{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Viva la Factory\n", "\n", "Factory is way to train several different classifiers on the same dataset and compare the quailty of predictions.\n", "\n", "### First, enable plotting" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Loading data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### download particle identification Data Set from UCI" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File `MiniBooNE_PID.txt' already there; not retrieving.\r\n" ] } ], "source": [ "!cd toy_datasets; wget -O MiniBooNE_PID.txt -nc --no-check-certificate https://archive.ics.uci.edu/ml/machine-learning-databases/00199/MiniBooNE_PID.txt" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy, pandas\n", "from rep.utils import train_test_split" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy, pandas\n", "from rep.utils import train_test_split\n", "from sklearn.metrics import roc_auc_score\n", "\n", "data = pandas.read_csv('toy_datasets/MiniBooNE_PID.txt', sep='\\s*', skiprows=[0], header=None, engine='python')\n", "labels = pandas.read_csv('toy_datasets/MiniBooNE_PID.txt', sep=' ', nrows=1, header=None)\n", "labels = [1] * labels[1].values[0] + [0] * labels[2].values[0]\n", "data.columns = ['feature_{}'.format(key) for key in data.columns]\n", "\n", "train_data, test_data, train_labels, test_labels = train_test_split(data, labels, train_size=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Variables needed for analysis" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "train_variables = [\"feature_new01: feature_0/feature_1\", \"feature_2\", \"feature_26\", \"feature_12\", \"feature_24\",\n", " \"feature_25\", \"feature_16\",]\n", "plot_variables = train_variables + ['feature_3']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Factory of different models\n", "\n", "This class is OrderedDict, with additional interface, main methods are:\n", "\n", "* `factory.add_classifier(name, classifier)` \n", "\n", "* `factory.fit(X, y, sample_weight=None, ipc_profile=None, features=None)`
\n", " train all classifiers in factory
\n", " if `features` is not None, then all classifiers will be trained on these features
\n", " you can pass the name of ipython cluster via `ipc_profile` for parallel training\n", " \n", "* `factory.test_on_lds(lds)` - test all models on lds(`rep.data.storage.LabeledDataStorage`)
\n", " returns report (`rep.report.classification.ClassificationReport`)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from rep.metaml import ClassifiersFactory\n", "from rep.estimators import TMVAClassifier, SklearnClassifier, XGBoostClassifier\n", "from sklearn.ensemble import AdaBoostClassifier" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define classifiers (that will be compared)\n", "Please pay attention that we set very small number of trees, just to make this notebook work fast. \n", "Don't forget to tune classifier!\n", "\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "factory = ClassifiersFactory()\n", "# There are different ways to add classifiers to Factory:\n", "factory.add_classifier('tmva', TMVAClassifier(NTrees=50, features=train_variables, Shrinkage=0.05))\n", "factory.add_classifier('ada', AdaBoostClassifier(n_estimators=10))\n", "factory['xgb'] = XGBoostClassifier(features=train_variables)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create a copy of the factory with all classifiers" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from copy import deepcopy\n", "factory_copy = deepcopy(factory)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Training\n", "__pay attention:__
\n", "for the first factory we pointed features that will be used in training and all classifiers will use them,
\n", "for the second factory all the classifiers will use those features we set in their constuctors" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Overwriting features of estimator tmva\n", "Overwriting features of estimator xgb\n", "model tmva was trained in 12.17 seconds\n", "model ada was trained in 1.09 seconds\n", "model xgb was trained in 29.71 seconds\n", "Totally spent 42.97 seconds on training\n", "CPU times: user 31.4 s, sys: 235 ms, total: 31.6 s\n", "Wall time: 43 s\n" ] } ], "source": [ "%time factory.fit(train_data, train_labels, features=train_variables)\n", "pass" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data was predicted by tmva in 5.45 seconds\n", "data was predicted by ada in 0.13 seconds\n", "data was predicted by xgb in 0.84 seconds\n", "Totally spent 6.42 seconds on prediction\n" ] }, { "data": { "text/plain": [ "OrderedDict([('tmva', array([[ 0.52329173, 0.47670827],\n", " [ 0.42505833, 0.57494167],\n", " [ 0.31753175, 0.68246825],\n", " ..., \n", " [ 0.44861638, 0.55138362],\n", " [ 0.74466065, 0.25533935],\n", " [ 0.58525529, 0.41474471]])),\n", " ('ada', array([[ 0.54559202, 0.45440798],\n", " [ 0.49533497, 0.50466503],\n", " [ 0.46967085, 0.53032915],\n", " ..., \n", " [ 0.45320584, 0.54679416],\n", " [ 0.58490372, 0.41509628],\n", " [ 0.56773603, 0.43226397]])),\n", " ('xgb', array([[ 0.86888862, 0.1311114 ],\n", " [ 0.80507904, 0.194921 ],\n", " [ 0.09248171, 0.90751827],\n", " ..., \n", " [ 0.05847125, 0.9415288 ],\n", " [ 0.99372029, 0.00627972],\n", " [ 0.81142735, 0.18857266]], dtype=float32))])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "factory.predict_proba(train_data)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "model tmva was trained in 11.78 seconds\n", "model ada was trained in 6.48 seconds\n", "model xgb was trained in 33.99 seconds\n", "Totally spent 52.24 seconds on training\n", "CPU times: user 40.7 s, sys: 286 ms, total: 41 s\n", "Wall time: 52.2 s\n" ] } ], "source": [ "%time factory_copy.fit(train_data, train_labels)\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Everybody loves plots!\n", "## Visualizing of training result with factory" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`ClassificationReport` class provides the posibility to get classification description to compare different models.
Below you can find available functions which can help you to analyze result on arbitrary dataset.\n", "\n", "There are different plotting backends supported:\n", "* __matplotlib__ (default, de-facto standard plotting library, mpld3 allows turning this into interactive plots), \n", "* __plotly__ (proprietary package with interactive plots, information is kept on the server), \n", "* __ROOT__ (the library used by CERN people),\n", "* __bokeh__ (open-source package with interactive plots) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get ClassificationReport object\n", "report has many useful methods" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "report = factory.test_on(test_data, test_labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot importances of features\n", "Only the features used in training are compared" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Estimator tmva doesn't support feature importances\n" ] }, { "data": { "image/png": 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YnJya9/7Lly9jzZrDhtchSZI2Q3MpKXM/YBvgip71VwB/MJcniYhnA0/nzhP0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "features_importances = report.feature_importance()\n", "features_importances.plot()\n", "# not only in matplotlib, but in other libraries too. For instance, with plotly\n", "# features_importances.plot_plotly('importances', figsize=(15, 6))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot learning curves to see possible overfitting of trained classifier\n", "Learning curves are powerful and simple tool to analyze the behaviour of your model." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from rep.report.metrics import RocAuc" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Estimator tmva doesn't support stage predictions\n" ] }, { "data": { "image/png": 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//zkcdxx07JhufCIiUv6aGnOwJTC/ke0LAD1rISXZ/WBVVbD77mFg4ZQp0KMH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\nvz+TJ0+mR48e3H///YwaNYo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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learning_curve = report.learning_curve(RocAuc(), metric_label='ROC AUC', steps=1)\n", "learning_curve.plot(new_plot=True, figsize=(8, 4))\n", "# with plotly\n", "# learning_curve.plot_plotly(plotly_filename='learning curves', figsize=(18, 8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot correlation between features" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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IW90RlW7QuqrbaHcXeK37EwfYzzFhGNL2PKxicdsZ5n6y1etd1yg6VUVRFGU8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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "correlation_pairs = []\n", "correlation_pairs.append((plot_variables[0], plot_variables[1]))\n", "correlation_pairs.append((plot_variables[0], plot_variables[2]))\n", "\n", "report.scatter(correlation_pairs, alpha=0.01).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot data information: features correlation matrix" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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tUf4rML/shiqdh19PNGZmZi3oMuBISQuAw4FLASR9WtI9+faBwF8Dh5V9ZfLo\nzir2MK+ZmRWvB74aExFvAEdUKH8V+GK+/TgfrQffZU6mZmZWvMTW2q2Vk6mZmRXPydTMzKxBLb42\nr5NpN1rzwcqiQ6go5TsFpXxnlr/45KCiQzBLwrVvLGt+pe6ZmpmZNcjJ1MzMrEHyMK+ZmVlj2twz\nNTMza4x7pmZmZg3yNVMzM7MGtfhXY1o7ejMzswS4Z2pmZsXzMK+ZmVmDPAHJzMysQe6ZmpmZNcgT\nkGon6QxJ8yXdXON5QyWd1F1xlbVzuaRnJM2SdLukTcqe20vS7yU9LWm2pAHdHY+ZWa8n1f5ISFEf\nBcYBR0TEKTWetz1wcq2NSTUPxk8Gdo+I4cBC4Py8nn7AzcDfRcQewCFAmqvZm5m1ErXV/khIj0cj\n6RpgGDBJ0vmSrpc0RdJ0ScfkxwyV9KikafljVH76JcBBkmZIOlPSGEkTyuq+W9LofHuZpCskzQRG\nSRoh6WFJUyVNkrRltRgj4oGIWJPvTgG2ybePAmZHxNP5cW9GyrdgMTNrFW2q/ZGQHk+mETEOWAQc\nCgwCHoyIUcBhwBWSNgCWkvVcRwInAqWEeS7wWESMiIirSlVWaWoQ8ERE7AM8lddxfETsC9wAXNzF\nkL8G/Dbf3hlA0r15kj+7i3WYmVlHeqBnKmlTSZMlLZB0n6TBHRzblnfc7upK3UVPQDoKOKYsKQ0A\ntgNeBSZKGg6sBnaqo+5VwB359i7AHsD9kkT2IWJxZxVI+g6wMiJuzYv6AwcCI4EVwIOSpkXEQ3XE\nZ2ZmJT1zDfRc4IGIuFzSOcB5eVklZwLzgU2qPL+OopOpyHqLC9cplL4PLImIvfLrlO9XOX8V6/au\nB5ZtrygbghXwdEQc2OXApLHAF8h6zCWvAI9GxJv5Mb8FRgAVk+k/Pv3S2u3RWwxm9Baf6GrzZmbJ\nmLvyA+au/LB7G+mZa6DHAgfn2zcBD1MhmUoaQvb//x8CZ3Wl4qKSaekjyH3AGcDpAJKGR8QsYDDw\ncn7MqUC/fHsZsHFZPS8C4/Le5hBgvwptACwANpc0KiKmSOoP7BwR8ysGJx0NnA2MjogPyp66Dzhb\n0kCyRH4w8JNqv+R39xha7Skzs5ax53rrs+d666/dv23F8uY30jPXQLeIiKUAEbFE0hZVjvsnshxQ\ndRi4vaKSaanHeBFwpaQ5ZMnvj8CXgKuB2yWdCtwLlP5yc4A1+aSiGyPiKkkvAvOAZ4DpFdogIlZK\nOgGYkI/Nec/IAAAZ/UlEQVSR9wOuJOvCVzKBbMj5/ixPMyUi/j4i3pL0E2AasAb4TURMauB1MDOz\nJpJ0P1A+wVRk+eC7FQ7/2JwbSX8BLI2IWZIOYd2OWVWFJNOIGFa2+40Kzz8P7F1WdF5evgo4vN2x\nX6nSxibt9ufwUfe+s/iqXqONiFuAW7pSj5mZdVEXrpk+PO95Hpn3hw6PiYgjqzehpZK2jIilkrYC\nXqtw2IHAlyR9AdgA2FjSLyLi1I7aLfqaqZmZWZeumR6yx84cssfOa/cv+tXkWlu5CxgLXAaMAe5s\nf0BEnM9HawscDHy7s0QKffwWbJImSpqZT38u/RxTdFxmZn1Oz3zP9DLgSEkLyEY5LwWQ9GlJ9zQS\nfp/umUbE+KJjMDMzemQ2b0S8ARxRofxV4IsVyh8BHulK3X06mZqZWSISW2u3Vk6mZmZWvMTW2q2V\nk6mZmRUvsbV2a+VkamZmxXPP1MzMrEG+ZmpmZtagNvdMzczMGtPiPdPW/ihgZmaWAPdMzcyseJ6A\nZGZm1qAWH+Z1MjUzs+J5ApJVs2TekqJDqOiyROMCOH/PTxcdQlVq8U/OZk3zRjf8P6TF319OpmZm\nVjxfMzUzM2uQe6ZmZmYNcs/UzMysQV7o3szMrEHumZqZmTXI10zNzMwa1OI909aO3szMrIskbSpp\nsqQFku6TNLjKcYMl/YekZyTNk7R/Z3U7mZqZWeEk1fyow7nAAxGxC/A74Lwqx10F/DYiPgvsDTzT\nWcVOpmZmVjy11f6o3bHATfn2TcBxHwtD2gT484i4ASAiVkXEO51V7GRqZmbF65lkukVELAWIiCXA\nFhWO2R54XdINkmZIuk7SBp1VnFQylXSGpPmSbq7xvKGSTuquuMrauTwfQ58l6fb8E4yZmTWqTbU/\nKpB0v6Q5ZY+5+c8vVTg8KpT1B0YAP42IEcB7ZMPDHUptNu844PCIWFzjedsDJwO31nKSpLaIWFPD\nKZOBcyNijaRLycbbq425m5lZV3Whp/nw9Dk8Mn1uh8dExJFVm5CWStoyIpZK2gp4rcJhrwAvR8S0\nfP9XwDmdxZZMMpV0DTAMmCTpl8AOwO7AesAFEXG3pKHAzcCG+WnjI2IKcAmwq6QZZOPgbwEjI+L0\nvO67gR9FxKOSlgHXAocD35S0AvgJMAh4HRhbGgZoLyIeKNudAhzfvFfAzKwP68KEokNG7s0hI/de\nu3/hz2+ptZW7gLHAZcAY4M72B+SJ9mVJO0fEc2S5Yn5nFSczzBsR44BFwKFkie3BiBgFHAZckY9Z\nLwWOiIiRwInAhPz0c4HHImJERFxVqrJKU4OAJyJiH+CpvI7jI2Jf4Abg4i6G/DVgUi2/o5mZVdEz\n10wvA46UtIAsSV4KIOnTku4pO+4M4N8lzSKbzdtpXkimZ9rOUcAxks7O9wcA2wGvAhMlDQdWAzvV\nUfcq4I58exdgD+B+ZfOs24BOh5glfQdYGRE1fywyM7MKemAFpIh4AziiQvmrwBfL9mcD+9ZSd6rJ\nVGS9xYXrFErfB5ZExF6S+gHvVzl/Fev2ugeWba+IiFKvVcDTEXFglwOTxgJfIOsxd+jK1/60dnvU\noA0YNWjDDo42M0vTE+++xxPvvte9jbT4CkipJdPSR5P7yLrZpWuewyNiFjAYeDk/5lSgX769DNi4\nrJ4XgXF5b3MIsF+FNgAWAJtLGhURUyT1B3aOiIrj45KOBs4GRkfEB539Mt/a4lOdHWJmlrwDNtqQ\nAzb6qDNQ3lFomha/a0xqHwVKPcaLgPVK05qBC/Pyq4GxkmYCOwPL8/I5wBpJMyWdGRGPkyXUecCV\nwPQKbRARK4ETgMvysfGZwAEdxDcB2IhsWHiGpKvr/1XNzGytnrlm2m2S6plGxLCy3W9UeP55sovB\nJefl5avILiaXH/uVKm1s0m5/DnBwF+Or5xqtmZn1ckklUzMz66N8C7beR9JE4ECyIWHlP6+KiJs6\nPNHMzOqT2LBtrZxMK4iI8UXHYGbWp7hnamZm1iD3TM3MzBrU5mRqZmbWkDpv9p0MJ1MzMyueh3nN\nzMwa5J6pmZlZg9wzNTMza5B7pmZmZg3ybF4zM7MGtXjPtLU/CpiZmSXAPVMzMyueJyBZNZfNW1J0\nCBWds/tWRYdQ1eaf3bLoEKpqW3+9okMwS8OcBc2v08O8ZmZmjVIdjxpbkDaVNFnSAkn3SRpc5bjz\nJM2TNEfSv0sa0FndTqZmZlY8qfZH7c4FHoiIXYDfAed9PAwNBb4O7BMRe5GN4J7YWcVOpmZmVrye\nSabHAqX7Ut8EHFfhmHeAD4FBkvoDGwKLO6vYydTMzBLQ/cO8wBYRsRQgIpYAW7Q/ICLeBH4M/Dew\nCHgrIh7orGJPQDIzs+I1aQKSpPuB8pmMAgL4boXDo8L5w4D/DQwF3gZ+JenkiLilo3adTM3MrHhd\nyKUP//5JHn7iqQ6PiYgjqzYhLZW0ZUQslbQV8FqFw0YCj0fEG/k5dwB/BjiZmplZ6jrPpof82SgO\n+bNRa/cv/MlPa23kLmAscBkwBrizwjELgO9JGgh8ABwOTO2sYl8zNTOz4vXMBKTLgCMlLSBLkpdm\nTevTku4BiIjZwC+A6cBssix/XWcVu2dqZmbF64FFG/Kh2yMqlL8KfLFs/0fAj2qp2z1TMzOzBrln\namZmCejlywlKOkPSfEk311KxpKGSTqo/tOJIOlrSs5Kek3ROWfkJkp6WtFrSiCJjNDPrVXrmmmm3\n6cow7zjgiIg4pca6twdOrjUgqdhbB+TtTwQ+B+wOnCRp1/zpucCXgUcKCs/MrJfqkUUbuk2HiUvS\nNcAwYJKk8yVdL2mKpOmSjsmPGSrpUUnT8kdp3vIlwEGSZkg6U9IYSRPK6r5b0uh8e5mkKyTNBEZJ\nGiHpYUlTJU2SVPVWIpIeknSppCfz3uSBeXmbpMvz8lmSvp6XT5T0xXz7PyX9PN/+qqSLgP2AhRHx\nUkSsBG4jW4KKiFgQEQtJ7a9oZtbqenPPNCLGkS2ndCgwCHgwIkYBhwFXSNoAWErWcx1JthhwKWGe\nCzwWESMi4qpSlVWaGgQ8ERH7AE/ldRwfEfsCNwAXd/J79IuI/clWrbggL/sbsmWg9idLkH+XL2D8\nGPDn+TFbA7vl238OPApsA7xcVvcreZmZmXWXFk+mtUxAOgo4RtLZ+f4AYDvgVWCipOHAamCnOuJY\nBdyRb+8C7AHcL0lkCb+zRYZL504nWwKqFO+ekv4y398kj+0x4FuSPgvMBz6Rr4RxAHA6cHQd8ZuZ\nWUPSSo61qiWZiqy3uHCdQun7wJKI2EtSP+D9KuevYt2e8MCy7RURUeq1Cng6Ig6sIbYP8p+r+eh3\nEnB6RNz/sV9E+gTZNdFHgE8C/wtYFhHLJS0i+5BQMoSsd16zaWvDgq3px9aePG1mLeiRJW/y6NI3\nu7UNJdbTrFVX/u9e+g3vA84g670haXhEzAIG89Gw6KlAv3x7GbBxWT0vAuPy3uYQsqHX9m1AtpTT\n5pJGRcSU/BY4O0fE/C7+TuXx/r2khyJilaSdgFci4n1gCtmQ8KHAZsCvgP/Iz5sK7JgPCb9KNnRd\naVZyp3/5kazfxZDNzNJ18FabcvBWm67d/+GcF5vfSIsn067MnC31GC8C1svvPD4XuDAvvxoYm08e\n2hlYnpfPAdZIminpzIh4nCyhzgOuJBuSbd8G+aSfE4DLJM0CZpINwXYWX/v9n5MN487I4/0ZH314\neIzsOusLwAxgU7LrpUTEamA8MDmP9baIeAZA0nGSXgZGAfdImtRBXGZm1mWtPZtXH42uWjNJitPW\n6Zin45zdtyo6hKq2Sji2tvXXKzoEsyQMvPl3RETTspmkiD/VfjVNn9qmqXE0whfxzMyseC0+zNsy\nyVTSROBAsmHc0s1er4qImwoNzMzM+ryWSaYRMb7oGMzMrLu4Z2pmZtYYD/OamZk1qLVzqZOpmZml\noLWzqZOpmZkVz8O8ZmZmDWrxZFrovUPNzMwy3b8CkqQTJD0tabWkER0cd3R+S8/nJJ3TlbqdTFvA\nYlYVHUKHpix/r+gQqnr0tbeKDqGqR5Z078LhjXBs9XFsDeiZW7DNBb5MdpOTKmGoDZhIdjOU3YGT\nJO3aWcVOpi1gMauLDqFDU5ZXu1FQ8R597e2iQ6iqu+/C0QjHVh/H1oAeSKYRsSC/81lHJ+8HLIyI\nl/K14m8Dju2sbidTMzNLQDIL3W/DR3dCA3glL+uQJyCZmVnxmjQBSdL9wJblRWTLz34nIu5uSiOV\n2vVdY7qHJL+wZtZrNfmuMS8CQ+s4dWlE1HyrKUkPAd+OiBkVnhsFXBARR+f75wIREZd1VKd7pt0k\nldsCmZmlLiI+U0Cz1f4fPRXYUdJQ4FXgROCkzirzNVMzM+sTJB0n6WVgFHCPpEl5+acl3QMQEauB\n8cBkYB5wW0Q802ndHuY1MzNrjHumZmZmDXIyNTMza5CTqfUKkgZIH82tl3SopG9L+nyRcZWTtF6F\nss2KiKUjkv6+6BgqkbSRpBGSPlF0LNAa/+as5ziZtpDSxfIC299E0iWSbpZ0crvnri4qrtxU4BN5\nLGcDPwQ2AM6SdEmRgeX/k30FeFXSZEmfKXt6cjFRZSSd1e7xbeDC0n7BsV1dtn0QMB/4MTBX0hcK\nC+wjKf+bGyLp55IulTRY0g2S5ubv3S2KjK23cjJNTP7Ju9LjfwDDCw7vBrLp5LcDJ0q6XdL6+XOj\nigsLgH4RUVov7a+AwyPiH4HPA39RXFgAXA58LiI2A64D7s+/ywbF38TxB8D+wEbAxvnPfvn2xgXG\nBev+m7oIOC4iDgUOBi4sJqR1pPxv7kZgNvAW8CTwLPAF4CngmuLC6r38PdP0TCVbhLnS/2SLHt7a\nISKOz7d/Lek7wO8kfanIoHLvSNojIp4GXgcGAu+T/Rsv+kPjgIiYBxARv5L0DHBHfjeKoqfT707W\n2xsE/CAi3pM0JiJ+UHBc7Q0ufcE+Il7IFyMvWsr/5jaLiAmQDduXLTgwQdLXCoyr13IyTc8zwGn5\nYszryL8fVaT1JbVFxBqAiPihpEXAo2Q9miJ9A/h3SbOB14Bpkh4F9gQuLjQyWClpq4hYAhAR8yQd\nDtwD7FBkYBHx38BfSjqWrMf8T0XG086ukuaQfbD8jKRNI+LNPJEOKDg2SPvfXPmH8V+0e65fTwbS\nV/h7pomRdAIwNyIWVHjuuIj4dQFhldq/HJgcEQ+0Kz8amBAROxUT2do4+gFHATuTfVB8BbgvIgq9\nD5ukI4D/FxGz25UPBsZHxA+LiWxdkgYBFwD7R8TogsMhX4Gm3OKIWJlP2hodEXcUEVe5hP/NXQhc\nHhHvtivfEbg0Ik4oJrLey8nUmi4fJryp6DjMrGN+rzZP0eP6VoGkXSWdI+mf88c5kj5bdFw1OLOn\nG8xnGl+az1Y8qd1zRc80rsoztKtLObbOFP13rUGPv1d7K18zTUw+KeUkshvSPpUXDwFulXRbRFxa\nWHBdV8QM1RuAhWQzjb+WD5efHBEfUPBMY0kjqj1FGjO0y1+340nkdSPt2FL/u3ZV0bPJew0n0/T8\nDbB7fof3tST9hGzR5VZIpkVcO0h5prFnaNcn5dgg7b9rV/k6X5M4maZnDbA18FK78k/nz7WCIj7t\npjzT2DO065NybJD237Wr3DNtEifT9HwLeFDSQqD0htwO2JHstkCt4PEC2rwbOAxYO9M4Im6UtASY\nUEA85S6g+vyE03swjkpSft1Sjg3S/rt2VRHv1V7Js3kTlH+Pbj9gm7xoETA1v89e4SRtSfY9uq0j\n4vOSdgMOiIjrCw6tUynPXnRs9Uk5Nig2vlZ+r7Yaz+ZNUD6s9RfAO8C9ETEllUSauxG4j2w4GuA5\nsh51K0h59qJjq0/KsUGx8d1I675XW4qTabpeIJvVO03SU5J+nK9Sk4LNIuL/kl/DjYhVQErJviMp\nXyNybPVJOTYoNr5Wfq+2FCfTREXEDRHxNeBQ4N+Av8x/pmC5pE+RzwTMF21/u9iQuizl6xqOrT4p\nxwbFxtfK79WW4glIiZL0c2A3YCnwGHACMKPQoD5yFnAXsIOkx4HNyeJrBSn3YhxbfVKODYqNr5Xf\nqy3FyTRdnyJbkPot4A3g9XyIplD55KiBZLfB2oXsfxQL2n8vNmEpz150bPVJOTYoKL5e8F5tKZ7N\nm7h8GcHPAf+b7P6JQwoOCUkzI2KfouOoJOXZi46tPinHBmnHl/J7tbfxNdNESfqipMuAfwVOA34H\n/EOxUa31oKTjJaU4vHYj6c5evBHHVo8bSTc2SDu+lN+rvYqTabqOJrtGenxEfDYivhoR/1p0ULnT\ngP8APpD0jqRlkt4pOqhcyrMXHVt9Uo4N0o4v5fdqr+JrpomKiPH5/Rx3AxZL2gDoHxHLCg6NiNi4\n6Bg6kPLsRcdWn5Rjg4TjS/y92qs4mSZK0teBvwM+CexAdueYnwGHFxkXgKSKN46OiEd7OpYKUp69\n6Njqk3JskHB8ib9XexUn03R9k2xJwScBImKhpC2KDWmts8u2B5LFOZ1sHdXCpDx70bHVJ+XYIP34\nSPS92ht5Nm+iJD0ZEfuXZuNJ6g/MiIi9io6tPUnbAleW3S6ryFiSnb3o2OqTcmyQfnzlUnqv9jae\ngJSuRySdD2wg6UiySQR3FxxTNa8Any06iFzKsxcdW31Sjg3Sj69cSu/VXsU900Tlw0d/AxxFNnR0\nH/DzSOAPJmkCHy2R1gYMB16MiK8UF1VG0jJgELAKWEH22kVEbFJoYDi2eqUcG6QdX8rv1d7GydRq\nJmlM2e4qsjdn6qvQmPU5fq/2HE9ASpSkA8luPjyU7O9U+rQ7rMi4cp+IiKvKCySd2b6sCCnPXnRs\n9Uk5Nkg+vmTfq72Ne6aJkvQs2RKC0yn7AnhE/KmwoHKSZkTEiHZlSUzCkFR+XXnt7MWIKHz2omOr\nT8qxQdrxpfxe7W3cM03X2xExqeggykk6CTgZ2F7SXWVPbUy2GH/hIuKY8v3S7MWCwlmHY6tPyrFB\nmvG1wnu1t3EyTddDkn4E3AF8UCqMiCJvw/Z74FVgM+DHZeXLgDmFRNS5lGcvOrb6pBwbpBFfK75X\nW5qTabr2z3+OLCsLCvyydUS8BLwEHFBUDJ2pMnsxifvAOrb6pBwbpBlfK7xXextfM21RksZExE0F\ntT0KmED26XsA2X1XlyfyVYBkZy86tvqkHBukHV/K79Xexj3T1nUmUEgyBSYCJ5ItJDESOBXYuaBY\n2kt59qJjq0/KsUHa8aX8Xu1VvAJS6yp0tZWIeJ7sZuWrI+IGslvGpWBMhbKxPR1EFY6tPinHBonH\nl/B7tVdxz7R1FTk+/56kAcAsSZeTTXQo9INZyrMXHVt9Uo4N0o8vl9x7tbdyMm1dRfZMTyF7Q44n\n+y7stkDRC2enPHvRsdUn5dgg/fggzfdqr+QJSC1K0sSIGF9g+xsA20XEgqJiMLPO+b3aM9zdT5Sk\nLSVdL2lSvr+bpL8pPV9wIj0GmAXcm+8PbzfMVRhJoyRNlfSupA8lrZb0TtFxgWOrV8qxQdrxpfxe\n7W2cTNN1I9mdYrbO958DvlVYNOu6gGzJtLcAImIWsH2RAZWZCJwELAQ2AP4W+GmhEX3EsdUn5dgg\n7fguIN33aq/iZJquzSLi/wJrACJiFWVr9BZsZUS83a4smesFKc9edGz1STk2SDq+pN+rvYknIKVr\nuaRPkf/Dz7983f5NUZR5kk4G+knaCTiDbDJGClKevejY6pNybJB2fCm/V3uVVP7g9nFnAXcBO0h6\nHPgFcHqRAUm6Od/8A7A72ZrBtwLvkM4QdPnsxeWkNXvRsdUn5dggwfha5L3aq3g2b4IktQGjgKeA\nXci+BrMgIlYWHNd84AhgEnBo++cjIonv1qU8e9Gx1Sfl2CC9+FrlvdqbuGeaoIhYA/w0IlZFxLyI\neLroRJr7GfAgsCswrewxPf9ZuJRnLzq2+qQcGyQbX/Lv1d7GPdNESboCeAK4IxL7I0m6JiLGFR1H\nJZKmk91Z5+HSDZAlzY2IPYuNzLHVK+XYIO34Un6v9jbumabrNLLFqT+Q9I6kZal8dy3xN2fKsxcd\nW31Sjg0Sji/x92qv4tm8iYqIjYuOoUWlPHvRsdUn5dgg/fisB7hnmihJoys9io4rVSnPXnRs9Uk5\nNkg/PutZvmaaKEl3l+0OJFvFZHpEHFZQSElLefaiY6tPyrFB+vFZz/Iwb6Ii4pjyfUnbAlcWFE4r\nKM1eHMa6sxVFdv1qWBFB5RxbfVKODdKPz3qQe6YtQpKAeRGxW9GxpCzl2YuOrT4pxwbpx2c9w8k0\nUZIm8NGMwDZgOPBiRHyluKjMzKwSJ9NESRpTtruKLJE+XlQ8ZmZWna+ZpusTEXFVeYGkM9uXmZlZ\n8fzVmHSNqVA2tqeDMDOzzrlnmhhJJwEnA9u3W99zY8BT7c3MEuRkmp7fk90PcTPgx2Xly4A5hURk\nZmYd8gQkMzOzBvmaaaIkjZI0VdK7kj6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot correlations between variables for signal-like and bck-like events\n", "report.features_correlation_matrix(features=plot_variables).plot(new_plot=True, show_legend=False, figsize=(7, 5))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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CRERcHxE/l/QhSc+TLHv+mSYVbWZmlg01J0rmFSPdmDQzs0x1qYHZQBUmQkbE8f1eFnFa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\nfxaYVs97NDPrSK25Z/JS4HBJC0gC4CU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "report.features_correlation_matrix_by_class(features=plot_variables).plot(new_plot=True, \n", " show_legend=False, figsize=(15, 5))\n", "# compute correclation matrix only for zero class data\n", "# report.features_correlation_matrix_by_class(features=plot_variables[:4], labels_dict={0: 'background'}, grid_columns=1).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot distribution for each feature" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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zT2s/vmNFHBz2lxTMosw8CmZRZh5Tw9o8uNzHCmZRZh4Fsygzj3rVejBelYg4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\nyZXMmbOAi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wGfysyXVr7TSWa/NElSlSapz3hf5W9zsySpSr3SZ/z/A54C9gQOzMzFjeVv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\nmDv3J/T1NW5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# use just common features for all classifiers\n", "report.features_pdf().plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot predictions distributions" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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69OjBsmXLiI+P5+DBg0RERPCnP/2Jjh07Vkh3+vRpunXr5thu1aoVbdu2rZCm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\nv4OwQ9B6eLXX8bvej8HaVmFfWVdY8EdBJJwdz4C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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "report.prediction_pdf().plot(new_plot=True, figsize = (9, 4))\n", "# Plot the same only for zero class data\n", "# report.prediction_pdf(labels_dict={0: 'background'}, size=5).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ROC curves (receiver operating characteristic)\n", "Plot roc curve for train, test data (it's the same as BackgroundRejection vs Signal Efficiency plot)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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+Pj7YRQhZGpvSaXwqroSEBBwOB/kFc5EoFQB63fmHfha7F+zYtG3agFkTr2D9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize(14, 5))\n", "subplot(1, 2, 1)\n", "report.roc().plot(xlim=(0.5, 1))\n", "subplot(1, 2, 2)\n", "report.roc(physics_notion=True).plot(ylim=(0.5, 1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot 'flatness' of classifier prediction\n", "(this is dependence of efficiency on variables of dataset)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [], "source": [ "efficiencies = report.efficiencies(['feature_3'], ignored_sideband=0.01)\n", "efficiencies_with_errors = report.efficiencies(['feature_3'], errors=True, bins=15, ignored_sideband=0.01)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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EVPic/kTHsCSHo84xIuEx1oSno1kyLAeTGqO3KE9ySBIjeCQeEUIIIcYmSYxRJGiYmmgY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\nxACPAPcDEa0xfVNF5Xx8nZHBPYcO4anVsrd/f9o5OVnapKb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dOhOd0cj3mZm8cuwYqZWy\n81a0qysvdejADX5+NqfdpNI6sFSL1X+Av4UQb9WaNhu4Vggx3FTGNAXVaVCxNYr1eq7bt4//iorw\nt7dnTc+e9LSEiOcppk6V7VCjomD7dqvOoLhYDmQf4NqfryW1KJVOPp1YeetKOvlYqI2titWhN+rZ\nk7mnTheU9JPpdZax09jRu23vGl2NoaFDCXQPtJDFNhnEUP0RlYvmk/R0HjxyhK7Ozuzr3986u0Ik\nJMCAAfJm+p134LHHLG2RdfDttzKT5BSnsi/Gjz97WYMBpkyRmRve3jLgER199nJGoyyTnTNHtnAF\nuXxBAfj4wMKFslzFzFQZjXyTkcGrx46RXlUFQG83Nx4IDmaSvz9udg1NqFdRsTyWCmJEINM0XZF9\n2UOBMuB6IcRBUxnTFFSnoXHYcr/l5sDcx+ukXs8Ve/aw7eRJgh0cWNuzJ93MkMp4Xn75RdbiOjvD\njh0QGXnBxVvy76t2C9XBIYNZOnmpWVpwtuRjZgms6XgJIUgrTqvJ1NiUtom9WXsxCmOd5cK8wuoI\nhnb37242cVgbDGKo/ogFsabzr6kU6/V02raNHJ2OP7p3Z9wZOlNWsY8nT8oARkIC3HQT/PqrSbt4\nnWsfd57YycTfJhLmHcblYZczKnwUfQP7Wp+QdUkJtGsnAwxnZl/UomYfdTrZ1WTpUhnw+O8/qN2F\nZt06ePxxiIuT73v3lkGjvn3h1lvhr79kJsw778jWrhbIgqgwGPgqI4PXU1PJqA5muGm1XJqczPNj\nxzLA3d1mszOs4nw0A61hP03tj5w3hKcoSk8hxB4AIcTBasdhEBAEnAC2CSF0pjJERaW1U2EwMHb/\nfradPEkHJyfW9+xJmLMZ2niWlEBqKqSlnf3YvFku89579QYwWioGo4Ef9vzAjOUz1BaqKo1CURTa\nebajXVQ7JkdNBqC4sphtx7fVtHbdenwryYXJJBcm89O+nwDwcPRgcMjgGm2NgSEDcXOwYLaVlaP6\nIyqm5H9paeTodAzx8GDsOW5+TY5eL4MSxcV1n+3t5c14aCjU7ooiBNx5pwxg9OghRSzNcIM6d+vc\nmmvV+uT1zFk/B09HT0aEjeC2qNuYEDmh2W1oEG5usHEjFBbCkCH1L29vL7uiXX+9LMm5/HIZyCgp\nkZ1aVq6Uy4WEwOuvy8DFqcycpUulJslrr8GsWVIf7Msv5cCOGXHSankwJIS7AwP5LSeHLzMy2FhU\nxIr8fFbs2kUPV1fuCQzktjZt8LW3N6ttKiqW4ryZGIqiFAshPKpfHxFCWGUbgdYw8qFi++iNRiZW\ni3gGOjiwsXdvwpvrT1II6RwtWyb/oDdvltPOx623yjRLG4ryVxmq+Cf5HxYdXMSShCXklOUAagtV\nFdNjMBrYl72vJltjc9pmjhUdq7OMVtHSs23PGl2Noe2GEuIRYpLt20ImhuqPqJiKE5WVdN62jTKj\nkU29ezPE09P0GxEC/vgDnntOdhQpL6/3I7RtKwMa7drJ0oY//gBPT4iNNUsXr9KqUgLeCaBMV8bn\noz9nd+Zu1iat5WjB0ZplFt20iPER5yjZaCmUlsJVV8GmTTJzIz9fHmt3d3jmGXjkkfMHJ37/XQaW\nSkulRtjixfK7siAJpaV8nZnJ95mZ5OhkDNdBURjv7889gYGM8PJShUBVrAqzlZMoipIK3A/EA3uB\nKOCsDQshkkxlTFNQnQaVlo5RCO4+dIjvMjPxsrNjQ69eRJlaA0OvlyMXpwIXiYmn59nbQ4cOcjTo\nzEf79hARYRMBjHJdOauPrmbRwUUsO7yMworCmnmdfDrxxJAnmN53ugUtVGktHC8+XqcLSlxmHAZh\nqLPMzIEzee/q9y56WzYSxFD9ERWTMP3QIb7MyGC8nx+LevQw/QaSk6UA9ooVp6cpCnh4yIe7++nn\nigqZBXn8uNRuOJNly2R3DDPw6/5fmbxoMoNDBrP57s0101MKU/gs9jPe3vw2no6e7Jqxi3DvcLPY\n1CwUFclMjJ07QauFe++VmRYBAfV/dt8+GDtWtnP194fffoPLLmt+m+uhymhkWV4eX2VksCo/n1NX\noHAnJ+4ODOTOtm0Jqp3po6JiIcwZxBgH/A9oD2g4h8MACCGERYcsVaehcbSGmitT0tzHSwjBrKNH\nef/4cVw0Gtb27MlgU44MCQE//igFwXJyTk/39YXRo2HMGLjySulQmQBr+n0ZjAYKKwpZm7SWRQcX\nseLICkp1pTXzewT0YHy38UyInEBUQJTF6kmt6Zi1BGzxeJVUlRCbHlujq7ElbQvvXPkO9/S556LX\nbSNBDNUfsRJa8vkXX1pKVGwsCnBgwAC6upy7i1CT9rGqSrb+fOUVmXnh6Sk7XNx2m2zReaH/F4MB\nMjLg2DEZ1EhNlYMHY8Y0zoZGcOY+jvllDMsOL+PDqz/koYEP1VlWCMH4heNZkrCEfkH92Dh1I452\n1n9TfN7vsaAAvv8err4aunVr3Erz86UOx5o1YGcnS20feMBiAz1n7mNqRQXfZmbyTUZGTVcTDTDa\n15e7AwO51sfHOkVsL0BLvuY0htawn2bTxBBCLAYWV2/0pBDCNHc5KioqNbx27BjvHz+OvaKwuEcP\n0wYw0tNhxgwpSgVSyOqGG6RjNHiwHIVooezL2sfH2z/mRMkJSqpKKK0qpVRXWud1hb7irM/1DezL\nhIgJTIicQBffLudYs4qK+XFzcGNE2AhGhMn2iUZhRG/U1/Op1oPqj6iYgqeSkjAC9wUFnTeA0ST+\n+0+O6MfHy/e33CIDGm3bNuzzWq3UYwgJke1DzUx+eT5/J/6NRtFwU/ebzpqvKArfjPmGuMw4dpzY\nwew1s/ngmg8atG69Uc+ShCV8uO1DjhYcZc2UNUT6W1hfy9tbCnQ2BR8fmWXzzDPwv//BQw/JrI7P\nP6+ra2Ih2jk58UKHDjzbvj1rCwr4KiODP3NzWZaXx7K8PNo6OHBn27bc3bYtnUx5DqioWICGdidx\nEEJUmcGeRtMaRj5UbJNTLd40wILISG5sSDpjQxBCjjLMnClTJz094YMP4PbbW3xZyIHsA7z070v8\nFv9bvcsqKLg6uNKzTU8mRExgfMR42nu1N4OVKirWgy1kYtRG9UdUmsKGwkIui4vDVaPh6KBBtHFw\nuPiV5uZKYchvv5XvO3WSrT5Hjbr4dZuRr3Z9xbRl07gi/ApWT1l93uW2p29n2DfD0Bl1/D7x9wsK\nfRaUF/DVrq/4OPZjUotSa6aP6TqGP2/+s16b9EY9N/x6A8WVxaydstY6Mz9++QXuvltm3gwfDkuW\nSH/LysiuqmJ+VhZfZWSQUFZWM32Elxf3BAYy3s8PpxY8qKXScrBIi1VrRnUaVFoiP2VlcdtB2Q3w\nyy5duCcoyDQrPn4cpk8/rbY9ejR88QUEB5tm/RbiYM5BXt7wMgv2L0AgcNQ6Mr3vdEaFj8LV3hU3\nBzdcHaqf7V1xdXDF2c7ZZluOqag0FFsLYlgzqj9inQghGLRrF9tPnuSlDh14vkOHi1uh0SgDF08+\nCXl54OAATz8NTz0FTk4msdmcjPx+JP+k/MM3Y75hau+pF1z2g60fMHPVTDwcPdg9Y3cdfYzcslw2\npm7k78S/mb93PmU6ecPc2acz0/tO54WYFyjTlbH9nu30D+5/we28t+U9Zq2eJV9f9R4zBzUxc6K5\n2bVL+lmZmdCzp/S9AgMtbdU5EUKwubiYrzIyWJCdTblRtgL3trPjoeBgHgkJwUftbKLSjKhBjDNQ\nnYbG0RpqrkyJqY/XSb2eZ5OT+Sg9HQG8HR7OE6ZSuP79dzkqUFwMXl7w4YeyHteMN/KmPl6H8w7z\n8r8v8/O+nxEIHLQOTOszjaeHPU2wR8sOzJxCPScbh3q8GocaxDAfrcEfaYnn32/Z2dwUH08be3sS\nBw7Eze68ldRAPfu4aZPsYrFzp3w/ciR8+il07Wpao5uZU/t44uQJQuaG4KB1IOvxLDydLpxJIIRg\nwsIJLE5YTN/Avjw66FH+S/2PDcc2cDD3YJ1lrwi/gkcGPsI1na9Bo2h4cs2TvL35ba7qeBV/3/b3\nebeRWpRK5CeRNRpWfi5+HH34KB6OHk3ax2YnOVl2PTlyRIqkr1oly3fNQFP3sUiv59fsbL48cYKd\nJSUAuGm13BcUxKyQENpaQWnMKVriNacptIb9NLU/0rLUXVRUWjAr8vLoERvLh+npaIDXwsJMF8BI\nT4cpU2QAY8wYWZs7ZUqLLR9JKUzh9sW3E/FJBD/t+wk7jR339r2XxIcS+fjaj20mgKGioqKi0jwY\nheCPnBwere7G9VJYWL0BjPOSlia1LoYNkwGM4GD46SdYu9YqAhiJ+YlklWQ1+nOnshuv7XxtvQEM\nqNbHuOEbwrzC2Jmxk9sW38YXO7/gYO5BnOycGN5hOM9d+hz779vP6imrGd1lNBpF3mrMHjobdwd3\nVh1dxabUTedcvxCCB1Y8QKmulBsjb2RYu2HkluUyd8vcRu+b2QgLk8Gt/v1lS92hQ2H7dktbdUE8\n7eyYERTEjn792NCrF1d5e1NiMPC/tDQ6bN3Kg4cPk1pxtq6Yioo10VBNjBuAv4QQVqc01hpGPlRa\nNtlVVcxMTOSX7GwA+rq58VXXrvQyUUcQQIqKffEFjBsHixa12OAFQFFFEZGfRnLi5AnsNHZM7TWV\nOZfMUfUsVFSagK1lYqj+iEp9GITgt+xsXktNZX+pHM3v6+bG1j59sGtsZ4ayMing+NZbUvvAyQme\neEKWkri6NoP1jedo/lF6fNajpgVqkHvDy1MHfDmA2BOxLLxxIRO7T2zw53Zl7OKuP+8ixCOES9pd\nwiXtL6FvYN96tSue/+d5XtnwCiM6jGD9HevPmv97/O9M/G0iHo4eHHzgIEkFSVzy7SW4Obhx9OGj\nBLiaSDusOSgpgYkT4e+/wcVFZsdec42lrWowO4qLeS01lSW5uQDYKQpT2rThqXbt6KKKgKqYAIuU\nkyiKsgcIAhYA84UQ20xlwMWiOg0q1ooQgvlZWTyamEi+Xo+zRsOrYWE8HBzceEfqQhw+DJGRUtDz\nwIHGtwyzMu7/634+2/EZ/YL6sfDGhYR5h1naJBWVFosNBjFUf0TlnOiNRn7Kzub1Y8c4XF4OQIij\nI0+1a8fdbds2TrxQCFi4UAYs0tLktJtugrffhvbWFVC/Y8kd/LDnBwCGhA7hnzv+wUFbv3Dpkbwj\ndPm4C24ObmQ/no2zvXNzm0phRSFhH4RRWFHIutvXMTJsZM28oooiIj6JIKMkg0+v/ZT7+t8HwPW/\nXM/yw8t5eMDDDe6KYjF0OrjnHvjhB9mC9euvpah6C2J/SQlvpKbya3Y2RmTK/kR/f55p355oNzdL\nm6fSgrFIOYkQoicwCigHFimKckhRlGcVRelgKkNUzENMTIylTWhRNPV4HS4r46q9e7kjIYF8vZ4r\nvL3Z378/s0JDTRvAAHjuOdlnfupUiwcwLvb3tSVtC5/v+Bw7jR3f3vBtqwhgqOdk41CPV+tG9Ucs\nizWef1VGI1+eOEGX7du5MyGBw+XlhDk5Ma9LFxIHDuSB4OBGBTBi5s2DSy+Fm2+WAYxeveDff2HB\nAqsLYCTkJvDj3h+x09gR6BbI5rTNPLH6iXo/FxMTw6/7fwVgXLdxZglgAHg5efH44McBeO6f56gd\n9Ht63dNklGQwOGQwM/rNqJn+2sjXUFD4bMdnpBSmNHhbFvmt2tvDd9/JrjV6Pdxxhwx8NVNwszn2\nsYebGz9FRnJowADuCQxEqygsyMmh544djNm3j23FxSbf5oWwxmtOc9Ba9tOUNPhuSgixRwjxBBAK\nPABMBI4qirJBUZRbFUVR9TVUWj0n9XqePHqUHrGxrCkowMfOjh+6dWNVdDThzs3gJOzcKUeLHB3h\nxRdNv34zojPomLF8BgLBE0OeoEdAD0ubpKKiYoWo/ogKQIXBwCfp6XTato3phw+TXFFBZ2dnvuvW\njUMDBjAtKAjHxg4a/PADzJgBGzeCvz/Mmwc7dsighhXy0r8vYRRG7up1F39M+gN7jT0fbv+QX/b9\ncsHPCSH4ef/PANwSdYs5TK3h4YEP4+fix+a0zfydKAU+aw9gzLt+Xo2OBkB0m2hujb4VnVHHCzEv\nmNXWJqEosvzovffk+yefhFmzZFebFkQnFxe+7NqVowMH8nBwMM4aDcvy8hi0axej4uKIKShAzTxT\nsSSN6k6iKEpH4LbqhwB+AFKQTkSGEGJ8M9hYn01q+qaKxTEKwU9ZWcxOSiKzqgoFuDswkNfDwvA3\nRT/683HllbBmDTz+uKzbbcG8tfEtnlr3FOHe4ey/b7/ZRoZUVGwZWysnOYXqj7ReygwGvjhxgv+l\npZFRVQVApIsLz7Zvz00BAWibqgl1/Dh07y4Fsh96CF5+WXb6slL2Z+8n+rNo7LX2JD6USKhnKJ/G\nfsoDKx7Axd6FbfdsO+9gQFxmHL2/6I2fix8nZp3AXmve1prvbH6HJ9Y8Qd/Avmy+ezN95/Vlf/Z+\nnh72NK9f/vpZyycXJNP1467ojXr23LuHqDZRZrW3yfz6qywn0elkZs9338lBpxZIdlUV7x0/zifp\n6Zw0GAAY4uHBnPbtucbHR21pr1IvltLEeACYAnQGFgI/CCG21JrvAmQLIcxeLKU6DSqWZkdxMQ8n\nJrKlOsVukIcHH3bqRH+PxrUDazTr1sGoUeDpCUlJ4OPTvNtrRpIKkujxaQ/K9eWsum0VV3a80tIm\nqajYBLYWxFD9kdbLSb2eT0+c4N20NHJ0OgB6urryXIcOjPPzQ3MxN1FCwA03wLJlssPXkiVWL5A9\nYeEE/jj4Bw/2f5CPrv0IkBkWdyy5g/l759PZpzOx02LP2XXkVLvT+/rdx6ejPzW36ZTpyuj4YUcy\nSzIZFT6KtUlr6ejdkX337TvvAMbDKx/mo+0fcX2X61k6eamZLb4I1q6VouslJXD55fDHH9Dc/mEz\nUqDT8XF6Ou8fP06+Xuor93Zz45l27Rjv739x56GKTWOpFqvXAO8CQUKI+2o7DABCiDLA7KMeKo1H\nrblqHBc6XjlVVUw7dIgBu3axpbiYNvb2fN+tG5t6927+AIYQ8NRT8vXs2VYTwGjK70sIwf1/3U+5\nvpxbom5pdQEM9ZxsHOrxavWo/ogFscT5l1BaymOJibTfupWnkpLI0eno7+7O0h492N2vHxNMceO0\ncKEMYHh4EHPbbVYfwNidsZs/Dv6Bk50TT1/ydM10RVH4/LrPiW4TzZH8I9z55511Uv7LdeVsTtvM\nN0u+AcxfSnIKF3sXnhn2DABrk9YC8Pl1n18wA3POJXNwtXdl2eFl523RWhur+a8YNUpqqgQEyMGn\n4cMhq/HtcM+FJfbR296e5zp04NigQbzTsSNtHRzYXVLCxPh4usfG8kNmJjoTls5YzffYzLSW/TQl\nDQ1i3AgsEUJUnpqgKIq9oig1OVFCiNWmNk5FxVrZWlREVGwsX2VkoFUUHg8N5fDAgdzetq15otCL\nFsk63bZt4ZFHmn979SCEoEJfQUF5AYn5iezK2MX+7P0NqpdceGAhq46uwsvJi7lXWnEveBUVFWtA\n9UdaARUGAz9nZXHZ7t1ExMYy9/hxCvR6hnp48Hd0NNv69OF6Pz/TpLDn5cnyEZBlmf7+F7/OZub5\nmOcBuK/ffWe1VHWxd2HRTYvwdPRkScISZiyfwf1/3U/feX3xeNODod8MJbc0l3ae7RgSOsQS5gMw\nre80QjxCAJgSPYVR4aMuuHwbtzbMGjwLgKfWPdWy9Bj69IHNm6FjR9i9GwYOlJpmLRg3OzseCw0l\neeBAPuncmfaOjiSUlXFHQgJdtm/n8/R0KqrLTlRUmoOGlpNsAGYLIbbWmjYIeFMIMbz5zKsfNX1T\nxdz8kJnJtEOHqBKCSz09+aJLF7qZs1+8Xi/rdg8fhk8/hfvuM9+2q6nUV3LLH7ewO2M3xZXFFFcW\nozPqzlruyo5X8sHVH9DN79xdUwrKC4j4JIKs0izmXTePaX2nNbfpKiqtChssJ1H9ERvmUFkZ806c\n4PvMTPKqU9VdNRomt2nD9MBA+rm7m772/o47pKDnZZfB+vVg6g5iJmZ7+nYGfjUQF3sXkh9JJsA1\n4JzLLTu0jDG/jqkzTaNo6O7fnYHBA5nWdxoDggeYw+TzEpMSw8/7fubNUW/i41x/RmlxZTHhH4ST\nV57H8snLGd1ltBmsNCHZ2XDddRAbK7UxPv5YtmS1AXRGIz9lZfFGampNi+NABwceDw1lRlAQro1p\ncaxik1hKE6MQ8K7971yt/p0nhPA2lTFNQXUaVMyFQQieSkrineqe8fcHBfF+p07Ym9vh+eormDZN\nRvQPHpQtvczMK/++UjMSdAp7jT2eTp54OHrg4ehBckEyRZVF2GnsmDlwJs9d9hwejnXLbO5dfi9f\n7PyCYe2G8e+d/9ZRJFdRUbl4bDCIofojNkal0cgfOTl8ceIE/xYV1Uzv5ebGjMBAbmnTBg87u+bZ\n+KpVcPXV4OQEe/dC587Nsx0TcvWPV7Pq6CqeHPokb45684LLzts5j/XJ6+kT2IeBwQPpG9QXNwez\ny8WYlPe2vMes1bMIcA2gb2Bf/Fz8znr4u/jTP7g/TnZOljb3bCoqZAbtvHny/V13yWBGc3SwswAG\nIViUk8Nrx46xt7QUAF87O2aGhPBgcDBeFvBZVawDSwUxUoBBQojMWtMCgVghRIipjGkKqtPQOGJi\nYhg+fLilzWgxnDpeRXo9k+PjWZmfj52i8FGnTtwbHGx+g8rLpZOVng6//CLVrs1MYn4iPT7tQaWh\nksWTFjM0dCgejh442jnW+X3llObwzLpn+Hr31wgEbd3a8taot7gt+jY0iobNaZsZ+s1Q7DX2xN0b\nR6R/pNn3xRpQz8nGoR6vxmGDQYwUVH/EYpjy/LNI1kVtSkqgRw84dgzefFO2wsS6rzGbUjcx7Nth\nuDu4k/xIMr4uvk1ajzXvY31U6CuI+iyKxPzECy43oGoAW1/dar1dM777TmbSVlRA797w++8QHt6o\nVVjz9yiE4K+8PF5LTWVrtfC9h1bLA8HBPBoS0uDOfda8j6akNeynqf2Rhoa2FwE/K4ryMJAEdATm\nIpXBVVRsmiNlZYzZv5+EsjJ87ez4vXt3hntbaMDv449lAKN3b7jpJrNvXgjBAyseoNJQyZToKYzt\nNva8y/q7+vPlmC+Z0W8GD618iK3Ht3LHkjv4fMfnzL1qLtOXTQdg9tDZrTaAoaKi0mhUf6QFcyrr\nYl5GBjGFhTXTzZJ1cSbPPisDGL17w2OPmWebF8lz/zwHwMxBM5scwGjpONk5sWv6LuJz4sktyz37\nUZ7LuqR1bE/ezpKEJYyLGGdpk8/NnXfK396ECVIno29fmD9flpvYAIqicJ2fH6N9ffmnsJBXjx3j\nn8JC3khN5f3jx7k7MJCb/P0Z4unZ9LbIKq2ahmZiOCHVwKcCjkAF8C3wuBCiolktrN82mx/5ULEc\na/PzuSk+ngK9nu4uLiyNiiLcEil/5eXw9ttytKiiAv7+G666yuxmLDywkEm/T8LLyYtDDx46by3u\nmRiFkfl75vPk2ifJKj2tyt3JpxN77917QUVyFRWVpmODmRiqP9ICOVyddfFdrawLF42GyQEBzAgK\nav6sizPZuhWGDJH6F7Gx8mbSiskqyeKLnV/wQswLeDl5kfxIMl5OXpY2y2r5ZPsnPLjyQdp7tif+\ngXhc7F0sbdL5KSyE22+X3XFABtdefBFsUENiS1ERrx07xl/5+TXTfO3suM7XlzF+fly76HSKAAAg\nAElEQVTp7Y2buYKYKmbHIuUktTauAH5ArrX8U6tOg0pTMAhBakUFJQYDJQYDpQYDpUbj6dcGA2mV\nlXx4/DgG4HpfX36MiDDfCNEphJD96mfNgpQUOe3ee6Wgp5kj18WVxXT7uBsZJRl8PvpzZvSb0aR1\nvPzvy3yw7QP0Rj1rpqypV5FcRUWl6dhaEOMUqj9i/VQajSzOyeGLM7Iuerq6MiMoiFvNmXVRm6oq\n2S3iwAFZQvLmhXUlLIXOoOOvI3/xbdy3/HX4LwxCdnp4e9TbPDH0CQtbZ93ojXr6zevHnqw9PH/p\n87w04iVLm3RhjEY5UDVnjnw9ahT8/HOL6JTTFPaUlPBDZiZ/5uZytOJ07NlRUbjc25sxfn5c7+tL\nkKPjBdai0tKwWBBDURRPoCtQRxFICLHeVMY0BdVpaBytoeaqPtIrK7l2794awaELEhfH02PG8GpY\nmHlap9bm4EF4+GFYK3uoExUFH30kFdQtwCMrH+HD7R8yKGQQm+7adE4Rzob+vpIKksgry6N/cP9m\nsLRloZ6TjUM9Xo3DFoMYqj9iORp6/uXrdIyMi2NP9f/sqayL6UFB9Dd31sWZvPSSHOnu3Bn27DlL\nUNHS15iE3AS+3PklP+77kezSbAC0ipbRXUZzV6+7GNN1zEUfP0vvozn4aMFHPJzwMI5aRw7cf4CO\nPh0b/NnY9Fg+3/E50/tOZ2DIwGa08gzWrYPJkyEnB0JD4bffZDvW89DSv0chBAllZfyZm8vSvDy2\nFhdT+wraz92d6CNHeOS664hydbVefRMT0NK/y4ZgEU0MRVHuBD4BSoCyWrME0DgVGhUVC5JYVsao\nPXs4VlmJt50dgQ4OuGm1uGq1dZ81Gly1WryKi3mikUJLF01xsXSyPvxQtlP19oZXXoEZM8BCaXa7\nMnbxcezHaBQNn43+7KK7iIR7hxPurV46VFRUGofqj1g/pQYD1+3bx57SUjo4OTE7NJRb2rTB0xrS\nxA8cgNdek6+//NKqOkKkFKbwYsyL/LDnB0T1rVykfyR39bqL26Jvo41bGwtb2LKIahPFFIcpzN87\nn0dXPcrSyUsb9LkNxzYw+ufRlFSV8N2e73h62NM8f9nzOGgbJkR5UVx+OezaJTXPtmyBSy6B99+X\nAqA2eAOvKAoRrq5EuLryVPv2ZFVV8VdeHktzc1ldUMCOkyfZkZnJNzt20N7RkTF+fozx9eUyLy/z\ndwZUsToaqomRDtwjhFjZ/CY1jtYw8qFiGvaUlHDVnj1k6XQMdHdnRXQ0PtbW6ikxUf6JpabKP6zp\n0+HVV8HPz2ImGYwGBn89mNgTscwcOJP3rn7PYraoqKg0DlvLxFD9Eeumymjk+n37WF1QQDtHRzb1\n7k2Ik5W0uTQYYOhQ2LZN/rd+8YWlLQIguzSb1za8xmc7PkNn1GGnseOOnncwve90+gf1t+nR5+Ym\n42QGXT/uysmqkyyfvJzRXUZfcPm1SWsZ88sYyvXl9A3sy66MXQgEvdr2Yv64+fQI6GEew6uq4PHH\nZfYtwG23yd+rixVre5iYMoOBdQUFLM3LY1luLlk6Xc08T62Wa3x9GePryzU+Pmrb1haCpVqsZgFB\nQlQX5FkRqtOg0hA2FxUxet8+CvV6Rnl7s7h7d+sTDzp0CEaOhBMnpEr1vHmybtfCfBb7GfevuJ9g\n92AOPnAQd0d3S5ukoqLSQGwwiKH6I1aKQQhuiY9nYU4O/vb2bOzdmy7WdNP1wQcwcyYEBUF8PHh6\nWtSc4spi3t38Lu9ueZdSXSkKCrdG38pLw19SMxVNyNwtc3ls9WN09O7I/vv342R37qDaiiMrGL9g\nPJWGSu7qdRfzrp/H5rTN3LHkDpILk3HQOvDqiFeZNXgWWo2ZRDd/+QXuuQfKymRJ8aJFsgyqlWEU\ngu3FxSytztI4UHY6Cc9OUbjM07MmS6ODFWVXqdTF1P5IQ3Nx3gKeVZSLzCFXsTgxMTGWNsHsrMrP\nZ9SePRTq9Yz382N5VFSDAxhmO14HD8Lw4TKAcemlEBNjFQGMrJIsnl73NADvX/1+vQGM1vj7uljU\nY9Y41OPV6lH9EQtyvvNPCMEDhw+zMCcHd62Wv6OjrSuAkZICzzwjX3/66QUDGM19jRFC8Mn2Twj/\nIJyXN7xMqa6U67pcR9y9ccwfN98sAYzWcB09tY8PDXiISP9IjhYcZe6WuedcdvHBxYz9dSyVhkru\n63cfX475Eq1GyyXtL2HPvXuY3mc6VYYqZq+dzfDvh3M0/6h5dmLyZNi+Hbp2hX37oF8/WLy4ZnZr\n+R41isIgT09eDw9n/4ABJA4cyNyOHRnu5YUQgnWFhTySmEjYtm1Ex8byXHIyscXFGFtQULk1fJem\npqFOwKPAs8BJRVFSaz8aszFFUbwVRVmsKEqJoijJiqJMbsBn1imKYlQdFpWmsDA7m+v37aPcaGRq\n27YsiIzE0drq6A4ckAGMzEyZibFiBbi51fux5sYojMxaPYuiyiKu6XQNEyImWNokFRUVFdUfsUKe\nTU7mi4wMnDQalkVF0cfdijL2hJCaUmVlMHEi3HCDxUzJK8tjzK9jeHDlg+SV5zGs3TA2Tt3IssnL\niG4TbTG7bBl7rT0fXSPLMl7d8CqpRXUvFQv2L2DibxPRGXU8OuhRPrn2kzq6X+6O7nxx/ResuGUF\ngW6BbEzdSM/Pe/LFji8wS+ZV9+4ykHHjjVIzbfx4GDECli+XnUxaIR2dnXk0NJR/evUie+hQ5nfr\nxkR/f9y1WvaVlvLqsWMM2LWL0C1buPfQIf7P3nlGR1V1DfiZ9AAhlAChGZDeu4iCBBSlSxEUREEU\nG6ggKuqLfmAXCyogRawgoSgYqoCQ0JEOBkLvPYUkpCcz5/uxSQECJDAzd2ZynrXumjm37tv33WeX\npTExpJodznlPc4fkN5zkhuUQlFJr8r0xkynkyt/BQFNgCdBKKRV5g/n7Ay8ArQFPpdR1d2thd9/U\n3Jgfzp7lhYMHUcDrlSrxZbVqjhdbumeP5MCIjoYOHaScqp17r9Iy0zgUe4jIqEj2R+8nMlp+D8Qc\nIDkjGR8PH/a+vFe7t2o0TogLhpNofcTB+PrUKUYeOYI7sKB+fboZmMMpT377DQYOlCTZkZFQzpgE\nmRtObuCJP5/gdMJpSvqU5IduP9CrTi/H00tclMf/eJy5e+fyWN3HmNdnHgC/7f6NZ0KfwaIsvNP6\nHT5u//FNz0dsSixDlw5ldsRsADpW78iP3X+kgl8F2++AUhIS9X//J8YMgNq1YeRIyZnhKLlnDCTN\nYmFNXFx2tZPTaWnZ04q6ufFwqVJ0L12aLqVLU8bLDolaNVdhWInVO96QyVQEuATUVUoduTLuV+CM\nUurdPOYvDmwBngY2oZUGTQEYd/Iko44eBeCjqlV59667HE9R2LlTaoHHxkLHjuIiaMeXUGpmKp+s\n+4QvNn5BamZqnvOUL1aecR3GMaDhALvJpdForIerGTGsgdZHrMfP584x+MABAGbUrs2AwECDJcqF\nxSIVSN54AxIT4ZdfxJhhbzGUhXEbxjF69WjMykyrSq0I6R1CUIkgu8tSmDkVf4rak2qTnJHMyqdW\ncvTSUV5c/CIKxdjgsbz3wHv51hPn7p3LS0teIjYllpI+JXmt5Wu81OIlyhYta+O9QAwY06dL1ZJT\np2Rc2bIwbJhUMXE0I6JBKKXYlZjIwpgYQqOj2ZmYmD3NDbjP35/upUvTPSCAWo4U+ubCGJXY0xt4\nH+gHlFZK+ZtMpoeBmkqpifnakMnUGFivlCqWa9zrQFul1HW+fSaTaSJwEAgFjqKVBqvg6nWIlVK8\nc/Qon195sE+sUYOhFSve9vpsdry2bxfPi0uXoGtX+OMP8Pa2/nZuwLoT6xiyaAgHYkT5rF6qOrUD\nalMnoA51AupQO6A2tQNqU9K3ZIHW6+rXly3Qx6xg6ONVMFzNiKH1EWPJff/9FRVF7717sQDfVq/O\nq5UqGSrbVezbJxVINmyQdv/+MHNmvspUWvMZczHpIk8veJrlR5YD8NZ9b/FR+4/wdDe2mkJheI7m\ntY+frf+Md1a9Q0CRAKKTowH4/KHPeev+twq8/nOXz/HcoudYemgpAN7u3jzZ4Eleu/c1+4QGZWQQ\nPnYswUuXSqcYSMngZ56BESOgenXby2AHrHWtnkpNZdGVxKCr4+LIyPWsruXrm50YtJW/P+4GdHoW\nhnvSqMSe44H6wJNA1lnfC7xUgG0VAxKuGZcAXBc4aTKZmgP3ARMKsH5NIedkaiq99+7l81OncAdm\n1qlzRwYMm5CZKdbz4GAxYPToIdmm7WTAiEuN44VFL/DALw9wIOYAtQNqs3bQWg69cohF/RYxrsM4\nnmnyDK0qtyqwAUOj0WjsgNZHHICwS5d4fN8+LMD7QUGOY8BITYX334fGjcWAUa4czJmTbwOGNVlz\nfA2NpzRm+ZHlBBQJYGn/pXze4XPDDRiFmRH3jqBGqRrZBoxvO357WwYMgPJ+5VncbzGrn15N91rd\nSTen89Oun2g0pREP/vYgiw8uxnK9rdN6eHqKN+/27bBqFXTuDCkpkri2Zk3o3Rs2brTd9p2Myj4+\nvFyxIn83akT0/fczt25dBpQrR0kPDw6kpPDFqVO02bWLwI0beWb/fhZERZGYmWm02JqbkF9PjHNA\ndaVUkslkilVKlboyPk4pVSJfG8q752Mk8EDung+T+HJtBt5QSq0zmUxVgCMU4p4Pzc1JNZv54tQp\nPj15khSLhSJubsypW5eujuZSt2aNuPtFREi7f39xb7VTfev5kfMZtnQY5xLP4enmyTut3+HdNu/i\n7WE/DxCNRmNfXNATQ+sjBrMtIYF2u3eTaDYzrGJFvqte3THCNcPDJYHnwYPSfv55+OwzyYVhR/ZH\n72dM+Bjm7p2LQtHmrjaE9A6hYnEH61QppGw4uYFhy4YxrMUwnm36rNXWeyjmEBO2TOCnnT+RlJEE\nQI1SNXit5WsMbDyQYl52SNi+dy98/bUY7dLTZVyrVhJS9eij4G6n0rBORKbFwoaEBEKjowmNjuZo\nak54tbfJxIMlS/JoQABdS5emgh09pl0Ro8JJTgANlVLxWUqDyWQqA2xWSlXL14YkBjUWqJcrBvU3\n4HTuGFSTyeQPxAAXARPgDgQA54E+SqkN16xXDRw4kCpVqgBQokQJGjdunO2Sk1WyRrddr62U4pOF\nC5l45gzn69YFoN2xY7xYsSJ9H37YcPmy29HRBC9YALNmEQ4QGEjwtGnQrZtdtn8x8SIhSSH8tf8v\nOAZ1y9Rl7ptzqVe2nmMcH93Wbd22WnvXrl3ExcUBcPz4cX799VdXM2JofcTA9smUFEYWL050RgYP\nHj/Ou0FBtG/Xzlj5GjaEN98k/KefpF2nDkybRviVXlR7yfP7wt/5dfevrFKrsCgLHic96Fe/Hz+9\n9hMebh4Ocf502/btxvc25scdPzJu1jguJl6EqlDCpwSPuD9Cz9o9ebzr47aX59w5wt98E0JDCb6S\nCyK8QgXo04fgTz6BIkUc5ng5UlspRbl77mFhdDS/LV9OZHKyeHUB7NpFLV9fBjzyCN0DAojZuhWT\nyeRQ8jta2+b6iFLqlgPwJfAXUBV58ZcH5gAf52f5XOuZBfwOFEEyfF8C6uQxX9lcQ3PAAgQCHnnM\nqzT5JywszGgRrMKBpCTVcfduRViYIixM1d+yRYXFxlp9O3d0vNLTlfryS6WKFVMKlPLxUWrsWKWS\nk60m3003n5muxq0fp4p+XFQxBuX3iZ+a+O9EZbaYbbZNV7m+7Ik+ZgVDH6+CceUdme/3tKMPWh8x\njhMpKSpg4kRFWJjqvHu3Sjfb7l2SLywWpX7/XakyZeQd6+Wl1AcfKJWaekerLegz5vil4+rZ0GeV\n+1h3xRiUxwce6oVFL6iTcSfvSA5bUhieo0bvY4Y5Q83bO0/d/+P9ijEoxqDcx7qrvvP6qp3ndlpl\nG7fcx8uXlfruO6WqVpV7BJQqVUqp0aOVOn/eKjLYGiPP47nUVDX97FnVfc8e5btmTfY3B2Fhqsqm\nTerVgwfVP7GxVnkWGn292gNr6yNu+bR1vAscA/4DSgCHgLPA2Hwun8XQKwrDRWAm8KJSKtJkMlU2\nmUwJJpOp0hUt4GLWAEQhca8XlVI6OKmQczkzk1FHjlB/61b+jo3F392db6tXZ2ezZgTb2WX0hpw7\nJ3kvGjbMyYr+6KOSaOz99yXxko1Ze2Itjac25q1/3iIpI4nedXqzb+g+ht4z9Kr65xqNRuNkaH3E\nAKLS03l4926iMzJo7e/PvHr18HQz8F1y7Bh06gRPPglRUdC2rZQsf+89u+WYOp1wmpcWv0SNCTX4\nceePADzT+BkODjvIlK5TqOxf2S5yaBwTDzcPHqv7GOsHr+ff5/6lX/1+mEwm5u6dS6sfW7Hq6Crb\nC1GsGLzyChw6BPPmwT33SEW8jz6CoCAYMkR0U02eBHp782z58oQ2aED0/fcTWr8+zwYGUtbTk+Op\nqXx35gwP7d5NmQ0b6L9vH7MvXCAuI8NosQsNBS6xesVtM1oVdEEbUVhiUAs7SilCLl7kzSNHOJue\njgkYHBjIJ3ffTVkvL6PFkySdf/4JISEQFib2bpDs0N99J8qWHbiQeIE3V77JjD0zAKhWshoTO0+k\nY/WOdtm+RqNxLFwtJ0ZutD5iHxIyM2m3axc7EhNpVLQo4Y0bU8JOuZyuIzMTxo+H//s/SWJYsiR8\n+aVUZLBCXo6Q/0IYsmgICoW3uzde7l54e3jj7e6Nt8eVtrs3nu6e/Hv6X9LMaZgw0b9Bf/6v7f9R\no3QNK+ykxlU5nXCad1a9w8w9M/H18GXpk0sJrhJsPwGUkoS3X34JCxfm6KoNG0LPnjI0bGj3JLjO\nhlkptiQksPBKtZN9ycnZ0zxMJtr6+/NoQADdSpemih06Lp0Fu+XEMJlMVZRSx6/8v/tGK1BKHbWW\nMLeDqyoNGkgxmzmQnMy+5GSmnD3Luvh4AFr4+TGxRg3uKV7cYAFT5CUwaxYsWwZZ1lcvL8kS3a+f\neGDYqVfot92/8eqyV4lPi8fb3Zt3Wr/DqNaj8PHwscv2NRqN4+EKRgytjxhHqtlMp//+Izwujmo+\nPqxv0oRAo5Lbbd0qyTp37ZJ2v35i0ChXziqrPxl/kvrf1+dy+uV8L9Onbh/GBI+hbpm6VpFB4/pY\nlIUhC4fw066fKOJZhL+f/Js2QW3sL8jBg5IEdNYsuJzrmq9aNceg0aqVTgaaDw4nJ2cbNNbFx5M7\n63PDokXpHhDAo6VL09TPD7dCbCCypxHjslLK78p/C+JCee2GlVLK0KvbFZUGWxIeHp6ddOVGpJrN\nnExL43hqKieuDKfS0vB2c6O0pycBV4bSHh7ye6Xt7+FxWzdnktnM/uRk9iUlsS/X79GUlKseBGU8\nPfns7rsZFBhot4fADY/XiRPQoYO46AG4uUH79qJU9eoFJfKVJN9qTNwykVeWvQJAx+odmdhpItVK\n5SvHnVXJz/WluRp9zAqGPl4Fw0WMGFofMYBMi4Xee/eyMCaGCl5erG/ShBP//mv/++/MGQnF/OUX\nsFigShWYPBk6Ws/DUCnFwzMf5p+j/3C/+X7+Hv03aZlppJnTSDenZ/9Py7zSNqdRuXhlp/W8KAzP\nUUfeR4uyMDh0ML/u/pWinkVZPmA59991f4HXY5V9TEuD1athwQIIDYWLF3OmlS0L3buLQePBB+3W\nKZcbRz6PeRGTkcGymBhCY2L4OzaWRLM5e1oFLy+6lS5N94AA2pcogU8uA5Gz7eftYG19xONGE7IU\nhiv/dRC9C5GQmZltnDiRlsaJ1NSrDBYXbjOeyx0olWXguIGxo7SnJ7EZGVcZK46nppKX2ucO1PL1\npW7RojTz82NohQrGubDm5sABqc19+jTUrg0vvQR9+0JgoCHiTPh3Aq/+/SogNc9fuecVxyh3p9Fo\nNFZA6yP2x6IUzx04wMKYGEp6eLC8YUOq+vpywp5CJCTAuHHSW5ySAh4e8PrrMGYMFC1q1U1N2TaF\nf47+Q2nf0rze4HWKeRWzT0lMTaHEzeTGj91/xKzMzNwzk06/d2LFUyu4t9K99hfG21tCnjt1EuPg\npk1i0FiwQHLPTJ8ug5+feBn37Cm/fn63XnchpLSnJwMCAxkQGEiaxUJ4XByh0dEsjI7mTHo6U8+d\nY+q5cxR1c+ORUqXoHhBAl1KljBbbKclvidWKQLJS6lKucSUBX6XUWRvKd0tcrefjTlFKEZORkW2c\nyBqO5zJYXMq8eT4yD5OJSt7eBHl7U8XHhyAfHyp7e5OpFNEZGcRkZhKdkSH/c/0m5LI2FgQPk4ma\nV4wV9YoUoW7RotQtUoQaRYrgbWTisLzYvVs8MKKioHVrWLwY/P0NE+fbzd8yfPlwACZ1nsTLLV42\nTBaNY3LkCERHQ5Ei1w+OYBPU2BZX8MTIjdZHbI9SipFHjjD+9GmKurnxT6NG3GvP91x6OkybBmPH\nysML4LHH4NNPJc+UlTl66SgNJzckKSOJuY/NpU+9PlbfhkaTF2aLmacWPEVIRAjFvYuz8qmV3FPx\nHqPFEpSSZLl//SUGjd27c6Z5eUlnXs+e4qlRtqxxcjoJSil2JiayMDqahTEx7LxS+hbADbjf35/u\nV7w0ahYpYpygNsRu4STXbHQrMFgp9V+ucQ2A6UqpltYS5nZwFaUhv1iU4nx6+lWeFLm9KE6kppJk\nsdx0HT5ubgR5exN0xUAR5ONzlcGigrc37rfRk59usRB7xaiR29gRk3tcRgZ+7u7UK1o021hR3dfX\n2Czn+WXTJrE+x8XBww/LQ93AB803m79hxPIRAHzf+XteavGSYbJoHIvTp2H2bAl13bnzxvN5euZt\n3LjZULRozm+FCpLgPCjI0FtBcxNc0Iih9REb8/GJE4w+dgxPk4klDRrQwV69hErB/Pnw9ttw+LCM\nu/9+SUJ4r216qC3KQvtf27PmxBr61uvLnMfm2GQ7Gs2NyLRk0v/P/szbNw9/b39WPb2KZhWaGS3W\n9Rw9mmPQ2LAhJymom5vcp1l5NKpUMVRMZ+FkaiqLruTRCIuLIyPXu6OWry8jK1dmSIUKBkpofYwy\nYsQrpa4zw99ovD1xFaXhZsRmZNB3715OpKVxMjWV9Fvsb3F39zyNE0E+Ppz+9196PvSQDjfIJ9kx\naqtWSZLOpCTJeTFrliGxgVmM3zSe11e8DsCULlN4ofkLhsmSm8IQ02dtrHXMYmLgjz+kQM7atTn6\nRfHiULOmeGMnJ+cMSUkSXm4typTJMWgEBYkek7ttrTQx+horGC5oxND6iA2ZfOYMLx86hAmYU7cu\nfa7pYbXZ/bdhg5Qk37xZ2jVrwuefy3vXhvrKd/9+x2t/v0bZomXZ+/JeAooEFIpnjN5HxyLDnMET\nfz7B/Mj5lPQpyaqnV9GkfJNbLmfYPl64IIntFywQ/Tg9PWda48ZizOjRAxo0uOP715nO4+0Sn5nJ\n14sWcaRWLZbExhKXmclX1arxemXXKtNst5wY1xBlMpmqK6UO5xKkOhBjLUE0N8bP3Z2wuLjsJJcB\nnp7XGSdyGyxuljci2dNTGzAKyqJF0KePJD96+mn48UeJzTWIrzd9zcgVIwGY2nUqzzd73jBZNMaS\nlJRTIOfvv6X6IIh9rVs36N9fwlx98ihQo5QU1MkyaOQ2cORnSEgQj48TJ+DkSYmwioqCbdvylrV4\n8esNG7nbZcroqm6afKH1ERsx+8IFhl5JVj21Zs3rDBg24cABeOcd+RgCcUsfOxaefdbm8W4HYw7y\n9j9vAzCt6zQCigTYdHsazY3wdPckpHcIfef1JfRAKA/NeIjVT6+mUWAjo0XLm3LlYMgQGRISpELf\nggWwdKlUD9q1S8ogV6smxoysSifO4HVtAP4eHrQrWZKxdeuSYbGwIT7eZUNKrEl+PTHeBR4H/gcc\nBaoBHwJzlVKf2FTCW8vm9D0f+WH1pUuU9/LiLh8fiupyR/YjJASeegrMZhg6FL77zrCHsFKKcRvG\n8faqHKVrSLMhhsiiMY70dFixQgwXoaFiUAC5LDt0kAI5PXuK0cBeWCxw/jwcPy5GjdxD1rhcZdTz\nxNcX7rrrekNHlrGjfHld6e12cEFPDK2P2IC/Y2LoFhFBplJ8WrUqbwcF2XaDFy6IsWLaNHm/FikC\nb74JI0faJWGg2WKmzc9t2HR6EwMaDmBGzxk236ZGcyvSzen0ntubxQcXE1AkgLCBYdQvW99osfJP\nWpp4ZmRVOomKyplWrpx4VvXsKdX8vLyMk1NjCEaFk7gBI4FngcrAKWA68LVSyooOyQXHmZUGjYNi\nNkNkpHRxjx4tXdbvvAMff2xYV3FsSixDFg1hfuR8AH7o9gPPNX3OEFk09sdigXXrxKY2bx7ExuZM\na9VKPC769BEdwRFRSsJdrjVs5B4uXbr5Ojw8oHJlMWqULy8dtmXKyG/WkNX289NeHVm4oBFD6yNW\nZmN8PA/t3k2KxcIblSsz7u67beexmZQk1UbGjYPERLG+PvecVBwpX94228yDLzd+yZsr36R8sfLs\nfXkvJX1L2m3bGs3NSMtMo+ecniw7vIwyRcoQPiicumXqGi1WwTGbYePGnDwax47lTCteXHLMde0q\npZJLlzZOTo3dMMSI4cg4q9JgFIUhtqxAKCXJirZuzRl27BBFCwgHgj/5RIwYBrHuxDqenP8kpxJO\nUdy7ONO7TXfY7On6+io4NzpmSolH5qxZkqTz9OmcafXri+HiiSegalX7yWpLEhJu7MVx4oR03Arh\nQPBN1+Xtfb1hIy9jR9Z/X1+b7pqhuJoRw5FxRn1kT2IibXftIi4zk8GBgUyvVeumBozbfsZnZsLP\nP8P774vbFkhVg08/hbr2/UDbF7WPplObkmZOY0n/JXSu0fmq6YXhPab30bFJzUyle0h3Vh5dSbmi\n5QgfFE7tgNrXzec0+5hV6SSrdOuePTnT3NykN6ZLFxmuyaPhNPt4hxSG/bRbTqyGMAAAACAASURB\nVAyTyfSAUmrtlf/tbzSfUmq1tYTRaOzG7NmiUG3bdnW3dhZBQdCihXwtGmTAMFvMfLzuY8auGYtF\nWWhZsSUhvUOoWtJFvlo1eXL4sHhczJoF+/fnjA8KEsNFv37yjnc1iheX/brRvqWkwKlT4iBVvjxc\nvHj1EBWV8z8pSeY9dSp/2/bzu7FXx7XjAgJ0aVp7o/UR23AkJYVH9uwhLjOTngEBTK1Z0/oeGErB\nkiUwahTs2yfjWrSAL76Atm2tu618kGnJZNBfg0gzpzG48eDrDBgajSPg4+FD6BOhdA3pyupjq6WC\nzqA11Chdw2jRbg+TCRo1kmHMGOk8XLQIFi+GNWskse+GDfDuu+JymWXQaH/Dx71Gc2NPDJPJFKGU\nqn/l/7E8ZwKllLrbVsLlB2fs+dAYzHffwWuv5bTLlROlKmto3ly+VgzkdMJpnpz/JGtPrMWEiVH3\nj+KDdh/g6a6/noxm82bxGrjvPihWzDrrPHcO5swR48WWLTnjy5SBvn3FeNGqlQ6RyC9JSTmJRm9m\n7MgaMjIKtv5SpW5s7Li2XbKksbnMXMETQ+sj1udsWhqtd+7kWGoq7UuUYEmDBvhYO+nMrl0wfLh8\npADcfbd4XvTpY9jD7JN1n/C/1f+jcvHK/PfSf/j7GFrQRqO5KckZyXSZ1YXw4+FU9KvImkFrqFaq\nmtFiWZfLl+Gff8SgsXRpjqcWSFby9u1zjBq2ztWjsSl2CycxmUyNlVK7rLUhW+FMSoPGAchtwPjs\nM/k6rFTJob4OFx9czMC/BhKbEktgsUBm9JzBQ3c/ZLRYGiQH3YsvSueih4fYvNq1k+G++yQ3XX6J\ni4P588XjIiwsp9xpsWJSxbd/f3jwQUML4RQKlBKj1K2MHVnt6OiClaZ1dxfvjZuFtOQeZ+18Hi5i\nxND6iBWJzcig7a5dRCQl0cLPj1WNGuFn7QfNn3/CgAGQmirx7u+9Jw9PA0uT77mwh+bTmpNhyWDF\ngBV0qNbBMFk0mvySmJ5I5987s+7kOioXr8yaQWtc1yPXYoGdO8V7a/FiCfHOTb16kkejSxfp2dEK\nklNhTyNGglKq+JX/h5RSDunD5CxKg6NQGGKubsi330qvEMDkyaJQ3QJ7H6/tZ7dz74/3kmnJpFP1\nTvzS4xfKFrVDmTsr4crX1zffwIgR8r9+ffGMzv0x6+UFLVvmGDXuvff60qYpKfJunjVLfqW0ejhe\nXsF07iyGiy5dCmYMKWwYfY2ZzRKBdiOvjmvHxcUVbP1Z+Txee00KNdwpLmLE0PqIlUgym+mwezeb\nEhKoU6QIaxs3JqAAVQLydf998w28/rpYCJ99Fr78EkqUuDPB75B0czotp7dk1/ldvNjsRSZ3nXzD\neY1+xtiDvPbRbBanmVatXCNPkCudx8tpl+n4e0c2ntrIXf538U7rd3is7mNEbIlwmX3MkwsXCB8/\nnuDDh6Us2+XLOdNKlpSkoF26uERyUFe6Xm+E3XJiAHEmk6krsA8obzKZqgLXbVgpddRawmg0NuM2\nDBj2JiUjhacWPEWmJZMXm73IpC6TcDPpmtqOwMcfS6EagAkTYNgwiI+XiiFhYTLs2iXtdevggw/k\nY7RVKzFo1KkjRov583PewSaTeEk2bSphoCV1cnynwN1dPCbyG3GWni7eG7cKackal5XPo6AhLi6O\n1kesQLrFQq+ICDYlJHCXtzcrGjYskAHjllgsYnn75htpf/qp5MJwAE/HT9Z9wq7zu6hSogpfPPyF\n0eI4JNOni2rUujUsX66N6Y6En7cfy55cxiMzH2Hz6c28tOQlXln2Cs3SmvFKqVd4tPajFPOyUnyr\nI1GunBgogoPlZbp+vXhoLFkCBw9KDG5IyC2Tg2pck5t5YvQEvgCCADfyUBiQGFQrB1EWDGfo+dAY\nTO4u9ClT4IUXjJXnBoxcPpKvN39N7YDa7Hh+B76eLtAV4uQoBf/7n+jiJpMoeYMH5z1vbCysXQvh\n4WLUyJ18OzfNm4vHxeOPQ4UKNhNd46Rk5fMoVkzCUO4UF/HE0PrIHWJWiv779jE3Kooynp6sb9KE\nmtb8Sk1JgaeekjAST0/45Rd50DkAO87toOX0lmRaMgkbGEZwlWCjRXJIgoNz0pd06iSVMa1p49Lc\nOamZqczdO5eQiBBWHlmJWZkB8PXwpXut7vSr34+O1Tvi7WFc2JbdOHw4J+xkzZqrLf/XJgfVFjmH\nwJASqyaT6bJSys9aG7Umjqw0aBwAJzFghB8Pp/2v7XEzubHp2U20qNjCaJEKPUqJ885330nv+4wZ\nUhkkv0RHy3s1LExCT9q2leVr1rSdzBrNtbiCESM3Wh8pOEopXjp4kKnnzuHn7k5448Y09bPiIYyO\nhkcfhY0bwd9fSii2a2e99d8BF5Mu0u7XduyL2ser97zKt52+NVokh+TiRan65O4upzA6Wgztv/8u\n4/JLRoYs07EjBAbaTl6NXNt/7PuDWf/NYsOpDdnjS/iUoHed3vRv0J+2QW1xdzPUtmsfdHJQp8Dq\n+ohSKs8BOJvr/+83ms/oQXZBk1/CwsKMFsF+fP21UvItqtSUKbe1Cnscr/jUeBU0PkgxBvX+6vdt\nvj1b4irXV2amUkOGyKXj5aXUggW225arHDN7oY9XwbjyjjT8XX0ng9ZH7ox3jxxRhIUpnzVrVPil\nS3e0ruvuv8OHlapRQx6WlSsrFRFxR+u3JodjDqvq31VXjEHVmlBLJaYl5mu5wvCMuXYfp02TU9i5\ns1Lbtinl5yftIUOUsljyv95335XlWrSQ96iRFKbzePzScfXZus9Uo8mNFGPIHsp/WV4NXzZc/Xv6\nX2UpyIl0IAp8Hs1muYjHjpULMes7IGuoV0+pUaOUWrtWqYwMm8h8OxSG69Xa+sjNAu49TSZTVpaU\nblazmmg09mD8eEksBjB1qsN6YACM+HsEJ+JP0LR8U0Y/MNpocQo9mZkwcCD88IMY8BcuhB49jJZK\noynUaH3kNvn61Ck+OXkSd2Bu3bq0tWaCzS1bJA790CFo3FjqT9erZ7313wFbz2yl1Y+tOBx7mCaB\nTQgfFE5Rr6JGi+Ww/Pmn/PbqBc2aSYe2j4+8B99+O3/r2LcPvriSbmTrVkk/prEPQSWCGNV6FLte\n3MXel/cyus1o7i55N+cSz/HNv9/QcnpLakyowXur32Nf1D6jxbUtbm5yEb//vjyjzp+Hn3+G3r2l\n/NfevfD55/DAA5JFu39/cR+KiTFack0BuVlOjI+A14FooAJwNq/5lFJ32Uy6fOCo7psaA7nWgPH8\n88bKcxMWHVhE99nd8Xb3ZscLO6hbpq7RIhVq0tMl5GP+fMlJsHixhIFoNM6KK4STaH3k9vj53DkG\nHzgAwG+1a/OUNf37Fy6EJ56QXBiPPALz5skHggOw9NBS+szrQ3JGMg9Xe5g/+vyBn7djyOaIxMVJ\nomKLBS5cyMnFs2SJGPAzMyUv1M2MGUpJTo21a+X7cft2uRwiI6FixduTK6vr3E3nN78tlFJsPbuV\nWf/NYs7eOZxPzAmxaFSuEf3q9+OJ+k8QVKIQhVfklRw0Czc3KSuXVcJVJwe1OnbNiWEymSojibRW\nAJ3ymkcptcZawtwOjqY0aAwkLg4+/BC+/lraBhkw0s3pLDu0jL8P/03dMnV5ov4TlCl6fSmDqKQo\n6k+uz8Wki3z98NeMaDXC7rJqckhJEUP9smVSDXDZMnmfaTTOjCsYMUDrIwXlr6goeu/diwX4pnp1\nXqtUyXornzQJXn1VvnoHD5Z8U56e1lv/HfDTzp94ftHzmJWZpxs9zQ/dfsDLXWenvBkzZ0pO1nbt\nYPXqq6eFhMCTT4oxYfZsyZORF7/+CoMGiTFk/36prPvXX/JO/eOPgssUHS3fksnJklfKyatnGo7Z\nYib8eDghESH8se8P4tPis6e1uasNQ1sMpVedXni6O8Z9bDd0clC7YrecGLkH4EFrxrBYc8BBY1Ad\nFZeMuUpNlfwXpUqJ4d5kUmrqVKusOr/Hy2KxqG1ntqlXlr6iAsYFXBWT6PGBh+o2q5uat3eeSslI\nyZ6/15xeijGotj+3VWaL2SryGo2zXl+XLyvVrp1cPgEBSu3YYb9tO+sxMwp9vAoGLpATI/eg9ZFb\nszo2VnmFhyvCwtR7R49ab8Vmswp74gmVHVs+dmzBEibYEIvFoj4I/yD7vfvuP+/edg6AwvCMyb2P\nPXrI6ZwwIe95x4+X6b6+Sm3ffv306Gh5b4JSv/0m406eVKpYMRm3cGHBZIuPV6pZs5zL7NFHb+8y\nK2znMb+kZqSqvyL/Un3n9VW+H/lm3zOVvq6kPl//uYpNjrW+oHeA3c5jQoJS8+crNXiwUoGBORcg\nKOXjo1SnTkpNmqTU8eM22XxhuF6trY/c1EnLZDJ9d+WtvOpK+9lrpv9pNWuKRlNQLBaYNQtq15bw\nkdhY8f3fvNluHhhnEs4wbsM46k+uT/MfmjNhywSik6OpV6Ye/9f2/+hSowtKKRYdXESfeX0o/1V5\nXlj0Ah+u/ZD5kfPx8/Ljlx6/4GbS/pJGkJoqscDt2klvT/nyYoxv0sRoyTQaTW60PpI/tiUk0D0i\ngnSlGFqhAmOrVLHOilNTJXZ89mzw8JASqu+/7xDu1pmWTF5Y/ALvh7+Pm8mN7zt/z8cPfozJAWRz\ndJKS4O+/5X/PnnnP89pr4nCTkiJFaHIXfgAJM4mOlvfogAEyrnJl+Ogj+T90KCQm5k+elBTo1k3C\nUe6+WyqlhIbq/BrWxNvDm0drP8qcx+Zw4Y0LTO4ymVqla3E64TSj/hlFpfGVGLpkKAdjDt56Za6E\nn5/cBD/+CGfOwLZtMGYMtGghz79ly+RirlIF6teXC3/dOom30hjCrcJJEpRSxXO1Y5VSpW403Qgc\nyX1TY0dWrYK33oIdO6Rdr54k6unc2S5Kldli5sXFL/LTrp+wKAsAZYqUoX+D/jzd6GmaBDbJVqAu\nJF4gJCKEGXtmsOPcjqvW81P3n3imyTM2l1eTg9kM4eGSx+nPPyEhQcbfdZdcVtWrGyqeRmNVXCic\nROsjt2B/UhJtdu0iOiODfmXLMrNOHdys8T6MjRXlfu1aUfT//BM6dLjz9VqBpPQknvjzCRYfXIyP\nhw8hvUPoUVtnYs4vf/wBffpI6OSmTTeeLy1NPOo3bpRcrmFh4O0NGzZA69bg5QV79kCtWjnLmM3Q\nsqUYJEaMyIn0vRHp6XKZLV0qeTTWr5cEoX37yra2bpU0BRrrY1EWlh9ezvjN41l5dGX2+C41ujDi\n3hG0r9q+cBsFL1wQI8bixbBihZR0zaJkSakp3KWL/OrYpxti75wYV9VjN5lMl5RSJXO1C73SoLEz\ne/bAqFE5XQcVKkgejIEDC1bM/A5QSvHSkpeYun0qXu5edKvZjYGNBtKxesdbxhPuvbiXGXtm8Me+\nP2gb1Jbp3acX7heDnVAKdu4Uw8Xs2XA2V1rApk0l5nfgQP3u0bgeLmTE0PrITTiZmsr9O3dyOi2N\nTqVKEVq/Pp7WyIh4/Dh06iSJDipWlC/Mhg3vfL1WICopim4h3fj3zL+U8i3Fon6LuK/yfUaLZQiJ\niZIWrFgxGTw88rdc//6S92LcOHjzzZvPe+GCdEqfOiX5L6ZNk/dnRAS89x588MH1y+zYIcuAGCGa\nNs173WazvIfnzJH38Lp1UKeOTBsyBKZPh7p1ZR06NYFtibgYwbebv2XGnhmkmdMAaFC2AcPvHU7/\nBv3x8fAxWEKD0clBbxu75sQAEq5px95suhEDDhKD6iw4bczVyZNKDRok+S5Aiph//LFSSUk23Wxe\nx2tM2BjFGJTPRz5q7fG1Nt2+s+FI15fFotTBg0p9+KFStWtfHd54991KjR6tVGSk0VI61jFzBvTx\nKhi4SE4MrY/cnNcOHlSEhan7t29XSZmZ1lnptm05seH16yt16pTD3H9HYo+oGt/VUIxBBY0PUpFR\n1nuYO8o+5pfTp5UqXVpdF8IfEKBU1apK9eypVEzM1cuEhYWp1FRRpUCpw4fzt60dOyQ3Bih1333y\nW62aUsnJN15mxAiZr2lTpfbvvz6/hcWi1JAhOardtm1XT09MzHmHv/BC/uTM2kdXx5b7eDHxovpw\nzYcq8MvA7LwZZcaVUe+vfl+du3zOZtu9Foc/jwcPSuKYhx5SytPz6huxcmWlXnxRqUWLbvm94vD7\naQWsrY/cylbrYTKZ2gGmG7Tt0/WtKVwkJUldrn37pJ7zvn3wzz8Sk+bpCS+9BKNHSxpsOzNl2xTG\nrBmDm8mN2b1n0yaojd1l0NyYEyfEzTUsTEJGTp7MmVamjGRWf/JJcXHVxnGNxqnQ+shN+LJaNUp4\neDC8UiWKWMMrcelS8eNPSoIHH5QQEn9/yeZvMNvPbqfzrM5cTLpI48DGLO2/lPJ+5Y0WyzBGjoSY\nGIn0MZnE0z01VYboaDh2DKKiYOVK8MnVif7PPzJvo0ZQrVr+ttWkiVQi6dtXQktAitX4+t54mQ8+\nkLCVHTskhVn58pI/o317+Z08GX74QWRbvFhKtOamaFHxoGzZUorOdeggVU80tqVM0TKMfmA0b973\nJnP3zmX85vHsPL+TD9Z+wGcbPqNf/X4Mv3c4jQMbGy2qsdSoAcOHy3D5stxYixfLM/TUKaneNGWK\nXODt2uV4aQQVotK2NuJW4STHgZv6RiqlqlpZpgKhw0mcmMTE640Ve/eK+2pePP44fPxx/t+2VmZ+\n5Hz6zOuDRVmY1nUaQ5oNMUQOTQ5nzuQYLcLCRFnLTcmSkiblySfhoYccpgqgRmM3XCic5DhaH7EP\n06bByy+Lj//TT8sXppdjlCn9+/DfPDb3MZIykuhwdwf+6PsHxb0NjSIylFWr5N3m6yvqVFCQdAGn\npIiKdfasfDOdOSMf/nPm5ETePvss/PSTGBnee69g2x0zBsaOlXfrzJm3nj8iQiJ/w8LEoHItHh6w\ncKFELt2IiRPhlVekBPru3ZLHSmM/lFKsO7mO8ZvHE7o/FHXlcRxcJZgR946gS40uuLsValvy1Vgs\nEsecFXaydevV0+vVyzFotGqV/xgwJ8auOTGcAZdRGlyZ9HQ4cEDyWezZI2+zvXul2zwvPD2hZk25\nwevWld8mTQwzXgCsOb6GR2Y+Qpo5jQ+CP+C9tgV842sKxP79opwlJEB8vPxe+z86Gk6fvno5f394\n4AExdrdrJ6Hb1ggL12icFVcxYjgDTq+PKCVejp98Iu3Ro+UL10Hc1n7Z9QvPLXwOszIzoOEAfuz+\nI17ujmFcMYK0NPGiOHBA+nfefTfv+f77D9q0kffnK6/At9+KfSowUDw4IiJEzSoo+/eLqlaQd6xS\n0l+V22Py8mUxhPTte+tlH30UFi2C+++XZT08ZPzRo5JANGuIiBADy5dfOszl61IcvXSU7/79jh93\n/khiupSeqVayGq+1fI1BjQfh5+13izUUQnRyUG3EuBanVxrsTHh4OMHBwbZZuVJSeyvLWJE1REZC\nRsb183t5SSrrunVzjBV160p5CAfpMg8PD6dUnVK0+bkNCWkJvNz8ZSZ2nqiTcd4Aa1xfc+dK519a\n2q3n9fMTo0VwsBgtGje2W35Xq2HTe9IF0cerYGgjhv1wan0kPV265mfOlIfo5MmSUfEa7H3/ZZgz\nCD0QysQtE1lzYg0Ab9//Np88+InN3sPO8oz59FMxXNSqJZ4J3t43njc8HB55RE7zuHHg7h7OyJHB\n1KwpxgijVBqLRSKW/PL5zRsdLYabs2fley81VcJULl3Ka+5w3ngjmHHjXNeQYfS1Gp8az087f+K7\nLd9xPO44AP7e/jzX9DmG3TOMKiWq3PE2jN5Hm5BHctBwIBhykoMOHSqZd10Ia+sjru+7orENKSli\nTr/WYBEdff28JpPEjDVsKEP9+mKwqFbN4d2nzieep//M/iSkJfBY3cf4rtN32oBhI5SCL76Q4jMA\n3btLdvLixWXw97/6t3hxKdft4JeQRqPRODZxcdCrl3SNFy0K8+bd3K/fDpxPPM8P239gyvYpnL0s\n5aSKeRVj3EPjeKnFS4bK5ggcPy7hGSA5KW5mwAAx9M+YIVG5b70Fd98t43v3NvYD380t/wYMgIAA\nsbM9+KB8+2VRrpzk0mjeXH6TkmDAAPHE8POD99+3vuwa8PfxZ0SrEbza8lVCD4QyfvN41p9cz1eb\nvmL85vH0qtOL4S2Hc1/l+7TunBsvL0kK07691B4+dEhcpA4cgDVrJOFMt25GS+nwaE8Mzc1RSsI+\n/vvvamPFwYNiQr+WEiVyjBUNG4rJvF49UYycjKikKFr/3JqDMQcJrhLMsieX6dJSNiIzU9xcp0yR\n9rhx8MYbrtt7otHYC+2JYT+cUh85dUoMFnv3SnzBkiU3roNpY5RSbD69mYlbJzJv7zwyLOLBWTug\nNsNaDOOpRk8V6vwXuenRA0JDxSgxe3b+lxs/Hl5/Pae9dat8+Dsbf/4pammTJiJ/hQrX6wvz5sET\nT4iq+tVXV++3xnZsO7uNbzZ/w5y9c8i0ZALQokILht87nD51++Dp7hie1g5LVnLQJk2kp86F0OEk\n1+CUSoOjEh+fY6zI+o2IkAQE1+LuLj6MuQ0WDRtCpUpO/eUZlRTF+pPrWXtiLaEHQjkWd4xG5Rqx\nZtAa/H38jRbPJUlMFEVs6VLpTfrtt1vHxmo0mvyhjRj2w+n0kd27JfPx2bPi9rZ0qSFKc0pGCiER\nIUzaOokd53YA4GZyo3ut7gxrMYz2VdvrXtxcLFki+QCLFZNQkIoVC7b8yJHS+RsUJMmwXfnQ/vIL\nPPOM/J86FZ5/3lBxChVnL59l0pZJTNk+hdiUWAAq+lVk2D3DeL7Z85TyLWWwhBp7o40Y1+B0SoPB\nhIeHE3z//eJJkdtY8d9/V9ejzE3ZstCggXhVZBkr6tS5ulaXk3I64TRrT6zNHiKjI6+aXjGmIls/\n3lqoy7cVhILGLmZlTt+5U/IYhYZKwq7ChEvGe9oQfbwKhjZi2A+n0kdWrIDHHpNev7ZtYcECSS53\nC6x5/x27dIzJ2ybz484fsz9yAooEMKTpEF5s/iJ3+RtTfsKRnzEpKeLceuzY7XsXWCwwalQ4jz8e\n7JReGPkl6zxOmgTDhomxZsYMSfjpKjjytZpFckYyM/fM5JvN32Tr2L4evvSt15dm5ZtRp0wd6pap\nS/li5fM0VjrDPlqDwrCfOieGJv8oBefOXW2s2LRJ3EfT06+f38dH3o4NGoihokEDGcqVs7/sNiQh\nLYFP1n3C3L1zORZ3dU1OXw9fWlVuxQN3PUCboDZkHs3UBgwbEREhnYCnTkl6lGXLJHWKRqPRaGzI\nzz9Ll3Rmpvjb//LLrZMqWAmLsvDP0X+YuGUiiw8uzi7T2LxCc1655xX61uurwzZvwmefiQGjQQMJ\nwbwd3NwkKaYrGzByM3SoeHy+/TYMHAhFikDPnkZLVXgo4lmE55s9z5CmQ1hxZAXjN49n+ZHl/Lr7\nV37d/Wv2fMW9i1MnQAwadQLqZBs3zBazgdJrHBntieEqJCXJV+G14SCxsXnPf/fdVxsrGjaUqiDO\nVtqhAFiUhRm7ZzDqn1FcSLoASBbl1ne1ps1dbXgg6AGaVWhWqEu2FYSICKlNX9DKt0qJx8XAgRKp\n1KqVtMuUsY2cGk1hRnti2A+H10eUgrFjZQDJovzJJ3apQx2fGs8vu35h0tZJHIo9BICXuxeP13uc\nYfcM456K99hcBmfn8GHpZ0pPh3XroHVroyVyLt57Dz76SHIqLlwo1Vo0xhAZFcnfh/8mMjqSyOhI\n9kXty/bGuhYfDx9qla51nXGjeqnqWl93MnQ4yTU4vNJgbcxmOHLkemPF0aOioFxLyZLXGyvq1StY\nOmgXYNvZbbyy7BU2n94MQKtKrRjXYRytKrXC3c11DTe2IiwMHnpILrneveF//5PypjfDYoH580Vn\n3rlTxj32mOTA8PW1vcwaTWFEGzHsh0PrIxkZ8MIL4oXh5gYTJsDLL9t8sxEXI5i0ZRIz9swgKSMJ\ngErFK/FS85d4rulzlC1a1uYyuAqPPiof3wMHivOMpmAoBSNGSBEIX1/pQLkZfn5SwvYebV+zOUop\nopKjiIwSg0Zu40ZWdaJrcTe5U71U9euMG7VK16Kol/MVEygMaCPGNTi00mAtYmKkJtaePZJBPCXl\n+nk8PaF27auNFQ0aSManXDFmhSHmKjdRSVG8u+pdftz5IwpFYLFAxj00jgENB+QrUVhhO1754exZ\nSZp88aJcWlm3X5cu0KlTOEOHBl81f0YGhIRITfv9+2VcuXLSCfjaa3bpBHRo9DVWMPTxKhjaiGE/\nHFYfSUgQi/HKlfL1Nnu21LC+DfJ7/51OOM3LS15m0cFF2ePaV23PsBbD6FarGx5ujhvN7IjPmNWr\npaxosWJSjTEw8M7W54j7aG3y2kelJJJq+vT8rcPbG374AZ56yvryWYPCcB4Xr1hMmbplrjNuHLt0\nLDsc7VqC/IOuM27UCahDSd9b5/0xisJwLnVOjMJI0aLw66/ihQFSAeRaY0WtWuIjpwEg05LJ91u/\n5/2w94lPi8fTzZPh9w7nvQfew8+7cHmhWJOsEOqLF6W89S+/wDffSGnUJUtk+PNP8cy4/36Z/vnn\nUtMe4K67xHjxzDPa+0Kj0WhszpkzYmHevVti9hYvtmnXslKKn3f9zIjlI0hIS6CoZ1EGNhrIyy1e\npl7ZejbbritjNuck8HznnTs3YBRmTCaYNg1efBHi4m4+77x5UtHk6aelD/Gzz1w64tphKeZVjJaV\nWtKyUsurxqdkpHAw5mC2cSPr91DMIU7En+BE/AmWHV521TLlipa7yriRlYMjsFigroDkhGhPDGdh\n5kz5AmzQIF8ZxAszYcfCePXvV4m4GAHAI9Ue4duO31IroJbBkjk/o0bBuHFSk33nTilcAxAdLcaM\nCRNyKvIWKQLJyfK/Zk1Rvp58UpyGNBqNfdCeGPbD4fSRiAjo1AlOn5aHVFlrHAAAIABJREFU8LJl\nkg/LRpyKP8WQRUNYfmQ5AN1rdWdKlyk6OfYd8tNP8OyzULkyHDigOwDsyeTJ8Oqr0oHTsaN4lZYo\nYbRUmpuRYc7gyKUjREZFXmXc2B+9n+SM5DyX8ff2F4+NgLpXeW4ElQjCzVTI3YWtiFOHk5hMppLA\nT0AHIAp4VykVksd8TwOvAjWAeCAEeEcpZcljXsdSGjSGseHkBj5d/ylLDi0BoGqJqox/ZDzda3XX\nFlYrEBoKPXpIT0R4eN5JxeLjYdIkqUEfEyNVef/3P+jVS/dgaDRGoI0YeePy+sjq1fLgjY+H++6T\nZAqlS9tkU0oppu+YzsgVI7mcfplSvqWY0GkC/er30+/eO+TyZbE/nT8Pv/8O/fsbLVHhY80ayf0V\nEyPnYuFCcX7WOBcWZeFk/MnrjBv7ovYRl5q3W46vhy+1A2pne21keW5UL1UdT3fdI1dQnN2IkaUg\nDAaaAkuAVkqpyGvmewGIAP4FygCLgLlKqXF5rNNxlAYnwNVirpRSLDu8jE/Xf8r6k+sBKef0Tut3\neOO+N+64VJurHa/b5ehRaNpU9OEvvoA33sh7vqzjlZQkXsw1alyVkkWTB/oaKxj6eBUMbcTIG5fW\nR2bOhMGDJSFR794wY4bVuu+vvf9OxJ1gyKIhrDy6EoAetXswuctkAos5b8yDIz1jsipqtGwJmzZZ\n733qSPtoK6y5j8eOSWLV//4Df3/xyOjUySqrviP0ebxzlFJcSLpwnXEjMiqSc4nn8lzGw83jqqSi\nWb+1AmpRxLPIbclRGM6l0+bEMJlMRYBeQF2lVAqwwWQyhQJPAe/mnlcpNTVX85zJZPodCLaXrBrH\nJ9OSyby98/hsw2fsubAHgBI+JRjWYhivtnyVMkV1vU5rkZoqOeHi48UTY+TIWy9TtKj0WGg0Go2j\n4bL6iFJS/mn0aGmPGAFffmmT7MlKKaZtn8YbK98gMT2R0r6lmdh5Io/Xe1x7X1iJU6fk9IF4N+rD\nahxVq8LGjVIZZv586NpV8n2NHKnPi7NjMpkILBZIYLFA2lVtd9W0uNS4PI0bx+OOsz96P/uj91+9\nLkxUKVHlqnwbWfk3SvjoOCRrYzdPDJPJ1BhYr5Qqlmvc60BbpdSjt1h2ARCplHo3j2mO0fOhsQup\nman8susXvtj4BUcvHQWgfLHyvN7qdZ5v9jzFvYsbLKHr8cILkgjr7rth+3YdD6rROBPaE+N6XFIf\nycyUkqk//CBfVePHS/knG3A87jjPLXyOVcdWAdCrTi++7/w95YqVs8n2XJHISCk017TpjecZMEBC\nSB5/XArKaIzHYoEPP4QxY6Q9YIDccj535vSrcTKSM5I5EH3gOuPGodhDZFoy81wmsFhgjlEjy8BR\npg7lipYrNIZfpw0nMZlMrREXzAq5xj0H9FdKtb/JcoOBMUBjpVRsHtO1EaMQkJCWwJRtUxi/eTzn\nE88DUL1Udd667y2ebvQ03h7eBkvomsyYIZm5vb3FlbVJE6Ml0mg0BUEbMa7HJfWR4cPh22/la+r3\n3yUfhpWxKAtTt03lzZVvkpSRRECRACZ1nkSfun0KjRJ+p5jN4iwzdqz8f+ABePttSRqZ+xBu2SIh\nJN7eUpq8ShXDRNbkwZ9/im6UnAwtWkglk6Ago6XSGE2GOYPDsYevKwd7IPoAKZkpeS5TwqdEnsaN\nu/zvcrmkok4bTgIkAtd2k/sDl2+0gMlk6gF8DDyYl8KQxaBBg6hy5QlfokQJGjdunB1XFB4eDqDb\nV9rffPON0xwfpRTfz/ueVcdWsVqtJj4tHo5BtVLV+OTZT+hdpzfr1q5j0/pN+njdZnvFinBWrABv\n72AuXYL9+8O5fBlMpmBiY+HYMZl/4sRgmjTRx8sW7V27djF8+HCHkcfR2/p43fr4xF2pHXg8q7ax\n5lpcTx8ZOZLwRYtgxAiCrxgwrLn+Y5eO0evzXuzatQtaQZ+6fehXrB8lo0pmGzAc4fq3RjtrnLXX\nP3t2OB9/DBER0vb1DWftWli7NphGjaB793DatoX27YOvlFQNp1cvqFLF+vt77b5ae/2O0LalPtK7\nN1y6FM7o0bB1azANG8LLL4fz8MPQrp399rcwvA+zxjmKPPlp1ylTh/DwcFqXak1wr2AsysKcxXM4\nHnccz2qeREZFsmn9Jk7GnySuYhwbT21k49yNEAhUlX3u7dubYfcMc4j9ud22rfURe3piFAFigXpK\nqSNXxv0GnL6BW2ZH4Fegs1Jq+03Wqz0xCkB4eHj2Beao/HfhP0IiQpgdMZtjcceyx7cNasvbrd/m\nkWqP2K3XxxmO1+1iNkvOt9DQm8/3yivSwZefQ+7Kx8tW6GNWMPTxKhjaE+N6XFYfsVisnv/CoixM\n3jqZUf+MIikjCf9z/vzwyg/0qdfHqttxJGzxjAkJgRdflBLk5cvDr7+Kp8XUqZLv4rw4mFKtGjz8\nsJT2LFMGDh+G4jaIki0Mz1F77GN0NAwZAn/9Je3evWHKFAgIsOlms9Hn0blRSnE+8Tz7ovaxcPlC\nMu/KZF/0PiKjIhkTPIYXm79otIhWxWnDSQBMJtMsQAFDkGzgi4D78sgG3h6YC/RQSq2/xTq1EcMF\nOHrpKCH/hRASEcLeqL3Z4yv6VeTxeo/Tv0F/mlVoZqCErsfrr0vYdMmSkv+tVCn5n/VbsqRU5LNR\nVT6NRmMHtBEjb7Q+cmuOxB7h2YXPsubEGgAer/c4EzpN0ImzC0BCAgwdKgVjQCpcTJ9+9UduaqoY\nNcaNk0pgWUyZIjmpNI6NUnL+Xn1VSuIGBsJPPzlG9RKN82JRFh1Ocqv12dmIkbsuezQwSik1x2Qy\nVQb2IpnCT5tMptVAayAVMCGKxjqlVJc81ulSSkNh4tzlc8zdO5eQiBD+PfNv9vhSvqXEVbV+P9oE\ntXG5m9gRmDQJhg0DT09YsQJc1Mit0RR6tBEjb7Q+cmMsysKkLZN4e9XbJGckU7ZoWb7v/D296/Y2\nWjSnYtMmePJJKc/p6wvffCO99jfyaszMhD/+kPnKlpUqGB72DPrW3BHHjkn1knXrpP3ii1JdpmhR\nY+XSaBwFpzZi2AJXURrsRUHdss5dPkfogVD+Pvw3qZmp+Hj44Ovpi6+Hr/z38L26ncd/X8+ceb3c\nvVh3ch0hESGEHw/HoiwAFPUsSo/aPehXvx8dqnXAy93LRkegYLiiG9vSpdCtm3ge//qrJKeyFq54\nvGyNPmYFQx+vgqGNGPbDFfSRw7GHGRw6mHUn5Uusf4P+fNvxWwKKiOtAYbj/rLGP06ZJsRizWRJi\nz5oFtWtbRz5roM+jbTCb4auvpMpxRgbUqCEJ0lu2tM329Hl0HQrDfjpzYk+Nk3Ao5hAL9i9gwf4F\nbD692Wbb8XL3onONzvSr34+uNbtSxLOIzbalEXbtknJtFgu8/751DRgajUajcU7MFjMTtkzg3VXv\nkpKZQrmi5ZjSdQo9avcwWjSnwmKB//0PPvtM2q+/LtVIvHUBtUKBuzu89RY88oiUX42IgPvvl2ti\n9GjxftVoNNZBe2JoUEqx/dx2/tr/Fwv2L2Bf1L7saT4ePjxc7WEerfUoFfwqkJKRQkpmCqmZqdn/\nUzKutK/8z55+g2nVSlbjifpP0KtOL0r4lDBwzwsXZ85Ib8CZM9C/v8To6qp4Go1roz0x7Iez6iMH\nYw4yOHQwG05tAGBAwwF888g3lC6iEyIVhLQ0GDQIZs+Wj9kpU+C554yWSmMUqanw3nvimaEUNG8u\neletWkZLptEYgw4nuQZnVRqMJtOSydoTa/lr/1/8tf8vTiWcyp5WwqcEXWt2pUetHjxS/RGKeRUz\nUFKNNUhMhDZtxBOjdWv45x/dM6TRFAa0EcN+OJs+YraY+fbfb/nf6v+RmplKYLFApnadSvda3Y0W\nzemIiYGePSUfgp8fzJsnvfEaTXi45Mo4eVJyo4wbJ8ledSeSprBhbX1EZ0wsRCRnJPPRbx8x6K9B\nlPuyHA/+9iATtkzgVMIpKvhV4OXmL7PyqZVcfOMiM3rOoHfd3oXegJG7TrWzoRScOgUrV8Jjj4kB\no0YNKQVmKwOGMx8vo9DHrGDo46XR3DkHog/Q5uc2jFwxktTMVJ5u9DR7X957SwNGYbj/CrqPR4/C\nffeJAaNiRfl1dAOGPo/2IzgY9uyR8N2UFClb37q1lN1NS7uzdTvKPtqSwrCPUHj205ronBguTmxK\nLIsPLmbB/gUsP7yclEMpUFWm1Spdi561e9KzTk+aV2iuq4A4Obt3Q2goHDgA+/fLb1JSzvRSpWDJ\nEl0yVaPRaAorZouZ8ZvHM3r1aNLMaVTwq8DUrlPpWrOr0aI5BMePSxjIgQPQogU0aHDzPAb//iuJ\nsqOioGFDecdWqmQ3cTVOgr+/JFLv3l3K5m7cKENAgIQgDRkCNWsaLaVG41zocBIX5FT8KUIPhLJg\n/wLWHF+DWZmzp7Wo0CLbcFE7wIFSZWtuG4tFYi7ffVdKtOWmTBnJiF67tlj/GzQwRkaNRmMMOpzE\nfji6PhIZFcnghYOzE3YPajyIrx/+mpK+JQ2WzDG4eBFatRLPiiy8vaFxY7jnHjFqtGghH5tubrBg\ngZRQTUmBhx+WEJLixY2TX+McJCTA77/D1KnS+ZRFu3Zi4OjRQ4f7alwTnRPjGhxdabAHSikioyOz\nE3NuO7ste5qHmwfBVYLpUasHj9Z+lErFdReBKxEdLbGWS5dK+5lnJPdF7dqSPKpUKWPl02g0xqKN\nGPbDUfWRTEsmX238iv8L/z/SzGlU9KvItG7T6Fyjs9GiOQxJSfIRuXWreFTUry//Dx26ft7ixaVD\nYONGCdt89lmYPFlXntAUDKXkGps2TUJLkpNlfECA6HLPPw/Vqxsro0ZjTbQR4xocVWmwNRZlYcuZ\nLSyIXMBfB/7iYMzB7Gm+Hr50rN6RnrV70rVm16t6WQpDHWJr4sjHa/16eOIJqTZSqhT88ou4tRqJ\nIx8vR0Ufs4Khj1fB0EYM++GI+si+qH0M+msQW89uBWBw48F89chXt10ZzBXvv8xMScq5eDFUqQJf\nfRVOr17BAFy6BNu3y8dm1nD6dM6yH38M77zjfEkaXfE8Xosz7WN8fI53xp49OePbt8/xzvDyun45\nZ9rH26Uw7CMUjv20tj6ic2I4EenmdMKPh7MgcgGhB0I5l3gue1op31J0r9WdHrV60KFaB4p4FjFQ\nUo0tsVjg88+ldJfZLAnFQkLgrruMlkyj0Wg0jkCmJZMvNnzBmDVjSDenU6l4JX7o9gMdq3c0WjSH\nQikJtVy8GEqWhGXL4Pz5nOklS8JDD8mQxblzsG2bJPFs2tT+MmtcD39/ePlleOkl2LJFjBmzZ8Pq\n1TKUKSPeGUOGaO8MjSYL7YnhBJy9fJY3V77JkoNLiE+Lzx5fuXhletbuSY/aPWgT1AYPN22TcgVO\nn4bISImJzBq8vOQ3MxNeew2WL5d5R42CDz/UbqwajSZvtCeG/XAUfSTiYgTPhD6THVr6XJPn+PLh\nL/H38TdYMsfjs8/Ek8LbW0qPt25ttEQajRAfDzNnikHjv/9yxgcHwwMPSH6W5s0hMNAwETWaAqHD\nSa7BUZQGW5KUnkTAFwGkZqZSr0y9bMNF0/JNMTmbD6PmpsybB089deuyWwEB8Ntv0KmTfeTSaDTO\niTZi2A+j9ZEMcwbjNoxj7JqxZFgyqFy8MtO7T+fhag8bJpMjM3OmvG9NJpg7V0qRazSOhlJSBWfq\nVJgzRxLJ5qZSJTFmZCWebdZM50PTOCbaiHENRisN9mJ+5HwalG1AjdI17mg9hSHmyprc7vFSSlxS\ny5YFd/f8zf/FF+JZAZIJ3ctLjBnp6fKbNTRtKiXgKlYssFg2R19fBUcfs4Khj1fB0EYM+2GkPrLn\nwh6eCX2GHed2APBCsxcY12Ecxb2tWy7DVe6/1auhY0fIyIDx42H48JxprrKPN0Pvo3MSFwcrV0o4\n09at8O+/4SQnB183X7VqVxs2mjQBPz/7y2sNXPE85kVh2E+dE6OQ0qtOL6NF0NyCtDQID4dFi2Q4\neVKqhHz5JXTufOPEXxkZMGyYZKgGMWaMHOl8icI0Go1GYwx/7vuTHed2EOQfxPTu03no7oduvVAh\n5b//JJFnRoYYL3IbMDQaR6ZECejTRwYQY1zFijlJZ7dtg5074cgRGebMkflMJqhTJycEpUULaNQI\nfHyM2xeN5k7RnhgazR0QFQVLlojRYsUKSEzMmebpKUoSQIcO8NVXUpYtNwkJ0Lev5Ljw8YEZM7RL\nq0ajsR7aE8N+GKmPpJvT+Xz95wy/dzh+3k7a5WoHTp+Ge++Vql6PPSYfeW5uRkul0ViPzP9n777j\n26ruPo5/frK8d7bt2FlkkQlNoFAo6XpKJ21pnxa6eQq0dNHx0JaHUqB00QW00EHp3nQPoAsCpawA\nSQgxJJDYTpzpxPFesnSeP67seMiOZcuSJX3fr5deGvfq6pyjq6uffjrn3F7Yvv14b41Nm7wznvT2\nDl7P7/di0rVrvXk1Zs48fpk16/jt7OzE1ENSj4aTDKEkhiRCe7t3bvhf/9obCtJn9WrvNKeveY2X\n5b71VrjuOm+CJp8P3vMe7/7s2bB3L7zqVd6/QjNnwp/+5AVXIiKxoiRG/Cgemdqam+Hss73v3LPO\n8rrl659oSQddXV4iY2CPjerqwfHrSAoLByc4IiU6Bl7ydHJEGYGSGEMoaIhOOoy5iqVI7XXwILz6\n1d654zMz4UUvOp64mDdv+DaOHPESF7fe6p0StaDAO6XbD3/onapt6VK4805YuDAuVZpU2r+ipzaL\njtorOkpixE86xCPJ+vnr6fEmwr7nHu8798EHR578MFnrGA3VMTVMpI5tbfDEE14yo6Fh5MvQHhwn\nkpd34kTHzJlQXu4NhTlRT6h0eB8hPeqpOTFEEqi62pvfoq7OSzrceacXEI1mxgy4+WbvHOBXXOEN\nPfnCF7xl55wDv/udZpIWERGZDM55PSfvucfrBXnXXfrOFSko8E7V+sIXjryOc14PpoYGOHx49GRH\n36Wjw4uR6+pOXIbcXC+GXrZs8GXxYvXokBNTTwyRMbr3Xm8ysOZmOP10b/jHrFnRb+ef/4TPfhZW\nrvRmRc/Kin1ZRURAPTHiSfHI1NPdDVdeCV/7GuTnw333eaegFJHYc87r4TGWpMfevXDoUOTtmEFV\n1fDkxrJlXiJSE98nJw0nGUJBg8TDT38KF13kTdT5+td795UlFpGpTkmM+FE8MnV0dMBtt8ENN8D+\n/d6pzv/8Z29IiYhMDU1NsGMHPPPM8cuOHfDssyMPYykqipzcWLRIfwpOdUpiDKGgITrpMOYqlu69\ndyMPPLCBq6/27l9+uXfK1IyMxJZrqtL+FT21WXTUXtFREiN+0iEemeqfv7Y2+Na3vO/pw4e9x1at\n8pIZ5547tm1M9TrGguqYGlK1joEA1NR4SY2//nUjgcCG/iTHsWORn5OR4SUyIg1PSYbhY6n6Xg6k\nOTFE4iQQ8AKfu+/2uq7deCN86EOJLpWIiIgM1NwM3/ymN0Tz6FHvsec9Dz79aW/SbZ1GVSR5ZGbC\nkiXepagI+n7bO+dNlj+w50bfpaYGdu70Ln/+8+DtzZzpJTOGJjjmz9efkslMPTEkpTU3w5493ti7\noZemJm+dvt1n6HVzszcxUW4u/OIXcN558S+/iMhEqCdG/Cgeib/GRrjpJm/y7L7v9DPO8JIX556r\nsfMi6aKrC557LnKCo7098nOysrxEydDkxtKl3qllJbY0nGQIBQ0C3gHqwQdh40bvlFF9iYvW1olt\nd9YsL6N72mkxKaaISFwpiRE/ikfip6HBm6zzlluOf8+fc46XvHjxi5W8EBGPc7Bv3/C5N555Burr\nR35eRUXk3htz5+r4Ml5KYgyhoCE6qTLmamDSYuNGePTRyJMA5eVBZeXgS1WVdz19+vED0UjXBw5s\n5NxzN0xybVJHquxf8aQ2i47aKzpKYsRPOsQjif78HTjgzXfx7W97k3cCvOxlXvLi7LNj8xqJrmM8\nqI6pQXWcmNZWb/hJ34SifcmNnTu9MxtFkp9/PLExMMGxeLHXc3u80uG91JwYkpZOlLTw+WDdOm/c\n3JlnwsKFXqKitHRiGdORJhASERGRyRMIeD0qa2u98e6bNsEPf3j8x8WrXgVXXQXPf34iSykiyaqw\n0Js7Z+hpl4NBbzj5wDOm9N0+fNjr8f3EE4OfY+bNsTFwSErf7Vmz1HtjMqgnhiRcMOidK3rfPq9r\nV3398Nu1tcOTFqee6iUtNmyAs86C4uIEVUBEZIpST4z4UTwSnd5e7/u9psb7ju9LVvTdrq+HUGj4\n817/ei95ceqp8S2viEhj4+CkRt/t557zfs9EUlIyfM6NvtPCZmbGt/yJpOEkQyhomJjeXq+XQ1vb\n8euht/vuR/pwjtT0oz1+7NjgBMX+/SN/8Pv4fF6mtC9p8YIXKGkhInIiSmLEj+KRwUIh7/s9UpKi\npsbrZTHad7+ZN/58wQLvH84FC+D8871TpoqITCU9PbB7d+SJRZubIz/H7/cSGZESHKWl8S1/PCiJ\nMUS6BA3B4NiTDaPdPnRoI7Ch//GRxnzF26xZ3iQ6c+d6l77bfdeVld44tHhLhzFqsaT2ip7aLDpq\nr+goiRE/6RCPjPT5cw527YLHHvMujz/uXU40uXZ5+fEExcDr+fO97/2srNjX4UTS4RijOqYG1XHq\nc84bghIpuVFXN/BP343Ahv7nXXEFfOlL8S/vZNKcGGmotdU7T/JkMIOCAu+Sn3/89tD7+flexnCk\nbUTzeHHx8WTF3LlQVgbZ2bGpj4iIiEwe57zeFH3Jir7rvlOcDjRzpjdHVaRERVUV5OTEt+wiIvFk\nBrNne5dzzhm8rLMTnn3WS2jcdZf3x3LfEJWqqsSUN5moJ0YSCAa9MVP5+cMTC6MlHcayXk6OJpsR\nEUlV6okRP6kYjzjnDfvoS1b0XRobh687ezasX+9Nst03WV5ZWfzLLCKSzEIhb7h/InqiTSb1xEhD\nGRnezuzzJbokIiIikqr27x+crHjsMWhoGL7ejBlewuJ5z/OSFuvWeUND9KeIiMjE+Hypl8CYDPpZ\nnCRilcDYuHFjbDaUJtRe0VF7RU9tFh21l0hsHDoEf/0rXHstvOY1Xq+Jigo47zz47Ge97s0NDTBt\nGrzsZfCpT8G1126krs4b433nnd56553nPS9VEhjpcIxRHVOD6pg60qWesaSeGCIiIiIprKFh8JCQ\nxx/3zhA2VHHx4N4V69Z581f0JSg2btRYbRERSTzNiSEiIpKiNCdG/EyVeKSxcXjCoq5u+HoFBcMT\nFgsXauiqiIjEnubEEBEREZF+f/sbfP/7XtJi9+7hy/Py4NRTBycsFi9WwkJERJKTvr7SjMZcRUft\nFR21V/TUZtFRe4kMV1MDv/61l8DIyYEzzoAPfhB+9CPYvh1aWuDf/4avfx3e+lZYunR8CYx0+Pyp\njqlBdUwN6VBHSJ96xpJ6YoiIiIgksZe/3OuJ8bznwckng1/RnYiIpDDNiSEiIpKiNCdG/CgeERER\niSzW8YiGk4iIiIiIiIhIUohrEsPMSs3s92bWZmY1ZnbBKOt+xMwOmFmTmX3PzDLjWdZUpTFX0VF7\nRUftFT21WXTUXhILikfGJx0+f6pjalAdU0M61BHSp56xFO+eGLcCXcBM4G3At8xs+dCVzOzlwBXA\ni4B5wCLg2jiWM2Vt2bIl0UVIKmqv6Ki9oqc2i47aS2JE8cg4pMPnT3VMDapjakiHOkL61DOW4pbE\nMLM84A3AVc65Tufcf4A/Am+PsPo7gNudc88455qB64B3x6usqaypqSnRRUgqaq/oqL2ipzaLjtpL\nJkrxyPilw+dPdUwNqmNqSIc6QvrUM5bi2RNjCRBwzu0a8NhWYEWEdVeElw1cb5aZlU5i+URERCT1\nKR4RERFJYvFMYhQALUMeawEKR1i3ech6NsK6EoXa2tpEFyGpqL2io/aKntosOmoviQHFI+OUDp8/\n1TE1qI6pIR3qCOlTz1iK2ylWzWwt8IBzrmDAYx8DXuicO2/IuluA651zvwnfnw4cBmY4544NWVfn\nMxMRERmBTrE6mOIRERGR+ItlPOKP1YbGYCfgN7NFA7pwrgG2R1h3e3jZb8L31wKHhgYMoOBMRERE\noqJ4REREJInFbTiJc64D+B1wnZnlmdlZwGuAn0RY/cfA/5jZ8vC406uAH8SrrCIiIpKaFI+IiIgk\nt3ifYvX9QB5eV8yfAu91zj1tZpVm1mJmcwGcc38DbgDuBWqAXcA1cS6riIiIpCbFIyIiIkkqbnNi\niIiIiIiIiIhMRLx7YoyJmZWa2e/NrM3MaszsghHWW2Fmd5tZg5kFIyzfaGad4X9VWs3s6ckvffxF\n0V7vMLPHzKzZzPaY2ZfMzBftdpJdDNtL+9fg9d5sZs+E26vBzH5rZuXRbifZxbC9tH+N/Jx/mVlI\nx68JtVda7F8TEcNYpMLM/mRmR81sv5l9Y+B7kWjpEEPEoo5mlmVm3zOz2vDyJ8zs3PjWZGSxeh8H\nrLc4fIz48eSXfmxiWUcze4uZVYe39ayZvSA+tRhdDD+PU/a4E0UdkzaujEUdU+iYM+r7OGC9qI45\nU2JnjuBWoAuYCbwN+JaZLY+wXgD4FXDRCNtxwGXOuSLnXKFzLtI2UsFY2ysX+DAwHTgdeAnw8XFs\nJ9nFqr20fw32H7zZ/YuBeUAn8NVxbCfZxaq9tH9FYGYX4k1KPbQbofavCEZpr3TZvyYiVrHIzcBR\nYA7exKDnAJfFvLTjlw4xRCzq6Af2AGeHj9ufBn5tZlWTXPaxitX72OebwKOTU9Rxi0kdzexlwBeA\nd4bPUvRCYPfkFn3MYvU+TuXjTjrElbGoY6occ070PvaJ7pjjnJtSF7wxqt3AogGP/Qj4/CjPWQQE\nIzx+L3BRous01dprwHofAf440e0k0yVW7RW+r/1r5OcVhNf72kRy33pfAAAgAElEQVTbPZkusWqv\n8GPav4avXwQ8A5wGBAGf9q/o2ytd9q94tnV4+UixyA7g3AH3bwC+leg6jreeA9ZLihgilt/7EZZv\nBV6fanUE3gL8Erga+HGi6xfrOuL9qHp3ous0yXWcksed8daRJIorY1XHEdZJ6mPOSHUczzFnKvbE\nWAIE3PHTnoH3hq0Y5/a+YGaHzezfZnbOxIs35UykvV7I8VPKxbrdp6pYtVcf7V8DmNkLzKwJaAYq\ngU+MZztJLFbt1Uf712Cfx8v8H5rgdpJVrNqrT6rvXxMRy33qbuBCM8s1swrgFcBdMShjLKRDDBHr\n730AzGw2sHik5XEWszqaWRFwLfBRYCqdNjgmdQwPqVgHzAoPI9kTHmqRHfMSRy+W++pUPe6kQ1wZ\n61iwb72kPeaMVsfxHnOmYhKjAGgZ8lgLUDiObV0BLAQqgNuAP5vZgokVb8oZV3uZ2UXA84CvTGQ7\nSShW7QXav4Zxzv3HOVcCzAV60f4F42sv0P41iJmtA84EvjGR7SS5WLUXpMf+NRGx3KeuAVaGn78H\n2OSc+9OEShc76RBDxPJ7v2+ZH++sNj90zu2MUTknIpZ1vA64zTm3P6YlnLhY1XE2kAmcD7wAb6jF\nKXinT060WL6P1zA1jzvpEFfGMhYEkv+Yc4I6juuYMxWTGG14XWAHKgZao92Qc26Tc67dORdwzv0Y\nr/vYK2NQxqkk6vYys9cBn8PrZtY43u0kqVi1l/avUTjnDuCN3Xv7RLaThGLVXtq/BjAzA24BPuy8\nfodDM/XavwYYQ3uly/41EbHcp/4G/BpvDPsMYJqZfWlixYuZdIghYva9H15meD8muoEPxrao4xaT\nOprZWuClwI2TVM6JiNX72Bm+vtk5dzj8+NeYGse/WO6rU/W4kw5xZcxiQUidYw4Mr+NEjjlTMYmx\nE/Cb2aIBj60hNl1nIgZzSS6q9grPavsd4NXOuerxbieJxaq9Ikn7/WuITKAjBttJJrFqr0jSef8q\nwvuX6VdmdgBv4icD6s2bUV7712Anaq9IUnH/moiY7FNmNgOv6/otzrle59wx4Ad4XbungnSIIWL9\nvX873o/CNzjnhp2NJkFiVcdz8Cbe2xM+dnwceKOZPTY5xY5KTOronGsC6oesPnTi40SJSR2n+HEn\nHeLKWMeCSX/MGWJgHcd/zJmsCT8mcgF+DvwMb9KQs4BjwPIR1s0GTgZC4dtZ4ceLgf8KP5YBvBUv\nO3RSouuXqPYCXgwcAc6aaLsn8yUW7aX9K2J7XQhUhm/PAzYCN2n/ir69tH9FbK9ZAy7rwsf8OYBf\n+1d07ZVO+1c82jq8bsRYJLysHvjfcFuXAL8DfpLo+o1jn0raGCKGdfw28CCQl+g6TUYdgZwhx44v\n4/2bPy3R9Yvx+3gt8AjeWRVKgfuBaxJdvxjXccoed6KoY9LGlTGsYyocc0aLd8d9zEl4A4zQKKXA\n7/G6qtQCbw4/Xok33mbugIYI4c26Hgzf3h1eNgPv36dmoDG8A7w40XVLcHvdA/SEH2sNX//1RNtJ\ntUss2kv7V8T2uh7YG26r3XinL8vR/hV9e2n/Gt5eQ54zj+Fn29D+Ncb2Sqf9Kx5tzSixSHj5acC/\n8QK8w3gzsM9MdP3GUc+kjSFiUUegKvzedoSX9S2/INH1i+X7OGSbn2GKnJ0kxvuqH2/I3TFgP/B1\nBiQeU6SOU/a4E0UdkzaujEUdU+iYM+r7OGSbYz7mWPgJIiIiIiIiIiJT2lScE0NEREREREREZBgl\nMUREREREREQkKSiJISIiIiIiIiJJQUkMEREREREREUkKSmKIiIiIiIiISFJQEkNEREREREREkoKS\nGCIiIiIiIiKSFJTEEBEREREREZGkoCSGSIozsyVmttnMms3sA4kuj4iIiKQfxSMiEitKYoikviuA\ne5xzxc65b453I2Z2r5ldFMNyRfPa95jZ4XDgU21mFyeiHCIiIjJuikdEJCaUxBBJffOA7YkuhJll\nTODpHwYqnHPFwLuAb5jZ0pgUTEREROJB8YiIxISSGCIpzMz+BbwIuMXMWsxssZl9xczqzOyAmd1q\nZtnhdUvM7M/hfxiOhm+Xh5ddD5wNfDO8nZvNbJ6ZhczMN+D1+v8dMbN3mtkDZvY1MzsCfCb8+EXh\nfy+OmtldZlZ1ono457Y55wIDHmoDWmLUTCIiIjKJFI+ISCwpiSGSwpxzLwH+DVzmnCsCLgNOAlaH\nryuAq8Or+4DvA5VAFdAB3BLezlXh7XzAOVfknPtQ30ucoAinA88Bs4DPmdl5wCeB1wEzw9v8xVjq\nEg5iOoF7gYuccwfG8jwRERFJLMUjIhJLSmKIpAcLX18MfMQ51+ycawe+CFwA4JxrdM793jnXHV72\nBeCFE3zdfc65W51zIedcN3Ap8AXn3E7nXCj8+mvNrPJEG3LOvQYoAN4J/HAszxEREZEpRfGIiEyY\nkhgiacLMZgJ5wONm1mhmjcBdwPTw8lwz+46Z1ZpZE3AfUGJmNvJWT2jvkPvzgJsGvP5RvH9PKsay\nMedc0Dn3G+AR4PUTKJeIiIgkgOIREZkof6ILICJxcwSvS+aKEbo+fgxYDKx3zjWY2RrgCbx/TRzD\nu2q2h6/z8MaEAswZss7Q5+wBrnfOjanL5ij8eHURERGR5KJ4REQmRD0xRNKEc84BtwE3hv8Fwcwq\nzOy/wqsUAp1Ai5lNA64ZsolDwMIB2zsC7APeZma+8ARai05QjO8AV5rZyeHXLzazN472BDNbambn\nmlmOmfnN7G3AOuDvJ661iIiITCWKR0RkopTEEEl9A/99+CTexFYPh7to/h1YEl52I96/GEeAB4E7\nh2znJuBN4Vm8bww/dgneed+PAMuB/4xaEOf+gDfu9Jfh138SOPcE5Te8AOYQcBB4D/Aq59yeEzxP\nREREpg7FIyISE+YlQ0VEREREREREpjb1xBARERERERGRpKAkhkiSM7MaM3vxOJ53b3jc6FjWXWJm\nm82s2cw+YGY/MLProi/tiNs/y8xazaxlwKXVzFpi9RoiIiIyOczsU2b23Ti8zjvN7N+jLH+9me0J\nxxFro42RFI+IJAednURExuIK4B7n3CkAZvaDsT7RzO4FfuKc+/5I6zjnHsCbyEtERESSjHPuC/F8\nuVGWfRm4zDn3F4BozspqZiHgJOec4hGRKU49MURkLOYB2xNdCBEREZFRzAOqx/lcTRQokiSUxBBJ\nDaeZ2fbwTN23m1lW3wIzO2/AUJBnB5zCjAHrlJnZVjP7WIRl/wJeBNwS7lZ50pDlJWb2ZzM7HH79\nP5tZeXjZ9cDZwDfDz705/HjIzC41s51m1mhm3xyyzYvMrDq8vbvMrGrAsq+b2aFwfbYOOD3aK8Nt\n0GJme83soxNpUBERERnMzD5hZvXh79qnzexF4cc/Y2Y/GbDeO8ys1swazOyqgcM6wuv+ysx+FN7O\nNjM7dchrPBde9pSZvW4M5coys1a83zZPmtmzEdZZb2YPmtkxM9tnZt8wM3942X14Zx95Mvy6bzKz\nc/riiXDcsc/M3jXkNb9iZnVmdsDMbjWz7PCy6eF46Fg4lrnvRG0oImOnJIZIargQeBneedGXAlcB\nmNlpwI+AjznnioEXArUDn2hm84GNwM3Oua8O3bBz7iXAv4H3O+eKnHPPDVnFB3wfqASqgA7glvBz\nrwo/9wPh535owPNeBTwPWAP8d19yxczOwzv12uuAmeHn/yK87L+As/C6exYD/w0cDW/ve8DFzrki\nYCVwzwlbTURERMbEzJYA7weeF/6ufTmDYwoXXu9kvDjgAqAMKAbKh2zuNcDPw8v+HF6/z3PAC8Kv\ncS3wUzObPVrZnHM94WEgBqxyzi2OsFoQuByYBpwBvBi4LPz8c8LrrArHK3eE78/BG+5ajndK1VvM\nrDi87EvAScDq8HUFcHV42ceAvcB0YBZwZbhtTtSGIjIGSmKIpIZvOOf2O+eagM/hBQ4AFwG3O+fu\nAXDOHXDO7RzwvBXAvcCnnXO3j+eFnXONzrnfO+e6nXPtwBfwkiUn8gXnXKtzbm+4DGvDj18aXrbT\nORfCO4/7WjOrBAJ4wcTJZmbOuR3OuUPh5/UAK8ys0DnX7JzbMp76iIiISERBIAtYaWZ+59we51xN\nhPXOB/7knHvIOdfL8R/2Az3gnPubc84BP8FLBADgnPtt33d7OJnwLHBaFOWMOBGGc+4J59yjzrMH\n+C5wzpDVhj63B/iscy7onLsLaMP7swjgYuAj4ZijHS9e6Yu/AngJnAXh5/4n/PhY21BERqEkhkhq\nqB9wu47j/3hUArtGed6F4ef+drwvbGa5ZvadcLfRJuA+oMROPJvWoQG3O4CC8O15wE3hYSaNeD0t\nHFDhnLsX+CbePzaHzOzbZtb3vPPxenfUmXfmleePt04iIiIymHNuF15PhmvwvoN/bmZzIqxajtcL\noe95nRzvNdnn4IDbHUCOmfmgfyjK5vBQjGN4f7jMmGj5zWxxeIjHgXC88rkxbPdo+A+VgWUtMLOZ\nQB7w+IB45S68nhfgTTC6C/h7eGjMJ2DENiybaN1E0o2SGCKpoXLA7XnA/vDtvXhDTEZyDXAE+MUY\nkg4j+TiwGFjvnCvheC+Mvu1FO1HWXuBS59y08KXUOVfgnHsYwDn3TefcOuBkvH9D/jf8+OPOub4h\nKH8Efj3O+oiIiEgEzrlfOufOxos1wBtSMdQBYG7fHTPL5fiP+1GF58D6Lt4ZRkqdc6V4E4uPN0YZ\n6FvA08CicLzyfxPY7hG8hMaKAfFKSXioK865Nufcx51zi4DXAh/tm/siQht+cQJ1EklLSmKIpIb3\nm1mFmU3DG3f5y/DjtwPvNrMXmac8PB6zTwB4E5AP/GSciYwCoBNoCb/+NUOWHwIWRrG9bwNX2vEJ\nO4vN7I3h2+vM7LTwRFydQBcQMrNMM7vQzIqcc0GgFa/LpoiIiMSAmS0JxxNZeMMsOoFQhFV/A7zG\nzJ5vZpkMjwsibj58nR/e5hEz85nZu/HmuYqFQqDFOddhZsuA9w1ZfpAxxivhYTC3ATeGe2UQjsP6\n5vd6lZn1/YnUCvTixStjbUMRGUVckxhm9n4z22RmXWb2/ROs+5G+7l5m9r3wQVBEhnN4k2P9HW8y\nrGfxukjinNsEvBu4EWjGm8Bz3oDnER6v+ga8iadGmhdjtN4UN+J1qTwCPAjcOWT5TcCbwrNz3zjC\n9vrvO+f+gPevxC/D3T2fBM4NLy7CCxoagZrwa345vOztQE34OZfgDZURERlEsYjIuGXjfT834PX4\nnAl8auhKzrlq4IPAr8LrtQCHge5Rtt0XkzwNfBV4GC+psAJ4IIoyjhhf4PUcfauZtQDf4fgfPn2u\nAX4cHh7yxjFs/5N4cdfD4djj70DfH0WLgX+ad8aU/wC3OOfuY4xtKCKjMy+RGKcX806RFMKbiTfX\nOXfRCOu9HPgh3mkdDwB/AB5yzl0Zp6KKiIhIClIsIhJfZpYPNOGdWawu0eURkeQX154Yzrk/OOf+\nhPcv6mjegXdGhWecc83AdXj/JouIiIiMm2IRkclnZq8OT/ydj9ez4kklMEQkVqbqnBgrgK0D7m8F\nZplZaYLKIyIiIulFsYjI+J2HN1yiHm+C8bcktjgikkr8iS7ACArwxu/3acGb8KcQOJaQEomIiEg6\nUSwiMk7OuYuBixNdDhFJTVM1idGGN4Ffn2K8iXRah65oZvGb1ENERCTJOOdicWrCdDTmWAQUj4iI\niIwmlvHIVB1Osh1YM+D+WuCQcy7iPx/OOV3GeHnnO9+Z8DIk00XtpfZSm02ti9oruotMSFSxCKR+\nPJIOnz/VMTUuqmNqXNKhjulSz1iL9ylWM8wsB8gA/GaWbWYZEVb9MfA/ZrY8PPb0KuAH8SyriIiI\npB7FIiIiIskt3j0xrgI6gE8Abw3f/j8zqzSzVjObC+Cc+xtwA3AvUAPswjt3s0zQ/PnzE12EpKL2\nio7aK3pqs+iovSQGFIuMUzp8/lTH1KA6poZ0qCOkTz1jKa5zYjjnrgWuHWFx4ZB1bwRunPRCpZkN\nGzYkughJRe0VHbVX9NRm0VF7yUQpFhm/dPj8qY6pQXVMDelQR0ifesbSVJ0TQ0RERERERERkECUx\nRERERERERCQp2GTMFhpPZuaSvQ4iIiKTwcxwOsVqXCgeERERiSzW8Yh6YoiIiIiIiIhIUlASI81s\n3Lgx0UVIKmqv6Ki9oqc2i47aSyRx0uHzpzqmBtUxNaRDHSF96hlLSmKIiIiIiIiISFLQnBgiIiIp\nSnNixI/iERERkcg0J4aIiIiIiIiIpCUlMdKMxlxFR+0VHbVX9NRm0VF7iSROOnz+VMfUoDqmhnSo\nI6RPPWNJSQwRERERERERSQqaE0NERCRFaU6M+FE8IiIiEpnmxBARERERERGRtKQkRprRmKvoqL2i\no/aKntosOmovkcRJh8+f6pgaVMfUkA51hPSpZywpiSEiIiIiIiIiSUFzYoiIiKQozYkRP4pHRERE\nItOcGCIiIiIiIiKSlpTESDMacxUdtVd01F7Ri9RmXXVd7Pv2PqrfVs3T73qaZz/0LLuv2s2eG/aw\n79v7OPTzQxz5yxGa7m+ibWsbnTWdBI4GCAVC4y6Hc45QT4je1l56Gnroqu+ic1cn7dvbaX2ileaH\nmjm28RhH7z7KkT8e4fBvDtP4j0Zat7TSVd9FsCs4gVYYO+1jIomTDp8/1TE1qI6pIR3qCOlTz1jy\nJ7oAIiLpLtQTovk/zTTe2cjRu47Ssb1j3Nvy5fjIKMrAX+Tvv8YHoe4Qoa4Qrtv13w51exfX7Qh1\njT8B0iejIIPMGZlkzsz0rke4nTUzi8wZmfhL/ZhPIx1EREREZOw0J4aISAJ07+vm6F1HabyzkWP/\nPEaw9XhPhozCDEpfWkrpy0rx5fgItgTpbekd/bq5l96WXphAhwjzG74cH5Zt+LJ9+HJ83nX4dv/j\n2T4s0+ht6iVwJECgIUDgSAAXiPJY7IPM6RESHgMSH30Jj77HM/Iyxl/BNKQ5MeJH8YiIiEhksY5H\nlMQQEYmDUCBEy0MtNN7VyNE7j9L+ZPug5Xkr8pj+yulMe8U0il9QjC8r+tF+zjlCnaHBCY5mL6sx\nMAHRl5ywbBuUqJhIrwjnHMHWYH9CI3AkQE9Dz6Akx6DbDQF6m3qjfh1fro+Mwgwy8jLw5fkGX+f7\nIj6ekR9h3Txf5MdzJtYOU42SGPGjeERERCQyJTGGUNAQnY0bN7Jhw4ZEFyNpqL2iM9XaK9AUwJfp\n/ViNt2BXkLbNbbQ+2krzA800/qOxP6EA4MvzUfrSUnYs2sGrL381OVU5cS9jooUCIXobe48nO4Yk\nOYY+1tPQw+buzaxl7aSWK2LCI1ZJkvB1vBIlSmLETzrEI1PtGD8ZVMfUoDqmhnSoI6RHPWMdj2hO\nDBFJKc45Wh5qof7r9TT8rgEMCtYUUHxmMUVnFlF8ZjHZVdmYxe53nQs5OnZ20PpIKy2PttDySAvt\nW9txvYN/0OQty2PaK6Yx7ZXTKDm7BF+2j6Mbj6ZlAgPAl+kja3YWWbOzxrS+c47eu3s589QzCXYE\nCXWECHYECbYfvz3suj3y4yM9J9QZ8q47Jj5HyKh1z/GNmiSZ9eZZzL5g9qSWQURERCQZqSeGiKSE\nUCBEw28bqP96Pa2PtgLeHA/OuWHzRGSVZ1F0RlF/YqPwlEJ82WMfvtF9sHtQwqJ1UyvBliEvYpC/\nIp/C0wopOr2I0peWkrswd6LVlEnmQt6QnGGJj/Zg5CRJeNlIj4/0HE7wtTX/2vnMv3r+hOujnhjx\no3hEREQkMg0nGUJBg0h6CxwLcOC2A+z7xj6667sB8E/zU/7ecireX4G/2E/LphZaHmyh+cFmWh5q\nobdx8FwMlm1klmZ6CQ8HOO/H7Ei3Q+3D/6XPnpvdn7AoPK2QwucV4i9UZzcZzjnvbDCj9Q7JW5pH\n/vL8Cb+Wkhjxo3hEREQkMiUxhlDQEJ10GHMVS2qv6MSrvYJdQTqf62T/t/dz8IcH+5MKecvymHv5\nXGa/ffaIZ7HoG/rR8tDxxEZHdXSnNM0ozKBw/fGERdFpRWSXZ4+rLtrHoqP2io6SGPGTDvFIOnz+\nVMfUoDqmhnSoI6RHPTUnhoikvK76Lo798xg9B3siXgZOkAlQ+rJS5n5kLtNePu2EEyaaz8hflk/+\nsnzK3l0GQG9zL8H2IJi3HKP/MvC+mXc7oyB+EzOKiIiMx4737qB1Uytr/rGGzGmZiS6OiEjMqCeG\niEwprZtb2friraOeftP8RtacLEpfXsrcy+dSsLIgjiUUSR7qiRE/ikdkKjl611G2vXIbABUfqmDx\nTYsn/TVDPSHaNreRtywPf7H+JxWR4zScZAgFDSKpo317O1s2bCFwJEDRC7yJN7PmZHmX2Vn9t/2l\nfvWEEBkDJTHiR/GITBWhnhCbVm6i89lOwEv8r39qPXlL8ybl9brquzjwnQPs/+5+AocDZM7IZMHn\nFlD2P2VYRvSHn97WXp5++9OE2kOs/OPKEYeHikjyiHU8Mvbp+CUlbNy4MdFFSCpqr+hMpL06nu1g\n60u3EjgSYNorp7H2nrUsumERlR+tZPaFsyl9SSn5K/LJnJ6ZUgkM7WPRUXuJJE46fP5SoY71N9bT\n+WwnuUtzmf3O2bhex66P7+pfHos6Ouc4ds8xnjr/KR6e/zB119d5CYyZmQSOBNh56U4eX/c4Tfc3\nRbXdYGeQp857iqN/PMqxfx5j95W7x1W+VHgfT0R1TB3pUs9YUhJDRBKus7aTrS/ZSs/BHkpeUsKK\n367Al6XDk4iISDS693dT99k6ABbfvJhFX1pERmEGR/9ylMZ/NsbkNZrub2LTqk1sfclWjvzuCGbG\nzDfPZO39aznz0Jmc/KuTya7Mpm1LG1vO2cL2N2+na0/XCbcbCoTY/qbtNN3bROasTMxv7LtpH033\nRZcIEZHUp+EkIhJTvW291H+tntZNrcx840xmXTgLX+bICYnufd1sfuFmunZ3UXxWMavvXk1GvrqO\nisSChpPEj+IRmQqq31bN4Z8dZsbrZrDy9ysBqPtiHTWfqiF/VT7rNq+LOMTDOUfnrk5y5ufg80f+\nzg4FQtRdV0fd5+sgBFllWZRfWk7ZJWVklw0+Q1ewI8jeL+9lzxf3EOoK4cv1sfCGhVRcVhGxN6UL\nOqrfWk3DrxrwT/Nzyv2ncPiOw9RdW0fOghzWPbkOf4Hm2RBJVpoTYwgFDSJTQygQ4sDtB6i9ppbA\noUD/49lV2VRdUcWci+aQkTs4OdFzqIfN52ymc0cnhesLWfPPNfiLFKSIxIqSGPGjeEQSrfk/zWw+\nazOWbZz29GnkLsgFvNOSb1q+ia7aLpZ8Zwnll5QPel6gKcDOS3bScEcD2ZXZVHyggrL3lA06o0nn\n7k6efuvTtDzcAgZVV1Yx/+r5J+w12bWni10f30XDHQ2AdzaxZT9YRnbF8aSHc44dF+/g4O0HySjM\nYM09ayhaV0SoJ8QTpz9B25Y2yt9XzpJbl8SqqUQkzjQnhkyIxlxFR+11Ys45Gn7fwKZVm7jjfXcQ\nOBSg8PRCFn1tEXnL8uje082zH3iWhxc8zJ4b9tDb6p11JHA0wNaXbaVzRyf5q/NZfffqtExgaB+L\njtpLJHHS4fOXrHV0QcezH3gWgKorqvoTGAAZORks/NJCAGo+XcO//vqv/mUtj7bw+CmP9ycZuvd2\ns/sTu3mo8iF2XraT9mfaOfSzQzy29jFaHm4he242a+9dy8LrF45p2GdOVQ4rfr2CFb9ZgX+6n2P/\nOMamVZs4/KvDXrmdY9dHd3Hw9oP4cn2s+usqitYVAeDL8rHsR8uwTGP/t/ZHNRwmWd/HaKiOqSNd\n6hlLSmKIyLg1P+j967P9Ddvp3NFJVnkWJ99xMqc+dCqVH6lk/fb1rPjNCgpOLSBwKMDuT+zm4aqH\nqbm6hq0v30r7tnbyluXpHPYiIiITsP+2/bRtafN6P36yatjymW+aSdELiggcDnDwZwdxIceer+xh\n8ws201XbRcGpBZy24zRW3bmK0v8qJdQRYv+39rNp+SaeftvTBFuDzDh/Buu2rqPknJKoyzfz/Jms\n37aeaa+cRu+xXqrfUk31hdXs/tRu6m+sxzKNlb9fScnZg7ddsLqA+Z+ZD8CO/9lBb8vIp18XkfSh\n4SQiErW2bW3UXl3LkT8cASBzZibzPzOfskvKIs5/4Zzj2N+PUff5Oprvb+5/PGdRDqfcfwrZ5dnD\nniMiE6fhJPGjeERizQUdrZtbabq3iaZ7m2jf3k7+inxKzimh+JxiCp9XiC/TR+BogEeWPEJvYy8n\n33Eys944K+L2Wja18MRpT2BZRvHZxTT9y5sws+LDFSz60iJ82ce/v9ur26m/uZ5DPz4EBifddJJ3\nylSb2OHEOceB7x7guY8+R6gj5D3ogxV3rGDmG2ZGfE6oN8TmMzbT+lgrZe8pY+ltSydUhhM59LND\n1F1fx+x3zKbyo5WD2kVExkdzYgyhoEEkftqfaaf2mloaft0ADnx5Pio/XknlxyvxF45tKEjTA03s\n/dJeeg73sOLXK8iZlzPJpRZJX0pixI/iERmPUCBEb3MvweYgvU299Db30ra1zUtc3N9EsDk44nN9\n+T6KzyzGBR1N9zRR8uIS1vxzzaiJhqff/jSHfnoIAP80P8t+sIwZr50x4vq9zb24Xkfm9Nj2lux4\ntoNn3vEMrY+1svT2pcx5x5xR12+vbuexUx/DdTtW3bmK6a+YHtPy9DnylyM89bqnINzsOYtyOOnr\nJzH91dMnnMARSWdKYgyhoCE6GzduZMOGDYkuRtJQe3k6d3VSe12tF/iEwLKM8veWU/XJqkEzkqu9\noqc2i47aKzpKYsRPOsQj6fD5m+w6tj/Tzu5P7qb1kVZ6m3sJdYZGXT9nQQ4lLyqh5EUlFJ5S6CU4\n7mui6b4mOnd0Hl8xA9ZvXU/+ivxRt9dV38X3T/8+Zy4/k/tmdJQAACAASURBVGU/WEZOZeL+SHDO\nEWwNjnk+rD1f3sPuK3aTVZ7F+qfWk1maSSgQonNnJ+3b22l/qp327e107uxk1xm7ePN33hxV4qH5\noWa2vmQroc4Qc941h5ZHW+io7gBg2rnTOOnGk8hbmjeuuk4GfR5TRzrUM9bxSPrNoiciY9ZV10Xd\n9XUc+MEBCIL5jTkXz2He/81LaOAjIiKSTHqbe6m9rpZ9N+/D9Q5IdvnAX+zHX+wnozgDf4mfnPk5\nlGwoofRFpcN6K+avyGf2hbMB6D7YTfP9zTQ/2EzRaUUnTGAA5MzNYflPl7P2RWtjWr/xMLOoJvSu\n/GglR35/hJaHWtiyYQuEoGNHBy4wPHl48KmD1JbVMv+a+WNKZLQ/3c62V2/zEhgXzWHp95bieh37\nb91PzWdqaLy7kU0rNzH38rnM+/S8tJyIXGQqUU8MERkmcDRA3fV17Lt1H67HQQbMeccc5n163qAZ\nz0VkalNPjPhRPJI+Wh5robuum4JTCshZkDPqj2QXchz80UF2f3I3gcMBMCi7uIyqK6rInJ1JRn6G\nhilEoWNnB4+teYxQV7gHi3m9VfJX5pO/Ip/8lfn0tvR6Z2oJwrxPz2P+taMnMrrqu9h85ma693Yz\n/TXTWfG7Ffj8x+fB6DncQ83/1XDg9gPgIHN2Jou+tIjZb5+N+fTeiYxFUg8nMbNS4PvAy4AG4Ern\n3C9GWPfTwCVAAbAZ+IBzrjrCegoaRGIk2BGk/qZ69nxxD8GWIBjMumAW86+ZT97iqdOFUkTGRkmM\nyBSPyHj0DQU5+sej/Y/5p/spWl9E4frC/kv2HG+YZcsjLTz7wWdp3dQKQNELilh882IKTy1MSPlT\nRcsmb5hH3oo88pfnk5GfMWydw786TPVbq71ExlXzmH9d5ERG4FiAzWdvpmN7B0VnFLHmn2vIyBu+\nPfCSV8996DlaHmoBoPD0QhZ/YzFF64tiW0GRFBTreCTe0+3eCnQBM4G3Ad8ys+VDVzKz1wKXAmcB\n04CHgZ/EsZwpS+chjk66tJcLOg58/wCPLHmEmitrCLYEKX15Kes2r+Pkn5085gRGurRXLKnNoqP2\nkhhRPDIO6fD5i1TH7oPd7HzfTjat3MTRPx7Fl+ej9KWlZM7IpPdoL413N1L32Tqeeu1TPFT2EA9V\nPsTmczbzxPOfoHVTK1nlWSz/2XJO+fcpUyKBkezvY9H6Iua8cw5F64oiJjAAqmdXc/LPT4YMqLu+\njtqraxmaZAx2BnnqtU/Rsb2DvOV5rPrLqhETGABF64o45YFTWPbjZWTNyaL1kVaeOP0J6r9RH9P6\njVWyv49jkQ51hPSpZyzFbUCXmeUBbwBOds51Av8xsz8CbweuHLL6CuAB51xd+Lk/BS6PV1lF0kUo\nEKLx7kZ2f2o3Hdu9yasKTilg4Q0LmfbSaQkunYhI7CkekbHqbeul/mv17LlhD6H2EPig7JIy5l8z\nn+yybJxzdNV10bqp9fjl8Va667vpru/GsozKj1VSdWUV/gLNoRBvs/7bO9Vs9YXV1F1fh3OOBZ9d\ngJkR6g1RfUE1zQ80kz03m9V/W03mtBOfgcV8xpy3z2HG62ZQd10de7+yl+c+9Bwu4Kj8aOVkV0lE\nwuI2nMTM1uIFAgUDHvsocI5z7rwh654G3AG8FKgFPgcscs6dH2G76r4pMkah7hAtj7bQfH8zTfc3\n0fyfZi8wA3Lm57DgcwuY9ZZZGuMpkiI0nGQ4xSNyIqHeEAe/f5Daz9TSc7AHgOmvnc7CLy4kf/no\nk2e6kKNjRwft29spXFdI7nzNI5Voh399mOoLvaElVf9XxYLPLmDnpTs5cNsB/CV+TnnglDFNihrJ\n/u/sZ+d7dwKw4PMLmPepebEsukjKSOazkxQALUMeawGG9atzzj1qZj8CdgC9wF7gxZNeQpEU0dvc\nS9feLrr3dtO9t5uu2i6aH2ym5eEWXPfgIDt3cS7l7y2n4v0V+LLjPcJMRCTuFI9IRM45jv7lKLs/\nsZuOp73eiYXrC1n05UWUnFMypm2Yz8hfnn/CZIfEz6z/ngUG1RdUs+dze2i6p4mWh1rw5fhY9ZdV\n405gAJRfWo5lGjves4OaK2twPY55V8/TZK0ikyyeSYw2YOjMN8VA69AVzewDwEuACuAQXhfPe83s\nZOdc19D13/WudzF//nwASkpKWLt2bf+5dvvGGOm+d//GG29U+0RxP5naa9+t+/jTDX8icDjA6s7V\nAGxhCwBrWdt/P2d+Di9+1YspeWEJWzK2wHSo3FCZdu01Ve5v2bKFyy+/fMqUZ6rfV3uduH2ampoA\nqK2tRSJSPDLO+6n8+fvrrX9l/3f20/5kO2tZS3VZNWUXl3HONedgZgkvXyzv992eKuWZjPtD45Hq\nmdUcu+oYpdeXeqdotS0suGoBxS8onvDrlV1UxkO7HmLPF/bANd5Q3bqX1GFm+jxO8H7fY1OlPPHa\nXxNdnljtn5MZj8RzOEke0AiscM7tCj/2Y6DeOXflkHX/AvzNOfeNAY8dA17inHtiyLrqvhmFjRs3\n9u9gcmLJ0l6tT7Ty+LrHIfxR8OX5yK7MJqcyh+y52WRXZlP4vEKKzyomc/qJx3yOV7K011SiNouO\n2is6Gk4ynOKR8UvFz1/Hzg52X7mbI789AsC2om28/rrXU/7e8pTtnZiK7+NQI9Wx4bcN1Hy6hqpP\nVTHn7XNi+pqHfnmIp9/2NASh8n8rWfilhZPaIyOd38dUkw71TPZTrP4c72fWxcCpwJ+BM51zTw9Z\n7/N4M4G/Ee/UZ2/Dm0m8wjnXMmTdlA8aREbjnGPLhi00399M+fvLWXDdAvylfnVlFBElMUageES6\nD3ZTd20d+2/bD0Hw5fqY+5G5VF1Rhb9Yk3DK+DT8toHqt1Tjeh0VH67gpK+fpHhMhORPYgw8L/sR\n4BPOuV+ZWSWwHW+m8PrwvyQ3Aa8BcoDngE855/4RYZsKGiStNfyuge3nbydzRianPXsamSWT19NC\nRJKLkhiRKR5JX72tvez9yl72fnXv8TOOXBQ+40hFdqKLJyngyJ+OsP2N23EBR/n7yln8zcWaMF3S\nXqzjkbj2k3POHXPOvd45V+Ccm++c+1X48b3OuSLnXH34fodz7mLn3BznXIlzbl2kgEGiN3CMmZzY\nVG+vUHeIXf+7C4D5185PeAJjqrfXVKQ2i47aS2JB8cj4JPPnL9QTov6b9Tyy6BHqrqsj1B5i+nnT\nWf/UepbetrQ/gZHMdRwr1XFyzXjtDFb+YSWWbez/1n52XroTF4p9glPvY+pIl3rGkvrLiSSx+pvr\n6drdRd7JeZRdUpbo4oiIiEwpzjkaft3A7v/bTdcuby7WojOLWHTDov5JHUVibforp7Pqz6t46rVP\nceB7BwgFQiy7fRmWoR4ZIrEQ1+Ekk0HdNyVd9Rzu4ZHFjxBsCbLqrlVMP3d6ooskIlOMhpPEj+KR\nqcU5x7G/H6PmqhpaH/NOPJO3LI8FX1jAjPNmaJ4CiYtj9x5j26u3EeoIMevCWSz70TJ8/tScMFZk\nNLGOR9QTQyRJ1X6mlmBLkGmvmKYEhoiISFjTfU3UXFVD8wPNAGSVZTH/2vnMefcc/YCUuCp9USmr\n717Ntldu4/DPD+MCjuU/W44vU/uhyEToE5RmNOYqOlO1vdqeamP/d/dDBiz66qJEF6ffVG2vqUxt\nFh21l0jiTPXPX8sjLWz9r63eGbseaMY/3c/CLy/k9OdOp/zi8jElMKZ6HWNBdYyvkrNLWP331WQU\nZdBwRwOPrX2M6rdWU/PpGg784ABN9zXRVd8V9bwZU6mOkyUd6gjpU89YUk8MkSTjnGPXx3ZBCMrf\nX07+8vxEF0lERCRhWre0Unt1LUf/fBSAjKIMKj9eydzL5+IvVKgriVd8RjFr/rmGJ899ko7qDjqq\nO4atY1lGzoIcchfmkrsol5yF3u2chTnkLMjBX6B9WaSP5sQQSTJH7zzKtldtI6M4g9OfO52sGVmJ\nLpKITFGaEyN+FI/EX/vT7dR+ppaGOxoA8OX7mPvhuVR+rJLMaTrduEw9vS29tG1po3N3J127u+jc\nFb7e3UngcGDU52bOziR/eT5z3jWHWW+ZhS9bHeolecQ6HlESQySJhAIhHlv9GB3PdLDoq4uo/Ghl\nooskIlOYkhjxo3gkfjp3d1J7bS2HfnoIQmDZRsVlFVR9soqsWUrsS3Lqbeulq2ZwYqP/uqYL13P8\n+JI5K5Py95ZT/t5yssuyE1hqkbGJdTyiFF6a0Zir6EyF9goFQgQaA3TVdbH3K3vpeKaD3JNyqfhA\nRaKLNsxUaK9kk2xt5pyjIxjkYHc3oQT8YEu29hJJJYn+/HXVd7Hj0h08uvRRDv34EOYzyt9XzvN3\nPZ+TvnZSTBIYia5jPKiOU5O/wE/BqgJmvm4mlR+tZMk3l7D6ztWc/szpvLDjhTx/z/NZevtS8tfk\nEzgc4I/X/ZGH5z1M9duqaXm0JdHFnxTJ+D6OR7rUM5Y0uEpkCuk+2M1zlz9H66ZWgi1Belt7cd3D\nfygu/PJCfFnKQcr4OedoCwZp7O2lMRDovz464PZI193h5EWJ38/zi4o4I3w5vaiIIr++VkQkNpxz\ndO/tpm1LG41/b+TA9w5434k+mPOuOcy7eh65C3ITXUyRSWcZRk5lDmUXlTHn3XNo/nczNVfV4P7j\nOPyzwxz+2WGKnl9ExYcqmHn+TMWIkvI0nERkijh651GeedczBBqGjIn0QUZhBv4iPxmFGZS+pJST\nbjpJ57iXYZxzHA4E2NvVxd7u7v7L4Z6eiAmJ3nEeO7PNyM3IoKm3d9DjBqzIz+9PapxRVMSSvDx8\n2lcTRsNJ4kfxyMSEekN07uikdXMrbVvaaNvcRtuWNnobBx9nZr1lFvOvmU/e0rwElVRk6uiq62Lf\nLfs4cNsBepu8z0pWWRbll5VTfkm5hlfJlKE5MYZQ0CDJLtgVZPcndrPv5n0AlLy4hJO+fhJZs7PI\nKMzAl+tTwiLJdYdCZAB+3/j/GXHO0dzbOyg5sWdgsiJ8uyeK42G+z8e0zEym+f2DrqdHeGzgdW5G\nBgB7u7p4qKXFuzQ380RbG4Ehr186pLfGaeqtEVdKYsSP4pGxC7YHadt2PFHRtrmN9m3thLpCw9b1\nT/dTeEohBWsLmP322RSsLkhAiUWmtmB7kEM/PUT9zfX9Zz6xbGP2BbOp+FAFhacUJriEku6UxBhC\nQUN0Nm7cyIYNGxJdjKQx2e3Vvr2d6guqad/WjvmNBZ9fQOXHKjFfcv7mSPf9KxAKsaOjg23t7TzZ\n3s6TbW082d5OfXc3ABlAjs836BLcvJnp69cPezzH58NvxsGenv5ERWsweMIyTPP7qczOpjInx7vO\nzmZOVtawxERpZibZE0iqRNIVDPJEW1t/UuOhlhb29/QMWseAlQN7axQXsyQ3d8yJunTfx6KlJEb8\npEM8Mp7PX09Dz6BkRduWNjp2dsDwfAU583MoOKXAu6z1rrMrsuOayE+HY4zqmBoi1dE5x7F/HWPf\nzfs4+pejED4kFZ9dTMWHKpjxuhn4/Mkz1CQd3kdIj3rGOh7R32EiCeCcY/+39rPrY7sIdYXIPSmX\n5b9YTtG6okQXTcbAOcfBnp7+RMW28HV1R8ewnggAfjNCzhEE2kMh2kMDovfubmrb2sb0unk+H1UD\nkhOV2dmD7+fkkB/uJZEIORkZnFlczJnFxVBZiXOOPd3d/QmNh1pa2Bxur23t7Xz3wAHAS7w8f0BS\n47TCQgrVW0MkabmQo+bTNRz84UF69vcMW25+I29lXn+iomCtd8ks0WlRRSbCzJj20mlMe+k0Op7r\nYP8t+znw/QM0/7uZ5n83k12ZTcX7Kyi7uEynIZakpp4YInHW9mQbu6/cTeNfGwGYc9EcTrrpJPwF\n+tE21T3e2soX6uq4r7mZI4HI53NflJPDqoICVufnszp8vTA3lwwzekMhuqK49DjHrMzM/l4VpX5/\n0g8t6gwGeby19fgwlJYWDg7preFjQG+N4mLOKCpicRS9NeQ49cSIH8UjHhd07HjPDg7+8CAAGQUZ\n5K/Jp2BtQf+wkLwVeWTkJC7hKpJOelt7Ofijg+y7eR+dz3YC4Mv1Mfttsym/tJzcJbn4CxWDyuTS\ncJIhFDRIsmh+qJk9n9/jde8DMoozWPrdpcz671kJLpmcyObWVq6preVPR4/2P1bi97MqP39QsmJF\nfr56EETJOUfdwLk1WlrY0tY2bNLR6X29NYqLOaWggJX5+VRmx7ebeTJSEiN+FI94pwR/5h3PcPiX\nh/Hl+VjxmxVMe/m0pB0iKZJKXMjR+LdG6m+q59jfjg1a5sv3kV2WTdacLLLKso5fh29nl2WTVZZF\n5oxMfZ5lXJTEGEJBQ3TSYcxVLE20vfrGJu753B6aNjYBXva77JIyqv63iuyK7BiVdGqYSvtXyDnu\nbWoiy4wzi4vJGMeP3Sfb2rimtpbfHzkCQK7Px/srKrisvJz5OTkx+QE9ldpsqugY2lujuZlDfT1f\ntmyBtWsBKMrIYGV+fv9lVfh6RpZmY++jJEb8pEM8MtrxKtQTovot1Rz5/REyCjNYdecqSs4qiW8B\nYyAdjsmqY2qYSB3bn2ln3zf20Xh3Iz37eyJOqhtRBmTNPp7kGJT4GJj8mJMVk95W6fA+QnrUU3Ni\niCSBwLEAx/51jL037KV1UysAGUUZVHywgrkfnkvWTP3ImkzPtLdz6c6d3N/cDMDszExeN2MG58+c\nyYaSEjJPMKHlU21tXFtXx28aGgBvMs7Lysu5oqqK2fqBPOnyMjI4u6SEs0u8H0DOOWrDvTV+W1/P\nsZIStrW3cyQQ4MGWFh5saRn0/NmZmawK99boS26cnJdHgXrJiEyKYFeQ7W/cTuNfG/GX+Fn9t9UU\nnaY5nkSmqvxl+Sy5ZQngfccGW4J0H+im52APPQfCl4PHr7sPdNNzoIfexl569vdEnOtmKH+Jf8Re\nHbmLcylcX6jelDJu6okhMkHBjiBtm9to2dRC66OttG5qpfO5zv7lmTMzmfuRuVRcVoG/WD+iJlN3\nKMSX9uzhc3V19DjHzMxMCjIyqOnq6l+n1O/ntdOnc/7MmbystJScARNhVre3c21tLXc0NOCAbDPe\nW17OJ6qqKMtOrV4zyc45x+FAgKfa23mqvZ1tbW39twdNnDrAgpycQT02VubnszQvj6wYn6VlKlFP\njPhJ13gk2BHkqdc9xbF/HMM/3c+af6zR6RxFUlSoO0TPoSHJjRESH6539ONh3vI8yt9bzux3zNak\nvmlAw0mGSNegQRLLOUf9TfUc/MFB2re3w5AzX1q2UXhKIbMumEXZe8rIyNMEZpPtgaYmLtm5k6c7\nvPOj/8+cOdywaBGlfj9b29r47ZEj/LahoX85QEFGBq+aNo1XT5/OXY2N/OLwYRyQZcYl5eV8sqqK\nCiUvkkooPMdGf3IjfP3MKGeOWZqb6yU3BvTeWJCTgy8F/iFSEiN+0jEe6W3tZdurt9F8fzOZszJZ\n8681FKwsSHSxRCTBXMgRaAwMTmwMSHw0399MzwGvN4cv18esC2ZR/r5ynaUvhSUsiWFmrwXOAWYA\n/QVwzr0jVoUZj3QMGiYiHcZcxdJI7VV7bS2119R6dzIgf2U+ReuLKFxfSOH6QvJX5uPLTN1/d0eS\niP2rKRDgUzU1fHv/fgCW5ObynSVL2FBaGnH9p9vb+d2RI/yuoYEnhpzaNNOMi8vK+FRVFXNzcia9\n7KDPZLTG216BUIidnZ3Dem7s7uoi0jdIns/HigjzbczJykqq7q+pmMRQPJI4Az9/gaYA216xjZaH\nW8gqz/p/9s47rqlz/+PvEwh7ySaAIAjiAGet1mqtHbe1y962t60d185bu9tfx+2009u9q7XbDr29\nXXbYdbX1dlktLhwslR32hgAhyfP74wEERAUMZJ3363VeSU5OTr7PSXLON5/nO5i4fiK+Kb62NdAK\nuMI5WR2jc+DIY7S0W6j+spqS5SXUra/rWu8/zR/dYh3hF4Xj5uPm0GMcCK4wTpvUxFAUZQlwHfBv\n4AJgBbAQ+MhahqioOAqFTxVKAUMDY94Y03WiVRlehBB8VlXFTbm5lBqNaBWFf44cyb0jR/ZIEenN\nWF9f7vP15b64OPJaWvisqoofamoY7e3N3SNHMnKYxAuV4UXbIUqM9/Xlwm7rm81mMrtFbHRGb5Qa\njfzZ2MifjY099hPi7t6zmKifH+N9fAjSqqGww4Hqj9gH7dXt7PjLDpq2NOE50pNJP07CO9Hb1map\nHCVlbW1EDIFQaxaC2vZ2teiyShcarYaw88IIOy8MQ44B/Qo9Ze+U0ZjeSPZV2ey9fS+Rf4+kZUrL\nkXem4pL0KxJDUZQC4AwhxC5FUeqEEEGKokwH7hdCnD3kVh7eNqef+VCxH4pfLmbvzXtBgZR3U4i8\nPNLWJrkUQgj2t7byc10dH1dW8m1NDQDHBQTw+pgxjPd1/FlAFfugur2d3b3FjaYm6s3mPreP8fTs\nUWsj1deXFB8fvA8jqA0HzhaJofojtsdYYWTHKTtozmjGK9GLSesn4RWnir+Ozofl5Vyamcl1Oh3L\nkpKsJmSkNzRwZXY2u5qbWTpqFHePHOlQ0Wwqw4e5xUzlfyrRv6an4Y8DBbuD5gahW6wjdEEoGg/X\ni3J2FmySTqIoSr0QIrDjfgUQLYRo777eVriK06BiXUyNJszNZjwj+1/vQP+GnpxrcwBIXpGM7lrd\nUJmn0oEQgkyDgZ/r6vhffT0/19WhNx6oiB3g5sYTCQn8Q6dzivoFKvaNEIKStraD6m3sMRho7aOY\nqAYY3Vlvo5vAMdrbG/dhKibqhCKG6o/YkDZ9GztO3oEh04BPig8T1010ulbhrojBbCZp06au6+vT\nCQncMXLkUe2zxWxmSX4+zxYV0f3seHlEBK+PGYOnExdUVjl6Grc1on9NT/mH5Via5TdIG6El6qoo\ndNfqVOHUAbGViLEVuEwIsVtRlB+BNUAt8KgQIt5axgwGV3AarIkr5FwdDmERlK0sY9+d+zDVmgg9\nN5TY22MJmBnQ58xA5/Eq+6CMrMuzQMDoF0cTc3OMDay3f6zx/RJC8J/KSv5TUcHP9fVUtbf3eD7E\n3Z05QUHMDgzkovBwh+8a4pC/ybY2qKmB0FAY5jQKezxeZiHY173eRsdtjsFAX31SPBWFsb1qbUzw\n9SXW09PqM5ROKGKo/oiNaC1s5e2ZbzNOPw7fCb5MXDcRjwjnSw+wx3OMtek9xqUFBdyXl0e0hwcl\nRiMK8On48ZwbFjao/f9SV8dV2dnktrSgAW6LiWGavz9XZWdjsFg4PjCQz8ePH9L0Elf8HJ2R9V+v\nJ6UghZLlJRh2dxRm10DI/BB0i3UE/yUYxc3xL3Gu8FnapCYGcD8Q0nH/HuBDwA+43lqGqBwai8lC\nxikZoEH+UDtue9zXKOAGiqZjfff73bYv1hez98u9h9/HIfanDdXiGeMpF52nw4V0Ne1qIndxLvW/\n1ssVClR9WkXVp1X4T/cn9vZYQs8LRePec1wVH1eQ9XcpYCQ8kaAKGENIRlMTN+bm8kt9fde6KA8P\nTggKYk5gIHOCghjr46NGXQwVra1QVgZ6PZSWHvq2ulpu7+4OiYmQnAxjxvRcwsLART4nN0Uh2ceH\nZB8f/trN6W81m8kyGA4SNwrb2tje1MT2XoVlA9zcugSNBaGhnB4S0vutVFR/xCa05LWwY94OjHoj\nfpP9SPshDY9Q5xMwXJFKo5EnCgsBeH/sWDY1NHBPXh6XZGbys6cn0wL61y1CCMHO5mZe0+tZ3lFo\ne5yPD2+npHBsxz7G+Phw1s6d/Fpfz/StW/k6NZVxfaSBWoSguK0NPzc3gtV6Qy6Nm58b0TdEo7te\nR/2v9ehf01P5SSXVX1dT/XU1XvFeRF0bRdRVUXiEq+ckV0JtseoAmFvN/OL9i63NOAhtRDdRo9fi\nFeuFR7QHbl62L3hpbjaT/3A+xc8XI0wCbbiW0c+NJujEIEqWlaBfrsdUYwLAM9aT6Jujibo6Cm2Q\nlqqvqtj9190IkyBuSRyjHhpl49E4J3Xt7SzJz+fVkhLMQJhWywNxccwPCSHBy0vNnz1aWlqk+HA4\nYUKvh9ra/u3PzQ1GjJBixqHOv0FBBwsbY8bA6NHg4sVT600m9vRRTLR71NGSuDgeGnX05xtni8Sw\nZ5zVHzHkGNg+bzvGEiP+x/qT9l0a2iD1j6WzcEtuLi+VlHB6cDDfpKUhhODq7GzeLisj0sODTVOm\nHLLgdYvZzI91dXxdXc3a6mqK2toA2br6npEjuS8u7qC0EX1bG2fv3MmWpiYC3Nx4Y8wYPBSFTIOB\nTIOBPR0tsZstFoLd3dk0ZQqjfXyG/DioOA7GCiNl75ShX6GnNa8VAEWrEHZeGLrFOgJnB6p+ox0y\nbOkkiqIk9GcHQoj91jJmMDir09AdYRbU/VyHMAuwyMfd7/e1TlgEmHvdt3Rs0/1+f/dnEhgrjLQV\nt9FW3CZ7O/cVJ92LHtEbHYvfZD9GnDxiWCI5qr6oIvfmXNoK20AB3WIdox4f1cMBMxvMlL1XRvEL\nxbRkyyrIGl8NYeeHUbG6AmEUxN4VS8ITCepJ0cpYhOC9sjLu3r+fivZ2NMCN0dE8HB+vdns4WoxG\nWLkSnnkGcnL69xp3d4iMBJ0OoqLk0nm/+21oqBQyWlogNxeysw9eGhr6fg9Fgfj4vgUOnc5lojd6\nI4Sgor29S9SYFRDQ7xnQw+EMIobqj9iO5t3NbD9pO+3l7QTODiR1bSru/v0N4lWxd/a1tDB282ZM\nQrB92jTS/PwAMFosnJaRwU91daT6+vLr5Ml4azQ92lRvaWxkQ10dLd3qAUV6eDA/OJhbYmK69tUX\nBrOZv2dl8Ull5SG38dZoaLFYSPX1ZeOUKfjauEiyiv0hLIKa72vQL9dTvba663+Jz3gfdNfpiLws\nEvdA9XxlLwyniGEBBLIHe/eNejwWQtj0rOKMTsNQaNm0vQAAIABJREFUYq2cK4vJgrHsgKjR12Is\nMSJMfX827kHuhC4IJeyCsCERNFoLWsm9KZfqr2TYu98UP5JfSybgmEP/KRAWQc23NRQ9X9TVs3o7\n2znjpjMY/eJoVcDoBwP5fm1rbOSG3Fw2dvzZPT4wkFeTkg7r+DgjVs+DbG2FN9+EJ5+E4mK5Tqs9\nWJToS6AIDQVrFFsTAsrL+xY38vLgEB0+8PM7kJrSPUUlOVk+h2vkjVoTJxExVH/EBjRubyTjlAza\nq9oJOimI1C9S+eXPX5z+9+cK55jOMV60ezcfVVayKDKSd1JSemxT297OzK1byW5pIVyrpdZkor2P\n7/c0f3/OCA7mzJAQpvj79zvd0yIESwsKWF1RQaynJ2N9fRnn48NYHx/G+vqiVRSmb9lCdksLF4eH\n8+HYsQPyw1zpc3Rm+jvG1sJWSt8opfTNUoxlskCtxkdDxMIIdIt1+E/xH2JLjw5X+CyHrSaGEKLL\nk1UU5QrgZOAhoACIAx4E1lvLEBXHQuOuwSvGC6+YQ4eFC0vP6I224jbaCtqo+b6G5p3NlL1bRtm7\nZVLQOLdD0Djp6AQNc7OZkldKyH8kH4vBgpu/G6MeH0X09dFHLPyjaBRCzggh5IwQmnY0oX9NT1lr\nGaNfUAWMo0UIgd5oZEtjI1saG/mzsZHva2qwIGdunk5I4JKICPU4Hw3NzbBiBTz9tKxrATB+PNx/\nP1xwgYycGC4URUZ0REbCCSf0fM5ohH37+hY4qqth61a59CY6Wgoafn6Qng5xcQeW8HCXjeBwBVR/\nZPhp+LOBjFMzMNWZCD49mPGfjsfNW50JdzTyW1ooaGtjTuDB4fV/NjTwUWUlXhoNj8THH/TaEVot\na9PSmLF1KxUdqW4JXl492kifEBQ06OLaGkXh/vh47u/jvTv5bMIEpm/ZwuqKCo4NCOCWGLUmmUrf\neI30YtSjo4h7MI6qNVXol+up+6mO0jelsOE/3R/dYh3hfwvHzUc9lzkD/e1OUgwkCSFauq3zAXKE\nEDY9ozjbzIer0JzVTOXHlVT+p5LmXc1d691HdERo/K1D0NAeWtAwN5tp2t5E45ZGGtMbadzSiCHL\n0BVOFnZhGKOfG42nzrG7VzgaQoiuwoWdosWWxkbKe3UZcQNuiYlhSXw8Ae5quN+gaWiAZcvg2Weh\nqkqumzxZihcLFlgnsmK4qK7uW9zYuxd6fX964O0NI0ceEDXi43uKHDrd8Io4doQzRGJ0R/VHhp76\n3+rJOD0Dc6OZkHNCGP/ReDSeDnQeUQHg66oqLs7MpMlsZqKvL/fFxXFeWBgaeU5g3o4dbKir467Y\nWJ5MTDzkfsra2ihqa2Osjw9+NrhWf1xRwd/27MFdUVg/cSJzgoKG3QYVx6Q5q5nSFaWUvVuGqU7W\nvnMPcidyUSS663T4jFFrrQwntmqxqgdOEkJkdls3FvhRCBFlLWMGg7M4Da5Mc6YUNCr+U3GgfRLg\nHiwFjfC/heN/rD+G3YYusaK3YNGJ4q7gN8WPUY+NIviU4GEeievRZDKxq7mZjOZmMpqa2NFx29BH\nukCQuztT/PyY6u/PVH9/ZgUEEOPiBR6PitpaeOklePHFAwU5jz0WHngA5s93rsgEkwny86WgkZMj\n7xcUyCU/H+rqDv96d3eIjT20yBEbC0PY6s+WOKGIofojQ0jthlp2nrkTS7OFsAvDGPv+2MNOJqgM\nHzkGA0sLCjgvLIwzQ0IOGbkohOCZoiLu3r8fAfi5udHUcU0e6+PDvSNHEuDuzjm7dhHs7s6+Y4+1\n+xpUd+3bx9NFRURotWydNg2dg7dWVxlezAYzFR9VoF+up/HPxq71QfOC0C3WEXpOqHqeGwZsJWLc\nCdwOvAMUAbHAIuAFIcRT1jJmMDiD0zCc2HvOVfOeDkHj456CRl8o7gq+E3zxm+qH/1R//Kf645vm\na9WOKPZ+vIYKIQS/1tezqqKCCqORFosFg9ksby0WWsxmmi0Wyo3GHgnqbN8OkyYRptUy0c+vh2ih\ndhnpmwF/x6qq4Pnn4ZVXDhTPnD1bihcnn+xc4kUf9Hm8Ghp6ihqd9zuX8vLD71RRZLTGoUSOuDhw\n0Or4TihiqP7IEFHzfQ27FuzC0moh4vIIUt5OOSgN0xWuifY4RiEEx2/bxu8d5/y5QUE8k5jIVP+e\nef5tFgv/yM5mZcc577FRo/i/mBjeLSvjicJCCjq6h3Req59NTOT22NhhHctgMFksnNpRaHRmQAAb\nJk3C4whRhkfzOdabTHxRVcWC0FC7jhS1x++qtbH2GBu3NFKyvISKVRVYWuRMqEeUB1FXRxF1TRRe\nsbaZXHOFz3LYamJ0RwjxtKIoO4ELgMlAKXClEOI7axmiogLgO84X3yW+xC+JPyBo/KeClpyWIRcs\nVOSF+/2yMl7T69ltOLyIBKBVFMb5+JDm50eary+ioYHLjzuOCCed1R40TU3g63t0AkNZmUwZWb5c\n1r8AKVo88ADMmWMdOx2VgABITZVLX7S0QGHhoYWOkpIDy++/972PsLDDixxqiPOwoPojQ0PVV1Xs\nPn83wiiIuiaK5NeSUTROo305PF9UVfF7QwNB7u5ogA11dUzbsoVLwsN5PCGBOC8vyo1Gzt21i40N\nDfhoNLw/dix/DQsD4LroaK6KiuKD8nKWFhayF4j38uKG6Gibjqu/uGs0/HvcOKZu2cLGhgZu37uX\nV5KTh+S9LELw1127+LFDMPkhLc0maTQqQ4P/VH9S3kwh8ZlEyt8vR79cjyHTQMGjBRQ8XkDImSHo\nFusIPjVYPQfaOf2KxLBnHH3mQ6V/CCHUWfwhZGtjI8v1elaVl2PoaJcWrtVyVVQUU/z88HZzw0ej\nwcfNDW+NBh+NBm83N8K02iPOhrgkxcWwYQP89JO83b8fPD1lccrYWIiJkUvv+311Bykuhqeegjfe\nkJ1HQKaL3H8/zJw53CNzTtrb5XHuLmx0FzoKCw9fkwMgMLCnqNFb6AgLs0mUjLNFYtgzjuqPVHxS\nQebFmQiTIPqmaLUbl51hsliY8OefZLe08NLo0VwWEcHSwkJeLC7GKASeisI/dDrWVFVR2NZGrKcn\nX06YwCT/vrsxmCwWfqyrI8XHh5EOltK5uaGB2du2YRSCpxISmBkQgHeHX+Kt0eDVcevj5jZo3+TV\nkhJuzM3tenxiUBBrU1PxdtG6Ss6OEIL6n+spWV5C1WdViHZ5DvdK8EL3Dx2RV0TiEaZOzFkDm6ST\ndLzxJGA2EIpsawaAEOJBaxkzGBzVaVBRsQe2Nzbyj5wcNjceyBE8MSiI63Q6FoSGqgJFfykpkWJF\n57J3b8/ntdoj/wkGWZchOvqAqKEo8PHHsqMHwLnnwn33wdSpVh6AymGxWKC09OA0le5Cx5Eil7y9\nDy9yREUNSfFRZxQxVH/EepR/WE7m5Zlggdg7Y0l4MkEVMOyMFXo91+XkkOjlxZ7p07uuy/ktLdyb\nl8fqioqubWcEBPD5+PFEOnHNiDf0eq7NyTnsNhrgzthYnjhMwdK+2GswMDE9HYPFwjOJiTxbVESp\n0cj84GA+nzBB9YmcHGO5kdK3S9Gv0NNWIFOvFA+FsPPD0C3WETjr4C4/Kv3HVjUxrgWeB34ATge+\nBU4FvhBCLLSWMYPBEZ0GW+IKOVfWxJmP10cVFVyRlUWLxcIId3cWRUZybVQUKb6+g96nMx+vHpSW\n9oy06DZrA4C/v0zxmDsXTjwRJk2SURTFxQeWoiIoLmbDjh3MNRjkupqag99LUeBvf5PixaHSJVwI\nu/yOCSE7q/ROU+n++EjFR7XansVHzz0Xzj77qE1zNhFD9UesR+nbpWRfnQ0C4h6II/7h+CM66Hb5\n+7My9jTGZrOZ0Zs2UWY08tG4cfwtPPygbf5saOCRggLiPD15JjERr36IofY0xsHwUnExX1ZV0WKx\n0GKx0Npx29JRu6vRbEZs386/Fy7kwj6OWV+YheCEbdv4raGBheHhfDhuHHuam5mzbRvVJhPnh4Wx\neuxY3O1IyHD0z7E/2GKMwiyo+a6GkuUl1HxTQ2fxN98JvugW64i4NAL3AOumGLnCZ2mTmhjAXcBp\nQohfFEWpFUKcqyjK6cBF1jJERUVleLAIwQN5eSwtLARgUWQkryYl4aOGSh4Zg0H+sVy/vud6Pz9Z\nXPPEE6VwMXmy7IjRHV9fGDNGLt3ZsEG+pnP/3YWO6mo4/XRISRmiAalYBUWRqUChoTBtWt/b1Ncf\nHMnRXeioqJBpR/v3y+1HjbKKiOGEqP6IFShZXkLu9VJ8HfX4KOLujbOxRa5Dq9nMBXv20GQ2835K\nymG7dD1XVESZ0cgx/v5c0FHfojfHBATwlYsJ3DfHxHBzzKE7Ki8vKeH67du5NjubY/z9SfD2PuI+\nny8q4reGBqI8PHg5KQmAcb6+/DBxIvO2b+eTykp8NBreSUlBo87GOzWKm0LIGSGEnBFCS34LpW+U\nUvpmKc27msm9IZd9d+0j4tIIdNfp8J/Ud9qWytDT30iMBiFEQMf9aiBMCGFRFKVGCGHTPpaONvOh\nojJUNJvNNJpMhw0jrTeZuDQzk6+rq3EDnhs9mpuio9XwuP5yww2wbJkUJGbPPhBpMWXKwaKFispA\n6F58ND9fiiFTphz1bp0wEkP1R46SoueL2Hf7PgASn0sk9jb7707hTFybnc0bpaUARHt48G1aGql+\nfgdtV2E0krhpE01mMz9NnMjcESOG21SHRQjB+bt381lVFdP9/fl18mS0h4mg2NPczJT0dNqEYG1q\nKvNDQno8/3t9Pafu2EGzxcJinY5Xk5JUv8nFsBgtVH1eRcnyEur/V9+1PmBGALrFOsIuCMPNW50M\nPBy2SifZA8wXQuQrirIReAqoAj4WQkRay5jB4ChOg4rKUNJusTB961a2NzUxyc+PBaGhLAgNJc3X\nt+tCm2swcPauXWQZDIxwd+fj8eM5SXWK+s8338AZZ8iw/82bZYqIioqd44QihuqPHAUFSwvIuy8P\ngKRXk4i+3jG6UzgL75SWcmV2Nl4aDam+vvzZ2EiAmxufT5jAvF7X4xtzcnhVr+eM4GC+TkuzkcWO\nS217O5PS0ylsa+Ou2FiePER9DJPFwsxt20hvbOTKyEjeOkTk44+1tczPyKBNCO6IjeWpBLV+jKvS\nvKcZ/Qo9ZSvLMNebAXAPdidyUSS663T4JDlmS/ahxtr+SH8Tu54CxnbcfwT4APgReNhahqgMDxs2\nbLC1CQ6Foxyvl0tK2N7UBMD2piYeys9nUno6iZs2cfvevbyh1zN961ayDAbG+/jw59SpQyJgOMrx\nGjCVlXDllfL+449bVcBw2mM2RKjHy+VR/ZFBIIQg78E8KWAoMOatMYMSMFzh9zdUY9zW2Mj1HfWT\nliUl8fOkSZwfFkaD2cxpGRmsKi/v2jbXYGBFaSka4ImEBKvb4gqf447ffmPVuHG4AU8VFfF9XzWn\ngCcKC0lvbGSkpyfPjx59yP3NGzGCTydMwF1ReKaoiEcLCobI8v7jCp+jPY7Rd5wvSS8mcVzJcYx5\ncwx+U/0w1Zgofq6Yzcmb2XHKDio/q8RisvR7n/Y4TnunXyKGEOJdIcS3Hfe/BUYAI4QQywfyZoqi\njFAU5XNFUZoURclTFOXiw2w7SlGUrxRFaVAUpUJRlCcG8l4qKq5CWVsbD+XnA/DZ+PF8k5rKNVFR\nhGu15LW28nxxMdfm5FBnMrEgNJSNU6aQ2I/8UJUOhIBrroHycpk+cvvttrZIRcVlUf2RgSOEYP/d\n+yl4tAA0MPb9sURdGWVrs1yK2vZ2ztu9m1aLhWuiorgiKgovNzc+GjeOW2NiaBeCSzIzeaqwECEE\n9+blYRKCRZGRTOgj1USlf8wKDOThUaMAuDwzk7K2th7Pb29s5JEOMeLtlBQCjpAWekZICKvGjkUD\nLMnP59mioiGxW8UxcPN1I+qqKKalT2PK5ilEXhGJxltD7bpadp+3mz/i/iDvoTzaStqOvDOVAdPv\nFqtWeTNFWd1x90pgCrAWmCmEyOy1nRbIBF4GVgAWIFkIsauPfdp9+KaKylCyKDOTleXlnBkS0qO4\nl1kINjU08HlVFetqa/lraCj3xcWpBakGyptvShEjMBAyMmDkSFtbpKLSb5wtncRauIo/IoRg7y17\nKXm5BMVdYezqsYSf379uDSrWwSIEZ+3cyTc1NUz18+PXyZMP6iDyfFER/7dvHwJYEBrKmqoqvDQa\ncqdPP2zhT5UjYxaCU3fs4Me6Ok4eMYLv09LQKApGi4Vjtmwho7mZG3Q6XklO7vc+V5aVsSgrC4Dl\nSUlcF62mZalI2mvbKX+vnJLlJbRkt8iVbhB6Vii6xTpGnDwCReOal2Sb1MSwyhspig9QC4wTQuzr\nWLcSKBFC3Ntr22uAS4UQJ/Rjv3bnNKioDBcb6+s5bts2PBSF3cccw2gfNQ/PquTmytQRgwE+/BAW\n2rSDo4rKgFFFjINxFX9EWAQ5i3Mofb0UxUNh/CfjCT0r1NZmuRyP5ufzYH4+we7ubJ02jbhDiBIf\nV1RwaWYmxo7v0D0jR7J0CFJJXBF9WxsT09Opam/niYQE7h45kvv37+fxwkISvbzYccwx+A6wQ9uy\nkhJuyM1FAW6Mjuah+HiCtdqhGYCKwyGEoG5DHfrleqo+r0KY5O/ae7Q3Uf+IIuqKKLQhrvV9sVVN\nDGuQDLR3Ogwd7ADG97HtDKBAUZRvFEWpVBTlR0VRJgyLlU6OmnM1MOz5eJmF4KaO/No7YmPtQsCw\n5+M1YNrb4dJLpYBx8cVDJmA41TEbBtTjpWIFnN4fsZgsZF2RRenrpWi8NKR+mWoVAcMVfn/WHOP3\nNTUsyc9HAVaNG3dIAQPggvBw/jtxIiPc3Rnp6cndQxj152qfo87Tk5UdBTvv27+fl4uL+VdhIQrw\nbkrKgAUMgOujo3kuMREFWZcsadMmXi0pwWTpfx2Eo8XVPkdHQlEURpw4gvH/Gc+MwhnEPxqPZ6wn\nLXtb2H/nfn6P/p3MyzKp/70eIYTDjtOWHFHEUBRFoyjKPEVRPI7yvfyAhl7rGoC+GuzGABcCLwBR\nwDfAF4qiqD0MVVQ6eLu0lC1NTcR4enJvXJytzXE+Hn9cdiGJjYVXX7W1NSoqLo/qj/QPS7uFzEsz\nKX+vHI2vhtRvUgn+i027z7okBa2tLNyzBwE8FB/PX4KP/BnMCQqiZOZMdh5zDIFq226rMj8khNtj\nYjADN+/diwW4PSaG44OCBr3P22Jj2T5tGvOCgqgxmbgxN5dJ6emsO0QRURXXxDPKk/j745mRN4MJ\nX04g+PRghFFQ/kE522ZtI31SOpVfVmJqNNnaVIfiiGfIjv7rXwgh+rq4D4QmIKDXukCgsY9tW4Bf\nhRA/dDx+RlGU+5EVyXf23njRokXEx8cDEBQUxKRJk5g7dy5wQMFTH8vHnevsxR57f9y5zl7s6Xw8\ncdYs7s3Lg+3buSIurmsWwdb2da6z9fE56seenvDYY2wAuO025nZ0chmq9+vEbsZv5487sRd77Onx\n9u3bqaurAyC/o+Cvs6D6I0d+bDFaCF8eTtWaKjK8M0j4VwIjTrTu+asTe/i+2+LxtOOP5/OqKn74\n8UcsQOyxx2IGCv74Awugmz4dixB8vX49NW1tzJ83j/vj4gb0ft5DPJ65c+ce3f7MZja89BIkJzP3\njDOOvP3u3Wx4/XX4y1+YO3++1cfT1+POdd2fP81i4X8BAWxpamJkZianms3Q0ZHkaN5v3cSJPP7F\nF7yq17N73DhOychg1v79LNbpuOS004Z0vN3HOhT7Vx9b+fFZcwk9K5TvV39P1VdVxK+LpzmjmZKM\nEpYtX8ZpV5yG7jod6TXp9mGvHfsj/aqJoSjKWuBRIcQfg34jmYNaA4zvloP6HlDcRw7qI8BxQoiT\nu62rA2YLIXb22tauclBVVIaDm3JzeaWkhLlBQfw4caLaq9yaNDbC5Mmwbx/ceSc89ZStLVJRGTTO\nVhND9UcOjbnFzO7zdlPzbQ3uQe6kfZ9GwPTeWo3KYDALwU+1tbxXXs6nlZUY+pkyEO/lxZapUx2j\nVkJREfzrX3D++TBv3qG3q6+Hiy6C776DuDhYtQqOO+7Q23/4IVx9NbS2ysjG116DDiHDFhS2trK0\noIBbYmIY6+tr1X23ms28UFzMYwUFNFsseCgKt8bEcF9c3BE7n6i4JpY2C5WfVaJfrqf+l/qu9dG3\nRJP0QpINLbM+NinsqSjKMuBi4AugCOh6kRDiwX6/maKs6njtNchq4F8hnYPe1cCTga3A2cAG4Bbg\nemCsEMLUa1tVxBgA3VVplSNjj8cro6mJyenpKMC2adNItaP2a3Z3vHbvhuBgiBpAO8Grr4a33oKJ\nE2HTJvD0HDr7sMNjZueox2tgOKGIofojfWBuNrPznJ3Ura9DG6ol7b9p+E862oCVg3GF31/3Me5p\nbua9sjI+KC+nxGjs2ub4wEBOCgrCQ6NBA7gpChpFQQNoFAU3QKvRcG5oKOEeHrYYxmE56HM0GmHW\nLEhPB0WBO+6Axx6D3rbv3QtnnQVZWXI7IcDNDZYsgXvvlfc7MZnkRMALL8jH0dFQUiLvL1wo14eF\nDd8Yh5HStjbuzcvj3bIyACK0WpYmJLAoMtKqHeJc7ffozGzYsIFpodPQv6an/L1yxrw9xuk6SVnb\nH+mvLOgNrOm4H9Nt/UCv1jcAbwMVQBVwnRAiU1GUWGA3slJ4sRAiR1GUS5HtzMLocCB6OwwqKq6G\n6CjmaQFuio62KwHDrmhvlw7VM8+Auzv89a9www0we7Z0vA7FmjVSwPD0lLNHQyxgqKioDBjVH+mD\nfXfvkwJGhJZJ6yfhO966M8yuRF17Oy8VF/NeWRlbmpq61id4eXF5ZCSXRkSQ6O1tQwuHgH/+UwoY\nISFQVwdPPw3r18soizFj5DY//iijNGprYfx4+PRTePttGa344IOwbh188IGMtqishL/9DTZsAK0W\nXnpJThC8+CI88IDc7/ffy8cLF8rrcnMz7NkDu3bBzp3yNi4Oli+X13EHIsrTk3dSUrhep+PmvXv5\no6GBq7KzWVZSwotJScwKDLS1iSp2iN8EP5JfSSbhiQQ0nhpbm2P3DFuL1aFCjcRQcSX+XV7OxZmZ\nhGq15EyfzghHCFEdboqKZKjr778fmBUym+VtaqoUMy65BHoLQKWl8vnqajlDdMstw2u3isoQ4GyR\nGPaMLf2R9pp2Mi/LZPTzo/FJtn2nKkdECMGzRUXck5eHqeNzDHRz48LwcC6PjOS4gADnTN386is4\n+2wpFPz6q7xeXnIJ5OeDj4+8Hra3w803y+fOOkuKFQEdqUrr1sHll8tr6IgRUtB4/nkoLITISPjk\nExnl0cm+ffCPf0iRBGDKFJmisn+/jOzozcMPy332l6IieZ1fuFD6AjZGCMGqigru3revK5rngrAw\nHo6Pt3o6i4qKPWOTdJKON05ChnBGAyXAaiFErrUMGSyqiKHiCpgsFt4qK+Oe/fupNZl4IzmZq3U6\nW5tlf3z7LVx2mRQioqPho4/kTM7rr8ulvFxuFxAAV1wB118PycnScZo/X+b4nnKKvNWoKriK4+OM\nIobqj6hYG4sQ3LlvH88VFwNwRnAwf4+M5KyQELwG0X7TYSgqgkmToKZGRl/ccYdcX18vhYAPP+y5\n/T//KdNMeh+Tykq48kr4+usD62bMkNEaffkqQsC778Ltt8vID5AiSkoKTJggJxR8feHWW+V7/fIL\nzJx55PHU18Pxx8sojuhoKaTYybW82WzmycJCni4qotViQQEWhofzYHw8yT6q8Kji/FjbH+nXL1tR\nlLOALUAKshjWGCBdUZSzrWWIyvDQu5qxyuGxh+P1fU0Nk9LTuS4nh1qTifnBwVwxkBoPw4jNjpfJ\nJNNH5s+XAsZpp8H27XL2JyYGHnlEOjOdBcgaGmQY65gxcOqpcobpu+9k/Yx33x1Wp8cevmOOhHq8\nXBvVH7Etzvj7M1osXJ6ZyXPFxWgVhQdqavg6LY0LwsOdVsDYsGGDvG5efLEUMObPl4JCJ4GBMtri\ngw/A31/WxnjvPVn4s69jEhYGX34JL78sU1Kuu06mkhxqskVR5ERCTo583c6dMp1k505YvVpez2+5\nRYoqnZEhDb27IveivR0uuEAKGMCGkhIpftgJvm5uPDJqFDnTp3OdToe7ovBhRQVjN2/miqws9re0\nDHifzvh77I0rjBFcZ5zWpL+e+lLgHCHEQiHEPUKIS4BzOtarqKgMAbubmzk9I4PTMjLYbTAwysuL\nj8eN4+vUVNycMaR1sOj1cNJJ0rnSaGDpUli7FkJDe27n4SEdtt9+g23bZH6utzf897/wyitymxUr\nDu10qfTAbDHb2gQV10T1R1SsRpPJxFk7d/JhRQV+bm6sTU1lXnCwrc3qm7o6WLYMOopFHjVLlsjr\noU4HK1f2Ld5fcgnk5clUj8suO/z+FAVuvFFGZSxf3r+aUmFhMj1lwoSDi4gCPP647BaWlycjQw6F\nEFI4+e9/ITxc2g1y4sLOiPXyYnlyMjnTp3N1VBQK8G5ZGcmbNnFNdjb5gxAzVFRckf52J6kFwroX\nslIUxR2oEkIEDaF9R0QN31RxNiqMRpbk5/O6Xo8FCHBz44G4OG6KicHTTsIi7YZ162Tea2Wl7ECy\nejWccEL/X19bC++8A++/LyMynnxy6Gx1YBrbGtlWto10fTrp+nS2lG4htzqXtIg0FqQsYEHKAiZG\nqK1+7RFnSydR/REVa1FpNHLGzp382dhImFbLN6mpTAuw45a0554ri09HRcFnn8l0jcHyww8yYlFR\nZMHOgVw3h5usLFk3o6VFprcsXHjwNo89JguGenvLCBAfH5mSMmKEFH3ssENMJ/taWnisoID3ysqw\nAFpF4aqoKO4dOZJYLy9bm6eiYjVs1WL1J+A7IcST3dbdBcwXQsy1ljGDQXUaVJyJwtZWjt26lTKj\nETfgOp2OJfHxhNnxBdgmmEzw6KNyEQJOPln7gR6JAAAgAElEQVSGvUZE2Noyh6fJ2MT2su1dYkW6\nPp3sqmzEEZo/xAXGsSBlAeeMOYfZcbNx1zhWNXlnxQlFDNUfUTlq8ltaODUjg9yWFkZ5efF9WhpJ\n9lyX4L//lUJ7Jx4eMirjqqsO/Zq8PLj/fplSYbHItAyLRS719TL94pFH5J9/e+f112Ux0IAAmSo6\natSB5z74QEaJKAp8/jmcc45cn5Ym01O+/FJGe9g5OQYDjxYU8GF5OQLwUBSu1em4Z+RIdGqnNBUn\nwFYixljgS8AX2Zc9FjAAZ/XuqT7cqE7DwHCVfsvWYjiPl8FsZva2bWxtamJmQABvjRnjcJWrh+V4\nZWbCokWwebN0WpYskY6ag+Yu2/I3aWg3sL1sO1v0W0gvlVEWWVVZWISlx3ZajZa0iDSmRk1lmm4a\n03TTGB08ml8Lf+WL7C/4IvsLypoOhDgHewdzZvKZLBizgFMTT8XXw3rfY/UcNjCcUMRQ/REb4gy/\nv4ymJk7LyKDUaGSiry/fpqUR1e1Pot2Nsb0dJk6U175HH5UFqjtTIK+/XnYC6T7RUVcn0ypffBE6\numH0ZgMw97zzZPFrR7h2CiFbpa9ZI2tdbdggC4Fu2CDFnfZ2Od6bb+56yYZrr2XuG2/AhRfCv/9t\nM9MHSmZzM48UFPBRRQUC8FQUFkdHc3dsLJG9xAy7+64OAa4wRnCNcVrbHznkVJmiKBOFEDsAOnqn\njwVmADpAD2wSQrRbyxAVFVdGCME12dlsbWoiwcuLr1NTCVbbp/bEbJbO2v33Q1ub7EX/zjuyHobK\nEWlpbyGjPEOmhJSms0W/hd2Vuw8SLNw17qRFpDEtSooVU3VTSQ1PxdP94Jmg05NO5/Sk01l2xjI2\nl2xmTdYaPs/6nJzqHN7b8R7v7XgPL3cvTk08lQVjFnBm8pmE+YYN15BVnATVH1GxFv+rq+OcnTup\nN5uZGxTEmgkTCHS386ixZcukgDF6NNx5p6w1MWWKrAGxbJmMNvj4Y1mY+vXX4aGHoKpKvvayy2RH\nkcBAWfOic9