From 57c8dc3d7b8f52b8c72d9de2a29c468076e96863 Mon Sep 17 00:00:00 2001 From: Shira Wild Date: Mon, 29 May 2023 15:44:56 +0300 Subject: [PATCH 1/2] Created using Colaboratory --- .../initial_analysis_dns_and_collector.ipynb | 1792 +++++++++++++++++ 1 file changed, 1792 insertions(+) create mode 100644 Notebooks/initial_analysis_dns_and_collector.ipynb diff --git a/Notebooks/initial_analysis_dns_and_collector.ipynb b/Notebooks/initial_analysis_dns_and_collector.ipynb new file mode 100644 index 0000000..b1d5432 --- /dev/null +++ b/Notebooks/initial_analysis_dns_and_collector.ipynb @@ -0,0 +1,1792 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "collapsed_sections": [ + "3c2rxhluplZE", + "78CjPODDplZH" + ], + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "source": [ + "# Data Analysis" + ], + "metadata": { + "id": "31CSwzTOcdHd" + } + }, + { + "cell_type": "code", + "source": [ + "# imports \n", + "from google.colab import drive\n", + "import json\n", + "import shutil\n", + "import os\n", + "import zipfile\n", + "import warnings\n", + "from datetime import datetime, timedelta\n", + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns \n", + "import statistics\n", + "from collections import defaultdict, Counter\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n" + ], + "metadata": { + "id": "lrTEvPO0OhI_" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "import src.framework__data_set as ds\n", + "import random\n", + "random.seed(10)" + ], + "metadata": { + "id": "PYSzwTyYplZD" + } + }, + { + "cell_type": "markdown", + "source": [ + "# Data Understanding\n", + "Let's start our analysis by examining the data and assessing the applications. While we have three metrics available (Container memory, Container CPU, and Node memory), we'll focus on only two of them (Container memory, Container CPU). Therefore, we'll begin by evaluating the usage data for Container memory." + ], + "metadata": { + "collapsed": false, + "id": "3c2rxhluplZE" + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of applications: 417\n", + "Example of 15 applications, and number of samples for each: [('kube-rbac-proxy', 7718487), ('cni-plugins', 3142572), ('driver-registrar', 2820695), ('oauth-proxy', 1942223), ('collector', 1701727), ('nmstate-handler', 1587755), ('keepalived', 1587373), ('node-exporter', 1586814), ('coredns', 1586715), ('whereabouts-cni-bincopy', 1586041), ('bridge-marker', 1583131), ('whereabouts-cni', 1580344), ('egress-router-binary-copy', 1578966), ('kube-multus-additional-cni-plugins', 1577492), ('coredns-monitor', 1576538)]\n" + ] + } + ], + "source": [ + "hist = ds.get_amount_of_data_per_application(\n", + " metric=\"container_mem\",\n", + " path_to_data=\"./data/\"\n", + ")\n", + "print(\"Number of applications: \",len(hist))\n", + "print(\"Example of 15 applications, and number of samples for each: \",hist[:15])" + ], + "metadata": { + "id": "-7tcL5G1plZE", + "outputId": "aafe498d-464b-48bb-8065-5380e280ebe0" + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of applications: 378\n", + "Example of 15 applications, and number of samples for each: [('kube-rbac-proxy', 7578821), ('oauth-proxy', 1885203), ('collector', 1602125), ('coredns-monitor', 1564425), ('network-metrics-daemon', 1559549), ('nmstate-handler', 1556575), ('dns-node-resolver', 1554940), ('dns', 1554337), ('node-ca', 1552028), ('kube-multus-additional-cni-plugins', 1549615), ('network-check-target-container', 1547871), ('cni-plugins', 1546571), ('keepalived', 1545578), ('coredns', 1545393), ('node-exporter', 1545075)]\n" + ] + } + ], + "source": [ + "hist = ds.get_amount_of_data_per_application(\n", + " metric=\"container_cpu\",\n", + " path_to_data=\"./data/\"\n", + ")\n", + "print(\"Number of applications: \",len(hist))\n", + "print(\"Example of 15 applications, and number of samples for each: \",hist[:15])" + ], + "metadata": { + "id": "ycHeEfpxplZG", + "outputId": "0ac4a472-87f3-4b3a-fb75-8e0e27757820" + } + }, + { + "cell_type": "markdown", + "source": [ + "# Data Visualization\n", + "We can gain insights into the data by analyzing the graphs and their trends. As an illustration, consider the two plots below of the 'bridge-maker' application with container CPU information. To generate these plots, we utilized the 'get_data_set' function, which accepts 'metric' and 'application_name' as inputs and extracts the corresponding data from the json files. The output is a dataset object comprising a list of pandas dataframes with two columns - one for time and one for the sample." + ], + "metadata": { + "collapsed": false, + "id": "78CjPODDplZH" + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [ + { + "data": { + "text/plain": "
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\n" 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\n" 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\n" 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\n" 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\n" 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X49ixY4iNja3z9sy90YaEhNQqphcTEwMAiI2NxebNm6HRaEzejHbu3Cld3pDS0lLpm2ZzuC8fHx94e3vjyJEj9d5Wp06dzP4d1HzubcXc3+GpU6fg7u4u7aTx8/Mzu0tMnEWpztzvWtxVpNPppNmvphKfB3u8jrp06YKnnnoKTz31FE6fPo3Y2Fi8/fbb+PrrrzFnzhzce++90lhxFqhTp07Q6/U4e/asyaxNzXOxxXPx/fffY+TIkfjf//5ncjw/Px+BgYG1zq3m787c762muoKjxMREs0UwAcPs1J133onY2FgsXbq01uWWvF+IM2BHjhxB165d6z3Hy5cvQ6vVmszinDp1CgBMEsJfe+01rF27Fj/++COio6PrvU1qAmcl/1DzYm2Ssbnk4U6dOknJnJWVlSaJlqIBAwYI/fv3t/r8xCTjV1991eT4+PHjG5VkHB8fL8TExFh8///++2+tZM/S0lKha9euQnx8vHSsqKhI0Gq1ta7//fffCwCEF154oVndlzVJxjt27DC5786dO5tNMl6zZo3J7YiJpTXvQ0wIzs7Olo7BmGS8d+9e6VhaWpqgVquFpKQk6diHH34oABAOHjwoHbt8+bLg6elZ6+81ODhYGDt2bK3HN2XKFEGpVAqHDx+udVlWVlatY5awNsnYXPIwqiXSarXaWomtOp1OCA4OFu688856z2X//v0WJxlb81yYe/3369dPGDFihMkxMXm2ejL/kSNHBADCe++9Jx2rrKwU4uPjG0wyLi4uFgAIM2fOrPdxV7/d6667TggODhYuXbpkdowl7xcFBQWCl5eXMHDgwEYnGQcFBUlJxhs2bBAUCoUwf/58ix4HNR5ncAiAYatkcnIyhg4dikcffRSVlZX44IMP0KtXLxw6dMjq2yssLESHDh1w5513IiYmBp6envjrr7+we/duvP3229K4LVu2YOTIkVi4cGG9NS1uvfVWjBw5Es8//zzOnz+PmJgYrF+/Hj///DNmzZolfcvq2rUrnn/+ebz88ssYOnQoxo0bB5VKhd27dyMsLAyLFy8GAMTFxeHjjz/GK6+8gq5du6Jdu3a47rrr6rz/+Ph43HXXXZg3bx6ysrLQtWtXfPHFFzh//rzJt9bTp09j1KhRGD9+PKKjoyGXy7Fnzx58/fXXiIiIwMyZMxt87hx5X6+++irWr1+P4cOHY/r06ejRoweuXLmCNWvW4O+//4avry/mzp2Lb7/9FjfddBOeeOIJ+Pv744svvkBqaip++OGHWsmZTdW7d28kJiaabBMHIFWxBYAJEybg2Wefxe23344nnngCxcXF+Pjjj9GtW7dauS5xcXH466+/8M477yAsLAyRkZGIj4/Ha6+9hs2bNyM+Ph4PPvggevbsiby8POzbtw9//fUX8vLypNsYMWIEtm7d2uBy2uLFizFmzBgMGTIE999/P/Ly8qTXkaVJ5tWdOnUK119/Pe6++2707NkTLi4u+Omnn5CZmdlgEcfY2FhMnDgRH330EQoKCjB48GBs3LgRZ86cqTXWmufCnFtuuQUvvfQSpk6disGDB+Pw4cP45ptvauXb9erVC4MGDcK8efOQl5cHf39/rFq1qlaiuTlubm7o2bMnVq9ejW7dusHf3x+9e/euMzdm2bJl2LRpEx5++GFs3rzZ5LLg4GDccMMNFr1feHt7491338UDDzyAAQMG4J577oGfnx8OHjyI4uJik+XBsLAwvP766zh//jy6deuG1atX48CBA1i+fLmUeD9x4kQEBQUhKioKX3/9tcl53XDDDQ2WrCArODvCouZj69atQlxcnKBUKoXOnTsLy5YtM7vtFhbM4JSVlQnPPPOMEBMTI3h5eQkeHh5CTEyM8NFHH5lc59dffzW79dmcwsJC4cknnxTCwsIEV1dXISoqSnjzzTdNvkWJPvvsM6Fv376CSqUS/Pz8hOHDhwsbNmyQLs/IyBDGjBkjeHl51fqWWZeSkhLh6aefFkJCQgSVSiUMGDBASE5ONhmTnZ0tTJ8+XYiOjhY8PDwEpVIpREVFCbNmzTKZqWhO93XhwgVh0qRJQlBQkKBSqYTOnTsLM2bMEMrKyqQxZ8+eFe68807B19dXUKvVwsCBA4XffvvN5HZsNYMzY8YM4euvvxaioqIElUol9O3b1+SbvWj9+vVC7969BaVSKXTv3l34+uuvzf69njhxQhg2bJjg5uYmADDZMp6ZmSnMmDFDCA8PF1xdXYWQkBDh+uuvF5YvX25yG3FxcUJISIhFz+cPP/wg9OjRQ1CpVELPnj2FH3/8sdZshKUzODk5OcKMGTOk37GPj48QHx8vfPfddxadS0lJifDEE08IAQEBgoeHh3DrrbcKFy9eNLvd2tLnwtzrv7S0VHjqqaeE0NBQwc3NTbj22muFlJQUYfjw4bVeW2fPnhVGjRolqFQqITg4WHjuueeEDRs2NDiDIwiCsGPHDuk9ytxjqE78WzD3U/OcGnq/EARB+OWXX4TBgwcLbm5ugre3tzBw4EDh22+/lS4fPny40KtXL2HPnj1CQkKCoFarhU6dOgkffvhhreevrh9zf+fUeDJBaESGH5GNzJkzB99++y3OnDljdms0tS0ymQwzZszAhx9+6OxTkRQWFsLf3x9LlizBjBkznH061EyNGDECOTk5Dea0keOwDg451ebNm/HCCy8wuKFma9u2bWjfvj0efPBBZ58KEVmBOTjkVDX77hA1N2PGjDHb3oCImjfO4BAREVGrwxwcIiIianU4g0NEREStDgMcIiIianXaTJKxXq/H5cuX4eXlxaZmRERELYQgCCgsLERYWJhVhUXbTIBz+fLlWt2MiYiIqGW4ePEiOnToYPH4NhPgiA0aL168yM6tRERELYRGo0F4eLhJo2VLtJkAR1yW8vb2ZoBDRETUwlibXsIkYyIiImp1GOAQERFRq8MAh4iIiFodBjhERETU6jDAISIiolaHAQ4RERG1OgxwiIiIqNVhgENEREStDgMcIiIianUY4BAREVGrwwCHiIiIWh0GOERERNTqMMAhMtp7IQ8fbzkLTWmFs0+FiIiaqM10EyeqS2FpBV774wS+2ZkGAPj98GV8MXUgAjxVTj4zIiJqLM7gUJv217FM3PDONim48VAqcCRdg7s/ScHl/BInnx0RETUWAxxqsz77OxUPfLkHGZpSdApwx8oH4/HL40MQ5qPG2Wwt7lqWgtQcrbNPk4iIGoEBDrVZPx9IBwBMHBiOP2cNw+AugegS5Ik1jwxG50APpOeX4K5lO3DparGTz5SIiKzVqABn6dKliIiIgFqtRnx8PHbt2lXv+DVr1iA6OhpqtRp9+vTBunXrTC7/8ccfceONNyIgIAAymQwHDhwwuTwvLw+PP/44unfvDjc3N3Ts2BFPPPEECgoKGnP6RACAnKJyAMDd/cOhdlVIx9v7uuG7hxPQPdgLOUXl+G7PJWedIhERNZLVAc7q1asxe/ZsLFy4EPv27UNMTAwSExORlZVldvyOHTswceJETJs2Dfv370dSUhKSkpJw5MgRaYxWq8WQIUPw+uuvm72Ny5cv4/Lly3jrrbdw5MgRrFixAsnJyZg2bZq1p08EABAEAbnaMgBAoJlk4kBPFSYPjgAA/Hs215GnRkRENiATBEGw5grx8fEYMGAAPvzwQwCAXq9HeHg4Hn/8ccydO7fW+PHjx0Or1eK3336Tjg0aNAixsbFYtmyZydjz588jMjIS+/fvR2xsbL3nsWbNGtx7773QarVwcWl4M5hGo4GPjw8KCgrg7e1twSOl1kxbVoleC/8EABx7KRHuytp/Q+dztBjx1ha4KmQ4tDARbkpFrTFERGRfjf38tmoGp7y8HHv37sWoUaOqbkAux6hRo5CSkmL2OikpKSbjASAxMbHO8ZYSH2hdwU1ZWRk0Go3JD5Eo17g85eaqMBvcAECnAHeE+qhRoROw50KeI0+PiIiayKoAJycnBzqdDsHBwSbHg4ODkZGRYfY6GRkZVo239DxefvllTJ8+vc4xixcvho+Pj/QTHh7e6Puj1ifHuDwV4Kmsc4xMJkNClwAAQAqXqYiIWpQWt4tKo9FgzJgx6NmzJxYtWlTnuHnz5qGgoED6uXjxouNOkpo9cQYnwKPuAAcABncJBADsYIBD1Cx9t/siJn+2ixXIqRarKhkHBgZCoVAgMzPT5HhmZiZCQkLMXickJMSq8fUpLCzE6NGj4eXlhZ9++gmurq51jlWpVFCpWImWzMstEmdw6v8bEWdwDqcXoLC0Al7quv/miMjx3t90GpeulmDbqWzcck2Ys0+HmhGrZnCUSiXi4uKwceNG6Zher8fGjRuRkJBg9joJCQkm4wFgw4YNdY6vi0ajwY033gilUolffvkFarXaqusTVZertWwGp72vGzoFuEOnF7D7PPNwiJoTTWkFLl01VBy/mMfK42TK6l5Us2fPxuTJk9G/f38MHDgQS5YsgVarxdSpUwEAkyZNQvv27bF48WIAwMyZMzF8+HC8/fbbGDNmDFatWoU9e/Zg+fLl0m3m5eUhLS0Nly9fBgCcPHkSgGH2JyQkRApuiouL8fXXX5skDQcFBUGh4O4Wsk6OhTM4AJDQOQAXcouRcjYX10UHNzieiBzjxJVC6f/T8liQk0xZHeCMHz8e2dnZWLBgATIyMhAbG4vk5GQpkTgtLQ1yedXE0ODBg7Fy5UrMnz8fzz33HKKiorB27Vr07t1bGvPLL79IARIATJgwAQCwcOFCLFq0CPv27cPOnTsBAF27djU5n9TUVERERFj7MKiNE3NwAutJMhYldAnAqt0XmYdD1Mwcv1K1O5YVx6kmq+vgtFSsg0PV/ef//sU/Z3Lx7vgY3N63Q71jszSlGPjqRshkwP4XboCve8NBEZn3y8HLKC6rxISBHZ19KtQKzP3hEFbtNmwgiQhwx5ZnRjr5jMgeHFIHh6i1qNpF1fASVTtvNbq284QgAP+es18ezqWrxXjk672tNtenQqfH098dxNwfD/PbNtlE9Rmc9PwS6PRt4vs6WYgBDrVJUpKxBUtUgCEPBwD+PWe/Zar3N57GH0cy8NjKfShshVter2rLUa7TAwD2p+U792SoxdPpBZzMrMrBqdAJyNCUOvGMqLlhgENtjl4vIE8r5uBYVkpgsJ0L/hWXV+L3Q1cAAJmaMry9/pRd7seZxKASAA5czHfeiVCrkJqjRWmFHm6uCoT7uwEALjLRmKphgENtTkFJhTSV7WdhPk28cQbnZGahtAPLltYdzoC2XAdvtSHv/4uU8zh0Kd/m9+NM4rIgwACHmk5cnuoe4oWIAA8ADHDIFAMcanPELuI+bq5Qulj2EvD3UKJHqCG5zR7LVN/tMSRKTh/WGUmxYRAE4LmfDqPSuKTTGojPOwAcSS9ARSt6bOR4YoDTI9QbHfzcATDAIVMMcKjNySmyLv9GFB/pDwDYe+GqTc/nQq4Wu1LzIJMB4/p1wPNjesJb7YIj6Rp8mXLBpvflTNVncMoq9TiZUVjPaKL6HTMGOD1DvaqWqK6y2B9VYYBDbY5UA8eCHVTVxYb7AgAO2nh55fu9lwAAQ7oGIszXDUFeKsy9qQcA4O31J3GloHW8aVefwQGA/VymoiYQZ3B6hnmjoz9ncKg2BjjU5uRa0EncnBhjgHPksgbllbZZXtHpBfxgDHDu6l/V8X7CgHDEdfKDtlyHpZvP2OS+nE1M7Fa7Gt52DnAnFTVSnrYcmRrD67h7iDfCjUtUrGZM1THAoTansUtUEQHu8HFzRbkNl1f+OZODywWl8Fa74MaeVW0g5HIZpl4bAQA4ellTx7VbFvF5H9LV0KH9wEXbLvVR2yHO3nQKcIenygXhxhmcrMIylFbonHlq1IwwwKE2R+okbuUSlUwmk2ZxDthoh9Ma4+zN2Nj2ULua9lSLDDTsDLmQ2zq+lYrP+8jodgCAs9laFJS0vno/ZH9SgnGIIfHfz90VHkrD6+cS83DIiAEOtTnW9KGqKbaDDwDbLK8UFFfgz6MZAIC7+tduF9HJuPU1T1veKgIBcYkqqp2XlDPR2rbCk2Mcq7aDCjB8+QhnHg7VwACH2pyqHBzrZnAAILajLwDgoA0+mH89dBnllXpEh3ihT3ufWpd7qlwQ5GU4xwu52ibfn7PlVlsalGbCmIdDjXDc2EW8R6iXdEwKcNgGhIwY4FCbU9WHyvoZnJgOvgCAs9lF0DSxncJvhy4DAG7v2x4ymczsmIgAw5v2+Ra+TFVWqUNhWSUAw+41cUcaC/6Rtcor9TiTJQY4VY0Xw1kLh2pggENtjliJuDEzOAGeKoT7u0EQgMOXCuodKwgCzudoIQi1GwBmF5ZhV6qhqebNfULrvA1xmepCTsuewRGXp1zkMni7uZgEOOaeH6K6nM0uQoVOgJfaBR383KTjHY21cLiTikQMcKhNKa/UQ1NqnEloRA4OUDWL09Dsw/9tT8WIt7bgf3+n1rrsz6MZ0AvANR18pKl1c8RE49QWvkQlzpr5eyghk8nQK8wbrgoZcrXlTAolqxy7XJVgXH3msyoHh39PZMAAh9oUk5kEtWujbsOS5RVBEPDlv+cBAJ9sO4eyStOtq+sOGxpr1jd7Axi2wQItfyeV2GjT37gsqHZVSMsLLPhH1qhe4K865uBQTQxwqE0Rl6f8PZSQy83nvTTEkuWVPReuSt8kswvLpE7h4jmI/azGNBDgiE0EW3qSsbhFvHr39lgmGlMjHM8Qd1B5mRwXc3AKSytRUNzydx1S0zHAoTZFnEloTP6NqFeYDxRyGbILy3CloNTsmB/3pQMw7IQCgM/+SZWCIXF5qk/7+pengKoZnJyichQ2ManZmfK0tYsrSq0vuFWcLCQIAo6kiz2oTHceuikVUgDdnPJwLl0txsxV+3Ekvf6cPbI9BjjUplTNJDQu/wYwvJF2DzZ8ezTXl6q0QoffjTukXrujD1QuchxJ12CPsUmnpctTAOCldpXOtSUvU+UUmS5RAVUBzpH0Apu1vqDWLTXHUBxS5SJHdI0ZHADVmm42n9fK4j9O4OcDl/HJtnPOPpU2hwEOtSlN2SJenVgPx1wezpaTWdCUViLUR42be4fi9r7tAQCf/5OK3KIy/HtO3D0VYtF9ictUqS14J5W5JarIQA/4ubuirFKPI5f57ZYaJr7eerf3gaui9sdXc9sqnp5fguQjhmKe57KLnHw2bQ8DHGpTcppQ5K+62Hp2UonLU7fFhkEul2GKsadU8pEMrNhxHjq9gF5h3tIW8IZ0agV5ONISVbXAUiaTYWCkPwAg5WyuU86LWhbx9SbO/tUkVshuLktUX6YYXu+A4QsKSyI4FgMcalNyG9losyZxBudweoH0BgYAV7Xl2HwyCwAwrq+h/UJ0iDcGdwmAXgA+NHYGt2R5StQaiv3laGsvUQFAQucAAJCSronq01CAU7VE5fyt4sXllfh2Z1q1f+ukDujkGAxwqE2parTZtACnS5AnPJQKFJfrcDqrqrP4b4evoEInoGeoN7qHVOUI3H9tJABA/ALX0O6p6iKMtXDOt+Alqrw6Zs4Suhg6i+85f5V5OFSv0gqdtEW8zgDHuER1qRnM4Pyw9xI0pZXoFOAubRY4l8NlKkdigENtirSLyspO4jUp5DL0MTbeXLzuhPTG+9M+Q3fwcf3am4y/Lrqd9CbXM9RbClosIebgtOQZnLpyn7oFeyLAQ4mSCh13U1G9jl7WoEInINBTaVLBuDpxV+KlqyXQ6523HKTXC/j8n/MAgKmDI9AlyBMAcC675X5JaYkY4FCbYqslKgCYOLAjAGDrqWzc9N52TPpsF/al5UMuA26LCTMZK5fL8OSobgAg5eRYqlOguFW8DEXGfk4tSUm5DsXlhkKHNZ93mUyGQcZlKubhUH2qL0/V1bst1EcNhVyGcp0efxzJwOJ1xzHqna3o/8oGnHVgku/WU9k4l6OFl9oFd/UPR+fAlr9RoCVigENthiAIUqG/wCYmGQPA2Nj2+GPmUNxyTShkMmDbqWwAwJCoILTzVtcan9S3PU6+Mhp39w+36n681a7SzIc1y1RFZZWY/uUefL/3klX3Z2ti93ali1yqC1TdoC4McKhKeaXebKG+hvJvAMBFIUeYr+G1N2PlPnyy7RzOZBUhp6jcpNimvX32j6E9y4QB4fBQuSAyyBDgcCeVYzHAIbs5nVnY6Bd0blEZXvz1KOb9eMhmU83ach3KjHketpjBAQzdjD+8px/+mj0cd8Z1QAc/Nzw2smud41UuikbdT2NaNvx5JAPrj2XijeQTTt29UX15ytw3bzHReF/aVZRW6Gpdbk8FJRXYfT7PofdJ9bt/xW4MeWNTrV2DB6UAx6/e6w+MMPw9+XsoMa5ve4wzlmnYl3bV9idrxqnMQmw/nQO5DJiUEAEA6BxoWKLiDI5j1f46RWQDmtIK3P7RDihd5EiZd53FH+zllXp8mXIe7208jUJjU8y7+oejX8f639QsISYYu7kq4K607Z9+lyBPvHVXjE1vs7qIAA/sS8vHeSu2ih8z5gVlFZbhfG6x1LjT0cxVMa6uS5AHgrxUyC4sw4GL+dKSlSMs+uUoftqfjo/+08+qnW1kH3q9gJ2puajQCfjf36l4aWxvAIbXrrj1W8x9q8t/b++NGSO7oFOABxRyGQ5fKsCP+9Ox78JV6PVCo1u0WKK0Qodn1hwEACT2CpFygjobZ3AuXi1BeaUeShfOLTgCn2WyiyPpBSgqq0SethwnMwobvgIMW4VHL9mGV34/jsLSSojvQ7bqVZRjw/wbR2vMTiox8Rlw7jbsHGnnmvllQWfl4QiCgO2ncwDAocsXVLeswjJU6AyzjWv2XEJ+seE1KyagdwnygI9b/U1y1a4KdA7yhML4BhId6gW1qxya0kq77mISBAHPfH8IBy8VwM/dFfNu6iFd1s5LBQ+lAjq90Gxq9LQFDHDsZMeZHIz98G98vOUsSsodO+3eHBy7XPXheuhSw1VqSyt0ePCLPTiXo0WgpxKv39EHM683JOXaqtu0tEXcBvk3jmbtEpUgCNIMDgDsdGKAk2umyF9N4jJVigPPMz2/RAq+tp3KRoWO29SdLT2/qn5NSYUOK3cZ6siIX3IaWp4yx1UhR4yxMOfeC/Zbplq6+Qx+PXgZLnIZPr43Dh0DqvrMyWQyKQ+Hy1SOwwDHTt5cfxIHLxXg9eQTGPHWZqzcmYbKNvQGerRagHPYggDn33O5KCyrRIi3GpueHoHxAzqif4ThzezARdu8KYkftIFNrIHjDFVbxS17c7xSUIr8aoma/57Lc1oeTkNLVACQYEw0PpCW77A8nIMXq/4uC8sqmYvTDIgBjotx9uWLHedRXqmXvuSIBTat1a+T4b1k34X8pp6iWclHruCt9acAAC8n9Ta7zBoZKG4VZ6KxozDAsYO03GLsN24Xbu/rhkxNGZ776TBufHcbTmdatlzT0pnM4FjQRXfLScMOpJHRQfBWG6agr+ngA5kMuJhXguzCplcArZrBabkBTlZhGbQWbBUXl6ciAtzhqpAhQ1Pa4OyPTi9g+bazUiVmWxFnSfzrqT0UEeCOEG81ynV6m37Lfu+v07j+7S24UlC7sm3NwHnzCds+brJeurECcWLvEAR5qZCpKcNvhy5LCcZ969lBVZ84Yw7fXhslGmvLKnHwYj6+33sJi9cdx5OrDXk3UwZHSOUjamrLW8XPZBVijxO+QDDAsYOfDxh6EV3bNRCbnh6Ohbf2hL+HEudytPh210Unn539lVbocKbat5RTmYX1fisXBAGbjB8uI7q3k457qV0R1c7wrcdczydrVeXgtLwlKh93V/i5GwI/S5apxACzX0c/aVvtztT6l3/e2XASr647gYe/2ms2IGgsS2ZwZDKZNItjqzycExkavLfxFM5ma/HT/vRal4szOCO7BwGA9DdYn3/O5ODOj3fgTFbz+BZeqdNj7f70Ft2nrLr0fMPfdmSAByYndAIAvJ58AprSSqhc5CbVwa3R1zjzcyaryOwWdGv8cvAy+r60AWOX/oOn1xzEJ9vOoaRCh6FRgZg/pked1+ssbRVvHb8rS13MK8ZtH/6DCcv/lb7sOAoDHBsTBAFrjQHO2Nj2ULkoMPXaSDx1oyGfJLUNlOo+mVEInV6Av4cSgZ4q6PSm+SA1peZokZZXDFeFDNd2DTS5rK9xzX2/Db55WZIL0pyJicaWfJiJz3ePUG9pulzsYm7OhmOZWLr5LACgrFKPt/481dTTlYjbxAMbmDmzdR7O4nUnIFYYEGsUiSp1ehw2ziw+fn0UXOQynM3W1vvcCoKAl387hj0Xrjq9tpBo8R8nMGv1AcxYuc8p968tq8Tb60/ioy1nbLIEKs7gtPdzwz3xnaB2lUv9m/rU0UHcEgGeKmkX4b4mLHlrSiuw8OcjKNfpEeipRELnAExO6ITXxvXBp5P6w6We8xO3ip9rQzM4er2AZ74/iOJyHSr1AjIKSh16/wxwbOzYFQ3OZmuhdJEjsVewdDyyFZTbt5SYf9MrzBvXGLd01peHs9m4PDUw0r9WITjxm9d+G+ykyrVhkT9nEJepUi0IcMQlqp5h3oiPNAQOO8/lmv0QupCrxezvDgAwtJQAgB/3X8IRC5YWLZFrwRIVUJWHc/BiPgpLm/Yte9upbGw9lS3tpNl74arJ0t7JzEKUVOjgpXJBbAdfKd+rvlmc/RfzccK4I7A5zJj8fCAd//vbUFDuSLrG4t2KtpJyNheJS7bhg01n8EbySby/8UyTb1PMwWnv6wZ/DyXu6NdBuqy+An+WkN5LmrAEunzrOVwtrkDnIA/8O+96fDt9EF4c2xsTBnaE2rX+UhgR1SqSa5r4991SfLPzgskXq4ISxz5uBjg29suBywCAUT3awUtdtZ1RzKC/mFfc6pONj10xfDD2DPVGn/aGAKe+nVRbjDkfI6stT4n6GtfOD13KN+nabS1BEHDKmP8kdhxuacSdVA1tFS8qq5QC6R6h3ujXyReuChkuF5TiYp7p0lNphQ4Pf70PhaWViOvkh2X3xuG2mDAIAvDquuNN/lYuCILFM2cd/NzQtZ0nKvUClm092+j71OkFvLruOABgckIEOvq7o0InmCx9ictT14T7QC6X4fpow5eR+gKc6p2hnf1F5ejlAjz7wyEAgJfxS4G5ZTh7KC6vxKJfjmLip//i0tUS6ff67l+nsLYJ5yAIgjSDE+ZreI3ePyRSuryxCcaiuE5Ny8PJ1JTi//4+BwCYkxhd72yNOV5qVwR5GYL81DawTHUxrxiL/zgBoCppPL+Jy4PWYoBjQ3q9gF8OGgKc22JMmy0Ge6mhdpWjUi/g0lXb5Tc0R+IMTs/qMzjp+WbHFpdXYqcxwh9hJsDp2s7QtVtbo2u3tdLyipFTVA6lQo5eYfUXCmuueoR6AwD+Pp1Tb3XnE8bZmxBvNfw9lHBXuuAa4zbZf6vl4QiCgPlrj+D4FQ0CPJRYek8/KF3keCaxO5QKOXaczZWSvxvLmurRMpkMzyR2BwB8uj0VFxtZL+SHvZdwIqMQ3moXPHF9VwzrZlj23FptmUpMMBZnBUYaZ652nssz2+9LU1qBXw9dlv59IVfrtF1pV7XleOirvSit0GN4tyAsvqMPAMOMjr0bTJZX6nHnxylYseM8AEM/tq1zRuKh4Z0BAHO+P4RdqY1LJtWUVEJrLKnR3hjgdAnyxINDIxET7oth3YKadO5isdADaY37srTkr1MordAjrpOfyey8NdpKorFeL2DO94dQXK7DwEh/6XfHGZwWbNf5PFwpKIWX2gUjupu+GOVymVVLDC2VTi/gxBVDINIrzEeawTmTVWR298+OM7ko1+kR7u+GLkG1K+0q5DLEGD+EmrJMtee84QOtd3vvBqeSm6vh3YLgrXbB5YLSevNUqi9PiQZ19gdgWvBvxY7z+H7vJchlwAcT+yLEx9DDJ9zfHVONDUH/u+54k2Yc84z5N5ZWj76xZzAGdwlAeaUerxm//VmjuLwSb60/CQB44voo+LorMSzK8FrcdroqwBFncMT6KF2CPNApwB3lOj3+Nhb/q+7n/ekordCjc5ChOm5xuc4mO/uspdMLeGLVfly6WoKO/u54f0JfjOoRDC+1C64UlJoEsPaw+3wejl3RwEvtgi/uH4jF4/rAU+WCZxOjcVPvEJTr9Jj+1Z5GfYBfMiYYB3go4aaseo0+P6Ynfp5xrbS7srG6BXvBU+UCbbnO6uW8M1lFWL3bsEFk3k3RdTb7bEjnNtKT6ptdaUg5lwu1qxxv3nkNfI0bJBjgtGA/G5enbuodYvZDVKpl0oqj99QcLUoqdHBzVSAy0APtvNUI8VZDL5jWxhFtrrY8VdebRlUeTuPXzvcY1937R/g3+jacTe2qwC3GLuU/7Ks7ybUqwbhqx4mYaCzOlm0+mYWXfzsGAJh7UzQG10jufnRkV/i6uxre2Pc0fudfjta6rfkymQwv3NITchnw++ErVs8GfLzlLLIKy9DR3x33GXfhJHQJgItchgu5xbiQq0VRWSVOGWcDxRkcmUwmLZHW3C4uCAK+MS5P3RvfSZpdcMYy1XsbT2P76Ry4uSrwyX1x8HF3hdpVgTHGNhNNWSKyhLicnNgrBMOrzajI5TK8Oz4WMeG+yC+uwLQvdlsdGFdPMLYHhVwm/b6t7Uv1RrIhYf2GnsFNeg9pDYnGgiDgxV+P4qVfj5mdxcwtKsPrxi8nz46ORqeAqurTDHBaqPJKPdYdNpR7Hxvb3uyYCCdPTzYlh8VSRy8bvhn3CPWSEjzF3jGHjOXWRYIgVNW/MbM8JaraSZVf55iG7DMGOOI6fEslJl0mH8mosx6OuEW8Z2jVUlxcJz+4yGVIzy/BxuOZeHzlfugF4O7+HfDg0M61bsPHzRUzr48CACzd1PgdMtUbbVqqR6g3Jhhribz021GLl12+3ZWGDzYZEl2fHR0t9T/zUrtKhd62ncrG4UsFEAQgzEdt0vX9+h7GAOdklsl9HrxUgBMZhVC6yDGuX/uqXCgHz8TuOJODDzadBgAsHtdHWrIEgNuNDSX/OJxh10KJ4oaAmjPUgCEA/79J/eGtdsG5bK3UXsFS1ROM7aWq4J/lAc7eC3lYfywTchnw7OjuTbr/yFawRLXxeBY+/+c8PvsnFb+ZaXGydPNZFJVVond7b0w2Nhv1dTO8/hngtFBbT2WjoKQCQV6qOpsFRhqz6J3xx/3vuVzEvrge8348bNf7OXa59vLINe3FPBzTROPTWUVIzy+BykVeb4NFMbnwTHZRo3YfFJRUSN/YbdG005n6dfRFZKAHist1+ONIRq3LK3V6aadP9d+BIQ/H8Ht46Ku9KCqrRHykP15J6lPnzNnEgR3rTE62VJ62ce0xZt/QDV4qFxxJ11i0JXvNnot47ifD3/a0IZG4uU+IyeXibMPWUzlSTaWaSasDI/3hrlQgq7AM649lSEGdmFw8pk8ofN2VTpmJzSkqw8zVByAIwPj+4Ujqa/olakCEP9r7uqGwrBJ/Hc+0yzlczCvGmawiKOQyDO1qPh8myEuFodWea2vUTDC2h37G37k1MzgfGoPm8QPC0bVd4+rwiKq3a3BWDldTCIKAJRurSki89scJk4A6Pb8EX/97AQDwTGK01NjUx82wPF1QUu7As2WAYzMbjhk+bG65JlSauajJ2nL7tnIhV4uHv96LwrJKrNqdZtdqylVbxKtmD/rUsVVcXAoY1DnAZM29pkBPFcL93SAIwKGL1m9d3pd2FYJgqJYr7mJoqWQyGcYZP9x+MPPBfz5Xi7JKPdyVCnTydze5TAwiK/UCOgW4Y9m9cfV2NVa7KqQcqsa2MchpxAwOYPidP2GcQXrjz5P19nNbuz8dc344BEEwVJKdP6ZHraBNzMNJOZsjVVQV829EKhcFru9hSB59+Ot9uGtZCv44fEXaOHBPvGFWydq+YE2l1wt4cvUBZBeWIaqdJxbd1qvWGLlchrGxhuVLey1TictTcR394ONedz7McDHn6ZR1CeqXC+w/gyPuyjyfW2xR0bmLecXYYnwc04d1afL9d/R3l3K4xPo+LcmmE1k4kq6Bu1KBEG810vNLpFIFAPD+X6dRrtMjPtIfw6Kqlr19mIPTsp02VjatbwlEnJ5Mv1qC8krHbBUvKKnA/St2I7+4AjIZIAjAR1savwW3PtUbPPaqNnsgfkiey9GazMBU5d80vDuiKQX/qpanWm7+TXW39zMEOCnncnHpqumHrBhgRod4Sd+eREOMbzheahf8b/IA+FkQdIj5BnsaWTtErGLs34j2GJMHRyDYW4WcojLsr6M4W/KRK5j9nWFm4z/xHbHw1p5mZ6R6hXkjwEMJbblO+rszV1fl5bG98J/4jlAq5Nhz4Soe+WYfSip06NrOE/2Nr21Hf1H5ZNs5bD+dA7WrHEv/06/OLwPiMtWWk9nS825L4nLyiOj6X69DjbvWDl3Kl7qBW8LeOTiAYelVrI6+24L8rm93pUEQgCFdA6X376ZwVcjR0fjFo6UlGguCgPc2GpZIJyVEYN7N0QAMTUazNKU4m12ENXsN+XpzRpsmYjMHpwUTBAFnjQFOlyDPOscFeangoVRALxi2LdtbpU6Px1buw9lsLUJ91Pi/Sf0BGEqN26NQWYamFHnacijkMnQLrprKDfBUSd/KxOJx1QtAiVt06yMlGjeiZYO4g6ql59+IOvi5S1V/a35bP27cwVY9P0OU0DkA702IxY+PDEbXdnX/nVYnfqg3to+MVFyxgSJ/5ihd5FIQIj6uml77w5D8Ob5/OF4e27vO5Ta5XIahxgBPLwByGdC7fe1yAb7uSvz39j7Y/uxITB/WGe7GYGLy4AjptqsqShfbfZnhSHqBtCvsxdt6mbyuaooK9kLv9t6o1Av4rdqWdlsordDhn7OGJaf68uUAINTHDVHtPKEXgL/PWL5M5YgcHKAqf+iLlPP1jiuv1OM7Y4L9vYPM95dqDHGreEtLNN58MguHLhXAzVWBB4dG4raYMPTt6Ivich3e/PMk3ll/CnrBUAOu5nstA5wWLFdbDk1pJWQy1Bvly2Qy6c3R3uv3giDgpd+OSTsuPp3UH9f3CMbwbkHQNbGQWl2OphtmD7oGedbaRVa9ovGKf1Lx/E9HAAAPDIlEp4CGvxnFSlvFr1r1oVKh00s5F2K12tZgnHEW54d96SbPxzEzW8RFMpkMY2PbI6qeD8maxDeq01lFVn0bF4lF/vwb2R4jOsTwOE6YafVRUFIh7WR67uYetWasaqpeR6VbsBc8VHVvWw/2VuO5m3vgn2evw5qHE3BvfNUHXLi/G2QyQ0FFcQnOXr7+9wJ0egGJvYJxd//wBscnGTc4vPLbccz94RDO2miWYGdqHkor9AjxViPagn5Q4nNt6TJVaYVOei472HEGBwCmXhsJV4UM/57LqzcX58+jGcgpKkc7L5W0dGkL4meEI3tSHbqU36T+coIg4L2/xNmbTgjwVEk7HgHg+32X8PvhK5DJgKcTaydi+4hJxiz01/KIf6hhPm4WlOu27/S2IAjYeiob4z7egS9TDMleSybESt9WH7uuKwDg+72XbNpQETBt0VCTmIfzv79TsehXw/bkh4Z1xvP1NKerrmeYN5QKOa4WV+Ct9Sct3oJ64oqhJL+32gVd65lda2lu6hMKN1cFUnO02Fdtd1nVDqrav4PGCPBUSbU7zHX5/nHfJbz2xwl8svUsvtt9EeuPZpgE79IuqkZ2cBdnoo5n1A5wxMfawc+t3pwQ0dCoqgCnr4VVcf08lBgQ4W8yM6RyUSDMx/Ah3NSZ0FOZhfi/7eeQqando6e0QoffjbtUpl4baVHtlQkDO+LargEo1+mxavdFjHpnKx78cg++SjHUPFp3+Aq2nso2W8ywPpulZrhBFp2HGOBsP51j0RcScfbGQ6mQvu3bS5ivmxQIfrS57i96YrLshIEdG90Dy5xuxgDR2l1mjXUmqxBJS//Bff/b1egZxy0ns3FQnL0ZVrXrsl9HPyTFGiqfA8DYmDDpS0l14u9UU1rpkN28ooYrb1GDxLXULhZM+4s9qewxPfnPmRy8vf6k9IGncpFj/pgeSOxVtaNkQIQ/4iP9sTM1D59sPWc2YbGxpBYNZgKca9r7AgCyjMXRHr+uK2bf0M3iglkqFwUeHtEF7288jaWbz2J36lW8X604XV32XDAsrcR18mvwG35L4qlywU29Q/Dj/nTM+GYfBkb6I6qdJ3KKyiCTodFdl83p38kP57K12HPhqsk32eNXNJj93UGz17mmgw9uiwmTPrgb2/9LrOVzKrMIlTq9SXl8sSSBuYDanCAvFXqFeePoZY2U09VYEYHuSM8vwfncYqvropRV6pB8JAPf7EyT6vxsPJ6Fb6cPMhm34VgmCssq0d7XDQMtvA9PlQu+eWAQ9pzPwyfbzmHDsUzpp7qBkf747qEEi89ZTDA2V23cnPhIf6hc5LhSUIozWUUNzhpW30HV2CJ61nh4RBd8v+8S/jqeiZMZhbVeL6czC7EzNQ9yGTBxYMMzZ9YQl5cPXsxHUVllrf57trbjbC70gqFY4fErhWbfn+tj2DllmL25L6FTrdfynNHRWH8sE5V6AU/e0M3sbVQPWgtLK+Dr7piGxwxwbECcBu5sQRKavZaovtt9EXOMvWlULnL8J74THh7RGe28agcAj13XFTv/twvf7krDjJFdbbazyNwOKlGf9j5wkctQqRcw+4Zu0g4Za8y+oRu6tvPEcz8exq7zebj5/e2Yk9gdShc5CkoqoCmpRIiPCnf06yB9EO5pJfVvzLkvoRN+O3QFGZpSaacPYJgCt6RqsKX6R/jjuz2XauXhiPkJ0SFe6BHqjavF5cjTluPoZQ0OXSow6T/W2CWqcD93qVVHao7W5INS/HvrbUXrjdfGXYMNxzNrbbO2VkSAB/45k2v1DM7pzELc8387pSrICrkMgiAg5Vwu9qddlXb5AIbZMcCwHGltcN4/wh/9I/xxJqsQ3+xMQ0ZBKbTlOhQUlxvq+phZ8qtLao4W53OL4aqQ4dqudZdzqE7tqsDASH9sP52DraeyGwxwLufbP8G4ui5BnhjdKwR/HMnAsq1n8e74WJPLxcKO1/cIRqiPbc8p3N8dHf3dkZZXjN2peRblIDbFgWozvOuPZVgd4KzafREHL+Ybc29q18wK83XDr48PgU4v1JluoHSRw81VgZIKHQpKGOC0KOISlblWAzWJtXBsGeCczizEgl8MOS13xXXAM4ndTQqY1TSkayBiwn1x8GI+3tlwCv9N6t3k2Y2r2nKpx5a5F5CPuys+uS8OFTo9RvcObfT93BYThj7tffDYyn04elmDuWbq+vx7Lg9v3RUDuQzYe7517aCqrm9HP+x6/noculSAw+kFOHQpH+eytZhibLNgK2Ki8cFLBSir1EHlokB5pV5KcH72pmiTxNOcojKsO3wFa/enY19aPtr7ujU6iJbLZege4oV9afk4nlFYI8AxzuC0t/wNu08HH2m5tCmktitWvo7/b3sqsgvL0M5LhXviO2LCgI54a/1JfL/3Ej7achafGjcCZBWWYpuxZcTtTQjGurbzwsJbq2ZpC0oqEPPiemhKK1FaobOobYk4ezMgwt+kgXBDhncLwvbTOdh2OgcPmPlgrM5RCcbVPTqiK/44koFfDl7G7Bu6Idy4u6m4vFKqFH7voE52ue/BXQKQlleMf87k2D3Aqb4xY/3RTMwaZX6WxZzL+SX47++GxrVP3ditztdxfZtrRL7urigp0Dk00ZgBjg2Iy02dLfgli2+MlwtKLX6DqU9phQ6Pf7sfpRV6DI0KxOt3XNNgsCKTyTDz+q64f8UefLsrDWezi/D2XTHSC7wxxD4/3YI961xDt1WiXmSgB354ZDCW/HUaKedy4aVygY+boWT9zwfS8dP+dLjIZXji+ihkaEpNSrS3Nr7uSgzrFtTkRoT1iQz0QICHErnachxJL0BcJ39sPJ6Jq8UVCPZWSTVmRIGeKkxKiMCkhAhkFJTCzVXRpByG6FBv7EvLx4krGtxmbFVRUq7DGePORWc0T21MLRxBELDd+Dp5864Yqfjgw8O74Id9l7DhWCZOZRaiW7AXfjlwGTq9gL4dfS16X7GUt9oFShc5yiv1yCkqQwe/hl/zmy2oNm7OsG5BwO/HsfNcboPvdY7YIl5Tnw4+GBoViO2nc/Dp9nNYdGsvHE4vwLe70lBYWomO/u4YWqOFia0M7hqIVbsvYsdZ+/YOyy8ul4JwucywCeFiXrFF7/WCIGDej4dRVFaJfh19MfXayAavUx8fN1dcKSh1aIDDJOMmKq/US1u+LYli/T2U8FIb4kpbFAr77+/HcSKjEIGeSrx9d4zFMzHXRQdj8bg+cFcqsCs1D4lLtmHlzrRGJ6GJSYj2/jYiUrsqMPemaPw841p8/UA8lv6nH96+OwbvTegLuQxYs/cSHvxyDwBDjkZ9hQSpfjKZTNqBtts4IyYuT93Rr0OdhS0BIMRHbVECcH2kRONqyyonMjTQC0CgpxLtnFC8sfpmAUtfM+dytLhcUAqlQm6SU9O1nScSexry5JYZa1T9sM8wOzbO2JrDVmQyGYKMORSWNAstKddJDVpHNlD/pqaodp4I8VajrFLfYE+xS06YwQGAR4Ybivet2n0RA1/diLFL/8EqY1PNKYMj7Ja3J+bhHLuisUvNIpG4gzQy0AMDjH9zNfOx6vL93kvYeiobShc53rgzpt7XuSW8jV988x24k4oBThOl5Wmh0wvwUCoQ7N3wG61MJrNZP5LkIxn4ypjp/87dsWbzbeozcWBHJM8choER/igu1+G5nw7jReMOJ2vo9IadWwBwfbTttlM2xphrQvHO3bGQySC1LGiN+TeO1t+4xLfn/FVkFJRKv++7LNi63FQ9jAmgJ6p1gK6e7+WIpNSaOvq7QyYDCksrcdXCN+ztxudsQKRfrYD70ZGGD9qfD17GhmOZOH5FA6VCjluvafxybl3EZQZLApyTmYUor9Qj0FNp0Re46mSyqtpD20/Xv11cmsFxcICT0CUAseG+0oyWh1KBm3qH4L0JsZhq46Xe6oK8VOhuXG5NseMsjti/LzbcFzcaN5usP1a7xUtNmZpSqRnvk6O6WVw3qz7OqIXDAKeJzhrzbyKDPCx+o420wVbxKwUleNaYVPzQsM6NXqLoGOCOVdMH4dnRhqqUq3anWV1l+cDFq7haXAEfN1ep14szJfVtj9fvuEb6d/9WmH/jaOIMzt4Lefhh3yXoBWBAhJ9Nqrs2RNzhcqWgVKrFU19JAkdQuyoQasxzs/R1LBa9G2Kmj9M1HXwxpGsgdHoBs1btB2Bo/mmPZEwpwLGgVYFYwLRrO89GBZJV9XDqLvin0wvIMO62c+QSFWAIwt6f0BfPJHbHNw/EY/+CG/HxvXEYG9ve7oHzYGPC9o6zps/N8SsajHhzM75soBChJcQZnL4dfXFjT8OXz93nr+JqPbNGgiDg+Z8OQ1NaiZgOPnhwaNOWpkQMcFogMcG4c6DlEa6UoNiEQk/LtpxFQUkFrungg6dubFqHW7lchoeHd4afuytKK/Q4ctm6fk+bjMtTw7oFmWzjdaa7+4fjo//0w5TBEbihp3NnlVqDXmE+ULkY6hAt33YOgGNmbwBDN/Bwf8MHn1jRuGqLuOPzb0SdrGi6WaHTS9/Uh0aZz+t4dIRhFkdr7Ltl6+UpkTUzOGeyG67QXp8hXQMhlxlmgs5kma9GnakphU4vwEUus3oW2hY6BrhjxsiuuLZrYL292WxtcBfD30H1PBxBEPDir0dxPrcYK407uRpLEISqxrLhvgj3d0ePUG/o9IL0nm3uOi/+egx/Hc+Cq0KGN+6Msdl7uq9YC6e5BzhLly5FREQE1Go14uPjsWvXrnrHr1mzBtHR0VCr1ejTpw/WrVtncvmPP/6IG2+8EQEBAZDJZDhw4ECt2ygtLcWMGTMQEBAAT09P3HHHHcjMtE/XXGuca8QbgLRE1cgZnILiCny3x5Dl/+zoaJu8KGUymbRG29B6eU0bjxteLNdZuUZvbzf3CcWi23o59E2rtareNqGgpALuSgXG9LH98kldeoRU5eFUVOuY7qwZHMBQCweAVE0ZMPTe+nTbuVpVn/en5UNbrkOAh7LOIowJXQIQY3yO/T2UUhKyrVmTg1N9Bqcx/DyU0heMZVvPmR0j7qAK9VU3Oc+jJYnv7A+5zJCqIG6T3346R2phczqrqN4msw1JzdGioKQCKhe5VHxPnMUxt0wlCALe+PMkVuw4DwBYPO4am9bTahEzOKtXr8bs2bOxcOFC7Nu3DzExMUhMTERWlvmIcMeOHZg4cSKmTZuG/fv3IykpCUlJSThy5Ig0RqvVYsiQIXj99dfrvN8nn3wSv/76K9asWYOtW7fi8uXLGDdunLWnb3NSDRwLtoiLmloLZ+WuNJRU6BAd4oXBXSyrS2GJgZGGAMeSJnSiy/klOJFRCJkMGN7NMQnG5BzVW12M6RNab6sDW4s2BgUnMjQ4m12E8ko9vFQuUuNCZxBnYsVaOIIg4LGV+/Dfdccx9wfT8gViDsq1XQPrTFyVyWR4NrE7lAo5pg2JtFtgbs0MztkmzuAAhl1igKFvmvhBXp2z8m+czVvtimuMHe13nM2FXi/g9eQT0uU6fVXz4sYQZ296t/eR/pZu7GUIcLaeyq4VPH2w6Qw+Nia5v5LUG3fG2XYGUdxs0KyTjN955x08+OCDmDp1Knr27Illy5bB3d0dn332mdnx7733HkaPHo1nnnkGPXr0wMsvv4x+/frhww8/lMbcd999WLBgAUaNGmX2NgoKCvC///0P77zzDq677jrExcXh888/x44dO/Dvv/+avU5ZWRk0Go3Jjz1UbRG3PMARqxlnFZZBa2XJ9AqdHl8YI+xpQywr324pKcA5nwe9heW0xc7MfcN9G13MjVqG6hV77x7gmOUpkZhofPxKodTzrEeYt1OrU0tLVMYZnJW70qTlhuSjGdhfrc/RdmNNm7qWp0SDuwbi+MujMWNkV3ucMgDLc3AqdHppp2dTkkz7dvRDQucAVOoF/N/21FqXV9XAcV6w6iziF9QdZ3Lw++ErOHpZA0+Vi5TLeLgJ7RyqJxiLeoZ6o72vG0or9FJOWKamFO9uOIV3NpwCAMwf08Mu9X+a/QxOeXk59u7daxKIyOVyjBo1CikpKWavk5KSUitwSUxMrHO8OXv37kVFRYXJ7URHR6Njx4513s7ixYvh4+Mj/YSH2/4NOU9bLkWj1uTg+Li7ws8YzVqbaLzusKFybaCnCrfFhll13Yb0DPWGh1IBTWklTmaaXy+vSdwefp2DtoeT8wyM8EdEgDsGdfaXiv85irhV/FRmIQ4Z3/SduTwFVFuiytEiPb8Ei9cZvn2LMxGv/XECgiCgoLhCOuehUQ0vO9l7mcbSGZwLucWo1AtwVyoQ2kBLlIY8Yswv+nZXWq0E10vSDI7j82+c7VpjnZ1/zhra7ADA9GGdMcT4d3I4vekzONX7rslkMmkW57+/H8O1r21C/Ksb8Z6xFcNTN3RrsChjY3k39wAnJycHOp0OwcGmSZvBwcHIyDC/9SwjI8Oq8XXdhlKphK+vr8W3M2/ePBQUFEg/Fy9etPj+LCXm37T3dbO6zkrVMpV1hcI+3W5Yx56c0AkqF9vWdnFRyNHP+MFlSR5OaYUO/5wRa2QwwGntPFQu2PLMSHz74CCHb83u6O8Od6UCZZV6/HHE8Jp3ZoIxAHTyN7yGC0oqMPPb/VJBtNUPDYLSRY6dqXnYciobO87mQC8Y68I0MVCwheo5OPXV8BELKXYJatwOquqGRgWiV5g3Sip0+KLG7iBHt2loTuI6+UHpIkempgznc4sR4KHEtCGRuMbYHPlwen6Dt1FWqcP7G09jx5mq3VilFTqpblTNIqc3Gmsunc8tRnp+CeQyw5fbRbf2lJox24Nvcw9wWhKVSgVvb2+TH1trTP6NKFIq9V5k8XV2pebhSLrG0GvKTiXExQJku2r0HarQ6fHf34/h7fUnpT/Qf8/loqRChxBvtc26V1Pz54y6M2LLBqCqYWtvK1o02IObUoEQ41bxPReuSgXROvi5Y8rgCADA63+cwBZjJeAhDSxPOYo4g1NWqUdhPUvkVfk3TS8FIJPJpFmcFTvOo7jccL8ZxmacQNtcolK7KhBXrf/Y49d1hYfKRWonciarSHqu6vLhpjN4Z8MpTFmxW5q1OZJegEq9gEBPVa3cpkGd/fHCLT0xa1QUvp4Wj0OLErFu5lBMsbBjfWP5NPddVIGBgVAoFLV2L2VmZiIkJMTsdUJCQqwaX9dtlJeXIz8/v0m30xSCICC3xpp11RZx698AxCn3nVYk9P7vb8P69bh+HeyW7yLm4exKzTP5drd2fzo+3Z6KDzadwci3tuCrlPNSRcyR0UFO+dCjtkXcCQIYdnU1JfHVVsSWDYBpQbRHR3SBl9oFJzIK8b2xr1HNlhbOonZVSNXU61umskWCcXU39Q5FpwB35BdX4N0NpzDn+4MY+sYmpOeXQCYDurSzf02l5khsYNre1w0T4zsCAIK91WjnpYJeAI5drnuZ6mRGoZQYXF6px/Qv9yCjoNRkearme7NMJsO0IZGYNaobhkQF2r2buUgMcArLKlGps67WWmNZFeAolUrExcVh48aN0jG9Xo+NGzciISHB7HUSEhJMxgPAhg0b6hxvTlxcHFxdXU1u5+TJk0hLS7PqdprijT9PYsB//8LPB9KlY2KRvy6NSMAbZdyul3I2FwUWZJWfz9Fiw3FDQDFtSITV92epmHBfKBVyZBeWSQmGer2AZVsNLyIvtQvytOV44eejUsdda3vUEDVGj9CqLavRIV5N6m9lK2KfqJoF0XzdlXh0hGG6X6cX4KqQIb5z8yk4aUkeTlO3iNekkMvw0DDDLM6n21Px3Z5LqNAJGBjpj6+nxdu8a3dLcV9CBP4T3xFL/9PPJO2gj7RMZb4umV4vYN6Ph1CpFzC8WxC6BXsiq7AM07/aI9Vcak49+Lyr9SjUlFq3uaaxrH6HmD17Nj799FN88cUXOH78OB555BFotVpMnToVADBp0iTMmzdPGj9z5kwkJyfj7bffxokTJ7Bo0SLs2bMHjz32mDQmLy8PBw4cwLFjhtLQJ0+exIEDB6T8Gh8fH0ybNg2zZ8/G5s2bsXfvXkydOhUJCQkYNGhQk54ASx2+VAC9AMxfewQZBYaqm+eMy0vWJBiLIgM90C3YE5V6ARtPNFzP57N/UiEIwIjuQejazna1CWpSuyoQE254YYnLVOuPZeJsthbeahdsnzMSL43tJSVJK13kUqIckT31qLYM6uwEY9H0YZ0xKaETPrynX62CaFOvjZCWsOI6+cFd2Xx6GzdUC0cQhCZ9gavLuH7tpa39N/QMxg+PDMZ3DyW06fcQHzdX/Pf2PrWCEXGZ6vAl8wHON7vSsC8tHx5KBRaP64P/mzQAfu6uOHSpABuNmz/6NoPK8iJXhVyaLXJUHo7VAc748ePx1ltvYcGCBYiNjcWBAweQnJwsJRKnpaXhypUr0vjBgwdj5cqVWL58OWJiYvD9999j7dq16N27tzTml19+Qd++fTFmzBgAwIQJE9C3b18sW7ZMGvPuu+/illtuwR133IFhw4YhJCQEP/74Y6MfuLUKSyuM/63Ecz8dRoVOjzTjDEdjcnAAYLSxN8ifR+tPuL6qLZeaG063U4Z7ddUL/gmCgI+3nAEATEqIgK+7EpMSIrDl6ZGYd1M0Pv5PP4fWQ6G2q3rRsZ5OTjAWRQZ64KWxvc12Z1a7KrDw1p5wVyowcWBHJ5xd3RqawcnUlKGorBIKucxkGa6p1K4K/PrYEPw773p8Oqk/+8TV45oOdc/gZBSU4o0/DLv2nknsjjBfN3QMcMfH98bBxbgLTyaDVGenuXD0VvFGfTI99thjJjMw1W3ZsqXWsbvuugt33XVXnbc3ZcoUTJkypd77VKvVWLp0KZYuXWrNqdpMYbUptU0nsrDkr1PSFkrxW5q1buwVgvc3nZGKLtW1E+vrfy+gtEKPXmHeSLBhYb+6DIz0x0dbzmL3+TyknM3FwUsFULvKTZrP+bi74iFjAS8iR/BWu6JbsCdOZRY5fJt6Y93UJxSje4c0uxy1hmrhiPk3Hf3dbb5b08fdFT5oWof5tqC3cYnqTHYRtGWVJl8kF/1yFIVllYgJ98V9CRHS8UGdA/DS2N547qfD6Bvu67D8Gkt5u7kiPb+keQc4bZG4ZnhrTBh+PXgZSzcbclIiAz0aXWysV5ih6FJ6fgm2nc5GYq/aCdOl1bZVTh/W2SFvlHGd/CCXGepgvPL7cQDA+P7hCPBsuFs6kT0tuzcOl/NLTZarmrvmFtwADc/g2DrBmKzXzkuNEG81MjSlOHZFI82sbz6RheSjGXCRy/DauD616ibdE98RPcO8EdYM6wr5uBlCjpqtTOzF+Vl6LYS4RPXUDd0Q06FqerxzE94AZDKZFNT8ecT8MtXa/enIKSpHmI8aNzuo94+X2hU9jTkOx65ooJDL7Fb8icganYM8m81265asoRwcqQZOG93Z1FyIsziHjHk4lTo9Xl1n+NI5ZXBEnYF+bLivUxqXNsTRW8UZ4FigvFKPskrDtjY/dyXeuisGSmNCYWO2iFeXaKwq+dfxTFTU2Dqn11cV9rt/SKRDd40MqFaWf2xMmNkcAyJqmTiD0zKIeThHjHk43+25hNNZRfB1d8Xj10U589QaxdfNUN6k2SYZt0VF1YpheapdEBXshVeSeqNLkAduuaZpsyr9I/wR4KGEprQSO8+Z1sTZfDILZ7O18FK5YLyDe//ER1YFOA+PYK4NUWvSUA7OGRtvEafG6SPN4ORDW1Yp9Yt64rooqXllSyKeMwOcZkRcnnJXKqT1zrsHhGPjUyMQFdy0LdsKuQw3GGvi1NxNtXybYfbmnkEd4aV27B/zsG5BGNI1EI+O6IJuTXyMRNS8iAFOblEZdDUa6xaWViBTYwh8OIPjXOIS1bkcLd7ZcAo5RWXoFOBul2aYjiAuUTmqozgDHAuIO6jE6p+2JubhrD+WAb1eQEFJBf73dyp2pubBRS7D1MGRDdyC7bkrXfD1A/GYMzra4fdNRPYV4KGCXAboBUPT4OrECu1BXirpA4mcI8hLhVAfNQShqpL93NHRULq0zI9uRzfc5C4qC1QFOPZ5sQ/uGgBPlQsyNWWYumI3/j2XK+X83NGvQ7No0EdErYdCLoO/hwo5RWXILiyTZnSA6k02mWDcHPRp74MrxuKycZ38MLq3Y9oT2YOj6+C0zDDQwcQlKnvN4KhcFBjR3dCnZuupbJRV6tE92Avzx/TAS0m97HKfRNS21ZWHwwTj5kXMwwGA527u0SzLDljK0R3FOYNjAXvP4ADAIyO64OLVEvRp7427+4ejT3ufFv2HTETNW5CXCsev1N5JxQTj5mVUz2C8t/E07ozr0OIrPzt6mzgDHAtIMzh2rArZK8wHP8+41m63T0RUXV21cDiD07z0CPXGkRcToWqheTfVSUnGXKJqPuydZExE5GjmauFU6PS4YOyxxxmc5kPtqmgVM/pigFNcrqtV980eGOBYQKyDwwCHiFoLczk4pzILm9xjj6gu3tV25TkiD4cBjgU0DsjBISJypKoZnFLp2OYTWQCAhM4Bje6xR1QXhVwmTRQwwGkmxByc5taZlYiosczl4Gw4bghwRhmLjxLZmiO3ijPAsQBzcIiotamZg5OlKcXBi/kAgOuj2znrtKiVkwIcB1QzZoBjgao6OFyiIqLWQQxwNKWVKK3QYaNxeSom3BftmH9DdsIZnGZGTDL25gwOEbUS3moXqeR/dmEZ/jqWCQC4oQdnb8h+fB3YcJMBjgUcUeiPiMiRZDKZlIeTlleMv8/kAABu6NlyWwFQ88cZnGZGDHA8OYNDRK2IuEz10/50lFXqEe7vhm7BrH9D9uPIhpsMcBqg0wusg0NErZIY4Px26DIAYFSP4FZRUI6aL6maMZOMnU8MbgAGOETUuogBTmmFoarsDT24PZzsi0tUzYgY4Chd5FC5KJx8NkREtiPm4ACGL3ADIv2deDbUFvi6KQE4puEmA5wGiFvEuYOKiFobcQYHAEZ2bwdXBT8SyL44g9OMSAnGrGJMRK1M9QCH1YvJERjgNCMs8kdErZUY4LjIZRjeLcjJZ0NtgZRkXFJu9/vitEQD2KaBiFqra9r7YGxsGHqEeksfPET2JP6dlVboUVaps2tuKz+1G8AAh4haKxeFHO9N6Ovs06A2xEvtApkMEATDMlU7L/sFOFyiagCrGBMREdmGXC6Dt9oxDTcZ4DRAzMFhkjEREVHTif2o8u2caMwApwHiDA63iRMRETWdr7uhFo69qxkzwGkAd1ERERHZjp9xBudqsX13UjHAaQD7UBEREdmOr9SPigGOU2mYZExERGQzXKJqJqRKxpzBISIiajI/Y4BzlQGOc1Xl4DDAISIiaippFxWXqJxLzMHhLioiIqKmqwpwOIPjNIIgsNAfERGRDVUtUXEGx2lKKnTQ6QUALPRHRERkC5zBaQbE2RuFXAZ3pf36ZRAREbUV4gyOvTuKM8CpR/U2DTKZzMlnQ0RE1PKJMzilFXqUVujsdj8McOrBTuJERES25alygYvcMGlgzzwcBjj1YIIxERGRbclkMofk4TDAqYcU4DDBmIiIyGZ8HbCTigFOPVjkj4iIyPaq+lFxBscpmINDRERke47oR8UApx6FZczBISIisjU/Yw4Ol6ichEtUREREtueIflQMcOrBTuJERES2xyUqJ6uaweESFRERka1U9aNigOMU4gwOO4kTERHZDpeonKyojLuoiIiIbE0KcEo4g+MUrGRMRERke1LDTc7gOEf1ZptERERkG9VbNQiCYJf7aFSAs3TpUkRERECtViM+Ph67du2qd/yaNWsQHR0NtVqNPn36YN26dSaXC4KABQsWIDQ0FG5ubhg1ahROnz5tMubUqVMYO3YsAgMD4e3tjSFDhmDz5s2NOX2LaVjoj4iIyObEGZxKvSClg9ia1QHO6tWrMXv2bCxcuBD79u1DTEwMEhMTkZWVZXb8jh07MHHiREybNg379+9HUlISkpKScOTIEWnMG2+8gffffx/Lli3Dzp074eHhgcTERJSWlkpjbrnlFlRWVmLTpk3Yu3cvYmJicMsttyAjI6MRD7thZZU6lFfqAXCJioiIyJbUrgqoXQ0hiL22issEK+eG4uPjMWDAAHz44YcAAL1ej/DwcDz++OOYO3durfHjx4+HVqvFb7/9Jh0bNGgQYmNjsWzZMgiCgLCwMDz11FN4+umnAQAFBQUIDg7GihUrMGHCBOTk5CAoKAjbtm3D0KFDAQCFhYXw9vbGhg0bMGrUqAbPW6PRwMfHBwUFBfD29m5wfG5RGeJe+QsAcPbVm6EwtnYnIiKiphv06kZkaErxy2PX4poOvnWOs/bzW2TVDE55eTn27t1rElDI5XKMGjUKKSkpZq+TkpJSKwBJTEyUxqempiIjI8NkjI+PD+Lj46UxAQEB6N69O7788ktotVpUVlbik08+Qbt27RAXF2f2fsvKyqDRaEx+rCEmGHsoFQxuiIiIbKx6Ho49WBXg5OTkQKfTITg42OR4cHBwnUtFGRkZ9Y4X/1vfGJlMhr/++gv79++Hl5cX1Go13nnnHSQnJ8PPz8/s/S5evBg+Pj7ST3h4uDUPlTuoiIiI7Kiq2J99dlK1iF1UgiBgxowZaNeuHbZv345du3YhKSkJt956K65cuWL2OvPmzUNBQYH0c/HiRavuk32oiIiI7KdZzeAEBgZCoVAgMzPT5HhmZiZCQkLMXickJKTe8eJ/6xuzadMm/Pbbb1i1ahWuvfZa9OvXDx999BHc3NzwxRdfmL1flUoFb29vkx9rcAcVERGR/di7H5VVAY5SqURcXBw2btwoHdPr9di4cSMSEhLMXichIcFkPABs2LBBGh8ZGYmQkBCTMRqNBjt37pTGFBcXG05Wbnq6crkcer3emodgsaoqxlyiIiIisjU/4wyOvZaorJ6emD17NiZPnoz+/ftj4MCBWLJkCbRaLaZOnQoAmDRpEtq3b4/FixcDAGbOnInhw4fj7bffxpgxY7Bq1Srs2bMHy5cvB2DIr5k1axZeeeUVREVFITIyEi+88ALCwsKQlJQEwBAk+fn5YfLkyViwYAHc3Nzw6aefIjU1FWPGjLHRU2FKKvLHGRwiIiKbs3c/Kqs/vcePH4/s7GwsWLAAGRkZiI2NRXJyspQknJaWZjLTMnjwYKxcuRLz58/Hc889h6ioKKxduxa9e/eWxsyZMwdarRbTp09Hfn4+hgwZguTkZKjVagCGpbHk5GQ8//zzuO6661BRUYFevXrh559/RkxMTFOfA7PYaJOIiMh+pCUqO/WjsroOTktl7T76//5+DJ9uT8X0YZ3x3M09HHCGREREbcf6oxmY/tVexIT74ucZ19Y5ziF1cNoSaZs4+1ARERHZnJ+HfRtuMsCpQ2EZd1ERERHZi19z2ibelogzOJ7cRUVERGRzPm6GGRxNaQV0ettnyzDAqUOBMenJx40BDhERka2Ju6gEAdDYIdGYAU4dCo1PNndRERER2Z6rQi7ludqjFg4DnDpIMzjunMEhIiKyBx+p2B9ncBxCEAQuUREREdmZ2HCzoIQzOA5RUqFDpTHhyZtJxkRERHYh5uFc1XIGxyHE2RsXuQzuSoWTz4aIiKh1EqsZMwfHQTQlhi3iPm6ukMlkTj4bIiKi1kmshVPAXVSOIT7R3sy/ISIishvO4DgYAxwiIiL783XjLiqH0rAGDhERkd35eRiXqBjgOAa3iBMREdkfl6gcjAEOERGR/YlLVPZouMkAxwxNKXNwiIiI7E0s9JfPGRzH4AwOERGR/YkBjrZch/JKvU1vmwGOGRoGOERERHbnpXaB3FhuztazOAxwzBAL/bFNAxERkf3I5TJpMsHWW8UZ4JjBJSoiIiLH8JUabjLAsTsGOERERI4h1pzTMMCxv6pdVCz0R0REZE/ijmXO4NhZhU6P4nIdAM7gEBER2ZsPAxzHqP4EezHJmIiIyK7EGRxx9cRWGODUIK4BeqlcoBD3rhEREZFdcAbHQdhJnIiIyHEY4DiIptRYA4cBDhERkd2JNefEGnS2wgCnhqot4txBRUREZG/iDA63idsZa+AQERE5DpeoHESMINmmgYiIyP7EmnMMcOyMjTaJiIgcx4fbxB2DS1RERESOI37eFpfrUKHT2+x2GeDUUNWmgQEOERGRvVUvqmvLZSoGODVwBoeIiMhxFHIZvFS2b7jJAKeGqkJ/3CZORETkCPZouMkApwax0BBncIiIiByDAY4DcImKiIjIscTiumI3AVtggFONXi9UJRmzDg4REZFD2KPYHwOcaorKKyEIhv/nLioiIiLHqOpHxQDHLgqKDU+sykUOtavCyWdDRETUNtijHxUDnGqqdlBx9oaIiMhRuERlZ2L+DROMiYiIHIe7qOyMfaiIiIgczx79qBjgVCMtUalZ5I+IiMhRuERlZyzyR0RE5Hhi9wAGOHbCJGMiIiLHq9pFxUJ/dsEkYyIiIsfzrpaDo9cLNrlNBjjVsE0DERGR44mF/gQBKCyzzSwOA5xqqpKMGeAQERE5itpVAZWLISSxVbE/BjjVaJiDQ0RE5BS23knFAKcaLlERERE5h7eN2zUwwKmmwJi9LW5XIyIiIsewdbE/BjjVcBcVERGRc3CJyk5KK3Qor9QDYIBDRETkaGIXAacGOEuXLkVERATUajXi4+Oxa9euesevWbMG0dHRUKvV6NOnD9atW2dyuSAIWLBgAUJDQ+Hm5oZRo0bh9OnTtW7n999/R3x8PNzc3ODn54ekpKTGnL5Z4hMqlwEeSi5REREROZKti/1ZHeCsXr0as2fPxsKFC7Fv3z7ExMQgMTERWVlZZsfv2LEDEydOxLRp07B//34kJSUhKSkJR44ckca88cYbeP/997Fs2TLs3LkTHh4eSExMRGlpqTTmhx9+wH333YepU6fi4MGD+Oeff3DPPfc04iGbV30HlVwus9ntEhERUcNsvUQlEwTBqpKB8fHxGDBgAD788EMAgF6vR3h4OB5//HHMnTu31vjx48dDq9Xit99+k44NGjQIsbGxWLZsGQRBQFhYGJ566ik8/fTTAICCggIEBwdjxYoVmDBhAiorKxEREYEXX3wR06ZNs+g8y8rKUFZWJv1bo9EgPDwcBQUF8Pb2rjV+z/k83LksBR393bFtzkhrnhIiIiJqov/bfg6v/H4ct8WE4f2JfaXjGo0GPj4+dX5+18WqGZzy8nLs3bsXo0aNqroBuRyjRo1CSkqK2eukpKSYjAeAxMREaXxqaioyMjJMxvj4+CA+Pl4as2/fPqSnp0Mul6Nv374IDQ3FTTfdZDILVNPixYvh4+Mj/YSHh9f72LhFnIiIyHm8nbmLKicnBzqdDsHBwSbHg4ODkZGRYfY6GRkZ9Y4X/1vfmHPnzgEAFi1ahPnz5+O3336Dn58fRowYgby8PLP3O2/ePBQUFEg/Fy9erPexcQcVERGR87TJXVR6vWF30/PPP4877rgDcXFx+PzzzyGTybBmzRqz11GpVPD29jb5qU9BsZiDwwRjIiIiRxPbJDklwAkMDIRCoUBmZqbJ8czMTISEhJi9TkhISL3jxf/WNyY0NBQA0LNnT+lylUqFzp07Iy0tzZqHUCexyB9ncIiIiBzPqbuolEol4uLisHHjRumYXq/Hxo0bkZCQYPY6CQkJJuMBYMOGDdL4yMhIhISEmIzRaDTYuXOnNCYuLg4qlQonT56UxlRUVOD8+fPo1KmTNQ+hTuISFftQEREROZ6Pe1WrBiv3P5ll9XrM7NmzMXnyZPTv3x8DBw7EkiVLoNVqMXXqVADApEmT0L59eyxevBgAMHPmTAwfPhxvv/02xowZg1WrVmHPnj1Yvnw5AEAmk2HWrFl45ZVXEBUVhcjISLzwwgsICwuT6tx4e3vj4YcfxsKFCxEeHo5OnTrhzTffBADcddddTX4SAHYSJyIiciax0F+5To/SCj3clIom3Z7VAc748eORnZ2NBQsWICMjA7GxsUhOTpaShNPS0iCXV00MDR48GCtXrsT8+fPx3HPPISoqCmvXrkXv3r2lMXPmzIFWq8X06dORn5+PIUOGIDk5GWq1Whrz5ptvwsXFBffddx9KSkoQHx+PTZs2wc/PrymPX6LhLioiIiKn8VS5QCGXQacXoCmtaHKAY3UdnJaqoX304z9Jwc7UPLw/sS9uiwlzwhkSERG1bX1fWo+rxRVY/+QwdAv2AuCgOjitWVGZIanJS8VdVERERM7gbcOt4gxwjLTGAMeDAQ4REZFTVO2kYoBjM0VlOgCAh6ppa35ERETUOLYs9scAx0icwfHkDA4REZFT2LLYHwMcADq9gJIKcQaHAQ4REZEzeNuw2B8DHADF5VVPJGdwiIiInINLVDamNebfKOQyqFz4lBARETmD2A+SAY6NiFvEPZQKyGQyJ58NERFR2yTtoiplgGMTTDAmIiJyPi5R2Rhr4BARETmfuIuKdXBspIgBDhERkdOx0J+Nacu5REVERORsXKKyMVYxJiIicj6xDo62XIcKnb5Jt8UAB8zBISIiag681VWfw4WlTSv2xwAH3EVFRETUHLgo5NJncVOXqRjggEnGREREzYU4i8MAxwY4g0NERNQ8eBm3ioufzY3FAAdVrRo8lEwyJiIiciZ344afIgY4TcclKiIioubBQ2n4LK7eCLsxGOCAS1RERETNhViyRVxdaSwGOOAMDhERUXMhzuAwB8cGxErGDHCIiIicS8zB0ZZzBqfJxGkwLlERERE5lzjZwBkcG6haouIuKiIiImdikrGNVOj0KK809LsQn1QiIiJyDnclk4xtovoUGHNwiIiInMuTS1S2IS5PKRVyKF3a/NNBRETkVO5igMMlqqaRqhgz/4aIiMjpPI2fx8XcRdU0rIFDRETUfLgb82HZqqGJWMWYiIio+ZB2UTHJuGm0nMEhIiJqNqpaNXAGp0m4REVERNR8eFRLMhYEodG30+YDHDGJyZNJxkRERE4n1sHRC0CZsU5dY7T5AEeawWGRPyIiIqdzr/Z53JRE4zYf4DAHh4iIqPlQyGVwczVuFW9CojEDHO6iIiIialY8bFDsr80HOEVSoT8GOERERM2BLXZStfkAp2oGh0nGREREzYGYh6NtQjVjBjjlzMEhIiJqTqR2DZzBaTzWwSEiImpebNGuoc0HOEwyJiIial48bNBwkwEOk4yJiIiaFQ/O4DRdEZOMiYiImhVx0qGY28QbRxAEFvojIiJqZqq2iXOJqlHKKvWo1BsaeTHAISIiah6kbeJcomqc6k8ce1ERERE1Dx5KJhk3iTj15eaqgEIuc/LZEBEREcBWDU3GGjhERETNjxTgcImqccTIkDuoiIiImg93JZOMm4QzOERERM2PJ5eomoZbxImIiJqfql1UnMFpFLZpICIian48WeivaYrYpoGIiKjZca/Wi0pvrFdnrUYFOEuXLkVERATUajXi4+Oxa9euesevWbMG0dHRUKvV6NOnD9atW2dyuSAIWLBgAUJDQ+Hm5oZRo0bh9OnTZm+rrKwMsbGxkMlkOHDgQGNOX6JlmwYiIqJmp3ptuuKKxi1TWR3grF69GrNnz8bChQuxb98+xMTEIDExEVlZWWbH79ixAxMnTsS0adOwf/9+JCUlISkpCUeOHJHGvPHGG3j//fexbNky7Ny5Ex4eHkhMTERpaWmt25szZw7CwsKsPW2zpBwcFvkjIiJqNtSucojl6UoauVXc6gDnnXfewYMPPoipU6eiZ8+eWLZsGdzd3fHZZ5+ZHf/ee+9h9OjReOaZZ9CjRw+8/PLL6NevHz788EMAhtmbJUuWYP78+Rg7diyuueYafPnll7h8+TLWrl1rclt//PEH1q9fj7feesv6R2oGd1ERERE1PzKZrKqjeCPzcKwKcMrLy7F3716MGjWq6gbkcowaNQopKSlmr5OSkmIyHgASExOl8ampqcjIyDAZ4+Pjg/j4eJPbzMzMxIMPPoivvvoK7u7uDZ5rWVkZNBqNyU9NTDImIiJqnsQ8nJJGtmuwKsDJycmBTqdDcHCwyfHg4GBkZGSYvU5GRka948X/1jdGEARMmTIFDz/8MPr372/RuS5evBg+Pj7ST3h4eK0xTDImIiJqnqqqGTsoB8cZPvjgAxQWFmLevHkWX2fevHkoKCiQfi5evFhrTFUdHCYZExERNSfiElVxhQOWqAIDA6FQKJCZmWlyPDMzEyEhIWavExISUu948b/1jdm0aRNSUlKgUqng4uKCrl27AgD69++PyZMnm71flUoFb29vk5+aqlo1cAaHiIioOREnH4odMYOjVCoRFxeHjRs3Ssf0ej02btyIhIQEs9dJSEgwGQ8AGzZskMZHRkYiJCTEZIxGo8HOnTulMe+//z4OHjyIAwcO4MCBA9I289WrV+O///2vNQ/BBCsZExERNU8eyqY13LT6k3327NmYPHky+vfvj4EDB2LJkiXQarWYOnUqAGDSpElo3749Fi9eDACYOXMmhg8fjrfffhtjxozBqlWrsGfPHixfvhyAIVN61qxZeOWVVxAVFYXIyEi88MILCAsLQ1JSEgCgY8eOJufg6ekJAOjSpQs6dOjQqAcOVK3rcZs4ERFR8+IuVjNuZB0cqz/Zx48fj+zsbCxYsAAZGRmIjY1FcnKylCSclpYGubxqYmjw4MFYuXIl5s+fj+eeew5RUVFYu3YtevfuLY2ZM2cOtFotpk+fjvz8fAwZMgTJyclQq9WNelCWYg4OERFR8+TZxCUqmSAIjauB3MJoNBr4+PigoKAA3t7eEAQBXZ5bB70A7HruerTztm8wRURERJZ7+bdj+N/fqZg8oB1eunOg9PltqRaxi8oeSip0ENtbMAeHiIioefFQGuvgtOZt4vYgVjGWyQB3JZeoiIiImpOqOjgOatXQWlRPMJbJZE4+GyIiIqquKsmYAY5VmGBMRETUfElJxuX6Rl2/zQY4bLRJRETUfLk3sQ5Omw1w2GiTiIio+RJr1Dmk2WZrIs3gsMgfERFRsyOmkIhtlazVZgMcLTuJExERNVvi53Mxl6isU7VExSRjIiKi5kYs4aKtYJKxVZhkTERE1HyJObIVlQxwrMIkYyIioubLvYk5sm03wCnnDA4REVFzpXSRw1XR+EK8bTbAKWKSMRERUbPWlM/oNhvgMMmYiIioeWtKKZc2G+AwyZiIiKh5a0o7pTYb4BSWMsmYiIioOWtKonGbDXDytGUAgEBPlZPPhIiIiMzhDI6VBEFAnrYcAODvoXTy2RAREZE5zMGxkqa0EhU6AQADHCIiouaKu6islFtkWJ7yVLlA7cpdVERERM2R2K6hMdpkgCMuTwV4cvaGiIiouWrKRqA2GeDkFDH/hoiIqLnjLiorSTM4DHCIiIiaLe6ispK4RTzAg1vEiYiImismGVtJWqJiDg4REVGzxSRjK3GJioiIqPljkrGVcsUlKs7gEBERNVtMMrZSbpE4g8McHCIiouaKScZWYpsGIiKi5o9Jxlao3oeKS1RERETNF3tRWUFTUolKPftQERERNXdcorJCbrEhwdhL5QKVC/tQERERNVdMMrbCVS5PERERtQgKuQwq18aFKm0uwGGCMRERUcvh2chif20vwCkWAxxuESciImru3Bq5TNXmApyrRRUAgEAuURERETV7jW3X0PYCnGIuUREREbUUT97QrVHXa3MBTlUNHC5RERERNXdDo4Iadb22G+BwBoeIiKjVanMBjrhExW3iRERErVebC3C4TZyIiKj1a3MBztViwy4qdhInIiJqvdpcgKNjHyoiIqJWr80FOADgpXaB0qVNPnQiIqI2oU1+ygdyizgREVGr1iYDHC5PERERtW4McIiIiKjVaZMBDvtQERERtW5tMsDhDA4REVHr1iYDHNbAISIiat3aZoDDJSoiIqJWrW0GOJzBISIiatXaZIDDHBwiIqLWrU0GOFyiIiIiat0aFeAsXboUERERUKvViI+Px65du+odv2bNGkRHR0OtVqNPnz5Yt26dyeWCIGDBggUIDQ2Fm5sbRo0ahdOnT0uXnz9/HtOmTUNkZCTc3NzQpUsXLFy4EOXl5Y05ffi5M8AhIiJqzawOcFavXo3Zs2dj4cKF2LdvH2JiYpCYmIisrCyz43fs2IGJEydi2rRp2L9/P5KSkpCUlIQjR45IY9544w28//77WLZsGXbu3AkPDw8kJiaitLQUAHDixAno9Xp88sknOHr0KN59910sW7YMzz33nNUP2EutYB8qIiKiVk4mCIJgzRXi4+MxYMAAfPjhhwAAvV6P8PBwPP7445g7d26t8ePHj4dWq8Vvv/0mHRs0aBBiY2OxbNkyCIKAsLAwPPXUU3j66acBAAUFBQgODsaKFSswYcIEs+fx5ptv4uOPP8a5c+fMXl5WVoaysjLp3xqNBuHh4Rj68m/YNn+MNQ+ZiIiInESj0cDHxwcFBQXw9va2+HpWTWWUl5dj7969GDVqVNUNyOUYNWoUUlJSzF4nJSXFZDwAJCYmSuNTU1ORkZFhMsbHxwfx8fF13iZgCIL8/f3rvHzx4sXw8fGRfsLDwwFweYqIiKgtsCrAycnJgU6nQ3BwsMnx4OBgZGRkmL1ORkZGvePF/1pzm2fOnMEHH3yAhx56qM5znTdvHgoKCqSfixcvAgD8PV3reYRERETUGrg4+wSslZ6ejtGjR+Ouu+7Cgw8+WOc4lUoFlap2vRs/d9bAISIiau2smsEJDAyEQqFAZmamyfHMzEyEhISYvU5ISEi948X/WnKbly9fxsiRIzF48GAsX77cmlOX+HOJioiIqNWzKsBRKpWIi4vDxo0bpWN6vR4bN25EQkKC2eskJCSYjAeADRs2SOMjIyMREhJiMkaj0WDnzp0mt5meno4RI0YgLi4On3/+OeTyxu2E4hIVERFR62f1EtXs2bMxefJk9O/fHwMHDsSSJUug1WoxdepUAMCkSZPQvn17LF68GAAwc+ZMDB8+HG+//TbGjBmDVatWYc+ePdIMjEwmw6xZs/DKK68gKioKkZGReOGFFxAWFoakpCQAVcFNp06d8NZbbyE7O1s6n7pmjurCJGMiIqLWz+oAZ/z48cjOzsaCBQuQkZGB2NhYJCcnS0nCaWlpJrMrgwcPxsqVKzF//nw899xziIqKwtq1a9G7d29pzJw5c6DVajF9+nTk5+djyJAhSE5OhlqtBmCY8Tlz5gzOnDmDDh06mJyPlbvc2YeKiIioDbC6Dk5LJe6jP34hA9Edgxu+AhERETmdQ+rgtAZhvm7OPgUiIiKyszYX4BAREVHrxwCHiIiIWh0GOERERNTqMMAhIiKiVocBDhEREbU6DHCIiIio1WGAQ0RERK0OAxwiIiJqdRjgEBERUavDAIeIiIhaHQY4RERE1OowwCEiIqJWhwEOERERtTouzj4BRxEEAYCh7ToRERG1DOLntvg5bqk2E+Dk5uYCAMLDw518JkRERGSt3Nxc+Pj4WDy+zQQ4/v7+AIC0tDSrniBq3gYMGIDdu3c7+zTITjQaDcLDw3Hx4kV4e3s7+3TITvg6bt2a+jouKChAx44dpc9xS7WZAEcuN6Qb+fj48I2yFVEoFPx9tgHe3t78PbdifB23DU19HYuf4xaPb/Q9ETUDM2bMcPYpEFET8XVM9sAAh1o0vjEStXx8HZM9tJkAR6VSYeHChVCpVM4+FSKyEF+3RC1fU1/Hjb2+TLB23xURERFRM9dmZnCIiIio7WCAQ0RERK0OAxxyim3btuHWW29FWFgYZDIZ1q5da3L5lClTIJPJTH5Gjx5d723+/fffuPbaaxEQEAA3NzdER0fj3XffrTVu6dKliIiIgFqtRnx8PHbt2mXLh0bUZjT0OgaA48eP47bbboOPjw88PDwwYMAApKWl1XmbJ0+exMiRIxEcHAy1Wo3OnTtj/vz5qKioMBm3Zs0aREdHQ61Wo0+fPli3bp2tHx61cAxwyCm0Wi1iYmKwdOnSOseMHj0aV65ckX6+/fbbem/Tw8MDjz32GLZt24bjx49j/vz5mD9/PpYvXy6NWb16NWbPno2FCxdi3759iImJQWJiIrKysmz22IjaioZex2fPnsWQIUMQHR2NLVu24NChQ3jhhRegVqvrvE1XV1dMmjQJ69evx8mTJ7FkyRJ8+umnWLhwoTRmx44dmDhxIqZNm4b9+/cjKSkJSUlJOHLkiM0fI7VcTDImp5PJZPjpp5+QlJQkHZsyZQry8/PNfiO0xrhx4+Dh4YGvvvoKABAfH48BAwbgww8/BADo9XqEh4fj8ccfx9y5c5t0X0RtmbnX8YQJE+Dq6iq9/hpr9uzZ2L17N7Zv3w4AGD9+PLRaLX777TdpzKBBgxAbG4tly5Y16b6o9eAMDjVbW7ZsQbt27dC9e3c88sgjUj8x0YgRIzBlypQ6r79//37s2LEDw4cPBwCUl5dj7969GDVqlDRGLpdj1KhRSElJsctjaMvssXwBAIcOHcLQoUOhVqsRHh6ON954o9YYLl84n16vx++//45u3bohMTER7dq1Q3x8vNnl6BEjRtR5O2fOnEFycrL0OgaAlJQUk9cxACQmJvJ1bAcNvY5rphKIP2+++Wa9t7tlyxb069cPKpUKXbt2xYoVK2qNaWo6AQMcapZGjx6NL7/8Ehs3bsTrr7+OrVu34qabboJOp5PGdOzYEaGhobWu26FDB6hUKvTv3x8zZszAAw88AADIycmBTqdDcHCwyfjg4GBkZGTY9wG1QfZYvtBoNLjxxhvRqVMn7N27F2+++SYWLVpksgzJ5YvmISsrC0VFRXjttdcwevRorF+/HrfffjvGjRuHrVu3SuNCQ0PRsWPHWtcfPHgw1Go1oqKiMHToULz00kvSZRkZGXwdO0hDr+PqaQRXrlzBZ599BplMhjvuuKPO20xNTcWYMWMwcuRIHDhwALNmzcIDDzyAP//8Uxpjk3QCgcjJAAg//fRTvWPOnj0rABD++uuvBm/v3LlzwqFDh4Tly5cL/v7+wsqVKwVBEIT09HQBgLBjxw6T8c8884wwcODARp8/Nczc73j8+PHCvffea9XtfPTRR4Kfn59QVlYmHXv22WeF7t27S/++++67hTFjxphcLz4+XnjooYesP3GyWM3fsfh6mzhxosm4W2+9VZgwYUKDt5eWliYcPXpUWLlypdC+fXvh9ddfly5zdXWVXteipUuXCu3atWvag6B6WfJePXbsWOG6666rd8ycOXOEXr16mRwbP368kJiYKP174MCBwowZM6R/63Q6ISwsTFi8eLHF58sZHGoROnfujMDAQJw5c6bBsZGRkejTpw8efPBBPPnkk1i0aBEAIDAwEAqFApmZmSbjMzMzERISYo/Tpjo0dvkiJSUFw4YNg1KplI4lJibi5MmTuHr1qjSGyxfOFxgYCBcXF/Ts2dPkeI8ePRpchgSA8PBw9OzZExMnTsRrr72GRYsWSTO4ISEhfB03Q5mZmfj9998xbdo0k+M10wkaeo3aKp2AAQ61CJcuXUJubq7ZJan66PV6lJWVAQCUSiXi4uKwceNGk8s3btyIhIQEm54v1a+xyxd1LU2Il9U3hssXjqVUKjFgwACcPHnS5PipU6fQqVMnq25Lr9ejoqICer0eAJCQkGDyOgaADRs28HXsZF988QW8vLwwbtw4k+M10wnqeo1qNBqUlJTYLJ3ApRGPgajJioqKTGZjUlNTceDAAfj7+8Pf3x8vvvgi7rjjDoSEhODs2bOYM2cOunbtisTEROk6kyZNQvv27bF48WIAhoS0jh07Ijo6GoAhOe6tt97CE088IV1n9uzZmDx5Mvr374+BAwdiyZIl0Gq1mDp1qoMeOQGQPqjGjh2LJ598EgAQGxuLHTt2YNmyZVJCqfi7peapvtdxx44d8cwzz2D8+PEYNmwYRo4cieTkZPz666/YsmWLdJ158+YhPT0dX375JQDgm2++gaurK/r06QOVSoU9e/Zg3rx5GD9+PFxdXQEAM2fOxPDhw/H2229jzJgxWLVqFfbs2WOSi0WO99lnn+E///lPrTw68XfraAxwyCn27NmDkSNHSv+ePXs2AGDy5Mn4+OOPcejQIXzxxRfIz89HWFgYbrzxRrz88ssmzdbS0tIgl1dNQur1esybNw+pqalwcXFBly5d8Prrr+Ohhx6SxowfPx7Z2dlYsGABMjIyEBsbi+Tk5FrfFMi+6lu++Pvvv+u8Xl1LE+Jl9Y3h8oXt1fc6XrFiBW6//XYsW7YMixcvxhNPPIHu3bvjhx9+wJAhQ6TrXLlyxWTJysXFBa+//jpOnToFQRDQqVMnPPbYY1IgDBgSkFeuXIn58+fjueeeQ1RUFNauXYvevXs74FGTOdu3b8fJkyexevXqBsfW9Rr19vaGm5sbFAqFbdIJLM7WISJqJJhJTkxISKiVZJyUlFQrKbU6Mcm4vLxcOjZv3rxaSca33HJLrftikjFR05h7HYsmT54sxMXFWXQ7c+bMEXr37m1ybOLEibWSjB977DHp3zqdTmjfvr1VScYMcIjILgoLC4X9+/cL+/fvFwAI77zzjrB//37hwoULgiAIwo8//ii4uroKy5cvF06fPi188MEHgkKhELZv3y7dxty5c4X77rtP+nd+fr4QHBws3HfffcKRI0eEVatWCe7u7sInn3wijfnnn38EFxcX4a233hKOHz8uLFy4UHB1dRUOHz7suAdP1Eo09DoWBEEoKCgQ3N3dhY8//tjsbdx3333C3LlzpX+fO3dOcHd3F5555hnh+PHjwtKlSwWFQiEkJydLY1atWiWoVCphxYoVwrFjx4Tp06cLvr6+QkZGhsXnzgCHiOxi8+bNAoBaP5MnT5bG/O9//xO6du0qqNVqISYmRli7dq3JbUyePFkYPny4ybGDBw8KQ4YMEVQqldC+fXvhtddeq3Xf3333ndCtWzdBqVQKvXr1En7//Xd7PESiVs+S1/Enn3wiuLm5Cfn5+WZvY/jw4SbjxduNjY0VlEql0LlzZ+Hzzz+vdb0PPvhA6Nixo6BUKoWBAwcK//77r1XnzlYNRERE1OpwmzgRERG1OgxwiIiIqNVhgENEREStDgMcIiIianUY4BAREVGrwwCHiIiIWh0GOERERNTqMMAhIiKiVocBDhEREbU6DHCIiIio1WGAQ0RERK3O/wMiy52oC78HTQAAAABJRU5ErkJggg==\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dataset = ds.get_data_set(\n", + " metric=\"container_cpu\",\n", + " application_name=\"dns\",\n", + " path_to_data=\"./data/\"\n", + ")\n", + "\n", + "dataset.plot_dataset(number_of_samples=3)" + ], + "metadata": { + "id": "DKRUofpEplZI", + "outputId": "d7baac71-9aab-453e-986f-dc5a34c63e45" + } + }, + { + "cell_type": "markdown", + "source": [ + "Each application's data is organized into multiple time series, each of which is continuous and sampled at one-minute intervals without any interruptions during a single run. To obtain more generalized data, the sampling rate can be adjusted. In the example below, the dataset has been modified to sample data every five minutes, and any series with fewer than 10 samples has been removed:" + ], + "metadata": { + "collapsed": false, + "id": "UT392ZhzplZJ" + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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\n" 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\n" 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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dataset.sub_sample_data(sub_sample_rate=5)\n", + "dataset.filter_data_that_is_too_short(data_length_limit=10)\n", + "dataset.plot_dataset(number_of_samples=3)" + ], + "metadata": { + "id": "vPagg1fGplZJ", + "outputId": "9d2d245c-f407-4d6b-fcc6-6cd4053466a4" + } + }, + { + "cell_type": "markdown", + "source": [ + "The data is not scaled and exhibits considerable variability. It is necessary to scale the data." + ], + "metadata": { + "collapsed": false, + "id": "1T8Aa1V6plZL" + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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\n" 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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dataset.scale_data()\n", + "dataset.plot_dataset(number_of_samples=2)" + ], + "metadata": { + "id": "cSsLKZGDplZL", + "outputId": "3b9c970a-9976-4bfa-ddcf-abd20cf6e347" + } + }, + { + "cell_type": "markdown", + "source": [ + "To prepare the data for modeling, it can be split into training and testing sets. This involves extracting 'length_to_predict' samples from each time series in the training set. This technique emulates a real-world scenario where one has the initial sequence of the time series (all the data up to a certain point) and must predict the next 'length_to_predict' number of samples." + ], + "metadata": { + "collapsed": false, + "id": "RZzh9ZBLplZM" + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "train, test = dataset.split_to_train_and_test(length_to_predict=5)" + ], + "metadata": { + "pycharm": { + "is_executing": true + }, + "id": "8UEc-WBZplZN" + } + }, + { + "cell_type": "markdown", + "source": [ + "# Data preperation" + ], + "metadata": { + "collapsed": false, + "id": "WVrNzjQYplZN" + } + }, + { + "cell_type": "code", + "source": [ + "\n", + "json_objects = []\n", + "\n", + "# Mounting Google Drive to access the zip file\n", + "drive.mount('/content/drive')\n", + "\n", + "zip_path = '/content/drive/My Drive/Prometheus Data/OperatreFirst_PrometheusData_AppLearner.zip'\n", + "json_dir_path = '/content/OperatreFirst_PrometheusData_AppLearner'\n", + "\n", + "# Extracting the zip files \n", + "with zipfile.ZipFile(zip_path, 'r') as zip_ref:\n", + " # Getting list of files in the zip\n", + " file_names = zip_ref.namelist()\n", + " # Extracting the files that start with 'container_cpu_' string\n", + " for file_name in file_names:\n", + " zip_ref.extract(file_name, json_dir_path)\n", + "\n", + "# Looping through each extracted JSON file, reading and saving it as a JSON file in the Colab environment \n", + "for file_name in os.listdir(json_dir_path):\n", + " if file_name.startswith('container') and file_name.endswith('.json'):\n", + " with open(os.path.join(json_dir_path, file_name), 'r') as f:\n", + " json_data = [json.loads(line) for line in f]\n", + " with open(f'{file_name[:-5]}_subset.txt', 'w') as f:\n", + " f.write(json.dumps(json_data, indent=4))\n", + "# Delete the memory files - irrelevant\n", + "dir_path = '/content/OperatreFirst_PrometheusData_AppLearner/OperatreFirst_PrometheusData_AppLearner'\n", + "for file_name in os.listdir(dir_path):\n", + " if not file_name.startswith('container_cpu_'):\n", + " os.remove(os.path.join(dir_path, file_name))\n", + " else: # Store the relevant json files as a dictionary\n", + " if file_name.endswith('.json'):\n", + " with open(os.path.join(dir_path, file_name), 'r') as f:\n", + " json_data = json.load(f)\n", + " json_objects.append(json_data)" + ], + "metadata": { + "id": "DyfsE1IIOF7j", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "e1e8c4af-d40d-471b-a1f1-3b166440f2c7" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mounted at /content/drive\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "num_objects = len(json_objects)\n", + "print(f\"There are {num_objects} json files.\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4NAdM4D9BD02", + "outputId": "12870237-01e6-476d-cc35-0255755c1e7b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "There are 5 json files.\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Creating the df - each row represents a dataset (including all the values of the data)\n", + "\n", + "json_objects = json_objects\n", + "dataframe = pd.DataFrame(columns=[\"application\",\"namespace\", \"node\",\"pod\",\"start\", \"stop\", \"data\"])\n", + "i=0\n", + "for data in json_objects: \n", + " for key, value in data.items():\n", + " app_data = key.split(\", \")\n", + " application, namespace, node, pod = app_data[0],app_data[1],app_data[2], app_data[3]\n", + " if application == 'dns' or application == 'collector':\n", + " for v in value:\n", + " time = v['start']\n", + " start = datetime.strptime(v[\"start\"], \"%Y-%m-%d %H:%M:%S\")\n", + " stop = datetime.strptime(v[\"stop\"], \"%Y-%m-%d %H:%M:%S\")\n", + " data = v[\"data\"]\n", + " dataframe.loc[i] = [application,namespace,node,pod, start, stop,data]\n", + " i += 1\n", + " " + ], + "metadata": { + "id": "1RYk652IWFOj" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## EDA - Collector Application" + ], + "metadata": { + "id": "pGt86iCxuDbc" + } + }, + { + "cell_type": "code", + "source": [ + "df_collector = dataframe.loc[dataframe['application'] == 'collector'].copy()\n", + "\n", + "num_all_zeros = len(df_collector.loc[df_collector['data'].apply(lambda x: all(val == 0 for val in x))])\n", + "print(f\"The number of dataframes with all zeros CPU consumption values is: {num_all_zeros}\\n\")\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "P-joYeAWnWA1", + "outputId": "54c646c3-38a2-463a-ed68-b5ece4ff3a74" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "The number of dataframes with all zeros CPU consumption values is: 0\n", + "\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "As we can see, there are no dataframes in the 'collector' application with all zero values. This finding indicates that the data is valid and does not exhibit any instances of complete absence of CPU consumption." + ], + "metadata": { + "id": "uzIJzGRT2DHE" + } + }, + { + "cell_type": "code", + "source": [ + "df_collector.head(5)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "YLkvayGA2eKi", + "outputId": "6ced38fd-3608-4db6-8020-f5b047e9b80d" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " application namespace node pod \\\n", + "0 collector openshift-logging oct-03-14-compute collector-45ggj \n", + "1 collector openshift-logging oct-03-14-compute collector-45ggj \n", + "2 collector openshift-logging oct-03-14-compute collector-45ggj \n", + "3 collector openshift-logging oct-03-14-compute collector-45ggj \n", + "4 collector openshift-logging oct-03-14-compute collector-45ggj \n", + "\n", + " start stop \\\n", + "0 2022-05-28 17:00:00 2022-05-28 17:04:00 \n", + "1 2022-05-28 21:01:00 2022-05-29 03:04:00 \n", + "2 2022-05-29 05:01:00 2022-05-30 03:04:00 \n", + "3 2022-05-30 05:01:00 2022-05-30 19:04:00 \n", + "4 2022-05-30 21:01:00 2022-05-31 01:04:00 \n", + "\n", + " data \n", + "0 [0.0320022991333341, 0.0262894255359178, 0.020... \n", + "1 [0.0091724990056144, 0.0154374696894289, 0.021... \n", + "2 [0.006033915309428, 0.0122509814599761, 0.0192... \n", + "3 [0.0126865943562504, 0.0207211524625931, 0.029... \n", + "4 [0.0067857535893381, 0.0126782464223269, 0.019... 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applicationnamespacenodepodstartstopdata
0collectoropenshift-loggingoct-03-14-computecollector-45ggj2022-05-28 17:00:002022-05-28 17:04:00[0.0320022991333341, 0.0262894255359178, 0.020...
