{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Replicate https://stats.stackexchange.com/questions/190148/autoencoder-pca-tensorflow?rq=1\n", "\n", "but using \"keras with tensorflow backend\" instead of tensorflow directly" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import libraries" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "load libraries\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] } ], "source": [ "print(\"load libraries\")\n", "import numpy as np\n", "from sklearn.decomposition import PCA\n", "import utils\n", "from matplotlib import pyplot as plt\n", "\n", "# https://stackoverflow.com/a/34306306/4126114\n", "np.random.seed(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X [[ 5.48813504e-01 7.15189366e-01 3.65816378e-01 2.61627984e-01\n", " 8.45505553e-02 6.45894113e-01]\n", " [ 4.37587211e-01 8.91773001e-01 7.09190581e-01 6.32437012e-01\n", " 6.66350154e-02 5.28894920e-01]\n", " [ 5.68044561e-01 9.25596638e-01 7.92985609e-01 7.33984814e-01\n", " 1.57032938e-01 8.32619846e-01]\n", " [ 7.78156751e-01 8.70012148e-01 6.58530585e-01 5.72929609e-01\n", " 3.56657945e-01 7.80529176e-01]\n", " [ 1.18274426e-01 6.39921021e-01 2.62046963e-01 1.67689360e-01\n", " 6.77524960e-04 4.14661940e-01]\n", " [ 2.64555612e-01 7.74233689e-01 4.64104944e-01 3.59325683e-01\n", " 1.10992866e-02 6.17635497e-01]\n", " [ 6.12095723e-01 6.16933997e-01 2.34809741e-01 1.44862112e-01\n", " 8.72841608e-02 4.37031954e-01]\n", " [ 6.97631196e-01 6.02254716e-02 2.18444256e-04 1.31559083e-05\n", " 1.23151044e-03 1.28926298e-01]\n", " [ 3.15428351e-01 3.63710771e-01 4.81136702e-02 1.74994601e-02\n", " 4.15159042e-03 1.02044811e-01]\n", " [ 2.08876756e-01 1.61309518e-01 4.19739634e-03 6.77079980e-04\n", " 2.37132090e-04 2.44425592e-01]]\n" ] }, { "data": { "image/png": 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4dXlU5J+7E6wqqqempIHC1Bp0Vf/9qPSfrKqoAavZ9SyX/ImA7nA4yU3UYLc6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N=100000\n", "\n", "# Try dataset from https://stats.stackexchange.com/questions/190148/autoencoder-pca-tensorflow?rq=1\n", "from sklearn.preprocessing import scale\n", "def data1(n_samples:int=2000, n_features:int=5):\n", " # n_samples, n_features = 2000, 5\n", " X = np.random.uniform(0, 1, (n_samples, n_features))\n", " X[:, 2] = X[:, 1]**3\n", " X[:, 3] = X[:, 1]*X[:, 2]\n", " X[:, 4] = X[:,1]**2 * X[:, 0]**3\n", " # auto-encoders need [0-1] range data\n", " # If PCA input is (mean=0,std=1) and AE is [0-1], MSE is incomparable\n", " # X = scale(X)\n", " return X\n", "\n", "X = data1(N,6)\n", "\n", "print('X',X[0:10,:])\n", "\n", "utils.myPlot(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Try matrix of 2-layer AE\n", "\n", "AE-15-4 is most efficient at mse = 0.033" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "autoencoder\n", "d1,d2 : 6 1\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/.local/share/virtualenvs/G2ML/lib/python3.5/site-packages/sklearn/model_selection/_split.py:1977: FutureWarning: From version 0.21, test_size will always complement train_size unless both are specified.\n", " FutureWarning)\n" ] }, { "data": { "image/png": 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8qaTA5a0pTgwz+2x4GQJA38thqmt0E7XBK2cSx24Re8ERe1AETMUbfnhUTOpT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\n7BqNRrPG+H9jktvpe3MpPAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.376978738878\n", "d1,d2 : 6 2\n" ] }, { "data": { "image/png": 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nTDGBJAH7fgq+MIz4Y/pkZxew3/D7wK9pCQlSitEG/HCIsRdGgR//K3oxX3tP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mqVvHbwkQeuEQFgG5xIudKMyibb0Evw9A3X7B6YB9ot5ks5Uft+UHJH0v6TYW9nc8t5TtfJR+1A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\nY1EBC7eMAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.256157202323\n", "d1,d2 : 6 3\n" ] }, { "data": { "image/png": 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dBBi6YRko6kXuQzgedlIA+pQ6Bc3SsKp9FSyHZXPxwRnLIqWk8Oblb8bdw3dj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GIgdE25OKkSUHBKDJZeU0wA+7w0WFsNk3I5tjESOmVC6ABO9XR9+CQrMIgzjJOcbTc9IVt06dCl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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0530378798938\n", "d1,d2 : 6 4\n" ] }, { "data": { "image/png": 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hiDlsXCKWlUPr74dmZQpRsig+/3zMfu/fLHjoaWhA/JMNRIFVVsIzYwZR4iBr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Cc/T66o08806UAfMT2EVsrWxgUshF6KK0KfkSrS5a79ziahy/mUL+lsDVvaGUw8L9tcPPMV+XNs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\nicR4h7F/x4B0pHUCnYfwTZdYarNge0JHb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w8MfVEWhRByKyHkICHkECHkg0vVqLUOobnF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\nxFgjiA16jBgxYqwR/H9jIJK2Q5iV/gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0475150953211\n", "d1,d2 : 6 5\n" ] }, { "data": { "image/png": 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qgyfgZMGfWoh0+WxvQ6J+PvPQqeVifk6zJrpMhcTzHCMAALaMDuvKdJ6AA25z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YW3P0c+YyFSuXMT7zHNqxQIPRIAIolh8Iko9GiYNJLcCqD4IrKtfYdU4VFi6T5AGoBtNPl7qMqR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\nWC2+X7XdiOvX1MImWgihRAZjkTSsBi3MB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l3oCt+DEAKv3ThpwcJUwYRJMf+cgSt0mYBo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\nQoWKcwT/H1fTncQbg42KAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0479863695798\n", "d1,d2 : 6 6\n" ] }, { "data": { "image/png": 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BBEs3c9ZcEATJ20hJQxUUEpVGQ9asObRVnEChVIaFrs5u4+4f/xxdlFEOk1ws\naYUlNB45gN/nZc7aD8nCFEKpUsmhg4nEpWVw94//e9p6F992F5ae7ilj+Odj5qqrcdmsYV7BtZ/7\nCn6fj+zgApJeNJNP/OJ/ScoZ90pKr71BzuICpt33ORdLpwg9grTZG/LAJv4sCMKke3ahxKakUrVr\nGwBrP/WFSSJ+IUjp0ZnnL3iZ+EAIeohZq9dy8MVn2fy7n+NxOllx98cvaf1Lb/8oBYuXhWUNnI0g\nCFx9/2dZ/+Pv0Hz8MGsf+PyUVtClRlAo5A1XjcHAqbdeZ/sTfyLg95NWNPNd17/sznspWr6azprT\nzFq9VmpTEFh6+z0AFywMK+7+GMUrVhOX9s6/kFMQBHgHYnA2KflFtFeeoquuBqVaTUxySthxvTGa\npBm5DLa3EpeWHnYsp2whbRUnSMktQK2bXjDe7WROKyymerckKvOv//B5Sl84hYuXn7/QNBhiYuU9\nohChjdqJXI5x/14SkyJZ3FpDFHkLpvzmkg8cHyhBV2k0LLvjHo6/vpGlt300LEZ7KUjMmiGHIc5F\netFM1n7qC9LGXjCT5HKSNWsuSrWaxqMHyVuwmLz5iy5JvfHpGcSnhwtx2fU3X1QdhpjYSeGP94u8\nBYs49tpL1OzdQVJ2zpTeXPbsuZKgnyXMOfMk6z9j5nubapYe3MjNnlt2wXtAES4NsUFBL1q+6h15\nMv8X+UAJOsD8G2655EL+Tlhw40fet7bVWh2zr7oGx4iZDz/4PTkmHCGctIJiPvbz37HrqcfInls2\nZZms2aWceHPTJI8iPj2Dm77xHbKDWRzvFQmZ2cy77kbmrP3Qe9pOhMmkFRYRnZAkZwJdCQiX8ytE\nFy1aJJaXv/ffcBchwoXiGxvjwAvPsPgjd4Vt4kaI8H8JQRBOiKJ4Xlf8A2ehR4hwKVFpNFz9yc+/\n392IEOGS8IF+9T9ChAgRIowTEfQIESJEuEKICHqECBEiXCFEBD1ChAgRrhAigh4hQoQIVwgRQY8Q\nIUKEK4SIoEeIECHCFUJE0CNEiBDhCiEi6BEiRIhwhRAR9AgRIlyxWAdHcTu873c3LhsRQY8Q4TIg\nBkRaKwYZG/W9o/P/fxOmd4NtaFS+z2/8uZJ9Lza+521W7+ums878nrdzPiKCHmSk30UgcHm+qKyv\n1UrVnq5LVp9zxINtaHTS510NFvatb5jyWITLy6ntHWx9rIqNvzmJw+K56PNf/2MFB19peg96dmUh\niiKv/E94+qpjAAAgAElEQVQ5x7e0I4oituFRuhstvNdfQnhkUwuVuzrf0zYuhIigIwni+p8epeXE\nwGVpr3JXJ/tfasI35r8k9e17oZG3/1496fP6w71U7e3m+YeP0tM0MuW5fa1WNv7mBD7vO+9Ly8kB\n9jxX/47Pfz8I+AMXfY4oing9F3+fBjvsHN3cSmpeDLbhUd56ouqizvd5/ViHRhnsckx5PBAQaTjS\ni/c846mv1XreMh90XLYxRu1erAMuPC4fAZ+IyzqGfdh9wXV4PX5e+Z9yuhosF1R+zO3D4/Qx0u96\np92+ZFxxgr53fQO1B3vk31tODvCv/zxER+2w/JlvzM+Ye9z1DVnntuHLY8laep2IAZGhaSboxWIb\nHsXS55pkhbhsY8SlGhADIh01w1Oe23pqkN5m60UN+El1VA5Ss7/ngj2B4R4HG399As87DD+czah9\njNZTg+csYx108cIjR3FaPYz0u3j8P/Yy1GW/qHYqd3byzA8Ohomipc8ZFgpx2cbY+XRt2LUdf7MN\nrUHFzV8pZdaKdIa7Hee1GH1eP60VgzgsHunZiNN7kV31ZnY8XcfuZ+unrXfUPsbGX5/g6GutF3XN\n75T+NhsHXm56Rwvgu8HSJ4mq0zqG0zruCfU2T23QTMVgp53+NhtHXmu5IMvebpbmjm3Ijd938YbC\npeSKEvRAQKTuYC91QUE/UzPMtidrcFo8bPlbFd2N0oq769l6Nv+hQj4vJOSjlyFGGfAHsARX8sGO\nixOU6XDZxvB6/Lid4f13WT3EphgwxGhwjEzt5g91S4vKqP2dX7vLOgbAmerxRWPH07V01k4dU+xt\nttLbYmWo89Jcf8WOTrY+XoXLNjZtmb5WG8PdTgbP2BnucRDwXdyC6vcHqNjRicflw9LrxOf1s/f5\nBp5/+CiHXm2Wy7VWDFJ/pC9sAR3ucZJRHIfOqCYqVotvLMCYe3qh62my8PT3D7L1sSqOv9mGbUgS\nDL83MOXCO9QpXUfT8X5q9nVPWedghx1RhPojvZfMMzwXDUf7qNzZyau/PXnO53KpCVnJLqsnrN3e\nFiv9bbYLsqLNwTnR32ajt8V63vIOszS3xID4voc3ryhBd5ilFXKww4HfH2Df+gZiUwzc9/BSomI0\nHAlaJ4Md0gocuvm24CS5HJtOtiE3AZ+06g+csU1bzjo4yr4XGs8bbxUDoizGZ092l20Mg0mDMU47\nbT0hUR11vPNJN2qXzm2vGgLAO+an4UgfTeX9U5YPTbSQUL1b+lqlSWfpdU5bJtSmY8SDM7i4OadZ\n5Kai9dSgXH6420ntgR6q93Wj0SnDRGKg3Rb2v98bwD40SmyK9AfBo+KkP3XmtHhwWj30t00eA8fe\naEOtURKfHsVQpz1MJCx9k69xqNOOMU5LemEsJ9/umLL/g8Hn7HH5aA6GFv3ewJT1XSyjjjGe/VG4\nF+ywuNFGqRjuclC58/LFlkcmWOiu4PMyJeporRhk429PsP+l8+9DDHc7UeuU6KLUnNo29f2cSMhC\nBxgZiAj6JcMavJl+X4DWU4PYhtzMuSqD2GQDWbMSsPQ5pdBKcIK0VUoCZB+6dILeUTssC9tUmIOi\nozdpzmmhV+3tompPFy/+/JgsWFPhdnoRg274RIH0+wOMOrwYTBqiYnVTipfT6pEXg3dloQfFsrth\nRPIUgvdxOrEILQCXIsQV8AfkhfFc4uSyjou4LOjWyYvY2KiPgxuaJ2VGVO3uwpSoQ6lWYO5x0Nti\nxRinZcbcxLB7G+pLf1DQRwZdiCLEpQYFPUYbbNvD8TfaeP1PFWHtjPS76G4YYc6aDLJK4jH3OrEO\njKJQSH8029I72cIc6nKQlB1NXlkSdrM7LNQQYrDDQXSCjtgUA9VBK75yVycvPHLsXVvQjcf6sQ25\naTw6voA7LB5SckzEpUcx3HNpQosT8fsDvP6niklxbku/NAbEgMhQt/Rz/vxkRu1eAj6RkYHzW+jD\nPQ4SM4yUrEijo3r4vPsO9mG3/DfN3+84+nkFXRCELEEQdguCUCsIQo0gCP8R/DxeEITtgiA0Bf9/\n3/9+18SHdWLrGQCyZsYDEJdiwOPyMdhhJ+CXBLDttBR3PV/IJRAQL3jQH361hS1/q5o2hSkk6EWL\nUjD3OKcdLF11ZhKzjAgKgZNvn5m2vYn9sg2NMthp50z1MKM2L4hgiNFKFvqIZ1I8cHhCyCEkshdL\nILhwpOXH4PcF6GqwyIJu7p0c1wcYDfZ5qvDBxcbVh7ud+MakuKW5b/rJFLpPzhGPHH46e5FzWDys\n/9lRKrZ3ULO3W14ofV4/vS1WipamEpdqwNzjpL/NRkquieh4yfsRA9KGqbnHiUIpBMdZQLYY41Ki\nAIiK1cptW/qkjbuJ+zk1+7tRKARKlqcRnxGFbyxAZ72ZmBQD+mj1pEXLO+ZnpN9FYqaRlFwTAP2t\nk63+oU47ydnRzFyRRn+bDeeIh64GCwG/SFf91GO1p8lyTi8yRMORPkAyZkL3zGFxY4zTEZ8Whbnn\n3XsBZzPU6aCjxjyp7yP9LlRa6W/sDnbYUakVzFqVTu68RIqXpWIfduM/x4a4KIoMdzuJzzCSXhhL\nICBOa3j5fQHEgIjd7CY6QYfOqL6gBeO95EIsdB/wbVEUZwHLgK8KgjAL+D6wUxTFQmBn8Pf3ldDD\n1EerGe52EB2vIyZZDyC7vGeC1nNqXgw9TVbcTq8sLO5pwg6nd3Xyz+8e4PmHj5w319Q+7EYMiLz1\nRHWYKxbC0uvEGK8lozgWUQwX1RBOq4fhbieFi1JIy4s556ofJujDbg5taGbnM7W4bJJYhUIuPo9/\nUg50KIasVCnesYU+6pAWjvwFyVKdnXY5fDM26ptyIXSFLPSz4o3D3Q6e/Na+KcMQ0xHyXgwmzTlD\nLiFr3DlNyEUURXY9W4fb6WXmyjQCAVFe4EPlTAl6EtKN9LVKm8gpOTEY43QE/CIu+5gcp85fkIxv\nLIC51yVv0oXGoSzo1vFU01D9oihSf6SP3HmJRMVoScgwAmDucRKTqCMuNWqSoJu7nYgiJGZFk5QV\njUIlTPLoPKM+rIOjJGZHywZOZ51ZLjfdmN7zXANb/lZ1zgyo4R4Hgx12knNMjNq9DHba8XsDjNq9\nGOO0xKcZsA+7L2pzdMzt49DG5nMu7v1tUt8nji+f149t2E16QSwgjUVDjIbYFAM3fbmUjKI4xICI\nY4p5GcJh8TA26iMhPYrUcyyQfn+A5x8+wrE32rAPu4mO1xGbbGCkz0X51nbqDvVe8PVeSs4r6KIo\n9oqieDL4sx2oAzKAW4FngsWeAW57rzp5oYwMjBKbrCc5R3oQWTPjEIK+UEjQ26ukON/867Lllz1C\nFtt0Fnr94T5ikvT4fQH2PN8wbcqbx+XF4/Ixe3U6Y6M+Go72TSpj7nUSnxZF8gypj3WHeydZsV31\nkhuZWRJHbKoB68DotFZFaEBLsVwnfS1WRu1eWdwMMRpZRM6Oow91OTDGaYlO0L1jCz20IRodr0Nr\nUOGyjYVtzpqnENmJMf+hLgfP/OAgtuFR+tttiOL0ewuhbJa+Vqv8DPrbbOhNGrJmxp87hh4MQ0gx\n9KC4TwhN1B7oobPWzMq7CsmZmygdP0v4jbFa4tOj5A3NlFwTxrjxexsKs8xdkwFIcfSRfhfGOC0a\nnfTne9UaJVqDCuvg6CRPwe304nZ4SQsKUnx6FARdeVOinri0qEnZTKFMncRMI0q1gqSsaPrawgV9\nOFgmKSuaxEwjWoOKyl2deN1+1DolnbXmSWNQyuF24xzxUL136o1WgNO7u1AoBNbdXwJAR41Zvi5j\nnJa4NMkzmbgQne99j8Zj/Zza1kFH9dSZWSBtcsO4twfBkKsIGcXS/fO4fBhMWvl4TJJ+vNw0DAc3\nRBMyjOijNZiS9PS1WXFYPDQe75OzWNorh6Qw07E+yUKP1xGbaqCv1crRTa3se7HxXe1LvVMuKoYu\nCEIOMB84CqSIohhahvqAlEvas3fAyICL2GQDKUFBzwxaIwDRCTqUKoXshuXMS8QQo5Fe8BElC8rr\n9uP3hgunpc/JcLeDuWszWXlXIbbBUZrKp85XD22uZpbEk5JrmpRKJwZERvpcxKVFERWrZd66LGr3\n91C+pT2sXFedGW2UiqSsaOJTDVLcf3CUnuaRSZkZIUFPyTXR02TFF+x/dzDvPCpGizFOBzAp02W4\n20FiVjT6aPUFDz5RFGk9NcjBV5qo2d8tW9t6kwaDScOobSxsL8ISDLvUHuzhrSeq8XsDYRuUTeX9\nOCweeppGZPG3TOORHN3cytbHq9jwqxNU7JA22vrarKTmmohLM+C0jk1r1U0VcnFZx+QQQVvlEHGp\nBmavTh9fAIPlQgthVFDQAQSFQNKM6PF7a3EzcMaGMV5Lan4MWoOK/jYrlj6nbEyEMMRo6WuxQlDX\nQoIeypYwxkvtqzVKWYRMiXriUqWwocs2hnfMz4m32mkqH0CjVxGdIPUjNTeGwTP2MANgsEMaM0nZ\n0QgKgYziODkzpnRtJk7rmPyc3vxLJae2deB2ePF7AygUAie2ngkLC4Wo3NlJ7f4e5qzJICHDSFJ2\nNB01wzgs0jwIhVxgfMO6tWKQJ7+9/5zZIE3HpVi8dTC8jCiKVO3pCm4mT7bQQ95QRuF49NcQo5F/\nDnlJZ9c7kVB4KPScU3NN9LVa2flMLdufrOX5nx6lq8FCzQEpk842JC16xgQdscl6An4RU6IO35if\nyh2X/0WjCxZ0QRCMwAbgQVEUw0woUVrep1x2BUH4giAI5YIglA8OnjtX+N3g90kpXbEpBvIXJJM9\nO57s2QnycYVCkB+oKUmPQiGQW5ooD+yQxRyyLoe6HBx9vZWafT0gQMGCZHJLE4lPj+LE1nZZCCYS\nCt2YEnXkL0hmsMMeNnhsw6P4vAHiU6XBsvKuAgoXJXP8jTZZUEVRpLPeQmZxPIJCIDY1NCFcvPVE\nNfvWN4S16bKNoVQpSMiMDutTd6Mk6IZoDVGx0qB2mN1sf6qGMzXDuGxjmHudpOREozdqJoVc7GY3\nb/6lclKcebjbydbHq6jY0cnBDc2y5WsICrrLNiZ5OoLkNVh6nez5dz27n62n5eQAg512xkZ9klCJ\n0Bj0YoY6HViCk8naL4lLa8UgTeX9cshpqMtBco6JlFwTdYd6GeqyYx0YJaMojrjUyZZgCJ/Xj8fl\nQ61V4nH58Hn8GOO1BPyi/Lytg6PEp0UhCML4xuXIuFUPksUZCoMkZESh1ijHLXSzh/5WGyk5JgRB\nILMkjsbyAcy9TrlvIYyxGll8JtY/UQhDhNozJelJCIrMcLeDtopBjrzWSneDhZRck+yJpuSZ8HkD\ncigv4A9Qd7gXU5Ieg0kaB5nFkuBFxWiYtSodkFJ8+1qstFcNc6Z6SA4Xlq7LxO30hqWkiqLI8Tfb\nOPByE3nzk1h5dyEAWbPiw1IDjXFaaa4pBczBzdyOWjNjoz5OTLMv5LC46QnmjFvPEn1Lr0t+ic42\n5AZhXNB7mkY4+EoTap2UHaSPVkvXaBoXdINJg0qjOKegh7xWXZR0fkpuDC7rGF31FmauTEOhEHj9\njxV01pqZtTJNPi86XkdqbgwqjYIPfXYO+fOTOb2nC4/r8n5dwwUJuiAIaiQxf04UxY3Bj/sFQUgL\nHk8DpjRbRVF8QhTFRaIoLkpKSroUfZ4S29AoYkAkNllPfFoUt3y9DK1eFVYmLmgpxSZL/+fOG+9P\n8oxoYDzsUrmrk/I326nc1Ul6QSxRsVoEhcCC62dg6XPR1Tj5LbKQ1WFK0JM/X6q75eSA7M6GrOvE\nLGmSCgqBeddkI4qSqwqSleEc8ZA1My6sz80nBxi1jdHfZguzllw2DwaTBlPQQotLi0KhFLANjqI1\nqFCqFZJACdB+eojGY/2cfOuMlCctwow5iZKFflbIpfXUIO1Vw5RvbQeQF4uQS1q6NhOv2y/HuycK\nusfhRWtQEZ8eRcPRPmoP9pK/QLofocmakictoCHrd6jLHmahD7Tb2fpYFdv+UcOmP5xCFEXMPU5S\nck3MWpnOSL+L3c/Wo9IoKF6WOskSfOvxKk5t7wjeI+nakrKj5etLCS7gjhGP/FKZKWgNG0xqBCE8\n5KLWKtHoVRjjtBhMGtkK1BnVKNUK+ttt2M1u0vIld3/lXYUolQK+scAkCz3kAYBkaITi+6F7EVok\nAFnETYk6ErOk/g91Ohg4Y0epVnDfT5Zy/edmy+XTC2KlZx0MLVbv62G4y8Hy2/LlMpklUt/TCmIx\nJehJyTVxatsZTrwliezIwKgs6IWLU9AaVGFx9iOvtXDs9TaKlqZw3WdmyRk46QXSJmLLyYHgdehQ\nKhXEphjkZzsYDKfVH+qV2xADItZBF521ZumZidI9sJ61wRgae73NknWelh+Dyz6G3x/gzb9UolQp\nuO2b81FrlfI9nmihC4JATJJhkqC7nV55jAycsYWNk9TgOI1O0LHm3mLu+t5CUvNiUKoVLP5wrjyX\no+N1ZBTH8fnfX0VKronStRl43X56mkZw2cbY81y93P/3kgvJchGAJ4E6URR/N+HQZuCB4M8PAJsu\nfffOTfvpITb86gRup1fO/4xJNkxbPjSxQm5sZnEcaq0ShUIgMVN6MCFLebDDTkKmkezZ8cz/ULZc\nR/78JDR6FQ2Hx+PjracG6WmyYB92o9Yp0UapMCXqSZ4RzeFXW3jiG3uDL9I4EBSCLD4gLST6aLW8\nWRvatQ9tXmn0KqJiNPLXEgQCouSuBxm1jWGI0WBKlK4pqyROvr6QRaZUKTBEa2gPWlk9TSNU7+sm\nKlZLYpYUK3Q7vGGxzdCGWe3BHo5ubuXv39rHYKcdS68TQSHIm6CddWbUWiVqrRKDSYvLPsao04ve\nqCEuNQqvx09aQQzXPDALhPHJmJITI7cVHa9joN2OwyIJp93slnOa563LwmH20NtixevxE58WRf6C\nJJQqBQNn7BQvS0MXpcaUqEOhEhjucmIbHqXl1KC8hxGK84cWbUDeZwltkgZ8onwPFUoFBpMmTNBD\nAiEIAnf/YDFLb8uTfzfGamk7Hdxsz4+Rr2ndJ2ciKAQ5BBgi5AFodEpikvXjnoDFg0IpYIgeF6Gi\nJanMXp1OXIoBXZSa6AQdg512BjvsJGYaiU+LQmtQj9cdqyWjKJaGo324bGMc3dxKZkmcvKCCNA9m\nrUpn1mrJOr/648V4nD7OVA+j1iqlDJygAJsS9GQUx9FZJ8XZA/4AtQd6yZufxLWfmoVKrZTrTc0z\ngSDtAWkNKtTBbJO41CgsvU783gBDXQ4KF0vR2cMbm/GN+dnw6xP8+8dH2PzHCk7v6iI5x0RmSRy2\ns4R3uEeaP7EpBhRKgRlzEgj4RMzdTsbcfhbcMEP2tGVBnxBDB2nuWwdcBPwB+QWrXf+qY/MfKvC4\nvFgHRuWxAZCQaSSzJI6r7ilCqVagNai59cEy7n90OcY4nbzfEgp5KZSSpIYW3+FuB/1tVmr297zj\nL2a7GC7EQl8J3A+sEwShIvjvJuCXwHWCIDQB1wZ/f0/w+wNTpj7VH+mjr9XK3vUNnNjajkqjkDdh\npiI2mAscCr0o1QpyyxKJS4+SH7zb4cXn9WPpcZIzJ4Fbvl4mPzQAlUZJwcJkWk4NMOb24XZ62f7P\nGva90IRt2I0pQSe7v+semMnyO/IJiCKtpwYY6nIQm2JApRmfBIJCGpgdtWYC/gCddRZMiTpZXKR+\nRxEISLE5hVIIy7112cbQR2tIyJA2xXLnJcoLlyFmfDAb47TSXkFQ7PvbbOTMTUAQBPTRakQRzD0O\nDrwsfcdMX6uVtPwYCED5lna8bj+dtWYsfS5ik/WSFSNIMUR9cOHQm9R43X4cZje6KBWp+TFodErW\nfXImaq2S6Did/Ap2UnY0CoWAIMCcNRlyFsSMuQkgSt9DE5tioGipNPlrgzHLhHRJwHJKpWdSenUm\nIE2krJJ4Wk4N0B4U1+FuB55RnyzoSRMFPfizyzomC0fo3oAkCFMJeuheqic8Q2O8lEWkUitkiw0g\nryxJttgmEqorJtkQ1o7D4pY9QfnZpxi4+uMlslAkZUUz2GFnsNMeZklOpHhpKrbBUd78SyW+MT9X\n3Vskj0mQFqG1nyghq0QyGhIzo1lwwwwUQQ8UpC92U2kUaKNUZM2Mx2H2YB0YpbdZygwrWpwSVieA\n1qAmId2IKIaHjeLTDFiHpC/JCvhF8sqSWHxzLk3lA7z8y3L622wsvz2f2741n9u+NZ+bv1JKTJIe\np1XaK2itGMTvDTDcLe1H3PDFOVz3mdlEx0tt9LaMTH5+MZMt9FAZ25Cb9T87xltPVBMIiHQ3WBju\ndtByUgoJh7w3AKVSwa0PzpfHG0hjLVT/vGuyWHt/SVjbABqdClOSnqEuyZsSFAKJ0zyvS4nqfAVE\nUTyAvNc+iWsubXemZvez9XTUmvnko8tlMRSDD0KjV9Ec3KS84YtzJoVZJpKaK7lKKbnj1uHVHy/B\n7w3Iueluh5fhbukFpOkmTMmyVGoP9NByckCKyY4FGO524LR6SM0brzsh3UhCupGO6mE5PzuUwTCR\nGXMSqT/cR0+zle5GC0WLw/eX41INdDdYyJmbyGCnne6zBD0lLwZjnJbP/+9VKJUKOuvMtFWOW+gQ\nFJEzdmavzqDl1EBQ0KVBqg9ahCff7qDpeD8qjQKHxcP8D82gYFEyHpeP+sO99LfbsPRJMWG1Vhm0\ndkblOGVoUTT3OEkvimPmijSKlqTIVlxsqkH+OoCoGA3GBB06g4r0wvF7kleWRHP5ALYhN7NWpskL\nVchDCW1Wrbgjn/wFSfLvAMXLUtn2jxrKt55BoRBkbyaUwpmcPT5Rk4KT1mn1yKP7bEEPueaOEQ8Z\nRdO/ZhESr+QcE0pluI0UslInEhJ0U6IetUYhL9AOiycs3DIViVlGWisk4ZlufObPT2bv+kYGzthZ\ncH32pBj+VCy5JZfZq9NxO70c3dxKb4uVmEQ9giDI4b/OOjMjAy6UKgVZs+KnrCe9IIbhbkfYdeQv\nSOb4m+3se0F6WSt5RjT585Pob7fRfnqIRTflyAtJiJgkySipO9jD/hebWHV3IeYeaQ8lNK86g95s\n6PX8cEEPjcmzBD1ZylYb6XdhHRylp9EiZy2deKsdCF/4z4cuSs2slelTHkvMNDLc7cTrljzLiUbA\ne8V5Bf3/AjNXpNFwRIrFlq6VLLKhLgdup5d1nyyho8ZMRlEs+fOTz1lPbIqBL/3p6rDP1Bolao1S\nToMbdXjlFwmmmzCp+THEp0dx8JVmVBolpkQdtiE3bocXU6JuUvnMkjiObm4DCLPgQmTPikepVrDt\nH9V43X4yS8InS+gtw6yZ8WgNKsq3tONxeVFrlfLboIAsJuMW+vhgDolObjC7Z9TRRkYwlqo3Si57\nKGwQen08LT9GvgeWPhfdwUUpr0xy3xMzjFgHRmULPdSPMbcfnVGNIAhhLnls8rig600a1txbhEav\nkjb+BKn/2ROEIq0wFqVKQfKMaHqbrUTFauXwgilRH+bFAOSWJqLRqxi1jTFrdTr1B3vpbR5BCHoC\npiQ9ap0UYtPqVeij1ThHPPiC2RwTRSgqVktP0whiQMQ1MhZmoZ9N6Ly0/Jhpy0xEttCT9NLGXjDb\nxmFxhxkbU5GUNT4mpxufGr2KwsUpdDdYWHhjzgX1SRAEjHE6+f4GfKJsAcckGTAl6qje143H5SNr\nZpychnk2aQWxVO3tDt8HyDCSPSuejlozOqMUNhIEges+M4uuekuY9RsitJ8RymaqO9yLbcjNzBXj\n4hkab30tVpSqcasZpL0kpUohh0JCJM8wodIqmXtVBqe2d3DsdWleaqNU2IbcxCTp5Q3Rd0tChrT4\numxjYSGv95IPxKv/6YWxpBXEcGrbGTkPNLQ6Z89O4PrPz2HOmsx31YZCqUBrUOG2jzHYaUdrUE0a\nDCEEQeDmr5aiNahwjnhYemueLKKmBP2k8hMFOilz8iTU6FXc8vV5aPQqVGqFvGkVIn9BMvOuySJz\nZhxZsxIQRUl8Qy/1RJ1lhYQssqgJ8cPiZaksvjmH2BQDxUtTuf+R5bLFELLQfR4/0fE6xICISqsk\nIWPcskvJMeGyjREIiHJYKyG472AwTbaGppoUoXuk1kqLaPbsBFLzYlBrlcSlGIhNMaA1qGXrKvSC\nSGpQ5BLSz21phsJhAIWLUkjMjqa3xYrL6kEXrZFEO1Y7YcNMK3+XvDFBJ4c1QBJdj8uH3ewmEBAx\nnlPQgymDFyjoMUl6VGoFyTnRGGO10pvI9jEcIxdioUvjR6ESwryTs7n648Xc++Ml0wrvdEzcUDTG\nj4//lXcV4rRK+w25ZdOLU8gDPXuxLbtW2odKnjGekaPRqcgrS5I3VScSsrbtw24UCkHO2pk4JkPj\nzWHxYErSh4WqChYkc//Pl6M3hs+NpOxoPv/7q1h2ez5ag4reFivR8ToKFkpecfJZ+x3vhsRMI4jS\nC3bJMy5dvefiA2GhC4LAohtzeP1PlRx+tYWVdxbQXW+R8rljzj0BLgadUc2o04ttcFTK2RWmizRJ\nwn37txfSVjlIwYJkBjscVGzvmHIRSJoRjVqrxOvxyyJ4NhlFcdz346WMOryTxDAqRsuqYGpYap6J\nmCQ99Yd65dfJ9WcJekKGkbSCGNKLxkMZKTmmSZtzIfQTNuFW3lXAnucbSMw0hgncxDhwaFM3lFI3\nlaCHrP6JxKbop+wvwPI7CuS4XmyqAQRhPLc6GMY6l4CFWHjDDHRRatILYkgriKF6Tzd+X0BeJLLn\nJMjPNTpex1CnHW2UelIMNCTgA2ckb+1cFnrO3AQGV6fL6YDnQxel5tO/WoVap5S/T2ioU/oGyImx\n56mIitWgj1YTHa+bFN6ZiFKpOOfxcxGbIm3URk8Q9LyyJNILY2mrHKJoyfSvnBjjtNz6YNkk7yFz\nZhwly1KZMXeyNT4Vuig1WoMKj8vH/Ouz5a/yCI05AJ1BLYfWzn5+gkKYVhtCC0j2rHiaygdIK4xh\nxtwaz3kAACAASURBVOx4avZ1TztH3gkT+3op6z0XHwhBBynHdfZVGVTu7KT5xADOEQ/z1mVd0jb0\nRg3WgVGGexzMW3v+uo1xWuYGN+WKl6bSWjE45UqsVCqCL3PYJ8X0wsqpFee10ARBoGRFGkc3tbJ3\nfQMqrTIsYwQkK+uOhxaet/8hdEY1CATjpfHc+mAZam340EjMNMqTJ2Rph15UCVljumipHsRgnWch\nh4KiJx/LneB2r7yzEK/HJwtvWkEMap0yLNY+HaZEPctvl1L08sqSOL2ri/42m7TZCqy6q1AuO+eq\nDN74cyUOi4fUqzLC6gmJQejtz3M9F2OcjrUfLzlv3yaiCe71hBaK0NudF/L8l92af8nCAlMRk2yg\nu2GE6Pjwvuii1MxckTbNWeOcHTIEqd/XfGrWxfUjSc9gp4Oya7NpPy29mTlxkREU0oa+0zpGTOJk\nz/h8ZM9JoKl8gPSCWLJnJbDg+mw5A+dSYErQodYqCfhF4jPOb4xcCj4wgi4IAmvuKyIx00h71RBz\nrsqgdN27C7Ocjc6opv30EAqVcNEPNjHTyP2PLJ/2+Jr7ivC4Lk3aUsmyVI5tbmWww86ajxWfVwTO\nh0IhoItSE5usR6NXkThFWEilUZKQacTt8MobfdHxOu77ryWydfT/2Dvv8Kiq9I9/7vRMJn3SE0gj\n9F6kCIhrQcV1bVjXn6hr13WbrlvU1S221bWt3bWjYkWsgICodEInjfSeSWYmZfrM/f1x595kkkkB\ngspuvs/DA8yce+65d875nvf9vu85R61WYYjU4grjZQBExUm7FXb3CMKhp3UXEaXjmn/OD/EYBoO0\nvFiu+Ntcqg+2kDii90Q7Ynw8GWPiqCm09iIEmWjlk576s9CPBvLEIccWuhNWX5AXAx0ryOs0TINo\ny7FE3vRkUnJiMERqmXNeHm3NzhBZBSRvr9PuUTLXDge5U5Ow1neSNz0JtVbFnHPzhqrpgDThJGVF\nIQY4Ym/pcHHcEDpIpD5hQToTelhTQwVZJpi/NL/PgNORwhRnwDRE+1Ga4gyMmpWMzx1g/PyhGdzT\nF4/stQCmJ044J6dXLm3PDApjtJTTHs5CF1QCExemKzrw4eBwyVyGKU4fEkgLaY8gMO+CPN5/eGev\n1EJTvB6VSqCpog3NICahI0VkjI70/FhlZe+xmjgOB5lj40kcERUiGfwQ6L7+Y2S3Vd/dIWVWdShB\n1MOBVq8echLviVOvGj9woSHEcUXoxxoTgmQzVCR5LHHqsqHtKHLQqj/0Nai6wxito7Wus09JYF43\nyePHAHNGFNc8sqBXYE5n0HDB72coGy+FC9wNBQSVwJKbJ7P6PwdoLLMrS9Z/SJgzTCz9w8wfuhmD\ngjFael9HIrl8HxjKGN9gMEzo3ZA0Mvp7i0b/t0KOEYQLiv5Y0RdZJ46IGnJPLRw0OjWLr51AwC/2\nG4gfRm9EJUgZQ31lpP2vYZjQhzGkMMboEQTQG4e71uFAEATUmmEyP1xMOSWTvGlJqDXHRQb2Mcfw\nqBvGkGLSogxScqKPWPMexjAOBzqDhvi0YRqTMfwmhjGkiIo3DCpTYxjD+D7gLitDHRWF5hju9Ppj\nwrAZ9QMg4HTibWwcuOAwhjGMo0L19TfQ9MijP3QzvjcME/oPgIa/3EvFJZf80M0YxjD+qyEGAnjr\n6vDW1f3QTfneMEzog4Bz337q774H0Xf0C4N8ra20ffIJvrp6RO+xP81EFEXav/oKv812zO81jIHh\nra3FuXffD92MHzX8bW3U3HIrPovl6OqxWsHnw3cMT0pT7tXeTsDtHrjgMcYwoQ8C7atXY3v7bdq/\n+uqo67K9955C5L7W3qceDSVEn4+Gu+6i5sabsL33/sAX/Ajgqf7+z2EcDGp+eRt1f/wj7vLyI65D\nDASovvEmqm+4odehzMPognPvXtpXr8axY2fI5wG3m6rrrsO5f3/Y6zyVlbS8+KLybmUiP9aELooi\nFRcupfFvfz+m9xkMhgl9EPBZpA7R+uqrR1WPGAhge/sdBJ2Uq+1vOToLZCC0vPAithXvAuBr7fsE\n9cOBKIrYV64k4HINSX3d4Soq5tCpp+HYuXPgwmEgBgIDFzoCBFwu2r/4Avt771N58SVHbIm1ffIp\n7qIi/BYLvn5kAOeePdT96U+Ifv+RNvm4ht9qC/7dGvK5p6KCzg1f0/7l6rDXNT/xJE0PPYxz+3YA\nfE3BU77a249Jf5XhLizEU1GBY9u2Y3aPweK/ntCde/ZQcfnl+FqOnNDkGd65fUef1sFg4KmoxFtT\nQ/TZS6R6W1oHuOLo4C4pQZuZiSY5WRkkR11ncQl1t9+B7f2ht/i9tTUAeMrKwn7fvnatJH3JFlhr\nKzW/+hX2lSvx1tdz6NTTaHnxxSFvl98ubdBlGD8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Tg2HChF6Si89iwV1SgnH2bFQREaii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\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0447139277458\n", "d1,d2 : 10 1\n" ] }, { "data": { "image/png": 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nrBZJz0NUdPAjyeOWpci00BJjZ8GSfOYAYA7aKNdP9OJMtZmWjD3T1coO9kt/\n18nTMmNPczl0pWV5s+mzHtbH/vzVHn7yd7+ADz+ipcokyxEq+Wg+LJauoynF6CpvYHTdCF8ou62w\nUorpqV2P/H6CYmj2Dc/YhRB/IYTwhBBfJYR4Q/HfH03j5A4KHigu79qBPZBfgpJiQqS5ZDKjRuMN\nUinrrHej2knw4yDLJZOJRmjsZ567hgvbA6y0Q1zaqbYQ5lU+dta2VzH2Gh/7YZuAkSuAa8dV7IjY\nsx2kFJOfxJpW+JZbIzzEvFVvlca+1Yvxhp/5GH7+T55y/q7vQ+VGdvopfE8SBO6qomtquGLSiuSp\nwxXTjzPG2GVQpLa8To2dSTHL7dA595S/phv5ZSnmkIydfPwbrDiNKqznKcXQAkJSTC5Q2B11uBvF\n2HkyuhtVSzGq306SI8tpN9f0Y58JuLRweWeorI5AIcVkOUue6r4Z9CBUbc37sezOJ5NTh3sIqLtj\n6Ne7Yrb6MQLfw+3rnUrma/++4enOyoHdvqeNAqVD2h1Jy8+EUJJPVXMpOo+SFKPkksmSp1HR57wu\nsGuNPTeCPMfTl/fQizP8/J98Gb9z5gX1c7ovQuZm2u4nWG6FxqBkCpjLrUC5WajRGuUgVBVwxQLT\nMwK7rpiOKtjvkAVt+j1bjuGBvRM5CpQOGdgpSb7JunumufxewjkmFGnn1GbPvefp5Ckw2l5sXiu/\nUqbqxXpxlIM2qHVBE9inDr4ab+yZgZ1aoCaMsQPyYRzVj13OTvWx2g6xNzxc8lTd8FR5WnGjbfcT\nrHcjp3eZo8oVoxi757GOgpYUw27aQzH24samQhA6zijGXpZiJmfsVCU4qhe23iVUM/bnr8rCqHtO\nLOHff0y3CeD5CkrEbfdjLLdDo/0yPewnVtrF31PtWonMXjGGbMaTp7HODRHL3x+mY9kdV9rynrbn\nntLvRJaFj4jQ4JDJ0wtFYL+6rxk7yXORIy8wDaRZju/6P/4Cn3xSW5DpOKSxAyhLMSMCu5a2vKI2\nQjiJBiXHh2mGzGgpcONr7NcdOLON0xwdO3nKGDs9BIM4H9krhvppr3Sq7WSEF672aisnuScZqNaT\nt3oysFd19CMYCVOXj53tDsp2x+kx9rBILGa5Tp5WauzFj8tSzAE09owWyvpCGL54V/VjP7vZg+cB\nf+vlJw0phRY9nzVU2+4nWGoHhq+d2B15+vtxpgNvYCZPh/y7MipXU6Wxk0VyP86UfFclxbSL5ClQ\nbgTGWX17gnyhAAAgAElEQVSX7SZU5Wl62MAupZhNQ4opLJqhd6CWAudZmwYXdgcpvvjiNp64oJuN\n6SE2OrwFvqcC/UuOd0fq/fbuBtAjNDl46+Os2LFOc8bCQbGQgX1o3aBd9gVTC9TUYuxSihnN2Nth\nUOk64PjnH/oifuQ/Plz579SCdZQrhjP2uObBM1wxucAHP3cO7/7jJ5hFry55qoPOYV0xcrYqCvnB\nfP/y690BnILWJH094lRaLUdt+bnFso6x37HexVIrLF1XAMrSBsjvZ6Udyt4xmcXYl1vq73zeKSHw\nPXNAiNVSoMs0dkAWLQVKY6+zOxaM3Qrshte9pV9DPz+s3fHCViHF7HMppsglHUCKefryLr7u3Q/g\n8y9sVb6GFiO+S+OJdILnefjPXnUr/sMPvhFvuudErawJ6GtFVbqA2zXUMzR2gcDTO9Ykyytjyayx\noIHd/NIMKSaSnmC6yUhjHyS6aKlqMR8W1smVdqh6TFdhZ5DiC+e2sDNwSzZkdxzVj327n+DYUiQt\nbjUsgweFJMvxiccv4w8eOa9YYH3yVHumD1t5SsfJxWjGXtW2V7HqCStPW6E/chts+tjdrpjnr/bw\n0uNLJb1eMXaWPN3uJ1hqBcY8Wdqen1gmKSZjQdWUB8wGbFbyNDKlmF6SKYdJSb6ykqcA0KvS2AMf\nS2353tyaeFiN/Txp7IYUk6vGZdzaOQ4ubssF4kpNQznVctuxABuM3ZOB/ju/6g61a68Dv1ak1bsW\nPq2xZ0WBkrZ2/tCvn8FP//6jIz/nLLCQgd0OJIaPPZCViaQrrzDGPsrH3k8ydKgAZIQUk2Y5cgH8\n5bNXnf+e5DmCYHQ/di3F1LsKOGNJM1HkDHI9aIPbHe3EWzHZRzKN2o9VCx3YJTujwFwV2PMKuyOd\nX12hkQ3ZYnX0wGJ3rxjzNWc3ZWC3C0347kcx9p5OntJ3SAHyOEkxSWYEXkLgWYx9RPJUCKnNt0a2\nFJCvLzF2ZuGj11zt6SBc1ejqz7+8gYefv+b8N46LhRSz1dP9gRLysQflnMIoUJFV3fdJFk0zx+TW\n2Amu62fDdsUAZSUA0E3eSNYiV1iWCzx2fhvPbIzf72iaWMjAbjP2juWKAaReCQCrbSbFOPzEHIOk\n0NjbUWkKkw0KTg8+s+n89ywXiFiAqPLVbvcTHFNSzOjjAXLRGKQysOuiGuaKcdgd21EA3zt85am0\nlRWl8qpAqaq4w+1KoYeu6vpu7g3x+AWzcpC03FFVf2rRyHLWfEsfZ3+Y4sreEC89saQeUGoalbJr\nSTbV3WEqk6dMiulbUkw/ztQ1aNVIMXkpeWpq7AB0296KAiXysdNnsa8RnQPp99cYu65yL/3sHz1h\n9Jp3oR9nuNZLVBO4a8VOIKXKU0Vgxr+/NBuvvu+1FOMI7Oy5J+MAgLESufx6Ko3dsfBxVwwlT8PA\nwyDNcWUvNnZE88RCBvYSY7dcMYDeLitXTJyp4FoV3MgVQyy/Tmenm+uhZ92BXdod/dp+7HkusDPg\nydMxXTGpkAk7JjmFPLDndmDPGGM/WGAXRUFS4MsRfHzbPapAqSTFjFhgf+lTz+D7fvkhM0mupJh6\nyYo3GOOyDOGFIuFNjJ2fh1okWfJUCGC5HUjGTlo1MfZlPX9UJTetwM4XPVp0qHKSXmsGdg9RWK+x\nq+Rp7GbsLaaxcwdLlRQTZ7lyClXhYlFj8do71gBonV27YojAjM/YKWjWJcPJyeNyhXEpxgjsjutn\ngy+CdRp737I7+p7ZtnerP3rgzCyw0IGddl+2jx3QQVlp7GlWG1CEENoVU+iTtp2Mg97r8Qs7Bisi\nSLtjfT/23UEKIYD1pVahsY/Wjum9B4WlkxYpvzawMynmgIw9YwuIX7xPldRi/47977TAVj18e8MU\ne8MUj5zTSTWadiOr/kYvgLxXDL8eZzdlALv7xJIqaLGTrDQaj7DUChGyNr623bFSiqlInvJrCWiL\nJABlHYwzcxQfuWs4Y7elmCFn7MU9fK2QYlbaYWXyNMsFzm/1a++/C4V75bV3rgMArhbOmMS29bIa\nhVEyRW8cKSZ1aOzKWlolxZSvnw2XK8a18HGNnQbU80Kow/aUOigWMrCTFHO8SF5xjd1m7Epjj/Na\nV4y8EaCkGADYq0mgppnAS453AQCPni+3H1B2x5p+7LTar48hxdiMZZDKhB1v28un9nAMC7dP4HsT\nJSyN47MFhBgLXc+qYdW8QOjqfox//IHPY3+YMknM/XsU8P/T01fYz2Txz6gCJS7zOBn71WrG7rKO\nAiikGIfdkbti2Nae4HumBdBuIxwUi34r0Pcvaez2edsFNb5Xnzy1Gft6N6pk7EmRL3rxWrX1kDzs\nrysY+5XifZO0qDxV9RrynP+/L17At/xvf+YkPQTN2GukGIfGHrukGB7YQ/NcXOCef9Lq66SYJJM+\nd/veGCT5TNohj8JCBnayBZ4skld1GvtyS6/Gdb1iBrG+WWgxqCtSSjKBkwVjcy0AVGq90gnRiXyc\n3yq3C6DV/lghxdS6YizGMrSm4wS1jD1DO9IVowdBibHnmrEPRzD2JMvxubPX8MGHX8TjF3aY3dF9\nLhT4ef5CJen8eh+7ydjLC/nZzR7WOiGOLbWYPbR4HU+esmKX5cIVkwsp12jGrgO7kmIiM0jzRc8+\nHzdjZ/Idu648sHue52zda2rsJmM/thSNXIDr5BjysGvGXkgxedErJjSlmKv7MdJcqOO7oIJmzULd\nd0gx9P13Qr6I6t+Jxkjkmp7/OilGX+NekhkyHeEoWPtiBvbiC6PA6tLY94cposBjiZGstlcMbfk6\nka+lmBEa+3pXMntXZ7gsl536At/Dq29fUz29ObaKxMv6UjQy4WPbvYh90Y1fH9ilFOMfwu7I2Wzg\neUbb3jh1b3u53ZGub5zqquAqpkYP7sPPX1Ofj/qwhEF9nw7eUsDF2Lf7idLGVUMzB2OPGPNeKnzs\n9F50TrcsUfI0dTL2wDcZOy2Eug1EhcZOgZ0l3HkTMABYdgzbMBh7m5KnBXlYimThnuOa0/dRF9jP\nbw9wfLmF02sdeJ7eCegF13R/0fnWDbCgoJnVMXaHFONKngZW8pS/zgXD7hjqGPHRxy7inb/2GWZt\n1ecvRHk3BzSBfWog5uFi7KrvxjBD6Ptohz48D8oeCLjtjrRad8JxpRgW2B0rfZLl6gZ43R3r+NL5\nndJxtxhjb4V+JfMFyq4AOl+68fkN53TFkBRzSMZOCwivPAX0Yrs3TFXL41wFdqF3GCy4VEkq9F5J\nJoyxdOSKqR+Np4OnnRSVx8yVHmwXdHFZiz+8K0XylF7bTzJ0IqnNhr5XSDFlV4zvm4ll3fxM/oyO\nwX8nDGTylF8HgFrTan+9a+4pZ/W23fFYVz4rrupKksTqAvszl/eKvISHW5ZaSorhPnZ5DmZCvc47\nvx+Xg7YNLcXo86bnuG1c63JgrzMj0GJmVJ4mGf7qr6/iz798ReV37Gfb1tgBTdDmiYUM7HEm+6Yf\nKxgTbaUALsWkCAMPnuep7m1KY3dJMYlmActtarJUlzwVWCsSsz3H6yRjlzfba+9Yw+4wLT04tNKv\ndyPlva1K+PBgQD52ft4+G41X1tgLV4x3cFcMd9/4lisG0A/y7332HP7b938OV/aGYzD2is+a5bjn\nxBIA4EuF7ZEabMniqOpahIQtCi7GTkPG6bMAFRo7Z+wtzdiTTKjhLoDM7xhSjGVddA05UVJMcX+Y\nRU0+Ir8sJZAriLDiaFTHvdmULCeNe60gIbTb+PAj5/G5580h3c9vugO7EAJPXtrFq06vApC5BZ08\npS6m5jlTe4y6Z6jP9Osq0H3OY7R2xbgZu633u0BybsuoPM2VvEXjMe2EMydQRCy3auSmWWExA3sh\nLdDNavdjB+QWir4AGhOme8WU31Mx9sjHasHYd+sCe5YrK6W93RTFnEta2V9X6JJ2knW7px+6KPAh\nRLUFkH7ejSRTo5fReYd+dfI0Jh97UTE6CQZJhu1ewqoyPVWFyY9DAYxauw6STB0rYTkBGdiJsVdI\nMblQi7Ytxag2yCOuU5bnzBXDWDNbcJUrhgrXhIDvyfJ03lBqpR0a7Zd5L3WavhO7WKRnesfthcbF\n2CMuxViMncs8y46e7LxAyfM8LEWBobED+n559x89jvc9dNY4nyrGfnl3iK1egledlonT48stZnfM\nlZNHvpf+noH6NgZkcKhzOenAXmbsZvJU/45KntZImxT0I4uxU2D/xOOXjXNUx2EaO12PRoqZEobF\nTb5WBFa33TFVrKsTBRgkWnN1BTfaMnYZY6+SYmRRi2RafBo8/3cAinm9/LYVRIGHx86bRTfb/QTd\nKEAnCtR5V20f6dzbUWAkzejGH8fueJCRXj/6Ww/jHb/2mTJjt1gzPcjU2pW7ZsjFQ6/TzpVq1k1M\nSg8i1217XZ+RoHYJ7Ph2foICus3Yyc4m/40z9sAYSj4opBj5byF6ie4VU7I7OlwxemdQ1tgDLsWw\nwCSnM+n73BnYrcVlqR2oQqJjXTOw77PFKGVSjGvHSMVirywY+8mVNjb35cSvXEC1GpbnrBdzoF5j\n35+Asdu7LqDGxz6GFMObtpHEN0gzdU2/dGEHF7b7pYUpZIz91bfL69EE9imBbnJizPZoPKDobe3T\nHFQf/SRl+mv5C6cbqB1JPbUT+ZVzJemmDQPPOTHetrO1wwCvuG0Vj75oMnZqJwDASJj9yp89iw89\nfM54LQXRdugbfWzovEe6YkJfSSjj4omLO/joY5ewuTdUv0etC/JcGA+bHdgTNjrPYOwVNkSOpCh6\n4QOZaT6lkkQqWB7/jl2umDTL1X1hu2KoAAUwe3uT3ZE+ixxrp0lFn7XtNQO7bzhRcutzc0mIJOKI\nVXHGWY5nN/bwlnc/gC9f2jUWgJV2WK2xswQrfXZi7DzpznMdK4XL5ppDL37youysSFLMLcsRru3H\n6jug+gL5XiZjtxkvR1XlaZYL/IsPfRHPXdkf2+7Ifex0LnX24aHa3bBZyXGO/WGGW1elKeOBJy6j\nF2eqbgAgAiWv78tuXYHvNRr71EBSzN+85zje+opTeOnxJfVvpFdKjV1+/G4rMIKhK55ojV3+zko7\nqmwERg9mq2IQrv3gAlJndzF2euB4wuwDZ17AHzxizlzljY/4ToL6f3AmUUqech/7BIH9lz/1THFO\nWnYJAyn5pHluHIcelAs7/eJ8dWBNslz9O2fsVa4Fub03e4qTxqw+Yw3bB2BIRfaMWAra2umiA5yt\nvwMysPNCsx7T2Jcsjd10xZhWUF0IpS2qgJR++OSlNmPsz2zs48WtPs6cvWYsGkutwDlog+yoAFSR\nEgCsd7W0RXM8KcEsBHDPSfkMuVpRP3lxF7ettXVOi3bAmb7PbflIB/bRUoy9wF/cGeA3P/M8Pvnk\nZbUQ2YszIBcU+prsylN+Li7QrtDzNPkbpBl2hym+6q51rHZCPHVxF704U+QLMDX2O4oxmkdRfbqY\ngb0ox/6KUyv49f/6TYo9AZoxCaFZVycMsMOCoSu4DZXdUT4Mqx33XElAa3eSsZcH4WbqhteX//R6\nF1f3Y2Oru9VPVJ6gzVjaIMlK/VcyFdhNKYYWlbrkqayo9YuKUedHKmFjd4g/+MKFoiBIs2wa9Jzn\nZSlGCIFL27rUnJf38/mbowaeJJlAK/DQaUnGnudCaezBmBp71aANcnHIz2JWBVP3PgCG3VH62LWG\nPGAD1Kl3/zDNSklXuwmYzjmUF34iJHycYpzmxu/bur/Lx27YNNlzQcFpkOZ6F5TrYSlk3XS10Xj8\n4q7SkwE284A+xwGlmKqWAhS49wYp09j1a9T1C/Qu1Z84eWomo6VcK6WY5XaIO9a7uLA9QD/JcMuy\nDuyhL6edtQIfL7t1BceWWtjuH26M5kGwkIF9mGTGl8Jhe4IBYuxyu9QK/QpXjBnYl9tB5bAN2oKG\nxSBc2xKl/13fbLQT4C6JnaIBGACjwGOQ5KVikrQisA9ddkf2EGS5QJIJdKIAgTf+BKXLuwNkucAd\nxzpI0tyY1ES2SXN7nOHqfsx0W6GOFXPGzu2OVa6YorFUNwowiDOlzy+3ghLLLv+uUP9uV3rS9VCM\n3fKx54Jp7Oy7464YqbHn6vtc7cidnZ3cBEx5gJ8Hd98Q2oqx+0blZJzpe4vf88vt0Nj9ACRRmgsS\nYa1LFdgZK/rRwVkNpLEIRZLleObynpJh5LnKDqr0Wu6Koe+Fdip1dseqylP6TLvDVO2k+Xe4uR8j\nCjystEJ1DfmlH8fHLhdB/nwGGCa5Cuyn1zu4uDNAL07VogfIBeRN9x7H5/7Hb8bt6wVjb1wx0wFv\noGTD8AT7OnlKsko79J3BjW52qmZbaYeVyVN6GCLfw3IrKNkddWWhPhdiZDxgOzX2LMcwyUoPGG3f\necIIYMlTD07Gzt0+k0gx9BmXotBIRAas8tRwxSS5KjuXv69ZPn0mQAYfssJV6eSppbETi1zigb1i\nUeDyCwUZniynimD5WUz2b0ox8t9agW9IQGkmipyF/D7XOiF2+knhPKoP7CWNnQUWum/DwGOJ9Mxg\n7LYrBjDthHuDVOWdAFlYBch7ntj7IMnMMvniXOj97A6QZzd7iLMcr7hNB3Y6PyIY3MeuZLbivMex\nO9q7L2Lau4PEydhf3OrjjmNdqXcXTN30sRca+4gCJZOxSxPE3jDFajvE6bUOzm/1MUhyJUEB8jv1\nPE8thOvdqEmeTgv2l8LBb376grtRoIJ0OwzcjL24EdUW27HVJfA+Ey4pRiVX/TJj5wF7d5CoJmV0\n3sNUer5txk73KO9BDUhGRDebi7HzncgkBUr0GbqtAHxSjKw8RalAaZjluLQzYL+vGbsMhlp7Va0d\nKhYZGoPXLaQY0mKpGVfd7/KEoCtZnuVCBW1Xd0fa0tO9Qzq1sfCmmlgQYx+Owdi5FVMeny/8vjpu\nyyHFvOne47jv1Ip6PVVH77N7b2eQqNoKQDP2Nus53meBPWW7J8XYrfuOWgncdUu3dK7UqyY0+rHr\nXRpQbXdMCp1fnocd2AvGXiHFnLvWU+fjlGIcriIb1FSO0AlljBimuWLsVwqv/i1LpsbOcWzpaAJ7\nOPolNx6GaV5irgRDilF2R21J7ETSL54zPRUwK0+BUYFdM65uKyxtN3lVG6HDypYB6iaZq+IqSvgM\n08ywBxI0YzcD+yDJNWvxtFyg/r24uTtF8jSp6Bdigx66pVYAIfTfw8IV4CpQ2mCTcLLcHHbNNXbN\n5KuCsyx66UYBNnaHKhAttwM2CHuEFJO5R+PRABTAXXmqt/by/9RMi9sdObFY7YSIsxy7g7RENqqk\nmNShsZOVkUsxw1RLWL/yzvuxzgIMMXDOiHf6qZJc+GvaUaCel36cqfuVL346sJv3HbmcTq931M9o\nt0LPB1+M7MR4lcbOf27v3DRjT5392F+81sc3vvIUAH2N3QVKNa4Ya9ffiQK1iC23Q0PGshk7x7Fu\n1LhipoW4KJF3wfP0TUZfAve5U2C0mesgkYyLgn3dQOuU2byWW+VpS5zR28clRpQUjgQK+HTOlOSt\n0tjt7f4gyVRxhh5mXWbs7Wgyu6OSYlrmFl3aKqW8kVuumItMiknyXLmPuCtmmGp5obJXTFH2320F\nhXQgr0m3FSqr4qjkaZpX+Ngzod7DVXlK9wx9d1TTEPo2Yy+kmEJK29gbluRBziKBcuWpS2OPLFeM\n