{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Imputing Missing Values using Gaussian Process" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:From c:\\ProgramData\\anaconda3\\envs\\MIMIC\\Lib\\site-packages\\tf_keras\\src\\losses.py:2976: The name tf.losses.sparse_softmax_cross_entropy is deprecated. Please use tf.compat.v1.losses.sparse_softmax_cross_entropy instead.\n", "\n", "WARNING:tensorflow:From c:\\ProgramData\\anaconda3\\envs\\MIMIC\\Lib\\site-packages\\tensorflow_probability\\python\\internal\\backend\\numpy\\_utils.py:48: The name tf.logging.TaskLevelStatusMessage is deprecated. Please use tf.compat.v1.logging.TaskLevelStatusMessage instead.\n", "\n", "WARNING:tensorflow:From c:\\ProgramData\\anaconda3\\envs\\MIMIC\\Lib\\site-packages\\tensorflow_probability\\python\\internal\\backend\\numpy\\_utils.py:48: The name tf.control_flow_v2_enabled is deprecated. Please use tf.compat.v1.control_flow_v2_enabled instead.\n", "\n" ] } ], "source": [ "from mimic.data_imputation.impute_GP import GPImputer\n", "import pandas as pd\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data_to_infer = pd.read_csv(\n", " r\"simulations0.csv\", header=None, sep=\",\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Fraction of rows to remove\n", "fraction = 0.1\n", "\n", "# Randomly select fraction of y-values\n", "missing_y = data_to_infer.iloc[:, 1].sample(frac=fraction)\n", "\n", "# Set the selected y-values to NaN\n", "data_to_infer.loc[missing_y.index, 1] = np.nan\n", "\n", "# Now data_to_infer has 10% of y-values in the second column set to NaN" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "10" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_to_infer.iloc[:, 1].isnull().sum()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: GPR\n", "Best kernel: \n", "BIC: 689.6450387507102\n" ] }, { "data": { "image/png": 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wefJk0tLS6NKlC3PmzKFVq1ZAoNvE4XOm5+Xlcfvtt5OamorX66Vz5858/vnnDB061KqXICIiIiJSb5imycH8g5acO8wZdlTdl71eb7EW8z/++IP333+fDz/8sGhK5rPPPpvY2FjmzJlDdHQ0L774IgMHDmTt2rXExsby/vvv8+CDD/Lcc8/Rr18/3nzzTZ555hnatm1b5nnvueceXn75ZZ5++mlOOeUU0tLS+P3334FAon3CCScwf/58OnfujMvlAuDll1/mwQcf5Nlnn6VHjx4sX76cq666ivDwcC699FKysrL4+9//zumnn85bb73Fhg0buPnmm6v93lTF1KlTmTJlCvfeey+zZ8/muuuu49RTT+W4444jMzOT0047jYSEBD755BPi4uJYtmwZfr+fkSNHsnLlSv773/8yf/58INDroKSDBw8yZMgQTjrpJBYvXszOnTu58sorueGGG4oNI1iwYAHx8fEsWLCAP/74g5EjR9L5+M5cdeVVdfI+BDNr+0UA48ePZ/z48aWuKzkW5M477+TOO++sg6hERERERELPwfyDRDwaYcm5M+/JJNwVXq19f/rpJ9555x0GDhxYtCwvL48333yTpk2bAvDVV1+xYsUKdu7cWdT1+sknn+Tjjz9m9uzZXH311UybNo3LL7+cK6+8EoCHH36Y+fPnH9GaXujAgQNMnz6dZ599lksvvRSAY445hlNOOQWg6NyNGzcuatEGmDJlClOnTmX48OFAoMV91apVvPjii1x66aW8/fbb+Hw+ZsyYQVhYGJ07d2br1q1cd911Fb4Xzz//PK+88krRz9dccw1Tp06t3BsJDB06tCj/uuuuu3j66adJSUnhuOOO45133mHXrl0sXryY2NhYANq1a1e0b0REBA6Ho9hrLentt98mOzubN954g/DwwP/vZ599lnPOOYfHH3+8qP5Yo0aNePbZZ7Hb7XTo0IEhZw0hZUEKV12lJN3yJF1ERERERKSkzz77jIiICAoKCsjPz2fYsGH8+9//LlrfqlWroiQZYOnSpWRmZtK4ceNix8nOzubPP/8EYPXq1UVDawv16dOHBQsWlBrD6tWryc3NLfZwoCK7du1iy5YtXHHFFcUSzoKCgqKW59WrV9OtWzfCwsKKxVEZY8eO5b777iv6uarj548//vii7w3DIC4ujp07dwLw888/06NHj6IEvToKX1thgg5w8skn4/f7WbNmTVGS3rlzZ+x2e9F86HHxcaxauara5w0lStJFRERERBqIMGcYmfdkVrxhLZ27KgYMGMALL7yA0+mkRYsWOJ3OYusPTwIhMHY8Pj6elJSUI45V3UJwXq+3yvv4/X4g0OX9xBNPLLausFu+aZrVigcCXcwPb90uZLPZjjhuaQX1Sr6PhmEUxVyd11tSeVNqH768MI4CfwE+04fNZiuKo6FTki4iIiIi0kAYhlHtLud1LTw8vNRktCw9e/Zk+/btOBwOWrduXeo2HTt25IcffihWnPqHH34o85jt27fH6/Xy5ZdfFnWRP1zhGHSfz1e0rHnz5iQkJLB+/XrGjh1b6nE7derEm2++SXZ2dlFiXF4cldG0aVPS0tKKfvb5fKxcuZIBAwZU+hjHH388r7zyCnv37i21Nd3lchV7raXp1KkTr7/+OllZWUUPUr777jtsNhsdOnQotq3P76PAX9CgK7mXRu+GiIiIiIjUe4MGDaJPnz6ce+65zJ07l40bN7Jo0SLuv/9+lixZAsDNN9/MjBkzmDFjBmvXruXBBx/kt99+K/OYHo+Hu+66izvvvJM33niDP//8kx9++IFXX30VgGbNmuH1evnvf//Ljh07SE9PBwLV5x999FGmT5/O2rVrWbFiBTNnzuSpp54CYMyYMdhsNq644gpWrVrFnDlzePLJJ4/q9Z9++ul8/vnnfP755/z++++MHz+e/fv3V+kYo0ePJi4ujnPPPZfvvvuO9evX8+GHH/L9998DgerwGzZs4Oeff2b37t3k5uYecYyxY8fi8Xi49NJLWblyJQsWLODGG2/k4osvLurqXqjAH5jfvaHOh14WJekiIiIiIlLvGYbBnDlzOPXUU7n88svp0KEDo0aNYuPGjUXJ4ciRI5k4cSJ33XUXvXr1YtOmTRUWa3vggQe47bbbmDhxIh07dmTkyJFFY7gdDgfPPPMML774Ii1atGDYsGEAXHnllbzyyiu89tprdO3aldNOO43XXnutaMq2iIgIPv30U1atWkWPHj247777ePzxx4/q9V9++eVceumlXHLJJZx22mm0adOmSq3oEGgp/9///kezZs0YOnQoXbt25bHHHivqpn/++eczZMgQBgwYQNOmTZk1a9YRxwgLC2Pu3Lns3buXv/3tb4wYMYKBAwfy7LPPFtvOb/o13VoZDPNoBkTUQxkZGURHR5Oenk5UVJTV4YiIiIiI1IqcnBw2bNhAmzZt8Hg8VocjUsTn95Hny8Nm2GqkFd3n9+F2uC3vNl/e31xV8lC1pIuIiIiIiEid8Jt+CvwFGBjq5l4GJekiIiIiIiJS60zTxOf34Tf92GxKRcuid0ZERERERERqXWErutXd0oOd3h0RERERERGpVaZpqpt7JSlJFxERERERkVqlbu6Vp3dIREREREREao3f9FNgFqgFvZKUpIuIiIiIiEit8fl9mKapseiVpHdJREREREREaoXP71OxuCrSOyUiIiIiIiI1rrBYHKCu7lWgJF1EREREpIHx+X3k+/Lr7Mvn91n9kuuNl156iaSkJGw2G9OmTWPSpEl079693H3GjRvHueeeWyfxVYXPDBSLs9vsVodSY+rivVaSLiIiIiLSgPj8Prakb2HDvg119rUlfUuVEvUDBw4wYcIEWrVqhdfrpW/fvixevLjYNuPGjcMwjGJfJ510UrFtbr31VmJjY2nZsiXvvvtusXXvv/8+55xzTqXiycvL44knnqBbt26EhYXRpEkTTj75ZGbOnEl+fn6lX1dFMjIyuOGGG7jrrrtITU3l6quv5vbbb+fLL7+ssXPUlcI50Q9vQe9wTAeemf5MpY/xdcrXuB1u9u/fXwsRBi+H1QGIiIiIiEjd8Zt+8nx52G12HLbaTwcK/AXk+fICLapUrkX1yiuvZOXKlbz55pu0aNGCt956i0GDBrFq1SoSEhKKthsyZAgzZ84s+tnlchV9/+mnn/LOO+/wv//9j3Xr1nHZZZdxxhln0LhxY/bv3899991XqeQ3Ly+PwYMH88svvzBlyhROPvlkoqKi+OGHH3jyySfp0aNHhS3dlbV582by8/M5++yziY+PL1oeERFRI8evS4XF4oKhFd00TXw+Hw5H/Uh/1ZIuIiIiItIAOWwOnHZnrX9V9UFAdnY2H374IU888QSnnnoq7dq1Y9KkSbRp04YXXnih2LZut5u4uLiir9jY2KJ1q1evpn///vTu3ZvRo0cTFRXF+vXrAbjzzjsZP348LVu2rDCeadOm8c033/Dll19y/fXX0717d9q2bcuYMWP48ccfad++PQC5ubncdNNNNGvWDI/HwymnnFKs9T8lJQXDMPjyyy/p3bs3YWFh9O3blzVr1gDw2muv0bVrVwDatm2LYRhs3LjxiO7uPp+PW2+9lZiYGBo3bsydd96JaZrFYjZNkyeeeIK2bdvi9Xrp1q0bs2fPrnQshT755BN69+6Nx+OhSZMmDB8+vGhdXl4ed955JwkJCYSHh3PiiSeSkpICgN/vx+f3VVgszu1wM+PVGVxw/gXERMbQ6bhOfPrppwBs3LiRMwedCUDzJs1xO9xcefmVRa/vyX89ybHtjyU6IpoTe51Y6uubO3cuvXv3xu128+qrr2IYBr///nuxGJ566ilat25dlMhfccUVtGnTBq/Xy7HHHsv06dPLfQ21QUm6iIiIiIgEjYKCAnw+Hx6Pp9hyr9fLt99+W2xZSkoKzZo1o0OHDlx11VXs3LmzaF23bt1YsmQJ+/btY+nSpWRnZ9OuXTu+/fZbli1bxk033VSpeN5++20GDRpEjx49jljndDoJDw8HAon/hx9+yOuvv86yZcto164dgwcPZu/evcX2ue+++5g6dSpLlizB4XBw+eWXAzBy5Ejmz58PwE8//URaWhpJSUlHnHPq1KnMmDGDV199lW+//Za9e/fy0UcfFdvm/vvvZ+bMmbzwwgv89ttv3HLLLVx00UV8/fXXlYoF4PPPP2f48OGcffbZLF++vCihL3TZZZfx3Xff8e677/Lrr79ywQUXMGTIENauXUuBWYCJWalicY9MeYQRF4xgyfIlDDlrCOMuHsfevXtJSkrivQ/eA2DFqhVs2rqJqU9PBeDBBx7kjdff4N/P/pvlvy7nhptv4JKLLzni9d155508+uijrF69mhEjRtCrVy/efvvtYtu88847jBkzBsMw8Pv9JCYm8v7777Nq1SomTpzIvffey/vvv1/h66hRZgOTnp5uAmZ6errVoYiIiIiI1Jrs7Gxz1apVZnZ2drHleQV55ppda8yN+zaaqRmptf61cd9Gc82uNWZeQV6lY+/Tp4952mmnmampqWZBQYH55ptvmoZhmB06dCja5t133zU/++wzc8WKFeYnn3xiduvWzezcubOZk5NTtM2DDz5oHnPMMWaXLl3M5ORkMzc31+zSpYu5ZMkS89///rfZoUMHs2/fvubKlSvLjMXr9Zo33XRTufFmZmaaTqfTfPvtt/96n/PyzBYtWphPPPGEaZqmuWDBAhMw58+fX7TN559/bgJF/4+WL19uAuaGDRuKvYZu3boV/RwfH28+9thjRT/n5+ebiYmJ5rBhw4pi8Xg85qJFi4rFeMUVV5ijR4+udCx9+vQxx44dW+rr/eOPP0zDMMzU1NRiywcOHGjedfdd5sG