3hbFvlkOygkAvsc+u3ODtN3PH2WfU/xq+sKUFk+duhZPnboWVb/6EiuvZMLVsjf6w9yHrd0+0RRgLS+mnTh0nrPXDgBv7ffg+2d3At2daNjyOry5cyMKg3YWNLKybrL2Y+QMH4yQ6EakLfUD/4BVX05iMyAfbwtbrjiZu/bpVy4F7Kte6nCwffi7pI4fIM0uxilJf8SOf1boghYS3ax0plluAgH3/3U78rM8mDPOhipRiYB3KoVQqMeoawBXRtIGHGYHGa2BQsXrSOENycAomfuaG2fix6/tQIvMCaeF3o2bv/U/HxwIWxb2W3Cx3GNicJU7BvXttVh26DYIUP5t1ds1k7unMMeD9lBet1j6fGEir9MFlM4BWv4OnPpIV3QLBAU0nsiHt/MilJ8sRc2IJDsiCQYPL+VhOMUzzefCPG81ACcw4fbo9+9wMBHa3zlkQ0uHIlYc3KZD4uI4+WClUjZfdv/Ru5B/JgdzuMOm4Cy2oO8EE8gyilkuXducbiHRzRPuPDXsc2WWAg4X6ttqsOz5z8O+W2u3cT5QHj565/wJzEn5we/h3fEsyodPQc3Vv4n+Ot8VHlpKmO/rPfbOV2HvtbT34XcfHGCThJ83K8SuioxOLC5+Ff1CJhqO+BVO/UgFzLSWr9vZoi2q92SIE5W/++CAbvEnLeSTnOyz+uMddX9NuV3158KFKLOEF6vS/2xyBLfIiEJt93144cssNG/PBXfqGaH+Pkbfz851k7WfVBzfxBMS3Yi0pL6pGcteag6bAZGjOJkLeWjplPDKpYAkugX7pAII0TjdADbL2bmH5Y4Sq2DFz+lmihxleKn1zrQDbb0+LPn9lvSZmXCrZnJHsRDkZA04zA8yjMMbUl1Y4S6AX//PPXjs0MLQu+H536LpLIWFejhzWCjE/kKU47Rxro+MCqw6/i+mq+VFyt3z8HXTAGhVPowORcd/2Fwmup3cBExaHrauNJt9D3vjSAeq3k6yI5JgqPPrqPK5GVJ4NnDRS7EfgzskupWS6DZUsOLgtlSEKY7ohWpq40BboABLXgOq3pdd63JGskrB7V8Cw2rZ5CqfaIvV6aYqpGAahxOBzEqsOn57xAkZM+GjtZOrgeMfAO4WNltlkrAwtsMtOHXmIpTnzkh+2ooUIpa+Hu87vPZ5M97/7jdY6Nzet3Fw5+tYe2YRHjvxLbbik40ajjPtXJB6lTX7/EHd/gsAPPlhuOAmX653/MrPmm8T2jnNYsdqsapU5rHtoxDbtOzgJt3GN7ESewk6gkgwRvkX5Aihf/f/dTs27TqEgODUDi0FJNFNCAJCKN9ANDndAFbGHpCqbQFxd7pFIpBZhYauaXj1cCUa9p0W81BEc3njYmZ9U3PklZOJPHzCUwBULgAgOc70vrsDrAMUjwEHH2RUFio7eSW5HsPPyQdM6YDL6cDd4z/Gb8f8FFWeU4pllYVZWDp3bNTblod6zPvkR1i8fzXuXp+NxU9uxrxHNui2y8ZD7Wj2lUHvmqH+jfX+VpWFWeKsXN3UKmy8bz7W3jYH3547FiwbUjCq76Xo+PNwxJObwtbjIWTqQWranJeDnRxVgmwroptd5I4F4AAq5yd+30RSsOLg5pMKgJYfhfWsElVpj19D7/zGhMgrh1Bc69R53bjLDYjO6TZwRopy0AkvNUNj/xypCqYBxbkZitfy+4sID6Pt2gcEBkztv76pGfMe2YDFT27G3S9sw5KntmDJujG4+8j3sLhhoeG9cqgRqU8YCd532HroDGrHlyIzIxu/OLEELQNFivW4g+sOg/v36rd2at/fO/ojilCxuL5S1TE2OBjcQlKspNv4JhbI6UakHVYrP7X1+rBkwyRUup/CYmcQY7OPhdu5eZgawPK6OT3RO920RLckOt3qm5qx6tVuKTfWns2qPBTKSpSRSJuZCbnTbcTVYoVbYxdTKAdHHAccWvlgWjr68J0/bYv42Xjm2LEddx7qCtdhYcEWNA7/FbzFV4vnXeOBVjylkc/NCizUQxm2Z2RVjyas2Ey+RB5mVDu+FDWj87DqL+8ry92HZqjbe3zmXSWls5kjt+cwc3HkjEQgKGDzvtO4/6/bTbv1iCSQUcImcQJ9ABxA+YWJP4aLXmJOa71JJmLQYdXBrVsQILs34ZX2XE4H5k4ow6/f3WtqfcW1bsHZcLW8w6qzA1K/zZlpXIRGjaeQTbAGeliIacFEzUIKZvEK5ipKPrDobFQWZhsnFs8ezvoz/k7Wr5TlWNVCL7efnKEW1mWEsk8YfWV2b2cfMwVsygjVtgyPWtAjkluNIAY7aTW+iRIS3Yi0I9oTs8Vfhsc+dwCfbwOgyvnmzJRWDPQxZ1QgipxugCS6dck6kEkS3XQTK/M8FLWleO2TL03NyMqJV7EBW3HnQuwyqarb6g44Mtux8h/nx70Tqs4H07DvtKnPJSrBvy2EnIYuRxC1U6cDw0aIi6wk0TbGfChutGHFVhKl1503Bgt7P0TjF1vgLbkW5TP+TZGLxXQlOk8eUHQecOYz4OQm1HdeZCoEKy3Oy8GOw4FA9mg0tmTCmzkD5UcC4VV34012lZTMnRgSRBMyqphUOH0C5WdeQc2cf4SrMPFtx+o9QbzW9c5ELQC0N7EF0eRzA1hKkZwRTNTq5aJbdE63QFDAqWCFqXUrC7MjX6sdDhZ6frqROfoMRDczlekBmqRRI/YJX/kUzTKzZGVhFm64YBQee2eP/odDlOdnMVNAFxCtu4kcZ4ln6dyxKMjOsFT5VN6X0+rX0Z/ROmk1vokSEt2ItCP6E1N5Ewyb6XNmAsF+qZgCnzE1UxlRjtrpJghAf0h0S2B4qXFiZZ6HogXvn3UbtmYuxrqs+/CHTQctz+ylLA4HMHEZ0HUAqAqv/KYYcOx5E+WHf46a8ZVwTV2S8ENNlRw7tsLz6TgzgJKZikVWkmhbRU94qqkuQVVOP1p6PKHiIErs+o1d425C7f7fA8GDwJj7AKdD6tC//DGau13iukaV6AJlc9F4xI91607hD3vNV4QFUvy8HOTUNzVj1dZVaO4POW13bU6fPJhE2mImD6WWg1ucVBhfCiB5zsho7wleRzV70vYFe4ymciknOyS68WIKYiGFItObkPJxnWu4nuX7TQEX3b40XM1KJAhN0iipm1qFhVXD0fjXm+H1FaP80hdQM55VBn/h4yOm+mdvfHE8occsx+lgw41o+lOxfFaPWApOyT8bLwFLfV++c/4EZQ5EB3Cqq1+z4milQX4+K0Itkabjmygh0Y1IO+xyychn+uZPrsDWnpnw9npQvv80as4ZBVc01UsBqXhC5z6WI87fJeWJS6DTzVRi5R4PtvacjdqaOaiddA5qqkssJYZP+ZmJC54wXCwOOEZcAXz8GjB+aYIOLPw4ohkwpTR80FMyS8qZKEPPbSgPfQain0FUC08upwMrv9aDZe8UaYaQADb9xsPmArnVQPcB4OirwNjFAEIdet8WNH78Orxl30T5ect0Cz/UNzVjVf2laO6ui+oQUv68HKRIzmLlgJ9CuYhEoOvgThPR11phBUbZsHFo2DUN3jPFKN+1DzVFXXAB1p1ugJTXjRdTEAspmHO66Yd1KkMNo7rfFIbyurXvMlwtmgkXmqSRcOVXo7bgSxZqPKGSTd4Cpvtnybj38mO47cLqUMoY/X6T3vHrfTbSfiNtV6/gVEmuBzNGFWH9lycTVqyqsiATi2tGY2xZrmGqEC3kgpz6s1opSABjoZZgpO34JkpIdCPSDjtdMnymb87q9Wjt/gF787njqCw4jcU5dRjrOYTyo0BNgYXwoJzRLCdcsB/oOcKmjwAmPLizjT9rI2Y7Ups6z0PNiGvhguT+2rzXi+XPfYy2fu3vnE4zE5FKswMAssqAC/+SnAMMke4DpjD4AKZCP5m7Uc60GaOLY5pBVHd+A0EBhYXluLX0z3ilbT5aA4WK7dr2GzucQPWNQNODwIH/E0U3AHB1fYnavO3AOf8v5CwJRxq4Wa9zlE7n5WDDqMAPhXIRicJMHspURuyD7DuN5c9/irZe7eTx3Anz7y99hZaOUL7aP36JqjwBK0trUVcSReVDXnm45xjrt4k53SKLbsZhncrfPqr7DS+m0GEsukUj+tAkjYyMIuDr9SzPs0P6u5ntn9VUl6CqIAMtHX1R3cONHGe8zWe5XZquq7qpVbr9JiNXltFn1ccmD381u11AW5hyOR3alVp1