8qZb37urda/N2JcYY9cDmzOj4pP6J1Hju6rAftuaDuy8VoSujbbrWq6YCo2dM/kqxr43TEuWyEGS\n4fLuEHfdIl08JKe5WgrUBvbEjCGdKFAMfaUdGAuZwdit73S9G2FnkBy4ovugWNjAbm97Ofi2FgA6\njra+JedIkhkPj6t7HkFp7CQXWKxEVwA6pBirxwtJP/SwUC7AnhKV5bIq0v7cgyQruTwyIbDdl+PL\nVO6gkGJcxVmu1qoJY+z8fHmvGP5AxmmuhjHQNdINoYTF2OulmKQIvrbGvtwKKsf/2efNj28nkwPb\nFUOBnSdPyTJYLGwqOZiZjJ2K5K7sDY0CIv4e6prUaOw6eco1di3F2N+7S2PfYS4r/pp2yHomxXqh\nTDM9ZWpZJU/N++7izgC3LEXO6m7y0RtzB1TCXP7f1W4DMP3t9n2QGhp78R0WLzlfVDbfeYykGPlz\nfqmV3bFiahmgO54SOpGvJJWVdoTb17X0ZCRPre90fakFIaDMGfPCQgb2YVrtigFYIoqSp2H5pqQA\n9+AzV/DTv/9FNRaPsFq4Dlw6nZIlyO6YZIaNUTF2a6sHsMDOCqIAzTJ2ipvLZk5poQ3bLUMHSa5u\nas+ThS5ZLvBNP/cpvP/TZw0bp6tXzCMvbOGr/+ePl4YiJIqx06Bf7b0m5s8Xibhg7LSA8aCR5bob\nZZxpu2N18jQvisRk/oK27VxjH83YTVeMYMVSFKTp/uDnaUsxxIxDxgJ58p4Y8uZePFKKydm5yX/X\nr28pMmKyX9ubTnD1M9qxk6dspqrqmZSYUgx9B6TZ2/fdpZ2Bwdbl+xFjp3YWzO44po/dkGKqXDGD\nVN2/JEVSy4o7SWP3ylLMuMlTW4ohLFuMnfvY7cWaXG3z1tkXMrDbX4qNlsXYzUEchRRTPGR/+uQG\n3v/p53F5d2jo9lVzJQHuipFugywXBsNWGntgMgJAMyLV/906V87Y+WIhPdZmwg2QDyIPIIHvYX+Y\n4cpejHPX+rrwqmjbawf2C9sDCKEHUOjPYCaTeU+aUNkd9euHaYYL2321RU6t5CrtfsZrKVC4Yiwp\nRrpiaMc1yu5oVsbSH13Bm2vxFCCoXwwFR3qgKSBxjR2QD3adFBMF+tq7NPa20tjLjN1FYvT9qTXo\nvWFqJU9JY5e/v9SSjcO0FKMXv1YQoBX4juTpwAhy/LPT98J7xSSWj73K7sgDe9kVo33sfcvrfu6a\nmcylfIkxaGMcKSa1pRjz2V/rhOq7X2oF6rstMfYisM9bZ1/MwJ5Vu2IAc1sLWP3aiy+Q4gIF5Ccu\n7BivW3ZomITUYuyAqRm6NHZtd3RLMXTOO2xLxxcLcnNEQXl7zwO773lqW9hLMsMVEzqkGGI1NuOo\nkmJ8bne0GPvlnaHaInPGDOi+O9IVY0oStv00yaXU1o0CJJlQu5iltrY7ViVezR7x+iHnVbD0vbj6\nsfNrGfq6rzm9loIZd8UQ7MBu2BlZH3mnxh4xuyN3xVTc6/bcU7q+XIohR4/aXXRD7A4SozCIvufA\n99BmvXkIl3YGuH3dZuxm8pS6bvre+C0F+M+r7I57cVqqPH3xWh+B76mh2oqxG4no0a4Y2/NvP/ue\n56kFbakV6spgS2O3ic+8sJCBfZjUB3btCZb/N5KnxNitQcvntwemFFMwMVdbgZgFbgp8PEmk/91l\nd9RJIH4+thQDlAO7XdlIMIORp865H2dGO2LfL4+Vo4XGDux28nTAWhcEnuwVwwck7A9T7A5T1WeD\nksME6pQppRidPL2yN8Trf+ZjeP+nz6rPKQRUgRKghzoss4KUOn2eXzsKmK7gbbtieIESIL8/O3lK\nrXJ5sCTYOjhn7O1I22zpO+D3B1Ue88WbpEBXPonYOAVXIgRrTIpRjF157iPsDFImxejFl4bS8Irn\nOM1xZS8uSTGl5GmgZaSSFFMxrIYWl9V2WEqi0/chBNtpCWLsPZxe65R66hsa+1iMPauUYmg3RAta\ntxUYOyqOUc37ZoXFtDtm1a4YgEkxxZfAkyT2g86/fK7FV02CB3jy1FOBjyeJyBngYuwU0HlSk7+W\nLyTyIZMMTFZj6i2v7HxYsC0WQHzfw24x0q8XpzAKlLzyBCW6Ie2tZGwzdlUI5am5o5w0Xy6sjqeK\nwJ4VUggNFqYHfZiYTcAubg+wO0jxL//fR3FqtY23vkLa2MKipQCg52t2I17aX8XYzYWzHQbYBc1Z\nDZDk5V4xru6OAPBv/u5XqopLCrb0PdP3aTD2mgIlN2Mv35c0Q4AGr1RJMTT3lIIrLcwGY2/ZjD3C\nTj9RbDnJhFoIA98z7ikAqi7hdJXGHmsfu7xGPuvoqV0xQgjVk4VAgX2tG5UkORfTVox9q6/0dTpv\nwFxE6XuNK3Z1dAzbFUOgwH56TR6HSzGlwM52V/PEwjF2IUTlzU6gL6yWsbMtu/o9h8buqj5NWYGJ\nYuyGFOPwsUe2FEMatmY7gJldt+dlyuHY8sbiAcWvYOw9Vo5fVaBExxgpxST6ISZ3DV8kKAhQYE+z\nHHkuSsGul7AtOCtcagU+/u1HnmAyluwnDgCbe0N0ix2HrgCt19h1YC8zdlVdai0SGStQAoDvev0d\neHlRcUmv3SuCIn23y61AscW6AqV25BsLCGD52BVjL8hIIIebDyukGJp7Shq7ZuwOV0zEqmQHiUqE\n8w6YNNSZSwr0nd5mSTG0+6RFhTpfRsWwGEA/V1kunGyWxuKtdsJSTYJr0eYa+11GYC8HXLI8j9TY\nOeGz2jUAmrEvtQL1WnvzFB1RYF84xu4aaGCjFegbDbCSp8TYrYZMANxSjENjj1Xg9tR7u7L8po+9\nkGKSMqOU70Uae7kPDCBvbC7FUHk9L4MH5A2+xwO7Sp4G8D0Pds6xirHTg9Rtmf7mkNsdc72AXdyR\njP3W1U5xDeS/r7VDYxdCW3NqLkaf8Y5jXewN05KVFJBSDEkidsLThu77Iv9O3zc5Y+oqTzPrWnLQ\ngtqzpBjP87DakdWHJVeMV8XYta5NoOBL5xaFfq0UA5hFdDt90thdrhjO2FP0i8VVtorQ50KNsAhk\nX7U19lZgOnI4Y9cTlOSCFKfScmvvsPcZY7f1aTsg81YYl3eHxg5C2x3N7y0KvNpBG8MkM64rtx3T\n9/htX3ka231ZG9BmBWTGtTgiKWbhGLtrBJkNvboWPnaHB5c3qCK4kqduV4xm7KRj8mSQW2N32x3p\n5y0HY+fbYvJYK29+GKiFw7cC+44R2HWBUuC7pysBwLbVelRJMVZhle+V7Y5LrQCXiyBA48JIv+XX\nFGcDilgAACAASURBVNCacDcKkDI30VonxDDNzQZrxe9e2YvVg0efubqlgPlz7oKymbLLFWO7Hgi0\noNL9wIM4kQA7eJl6vc/kP5crxkzoEuOsc4Att0N137kYu6o8ZdbMHSN5mht6vy3FqKpTW4qJKN+g\nfez0GZNMLqBxlqvCnn2H5ZFr7HYi3Ga/y61ANZ3LclEaJQiU3SpROBlj5xXnhNfesY5//XdeB58V\njdnJU15MNk8sbGCvTZ6yRBRQUXnqkGJcdkenFMNaCrilmHJRCQ1TIGmEa99A2e4ImIyd2GSoFiud\nZOM3W8BcMf04xTDJ4HkoZmCWO1vSMaqSp2W7o547StewGwXYLHRwJcUUrhm79UOP5RaE0LmG1U5k\nOGaigkECsviHFlAKlpW93K0tCd0nvBI1tGQPSgLnQpQeXAIF3P3Y1Njp3PmxCLzYKQy0DOZyxdhS\nTIsz9prATsncHZfGrlwxVCUrazNomEYuwFwxsm6At7K4uD1AO/QNH7d8P1rk9D0BaCmGEuDras5q\n+Rnqxym6UVAsePVSzEo7LLqUajcagf5of288kWtDCOGwO+quri5ou6P584axTwlck62C7WN3MXbb\nFWO/znYdcBCrbDG5wLA7OpKnnuep1qCAZsC06ITF0ADuiuHsiRJ7FJTabJye4WMPPHWNpMaeF1WH\nXi1jt6WYJMuNoQ+UE5Bees9wVPCFkwJ7ksqH2+5ts6/aAxSsb6AlhGFq9vima7s7SEt+cjr2Bz93\nDmeeuwoAalQbf8bV980qUasYOx/CYaPKxw5oJ0pVYOdFXfx4oSt5Sl0lwyLpXGPt5e0sdgYpPE8y\nYALttui9ic1fZhXC3O3UDgOTse9ID7ud+OQD4wEdaMMieUpB7lgx3MNVpNSLMyy35cjBUksBm7EX\nzhmXm0hXXZvv3wp81RveBu0QTFcM5Uzc6rUtlfHjAA1jPzTGYeyl5KmjQCnPdWC/o9AQzeG4siWv\nM7CnWi6gG4G7Z/igXA7OiPqWFAPIhYBvWw3Gnpk+dmI7gBXY2UNIUgwdw1V5OlRSTDmwcxcOZ+y+\nL7V61eag+Jzt0C/19eafr1uwdPozv26r7ajU45svGEuOZlwA8G8/8iTeR1bJ4s1dlcaZEMZOiz4L\n4O7uaINeu69cMVyKiUo/A7Tuq4q6LI3dbCkQGD9rBaM1dj73dKefYKUdmon0wMd//7aX4VteexqA\nZvMXjcCuk+KdyDfa9soJX7qcntCyZCm6R4glU5ESNS1zDe/oxXJYSRT45SZgNmPvhEULCy2BEuiP\nrsWnaldHz5XL7sgrdzm0K8b8+Tie+VlggZOno+2OSrZgX6CdPI3THPeeWkYvyUpa4krH3ZOd9/qg\nm5yzEpfGTudhJ0954GsFvuFdHzoYO7c7OgO7zwO7tDtSoJMBuYKx9xPDlianGOkWBsZsVa+oPC10\nf7rpb1lqqfbBQ+afJ6x2QmNoOKCDAyX9eLAwA7vJmChI7zNLJx9y3LeS0xmbAlWpsVs+dg76LilI\nGYy962bs3H3Dq35ThxTz6tvX8MrbVnF8uaXeazhCijGSp1YDMMJPvP2V+jyLoMV3Z322YNvJ00GS\nKdZvfK6iIEm17SX5qJBihsVwECq37yflZ6gXp1iKZF2CPeaQSIVsNFdIMUI4nyvF2F3J08rAXs7T\naSmmPrCXk7S+Oud5YiqM3fO8b/U870nP8572PO+fTuM9DwrXNHgbKhFFGjtj7BTkKAjEmUA3CvHJ\nn/hGvPPNdxvvs9wOlb2NQzFy3y+GRFdUnlrbNv7gUDdJV8UcYWBo7LkhxXSiQN3g/Gbj75cL6Zag\nbSYFZA4K7HGaG9vwJMsRhXqwMl13PmiDGC4FT5rfGgae7lFjBEAdeOhBIo2YgtI+Cxadlv5deuB0\ngZJsucCdPyS18EWfu2JSlpilY8j3KgJuVh3YvcK/vx+XGfua1VOfwDV2vlvKHMnTN917HB/98W/Q\nyXTS2LO81FxMXxM9C0C27C0Hdg7Xv3O3UycyiQWxahfaoc+kGF/9n5qkAVpjr5JiJGP3Sgw9LaqD\nafdHQ7m5Y4rgW4s0gTt0bOjAXm4pUB3Y3VLMOIOzZ4FDB3bP8wIA/yeAbwPwGgB/z/O81xz2fQ8K\nGhU2VmBnDhL1b9RSgGns7dDHLcst44YBpF7pYuzca+15HpZbYSl56mrc1I4Cg7HbHm/7+IaPXcDw\nsXfCQD3wpt3RfI+rvVhLMX61FAOYcgwVRNFDa3R39KgAJDd6mxDbjHy9M+GMnVdFapuo9jMD3Gmh\np/7w10dMihmmUue3hzGY0ptm+HwKFCCDguex1gY1yVNAXudaV4zFbnnQ4clTF2O3wQu76qQYztir\nZASCi9EbUozlY+8n9YGdbiXtivGMJm+00NuBvReneOSFLdx9Ygmh7ztG48l+/CRxLbdDZ/Ib0MlT\n+2uTspBbY1fOOqO7Y+GKqdDY6fu2k6e8mGy7n+ATj1/Clb2h4x2mi2kw9jcBeFoI8awQIgbwWwC+\newrveyC4tlE27OSpz4KP3QRMTlJxP2ArFQOtufcXkIHEsDta01kI7dBXTNbuJgnouad0rvwhy6xA\n220FaDkaINmHvbofq4DjatvLAzufth6noug0WJZi9LQcM7BTe1ODsbOHhzPGrmLsMuln20tloGGM\nvWX52DOhAgYldl1JMZfd0dzKe0rzznKhmkq5wHMgnO1RwGxbFz9kjN1nVb9UbGbrwhykEds9TTiW\nW3ru6U7fLcVwcI/7snI7ad1a5oD0/dCPs5JdlZ8fgWvsZNEEZEtboNy694OfexE7gxTv+Nq7VRUz\nB/XzoYVqpW0Oe+Hfn6tACaAchbudAd2bZpO+IrCP1NjL3xkVkz19eQ//4NfP4NEXt53vMU1MQ2O/\nE8AL7O/nAHzNFN73QFCumAmkGEAGEj6XkjN2VxAG5IOzudcr/TzJhWLrAErj8ZJMVJaBcx+7/dDQ\njbbejbCxOzSCri5Qksdsc43dsjtyXNuPcaJg0q6HiCdot5n2Su1t6Rh9tmUn6SdJTY2dGFrg6y29\nqbGXA/v+MJX9wq1kahT4CANfMVeVPGVzSmkRGFqMnTNnxdhzwQqDGONj14R3d3QhDDzsDcv332qF\nK4auUxB4qpgMKKY41bB1gCdPs0oSwxfD3YE5PckFHvjXuhH2WZ0DJU/JVhgFPnpxpnIbNvjCRgsY\ntRSgHS1p7NRH6V99+DE8f7WHZzf28Lo713D/3bfgY49ddA7a4IFd9Ypn+QACPbr299YK/VJnyV/+\n02dwcXuAv/vGO+VniMz4wI9V+rxR+Vnjx4pTPdfXJmyzwNxcMZ7nvcvzvDOe553Z2NiY2XGqBg9w\ntCwpBpBfnOdp3Zt2f0mNnWylEzqbgKXWYiDboab4yKMXMUgyNbPTRseQYsrj/SIW2AFHd8fAU+fP\nC5SqkqcAcI1JMb7nQQgY7YDjNFcWuac39vCOX/0MLu0MkOa50Rt8wDR2+mhxJsfy2Yw9YpbLKimm\nw/z/7VD34iCNXVtV/eIam66RLM/Vg6uSpzlZSDlj184XnRsxk2+qH3tN8lS+tlxQBFS7YrTGbiZP\ns6y6wpVgauxVyVO966lKnnJ0mEWWXts3NHazZmGUFEO/RwSHEpb03a92Qngs//SRRy/igScu47nN\nHv6rr7tXJtoDv9xSoGjbzKUYfl6u5GmpQMmRPH3wmU382Zc3nBr7SjvELUsR7j25VPF5zR2jeSy5\nUxk43DazwjQY+4sAXsL+flfxMwNCiPcCeC8A3H///dXddw6JWAWMOsZeTnR0WwEi31caGT1kwwrZ\nBJBfNrcx/sInvozb1trGpHtABp1PPnkZDzxxGb/8jq9GkuZKJuHohLp7Xt8hxfD+I6HvGVJMmgt0\nPc3YO1Gg7JR1gT0X+lrxzoj0PnGW49RaG7sbKX77r17AI+e28dj5bSXFlFwxnmbscZpLmSswGXsY\n6HMfxdj3CsbuGrcGyO9tZ5BiiZKnzLVDr1VTdnJyxTjsjlUaLWPSeV6ve7uGTwPVrhjuY+fJU7sN\nhAtGgVKNxg5In//ecHTyFJAB/creULFhJcUEvq5ZSHIstWQSdJQUw8lTWAQ4VaAX+ir/lGY5Lu8O\n8F+8+W68+StO4O2FBTN07CLjTH7m1U6IVsAS+I76EAroLreKndAcJBn2h6nT7tgKfTz0z76pMijX\nSTGasZfJzKwwjaXjrwC83PO8ez3PawH4AQAfnsL7Hgi6QGkMu6M1eiwKvJJ3uZaxF8lTYrgfevhF\n/PGjF0vyTbel/dm7g1Q5Smzwkm2Xxk43sBw+HDj6sWtppBv5avFwBXY+p5EnTwFz3uswyXFqRRYV\nPXJuW/1MMnbPcMV4HoxGXHGRJKZtKiVPQ0OKKUsW8vyZFBPpoLJn9R9RW+SWtmz6nrweWmOX/3dq\n7KzS2C5Qoj/Tz9M8HynFAPJ74vr4K29bxStuW8ErioZhBMMVY1Weutovc5CUkItq2ZEC+6UdOSxl\nbUTyFNCLEC0C3BXTZoydmHy1FFPo6nwKVNFSgO+qKf+0sTdELoBXnV7Dt33l7cZuRrAqZoCGmfs4\n1o2w0tHefC4bEbR11Tw/V0uBQZKhN9Qzd+3r2omCyrxHld2R3idmjP2GCOxCiBTAjwD4KIDHAfy2\nEOKxw77vhOdQ6ho3TksBvmXrtoLCfyv/zpuAVTZZ6oRGP5PdQVqwD7NC8Xu/+i6882ulVXKQ5kVW\nv0qK0Qm/UvKUWRnboW8lT+WsTl5Nq3rFOOyOJ4pgDWhXEL2O73zjLMeJlZaxOAzSTC1ePIjbQw2S\nLIfveWqRVclT39N6I08y8uRpiwK79Nm3LcbeYtcCgOGQkdt3zthNjd3F2FPuYw/M66ULh8pbeg66\n3jaru3Wtg4/9+FvxkuPmNp5fL94y2W4P7EIr8PUgixriAQDPF9OvaGGtA0kwax1bt9ZSzDA1B4g7\nz89Bnkj+4Iz9WDfC5l6MC9vuhmI8EU9Ishxh4OFdb70P/+EH36juQZ7oJdA9bQdcWmQ4+nFW1D2M\nroWx0Y6qpRjKh2gn2OylmKkcQQjxR0KIVwgh7hNC/JtpvOck+NDDL+Jr/5dPYJhm2CysRMeWqred\nugmYmRyJAo8FN91UqE6KATSL3B+m6MVpibH/nTfeiX/yLbIQZDhSYy8Ce5wZrg9AV6p2Qr+Ssas5\nriywu+yOJ9hDrqWY4r04Y0+lxs37gQwTWT0YFT57ema4TRCQiyx3xWgpxp08NTR2liyVjN3suWNX\nDXPmGPqeHNTNagKE0IzcWXmal+2O+r10RWidRML7uIwDo1eMkaStPw4dwzVikYOuyRMXdwFAjSWs\nAy2ua11TYw987UIaJHoIepUUY1d30585Y48CH3efWMbZzZ5uKGYHdnI5McaeFM/knce6+Lr7Tqrr\n6NbYq6QYryzFpHIHRLbeSbTwb371bfhHb3tZaWECiLFr2+0kC8ZBMbfk6Szx3JV9bO7HuLA1wIWd\nAU4st2q3O4qxs4dHjobzDZ1ZD52usDuyRmA0kLkXZ+rG49BteSXbdWns7dDXE5TScmKqVcPY0zxH\nEHi4+8QSvv7lJ/HGlx5z94op/nhylTF2xTaKIMeYDHUPPMYC+yDJkOS5GvpA22217fXMwM4rT4Ei\neUoVpqzIyCXF7A1SI3mqpBiykjqaM4W+ZIa8VJ087fLzci28KEhjUgz/7oKAM/YRydMKxl4Fo1eM\nPzljV38ewdifVIG963wdBy2uq4yxUwK0cyApRn8O1ZGSMfZ7Ty7huc19nC+GUJcZe/meTCwLsmLs\nqt1EWWN3TTaypRjqQ3+tJ229dh1JHU6vd/CP3/5Kp1RD1kqX/DgrLERLAfIOn9/u4+J2eWq6DXs0\nHkDTdzRj5yXKdf2uARlsKOD0hjIRZDMuqbvKAFNloWwXlsu8KKrpWCt7K9ROECopJ5AVb7kd4n3/\nQLpN3W175c9OGoydesVAfXYClazfstzC7UmGC9sD9Rm4pBVn5YeIfOy0QN3CbJXqJlej/zxjMaaA\nn+bCmTylz6YHCutbebUTYbfYPRGGiS6MMdo0cMbuKAwKfZ8VKLk1VAIFm3EZu68Yu5xepZqNjemK\ncf2ZgzT2py7uIvS9kc8FwBh7hzR2bb3UgT2H79czdtczFgVyJ8U19ntOLmOY5nj4hS10onKnSLqm\nvF8MObIIWmMv99ipZuzl7o5ElDb3YnV+00Ar9M1pZXNg7AsR2Gl7fn5rgIvb5eG6NuyGSgDw3W+4\nA69/ybq6ifNcjNTreWCngCOlmDJj9zxduUcyhg1ayYfF8IEqu2PHkTx1OSlU8pT9mA57y3ILngej\nw6JrXuiwcF38829/FXIBfN8vP4RBIcWoAQqhD8RZqcdKnMnF5nveeCduX++ohzZiydMokC0XOCsH\nrAHjoZZi7OSp1tj1648tRdjuJQZjH6TZSB+7bglsumK0WyWv7O4I6CAy7labX68g0MVho3YGgHlP\nVu0Q6P7cHaZ46fGlke8JMI2dkqep/l75rpPeqtruWH7GlBTDGfuJZQDAZ57dxO3r3RLjtXv/AEWb\nD7bT0xp7mbEHVYzd0VKAdiGasU8nALdCH1v9XLUJqcvTTAsLIcUQM7uw1VetROtw363LeNXpVbz8\n1hX1s7e/9jTe9Q33Gc4Q16QjDqpC2xtoxt5PKLFY/vLI9RJXuWJCnZwapLnychPqpJjcEQy0j50/\nBPLPy61QNXCiB5ZuuEde2MJb3v0AtnqxKtr6G3cfx9+853jhQZdSjNbwTclHBfY0g+97uHWtg+9+\nw536HJjdMSiKnDqRbziZzASn9lfzAiVALwCcsR9birDFZncC8qFXGrtjxm1uFCi5XTF5Xs/YeUvd\ncUCSVRjYdsdqiy3BkGIqXit77MtjjCPDANoVo6SYODP6DwEy2BOZqpRiaI4Au/eIJRsa+0kZ2K/s\nxaUmewDX2Hkxnill0mccskSv/W92LKWhHwTqEw9AzQ6Ylt9cJ0+ri8mmjYVg7MTM/vrKPq7uxyMZ\n+62rHXzkx77B+W+Gxp7WJ6f4QGsK7EkmtXaXXY2So1UaOz04vVharuwtm5083TJ6t5R7hWsfu/4Z\nBe9uK0C3FWI/Ntv2AsDjF3bw4lYfz232ioHTZpAdJKYUY9sqlY89y52MjnvDA08Gdh68AYuxM7tj\nzypQovfnGvuxbgtPbO8Y1b6DhGnsofl56PqpAqUqV4wQJdsch6r6nVCKkUVdVoXrFKQY2adI+vzH\nDey3rnbge8CJZZmDGaRaVqTrNkhy1QemUoqhRZ+7Yor3IWZMrph2ISu6nlvVhtkKwqGDrAxSR47E\nSuircwlkFe1zV/bhex6OLWsJ6Np+DN/DSDlsXFCiW05lmr0MAyxIYKe2nw+/sAUAY2mJVaDgJofs\nFkGk4sFZ5QUgrAJ1p584XTnUa6NKYycmSVn5Oh97OzR7Y7uCgavylG7W5Xag2JbN2Klj5bX9chKJ\n+tlwS2doMXc6hmwpUP6c/LNL771n6OhAuVEX/dueXaBEuw4WrNeX5IzRfZuxOzR27YrJkeXlbTu5\nVWgequvzqNfSQjdmYOe9YgIreTpSYx8jeQpI8iED+2hHDAD87dffgZffuqJ2o/04UyyeSzF0rpVS\njJr8VT5PelZIlrj7xBKeurTn3GnrgeI5dgcJVjuRlDpDHryhzss+ptpF2hp7ka/6h//xc7hlqYX3\nfP/r1b9d3Y/RCv3aXj2TgLcUmEfiFLjBpJinLu3iU09eLv2cM3YAuH19PHbiAmfssWLsFa6YTllj\nB2RgrmryJRm7W2Mn9kj9sLvWTUAPRicK0HZq7NbrHQVKxKa7UagDu9UFkj4LbUntZkjE2HVzJ2JF\nxTF48tRx6eytchT4xsQneX4mq6bRgVqbl+/xPV99F/7Vd73GYGTHuhG2eonxnUgpproJWJq7pTdi\n7MRQ6wqUiJFOytjJjXVgxl6zjaBd5biMvRX6eP1LjikJRWrsmlAARSFPsWguVU0UYklxApGdy7tD\n49/uKXR2J2MvrsOLWwN89b/+OB56ZlPeew5DgKtAKajxsQPAly7s4Op+bLSkvrofT9WSGBX23kFa\nLjqcFW6owP6+h87ixz/w+dLPe1ZP9FEaex3oYcuZxl7FiLpRAN8rmiwNTcbuYlwkxVR1d6TVfKtI\n3pQLlHQSq+Ng7FVN/o0mYMVhl1qBYlt28pTkDqoJsBN1w9T8DCWt3bI72rADZ1SUq7sGG9Axqf2p\nPI7uP/LK06v4L99yr/H+x5YipLnAxq5ujzpIc6WhG7sBGqxS1Czw60CfKc30v9UmTyd0xagCpcAz\nOmumWXmRtjGOFAPwwD4eYyfQZxGCJ6pZct8a3WjD1WiP5J0L232jOvfeQmc/7SBkKrBf6yPJBF64\n1ivteOk1atE3JiiZpINA10wIKaXyhmD9KWvh7VDaHQdJ9eDxaeOGCuxrXbmtFFZrWbuf82ECu5Zi\neBvQGg2zLRuBcXa4H1dp7H5hu8uVddH894KxV0gxyhUTBmhHvtFC1eXY0D2iy+xmuR2osX0U3Ghh\nIAnjqiOJRD3j06KDJT8vO3k6LCpPbdgtDqKicyBvp2y0eyjOz+W0cIHGtV3YHiiWSDslwPaxF1v9\nTKiBDq7KUwrstcnTwDzPUagatJGO2d1R/bkmWFAjsHEZO8G+BnRMzyt87LFsp1wlLdgzDwBdO3Fh\na2AweQrsLsZO99ZOMYC9N0xLld12gZK7pYCb9ABSGrI7PU7iYR8F1VLA0SZkVrihNPb1rpx7uR9n\nysoFyMB+y1KEa70Eq+3Q+LdJoZqACeEcOm1j1RHYAff2uBMFuLofj9TYSYqpagImXTGBwdhdDarc\nlafy/90orGbsxUKppBgHY+efgR4kV0sBVxC2H0qVPGU7AP5ZKFC6+o+4QMVUl3YGuOfEMrZ6CQZJ\npvr1cD2e+9h9x8xM6h1P3v665CnJA5NWnlLyNC86a6a5QCcaX4qpY4HLrRBRMJ6HncNwsxR/5pZd\nIagjqvs89SLNGbtccM9v9w2m/12vvwNJluO1d6yV3oeuEQ1x7zkqt3VgL/vYKzV2HtiHqTHhDJie\nh53ei5KnjcbuAHls7cHKvTjFywrr4mHYOqBvgDw3/bZVOL7SwtX9oSHFAG5WqXzsozT2Pkkxtmbu\nq593XIzd4dUFTMZOQWupFZQ0dsXYhzZj5zZEXxX7hIH58NqMXVQU9Ng+8ZfftoKX37qinRS+Z7yG\nAper/4gLxNhzofujDBPdC8ZMBvPK09GMfZzk6fiVp8XvFYEd0JLQRAVKNQ3v7rplCa86vTaWh53D\nFRwBbdntO+YFcPC2vYSTRX+iQWIG5uV2iHe++R7nIkHnQYy9X/Ri4p+fzo9Yt31/AeVh1nzHMEzz\nEjGbpsbeCqUDZ3+YzqU4CbgBGTsgV+87j8mtpRx9luNlt67gr567dujAzgc1jNPb/dRKGxt7Q9w5\nNLe6Lo3U8LFXMHpAD7SobwIWqMnsvifZXomxh2W2QoF2yeGKod/ftzR2O9lI2nVLSTFmQK+asap+\nZgWNX/z7f4N9Rs9oB8yPr7f3Ixg7cyRRYB+wgRQuV0wuBGidLHd3ZIG9Jj5O3ivGV//n9RNyaMp0\nNPaf+rZXlppdjQN+f/IgSHmiLBeVjhiAJ09ZQrwVYLkVYD/Oxr5G9PvbfSoAzNRoSQLX2Kk9A8He\nRRI4iUhzURpXN00phj7D7iCd6vvW4YZi7BTYOWOnxOndJ5YR+p6zyGES0POUG77mmsC+2sbG7hB7\ng9S4eao09FG9YgDuiqmSYnxtPUtzLRNUJU/5Q1Acd6kVohuRjc10xZCl8GrPobGHvjF31HWcwPFg\nGefleCjVZwz8omukqevLzx+o19SB97U5sVIEdkNjd1SeZkKNNAwtxleVWLWhfexjauxUoHQQxj6m\nxt4OgwNJk64iH0Bbdkcx9qrdFXUVHVfqKEkxcVrkd8oJ0mGSla7bKCnmq+5aB1AuSppmkpOuxc4g\nmRtjv6EC+5ojsJM2ttoJ8S++49X4wa956aGO4ao8rXtwTq22cWUvxu4gxckV3X/FzdgD7A9TCOFe\nLCjgXKt0xejkHAWPYaJL5e15nK7Aru2OnLEXUozS2IvAvlfW2DtRwMr6ifWY225X/3cOc5CFJTeF\nkq3XM/b6oMfb/yrGzgqUdO9seS6eJ33sSoqxXTHjSjGTVp5yjZ3VT1BDtzqMy9gPCpMMmAv7oGh2\nV1V1Sq8Dys8BPSNjM3af2K585ncGRCrK5GCQZKXnSksx5vvec3IJ690I3/Tq2wBA7UJJLpq2FAMU\nQ2Oa5GkZXIoh7LPS5r//NXcf+hg+e8BiyzPtwqmVNrJc2rBuXe3g0o68QVzBpx3pYcdVgzYAXqBk\nvubW1TYC38PJlbZ6cGRCphyQAM2KOFt56ytOoRfL3cXx5RZaga8e0EC5YjLj/3aiTheYkPRQSDBj\nB/ZqRt8KibGbLJGfxyg224kCdKMA/STDaidCVLQwIOuf3qGY23FfyGDvW+ef5WK85OmElaeGK+Yw\njH2KiT6C53lF/3RR+i4GSYZh4q4qJrh87ABj7OMWcRW/T88EPftVyVP7eFW9Yl526yoe+Z/ejk8W\ndTEkxZxcaeHFrf5UF0saYi5E+ZmeFW6owO5i7JT0qCqUmBRGE7AR3R0B4NSqlH7Obvbw5vtOqMZa\ndclRoJ6x001mb3W//uUn8Z9+6m04vd4xWqhSwLLZpKu745vvO4E333cCAPADb3oJ3nTvccbY5Wvs\nPtVm8jRQ16WSsXNN3xXYeeB0WDRpEDgFVZuxj+qjAkidvb+dYbkVFElr7WO3XUCqCMkrM0zqFUOV\nluPZHSdLnpKPHdCzVycpUKojHodB6PtIMtO6u9oJsd1PIASMHWrV+dkEhxjxON+hfB0lT+VzToHd\n6PPOiqns933V6VW86vRq5ZARkqnomTuhGPv0pRj5vo0UU8JqWw6/3WHl+5QJX55WYGdte8eV9ku0\nQQAAGdNJREFUYgDJnFc7kWqsVdUEjODS2KPAx+vvWseVPXd3Oc/zVHKYM/bMISHw865if0utEK+7\nc139vaqqsspaV6Wx89joek9Dw3ZUBNoLRcnuOEZQoN3dUiuU3vs0M3rB+J65EKVFItoORIHvIcvc\njhkbk1aeBuxz0gKYiclcMfYYvmlCtYxg53L3iSU8d2UfvTitJVMjpZixNfZCny4COpE6swmY/P8g\nyYz8DQDcf89xfOTHvqHSP64Du+wPQ/mZWUgxwPwY+w0V2H3fw2o7NKWYIY3oms4X4XPGPoaP/RQb\nWLHSDtRQZafGPoKxA8AHfvjN+O++8T7856++rTbpRTdqn3UtdE1iB+oTfhxVr6uqCNUFSuZxXL1p\nXOflOmYr1EO4VU5hwgIlQDtjlttB4UbK2ALoyzGI7LypH7t9PmFgumLGYewTV576Wnqi8xhn5ukk\nxzoIeC8bwr0nV7AzSHFhe1D7zFWdn2LsE/bToapSInWuPM0wzUdeNxucsXejQO1+Z+GKAeYz7xS4\nwaQYQMoxpiumYOzt6V0w0lxHte0F7MCu+6+4GfvowN6JAvzkt75q5DmuspbBVYzdNfO0DlWBfVzG\n7goELinGbCPskGKsBaIkxYywAgKywyMgGXsnCgwfu+9Jdq3ON5A+Y4FyfYHuFTPaFaPPd7x7kT4G\nVZ4CpLGPMRpvwkXkIFBSm1ElKlsT9OLJfeyAdimNy9jt72PbobHTMXj7g3FBgXyrl+DEckv9faoF\nSpwYzamlwA0X2Ne7kcHYVWCfkhQDyGAkJyiV27jaWG4RI8yx3A7VzV5XWQqMz1iqQPmGnUHinNUJ\n6BvqsIzddsUQ7MpT1+Bgp90xqA78d6x31M90MtJKnh6YseeqzwxVewJQDbiEKEsg5Iqha1wXcCed\noMT72HONfZLReLNInBIitVDrY1DDLqC6FzugZUSbQZ9UydOD3ZNEYqp2fZNeD04IO5H02QNTbinA\nXUUNY3djvcTYpyvFAFAT4+NielCdhul5Hk6ttvHC1T5W2qFa8av6sROqOkaOC6rC3emnik1WMfZx\nAzsPyL4H1dHQ7BVTTtrZvbcNe+WI5Kl9zu/5/jeoP1cx9nG22+tFYO9GoUyeWq2GuVc+9D1kuewx\nXg7sJmMfZ9DGPCpP/WLHMRfGzs7lJcUkpiwXE88VBibX2KtIlcsVI895sueqHQbK/dNtMSmm0djn\ni7VOpMqLgdkwdnnjonISko1TBQsZLcWUZYyDgnpk7wwS56xOYHx7IIH/PncRGIzDIcXUMXbXsYOK\nhxKgASCmHZEWE50wHP15aHC2ZOy6cZkK5kGZscvkqSXFBNIVM06B0sQzT1lVJO8qmo7o+05ohf6M\nA7tn/B+Q3zk1FKtn7O5FeFJXTNUiXlVANaorpgvaBusrzX3a3R0JTYFSBUqMfVjfZe4gkGxVFF0Y\nR78v6ewrHR7Y65Onh30gu5HsUb7TT4ykIMcd6x389He8Gt/8mtvGek/+gJxkfmO+Y3FJMSWNvSY5\nCsDqpT06UGpXjBnw60AWt5MrbSN5qr3jOmFJrNw14IL/26jznbS7I98x6BFwwjkM3YVW6M9YiqEd\nn3kMkmPqAvtqO8Q/efsr8G2vO238fK0TTbTTqLoOXMrkrzmI9ZNIYTcKsNQ2HVjTwFEkT2+8wL5k\nBvb9OMNSTZe5g4C2mlV9021QYF9uh8oC5roh22MkT8eF53lY60aWxl5+zQ99/Vcob+4ocKatKvCs\nN+U3PJc15PGL/zt603AYjoaa782WYibR2L/xlbfic//ym7HcLuyOidljhDN2XzH28njBwJed+cZJ\nnk7aK0YlTwNfXac0E86+Py60gvkwdjtYUpvduiDleR5+5G0vxz0nl42f+76H77v/Lvytl50c7xyq\n8j5VUswBGPsKK1xbngFjb1VImbPEDaexr3VCDJIcwzRDOwxkafMh2vS6EKjk6ZiBfUV6y1fauhXu\nyOTpFJjWWifETj/FOOXu48DsxOcu/W4beQJi7CQpyJ+blZvl49DrPc+twevXmZr1JD52Dl2gxMb5\nMV079LVX3b6GesxfedD1qPMdhdWOnPd5arWtFjh7QlQdZi/FuHM095yQzpiDFgX+7Pd81div5cfm\nu/UqKeYgpgRKoMrk6Ww19qZAqQK6rQB1e0v///bOPcaO8jrgvzNz793rfdnetXfX2GvjNTbgmIeR\nmwC1CQmEGgo4baOIKk2hoUWRkqrpK4UgqrT5K4laVVWrIqpGTRBtUNVEoX9UgkRV+kcDaULNI014\npaDiAqZQbOPHvvz1j5lv7ty5M/exd153fX7Sau+de3fm7DffnDlzvvMIVrLTwialLC6bri7SwBUz\nVAlkiS3bG6MU+8Fa7MsJi6e9EueKif7/7ROUWi32uJtNWKG2w1rV0fjwXh+361W/T2vYx+44ocVe\nP/LlbHJKulW47Z4wdp83ziWb13bd1GLtmir/dvcH+dDF08FxFoIbSBc+dtdJ1bKMYl1m0Rvp9o1e\niezhFEOMkxBpuKnCma7NPU9Din0F14C10r049uYIrDRobi2pi6exRMsKnJxfZk2KC6fgXbzLxrAQ\nk6Icx7UXbuSj+7Ywt3EkkKVdyQBolNTth/G6F/pp4+17rbkdJWw922430Qke/h+izazDKfKWuOGz\nyrVTfL3rNCuuRoJSjxZ7tWGxBzcVV5oyP88GzapbfewQUuxtxnjX9Bj/9Jv7Gau3NjJPYnJ0CCe0\neBqUa+jiXA4PuW1jyfslLsoJ4Oodk9x3826umpvM7NhxcoRdiuFchmhjlF4ZDSn2nVNjfPzKbVx9\nQXr/W1K4cJYMnismFL8NcHoxfYvdcSQo29uNAj5v3Rq+9BGvy/lIu6iYGGu3H8bXVHj9+JmgbnpS\nPYxuceN87JFHx7CibcRSNxYko/tpF8feSXlVHWkpGWy394JdPG32sTcWT21UjNckORIVEyj25ab3\naRPcQBa7P84XDu0JrM0sCJ7IYsJo79y/PbPjtsjhOJzhbBB9Bs2GUVi8Xm/6EPaxe66tL3x4z8qF\njSEpcztLBk6xR2uyn5xfbirTmgbWx57Uwq4dw7XkyI3UXTG+xW67vvfa/ixKWOTJBB97bIJSKNEm\n/Nt7neyKaedfB8/6GoqJJOrZYq+4LJ01fsp5go/dD2mMKwIGYRdJNordPr00Cqx1Ps7ereszkcXS\nuPEV+2BvxyKpLHa4YFw/rph6ygaiJaxD8mpmPXCKvZGY0yi8329zjSi2sfC8n6DUC127YlJQ7GP1\nCsfPLPLG8TO4jgQ9JVdK2Loer1cYilmci42KiWS4NndQaj1OXC/WOCqOE2lj131UTBg77ifnlwIl\ndeOemSCSynXEa2a93Npr1MbcW4XbbXmGXrH/0/xitjeQXogrKVAE9pyFXTHR6zJQ7H1Y7Fm5tWxm\ncaekrjQZOMUercnuRcVk4IrxLfZeu8+0c8W4TqPGdRqlVsfrVc4snuV/3jnDhtFaRwu4E01di/zO\nO62LpzFx7BFLvVOtmG4twYorsbH/vd5s7YLVyfml4Ni/fmAu+Nx1hIWls7EZnw0XSfeW9EpwIlEx\n/S6Ep0G3LrO85JgMW+xu63laYGWumGid/iyouQ6nzy5rrZgkJkZq1KsOL791CvAUe5pZp9Cw2Ffi\nitk5PcrESI3NCZER9YrL4vJS37VioLHe8OLRd5ka6/+pJaxn61WX0XolxhUTXidojpqwCiCu52SY\n6GJrEvu2refNiUYvyl4SlMLYEM1355diFzbDPvaWzNPIoma7qJh+aETFeD72lcRjp02wuJxhElQ3\nNFwxIR979DxJfMx9N4z6hmGWC9G1ihM7v7Ji4BS76wgXbxrnmSPHAPy60BmEO4ZqxfTCBVNjPHnf\nhxI/H6q6nJhfSinc0Tt9L735Llfv6H8Vv7m3pcPe2XUtN6g4iz1aUsDuKy7KBEIZqh2U16c/uLPp\nfS8JSmHG/UqYR4/Pxy4w2+zSdha79bH3+1SURDT6pmj3B4SLgBUri50nTeGO0bBUt7s5FcdIxq4Y\n8Obu0nJ+N8iBU+wAl2xeyzeePMLrx85wZvFs0508DaxS8qJi0j0Z1uJNJ0HJsz5PLSwHnZz6IayY\n11Rd/uy2vS3fsU0qwgWzajE+c1eEZRIUu70R9DgEQyuMY79ybpKKI5yYX4qVZ7hW4eT8KQyt1mk0\nKiYrJRcsnma8SNsLcbViCpHDH4uJkWSL3X5nJWHEWdRgj1JzHc7m5F+HAYxjB9hz3lrenV/iwcdf\nBkg15hRs2V78kgLpTup61cWRdC7ccDTQ1Fj/N7dmiz1+EopIUBHPLj5aZRjtFRrdpyUaTdMtK808\nXTdc42o/hT3umBMjNd46ucBSTB10+/3AYs968bREPva46o5FyjFScxPLYtt51k2t/ihZL56CZ7Hn\ntXAKA6rY37N5HICvfe8VNowOcfHMeKr7d6XR8zTt8KR61UnFWoeGxQ4wNZ6CYk8o9hUl+j/ELbLF\nRci0ftabfCtNUAL4+Utm/L9tPejESI1jpxc5s9iq2FszQvMJdyw6xBDi67EXgT0nw22qp7qBkdH7\n+dk5NcqOjSNcODPWp6TJ1FwntzoxMKCKfdf0GDXX4cSZJQ7s3JC637Phiul98bQT9YqbWkU+62MH\nUlo8FUS8i6adAvMs9tZkq6Y67P7L2NZ4zsos9snRGtPjQ+yIFJbqhht2z3jlCWLksb7bt96dj422\ngOwt6cDls5ity6cXyhLuaI+/puqVdLbNUsK4kYX8Xpgar/Od372WbZO9z6tuqVWc3OrEQJ8+dhH5\nMnALsAC8BPyaMeadNARrR9V1uGjTGE+/eoxrdnVXJa4XHL+kwGKX1R17oV51U/Pbhy326RQsdvAs\nn06PjENVJ+izCvGKvV0SUlKqeidGhio88bnre/oby/qRGnddM8fmda3RStZ3660bRB7x3WIWT0vl\nYy/YYq/6pSVcRxiuubE3mmgD9LJRqzhU/JpOedDvGXsM2GOMuRR4Hrinf5G6Y8/mtQDsv2Bj6vsO\nomK6rMfeC54bI53JN1xzAwWQhsUOnuLqpNjrEYs9rpt9XEGw6PfzVl5/cPAifuXKbS3bw5EyibVi\neqjhshKCWjEl8rFXndYbdhFUXAkWOIdrlVhjK/CxFxyamcQev0BcXvRlsRtjHg29fRz4SH/idM8n\nr9nBVXOTTc2k06IR17yyTLZ2DFXd1PYpIozXK7xzerEpFKwfPIu9vXxDVYfKYuNir8UuntrfydZV\n0QrDMtkujC6SoJRfuGPxCiqpHnveuI4EC5vDtfjrp5849jz4o0Pp1p/pRJrhjp8AHk5xf23ZOjnM\nVr8udNq4jgS+zn57k0a55dJN7N6U3mLv+JpqU2nbfglfRElELfaJkRqb1taZ2zDa2I8kW+VFWexJ\nTDZZ7NEwuuaSAlklKEUzT8swNr32zM1SDrto6in25AX5MtwQy0BHxS4i3wZmYj661xjzLf879wJL\nwENt9nMXcBfA1q1bVyRsXrginLaKPWVXzME9m1Ld33i9mmrmrSOdU6uHqs0t2UaGKnzvnuua99Mu\n3LFkFvu64RoiYEw7iz3b6o7RDNcyuGIqJXFv3PYzs7xzyishkuSKiXMHnst01AjGmLarVSJyB3Az\ncJ0xyasDxpgHgAcA9u3bl98qwgpwHOHV/zsNwJb12TwVpMXBPTOkaURWXKdjw91d02NBzZ4kugl3\nLMtF6DrC+uEab59cSPSxL6RU876dDJD9DaQXkjoo5c0N72nYlb9xYI4j75xu+U7Zfex5029UzEHg\ns8D7jTGn0hGpeGytGIBd06Mdvl0sn/rABanuzxHpGG973827O+6nfYJSuVwx4LmT3j65kJj4stBF\nB6V+sPkSJxe8zmBFhxhCuBZQ8bJYLtmylku2tC5CNnzsqtih/6iYvwDGgMdE5LCI3J+CTIXTuPtL\nprGtZcR10snACxJGYpS3rZ9dNsUOrfKGM0I79Wjth3rVZf1wlVf84nZleJpp3JzLryzDnbGU/qNi\n0jUXS4K9eHdsHD3nLIBu4ti72k+bOHbwG11kZP2uBBtVlOSKefPEPGMZdisCmJ0Y5ulXj/lyFD/v\nqiWPDQ9TlgieslD87CkhdiLvnM4uxbisXL97mv0X9J/0ZX3rScq7UlKLvdUV470/dnqRS7esy1SG\ncBPsMijTshQB6wYneEJUlQYDWt0xa+wk2TVVbv96FvxxSvG2nSo4VlynVArDZp8mWewAl81mm2Ay\nG1qoL8PYzIzXqbrCxHA6ORJZUlFXTBOq2GOwRtuuDIsCrXY6WVBe+d/yXISTgcUeH+4IcFnWFvtE\nQ7GX4Wnmqh2TfP9z17O+z5aLeWCfrNKqwzTo6CjEYC+qXeegKyYtGgtvyZ+Xwd1gsa6Y1gSlhoyX\nz2ar2GebXDHFX5oiMhBKHcIWe/HjVgZ0FGKouV7Roa0T5Y5hLzPWt55klW8YHWpqnFA0tqxAksU+\nM15nKuWm6VFmS2axDxJly40oGnXFxHDHz27n2oum9OLqg3Zx7AAP3vm+jjVp8mR2/TCO0NI6z1rO\nWfvXgabKk6qgekMTlJpRxR7D9g0jbF9BzW+lQSfFHtd7tEhmJ4b57u9/oCkyBbzyCfWqw3u3p9ul\nK4561WVqbIijJ+bVqOiRRvkDHTdQxa5kRLtaMWVlNsb1Vq+6PPbb72fT2mzdMGEZjp6YV8uzR9Ri\nb0ZHQckEaziVKQlppcxODOe2KGcXUAfoflgKNPO0GVXsSibY6JKsUvBXK5fNruO8tfWW1m9KexqL\np6rSQF0xSkZYA1cXAXvj9qvO52Pva+3ypLRHfezNqGJXMqFd2V4lGccRanoz7Bn7hKg+dg8dBSUT\nnDYdlBQlbYInRLXYAVXsSkZUBjAqRhlcAotdfeyAKnYlIwYx3FEZXEZqLmuqri7W+6iPXckEt0PZ\nXkVJk49ftY0DuzYWLUZpUMWuZEKnRhuKkibrhmtcPgDlhfNCXTFKJnQqKaAoSnaoYlcyQavtKUpx\nqGJXMsHpULZXUZTsUMWuZIK6YhSlOFSxK5lQCTJPCxZEUc5BVLErmeA6guuIFrNSlALQcEclE269\n/DwmR8vT+k5RziVUsSuZcNHMOBfNjBcthqKck6grRlEUZZWhil1RFGWVoYpdURRllaGKXVEUZZWh\nil1RFGWVoYpdURRllaGKXVEUZZWhil1RFGWVIcaY/A8q8ibwygr/fAPwvymKkxZllQvKK5vK1Rtl\nlQvKK9tqk2ubMaZjq6hCFHs/iMgPjDH7ipYjSlnlgvLKpnL1RlnlgvLKdq7Kpa4YRVGUVYYqdkVR\nlFXGICr2B4oWIIGyygXllU3l6o2yygXlle2clGvgfOyKoihKewbRYlcURVHaMFCKXUQOishzIvKi\niNxdoByzIvIvIvKfIvIjEfktf/vnReSIiBz2f24qQLaXReQZ//g/8LdNiMhjIvKC/3t9zjJdGBqT\nwyJyXEQ+U9R4ichXROSoiDwb2hY7RuLx5/6ce1pErshZri+LyE/8Y39TRNb5288XkdOhsbs/Z7kS\nz52I3OOP13Mi8nM5y/VwSKaXReSwvz3P8UrSD/nNMWPMQPwALvASMAfUgKeA3QXJsgm4wn89BjwP\n7AY+D/xeweP0MrAhsu1LwN3+67uBLxZ8Hl8HthU1XsA1wBXAs53GCLgJ+GdAgCuBJ3KW6wag4r/+\nYkiu88PfK2C8Ys+dfx08BQwB2/1r1s1LrsjnfwL8YQHjlaQfcptjg2Sxvxd40RjzU2PMAvB14FAR\nghhjXjPGPOm/PgH8GNhchCxdcgj4qv/6q8CHC5TlOuAlY8xKE9T6xhjzr8Dbkc1JY3QI+JrxeBxY\nJyKb8pLLGPOoMWbJf/s4sCWLY/cqVxsOAV83xswbY/4LeBHv2s1VLvGa7X4U+Pssjt2ONvohtzk2\nSIp9M/DfofevUgJlKiLnA3uBJ/xNn/Yfp76St8vDxwCPisgPReQuf9u0MeY1//XrwHQBclluo/li\nK3q8LEljVKZ59wk8y86yXUT+Q0S+KyIHCpAn7tyVZbwOAG8YY14Ibct9vCL6Ibc5NkiKvXSIyCjw\nj8BnjDHHgb8CdgCXA6/hPQrmzX5jzBXAjcCnROSa8IfGe/YrJBRKRGrArcA/+JvKMF4tFDlGSYjI\nvcAS8JC/6TVgqzFmL/A7wN+JSJ5NZkt57kL8Ms0GRO7jFaMfArKeY4Ok2I8As6H3W/xthSAiVbyT\n9pAx5hsAxpg3jDHLxpizwF+T0SNoO4wxR/zfR4Fv+jK8YR/t/N9H85bL50bgSWPMG76MhY9XiKQx\nKnzeicgdwM3Ax3yFgO/qeMt//UM8X/auvGRqc+7KMF4V4BeBh+22vMcrTj+Q4xwbJMX+78BOEdnu\nW363AY8UIYjvv/sb4MfGmD8NbQ/7xX4BeDb6txnLNSIiY/Y13sLbs3jjdLv/tduBb+UpV4gmK6ro\n8YqQNEaPAL/qRy5cCRwLPU5njogcBD4L3GqMORXavlFEXP/1HLAT+GmOciWdu0eA20RkSES2+3J9\nPy+5fK4HfmKMedVuyHO8kvQDec6xPFaJ0/rBWz1+Hu9ue2+BcuzHe4x6Gjjs/9wEPAg8429/BNiU\ns1xzeBEJTwE/smMETALfAV4Avg1MFDBmI8BbwNrQtkLGC+/m8hqwiOfPvDNpjPAiFf7Sn3PPAPty\nlutFPP+rnWf3+9/9Jf8cHwaeBG7JWa7Ecwfc64/Xc8CNecrlb/9b4JOR7+Y5Xkn6Ibc5ppmniqIo\nq4xBcsUoiqIoXaCKXVEUZZWhil1RFGWVoYpdURRllaGKXVEUZZWhil1RFGWVoYpdURRllaGKXVEU\nZZXx/6rZkT6XWgHeAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.376092048194\n", "d1,d2 : 10 2\n" ] }, { "data": { "image/png": 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zVFPsfLxoqrlcC8epDUe1joID/FwP+uQkQFlW3CnwSpKTMqtk/GJt5FRSHYLf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\nRIhNhtCwhwgRIsQmw/8Ha/VC/89+KI8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.257551331108\n", "d1,d2 : 10 3\n" ] }, { "data": { "image/png": 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+vefbuOOFO1y2SWDiN3WktbQgFDnATyMS1eoB6oHZh4897JnH3iidMx6JI6Nl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exPNdk3mmGu1sX1ZLCh+0CrnIbcJMPFYZLDOza89k93+7YBfkM6VJwER4QP/MXdyMt81u4Df6XV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\n1aT/IrHAzWMREVqzC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v1vEXnS/v73RKTZHl8sIgOhuvtCg8tV8d6JyF22zp4SkasaXK5v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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0496496834414\n", "d1,d2 : 10 4\n" ] }, { "data": { "image/png": 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hJyOdcEODeDGXrqQEyWJBY7MhGQzoCouI9TtF2K2vSFGFpSUigWg55RQSXi/e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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0428504553037\n", "d1,d2 : 10 5\n" ] }, { "data": { "image/png": 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PLlD2bRqr+jBn6ZkyPweNVsU7/9irtLv8mulc+d0TlX6O9DSsDHkPJRWm5Hh1\n1rspqLClkX3JTAeJhMj+zV3ojBqchWY8/dL348SjCcVO6UjuaTkLhu5f8QwHV31/iWKf6oxSOWLe\nFCvlSfUOQ/72aLA49Nx49zJFqctYcHYpOqOGnBIL1kOqYuQMRVboII35xbedwIVfns9ld0rz05Zt\nUMbK74pgyzEq4yGT84xT8skutlB5Yp6SZXTUutBoVRzc3MWBLV30tniZdWrhmNcx2dCMd4AoiutR\nNNAwnD253floKJvjpGZdBxqtipwyaZDVWhUFFTY6al3ojRrMWXqCnghrnjiApz9E+fxs5cZbc4Zu\ntMGiJRKKY8sxMO8MadKY7XqmLsyhfkcvpXOGfFx5kw0k66duWw8qjaCUUx6K7CIz+zd3SWVXTR6l\nJE+G3Pe+Fi9anZpoKI4gSP5oyBdVCMCWY6RkllPxDKcuyFUsosLp0rnVahUnnFky6pgVz3Tg6g4o\nNoSMrHwTN913GoOdAQwWbZoqFlQCF355vkJmsidesSgXg1mLya5HlDdBbRIpmmw6hdwMSbtE9url\nhzZk2wKGStQOVeQjjmexBXdvUFl0I8Gcpcc3OGS53HjPaSO3VWSmZoO012+wSNclCALnfH4OT//q\nA958qJqrf7AEbbLEU36oyGjRUTrbwcGt3QS9Eey5RowWneKxNlf1ozdrlI1ngAVnlbIgqSiV186W\n/i6stLN7laT0Fp9fxpaXGwGYu6JIsZs8vUEKp9mxOg2cecMs3nmkBq1BTXaxZdiYpdZwqzUqXv7D\nLkpnO1h8QTme3pBSvaKMlzyWIhRMS5/HBZV26SGo3iB5U6xYHJI9JhNnfrmNpj19yhOw8t7MaDj3\n83PQ6tXK/VNpBGVNjoVDBYr82ud+cgp6swaNRqX0E4ZKFm056f3Jm2Ijb8rQ3/Y8I66eQPLHWKKY\n7dLXQwTcEXJKk7yiVvHZH58MpBdXnPk/s3jn4RpW/aMGZ5GZWUsLxr2OycS4hH4soWSWE0ElkFdu\nQ52iKIqmO/jgtUZUKoEFZ5VisGjZ9IL0VQG2pA8u/1uGXIt++lXT0WjVyusnf6oCnVHDaVdWpqkW\nGed9UVLraq0qrQ+pKJ7loGptO3UfdBP0RhVFI8PqlJS+vLEKUDYvm+YqqdZdtogAyudnKz+XJy0u\nibjk7GE8zFpagKvLP6zmF1Dq5kdCVr6JrGRdk7ywZi+T1IhcVQIjq2ZFoTsNkiUgSoHXWTx0rtwp\nVhafP4X9i0AtAAAgAElEQVT5K0cPRjKySyw07u5N2+Q8FJYsPd1IlstYcKZYAKmEYbbrOfeLc3np\ngZ1ser6OFZ+bCQxZLkarlO7XbOiko9alZHUmq3T9sWiC0jlO5X6Oh6JpWexe1YpWr2bB2WXseKsF\nR6GZnBIroiiiN2kIB2JYkoF4xskF+AalZyNUI5xDqXTpCzHQ6aOj1kVHrYv9m7rwDoRYfMGUtONl\n7x+k4JIKrU5NwVQ7HbUu7LlGTHY9LTX9Q19ClwwOHfVu1BrVuORcUJESyHMMqLXqEa9hokjNNnNL\nrVStaSO7xIK7T9p/Mo8R+EGqUU/dMzHb9VhzDHTWu9PEmwyr04DOoMaWa2TGkgJaqgeIxxKcef2s\ntH2+jwPHFaHrjRpOvWzaMEVQPD2LD0Tpi5ZKZjsone3E3RekZl0HthwjjkIz5iy98vQewJzTirDl\nGCg/ISetLWeRmbNumD1qHwRBGFY/eyhKZkpVDfIGa94hhC4IArllVnpbfYiiRCwVC3JHJHRZ3atU\nArZcI85CMyFfdET/fiQUVNi57M7FEzp2NOSV23D1BBUvWK7e0BnUacFQhkyUlqRCB2nhpQZAtVrF\nqZdPm9D5F5xVIllMYyweudJFfgp4NGSPQugg3bcFZ5eye3Ur4WAMk02n9N9g0WK06CiZ5aBt/6CS\nbai1KoV8i6ZPLMjC0JOkBRU2tHo1F3x5nuKHy+V+7QddijUFsPj8KSO2BUM2g6cvSNV77dhzjRTP\ndHBwSxdn/c9sJRjL0OrVaA1qYpHEMMEB0kZgR60Le54Jg0VLLJJQauFzkz5zLBwnu9hyWOR80kVT\nxz/oMHDhrfN5++97WfWPGjRaFbYc47hB1Z5rJBqKK5UrJruO/HI77QdcI3r7giCw8vpZSpZ7zufn\nTOo1HA6OK0IHWHRe2bDX8itsqDUqREQKKyWf9ozPzqBkpoPyE3LQ6tTcdG96Cu4sMo/p3X4U6E1a\n8sttdDVICiaVRGTkllrZtVqqRy+e6RjqiyBtcMmwOAzklFqIRRKo1SoWnldGxaLcj21XHYZbBzLJ\nGUfxtHNKrZiz9GQXmYcewJk6nDQmCr1JS+ls55jHyJUucuY1GrJTsoSRUvqll1Yw0Ck9NRvyRSmo\nsCEIQzbS4vOn0FHrUoIbSFnK4RK6yaZj/pklSjtlc9JtuWyZ0A+xykaDTGQbn6vD3Rvk9Kums+Ds\nUlZcMyNt/+bQPugMmhEFSslMB1tfaSQr36RUgRzY3IXRqsVg1mK0agm4I+PaLYfi0MDyUWG267nk\njoXsXtXKB683kVs2/galLJjkJ8/Ndj1T5mUzd0XRqMFp+klH7DGcw8JxR+gjQaNVUzLbgSAIaHXS\n5FOpVUf1JpTNddLV4Can1DIi+VYsyqXtwCDZxWZOOLNUUVhWh2GY6j3rhtlKRUzpLCfMOvL9Hwuy\nkhxtkzK/3KYEUFnNj6QCJxNyGm4YR6EbLZLXH/BERiR0jU7NJV9fSDQS55FvraOrQXrqUVZ9pbOd\nfOmBFWh0Q/fIaJW+RiFnhE3ysbDimhmjvidvzqUq9LFgMGu54JZ5bHiuDr1JIz2KD6OSOcDSS6eN\nmvUUTLNz4a3zmTI3W/nOmpA/ygW3SOXFJptOIvSCIyOKDgdqtYrF509h3opiBPX42YK8ISvvR5mS\nm//qCXz2aOO/gtABLrxl/tHuQhpK5zjZ+krjqERWUGHn6h8sSXvN6jSMuPs/UXvl44Ks0Ecj9FSU\nzHRSeVKe8hzBkULxTAeVJ+WRP2X8wJFdLNlWWsNwu0iGVqemdI6Txt19GA5R/alkDjDntEIC3pyP\n5AsfiqkLcpm/0jfhvRKQyi/L52cTjSTGtKdkVJ6YN+p7giBI5ZxIX/9QsTCXOcuLlO96ke+9Y4Qn\nPo8WJupn23KMzFleRM26DgRBCsjHCv5rCH0sJXI0kDfFxvwzS5h92sRTzLNvnP2xb7J8GCiEPoGF\nYLLphj00diRwOOcpPyEHUWTc6pqKRbk07u4bd6N15tLJL10zmLWs+OzoCn40qNQq9MbJXQtqrYoL\nb00XTPK9T63qOVYgCAIrr52JyapjsNM/qYH4SOOTzw7HKVQqYcyUeiSkPgj0SYbepKGw0q6UTh5r\nOOHMUk44s3Tc48rn5yCohHE3Wv8bYck2oNaoRqyeOhYgCIL0pV/HGDKEnsGkQxAErvj2ieMfeIzD\nYNZy+lWVnwif+JOGhWeXUrEgd8QqpwyOHDKEnkEGHwETUfL/jdCbtOSWZTKXjxufLGM5gwwyyCCD\nD40MoWeQQQYZHCfIEHoGGWSQwXGCDKFnkEEGGRwnyBB6BhlkkMFxggyhZ5BBBhkcJ8gQegYZZJDB\ncYIMoWcwqfC9/z7t3/7O0e5GBhn8VyJD6McowvX1hOvqjnY3hsH77rt4Xn2V2ODg0e7KMYVEIECs\nr+9od+OYQ6S1FfcrrxztbnxikCH0FAw89jhNn7sWMZE42l0ZF+13fJPm664n2tFxtLuShliX9EPK\n0ZaWo9yTjw7/xo0fy/j2PfggtWespOHiTyHG40f8fBOBGIsd7S5MCINP/JuO73yXRCBwtLvyicAx\nR+hxlwvvmjWE6+oQRXFS2w5s20Zw506CO3dOaruTjWhHB+HaWuJuN+3fvBMxGv3IbXb9/BcMPvnU\nmMd4330P98svj923HonQI83NH7lPk4Wx5km0u4e6888nuHdv+us9PbR84YvUX3QxA088ccT6Fuvr\no/cPf0TQ6Yi73cR6eo7YuSYK/9atHDhpCdHOzqPdlXER7eoCPtx8i3s8tH/nu0SP4Jgn/H4Sfv8R\na/9QHFOELooi7XfeSdutX6HhU59m4JF/TGr7sW6JjNwvf7JTON/76wDIvuUWgrt349+06SO1J4oi\n7hdfpO/Pfx5TIfY+8AA9v//9mG3FuqXFEWkeWaH7t24l0tT0oft6OIi0ttJ8400cPGkJ3ffcO+Ix\n3nfeIdrcQnDbtrTXQ9USwWsLCuj+5a9IhMNHpI9yBmC76CLp77a2I3Kew0GoqgoxFPrECxuAWDLo\nfJg55d+4Cc8rr+B+4UUAAjt3Tnpm0nb712n7xh2T2uZYOKYI3f3cc/g3biLnq19FO6UM/9Ytk9p+\nNEnonjffJBGJjHlswu9PI79gVRV1Z5/zsaga37p1aIuKcN5wPTA6eU4UCa9X8nB7evBv3jziMbHB\nQcK1tcQ6Oon7RlYcYiRCvL8/2afhikkURdpv/zo9DwwPCsGqKoLVe4e9/lHgee11Alu2oLbb8W/c\nOOIxvvfek/rbmk6koepqUKlwfuHzIIpHjGhlQjctOUnqR1v7uJ/xvvsu/s2TO/dTEUlea6im5oid\nYyLo+d0DtH3zm4A0d0bKtOQ1+2EIPbR/HwDe1avxbdhA8+euxfPmWx++w4cg7vXi37KFwAcfTEoW\nPREcM4QeaW6m+75fY1qyhJyv3obppJMI7amaNNtFjMWI9fZimDuXhNuN7913Rz024ffT8OlLaLr2\nWuJe6Tcx+/7yV6Lt7QS2bR+5/Wh0QipvJIUsiiKhgwelSR2JENi0CfOK5ahzchCMRqJtrWnHxz0e\nGi67nMD2kftyKKKdXcq/3S+9lP5eezvRjg4CKQo20tgwYjux3t6hY0bw0KPt7cTdbiIN9enXF43S\ndttX6fr