{ "metadata": { "name": "", "signature": "sha256:9262007b97e87b9e2740fddc9fa5f8aae96eb1661ced9714a0b5b3c387d52a75" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import optimize as spo" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "a_0 = 1.2\n", "a_1 = 10.3\n", "a_2 = 5\n", "\n", "def non_convex_f(x, y):\n", " res_pos = (a_0 * x ** 2) + (a_1 * y ** 2) + (a_2 * x * y)\n", " res_neg = (a_1 * x ** 2) + (a_0 * y ** 2) + (a_2 * x * y)\n", " return np.where(x > 0, res_pos, res_neg)\n", "\n", "\n", "def non_convex_df(w):\n", " x, y = w[0], w[1]\n", " if x > 0:\n", " return np.array([(a_0 * 2 * x) + (a_2 * y), (a_1 * 2 * y) + (a_2 * x)])\n", " else:\n", " return np.array([(a_1 * 2 * x) + (a_2 * y), (a_0 * 2 * y) + (a_2 * x)])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "def plot_background(f, x_space, y_space):\n", " xx, yy = np.meshgrid(x_space, y_space)\n", " extent = [min(x_space), max(x_space), min(y_space), max(y_space)]\n", " objective = non_convex_f(xx, yy)\n", " plt.imshow(objective, extent=extent, cmap=plt.cm.Reds, origin='lower')\n", " plt.contour(objective, extent=extent, cmap=plt.cm.Reds)\n", "\n", "\n", "def plot_convergence(x, y, df, n_iter=10, color='b', step=None, tol=1e-5, **kwargs):\n", " ctx = {}\n", " for i in range(n_iter):\n", " (new_x, new_y), change = step(np.array([x, y]), df, ctx, **kwargs)\n", " if change < tol:\n", " print(\"%s converged in %03d steps\" % (step.__name__, i + 1))\n", " break\n", " plt.arrow(x, y, new_x - x, new_y - y,\n", " width=0.001, length_includes_head=True, alpha=0.2, color=color)\n", " plt.text(x, y, i, fontsize=12, color=color, clip_on=True,\n", " horizontalalignment='center',\n", " verticalalignment='center')\n", " x, y = new_x, new_y\n", " if i == n_iter -1:\n", " print(\"%s did not converged in %03d steps\" % (step.__name__, i + 1))\n", " print(x, y)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "def gradient_step(w, df, ctx, step_size=0.1):\n", " d = df(w)\n", " update = - step_size * d\n", " ctx['update'] = update\n", " ctx['gradient'] = d\n", " return w + update, np.abs(update).max()\n", "\n", "\n", "def moment_step(w, df, ctx, step_size=0.1, moment=0.9):\n", " update = ctx.get('update', np.zeros_like(w))\n", " d = df(w)\n", " update = moment * update - step_size * d\n", " ctx['update'] = update\n", " ctx['gradient'] = d\n", " return w + update, np.abs(update).max()\n", "\n", "\n", "def nesterov_moment_step(w, df, ctx, step_size=0.1, moment=0.9):\n", " update = ctx.get('update', np.zeros_like(w))\n", " d = df(w + moment * update)\n", " update = moment * update - step_size * d\n", " ctx['update'] = update\n", " ctx['gradient'] = d\n", " return w + update, np.abs(update).max()\n", "\n", "\n", "ada_rate_inc = 1.5\n", "ada_rate_dec = ada_rate_inc * 2\n", "\n", "def adasign_step(w, df, ctx, step_size=0.1):\n", " iter_ = ctx.get('iter', 0)\n", " step_size_ = ctx.get('step_size', np.ones_like(w) * step_size)\n", " update = ctx.get('update', np.zeros_like(w))\n", " prev_d = ctx.get('gradient', np.zeros_like(w))\n", " d = df(w)\n", " if iter_ > 0:\n", " # Prevent exploding gradients\n", " eps = np.finfo(prev_d.dtype).eps\n", " rates = (np.abs(d) + eps) / (np.abs(prev_d) + eps)\n", " exploding = rates > 10\n", " step_size_ = np.where(exploding, step_size_ / rates, step_size_)\n", " \n", " increased = step_size_ * ada_rate_inc\n", " increased[increased > 1] = 1.\n", " decreased = step_size / ada_rate_dec\n", " step_size_ = np.where(np.logical_and(d * prev_d > 0, ~exploding), increased, decreased)\n", "\n", " update = - step_size_ * d\n", " ctx['update'] = update\n", " ctx['gradient'] = d\n", " ctx['step_size'] = step_size_\n", " ctx['iter'] = iter_ + 1\n", " return w + update, np.abs(update).max()\n", "\n", "\n", "def adasign_scalar_step(w, df, ctx, step_size=0.1):\n", " iter_ = ctx.get('iter', 0)\n", " step_size_ = ctx.get('step_size', step_size)\n", " update = ctx.get('update', np.zeros_like(w))\n", " prev_d = ctx.get('gradient', np.zeros_like(w))\n", " d = df(w)\n", " if iter_ > 0:\n", " if np.all(d * prev_d > 0):\n", " step_size_ = step_size_ * ada_rate_inc\n", " else:\n", " d_norm = np.linalg.norm(d)\n", " prev_d_norm = np.linalg.norm(prev_d)\n", " exploding = False\n", " if d_norm > 0 and prev_d_norm > 0:\n", " rate = d_norm / prev_d_norm\n", " # Try to counter balance exploding gradients\n", " if rate > 10:\n", " exploding = True\n", " step_size_ /= rate\n", " if not exploding:\n", " step_size_ = step_size_ / ada_rate_dec\n", " \n", " update = - step_size_ * d\n", " ctx['update'] = update\n", " ctx['gradient'] = d\n", " ctx['step_size'] = step_size_\n", " ctx['iter'] = iter_ + 1\n", " return w + update, np.abs(update).max()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "n_iter = 100\n", "step_size = 0.01\n", "moment = 0.8\n", "\n", "x_min, x_max = -3., 3.\n", "y_min, y_max = x_min, x_max \n", "x_space = np.linspace(x_min, x_max, 100)\n", "y_space = np.linspace(y_max, y_min, 100)\n", "x0 = np.random.uniform(low=x_min, high=x_max)\n", "y0 = np.random.uniform(low=y_min, high=y_max)\n", "# x0, y0 = -3., -3.\n", "print(\"start position:\")\n", "print(x0, y0)\n", "\n", "\n", "plt.figure(figsize=(12, 12))\n", "plt.grid()\n", "plt.xlim(x_min, x_max)\n", "plt.ylim(y_min, y_max)\n", "\n", "# df = spo.rosen_der\n", "df = non_convex_df\n", "\n", "plot_background(non_convex_f, x_space, y_space)\n", "plot_convergence(x0, y0, df, n_iter=n_iter, color='r', step=gradient_step, step_size=step_size)\n", "plot_convergence(x0, y0, df, n_iter=n_iter, color='g', step=moment_step, step_size=step_size, moment=moment)\n", "plot_convergence(x0, y0, df, n_iter=n_iter, color='b', step=nesterov_moment_step, step_size=step_size, moment=moment)\n", "plot_convergence(x0, y0, df, n_iter=n_iter, color='m', step=adasign_step, step_size=step_size)\n", "plot_convergence(x0, y0, df, n_iter=n_iter, color='c', step=adasign_scalar_step, step_size=step_size)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "start position:\n", "0.4963600454707464 -2.907575569792645\n", "gradient_step did not converged in 100 steps" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "0.379177446555 -0.0973090242079\n", "moment_step did not converged in 100 steps" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "0.000182893980843 -4.66895585568e-05\n", "nesterov_moment_step did not converged in 100 steps" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "0.00063155206412 -0.000162076224797\n", "adasign_step converged in 042 steps\n", "-5.66878709981e-05 0.000243244310997\n", "adasign_scalar_step converged in 072 steps" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "9.48637257609e-05 -2.77119577602e-05\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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DHmk7iEnd7ZvXhfPRHf5K2dvSZWTGfCDq7/eNdPd/8Y90/In3EXHTdVs3PjPu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Hi5B3zwXl4eABuR3NqRRNDVzhkSGZ5fHoQXOawu4r7w5Gnjb8qk+JJPryOZiO+l3pw+KlMFp/Xq\nt00mq5kB8wVweofpaPCVJpfV0cejtxyu61SdMlekUTmFR2Ns2Tm/PW/0FxDo7eJ9kIgjvy8yfwbe\nrqxaG9DSFDzpmzeke1a/qToWynJ90xTde/U21RcDYB39PdQXG7fP6rRN3QuxNoV7SX+tXvec36ok\nwoeoXH7K5Zp/8s4YtxdQNP7Jn/5lmaJM09DwOno1uBkuivLRoWKpcPBggnoiLiO6Z4scAbTojjjj\nk9b7E3e0PtFIbwW4mTSc8+sFykTAzk44kqnvQPfPwpoeSjuiBV9e/Uc0EGv4EYZz0B1xptlAJE+O\ns4IVlWu0Rj5f4TjucNP/mKI4aU9tlgdhb6mnive0R9NRxcgW2OUqKVVBlBOWlq2RupdLHL38OvMd\n/XxBPCdkYMzrk3nm+IO+HVF5BiuniyVv6DNLRxg8mo7WxXW38BQeCF1cX6WNSajvf8hapF/tmCS+\nMtMXkX/M6e6MzaS+KNBvnTG+pL4IP9wi/7J0L+IT/VTaR0X2VNgXie61/e/YRIJb0C/Zvq3By6et\nvN6YjEyvJj8mT+syWZrQckyjs0r6kFRF2ZFnkN0rQEnURfYgGo54ywNJuK6g2Znj/NZJqlaPzxqY\nNLHcDtZP8sUWnU75idbTgekrFPfakYyZNzHlBDOw9q8C7/wmxoqcitLGaCA5npiQSb3XFqd9MiUG\npNSZE9FSqtvycPsTh16TxW+k3etydAxF1hQMNVn9ew8kQjxfSI67aLdqR7J9CpHqMCRphayhzDFs\nSx/NAbrD4dm6lnHaq8lX25XRQQ2CPB0ntNccT6VcIzH7v8jBxqWmP/H0M9BUcsvPFRUqOlnVSl9E\nwXVhyo6NRu8tCBWpVvZAXjlOVdU5m54gd4pPMNJWgl8tae6RWI10HaPbpyif8scc7pcHRjlr+lca\ns/KINwXpZdLw31hBygKk7++VCxu7nXX0FyugYTTEeKOGE+KJu34q3vO7XALXr+fpvG/76oLBykmr\nN9hU2ZJOMY7dZXiCfXaajKn6pIDXZxe8dKxL/Ha68BlYQ5vCnblvrbSvmll3ysAdm7EoEM4ILXbc\npYtKqU6bSBsHZOf8dnt+ue2rC7Iy3yWdt9Ba41QqC9Dt0MQowaakyk4V+FGxlKHJzC0euozDJ7/l\n27+qQ84v1OhX4mPUgTT4yIUy9ZkSXJW0PSn25NT3RdGe3wGv0gc4Pnt6ys3bCXiTICaMYQHcRrBE\n2k7wK2MIVqW9rTduFn+VhMSlkUIA6EGvRB5LGrbfl0GnSXsMPNwqgQ1ftHqjJHZaA2fhTxEJaBZz\ntGcXYk3QjTyNCzUFqexK2pu5Zt2+0D5gLH3iG+FzlVk/JPSybewyn/TmEqPdvw+4fdPWP4I09HSf\nBEsaoWsyhrzNOf1zSdPTkTVseWj9MVTxPNHShmVVr0uuzRaIQeuSTeg/lacEpzRFzkXYoTV2vEjR\nt2gcCuzE4iGtUsq1dPIwdNZMga17Uid1sXTKKGL+datEh9L2klJUaIuqCK2NDl52ulXMgaoAvER4\nAWYJdtbnGrzFLIrdT01TcYrGqWYsC/iqVDSIm1m4ZvMQezRzUPeJZoa236aXSVvZ88uW9qRC1klX\nEJdTZDMJJpEiR+9ASUNE/VY7jFsnqIdVYjSKPnl7pJ7hXnHs1vrV/dfszLE6u1CUlrxpG6PYzwok\nrcQa/Nyv38nT7y6BkxOfpiggFnoOuitkJWmAo/hSn/B0af9KCH4t/QcMxtfLUJ8COX3vLUQmg+Nk\nhRMML7RQ7M4UGxskLQ/Q9k8eh2LjXoIptp2V6Y5rYR9mg4/StCmcialtw4H85pdJZsvRl2Z+j9R5\nSR4VD3lZUl7kZyQtxnIXBwqucyWYsr2OTEtOQo9UVuJPmFyEth69+nMD1+tbRX+1vYEuOr8dsHW3\n+kzrdyEjXfy8fuC6ZNqSrAGG3iVjrGJO6YuRpmjPb4KPCh6ocidd7piV9L2WRLtq56OAKppHaIDZ\nDrCzD+xdBQ4+DbrvIdD9j4Ie/BzokS+BHvsq6KEvgD79COjgU6DFHogI7fkZ2js30d74CLhzI9O2\nkO7qtgeCvd+Xkv8lDcmC0Z5k50vZ0YD6tkAFeCOd5CGhPGtP95/6tLj7pPkM7e2TWEE2yaLTLKST\nuqykGf1yj/1pfA2suBLJhI7KNLz+UiafSczSbA4sdsOfmk2DEPwk9On1TIxW0Ju4LKPZHsdK+iIx\nwowcja53eA2wWAIn76IoqfLsmZ2OScGYae0sMXaLRMVbJ21w4vUnPshFU5Ml7US1vQI+nkplueWO\nHVt8mi/UmcrwXN1L21WqA/fRjq9SfZ0FS4hXSUFWhWXQTdbNqMi2twAnazNZpfJ6mRXch1fO6Rqf\n4tn+ummK7jZQd7sm3mzOrgVoNg9Pa2fdU1wi4OICWJ2HYx0vztFenIWThlYXoWx1IUCdNTCT7krw\n26vHtzxYyxmxO76UJl8wNQF9nbhkklseOJ+uuaCxfHxXwGkiZUU5scCJ5jO0q5UQrzlUMvTMGEHh\nN8Bnv/xYTK+l5RK48Yne2TXfOPuBtQL4yMA1XN4/Ml+AdXAVuKNseZD4icFq/e04Xm9hVMu8/hCy\nWf/2r8BUdXMXEFK2PMj2ZMaxKBU1vhzQDcAn4PnCNoDh4azCK6ZvXYvtz3R0Wp5lzMXBsK3comKO\n/0RZyfwoSVN0z9h+9QKvtze8ntzxAW4/KTKy+tXgcbYN4rk2mGGstpmpeCU84+tzy1grFUzsYkO+\nZJPBc20fDtsQwkXNPA52m1kXvPaB7QXa81Pg4vYQ6KJd5eVM1U9JWw1+g/tOF/1h7wVpWwjie+HG\nzGb7cRZF/E1DGF7zTH0wGTPHcVBMMx4ploiIM8QkW2PX4TY73X7fsUjHdsedpOJ6x9SW87Sz0xn1\nyqeTuGkEmTZGG+AaO486WHGiEn//KnCr5E8mhuVZT4FVWgXHW5QFXYKo9gvXx8eToLS8gvb4hqMf\nz2oGqSmUzn0L207Fxj89FQfR6+A5mETAqg2vCx/6jOJx1MbUDLZyi23GBj37sQxR5cnwSX2Lulyj\nLWyv1T+JPgXyh1ttDKaOiyWxwGeY/a8juv6jFq/oL29eZcbBVY9LRT9Et7VzvtRmevLM4raWe7PW\nnIkY3dPaIbidLbontt3nqhVPbM+Bs5OxzHpiy7OTgvfpnbT9o86isnj5JOUeotzD1HgtjjH2IDQN\ncHaO9JXGAAt0MylZmITY5M95naZEcVH32SxmuLjd/4BsLCdVjmZIaXFREgHvc79+B89+5TM2vXbE\nWZEcxP3gESZPXmMd64QaxQ2Jt7oVsJcE8XyMTHUJ+qBJHjlrBH6kF3D08uvxr5bV4FxTpwF2lsAn\ncsvDaIjlPe/NVI+mYCGwFv6s7InJNVOrL0var9G3OHrpdRx+4yujnRU9gdecmJRn2GeOJ1FZ8XfF\nAZ2jQyLbg1Dosn1SM1ZaGw0aJuvolZ/i8KnHM9iGro4YZRUTWaMN2e605ltJ/1qQJXSWbhX6mOw5\nH2NVE45efLXs6W/N+BmyStmKQYttlSUZ2M7H7QloZlFgi4tztGfHwDErQ6vjVutXkjSbrAfe8raH\nePEeXmkMQA0C4duJDBmKpppYQxrqttdJOQRh12VOiTg4V1QQRuuY+LMmNQQ0Tdj2oP6501CntBPW\nSfIJ8u4SuH5tDTyvwnKAjj45/GSLRHctr4S3urUrm8ZbRMynvlwHgz8po5gnEqE4y8TOPAGiXyO9\nO7nLg7DPqtVPeUjmRZHN+fOnlNRQYgJARZr658TawJcn3veJfSuDnx0TMc5FukocQ1Zym9OvULfJ\nwZMy7zTVvMlY4ftVA6buR9RdLf/0AiYiTksRr62D9JMFdlcyHlG2wHHlfGOJrGK+Up4S/6S0o+rh\nSo0PFKNZY2eREZWwsQr25FYNbi/OgYuz8antyZ0xsF2dFwgjW8caW9MoaHSHw+cgZrqv31LwS/Ed\njUrzNZcEj7bWm+u82gexU9GC2WHLw2Dwmi58PpD41HVQX7YxNDY2fhL1tJijPT+PWKL+oCHHBY6V\nyVWRRDD57Fc+E5fx1DRhEp2dJXxVziNSt+c11M81S5Nr+W2Oc3A1PeVBlSMYE5uSjk2CZBYg0unk\n3Ej4SRAShT2/LB/xWIaL/pSHm3F9kX8vGG8+qROWHL/jeKtYsuHERD04yRRdmXdrVzj84TPAtfcw\ndj6l/af2ZabM1M+w6RrcBNtorzfunm61vEl/abAVfaGqkDqpv3zqiQiejWwWn0SuzI0qEzTXj25V\nblwdWlNE5dhwnqrpqthsaR926fCZJwv1U/hdltq5oeBqbE23BWHOfkzW55t5CGDP2Y/IhuD2TNmS\nIBXJja8yN2vda9TElJk/B1hHDE93ddtDvwTJPUxWuDClwVbQS11d0xAu+Pm+kRLdoi8VEi2x16PY\n61FSx0aSDW6zmGF1thJPh6E62aSzZFOHdrAroXPqvLTcA04yWx5UXHIuDQNxv/WXq3NFW4jCft93\nf8sGW5nQSd7QWcUw7j11B/PQdLH6y3Ou0okpnoQaYGcP+OS9iJ4kj6m0BMylCe7LbbaorI1zi5+i\nTUkOlvhCjLbf84t4DvcFik+Lb7UFyxg7F6vEbg07s3TRkvU0NGEtbFcCV2iLVl9E0IYBVrXXoXWe\nDPtYUg+rrNCm1bFlZdXtzfkrr6rGnzN6U67FWzvfJ/atApPlj4LbRThbvy9breKnt2fHwPFNti3B\nwy8dgwxtSdo03gBRj3OXTnsgFvjy8oJ5rNAPV+mcHgTR8Ci9adKYZbwtcz66H6ZEsWhucqF92WKO\n9vgO+I8Do7kh9PR00usI2YC3q3P3/O4uy/f7RlsJpqReXwXCfNprLfC8kML+Vv5Wt9rO7ttlfbGw\n2mNeI42pNscnpRzA0UuvxfvWBnvUwLrP3X1jy4NlJ5n6VOEspMvu4RXxbiFVP3FT6toWRy+8gsOv\nf8Gwr8zirpYXBAS54H9SAFw50K5+FbLkPKnRwZA1mruhQ3cb9vw+USHSa5NWb+GwjDrPLXk5bL+9\nGx1jl7WQJ7GFOlmJ78wL0+XWpiGgFQHubBaOAeuD2/Mz4M7xkE9eT6vpWGNLpWmDDwdow3i5tPXg\nlzetAYbGxjaTvqwiekhFPCgQzonii9PIGClseXD8uVWa/FleOioNQAlSSFYTaD4L3+LGN24ITBkQ\nycXJVL4sJTLVDg1puTvu9y19ehz1W7FSeT01umFs+uBBKtGlfWPLg4mlqxRha/XFT3yN9ppJtMfd\n4oBYP7FA0l7/YouMjqXJ5VUmzFq+b0KAswkZG3fYlJ7zS9KuEudhQDlOyftipjnfnKyigC03BwoD\nlpp2qTCeHs580Zjc9ioC3KnsLiJleLI/s/oVL4CFeB7POnwTeGq+9EyRxT6KAfqgNglw5+PT2/Oz\nbnvC7THAnZSmjFcO8hL83aYhC9L2tz0UzDMSheo6nUUZSwn9eI1IBGDWgJ3vq7yxzQLTZLKnmupf\nuHv5MjCRMDtzrM4vvCZFFdQLGcSP755LAteSrQ8iDef8Srrd3fBNVPv2kAmESaMz9SxcQMfOcEh7\nXMTXwRXg4/dTeeai4iximqMxn9hZvOw+4fUW0Jj28HtPGnWKsH6S7OwBn3zAFdAEjTyShhy+4oW9\nlG6NlB0nJb/N1LY4/NH3gQ/eGu1SdSxDgW8T6gJo2ZLBYy2ipoO3dFLkWdjF7dL0cuayhTfcpv2k\nq6jLPHz6O7CTN4e1+pzyRh9ZY17TF2qRZ4cFmJqfzrLX0Ms2ltphRwvg8Jmnym1XK5vP809wiwLc\n3hbW9UXb8G0F8834IVxKzku8p9rT23HXnvwSxNFiQ0ySWTQpd8xS76jiH4jx234taRrC2Xk76kGC\niK05WszEecZ7ViDjAHXBjVWnxQyrO6cFk1fI4L0XlVvdRPFVm0qPOIvwWWBearQJaWYSJwPpiaPO\nQe0Cx7fhBm6qYnY21Y0vaA6vtWAldRaGVKRi4dvdD2czthVnNnupeJGT7UurzNv/HcMAACAASURB\nVHx1qlkIS+AuYxEB2nYFomb8NbO6tcfoHM1X5HiiW1mWoUnEqQbtFNXq52EXlqkw9pxzVx11Tq/r\nQybiWWSlXzw9HaLiCr9iC6icP46fKKItYCyx7z41syGopfnO8DQXs3n4Edn5GXBxFn68fnp7+MFZ\ngfBCFSp9T7E/LsWbgOW6A9N46+UUpO08+RW690ecRTRKhi/xemxBcQwnePrBTstC4M1IEpkJltYo\nbkyJbxHO06rnZUSgpkF7IYIPbQESZaQqzDuHXRXpuV+/g2e/+tkUY7kEPvmkGJfkAEVXtrcZjVrp\nSR4vrR/2r4S3uiVQhqPV+rdEnaSM4nZra1P0qclR+q2npW7f2veeFPgk+Mdy2j1Ae3zbUiDvg9xh\n0BqYAalduLL6kI25drBSg1Mio8XR8y/h2a/1p61o+HJcLP1qeCw7c/RVqwv61tLBHSdJbWHnMA2F\nTJ0KsJjMo5ffwOHTTyDtbwXLLHYcidsWjaZgnD08a4yL+kuqsY7sGjnspoiNjd8Lr+DwB0+Hfuqf\n4M53xi0Ls0X4q+fwBPd03IN7fgH1aWVmicvppFWVwxVQXsZ2hi2y1aa78oM3QLhjxWeTVmk+9WUG\nLuKJCIeA/tlj0zRhywNxltqJ1c9lJilSV5l4ScPHAlrM0J6LY0eqHHafJ0QLZsJC+WvQT0lNE77d\n9j8Qs3DdJvDB4lkxiBqNBiXpShIh81a3Um+VWSg9Ou6kkwC/YAE3Fx/ZF9JoFYzlPnDzo4So3sEW\neOWiRXOTXtCbD9PgLs1LE8Se/96hSRvXxlSzMc82cnZjlVmK81vFlt35m9dBU8tVbp0nyVOftqoP\nBCS2g5dkzU7LYEm6mr5w8KStFfGWtqtEbq2cAlmzOTDfAeY7oPkCdN9DoIe/GNa687PxKe7JbeB2\nl8/9yKzEPmuSwFsb8V4JdtdknZru3lFnpIcWxQ/S1IEz9u0qspqGsFqtED0XLol1kmBPqeM41r4z\nhS+80vg8KU8awqsHJ0KpPoOOmjPOpI5WPemh5IizDiMdp4JOLg6crEpK2x31Abv2DoAP304hRDvy\n8o3+1RZYT38Sn2pwYgHE5cNTX5euu9/ZCw59dWHbrIdl9YlZ59BX8VTiyjJrEfbmymU66h67bXH4\nFz9C+/a