PrtuZwte2XYcrd1SMZGwY5IJa3K3WqzXQSNBTm9ZNONU9fdRv47XusnaT9qOb6LEIQgCibAGdHR0oLCwEO3t7SgoKIj8ASJhaF2s44Xl8KA3JgMdu4H561iHrf58Frpw7dH4HqiMhn2nsfjJzabW1fp+fPAPaM9CpYNrQ6uNpHqolymRMB3wdQHH3wSGL2I5yqJA67cAgHmPbIgY6rHxvvni76bVDkpcbbi2rBELrvqR/b9xxx7gjUlMgLvmGJDNQlTw5jks4ffX64Hh4SHPgaCAeY9siOqalk7n5WDE7PV27W1zKJSLIExg1AfRH7iwJUtHbcWCujutXdt3/wrY+m/AqOuBOU8DL4b6/N/sjhjxYPb8f2DR2bhlbrX1+w2/p7iygW92sXuLBvweYsZho3WvJIwx0z+r396MZc9tBSAohDczzrDbL6rWdfkD7P4eSVQ3OsZIxy9frhatZo0pxtZDZ6Labqy/qd66RseUCmiKigbCoPr7yF/Ha91k7ScV/17RYEUnItEtAiS6pTbqG0RQEHDX2s90Z0ejxfKA9r0rgeNvABf8BsibALx7KVA0DbjiC1uPywirnS8g/Pulo2jF0Qv1IHEi/bEiCOu3gyAAB9bcOCs+7eDvXwNONQAz/gs4+14g6Af+nAMEfcDVB4HcMWEfsSKUq0mX83Kw8uq2Y7j7hW0R13v8hum4evqIiOsRBKE/aO3zB9HWE7mfZ+W6GDj0Ehrf/jG8WTUon3UvarZNg8vlBv6pT+F60iLu53/QD/w5FwgOAFcdAPLG6q7K7nnhoo8c6gfFl/rfLcCqIzcqipRVGTjD5O00nfvdRDiDZiKd0MSKTkThpURao2Xrffj6aZoD8liwHB7Eiyl07AE8odCEjMS6G6yE4ep9v3QNVTFTRIJCvdIXs6Eexu3ACQeE+LWD6puY6Hbgf5no1nWACW6ubCBnlOZHosmtU5TtwRNLZmLOuFJqy0kk2uq4BEHoo9UHCQoClvx+i6nPm82nWN/UjFWvZKO5KxSquvMAqjxPYeWYP6EuguAGJOD8d7qB/EmsSmvHLkPRrW5qFdac+zpW7arVrUw/1MK6Ek1d+VdYmLsUjd3nwDvpUZSPuiBiHrB073cT2hiFphJDCxLdiEFHNMl4zWC20lMgKKCxeyq8Zy5C+cFu1OS2ssS+mYnPs2Tlt9D7ful4wzBVRIKqdqU1ZjqmkduBI37tYPQ3ga13A22fA2c+B7oPs/cLztINDbIyIBOTDV8/DXMnlMV4sESsDMoKxASRAqj7IK9uO2b6s2Ym2fTc0M2+Utyxdzm+885XuHP+REPRIyHnf8FkJrq17wKGX66/XtCPOvdzWDj592icugVeocrW/FaECTyFcDmOsByu08qAUmX/IlK/Oh373QRBGEOiGzEoEQfkG5+Gd/sfcdA/Bmu7b0JLR7+4TkmuB63d1sNQjdwoki28AsD3gCNAyRc+XJu/FAsKhqEmaKEgg03w3+Kx19bj15v7I64/GCpZmf0Og+G7DmUidUyT2g4yS4ARVwJH/soKKvC8bgWTdT9ipTIzORVSi0FZgZggUhCrbjGjSTbjAghscuSxd/ZgbeMR/Pgq/eut8fnPpL+Yz//Cs4EjiFhMAW2fA/5uuDKKUHvuTN1JHiKOeGRhZpkknhEEgShKqxBEmuByOlA751pcPdGHuy8ejk33X4K1t83B4zdMx9rb5mDzigWoKsyC1S6QXoePz5aqnTWt/R48depaLN44D/Me2YD6puYov1H0uJwOzJ1QaWrdwRD+RKFeBJAC7aD6JvZ48DmgrYk9NxDd+MANUNe7k1g6dyzW3jYHG++bT4JbisGdxZWFyvZUWZhFuZMIwib45ITVvpvW5EokNzSnpYOFqRr133TP/+xee85/kxVMcXITeyyrJcEtWchFtwxyNxMEQU43YrCTUQxc+hEAwAWEzXJaKelsFB5gPFsqYTa/SDyomTwJVRnb0DJQBEGjuzqYwp8o1IsAzLQDAZWF2fFrB1V1QGYZ0NcCHH6RvWcgugH6IeGUSDk9oHw8BBFfrOSrlaM1uWLV5RwpB6ji/P/0Fyg/8ypqLrwdrrNjv24H8iejsWsavJ2FKN93CjXVOnk8T25kj+XzYt4nESVcdHO4lAIcQRBDFhLdiCGN2ZxnkcKDzM6WJjOJv8udgZXXz8OytTsGffgThXoRQKR2wKqXxrUduDKAMYuBr34FBHrYewVnRfwYCTfpDeXjIYj4YiVfrdEkmxWXs9lcsOL5X/n/gCNlwIRvm96HHvVNzVj12mk0d4QKPTy5RXsiRhBkTre5Me+XiBJPIXvMKIlY+ZYgiKEB+Y6JIU/d1CpsvG8+1l7UiMdHPYrvTPoMlQXWwoOszJbKO26Jpu68sUMm/IlCvQjAoB14TmPN7E/i3w54iCknf5Kpj/GB29XTR6B2PFUmJQiCkCP23W6bg2/P9ICVxgkq1ok0yRZNqKrp/l7uGGDy3YA7x8LWwxFTl3Qoc/I2t/fhjmc/xYOv70DDvtMY8AfRsGMnXj0+AQ3d0xEoPj+m/RIxwN1tSSigRhBEakJON4JAaIB78VJgTBYw8Q7c6S6y5DKJJidUspL4DyUXzVD6roQ+inZwphXln16PmtwdcI2+O677DQQFNLaNhbd/Mcp9Tagp74QrxgEYQRAEweCTE7WjLkDN6UVYdfx2NPuGicsjFZyRu6HNkshcsGZSlzy16SCe2nQQTgcQFADgewCAqv/aTCkJkgUX3TLI8UwQBINEN4Lg5I4GzlkBQDv/mxFWqg5ykpnEfyiFPw2l70roI7WDUuDAIcAXjNmBYIRUybgPwBIAQNWxLqyc0EyDIIIgCDvJKEZd1REsLFiKxu5z4J3wEMrHfM3UJBt3Q//4tR2KCvdqkpEL1mzqEoALbhLJzCE85BFFN3K6EQTBoPBSgrABedXBSDjAkqJTEn+CSBK5Y9hjnEQ3vUrGLf15ESvgEQRBEFFQdC5cjiBq87bj6nPyLIXl102twqb7L8F35rjAkoAoFaxk5YKNJSKCf4NVr+9EQK3IEfFl+BVA8Uxg3M3JPhKCIFIEEt0Iwib4bGlVob6DjZL4E0QKkDuWPbpybd+0UTgQDYIIgiDiRNG50vMoru0upwN3f2MMfjvmp6jynFIsS1Yu2FgjIpKZQ3hIUzAJuHwrMPofkn0kBEGkCCkrun3wwQe48sorMXz4cDgcDrzyyiuK5YIg4Ec/+hGqqqqQnZ2NBQsWYM+ePYp1WltbsWTJEhQUFKCoqAhLly5FV1dXAr8FMdRQJPadOwYlrnbFckriTxApwKS7gKrLgVHX2L7pSOFANAgiCIKIA3LRzZMX3TZyRqCusAEbJy/F2nEr8Pj/V4S1t83BxvvmJ6XfFk2hBy2SlUOYIAiCYKRsTrfu7m6cd955+Pa3v43rrrsubPmjjz6KX/7yl/jjH/+I6upqPPDAA7jsssuwc+dOZGWxmaElS5agubkZ69atg8/nw6233orbb78dzz//fKK/DjGEEBP7ji/FDxz/jMbjgNc5HuXf+D0l8SeIVKBqIfsXB8wObmgQRBAEYSNy0c0dpYvZUwC48+Dyd6E2bzswvQrIS15OWHmhBwfUQa/mSWYOYYIgCCKFRbfLL78cl19+ueYyQRDwi1/8Aj/84Q9x9dVXAwD+93//FxUVFXjllVdwww03YNeuXaivr8fHH3+M889nZbN/9atf4YorrsDPf/5zDB8+XHPb/f396O+XEql2dHTY/M2IoYSrYAJqO14GihwAJfMniEGP2cENDYIIgiBspGASkFkK+HuBzLLot5MzAujYzZ5nFNtzbDHAU5dIhXnMk4ziDwRBEEQ4KRteasSBAwfQ0tKCBQsWiO8VFhZi9uzZaGhoAAA0NDSgqKhIFNwAYMGCBXA6ndiyZYvutlevXo3CwkLx36hRo+L3RYjBT/5E9phJghtBDAUihQNRIRWCIIg44PQACz8CLm2I3ukGANkjpefugtiPywaUqUvGAkDEkFPKIUwQBJE6pKXo1tLSAgCoqKhQvF9RUSEua2lpQXl5uWK52+1GSUmJuI4WK1asQHt7u/jvyJEjNh89MaQoDYm+eROSexwEQSQEeSVj9TCHBkEEQRBxpGASUHxu5PWMyBnBHj2FgNMV+zHZBE9d8qMrz8Fvb5yJSlXRLvUthXIIEwRBpA4pG16aLDIzM5GZmZnswyAGCyOvA+avA0ouSPaREASRIPTCgSoLs7Dyyik0CCIIgkhVskOiW0ZRUg/DiLqpVVg4pRKNB1rh7exDeX4WZo0pxtZDZ8TXlEOYIAgidUhL0a2yshIAcOLECVRVSYOXEydOYPr06eI6Xq9X8Tm/34/W1lbx8wQRd5wuoHJB5PUIghhUaA2KaBBEEASR4nCnWwrkczOCO9/kqF8TBEEQqUFahpdWV1ejsrIS69evF9/r6OjAli1bUFtbCwCora1FW1sbtm7dKq6zYcMGBINBzJ49O+HHTBAEQQwt+KDo6ukjUDu+lAQ3giCIVIdXQeU5eQmCIAgiRlLW6dbV1YW9e/eKrw8cOIBt27ahpKQEo0ePxj333IP//M//xMSJE1FdXY0HHngAw4cPxzXXXAMAOPvss1FXV4fbbrsNv/3tb+Hz+XDnnXfihhtu0K1cShAEQRAEQRDEEGXYPODSzUDB5GQfCUEQBDFISFnR7ZNPPsE3vvEN8fW9994LALj55pvxzDPP4Hvf+x66u7tx++23o62tDfPmzUN9fT2ysqTEos899xzuvPNOXHLJJXA6nbj++uvxy1/+MuHfhSAIgiAIgiCIFMfhAMooIoYgCIKwD4cgCEKyDyKV6ejoQGFhIdrb21FQkBqlwwmCIAiCIAiCIAiCIIjEY0UnSsucbgRBEARBEARBEARBEASRypDoRhAEQRAEQRAEQRAEQRA2Q6IbQRAEQRAEQRAEQRAEQdgMiW4EQRAEQRAEQRAEQRAEYTMkuhEEQRAEQRAEQRAEQRCEzZDoRhAEQRAEQRAEQRAEQRA2Q6IbQRAEQRAEQRAEQRAEQdgMiW4EQRAEQRAEQRAEQRAEYTMkuhEEQRAEQRAEQRAEQRCEzZDoRhAEQRAEQRAEQRAEQRA2Q6IbQRAEQRAEQRAEQRAEQdgMiW4EQRAEQRAEQRAEQRAEYTMkuhEEQRAEQRAEQRAEQRCEzZDoRhAEQRAEQRAEQRAEQRA2Q6IbQRAEQRAEQRAEQRAEQdgMiW4EQRAEQRAEQRAEQRAEYTMkuhEEQRAEQRAEQRAEQRCEzZDoRhAEQRAEQRAEQRAEQRA2Q6IbQRAEQRAEQRAEQRAEQdgMiW4EQRAEQRAEQRAEQRAEYTMkuhEEQRAEQRAEQRAEQRCEzZDoRhAEQRAEQRAEQRAEQRA2Q6IbQRAEQRAEQRAEQRAEQdgMiW4EQRAEQRAEQRAEQRAEYTMkuhEEQRAEQRAEQRAEQRCEzZDoRhAEQRAEQRAEQRAEQRA2Q6IbQRAEQRAEQRAEQRAEQdgMiW4EQRAEQRAEQRAEQRAEYTMkuhEEQRAEQRAEQRAEQRCEzZDoRhAEQRAEQRAEQRAEQRA2Q6IbQRAEQRAEQRAEQRAEQdjMkBDdnnjiCYwdOxZZWVmYPXs2Ghsbk31IBEEQBEEQBEEQBEEQxCBm0Ituf/rTn3Dvvfdi5cqV+PTTT3Heeefhsssug9frTfahEQRBEARBEARBEARBEIMUhyAIQrIPIp7Mnj0bF1xwAX79618DAILBIEaNGoW77roL999/f9j6/f396O/vF1+3t7dj9OjROHLkCAoKChJ23ARBEARBEARBEARBEERq0dHRgVGjRqGtrQ2FhYWG67oTdExJYWBgAFu3bsWKFSvE95xOJxYsWICGhgbNz6xevRqrVq0Ke3/UqFFxO06CIAiCIAiCIAiCIAgifejs7BzaotupU6cQCARQUVGheL+iogJffvml5mdWrFiBe++9V3wdDAbR2tqK0tJSOByOuB5vouCqLLn3iFSE2ieRylD7JFIZap9EKkPtk0h1qI0SqQy1z9RCEAR0dnZi+PDhEdcd1KJbNGRmZiIzM1PxXlFRUXIOJs4UFBTQCUukLNQ+iVSG2ieRylD7JFIZap9EqkNtlEhlqH2mDpEcbpxBXUihrKwMLpcLJ06cULx/4sQJVFZWJumoCIIgCIIgCIIgCIIgiMHOoBbdMjIyMGvWLKxfv158LxgMYv369aitrU3ikREEQRAEQRAEQRAEQRCDmUEfXnrvvffi5ptvxvnnn4+amhr84he/QHd3N2699dZkH1rSyMzMxMqVK8PCaAkiFaD2SaQy1