5zwEYfOppev/4x6HrcbmoO//8UYNNWluiqGzIBnZsR1c5DdvFFxFuahq2qOI+H/6tW6W+\ntaaPYXBvNfpp0zDMmDHq9UwGou1JQj/xRBCECQWOrp/+jPY77iDudo96THDPHjxvvPHh+tQqE/q+\nD/X50dD7xz+NGlhHgn/DBrxvvEm0o4Puu++h+YYb0t6X1yx8OEIP7z8AQGjPHnp/90Dytcm75sCW\nLRCPI4bDhPbvn7R2x8IxQehxn4/W276KoFJReM/dCCoVxvknEB8cJNo+vqKZCGL9/RCPY7/sMnQV\nFXTf92viPt+Ix/Y//AjRjg5Ce2touflm/Fu2KgEgfPDgiJ/p+MEPaf7ctWP2ofdP/0ft8hXDNnjc\nL71E4yWX0nz9DbTe9lUSgQCWFSsQBAFdSckwVedfv57w/v1pwcX13PM0XHb5iAEj1iVlFfqZM/G+\n/Q6dP/lfgrt2ISYStNz8JZpvvIlAiq0TrpMIWRRFXC++qBCLrJa0xcUjKvTQXknxRZqa01Jb76pV\nxHp7idTXS20+9RR9f36Q4J49APjWriXa3IJv7ftjjh+A+8WXqDtjJZHmZoI7dmI68ST0lZUQjRJp\naSG4axfB3buVcSIaRZOXRySF0EVRJFS9F8PcuWjLpB8dTyX8aFdX2j0KVlXR+Jmr0gLaRBHt7ERl\nsaDJzkaTnz8uoUe7uoj19BB3uej7y19HPa7nt/fT8d3vEXe5Dr9PKQpdFkzd99xLyxdvJtzYOOZn\n4z4fXb/4JaEDB9Jej7S00PfnPzPw6GNjfn7g8X8pezlypjDwxBO4nnyS4PYdadlhrK8PkvM5fBiE\nLvvuof37McyZI/07uYcSqq2dcDvjwbdhA4JW+grh4M5dk9buWDgmCL37F78k0tRE8R9+j66kBADj\nCdJPXgV376b/n/9k4N//HpWAZUTb22m86uq0xSsjlkJGRffcTay7m45vfwfXs8+mleBFu7rof+QR\nbBddSMnvHyB84CAtN96IoNWiKSwckdDD9fV4Xn2VUE0NcY9HeT108CBi0trxvvseff/v/xEfGCCw\nfUfa571vvoXa4SDS1ERo/35yvn47lpUrpf6WlAxTl7LHHu0asn8CW7cQ3r+fUHU1of376f7Nb5Rq\nHlmh5337W+grKvC89hqtt9+Od/VqIo2NRFtbGXzqaUwnnYSg1RKpl8ol/Rs20nnX93E993zaGJpO\nPpmE2z2MTOQUXoxGJbXu8xEbHGTwiX8DUuYT6+oi3CBlAD2/vR9RFPGuWSN9ft/46sn37mrESITu\ne+4l4fNhOnExuspK6T7U1tHxvbvo+sUvpWPXrEVtt2O78EKibW3KeMS6u4n392OYNw+1w4HKZFIs\nGVEUafzMVfT89n7lnP0PP0KounrcTeVUxD0eRFEk2tGBtqgIAG1JMZH2sQldDnKGuXMZ+Ne/RrT4\nEsEgwZ07EaNR3K+9Nvx9v5+6c85VNnujnZ0kgkHp+hIJou3tqGw24i4Xsa4uxGgU1zPP4N+wgcbL\nLse3bj3hujqarvlsGnHHfX5av3QLg088Qe+f/pR2TtnKCOzcmVZFFuvtJbh3Lwm/X1Liv/41A48+\nStztJpEUCgMPPyJlV6JI+MCQ0o0liVlTVEiksSktW4/29ND30N+GVaz5NmygbuWZeN56m1hXF7aL\nL0JXXo6g02FetozwJBK6f/0GzKefjqawkOCuDKEryLn9axTddx/mpUuV1/TTpyPo9Qz845/03Hsf\n3T//BfUXXphGmIfC9dzzhKqqRlR6ctTWFuRjXLCA3Nu/hm/NGjp/9GP6//535Tj3Cy8ghkLk3vkt\nrOecQ8WLL2BevpzsW27BtHgxodrhhN7/0N8gOdlkUou7XDRecSVd99xDrK+PjrvuQj97Nmi1+DcP\nqeGE349/40bsl3ya6eveZ/raNeTedhuCSrp12tISIm1tiKJIpKUFMR7Ht349ALEUKyXSIpG+b8MG\n+v78IAMPP6IEn2hXJ6jVmJctY+rzz1H6978R7+2j43t3oc7Oxrh4McTjmJYuRTd1qqLQB//zH+ma\nkmlqNIXQYbiPHqqpgaRiCTc20nLT56k9dRmBbdswr1gu9e/9dYihEIb58wls3Yr3jTfwr5OuJ7Rv\nn7JoE6HQsMxEjMUUb9mXDAKmE09EX1EBgoBv7Voizc2EGxokFb53L8aFC9FNLUeMRBSFHaquBsA4\nby6CIKAtK1PKMKPtHcT7+vC+955k7/T24l21CtRqBp96aty9F5D2I2pXnIHn9dclQi+UfnNUV1xC\ndBwPPVRVBVothb/6JUSjSvBORWDHDsRoFMFgUDb8UjH49DNE29pwv/wyiVCIhssup+2rX1OuR4xG\nsZ65UjpfTQ3BPXtIBALk/+TH6CoqaP/GN2j54s0Ed+/G994apd3uX/yC4J49GBcvxrdmrZT1JuF5\n4w1Qq0l4PETqpfkz8O9/U7t8BU1XfoaGSy+j+977lExKDurGE6VfvjLMnSv1Z2+NQv7ymjUvPZWE\nx5MmIDyvvELv736nnEuGd9Uqqa+/+hUA+lmzyP/hDyj81S8xnXJKco9obGE4EUSam4m2tmI+7TSM\nCxcQ2PXxbDAfE4SuKynB/qmL014TtFoMc+YQqq6WVPWv7yPe25fm9aZCFEXcr70KJBcFkmpou+Ob\n9Nx/v1I/rcnPByDnK19h5o7tGObNI7SnSmnHv2Ur+lmz0JUUS30rL6fsbw+R+7Wvop8xQ5oQSV89\nXF9P549/jPvVV7Ffeol07mRqF66thVgM11NP037ntxCDQYrvvx/TwoUENg15xb71GxAjESxnn42g\nUiGo03/SS1dSihgI4N+wkfrzL6DlizcT7+sDjUaZ8DDkAXvfelshO3/yPLHOLjR5eUrbpkWLsJx9\nNmIgQNbVV5H/3e8gmExYVq5EXzmNcH090c5OZUNR9iJj3T0Ier2SPQ089jjdv/kNkbZ2hUAtyyXi\nDmzaTKi6GssZZ5B1zTXkf+97yf5JSi7/e9/FMHcu7d+7i4TPh3n5chJut+I59/7pTzRcckna4gvt\n3UvC68V64QXSvSwoQFNUhMpoRFtSgudV6f6LgQDR9nbCTU3op1eiLZF+dUgm7WBVNajV6GfNksa4\ntFTJ6sIHk9fa2Umkvh7X8y9ALEb+XXdJRP/mm4yHSF0dYiiE//33JUIvlhV6CbHu7rSg4F29mtoV\nZyhCJbinCsOsWehnzkSTm0tgy/B9hcDmLaDRkHPrl6WMLCVrTEQiDDzyCKjVhPZU4X7hBRJuN/6N\nG3E9+aRit1jOPhsEgVDNPvwbN4EgYL/4Ykr/8iAqm42E3486O5vQXin4hfbtw/3yy2R//iYKf/ZT\niMWUB37CjY2E9+3Dcc01Uv+27yCwYyfdd9+D+bTTKLz7bqkc+e230RQUQDyOf/0GAHJuvRX99Ery\nf/hD1Dk5hGpq6PrV3TRecaXSV/OpktCLNDYNjXHSgkm1iERRxL/2fVCplPJQw6xZWJYvx/7pT6Of\nXqncH5AyDjmwBKv3Mvj008PGOrRvH+3f/s6wQN730EOg0WA9cyWmhQuJdXQS7T7yJanHBKGPBuMJ\nJwCSVWC94AIEvZ7Alq0jHhuqriba3IKg0xHcW01g2zba77gD3+rV9P/jn4QbGxC0WtSOoR9iVplM\nGE84gdDevYjxOIlwmOCOHZhPOWXEc+hnTAckso5299B84024X3sd+yWXkP+DH6AtKiKYVH/yU56C\nXk9g61ayv3Qz+oqpmE5dSmjfPmKDgyRCIdyvvIw6KwvT4sUjnlNbKllQg48/DqJIILlxaD1zpVLS\nFff5iff3ozKbCR84gBiJoDKb8W+SNqiiXV1oCwrS2s3/zrcxr1iO89prMS5cyMxtH2CcNxfdtGlE\n29ro/b//A1HEdvHFhBsaSEQixLq70eTnoy0tRdBq8bz2GgP/+CcNF15I9z33EB8YwLxsGWqnE9fz\nkk2Te+c3KfzZT9FVVEh9Sm5S6mfNovj+3yJotQg6Hdlf/IJ0H/dJvq73rbcRAwF8a9YqfZY33PK/\n/300eXmYly5FEKRfbNdXVqZtivreWwPRKLrKSnTJMZRtFf/69Rjnz0dlMEhjXFaqWDLhFIvB88ab\nDP7735hOOQXH9dehq6hg4LHHx92oV7Kl9RtIeDwplksJiCKxlIeZBh59jFhPD8E9VYjxOKHqaozz\n5yMIAqalS/Fv/WDY+fybN2NcsICsq68GjSZNpbtffJFYby95d34TRJGe+3+HOicH87JldP/6NwR3\nSfsL+unT0VdW4nnrTXxr10r2k92ONj+fqc8+w9QXX8R8yslK/X7P/b9DZbOR/aUvoZ8+HcP8+bif\nfwEYUsXZX7oZdU4O3lWraL/jDrSFhRQ/8Duyrricsof/juWss6RgwFD1kXHRQipeeQXT4kUY5swm\nsH07ntdfJ+5y4XnrbQSjEeN8SUCkboxGmqTsMI3kGxqIdnSQffPNIAho8vLQZGcr7+unS+tX9tG7\nfvITGi7+FJ3/+1Oab7iBrp/8L6EDBwkdOEjPb3+LGInQ87sHJDs1pUIrWFWN+/kXcN5wA9riYoyL\nFkmv7z7ytssxTeiO664l767vYb3gAlQ6HcaFC/F/MDKhe159FUGrxfG5zxKpb8D14osIOh3Fv38A\nYjG8b72NJj9fsTJkGObPJxEIEGlqIrhrN2IkgmkUQpcrIkLV1bTfeSeJQICpTz9F0T13o7bbJbWf\n3BgM19aislgo/PnPMK+QLBuQ0keS5X0HT12Gb9VqbJ/6FIJm5J9/lfcUfO+/j37ObJw33oj90ksw\nzJ0n+ZDBoFIFY7/0Uukz5eXYL72EwLbtiJEI0a5OtIXphK4rL6fsoYfQ5OYCKOOin1YJooj7uedx\nfO6zWM85G2IxInV1RLu70ebno9LpmPL4Y0x9+SUq312N9bzzGHzscWmM5sxBVzGVhNeLJjcXfXLM\nBEFAV1EBsRiaokLUFgu68nJK/vB78n/0Q4wLFoBKRXjfPsIHDyrqzPv220qf/Rs2op8zG21eHuXP\nPkP+j36kvKdP+uiytSN/Tl85XSJUlYpoWyvR7m4pkzjrrKGxKC2VLJmeHkIHDqItK0NXOY2+P/9Z\nIsdv3oEgCDiuv05SxMlNV++aNTTf9PlhlR1ytiSXeGpkyyWZ9clWUqStjUAywIWqq4g0NJDw+zEk\nMyDzKScT7+tLsxVig4OE9u7FvHQpGqcTy8ozcL/yCmI0iiiKDDz6mDRPvvAFNHl5JHw+bBdeSP6P\nfogYDEr2oiCgLS4m7zvfJlLfQKi6GvOyZco5NDk56EqKMcydS6yjE//GjfjXryfnli+httulufbp\nTxM+eJBISwuBTZvQz5iBtrAQ06JF+NevJ+52U/LHP6C22QAwLlhA6Z//n7S2VCpCNTWoHQ7UFoty\nXsOcOURbWxFDIWlMqqrQ5uejLSlBZbXS9+CDSoCR7b5IYyNxt5u+Bx9k8D9PAuD47DVkXXUV1vPP\nT7sv2uJiBKNREmQ9PXiSGYPrqafQlRQjaLW4nnmGrp/8hP6/P0zHXXfhX7cueX+qCe7dS+1ZZ9F8\n7bWonU5ybvuK1O/Zs6l4/XWs557LkcYxTei6sjKyb7pJUWGmk5cQ3rd/mI8uiiLed1ZhPv10aWKK\nIu4XXsS8bBnm005D0GqJDwygKcgfdg7jvKR3V10tlSGpVErN8KHQFBWhMpvpvu/XBLdvp/DnP1eI\nBCQfMNrSQtztJnywFn1lJfZPf5qyhx5S1KBx/jzUWVkEq6uxf+piSv/+d/Lv+t6oY6BNEjqiiOX0\n5eR//y6K7rtPuZZoV5dCIPZLL0FTUIDjc5/FdOqpiIEAwT17iHV1oykonMiQY5g7BwQBx7WfI/9H\nP0I/U7IlQvv2KwodwLhwIYYZM9AWFFD0299Q+KtfYT3vPAxz56CfWgEgjX3y3gHoK6ZK/08ZM8vy\n5TiuvhqV0YiuYiqhmn14V68GQcB67rn41q0jEQwSOnCQwPbtWOXN4rw81BbzUNvJdNp+yaWorFbJ\nmhME9NMqELRatIWFRFpaFU9Y9pABtKWSJRNpaSF84ACGmTOwnL4cRJHsL3we48KFAGRdeikqi4W+\nh/5Gx13fp+3WrxDYvp2Wm7+Ulq5HW1uU6gcgXaEzVGXifuFFEATUTifB6mrFTjSesABAERb+LUM1\n6b1/+IPU//POk/p0xRXE+/rwrVuPf8NGIvX1OP/nfxAEQdlYt3/qYvQVFZiWLiU+OIgmLw+VTodl\nxQpyvnJr8j6cPsJckNZG9z33Imi1ZF155dB9O2MFAN5Vqwls36HYIqYlSwAo+OlPMcyePaxNlcGg\nZJ3yuCvnS1ak6CoqpH0dQFNYgKDRUPrXvyJGIrTc8D9Ee3oUSyXS2Ijr+Rfo/cMfGfzXvySLraiI\nwp//jIIf/iCtfUGlQl9ZSaimBtdTT0MsxpR//oOyxx5lyr//jfXccxl88kmCu3ejLS3F8/obCCZT\ncr1W4XntdWK9fThuuIHSv/wFtdUqtavVoq+YmjbXjxRGln3HKExLloAo0vWLXxLr6qL4gd+hycmR\nKjU6Osi+5RYMyfSMeBzrOWejMhgwLlpEYOtWtHnDCV1XUYFgMhGsqia0fx+GOXOUG3UoBEHAuGAB\nwb17Kbr3Hqxnnpn2vkEODnv3Eq6rGzFiC1otU194HpXRiDora9xrVhmNqHNziPf2YT79NOV1bZKg\nY11dShWMrqKCyvek8sqExwMqFa4XXkAMh4dZLqNBV1rK9A3rUTsckqqeUoZgMEg2UU8Pmvy8Eccl\n68oryLryCqUfIBF6WtsV0wBJNY8E49y5eN5+R9rMXLAAx7Wfw/vOO3heew3vO6tQWSw4DqlVlmE5\n6yyyv3Ir1nPOZvDxx5VFqTIapfEqLSV84ADxgX60JSVKZQxIwgGkrCrS3Iztoouwf/pTICbIuf12\n5TiV2UzWlVcy8OijoFaTfeuXcd54I223307v7/9A1lVXIQgCkeYWTEtOIrinioTPh7ZIUuaavDwE\nk0kqF0wkcL/4IuZTT0XtdBLYtg0xEERXXo5uarnU55IStEVF+DduwnnddQR27MT15FM4b7wRw0wp\n87EsX446O5v+hx8GUUSdk6M8lZr9xS+gLS3BkLQuHZ/9LIHNm4dEApBz++1Yzz13RPKVCTZcW4v1\nvPPS5qtuyhS0U8rof/hhxHAY0ykSoWddczWG+fMwJW2IkaCfVkm0uUXJPpX7P38+qFRkfeYzJEJB\ngjt2oM2X5q1p8SKK7r2Hls9/QbF61E4n4aYm1Fu2oC0txXHN1ehnDb+OVJhPOZn+vz9McPsOzMuX\nozjY0VkAACAASURBVJsyBd2UKVLfr74az+uvoy0pofypJ2m58UasF15IqKqaUPVeBK0W0+LF5H/3\n6H3b6DGt0A+FccECBJ0OzyuvEPjgA/r/JlWn+N6Xqlosy09H43QqKbacVpuWSkpHMwKpCWo1hjmz\ncb/4IsFt27GkKLeRUPzA76h85+1hZA7ShBR0OgYee5y4y6WoxkOhLSycEJnL0JWUojKZMCWVotSG\ndC3Rzi4izS2os7JQW60IgoAgCKjtdqznnYc7WXKoKZwYoQNonE5FbQhqNfqZMxj8z38QIxFlkY8F\nyxkrMC9bpqg45TpGUOipyPna1zCdvIRYby+2iy7CtGQJumnT6PzRj/GtXUvOl29Bk7IHkgq1xULe\nN76BymBQAkpaJrBiBeHaWvwbN2E588w0NaUtLEQwmSRSTCTQz5yBrryc/O9/H5Ven3Ye5xe/gP3y\nyyl/8kny7rgDjcNB1uWXEx8YkDZDk9VIuvJyjIsXgVaLJjdHGUvrypV433kH/6ZNRNvbsV9+OYZ5\nc4l1deHfvBnruecOjb0gYD3vPKlOv6uL7l/+Ek1hIblfHwoyglaL45prCG7fTnDHDpzXXYtKp5PG\ne8oUcr70JaU969lnoS0qUoKBfI6RyBxAbbOhnSIFO/tllw1737J8hWQrqdWYTpaUuUqvH5PMU+/L\noQpdW1hIxcsv4bzxf7CcLmUMqVm1cdEixRYB6Z4m3G78mzZhXraM7JtvxnJ6uog4FLl33EHhPfdg\nXLiQnK98Je090yknY7/iCgp+8mM0TidTX36Z3NtuwzB/HpGGBsIHDgwTKR83jiuFrtLrKfjpTxG0\nWvwbNjD45JM4v/gF/OvWo5s2DW2xpISs551HtLsLjdMJgHnpUvr++Ce0I6hLAOPceQS3bcd6wQXk\nfPnLY/ZB9hBHfM9mw37lFbiSXp68CfNR4bj+OuKDLoTkQoWh4BTr7iLS2qI8IJOK/O99F9/77yMG\nAoqi/zAwLVxIaG8N+T/5saL+xoK+ooKyRx4e9rr5lFOwXXQRlqTPfSh0paWU/fWvxAYGUGdlIahU\nTH32GakOfN8+HNdfP6H+jhQ4ZOvE9fxzOK+/Lu14QaOh6L57ab/zWwAYZs4ctW1tXh5F99yd9tqQ\nNbIVdU4OCa8XbVkZ1vMvwLRkSdq+je3ii/C8/jpdP/s5KosF6zlnDz2Cn0hgPS89q3Ncfx0Djz1G\n21e/RqimhsJ770FlNqcdk/v123HccD3xwUEl2xgJglbL1OefQ0jafxOBaeEifIHAiJaM5YwVDP7r\nXxjmzU3zwseDvlLK1OTN6vT3pHtmmDsXx/X/n73vjm+rOt9/rrZkyba8Z+zYcezsvSchIQlljxRI\nKVAKXdAW2l9b+qWT0gKlZZWyCm0po0ApEHZCBiEhIYNsZ9mJ471tWbK2dH5/vDpHV7bkFTvDvc/n\n44/kq6tzzz33nOd93ve85+hriJfFwVUGA4yTJonQlHnxItjefhvM40HcrJl9urak0SDxyiuQeGV3\nAyVJErJ+f3/E/wBgHD9eHIubN7fb984o+B4Jsf4AvACgEcBB2bFfA6gBsDf0d3Fv5TDGMG3aNHam\n4KmsZKVjx7GKr9/EDk+YyOp//4eY5wb9ftb09DPM29AQ9XNvbS1rfuHvLOj1nn69qqpY6dhxrLS4\nhPmamk67vJ5wdM5cVvuLX7LjSy5k1Xf/KOo5zX//Ozs8aTLzt7cP+DqBzk7mra8f8PfPNDrWr2el\nxSWs/Z13+vU9+2dbWP0DD7JgINDvax6/YAmruuNO5ty7l5UWl7CO9eujnhfweNiR6TNYaXEJq/3F\nL+mYw8FKx4xlxxYtZsFgsNt3qu64g5UWl7DySy5hQb+/33U7Hfjb25m3pibqZwGXix2dNZs1PfV0\nv8r0VFWzY/MXMPfx4/2uT+PjT7DS4hJ2bMFC5jl1ipUWlwz5WPO1tLDS4hJ2dPacAfWNvgDALtYH\nju1LyOUfAFZEOf4IY2xy6O+D0zctgwtdbi7Sf34PxSO9XpgXL4p5rqRWI+Vbt0ObFl2hazMzkXzL\nzRETWQOuV04OEi67jDI5ZClTQwFNRjqla9bVQTsiN+o5yTffjNFbt/ToWfQGlckEbXr3+YdzFXGz\nZsG6ejXMi2L3iWgwz5+H9J/+pFsmVF9gmjULzh07RPZFLKWs0ulgWboUAJAQUomquDjEr1iBpBu/\nFnViLemWbwBqNVLvvrvbOoWhhjohQUzqdoXKYEDhurVI/uat/SpTl5ONos82xwy99QRTSInr8vIo\na0WrhW5UITQpKf0uq6/QJCVBN6qQQnUD6BuDWpfeTmCMbZYkKX/oqzL4SFq9GgmXXwH3wYPiQZ8L\nyPjNrxHs7BzyWW9tRiYcGzZAZbEg4StfiXleVxd9uEMVF4eMX9zb+4mDCNOsmbC99Rba3/gPpQXm\nRjewAJDy3e9AXzxaZM8AQPaf/xTzfNPUKRj9xfZ+hTXOFGIlEAwVjJMnQzIaoSssoDmJlStgGNP7\nvM7pIv/llyF1mU85GzidGPodkiR9HcAuAD9ijJ2TvzmmNschbnb0vPGzBZVOJyamhhL6wkI4d+7E\niOf/NiC1o2DwYF6wAJrMTDh37qTsmh4Gvy43F8k339yv8s9FMj8bUOl0yPvnP8R2CtkPPXRGrns6\nHu5gQmJ92H42pNDfY4yND/2fDqAZAANwH4BMxtg3Ynz3dgC3A8CIESOmnTqHfslmuIP5/Qg6nWLx\nhoKzC+b3w11aCpXZTPvLKFDQR0iStJsxFn0BjAwDCvgwxhoYYwHGWBDAcwBixjMYY88yxqYzxqan\nhlYdKjgzkDQahczPIUgaDYwTJypkrmDIMCBClyRJnuN2JYCDg1MdBQoUKFAwUPQaQ5ck6VUAiwGk\nSJJUDeBXABZLkjQZFHKpANBzcrYCBQoUKBhy9CXL5fooh7uvClGgQIECBWcVw2rpv4JzBy2uFvgC\nZ+aHcfsKt999tqswLOH0OXHJW5dgR130nU4VnDkohK5g0OEL+nDZ25fhlSOvnO2qCJS2lGLOK3NQ\n1dH95wcVnB4anA041XEKOxt2nu2qDCp8QR+cPmfvJ55DUAhdwaCjwlaBDm8HahyD8wPeg4EKWwX8\nzI+azt7r9OHJD/GLrb/o8Rxf0IdjbdF/ELwrquxVKGsr69O55yPsXvqFrmp7z7+Her7huf3P4avv\nffVsV6NfUAj9LMEX8OGSty7BhsoNUT9njJ136oDjeBv94kuHN/bvu55pcNLp9Hb2ciawpWYLPjz5\nYY/n3L/9fly95mrsbez9V2ge3vkwfr7l572ed67BG/DCF+w9bBaN0J0+Jyo7Koesbv2B0+fE60df\nR5AFez9ZhiOtR1Blr+r1F6jOJfxPEfq5RJJtnjac6jiFw63Rf8l+feV6LH59MWwe2xmu2enjeHuI\n0D3nDqFz49Lp753Q29xt8AQ88AQ8UT//vOZzvHn8TQDAcwee67W8ZnczmlxN/ajtuYE71t+B+7ff\n3+t5gtAdYUL/Z+k/seq9Vf0m0aHAxqqNuG/7fdhR378Yf31nPQIsAJffNUQ1G3z8zxD60/uexrxX\n52HWK7NwpPXIkF7L4XXgvRPvIRAM9HgOALS726N+XtFRAZffhYqOCnFsa81W7G/aP6h1HQqciwqd\n14W3e09o99AziWWQHtj5AEYmjMRtE27D5urNvfanDk8H2t3t55XSA4CjbUdxtPVor+fZfUToza5m\nIZgqbBXo9HWizd37jiB99QQGCv7sv6j7opczI1HbSb/tyg3W+YBhR+h2rz2qslpfuR5aNe2WWN5e\n3u3zwUJZWxmue/863PPZPT12IIePiMXmDSvwQy2HcN+2+8AYE52wxh6O+f5m22/w+J7Hh6jmgwdO\n6KczEALBAJ4/8PygDSah0H29K/RWd6v4TiAYiPDqGGOo7KjE0hFLcfP4m2HSmPDG0Td6vbaf+QfN\nwFXbq/GXPX/BnevvHDKj6Q140epuRaOz91+qlz8jPm9S31kPgEi+N/TVExgo+DPfXru9z99x+pzC\nO+Zj9XzAsCP0mz66CY/ufrTb8VZ3K6am0e8Q9qWTDRS/2fYbMQhaPa0xz+NKUa4C159aj9ePvY52\nT7s4zt3YTl8n6jrrzvmJJ4fXIZTN6ZDNkbYjePTLR7GpatOg1EvE0PtA6EKhezvw6pFXcelblwp1\n7fQ7EWABxOviEa+Lx8iEkT1O/sqNc1/Ual9w96a78cz+Z7CpehMONR/q/QsybK7ejB9t+lGvoRDe\nh5vdzfAH/T2eKyd03j8bnA0AKH21N5S2luKk7WSv5w0UvH6lraUxQ5j+oB9P7X1KfM4Nkvz75wOG\nFaG7/C4cbzuOsvbIjALGGNrcbciNz4VWpUWLu/dONhD4Aj6UtpRiWR79qkxPMWSh0GUdjNer3dMe\nVughsuAdvq6zrk/53WfLxedtX5BQEPP+y9vLcdOHN8HhdaDCVoEVb67Arz7/FU7YTohzOBEM1hwC\nr0tvassb8ArS7/B0oNxWjkZXI9wBd0R9EvS0u16qMbXH+LjL7xKEyA3F6YAxhoqOCszJnDOgMtdX\nrsfaU2uxva5ntcoJPciCvZKy3WuHVkXeb7WjGkEWFITe29yBw+uAzWMTXtGOuh39ymdv6GzAxsqN\nvV4DoHvZVb8r6jkHmw/ir/v+io1VVFZdZ534TCH0s4RTHbSTo9y6AqTKfEEfkvRJSDYm90k1AOhV\nmXRFWXsZvEEvZmfSD+L2pFCjhVzkJNY15MLDREEWFAo4FppdzVj6n6X4pPKTftV/oChvL8fairUA\nIFL5pqVPgzfojbqYZ2f9TnzZ+CWOtR3DvqZ9qHHUYE3ZGvx+e/in2/gAHwwSBMLPordJcfn1Orwd\nQlVzg8DLidfRpmcpppQePT45GfB7Oh20ulvh8rswIXXCgMrkY+St42/1eB4nZAC9hl06vB3IiMuA\nWWtGtb0aLa4WMXZ684a5YGnzUDs/+uWjeGzPYz3fhAx/3fdX3LXprh7nq+w+OzLjMmHUGLGtblvU\ncyrtlJHD21M+xk6H0L9s+BJ7GvcM+Pv9xbAidK5iG5wNEeqUD0qrwYoUQ0o3QvcEPLhzw50Rk1uv\nHH4Fy99c3q+smNIW+u3HSamTYNQYeyR03kkiFLpLptC7hFzKbeG4f5W9Cs2uZuxt3IsddTtw5/o7\n8dDO8L7PR1qPwBPwROQ+723ci0d2P9LnewH6Fp4AgH+V/gv3br1XxJcNagOKrfS7mx3eDvxo04/w\nbvm74nxOEPWd9cL4zs6aHeE58YE1aArd2zeFLg+LyAmdPy/+XOL1ROipxlS0ultjTurJ+8BghFx4\nfxifPB4SpAgDFAgGeiQ2AGJh1frK9TEn5IFIEm90dSd0X8CHZ/c/C5vHBofXAYvOghxLDqrsVRGC\nqjdCr3WEwnOeDviDfjS7mvvcTowxbKnZggAL9Ei6Dq8DifpElCSVRHiBcnBDx8dgnSOs0AcaQ2eM\n4Z7P7sFDO87MnuzAMCP0ClsFAHJz+cw7EI5lWw1WJBuTu3WysvYybKrahP8c+484dqT1CBqdjXir\nrGclAwD/t+X/8OCOB1HaUgqL1oJcSy7idfE9hlw4Wdq9djEIo4Vc6jvr4Q/6caL9BJIM9KPWVfYq\n3L3pbtz44Y24de2t2FS9Cf89/l8RF+VELldZH578EC8cfKHPBupg80HMf3V+nzKCWtwtcPld6PR1\notHViFRTqghJtLpbse7UOmyrDSsj7obXO+tR11mHJEMS0k3pEeTd6hoaQu+vQueGhfenbgrdSD9t\n1uJqAWMM75S9g5s+vCms7OWE7ukfof9u+++wvnJ9xDEeox4RPwIJ+oQI8vvt9t/ijg13xCzP6XOi\n0dWI5fnL4Qv68GFF7Fz7+s56SKBf1Iqm0DfXbMYTe57AhsoNsHvtROjmHFQ7qkW4QoLUZ4XOwNDu\naUezq7lHQyNHWXuZqJvc0+2KTl8nLDoL0k3paOhsiHoON3R8DNZ31ovxNtC5oCOtR1DbWdurRz2Y\nGFaELp9YkT843kGSDElIMaZ0i6HzQbKlZotQ9px0/lX6r15Vz676XXj1yKvYUrMFY5PHQpIkxOvj\n+6TQGRgcPgcYY91CLiaNCQEWQH1nPcrayzAjYwaMGiMOtxzGvqZ9uLTgUvxp0Z/ws5k/Q6evU6Q4\n8jxw+UDkA6svWQsAhVH8zI+PTn4kjq0/tT6qq85JpcnVhGZXM1KNqYLwytvLwcAi2rzJSW1b56hD\nvbMe6aZ0xOvj0e4Jx/0HGnJhjHXLGw6yoIij9qrQZaTb4ekQ/3PjHC2GDlD7PrL7Edy79V582fil\nWF8gN+r9CY/4g368cewNrD8VndCzzFlI1CdGEPr22u3CS4yGKjuR1tK8pUg3pWNf0z4A5L11JbpG\nZyNyLbnQSJqofYbXq9HZCLvXjnhdPAoSC1DZUSnCg4WJhX0mdF4/X9AHu8/ep3mirTVbxfueDL/d\nZ0ecNg5ppjQ0Ohujzi2dspNC50KitrMW+fH50Kq0Aw65cGPc6m49Y+tfhhWhV3RUwKKj3zCUq1M+\nkBL1iUgyJKHV3RpB0nyQ1DhqRCyt2dWMOG0cahw12FAVfTUnR7unHQEWQG1nLcYm0+8Xxut6JnQ5\nsdg8Njh8DniDXlFfh9eBkqQSAKREah21KEwsRLY5Gx9XfIwgC+LKoitxUf5FmJlBvy/CMx74xKS8\nDTih9pXQ+UCU3/vzB5/H3w/9vdu5nFSaXc1ocjYh1ZQqQhK8LvKBLVfoDZ0NyIjLQKI+Eb6gT5Cx\nCLn0oLyiYUPlBix+bXEEedq9djDQIO4tjMSNv06lQ5unTRAFf5ZdFXqqiQi9ydmEd8rfEaGmrgpd\nLan7rDwBaq8gC3abVKx2VCPVmAqjxogkQ5IwODaPDbWdtWh1t8Ib8EYtk/ftEZYRKE4qxtHWo/AF\nfLht7W14/mDkBqoNzgZkxmUixZTSrc/4gj5sqt4EIEzoFp0FszJmIcACeP/k+zCoDShIKIh47nxL\nCDl4yAUIp7sCfTPkW2q3QKPSiPuPBR4SSjOlwR1wd6sDDxUCkQo905wJi87Sp7UL0bC+cj3UklqU\ndyYwbAg9yIKo6KgQ5CZXHLzTc4UeZMGIDlNlrxKz9FtqtgCgAXpR3kUwaow9Lu/2Brxw+p2iY41N\n6Ruhy4nF5rFFxPVrHDVgYMI4bKnZAgaGwoRC5Fpy4fQ7YVAbMCl1EgBgZMJIGDVGlLaUIhAM4EQ7\nxQnlA5GXLyd5gLya323/XTdFxDv2SdtJnLCdAGMM5e3lUQcOJ69GZyOaXE0RCp0PUvn9cYXe0NmA\n+s56Qei8LYCBx9CPth2F0+/Ewebwb67w56BVadHp60SruxU3f3Rz1EHG+0qOJSdiIy8RQ/d2QCNp\nYNQYAYRDLmXtZWh1t2JhzkIAkamPAJBtzu4xjbUrYuVx1zhqkGPJAYAIhS4PjTU4G/DU3qdw+9rb\nI77LSWuEZQSKrcWosFVgf/N+uAPubtdpdDYiPS4daaa0bn1mZ/1O2L12SJCI0H12mLVmTE6bDKPG\niFMdp5ARl4FUU2pEuTd/dDOe3vd0RFm1nbXIiMsAgIjstN7CU96AF182fIl5WfMA9Gz4HV4HzFoz\n0uPSxb3J0eZpg8PngEpSocXVgkAwgIZOMmgWnQV2rx1rytdg1bur+pw5VtlRibL2MizNWwoAZ2xf\no2FD6I3ORrj8LszImAEJUkQnbHO3Qa/Ww6gxigEo72jVjmqMSRqDvPg8bK3ZikAwgDZPG9JMaUgy\nJEWECxhjWH9qPb617lt4p+wdMXBvHHsjluQuEelkvcXQ7V67sN42ry3iGtw1LrIWQS2p8eaxNyFB\nwpikMci10K/FT0mbAp2afmhao9KgJKkEh1oOocZRA3fAjRxzDto97WKRVSxC//Dkh3jt6GvYWrs1\n4nizqxkWLXk7Gys3osHZAKefFlvIO7Uv4BPx5cqOSnT6OpFiTBGeEif0Nk8bAsEAvAGvGKwVHRVw\n+BzIiMsQIQzenvL5hP6AD1Z5fjYn1Yy4DHT6OnGw+SB2N+zG3qbuhrrd3Q6L1oIkQ1LEKl35pGi8\nPh6SRPHlZGMyJEhiWfnktMlQSaqIxUkSJORacnuc7Hv96OtY/cFq4TnGIvRqezVyzEToVoM1OqF3\nNmB73XZsq9sWISoq7ZVIMiTBrDNjtHU0/MwvQmhyjyYQDKDJ2YQ0UxrSTendCHBD5QYYNUbMyJiB\n2s5auPwuWHQW6NQ6TE2fKto6xZgCh88Bl98Fp8+JFndLt3UUNfYajE8eDyBSofc2MdrobIQv6BPX\nizXWgiwIh88Bs86MdBMRetcxwA1dsbUYbZ42NDgb4Gd+ZMZlwqw1w+6zY3fDbhxuPdxngbGznnae\nXDV6FYBIT2QocV4SOmMMD+54MEI589nr0dbRSDGmRKivVncrrAYrJElCsjEZALn9rx15DZ2+TlTb\nq5FtycbszNnY3bAbLe4WBFkQqcbUbmmOa0+txQ83/RCf136ODZUbBOGMSx6Hx5Y8JohJHkOPptQd\nXofoYHKFbtaahTJM1CdiXMo45Fhy8JcL/4Lc+FxB6DMzI3/GdVzyOBxuOSwG9rxsUi6NnY1w+92C\ndLuqUp5m2HUzqlZXKwoSCzA2eSw+rf5UqKcAC0RMOMuVVGkrxW/TTGmC0PmEEPeKOEHlmHNEeCXD\nlIEEXZjQGWNodbdCJalEymlfIQi9JUzonIwz4zLh9Dt7XPTS5mlDoiERFp0l4rnx9zavTXgfAKl+\nq8EqUtNGJY5Coj5RhFc6PB0wa81INibHJKkmZxP+tOtP2N+0X8TAeR3bPe3Ce/IFfKjvrEe2JRsA\nETpvr9KWUmgk8hLrnfUivHKg6YC4TmVHJUZYRgAARieNBgB8XPEx3besbq3uVviZH+mmdBF3luN4\n23EhLvi8FX/eXNBkxGUg2ZAs2pmHjuRldXg7YPfZMS5lHIDuCv3jio9x//b7cbil+35HvJxRiaMA\nxFboTp8TDAwWLYVcutYBCGe4TEmbgiALCl7Jj88XCp1nvXQ1BrFwoPkALDoLpqVPg0alOWMTo+cl\noZe3l+Olwy/h/RPvi2O8Y+XH59NsdheFbtVbAYRd5DXla/C7L36Hfx/5N+o765FjzkFhYiGcfqfo\nQCmmFCQbkiPU8+GWw9CoNJiePh3N7mZhsXnIgCNeFw+X34XKjkos+veiiCwPgGLofGDaPGGFXpBQ\nIAgzXhePF1e8iDVXrBGu/PiU8dCoNFiUsyiivLHJY+EOuPH6sdcBhAdWg7Mhov5dOyQn9E1VmyIm\nE1vcLUgxpmBu1lwcaDoQQQw2d3jwyImAk1GKMQUalQZx2riIa7W4W8Rg4nnUAJBpzowIuXR4KYUt\n2xxun76Cly+fHOTqLTOOfgpXxEujEHq7ux1WvTWCtIHuCl2OFGMKPAEPjBqjCB+JyVQvnW/VW2MS\n+mNfPgZf0AcJErbUUshPbnhb3C24c8OduG3dbWBgYYWutyLAAujwduBI6xGhVk+0nxCGk098AqTQ\nR8QToedZ8mBQG8SCKXndeBtyQu/0dUaECBucNO+RbkoXxpYTOl+DwRU6QF4GL1NOply15sXnwaK1\nRHhj7e52vHz4Zfz76L+x6r1V2N2wO6LNeColV9GxFDqfq4rTxSHNmCbqL0elvRJqSY3xKeQp8GuN\nTBgpYug8c6evhH6w+SAmpEyAWqVGVlyWotB7wmc1nwGIjEtV2Cpg1pqRYkxBRlxGZJaLpx1WAxE6\nVw2fnKJFN28cewMBFkCuJRf58fkAINznVGMqZcXIBn6toxaZcZnIiMtAi6tFdMJohA5Q5/Azf8TA\nAqijcYKxeUmhqyQV8hPyw2Xo46FWqYV7DxChb7t+G4qsRRHlcSXwRd0XGJkwEiMTRgIIEXqo/hqV\nJqJdnD4nquxVmJExA06/E59VfyY+a3Y1I9mQjNmZs+FnfrG7IG9PDu6qy7MheOYHbwOD2iDK5Ept\nYspEUUaGKQOJhjCh8zL5PfSX0LUqLZpcTaI+XF1nmqm9eXprtKyTdk87Eg2JEaSdZEiKiKF3JXtO\nXAUJBVBJqohQCD/farDCHXB3y8CxeWxYU74G15Vch/Ep40XmhpzQ6zvrsaV6iyAaHkPnfbq+sx4V\nHRWYmj4VFp0FuxrCqyH5Zm52rx2Nzkah0NUqtVC3nExFuMdJ106LSxPPkhMZYywivs7Bw3OjraPx\n/SnfxyUFl4gJYz5ZDpBx4ouOIjJ2Qs+fj882dxuq7dVYnLsYALoROi8vzZSGBH1CzD7CJzQtWgu0\nai2SDEliDFTbqzH31bl4bv9zYkzza8Vp40To0O61i+fRl8lNp8+JsvYyTEgh0ZJpzlQIvSdEI/ST\nHSeRH58PSZKQHpfeLcuFd/44bRwMaoNQRLyMHEuOIBAe/+IhlzZ3m+iENZ01yDJnIcVIKwQ5ufFQ\nCwcnBK4U+UQlh8PrgFVvRZw2Dh2eDjS7mkUWjiijC3FwGDSGbseyzFnYtGoT/nPpf/DC8hci3Euu\n1ooSiyLahac3ri5ZjWRDMt49QYt/fEEf2j3tSDGmYHLaZOjVejQ4G8REoJzQOXGNTBwpjvGBzOvP\n3fsWV3eFrpJUlLcuC7lwoi1IKADQd0Ln8flZmbMAhOPogtBDBpTHxmOFXOQKXYKEHEtOOOTisXV7\n1pzQCxMLASBCjXd4iND5c+2q0k/YToCBYXbmbMzLnocDzQdg89hQ31kvrrO3cS/8zI/LCi/D8vzl\nGJM0hq4T6tPb67YjyIIoSSpBRlyG8KYmpkzE/qb9CLKgmCOZkTFDXJs/l/nZ88HARNiCe7t5ljyM\nSx4HlaTCS6UvifbxBX1CvXNwhS5JEm6beBvy4vOiKnT5VgIHmw9CI2lQmFAo7iUjLgMWnQV1nXVo\ncjVhQsoEpJvShRHmaHI2QafSiT115CGXh3Y+JH5ngCt0s84MABFzAvua9sHutePq0Vfjnln318YG\nMwAAIABJREFUCGNSbivHyPiRkCQJZq0ZTa4m4cn0RaEfaT2CAAsIQs82ZyshFzk+rfoUD+x4AIwx\nOLwO7GnYA42kQa2jVkzQVdgqBCGnm9Lh8DmEdZaHXORx9KuKrhLXyLXkIt2UDqPGKOLQKUYKufBF\nDwAp9GxztnCzucqIpdB5PnKZLRwf9AV9cAfcMOvMSNAliJBLsjE5gixiEXosJOgTUJxUjBRjCsw6\nM0waExqdjSLkMjZ5bERaGw+3lCSX4Kqiq7C5ejNqHDUiFzfZmAy9Wo8paVMAQGTVRBB6KLQw2krk\nwAcZEB7kY5MoW6fV3YpmV7OYxOVtrFFpoFVrYdKYohJ6XydG+UBdmLMQKkmF1469hs3Vm2H32qGR\nNIJg+DOLtqdPu5u8OV73BH0CrHprjwqdq1je/6wGa/eQS4iwuhK6PGd7XtY8BFkQ22q3od5ZLyYL\nueJeVbwKDy96GCatia4T6tM833lS6iSkm9LhZyQ+Lim8BHafHSdtJ7GpahMS9YniGfJ2KrIWYW72\nXHHvAHCs9Riy4rJg1plRkFiAr4/9Ot449ga+qPtCqNtYhC6HVW+FWlKjwdkQsdpUTqjFScUwaAwR\nIVGr3oqDLZSllGMmodV1864GZwPSTGmQJClCoQdZEK8cfgV/O/A3AOFQmVlLhC6fEyhvL4daUuOe\nmfdgYc7CCDHFPWWLziJSXgHEXJgkx4FmMqh8biArLgvNruYz8pu25wWhH2g+gJcPv4zXjr6GTdWb\n4Gd+LBmxBO6AGy3uFjh9NNHFHwJ3K9898S48AQ+cfqcYUEA4M+F7k78Hq94KrUqLVGMqJElCfnw+\nGBgS9YnQqrWC/FtcLXD7Kb0rKy5LHC9rL4NRY+ymmvmg5/tJV9gqhMrnv5pj1pqpM3ptaHW1ItmQ\nLAyDPDVuoOCeClfoPA2Sd+hjrccQp41DVlwWVhWvggQJrx19TRAdVyw8LspjtF23K1BLahQmkDpN\nNaWKEBFvg1GJo6BT6YRCTzGmQK/WI9mQLNxcgIyizWMTBqW/IRd+XyMsI7Asbxm21W7D99Z/D5+c\n+gTx+ngxqDnhdVXoLr8L7oAbifpEUXdO7h3eDgRZUCyikYN7JLwN+H0EWVAYAP5cu4Z5ytvLYdQY\nkRmXiQkpE2DVW/FRxUdocbXQIjVI+LLhSwAQIUEO3qf3Nu5Ffny+CDcCQJoxTcyjvH/ifXxW/RkW\n5iyEWqUW379wxIX472X/FZPzvG7H248LAw0A35v8PeSYc/DUvqeEQk03pYvvAdEJXa1SY0T8CJxo\nPyFCJADFv/1BPw61HBIGRoREjcmwGqzC0PFQaEVHRUR2VZOrSRgUOaG3ulsRYAEcaD6A+s56odB5\n/eTzaydtJ5FryRXZYvH6eDGxzPue/L4MakOfFPrB5oPIissSAiLLnAUgcsOvocJ5QejfnfxdLMhe\ngAd2PIB7PrsHmXGZ+ErBVwCQ2uIuNH8Ii3MXY2HOQjy440GRvSEn9AkpE7AwZyFSTam4uOBiMXkB\nhC0zfxjymXr+QHjIBaAB2dUFB8IhF3fADQkSfEGfUIZ80tOsMyNeHx+h0PnAl6fGDRQ8h7jF1YJE\nfaKYTOOd8ljbMYy2joYkSciIy8CSEUvw3+P/FfE+brQuGHEBTBoTFucs7rZ/SJunDQn6BDG4uFqV\nt0FGXAZlC7lbKB0uNDk1L3seZmXMEucL4zbAGDon9DRTGh5e9DC237BdpB9adJaok7RykuCTpfKt\nC6z6MKE7fA4wsG6EXpJUAqPGKBRZkiFJ7C/CQy558XnQqrRiNz+O8vZyEXtXq9S4KP8ibKjcAAaG\nbHM2rAYr7D47rHprt37G+zQDC6cLmojQR8SPQH5CPlaOXInnDjyHDm9Ht4l0DhEO8rTBG/CiwlYR\nMUdj0BgwL3sejrUeEwqVx651KiLDaIQOUJjvePtxNDobhUFqdDbiWNsxuPwuTE6bLNoZoPFm1VvF\nNhY8FOrwOSIXp4UWsAFAgi5BhMTkk67rK9dHVeg8nfeE7YTwAgEK//G24HWV39f4lPG9ErrNY8OW\nmi3ieQAyQncohA6AGvqBhQ9gYc5CfGvit/DaJa+JBq92VEdkuACkDB5c8CBGJozEL7f+EgCQpA+7\nUz+b+TM8seQJAMBPZvwE/1jxD/HZyHgiEU5MQqG7WwTRZZuzkWIgQq9x1HQLtwCR4ZKJqTQByDfY\n4hkDFq0FCboE1HfWi0lIkfbYz3BLNKSb0lHnqBNl84UVDZ0NCLKgIHSOa4qugc1jwwcnP4i494KE\nAnyx+guMSR4jlug3dDbgeNtxtLnbkGRIEu3FB5n8HtLj0pFsoD10GpwN4pz759+P70/9vjg/QZ+A\ndk87WtwtQiVrJE2fQy58sHHjYtQYsap4laiLnNDTTenwBDwR2RvrK9dDgoS5WXNF3ZONySLTgYck\nuhLrtPRp2Hb9NnFdPsFX31kPb9ArQi5XFV2Ft8reiphYK7eVi9g7AFxScIlw8bkhBBAxWc5h1BjF\nhDPf658/47z4PADAL2f/EjnmHGhVWszNmhu13eThoJO2k/Azf7dJ99HW0bD77NjXtA9qSY0UY4qY\nr5IgdTOWHKOso1Btr0alvRIlSSVQS2o0OZvEZG1XhZ5iTBHtF6eNQ6I+URh2edil0dnYTaEzxoQn\noFPpsL5yvXi+PIbOv1PrqEVlRyUKEsOEDgBJRuIJodBDk716tR4lSSWo76zvcXHRi6UvwuFz4OZx\nN4tjRdYiPLjgQTFnMZQ4LwgdoAH5+JLHcceUO2A1WIXVq7HXoKKjAipJJVKyAHqAf7vobyhOoqXY\n/EFxcPWrklQRSpgPHE46XKE3u5rFBKpcoQPdBzgAMckHAAuyFwAIT4xy1RCni0OCPkHsDrksb1lY\noQ8CoU9Ln4YmVxN21O1AijElYmFFhY0W9YxLHifOn54xHSaNSahIfu9y8HDCw7sexi0f34JGZyPt\nYmmi9ojWLummdCQbk1HaUooTthMiPSxW2S2uFrFuIF4fj0p7JW784EaRH3yg6UDUvTGanE0wqA0R\nbbdq9CpoJE03QucxfHkcfd2pdZiaPhUpxpRwyCU0QcrAhIcW7dnIQxlcbXLPkZ9/6/hbAQDPH6Bl\n9jzzRK4SJ6VOEumaGXEZwlB2DbeIa4WIUL6gB4AYC2adGc8uexZPLHlCkFq3MkL1bXW3inkVuaEH\nIAh+a+1WpBhTxP2mmdJg1pmhkqJTSVFiERgYml3NIpWxwdmAfU37kGpMFRPVvN/zkAtA4RZJkgS5\n8vZ0eB1w+p3C00vQJyDAAmJzOABYOXIldjfsRo2jBipJBZPGJMoEaN2Fn/kj2h6gPi9Bimg/3q4Z\ncRlw+V0x9wNqc7fhpdKXsDx/ueAdgJ7/xQUXR4yNocJ5Q+hdYdAYkGJMQY2jBidtJ5EVlwW9Wh9x\nTrIxGc8vfx6/nPNLMePcG3jn4Y3Ps2JaXKTQNSoNLW3Xx4vl/tEUulatFTHwImsRMuMyxcIJuULP\nMmdBp9LhsSWPYXLaZFGWRR/dhe0PVuSvECvdkoy0QjDNlIaDzQexv5kUEvceAECn1lGaYtAPk8Yk\nJt/k4Cr6WNsx2Dw2HGg+AKveinQTKTV5TPzSgkvxi9m/ELtctnvaoVFpcOWoK6PWl+8euK9pnyCU\nRH0i1leux96mvVhTvgZ1jjqs/mA1Xjv6mvjexsqN+O4n38XJjpMRMXyADPNPZ/4U1xZfG0HofMDx\nOPoJ2wmUtZeJHyfhrrbVEM544Qa9ax56V3BC4iEc/v1McyYuHnkx3j3xLnxBn1gMJ1fokiTh0sJL\noVPpaC+VUD+MptB5+6QZ00Q4bVTiKMTr4oViB4Dc+Fyx0CwatGotLFoL2txtON52HFqVNkIc8XIB\nIn3uBQA0XyEPs3WFXOmnGlORZkpDfWc9dtbvxKTUSeJZcbGREZchDAy/pzRTGowao1DonLS7ZlPZ\nvDY0OZsgQcLloy5HkAWxsXIj4rRx4jpT0qYgMy4T/zj0DwDoptBHJoxESVKJ4BJeNs+7B0KeV8CL\no61HI9JQH/vyMXgCHnxn0nditsdQQ3PWrjwIyDHnoMZRg3ZPuyDirojXxePa0df2uUy+MIkrV54V\n0+KmPR4y4zKFOkk2JKPB2RCV0AEiBZffhRxLDgoSC7C3cS+aXc3huJ7OjJvG3YQrRl0hBu5gKnST\n1oRLCy/Fq0deFeXPyZyDjVUbYdFZYNaau7XbwpyF2FC1Qbj6XZGoTxTuKofVQPHdp5c9HaG+M82Z\nIuTB1f6yEctilp2gD8dC52fPF9fj8dTPaz/HqMRRYGBimXijsxH3br1XfG9a+rRu5V5Xcp14r1Vp\n4Qv6hELncVn+Ax1LRywV9zQncw5mZswUZfM5kN6eDSckvvZAfr+LchZhTfkaHGw+KFLx+GQqx+0T\nbsfKkSth0prChB5DoV8z+howxgRhpRhTsPX6rVHP7bHOodz5Dl8HChIKxN5GHBadhRbIdNZGTIbe\nNe2uHnewzDHniAVMaaY0pJnSsLFqI4IsiHsK7hHnzc6ajaeWPoWJKROFJ8vz7VWSCvnx+TjZQYQu\nz0EHwp6gzWNDo7MRSYYksa9Mo6sRWXFZ4jpqlRpXFV2FJ/c+CSAcYuW4e9rdESuTuULPjMsUhuyp\nfU9hY9VG+IN+rB6zGj+b+TPsqt+FN4+/iVvG3RJhoM80zluFDgDZlmzsadyDY23HYrrx/YVBY8An\n136Ci/IvEseSDbT8n+egc3Ql4a7gAz/HnIOvjfkaWt2t+Op7XxUbR8Vp46BVaSNcMa1ai3hdfNRw\nx0DA95Lgk2Vzs+aiw9uBD09+iPEp47u5ygtyFkTcW1ck6hNxwnYCfuYXE0j8VR577go++K4tjm1c\n5e3IN13ianhZ3jLUOGrw6pFXAYS3erhv+33wBDxYkb8i4jqxwCfHSqzhkIvNY8PLh1/G7MzZYtBq\nVBo8e9GzmJk5U9wTJ/RoIbaI+wjFgD+r+Qzxungx8QcAszJnQSWpsK12Gw61HIJerY/oUwD1AR4K\n4PcTi9BXFa/CV0u+2mN9+gKrwYpmdzMONR+KCBfIwdW2nNCtBqsIY0SDWqUWKjjVRAo9yILINmeL\nRUMAkfb87PmQJEn0J3m5IxNG4njbcbGwCYhN6GmmNGhVWmHcu4aarhx1JVSSCllxWd28UK1aG3FM\neFdxmeK+151ah2np0zAmaYz4IfiHdj6EbHM2vj3p2zHb4kzgvCb0HHMOfEEfluUtw20Tbhuy6yQZ\nk1DjqEGFrSLC2veF0K16K0xaE+Znz8eLK1+EL+DDK0deARA7M+DJC5/EN8Z/Y1DqPso6Ci+ufBFX\nj74aADAnaw4kSHD6nRHhFo40UxpmZMxAUWJRt88AGjxcMfOYsDx/Nxa+UvAVPLL4EUxPnx7zHN6O\nxdZi4U7PzpyNZXnL8IOpPwAAMV9y0nYSza5mbKrahJvH3Yz75t2HKWlTxG6bsWDSmmDSmJBpzoQE\nCS2uFjy590l0eDvw4+k/jvod/pz2NO2BVqWN+bw5jBojjBojgiyIJSOWRKjdBH0CxiWPw7pT67Cm\nfA2W5i2NiL93xcqRK/HzWT+P6YEOFqwGK/Y07EG7pz2CaOXgYTA5ofcFPFyTZkwTJHx9yfUx7zsv\nPg9qSS3SbAHa9KzR2YgaR023Fcl8vsrmtUWkM/IMKm7EOdLj0nHt6GtxYd6FvdbdorPgt3N/i6uL\nrkaqMRUaSYOChAI8uvhRLM1birL2MpS2lOJw62HcUHJD1DDlmcR5HXK5uuhqpBhTcO3oa3scFKeL\nZEMyNtk3QYKEywovE8c5ocdSbKOtoyPirWOSx+CeWffgJ5t/Aq1K2y3mzyFXdIMBvjAIoIE7JnkM\nSltKI5bfy/HssmfFTpBdwclMgoRri6+FRWfBkhFLeq2DRWcRW4nGAm9Hebx39ZjVWD1mNRijNL4a\nRw0uyrsIH1V8JLZvmJs1FwaNAS+ufLHXepi1ZmhUGmhUGlgNVqGUrx19bUxlygm9vrMeVxddLfKW\ne4JVb4XL78JFeRd1+2xO1hw8u/9ZSJB6FSJJhiRcX3J9r9c7XVj1VviZH0aNUYS7ukIo9Lj+Efr0\n9On4tPpTpMWlYWbGTMzImBGxqK8r8hPysfX6rRFzHjPSaYXrzvqdqLRXwqK1CPLk/abD04FGZ6Pw\n1vkGdtEmg++dfW+f639lUXjO54kLn8Bo62iYdWYxrv6y5y8AIPZbOps4rxV6pjkT15VcN6RkDoRj\noLdOuBXTM6Z3Ox5Lsf3f7P/D4xc8HnFsRf4KLMldEjF5eKYxP3s+1JI6YoMsOTQqTcwceH6vOZYc\nGDVGXFl0Za8hiL6C7+sejQQlScIFuRcg1ZgqBtg7Ze9AI2kilFxvSDOliYVnSYYk7G/ej1RTKu6c\ncmfM73BCV0mqPntOfMdGvihLDp4+uDRv6VmNt8rBJ3IX5SyKuaBtZsZMzM6cHSEQ+oIrRl2BT675\nBHq1HhNTJ+KF5S/E9E45uqZBFiYWIsmQhK21W7Hu1DoRGgTCYbkmVxNa3a0i+6XYWoxEfWKvHlV/\nMD97vvAA+EZ5n9V8hhxzjkgVPZs4rxX6mcLy/OXwBrz47uTvRhznce6eOkxXYpQkCQ8vflisFj0b\nuHX8rVics7hPoZKu4OTddSJvMJBrycX2G7bHTIH74bQf4vaJt4sVtwdbDmJc8rioe9vEwv3z7xfv\nU4wpOGE7gQcWPNCjUbLoLNCpdFgyYkm37I9YuK74OgRZEFq1tttnk1Mn47YJt/WoUs80eF+Qzx11\nRbIxGc9d9Fy/y5YkqV/PKFYZ09Oni+1+rxh1hfhMr9YjLz5P7L7KCVetUuPZZc8OKqHLYdQYMTZ5\nLPY37ceCnAWnvRBwMKAQeh8w2joaP5r+o27HJ6dNxsiEkX0e5BxalVZMnJ0NmLSmmOq8N/DB0TXd\na7AQi8wBGrh6tR6M0f7Wdp896jxAT5CvGP7mhG/iqqKrombGdK3TCyte6FccW+6md4VapY5YUHUu\nYG7WXKzIXyHWTJyLmJExA2tPrUVmXKbYgI3jqqKr8MjuRwBELm4bkzxmSOs0NW0qEfo50m69hlwk\nSXpBkqRGSZIOyo4lSZK0TpKk46FXa09lDFeMTR6LNVesGbSQw/kAPhHVdSXhmYR8sYl8s6n+Ylbm\nLKwcubJP505KnTQoqaTnKoqsRfjjoj+etpIeSvAJ78tHXd7N8F9eeLlYF9JbptNg4rLCy7Ayf2W3\nH5w5W+hLDP0fAFZ0OfYzAOsZY0UA1of+V/A/gILEAjyz9BmRJni2wAm9vwpdwfmLgsQCPLPsGZFd\nJUeyMRkXjqCslZ4WOg02iqxFeGjRQzETHM40eg25MMY2S5KU3+Xw5QAWh97/E8AmAD8dxHopOIfB\nt1s9m1ievxy+oE+sJlTwv4FY+9EAwA+m/gCTUifFXLj2vwCpL79iHSL09xhj40P/tzPGEkPvJQBt\n/P+eMH36dLZr167eTlOgQIECBTJIkrSbMRZ7EUcIp522yMgixLQKkiTdLknSLkmSdjU1NcU6TYEC\nBQoUnCYGSugNkiRlAkDotTHWiYyxZxlj0xlj01NTz1xsS4ECBQr+1zBQQl8D4KbQ+5sAvDM41VGg\nQIECBQNFX9IWXwWwDUCxJEnVkiTdCuABAMskSToOYGnofwUKFChQcBbRlyyXWBtJ9L6zjQIFChQo\nOGM4r/dyUaBAgQIFYSiErkCBAgXDBAqhK1CgQMEwgULoChQoUDBMoBC6AgUKFAwTKISuQIECBcME\nCqErUKBAwTCBQugKFChQMEygELoCBQoUDBMohK5AgQIFwwQKoStQoEDBMIFC6AoUKFAwTKAQugIF\nChQMEyiErkCBAgXDBAqhK1CgQMEwgULoChQoUDBMoBC6AgUKFAwTKISuQIECBcMECqErUKBAwTCB\nQugKFChQMEygELoCBQoUDBMohK5AgQIFwwQKoStQoEDBMIFC6AoUKFAwTKAQugIFChQMEyiErkCB\nAgXDBAqhK1CgQMEwgULoChQoUDBMoBC6AgXDHfUHgf2vn+1aKDgDUAj9XMLhd4Gn5gEB39muiYLh\nhM8eBt79wdmuRf/RUQs0HT3btTivoBD6uYQj7wMNB4H2yrNdk/MT79wB7HnpbNfi3EPtHsDnBDyO\nwS+7vZLKH2z4vcA/LwP+Ohv45NdAwD/41xiGUAj9XAIfGG0nz249Bhub/whUbB3aawQDwN5XgPfu\nAhpKh/Zap4NgEGDszF3P2Qq0VdD7zsbBL3/D74BXrx/8cnc+B7QcB/IXAFseAQ6vGfxrDEMMT0Kv\n+RJ4bgnQ2XLmr33obWDdr4DyDf0buN5OoPkYvW8dRoTuaKRBP9TK2dkKsAAQ8AJv3U4Efy7i458D\nzy87c9er2xt+39k8+OXbqgF7HbX/YMHZCmx6EBi1DPjam4BKC9Tt636e23ZmjeN5gNMidEmSKiRJ\nOiBJ0l5JknYNVqVOGzueA2p2A6VvndnrMgZ89DNg66PAv64ETmzq+3frDwAsSO+5ohoOOPEpvXZU\nD+11HPX0WrSc2rLmy9jnMgYc+WDoSd/RBPzjknAILRgADrwOVO8E3B1De20OeTjEMQQK3V5Hr42H\nB6/M6l2AxwbM/yGg1gIpo7uX73UCj4wHtv918K47DDAYCv0Cxthkxtj0QSjr9OFz0eQiQGpZDr8X\n2PZXwOcemms3HaEOvvTX9H/N7r5/tzakpEzJw4zQN9KrrWZor+NooNepN9JrxebY557cDPz7euDI\ne72Xu/8N4PnlA1OCFZuBis/IeABA1ReAM+Q1RlOcA0H9gZ7Lqt0D6OPp/VCEXOyhdm8aREJvP0Wv\nyaPoNW0M0NgljNZaDng6gC+eoTBWf3FyM3Dys9Or5zmI4RdyOfYR4LUDI+YCp7aGOxwAHP8Y+Pge\n4Oj74WNe5+C5i+Ub6HX8NYA1H6jfT/9zMggGgUNvRVdntXsAczqQM3PgIRd7fSTxNB4B6vbHPr9u\n/+C6yl3BWNhL6agZWveYq8/0cUDqmJ4HKyfAqh29l3t8LVC1fWDhisYj9Fodus7RDwCVJlSHvdG/\nA5DwaCmP/fl7dwFbH6f37/6QvEFXe/Rza/cCBYvpvaOprzXvGzx2wNdJ7/m99hduW/djbRWAxkDj\nAQDSxwK2qshxw9un/RRwclP/r/ve3cDa/+v/985xnC6hMwBrJUnaLUnS7dFOkCTpdkmSdkmStKup\naZA7VDTsfwMwZwAX/5FCGPLJlMrt9NpwKHzso58Cf50Te0D0B+UbyD1MzAUyJhJhtlUAD42kDvTW\n7cAbNwP7Xu3+3bq9QOZkMgRtFf0nv8bDwJ/HAGXriRBevAL46yzg7yujeyQBP/D3i6k+p0O09obY\noYvm40TkqSWA303qtLOZjOjpoP4AeWIA0HSMsjfsoZCLOR0YuYDUsN8b/fv8+Vf3IUrYcpxeB+I1\ncVVZtTMc5hm5CIjPCXtk0bDlEcruiEbAVTuBXS8Ah/4bql8ZteunD3Y/19FERJg7EzBaB1+hy8VS\nU4jQgwHgv7eH27Z2T+R5HMEg8P6PgQdHAkc/ivysrQJIzAMkif5PGxt5DYAUOgAYEoDd/+hfvTtb\n6Lm2VnTv+7V7wh7VeYjTJfT5jLGpAFYC+J4kSQu7nsAYe5YxNp0xNj01NfU0L9cLKraS+p6yGsgY\nD6SNAz77E03cAEDlNnqVE3rdfoq/rv9t+Fjpmv5PqPrcdP3CJfR/5kTKVvnyRcDVRoPwwBuApO6e\nW8snRLMmA0kjSfV09tP4Hf2ADFj9PqDxEIU6Ci4AvA6gYgulRL54ObDvNSLzpsPkyZz8FCj7JHqZ\nfk/P17TXA49OAF66KrrSPxmKn09eTa+2auCFFcCbt9L/e16Ofe1Y6KgFnlkE7HiWSP2ZhcDnj5NC\n11kAXRxlRvicQG2MOHrDQXqt29ud9OXGlDGguSx8XI7q3WQ0ewrfNR0BIAG2SlL6reVA8Up6zrFS\n/RijOHvAGw5XycGJu+UEtbm7nUhtx7PAW9+mEETNbiqHewFZU4C41L71qS+eBcpl163bBzw2ObpB\n4/MWiSPCxqutAtj/GnmiPjeFq/46G1j7C+CxSVQ/APjwJ5TJYkggoSMvv/0UYM0L/582hl7l47bl\nBAm3yV8jApar93d/AOx8Pvx/0zHq+7yPVn1Brx4bjU0Onwt47Ubgne9G9oGdfwPaq3potB7A2MBC\nQgPEaRE6Y6wm9NoI4C0AMwejUn1GRx2w91VqNK8TWHMHKdwFP6LPr3qWyPKla2jAc1ebdwzGyHXT\nGIlwq3cBpz4HXr+RJjY5WsrJxe1Jye56HvC7woSeMYlev3iGlPc3Pgaue4UGF89m4eATollTAOtI\nOtbfsMvxdaG6ngi7oxf+gu7t+MfA+vsobvjW7aQA+aShKRlYe293YtrxHPD7bBoMHEc/ooHKUbsX\nCHgorPL3i7vnCld9AVgygfz5ofvcT8ro6AfA9qeAd74HfPrHft7nWspmqd5Fz9HvovZz1AOWkIue\nPx+AFD3s4veSQU0qIK+h4QAdZ4zq8tgkYM+/6JijgYwe0J3Q9r5EhNt8lBaCHf8k0vPwuYHWE+H+\n8M73AH0CMOFaIvTW8shwQ+0eYNMD1EdbQkakbH3kNat2AGXrSL16bGEVfNHvgJJL6PwPf0IZXofX\nhIyGRN5iXFrvIZcD/wE+/H/ktfFztzxKwuSwbL7BVk19jHtFBReQl+BoCvft5uP0rAMeAIyMbkct\nzW/5vSR0Jt0A3BYKU75xC7UjY0DbKRrHHAkjAG1c5MRoazk9wzGXAEFfOLTntpFif/9uugZA/f/E\nJhJUAIXQRDmycbb9KfJoXG1h49d8DHj/R8AXTxMxP3chcUVf8frXgftSgD+VhBMEhhADJnRJkuIk\nSbLw9wAuAnBwsCrWJ2x+CHj720QQG++nAXTZE6TSAFLpq14kNfr614GgHxgxJ/TQ2okTlw/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+poyjWWT4oCZPBveI3yqkcuCIfW5ChcQhOOXIEBZBjHXBL+PxgkstoR8qaWhAY5J1VJ1bMBjQVJ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\nQ/a+W+kUAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0439681292814\n", "d1,d2 : 10 6\n" ] }, { "data": { "image/png": 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/FID4tFCMte1XouZmyaaS1DS1cPCJR8jEBXkko3F23vtzujZupmHRYoKNTYwX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SyPL/gAZ0YnZ0/o8lwOPA6HnoZnvwVPfwXGDnBGTJSntuct4tou+7rwZIugBJppywvra2EqjTU6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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0494009016614\n", "d1,d2 : 15 1\n" ] }, { "data": { "image/png": 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Ogh8FqcaeTqsvwx9+Tsk+/QFLZWMeZhhjrd3HM2s7xT72AcnTvTH2GC5NapJp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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.374474995573\n", "d1,d2 : 15 2\n" ] }, { "data": { "image/png": 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UFff3nYsBekZjaTqD8Rh6FKDz5B1WxtWTXBhD57+P2ENpKnyLurbrkYauyU88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88iuXCD7kU3kH546eFt+NCdV+COK9WG5jgClcDtW9eCCjVJqVix0VC7nAy26eP5czqxhgznasMW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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.257662793066\n", "d1,d2 : 15 3\n" ] }, { "data": { "image/png": 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Na99gOC6dI8CfqTwzMENRFMOqVwOxu7zVWTGmQnSyUJnMTSLkDeGtJ74V373k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DN5y0WGVjgzmkRrjR9u59zR7XlH7OS/UqPL5ApyqPqYtrjoKgti93uc+M/3X4IPXLUMb9zULifN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\nKtGEvNbXB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c7q2PlE7OccGGMhAP8D4FOc8wkA3wKwHMAGAL0QQ8G5xlWc800AbgHwMcbY\nNeqbXIz95iUUijHmAXAbgJ9pL50L96sI83mPSoEx9tcAcgDu1V7qBbCEc74RwJ8D+G/GWGQOi3RO\nPjsF74BRQMz5/bLgB4nZrmPnE7F3A1B3pO3QXpsXMMbcEA/tXs75LwCAc97POc9zzgsAvoNZGoKW\nA+e8W/s9AOB+rQz9NLTTfg/Mdbk03AJgF+e8XyvjvN8vBaXu0bzXO8bYnwC4FcC7NEKAZnUMa3/v\nhPCyV81Vmco8u3PhfrmA/9e+/as0EARxHP8OFhZBBMXCMoG8gYWFpYUKCmqTyhQ2PoFN3sFOsBEE\nK0uv1hdQkGgi/sVKsLKwsbFYi92DM3hgYfbI8vvAwTFsYJhb5u52L2wAJ3ksdr1+6w9EnGOj1Ngv\ngaaZ1cOTXwvIqkgkrN8dAnfOub1CvLgutg70B3875LxqZjaRn+M33vr4OrXDsDZwGjOvgh9PUVXX\na0BZjTJgK3y5MA98FF6nh87MloBdYM0591mIz5jZWDhvAE3gJWJeZdcuA1pmNm5m9ZDXRay8gkXg\n3jn3mgdi1qusPxBzjsXYJf6vA797/Ii/23YqzGMB/xp1A3TDsQIcA70Qz4DZyHk18F8kXAO3eY2A\naeAceALOgKkKalYD3oHJQqySeuFvLm/AF349c7usRvgvFfbDnOsBc5Hzesavv+bz7CCM3QzXuAtc\nAauR8yq9dkAn1OsBWI6ZV4gfATsDY2PWq6w/RJtj+uepiEhiRmkpRkRE/kCNXUQkMWrsIiKJUWMX\nEUmMGruISGLU2EVEEqPGLiKSGDV2EZHEfAPteMAKitRIngAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0448608921011\n", "d1,d2 : 15 4\n" ] }, { "data": { "image/png": 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3b+LHcqctFjdvgTYygrJNAEI0SptM2dkxlZrOiJaiQrJztI1ikacTApSYxESi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NR+rv6eCZ1/378LuPNdpCoycVLi5/wFsOUz1IAn+jWF3qA3HjWvNyy+holRfcQjwxfRFbrbT+Wo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\na2hoaIwTNEHX0NDQGCdogq6hoaExTvj/ywPUKkRGepwAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.03382101339\n", "d1,d2 : 15 5\n" ] }, { "data": { "image/png": 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KlHJqFYnFIhht9NaoEpvdYpRWgeqPBprdBLUQ0xd04vTaa1bV1SRFU6ri1RVk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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0467019385299\n", "d1,d2 : 15 6\n" ] }, { "data": { "image/png": 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tvZX+HivGSTykM8GYLOmKvaNdzjPEpEz+bM8XnwoL/fLPfYmld9yLtaWZuPQM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\nECygG4ZhFAgW0A3DMAqE/wNs2SDPwIMCQQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0414317453111\n", "d1,d2 : 20 1\n" ] }, { "data": { "image/png": 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I6h/gnP/pOLa5E7SVZNBGO9AepqormAo9GIs1E2M334CdZHm8UHOxNUAypRei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\nNSVPd1JYQUHJdUSvmDCOjRO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YuvpZrLsySHi2Lj+Qnl5XHCdFPnYnKYRRVw1i/4oGT1KM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\nMOYDVyXvFJdUYHdsC1csVHFGk2JEIrVoRNfQ+1D6pXQDMVu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5PAqoKWm0WTJ6OtNQTBuN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\nUjMKdhGRmlGwi4jUzP8BYRwjRZWsNNkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.373828125753\n", "d1,d2 : 20 2\n" ] }, { "data": { "image/png": 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MegUOeq4XPU/9XE9QekBsU2KPKPZouiNgGj0F3lZPGdKIs2KoAWZR7EQGOy5R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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.252845921174\n", "d1,d2 : 20 3\n" ] }, { "data": { "image/png": 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XRZ0XQI0C+MZz38DOkZ2yc4Y8IayIrsDB2EGcnDppyvrLw8tNS0FJNhs9AFpX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IUEgSOzgOqyer4/bYlUVXIAAaAvFdHoUJGBTHzZG+R1K68gA8AmXMKMCQTw5OE5lB3X5/0DchIU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\nKKoAFEVRBhRVAIqiKAOKKgBFUZQB5f8BvqK3wQ+UkSUAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0504279700474\n", "d1,d2 : 20 4\n" ] }, { "data": { "image/png": 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gjsNEl4iZJJMg8TjcUhHT//QhFL/zHSz+5xdQf+wxKdiEEIzxYr7SLT9G6eab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hAAAg\nAElEQVThPoYbTTRFYdriN3LC52d2oSsKaakD9qWEzj1+6AEA7pjdytcnZEvaUJJ9qmBvG7rOYGOt\nRiYiBuF71r0HEGyWSJaUrP7dLSdCNtLDytRKuzhsIyFqmIJFlV053FZwzip86V0HhWM8OPEEqmmy\nwvDwpFfBBHJmg2T/hXDO28msfqV9ip6wSNkLeoMQ6aZH0zEVhSmpDz869ii/dddvcb0/z4/Lh6E8\nzX6zjmZqtrfUFcrw1t9+mI9efwt3nvunvCdf4D2zM4RMKEqwyMuc565ID0s0neGRlwGwf36UgkcR\n6XBI4M+P2q70ytRKZmuz6FLqOVN1mqp1Zvxytyh/mFQw1fKWDdDSgzvk81LQa5xNAAVYEullbH6M\nXC0nGGMwIeIvdh6/n4beoNQokU6vINsQbLRF59froAYYR+MPsxnuOiK6ag5KRprCWby6RjcJti8t\n2bMezdTsGpM5RRFxgHPfSVYTY2RdrU6frsP8JP15yfgDIcxKjiImcW8YQl0olWneGF1Bt27QHe5m\nhyYWr95wL4SSdOs6041CSyHjl7Z9ie/tvoNJVSXrE/c57o9jYjLv9TJmitU8iIe9ub3sntvN1YNX\nM+VR+N78PkqmzoDF+Gs5l9SToqnVqRh1koaBEozRHeqmaTSJ++MkAgKkN2Y3UsXgrohT/X5MAn/S\nJesFZMytJ9Jjv6ZGukkYBjlTI1/P2+e0xsOSSC+9kV47YH+oeEgUqvl8RH1RlkTFnC41SrD0fLj8\nj4WX7I+T1XUm58ftONUqr7g3XtMkGRtwnr2Vpmnl6ftjXJM6i5AJ/3To++KZ+sMYpvFrxfivBzab\nprlgixrTNIumac7L338M+BRFyXQ6iWmaXzVN8zzTNM/r7n5+q55maE6rBGmWe64oCi9Z8hLeO/RK\nbpwvc0d4HSuaTacoJpIl3agxU52haTTZl9/Hy4debp9nKD5IjwwUTSoas9VZ/uvYA5hgV+2mEyId\nrq9bZNNM7P4BxPr49uRj/NPB7zOpqhDtZa/ZIGSY/MtFf8U/j0/Zwcuzs2fzycs+yRtXvVEAlCIG\nsgWk3ZEldqEVwNleMZAmyhOtm6MXXVIPCHZj6vxsZivn1Oq81NvFzoCfaVWlaep0rbwObvxHsqtv\ntE/RopNLqQdgQnpE3937XRKBBFnFyye88xQ8qt3nZces2AAmFXAANh5I8vu5AuurZWKKl6JkqXMy\ngJboPgMUlfAZr2FJZAn7i6M8GAqhKQpdHr8E/sMiC8kbZklkCYZpMO31M+rzcUGoj6gvuvDaLbN6\nHPkjJAIJPIoY+iFvyC74sYB/m4xFbPCI+9cX6WO8PO4EB4MJkoZB3irgUX12MDvdczY9EozbGX/F\nG+B3D97BPZEwtx/+Capp0icDxSlJIhK+KD6rtbW0ZEAwRct7ndXKpFdeB+kVdMvn8rJqTcRYJp4m\nrTXxKyrHfD4qtTl0BQH80awYJ1KiSod7bClUMP4kPZpO1Wjan1Vulvnq01/lM09/iUmvSo9kzBaA\nFlSVMRoopsnZwSyPjT+GZmq8ZsVrWObxs1krYiiQ1nUChiH69shmb/gj5CUBSOoGBBM24x1wAefG\nno0A3BsJk0KVyzHETEi49t+4ceRG57tYFukmqRvMaBXKzbIL+J3xgD/KMrkwHSoeotoocX/Qy6rU\nKmKyPUXJ1cQtX8uTDCTIajqT1WnyshfRKgnaGV1HiaRZYNbugF3DpHvWcVNhnvtLB3gwHGbaI8jg\nrw3jB97CIjKPoii9iiKWO0VRLpCf9zw2vT2xFeoF3vqjt3L77ttbXm9Z5YEPrHsvH5+ZY1VegqNV\nBh/pJqOJDpv78/tpGk0uXnIxPRK8RhLL6ZEy66TR4Hv7vsdHN/0d2wJ+ZmcFMKczawHo6RMDdRyd\n5tlv5VDxMJqpc/sl74YV17BXL7O82cBjxQBcLYBfMfIKe+Cm5IKwR6aZ9cSXsjIlKmO9ipd1AQEa\nk5XJVqnHZvwO8Oc8HvbUZ7i0WuW82BC6onB/WMgoSemCWoPOq3htHdy6Nz3SVZ+oTJKv5bn/yP28\ncuSVvFXNUFBV7jvjZfbhO2dEALaFWbv087gaoCR71+QUk5gBvqFL4U8OQM8ZDCeHOVg8xI+iEbo1\njZdGlnHM5zD+ZDBlX+vTPg9NRWEo3MfypEglXSLTElssLPmGL4JH8ZAKpFBQuGTJJXbBjyX1bA0E\niKlBhmXR15JoP+PlcWcsBZOkdF2U6Xu8oCjMysmfTiwjGxcEwF5QAPQ6/xBV2VeZ5OaZOTL+OEs1\nA58Eri6p9Wc8Mm60zNkzwRq/+XoewzSYq82J5xPJsqFeZ6UO12t+kahwbAseYEkwwzGPQknm0Md8\nEdFtdX5apPL6IranCcLDI5hgXV1IcE9OPAnAY2OPoRkac/U8VY+Hbjku4n4xNouKwpheo1vXWR7q\nsauW13evZ6UvxTZZLR03IW4YNuN/MhLjXaUtTElvIWEYEEzajHepTHEF4QEP+OI0FYVhT5heea9i\neO1FMRFIcP3w9YD0XiyLdJMydA7LLCfreIcIiJYNKcMg7o1wuHiY22qjjHvgd8/5XeJSiis1SxTq\nBXRDp9AokAymyepCFivIRX9VVMg73ZreuT180AF+utfwm7k5hnX4fDrNlBw/2fCvAeNXFCUCvAz4\nruu1mxRFuUn+9/XADkVRtgGfA95sdmyG84tb3B+nK9TFZzd/lvH51j4e9sMGp1XAjEzhCznA363r\nGBg8duxRANZ0reGsiMhLHkoup0cy8EmjzpGS2Dnpv6IRDskUtoxk/MFIhi7DZNzn5dDKl6KZGjFf\njO9MPUbVqLNXK7Ki0XSCsO1bx0mzGPOz80fxGyaJWL/N+HsiPfRJrXqiPIE5Py362IPD+K24QrSH\nA1awqtHk7Mw6/IbJd2ORls/pDgkwzYazqB5HcybSTa9ksZOVSX508Ec0jSavWfEaNsj7c6dr3xKr\nv1DL4uFKz4x7wxSlxJNXPaSs3ArJiJYnlrM7t4dHwiHeViyJSltVpZIfJad6SQXT9rU+6RFAMxRf\nZhehddT4vX7hasvgaleoi+HEMCPJEWarswKw5OK0LehnfWwZHl8IFJW+WD/5ep5cPdfC+OcUvUXf\nB0iH0sTSKwmZ4l49OvaoaNOt1dnkhcszG3hjaZ5vn/UBPj05Zbv/KVWAWdowRV96WQ8BDlgVagUB\nPqYu4hSRbkaaGt89cozeQEKMbcng+2MDHFM0O4c+7o9Jxj8lUnlDKTuFGSTwq17WmX6iipdHx8Qc\nePDog8R8MTIycSErx5zN+D0K416VPk1nqZRFBmODdAW7WBVZQk3GZOKBJAnDoFjPQ7PM7dEQm5pz\nbJZZqklTBV/QYfxRl1QCbJSgOuxP0usV4zbm8doL0JquNazvXk/MH7PHgXjQIyQNhcOysK9d6sEf\nhWAcBZGm+/393+er+hQvN4Kc33u+zfjH58d5+X+8nNt23oZhGqRCGXo0nclG3q5ZGUqO4DNNMoYB\nLrJpmyX1dI1A71n4gGsrdfZ4PYyWRFzIGten2n4h4DdNs2yaZto0zYLrtS+bpvll+fs/maZ5pmma\nG0zTvMg0zUd/0QtezBRF4aMXfhSATzz+Cft12z23LBATedf1gnjoVqA2kiYj3eafbL+VgGGw7Jtv\n4XVmhDcVS0Qi3cR8EUKGwYResYH/rmiErybjnKXGWRZ3ugou8UY4nOxjny504A9s/ACFeoF/2fkv\nzOlVVjaazj6eiwB/Ug6Cgl6lW9dRQikGY4ME1AB9kT66QxlU0+T7+7/PNfmHeSIjWVJ5moovRMHS\noKM9dubLcLNJODXC9eUyz0hJw2LmFhC0uMoAkW4ipknMMJkoT3D3obtZ07WG1V2rGXrFZ0n44zw9\n9wwhb4h0MM18c56AGrBz6YFWxu+P2bndc6pKCrXl40YSI5iYjDQ13lEo2SBwtDpJzuenK9hlM6Of\nIr7jsuQKXrbsZVw5cGXrguO2xFKb+b/jjHfwvvXvoyfcg27qgrF7g5QUhf0+HxviIyJ11Ru0PQjD\nNMRYCiVJ6QZFjwfNyuipOsCvdA0LUKhMcvPDN/OpTZ9C0+qMKgbL48MA9JZzrGw6PYFSMhU4bSA2\nF3eV77ulHvfn2OBl6oJNWizT46M/OcKYUbMX2HggAV3LRYV17jCEUjbIpINpfPJ7+IIJLlQTPDr2\nKIZp8ODRB7m4/2Je1XORGBvyvlsAWlRMxrwqSzSNQTn+N3RvAGBV0lm84qEMccOgUC9Qa5R5yC+g\nZ7NfPPukDMZaz9XN+AE2JgSYD4e66ZVyU8wTsO/N2q61hLwhfvzaH/PmNa7W7OveQGrtq+1CvY5S\nj6w2fl9qA9cMXsPrjDAf8Yh7YwH/1umtVLQK/7VfbE+ZiPQw1GzSNHW2F0SgPplYxuWVKhdoqqiw\nbzdb6hkRbdjf8X3WXPcPGJg8cuwRFBTxXE+DvagqdwdiA7xn3Xt44OgDoi8PC6UeFMWZIKFWOSMt\ngX9XM89bawbeyhyXb7mTj87mIBBD8Yfp1XQmtTJHSkfoj/Yz7/Ew7fXykeWvt3VjgHPXvIGtZo2n\np59GVVRet/J1nJE+g1u23wIgGL/VlW8R4A9HswSlg5TVNQgmUD0q1w1dx6X9l6IGE2R0nW3T25hC\n4yMRhYJXtD/+WDrF++55nzhRNMtBv4+AYdJnqhDN8raio1lajD/sCxPzxQT7c5vMe+8xFQ4XD/P0\nzNO8ZMlLAPAEYmzIng0Ipt4fEx6AFVexzc34A0mKclHKeTykaN0z9ZzsOcT8MT5aqOED+iWgHPOq\n5FQPqWCKnnAPb1/7doKKyvJGg67kMi7pv4TPX/35lufQYm/6N3iZKCV5zYrXcMPIDfZ3naxMgtfP\n9mAAU1E4O7lKSD9evx3gAwkc/igpWfRW8LYx/mAaUkP0aE0eH/s5U9Up9uX3MarPoykwlF0vPLNj\nshBNAn+XZLFprdm6vSWtUo8dSwimBdhb+82Gko43mxxkSbSfvNFgQmZxxQIpsUGJacDooxBK2iDT\nstCHklxsBhgvj/Od7bcxW5vliu6NvD2zkTcUS5zVJeRMi2nnTYMJr5clmsZIWrx3bo/oPbQqc5bz\nzGO9xHWDYnOex+pTVOXQ2BwU5CMpAdZajNwaP8Al2Y1kNY3zEqvolV5HzCs8hDeueqOt7yeDSbzu\nPXg9KslY2/MDyJ4hCGBiAKK9oAa4QvPwics+wc01HxlrcfG3Nku0Wiqkon0iOQR4KP8sEcPAF+vj\nM1MzvF1xdXZ1W9dy8byWCCmYkStYK/s0bZrcRDqUbr32U2gvKuAHePkyEZD9+fjPRSFRu9QDzgQJ\nuzToSDeDTQ2/ovLOpo8PJs+Bi39PTBSwN/no0TWO1nNMlid55fJXsqKp8aZiifVrXtfyEZcNXEbT\naPKf+/6TZfFl+FU/v3nGb9otb1c1Gy7Gv8hACadF0AvIGtjFU3996V/z7nXvhkCMkWaT4dhSvlJW\nmVMM/i6TxgQeD3jZM7dHMB1/lIP+IMuaTTyBGIRSrG002Uirxg/wofM/xNvPeHvrddjAr/LE+BNo\nhsZ5PefZb5/dLYE/uZx+Kf0sYN1uxh9K2+X+edVDqq0T50hyhEfe/Ajn6wId+mVc45jXS04R16so\nCh++4MP8NH4h3zs2gRLpmDPQal3Dgk27zAK9qcoUeINsC/hRTJN1qdWQWQWZ1S1ZQslAEhTFlmby\nspButjpLxBcRWVCpYbKaTlFmQNX1Og8a4vfhrpUixfao0NBt4JdAmmnUHCYvzZZV6gV7gekKdglW\nacUugi7gTw3ZC/CzsgFbPNglUpe9IXv/XsvDa9HEg0kubogx99db/pFuTePyn/413T/6MH9egVCP\nAPO4HLP79Xk0RWGJptOfXsO3b/g2r17xagCWZM60C7cS8QGh8TfL3KfniJkKS31x5uTClJBe52UD\nl/Hede9lY3Zjyz3oTQxx35ExzkyvpU/GAaIyXnPzS25mdddqFjN3koGNBQPnwp8eE2zf4xE/rSZw\nzbItk1rA/+zcs63nDGcZ0SGm+MjrVRK64dz/0CIeZ/cq+NMx2UNLWF+kj7g/TtNonjaZB16EwL8s\nvoxsOMvj449T0SpohrYQ+EMdGH84TZdh8MjA6/nj6WmUxACc+1vOPqC+CPgi9Gg6u8vHMDEZjA1y\n50yZP6sHnOZU0jZmNxLxRZhvztua47XLriUbypL0RkjrhhOEtbaca7dwmpT0QrrpwAQCcT4zOcMd\nl/wdFxfneE2wn3uDPo56vUx7QDM1jpWOgaJwyO8Xlcr+qL1p9x9H1/COM95hZ8MAvHbla21X3TZ/\nBLwhehUvmqnhUTwtE9M6fkVyhc2O21MmWxh/OEu5WUbzhoTU42lryIaQ7qzFIpVYRsgw2O330cSk\ny9VwTfGFRYQgfBLA38HcjN/0+Lk/HGZto0E0EIfL/hDe/VMyoQxeRdx/a5FMSmkmJ1spzFZn7foA\nUkPCQwNiMv3xbkTG01B8SPTut0BGAmi3P8H/mytyY7G4gPF7PV5ivthCqQecY0OtwL80KqSSJ2U6\nbDycFllLy14ij3eknnbGP1Arc0n/JVztz/KdqSIJRYX0CLzvZ7a3HFADBNUgD1RFQd3yhsiQOytz\nls1aPYl+IWkC8cQQccNgulnkp+Y8VyoRVgdldatpEpLjJeaP8YGNH7ClJ9t6N8AN/wCrr6dXjrG4\nr7On3G7usWjn8UNLiw5Sy5w9o5tVOxbkV/0E1ACaqbWQmWQohScYZ71XPL+EYcg9n2POc+hk7s9E\njPO10os6XYFdeBECv6IoXNR3EU9OPGm3O0i0B1osqSfcFnwMJgnmR0W/m8SAYGMX/h9IDcuumAL4\nDZnHvzS2FI8/ijJ40YKWqj7Vx0v6xCRbIfP6faqPv7j4L/jgyjcKsCqOiWrOtsFgWyRjA3+PJ7jw\n/UCMsGkSrJehVuDS2HIqCvxr3JkQh4qHaOgNjnpgqKkJoAmlwONjXeYsPnT+h1olmc43VWT2yOD2\nmq41RP3OYnFO9hzevvbtXDd83XGA38X4o4JhTgREFXGq03cDe7FQAhH6dYN7ZB53S/A2MSA25PaH\nO53hhJYMJPF7/ExWJtlW2MOugJ/fKJVbrlf1qDY4WmMpJQmBVRA3W5t1wDg5aKd0/saq30BVVLZ7\nNLrwir+XexYANuNX/GHeVsjTMz+zAPitz83Vc8zWZlEVdWGQMphoAf41XWsYCvWwS3owUevaRq4U\nP0MpEoEE5/acy4V9F7quJwm1PF++5st8phEmnVkDv7cF3nt/65aICNY/oZUZbDY5x/QtbOcRiLFa\nMwkYBqHkEGndQDMN1hsqf+Bfyohk7gmZynlc83jg/PeAL8QSKf0l2gndImaNRa/itQu7Fh405CzG\njYrTYgWH9W/MbhQLN9JzCMTZgPjOSUMX3z/Rv+A+ncjWdK0BTl8qJ7wIgR/ggt4LyNVzdkraosDf\n7pJFumFMbvqQkBrjVR+F35VuuT9s5/KD1CFff6vo6d7BLhu4DKAly+Dygct53bDMl5/Zc/wBH86I\nqlqg29fBK7C2k5Ntly/oWotqwp2xqO0fHCoc4kjpCIYiArsEomKhedePxaJ2spZcSq+UI9wyD4gF\n7cMXfJjeSC/9USExuN1rwGH8wQQxed9H/TK47A4Cu82SgLwhlulQ9nh4R3K93UcIgJf8X3j/Yyf/\nPdpMURSy4SyT5Um+tfe7xHSDG+dbgR+wFzTLe0xK5mjt6DVTnXEYvy/IsE+8f93QdTZYDFsLXMYl\nS1jP3178zY7AnwqmKNQLdiqnHcewjnUHd1NDqB6V317xegCihonH+pxhUR1OKIVH8XDbdbe13s9Q\n0tklakZurKN6O/aKt3T+15fm8SzCct9Dgs9OzaAkl/KmYomv9F3HLSWTrD/BiKtjqh34PAkbTq/h\nk1MzvDy94cQH4zyzeCC+OMlJDYk9Dao5KfU4Y9IC/uHEMBf1XUTEFxFNDINxNuge+R0MIaO984cC\nM56DrUkL4D9dxVtAJ/3g198sBvO9faJn3OIafwfgH5UgYgG/ojig5YvQK/PZrQwWBheXGK4buo7J\nyiSX9V/W+kbXCFz0fqG1WhOxk7kYf9bfIQ5gBYXlLluxWD/rPWG2mBXOUcIcDgQ5VDzEQEF8l6Fm\n0/mbpRcs/rmd7HVfZWB2Jzz0x60Msc0sgFxU44/22IAhWi007YyWBWZt4KJ6+aOayjvnJjjnnJud\ngCaIZ6P+YjsX9UR6uPfwvWimxtvmy4RNcwHwWzq/de3JYBfURjmsKtzy9C0cKBzghpEb7OMvjC3j\nJ7rGQOZMVqVWsb+wnyFVssiMU4TnAL9r8esQr0gEEszV5vB5fK331spHDyVh8CLBikfEmLpxxav4\n0pbP4jFxVXGvF7unndUak3KuJymAr5oTUmR6Refj5DV5FQ+vKpWhd2XHY3qjS+id3guxPmImXOxN\n2vtQL5fZUkmZw3/Sll7BKza+H8587UkdbpGQBTjgNmvLyJl9ommay4N0A/8VS6/gN1b9hlhAAnHW\nN+ooXkiYivBKos+dtZ+ZFp1s3EkEp9pelMDfG+nlwr4LeXz8caA1eAksHoSJZMBqx5BozSoAZHBX\nAHF/tP+EEknYF+Z3NvzOwjdUL1z3Nyf6GhDuImUFd9sZNDggPik7Vsb6eIk/w5b6KOu9CZR4n2g/\nLTMkhpuaAwDP1RIDnBfv52uhr3FB7+KLxtLYUl4x/Aou6b+k9Q2LvbuA/7Dsxpnq5M2AuE+SeS31\nBFlab3QExV/U3r/h/dx16C6qWpV3Pvwv8rNbgd9ixZZ+HQil6J7X+GdvDbZ8jlcMv4J3n/Vu+3gl\nNczAfrEZy6quVfzk0E8YliX9jtSjOIF9t0zSgfEnA0mxhwSe1pS/iCu4G4gJHVyaL5zhb6dmmVM9\nThzJ4xGxi8XMWkj23tt2rQvtVctfxeXeLtIHvr64rm3tZxxKOftQ1OfBH2EoOoBimkIffw6MH48H\nrr75pA+35v8Cz99tqSHxc0rucd1B6hlODBP3x4l3yWcWTBCdO8DHUus4c/r5e53DiWFuvfZW1nev\nf97neK72ogR+gK9c8xUeGXuEvbm9DMvcadtCHTR+cCaRxwvRtpRGEFKP1G7b84xPiYUzXFCrcXGl\nypJMh+uxQOPAAwKo+jZweXgpX6yPcl6gm1JiiAeOPIB3zEu/L0HYHF08kHwSpijKcdk+CGD85OWf\nXPiGxyPva9YG/q2qTFX1LzIhVaepme16R154d/iCvgu4oE8uZo98S/z0tgL/VYNXcdXgVc4LwQR3\njE3w5MAGapf+Pq9a/qrWorfUkGDMzRqrU0LaWS6LoAglxfhq1px87xbG3xn4Z6uzlBolrkxeufDY\nTsDp9bPR9EFlftGU4QW2QmxgwiOfET/TiwP/61a+DvQgcBzg7z8XxrcJz8wfgbmDwqNIDhIMxLi4\nWhMtop8L43+OFvVF8SreRYG/rul8Y5vO7wBMiS6fbsZvVe9akp1tgTjUirxa7QJlkTjdSdp5veed\n+KAX0F6UGj+IgNzlA5fz7nXvXsjMF2X8chLFloCntajIej3hjdAVSLX0zDllFohxtgZfmZy2S/vb\n3wcEi+o/D3xBzowN8v2jY1wRWcZQfIi52hxPTDzBW5ZIuWmx1NHTYYE4JJbaqYDPKE3W1+p2W4wF\npvodwLerkE+xDmrvtbAw06jFQkkyusH1aoLXrnxtK+iDSAgAmNnNJf2X8JmZIheHXK58ZlVrfOcE\njD8RSFDTazSNJm9Z49q2r3edYNJdyxf8jbhOeW9P1tNL9IuxNLkDUIQseTyzYhOLAf8F73ViMIEo\nHHtK/N69GrxBvjw5zTuLpVO60biiKPREehbV0DcdyvHJB8Zo+pMwIfr52+MNWJYQVeHR9nsYjItE\nEK3WEhP4dbAXLeM/ri27GC68SWiibrMmXCeZB+C8d6GsuYHv+AM2az2lpigiTbE01pkRqT65A1bV\naeoViAtJJxBtyUB4w8gr4YEvPn+p54Wwd/4AEv3EXZPklfPlxbOaPF7H5faFAGXxHOkXytpabi9q\nFlAtdtzIFWIReeIWPK/+J66eL7XuZXDR74jNcezPle95vB2f9XBimJA3xOev+jxnuQqj6Nsg8tEX\nvc6k2IS9E5FZzM54lSgwSw4uzNRpN+vZdWpK1m7+iLNTW2Z1a3+p5yL1PA/74tVfXJTxl+sibleN\nDOA7/Ih4Me4s0jetv8nunNtiAQn8jXKrx/ZrYP8zgT8Qhes7yBGW1LMY8HsDkFzK6Yu9IyZUaWxx\nRhSISeCX+dl269eInUb6jjPeQTgx6Bz/yzJZuBIwTXweH6ahcX25sjhbSg1BSHYD8YUFq1RP8ZD1\nBgGlNYAMHJops2OswI3rJSBY4LwY8EezYvezp26Dyz8k2iq4F7g1N7QebwF/ONOx3P/aoWt56dKX\n4j/RgtRuoeRzX+zXvgru+fPj6vu22dd9MsAvr8MfE8BqbV0Jp1TqAVEUuJhVGkK+PTz8ZtYN7oTz\n3i1aMEtTPSoqHRZOyxsa2+rs0PVrYi9aqed5WfgEwH+ardLQMKxA3mKMKBATOwMtldq7leLpj7A0\ntpTbb7yd3z7rt0Wu+8s+Bme+5tRf+AnMSqG8ytslAnuLMf5Xfk5skgOC2Q5d0vm4F9K8AQHmbfLg\nbY8e4oP/vtXpU28Df4dN4S275AOACQ9/Wh57HNC2YxiLZ4U8Z9C3ztdJJjyedQ2LReus3zjxsXab\niJPIXbeAv3uVuL/u536KGf/xzAL+A4Ovg9d+uQX0j2tWZlxprEUaWsxy5Qa/+63N5MqNEx57qu1/\nJuNfzCz9+FcE+K/9zIN8IxpkJSzOiEIpAfYWk7c0fDnJrFQxQALRr4bd8rJbSPz3J4Ati7vJbuZ7\n5YdPy3WhBjoC9PR8naZuUtcMgj7VAaq2Y/dOlthyJM/GwRQrsoOw4mViz2NYfCQPKVoAACAASURB\nVIEDhzm/0FlLV98s8tOfq736n07uuK5h+L3NJ44FgNMm3KpjcEtfp5jxH88qDSH11JvGCY5ss64R\nIT1W5xZuSdrB7t89xQ+fHuc1Z/dzzRkdkjVOo/0v8Lstswqu++TiOc6n0UzT5GiuynQ4KoF/Eann\nhk+1go+VqXQKg2UvhC2NL3XaYRwPEF9Aq2s6HkXBpx7H0ZWN2dptpiR6LJVqmgB+W+N3GP/9z07x\nrttEsd8N6/v4wls3wuCFsOcn8thfjPE/LzsZQP5FLb1IYLndLODvtoBfPndFdd77JVi5Lhh/XX+O\nwK8oov/R3p+eVHD36aNiAc5VfvmM/3+lHrcpClx003N3jU+B1ZoGpglzSAa/mCu85BzocbH63vXw\n+m84aXm/ymYFDk9TRsRvfeNJPv6jXcc/yOvvCNAz8wL452Ug0GaorgZzk0WxL0M64qdUk8cNuGSD\nk2L8p69s/7SbLfW0Mf5QsmNl8KmyvZMljuWr9v8txt/QniPwgyMLncQY3nFMAH++0nzun/MC2/8C\n/6+oWYNxh3qG0O+jHbYT7GSKIrTZ42nPp8E03aBUO8EAtySeU8j4P333bu55RuyEdXi2zJG5ygmu\nKdjx3s3MC5Y2bwF6h6yehmSMmWiAqnx+LDnH2SDneHKAzfhPTz/2X4oF2oBf7pF7umWe3/nmZj75\nE6fbpqXxPy/gH5A6/wmAXzdMdo6JTXH+l/H/ry1q1aYYjE8pZ8K77+4oP/wq29cePsjV//AztOO5\nzxbgn8JUuH/9+WF+vF3svlRu6PZ9XdRCXQs8voZmUKiKRaxU///b+/I4uY76zm9193t99/TM9Oga\nSaPDkuVTli1km8OADQGz2AaW5QgskIQQriWEDUtIFhbYJGzIBhICideE+044ggPmMvjAxpYt27Jk\nS9Y1umY099X3XftH1a9evdfHTM/RM5be9/PRx+3XPd316lV961ff31FyMfOZIhhA+ywRR0fIUGQC\nM2ztyJpJPaFu4MaPAJe/do539izExuuArTdajmCPR+yY2ujYrVY5Tk9kbOSbIY2/PMvYqIfeq0Vw\nxSzO3RNjaTX2VgLxuxp/G/Bw/wSK5Spu2D73bXxOEoeSDJ5lGJzKYTRVwMHBGeza2EA6M5be4s8U\nK0gXyuCcI1Moz078L/04ULLvCiYyBfXa9jzefrfNGVuQxN8ZMpRPAICI/hg+0Pw+GQNu+NPZb+jZ\njIteUitB+gJttfhHU8JJT7H7AJAtLMDi90eB13xBRJ01wUGp7/t9HkxlzgOphzF2ijF2kDG2nzG2\nr877jDH2WcbYccbYAcbY1fW+53zG//35EfzdL4609DdkMaYLz07iJ4L97YmJxh9SFv/sERHzQalS\nRbFcRaZQRqFcRbnK1YJaD5xzQeSOsxXGU5aFltaJv2uzLS9CWfxBQ1mRACw5YD7hmOc7fP62BiIM\nTIlFnRy6AJAtLYD4AeCK186a83BwcAYh04srejtWhMW/WFLPiznnV3HO6xWcuBnANvnvHQD+eZF+\n81mDc9M5ZJoQTj0864lftv+hZsQfWSP077kk/8wDZMmlC2XVn/kGFv/ZySwu/ejPcWBguuY9cuzS\nd+lIF8q498goAKHx+zwMIdNnST0AcPHNwLXvsjt6XQhc8sq2BiKclcSftln80rnbalTPHME5x96T\nk7h8XQe6wuYF49y9DcDXuMDDAOKMsWdXmtsCUK5UMZzMN7U064EIKpUvW0lDzyKQc3rf6cnG2un2\nlwP/bZ/tOMQHj4/jkZOTi9KGtGxDulC20vIbEP/jZ6aQK1VwcjxT814z4v/+YwN425cfxXS2iFK5\nCtPnQcj02p93IAbc/H8WVCDvvMUt/wDselPN5U/97Bl89lfHFv3nBiZFNI++I8ssxLk7Bzw5MIPD\nQ0ncsnMtOkPmeWPxcwC/YIw9xhh7R533ewGc1f5/QF67IDCSKqDKGxNOI5DFWKly5FtNLJkF1SrH\nLf/4AH4qnZ5LgVypAg8TYan7z9Ra0QCEc88RZ/6pnx/Bp3/ZmizWCGTJZQplRdiNFuDDQ6mG71NE\nj4fV+lxoUcgWKyhWLOIvV/miEUmlytu2+O8/O423fukRW9tLlSoq1fYaH/cdHcN9R8cW/XsHpgTx\nZ3WpRzl3l4b4v/HwaYRML161qxfxsIHpbAmjyTye939+jUMy0qfdWAzifz7n/GoISec9jLEb5vMl\njLF3MMb2Mcb2jY0t/gNfLpyT8cLZYmuSjf55FUnSANPZIt7zzccxPUdLIluq4ODgjAovWwrkihVc\ntUE47fadnprz3+WLlUXbCqcV8VeUxd9oET08JPoiW5f4CwiZXnSGTKQdz4KifQpl4U8wvR4ETREz\n0eourx4457jp7+7FHff3L/i75oJHT07ivqNjGJ7Jq2tv+/Ij+N8/PtSW3yfkSpXZw4HngYFpIfUU\npf8HmH84Z6FcUT6DRpjOFvEfT57Dq3f1Ihow0BUyUaxU8VD/BAanc3j63DyyqhcBCyZ+zvmg/O8o\ngB8CcJ7SMQhAL16/Xl5zfs8dnPPdnPPdPT3nTxILEX++VEW1BatJ3yGkZ4nseXJgBj85OIQnzjaw\nrB2gRaWR3k340PcO4Pb7TszpO53IlSpYHQsgFvBhTI9wmQWFcmXRtsK6nySl6bj1QkyfGRbEX29n\nNp4uIBHxIxLw1Vj8tEgVyhVB/D4PwqaI28+WrM8eH01jPpjIFHFqIosHjo/P/uFFAN2/Hsl0dCSt\nFsZ2IVesIJmbn39rPF3Alx44iS8/eNK2gAGWxQ9YVTlpZ9iqxf/tvWfwss/c3zQM9MHjEyiUq3jt\nNaIMTGdIOPifkLvg5dL7F0T8jLEwYyxKrwH8DoCnHB+7E8BbZHTPdQBmOOdLpzEsMu47OoZP3jVL\ntmcTnJu2Bl4rco9ueaYLZfzljw/hJwfqdxstDMnc3AYRWaL5WeKW7z06Om+9PVusIGh6kYj4MZZu\nhfiri27xA7CFV+YdE3wyU8RIUryf06w/klcE8ZuI+H01i7Cy+EtVFKTUE5TET5EjTw3O4CWfvg9P\nnJn7zodwSvocDp1LNpV7/vbnz+AfF0ETp3FHiy/nHDPZks3P0Q5ki/O3+L/y4Cl84seH8PH/OIQv\nPXhSXa9UOc5N55CIiGiyTFH4z1RUT4vO3XMzeWRm2aGemhDPb/tqEf0VD4nkQDLSlkvvX6jFvxrA\nA4yxJwE8AuAnnPOfMcbeyRh7p/zMXQD6ARwH8AUA717gb7YNhXIFf/6Dg/jiAyfnrbGes6WGz534\ndZkglS/jG3tP45eHhut+liyXORO/HOizFaWazpbq7jbuOjiE7z020Pw3ihUEDS+6IyYmWiCNfKmC\nQrm6KDKJLpdROQVqmw6y9sXfVDCVKWLnx3+hrOzxVFFY/H6f2jkQpmWfk3Rgej0IOaSe0ZT4bd3a\nnCv6JfFPaItTPfzsqWH89Kn646MV0C5wQvo1yHcx0eaKkrliBZlipXkCYAMcHkpi26oIEhHTtniM\npvIoVTh2rBEknClUVGkUACi06Iej+daM+M9OZpGImAj7xZjoDAuL/9A5qtvzLLT4Oef9nPOd8t9l\nnPO/ktdv55zfLl9zzvl7OOdbOedXcM5rYv2XAn9/91H86vDIgr7j23vPYHA6h3KVz9vxoxP/bNKK\nDn13cG46h3ypimQDyYfIqNH7TqjQxib3lCsKAq4XTvqF3/Tj07PkJeRKFYSkxU8kMhdQP0/n5k80\n+VIFlSq3xWrrpOl8Ds9Ix67p8yBXKosorFIFpyaEfjueLqA74kc0UGvxJzWLv1iuwi+du4C18OSK\n4p4mHeSZLpRx2+cfVMk99aBHGTXTg8fTRZybaX1hcYLaTG0li3Q6W0JpicIdnShXqsr6nk8485GR\nFHasjSFk+myLPC28ZH2nC2VbdE+rFn9SLirNrPbTE1ls7LKyeknqKVXEajNXv9xi47ws2VCpcnz+\nnuP4zqNnZ/9wA5QqVXz+3hPwyNpR882gHZzOqfpTrVj8urV6YkxM/kYWfcsW/ywx7YBFvPUm3rnp\nHM7N5BvWFeecI1eyLP5WZAJF/PO0hDjneMmn78MXftNvy84kqxuoldyeGU4iETGxJhZAtlhRfZ8t\nlFGuVDGZLaInYiIaMGr6gyaurvEHlcYvfoe+z2k1Hx9N48mz09h/trEEdHIsgzWxABhDQ2d8oVzB\nTK6E6WzJds/zAY3RSY3wCa0s4AuB/nxa1fnThTIGpnLYsSaKkOm1zTkywravFmG12WLZFt3TyLl7\najyD++tEGBEnNBurZyaz6Ou2Ko92hux1oJ6tUs+KxOBUDqUKrxuTPVdMZYoYSxVUZMp8J9S56RzW\nd4rSBK1E9mSLFeUkPDEmHIMzDYidyKjR+/W+G7ATf6FcsYWWUVq5k+hKlSpGpV5+qIHDr1AW2+eg\n6UN32I+pbGlOW/ayFjbY6oT4+sOncWo8g5FkAQNTOZwYTduS5oY1i98p9ZyeyGJLIqLi79OSDDJF\nQaicA11hofHr0kG1ym1RPSUtnFP/HernyYx9ASQiarZTOzWRweW9MWzqDje0+HVCHlqg1a/amrZb\n/ADapvPrzyfZos5/ZFjs3i5eHUXQ9NqDJORYXtMhMsUzmsXvYY2J//b7TuAPv7avxlCypJ76Y7VY\nrmJoJocNmsXfEbSIn7FnqXN3paJ/XBDl6YnMvDRCwAr764kKR9Bct5xnJ7N425cfwdPnZpDKl5DM\nl3FRj7AwWtGt86WK+u0TMiKk0SRIK6lnrsRfe/DE9x8bxK2fe0B9RyOLfySZV5poIyKihSVkepGQ\n9zA5ByLXpaeZFiZEvlTBR/79KXzlt6dwbFRM/Kls0W7xaxq/cwJPZYvoCpuKKPRoD5KLIgEDkYBP\n1f0BRIIYBWoVyjKO3+tBWGr81A+qOJejRgsRf6PdZLUqjJfNiTAuXRdraPHrhDw4na/7mbnC6dzV\nNei5Ouk/f89x/O4XHl5wG4DWd9pHRyTxr4kiaNgT6ci6t+Z0Rf1WR9BoKOdOZIoolKvYd8q+M6O2\nNdLpB6ayqHKgTyN+n9eDWECMj+2roq7Fv5ggS79U4ba6262AQrQoAmCuA/DnTw/j3iNjeOMdD+Of\n7xWhkBetoq1la1E9saABv8+D07KUcKNtrxXVM7c21ovqOSd9GUS4ZIkUy1VbuNqQFh7XiIhoYQka\nXiSkM0uvd9MIunOtmdPrGw+fxpv/Za+y0OjZPH1uRoVNTmVLth2WHlLqlHomMyV0hk0lDaj4f+11\nxO9FxO9Tp3AB9sWJNH6b1EOSUbE2RBKw+rJR9MpQMo9CuYpNiTAuWxfDwFSu7md14j83z/FOsMI5\nSerRLP45huV+77EBPN4kgumjP3oK9zwz2vD97AIt/rDpRW88WCP10OseOaezxbJ6Rp0hs6HFT8/Z\nGVLrNJKcOCPn7cZue+VOcvBetSHuWvyLCV3i6R+zXrcST04Wf3ekNYv/wMAMEhETnWET/3TvCfh9\nHlzTJ07FahTOmStWaqKGsjIqJhrwKfkjV6rUHZyZli3+WqmHJjq9pw9I3UlKxNLXHVLEny2W8br/\n95DaAdD3Bk2v6j8ivVS+hHuO1J/0usXlnExlLeFm36lJPHB8HHfcf0K2T9z/oXNJHCPizxSRLlQQ\nkdEU5SpXvhb9vqtVLi1+A0FDEIWy+IuWFBD2+5SlVk9aowQuw6s7d+0Wv9O5O5vFf1KO3c2JMHrj\nQi6sF9mjj+sFE3/R3lZ9lzI+B43/5HgGJ8czyJeqyJcq+OnBIbz7m4+p9znn+ObeM7hbBl48cWaq\nxjjLafkPrVr8R4ZT2LY6Co+HIWj6bM86WyrD7/MgGhByS1rb0cVDRkPnLlnlDxy36/xkaE03qLZJ\nxK9b/IBYZOIhA32J0KJFsLWK85b4SVencLj7j45hz1/fjdMTc9P9ycrtiYjV2Zmx2QgHB2dwTV8n\nfvknL8Qjf3ETDn7sZbi8V5yiVe8B54oV7Pnru3HXweGa6yHTqwYpoR6560TEOcePD5xrGoGhwjk1\noiX9mYhO34LqkSxkpb7kktXoH0sjV6zg7GQOj5ycxK8OC0InwgsaXiRk/5EO/f3HBvB7X360boin\njfgdltBf/uQw3vKlvQAsMvjsr4/j5HjGZqGTJTmVLSJbKGNVzCqFTBEV+gKcypdRqXJ0hf2KKKj9\nmYJl8Yf9PkSI+Os49cTOSFj8AZ+D+BWZOqSeWSz+k3KsbklElJVaT2cnQu4Om/Pe4RKci9RUtoiI\n34eQ6Z2Txq9b8jO5En5zfBx3HRxWxku2KCKuyK/x7m8+jn+4+6i9DUVrHMw1YIFwZCSlwjWDhsdm\n8dOcChgeeJgwGMji7wo3tvincyXlXKd+yZcqaqHQjZRP/ewZdf7DmYksAoZHSUuErT0RXLUhrsbj\ncsg95yXx949lcE1fJ+IhA/3SMfrbExPgXDjy5oJai3/2VTmZL+HkeAZXro/D9HmwKhqQzj7SfGut\nl6lsEal8GSfH7Zmd2WIZQdOrLFb1G3UmQlqL6jkwMIP3fusJ3H2ocShrvcxdsuxIB9WtWX23MzSd\nQzTgw57NXahy4PBwUi1GR0bs9W5CmsVPpEE6sdP6dbbH6TA7PJRUO7lUoYxN3SEUy1XcfWjE3j5J\nptO5ElL5MhJhv4rMokVIJxbyPXSFDYQML7JFq65PtmgVdwubPkT8lqXo7CPS+P0+j7A2Da86hYv6\nYypbtGVvz2bxD03n4PMwrIr6la+k3q51LFVA1O/D5kR4wRY/EWUqX1YH0MRDBhIRP8bTBXz+nuP4\n0gMnG/69vpubzpZU5BeN25SWbMg5x0S6aHO8izbMz+LPlyqYzBSVM1VUSdWKsRUqCJk+MMYQ9vuQ\n0TT+eAOphxLY9mzqAufAb08IuUc3wEiWrFY5/uWBk/jW3jMAgNOTIpSTOY6V/ORrrsDtb75GRfi4\nxL8IyJcqODeTw+ZEGJsTYUUWT8pMublGJhAJdUs9brayCYB1publvfb64iFHeJ8OsrCckR35UhVB\nw6eIn2QG+lymUMY/3Xsc5UpVk3rKKla5meVnST3WQJ9wWvwaMevEem4mj3UdQWxJiBC1QU13Pioj\nKug+A6YXsYAPptejrFKyeqfrLGC6xe/U+MdSBbW1TuXL2NITAWNiAjojrnrjQXAOnJvJIez3quSZ\n7rAgT93ipwWoMyScu3apx3od9luLcD1tV6/VA8CmL9PvCUvX8p3QWGxEbpOZIjrDJjwepnxN9cbv\nWLqARNSPdfGgLVN8PsgVK/D7xD1MZ4uYyhbRGTKRiJgYnsnj9ntP4LsNwqSzxTL29k/i0rUx9ffU\nv3TfNFaS+ZKQLivVGt+BLZyzBY0/o/wx4jkFDK9tjOdKZTUXw6bPZvHHg0LqoYU5XxK7PWrjdVtE\n6fAzdfxt5AMYTuZRLFfx9LkZcC4c8xu7ag+RN30eBAwv4tLiXw6d/7wj/tMTWXAudNEtiQj6xzKo\nVDkOSlKeaywykVA8ZMLrYXOSeigR5woH8ft9HjDWWOoBarf72aIYpCQvkIOYrMzfHBvDp352BE8O\nzChirlS5cm7qmaqNfjNfhwBpIkzbLH7r9bnpHNbFAyosbSZXUpPg5HgGhXLFZvEzxmzZu2TJ18sB\nIOcuY7VRPaOpAnKlCkqVKtKFEjqChgyvtCx0mtS7N4kTv4Zm8gj5fYhKIiCr2b7TIYtfRvVoDl1h\n/cuoHr8PUYfUQ8/CwzTil6RJ36X3t97PFB3l87CGUs9EpqgMj3jQgM/D6ks9KVFSYl08iKGZnG1X\nMZkpzlpIjED5F71SJp3IFDGVtSz+x89MIVUo4+REpm61zjOTWRQrVbzoYlFrazpXUtYs9RUReTJX\nUtecTm9aMEU11FaIX/wdLfQh02urzZSVUo/4jBeZol3jB6wkro/d+TTe/C97FSmv6QjIZ0XGh7i+\nKupX90jlGaayJRwaSuL4aBq7NjY+XcyVehYRJJlsSUSwpSeM4WQeBwam1WQez7Rm8QcMT90aLfVw\nYHAG6zuD6ArbT1pijCHkCC0j0CB3RuTQICXS2rYqKj9Xsv3dWKqAdKGsdgRUfmA4WQDnHN/ae6aG\nROlvC7IeTaXKFdHTRJjOFm1hb4ShmTzWxoOIacRPk6Asww8V8RvS0taSuIj4mln8iYjfNhl0+SWd\nLyOdLyPi9yEWMJDMldR71/QJwt+zWTjTK1WOsGlZ/PGgAa+H2Yk4a1n8IcNri2zSq3qGdeInqSdb\ngimdhYWSVZYZkBYlST11FljakW3pCTe1+GkseTxiAa0n9YynC+iJ+tHbGUSpwm2LwyfvOoy3f3Vu\nyfJFmUdBjuTJTBHT0uLvjvhVtmmxXMVgnfITFLmljJRsSe3wLOKnRbNsEX/aLoGp6Juov6UErrTD\n4nfutKl+FH0mU6ioRMOA4VV9AAAP9U/g6EhKjcPOkIFowKftWMRvbewKYTorZKszmoz8lQdPAbDG\nYj1YUo9r8S8IM7kS/v7uY4j4fdjSE8ZuSQQf+ZGoG+fzsDmFFQJWqKPf561bo6UenhqcqbH2CUHT\nO4vUYz38iiwRETAsi3+bzDakz9HfjSTzyJeqWCcnK+nsIzN5PDOcwp//8CD+2VFhU3d4iaJoRRWb\nT0Q3nS0pBzkteqShrusIIGB44fd5kMyVbDLVkeGUJvWI4dUd9mvhgZII6gx2WmzXxAK2hUEnu2Re\naPfRgA+xoIGkXAgA4PXP2YAXXdyDy9dZzyDs9yniD/t9QnuvQ8TdEVORglVjX2j8ps8Dw+tRhKJr\n/PGgIUs9CKel6RXfEdSknmyxogic+oESrS5eExP5AHUsaJ34AUidvXb8jqdFLaHeuEhMGtBkvvF0\nAWcms3OqNZWXvg967pOZIqYyRXSGDBXkQDLQifHaaqPUb0T8U1IqAjTi1yx/GgNlTQIDrHGwOhao\nKUl+75FRfP3h03XbTwutLvWI+7IyqMnfFpJST6ZQRtjvVfdVLFcxky3h9EQWWRm4AIidfyxo2HwU\ngAjVLFaqqsSH4WXwMOBH+8/B7/PgyvWNj5VUUk+b6yAB5xHx54oVvP2rj+LEWBq3v/kahP0+XLul\nGzftWIWnBpOI+n3YsTZas61sBEpuChgeRAO+upm7+mRKF8o4PZFV+qYT+tbf3u7aOjs08EVUj13q\nIQuItEtyVhPxUzXH4WRe+Te+99hZm+NKD5cjMidQtutUtoT1nSF5b2KQk+N0bYf4rY6gIaWeEgwv\ng8/DcHQkpSYaTTIh9UiNXyUG1ZF6ZBtXxwJyMRL9qxP/WKqAcpUjEhDhlaTxMwa84vK1+Mrv7UF3\nxCLLsGlZ6hG/sOxyDqnH7/MgaHhVe4lcM8UKMsWyIhJahPVchw6Za0GLAVn8+ilc+VLFZkUDVtXW\n7asi4Bx1DYuJdEFJPYCwgMfTBVSqXGWoUrmGRMSPDfJ5nZ20LM9MsWLLTWgGKiNNz30sVUAyX0Y8\nZCqZ7Jad6wDYw6QJRPx93WH4PAxnJrNKEppxOHeL5SpGtOeq71KyxTJ8HoausFlj8X9r7xn85Y8P\n1S03QgZA2C8I3xlWa5d6fOpIzqDpVc+tUK4qWRiwdtBxZfFbfiYAqg7PVLaE0xMZbOgKYUtPBMVK\nFbs2xuGXEV71QCW8XYt/gegIGvjM66/C87cl1LX/+cpLYXgZrtzQgZ4mBcO+/OBJfOzOp9X/k8Uf\nMLxqkOj4+sOncdOn71MTmSbijgbEHzLsEQYEK4qiVHMtZHpVJElfdxiGl6kJRAOfwlPXSWuPDEed\n+MfTRVvBOqfFrxN/VmamzuSK6jtpQhGhkAasiD9fRkfQxOZEGEeG07ZwTkAkzIylhfREGn8zqWd1\nTMgK9D2jGkGQRBL1+xCVUk+qUEbY9MEjw3d0Kznk96pM2rDfh6DpUQsTYFnVjDEE5Q6FFhoR1VJW\nROL3ebG+M4hn5K6KIl78Po8iAp34decu9aVF/Dl0hgwVburUsksVUZSvK2yFAiYifoylCviPJ8/h\n5f9wP05PZNR4TkT82NAVAmPAqXGL+GnxaVbZ0/lZqg1E46czZGB1TLT/1p3r0BG0ouV0jKULMGVm\najxk2PJpdMc8QV+g9J0M5bDEAkZNv6TyZRTKVTxW53CfRlIPLfQ5jfgjfsuRHzZ96rkVy1U8qZ27\nTPM6HjQR9Rs25zRgEf90VpybsKlbJNsBwJ7Ns58lHQ+ZCypIOF+cN8QfNL34wlt245VXrrNd35wI\n44637MaHb74E3TIkrR7+bd8Avv3IGeUIIova9NZq/I+emsTH73wa/WMZfENuO+mgikvWRhu2r17m\nrpJ6coJwP/PLoyrrMWiKsMkXbEugNx4UmnbeTvzkUCIrHBCkWCxX8eTZaXSHTazrCOD2+/tVqJ++\n86hn8WeKFZQqHF0hWYOe6srLBK1L1oiBbRF/CbGAD9vXRHF0JIVsScgjXknEPVE/iuUqBmQNJUBM\nlGrVnllNuRNrJMnQ4qCXWyBLORowEAsKCyxTKNvCXoOGZcFFdKnHrJV6KGpF/J34nJ7IM5rMq4UD\nAHZuiKujJKdzZPF71Y7Ncu761O+Q1BMyvaqvB6Zy6O0MqjwNp86vnM4Ru9QzkS7isdNT4FwkrNF4\nTkRMBAwv1nUE1ZgALPlDL1JHKFeqeNc3HsMDx8ZVOwGxs+kIGiohLx4yceOOVfinN12NF2xLYGtP\nGCfG0vjQ9w7gT//tSfV9ony1WETjIdNG/E7nrugDnfgLeLh/As8MJ0VJb7nbdfYLST+/OVZ7MI3u\njwEsqcfKy9CkHr/YxVMVWbLMi+UqDg7MqAXiGSJ+h8WfzJXg9TC1056WFn9fd0gR/7VN9H1CpzyK\nsd04b4gfQE28LOHFF6/C5b0dauI49c58qYIjIykUylWV8FUoV2DKmOxIwNL4Oef4k+/ux/rOIK7d\n3IWvPXQK+VIFh4eSiAZ8akvvRNDw1t2e6lE9yXwZ//CrY/jib0ScdMj0saOmzQAAIABJREFU4pq+\nTnz9D66F6fOgI2gobZH+jjRI/XevkpEEe09OYktPGO9/6XY8PTiDF/3tvdh3ahLZYkWFHeZLVq31\ngOFBtlhWVnmnIn7xm08NzmBjVwgd0ilFxJ/KlxENGujrCuHcdA6ZQllZ+4AlHTylbaGnsyX8/Olh\n3PCpe5Q8RYvtallEi8hvrE5JAuXczQvnLlnlgBgHXZLMQ6YPEb+1va+n8dMOgSY7YBH4WLpgW1Su\nWh/H4HROhpeW0BE04Tc8yhL0UzinzAkAhMYcMLzoCpuK+E9PZNDXFVYylJPg6Jk4pR46tg8QJ2PR\nCVPkiO/rDtmIX50JUMfiv/fIGH761LDKos1pEuNNO1bjcbnAxUMGDK8Hr7hiLRhj2NITwZNnZ/Dd\nfWfxm2NWNiuVrwaEI10v72FJPRbJ0dgFhIP3/d/Zj7/7xVElyQgfTskuqcp+cmbRApbFb0X12M9F\nyJXszt10oYzRZAHRgKHmQ1FKPS+QqsGpiQz8MvwyGjBsUk804FNGw/FRsdPt6wrhVVf14l0v2trU\nsUtYrsPXzyvinw2JiDjv0hkzf2goqbRIIqdCqYqAnPxRzeIfTYnqj2977ib8txu3YTxdxI/2D+KZ\n4RQuWRNruPg464YQ9AgbIrX9cqupkycARKUzE7AmKVmnayVZAlAVRWdyJWzqDuN1uzfgnj99EYqV\nKh44Po5ssYLOsCDvfKmiCLY3HkSmYJ0o1BGyCpOJvknanNe6xh8L+NDbGUS5ynF6ImsjUXIWknbq\n8zBMZ0s4MpJCpcrxG1kDhSx+0qppNzCaLKi+UMQvNf50oYxUvoyII8OZwvMifstBHiaNv6hb/CVV\nO0VvM2XKjiULikgAa1F9qH8CY+kCusJ2qcfwiecfNL3IFirqhKegRvzlitj99HWHNIvfbvXRAmF3\n7lokAwBHR1N4anAGHmbVmO/rDtuSFMkKrhfe+51Hz9j6WQ/D/dDNF6uIMiI3wtaeiBZcULAOb8kU\nVBvjWvlhCgIQ92nNvTOTWcQCPngYcGw0heFkHiPyLISg9M3otZHo7z2OLFrrXmU4p3yONGYoDLhU\n4eq9sOlDoVzFkZEUnndRt1roz83kMDidw+6+LnSHTXBu3UtU+pQAyF2uod7bL/OE+hJhrIoF8KGX\n74DhnZ1eO0Nmw/LmS4kLjPhl3RiH3EPx914Pw1ODQrLJlyrwG5alSBOIqv9tXx3F8y7qxhW9Hfjs\nr47jmaFkQ5kHaOLc1axP2hqTIzZo2ok/FvBpGr89y7AjZCjLVI8d3iQTrTZ0hdAVNkU8fLGsJnO+\nVMFEpoioX1gvwuIXv9EZMqV/o4KZbAlnJrO4rNfyYcSUxS8mAe06jo+mbYsWETkRvwiBKyqL72Fp\nwZJDXTjFPOrYx7F0AZvlfVCZA4rq4RwYnskrq55gWfGOqB7TvvPSHagBrc1Ke3fISJeti8HrYfjk\nXYdRLFdx8xVr4fd5lWFAUT1hv4jiohDJkOnFqmhAnGUwnUe5yiXx17f4ScKxWfwRS+/3ehiOj6Tx\n+Jlp7FgTU/e4qTuEyUxRjROdoHUMz+Txa1legZL+yAgJGKKtH7p5BwwvUz4dwpaesO2/lNREJ5UB\nQEfQavem7rAtqocW2MHpHDrDJrrCJh48LsbAaLKgtPiYXBT1bPVUvoznOLJoCZliGQHDA5/XyqUQ\n91W2/E6mZQQQXnbZGkX8tKhetCqi/Bo0V8jQqFY5UvkyYkGfymehev2bumsTtppBD3xoJy4o4qdo\nD+eBGFRYbef6DqVji3BKSyfOyBojR0fEwNi2OgrGGD78ih0YnM4hU6w0dOwCjS1+fTFwOsxCTuIP\nGkg5nLuEsGkVEdu53iJ+IkxAJJuMJgvIlqzwwrx07nbJ4+EyReuw83jIkLudkuoXp8Wfyot4bF3m\nGprJ2xatWFBkIBPxb06EMZ0rKY13b/8EOOdWrRvDi10b49h70iKDtR0BhE2vsvijfkMRw9BMvqa0\nBVnxesatU+MnB2pnqNbiX6XVV9FJImT6sH11FEMzeezu68TVGztVOCegO3dFcT1yagYMLy5dG8WJ\nsbSKFOnr1qUeSwo5NpKqa/HrNV+ef1EC/eNp7D87bVvo6dCP0xMZFMtV5VMZcWj8/75/EFUO3LC9\nB4PyOVjRZKJNb76uD/s/+juKzAkv2JbAe168FZ+49XL5WyJcdCJTUNE/ZAmbXg/WxgNa5m5Z7QAr\nVY6OoEgOswIRRF4KFSgErIg3qo9z/VZhoZOvhZDK2xdp/VwEkt30qB4AuGRtDH3dYfXcSDrrCptq\nF03kHg0IQyNTLCOZKyHqNxAwvOgOm5jJlfCmazfWFGSbDYmIH6lCuaXT+RYD8yZ+xtgGxtg9jLFD\njLGnGWN/XOczL2KMzTDG9st/H11YcxcGStl3pogfHJzGlevjuLy3A4fOJVGtcuRLFVVsiwZgpljG\nsZEUOkOG2tI+d2sCL7lkNQAxiBrBWTeEoF9zhsg5ib8jWOvcJUT8wgIOm0JSoPbpFkhP1I+BKZHZ\nTMSYL1WUgzPs9yJbKNtIh7RQIm09Rp4mxHi6iFjQUI4uZ9sZY1jfGVQ7ic2JMLLFCvrHMwgYopzD\nsdG02GXJCXjdlm48fS6JmVwJoymRoEQ7DEA8Ez2hKuwkfkk8Yb8PGzpDML2iWJZO/NSeLil7hTQn\n7qqoJZ05v/uqDaIP/vCGLQCs2HZAc+7K3QP1Zcj04bLeDlQ58LOnh9WzUVatJLfP/PIYbv3cgxia\nyYMxK9YbsHashpfhP12xFqUKR7pQxtUbO9VnaKE/NZG1GRVjDov/wMA0NifCeN7WbiTzZaTypZpo\nrHr3TvfywZftUMUHT09kMJMroVThqo1xOTa6wqaSBMV9lmz+KCJ+QlkeiB6UGj/9DWDtirrCJi5d\nG8OBQft5EBnHONClHj1STr+vl1+2BoD1DIc04qcDW3Sph9qRzJcQC4r//8G7n4vffvhG/NWrr1CR\nZXMFzdPxdAEnxzNNj9dcTCzE4i8D+O+c80sBXAfgPYyxS+t87jec86vkv08s4PcWjERUdrIexVIo\n4/hoGlf0duDydR0iHn8yi0K5Cr9m8QPCsXR0JKWsfcInbrsM77tpGy5f15j4nfHjhJwm2ZwYz8DD\nrEEYMJxSj6EqcDq/KyyJf01HAIwxRVybEpYFsioaUPpvly71pEVpALE4VTCWKsDDpHNXnjN7cHAG\nvfGgWjAA+2lCURk9Q5PE2Xay8jzMqk8+lirg5svXAgAeOjGhktYA4NrN3eBc7AYmMwWsivrVxNPv\nV/99HXR/YdOHF13cg4f//Cb0RP0ImF5VpE1lZcp7Cjaw+J27idc/ZyPe9txNasHXY7X1Wj2AJSsG\nTY+q4fTLQyPw+zxYFfXD7/PA9Fo+gof6J5ArVfCrwyPolOVC9P72eRguXhPFpdpYu7rPIn4KLzw9\nnrGdJzuSyiNfqigJ6dhIGhetiigZZ3A6p8aUU2JshHjIRCzgw+mJrC26SLwnnk2ng/hT+TK6I341\nxjuChtqJ062OpgriEJ+wvTAd7YqiAZ/YnQ/O2EpH1ER3aXH8OceitrUnjI6ggVt2ivFH7RlOih1l\nV9hU0WVxKVtFA9ZClMqX1aLd1x22GQqtwKrBVMQd9/fjLV98ZF7f0yrmTfyc8yHO+ePydQrAYQC9\ni9WwpQCRga7xHxlJocpFYTWaTIfOJW0WP1kH6UIZx0bS6sxOwrp4EB946XalLdZDyPSiVOE15ZJz\nxTIMrxjx/WNpdEf8SjLSLVBASCalCke+JDIFSdoxfR6YPg/ecn0f/uiFWwEIZ+/qmN9uxcb8anKT\nRUxx/F1hE2FT1C8ZTxfQFfbD62GqHs6jJydr6o7YiF+2haw5526FIns6goZNvrh+SzfWdQTw2Okp\nFMqWxb9ro6hw+q/7BlDlYrdCE88v7zemOXSdlul6aeV3hAwR5UPkrkVXkbbaFbLe0/uq0XdftSGO\nj916mSJlMhAA2Gr1AJaRETS8WNcRQGdIyGN93SF4PAyMMVUKIJUv4YiUgU6MZWz6PiDKNmzpCWPP\npm5slUXqOkMGNmkHfQRNL9bEAjglM08BER47kszjf/77U7jtcw+iWK7i5HgG21ZF1PManMqpZEJn\nUEEz9HWHcXoyi7GUlU8AAB2yT7vChopGU9p4wFCLtm7x79xgja+Q6UWfNFoo6ouCDKJ+A1eujyNb\nrKhjSel9/Vn5faL8sl5qm96/bF0H9n/0pdgiT8cj38zwTF4dn9nU4s+VakqmzweK+FMFWQerflTg\nYmNRNH7G2CYAuwDsrfP29YyxJxljP2WMXbYYvzdf+LwedIYMWyz/iTrOnImMiFQg65OiQo6PppEq\nlFUERStwJpMQssWKshZS+TISEb+KA67R+ANWfZx8qarIlKycV165Dq/bvQEA8L6btuGvX32F7e91\nK5as3IKM4+8Kmwj5fcgWhFVIlhuVqxhNFXDjjlW27+vQIjdoItPAdZIHEUxn2FQWFCB2AmvjQYyn\nC2KXpe12dvd1qlDD9V0htdDRhKOtNmA9I8Krr+7Fz//kBtviQO3KlUS0jbJSZb+YPg98Wu4BoZ7c\noUOXeug1kQTlIARlOWCy+vWqjRQf/sSZaVS5tWtw1nwCgO+967n40M0XI2h6sSURxu5NXTWRZH3d\nIZyesGombUqEkC9V8aP9gxiczuGeI6MoVzm2rbZb/NliBT4PU4vXXNDXHcKZiYxm8dulns6QiVjA\nQJVDhd5GA5ZTVCf+F27vUd8bkAlc3WErH4B2RZGADzul3EZVdwHYsqwBITGqw3VoUXNIkAS653G5\n+2WMacRPFr/47ol0EZlixWb4zBc09iYyBVUAsR1YMPEzxiIAvg/g/Zxz51l8jwPo45zvBPCPAP69\nyfe8gzG2jzG2b2ysNkZ3sZCI+G31evrHMzC8DBs6g7YVXSchkhEel9mCVDCtFQQ1R5OOXKlisy57\non787p6NeM+Lt9oIBbDINZUvIV+qKPnEKUUAwnq6SUoRBH07SqQyliqgWKkiEfEjLKsZDs3kFfER\noTIGvOhiB/HbLH7xmgg+aDotcEn88vQhwoauEOJBkcRSKFVsssnfv+EqfPn3noPvvuM63LCtR/1G\n1LEA1OsDw+uxObYJQdOLSpXbipnp0TL0nPS+ckYMOWGTeuQzIyOCYuppISTi1630qMxQ3XdqEh4G\nvGqXSELUS08QYgFD/d4X3/oc/NWrL6/5TCLqx2S2qMiO+oEcvd9+RIRxblsVRSLsh+nzCItfhp22\ngr7uEAamcipc1Cn1kMYPaFnXASsQIR4ysKZD9L8+vsjo2aSVVtelns2JCMKmFwcGLE08U6jULNJB\nKV/mHBq/E/pcI2c/GTHkA6LxRsma6zsXbp3Trm48XXz2WPyMMQOC9L/JOf+B833OeZJznpav7wJg\nMMYSzs/J9+/gnO/mnO/u6emp95FFwZqOAM7NWIkj/WNpbOwKwecV0SSmz4OkJNaAYZd6fntCRJk4\npZ65gCaUM7InV6wgEbEfFnJ5bwc++LIdNZYcLUAUBdARFNmEs1mkhHqnUVFBr+6IqWShMxNZRYZE\nqFdv7KyxQHXip4lMk8FJILQ70Ynfw8TziIdMTGeLtkgqQJDviy9ehWu3dMPrYcrCt4hfs/jn2AcB\nzeE3lirA52G2+yBi6AgaSoILm82/W7eQyVqnTGpy2NP3knO8z0b8wuLfd3oKl6yN4cYdYsGuZ/Hr\n2JSory3HgwZmsiXL4pcO/q09YXSFTdx3dAyMiXh8j4ehNx7EwHROZcy2gr6uMMpVjgMDM/B6mBpX\ntKvrlMXNACtsNBa0Sz2vuGItvvb7e3DVhrhWboHCU8Nq8SQHeCwgqqxe3tthc/CKqB57+4Omxyb1\nUMVYJ/RnSP2+JRHGp1+3E/9JVgOgMU5HjjrP0p0PAoaowHtiNI1MsdIwAXSxsZCoHgbgiwAOc84/\n3eAza+TnwBjbI39vYr6/uRjY2hPBidG0ygbsH8sonQ8QDzeZKyNfqnXuHhpK4nkXdavsxFZgFYyy\nR/bkShWEtZO2epp8t74joSzEnoh/VouUoEs90YAPXg9T5XUTEb8KW0wVymoLSu266ZJVcEKXUcga\nWtdQ4yeL31DksLYjCEPKb1PZEgqlatOiVvQb1Cb9fNu5Ln60IJGjszti2iIx6H1x3KBPvW6GelE9\nnbKGDxE/LTjXbenCzvUduH6rZf9EAz6cncriiTPTeM6mLly7uQteD1POxVYRDxmY1spVkzT5ut0b\ncE1fJzgXuRVE8r3xoGXxt0j8RH53Hx5BV9jqy56oH91hE5esjamFVRF/wKfGDpW8uEHKPDRG6Tls\nToQwkiwgWywrqYfmwZXrO3B4KKnKrFDdHR1UI4v8F6EGc6Ue8TPG8Jqr11uHIcn7oMibVkM3GyER\n9av6QO2y+Oc2W+rjeQD+K4CDjLH98tqfA9gIAJzz2wG8FsC7GGNlADkAb+BzqQ+7hNjSE0amWMFo\nqoBExI/TE1ncqJEaFYYSUo89nNPrYfjoK+fnpiDp45/uPYGtiTA+8DsXA7BqhFOJYef5nDr0M19z\nsgzAjTtWzd3i16zDkOlDwOdRk7E7YtqOEqQt+9YesaWm6BsdAUNEpBQrVWWNW1KPfYLFQyLBa+uq\nCEKmF4aXqcUgHjKQK1WQzJeUrloPMQfxA+LZZIuVmqieRqBCbDkZveTsbyvBx4ew6cVMrtSSxk8E\nwpio40IyBfVHd8SPH733+ba/7wgaGEkKv8prr1mPzrCJf/2j61VF1lYRD5qoVLmKhrloVQTfe+f1\n2LkhDsZEVNE27bt740H8+sioCndtBVdtiONN127E4aEkdmlhpUHTi8c+8lIAFlFS3kZM1lkCYIvM\nAsSC0T+eUf1FCYinxrNa9U3xt5eui6Eoy6xQNnGt1EMaf3Opx+dhYAzgvPFOy+/zwPAyDM3k4ffV\nnqU7XyQiJvZJGXnFEz/n/AEATYNWOeefA/C5+f7GUmBLQgz4E2NplRCyNWFNAtp2F0oVWwJXNODD\n63ZvwMVrWtf3AWvA/eTAEFZF/Yr4c8UKgoZPWrO5mmQZHXo4GYU+fuCl2+fchqA82CVVKMtDp70Y\nltpsT8RvS+undlyxvgMHP/ayuvHJjDHEgsJZTm3b2BWCz8NqIlIYY/jlB26A6fUoxxnttMh5NpLM\n2ySQ2vuv1fZjAUGarVr8InqpWNPfIdML0yuihkJaxm8z+DWy1NP018QCivhDTQj17S/Ygp0b4nj1\nrl61y7hGC9FsFeR0p2S3sN+H3ZtE3Rj67zYtQGFjdwhjqQJGkvmWLf6A4cVfOYIIatojyZ0ytaMB\nQ13THf0AsErucmi+WHkJGaTyJQQNr+rjS9cK2ezQuaQyGJy7M4riUlnJDXaUjDGYXg8K5WpD4hcR\nWAYmM8W6Z+nOF91hvzoPo13O3YVY/M9KUJp5/1hGlQiga4AYlMl8CfmypfH7vB7c98EXq0iF+WC1\ntLbXxAIYTeVRrlTFaVAlSk8Xj6I58ct68dKSa9U6A4CemB+pMXGQe8DwopKxYtn10E+9Hc2SUjqC\nPkxkClZdl7CJH7/v+XVT1/Xv/+rv7VGSj3UEXakm/l9HPW2fLEZnVE8jkNN1aDqPsVQBOxwLecj0\n1tRzD8/q3K2N6gGAtdokbkao21dH5xUp1gg0TikZSbdyr+jtwC071+EVV6xR167bIhaDAwMzeN5F\ns5cSbhVE8nQ6XlSXekIOiz9il3poHJ0cz6jCaIQtPSLj9tBQEtfKe3Au0iHTi+FkCbmiyAZuNpb9\nPkH8nU18K9GAD5OZYlMDpVVQfpHp9ajchaXGBVWyARDEGzS86B/LqBhgm8Yf9KksRL9D92s1K0/H\nxu4QHv/IS/HeGy9ClQsvPtVxESVoxQRotn0k/ZKqVeqO0LmCNFRRitbSow2vx6aPNluAdHQEDUS0\nWvgAsGNNrCmBA6LPaYI5C3o1ApG8PvmtQ1bmRvxkQfaPp20lBgh0/gJQm+XZCP46zl3AKpzHWPP7\nWmzQDmpwOmdLCATEjuQf37gLV2plPXauj6t+nI8xMRsifh8uWxfDCenviAUN3LC9B6/e1YvVjv6n\nAISQJrmtioqSDqlCyfbsDa8H21dHcOhc0jpoPVAr9VDm7mwLuCl3A87dqg76/Q2LpO8D1lxbGw8s\niGNawQVH/B4Pw+ZEGP3jafSPZxAP2ROKon5DaaOzkVer6AqbyuIcSeZt2YSkeSbqhPARKKFqbAEW\nP+n8AZ9XSRTkrNYdX3PVLzu0CI35wk78je8pVofk6+n+zX/LRGfIwJNnZ2wlBggvu2wNXrNL5CGq\nA1xmieqhNvs8zDZxKbInaHgXTRaYC6g/h2ZyCMv8gWbweT2qDLEzDHcxwBjDN99+LfZs6lKnyl2y\nNobPvP6qmqRH5dw1resU0iksfvtYu3RtDIeHklaMvzOqR1Zjzc4hYskyhJoQv9+SNBcLivib+LcW\nGxec1AOILeLjp6fQP5ap2WLrhy0ElsBKo0iN4WReWTdBWYlQD4drBJ3457Mwbe2JYFXUD4+HqR0D\nLTZEcB42eygh4aZLVmNrz/yckAT9npta/IFaWScW9IGxxk67etiUCOORU6Lyp3OBe+0169XrkKzf\n753FCqM2OxOfSK9dCiu6GUhaGU0VmkaJ6bhhWw/uOjjc1BexEMRDJr71h9diIlNsWq742i3deOH2\nHpsP4pI1UXzvsQFctCpSY2RcujaGf903oKKnaqJ6pHM3Wyw3DOUk0PNrNvbJ4l9UqSdizxtoBy5Q\n4o/gxweGAAD/+1X2BBh9YPmXYBKslmQ/mswjWxSEGTK9eNO1G3HZutisW71owKdJPa23749euAVv\n3COye8nRRRY/bYW7wuasZEd483V9LbfBCd3ib3ZPfd1hvG73etywzcrz2LO5G8Mz+ZYs6s2JMJ6Q\nlR2b7bC6w2bdJConGhH/mlj9CKelBhE/53MPc6VwyqVsq8/rUTveRuiNB/HV399ju3ZZbwe++tBp\nPDOcqgkrvlTmRTwqF3Ln/QY0qWeuFn9z4l86i79dMfzABUr8W6Uz9yWXrLKliQN2/Xg+Gvps6I6I\nGjjDDqln2+qozcpphEjAp84Bnc8kDRheRa50f2QVkq46V31/sUBHJRa1bOl6MH0efOq1O23Xbt25\nDrfuXNfgL+pji5bR28wift9N2/Bfr599YaN8D9O7Mix+8Yw9yJeqc/5tqje1FM7dhYKS3grlqpJa\nCJesjcLwMtx9WJwt4JT8QoY4hjQtI9magRbueKixdEn8QAmJi4G1kvD7WqzlvxBckMR//VaxnawX\nk69riI1CvxYCr4fJ0MlCy9UQqX1WaNrCFiZaAMiZ5ZXyT7uJnzGGzpAIy/QvwWLrxKaEvVR1I3TJ\nQ0JmA2n8Tou/I2ggaHhbkqEWC/GgieFSflaHpo733bRtCVs0f2xbHVH5IlGH8zYaMPDKK9fhh08M\nAqgf1QOIMx2alU0HxMItMrYbj8HXXrMe6zuDi+r/640H8W/vvN52jsZS44Jz7gLCwfnV399TN+U6\npg2spSKh1R2iWqKzRvhcoA/8hW7LafAmHCWIm8kfSwWK527m3F0sUGSP4WWLUmirkdTDGMPajsCi\nBwnMBWS1LoWztt0wvB7skKfb1QvbfdtzN6nXTov/8t4OMCYinOZi8c+20F/e24G3v2DLHFs+dzxn\nU1dLxfEWiguS+JthqS1+AFgd9cuoHiqDO/fJqWeoLpRQiLD08LX/dctlSzKwZ4NVx78NFr/cUici\n/kWJtlEWfx1L8Q17NuCVLUpRiwFa0MLLsNtYClwm5Z56pZB3bohj18Y4PKx2/Fy/tVvmjBizOk93\nrIlh14b2Wd3LiWe/ObDIiNos/iUi/lgAD8sDN4BWpR7N4l9g++pZ/LcsA0kBVmRPOyz+sN+H1TH/\noklatDOs5594xw1bF+U3WoVl8Z8fxE+nfTmlHsLHb70Mj5ycrLuQ37C9Bw99+Ka6C7OOj95S7xyp\n8xMu8Tugb/2XKulmTUcAyXwZkxlRG6cVqSfin1sEzFxAhNWubMFmIKJqV6LTjTtWzRqfP1cQobRz\nqz4bSDpbrHtcbuzaIEpYNIoKunJ93JaU5sRyyG0rGefHqFhE2KN6lmawUJIKnSzUyu8sZtQRxTXP\nJWRxqUHZpu1w7gLAJ19z5aJ9F7W5mVOw3aCFdDkcy0uBS9fF8NM/fgEuXsTSFhcyXOJ3IOJf2nBO\nAKqgFNUZb8niX8SF6T9f04t18cCcY72XEnQU5FL5VZYSK9Hi71DEv/zPdrEwW1SOi7lj5YzUFQKf\n16McYktl8VP27tPnkjC8rCVLkaKOfJ7W/q4e1neG8F/kUY3LDSX1tMniX0z4vOLIxtk05HaCpJ7z\nxeJ3sbhYOSN1BUE/1HspsLUnght3rMJkptjy4kJta3dS0FKDil51rwB/w3xAB8CvFCipp4U4fhcX\nDlbOSF1BoIJpS2XxezwMn//dq3Ht5i6s62gtTZukqKWKOFouXL+lG/d/8MW25KpnE/wy+3ilgEoz\nuxa/i3o4fwTARURUFkxbSmdd0PTiW394HfKlyuwf1qDK55orh2QWA4yxRTnDdLmwqTtU9wyC5cK6\neBCMNY6CcXFhwyX+OogGfG0JK/R6WMuO1cgS1k13MX/84N3PW+4m2LApEcb9H3yxOt7ShQsdC2I3\nxtjLGWNHGGPHGWN/Vud9P2Psu/L9vYyxTQv5vXYhFjBWbNwvlSZeqe1zsXKwYRGPB3RxfmHeFj9j\nzAvg8wBeCmAAwKOMsTs554e0j/0BgCnO+UWMsTcA+BsAr19Ig9sBOsZtJcLvExEkLvG7cOFivliI\nxb8HwHHOeT/nvAjgOwBuc3zmNgBfla+/B+Am9iwwQd50bR8++8Zdy92MuhAHPvtc4nfhwsW8sRDi\n7wVwVvv/AXmt7mc452UAMwBWXsHvZxmiAWNJTgdz4cLFhYEV49zrVpGAAAAF8ElEQVRljL0DwDsA\nYOPGjcvcmpWN979kmxut4cKFi3ljIcQ/CEBP+1wvr9X7zABjzAegA8BEvS/jnN8B4A4A2L17N19A\nu857vObq9bN/yIULFy4aYCF6waMAtjHGNjPGTABvAHCn4zN3AnirfP1aAL/mnLuk7sKFCxfLiHlb\n/JzzMmPsvQB+DsAL4Euc86cZY58AsI9zfieALwL4OmPsOIBJiMXBhQsXLlwsIxak8XPO7wJwl+Pa\nR7XXeQD/ZSG/4cKFCxcuFhduaIgLFy5cXGBwid+FCxcuLjC4xO/ChQsXFxhc4nfhwoWLCwwu8btw\n4cLFBQa2EsPqGWNjAE7P888TAMYXsTmLBbddrWOlts1tV2tw29U65tO2Ps55z1w+uCKJfyFgjO3j\nnO9e7nY44bardazUtrntag1uu1rHUrfNlXpcuHDh4gKDS/wuXLhwcYHhfCT+O5a7AQ3gtqt1rNS2\nue1qDW67WseStu280/hduHDhwkVznI8WvwsXLly4aILzhvhnO/i9je3YwBi7hzF2iDH2NGPsj+X1\njzHGBhlj++W/VyxT+04xxg7KNuyT17oYY79kjB2T/+1sc5su1vplP2MsyRh7/3L0GWPsS4yxUcbY\nU9q1uv3DBD4rx9wBxtjVy9C2v2WMPSN//4eMsbi8vokxltP67vY2t6vhs2OMfVj22RHG2Mva3K7v\nam06xRjbL6+3s78acUT7xhnn/Fn/D6Is9AkAWwCYAJ4EcOkytWUtgKvl6yiAowAuBfAxAH+6Avrq\nFICE49qnAPyZfP1nAP5mmZ/lMIC+5egzADcAuBrAU7P1D4BXAPgpAAbgOgB7l6FtvwPAJ1//jda2\nTfrnlqFddZ+dnAtPAvAD2Cznrbdd7XK8/3cAProM/dWII9o2zs4Xi38uB7+3BZzzIc754/J1CsBh\n1J5FvNJwG4CvytdfBfCqZWzLTQBOcM7nm8C3IHDO74c4O0JHo/65DcDXuMDDAOKMsbXtbBvn/Bdc\nnGcNAA9DnITXVjTos0a4DcB3OOcFzvlJAMch5m9b28UYYwBeB+DbS/HbzdCEI9o2zs4X4p/Lwe9t\nB2NsE4BdAPbKS++VW7UvtVtO0cAB/IIx9hgT5xwDwGrO+ZB8PQxg9fI0DYA4rEefjCuhzxr1z0ob\nd78PYRkSNjPGnmCM3ccYe8EytKfes1spffYCACOc82Patbb3l4Mj2jbOzhfiX3FgjEUAfB/A+znn\nSQD/DGArgKsADEFsM5cDz+ecXw3gZgDvYYzdoL/Jxd5yWUK9mDjC81YA/yYvrZQ+U1jO/mkGxthf\nACgD+Ka8NARgI+d8F4APAPgWYyzWxiatuGfnwBthNzDa3l91OEJhqcfZ+UL8czn4vW1gjBkQD/Sb\nnPMfAADnfIRzXuGcVwF8AUu0vZ0NnPNB+d9RAD+U7RihraP87+hytA1iMXqccz4i27gi+gyN+2dF\njDvG2NsAvBLAmyRhQEopE/L1YxBa+vZ2tanJs1v2PmOM+QC8BsB36Vq7+6seR6CN4+x8If65HPze\nFkjt8IsADnPOP61d1zW5VwN4yvm3bWhbmDEWpdcQjsGnIPrqrfJjbwXwo3a3TcJmha2EPpNo1D93\nAniLjLq4DsCMtlVvCxhjLwfwPwDcyjnPatd7GGNe+XoLgG0A+tvYrkbP7k4Ab2CM+Rljm2W7HmlX\nuyReAuAZzvkAXWhnfzXiCLRznLXDi92OfxCe76MQK/VfLGM7ng+xRTsAYL/89woAXwdwUF6/E8Da\nZWjbFoiIiicBPE39BKAbwK8AHANwN4CuZWhbGMAEgA7tWtv7DGLhGQJQgtBS/6BR/0BEWXxejrmD\nAHYvQ9uOQ+i/NNZul5/9z/IZ7wfwOIBb2tyuhs8OwF/IPjsC4OZ2tkte/wqAdzo+287+asQRbRtn\nbuauCxcuXFxgOF+kHhcuXLhwMUe4xO/ChQsXFxhc4nfhwoWLCwwu8btw4cLFBQaX+F24cOHiAoNL\n/C5cuHBxgcElfhcuXLi4wOASvwsXLlxcYPj/tydxeUdmFIcAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0470700933038\n", "d1,d2 : 20 5\n" ] }, { "data": { "image/png": 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Tf40YyTk9NsKDKTIJ2ezMASryqYtrr2+h/8Q4gx3REsvFF3QiSYXA+GBnhGCT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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0427513558989\n", "d1,d2 : 20 6\n" ] }, { "data": { "image/png": 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VS5Zx+yc/zwe++T8zlIel1En/yeOkU0nq1q5XoiKp7Y6Cfe0uSaU35Qg9NOlm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\nHnQNlNBTXh+SXZ3QVldBEATaaykqQnzHToRXr86yGpjdYrvoInov0u9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Tjai+797M9QkC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\nMC4Wm8va0OfxobCuAznxBkSESe+pSTBqYdJrUNTYK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.04818827917\n" ] } ], "source": [ "print(\"autoencoder\")\n", "N_epochs = 25\n", "for d1 in [6,10,15,20]:\n", " for d2 in [1,2,3,4,5,6]:\n", " autoencoder, encoder = utils.buildNetwork2_deep(X.shape[1], enc_dim1 = d1, enc_dim2 = d2)\n", " print(\"d1,d2 : \",d1,d2)\n", " X_rec = utils.ae_fit_encode_plot_mse(X, autoencoder, encoder, N_epochs, verbose=0)\n", " print(\"AE mse = \", utils.mse(X, X_rec))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Matrix of 3-layer AE" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "autoencoder\n", "d1,d2 : 12 6\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/.local/share/virtualenvs/G2ML/lib/python3.5/site-packages/sklearn/model_selection/_split.py:1977: FutureWarning: From version 0.21, test_size will always complement train_size unless both are specified.\n", " FutureWarning)\n" ] }, { "data": { "image/png": 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hBA8Ab9/wdjz0zofYtU8NmgpRRX3Ripspi88EEWG6mIZbcvM2U20cshM5setB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\nWgqkF0RPir4OPMUYO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kyLsH+3zAGj2VzHdEdjXNulO+aRWW+3KZNGkDy8/fD+uYnIgGaa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\nHT3xZwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0408446254705\n", "results [[ 0.04084463 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 12 10\n" ] }, { "data": { "image/png": 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U2ckIpYaTpCab6T41kgBiuRjyPI8OXwcCroCuTJlA3j8g1l4yl0TAHYDX6QUgpMAf7PkB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\n4IPF7XIAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0442708605959\n", "results [[ 0.04084463 0.04427086 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 12 15\n" ] }, { "data": { "image/png": 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SzPwCfMNsOIuiHoUOuK0+IpCCVrA9dKOGltmCJmtIKSlfm6E2nNNyGEuOoayXfc/SaBso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a4SgiKVzcsJbyyaRjpXgMtmwcWL6rH9eAihRFbmbBgddS5dUpQmAABQFAX/+ra1+NtbVsv+BzTr\nZCiconJSs6mEF/SL0qRCz+TkGAdmJnSnzYwrlzZiV782ATOvzPTeucBZsVL0if0jUFXgxjUt0oPc\n0j0Bk0Lett1ilrvmAZRkavLapdfqd9kMapNv4jMHx6QlMjCVlCvhljZqhB5NZeG0mmEVs2vQYzMo\n9A7h3xcn+dh6WCYJ3RiqOW1mJDNM6Fb4nBZEdBEBMLtKF1VV8etdg3IjJF6t6HdZ5YPKBMkDiy2G\nH7zQg8l4BhcvqkdHnROrWn0U1Yh+4nD/VWGPsJIFIBW63ErXkKugPjg8EpOrO5nQeJVdXJSBqipV\nN7hsZtS7je1lgq8GXocFA6EE/rBvBI/uHhYergORVFZWm3DCrdxE4XfRhBAtUehmef5i1cblhcfE\nZlChZEa22WM3I5bOyb4svpZmnwMT8QzSuTx+tXMAjV47Ll3cgAa3DYPhFCKpHN64miopPvWzXbji\nX5+S+R8eY+s6A7CaFRwciWJIb7kIBdsacGBth79kd8efb+vHfzx+SPrYHkFcnVxFMpXEtt4pXPov\nT+L+V46j0WeXY2cyblwhGi+zuIjrtutdRkJnhb682SsX3nH/8Dhy28345BuX448uo6Tjoga3/tRo\nr3NiOJJCJldALGUk3dvWt0ueKPbQh8MpWS4acNmMUYZuotY89LxYlWwytH06rOvwYzym2WU84TdM\nY9fMFSwzv+T049BIFAsbXFjZ4kU6V4DZpMiMM5N2Z51LKvTRSBrNfk0R+51WGdKpqmogygsX1mFb\n7xQGQ0mpHJY2EaETwRoHC60W1RM6Df5IKguH1Sxfx5/BCp0XFTE4FGdC9zqsiGVyBrsgksqhyZh3\nqYgdfSF87IEdcFhN+OzNq/FGUU6lt1x6JxJQFI1UOuqc8DoseHT3EOwWE374/ovkKtaAbhLkxCl7\nsN4yCp1RTqEfFiV0ROj02UzoAKmy1oADuYJqUOiseKv10AHA57Rie28Iqgrcd/0yTMUz8Dgs+PrT\n3bJtbNEVq2Xur1AiI+9lLEP7mjvF7x5dXTlDWi6ivaFEVpYkch36VCILq1mROxoy+HVHRmN4+sAY\n3nvpQphNCurddqmmr17RiCf2j2Kr+Aafo+MxXOiul5N/vcuGxUEPDg1HpUKfiGdwbDyGJrFFwrp2\nUvGv9YelpcaK/5WeCbhsZln7HdRVc3GJrkkBljV54LFbYDUrmExkYNElp7lPMrkC3v2dl/Cx65bB\nKv5e57ZBv66PnzO2Icd0AomJ1G23wGRS8IVb1+BtF3TIklRGR50TqkpbVcRFMr0cuL95whmOpLBM\nPN8BlxXxTB6ZXAE2i0lGKi6bWSr0uFhBG/TYMRBKVqWyuaR290AYbQEnJuMZWM2KIbI9VTgrFPrn\nb1mD3318ExRFgcNqxhKxsKVO90B21DvljoLDkZR8UABhuYgBk8zmkckX0CoI/4KFdWj2OdAfSsrN\ngNhyCSWyiKSy8BWFi2OxtLz5nXVEDsVheDRFqx75XB1FHqDTZkYymxe2iA0+hwWqCgxHtDrw2SRG\n94ryrwX1LnzliUOGSgtW1L0TcdS5bPLBVRQFq1vJdrlqeaMkc4AGO6sXLi07IJScXqF7yhC6qqpy\nOTlAVT4A9Z3bZobFpBg2gBqLpWXyyWUzo14SOu+3MjvLJSPqre+5vAtfuO08aXcNi+iFLZdiD52v\nm/fLBgBVpTp6l7RczCVJ0Umdh14oqDRJuzTLJVdQMRpNwe+0yUoNBguPbz57FJl8AbetbwNANgWj\no86Fr9y1Hp+9aRUATfFFU5QMdFhNWN7ixY6+EKJpbeHXzr6QHHed9U7YLSYZRXB7AfKLDaKFq7li\naflMbPnra/Hld66Hoiioc9mEh05iRFG0ssD9QxFs7Z3CS0cnZOFCvduo0OvE/dVPHCFJ6PQMc38r\nioLzOwNyvYDWJ1oUEUvnKxK6ts2GptB5PDB/9E0lMBZNy2d4ZYsXEbGlQiJN0Rkr82oIfXWrD2aT\nInMWE7EM6lyl9/5U4KwgdAAGsmGroE4XvnbWuTAkQrAR3U0DmJyMC4VuW98Oq1nBlUuDaA84MRjS\nLJclBsvFqNBpNzf6LkqzSUGLnwZlMaHTRGDB8mYvHvzQpbhhTUvR9ZgxlciQLSKSooBxYU8kmcXR\nsVjZZdjF2DdIqxBvWtsqF/LwtXP7x2OZkgHJC4xuEGG97DNhuaRzeVnBwkSp7w+r2SQfPrNJQa6g\nIpnNI5mlhVUOqzbEGr12KIqCgMtq6K+xaFp6nG6bRd5XruedjYfO/bgo6JZKn48NhlOwWUxybJRT\n/j4x+cd0k+loJCXHn8duLSlbnIhlYDYpSIsqoXAiKycLVogDU8myEQELi1/vGsTFi+rllrsNuvvU\n6nfgulXNuHldKwBtAqGKI0oGrmj2yOMbOusA0DbE7UJwKIqCBfUuqcpVVTV48h67MQoFtOokr92C\nBo9d9gH7+1MJGk8uq1kqdF6RPRpJS2uoTme5+J20dw6gKfXxaEZG0Dwu3Lbp1WxHgK6rfyqJWCoL\nbwVCt1lMsJlNiKXztL4gnZN97hfj4/avb8GHfrxVRjwrBb/0TyUQz5BC5/vR4J7ZNnFYzVjW5JER\n7UQ8My92C3AWEboe7I/p/ciuoIsSfEMRRNM5I6E7qYKkIConAFpBtuNvb8CmZY1oCzgxEEqiZyKO\noEjgmE2K9ND1irTRa0cyS+VheiIu9rt5AQ4AXLq4Qapihstmkckwn/DQAaq24ZdGUjnc/YNXZO09\nQA/Znz+wo2S7gX1DEaxu9ckl8Wxp6NsIGIkCAK5e3oj2gFP6tLLPxKKLwyMx5AoqlotIAyi1WfTl\nbgAMScUunffJRMEPN5P9WDQtqxBcdjO8DgstbhmfvYfO/bheJAr1nzccTsFtM2N9ZwA3rW3BhQvr\nSt4fcFIpm94nj2fyMinqsZsNlouqqpiMZ6TIODwaQzSdk+TNynEglDRElIxWvxOKQqrwO+/bKFUc\nT7yKoiXU+dhEXCM/HmPLhbUHABsWaNeujwwX1LvkrpQT8Qxi6ZxcRObRjRGH1Qyv3SKrkIpLLZnQ\n2S502S1SAXOF2Wg0JWvLAy6rvAdBXeThc1hgM5sMCp3hshutqWK0+B0wKYJ0xYK0SnDZzUhkcvJ5\nYw+d70cklUOfrlR1lST0pMjrWGSpb7WJzbWiqojGR7rkuTtVOCsJnVUlJ88AyCJ/3pNYn4T0u2xQ\nVW1nOjpmlaqkvc6JoVAKT+wfwdXLm6AoiqyWiKRyBu+Lb/aT+0cMdkY4SXXVnNmOJLPTemYum1nu\nCqcn3cGQFl2Mi1VyzxwclSswNx8ZwyO7BqWfCtCOkAeGIljd5pOD9YAg9IDLahjsxUmdN6xowpZP\nX1tCmgGXFaF4FntFnfrNa9vk3/QTnP735U1e2ResYjn8d1rNUq3yZ61o9sJsUkihpzVlZjIpCDg1\nJTwb75GJ43zd1gBsmQ2Fk3DZLPA7rfjGey4sW1PM9z2ayslEGKBZAJ6ipGgsnUMmX5CTAxMaEzqP\nsaEwWS7lPu9H778YD9x7qSFiYAJo9jpkQt5hpbp2tlwiyaycwLicEDASeruuOqSz3oW+SdpJkSfL\ni7to98riPg567VKhB4sIfWGDGweHoxiPZVBXtL3BTlF9NhZNYzKehk9Uh/F90StVRVEQ9NgwFqWq\nMb3o8VRQ3AybhWrR+0NEupUsF4DzVXlZHtrq51XOPmxYEMCmZUFMxLWFUrx4amAqKSuvmnx2WExK\n2Um5HNZ1+DERz2AwTBVe81HhApylhL6qjOWypNEDq1nbHKfYQweo+oAVut7Taws4kSvQZlq3Cg9T\ne7CNCp0tmkgqZ1DWD7xyHO/6zkvyC4CL31cMly45pp8Yktm8fAgPDEegqrSN6MPbaRHu8QmyZPTf\nQNQzEUc6VyCFHnDI9wJEnhadLVLtwAo4bYimc9jVH4bHbsHVK7RVvsUPGyt0zhdEkjmp0BcH6Rjb\nLXRuutYWvwNBjw2j0ZSm0CXp02v0+61UA54Y1y/Q1Dff6/FYZlolx5+bK6gYjqRkaA5Ap9CtBg+d\nbY7VbT7YLSZpOejLFgEqiStnuQCUv6grui98n1oDjpLjXAYXTeVkBVNnnQsOq0nul2M1U1/rFfrC\nBhfiGfqCD14JetPaVnFdxnvaKHYW5RW+emxaFkQ0ncOB4QgCLhtcNrNM8B8di0NRBKEnspLAOdcS\nLBIUjV47jo7HUVC16hrAaLFWQnudE/2TScQyuYqWCwC5/QJXnfB9bfTa8X8fuQI3rmmBqmo5hQUN\nLtjMJoxEaDGa22bG+6/owvfvuajqscgcdXA4gslYpqrqmLnAWUnoQY8df3PzKrztwg55zGYxYUmj\nR26E1VTkoQMiyVlmgUeHINB6tw1XLGmQf6fXGxW62aTIbyjxOSySiF/oppVhL3Zrmzsx2ZeDIQGp\nmxj4+mwWk0x0eu0W/HxbH1RVlSFzn85r59eRQqdrOTQSk6sVAY1066vwAAGtz36/Zxhr2nxSaXvs\nlhL7iPuAq4NY4QKQ+6voSYGVaIvPQasB9Qrdrvm0+tdWi+tXNeMDVy6Sq10B472eiSj4taFEVkY7\ngLahmsduFmsEaALiKKvRY8fKVh+eFbtKchSiV46zyQUEXDaYFOOukoBmdwAw5HdMJgXLm71o8VON\nNVdVFVsuAK2E7Z2Iw6QAN6xpFtdVrNBJOY9F0jJJyrhc7EypqsbtDXhtyIUL6jARz2A0kpKK1mxS\n0OyzGyIGgMY6bxvBi/Co36afeOnaXDg8GoWqYlqF7rJR+9hyaSoqIeaxeVR8w5HPYUWL3yF3vnTb\nLWjyOnDV8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EUJiONdiqIkdX33zXluV8V7pyjKZ0R/HVQU5cZ5btdDujb1KIqyUxyfz/6q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\nqOEcQY3Qa6ihhhrOEfz/i4R0jjwfbIgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0399535808605\n", "results [[ 0.04084463 0.04427086 0.03995358 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 12 20\n" ] }, { "data": { "image/png": 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LX4pfevYvAZB1mQApx9159M6RsntPp503maK0kj+08hASnmjgI4YOZB1Df/vA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\naBi6D5d42tlyY+dB9m2LLikKDNbQJ54U7asUHfP7G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Kfsu7tajtfzADyplHrYe2zXj1ch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\nUOGAoAroFSpUqHBAUAX0ChUqVDgg+P8Bx7z5G9nG5+4AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0436820405581\n", "results [[ 0.04084463 0.04427086 0.03995358 0.04368204]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 20 6\n" ] }, { "data": { "image/png": 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rehcXFTdgqA/dKtlElucbWe7PFxnHpcv3NeFW6gu6MuTkUX+RXM/nX/t51hfX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pBTbhx4ademOOPAns3YpRg+LqpMdtTA7qmVH13Txtj3bxNs0wT2uZXwSsaXUoybTmGm6Ons2HJW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\nwVBh/D/JCK86HtefcwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0405770948277\n", "results [[ 0.04084463 0.04427086 0.03995358 0.04368204]\n", " [ 0.04057709 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 20 10\n" ] }, { "data": { "image/png": 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c9HuyQVqkpGXKcjIk1nbA+gC96hQz1xpg6KfaGtB1m39x6W5+9+7ftdfbKIrg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\nNOfiI1dsbFnmSDteKej4olyEQ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CBBghWCxKAnSJAgwQpBYtATJEiQYIWAcd69fneMseMA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\nkBj0BAkSJFgh+P8QcE4JlXKVMQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0436007777868\n", "results [[ 0.04084463 0.04427086 0.03995358 0.04368204]\n", " [ 0.04057709 0.04360078 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 20 15\n" ] }, { "data": { "image/png": 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E6Nsnt8NgBi6YuED8vugWwcFD6YxAdywX+qxGGyTvOLoDg/Ygto5tDRGIei5jmTGMpcca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2bouvzXSAFRjZAZN8HJo8tLLsqYhWEwMASUDi6qSMn6bMHQzVRXb5fv9hSgW4qtpblBVJuXxb4P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\nrkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0483183442134\n", "results [[ 0.04084463 0.04427086 0.03995358 0.04368204]\n", " [ 0.04057709 0.04360078 0.04831834 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 20 20\n" ] }, { "data": { "image/png": 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YbUaXG+hk5Isihl4363xlBPhjLQlDp++RU5TGCt23KFE5riNp6CS5uHAXXGt+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\nAT2KoQclF3HLrigrpUu8kz5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hDZ2cXNe96jpc+8prpYGT1/J8UMw2/fruURaloY/kRrBv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\nMyTP7RQFXI4ccX+2CA8LJggc/vA06aluhg4oQK+LeOlgTD0TPwszBZ7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Wppvpp2ToYgEM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\ngNO4xbkv7c6dRuHYIHTdpmja2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.03931801863\n", "results [[ 0.04084463 0.04427086 0.03995358 0.04368204]\n", " [ 0.04057709 0.04360078 0.04831834 0.03931802]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 30 6\n" ] }, { "data": { "image/png": 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PJbBLRgllsxxLPiMfxpbSFvl7l01eBiB6ppZuwdIsTOQnMsZ/Ms32bGwqbYKl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8eXcMv+M2i1g45FOonx0+dWPWHtaWKrAfwBgO8wxu5mjL0j5vdTAHRkPS5+9pRZ1fFRsA0MZU28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\nlH/Xp2PY0VGLh5+Vgv9I7wjCI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0392487349231\n", "results [[ 0.04084463 0.04427086 0.03995358 0.04368204]\n", " [ 0.04057709 0.04360078 0.04831834 0.03931802]\n", " [ 0.03924873 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 30 10\n" ] }, { "data": { "image/png": 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is754H7KVLBRdsSh06ny392631IVvHPkGHp983DF/Pd13Uk5iODHsSejcQ68+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E5muIAq2gBiWPlKHQkzgrhBA54H9lpo6Iv5CgaTJnoVdgSQV2NGwhhOmTLT5aPf2y21fPeZee/B\nrjVg1xuw9DDef912/POvPkuCAOd1q6XURdudRJlSFT2WoYAiBchUOaxYrSNmRJCKRpCv1NBoOMiV\nq0iYbVoMKybZvwIuP95NKXX8bj2f9wP6ZBpzuQqmlktyIrPkEtXD8l79iy2TAGbJkqEbxND5WD/a\nNYeRVBRnr3OzIYaSpoeh33lgSbLu5aItjx1UBKYuXCyd8ecX89Sa4TsPTePas2gBadUjh3vo8GJ7\nxmAC++fznngILxAcw8iVqyhXG1I6K1aDAX2pWEU6biAZjWA+X0Gl1kCPReNvLB3DAREsz0tAr6Jc\npYV9IGlisVDBYqHiYejhkIbemI4lRXJhYpFUAHfbSBK2mcayk5SAzs8nbRnCc/XiAl8HSzMqCTiy\nRAy9lSWjOt56+Ub84LFZT0O2mZUyPvb9x1uqBGtpJ6ShO47zXcdxtjqOs9lxnD9dq4sKsl/sW8RF\nG9J4wyXrMZeryMGZEpILABkYrdTqeO9XHkAqpuPjN1JHQJU5fvvBY/iXXxxEpmhjqWCj4RAQMQth\n/a5guwCbiEakq7dUsCXYDSTMQIYu+0uIgcbsHnAll5JdR6FSQ9wMI25GULTrkum0K47p1rLlGlKx\nCBImVc8xeLKWP9Ybw9RyCY7j4J9/fhCf+OEeAMBmoaP6y/9l8MmMoCemY6QnKhen6QwzdHeCqKxo\npWgLhk6fz5Vrnuo7gAKRMT2ERJQCWwW7hoJdR6IFK/JbJByCGQl5FsOfPE5xmyCGzu+Gjd3n+w4v\ne3Kcy9UGAboZzNCZ5bFs4AZFwzD1EMrVBsrVOm57Yh7PP3NIyjwABYnVSk+1L9FSoaoAegBDF9eh\nae5iwmN4qWDLv73y/DEPG/abqkEDxNArtYYn02qpUEE4pEmpLluuet51W4Zu6YgbbsEPS4+U6ULz\nOK8w9JIIig4lTeybz2MhZzdt/J2OG56gqCUB3Z1n20aSePA5n8XHaq+RElqmWIWmEW4ko5GmXi78\nTNlrUsdMwa63BXQA+NXLNyJhRvCF2w/Ivx1aLOBvf7K3KQHhZNhTolJ0uWBj90wOz97Uj0mRyfCQ\n0KlS0WbJ5Ue75rB7JoePvOJsTAoXUQWnL999GJ/44R7ZiwSg6DcPEA4YFipuE6e4EZFAuFywJdAP\npczA3iQ86bmsPK0wdFdDb6Bgk5ZrGWEJYMDaMHTWrRNRkjBUhs73OZUpYrFgo2jXZfWcX3JZzFfw\n5i/ehX1i8qlAyMyIB6u6cPIzyJQoKNorJjZAE6bhwMfQKeCaMEXQK09ZM34m3c7YtQeI1e6aziKk\n0aTnFDQ9rMnPqsZVxwt52yu51Oow9ZC8b7/3xcDG469g12BGQoiEQ1Jy2T9fQNGu49mbvdvNDSej\nHsnlF/sWcf56yqdfLtiy0C0I0BmI1/dZTYC+kK/I446nY5jos7CvRZogH4cXZ55PaoruUsFG2jLk\n2MmKBZmtVXHZUsFGn2V4njXPo439Fg4uFOE4jpyfuTJlzUT1MF563jocWSphJlv2ZDUBFKBW23Rw\nwNTP0NG3CUtIySB3pmgjFdURDmlIms2SS963OPvvqxOg91g6Lt6QlrIZQFle3Xx3LewpAeh3HiDW\ncummfkwKgOQNXpNRHb2igIMnFA/kZ23slwNJfXH5Mml5P949K/+mBqAm+pihu02qEmYEZoT03aWi\nLY83lDRRDIjy8yThxUF9meGQBj2sCcmlhrhBkkuxUpcg2Cq1bzXGefpJMwK71pC6IF/LWDqG6UxZ\nlnq//0Xb8bqLJ3DBZBqa5g7uOw8s4bY98/iJkC8sZXJKhh4guZSqLivKclBUMHQGoJVSVabUlWxi\nwjwpp1e8qYXdWNwMo1ip43O37sO1n7gN4ZCGyzYPUGVhzfWq6LORpu8CtJCr1YrZUhXRSFguXv68\nex4Ls0qVLV8zB0WZGKgLO0DZFvO5Cmr1Br5+7xQen83hFTvHEAlpWCrasvVsO8lly1ACy0UCwmWF\noc/m3CKmTQPxlhWlJR9DZ5arMvDFvI3+uCE15Fy55mXoLQA9U7Sl5MLG9RgbB+KyHYDMcS/VUK42\nEDPCuP6cUekt9/kAXa0J8TL0iPz8oAjcq/fIxAKg+FsToEvJhRm6V6brBpQ3DMRxcKHgZuQVvZ7x\nybSnBKD/Yt8iYnoY5473YiwdQzik4eBiETGdAo2hkIaBhFtctCzcqp6YDj0cQkwPezR0fon/qbRx\nXS66O+GoDF0NcAEknagMfTAZheM0v3gGZh6Q/okcjdBEL4q2ApYZFuejgVdvOC0zB7q1bJkAna+d\n9XKXocc8LYGv3j6EP7/hXET1MOJGRMpKnBP+uKjsUxk6MyNOM1QniLvxMPWPoSwXL1g7jrvxQcmu\nwTLCUmKZyXqrObuxuEHeyN/8zxPYMZbCt37rcpwz3oOiXZMMnRmoX3IhRh1CvlLzvM+lgo2oHoIR\nDiES0poykKTkkmXJpSafeVRILqzV+u9lKBVFw6G0vT/61iO4dFMf3njppJAUiKHH9DDlcPvlAfF+\nzhiigpZjKyWpdS8VbMyLniX9cUPKG2o++s/2LuCmz98hF2F+l6mYlwTtncvhF/sXsb7fcsG+VJUB\nUcAruUyvlOQGIixTqIsnN6kbFR7RbNYF9EyJajFiOrVkePtzNwFoBvS+uCEJWFEB9JgeRjikYdtw\nEpqmeTLKAJrnHM9KRnWUqnWZ0VKrN+ScY4ZeqtY93kE3gL5pII5StS5jIyyb9fow4GTYUwLQb7hw\nHB95xQ4YkRD0cEiCJA88gCYpM9BM0UZPjNwqgPRvFWhYFpheKcsVnCaPYOiq5GLXYIRDMkOlzzKw\nXHTTFjmA6pdImKG7kot3IEQNl7nFTdK5Vc1ePUY3tlKs4sbP/dyTB75Sog6PDCIcOOP0O5YYWLfl\nhQwg4OFFkPPoOZWNJz4AxAx6LkFBUWZtXCXaaxlSQ1f1Wa4vKIlgGLPAmRV6n6uRXCwjjCdmcyhV\n63jVBeM4Z7wHlh5Gte5I0GjF0Om+danjsi0XbET1MDRNg2WEm94LgzVr4Sqgc1BUBkp98QCuFn3v\nVx+AqYfwN687H+GQhj7LwKHFIuoNRwZR987l8b1HpiXz4zG3dZgksqPLJTmGl4o2plfKGEiYiIRD\n2DQYR7nakL16AIjdoRbx+GwOmuZmX6mgvVKs4i1fvBtmJIwPvuQspMT/+RcYfl75Sg1Xf+xWfO2e\nKflcuP6AjYGNmfpKqdrEjHle3njRBN79/C14vpKmChCgLxds2YcmJsakpmnY0G/hYrE9oYxXccaV\niOXQfdJ33BRZ972qkgslEdCzSXXJ0AGXCGVKVehhrYlAnAx7SgD6ueO9uOHCcfk75xunlADIYNKt\nFmW9jy0ZjXg2bFDZ+s4J0itJQ7cREtWMgBsUjStZFmnRz0VKLqI4xB8UciUXAk3/6szMjTs5WkYE\nDcetrANWl4v+6PQK7j64LBrw70OlRsG8VDQiB+7RTAlRPSQHOQP43QeXMJQ0paQAEPDwJOOByX1g\n1OfBE4m1/5yyrRc/A/acehWGfkwJEK2UqqjUGmg4pMmzhj6zchwM3YzIBYSBjiUiZq+DAtCDjpsU\n9622vF0uVuUzs4xIy6Co2qmSM3NYQ+fPJJsA3c1F/90XbJMAn47rciHlFM33f+MhvONf75N/59jN\nthFi6IeXirIAyHFoD1AmHFwwpMouvKg+diwLSyxY6jXmyjXceWARRzMlfPw152Giz0JUJy8l5wuK\nytbHCwWUqnVMLRclcWoCdAGKzNQ5rRRwx0rUcJ/fe6/dGsjQaw0H2XKNPDvdHZP//TtX4Heupr13\neUyrDJ3JlV9aUje1UYOiph6WzLwryUXE+Xi+UKqm4QmGnyx7SgC63/iBqavloCK5ZJSXBgBJ02Xo\n1XqDNDoxAM5el4IRCWG5YGM+b6PXcnXCQqXelAfdJ7S7QqWGSEiTEftmhk7/PyImqF8/Y8mF2RyD\n5IKSerkahs559luGEvj8Tw9IdzgV0yVAHl0ueQYkLzZFuy4XSba4eGaO40gQYEnfUoOiejPr4IXA\nH1DqtXT5eQ9DL1XlZ2O6K7kcl4aueA8sRTAzYklNSi6BDD2CfLnqYeilal2yV8sMN2U15ZSgqOM4\nnjFj6mFUxObWAJA0veOAAXzrcAKvv9it0+uLG5IlniMAnT2k+Zy3+G3TQAJGJITDS0UsF2055nbP\n5OTxucL2gJK6yM/3wGJBLswApVtqGt0X521z5pOmaZQdUq56vTFxLbxhh1oqn4pF5DvVw5ocPzx3\nMiW7KVMoaFypJlOIRU2IpZCMqJBrACAqmHVZxnNsSa54nt+5fwkHFgqSqSejEYWhNxDTQ6sC9HW9\nMRiRkCRCKyX7lOjnwFMU0DlzRX24A0kDC3kqyV8u+hm6LicdD5xLN5FLtmkwIWQUG0eWipjos+Rk\nLNq1ptJz1jYLlRoSUReI/eBbqFBu7FnrUvitKzfjqm3ezSyiQhet1h3J0AF4etKsJtOFAfLKbYNY\nLNhYKdnyGSUUhq4+s6gelgUbfkBPimyRpYKNlVLVA+Kq5GIFuJFZsQlzte6obajRE6Me5pYR9mwv\nlinZgeXb6iYU3RpP7JFUVN4rszS1r0ira4+bYRQq5N2ElGtnhk7B62CGbtcbkm2qkgtAu++EQ5pc\nGNgGEybe/OxJ/OWrz5MgBHhjLhsH4x53nd9toVKTx1zfZ2HPbA5Fu44twjOp1BrSAxhKmtDDtEs9\nG48Zx/E+i1BIQ8KkKsog/Ze3efNmNLG8xiDmAn4q6npmKlPtCZBc+GcnQOc2HIsFW6Y5BpkayK7V\nG8iWaxJcm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XiaCrK4wtCfV66aV0MXjbiy5UDwi7fJFFqNxaXW3H7Ixz0MPSSviX/6N7nI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\nQHccx6kIHuiO4zgVwQPdcRynIvwLzQNS2EpWCksAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0463832669995\n", "results [[ 0.04084463 0.04427086 0.03995358 0.04368204]\n", " [ 0.04057709 0.04360078 0.04831834 0.03931802]\n", " [ 0.03924873 0.04638327 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 30 15\n" ] }, { "data": { "image/png": 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KJQwlh/gzc1vciOfjiGajsMKAFiXXRhPgzu8+H8Vykfd9Upjd7m4ciR9RFYAS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\nhqxBV+ylYMpWEF+XIO0HADi7e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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0417536458361\n", "results [[ 0.04084463 0.04427086 0.03995358 0.04368204]\n", " [ 0.04057709 0.04360078 0.04831834 0.03931802]\n", " [ 0.03924873 0.04638327 0.04175365 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 30 20\n" ] }, { "data": { "image/png": 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FKwMA4zOAZtAca2F2GQCg7hkRKQBwJCBguBrYLphjxFUsA9hiPyNznEbYKFx/2TKZFYuz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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.15270475834\n", "results [[ 0.04084463 0.04427086 0.03995358 0.04368204]\n", " [ 0.04057709 0.04360078 0.04831834 0.03931802]\n", " [ 0.03924873 0.04638327 0.04175365 0.15270476]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 40 6\n" ] }, { "data": { "image/png": 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PcctFCSjY1L8Jzx5+lvc9GvD8Uhe9FLppmvyYAJvlcMuFbNSAMygK2B66OBCK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\nBEGfEIEeBEHQJ/wLDonN4dj37tkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0374320315456\n", "results [[ 0.04084463 0.04427086 0.03995358 0.04368204]\n", " [ 0.04057709 0.04360078 0.04831834 0.03931802]\n", " [ 0.03924873 0.04638327 0.04175365 0.15270476]\n", " [ 0.03743203 0. 