8g2Zufq6ZW1D8q1WrVua/pv6r6GfAvOfee4p+3pu+1zQMw/zks0/M3IJc83/z/2cC5o7dO4pt4/F4zK8Xfl207GDeQfPyyy8/4vV9/PHHxeJ76qmnzLZt2xb9vGbNGhMwf/vtt1Jfp2ma5vjx483zzz+/6OdLL7206L0uqay/OdOsWh5aPzrli4iIiIhIg/Hmm29y+eWXk5CQgN1up2fPnowZM4Zly5YVbTNy5Mii77t06ULv3r1p1apVUQswwKRJk5g0aVLRdpMmTWLQoEE4nU4efvhhVqxYwWeffcYll1zC0qVLS43FNCtuEf7zzz/Jz8/n5JNPLlrmdDo54YQTWL16dbFtjz/++KLvC8ed79y5s1Jd79PT00lLS6NPnz5FyxwOB7179y7q8r5q1SpycnI444wziu2bl5d3RG+A8mL5+eefueqqq0qNY9myZZimSYcOHYotz83NpVFsIwwMqOSMa12P71r0fXh4OJGRkezatavM7VevWk1OTg5Dhwyt8PUd3vIPMGrUKO644w5++OEHTjrpJN5++226d+9Op06dirb5z3/+wyuvvMKmTZvIzs4mLy+vxmoOVJaSdBERERERCSrHHHMMX3/9NVlZWWRkZBAfH8/IkSNp06ZNmfvEx8fTqlUr1q1bV+r633//nbfffpvly5czY8YMTj31VJo2bcqFF17I5ZdfTkZGBlFRUUfs16FDhyMS7ZIKE+SSyXxpCb7T6Sz6vnCd3+8v9/hVUXiszz//vFiRPQiM4a9sLF6vt9xz2O12li5dit3+V2E4n9+Hy+vCZqv8qGqHs3hKWtjtvLxzA3z8yce0SGhRtMzlcOH1FI+5cChCofj4eAYMGMA777zDSSedxKxZs7jmmmuK1r///vvccsstTJ06lT59+hAZGcm//vUvfvzxx0q/npqgMekiIiIiIhKUwsPDiY+PZ9++fcydO5dhw4aVue2ePXvYsmVLsarohUzT5Oqrr2bq1KlERETg8/mKpk4r/LesxHDMmDHMnz+f5cuXH7GuoKCArKws2rVrh8vlKjZmPj8/nyVLltCxY8cqvebyREdHEx8fzw8//FAshsN7AXTq1Am3283mzZtp165dsa/SxriX5fjjjy+z+n2PHj3w+Xzs3Lmz6NjHHHMMrdu2LvX9r67Cav0+31/T93Xs1BG3282WLVv+One7Yyr9+saOHct7773H999/z59//smoUaOK1i1cuJC+ffsyfvx4evToQbt27fjzzz9r7PVUllrSRUREREQkqMydOxfTNDn22GP5448/uOOOOzj22GO57LLLAMjMzGTSpEmcf/75xMfHs3HjRu69916aNGnCeeedd8TxXn75ZZo1a8Y//vEPAE4++WQmTZrEDz/8wBdffEGnTp2IiYkpNZYJEybw+eefM3DgQKZMmcIpp5xCZGQkS5Ys4fHHH+fVV1+le/fuXHfdddxxxx1F87I/8cQTHDx4kCuuuKJG35ubb76Zxx57jPbt29OxY0eeeuqpYvOIR0ZGcvvtt3PLLbfg9/s55ZRTyMjIYNGiRURERHDppZdW6jwPPvggAwcO5JhjjmHUqFEUFBTwxRdfcOedd9KhQwfGjh3LJZdcwtSpU+nRowfbd27nyy+/pGvXrpw19Kwaea0tW7XEMAzmfD6HIWcNwev1EhkZyS233sIdt92B3++n78l92b9/P0t/WkpkZGSFr2/48OFcd911XHfddQwYMKBYb4N27drxxhtvMHfuXNq0acObb77J4sWLy+3BURuUpIuIiIiINEAF/oKgPU96ejr33HMPW7duJTY2lvPPP59HHnmkqHu23W5nxYoVvPHGG+zfv7+oG/N7771HZGRksWPt2LGDf/7znyxatKho2QknnMBtt93G2WefTbNmzXj99dfLjMXtdjNv3jyefvppXnzxRW6//XbCwsLo2LEjN910E126dAHgsccew+/3c/HFF3PgwAF69+7N3LlzadSoUZVff3luu+020tLSGDduHDabjcsvv5zzzjuP9PT0om2mTJlCs2bNePTRR1m/fj0xMTH07NmTe++9t9Ln6d+/Px988AFTpkzhscceIyoqilNPPbVo/cyZM3n44Ye57bbbSE1NpXHjxpxw0gkMHTq0nKNWTUJCAhMfnMj9997PVVdcxUUXX8QrM15h0uRJNG3WlCcef4IN6zcQExNDj549uO/e+yo8ZlRUFOeccw4ffPABM2bMKLbu2muv5eeff2bkyJEYhsHo0aMZP348X3zxRY29psowTLPEpHohLiMjg+joaNLT00sdcyIiIiIiEgpycnLYsGEDbdq0KTadmc/vY0v6FvJ8eXUWi8vuIik6CbvNXvHGUu8U+AvI9+Vb9v/X5/fhdrgrnJe9tpX1NwdVy0PVki4iIiIi0oDYbXaSopPwmzVXrKwiNsOmBD1EmaZJgb+gUnOiS+UoSRcRERERaWDsNjt2lDTL0fOZPkzT1EOYGqTq7iIiIiIiIlJlakWvHUrSRUREREREpMp8/kArutVjwUON3k0RERERERGpEr/pp8BUK3ptUJIuIiIiIiIiVaJW9Nqjd1REREREREQqzW/68Zk+taLXEiXpIiIiIiIiUmlqRa9deldFRERERESkUtSKXvuUpIuIiIiISMjr378/EyZMqPT2GzduxDAMfv7551qLqT7y+/1qRa9lemdFRERERKR8Ph+kpMCsWYF/fb5aO5VhGOV+jRs3rlrHTU5OZsqUKZXePikpibS0NLp06VKt81VW4cOAwq/IyEg6d+7M9ddfz7p166p8vNatWzNt2rSaDxRVdK8rDqsDEBERERGRIJacDDffDFu3/rUsMRGmT4fhw2v8dGlpaUXfv/fee0ycOJE1a9YULfN6vcW2z8/Px+l0Vnjc2NjYKsVht9uJi4ur0j5HY/78+XTu3JmDBw+yYsUKpk+fTrdu3fj0008ZOHBgncVRnsJWdLvNbnUoIU0t6SIiIiIiUrrkZBgxoniCDpCaGlienFzjp4yLiyv6io6OxjCMop9zcnKIiYnh/fffp3///ng8Ht566y327NnD6NGjSUxMJCwsjK5duzJr1qxixy3Z3b1169b885//5PLLLycyMpKWLVvy0ksvFa0v2d09JSUFwzD48ssv6d27N2FhYfTt27fYAwSAhx9+mGbNmhEZGcmVV17J3XffTffu3St83Y0bNyYuLo62bdsybNgw5s+fz4knnsgVV1yB71DPhT///JNhw4bRvHlzIiIi+Nvf/sb8+fOLvcZNmzZxyy23FLXMA5V6fyqiVvS6oyRdRERERESO5PMFWtBN88h1hcsmTKjVru9lueuuu7jppptYvXo1gwcPJicnh169evHZZ5+xcuVKrr76ai6++GJ+/PHHco8zdepUevfuzfLlyxk/fjzXXXcdv//+e7n73HfffUydOpUlS5bgcDi4/PLLi9a9/fbbPPLIIzz++OMsXbqUli1b8sILL1TrNdpsNm6++WY2bdrE0qVLAcjMzGTo0KHMnz+f5cuXM3jwYM455xw2b94MBLr0JyYmMnnyZNLS0op6JVT3/Tmc39RY9Lqid1hERERERI60cOGRLeiHM03YsiWwXR2bMGECw4cPp02bNrRo0YKEhARuv/12unfvTtu2bbnxxhsZPHgwH3zwQbnHGTp0KOPHj6ddu3bcddddNGnShJSUlHL3eeSRRzjttNPo1KkTd999N4sWLSInJweAf//731xxxRVcdtlldOjQgYkTJ9K1a9dqv87jjjsOCLTqA3Tr1o1rrrmGrl270r59ex5++GHatm3LJ598AgS69NvtdiIjI4t6HwDVfn8KmaZJgV+t6HVFSbqIiIiIiBzpsLHhNbJdDerdu3exn30+H4888gjHH388jRs3JiIigv/9739FLcxlOf7444u+L+xWv3PnzkrvEx8fD1C0z5o1azjhhBOKbV/y56owD/VYKEyOs7KyuPPOO+nUqRMxMTFERETw+++/V/g6q/v+FO1val70uqTCcSIiIiIicqRDCWiNbVeDwsPDi/08depUnn76aaZNm0bXrl0JDw9nwoQJ5OXllXuckgXnDMPA7/dXep/C5PnwfUq2NpulDReopNWrVwPQpk0bAO644w7mzp3Lk08+Sbt27fB6vYwYMaLC11nd96cwfrWi1y0l6SIiIiIicqR+/QJV3FNTSx+XbhiB9f361X1sJSxcuJBhw4Zx0UUXAYGked26dXTs2LFO4zj22GP56aefuPjii4uWLVmypFrH8vv9PPPMM7Rp04YePXoAgdc5btw4zjvvPCAwRr2wK3whl8tVVGiu0NG8P4Wt6KroXnfUX0FERERERI5ktwemWYNAQn64wp+nTQtsZ7F27doxb948Fi1axOrVq7nmmmvYvn17ncdx44038uqrr/L666+zbt06Hn74YX799ddKtULv2bOH7du3s379ej755BMGDRrETz/9xKuvvor90Hvcrl07kpOT+fnnn/nll18YM2bMES3/rVu35ptvviE1NZXdu3cX7Ved98c0TXx+n1rR65iSdBERERERKd3w4TB7NiQkFF+emBhYXgvzpFfHAw88QM+ePRk8eDD9+/cnLi6Oc889t87jGDt2LPfccw+33347PXv2ZMOGDYwbNw6Px1PhvoMGDSI+Pp6uXbty991307FjR3799VcGDBhQtM3TTz9No0aN6Nu3L+eccw6DBw+mZ8+exY4zefJkNm7cyDHHHEPTpk2B6r8/PtOH3/RrLHodM8yjGSRRD2VkZBAdHU16ejpRUVFWhyMiIiIiUitycnLYsGEDbdq0qVSSWC6fL1DFPS0tMAa9X7+gaEGvD8444wzi4uJ48803rQ6lSkzTJM+Xh0nwF4zz+X24HW7L4yzvb64qeajGpIuIiIiISPnsdujf3+oogt7Bgwf5z3/+w+DBg7Hb7cyaNYv58+czb948q0OrMr/px2/6NRbdAkrSRUREREREaoBhGMyZM4eHH36Y3Nxcjj32WD788EMGDRpkdWhVooru1lKSLiIiIiIiUgO8Xi/z58+3OoyjVjgWXa3o1lCSLtKQaDyZiIiIiJRDFd2tpyRdpKFIToabb4atW/9alpgYmFolSCqzioiIiIi11IpuveAu0yciNSM5GUaMKJ6gA6SmBpYnJ1sTl4iIiNS6BjaZkxwFjUU/OjX1t6YkXSTU+XyBFvTSPjQKl02YENhOREREQobT6QQCFcdFKsNn+jDN4J9yLVjl5eUBYD/K4aTq7i5S31R1XPnChUe2oB/ONGHLlsB2mlpFREQkZNjtdmJiYti5cycAYWFhaiGVMvlNP/m+fIB693vi9/sxHdY+XPD7/ezatYuwsDAcjqNLs5WkiwSjshLxCsaVmwUF5H/9FXlbN5PfrDH5J5+Ee8PvRFfmnGlptfVqRERExCJxcXEARYm6SFl8fh8+04fdqF9j0U1MTNPEYXNY/nDBZrPRsmXLo45DSbpIsCkrER89Gp588ohu6+ahceXZN4+HWe8StmMPrkPrtsc4ePPkWG6ozHnj42vqFYiIiEiQMAyD+Ph4mjVrRn5+vtXhSJDK8+WRlpGGy3DhcXqsDqdK/KafrLwsEqIScDvclsbicrmw2Y6+Nd8wG1gliYyMDKKjo0lPTycqKsrqcESKKyzwVsU/Sz9gACbFC034D/271wux2WUUoTCMwEOADRs0HZuIiIhIA7Q7azfbs7YT6421OpQq85t+DuQeoE2jNngcwfuAoSp5qCoCiASL8gq8VcBGIEkv+QdtI5CDh7vCi5L4w5mFXXGmTVOCLiIiItIA5Rbksi9nH2HOMKtDkUPU3V3EKiXHnft85Rd4qybDBG96FjvvvJ5Gb87GmbajaF1OXBNczzyHXfOki4iIiDRI6bnp5PnyaORqZHUocoiSdBErlDLu3IyNpTZLXcR0+Rv56x+lYOG3PJV8B/Oyf8N3cjuSh/SnaS2eV0RERESCU05BDvuz96sVPciou7tIXSscd16y1Xzv3lo9rSupFWGeSLxnnMVZD7zBomOcfLvte2avnk1OQU6tnltEREREgotpmuzP2U++P9/ygmtSnOVJ+vPPP0+bNm3weDz06tWLhQsXVmq/7777DofDQffu3Ws3QJGaVM6488Ix42WNSC9cZ5aY0qHCEeyGAUlJgWncDukW140re1wJwKPfPkpaRhoNrIakiIiISIN2IO8Ae7P3EumOtDoUKcHSJP29995jwoQJ3HfffSxfvpx+/fpx1llnsXnz5nL3S09P55JLLmHgwIF1FKlIDVm4sNxx5waUXeDNMDDuuAMjIaH4PklJcMcdgWS85JyMZRSGs9vs3H/q/TQNa8qWjC08s/gZMvMyq/2yRERERKT+yC3IZVfWLpw2Jw6bRkAHG0uT9KeeeoorrriCK6+8ko4dOzJt2jSSkpJ44YUXyt3vmmuuYcyYMfTp06eOIhWpIWlpldrMbFS8cIeRmIgxezY88QRs3AgLFsA77wT+3bAhsHz2bCiRwJOYGFheSmG4+Mh47ut3HwAvLX2J33b+RoG/oFovS0RERETqB7/pZ/fB3eQU5BDuCrc6HCmFZY9N8vLyWLp0KXfffXex5WeeeSaLFi0qc7+ZM2fy559/8tZbb/Hwww9XeJ7c3Fxyc3OLfs7IyKh+0CJHKz6+UpvZPvgg0PJdWPm9X7+/WsLtdujf/8idhg+HYcOKV4w/fL8SDMPgyp5XMvPnmfyy4xf++e0/mTlsJo3DGlfzxYmIiIhIsEvPSWdfzj6i3dFWhyJlsCxJ3717Nz6fj+bNmxdb3rx5c7Zv317qPuvWrePuu+9m4cKFOByVC/3RRx/loYceOup4RWpEv37saxJB9O7M0ruxGEag9bt//+rNW15WAl+GcFc4XbZM5xfnAD5d+ynz189n2HHD8Dg8AEyZEhhGP2lS1UMRERERkeCSnZ/N7oO78Tq82G3VuNeUOmF54TijZBEs0zxiGYDP52PMmDE89NBDdOjQodLHv+eee0hPTy/62rJly1HHLFJdr/wykytOD4z9PqJMWxnjx2tbO9fJsPwyAKZ8M4XdWbsD30+BiRPrNBQRERERqSU+v4/dB3eT78vH6/RaHY6Uw7KW9CZNmmC3249oNd+5c+cRresABw4cYMmSJSxfvpwbbrgBAL/fj2maOBwO/ve//3H66acfsZ/b7cbt1pQCYhGfr6j7+a/GLm5cezs5neCVewdz2Wu/4Nx22O9/YmIgQS9l/HhtmvSgg30TH+CZnNn8tus33vjlDfIW3MlDkxxMngwPPFCn4YiIiIhILdiXvY/03HRiPDFWhyIVsCxJd7lc9OrVi3nz5nHeeecVLZ83bx7Dhg07YvuoqChWrFhRbNnzzz/PV199xezZs2nTpk2txyxSJcnJgenWDlVzPx5YGwWvXtqVPvf9i6x7WxCzeEWlxo/XtqcmJfHzg7fzDRO576OXYdo9StBFREREQkRWXhZ7svcQ5gzDZljemVoqYGm9/VtvvZWLL76Y3r1706dPH1566SU2b97MtddeCwS6qqempvLGG29gs9no0qVLsf2bNWuGx+M5YrmI5ZKTYcSII+ZDT8iAB59dQcZJS4gaPa5K48drk91m5/27ribu8UcgZiPO+N954IGOVoclIiIiIkepwF/Arqxd+E1/Ud0hCW6WPkYZOXIk06ZNY/LkyXTv3p1vvvmGOXPm0KpVKwDS0tIqnDNdJOj4fIEWdPOIUeeH/uAMou6eiOH313Vk5XrxqWawqR8A+S3nMXnykfGLiIiISP1R4C9gz8E9ZOZnEuWOsjocqSTDNEvJJEJYRkYG0dHRpKenExWlX1SpBSkpMGBAxdstWBA0LemFReIGPvgoXxr30tp3Bhun/E9d3kVERERqymG1io4Y6ljeumowTZPMvEx2H9xNVn4Wka5InHZnDb2Q4OI3/RzIPUCbRm2CuqdAVfJQS7u7i4SktLSa3a6WFSbokyfD368cQs+X7mW7eyF3Tkxn4sTA/JlK1MUS1b2Zqa2boGCLR0RE6l51P9NL1CoCAkWDp08PfF/WuuHDq3zOXDPQer4/dz8Om4NGnkalzp4lwUtJukhNi4+v2e1qmc9HUYu53+xG07Cm7Dq4ixNGzmey43x8PqsjlJBW1o1HdW9mqrlu0q/DsdtLfyA1ZQp0WJnMyEV1F0+FN2XlvXdHs648tRVPdR3N+er6gYsexojUL7VxbSqlVhGpqXD++aXHkJoa2Of222HWrEqf05/Qgj2P3MO+swYQ6Y7EYVO6Vx+pu7tITfP5MFu3xty6tfSiD4YR+HDdsCEob9JGzx7Nu7+9yzW9ruG5oc9htwVfjFLPVPVmZ/RoePLJI25mTMMotsyoqXXAuxe8y5j3L+T+B/O4+958AGyGjcf+6WDFpE/5kBGAWWxfShyXmloH5d+UDR9e4w8x3us7nbVdhlfvIUU14zn8nH7Tj88feCJoYnLmwMBN5f++LCjaxW7YsdvsR/fQpBbeu9p6z30+mDTpyHUiUsuqeG0q/EwvXFrq9Sc2FvbuLX4NKdymlP1KrivzuGWtA/a9+RI5/xha2isMOaHY3V1JukgtWPnCZDqNfxAoUZ2x8AZ89uw6nw+9sl77+TUu+7/L6NSkE4uvXkyYM8zqkCTYVad73+jRmIdudordXBz2fXVvZqq8zoCDzRtzxSVv895rLRh7eQZjL8/gvRlxvPnvZuyy9abRge11F89h35d241Vwy804np5+5Ht3VA8x4Hxm0/nBs7nznryidU886uK3hz4v9SFFYTz+227BNvXpasQTOGfrewZw/e17i5L056bG8sxjTQC46e7djL9tDxBI0p+f2piNjy4oO54KblrN227DmDq12u/dEf+/ynngUtnXf+z9g7nj3lxshg2vw8sTj7qLhiBpqJFILSrt2vV//1dqi/fRXptqo6N5+dc1A1+LeHau/CEoG4RqmpL0EKAkXerC6a+fTsycBbz8pZfGe7L/WpGUBNOmBW2CDpB2II0WT7UAYO0Na2nfuL3FEUlQq6hVsho3O1bpfyl83ab4stM2QMrr1sRTGhMwbQaG36zxBxW7I5oQFzOb8y46wLmj9vPxrFg+eiOGHQeG0fjA7jKPadpsGH5/tc65J6IpzcM/Y+TlBxh5cSbvvRXOrNcjGHVpBgDvvhHByEsyuGBMFh+8HcEHM6PZmXkOseXEU+7rt9mgOrHWwjo/sCMqjMQet9Lv5AhGnxfD78kjmPZoYyXoIrWttGtXQgLk5GDu2RNU16ajcclNSfxxfCLNw5vTLrYd7Ru359jGx9I6pnVIFZFTkh4ClKRLbft+y/f0ndEXh83B3FFzOGWziWvnnno1DrHrC11ZuXMlzwx5hhtPvNHqcCRYJSeXPsbOMDBNEzM2FqOM7n3B6Lox0XzQzcGevT6w54Mtn1Gr85j1odWR1Z2SDyrq4iFFaQ9HyhJsD01qQrHXv+Qa7uz+JI9NDleRJ5HaUsa1q7ZavK00+nx4t+uRyx02B20btaVD4w4c2/hYTkg4gV7xvfA6vXUfZA0IxSRdlQREathDXz8EwDkdzqFjXBdc7YOjQFxVDGoziJU7V5KyMYVre18bUk9bpZpKdgvs2zfQClHac95Dy2x799ZxkEfngVHP4/3+LJ5+vBEul0lensEpYz8F/mF1aHWmm78pX++NBkwwTLr49gO1+/+xU0EMX6dHgmkDDFq28mMc+g9g4wZH4O7Z5qNzwX5gX63GU9cujD2Fb9bGYrb/FHq/SMLgTmTmXUakO9Lq0ETqvypcu2o7QS/rIUB5PW6O1lVnP0C/LnFsO7CNdXvXsW7POtbuWUtWfhZr96xl7Z61fMZnALjtbnrG9+TkpJPpm9SXHvE9cNldtRCVVIaSdJEatGzbMub+ORebYeOaXtcQ44mxOqRqOav9WUz7cRrfbvmW7PxsJekNXWndAps0gd27y9yltm52amdMukFBizie/O4Mnn68ETfdvZvrb9vLc1NjuemxoYyJbEFMZhpGKTd1tRGPldr7XoFn/lH0kOK4MZ8Aw2r1nF2Nt+Dps4vOeeF9GdxyVyYATz8ewZPPRBWt63LR58DfazWeupa//VbMWedhG3wn/j7/4q7/TqJni56ckHCCbpBFjkYp1y6zSROMcq5d1VXRNcaMbYSxd18gUT/sWnJ47QrTMIqvO+wY1bmu+VrEc9x5V3FciR6cpmmy7cC2QJK+dy0rd6xk0ZZFbM/azvdbv+f7rd/D9+BxeDgh4QTOaHsGZ7U7i/jI+tfoVJ+pu7tIDRr27jA+WfMJZ7c/m5fPebnefqDlFOTQ6PFG5BTk8PWlX3Nq61OtDkmsYkG3wKIzlbhhKVakq2TBrqNZB7x/4QeMfO98Jj3k5977/pp38JGHbfw66f8ChcqMsm+uSsZa7XWHvQ9l3pTZbeA3a/ahgWGwP6IFTQ5s4sa793P97Xt57slY/v1YDLsjW5b/kMJmCxRiq2o8hsH+iHiaHNjM9Xft5frb9/L81MY881gTbro7cBNd+P11t+3muSdjef7xxuyOTCImc3v1Xn91Y62NdYZBemQCjTM2cut9WVwxYRun/nsku2y/kuA7mR9ue5eEqAR1exepjlq4dpV1bSqWXJdxjWH27MC/JR94F9YqKmvdqFGBivJQ6etadaq7m6bJ+v3r+W7zdyzasohFWxaxJ3tPsW16xfdiaPuhnN3+bJKikyp13LoSit3dlaSLHK1DXam2/P4TF/9wFwtbwcdjPmFg24H1ujL6GW+cwfwN87n3lHt5+PSHdaPYEPl80Lp18ZuGKiqve58BZd/QlDYFWUU3M0exrlrzpNdWPOXdlBW+N1W8aatonXmo0nj3h87lvvtNTEwMDB5+2OCXBz/mQ0YETl9D8Rxe3fy4B85iwl0HyPcFpr6b9kQkTz4SuD7fflirusvm4qnHw/l9yhflPjSp8PeqBt+78h64VPY97zE5MA2bz+/j283fMui1sygwsumTfz9z7r+t3vbIErFMbVy7jvbaVFgwuLzZUKoyXWk55/QnJrB9yt2knz2QKHdUte7fTNNk7Z61LNi4gC/++IIl25YUW9+1WVfO7nA2w44dRsvollU+fk1Tkh4ClKRLjSrlg3NXrBvb9H8TO/bKep3YPvHdE9w1/y5OSTqFeZfMC+oPPaklKSkwYEC1dj28ex9wZPIC5d/sDB9evZuZo1lXkbqMp7ybsrLm+j6KBwPv9ZlW9XnSjzKe8s5Z+Gu3YEE14inv9dfCe1eT73lOQQ5Pff8U9311HzbTwQcXvsfQYwbj+X5x9X5nRRqCkp+jPh8MGlStQ5mGAbGxGF5vzV+bavI1VnDOg/5cdmbuJDM/k2h3NHbb0cWQdiCN//7xXz5f9zk/pv6I3/QXrTsp4SRGdBrB2R3OJsptTW6lJD0EKEmXGlNWV6pAMw5GEM+FXhm/7fyNLi90wW13s2nCJppHNLc6JKltJS/0qalw0UUV7layxcE0DpX8qqh7X0U3Ow1dRe9NXT+oqK14auP9seK9q6HXvz97PxfOvpB56+dx9aamPDvXjnPb9r82KJzisB5fX0RqTCkP3fyNGmHbt6/CXctsLZ89G4YNq/fXpnxfPruydrE3Zy/hznDcDneNHHf3wd3M/WMun6z9hO82f4d5aCCAx+5hSLshjOg0gn6t+uGw1V3pMyXpIUBJutSICrpSmYaBkZgIGzbUuw/1QqZpkvBUAmmZabx7/ruM7DLS6pCkNpVyo5MfG4Nz7/4Kd/U3aYLt8EI8VeneJyLFmKbJmt1reOL2k3jljXQMykkklKhLQ1ZGY4kfsFVm/6ZNYdeuv34uee0KAX7Tz96De9l1cBcuu6vGp1jbdmAbH63+iA9WfcC6veuKljcLb8b5Hc9nVJdRtIttV6PnLI2S9BCgJF1qRGW7AS9YAP3713Y0tebijy7mrV/f4soeV/Kfv//nqLtLSZAq50bH4NDsV6XsVvQw6o8/YNEiJeEiNaQgP5e8pBZ4duwtPdkwjECLej1+ECxyVCpqLDn0b6mDDgv/fhrQtWtf9j5SD6TSyNOoVoZimqbJrzt+Zfaq2Xz0+0fsy/mrJ0PvFr0Z3WU0f+/wdyJcETV+bgjNJF1TsIlUR1pazW4XpAYfM5i3fn2LbzZ/Q64vlzBb/S2EJ2Xw+cqcM9bGYYl6KUWxDAi0Orhc9fphlEiwcXz3PY4d5cxPb5qwZUugh4r+9qQhWriw3MJwhWlomV3aG9i1K8odRXpOOpl5mUS6I2v8+IZh0C2uG93iuvHAaQ/w1YaveHflu3y14SuWbFvCkm1LeGDBA/yjwz8Y1WUUvVv0rtd1m+pCpXqDiEgJ8ZWcWq2y2wWpIe2GYGCwds9aNu3fZHU4UhsquNGxcShJbxxbfEViorrbitSWBvIgWKTaKvu7H6trF4DdZqdxWGMK/AX4/L6KdzgKLruLIe2G8Nq5r7H4qsXce8q9tIlpw8H8g7z727uc+965nPbaaTy/+Hl2Zu2s1VjqM7Wki1RHv36QmIiZmlrqfLtFXan69av72GpQk7AmdI/rzvLty5n751w6Nu1odUhS0yp5o2ObNh0SEhpEt0ARyzWQB8EilVJKXRNfs2ZU5gpkvP9+4FqlaxcRrgiiPdFk5GbU2dSOzSOac/0J1zP+b+P5KfUn3v3tXT5d8yl/7vuTRxY+wmPfPsagtoMY1WUUp7c5vU6LzQU7vRMi1WG3B6rrnn/+kQVKDu9KFQIXgkFtB7F8+3IWbFjA9X+7HqfdaXVIcjRK3OxsC/PRojL7JSQ0mG6BIpY79CCY1NRSh6KEyoNgkQqVVr09IYGnLkhgVBQkZJTRLbjwb6R//5C4F6sJhmEQ640lMzeTPF8eLrurTs99YuKJnJh4IpP7T+bTtZ8ya+UslqUtY+6fc5n751yahTdjRMcRjOwysk6KzQU7FY4TqSbTNLn+ynjumb2DpIzDVoRYddCvNnzFGa8N5Oztkbx78jTCWrZt0E+i67VSbna2RRm48k1isyu40VGBKpG6VVjQEYol6sWmOAyR64xIqcopagow9WSD278zAzVSStRMAfQ3UoYdmTvYfXA3jbyNrA6FtXvW8u7Kd5m9ajZ7svcULe8V34sLO1/IOR3OIdoTXeFxQrFwnJJ0kWr6efvP9HixB17Dxe/Hv0zLbGdIdqXKn/0+O64YRWLGYR8Vmqe3/qngZscA3eiIBJtSHqwVJLTA8cy/9Tcpoa2C6u1+4GDzWPY+ch8JD07Fnrrtr5Uh1lhS03ILctmcvhmbYavxKdmqK8+Xx5frv2TWylmkbEzBZwbGzbvtboa0G8KFnS+kX8t+Zc4ypCQ9BChJl5py9/y7efy7xxnYZiAfXvhhpZ701TuHEjvTNDVPb31W0VQ1BvgaxWDzhmHTjY5IcPH5ML/5hptnXsivtt2MuvZZrj3pequjEqldlZzq9sB/PyFi4FkY336rcedVsOfgHtIOpNHIWztTsh2NHZk7+Oj3j3j/t/dZs2dN0fK48DjO73Q+wzsO57gmxxXbJxSTdI1JF6kG0zSZvWo2AGe3PztonkTWqMOm5jri49sMdC9jwgQYNkwXw2BX0VQ1Jjj27of5s1VgRyTY2O0YAwbgyLuYr394Gu8fn3