{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "1b99095f", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "id": "ecdb61f5", "metadata": {}, "outputs": [], "source": [ "def neuron(X, b=2, W=[-0.3,1]):\n", " N = X.shape[1]\n", " net = np.zeros(N)\n", " \n", " # b = 2 # Bias ... ergibt sich aus Aktivierungsschwelle\n", " for n in range(0,N):\n", " for j in range(0,X.shape[0]):\n", " # print(X.shape[0],\"N \", n, \"J \", j)\n", " net[n]+= X[j,n] * W[j]\n", " \n", " # b verwenden ...\n", " return net > b # threshold ...." ] }, { "cell_type": "code", "execution_count": 3, "id": "2d574c72", "metadata": {}, "outputs": [], "source": [ "# 1a)\n", "iris = np.loadtxt(\"../supplement_files/iris.csv\",delimiter=',')\n", "\n", "X=iris[:,:2].T # nur die ersten 2 Merkmale anschauen und in Spaltenvektoren umwandeln\n", "T=iris[:,-1]" ] }, { "cell_type": "code", "execution_count": 4, "id": "d21f1852", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 1b) + c)\n", "from nnwplot import plotTwoFeatures\n", "\n", "classification = neuron(X,3)\n", "plt.figure(figsize=(6, 4), dpi=100)\n", "plt.title(\"Aktivierungsschwelle = 3\")\n", "plotTwoFeatures(X,T,neuron)\n", "\n", "plt.figure(figsize=(6, 4), dpi=100)\n", "plt.title(\"Aktivierungsschwelle = 1.5\")\n", "plotTwoFeatures(X,T,lambda X: neuron(X,1.5))" ] }, { "cell_type": "code", "execution_count": 5, "id": "7d7af336", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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SL0IQFxentKkMwzAMwzSVIKCQf2pqar1ts2fPhpeXFz766CO0b99e0X7MZjNOnjwpRIEjaJ/0YBiGYRjGw5IKvb29z/EToG0+Pj7ib41GI8q9+eab9XwGaMjgxIkT4u/Kyko89thjyMjIwKxZs5rieBiGYRiGcZcPgRwU3s/MzLQ9HzlyJKZPny62VVVVicjA0qVLMXDgQFdXzTAehUoyI6lsN5LKUqA116BIH4G9QaNQoo9o7qYxDMOcg0qSJAnniTWHgAyK6gqCsrIyREdH1ytbWloqIgo6na7R9dA+g4KC8Oy6T+Dt73u+zWUYt9G+8jguT/8vgoz5MIGiZxIom0YFCSnBY7C0/S0wq1yuxxmGYc6hqqwCL4y6A8XFxQgMDIQjLugXyd60QarMXoUBAQEXUhXDtBgiqk7hhpP/hkYyiucamOq93rtoDbxMFfgt9gHKum2mVjIMw9SHPYQZxsWMO/OdEANqmO2+roaEbqVbEVdxiM89wzAeAwsChnEhQTU5SCzf61AMWDFBjf6Ff/O5ZxjGY2BBwDAupF31KZEr4AwNzCLPgGEYxlNgQcAwLsSSOqgUzh9gGMZzYEHAMC7kjHeCIlFAQwYZvp353DMM4zGwIGAYF1KqC8NR/34wO/lq0ZDBzpCJfO4ZhvEYWBAwjItZFXk9atReIgpgDzL+2B08Flk+nfjcMwzjMbAgYBgXU+DVHl8nPIcCL4s5FxkT0cMMlfh3S+gl+Kv9bexBwDCMR8FWaQzTBOR5x+LTxFcQW3kEiWUp0JlrUKwLx/6gEajUskkXwzCeBwsChmkqVCpk+HYRD4ZhGE+HhwwYhmEYhmFBwDAMwzAMCwKGYRiGYVgQMAzDMAzDgoBhGIZhGAEnFTIMwzAMw4KAYRiGYRj2IWCYcwitzkJU1UmxSFG2T0cU6qP4LDEM0+phYyKGqSWqMhUTznyN+IrD9c7JSd8eWB51E/K84/hcMQzTauEcAoYBEFtxGDedfA6xFUfPOR/xFQcxK/VfiKxM5XPFMEyrhQUB0+ZRSSbMyHgXaonWJzTb+ZKYoZUMmJH5HiDRWoUMwzCtDxYETJunU+kuBBgLoRYLEzv6opgRWpONDhUH2vz5YhimdcKCgGnzdCzfK5YldgaVSSjb2+bPF8MwrRMWBEybh4YDmqIswzBMS4IFAdPmKdK1g0pmuODsl8WMIn1kmz9fDMO0TlgQMG2evcGjAAWCwKTSYH/Q8DZ/vhiGaZ2wIGDaPKW6MOwMmSiMiBxBcmFL2CWo0vi3+fPFMEzrhI2JGI9Gb6pEWE0WVJKEfK/2qNb4NUk9f0fdBL25Cr2L14EmH2pqpx9a/94ZMglrI65qkroZhmE8ARYEjEfiZyjEyLxf0atoLXS1iXxGlRb7A4djQ8QVKNZHuLQ+SaXB4pj/w87QSehXsALRVcdExCDTpzN2hk5AjneCS+tjGIbxNFgQMB5HUE2ucA30M5bUMwrSSkb0Kl6P5LKd+CbhWeR7xbi87tM+STgdk+Ty/TIMw3g6nEPAeByXZbwL3wZiwApt8zJV4Mr0t9g1kGEYxoWwIGA8iqjKE4ipOm4bw7cHvRZWc5pdAxmGYVwICwLGo0gu3SkS+ZS4BnYu3e6WNjEMw7QFWBAwHoXeXAnITP87iwS9qcoNLWIYhmkbsCBgPIoybQhUMsMFVkgylOpC3NImhmGYtgALAsajUOoESMmF+4JGNnl7GIZh2gosCBiPokwXij3BY2CWGTYwQ41DAQNR4BXt1rYxDMO0ZlgQMB7HsqhZOOHfx9b5W7GKhHTfzvgj5m60JlSSGb7GYvgYS3k6JcMwLcuYqKqqCtu3b0d4eDi6du3qtHx2djbS09ORmJiIsLCw862WaQOY1HosiHsUyaU7MKBgOdpXHRfWxWe8O2BH6GQcDhwEs6p1eGqRABhYsBT9C/+Gr6lUbCvUtRPHuStkAoxqfXM3kWGYNsJ5/6o+8MAD+Oyzz3D55ZdjwYIFDsuZzWbcfffdmDdvHpKSknD8+HE8+uijeOmll863aqYNIKnUOBI4SDxaK4E1ubjx5IsIMBbWM2EKNuRgwplv0a14E+Z3mIMajU+ztpNhmLbBeQ0Z/PTTTyI6MGHCBKdlP/jgA/zwww/YvXs39u/fj1WrVuG1117DL7/8cj5VM0zrQJJwdfrr8G8gBggaGFFBQvuqVEw9/VmzNZFhmLZFowVBamoqHnzwQXz77bfQ652HMz///HNcffXVtmGFYcOGCSFB2xmmrdKhfD/aVWfIOjKSUOhWshn+hgK3to1hmLZJowSB0WjEzJkz8fTTT6Nbt25Oy5tMJuzduxcDBgyot33w4MHYtWuXw/dVV1ejpKSk3oNhWhPU0StxZCS6lmxt8vYwDMM0ShA89dRTIonwnnvuUVS+tLQUBoPhnCRCel5Q4PiuZ+7cuQgKCrI94uLi+EoxrQofU5ndxZsaIkEtyjIMw3iMIKCcgf/+97+49dZbsX79evEoLCxEfn6++Jvu6hui0+lsMxLqUllZKTvcMGfOHBQXF9seNDuBYVoTlRr/elMqHUGujVSWYRjGY2YZUCc+cOBAvPnmm7ZtBw8ehFqtxpNPPilmGkRFRdV7j5+fn4gGZGZm1ttOz+Pj4x3W5eXlJR4M01o5EDQM/YpWKSp7KHBIk7eHYRhGsSAYNWqUiATUZdq0afD29q437fDUqVPIysrC0KFDxfNJkyZh0aJFQjRY8woWL16Myy67jM8+02Y55dsdZ7ziES6TWEhGTAeChqOM12xgGKYlOhXS7IGpU6fanj/zzDNISUnBXXfdJYQBJSVSbgF5ETBMm0WlwoL4R1GqCz3HplmqfWT5dMJf7W9ttiYyDNO2uCC7tx49epyTC0BDATS10Er37t2xadMmMdTw9ttvIzk5GZs3b0ZMTMyFVM0wjfusFq3HyNyfEWLIEc9p/D7NtzuWR92MAu/m+SyW6MLxReJLGFCwDP0L/oa/qVhsL9RHYXvoZOwOHidcGxmGYdyBSpIkuhnxaGjaIc02eHbdJ/D2923u5jAtjCtPvYHOZTvFXbf1Xrzuh/63mHtxSOEqi02GZIaPqRxmlRrVal8RQWAYhnEFVWUVeGHUHSJJPzAw0GE5XtyIadWMPfO9EAOE6hw3QAszMv+HoBpL5KDZUKlRqQ1AtcaPxQDDMM0CCwKmVUMLB8mFwKyiYGL2N25qEcMwjGfSOpaMYxg7JJXuhE4yKDo3iWUpfA4ZhmnTcISAabWEV9f3v5CLEmhgbPL2MAzDeDIsCJhWS4XWcfKMPYtghmGYtgz/CjKtlv2Bw8Qcf2fTaOj1M94d3NQqhmEYz4QFAdNqMav1SPXrJVvGKhZWtbvOLW1iGIbxVFgQMK2aBXEPo1wTZHP/q4v1+a7gCUjz79kMrWMYhvEceJYB43aiyw9jWtYnCDFki4A+uQZm+HbBr9H3oVIf7PIowf+S38blGe+hU9kusXqglSq1H9ZHXI7tYRehKQgw5KNf4Up0ErMdqlGoi8LukHE4GtAfkkrTJHUyjCdRUJ6DrSdX4EhOCgymGkT4R2Nwwnh0juwLtapx96PVhkrsytiA3enrUVZTAj99APrGjkC/uJHw1rFhnStgp0LGrUzL+B96lmw8+wGsvVO3/vtH1J3YFzqmaSo3G5Fctks4AuZ4xSLbt1PT1AOgV9EaXJz1qfhbXStCSPjQ37So0Q8dnkC51rXih2E8iU0nluGPvV8Joy1JsnwHVCq1+Ds2JAmzhz4OX72ypb0zCo/ji03/QaWh7JzXvHV+mD30H4gPTXb5MbQW2KmQ8TiG5/xsEwN1nQLrOghOy/4Y4ZVpTdMAtRZHAwdhT8jYJhUDFBG4JOtjEY2wigFRfe3ftMLhtWmvQi3xVEemdZKSsQmL9s6DRP/VigHC+ndWUSrmbX4N5jqvOaKwIhefbZyLKkO53derDRX4YtMrIhrBXBicQ8C4jRF5C8W/jlz6rdsvy/wfWiyShNE5P0GCyuFx0nLHkdWn0Ll0h5sbxzBND3Xyyw7+4LRMeuExHMvd53R/G4//BYOpWogLe9B2Go7YcHzJebeZscCCgHELMeWHhPmPkiV7ImqUGQp5Iu2q00Rnr3Yy2ZFiB30LV7qtXQzjLtLyD4u7emdQDsG2k/LfAZPZhO2nVjuNJNDrO06tgcnMUbcLgQUB4xY6lO9XJAZa+hp/wTXOfwitwwchNdlN3h6GcTcFFcpC99SJ55XJfweqDBWoNlYp2l+NqRoVNefmGDDKYUHAuIVqTdvIAjaqdI0oq2/StjBMc6DTKP9c67TyZbUa5d+n8ynP1IcFAeMWdgePtesF0BCpkZ2qp5Hp2xkGBe2nIYNjAf3c0iaGcScdw7ormlJIWTZdIvvKlvHSeiM2OEkmI+fsvqKDEuCj82t0e5mzsCBg3IJJ44NCXTun5ehrvzt4HFpyJGRv8GjR4ctB/gu7Q8a7rV0M4y4CvIPQM3qIU1GgUqkwqIPz7/rwpCkOEwqt0OvDE6c2uq1MfVgQMG7jqw7PiY7S3lfbuq1UE4y/289q0VdldbtrUaCPsisKrMe5POpmFOqj3N42hnEH03rdhCCfMAeiwHK3f0XfOxDoHeJ0X71jhqFPzHDZMr2ih6Jv3Ijzbi9jgY2JGLfiU1OE21P/CT9Tcb0gIHWUp706Yl7C84CmcS5+7SuPo3fRWgQY8mBQe+NYQH8cChgMk/ps6F5jNqBr6VbhEaA3V6FEF4Y9wWNw2icJTYGXqRzjz3yHnsXroa3jN5Cvj8LadtfgUOCQJqmXYTyFsuoS/LnvW+zJ3ASzZLJtjwyIxZTu16JrVH/F+6IExLVHF2H98T/rJQ766PwxImkqxna+rNHOh22JqrIKvDDqDhQXFyMw0PEqsCwIGLcSWZmKq9PfQICxUNj00FfY+m+GTycsiHsUlQqXLaZO9/KMd9CxfB9MUIv5/bS6IcUgyjUB+CXuYWGJHFNxGFemvwU/U6ntdWv5VL8e+DX2QVRrmmbs0dtUjriKg9CaDSjWhSPLp5NwbmOYtiQMaCqiSTIi1DcSMcEdxXDB+WA0G5GadxAVNaXC5bBjeHdo1ezA7wwWBIzHEVKdjVtSn4bOXF3Pwc8KddL5XjGY1/EFGNXy2cfk8nfDyX8juvK43X1Rx29SabEo+m5Mz/oAGslod7CCwvpZPkn4NuFpmFX8w8IwTOuDrYsZj2NE3q8OxQBBd+wR1enoUbzB6b7I5S+28qjDfVHnr5FMmJz9pfjXkVEQvZ/2w66BDMO0dXjQhXELFN7vXrzJYQduhSx/BxQsc7q//gXLRRRADqrLz1TitE7aT38FdTIMw7RmWBAwbiGkJgcanE0scgTdyYfVZDktR5EEZ/bAhJKRStpPu+oMBSUZhmFaLywIGLdgbkQGsKTgY6mkTGNw5hvAMAzT2uFfQcYt5OujUaX2VdQxp/t2cVouza+bSEJ0hvMYgiWZkfbHMAzTlmFBwLgF8gTYFTLe6Z04jffvCJ3sdH87QyaJJEQ5qK48fbRT4UD7of0xDMO0ZVgQMG5jU/ilKNBHOhQFdDd/IHAojvnL+5sT6b5dsTN4vMMIANVRqgsRHgNluhCHooDevyt4nNgfwzBMW4YnXrdAVJIZSWW7EV9+UNxR5+vb40DQcI9YUdDXWIwexRsRZMgVixSd8O+NU77dhRkPmf98k/AvXHT6U9s0P4tRkBkmlQ7bQycL218oyTdQqbC0/S0o1wVjSN5i6KRqIQJojQBKEkz164nF0XeiXBci3A8vyfoYSeV7RH1SbZ0GlR5bwqZhfcTlbBbEeCQGUw32Zm7B6eKT4jMaG5yIHu0H8ap+TJPAToUtjPjyA5ie+T4CjYUwwWLxq4ZJdL7rIq4UHVxzOOGpJBPGnZmPgQVLoYLZlvRHMwtIsPwa+wByveNt5QNrcpFctgt6UyXKdME4EjDovAWNzlyFLiXbEGAogEHtheMBfe2uExBSk42k0t3CC6FUF4rDgYOE1THDeCI7T63Dor3zUG2shFpl+a6TBTCt6HdZn1vRO2ZoczeRaSGwU2ErJLbiMK4/+ZLocB1NuVsXcQXWR1zp3oZJEi7O+hi9i9faneZHrTWo9fiy44so8Ip2b9sYpgWy49Qa/LzrY9ky1w28n0UBowh2KmxtSBKmnP5cVgwQI3N/RaAhz61Ni648hj4OxABB4XmduQbjz3zr1nYxTEukxliFRXu+clru95QvhLc/w7gKTipsIVCnS+Y5zsx4aHy8b+FKuJP+hX87zeQnUdCpLMXtYoVhWhopmZtQY6pyWq7SUIb9Wdvc0iambcCCoIXQvuqE6OydQR0vLfjjTmIqjjqdAkhQOl9k5Um3tIlhWioZhSdsOQNyUJnMIvd+15nWDQuCFoJKkhSZ7DQH1NEzDON++JvHuBIWBC2EbJ+Oirz7KcMg27sj3AktH6zUNTDHu4Nb2sQwLZXooA5iNoEzqEx0UIJb2sS0DVgQtBAyfDqL6XvOVvijpENyBHQnO0MmKnINPOHXG8X6CLe1i2FaIn1ih0On0Tst563zRc/owW5pE9M2YEHQUqg14rF0+Y5Fweaw6SjWt3Nr0zJ8u2B/4DCHOQ4kBowqLVZFznRruximJUId/cU9bnBabnqvmxUJB4ZRCjsVtiDS/Hrgp/jHMD3zA/iaSm3GRFYjILIGJnMit6NS4Y+Y/0O12hd9i1acozjJBKihMVFEVRoG5y+Bt6kCxbpwrI+YgSptYP39SpJIprQkSUo4450gIiVNarwkSYitPILIKkp+VOG0d6IYEmkOsyem7TKk40Tx75/7vxVuhXWNifQab1zaexb6xY1q5lYyaOuC4NChQ/jjjz+Ql5eHzp0745prroG/v7/D8kuXLsWiRYvqbfP19cV//vOf82txG+eEfx+82/k94cwXV3EIasmEfK9o7AsahUptQLO1yyyp4W0qEzECelizHehfrZlshVU2h8IbTr6EIGOu7b30ysDCpTjl0xXfdZgDqLWIqTiCKae/QGT1KVvkgZIXadhkadRspPn3dPkxdCjbh8nZ8xBek1WvzjNe8SI6k+nb2eV1MoycKOgbOwK7Mzciq+ik0KSxwUnCjEivZYdNppmti1977TX88MMPmDRpEgIDA/Hrr78iOzsbmzZtQkxMjN33/Pvf/8Znn32GRx991LbNy8sLd9xxh+JGlpSUICgoCM+u+wTe/s3v18+cy/WpL6JD5SG7p4Y+YNTBfh/3OK7JeBNayWB3cIHKFeoi8Wf72zHz1Ct2TZgswkKFBXGPCotiV5FYuhtXp78hWmGvTtr6fYc5SOdlkhmGaWE0iXXx0aNHkZycbHteXV0thMDjjz8uHo4EAUUUNm/ejPOFBYFnk1yyHVdlvCVbhj5kJmihgdGpm0KV2gd6c5XDWRXUQVdp/PBu5//BrLrwUS+1ZMT9R+6Ft6lcts5SbSjeT35b2eJLDMMwrdm6uK4YICorK2EwGBAWFib7vjNnzmDOnDl4/vnnsWTJksZUybQARucucDohkkSAEjFA+/E2V8pOsaTXfE1l6FqyFa6Ahl9of87qDDLmI6lsj0vqZBiG8TQafatz+vRp3HfffbjlllswZMgQ3HPPPZg1a5bseyiKQHkDdKd//fXX47LLLoPZ7HiaGkUeqGzdB+O5hFVnKfBQhOIySkJWlFAZV3EQriC+4qAtQdNddTIMw7R4QUDj/127dkVSUhICAgKwcuVK5OaeTRBrCImF9evX45lnnsEbb7yBjRs34q+//sK8efMcvmfu3LkiZ8D6iIuLa2wzmTbgl6ZRYN6iBErMVHoMrqqTYRimxQuC0NBQESF4+umnRTJhWVkZnnvuOYflG3bm3bp1w4ABA4RIcAQNL9BYh/WRnp7e2GYybqRS4+8ySaB0P5RwmK93zVLKtB8l9stqWGZ0MAzDtEYuKDtKp9Ohb9++OHLkSKPeR0MCRqNRNgpBiQ91H4znsjNkkqLcAOvDGZTRr6TM3mDXzMPeFzxSUZ1GlR4HAoe5pE6GYZgWLQiWLVtW7zkNFaxatUrc8Vv5888/6804IB+CuqxYsQK7du3ClClTzr/VjEdBhkg0M8BRZ2/dvjtobL3n9srROP3G8Etl66Nym8OnoUIbBFdA+6H9ORMr6yKuQI3GxyV1MgzDeBqNmrP1zTff4IknnkDv3r3FDIPly5eLxELKD7CydetWfPzxxzbjofnz5wuBQJEEMjMiQfDQQw9h5ky2sb0QyASIHPyEMZE+GoVeUee9L625Cn0KV8PPVIwibQT2BI8W5kBKMau1+DTxFdx24p/wMZeLjrVhcuCG8Muwrt01OO2ThIuyPxPb6pajf40qHb5O+JdwJDSrNBiV+4t4zZr9T1P/6O+toRdjbcRVjT5Ob2MZehethre5HHn6WMvdvtqiiWl/GsmIIfmLRbSAlpG21KkWwwnrIy7HlrBpaAlUleqQvi8MxmoNwuJL0S7x/JNyzZIZ6QVHUV5TCl99AOJDk6G2M+2yoqYMGYXHYZJMiPCPRrj/+X8eGYZpHhrlQ0DQ8AB1+jRc0KNHD/TsWd8xjl5LSUmpZzxkfQ/NNOjfvz8SEhq3Qhf7EJzF11iMsWfmo0fJRmils8Mup3y7YnW7axvlpqc2G3FV+hvoWL633pQ76gQPBA7Foui7bR2mEkZm/4hhBYugrbPQEe01VxeD+QlzUK4LEXP+x5z5UTgT1m1/hdofKyJnYl+IJYoQUpONiae/QlJ5im04gvaV5tsNy6NmI887tlFC4JpT/0F01fF6QxtGaLE9dBJWRd1o2xZccwZ9C1ciqjJVqJQsn07YHTwOJS1gUaaKYj2WvdcHOxd1hLH6rKCL65WHSfemoNOQM40SAptOLMXaY4tRWlVo2x7gHYJRnS7B8MQpQhiUVhVj6YH5SMnYCFOd65kQ1hVTul2DDmFdXHiEDMN4jDFRc8GCwIK/oRA3p/4LAcZC2x2sFYunHzn4PYITChz8SAzcfewhsa+G4//WO/bT3gn4MvElRdfo4syP0Lt4rfjb3v7o7v+jpNdx8elPkVC+75w5/9Y610ZciUOBg3Fz6vPQmavOWUXRslCSDt8mPI1sn0RFYuCeow9CL1U5PM7D/gPwS/wjaMlUFOnx4ezJyM/wh2SqL+JUajqHKlw7dwN6Tz7ldF/0k/DL7k+x49Rqh2X6x4/GpK5X46N1z6GkqlAIiHp1UmRFBdw05FF0iXSdoyTDMB5iTMQ0L1NPfwZ/O2KAoG2UeT8j813oTZVO93XJ6Y/tigHCuq191UkMz/3V6b5iyg87FAPWbWRXPCv1WXS0Iwbqvm907s+46tTrwqlQ4+A4aV9XZLwNVYNOyB4UAbEnBurW2blsB5JLtqEl88fr/VFgRwwQkllNazbhp6eHoazAy+m+9mZtkRUDxM5Ta/H1ljfsigFRJ8wwSxK+3/YOqg3OP48MwzQ/LAhaCEE1OehUtstuJ2mFOlrqSHsUb5DfmdmMrsVbnNZJ3fbA/PpJofYYf+Y78a/cTAN6zd9U7HSeAUUAQg25dkWPFXotyJCPxLIU2X3pjRVi5UIlhkhjchegpUKd/J6/EmC2IwZsSCrx+o7fkpzub+Pxv8QdvhwqqJBVfNKuGKhTKWpM1diV4XiKMcMwngMLghYCjfMrgYYNksp2yZaJqjoBrQIbYXrd11wKmI1O9ndSsQuhs3LU2St1Kkwq2y1bplvJZsXtCqvOREvlxLZIeTFQC/XdB9bYX4TMCt3Nnyo8Ku7wZffVCOeJw2fkrxPDMJ4BC4IWgs5cY1uSVw5LlKBGtoy3giEFK1Sj3lztpIzz0L3rkcTQgRxe5grFe1NiTOSpGKqUzghRwVApX9Zglj+n50ONUf7zwzCMZ8CCoIVQrAuXXXzHiglqFDnJiM/1jlXc/VG5Gq2fbJkatXczOBUCJToni2p5K5vNYk16bKkER5cpKqfSmBEaK1/WR+cLnUbvopZBzEQI9Wvnsv0xDNN0sCBoIRz374tKjXzHTFCOQUqwZeqeI2j6X7E23GnnS69n+NRf4dIe+4JGKnIqNNfmCMiXUymKhFBUYk/QaNkyaf49Ua1SJlYOBwxCS6XjgBwERZY7lVOUcDjo8uOyZTRqLQbEj7HrNVAXel2jdi6iKMdgYPwYp+UYhml+WBC0EExqHdaHXyFbhjrbk77dkamgE18Zeb3415m74PKom53ua3XktWJOv1x3RF38/sARte1UOYxuVGgCsSt4vOy+6P0kBpR4A2wMv8zpcZIR0YqoG9BSIauISffQssyOhZRaY0ZM93wkDz/tdH8jki6CVq0TiYP2oO0kHEYnXSy7H5VKjcTw7ogPVe6NwTBM88GCoAWxPXQKNoZdaus8rVjvujN9OuGXuIfol9jpvg4HDcGaiKvF33XXGKj7NxkTnVEw19+o9sZXHf8FU63xZd3O17q/AwFD8EfsPfg19gHhQlg3UkAdPJWp1Abg+w7/xPL2s7A3aOQ5x2n9+2jAACxtfyuUsDniUuwOHu+wXdSO7zs8iQptMFoy/S9NxZQHdtk6//oeBEBkpyLMenc11Brn8ZIwv0jMHvYE9Frvc0QBPddrvTB76OOY2O1qjE22CK66EQXrDIW4kCTcMPghqBR8HpuSgvIc7M/ahmM5+2B0kiDLMG0ZNiZqgbSrOon+BX9b5vRLJuR6xWJX6AQc8+8HSaVp1L7Cq9IxIfsbxFceEvsyqbQ47t8HKyJvbLQ7X2zZIVxy+iOEGHJs3YhRpUVK0BjRyYu2SRIGFfyFYXkL4WeyWOpSF5Wnj8aKyBuQajVVkiQxZbB/wXLEVh4Vz0/7JGJnyESk+fVQJHrqta38EMblzEf7yhNiuMGg8hIGSCsjZ6JK23oWzzpzPBBbfkrGkQ3RMNZoEN6hBEOuPoruYzOg0TUu06OiphQ7Tq3FrvT1KK8pgZ8+AP3iRmFA/GhhY0yUlRkxb9FiZOoWAroqyxvNKgSUDcOVQ25A587NJ7TIPXHJ/u9RUlVg20bCpWtkP1wz4D7ota7LlWAYT4adChm3Qp4AV6a/KcyC6nolWLug43598HPcw5icPQ/9ilbZ1iWwYl0zYHH0HdgbzGPOLYGSYgPe+OVtGIL3ACpz/RELkxYw+uCqpH+j/4Bwt7dt1ZHfsPzgTw5fJ0Hz+KS3RRSEYVo7VexUyLgLH2MJrkh/W0QYGhonWb0Hksr34IqM/woxQDScMWExIpJwcdYnCK/K4IvXAvh4wSIYgveSD/a56QsaI6CrwIIjL6Gq0uTWdp0pzZQVA9boxxebXnVbmximJcA5BMwF06doNTSSQXZaJN39k5GQs8RDmmEwoHA5XxUP50x2FQpCfgfUMp09veabg6Urjrmzafhz37eKyqUVHEFFDc3OYBiGYEHAXDDdizcpMvaxLL8kD0UYuhVv4qvi4azfcgJQK0jQM6ux/4xzm2xXkpp3QHHZrSdXNGlbGKYlwYKAuWC8zRWKLIKVojfzYjieTkVVBSAp+PlQm2EArWHhPkyS8iGK8mpLYivDMCwIGBdQqg126C1wPlS0oqz/1kqQX6Ald8AZJg280bjZKheKTq189kAIuygyjA2OEDAXzN7g0U6HDIQ9MLROVz2g2QZ7eJaBxzNudCJQ49w5ExoTBiYMhzvp3n6AonLkqTA4weJRwTAMCwLGBewPGoFyTZCsLTHFD1JCxskqUIoy0JoCu0Im8HXxcAICtYivul4sq+wQkxaaoq4YMzbWnU3DxT1ucOiyWJeeMUOhVStdGIphWj8cIXAnkgStuQZqyTVuabQf2h/t1yFmM7yNJdCaa01jmgCD2hvzOzyJKo3fOUMHVnfBzWGXYFnULCyPvKnedlszoRZi4Kf4x1DqZNGitgxd6ppKDV3WZufWa0cjKG+a5Ym5jiEWiQRJBXV5LO4Y+yi0mjqulGZJmBnVVJucroFQY6wS/zYWf+8gXD/oQVkr55igjri2/z1265Tkvk8U6TIZYDDVKLtOJtcMpVGd9GCYpoSdCt2At6lMOAv2L/wbAcZCsS3LOxHbw6biQOAwSE4WkqkLGf90L9mEgfl/IbrqhNhWqg0RDn47QyeiSuNvcyCccvpLxFYetk0HrFb5YHfIWKxsdx3QBHdGEZVpwngorvKIGEKgWivUAdgeNgUbw2fY3AXbVx7HgIKl6FqyDTqpBhUaf7EgEx1DY90R2wpnjgdh43ddsGtxAozVWqi1ZvQYn44R1x9GfJ+8ZmuX0WTGihVp2JK+BFUhW8RUQ3VJR3T1noHpk3shKFhvm6b4+99bcVLzC+CbK7Z55Q/BwPYXY8rkRJtoSC84hg0n/sK+rK0wSyaxpkLf2BEYnjQVUYFxjfYjWLRnnph1YPk0Av5eQRiReBHGdJ5uK5ead1DUeTB7JyTJLFZ77B83GiOSpiLcv70oQwJg56m12HRiGXLKMsW2UL9IDOs4GYM6jLUZHBVm+WHT952x7bckVJfpoVJJSB6eheHXH0FnBetINFw2envaKmxMXYaC8jNiW4R/NIYlThFuka5clZJp3bBToYcQVJODG0++CH9jYb11/KxOfUf8++PXuAdhVmkVRQQuT/8vOpftrOf0Z/HlV6FUG4pvE55GeHUGriLXwAbT/KgcPS/UReDjpNdhdqEoiKxMxcy0l+Flrqo1GbIep1o83xEyEcuiZp9rOUx3gI0QRG2R/Stj8f3jlrUdzKaz54rWLDCbVZj++A4Mu+4Imhu6+zdTFKxORIA4dKAYX6X8C/AuqO9bQFEFtQnBeZfhkVlXY3v631i450thL1w3MmBZJ0GF6wbeh57Rg8+rbbSGAX0S1bQSVB3WHF2EpQfm262TFme6acij6BCSjM83vYL0wmM2t4yzqBAZEIvbRzyFvIMd8cW942Co1oiVJW0lNGbxfPTs/ZjyQIoi120yTvp0w8vILkmv3VI/ahEbnIRbhz8Jb53veZ0Ppm1RpdCpkCMETQjdzd9x/B8Irsk5x8HPCnXZW0MvwkoFq+2Nz/4WgwuWOEzgo863SBeBYMMZm0Og/TqBNN/u+D7hKbgCvakCdx97GN6minpioCE0XEBREaZxaxO8e93FltCzzHj9rR+uQKchlrtIT4JcCl/8ZQ4kn2yRYGgXSYWoyunI9l0ouy+1SoP7x76MyEDX5CQcOL0d32x9S6aESuQY0IqNR3P2QnLw2SbxEBfYDdlP70RNpRaS2bHAvfL5TRhwaarTtn2+cS5O5B1wOGRCYqVbZH/cOORhp/timCq2Lm5+yJkvrCbboRggqHOnoQTqVOWg1/sXLpfN5qfOONRwRozOy92E0GsdKg5Ab3SNS1vP4g3wMZXJigFq9dD8P4RIYpSzaX6X2hCQ4ytKd6Dr5nXzyNNKLoWSf6ZjMUCoJGR7/enkU0tI2JS61GVto+iAfPKhBJPZhCM5KQ7FAEGddlrxflQH7pcVA3Scaz7vIZvyQ5wuPoVjuftk8ydoaONA9nbk1w4lMIwr4FhtE9KjeKNs5r0VGkdPLt0pW4Ze10nOk4rqLl8sB/0MDimgH+ELp1fROkX1Uf5EbMVhl9TZFqCOY9cfHesNE9gtZ1Lj6Ob2qCjyvDHlvdlrhVuhU2jtAyefXOogaeVFZ0l/SiisyBVDANbcAkfICYH6jdMCPZ1YJksq5KUF4vSRYKerNNZdTtoRFCWgsgzjKlgQNCF+xiLZu2YrlA/gW7sUsCPodSXmP3JDBQ0JNOTDFfiZihXX6ew4mbOYDGoYqhTmeUgqlBd5edzpq9HmKTMwUggl9znL8FdCeXUpXArpCr9cZXUXyK+wSEtNK/kWU3SDnRYZV8KCoAmp1Pgr7MQlMWVPDnpdyXoBSiMERLk2CK6gUu2nuM4qtQIzG0ag0Zmh0Su34fUO8LxpaVpTMGB2nYulRq11SXa9j97Fn0M6xMpQZXUHygsaH8WJghJ89JZZRQzjClgQNCGHAofIrgBoxQwNjvn3ly1Dr1M5Zyj96aVWbQ27GK4yJlJSM00vTPfr6pI62wKUjd5rUpqYTSBbTm1Gh745CAhrOq+J86Vb6Cgxdu4UMawg/xmiMHqv6CFQKUnTd0KobztEBsY5NTCiuTyKoIWeDl7lpJCEoMhyRHcrkC3VK3qomHLpDBpCofPBMK6CBUETcjhwEEq0IbJ5BBRB2BM8CpXaANl90etUTi7iQPXQugKE3E8wvXbaOxEVLooQkHVxjdpLtm1U57bQqYqmVzJnIZ8ByckdNiWyjbr5kEeetosmdgGqQusbFzXErEZoxVinsS3KHRieOMUl7SJRMbrTJU5zCOgjHR/SSXZMn16L9EuEOnuIU/Ez6uaDaDDz8RxiQ5IQG5zotE6a/eCqGRcMIz5XfBqaDur8fox/HNVqn3NEgdU7IMunE1ZEWdz7nEHlqDy9r+HPDu2f6vkh/gn82f4OWx3n1kkhfn9866Iph1axsiDuEZhUWjsOhJa2Hg4YhE3hl7qszrZCTPdCzHh6q+hoGkYKKDJAjLtjL7qPy4An4h+gwxWd/gUYfIWVcT1I6Egq+BSMxH1XzMb4LlfYvSu3doyX9blVdJauom/sSIxItEyDbRgpED4EUOGa/nfjxiGPChMie9EESuwL8A7BrOEP4sbX1otr5Og69ZueiqEK/CJIrNww+CEEeoeK/Z/zOtQI8W0nfBkYxpWwD4EbCDTkYUj+YvQuXAO9VC22FevCsT10MnaETIKpEauzacw1GH/mO/QuWmvbF3W6J/164q/2t6BYHym2dSjbh0nZ8xBek2X7GTNBgyMBA/BHzF0wqi2JTQGGfPQrXIHuxRuFj0C5NlDc8ZNzYKV11UGTCZNyvkKfojXQ1s50IAFy3L8Pfou5FyaNj9gWVp2BIXmL0aNkI7S19sy5+hhsC5uKPcFjG+XIyNQndUcE1n3VDYfXxUCqnYKY0P8MRt10CN3GWpzzPJlDhwvw6/ZvUOq7lRy2LBtr/JGomoGbp0+G3ssSQSC3wPXHFiM1/2zEo0tkX4zqNA2J4Y2bWlmQa8YP355CuvfPQFAqYPSB9+kpGNtnNEZP0duiDuSKuP74n7XGQxZx0L39QIzqdAniQ5PFtvKqMny28kNk1+w+GwWQgHBND9wy7m6E+IeITVmHg8UU0L3LOthmh7TvUoARNxxGv2mpikyJ6poTrT+2BFtO/o1Kg2WKsJ8+AEM6TsSIpIvgo+N8HEYZbEzkgVBn7m8sglmlEXbDjXbokyRMPPMNBhX8BRNU0NTGAKyuhae9E/BD/JP1hh9oHYPw6kwY1F4445WAuvHK5NLtmJHxLtQSde/mepELWp/gh/jHke2VgAeO3A1vqcrmdGgtp6qt++PEV1DofTZ0qTNXwc9YAoNKh3IawnDBmC9jobJUh4oiL3j7G+AXYhGEnk5JVaEw2skpzRSdrTVMb3UHHNd5BiZ2vapebgB1hpWGCvjq/c+r49u7zYjv9z0PhJyweDhYRQhFKTRGRBx9Cg8/1r3ee8qqS1BtrBSdbl0HwMrKasxd+BSM3qfPfvCJ2r/VNSF4dPKrCAk6287qCi3KC7yg8zFdcG6HyWwU55CgqIFG7TyXiGHqwoKgFTIkbxHG58x3+Dp165k+nfBNwrNOO2GyGp6V+i+ohbSwty8SBV6oUXnBX2ZaoVQbeXit+1eNPBqmLUAd/nurn0JOaYas0c5lvW8Rd76uoKxEwss//wsISqv1N7BPUsZruO3eaKf7e/GH51DpdVTW+lNbHY0Xrn3tAlrNME0HOxW2Mii6MDzPibUrzGJhobgK5wlmw8S+6q91UH9fkrjTlxMDBL1GmQNDcn93WifT9jh8ZjeyS045XbVw5eFfhSugK5j/VRYQelxWDFDU4LjPxzCZ5JMAT5w6Iy8GCBVg9M7Czv3Hz7/RDOMB8KBuC6FT2S54m+XtjQlK6utdtEa2jJepAl1Kt8taKjfmwyFsiV3kesi0LnakrbGbGNeQ0uoinMjb75I6U6U/nLsjUh5A2FGsWCQfzl+4VaHQlYDl+39tRCsZxvNgQdBCCDQUKDI5ok4+yIkDoZ+xWJGDIqF09F9nbhnj2Yx7IYtg8t1XQnGl/Px8pUgBpxS7I57OlncsLDcpcx8kKiXXOH8yTHPBgqCFQOP5SpwKSTRU184gcAR5BihFqQOhkjUbmLaHl1b+s1gXncZF1ssG5e593l462de1KuVt0sDzrKMZpjHwr3gLgab4KfM3l3AsQN71sEwbghyvOKcRB7PCCAGVOeXnmavtMc0LTd9z5gZoXdo4uV1Pl9QZVDhZ3gjJSo0fJk2TN+fqFztO8ZegK7kyMkwLhgVBC6FUFyY8BJy5HpI50YGgYfI7U6mwNewip7bK6jrGQo6wmh0tjLnb2SEwbZD+8aPF+gNyUI5Bn9jh8NXLu3Uq5dLJfQFJLR/eMmvgm3ojQiPkfwInDOkn/AucfgnMWlw2bsx5t5lhPAEWBC2Iv9rfimJdhF1RIJwEVBr8Evew8BBwxt6gUdgbNNLuYkjW5xvCL8OC2IfrbbNXbmPodNRoeJEV5lzIR2DmoAdqnf/suO6p1Ijwj8a0XsrcOpXQra8GnbLnWm7b7SUXUvQguz/uuWWk031pNGpc1XWOZV8yX4IpsY9Cr2VbbqZlw06FLljiuE/hKiSW7YVWqkGeVzRSgsch3bfrWS8ASUJ05TH0LVyJiOoM0XGTs+DukHHizr8x+BhLMSp3AXoJp8Ia22/SCb8+WNvuamT7dFS+M8mMoXkLMSLvd9u+rKsXroy8DntCxovn8aV7cFXG28IZUdXAf2Bl5EzsCLvItr+E8gPoU7QKITVnRN7DMf++wqXQ2VoNTU1liQ47FyXiwOoYVJfrEBJdjgGXnUDn4aeh1ijNlLBQU6XGyo96Yeeijqgu14sVCZOHnsbFj+xEUOTZrPXyQi/s+D0Rh9ZFw1CpRWhcGQZdfgyJg8849bNvSFW1GX+vOI6UrHWo0eRBaw5C19ARYq0Asge2UlpVhG1pq3A0Zy+MphqEB0RjcIdxSAjrajP+MZsl7Niei7X7NqBEdRwqSYv2un64aPQgxHdQutJe40grOIK/Dy3A8dyzMwn0Wm8M6jAOE7pcYTMCKqzIww/b30NG0XGYJQkalRpJET1w9YB74VdnZb+CTD9s+7kTTuxoB8mkQvuuhRh85THEdLMY+BC/fFOE7ZXvA+3qzF4weMPvxM2459bRCAm3nI9qQyV2ZWzA/qytwhEwyCcM/eNGoWtUf5sJ0P4jp/Djrvdh8EqvZ0ykrW6PS7vfhYG9LI6GSqF6dp5ah4PZO1BlqECIbwQGxI9B58g+9dYwOFOSgS0nVyCj8Lj4OYkPScbghAmICHDun9CUGM1GHDi9HbvT1wvTJBJ+vWKGok/MMHFd5T6PdM071vk8Mi3UmKisrAzvvvsufv/9d+Tl5aFz58546KGHMHnyZNn3LVmyBHPnzkVaWhqSk5PxwgsvYPjw4YoPpqSkBEFBQXh23Sfw9m+aH6zzoXfhakw9/ZkIqlselml/lOl/wq8Xfo19UHT+l2b+T0zzs75GWO7yJayIvBHbwyx+6o1Bb6pEZNVJqCUTCrzaN1pYEL2K1uCSrI9tz6n9ViM2autPcf9Aqn8vDM/7HaNzfxKvWX+qaMY4/VTuCxqBxdF3Qm+uwlWn3hA+CNbjtLoe0jlYFH03DgUNRXNweF00vnt8JAzVmto7OhVUGjMkk1rYys5+bzUCwpW5yZ1KCcMnd0yEyaCpc7bOfoUuemQnRt10GHuXx+HHp4fDbFCTHrQ40GvMws42vk8ubv7vGvgGyS+Da+XokVLM2/IyzIGnLHe3apNlHQCaOlcViiuSnsXAQRFiit+vKZ+JrP6GboCdInrihkEPwVSjx3/nf4vS8KU21z6BGHOX0N3wMG68Rj4H5UJnHeSXnxHDCDFBHaHXnk3EW3bgJ6w++pvD917R9w4MiB+LNZ93x7L/9YFKJYmFncRx1p7bvhen4orntqC4uBLvLfwQ1WFbz54z8YFUi/D+cJ9/YtrFyTiRdxDfbHkDVcbKelELOofh/u1xy7AnRGdtJeN0PnYcOiDOb59OXdExrt15eTN8t+0dGEx0/aV6dbYPjMfsYU/AzysQf+z9CptTl9uuoTjO2r/JVnlq95nN0qnmlWXji02viGtpdZ60/uuj88esoY8Jy+cdp9bg1932P48k8ujzWNcRkmlhguDRRx9FaGgopk6dKnY6f/58PP/881i9ejVGjrQfftuwYQPGjh2Ll156CdOnT8cXX3yB9957Dzt37kTXrl1brCDoXLINV2a8Xc/JtC7U4af5dRdj+p1Lt8uO1/8RfZdYP8Cd0FoHM09RWNV++62d+aaw6RiR79gQicrsDhqNdtUZaF+Vanc6Y+1PHubHP4mT/q5JHFPKqT1h+PjWSTDXLqTTEOpIwhNKcO+3f0HnJT9VrSTXG/+5aAbMJpXMWaPFhvZh9ac9Lc8c1ElL4N71xXJotPJfv7zcary1/J+QvHMBjR3jHursjD4Y3/FGrMz80OF+qMOhtQByDsajNHSp7LS8AXgKV15W39a3qdmVvh4/7fzAabnhFZ9j439ucfg6iYS+049if4frUROy2yIEGlJ7TYYFPoRt5e8Ja2B7qx5S50XRgvvHvuyyjutUwVF8vP7F2g7efp0kRJIjemPDiSWy+5rQ9UoRXXEnZCn931VzUF5dbNdsioQBzRaZ2mMmFu75Qvbz2DGsG24bPocjBS3VqfD111/HU089hQEDBog7/WeeeQbR0dFYsWKFw/dQZGDixIl4/PHH0a1bN/znP/9Bp06d8MYbb6DFIkkYlzPfoRggqGPsWL4PXUu3yYoBemVMzg9QKZyr7Somn/5S/Ouo/ZYuT8LQ/D9k90Nl+hWvQUzVcYfeBqo6x+lu/n6/t+UO3U7HTNBdZc7xYOxbHu90X3/8Z4CMGIBt+5ovajtTmToz9oWLyIUzfl++A5JPjn0xQFCHp6nC6rRvZPdDd2kUri8NXyI/R18CdpZ/hpoa934eF+2Zp6jcppoXZV+nhZ92HTqMmrAd9sUAQZEVSYXNeZ/DLJkcLoFMHR4NYexMXwdX8fehn2vrc1wnrfmw8cRfTve15shC26JH7mLryZUoqypy6DxJx2YwVWPpAccW66KcZBZGVCfyDjRRS5nzoVGCoGF4aunSpcjJycG4ceMcvmfdunWYNGlSvW1TpkzB2rVr0VKJrTyC0Jpsp7OR7N8D1If2EWAsQmLZHrgLX2MxwgynFc2mcuZmaEuydrI3EkXRVScQUXUK7qIwyxfHtrS3hZUdQcvTbv7J+RjwwTVK1p5XwWzU2FYkdFhKY8bWnzs53dsJ6RdA5eQaaIwwa8ucN43aRJES2YYBkl821q5Lh7ugTrfK6NyFk5Bo1UJnDPwAMDmZdqg2Q/Kyf5fbkC2py+EKiirycCx3ryKjJkcipeE4fkrGRrgTGsJw1jZ6nRaJcgZFQ7amrXRh65gLpdFpsYcPH8aYMWNQXl4Oo9GIzz77DKNH2w93l5aWinB/ZKRlSV4r9DwrK8thHdXV1eJhhfbhSYTUZLtUbVFnGlpzGsfRF+6gXeUpxf4CSnE2hdEKJRvmeju/G3cFBRnKEhlJMOSddBxGs2Iy0BV1zZgt5S/knAhymkgo+Z+Gy6A7YyXNN6txOo8c+jrAHaTmNuIukdrvmw1URDkuE37IcUSl0UjIL89xyZ4od8KVUIdK4/nuou6qi66AxFhuqecv3d2WaPS0w6SkJOzevRvbtm3DnDlzcPvtt4scAntY0xO0Dabj0HOTySQ7zEA5A9ZHXFwcPAmzSrmOUtJNUtjdqJJ3THMlNY1whGtc/r1zKMHQXWh05iYp6yq0evlOS3xtnEQaGo2iD6QErcZ9n0dvvV/j2l8tL6Rgcq1joKuWG9Y68WPwlH3KjfsrMZlqDFq1+z5nTBMIAurMo6KiRELgs88+KxIG33rrLbtl/f394e3tLWYk1CU3Nxft2jnOziWhQckP1kd6uvvCl0o45dtV0boCSsoQVIoSEN1FlneimAngrG+Qy5E4n2M1qrTI8O0MdxHdtQB6H4PTcpTklzzc+Z24f1ilwh5VUlin/N2dVqOGd/5Q5657joekG5RTeDVVEvp1T4C76NSul/LCdC5MPvJljk2xzKBwhqTsLjwp3DWJsO2DEupNyXOE0k6X8h8SI3rAXdC5ENNXXWRfQwKjUdeeaXIu+MpSh19VZX/KllqtxsCBA7F+/fp62yl/YPDgwQ736eXlJTIh6z48CZrid9SJa6AVk0or+7tDHXOabzcUeLlxXrFai+P+/ZwWo5+lMnWA7HHSsRlUeqfygvZxIHAYqtxoYKT3MWHQFcdFjoBs20xqDLv2iNP9jbyJlpV29mMtwS+0SnT4zuocctVRp3UOir3YcXKcrUo1/M1J9eav20OkAJn08h2hSQPvvGHo2t3JXbgL0Wv0iAxQkp8BeJ2eKH89Kbqx5w7n58ysgXdlN6edL4W1hyXKT6tWCk2xpDn4zlZ/tEzf85NtG70W7BshppO6k+GJUyA5ySuitkUGxDn9PFK2L3kqMC1UENx77704duyY+JtC/t9//z0WL16Ma665pt5MhC5dutie33ffffj111+xbNkyMYRA79m4caPYV0tmedTNKNcG2u0srb+3y6Jm48/oO+ttqwu9t1rjiyXRt8Pd/B57D6rVvg77BtpepI3A/PjHYVDrHbgjWtwXfo+9DyvbXWd737nl1CjRhWFl5PVwNxPu2ouIhBKRxOeIMbfuR2yPAkWCoF1SkUwJCTpvE27/dDmCoiociALLGZrywC60S3SeGzNlUkeE5M1wfHdvVsO7YAhuG3cf/PSBsj/C03vPxhCvJ2szB+3sjxLxagIxc9QsuJvbRz7jtKPUqfW4feJd0Hub7IsClSREz3X/yEeXqgfg8ANp0kJdFoNbR9+PmOBE2Y6XOixXdro0TZCcGeWOdUzydFw/6EGHIXraRj4O1w2413mn2wRrU/SNdezwSG3rENYFNw1+BH5eQU4+j7MQ7NN4/xSm6WiUD8HPP/8sTIVSU1NRU1ODhIQEPPbYYyKPwMpzzz2Ht99+G0VFZ384X3vtNeFDQImCAQEBeOWVV3DrrbcqbqQn+hAQAYZ8MX0vuWxXPcf/Il04Vre7Dgdr1xToVLoDE7O/QYjhbHISlT7p2xN/Rd+KIn39pEt3oTeW44a0lxBZnVbPlIj+PeXbTfgGmNVahFdlYHL2l+hQcbDe+3O8YrEi8iabtwAZHY3O+QmBxsJ6YuBQ4CAsj5qFCq377jobuhT+8doApCxJEHfm1iOlO/nxd+7F0GuO2kwlnWE2A18/OAaH11NEp/5ZIz+DOz5ZIUyOygq88PvLA7F/ZZzFDKcWv9BKTH0gRbgkKsVolPDF/A1I1X8LeJWcrdLgjaiyq3H7NRPh66tFcWU+fts9D4dzdtbrCQP17XBx72vQO8byeVz2dxrWZn4Oc7BF3AskFXzyRmPmmJnolGxJxqRfhlMp4Uj5qwMqir3gG1SN3lNOoUPf3Hrniwx29mRsQmr+IRHGpnn05LoX5BN6zqyPHb8nIT89QORPJA0+g54TT0Grt3TuJZVFeGf1k2Kue0OCfcLx0ITXRDThzPFA/P7SYJzcVX/YMTyhGNOf2IHkoZahmJ9/P4CdZV9A8q+TwGzWIDB/CmZfciWi2nuj2liFP/d9i53pa0XSnBUy2BmTPA2jOk1z+Tx5mipIpkMpGZvE+bJCgm58l8sxtOMkUSe5O/6x5ytkFtefWREX0gnTe81CbEiibdvp4jTh5UBJf15aH3RvPwDJ7Xo3iWCgqMmqI79hw7El9WaHUD7AoITxmNr9Oug0evF5XLhnHg5l76w3M4Gu5ZTu16FPrJM1VxjPNiayUlFRAZ1OJx723Azp9YY5AhRRsHbsNJTQGDxVEFgJNOQhvvwgNJIBhfookWOA2i8i+QuMzZmPwfmLa0tbflxIQJBp0R/R/4ejgQObsfWAf00+huT/CV9TibiT3xI2DVXac0P7odVZiKk8CjVlB3vFIcsn6aw9cy10vB3K9yPYkCsSJcmiuUwXAk+AOuljm9ujplKDoMgKdBqSDY2ucR//ylId5j8xAkc3RVumA9rerkZobCluenstIpOKkbY7HN8+Ngpl+T6Wu1m6I6911utDbnrPbnFqhNSQinIT1m04haKyUvh5+2LU8HgEBettrx/dHIX5T45AJc5AlbgSkroaKOwEpI7F4CtOYPoT28XHcum7fbDuq65A3HpLRr5ZC6SNhldNPK56YTN6jM9AcY4Pvnl4NDIPhIlIB/1K0KUmQUWmSje9tQZBkZXCvvannR+KaWbU+Vh+TSwnZUTSRcKgRjJqhCDbuiDZMtMBZ/flE1SNa1/eKCykreSUZODP/d8JYUCiYlqvWfXExe4/E/DbvwehplJr2x+dX5Vawrjb92PC/+21fSxJTG3YkIkz+YXQa3UY1L8DYmLPzUGorCnHkZw94jgCvIORHNGryRMry6pLcCxnL2pM1eL4KBJhbyGorKKTyCo+Kf4mERAVGF9PXMzf/h6O5uyxnX9xbiUzQn3b4aYhjyIyUNlwTGMhIUj1llYXiyGOzu162zVwoumW5AhpMhsQ6heJjuHd3B7ZaOtUNaUgcDeeLgjkmHj6KwwsXCrja6fCj3GP4USAe6YcMuePsUaNj2+biMwDoXa9DWhYwtvPgKtf3ITv/jEKJqPKfjm1hK6jM3Djm+sURyaccXJXBD69YwItJwFJUtt38LskVdglb/iWhvRU9kPuAK6duwHL3uuDotN+tRGV+pBAIEE19d25mL93ruy89GEdJ6P65/fFOhL2himoXXQ+bvtoBToOoKmO8pAl9PePj5JNeR13+z5Mutd9vh7NBfkQfLz+BWQWpdr1NqBOl6IF9475N0L9Gm+xzLQemsSpkGkcIdXZGORADKBOwHlS9leW+Czj0ez5q4NwGHRkdETeArRw0q//HuxQDIhyZhUOro7DiW2uGypa/Hp/8RGyJwZsDn5/JGLDt2QX7uATKVkGvn5/eRAKs+yLAYK2F2b74LddXztN1N+Uugw7N9A6AiqH7aJ2L359gJM9QZzTRa8OdDr/ZfXnPVCS42QmQiuAhmlo0SNHRkcUJaCIB4X3GUYJLAiakL5FK53ORKDs/FDDGcRVUAY748ls+qGzohkLpbm+Tt0R6S57y0/OnQqVkHU4WIT2nToyivC6ky5cUqGyxEuIFlni1qNSm65gfxpg4EfyRcxqZB0KReZB+aGlI+ujxRCMkpke239LQmtnc+oyRbMkdqdvECsqMowzWBA0IZGVJx36+zfM1o+sSmvKpjAuIPtosNNOVykkHDIPuibDOvuwshwNi52y0jEKJ+WiUsQMB+e7MQGRuxWfXzlOHwlxOp1TIKlw+oj8vloD2SXpiiyOTZLRrY6GTMuFBUETIilMnBFDB5xk4/HQWLcn7s/V7VIEDU1YE/qcllXm9Ocsn0LxcdbmJbR2GuMa2BzLJDMtDxYETUimT7Ii8yIauc30cU34mGk64nrlOR0yaIxTYUJf13jkx/XKV1RO0ZCBDSflMoYoEwQkHDKHKj6/zl53lNdQr0pJhXiF56QlExfaSZFroF7jJbwPGMYZLAiakJSQsU5/WGm4INu7A7J9zs4pZjyTYdcdcT5OrzGL6YeKnAqvqeMDcAGEdyhF4qBsp2JFDBk4vQs3IzCi3Pnd+umBCDR1cXqXKkTI9jud1pnQ/wwiEs71H6gL+RbQubUIG8dotGb0v1S5z0NLhWZwOHMNpJkGAzqMFS6JDOMMFgRNbHG8pt21smKAFvv5q/1tTdkMxkV0H5sppgs66pDEdLx2Fbh27kZ4+RlkRIGEwVcfQVxP193FTnt8h3BJlBMFY27Zj6kPOB7Pp/eqNZJof3T3Aof7ou3tuxbgmuE3Qa3WyIqCyd2uwdirHbs70r50XiZc+uR2h2VsZVXA5c9uEcMB9ttmuS6XPLZTTK9s7XRrPwBdI/s7PP8kBgK9QzCu8wy3t41pmbAPQVMjSRhQuAxjcn6E3lwFM2g8VYIGZhToIvFHzN3I9E1u8mYwrvMi+OM/A7BtWSCkbj8BgZlAVRBw8HIkdgzCNS9tQmC7SuSeDMAPc0aI7Pm6USK1zowxsw5iwt17YPXnovnkB0/vEEliapUK8aGdkRTRo9HmLTTb4Md/DkfOiWCLGFFJMBvVQiiMv2MfRt9yQHSqm+Z3xl/v9Iah0mq8Q+1TIzi6FNe9vAnxffJQVarDLy8Mwb5tpIQWAH65QEU4sP8q9BigwpXPbYF3gAGnCo7ixx3vo6AiR3RMliOVoNN4YUr3a8VdLIUl1n7ZDX9/HQnTyGeBiEOWNRX2Xoewwqsxc+4mRHc5KxoKMvyEw2NliR5+odXoNSkNgRFn10s5vjUSC/41FMXZfrXHCXGc3gHVuPjhXRh4eeOjA3S9Dq6ORVWZTjhN9pqcBv/Qs0uweypGkwF/7Psa29NWCWt4sjumREOaitgxrBuuHXAvAn3OJp2SZ8GRMykwmGsQ4huBXtFD7JoJuQpqU3rhMRzL3Qej2YAwv0hRp5JFnhj3+xC4b+3MtopKhR2hU5ASPBZdS7YirDpLRAXIzTDNr4fzTCrGs9DWQH3pvVD1XgnJTDEejSVsO3EOVBE9oQq8m8xZUZTlh9w0iwVwXcwGNVJ3RQgLZBIEO0+tw5/7v0FFTRnUYmloSUwVox/rK/vdicRw5atgUqf64II/kbY7Ase2RMFkUCMsthS9Jp+Cl99ZW96Tu8NrxUBd62WgNMcXOamBQhCovEuguvZaYOQWUcR2nJP/AXX0YMCb7Mp9RQdkabcF6x5JzNCDktnMZjNOdrsNpgd31R9B67gKxer7kO9/N6IxBBXFevz83BAcXBNrMywib4c/3+iHfpecxKVztokFq2jo4B+Lf8exTe2RlkK+ECrhDtljQrrNBlkppXne+OnZoTi2KVpEHax1kq/DoCuPiWiDthmWxlYKuSnO6HMrJnS5EnszN6GkqgjeOh90ixpQz6GQZhn8uON/yCg6YVsjgWyTF+2Zh9HJ0zC+yxUudw/MLjmFH3d8IP617PtsnWTR3BS20MyFwREChlEIddTfbn37HG92K/SjF+QThkuCPsA3/3dFbedn36MyKrkIw157HL/u/tT+F5P+U6lx6/AnGyUKnPHVg6NxaK0jK1vLMc14bjW2h9yBzMJUu2PUlMgWHZyAS3reiM83zhVrADia/ja1+0wcOrMLJ/PlfTau7f0YVj/+lBAk1CHbzzPIwa3vr2q03bQjKor0eP+mKQ4dGUmUdB2diRveWCeGUloqBeU5eH/tM8KLgD7D9qD1Ey7tPdtldeaUZuKDtc+ixlTj0DhpbOfLxJAS0/SwUyHDuBgK6x/M3uGw86Mf26LKfPywZLWMGLBsz05X4ffd8xzWZQ37/rLrExF2dQVk/HNobYxMCUt7Fy7fhYzCEw4T1mh7VlGq8NCXEwPE0gPznYoBYsHuD5Fzwr4YEHWa1UjdHondf3aEqyBHQzlHRkrCpGjFgdVy58zzWbL/e1kxQGxOXS5cD13For3zxFoHjsQAsfrI78gprbPwFNPscFIhwyiEbHidrmUvmWHoNg/QVcrvrM+XMEtG+X1BEmPzx/P2u+Qa/flmP0XlzAPed1qG2lZSVeDUGEeJcQ5hUpdB6rhctgyF8zd+3xmuwFCtxrZfkpzPGlGbRc5FS4VWPzyQvV1WDFijW5tT/3ZJnfll2Tieu19RnVtPrnBJnYxrYEHAMApJLzgme8djw6sUCDsiXyZus0N//4Y/mpS45wrOHFPg3uddBITSnWIzhMi7/Sz7MnXepw+HwmS48HHnvJOBqC4/u1KkXJ3peyLQUqFIjpLPLHXeSiI5SkhXGGlwZZ2Ma2BBwDAKMSuwoa5n2Sv7utJ9Uea+azpny/oEzgwGmjGBTpHpk9WC+cJozD5a8rpjzu7Sz7esp9XJuAYWBAyjkKiAOGV2sUY9UODEefJML0V1UlY21esKyNTH6Z1/VQhQ5rpVGBtF6jj511USQmJKGz2TwNG50OiciLbaIQOawdBSiQqMV1SOIlGUKOqSOoPilNcZ5Jo6GdfAgoBhFDI0cZLTu3Ux3e7gTKDa8Vxfwa7bFK0z5KcPRNeo/i65RpPv2+M8QiCpoNp+twLho4KPzq8RiyXJozZ7QXVgptNyw2c6GYpRiLe/EX0vSXXqKElRFXKobKmE+rUTnhbOcl/oTn1owiSX1EmdfExQR0UrMQ7tONEldTKugQUBwyikT8xwxAR3dPjjStvJcGVq30tqtzgSDxL8dSEY2/lSp3VO63UzNGpliwM5I3lYNqKSC2XbRYzsOh5BvuEO56XT9mCfMFzWe7ZTOTAkYRJCfJyPwY9Puh5+wdUOO2jaHpFQgoEzXJcJP/6O/bKOkrQ9ulsBek89iZYMTf3UqBw7StL2rpH9kBjhuumtF/e6UXgMyNXZJ3YEYkNa/zLVLQkWBIxHQ1PRdi7qiB0LOzb7krZkAnPrsDk2XwAy6xF31MJ9EqKTvHPksxg5zYBpT2yvc/NsXVTI0uEGRZXjoZ8XY1K3qzCu8+Vn77LrrD2k0+hxVb+70Cd2WKPbWZzjg91/JmD7b4lI3RFRbwz8nm+Wik6ufpvOVjzixkO46K503DnyGVu4mYyH6CitAiEyIBZ3jnoWvWOHY+agB+FV6zpn+fFX2f4bnjgV03vfjAfHvyK7uA6Z6ozvPRF3fbEcYfGlts5YpTLbOuuYHvm4/ZMV9QyWLpSQ6HLc+fnfCIqqsFun8D34YBV0Xi17nJtE7K3D58BXbzHKEoZRda5nr5ihmDnoAZcaE3UM64pZQ/8Br1oXxIZ19o8fI4y3GM+CjYkYj4RseBe9OhBpu9rV204dw/R/7BBues0Bda4bvumKlYuqUZX0AxCQJYYH1Ecvw8CenXDxw3uEmx5RVaHF3+/1xqF1McI1MDCiAuP/by+6jDi7Nv1X87fjkPZ9QNfAJrcqCOPCnsCkiR0Ut60kxwcLXx2Ag6vjahMIz46XT3lgN3pNSrdtO7U3DEvf6YOCjABhupPQLwcXPbwT/qFn1wAg/wPKAt+TuRnlNaXw1fujT8wwJIR1tTnMkenNbymfCWvauoT6RmJar5vQNcoy1XFf1lYsSpmH0pr66xp0btcXl/e9DUE+ZPEM4eB4Ymsk9v4dL6yLyT6478WpYkXHpjK1M5tUOLqxPfavjEVVuQ6BEZXod0kqYrpTNKX1QBbZB05vx5Ezu4VHALlhDogfg4iAplsJkerZl7UFx3L326yLB8aPFUMZjOcZE7EgYDyOjP2h+OS2iTAa1OfMExcL8KglzH5/FZIGuWb54MaIgT9eG4BN33ex+zq1LaZ7Ae74ZIVYP8AZH3+zFif9P6p9c8PKLP+M9nkBU6ckKYoKfHDTFJTle59rtEOLMUkqzHh6CwZfedzFDnjPospQbidb3GJiTF76NcYq/Jrymd190B2jn1cQ7hn9gk0UMAzjWtipkGmR0B3i/CdH2BUDBG0zm1Vi4SBXzEdvDCe2RToUA9a2ZR4Iw9p53ZzuK+dMlWMxUGfb2tK5itpGCy7ZFQOiYZbO+feXBwnh4Cp+2f2pAzEgKhX/X7DrI/yW8rnDfdB7y6uLhb89wzDNC+cQMB4FhYspjC3nIEevleX74MBqR578TQM51inJSt/8Q2enYuXrP5ZY/pArRq/pKrHgd3mnQurkD6yKc2jBW7eibT87mQ6pkLyy0ziR59yNzpm1MUH7IEvo4krXLQfNMEzjYUHAeBTHt0ZBrXWexEVlqKw7Obo5ykmna6G80Bs5qUGyZQr0W5VVKgEHczfIFknd0a5ezoDDXZnVOLKxPVwBjQm7EhINqXnsWscwzQkLAsajMNZQRrsCazgJIlHPnZiNyutz2ja18mx5s6rmwupqcH5dAd35KzJpagSUdMYwTPPBgoDxKGjamUnBXTgl+IXFWaaouYvQmDJLgp4TaBGe4PblsmV01Qrv1FVAkErezS0srkzRrqxz+V0BZYu7ylLZtk9/90Z8GIapDwsCxqPoc9FJaBQMGRD9p6fCnQy5+qiiTrf7uHQxXU6OsYnXKDP5k4Abp8k7yHXom4tQEkdOxAoNdwy+8hhcQXK73vD3kh8WaQyhvu2QEOo4YZNhmKaHBQHjUfgEGDD2Nifj0ypJ2MkGtnOyxLCL6X/pCYS0L3eYWEimNhQdGHdH/Tn59hg7Nhbq4iSnSwv4501GeDsv2TI0P3/qg7tsswnsllGbkTgoG4mDzsAVkHvilO7XyrcLKnSLGoDEcOfWuVN6XGfzNmAYpnlgQcB4HOPv3IeRNx0Uf9ftfK1/D7r8GC5+ZFeT1V9e6CUc/lJ3RqCyRFfP/57c8kJo6KC2k7X8IYmHzseEWe+uRnSXs+Y7xho10veG4cT2dijIJO//szw+41moSmsXn6nbj9f+7ZU3DI/PvklRm3tOyMDlz2wRJkO2dtU5Zx0H5ODGN9fWM/cpqSzEibyDSMs/jGpjFRoLmdpc3PNGiy9hnQ7f6kbXJbKv8CG4cfBDSAyzTMWs64Znfd+MPrehV/SQRtfPtAzInIiW8D6RdwBFFc1jKMYog42JGI+2Ld6yIBmnUsJFzkBsjwIMueoo2tfpcF1JQYYflr/fG3uXdbDNJqAV8WgYY+LdexFca3FLUwoProkVlspF2X7w9q8RLoDkbucdYEmMM1RpsPqzHtj8UzIqi8/e4XcccAYT/m8vEgfm2I7xy0/TUJT4DhBEToJqILcrYs88ipse8EJAWOM6anIr3PZrkphNYKzWiJyBQVceE/VZxUBW8Un8fXABDp/ZbcsD0Gu8RAc/oeuVwpGwMRRW5GLbyVU4nrcPJrMJ7QJiMaTjBMSHJNvu+sn1MDX/ILaeXIncsixo1Tox7DC4w3gE+oQ0qj6mZUAic+XhX8Q1rzaejeZ1iuiJiV2vQnxocrO2ry1RxU6FDKOc7GNB+PjWSaip0J4ztZDusn0Ca/B/85YpSuCrqdTg87vHI31v+DnTAS137ypc89JGkRT56R0TROa/vToDwitFnUGRrhsaoYjAl5tehUkyQWrgIUB366G+Ebhr1HPw93KyWiPDyFBlqMAn619EdmnGuZ8zqIU4vWHww+jmopU8GXnYqZBhGuGO+O2jo1Bdfq4YEK+b1MJX//snRtZbKMgRf3/QWwwT2PMGIC8A+n388elh+OqBMTBUaxzWWZrng5+eafziRo6oMVbjm61vWsyC7BgK0Ta62/9dxlmQYZTw5/7v7IoB8TmDWZhRfb/tHVTUuHemECMP5xAwbR4yOMo/FSjrjkgddNbBUGTsD3MaHdi6oJPsvugeiX4nywp8nNZ5YluUGFZwBXsyN4k7N7npgvRDTQvgsGsgc75U1pRj16l1dsVAXUiY7ji1lk+0B8GCgGnzHFoT49SSWHxZNGYcXBMjWyZtdwRqKs8mIjpEoq+eEk8Ds1gt0RUczN6pyEyIBMPhMykuqZNpexyjXBLJqOhztj9rm1vaxCiDBQHT5qmp1Co6ByqVJHIM5KguVyAGGgEl5TurUymU2KXETIhyCWiFQoY5H2oMyj875zO7hWk6WBAwbZ7AdpbZA84wm9UIipQvG1Q7E8E5ylz+zCaV0zqVEuwTXm/anyMo1BvISxEz50mQj/ywWl3hGeIbzufZg2BBwLR5+k9LVbRoEXXiNAVRjtge+QiLL1FgcUyhe+fhe63OjJ6TTrnkGvWPH+V0dULCS+vD2d/MeZMY0R0B3iGKhCdNdWU8BxYETJsnLL4MvSan1TP0sTdcMOjy4wiMkA9x0nQq8hmwuAY6+NJpzAiJLkOnoadl6yRRMfz6Q8K90RV0DOuGuJBOTqMEY5KnQ6fRu6ROpu1Bn6/xnWc4LdMuIAZdedqhR8GCgFEM3V2Su11RZb7IEL5QKor1KMzyQ7WLxsgvhCuf24ykwdni77qdtKo22bDb2AxMe2JHvfdQu6n9dBx16XtRGqY8YHFSVGlMgF8OEJQG6CpEJ09DFLd9tALX/2c94ntbnNvsuQv2vfgkJt+3x2XHSCZBNw95DJGBcZbndSIUVpEwJGESxiRf2uh9m80SsjIrcepkOaqqla1F4U6nPJpOWVZdLAySmKZncMIEjKsVBQ3dKa1rV9wy7Alhgc20YKdCk8mEo0ePwmAwoFOnTvDx8ZEtn5aWhtTU+ovQaLVajBw5UnGdJSUlCAoKwrPrPoG3v29jmsu4aP765tRl2JS6DMWVBWKbt9YXgxPGY0TSxQjwVr7IDX3a9q+MxYZvuiJtdztbZ9hzQjpGzToo3Aibi7ICPRa+MhAHVsXBbNTYnAp7TTqF6U9sg0+gRQRl7A/FunndsG9FnG3aYIe+ORhxw2H0mJAuogQknlZu3YFNqUtQ6XPYUoFJj3