{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Neural Network - Multi-layer Perceptron (MLP)\n", "\n", "Example of simple 3-layer feed-forward neural network for binary classification.\n", "\n", "$$\\mathbf{h} = \\sigma(\\mathbf{W}_1 \\mathbf{x} + \\mathbf{b}_1)$$\n", "$$p(C_1|\\mathbf{x}) = \\sigma(\\mathbf{W}_2 \\mathbf{h} + b_2)$$\n", "\n", "Note that, since we have only a single output, the matrix $\\mathbf{W}_2$ has only a single row. To simplify the notation and the implementation, we define\n", "\n", "$$\\hat{\\mathbf{x}} = \\begin{bmatrix} 1 \\\\ \\mathbf{x} \\end{bmatrix}$$\n", "$$\\hat{\\mathbf{h}} = \\begin{bmatrix} 1 \\\\ \\mathbf{h} \\end{bmatrix}$$\n", "$$\\hat{\\mathbf{W}}_1 = [\\mathbf{b}_1 \\mathbf{W}_1]$$\n", "$$\\hat{\\mathbf{W}}_2 = [b_2 \\mathbf{W}_2]$$\n", "\n", "and revwrite the neural network deffinition as\n", "$$\\mathbf{a}_1 = \\hat{\\mathbf{W}}_1 \\hat{\\mathbf{x}}$$\n", "$$\\mathbf{h} = \\sigma(\\mathbf{a}_1)$$\n", "$$a_2 = \\hat{\\mathbf{W}}_2 \\hat{\\mathbf{h}}$$\n", "$$p(C_1|\\mathbf{x}) = y = \\sigma(a_2)$$\n", "\n", "Training is done using Stochastic Gradient descent (SGD) updating weights for every training example\n", "\n", "$$\\mathbf{w}^{new} = \\mathbf{w}^{old} - \\eta \\nabla E(\\mathbf{w}^{old})$$\n", "\n", "where $\\mathbf{w}^{old}$ is vector representation of all current parameters $\\{\\hat{\\mathbf{W}}_1, \\hat{\\mathbf{W}}_2 \\}$ and $\\nabla E$ is the gradient of the cross-entropy objective evaluated one (each) training example\n", "\n", "$$E(\\mathbf{w}) = - t \\ln⁡ y - (1−t)\\ln(1−y)$$\n", "\n", "The elements of the gradient can be calculated using the following derivatives\n", "\n", "$$\\frac{\\partial E}{\\partial a_2} = \\frac{\\partial E}{\\partial y}\\frac{\\partial y}{\\partial a_2}\n", "= \\frac{\\partial (-t\\ln⁡ y-(1−t)\\ln(1−y))}{\\partial y} \\frac{\\partial \\sigma(a_2)}{\\partial a_2}\n", "= \\left(\\frac{1-t}{1-y}-\\frac{t}{y}\\right)(y(1-y))\n", "= y-t$$\n", "\n", "$$\\frac{\\partial E}{\\partial a_{1i}}\n", "= \\frac{\\partial E}{\\partial a_2} \\frac{\\partial a_2}{\\partial h_i}\\frac{\\partial h_i}{\\partial a_{1i}}\n", "= \\frac{\\partial E}{\\partial a_2}(W_{2i})(h_i(1-h_i))$$\n", "\n", "$$\\frac{\\partial E}{\\partial \\mathbf{a}_1}\n", "= \\frac{\\partial E}{\\partial a_2} \\mathbf{W}_2\\circ \\mathbf{h}^T \\circ(1-\\mathbf{h}^T)$$\n", "where \\circ is element-wise product\n", "\n", "$$\\frac{\\partial E}{\\partial \\hat{\\mathbf{W}}_2}\n", "= \\frac{\\partial E}{\\partial a_2}\\frac{\\partial a_2}{\\partial \\hat{\\mathbf{W}}_2}\n", "= \\frac{\\partial E}{\\partial a_2} \\frac{\\partial \\hat{\\mathbf{W}}_2 \\hat{\\mathbf{h}}}{\\partial \\hat{\\mathbf{W}}_2}\n", "= \\frac{\\partial E}{\\partial a_2} \\hat{\\mathbf{h}}^T\n", "$$\n", "\n", "$$\\frac{\\partial E}{\\partial \\hat{W}_{1ij}}\n", "= \\frac{\\partial E}{\\partial a_{1i}}\\frac{\\partial a_{1i}}{\\partial \\hat{W}_{1ij}}\n", "= \\frac{\\partial E}{\\partial a_{1i}}\\hat{x}_j\n", "$$\n", "\n", "$$\\frac{\\partial E}{\\partial \\hat{\\mathbf{W}}_1}\n", "= \\left(\\hat{\\mathbf{x}} \\frac{\\partial E}{\\partial \\mathbf{a}_1}\\right) ^T$$" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "colab": {}, "colab_type": "code", "id": "L0AMLQhRPc39" }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "plt.rcParams.update({'figure.figsize': (8.0, 8.0), 'font.size': 18})\n", "import numpy as np\n", "from IPython.display import clear_output\n", "from numpy.random import randn\n", "\n", "\n", "def logistic_sigmoid(a):\n", " return 1 / (1 + np.exp(-a))\n", " \n", "def eval_nnet(x, w1, w2):\n", " \"\"\"\n", " Propagate data through the neural network binary classifier\n", "\n", " - X are the input features, datapoints are stored column-wise\n", " - W1 weights of 1st layer (first column contain bias)\n", " - W2 weights of 2nd layer (first column contain bias)\n", "\n", " Returns the network outputs (single dimensional)\n", " \"\"\"\n", " h = logistic_sigmoid(np.c_[np.ones(len(x)), x].dot(w1))\n", " return logistic_sigmoid(np.c_[np.ones(len(h)), h].dot(w2)).reshape(-1)\n", "\n", "def train_nnet(X, T, w1, w2, epsilon):\n", " \"\"\"\n", " SGD training of the neural network parameters. Only binary\n", " classifier with single hidden layer is considered for the simplicity.\n", " \"\"\"\n", " mixer = np.random.permutation(len(X))\n", " X = X[mixer]\n", " T = T[mixer]\n", " ed = 0\n", " for x, t in zip(X, T):\n", " h = logistic_sigmoid(np.r_[1, x].dot(w1))\n", " y = logistic_sigmoid(np.r_[1, h].dot(w2))\n", "\n", " de_da2 = y - t\n", " de_da1 = de_da2 * w2[1:].T * h * (1 - h)\n", "\n", " w1 -= epsilon * np.r_[1, x][:,np.newaxis].dot(de_da1) # SGD updates of weights in the first ...\n", " w2 -= epsilon * np.r_[1, h][:,np.newaxis] * de_da2 # and the second layer\n", " ed -= t * np.log(y) + (1 - t) * np.log(1 - y)\n", " return (w1, w2, ed)\n", " \n", "def plot2dfun(f, limits, resolution, ax=None):\n", " if ax is None:\n", " ax = plt\n", " xmin, xmax, ymin, ymax = limits\n", " xlim = np.arange(ymin, ymax, (ymax - ymin) / float(resolution))\n", " ylim = np.arange(xmin, xmax, (xmax - xmin) / float(resolution))\n", " a, b = np.meshgrid(ylim, xlim)\n", " img = f(np.vstack([np.ravel(a), np.ravel(b)[::-1]]).T)\n", " img = (img - img.min()) /(img.max() - img.min()) # normalize to range 0.0 - 1.0\n", " img = img.reshape(a.shape+img.shape[1:])\n", " ax.imshow(img, cmap='gray', aspect='auto', extent=(xmin, xmax, ymin, ymax))\n", " plt.xlabel('$x_1$', fontsize=16)\n", " plt.ylabel('$x_2$', fontsize=16)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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0J0vyeJJLkm9Q/zEc8rYw2q2bJ4IO45t0HuQyIZV/AwCwf7/ZHF+vA8ePhwW7fBzhRiBQE76obYy65GICErXGXaoJ7x6zaBMJbmKhcP2R5SlgC9MO4p7qaTvpOhsqywJ/UqT+9iYHMYKHcZSm6TC+gwEX2heeHmO862HjIsP6x+qxFcRsLoFpbbjTmRaqcnPF8UVXBJ0OF+xCcHvedMIX+dw2l/zkyWintMInvBbMpE0mG3qZXrTGTWTJPMV6WpH3grppkc800EW0J88LLPW337yf7WvtZrK+GawtTxgw4XHh2GGN+jj2+HHrrFFrw1H7xh2322Ws0YiPWZcvuefx9XVx/CJ+i1X8zYPWuAkiYBbrYDMlb1ueTuWIUrHybE8R2rzUX7/TwRbqmWhbwdqyB4DBwxh1TDAe1zDBdPEO+ZxxWl/U2vDZs2ZtPU6TP3kSWF6O1zblDHKMcU/3Awfs467TrKxU3cCjgwQ3QZSdtOvBRdjy1NlQ1BNfFygsPk9LUk8h1zGW+usjY4fFbYbGZBvH8L/hQOMGTtWfwGg3bNbWCaKoCakc2l6rhQWpbPKu18PzKFdnOSAw9wNB4ZRTp8Jr4bu7wNNPB3HmUZcqreCdhfNY3pDgJogy4/LUihI+MWaGzH3FbKpSANmrQlESyoRujIHCF1KD+YyHTvtP4A//Cuj8EywrGn2Uhhx17PV14JFH+H6nTnFNWezneeG/022yGwqRjU0kdrl4ETh2bNpLvV7nldTEZ+qEQSat4C2jQ1taSHATRJmxfWqlUEsyMSXqJP9DD/G/Opdkl765ECehdKjt2NwMpz5T84TmKNCD+dXy3mtao08qiIZDrvVOJnxeI4a71+OJXITmq2aIdVlaEscSCAGueqkDPC0swAX58ePx1oKkgreMDm1pIcFNEGXG9qmVQgimlp9xSaNNhabzUoWGQy6FojKmyQJYbQegHxDHGU5SGW9T6TSJIGq3A3P1ZBIYI+TPGQM++9nkGWI7HZ73XBbYKyvTWdPUtLBRtcizELzz5tdCgpsgyoztUyuFEEwtP1XJb5s0Oi9VKK5DOgGsxj/pko07zHCSWjHOn+fGgskEaLXM+yURRMMhXz0QdcM//emgKIpcR5yx5LVZhAYvr3HLmru8nculTyt4y1AXIEtIcBNzwbz9MEPYPLVSCMHU8lMVlC5Jo/NQhVxdrHs97mItb6dznnOY4SSxYgwGvOrW7i5/L5uzs6DT4ZnSxHrzM88An/wkN18LoQ1wIW5TmyUqUxsQDJuJorTgefQqn3mMts2L4riJKIpOSV3FmFAdmfajSoWRbW8Y3XaW/UpyT66tBXW9AR4f7Zo2Pq5pq6vhHOQirlp8Vqsx9oY3hOuLHz4cHxfuEvtdNKWqC+AAKI6bmGeKDPcoxAE5Q/OB6VCZayGq+qSLETL1yaa/WZpUhEYel1fURjOPOYVLkzsdbh7f3uZa8Llz0fvJQwLYXc+VFb4KIFKVeh43nwtTebMJ/OzPcheFqKqoUb+5soVfzaNX+cy1aZsXadxEFEXO8NXZ++pqxufOsDNRhypMCxFlqJrN5OpZHhd4Vue1aJaNoUJt2uqq/fUU53jsMV4drFbj1cFWV8MGk8OHA81bVx2sKhq3aFNZDUAmQBo3Mc8UGe5h64CcmAzVlahDZaqFxKn1IssGkEw9y0OF0x1TfB6TjixPfwrbdV+1+YD99RTnOHs2CA/b3Q0XG/F97phmclWI+s2VMfyKvMoJooTY/DCzeOCqDyVA74CcmAwlatShfB/YWr+J3qUhOkfb8P3lZCeJsrn3etzeKmfeUBti0992m9tzhS036ZhEhYC120E/1JJY0s1SFkcntfm6kCvXY4isbPIxkgrgJIJyrh1Ms8akipfpRabyxSYLM1ee5rvMzXAZHtB4qKwGJMrm3u2GvaCOHDGbpNfWgsoX3S63266u8v/37eM220aDv09CnKOZ3A/hsaUZlzI5OsXdJja3kbyNyy2R9e+pjOb1WQMylRNVJSsNJ0+HmczNcBke0HiorAYkSmOWA4drNeCuu/R5yX0fuHmTBzCLWCiBiFUSnlTDoXsbAX1/dZq/MOszfQLtMjk6Rd0mtk6U8jFcUqmmvX1U7bpsDm1lhwQ3UWqKkC+zZGbmwawGJMqeKtykRyMeQHzhAr+Q6gxMDWCWGY95Ki6dmd2FKNO4aI/wNH/6ad6WRmPqfKHutm/C7z0HYG+bnCMBXFB/N5ubPG+46O6VK9PHdrkl0tw+uklFWX+fZYUEN1FqipAvs2Km66VZDohJ9ZPPcesWT05tih8aj/XHbjaBJ57gmnaWzgmmUC+ATzCAcFYStbuQLl6jwbfVTUocyeqeUH83r7zC3Q0A/ndzc/q4LrdEmtvHNPRl+32WGRLcRKkpQr6kwlE9kje3tSbkppXbDkiaGGxxDjU5tWqmFim9ZN76VuBf/sv81jR0M0IxiRCC2HRR5IsnJ/rOMRJAoJbNNF2S9fVgvhMXsi5w+Y0k/T3ZOMW5snCObabF7zK9yDmNKCWOHjXq5sLvqmShxPYN6HaDQGCbxkV5S62uhh3ZPC9/zy9de5JkVWu1zHHqCZoUdfp+n59KDFOrFfazM91TYj/P439n7fyV1CnOdKx5dGwDOacRZaeSM2bHBXgRHSXKKg6H8daEmTvtmBowGADve19g4hb216Sa+coKX4QV9txaza6Wdhp0KqOtiUcXF5jBDRx3+l5vumymXIW0VguMAPLlEg5gZfmNuTjFxd06M/+NzAKTRC/TizTu+aayM2bHhqvRUTaRTa5KbeaY+qhqyLVauuxoYrsjR/h2M+twuQlr3BPWqu+w1SMv3wlRE1FzSX5Ls8ouljYLW2WfHzGANG6izFRlxjw183dcgFejo65f59qGadfBgOeMHo/59uvrCccljTlD9DFukfTv/l3gj/84XfJq3wfuuw949llzLe1KmmbMuHZHaM6bH/lzvPLJF3HX+M9x4LkbaDaewAj1O+XQXX35TE5xRQx31M/I5tYpo+Np7pgkeplepHHPN1WYMdusPdoku3BZFs0k2UcWg2tKXtJq8UXTVit6wT6rzB555Sw3XbicVdA03emvbrB9+A6rY4ftw3dY98i/S9VU+V4TFcG63eLXxdUhz+qSU65ygsiYKsyY5Zn/7dvhcBrbEB7b6CiBKRRuMAB6m99EB5+Dv/LG6AHLIlPGmTPB4rzo/JNP8mBg9aJdusTrcasJVrKIM1KdBOL6EqcuRl24AmL10lyaHu7HCE2M0cAIDNdxAPtTtEXca3JFsK2twIVBrKXn+ds0DXnaZ0NZ0tRmikmiZ/UCcBrA7wD4UwAMwDdcj0EaNzELVM9XnTcvY8k0Y5dl3ykNpLV7R9PqN+/PLzel2FcuEq12Povz2KJzEjCpUjbtibpwcnHsWi0XD/fUl2Zph9Wxw5r1HdZq2Rs0ogwMckUwtW736qp7H13IK51smdLUuoAIjbtWwNxgDcDbAXwdwF8VcD6CSI2YpX/4w/wvwOtOeB7/f3c3yN4ptJV63T5JjNAkHn88WgPw/XAJaK6leXua1hJ6OweDhqQ5kQ6hEop0owK58+q2arWtLBFOAkDgJCBfpMHArT1RF67dDuKzJxMnD/fBgPsuyM0x8dA7XsGJN7+ErfWbTpfGxwBb3gN43PtFHMcF7O6w2KFX72m1fb7PjSutVjAkImldq8Ud/02cPw+84x38b1KS/I5medxZUoSp/L9kjP0pAHie9+8B/K0CzkkQkSQJMVlZ0ecQSWrOi0tgoWsjfwgxjLZ30MQOOktfADpn053IhGyrV7ODqU+/uBR3WXg5ySlUm03+mUvdUrUNvs89uXTmfdWT0DJHuq1ZdjAADr1tjNH296KJ78HKV94JLJ91sJX34I8/D599DgN2EBv1Yxh5S5GCSb2nNzenE7kkiXI7fx54z3v4/88/z/+ePBndfN3tYOsH6UoVluKcManiebwA/HuQqZyYMS4hJmpRqqydXJJYevt9xtZWv8H6qxvJ7aJJGhhnZxUVvdKY0ePa7JK5I25b02dRmUxisDXLrq0xVvfGfDuM2Jr3QTcbrtL2fveGedj2+tTv3rizS7PJwwyFGVznfGZ7+xw+HDapv+EN5fI/rCqIMJWT4CYWDtuHa94x1FEPKbWNq6uOMrjIJ2DcuXQuy1kF5KrC2TR50F103SCrqe1sBl1qg4vvAvdVGNn5KsT1PWobjYBfXQ2vYauJ6lwuhep6YKiIeoc414IqrkfnQZTgJq9yYuGwLVwyHAZZqGycmF2J8ipWrdSmwlqJDp41pvVkYZvUuSxfvTrdEds260zegwF/L/KdX7wYLoFluujyZ0D4/MNhUHjEhGIb97e2sLXl2yVeu1JHb/M/7UUHOJjJ5YPE7aOMqT98Dv7pZQwG4UR1S0vh34HL7SPM4r/yK8DXvx6fsj3q9xf1nU2QwFyZw6MwSfQ8XnDQuAGcBHANwLX9+/fnNakhFhQbZSVJpjOXcwpPdVOcrNh+dTWBFjJLjVtnZu52uQ1VqHm6jrisYahacZwKKfbV5SZPkzS77CpiRJ+yWt1Isk/cqotrCvmZZxjMAVRR42aMnQdwHgDuvfdefX09gpBwmXHbKCtx/kny+YDoNN2iHvLubqA1A4Gztuy0rbYxqrCWqT1+kR456rl0XlAbG1y9Y4wPpq4jUW0Wnbt1Kzj29jbwyCP8mPU6N02IRN6m4+vSbsmfuY6ZrflG7kORKmHEmEb9BpLcPvI+7XZgeDHlNIg6txxOr152VZsfDPhtIMq552EdKx0miZ7HC7TGPTdk7aSVliz9n2yOKX8XlQVNbCcrg6Yl1ihlLc5HrFROPWpjVlfDwcGmNW7TsVZXgwFuNtmdoGWhYslr1CYVMqt+mTwJHdeaS/PDyYGsuiofR77sOn8QOdXA0tJ8DC+qqHET5aWMmYhclkdt226bQzmqHLPYju3ZjDyPn7fd5mHIjb1fYJyyJmvfuvYXuaStEpvD/ebN8CCpoVdRBz50iGdrY5LR7V3vAv7mb4A3vQl44olgMESgcR4x5FE3ToK15iwvUNnWdrPqqnwcADhxAti/f7qfIkpwe5sbc86dK8c45AkJbsKZvJ5BaR5AqsWy3dYX8HBtu+mZbBvi3G5zYV2r8e2OHwcOHODFQ0YjbuE9cSKIo40bD1P7XSy2WWKUZ/LA9XrTaw42F7vXC8zrgloN+PSnuV306tVwRQ0gvxll2ps+pwtUxkm0fM+n6ao6ZLrfCDCncdox5C64Pc/7JwDu3nv7OgBNz/M+tPf+m4yx38y7DUS25PEMSvsAUtfXhGBUj2Xb9ji5oiaLOHBguiKTqO41mXAB/cQT3ANXrj8McC1CJ7R142Fqf17JK+Kwkmdq4pR2m3due5sPzLlz+owdnQ7/XmjrAB/oL32JC/Pbt8Oe33GFndOQ9qbPSbqIuY0a+TArLVy95xNXtIPbkCXNMVRVitC4HwZwv/LZ43t/PweABHfFyOMZlIUWL368Uc9vm7aLyKKdHR4m88QT5jKJstOYKbpJZAwVzm02MsA0Hrr2C+e3V14BPvXvxhjveti4yLB1pZ77w8xKnvl+OEPZcBhIm8mEexYtL+sdx86d499PJlz4v/GNwIsv8u8ZA7797UBKtdv5mR2yuOktpIurwNVlZp2lFm6655OyaALZGtPid5le5Jw2/2TpuxPnVBYVEcQY922Sw8BqNX2YSZxzmWs7koxHv8+ddnhbJ3uvvWxcq9+wH7QUxPpm6UK45LRdcUU85BPcd1/44vzQD4WP/dhjQU3KMmHhwJY0Gk2thTLLCLUF8sHLHZBzGlF20ig0unwcumPpNBFA/5mM0GjUMJM4bTOqT3GahO14CA