1collectoropenshift-loggingoct-03-14-computecollector-45ggj2022-05-28 21:01:002022-05-29 03:04:00[0.0091724990056144, 0.0154374696894289, 0.021...
2collectoropenshift-loggingoct-03-14-computecollector-45ggj2022-05-29 05:01:002022-05-30 03:04:00[0.006033915309428, 0.0122509814599761, 0.0192...
3collectoropenshift-loggingoct-03-14-computecollector-45ggj2022-05-30 05:01:002022-05-30 19:04:00[0.0126865943562504, 0.0207211524625931, 0.029...
4collectoropenshift-loggingoct-03-14-computecollector-45ggj2022-05-30 21:01:002022-05-31 01:04:00[0.0067857535893381, 0.0126782464223269, 0.019...
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\n", + " \n", + " \n", + " \n", + "\n", + " \n", + "
\n", + "
\n", + " " + ] + }, + "metadata": {}, + "execution_count": 11 + } + ] + }, + { + "cell_type": "code", + "source": [ + "def aggregate_time(df, n, ma):\n", + " \"\"\"\n", + " ma - the k for the rolling average window\n", + " \"\"\"\n", + " start = df['start']\n", + " data_list = df['data']\n", + " \n", + " med_data = []\n", + " agg_time = []\n", + " min_data = []\n", + " max_data = []\n", + " mean_data = []\n", + " roll_avg = []\n", + " for i in range(0, len(data_list), n):\n", + " agg_time.append(start + timedelta(minutes = i))\n", + " temp =data_list[i: i+n] \n", + " temp_med = np.median(temp)\n", + " temp_mean = np.mean(temp)\n", + " temp_min = min(temp)\n", + " temp_max = max(temp)\n", + " med_data.append(temp_med)\n", + " min_data.append(temp_min)\n", + " max_data.append(temp_max)\n", + " mean_data.append(temp_mean)\n", + " if i> ma:\n", + " roll_data = data_list[i-ma:i]\n", + " roll_avg.append(np.mean(roll_data))\n", + " else:\n", + " roll_avg.append(temp_mean)\n", + " \n", + " # Create dataframe\n", + " app = [df['application'] for j in med_data]\n", + " namespace = [df['namespace'] for j in med_data]\n", + " node = [df['node'] for j in med_data]\n", + " pod = [df['pod'] for j in med_data]\n", + " app_df = pd.DataFrame({'application': app,\n", + " 'namespace': namespace,\n", + " 'node':node,\n", + " 'pod':pod,\n", + " 'time': agg_time,\n", + " 'median': med_data,\n", + " 'min': min_data,\n", + " 'max': max_data,\n", + " 'mean': mean_data,\n", + " 'rolling_average':roll_avg})\n", + " return app_df\n" + ], + "metadata": { + "id": "j2l1MotVZOMX" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "dfs_30 = []\n", + "\n", + "for index, row in df_collector.iterrows():\n", + " print(\"Start:\", row['start'])\n", + " print(\"End:\", row['stop'])\n", + " print(\"The number of minutes information for CPU consumption in the dataframe is: \", len(row['data']))\n", + " print(\"------------\")\n", + " app_df = aggregate_time(row, 30, ma=120)\n", + " dfs_30.append(app_df)" + ], + "metadata": { + "id": "fIAR5rvwxdTW", + "pycharm": { + "is_executing": true + } + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "print(\"\\nAn example for a dataframe:\")\n", + "dfs_30[50].head(2)# create a list of sample dataframes" + ], + "metadata": { + "id": "jC4J_eo7aZre", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 147 + }, + "outputId": "56a7509d-edec-44c9-dd6e-e65190fa882a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "An example for a dataframe:\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " application namespace node pod \\\n", + "0 collector openshift-logging oct-03-07-compute collector-48kdf \n", + "1 collector openshift-logging oct-03-07-compute collector-48kdf \n", + "\n", + " time median min max mean rolling_average \n", + "0 2022-06-07 01:01:00 0.284603 0.066266 0.349879 0.265529 0.265529 \n", + "1 2022-06-07 01:31:00 0.289773 0.046554 0.370590 0.275501 0.275501 " + ], + "text/html": [ + "\n", + "
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applicationnamespacenodepodtimemedianminmaxmeanrolling_average
0collectoropenshift-loggingoct-03-07-computecollector-48kdf2022-06-07 01:01:000.2846030.0662660.3498790.2655290.265529
1collectoropenshift-loggingoct-03-07-computecollector-48kdf2022-06-07 01:31:000.2897730.0465540.3705900.2755010.275501
\n", + "
\n", + " \n", + " \n", + " \n", + "\n", + " \n", + "
\n", + "
\n", + " " + ] + }, + "metadata": {}, + "execution_count": 14 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df_collector_concat = pd.concat(dfs_30)" + ], + "metadata": { + "id": "8b2cvbFiT3f6" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "An illustration of statistics for a single dataset can be examined." + ], + "metadata": { + "id": "OcKLKtyABSoS" + } + }, + { + "cell_type": "code", + "source": [ + "# check for null values\n", + "print('Null values:\\n', dfs_30[40].isnull().sum())\n", + "\n", + "# compute basic statistics\n", + "print('\\nStatistics:\\n', dfs_30[40].describe())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "1i7BA594BQdj", + "outputId": "ee343695-c12a-4b8b-f06d-3516ab34dbf7" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Null values:\n", + " application 0\n", + "namespace 0\n", + "node 0\n", + "pod 0\n", + "time 0\n", + "median 0\n", + "min 0\n", + "max 0\n", + "mean 0\n", + "rolling_average 0\n", + "dtype: int64\n", + "\n", + "Statistics:\n", + " median min max mean rolling_average\n", + "count 20.000000 20.000000 20.000000 20.000000 20.000000\n", + "mean 0.205065 0.173575 0.281312 0.214763 0.220493\n", + "std 0.020458 0.030372 0.089388 0.030338 0.028410\n", + "min 0.174880 0.050009 0.189692 0.166993 0.166993\n", + "25% 0.190100 0.174069 0.223143 0.193613 0.206412\n", + "50% 0.194718 0.180632 0.256915 0.210149 0.213548\n", + "75% 0.218496 0.181855 0.314822 0.233609 0.233717\n", + "max 0.243795 0.200704 0.567495 0.301851 0.301851\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The distribution of the top 35 most commonly used applications across all dataframes is displayed in a bar plot, based on the percentage of dataframes in which they are present, without reference to the duration of time recorded for each dataframe.\n", + "\n", + "The second y-axis displays the average CPU consumption for each application. The aggregation is at the application level, which may obscure variations in resource usage at the pod/node level, but still offers a valuable high-level overview of usage trends for each application.\n", + "\n", + "The application 'kube-rbac-proxy' stands out, accounting for over 8% of the total dataframes, which is a significant deviation from the other applications that are more evenly distributed." + ], + "metadata": { + "id": "-9pY7dkofG6X" + } + }, + { + "cell_type": "code", + "source": [ + "# Count the number of occurrences of each node\n", + "node_counts = df_collector_concat['node'].value_counts(normalize=True).sort_values(ascending=False)[:30]*100\n", + "\n", + "fig, ax = plt.subplots()\n", + "node_counts.plot.bar(ax=ax, color='C0')\n", + "ax.set_title('Distribution of Nodes among the dataframes of Collector application')\n", + "ax.set_xlabel('Node')\n", + "ax.set_ylabel('Percentage')\n", + "\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 590 + }, + "id": "N0arORpyYO_H", + "outputId": "28160270-2fff-478e-dae8-1842e06d3abe" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "A bar plot is used to exhibit the distribution of the top 30 most frequent nodes among all 'collector' dataframes based on the percentage of dataframes in which they occur, without considering the duration of time recorded for each dataframe. As we can see, the most popular node for 'collector' app is 'oct-03-10-compute'" + ], + "metadata": { + "id": "uURVZOy3UDUM" + } + }, + { + "cell_type": "code", + "source": [ + "warnings.filterwarnings('ignore')\n", + "\n", + "# Create new columns \n", + "ordered_days = ['Sunday', 'Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday']\n", + "df_collector_concat['day_of_week'] = df_collector_concat['time'].dt.strftime('%A')\n", + "df_collector_concat['day_of_week'] = pd.Categorical(df_collector_concat['day_of_week'], ordered_days)\n", + "df_collector_concat['hour_of_day'] = df_collector_concat['time'].dt.hour\n", + "\n", + "# Group by day of the week and hour of the day and calculate the median CPU consumption\n", + "grouped = df_collector_concat.groupby(['day_of_week', 'hour_of_day'])['mean'].mean().reset_index()\n", + "heatmap_data = grouped.pivot('day_of_week', 'hour_of_day', 'mean').reindex(ordered_days)\n", + "sns.heatmap(heatmap_data, cmap='YlGnBu')\n", + "plt.title('CPU Average Consumption by Hour and Day of Week')\n", + "plt.xlabel('Hour of Day')\n", + "plt.ylabel('Day of Week')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 475 + }, + "id": "WS2d7_PevYcK", + "outputId": "1db5d888-9e36-4cab-eb86-eb28054c3dfd" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Calculate average CPU consumption among all collector apps for each hour\n", + "average_cpu_by_hour = df_collector_concat.groupby('hour_of_day')['mean'].mean()\n", + "\n", + "# Print the average CPU consumption for each hour\n", + "print(\"Average CPU Consumption by Hour (All Collector Apps):\")\n", + "for hour, avg_cpu in average_cpu_by_hour.items():\n", + " print(f\"Hour {hour}: {avg_cpu:.2f}\")\n", + "\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Ptgfnb0U3vAb", + "outputId": "48bf60ca-36ba-403a-9d77-6facd3cb2a9e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Average CPU Consumption by Hour (All Collector Apps):\n", + "Hour 0: 0.09\n", + "Hour 1: 0.08\n", + "Hour 2: 0.09\n", + "Hour 3: 0.08\n", + "Hour 4: 0.08\n", + "Hour 5: 0.08\n", + "Hour 6: 0.08\n", + "Hour 7: 0.08\n", + "Hour 8: 0.08\n", + "Hour 9: 0.08\n", + "Hour 10: 0.08\n", + "Hour 11: 0.08\n", + "Hour 12: 0.09\n", + "Hour 13: 0.08\n", + "Hour 14: 0.08\n", + "Hour 15: 0.08\n", + "Hour 16: 0.09\n", + "Hour 17: 0.08\n", + "Hour 18: 0.09\n", + "Hour 19: 0.08\n", + "Hour 20: 0.09\n", + "Hour 21: 0.09\n", + "Hour 22: 0.09\n", + "Hour 23: 0.08\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "average_cpu_all = df_collector_concat['mean'].mean()\n", + "print(f\"Average CPU Consumption across all dataframes: {average_cpu_all:.2f}\")\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "tPec_d8C3zZD", + "outputId": "8f0e6828-d3ec-4c3a-d12e-de4bedbd0d36" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Average CPU Consumption across all dataframes: 0.08\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "thursday_cpu = df_collector_concat.loc[df_collector_concat['day_of_week'] == 'Thursday', 'mean']\n", + "num_stds = (thursday_cpu.mean() - average_cpu_all) / thursday_cpu.std()\n", + "\n", + "print(f\"The Thursday CPU consumption is approximately {num_stds:.2f} standard deviations above the mean.\")\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "p4A0sMqw4SbJ", + "outputId": "20b4410f-f240-4808-9b5f-34171417510c" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "The Thursday CPU consumption is approximately 0.05 standard deviations above the mean.\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The plot showcases the median CPU consumption categorized by both the day of the week and the hour of the day, providing insights into consumption patterns. \n", + "\n", + "Overall, the plot reveals a relatively uniform distribution of CPU consumption across different time intervals, with minor variations of around 0.01. \n", + "\n", + "However, a noticeable deviation occurs on Thursday at 2 am, where the CPU consumption reaches approximately 0.15, exceeding the mean value of 0.08. Nonetheless, upon further analysis, this deviation is found to be only 0.05 standard deviations away from the mean, indicating that the difference is not statistically significant." + ], + "metadata": { + "id": "O75c1BeexEFe" + } + }, + { + "cell_type": "code", + "source": [ + "# Create hour bins\n", + "df_collector_concat['hour'] = df_collector_concat['time'].dt.hour\n", + "df_collector_concat['hour_bin'] = pd.cut(df_collector_concat['hour'], bins=[0, 2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22, 24], labels=['0-2', '2-4', '4-6', '6-8', '8-10', '10-12', '12-14', '14-16', '16-18', '18-20', '20-22', '22-24'])\n", + "\n", + "# Calculate hourly averages\n", + "hourly_avg_collector = df_collector_concat.groupby('hour_bin')['mean'].mean()\n", + "\n", + "# Create bar plot\n", + "plt.figure(figsize=(10, 6))\n", + "plt.bar(hourly_avg_collector.index, hourly_avg_collector, color='b')\n", + "plt.xlabel('Hour of Day (12 Buckets)')\n", + "plt.ylabel('Average CPU Consumption')\n", + "plt.title('Average CPU Consumption for the Collector Application')\n", + "plt.xticks(rotation=45)\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 589 + }, + "id": "l5_cGJ7m1lY8", + "outputId": "ec285d08-df7c-41ae-f187-00f9cab58e77" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "We can observe a relatively uniform distribution of CPU consumption across the different hours of the day." + ], + "metadata": { + "id": "zLBcJkvL5drS" + } + }, + { + "cell_type": "code", + "source": [ + "sns.set_style(\"darkgrid\") # set the seaborn style\n", + "sns.lineplot(data=dfs_30[12], x='time', y='rolling_average', color='tomato', label='Rolling Average CPU Consumption')\n", + "plt.title(f'CPU Consumption for {dfs_30[12][\"application\"].iloc[0]}')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('CPU Consumption')\n", + "plt.xticks(rotation=90)\n", + "\n", + "plt.legend(loc='lower left')\n", + "\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 520 + }, + "id": "3WGHQ9yE2vZ_", + "outputId": "7a4ab960-ffcb-4f33-90ff-2282a21636bc" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The plot depicts the CPU consumption over time for a specific time interval of the application 'collector'. It indicates that the trend is generally consistent, followed by an abrupt drop in which the application's CPU consumption falls to half of its previous level within half an hour." + ], + "metadata": { + "id": "1Mw90LZrikhq" + } + }, + { + "cell_type": "markdown", + "source": [ + "## EDA - DNS Application" + ], + "metadata": { + "id": "SvsJnJY5yNdm" + } + }, + { + "cell_type": "code", + "source": [ + "df_dns = dataframe.loc[dataframe['application'] == 'dns'].copy()\n", + "\n", + "num_all_zeros = len(df_dns.loc[df_dns['data'].apply(lambda x: all(val == 0 for val in x))])\n", + "print(f\"The number of dataframes with all zeros CPU consumption values is: {num_all_zeros}\\n\")\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "NsuoAslSyfoO", + "outputId": "1dc1fe6b-d99b-4338-fce9-dfce6e33555f" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "The number of dataframes with all zeros CPU consumption values is: 0\n", + "\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "As we can see, there are no dataframes in the 'dns' application with all zero values. This finding indicates that the data is valid and does not exhibit any instances of complete absence of CPU consumption." + ], + "metadata": { + "id": "j7X0ThgD6apD" + } + }, + { + "cell_type": "code", + "source": [ + "dfs_30_dns = []\n", + "\n", + "\n", + "for index, row in df_dns.iterrows():\n", + " print(\"Start:\", row['start'])\n", + " print(\"End:\", row['stop'])\n", + " print(\"The number of minutes information for CPU consumption in the dataframe is: \", len(row['data']))\n", + " print(\"------------\")\n", + " app_df = aggregate_time(row, 30, ma=120)\n", + " dfs_30_dns.append(app_df)" + ], + "metadata": { + "id": "6bYGba8YzDNP" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "print(\"\\nAn example for a dataframe:\")\n", + "dfs_30_dns[50].head(2)# create a list of sample dataframes" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 147 + }, + "id": "_tEMd2elzUiF", + "outputId": "61405311-ce86-4ab7-c5cb-f8f7315a4fce" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "An example for a dataframe:\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " application namespace node pod \\\n", + "0 dns openshift-dns oct-03-14-compute dns-default-6hbkp \n", + "1 dns openshift-dns oct-03-14-compute dns-default-6hbkp \n", + "\n", + " time median min max mean rolling_average \n", + "0 2022-06-08 13:01:00 0.004850 0.001546 0.005141 0.004609 0.004609 \n", + "1 2022-06-08 13:31:00 0.004912 0.004482 0.005205 0.004894 0.004894 " + ], + "text/html": [ + "\n", + "
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applicationnamespacenodepodtimemedianminmaxmeanrolling_average
0dnsopenshift-dnsoct-03-14-computedns-default-6hbkp2022-06-08 13:01:000.0048500.0015460.0051410.0046090.004609
1dnsopenshift-dnsoct-03-14-computedns-default-6hbkp2022-06-08 13:31:000.0049120.0044820.0052050.0048940.004894