hMwfRR4xATEWnZZFDhwOpYbP6hM04fCRFrIST0y8Gwa48gaciZelbDrsJoMmBv1hZsTl2O3NIsqNVqJIX3wNDEyWKBocasKVBVacKCRSk4VP0zzIG1wyk1/mhffgVmjB+JuPj6ds3uhI5t3bHF2JWx3iZgSQyNSJyK/vGjFeVTMBdGeuFxbDqxDEdzUsQ1CPOLwpCOE9E7Zhj0Wvk1OhgPdyp877338Oqrr8LPzw8ajQZZWVl4/fXXcdtttzl8z7///W/85z//Qf/+Zx2p/P398ccffyg+GBYEzQfNW/90w0s4XZx2ToY6JQX56wNx56hnxXK4zqBP2pK3+mH9192ECKg7B5/uiun1a+duRO/JrhkzbwzFOT7CqbDotG8DbwBaG0BCeIdS3PHp30jd0Q7znxxh6fTr5B1Yj2fEjQcx9eEd+HHH/7A3a7O4I6p73qgT0qi1mDX0H0gM746WTFmZEW/88AGqw7ZYNtTNmzBrgOog3NDzBfTo6X5r4lRyZNz8H9EJ1c2bsF6PntGDcd3A+1kUMG2CKoWCoFESmTrmbdu24dChQ9i/fz/efPNN3HnnnUhJkZ+z3L17d6xevdr2aIwYYJqXX3d/itMlp+xOV6OkoPKaEny1+XVFyWopSxKEGBDvbWDIQ50rOfv9+M/hyD0ZAHdCQoScCouzG4oBq4mQGvmnAvDNI6Pwwz9HQJJU5yQhWt+34Ztu+GHxeiEGxPYG543OE92hf7X5jRbv0vbJj0tQHbrVtrhTPdQmQF+M71Lmun0IoaKmDF9teV2c54afS+v12Je1FWuOLHRruxjG02mUIPjnP/+JqKgo2/PZs2eL8P+WLbV3CA6g4YUdO3YIEVFTU3P+rWXcCuUK0A+nnOMY/eDSYjXHc/c57XTXfNFNJOc5xhKq3vxjZ7iTjH1hyNgXLjvTgF47ldJOOAzKJQxCU4P9FQtk66NOyWCqbtEubXm51cgN+gWQS4rUmCD5Z+LvFSfc2TTsPLUW1cZqp54LG078BaMLcmEYprVwQYNou3fvFh18crL8qlUUQbj11ltx8cUXC0Hx5Zdfypavrq4W0Yi6D8b9KHURozD4nkzLHbEjCtL9ceZYiLi7loM63pQ/E+BO9i6LV+RUKLpyWUtiAHEbIHnnK9kTdmdsQEtl7cYTgFaBuDersTdrE9xJSsZGRT4PFKE5mX/ILW1imFYtCMrLy3HLLbdg9OjRGDt2rMNyQ4YMwcmTJ4UooATDF154QeQcbNxIX1r7zJ07VyQRWh9xcZasaMa9VBrK6q1zLxclqDSUy++rVPk0tqoy17r9OaMxbXOKT0GjQtstlfKqctHZO0VtRo2qaZardkR5I4ZiyHefYZgLEARVVVWYMWOGiA789NNPslnJkyZNQmxsrO35fffdhy5dumDBAsdh1Tlz5ojkB+sjPZ3WiWfcjZ8+0OkCJYRapRFlZfcVUq24Xt8g5WVdgW+wC+uriFBcNMBL+ewMTyPAN0B+uMCKWQMvKHOucxX+jZj14ufl3nwVhmlVgoDC+SQGqJNeuXIl2rWzTB1rDBEREWKGgiO8vLxEJmTdB+N+KBNbybw3s2RCn9jhsmVCossR2yNP3oindt5/v+n1p6k2NeQ+qMypUOW8E8wYBnVllKJ99YsbhZbK2JGJgMHbeUG1Cf3iXLeEsxL6xSqb0hzgFYwOoV2avD0M0yoFgVUM0BDAqlWr6iUYWqHX1q9fb3teWlo/fJeTk4Ndu3ahV69eF9Juxg0EeAejX9xI2RXyKH8gOigBHcO6Ot3f6FsOyI/BqyRoNBKGXH0U7iS6SxESB2bL5hGQkCFnQa3WTkZ9XUw69A26WrY+Op8+Oj9xblsqwSE6RJddKz9sYNJAXZyIcWM7uLNp4rz66v2hcvLzNip5GhvjMMz5CoJrrrlGdPbPPfccDh8+bJtGSCLACiUMTps2zfZ8woQJIm9g0aJF+OKLLzBu3Di0b98e99xzT2OqZpqJS3vNRkKY5S6qoTCg57Rgzk1DHlFkZtNzQgYm3ZtSzwHQCnXGGq0ZN7yxFqEx7h/Xve7VDQhPKLHMgqjb4dc+j+5WKJwFqX3UzobiwXo8E+9JwZVTh2Bwh/GW7Q2+YpSTodd645Zhj8Nb17JNtm6fORF++eMsTxoKA7MaqspIzB72OPR69xoA0XmdPfQJeGm9z8mBsV6PgR3GCYMihmHO05ho8uTJdqcN0vRDelgFAeUHWL0GKAfg/fffF1MTfX19MXjwYPzf//0fvL0VhBtrYWOi5qXGYMLiv/did94iGAItWdnqivboor8cl04agKBA5deSOL41Ehu+7YLD62LErAOtlxH9p6di+PWH0a5j880oKcnxxjePjkbG/rCzUwtVEjr0zcWNb66BX7BlTYGc1EBs/K4Ldv3REYYqrRARXUZlCqfCpMFnRBn6Wh04vR0bTyxFav5B26JB5O44LHEKghWuCOfpGI0SFv15GLvzF8IQWiv2ytshwXwlZkwehIh2Xs06bXbTiaXYdnIVqoyWFSMpkjUscSp6tB/YKEdGhmnJNIlTYXPBgqD5MBrU+P4fI3FwTazFjU9dbTGdMfiKTjMquQi3frgS/qGNT8wj217qUPW+Rqg1zfsxLDrtg7evnIaaSuu6CtbOgtqlgndANR75fRH8Q2rqLU1cU6GFztsIjc5x+8kgx2g2iMhAa7bLragwwmiQ4B+ghVrtOZ0tzYKpMVZBq9ZBq3HvDBaGabVOhUzb4883+uHQ2hjxtxj/N/oIr3pI9NFRIedEkHD5Ox9ZSZ2od4Ch2cUA8b8bp9aKgYbLElv+rirV4/0bp9R7D7Wb2i8nBgjqhCiM3ZrFAOHrq0VgkM6jxABB553OP4sBhpGndf9CMRdEeaEXtv6cLGsmRNn5tEhR+t6WGwI/sDoa5QW0SJdcR6ZCUZY/TqW03ONkGIaRgwUB45B9f8eJsLgzKMGOxtNbKmu+6KHI2Y5Y8RHPjmEYpnXCgoBxSGmej6JwvtmsQmm+/DLYnkxFkfLEt7KCxiVQMgzDtBRYEDAO8fY3iBUInX6I1BK8/SwZ+C0RvY/yBW70vi33OBmGYeRgQcA4pNvYDEXJgpRH0GNCy7WXHnDZcSf5A1ZUGHrtETe0iGEYxv2wIGAcEhZXhi4jM2Ud/Oi14Ggq59iK2tMZeu1RaPUUJZBTPxK8/GrQZ0rLFT4MwzBysCBgZLnq+S0IjSu1uwYBiQEvPwNu/u8aj5g6eL6o1cCsd1fXLttg7zgkqNQSbvt4hfsbxzAM4yasLiyMB+BtKkevorXoWbwePsZSVGoDsC9oJPYGj0aVxq9Z2kSrFN791TKs/bI7ti7ohMoSSwKeVm9Cv+knMPbWA2LhIquJ0f4Vcdj2SxIK0gOg9Tai2+hMsTZBaKxnLzObNDgHd3/7F+Y/PhIFGf71jInCO5TghjfXIjJR+bK6bYnso0HY8lMyjm2JgsmgRmSnYgy56ig6jzjdooUiw7QEHl31s9MyJVUGvKBgX+xU6CHEVBzGNadeg5e5ynJHartXVaFa7Y0f4/+BTN/mXZnNWKNGfnqAmIoYGlMGL7+zyXglOT74/O5xyDkRbHE0rPW2Fx7/kgqXPrkNQ64+Bk+FxMyPTw3DvuUdABW1uTZ4Vvt3/8uO44pntnIHVwfKL1nxYS+s/LiXiBZZV4y0/p3QL0dEj8i8iWEY13f0SiFBEPHPRU6dCjlC4AEE15zBdWmvQivVQFUnZG25R5WgN1eJ1z9LmosifWSztVOrNyMyqdhuZ0piIC/N8kGru6KhVNtJ/P7yYASEV6H7uAx4IgvnDsT+v+MtT6xioM7fOxcmwjewBhc/squZWuh5bP6hsxADRN3lo61/p6WE49vHRuLWD1cpWUWbYdoMj7qws3clLAg8gMH5S6CRDFA7SGqj7VrJgEH5f2F5+1nwNA6sjBWRATloAaDl7/cWMxc8rXMozPLFjt+SZB0ZKcpBCxqNueWAGEZp65AIXPFhT9kyJAyPb22PUynh6NA3z21tY5jm4FEP7eQbAwuCZkYtGdGraA00MMuXgxm9i1ZjRdQNMKs867Jt/blTvWECe1Bne+ZYMLIOhSCmWyE8iV1/JFqWOZYTBKKDU2H3kgSMuP4w2jpH1kejoti5SRMNH2z/LYkFAdOiebQVdPZK8KyepY0mEuqlc5eUtgeVo/IV2iB4EpSEJycG6lKY6e9xgqAwy09ELZylv1E+RGFm8yR3ehrinDkRgdbhA0uSJsN4Jm2ls1cCC4JmxqjSNWl5d6DzNikv66W8rFvbr2QYQ1I16lhbM1ovkyIXS4q8NMYJkmFcBXf0jYcFQTNTo/FFpncS2ledcJhDQJihwmmfJFHe0+g2JgN5aQFO7xa1XkZ06JcDT6Pz8CyRIOcMutvtPKLlGjC5kuRhpy0iSsGsws4t2LSK8Sy4k29aWBB4ANvDpuKyzP/JliGxsD10CjyRwVcdw7qvutf2DvbvGim8PODSE/D297y7RZovHxRZjpJcH4eihsbCyY8goV+u29vniYTGlAt3yqMb29ebYVAPlSQiQv0uSXV385gWCHf2zQ8LAg/gQOAwJJalCEOiht2p9QZsb9AoUc5TO4cZT23Fry8OEbMJGmbrkxhol1iMKQ/shidC5jk3vLEOn9w+EUbD2amSZ183Q+djxHWvbvC4GRLNyYynt+LDmyeLVTEbigK65nSurntlg0eKQMa9cGffMmBB4AmoVPgj+i7keMVjSP5i+JvOzvUv1wRhS9gl2Bp2kSjnqQy64jj8Q6uw7H+9ceZYiG27zsuIATNOYPJ9uz26Y4jtUYC7v1qKv/7bF0c2RttmHJDAofUcpj60GxEJnu9UWFhQgz//3oeTJSkwq6oRoI7DuP5D0adPWKP3ZTKqcHhdNPYs7SCWfabpln2mpqHLqExotBKC2lXi7q8t52zP0gSYjWdFQXzvPEy+LwUdB3BEpbXCnXzrg50KPQyVZEJsxRH4mkpRoQlAhm9nSCoNWpJ73enDISjI9BPh4g59cz1aCDjKoD99OFjor+huBQiKrERLYPGSY9hQ/gqgrbKF7GHSAhojAnKn4v7rZsLfX9k9AOWEfHnfWBRkBNhmE1j/DYkpw+z3VtUTSOWFXkjfFyZEAQ2ttEssaarDZNwAd/atC6VOhSwIGKYVsHJVOv4unnNWCDTErIZ//gQ8eessqNXykabSfG+8e+1FqCjyspsfQEMovsHVuH/+EuE+ybQsuLNve5SwdTHDtA3MZgmrTn0BkPBXO0j7V5tRFrEc27ZehCFD5e2vN33fWdzxO0qwJJFAr2/8vgum3J/iikNgLhDu5BlXwDkEDNPC2bkjD6ZgBe6JJi3W7l+HIUOvcliEFq7asiDZ6RRSep1Wv5x0zx5e8KkJ4Y6ecScsCBimhZOWpTBxT2NEqeaobJHKEj0qiy1LXDuDlsKuKNbDP5TXdjgfuLNnPA0WBAzTwtFqNIBCA0WVWd7pUq2VX1PjnPIaBc5EbRDu7JmWCAsChmnh9OkRgy0pKvvJhHUxaxCl7S9bxNvfgIiOxcg9GSi/2JNKQkSHEvgEKluHozXAnTzT2mFBwDAtnISO/vBbMR7loasBjVyowIwpIwfL7oumWg6//jB+f2mQfKUSMGzmYU+2xmgU3NkzDAsChmkVzBx3NT7dthvQFzkUBV2qH0BiovOVBwdedhz7lsfhxLaoc1wnCZVaQscBZzDw8hPwdLijZxjlcISAYVoBiUkBuE16Cd+umYeq8E2WcL+kBtQmoCIC/bxvx9XX9VS0L41Ows3vrMGfb/TH9t+SYDKQKZEkVjfU6MwYMOM4Lnl0J7S6xuUbuBLu6BnG9bAxEcO0Mg4dKMbO/akwmo2IDAnDuDHx0Hudn9slzSI4uDpW/OsbVCNWtvQNbrq8Ae7oGcb1sDERw7RRunYPQtfufV2yLxIBAy5zzdAAd/YM49nwkAHDMOcNd/IM03pgQcAwjF24s2eYtgULAoZpg3BnzzBMQ1gQMEwrgTt5hmEuBBYEDNPCYSHAMIwrYEHAMB4Md/YMw7gLFgQM00xwZ88wjCfBgoBxKYZqNQ6uiUVRlh+0ehOSh59GREJpmzrL3NEzDNMmBMGqVauwZs0aGAwGDBo0CJdddhlUTlY4yc/Px7x585CWlobk5GTMnj0b/v7OPdWZloMkARu+7YKVH/VCVZkeao1ZWN2SF37S4NO48rktCG5fgZYMd/QMw7RmGmVdPHHiRFDxUaNGQaPR4KOPPkKvXr3wxx9/iOf2yM7OxuDBg5GYmIgpU6bg559/RlVVFTZt2oSAgABF9ZaUlCAoKAjPrvsE3v6+yo+OcRvL3uuN1Z/Z98onceAbXI17v/0LQZGVHndVuKNnGKY10yTWxf/973/Ro0cP2/NrrrkGXbt2xV9//YVLLrnE7ntefPFFEQ1YtmwZ9Ho97r33XnTq1Ens6+mnn25M9YyHkn00yKEYIMwmNSqKvLDkrX647pWNbm0bd/YMwzDKaJQgqCsGiKSkJNHJUxTAEQsXLsQtt9wiyhGkTi699FKxnQVB62Dzj51FFIA6fkfQa/v+jkdZwQ74h1ZfUH3cyTMMw3hYUuFXX30Fo9EohhDsQUMDGRkZ6NixY73t9PyXX35xuN/q6mrxqDtkwHguJ7ZFyooBK1QmfW84uo3JdFiGO3uGYZgWJgh27tyJBx54QNzld+7c2W6ZykrLeHHDXAGKElRUOE4wmzt3Lp5//vnzbRrjZkwG52LAyrTdWzDDvKVJ28MwDMM0HuW/5HXYu3evSBC8+eabZTtuyh1Qq9UoKiqqt72wsFA2sWHOnDki+cH6SE9PP59mMm6A7uhHhByAVm1SVL5rZEaTt4lhGIZxQ4Rg3759mDBhAq688kr873//ky2r0+nENMMDBw7U207PG+Yj1MXLy0s8mOajMaH7O4cvxR/7B8uWUatMGNLhCLpGOh4uYBiGYVqIINi/fz/Gjx8vxMD7779v13+ApiCuXLkSb775pnh+3XXX4ZNPPsE///lPhIeHIzU1FYsXL8brr7/uuqNgGoWrx+kndUnBuOQ9WHusB0zSudNP1Soz1CoJL0//2qX1MgzDMM3kQxAXFyfC/9dff309MTBt2jTxIJ577jm8/fbbtmECyhWYOnWqMCUaOnSoMDUaMmSI8CPQapXpEfYhcE5zJ+OVVXvjpq8fxp8HBkKrNsJo1kIFMySoEOBViW9ufhNTu+1q1jYyDMO0RUqawofgX//6l5hV0JCoqCjb3yQMOnToYHvu6+sr3A1Xr16NU6dO4f7778fIkSMbU22bp7k7eyX4e1Xh19vnYmd6Ir7YMgGp+ZHw1VdjStdduK7/Ovh5XdhUQ4ZhGMaDIgTNRWuOELSEzp5hGIZpuTRJhIBRDnf0DMMwTEuCBUEj4Y6eYRiGaY2wIKiFO3qGYRimLdMmBAF39gzDMAzTSgUBd/IMwzAM00YFwf3rFiLQW9fczWAYhmGYVsd5rWXAMAzDMEzrggUBwzAMwzAsCBiGYRiGYUHAMAzDMAwLAoZhGIZhWBAwDMMwDNNyph1a118qrTI0d1MYhmEYpkVh7TudrWXYIlY7zMjIQFxcXHM3g2EYhmFaLOnp6YiNjW3ZgsBsNiMrKwsBAQFQqVSKlksmAUEHL7fUI9N08DVoXvj8Nz98Dfj8ewrUzZeWliI6OhpqtbplDxnQAcipGkeQGGBB0LzwNeDz39bh7wCff08gKCjIaRk2JmIYhmEYhgUBwzAMwzCtVBB4eXnhX//6l/iX4WvQFuHvQPPD14DPf0ujRSQVMgzDMAzTtLTKCAHDMAzDMI2DBQHDMAzDMCwIGIZhGIZpIT4E58PRo0exY8cO9O/fH507d27u5rQJcnJysHLlynO2X3TRRYrmwDKuIzMzEzt37hRGJAMGDOBT6yY2bdqEtLS0c7b7+Pjgsssu4+vgJnJzc7F7927U1NSgW7duSExM5HPfVgUBOTJNmzYNx48fx+uvv86CwE0cOHAAM2fOxDXXXFPPUXLkyJEsCNzo6vnwww/j008/xejRo1FeXg5/f3/8/vvv0Ol07mpGm2Xbtm3YuHFjvW1LlixBly5dWBC4iXfeeQdPPvkkBg8eDD8/P6xevRrXXXed+E4ocbpt00itkJkzZ0pPPfWUFBQUJL311lvN3Zw2w6pVq2jGimQwGJq7KW2W559/XgoJCZEOHjxo27Z8+XKpvLy8WdvVVsnIyJA0Go304YcfNndT2gQlJSXifL/zzju2bZs2bRK/SytXrmzWtrUEWl1S4eeffy6GC8iHgGkeaNjgzz//RGpqKl8CN1JdXY0333xTRAi6du1q2z5x4kT4+vrytWgGvvzyS3h7e4vIGdP00BABzaRPSEiwbbMOF9BrTBsaMjh06BDmzJmD9evXc3i0maCw9Isvvij+pfHUK6+8Uog0vV7fXE1qM6SkpKC4uBiTJ0/Gnj17cPLkSfFj2LNnz+ZuWpuEOqYvvvgC1157La+p4ibCwsLw6quv4vHHHxc3JJS7QaJs1qxZ4nvBtBFBQHdH9MX797//jeTk5OZuTpuEVpjct2+fLWeDBNrQoUPx0ksv4fnnn2/u5rWJpE7irbfeEoIgKSkJGzZsEGOpv/32m7hTZdwHjV1THtM333zDp92N9OrVSyyIt2DBApFDQAm2N9xwA+cPtCVBQD+CtNwoLZE8f/58sc1gMGDXrl1YuHAhLr300uZuYquHOqC6UNiavoiLFi1iQeAGrB2+0WgUwox+FE+fPi0iBG+88QaeeuopdzSDqeWzzz4T555EMeMeKCpGv/UffvghbrnlFrGNxPHAgQMRExPDiZ1tRRDQ3emQIUPEnZAVEgR79+4VWdYsCJpv6VeaAsS4T5BdfvnltjXP27dvj+HDh4spuIz7KCoqwi+//IJXXnmFT7sboWFKyhWgmU5WevfuLaKWq1atYkHQVgQB3YnSoy7BwcG4+eab8dBDDzVbu9oSdDdKHVBdQUbRgUGDBjVru9oKHTt2FHekNFRjxWQyiSTbKVOmNGvb2hrfffedyCG48cYbm7spbQq6MSQOHjwoogLWaegZGRmIjY1t5tZ5Pq1GEDDNz8svvyxEwZgxY8Tzr7/+GgUFBWI74x7++9//YsaMGUKMUS7Nr7/+ivz8fDz66KN8Cdw8XEAJtaGhoXze3QhFwyZMmCDO/YMPPihyCCixkyKV1iEEpo2udnjbbbfhqquuEk55jHsgE5alS5eKsF337t0xe/ZsMWTDuA/KH6DMahJjFCq94447RPY14x7y8vJw//3345FHHuHoWDNAOTQUodm6davNqZD6AhIFTBsWBAzDMAzDKKPVGRMxDMMwDNN4WBAwDMMwDMOCgGEYhmEYFgQMwzAMw7AgYBiGYRiGBQHDMAzDMAJOKmQYhmEYhgUBwzAMwzAsCBiGYRiGYUHAMAzDMAwLAoZhGIZhBJxUyDAMwzBg/h+cyWB9VYLVogAAAABJRU5ErkJggg==", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 1d)\n", "W=[-0.2,1]\n", "W2=[-0.1,1]\n", "W3=[0,1]\n", "plt.figure(figsize=(6, 4), dpi=100)\n", "plt.title(\"Aktivierungsschwelle = 2\")\n", "plotTwoFeatures(X,T,lambda X: neuron(X,2,W))\n", "plt.figure(figsize=(6, 4), dpi=100)\n", "plt.title(\"Aktivierungsschwelle = 1.5\")\n", "plotTwoFeatures(X,T,lambda X: neuron(X,1.5,W2))\n", "plt.figure(figsize=(6, 4), dpi=100)\n", "plt.title(\"Aktivierungsschwelle = 2\")\n", "plotTwoFeatures(X,T,lambda X: neuron(X,3,W3))\n", "\n", "# Antwort: Der Winkel der Trennlinie ändert sich" ] }, { "cell_type": "code", "execution_count": 6, "id": "369a2d08", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 3a) \n", "from SLN_Vorlage import SLN\n", "\n", "\n", "sln = SLN(2, 1)\n", "sln._W = [-0.3,1]\n", "sln._b = -1.5\n", "sln.neuron(X)\n", "\n", "plt.figure(figsize=(6, 4), dpi=100)\n", "plt.title(\"Aktivierungsschwelle = 3\")\n", "plotTwoFeatures(X,T,sln.neuron)" ] } ], "metadata": { "kernelspec": { "display_name": "nnw (3.14.0)", "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": "3.14.0rc3" } }, "nbformat": 4, "nbformat_minor": 5 }