0. 0. ]]\n", "d1,d2 : 40 10\n" ] }, { "data": { "image/png": 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gc/vgkTyc2AOeAE7qOIl3QkujS03lJ24oLiKlpLj6EyecfW6faRtDipcXPXar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\n6vdXeOytUuyKxx7U/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0464534836957\n", "results [[ 0.04084463 0.04427086 0.03995358 0.04368204]\n", " [ 0.04057709 0.04360078 0.04831834 0.03931802]\n", " [ 0.03924873 0.04638327 0.04175365 0.15270476]\n", " [ 0.03743203 0.04645348 0. 0. ]]\n", "d1,d2 : 40 15\n" ] }, { "data": { "image/png": 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A7J2Yb6mx0/WRHFNfzNqdH5PQUJCKWjJU78toQs4A8IwdADKRoxuZc7xh6gYA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\n+yO2/s27eMWRQ+oYl9yR8x1R9zHbvAAnx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0474265262434\n", "results [[ 0.04084463 0.04427086 0.03995358 0.04368204]\n", " [ 0.04057709 0.04360078 0.04831834 0.03931802]\n", " [ 0.03924873 0.04638327 0.04175365 0.15270476]\n", " [ 0.03743203 0.04645348 0.04742653 0. ]]\n", "d1,d2 : 40 20\n" ] }, { "data": { "image/png": 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vEfvCwMIpE7vP7oPH7kHQGQRwYrYVOKWI/eqFV+Orl3wVT9/0NO44/w58aNmH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\nPQEaNXZwFykteontVopp3EG8m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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0419419909651\n", "results [[ 0.04084463 0.04427086 0.03995358 0.04368204]\n", " [ 0.04057709 0.04360078 0.04831834 0.03931802]\n", " [ 0.03924873 0.04638327 0.04175365 0.15270476]\n", " [ 0.03743203 0.04645348 0.04742653 0.04194199]]\n" ] } ], "source": [ "print(\"autoencoder\")\n", "N_epochs = 25\n", "d1_all = [12,20,30,40]\n", "d2_all = [ 6,10,15,20]\n", "results = np.zeros(shape=(len(d1_all),len(d2_all)))\n", "for d1_i in range(len(d1_all)):\n", " for d2_i in range(len(d2_all)):\n", " d1 = d1_all[d1_i]\n", " d2 = d2_all[d2_i]\n", " autoencoder, encoder = utils.buildNetwork2_deep(X.shape[1], enc_dim1 = d1, enc_dim2 = d2, enc_dim3 = 3)\n", " print(\"d1,d2 : \",d1,d2)\n", " X_rec = utils.ae_fit_encode_plot_mse(X, autoencoder, encoder, N_epochs, verbose=0)\n", " results[d1_i,d2_i] = utils.mse(X, X_rec)\n", " print(\"AE mse = \", results[d1_i,d2_i])\n", " print(\"results\",results)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# results heatmap\n", "res2 = results.copy()\n", "res2[1,3]=None #results.mean()#0.04\n", "res2[2,3]=None # results.mean()#0.04\n", "myMean = results.mean()#0.04\n", "res2[1,3]=myMean\n", "res2[2,3]=myMean\n", "\n", "plt.pcolor(res2)\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## try again" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "autoencoder\n", "d1,d2 : 640 640\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/.local/share/virtualenvs/G2ML/lib/python3.5/site-packages/sklearn/model_selection/_split.py:1977: FutureWarning: From version 0.21, test_size will always complement train_size unless both are specified.\n", " FutureWarning)\n" ] }, { "data": { "image/png": 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HAQD/sf0/8DdP/w0AKXjaQGXesfsOXHvntUgW3fm3dJxVvatMKY+Hsofw/jvej9t33W77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dD2GthcXwcqjN1yVMaei7KwZWMB3yjJATvbdLDQYixSAfZhpiPNCyQZ/ds57eHQ0lBMtEkmo2Jo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\nHgtiZDHfC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6FuuOG+jFV8qRpD19CbTWJ6RmBschqHRydxcqKyaQrMtTKUr3eZbx+7PaRT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\ntcq/YASRpgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0347164025973\n", "results [[ 0.0347164 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 640 320\n" ] }, { "data": { "image/png": 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PvvSjuPGqRploUuRkJ/lnKnQeNEDM1+e5FWOjUTbDf02ARlXIE9UTABqqGWgM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\npZgvvuvFjJUL9rPSUkxkY+Pjw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8e1FxWR8BjwLTNHwAbgfwLfA/4WGOvDnBWBM8Cw81hf\n5gt1cTkFVFF65tvazREqUuG39Zr7JnC0x+M6jtJfzTr7Hf3a1+pjfAx4FLi3x+Nqe+yAj+j5+g7w\n8l6OSz/+n4F/3fDaXs5XO/vQszWWZZ5myJAhwzrDWpJiMmTIkCFDF8gMe4YMGTKsM2SGPUOGDBnW\nGTLDniFDhgzrDJlhz5AhQ4Z1hsywZ8iQIcM6Q2bYM2TIkGGdITPsGTJkyLDO8P8BZePwoPRkpv0A\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0333933559214\n", "results [[ 0.0347164 0.03339336 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 640 160\n" ] }, { "data": { "image/png": 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AJgO+vldmVmQqbYXD8DuTtgYIib+CFl/Gv7rsX5W2BQDNvAVCs45KW1n6+7xj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689G1PBDozI8Lsa/o3lZ/kf2ZvJ/ESo9jP8JHdMLrzo1QJ0ySpdi4HaOc32/bw6AYMjcPXLGNi5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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0308830734873\n", "results [[ 0.0347164 0.03339336 0.03088307 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 640 80\n" ] }, { "data": { "image/png": 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DH9FHULfqXQGO5Byg+67cJxafwCu/8kocLB/sq52y0bNgYKJ9dbOOol5EJp0RVZcAH4QG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\n8E1diJJ0+D01+AZZZnxQVhioJDVH1MOnu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R/t4zhuhNiK/QjAM/LfuwH8CYDn5PEnAKzv\n8bi2QSgkngXwAt0jANMAvgvgVQDfATDVp/tWBHAKwLh2rOf3DGLBOQKgBsGV/pu4ewShmviinHPP\nATjQ43G9BsHt0jz7kvzs++QzfgbADwG8p8fjin1uAB6V9+tlAHf3+lnK438I4GORz/bynsXZiJ7M\nsyzTNkOGDBmGBBcCpZMhQ4YMGVIgM/gZMmTIMCTIDH6GDBkyDAkyg58hQ4YMQ4LM4GfIkCHDkCAz\n+BkyZMgwJMgMfoYMGTIMCTKDnyFDhgxDgv8PAFrShUnkbFoAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0330489803185\n", "results [[ 0.0347164 0.03339336 0.03088307 0.03304898]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 320 640\n" ] }, { "data": { "image/png": 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pdgwpb8rSkTFj81HldGsaC84CKlZF3Btqe2lWDJ33Uq2YaquaOrpouA0suAsY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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0322523915119\n", "results [[ 0.0347164 0.03339336 0.03088307 0.03304898]\n", " [ 0.03225239 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 320 320\n" ] }, { "data": { "image/png": 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khv1KAWylU1TPFN2IxCJaiOn+ZeLQWX+nKDF0y7CygF6QKUoaun7szTAKWQSS890Pfdim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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0377138164285\n", "results [[ 0.0347164 0.03339336 0.03088307 0.03304898]\n", " [ 0.03225239 0.03771382 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 320 160\n" ] }, { "data": { "image/png": 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gbQvhbPZ7SDFOLfteZex5gtI2mChvetMPA//P59NMO6A/Y09iqS/TJJTA7nTX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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0326290089874\n", "results [[ 0.0347164 0.03339336 0.03088307 0.03304898]\n", " [ 0.03225239 0.03771382 0.03262901 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 320 80\n" ] }, { "data": { "image/png": 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2wGy5Cp/8+wuGLxCFtkgskKUDOIPY7tIKQHBwWk4HBmqED8CRlklIxpKewCT1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\n3KeH2E0KdDwRMPUOSJkVUfg6EFEsld+kpcPAlrS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eO1rAo0cWxSDaTuyzrZyK3qQwEAOu\nbOnY9hj1u3rEqFW8fXLcrqnYZO35icUqksx5jKPlmMc20+Tr5afw3WLIvt69mlVCpJK0OUUrAd99\ntbX9ZTshPPyQ8JsH5bunXBsMJ7pqq/+A5ZdL5iZKOqDaG1fXnV6X54BUby1tTyh8L/kaqnXTF3ka\nZkBgr1rKI8I4htkCFkqu8+bHgVs/bdVqoc+T0mqLh28/FELhD1HDa58hS0fJ1Ahfk76LTKbyMWU4\nLJ16Ct/lifspfB/Cr+omekzL0zdLC3ag0RW0FR4+Lbyqr/Dv2TeLBS2C6fk6U/KALJ18RQPnQKHq\n+q5EQlJphbmqaQmNNnv4qm7iuRnrGlWbVfh+9fB1e/AUhG8dc+fRebzlG/ejrNJ1Na375n52xp+s\nHbMJ22pysYI4q10LnSkYKwLc9dl8sQKN2/dXvv6mFCdxfDfn76X4gPVDZRGYPVArW9IuhAp/Cain\n8OX81jZYOkWNN6fwK4vWgEMer1D4XiKbW7TaWGJpMF0F98lTjtjK50WZAubdhC+vcNTcCn85hF92\ntjk7YgVuh862UlN1n6BtZkB83pQIn5t6YNrl/8/em0Zrdp3lgc8+8/nmO98aVKpSVWm0BmMZgWcL\nY5PEYBawiB2gG4wxnYYwr9WGxiF0IOnVITRDnHTcDQ0JGBpjOmDsYDDYMZ6tyZIlWSqpVHPd+d5v\nPPPZ/eN99z7nfMOt0lBiNfJeS6uuvvvdM+yzz7Of/bzP++6PPHwZv/+Fs5X+TNKEAmtP/uXk9aXj\nDD8s1bsZC+TytUgpCfAzJgfRXgFS5aDseKatMDkxS0ydsJ5YHyGCjTTeR8JQ9z22CugFdLzRBOBP\navh7oUQGA0JexbO8cB/wufft/53BBvCpX8HZrb7OPI6eLcOvAD5Pntq1RPf60Pk9PHBuDxf3qqvG\n3mhsBbBeqpoeX5nlb/QjOCLVcpw0PUTSmphUoyRGoDY6TMcICDC54h57V4Y2Y0r3PAD5wgOzGqdf\nY/jPotk+cOQbC+apmnLqqPYcAD9Oc3J0AICsAr7cb3kd9YkRqxdAMfwpks5Ol4KwVq0DCwk2+2Ms\nX0q4kgbGUac7KemU/ejpNA1/Ckh86F3AZ39z+rVPlEZg5ue1gfecBW58C5UjqDB8HrD1Rf33eal/\ngjieCphSSvzyRx7Db336mcr3kyQmK+2fvIs+OP1J4E9+mKWhMQBNw+JZjwdy+VoS3gCjlRHDN6Ie\n9ZftFZOFLNfDL2n4AGn1U4K2T24FiKQNuZ+EMaO0gorFDONxWWHM/QJgN5RIYMK4isk7ffAPIP/6\nl/b/0uN/BvzNv8Ta0w/rj8LkCoC//XSl/+X4daqgLaAn2hHfm17F8DPrlwFfSmL4Kr+F/3YQpXjb\nv/s0Pn+6+t5KKbHZj2DJlFbRAHLLQwwLIk8qcmESJxhCxRWmAP4VGH7PaAEQtLkLcFWT0bNqOtP2\nBawIsE/7+wH4N7weeOdfFJuXq6ZAwPIAiOck6XzkkUt42/s+g40+OQv6kUTKkk6230seKYbPGv40\n3ZObYvjN9hxspHh6c2xQpaEOfF5n7U5h+ArwSwzfUgzfmC4DnPlMxaNeaRMuHfr7p7cDQAg8tTlE\nBGsGw18qGH7p98MwrlxHklI/PHBuD5e6IUZRhjQt7itNUzq/Ou7pTwIP/2HVHlcK0HblWMarzmBk\nuYLZazOhMWAn/SLxqhK0LQA/y1LshCrTdWzi5O+d2hghgrM/4M8o4KUBf4Lhl/6f738nlMikCQE5\nPf5Ral89twaZBvtntAZEYrYvP6M/2jdo270A/Lu7gVN/qSfmyrWkEb1nSkrkMaQBP0wrn4uypNe9\nQBnxB19e+c5nn9rCly90i0Q5delJhjSXMGVSrOptD7FUNY94QpISaRpjJBXDn6bhz1hdcevlPsXh\ndrifni3gpxHwoR+anneQJYWE+DVJ5wVoCvCbBygpqxS0/bMvX0IvvLJWuD2IISWw2Y+QZSlGKbDa\n8hFJS9fjntrCXpXhqzaF4ff6BPhz84twkE76oUuD7IDYmXTplAOV6md7UsP/yMOX8eQ6S1zTnBKq\nTbh0aFD+8QOUpPK7nz2D3UhQklie0WpGXWOtYPjlFVAQVHXbiH32f/4wHXMYpcjiCJmkWkhpwlpu\nnhJgKkAtl8oo3feFwJnsi9K9qCzbekKSjpf2IVXilTFdw+8OA3z+mT3sDONJtxMHbU9tjRDDgty3\nrpIC/Ktj+LISDKXr3wpyJCp2dIXkq3A0gAG5fxIf5ykEm2cxVyOg3JfhD9bpnvuXkaVlaU7dW1Ak\nXgF6DKhjDqLqqswsSVMp6+IX7OvpAx5Lf3uK3tfxvJNekEIgp2Nw3E7YPmIltfJ9b/RpfGqGP638\n9vg7MMbwuxkHovfOVq7tqtvOaeCRPwLOfnbyd2Xy8jVJ5wVo2lVygICIJZ0LuyP82B88iA/ed2Hi\nT771Nz+ND91ffK4YSjdIECUJchh4+ZEOElhIZjhqABQMXwVtuZ3f6uF9n3gK3/dbX8B/e5J0/f6A\nBlGtOQcHKU6PM/zS7L8it6cAfgnc0nGGXwD+e/7kYfzOZ88AALJ4hN6wpDvnOXDq48QKlTVOu3To\n7/uxLPpCWgjDAPjSbwG/fhcQdiFNF5upWwL8EsOPqpKOzDPkucRHH6FyxcM4RZbGiEDAnaQpzm2r\nySks7isoAT4HbWUSYDfn+50I2tLfKcCvxQQiHTGg5b/ll2rpVF06aZoihYlzO6NJtxMDRpgJRLAh\n9nHp5Awi6ZiXWxGOcQ3//FYpz4IBZnuUI8OUIm7TzqcmuWCI7ijB/Wd3J7+kJs7uBdx2kIiR6qOp\nTe/vOqxKmepatEtnnOHT73v7MPwnLtIk/OEnq9U2P/3kGn7S+mOEm2cql9IPE9gqt4Oz6w2nBPjc\n349d7sFChpGWdK7Gh1/t292MZSo9np4l4Kt3adokXV4Vfo3hvwBNM/xVWvoNCfAvd6mjz21XH16Y\nZHjkYhePXCxeuKEasEGCNE2RwcDLDrWRwNL1uCdaltCg9doF4+HWG47wbz72BD791BY+/GVit8Fo\ngBwCwm3CFQnWu1VgSIMi8LyQb01KOmUZY6oPP0WeSwyilMAlz2FmEc5uloDl3GeB3/9O4OL9k+WR\n+eUMUoEky9ELE8SwEQQj0jZHW8DawwgNHx/88jZkMqKJo8SowigZA/wUj6/1sN6LcPNqE7kE4jhG\nBGKbWZZiu8svQRoVzL3C8On4MgnQm5B0quChyir4XEp3SfBxygy/LOnIDHmWIIWJ8zujKZJOCgkK\n5kbShtgni1ZNrHl8dZLO/WdK0iPfx2aQaynxSi4WocB2NMDvfu4M3v7+z+n7140Zfi1cw9HFGixD\n7M/wS7s/iTzRK7FKUplVYvg8dsYlnZyD2+Xs660uHdtvFRbIs9tD+LtP4MetP8HNu5+oXEovTOCo\nsgrM8E2nhkyokif0LL56uQ9T5NOzoZXsM0PDvyDJnbOTutV3+NkyfJ11Pg3w+XfC+BrDfy7t9z5/\nVoMogMJG2DwA1Be0pLPGgH9+dzrjKks9QYnh51mGDALXL9T2B3z1crjNCUnn6JyD+37+TXjV8QWc\n2hggyyWCYITMcACL2G00tnIIh3S8wJ5DO9lEkGTVl7PC8PnniksnwyjJKCE5zvR34vJ51IAbzGBM\nHwAAIABJREFUrE8J2tK5Mhjohyl6QYIYzPCVC+rigwjgYZg7xN6ypCJhBFE0wZDVxHVyhTJ44yhE\nyAw/TVMtHcThsLimqQw/LAB/pqSTQSCHGzHgg49jzbJlppBZihwGzu9OAXyZIRcGhAASYUPsI+mo\n2ISRX52k81AF8On6t0clwN/HmplkOcyM5ZThADvDGEkmKQZVbgz4C9kmlpsePNvcV8PPgy4fswcj\nTwrnSxnwbQ+/d/965bqDsaBtHBFgmqXs690ejb32fFG35m9PbeFlBunmItyj2kfcemFaZNkywxeW\nB0utLgbrwMd/EU9c2oErcpgu72hWGo87fbq+C9tjwVKeCD6f34rzchm7iVV9h5814I853cqNx2jX\naEN+rVrms2+/9vFTeP+nThcfVBj+og7arveY4e9MaoMA0A+LhzOqAD4BwKEOLR+zWYCv6riUbZnc\nXCPHYsPFyeUmnt4Y4OnNAcw8hjRd7VKIo+rLGQzpeP3mMTTiTQjk1TT4ioavGL7S8E1AZpphBUkB\n+GkaI2dLXqJ2DxrulNhxNfEqh4FekKAfpohhI4nCYqKI++hLTwM2xQiKF2wUFpJOIk3IPNPMdrlJ\n4BEnEUIOvKVpqqWQMBgW91Vi+EoyEmmIHojF6WeiN5YoPObz6MOQGXLLKzzcVsmlk+cULAZNUEJm\nSKWB8zvBpIbPWddH5mvIDBfGPgw/TagfLFl1kCjAV7IHQKvMxy+WJJh4CAmBnSArAf5shr/eC+GD\nriUIBhpo13tj18cT5wGxg+WmC8829k282tiid+fpi2swkRXPOU9pNZeGCKWNf/sJTiJLxhg+X0cU\n0PMoa/h7fQJRq8aOm3iIB8/t4ZUuHauFIS7vFe9ELyhLOipo68N2eRJ6/M+BT/8q0suPwTVyyCl7\nFmz16DrCaPoOWX+MN+Edtf+IfpQVKwSAJrKxoPmv/tWT+K1PP4OpTUlA+zD8S0kDMhq8sPtvz2h/\nbwB/ox9iaxDhifW+ZgPP9OkF+dK2QwMj2AHyXAP++Z1RxfOumH2/xPDVy9gNEsg8g2laaHo2YmlV\nbISVpixWXqtIveemBvrx5QbiKMD9D9wHFzGE7emdl8ZjAzFLOmHrOAyZYhG9qo5ftmXO8OGroNko\nzpCGBNKGzLDGffHkRWK+Xz19tiiNkAR4amOAjF+CVDH8kBh+EocV7bGbOgXzS4IK6w1LtswYFiBz\nxMMeftP+DVzv0jHSONJAkmUJcmbGwagE+AxUkbSQxuScMvIYQ+khlwKhmiwZcLJ4SNeb5VgSNHHm\n8yeKvrOrG6AoADiz0YMJ0s0v7E7R8GWOTBq4YbGOzHBg5LMBvxLkLPWJmrSTTGrJ5UtndqoyQzIC\nTBu5xFVp+GvdED64LHUw0BP9Rm86wz8otrHcdOBa5r6STjSgfu/vEvBXAJ/H31ZklJ5/leGrdyoO\nJhl+d8DjkQE/CgbYG8W4XRCIdsSwErjthSl58AFty4TlwXV5zPcpLtQfDWCJDIZLgF3Ohla20Hyi\nFANdZ6Pmo+nZRP7GjRdjhdT+6yOX8bFHZ+xXrBn+bA1/S7Zh5MnU0hsvdPt7A/iPXSKQjdNcBz0/\nN1zBQ/lx/MpjHWT+ArkMwj2sMduJ0rzieVcvYJnhR1GEW8UZDfiWZaHpWUhgVRKLKk3to6uCxhy4\nzSEgmCWeXG7gu8xP4bu+8F04YOzBcmu67HIylsQTj/je5gioVsUO9iqAX5V0JAR6CWusDPgqaDaM\nUoQh9Y+NDGe26OfBiAbx2qXzWtYIgxF+9AMPYBDQfWYw0AsT9IKUJrwkrGiP3cxBIAsvtZEnSCUN\nsSAqartHsIE8g73zOL7V/DxuimnP3TSJdY5DlmbF98PhhEtnAJ9KN/C9h3AQw9IMUgV5N3b28FP/\nz0OIklzr9ubSTUXflSWdUuLVA2c2YSJDs+YWGn4ZiPMMKQx0ag5yw4GVX1nSqTwrVGsiqdXOY5d6\nsEoZpDIeQgrqk2adVm15OpvhX+qG8Lk+fBSMdAxqfQrgSxjwRYwDTgjXNvYN2sYjmiDiAQVYA1mS\ndLiv14fQMZiEx9goqa6a44iej4VcE7P+kD+rM+CPBuiPQtyQMeBjgAsl+bVf1vDtms7wdTxe1TLg\nB6MAJnLYjotIWpU6VYOAAX+8L/kZt2o+mp5FE5VaIfAK/Jf/y5eQliSmfphOZr+rpjX8KZM0Twbb\nYJx4EQK31xzwhRDfIoR4QgjxlBDiPdfqPI9eKrQ4tYXdfZsmvjP9JXxhr4kvrDMADrew3gth8P+W\nZR0FimXAv7P7CXzY+Z+R9rcASYBfdxnwr4bhA3rAjIymnulPLDcwjx5spLjLfAbC8nSgdVwqSpiR\nywUC/BUx5sUvOVOSKEAobfzeF7iiJ0sRZUlHgaKFDGc4rX4U0OCLd2kZLU0CsYt7AfoM+DkMbA9j\nBEmGGDa5NUra4wheheEbWZHlGEWRlkRi2BAy07bWeZsnlDSh2Ig0aFXB4BsGJfcRM/yh9Mjnn1QB\nP4yqcpSRjHBpL0SUZlq3F0s3Fn1nj9XS4cnuzGYfFnIst+u4uBdATgnaZjDQ8ixI04W5j8ySVeyp\npfFWBnwG5vO7I7QcUfxtNETOE9J8g8fRmORXbmvdQDP8JBrpsbxeTuaTEgi76NWpkuuK3IJnmYj2\nYfhZQGO6CQLyXEmGeWGZvTQEJAyE0sbWHk0Q45JOogE/RZhkSLNcjz27QfJMEvTRHp6GgxgSAh0x\nqDL8IEXNYMA1bWDxJDB/DJ7HTLxHgO+IFIbM4DoOItgFGQAwZMCfVS2z1fDR8ixm+NTvaZtso3/5\n0OnKBNQLk9kFDZVLZ1qMh8f0liTpeWvneZZ+uYp2TQFfCGECeB+AfwDgVgDvEELcei3O9djlHg62\nPTiWgccY8L9ysYvXnVzE1x3p4LcfVBUzCfBvOUBgfH538gUsB23ryRZMIREHPYg8g2XZqNkmMdFZ\ngboxhq80xMRu6QG2UHfQtullmJN7BPbMINIxN0cWEOCbCzfQ34oe9kZTikIlIyThCCEcXFQDkqUI\n9cKN4gzhiPrCQoaz7FQKQjrGQk7STuJ04IoE/TDBDuudGQx9XGk6EFlE2iMD0gAlDT8JYMhE2yzD\npCTpSAuQmQ4at00OvqYxUpjIhYEkTXQZgTgcFhZPzfBr5Izhl4YAn+MKpT5xZIRhnCJOcywrZ87i\nyaLvxoK2yj1iIYclcrTqPpJM0kqlpOHLnPT9pmcjN11YcjbDL7PIzd2CmHSDBBYzDwWM53cCrDat\n4jzREDkz/PkmSRP94WzAv9wtNPw4HJY0/OJvLm0SeVnzjgMA2sk6afj7BG0lj+kWA77lMggmie7r\n8/0chzo+QjjY5ezxYMylkzHgm0IiiBNc7oZ6q8Jao4VUGkiiIQ6HVPRQHLgDC+ZoAmA7Hkuxlgu8\n+78Br/0Z+H5V0nGQwJAZHAb8uFR6fKhIzDjz5v9vN2pouBb1H6/QHx7SCqSOUPdrmuUYxdlk9rtq\n+0g6kieDxvwBAMD9p85PfOeFbtea4X89gKeklKellDGAPwTwtmtxoscv9XD74TZuWmnisUs9jOIU\nT20McPuhNv7997wCzXmq8PjV089grRvi7uvp4Z3brg4kgBi+0vatlAExCCFkBtu2YRgCmbBnl1bQ\nDJ9m7lgQy5V+R4OeEAIrtYLJwfI04I8z/DzqI5cCziIxjAV0Z2r4aUSAr19wpeGHKQ6LTRhxHzEz\nHRspzjDgqzr8BwUt2XuCnA0uEu2H13o2AN/34SBFHvaB1ZcBYIYvCw3XzGNEfO9hlCDl/orgQMgc\nSUz/7+c8iWQxEmkih4koimGxzhuHIQYDuoZkSAHNATzSPZldmjal1idRgHf97n3ocjKbjwjDKEOU\nkoaf2/ViNzBgjOHnencuExks5Gj4xGRjWdXwUw7gt3wLsFzY+wF+iUVu7VUBf6VFx1cAcn53hNVG\nae/gZISMAX+hTYA/DEL82ZcvkSQiJXD/72ppbX13oLf+y6JRScPnSVVKvPv9fw0AOGsepXvtX2KX\nzmyGL1humDfo+bs+jY9hGGnAP9fN8eoTC4iEq5MJxxl+GpWK2UUJLuwG2nFTq9Uwgos0GOJo8jQi\nowYcuhttDAnwLz8MxEP0wxRt5hUUIzMAIVDzWXphUuAghSFTeC6Rgbh07mGoHGhVIFZjtF2vs4af\naA3/yyNyBNUQTtxXmOQIkwyDKK0mdO5jyww4nrF6kCoEDHsv4P7bM9q1BvxDAMrT1gX+7AVtwyjF\nM9tD3HqgjVsONPHY5R4ev9xDLoGXHWpjte3hX//jewAA95+6hCjNcd18Dastb4zhMwvJJblZADgp\nR/PDCELmcGzSKKVhQ8zSbccYfsiyhlmfrzz4xXIsqAT4Rp5UfNN5NMQILpr1FqTbwpLRq0o6qbIn\njpAmVNtFuzIEAVU/SvEB+5fwzuxDWl+1RalSIssrqwYB6qWIgMhFggs7CvANXQSrUavDEQnZ1A69\ngu7PbSA1i8QbU6Z6sovjRAfKYlgk6bB7xcm5wFmWIoEFKQwEJcBPokLD73HQMBA1YobM8OfaLcTS\nRhJH+PzpbZ0I5YkEYRyTpCP2kNeWqjWWxhk+n9MSGWn4Pq9QsmrxtCRJkIIYPiyXQGtGyYMsLf5u\nm8toSCnRC1Mc6tAgGEWUiHZhN8ByvWD4SEbanbPEgP+5U2v4sT94EJ98YpMyOT/8Y8CTfwEAmlkD\nDPhjDP/8TqAnzafyA7RS7V4gwN/HpWMkdN0twQFWh667Owzw3g/dBwDYjARuWm0Blo+RshLroG3V\nhw8AYRzhwu4ILgN+o1ZDABdJOMCK3MbAOwDUFlCXA5xbW0f+/nuRf/4/ohck6NhK0nH08Wp+Nbiq\nVjqe4yCSdqX0eKAAfwyIhyMeT80aGizpSE5ifCanfSBqItIxF4UZAE3gP/1HD+EH/u8vFQdUgD8l\n0D4cEE54HSKj33FbZ+I7L3T7Ow/aCiHeLYS4Twhx3+bm5nM6xlfX+pASuO1gC7ceaGFnGOPDX6Zl\n3e2H6eX2OKDzOLtRVtsejszXxjT84uGrAermBI7d4QgGMtg2vYy5YUPwYDm/M8K9v/JJnFJlC6Iu\n1xVx8JGHL2MtoG72mgsVRnGwMcbw2YfvIK1Y9RAPMIKHumtC1Bexag0qDF8xhTwJkMcBQjjafVPW\n8DtigCWxi9GIXlrPzHFme0iVJFkKsXl5vRbTIHcR48I2B5NEIek0G3V4iMnz3VjFr9V/Ag8ufhsM\nlVkcD2HJRAN+FMdaNyUNP9fSlZ3R9Rt5gpQBX+aZtt6lcQCTXTAqaOg1OjCRIxjSS1OvN5AZNkYB\ngZwjI0hQ/+ZxgCDOUEdIcZUS4J/ey3Q1TJmnMJjh33tyAQZyNGsehJgO+DkMND2rsMDOsGaWGf5u\nl653GGfIcokDHY//P8XmIEKc5liqFwzfTEZIYcG1DMzVWVo4T32w1iu5snjS3ysDfjwZtP3KpS7a\nLMucC1zsWYtA7xJcy9i3PLLNK12TJS/1nM9u9vD4OSoMGMLBTStNGE4NSTjCMEoRq8Asv1tZCfCj\nKCKGz46bZq2GQLqIggHmRQ+JNw/4czAg8TLrEgyZ4OwTD6AXJmi5LOmUAL9RL9knAdQN6hPfcxHB\nrpw7UGVRxoBYBXPnmnU0PQtpLpFadK/nJAM+oiIhM0wgkEMgx94owTNbQ9x/drcoj7IPwx8OOcOe\nJZ0XY9eraw34FwGUK5od5s90k1K+X0p5t5Ty7qWlped0kq1BhJZn4daDLbzm5CIc08DvfPYMFhsO\nVnnJrBwwKoC20vJw3XwN57anB9HUz25Gv0+TGAYkXMXwTZtS80F7gp7eGuJvvsoVMaM+4LZwuRvg\nRz7wAM7xc3QaC4VvGcD17dLSvaThOyKtJOOIZIgRPFimAdSXsGz0Ki4dJceYeQJEQ4SwsTWIyEnA\nGr5KR28gIJsjAM/IESY51nvRxE5bu6BkKFckuLxL32/Vfa2lthp1DRxwG/itwavgH7gJJmu7StZK\nDJZEkqQAfGFDICf9F4ARD+HbJiykyA0LUpgwkMOC0n0D2Az4VkyA1pmj5fX6BiX6+LU6csPGYDgC\nIOGJBAOD7qGGCHtBAg8xLc9LgP+XTzJAGiaiONFyyB0HaxCQsCwHtx5o4XI/QRjF6I4SJFmONE2Q\nSQMtZvg0SKZr67Kk4askIzVhn/S6cBFjFKfkBgKwUCvGhSETxNLAfN1BrUZ9eW6Dlv6b/ahUqpiu\nSzFrgEorSAl0ajZ6YYogpkzylqDzfGVHILJaQNi9IsN3s2rCkdLwT6/vwRPsppI2blxtQDg+fER6\nrLiWgUHEMmmpvEQYxbiwG2DOBSBMNGsuArjIwgEW0EPuL2jb5fvfzKvk3dPohyma1hTAr1UZ/rJL\n9+M6LhLY5CoD5Tqo3IiJcsgcQF5okaQDAL0j9+L0if8Oz0hi4nVQsT+AiOH/Yf8aftn6beyNYqrf\nA+BPH+IE0H00/IBjaZ2Fvz+A/yUAJ4UQx4QQDoC3A/izF/okb7ltFV/+hTfjQNvDieUmPvrjr8Fr\nTy7ibXcdghDKnkgPT8kEqy0Ptx9qYa0Xamtir+TO6YUU6Ksh0H9nIodj8wAzbdKQAQ30D55jDY4L\np6mM3pOHqWyzYJ+x1vHLvlur8OE7SCr1VYxkhEjwxFVfwgKqQdtykNeI9qh6owQ2B1HJh5/CArFc\nNdAcQezr9OYAWVKVp77tG0iXb5oZIgbmmutoqcv1fJiCXrrQ8NGPSJ6wPWZZ7KZJWOKJ4gLwDcuF\nITNk6v6jPuquBQsZpGEDwgAp+XR9eTyCzTY8FTRcnKfU961NAvxarcmB5Bguf3czo2vxRISdYQxX\nJDBUCV9OtvroV3cJiISpVznUqXxthoH3/ZOvQwYTj17cwZ3/y1/ilz/yuC6z0fQsmPaUeuulVg4M\n9thz3h0lMJDjh77yfXin+RcYRJmWFxf96muZSBOdmoO6R+dRshMBPgNJllSSroDC8358ifT2jX6I\nr1zsYsVheQx15K4C/P2Dtr6ses8tfs5nNmjCAoB7bz+CpYYLYfvwRIxLXCJkueUil+QQkyXAj5ME\nl7sB5hwJWC4820QAF3k8wrzoU+4MA76x8SgAoBNeQC9I0LQnAb/ZaFSucdGlfjdMC5nh6MD/Zj+C\nxWNLjAH+iMfoQquOpktjpFs/jo8f+QkMJE0oNVEEbfthgiNiHceNS9gcRFpq/dOHLlYnuCm2zGg0\nRCAdzC/wJiv/f7dlSilTAD8K4GMAHgfwR1LKR6/FuYQQGtxPLDfxn3/wHrz3rSVDEDN8n/fBXG65\nuPdmWqIpwO4FCRr8kPthQjKAoAGgAN916TjCdGBIsmPdd3YXQgAPnGPw4MJparZvNdsEMMrPW94B\nSe15a7la0rGR6qAQAJjpCJHB7KW+iDnZrWj45c037HgPEWerrnVDDfj9kNhrXQSIAqXh0zkePL9H\npWZLTdU1OdAo9qT13CKBzHELNtXNXN2nGvA5sSdlhh8liQ6UmbYHo8TwEQ/QcE04IoUUBcNXwTwj\nKmQKl5f/rQ4BwaV1Avx6owFpunBFglXu5l1JAOAjJsBXCW5CaJZ/aifFfWd3ieFXAL+QxI4u1nHL\noXnMeQZWWi6e3hww4JtoejYEB/XyWSWSS8v5wVCRiwSr2IGb9jAn+hhFKWX0ApgfA/xImpir2fA4\nk9TSgB9WNiNZ61YBP40U4NMzWeuGePRSD69coeP3ZA3SawNhd9/EqyTNUJcj5CW4cBTgb/VQN+j+\n/sc33Q4hBAynBg+xzo5dbtIY6IdppchcHEfoBgnqVl7koJgezGSAOTGA2VgCfNa11wk2WnkXCLto\nTtHw2/VqVvu8ze+ZYWHPWsSB0VeB/jo2+hFMHvtqld4LE0gpC7daq0ZyHV/3pb0Qgks01BBVisI5\nSNHCCE9vUH9/3ZEOzm6PqCaXKsUwheHH4RAhXDSafI8vQj2da67hSyk/KqW8UUp5XEr5y9f6fDMb\nD6jrOw7majZcy8SRhRqOL9XxiScY8MNEB9H6YYphnKKpGL7IYCCHx5IOLAdmnuBTT24iyyW+9Y6D\n2OhHVJiNGb5K6rIXjgDtw/oaik2tQ6B1ADhwJ7B4YyHpINUaIQDY6QixyYO5tohm3sXZ7b52EpWL\ncjlxV1sj13uK4ec6SNVEoIO2hkzh2ya++MyOBhHdmFmt+EJnRfoOHVcIwHY8/dWdhD5faXrw2L2h\nnBI5r1rSJNHXYDk+DOSFPz0aFAzftABhwoTUCUhKxik32yfAfuY8KYStZgPCpODprUvUzwrwawix\nN0rgi4QAH9CAX6818L3/1xeQ5KKwdAJF3RVeCbRqHm6Yd3H7oQ42+xHSjH34vgWTA5hROH0D7rzE\nIvsM+N0gwRGDxp0NkvDO74yw3HRhiyrTDjKBgx0fgsePiQyOZVQlnSzBpW4ITxQrtYxtfyeWqR8e\nOk+lno81mJ2iBtNva0lnVuLVbq8PR2QI3WJHOYefcxzHOKBwlqUty63BR4xLHOBfadHn/TCtyF5x\nHKEfpvDNTK9uU8PHUk6xPKu1VGTSrhc8cSW9hLpZ8uFzazWrDL9j83tmmPgvnf8edh4DH/tZbPZD\nPd4NJkPf8K/+Gh9++DJCHqOu45XIX4pLewHm27QZStOIMNCSTgIHKZpihFMbtHL+1jsPAuBkUM3w\nJw0eaTRCYjiAyXGgF6Gezt950PZFayzpvO54Bz/7D2/RH3/TLSv4wukdslMFKQ7PFYA/ijPUGfBt\nZviey04a04GFFJ/46gbmaja+/9VHAbCsE/UAt4nNfkRk8g0/Bbz7k0WJhfIOSCb7iF/9Y3rQ20i1\nRggAdj5CaiqGvwQDOcxwTwdmyxuNuNmgBPih1vADBrO6CHXyC/IUxxbreODsLhyMLTkV4NekZvg+\nM8yma8FQMgaAbQb85ZaLuu9S6QRm+Blfd5wkmj0ZtgsLeZG4FpcA33AgDROmyGHzeZ14ym5ALunz\njZzdI60ODNuBgxQn56mf9zgO4YsY28OYtGarBPimg4/8xOtx53UdDFNMZ/jKwcPB76Wmg+1hjDxl\nW6Znw+K+KAO+lBJ/9dg6wiSr1LfP4xDdgFaGRwTHH8wcwyjF+d0Rjb+x4mijzMDRhUKGspHhG29Y\nmNDwKemqGAsm38MNiwSEf8xlv1e9CKFRQwYTTn2OGb6BOM11baVy292lIHHiFzvKWTzJWcixomKl\nvNKxPAroK8BXDH8QpTCyMuBTnodvZEUOiuVjhfMlvPZyAfhxHwmPpaNijVYFQBE/AeC5BQkBgJap\nAN9CNn8C/9n+LuArH0J24QE9poXMsDWIMYozfPn8HsIoRAYDMAyt4Q+iBJe6AQ7O1QCnjrZZMPx+\nmMIWRAyf2iCGfsfhDl5pnsK57cG+ko6MR3oFjJ98FLj3vRPfeaHbSwfwmQlc17bx3XcXceQ33rSM\nOMvx6VNb6IUJfmD023iFeAK9MMEoTrWkYyOFISQ8hyUd24UlU3zyyU28/sYlvOxgG45l4MFzu7yf\nbRsb/QjzNQe269PANav1uqmkrEuUuXSNrkgwKi2v3TxAZvFbVSe9b0H08OS6cgJUpYTc9GCbgiYE\nlnQUc6kjhGTAF1mCG5bq6Eel6oOqcRXCJU/CUIDv0UvZ8m09OQHAekT3tdT00PRs8uKzhi8ZBJI0\n0XVqBL+kujRFNEDDteAgJRZrsKTDDN9OJhk+eHl9R4MzQBdWYdouHCQ4MU8gvSMJ8D1E2B2ytq8A\nwmsDlo+Vloe3v/I6ZDDQ7ZcCk1mV4dPEmWCh7mJnGCPLUuTCgGsZMF3F8Ivn8KUzu/ih/3Qf/uqx\ndSBPdE12VyS4sDtCL0hwRBDD942cg7YBrpuvTTg6Umni6GJdX8tCzcCtB1vYHERFQlqW4nI3xJxd\nPEfF9g90PBzq+Di1McDBtodFM0DutmCbAvX2ApAM4ZtqX9tJlt/vEuDnjZXiQ5YnTWRYUeoe963j\n1eCJSGv4S1wcbxCmMCoMP0Y/TOGKTI99aRZSoddeAbzCqjhYJvvv9WIdNZPfj5KkUwZ/AGgKFYex\ncGjOx5+O7gAAJLsXtAPMkKl2ED2zNUQUR7pmkZJ0emGKy3shDrRp96uWGWsNvxckcJGiIQKcZmfO\nkfAJfND+BfgX/rYonjZF0smToMhYri9OXP+1aC8dwBeC66FUl1Z3H52Daxn4zFNbiNMMr9n4AN5s\nPYB+mGAUk6sFgK7dYTBomzbJBzvDGG+8eRmOZeD2Q208eJ4ZPks6arDTH1e3YNPbwqmmXhiklaCt\nm4fI2BqGOjmZFtDHk2vs6R6zA0rLxXLTY4avAJ8ZPsJS4EziOCcDKGucbix5LHhSB7jqCvA9W8cb\nAODJXcCzqcxA07OwKduQO0/TraqNWPJMW970JhkKrOJS0Na0IYRJNVCgAH+M4QtDA84dzS6G1hyO\nLs/BdDw4SHGU3U9dFJrrzog0fL0xjNfW13HjSpMqgQ5KGqoO2pYZforFhoMsl7RjlzAhhKAJHagk\n9nz8cWLve0ECZClCDro7oGSj7WGM6xnwPTPH1oCCnMcW6xPOkRQmji7UNSi+8eQ8lhoukkwWJQLy\nhEDJp2c1NJrkSuLn9Tc/83o8+otvwWfecy/MqAe/tYBP/0/3os6xGuXcmabjD3q8D3DrQPEh952F\nDIs665X6wXTq8JHgktbwGfCjBFapyNwgCJHmEp5I9djPS9VlzcYSjTOHnqO5eBKX5DyOGWuoGQrw\nC0kHBoX6AUqUq5UA//BcDaOcM8JHIzS4fIUpU23BPrM1RBzFOrNZAf7WIML2MMahjgc4dTSNqOLS\ncURK45UdfZ0R1QDK9i6VGD698//1kcs6XmCoPQRexPbSAXyAAHdsprVNAzevNvG509saYJomDYIg\nGOkgoXJ+qP1PFZv8MetP8ObN3wEA3HKgiafWuhRtd4mBVQB/moZfntXNImhbtmX6CCBzTLZZAAAg\nAElEQVRViVYG/GO1EZ5g379II/RkMXCk6WG55eL05hAffPAyVYHkpBNDSNSzgjGfWChkJKnYVGkj\ni3knn5R0PKvC8B/ezLDc9CCEQNOz8IQ8DKE2feYJzUSOrS7HDvieXbbzIRqg7pAtUzF8E7nWWf2M\nE78M5ZBydb+5/fOoLxyCaQiszLUw5wG3LFI//7O33sP9FyNO8yrDP/HNwM1vpR+XG8hgVK2ppaCt\n/jdPsdDgzOE41pOBzVJCOXVfAf4gTCHyFKFQeQ0E+E9vDHDCpiQy18jx8IU9SEmTz1TALzH8t9y8\nWLDmYeHzvtwLseTRswqstgb8hmvBtUzUXYuMDWEXwutQli/Xe2qCAX+KNXPEgO90DhYfKnBHjgVX\nlZrmvrU9eCLC5a7S8Kl/emGq8ykAStoCyIas341yOXFezSqWX1u6HmflKq4X6/DNyaAtAAjLQSIc\ndNEYA3xfJ7B1BwGaCvBRMPxzOyPEcUR1k7jfAOAJJlaK4TdErGNs/SjRDrImRujUbNg9yjXNhluV\nxKuNXoh/+vsP4IP3XaCa/jKCGNsR71q3lxbgm/ZULe3Wg208tTHQLL5hcs33UcEslddYvXSW7cIS\nOf6J+xn4T30UAHBiqQFZKpy22QtnMHzl0omnAn7FlpnGpK+PAf7NzUjvT2vkka4HDwDS8rDa8vDQ\n+T2c3aWXPiuxzwVR3NcNc3T+uplDNFijtX0N1HNuIenUffpuy7cr1/3IZqZZXMuzcUoeLu6JX2AD\nuc6sVfq/AiTkCVp2DkdkEKYDwZKOChYrK2bqzhX9pCacsEv7HQBwXR9tO9dlDrwWAQZVj5TE8FWp\n26/7PuCtv0rfs00Iw6zGMcYZvkkVPhcZ8JMkgVCaulNl+M9sDXXF1mGUAjLVLquGScHZpzYGuA40\nKXgi05nRBPiccMaVQw3LJvDRdfuTAvBHBaBc3guwyOAb2R34LOnU3VLmLkABdZWLoILXklY3Kvnq\nj750Hn/wRSrAF/F+DO7cWEkKUDyhY2ecsSz07yzkuszzcquQdJw81JOfAnxXpPp5GmUA5N2slI5v\ndQ5j0zqIo2INnjFF0gEBvtVYRLvZgC+LSftwx9eVWLe6fSywE8pEjs0B9VOaS4g8JWswAMs0cNNK\nEx95mJI4D3Z8wGmgLsIi03aU6HHTFAG9B7xhuZ/2dL2c3nCELT7Phd0RLu1RvMVyv8bwr10z7anR\n8tsOEstRgF83M9rSMCiAseMwo2AAUIG61ewy7bADsoO2BNeFcZvYHEQ6YEXnn6Hh69/T4PWMXGv4\nqlKm4GUtaesCx/wRTq0PkOcSRhajKwvAF7avWZXkoKNeoQBYRMHwj87TOWtmzjt01bjkLP39glsE\nbSuSjqr7IwUGua3P1/QsPJkXgK8si6bI8bY7Vvg2i7INqs2bHFdgwLeQ6cQrleCVe6r2uVORlNBY\nLfovjYuYBgOGj6g41wyd1DStosY6UGTNVjT8FEtNdirJDILHguMRSGW8QvhrZvemITCIiOEnBp13\nyZd4enOA7e1NNHIaXy6Dl2NycFZtFMM5DK5T2q4SAPK0kEkY8LM0xuYgwrzD9YccYviOZcCxxl7z\nsFto4xrwqww//ov3wv34z9HPI4rHTJN0TGRkkSxLk1xSpMPPbamhJB1itZFB/dUdFvExXVaEa9cP\nRKN4X5Q1s30Io9ohLIoevHxIAXWjlLwIAKYDUVuA43gFu2YNP5H03TCK0PEMPneGzVJhOQtFPAEA\nfuMdL4dt0ncPdYjh1xBiyJJOUFrVNTGiiZhXt4voattnFEU6d+byXojL3QAeEjhe1Vl0rdtLC/Cn\nSDoAcKsGfHrR6gYx/LTE8HUZBAbQ5U6zOMBoG8gznFxpYA7EuodGG0kmn52GzwOtbhYa/mhA4Kw8\nwDBMoLaAQ/YAQZLhwm4AMx8HfA9vvnUF337XQdx1PWm0mk0DWBQF4NctSkLzzZxeOq9D1QEZGOfd\nHD/9JqqqWDB8S/9+CB+A0PfZ9Gw8IYuguFqy/m/ffivuYP+eyWBRvqYFrtFiWjaEYVWCyJayKard\njcoMHwCaHEy0HAJqVUqZA89NIykBftXJoZppVc85bsvUkk5dJT/lMEwaC6osb8Klmb/wzA5uWKxj\npelqwJfCBiwPC57EF5/ZwSFs6FOpBLgbluqUTZ0ngGEhZwnLVXXezWKFqPp7j7fq29wbUFatTU4k\nadfhI9LJQ5UW9YsVIwN+jd1OYZLj4l6Am5NHcVP0FUgpkXAtfLWSAqBXbkfmHLgyqm4SwtVITxhk\nmW16Njzb4JIXsbYYq7o1FgpJx2R//9Aq1ZVRTp3WIZhNWuF64cYEu6cDuPTcLbcoTWxYqDkW6jW1\nKknR4eFjIa3sBmaJFEYJ8G9abeLX334XXn/jEg52KGnPl6GWdMIy4IuAJrc9YvgHxLb+XZ4lOjv+\nUjfAxT3at8CrVctBXOv20gL8GZLOLastGAJUDAyALxL0wgRZKdX5e17BoMKMotMsPSiZA8MtLDdd\n3OAQG9q2SE5Ynqbhl/cBLQ9aIQDTQc3MtYavtje0/BITqC9pWeaJ9T5sGesAJUCFrV51YhG/9vaX\nY6XD2aYlcG2Lkl88T/Cu1x7DgYZB1+fPVSQdpCEOtui6G14B6uq6h+w+Ucv2lm/hrFzRFR5Vka2a\nLbRUoSx9WsMH0FZFuSwHhmlW2L/uvjov8U2nytSbzDxNlyZRxfCdOmA6aFmxzgadBfiWZRebavB9\nA9AxGwX4bd+GZQiYyLWk444x/Et7AY4sUPGtYZRCyAzSMAHLRceRiNJcO3Rg+dqNpPb2RZ4ChqWl\nhZo3xvCzFA3XgmcbeOgMHeehs+Rdb5lU3VHYHlyRoOFNAfw0KgLnDPg+l04IkwxfemYHPiLU5Ag7\nwxjhQAF+meHTM/zJe2+g/i4/j2VKeLxJnIdlCDiWgYZLlScdGSO2aKyqYnqWLKRNy6M+COy54nj+\nHAABNA9gaZVkJWtweTrg+x3OeXEKhwz320qHzmsjQ9slAmchw0Y/RM0x0fQs2MggLLtyyDfftorf\nfefX02TsNODKQtJR7jeAGP5K3QR6NNEdLAE+shi7zPAv7YW4tBfAQ1zkrbxI7aUF+IY1leH7jokb\nlhqa4fuCGH4eFK4NvWepAgCzOigw3IAQArc2aZCtS7Y1Vhg+Lz8zrqeTRZMAZLqomZmuMhhycTD1\nIgAA6otopBRIO78zoiJldqs4REkHXWyp8gIzKntmCd712huw6NNkg+YqSSGmDUAQ8HHBLFUquOUV\nDD/m5flKU0k6NlJY2PGu59vha5HFblIWSxRlUG+DpSvLhmlalclANYs3yCjXHaILWyk+hyyyG7mM\nQsNIiuPNAHzHtqsa/oQtk3z4hiEwX3eY4dPvPC7Lm/FEs94LcaDtoc711A0GcJgu2pwhepSTrrB4\nQu+veyMnSCHPCPBNBfhecQ0AkKcQglZVqpS2cus0zASw6wBnuzbGGT7vP6vdISy/uBn1f5hk+OKZ\nHfpbEeDszgjpqEsTOK+YAFSzxsfdJo0VBFYLN4nz8B3evKVuY7MXwkOsHWdSjQdZSDqOT+M1ckvn\nOvlm4OXfA1gOXncH7VYm+muT7yAAfPd/At70i8zwFeDzqnyOczfsHC7bUG1k2OhHaHoWji3WKaPe\nmjKRqObU4cpAE7KoFBtrihGO2jtEAAEcMsqAn+rs+K1BhLPbQ9RErCXPF6u9tADfdGZuWnLrgZYG\nII83/tB17YEpQbyxQaF0fK+HFCYuJjRwl2dJOuo6xjVly4FvZHrJGKm6N2Um4HdgxT14toFLewEc\nGVcKgqnMT6AoqTuNMdO1lJPAHODbfoP+E4LAMQ01M1/t1PAdX3cIr79xSUsqanmuGL6ysl2wj/Lt\nKWDgLQsNW5eYdkurjiY7cSzbgWVZuHlpUms36krSsWcwfO5fVYqBAb9pJlfU8G3bojiGahMunaIe\n/mKDEsdMJelwWd48DhGnZLFcaXl6Aw0BAnBYHlrskz9ci+mz2oKWkqoM34TBwNNSJQNKQVuAtHFl\np1WOppogecXkAmYTAdssASCLfnApe9Tl/o/SHPed2UHDiNFAiPvO7MCXIyRWg/pXjXu941VGfWWX\nJlIhsNc4iRuNC6gx4N9yoIVHzm3BEBKZ3ahcs5HH+riuT32QeSXAv+WtwNveR99tcIHF/uXpz3Lh\nONBYqr7r3G+rLMOuNiy91aipAd/G0YU6bJHBtKZMJKo5dThZgDilZLlyzkQTI1ynVm7zx/WqOoID\nkSfYHRbj/f4zO1UTwYvUXmKAP13SAYC33XUQr7uBQNNFjH6UVmtbKMAXY4DfZr16QEvqw+Ye1uQc\nnt6sJp3o8wM0SBSgTDB8B55RZNpubNAAaraLtHZYPkQa4GDHx4WdARyRwvabtEkHoH3hAGAzuJYl\nHQCIVYafLr7FOmr7MNA5wudhiURJMZaNX/3uuwiYGIwyW01sRdAWAJ7GYT4ES195qqUKVWK6PAkp\nDdm0HUCYqBtTnpNybZRsmXTSleJzQGf5wvYBp4a6iIr7n/GCGYaJ61qlAOAMHz4ALDZdKu5mMcNn\n3TlPQ2z06bmuKsAPaRMOAnxHlwRY8XlCNWwt6dy4wpM6T4yqvnunofZUrUqCJ5YbWKnRK9y0JRqu\nBTsjwDccynZtOmNBTRXfUOPOMAC3BSfhDVR6IZ5cH6BlJvBFjM8+uYaGCHRms2b2ZYafBBPjeNS5\nETeK86jZdP7bD7URcFnunOMHFjJKj8mTwrBQoz7Ia4uY2lQcJw2nM3zVyuODAf/gPN3DSt3QfeiI\nDFuDEE3Pwne+4jCOzTm6hMXU5jRgyRgmMqz1wooM2BQBDuRE/HDw5frz0KxD5Cl2S/Wv9voDMkN8\nDfCvYZsh6QBUYuE933wMALl1pARGw9IONJrxlWx6AHD9q+lfZvhLchvrcg4fe3QNvm1Wl9RlW2Y6\ng+GbDnyR6c2fHzhF1rhjh8ccEmmEQx0fp9fpGuu1mt5oRRcwU/eMSUknNhUQK8CPJ1ctiuGzpFNx\nRDC4SnYPqZWMa5lwLAMfka/CB9I3AnMk7UDmWqpQJaZdkRQ6NecGmJZD5+H+Vvu50pdKGn45aNso\nBW0BBnyWqGwfNRFfkeFDmNXV3zTA58lxkSUdk8eAYdlIpQGZRLru/EqbAH8YpVRD3qSgbd1IIQSw\n5Kv7sNF2gHe95hglVwF6YhTqeaixJkqSIIB/+e0vw3fcSVbaW1Zq+P5XHSXd2q7BdmswhUTbHSuV\noO6r3A9eG3ZKq9kvnKasWpctjY+duYQWAphqf2blFlOMPk8nzQcAkoWb0RIBjlh0vNsPtfWKTjoE\nvCYyNByL9pXge1xdZCl05SCmNn+uJKvuI72Yk4B/eL6GSFpYqhWADwCGzNH0bLz+xiXKSzH2Z/gA\nJfOtdcOKDPgtx2s4Zm3T36/cpj+PzCYMmaI7ivBe9w9xnVgvYjid62ef6xq0lxbg7yPpANBWvBqD\n4+7OTvG7WQz/4F2kmQ45aJZsYgMLOLUxwMmVRlGeGajaMjXDHwMgLi07ijI8frmHXd7YWIzv0pQE\nONj2sbbDgF+v6xo6KogIoAD8MYafWkovVpJOMjnQeWLRtV3K4MsvaKPVwZ3XddCpFX97ZL6GT223\n8HPpD8F1Skv/PAFMq7rqYNbe6Z8CALSXrmPA5z1HeQWRo6hwSbZM7jd/vvhZM/xe4Qu3a/BFXNLw\nZzAqw6qWN1YTYVnDhwTyfILhA0AsHMg0pOJ5IIZfdy30QtpImxi+CxsJfvv7X4lblhxm+BZcI8fP\nv/VWGLy/rZoY9RjT12AQ2PEzcy1Ty0EHGiZ+5i03Edu2fV2+eN6uyg5TV5ZeCxYX7nrkYpfiE7yb\nm50O0TGGsOocRHXqNA7UtWW869j4SpUB70ZBSUi3HWrrvADBqwULOeV0pJF+hrW5A4AwsXL9jK2v\nDaO00tsH8Ms6PE/adxzuIBcWrmtVN6S3kOmVqV7pzmocH6sjwOVuWHF2nWznMPbOAJ3rdL4MACQ2\nAT4G6/hB8Wf4LvNTOCF4W5ClG2ef6xq0lxjgz5Z0AGjW7SCBb5vw5AgRXAaDMYavBvjiSdIMB+uA\nlLAGa3jTPXfhiz/3TfijH/7G6vHLGr5mWmMviu3DB2Xy/eEXz6Fj8BLcLQVtLQLigx0fDm/07fu1\nAvBrkwz/H99V3VwmtZV8UNbwxwa61vBVmdmxDVsAXLeyjD/9kVdXJrb/9Ttu1z+7XGxOB20NC4ZR\nknTYY+1c+iIA4JaXv5oARQE+s8FEuIWMYLp0LcKsWgUV8Ee9goE6ddRkUEx4M4K2MMzpZEAXT1P7\n3lJ5BRMZrBLgJ7Ag0kjvgbDa8tD0SMO3kUKYlnYRvfGmZUo2shwmIWOrTtbwMc7wgUlrcalaJl1I\nQAyfJ/037n4Q+LXb9aY7U8ed14bFWxie2xnhcL1YFTREgEUzgFBeeKdG16PjCVnV9aMOeZAA+7ik\nFWrDtXRRO2UxNhXQZoWkg9YB4McfAm58C2a2sj13VpvC8JeaLnzPQ8ctHGMAAX5LAT5bYmc2q3CY\nrXWDqrMr6tGWk3PHKgHu3G3CQoZt3o3sLvsCjgveIGXhxOxzXYP20gL8fSQdAJrhiyTEK66fQwMh\nQsOnlywdc+kcfQ3wD/4NcOwNJCkMNkhKSIaw5w5jueXBs8eTQqZp+OMMvwYPEQZhio88chm3L4JW\nEOWX3vaBNMDBtquXya5XI1DEOMNnDXWl+nJkjgoQ7ifpsIYvVdJZ6UVQL5Q7aSu7++g8fv4f3YKm\nZ2G+WVr6K7eKwVs+igSCrZMIu7Q3QG2+wvCVhJAabuEdV31huYWcU/ou9s6XXChN+LRTavE301pp\nkqmAYYXhQ3vxTeSwy4AvHCAlScexDHRqtg6YmiInXdhyi+eehnQe054C+Aw66j7LKy92C+mm/lZN\nyskIcGpw2Tl0ov9FCnCqiUGd364CfnnPgVsWi/tqIEBHDIvkJ6dBz0u9B3nKtszqyqk9t4TLch7X\nZ+f0Z7dx2WqDHWe2BvyoOvY6R4qs3WlNlVy4aoZfHrecfDnB8Evv5lXEBlwkOLczKiXrUckKbJ2i\nUud+KejstmEjRX9ArqGbxVmcMC4iaRwuxvSL1F5agD/t5So3paunAe45No+GCBCZDLbZmKZrucA9\n7yaZpr5EgN+nFOyKX7ncSqChj2dOAr4rIwxjKtt6vJnreie68aA73DK1VOF4Nb2dYG0Kwx+vqKl0\n1PKOSVM1/CQoSTql4aKA02liWvuBVx/Dg+/9ZrT8kqSTpQRezJo9wS+XAurVl/F5TB1cVGwwM5wi\nwKXObblVhn/dPQAEsH2qcn1ePiocQbOCZIZZxCqmsMNy/OVNt66g45to1QrQTIQDkUVY60X45/4H\nIT70gxrwLWRk4VQTKED/ms50EpKnVUdMJXZiVcfwVIbvw+UMzuXg6eJzdV5gguGLsAeTJaUb54vz\nNUVAZRdUZq7aLUwIXm2kLOlUx3HLt3FGrmIlW9Of3bTAJQt4LwNTZJQYNo1s7Nd0LGc/YJ4yaQPF\niqoE+DayIkEtnyJtTjmuA9r4yFfmAn8O2HicJtylGysM3/AJ8BXpWMk38HLxFMSLLOcALznAn7J8\nLjcFwlmMe47NoY6AfOaGVQDmtOVeYwUYbgA9Xqa1ZgScyi6LacEzALB9OJJXGgI44MXaK60bs6lD\nDaGDRp7nI2Og8usl1q2ul5ldaPBkoJh5heGPSzrKpZMS2JdZl9ugFc4d3z39XgFKVFGSiJZ0inR4\nF/xyqWtZZSnIMPWqwuDJLldbEwIFOLzlXwP3/A/FCesLFFMBCmB3m3CzYVELaSbDnzKZqWsBKpN1\n27fRcgztwweA3HCQJyHWuyFuF88Al7+sQYQA354E/JkMf0zDN8cZ/pR8AfUc4xGXx6D71ztMqfMq\n4C/fo9rmkEswHO8UfdHBAE4elhh+vRpbUGN5bCI1DYE18yCWk4v6s1cfpbG3srTA/ZKj7anS4M8G\n8K+C4Zd/V54w1QRb6nML6ZiGv5+kw7IpEpzeHOJoh89TXwICjvmNMXyr1oEpJGqlvQquNzZgLd80\n+zzXqL20AP9Kkk4paHfnARctI0Sq5JTxDTHKrbFM5RX2ePk6C/B1puQ+tky7BocdEnce7sBNBzMZ\n/rIvNXP1azW92UitVgJ8db38okecoCXUMfOMk8Cu4NKZNtHd8+7ChTOrlbVexVx1fZ+YXi61SlhR\nDL8YliYv/xv1xiTg3/WOAuBVO35vce0A4DbhZKOr0/BVmwr4SsPnVYCavLg5Xg1ROMLjl3toGwGQ\nRmMMn1w6mlSoQOW0ch/jGn5F0hnX8JPqv8mIwHd8JZPuz/AR9eBbBL5HW0X/393hbHPF8A/cUZqY\nWV6aYssEgHtecTca6Q4F0QEqsgbA9mnsmcgwp2pU7ZfsNN6UpLNf/fgptkw6KRs3yhq+yAtJ5yoZ\nvlpZH5uzqtcEMOAXmcJOnesViaIMA4AXPWALvNQA/0qSTilo58oEty2aWF1aqjo4xos1AQT4ALD2\nMP07U9KZxvDHBrrtw8oJ8N9w05LeH3f8OwBJIsuMgb5fh+TBWK9IOny9PMFENg0+oY6ZJTz45WwN\nP8+mT3RX0wyl9WaFNq2Kju3H8FXj67ScEojtx+wU4GuG34CAxJxg4JoJ+GOgMP55WY4DaBIs9Um7\n2YArUvSjFA2MgCTQllwLGQyLGbvesIQBf5qRIFMa/iyGX9bwiz1t6VkmXPxuHPDVRDMlduS1AUjM\n23SsIyWV7ntv4XtUgP+anwS+94/5Wky6jzyZ2q8Hb2CnzS7Vh9erC36mVOKAv/ysGH4pAW9WmybL\nqb8Zk3SqDP/qNHwVrL2+w9/VpZzbxPZNC3DbgOXB53yKBsb2PF78GuBf23YlSadsy0tD1OUIXr1d\ndelMA746A/6Zz9BycxbzqNgyZ7l0arB5G7g33bLClQ3b1e+o4ychDtTpEVqOp0HOKLM7reHTy5Y4\n9OJaNT5mOet3QtLxi0zbaRPd1TbB+rg6zri902nQf3PHiu+rpiYD2y8CXPsxu8NfT8fSmaSEXrpC\n6CzAF7MYvlU5DgIqaTHeJ47rY5lr0ftyBKRRCfBzyppVKyaANXwF+GPuoJxjHTpoWwascQ2/xPAV\noJYkHd20hj/Nlsmb3ZgBmq6FObt0/D2yVWpJp9wMq0hymxZ8nL+B/t05XT23U7h02lM2I79iuxpJ\nZ9+grQL8op5OwfDT/Rm+WS0LopP11DUt3lRIn7U5islxKRG1e57Gi8WvSTrXtl3RpVNOvAkp09bl\nlHLN8Kd0mZI1tp4AlvZ5iFdpyzSzAB//ydfhZYfaekP0SlPsLQ2xqt4zy8Xxg4tUYbF8jWMavtsk\ndlRr8ZIzS0uAP8ul8zwB3zALScewq9dn2sANbwDufHvxeflcKqCr9G6vU1kuTzTLAd7wHuB2ji0w\nm1wQPUrimqXPzpJ01ESgJiPFVmVeBRKvjRWXHVPpEEgDXbjMREZJWhMafknSkaUEqeeq4WvA96ZI\nOlH13zEfPgB0zBDHlxsQaUl66DLgezMAf0h5IlOfyTjga4avSivkaKkh95yCts/Olkk/c3/nqe4D\nu+LDT66g4XM9KYuyhA82eMwq332ZtfvzgF3TCXRq9zyc/GYaT/UZ2cTXsO1zZ38Pm5rdpQQ+8+sE\nMmWXR5nhJyGVkXWbNEh08bQpwLd6O/DDnwIgqJbHfucHrph4JWSOEws8mKdJOupv0hDfcvMccBmA\n5aGxcLgoM6DaGOAvLq0CZwGvzi9wXlrezvThPw9JR12DkhwMq3osw6YN3MutwvCbxbUAwA/9TdWK\nOa296p8VP/OEMS/6yE1vNsMpB23NKRr+PAP+DgN+nlX/xmujjSF+9ltOwvokFdSq2xKAhCVymLYN\n2DZp7FIWgK8D+VkBNDlv+XdVGr5y6aRV9q4AXxg0OaX7MHxObnvHyxcQr54A4rPF77oX6N9ZDJ8T\nDqf+3qnTXgX7MPzWc2H4z9qWWV5ROoWMablAGtB1XLWGzzWj7AzHWnXaj7d8TVwaGgBNTFFfP+O6\nknTe8B7ql/2sp9eoXTOGL4T4F0KIi0KIh/i/f3itznXVTb0s/cvAx38BePT/rf6+vDdsPKCXxG3T\ni7ifhg8AB+6kgNZ+vtqyhq9Z9Rjgq79PRmQTTcNJhm8XDP8GpSGaDvCanwDe+bGxc47ZMhUTK2v4\n+zL88PkzfMGuG+3Dn8zYrV7zNEmHAWrh+FTv/8zGE8YxbwjDniHnjJ9zmhzgz9FYUFs3jgVt4XUg\nwi5++J5l/VHTzHSBMNOyq3v5ZuOAXwLxcR9+mXHO9OGXC/J5pcTAG4tzAtOJBo+n111fw5tuXSmq\nTLrtYhORaQzfLAP+jFXX/A3FJKnGID8TW2RoWs8haHtVLp1ZGr5VSDpsArCfTaYt9+uSL/DKo/NF\nv2rALzH8V/wA8A3/VB+vIUqS27O53xewXWtJ53+XUt7F/330Gp/ryk0xfLW0HO1Uf5+WJB01kBXD\n30/Dv9qmUuOvwPAB0DXq7RLHXjb1MidhlbE5daB9aOycKmjL96wBv1SZcSbglzJtn+9951nBYisM\nf8oisyLpKIb/HItM8X0uG71qbGO8VeIKUxi+EMD80ZKkM7bq8TtUx2ZUlMT1EOvSx5ZlFy6jZMTF\nv0p1W8py4oQPvwRA+/nw1VgwHbpvr0MJgsD+Gr5Tuq7ydxvF5DWb4bOkM21CAAjwtzkXIA24LIMN\nKSyYyLDamFF9dr92NUHbyk5y5f5TLp20shF746ozbek6v//rV/Evvu224lkcvxd47U8Dx99YfPeW\ntwKv/EH9/OatGVbsF7G9tDR8Bfhq0JdeTgBVhs/F0OC1qrrp82G6QClZZbYtEwC9dCogNiHpFJuT\nVFjd1PONMfwDdwKtQ4V1VEktwHRJR+bEYvZ7Ca7UdND2Khn+tKDtc31J1MQWdmfvIZoAACAASURB\nVPc/Rvn+Zln65o5VJZ2Khs+ApzRvACKL0OKNNkzbqazM9H7GWuYr6fLPScMvF+TjeMdPPFzkKUxo\n+GWGr1aVQfVfvcdxffpzMqwiWW0mwz8GDNYoHpaERX6AaeGd33gdrm9zH46vdPdrtgfc9I840W5G\nm+a0AsY0fLqWuiX1NoZXdunQe+aLhGr9ZxEAQe/oN/3z6Yl9vEK7ZcGoHOPvol1rwP9RIcTDQojf\nFkLsE2l7kZp62Ar8gn0Y/qDE8MsD4PkwXaCarAIxObg0wx8VgD8h6ZQAX08cMxiS1vADuv9jrwV+\n6rGCsVUknSmJVwAt8acFq6+2qXvOZ2j4E9+fouE/1zKy4zWIZl7jFVw6AIHX3jkGZzkm6bDrSWne\nAJCEaDsE+LZlF6uUJIDez3isxj39rHz400or2GOAX3LpjI8Fr12aZEoM33Sr+rFi+ErKSUbQ210C\n09n9eN/M+k6LV5zDjWqRNcNCzZSzx96V2js+ANz6bbN/Xwm8j5kElIbP71FHJX9JyfLlfi4d7ltt\nr+X8lf30eD7ebQu8wn8+5Ol5tucF+EKIjwshvjLlv7cB+A8AjgO4CxRW/LczjvFuIcR9Qoj7Njc3\nn8/lXLmph8WVAScknTLDH3L5Urc1xhCe5xypluQqaDc+UKZJOvsx/FkrBX29JYY/XoQLGLNlTpF0\nAAKC5yXpsEsn5Zdj3KUz3srnKrt0nksrA/5+Gv6VgrYAMfw80XuWTkg6QGFjBIA01C4Uq8zwox70\nJiTlQL5qKritq4CWVx9O8cyBqksnm+LA0Y6uEsMf7wd7XNLhbF3Vd7PkmnIhwVkTslNasZYYfhHI\nnzH2nm8rZwNXKtYqwC9yB37k9Ufpd3qluw8gCwG9lSZQrNT2vRZ+xtGAnsffQbBWtec11Ugp33Q1\n3xNC/J8A/nzGMd4P4P0AcPfdd8tp33nBmnqQamOTCQ0/ooGejKoa/gvK8HmVkWL6QLFLbEvtqTth\nyyxr+DGA/6+9a4+146jP3+/s2XNfvn6/7TiOgwOEkMSOG0iVUKVACVEak7SAaQnQIgEVSKA+EDQS\n4h/UQttU6pMGlUKrUGhLIyJVrShVVSpVPEwwxAESHBwgwXYCzsPP63uvp3/M/HZn58zszp7ds3vu\nPfNJV/ecPXt258zO/ubb7/cYcrMGXcPPaMGalOCSdNgwzJ+tQdK5mDI8S5lla5uB/iidsuBol8UL\ngzF8va0cqcOatD5xsVHkbGtAGvwJAk6z01YZu3NqnYVIi8TpY/iOOPyZDanjGDAkHa7PpBnPJGdD\nY/guGVFn+LrBL2L4eWGyybHP9jH8rAxVs8Hn322OW72WjmrL7nVq36QkdsHThqpWC0AVfivYn493\n4VSr+j0w3CgdPd30DgCHh3Uub3DHsyE1JZ1FbanARNJZaTxSV3wc0/0INgOka/iJ09ZMvGKGfy49\njos1sCGbP98f7QF4Mvyz9cThM7vsFEg6ZBjSfW8HdntxCzt6Hn6AosQrII3F/9mR/u9M9Wv4OsNH\np5sa/PPK4Kt6+ACyDL+vHr7WR1yZleP29e/pa/kmv0WLDOL/fctqTsg+1zX8eCr1nzgZfgmDP39G\nMXzD4A+N4bsMvqbh8/W4qMlivE8e9KqnixeK/Q860WxRvweGG4f/MSK6FoAA8DiAdw7xXH7gQTXn\nkHQW5qSBP3UslXQmVxqGsianrRD5DF/X8J2Szpz9Bs6cjw3KHNDRbkyi4psu0fBPp+0aBLwe7Pw5\n9UhbguFHMXDbPYOfG5BM9dzJ/EgfM1Y72a5d+5Vb5Wds8I3EKwBZgz9/HrOxmog7mobP2brdnl3S\n6auHr51nxUY5Ni6clr9r8ULqFL+gnlwzESpd2c4FzZibRodIOmZZ0rlQkuG7JgRA8w8ohs/jqG/s\n1cx8+YnBvF+51Lm4mPaDXh+J98k99mRW0imaIBIpueJ9VAOGZvCFEHcN69gDI5lpFXNeOCcHIg9K\nK8Ofzd7YVSUd1vDFon2Q6xr+edbwjRLEnY4cRPPn0nhuF1w1YvizxXk3s9E1/DKx7ybYIPFi12b1\nQtv+SZtLOvNs4AlzoCidKPt61fY0NNOIwweQddounMeW2W66rynpqDVtAeTH4ZsMH5AsP56RRmpi\nlVy4fc5i8AE50eQxfEDeA7qk05tOQ2IrMXwtr2Ree6qNTINfw3XW4WT4mg+E22IWoMvT8AE5mWiV\ndQtlmkRZOJ2tk98Cxiss05R0gKysszCXGte55xQrm8zecFWdtomG378OKIB+Sac3a3+q4JvYUakw\nPZ+RdNLXFg+GX1XDzzD8ScNBanmUL5oQysLHD2Arj2yWhAZkDDj7d/SJKVbJTnoEzcJ5/MYNapH7\nSEu8Ykkn0hm+Hpapwle3Xw+86LZs9jaHSp4+kV63hEUrg28Sie5EvoYPyMlIj8OPp0po+DkMX486\nWzjXnNO2qzltdUTd9Hcm6/LOZ/+X0vBLSDrzZ5avhj+SiCwGX5d12LGXrOY0q7zyNTptuToih+WZ\nyIRlWuroMFRauLW4mo48vZyfNoYepdNVobBCTaAl4vCLbj4fmNm61jZaEq9sk83U2jTZyJz8mQnz\n5LFwHpORtloYT+Y6w7dm2qpFz1dfAhy4L5u9nTB8zeDHhsG3JfOZdfhNxDOahu8bpePB8LntFwyG\n3+e0rdkQ5jF8Bt9rfQy/rIbv6bQFWtfwg8E3GX63lxoGHvCZsMwa4/BtgzyJwDknnzJcxpwXGD/3\nbD7DMisFZj5TTxvMLl1x+GbMeVlQR2NVhoZvzbTtpN+r+kQFeDJ8i9PWNslNr00Zvtl2vlacCTp/\nLu3bTjc9f+K07aXGwMy0dfW3LumwgWKG75R0JrJx+LZ+MCWdeDqdKCsxfM1pazL8xSFKOkmUjkXD\nT/Zhp62p4RdJOpPFEpkO/bcFht8gkvCo0+k2Pdt2UZWs5RuC2XXtiVfz7oHS6ciByE5b02HL6E4p\nnf/ZfKdZZrKyRSzkSTqWMsuDoBNp7NOD4Zs16KvCx+AnbaL880+tSQ2DORbY8HH528wC8AUMX5d0\nOA7fhqm18rwZhs8sWhls23UsMlAcjgykks7qHXLS5aqXJrjP8sYfRwC5GP6wnLaRS9KxGN+yUTqZ\ndQ18GL7uHwoMvzkUSToLFyTrSlZLUsa2ToafhGU6Hq0Byba4tEKupDPnIenkMXyTZTk0fCCrcZcF\nRRr7nCyWbPjzOuQcwC95SzfyyWvLtdadbubnbPhWqFK5psGPYtmP57U4fDPTNsn2dOVVdKSO79Lw\nzSxaICtBLDh8Pr0ZaZSBNEpn7S7g/UeB7fscbfGQdIjSyWQhL/FqWAw/x+Cbkk4pDb9MWGZg+O0g\nMfjPpxEIHCIH9DN8m8GvrbSCQ8MH0hvk1Al3KeB4St68RZKObqjNgcxPG0VROkC1ia7TTdmnGaWT\nF5ZZFC3hC58onWSSifIN/vSa/u8w+DpMrVEy1vnUiERxavwShm/JtGV5Ic/orNhoSDrM8B1x3vFU\nWk7EqeHrTlstcs1HLswz+EA6nvUAA93gU1SdSJlwMnw9Kc1w2rqkTROZdQ08FmAPGn5L0KN0Jmal\n0dclHU6TNjX8TEmCqqUVFMPnycWGeEpOSmeeci+X2J2QTt2Fc/mP1KRJFKYBTdqiWJZpZFwZp2XR\niVJj0p3qr23S1+aaG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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0325585406528\n", "results [[ 0.0347164 0.03339336 0.03088307 0.03304898]\n", " [ 0.03225239 0.03771382 0.03262901 0.03255854]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 160 640\n" ] }, { "data": { "image/png": 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UFUM+u670ORcAS1/3qdIUJpx8K0b5wKYkn1FqV3+PVDtd07JVhoB8/6PfOYqV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\n7LXsu64IllxZrTQyG5QAWhVzOefcGxzHF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f8HgL1CiF1K+d0N4NPDGIjy7/4UwDeklL9l\nPG/6Yt8H4LHs367wuKpCiDo/BgXeHgPN05vVy94M4FODHJeBlIoa9nxl0G2OPg3gTSpz4UoAx43l\n9IpDCHErgJ8BcIeUctF4fkoIYavHuwHsBfCtAY6r27H7NIC7hRC+EGKXGteXBjUuhRsBPC6lfJ6f\nGOR8deMHDPIcG0SUeLn+gaLHT4Lutu8f4jiuAS2jvgrgYfXvdgB/AeBR9fynAWwa8Lh2gzISHgHw\nNZ4jAJMA/hHAUwAeADAxhDmrAjgCYNR4bijzBbq5HAAQgPzMt3WbI1Cmwu+rc+5RAJcNeFxPg/xX\nPs/+SL32deoYPwzgKwBeO+BxdT12AN6v5usJALcNclzq+T8D8M7Mawc5X934YWDnWLHztECBAgXW\nGdaSFVOgQIECBfpAQewFChQosM5QEHuBAgUKrDMUxF6gQIEC6wwFsRcoUKDAOkNB7AUKFCiwzlAQ\ne4ECBQqsMxTEXqBAgQLrDP8fWQWJDPGxnsAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0391951417307\n", "results [[ 0.0347164 0.03339336 0.03088307 0.03304898]\n", " [ 0.03225239 0.03771382 0.03262901 0.03255854]\n", " [ 0.03919514 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 160 320\n" ] }, { "data": { "image/png": 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9IlrYKFrrloO3wAs8nN59ekSqeWLiCQymBrEusw49iZ5IjoA6nmn8jVZGEbAA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\nOVnCzERBFxurGJIOoMoMxBg9N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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0367617691971\n", "results [[ 0.0347164 0.03339336 0.03088307 0.03304898]\n", " [ 0.03225239 0.03771382 0.03262901 0.03255854]\n", " [ 0.03919514 0.03676177 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 160 160\n" ] }, { "data": { "image/png": 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m4SQDTdORjBariz7Aj4XENXtj8dXKpx3wPcBpZB12mwqnnEQhBfiXDF0CCOD3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\nrc0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0371852940649\n", "results [[ 0.0347164 0.03339336 0.03088307 0.03304898]\n", " [ 0.03225239 0.03771382 0.03262901 0.03255854]\n", " [ 0.03919514 0.03676177 0.03718529 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 160 80\n" ] }, { "data": { "image/png": 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PT5utDHmsa+y7IXacAG83ATvNx3rIY0VjNxKMZezOzqrplm2dFEOMffgkf/bon+1omeo9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\nQ8bPJJnQ6pY4UqN4ibJRGJPSmppZFnNStdbFYZLQyQyQyQIhXfFU+K5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fHf0ovPfN3GqN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\n7WN9xrfuV1/vPAVsNs2agqdbW1Lg6iP2l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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0312058449788\n", "results [[ 0.0347164 0.03339336 0.03088307 0.03304898]\n", " [ 0.03225239 0.03771382 0.03262901 0.03255854]\n", " [ 0.03919514 0.03676177 0.03718529 0.03120584]\n", " [ 0. 0. 0. 0. ]]\n", "d1,d2 : 80 640\n" ] } ], "source": [ "print(\"autoencoder\")\n", "N_epochs = 25\n", "d1_all = [640,320,160,80] # [12,20,30,40]\n", "d2_all = [640,320,160,80] # [ 6,10,15,20]\n", "results = np.zeros(shape=(len(d1_all),len(d2_all)))\n", "for d1_i in range(len(d1_all)):\n", " for d2_i in range(len(d2_all)):\n", " d1 = d1_all[d1_i]\n", " d2 = d2_all[d2_i]\n", " autoencoder, encoder = utils.buildNetwork2_deep(\n", " X.shape[1],\n", " enc_dim1 = d1,\n", " enc_dim2 = d2,\n", " enc_dim3 = 6,\n", " enc_dim4 = 3\n", " )\n", " print(\"\")\n", " print(\"d1,d2 : \",d1,d2)\n", " X_rec = utils.ae_fit_encode_plot_mse(X, autoencoder, encoder, N_epochs, verbose=0)\n", " results[d1_i,d2_i] = utils.mse(X, X_rec)\n", " print(\"AE mse = \", results[d1_i,d2_i])\n", " print(\"results\",results)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "autoencoder\n", "\n", "d1,d2 : 80 640\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/.local/share/virtualenvs/G2ML/lib/python3.5/site-packages/sklearn/model_selection/_split.py:1977: FutureWarning: From version 0.21, test_size will always complement train_size unless both are specified.\n", " FutureWarning)\n" ] }, { "data": { "image/png": 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6be0kO86N0xYwr+uSdGT/j1cGF99T96fZc4yYxsInZGn4WdqSlVKztXMt0hZy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PAAAg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\n2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wVuODBjgZsxTS4oBtKNHdvmI/WOEh4iGrFfDxt9shmbAJzkSDk5a4NCTwIXkHRW++XT\not8DwGRa9P+zdv2Bafza915v66dQ4BZwoEWTwdqg0Ayfh3juwRlIpXXlW65cGDuutsrpnynTdr5j\nBkigJR2/xGw7Di2TYkwP1l4aIa8K28kA7XoZFOdh+OCQ8Hz4taszDmBMTvFbNRKko0YMX0gHtB+7\n+yQ+de8pvOHGvXj51UtY6ReY78a2UijJYcTwp9sxTm3mJmEosMflgcTAbDhy0+FZtKIQX3181TH8\n0Ll0njBSWymI4QeW4ZdmqR4GrHH91odfOsuidemMsOLR5k+UPitsxxzX7Z/G579xDsfXhhBKOYbv\nMWwr6QQRrtunpYH7TmziisUuaoQ2/b5fCByZPYK7z909QdJxP1uGX0nMd0Lr0pkUtCVQHZYCYcDQ\nGwnwX4jh0/30Uo6Vfom8FtZlAmigoXfMg50lHVphNWyZoXZSFbXAd/3631nJKI0Da6VsVshs2jL1\n9WnCRMl5NKFt5zVm5jRLJkln1Ytb0MpwpxYGDO999dV47fV7x/rFTDu28a1eK4YpjG3HGo2rmI/b\nr4dewqNLKBvX8KdSLSuv9MsxH/4kSWe5X1gZ9alulwTD3z/bxhtu3G9f7q6ee3ip6dA0WPRuNLqK\n440HZ8EYcNex9fGDoslGypokHdLwddDWdvRIF39SyumlZS1tur+fZWmXerg4SYf0XmoJD+3mFWPX\nbAu2jTJ8d34C/zse0zv33Htc69Kr/cIGtoBxSWe65YCImFdRSwsi7ZgjCnVsZLVfag0/cK6bWkgc\nX9PBdJ/h08oB0Lo1D1hTw7eZtsLKSkmkg8bbF9DwfZAKRwJ9N182j2+c2cbAlI8QI4AfNSSdENPt\nCPtmWnjk7Lbx4YcITIGt5e0cV81pS+O4LXOc4Zei6dIRUjVsp3T+0kg6bWN39NvFJL4Brl5PXoqG\npLM2KC2g8vNJOpIkHU8CMbkVg0I75C5f7OAVV+9CHAZIuSY+9USGLxuf+atmvx+0I1NUkDR8E9gs\nKmGIxIWh65o9PRyYayaSzbYja2udbiVQJnlutFChv/pyq2Y/PjfO8EleTHhgraHbRdOWOcmls9ov\nsPgM4P/zG5UGABxoUVXCvtl+LOHaVfOsXVP4hx0A32fRNvGKXDqhtmVaSYeHaObnLKEAACAASURB\nVJtzUceohLTlEPxr2fAknVEfPgC9Gw+aPnxfwyfwn2SxpAG1k4ZPP2elwNfN5iZkNfSzbAE32MgS\nRwNylOEPvIAd/R05p/7f9r40SpKrOvN7seVSVVlbL9X7hoTQLtFqrWDQgC0BZh2wNFgGPDZewB7G\n4/EwZszBZ3xmBq/njA+DjccY2wcPto+HYTEztvHYxoPBtiQEEgKMBBJSq6VepO7qrso93vx47753\nIzIiMrKqcqmu+M7RUXVWVubLyIgb3/vud+/1XOvSOXGuEdF0ialFAr6jkrz8htUyGj5n+ErSudBQ\nvfCdFMYXLRaKPufGw7bZWCjtxT6dmLT1zWckv3wXLoKyCijHzzZw2cJl+j3TNfxGmoYfhibpR3KG\n8eG3ukob7wn4fRh+N3oDq7e7EVni2ZWW0ciJsSeBvrMgpuEDVrf+odsO47ffegOEENqHH8YmmKVo\n+NrhptbgmHOBPiud92dWOMPPrrTNwmwlYAHfM8VXJmnLGH5gGH6vTEqfJ0nDD1wXi7r4Sz3mAvrG\nkqzhR6+7YeKiDPg7NcP3HGFOTAoUF/SABQpm1x+Yx/3feS6xa2acFUdOTp2I5F5maqpGJwZn+ABM\nU7LntKRDPUziIDeJ9eH3avj0+nGk9eDnF1qz28V9jz+HVjfErtkyvvLkOUgptZbIGH5c0mEBnxw8\nzY51e1Drh9mKb7bgrmNdOjQrl9beDUOl4VftMaIbBN9d0QUXDfhW0pkupyuTPDC4sQlJxw4u4Ko9\ns7hNy3nxBLDS8G3Slh5r6WrPE3IBztxeVHwXT52t49od18ITHpamonNnu+yzGB9+O4wE/DC0A+pp\nt+K7jt5BdU3LAv65+gb82I6l0Q5jSduW2QGnVUMDbIasE31/wNZUUK4KgBk8Hv0O0zT8rrnpADYx\nTeTBSjqk4fevtM3CfNU31406n0mijTL8wOVJ216ZlJs5CETilMVU9fRSfyNA6nlc0ml1QpyrtyM7\n62HiIg34tvkXwXcdlH0HF5qW4QPA0QPzON/o4J9Onu95nXaE4UvjnQa0Dz+0kk5JSzoAq6bshpEy\n//16e6kkHdskKw5Pb/u4c6DELgorp/Ru6ftp+PSczz96Gp4j8JZbDuLMSgvHz9Zx+kIz0s+DAgwl\nbUkWC1zLfiggAXa3UivbIjfqb98NpZmmBehKVa3xT5c8E/ioeRoH1/CnIwE/NA3o0kCDRAD0NNya\nKnn41E/chtsvU90Qe4eS2MIruNFiqG4o8WPtd+Hc7e/H7rkyjj9Xx+HZw/j83Z/HFYvRCWcRWyYb\nh8l9+J1QFZHx3UrJsxp+2XfhudYbvn261HPDl1Lidz7/bWNJJhZKN8R6O6rhh9J+xzSDIAkmaRu5\n4aifSbcus2utrHdf7RibBxBj/VLd+NjNYr5qd1LqdaPnYFNLRVkafhbmWXK0VrZzbS3D7+q8k5V0\n4vMY1OeI1hcANuAHroNt0wGeYANqqMNmnOHTTviiYfhCiDuEEN8QQjwihHj3sN8PAHZqSacc2wJP\nl3yc15IOnaAvPDAPALj/8bM9r0NfakknSbmk47vJSVvABo52R/n9iZ1vnymh4rs4u9rSjpNkZ0mc\n4beYHVQ9boNtHGm2zPhu5QuPnsG1++Zw82E1Wu8Lj55BsxNGTjwKMF3tpycGX/Idsx5ujaQdTq1i\nA77rWJcOZ/idrrXXCSEwp3cPdINIWruyZdJW3zUafrxaOY6AyXBZv6dgOJ3k0okx/HYYookAXlDG\nnvkqntKJwKTmY91QgjYXcUmHa/gXGtFmeqThN9rdHsa7o1buueE/vdzAz3/qYbzhg3+Hh46fM+cv\n3cAabdWJku96eNK2n6TjOwmSDnn5WdAux6RNgDdPYxq+rm0JGFsnhl8JooOB6J7Z6IR9ffhZ4PLh\nXNW3jQoZw6dz20o6mkSxayreIgJAhPwtTAWR/B7p+PGAT/U5FwXDF0K4AD4A4E4AlwO4Wwhx+TDf\nE7BJW34SAurEJ0mHWAWVQdOWkYO2bVMlD009CMRq+IrhN7mGbySdjvl733PMTqNW8TFf9fHsSjvS\nJCsOX0/R4ZJOxIdv5JQMDT+D4bc6IZ4+18ChbVO4bJeaT/rnDz8DoLeBE128gd4h0c9cVlqNWSNn\nK745dpbhh3j8zKoZT9jqSt3mVifsqhTwnR4mThfchWbHyB0lX92Es26cBApwaS11bcC3jdjM3xmG\nb3c3fCar5wjsmSvjqbN1pEElr9Uxa2gXF32nluFLXGhF5anAcxBKVbtB5xadSztmSj3f/7IeMP/c\nahs/9tH7zLlAO7O6Hh/Iv2MKqEkzagnWltkr6ZwnSYftQCt+lP0DvD0yk3nC0FSRE8ipQ/kwvnMA\nFMNvh+uRdGzA5ZIO1/DjBIE+/2ok4Ef7PHEErhOpmVicKhmnziPPNCL5KcpNjKJTJjB8hn8MwCNS\nym9JKVsAPgbgNUN+T5R91Xem4scZvocLDe3DNye6uugaifIIBXzrry8xV0OnKyN3cWJhvF8KD5S1\nso/5qcAkbdMCPs0XDZwgEhwIll33rtlo+H0Y/mqrY0bI3XhoEX+hA368gRMdw5IeMg3ohBYL+HGG\nz1mUSy6drsRTZ+smj9HpKg2fWCMxfC+F4dP4uClmWWy2u7jQyJZ0ABuo0lghHc96XNKJaPisg2U3\nNBe65zjYPVtRtseU2ohQu5Eq2rbb7iq7b8l3jS6uXDrRz0LH+FsnLzASo1oZz1V7m9dR0veSHdM4\nudzs1fB1r/ltMzwxz+pK+jD8eOEVwCQdtpumIM27uqa5dOJdOC3Dj0o6hOY6Gf48yxfNVqykk8Tw\nTS8dCvj6++U1COTAohs3yUGcsW+bKZk5uD/6e1/Gx79kq+BPX0wMH8AeALyt45P6saFjZ62UHPCb\nHV1paz+6muyUwJa19WoqsIMxuEunE8aTtjFJR1fIWobvYb6q2jTHL24OnzR817cOiT4unb/95ims\ntjqptswmD/jdrh7/qN7/g99/Pf7DK1+Alz5/O67RxUXm2ASc4duATzdMruHT56dBJOqzONqHL3G+\n0TEXNNfwAXuT8B2nx3LXZlWoU0xWshp+PknHESkMX1/YvLe+etxlPnzL+tsda4l1XWF2iWksnwZ2\n0AQx2zAsxvAbnYi91ATVZge3HlGJ5YomM8qlpHYL//1vv4XlRtvMKtiu2T+dH7RraHSUS2e+GhiJ\nqRJL2krZG/Q7iQyfAn4vwzcBv2E17Xh7ZPrM8YA/n5K05X/T7ISZlbZZmGUBv1bxE106hgya9sjk\nw++Yv+vEJJ0q2wkD0arobVOBYfjd0Iv074q3Mxk2xp60FUK8XQhxrxDi3lOnTvX/g5y4fv88Lluq\nRR6bLns43+ioXjo8ycSaPXEQW64y9mK7ZZIP3wb8SozhtzqhThaTNdTHXNXHc6vtzGQjBfySW4p0\nE4yvgbb0py80cc9v/wM+9eWnUpO2vA/+SlOxTPpcM2UfP/Siw/idtx2LFHgBnOHbG1cpxvBt0jaN\n4TumsIguBJJF6MKl96VKW45OaK2f00zDp/70MxkuHcBehP00/PhAkLLPGD5JOrqthfGmO8KU8j91\nNrkvU5cF/AYLxFENX9+8yr0MHwBedIkK+OXARa3iq7xSJ8QjJy/gF/70a/izh542bJs83XQOGFtm\nK8SqlsWqvj2OgNXnE2s7EgqvjKSTqOE7kd+VfCdZw9c3fZ5ToIr4ahANoBwqD7F+SaeWxPB1Y0XA\nni9xW2at4vVIOsZGqj87z4UtTgfWiy8942wC1DkzXfIS7dnDwLArbY8D2Mf+vVc/ZiCl/BCADwHA\n0aNH09v1DYj/8oarex6bKXlYrrcTe9NQ4P79Lz6Omw4t4JKdM0zS6b0IbdLWXrx0OFdbHXS6aqhz\n4NmAXyt7WJgKcOZCE57rpEo6gesDXSXpmODAbW+xgE8X+vlGx1zAvOIXUKyeQCdcNcdJVmZBPknD\n57ZMOul5wDczanVAo5mjbZ20rZKGzySduNaeyPA9mzTMK+mkFevQd0qFT54r8Ot3X48r99QAXzMv\nxyaVW53QWC2Vht+P4SsJomQYvvV6R3rptGKSjg44ly3NmME+szrY0w6HWP25ehtVvSYKNnxYDUAu\nHZUArpY8rLSseYGcUSqRHl2/LbzKkHT8dIZf9l1zvKIavmqB7SUwfNp9Oo4wifKpwDU3/rR8TD/E\nNXwZ1/A7CZJOaElU2Xciko5p4RK7QfE8yeJ0CfIkBXw30lH326dXcHBb1Vynw8awGf4/ArhECHFI\nCBEAuAvAJ4f8nqmYLnsmSdLD8HWAfO8nHsJH//47AJiGz7bZvbbMBEmHeZCDWNJ2/0IVy40Onl1p\npSYbA+3VDdzABgc3eoMCrKTDk8S0K5EymtTlDJ9OuHghTxK4bs8lnaiG343M+o0EfO3SOd/omOEe\nvi7y6TJ7HXnxgxjDF0IxLFuoFg34QHrjNIJtaZ0t6VCnU98VuOPKJdWqw3EBr2xsmeTYogvddQR2\n1soQAngyJeB3Q2iGr84z26DLDtmgSlt+E6Z138bafvz8q6/Af379VWaHQzOGz9XbRl6hNrsXGtGA\n32iTlOcaRknfb9J0J0I74RzMFfAZ+28navgqFxJ16URtmYC1ji4w1uyvMeDP9dPwWc2LaY/MrrNq\n4JmCOPoMQHQnDNhWLoDW56UPFx4AJxLwHz+zggOLyVPGhoGhMnwpZUcI8U4AfwY1Iv7DUsqvDvM9\ns6DmsHJGrkCVgY12CCntgAn6UnmvddM8zWj4diyfIxwIoaQBCsbk/wcUw//BWw/hsqUa/u/XT+K1\n1yWnM3b4lwKnr8C+mX145lwWw1c3G2P1a0e9z3XG4HjhFQ1pycfwHf2ebmLAp9YK/BglMXxqCz1T\n9uA7DtrGpdObtOU+/Krv6hL+uIZv3y+r8ArI79KpG/YY40EzS0B1Ub+WdemoyWcCgSewcybdqUMF\nZjQJKk3Dr7e6kbwT6eK3XWID/qFtU5E1E4GhICKEZbG8dTSdl5SsN7ZHU+WaLunQzY0zfPr5QkLh\nVTzgV3zX7J4iPvwuafj2dffMVeE5Artmy5HXW250sFAN8MSzdf3+a+Oq1K8/lHqdMQ2/mcDwSY5a\n1TdkjzUDbHeTGX7Jc40rcL7qQ4YeHO2+o++q3Q3xxHN1vOrq3Wv6LGvB0JunSSk/A+Azw36fPOCB\nIV4oQuwH4CPkoi4HwAZe37h0bKWgEAJVXzl6eIk2nQy1sg/HEbjtkm2RiziO+dIS2ifegqpfRauj\nCsICt5f52cHUtmydJ3Lr7S7m9c+tbqhnxdq5rBW//9fPT2TD9l03ctNZaXYjuyDe5IuaofHh554e\ngN0NQ8bw1cXgxRh+JfCM/RIA8+HbCz6p4yiHkXTSkrZxSSd+Y3jrZ4ByzRwH8uHzGwgVXyWBJ23P\nrrZtvxbfibh0qG034cWXbscvvPZKvOiS7T2vSZ//WZ30O1dvwxGqiC0ecD3XwaKu/Gy0Q1QCqxnz\nXjpAtBKWkGTLDOIMP5K07WX/ZpBQrNK2HZN0lmbL+Py7bzeDjPgaeSJ0rUlbQN0QV5od/Rl6GT6X\nFwGWtNVyGNVH0GegGQ1ANNe2OBUAUrN/6UHocEu7suPP1dENpXGujQJjT9qOEjwwxBlJg1Uh9jD8\nJElHN09rdroRtlkJvGjAd21Pb95mIQtKI1QnGWeD8TXEmzr1MHxeCq41UMDODxhIw/edyM9VzRov\nNDqGNRJqEYYfDeC1sq8bb4WJLp1AD0whVAMXnW7Y01iMX1j9NPyA7cqSYGyZbQqQsefN7gFKqvUx\nzXLtdmVEVtg1W4l0ROUg6arkK1sml3ToJtRodzXrjEpV33/TgcSdCX1+zvCXG23Uyn4kvwGoHc7B\nxSq+/rQiD6ThA1aK8GJslsMWXiVLOoHrRHoZ0fluWg14TqIts6NbNscTs0oiY6/nk/OFtzNee8Cf\nrfhqfKLvQMYqbZusCj8uc61qZxs1jqPPoAoUdX6LXaeL0yXMlNUNWHZm4Ep1DhHhosrzg9tGJ+ls\nqYDPGX4pxkjqbavHnzzfRKcbMg2/V9LxTfO0MHKRVgMX9VbHMIDAc1AO3Eiisx+of3k3lJHX4b8H\nbO9u28oh2r8kXhlIbR4GkXS4M4cnbVUfex9n9NBp/lquI8zN1XOiAVxp+FbSoQuX7HI0xJygAr7s\n8foPpOH38eHT7imV4cdeq62lCB6Il2bLOHGukWhr7IYSjmb4zXYYlXT0zWWl2auFZ8E0FdM9i86u\ntnGh0TEBhr+m6wgc3DZlZg1XA9voj/eGApILidIGoADKlsnlRsDuCq3c4zIJpNeH3y940+fhxUlZ\nIw77Yb4aoOK7en405TCi40QB9AyGqbc6qGoHFx+K4jmCSTl2XbvnKtg2U1JtQE6/HEurPwnAMnya\nDXHwYtHwJw3crx1n+E3tYADUiXj6QivRpUM3CpJHeJsGAGYIStswfBe3HtmGRrubOxNPFxM1bAOi\nAd9UucaKrJrtXkmHoIqWNMNfU9LWxVwlQOA6xgWyoDsCUjKLo1bxcb7ZgedEC6lmylzSsRWTe+cr\nCFwHu+bKeFozZSGUVt9O6BXPg0w/W6Z16eTT8LOCCT230Y5JEbUy6u0uluudiNcbsAy/4rtYZWSg\n5Lnm2FDjtFLOgG80fF0hvlxvo+K7et4vMfyu+fwHF6vmfSu+a3IuluHbXEIcyT58a8uM36SI4dMN\ntOy75jXiDL/TlZEePUmgz8MlnbV2ywSAS3dOw/d0P6iMwitA9b/6wqNnzOfZPedDCNvcj+Q6+j74\ndfreV12ORrurpt2FJZw9XwGwihUdHx47s4qpwB1ZlS2w5QI+k3RihSKNdrRX+NPLDaM38mlKlhGp\nrX2jHSvi0tWUNmkr8N1XLOGVV9vxev0QsIDOXUBmDXENnzVrS5ozCqgLjW5cxDDiQToJvE3tbNXH\nX/6b7zIJtcWpEs6stMyFwFGr+Dh+tt6ThKUxc52uNHZFQLW0vv+9L8dU4OJBPTdWNWkT6HRV+wZH\nRJPI/DWz0NelQ60V2pYRp76WcfR0exg+oM6beMCnFhJTJc/0j6f3pdcwDD/nLtBq+FbSqZZcbJ8u\n9TB8zxERJ0g18EzOxWr4WtJJcukYH35yL5252Oela2SZMfxQQs9/Vpp3KO3IwH6eelojb3yWpx9+\nGt77vaq5neMICBGzZcYs22+5+QDe96mHcd/jz5lixTC0k/BUnykr6fC/JbcUSTi8fctyvY3HtENn\nVJZMYItJOpwJliIM30GjE0Z6hT99rm7sWFGGbyWdTlcqb67Xy/CTmHlecMsjBQfu3vBcB46wtst6\nmksnxvApMA7m0rHOHADYt1A1zDaL4dOwlLhEM6M1fO50IUzrebX0mLJoqqZeSjbyzMXBL6z+Lh27\nRU+CCfiMEae/lnqNeqsT0/BVwKdpShyhZvi1ikpAUyAseY7R8C+0BpR0qG0wC/jnGx3MlH1zbq8Y\nDd+JyAZKw48mbf0Mhp/YS0cfMymj5Ik+lxDMlqmf29UjQ+lcpvO3n8WSbu6LG5S0pXYfgJouJ+Ca\n84p3xAWANx7dh1rZw3/89MN4ZrmBqu+aHSqgch6uI1jA7/3+iKSsMAJ2rt7G42dWjetqVNhSAX86\nQZoB1Albj00DUsM6Mnz4OvF46nzT3MkB5XyJSjqDH+ISSTrd6MzcyHPYIHNT2dsNIxp+fIgIteM9\nW++tRUgD1/DjoKk+K60u4jNlKQnLLy5AfQeU9Eprc0uP+Z5qy9Dqhqi3o9IBv2H3Z/gi8ro9vyfW\nnqOoJ9Df/2qrG9m5UEvupMRtR2v4dEyotL7kq2SnI9au4RPD74QSJ5ebmCl75hw937RJ6P3MCVIJ\nXDNRir5fM2oxQcNPsmXyIB1fsxDKqHAh9pnIhkm7Rjo/+0k6dO7z9gPrkXQ4HOHCYUJHvJnbVMnD\nPTcfwANPnMWOmRJec+1udf6ySlsvRdIhJN0Enl1p4YlnV0fq0AG2mqQTsWVGZRg175Mz/IbZESRV\n2tKQjmeWmxHbXFLSdlD4OkDReDsgyvABGvGnk7amWVs34rePDlRX7oPAdcxrDlZp2/vcxSnVF4h3\nCiWY3jjMpTMVuGbGLTldkrbmLjke9Fa5E4Y9iWFbACf6JsNtP/zk51HwoMRwZtLWOHq6Ea2fAj5Z\nejlIwzcB/3wj9hkcFvAHk3T4d1xvdzFd9iyjNJKOmiRFO7Jq4JobdNyH305w6Rh5MsGlk7bmsu8w\nW6Z1AHW60pxTdB7mlXQWN0jS4XDgQkC9flKjQgB418suxZ1X7sLlu2pwHIFPfeUpc51RexCqik46\nF/lj87q1ysMnltEJ5UgTtkDB8AGoE0pKrm27EQ0/rZcOoLatS6xIpCdpu4aAzytpiQXFk3mB65gt\nMUlRLd2nJd61E1A6rO9aJuK7ou+FBgCVIJ25LEwFkFJduPGbR5Thq78llxBJOtQPPw7L8IXR+3sD\nvnrN6bLXVwPt1y1TFU85NmmbwR6tpBPV8ANPDb14OiHg07af6hNO6g6JpojPESbBmpfhp51XypbZ\nq+EDwEHNJquBa8gM2TN9Vg+Qt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6GszyNFyvFKw0ir77PWJoQQAN4E4H8M6/3T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\noAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0396047626227\n", "results [[ 0.03960476 0. 0. 0. ]]\n", "\n", "d1,d2 : 80 320\n" ] }, { "data": { "image/png": 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0N4rVqdW+35sMKWBVjkSDUd/EbckoOfaXyaM90o6Tuk7C9hGLAEQISMsKw+7X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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0314238774148\n", "results [[ 0.03960476 0.03142388 0. 0. ]]\n", "\n", "d1,d2 : 80 160\n" ] }, { "data": { "image/png": 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isjiJJdEliKtxHMwetO9HKDMRlIOM8AWFvzyxHGW9zL32ZfFl9gBbsgm/N9yL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QAAAg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\nxVivgXO91A8MXOVpSePhA76O3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.0375112898903\n", "results [[ 0.03960476 0.03142388 0.03751129 0. ]]\n", "\n", "d1,d2 : 80 80\n" ] }, { "data": { "image/png": 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Rj0vPOwNbt8ee3h+GPeF7138nz3O6Nr3rGfocY+wQAMj/D60x5pzfwDm/hnN+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TAAAg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\nBgg8p2OnGJclFnXX0NU96OQQVWPsjaHTv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AE mse = 0.037941727813\n", "results [[ 0.03960476 0.03142388 0.03751129 0.03794173]]\n" ] } ], "source": [ "# copy of above to get last row result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PCA3 + AE_640_160_6_3\n", "\n", "Best in above was AE_640_160_6_3 at mse = 0.030\n", "\n", "Prefix with PCA3 will show worse mse = 0.12\n", "\n", "Edit: note that the MSE should be measured after\n", "- reversing the AE reconstructed matrix through reverse normalization\n", "- and linear transform with the PCA components" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pca + autoencoder\n", "\n", "d_pca, d1, d2 : 1 640 160\n", "Explained variance ratio (cumsum) [ 0.54268743]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/.local/share/virtualenvs/G2ML/lib/python3.5/site-packages/sklearn/model_selection/_split.py:1977: FutureWarning: From version 0.21, test_size will always complement train_size unless both are specified.\n", " FutureWarning)\n" ] }, { "data": { "image/png": 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kbBKTVHhQlC8xwMDEcrbqc0ozpsHld4lzEQHZ0LXd2rQVLr8LO5p3iN9VdVZh\ndOpoFFpIzfMOFgiTJp8PAISVMS8X73SiFXpPWU+8g+GxlDZP79lW3b7uCPtQPUoAelfoOSk5yDJl\nJSTVXc274PQ7kWfOwyv7X+mTZ/3mwTexvn491tetR4o+TOiugAu13bVI0aUgw5iBVENqws6E58jz\nuszrX3VXNdKMaREd0Uv7XoLD58C0rGn4tOrTmEQA7qGnm9Kx+srVmJY1TdyHJlcTqjurRZC9Pwq9\n1d2KrJQsPHzmw/jVyb8CAJEaOS8vROj9CIzaPXYsP7Q8Rn0zxtDpCXnoof0Phe1yrIS+AsD3Qv9/\nD0DsI9WHAKcVnoZzR5+L6dnTMSd3Dto97T2ueLe1aSu+afhGEDJABFfTXUMpdaH0NaDnVLVNDZuQ\nYcxAaXopFEVBjpkaWHRe+H1f34ebV98MAMJDByIVeiAYQKOjUVgKpWmlqLBXiDVqgiwoyJOnZqoV\nutVgFU9z2lC/AZ9Xfx7ONAg9rZ4xFjE8N2gMKMsrQ113HYIsKDqzdFM6fjr7p9BqtEgzpKHN3YYv\nq78UaZk2vU10WrzS92S57GvdB3/Qj9VVq2MsF3WnuqVxC6WLhoiNEzpAcQMFCqx6K2wGm1hYi6cl\nbm7YDIAyauod9RhlGyWuJQ/sAWFCt+gtomNVW3jxFLp6YlH0fePgAc6S1FiFXmmvxMVvXxyzrkmX\ntwvFtuKYskWnT8ZDq7sVOSk5yE7JjgjyqrGhfgM0igYPn/kw3H433jz4ZsL9AVTHvqqlp+rUOeoi\nZs+6/W7UdtWi0FIIRVGgKAqyU7Lj2j0dng4wMIxNGyvOEyBrr9haDI2iQZYpC03OJry2/zWcVXIW\nbppxE9o97Xh8++O46/O7sK+V5g+oJ1xx8Prxm7W/wXUfXhdebyceofOgaByFnmXKwuTMyZiUOQkA\nxOSzyZmTAcQS+oryFQkfUP76gdfx23W/jXiqEhBapoL5SaGH4hFDkenSl7TFVwCsBzBJUZQaRVFu\nBPBnAOcqinIIwDmh90OOsvwyPHzmw9BpdGLI29O6Jnxoz9P12txtqHfUwx/0o9HZKIbYQNhy2Vi/\nMaaX39ywGWX5ZWI4f+vsW7F06lJBdp3eTgRZENuatmF+/nz8YPoPsLBwYdwJS82uZviZP0zo6aXw\nBDximNvubocv6IvIpuHrWwAULPIGvaJCbWvaBofPIbz9Lm8XnH4n3AE3iqxFAGh2XImtBN6gFy2u\nFmG5qJFVL5CXAAAgAElEQVRqTEWABcDA8Pjix7F0ylLMzZsrzoEPS+NZLjqNDkA462TlkZWCJLnl\nEmDhRdUqOyuRZ8mLmBXIvdOarhpY9VZoFA0seprUVGGvEMNX3jnXO+hBwiW2EmSaMmHQGOIqdIve\nIpY44AQBIOLhElwhqz306PvGwRV6PMvl1QOv4mjX0YhRBL8n/F4A6DFtcVPDJlz+7uXi2C2uFmSl\nZCUkVYCWdZ6WNQ0zc2aiLL8MH1R8EKMg3X63GM3ua90XobhTdOFUTm658PoJANmm+J0J3wcndN5u\nartrRQeWlZKFr+u+RrunHReMuQCnFZ0Gs86MZ3Y9g8+qP8PSD5diZeVKOPyOiPsDhO/D4Y7DaPe0\no7KzMtJDD3XIgWAgYnkFNVrdrWJUyVFiK8GkzEkw62kBMLXl0uRswq/X/hrP7n5WbOOT6oDwiDfa\npuEdCU9bBIZmPZe+ZLl8lzFWwBjTM8aKGWPPMsZaGWOLGWMTGGPnMMYGNqsnCeAVrieFzok8evIJ\n/yya0Ku7qvGjVT/CXzb9RWzn+dJleWVi22Wll2FR8aKw5eKl53J2ebtw6bhLcfe8u5FuShdpgeqg\nGA84cZuAT3TgtgtXC2X54eOpLReu+nkeLY8jjE2nRmX32kXDX1i0EAClVxbZiFCqOqvgD/ojRicA\nhK84Lm0cFhUvwi9O+gXSjGmCDPmoIa5CD3noTr8TChRsb96OI/YjABCh4AGITjHPHCZ0m8EmpnPv\nbt0tFA7PEuKTQM4sPhO7WnbB7XeLe1tsIyV4atGpIsgFQOSiW/QWQRRqhR7PchEeui7xvASu2oXl\nEhpFuf1urChfASDyCVPegBfeoDeS0HuYWLS+bj0OdxxGVWeVWP43OyUbWSnxLZdubzd2tezCKQWn\nAAAuGXcJKjsrsad1j/iOL+DDhW9fiBf3Ui72mpo1UKDgvNHn0bVSeeguv0tkdHHkW/Kxv3V/TAfH\n69nY1DChB4IBIvTQQnLZKdloc7fRPSo8FSadCb9d8Fvcd8p9WH3lakzImIA/bPgDgiwYkwQR/d7u\nsYuZyTkpOfiw4kN0e7vFZDQg0nZ0+pxw+V2iznL8+pRf47Gz6UHOeea8CIXO8+fX1q4V2x7b9hgW\nv7EYdo8dO1uI0KMDqdzySTWkojS9FP845x+YmjUVg40TYqZoX5BvzocCJWZmmBpCoYfU7J6WcCVv\nc7dFELpZZ0aABaBVtPik6hOh2vgDX9UEy6FeW4VPJZ6RPUN8Hs9y4R0QD+SNSydC55kuvOfnHYhJ\na4pQnvyYfJo/V66laZRfa/fYRcNfULgARq0R4zPGiwbKOw51/ACAUMjnjzk/Yjs/h3pHPakjrQla\nRSsUOl/LheOskrMAQAz7uYcOUGCWd2D5lnxB6Fa9VZyjAgX3nkTTHHiGza6WXbDpbVgycQl8QZ+w\nzQAI4njs7Mfww+k/FOXgpGnWm0WnxEke6DkoGu2h3/3F3Xjn8DsAwgowx5wjgr0ABfq6vF3QKJqI\nJWNFMDklS5Cmeuq/+vhAOBWzwdEgCDM7JRtZpiy0u9vxZfWXEVkiu1p2IcACon6eM/ocGDQGvFf+\nnvjOvjZS5NxmWVOzBjNzZuLsUWeL8nDV2+RsihlR3DDtBrS6W/H0rqehRrRC7/J2ocnZBH/QLwQE\nV8czs2eKRbUuHncxrp50NXLNubhp5k3iGiayXEpsJVBACRK83v7p9D+hsrMSv1776wibJSIxIHT9\n+KiSw6K3iPqWZ8mLIGfePqo6q1DdWY1tTdvw7O5n0e3rxkv7XhIdeDSh82OlGlJhM9iwsGihECaD\niRFD6HqtHrnmXNR118Hld+HDig9jhpmc0PnrntY9wvcGEEHoc3LnYG7uXPxh4R/Q5evC2tq18Aa8\neG73c5iRPQMT0ifElEEQuq8LO5t3wqK3iMoNhCuSWgHwBssDSamGVBRYCoQK5RVlTu4cKFAiJhWp\njxn95CI+YcLusYvAYrG1GK9d8hp+MO0HYkTDOw7egDkmZUxCoaUQl467NGJ7sa0YKboUVHZWwqyn\nJ+2YdKa4U/8BSlU7d/S5Ym0VkzZM6BmmDHF98sx5YuRhM9gwMWMibp11K1695FWcXnw6AAjLZXfL\nbkzNnop5efOgUTTY1LgJNV01MGgMEfMC1FAHRYWHrlMp9F7SFgHKvOhwd2B11Wp8UPEBgPBoK9WQ\nigxThmjg75W/h9GpozE9a3qEDcgJ3aq3ilFQtOWi9oK5bVXvqBc2R3ZKNrJTshFgAdz+2e14aNND\n4vt81Dkta5oo1xklZ2BV1SrRHrY1bQNAdkGjoxG7W3djUfEizM2dK66VRtHAqDWKjCu15TIndw4u\nK70My/Ysi1gAjtczYbl4OmM6Wt4G+GgxGouKFonYR7QizzBlQKNocPXEqzEqlUZE/B6dXHAybpp5\nEz6r/kyIm9yU3AjLhZcv2nJRo9BSiJruGnGtDnccFvMq3j/yPn711a9QYClAgaUAL+x5Qfyu0dmI\nfa37cMWKK3C08yjeLX8XFr0FU7KmJDzWYGDEEDpAKxDWdtfivfL38IuvfhGhXHxBHxocDTBqjWhx\ntcDld2Fv616cWnSq6O3VhH7emPPwwoUv4Lwx5yHDmIEPKj7AGwffQL2jHrfNvi0mhZL/3qAxCIU+\nLWuaSIsDSGHmmfNEr9/ubser+1/FyQUnC8IBSI1vadwCxhganY3QKToUWAqQa86NsFuAMKE3OBrE\nolpA2LpRWy5ZKVkoTS8Va4AXWgpFECpaoY9NG4uPr/xYBPs4Mk2ZePHCFzE+fbxouCatKVKha8KE\nXmQtwh8X/lFkEFgNVnGds1KyhLeaZ86LWPtap9HhJ7N/gtGpo8W+0gxpqO6qxr62fZieNR02gw0T\n0idgR9MO1HTXoMhWJCycaMQLiqoVoFFnFIuOiYlFusigqNPnxP52egj4npY9IgcdIILmgiLIgtjd\nshunFJyCQmthxKiRf59PngJUWS66yCyXIAuKZ7w2OBoiMovUpFRhrxDLLOxr24cia1HEKG5e3jya\niRvKveeZVy6/S6xPvqh4EQqsBRiTOga55lxRHk7+49PHR1zPu+bdhUJLIW755Bb8ceMfAZD4SNGl\nIDslG1pFi05vZ4QVBkDMoeCddDT0Wj0uHncxXXddLKG/delbuH7q9WLOhlqIzM4hi21X8y5xTLVC\n5yOIaMtFjbFpY2H32EXHXN5Rjpk5M1FiK8ET259Ak7MJfz79zzh/zPliLfsiaxGanE3YWL8Rh9oP\n4Z4192BV5SpcOeFK0T6HCiOK0AuthajrrhOBCnV+a313PQIsIIhle9N2kUvOb3C0jwzQk1vOG3Me\nVlWtwp+/+TPm5s7FgsIFCctgM9jQ4mrBwbaDEXYLR2l6qVDFj257FA6fA/fOj1w5YX7+fLS521Bh\nr0CjsxHZ5mxoNVrcNuc2XD/1+sjjqUYYM3NmIs2YBo2iCS+w5elEi6sFChQRnOGYmDFRKLrooGhP\nmJQ5CW9f9jaePo+G3CadicgQTHiaHAWWAph0Jjyx+Ak8d/5zyDRlimNlm8JLJ0QHRePh+9O/jzvn\n3olbZ92K707+LgBgVs4s7GzZSRO9rMVxfwdEBUVDtpFaAc7JnYPa7lr8c+c/Eyt0n0PMvuzydYk4\nCV8qYlrWNOxp3YPKzkp0+7oxNWsqCqwFImALqBS6IWwrcesnOg+90dEo/q931ItsmRJbCcryy7Bk\nwhLcNe8u+IN+HOmkGMXe1r0xXu2kDMrmONB2AIwxbGvaJmZtvn7wdeSac8V3/nXhv3Dn3DsBhDvq\n04tOF1YgR3ZKNt7+1tu4rPQyvHbgNbS527CxfiNmZM+Aoiginba6qxpaRSvu7cXjLsYjZz7So598\n5cQrkWHMEHVYjfEZ46HVaAWhq0eDXLVzu3NU6ih62HhoxJPIclGDW5UV9gowxlDeUY7x6eNxRvEZ\nUKDgj6f/EbNzZ4t4w7SsaSi0FqLZ1SxG23tb90KBgqVTlyY8zmBhxBF6o7MR25u3AwA+O/qZyG/l\nNsuphacCgAgIzc+fL3KCE5Haj2f9GD8v+zl+XvZz/GHhH+Kqcw6bwYbPj34OP/NjVs6smM/HpY3D\nEfsRNDub8dbBt3DN5GswPiNS/XD/c1PDJlq7JaRqvj3+2zij5IyI76ofSpFnzsPkzMnIMGYI8rZ7\nyXLJMGWI7BOOSZmTxPT8eJ1ZT1AURRB3ii5FpHWZtCaxlgsQHqqb9WbMz58PINwIs1OyMTdvLoqs\nRZicORnz8