/jvrIL0dSd2+hdwMxo640cDBpHSx3XuiBUrkZaXNGwlpz1eknkz3FP3z6CVsPL1n2CNTj\neWOSndcFeJ6uKm/lxJnSf54sQhfgLoDZTrxVod+mcH6G9vwUz37nG2g//D3QWmfgeups0nfoDDVT\ns4pw4wFxhewtp7t01Jk+j1J/yBye+dTX5h+2RQjCfh1p2/EA8eiv8mQcLK76RYqEkxI4kAx4DBxa\nzHBxfJrSRLSp81J3BFjB7jrBMN/ycHJSjhXRgXe04GdXTrWigNTi7a69A+D0JJyukfOzaidrtM7i\nEhm9FhgoBf2YJzaj9NVAW7p4sqrlAdqTW4oypR1b2J7S4CK7YFem7BitBdgVbcrJ03jaQz9PYifj\ny/Scl7pq8rpNtMvBk36zSL8pekzFy/SFIyo/9yv7sXocXbAN9q2gX4e3jKGuvURDkEvd09xhL+7F\neRfknoanuLdOw1aFlh0IbvnpqWnDAaX+4G9t0E2CbRDr8pLcenvpSTtznow7c8kUTypkLJCu/zTw\nEcYjzkKZHyvob3JTgpNISTtY0YJjAKB5EzpnFfCjnlCfMKsN9RukJRmYivTcv76d4u0u9Se/gs7X\nQnPAIqMFxUkQwPsiKzRO0RFnAtvVW++rsQ0CxwwCeFu0uoTBE5qko5df66qdxa6XtTwIP/rjeKVP\nP7XF3kvqml6xiBfhVehTkybBef1o1bU4+skLiOYBnw/afTT3rTqtHKwOYz51fCle7i8sCZalO9eB\nEnnS55vts/BU/bR2ZfrCamfkfwhHL7+h42m+zMQV7VX7qXQ8uGylTbVjzDGsdlk6auPo8gjdh/oG\nWCyBvftAVx8E3f8Z0MNfBD36ZdCnHg6/YWhbtHduov34XbTv/hrtB2+hvfYu2psfA8e3uu0LGOX0\n4/fCK1grqe1dCxCA9pfUNTEvQcc/lLTVbQ9tlxtNOH2aK7tPyw/33Pd0NeqWBzG+RITVqq0e88Hv\nDMBMJx5MUNdKzecxxTkN7cyxOjtnDRzxiOUT32E1clLKOWEAOzvhV6sr40SAoknv1GlV3pyK6hRH\nKxcozrB/BXjvLUU2wzF1i4zP0NuzXq0RUl5NP2kzydJJ0Cx2uzcEndkydcPL6zXJJBVZKg5NxK+R\n75VNxeqrnLr+xI0kYGSY0ldYZaosrV+N+awmy060emWcSNLY8vQ3HDp6WH3g2ovTp7YAx1SUuV+i\nu1vN5ZbaY65dtXNI0tfwZ/rNoqcmPLld7LKtCjuh/KJ7int+Cty5Dpyf6m80IxT0WY39T0gbDVwH\n0KKitfDWIr8UB72RRG32zSBrCiBq/68HHgUQgt8WhDmFR86EcVsCgULZkAcaovSeBC3R8Nn0+WYs\nbwQNEbC7O8P5+SrmbVI6fg9e13TfwJisXthA24wLFo3KivLxfv6pfayOT9FeBL0w1CHKU+iM7r6X\nyRZHfvWvrfO+tdden/p0+LxxPUtr6iUXdLVe0x15/hxuT7OzC3zmy8Bb/5z2Byw8pPgJLexyZOgU\nWoKgy+ra8WZlMhlXHwjz8+Y1wdOJG3QYJvVYQxFVXDcyc4+QlnFsE1fiGHwJmSwjUSUxpPwCnByP\nlhLdu7S6AE6P0Z6fga7ej/bNf0R7egyc3On2Yyu4KpbUJ6c//P6wqiSNiuPwW/3QEcdQst2ODp4e\nk/kNerMJhn2qRW7n2ngFbMX2UqhGkS25Khj0fZA77/bjLnbGIPc8bE9oz86Ai9PuB2jOsWFZlSwd\nigHKkmnflTDKnUEwGXkz5BvqtzVT88U/Q9u2rjJb2vMbdOiPOGNubbiTLsp+hxv3SSNSv6bzeRnJ\nIWX7AoYqV+9Ip8SXdpKIyYsCBU7D8DhJA9C8QXveP+3h7FJmrwkharQV5KrNMuhLLn7E2TqJj1c0\neGN/6ouTaG/CJ8uNVLrlQTpt2W7THnILH2tnQpaApny5JHG0vuzLllfQXnvXhGqJMhLHOVamV4aA\n2L1JVrIIkFI2JTGA/k+kNTxJcQn/qnMM0q41+Vo7NR8kqzw9FNt07ImSQslvjYVno5qg3Lh79Jl+\nd/sl0x9mEW9fbtxzfaHpMcEXmPoUThTZT0Vsoh8Wu8PJCv0pC+FJbghs27NT4NYn449wNRVLfEmJ\nOuWA6697niIbYd003kYZLiFN12Hre3716aabn1zmQz6mpeE/gSZjoo5iOOIMdjDsKT/IJyFHBmw8\niOU6RMFZV76Yoz27GNgip8Lyph+/RBt87l/ZSQj8iLNeobWcQdwPOZKq+mHshSH0A7F3BbhzQ5Et\nxkfVjeMpVcO9aJvMe1jWYGcXnrHg6KXXdBxeNN8J+fP+xSq5AKFkga5IxfZTETisRbMJHg/KW5CZ\nHbTA0d/8BKNfIeE7WF7aufaXDjWPlJZj9kpLOWJOkSaTO8es7kgwY9/A+XO4Xl8hlqf1kyZTtsfD\n6wqOXno91QcCI+k3roLSF16/elfkP2RfIsZ2bcLoa3XcCEATXiC0dxV09YGwJ/eRbk/ufQ+BdpZo\nVyu0t6+j/ehttO/9Bu2Hb6P95APg9nXg9Hj8a0dWlmE7PIn+7f9p9EcvvJzps3WSo2MpG1kVm8Ar\nZbpbaTM6bG3PbytKNNXJuSdeSCLfFw9zk1LeLoUfu/H9vpTwpxc7/aHL90rEMCQgKdOoMPmaxTyc\n7xvVs93Lok1jPzBntNHJaSTriLPabxCec1LppPPNwHqGBQA0C2157zb8ZABKPd1gOacML5KymP2o\nzfb0ssgF/vBDN0N/c2yFYhpZUlakYHqfdGHOdnLYm6CrxNAcVlRPMV3/6/Mk8FBwVGzFF3kqKP5Q\nqUxkpUPsjWHNuDl6SKysfXj9nqErwVJVlb7K0D2HoxHk2l8C6rVrCt5sMWxTGLYszObh9yF8T+6N\n0/B6Xw2qxF/k5lFhis3dsDVvXdv4WrtBvA310T0ny031Omxlz+9/euAxrLr8DPFe3uEEhiEPNCB2\nz+j6OgKG/cIU6rQ9uw3F+3+JgN2d3H7fFGf4ZHttKdp3C3ZP3bwhZW9uRyf2/c4/fYDzm8eg/igM\nwWfhcQz9Gzr0ciJ7P7D5bR/Agw+FVxof3yniMff8aov6cCl/6nX1KqlDnD+4D7jvAeDdNxk9Uiw1\nj0y9Ii9ypAVYQ9Dbf+lSxjORLWUasgQWPfR5tNc/DK81lrIGzL6KlTMdodWxj/GG4jKKiNJ6oYOZ\nt8osvBzP8FHKM1WWUtfv+T09Bn36UbRv/TIcydQ/BZuqQzRWtirFeF1dCiULC8Yup0MEQ6JK5jU9\namSqjZqI5+gOTOuLaLpU8E+1Ww1nvjP++Kzfl9u24a9HZ12g21/ryCrSf1qadGrChnWo7oMSvE1D\nmqK2JSiXdD2aL/zpvbHnly198brKrr5Av+cLcAw6PpUdgXl8wGU1RPFLWUgbQ9WdZ9ZEEjTE9OM6\nM8X68v49y6t2DGg1Oda9l3LBbE0iCkecXf9kOsaABbUPkwFT6RS2bJ1YhA6uhlcaJ4ulFjDIfKlS\nGg0z6ghLLmr8wxj4rN1qsng1hSczzQw4Ozb0dVLxuGg6r+M4FV4viN2QCFtOx3AZa0G7AmYzY94K\nm5blgGPPFq+DpbSRinSwBNX0WQZPlql2to48rbzYCYvbDfRF4rdKeZl8q1083731jHZ2x325zSzs\ny+2D3JNbYRuc9hBtyrycvK4U8lV1V+k8maDH2slbC/6QZXlps8K3sue3RXy+7xAaKLEOz6d1FJep\n62Ba2Jf0Wx76p3Pez3j4U99owhh+Ii3TA5qoHhTe6ia3PAhe91vqJRvjsOd3Z3c84mxUzFiYuXLO\nRTxvJSoiyScGsncFuK3t94UTMMi84kW9IEDTwxtz00sbnSFtjoCjF1+LJ53EXB4AJ7fj+qJE6qvr\nGdCEZEyW3Hh48lybyQUhUu72vf7RX/11+AtNP1eiC2zM2HzqHaN8es/n2uA8C+an/MtIV04kcBLd\nuEyhx4CHjMxCPD6fpE/R9M+2WcPS+tbGOXrpdQOroi8s3XraKO8lpW0Sd7EL7N8Xzsd98LNhX+6D\nnwXtXwUAtMc30X78Dtr3fo32w9+HvxbdvhFeEoRWV1nTIcoqY51timcjBZfVN6I/jl54pY4nsZ3a\ny2pXQXv1jtrMtU1ZNXrk+q8gbfUNb91f8KM09Cn1+fjtapTcQA9wkzb3WyfGTuOvNI4RRM4w+J6L\nBB0NmXhvMB84rR0ggBZzrE7Po3rtAY+qm9Kfl5aW7MUWlnGVOKSExxLIGShDW4G/uxcC+HN2pm1i\nlALM1TGjEx9Q1TZSvARV1ZNSPQcix4B4zfJKOOy9yIqkIfIyiz+atNUi8gSOHU5JZjMcvKRuUzOS\nwpPfZu7YiyGXjQ0nb9WnBb2n1FMbzT2BqTpnQydZlhq5qYPuPHl9xkkmWJVjpI1xEYQ+Jkl9sTqS\nvmZOdTfd01wsdkHdiQvJ09w7N7uXP6x0wCn+sMTPsTR8txZ9X8Rjii/Vr7By8lTf9KpdiFfaeVP6\nopRMyimWO1EPD2E75/w+BgCYDfEQDYHw8HtLSs/+DVtpWT2NAS3RSNs06X7dsWz83N1p4v2+gqah\nFCf65GftRnka9+P2DWvsM335ub+LB67g/PptDE/6IjxAO0MYXF5oSLQHOPomMNBX7PHt+TjPI4+G\nI876oNGTRVy3/uqxAMCTL/RMaHP8Bl+ff+CR4Ow/em/ob58Pel1yn6GDQjvQhTYRlwkhHyOdqS90\nXBWnmYMe/gLa934TYw90GMqJ3Q/lCh0jYHVantiHxNDw4dDAoRG0pj6GrETHDIYly6RV6lYXwOkJ\n2rNj0P6n0F7/AO2Nj7o9v1owgrRPeM7tQ0d3FVPh9fonovP619ChFo9E3qTVaLICC2wvI8PUp1KP\n5Naww/4HaIvdeG/u2SlwfhIC3bPu9b5FAV7p2MjbqWNaKWwjrCW2vGE9qtJU/S5B1raaPEFQ8/k/\nuTf2/PLzffuLp2GdBsbYQNIoHRDFCj1VUhawZk3/A+pUQCqPos8othjksGmdxAKKAtF9kEiLGdqL\nVbQnhJgy6Z46SaT1FJdFWiflk+ThR5xZWFYAmuio1TltSYpzi3emX/auAh+/ay/amnFqi506plad\n/Oww2biaMYAMGkm0Lao27EW7Xx6EFydUpwkeT7MZq//XkuvZRk3i/ejY+2WndhW+qPXjXiKz0zm1\np9Sj8o+kvJavqD/k+Hjzb028ZOyMOVMiK/G/pfr1bBqtN1crdAGCf57vdk9zw1PdcNLCGXB2gvb8\njO3NXSmyrL6p1SnOuNzV8x+XNOdKx35dno0ybBnPg92CHywSV6/H1vb8RoLIDIvEPFKORNPKxiqG\nFD77WKFpCCv2lHs84c/utHG9Ec7Bc1i9T4ue9gm+Xid2vm8okwsPw0sbWe03p6Tn/uX345YH8ymr\nkUhcsq4mSQerBtCSXozbbB6egByzfa5mYOZglSlZQMb1MxZqrWjQRwtExrKjF1+N7Y8FC7Q8QHt8\nq0ptXaGC/iuvhN4myepW1qcSG8jRr6tDAkM4+usfh+B3GLuCi3u0ZI5SiiPnEFXwWX8hMS8IPIXH\nq6vB4/ZJWl2FLEk3OnnzGs7Y5rYide/Htbi9FLbB7B4AV+4H3f8Y6JEvgR7+Iujq/aDZHO3JHbTX\n3kP77q/Rfvg7tNc/AG5/Ev5yMByf58gy/WlB/zCesWkej5Fq1xluA9WXno5eeFm3FVdvODz1OuTT\npvEsMca8uQxZpg7I9G192tppD1oMOBTIMkkneSnm0OZGXEZoGgpbHhoy5h4l/AmF1sfDQqDV9R+j\nQE7WLGa4uHOadojbeIFfO+5THMvuEjg5KcOMFBNXZLxTdFfyHgYJov0rYT+bpT8HU3GdvorGS9Ip\n7R+6yvr6JfmtpOmtdRTPNsBiCZwqb3Wz2p0tsvQt4c2lQoZi3bNG41RPcLQej4u3in/w5u5QM3xQ\nUk5OXSGftDG3SzQ6xT6rulX6jxyesjhUiZvK74xJpJaBN5uzvbnhyS7QHyl2gvbOTeDGh/5rfktl\nqawTbL16LNfhmyRowzqswzdR1rbkbK1NmTTJDvNpK8Fv/9Q3Df/k0q1RGHFfNzaJX9LKSN4IYO6f\nSR6dlgqSMVVEZzUgoSGgacK2h+jpgMJr6W0l91t6hkekZ//ocyH4vXHDEShw3Hp+4+ipfsuD3m5l\nHFV5B/eNpzyYujEwknWK7m7ycBReEm2MPj19tALC4TNP6lXLfeD0jn48kQVJsmBK8uxvTejJyZ1I\nd0H2aAPP/uD7oDb4hxYosjd9mLhdGc5JhZZ+SfFDLr+Cw8s8G67B89pl1qOgPwWe5e+VdPj9pxxd\nFH2GH6HtdIFuvz/3BO3ZSXhBxPUT9qpf1u9F7SjojxoMp5q0womQ0+dgJZ8gP/zB9/J4l+YetukM\nt9mu2uTPsXXT1oJfNaZzA2E9nonK2CQeTomInj6iizHjLQ88qhhCHS2WSRTqA7OUjgaGTIzSgTaL\nWTjiLGkPu9GcbUTDgrDiPw9lksRa7IQf2qwuyrG1gaupN+lYe2Fc6p8Buv+WB8AHbyMOric0RNNJ\nm6i+ITAztAhNQzNIZbv19tHuAdqTW1KJ5NPsnY18E+eLsdc5G07rPPX1getl2R0crnaF8OvYDsv6\n/cbgLjS7F7qZOhXwWvwlXwJVkkKZpfWJ3yyZDwVj7vrlLFPKzwPdxTLkVxfhR2hnp8Cta+Hp7uqi\n4xEHhSbyOY38NHQoTp6dqtSG3DqEXNFEouk6FInYkA5bb++9JMsTu1k9trLnd5wQydRgNOTnjdhi\nQDV9ctjy0J/awuPXkcUKMuLTJZJ6DhIFMpSWD/qE1OzMsTo71ytlPmokw48bUZ8Kgpjn3nw/faVx\naZBdsCZ2HVyPk2u73GKxtx/eYjY8OUHap5osTqMu/JpSpe0hrTC+l0+DBz3kxevD3dGLrypyKRz3\n1u/3VfXiTS1Y/DbtrDfm4+ScUuovy6/nbLPARI5+/Pzwg7d+mowXjVf3LyHqbYWX9+jJX1og6KSf\nEfavfdmu+isOKTjCli0MUw7KdIfkKdR9UC+nB+Hoxe6c2MUusHcf6L6HQQ9+DvToV0D3Pwra3Ud7\ncYH25kdo338T7Qdvof3k/bA/9+y4++LDxw6p/O4a7UH77NkHK2FrWskVScr+G8eVD6U1/oZNSJYk\nOXxmqtPh6PmXMnoU6j7l2kh7p6ZLbNfkfpigR0Hazp7fzvHEevGyWFsS93IOqfOKZwlxoEnAOeIy\nu5OFDNmRWgWJzy4jxUW1ixna41Ojkt1oQXCN7btOHWlepsVOeKUxp+XYWflagWKpuYXSLI9hdNkE\n7F819vtaunkNcmgSY1XshN9Hn8TyhYMc2YoiiISg3X37jUzwWk4KQU5HpT6ZO94s2WBSJ3NCkE/9\nS3KmynJ5RV3bdscNdnzJk1/SxSRfpCW2NS5uga57UpaTrSVjjvACz+6m6q5iW0nTUTCy83PpUw+D\nHvtqeDHQebd14fgWcH4y/vCMQxT1U6wOlSs/TUYtfkQ+YS6rLFN9whq+RHXxJXN+U+kS/WCtrG2q\nUiJ8g/ps9fXGuXJpb/J+qGdxhQyHEr9I8nciMuoQeEkM0TupUBnpxInVwIa1iIubN0Ep9lfNgUjt\nAGORGxWxr5ok+ZoGz37za8C7b9tYpQFwjeP1DEZd6KwBZPT7V4H3f8fa5yy43MgsfaQhuvqTTasL\nF0WKHpadsDTs+eWkS77lwZBsybH0y6a76kELFlUnMNqIrL7OrUxKDr//9PiDt8EHGPYiF2pt3GoW\n84HE6BsNy7DD8gXWmkc5fAuzQvdaPP6iiJ0lMF+MR4udneDZx78eztDWttvJL6SlielQzFnjdznT\nJPPXfNcEniLyy/ApI+bhD565i3rcRVmp0HsnTbJlO231DW99it+wlk5mXq/FO24MxDGJMJsR2lUa\n/o6XcXSa+cSOUlmks/H28NQs+JYH1hNucCMDPHZdRiIKP3Q7dU554LSmHjzwg3LxdrCOzcUJbrM5\nHsLT66YJx/1EgaTQTcqQ+rt6CToVq88LrJovFqXDbWHu7gM3r+WYdWFGLFGXspPlktIWZHmLVFXg\n29lRuwJoNha1Yly0xcDwS1m+XLKenKptlnOlQpbapkw+i2lO7rK+mC1CoLvTnbgw3wVW5+OP0a7f\nDH9NUY/jKOiLKT58aiAwab3Yon4bx9vwJL+s9fZuy7oXg12eLqEvtrLnlyfDzQ8Zz3eroUUUl8Q/\nYAPCW9v62Hf8UZwG1oMIwXzSaQ6MB1HWus5oiAi0Mwvn+5oNt1+HPDl5T4ctw1ou8dwv/qlORhLd\nmsRpvQw4vW0QyOg+4NG45cF9QitliXo+zma9hqXVawXMBrRvQRMCxWjPLyEs3KtV90YnQ281S0q9\nMkFdjFzKELrVWqUyRsWyPJtyZG0kjXo/95MXxrcscnsfHJxwOBEdw0vmOh/PzNxK5piGxWw00a+g\nb1TdIGQXzHdTR1kOqH0IhD3Wu/ugqw+AHvgM6NEvh8+9A7SrC7Q3P0b7/m/YHt3r4bcEIvA9euHV\nWJbsi0kPLwI9aXoX8FXLKh2/iE0Zx7XSFLyJurM07PnlOmwlGN2yrDX76dLTJfbF9rc9iPlv0ZGo\nifyH8PHR8Ck+Bi26VwprSsC2gdwimCg8KtbyIiGH5jO05ydifaBYB+ZEIpy0BYpe3uKV4eNpuQRO\nz3R6EwdDU3win18ts9jkWMi0fwW4cW2kjQbDUo0Zmdr5pRPSULwUI5k8nsFmoJYH4U1PyTyg6Dav\nh6aXvNXabM9wV1ipTqV4VbycZ0uLRCembdvxJRdE4cmv1e9DNjcW3lzJzEstYz1V9ezAlKHRKm2u\nHXdT9yZsWei3Lyx2gw5nJ+Gpbh/Y8h/JDn46o4S11rh9nG+YTmHwuXBTeIoINihr03iVArPjsUF/\ncCn9PgVqSz7uHkh3adtD4o6ZnVGyRo7xB/UUwp9RAkog9kpjSwf2pJhfJE93QDwRaNRk0E80jKIn\nMYyVHXHGMYm3T+0cYvUd9pQgN5d6nMUO0ALPfuUxRU4GYtBbXDUBm0VqQhh6NRTOtX3vd0JBzicU\nVddzrX+14MPKR4bMiuVgZ8o1XKNPkz2/u1fQfvKeSR+BFz/99Ogy9YnMnKwN4GnBVEky++OyFgvC\nX/7ge90P7Bp7fmt9rNIVjFlNvyRO2uGt9ksGHol8BiLOdD5tsRy3LzTz8AO0s9PwtsMbHxkvjNB8\ni6/D4fefLtO5om9IuStUx5E/ke9SZFVgFmFNF3j4Q23P7wbn+qX0+z0g6w8obSf4JeVWWZ/kMh7i\nrHhgIn4WiI2hy8gRn+8bB7qJggJP0zVxgjygs9aWiIZAO+GVxmRixgqk8dOWDLV/pbGa9IVY10wE\nleplViAKuuXgaAuSXJSXV7p2tEhwTeVJ6MSrhOEWP0mWhYZ8M4jQFuCKNFuEP6GfnYw6D7ZpKlon\ndxMBszoBPbKccoV4LkQN4+bmZ0sUXnIxm4c9pdF4aaINW9V0K90+4IokfRxyeqpQhq4mfiZ1b0RT\nf5B2egzc+iTkJZ7XVk/dAp5J/ZKjN/3LFMgptrtNWZeAVy/oEsR5c3qTci4FcHtpw7HPVvf8Sh+j\nxn+9z1P8hhaPjNk0uOrP941ZFGZn3c85ZWL/kQyqeFzRqdcs5lidr0Q5RTRJsGfEVW5a98nw7hI4\nPsZz//J7X0Z/qxPklIRsY/V4aLS87/grjSV2EriKTo4MtGiFVBpSoG9u9dUCgIIU7fldHgAnt43+\nKoE3JqaqWoGxFrWpRFZN5QTn6c6Zy1pIQv8dPf9S2KPdzEfbHz6tua3k+rmbiQAAIABJREFUI/su\nqON/4ZHjKum5c1L9loXt6MPbmfgIZX41C2B5BXT1QdADnwM9+tXuLN09tBdnaK9/gPbd36D98Pdo\nr38Y/MHFmY1nzeFBvTz90QuvsG4T/ZIbe88RqtVTeAr4inS8ZFkb171M0NFPXizUY31ZbvXaadP9\ntOW0yb9qi3RXjjqT8SHBytPgC2MHafitNGsrRJTQU1Qw1id6SwcvFefOjgPMuvzFKvw5PsIQeEOx\nN0nIvsy2FxhS0wA7O8DHZSc96E+jLRmFE9Frj/YU2BK/fxV4981YtmeAo8FhGL9o3BWhiYErbZFG\n6uFFRTnwkkThrW63rgl+0j+1L3AGrq2ngecCFsitKs/1lTGnitJlLySd7bUrYNZte7De8AZkbFOp\nI4XWUMMtTGxlQr8U697R7uyG7QuLsF8XQHfywjFw6+PuHOtVGV6RyqTc5fgMPzt5Ea/kmzIWU8dv\nZN6SrC3hbRrTk7WtwHSbsu7xtPU9v4mbY75YxLdmiGQGwwy5aQirVcwjH2gMnD0eAfpLXQ1j0QJc\ntYFBcLOQWx4QBY7Rr3hF4ylpxJoG7AXOu7vd0T3As3/0uTJZydMbiIt1vg+EoqBETmINd2cn8J2d\nKvxCQckfBQdiUEnSGPLVVICX9LekKRM27PltmrDf8eTOyF8EoUxIiyRX5uIX1mXt0Knf2JODSp1r\n8Vj28AfPhB9bNXP0PqQIS7URPuZT+tah30iQZ+g3WwA7u6CdvRDozhbh1b9nx2iPbwLXPwzHjml4\nEdQmdCznOfzB0+vJCYwTWCbKmsS3Rf22ikk4/OH3N4ypibmEvrCFTXNP/4bT1p78jr874/9D3Is7\nJV7RYiCKCMLHbEZYrdqOx1sU9aJBy14miwMi3YhxaI1ivMRfaRwrng+ktmm43ZaHWD7Fl5aSP5Xy\nAJPTpUVjhZPMANgIYPf6I84MmSQyrjOqHBRX1lhAJlEGwBsDybN7EAJfKL/+lN843WTp5+hdHDCv\nE9hmWKemTS1O1YElu1+tuhMfzEljMGpyMwFrT1OsrvRbzmD3i4ABEz4bYLEEdpbjXt12BZx2T3Xv\n3OiOFSPBS3KRUcA9HXOJJsQOU4MNZ1y8DqyWRdFHNd9WZGUwN4a3zcW1k7dVkduW94eRtrbnV18e\n0+esUeDJ6UiWsfWAPVEkVme8wTUSxOOiHioN4joGEkKkLh0TMToeB9K8P9+XgatrmojWiuISKrtK\n0nJv+LHbc7/6nU7j4mqNSnqaD6DeyGFAZKGV5fpQ2PJw+6ZDr+Xlwiru+WI70BvtKf7Spc+OIqcV\n6REXHr0U9vzSXvdWN2/7ARnlJbJzZdVJGSQVdx2nbk7iDScP07MPCnt+2y741eYPtzNzrnMaKPNV\n8sGXBYVWkxfJ1ORQ+GvE/n2gTz0CeuiLoEe+DLp6P4gatHduhLN033+zO0/3Rnjim/7pLv2M2t3f\nOvMx6zc5dEG/E+HohZelkCxP0rak3OGpliX7S2mfiqORbFBWsZ1vEi+tOnr+xYJ2Tb02oHtVOzV5\nW5R/V6582uq2B3lEGSW1aaXms7SjyHiTiezA15yPrIDAP2ngG29UQlHGjY/QzGeI9mFEoIxRjpsW\nUJkLXUHKTcz5InxeXNTJyTpwi0/cR/arMBEnVDD61FAI4t97KxWQ9LHSFnU8DOu1jdqkG2wrsheN\njTPlFNeKG2BnD7j2fpatCDupKxnYTL1rv57NZURsM2ltmNouVte2K9BsFrb7tgWYarVmW4otFfen\nMzc0uwUQztTdDft0u7N1sVqF7QtnJ+FlEeenCl6hzRsq6j6kznD4OlCjwto8VWmKLIfYxdiAjhsh\nv0y8y3YuW3Bem+6/f2OJWvfx6AYEELX/70OfHfMIcclwxi6Fx8/929eoq2v6GIrG8qbp7+PPJsoT\n5vPw2batSh/dNxwjCKVQMNChD7aHcuobwWj7MgL1n6xsdrALELA6PhvqwWQOGL0chiOxLvW6cjU8\nkbl+rZgnrKWyvLF5vCDe4pUyNAxednAV+NRDwLu/dXgQl6n3kgZxPdcLhhyORfxUEIEfYUPXgdMk\n/Mx++vvdA9CV+9F+9HtbZldG7L7PSZpxFiOmi2hLaBw+KUfcpjwGEVkyNGwFT5VRSGvyGvw9z2oV\ngsDzU7TnZ8BsDlrsov3grfRHXCqMpluhzusEllLGfKd7JfBe+IFaM+9eHtEFu2fH6cMAL6hm2byW\nKU9x2zT+pLgCy2vLOrpchqxSe5oOtgbslvE2mjat+zrJEbZVPS43NY/9EdrW+4XwXf7B25gnnSZa\nu9J28NiiDxKIuvN9V20KovED4M+co/hALtDJuq2UKes/CKDFDKs7p4gCF8S3sXKZ/LrJCjyXS+D2\n7Q1gccXFRbJM0qlCnDqFpN/v60KIlVS97/XViKAHOebamRvoyvt+USeR5xL3DsIB/m4wpskpoak1\nypIArASmZMKUYq3BO02YUZVOeEJ48ju84jh6wxtFH2UyrHoFtyQN9ief6i7DD/XOjsOZuslTXUWW\nJ7+TUzVKteOatcPyeb4+31R7nKpjBZNZNUXQOnN2g5gbbdPUtE1ZOfF3WZctpa3s+U3DGhJ5TicW\nbxl79GGp4iyHGID8/b4jZux8+zIZS3BZ6cMkkjCMicZ4b9agvVjFhKrDL3BguaexuYZ7NDu7wOnJ\nQPfcv/x+mqy+D9LBV9pUMNmiviKHpZO7fyXd72vJro7npPxeJ4M5kScCFyu4rnnyqJAcvfhK92O3\nW4KVEtpq/IRlEwtvyUBsyTFPCcqn8mpPjQn4z8M5vzNGx2zN+mvGcMm5KmxL/gWEB9TenJ8vgP2r\noPseBj30edAjXwId3A8Qob19He37vw37dT/5ADi+CVyc+njygYDUTzrYHJbkSdpb6scM59XrAPs6\nev5lWweHT7fvEp6pskrkl+BZaQqPBzVB9wl4yTm/G0kb7IuNp3tJl+2ku/Z6Y5kjhUB1A4Ovooi8\nzzVNHPiW+Dn+oHKoHkAZOpebKMycQwTWHXF2fhGTmy0UctUFL5O0xpqBGSvf3Q1vPWrbMjmJrIwD\n1xaymiT73JK76I44Oz+1+0zD8mhkwJqMM2dK8VJ4R55lpAZb2qddfrYTnsBdnCt9Hyuvm6TaQFtH\nTR9vkA0zscs25Zi9vizkjYpKgErnk7ht2WkPcl7WBNlegJfr30V3ru5O92QXAE6PwwkMn9xI9+pG\nprYZHSd9F5nG5NfdE3o4PJuaImvhbVSJif3nAm5cRVfWvZ423r9/GGkre37/v27PL6EPNMcnvw0R\nKweIaNzaCrG3txnvo/2+rHw+7x5mt4jo4vseL94r3N/3+317xnEPL6J9t9QoNH39sIeXMLuyBFYr\nrE7Pzf2+Az6vi2SxYG8TV6Psq73vU2GBvXWzCotkGSRNk6mX/MjUZ+o+/VBYsD96x+CDjiW/YKj1\notwsS+WRJiuSg7S8hMbI030PAm3bvdwCDj8w/L2Dhv9GGq1OBk3DvVI33Hp4Hp+4iWSpBUyWoZ+G\na9I7chJZSt7jlfTtKnwBPT9De34KXJyBHvgs2t//87jn121bLml9KMZoZy8Euv1LJC7Oxy0MZ8ch\nLzG9MVH7o05PH0H2fyHdBD2KaKvEraHTujAewKXpXom3URE1Y7khWfdymjQv/zBS89hX7409v9ZS\nkPQ9RbtvozWYxELJYwiO2jSEi/NWGde4YKyPMeWCHq8zgrYjlmu6XMObxQznN8+URXLkIQ4g27VJ\nGyXZKJaWS+AT5Ydu1TL6y+BPxs3QMRpkduXq9q8A1z/S5cYKGvWMJjXSmJB4mYWXefU1xxnylgHI\neyXI6IuWB2g/flfR1VRTrVdTUYBxLzpXbTyn8PXFl9dGIkIL6t7yNgMu+IMKquhebdHvMs08nKvb\nP9WdLYDzk/Bk99a18CO1tuSHaaJA8a/T9Ew8t8nmVlQNU464RgeHaApPcargm6pHlm/Tc2MDeJm4\nYONJm3P/JtIfflu2c86viA20bhuqhb9SYyct2oxFmAK0eEyWUfQfDTRDLQlmoXcE1B9bIZ6wa8F3\n32BK8krQZwaWBl0ukG0aYDYHzs6i4ud+9TsHy+pxJUDUSN0BK6STddQAu3vA8R2mo6CP8gZ44rS0\ncRdj39uM0s/j6CcKp7ItXYZPKVfBmy