2H4wFg8DDmeczxOQARlSEssVk2iLxeqvlgOJzWpG098156Kfzd177G/wpb8a/+KhfpV6/qtfhZYKkCJ7E6qasQurwyRfk7AIu53jwLSHATpUH2ZZLfR2F6JuqEie7BCOiLichZpQT1evghaPOQ0rVDFYQmwWhjJpSTkgEMSxjhYVzESvN/59m4UiBM8MasbbZ2Xd0Mx/e5YI3bXz5Hrxd2VBPUaoE3lHDzz9O13tWebSmRkyyjq6sQ4rCzFKTdYlMAACAASURBVJ5k3i4AkypepheZyheDtImrPC+6ZrDu+N0uLyKimsLl8GG10EiWfUxUy0Ixu4YyYHVvZBJgHxV/ru2IQz5v50aogyXbhuXsaXGDaWiD9uOomO0cUoqJ09mmR0/THKIagEzlxCyxVVCSmgrrdb4PY1xTtg0bAcwesEJrWFmJTuTlqtGofbx0KXh/+zbXcCOPpzEx+L4v7bO890qHaKcaf35HC7S5WLo1jCSNkE3scuiAzmPQpMUbTDN3Pt5maNZ3sXXua/CX/9ps2o7qd5TpJEIFTupMNhjw+tnCz6/o+P2yUbZ49lwxSfQyvUjjri6uGc2SaA9ymmoXZxwb5zKd9pMmL7JOiQycy/Q5y50anRFqZrgpbT7uYiW9mElzh8dp9IZxW1tjrF6THPoaHw4nh6/VuEOcyMZmapPuc0srQ5JLKk6nGh8WVeOeR8sDylLWM+mLBHd1cX0oZWVRzTKlqfp8bjSYtUO0TR+dJh4FPqFC7XQVTGmkkavwsxkTwzb9PmP7lkZBec3awaC8p5xHE+AzGFOb4kqE5uBNblMpdVEoe62XJEQJbjKVE7ni6nCTxKJqm3wlaj+bDGsAN02KxCnAtMOaDpPFWBxzZSWoweF5vA9Wnc3ZJuj7gI+IKg+nT5vPH3fhbdPCRZ1DYGO2N4yb7wNb576G3iO/g87kBfitl4CVX+EX5cwZ4LOfDdYLotqk9ldsb7Huk+SSqqc7c2YBzMMRzCpz4MwwSfQyvUjjrjZJtOikZKWJxPlFeZ6dw5qtQ9xjj/H3nle8qW/q+sieUjZVHkwHc3XwSmNel9u5uprMy0sX4N9sTmvcNscowDJS5O8q7TmLaOssxiNPQKZyYlHIcu1PfhDI5myXCYHOgqrmHlldTW9+T8qUfOneCD7QVd/KImtMlF0zStjHnXt1lQtXk9d50psgquJYVLtMk4GKSpcs5lXzsv5cBCS4iYWi3+eCVX5+p1kDdFW81H3VCpdyiFWjEa56Kdr72GPFPN+nZOjhK2GTRaNh/8S1XWh0fZInmRDIg+nSBxfy6kdJSbqOrMvuRsQTJbhrM7bUE0Tm+D5f82u1gqJUly/zkJvBwP14vV6wru15wLFj05FGZ8/qjy3WLx9/nP89cCCcQ+QDH+DLqa0WPzbA2/uRjwAf+lDyNtsi1gbr9b21waPt4INWC/j4x4PG22aDuXOwjn47dVCSrGGbzt9Q3HY8jw+oHG+XFbbtSrp9yRCXt1bjL5EXXb331c90+dSJdJBzGjE3qP5OW1tcgF++HB3nGhf/qSsvKO+ri8GNckiTK1y+9rX6tgLp2mzLdGz7Ms4+9B/Rwefgr7zRGLw+gD99ftVLMCoFnpzGVK2/qnbO1vPI9/msqtvlsyPP47W7P/WpICg9KtDfFU27Iq9LxT2oRJa2Rx7hc4/3v58P8e5udArh4XC6qiuREpMqXqYXmcrnkyyX+2z8ne7EI/fN+5mWQ01t1ZkPrcPMWrusv7rB+t0bIV+wuPX5vCyukceVvuw372f7Wrvm89s2UDnm2uo3wmvs6oVMGuOnxtvFrdW7ILXLqtsVXeMWzZZD3D1vOozR9fdAmAGtcRNlI+sfc5y/k0hfKjsei4dR3JJunP+R2g+rxC6r32D95v2sXzvI9uE7rF6bTGXvTBUi7SLo9rYLHbc24evdYn/pyzXvg6zujfXbWTcw2K6Pt/Ax8HbZvtqrrO/9qPtCalTf1dlbo8ElTmy2GzfmMZaYsWmnfRFcoAs0iJpAV3C+MlOiBDeZyomZkCS9aRQmK6QwXQL8XOLV7fLY6fX1YD9djQqAm/62t/n3H/gAN2/HVSKLsoj6PuD3fhsYfx5nJz+LEZoYT7w7WT1Pn07W1zvY5tBUtuusfxHN5jJP/zl5FZ3LHwKuvgRsbWHQfhA971V0ai+g0/gCmh7DaGd6O61pu92eNodLHendfjtGrIkxq2PEJujhrfBrf5jcnKwmA5Av0osvAs88wz8fjbgzwX33ZRITX3FLuBH5twoAJ04A+/fzy3r9Ov9MXn3Q/R6o8EjGmCR6mV6kcc8feZjP4hStZlNfNEPsp6tRIXvEyo7KaTNwisb1awdZE68yz5s4KYCRUVOHr/AMYJYar7ydbv/+6gYfl9qE7VsasX73Rvx5ogZVaXB/dYPtq28H2cu8H80vFZhabL1ez/QmTKRZllwd1f1WVS3cFC1HJAdkKifKSJ7PKzUkTCxtilDfqBTbqvCXY6y1lbIStG1tjXEBuLrBWktj5nluYWam494RsCJ9p+Uac1QilLXVb+hNwDazL0v7cb97g601PhzfZnHeuCQvUfu2WnwGJzLe2JSWsz122ny9JZV+atfUyLtZJA6ad0hwEwuFeBaanLxcn69yUZE4jTvu2OpzWnb2SbsuGrlGbSJSdV+Ld7py7XDUoNkkSjEtuLpIDZG6Tja/uAboJ+mnjooujIvuGsu+EqmJEty0xk3MHWJNToSfPPBAOJez63rbyZNBtchvfxv4yleAo0f1IVqmpeWBIeU3kN26aHiN1UPnTAfwMRVeFX5rGAzpcx8RubTjBjMuEbdrTUt5wVXEzTHm5igxHAbiWmZ3N7mzRVKnjYoujIvLurnJI+xESFhFml99TBK9TC/SuAkX8rI+xh3XpDzFKYlZLhlMHUtpdL97o1jLbFznXDXOJBq3yfnBVP0raT+TDmzJ17jjyKr5uf4OKghI4yYWibwKaMUpVSblyeSVq3rdZoGsAA8GQO/MNjrb98CffAEYjdC7NMzUmz8SG23a1gNdNhOsrwOXLnGzhzCFmC60rg0A8NBDwEsvAdeucc1dTYnnmuEmzU1XcZfrLJrvangp6lhlhQQ3MRfoMpVl/WONs2qant2mzGtRicXScufhtX0/mpPnsVU7DL/5EjpH22heLcgy61pu01STVX4S1+tBuq6rV/k2UfFzahs2N3kc4GjE06M2Gvw7+cIkffJXXADPkizDQ7MONS0jJLiJylPUDNtGqdI9u6fTiubf3jsPr4mHUW0feg/8MvwzLfj+MrZilNTMcElV6vtc09Y9cdOsa0fVyQb05o8ZP/mNyn5WeW5LSJZL/RV1G3CCBDdR+edBls/ZuLFIqlTJ+5nkU5p2qRgd1VL0wRkX8/FgwD336nX+Xn7iyp2RNW6bp7Ju1iQ0bqFlx5nvTefI4YdjnITOuf03y+WtvJbKSoVp8btML3JOy4+KhJFGklUf5LAvNalE1o4zRVSDdImyciJrzx81U44um0ea2G3d+WzCzrKoPe6I0VevomFjRHJAcdyEiXl5HmTxLFcTrYikEnHJv5K0yaW9aa5R5vIlqwPKA1DFmzCnNhuHt8Qz7Hnw4C4jUYKbTOULziKsB9nQ6wXLpwKxjHrpUjLTdpRlM6qqpUqaa5T5cm0WB1QHR04YL3ewzGs4Of1wjGbektp/59yCX1pIcC84JX0eOJHk4aEr+dxq8WIinhfUD242edTR1RhPbPV4NvLNtt26Zdo4YS+wki8uAtI2fCsKdXCGw+mbsOwSwXX93uEHZvRBKKHX+iJ4cJcREtxEGZ8HU0Q9+1wfHiaZoApH+XxR4cK649kITJd2yxq6izyLlS9JBORDD/G/Bw4A738/sLMDLC2lyxam3oRVkAhRPxxxw5pC3OYEstjNBhLcROmJky0uD4/BgKc/3d7mGvX2Nn8vUqKq5mz5f9PzVidjTp+OV8iSPPSi5JlpchM5MXMRkOqFeOWVIG+rKJH5iU8Y2x60z4efx+CUBXmcPI/faHKt2BSCu2yrB/NgsaskpsXvMr3IOW2xUf2AVlennWFsHYXl0p7ir02ZzihyyXZp+MJ0rsRtcNlRvhCex9gP/VDYm69eN+6fqH1V9XqSx6lW46EKGTiVldg/jcgBkHMaUWXUMF65qIHQvlWtUqeZbG4GCiIAfP/3Ay+/nF4ZSqN1yDk/7ryPMDGYzpXYsuzS+E4nyDTGGPDHfxw4AwD8M8OJE7XPxYPPlTxVV9VasL7O1/FTnivP1YOyafJENCS4idIjy5Zbt4CnnsrG6evee4HPfCabPBuxfgLSQQbwQ2vpoq21Gl82fvj7/gonI57QunO5LheE+mPr5OD7PJ93txvo2T/2Y8DnP8//r9f5mq6GxJbvPJzU8nZ8y8l+nNfqQdn9AAkNJlW8TC8ylRMCG3NhVJWuVotbeUUhqLhY69VVbl5PFcMtNbrfvJ/ta+1q63EHrwnrNt7rfFLb5YJU5lZddS557SHioIks33nES7scs2TmetvmFJUngMgPkKmcmBdslBmTZuL7wJUr0/vqrLFCC7l9OyjbnDiG+6E/gb+nQfcmBzGChzELzPbNJvDqq/IRPFy651/g5JG/Y6ihbR6buLalNrfqzB9igETgu+GgiaIX8lAzdcfUDXAJVVGbMXRtdpX9ABcWk0Qv04s0bsIVF41Dp4XKWoiFMhkipMF4u2ztyBeNGrfQ+o8cCWvd3W50+5IORqYOTmpda8/jBz5yJFsNNQ+tV02hqhuUiqqiSZpdMsMCwUjjJuaYRCFQCjotVNZCGg2+tKurR6Gj0wGajTFG4wmabAedTz0GPMEdlPxOB1uoY3Mz3NZPfAI4fz4oM33yZHT7rBU/Rf3yt7awteVns/wqa9/f/jbw0Y/yRj7zDPCpT2XnPZVHogH5mKaqLxVVRZM0uwq5HAgJk0Qv04s0bkJHlmmzTSFWshbipMWvbrA174Osj7dMqT1FFRlhjIXUr37tIFs7fCUfrWptLVjrFtp3RTTUyAGelSqa8rykQVcfkMZN5M0swkmyCo8xrZvLWojzcueBA0D9/wIm9Sm1x7XdNuv6xvHfU78G2/fg0OR5jC7vQ/NqTPujLqbpu3abu8WLOtdLS9XIOQ5ED/AsVNEM1tZJg55zTBK9TC/SuMvNrBJDFJnUw9URed8+xuq1Cdu3NGL97o307Y4g9nj9Pls7fIXVa5P49qsHk2uCxmV/qdWm17hneXNUVeVcW+PWEfwc69cOVsdyQWQKSOMm8mRWaaWdw2VTaDIu64Z3xmPiYeQtoTdchnyWrMN8Y8ff99E5AzRjCqVMHWx7G3jkEW78bjZ5jnL5O5ErVuwzmfBY7vvuS58ZJo2WPktv8AysC4P2gzg0+R8wQhPNyQhb7a8jq9bbNq/sRpJFhwQ3kZpZ+vA4mQRTzDBcE4zFjUeWpkzb81m1Xz6YMH2L1HIA/04ker98mZdNM5XlFMer1wOhbnNzpBW8s5pJZjRh6A2XMaoxPvGr1acmfnk3r4RRcIQCCW4iNVlpkLnP8lPOMFwSjK2vBx7iIi48rm/abSx2jB3/vWP4nQ780zEdkA+mVrZaWeGvM2e40BYCXVeWU8bzwn/jSCt4i55Jimt061YmE4ZOB2i2vL3me5k133ZYZzXvIRww2dDL9KI17vknyVJoomXMAtY+dcvEcX3T9j8Lb+e0a8y68yQtTOISVJx2XTzL6xyXXk+0tdVKlmbP8ZRpjmkzrFTMpByA1riJsuM6y3c154VKSsZpnVP7pLPUXroU3zdt/6H70HfrfFr1SWdmyHrdQHdO9fimi5FFIH8UcWMtjy8AnDgB7N+f2myUV+i6zWXL2geDyAGTRC/TizTu+cd1lp/Iy9tRm09TqjNXjTvvzmdNWvUxzps9z77FjXUZxpeYS0AaN1F2XGf5iby8HZTONIqqri/Ly9F9E/vIGdWMg+LSeXXNutcLPk+DizkiqfoYt3ZcxGJs3FiTekrMABLcRGlweb7nba3N2r/Jtm8bG/ycGxvCKpvSVC22B7JzFS7C7Vg+R6PBPdKB8MUowgnNZqwp2wlRMCS4icqie17qFMEkSpG6DxCuHhaFTq4B8ed3UiBdhUWW2mmemq5Oywb0a8dFabskmImSQYKbmBuiFMEkz16xT9RxdRMFVa5tbgaadJSCmqsCmeXB82polJZtqvBCQpVYQEhwE3NDXoqg6bgmzfrWLS53AP45YNcuJwXS1eU9S+00L003Jw/tEElCBVz2oZRjRBGYvNbK9CKvcsKGvBx8bZ27V1eD7ZpN/j4qxXfmDao6efcr7/CCeb0uxEwAeZUTi0BeiqCtczcQVhj37w+2zbRd85za6qGH+F/b4ucubG4Ct2/z3Ot5hBfM83UhSgUJbqIy2Fghs1jyNDm46fJ+rK/zjJ9imVdey5aXfjNdii0qpWfcgJ8/H+R1PXky3THVdYeVlWzbOhgAFy9yoQ3Y5013GetZJu0nFguTKl6mF5nKCbly5NIST2piu59L7g/5PI2G/jxZZCJNTd4niirvyRh/z8Ugf9lckKiBW11lzPPsksq4HFcgr2t4Hj+fy/Ftx7rK5USJUgEylRNVp9cLilJNJrza5PJytmlRded573v557JCGWURTaJZJ/JnytObejDghUTEQGxvA48+yv8XA3npUnifS5fite4oL78LFwJtuNFw01ZtTNSqNuyi0duMtXwRT5+2PzZBJIAEN1EJ5OqQAH9Gxy0hJlly7HR4NUtxHjFJAAKTuM4imsTxuN0Grl/nMms8NkwuknopO+wX2hR7sx0htGu16fKevR43jz//fHCQo0ftOqwzJW9uAjs7/H/PA44dc+trlIla7lxeMd9UB5MoGpMqXqYXmcoJxhh77DE362xSJ99ul5vK5XMtLYWPI1tEkzgei+ML67DWQtzvc/d0z+N/Xe39pgbrNq1N2L6lEesf+VeBSblWY+y++xg7coRXvlKPt7QUDI5tqSnV5N7v82OLQXDpp3qeNFXM0pCkAhpBxIAIU3lt1hMHgrDlta/lyh/A/w6H0dsLb/DHH3dTgk6eBP75Pw9/trs7rbmfPm1OmW1CbCs0emEd9jyNP9PmJt9YeEGHEpnvMRjwlG6DwfRJ5Awwhw4BH/4w/ytt2+sBo22G8cTDaAfoPfufuWmjXgeWloCvfAV49lnehhMngoHs9cJmCV2nZZO7aMtwGAycaMDubjAIx4/Hr3+o/QXCF8Q0DlEXJg1C46/XySmNKAQylROVodMBWi33CpE2aVFVxCRhMuHypNEIlnjFecVxvv1tvi1j9o7HsiV6aYlbh50joEwm2qg4te1tLkzPnAF8n29a38VoAjSxgw67woXn/v08k8z587yhjIXj2+I8qAcak7tuO5e1Z1eTdFFe3lRohCgYEtxEZUjyfFSFtO2zX50kyGFf8nGEXPI8rnCtr0e3S+5Dux0+5hQHDkS/Ny3i6xKtb2wEjb18Gbh6Fdjagu/72Dr3NfQe+R10Ji/AX7oGvPI6vs/3fE9Yq2639R3RdUA2LdRqwAMP3JksTF0U24vq6rRQpECl1KtEgZDgJiqFy/NRJ6Rtn/0ucgkIVsPjzPfi2OIYkfJkOAzUft3aQJRGqQ7U1hYXnJcvh53MfB/+yWX4y38NbH4L+I0vAs88w/ep1/mMhDH9+aMuhto2WWjrZk42FzWJBk0ClZhDSHATc4tOSLs8+23kUpwlWIe1xTdubcBFo/R9LjyvXjUL+l4vSPsG8I7V63ZrALrz6dpmO3PKqswbQcwhJLiJuUUnpG2f/XHr4FYmb8NBrC2+Fo0dwEcPPjoAYsVY3PE6Hb7gPhrx980m8LGPxdjzY84XF0+tmwxkXeaNIOYMjwm31hJz7733smvXrs26GUQFSVoMKnVYbsRBEh1f05HMwoflYwOB97rsLZdl1au4Y509yz3gx2Ou8T/+OCU1IRYOz/O+zBi7V/cdadzEXJNEQUuSuMXlIM4WX4OEzqSdumM/+aTV+ae2semQzXZpM9wQxJxDgptYSKLkQCZRRDEHcZpQGCR0Ju20kf5x29iq/rbb6bziI/YjmU4sGiS4ifkmgYk5Ex8o3+exYaJ6luEgVkLHIKEzaaeN9I/TgG1VfxcTgTyzOXvWuB9lGyUWERLcRKlJpU1ZmJiVfCR3SO0DNRgAp07xE129qq2IYi10IiR06nbaSP84DXh93U71T2oiiNgvk+UCV0jFJ2YMCW6itKTWpmJMzJp8JNk9hy0kSuwmqoBwaZyLcLE5trTN4L2b6N3+GXTYC/BHX+Je5zaqf1ITQcR+RSVHuwOp+EQZMCUxz+oFoAbgZwB8DcBtAH8G4KMAvtv2GFRkZDFJXbshoshEv8/Y4cNBsQ/b41uXW7YocBG5SZoCGTkW1+h3b7B99W1Wxw7bh++wfvP+6AIjedWmlo5dZAns/uoGW/M+yPp4CxUUIXIFEUVGihDcvwaAAfg9ACcA/CqAHQAvAKjZHIME92KSifyJeKrHHV/d1bk9FhLFuInNrMW0c17Vqvp9ttb4MKtjhx/a22Vrq98wbptbZa6iqn7pTtvatZu0EERKogR3rqZyz/P+HoD3A/g9xthR6fP/G8DHAPxjAL+dZxuI6pKZk5hhx6jjp0mXanPu2E1si3joTLa29uPBQB+zbaLXQ2fyApr4OYzA0GwAnZW7jdtqK3NlsTacw8K2zcpCrweMdusYAxh5HnrHN+D7hv4TRJ6YJHoWLwC/DK5t/7jy+WsAfAfAp2yOQxp3RSnShpkxOqW1cEUvavzitOq4sRe1vuWC46urVsXE+7WDbK3xYdbv3jCfS1eH28W8ETcuKS5EUkvKjBR9YkHBrEzlAD4DYAygpfnuCwC+ZXMcEtzVo9+9wR/utYOVfMqZHtKlmYuklSJra4x5XiC4Af4+7lgmqVerMdZocAGt2zZqopGkL1EXQnzX7U5tozuVy8pCaa4/MffMUnDfBPAXhu/+jz1tvBl3HBLc1aLfZ2zf0ihYC6wdrKQTT+kf0q5aqipwZY1bvFzXxNfWAg8/obnr2tPtcsFeq00L5yzX5OWJBDB1vlJYUgjCgijBnXc42HcB2DZ8d1vaZqR+6XneSQAnAWD//v25NI7Ih14PGI0bGMPDCAy92tvh5x6nkz1F1bPQ1Qy3Wgq2baBpPbzXAz7yEeCTnwzqk9brbjFVnU5QehTg6866zGqnTgXVxtSi5VnGdIn1b7mOeEy2ucoWHaN48oUlb8H9NwD+C8N3r5G2mYIxdh7AeYAXGcm+aURedDpAs+VhtM3QrAOdc/8I8Jdn3axSosrU9fUgb0tmYcImZy7fB+67D3j2Wb6d5wHHj5tPaJphfOADwL/+1/z4rda04JWFqefp63pnJTlj6q2aTlW5omMUT77Q5C24XwbwQ57ntRhjqub9/QD+kjE2pW0T1SZ4OHrodJbgL7LQjtGKVJl66VIOmcCiNFr1u5UVcz+iZhjnzpnLf9po1DaS00bDlCWzod5q4UI6D814JinjiLKQt+D+EoDDAO4DcFV86HneawC8CcAf5Hx+YkZUToPJAwutSJVpR4/yLG6ZZgKL0mhttd24GcZwaC69mYVG7aJhlunmy0szLjxlHFEm8hbc/xbABwGcgiS4wROxfBeA38r5/AQxOyy0opBMa9+EP3wOy+sPojdcznbpMkqYqd/pNESXGYZu/7TCNG4sXWPSE5BIcc5LM67swjyRCSavtaxeAJ5AkDntp8HTne4A6IEypxHziByOZOuunNa1OSsX+Cjvb51nui5+u9XioWWtVnYu2lHjo3rIZ3lei9PnsyOx6GCGXuUA17a/Ae4h/g8B/OWeMP8FxtikgPMTRHHo1oJNa78yaTSzrMyxgwHw6KPA7i5/v70dbof4K7Kg6bTozU2+n9j/Ix8BPvEJ/fnOnw/Knp48GbTB1aTf6wE7O8H7HNZ8E18e0oyJHMhdcDPGxuBa9kfzPhdBzBz1CR+19iuTZs1SPuft21x4CgHhYt/t9fgxBLXatAncdYLw7LN8P3W78+eB97yH///88/zv8nJ8oXTd+TodYGmJ7wfksubrcnmmhrxMa+7EXEBlPYnFoYB10MQCOI1m1ukAjQYXuowBFy4E3uEuglYWgLUa8PGPT2u2cWrnygrw1FPBBIAx/XaXLk2/Hw6TqbUiJj3Ha2t7eShKiygCEtzEYjAYAPffH5hUL1zQC4a0oTtpBHBSzcz3gWPHgG6XC0qRBAWId+hS28n2UibU61wDlrEN6/r1X+cm9/GYTwRu3ZrWuo8eDTRt8X55mU9AJhP+V1dYxTSuBWi1NqfIM0qL8q0QAhLcxGKwuRm/DpqVujQL0+jKCrCxMS1UhaBtNMIC1FT+TGjtugxotpMSsV79a78GfO1r3Cy+sREeT7GNWONeXubXSGQ8Y0rOpYqosnlFaVWk+0RB1GbdAIKYCbrUnjp1qSoIofr448FTXXx24gQXhE89xZ/+QnUTfX31VZ5Mpd3mUqFej9aoT5+OlhqDAfDP/hnwH/4DF8STSeDoJnPyJPCZzwRr290un1ypVgMg/bUZDICzZ/nfHNFdhiyo8q1JZA9p3MRisLICXLwYrN/++q8ny/Clw8aGWYSdU6fpi/Xf8Tj81O90uIAWa9Evvgh89avAxz5m5wUfhZAyMlE50MX2Qsv2vPD4DwbcWlCv8/eOquzg/E30Hvk0OpMX4LfMEjWrS5SHwYXyrRAhTHFiZXpRHDeRCTaxzq7x0DZxurOO5TWdf3U1XBnM86bLbSaJDRex3HLFMbncZ1T7ms1wXXD5u1Yrvma47tAWleriwsTLUCWuLO0gigEzjuMmiHJgowrJ29ioYDbeSL1eUPRCjY1Oi9xGcS65veJ7OZ4c4GbjAwcCNQ6Y1nKTLqr6PnDlir2Xd1yMthhfANi/32nsej27SnWmy2gchhl4ilFUGSEgwU0QOmwFl40Ns90Ol5lst9O3rdfjxxGFPhqNYG1YtBeY7oNo884O9/h+4gng+nX+uSxgNzd5TDhjydyjXaVMVIx23PhGCFHbSnWm02gFOqLvDfL+JvKGBDdB6NAIrgH86Qeyjaf1cBjUrK7VpstaunD+fBBqJY4pXkBY0AJhqbO5Cbz0UqBhj0ZcaD/5ZPgcgwH3B5BDw5IuquYdXhczwQp2j65UZzqNVqBHWFmSGCpI0BOukOAmCBWN8diongAAIABJREFU4Bq0HzQ/kOO0y06H16lO61k0GACPPBKkJGWMa9qeN61xq+Fg9XrgnBdHrxecI65Gt2iXTvIkTf+qEjW+BiGqNsk2j4uPvR3Bd9QL9I7RCuAax01hXkQSSHAThMRgAPTObKMzejN89O8Irt5wOXlijTRJWWR6vUCzBriwlutgi23kc4jz3rrFw8Hk+OhWS19/W1UzTTW6gWjJI6/t377NLQWTSbSEclU/NSpxYmFo2HFK8EdcT1fv7zwTthDzCwlugtjjznP79lvRZJ/FFg7