+bjttm3iRmF0SiyFuFHM36En8z+iVDzs3JnweFz4GD7wYhUwGjEVeiqLIprJ1+Ly0ov\nw+PbH8fKypXQKBroFJ0oO0D2yr62feI67mrZJRZeUxQFM3NmwuV34f3y9wEAUzKnoMhSBH/QL66P\nepJWmiENWkUrRjR6jR6ZpkxsbtgMxpggCKPWiAZHA8rt5SiyFsGsNyPTlIkHTn0ApxeR0j3YflAQ\naAyhh9LzDrQfQGVnJdo97bho7EXINefCH/RjUfEiUaczTBnifPk1u3X2rXGvqVFrxNIpSxFkQby8\n72Uc7jiMM4rPEOfX5e1CTXcN8i35oq5YDVacM/qchPcJINGz5po1wjaMB07o6jZbaCmETqMTdiXP\nPOIqvdXdCgVKj14277gqOirQ7GpGl68LpemluGPuHXjj0jdETGl69nTMy5uHc0efi1xzLpqcTThi\nP4I5uXNw0diL8MMZP4xILx4q6Hr/yomDImuRWHxqcuZk7G/bjy2NW3BywcmC0Hn0/6var1CaVorJ\nmZORZ87DvrZ9CQk9OyUb35v2vbifRcNmsKGysxJXTLgCi4oXxXxeml4Kl9+Fd8vfBQPDJeMuiflO\nsbUY+ZZ8fF79Ocrt5cLbjAe1ms015+LG6TeirrsOOo0OVr0VnZ5Oyr2NM8zkDR0AUrQpMZ/3FSm6\nFBHtn5Y9TRC2zWCLO+RUWy7j0sZh5ZKV4rNbZt3Sr2OrO82eFDonKZ4Cqd4GUAf1wIIH0OhoxMaG\njUjRpQiS02v0KE0rxdd1X6Pb240FBQuwpXELdjXvooeXhDrVWdlUlrcOvQW9Ro/x6eOFzVHvqEee\nJU9YLjY95dqrjwMAN824CQ9uehDr6taJtYnm5c1DeUc5nH6nsNI4RqeNhl6jx8G2gyJVdUpmpG9r\nM9hQZC3CgbYDwp+emzcXc3Ln4OPKj7GoKLaeApQNNTlzslhKIR4mZ05GgaVAWDc8CM5nGnd6Onvs\naI8VvO6q26xWo0WJrURkVHFCb3Y1Y0P9BtQ76uMKGzX4SqPl9nKUdNDvS9NKkaJLiWgviqJg2QXL\nAAANW8gOc/qcOGvUWfjdqb9L6rn2ByNOoXP8eOaPkaJLwduH3gZACt2oNWJCxgQx5L6k9BIoiiI8\nw/7YDomwdMpS/Obk3+CBBQ9E+Occ3It8df+rsBlsMY0PoMoyP28+1tWtQ6enE1dPujrh8VJ0KWJt\njzxzHhYULsCSiUsAQCxwxSdTRIMPs4H+K3Q1TDoT/EE/TFoTZmTPEIpTnRmhhlqhDxSjbKMESfVF\noZv15vBM0ag8Z71Wj4fPehjj08fHdESXT7gcO5p3oMJegalZUzE9e3pYoYe+W2wrRoaRAqMTMyZC\nr9WLa8AzXdSWy1WTrsI98++JOM7Vk65GkbUID295GOUd5TDrzJiePZ2G9PbKGNWq1+hRml6Kg+0H\nhX0Wz86YlDEJ+9v2Y2XlSuRb8jEmdQwWj1qMImsRTi44Oeb7APDo2Y/iwUUPJrymANXVs0edDV/Q\nR1PqQzEXbrnwSUXJRqGlED8v+zkuGBO5EOxoG8VcrHqrWN3xud3P4Tdf/wYryleIbT2dz7i0caiw\nV4hEg55GCgC1O1/Qh3ZPu0jZPF4YWYRuCRP6vLx5+O7k7+LDIx/i6Z1PY1vTNjFbjffcF4+l4Esy\nCf2icRfhO5O/k9CW4YHERmcj5ufNj0v6AAVlbQYbHjv7sYQNDqAKyBViriU34rNUQ6qwXOIp9GJb\nccy082MBJ8s5uXMi0hZ55k401Ap9oFAURaj0PlkuuvgzRTlSDalYdsEyPHnOkxHbLy29FDqNDgxM\nqNYD7Qdo7ZlQHENRFMzIobgJz27g14AHRru8XVCgwKK3YFrWNFwx4YqI4xi0BtxTdg8Oth/Emwff\nFEsZBFkQ3qA3LrlMzJiIA+0HsLZ2LQosBXEthcmZk1HVWYUN9Rtw5YQroSgKLhx7IVYuWRmTHsih\nKErCILMaZ5dQuqPaDkw1pGJvCz14Jp71OFAoioLvTftezD3nPnqaMU2MXr+q+Qp6jR5BFuxTnRuX\nRstvrKtbh9yU3F5/o17GIZ7vP5QYUYSeb6Fc9BJbCdJN6bhjzh1YVLwIj257FLtbduOSUrI3FhYt\nxEVjLxK53+qo/mAjzZgmKkAirxgAziw5E2uvWYtTi07tdZ+cUNSrMAIQ67G0ulqRbYpVwxpFgwkZ\nlH45kM6Mdwb8fPiQVj1iUkMQeg/Bqf7glMJTYNaZ+xQUtRqscbNc1EgzponrwpFpyhR2wuTMybhg\nzAXQa/SosFdExDF4IJyrZLPejHRjulDo3b7uCNsnHhaPXowfTPsBAiyAMWljIjpGHrRTY2LGRLS4\nWrCxYSNumHpD3H1OypwEBgadohMjuGRhXt483Dn3TiydEg4C2gw2+Jkf49PH49LSS3v4dXLBs6LU\nWUTugBuXlV6Ge0+6F9dNvq7XfZSml6LZ1Yy1tWvxncnf6fX7nD8ARGSaHQ+MKA/doDWgxFYiZghq\nNVo8tOghvF/xPk4rOk0Mf++Ye0fE7/gNUafbDSZ4heF+fiL0RR0BoTQ/RRcznEwzpGFb4zZ4g96E\n5Do5czJ2NO8YsOUCQGROaBQN7j3p3oTnxyctJVLw/cU1k67B+WPOT0jQgMpy0ZmRnZJNyx330wq4\nfc7tmJQxCUXWIiiKghcueAF3fn5nxFyDhUUL8fTOpyNmEvPsqyAL4kDbAXH+PeHOuXeCgeHUwlMj\nOurobBMAYg2Sy0ovw3VT4hMW938Xj16cFKtLDa1Gix/N+FHENh6U/8VJv+jRs042OKGrFTpAeeoX\njr2wT/vgoyCL3oJrJl/T6/f5/dEpOjGB6nhhRBE6ADxz3jNiij1ACqknDxoYWoUOkKJpcjbFBLiO\nFTaDDTnmnJgOIMecA2/QiyUTlsQM7TnK8sqwonxFTEpjf5BlogdiqL3bRMQCAGcUn4EXL3wxacNT\nrUbbK0nNy5uHJROWYGrWVJj1Znx9zdcRyrovGJs2NiJoOyVrCj684kMRwwAo+2HjdRsjSGx61nS8\ncfAN3PrJrdjcuFnMfO3tnP6r7L8AhNeQKbAUxLWJ5ufPx9/O+hsWFi1MaPUVWgpxT9k9OGvUWX07\n2QHiqklXYWLGxF5FS7KhJnSL3gKtokWABUSGVV/AJw1ePenqhCm0amSbs6FAQbGtOCJl93hgxBE6\nt1H6gzFpY7BkwpIevepk4paZt+CmGTf1mP7YHywoXICJrokx22+eeTMuHnux8HXj4fwx5+O0otMG\nNAHippk34epJV/dZiek0uoh1VoYCacY0PHDqA+J9f8k8EeKdc/S2e+bfg1Z3Kz49+ikuHHshrp18\nbb+OYdabkWZMSxic0ygaMW0/ERRFwQ3T4tsxg4Eia1HCoPhgItecK5b6VRQFacY0ZJoy+zUqKbAW\nYNkFy+LOI4kHvUaPrJSsiJHa8YIyFE/R4CgrK2ObN28esuNJSAwXBIIBfF33NU7KP+mYRoKv7X8N\no1JH9TipTYKwqWETiq3FKLAW4Ldf/xYTMyYO+iSfL6u/RJ4lT9hfyYaiKFsYY7ELSEV/TxK6hISE\nxPBGXwl9RGW5SEhISPwnQxK6hISExAiBJHQJCQmJEQJJ6BISEhIjBJLQJSQkJEYIJKFLSEhIjBAM\niNAVRblLUZQ9iqLsVhTlFUVRhmaqpYSEhIREDI6Z0BVFKQJwB4Ayxth0AFoAvS98ICEhISExKBio\n5aIDkKIoig6AGUBdL9+XkJCQkBgkHDOhM8ZqAfwFwFEA9QDsjLFVPf9KQkJCQmKwMBDLJQPAtwCM\nBVAIwKIoSsyCCYqi3KwoymZFUTY3Nzcfe0klJCQkJHrEQCyXcwAcYYw1M8Z8AN4GEPM0BsbYU4yx\nMsZYWU5OTsxOJCQkJCSSg4EQ+lEApyiKYlZoHdjFAPYlp1gSEhISEv3FQDz0jQDeBLAVwK7Qvp5K\nUrkkJCQkJPqJAT3ggjF2P4D7k1QWCQkJCYkBQM4UlZCQkBghkIQuISEhMUIgCV1CQkJihEASuoSE\nhMQIgSR0CQkJiRECSegSEhISIwSS0CUkJCRGCCShS0hISIwQSEKXkJCQGCGQhC4hISExQiAJXUJC\nQmKEQBK6hISExAiBJHQJCQmJEQJJ6BISEhIjBJLQJSQkJEYIJKFLSEhIjBBIQpeQkJAYIZCELiEh\nITFCIAldQkJCYoRAErqEhITECIEkdAkJCYkRggERuqIo6YqivKkoyn5FUfYpirIgWQWTkJCQkOgf\ndAP8/d8ArGSMXakoigGAOQllkpCQkJA4BhwzoSuKkgZgEYDvAwBjzAvAm5xiSUhISEj0FwOxXMYC\naAbwvKIo2xRFeUZRFEuSyiUhISEh0U8MhNB1AOYC+AdjbA4AB4B7o7+kKMrNiqJsVhRlc3Nz8wAO\nJyEhISHREwZC6DUAahhjG0Pv3wQRfAQYY08xxsoYY2U5OTkDOJyEhISERE84ZkJnjDUAqFYUZVJo\n02IAe5NSKgkJCQmJfmOgWS63A/h3KMOlAsAPBl4kCQkJCYljwYAInTG2HUBZksoiISEhITEAyJmi\nEhISEiMEktDVOLoR+PAeYM87gP8/LKV+91tAzeaB78fVDtRu6eE4b/f8+VDD0w1seBLwOmI/2/7K\n0JTV0UrH2vHa4B+rL+hqAD78f4Dfc7xLAjBGr2470FkX+3lbBbDj1aEt0zDGiUXoPjfwxZ+Bl78D\ntJYnf/+bngG+eQp443v0mkx88jvghcuSt7/2KqDjaPL298HPgc9+3/N3tv4LWPt/4feuduChCcDh\nT8Pb1v4f8NyFQMAX+3vGgPfuBL56uH9lCwbpN10N/fsdQL/57H+AAytjP3O1Ay9+G1j5C2DXG7G/\ne+fHwNNnE7kNFnwu4NHZdKzlN1MHc7yx5x3gm38e/473/buAl64I/X83sOyS2O9seBJYfgvg6ji2\nYwSDx16+YYgTh9B9LmpcX/wJqPgSePJ04MhXyT2GvRooOQVILQLqtvXtN54uevU6gQ3/AAL++N87\n8BFQ+RV9b6DwdAPPnQ/884zkkLqnC3C1AdWbiIhfvIJGKtFY93fg67+FVVPddsDRBFRvDH+ncQ8Q\n8NC1jEZnLeDp7L3Max6KPH79duDT3wHb/92/86rbDvxtFu1v3aO0rfxzoOIL+v+je4H6HYDWADTt\nj/xt62F6zZtO5OZs69+x+4qWg3RNJl4YOu6hwTlOf9C8j175NVAjGBi6clR8SferqwE4tBpoK4+9\nD/x6Ne7u//4b9wB/LABqBrHjev8u4L2fDd7+o3DiEPqe5UDTHuCKZ4DbNwNGa/JVdEc1kDEGyJ/Z\ntwqy/WXgwbE07Nv5GrDy3jBZqOHpApr3AywINCUhs/Pr/wO66mlI/Nr1NHIZCDpC5OtzUMdT/mms\nonW1Ay0HiPjtNbSNX6P2qvD3mg/Qa9uR2OM0hYiioyr2MzV2vAZseyncOXKl2LCr93MJ+MLf2/sO\nEPQDpWeHy7PqN/QHUKc94Twgb1qYxDg4mZX9MHReUYSvRs1m4P9mAF2NvZcPoPv18neoM2kJEdKs\na0LHOdj779ur+n6sYwHv3FqiOpcdrwIPjgFqt/b8+/LP4yvm2q1Ad1PfyuBzUbsCA778X8Bjp+2N\neyK/x+9T/c6+7VeNna8Dfjdw6GN639UYFivJQDBIFuOuN4esIzxxCH3TM0D2RGDGlUBaMTDhXOrB\nA37AXjtw5RvwAV11QPooIH86VWafK/H3PV3A6vuBoI9IkBN5YxzSqdsGIFRR6nfEfs4Y8PmfgLWP\n0LnEA1cm9hrg60eBGVcBlz1K6rX808jvep3Av6+OfywA6G4G9q4Iv1cr5k8eCB3naCRpqIfffL8N\nIULnBO110O8AoL0HQnfbYxt83Tb683RRI/U5wx0GP3ZfGu36v9PoreUwULUeKJwDjFpA99brJKuu\n5TDd7/YjQFYpkDMljkIvB7RGqmfqssdDxed0DeN15vHQuBs4uJIae8tBQNEA488BNDrqNHvDS0uA\nd2/t27H6C8biK/S97wLv/IRGE3vfTfx7ew3ZWNFiq+MojSpX39+3cjTvh2gzW5aFt6sJ3ecKi5Ho\nzt7RAnzzdCxBM0b1iTFgX6gNVK0DGvcCD08B9r3Xt/L1Ba2HAXcH4O3qmxhJAk4MQq/dSjdh/o8A\nRaFtpYup1z68GnjiFBraDASddaSg00uA/BkAC/TciL/+G9kN5iwi9CNf0vZ4N44Tkt4CNMQhpZaD\nwJd/JjJ9YkHssHL/B8BfJpB627OcLI2zfk3qEohVj1XrSHXsez+8bfsrZFkFfMAXfwRevz6swDih\np2TQsFZnCpVbFSSt2UzEo2jChM4bF1foakXXXhl7nupydlSR5cH99Ld+BLx1U6iTCDXCmk2hcoSu\nX1tF2OKKB8bI5wcDdr0O1G0lMs8YG74ufhf9Hd0ABLxA1nggdzLQ3UCjEI7WciBzHJBWAhhTe64L\nvDM4ui7xdyK+H9pX3TYa0WSMoRFn5rjwCCcR2qvIZqhc2/PIrGr9sQULuxqowwXC95MxYNV91C6K\nyoDyzxL//sgaeo1uB1/8ma53xedhku1qBL76a/zzaAyNZIvnU1ssmgeYsyMFU9sRAAxQtLHtatuL\nwIc/j20bBz+mdvDOT6g+mbOpnm3/Nx1n3wokDbz+AkDV18nbbw84MQh987OA3hwelgLAuDOJXN79\nKTZzDwUAACAASURBVKmGXa8PLFDKPd+0EvJNgcS2i7MNWP8EMO0KYPa15I272gFdSnxCr9lMjbVo\nbnyVuT9EvFc+T53U7reiPv+QrIM9y4FDq4DcqUDmWMCUCtgKY0mgMtSo1PbOvhVEjHvfpf0AYTXS\nUUUkPukiel/2Q1KL6qyX6m/ouNmTiND9XmosWgPZPz43dUwA7SuR5WLOov/bKoCtLwDrH6f71nqY\niIo3KIONjum2036LygCwcCfSVkGWlxpHN9B2jZ72G/ACo0+lawXQteM48BG9Zo0HcibT/+rr2FZO\n6l1R6POeCJ3/rqqPhM5Jpm47/TZ7Ir3Pnhhrc0SDCwe/O5Iw1AgGiLCW/7jvsSDGSNVydV48n0Yw\nAR+1g44qoOxGYNIFRJ6Olvj7qQiVT329mg8AO14B0kZRXeHn+OHPgU//m9p3NJr20gjppFvofeli\nGjk3qNok98/HnUnXVJ2Vw48ffd84se54BYACnHkvXctNz9D2Q6sTx8H6i5pvAGMakD6673VjgDgx\nCH3RPcDl/wRMaeFt5kygcC7gbKWbrTX0nj3BGHD4k8jI9rZ/UxYEH7qljyJFZ7BGVh41vnma/OZF\n94RVMkDk3nIoNgWudgsRUsEsqqjRFWb/B6RApl9BnYlaWTEWHsrvfI2Ul/qYOZOowTBGysnvJfUG\nhDskxsLk/NH/o85Hb1ER+lE673Fn0vuZ36Fy1G6mDmDTs/R/cegc6ndQYwr6gLFnAGDUITYfILU0\nagEpycY9wEe/oOsRDFKj42U/+DHZKs4WUm8cm58HrPlA6VkUbOV+bVloEnLDLjqf5T8m0jr0Sfi3\n21+i+7bwZ4A3lC1ScnJYoXOvFAAOfEivakLnjT8YoI4hq5Te506h+xbPXw0GqMPRW+i1uw8L0HFC\n99iJQNWE3lYeP0OIo+JL6hQVbZjco7H3XSJjjY4ydPqSyfHJ/cBfJ9FIDgCmXEoiouMojfQUDXX4\n484OleOL2H0wFlbobeVhy3LTM9Q+r3qe3h/5khIa9q2g67b2kdg207SX6vakC4EZVwNzrqM62bQv\n3H64JTTtciqrmry5mIlW6DWbgLwZVI8nXgBM/TZt97upbro7EneUiZDImq0JtZkxC4nQhyCj5sQg\n9IwxwNQ4KX8Tz6eKfcGfgbnfA3a+2nNq2953yH/cGSLMznpSCWsfCSuT1CJAo6FA2dH15N+plb/X\nSVkPE84H8qZSVozBRpVt/GIAjCoWT9H7UwmpkqJ5NGT1uyMzGTrriPAnX0zvZ11D5MlVTGs50FlD\npNNWTiQaTegth0idvng5sOrXpPwMNrI9PN2UXeJoItJ2tgIpmcDCu8iS6KgOE/r0K4GfrAMKZ1NF\nrFoPvH4D8MHdpJSL51ND6G4IpypODqn69ipqPJnjiJjajwBr/gJsfJL20VZBBF5yMqkWYQcpNLpK\nG0VKxu+iY5ScRKpwR4hgJl9MRFa/g8ikeiORxMe/JAL0Oijdbtq3gZmhkVzuVOr4zZlkm7RX0nUx\npVP5jKmAJYdGZXpLWGnba0jdZ5aG9+NqAxwhslZ3yG1HyAKbeRW9P7qeXhmjoNvTi2NHjk37gdxp\n4fec0HMmETGpRzftVSQ4Av4QYX5JAqZwTpg81WCMguaZpcAlD5NK/PiXsfMqKtdS/jtA5Pr1o3Ts\nXa/TdR4VevhYyyESHCWnANYcqhumdBpVRhNUaznFKsaeQfZly0H6zt4VFCMomkf3ee+7wPs/ozr3\n3Zfpuj53AcU+3vwhHa9xL7VBoxVY8jRxQN50utYvXwU8ex4JBlsBjcIA+p3fS9eKB5fVo1S/l0Ys\nYxcBN30BXP0vOqesCVSXLv4r8Ym64/d7gXd+Gpkk0LSfRs2MkfX64NjYILWni45dPB8YfRrVn77E\nRwaIE4PQE+HUO4CfbgRyJgLzbwzbEvZaCr5EB962/otet71Er5/+N5FM0A/sfAOw5gH6kH+cP4OG\nlu/dCTx1FlXKqvXAK98hUlwYSkXShSrCOQ/QbwD63ZZl9Dd2EQ1Vp19B2TNAWAH4XOQhAsDkUI7t\njKtIDfGgUsXn9Hrhg/RqTCNS5MiZRKOFLSH1881T5AXOvpbeN+0Le9Dn/4lU2/QrSNUA1DA5ofOO\nDKCKGPRR+W94F1hwG6m2wtn0+Zq/UCMYfw6976ikBpwziSwObzftO3sijYqeDX0vdwqQMYoCRSkZ\nlIECUGfIO6qCWUQgAI1KCmbTd/NnEJl//CvqeC//Jx1z07NEEt5uYPZSIHs8MP5cYPoS2oeiECEA\n9Bkn0Mxx9JlGQ+Wu30GKmyu/rPGhMnMFv5fu2ROnhDNluAKc9V2y3PjoaOW9wNs3Uee89YXw/XJ3\nUgc97dv0fSBSoQORDf+LP1Ha5dF1dHxHMzDuDPqr2Qz8fT6w/Cfh7x9cSedx2h10LU66hTrVfy8J\njzAOrQaWXQy8fDW1leW30LW46C+hOjU5fO673yLfmgsOjZbqzp7lwOMn0QiMdyxHvqDXk39Mr417\ngeoNJACmXU7Xeuwisig76+n+jTsTmHM9dQCWHFKyr15Lv8mdigjkh6zQii+pQ9/9NpUzYyx1kGv+\nF3h8PpU34KG6rg52N+wiQVUyn+65zkDbT7sDOOMX1AZGLSA7jl+r7S/R32tLgc/+QB3JEycDr34X\neOP7NL/E76I63nII+PdVlNWy+rd0TiXzqcPJnTp4qa8qDHRxruMLvQnInkD/50wiwtz1Bnmve94m\n4lz6Nn2vo5rSqWwF5KNt/Cew42WqfFuWkbIoUi1Lc9qdVLHzZ1Ae6evX03ZjGnDJI2FVAACzvkOv\njJEttP4JsiDGnQVc/SJVHoACMJmlwNYXgSmXAU+fRcp11rXhxmzLB+Z9n2ydyZeQNZE2ilRP6dmk\nYrWq25YdWuxy91uUrWGvJi+x7Ac0kmjaE8rYMFDGxk2fUQMwpZLK2/APUg9pJZHXdsqlVAHn3kAq\nadyZtL34JLKaKtfS9UktJq+zcQ+dy+RLwuQZ8NLoydtNnWlnHams9NHUuIrmEVGUf0qErksBNj1N\nsYbiMuCqFwBrLpUToCH/x7+m/Vz2KJHE1heI9DLG0LUdFeoIlr4ZeT6ZY6mj5Wqs5pswaQHA2NNJ\nbT06m74DqCyXELHUbiGSaj0ErC8na4qP7PKm0TnseJXKtfGfNGq01xD5nfM7IjQeZ8ibDhTMJGLi\ndTh7IgCFbMBxZxH58HjKgZV0H6BQPcidQqra76F6fOrttJ9V91H5Z19H9e6i/6Vr8/EvicgLZ5NV\nZcmlzuYfC2iE88OVZEVUfgWMXkijmpRMUuyWnHDnCBDxj1lIHenWf1Fdvep5sjyzJ1LHrDVQB1S3\njerHxPPDbaV6A/Dtf9AoDAC+9ffwvgM+6iw3PhkeJXDkTqPrOHYRsPZhsgyzxtN53vwFjebeu4PE\nBkDX6fCnFN/pOBqeL1F8UuR+594Q/n/GlTR6qNlEwmLNX8naBajDyJoAnPt7qoMb/0Ft0+8mQq/Z\nRHEaHqs5+SdkUWk0wK3rMRQ4sQk9GjOuAlbfRw1vzOlUOV+4FDjrl6E0PUaBx2UXkZdcMAs4+z4a\nald8ThkuHOmjgJNuov9/tJpUCAuGh57xoCjUGMo/o0p98V/DZA7Q//NvJIX5xvfIArjuzXBqHMe5\nv6fO518hm2nBbbTv65fHHpP7v0E/Vcb0UTRkz55EfnLjHiKh/BmAzkjnzLHgNuCtG8Pnq4bBAiyI\nkxqn1QFn/yZyW/ooYMsLNDKYcgnZFwANzccuArR6YOq3wt/nhF9URp0ZFJpYo9HSaGDMIjrfad+O\nPM7Jt9CfGuf/CXjyNErfPPu+cBZUNLiPnh0idCCS0M/+LXUw3zxNHYwpjUZsABHa6NOALx4EDGYi\nhNbD5E+bUkOZMDbKPDpwGtl6Bguw+H4avr/zE6qTxWVhnzdnEpG2q53IEyDCXvxbmrH75ELq2AJe\nupcHPiCyG78YSC2kv/ua6fePTKPOKKuUOptrXqFrzjH/RxQkXvMQvfd0EQF+9TAJoGteDteLq/8V\n/t3sa4HuRuqULdnh7Vod1bUZV9KI4+mzyVbTGmlfWh2V+cgasvsmnEvXB6D6cHsPE3m0ehqNnvWr\nyJgZQO2Hj4zP/yNQsYauKUBqe871dI77Q57/1G8Bh1ah9t+3oqjyLSpfajGQVpT4+DOuok5x07Nk\nqXbWkHgoOZnuecEsqmOMUYeUP4Ms2/0fAGDU8U2+hOrM2NMTH2eQMLIIffoSGuqY0oDvvEQ95cpf\nkrcMkOocvYAueMNO4No3wuqz4vNYlcphtIWHnL3h6hdo2M6tm2jMvpY80YovgPk3xZI5QGW6ahmw\n7jFSe5MuTHw8SxZ5ns5W2peasHOnkHLoagDmLI397dRvUaqkvZpU87EiYzQRyeylRIo+FzWoyZdE\nEgsHP1bRPLpOPOAJhEcCfUXeVLK0tiwj2yMRMtWEbqT/1YSu1dH1mPot6gADnnDnoChUn547nxT2\nub+jUc+K2+jz8eeGyzLrWhqin/5fdG8mX0wdyLaX6N5UfEFZQBljaJh/+n9FlvP0u4k83ruT1PnY\nRVQHeFruBX8Kf1dRqDOYewMpWoA6xuj6ojMAp95GNpCioZFP7hRSyWf9kuyWeDj/D4mvJ4cplUj8\n1Wtp5MYtubypZJeZ0oGFd/e+n5j9pvX8efoo4OcHSaRwaDREyGsfpnMKjeyKKt8i4vW5wyOFRDBa\naRSxZRmw00/Xs/Rsutb83AB6Pz20LMH4xeFZzHOWhm3E4wHG2JD9zZs3jw06Pvlvxna+EX7vsjO2\nezljtVsZ83tpm88T/p8xxuq2M3Z/KmPfPDP45WOMsQ9+zthDExlztiVnf89dyNj/jmcsEIg6zj10\nXo9MZ6x+Z/zfbnyKsf/OYczReuzH//jXjP2xhLHOhvC2g6si36vRWsHYq0sZc3cd+zHV8HsZaznc\n83eaDzL2t9mMddQw5u5k7L2f9f+cOxsY2/9R+H3DbsZW3cdY+ReR33n/vxhztoe3vXkjY/enMt/v\nC+h+vPPTvp3T9lfpvOy1jN2fyjr/exTV3WjYaxn71+WMbX0xtg5weLoZe/5ixrb8q2/nOlAc+Jix\nF5cw1lo+NMfjaNzL2P2prO25qxnzuZnv/nQWuD+dsYY9fd9Hwx7GHkhn7KUrGfO6ev++o5UF7k9n\n9j+MZyzgP+ai9wQAm1kfOFZhyZzq2gvKysrY5s1JWNFvMLDvfVKHRuvgH+v/t/fmYZJldZnwe+Iu\nsWXknrVX19J7Q6800OwgiDQCzSgqiAKODjLgfDg6g/ggijqfPqKD84A6IyiIgB+oTAtiCzRNs7TQ\ne/VS3dVVXV1d+5KZlVvsdzvfH+f8zj33xr0RkZmRkVVpvM9TT0ZFRsY999xzfuc97285vid0t15d\n69RDIppl7yui7zfLwnew6ep0KYLz6LZ/JXBqIhegtGXl37GR4TVx7PtfwOPf/hI23fJWvOD170p/\nHin4yu/+B9TGr8Hb/ksXrPnfOT77Oz8LtvcVeMc7fxnf/ciPYL6wG2/+wKeX9yXzR6V/qDsR4+9+\n7+cQTF6Fn3vvb3X+8ArAGHuIc97x7ImNJbmsBlcnVHJbKxgmYPRu4ViauA6+zzEW/0W2JLa+7UDb\n9tXALoh/AyTDzOJf2MvxUXczfpntxQuWacwB4LeC9+CGwijaiEoDSPy++3N4y9AOAMD7+G9gi5nD\nmzv8TQvIz9Ml/oS9EzcWRpEgbPYVF3fYYg9xx+NnUGn2KEOsz/jIV57Ae7/QoWDSAOuK+46IkLWD\n59qULmiDph+g4fax0uFFCs8P4AUcri+UB9cPUGms/bx2vQANb/2fz8CgAzi31MB7v/Aw7nj8zHo3\nZUWYrTqYrVwAhxEMkAjPD/DgUWHQD51dvkHnnMPxAtQHBr0jmp5IdnL98Ge50SbztlfX9QPUnfV/\nPgODDqAmH8TFyoBcL1ADWMfdT03j//2XHpTr7YCZchP7Ty2u+XUuVuw/vYSq4+OarcM4vdjA0jIN\nDLHNC8FgXOigOez6AfyAI+BA1fHhB937CoOA4w/vOIATc91VcOWcw/UDNNz1PyxjYNABOGpV74+D\n+PRCHQ8c7V3WmOsH6h503HngHD71/Wdxcj59YB6eruDX//5ReAkLQrf4y+8+g3d9Zpn1L/4d4b4j\nIsX+HS8S4ZpPn1veqUSOfDYXgsG40NHQ5rJOcpYjp55erOMvv3cEX9/f3QlZXsDBOTaG5MIYMxhj\n+xhjX+v86QsT+vasH/jk947gPZ/r3Skprh+oSR95Xw7uuw6kHyrw/adn8OWHT2JmFZJNpelhrtpE\nPyOmLiY8enIBuyYKeMllIjnn0DJ19KZ7ce8g+wmdoXsaK1+O7ELfcW6pu4NjyG40L4AFtxcM/f0A\n2tQWvfBButtqWOpysNRwMV9zemYAXZ8nMnQaaN86kH66DclNrrfytjh+oLa2Fypmyk2853MPLVvu\n6AXKDQ/jRRvbR/Mo2AYOLlNHp8V6tRr6fNVZlvRwMYKMsRcEkfm8HIZed8Tfne3SoNPcuxB8HKsy\n6IyxHQB+HMBf9aY56wMyfE6fJJeG6/fUAKYydHk/9x45n2rIao4Y6O4qSnvSdZbDgvq1GyI8dnIB\nX3/i7IqckqtF0wtgGxlkMgyXby4tm6HrBiOJBHDO8dCxubYEoeH6ePlH78Y/PpRw1usa4LuHZvD+\nL+7r+65NOUU9HpkT5WVEutSXydBDSewiN+gA/heADwBY/72GxMfuPIR/XWa0iuP1V3Ih51avvO9p\nGrrjBzAzDK7P8b1DyXW6FUNfxb2TtNPtpLn/2Tk893e+0dfInHDRFj/PLLY5XrDHcLwAWcsAAOye\nKOBEG59G2t8DIgesmfCcnzi9hJ/83z/Ed1KeMSCeTbnp4fD08vT7leIHz8ziK4+cxmK9vzsiMqqO\nH8DTCNpyQhdDg97d+KTn00hZcPuJFRt0xtgbAExzztuKwYyxdzPGHmSMPTgz00Xx/1XiSw8cxx1d\nOjMINNn7JbmQEV2q9yY+1vWFNz++nXb9AHsmRaGsk/PJBqzeA8mF+q9bg35iroamF2Cm3D+D7qi4\nZI7D02W86A+/jUdPJBxkvEz8wR0H8JVHwnNgT87XcNuf/xvOa4tV0wuQNcVUy5lG4uLbDroRT2KB\nc1VR63z/yfRII3rOsxUn9TO9BI2ntHG3ViAd2wuikV/Lkdqor84uNboy0LRDDXj/AivSsBqG/hIA\nb2KMHQXwRQA/whj7fPxDnPNPcs5v5pzfPDWVUqWwh2h6AarLTBDqd5QLTcpeMnQALYbC9QMUs2bi\n7wi0uCRJNl1fP1ie5NJvJzQQ7iIcL8BMWRi11S4oi3UXf/X9I/j2U6HTef+pRTx6YgGHtEiWpucr\ng26bma4N+myliYbrRwx6kk5LstlTbeSkqvxMv3ZF9Gy7Df3rFZRT1OOR+bwcyUWxfC/AQq3zmNaf\n53pHuqzYoHPOf5NzvoNzvhvAWwF8m3O+3pmvaLpBiwOk2aGTnT4bmLoy6L1i6CkG3ePIWwYyLP3e\n1kpy+dUv7kuVedLau5bQF5GVPu/7jpzHu//2QQRyAbvvyHnJynTnm+hPMrKAGJO2NOiWkemKOHDO\n8YaP34O/+M4zUYOREElBz/DAmaXU76PP9GtXRG3uN0Mng+oGAbxAfy7Ll1wA4Fy5s46uP//GOgcG\nbKg4dM45mp4fYej7js/jub/zDZWpl4S+a+hywPQq4oIMRJxlO34Ay8y0ZYV1VzpFV2PQY5JLEHD8\n0yOn8YNnzid+3klp71pCN+iKrS/z+t89NINvPnlO3Sfdn963NPZ0h7fjB8iaQkO3TNbVdU8t1HF2\nqYHppUbk80nJRWSsnz1fTU0+qq0XQ1+mv2C1IMlFPOeVhS3qfXh2sbNBb3ZYcPuJnhh0zvl3OOd9\nrG6VDI8ywzSDft+zc3B9jj+440CqHkYTxuuT5EJhUUs9YujU/rihcP0AtsFgGZlEZxoAVCWjXM29\nhwbdjbYn5Zq9Zug/eGYW7/rM/W1D8pqa5LLS65+X+jPJFz94ZlZ8j+58I4Pe1Bl6KLlkDbG4dtJm\nnzoj5JO660famSS5kAHiPD3GnYz++arTF18RjYF1lVx0hr4CpyjQXaRLhKFfrJLLhQiatLTtBcJt\n6MPHF/CNJ0Q89ufvPYaP3xUe1LxSxrZS9FpD91IMlOsHsIwMsmYmlYHXe6ChOypsMcr206Qut8c+\ni/ufncN3Ds603Va7mlM0bQHsBGK3NcfDdLmhdHJHu89qkkHXnKKWIX56HeLBnzorxm0jZtCTnKI1\njVHS38WhG/252to7RtdPctGcolq/rURDB7qLdOn0fPqJDWXQqWN1/fLJ00t41ZVTuGS8gL+7/zgA\n4BtPnMXt+8LIhH5q6Jxz1b5eaOhUrwJobb/rc1hGBpaRLrnUeiq5SIbukUHvD0Mn9tXOVxLR0FWs\n8soMerXpq+qJowUrsjCRIa8pA8ql5BI6RfX2pOHAWWLoQeS+EiUX14NtZFCwDRw4k8zQq9qcmC33\n3qDHdx10fyfn630N5dMdmpFM0aaH/acW8cxM57DNuuOjYBuYKNpdJRfpz3K96+1sKINOA7/m+AgC\njobr48hsFdduH8GuiYIyOE03iGiJNCH7IblQViUALPUgRlcfTHED6XiCodtdMPTVGHRPGXRaHMQN\nphn0MISwRwZdGtF2qdfJTtHlPe9ZTXKhrfhlU0ORfqfdIRlQ1xd1PigOnRh6p8XsKbmzbDjdSS6F\nrIErt5RSHaO6oVlNmYckLNZd3PT7d0aifVRBMdfH+Wp/QiWBUMP2gnAnZhsZlBsu3vd3D+OjX3+q\n83d4PvKWgU3DOZzrQkOPRrlsAA39QoE+oauOh0PnyvADjqu3DiNrGuphNzwf5YanFoBmHyWXhrOy\nbWAa9DbHDajrB7BNoaGn3VsvUv9p8i7FJZeU7SdNgF4x9HKzM0N3lAy0Mqco51wZwlrTV76H0YId\nWZgUQ2/S2BI/bWnILcnQ21274fp4drYqXnt+1Cma0KfVpo+CZWDbSD7V6VnVZMjZHke6nFmso9L0\n8LSWtKQ/237q6NTfrpZYNFqwcGKujmPnaxF5Kg11J0DOMrBlONtVlIv+fAaSSw+hG7Rq01ds5Zpt\nw8hZGWVgyPBTQkaYWLT2DF2fkO009CMzFXz4n/Z3ZLF6m1slF8nQjQycBIPNOVftWU3qv6MYutwB\ndSu59Iqhy4WkXYQBLVg6Q1/OglJueurzVcdDpekibxnIWVE5i5h5VS0y4ndZK3SKinakj7Wnz1UQ\ncLEI1GMMPWmRrLse8raBYtaIGG4dNddTp971OtJlviqe+7ymzTt+gM3D4gDnE33U0RsqyiWstjhe\ntHFqQbQhbUxGv8NH3jaweTiHs4sDDX3doDO0StPDk6eXULQN7BwrIGcZ6mGSJ5qiFvoZtqgb9HZR\nLncfnMHn7j3WMZuxneSiNHQzmaE33AAkby5XT05qQ9wp2q8ol0oXDD0StriCsEmd1dYdH5Wmj2LW\nFCGhCUWgyLDTPSqnqMki7yfhgHRsPmf7MBpeN4lFoi0F24xo5ZHPNH2M5C3kLaPnsehkyBeqIUFx\n/QB7J8Uxi31l6G6rv2GsYIe/72LM1V0huQznLVSanWVRfXEeGPQeIsrQPRw4U8ZVW4eRyTBkzYzq\nbPpJ2p4y6H2oREeDzMiwtgyd9PUHjs63/T7dMLRo6BTlYmQSDbY++VcTcaISi+Tg7xTl0msndFcM\nXdPNwwJOyzDoWsp81fFRaXoo5Uy5+0mQXJyonKfi0I3OTtEjM1VYBsOVm0uoO0HUoDutf1dzhAEa\nypqoNr1EJ2TN8VG0TUyVsr1n6GTQ6xpD9wKMFizYZqavFS71sMGanOfjxdCgd0Mi6rI/85aQaYMO\ndkGPctoQcegXCuIa+unFOnaNi8OLc5ahDDlNEKq3oSZ7HxwaxLAmh+y2Gjr9rl1CFBA1DPprOkXF\nNlgLi1RtiSW/rBRh6n+UlaZLLjzyudWiG4auyyydSg8s1Bwcno5Gi+hGsNb0UG16KGaNFoczSR7V\nWJsousXuwil6Yq4mS+2aKmzRNoV0luoUtQ0UsyYCnmxUSJaZHLJ77hSdl8RovhZl6JaRQc7M9LVO\nuH7vdUlYdIPeKWscEHM0Zxso2Ib6fzsMGPoaoRmJB/YxV3XUw8xZGeWBVgx9PSQXaUQ3D+faGnRi\nNQ8em2/LEPTQLN0o+/IUFRG2yBLvTXcQrfTeaeEAhEGnMD2gjUHvcX/TTqc9Qw819E5O0T/6+kH8\n/F/fH3lPN+hVx0el4WEoa7aEhFZiDL1VcunsFD0xX8PO8QLydkYZ9KyREWM4pZZLwTZRzBqRNuio\nNn0UbUMwdBm2yDnvyD67ARnyBU1DJ7kvaxldGdFeIRriKfp4rGCp97ohEQ3XR97KIC8NeidHatQp\nOmDoPYP+sGYrTdQcH+ND0qCbBvwgevbfbFVMUpUp2g/JRU7ITaUsKk0vNbuRJJfFuhuJHogj4jDT\nXpMBa5f6X4tILisbiLRwFG3Rv3XX18IWUxKLyOD3wKBzzrvT0LXImpCtJ/f9A0fnWsq+zlYcMAaU\nciZqjodKUxh0wdC5agsx80rcKSolF2Lo7XaDx+dquGS8gJxpwAs46q4H2xQGJinOue4IJ17RFoXY\nagk6On1mciiUXL766Gm84A++tWqDS5KLztCbclchFqH1YeiUYzExJJyzl04Vu5Nc3FByEd/ZwaDL\n7zQzbJAp2kvoBo0cMROKoYuHo7PiOEPvhQTwnYPTuPtg+pFvZNCnSjkA6SnJ5YanogTanT+aJrmQ\n0WqXWKQbh5VG+JAxo4Wz3AijQdK22iuJMklDXR4WArRnR7pu3y7KZrHu4vB0pWV3MVtpYqxgYzhn\nodr0lUGnkFBRRyhMZlEaumyTHUsscvwAx8/XWgqYLTVcLNRcydAN1SbbzCBvGclOUTeUXIAUbBVL\n/AAAIABJREFUhi5Z/MRQFnM1B0HAcXi6gtmKo6K9VgqSXBa0U7hI7hPhwmtj5L53aAaLsWqI+rUo\ndPTW527B77/5uXjJZZPdOUXl4ldQC2Rnhm4ZTDyfQWJR76AzjePSoI8XhVGksDGdecU1dG8VoXuE\nT3z7MH7r9v2p2XENJbmIdqU5jJYaLp6zbQQTRRuPt6lzret3jtdq3Ntp6LUeaOj0d9TP5YarOUXb\nR7n0QnLRF8S0uPfoNds7RR87KaKK/IBHap7MlpuYHLJRzBqoOaShm0pKcfywbHPOyrRo6PHUf9cP\n8Nf3HMH7v7gvcn0iIpeMF1QyEhl03Q+ko9b0UbBNDEmDnhS6SDr7cM4E50DF8dQucNUGvUbOcB6p\n3mlJmagbI7pcVJse3vWZ+/EPsROYIgZdtmWkYOHnb9mFnNVdLfq66yNrhhp60o5Hh+uJE6n6LS8l\nYYMZ9FaGrjR0ueXVdT4ayCvNHExC3fFxaqGeKpOEkotg6O0M+nDOxEjBQqXNgNKNTpJBD+PQO0W5\nrGzS0d/RTqjc8LoIW+ydU7SssdF2WXpqF6aFLSbd877jYZiovsjNVpqYHMoib5uoOj7KTQ9DOROW\nweR3cWVIN5Vygq1rZQaIUNDnHY+j6vgtxxCemBPx0jvHCmrLv1h3YRtScokZdE/G1RdsAwWpoSeF\nLtaUQRd68lLdVbvVtJrf81Wnq3pDevw5vSZHbm6NGHql6SHgrbuRhhsgJ/uaKolaGZkDYGa6MrgU\nh047pE6s2/EDKYn1V15KwsYy6LIzGQsZOhmaOEPPsDAUTU86WXUb5IC5+6lk2UXX0IH0bNGluofh\nvIWcabRlnrrRicgv8p7apf7rA3WlmaIk1YxrBj1MLEo+ksvt4QIaZejdhC0GKswsaVey73gYJqp/\n32zFweRQFkXbwGLdheMFGLLNSNQKGRd6tjXtcAr6nM7oyeGp95HO0HPamM1aycaRQvMKtqEx9HTJ\nZTgvPlNueCoPYj6lWNd7Pv8QPnT7/sTf6ZivOtg2IgjKQs1FEHB4ATlF146hA627wKbnYygrFq2a\n48PIMGQyYhG1jQwC3v5kMspTyFs6Q+8U5UIRPWsnL3WLjWXQvTCRgLaByimqsR0A2DKcw/lqU2if\nPZQAaIVO09FpcEy1Meicc5QbLoZzVkenUlxyefj4PP7lsTOhhm6ma+jUllLOXBOGHvBkR3MvfRaV\nCENvJ7loUS4pOwTOOfadWFDGVzcWxNALtokZWcdlKGeqqBXXDxQz3iTltGozLC8Rr+XieqFzPrKz\nnK+pnRkx9KW6l8rQaVHOaxp63KBzzjXJRWfoMsMzRXKZKTdxsMOh2p4fYKnhYc+UOOpwvuaorOO1\nZOhxHwWh6QYYzoXatymNORCSunYLDLU1YtA7tD90ACf7OPqJDWbQAzAGjObFoLWNDEpykBMzIoO+\nbTSPhhugpqVW94Ix0gR+8Oh8opzScH3krAxGZBuTtrRVRzj6hvNmqm5K0A1x0w/w6XuexR/ccaBF\nQ0+6Nxp8I3lr1Rr6mDLobkSbTpo8vUz91xfEbvrJ9XhqmOrR8zUs1FzcsHMUQPgs/UBow8N5ERpI\ncdzFbBpDF2y12gwZepKGrmoJaUbp+JwIWQRCErLU0JyiMbZIhq1gGyjaFLYY/YzjC2dtwTZQytG4\n0xl6sqzScH2cmK+1rZa4IOcTnV27UHNV/9qSoa+FQY/7KFSbPR8ladDrjq/6m9oDtCcSNCdytoG8\nTd/TQUP3Oew2YaX9xIYz6Fkzo5jKeNEGkwUsaHKQXrh9LA9ARLrQxPaD1cflNt0AV24uwQs4Hjne\nmrYvmJKpBl3SqejkrCrlLGHQu0hpB4SxqjQ9NFw/oqHrkRg6ao4HI8NQtM1VRLmQU1SLctEXmYQB\n3ssoF52ht2NeKjZer+USM+gkt9yydzzSvihrM9XiSGGL9F1kZIih15ww4idePtfxA2XI4878S2IG\nnXPANg25uEfbTA67vGWqcV+LMfS6Mvqh5LLU0Bh6iuTS9AThaVctkXxSe2Sa/0LNCUNmDSYkw7WQ\nXJxWyUWEJXMM5cLwTfJZAKIP438TBxXPy1sGClaXceierzmtBxp6z+B44qgvSrDQM8Tiksu2UWHQ\nZ6vNqDNxlZEuDc/HDrlYJDF0inEdK9jImhmcXmgtXESsc9mSi++j1vRlLHho0LNKFogbdFGlzzKT\nE4+6AWnvtJVvaHHoQApD13wWpxbq+Im/+LcVR1pUZB8X7O52Mq6eKRrzGzxyYgFF28A120YibVes\nzQpZMCANusb6qm0Yuh1j6I4XqIWani/nHKfm62r8kOQCQEourZmiZKyLWUP5S+JO9KrG4ksJTtE0\nyYX6s10tljlZv2XvJEkuYZSTZYrIj7UwcuSA1p85vS5JDb3u+DA1hq78F10w9LxldEws+o1/fAxf\ne+y0SqKi3fTnfngUX3vs9ArvbHXYUAadTlcn59DEkG7QWyUXIMrQgdVVXCSGMCkTGZJizOtScslk\nGPZMFnFkptryGVoIhvNmRw2S2s5YuO3XT4qnKBeglZHWmsKb3668bifQApi3DZVY0a6+jN5mxwuw\n/9QiHj6+gKfPlcE5x3cOTi9rl0TGamLIbsu8ItUWUzJF9x1fwPU7R5V22vSiRiNnZVCQYwuAKs5F\n31tRUS4hQ6cdCj0DlVjkc60Uha/ea3qBWhxpzALCGOUT5DddcgGg6rnoIMkgbxtqZ7jU8NTuJlVy\nkf3UrloisfupUhZDWRPzNScquXQZWbJc1BIYOvWNYuiur/ob0HdH6e1RBt0WbWcsWcoLAo4vP3wS\n3zs0E0b0yOfz8W8fxt/+8Ngq73Bl2FgG3Q2QtaKSCyEMWxSDd3MpjJtOCvfT8YNnZvFjf/o9vPET\n9+BbT55Lv74cuJOlUH6IoyGTFgBg71Qx8QQVXXLpxHCovQXLEKFzjgjnoqQKUQ89ucJfzRVV+sRJ\n9Ctl6LRwMLXljOj6CUZWT/Ihhll3fTx2chHv+swDuPfZ5MOlk1BuiCzKUtbqMg49+UzRuiPKLd94\nyahicqo6p+z/nOYoA4Qz2Upi6FJyqTQ9NP1AGgYZaaGxxPj3E2On8ZHXrkUGve5GI4d0yQUQhr3W\nTDb6RVu0N28ZOLvUUFnKCwmSi+sH6vftGDqx+7GijZG8hcWaGx4sIY3cWtRyqap6861jjQhdzfFh\napILPdd286mh7cYYYyhYBmqOj/mqg4eOhRFQi3UXXiAkTkosypkZzJSbmCk3carPR+8RNpZBl5IL\nZXjpBp083GQsKR1YfyBAsmP0nqdn8fR0Gc/OVvHPbbZSNFBUkk1C+BhVxgOAS6eGcGK+3mJoFUPP\nmZE67kmg9hazpjQqfuQ7xDbckJ+NXqfueMhbBmwj2WnaDUK9NHQKRcsRtLZdTzwiRlR3fOVgW85J\nTpWmi1LW7JjAoucaJDlF959ehBdw3LBzTBnd0OAmSy7FBA3dNkOHd83x0XQD9RlAVNnMMMgSFFGG\nTklnFBFDJAQQxjFrGeA8asSSGHo8NpvGBH1mOG9GDE4SQ0/K6UgC/e1YwcJY0RJRLjG5z9EWh27R\nKf5dMfQEyYWiXBwviES56M8qDbrkAgB520TN8fGZf3sWP/OXP1TtOi/LhlBmNPk4aMd4dqnRl8O4\n41ixQWeM7WSM3c0Ye5Ix9gRj7P29bNhKEEou4mFMJDF0WeJzUsoxFXlwAS0CSUx1ptzEplIO1+0Y\nUfHtSaABRTHB6ZJLyND9gOP4XFR2URp63uoYCkXtLWbNiGOOjCIV5wISGLoMZbMMtuLBF5283TF0\nPYSQDFLN8ZU00M2pMoRKQyT4dEoxT0os0ic2OURv2Dmq6q4Qs9QNOo0TACr1n76fygHQZ0TYYqC+\nj0B5AYqZx36GxiRq0JNqi8QNejHbWhOdEmxILhrOWerAh6lSNlFD169xYr6dQXdU2yhcWJdcaKwv\nxwH+zEwFN/zendh/Kj1DmgxnVHKRDD0XPiMrQXJpt2OgRZX6vmAbqDsepstNEeggzyeYkQXOlmSY\nrm2wyPPyA45zPa473w1Ww9A9AL/OOb8GwC0A3scYu6Y3zVoZWqNcsup3cafoSN6CmWGoyAdC27RE\ng15pYrJkY9dEAcfPpw9uGlw5KyOZUnLYIk1MOgDgmZiOHkoupirQ5PkBPnHX0/jSA8cjnyXJo5gV\nBo2MPy0K5CgDEjR0Kf+YRkad87lchDVjmKxo6Ue+Kz55/IArtub4gTLidddXxqndAtZwfRyZqagF\nqNL0ULQ7M3RdcklK/X/qbBlbhnOYKmW1eOWo0zJnZpTDHRAFyXSHM5XULWrONCIZOixDtDXO0EPn\nazQJCYCKQ6fPnZir4Q2f+D6OyqPqdAMUT/2PM/RSLmTol4wXUG56LeM+YtDn0uWDs4sNjBdENNlI\n3pJRLqFTlO5lOeF8T5+rwA84TrZZSGoJiUUkWZHjF4gadFpYl8PQC7aUXKQs9aA8n4AYekVKtiLm\nPvqckwIe1horNuic8zOc84fl6zKAAwC296phK0HTFWxoKEFDj8eh5yyRiLHUcBHwcLAnSQ+zlSam\nhrLYOV7A+aqTWPwICAdt1jQwlDMTNfS6G9XQAbTo6EsND1lTMF41IbwAtz9yCv+6/2zks64vYu/z\nlhFJ4SbJxdadojGDV5eHHtir0dD9KBtrpkguZxbr+PhdT7eEWeqSizLoKQz98/cewzW//XX8yP/8\nLv7xoZMAxMLViaH7AVcFvPR66JGThhoeRmWZ1Xg0hApb1Ao25S2xEEYZuuhPU0oNVRm2GDfotnRC\nx4/qa8SMCWNMPX+dodccH0+cXsL+U0u44/EzAKDalewUjX7vcN5S/U7nBdDYCQIOzrlaxHaM5XF6\noZ64g5uvOvjmk2fx8ismAYiEvoW6q6pYWrI4l36PDxydw2v/9Ltt66PMyHM82+3UFENPkFyGsjpD\nb9XQ20mYrZKL2CHTMXuko1NhP0qko1LBAJTkth46ek80dMbYbgA3ArivF9+3UjRlPCgx9EktyiWT\nYbCNMASQomEoXK7QjqGXm5gqZbFrXBjgNJauR0OUcq1aJhAWSQIEk9hUyrZEupQbLobzFOkQbrNr\nTb/F4eUGHFZGsHA9nnipLhm6ySKRGDpEOriRWi+9He588hw+fc+zKiooDNtKllw+f+8xfOzOQzim\n9Z2jSS511w8dpCkT+bGTCxjKmmAMOCNPY680vY4aOrWHtGs9kYwcjLoU1qKhe5qGng2lDf2zrpS7\nyJgUpWGlLEIdtpmJGN34SVrUDv01lc+l/iGDeHqxgayZgSG14mKCQafPUpt1BnvJhDDoNHZ+5pM/\nxB9/46BaiC/fNAQv4Kq/dfzd/cfRcAP80sv2qu+vNcNDrbMJDP3xk4s4dK7Slr2eW5KHcbcx6ElR\nLsopqkkuiWGL7Ri6EyYWAa0Mfd/xefgBVyWISbLV5aWXXi4WuFMXE0MnMMaGAHwZwK9yzpcSfv9u\nxtiDjLEHZ2ZmWr+ghyDJZdd4AbaRUQkahKzGdhhjEYNO2+R42GIQcFXHg74vrnnr1weEXj+UTWfo\n+oTdO1XEkThDr3vKsaNPiGrTa9FHXU84dG0jE2HodBycFWORkbY4Ydjick5r4pzjf/zLk/jU94+o\nyWGS5CJj4OO6/X1HRAlg2iGZGQbHC6NcahpDT0u1rjo+JktZFO1wsaw0OzN0amNRJgVF699w1Re0\n0MZZpZrkpqGiSSj8T7/PquMpo0nRJk0vUMyNYBmZyNhojXcPpyUxRX3nKcZBeK965E2iUzSmsw9r\nBo/GNOnoT09X8OxsVREfShg6txQ16I4X4LM/OIqXXzGFKzaXAIg55PiBkkPIrwKEiyIZ4rlqutNz\nWjL0dkWxwiiX8DPEvPX7Swxb7DL1X/w0pUF3UcqJwmxPnV1SdaBqjpA5dXnp+h0jkYOp+4lVGXTG\nmAVhzL/AOf+/SZ/hnH+Sc34z5/zmqamp1VyuIxw5eV506QQe+vBrsGk4F/k9GVLSuopZQ22laMsa\nX70X6i78gGOqlFVsJs0xqiQXydCTPPV0XiFh79RQq4aeyNCFwYizFtcPVL0WfSI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lLTT9y0HZ94243qenqYIxnXvGVEHaQaQ1cHMCiGHnVmA4gsfpdODeH4XA3nlhrYMZaHbWQwRwbd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\nfCH5wUkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "err pca = 0.388539202052\n", "results [[[ 0.3885392 0. 0. 0. 0. 0. ]]]\n", "mse pca = 0.388650796899\n", "\n", "d_pca, d1, d2 : 2 640 160\n", "Explained variance ratio (cumsum) [ 0.54268743 0.75709937]\n" ] }, { "data": { "image/png": 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hNTl5VQgAbB/erhv36sbVeP3Y68LIUmw937sWSWC1CogeCiMTAABRCWQEeb8I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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "err pca = 0.283238143865\n", "results [[[ 0.3885392 0.28323814 0. 0. 0. 0. ]]]\n", "mse pca = 0.283737791583\n", "\n", "d_pca, d1, d2 : 3 640 160\n", "Explained variance ratio (cumsum) [ 0.54268743 0.75709937 0.9540557 ]\n" ] }, { "data": { "image/png": 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8hB2SKif2dT3r8Bfb/kJs49dOzJXYJxVFWQIA+s+qxZcZY7cxxrYxxrYNDg5W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neyYijGIU7AqWyBtfTQXIJiZ68L8OCp87HQxNZjUezs/z9+9160+zXcftVqHJ9IIJrO4Zd7R3B0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\nisf+6ddtRUGoMnYrL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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "err pca = 0.123973915188\n", "results [[[ 0.3885392 0.28323814 0.12397392 0. 0. 0. ]]]\n", "mse pca = 0.125159238938\n", "\n", "d_pca, d1, d2 : 4 640 160\n", "Explained variance ratio (cumsum) [ 0.54268743 0.75709937 0.9540557 0.98194078]\n" ] }, { "data": { "image/png": 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5Qdy/L1jPXRzYKgl/0syhx7IQlzX8aHf4KsOZ4gw6Yh1o0ptqzjbqgQj//K7z4bgOLMfi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\nOmarRCUQB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+5kDf/cGWjkO1Pkg7vn+nr8molwP9pePcWk5B/kYfTwhyWe7fXYyVMAbDm/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\nMaGELyIyJpTwRUTGhBK+iMiY+H+uROnuevBdTQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "err pca = 0.226576840215\n", "results [[[ 0.3885392 0.28323814 0.12397392 0.22657684 0. 0. ]]]\n", "mse pca = 0.267989061241\n", "\n", "d_pca, d1, d2 : 5 640 160\n", "Explained variance ratio (cumsum) [ 0.54268743 0.75709937 0.9540557 0.98194078 0.99972961]\n" ] }, { "data": { "image/png": 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zyu7LoC4IRfPYufeJPwg5QbZoOR8TdU9Subj7rrOdr31NB0XDTvY65wRFATXr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k5qjJW6dnfEwLKxopnLn1vTq3dQ2eTUJRuAXdXtXPvyep0cfLz1MFsqW1CA33+4vVcCoKGi0Ulj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\ncyXhDd0550rCG7pzzpXE/wF5piFDhzn1dwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "err pca = 0.202053815725\n", "results [[[ 0.3885392 0.28323814 0.12397392 0.22657684 0.20205382 0. ]]]\n", "mse pca = 0.245620617501\n", "\n", "d_pca, d1, d2 : 6 640 160\n", "Explained variance ratio (cumsum) [ 0.54268743 0.75709937 0.9540557 0.98194078 0.99972961 1. ]\n" ] }, { "data": { "image/png": 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hhJ6+H54+zK7qd/VncxCOGXRMDrf5XU+mL1fbLJ0kKOtK2XIQskHbJEtnrlow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\nbFxnz93AP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "err pca = 0.147385640357\n", "results [[[ 0.3885392 0.28323814 0.12397392 0.22657684 0.20205382 0.14738564]]]\n", "mse pca = 0.184202887249\n" ] } ], "source": [ "print(\"pca + autoencoder\")\n", "N_epochs = 25\n", "# d1_all = [640,320,160,80,40,30,20,15,10,6,3] # [640] # [12,20,30,40]\n", "# d2_all = d1_all # [160] # [640,320,160,80] # [ 6,10,15,20]\n", "d1_all = [640] # [12,20,30,40]\n", "d2_all = [160] # [640,320,160,80] # [ 6,10,15,20]\n", "d3_pca_all = [1,2,3,4,5,6]\n", "results = np.zeros(shape=(len(d1_all),len(d2_all),len(d3_pca_all)))\n", "from sklearn.preprocessing import MinMaxScaler # normalize,\n", "for d1_i in range(len(d1_all)):\n", " for d2_i in range(len(d2_all)):\n", " for n_c_i in range(len(d3_pca_all)):\n", " d1 = d1_all[d1_i]\n", " d2 = d2_all[d2_i]\n", " n_c = d3_pca_all[n_c_i]\n", " print(\"\")\n", " print(\"d_pca, d1, d2 : \", n_c, d1, d2)\n", " \n", " pca = PCA(n_components=n_c, random_state=888, svd_solver = 'full')\n", " X_pca = pca.fit_transform(X)\n", " print(\"Explained variance ratio (cumsum)\", np.cumsum(pca.explained_variance_ratio_))\n", "\n", " # cannot use myNorm3 directly because I need to reverse the transform later\n", " # X_pcai_norm = utils.myNorm3(X_pca)\n", " min_max_scaler = MinMaxScaler()\n", " X_pcai_norm = min_max_scaler.fit_transform(X_pca)\n", "\n", " autoencoder, encoder = utils.buildNetwork2_deep(\n", " X_pcai_norm.shape[1],\n", " enc_dim1 = d1,\n", " enc_dim2 = d2,\n", " enc_dim3 = 6,\n", " enc_dim4 = 3\n", " )\n", " X_rec = utils.ae_fit_encode_plot_mse(X_pcai_norm, autoencoder, encoder, N_epochs, verbose=0)\n", " #print(\"AE mse = \", utils.mse(X_pcai_norm, X_rec))\n", "\n", " X_rec_unnorm = min_max_scaler.inverse_transform(X_rec)\n", " results[d1_i,d2_i,n_c_i] = utils.pca_err(X, X_rec_unnorm)\n", " print(\"results\",results)\n", "\n", " # check if better to go through PCA than LSE\n", " X_unnorm_unpca =pca.inverse_transform(X_rec_unnorm)\n", " print('mse pca = ', utils.mse(X, X_unnorm_unpca))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(100000, 6) (100000, 3) (100000, 3) (100000, 3) (100000, 3) (100000, 6)\n", "Explained variance ratio (cumsum) [ 0.54268743 0.75709937 0.9540557 ]\n" ] } ], "source": [ "print(X.shape, X_pca.shape, X_pcai_norm.shape, X_rec.shape, X_rec_unnorm.shape, X_unnorm_unpca.shape)\n", "print(\"Explained variance ratio (cumsum)\", np.cumsum(pca.explained_variance_ratio_))" ] }, { "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 2 }