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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 36 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df_dns_concat = pd.concat(dfs_30_dns)\n", + "\n", + "# check for null values\n", + "print('Null values:\\n', dfs_30_dns[40].isnull().sum())\n", + "\n", + "# compute basic statistics\n", + "print('\\nStatistics:\\n', dfs_30_dns[40].describe())\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "WgCn8xjXzj9e", + "outputId": "600ee196-a45f-4f39-ffb6-b7d205fdd130" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Null values:\n", + " application 0\n", + "namespace 0\n", + "node 0\n", + "pod 0\n", + "time 0\n", + "median 0\n", + "min 0\n", + "max 0\n", + "mean 0\n", + "rolling_average 0\n", + "dtype: int64\n", + "\n", + "Statistics:\n", + " median min max mean rolling_average\n", + "count 9.000000 9.000000 9.000000 9.000000 9.000000\n", + "mean 0.004764 0.003911 0.005212 0.004733 0.004984\n", + "std 0.000711 0.001547 0.000388 0.000736 0.000138\n", + "min 0.002876 0.001149 0.004237 0.002803 0.004653\n", + "25% 0.004926 0.004581 0.005253 0.004928 0.004979\n", + "50% 0.004989 0.004618 0.005274 0.005011 0.005011\n", + "75% 0.005034 0.004737 0.005366 0.005014 0.005039\n", + "max 0.005119 0.004789 0.005603 0.005137 0.005137\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Count the number of occurrences of each node\n", + "node_counts = df_dns_concat['node'].value_counts(normalize=True).sort_values(ascending=False)[:30]*100\n", + "\n", + "fig, ax = plt.subplots()\n", + "node_counts.plot.bar(ax=ax, color='C0')\n", + "ax.set_title('Distribution of Nodes among the dataframes of DNS application')\n", + "ax.set_xlabel('Node')\n", + "ax.set_ylabel('Percentage')\n", + "\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 590 + }, + "id": "V18Wtt11zqeH", + "outputId": "2c3e015d-3cc4-468c-b07e-0bbf96a56a48" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "A bar plot is used to exhibit the distribution of the top 30 most frequent nodes among all 'collector' dataframes based on the percentage of dataframes in which they occur, without considering the duration of time recorded for each dataframe. As we can see, the the nodes frequency distribution is pretty uniform among the 30 top frequent nodes." + ], + "metadata": { + "id": "68HmZtv87Ws-" + } + }, + { + "cell_type": "code", + "source": [ + "warnings.filterwarnings('ignore')\n", + "\n", + "# Create new columns \n", + "ordered_days = ['Sunday', 'Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday']\n", + "df_dns_concat['day_of_week'] = df_dns_concat['time'].dt.strftime('%A')\n", + "df_dns_concat['day_of_week'] = pd.Categorical(df_dns_concat['day_of_week'], ordered_days)\n", + "df_dns_concat['hour_of_day'] = df_dns_concat['time'].dt.hour\n", + "\n", + "# Group by day of the week and hour of the day and calculate the median CPU consumption\n", + "grouped = df_dns_concat.groupby(['day_of_week', 'hour_of_day'])['mean'].mean().reset_index()\n", + "heatmap_data = grouped.pivot('day_of_week', 'hour_of_day', 'mean').reindex(ordered_days)\n", + "sns.heatmap(heatmap_data, cmap='YlGnBu')\n", + "plt.title('CPU Average Consumption by Hour and Day of Week')\n", + "plt.xlabel('Hour of Day')\n", + "plt.ylabel('Day of Week')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 475 + }, + "id": "XHlKCxFrzwps", + "outputId": "eb6815e6-183b-4a6d-a72a-8092133a55fb" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The plot displays the median CPU consumption categorized by both the day of the week and the hour of the day, allowing us to identify consumption patterns.\n", + "\n", + "Upon analysis, the plot reveals a relatively consistent distribution of CPU consumption across various time intervals. \n", + "\n", + "Although the colors may appear different, a closer examination shows that the scale of changes is minimal. Consequently, there are no significant variations in CPU consumption, and the overall pattern remains quite consistent throughout the different time intervals." + ], + "metadata": { + "id": "nV9QlBhq7szS" + } + }, + { + "cell_type": "code", + "source": [ + "sns.set_style(\"darkgrid\") # set the seaborn style\n", + "sns.lineplot(data=dfs_30_dns[12], x='time', y='rolling_average', color='tomato', label='Rolling Average CPU Consumption')\n", + "plt.title(f'CPU Consumption for {dfs_30_dns[12][\"application\"].iloc[0]}')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('CPU Consumption')\n", + "plt.xticks(rotation=90)\n", + "\n", + "plt.legend(loc='lower left')\n", + "\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 520 + }, + "id": "15b5uZI2z1ac", + "outputId": "8e76b993-6a80-4575-c76f-5459f03b6099" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The plot depicts the CPU consumption over time for a specific time interval of the application 'dns'. It indicates that the trend is generally consistent, followed by an abrupt drop in which the application's CPU consumption falls to half of its previous level within half an hour." + ], + "metadata": { + "id": "8G8i0-uv8Kzr" + } + } + ] +} \ No newline at end of file From d8242530890bd052c0d0869a4bc55758e27a3cc3 Mon Sep 17 00:00:00 2001 From: Shira Wild Date: Mon, 29 May 2023 15:46:51 +0300 Subject: [PATCH 2/2] Created using Colaboratory --- Notebooks/Initial_analysis.ipynb | 1347 ++++++++++++++++++++++++++++++ 1 file changed, 1347 insertions(+) create mode 100644 Notebooks/Initial_analysis.ipynb diff --git a/Notebooks/Initial_analysis.ipynb b/Notebooks/Initial_analysis.ipynb new file mode 100644 index 0000000..c2f0571 --- /dev/null +++ b/Notebooks/Initial_analysis.ipynb @@ -0,0 +1,1347 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "collapsed_sections": [ + "3c2rxhluplZE", + "78CjPODDplZH" + ], + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "source": [ + "# Data Analysis" + ], + "metadata": { + "id": "31CSwzTOcdHd" + } + }, + { + "cell_type": "code", + "source": [ + "# imports \n", + "from google.colab import drive\n", + "import json\n", + "import shutil\n", + "import os\n", + "import zipfile\n", + "import warnings\n", + "from datetime import datetime, timedelta\n", + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns \n", + "import statistics\n", + "from collections import defaultdict, Counter\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd" + ], + "metadata": { + "id": "lrTEvPO0OhI_" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import src.framework__data_set as ds\n", + "import random\n", + "random.seed(10)" + ], + "metadata": { + "id": "Xqarye5kabvu" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "# Data Understanding\n", + "Let's start our analysis by examining the data and assessing the applications. While we have three metrics available (Container memory, Container CPU, and Node memory), we'll focus on only two of them (Container memory, Container CPU). Therefore, we'll begin by evaluating the usage data for Container memory." + ], + "metadata": { + "collapsed": false, + "id": "3c2rxhluplZE" + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of applications: 417\n", + "Example of 15 applications, and number of samples for each: [('kube-rbac-proxy', 7718487), ('cni-plugins', 3142572), ('driver-registrar', 2820695), ('oauth-proxy', 1942223), ('collector', 1701727), ('nmstate-handler', 1587755), ('keepalived', 1587373), ('node-exporter', 1586814), ('coredns', 1586715), ('whereabouts-cni-bincopy', 1586041), ('bridge-marker', 1583131), ('whereabouts-cni', 1580344), ('egress-router-binary-copy', 1578966), ('kube-multus-additional-cni-plugins', 1577492), ('coredns-monitor', 1576538)]\n" + ] + } + ], + "source": [ + "hist = ds.get_amount_of_data_per_application(\n", + " metric=\"container_mem\",\n", + " path_to_data=\"./data/\"\n", + ")\n", + "print(\"Number of applications: \",len(hist))\n", + "print(\"Example of 15 applications, and number of samples for each: \",hist[:15])" + ], + "metadata": { + "id": "-7tcL5G1plZE", + "outputId": "aafe498d-464b-48bb-8065-5380e280ebe0" + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of applications: 378\n", + "Example of 15 applications, and number of samples for each: [('kube-rbac-proxy', 7578821), ('oauth-proxy', 1885203), ('collector', 1602125), ('coredns-monitor', 1564425), ('network-metrics-daemon', 1559549), ('nmstate-handler', 1556575), ('dns-node-resolver', 1554940), ('dns', 1554337), ('node-ca', 1552028), ('kube-multus-additional-cni-plugins', 1549615), ('network-check-target-container', 1547871), ('cni-plugins', 1546571), ('keepalived', 1545578), ('coredns', 1545393), ('node-exporter', 1545075)]\n" + ] + } + ], + "source": [ + "hist = ds.get_amount_of_data_per_application(\n", + " metric=\"container_cpu\",\n", + " path_to_data=\"./data/\"\n", + ")\n", + "print(\"Number of applications: \",len(hist))\n", + "print(\"Example of 15 applications, and number of samples for each: \",hist[:15])" + ], + "metadata": { + "id": "ycHeEfpxplZG", + "outputId": "0ac4a472-87f3-4b3a-fb75-8e0e27757820" + } + }, + { + "cell_type": "markdown", + "source": [ + "# Data Visualization\n", + "We can gain insights into the data by analyzing the graphs and their trends. As an illustration, consider the two plots below of the 'bridge-maker' application with container CPU information. To generate these plots, we utilized the 'get_data_set' function, which accepts 'metric' and 'application_name' as inputs and extracts the corresponding data from the json files. The output is a dataset object comprising a list of pandas dataframes with two columns - one for time and one for the sample." + ], + "metadata": { + "collapsed": false, + "id": "78CjPODDplZH" + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dataset = ds.get_data_set(\n", + " metric=\"container_cpu\",\n", + " application_name=\"dns\",\n", + " path_to_data=\"./data/\"\n", + ")\n", + "\n", + "dataset.plot_dataset(number_of_samples=3)" + ], + "metadata": { + "id": "DKRUofpEplZI", + "outputId": "d7baac71-9aab-453e-986f-dc5a34c63e45" + } + }, + { + "cell_type": "markdown", + "source": [ + "Each application's data is organized into multiple time series, each of which is continuous and sampled at one-minute intervals without any interruptions during a single run. To obtain more generalized data, the sampling rate can be adjusted. In the example below, the dataset has been modified to sample data every five minutes, and any series with fewer than 10 samples has been removed:" + ], + "metadata": { + "collapsed": false, + "id": "UT392ZhzplZJ" + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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\n" 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\n" 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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dataset.sub_sample_data(sub_sample_rate=5)\n", + "dataset.filter_data_that_is_too_short(data_length_limit=10)\n", + "dataset.plot_dataset(number_of_samples=3)" + ], + "metadata": { + "id": "vPagg1fGplZJ", + "outputId": "9d2d245c-f407-4d6b-fcc6-6cd4053466a4" + } + }, + { + "cell_type": "markdown", + "source": [ + "The data is not scaled and exhibits considerable variability. It is necessary to scale the data." + ], + "metadata": { + "collapsed": false, + "id": "1T8Aa1V6plZL" + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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Xo3r16rjlllt0r8WTmZmJPn36ICkpSfS74fnhhx9w1113iYKBw+HA2LFjsXLlSuzevVv3vs6fP4/c3FyvppjDhw8jLS1NsZ1/9nwZ8rYhDOS8WU3Y7na7kZOTI5oaAai2w6ZNmyI/Px+nT59Gamqqbn2NcPr0aWRnZ+OLL77AF198oXrMqVOnTJUptEGt70htEJc/K0GQEb4jp9OJt956C+PGjUNKSgo6d+6MW265BYMGDRKfQ05OjkRQjYmJQZUqVXD48GHY7XbJJEOoC48/noXb7cZHH32ETz75BAcPHpQImfy7DQSXLl1CTk6OZJtaG1m5ciWOHz+OJ598UrFv//79aNasGaKitIe8w4cPo0aNGkhISJBslz9PLa655hqkpaVhyZIl4jah3+jbt6+k3M6dO6NBgwaShQCEOUh4IVSRD6ICjHOevfPOO3Httddi3rx5+OOPP/DOO+/grbfewo8//oibbrqpvKpqmKNHjyqWNS5fvhzdu3dHjRo1cPz4ccU5J0+eBACvNv0uXbqgRo0a+Oabb3DLLbfoXksgJycHN910E7Kzs/HXX3+pXqNWrVpYtWoV9u7di8zMTDRp0gSpqamoWbMmmjZtqntf8tmnv9BqG0bajFG0tGhGNTNutxsAcP/992v6LJj1p7CCkWcyZswY9O3bF/Pnz8eiRYvw0ksvYfLkyVi2bBmuvPJKjB49GjNnzhSP79atm6lYKP54Fm+88QZeeuklPPjgg3j11VdRpUoV2O12jBkzRiwf8P29qTFnzhwMHTpUsk2tTX3zzTew2+245557LF/LV+rUqSNOKoCyfkPN56569eqmtW1EGSS8XAYkJycjLi4Oe/fuVezjPzQr1KhRA4899hgee+wxnDp1Cu3bt8frr79uWnipV68elixZggsXLki0L7t27RL3Ax5nTLfbjR07dug6u6l1oqmpqYqgc23btgUAtGvXDsuXL0dubq7EaXfdunXifm8UFBSIM0S9awnH9u3bF3v27MGSJUu8apKaNGkizvh37NiBkydPiqtqtK6VlJSExMREbNu2TbfsevXqqbYD+bP3F2rtcM+ePYiPjxdXnFSuXFl1lYeg/eBRe9fC6huXyyVqyHxFeA6B+I4aNWqEcePGYdy4cdi7dy/atWuH9957D19//TWeeeYZ3H///eKxgvamXr16cLvdolZBqy7+eBbff/89rrvuOvzvf/+TbM/Ozka1atUUdZO/O7X3JkdL8OnVq5dqsEiewsJC/PDDD+jevbvqJKBRo0ZYt24diouLJSZPnnr16mHp0qW4ePGiREti5t0eOHBAbMMARPOo2sToxIkTaN68ueGyCRnBcrYhyhezDrtqjrj16tUTHSNLSkokTosCV111FevYsaPp+gnOcm+88YZk+1133WXJYTctLY21bdvW8PXXrl2rcJwsKChgjRs3ZmlpaeK2ixcvsry8PMX533//PQPAXnrpJa/XKikpYbfeeiuLiopiv/76q+E6MsaYy+Viffr0YfHx8ZJ3qYUZh901a9aI+y5evMgaNmyo6rA7d+5cSTmCk6b8GoJz7enTp8VtKHXY3bhxo7jtyJEjLDY2lvXv31/c9vHHHzMAbMuWLeK2EydOsISEBEV7TUlJYf369VPc35AhQ1hMTAzbunWrYt+pU6cU24xg1mFXzREXnFNqXl4eu3TpkmS/y+ViKSkpbODAgbp12bRpk2GHXTPPQu37b9++Pevevbtk23fffccASBzjt23bxgCwjz76SNxWUlLC0tLSvDrs5ufnMwBs9OjRuvetxo8//qhweOfxt8OuWvv59ddfGQD2xBNPSLa3bduWJSYmSr6DRYsWKa5FmIM0L5cJr7zyChYuXIhrr70Wjz32GEpKSjBlyhS0atUK//77r+nyLly4gNq1a2PgwIFo27YtEhISsGTJEmzYsAHvvfeeeNyKFStw3XXXYeLEiboxG/r27YvrrrsOL7zwAg4dOoS2bdvijz/+wE8//YQxY8aIdv3GjRvjhRdewKuvvoprr70Wt99+O5xOJzZs2ICaNWti8uTJADwznk8//RSvvfYaGjdujOrVq+P666/XvH5aWhruuOMOjB8/HqdOnULjxo0xc+ZMHDp0SDLb3Lt3L3r27Im77roLzZs3h91ux99//42vv/4a9evXx+jRo70+u3HjxuHnn39G3759ce7cOTEonQA/yx49ejQKCgrQrl07FBcXY9asWVi/fj1mzpyp6pck54033sAff/yBbt26YcSIEWjRogVOnjyJuXPnYtWqVahUqRKee+45fPvtt7jpppvwxBNPoEqVKpg5cyYOHjyIH374QeEY7SutW7dGr169JEulAYjRVQFPLJtnn30Wt912G5544gnk5+fj008/RdOmTRW+JR06dMCSJUvw/vvvo2bNmmjQoAHS0tLw5ptvYvny5UhLS8Pw4cPRsmVLnDt3Dv/88w+WLFmCc+fOiWV0794dK1eu9Grimjx5Mvr06YNrrrkGDz74IM6dOyd+R1Yctvfs2YMePXrgzjvvRMuWLREVFYV58+YhKyvLa7DDdu3a4Z577sEnn3yCnJwcdOnSBUuXLsW+ffsUx5p5FmrccsstmDRpEoYOHYouXbpg69at+OabbxT+ba1atULnzp0xfvx4nDt3DlWqVMHs2bMVTttqxMXFoWXLlpgzZw6aNm2KKlWqoHXr1oaWz3/zzTdwOp0YMGCA6v5Bgwbhyy+/xNixY7F+/Xpce+21yMvLw5IlS/DYY4+hX79+6Nu3L66++mo899xzOHToEFq2bIkff/xR4W8DeMzEV155JTp27IikpCT8888/mDZtGurUqYPnn39ecuwHH3yAG264Addccw0efvhh5OTk4P3330fTpk0lzsGESYItPRHlx8qVK1mHDh1YTEwMa9iwIfvss89Ul57CgOalsLCQPf3006xt27asYsWKrEKFCqxt27bsk08+kZyzYMEC1aXGaly4cIE9+eSTrGbNmiw6Opo1adKEvfPOOxKNisC0adPYlVdeyZxOJ6tcuTLr1q0bW7x4sbg/MzOT9enTh1WsWFExO9Ti0qVL7KmnnmKpqanM6XSyq666ii1cuFByzOnTp9mIESNY8+bNWYUKFVhMTAxr0qQJGzNmjGRmpUe3bt0ky6zl/3imT5/O2rZtyypUqMAqVqzIevTowZYtW2boOgKHDx9mgwYNYsnJyczpdLKGDRuykSNHssLCQvGY/fv3s4EDB7JKlSqx2NhY1qlTJ/bLL79IyvGX5mXkyJHs66+/Zk2aNGFOp5NdeeWVkhm5wB9//MFat27NYmJiWLNmzdjXX3+t2l537drFunbtyuLi4hgAybLprKwsNnLkSFanTh0WHR3NUlNTWY8ePdgXX3whKaNDhw4sNTXV0PP84YcfWIsWLZjT6WQtW7ZkP/74o0KLYFTzcubMGTZy5EixPSUlJbG0tDT23XffGarLpUuX2BNPPMGqVq3KKlSowPr27cuOHj2quuTY6LNQ+/4LCgrYuHHjWI0aNVhcXBy7+uqrWUZGBuvWrZvi29q/fz/r2bMnczqdLCUlhT3//PNs8eLFXjUvjDG2Zs0asY9Suwc1cnJyWGxsLLv99tt1j8vPz2cvvPACa9CggXj/AwcOZPv37xePOXv2LHvggQdYYmIiS0pKYg888ICo4eI1Ly+88AJr164dS0pKYtHR0axu3brs0UcfZZmZmarXXrx4MevcuTOLjY1lVapUYQ888AA7efKk13sjtLExZsGbjiAM8swzz+Dbb7/Fvn37VJciE5cXNpsNI0eOxMcffxzsqohcuHABVapUwYcffoiRI0cGuzoEQRiA4rwQAWX58uV46aWXSHAhQpY///wTtWrVwvDhw4NdFYIgDEI+L0RAkedxIYhQo0+fPqoh9QmCCF1I80IQBEEQRFhBmheCIMoNcrEjCMIfkOaFIAiCIIiwgoQXgiAIgiDCiogzG7ndbpw4cQIVK1b0KcswQRAEQRDlB2MMFy5cQM2aNb0Gx4w44eXEiROK7LYEQRAEQYQHR48eRe3atXWPiTjhRUjqd/ToUUmCPYIgCIIgQpfc3FzUqVNHkpxXi3IRXqZOnYp33nkHmZmZaNu2LaZMmYJOnTqpHjtjxgxF+nOn04mCggJD1xJMRYmJiSS8EARBEESYYcTlI+AOu3PmzMHYsWMxceJE/PPPP2jbti169eqFU6dOaZ6TmJiIkydPiv+MpFMnCIIgCOLyIODCy/vvv4/hw4dj6NChaNmyJT777DPEx8dj2rRpmufYbDakpqaK/1JSUgJdTYIgCIIgwoSACi9FRUXYuHEjevbsWXZBux09e/ZERkaG5nkXL15EvXr1UKdOHfTr1w/bt2/XPLawsBC5ubmSfwRBEARBRC4BFV7OnDkDl8ul0JykpKQgMzNT9ZxmzZph2rRp+Omnn/D111/D7XajS5cuOHbsmOrxkydPRlJSkviPVhoRBEEQRGQTckHq0tPTMWjQILRr1w7dunXDjz/+iOTkZHz++eeqx48fPx45OTniv6NHj5ZzjQmCIAiCKE8CutqoWrVqcDgcyMrKkmzPyspCamqqoTKio6Nx5ZVXYt++far7nU4nnE6nz3UlCIIgCCI8CKjmJSYmBh06dMDSpUvFbW63G0uXLkV6erqhMlwuF7Zu3YoaNWoEqpoEQRAEQYQRAY/zMnbsWAwePBgdO3ZEp06d8OGHHyIvL0+M5TJo0CDUqlULkydPBgBMmjQJnTt3RuPGjZGdnY133nkHhw8fxkMPPRToqhIEQRAEEQYEXHi56667cPr0aUyYMAGZmZlo164dFi5cKDrxHjlyRJLD4Pz58xg+fDgyMzNRuXJldOjQAWvWrEHLli0DXVWCIAiCIMIAG2OMBbsS/iQ3NxdJSUnIycmhCLsEQRAEESaYGb9DbrURQRAEQRCEHiS8EARBEAQRVpDwQhAEQRBEWEHCC0EQBEFYJK+wBL0//BNvL9wV7KpcVpDwQhAEQRAW+e7vo9iVeQGfrNgf7KpcVpDwQhAEQRAWKSpxB7sKlyUkvBAEQRCERSIq1kgYQcILQRAEQVgksiKlhQ8kvBAEQRCERRjpXoICCS8EQRAEYRHSvAQHEl4IgiAIgggrSHghCIIgCItEWHrAsIGEF4IgCIKwCMkuwYGEF4IgCIKwCMkuwYGEF4IgCIKwCGleggMJLwRBEARhEVoqHRxIeCEIgiAIi5DmJTiQ8EIQBEEQFiHZJTiQ8EIQBEEQViHVS1Ag4YUgCIIgLOIm2SUokPBCEARBEERYQcILQRAEQViEVhsFBxJeCIIgCMIi5PISHEh4IQiCIAiLkM9LcCDhhSAIgiCIsIKEF4IgCIKwCO/zQhmmyw8SXgiCIAjCKpy8Qiak8oOEF4IgCIKwiJuR5iUYkPBCEARBEH6ANC/lBwkvBEEQBGERJjEbkfRSXpDwQhAEQRAW4bUtJLuUHyS8EARBEIRFJKuNKNpuuUHCC0GUA9tP5GDwtPXYdjwn2FUhCCJAkM9L+REV7AoQxOXA3V+sxYWCEvx96By2T+od7OoQBOEnyOclOJDmhSDKgQsFJQCAvCJXkGtCEIQ/4ZdHM3cQK3KZQcILQRAEQViESf4mzUt5QcILQRAEQfgB8nkpP0h4IQiCIAiL8H4u5PNSfpDwQhAEQRAWcXF+LiS8lB8kvBAEQRCERdySKHXBq8flBgkvBEEQBGERl8RsFMSKXGaQ8EIQBFGOnLlYiH4fr8LXaw8HuyqEHyCfl+BAwgtBEEQ58tGSvdhyLAcvzt8W7KoQfoA3G5HwUn6Q8EIQBFGOXCqmQIWRhIsSMwYFEl4IgiDKEVuwK0D4FV7zQsJL+UHCC0EQRDlit5H4EkmQz0twIOGFIMoRO41blz12agQRhYvXvASxHpcbJLwQRDlCs26CZJfIgjQvwYGEF4IoR0h4IagNRBYSzQsJL+UGCS8EUY7QuEWQ5iWy4APTUZC68oOEF4IoR2jWTdioDUQUvKmIFC/lBwkvBFGO0KybIAE2snBRkLqgQMILQZQjNHARJMBGFiS8BAcSXgiiPKGB67KHlkpHFowi7AYFEl4IohyhYYsg7Vtk4SKfl6BAwgtBBJiNh8+Jf9Osm6AmEFlQnJfgQMILQQSYqcv3i3/TrJugJhBZSJdKk/BSXpDwQhABxhlV9pk5aNp92cMLsBTULPxhEs1LECtymUHCC0EEmCgHJ7zQtPuyhxdeaLALf6TyJ73Q8qJchJepU6eifv36iI2NRVpaGtavX697/Ny5c9G8eXPExsaiTZs2+O2338qjmgQREKI5bQtpXgheeClxu4NYE8IfuEnzEhQCLrzMmTMHY8eOxcSJE/HPP/+gbdu26NWrF06dOqV6/Jo1a3DPPfdg2LBh2LRpE/r374/+/ftj27Ztga4qQQSEKAcJL0QZvPLNRaNd2MNrXtz0PsuNgAsv77//PoYPH46hQ4eiZcuW+OyzzxAfH49p06apHv/RRx+hd+/eePrpp9GiRQu8+uqraN++PT7++ONAV5UgAkKl+BjxbxJeCL4F0FgX/pDmJTgEVHgpKirCxo0b0bNnz7IL2u3o2bMnMjIyVM/JyMiQHA8AvXr10jyeIEKdWpXixL/JQZPgodUpkQUjn5dyIyqQhZ85cwYulwspKSmS7SkpKdi1a5fqOZmZmarHZ2Zmqh5fWFiIwsJC8Xdubq6PtSYI/0IzM0ILkl3CH0rMGBzCfrXR5MmTkZSUJP6rU6dOsKtEWGR35gWMmvUP9p26GOyq+BXer4FmZgQPaeLCH4rzEhwCKrxUq1YNDocDWVlZku1ZWVlITU1VPSc1NdXU8ePHj0dOTo747+jRo/6pPFHuDPxsDX759yQGT9NfjRZuSB36glcPIvQgTVz4Q3FegkNAhZeYmBh06NABS5cuFbe53W4sXboU6enpquekp6dLjgeAxYsXax7vdDqRmJgo+QcAmTmXMOGnbRE3i49kLhSUAACOZ18Kck38C83GCC2obYQ/0sSM9D7Li4D6vADA2LFjMXjwYHTs2BGdOnXChx9+iLy8PAwdOhQAMGjQINSqVQuTJ08GAIwePRrdunXDe++9hz59+mD27Nn4+++/8cUXX5i67pjZm7HjbAl+/fckNr50g9/viyCM4qLcJwQHmRkiC/4Nhtvr/HPPaRSWuHFDyxTvB4cYARde7rrrLpw+fRoTJkxAZmYm2rVrh4ULF4pOuUeOHIHdXqYA6tKlC2bNmoUXX3wRzz//PJo0aYL58+ejdevWpq677UQu7M54nM0r8uv9RBLbjudg36mL6H9lrWBXJaKRzsyCVw8iNCAHz8giXBMzut0Mg0pN9Btf7ImqCc4g18gcARdeAGDUqFEYNWqU6r4VK1Yott1xxx244447Alwr4pYpqwAA1RKcuKZJtSDXJnJxk8MuwcHCdLAj1AnX1YS8RvhcXlHYCS9hv9qI8J2tx3OCXYWIRmomCF49iNCAbwLUHsKfcPV54VdBFrvCp94CJLwQuFTsCnYVIhoXmQkIDslMnaSXsIeF6eSEb4fhmKaChBcChSEmvERaBH0mEV7Cr5Mg/IubfKDCmq8yDmH1vjPi73D9vvl2WByGMRwiXniJtIEwEISa5oXPuhsJSBw0g1iPyxnGGApLQqOdh6uDJwFsPZaDl37ajvv+u07cJhFGg1Anq/DalhIDZqOM/WcxevYm7DwZGlHsI154iYmK+Fv0mQISXgKKi5vU0GAVHJ6ftw2tJizC0XP5wa6K1EcieNUgLHChsFj8O7/IE5cqXIVR3mRZYkDzMuGnbfhp8wk8OWdzAGtlnIgf2aPsEX+LPpNfFGLCS4S9MkY+L5qsPXAWj369EZk5BQG9zrfrj6DEzfB/fx0I6HWMQKuNwpcKMWULdE9ke9psuDpg821v7t/HvB6/tzTg667MCwGrkxkibJhQEmGT+ICQc6nY+0HlSKRpXsJ1ZlYe3P3FWvy+LRPP/PBvuVyvqCT4tn2pzwu1B6Ocyi3Ai/O3YncQB0/e+f5S6aQvXH1e+HuZt+l4EGtijYgXXiJtIAwE2fkkvAQS3mxEdgJ1jpWTOSc0hJfwjAsSbEbP3oyv1x7BHZ+tCVodJMuLS00t4RqEMgx9dCVcBsJLsGsQ+pzPD60oxJH2zkjz4p3yeiqFruD32NKltdQejJJx4CwAILc0B1owUHNyDdfvm69rSqL3AHWh1i9fBsJLiD3xECT0fF4i650xWm3klfJSt4eC5kXi8xL86hAmcEsCu5VqXvj9YfSB84JYWoOqXo+PjXYEsjqmiXjhxUbCS9gRaQInBanzTnk9llAQXigxY/hSoiK88AJNOL3PcNcARrzwEmGT+IAQak5mkfbOaLDyTnk9llB4/pSYMbQw0//xExHBbCQ5PYzeZ7hPqi4D4SXCRsLLgEjTll0OZqOj5/Lx1drDlmMGlVfCylBoW3xQyFAQpi5nTuUW4KrXl2Ly7zsNHe/igrkJsVGkZqPweZ8ukxqj4H85Ui4D4SXYNQh9Qu1zc4TAAONPeL+GUNNy+YsbPliJl+Zvw5Rley2dX16PJRT6g9xLZQ6n4TTYRSJf/HkAZy4W4vOVxuL/8NqKYlWHXf/WL5CYjTcUCoI/T8QLL6H2wEORUOs/Q2GA8SehrJ51uxkuFvq+eqOg2COhrdp31tL55fVcQkEwzi0oC00QToNdJGJ2cYCqw26YmoVdYSp0CUS88BJp0VoBIDOnACeyLwW7GgEj0gTOUF5KOWTGBrSeuAjHzvspzorF+ysvjVQoNK1cSVDI0GoPlxsOk8JLiZel0uH0NnmzUThqhCNwaJcSCj4v5/KK8NXaw8jxQzC4EpcbnScvRZc3l/ktJ1GoNVyzHUqow8/WQutJA3/uOQ0A+H6j9/DgRrA6gwvkc+HbdygIxrymKxxnvJGEWU0cL6ioB6kLnxcq1Rh5Pz74X44UEl7KgUe+3oiX5m/Dk99t9rmsAm6p57k8/wSXC7XPLcJkF4mDpr/6tk1HzqPT60vw02b/hPW+5KdYP1Y1S4Hs8/nZciiYjSSOkiS9BBXTmheXUvPCO5uH0/s067AbakS88BICfRXWHzwHAFi265TPZYWTZG+VUBA4/Yk8CKA/3uGgaetx6kIhRs/e7HNZAPDDP/7RvFi9tUCuNuIHnFAwI5dIBo0gVoRAlEnhhfcT+fvwebz883bRcRcIr/dp2ueFe1ShMA5FeT8kvIm0gZBvMr7cWig0Pi0iLcKuXKvhZoDDx1u84OcQ6WcuBleLF1jNS5m2MhTMRu4w9zWIJMz2Nby2YsGWE4r94fQ2fUko6XIzRPnaiflICMxDAkuEjYN+U0uGcmClSHtneQHQvIQqVu8tkE+EH3BCYTJDmpfQgde8GOlbXV6OCadv2yUJ4WDy3BC4z8tAeAl+ZyXgj0HZ28djlFCTXfiP3l/vbG/WBeT5YRmwr1wqktbBn887Njq0PmHLZqMANsIirpcOhd4g3H0NIgne56XIQNJOb+8rnN6n2VWQ/LcTCjm5QqvnCwChoCYWiPKDwd1fMUNC7SPjZ6P+eGfrDpzFDR/8if5TV/tclq/IfV78+ewTnNF+K8sfWPddCVx7LCwu62lDodXzZqxQ+w4vN3jNS6GBvFe8/5Qa4aRJ8yUnUyi024gXXmKiQucW/bEEmG8zvmhh3D7YOwOBVLXve3m//HsSALD31EXfC/OREtl78ufjTnCGVqZXy0ulA9gE+UEpFFaDSONrBLEiYcTerAsBKZefKBkJPeFt0A6n9yn5LowsleaeFZmNyoMQeMgCZj3b1fCXylkSm8CXCvmJYk5l6w+zUSgJrfL35GuT5IXNCk7/+dz7wyQZij4vBSGWS6iEzEamUXOO9Qd8m5drSNUo9qp5CZ/3OW31QfFvs99tKEwCQqeHDxAh8IxF/OGd7fKTs1+ofWMSzYsfhLxoR+g0