BZ38IHDiAznLKcBxZmMnvXRCa+/Y2N5OfOxckMlHPI78XXlYiQUu9zrVok9OYTjCZ0sVGSZ5vfztswt/dBRjD4NU3oXfqL9BZV06fROJq2tp77zcxuv13MGa1OysEVnMBFylqUONd5mgpo9yIRcbkbl6mF4WDEUWwtsbDgQDG6hixNfwcL2+5Fz6UKhwnq5CwNI2w3VdXvtNUNlP0q1bj5UBF2Fe/z9/L4Wb1OuvjLWwfvsPDs1q74aaELkBdG7YV25V+n/Wb9++dY8SaS7us1bIcdodrlDY0K2WUG7EAgMLBCCKeO2bObYbmZAed2lWu4e6pQanCcbKyiaZphGlfNaRMlwrVlC7W9/natXCYO3WKZ0JTzfq1GnDwIHp/cBAjNDFGA6PRODwMlnbmSMW814M//jy2cAg97+24deAonvryPXbDbqku686/d2prC3/KKDdiwSHBTRB7hDyQ21+HP/yHQOdXsnmipqoLmSOqFHrooekJhlo2Uy0AMhwGnu3yPq1W4JnPGPDFL6LTYGjujjACQ7NZQ6d9Ezj7XNDXOME5GKB3Zhuj7fsxnnjTwnhvnP3Rl+A3v4rBw/8YGzcdljgsJkbqHGxzM5wm3sbCnzLKjVhwSHAT1SSnp1rw3F7ee2V44LR1IfPosyqFgGmJ4vs83vt97+PC2fPCx9BJIdHfM2eAy5f5fru78E/8PWzhd9HD/egc+P/gn/qR6b7GjE1n+x40J89jVNuHZtMLCz15nNtt+MPnsLUO9IbLmQ2b2l3A3ZiSMsqNWHRMNvQyvWiNmwhRhhSieeWeNK3zymvJS0vRKURd0I2lrn9x68+mMYm6Vg5r2ur2/dpBtnb4ivkS5HyPyN3N41SuQ0PMH6A1bmKukLXE27e5rbIodSRvVSgqhZcIrZpMeDz38nKy+GoZk+qnbh9n2zVpylGqpWvslLS933wJ/pkWYOp+znFWane3tgKn+yzIuqgImd3nDJNEL9OLNG4ihFrEYmmpOK07SiPOSgvXeXWvrgbnBULe7sZjZK0GxvUxyRgkKepi6xmfk8ata8IshtvlOLM0UBHJAGncxFzh+8BP/ATwzDP8/c5OcVq3ThXKWguX1Tn52LUa/4yxkLe7ljw0Tov1Z+e1efWYcaqhjWe82CZN0htDO0zJ4G7dKna4XaAkL/MHCW6imtx112zOqxMIZ8/m92RU44ZOnOCxQ7oKYPJn7TZ3IqvV0tta01RJc5nUJJ0AmfZLKvki2iF3c3ubr1gwxpOoNPaepmVLpJK12Z2YPSS4iWqysgJcuBBUuYpKy5k1qkDI88moSz+qaqi6oOJTpwIP8He8Q39sucqYKYd4kipp9TpXQcXxTQJdnQwkVQ2zVikjjid3s1bjm4hwdd2cCpj9+nJa4wNRPkhwE9XE9/mTKCqepqgnVZ5Pxrhj64QMwP8XEuX3fx947jng4x8PUqQKgSwc3mo1bn5XBbOtUBTt3NzkxUyeeooHN6+v2y8tGCZAsZcyYj/bkuA2x5O7KeY7oqpqs8nLm6uF34oK60q6wkBUFNPid5le5JxGOFFlb5wkzlq6cK59+xjzPBZKOSo78clOdlJKUm2Yl8tY6pz31D5FxTop21qfXrOfKUur9bhaXAexWberb6drWFdS/76q3u625BmBWVZAzmnEQlFVb5yMimwACLTfp54K1sfH42As2u2gnjdj5rVwV2uCKRmL7dKCsq3xUuqc0ZT9TFlarZCOZ+NbZ3JzcE2Yl0Q7r+rtbgslo5mGBDcxf1TVGyfpE1hnBxWfHTgQ5BEXnuiDAbfxjsd8PfoDHwBe+9pUdtZAuPnw4wS972Ow/kX0Lg3ROdqG75sz1GkvZcSTXF62l7O0yreByypKkiV++Vwu854kl19UGCurY1wWzPvEJAkkuIn5I29vnLzWz7OYcKhtO3kyKPrRbge1ucUauOdxoX36dLLjDwYYbP4JDl18N0a79T3h5sM/bR6XwQA4dGqZF3O5sost3IR/Ui+8tZfybE/7JFeF7BNPANev8+OINW5X7c11iV93W9hGsLlefrkv9Tp3jnNay68IVZ2H5wkJbmI+ycsbJ89c4lnEHpvCooDgu0YjWRFoXRDzqVPo3f4ZjBjDGHYaUa8HjG5PeL3sCdB75HfgL/81BvDtBJ/hSR4SsrfHGF7/T3jyybunz+2gvbkIDZdbznSpXC6/3BdgfiuMkVf8NCS4CcKFqPCmLBbi5NAo+b0Nm5tBNS5VKqlPeVPsUhRq3y9dAkYjdNgLaOLnMfI8NJv1+Myl7ZtosDdigiU0MEZnvIXB5htwaMO3Gz7Dk7zTAZqNMUbjCZpsB50LDwErZ0PhZ532g2g2l621t7yERq8XOPTLWXtdhP8iaaLkFR+GBDexeKj1p12eylG5xLNYiDNNAOK0+cGAx7Uzxt/vld68s1v7QfjNx8Px4KLdQLK+Hz0KXL0Kf/QlbNXfid7xDXRW7o4/1PXrYHgjAIABQK2GHu5PPXy+D2wd+y30un+EDnsB/vhLQf/2xtRvPo6t9S86VQvLQ2i020G0HmPAb/yGu5mbNNHFhQQ3MR/Ymqllwdho8KfmeJzeizup+qO2WzcBAOK1+V4v0KY9Dzh2DAP40m7L2Fr/Ivzhc0HbsvBg31s/9zsd+P7d0fuLpuJ+jNEAQx1jTNB710fRWbkbzQ3L4Yuwbvgrb4S/sRo+kDKm/vA5+KezK9maZIVEjfeWHf5dIE10MSHBTVSfwQB429uCh/WVK+anmfwQl1WeLLy4XdUfdRJx7Bj3AlcnAHHavHAtltetV1amdxsuBwLrve81m9V17ZQtFHFjEUNn5W40L44xGo3RbNbQeew+t+GLGg/TgRLalG0MHUlWSNrt8Pt6fb5N3US2kOAmiiVxOqsINjf5giHA/8oFR6Jcd1WNO+2T01WIyQJoPAa6XeA1rwkqV4g237xpzjuuCn/JtbgDg7waDHh2M2FWj5Iaquuy5wG7u6nW8X0f2LpSnxKIccNnNPvrYs9V77YENmUboZx0hWQ4DMLoAeCnf5o0Z8IeEtxEcQjNWAjZCxfyDcrUabQrK+GHODC7RUIxiRCaL2N8bC5dAs6cCda2Rd7xep0LdbmdEa7FRnnV63HhC3BBfPy4WZ08cyZcBxxwt1BIh5Pb4jLcYSG6Z/a//uv2B3A4oWinTcWvpCsknQ4Pq1ddDgjCClNKtTK9KOXpnLC2Fk7D6XnxOSBtEPktPY//NaX19Lx8c0ImzVe5usrbXasFtbZFO+NyZibJd2mzj9hGblOzyXOHJsitmTYt59QwrH5De8C0qTG7XcYaDbfuJj3nIqbxJOwBpTwlSoFQT4TGvbSUzcKecOoyOYzJGm1eqZeSLnYKTXBlhWu3ly9zzVa0M06lS2IGttlHaPKiAMkDD/D2ie8cLRTOJmVFPZ8aBnxu6oBhZzx3S/5gwJPMCWPE7i7PXxMXNZfUQSwvx7JZVyMj8ocEN1Ecvs8dx7Je4xbHNjmMbW5ys3zUWnbap13acDDf54Lx6tXpPN8WKUQzd0dWJaUw3Yt9HYk1Ke+N/6D9IHrXvwedC6fhjz8PNJs8PepwObz0jzcCG+EDulwCU1VRseIA8PlKklt0loKT8novCCZVvEwvMpUTVkTZHuO+S1teKasSTWWyn2bZln6f9Vc32NrqN6YPtzd2/dpBtg/fYXVvl+3Dd1gXP81W8SRr1Xf0w5qgkpi8MqFuJ68OLC1xs7ll1+40Y9aVukwrKy6Xsky34CKDCFP5zIWyzYsENxFLmiema+3FqDaoTzx6CsZfm73xX8PPsTp2+JI6dlgD28zDLgMmmZTF1FU7jakq6ty11dVsbqWkRFV5tflpzHriQQRECW4ylRPzQRpTdVa5I1Xzc5nslnHZ4vK078Zdm73x72xfRXMywqhWRw0expM6GOp3NrOJdY5aARDNYHtRcJ5nrio6GPBSnXHDoXYNcCvjmfWQ61ZWTCVHbfqTZ9AHkRwS3MR8kEb45pU7MuopGPXUVoWs7BMgjmuTIU4+RlQstvx9HhMMSwc7v9fDVvvr6F3/HrR/41/h1OR/wTaamKAOz/Pgedk1Q44O1A2/bR0ZtWsrK/wlb6O71HnO6dTJi8tPY5Hyn1cZEtzEfJBW+MoeSvJ7W3RPZ91TUCSguXiRC89GA/iJnwDuuisQzHLs+XgcuDk//TT3mIpLgKJKhYceis4WB+SiZrnW6Ibvwwfgnz0LsPNYxnWcwRlc9v5bTJiH3d10TZN9FQGz45lpvuVS0Uts/973hv0ixT5FarYuP4285rBExphs6GV60Ro3cYe81ozTLO6ZFhbX1riHk+q5JC+yyq9mM7xIqttOfBa1gKqu2a+uBu3TBSer7ZfbPIPhlHfuN+9n+1q7ma25mkL+49re7zN2+HAQ1m4KqY+61LUaP0YZnNiI8gNa4yYqj6qpZm1fTKMCqftubgIbG4Fp+vjx8HZikVVlZwd45RWuVTPG49xljXtpKaxxm+yYcfZb0RZZpRJqVrvNM7Vtb/NzffzjPJjZkVQapaT2+Z0OtjCdHjUpm5vBWrS4VKYoQnWlQSSQq9X4Zb11i9+WOm1cGDnk9fTJhIfpX73Kjz8Pmi3FjM8GEtxEIaT6gYunokikAmRvX0yzuKfuK9on5yDf2ODpSsV2tVrYdA1wafDpT/PPazXgYx/j1bdc17h19s7BIPy9Tlr5Prftvvoq/2wy4RlJlpedx1k7nIabQPux1EYfxcdSy0MknLuE0L73XuCrXwWeeopfVjHUJie1RgP4B/8AuHYtnFvn9OlshV3RQrRMvpeLBgluIndS/8Bt3IHTIgm7QftB9HrL6MCynbKgbLeB69e5EJ5MwhnbhsNgu1u3+JNf9OeHfxi45x7+2WTCPxsOzULWpk2OnlCD/+kZ9Lp/Gx28BT7+kH+YsN7k1NwBShv2sqkM2g/i0KnlTB/+Ud1dWeFGG5cc4eok5J57gC9/OWxNsDFyyG3K2ulrFkKUPNBnBwluIndS/8Dlp6IwPWeZdU3g+9NpM9dvhmtYm1Qa8V52LPvJn+QatGzaluONNjbCggwIf5bV093iAgzO38ShjxzGCA+iiZ/HFg7B977IK2EkaMeU9ndWasP2Ngbv+030Jm/FrdofYsT+PsYTL/XD36Y4iO/z5H0umqnOdC5fpnabf6cWdRP7CuS5nYsPpI0mPQshSh7os4MEN5E7qX/gqkY7HLrt72BDDD0Atxl6j/wOfLZmV9JS3hkA7rsPeOyxwNSttkf3pM9j4dPiAvQuDTHCf40xGhiBoYe3wf/Ju3j7Hduh1f6kNgzg49D4MxihicZ4F/X6GKg3Uj381eqjjb0nm+6YUbHeJtR9VJcAG01XndvZaMa2mvQshCh5oM8OEtxE7mTyA4976pmEs6MNsdMBmo0xRhOg6Y3RmbwATAxhVOpxTE9PoZ5dvMhDv2QtXG1PEqki91U3BhYXoHO0jebzI4zA0MQOOugBn/kKF9yOaLW/00Ebei8ewuiZJsZoAGA48a6/xP777kr18FfnTCdOxBcHSYO4TC7JTdR22uRTl6uqCme6uEvsqtGnIc3tSqTA5G5epheFgxGMsehEzKbYGtd0pv0+6zfvZ2veB1m/8eNB6FS9zmN74kqDqjFBcgyR+soyvWoG8UX9xz7B1v72r7A+fMYA1ofP1u77RKJylaam3MkVvrTLc5K3drNKhT6T8CrX89pG3iWtqkphZvMDKByMmAtMGm2UGuNqQ+z14I8/