FZ7ytxO9xWRyZSeypZ1DRybyY4HKqZUkXRnmj25+znYP5Bwl3hVodTTPOI5lzb+1qu6XUNK3au4P3f3uej3z9ie9Z2nlv8HM8tfo6OTTpyfsfzGXbcMFpEVqqyTr2jKdhEquHn7T/z574/cdvdDG03tE6Lb9SZChK7YvP0SnCr7FQ1O3cGbnRGj1axHZEgM6rLKABSNqWw5+CeCrYWqec0w0GtctgcNAlrQq4vF7/pr3gHCxiGwfHNj+fh0x9m2dXLeOnvLzHkmCE4bU5W717Nwwsf5oSXT+CCDy7g3ZXvciD3gNUh1ygl6SLV8N5v7wFwSstTiIuMsziaWqJ5ekOHbnZE6r2/tfgbLaNbklOQw/+t+T+rwxGpXf36YSYmUmb6aBiBIVma4aDaIt2RRLujyczLtDqUCrkdbs7ucDavDnuV5dcs5/FBj3NiwomYmCzasog75t1Bv9f68eX6L60OtcYoSRepItM0+eC3DwD4e/u/h2ZXd1BiF0JWH9eE1GhDNzsi9ZhhGAzvGKgP8cmaT8jz5VkckUgtstt5+ZLOAEdeu0Jsqlur2Awbsd5Y/H4/+b58q8OptEbeRlx0/EUkj0zmxyt/5O5T7qZDbAdM06RnfE+rw6sxStJFqujn7T+zfv/6QFf39iHa1R3+mqe3rIIiSuyCl88XKLozaxZ7v0jmnFnncOPgQI1Qs+T/Tt3siNQbozqry7uEqMOuW6Sk8O9F07jGNZcRF0JWsxKFeRMTVbi2hoQ5w2jkbURWfpbVoVRLYlQiN55wI/Mvmc+cMXOCYlq5mqLCcSJV9O7KdwHo16ofzSOaWxxNLbLbA9OsjRgRSORKm6dXiV3wKTFlUyywIAomnxfLb8/fRMeHX8Sx7bAhComJquAuUk+ckHACSVFJbMnYwidrPuGa3tdYHZLI0StlqsFzo2DBEGh52c1se+ZqWv66Ce/u/SpqWsMMwyDKHcXe7L34/L4ypzgLdoZhkBCVYHUYNUot6SJVUKyqe7sQrep+uOHDA0+rE4p/8OXGNdFT7GBUOBd6iYJ/CRnw0ht7aR4Rh7lhPSxYAO+8E/h3wwb9fxSpJwzD4PxO5wPwf2v+T13epf4r57r14ftwa1prmke3wHvGWSpqWku8Ti/hznCyC7KtDkUOo3nSRapgWdoyer3UC4/dwy/X/kKHJh2sDqlu+HywcCGPfXAz/836lVPH3stDgx4Ourk1G7QK50I3ICEBY+NG3eCI1GM/bv2Rk149CY/Dw/qb1hMfqbogUk9VeN0Cf0ILbBs2YTjU+bc27c/Zz9aMrcR6Y60OpVpCcZ50taSLVMF7Kw9VdW91Smh3dS/Jbof+/fGNvJCv28AP2xeT768/RUYahArnQjcxtm7VlHki9Vxhl/ecghw+WfOJ1eGIVF+F1y2wb92G8e23dRhUwxTuDMdj95BTkGN1KHKIknSRSjJNkw9WBaq6N4iu7qU4rdVpACzdtpScfH2QBxVNmSfSIBxe5V1d3qVe03UraDjtTqI8UWTnq8t7sFCSLlKRQxVHN77wKC2XbyDMCMzVGLJV3cvxt4S/4ba72Zuzl9W7VlsdjhxOU+aJNBijugSqvC/YuEBV3qX+0nUrqES4IrAZNgr8BVaHIihJFylfcnJgvNSAAbS5/j5SXoeN06HFvB+sjswSboeb3i16A4EpgBpYSYvg1q8fWc0baS50kQbgxIQTi7q8f7r2U6vDEameQ1O96roVHLwOLxGuCLWmBwkl6SJlKaPiaJO9uYSNuTSwvgE6peUpAPyY+qPGpQeRtIM7ufaMXACOeHSiudBFQkphl3ebH9Ynz6Dg7TcDc0z7fFaHJlJ5djtL77oE4MhEXdetOmcYBtGeaPL9+WqECQJK0kVK4/MF5uws5UPKOPTFhAkN8obo1FanArB422KNhQwSpmly9WdX81a7g0y4MoH8+BJFDRMTNWWeSIi5bkscG6fBY//8EcdFl8CAAYGeXw30AbLUP1l5WZyX/yYjLoR9jcOKr9R1yxJhzjC8Dq8KyAUBzWcgUpoKKo5imrBlS2C7/v3rLKxgcErLU7AZNrZmbGXjvo10ad7F6pAavLd+fYvP1n6Gw+bgtAnTSZ96Mk2X/R4othMfH+gqqJYIkdCRnEyHa+498jlyamqgB5iSG6kH7vnyHrZkbKHghHjWP5FM2Np9eHfv13XLQg6bg2h3NDuydjTIAsnBREm6SGlUcbRMUe4oujTrwq87fiVlU4qSdCscmreetDT2RLu45ZebALi217X0atGLRhFNGtzDI5EG41BPL8M0MUquM81AN+EJE2DYMCU5ElwOu3atduznhd+eBQPuP/V+WjZug2fQiX91cxfLRLgj2H1wN/m+fJx2p9XhNFhK0kVKo4qj5To56WR+3fErP279kWt6XaMP8bqUnBwYinGop0djYHkU/OvCBK645kqahjfFYdNHu0jIUk8vqY9KXLs6Auuj4I3LezL4mME08jbCUIIeFDwOD5HuSDJyM4i2R1sdToOlMekipTlUcbTMJ7oNvOJo4Xzpi7ctJteXa3E0DUgZxQwTMmD6q6m0/moZ4a5wi4ITkTqhnl5S35Rz7bp3+jLi/reoQU5rG8yi3FH4Tb8KyFlISbpIaex2mD4dUKXs0pzWOpCkr92zll1ZuyyOpoEop5hh4IPcIOruiQ2ymKFIg6KeXlKfVOLaFXbnfbp2BZkwZxgeh4fsAk3HZhUl6SJlGT4cZs9mZ6MSXblVcZS4iDjaxLTBxOTrTV9bHU7DUEEXV8M0MbZsDWwnIqFLPb2kPqnUtWuLrl1Bxm6z08jbSFXeLaQkXaQc6UMHknhTAf0vhfXPPQwLFsCGDQ06QS90csuTAfh+y/fk+zRfeq1TF1cRgWI9vUom6qZ6ekmw0bWr3gp3huOyuTTdrkWUpIuU49vN31JgmGzo1pLGl98QKMKjGx8ATm0ZmC99ybYl+gCvC+riKiKFDvX0IiGh2OLMZtENvqeXBBldu+ott8NNpDuSg/kHrQ6lQVKSLlKOBRsXAHBCwgm4HW6Lowku/Vv3B2DFzhVk5GZYG0xDcKiLq1lW8Vt1cRVpWIYPh40bYcEC3rp7KP0vhXFPnYbv3GFWRybyF1276rVIdySmaeI3/VaH0uAoSRcpR8rGFAD6JPVR5dES2sW2o2lYU/L9+Xy35Turwwl9djvmtGlgwhGXSnVxFWmY7Hbo358WV93G120gZetCtXpJcDl07TJ17aqXvA4vHoeH3ALN5FPXlKSLlCE9J53l25cDgSnHbIb+XA5nGAZ9k/oCsGjLIgr8BRZHFPo+7+rm/AthW1SJFSpmKNKgndLqFMKcYezN3suSbUusDkekmE+7OBmha1e9ZLfZiXZHq8q7BRxWByASrL7d/C1+00/LqJa0i21ndThBqV+rfvzfmv9jcepicgtycbj0kVJb/Kafe768h5WdIPrCi3nSO4zY/bkYLVoEugmqFUKkwXLZXZzW6jS++OML/vvHf+nfuj9GWdXfReqQaZpMXDCRXzpBo5GX8i/vP4jdnxsYg65rV70Q7grHftCOz+/DbtP/r7qiO2qRMhw+Hl1d3UvXv1V/AH7e8TPZ+dmEu8KtDSiEvf3r26zcuZIIVwTXnDiesObdMJxeq8MSkSAxpN0QvvjjCxZsXEC+P1/XLQkKH63+iF92/EKYM4yr/nYtYfHdweGxOiypAo/DQ5gzjOyCbCJcEVaH02Co/65IGQ4fj66icaXrHtedCFcEmXmZLN221OpwQlaeL4+JCyYCcFn3y2gT0wavEnQROczZ7c8GYPn25ezK2mVxNCKBHmATUwLXrrFdxtKmURs8StDrHcMwiPZEk1egmXzqkpJ0kVJoPHrFJk2Cfz5i58SEEwH4bst3RePSp0wJrJej4PNBSgrMmsUnL97K5n0baextzOXdLyfGE2N1dCISZI6JPYY2MW0o8Bfw5fovrQ5HhNm/zea3Xb8R4Yrgyp5X6tpVj4U5w3DZNWd6XVLmIVIKjUevmN0OEyeCb31gvvSftv1Eni+PKVMCyzXM7CgkJ0Pr1jBgAIwZw4jrn2PjNHgmuz+JUYnq2SEipTqj7RkAzF0/V1MmiTUOPWD2v/02n718OzY/XHz8xbRu1FrXrnrMZXcR4YogO18F5OqKknSRUmg8esUeeAAmT4aU1/oDsDRtKVOmmEycGFj+wAPWxldvJSfDiBGwdWuxxQkZMPqhZGK++MqiwEQk2J3V/iwAFm5aqCmTpO4d9oDZdtFFvPHMFjZNM7h1W2ui3dFWRydHKdIdic/0YZqm1aE0CErSRUqh8eiV88AD8MDlJ0CBi90Hd/PYc2k89JCpBL26fD64+WYo5QJY+GHtuPX2wHYiIiUMbDMQp83JlowtrNq1yupwpCEp8wGzyTHX3I37k88tCkxqitfpxevwklOQY3UoDYKSdJESNB69aiZP9GBsOwkAW4e53HWvxitV28KFR9zgHM4wTdiyJbCdiEgJke5ITkoMfB7PWTfH4mikwSjnAXPRRIATJugBcz3nsDmIckcpSa8jyj5ESigcj54UlaTx6JUwZQqYawNdLP1tv2DKFHWDqra0tJrdTkQanMHHDAYCw7byffkWRyMNgh4wNxjhrnAMDHx+PXCpbUrSRUooHI9+YsKJGo9egcIicdcOOhMAR/uveOSfgeVSDfHxNbudiDQ4Q9sPBeCHrT+QkZthcTTSIOgBc4NROGe6WtNrn5J0kRI0Hr1yChP0yZPhuQe6ExceR4GRzbl3fsbEiUrUq6VfP0hMxDSM0tcbBiQlBbYTESlFt7huNAtrRnZBNl9v+trqcKQh0APmBsNm2Ij2RJPrU2HK2qYkXeQwGo9eeT7fX1XcbTYbg9oOAiCi1/9x/4N5GnpWHXY7TJ8OpskRkycVJu7Tpml+OxEpk82wMbDtQADm/jlXlZil9hU9YC5jvR4wh5QwZxhOm1PDaWqZMhCRw2g8euVNmlR8mrWiqX82L2TCnQeYNMmSsOo937nDuP7y5qRGlViRmAizZ8Pw4ZbEJSL1x9B2Q7H5IXveF+S//QakpKhol9SeogfM6AFzA+B2uAl3hZNdoDnTa5OSdJHDaDx69Q1pNwSHzcGm9E2s2LFCrTfV9PGaj3mh5Q6OvyuSPz98Bd9bb8KCBbBhgxJ0EamUc37LZ+M0eOOZLbguHgcDBgTmr05OtjgyCVXbzjiJkaPsesDcQES5oyjwF+herxY5rA5AJCj4fLBwIe73kzmtAE4eeJKS9CqK9cZyQsIJLNqyiPkb5mtMfzWYpslj3z4GwAVdRxEz8FzsYY0tjkpE6pXkZKIvuoLIkvfOqamBeayVMEktePanZ/ngOB9/ntqNuS3vp0lGfmAMer9+akEPQWHOMDx2D7m+XDwOj9XhhCS1pIskJwdaGAYM4JFXN5DyOoy/8AnsH/+f1ZHVO2cdE+jynrIxRUVFqmHhpoUs2bYEl93FZd0vI9IdaXVIIlKfHDZf9RE3eIUtXpqvWmpYTkEOLy19CYCLul+K54whMHo09O+vBD1EOWwOIt2R5OSrynttsTxJf/7552nTpg0ej4devXqxsJw5FL/99ltOPvlkGjdujNfr5bjjjuPpp5+uw2gl5CQnB1oWSszv6dy+K7BcXQOrZGiHwNQ/i7ctZlfWLoujqX8e/+5xAM7pcA7tYtupN4eIVE0F81Wj+aqlFrz161vsyd5DXEQc53Q4hzBnmNUhSR2IcEWAAX7ziEoEUgMsTdLfe+89JkyYwH333cfy5cvp168fZ511Fps3by51+/DwcG644Qa++eYbVq9ezf3338/999/PSy+9VMeRS0g4rMWhJEMtDtXSvXl3WkS2IM+Xx4INCyjwF1gdUr2xatcq5vwxBwODK3teqVZ0Eak6zVctdcw0Tab/MB2A0V1G0zS8qWbGaSC8Ti8eh0dzptcSS/+KnnrqKa644gquvPJKOnbsyLRp00hKSuKFF14odfsePXowevRoOnfuTOvWrbnooosYPHhwua3vImVSi0ONs9lsnNn2TAC+2vgVuQXq8l5Zj38baEUf0HoA3Zp30xgvEak6zVctdWzBhgWs3LUSj8PDRV0vItwVbnVIUkdsho1od7SS9FpiWZKel5fH0qVLOfPMM4stP/PMM1m0aFGljrF8+XIWLVrEaaedVuY2ubm5ZGRkFPsSAdTiUEsKp2L7ZtM3ZOdreo5y+XyQksK+Gc+T+unb2PxwVc+riPZEWx2ZiNRHh+arLpr2qiTNVy017OkfA8NOz+lwDq1iWuGwqSZ1QxLuCsdhODRnei2wLEnfvXs3Pp+P5s2bF1vevHlztm/fXu6+iYmJuN1uevfuzfXXX8+VV15Z5raPPvoo0dHRRV9JSUk1Er+EALU41IozjzkTp81J6oFUftnxi6bnKMthBQsbXXE982f62PaMk0G/HMDr8FodnYjUR4XzVcMRibpZ+KPmq5Ya8ufeP/l87ecAXNb9ssAYZWlQ3PbAnOlqTa95lg8aMUpeREzziGUlLVy4kCVLlvCf//yHadOmMWvWrDK3veeee0hPTy/62rJlS43ELSFALQ61IsYTQ5+kPgDMWz+PPF+exREFoTIKFjbbn0/jS67B+OgjiwITkXpv+PDANGsJCcUW720cju/99zX9mhy9Q73AFj5+PaduMDkloQ894nto2tUGyDAMotxR5Pvz1ShTwyzrk9KkSRPsdvsRreY7d+48onW9pDZt2gDQtWtXduzYwaRJkxg9enSp27rdbtxufWhIKQpbHEaMwE+JJ1aFibtaHKpl8DGD+WbTN3yz6RtyCnJ04T5