bfmH7uuyYP5Z+VNIyy/y3T/Ius9LAM1GJaFjpnG7mSyoWfDqEk7UqhwXkHL59mDEP67Ei19MKGixjZIUV2ZyNqZ5Kfs7FMbV0OnhA0R5Zas1gj/MRvzH5j+zkU9V8gveZjRmcXKDurcOJ9DIn6+vH77bj4Mf3yb98Q4sB6nz+craFJbwmpcAXsgAchNisIWpcCEpLkb8258CO9+HXjJgNir20pcEu32ZQSq8eK+4v1wW/EXECy+h4BUt4A9HVH/lo5CuNgp+Q3T5c0SG1ESX72MahbMXC3161kqzkW/3F6gBr8QPH4tld93LxOdF3umT8GKUwNi5XSY1L8Vel0r7XKVyw6wWP9RytEW+8BICD9mfSDQvfhxQg42/M5zy5bl80Cgs2p6JDq8twVsLd1suQ34/vt6fP2c9fFn+8Xmxel75rDYKdruXC4hBVgqGDYHK3Mz3DYZ8XrysSAp2+zJDicmJMGleyplQaku+1iWvsAQZ+8+Kv32ZKDMfAhQFAn5GzKv5rVLEdTJyVb0ZXpy/DQDw2cr9lstQdGg+m424TseXcmTPxdsyUENlhmBuo1AyG8k7/VBYtREOuAMlvHBlGVlt5K0vCSefF7OLP0JN8xLx6QFC4SGX4Vtdhk7fgPWHzom/fVptBP8MgP6Cv5W8Qt+FF95U4Mss4czFQp/rovR58dFs5KfZunzg9EXIE7BqlglkGwyloHDyZ+wKJbt2COP2s2ZWLMuk5tFbILtQ6EuNIln1ZqAZukweH2giXvMS7M6Kx9eq8IIL4Nu9BXsGKocfSC/6ISou71jniy+HP5qPXEjwtUh/zdblnbU/HJuLLGpvAjljDdSs3QoKzUsIDAKB5K+9pzF69iZk5/uWO8vffmMCZpete/tGgt2+zOAyGSxRYjYKgfuMeM1LCDxjEX9XxV+rjUJhuuCWCS+MMZ8cnPny/GEO8QV/d7z+cm6Wn+oPzYu31RiadfH5ytq4Q2jGeLlpXh7433oAQFy0A28OuMJyOWor9vyRF5AfhI20f+9xXnyuUrlhtl/010pXf0Gal3LE37NLf8V5CYVnxGQfRkGxb506/2z8MShbhTGm2vH6WqaALzMghdnID0KeVe1NIJtgKNnq5c7jka55ETh6Pt+n8wOleTFrNvK+VDr4falRzJpTpalpgn+fES+8hIJ6S8DfNfEtwq5/BkB/Ie8TfA2YFiqe8WqP1mfNi0TQ86EcudnID1oAeQZtowRyub6/8oH5A7kzeih8e+WBr03L3yv2BHhNij+El1DQYhvFTHZz+SQsFNpt5AsvQTYZ8Pj7fftmNir7m7HgS9JyQcyf2gl/DMpWURMwff3wpY5zPrQBhfDinzZwLs+8f0NgNS9lfwe7070g8+dyXSaqF5+d1BX9g3/eY+6lYvFvI/2p98SMoTPeeMOMRlK+m8xG5UAwTQZy/G828kHzIpsi+Fq1zJwCvwZy82dnF8wPTe3Svppn/DUDCoTZCACW7swyfU65+bwEeXCRB0ILoblVQPH1scv7Fn+9xtwCc8KLt9VGITTceIX/3r09T3/nZ/MHJLyUI343G/kwaZM/Fl8GwZ82H0fnyUvx0k/brNdHdi++Chz87QSzDfAfveB/7Gt9Aqd58Y8WoFpFp/mTys3nJXDXMcLFApnwEoIOuyUuNw6dyfNrmb5PRvxbnkDupbL3YeS79HZdo/UKBc2FGZ8XxXgRAvWPeOHF6uqHgODn9+3TUmk/hil/uzT67Ndrj1ivj+z6vn4cElNBiPi8xJQmi/R1wJL4vPhT8+Kn5xQb5TB9TkB9XvyUUsMfyMMAhFL3JPDwVxvR/d0V+G3rSb+VGUyz0b5TF7H1WI7qPl7zYmQi4O3T9arBcDO0nLAQjZ7/DZuPZnu9XiApMbFUWtE/h4DqJeKFl2Avk+Xxd0382YB8Kcruh1bkb7WkxOfFD23Aak5N/r4E4cXXBIjylVlWUcZ5sVaWXCCwMlAFsi8MFedtQJn8LxQ1L0t3nQIA/PevA34r05/JSM2W1/P9lej78SrVgJNFknhQvmtevAnHf+zIFNMQPPfDv16vZ/U6RjATdE4hPJLmJfAEu7MKJKHiY2L3Q8JJf0v2/vZ5sZoRnK9HdJSgefHVbFT2ty+PSb4c3epAKu/0rWhwAvmV+jtvli/IBcRQ1LwI+HPe5/Nga3GpNH/c8fOXFPv592E2UJsa3trX6QtlApTVOFb/9+cBtH91MfZmXbB0voCZ3EaBWu3lCxEvvBSH4MzGX/jS8fnThukf4UX622efF+5vf/hyWL1H/jYEzYs/fV58eU5yE4ZVjZDcNGtlVhbYCLuhYzZSRtgN3f7Jn7PrYGleJKsqVfbz76M8fF6iHWVDrsPi6Pv6bztxPr8YLy/Ybq2AUsxklfa3Wd8fRLzwwlhoPOhA4K84L56yrNfDD4EuFR2lr4OMv31erAovTKJ58ZThaxh+f2UWV6x8sfic5EKP0XJO5RaIfzst+MkYJZRWGyki7IaA74AW/nR033pc3efEKFY1xfzERa1Pkfh9GLhfb0d4288LL75O+mw+9rz8+/XWDpmsywr2dwRcBsILEGJOu37Ep5UmslN9ERb8oHhRfDz+NBsFc7URP5D7S/MiWT3jR82L1XrJhTGj7+5Ydpkav3qihRVKBgkV523P9eWmuiBVhOPsxUJc/94KTFm6V7I9lLRCVlcbedMuZOWWmXHKw+clJsp/Q66v/a4ZR3b5N03CSzkRSsul/UmxD/clb6y+dOq+5CAS8HsQJD8PWFZXw/CXFmZdvjoQu0zMmPSQa16saoSU+XrM+yPonXPqgm8xhKSdtOVi/IL8EYeCgPDfVQdx4HQe3lu8R7I92IIej9U4L9K2KT1p4bZMyW8j9+vVvOLldfLCS1FJcN89r3XyNkaS2ShIhEqUXX+YV3gKiq2FYgeU6k1f2qLVlTjS68ske5/DiftX82J10BM6XYfdJjr9+uqD4y9nZPnKF6vPSa7ZNFon/jQtDdLy3afQ6fWleH7eVkt1A6QDX7BnjKGoeSnWGERDYHwSsWo2ckkccqX7Pv9zv/RYI2Yjn31eyjrLXZkX8IIP7drXSSP/bLyNkYGKcOwLl4XwEqlOu5cs5pEB1JYm+2dm668y/Bth12qyQG7Gbrkenv/tNiDK4Z/VRvzpvpiNlEulLWpeXNbenZbvzqEzebj7iwz8uec0PlziMWV8u/6opbp5rqP+dzAIxazSdo3ZRzDTashRmrmNnSfx6/CiIfSL2cjb+bJH+s26I8jifL/M4Ouckb9fb/eu1Iz7eHE/EBXsCpQHwYz14o8BUAv5zNkM8o/Il049EJoNX31eJBF2Lccv4X9Yq4fQ2dlsNkSVDhK+xnkxs0rAaDmADz4vCm2CBeGFK+Lxbzdh6/EcrD2wHtc2qWapTpL6+HnZvC8oBtAQmMFqDYKhorEGfNC8cM9briFUCN1+CFLnrV7+fN/+9Hnx9l2Q5iVIBNNhN5B9pS+aF7kPhy8flT+EQ38HQfKHk6aZxGXeyrDbIAovPmte/OTz4i/hpajEWjn8QMBrIPaeKotfUTHW9/mVv5ZKXywswZu/78LiHeZzNwl4m/0HAy3zQygIVgLyqhjXvHB+HV5WxfnHYVf/fLX2Z/Ux+1fzYi5nEwWpKyeCm5gvcNf2yefFj43RH+plpdnIt/KkWaWtCh5ceZbr4fnfbrMhyuEvnxfubz+ajax+J/L7MVonLd8dPnheSmKs+LfVfDvSpdKWigAAvPzzdny2cj+Gf/m35boIbVGQF0JBeOGtRtLZeBAqo4G8TZ26oIyWqwZ/P/Kkior4RH4JUudF86LyTNUm17/+exKTFuzQ/ZZ89nmRfRd615LvCwXB9rIQXoJpuw2k8OKT2cii974a/tG8SH/77hfiu6nAHzP2Ms2LDQ67n1Yb+SnOi/xcqxpKRZwXCz4vWq8oihtZT6uEdzd2HfVrmoXXuOzKtBbdVGiL/lo27w/4MZCfEPkjBIK/kD+miT8bSwIr0S7I2ql88mekbfiqeVH7NtTawMhZ/2Da6oP4VZZfKudSWS4m3zUvMjOanvBCq42Cg68+Br4QSLnJn5oXXwZBb2nijeCP/DiS8ri//eKTY/E84dI2GxAdALMRYz4IVv7SvFiMsMtXW+va/HJSq/Uzkz1XD36liNV0EUJbdJYumQ0F9TsPPyHyh+zi9FNcE/l725N50dB5ej4vBSXmfbV8jbCr9r71HOXlzrxPz90i/u1Pnxe13zxWHaYDyWUhvATTYZdvzL60NX/aSgH/OmD5ZbWRnyV7qc+LNeHKH1ozqeal1GHXj0ulAV/MPXLNi+/mNbVytTASr4YXjK3eJzOg4TGGTeUvcwhtMaY0onAoaF74984P8P7WvPjibyQ/M8GgL1SJxr0BQKFs8meket59WvT3q7VhM9/dH5z2z1ezkTInmXa/RJqXIBHMpdL8S79QWIIjZ/MtllP2d5taSYptvpQH+NaxBMJs5LPmxd8+Lxarw0ThpSxIne+JGf1jf1ZqXnxfUu4px4LZSOOcdQfOiX9bfY/SxIw+DKDcuVYzqQvjp6h5CYEpLD+oF3PO176GnwekApAvtypvY5Xjow2dpxegsDAYmhdVs5FxoYHHl7fjdjNTgUEV33gItNvLQngJrsOu9PekX3ZYLKesoK5NPctHfcv/I9e8WC/JH8Kh381GvObFskbBf0IZr3nxVdjzV0A/pc+L78IBYCbOi3YZAgc4x1irJha/OTjzWlSLs94yzYt/BFl/oOfU6tfr+PA9ydtUz5Yphs7jBQP59eXCsDGfF/39Vhx69YRyvfIqxhoT4NRQu6ZePeTNItgJToHLRHgJ5lJp+UsuLLHmp8I3+qjSaZ8vzcefDrL8LVpt1Er7q+XqAJA+L6szdnkyMl/qwcd58edqI/4aZpE/Y/lM1Gp9jL47qUO097ZjWYPmp9VGZnLBaCH3eQkF4YV/roE0G32yfL/lQIjyx2RUK6Tn71SrUpzsGoHXvKjdvt5kJlDNQ63d6fu8+Ld/9geXhfASXJ8X6W+rghTfdoRB0BfNgHwG6i/1tfWVPfLf/tNOWBUW/PFMhOfhibArCC+hYTaSm4m+XX/EUjny5/TeH7stneet7QQzXg8g/WbksW2MIq42CiHhxaXl8+Ln63ywZA/mbz6h2J5fVIK1B86aHDyNfdNGAjre0aG27n4e75oVL/VR07zojAny+25ZI7HsPB8mQWrnmlptRJqX8iGUlkr7owN2OAThxXq9/rNMmkHWaltUxkqwVo5CmPLh5tbsP4Oj58oyFlv3efH9AxWK8OdSaX8F9BNenSAMV0uIsVSOXAthOEidXGPjddbqu4bJJ8d07lyrkxDh2YTSUukSiVBWdl8ncgow8adtPq1qlGtITnCZxAWGf/k37v5iLaatOqhZjvy1WXEKl38nwsqqKhViFMdq4b39eNHMqDnsmmgDKVz2dV8sCvy9ilpAnX5JftuhsEru8hBegrpU2lrHLodvbP7QvKzed1azfDMcOy/tjNSEtS/+3I8tR7N1y1HkfLF4b1uOZuPe/1uH41wnad3nRfrbiqlAeB4Ou01caut3zYuPwlm3pskAPAKWpXJkfWjtynHqB8pQ+Dl56YutTkL8tdqoRlLZfVmtizDgxEY7SusT3EHA5WY4cKZs2bHc52VmxmG8+fsuy+XLI3lXVRGQhb5o9gZtzZ+iHzX4TfPfmvxZCwkpnSbehXezkfnzdTUvsgL598MHczQL/1wELaCe7yKlByhnynwMQsds5A+zijDI+NNpympjlM+k5MXM2XAUb/y2C/2mrtYtR5lt11p9th7PUWyz7POi+GDNlyGcY7OVxQbxNRmfWY2FFsIzFlZB+ZoCQcBobA+z5i/Lvj0GVjUZoUujquLfxRbNRkJKjwrO0qXSQc4f9PTcLdh0JFv8rea0vWL3KcvlywfYyvFS4YX/xhJ0HFD9sRxf67uJcRifDFpxyNWqj4Ceo7x8D68Zs+o/ydfDM6nyrhH2p4+kvwio8HLu3Dncd999SExMRKVKlTBs2DBcvKgfXKh79+6w2WySf4888oil6wsvJZgOu/IZmtUVHfxHLghl/hR+rbZF+bOVD0C7MnMNlSPvjKzem1ouHMvxQWS/rQyefJyXKH+tNlKY2KyVIzzzaHHZrsX6iKYxz/9GV6yY7RCtPjfJaiM/rXixuipHMMEkOKN9rk9BsQs/bDyG0wZD5avx46bjkt/FKk7bVgPyZew/q9gmv90tx8omGxWd2rFb+BxhgPEJgETzoqGxFLK9GynSu2bF237lAXpmOfnxEuHFB82LUI7DXrYKUq8tKtO3RLjwct9992H79u1YvHgxfvnlF/z5558YMWKE1/OGDx+OkydPiv/efvttS9cX1fRBnN0ok4H57m0f5eNMWQ1/rRKS18lot+cvU4izNPgXj798Xqw8bz7OS5Qf/Bx2ZeZi5d7Tkm2+xnmJ9tEMKdyjYAopMrhqyazvjmXNkJ9WG/GfrtUJkaCJSHD6HqTu7YW7MW7uFjzwv3WWy5CTV1Si2CZMAs3yl6ydAsp3yAeKs+sISUJ/ILQxo306399qpUQRE6Ya0rzoH+Ntv1qz2Smb4PFlyIsr4u7b6upATzmlJrMoOycQ6miAQnC1ke8pWzXYuXMnFi5ciA0bNqBjx44AgClTpuDmm2/Gu+++i5o1a2qeGx8fj9TUVJ/rINjygumwq8gfYTWWBtewyiRl6/XSK98MCo2JPB6AwXKs5sdRlqN81/4QGAFr2qAyrQSvebHeHnt/+JfyGlb9qJjUbOSrSTMu2oH8Ipdx4cWk2chfQihjzFKcFklOKYt1EZxEhQixvpixfvjnGADreZbUyM4vVmyLcljTvMSomA/1BNB2tZM09/FLzPOLXIbbAn+cIoq3rP0beRe+5jZSO1+uOeOroRQa/GM2Er5RZ5QdDpv3yYtSSxp86SVgmpeMjAxUqlRJFFwAoGfPnrDb7Vi3Tn+m8M0336BatWpo3bo1xo8fj/x87ai0hYWFyM3NlfwTiA4Bj375oGy1JvwMXpCU/evzYu28F+dLE6RZjzliLT+OnJlrDim2+SM+CGDRbFRaBu/zYrU+Wp2VrxqJ6CjfzJDC9YVZsdEZofwxCPWppBE91fqqKnWtnlntCX99X4WXCqUmEl+WnF4oUAoavsIn/hOIshhOWE0LKn9uvPlN70kI/YNQptHnrxdh14rPlxWzkGS/SgF6kX71fH180ryUnhvjsIsaLzNL1UNhlVzAhJfMzExUr15dsi0qKgpVqlRBZmam5nn33nsvvv76ayxfvhzjx4/HV199hfvvv1/z+MmTJyMpKUn8V6dOHXGfqHkJIbOR9ezEnv/tNpu4/NCf7cdKvY6czVfMGuSdsdFildEuTVcHAPD34fOKbdZz4kh/++Kwa7fZfNZwaPk2+Ko1EwYnXx12Y6M95Vg1GwltR81vCfBPmgfh9+cr96P5SwuxUaW9aOGPbN4FpQ67gn+HL31TIMYPNc1LtBfNy6UiFyb+tA1r9p2RbFfXvEh/8wKkXjsW0ypEm/Nj5J+vxHzI/S3cn5FX4XOQOpX98u9FErxRJtLxz8iXJeyC0BgTZTfk8xIRuY2ee+45hUOt/N+uXdaX1o0YMQK9evVCmzZtcN999+HLL7/EvHnzsH//ftXjx48fj5ycHPHf0aNHxX3+dtj9718H8Ou/J70fyCFffmbdKVLQvNjEyJf+9Hmx0hmrXd+65sU/ZiM1QsPnhUvMaHHAOpdXpLrd11U4vgZMk2teStzMUswM4RwtjbQ/YiQJvyf/vgsuN8ML87YaLkdvFm8UYbYcFxOlWrdgY0Xz8unK/ZiZcRj3/leqUVcVXuSaF27Vlt43X6Z5MddWtZJ/8n/zZqOVe07j2HltTb+31+XVbGRA8yINqig9lr8fv2heOLOR3jAp/yZDQfNi2udl3LhxGDJkiO4xDRs2RGpqKk6dki6xKykpwblz50z5s6SlpQEA9u3bh0aNGin2O51OOJ1OxXbAv2ajLUez8dqvOwEAN7e52bDN3F9e2qLwYueXSlsqSqN88+dEq3ROVuskH9D9GQTJX7mNrNRJOMVmg8/pAbSEHquyuXA/vq5eE25HEF4AT+cYF6M0G6hdX16O1sDkL+GF/2nmnvlyLAfMKy3DGRV8k7YaaqYobz4vB7n8UzwxKucp82lxDrU6z0J4TryAbARpnBeuHhLNi+ddbD2eg8HT1gMADr3ZR7U8oQ28eXsbHDiThy/+PCDZ7609qWtepBoUI6YuwD+rjWKi7HCXOiq6GUOJyy0uLOAJRc2LaeElOTkZycnJXo9LT09HdnY2Nm7ciA4dOgAAli1bBrfbLQokRti8eTMAoEaNGmarKn48/njQfCCni4UlhpNiybU+vg4QdptNzGhrRBD6Zt1hfJVxGDOGdkJqUqx2+T74c/haDqDi8xJEzYvg0KlmbjALrzHz1dHa34O6IAzF+JjhWDiPNy8Y0ZwpZpWl52jVwx8BHuV1M6Phk8ziLdSFsTKNlPjMQ2AQ4FGbzXtbbaRlclbLP6QIFCcxG2lfQ3xuJkyvnuftlvxWq4eacKbl1C2cd02Tari7U12F8MKXm5lTgLcX7cKQLvVxRe1KpfVW1lOheeF+6kWvLixxWXY+L+R8XgRB5u9D5/DgjA14tndzDO5SX1qnEBReAubz0qJFC/Tu3RvDhw/H+vXrsXr1aowaNQp33323uNLo+PHjaN68Odav90i7+/fvx6uvvoqNGzfi0KFD+PnnnzFo0CB07doVV1xxhek6iJED/WA2yuFswadMxFWQ27R91rzYbKY0Ly/M24ZdmRfw9kJ9U54v0WN5/LVqyZ8fhxnP+OW7T+Gq15dg+e5TUGbeNl8nYXDkNWZW24CWxsbX8kQnSIvlCKfxg5xPZiONevAD/bm8Ivy0+bghu7/Sd0l9EPOGr2kG+GcSE6KaFzV/JaNBB+Wo3Zvc6Zm/nt4zFVcbGfR5ySsswXXvrsBLP22XXE/tbzWfHm0Tred/rWjU/D28OH8rfvznOG79eDV++fcELhQUi/1s71apeO+OtgCUz9yl0z7lzrxW2w/v8yLcy7t/7EF+kQsTf96OfNmSeT0NkFmOnc/H2wt34VRugeUygADHefnmm2/QvHlz9OjRAzfffDOuueYafPHFF+L+4uJi7N69W1xNFBMTgyVLluDGG29E8+bNMW7cOAwYMAALFiywdH0jkQO9ceZiIfKLSpDPdZLnNRq2GvIBx1fhxWaDKGmbKSu/SL+TtyLfqbVfeZXkDmc8r/2yAw/N/BtuN/ObkNcspaJim5kPfOj0DThzsQhDp29Q0bxYm20DgtAp3WYWf2teSmSaF8Z8E2KjuDgdVpadHj7rMT9o3Q//Hu//7zqMnr0Zby/0ngRSXh6/nN+M5sNXsxE/KDlNLM8tT9SC73ldHqyxXW3SIDy36asPotHzv+G5H7cq9qkhPKdYldVGLjfDPV+sxUvcyscFW07g0Fmp7wpfPP+3mk/PAQ1TGP89q+7n/l6ys8xtYtSsTXj8201ivetVi0fN0qzWequN5K9DHmbBqt9LmdnIoRqEcNY6aaoG5Woj6wqBe/9vHT5ZsR+jZm2yXAYQwDgvAFClShXMmjVLc3/9+vUlnWWdOnWwcuVKv13fSM4GPTJzCtB58lI0Sq6Am9uUma3M5JRQ+HJY6KvO5xVhT5YnloNntZFQlrWOVw1LnbEXs1FRiVt19QLg6QT+W5qIbdPRbBXNi+nqeMpV6UoD4SthuAzO3CcKnT5GxFVcw6IwVMzNvgQYA8xqoYVq8bZyK2ajh778Gwcn9zEkpO046QmJ8POWE5jQt6WX62gLxlpNY8vRbMzffBxjb2gqmoglwstlpHnxWkWN/aqal9JNryzYodin9kwLil1wRtkVmhe+7PUHzyHjwFlkHDiLV/u3BgBcKFAG22OMlZmEVXxeeO74LEPV76VM86LYJdmvJpSu2H0aDapVAAA4bDbxXuQhEKRCsv6Cj8JiFxJ0IhNrIX77Druq8LL/tFR403McNsuRcx6hcv2hc5bLAAIsvAQbcWmqRc3Lwm2elUX7T+dJNBdmlqj5Y6l0h9cWSz4aKw673g71JfS9dJvn/3N5RWj/6mLNcy8WlnUubplt2mp9+Ovz6A0Q/xw5j1nrjuC5m5qjWoLU8VsuZPiWHsB3s5FWO7ZuNiodEGRCh91wXGTp9R2lK+EYM1YnLeFQ63VZjiQsV70b0KCM+OpvZOUW4ui5S/jv4I6KY61oTNSS4QV7tVG1BCfOXCwzg6sKLybulffB8Da58XadvVkXcMMHf+KeTnXEsgQTZ4mGL8u6A2eR1rCqaqTgz/88gJ82n8C8kV0kAouZIHxlGnANzUvpfq30EcI9Ouw20X9HYTbinoM847Rc41Hgo+bFyZmNeOTyjPxd+iP8iMU8sCIRnZjR17TzJ3LKbHKXOIHlkhnhRdbYrGTu5avvsPPmB+NleBOarPgF6S2V/mnzccU+Hl4jU+xyK+O8+ElbAujPEm7/ZA2+33gME37aptjnDyc13kYuvDcjxZzMuYSR3/yDDdzsRKsdW9VSlahoXnwyjdlRFq3TSJ4Yk2Yw9e3mNTySOBoa95uV6xnQl+zMUj3PkplVRXjxh2+X1dxDAJBYGlOnearH3GrFbHSMS87Kn6+2Ok4/lot036crPOExvl1/lPPPUroC8ILEA//z+E9qmckzcwswdfk+8V3wkwpveDQ3wjXVjxGelZY5R/SBs9nEuEi6ZiPuPotK3IpnVGgx1otkqbRK+5EHGFRG+vW93Ub50G6BCBdeBEcsqw67fMO4xH0Mcg9zPeQfcK3KcZbqImDjzQ86nUrOpWK89kuZatbbmOQ3s5HodKl/Lh9P4mJBiTIHlI/OozxGhNcDp5U2boX/joUqSX1ejGcDf2HeNvy69STu+CxD3Bbo1UaAZ9nrJS/+UXLcYoduK4vWacFsJKB1ruXlyQrB2HsdeF4t/Y5OcpMZ+bf37qLd6PfxKoWjIw/fDv0ZxsGq8LL5aLbo2yEIBWqaF2+T7GPnynxL+O9YzedF73a1wvd7yhI0L0qhj79/QXjSa8MFxW6xbD4xoTckk0hNzYvnf+1o2GV1jnGo5wLj25bg8rByz2k0f+l3xXhixoWBp4gzG6ndvmDSktdbwB/tlvc1OplzCb0//BPf/X1U5wwpES28+DPCLh//YOvxHJ0jpQizW6Gt+yqx8ukB9ISXN3/fKfqUeDvWU08LWgWV70a4PW8DdB5nNsorKlFxbDZdndLz1GZ7VnMbMd3fxsrw/O9xtDZezm6VfDVmVxsVu9y49//WYszsTar75bNZwJM7qd/UVV7rJ1BQ7JIuBxc1L+bNRgJabUft2zHySuTlncgp0xQYEbL+t+ogTuZckgi48rp/vHwfthzLwZwN2p2vUH+HvSzPlT8cdrUGUm98umKf+Lcw01bTvJgxdfPPUxjgejSvjhY1EgGYMxv9tPlEWbmiz4syzovaSm69wdVjpuYnFZqHSpAITBqmJuEQrSjTvMbHqaF54SfbQr/86NcbJX1iXLTSfJZXWIJTF4yt4BHqFx1lU9U8yduUlhZ61rojGPDpGlOLWAR4zcs7C3djV+YFTFLxhdIiooUXMcKuH5JIbTue6/0gFQSbpZqXvBUkjp86RcmTtXm7qpVnpNbxC43cq7DEVf5ioUuMtCmoUv1pNrIqvCqFF+tl8JoXI+Vk5ys7A7Oal1V7z2DN/rOYzw0CPPLVRgJ7si6qHY5tx3Mw4su/se+Up22t2H0KzV9aiE9K1ft2Ln+TvE5HzuYrZsNWzEbbT+Rg+Jd/i9uMvBJ5O739kzVl5xscmDNzpIOCVh1fWbADt0z5S/XeeOHFSJ6ri4UlmLp8Hw6cVn8fAkY0B38fOofn522VhHzgceqkdvDWZ/HjnFr+pzpV4tGuTiWvZek9C7nmhR+01QZfvf7D7WbixMtjhleen6iSokIivJSe8/Ooq9GnTQ28fpvHUVhoT5pmI0F44XxeXG4mWUXEa6WF4+XlqTkuX/X6EnR6fanmMm+eMs2L+moj3vz/w8ZjmquNnp+3FRsPn8fU5fsUZezNuoAJP23TrA+fRdzKqqnLQnjxh30uSybRGh1chUYpNDZ/CC9GltzK7YneLmvNn0NPeNE/l//oikrc4sckzCgsO2eqfAO+Zksu+239GdntMBVcME9F7a3p86JR3n5u0FN7BoLAGqMydVU7/p4v1uKPHVkYPG0DAODp7/8FUJZziU9dwddp+4kcdH1nOfr8R5oRW36JK+tWwsmcS5ptp8TNcNfna7F4R5kfyrm8IqS9sQTfbzymfhL0/W+Mtg15bCe9d7jteC5mqCQIFYUXScBC7XLeWbgL7yzajRs/+FOxjxcy1MLwyxn4WQZmrTuCyb/vVN0vCAVq5g7v7ZULTsg9T6G98n56ZvLn8Mgj7PK+IGqDr54gxCCdVCTFKQOONlUJucC3aeGaV9SuhKn3tUf9qhUk96CleRHNVdxqIwBYe6DMt40XXgQtjLydyoP1McZEP5+dJ71PtNV8Xvh25GIMBcUujJ69GePmblFoVuT1UXOQfvSbf/BlxmE8/NXfin2AdIyykrk8ooUXb2ajzJwCfL/xmPgiZ645hEHT1ourifiz5N9VvsxR6uCZPIkpREB4yX7TvPDpAXSOk3/QjDHk5BdrJvezkm9HLTy1XqAxYakiII1XUFTiFkNkC52TVc2LmkBn5JmrrR7YmyXTXllyZvX8bya4oFmNhNbxfAcudIJnLhbi2e//xZaj2eJ34YxWhvE/m6dsJxdK2/fxUgdNeQfNZ87mn9WibZ5ErAfO5ImxXABlG2lQtQKGlApGarjcbskqNYGs3EI8NXeL5nl6g6LR7/H1X6WDvrfz1Gz3ZYkwjWleNhw6r3kMn39HTUugxb5T6locwWyk1g94U8ry71piNiptc7ymSe+7NuLMGyNq08uOVYvkq2cqjrLbOcdZj2bo6V7NJMfIV/kA+gKTTZxQev7XMh+qrTYCgPv/V5YXSq55UXsuoualtE78dxEb7X1Y54UXu4qplzGpNkQ+mSpxM8mEQa3/FNqa0I7l8AKLlczlkS28eEnMeNNHf+KpuVtEr/aJP2/Hn3tO49v1R1SP5+Eb1LbjObju3RWqMyShM4i1qHmRf+zeEjMyxvD3oXOKOAeMAW0n/YGrXl+iIWSZU9u9u2g37vm/teLvOlU8jsjC/aqNF30/XoVBpblD+E6ysMTFPadS4UVjwHG7GV7+ebvmaia1x1tY4sanK/bjnyPqHxFQNnfk+yQ+gJZW2d7gl1YaDS6otcxSO86L/rWBsm/guR+2Ys7fR9Fv6uoyh10VzYtanAxFPWXCC+/zwt8CLxzd+vFqRb15bc3uLKWvj4DlHE66s31jZRw5Jw145q0uap25qHlxlD0nxrQHdL1szpm5vPOwfl14pCutyrbrJTz01l4lcXO456K2HFc/+aL2NeRxXrQSLgKeuC9aplLAEwuKFyIAYOR1jaXXU6mMRPMie7/C/Z3IvoQLBcWqmjf+Puw2m2oOIcCzgEGg2M1Eh3Ee+ZJxaUJNfS3GiexLYv8Z41AXpF1upmoC5H/zEwY9y6Va/wJIn6G3zOVqRLTw4s2j/3yp/XflnlOS2YPa4C6Hf7GLtntmlse5JYMCotkoSuloJsCHjZYj90VpkZrIScrK49cdPIeBn2Vg+wmp6jCL6+yOqmRNNat5+ZizcTaunsBFM3YjK7cA7yxSRj7ddjwXf+09gxKXdMmfR/PiuRlRLaxyb4wxvDB/K2asOYTRszer1kutoz2efQlvLdwl8XUApO9Z+I70lk2qdey7My9g89Fs1boyxmTxebTryMMLL3yn4NLo3bUEYv4ywgxtG+dsLnR80Q6bYumnEeFFPilw8KuNuDrxDsF8J1uWE8nYyhurjtcu2UDF42vEay2On8/H3L+PSgZB3mzEzzS1BnStwQ2Qr+oxfg/CoW43wx+c+U1Pbe9deCn7m7+XIpdSeNGrqlQIkh4oj7DLP1d5/e78PAN6uN1MstpIjRIXw4rdpySaQuF7sdmk/hpAWb+RV+RCm5f/0Ly2sDpIb7Av4t5ticutKgjJE3vy35WWyUrgmreWIbf0+/ZoXpTHuBmTjD1yYU5uzVDTfnE7VeGdnslsJCM6yrtqFvA0vAdnKNXVet8s/5HyHdGlIhcGT1uPaaUrfUSH3dIZg3wGt+HQObR95Q+88Zu6LVreMdWqHKcb7GzDQfWohXs5dbG6mrX0I8gvxsJtmV4/AB6HzYZou6DlYvhwyV7d44tcbonDXcaBs5zwoh68a/PRbHR8bQm+Xa+/lM7MLHTepjLtzcXCEmTnFyk6JWnZysJ7ffgn+k9djbNcoK+LhSXo/u4KPDlnsyg0mnHYLS7hhZey+piNsMt3MEJHVMD5NAj7HXabYiapll1YUb5cK8jHeeHqFKtilgLKBiSnwWCSVhcNClWJV8lyrTbw75AJ/qp18fIScwtK8PT3/+LrtYcV5zjsZclV9crifQJ+3nJCUi+rqQpO5RbgRPYlNHz+N8l2Padfb8+dFzT4vwWzssevwrPt0xX7Uf+5X1XL4R265dpHPc2LWXNusUu62kiN3VkXMGT6BnR7Z4W4TXTyVTlHa84j90cSzLG6z5sXGlTerd2mDMDKCy8FGsu0BfgiPUul1R2e+f6jUPY+5G1OTxjTej/8uOkt+acaES28xHDaAD3sNhuW7z6t2C6fEUmWu3Ivj5cav1l3GCv3nMakUlWfcG1+UORXLvzvr4NwM+D//jqoWje5RiTaYVfYV3mqJMSolsOj1tCEet7/v3V45OuN+GDJHq/lCOw/fVEUFIvdbq9xdQqL3ZIPY9ORbNFcoOUb1H/qapw14EXvrSN747edqsccPpuPdpMW6wpt8tP4Oh49X6Z123kyF4fP5mP+5hOiBqrY5Tac26hIY1ZpdrVRkausExPaER8dWjgvyq7swIxoXuTYOGdyvk7yvlHwBxEOiTYYKt/XJe9qCQbVXsUfOzINl+mNNfvPin9Ll0p7DwzId+hPfLsJN3MOz/JUBcUuN37fetLrSpMTOQXo8uYyxXY9jaO39ipvo/IVN84oh+6kQGDbiTKtoDyKuXy1Ee+TYtacW+xyS1YbGUVPW6NWTFJcNLo0qirZtulItud4nevKFzPIiYt2iIKtcGzupbLvdej0DZLJlB7RGkHq3Ew6+ZHXQx62QW4m5ccAreYjXLfY5cb01YcM1ZcnooUXo4kZ5d+tGN5aRXBwqMye+RnSYS4ZGGNMbFy1K8eL2/m1+EJyLi22yEwSMZyKn4EpOhYjAcbU+qkdJ3Mxds5mMYbN/E36EXJ5StxM7IxLXMxrcHm55oUnLkbf58Ub3s774s8DWLbLkzBNyxZrtGz+g+b/VhMm8otchpa4KzPtlg0eZjUvfDmCcMoHteIzXsvbhLdEnmp+GnZOne5mDOfyirBi9ylFx/fM9//i32PZnNlIMDXpCydmNAzbjudg2S6PWcQlCi9KzYubMbwwbyv6fbxKrKeRiKtG2yd/lNDm5ZoXrfeqNqjMLvXH4+cHLjfDpyv249Fv/sH9//U4fn7391HJqixvmDWX8vC7T2RfQqc3luK9P3aLwkuMRgh6ORcKSsRBT750VpEBXUPbY4QSd5lJxJTw4tIWXtR8nKIdNk1HVDXtzZu/7/LUTyY0yA+Ni4kS6/DI1xvx8bK9+GbdYckxX62V/tYixmFXFaRcMrOR+C5L+8xc2eRGXkde+NSKaC2Mm0J/bJaIFl60EjMWlbglD1Htw2IqzoP8i35yzma8Wzqr5m3TfOqAQdPWix9jbY3Iut5sfeNlTqOMq++erIvo8NoSrNjtefkbDp3Da7+qm5+8sWTnKfzICSzeOueURGkeIGEA8qblAjyaFy0fGy2zkVGM9GNC6HdBW2SUYpcbS3dm4fFvN+GpuVs0hRc1YZkxpmvuK3G58f4fu9Ho+d8kqmrP8cpr8GhqXrjj1Z4342aS8g7Zm9nw4a83KrbZZUuAR3z5N4ZM34CZKjb7IdM3iM/BaJJCM8LLLVNW4cEZf2PnyVxxlq22pNjFGL5ZdwRbjuVgeel3ZGQ8M1oXvp/hs2/zg5d88C0qceO7v4+q+tAJTuRybYegzdpxMhdHzubjme//lcTD8YbePbuZx5SmttILkGqoP1q6F6cvFGLKsn3ismtnlN1wID1h0NPSvJT5xJXFRrGieREmeWqmRC30NS/KbVF2u2YIfLXjP1vpWTjCfweFJS5RGy0QH+OQjBvv/rEHf+09IznGqEAXo/FuGJOZjYrL/OMA5ao1uSsCP0niJ2C8Vll4jmYjegtcFokZ+Zfw6Ncb8fu2TFzXLFncptYY3/tjj8IRM8phg8vtOVbIYvpUr2YST2l+XPpr7xmxkUbbbahbJR5HzuVLGiffbvikZvw2niKXW9Lwz+UVYcj0DTj0Zh888pVyQFHDSEAgYYDXonJ8jOQYYYZR7GZeZ1lFLpdm5292SXlhiQv/W3UQ1zXzRPE0IvS4REdVc7L7tNWH8Ou/J8XfD3SuJ6mHwPcblX45bsY77CrL/uXfk/jPMmWgJ099GRx2m6YtW+tZ8e9ZTdPF2/3lmpbn521FvarxuLpxNdWy1Wb18tVGfx8+DwA4dFbpIJ6SGKtw2PX2zq2EJN98tEzDo6Zp45uL8Ly0ku7xGF35xFdZCMQYJcvkK7+viT9v97rikR+cci4VS5zPz3DL3NX6FDX0jtl5Mhc3/+cv1KoUh9XPXa/Yz/dRhSoCvZbZaHB6PXRtmozalePR+6M/wZhn8lcxNlq2eqasbVTkloXnF7uQ6LBb8HkpE17iYowPgS4dbY3a04ty2DQnp3pmI14DWVCs1LzExzjg8LK0WMsJXD65dGqYjVxuJjH9CP1bdJQdUBE25EXIhc8ilxvOKIdEqBEEuzFzNmvfiA4RrXkRtQGlDd/tZvi9NOaEmo8Lz8cqEQOjVdKHyz+ci4XSj27lHs91+A5LLVIj4Jkdf5lxCA/8b52YIyVOPjNg2rMkIz4hgFQqHtKlvs5x2hKxXEiI4jQv8hg4atfX8otJKO2cjIxTLjfDC/O24e2FuzG6NAS+kX5M0EKYjS3ACy6AdLUSPytVW6bJa17UOtuTOdphvcVkbxp5TLQENj42wy9bTir2l62EUm9QI0zM3AFPZ2Q0DcaVdSuJAoDRBKpWYiSdyytSaHi0kKfy0MOw2Yg7LrfUCbpibJTEP0g+S/7lX+1lvgLywYl/ds+WBg8EjK8iNGLWUdMEAdJvVTrg8WYj5XnNUhPRo0UKmqVWFCctQhuX++4I9+cZuKUzdrMBLdceOCf2UfEazuRqCLempk1Re37RDrvmBElv3iTReKj5vMQ4FHWQx/rR+lTelq0C5X0o5edLNUD6Ez7hyCNn8/HJin2STOVAmSDLT/K2HMsx7JujRkRrXuQOu5ppyg02/hiHHYU2pTqT7yAWbVe3M0fx6+m54/lGv/NkLib8tB0A8FXGYTzcrRFa1UzCfi6nisvNFI3NbF42vgFVcGp/vEfP5aOJSqRJQDnQCI0691IxFmzR73yLVLJICwgzKyNqz0bciok9WRc9jngG3qWghbASdI6H14TkFXr38NeLz5Oa5FRsEygLEa6f7E3OJi6uzcfL96Ffu5qqx2m1H7Uov3rERjskZiM9+PcrtJ31GivlBLz6XrgZTl0oRDXOaT23oFgcdNQcdnmE71J32adQLqcZ0GtHfJUFbYIQ0TXKblf9Foz53Gjv41cWFrvchiLwXt+8OqatPuj1ODX498KHaChz2FU3TfBalLgYBy4Vu0Sz+/l89Yiu0Q474qMduFBYImoLLci02F7q22fGbCT0G2rvR+2V6SV91HrHT3y7SWKyVfvm41WEF7kPilb/KU8qrGU2crulKQuKZD4vcoRP4JYpfyG3oAStayVK9o+ZvRnt6lRC92bVJduven2JanlGiGjNi9yWrjXbNyq8RDuUjbFEpl7TPJezf/LX44vrN7UsgJcgudavVkFxPbmKV2spqha8NB+ncy4fCEuO/OMQ7m3LsRy1w6XXL1amdheoGOvp2PnZlF6mXp4v/jxg6F0KwqavmVEvFvLCi34d3bzPi0pzETLMqiE8C60MslrPUp7H5gaVIIqAp5MVggz6gjSeh3ctitxh1xt67REAnvp+CzpPXopfOA3ZpSKX+H0qtJgyhMmNkckALyDoCVX8nlyZ8CIo/swsOxUw6tNgpG/68bEuupMYPfQEtyLO50XNTFKzUqz4t1BPIUeOfLWbGNzNbhPfo/DN7c40n3fu89JB3Fub4NFboaQmi0TZbZptW0uo+XnLCSzcXrbarbDErdAmx0VHefWVzDUQ6gDwCCNa8Y+K1MxGGtcVTF2CECXPBbh01ym8t3gPxn63WXYdQ9VUJaKFFzExo6B50fD1MDoBl9uqgVLhxYAPCa952ZN1Af2nrvb4DWhI4OIAK+t8+EFQwLTwUlymHteblel1fFqaFyOhqQtKXKplx0TZVSN9nrlgzBzm8W/wfpxWvhCz8LFQXv9tp66fgsfnRcdhV2eljUtlmbO0bPX7MKpOt9lseOrGZrrHGHlWvObF2/EuLoCfUd+j3Ev6HfKP/3gczt/9o0w1fqnIJX5DeoI6UPatGXluOZeKxeP13rswuC/YckJ0pk+MLdO8ANJndfZioRg8Uw+jbVdL28xT0RllKc4GoD/4eFtt1Di5TKsrCCtCJmm507vQd0fZbajg9GhsLhW7sO14Dt74bZelugPe2wQAZJQudy/R8XnRMhtpmaaNaNeA0sUlskQwRnxevMXDEojRECxdTN18pTVeXPLiKiCwVyM9hRUuC+HFJWpe1L+0dV