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@velikodniy
Last active May 7, 2016 10:06
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{
"cells": [
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import scipy.signal as ss\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Исходные данные — количество скачиваний за час. *Неизвестно по условию.*"
]
},
{
"cell_type": "code",
"execution_count": 137,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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Hsj4DLs9eRd8YA3sAsWejQ0PyfcLLOo/LDqKuuoZmaQYpzIAzBj5IBne7rBCo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\nVAB/JN9PAXByB8vfAq3G4O8ANmp8ngDgwcbnHwA4jKR70KSruH6/AfC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"text/plain": [
"<matplotlib.figure.Figure at 0x7f0294148a58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"weeks = 5\n",
"data = np.random.randint(0, 1000, (weeks * 7 * 24,)) # Каждый день от 0 до 100 скачиваний в час\n",
"plt.plot(data)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Кумулятивное число скачиваний за неделю. *Это то, что дано.*\n",
"\n",
"Можно посчитать «в лоб»."
]
},
{
"cell_type": "code",
"execution_count": 138,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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0T1qSypmNQnH11XDRRZqumg7XE2icYsUKeOYZvcGaN0//jsaP188tKlKhsEB2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\nDCMh/x+JzsTJvaGa+wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f029df04940>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"D = np.array([np.sum(data[k:k + 7 * 24]) for k in range(len(data) - 7 * 24)])\n",
"plt.plot(D)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Но на самом деле это просто свёртка (convolution)."
]
},
{
"cell_type": "code",
"execution_count": 139,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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sKDDd3f9hZtcCR7n7tWbWD+jj7v2iDvgngK6EZqxRQBtCrWkecBrwATAJuNjd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\n/9AzcWSVlhhmAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0295baa5c0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"W = [1] * 7 * 24\n",
"C = ss.convolve(data, W)\n",
"plt.plot(C)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Рост и спад функции слева и справа получается из предположения, что до и после рассматриваемого периода были нули. Серединка — это то, что дано. Для надёжности даже сравним:"
]
},
{
"cell_type": "code",
"execution_count": 140,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 140,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.max(np.abs(C[7*24 - 1:-7*24] - D))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Восстановление выполняется элементарно при помощи деконволюции."
]
},
{
"cell_type": "code",
"execution_count": 141,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"data1, _ = ss.deconvolve(C, W)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Результаты совпадают с исходными данными."
]
},
{
"cell_type": "code",
"execution_count": 146,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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i4DKGF7wBbk3y81V1F/AW4JHWjib5R0qSjs+kZxKnAZ8Ezga+BlxRVfuTXAT8SlW9t6u7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\nJKnp/wFQFtvr9RtqkAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f029e463320>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(data - data1)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Чтобы найти число скачиваний по дням выполним свёртку с 24-часовым окном."