D6JVIbaJ5HKUPskUh1qo0QqQ+0zfXEIgiAk+yDiza9//Wv87Gc/Q0tLC6ZPn45f/vKXmD17drIPiyAIgiAIgiAIgiAIghikDAnRjSAIgiAIgiAIgiAIgiASyaDO6UYQBEEQBEEQBEEQBEEQyYBEN4IgCIIgCIIgCIIgCIKwGRLdCIIgCIIgCIIgCIIgCMJmSHQjCIIgCIIgCIIgCIIgCJsh0W2I8cQTT2Ds2LHIysrC7Nmz0djYmOxDItKc1atX44ILLkB+fj7Ky8txzTXXYPfu3Yp1+vr6sHz5cpSWliIvLw/XX389Tpw4oVjn8OHDWLRoEXJyclBeXo7vfve78Pv9inXee+89zJw5E5mZmZgwYQKeeeaZsOOhNk4Y8fDDD8PhcOCee+4R36P2SSSTY8eO4cYbb0RpaSmys7Mxbdo0fPLJJ+JyQRDwox/9CFVVVcjOzsaCBQuwZ88exTZaW1uxZMkSFBQUoKioCEuXLkVXV5dinS+++AIXXnghsrKyMGrUKDz66KNhx/Liiy9i8uTJyMrKwrRp0/DWW2/F50sTaUEgEMADDzyA6upqZGdnY/z48XjwwQchr8FG7ZNIJB988AGuvPJKDB8+HA6HA6+88opieSq1RzPHQgwujNqnz+fDfffdh2nTpiE3NxfDhw/HTTfdhOPHjyu2Qe1zkCIQQ4YXXnhByMjIEP7whz8IO3bsEG677TahqKhIOHHiRLIPjUhjLrvsMuHpp58WmpqahG3btglXXHGFMHr0aKGrq0tc54477hBGjRolrF+/Xvjkk0+EOXPmCF/72tfE5X6/X5g6daqwYMEC4bPPPhPeeustoaysTFixYoW4zv79+4WcnBzh3nvvFXbu3Cn86le/Elwul1BfXy+uQ22cMKKxsVEYO3ascO655wp33323+D61TyJZtLa2CmPGjBFuueUWYcuWLcL+/fuFt99+W9i7d6+4zsMPPywUFhYKr7zyivD5558LV111lVBdXS309vaK69TV1QnnnXeesHnzZuHDDz8UJkyYICxevFhc3t7eLlRUVAhLliwRmpqahLVr1wrZ2dnC//zP/4jrbNq0SXC5XMKjjz4q7Ny5U/jhD38oeDweYfv27Yn5MYiU46GHHhJKS0uFN954Qzhw4IDw4osvCnl5ecLjjz8urkPtk0gkb731lvCDH/xAeOmllwQAwssvv6xYnkrt0cyxEIMLo/bZ1tYmLFiwQPjTn/4kfPnll0JDQ4NQU1MjzJo1S7ENap+DExLdhhA1NTXC8uXLxdeBQEAYPny4sHr16iQeFTHY8Hq9AgDh/fffFwSB3WQ8Ho/w4osviuvs2rVLACA0NDQIgsBuUk6nU2hpaRHXWbNmjVBQUCD09/cLgiAI3/ve94RzzjlHsa9/+qd/Ei677DLxNbVxQo/Ozk5h4sSJwrp164SLL75YFN2ofRLJ5L777hPmzZunuzwYDAqVlZXCz372M/G9trY2ITMzU1i7dq0gCIKwc+dOAYDw8ccfi+v87W9/ExwOh3Ds2DFBEAThN7/5jVBcXCy2V77vs846S3z9zW9+U1i0aJFi/7Nnzxb+5V/+JbYvSaQtixYtEr797W8r3rvuuuuEJUuWCIJA7ZNILmpRI5Xao5ljIQY3WqKwmsbGRgGAcOjQIUEQqH0OZii8dIgwMDCArVu3YsGCBeJ7TqcTCxYsQENDQxKPjBhstLe3AwBKSkoAAFu3boXP51O0vcmTJ2P06NFi22toaMC0adNQUVEhrnPZZZeho6MDO3bsENeRb4Ovw7dBbZwwYvny5Vi0aFFYG6L2SSST1157Deeffz7+8R//EeXl5ZgxYwaefPJJcfmBAwfQ0tKiaDeFhYWYPXu2on0WFRXh/PPPF9dZsGABnE4ntmzZIq5z0UUXISMjQ1znsssuw+7du3HmzBlxHaM2TAw9vva1r2H9+vX46quvAACff/45Nm7ciMsvvxwAtU8itUil9mjmWAiivb0dDocDRUVFAKh9DmZIdBsinDp1CoFAQDFoBICKigq0tLQk6aiIwUYwGMQ999yDuXPnYurUqQCAlpYWZGRkiDcUjrzttbS0aLZNvsxonY6ODvT29lIbJ3