9w9Dc/YX+STgMBir5sSpkZvWr/YLTNpwzal8z1AKfLXkPk\nf+73Ha5W41veBj8AkfeuXi8C5rvA/qdAn34k7NV96POgvStoL87RXv8Q7Xu/QfvRO13gewz2JzSB\nx/smXCNJ8Fn8L3zjX9e8K4YXCFyo7VO0xUbR1b88zBIdwPb8OnxZOaW2ZPBNbW4p3kZ091JBv9de\nCYhOd/STF9aTo9rdH0DK+pJkkt6bV0Ha8jm/wh7S26GAlNrcg8RmRli1LeuEcZDSPqEBk5cREznc\n82CDOioO2C0s6RFWGF5p7CUuc+wAobE1oOs+pe3Tcjm82KI4JZO7wPKG/mRXqf6emL5sr3ubWbsa\nx79IN6aLR6N+S3IU0ooHrP5WGJwsjxn1vMRYHgCnx2Z7krmQM53USDOoa9hiVZL94NVvUKei/lhb\nQBi/1UX4Ynquvd3M0YNofGPacLbuRXiqe3oHuPlxOM+bw9S2azA7wzFX95FDr1ZZbS/Am6JHjQ7Z\n6im6FfBUwU7F27TtT+3DDcvZaNqmrDXTNh9O3CNpK3t+jx6Oz/nt9/JG5/sGWrbNtS+X+3PHOnnu\n72LeoG3Hs+BVPJWX3Yvze0Hxub4YaDo6bV8u2+87v2+J1dkF2rOLoQzdHuWYT2KnWJMuubcX0Oke\neDCc8nDnTrWMaC+re2nn9xq0lp45jIc+E552Xv/YlzN8gVHq5ZcYq7433ORLjy6PVCzEn/29hpnQ\n2fLpoc+hvXkNOL0Ty0BnT6IsClSGcl7G7iMejV/QFuEpmMktJVUpXSGmR6/JzPL1dUa5G9SxunYF\nnJ8DF2doL8LeX9q/D+2dm+H1vp78JrzQZDhybL7TbWHoXg98etxtYXD6tiQJ+elwVGBxhCxbAa47\nNhvAnxQsFvaHZdfFaQpPDmKK7hvS5VKwNOhLxL9bsraa7r02NY9++d7Y85sk0rtLc6dRPNDV9YGq\nTE1DODtfDXXmMqQ4/FiOEMrKuVzqAw5OI+OD+Rzt7dO4zNLFWIedAjulHReXR+0jYHcJ3LgR11sY\nmloeWRQoFujTl5cK4VX7V8cXW6iLPM8r42fSWFhSry6vqtrXGePC6SJ74nlFnrQ9akLgc3In0ZUk\nbdKe2uTP5K0ls789gql6WnZ4Ce0mCtseZrMUf9bv190LwW4zGwPdGx+F/bqQ+4Q1A+BFdW2gXke7\nsgqPMVayODyTxmWKDlP5NmyHk6G2qburyHbSZczXe0HW1tIfdpu2s+eXpSSE6dbuJPYBIP+UptH1\naESjmx/oiGWsWM6Nu0SwwAOQqLx/+ilw5w3a1ap7FC0bjpSeB0f908KoDGOdueA4dRbtYhEW2FW6\nPeO5f37LxaThf4p1M4PanknpEHUglMCT9wNPi92wt/pMviY11x+KDI3ECpZlgKqBWCpoT0VVBitY\nUfj29oHTOzh68WVHuBEEaW3w2D39rHKVdBOOtFTWOiK24PA7Ef1Zo217AWrmIdjdvy/s1334i2G/\n7vIK2vNTtNfeC/t1r70D8P26PSD/K0Vk67G/KdeR/UVKqavGGyd2HY/pmzJ+MqtHJY9ob/6c2HX1\n25QdThkrzreptMk25UTldT/68QubErYdn7H19Iffpq2d9tDHf9wQEnPnPjoqpmR+yjhw1jRoV605\nj4n9zxd1EhRxUMuUYlmFOVpYhifP/fm+MWM8+bi+VgzmBU61T2m1tFu43zeRNdVhKYPM62Q2ESU7\nvssfXInf6pYYly8q2x6SdAbgMJ5KW6DVKban8Ud0dmNo9wDt8e0UN83kjczscyPrtTlnK2610xaV\nz7OxTMpOvC0kLnq1Aq7cD9q7wvbrfgJcnPl9bwGq9qMJZkWtXhXxlIxfjqTfs9ayfDHchvTQeHgf\nyE9TTm5OWZVVgrr+ao1PR0x1Kulfj3dD7XLFODzm/KjQKdseXl8I9e/prqSt7Pl9ju/5Jer2+ob7\n3kU0FO/pbbpPEp9DeYOobmcxw8Uq7Gfj5SpOw/H5fl9geKIhz+1l9XE5or2+nH9+3z5Wx6doL1Yx\nPY306j7gdff58qvf8wvYNA8/Aty8Gb3ZLcdn69eN7pBHXKcF0GqZpa+D8ZkvA9c/BO7csmVIbCmf\nfdmx+RU8GHmGRQkW0vscXpIXGCDQY19B+/6b4/7OgR4gnh9kIqYbJyufyUo5sQ+JxzFh06t0klbL\ne3hSj5J6R98sX0FdbpHvU7sK5+henHd7fsP+X7TteL6u1Vdekv0oKwsgYgSSBWU6uXIqlNB4SvUo\nErOmLsUwlXJy9jk5VRvAZvW4tHZVCf6Dgb676d5v2L2z55c5d21JipdBSpwrcTrGEB+lg+RLG/Wy\nGUCfTQi1dT5Z7ymKOUbBxHRisubdK43lxFbk8e0N1ablBb+SRuNd7ITAV6NT+NJcNELGgDmLYdGi\n5WAACEecLYHjWzbNAJtbMGEHMmpMxYIHxXbi/rTArPtMXgabu3vdW/rk2awKf3Eg59EV4qnBqwXv\n0BbpNME5l/LUvP1wE6n3MasL1mQxA4vUEURTA3WTLGcjtXIq+ngtPaaOZYZviqxiVda1vyljlSHe\nyJTY4rzauO4T5FZU/XvafNrqnt84HuDn2Y5BrKQnYaRaKEUNhb9sEMVxX8SaBtWp0DiISdaaaKGX\nRWPwCiD80G14pbEICrWJF+miBJSRmgQ1wC1Jkn53Fzg91evQ7fnt6von5YrCjrwcmdJOtR8yEMMR\nZ0jbYQWsWpCVLKRU1EwVJIpRlXZoQd/QvYmVZ3i74t0DtCe3AQBHL7wq7M1qCAk6m6zc3goDm9Iv\nGS5UDu8Pc1V57scvIrWB2AmOdpW7MI6f2Ue1c9rgMd1Xxq9N0cHSw+iCvA4lAjPtpX7Pb86P16pS\nq3OhoOrusPz11DS1XRPliAdiWtrMnl/TCHWyf09bTXflDW8leekzx2CZWFn4bBpCvH0jRlTtKnHK\n/YcxsSMSvX6MCwnNDjvft1905CItnhqDk0UXp93ALOEL4HJvfOpbxW/oGH3zYG02F0FWtI5D3b8C\n3Gb7fYsBSuhEe7T2AWOfKpDjHyVI6QvOIxdWimk1Ok6z3Af4W90KdDNpXQbRDo3MalNW/toElfJc\n5e9ail6Movxpq7x7rUXXGdvaJOfvRng2jbdhvlrdp84HV4WpWBvSYXLfeZjbnHsbtL9Ni//3dKlp\nK3t+/+qRzw35sG02BLLqfbf3tY+hxr3AbN+voFksZlitxv2N435f9iS4icvGJ5mxXNC4n3fYA6yc\n3yv36/Z4/b7fxacPcH7reHhBEiK+MU9in3BEW3LJc3zlE+Ec/2OfAT76KOwndDDJxHLk84Ddypt1\n8Gmbzmr6/vrCfwDefTOc8ZvgoUAXJg8Gjcff9w/vJ4xySfJEdJp8L2/Imu+AHvwc2vd/28++hD49\n45ffK3XJF0NWTiU8gk+VC79sHbySwK+Gz6R3ymvw+r29F2dh3+/qfNgDzH/sox31WJRMvk3jTeXZ\nNN6m+bYpa9N494IOW8TzhW1RlpPuETX+raXmkXtlz6+SkqWS4sIuZIh5SJsfIWBsW/6yjDFm6Ati\nPLFXmC3icRwglCpqDcYXYqzY/kAew7D2pBAVsyHnLLRgmKfZDKDm/2fvzcNtua76wN+qc8495977\nRs3zLMuWbTzL1nzj2GDAYOiAg5PGfIaP7oSQ9sfXJoQmgNtA0v1BM3bMjBOniSEQh8lmMOAra7Rl\nI4+SrFl6mqWnN787nlP9R017WHuq2qdO3fvukuqdqr3XtIfa+1f7rtqVxYhyoIjTJTkcCBpEMZOo\nWA9OUJ3zDYZZmvULWK56FRxrgg8MIFB/h1hVpvptyTfZGi3KMc9eXYmsl0FpPvqj8TagJpNsLfBY\nE0jLg5ifKZN9o0xNEDVzH6bhh0WmFtWxNQ19se+r2OVCy8C3A3SKFbeL1ErMrxHvMPeQin9K8MoC\ngmyRMk1lXqM+1iERYnMAg3GUxTcVOOwJnzQmVq+sT7vvbaDPBmZdpMqP5rMtziw6y5hfTQeYQwCk\nJZDkJnElr3oCKasnaHCYL7Y4cwhKfjCsescLwDQ2UFRFnMvsahrHw6lkO6AU7wsQlu/6vMLvXRgH\nefByLPzTnkMnQW7WyLNG3dVild/olqs/mmn59rs8u6Tj3tL6qZLH3se2w1ROmx8G/to+BPgRQybQ\nx+U7PxdWT7ajTr1LB8fuU78R2t+3fK2S297yHXc2KlJIk7RH0yzQLI5mNJOVX1LPKPsn+yGpbHwx\nq5Qi3levGvGFOpT3mKK+zJdWgNn727eyCTToYbI5FpOq8qmqVLWxbwwbUB6NgFWP/X39DLGnUpqt\nbCQyKQ1m6/CELN732GFej7F+BRvW4ig+OPmFCyEtez6TOpqgn1ep6TGA3kxHkq2Ar/u0p39fZs+j\n91m9vuLo5vpLTYVtAl8li4iQjXBpnmW4D3wUsnx16sTnPtgCfgSZj+hfbfYaPnBjUzRqqC+2O3UN\ntu5HW7RtCwa9bGEhvK3E/N4qxvxSDkwJSHJASKTH9nLxutx+v3NzCTbzTxpLPImqR95HmIT4WlE2\nF8rOjfv+Qjgn7Xxw2i5sHs1W4CQeAqS9gHMbUfb3tcX+cgcAnHcB8Pyz1fZNlsO6r6/Rhs1+pLwk\nAS6+CjjwoLANFScDsw71yUgF3s5z6Hag65LAr2oLkPWp6ey1cD6/CzS/G+nh52Se8jzvs6VuCPmG\ncwnYlSeyj5qMQY6UfElEvVbtSIlmHo3fwutrQyubS9Zg20cfAKCI+R1nv4aYX7sZrpwevhnJg19j\nsZV/Sn741kUsuVCZYJV1fY9i3F9fbNXWB8o2qUUnOlHe7UPJmRd3I+aXoMc8ivMe9xljFHO3MtES\nuH6iTNbE82XYQvhksWSZm4ANk7Klp1I/yb7IlGa25DIpA4ZzIpQctx+hNBxWE2pdwO0c7MtG1A8J\nbKpywmHKK2i0kO1WocZXqzKSbS7fYJzttAbS2tOznoy6OKOiX0L/Gi0iLeN9xX5GeloTCuprpvsH\nlvK50mtQXVW2+zM28C30pcJIqfZLqvG5Llc9F4OzTac4gPt86a2OH6wdsi/mNPIjQIb1Lf+tZctl\nKFSXyTmbb2T5Kpyh0uvMM04fizyFdeZUtz94ynSOmhbIVzaGTBxqbZ9fE4YghYvDCjIcqTKThDCZ\niG9AF3zywM3hQxKEKoxGHIOhQDxAork+JuIWZ4wa3QzjYFmgBneKDSgPR8Cqe4szLeZX0g/3ZOLE\nfqJfzMHmCTqLeF+pvVz1pugyuG7VJbWtms/p5fqLoVOowANUJWmq87zhArC+IuUs33W3wQ+ftAbE\n+RhkiwxsTSdfNclSF9bu4+pbpmTPsuc/y7ffWaWV8txhUEMGniLP+lcWRbTshyYfLOOk0Q91XFJ/\nTaYC/agjY6on9dfg3/Kd3D6/PofBB6eM6dekz/EbtMDiWy7ul+mbMydyx/zC8OsrMzOaVoF8ZWPI\nWO7ZAGr1IxcAIK21CuWR7y8q8zncU/CUL7uJukQO8c+8ok2qbLIeknTJnxsSk0FP+LhFrk92Shcn\nkdMy2Piu9Lp4iLJ4X6/4UA+S2sbQMX18t/VrMjBq+/saHFN1qv4a8x18JgGlnCT9Q0Y+P1LKNJd/\n1W0iPnQx/cyeYEnn6tBQr0HkbOjuUR3g68pz6QypEttfZXz/YqParzPZ2O71Wg/1dfyoU160W09R\nffDQGfX+iu1fPFWNqCt+RKXYbd8FalamVmJ+b8tjfgkVIC1jcfO0IoaXSLhO5DTpF4ThMMHmZqrk\nZyvCnIyYjvJX+HJZ5hjM8bgoY3ZBTMxvksf7Hj5R6q306bpLHkafdPjE8wL+cb9JL9vf97lndB0G\nmaCYX3jwEBg+rlyW6/4ccMFlwBMPePDDrQ8Cn41X1GlNq3Tp8b5CvljvgOwLVLt6Pu05A2k6AU4c\nluUk+fxSSodgjzlXedW88oeTMdgyyilpSpYx0eY7p9ck6+OfUcbin4+cmFfs8ztR437HzCer1TIa\nfLK5zPEHk8sPW5tOwYe6KoLrqrYhs55Y6iTVU1HaSVXNqE77d522XYEsVGHZTsX8Bufb5gpkOI9L\nN23+ridT9S+VwvJ1CTZEJdnBzbnUL1Z9C7BjcKAALSKwYedh4hznyXdyBfJPGjMhDyoQthuEsZGE\n+jQ3pMsO8Tzi5cIuYOWEnKiaFNuSG9w0vOQBKERwZ5u0iPQsDp+ZQJvqs6EPY7QAHH7e7GipwgXm\nfAdKW5lDdflSLN9t/B2cKMRxKEb7mDK8VIfUjycwn6oPgXKhE5GRNWY/CtTVSheeIlB32eysiQ6O\nHacchbVBy2EP+hRswQysdJHFxftyKEN+wY0xpIEhUk5JTVbAVJWhfdJYAy8CP0EukASEA0CvsVyK\nHlHfaASsOeJ9c9lbHnpS1+f0TQGFWlkVO5och1AZ4QUx3lfhMYJcps01PgOo9ZrESTqrHnAMvjh0\naD6T4ld/gOxDJeuK/1XMr35b+PQtUn5dfG2TsxGnQ1P+SxmAso2qmF9fIaGvaY3O3Fu2+1KT8e0z\nzL3v0mdVH+pDTd81lgC5krWSWb79Lk9fbQo9yxtaPU2o/CtaC7baLJhiwu/ea7Pidyg2tbTPLzFn\nfIIN+IpXSUIYj/P9fRkhHaORll+lZze0mCZjMnmg1rBWbiwZ9DA+uSbjBhKFKn7j3ORL1lABh8xw\nBJx4McAYp4vz16MQXLbTb+WkuB4tAgef4Xk4WyKPthLv66zDN0BuX8kmIyf9CjwqyGWFAYx2CV91\n0/upfXHdoJNnduS7jIWpCpN39R0fgx2cwLixo8ow8Fvyjdl1y86gv07/AAAgAElEQVTIWcZct8k6\nftQYb0KYveQj1l8s1UZ90+rnkfR25jasCWo74z9HnXauBjVbiGgl5veOsy4QrouHR6rCZ6HH5FZY\njvJQVnk/3uEcF+9LQtirIVaYqIwlRqGz3HsX8j68zD6/yOWr8zy9l2CwbxGbR04aeXT9gs6iwKa4\nX7