]
},
{
"cell_type": "code",
"execution_count": 147,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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zz9Rt//56/w0YEBtTyHZm+/z5sUH7fBDR+RDZrIfgG8mwkIbXLElmUUQJ2/7K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\nQmEYhmGkxYTCMAzDSMv/B/KPUa76NCx1AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f029e4854e0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Wd = [1] * 24\n",
"Cd = ss.convolve(data, Wd)\n",
"plt.plot(Cd)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Проблема в том, что «хвосты» слева и справа у свёртки неизвестны. Можно заменить их линейными функциями, предполагая, что число скачиваний вначале было постоянным."
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"Ce = np.copy(C)\n",
"avg = np.average(D)\n",
"Ce[:24 * 7] = np.linspace(0, avg, 24 * 7)\n",
"Ce[-24 * 7:] = np.linspace(avg, 0, 24 * 7)"
]
},
{
"cell_type": "code",
"execution_count": 155,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"data2, _ = ss.deconvolve(Ce, W)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Число скачиваний по дням."
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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+y3bmjpnr8VxXQZLgcyJHyg60ugjnG9ve4JsD3zgeZ1myHH6Yt3a9yo+bnRFO\nigL1+oNMLX8Kdl/paP/sypB+kYyanM355wOBFuKjwhsJkt9vtNeFP+/v4FvFXM9vz8GfhbKX3o5b\ndpC49SN4KZ17721diHlSEhTtGcfHc5Yxb+I8Llp+ETvydqAoCodNhxkRNYLwgHD6mc8Hq4H120zs\nOZIPFTHUKbUeTb7q+//6awCFguqjTE+cjq8hp9Xf/Z5Cnxck131zHQBRQe4Lo6sgGRo5lH+c9A/W\n37CeJbOWMP+k+Zw3/DwaMjxqOKcPPt1RQkQIwdeXfc3eor2UVpdSZ6vj5S0vA3D5F5c7IrrUaJCd\n+TubnaupytTIR+JRkARLQdKw1ldLGslDvzzE4vWLUYpGuIUMuy48KhFF53DpUGdiZFvqlKmoLYLN\nMy+H5FWt1kgKC6Utu85Wx76ifdwy/hZC/EOIDYl15ClERrp30GuJ4spiAmzRgIC3NzZ6PiJQevYH\nZSyA6jBHMc0ZSTNICBwOOTI02xTgTGrdtAnuWuCM9/W1SRtLSAg88USr3jIlJaBL/pXYkFhM95kc\n1QYOmw6TPT+b8fHjmzzXdWMQExGMDy3nSTRE9R+uSZfaTKYlk+SAKY7nF3+7zHH/UEEOBJbyy9N3\nkPvqx3z7beMKBlHBUby78102ht8D+kwSY/SNBMm0RHt9t4lvwnWnAU4t1hMf7JL/8BPjT6S2yh9q\ng1v9Ofv7w8kn+VO++VJem/0ad06+kzXpaxwbjQO3H8Byv4XAb74lRBfBK2+ZuWdhPmRNI9HvBPYV\n7Wt0TTVS79AhYMorWOsrGB0zGiUsm88PfsBfv/srL2x8gXd2HDv9+/q0IPl6/9eO0F7XPBJwFyT9\nw/qTqE9k+sDp3DrpVp47+zk3s5ZKiH8IP1/7s9vYmJgx7C/a3yjnYtneZZz10VluIYV7C/c2OdfU\n4lQ+2PWBY9en4kmQqO/lxu9udBtvru2s6kuoV+qpyhrrJkg8OSeDAwL4v7EvsShFltVt7ULkisUC\nYQYp4ZIH+fPpp60rZ1JYCKFD9uD3mB/rMtYxIlp+plFBUQ5B4usrk9S8deQXVRbhVxMtH2RPafR8\ngK+skhhWeTysepqzk88B4O6pd7MoOpXJqat5KP53rP5ZjnOWL4cjOXJlrLfVoyAnUxrxG2Mu/MH7\nN4wUJLX913LmkDOJCIxACMHDpz7MlWOvbPHcAQOcu+LISLAp9Xyx74tWvb76/T/jA+nU2Vmwky8f\nvRQerWEg5kggAAAgAElEQVS08T7KS50rfGpBBr6lQwnw9yE+HqZMgXPOcb+euun5wfg8RGQQH+nU\nSOrrZTvdtDSYtGM7OlsQQf7y8/fkUFcpryl3hA2ruTZt6XsybZqz8kJsSCwmqwmj1eiwYtTWyuCF\n6FADXDWbihFvQnk/SjLiOFrY2J6qBn1kZEBEcipXjL6G8fHjsRjW8c6+53n7j7eZv3K+o2bfsUBH\n9mzv8Wzf7t417S7TRQBcHfwBr7zi/o2sV4ZwefDb/Fa9hPw/JvBy02u8R9SF0KYMJKs0i8vfeNTj\nca5JTj+tM+GzxeNhrKySIVNrl53Ary5T3bChsc3XVSi6fuFDQ5t2ZLtmN5fvPcXN9uxJkAQGArXB\nzJs4jwVrF1BaVcYR0xGGGIZ4foFmMJshuP9RAAKSdvHii+dwxx3SPu0NqalgGyKznn/L/I2rj78a\nkKZF9X098AA89ph8/2rwQHMUVxbjY1WlqYD846HfboqK5GKUY09Aq6kIgm3zWH