ceQULARMCBQuHDdPvnohUz/Dhgc+QhQv5cfHH3PXbdNZ1jmDNOUNQW6ccleTkwDVs61bGAeOAzC9+xxm1AC4s/V5cQluYMwy33a0502uYZS3pLpeLXr16MW/evGLL582bR9++fSt9HNM0yc1VcSqppkMtDjtiSjyvSkwMtESoxaFazulwDgBLti1hR+YOi6MJMhUULDRUsFBEaoLdDv37c/yER1ncIYxtB3fw7ZZvrY5K6rMyeoGF79qPa9RYTVvbQDntTqLcUapDVMMs7e5+66238sorrzBjxgxWr17NLbfcwubNm7n22muBQFf1Sy65pGj75557jk8//ZR169axbt06Zs6cyZNPPslFF11k1UuQEHDg7DNIuqmA/pfClhcehwULYMMGJehHoXPTziRFJZHvz2fBRk3FVowKFopIHfI6vQxpNwSA5NXJ+PyaVlSqoYJpaw3QtLUNWIQrAsMwNGd6DbK0BOPIkSPZs2cPkydPJi0tjS5dujBnzhxatWoFQFpaWrE50/1+P/fccw8bNmzA4XBwzDHH8Nhjj3HNNddY9RIkBCxLW4bPBmu6xhF92bXgjrI6pHrPZrNxRtszmPHzDL7a8BUXHX8RDpcqvgIqWCgide6CTheQvDqZL9Z9QXZ+NhFudXqXKqrKtLX9+9dZWBIcDp8zPcwZZnU4IcHyu+bx48czfvz4Ute99tprxX6+8cYbufHGG+sgKmlIfkr9CYCuzbritDktjiZ0nN3+bGb8PIOFmxdyMO+g5k4tdKhgoZmaGujaXpJhBIZbqGChiNSQczqcg8fhYeuBrfyY+iMD2w60OiSpb9QLTMpROGd6WmaakvQaYnl1dxGrFSbp3Zp3w2V3WRxN6Bh0zCBcdhdpmWks275MVT8LFRYsNE2O6BSmgoUiUgvCXeGc2fZMAGavmq0uqVJ16gUmFSicM11DHGuGknRp8BZvWwxAz/ie2G1KjGrCpEkw/YkoTk46GYAv139Jri9Q4HHKlMD6hix96EDGjnGTWnJkhQoWikgtuaDzBQDM+WMOB/MOWhyN1DuFvcDKWq9paxu8wjnTVUCuZihJlwZtV9YuNqVvAuDEhBMtjiZ02O0wcSI41v8dgK83fU1OQQ5TpgSWN/RG4pk/z2RWh1xOf6gNuz59H/Ptt1WwUERq1bBjh+G2u9mcvpmlaUutDkfqG7sd/7SnMUG9wKRUh8+ZLkdPSbo0aIWt6K1jWtM0vKnF0YSOBx6AyZNh3rP/AGDZ9mXcPyWDiRMDyx94wOIALeQ3/Ty3+DkARh0/Fs8ZQzDGjAkU2tHNjYjUkkh3ZNFYdHV5l+qY1y2SERfCtiij+Ar1ApNDCudMzynIsTqUek9JehAzTVNTpdSyxamBJL1rs6447SoaV5MeeAAeuvkY2NOeAn8Bz338Ew88mNegE3SA+X/O54+9fxDuDOeCzheowIqI1JkLOv3V5V030VJV/1n6Hz7qBHe/PJLMuZ/CO++oF5gUUzhnuj5fjp6S9CCWlZ/Fjqwdetpdi37aFiga1yOuh4rG1YKJEw1sa88FwOgxk5vuyLA2oCDwzE/PAPCPY/9BUlSS6iCISJ0577jzcNqcrN+3nuXbllsdjtQjOzJ38NnazwAY3f0i3AMHw+jR6gUmRyiczUf5y9FRkh7E/KafA7kHyMrLsjqUkGSaZlFLeq8WvbAZ+nOoaVOmgH/JlQCYx/yXux7Z1qB7h2zcv5E56+YAcPHxF2taOhGpU9GeaE5vczoAs1ery7tU3ozlMyjwF9C1WVd6t+it3odSpjBnWNGc6VJ9ykqCXJ4vj305+3QhrQWb0zez6+AuHDYHvVv0tjqckFNYJG7STe04KeEksPmZ8X0yDz7UcKfmeG7xc5iYnJhwIj3je6r3hojUufM7no/ND7vnzCb/rTcgJQV8DffhqVTMb/p5ednLAIzsPJIIV4TFEUkwK5wzXUn60VGSHuQMw1Brei0pLBrXPrY9Ue6Sc2HJ0ShM0CdPhgcn2rik2yUARJz6Mo88bGfKFIsDtEB2fjYzls8A4KKuFxHpjrQ4IhFpiEatdbFxGrz57624L7kMBgyA1q0hOdnq0CRIpWxMYcP+DYQ7wznvuPPwOr1WhyRBrnDO9HyfKr1Xl5L0esBus6s1vRb8lBoYj3588+Nx2tRtqyb5fMWruI/sPJJGnkZk2rbx97vfIze/AbWm+3yQksKPT06g66q9tAhrztkdzsbr0E2OiNSx5GQix15GYsnyIKmpMGKEEnUp1QtLXgBgaPuhtIhqoeGBUiGPw0OkO5LsAs2ZXl0OqwOQioU7w8nIzSArL0utbzWocDx6t+bdNLaqhk2aVPznGG8MIzqN4OVlL3Og/cvcNnIo0MiK0OpWcjLcfDNs3Up/IAXY1yQLd8vvMEa2sTY2EWlYfL7A55FpYpRcZ5qBua4nTIBhw1QITIrsPribT9Z8AsDYrmM1I4lUWpQ7in05+zBNE8M44lNHKqBHYfWA3WZXa3oN85t+lqYtBaB3i956KlzLbIaNa3pdA8DCzQtZvWt16P8uJycHWqa2bi22OGZPJt7Rl6jFSkTq1sKFR3weFWOasGVLYDuRQ177+TXyfHl0bNKRExNPVC0VqbQwZxheh1et6dWkzKSeCHeGa2x6DVqzew0H8g7gcXjoHtfd6nAahG5x3Tgx4UT8pp93VrwT2gVFDmuxKskwCbRiTZigYk0iUnfS0mp2OwltPh/mggWkvjSV0zbAyONGEOlSb06pPLvNTownJrTv92qRkvR6wm6z47A51JpeQwqLxnVq0kldt+qIw+bg8u6XA4Gpf9Jz0i2OqBapxUpEgk18fM1uJ6ErORlat8Y4/XSefn07Ka/DPRe/hPfTL6yOTOqZcFc4TptTBeSqQUl6PRLuUmt6TSksGte1eVeNR69DF3a5kBhPDDuydvDpmk8p8IdoATm1WIlIsOnXDxITA2PPS2EaBiQlBbaThquMoVrO7TuxXXChhmpJlXgcHiJcERzMP2h1KPWOkvR6xGbYcNgc7M3eq9b0o1SYpHeP667K7nUoxhPDhZ0uBGDWylmh+6GtFisRCTZ2O0yfHvi+RKJedEcxbZqKxjVk5Q7VOrRMQ7WkiqLcUfhNv3KXKlKSXs+Eu8LJzMtUa/pRyPPl8cuOXwA4ocUJqjhZx67pHSgg983mb1ize43F0dSSQy1WZlm/WmqxEhErDB8Os2dDQkKxxVuj4PN/jsN/3rnWxCXBQUO1pBaEOcPwODwam15FStLrGbWmH70VO1aQ58sjyh1Fx6YdrQ6nweke172ogNybv75JbkGu1SHVvMIWK/OwFqpChQ+F1GIlIlYYPhw2boQFC+Cdd3h16kW0mQB3Rf5IZm6m1dGJlTRUS2qBCshVj5L0ekit6UensGhcl2ZdNJWIBWyGjSt6XAHAhyvfJ2fef2HWLEhJCakudNvOOIkLRtpIjSqxIjEx0JI1fLglcYmIYLdD//4wejRDr3oCp9PNqt2r+N+f/8MspauzNBAaqiW1JMIVgdPmJM+XZ3Uo9YaS9HpIrelH58etPwJwfLPjlaRbZGSXkVy0LowfHt5B9NBzYcwYGDAAWrcOmaI0ryx7hQ87+jn30W7snfMhvPNOoOVqwwYl6CISNOIj4xnVZRQALyx9QXMaN2SFQ7XKWq+hWlJNboebSFck2fn6fKksJen1VJgzjKz8rNAtvFWLClvSe8T1wGFzWBxNwxT1+XzeePsgCRklVqSmBqrK1vNE3ef38fKylwG48PjRuAcOhtGjAy1X6uIuIkHm1pNuBWDBhgX8vP1na4MR69jt5D/1JCYaqiU1L8qjAnJVoSS9nrLb7BgYpOekq2taFWTlZbF692oA+iT1UdE4KxRWj6WUD6AQqR47Z90ctmZsJdodzbnHnkuYM8zqkEREynR83PEMajMIE5PnFz8fmrVCpFI+7mRjxIWQFl3iCq2hWnKUwpxheJ1ejU2vJCXp9Vi4K5yM3Ax1TavApEkwZUrg+2Vpy/CbfpqFN6NldEumTAmslzp0qHpsmY9HQqB67AtLXgDgH8f+g+aRzfUwSESC3i19bgHgw9Ufsnn/ZoujEavMWD6DjzrBQzPHkTX3Mw3VkhpjM2w08jRSkl5J6utbjzlsDkzT5EDuAbXUlcNuh4kTA9+HDQzMj961WVemPuZlykMwebKFwTVEIV49dtP+Tfz3j/8CMLbrWMKd4RZHJCJSsSHHDKFTk078vnMV82feT9sW52BPSAyMP1b35gZh24Ft/G/9/4BDQ7Xa9AcNC5QaFOYMw2VzkefLU12oCugvr57zOr2k56QT44nB7XBbHU5QeuCBwL8TJ0JnfyBJP7j2JKY84mLy5L/WSx0J8eqxLy19CROTv7X4G93juuO0O60OSUSkQjabjaez+tFx2iqSMt4H3g+sSEwMTCmpVtSQ9/rPr+M3/XRv3p1ucd1Ut0dqnNvhJtIdyb6cfUrSK6Du7vWc2+Emz5/HgdwDVocS1B54INBi/tveJQB8P6u/EnSrHKoeSxldwM16XD0235fPq8tfBWB0l9FEuiMtjkhEpJKSkznj7pdCtqCnlM80TWb+PBOA8zueT7hLvcCkdhTeG6mAXPmUpIcAr8PL/pz95PvyrQ4lqN1w+z6IXQ+Ac3dPJehWsdsDrTJwRKJe9HFd36rH+nyQksKyp+7kuJU7aOJuxN87/B2vw2t1ZCIiFTtU0NMwzZAt6Cnl+37r96zbuw6Pw8O5x52r65fUmjBnGGGOMM1QVQEl6SGgsFJiZl6m1aEEtVv/tTzwzb625GfEFhWTEwsMHx6oEpuQUGzx1ij4+skbyB92jkWBVUNycmB+9wEDOPHOaaS8DmuezKPFvB9UME5E6odDBT3LFAIFPaV8ry4L9AI7o+0ZJEYn6voltcZm2GjkbUSeL08zVJVDg01ChMfpYW/2XqLcUdht9agFso5MmQKvzV0GZ8KZvdtx4oP5TJwYGCusFnWLDB8Ow4bBwoX4t6XyxPo3uS9/Lh3c8/g6ex/NIppZHWHFkpMD3UBLXGQa7c2CMZeCK1zjOEUk+IV4QU8pX1ZeFh+s+gCACztdqGLEUusiXBF4HV6yC7L1+1YGtaSHCK8j0JqelZ9ldShBZ8qUQNG4LmcuBaBr065MnGgweXJguVrULWS3Q//+2MaMZdT1/yHME8Hvu3/ntV9eC/55egvney/lKbBhEphiTt1DRaQ+CPGCnlK+D1d/yIG8AyREJnB6m9NV0Etqnd1mJ9Ybq+nYyqEkPUQYhoHD5mBf9j4VYijB5wsUjctrvAyArs274rA5iorJKYcKDq1iWnHjCTcC8NT3T5F2IMhbbNQ9VERCRYUFPcGspwU9pWIzls8A4LyO56ngqdSZcFc4brtbiXoZlKSHkDBnGFn5WSrEUMKkSTDhzgOs27MOgN4tehete+CBwHqxnmEY3NbnNuIj4tmRtYN/L5pGzvz/wqxZkJISfE9T1D1UREJFRQU9Tcj+1z/rV0FPKd+hgqc7XpkGKV9j96uru9Qtl91FjCdGeUsZlKSHELvNjoFBek66CjGU8MuOXzAxaRbejKToJKvDkTI0DmvM/afez3mr4JYxz+A54ywYMwYGDAgUZwumKYDUPVREQkk5BT3PvxA+7mijwF9gUXBSow4reNr8qltIeR1S/+2i23d/qq6R1KlIdyROm5M8X57VoQQdJekhJtwVTkZuBtkF2VaHElSWpQW6undq0gmnzWlxNFKeKzY0Yvb70CKjxIOmYJur91D3ULOsArj1eL53EWmghg+HjRthwQJ45x18X87ngVfH8lEneCDlAXZl7rI6QjlahQVPSwzXarYvj8iLLg+ea6w0CB6Hhyh3lFrTS6EkPcQ4bA5M0yQjN8PqUILK0rRA0bguzbrgtCtJD1o+H+7b7sSglA+nYJurt7B7qHnY/O6FCruL1rf53kVEDhX0ZPRo7KcP5OEzHiXWE8v6feuZ9uM0svPVCFBvlVfwtPCbYLnGSoMR5Y4CE3x+/d4dTkl6CPI6vWTkZAR/dew6VNiSfnzz43HYNPNg0DpUjK3M2VmDrBjbylM6cP6FkBpVYkViYqDbqKZfE5F6LjEqkYmnTQTg3z/9m5Vpv2AuWBC89UKkbBUUPDWC7BorDUOYM4xId6RmqCpB2UoIcjvcZOVnkZmXidvhtjocy2XnZ7N612oA/pbwN4ujkXLVs2Js//ruX3zUCbLOGsis5uOJ3Z8bGIPer59a0EUkJBiGwdW9ruaNX96g1VfLaN2jP8bewxoBEhMDvYr0UDL41bNrrDQMhmEQ7YkmPTcdv+nHZqgNGZSkhyyPw8P+nP3EeGIafBGQlTtX4jN9NPI0onV0a6vDkfLUo2JsaQfSePe3dwEY1+sKPMcNAVXFFZEQ5HV6ecM8j47vLwNK9NIrrBei3kPBrx5dY6VhCXeGE+4MJzs/m3BXuNXhBAU9qghRXoeX7IJsFWLgsKJxTTvhcrgsjkbKVeFcvQZmYmJQFGOb/uN08nx5dGvejVNbnYrX4bU6JBGR2uHz0emRF+tHvRApW1HB0zIGlangqVjEbrPTyNuIXF+uZqg6REl6iDIMA4fNwf6c/Q3+l71Y0ThVdg9uFc7Va7Lv0Qfx28octV4nsvKyeHHpiwCM6z6OaE80Rlk3PSIi9d3ChRj1qF6IlKHoGmuq4KkEnXBnOB67h5yCHKtDCQqVTtK3llNoQoJTmDOMrLysBv/LXtiS3rVZV1V2rw/KmKs39dBcvf+K+5N92fssCi5gxvIZ7M/ZT1JUEue0P4cwdXMXkVCmscyhY/hwJt3QRQVPJeg47U5iPDGaRvqQSifpXbp04c0336zNWKSGOWwOfKaPzLxMq0OxTL4vnxU7VwDwtxYqGldvlJirN3fef3ll9n181Ammfj+VBRsWkJVnTRVQn9/H0z88DcBFx19Ek/AmKnIiIqFNY5lDxto9a5nceCVtJsDyd56i4K03AtfaDRuUoIvlIt2RuGwuzVBFFQrH/fOf/+T666/n448/5qWXXqJx48a1GZfUEI/DQ3pOOjGemAbZirxq1yryfHlEuiLp0LiD1eFIVRTO1Qu4gQnZJ/DmNz+zwfE5t/7vVto3bk/Hph1x2QN1BqZMCQyHnDSpluLx+WDhQpYs/piWv21gX4dIRncZTYQropZOKCISJArrhaSmljrHtmkYkJiAobHMQe/Zn54FoG/rfiT8YyyO8GYWRyTyF7fDTSNvI3Zk7WjwM1RVuvln/Pjx/PLLL+zbt4/OnTvzySef1GZcUkM8Dg85vpwGO/dgYVf3jk06qmhcPRfjieHv5guwrzVbMrZw1/y72Jm5E5/fx5QpMHFiLQ6jS06G1q1hwABOvHM6Ka/Dn0/5afPV8gY/e4KINAAV1AsxTZPdj9yPaVOvomCWlZfF67+8DsDYrmOJdEVaHJHIkaLcUbhsrgY/XLdKU7C1adOGr776imeffZbzzz+fjh074nAUP8SyZctqNEA5OoZh4LK72J+9nyh3VIPrlquicaHDMAymPhTHrokv8a5vKHP/nMtLy14i96s7eeLhCCZPhgceqIUTJycHphcq0XrUaG8WjB0H7gh1ERSR0FdYL+Tmm+GwOkWp0QY3DzZxer7i+czzaLx0VWBsenx8oAVeRciCxtsr3iYjN4OEyASGtBuCx+GxOiSRIxzemt6Qf0erPE/6pk2b+PDDD4mNjWXYsGFHJOkSfLwOLxm5GQ1y7sGionHNu+Kw6Xe1vnPanbzyYF+2TL6f7+yTmLLgUXjvJO6+/zTuvz8Myq49XD0+X+CGtJTunYZ56HQTJsCwYboRFZHQN3x44PNu4UJISyO/WRPmRW3k4znXcO7s93Fc/1/YlfHX9omJgRZ4Pci0nGmaPLf4OQBGdRlFI28jzUoiQSvaE83+nP3kFOQ02ES9SlnLyy+/zG233cagQYNYuXIlTZs2ra24pAbZbXYMwyAjN6NBJek+v49fdvwCQM/4nroYhYhwVzgf3TOe5pf9jtn5XbjwfDqe/yJ7s8+mcVgN18pYuLBYi9ERDp926ND4eRGRkHZYvRAnMCr/IPZPP+Pi9z8BMopvm5oa6ImkquGW+2HrD/y641fcdjejOo8i3Nlw7gel/nHZXTTyNGJ71vYGm6RXuu/zkCFDuOuuu3j22WdJTk5Wgl7PhDnDOJB7oEFVS1y7Zy0H8w/idXjp3LSz1eFIDXphamPMD9/AWDcUnDlc9fENLNiwgPSc9Jo9kaYdEhEpV5jNzcUzlmBQyk1lYS+kCRMCPZPEMv/+6d8ADD5mMG0atVE9FQl6UZ4o3HY32fkNc0q2SifpPp+PX3/9lUsuuaQ245Fa4rK7yPPnNajp2Aq7uh/X5LgG+xQuFE2ZAg8+aGPiRIMVTz1BC18f8owDXPLBtSzasogDB/dDSgrMmhX492huDDXtkIhI+RYuxJa6rezBRof3OJK65fNBSgrpM//DrjkfYPPDxcdfrFlJpF4obE1vqPOmV7q7+7x582ozDqkDHoeH/Tn7ifHENIgnqEVF45p2aZDTz4WiwirugSJxDrLz2/L5+OcZ/MI4dtp+4a37xzLgGwds3/XXTkczJrJfP3LimuLavqv0J5qGETi+ph0SkYZKPY6CU3JyUZG/aGAesD3GgbtDOu7ODXtqK6k/ojxR7M/ZT3Z+Nl6n1+pw6lTDKvXdwHkdXrILshvMdGyFLeldmquye6jw+ShWxd3r9NKhcQc+u/plLv4tnjff34fr8AQd/hoTmZxc5fPtzt3HDYMLgMA0Q8UU1jiYNk1F40Sk4apkTyJ/0yY118tJylc4K0mJmirN9xcQc/FV1boeiljBZXcR44lpkK3phmmWUrY4hGVkZBAdHU16ejpRUVFWh1OujNwMNqdvJtYbW6PHDHeGkxiVGNKF1EzTpNHjjUjPTWfeRfMYdMwgq0OSWnQw5wD2tsfgTKugxXvDhkon1KZp8vd3/s6cP+ZwzaamTP+vgTtt518bJCUFEnQVQxKRhszng9atAw9ES7ml9ANZES68UbE4tm3/a4Uqv9eOwv8fZRQ9NQ0Do4rXQxEr5fvy2bR/E4ZhlNma7jf9HMg9QJtGbYJ6iGtV8lC1pDcwYc4wsvKyyCnIsTqUWrVh/wbSc9Nx2V10i+tmdThSy8J+WIq7rAQdqjUm8qnvn2LOH3Nw2pwMvO059vy2BP9XX8I778CCBYEbHN1cikhDZ7cHkm34q4fRIYUpe0RmHvbDE3Q4ql5OUo4KZiUxVCNA6hmn3Ukjb8Mbm66JoxsYh82Bz/SRlZcV0mM7Cru6d2jcgTBnmMXRSK2r7FjH1NRAN8u0tEAXzX79/mpJ8PmK5v793ZHO/avuAeCOvnfQq0UvmkQ1xzYgqXbiFxGpz4YPD0yzdmgMdCF/i3jyMtNxZxwsvfK7YQQqvw8bplbdmqIaARKCotxR7Mve16DGpitJb4A8Dg/puek08jYK2QJyhUl656adVTSuIajsmMgJE7Dt3v3XgsLullDs5vI4YG0UvHppV0Z2vYhm4c1w2V01HLSISAgZPjyQbB962El8PDafD++gcoabFbbqpqQEkvTSHqBK1WhWEglBha3paQfS8Dg8IT1kt5CS9AbI4/CwL2cfB/MPEumOtDqcWlFY2b1rs64qGtcQ9OsXSLjLGRNpAMbhCTpAairm+ecX/Xj4R35CBjz47AoOnPQjEWM61krYIiIhxW6H/v2LfjRmzarUbuaFF2Ls3fvXAo1Xr75D10Nz69bSp8XTrCRST0W5D1V6L8huEL1kNSa9ATIMA4fNQUZuhtWh1ArTNFmethyAbnHdGsTTtgavgjGRhUuO+E04LKEvuc52aGnk3RNVhVhEpDoq21p7eIIOGq9+NOx21ky8HhPNSiKhxWl30jisMTkFOfjNI367Q46S9AbK6/CSmZcZkgXkUg+ksuvgLuyGnV7xvawOR+pK4ZjIhIRii/1NGgda0cvYrdx1pomhAjsiItVT2MupjIflJsUfpP614tAD1AkTIC9PU7dVQYG/gAsK3mHEhbA3tkSV68TEwHVSPRSknopyRxHpiiQzL9PqUGqdurs3UE67kwN5B8jKywrqqQqqzOdj08evM2oFOBLiiXSEfncYOUwpYyLtqalw0UVHd1wV2BERqbrCXk4jRgQS9cN6L5WanB/u0Hh1MzERY9euv5arK3y5nvr+KVbsXMHmHtGsfvRjev6RRfieDI31l5BgM2w0DmvM5v2bKfAX4LCFbiobuq9MKnR4ATmbEQKdKpKT4eabOXnrVk4GYCtmcmeY/owu5g1JiTGRpKQc/TFVYEdEpHrKqPxObOyR3dxLc3iCDn91hZ89+4iHsg09Cd20fxMPff0QALecdAvHNOlAWJv4MnsyiNRH4c5wGnkbsTd7L428jawOp9YYpllKlaUQVpVJ5K2WkZvB5vTNxHpja+X4ftNPek46rWJaEeGKqJVz1Jnk5MBFu8Svs2kYgSf16t7VcPl80Lp1mUXlCpeUW2Bnw4YGfeMnInLUDpvmkvj4wM/lVX4vh2kYGLGx4PUWT/wbYiv7Ye/r3b9N51/2H+me0JN3hr9D65jWuB1uqyMUqXE5BTls3r8Zh92Bx+HBb/o5kHuANo3aBHUP4arkoWpJb8Bshg3DMDiQe6B+J+k+X+AJfSkJmKF5WKW87paGEfgdgSPWqcCOiEgNKtnLyecrd1aO8himCXv2HNll/vBW9uHDj3wwcHhLe3nr6otDPQgLH1Q8BlwfBdumDKJZeDMl6BKyPA4Psd5Ytmdtx20Pzd9zy/s4P//887Rp0waPx0OvXr1YWE6BpuTkZM444wyaNm1KVFQUffr0Ye7cuXUYbejxOrwcyD1Ani/P6lCqb+HC4k/SSyqch1XFvxquMorKGYmJ8OGHga8S61RgR0SkFlUwK0dllFZwzgTMCTcHPr9bt4YBA2DMmMC/rVsHEtvk5LLXQSCBD/ZidYU9CEvc/yRkwAkT/kXU519aFJhI3YjxxuB1eDmYf9DqUGqFpd3d33vvPS6++GKef/55Tj75ZF588UVeeeUVVq1aRcuWLY/YfsKECbRo0YIBAwYQExPDzJkzefLJJ/nxxx/p0aNHpc6p7u5H2pu9l4TIhPo7rmPWrMBFtiLvvAOjR9d+PBK8Qr1VRUSkvinRGgxA06ZHjkWvotKGMpmHekyVObwJ4PbbA/cVZXWjr+51pKJrTFX27dsXjjmmzAYK0zACD6E1VEtCXHpOOlsythDljiIrLyukurtbmqSfeOKJ9OzZkxdeeKFoWceOHTn33HN59NFHK3WMzp07M3LkSCZOnFip7ZWkHykrLwunzUnLmJb1s4BcSkrgKXhFFiwo3tVORERErFdWElqNrvCFyqoeX14dksPPVGx9ZRJ4OPJhQ2XWDR9e+oOK8vZt0gR27y7lFZSg+x4JcX7TT2pGKgfyDmBghFSSbtmY9Ly8PJYuXcrdd99dbPmZZ57JokWLKnUMv9/PgQMHiI0tO4nNzc0lNze36OeMjIzqBRzCPA4PGbkZZOdnE+4Ktzqcqiuch7Wsi3lh8a9+/eo+NhERESlfyfHqUP2p2w4pa5vy9i1z3aFu9PzrX0dsZ6amwvnnl3qMitYZI0YEEv8nnzzy/qXEvsXC2b27Uu+Bpg+VUGczbMR6Y0Ny3nTLmk13796Nz+ejefPmxZY3b96c7du3V+oYU6dOJSsriwsvvLDMbR599FGio6OLvpKSko4q7lBkt9kxMOrvL/ihcW0m4C+5TsW/RERE6p/yaok0bhzoul6K2uoeahz2VWz5Ycl1VdeZpok5dSqldmotHF9fRiyVoulDpQEIc4YR44nBqPxfRr1ged9mo2SxENM8YllpZs2axaRJk3jvvfdo1qxZmdvdc889pKenF31t2bLlqGMORR5noDU935dvdSjVM3w4u15/ntSSPUdU/EtERKR+Gj4cNm4MdNt+553Avxs3wksvBW7HS95DWjQfeGnJe6XX+f3V2rf8gAxISlIPQmkQDMMg1htbP3sDl8Oy7u5NmjTBbrcf0Wq+c+fOI1rXS3rvvfe44oor+OCDDxhUwRybbrcbtzs0S/PXJI/Dw97svRzMP0i0PdrqcKolpWcsoyfAJemteaHXRDxJbVT8S0REpD4rrSt8YSt7ibHaRmIiTJ0Kt94a6E5eSgt1eWPS66Mjuv+rB6E0QG6Hm+YRzXHanFaHUmMsa0l3uVz06tWLefPmFVs+b948+vbtW+Z+s2bNYty4cbzzzjucffbZtR1mg+Kyu9ifs7/0blf1wE+pP+G3QW6/PhijxwQu6rpAiYiIhJ7SWtk3bIALLoDp00ttacf4q0NsyVZ387Cv+sRo2rT4AvUglAbKZXdVqjd2fWFZSzrArbfeysUXX0zv3r3p06cPL730Eps3b+baa68FAl3VU1NTeeONN4BAgn7JJZcwffp0TjrppKJWeK/XS3R0/Wz9DSZeh5fMvEyyC7IJc4ZZHU6V/ZT6EwDd47rjsrssjkZERERqVWmt7FBmSzuJiTBtWiBRL9kKn5QEo0YFirjBEcXqirYrJYzKVIwvc53NFpgWroqt/kXTrP3xByxapOlDRUKMpUn6yJEj2bNnD5MnTyYtLY0uXbowZ84cWrVqBUBaWhqbN28u2v7FF1+koKCA66+/nuuvv75o+aWXXsprr71W1+GHHLvNjt/0k5WXVe+SdJ/fx7K0ZQCc0OKEkHqSJiIiIlU0fDgMG1b23ONlrTvppCol8BjGXwl2iUr0Fa4D/LfeijF1aiDpPvzBwGHbl1xX1CNg2jRwuTTNmkgIsnSedCtonvTyZednA9AqphUOm6XPcKrkt52/0eWFLoQ5w9g8YTONwxpbHZKIiIjURyXnbS9M4EubzzwpKZAsQ/XWlTVPemX3FZF6oyp5qJL0IGZFkm6aJvtz9tMyuiWR7sg6O+/Rmrl8Jpd/cjm9W/Qm5dKUkKvwKCIiIkGgrAT+aNYd7b4iUi9UJQ+tP02lUicMw8Bus5ORm1GvkvSftgXGox/f7HiNRxcREZHaUdY4+KNZd7T7ikjIsXyedAk+HoeHzLxMcgtyrQ6l0n7aGkjSe8T3qFfd9EVERERERA6nJF2O4LK7yPfnczD/oNWhVEpOQQ4rdq4A4MSEE1U0TkRERERE6i0l6VIqt93N/pz9+E2/1aFU6Jftv5Dvz6eRpxHtY9tbHY6IiIiIiEi1KUmXUnmdXg7mHyyq9h7MFm9bDEDXZl1xOTQeXURERERE6i8l6VIqm2HDwCAzL9PqUCr0U+qhonHNVTRORERERETqNyXpUiaP00NGbgb5vnyrQylXYZLeM76nisaJiIiIiEi9piRdyuRxeMj15QZ1Abn0nHTW7lkLwEmJJ1kcjYiIiIiIyNFRki7lctqcZORmYJqm1aGUamnaUkxMWkS0ICEqwepwREREREREjoqSdCmX1+klKy+LnIIcq0Mp1eLUQ0XjmnfFaXNaHI2IiIiIiMjRUZIu5XLYHPhMH1l5WVaHUqrC8ejdmndT0TgREREREan3lKRLhTwOD+m56fj8PqtDOcJP2wJJeo/4HthtdoujEREREREROTpK0qVCHoeHnIKcoCsgtz1zO1sztmJgqGiciIiIiIiEBCXpUiHDMLAZNg7kHrA6lGIKx6O3bdSWxt7GFkcjIiIiIiJy9JSkS6V4nV4y8zLJLci1OpQii7cFkvTjmx+P066icSIiIiIiUv8pSZdKcdld5PnzgqrLu4rGiYiIiIhIqFGSLpXmtrvZn7Mfv+m3OhRM0yxqSe/Vohc2Q7/KIiIiIiJS/ymzkUrzOr0czD8YFK3pG/ZvYG/2Xpw2J73je1sdjoiIiIiISI1wWB2A1B82w4ZhGGTkZBDhirAuEJ+PjR+/xqgV4ElKIMLhtS4WERERERGRGqQkXaokzBnGgbwD5Bbk4na46z6A5GS4+WZO37qV0wHYiDm7M0x/BoYPr/t4REREREREapC6u0uVuOwu8v35ZOZl1v3Jk5NhxAjYurX48tRtgeXJyXUfk4iIiIiISA1Ski5V5nF42J+zH5/fV3cn9fng5pvBNI9YZRQumzAhsJ2IiIiIiEg9pSRdqszr8JJTkFO3BeQWLjyyBf1wpglbtgS2ExERERERqaeUpEuVGYaBzbCRkZtRdydNS6vZ7URERERERIKQknSpljBnGAdyD5BTkFM3J4yPr9ntREREREREgpCSdKkWp92Jz/SRmVtHBeT69YPEREzDKH29YUBSUmA7ERERERGRekpJulSbx+EhPTe9bgrI2e0wfToA/pLrChP3adMC24mIiIiIiNRTStKl2jwODzkFOWTlZ9XNCYcP5+OHLyI1qsTyxESYPVvzpIuIiIiISL3nsDoAqb8Mw8Bus5Oek06kKxKjrK7oNejFljsZMQGejbiQK+KG4kpqFejirhZ0EREREREJAUrS5aiEOcPIzMskpyAHr9Nbq+fK9+Xz3Zbv8Nugxd/HYD/272BTci4iIiIiIqFD3d3lqDhsDvymn8y82i8g9/3W78nMyyTKHUW3uG7YlaCLiIiIiEiIUZIuR83j8JCek06Bv6BWzzN//XwATmhxAlGekgPTRURERERE6j8l6XLUPA4POb6cWm9NX7BhAQAnJJ6Ay+6q1XOJiIiIiIhYQUm6HDXDMPA4POw5uKfWWtMP5B5g8bbFAJyceDJOm7NWziMiIiIiImIlJelSI7wOL9kF2RzIPVArx/9m0zfk+nJpGtaUY5scq5Z0EREREREJSUrSpUYYhoHX4WVv9l7yffk1fvyi8egJJxDuDK+T6d5ERERERETqmpJ0qTFeZ6A1PT0nvUaPW+Av4JtN3wBwYsKJtT7Vm4iIiIiIiFWUpEuN8jq87MvZR54vr8aOuStrF7/u/BWAkxJOwmnXeHQREREREQlNStKlRnmdXnJ9uTXamp6yMYUCfwFJUUm0btRa49FFRERERCRkKUmXGhfuDGdf9j5yC3KP+lg+v4+vNnwFwImJJ+J2uHHYHEd9XBERERERkWCkJF1qnNvhJs+fx/6c/Ud9rJyCHL7b8h0AJ7Q4gTBH2FEfU0REREREJFgpSZdaEeGKYH/OfrLzs4/qOKkZqfy++3cgUNnd7XDXRHgiIiIiIiJBSUm61AqX3UWBv+CoWtP9pp8vN3yJiUn72PY0D2+u8egiIiIiIhLSlKRLrSlsTT+Yf7Ba++cW5LJw80IATkoMVHVXZXcREREREQllStKl1jjtTkxM9mXvwzTNKu1b4C9g98Hd/Jj6IxDo6h7mDMNm6FdWRERERERClzIeqVURrgjSc9I5kHeg0vsU+AvYnrmddXvXsX7fegwMesT3wOv01mKkIiIiIiIi1lOSLrXKYXPgsDvYlrGNPQf3VNiiXpig78/Zz287fwOga7OuxLhjcNrU1V1EREREREKbknSpdRGuCFwOF2mZaWzP3E6+L7/U7Q5P0GM8MSzasgiAk5JOwmV3qWiciIiIiIiEPIfVAUjD4HF4cNgc7MneQ25BLs0imhHm/GvO85IJus2wFc2PfmKLE3HaVDRORERERERCn1rSpc44bA4aeRqRXZDN1vSt7M/Zj2maFPgL2JG5o1iCvjl9M1sytuCwOejavCsRrgirwxcREREREal1akmXOmUYBtGeaLLzs9l2YBu5BbkU+AvYl7OvKEEHSNmYAkDP+J6EOcNwOdTVXUREREREQp+SdLGE1+nFYXOwK2sXGBRL0AE+WPUBAGe0PQO7Ydd4dBERERERaRCUpItlnHYnjbyNgEALe6F1e9axLG0ZdsPOOR3OwWl3KkkXEREREZEGQUm6WOrw5LzQe7+9B8DAtgOJ8cTgcXiKtbKLiIiIiIiEKmU+QeytX98iOz/b6jDqVL4vn9mrZgMwsvNICvwFxarAi4iIiIiIhDIl6UHqxSUvcv2c67nk40vYnL7Z6nDqzIKNC9h1cBdNwppweuvTAdTVXUREREREGgwl6UGqY9OONAlrwu+7f+est8/im03fWB1SnXj/t/cBGN5xOBhofnQREREREWlQlKQHqVNbncrX476mS7Mu7M/Zz9jksfxnyX8wTdPq0GrNnoN7mLd+HvBXV3eX3YXTpiRdREREREQaBiXpQSwxKpHXhr3GhZ0vxG/6mfLNFG6Yc0PIjlP/cPWHFPgL6N68O8c1OY48Xx5hrrBSi8uJiIiIiIiEIiXpQc7tcPPUmU/xyOmP4LA5+HjNx/zj3X+E3Dh10zSLurpf2OXComUeh8fKsEREREREROqUkvR6wDAMxnUfx3sj3qNJWBNW7VoVcuPUf93xK6t3r8Zj93Dusefi8/uwG3YVjRMRERERkQbF8iT9+eefp02bNng8Hnr16sXChQvL3DYtLY0xY8Zw7LHHYrPZmDBhQt0FGgROSjyJOWPn0L15d/bn7Oei5It4ddmrITFOvXBu9CHthhDtiSbPl4fT7lSSLiIiIiIiDYqlSfp7773HhAkTuO+++1i+fDn9+vXjrLPOYvPm0rty5+bm0rRpU+677z66detWx9EGh4TIBD4c+SEjOo3AZ/qYmDKRO+bdQW5BrtWhVVtOQQ4f//4xACO7jAQIjEd3hmEzLH+OJCIiIiIiUmcszYCeeur/27v34Crre9/jn3W/5LIgiSSgIQ0tRxFoxUB7QBDHSygCSnWQVgQ6Wgc6iALqFi9TGfcWhG6pFwRLLT1tLcKxVoscsaZeUDYoMRIKiEUFCSJsxGJWAsm6POt3/vBkHWMSCBDyPEner5k1Q571rLU+a+Y7GT55Lr/Fuummm/Szn/1M/fr10yOPPKLCwkItW7as2f2/9a1v6dFHH9WUKVMUiUTaOa1zBL1BPTLqEf1i5C/kdrn1zPZnNPHPE3X42GG7o52Sv330N1XHqnV21tm6qPAiSZJlLIV9YZuTAQAAAED7sq2kx+NxVVRUqLS0tNH20tJSbdy40aZUHYfL5dK0kmn6/fjfK8ufpfLPynXln67U9kPb7Y520lbtWCVJmnD+BHncHqVMSm65OdUdAAAAQJdjW0k/fPiwLMtSfn5+o+35+fk6ePBgm31OLBZTNBpt9OhMLi2+VGuvX6vibsXaX7Nf41eN19pda+2O1Wr7o/v11t6v7kNwXf+v7uoet+Lye/yUdAAAAABdju0X/H5zDWxjTJuui71gwQJFIpH0o7CwsM3e2ym+k/Mdrb1+rUYWjVRdsk7T1k7Tf278T6VMyu5oJ/Ts+8/KyGjoOUNV1K1IkpSwEgr5QvK4PTanAwAAAID2ZVtJz8vLk8fjaXLU/NChQ02Orp+Ou+++W9XV1enHvn372uy9naRbsJv+8KM/6OYLb5Yk/ertX+mmNTepJlZjc7KWpUwqvTZ6ww3jJCmZSnI9OgAAAIAuybaS7vf7VVJSorKyskbby8rKNGzYsDb7nEAgoOzs7EaPzsrr9mreJfO0eNRiBTwBvfLxKxr3zDh9fORju6M1651P39He6r3K9GdqTN8xkv7/mRSc6g4AAACgK7L1dPc5c+boqaee0ooVK7Rz507Nnj1bVVVVmj59uqSvjoJPmTKl0WsqKytVWVmp2tpaff7556qsrNT7779vR3zHmth/op677jkVZBbow399qLErx+rV3a/aHauRhJXQf7z5H5Kkq8+9On3kPJFKyOdmfXQAAAAAXZPXzg+fOHGivvjiCz3wwAM6cOCABgwYoJdeeklFRV9dm3zgwIEma6YPGjQo/e+KigqtXLlSRUVF+uSTT9ozuuMN6jlI6yat080v3qx3P3tXU1+YqrnD52rGkBltes3/qXrk7UdU+d+VigQimvU/Z6W3x624gt6gfB6ffeEAAAAAwCYuY4yxO0R7ikajikQiqq6udvyp79FYVFXVVcoJ5Zzye8StuO577T79adufJElj/8dY/WrUr2y95vvdz97Vj1b/SCmT0tIxS3X1uVennztSd0T5GfnKy8izLR8AAAAAtKWT6aG2390dZ5bf49eiKxbpocsfks/t09pdazVu5Tjt+mKXLXlq47W6dd2tSpmUrul3TaOCLklGRkFf0JZsAAAAAGA3SnoXMfm7k/XshGd1VvgsffDFBxr99Gj9Yesf1N4nUsx7Y572Vu/V2Vln68FLH2z0XMLienQAAAAAXRslvQsZcvYQlU0u0yVFl6jeqtfdr96tm1+8WUfqjrTL57/80ct6ZvszcsmlR3/4qLIDjU/zSKQS8nv88rm5Hh0AAABA10RJ72LOyjhLf7zmj/rFyF/I5/Zp3UfrdMUfr9CmfZvO6OceOnpId5bdKUn6+eCfa2jh0Cb7xK24MvwZjrixHQAAAADYgZLeBbldbk0rmaYXf/Ki+nTvowO1BzTh2Qla9F+LlEwl2/zzjDG6/W+36191/9L5Z52vO4bd0eJ+QS/XowMAAADouijpXdjA/IF6edLLmth/ooyMHn3nUY1fNV7vfPpOm37O77f+Xq998poCnoCWjF6igDfQZB8rZcnj8nA9OgAAAIAujZLexWX4M7R41GItHbNUWf4sbTm4Rdf872s0+S+Ttf3Q9tN+/23/vU3//ua/S5LuGXGPzs07t9n94lZcPg83jQMAAADQtVHSIUm6+tyr9frU1zVp4CR5XB699slrGvX0KP38//xcu4/sPun32/H5Dk1bO02j/zRa9cl6XVx0sW4cdGOL+8etuMK+sNwuRhIAAABA10UjQlrPrJ5adMUivfHTNzT+3PGSpDX/XKNL/tcl+reyf9P+6P4Tvsd7B97TT1/4qUr/WKq1u9bKyOiH3/6hHh/9+HELuGUshX3htvoqAAAAANAhuUx7L5Rts2g0qkgkourqamVnZ5/4BTaKxqKqqq5STijHls/f8fkOLdywUK/ueTW9LTeUqz7d++jb3b+tPt37fPXvnG/r8LHDenzz43pz75uSJJdcuurcqzTz+zPV76x+x/2clEkpWh9VcfdihXyhM/qdAAAAAKC9nUwPpaQ7mN0lvUH5/nIt/K+F2vTpiZdp87g8uvb8azVjyAx9J+c7rXr/+mS9UqmUirsXy+P2nG5cAAAAAHCUk+mh3nbKhA5syNlD9Ofr/qzaeK32HNmj3Ud26+MjH2v3kd3pfyetpCb0n6AZQ2aoMFJ4Uu+fsBLK9GdS0AEAAAB0eZR0tFqmP1MD8wdqYP7ARtuNMUqZ1CmX7GQqyfXoAAAAACBKOtqAy+WSx3VqBd0YI5fLxdJrAAAAACDu7g6bJVIJ+dysjw4AAAAAEiUdNotbcQW8Afk8PrujAAAAAIDtKOmwVcJKKOzlenQAAAAAkCjpsFHD6n9BX9DmJAAAAADgDJR02CZuxRXwBBT0UtIBAAAAQKKkw0YxK6aQLySvm0UGAAAAAECipMNGyVRSGf4Mu2MAAAAAgGNQ0mELK2XJ4/Io4AnYHQUAAAAAHIOSDlvErbj8Hr8CXko6AAAAADSgpMMWMSumrECW3C5GEAAAAAAa0JBgC2OMQt6Q3TEAAAAAwFEo6Wh3cSsun9vHqe4AAAAA8A2UdLS7uBVX0BeU3+O3OwoAAAAAOAolHe0uYSWU6c+0OwYAAAAAOA4lHe0qZVKSxNJrAAAAANAMSjraVdyKK+gNKugN2h0FAAAAAByHko52FbfiCvvC8rg9dkcBAAAAAMehpKNdJVNJhX1hu2MAAAAAgCNR0tFukqmkvC4vS68BAAAAQAso6Wg3cSuugDfATeMAAAAAoAWUdLSbeDKuLH+WXC6X3VEAAAAAwJEo6WgXxhgZGQV93NUdAAAAAFpCSUe7iFtx+T1+TnUHAAAAgOOgpKNdNKyP7vP47I4CAAAAAI5FSUe7SKQSyvRn2h0DAAAAAByNko4zLmVScsutoJfr0QEAAADgeCjpOONiydhXS6+xPjoAAAAAHBclHWdczIop058pt4txAwAAAIDjoTXhjDLGyBijkC9kdxQAAAAAcDxKOs6omBVTwBNQyEtJBwAAAIAToaTjjKpP1ivDn8HSawAAAADQCpR0nDENp7qz9BoAAAAAtA4lHWdMfbJeQW+Q69EBAAAAoJUo6ThjYsmYsgJZ8rq9dkcBAAAAgA6Bko4zImVSkkvK8GXYHQUAAAAAOgxKOs6IWPKru7oHvUG7owAAAABAh0FJxxlRn6xXJBCRx+2xOwoAAAAAdBiUdLS5lEnJJZfC/rDdUQAAAACgQ6Gko83VJ+sV8oU41R0AAAAAThIlHW0ulowpO5Att4vxAgAAAICTQYtCm7JSltwut8I+TnUHAAAAgJNFSUebqk/WK+TlVHcAAAAAOBWUdLSpmBVTJBiRy+WyOwoAAAAAdDiUdLSZZCopr8urkC9kdxQAAAAA6JAo6WgzdYk6hf1hBTwBu6MAAAAAQIdESUebSVgJZQeyOdUdAAAAAE4RJR1tIm7F5fP4FPJyqjsAAAAAnCpKOtpEfbJemf5MBbyc6g4AAAAAp4qSjtNmjFEylVSmP9PuKAAAAADQodle0pcuXari4mIFg0GVlJTorbfeOu7+69evV0lJiYLBoPr06aMnn3yynZKiJQ1ro2f4M+yOAgAAAAAdmq0lffXq1Zo1a5buvfdebdmyRSNGjNDo0aNVVVXV7P579uzRlVdeqREjRmjLli265557dOutt+q5555r5+T4urpknboFu8nr9todBQAAAAA6NJcxxtj14T/4wQ904YUXatmyZelt/fr10/jx47VgwYIm+991111as2aNdu7cmd42ffp0bd26VZs2bWrVZ0ajUUUiEVVXVys7O/v0v8QZFI1FVVVdpZxQjt1RWlSXqJMxRkXdiuTz+OyOAwAAAACOczI91LYj6fF4XBUVFSotLW20vbS0VBs3bmz2NZs2bWqy/6hRo/Tuu+8qkUg0+5pYLKZoNNrogbbTcBSdgg4AAAAAp8+2kn748GFZlqX8/PxG2/Pz83Xw4MFmX3Pw4MFm908mkzp8+HCzr1mwYIEikUj6UVhY2DZfAIolY/K7/coKZNkdBQAAAAA6BdtvHOdyuRr9bIxpsu1E+ze3vcHdd9+t6urq9GPfvn2nmRgNjiWOKRKMsOwaAAAAALQR2+70lZeXJ4/H0+So+aFDh5ocLW9QUFDQ7P5er1e5ubnNviYQCCgQoES2tYSVkMflUXbA2df1AwAAAEBHYtuRdL/fr5KSEpWVlTXaXlZWpmHDhjX7mqFDhzbZ/5VXXtHgwYPl83FNdHs6mjiq7EC2Qr6Q3VEAAAAAoNOw9XT3OXPm6KmnntKKFSu0c+dOzZ49W1VVVZo+fbqkr05VnzJlSnr/6dOna+/evZozZ4527typFStW6Le//a3uuOMOu75Cl2SlLMlIkWDE7igAAAAA0KnYurD1xIkT9cUXX+iBBx7QgQMHNGDAAL300ksqKiqSJB04cKDRmunFxcV66aWXNHv2bD3xxBPq1auXHnvsMV177bV2fYUu6WjiqLICWQr7wnZHAQAAAIBOxdZ10u3AOumnJ2VSqq6vVu9Ib+7qDgAAAACt0CHWSUfHdCxxTBm+DGX4M+yOAgAAAACdDiUdrWaMUdyKq3uou9wuRgcAAAAA2hpNC61Wl6xTyBtSpj/T7igAAAAA0ClR0tEqxhjVJ+uVE8qRx+2xOw4AAAAAdEqUdLRKbbxWGb4MbhYHAAAAAGcQJR0nlLASslKW8sJ58rptXbUPAAAAADo1SjpOqCZeo5xwDteiAwAAAMAZRknHcR2NH1XIG1JOKEcul8vuOAAAAADQqVHS0SIrZSluxZUXzpPf47c7DgAAAAB0epR0tCgai6pbsJuyA9l2RwEAAACALoGSjmbVJerk9/iVG87lNHcAAAAAaCeUdDSRMinVJeuUF85T0Bu0Ow4AAAAAdBmUdDQRjUUVCUQUCUbsjgIAAAAAXQolHY3EkjF5XB7lhnPldjEeAAAAANCeaGFIS5mUjsaPKjeUq7AvbHccAAAAAOhyKOmQJBlj9GX9l4oEI+oe6m53HAAAAADokijpkCRV11cr05ep/Mx8edweu+MAAAAAQJdESYeq66sV8AZUkFUgv8dvdxwAAAAA6LIo6V1cbbxWPrdPPbN6stwaAAAAANiMkt6F1SXqZIxRQVYBN4oDAAAAAAegpHdR9cl6xZIxFWQWKNOfaXccAAAAAIAo6V1S3IqrLlGn/Mx8RYIRu+MAAAAAAP4fSnoXE7fiqo3XqkdGD+WEcuyOAwAAAAD4Gq/dAdB+jiWOKZaMKT8jX7nhXLlcLrsjAQAAAAC+hpLeBRhjVB2rls/t0znZ5yg7kE1BBwAAAAAHoqR3cslUUtFYVJm+TOVn5ivkC9kdCQAAAADQAkp6J1afrNexxDHlhnKVF86Tz+OzOxIAAAAA4Dgo6Z1UbbxWVspSz8ye6h7qLreLewQCAAAAgNNR0juZWDKmo4mjCnlD6pndU1mBLLsjAQAAAABaiZLeSSRTSdXEauR1e5Wf8dX6536P3+5YAAAAAICTQEnv4KyUpdp4rYwxygnlqHuou4LeoN2xAAAAAACngJLeQaVMSscSx5SwEsoOZCsnlKOwL8zSagAAAADQgVHSO5i4FVddok4pk1LYF1ZBZoEy/ZncGA4AAAAAOgFKegeQMinVJeoUs2Lyu/2KBCLKDmYr5A3J4/bYHQ8AAAAA0EYo6Q5njFE0FlXIG1JeOE9hX1gBb8DuWAAAAACAM4CS7mA+t089Mnoow5+hsC/MKe0AAAAA0MlR0h0s5Asp5AvZHQMAAAAA0E44NAsAAAAAgENQ0gEAAAAAcAhKOgAAAAAADkFJBwAAAADAISjpAAAAAAA4BCUdAAAAAACHoKQDAAAAAOAQlHQAAAAAAByCkg4AAAAAgENQ0gEAAAAAcAhKOgAAAAAADkFJBwAAAADAISjpAAAAAAA4BCUdAAAAAACHoKQDAAAAAOAQlHQAAAAAAByCkg4AAAAAgENQ0gEAAAAAcAiv3QHamzFGkhSNRm1OAgAAAADoChr6Z0MfPZ4uV9JramokSYWFhTYnAQAAAAB0JTU1NYpEIsfdx2VaU+U7kVQqpc8++0xZWVlyuVx2x8EpikajKiws1L59+5SdnW13HHQgzA5OB/ODU8Xs4HQwPzhVzI5zGGNUU1OjXr16ye0+/lXnXe5Iutvt1jnnnGN3DLSR7OxsfuHglDA7OB3MD04Vs4PTwfzgVDE7znCiI+gNuHEcAAAAAAAOQUkHAAAAAMAhKOnokAKBgO6//34FAgG7o6CDYXZwOpgfnCpmB6eD+cGpYnY6pi534zgAAAAAAJyKI+kAAAAAADgEJR0AAAAAAIegpAMAAAAA4BCUdAAAAAAAHIKSjg5n6dKlKi4uVjAYVElJid566y27I8FhFixYoCFDhigrK0s9evTQ+PHj9c9//rPRPsYYzZs3T7169VIoFNIll1yiHTt22JQYTrZgwQK5XC7NmjUrvY35QUv279+vG264Qbm5uQqHw7rgggtUUVGRfp7ZQUuSyaTuu+8+FRcXKxQKqU+fPnrggQeUSqXS+zA/aPDmm29q3Lhx6tWrl1wul1544YVGz7dmVmKxmGbOnKm8vDxlZGToqquu0qefftqO3wItoaSjQ1m9erVmzZqle++9V1u2bNGIESM0evRoVVVV2R0NDrJ+/XrNmDFDb7/9tsrKypRMJlVaWqqjR4+m91m0aJEWL16sJUuWqLy8XAUFBbriiitUU1NjY3I4TXl5uZYvX67vfve7jbYzP2jOkSNHdNFFF8nn82ndunV6//339fDDD6tbt27pfZgdtGThwoV68skntWTJEu3cuVOLFi3SL3/5Sz3++OPpfZgfNDh69Ki+973vacmSJc0+35pZmTVrlp5//nmtWrVKGzZsUG1trcaOHSvLstrra6AlBuhAvv/975vp06c32nbeeeeZuXPn2pQIHcGhQ4eMJLN+/XpjjDGpVMoUFBSYhx56KL1PfX29iUQi5sknn7QrJhympqbG9O3b15SVlZmRI0ea2267zRjD/KBld911lxk+fHiLzzM7OJ4xY8aYG2+8sdG2a665xtxwww3GGOYHLZNknn/++fTPrZmVL7/80vh8PrNq1ar0Pvv37zdut9u8/PLL7ZYdzeNIOjqMeDyuiooKlZaWNtpeWlqqjRs32pQKHUF1dbUkKScnR5K0Z88eHTx4sNEsBQIBjRw5kllC2owZMzRmzBhdfvnljbYzP2jJmjVrNHjwYE2YMEE9evTQoEGD9Jvf/Cb9PLOD4xk+fLheffVV7dq1S5K0detWbdiwQVdeeaUk5get15pZqaioUCKRaLRPr169NGDAAObJAbx2BwBa6/Dhw7IsS/n5+Y225+fn6+DBgzalgtMZYzRnzhwNHz5cAwYMkKT0vDQ3S3v37m33jHCeVatW6b333lN5eXmT55gftGT37t1atmyZ5syZo3vuuUebN2/WrbfeqkAgoClTpjA7OK677rpL1dXVOu+88+TxeGRZlh588EH95Cc/kcTvHrRea2bl4MGD8vv96t69e5N9+H+1/Sjp6HBcLlejn40xTbYBDW655Rb94x//0IYNG5o8xyyhOfv27dNtt92mV155RcFgsMX9mB98UyqV0uDBgzV//nxJ0qBBg7Rjxw4tW7ZMU6ZMSe/H7KA5q1ev1tNPP62VK1eqf//+qqys1KxZs9SrVy9NnTo1vR/zg9Y6lVlhnpyB093RYeTl5cnj8TT5696hQ4ea/KUQkKSZM2dqzZo1ev3113XOOeektxcUFEgSs4RmVVRU6NChQyopKZHX65XX69X69ev12GOPyev1pmeE+cE39ezZU+eff36jbf369Uvf3JTfPTieO++8U3PnztWPf/xjDRw4UJMnT9bs2bO1YMECScwPWq81s1JQUKB4PK4jR460uA/sQ0lHh+H3+1VSUqKysrJG28vKyjRs2DCbUsGJjDG65ZZb9Je//EWvvfaaiouLGz1fXFysgoKCRrMUj8e1fv16Zgm67LLLtG3bNlVWVqYfgwcP1qRJk1RZWak+ffowP2jWRRdd1GS5x127dqmoqEgSv3twfMeOHZPb3fi/5h6PJ70EG/OD1mrNrJSUlMjn8zXa58CBA9q+fTvz5ACc7o4OZc6cOZo8ebIGDx6soUOHavny5aqqqtL06dPtjgYHmTFjhlauXKm//vWvysrKSv8lORKJKBQKpde8nj9/vvr27au+fftq/vz5CofDuv76621OD7tlZWWl71/QICMjQ7m5uentzA+aM3v2bA0bNkzz58/Xddddp82bN2v58uVavny5JPG7B8c1btw4Pfjgg+rdu7f69++vLVu2aPHixbrxxhslMT9orLa2Vh999FH65z179qiyslI5OTnq3bv3CWclEonopptu0u23367c3Fzl5OTojjvu0MCBA5vcMBU2sO2+8sApeuKJJ0xRUZHx+/3mwgsvTC+rBTSQ1Ozjd7/7XXqfVCpl7r//flNQUGACgYC5+OKLzbZt2+wLDUf7+hJsxjA/aNmLL75oBgwYYAKBgDnvvPPM8uXLGz3P7KAl0WjU3HbbbaZ3794mGAyaPn36mHvvvdfEYrH0PswPGrz++uvN/l9n6tSpxpjWzUpdXZ255ZZbTE5OjgmFQmbs2LGmqqrKhm+Db3IZY4xNfx8AAAAAAABfwzXpAAAAAAA4BCUdAAAAAACHoKQDAAAAAOAQlHQAAAAAAByCkg4AAAAAgENQ0gEAAAAAcAhKOgAAAAAADkFJBwAAAADAISjpAACgRZZladiwYbr22msbba+urlZhYaHuu+8+m5IBANA5uYwxxu4QAADAuT788ENdcMEFWr58uSZNmiRJmjJlirZu3ary8nL5/X6bEwIA0HlQ0gEAwAk99thjmjdvnrZv367y8nJNmDBBmzdv1gUXXGB3NAAAOhVKOgAAOCFjjC699FJ5PB5t27ZNM2fO5FR3AADOAEo6AABolQ8++ED9+vXTwIED9d5778nr9dodCQCATocbxwEAgFZZsWKFwuGw9uzZo08//dTuOAAAdEocSQcAACe0adMmXXzxxVq3bp0WLVoky7L097//XS6Xy+5oAAB0KhxJBwAAx1VXV6epU6dq2rRpuvzyy/XUU0+pvLxcv/71r+2OBgBAp0NJBwAAxzV37lylUiktXLhQktS7d289/PDDuvPOO/XJJ5/YGw4AgE6G090BAECL1q9fr8suu0xvvPGGhg8f3ui5UaNGKZlMcto7AABtiJIOAAAAAIBDcLo7AAAAAAAOQUkHAAAAAMAhKOkAAAAAADgEJR0AAAAAAIegpAMAAAAA4BCUdAAAAAAAHIKSDgAAAACAQ1DSAQAAAABwCEo6AAAAAAAOQUkHAAAAAMAhKOkAAAAAADgEJR0AAAAAAIf4vyA5wONWEBRKAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "new_dataset = GPImputer().impute_missing_values(data_to_infer, [0], [1], 1)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "new_dataset.iloc[:, 1].isnull().sum()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: GPR\n", "Best kernel: \n", "BIC: 605.1424898219141\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "new_dataset2 = GPImputer().impute_missing_values(\n", " data_to_infer, [0], [1], 1, 'RBF')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: GPR\n", "Best kernel: \n", "BIC: 669.0285857579458\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "new_dataset2 = GPImputer().impute_missing_values(\n", " data_to_infer, [0], [1], 1, 'M32')" ] } ], "metadata": { "kernelspec": { "display_name": "MIMIC", "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": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 2 }