m4UbZVdRQUBd54AzZtknU8li6VRTzPPVcKGLfe2kPAAGDePPmaL7+ExkZZoNQBGOvr\ny+px47hv5EgeLijgk8pKXiguZoVezw3R0dwVG6tG56qocJhIDEVRGoQQAR33c4UQScNqWT9xhZkP\nFefnmcJC7ty/H1+Nhj+mTGGCn5+tTbIvcnNl9MXvv8vHV14Jzz0nHTOVPilrKmND/gZ+yvuJTSWb\n2FWxC7PoWYzTTXFjfPh4pkVJsWKabhppEWl4uR9dHm5WVRZrstbwRfYX/FH8R9d6jaJhVuysrjoa\nCSMSjup9VI6MM0RiqP6IijX4rLKShXv20CYE54WG8sHYsfbffaSiQrYBr6+Hr76CM8888NymTTI6\nQa+XXbj8/GT9CIA5c+DZZ2HaNNvYPVSsWyfboLu5yfRRvV4KGR9/3HdEyezZ8Ouvsu7VpZf2/30+\n+EAKIytXwhlnWM/+QbCjqYmH8vNZ0yFM+Wo0PJWYyHU6HRq1DpWKAzFs6SSKohQC1wN7gAwgFTjo\njYUQ+61lzGBQnQYVR+f7mhrmZ2RgAT4bP55zw9SZ6i4sFtmy7Z57ZFEvnU7OrMyfb2vL7I5qQ7UU\nLfJ/4se8H8ms6hlZr1E0jAsb1yMlZGLERLy13kNql75Rz1fZX7Emew3r96+n3XJgwjw1PLVL0Jgc\nOVktDDoEOImIofojKkfFCr2e63NysACLdTpeTkpyjC5f11wDb74Jp58uu271trmsDM4774DAn5gI\nTz8NCxYcvK2zcOed8Mwz8v6xx8rCpIeqZ7J8uUy5Of10+Oab/u2/tBRSUmRL18hI2LNHFgi1MVsa\nG1mSl8famhoATh4xgrfGjGGkWvxTxUEYThHjXOBpIA7ZirWvNxVCCJvK2KrTMDBcIefKmgz18dpr\nMHDM1q3UmUwsiYvjoe7FqhwQqx6v/ftlH/mff5aPL70UXnrJLpwJazLYY1bfWs/PBT93iRYZ5Rk9\nim/6aH04fuTxzIufx6yRs5gcOdmqtSkGQ0NbA9/mfsua7DV8k/sNDW0NXc/FBsRyzphzWJCygDlx\nc9C69Z1OpZ7DBoaTiBiqP2InONrvz2ix8GhBAY8VFADwSHw898fFHVYwtZsxbtkCxxwjIwx27YIx\nY/rezmiUf+oDA6Xo0Y9UA7sZ42AwGqVIU10to1PCw/vcbMOGDcydMEF2cxFCihP9mSS6+GJZQ0NR\n5OuuvBLeesvKgxg8n1ZWcl1ODlXt7fhkZPDKBRewKDLSaScBHPq7OgBcYZzDVhNDCPE58HnHmzYK\nIRwjmUxFxUFoMJk4e9cu6kwmFoSG8mB8vK1Nsg+EgBUr4I47oLlZOigrVkinxYVpNjbza+GvXaLF\nltItPepZeLp5MjN2JvPi53HiqBOZHj0dDzf7ypsN8AzgwgkXcuGECzGajWzI38CarDWsyVpDUUMR\nr/z5Cq/8+QpBXkFdhUH/Mvov+Hmo6VWujOqPqAwUIQRrq6v5v337yGlpQQMsT07mWp3O1qb1DyHg\nppvk7a23HlrAACla3Hvv8Nlmazw8ZFQKHDnaJDRUFv785huZcnL99Yff/ocfpIDh4yM7nZx9Nrz9\nthQ2Tj7ZOvYfJeeFhTE7MJB/5OSwxmLhyuxsPquq4vXk5B4FalVUnJ3+difxEEL0XeLYxrjCzIeK\n82ERgnN37eLL6mrG+fjwx5Qp+Nt7cbHhoLxctozrdFAuvFBWYQ8Nta1dw0yTsYmypjLy6/L5ueBn\nfsz7kc0lm3ukYrhr3Dk2+lhOjD+ReaPmMSNmxpCnhgwVFmEhXZ/eJWh0T4XxdPPklMRTWDBmAWeN\nOYtw375n3VT6xhkiMbqj+iMqR2JPczO37d3LD7W1ACR5e/NKUhKnBgfb2LIB0Nk2NCICcnJka1GV\nwbFqFVxyCRx3nCwKeihaWmDCBBkF+uSTcNddsoDofffJlq47d4IddYwTQvBheTk35uZSbzYT7O7O\nsuRkLjxEZIqKiq2xSYtVe0Z1GlQckQfz8ni0oIAgd3f+nDKF0fbcn364+PJLuPpqqKyUKSPLl0sR\nw0kQQlDTUkNpUymljaWUNZV13S9tKu1xv8nYdNDrNYqGqVFTu0SLWSNnOW2EQnZVdlfr1o1FG7vS\nZBQUZsbOZLpuOskhyV1LdEA0GkVjY6vtE2cTMewZ1R+xLTXt7SzJz2d5SQlmINDNjSXx8dwQHY2H\nxoHOD42NMvKitFR24Fq0yNYWOTZNTVIMMhikQHGotN0HHoDHHpNCxtatoNXKzifHHAM7dsDtt8ti\nqXZGcWsrV2dn832HaHdBWBjLkpIIVTuYqNgZqojRC9VpGBiukHNlTax9vPRtbdyUm8tnVVVogG/T\n0hxrdugIDOp4NTVJ5+CNN+Tjk0+Gd9+F6Ghrm2cV9lTu4dfCXzG0Gw5amtub+1zf2NZIeXM5RnMf\nE8h5QC+fytPNkyj/KHT+OqbrpjNv1Dxmx80myCtoWMZoT5Q1lXUVBl23fx3GvcaDjpeXuxdJwUld\nokb3+6E+oU6bK9wfVBFj+HAFf8QefQiTxcJrej0P5udTazKhAa7V6XgkPn5QrSiHZYxCyHTJ+nq5\n1NUduP/11/DhhzB9umyFOgQCjD1+jtamxxgXLoTVq2VkxT33HLxxZiZMnChFi99+k1EbnaSnywKi\nID+P6dOH3Pb+0jlGIQRvlpZy+759NJnNhGu1vD5mDOc4QRSrK3xXwTXGOWw1MVRUVKyHRQjeKi3l\nzn37qDeb8XNz41VHC28dCv74Q4bM7t0Lnp7wxBOy17udzpptLtnMrLdnYbKYBvX6QM9AIv0iifKP\nIspPLoYQA8fPOb7H+iCvIJf+492dSL9Irpl6DddMvYbGtkZe+ugl3BPcyanOIacmh5zqHCqaK9hZ\nsZOdFTsPen2QV9BBwkbnY39PtbSCiooj80NNDbft3csegwGAeUFBPD96NGn23KY8Jwcuugi2bTv8\ndi+/bLfXQoejU8RYtepgEUMIWLxYChjXXNNTwADZpvb//k92fbnqKllw1c6iHBRF4RqdjlNGjOCK\n7Gw21NWxYNcuLo+I4MXRownS9l0oW0XFkelvTYxzgLVCiMF57kOIK8x8qDg22QYD12Zn83N9PQBn\nBAezLDnZ+dpiCQG5ubLV2++/S2EiNFSGcUZGHlgiIuTy9tvw6KNgNkNampx5mjDB1qM4JIZ2A5NX\nTCanOoeTRp3EhPAJ+Gh9Drn4an0P3PfwJdw3HB+tmjY0FNS31pNbkyuFjY6l83H3Dii9ifSLlKJG\ncIewESKFjsQRiXi6O0eBNGeLxFD9Ecdhr8HA1qYmdB4eRHt6ovP0xNNKf8pzDAb+b98+vq6uBiDR\ny4tnEhM5J9TOI6++/FIK9w0NUrgPDpZdRbovQUFwwgmyjoOKdWhvl11KqqshIwNSUw88t3KlTNkJ\nC4OsLPmZ9MZgkH7Kvn3wyCMy9cROsQjBKyUl3L1/P60WC9EeHrydkqJOmqnYHJukkyiKsgPQAR8B\n7wshNlnLgKNFdRpU7JV2i4Wni4p4JD+fNiEI12p5KSmJv4WF2beT1V9aWmSYZado8fvvUFU1sH0o\nipzheOwx6dDZMTd+cyOv/vkq48PGk35tOl7uTiZCOSFCCCqaK3qIGp3L3pq9tJnb+nydRtEQFxgn\nRY3gbtEbIUnEBcbhprFpJ88B4YQihuqPOADFra1MTE+nxtRTawrVaonuEDW6ll6Pg93dD3mNrGtv\n55GCAl4uKcEkBP5ubtwfF8ctMTFWE0iGBLMZHn5YCvcA550n6134q9Fgw8bixfDaa3D33TLqE6So\nkZIifZf33pMC06H46SeYN09GYWzbBuPGDY/dgyTbYGBRVhZ/NEgh/x9RUTydmKgWkVexGTariaEo\nykTgUuBioBl4H/hACJFvLWMGg+o0DAxXyLmyJoM5XiaLhc+qqnisoICdzc0AXBEZyTOJiQQ7Q0hf\nVRW88ILsGtIRXdLJhhEj5PGaNQvGj5d5vmVlcikv73kbHCzDZU880TbjGADf7/2e0z48Da1Gy+Zr\nNjMpcpLV9q3+JgeGtY6X2WKmuKG4z+iNvLq8Hu1ru+Ph5kHiiMQ+629E+kXanUDpbCIGqP6ILenP\n788sBCdt387/6usZ4+1NkLs7JUYjpW1tmPvxHl4aTVf0RneRwyQETxUVUdXejgJcGRnJ4wkJRFg5\ntN/q5+TaWhlV8e23Mj3kX/+CO+88cnvQIaSvMVqEhd8Kf2N69HSrR6KVNJRQ2lTKNN00q+73cBw0\nxl9+gTlzYORIyMuTn8XVV8Nbb0k/ZP36I38m11wDb74JM2fK/bnZVtA+0nfVZLHwTFERS/LzMQrB\nKC8v3klJ4YQgx6mv5So+kiuM02Y1MYQQO4AdiqLcBZwEPAs8rCjKb8AKYLUQh/D6VFRcgJr2dt4s\nLeWVkhKK2uQMb4KXFyuSkznZGcL4SkvhmWfkTEZH/jETJsDs2TKH9LjjoKDAIUSJgVDTUsMVX1wB\nwCMnPmJVAUPFdrhp3IgLiiMuKI5TEk/p8ZzRbGR/7X4pbFTn9qi/oW/Uk1mV2aMNbCd+Hn4H1d7o\nFDpGeI8YrqE5Pao/Yt8sLSjgf/X1RGi1/Dx5MuEdIoNZCCqMRkra2ijpvO1cuj1uMJvZ39rK/tbW\nPvc/JzCQF0aPZrIjRDFkZMC558quGCEh8O9/y+LVdsgrm1/hlu9uYU7cHNYuXHvU3a+ajE18lvkZ\n72e8z/r96xEI/n3ev7lwgo26js2aBbGxUFgoI0eFkAKGh4fshtYfUenpp2UL+I0bYdkyuOmmobf7\nKHDXaPhnXBxnhITw96wstjU1ceL27dwSE8PSUaPwtrEIo6JyNAyoO4miKInI2Y9LAQG8B+QDNwCl\nQoi/DoGNR7LJ6Wc+VOybrOZmXiopYWVZGQaL9JvHeHtzS0wMf4+MxMfRLxIFBfDUU/Ji3yHOMH++\n7J3euwCWE3LRJxfx0e6PmBU7i/8t+p9DpRKoWJ8mYxN7a/YeFMGRXZVNbWvtIV8X6hPaZ/TG6ODR\nQ1orxRkjMUD1R+yV3+rrmbNtGxbgh7Q0ThmEgN9kMvUpctS2t7MgNJTzHCUlc/VqOdNvMMCUKfDp\npxAfb2ur+sRoNpLwYgIljSUAnBB3AmsXrsXXw7fP7RvbGlm1cxUtpha83L3wdvfGW+uNt7s3RrOR\nz7M+5/OszzG0ywkPjaLBIizEBMSQfWN2v855FmFBQbHuZ3333dKfueoqWVh892548EGZ6tNf1qyR\nwpSvr3x9XJz17BtCjBYLjxcU8HhBAWakn7py7FiODQiwtWkqLoKtamLcAFwGJAH/Ad4TQmzs9rwP\nUCGEGPZy0KrToGIrfqmrY2lhId/V1HStO3XECG6NieEvwcFoHMHJOhyNjXDbbbLoVWde83nnwb33\nSofMBVi9czULP1uIr9aXHdftIDE40dYmqdgx1YbqPutv5NbkdjnzfRETEHNQgdGJEROJDYw9apuc\nTcRQ/RH7pba9nUnp6RS2tXF3bCxPJLro+dJkgn/+E559Vj7++9/lTL+3t23tOgzvbHuHK7+8kqTg\nJJrbm9E36pkbP5e1C9ceJDis27+Oq768isL6wiPu9/iRx3NZ2mWcN/Y8Tnn/FLaVbePhuQ/z4AkP\nHvZ1DW0NnPzeyVQ0V/Dm2W9yckL/o1daTa2szVnLzNiZ6Px1PZ/MyJCtVDsZPRp27oSBFlq/4AL4\n5BM47TT45hubpgYNlPSGBv6elcUegwENcHtsLBeGhZHm54eHPdeVUXF4bCVifA2sBL4UQvRZCU1R\nlFOFED9Yy7D+4upOw0BxhZwra9LX8aoyGrlj3z5WlpcDMn/38ogIbo6JYbxv37MWDkdbG5xxhswR\n1Whke7J77jliIStn+n4VNxSTujyVutY63jjrDa6ecvWQvI8zHbPhwBGPlxACfaO+z/ob+2r39dmy\n946Zd/D0qU8f9Xs7oYih+iM25FC/PyEEF+zezadVVUz39+fXyZPROugfoqM6x1RXy/ap69aBu7us\nH3X99Xb3J7f7GC3Cwvhl48mqymLlgpXMiJnB3HfnUtpUyrxR8/jq4q/w0frQ0NbAnT/cyetbXwdg\ncuRkZo+cTYuphVZTa9dtu7mdWbGzuCTtEhJGJHS9588FP3PCuyfgo/Uh+8ZsYgJi+rTNIiws+PcC\nvsr5qmvdbTNuY+lJSw9bUFsIwcd7PubudXeTX5fP+Obx7HpqV++NZGeS3bvl4x9+gFNOOXhnR6Ks\nTPpDtbVHLgg6hAz2u9pqNvNgfj7PFBXRecby0miY6ufHjIAAZgYGMiMggGg7KLjuiNf8weAK47RV\nTYzzAbMQor2bIVpA0+lE2MJhUFEZToQQrCwr4459+6g2mfBUFO4eOZKbY2IIcYaCnZ2YzXDppVLA\niIiQt+PH29qqYcUiLCxas4i61jrOSj6LqyZfZWuTVBwYRVGIDogmOiCaE0f1rBljspjIr8s/qP7G\ncBbAczBUf8QOeb20lE+rqvB3c2P1uHEOK2AcFTt3wjnnyKKR4eFypn72bFtbdUS+yv6KrKosYgNi\nuXjCxWjdtPz095+Yu3IuP+b9yNmrz+bmY2/mxm9upKihCA83D5acsIQ7j7sTrVv/fZ85cXM4f9z5\nfLLnE/657p988NcP+tzugR8f4KucrxjhNYKrp1zNcxuf4/k/nmfd/nV8+NcPSY1IPeg1m4o3cdv3\nt7GxuCsoi90Vu9letr1nHStFkZExd90FF188OAEDZLv4Z5+FK6+EW2+VtcBi+hZl7BEvNzeeSkzk\n3NBQVuj1/NHQQHZLC781NPBbQwMUFwMQ4+nJzIAAZnQsU/z88HL0FGkVp6G/kRg/A3cJIf7otm4G\n8IQQYu7QmXdkXGHmQ8X2ZBsMXJeTw4a6OgBOCgpieXIyST5Dl8tuE4SQbchWrICAAPjf/2CS6xWy\nfGnTS9zy3S2E+oSya/EuIvwibG2SisqgcMJIDNUfsTN2NzczbcsWWi0WVo0dy8URLni+/OQTWLQI\nmpth6lT4/HNZRNLOEUIw6+1ZbCzeyAt/eYFbZtzS9VxWVRZz351LeXN517ppumm8c847TAifMKj3\ny6/LJ+WVFNrMbWy8aiMzYmb0eP6jXR9x0acX4aa48d2l33FywslsLtnMJZ9dwt6avXi6efLEyU9w\n87E3o1E0FNYXcs/6e1i1cxUA4b7hPHrio2wv287y9OVcN/U6lp+5vKcRJhN8950ssDrQNJLuCAGn\nniqjbiIiZNFWB55Jr2lvZ3NDAxsbGvijoYFNDQ3Um3v2E9IqCpM7ojVmBAQwMyCAOC8vx6hRo2Jz\nbJVOUgeM6H51VhRFA1QLIWxact1VnQaV4aHVbOaJwkL+VViIUQhCtVqeT0zkkogI5zxpP/AAPPaY\nvLB//71sR+ZiZFZmMuX1KbSaWvn8ws9ZkLLA1iapqAwaJxQxVH/EjmgxmzlmyxZ2GwxcERnJ2ykp\ntjZpeDGbZWHIpUvl48suk5MAdlz/oju/FPzCnHfnEOwdTOGthQcV8syszOTElSdS21rLw3Mf5o7j\n7sBd0+/Ghn1y3/r7WPrrUqZHT2fjVRvRKDJqZ2vpVo5/+3haTC0HCSpNxiZu++423tz2JgCnJJzC\n1KipvLDpBVpNrXi6eXLbjNu4Z/Y9BHgGsLtiNxOWT8DPww/97Xr8PYeok01lJVx4Ifz0k0y9ffxx\nGeXhBJFIFiHINhi6RI0/GhrY1dxM7zNchFZ7QNQIDGSavz++arSGSh/YSsTIB2YIIcq6rYsC/hRC\n2DR+yhWdhqPBFXKu+sPOpibW19aiURQ0gJui9LwPGIXg0TVrKO6oA3FVZCRPJiY6V+pId158UYZF\nurnBZ5/B2WcPeBeO/v1qN7cz862ZbCndwqJJi3jnnHeG/D0d/ZgNN+rxGhhOKGLko/ojNqP37+/6\nnByW6/WM8fYmfepU/NyP7g+uPdDvc0xdnUy9XLtWXjeffRZuvtnu6l/0RecYz1x1Jmtz1/LgnAd5\n+MS+O3TUt9bTZm4j3DfcKu/dZGwi+eVkSptKeW/Be1w28TLKm8o55o1jKGoo4opJV/DW2W/1OVG0\nJmsNV395NdUt1V3rLhx/IU+c/ATxQfE9tk29O5VdPrtYceYKrp16rVVs7xOTSQpZ//qXfHz22fDu\nuzBi6DXV4b4eNphM/NnY2CVqbKyvp9rUs6aTG5DaWVujQ9xI8vYe9MSfq1zzXWGctqqJ8SmwSlGU\nm4H9QCLwHLIyuIqKQ/FVVRXn796NsT/OptFIio8PK5KTmRMUNPTG2YoPPpACBsCbbw5KwHAGHv35\nUbaUbiEuMI4XT3vR1uaoqKgcjOqP2AmfVVayXK/HQ1FYPW6cUwgYVFXBqlWwcSN4eBy8aLXy1mKR\nxa5zciA4GP7zHzjpJFtbPyB2lu/k/9k77/Aoyq4P35MOaQTSCCR0+OhNeqRXQZQiXaogAnbF8toL\nioKgNBWQKh2RJkhL0NBCQHoNIRBKEhLSe3af74+HNEggZbMtc1/XXrszO7tzZnZ25szvOWXn1Z2U\nsyrHq21eLXA5Zztnna7XwcaBb7p9w9itY3l///v0q9uPQRsGERYfRruq7VjUd1GBN7zP/9/ztKnS\nhld3vUpMagxfdfmKdt7t8l22f93+nLt1jp+DfmZii4mlFz1rZSUjcdq3l5E427bJlKLNm6F589JZ\np4FwsrKim4sL3R4INEIIrqWkSEHjgbBxOjGRUw8eP9+5A0BFK6vsaI22Tk60dnLC2RzOFyoGpbCR\nGHbAbGAcYAukAsuAd4QQqaVq4ZNtM/uRDxXdsTEykhEXL5IpBM9VqoSPnR0aIdCCfBYCDTKMTiME\nLRwdmVqlCramGBoohKzAvWUL7N0re5rXqiVbimU916gBBw7IYmSZmfD99/DOO4a2XCdEJkVy4PoB\n7K3taV2l9RPrWhy9dRTf33zRCi3+Y/3pWK3spdKomB9mGImh+iNGwM3UVJoGBRGbmcnc2rV53YSK\nGhaIRiOFiIMHC/+ZJk3gzz/ltdTEeHHLi6w+s5ppraYx75l5el23Vmhps6QNQXeC8HH24WbcTao4\nViFoUhCeDp46WUdqZipVf6hKdEo0gS8F0qpKK51872O5fh0GD4aTJ8HWFhYsgAllqzB4skbDiYSE\nbFHjSHw84enpeZZRgCb29ozw8GCkh4dRdEFRKX0Mkk6Sa+UK4ApEGcuVuiw5DSolY3V4OGMuXUIL\nTPf25tuaNc2vroVWC4GBUrj44w8IDn788ooiH1qtzOOcOVM/dpYCWqHl5N2T7Lyyk51XdxJ0JwiR\nK3vTx9mH1lVa08qrFa2rtKZl5ZbZebJJ6Uk0+6UZwfeDddbaUkXFGDA3ESML1R8xHJlaLV1OnyYg\nLo6+FSuyvXFj87iWzpwJ778vO4uMGwcZGZCenv8jIwPq14cvvpADBCbGjdgb1PqpFgDBrwU/koqh\nDw7dPITvMl8A7Kzs+HfcvzrvyvTOnneYfWQ245uNZ+lzS3X63QWSmgqvvw6/yla0jBsH8+eDuRWC\nLyRCCG6mpWWnoByNj+dkQkJ2NLQF0N3FhdGengxwdaW8Wk/DbDGYiKEoijNQD3DIPV8IcUBXxhSH\nsuI06IqykHOVH4vv3OHlK1cQwKfVqvFp9eqFcrpMZn9ptfDddzBvHjwI3wPA1VWmhvTvL8WK4GC4\ndi3nOTRUjj5NnCiLkZXQEdX3/opLjWNvyF52Xt3Jrqu78lRRt7W0pVP1TqRr0gm6E0RiemKezyoo\nNHBrQOsqrYlKjmL7le00dm/M8YnHsbXS36iAyRxjRoK6v4qGOYoYqj9iOPz9/fGvVo3Pb9ygso0N\np596CjcbG0ObVXJOnIB27SAjA/9vv6Xze+8Z2qJSZdDMQfyR+gcjGo/g94G/G8yOcVvHsfL0SlYN\nWMWIxiN0+t3+/v54Nfai3vx6lLcuzw4lLPMAACAASURBVO23blPBTo9pwStWyG5vKSkyYmfzZhkB\nq0NM9XqYqtGwNyaGFeHhbI+OzhY0HCwtecHNjTGenjzt7IyFopjsNhaVsrCdBqmJoSjKWGABkAgk\n53pLADV1ZYyKSmnw061bvP4gIuHbmjV5z8fHwBbpmKQk2fd882Y57e0NAwbIh6+vzNcsiIwMWV27\ncmWTKEYGkJKRwuaLm1l+ajkHbxwkU5tTVMrbyZu+dfryTJ1n6Fqja3aldY1Ww6WoSxy/c5zA24EE\n3g7kdMRpzt87z/l75wGwtrBm1YBVehUwVFRUiobqjxiWU4mJfHnjBgqwun598xAwkpJg5Eh5PZw2\nDdq0MbRFpUJMSgz7QvaxK3gX269sBx+Y3n66QW1a/Oxivu32bam1Ma9bqS5da3TlwPUDMnWm9bRS\nWU++jBkja2IMHgxnzsg6GStWwPNqxzM7S0uedXXlWVdX7mdksD4ykpURERyNj2dZeDjLwsOpbmfH\nix4e1E01aJagihFT2JoYt4GXhBC7St+kolEWRj5Uis/Mmzd5PyQEgJ9q1+ZVc8jbzc2tW7KexcmT\n4OQkC3T262cygkRROBNxhsUnFrP67GpiU2MBsFQsae/dPlu4aOTeqNBhzamZqZwOP03g7UD+C/+P\nPrX78ELDF0pzE1RU9I65RWKo/ojhiM7IoOnx49xOT+dDHx++rmkmmtHkyTISsUEDCAoymfaoBZGp\nzSQyKZLwxHDCE8M5efcku4J3cfTWUbRCm73cuGbj+O253wxoqX7YeH4jQzYNoaFbQ86+clb/qU9x\ncTB+vEzxBVl37JtvHj/AVEa5nJzMqvBwVkVEcDMtLXt+eycnRnt6MtTNjQrm2iGwDGCoFqsRgJcQ\nQqOrFesKc3caVIqHEILPQ0P5/MGI0S916zLRy8vQZumW48elgHH3rizUuX27zNE1IxLSElh3bh2L\nTy7m+J3j2fNbebViYouJDG4wGJdypd/GTEXFVDFDEUP1RwyAEIIB586xNTqadk5OHGzWDGtTLHj9\nMNu2yeuojY2sJ9W0qaEtKhJCCA7eOMjik4s5F3mO8MRw7iXdy1MPKgsrCyt8fXzpXas3vWv3polH\nE/OoZfIE0jXp+MzxISIpgoBxAXTw6aB/I4SAOXNk7TGNRna0qVQJHB3lAJSTU+FfV64M5twtD1lc\n/2BsLCvCw9l07x5JWim+2SoK/V1dGePpSU8XF/M4B5UhDCVivAU4Al8KkUvGNQLM2WkoDcpCzpUQ\ngvdDQvguLAwLYPn//R8vehav2rXR7q8NG2SoYmoqdOokU0kqVTK0VTrbX+cjzzPn6BzWnVtHUkYS\nAM62zoxqMoqJLSbS1NO0HM3HYbTHmJGi7q+iYYYihuqPGIAFt28z7epV7M+c4dzEiVQ38WgFAMLD\noXFj2Vb1hx/gzTcB0zjHJKYnsvrMauYHzs9OicxCQcHN3g1PB088HTyp5VKLnrV60rVGV5xsnQDT\n2MaSknsbP9z/Id8EfMOoJqNYNWCV4YwKCIARIyAsrPjfYWMju5689FKZ+B137d9PVMOGrIyIYH9M\nTLY8525tzUgPD0Z7eNDM0dGgNuqCsvBbGqQmBvAm4AlMVxQlOvcbQggzKzCgYspoheCN4GDm3b6N\nlaKwpn59XnB3N7RZukMIWQ39s8/k9EsvyYuZOeQlP2Db5W0M2zSMlMwUAJ72eTo76qKctRk4zioq\nKiVB9Uf0zJnERN5+UFfqHW9v8xAwtFoYO1YKGN27y24SJsDlqMssPL6Q5aeXE58WD4Cngycvt3yZ\nfnX74eXohVt5N6wt1ZD73ExsMZFvA75l4/mNzO01l0rlDTTo4+sLISGyFll8PCQkyOfcr/Obl/U6\nNhauXpXF2O/fh9atDbMdeqScpSUvenryoqcnYamp/B4RwYqICC4lJzPn1i3m3LpFE3t7Rnt6MtLd\nHU+1XWuZobCRGJ0Kek8IUYSG2rrHnEc+VIpGaEoKrwcHsy06GhtFYVPDhjzr6mpos0qORgNnz8re\n9du2wYEDYGEBs2bBG2+YVf2LRccXMW3XNLRCy8jGI/m448fUc61naLNUVEwWM4zEUP0RPZKk0dDq\nxAkuJifzUuXKLK5nJufjn36SwkXFivL6agLppguPL2TqX1Ozp319fJnaaioD6w/ExtJ8BjJKiz6/\n92F38G5m95zNW+3eKnA5IQS7g3ezO3g3r7d9nZouRlb7ZcECePVVOag1fTp8+61Z+YGFQQhBUEIC\nK8LDWRsZyf1MWeDdAuhVsSJjPD3pX6kS5dR2rUaFwVqsGivm6DSoFI0UjYaZN28yMyyMVK0WB0tL\nNjVsSK+KFQ1tWvHIyJCFOv/5RwoXAQGyMFQWjo6wdi307Ws4G3WMEIL/Hfgf3wR8A8BnnT7jk06f\nlIl8XRWV0sTcRAxjxhz9kUmXL7P47l3qly9PUMuWlDeHm4KzZ6FVK0hLk8UWBwwwtEVP5GDoQbqt\n7IZGaJjQfAKvtn7VrNIq9cHWS1t5fv3z1K1Ul0tTLz3iXwgh2Beyj0/8P+HoraOAjHLZM2oPjT0a\nG8Lkglm7FkaPhsxMGZH7889gDv/NYpCu1bIzOpqVERHsjI4m48E52MnSkiHu7ozx8KCDs7PqTxoB\nuvZHClURRVEUW0VRvlYUJURRlLgH83oqiqLHXkUqusDf39/QJugMIQRb7t2jfmAgn9+4QapWy0h3\ndy63bq0zAUPv+ysxEZ56Ctq2lQr7zp1SwKheXV6wliyBy5eNRsBIzUzlfOR5tl7ayqzDs+j/TX+6\nrexGtbnVcP3Olbf+fouwuMfnfqZr0hnz5xi+CfgGS8WSpf2X8mnnT8vMBcec/pP6QN1fZRvVH9Ef\nGyMjWXz3LraKwroGDShvaWn6/7/UVNlONS1NhuTnI2AY2zbejr/NkE1D0AgN09tPZ0n/JSUWMIxt\nG0uDh7exb92+VHGswpXoK/iH5n3P77ofHZd3pOfqnhy9dRTX8q60rNyS8MRwOi3vlC1qGA3Dh8PW\nrfjb2Ei/cMgQeUybIU86Vm0sLBjg5saWRo24064d82rX5ilHR+I1GpbcvcvTp05R+9gxPg8NJSQl\nRT9GF4Oy8J/UNYWtiTEHqAKMBLLamp1/MH9+KdilovJYLiUl8VpwMHtjYgBoam/PvDp1eNrUKzZ/\n+qnsJ+7pCc8+Cx07yoePcaV6RyRGMGjDIA6HHc5bBf06kJ4zOefoHOYFzmNk45FM7zCdBm4N8nxP\nfFo8gzYMYl/IPuyt7dn4wkb61Omjn41QUVExRVR/RA+EpqQw8fJlAGbXrk0TBwcDW6QjPvhARmLU\nqSO7RRg5aZlpDN44mMikSLrV6MbX3b42tEkmi5WFFS+1eInPD37Ozyd+pkuNLvxz4x8+9f80W9So\nWK4i09tPZ2rrqVhZWDF883D+vPQn3VZ248+hf9KjVg/DbkRunnlGphV//LGMKOrbF7ZskdG6ZRRX\nGxumVa3KtKpVuZCUxKqICFaFhxOSmspnoaF8FhrK087OjPbw4AV3d5zVNrcmTWFrYtwFagshkhRF\nuS+EqPhgfqwQotB3jYqiuAC/AT2Ae8CHQoi1T/jMfqALYJVfJXJzDN9UKZj4zEy+CA3lx9u3yRQC\nFysrvqpRg0mVK2Nl6q2WTp6UIa4g26e2aGFYewogLjWOLiu68F/4f1gqltRwqUHtirWpU7FOnue4\ntDhmHZ7Fxgsbs3vT96/Xn/c6vEd77/bcSbjDM78/w+mI07jbu7NzxE6e8nrKwFunomJemFs6ieqP\nlD4ZWi2dTp3iSHw8z1WqxJZGjcwjMm7PHujVC6ys4PDhnOutEfPKjlf4+cTP+Dj7EDQxCDd7N0Ob\nZNLcir9FtbnVsFAs6FitIweuHwCggl0F3mn3Dq+2eTW7gwtApjaTCdsmsPL0SmwsbVg7aC0D6w80\nlPn5c+YM9OwJERHymN61yyi61RkLGiHwi4lhRUQEf9y7R/KDdq12FhY87+rKGA8Puru4mP49hAlg\nqBarN4AmQoi4LKdBURQ34KgQolahV6YoWQ7CeKAFsBNoJ4S4WMDyI4CXAV/A2pydBpXHI4RgdUQE\n00NCCE9PRwEmVq7M1zVq4GoOnTk0GmjTBk6ckG3efvjB0BblS2pmKr1X9+bgjYPUrlibgHEBeDh4\nPPYz1+5fY/aR2Sw7tYzUzFRAFiS7GXeTm3E3qVOxDrtH7Ta+4lkqKmaAGYoYqj9SynwUEsLXN29S\n1daWU089RSVrM+h0ERUl26mGh8OMGTIiw8j57b/fmLBtAraWtgSMD1BFfh3x/Lrn2Xp5KwBOtk68\n1fYt3mj7Bs52zvkurxVa3tz9Jj8F/oSFYsHS/ksZ22ysHi0uBNeuQY8ecP061K8vBbuqVQ1tldGR\nkJnJ5nv3WBkRgV9sbPb8yjY22e1aG5tL1JkRYpCaGMBGYIWiKDUeGFEZGba5rrArUhSlPDAQ+EgI\nkSKEOARsBV4sYHkn4BPg3cKuQ+XJmFrOVaZWy9779/H97z9GX7pEeHo6bZ2cON6yJb/Uq1fqAobe\n9tf8+VLA8PaWLVSNkExtJsM2DePgjYN4OXqx98W9jwgY+e2vWhVrsbDvQkJfD+VD3w+pYFeBgJsB\n3Iy7SduqbTk84XCZFjBM7T9paNT9VeZR/ZFS5EBMDDNu3sQCWF2//iMChkn+/4SQxQ/Dw2V65vTp\nj11cH9sohCBDk1Hg+0F3gpiycwoAi/ou0rmAYZK/YxEpaBu/6PIFbau25aOnPyL09VA+7fxpgQIG\ngIViwdzec/m006dohZZxW8cx9+jcUrK6aGRvY61asgh8o0Zw8SJ06ABXrhjUNl2hy2PV0cqKsZUr\nc6BZM0LbtuWrGjWoU64cd9PTmRUWRpOgIFoEBTE3LIzI9PQnf6EOKQv/SV1T2GSgD4GZwFmgPHAV\nWAx8XoR11QUyhBDXcs07DRTULm0GsBCIKMI6VMwArRAciY9nXWQkGyIjicyQF3p3a2tm1qzJaE9P\nLMwhtDWLsDD46CP5esECMEIVWAjBxO0T2Xp5Ky52Lvw96m+qV6hepO/wcPDg625f877v+yz9bykR\niRF83OljyluXLx2jVVRUzBHVHyklotLTGXXxIgL4uFo1Opl6jaksFi+GrVvB2RlWrTJ4F4eUjBTa\nLW3H+XvnqVepHo09GtPYvTFNPJrQ2L0x5azLMXD9QNI0aUxuOZlxzccZ1F5zo4lHE45MOFKkzyiK\nwmedP8PFzoU3/n6DN/9+k5iUGD7r/JnxpFp5ecmOdv36wZEj4OsLu3cbbWqyoalmZ8f/qlXjQx8f\njsXHsyIignWRkfyXmMh/iYm8c+0afSpVYoyHB/0qVcKujHZ/MWaK3GL1QdhmVFFjJhVF8QU2CCG8\ncs17CRghhOj60LJPAb8CLQEfIAQzD98s6wghOJWYyNrISNZHRnIzV5Xl2uXKMcrDgzeqVjXPIjzP\nPy8drEGDYNMmQ1uTL+/ueZdZR2ZR3ro8+17cRzvvdoY2SUVFpRCYWzpJblR/RHcIIeh/7hw7oqPx\ndXbGr2lT088RP3QIvv8etm2T0Rhr18KwYYa2iul7p/P94e8LfN9SsUQjNLSt2hb/Mf7YWtnq0TqV\nJ7H81HImbJuAVmh5tfWrzO09FwvFiP4rSUkwcKBMKXFygu3bZQSSyhNJ02rZHhXFyogI/oqORvNg\nfgUrK4a5uzPaw4O2Tk7GI1yZGLr2Rwq8I1QUpboQIvTB64djvR2zfkAhREgh15UIOD00zxlIeGi9\nCrAAeF0IIZRCHCljx46levXqAFSoUIFmzZrRuXNnICc8R502zumVu3axPzaWozVrciUlBU6dAqBq\nmzYMc3en9uXL1BWCLg9+X0Pbq/PpL7+ErVvp7OgIP/5oeHvymV57di2/3v8VKwsrPq32KWnX0sAb\no7FPnVan1emc6VOnThH7INc3NDQUc0D1R0p/et7t2+zYvx8HS0t+nzgRKwsLo7Kv0NNaLZ3j4+H7\n7/E/fFi+b2sL772Hv6cn+Psb1L7LUZeZfWE2FooFs+vOxs7SDpvaNpyNOMvBgwcJiQkhrnIcXo5e\nvOX5FkcCjhjX/lWnGdt5LE62TgydNZR51+cRmxrL0v5LOfTvIaOwr3PnzrB9O/69esnjvVcv2LAB\n/wddS4zCPiOeHty5M4Pd3dmydy/7Y2M5XKMG/yUm8vNff/EzUKddO0Z7eFD7yhU8bWwMbq8xT5e6\nPyKEyPcBJOR6rQU0D55zPzQFfT6f7ysPpAK1cs1bCcx4aDlnIBO4A9wFIh+s6w7QIZ/vFSqFx8/P\nz9AmiOvJyeLbGzdE08BAgZ9f9sMtIEBMuXxZ/BsTIzRaraHNFEKUYH9lZgoRECBEWFjBy8TFCVGl\nihAgxPz5xVtPKbPkxBLBZwjlM0WsObPmicsbw/Flaqj7rGio+6toPLhGFuo6bawP1R8pXU7Gxwsb\nf3+Bn5/YHBn52GWN9v+XkiLE4sVC1Ksnr6kghIuLEB99JER4eJG+qrS2MS0zTTRe2FjwGeLtv98u\ncLmIxAgRnxpfKjZkYbS/ow4p7W3ce22vsP/aXvAZou2StuJ6zPVSXV9+PHYbMzOFePll+V+wtBRi\nxQq92aVLjOFYPZOQIN4NDhaVDx3Kc9/S+b//xLI7d0R8RkaJ12EM21na6NofKTASQwjhmOu1RVGE\nkQK+L1lRlD+ALxRFmYisBv4s0P6h5eIURfHKNcsHCHywfFRJ7VB5MmlaLffS04nMyCAy13OKVku6\nEGRkPT/0Ol2rzfOcZ96DZVO0WkJSU7PX5WxpyUA3N4a7u9OlQgXTD18F+OcfeO01OH0aFAW6dYPR\no2HAgLz1Lj76CG7fll1JJk82nL35cC/pHp/6f8ovJ34BYP4z8xneeLiBrVJRUSmLqP5I6ZGYmcmw\nCxdIF4LJXl4MdDOxFp4xMfDzz/Djj7LFJICPD7z9Nowfb1Q1pmYGzORs5FlqutTkiy5fFLicu727\nHq1SKS7da3bnwJgDDNowiKO3jtLs52Ys6b+EwQ0GG9o0iaUlLFok263OmAFjxsj/y+uvG9oyk6Ox\ngwPfOTgwo0YN9sfGsiI8nC1RUfjHxuIfG8vUq1cZ6ObGaA8Purq4YKmmm+iFwrZYrQIkCyFics1z\nAcoJIe4UemV5+7JHAe8JIdYriuINnAcaCCFuPfSZaphpDqq+0ApBTGZmHkEi6zkin3lxGs2Tv7QE\nlLewoL+rK8Pd3elVsSK25iBcgCzQOX06rHtQJN/DQ14wsioc29vLuhejR8vX7duDhQWcPAlNmhjO\n7lykZaYxL3AeX/3zFXFpcVgoFszoOoP3fN8ztGkqKirFwNxqYqj+iG4Zf+kSy8LDaVi+PMdbtqSc\nqRSvu3kT5s6FX3+VNQAAmjWDd9+FF14AI2sLe+HeBZr93IwMbQYHRh+gS40uhjZJRUdEJ0czYduE\n7LatL7d8mTm95lDOupyBLcvFDz9IYQ/g44/h88/lIJtKsYnLzGTTvXusDA/nn7i47PlVbGwY5eHB\nGE9P6tvbG9BC40PX/khhRYzjwHghxNlc8xoDS4QQbXRlTHEwRadBFyRrNPmKErmfswSKe+npFEWW\nsATcbWxwt7bOfnazscHewgIbCwusFQVrRcl+nf2sKFhbWMjnXPMffu1jZ0d5U3GUCkNqKsyaBd98\nA8nJUK4cvP++dKZSU2HDBli5Eh7k5wJSvNBqpegxc6ZOzDhw/QDHbh2joXtDGrs3pnqF6oUuPiSE\nYMulLUzfO51rMbJgf69avZjdczYN3RvqxD4VFRX9Y4YihuqP6Ii1ERGMuHgROwsLglq2pKEpONxn\nzshinevWQWamnNejh7zedu9ulDdmGq0G32W+HL11lEktJvHLs78Y2iQVHSOEYMHxBby9523SNek0\ncm/E+sHraeDWwNCm5bB8OUyYIH3PKVNg3jzpi6qUmJCUFFZHRLAiPDxPtPlTjo6M8fBgmLs7rjY2\nBrTQODCUiBEnhHikiXJB8/WJqTkNxSE+M5MXL17MI1AkFjFaooKVFe7W1ticOUPddu0eESmynj1s\nbKhgZWVeLUxLgH+uImCPIAT8+adUt69fl/OGDJEOlo/Po8tfvSrbu61aBaGhULOmdMh04DgeDjtM\n5+WdydDm9J13tHGkkXuj7LZt7vbulLcuT3nr8tjb2Mtna3vCE8P5YP8HHLxxEID6rvX5odcP9K7d\nu8h2PHZ/qeSLus+Khrq/ioYZihiqP6IDQlJSaBYURIJGw8916/Kyl9eTP4QB/n9CwIUL4Ocnu4zs\n3SvnW1rK6+2770Lz5jpdpa63ce7Rubz595tUcazC+SnncbYz6GEKlI3zqCG28VT4KYZuGsqV6CuU\nsyrHT31+YkLzCaXWzaLI2/jnn7JDT1qafF6xAoz85tqUjlUhBIfj41kRHs76yEjiH9yrWSkKfStW\nZIynJ30rVcImH/HIlLazuOitO8lD3FMUpbYQIjiXIbWBaF0ZolIw5Sws2Badd1fbKAoeBQgR+UVR\nZKVs+Kek0LlRI0Nshnlx6JAMyfPzk9ONG8NPP8HjTkB16sAXX8Bnn8kUEh8fnQgYYXFhDFw/kAxt\nBt1rdkdB4UzEGSKSIjhy6whHbhWuH3qlcpX4ossXTGo5CSsLM2xlq6KiYg6o/kgJydBqGX7hAgka\nDYNcXZlUubKhTcpBCLh8WV5b/fzA3x/u3ct5v3x5eOklePNNeNAFxpgJiQnhfwf+B8CivouMQsBQ\nKT2aeTbjxKQTTPtrGitOr2Di9onsC9nHL/1+MY7f/vnnYdcueO45Gc0UGwubN8v/lUqJURSFDs7O\ndHB25sfatdkWHc3K8HD+vn+frdHRbI2OpqKVFcPd3Rnt6UkrR0e1XWsJKGwkxofAUOB/yHzQWsCX\nyD7rM0rVwifbZjIjHyVhe1QUFa2ts8UJJ0tL9cAvCcHBEB0NLVoULXf22DH45BPZfxvAxQW+/BJe\nfhms9H/jn5yRzNPLnubk3ZN0q9GN3aN2ZwsQkUmRnI04y9nIs5yPPE9MagzJGckkZySTlJEkn9OT\n0AgNQxoM4eNOH1PBroLet0HFtBACAgJg507w9JRp6E2byr+CivFhhpEYqj9SQt6/do2ZYWF429py\n+qmncDFk/Qgh5PU4t2gRHp53GS8v6NJFDhIMGCALFZoAQgh6rOrB/uv7Gd5oOGsGrTG0SSp6ZPWZ\n1byy8xUS0xOpUaEG6wavo3WV1oY2S3LiBPTuDVFRMpKpQwc5qGZvLwWNxz3nfm1nZ5QpXMZGeFoa\nayIjWREezpmsGj7A/5Uvz2gPD0Z5eOBtZ2dAC/WDodJJLIC3gQmANxAGLAF+yK+4lT4xFadBxQiI\njYX162Ve4NGjcp6zs8yn7dNHntALCqk9cQI+/VTeuQE4OsqRoDffhAqGufEXQjB883DWn19PTZea\nBL4USKXypuHcqZged+7I0i6//SYzox7Gx0cKGlmPpk2hRg3VvzE0ZihiqP5ICdh7/z49z5zBAjjY\nrBm++r5+CQEhIVKsyBItbt/Ou4yHR45o0aWLjGI0wRPJ0pNLeWn7S7iWd+XClAu42ZtY5xeVEnM1\n+irDNg/j5N2TWFlYMaPrDN5u/zYWihHUorh0CXr2lEXpi4uiSEEjP4HjSSJIlSrS97a11d02mQCn\nExNZER7O7xERRGbIFHAF6FqhAmM8PRng6oqDAQZF9YFBRAxjxhScBmOiLORc5SEzU+bQrlghcwHT\n0uR8Bwc5jBwcnHf5pk3lSbVPH2jXDv8VK+i8YwdslVWnsbeX7anefhsqVtTvtjzEjH9n8L8D/8PB\nxoGjE44aRQHOMnd86QBj3mcZGbBjhxQu/vpL1gMDqfUNGwaJiXDqlCztkquWVTZOTvIvlSVqNGsG\nDRvKwZviYsz7yxgxNxHDmDF2fyQyPZ2mQUGEp6fzRfXqfFyMdIxi/f9u3MiJtPDze/Smyc1NChZZ\nosX//Z9BRYvinmO0QsvlqMsyjTPsCOvPrychPYE1A9cYXYvysnAeNZZtTMtM4/197zP32FxAFk1f\n/vxyPB08S/zdJd7GqCjYvh3i42Vh+qSknOfcrwt6zvKpi4u7O0ycCJMnQ9Wq+S5iLL+jrsnUavk7\nJoaV4eFsjYoi7b//oFkz7C0sGOzmxiQvL9o7G0EKkg7RW00MRVE6CiH+efC6a0HLCSEO6MoYFRWd\nce6cFC5Wr84JTVUU6NYNxo6VIan29nJEaNcu+ThwAE6flo9vv5VCR2Ki/Gy5cjBtmiwi5mb40ZRt\nl7fx0YGPUFBYM3CNUQgYKubDxYuwdKmsQRsZKedZWcl02gkT5OBN7oGCzEwZnXH6tBQ1sh4REfDv\nv/KRhaUl1K+fI2pkCRxG8LdSMVJUf6TkaIVgzKVLhKen08nZmQ+rVSvdFQohi1wvWiQLWeemYsW8\nokXDhiYZaRGfFk/g7UCOhB3h8K3DHLt1jJjUmDzLvNDgBYY1GmYgC1WMAVsrW+b0nkO3mt0Y++dY\n/r72N1V/qErrKq3pUbMH3Wt2p03VNthYGqDApqsrjBtX/M9nZkJKSv4Cx5NEkEOH5AjI119Ln/v5\n56Wf3amTSZ4PioqVhQV9K1Wib6VKxGRk8NW9exx1cpKFQSMi8LCxMTsRQ9cUGImhKMo5IUSjB6+v\nF/B5IYSoWVrGFQZjH/lQ0TM7d8q0jxMncubVqSOFi1Gj8u8akkVqKvzzT46ocfmyHDJ+5RV47z0Z\n4moEnI88T9ulbUlMT2RG1xl88PQHhjZJxQyIj5fdgJcuzcm2AmjQQAoXL75YdKEhPDyvsHH6tPxb\nafMJ+vfyejQdpXZttQNcSTGHSAzVHyk5P4SF8fa1a1S0suL0U09RtTTzr4WQgv/s2XK6QgV5Y5Il\nWjRubLJ/7OSMZDae38jik4s5HHYYQd7f28vRi/be7WlXtR3tqrajTdU2xpE6oGIU3I6/zeSdk9l1\ndRcakdNl0N7ans7VO9O9Znd6vzx3BAAAIABJREFU1OxBA7cG5l/3LqvA1oIFsrhoVsvkhg1h6lTp\ndDg4GNZGAxCcnMyqiAiGubtT3xTaXhcBvaWTKIrSTAhxSlcrKi2M2WlQ0SOZmfDRRzBzppx2doah\nQ6V40bZt8VTdW7dktIYRVSyMTo6m9ZLWhMSEMKzRMNYMXGP+FzqVUiPLh/jtNylgJCfL+Y6OMHw4\njB8PrVvrdlAkOVkGSj0sbuSqdZWNvT00aZJX2GjcWC2kXhTMRMRQ/ZEScCIhgXYnT5IhBFsbNaK/\nq2vprUwIeOstmDtXFs1etQoGD5YhWCbMuchz/HriV1adWUVsaiwA1hbWNK/cPFuwaOfdDm8nb/Wa\nrPJE4tPiORh6kH0h+9h3fR8X7l3I876ng2e2oNGtRjeqOFUxkKV64s4d+PVX+OWXnOhpJyfpw0+Z\nAvXqGdQ8Fd2gTxEjXgjh9OD1VSFEHV2tVJcYq9NgrJhlbtnduzJB/59/pKP09dfw2msyBaSEGMP+\nSs1M5ditYxy8cZCNFzZyLvIcLSq34N9x/1Le2rju5oxhf5kahthnd+/KbKuHi3R27CijLgYN0kn3\n30Kj1crMrtypKKdPSx3xUfxxcuqMoyNFejg55T/fxgARvPrETEQM1R8pJgmZmbQ4cYLglBSmVanC\nvDol23WPPV8JAW+8IduNW1vL0dVnny3R+gxB1jZmRV38evJXDocdzn6/dZXWTGoxiaGNhuJgY5oj\nxWXhWm1K23g7/jb7r+9nX8g+9obsJTwxb4ee+q71s1NPOlXvhJOtE2Ba21go0tPhjz9kdEZAAAD+\nQOeePWV0Rt++Ji+IFoTZ/Zb5oLeaGECsoij9gAtAZUVRaiALqOZBCBGiK2NUVIqMn58cMo6IgMqV\nZfeRp582tFUlIjUzlUM3D3HwxkEO3jjIsVvHSNPkFE/ycvTiz6F/Gp2AoWLcZGTIbKulS2W2lOZB\nJGvlynKwY9w4mXllCCwsZOpI7dpy0DaLqKicMjVZ4sb58zL1JT5eN+u2sSm+APLww8HBZKPkjR3V\nHykmU69eJTglhSb29nxfsxSzbYSQgwfz58s/1R9/yBsOE+R6zHX+2PVHnqgLRxtHRjUZxaSWk2jm\n2czAFqqYG1WcqjC66WhGNx2NEIIL9y6wN2Qv+0L24R/qz8Woi1yMushPgT9Rzqoc3/f4nimtphja\nbN1jYyMHJYcNkxf8BQtkW7Q9e+SjWjUZmTFhgsm0WlYpPR4XiTEA+B6oBliQj8OAzEE1qCRmjCMf\nKnpAq5WpIx99JF936QJr1xpN3Yricjv+Nk8ve5rrsXnTvpt4NKFTtU50rNaRHjV74GynFvtRKRwX\nLsCyZdIPyF2ks39/mS7Sq1feIp3GjkYDCQmFf8THP/79rDRcXWFvX3wRJPfD2Vk3nefMJBJD9UeK\nwarwcEZfukR5CwuCWrYsvfxqrVYW5Fu0SB60W7bIDl8myOzDs3ln7zvZ01lRF8MaDcPexrzy01VM\ng3RNOsduHWNfyD72hOzh6C1ZtGpg/YEs7b+UCnZ6bpOsb+7fl07MwoUyZBNkvbrhw2V0RsuWhrVP\npdAYpMWqoigJQghHXa1Ulxib06CiB+7fh9Gj5bAywP/+B59/bvIhZknpSXRc3pGTd09Sy6UW/ev1\np1O1Tjxd7WkqljNsO1cV0+LaNRmUtG4dnD2bMz+rSOeoUbKzWVlHCNkhrrgCyMOPrGZGuuCDD2DG\njJJ/jzmIGLlR/ZHCcTU5mRYnTpCo0bCkXj0mVK5cOivSauXI6C+/SAFj61apjJoge67toc/vfdAK\nLS+3fJnJT01Woy5UjI6N5zfy0vaXiE+Lp5pzNdYNXkfbqm0NbVbpo9XC7t0y2mvXrpz5bdtKEXXw\nYN0o/yqlhj5rYtwRQng9eP27EGKkrlaqS4zJaTAFTD7n6vhxeOEF2XfexUUWDSvFkFV97S+t0DJ4\nw2C2XNpCTZeaHHvpGK7lS7H4Wilh8seXAdDVPrt5UxbnXL8egoJy5leoIP8y48dDmzam37nMmI8x\nrVYWKC2q+JGfePL++/DOO09e55MwBxFD9UeKRrpWS/uTJzmRmMgQNzfWNdBdp4M8/z+tFl5+GZYs\nkSOj27ZBjx46WY++CY0NpeWvLbmfcp/RTqNZ8eYKQ5tUqhjzeVRXmPM2hsSEMHTTUIIOBWFVy4oZ\nXWfwdvu3zbITTr6/Y3CwjPz67TeIlSlfuLvDxInynOTtrXc7S4o5H69Z6LMmhrWiKJWEENGA6VVm\nUnk8QsiWovHxEBeXk2T+8HTW68REaN5cdvyoWtUw9i5aBG++KQv/tGoFGzfK/Dgz4H/7/8eWS1tw\ntnVmx/AdJilgqOifu3fl32D9ejicU3cOBwfZcn3oUOjZ0/yLVxoLFhY56SAqOkX1R4rAhyEhnEhM\npLqdHb/UrVs63TK0WnnD8Ntvsoj29u3QrZvu16MHUjJSGLRhEPdT7vNMnWcYU3mMoU1SUXksNV1q\ncmj8IUbGjGRTyiam75uOX6gfK55fgZt9EXuhmyK1a8sWzl98AWvWyOiMM2dkYf9vv5UO0NSpsq2z\nqY/cqBTI4yIxvgLeAqIAL+BOfssJIXxKzbpCYCwjH3ojK/75cYJDYd8rTjK4osh+7yNGyBYGFfWQ\n5pCQAJMnyxMVyBPT7NlGHzamFVoUlCc6kMtPLWfc1nFYKpbsHrWb7jW768lCFVMkKkoW/V+3Dg4e\nlKcEkPcR/frJelh9+uikOY+KGWAmkRiqP1JIdkdH0+fsWSyBf5s3p51zKdRP0mjgpZdg+XJ5otmx\nA7p21f169IAQgvHbxrP81HJqutQkaGIQLuWMp626isqT2H55O2O3juV+yn28HL1YM3ANnap3MrRZ\n+kUIOHRIihmbN+fc3zRoIFNNXnxRju6oGBS91sRQFMUbWUhrD5BvlSYhxEFdGVMcjMFpKHUSEqBZ\nsxzxISNDN99raysrzjk7y+esR+7prNfW1jIXbccOKaKAnPfMM1LQ6NcPyuuwW4ZWK1umrlgBmzbJ\nSBB7e1i8WBbzMVKEEPiF+vHjsR/Zfnk7zTyb8eHTHzLg/wZgafFozY5/bvxD95XdydBmsKjvIiY/\nNdkAVqsYO7Gxslbe+vWwb19OZxEbGylYDB0qOxmq12iVhzEHEQNUf6QwhKel0TQoiMiMDGbUqMEH\npRGpqNHIVkarVslr/s6dcrTTRPk56Gde2fkK5azKcWTCEZp6NjW0SSoqRSYsLowRf4wg4GYAFooF\nn3T8hI86fpSv32n23LkDv/4q6/SEP2hV6+Qk27BNmQL16hnUvLKMoQp7dhNC7NfVSnWJoZ0GvaDR\n5G0fYG0txYXHiQ8FiBH+Fy7IfstOTsWLZIiLk3dTa9bA/v1SbAB59zRwoBQ0unUrfruD4GDZRmHl\nSln3IgtfX3lSql+/eN9bTAqbo5aSkcLvZ3/np2M/cTby7CPv/5/r//F+h/cZ0XgE1pbWAATfD6bN\nkjbcT7nPG23eYE7vObo2X++UhZw+XVPQPouPlxHa69dL/TBLu7Sygu7dZcTFc8/JmhdlCfUYKxrm\nImJkofoj+aMVgt5nzrA3JoauFSqwp2lTLHUdRq3R4N+7N5337ZODCn/9BR076nYdeuToraN0XNaR\nDG0GqwesZmQTWWqlLJxj1G00D3JvY6Y2k8/9P+frf79GIOhSvQurB67Gy9HLsEaWkGL/junp8n5l\n/nwICMiZ36OHjM7o29eoGgKUheNVnzUxUBTlJyHEa1kOg6IoE4QQS3O9v1kIMUhXxqgUgKUlXL2a\nI0aUJI0iLg7cSpAv5+ws1cyxY6XCuWED/P47BAbmiA9ubnJoeMQIWTX4SY5UbKz8nhUr8ib2+/jI\nELDRo6Fu3eLbXIrcir/FwuML+fXEr0SnRAPg6eDJK0+9wpimY/jr6l/MPDSTS1GXGLt1LJ/6f8r0\nDtMZ8H8D6LemH/dT7tO3Tl9m9Zxl4C1RMQZiY6VwsWkT/P13TtCThYWM1h46VGqFrmrJFJUyhuqP\nPJ5ZYWHsjYnB1dqaVfXr617AyMyU1+J9++Sgxa5dcnDBRIlIjGDQhkFkaDN4rfVr2QKGioqpYmVh\nxZddv6RT9U6M+mMUfqF+NPu5GSsHrKR37d6GNk//2NhIp2noUDh1ChYskPcre/fKR7VqMjJjwgSo\nVMnQ1qoUgyelk8QLIZxyTd8XQlQs6H1DUCYiMUyB4GBYu1aeIC5fzplfo4YUM0aMkLlpWWRmypPI\nihXw5585d2v29rLWxpgxMkTVwjgrLd+Ov81Hfh+x+sxqMrUy9+4pr6d4vc3rDGk4BBvLnEqKGZoM\n1p5byzcB33Ap6hIAloolGqGhsXtjDo0/hKOtWgmwrHL/vuxKuGmT/EtkRVwoCnToIK+/gweDp6dh\n7VQxTcwlEkP1Rx7Pobg4Rl64wIK6demra4c8M1P2ZV6/Xlat3b0b2rfX7Tr0SIYmgx6renDwxkF8\nfXw5MPpAdoSkioo5EJEYwagto9gXsg+A6e2n81XXr9TjPCYGli2TgkZIiJxnayvT1KdNg5YtDWuf\nmaPvmhh5+rErihIjhHDJNV2mnQaVfBBCKp5r1khR4/btnPeaNpUniqgoWL06J1cNoEsXKVwMGmTU\nif3JGcnMOjyLmYdmkpyRjKViycD6A3m9zeu0927/2CKeWqFly8UtzAiYwcm7J3G3dyfwpUCqVTCP\nDisqhScqSmp3mzbJrKysGlQWFrJu7uDBMGAAVK5sWDtVTB8zEjFUf+QJpGo02Ok6PDojA0aOlG2Q\nHB1liFi7drpdh5556++3mHN0Dp4OnpycdJLKjuqJVsX80Aot3wZ8yyd+n6ARGtpWbcvaQWupXqG6\noU0zPFqtFGPnz5dRZVm0bSubB7zwgtE3DzBF9C1iqCMfZoZec640Gvj3XylobNyY08s5izp1pHAx\napTRtkrN2l9aoWXt2bW8v/99bsXfAmBQ/UHM7D6TWhVrFek7hRAcvXUUH2cfqjhVKQ2zDUZZyOkr\nLhERUrjYuBH8/XOKc1pY+NO1a2cGD5ZdwTw8DGikCaAeY0XDjEQM1R/RNxkZcuBh82aZzrpnD/4p\nKSb9/1t3bh3DNw/HysIK/zH+dPDp8MgyZeEco26jeVCYbQy4GcDwzcO5FX+LCnYV+K3/bwyoP0A/\nBuqAUv8dg4Nh0SLZLjrrPsXNDSZNgpdfBm/v0lt3LsrC8arXmhiAlaIoXQClgGnjqYiiYnxYWsqU\nkM6dYd48OYKzebOMtBg1qnD1MopITEoMx24fo4JdBdzt3fGw98Dexr5E33n01lHe2P0Gx24fA6C5\nZ3Pm9JpT7BZWiqLQztu0R7JUnkx6Ohw/Ltug7tkj9bysOrhWVtCrlxT7XV1lgU4VFZXHovoj+iQ9\nXVYP3rJF1sLaswdat5YKrIlyLvIcE7ZNAGBOrzn5ChgqKuaGr48vp14+xbit49h+ZTsDNwxkWqtp\nfN/ze+ys7AxtnuGpXRtmz4YvvpCDrvPnw5kz8PXX8O23cnRp6lR5L6PrWkMqJeJJkRihwGOHFYQQ\nNXRsU5Ewu5EPlWKz6cImpv41lcikyDzzy1uXzxY03O3dsx8Vy1XEzsquwIeCwoLjC1h7bi0gC3bO\n6DqD0U1Hl822VSqPJTUVjh2TosXBg3DkCKSk5LxvbQ09e8pUkf79oWLFgr9LRUVXmFEkRiiqP6If\n0tNhyBBZrKdCBVms56mnDG1ViYhNjaXV4lYE3w/mxSYvsuL5FY9N/1RRMTeEEPx47Eem751OhjaD\n5p7NWT94PXUq1TG0acaFEHDokBQzNm/Oyfdt0EDWzXjxRaNOezdmDNJi1ZgxG6dBpdhEJkUy7a9p\nbLywEYDG7o2xs7IjIimCiMQI0jRpJfp+W0tb3m73Nu/7vq8W4FTJJjlZChVZosWxYzn1abNo0EDW\nuOjUSUZelLV2qCqGx1xEDFPALPyRtDSptO7YAS4ushtJixaGtqpEaIWW59c9z/Yr22nq0ZTDEw5T\n3rq8oc1SUTEIQXeCGLppKCExITjYODC311w6Ve9EZYfKJY5cNjvu3IFff4Vffsmp4+fkJDs0TpkC\n9eoZ1DxTQxUxHsIsnAY9Yk45V0IINpzfwLRd04hKjsLe2p7venzH5KcmY6FYZC+TmJ5IZFIkEUkR\nRCZFZj9iUmJI06SRmpma7yMlMwW3SDd+nvazWgipkJjT8ZUfmZkwd66MsD5+PKeTSBZNmuSIFh07\nFq6bsbnvM12j7q+ioYoY+sPk/ZHUVFlc+6+/ZKjYvn3QvHmeRUzx//fFwS/41P9TXOxcCJoURE2X\nmo9d3hS3sajkt40ZGbLGYadOMoOoOGi1smB1166GbwVeVn/HwhCXGsekHZPYcH5DnvmONo54OnhS\n2bEylR0qy9dZz7nmVSpfKdvPLm2M4ndMT5eO3/z5EBCQM79HDxmd0bevTKEvAUaxnaWMvmtiqKgY\nJRGJEUz5awp/XPwDgK41urLk2SXUcMkbTawoCo62jjjaOha5ACfIk4oqYKgAhIXJGneHDslpCws5\nQJklWjz9tJoioqKiYqKkpsqWSLt3Q6VKsm1S06aGtqpEpGvSefvvt5l/fD4KCmsGrXmigFGWmTIF\nliyRP7u/f/EiBxcuhFdflVGIhw6p0YfGirOdM+sGraNXrV4sObmEu4l3uZtwl4T0BBLuJ3D1/tXH\nft7KwgpPB8+8IodDZSo75n3tYe+BrZUZdPmwsZH97ocOhdOnZYvW1atlqt3evbI5wSuvwIQJhlfv\nyhBqJIaKSSGEYO25tby661Xup9zHwcaBWT1mManlJDW/VaXU2L5dRg/evw9eXvDjj1KAL+5olYqK\nvlAjMfSHyfojKSmyeN2ePdIB379fhpWZMGFxYQzZNISjt45iY2nDwmcWMqHFBEObZbRs3iyziLJo\n314eDvZFyC7QaGTTuevX5XT37jKox9pat7aqlA5CCGJTYwlPDOdu4l35nHA35/UDoSM8MZyY1JhC\nf2/FchXzihz2MqqjRoUadK3RFWc7E3WkYmJg2TIpaISEyHm2tnK0a+pUk68jVBqo6SQPYbJOgwkg\nhOB67HUO3TzEybsnaeTeiOGNhxssl/Ruwl1e2fkKWy9vBaBHzR4sfnYx1SoYZ3tWFdMnPR3efx/m\nzJHTffrAihWFSxNRUTEGVBFDf5ikP5KcLAWMvXvlie3AAWjUyNBWlYj9IfsZtnkYUclReDt5s2nI\nJlpXaW1os4yWsDAZfRETAx9+CKtWyXk9e8K2bfK+rDBkCSE+PrK0SkSEHJhevLh4TR2y/krq+JTx\nkZqZSkRiRB5hIz+xIzwxHI3QFPg9VhZW+Pr40rdOX/rV7Ue9SvVMb0BSq5XdF+fPl/lYWQdumzYy\n1eSFFwr/JzJzVBHjIUzSaTAgj8u5ytRmcibiDAE3A7IfdxPv5lnGxc6FCc0nMKXVlEdSN0oLIQSr\nz6zm9d2vE5Mag5OtEz/0/IHxzceX+smuLOSo6RJz2l8hIbLD4PHjsiXqN9/AW2/JNBJdYk77TB+o\n+6toqCKG/jA5fyQ5GZ59VgoX7u7yuWHDx37EmP9/WqHl24Bv+djvY7RCS4+aPVgzaA2u5YsW3m3M\n26grsrZRo4Fu3WRx6r59ZdTh1avg6wv37skSKevWyWvgk+jQAQ4fhnnz5P1bp04yyGfGDPjgg6LZ\nd/EijBwJSUly/Q+VZinSNpozxr6NWqElKjkqO6ojt8hxKuIUh24eyiNy1HSpSd86felbpy+dqnfC\nzsrO6LcxD8HBsGgR/PYbxMbKeW5uMGkSvPwyeHsX+FGT2s5iotbEUNEZiemJHLt1TAoWYQEcvXWU\nxPTEPMtUKlcJXx9fmns256/gvwi8HcisI7OYfWQ2/er249XWr9K9ZvdSERO0QsuOKzv47tB3HAqT\nhQj61O7DL/1+wdu54BOBikpJ2bRJjiDFx8tUx3XroG1bQ1uloqKioiOSkqSA4ecHnp5SwKhf39BW\nFZuYlBjG/DmG7Ve2A/BJx0/4pNMnajv0JzBzphQwPDzkfZeiQN26MpWkc2cZXTFxIixd+ngB/+hR\nKWBUqCBTLx0c4PffpQjy4YdQs6YsJ1AY1q6V60xKktPt28sGES++WNKtVdE3FooF7vbuuNu708Tj\n0RS1mJQY9lzbw46rO9h1dRchMSHMC5zHvMB52Fvb071md2rH1aZuy7p4OXoZYAuKSO3aMHs2fPkl\nrFkjozNOn4avv4Zvv4XnnpPRGZ07qyFGOkCNxChD3E24y6GwQ9lRFqfCTz0S5lW7Ym18fXzx9fal\ng0+HR0K7Am8HMj9wPuvPryddkw5AvUr1mNZ6GmOajtFJC9LUzFRWnV7F7COzuRx9GZARID/0+oEx\nTceYXqiZismQmiqjLRYtktPPPy8dOxcXw9qlolJc1EgM/WEy/khiIvTrJ+9eK1eWQoYJtwo8FX6K\nQRsGERITgoudC6sHruaZOs8Y2iyj59gxGT2h0ch6rr165X3/8GFZ+yk5Gd54IyetMj+GDIGNG+G9\n9+S9WhY//ABvvy2j6ffvl+sriLQ0ef1duFBOjxgB5cpJAQVkwdDZs9UaG+aKRqsh8HYgO6/uZMeV\nHZyOOJ3n/eaezWWURt2+tPJqZRoCpRCywu38+VIRzMyU8xs0kGLGqFHgWPL7JlNBTSd5CJNxGvSM\nEIJLUZcIuBmQLVxci7mWZxlLxZIWlVvg6+NLB+8OdPDpgKeDZ6G+PzIpksUnFrMoaBG3E24DsjXT\nmKZjmNZ6GvVci+4Q3U+5z6Lji5gXOI+IpAgAfJx9eLPtm0xoPkEnAomKSkFcvpxTeNrGBmbNktcY\nVTNTMWVUEUN/mIQ/kpgIzzwD//4rqxT7+cmhdxNl+anlvLLzFVIzU2nu2ZzNQzbrLdXVlElIgGbN\nZNrkm29KsSE/9u6Veld6umzGMHLko8uEhkKtWjJSIzQUqlTJeU8IeR1duFB275oyRUZnNG2a99oa\nGipLBwQFyevvjz/K6HtFkVEY06bJFrC+vlIs8czHVdVq5ee3bpWBRWPGwOTJJdhJKgblVvwt/rr6\nFzuu7GD/9f0kZyRnv+dW3o0+dfrQt05fetXqZRrFQe/elQfzzz9DeLic5+goQ5emTjVpIbmwqCLG\nQ5iE06AH0jLTOHH3BIduHiIgLIBDNw8RnRKdZxkHGwfqJdSjf6/++Pr40qZKG+xtilB6Oh8yNBls\nvbyVeYHz+OfGP9nze9TswautX+WZOs88US29HnOdOUfnsPS/pdknqWaezXi3/bu80OAFrC0NJ7uX\nhRw1XWJK+0urlTm/YWEQGAjTp8vw1Vq1YP16aNlSP3aY0j4zBtT9VTRUEUN/GL0/kpAgqxMfOiTv\nNP38ZDuJImAs/7/UzFRe2/Uai08uBuCl5i8x75l52FnZlfi7jWUbS5NevfzZs6czTZvKiIzH1R38\n9VcpKDg6wn//yWtkbt58E+bOlYPKq1Y9+vnMTBg4UNbbyKJWLTlv0CB5HR49WhYWrV5dihQPN3Y4\nelQue+eO1N42bYJ27WT0xoEDUrjYtk3eJ2ZhYeHPwYOd8fUt8u4xGcrCserv709b37b4h/qz48oO\ndl7dSWhsaPb7JlccND0dtmyR0RkBAdmz/Vu2pPMnn8jiNJYmEGVSDFQR4yGM3mkoJWJSYjhy60h2\nakjg7UDSNGl5lvFy9MpODfH18aWxR2MC/gkotRPe6fDTLDi+gNVnVpOSmQJAjQo1mNJqCuObj6di\nuYp5lg+6E8Ssw7PYeGEjWqEFoFetXrzb/l261uhqFCehsnCB0CXGtL/S0mSBstBQKVQ8/Lh1S15L\ncjN0qHTYnJz0Z6cx7TNTQN1fRUMVMfSHUfsj8fHQuzccOQJVq0oBo3btIn+NMfz/rsdcZ/DGwZy8\nexJbS1sW9l3I+Objdfb9xrCNpcmiRTBlij/lynXmxIknl0IRQl4bN26EVq3kfZeNjXwvLk4eTom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1MjnLLYs3Ah3H47/P3vfj0pCS68EG69FcaNi2jSJERSUnwL1bPO2r91xuefwy23+OXoo+GC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\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Tp1p9Ac9/bvzD2bizDAsadt9IiD8u/sGza58lNSsVjaKhZcWWdK3RlW41u9GuSjsAdl/d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\nmhUHLurX14VbRMqnIEbsqD+SmAoK7K7z2LH2/Npr4a67Kr/ZIJKKtm6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "efficiencies.plot(figsize=(18, 15), fontsize=12, show_legend=False)\n", "# plot efficiencies with error bars \n", "# efficiencies_with_errors.plot(figsize=(18, 25), fontsize=12, show_legend=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Quality on different metrics\n", "look how you can estimate the quality with your custom binary metrics and look for optimal threshold" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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0Cm9Ew3INuRx3mbrv1uXAuQN80fsLZu2YxcpDK9l/dn+6Yt7R6A76N8z52kd5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\nICcEAHTp4usSqAxER0uAtX9/8rZvX/LtgQOSquJ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from rep.report.metrics import significance\n", "metrics = report.metrics_vs_cut(significance, metric_label='significance')\n", "metrics.plot(new_plot=True, figsize=(10, 4))\n", "\n", "# You can define your own metric and use it\n", "\n", "# def AMS(s, b): \n", "# b_reg = 0.01\n", "# radicand = 2 *( (s+b+b_reg) * numpy.log (1.0 + s/(b+b_reg)) - s)\n", "# return numpy.sqrt(radicand)\n", "\n", "# metrics = report.metrics_vs_cut(AMS, metric_label='ams')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Exercises" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 1__. Create weight column for test and train datasets. Use weights in `fit`ting and `test`ing of factory.\n", "\n", "__Exercise 2__. Train another classifiers, play with parameters and feature sets. \n", "\n", "__Exercise 3__. Set up you IPython cluster for distributed training of estimators." ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.11" } }, "nbformat": 4, "nbformat_minor": 0 }