HyQvf0FY/BADj9zGx/3wA56/7DqOEPmqQjA75nnAs8/aiFF7xO8RoePCVfosiqbQMAeV2J7aX6\nDoM8uHxYeem085GeOJzv9CD6AFlGAlGiHpjzJR7BNy2PuybhxyddSVOyrHIm301+ajIOX7z0Wfit\nMkpemlYxvuqv19ZDPi5ZfKkrE+zDtP1oKgN7H3DK1pTjnWhdNNhQa7Zye10k2xi0Q61ScsaF3Yj5\n1UnZXzdwzkjIsN+71vl0YU0fqZnqJCv7R1J6lSHt8sDJliBGNiP5YWsqFYiZ8lyD7jAPeSDSy24E\nqjbyGfhIL3QoflCBysJu8y4PGshz6PItg8k/wV51aiqrUKfsYMn1QdYYtK+6SWodFckBVROvDxmB\nbzO1bn11AJQPU8cmMAKDfWuC7ZgyNj/qgsfYftRSVcfvuj5E7mttdt1oIN/LWIu26lDX/dshkWaw\n1ZkB97GYTgexhOKTxlWKGxPKPEUcpmn+lz5OIQ5oEpAtxrpMcRbvu6nxaMBKWy2DXiEh5ALDKg1H\nwFqxxZkb4N7y4AGBxwDSxMuiMaVD4NHAHVcmQ56YtpD/ud/kuwQsLeBW5eNsmXxlwavLDpOg9hNt\nElXzchou5iu+Kcsr7fPr3cdiA8HYE4JNn6/vDXyKPdlb9C3ffpcBUFluEK8HVsaH4HKJN7zBj9B6\nju5HHarjA7Ty+sf8blXgW7Oe6tpqGVgGxdvX6rc7NGtqdeWXmAt26GT6ktj9k4QwnqQKX6XQ3BcZ\nwKE6wZ3ngE7fwUE4HfQwXt0o/RfL4oekSkPum8l7VVbhJcp2ejhyyC1ndM9m12OQ0kCphJrlgwPd\nBKDXy7Y5Wz2p1AXTacQLbWWf80207yoDk6Y9UdnqxNUvRB9IS6fhAtK1kz5OGexbTLvEXCvHpvsv\npE599PnIhtqrE9Zgy6u9iiieO3yymjBk1pGxitQFAJZ+YZOpayumulq+NzY6FTVBxlqx2XFAuQN4\ntzS1EvN7ZxHzSwV+EuJ9ico0IgjxvWKaeG2I9030vYL1ld+Kt4z5rQKPhdhcqmJzufje8jzLo0EP\n/d3z2Dy6Yt3XV4wzLvKLPXCdMb8xjuEQ2LsfOPiCH3/VYOhUzO/uvcDiXuB5ZicKSR66PhVUqzws\nPwyyynnej40yOQ8nV52rPkHmE3jorEuRHnwy+7hFkV76AEUGgh2UvHKaki76Vv4QL6PKazZUP1Rb\n3LWqz+Y3Y89kU2Nz+WmSs9i16rLkpWnWnmW8b34+GQuxXhadNp+cYpFkwhQYWHzKqLJ5yoQrbszG\nCsZ018fe1FS1WhA/st13O7TtqTsxv+rcop5J2KCaXEW8UKT3EnEOKECG7fYjCXuoOKA8FTOkOb8A\nFFVadZ5dlPG+Iq5Q9JFWCRVY4fyZCkkhDx5UlKP01XAwRWEUKTKcLph1iWnzu/MtzlyTtdrgnG7R\nFya/alDZZ+m84LUAP0mhWkgGxHFgT9Q/GFWgiAONtQAFYysWWUGg45rL8PHP2T+sxjxtGfJsfSC4\nbl03WEDdTkvGxustVnc8bNpX69SFS2Udwdj3XFx1VgNTt2Ww20XaAd5bglqN+VUxYZnG8TKTPyHf\n3zdNFaykAE3lkPVoMFQGGqSfyitysgwBoEEfE2l/X1lML5xnmpTPFCz0GI2A9XWucox0y4MHhII6\n/CT1cAiwDSGAS9XHIrv8uIVowzIQczwu+z4+O6uPqWMyXah9zD6x0HABWFthdFW/y3fe7QkSHddl\nmrOTOpR42PbPDKc6k1It4GvpQ94+uPb5tfRVNku9OSPI2PwKFasFfIMMMHIhdRGgl0L3aC5kI1Bt\n3+sYES6nSnX6YTNavi2w/QLm1B3qBs3mC2/qPC+ecXihSKMM/G5uphWuUMAW8RZZp7T5nJvgSc3T\nARn1e0hPrjGrxypwIy/XKpmINxRR9kGE9TXFf+IPWVg+Sj6rQV3UxOYa08SGnhtln3zd3Kj8LGW9\nlLl5xLaGnbXkLfsJN5kaJguuv7GTitZJgeEC0mMvybZ9yBtU+AoYwIN0zekI9FuqF4O+GBQATkOS\nw3QLyqQQmZo+WVmnLFOHn70vpignK2hGtVSE3gtNKaKxxnXeEoXee8V8vUPbllqJ+b3rbHGfXyXe\nlwDbPr9iWkKEubkEm2Nmf1/lWtUjxg8XwE2K7RXPlXjfMtY3kWNzibJ4397iEJvHVwUdqm5IwFK9\nlvRWBTcD0zrH/AKwuAs4dDBcFo6YXxEwE6GIY5aPRJjEffXofmD/mUCvDxx6XudTdReTCpcPNQ0G\neV9dqOoJjD5NNxQ/IJ9rfAJ/rw8680Kkzz+uy5Q/iqwG5MsThkfIkyZmLp2RkeSZa1OayRap1wZZ\nm406MiFyRl6PPJHKmF/m0MZqT511/Ggqkwm2Z6uWXN1yxVRH0d2w2oqqrjXH69NW8HGHolNy+gXO\nmN/2wx6kKwVPiLwEqFudJb085EGSZ8IYBBOFHlkfKjCnOCabZByrTGenc31MNvWQB4tLgjEIY58K\nqFRB0o8QGo2qVd9QPXLDWfhM+hQg49JlrAMA8/knjQs+dqVUvCZIdWt0zeGYpovLYxXzvnEGyr5n\nAWUEYLiQb3FmddaTbH666qOGfiAMUHoZm9IEF+xnW+R7Qwr8dcYM0z3jkgn2DzX9ayAXe/Wz08C3\ntoMWlV24D2xUt1/s0KlCrYBf7tar0khLkxZshLSEgHQipJPCoOBHGyiuzplP0WqCBmWELOShiPc1\n8stgl3HePD7ZBncOwJpWU4dD88tuFhu3PHhAwYceE2lZFsugqxTf6JcEbpPspb3VkypjdZCiVOt4\nIh+jxiqrXGj+qXIRBl91FRaQtzizmFi+8245gfPL1fnZsjQpl6PfxKJWVzinQ3LcoeVmMd3z1oFQ\nvQGVeyhUTpTRDpd/xgHA7WctYvp4k4PRn+3z6/I/xN+IDvq2SXB7hVDTMsWqW56Wb7ujmYId6jy1\n+4U3w5iadddi4CQhTTyp4n2Lr8zqOhx9XtBfXouOCWkk5pOaIYj1E6SbkwyZg+Hn7BbJrNM1Bxkb\nf68HUAJsbtp1ek1CjE0VyNcZgGymi8z5xewlrzTV2ovXVfhhmgQsOtwznMF5rn/5kihr0AkChvPA\nsYMWfkuap3lr+3E3cLgBP1t1yKvcdQ2mDWRDSBx8TH0q1A+uj9SQaSIXS6Z2E0Tua4XOqCKRHWzU\nZ2JSS7ZnWcQd2jLUSszv5865ULgG2Ljf/DcRr/Mw0YQISUIYDKp434yP28tX11ns61ukIRHibqU9\nf0sHrXG+IABJ9lW3ZH4O4xNZOAHl6SDDXr9FurDnb+7gdPf3XdyVf9zisB8/Cv9a2L+3tAM7Lwg4\n49zsRbejLzlsCPpg8AFiPsx87DX0/DyNVH3SQ53JvpjHyIp5c/OgPWcgPfiUwIfqt2g7Ja3SBclf\nPd+QJ52SnE4qj00vdCI1kez5Nn7Vl6gyBv+c/I48Ua8t5he++/x62GJZHHJ1ZMKURVA7JX+mrmpK\n9RFPgUP9lPU3pq77t0MxKTn9/I7s8yuQABXKM1LTRcyQpyYJYTJJpTQ/gxYAIOaVE6DAY5j/S4A4\n6MshD45JnOR/Kh9i35cqKByNgLU1xj+TuOAXexgzZHBntqAcgFQJJvGFXcBzTzL5gm1Jn5KmdTKD\nQQcWY3psVWYNCLIKdGL90vOyLc4sIQ9edc+kuQBqmR7SWX3K3bTzNwGxXSJPcFxX3phtA+w1bdWR\niQEYazdzw/4xDbDbSHdUBYzK7XI/7dCpTK3G/HKYooK/2a+IuUTGJCH5ZWcJ3xkApIpvGLzDf7KY\nS1PPs5Vf68tuLBAqzlWfFcDa5FBJjPe18THFWH7gCSVXAZJGoKQAXMlH6AenX6TBAKAE2FiDDNaY\nCZAFr4oxtZ1DBnS13bhzV3/0ATIcmCvjfUVbvC4t5tfXPH+j1NBjY7J1nhpUVxVXx0DLE7yh/Yq4\nQ9sDpfVBVbzXTQfjShMZ42FS57Ll6Uft9rf5Fu5GkeiO+fXxTdYZwTnPtnIcUahppQeWO5B2Yn63\nP7W+8gsQ2z3l+4qktOJ+LUI9Oaxb3dOuji8IC46Qel5kkixaUi93ZJwqjxCk80IeNOTFaEOBYtFg\nDhhPgMlEH7iUa7sLllzTeBNSJrW+VJoXPmxR8LD6i3ZTBkK1zq2OqPLitae/wROcLS0va9LPtnkr\nHgBCiNPJ5VnVRu6kxvaLqdDRb7tORFW0g5puFqpnpw7VkmujH3kIRW//2Apj11MXOnwXfNihHUI7\nMb935zG/BOTxtxlIJQK/P28i79ubJIR+P8nCHjh+Msf+Qon3JXHv3SIe1xADLJ9DSk9GAySDPsYr\n65U+SSa7JiGWl8R44GnG+IrH7j3ZC2/Hjtr5IJRPO1yxv0I+xHQwaY5D5S0mqXMuAk4cA04eNehL\n+HQYfCknP/HXZN+hS6w/9WmKwNhT9BX8nH9i2sIe0NwI6ZEXqvTSVvVb/kvSjVic6Ncln+Aj1LSa\n6ao+8VoUkxmUJJN+VZdLlpMJkbPwu2R89RUxv+k4e2CV9vk1m7b6ZRWpIdNELib4qaXK1vdac8Kh\nMrZO9Z6ZFXXCiR06BagzMb+me1mcqosblJj7NAt5CAXpVOEH4bq0SOogSLKjIlYg4STnSQZCyIOi\nn702nWtuq+DLg2xgcjSfgcYQHZKjJh+Iz9eACeMTuIOTL64JGO0CDj4r6GN84NyVAI6tLAb7Nl2S\nmHgR2PBinUj9Uuan4QLS1eNWf3kLZM115wWwe6kJ2DFBvQc44BvJVLeIuQ+JXQK2iHcAoJr0NgGu\nEd2IqrdU1UaH87PxBw/8KT509y/hwPGncc7CmfjI234JN5x3zVRsbTmK/pDRYZryIudWpFY/ciHC\nXQ27kJhbsRPZwa9jMVPiM/kjnaorjqK8AH5o0Mu2OJPyhLf9xQJS8SkOg2M2sOu1WmogoixWdn09\n7EYXVm6XH3yCwaoOXTacKeYrdWoUHM0Dm+vAmHnY4OwYATB0cElKusZvLgbTY+1+2HQbQZ0AXOfm\ns63eOB9Ifw3UHPPr2xdIaZ/i1KeC6kwsLhnvhrHw2DqHD7UwYeYmsrhDktIMNw9zf9atfw+5WqqJ\nddvPn7rlMajU9DfUx9S7vEdzDAqvi0898Rn8+J3/Af/pbb+EY//iAXzmn3wcl+25qIa9bUIBC0vb\nLuY3dEHtFKCWYn6rCqdikGDGbfGimsyzkIJqa1dhstfakZQrGSBRdVL5IgEgWRULWAmgfpKtKE3S\nfH9fFTgVPkLWLQKtNjri3BDY2JCDpRuRVJmWfKHetBVfg5h0regp4n1NKrj0uhO0a8DXmlqsDxM4\nE/t7ALgQf4fzwOZa9pUXpR11jb72alSSVV3E/qzVZzSlW4BIv+T+gucY/2rZq6WCGlTtNEBtIHNj\nF6bYrxrcUx/83P+Dn7rmR3DNOa8DAJy7eDYa+Rq1mFvlXtyGtB0AcISV7JmGPZRwVFwVgHxbFMBX\nBJTOhUcRf0FfEeP8sIc8yIaTQQ+TjbEy5itgvNZKYmQajfSvugWC4KWXXQQjIJSSPUEdG/bgoIXd\nwKEXKn5TCIWaZqx3BbCygNqgxyJSyXGMHv2B8zE/l77qVqSpIFmhpWvfZFLegAwOx+zXrC6XgW0w\noCu0dMP1WexvKvZXjmwPaxEAcURWTbAzoDlu/1m68bqo+uyk+z6ejPGF57+Cd17yPK786A1YG6/h\nXZe9Az9//b/DqD+qaWL73WMA2Htk6cbrZ+DIFGi7hjtUwLA2tRz2UBG3GMgB1V4vC3nwBb3Faq4J\nVmkWVMBqCnkQfRz0kW4qnzQWB4dSXAVjDFCrsyLrGwYxZMAvVyibTh/QEey/qpbtDBklSbaCvaZ+\n0tikS7w2AVtLAovtZCO6Shs6Njlg6RelmKBnuJCHPLgKZETTgWkBbKaJsdFcadNXR3GDcneCyHJw\n7DXuS8lOAHsdUv76F2YwJvCNqA9oUO+1jMHk+3MnX8DGZAP/9YE/we+89Rdwz/f8Db74wlfxs3f/\nSj0zW+pe8aRTIQxgO5exYblmAH65cAV5/i8GxqzdXC+7kbl9BX3yX7TzHRdEPlWuBCN6XhbvO64g\ntoQ3dL3a2MH6qoBXH3BrIqJsS6xekoU92PgcOqWYX12BfCq1n8l3z3ov6nV+F7BafNSB00UWXbDw\nKGnOJyuLLnZyMHVyc7YxszfIZDfX/eagnGf5zs/527CmW9JM/SKkfM6sBoNcJ8Z9mxOWe4+N+XWZ\nagn0FiJ17LTln1VdZH1KuaYbM+r2fT5f3b3x3DdhbbyG0+dPw4+89n/BXz7+94GmYtdTR8jRB7dl\nzO8OSdTqPr/yuEx5mgEM5/9mq9s8T6FTlFDtCKmq8vLGtuNSWY76vWzf3BTZo4MIfERfDEq9+mCM\njjoaVl91a7LKLIFRHz0B6MyZRdlX3aT9fTleASwb+RSwzPrh0KPyqYxqp2OBdY22HS2YV769SPXT\nkheix0tHHcBvHBAMeb6A3ZPq9G3bfVUbJAYoaDRmtAR6a8lGnrSjg4C65Wpgy4P2j/bhrPnTcXxz\nBeN0gpMb6ouyLlPbFSz5jO87tGWoQfhD45VfIvo9InqOiL5i5tHvJT1Nh6lJoparAMw2nSryEDEI\nVX1fYiPlWuERnupJiPdVbbvOW73phvknjTlyhU0IK6tZzK+BSgxoAIMmGVHYhFuKdO3jFiZ9kkOB\nfhh8szzEVNeewM+SZE0HmHhfH3uEpWuvUZJd/vh2VtuEX2dycdiqe99Y1RoyowPfwP4h0NINatxo\n0Se5e7UuCW3pe6j++AppbgYZsxTBczzzrqem5VLbLkRfw7rI6fDaEbz9optwxzOfx4HjT+PBw4/i\nl7/023jnpW+PWE9tUaz68x9L9HtvG1Dn2jUS1SxXjJXfjwD4NQAfNbPIzplWerODypQkIUwmqSSX\nyZIgZdNJzNghDyTcma0cNOhhsrqhJlfyoh1SecQ8z4EmdKAq0oYj4