7+PMe5t94Kd9+t\nZ/aksTyRJaOV9u2DX3anQozcoRaXmx3mpKU15/P6chPgvfQ8XJDH0ejXuWCk02b/6Gmev2MN+e9/\nnWHgkZFQo1i56bubuPHEG5s/0QVzlZkls5Zw24+3MfODmezK3wW5E8HmR1JcBP/7xURqKowYATmm\nYvxro5u93twxc9mau5X3dr4HgD4wnIgIGSL9xReyqu9pp8HWX8Zz/pBvWat7hpayLrJLszkr+SzA\nXoDRi4hFT7i2a44MiiS7NBuj1UhUsPyRlJTI32CQj91aMOwnWLuASqOJjX+YuMR97+cQJEePwuS/\nlXH2sDNIjkwmyBZLUXkpGKSg7o7SNW2lTwmSJ5+UX4jkZPuAfbEMzj6fQ41+w77EcBMXIgvGtSWI\nV+6WdIwL/gdbeJHounEU+7qbr5JrLuKI3zecUvkCBVWHOJLX+Do26vhdv5QZVa9y1OiuCfXr17iV\nrKuZLq0kjSkD5I66ucil/PJ8xsaOZcfNuwl6TDgc7NOmIe3WDVB/XDEhMfBoLXWP+JH8cjKXjbmM\nzy5p3Aq4OfLywDziJQD29b8fuI81a+T/afNmpAO2Gb7/HiJOOwAWmWszPEpmq1XVVfHshme5f/r9\nBPgGEB0tHfneChIqo0lIsPfK+OlFbr7vILGxcOON8PiL8zl98OksXyyPV/vBVFRIx3lQEMRFhKNQ\nj7XWymWXBfHnJSMd13/mraPYRC06xZ/QYH8qK2HH7iomnBCIojS/0wbYYlxBjBjNlITG2lJLuIbL\nRkXBrIr3WBM0r+kTPFBiLWFIzRzgNn5O/5l7pt7Dc9XSfxckIiBipyOyLNtYQhDNe8Wjg6N55/x3\n8PPx480dbxIeEM4pp8Add8C79gryagvcuLAY6iqlitDc53TIeIhBEYMc77mt3TKDguQmpLoaJl0f\nibHKSIm1xLFBKymRIdW6eucXK2ViP0wB+RzOdf/BmUwymx2kQKmgmOhgKWSDRASlgTJ441jrE9+n\nBElenow4UqORXlkE5484n/9c3tn9WF9ALHrRIUQCdAEOm/rWh95GH/g5H+3+iNVHzLzkIdDj14wN\nvPr+Ie68IZ6LRrX8auqP57Ixl0nHs2EwsSGxGAzyi+wJU5WJ0oJIMjMFISHOH6invtfgvkvD5vwa\nLdu7jE8v/hTR0krowrXXKVhu+Rw/Hz+ZjyFsfP21FJiHD7csSIqKICDAQmRQJEarkRPiTgBg7ui5\nPLvhWQKfCERZoBAeLhf8lvpRgBQktvJofvkFnn0W3nrrND66W9rlQ0NluHXhkXjef18eX1oqtdCi\nIrmoPPigDE/1qZYVAEqjN7hd//nyieADUUFxFFbmEugbyMd5D+EzI5Lq6n81KvvRkPyKfJLDTmrV\n5+yJyEjon34tVQk38ODPD/LEGS07ERRFwWg1cu6MaHhYjo2JGet4fuSQMKhZxt6CRRx33Agyi4qJ\n8G9eIwHpU7x32r2MiB6Bv86f4493PucQ6EBCRCx1dVKQ/OUvnq9VWl1KpiWTMTFjWnzdlggKkpuD\n556DFfMMLN+7nJMSTnITJFFR8OatC1i6ajZPF6YwNn4EabYMcnLdf3ArV8o/nU6a7CrqSxyaTYgu\nAvzdj1cUpd3/466gT/lIcnOhvz1gprS6lBC/EL657JvmT+ogVl+zmqVzlhKgC2D9Deu5a8pdRAZF\nYggy4CN8iAiM4MPdH/JH3h+Nzt2YtZE5I+cwZ6R3adDzJs1j7617GR41nAd+foC4f8dRWFHYrEZS\nWl1K5sFwPv5YLpQt4SZIGtBaf8moSfmEhQoeOtVeJNK/jJ/trqbCFnLlKiqk+aMaC4+f9jhb/7rV\nUTpmUsIkt2PVOlPesD5zPbbCUYSFwX/+I1vVqqaRl1+GtWthv0vEc2mpzGf4+GNZNNDXVzrRFasB\no9VIZspMAE4OvxyfMmcxwshAuYgkG5J5buNz1Kc86FXZFGN1Pv08RA62lshIMBl9uH38vSz+bbFX\n55TVlBHgEwj1/ugzr2DDjRuYnXg14eHShJc8XG6SUkvk7jrX7Nx1t8SwqGHMnzofcNc2JrrUQxwQ\nGU2tXzEIG4ubmPLBkoMMixrmyFNpD65FIRPC5C7kmQ3PcHLiyYD092zaBKOGhnDxVPmdO2XwFGLD\nDJir3QWDmsNSXw9EHOVg2Q5HRGjDqhV+Pn6NM+Z7KH1GkCiK1EjiZYoHOaU5JIQndJm0P2PIGVx7\nwrVUPVTFpIRJzEia4eZP0Nmb56hZ9ADfHviWt3e8zTt/vMPtk2736OD3hK+PL6NjRjMmZgw5ZXIb\nN+2daYSEyJ2Vp+ZRpdWlUK0nO9u7hK3w8KaFUmtLbph0qSSFjuSRGY+QGJ7Is6+aqa6WkVhFLVzq\n4otl1VSrYmF8/HhnIUs7e+bJon/zvp+Hf3SOVxFhB0sO8lvmb9Ruv4awMLmgJcnIbkeJmF273BPh\n1OsuWOAskhkUBFgNFJSa0FVFg2UAyy79lHH9T3Cc98rZb/BoyqOOls3UBXqVgW+pzyc+vGMEidEI\nW558Aur9vbLLZ1oyqciTi9+g7Z8wNXEq2Zm+DB4skxyvPv5q4s1zOGSWkragrJj4CC8TPppgksue\nIDbKH19bGATKRfqB1Q8gFglZlNFOXlleh3U2dBUkY2LHcMfkO8gvz2dKwhQURW6onntOPh+tD4ZH\na0nqH0xiRDwWm/w9P/JsDhf99aD796//Vmb0n0VCeIL9XOcP75T4szl54MmOVg49nT4jSEwm6SBW\nHcePrH2EAF0z/Uk7mekDp7NwxkLH4+PijgNktNDxrx+PWCSYs2wOf/3vXzku7jhOH3x6q1/jLyOc\ner+l2sIf+Tua1EpMVgtUh3ud+ZuU1HTl2tbklIhFgpwBLzDKID2SEYERBETIBaLwVsF2S+PS4a5k\nZQGinkJrbqNkTZA5QABvbH+D36cMwGRu2fa88vBKZg/9CzXlIY7vS0MtISvLmZcyerQzTLW+XpYh\nASloApRIjuSasPmVcV9IKgkJsP6O5YTtkZUAZo6YxsMzHuawSZYV8bXGexQklbWVjrYFT/z6BLmR\nyxhsSGrxvbSEKkhS9/lDWbzbYtwUR81HCawaJOdrt2oePSo1MQB/nT8Das4kp+IoAAVlJYxK8k4j\naYrTTnOfc5hPLIQU8tOhn3jq96cAePiXhx3H5JXnORKD24sqSNT8E9UHFx8WT36+NGXecYd8LiQE\nsPnSrx+MSxhDaaCM0nku+2K+HjCCYosVjvuYqdNrIeIoyZFDHa8zMln+8AJLxzDZMJtLRl3SKKm4\np9JnBElurlMbAVlJ9+3z3+62+cSExDB7+GzH44H6gfxr+r/IMGewp9BZOjsxPJGnZz7dJs0p2M8Z\nbmWympjw5gTC4oo9CpJCcylU6UlP9860NWgQ7N7tMvBsPqnXW5g1bFar+1uU9v+OSf2kmcAQZMCv\n337+Nl8Ko5Kq5oWSry8weQm55TmN65BBI9PGjz+3rJKs+vMPBvhMIjTUaV5RBclZZ8FNN0nt1miU\n0WBTpsjouYAAOfaoS/BUqM7AvpwMsPnx95vk/yPYL5jXLnyG281OiTEqehTnDj0X/Co9CpIbv72R\nqGei+PnIz3x38DsAhkcnNz6wlURFyTmXlgIVsV5tAg4ZDxFSO4j33nNGf6WnOwUJQLTfQAqq5E7D\nVF3M+BFtFyQXXSS1U5WICBidFMv/1heyMcuZ4xMbIg/KLs0mr6zjBIm6mQgLk59TUugwAEKUeDIy\npLlc/Z6om7C4OJgwaATVobKMip+/jObZZP4GLr6a5z78EyIyGBLp3Aw8ecZidv19Fyfv+pOzI+6Q\nocb2CtuXf3F5u8sQdSZ9RpDk5Tn9I9ZaK/nl+Y3MIN1NbEgsj/7qHsJ55K4jDHXZtbQVtaikb9IW\njw73wlKpkaSne6eRpKTAl19K05OfH0QHxXHbzeHoA/RYqjzUtfCAw5wDDDbIWmWnDjyVeT9fyRk3\nrgWgtGFvlAbEx8PQE+TipzotG/LFXGeOxP6jRo/HuPLdqhKeWRDrFt2VkgLHHSff66WXSt+N6mQN\nC4MXX5SLqsHgbvLSBxjYX5SKqHC/3tVX+fDKC06byZ55e/h87ufU+1k8+kjUqgdf7PvCYbIZHNNC\nIxIviIyU/0NFAVEVRUlly+n/q4+sxjdnBrGxTgHrqpEAxAYkUVyXgamsitr43xmZ1DbT1g03yCi5\ncJeCDsHBEBcaS5plN5ZqC3Ehcfxr+r8orCikpr6GxBcSSTenO2retZcAu+EiNla2ql737SAAkvoH\ncf75NMq5+uwzaf3oHx0M2LDWVuFTL6MnUq2yXMSFX5yLz4gfSYx0mieD/II4Pu54IiKkcDcESf9a\nna2OZXuXsa+4cXJjT6HPCBJXR7saA+6tz6GrCAtwj0sdETXCkSXfVu6Zeg93n+Qse+4bmeOmkSxe\nv5hLP7+UXEshVEZTV+edRjJsmDTpZGVJc46iwOrVSEHSwuKv4lqWPyFC/hoXnbaIyQmT+WyvDCEu\nq29euzGZYOiEDN674D38dZ6zzS4e7aycWFrreaEsqSxxZhIHmRpVfF282KmBxcZKQWI0yoW4uWZc\nen8DGRWp2Mpjmg071vnopAYp6jBaGvsp1Aih2JBY/HX+hP38HuHh7ffvhYTIIIKgIKAyioKylgXJ\njrwd2I5OIzbWmRNRWOjeYCtlYhyFFUVc8YqMdU3UexEq54F335U9V6KjZdDDDz9IgRUVFMWdP91J\ndmk2i89YzPSB08krz+P3TBlmuCl7U4dpJOrvRVGkOffo9hHkzM+huloKYVdBIoS9URUQGCigykC+\nxYRVJ53meXVSGBRUFGDTpxMT0rhEfWIiZGbK/7mpyuQoiOlqYehp9KyVtBNxdbS7Jun1JFzraD1y\n6iMcuP1Au6/577P+zXUnXOd47BdmwWyWDtD7//coD655kM/3fc4RSypxvtL2O6L5Xk4OYmNlvSCb\nTYYJDx4M+kDvNZI/81KhWq6uAyKlWcJH+HDu0HP5av9XjDFMoIKmTS3L9y7nz6TbSavc4rXWVlbv\nWSP57M/PuPm/N/PBrg8IjjSB1dBkqHRsrOwFomokzSW66f0N5NWk4mONbTGrWgiBv6Jn9kWWRgER\nNfU1TOo/CXOVmeLKYqqLBniVD9MSqknG1xcCbVFkt1CQrKKmAlOVicqCBDdB0rBD5cyTIyG4mBXl\nzzBtW5pH/1Vr8PGBW26BWbPknNWKu+nmdPQBevqF9iO/PJ/TP5C+xNSS1A7TSE4/HR56SEYIZmfL\nxGZXR350M1Y7n5oIMgtNVAdmgnkgxbo/3Z73tA4lJ8uwd7UL6YpDKxgVPcrr31V30GcEiatG4ppM\n1JNwFSSLTlvUYddV36uvjy+6YAsmE/zl34/y9JYFjmMyramcMEBKkJQU764bGwvvvAPz50vTQ2Vl\n6zSSh5b8Aenyhx+nd7732yffzotnv8jfx/0DS02xY8enVtpVueyLy6gcs4TDltQWBYkatlnu37hX\nBsD2vO2Mih7FpuxN1OhMUGVoMgw3Lk6GER896i5IPJV1iQg0YCELW1ls4yc9EOanh0ALme6tRThq\nPsq0xGkUVRZRVFFMbWlUq/pqtIROBxEB0aTlNu8jSTenMyhiENZKH6KjnYJE1c5UIiPsmnR5P0bF\ntd8025Cqevmhp5vS0QfqiQ+Ld6uyDc7/eXsJDYW77pJFNbOz5f/d1WU5blyTp2KrMJByURpKbRB+\n5UOp9XXfyDQrSOymrVe3vso/TvqHo75ZT6RPCZKerpGE+cst5rJLlrVwZOtQd2YD9QPxCbJQUADZ\nue6VGOtstQyKicNmgzPP9HSVxsTGSk0vJUWaSCoqWqeR7PF7GzbOh49/wNfX+cuMDo7mrpPukj6A\n0HyKa7IoKC9g1JJRHvNsQJZxb47vrviOK0ZeT3m855pWR0xHmJY4jezSbOqCs7nvLgNvvOH5Wjqd\nbEb1559y8Zw6tenGVI7vWYV3giQxVs/Eky2ku7R+f2XzK+wp3MP1465nfeZ6Mi2ZhCr9W8x+bw1+\nfjAxeQg70o80e1xxZTHRgVK7CgqSZs26usYaiSNktmiUI3S6I1HL5auFTNVCpa4MCB/QaKytGAzS\nxGUywfvvOyPznntONoxrkqoIiNuDT9kAQmzS9jcm7GTH000JktWrYdvv4ZTVlFFSWcKpSad6vUHr\nDjpEkAgh3hFCFAghdruMGYQQK4UQqUKIFUIIvctzLwsh0oQQO4UQ41zGrxNCHLSfc63L+HghxG77\ncy+2ZY6uzvaiiqJG1X57AqqP5IIRF7RwZOtQ/SxBvkEY+llYtQoqq2UHHZ1xJOcNP48ohhNpEK1a\nnFRNITnZ2YEwItDgVRJVeWUdhGfx3qKTIW2Wx2MSImJg0K8wf6CjJPim7E2AbEYGYKichPk+c4tR\nbePjx3P7lNupC8xv9NzqI6tZl7GO8fHj+e/B/+KTO