D599DmB14NgJHqL1zDPBNu9/v17N0GUrE+qS54XDwNI42OmsCJubgdd9kkXOwQD+Ez8Ff3sbwAQDvAWHcBmjF5tovm2MrSt168OZFHy52Y1GHSfek52rQtFmW/lSu5xX1YxNZnZxS8tVVX/wB7nvYpS2Tg5jiwEJbqJY0sSsmJ7OUcLZZEME9Hkp2+1p92BRh1rwla/o+6UL5BUm9rvvBl5+mZvIPQ9417vi149NY6U+nUV8u5gY2CT1VpElheehxzoYgZuzR6OxswDQmVBVc/b+/cm6H3dO2zzjSRkMgLe9LbjUV67w0C5bRJtUM3jUfFPcghsbQYh9uz19bHIYWxBMqniZXmQqnxPytOPFZVSTz91qhes6drvR9stuN2zi1tV71GUrW1oK7/fudzPWaHC7Z5oyTVElqTyPv08yflJ2tf7SW3mJTYyKNWfvXcd+90aiWyWPW0y9tVZXw5fVdbh1ZnBdW3W3dLcbfwtRQbr5AGQqJ0pBr4fB9j3oTX4cne2r8LO048V5ycjqnupodulSWIMdDsMqlMgc9vTTwPd9H09IIjMY8Bik+l4lK6Gpv/QS8OKLwXZf/CI/p6pi6VTLKJtnXHySGpxso7oqx/QBbG3+Lnq4H52Vu4sxZ0tWi573KkYT9zCxrE3FulWJtOjM4GfO6CMMVQvCcKi/hXT72ULZzyqISaKX6UUa93zQ797Y0+J22D58h/W7N5QNclQVhKrieVwdW1oya9wuXj+qJr+6atbU3/1u+2LJNkm11fZFeTnN0lvJ9rpKVot+7SDbtzSaucat8210vTSubdTlPHe5VbNsCzE7QBo3UQZ6w2WMaoxrUbU6esNl3Jng24RtJVUNBgPuBTQeB+pKvc5jhoR31PJy9LFNqpxp4XYw4OrRu98N/Jt/w8/7e783HbsdFU8k6lh6HnDzZnT7dGqWLp6oaG8l03WNqabmN1/C1vrX0BsuO13urJ3UdGvG4rLrnO9szuv7/Da4dAl405vCbhebm+FqYnJhNzn53uYm95kUKQKyCKMjZ7bqQIJ7QZmFeazTAZotb+8h6IUdZ+KeIC4CQEUcWzhvMcbPE+cdNdV4jdeP7nO5rUL4CrO8aoYX+29v822Fx1Gvx4uOiP0efZQLX92kJqrgs1wZo2BvpcEA6J3ZRmf7HviTLwTXFdBeywF8bL7j68DLf46Vh5fgn5Qmdg6Y5jBJ7nfTREA9hzzc9Tpw7py5NouYR25vA88/zy9No8Evv3ybqjnP5ct34ULw/cWL3EEuye+YnNkqikkVL9OLTOXZMkvzmNFqGtcok83SVE5T58xl8gaSv19a0jufRTVeBCcLM7ncVnHMqMHudvk2crtUM7upnKdp3NQ2iHqSBXGnWbUJXxapHQzap7mWwvwsuttqZdfcIu73tbVwuH6jYT6P3H358solQOV0Aeptt7Y2va2c0sB1tYmc2coJyFROyFiZx3JSyY2OM3E2TlkzFbEwcke2t7ka89WvTmclU0PC1DSjvV6gmU4mwCOP6CtiRXn9COcwtQpYs6lPbSozHAbnFhfk1q3wNrUa/6uqRaaLqYsnKtAGeqdZEw+j2j70Hvhl+GdaQRsUNU8YGARJzbaufn6umH4WnU5QVwbgf03nkW9lYQwRGvfuLv//2LFwjLt6rqWlQOMWP4ekhUYo+1n1IMG9gMSax4oqNaQ+BeUniO679XUuVMdjLqSFgBRPQNmDW+eJbeqDy1NXhyoZ5CpgOmGtJmqRPdIbDf7+lVfC+7zrXTz3uU5i6C5m0RlJFMLN8tA508Edu7embR2EhZG86mDbBdNtm8YcrMupo/tZ+D43jz/yCL99omqzmOaRwHRqAV08ulhj/8hHgGef5Xr3qVPT6+G0Xj3HmFTxMr3IVC6RkV0r8jCuaUKTnM8lTlm2EcrmbnFANa1oXFpSHWqArCkXpalztrZYJV76Tg7LVouxI0eC+PJWK/CCj3Ndtr0nCraJitPZDqW64uBq4o66bU0rKHGh/yIUf2kpHC5vWn3Iaoht+q5LHUAe4vMDIkzlMxfKNi8S3HsUtTid8XnU8Jlul7G1w1f4uqfuKWt6ApsSoajCUA7Jcm2okDSu8T4JQp5CC5v1OpcE6pM4K0E7I8eGNKdNkGY+0fzJtO2RI+Hb7a1vNbtKZL22bNN3WxcPoppECW4ylVeJomI3Mjazbm4GJtDRCHjf+wCw+9GcPI+t2mH4zZfCdkWTbXM45At6YmFQlPfUtVfYGXVr2lH99n3gve8NN3hz037fOOS+qaVCjx4Frl4NJ1LJ4vrOMCws6paNM4ObboMURdDu7G8zHC+/HH5/+zY//pkzwGc/y/fd3ua3h5z/JiqSUdyOUXnKRT6fqNKkUf21WVKghCvVhgR3lbBZrMvqV5mjx8pkAjBmcFoS5zbkJB80fhy9nYPoNL7Aazzr2qsLhWq18lurd0HtGxDuZ1w8uSszDguLEr5xbhSm+Vga9wuX4Xj44bDbxMMP83MdPcrDuAB+jFdesYtklM9ZrwdJ/NQkenJdcTnVgA7Xn2lR7itEvpDgrhJxKkVJf5UrKzzWlFeF4g8urmQqTksymifSAD4OeVsYwUPTY9hCXR/nK9Q82dlse9tey5QbLDTfLFH7pv6f5TWTxyIqv2ZOiFtWJApRmxVnPFKHI06D16UnlX8uLsMh4rAvXeLCWry/fn1626j5tO52BPj51SJxcv8AfaqBNHPzoox2RL6Q4K4aUQ/2kv4qfZ8niDApmbb0esBot44xA0a7Ed0Tap4ocwnwp6WunJKGAXz0jv0ROvgc/JU32tt2XSnCZimrvI0Grw05A+Roua2t5J7eUfupt79swvY84J573KPkTp40J1IRvPxydMSfCFoQwlgYgHT7xI3L+fNhz3XXuTklXJkTTIvfZXqRc5olc5542Kl7wttcOH8JL/Sk58hibKOSUOd5rYS7tlwRLYPzJfHHkx2tXByp1KGzScu+uhoONhCvxx5L58DV73Onf3G8uGJvYnvP49seORLt3R7VP7ngnOUtrW0PObCVH5BX+QJh8aus8g83tu0phaPRm9eUuS1pyJgcW5Qm5C6t9ExI1h7cWZ5LDIcahCBehw9H72fbJjkKMWpIo7KqufTNJTsbUX2iBDeZyueNCFP6YMDNhxcvTicXKzuyVVlO9T21kbrIqTqC6TJaSBhNieoX7babP4FqxwXS2yxdfBoytpG6rMqkDVIwnUu30iDf/r1eEIQgc/Ro+H2SNPi+z83schCAaUij8vu4jGOnw83jcj70Kvx2iewhwb0giIeTvOx750GBcseHWMsn3VPw9Gknd2SjkFG/0C2ousQ2razwV5pxL1J6KrjOA9L43OnOFXU55dCrVotvU6sBBw5wz3B1zVo3jEAyr3dT301Z1VzGMeNLSFSY3AW353nvAfBWAG8G8EYANcaYl/d5iTDi4SSE9h1v1vbNUnqiy1jLpzjPJRGPE+NhbhQy6hey05dci9HlKZ9mrIuUnppDFSVEdOcyVUNVBXpcmnhAP4xJvd5VZK39D/5Af/ltx5HirwlBERr3aQBtANcBfDeAHyjgnISCmvfj+PG9+NDec6X0RJexlk9RT8F2O2yrtPQwNyKf69Yt4Kmn0j/l07RhBk/zrLvjci7TPSEL3Nu3eejWk0/GH/+hh3g89l13mY/vKjh1VgHdMo/NOJY00pOYEUUI7g6AW4yxied5z4EE90wwPeMHNx9Ez3sVndoL0xnMSoKTfDI9BU1Z19I2TKh5cuqspGOYRKUqUnqWCNM9IYdeMcb9OaISmOiSo4iQtfX1IIYbiI8RV3FZyYgjy2MRc4DJay2PF4Dn+CnJq7wM3PForU3YvqUR63dvzLpJ+ZFX+JVrJQ11vyTuxUQkq6vm8uUqutrYuoIdahCATUGPLC/pLG+PKkehVBmQV/n8k0RZuzOLn3gYeUvoDZf1mcgyOt9MkBuatVk5qf1Stx+pVJmxshJvAJEd2JrN6RSoQHQQgPq97nJluZIxq1URMtGXExLcc0DSH1fSCKEy/JitJg42i4yzyB+p28/1YlRm5lQ8cULO5MCm1saWhb8aBKB+b7pcWa5kzGJVhOaT5cRKcHue91oApxyO+zHG2P+TrEl3znkSwEkA2L9/f5pDzTVpCj/ZzOJ18mHWP+ZU4WHyhmlnIELYbm9zN31bhzedkHZ1L571zElqyiznD1GVwkzt2dwMwiJHIy6sdU5jcUEA8xSaZRpHSpFaUkw2dPkF4PUAmMPrDYbjLMQad1FrQmLdS1cfOMvjq+tqWa+3uY6XdRKwuIbGHSgq96ScnmtpyX3w4zptW6zZ8/iC6wyQ77+lpaA8etHnd7kP+32e+VWsZ7da6deeq77+GzeO89DHKoKypDxdBMFdpBOJ/Pyu1XgKxizPFyXXsvoxJ334OuUsNzVUTiItnuCys5nNrMU2damLE1vcZEBNlt1szkT6FJ2CU21mkvszzZxnXv0JM86GS2QECe4CKfJHkPeDowjNOul4GWWNrRDq9/lTu9HgT/BmMyysGw19Imq1wUeOBNvGuRfbmEb6fX68uEoSLq7TceOQ8CL3+9kUvUjazCQWoaTd1e0nXwLPY+wNb5iN1SHtBHpeJiDzBgnuAin6R2Bjzc3y+EmKMbgosKnaqxys371hFu779gVPXSH8Dh8OmzCWlqYb1u0GgrrZ5JpvnK3YFHOkk3KqGru0lG+sUcqZpjwced7vLhXGkq6AuJx/dTVs9JBfRQnvrMPNyBxeLmYquAG8C8CH9l5f21sDF+8ftTlGlQQ3Y/n/CGyWR/MKWRbHbbX4wyvq2PL2QrHVaWbdLpeZ8gMv0RhKT9d+7SDbtzTSj4EqSD2Pb6TOLlSztrqoe+SIna3WVeMW2zYa0VKgJOpWEQ99l2ZabevY6KgVEvXsMUVHAAAcT0lEQVT1hjcUIwDJxD3fRAnuIsLBjgJ4SPns8b2/3wRwroA2FEqeYRs2DsV5eX3Lxx2PgW43yDIVlznK84I86XLG0cEAOHWKb3f1KrC8zD93cZq+4xHbfhB+83FgNELPeztG4wbGOk972VW20QCOHeMVKIbD6OTWokOTCeB5GMBHz1uezjoXVaWs3eZ5OE24eJdncaNlECBcRJiS67BEbpvAK189JhCEg9VqwM5OsO3Xv84Pn7ezP3l8LzAmiV6mV9U07jyxmWXnrXGrFuYofyzRjqUlvcat64+LJjHV1+4NxtbWWL97I3oMdBpx3IBJ2/Wb97N9rV191rk4rylaUMyOLOzeFqqq7jTyZ90u17SzcDtwgUzc8wsoc9r8YDPLzivLkjju5ma4GFZU8glZ0RSatbyPqT+2msSUdWG4DP80zwC3tSw08Zu8mAo60wG5okiIbSmovQ71bv0URk/VuUYvZ50bDPjx6vWgI2qVMpdyoIQZB805FKfsqKqaTiNbGnyfW4vk7YrQgBc0Vf3CQ4K7YtgK5bx+0OK4tqWk5XYsL+sTWuj6IyYIcajP4Habl3wUx/LBn7qD7XvQq72Kzsf/FvyTy8BggEHnNHo7B9Gp/5/wG3s/hbgn7l6HOgOgqWbOkp/wjQZw4sR0hQvVTB9XDpQwE7EmJAtqQBW8PnyLH5E4RoJ5Hc3DiFwhwV1ByjDLtm2DmpHJ9MBTE5ptbvLKTru70evoUVr91hbg93oYbN+DQ5PnMZo00XyUYWsZwOaf4NDoUxihiebuCOs/+nsYvuYH0Dnahu8vW/V/6iF9thc84QFg//7oBNa25UBNg5mUWac7cyCyqQbNWdWQH3pII3hPR9/A8jHqdT7HAuzmdQA/h/yeILJk4QR3hZ5ZVpSpP2pbTDmho9oq9hEpKYFpmaabDPg+17SnHtCdDnq1VzGaNDFGA6Mx23uo3o8R+Ge3UcP7Pv9TgFdD8yo3sdumjA1tZ2uCFTu6lAPNKs1pidKlqs1S7+PYphpUXDWlKWC+LKbfj6zMA9x4sn9/pbLREvOMafG7TK+snNOq6BcU5Xwyy/7YZJFSM7s1GuakGOJYpkitNMk1+t0bPDSsNgkl72gtjRkw2XtZOBXJQelRFyVNeU8Ttl6JcccqYQyR6bolaWq/r08qZ3IuyzpRSwmHl6goIOc0zqyLY7gSN3ufVX/iqlJub/PCJ0ePBppOrca/UwuhTGnl7/86mrX9GLEG6g0Px4+Hl4mj+qxTwAYD7rC2fm5a2z/2cA3dbqDZe16E4isaKtd/bLWmzQiu6xi228dp87aqXgljiEzXNElTez2+vALw63n8+PRvBuCfud5LNpRweIk5ZKEEd9V+VHGC2eZZLjvoZLU8qqtGJhfKmkyAy5d5XLZcMlFefxZOZCHHn22G4a9uYGvyAnq1t6PzxD/ijmQScX2W5WCcLJPrNotwbtWXbMpDaTLhn08mvLOPPsr/z9suGidJbGdxJfSgMl3TJE1Vj7Wywj/X3Qsu95ItJRxeYh4xqeJlemUZx12luEcbc11UylOxr8jMmdakHpcArN/nGdB0Kb7ltooaGmKbZnOvbUsj1q8djLUzFmZd1g2i3HlTPvM8mFW6vILI8nfpkga1Ss8DYrFAWXKVJ31VNQFLVhkpkxxDrYKURWII9Zi6ogo28uPIkWANEmDsrW/d62P3RqbCJ7UsUzt85Eh4jduUgD1rXBLEkBTSUvF5DbGARAnuhTKVF0lW3qVJQ79kM2C9ztf7dnfTLRGo5vA//VNu/l5edlsbfPnl8Pvbt4HTpwFgGVh2tDNGuNWnNlt2OnzwxmM+x/j0p4HHHgsfSBecnjUuZvAUbShThELWkAmbmCdIcOfErB3h1AeVaFOah5Y45pkzfA1bdTSTt4s6x8MPAy++GH5vvXN0Zg2t8E4aNdXr+ei883H4v/9zXHDv7rp3NgsKcM5YhDCmMuQ/IIgsWDjBXZRWUQZHOPVBlUV/fZ8L7qtXk/ft5En+99Il7nku3qtMXSurzBrpOxk6TeN/xNbSp+CPPz/bC5mzujjriSZBEPYslOAuUqsok2ku68lKFn07eTJaYKv50EUWtDvS5fZt4JVXcpkdhYQY6uid2IC//7dneyHTqosxN0EZJpplJenvZ56XHojZslCCu2itogymuSwTbskPobz6Fpk5Tbfm/LGPadOxpXloTgmxlbsB/3Qm/ZsJFjdBmSaaZSLp72cRlh6I2bFQgnsRtYpeL3Am295ONlnRPYTEsbN+yIvJlTYpiu/zjBrdLgbsR9AbvR2d66+B/2RYqKZ9aFoJMduZQdR2RalkljPWMkw0y0bSyT4tPRB5slCCexG1inY7nDOk3Z7eJk5+qA+hzc0gcUm9DrzzncBddwXJLtKMr1o8ayopysoKBhf+Iy8QwppoXvSwpSRNyeKhGSnEbGcGUdsVqZIt4ow1I5IOHQ05kScLJbiBcmkVWStc589PO3wNhzw7p8jSORxOtyFOfqgPISAQjOMx8Mwz/LOnn+Yacpoqlb7Ps60ZHdd8H73jGxh1X4Mxq2GkcfTO/aFpOzMwbWdKP7cIDhcVI+nQ0ZATebJwgrssZK1wnT8PvOc9/P/nn+d/T57kD41WyyzEomSL/NBRQ8s2NsLr0ACws8MFN2Pxssg0aRkMgtSoV6+GY8QFnZW7p2thS+T+0DTNDNRO6bbT5TwvQiUr04y1Yohh6/XC7232oyEn8oAE94zIeg3s0qXp9ydPxgsxk2zpdLggXloK2ibvu7XFTeZPP823A/i2ssZtKp8ImMt92qzJiz5tbprHI1cnbN2gmmZi6nai9qgQ2g88wLVvesLPnKjJpO0kmzzJiUIwpVQr06uqKU+jyDoFY7cbTiOqpiKNa4ucKXN1NXys1dXo8953H88Gals+cXVVU+6zNmH7lkbssXf/2VQ/XEsypiXRsW3rOebQ8MSZTilF6h2iLssMLy2xwIBSnpaP/7+9+4+R47zrOP757vlH+CEU6Qp/JJETQCqC9kSgJuoKIS44qpCq/pCsghDlnFiJaWW7MmoVCUoSg5FcNYrqBleqz7VM0hYUSpSqbRqpOMm1Bi4kbhNhUooQVRwETdQ4CkkafPbdPfzx7GTnxjOzM7szO/Psvl9SdPHd7e5zc7fzmefXd6oezo3mgk+ckK66yg8xl2lL3ut/61u+J5G2KDoa1j57tl8NNPl9ydEFKXG7z1WndWe6uC498zf/po5drXVn6nSkp5/eeFexqLdT56rdoZ676MR6xb/4oadc2K+0Qd7vvOivlpXkGJdO0w2YZt2ur9Fd1Zt7bs4H6Fe/6s/Jy8vDPc/Cgh/2jnz3u9KNN17+fGknqjTRiW9mpn+rxUcflQ4dko4elbZuWtWMLmmLLmmn+zv/7xk/Ny+lv0byOaucIh7quaNAPnRocAhW+Isv+jvIfeCFC/nzDlMg73de9Fdb598kEEePO2DJ+bSqrvi7XV8//LOf7X9uZcWf24us3k4r1pLWyYw+zul7Wtr7Jc2vP6bu1u9o7sg+LZ2f27AQrop7NefJW4xX+LkbWI009Ar6ZDGbkydTbkY+PQb9zov8allJjnExF18W3FLbt293Z86caboZrZJVFKWq0c9ogVo0tC3550xeDCQDb9AIbObinZxVPXUv+Al91Hjo4/PhD0vHjvngnpnxXUp/mzYADTOzbzvntqd9jR53oNJ61/Pz/r4b0nCdp7Qe/IED0lNP+XP72trgm2Pl9fpzAzKnS1N3Rzb0ucmhj8/CQvpwxgRitTcmCcEdqOQQ6ezsxlCMqpgVlRWqR470P2/mi63MzmbfICRv+HyUmiNvnnhnz6p7/muVnoGntsrVlIzthj6ikoYLkelGcAcqec4dtdeY9fjodT75SR/aTz7Zv5d2WnjnbXEepuZIdKewkyel1UtOW9Z/Xo92HlZ3a4FFYAVVkV/BnkinoEpI6CMqSZN4IYJyCO6AJc+5yR744cPFgyTqda6s+GCN1zTvdqU33tj4/VGBl7h4eMWnSqMTZ17Nkeixs7P9Yixnz0r79kmrq1GFNtNFbdbS+m+oe/GJ3DNw2SAdJb84kbbbpI2oTNqFCIaQtcG7Tf9NYgGWOhw75ty73uXc7bcPVwji2DFfDKXTufxxgwq85BWfGFSYIvp6p9MvyrJ1a7/oRfSf2br7Mf3I/VPn13N/sHEXwihaoCOtndQ/GY9JOtYUepkOogDL5IsXQ3n8cX81XnYu+fx5H5Fpj4t61w8+KF1/vf/eeFGWvF7AoKHoeI9c6r9+3MyMdNttpoVf+U91z79bmr8784catECu6iHtYXp09NLHa5JmBKZkaQJyENwTIh5Wzvkh6Q33ss4RH6bOC6A9e3yRl7TAGRRe8RNn1r044nPgmzf7n2N11f/7M5+JLh7mev9ly1sgV0dYDnMiLTPcGez8OWrB3wMI7oDF38DJsIrfuCPvzZ0Ms0GPiwfOyoqfq47mq4uE16B7ccTnuKPXK3uCympLnXODZXt0RXvp9MwRN8zfA0E/eQjuQMXfwDMz0u7dG0NXKlb+Mhlm58/n1+BI9o5PnfK334xOIINODHmr19MeW+ZEk1axLa3tbVikVPRCJ+iFSCRG5cr+PXDhN5kI7kDF38Bra74A1hVXlK+gVjbMosA5eNCHdtF59Ogc/sorfug7Gs6Pr14fRZETVJkh7XFkTpELnTZdbJRCYtSi7N9D0Bd+yERwByp6A1+40F93Hb/JRNE36zDzs92uD+7Tp9O3jyUl93FHnPML6ubmhijEkmhr0RNUkbBsU+YEuxCJxKhF2b+HYC/8kIvgDlT0Bn6zOMnqxjdm0TfrsD3LqKra3r3+3JwXwMlV45H4xUbycWntygvUKk9QVWfOqL33IFdEkxi1KfP3EOyFH3IR3AGL3sALC5e/MUdZKFZU3vaxuOS8uFl/qHxmRnr++Y1by7LaNcqWs+TPnfd9VWZOm3rvY0VitEaQF37IRXCPUV3zpmlvzLILxaJbMqc9JqvdRQMubdX47Kz09NN+tOD4cX+vi0EBXWbLWZaq58IHmeoRYxIDqAXBPSZt7HkVuSVzXrvLBFzaOfzwYT/EXzSg49MDw6pyLrwIRowBVK3TdAOmRVpgDLK87MNteTn932Uem6bb9dvIzPy/V1cvb9egdne7fvtY2W1bhw/3C77MzKQH9KGM+4jcd5/vpe/YUexYxEVBmnzNMse2jEE/C9qvrr8NYFj0uMekbM8rrTBKVNJ0UI+9aO8+OhFt3uyDOa1dVfcYixZ8yerxjjr0nDZKUPdoCCPG4WrjSBlAcI9J2XnTZEA9+GDxwCoSbvET0qZN0m23XT5MHm93keHpInP4ZQu+JM3O9veBD3shkQzSQceLOiLTa6rXKKC1CO4xKtPzSvZ0d+70+6aL9HyL9JLjJyRJ2rYtO6wkPzx98eLGRWRxRXsm8/P+QmF93X8sE7zRjVTW1nx4HzlS/zw0Pa7pxhoFtBHB3VJpPfS5ueILwQb17suE1a5dg3sdZXom/t7a/Y9FxfeDm/neelLW/u+8Y5F3vOhxTTd2taGNCO4WS/bQyxZeGDbck9vEXnhhcK8jvlfbLLuS2tJSfxX72lq5IBzU+0nrHUvFesxZx4seF1ijgLYhuKdYXljFt4k98oh0773Zdw2LerT790uf+lR+JbW0ICw6hzyo95O1Ar7qxWwA0CSCG5eJtokdO9a/J3bWIrJ4L9fMD2PnVVJLBqFUbg45r/cT7/VH9dPn5kbvMUevGW0LIsABNIl93Ei1sODvNpbc75wU7+Wur/vvH/SY+N7vQfvEy+yh7Xb9grVOp9/rl6rZRx1doNxxx3D7xwGgKvS4p0iZbU1Fh4iTQ99Z+7KzVL2iO61+etkCMWlYpAagLQjuKVGmKEs8rLPms+Nfzwr4IhcKVa3ojl4rqsZW9WIyFqkBaAuCe0qULcqSFu5ZX88K+KK95VFXdBetxpZl1AsMABgngntKFNlKdfBg/9abaeFepgdcxdBy0bAcpRpb1gVGWpizLQhAGxDcgRi17OagIe0dO/qh3emMXrc8/r1p99weVfx4jDKMnbU4jmppANqK4A5AVWU3B924Iwrtm27yve9BW7ny5rOjFd4nTvj7bifvuT3Kz532+bR2FbnYSQt9FqIBaDOCOwB1B0kyvNJCO5IW/ouL0t69Pvi3bu1XLDtwwFdei0qblm171s+d9vnkyvGiFztZFyMsRAPQVgR3AOpc0Rz1Sssu6Io/ft8+X6RF8sPt8YplUWiblW971s9d9iYqgy4Y0krLshANQFsR3C1UZsvVqK8z6hB8VHs80un0gzQ+x717d/ptQ/Nk/dyj3kSl6GsT2KgKt4ZFlQjulimz5WpUwwzBJ09A8/N+eHxlxQf00aP956jiYiPr5y57ExWJcqVoBreGRdUI7pYZ58Kosr3SrBPQsAvD6havMc6JE01hsSOqRnBXpKqgGnaId5jXLzsEn3UCSvZ+2xaUnDjRJKruoWoEdwWqDKph5rNHef0yQ/BFT0DxoFxZ8avU81aq140TJ5rEYkdUjeCuQNU9urLz2ePqUZa98