PixZoOaNG6oepgJIGRu0S6Y\ngWowRPXnfs8JQap/hkfqP5w/jB7b4FnoK4uh9AM1XdTp1eUIGIyA9ec8mOHWKfVVvz4flG9iJxcD\n/NvGRXUGw7ogtRbwrXEfpgR+n1+XbK0KrCETIkbs6RQMBaiMrdPVz6dr6+uHHsH7XvEenNxcxQdu\n+xAW+vP4nqu+Az/xpvc3NLUdAdRWL1PAuNC19ov1Ql6NcjVe+U3T9FYAh3x4TeDVhGuyeN9K1qyT\ntLQKGzGTqQZYCjnDoCwm96v9fXU+WZ6kdBtgYwBtCFhV+fuDrFONx3ZeaZWcP5YfeMLgM5/swqZm\n/xn+hUV51ZfVydSTkUdpVA6QOX02Fc7QYcxPQD7Gsr19N1ZrDRLLd34uYFAIBLksi+kmranXx/co\nAL6GLDlsRwC+tfeKbXMFL+heVxiD3QsZVHzUxa4nYdzkYkajum+u+MePPokUKW6+8Fr8wo0/jU99\nxx/i2R/8Mn75pg9hrjdXw1SL/alVMjfI8m23t+tKI9rC7TLDPjXbL7xpYJiX43j4uYdKXhnXVp8c\nFvEOvwmauTHED1vIymA4NwwY027v4bDa5cE1cInA02dwVtvCJeODFU3887urzxk7ZQMKwIFehwh/\nbbBHtl+l3zh8oOGiZ8iDiyz9VUtzNShzHor1jG3omW+iqKu+NjA/XeAry6gdKYJam6Ja+gKFQu9B\nb72xB9dI+qZVXoXGkzGeOfEcLtx9HhJK0CNmfWtLg9it7Ps0iRC0AtwlIprJlmytgN+fOvgizutn\npnYnCV4+nMObF+YBAJ9bWQER5deEz55cQULAdbsXMZmkuOvESRAB1+5aBADceXwFRMD1e7LrO46d\nAEC4cd8iiIDbjpwAUX4N4LYjxwEi3Lh/NwDCrYeOAwlw42l7AAC3Hso+/XvTGXuz6xePAgTcdNY+\nAMBnXjwCIsJNZ+1DMtfH8oEXkK6PcdO5+wEQPvPsISAh3HzuaRn/s4cAAm4+73SAgFuePgiAcPMF\nZ4AA3PLUiwARbr7wTADALQdeyK4vOiu7fuL57Pris7Prx5/Lri85ByDCLY89m11fem6W/+gz2fVl\n52XXjzwN7N2X6SPCLQ8/leVfcYF8feWFGf+DB7LrfD/f5Qey66WrLkaxWrr8wBNYevklABGW7388\ny3/FpVne/Y8BICxdfSkAYPm+R7L8qy/Pru/Nr195Rcb/tYey61ddmeV/9cHs+tUvy66/8gBACZa+\n4SpgtIDlT38aSFMsveblmfyXv57Ze+3LM/4v3ZfJv/bq7PqL9+bXr8z4v3gvAGDp9a/K8u/5GkDA\n0uvy63/4asb/hlfn11/J9L/hG7LyfuEref5rsvzPfwlEhKU3vja//mLG/6bXZvx3fzHjf1O2sfzy\n3fdk+dfk15/7hyz/mtdX1wCW3vKG7PqzX8j4i+vP3YP02EtYuia3d9fnc/435dd3Z/z5nr7FV92W\nrr0GS9ddU+74sHTtm+X86/LrOz6bybPXlF8DS9e9Jc+/S76+Pb++4Vr5+vq3ZPVx+535dZF/p8DP\n5OerncU+qcUKWhGDV//6+vz69lz/Ddn1rbdn7ZHv67l8K5MPyPkk5t8m82v6i/wbeX7uOk2xdP21\nWLrhOix/5jYAad5+qVxfBHP91rmupe+uQP6i/Yv2EftDg+up9ZdI+m6MrM9w/buf+K8Yp2O85duz\n8eOzd92DF06+iDe/Kx9vtPqfrj9xr6m6v9T7eedaqZ8utFfgdZrWli/OH3viAHyJ7NuIeSohugTA\nn6dp+momL73ngovL6ySptiYrdnogIiQJQKiuB4Ms5KH6OFnOI8jI6UxekhmiwmBSnRMh+zpbcZ1A\n46nOM97+vkVMTq4hnaSV3iTLJ00W1bmaZzuqwrgPgE8/7wLg+ecApJ56lHoKOeCZpuWB4RXKPr8I\nnH4O8Mxjdt0QdKn5YHjE1Xi1Ho2yaj1x/GBsMTZDfOrNgc44H+nzjyv6st/qi4XKr5ruyjOuhhfp\nJGRx8sy1Kc228s76q8jabNSRCZGz8lvSXfpEStPsK37pBJgov2UMmJ8qb7L6bRRq0ZZVYeT6iOxf\n9PKa6cTGSXzlxfvwytOvwu65XQCy/X4fO3IAbz73DfH7TWu0ZR2fAW3R1V8g6upvctp5SFPus5gC\nTzRrFlLxmpQHZV7OjyQhlO+6kWE7NEmnbXIH1Dm9AgzFKVkwQAbMKEmQjidVtsis6hcBg+a7UCEc\noPUlDggPh8DmZjZZeuvhfMxo+euPG5hFQOSvT65gBRSK5NrlgVdqybYBHgGMqiq5NLbsljTxWtJr\n6aMAs8UZ45Slnqt9fusCFUtek4GqlqgvuN4+pMWN2u4r6b4MPero40Qs41qd8c3H9yCVdevCppIv\n5/Ltd0bun27fv3bw6+glfeye212m9alfic+MmvTN2Ti+tWJ+RdrCY2LL43mMrc4+BuAOAC8jogNE\n9D6nTHEY+ra6mFNdUploW3ypZBhAQgqzlC4PqCI+KT5sUeYLOEQEz4KLQgHFwTp0wPakoizDEbC+\nJqf7TjxWFq6xxDIZyso2MOO7Kr6wCKye0HVwLognprZmy6BOoGo5GD2qPfZS7UA2p8igU/iksc+K\noo3HWGc22sKDqI28Vn0D5GMTp17rWxEBgvMesciJA3njeqlRJq/xKhKIigLmvY0xh52ePfE8JmmK\n1535Kim9l/RavpUj1/sO1aAtXOctAuDGMb9pmr7HxeODHUQqtjjjxnwWDBdX7MQhIlLGEUFhxaoM\nbgQkcz2k+f6+/JfdBKUGjBjUJ+uuoAyH2RZnZYEUnU678uXSVZegLKurHMaJmxkQba4kvWybs1UR\n+PlUnm/51HYq6lRJd/UdqG0h8pKSrPK5fKVsp4fDzwu2lF+TXJ6/dO01CpuHTV/WWZPXIKn2/6l4\nMjVauvG6LOQByHw3/RUvSrnqtH0Ew9MIg6iRFVnIvE/sFCb3NE3x2LEDOHPhdPR78pTeS3oGqRZv\nhuimpu97EYPfOkX70/8sBrvZbVtWh1r9wpsvCEwSyuNqIYNTTiUB1VfiLJMdkYzDpHwdyJIgBxCS\nQR+b66uKbkFnmaQAJifeCAS3nJyYNpjLPmlcKy6x4CkOMpfBBEqNAJhJ1FbBc2PiJ40leQNwVnWY\n4mu0BL3dtQKH3IesDfFSBdcMn7iCv7mWha+E1LXbKTeLsQ07gB7rutAV/2NQ1GJMqU8ZRVsEuwEs\nNZk91E2/z9330oMgAJfvu0TL65fgdwZ9P5rJbXLf+hDRTHY+iEOErRRz3G7ML+z4t+BLCBC+bZHz\nk8Dkwogkn5XYQQc1JP3DgSHkL84BGKeKPtu5iqZrglwfKnQNR8DGuvvmMdrWW8gc81voYeS0MIjq\nh7Wp+sPF+2oA11w8yU8nGFd8ZfsKUwZVB5/huGZsFJfDBaRrK5Z2En6Zfg2IMb8Wd1iylacLxPgU\nEvaxRWj5tjvkByR24FTv2dBDURUqU8paxrjg8a6m/1F0+qqzlzNuzG/l3+4PX449H76iPAa/egE+\neNcv4Ip9l7Hl6VE/rFzRqWn/nI3vxS4vM6EW//Qfn7aO7+2u/CokdXFhHhexmxZKWv7UrWRhEBZ1\nlufCrgcFuxDyIKXLJ6JzlVJtdbOOy54TiO2Txia93oOMbeIzZJHC4LqpCz3zi8DRgx7+mC+dGWoy\nMRlaSIOhLbU0gY+sxgx1QsBwATjyAqPPVock/xKXV4NmPp5x5ampQ0qaecE8iPRBsUiPaqamvlms\n5Aap67g+uzEt5dgPPVKe3/3sPVj679+Jt110E06fP43VkC9najEAACAASURBVOT7/KZpCvVjUFOl\nLXFv7dB0iLAVVoBnB37VpeCckiTJb1T9/mExVqmH+YUgoP7qaJo5z7aTSgZ9TDbHUrrMn287ZdLD\n+c2Ww3CYeFUaDYHDh12WdMcszi1ddbGdQVQkrfgK+iU2A19B/bksb3Md2R8mHLo825EF31xfKPkV\nJle/YflUH4Rk24purw8kfWBjTeCzAGgDFXv7Gu2wfnra4OrImG8x78PvJK8nkq1DREBK2d6dqRjz\nWzLEtVVPMHIVdx2khukzxvxGtPXxhz+JvXN7cOmeC3Fk7Sj2DvdoPG/7+Hfjrme/gLlkAAC4YNd5\nuPe9tzbwzUHbBPQW+zLPjLZ0+MPWoPbBr4Z5qsmdAPQSwngyKRmLfzOMKQNmW0gqCn5tFa7EqzKP\nBbzSoId0dUOSK/f/lfgrn60UK/xBlO/1MtC0uVFLt4oj81Q1gcljeKQKdqkg2XgZ8iA2rrWVGX9s\nbKrfJtDr8J21Fw5QJb6irMMFYN2xy4MJZDv1u/SY2i2kj1oa3MvvunmxKBDM++QH2U4VsCvm+aqJ\n/TARzhLI6Kkupr6Q+mzZnoPWx+v4y0f/Ft940c140zmvY4EvACQgfOB1/xIfvPZH0U+mNN1vE8Db\nOdrSAJgdwDpFrcT8FkRU7pPAHgWgTVOS0kSMIYFhSbcASEVgmithF6o48KqEPKCfZHNR8bUNdQIn\nWTcV9gW1VDk4vYFiODSHPFjssnBRCNdYfuBxprGIEWIU6w1n5ycAC7b9fUWgLNox2NVW6B3nuiLF\nOZOMAdRxfC5TQLXFmao7JOQBhphfWyP4gl31ZvKRs/UZ44q8ww8j2dogMk3xnpb3GvUA343HGNdN\n6uOKNqo3oyjlkhQi2LcaZrM9miPXhUC3PfU5fPWlr+PH3vSvsW+418xIwAQpxpOxmSeUordJ92im\nMb8iben67bbvraz86rFGzGRH2YtuaWrGTaTwayEOimbZLGkMGl5RhIuQh1QKeUAFvVUFir0qO2Sg\nrTmgDEeAuBuFSbd4qTOwqTqPwi41kK2CVT7mGC0CB58z6BGvPScVj5V9FmypZZF0mWQN+qT+JZaL\ncYIADOeBoy8yim1Ga/B4hyb4gknffmvTZ2yYepSi2QTC9YMyL/Lgzq70FH0uNbgRCxA2VefblyLo\nq6Uu9kRcU1+kuvjo/X+IN5z1Grzi9Kuc0r/+5Y/gt7/6/+Hlp12Bn73ux3HzBU1CMgJpq4K3GMA+\n1qrtLOqw1S3XZrNCPNMX3opV02Ilt4j3LfBCdgjIQcEefLWKgFgBpSQCUsOvck6DHibrm5XeIj/v\nkBW24sIdLDcQF/qgLiGHPF0PR8CJ426+XB8PfHWqYn5dQFMAmOqKK6kXxKsczgPjDWCyqdh02LbF\n/qo+cgBWLYYm46OHlHJayAQsQcBgBIzVL/SZ9HGdt6Kla6/R9Zt8EEGe1VwoOOXqz6SvDqnyZM8O\n0dc28FVo6cYb8s8aM77V0atOaF5/SeAmpgA/uHsnBtn+JNxo5TsOLd3AxIz6jg8OOr5+Ap8+cDt+\n+i0fcPJ+6Np/i4cPP4p3Xvp2fOKxv8O3/9n34p5//ne4bO8ljXzQaKuCXANFifndymELrfpOmAUA\nbjXsQSTur6BJQtnLbhmHwFzxF0C5jEAQwCeLkcQQBlGZ6VfkJ4D6PWA8LidCebHOPPEaMVbdJ0oT\nWCYC+v3sdzz20k2a7wxYJbIUQtXG8Gh/ynaAV6Jsl4ci5IGtWgvAlSYWpY5Z00r5OEDKTVbWydwF\nUi18hcnRovBJY+EmMZnh/PYiH+AjOhagz8pr0+eqyxr3Td0x1Vo90we+jYEYN854PVCr9zMxh68P\nnHxDksZow3gYpjCeby4zkez84QN/ghdXX8I/veo7nLxnzZ+B3XO70Ev6eO/V78b1516DTz76d419\nKGkbhz5Eoa1cN1vZdw+aAfjlP01c3EPqNmcaSC7HjwoV6NCCZJzEACH7okcmTP1e9oWlwifRbumX\nYKsEjTa9U6DhCFgTP8BhngjkuhQqWBqXK67lBx6zjNeO8miTr+aAnDC/C1g5CbGOeXMMwDX6x+jS\nzrlJibs22DN1aFGN6UFJ6ssAiv19dYUGv1iHACgxvzaw48KcbKYPKDbcC0w/87PvIks7bBUS+kMZ\nd6j2Eat8XTASGQB6PTgH6ovaltMFvFK8dsS6SNMUn3j0U/j2y74Ji4NFK+/K5goePvIY5vvzWB0H\nbIHpS1vt3gqgzsT8njLUfl9qB/wKWIWUia/CaZQDXzKPc5b6IRF4KiC1PDHolNhFnDzoYbI54YWc\n16KigIG7ziA/suzvq6yKmBfCNATMZ0sJDI9PIjeZE2VhD6vCqifXZpo6MudpYJnzjxHgwFmZ5QO4\nLQ5JGFbhLXbs2LDEbtv88O42MQYa15Kq5QaO/ReuWljP/yGiOTXV49t3OwJ6Ow1Spwt6ZVOx6wI4\ncOwp/Js3/jA+9i2/5eR94thT+NKLX8PK5gqOrB3F79//x7j16bvwjkve2tCL+OXa1rSV66pV39ut\np3ZeeDMkkgAAypAHE0AVcK0E04SxjFRr2oqvAm5Mv8XloIfJqhLvq/JxQKn0y2OQMP3JzvfPeETZ\nTg9Hj9Szp67+Fjx5wtJVlwJijZchIlAOMV+pB63CFHsAMFoA1lcATHR+GwDmO4Gp8LwOo69uEZsJ\nPoFRWPwOFwBx1bfwx+SS5K/unXmfX44spTNlWfBtdDIODLF05fpqyxoFAvkrWrrx+vxPYdKfngJM\nRWqM6BNgoD4ne0fAhVBPSzfeMBUTz5x4DvuH+7x4Tx/tx3+574/wxLEnMUj6eMVpL8OffNt/xhX7\nLg2wyNRtR6p7mhR9n1/1z9pbiVr1ndBW/G+7L7zlIIuLDEgSwmSiAh+et8p0AWtFgQbSzMqJAOr3\nkG6u5WETNgSmGHYNDqHxaUbASsBgAIwnWXhG41g4gY8rssBmTTAu21sGUvGTxhqrCVSr5x4DtQDs\nzYCZNJ2k5ltJ0WsNgajOtS3ONNdrANTOUGQHffqzLRylFYppi5kUiqQQ0CvKiL8a3xTay+ePBapv\nVmaLjlA7TpkcAHC/Mcli5+T6CaRIcdnei71kzlg4A7/39l/GpXsvwlkLZ/qXx1QXjYpaq9JbkmmJ\nTHUeW2YaxNmdmk/ttFlLYQ8VeJGhBFV4Uak/J14j8bQCF9VqsgJgdDwDadWQSNYz6CHdnMj8Klg2\nArJKZz0QGkBqvK+NWD8UIFgxAyAsf/1xATBqCg3pkNOdWJFk8GuS8wXANj7WT+FQOomthA5n7dcS\nIM7tDovVb103KddV3zW7w+/za/OxIUVWF518B5Tmhprpy0WXb72DVyuqJ47BwK/KaENA5DFK1cf5\n4/JNVgitjGp2kJ3CN8tYLflv+GVIixl16fewc/+hh5FQD4PiK5gOmTQHJvtG+8LKY6s3jVyV7dXx\nWpTxo6nF/HJ1Xqc/TBNT2Hy3+RbVj7D2qkPthj0o/ZQoO81CHgR+U5kVOYmNBTzFl+FEYdkpEs5F\nPdmq79i//kk5b6k/aluchQBusSJJkOWcF+vQp4ASP8cu6El6QH+QgXiVTzXlDWw9GsCnCKJN09iq\nSogdngO5nAODYbZbR7EZvWDDWRKpTlzcU+qYpnIZbTbwg+3PTcoVU9806pfgsRRqcCOyP9En2kj6\nplXeuhQZDKRpivXJOi4P2KLs2Ho2L8z15iJ50ZG6bUTFvbTNaFYrwlP3Y3rt1eoLb2pSeU6EySQF\nUbETBAl5wqGrKZWRcCIvagrggwMgzDmBQOrHLcp8DuBIhRGMxZ54oIPauTlgY9092FrBsOJrWW+E\npZdfEstxpW4Eml/MXnQT24tTUZ4byqq1JVnyTLJU/Rtt8lKMq2AaAIbiFmcVLzune7qV7fPr6dM0\nKFr1RVBkBMwxyx5RFzWIOyz7fkx/4oK56dR9B8BZXk+xY0afPvEsAODMhTO8ZQ6tHY5kvSN1G43c\nZYke89sGtbUC3DpNp1ytb3VWBhcIaDZJeHRvjXEsedTzClgQy1T8Iw/m6uIZ9ROkmxMD2Nb1kaKv\nzKvz5wnj6q0iPzcENjfqPWlZfRIfGATAGjoG+uKN+V3ACrN67dQn+GV1IsbNwz0wcJd63yrT+c6U\n/T+cR7pujvet0kx2HWneFNBHa5uI7vTWJdufucrxw8bH6YsMKrsMetv8s6+VpuvHk8eexu7BriCZ\nF1degnt3Ghd1oW6nQdu1XB2gTtyPbmoV/HILfwTSV8q1ccRemXquCk6Bcu/fIq08F4wVuGXQq1Z9\nhWVnEVtrhh3YqEo3ANs68Tu2Lc5CqGwXfWJavv8xHthZ/Rf0mOY6kW1hEVg9wfAwHUbVoSoztonq\nmwU4c2EERePb+iULzg3uSw9QCdAfAutrjC0byLZTFfNr8dPa32wdfArkUzZf4LxFBmCdKr+D4g6n\ntTIbTeU2Br1MPcWMGV3dXEWKFFfuvyxIbnOyif0jv50hdkimLbvPbyfuiWlQ/HK1E/PLzU35Ucb7\nFgDTOt4WewAzewFr59yET/I4pYGA7ChDHjTwJLIrAE+zNUUqCj8cAseO+gHq3F9b3ZY/3DwVMnex\noJQDx5TFuoKyFWwWxCi6nGERDsBs5LfxmcAwI2rth0znJgBz8/nevoa4Tu/+ZOjc3oDZ01D0AdZy\n03dtMI/1hr9Rh+lzwk3t1pC1irTYLp3pA03uzfr0wKGHkSCpFbt7Wm3w25U6nybl99V2I201cUY+\nAJ2O/21pqzPSr3LMkSTAJP+kMUm8+s2nj4HVC22qlKiLpESSBVRTBCSDHsYn16Q0Eg2J+kjeJSLu\nYokJxOZ5/QGwvu4/ORCQovxAtHLw/EuvuKS60ECs3ZYZ0Ah56hZnXijbE+ByYDkESBqvRQDsURe2\nzgbkW5ytMDzKbyAIYGN+RUDus+qrAXiOtWGPJ+NFTX0dn7id9Z4N8NU+v3J6PFt1yKKvlqnI/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uho+EYkinPO4wlTONUjUMNWOIQ1uhHWvQ0o03evM+d+IFnDF/BprW+UurhxH2UNMMPHSOXH1J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xcDDz+MY45ZCgDYsWkU5c3PYNshc8DPc06Lj8vwpelzChtTnLTDniZWKjsTdhnO+TX588Fi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\naRvUZT7n1xCrdT8t+HuRSu9tKY9fquywTGEnY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uhnsPdyfgEPpAg8IpBsyAvYdQ03Nmgd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bRX0pmapu9NWvwLz3MqqoLwfEfMDg6SOBhCcQyGrAGiNDAgMBpHE+BcCK06ez9fH7a8jQ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\n3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"text": [ "" ] } ], "prompt_number": 43 }, { "cell_type": "code", "collapsed": false, "input": [ "from sklearn.datasets import load_digits\n", "from sklearn.utils import shuffle\n", "from sklearn.preprocessing import MinMaxScaler\n", "from sklearn.preprocessing import LabelBinarizer\n", "\n", "digits = load_digits()\n", "X, y = shuffle(digits.data, digits.target, random_state=0)\n", "X = MinMaxScaler().fit_transform(X)\n", "Y = LabelBinarizer(neg_label=-1, pos_label=1).fit_transform(y)\n", "\n", "\n", "class NN(object):\n", " \n", " def __init__(self, n_nodes=(64, 100, 100, 100, 10), batch_size=100, seed=1):\n", " rng = np.random.RandomState(seed)\n", " self.weights = []\n", " self.intercepts = []\n", " self.activations = []\n", " for i in range(len(n_nodes) - 1):\n", " self.weights.append(rng.randn(n_nodes[i], n_nodes[i + 1]))\n", " self.intercepts.append(rng.randn(n_nodes[i + 1]) + 0.01)\n", " self.activations.append(np.empty(shape=(batch_size, n_nodes[i + 1]), dtype=np.float64))\n", " \n", " def forward(self, data):\n", " for i, activation in enumerate(self.activations):\n", " data = np.dot(data, self.weights[i])\n", " data += self.intercepts[i]\n", " np.clip(data, 0, np.finfo(data.dtype).max, out=data) # inplace relu\n", " activation[:] = data\n", " return data\n", " \n", " def loss(self, data, target):\n", " \"\"\"OvA squared hinge loss\"\"\"\n", " predicted = self.forward(data)\n", " # target is expected to be binarized in range {-1, 1}\n", " return np.clip(1 - predicted * target, 0, np.finfo(data.dtype).max) ** 2\n", " \n", "nn = NN(batch_size=3)\n", "nn.forward(X[:3])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 38, "text": [ "array([[ 0. , 627.64539123, 0. , 892.07000028,\n", " 0. , 0. , 797.73018565, 0. ,\n", " 1719.56396912, 0. ],\n", " [ 0. , 855.95058061, 0. , 324.41462942,\n", " 0. , 0. , 563.53507541, 0. ,\n", " 529.90421564, 0. ],\n", " [ 0. , 862.76249815, 0. , 1243.34652193,\n", " 0. , 0. , 1127.12543415, 0. ,\n", " 1921.21407034, 0. ]])" ] } ], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "nn.loss(X[:3], Y[:3])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 39, "text": [ "array([[ 1.00000000e+00, 3.95195028e+05, 1.00000000e+00,\n", " 7.97574025e+05, 1.00000000e+00, 1.00000000e+00,\n", " 6.37969909e+05, 1.00000000e+00, 2.96034037e+06,\n", " 1.00000000e+00],\n", " [ 1.00000000e+00, 7.34364298e+05, 1.00000000e+00,\n", " 1.05894681e+05, 1.00000000e+00, 1.00000000e+00,\n", " 3.18699851e+05, 1.00000000e+00, 0.00000000e+00,\n", " 1.00000000e+00],\n", " [ 1.00000000e+00, 7.46085653e+05, 1.00000000e+00,\n", " 1.54839827e+06, 1.00000000e+00, 1.00000000e+00,\n", " 1.27266700e+06, 1.00000000e+00, 3.69490693e+06,\n", " 1.00000000e+00]])" ] } ], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [ "def loss(nn, data, target, w_x, w_y, x_idx=(1, 0, 0), y_idx=(3, 1, 1)):\n", " results = []\n", " for w_x_i, w_y_i in zip(w_x.ravel(), w_y.ravel()):\n", " nn.weights[x_idx[0]][x_idx[1:2]] = w_x_i\n", " nn.weights[y_idx[0]][y_idx[1:2]] = w_y_i\n", " results.append(nn.loss(data, target).sum())\n", " return np.array(results).reshape(w_x.shape)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 40 }, { "cell_type": "code", "collapsed": false, "input": [ "from sklearn.cross_validation import train_test_split\n", "\n", "batch_size = 50\n", "nn = NN(batch_size=batch_size)\n", "\n", "radius = 50\n", "resolution = 20\n", "w_x_space = np.linspace(-radius, radius, resolution)\n", "w_y_space = np.linspace(-radius, radius, resolution)\n", "\n", "w_xx, w_yy = np.meshgrid(w_x_space, w_y_space)\n", "extent = [min(w_x_space), max(w_x_space), min(w_y_space), max(w_y_space)]\n", "\n", "plt.figure(figsize=(16, 4))\n", "n_plots = 8\n", "for i in range(n_plots):\n", " plt.subplot(1, n_plots, i + 1)\n", " X_batch, _, Y_batch, _ = train_test_split(X, Y, train_size=batch_size,\n", " random_state=i)\n", " plt.grid()\n", " objective = loss(nn, X_batch, Y_batch, w_xx, w_yy)\n", " plt.imshow(objective, extent=extent, cmap=plt.cm.Reds, origin='lower')\n", " plt.contour(objective, extent=extent, cmap=plt.cm.Reds)\n", " ax = plt.gca()\n", " ax.xaxis.set_major_formatter(plt.NullFormatter())\n", " ax.yaxis.set_major_formatter(plt.NullFormatter())" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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gqmZQJnO1muvDjWt/XkFp2Tvtk95oQGvGgb7GWmEw8DyQJgmRUiTC/kWZxqZz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+dP3qQkyiXt9RZB0QSdkuHSq8MvNadQivq8fEje+w54dVzHm5K2Im3XmCa+D4oa1XmijZEtcSP8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\nYM1MgTi+GGfR9vGw46DZsGrOYi3FxXgmo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