4UH7w3llluavp5aBywqSnYqzG98WQDibfa0\nfA+FHz1hCDJgSCjmqqucuQn7ivax+PTFjOs3DoHAUm2mv77xwtlWPv9c9kKZMmwouVXNFwMyWo2E\n+UU6ItqCg6XDvaFGIgRQNAq23OEsSdSB/OOkfzjuD9QPdCShquy/bX+H5oipRS51Oik4htqVrPnz\nm69ATHk8xG/Hv7YfQcgPaMmUn0m7I40ls5Y0agsBzqCFe+bL5TnIL4iIwAiKK4upre+Zna86SiN5\nDzi7wdj9wGpFUUYAa4AHAIQQ5wLJiqIMA/4GvGEfNwCPAJOAKcACF+HzOnCzoijDgeFCiIav1SKu\nGkmGJcPRO6Qn4ecjQ1XVyrIdzdDIoQToLfzxB9QGZsPO6zB89ifPnvksYytvbVXDH3CGZPbrJ39M\nOh2IIzNZfWR1i827DuUW41MdyfXX6ZpMEowNdS6W2+0OR7Uf+4asDQy1ncedQVu8tr/310dDcFEj\n/8P+Ipk4p1ZWFpmnEBra/CKkRhG19Jn5WGPhxSOQ6qFgmQdOiDuBKsMOiopgqexXhanKRFKE/L6q\nDteE/h1nTLjkEpk5fvLoQZT5NJEcZMdoNRLqE+kIyCgvl1WNfXw81LJasg+OzGy2S2R7GB41nKuO\nu8rR/+foXUcdmsrI6JHNndpmVIHSXICFG0WjYdBadFWx6ALkbyI6IoChkUO5ddKtHoWd6kubOlXe\nBugCiAuJY0TUCL4/+H0730Hn0CHfRkVRfgMauiYvAOw/BZbaH6vjH9jP2wzohRBxSEG0UlEUi6Io\nZmAlcI4Qoh8QpiiKWhf3A8C7WiGO+bk729PN6Qw2DG7NJbqERH2izCXoBIz/NHLnlDspqzMRFQWV\nfpnSrGTTMTJ6JFFZN7hF3XhDw8W0thaunBNDTEiMozOhJ9asgX0ZhfjVSEnUlNPYtazGfav/ybh+\n4xzdBY1WIz5VMa3qdR4TEg3BxY0qIFuqLfxr+r/45hP5emG6mBY1MzXEt6UmSUOHAubBbqa75pg1\nbBZ7A94BXythEXLhMVeZHeUzBhsGE+M7xKFddySjkqKp9zM7WgqozPt+Hvetuo96Wz1Gq5FgEekW\n2XfzzTBzJh4bVj39tDN8tqP5c96fLJ2z1PE4KSKJd85/h68u/apTXu+005xmLG83XXHVJ0OQGer9\niNbLDy28sRLSiFdfdX7HQvxDEEIwOWEyR0zNmx67i870kcQqilIAoChKPqAaiRMA1/TZbPtYw/Ec\nl/FsD8d7jZrVruZHZFmy3Hqs9xSC/YL58aofO+XahiADCWEJ5JblcsEcBfQZYE5yOEuzsmBgKz8S\ntbdHw0V3cMRgR2fChuwt3MsZc9N45d0CAm3N+w38df7kzs9lwAZZQv+CERc4Sr6Yq8z4VBta1X87\n2C8YIRQy8twlSXGlrAW16iv5tYoIavmX7qnZlyeuvloKkwkTvDt+5pCZ1IsquG0020+ciqXKgqnK\nhCFIrlxfXfoVd/mkuiXXdhSRBh1URVDcIJfkje1v8MyGZ/B9zJeC8gICcX7u6vvyJNBffbUF/0E7\n8dP5NTJpHRd3HBeO8tzitr2sWSNDkEHmDR32HLfhRv62qWA1gM2Pf015DF46TEREy+e5tnwYHDEY\nIUBYBjW7QetOuqP6b8OtmUA2YvC0ZWtu3CMLFy503E9JSSElJcXNrLXq8Cp+z/q9R/pIOpuE8ARy\nSnMIm74Ufovn4vP0bJIuB7KyZPx6azjnHFnltiFJ+qa/8GNfHws3R3J0++sER7f8P4gPi+ef513C\nunUKl966j0///BSQ5h6qIrzKeVERQhBacQI/7l3HuNFOv0xxZTET4icwdngIO4FgfctVE71tkCWE\nbKjl04otWyTDsRh+oZqjxD7bj6SIREdHxiC/IAryvO/V0hr8/EBYY8koLiQu1Cnk40PjHSbF5zc9\nz/3DPnZ87tu2yffoKbT5tts6fo49hdBQ7/KtAHguF30/HXM/9aNo+hCvwrZDQmRHz/s+f50rpk9l\nHBBcl8hey9p2zNrJ2rVrWbu2Y64FnStICoQQcYqiFNjNU2od12zAdckaAOTax1MajP/SzPEecRUk\nKq6O9g93fwjg2OH1JUL9Q7HWWXly/w2w61He/lbWzLJaZV5EawVJdDQ8/riH19EZMFc1UdERwL+c\nQkspg3Ve6PjIfijPPCMr5B4sOUhpdSnZpdkolRNbpZEA6FLn8mDqj1x55mgZxlprZdWB39n88h1M\nSwJe38XYmS2Hq3oy4zRFa4QdwNj+Q0jPkc03amxVjepG5eXB9Omtu6a3+NbE8OCaB1h5w3fkl+cT\nFxpHXGicQ5AAxDC60XtqZcv3PsVLzwU6zMbN5Zy4on6+wyx/Z7R9vzUwMpZ1ea0rP9QU6iZbZdGi\n9qUbdKRpS+CuPXwHXG+/fz3wrcv4tQBCiJMAs90EtgI4UwihtzvezwRW2M1ipUKIyUJ6pq51uZZX\nuGokavRPw5LNfYWfrpJFEJf8Owq9XkZabdsGI0e2rQ2pK5dfLm+DfPTNCxLfGmz6wwR7KUjCw2Xe\nRoBvAKcmncqln1/K0l1Lqa5RWi1I5p03FSYvYfBLg6mz1fH2jreJqjuBQ+umUFAAFBzPhONbTtB4\n8kn4rZMKsx43WNqJwn3lCjIhfgL6QL0jX6Vh3biOxJ8gVmd9j7XOSv/n+/PBrg8oKC9gZPRIwgPC\neey0xzDUaYKkNdx5pyyr0xrUfjT+/s5WChEB0a0qiNqVdFT47yfABmREVaYQ4gbgKaRgSAXOsD9G\nUZQfgXQhxCHgP8Ct9nET8BiwDdgMLLI73bEf8w5wEEhTFKX5krANUDWSels9f+TLPAS19lRf4+yh\nMuAtISwBIeQOafNmGD68/df+9FOp4QSJCI6YjjRfTv6Upwj1906QhIZKQaIoMGfEHFYcXsE1x19D\n8OErWy1IHvvbFESl3BbuK9rHj4d+ZLz/FQCsWCHrJN17b8vXiYqCk09u+bi2oBaaXHP+UQDeveBd\nyspkbsb+/VBc7F6WoyPR+UmbnVpp+IjpCEWVRWy4cQOH7zzMQ6c+RFWFf6PPvbX/B43mKS933qqC\nRO8b0+oWDV1Fh5i2FEW5somnZjZx/O1NjL8PvO9hfDtwXBunR26utCnvzN/Z8sF9gIp/VRDkKwVp\ndDQsWyYr2HYEISHgr+hZtncZ/oqeaxIXcuZJcvusKMiSKAGyu1S4v3dhu35+8s9qdUZyPTLjEc75\nv6hWm410Pjoi3y2kZPbpnPCG7Asyv+5DZs6USWCDBrXOn9GZjEoOxe+1w9iuGkKOPdz0l19kYpw3\nDtu24OsnowjUCs6P/foYgbpAfGoMGOz/LovFPfJo9246JVekL3PqqfI2N9fZoiBEZ6C0upTa+toO\nadjVkfSQn0znoob+vrr1VW4cd6NbNdi+iIxeklZIm02atlqbQ9LktYPBzyZXmQ/3vclZK5xxqmcv\nnS2FyIdSofSUjNUUandD1bdVnpPI4cNt2wkHBwnIkZLzkVMfocYczfnnS6HaWSaj1nBW8llMiJ9A\ncDBcfPoQ1q2TCwrAoUNyYeksQRIo5P8krSTNMVZVX8Uppzgr/br6HEFWRe7Ici0aUlD//e/SB6n2\nOhGKjuPijnMk5fYk+oQgUets5ZTmMHfMXLdqsH0ddUHypr2rNwQHQ02V+9dq3Tp5m2nOhc13QI7M\n9o4P8b6ERXExvPce2BRpetm1QyYneOu8dOXqq4EdNzEsYiT3TrvXscMvKmp9CHRnMC1xGttu2QZI\nwWaxwLx58rkt9myqlnq6t5XTy9+mn24ke4v2uo3v2eMUFq516zQ6DzUi8k97nUebTZp2vznQNe3B\nW0OfESTx8bJzn6eaPH2ZL+zKWW0HVV4ID4dRvrNZf4kzyD7lNLn411QLpoddx85NBng+i8mRZ7Xq\n2g88AGcnn803l31DXZ3sVdGWAIHFi2Gwfhj/O28/tRVhfPQRrU7G7CrCw6UgOXhQlkz5/XfvQ4/b\nQt5PFBwAABiDSURBVGxYJImczJf7v4T0FHjSQsjLzhpPdXWaIOkqBgxwj/irr5c+zl+O/tJ9k2qC\nXi9IXLPaiyqKiAnRBIkr8fFyl+sharpNDBoEGUd9uPxsl0SHBTrq66XdfdLoaEaPhpmTBzBzpve1\nkAbbCxH4+QRwwcgLqKhofVitK2Fh0pG5ZQtMm+Z9ocquJjzc2XHxoos6//X0egiuGSyjG0MLoDqc\nCqPTBFlWpgmSrsT1O26zQZI+yZGU25Po9YLE2atdcWQwa7gzaVLH+UiGDIG774acHGBRHaTKvvG5\nuVBJMeNHRePnB6tWNV0x1xNHjjijt0AKgfYIktBQeY0vv+y5QgTc61epDu7W5LC0lpAQ2LDW/sHW\nNbafbdzoXm5Io3NpKEhiQ2IxWU09rnhjrxck6pc+w5JBVHBUj+4y1huY5VrIV9Hx1ZXLEPUB5BvL\nUBQYENv2z18t5Q1SCLQn5FQVSr/+6uxo1xNxjY5SM6I7U5AkJkLtxr/x8Vmr4SMZFOGaAD17trox\n67w5aDgJDZX+u8BAKUh0PjpiQ2LdEkR7Ar1ekKhq+K78XZwQd0J3T6fXM2IEPPaYvC8EnHFqED71\nodzxxC5s5gSio9te2ruoyGmCa69pKyJCCqXS0s6LgOoIXJ3/aoHIzhQkl14K0RGBXDXtDKiIZfZs\nmDEDt26Rjar8anQaoaGy1ExKitM3FhcaR2FFYbPndTV9QpCoGskQQycUKNJohLrQ5OTIHXVg9QD2\nmjdDWUKboqxUqqpkU6G0tPabthISZLe7hjkRPY0pU2SSpCudKUjAvRrz9/aq5a7CtjOd/RruhIbK\njbCPj/Nzjw6OduT59BR6vSBRY94Lygta7KKn0TGoJie1X4lO6Cg/+V4oTXBrftRWJk6UQqA9pq3E\nROl3qanp+Waahr6kzhYk6vXHjnUfv9BeVLcjOzNqNM+UKXDiiZog6XZU01ZBRYGjAY5G51Jt72ml\nLkilobIpVWxYdLvqeb35pv16pbByJe0SSomJ8PrrMqSypy+MKSlyQ6QS1cmFq9VQ8M2b3ce/6pw2\nHxrNsHChbHDlJkiCNEHS5ajO9vzyfE0j6SIath71XyO7I49Jbp9x/S9/cX/cHjNZR2hGXYma53Lk\niCyT0pmoHSQ9aWrz5skihBpdi4+PswdOdHC05iPpalSNxGg1EhXc93qQdAfXXy8zoVV8t8uVJ8iv\nfenYDX0Z7REkPdnB3hyDB3d+6K3F0vRzr73mXVFLjY5Fp3NqJCOjR7KvaF/3TqgBvV6QqBpJWU1Z\nq2o7abQdPz93+7qtXtqO2mvbD2pQsLkjBElDR7aGzPHxpvufRtfhatqa0H8Cm7I39ahckl4tSBTF\nGbVVWl2qCZJuYtSojrlOQ19Ge5zkamTZ0JZ7WPU5pk3rnA6MGm3HVZAMMQxhoH4gv2b82r2TcqFX\nCxKTCQICZHSPJki6D7UBlGJr/9ftppvs12pnIyVVkPTk0F8NDRVXQQIwUD/Q0TOmJ9AdPdu7DDX0\nV1EUyqrLCPP3olmyRocTHAx8sJKpt57U7ms98QSOToHtQQ0IaE8uioZGV9FQkIQFhFFWU9Z9E2pA\nrxYkqqPdWmfFT+fX45rB9CmOnIlvffsvExcHH33U/uuALE3f2aG0GhodQSNB4h9GWXXPESS92rSl\nOtotVRbNrNUD6GkVYzUhonGs4FGQaBpJ16BqJDvzdzImZkx3T6dPYzZr/ggNjbbimkcC0rRlspqa\nPqGL6dUaiRqxtS13G1MSOqgpuUab0Ot7fga5hkZPxTWPBCDUP5TymvLum1ADerUgUZ3teeV5JIQn\ndPd0NDQ0NNpEQ9NWeEA4pTWl3TehBvRqQaKatgorCrXyKBoaGscsDQVJfGg8OaU9p1NirxYkqrO9\noKKA2JDY7p6OhoaGRptoKEgGGwaTbk7vvgk1oNcKEjWrXYTlsSVnCwP1A1s+SUNDQ6MH4ikhMac0\nhzpbXfdNyoVeK0jMZpnVnla2i8kJkxlsGNzdU9LQ0NBoEw0Fib/OH32gnpLKku6blAu9VpCo/pGS\nyhIGhA/o7uloaGhotJmGggQgJjiGosqi7plQA3q/ILGWEBWkZZ5paGgcuzTMI4Ge1Smx1woS1dFu\ntBqJDDrGuhhpaGhouOBRIwmJoaiij2gkQoijQohdQog/hBBb7GMGIcRKIUSqEGKFEELvcvzLQog0\nIcROIcQ4l/HrhBAH7edc29LrqhpJcWWxppFoaGgc0zRMSAQYEzOGnw791D0TakBXaCQ2IEVRlBMV\nRZlsH7sfWK0oyghgDfAAgBDiXCBZUZRhwN+AN+zjBuARYBIwBVjgKnw8oWokv2b8yvj48Z3xvjQ0\nNDS6BE8aydzRc9mUs6l7JtSArhAkwsPrXAAstd9fan+sjn8AoCjKZkAvhIgDzgZWKopiURTFDKwE\nzmnuRXNzoV+8jb1Fe5maOLVj3omGhoZGN+BJkMSHxZNXltc9E2pAVwgSBVghhNgqhLjZPhanKEoB\ngKIo+YCaLZgAZLmcm20fazieYx9rktxcMMRWEOQbhK9Pr65NqaGh0cvxJEgigyIprymnuq66eybl\nQlessNMURckXQsQAK4UQqUjh4omGZf2E/VhP5f48XmPhwoUA7NsHaeljtPLxGhoaxzyeBImP8MFf\n58/SXUu5ZcItrbre2rVrWbt2bYfNr9MFiV3jQFGUIiHEN8BkoEAIEacoSoEQoh9QaD88G0h0OX0A\nkGsfT2kw/oun11u4cCGKAk89BdPO3E/4d5og0dDQOLbx8YE6D0nsj8x4hJ8O/dRqQZKSkkJKSorj\n8aJFi9o3v3ad3QJCiGAhRKj9fghwFrAH+A643n7Y9cC39vvfAdfajz8JMNtNYCuAM4UQervj/Uz7\nmEfUrPY6H61Pu4aGxrGPJ40E4JLRl7AxeyM2xcOTXUhnayRxwNdCCMX+Wh8rirJSCLENWC6EuBHI\nBOYCKIryoxBilhDiEFAB3GAfNwkhHgO2IU1ai+xOd4+oob9lNWWaINHQ0Djm8ZSQCDDEMAR9gJ6d\n+Tu7NTq1UwWJoijpwDgP40ZgZhPn3N7E+PvA+968rhr6a64yE/b/7d17jFzlecfx789e33bZXa93\nfcGGNWAHzKUyocW4BNpNnIBp1ZBIIUAVQRCVUJsIxB8t0FTCUv8JkWiSlpIogaYkJZgE0sZRW8AE\ntgUJB6fYmItvYMCY9QVfMcYYX57+cc7CeHfWF87MvjOT30c6mjPvOTPn2Zmz88z7vud9Z0zrMcdr\nZlaLyo0j6Xd65+ms37U+aSJpyJHt/TWSx9c9zpypc47+ADOzGjZU0xZAZ3Mn2/duH96ABmjoRLK0\nbynzTpuXOhwzs0KOlEgmjJ2QfBbghkwk/U1b63asY0bHjNThmJkVMmoUfPBB+W2ukVRJXx+0T97J\nwUMHPWGjmdW9tjbYvbv8ts5xnWzb6xpJxW3cCOM6t9HV3IVUbiyjmVn9aGuDd94pv2382PHsfH/I\ni1iHRUMmkr4+aO7YRfvYI87raGZWF46WSHbt2zW8AQ3QcImk/7faR7Xuon2ME4mZ1b+2Nvj1r2H5\n8sHb2se2u0ZSaf2j2vfLo9rNrDG05R9l998/eFv7mHZ2ve8aSUX1X/q7a5+btsysMTQ3Z7cTJw7e\n1j623U1bldZ/6e+u93fRNto1EjOrf9OmwYwZsGfP4G3tY9y0VXH9NZJXtr9Cd3t36nDMzAobORJu\nugm2bh28rXlUMwcOHeCDg0MMNBkGDZdINm6EE6cGj776KJ8+9dOpwzEzq4jOzvKJRFLyfpKGSyR9\nffD+xKcBOH/q+YmjMTOrjBkz4JVXym9L3U/SkInklTEPce3saz0Y0cwaxllnwcqV5aeTT91P0nCJ\nZONG2Nv0FjMnzEwdiplZxbS2Zldtvfba4G3jx45301Yl9fXBHjYz+YTJqUMxM6uoc86Bl14aXO6m\nrQrbuBF2HtjMpJZJqUMxM6uos88eIpG4s72ymsZvZuO7fZx4wompQzEzq6hzzoEXXxxc7j6SCmud\nvZhLZ17qUe1m1nBmzYI1awaXp564seESSfOkLXS3eSCimTWeKVNg8+bB5e1j3bRVUWM6trh/xMwa\n0sSJsGVLNst5qfYx7ezc56atihnR6kRiZo1p3LhsdvOBv03iGkmFrR/9CGd0nZE6DDOzqpg0CTZt\nOrws9a8kNlwiaRo5kou6L0odhplZVXR3w/r1h5e5s73CJo6bkjoEM7OqOe00WLfu8LKOsR3s2Lsj\nTUA0YCKZ0ur+ETNrXDNmwOrVh5e5aavCuid4ahQza1wXXwxPPnl4WfvYdt7Z9w6H4lCSmBoukfxh\nt6eON7PGNXcubNsGK1Z8VNY0oonmUc3s3rc7SUx1k0gkzZe0StIaSbcMtd81s68ZzrDMzIZVUxNc\neOHgObdmT5nNe/vfSxNTkqMeJ0kjgLuAeUAfsFTSLyNi1cB9W0a3DHd4ZmbDasqUwZcAP3XdU2mC\noX5qJHOAtRHxRkTsBxYClyeOycwsiXKJJKV6SSTTgDdL7m/Iy8zMfudMnQq9vYOnSkmlLpq2gHK/\nmVv2JVywYMGH6z09PfT09FQnIjOzRK64Am68ETZsgJNPPv7H9/b20tvbW7F4FLWS0o5A0lxgQUTM\nz+/fCkRE3DFgv6iHv8fMrCjlX68r8ZEniYgo94X9mNRL09ZSYKak6ZJGA1cBixLHZGaWzEU1NBNU\nXSSSiDgIfB14DHgJWBgRK9NGZWaWzo9/DNOnp44iUy99JETEI4Cn9TUzA9raYHea8YeD1EWNxMzM\nDtfaCtu3wz33pI6kTjrbj5U7283sd0mlOtx/VzrbzcysjBE18CleAyGYmdnHNWNG6gicSMzM6tbT\nT0NXV+oonEjMzOpWRwc880y2pOREYmZWp2bOzG4H/ob7cHMiMTOrU6NHww03ZD90lZITiZlZHZs4\nEbZuTRuDE4mZWR3r6nIiMTOzApxIzMyskK4uePvttDE4kZiZ1THXSMzMrBAnEjMzK6Q/kaScr9aJ\nxMysjrW0ZLMAv/deuhicSMzM6lzq5i0nEjOzOudEYmZmhTiRmJlZIU4kZmZWSGsr7N6d7vhOJGZm\nda652VdtmZlZAS0tsGdPuuM7kZiZ1bnmZicSMzMroKXFTVtmZlaAayRmZlaIayRmZlZIw3a2S7pd\n0gZJz+XL/JJtt0laK2mlpEtKyudLWiVpjaRbSspPkbRE0mpJD0hqqlbcZmb1pqUF3n033fGrXSP5\nh4g4L18eAZB0JvBl4EzgMuBuZUYAdwGXAmcDV0ualT/PHcCdEXEGsBO4vspxm5nVjY4O2LEj3fGr\nnUhUpuxyYGFEHIiI14G1wJx8WRsRb0TEfmBhvi/AZ4CH8/X7gC9WNWozszrS1QXbtqU7frUTydck\nLZd0j6T2vGwa8GbJPm/lZQPLNwDTJHUCOyLiUEn51CrHbWZWNzo763iuLUmLJa0oWV7Ib/8MuBuY\nERHnApuAO/sfVuap4ijlA7cl/C0wM7Pa0tIChw6lu3KrUKd1RHzuGHf9IfCrfH0DcHLJtpOAPrJk\n0T2wPCK2ShovaUReK+nfv6wFCxZ8uN7T00NPT88xhmhmVp+kj2ol3d1H37+3t5fe3t7KHT+q9EO/\nkqZExKZ8/Wbg/Ij4c0lnAfcDF5A1Zy0GPkFWO1oNzAM2As8CV