UhU0OXUKf+YYRaoVYETJ5rGYkdUyVy0X6fFtm/f7s6cOdN0MzJV0eMeZai9bUPTUZsOHvShvb7uP2fmbxXahvYBQJuZ2bedc9vTvkaPuwKj9uhGDd429ii7XR/cp0/3i7A4V2xEoA0L2wCgrQjuiowyFFbVDTnaFnLRBcX990snT/oiLYPmmNs4epCFCwwATSC4W2CSF09FFxQLC8VCrqr5+rpDNaQLDACTheBugTYOdVctb0Sgqjt9xZ+v7lBlixmAphDcLdHGoe5xKHqnrzLGEaqTPEoCoN0IbqQa1/xtkTt9lTWOUJ2GURIA7URwB6zKcI0/lzS++ds6QnZcoTqtoyQAmkVwB6rKedzkc+3aNfpQc/JCICtEB4XssBcnhCqASVVrcJvZ1ZIWJP22pLdK+ilJz0n6uqRPOOfO1/n6k6zKedzkc0mj9YLjFwIzM77wSrQVLO0CIytkFxelvXt9AZetW+vp+bOlC0Bo6u5xv0fSQUkPS7pb0muSbpB0QNLvmtkNzrkXam7DRKpyiDn5XAsLxbdvpYlfCERV04oWX4ksL0v79vnAl3z51KoXmbGlC0CI6g7u05KuTYTzcTP7Z0nHJX2s9x9KqnIeN+u5hn3O+IVAssdd9AJjackHf6TTqX6RGVu6AISo1uB2zj2b8aUH5IP77XW+/qSrch636ueKXwhI5S8w5uf98PjKig//o0fZ0gUAUnOL067pfXyxoddHzZIXAsOUcK17ZThbugCEqJG7g5nZ30r6gKQdzrnHMr5nj6Q9krRt27Z3nDt3bowtxKRg8RmAEI18dzAzu1J+QVlR9zrnXs54ro/Kh/ZiVmhLknNuUdKi5G/rWeK1McWa2o8OAONSdKj8Skl3lXjeL0i6LLjN7Fb51eUPS9pX4vmAgerYjw4AbVMouJ1zz0myUV7IzHbL96C/IWmnc+7SKM8HJFW9Hx0A2mgsi9PM7Bb5VeSnJL3fObcyjtfFeDU9n1z1fnQAaKPag9vMbpb0OUmPS3qfc+5C3a+J8WtDMZOq96MDQBvVXfL0vZJOSHpVfu/2TrMNI+6vO+e+XGcbMB5tKWZCjXIAk67uHvevSurIL25bTPn6OUkE9wSgmAkAjEfdldMOytcqx4SjmAkAjAe39URlGKYGgPp1mm4AAAAojuAGACAgBDcAAAEhuAEACAjBDQBAQAhuAAACQnADABAQghsAgIAQ3AAABITgBgAgIAQ3AAABIbgBAAgIwQ0AQEAIbgAAAkJwAwAQEIIbAICAENwAAASE4AYAICAENwAAASG4AQAICMENAEBACG4AAAJCcAMAEBCCGwCAgBDcAAAEhOAGACAgBDdab3lZOnzYfwSAabep6QYAeZaXpR07pIsXpS1bpEcflbrdplsFAM2hx41WW1ryob225j8uLTXdIgBoFsGNVpuf9z3tmRn/cX6+6RYBQLMYKkerdbt+eHxpyYc2w+QAph3BjdbrdglsAIgwVA4AQEAIbgAAAkJwAwAQEIIbAICAENwAAASE4AYAICAENwAAASG4AQAICMENAEBACG4AAAJCcAMAEBCCGwCAgBDcAAAEhOAGACAgBDcAAAEhuAEACIg555puw0Bm9kNJ55puR8PeIumlphsRMI7f6DiGo+H4jWbajt+1zrmfTvtCEMENyczOOOe2N92OUHH8RscxHA3HbzQcvz6GygEACAjBDQBAQAjucCw23YDAcfxGxzEcDcdvNBy/Hua4AQAICD1uAAACQnADABAQgjswZna1mf2xmX3TzH5gZj8ys2fN7G4zm226faEwsz80sy+a2ffMbM3MmDNKMLOOmf1R7xhdMLP/MrN7zOwnmm5bCHrv0y+Z2ffNzJnZc023KSRm9lYz+3Mze8LMfmhmr5nZM2b28Wn/G2SOOzBm9iFJn5b0sKR/kPSapBsk3SzpB5JucM690FgDA9E7ic5KelrSz0q6xjlnjTaqZczs05I+IukhSY9I+kVJ+yWdlnSTc269wea1Xu9i8GVJ35H0DkmvOueua7RRATGzT0jaK+krkp6QdEnSjZJ+R9K/SHqnc+7/mmthcwjuwJjZ2ySdT4azmd0q6bike5xzH2ukcQExs+skPe+cWzezr0l6N8Hd1/s7OyvpIefcztjn90u6V9LvO+f+uqn2hcDMfs459/3e//+rpJ8kuIszs+2S/sM597+Jz/+FpI9L2u+cO9pI4xrGUHlgnHPPZvSoH+h9fPs42xMq59xz9Bhz/Z4kk3Qk8fnjkt6Q9MGxtygwUWhjOM65M8nQ7pn6cx3BPTmu6X18sdFWYFL8mqR1SU/GP+mcuyDpmd7XgSZM/bmO4J4cf9b7eF+jrcCkuErSS865lZSv/bekt5jZljG3CVPOzGYk3SlpVdLUTtVsaroB08rMrpR0oMRD7nXOvZzxXB+V9AFJi865x6poXwiqPIa4zI9LSgttSboQ+56L42kOIMlP3bxT0p845/696cY0heBuzpWS7irx/V+QX6G6QW9R2t3yq8z3VdO0YFRyDJHqDUk/k/G1K2LfA4yFmR2SP8ctOucON92eJhHcDXHOPSe/+GdoZrZbvn7vNyTtdM5dqqBpwajiGCLT/0j6JTPbmjJcfrX8MDq9bYyFmR2U9KeSTkr6ULOtaR5z3IEys1vkV/iekvT+jLlIYFhPyZ8fboh/0syukHS9pDNNNArTx8zukh9Zu1/SrY49zAR3iMzsZkmfk/S4pPf1VvoCVXpAktPlawhuk5/b/uLYW4SpY2Z3Sjoo6fOSbmELp0cBlsCY2XvlK1m9Kul2ScnKQa8757489oYFxszeI+mXe//8oKRfkHRH79+vTGthhzgz+0v5OcWHJH1dvnLaRyT9o6Tf4iSaz8z+QNK1vX/ul7RF0j29f59zzn2+kYYFwsz2Sjoq6Xn592by7+1F59zfj71hLUBwB6Y315O3IOsc1ZkGM7O/krQr48scQ7259eaApD2SrpP0knxP/E7n3OsNNi0IZrYk6TczvvxN59z8+FoTngHvUWmKjyHBDQBAQJjjBgAgIAQ3AAABIbgBAAgIwQ0AQEAIbgAAAkJwAwAQEIIbAICAENwAAASE4AYAICAENwAAAfl/WgP6ToZ+acIAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create some training data for two classes\n", "n = 200\n", "x1 = np.r_[randn(n, 2) + np.array([1, 3]),\n", " randn(n, 2) + np.array([-2, -2]),\n", " randn(n, 2) + np.array([0, 0])]\n", "x2 = np.r_[randn(n, 2) + np.array([-2, 2]),\n", " randn(n, 2) + np.array([2, -2]),\n", " randn(n, 2) + np.array([4, 4]),\n", " randn(n, 2) + np.array([-4, -4])]\n", "\n", "#Create 1/0 labels for the training data\n", "t1 = np.ones(len(x1))\n", "t2 = np.zeros(len(x2))\n", "\n", "# Mean and variance normalize the training data to make the training easier\n", "mu = np.mean(np.r_[x1, x2], axis=0)\n", "sig = np.std(np.r_[x1, x2], axis=0)\n", "\n", "x1 = (x1 - mu) / sig\n", "x2 = (x2 - mu) / sig\n", "\n", "x = np.r_[x1, x2]\n", "t = np.r_[t1, t2]\n", "\n", "#Plot the training data\n", "plt.plot(x1[:,0], x1[:,1], 'r.', x2[:,0], x2[:,1], 'b.')\n", "ax = plt.axis()\n", "plt.show()\n", "\n", "# Initialize parameter of the neural network\n", "dim_in = 2 # The input data are 2-dimension, so that we can plot them\n", "dim_hidden = 10 # Hidden layer size\n", "dim_out = 1 # We consider only only binary classification here, so the output dimension is 1\n", "\n", "w1 = randn(dim_in + 1, dim_hidden) * .1 # Initial parameter for the first ...\n", "w2 = randn(dim_hidden + 1, dim_out) * .1 # ... and the second layer\n", "\n", "epsilon = .1 # learnoing rate\n", "xentropy=[] # Here, we will store cross-entropy on the training data over the trainig iterations" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for i in range(30):\n", " clear_output(wait=True)\n", " plot2dfun(lambda x: eval_nnet(x, w1, w2), ax, 500)\n", " plt.plot(x1[:,0], x1[:,1], 'r.', x2[:,0], x2[:,1], 'b.')\n", " plt.show()\n", "\n", " w1, w2, ed = train_nnet(x, t, w1, w2, epsilon)\n", " xentropy.append(ed)\n", "plt.plot(xentropy)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Continue training while halving the learning rate in every epoch\n", "for i in range(10):\n", " clear_output(wait=True)\n", " plot2dfun(lambda x: eval_nnet(x, w1, w2), ax, 500)\n", " plt.plot(x1[:,0], x1[:,1], 'r.', x2[:,0], x2[:,1], 'b.')\n", " plt.show()\n", "\n", " w1, w2, ed = train_nnet(x, t, w1, w2, epsilon)\n", " xentropy.append(ed)\n", " epsilon *= 0.5 # halving learning rate in each iteration\n", "plt.plot(xentropy)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "Copy of Untitled3.ipynb", "provenance": [ { "file_id": "1X5rSsLvdKF2Gr3NdXvlC75TjnB_cR0HY", "timestamp": 1563427377994 } ], "version": "0.3.2" }, "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": "3.8.3" } }, "nbformat": 4, "nbformat_minor": 1 }