R54YUX8Omnn2L16tVhy6h9Eslk//79WLNmDSZOnIi3334by5Ytw7/927/hj3/8IwCpfRm1m5aWFpSXlyuWu91ulJSU2NKGqX0OXe6//37ccMMNmDx5MjweD2bMmIF77rkHS5YsAUDtk0gtUqk9mjkWYmjT19eH++67D4sXL0ZBQQEAap+DGXeyD4AgiMHD8uXL0dTUhI0bNyb7UAgCAHDkyBHcfffdWLduHbKyspJ9OAShIBgM4vzzz8dPf/pTAMCMGTPQ1NSE3/72t7j55puTfHTEUOfPf/4znnvuOTz//PM455xzsG3bNtxzzz0YPnw4tU+CIIgo8fl8+OY3vwlBELBmzZpkHw6RAMjpNkQoKyuDy+UKq8h34sQJVFZWJumoiMHEnXfeiTfeeAPvvvsuRo4cKb5fWVmJgYEBtLW1KdaXt73KykrNtsmXGa1TUFCA7OxsauOEJlu3boXX68XMmTPhdrvhdrvx/vvv45e//CXcbjcqKiqofRJJo6qqClOmTFG8d/bZZ+Pw4cMApPZl1G4qKyvh9XoVy/1+P1pbW21pw9Q+hy7f/e53RbfbtGnT8K1vfQvf+c53RNcwtU8ilUil9mjmWIihCRfcDh06hHXr1okuN4Da52CGRLchQkZGBmbNmoX169eL7wWDQaxfvx61tbVJPDIi3REEAXfeeSdefvllbNiwAdXV1Yrls2bNgsfjUbS93bt34/Dhw2Lbq62txfbt2xU3Gn4j4gPS2tpaxTb4Onwb1MYJLS655BJs374d27ZtE/+df/75WLJkific2ieRLObOnYvdu3cr3vvqq68wZswYAEB1dTUqKysV7aajowNbtmxRtM+2tjZs3bpVXGfDhg0IBoOYPXu2uM4HH3wAn88nrrNu3TqcddZZKC4uFtcxasPE0KOnpwdOp3Ko4HK5EAwGAVD7JFKLVGqPZo6FGHpwwW3Pnj145513UFpaqlhO7XMQk+xKDkTieOGFF4TMzEzhmWeeEXbu3CncfvvtQlFRkaIiH0FYZdmyZUJhYaHw3nvvCc3NzeK/np4ecZ077rhDGD16tLBhwwbhk08+EWpra4Xa2lpxud/vF6ZOnSpceumlwrZt24T6+nph2LBhwooVK8R19u/fL+Tk5Ajf/e53hV27dglPPPGE4HK5hPr6enEdauOEGeTVSwWB2ieRPBobGwW32y089NBDwp49e4TnnntOyMnJEZ599llxnYcfflgoKioSXn31VeGLL74Qrr76aqG6ulro7e0V16mrqxNmzJghbNmyRdi4caMwceJEYfHixeLytrY2oaKiQvjWt74lNDU1CS+88IKQk5Mj/M///I+4zqZNmwS32y38/Oc/F3bt2iWsXLlS8Hg8wvbt2xPzYxApx8033yyMGDFCeOONN4QDBw4IL730klBWViZ873vfE9eh9kkkks7OTuGzzz4TPvvsMwGA8N///d/CZ599JlZ/TKX2aOZYiMGFUfscGBgQrrrqKmHkyJHCtm3bFGMmeSVSap+DExLdhhi/+tWvhNGjRwsZGRlCTU2NsHnz5mQfEpHmAND89/TTT4vr9Pb2Cv/6r/8qFBcXCzk5OcK1114rNDc3K7Zz8OBB4fLLLxeys7OFsrIy4d///d8Fn8+nWOfdd98Vpk+fLmRkZAjjxo1T7INDbZyIhFp0o/ZJJJPXX39dmDp1qpCZmSlMnjxZ+N3vfqdYHgwGhQceeECoqKgQMjMzhUsuuUTYvXu3Yp3Tp08LixcvFvLy8oSCggLh1ltvFTo7OxXrfP7558K8efOEzMxMYcSIEcLDDz8cdix//vOfhUmTJgkZGRnCOeecI7z55pv2f2Eibejo6BDuvvtuYfTo0UJWVpYwbtw44Qc/+IFigEjtk0gk7777rmaf8+abbxYEIbXao5ljIQYXRu3zwIEDumOmd999V9wGtc/BiUMQBCFxvjqCIAiCIAiCIAiCIAiCGPxQTjeCIAiCIAiCIAiCIAiCsBkS3QiCIAiCIAiCIAiCIAjCZkh0IwiCIAiCIAiCIAiCIAibIdGNIAiCIAiCIAiCIAiCIGyGRDeCIAiCIAiCIAiCIAiCsBkS3QiCIAiCIAiCIAiCIAjCZkh0IwiCIAiCIAiCIAiCIAibIdGNIAiCIAiCIAiCIAiCIGyGRDeCIAiCIAiCIAiCIAiCsBkS3QiCIAiCIAiCIAiCIAjCZkh0IwiCIAiCIAiCIAiCIAib+f8BZB8P874WEckAAAAASUVORK5CYII=",