0XEKkkPAr+IiAclfQ94PiK+X+aY\nUa2/x8yslu3dC2PHZknleEkiIj7GIzPVvIz2W5LOBQ4BrwM3AETEy5J+BrwM7Af+Kv/0Pyjp68Bj\nZEnl3ohYlT/XrcBCSX8PLAPurWLcZmZ1Z9y4dMeuWo0kBddIzMyOX9EaiUe2m5lZIU4kZmZWiBOJ\nmZkV4kRiZmaFOJGYmVkhTiRmZlaIE4mZmRXiRGJmZoU4kZiZWSFOJGZmVogTiZmZFeJEYmZmhTiR\nmJlZIU4kZmZWiBOJmZkV4kRiZmaFOJGYmVkhTiRmZlaIE4mZmRXiRGJmZoU4kZiZWSFOJGZmVogT\niZmZFeJEYmZmhTiRmJlZIU4kZmZWiBOJmZkV4kRiZmaFFEokkr4k6UVJByWdN2DbbZLWSlop6ZKS\n8vmSVklaI+mWkvJTJC2RtFrSA5Ka8vLRkhbmz/WMpO4iMZuZWWUVrZG8AHwR+J/SQklnAl8GzgQu\nA+5WZgRwF3ApcDZwtaRZ+cPuAO6MiDOAncD1efn1wPaI+ATwHeBbBWMeVr29valDGKQWY4LajMsx\nHRvHdOxqNa4iCiWSiFgdEWsBDdh0ObAwIg5ExOvAWmBOvqyNiDciYj+wMN8X4DPAw/n6fcAXSp7r\nvnz9IWBekZiHWy2eNLUYE9RmXI7p2DimY1ercRVRrT6SacCbJfffyssGlm8ApknqBHZExKHS8oHP\nFREHgZ2SJlQpbjMzO05NR9tB0mJgcmkREMA3IuJXQz2sTFlQPnFFvv/Ax8QQz6WSbWZmllpEFF6A\nJ4HzSu7fCtxScv8R4AJgLvBIuf2At4ER+fpc4L9LH5uvjwS2HCGO8OLFixcvx78UyQFHrZEch9Ka\nwyLgfknfJmuamgk8S1YjmSlpOrARuCpfAJ4ArgAeBK4FflnyXNcCv8m3PzFUABFRriZkZmZVpPyb\n/Md7sPQF4J+ALrIrrZZHxGX5ttvIrrjaD9wUEY/l5fOB75IllXsj4pt5+alkne8dwDLgKxGxX9IY\n4CfAJ4FtwFV5B76ZmdWAQonEzMysIUa2DzXIcZiOfa+kzZJWlJR1SHosH1z5qKT2km3/mA+uXC7p\n3CrFdJKkJyS9LOkFSTemjkvSGEm/kbQsj+n2vDz5QFRJIyQ9J2lRLcQk6XVJz+ev1bN5Wepzql3S\nz/MBxi9JuqAGYjo9f42ey293SbqxBuK6WdlA7RWS7s/Pm9Tn1E35/111Pg8q0dmeciFLhq8A04FR\nwHJg1jAe/yLgXGBFSdkdwN/k67cA38zXLwP+M1+/AFhSpZimAOfm6ycAq4FZNRBXc347EliSH+tB\n4Iq8/HvADfn6XwJ35+tXko1LqtZ7eDPwb8Ci/H7SmIB1QMeAstTv3b8C1+XrTUB76pgGxDcC6ANO\nThkXMDV//0aXnEvXpjynyAZ/rwDG5P97j5H1W1fsdarqmzscCyVXeOX3D7tibJhimM7hiWQVMDlf\nnwKszNe/D1xZst/K/v2qHN9/AJ+tlbiAZuC3ZANUt3BsV+u9XaVYTgIWAz18lEiO9QrCasX0GtA5\noCzZewe0Aq+WKa+J8yk/xiXAU6njIkskb5D19TaRXSz0uZTnOfAl4Acl9/8O+OvSv7/o69QITVtl\nBzkmiqXfpIjYDBARm4BJeflQAzWrRtIpZDWmJWQnQ7K48iakZcAmsg/vV4GdkXYg6rfJ/qkij7EW\nBscG8KikpZL+Ii9L+d6dBmyV9KO8GekHkpoTxzTQlcBP8/VkcUVEH3AnsD5//l3Ac6Q9z18E/ihv\nymoG/oSs5lax16kREslQgx9r0bDGKukEsmllboqId49wrGGJKyIORcQnyWoBc8jmYhvquFUfiCrp\nT4HNEbG85Hi1MDj2woj4A7J/+K9JuvgIxxmO964JOA/454g4D9hDVvNPej59eDBpFPB54OdHOVbV\n45I0nmxap+lktZMWsqaioY5b9XMqIlaRNWM9DvwXWfP/gSM85Lhfp0ZIJBuA0g6qk8jaSlPaLGky\ngKQpZNVayGI9uWS/qsWad+Y9BPwkIvrH5CSPCyAi3iGb6HMuMF7ZZJ4Dj/thTJJGAm0RsaPCoXwK\n+LykdcADZPO9fQdoTxhT/7dDIuJtsmbJOaR97zYAb0bEb/P7D5Mllpo4n8g+qP8vIrbm91PG9Vlg\nXURsz2sY/w5cSNrznIj4UUT8fkT0ADuANVTwdWqERLKUfJCjpNFkAxwXDXMMA7/FLgK+mq9/lcMH\nV14DIGkuWXV3c5Vi+hfg5Yj4bi3EJamr/6oQSePI/uFeJpsV4Yp8t3IDUeEoA1E/roj424jojojT\nyM6bJyLiKyljktSc1ySR1ELW9v8CCd+7/PnelHR6XjQPeCllTANcTfZFoF/KuNYDcyWNlSQ+eq2S\nnVMAkibmt91kM7Y/QCVfp0p37KRYgPlkVyatBW4d5mP/lCxb7yM7ia4j62h7PI9pMTC+ZP+7yK4y\ne56SaWUqHNOngINkVdhlZG2084EJqeICfi+PYznZFSTfyMtPJZu1YA3ZlS2j8vIxwM/y93QJcEqV\n38c/5qPO9mQx5cfuf99e6D+fU753+TFmk31pWw78guyqraQx5ccZR3ZxRGtJWerX6nayDuoVZDOX\nj0p9ngP/S9ZXsgzoqfTr5AGJZmZWSCM0bZmZWUJOJGZmVogTiZmZFeJEYmZmhTiRmJlZIU4kZmZW\niBOJmZkV4kRiZmaF/D8d23qtDijuVAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f029411df28>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Cd2 = ss.convolve(data2, Wd)\n",
"plt.plot(Cd2)\n",
"plt.plot(Cd)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Общий тренд, как видно, совпадает, но ошибки достаточно велики."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.1+"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
https://www.linux.org.ru/forum/development/12574505
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