|
||
"text/plain": [
|
||
"<Figure size 1500x600 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"costF = np.zeros((num_frames, frame_length))\n",
|
||
"path = np.zeros((num_frames, frame_length))\n",
|
||
"dist = -(autocorrelation_of_candidates - np.min(autocorrelation_of_candidates)) / (np.max(autocorrelation_of_candidates) - np.min(autocorrelation_of_candidates)) * 1e1\n",
|
||
"\n",
|
||
"costF[0, :] = dist[0, :]\n",
|
||
"\n",
|
||
"for n in range(num_frames - 1):\n",
|
||
" for j in range(min_peak_threshold, max_peak_threshold):\n",
|
||
" # f0 = sample_rate / candidate\n",
|
||
" costT = np.abs(sample_rate / np.arange(frame_length)[1:] - sample_rate / j)\n",
|
||
" costT = (costT - np.min(costT)) / (np.max(costT) - np.min(costT))\n",
|
||
" costG = dist[n + 1, j]\n",
|
||
" costF[n + 1, j] = costG + np.min(costF[n, 1:] + costT)\n",
|
||
" path[n + 1, j] = np.argmin(costF[n, 1:] + costT) + 1\n",
|
||
"\n",
|
||
"l_hat = np.zeros(num_frames, dtype=np.int32)\n",
|
||
"l_hat[num_frames - 1] = np.argmin(costF[num_frames - 1, 1:]) + 1\n",
|
||
"\n",
|
||
"for n in range(num_frames - 2, -1, -1):\n",
|
||
" l_hat[n] = path[n + 1, l_hat[n + 1]]\n",
|
||
"\n",
|
||
"f0 = sample_rate / l_hat\n",
|
||
"\n",
|
||
"plt.figure(figsize=(15, 6))\n",
|
||
"plt.subplot(2, 1, 1)\n",
|
||
"plt.plot(sound_array)\n",
|
||
"plt.ylabel(\"Signal\")\n",
|
||
"plt.subplot(2, 1, 2)\n",
|
||
"plt.ylim(0, 500)\n",
|
||
"x = frame_length * np.arange(num_frames)\n",
|
||
"y = f0\n",
|
||
"X_Smooth = np.linspace(x.min(), x.max(), 300)\n",
|
||
"Y_Smooth = scipy.interpolate.make_interp_spline(x, y)(X_Smooth)\n",
|
||
"plt.plot(X_Smooth, Y_Smooth, color=\"orange\")\n",
|
||
"plt.plot(x, y, \"o\")\n",
|
||
"plt.ylabel(\"Pitch (Hz)\")\n",
|
||
"plt.show()"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "SpeechLab",
|
||
"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": "3.10.13"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|