7U1Xx58kbnchnTvDRMThC1E68s2IHNR7Mx/Mu/cUpjNqk1CJS4mWJmJgz4Br+HMinabtf9CPTs5QrNS6lEruWXwZNXWKK6IqdCjEM1/88ZlTw7alSv6DRkCirxk+aFj60AeFaGaV3f4/Mi/K3cr5vXhekLL1rnGr0/edwRngsFxSgqcev6PwnERpcJ93x8E4Frm5Q5/3oy+xrzRRE4c9GYEMsLORcLS8R27G2W/d7iPfjvXwdwQsO3Q87S0iWen8tU8TxCp//4t5vEbcL3KvzPR6OWp6TQwqi2uNjFcPSc0mGaJzbaYSnCKaDfbvk4L2qyUVK8MiGit3Iddps4WcsvcokrLa1iZOInpEERnrnh1UY6z9So8AIo/V7UzEZqGMkuzYf/4HEzJplQCfFptIRcrZVogSSihZcYIXBaaedlJmqsGg67stEVu92ScM5aNE1JUI/boJHASxCI5AKE280Unb3QoIxqkISBKMqhrdbk68BTWOLyzDq5zuXaJtXEwc9bfBCgVHhR6ZwqOKNUw8sbXUoXZbcZmpEK17Ya9ExATTWr51ell9tIT9AQBnmtVWJmEzbKsdu01dhtXv4DvT/609DMyhnlEO/xFxW/p9f7t8GEW1p66szKnoPZeDve4O3/FwpKxHfizb/hQkEJXvt1J75e6z23GQA8/NVGnL5QqPvd8eHlBYTDBQf7X7eeREGxC/lFJdhqwOyac6nYuPBS4tZMEihQq1KcqcH0l39PiPFm9OqhlvxPYPGTXXWvoZkywW4Thb43ft2Jd/8wHkxTDTMapxKdOC9qn0+03a5p6hQ01B/d3c7rdRVmoxiHoQjY6w4oJxBytFYbud1M1Uyt9bysBLX0lcgWXhzS5FV8xFErFBS7FY2xxMUMzUqrJTjFAd5IYCRBg5GZK50FPpBeT6HqNBNoCSgbBPUcygD1eCXd31mBtq/8ITrUfXZ/e0wbcpUoBHlbaQR4GrpaPJiqFWLKltpKll8ae29uZsyGWqIhGPZtq+7QqsXeLKUKVEtbZedXl6h0zMfPa8/2hWehlRFcK0GnUc2L3aYvxB44nWeojTuj7RCKUbty3arxkuzCZs1GVli1ryz+hVnzqha8sKX1TgSycgvx4z/HJNvUxuXmLy1EywmLFEuE1Xhq7hbDvgJFXpzYH+3eCHa7TVV4qaSiGWGMYdSsTXjux604mXNJt758nBd5+dUStB3UAX3NiyC86CXxNIqZWE9inBeDDrtRDpumVjG+dIl2v3a1DF+/7FwH6lSJ93pclmKsUjfVq682YqorgbQmGiS8+Bkxt5GoeTHqA6C+Xc3mXuJ2G3IojXbYRQc9I7KGMFv8bas0VHmrmkmKTlgYEJIr6ncIAkdK425EO+xiTiK9OghcLCwRl/QKg7SQlFFQkRYY0JJc1NC8VKkQI6qXefMLPwPQG2SN+niUaV7UnY6NopalWis/TzQX4HD/6TyJQJaTX4yPlmrng3K5PblYDqnM4gF1gcmMRYwPLqeFlrMwD+/zovUqhGfw69aT+LlUOxOt0sHzQRDNrAjRw2w5d3asjYbVKuDR7o1QM6nMuZT/LnILpFoQPvaPwNjvtkh+y30YeIxouBbvyDLu81Li1m0L0aXvQ/76b26Tig0v9FQcL0SBBTzZjyeWro7UujZQKtTKLuDwovHVFV4MCKEPXt3A6zGAOa2fXoJPtTg5URomGcC3Nh0fE4W0BlW9HseHznj91x244hVlwkit1UYut7qDvJawd+hsnulIx74S2cKL3GHXYGSpUxoB2tRmGSUuZshUApQ56BmZEeuZuBTCS2njq14qvFzfvLriHJ7/liaNjPKieZGbjV6av01xjBiEr/RZ5xd7F+Q8ZiOl81uVCk6xE9hxIheMMRSWuEQfhKsbV8XmCTdqfvjymcW4G5qqHie0A/l7cNhtqGCiU1GzKWsJUJ7ZbdnvtlxHssvLagm327PiSkuro6YhM+OMrOfzImBI88LNsLUGaLWOUm0Aue3K2mX7NWavt1xRw2udeOJNBCQDgDqV47Hsqe54tndzxDvVz737i7USQc3IBMLHFfoAzPi8uHX9wOyi8CJ9LzbYVDVivH+PzQZsVBHgy+ro+d/pUAap04u4m1+kHcSS17zo8USPxorlumrwbe+lUpOmFoIAryY8qWmukuKiNcVUvg8z0+cI5xrRtvM+Yv/310HVcUotdhngmTxmqPitaWlJs/OLFUmHA01ECy8xCoddY8KLlipUzefAo3mRNgpvy+OM9DuFJS5NSVbLbCTcp5q6Vw1eY6KGfFCcp5LvSBj0hEZtxD+l2FUWevrOjmWDVMXYKLFTO5FTgOmrD+GmD/8SV2nERTvElQaq9eWe14YXeuLxHk1UjxNMcnKflyi7DauevR59TA6K0jqotzFPALeyZ81rMrxFPHYxpivMqrVrM8KL3eY9TYWgKapXVVtdHRvt4FZUqR+j1vfFqMzm+FVrWrPjW64wZ+YzMuhJ62Us6y0/QzUyqAjCxMjrGnk99tnezVW3G53lejQv2scKMW0UwouR5drMWF/mjFYGqdN7TpeKXJp1jrLbDTl4R+ms9JEfJzDsmgb4+0WltklAMKNUVulf1W6nftV4zfvgBemvHkrzWk+eBtUqGNISGwkAp7XaaOmuUzilYhLV01QZidzuTyJbeOHivDAvAwCP2iCtRYmbKcxGWv2KGbNEYYlbcxYvF47kwouRFT9Aafhq3dVGbmw7nqOrGRBOF+7NiHmhxF0WmItPlhcnm1F88ecBHDhTZioRZjxaHSY/YDt1lmwLweXUNC+VK8Rg6r3tvd6DFnozRvkA8dPm42jx0kL8vk0Z/VZaplvUFqm1IXnuLsBc1FGbzea1bQoCvTzPCo+e2ahFDc8sWGtJqRx+gFJ7l0/3aoYbW6bo1llOgo7gqwZfhxjumxPitKhhSHgp/d/b8vQvH+ykOVAb8S0DPKYDPTlHeB3KwJfe78NofxqjYj7Re055RepmZU+9jAmhnqSI3u9BLlxo+eK0mbhIXAlWJT5GsV8tsGH1ik515y9IhfN6BvxXBG5uk4quTZINtbMtx7Ix8adtopuAGmrvRuCYih+emolXwIh21p9EtPDCd4olbmbYbGQGNbORlprWjGNtYYnS7rtg1DUAlPZVUXgpva5WJFU5UXbt3BsA8NqvO3HLlFXo/eFfmgkXhWsLMxgjNns+qRrfEcVHS9XL8rrpDZyA1Iyj1/kWltZR7p9i1udFDS3hJcqu7N5Gz96MS8UurzEZXG7pyg056w4ol/pr+d5oEeXF9v/gDE+qgFgdFXdsdNksTv4NPNvbM1CrfQNqwgvfoaq995HXNdbND6MGb/r5zz1Xej2erxf/t565ykgCQuHR2Gw21NfRZMVEaWsZjDj2Ap5krd9vPKa5X6it/L0Y0bx4+lP9dhbtsHlMpl7MRp0bVhH/zi/U1jrbbDbV7OCK69rVzSHyhLJGBbAL3FLgSirCi5oPT3xMlKbmhReAzaQpef7mFrB7MfcLZOUWYmbGYTwwbZ3mMVpZpbVI0DG9kubFj/AaihKXcc2LGTyaF+mAral5MRFLoahEGjb8qvqV0aZ2kuqxcs1LVS48essaiYoPViDBGWV4wNbytxCuLTj+ybVQfKh2vqxiUfNS1gTjYhwS9av8uxdm4Fr+FHxmVb3bOlw6E1FqXnz/HDSFF4ddNxCdtzLLktwp67j5aDaueHmRJGYQr3nZ9kovVVW3pH4G20GszszLGeXQXG1UxK1wkyMXXqpUiJEInxVleVvuTatrqK5y+Hu8pY1306CW2UhPMDYyEPRooe+TVnZNm0Tjc3XjMidNo9rV6asP6Qo6wq3I78mo5sWbgk8QNBTly54Tr+08n18k0bgqy/T+ndo1wiZk5Rbi1X6txN9Go3fzqEUjjlZ57zFRdlXhJdohNSHrOS/LEYozMxE+rKN5kfvieSNeJxJzYYkLNTjH9kAT4cILr3nRTgboCyVchlIthJmamcFRrnmRZz996Joyb/qyTL6CN7wd/Uu1L6Oub6zZESXERnmdcQtomSGEawvlyM1Gcx/pojinxOUWNQO885s8B4pcDSnYW41YRPTy0+w9dVF1RQMvXDZPVc/p5A09zYuR1W5JcdG4p1Nd1KkSJwrfbsa8RrjMLSjBAi4sviAo2WweIbV93cq61zUqWOstN+aD1Mk1L2JIfFWHXeU2fnBLlJlp3ritjaG6yqlftSzVhhEhgx8keXW53rhu5DF2a5rs/SAo/Tvioh2iv5u/ZrnCICp/HEZagyf6qz5C/b11M1UTnGhTyzM5GzRtvWrWcgGjvktCVnM5D6TXF/82utiCR83vQ017aLfZVPsq+UTQiLZOjtnwGLplmbj+N2uPYPlT3VX3FRa7TcUL8pXLR3gJkOal2MWQ50V6f/eOtgCMdWwCO0/mYvjMsqy+k25tJdnPd+jyTL4Omw3v39kOq5+7Hje3qaE52Cc4o1RnDGpomY3KHHbVZtQ2pCYqJfESd1n0Rn4wlDuPyTtoNe3AglHXYETXhpJtNhW7eOPqCbL7UcZB4TuEJzScfb2hJbw83LWhYeF58u1t8Ncz16N6Rc+zK3aV+bzoOSue4yIRC0oe4Zl5i6ViVPOiN3DEckHq+KcwoH1tdGrgMQsY0bzYIP1WhHxXgPFovGq0rJmID+9qhzkjOhs6nq8XL2DpmiQN9DFqy2rV8ASRlGp8hO/MaOwjo8jrZKSO3lYyAWXtxcigZjTPkFlzoR5Wxlq1NqjmC2KzqWvhec0PYE4QEbTq/hRezDzPIpcbDapVwCf3Kf0CC0vcqtrlF/u08FrujKFXGa6DQMQKL0LUUKFxFvugeRldOpCpxQ5wqZiNeGKi7OIAbVTLIbD+kMeXwW5TJmi8qn6ZjXjdwXPILSiLeusotTHXqqSfbC/BGW34I9AyGwmmHLXBTy0DNuCJ87Jk56nSOjjE1VHt61aWdHJyla7w/Phlhm1qJ0licHjKLIvU+93D6ejdKhUzH+yEWZxXf5HLrRDIeEHO6gxCeAfVEmIwON0T8+OrYZ2Q1rCqIeGZ1+IJz7aoxC2aCfS8/V1uj8YjJ79YbOtCfbwJ2Ebt7npCkCdIXam2iOu1x/Rsws3w1dXrcvgOVW428oX+V9ZCWkPvMTIA6bM2EkivWkKM4RwvRoh22CW+ESVuJtbD3/4FCs2LEZ8XE5oXI9+T0SXD/vBNm9i3JRpXT8Co65STlIEdaqucUYaaAK9WJxvU/R/lwTCN3s/yp7qLq5SsaGu0MCMIPVPqu5YYqzRDF5a4VMM21EjynvS1SoUYdGlk7LsUiFjhRegshSBsvOalrYbvSLpGpza6RxMsGtMVL/ZpgbZ1Kkn2FRS7dAclvvFanTWqNa7ODavguZvKllF+sHiPOGAYNQEkOB3GzUYaGgXhQ1YrZ9qQq1Q7rRW7T3PnO/Djo12wZGw3NEmpKFEvyy8pPMvmqdL4DfLnw39YnRpUwWcPdECtSnFI5z6OYpdboXlpkFwmIFqd2fCBrF7p1xqH3uyDa5t4zARVVPx/5PBO5YK/QGEJr3nR7uALil14ZcEOtJ30BwZ8ugZAmYlNLRowj9H7jXLYcE+nOqr7YqPUVxvxfxvSvNikgx2vvfM1maYZ+Nl0lAGfl5HXNcYtV9RAtQQnXrhZfbZppllF2W3ozPVJ/x7LKRNeNHxevI1pjZKlkyDhePl70arn/wZ3FCcbY7/bgmwvSSSFZ2WkfWnF0tEq0xeGXt0AS8Z2Q6qKj8a7d7TFgTdu1jxX7RuUt+FqCTG4tmkyxvRUxpqSa5iMaj4aVPO9f1LDjCB0bWNPX6YmaOReKlZNmWJkiIl2qEf61SNihRfh3QoDucvNxBxE9apWUD2nRiVlQ573WBfY7TY0S60Iu92G2cM7448nu6JdqRBzoVD5spqmlJko+I7bag4XrYiOTThTyMEzeWVp42WtQMvBNSbKbjjSY+fJS1W3i0KiTGB6pnczdG9W3WuDjHLY0DA5QTTr6HVMwsD19sAr0LJGIj64q62kDgJaM3Ubp3Y/fDZfMRA2rFb2PK28qhiHXSxTTZPRvm5ljL9JPW6HwJAu9cW/BcGwsMStu9pIILegGDPWHAIARYyGG1vpLys2GqI/2mHHa/3VfU74VSX8k+WXhapdRk3lzmvdeGfj8hRepJoXXiunfnyUw47G1Svi7xd7YrjMlClgZKVM2TXtkvdy5mKhGOFUy2zkbWCXvzvBN0z+DWmV06NFitj3aWmZ1Po5vjytNBxqK1mua6b0D/LnwK2F3W7D9CHqpgy1b5Cv0xu3tcGa53ogwRmFNrWTsGNSL1ELC6g/n2XjumH4tUrNvhZqE9Sb26QiuaITT1zf2HA5gDmzkXBdu92GjS/2RFqDMgvAywt2qGroG1RLUGyTo5b02BsRK7wILmdCoyp2eR8A5Ov37+lUB1fKHB3jYhxomlJRVPUJmYUddhu+fyQd3Zsl47P7O4jH86/SquZFS6XPfzArdp/mBk5pI9CSrB12OyqYjDpqtI7VKnhWOHlrkIq66nxIwrOsUyUev42+VozCKr+GXjwPYTAY8OkaRYRcXkVv5kMSOp0Sd1lsHi0rzMPdGmlq/mYNT8Pz3Iy9THgp0+45HXZROJYHjMsv1DZZvODF7lylgnetEOAZxPXekdqu6pzmxKjDbh53L71ap0oEIB69mCu+wn+vvM9URRWVOaC+4kTOuBvVoz6roTZACZpkLbORt1l0alIsdkzqJf4uW20kPU6tGOEYb5Owf1++UfNcAKhdWd2MoGbaTG9UFetf6IFerVLw5YOdAEj7iIrct3598+q4+6o6eGfgFbr1M4qWc7q36MZuJk2eGx8TJRH01PyJGiYnoFVN9X4BUKadUHvPLWskYv3zPfAgt5jDCPy7ublNKr6RBc3jg6Ly/XXVBCfmPJyOW73khGuWWhGf3NdejAAPAL1apYiTT8DaxD5yhZfSZywMViVuJvoBaM0yE2Qz9tX7tLNyCh2LkO8oPtqBjvWrYMbQTmiYXNbR8Q1dO1Ko/rJNrcFCHu5cSEtuNI9IlN2mu/TNDPKOVlCNOuw23KeztFX+LvSEBq1OQ/549LQIfPn7T0tNKbwTtJnZXc1S3yI3K4tKrOdDojX77tKomjQwmiC8FLvFpKLOaDt+efxarHu+Bwa2l9rm9Zw4vc34jQrW3nxjhE5VELZ4TRKg/lyV9nObZHCuXjEW3zzUGfWqxuP/BnWUHPnb6GsN1dsK/Pc67JoGePDqBvjmoTQ8eE19dKpfRaG1NNJmhskGFr1hUO1ZCyHY1x9UxvYBgA/uaqdZXkqiEw2qVUB8TJQoDF7bpBoAtQi7nt+8n5ig9PLWVvhBXzD18s9Gy8djjUo4ervNhuoVY/H5Ax3RtXSVFl+WNP5KNN4ccAXu6Ogxa6ppOc1M7rXeZ36hvv+YWj/Fh+rXQs/cL195qVa3KIfdE3DSpCDAl/VY98a4unE1ifYmRsN8aqTeAje3qYGrOC1No+QENE0pW9EZHaWeHFSPiBVehPchvPTZ64/qxsoAgBtkETvV7HcCwgApHCO3YworYHjbt9ag6s10o/URaWkY5GpAreSLnlw+6mWM6WlutY1cMOOf8eu3tcHiJ7uiThXljEse0VKvAWsm+zMRvZP3KdEzN5mxA/MzE2GGpVcHo4KCIHAU8VpDh2f5bEpiLIZ3bSg60AHGohvr8esT13hdhuytoxLanlZEYPlz7dmiOro3k8Y9sdmUgliHepWx8unrFN9osk524qvqV9bcB0B09Nb6jiRRfqMcmNC3Ja5uXA0VY6Px3SPpihVpRkxvRlcaecpTHiv307qybiXJb73UFo9fX1bfteN7YOGYa8XZvjK3kYcujashsfS7EKIkW9Eg832S1rehNuirCTpa36ZcCB7RtSGub15d4tBvxtlX63V6i26sZtr0ln0ckNZNXk153iBV4aV0m1mHZv7dC3/zISz4dq1Wtl5yX7X6AaVJK7nfMQ5lCglvRKzwIjwHYSXQtNUHOc2L+lOqKwvTrBelVPjQFm73ZH2W59wZf1Nz/PXMdXjo2jLbt9pH37tVquT3mueuVxyj9bFr+XZopQ+QE2W3SdTxN7RMwdO9muGWK2rgmsbVVM/RQi6Rywe5JikV8WIfZeKz6hoB9NTQWpYp78t0hRduRr/zZK5kn2RZqokviX+vF0qFWT3hR014blJdaRcWVhsdPZevavKMjXbgse6N8fkDHjNlgY/LZ1vVTPIaAE54Rq/2b626XxEGXtYO5M/18wc6qn4XRgWxmCi7QnD+/IEO+OS+9pg1vLOqwCzwzfDOGNKlPv54squqv4G3QVrekcvbvHxJrFmMzKDTGlSVqOP14J9TpfgYieO7fPzhB7QfH+uCuzrWwRel7UxNg6yWTVurPK1v460BSnPPeRWHYK3vWx4Q02azYdqQq/D2wDLzhBmNqpagWV/DZ1JATXgRzMGPdNPOZ8XHAYty2CUmsceuk/qx6KXZMCu88M9Enu4FkJp11SYv8m0/PNpFNb8e/97ldYyOspsS7AHAf2sQQwy19+ct0JdcC6GX/VkwKR0958n/cFAWEdJms6GOTBhSjYUiq0uKSlwUrcaotlwN8GRx5dH6YB2ySI/jb2oumrz2nbqgeo4W8gasFpDvjEqisKoVpB2v3nJ2rbehMJOZ/HhvbVsTj1/vvXPQ4lKxCzFRdhSVuHGxQN10x6PW/jrqaAk+WbFfVIGrnSuo6TcdyVbs4x3q/IHQFh/oXA/92tXEi/O24ectJ8T93sLAy+P+2G2eb+Wbh9Jw3389YcxtMBfHJN7pQFF+WbvpxU0Ivh6Whpd/3q46aDSoVgEvl8ZPeqFPS/RuXQNbjmZj0i87AGhPcsR7kwsvsjb/QHp9tK1TCbd+vFqzjCtqV9KMgCo861qV4nA8W5lnRjjGaAgIvWeqjLBb9nfj6hXxFudHotYGJ/VrhXZ1KqGZLLij8M3y7UDLjK0WvE/tvuXPvUO9yjh8Ng93XaUuePMBNs2E4pe33XE3NEVCbJRiwilHTYOU3qgqtr3SS9cfj+/ni0rc+HZ4GkbP3oxHuzcyFNhQ6IO99X/NUipid9YF3NzGcx/8fQoO3JLUGLzZSOX5yTWONSvF4q6r6uDzlQfQsV5ZvyYxHTps4EPCWNG8RKzwoibF8T4v7etWwj9HstGiRqI4A7fbbRjYobaYC8RodmajqM2446MdktVADrsNCc4o0X9F2KaG3EdHIFqWpVdL1S98LN8/ko5TFwolvjpGVOD8gC9XHaoJXPIZW1qDKoqOUK8j1vZ58U146dSgCpqkSDtdM2bjiwUliI9xoKjEjfcX7wGgb15Re7ZqDph8zJe3F+3WLE8vZL9cm2iGJtUTsPeU1C+I1wYkxkYrglLJH73cJCp3Mha+06tlmj6tBHlqxEU7kA3PDF3+zdarWgHTh3YyVE6HepVRtUKMKLyY1ryotLtGyforLcbd0BTx0Q58t/GowiwqtJPpQ6/ChJ+24cmeTXHXF2slxzjsNsUKj3fvaItpqw5ih0yzeEHHV0PL50UNNc2LzWbDAJX4KMI98Y9GazIm7x9TEp0YzmmuxbrKzv/u4XQUlrgUPoACfL9hpmeQ9yPdm1XXTNHCo6WZ8ZYYVCmUVcGqZ5WaeC2EPljv3b1xWxvcdVUdbDpyHq1LIxrzz1P4kxfceeFa7d3Jt1WOj8G4G5qhQ93KkphKcr8n/r142rpJc5epo8MI4TEIqttoh02iep/zcDrWPd9D9Ezv0dxjd+cDJek5v1lBbdCqqhL7o4EsIJ3Wx641SMs7F+3VSp7tHetXwc2yXC96wsvD3Rri3TvaYhyXFVepeVHW7VZZwshtx3MUx2gFwwO0fV4UZiOT6kc1gcmM5qXY5UZ8qfZDWKKsd77a+xzQXtnx88cJqmg+Ro54nI6g5G1WLjhsqvGwirZCvqJGaDdCgkH5e5ebU202m+ZSTsG3onPDqhh5XWPc2rYm/je4o+qxPCdzynI6eVuK7g3+tXlbASFfKmxEpS6nfrUKeGvgFWL/wyM8y6YpFTF7RDrSGlbFs72l9xdltykSzg7sUFt1dVmervAi/a3X/M34vAgTM17o1UqTwg+6fdvWxLrneyo0OYD6CkUtwQWQmpvNLLSXPwNvk9kfHu2Cl/u2VPhlGcVM7jur3JtWFw67DR3rVxE1tvzjFN6BlslSvY1Lj42NdiAmyo4bW6VKVgNKhRe7ZILisJvLsQREtObF83+rUukyNSlW7MhjSuMnpCTGIiUxFv+8dAMqqSy5FBzUjPC2geV5ah99alKswpwi/0jU7L4CPz7WBbd/skayTanO1te8GK2rwJM9myqWEcpV7Gq5dJxRDiTFRYuJ4vJUIhPrJS80GuJDT/OSGBuF3AJpJ64Wr8KM9ua+tHqYt+m4ZJves5XPHJeN6ybRegmoDSBq9dKL8CzXKMn5z91Xau5LVNHsyVdo9WlTAzUejRWvIxfa5MILAEWgR4FfHr8WP285jgfS6yMpLtpQ5mc5vqQPAKRtzFtZZ2VL7dUEfqNmigm3tML+03moXzUey1UEVIF2smfncKibjfi62GwewV8rvornGJnmRWcWLL9PI98KH6vH1wi5Zicn/OPxls5Aep702Mpewgl0qFcZHeop+z2jmDFpqWlxtOJ5eYN/f8Kj1R4zlHXUSh2jPFdqNkpNisXnD3QQfXsoSF0pou2u9GG7XEwzP0yVCjGqwbXMfGTe1MOA8qPvUK8y7uxYR9FRyH1Z9LLCqgkJ8o5IsJfGRTskMRb0Oh09zYta/AO+UfdskaLZ8Xt7pnE6if+05k3yTkZvlZja0toClcHfm+ZFGIC7N0tG5QoxikFabxYl73zVBBetOsiXTAKeVBFybZ2AfGkuAEmWcbV8Mq/f1hp3dqyNni1SUFXWYe8/rfTt6lCvithmjcTcua5ZddyXVhfP3yzVItStGo9R1zfxKXZLjMO3pf/8u/FmOs3Ok7Yzte/JaBdSt2o8lj/VHXd30neYlr+vKI0Vg/xk4sdHu2Dt+B6KyNR66LVf+betlr9MDh9HSE+AaF3LU8c+bbT9SszmNuJf42DZ0n095D6P3sw+vmJmwlS5Qgw+urudJBu3t8ndJA0HcrXVRpr9t1pMJoOZue0yzQvg8U/r0lh9ub43Il7zIgapczMxq69ep8R/V2bUeEYaNt8g+rWriY9KZ72jezbBkp1Z4koPf38kD3drhOSKTlzduBpenL8Nx857nOB0NS8mYwXwz0rP0ZH/QNVMFvJlszyNq6trEeSdzKlc7WWJtSvHI8puk5xjRfMyoH0tfHhXO1EYlNvrBUduNfiP+A6dPCrdmyXj922Zkm1dGimfWWy0A8vGdcPLP2/HzIzD4vaG1SpIBM1vHkrDn3tOIybKjinL9onnyrkvrR7uS/OsHlk8thtu+2S1plOpHJdMc3ZBRZC022143WJmaG9oBbMzSp0qcbjtylqepKVevoFqFaWCnVq7N7uCwptmQC7cO+x2zBh6FZ75/l9M6Fu2mo+ve2y0QzUMvh56A4m8retlYBdupxIXAFTvDv876Cpk5RZoaucA85qba5sko3WtRJS4GJ68wXiQQHc5RnMGzN9Xv3a1AAAjZ3l+ewuep5VjSKJ5Kf1fq+2r1ZEPKDnvsS6a15doXlQFfRJeAPAvwfPX6QuFWLLTk2Zdb2DmVW9m1HhG1NX8dXlHxpqV4vD3iz3Fjs6fieiEugkzOr6h6mtezDUko8uM+Ub78q3KmYDDbsP1zatj2a5T4rb4GAeGX9tQczmmvJPx5uchF3bUzC5az+bFPi3wz5HzuOuqOpLAb/K2ohfXgW9+eubGOzrUwbM/bBV/N0yugLcGqA/6NptNkbxT3iavblwNVzeuhjd+26l5TTlVKsTg7qvq4q2FuwBoz94EimQ+S3JH3ECjN+gZwWazGfZ1e7hbI0xdvl/8rdVfVEuIMRSkDADal5odtDSQ8u1Rpf4Ly57qLtnOv3sr4fT1BlIrZiOH3Ybnb26OLcdydCOypibFehW0zGpeoh2ewI5m4fuJfu30o8j6A28TO2/w3dq9aXUxa90RyX6tp6amedF6/2rCON9/yiPS80iXgquUTz4vHvQSgqnlUhHghVe9b6RGUqzEUdDIYC8PGc3DN4rEAIY85xuqrmmDu3l+BZYW3qRqAf4+1fyMAI8ZhBdebm1bU3fGJBdGXCbs2oBntZEcrVt4SGX1A6BsU7raJ35pos5sw263YUD72vjhH8+zH3dDM1TVWYUjf+5awRgveokQKoevotznQg5v//ZopqyvdrKCmVVKviI372oP4sZ75eoVY7H++R6aKwljY4wJDpLJhIVEhnoCglwoVutHYqPtKCh2S5bKjuiqHePEDP7MqKwHnxLi/TvbBfx6/DvjAwoahdfaPdOrmUJ40Qr9oebzYjTXGSDNQ6YHX6S6iZU0LwD0X4K+5oUvQ/thfv1QGnq8t1L8beRl88fU0cjvAZjXvHx6X3s8+s0/ho7l24yW1z8gvXd9PxQP/L0Z7Vy0hMhh1zRAxdgoRNltWH/onGKFhRy5z4u35H280/Cn97WXxAURMPshyVfh6NXAzMwxgUvf4M0kIn+fas6ygDKHlzf42nozg/AdZP8ra5m6jq9oCWvBxuxYW13Hh0T+LWq1U154tuIgq/cNy/tPtTr8+sS1+GnTcQy7Rl3Y9wWL+W1NUy3BieVPdUcFp8OS9sos/DWsmD95DXSl+BgcerMPrn9vBQ6U+qlpLYaQrjby/J+sEvhQK/+Z2sILNfj+SW28NPuEI1Z4ER6F2qwgJsr3hih30DUivPAzlnoaDpaA+dgcN7XRz43EYyTHiBwjwhT/nPUGZ8nafg3hKSbKjvtLTUTeHBgBpZnIm/Bye/tamL76EBpXT9B8dmqdVZta2jEe5O1MT/ljZubICyDe8hPJ36eW79SIbg1x5Fy+7uoTHjODr9GAaYGgnCbkmmgu5ffjNeQ+SnIfIwFewLBkNjLhsKsV32YsF0rBn+hNuvyNliN8IIiSCC/mHc/VljfzbVKrX5TGefH83bpWEp7u1Qw1K8XiyTlbJPvkTOzbEgM+XeNVW8RH6vXFuV0gYoUXucMuj95qBquzNyNmI/4YvTpc37w6eraojiU7T2keo4W37MCSMN0GW4sRM5ZRzYs0MJF/unWzmpdne3siCavF1hDgn9Os4Wn4adMJPKGT70kuvOo5z5kZTHjVtXfNi7RcrezHibHmliGbMcUEekWGHnrLewPFWwPaiH5JWuZKfwpV8namFRfJjNpfDb06y79bsz4ovsLf2kAdh/dwQ6J58TJR4Rl5XSOs3HMat7dXajp5bYtWW+H7a77fG1makkAQXrQmu+3rVsbOSb29ClyxknxJyrLMOreHpp7VD4gOuypS+pV1tJ2KtDp8NfjEb0Y6C14wqqjTydtsNrygkgfICN7CSNstaF5qV47Dm7d7HEU/u7+96jH8c9aLN8DLFf5SxcoHDW9e97HRDjzQuZ6YDdobLWsk4q2BV6CWzvFm4ouY6exb1ixb3uqtc5DPlv3l+H1r25q4s2NtvHdHW6/HmtEC+pvGKvmhAg0fkl7reQdSqNIyBfAmWZMuYKbP8TVui1mEVaMAvJqUwwn++zVjNnq6V3P88vi1qoH6Xutf5uCvNTFX83nxdpwcI5oiPtmjmvbMrJAfwZqXUoddWYceF+3QHTz0hAo593euhw2HzgMw7/Oi5ZAn4G0A1sKbrwafzl2+OkXOm7e3wZZj2bipdQ047Db0v7KWZiOtwPlm6NlAeacys5K2FvIEmt40L2YxImTJfRH0amCmszcSQ0NA/u7lMVqsEuWwS5Lb6dGtaTI+va+9ZuyaQPDzqKvx+coDQRvIPrirLU5fKNSM9fT+nW1x73/X4aVbrE1I9NDWvJS1BbMO7ID+km3551Ue/iBa15MnYwxn+EfutGA2UqNb02SMu6Eptp3IQe/W6rFz+H5Dr0v21VrHC09yH0F5PYwQwcKL53+55kUtKBdP4xRrna6RD5hvnN7U62bjrAh4q8YFLrqst8B6d3eqK/E50ZOueXurXsTFQIROkEck9ofwwkxqiOTPRq/zN/OR8uZFrUScAnKBt0s5L1MWKG/tyxW1K2HqfeoawfLgtiv1TRddGlfDntdu8jn6rxolWsIL1+9ZCfqn9wnJ25mV1Uy+0L1ZMkZd1xidG1b12wQo1PCn8/njPfR9UfjuTe1d9myRgiU7s/CQj87XsRLNi4rZyGR5kSu8lP6vsM96eULdmybj6V7N0KKGflh1wLw6llcrq0XF5JFnpDaKt8B6+cXmlslaQS/PyLk8Y/EuzHDnVXWw8fB5zN/syW7sDwGJN30Z6ZwVmhedOpjp7G02G2Y9lIbTFwtRt6p+m5APZHor2ojyJRCCC6CzgsRuw+wRnVFQ7PLqBycw7JoG+N+qgwD0Nb/y76uyydVrvhLtsOOpXoFxBg4mNZJi0b9dTcTFRFly2LWKWpA6nk/ua489WRfQqqbxCM1q8AKZ2jhlVgiOXJ8XjQRT3iR1m82Gkdc1xvXNvSfXMmvaqZrgxP8Gd8Ss4WmG/B7GlcY2GXmd8fgI3hpAecyS0rlMouWBM8qBD7kcPf7QvPARQY2Yebo3k/oa6dWgtkmhokvjamI0TT3kA5nRQYsIL757OF38Wy+RaeeGVXUjVsvhzVp6XRufvPbqxlXxcDf/L4e+HLHZbPjw7isx+fbARJ/Wvm7Z32rjQ0yUHa1rJfms5eIFMrWAjuTz4gV/Bjiy4pbSo4XxjKOjrm+MW9vVNLV02puJI5AS/aIxXbHh0DlDKwDqVPG/VqBt7SRsOZaDW67w3WyRFBeNuY+kI9ph18ywytOxfhV8/0g6Bn6WAaAsy7Ia/a+shR0nc5GmEhzPF/gYKze0TDFUbyL86NSgCirGRuFCQYlCaPYXembP7s2q49a2NdGmVhKGdyXBJdyxGfR58ZVYL1GfzQpHESu8aD0HX3Of8FRPDGw0T5vNhnpVzcUZ8JbVtH7VeKw/eM6XamnSLLWiagp7NSo6/R9FeMbQTli66xRu1knqZoar6psTLjrWr4KfR12Nj5ftw3M3aTuPOuy2gDhv8maj/xvU0e/lE6HDX89ch8Nn831Oh6CFnvLSYbdZyvhNhCb8UBlIHyJ+Ja9qkDrSvHjQMo+8bzBviRGuaVwNT/ZsiuYG/GMCzbJx3bDlWLZu3hDAs7TwZE4B7r7Ke/C3QCBEt72xlXENlFEqV4gJetyHK2pXwhdBEhy0wn8TkUel+BiJadPf6IU7ICILXmAJ5MKxGlzOKjXTPgWpK0VLimuvkzjK/DVsGK0TuKw8aZicYGh5atUEJ74allYONVLnl8evwap9ZzCgfeQElwoVImnZKBFcSA6+fCgvzQu/KtSpYgGhpdKlROYCuvCnTpV43GMg5D9hnluuqIl/j+WYNncRhByrcaaI8EPqsBvI69jwxQMdcDKnQDVMBy2VLiVS1/8ThBaB8qUhLj9Idrl84CNAB3o16o0qSXDFetBSaQ8kuhAEQVjDTXajy4ZQmeebrUfAhJfXX38dXbp0QXx8PCpVqmToHMYYJkyYgBo1aiAuLg49e/bE3r17rVUgRF4IQRBEuEGiy+WDtzgv5UXIBKkrKirCHXfcgUcffdTwOW+//Tb+85//4LPPPsO6detQoUIF9OrVCwUFBaavzz+I8k4cRhAEEY4I3ebVjcs30CQRPHizUTC1MCHj8/LKK68AAGbMmGHoeMYYPvzwQ7z44ovo168fAODLL79ESkoK5s+fj7vvvtvU9fkHEeWw0TJSgiAIL6wd3wN7si7gmiDlxSLKn5DRvJhUMoSMz8vBgweRmZmJnj17ituSkpKQlpaGjIwM0+Xx76BlDd9yMhAEQVwOpCTG4tomybTg4TKivFYbmamHEUJmtVFmZiYAICVFGrwsJSVF3KdGYWEhCgsLxd+5ubkApKqwj+9tj/f+2IOhV9f3Y40JgiAIIrypWqEsUnwwhVabScORKc3Lc889B5vNpvtv165dpirgK5MnT0ZSUpL4r06dOgCkUlzNSnF47862aF0rqVzrRhAEQRChTHJFJ6YN6Yhvh3cOaj0CGmF33LhxGDJkiO4xDRtaS9SVmupZ/52VlYUaNcoS62VlZaFdu3aa540fPx5jx44Vf+fm5ooCDEEQBEEQ+lzf3P/pWswSULNRcnIykpMDk8W0QYMGSE1NxdKlS0VhJTc3F+vWrdNdseR0OuF0KhMkks2WIAiCIMKDkFkqfeTIEWzevBlHjhyBy+XC5s2bsXnzZly8eFE8pnnz5pg3bx4Aj7AxZswYvPbaa/j555+xdetWDBo0CDVr1kT//v1NX59kF4IgCIIID0JmqfSECRMwc+ZM8feVV3pSqC9fvhzdu3cHAOzevRs5OTniMc888wzy8vIwYsQIZGdn45prrsHChQsRGxsLs5DsQhAEQRDhgVlrScCElxkzZniN8cJkCTRsNhsmTZqESZMm+Xx9s57LBEEQBEEEh5AxGwUbMhsRBEEQRHgQMrmNgg057BIEQRBEeGB2qXTkCi/BrgBBEARBEIYwq3CIXOGFpBeCIAiCCAvIbFQKyS4EQRAEER6Qw24p5PNCEARBEOGB2RE7coWXYFeAIAiCIAhDkOalFLMPgiAIgiCI4EA+LwIkuxAEQRBEWECrjUoh2YUgCIIgwgPyeSmFrEYEQRAEER5QkLpSKLcRQRAEQYQHdpPSS+QKLyS7EARBEERYQGajUmi1EUEQBEGEB+SwK0CyC0EQBEGEBbRUmiAIgiCIsIKC1JVCViOCIAiCCA/I56UUkl0IgiAIIjwgzUsppHkhCIIgiPCAfF5KodVGBEEQBBEe0GqjUkh0IQiCIIjwgCLslkKKF4IgCIIID8hsJELSC0EQBEGEA+SwWwppXgiCIAgiMolY4cWs/YwgCIIgiOBAmpdSKKs0QRAEQYQHJLyUQmYjgiAIgggPyGG3FJJdCIIgCCI8oKXSpZDZiCAIgiDCBTIbeSDZhSAIgiDCAtK8lELpAQiCIAgiPKD0AKWQ6EIQBEEQ4QFpXgRIeiEIgiCIsICWSpdCsgtBEARBhAmkefFg1n5GEARBEERwIM1LKSS6EARBEER4YHbMjlzhhTQvBEEQBBEWkOalFJJdCIIgCCI8oPQApZDsQhAEQRDhAQkvpZDmhSAIgiDCAzIblUK5jQiCIAgiPCCH3VJI80IQBEEQ4YHdZIjdCBZeSHohCIIgiHCANC+lkOxCEARBEOEBJWYshWQXgiAIgggPaLVRKaR5IQiCIIjwgFYblUKrjQiCIAgiPDDprxu5wovZB0EQBEEQRHAwq3CIWOGFVhsRBEEQRHhAPi8EQRAEQYQVJLwIkOKFIAiCIMICctgthRx2CYIgCCI8IOGlFHJ5IQiCIIjwgMxGpdBqI4IgCIIID2ipdCm02oggCIIgwgUyGwEgf12CIAiCCBdI8yJA0gtBEARBhAWUmLEUWm1EEARBEOEBaV5KIdGFIAiCIMIDWipdCq02IgiCIIjIJGDCy+uvv44uXbogPj4elSpVMnTOkCFDYLPZJP969+5t6fpkNiIIgiCI8MBuUuMQFaB6oKioCHfccQfS09Pxv//9z/B5vXv3xvTp08XfTqfT0vVppTRBEARBhAdmh+yACS+vvPIKAGDGjBmmznM6nUhNTfX5+iS7EARBEER4EPY+LytWrED16tXRrFkzPProozh79qzu8YWFhcjNzZX8A0CqF4IgCIIIE8I6PUDv3r3x5ZdfYunSpXjrrbewcuVK3HTTTXC5XJrnTJ48GUlJSeK/OnXqACDNC0EQBEGECwEVXp577jmFQ638365du8zVgOPuu+/GrbfeijZt2qB///745ZdfsGHDBqxYsULznPHjxyMnJ0f8d/ToUc+NkeaFIAiCIMICs2O2KZ+XcePGYciQIbrHNGzY0FQFvJVVrVo17Nu3Dz169FA9xul0qjr1kuxCEARBEOFBQB12k5OTkZycbPIS1jl27BjOnj2LGjVqlNs1CYIgCIIoX0LGYffIkSPYvHkzjhw5ApfLhc2bN2Pz5s24ePGieEzz5s0xb948AMDFixfx9NNPY+3atTh06BCWLl2Kfv36oXHjxujVq5fp65PmhSAIgiDCA7NjdsCWSk+YMAEzZ84Uf1955ZUAgOXLl6N79+4AgN27dyMnJwcA4HA48O+//2LmzJnIzs5GzZo1ceONN+LVV1+1FOuFhBeCIAiCCA/MJmYMmPAyY8YMrzFeGGPi33FxcVi0aJHfrk/CC0EQBEGEB2G9VNqfUHoAgiAIgggPQsbnJdiQ5oUgCIIgwgOzyZQjV3gJdgUIgiAIgjCEWWtJ5AovJL0QBEEQRFhAPi+lkM8LQRAEQYQHJLyUQpoXgiAIgggPyGG3FLNrxgmCIAiCCA5mR+zIFV6CXQGCIAiCIAxBmpdSSPFCEARBEOEB+byUQrILQRAEQYQHZl09Ild4IdULQRAEQYQNZgLVRazwYjZaH0EQBEEQwcOM0iFihRdyeiEIgiCI8IE0LyCfF4IgCIIIL0jzQtILQRAEQYQRZgwmESu8UHoAgiAIgggfyGyECL4xgiAIgohASPMC8tclCIIgiHDCTJTdiBVealSKC3YVCIIgCIIwiBmdQ8QKL10aVQt2FQiCIAiCMAiZjQiCIAiCCCvMLLQh4YUgCIIgiKBDq40IgiAIgggryGGXIAiCIIiwgnxeCIIgCIIIKygxI0EQBEEQYQUtlSYIgiAIIqwgzQtBEARBEGEFrTYiCIIgCCKsIM0LQRAEQRBhBa02IgiCIAgirCDhhSAIgiCIsIKC1BEEQRAEEVbQUmmCIAiCIMIK0rwQBEEQBBFWkM8LQRAEQRBhBS2VJgiCIAgirKAgdQRBEARBhBU2Ey67JLwQBEEQBBF0yOeFIAiCIIiwgnxeCIIgCIIIK0jzQhAEQRBEWGEnnxeCIAiCIMIJ0rwQBEEQBBFWkM8LQRAEQRBhBeU2IgiCIAgirKAgdQRBEARBhBVkNiIIgiAIIqwgzQtBEARBEGEFaV4IgiAIgggryGGXIAiCIIiwwk6aF4IgCIIgwgkKUkcQBEEQRFhBmheCIAiCIMIL0rwQBEEQBBFOkNmIIAiCIIiwguK8EARBEAQRVtBSaYIgCIIgwgpy2CUIgiAIIqwICZ+XQ4cOYdiwYWjQoAHi4uLQqFEjTJw4EUVFRbrnFRQUYOTIkahatSoSEhIwYMAAZGVlBaqaBEEQBEGEAK/c2trwsQETXnbt2gW3243PP/8c27dvxwcffIDPPvsMzz//vO55Tz75JBYsWIC5c+di5cqVOHHiBG6//fZAVZMgCIIgiBCgaoLT8LE2xhgLYF0kvPPOO/j0009x4MAB1f05OTlITk7GrFmzMHDgQAAeIahFixbIyMhA586dvV4jNzcXSUlJyMnJQWJiol/rTxAEQRBEYDAzfperz0tOTg6qVKmiuX/jxo0oLi5Gz549xW3NmzdH3bp1kZGRoXpOYWEhcnNzJf8IgiAIgohcyk142bdvH6ZMmYKHH35Y85jMzEzExMSgUqVKku0pKSnIzMxUPWfy5MlISkoS/9WpU8ef1SYIgiAIIsQwLbw899xzsNlsuv927dolOef48ePo3bs37rjjDgwfPtxvlQeA8ePHIycnR/x39OhRv5ZPEARBEERoEWX2hHHjxmHIkCG6xzRs2FD8+8SJE7juuuvQpUsXfPHFF7rnpaamoqioCNnZ2RLtS1ZWFlJTU1XPcTqdcDqNO/kQBEEQBBHemBZekpOTkZycbOjY48eP47rrrkOHDh0wffp02O36ip4OHTogOjoaS5cuxYABAwAAu3fvxpEjR5Cenm62qgRBEARBRCAB83k5fvw4unfvjrp16+Ldd9/F6dOnkZmZKfFdOX78OJo3b47169cDAJKSkjBs2DCMHTsWy5cvx8aNGzF06FCkp6cbWmlEEARBEETkY1rzYpTFixdj37592LdvH2rXri3ZJ6zOLi4uxu7du5Gfny/u++CDD2C32zFgwAAUFhaiV69e+OSTTwJVTYIgCIIgwoxyjfNSHlCcF4IgCIIIP0I2zgtBEARBEISvkPBCEARBEERYQcILQRAEQRBhBQkvBEEQBEGEFQFbbRQsBP9jynFEEARBEOGDMG4bWUcUccLL2bNnAYByHBEEQRBEGHL27FkkJSXpHhNxwouQtfrIkSNebz6Uyc3NRZ06dXD06FFa8h0CXHXVVdiwYUOwq0GA3kUoQe8iNIiU8SInJwd169YVx3E9Ik54EVIQJCUlhfVLFEhMTIyI+wh3HA4HvYcQgd5F6EDvIrSIlPHCWyohgBx2CcIQI0eODHYViFLoXYQO9C6IYEERdkOUSLkPgiAIIrBEynhxWUfYdTqdmDhxIpxOZ7Cr4hORch8EQRBEYImU8cLMfUSc5oUgCIIgiMgm4jQvBEEQBEFENiS8EBHP1KlTUb9+fcTGxiItLQ3r16+X7M/IyMD111+PChUqIDExEV27dsWlS5d0y1yxYgXat28Pp9OJxo0bY8aMGaaveznx559/om/fvqhZsyZsNhvmz58v7isuLsazzz6LNm3aoEKFCqhZsyYGDRqEEydOeC2X3oN59N4FAFy8eBGjRo1C7dq1ERcXh5YtW+Kzzz7zWu6///6La6+9FrGxsahTpw7efvttxTFz585F8+bNERsbizZt2uC3337z120RlxuMICKY2bNns5iYGDZt2jS2fft2Nnz4cFapUiWWlZXFGGNszZo1LDExkU2ePJlt27aN7dq1i82ZM4cVFBRolnngwAEWHx/Pxo4dy3bs2MGmTJnCHA4HW7hwoeHrXm789ttv7IUXXmA//vgjA8DmzZsn7svOzmY9e/Zkc+bMYbt27WIZGRmsU6dOrEOHDrpl0nuwht67YIyx4cOHs0aNGrHly5ezgwcPss8//5w5HA72008/aZaZk5PDUlJS2H333ce2bdvGvv32WxYXF8c+//xz8ZjVq1czh8PB3n77bbZjxw724osvsujoaLZ169ZA3SoRwZDwQkQ0nTp1YiNHjhR/u1wuVrNmTTZ58mTGGGNpaWnsxRdfNFXmM888w1q1aiXZdtddd7FevXoZvu7ljNqAKWf9+vUMADt8+LDmMfQefEftXbRq1YpNmjRJsq19+/bshRde0Cznk08+YZUrV2aFhYXitmeffZY1a9ZM/H3nnXeyPn36SM5LS0tjDz/8sA93QFyukNkoQOipqgsKCjBy5EhUrVoVCQkJGDBgALKysryW6U3lyhjDhAkTUKNGDcTFxaFnz57Yu3ev3+8tXCgqKsLGjRvRs2dPcZvdbkfPnj2RkZGBU6dOYd26dahevTq6dOmClJQUdOvWDatWrZKU0717dwwZMkT8nZGRISkTAHr16oWMjAxD1yW8k5OTA5vNhkqVKonb6D2UD126dMHPP/+M48ePgzGG5cuXY8+ePbjxxhvFY4YMGYLu3buLvzMyMtC1a1fExMSI23r16oXdu3fj/Pnz4jF67+tyhsYL85DwEgDmzJmDsWPHYuLEifjnn3/Qtm1b9OrVC6dOnQIAPPnkk1iwYAHmzp2LlStX4sSJE7j99tt1y1yzZg3uueceDBs2DJs2bUL//v3Rv39/bNu2TTzm7bffxn/+8x989tlnWLduHSpUqIBevXqhoKAgoPcbqpw5cwYulwspKSmS7SkpKcjMzMSBAwcAAC+//DKGDx+OhQsXon379ujRo4fkI65bty5q1Kgh/s7MzFQtMzc3F5cuXfJ6XUKfgoICPPvss7jnnnsksR7oPZQPU6ZMQcuWLVG7dm3ExMSgd+/emDp1Krp27SoeU6NGDdStW1f8rfUuhH16x1zu74LGC4sEWfMTkeipqrOzs1l0dDSbO3euuH/nzp0MAMvIyNAs05vK1e12s9TUVPbOO++I+7Ozs5nT6WTffvutv24trDh+/DgDwNasWSPZ/vTTT7NOnTqx1atXMwBs/Pjxkv1t2rRhzz33nGa5TZo0YW+88YZk26+//soAsPz8fK/XvdyBjtmoqKiI9e3bl1155ZUsJydHtxx6D76j9i7eeecd1rRpU/bzzz+zLVu2sClTprCEhAS2ePFizXJuuOEGNmLECMm27du3MwBsx44djDHGoqOj2axZsyTHTJ06lVWvXt0/NxOm0HhhDdK8+BlvquqNGzeiuLhYsr958+aoW7euRH1av359vPzyy+JvbyrXgwcPIjMzU3JMUlIS0tLSLlu1bLVq1eBwOBQq1qysLKSmpoqz+JYtW0r2t2jRAkeOHNEsNzU1VbXMxMRExMXFeb0uoU5xcTHuvPNOHD58GIsXL/YaYZPeg/+5dOkSnn/+ebz//vvo27cvrrjiCowaNQp33XUX3n33Xc3ztN6FsE/vmMv5XdB4YR0SXvyMN1V1ZmYmYmJiJLZ8fr9Ao0aNUK1aNfG3N5Wr8D+pZcuIiYlBhw4dsHTpUnGb2+3G0qVLkZ6ejvr166NmzZrYvXu35Lw9e/agXr16muWmp6dLygSAxYsXIz093dB1CSWC4LJ3714sWbIEVatW9XoOvQf/U1xcjOLiYkViPIfDAbfbrXleeno6/vzzTxQXF4vbFi9ejGbNmqFy5criMXrv63KExgvrRFxW6UhB/pET1hg7diwGDx6Mjh07olOnTvjwww+Rl5eHoUOHwmaz4emnn8bEiRPRtm1btGvXDjNnzsSuXbvw/fffi2UMGjQItWrVwuTJkwEAjzzyCD7++GM888wzePDBB7Fs2TJ89913+PXXXw1d93Lk4sWL2Ldvn/j74MGD2Lx5M6pUqYIaNWpg4MCB+Oeff/DLL7/A5XKJHWiVKlVEJ1B6D/5B713UrVsX3bp1w9NPP424uDjUq1cPK1euxJdffon3339fPGf8+PE4fvw4vvzySwDAvffei1deeQXDhg3Ds88+i23btuGjjz7CBx98IJ4zevRodOvWDe+99x769OmD2bNn4++//8YXX3xRfjcfoVyW40Ww7VaRRmFhIXM4HAo78qBBg9itt97Kli5dygCw8+fPS/bXrVuXvf/++5rl1qlTh33wwQeSbRMmTGBXXHEFY4yx/fv3MwBs06ZNkmO6du3KnnjiCau3ExFMmTKF1a1bl8XExLBOnTqxtWvXSvZPnjyZ1a5dm8XHx7P09HT2119/SfZ369aNDR48WLJt+fLlrF27diwmJoY1bNiQTZ8+3fR1LyeWL1/OACj+DR48mB08eFB1HwC2fPlysQx6D/5B710wxtjJkyfZkCFDWM2aNVlsbCxr1qwZe++995jb7RbLGDx4MOvWrZuk3C1btrBrrrmGOZ1OVqtWLfbmm28qrv3dd9+xpk2bspiYGNaqVSv266+/BvJWQx4aL6xDwksA6NSpExs1apT42+VysVq1akkcsL7//ntx/65duww5YN1yyy2Sbenp6QoHrHfffVfcn5OTE1YOWARBEJcbNF5Yg4SXADB79mzmdDrZjBkz2I4dO9iIESNYpUqVWGZmJmOMsUceeYTVrVuXLVu2jP39998sPT2dpaenS8q4/vrr2ZQpU8Tfq1evZlFRUezdd99lO3fuZBMnTlREp3zzzTdZpUqV2E8//cT+/fdf1q9fP9agQQN26dKl8rlxgiAIwhQ0XliDhJcAoaeqvnTpEnvsscdY5cqVWXx8PLvtttvYyZMnJefXq1ePTZw4UbLNm8rV7Xazl156iaWkpDCn08l69OjBdu/eHbB7JAiCIHyHxgvz2BhjrDx9bAiCIAiCIHyBlkoTBEEQBBFWkPBCEARBEERYQcILQRAEQRBhBQkvBEEQBEGEFSS8EARBEAQRVpDw4iNTp05F/fr1ERsbi7S0NKxfv17ct3//ftx2221ITk5GYmIi7rzzTkViMjmHDh2CzWaDw+HA8ePHJftOnjyJqKgo2Gw2HDp0KBC3QxAEQQSAP//8E3379kXNmjVhs9kwf/58yX7GGCZMmIAaNWogLi4OPXv2xN69e3XLvJzHCxJefGDOnDkYO3YsJk6ciH/++Qdt27ZFr169cOrUKeTl5eHGG2+EzWbDsmXLsHr1ahQVFaFv3766Cc4EatWqJeYNEZg5cyZq1aoVqNshCIIgAkReXh7atm2LqVOnqu5/++238Z///AefffYZ1q1bhwoVKqBXr14oKCjwWvZlOV4EOc5MWNOpUyc2cuRI8bfL5WI1a9ZkkydPZosWLWJ2u53l5OSI+7Ozs5nNZmOLFy/WLFPI8/Liiy+yJk2aSPY1bdqUvfTSSwwAO3jwIGOMsZKSEvbggw+y+vXrs9jYWNa0aVP24YcfiuesXLmSRUVFKYIajR49ml1zzTW+3D5BEARhAQCSfEZCuP533nlH3Jadne01XP/lPF6Q5sUiRUVF2LhxI3r27Clus9vt6NmzJzIyMlBYWAibzQan0ynuj42Nhd1ux6pVq7yWf+utt+L8+fPisatWrcL58+fRt29fyXFutxu1a9fG3LlzsWPHDkyYMAHPP/88vvvuOwBA165d0bBhQ3z11VfiOcXFxfjmm2/w4IMP+vQMCIIgCN85ePAgMjMzJeNJUlIS0tLSkJGR4fX8y3G8IOHFImfOnIHL5UJKSopke0pKCjIzM9G5c2dUqFABzz77LPLz85GXl4ennnoKLpcLJ0+e9Fp+dHQ07r//fkybNg0AMG3aNNx///2Ijo5WHPfKK6+gY8eOaNCgAe677z4MHTpUbIwAMGzYMEyfPl38vWDBAhQUFODOO+/05REQBEEQfiAzMxMANMcTb1yO4wUJLwEiOTkZc+fOxYIFC5CQkICkpCRkZ2ejffv2sNs9j/2mm25CQkICEhIS0KpVK0UZDz74IObOnYvMzEzMnTtXU/KdOnUqOnTogOTkZCQkJOCLL77AkSNHxP1DhgzBvn37sHbtWgDAjBkzcOedd6JChQoBuHOCIAjC39B4ISUq2BUIV6pVqwaHw6FYPZSVlYXU1FQAwI033oj9+/fjzJkziIqKQqVKlZCamoqGDRsCAP773//i0qVLAKCQkAGgTZs2aN68Oe655x60aNECrVu3xubNmyXHzJ49G0899RTee+89pKeno2LFinjnnXewbt068Zjq1aujb9++mD59Oho0aIDff/8dK1as8OPTIAiCIKwijBlZWVmoUaOGuD0rKwvt2rUDQOOFHBJeLBITE4MOHTpg6dKl6N+/PwCPPXHp0qUYNWqU5Nhq1aoBAJYtW4ZTp07h1ltvBQBDnuAPPvggHnvsMXz66aeq+1evXo0uXbrgscceE7ft379fcdxDDz2Ee+65B7Vr10ajRo1w9dVXG7pPgiAIIrA0aNAAqampWLp0qSis5ObmYt26dXj00UcB0Hghh4QXHxg7diwGDx6Mjh07olOnTvjwww+Rl5eHoUOHAgCmT5+OFi1aIDk5GRkZGRg9ejSefPJJNGvWzPA1hg8fjjvuuAOVKlVS3d+kSRN8+eWXWLRoERo0aICvvvoKGzZsQIMGDSTH9erVC4mJiXjttdcwadIky/dMEARBmOfixYvYt2+f+PvgwYPYvHkzqlSpgrp162LMmDF47bXX0KRJEzRo0AAvvfQSatasKU6OjXBZjRfBXu4U7kyZMoXVrVuXxcTEsE6dOrG1a9eK+5599lmWkpLCoqOjWZMmTdh7773H3G63bnnC0rdNmzap7t+0aZNk6VtBQQEbMmQIS0pKYpUqVWKPPvooe+6551jbtm0V57700kvM4XCwEydOWL1dgiAIwgLLly9nABT/Bg8ezBjzLJd+6aWXWEpKCnM6naxHjx5s9+7dumVezuOFjTHGgiY5EeXKsGHDcPr0afz888/BrgpBEAQRwoT6eEFmo8uAnJwcbN26FbNmzQrZhkgQBEEEn3AZL0h4uQzo168f1q9fj0ceeQQ33HBDsKtDEARBhCjhMl6Q2YggCIIgiLCCgtQRBEEQBBFWkPBCEARBEERYQcJLgJg8eTKuuuoqVKxYEdWrV0f//v2xe/duyTEFBQUYOXIkqlatioSEBAwYMEASsXfLli245557UKdOHcTFxaFFixb46KOPJGX8+OOPuOGGG5CcnIzExESkp6dj0aJF5XKPBEEQBBEMSHgJECtXrsTIkSOxdu1aLF68GMXFxbjxxhuRl5cnHvPkk09iwYIFmDt3LlauXIkTJ07g9ttvF/dv3LgR1atXx9dff43t27fjhRdewPjx4/Hxxx+Lx/z555+44YYb8Ntvv2Hjxo247rrr0LdvX2zatKlc75cgCIIgygty2C0nTp8+jerVq2PlypXo2rUrcnJykJycjFmzZmHgwIEAgF27dqFFixbIyMhA586dVcsZOXIkdu7ciWXLlmleq1WrVrjrrrswYcKEgNwLQRAEQQQT0ryUEzk5OQCAKlWqAPBoVYqLi9GzZ0/xmObNm6Nu3brIyMjQLUcoQw23240LFy7oHkMQBEEQ4QzFeSkH3G43xowZg6uvvhqtW7cGAGRmZiImJkaRgyIlJQWZmZmq5axZswZz5szBr7/+qnmtd999FxcvXsSdd97pt/oTBEEQRChBwks5MHLkSGzbtg2rVq2yXMa2bdvQr18/TJw4ETfeeKPqMbNmzcIrr7yCn376CdWrV7d8LYIgCIIIZchsFGBGjRqFX375BcuXL0ft2rXF7ampqSgqKkJ2drbk+KysLKSmpkq27dixAz169MCIESPw4osvql5n9uzZeOihh/Ddd99JTFEEQRAEEWmQ8BIgGGMYNWoU5s2bh2XLlilSjnfo0AHR0dFYunSpuG337t04cuQI0tPTxW3bt2/Hddddh8GDB+P1119Xvda3336LoUOH4ttvv0WfPn0Cc0MEQRAEESLQaqMA8dhjj2HWrFn46aef0KxZM3F7UlIS4uLiAACPPvoofvvtN8yYMQOJiYl4/PHHAXh8WwCPqej6669Hr1698M4774hlOBwOJCcnA/CYigYPHoyPPvpIssw6Li4OSUlJAb9PgiAIgihvSHgJEDabTXX79OnTMWTIEACeIHXjxo3Dt99+i8LCQvTq1QuffPKJaDZ6+eWX8corryjKqFevHg4dOgQA6N69O1auXKk4ZvDgwZgxY4Zf7oUgCIIgQgkSXgiCIAiCCCvI54UgCIIgiLCChBeCIAiCIMIKEl4IgiAIgggrSHghCIIgCCKsIOGFIAiCIIiwgoQXgiAIgiDCChJeCIIgCIIIK0h4IQiCIAgirCDhhSAIgiCIsIKEF4IgCIIgwgoSXgiCIAiCCCtIeCEIgiAIIqz4fyeryfYpKX51AAAAAElFTkSuQmCC\n" 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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dataset.scale_data()\n", + "dataset.plot_dataset(number_of_samples=2)" + ], + "metadata": { + "id": "cSsLKZGDplZL", + "outputId": "3b9c970a-9976-4bfa-ddcf-abd20cf6e347" + } + }, + { + "cell_type": "markdown", + "source": [ + "To prepare the data for modeling, it can be split into training and testing sets. This involves extracting 'length_to_predict' samples from each time series in the training set. This technique emulates a real-world scenario where one has the initial sequence of the time series (all the data up to a certain point) and must predict the next 'length_to_predict' number of samples." + ], + "metadata": { + "collapsed": false, + "id": "RZzh9ZBLplZM" + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "train, test = dataset.split_to_train_and_test(length_to_predict=5)" + ], + "metadata": { + "pycharm": { + "is_executing": true + }, + "id": "8UEc-WBZplZN" + } + }, + { + "cell_type": "markdown", + "source": [ + "# Exploratory Data Analysis" + ], + "metadata": { + "collapsed": false, + "id": "WVrNzjQYplZN" + } + }, + { + "cell_type": "code", + "source": [ + "\n", + "json_objects = []\n", + "\n", + "# Mounting Google Drive to access the zip file\n", + "drive.mount('/content/drive')\n", + "\n", + "zip_path = '/content/drive/My Drive/Prometheus Data/OperatreFirst_PrometheusData_AppLearner.zip'\n", + "json_dir_path = '/content/OperatreFirst_PrometheusData_AppLearner'\n", + "\n", + "# Extracting the zip files \n", + "with zipfile.ZipFile(zip_path, 'r') as zip_ref:\n", + " # Getting list of files in the zip\n", + " file_names = zip_ref.namelist()\n", + " # Extracting the files that start with 'container_cpu_' string\n", + " for file_name in file_names:\n", + " zip_ref.extract(file_name, json_dir_path)\n", + "\n", + "# Looping through each extracted JSON file, reading and saving it as a JSON file in the Colab environment \n", + "for file_name in os.listdir(json_dir_path):\n", + " if file_name.startswith('container') and file_name.endswith('.json'):\n", + " with open(os.path.join(json_dir_path, file_name), 'r') as f:\n", + " json_data = [json.loads(line) for line in f]\n", + " with open(f'{file_name[:-5]}_subset.txt', 'w') as f:\n", + " f.write(json.dumps(json_data, indent=4))\n", + "# Delete the memory files - irrelevant\n", + "dir_path = '/content/OperatreFirst_PrometheusData_AppLearner/OperatreFirst_PrometheusData_AppLearner'\n", + "for file_name in os.listdir(dir_path):\n", + " if not file_name.startswith('container_cpu_'):\n", + " os.remove(os.path.join(dir_path, file_name))\n", + " else: # Store the relevant json files as a dictionary\n", + " if file_name.endswith('.json'):\n", + " with open(os.path.join(dir_path, file_name), 'r') as f:\n", + " json_data = json.load(f)\n", + " json_objects.append(json_data)" + ], + "metadata": { + "id": "DyfsE1IIOF7j", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "98f38656-85f0-4c17-c08a-a0da8acd700c" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mounted at /content/drive\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "num_objects = len(json_objects)\n", + "print(f\"There are {num_objects} json files.\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4NAdM4D9BD02", + "outputId": "a506c436-3113-45ee-ac13-97693f921dda" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "There are 5 json files.\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Creating the df - each row represents a dataset (including all the values of the data)\n", + "\n", + "json_objects = json_objects\n", + "dataframe = pd.DataFrame(columns=[\"application\",\"namespace\", \"node\",\"pod\",\"start\", \"stop\", \"data\"])\n", + "i=0\n", + "for data in json_objects: \n", + " for key, value in data.items():\n", + " app_data = key.split(\", \")\n", + " application, namespace, node, pod = app_data[0],app_data[1],app_data[2], app_data[3]\n", + " for v in value:\n", + " time = v['start']\n", + " start = datetime.strptime(v[\"start\"], \"%Y-%m-%d %H:%M:%S\")\n", + " stop = datetime.strptime(v[\"stop\"], \"%Y-%m-%d %H:%M:%S\")\n", + " data = v[\"data\"]\n", + " dataframe.loc[i] = [application,namespace,node,pod, start, stop,data]\n", + " i += 1\n", + " " + ], + "metadata": { + "id": "1RYk652IWFOj" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "dataframe.head(5)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "t5ir4XVsqfSa", + "outputId": "80f1bf30-a5e6-4839-bd10-24067b1b2623" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " application namespace node pod \\\n", + "0 ads-ui api-designer oct-03-17-compute ads-ui-30-kxgl5 \n", + "1 ads-ui api-designer oct-03-17-compute ads-ui-30-kxgl5 \n", + "2 ads-ui api-designer oct-03-17-compute ads-ui-30-kxgl5 \n", + "3 ads-ui api-designer oct-03-17-compute ads-ui-30-kxgl5 \n", + "4 ads-ui api-designer oct-03-17-compute ads-ui-30-kxgl5 \n", + "\n", + " start stop \\\n", + "0 2022-05-28 17:00:00 2022-05-29 01:59:00 \n", + "1 2022-05-29 03:01:00 2022-05-30 03:04:00 \n", + "2 2022-05-30 05:01:00 2022-05-31 01:04:00 \n", + "3 2022-05-31 03:01:00 2022-05-31 09:04:00 \n", + "4 2022-05-31 10:00:00 2022-05-31 10:59:00 \n", + "\n", + " data \n", + "0 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "1 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "2 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "3 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "4 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... 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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 7 + } + ] + }, + { + "cell_type": "code", + "source": [ + "num_all_zeros = len(dataframe.loc[dataframe['data'].apply(lambda x: all(val == 0 for val in x))])\n", + "\n", + "# print the number of rows with all zeros\n", + "print(f\"The number of dataframes with all zeros CPU consumptions values is': {num_all_zeros}\\n\\n\")\n", + " \n", + "# Pie chart\n", + "labels = ['All Zeros', 'Non-Zeros']\n", + "sizes = [num_all_zeros, len(dataframe)-num_all_zeros]\n", + "colors = ['pink', 'blue']\n", + "plt.pie(sizes, labels=labels, colors=colors, autopct='%1.1f%%')\n", + "plt.axis('equal')\n", + "plt.title(\"Percentage of dataframes with all zeros CPU consumptions values\")\n", + "plt.show()\n", + "\n", + "# create bar plot of top 10 applications by percentage of rows with all zeroes\n", + "top_10 = df.groupby('application').apply(lambda x: (x['data'].apply(lambda y: all(val == 0 for val in y))).mean()).nlargest(10)\n", + "top_10.plot(kind='bar')\n", + "plt.xlabel(\"Application\")\n", + "plt.ylabel(\"Percentage of Rows with All Zeroes\")\n", + "plt.title(\"Top 10 Applications with zero CPU consumption rate\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "P-joYeAWnWA1", + "outputId": "6492e32a-a7a6-4bd8-8d2f-aae4ea3f8ce9" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "The number of dataframes with all zeros CPU consumptions values is': 14084\n", + "\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Based on this observation, approximately 8% of all of the dataframes show 0 CPU consumption across al samples. This pattern seems unusual and suggests a potential sensor bug or data recording issue. In order to ensure the integrity and accuracy of our analysis, we have decided to remove these dataframes from our data." + ], + "metadata": { + "id": "tWbHiEJ_yXbt" + } + }, + { + "cell_type": "code", + "source": [ + "# Remove rows with all zeros in 'data'\n", + "dataframe = dataframe.loc[~dataframe['data'].apply(lambda x: all(val == 0 for val in x))]" + ], + "metadata": { + "id": "9ya7ZvRWz5LS" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def aggregate_time(df, n, ma):\n", + " \"\"\"\n", + " ma - the k for the rolling average window\n", + " \"\"\"\n", + " start = df['start']\n", + " data_list = df['data']\n", + " \n", + " med_data = []\n", + " agg_time = []\n", + " min_data = []\n", + " max_data = []\n", + " mean_data = []\n", + " roll_avg = []\n", + " for i in range(0, len(data_list), n):\n", + " agg_time.append(start + timedelta(minutes = i))\n", + " temp =data_list[i: i+n] \n", + " temp_med = np.median(temp)\n", + " temp_mean = np.mean(temp)\n", + " temp_min = min(temp)\n", + " temp_max = max(temp)\n", + " med_data.append(temp_med)\n", + " min_data.append(temp_min)\n", + " max_data.append(temp_max)\n", + " mean_data.append(temp_mean)\n", + " if i> ma:\n", + " roll_data = data_list[i-ma:i]\n", + " roll_avg.append(np.mean(roll_data))\n", + " else:\n", + " roll_avg.append(temp_mean)\n", + " \n", + " # Create dataframe\n", + " app = [df['application'] for j in med_data]\n", + " namespace = [df['namespace'] for j in med_data]\n", + " node = [df['node'] for j in med_data]\n", + " pod = [df['pod'] for j in med_data]\n", + " app_df = pd.DataFrame({'application': app,\n", + " 'namespace': namespace,\n", + " 'node':node,\n", + " 'pod':pod,\n", + " 'time': agg_time,\n", + " 'median': med_data,\n", + " 'min': min_data,\n", + " 'max': max_data,\n", + " 'mean': mean_data,\n", + " 'rolling_average':roll_avg})\n", + " return app_df\n" + ], + "metadata": { + "id": "j2l1MotVZOMX" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "dfs_30 = []\n", + "\n", + "for index, row in df.iterrows():\n", + " print(\"Start:\", row['start'])\n", + " print(\"End:\", row['stop'])\n", + " print(\"The number of minutes information for CPU consumption in the dataframe is: \", len(row['data']))\n", + " print(\"------------\")\n", + " app_df = aggregate_time(row, 30, ma=120)\n", + " dfs_30.append(app_df)" + ], + "metadata": { + "id": "fIAR5rvwxdTW", + "pycharm": { + "is_executing": true + } + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "print(\"The amount of dataframes is: \", str(len(dfs_30)))\n", + "print(\"\\nAn example for a dataframe:\")\n", + "dfs_30[50].head(2)# create a list of sample dataframes" + ], + "metadata": { + "id": "jC4J_eo7aZre", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 164 + }, + "outputId": "95531de4-390e-4b1e-b0a9-2de5dcc02435" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "The amount of dataframes is: 67811\n", + "\n", + "An example for a dataframe:\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " application namespace node pod \\\n", + "0 alertmanager openshift-monitoring oct-03-03-compute alertmanager-main-0 \n", + "1 alertmanager openshift-monitoring oct-03-03-compute alertmanager-main-0 \n", + "\n", + " time median min max mean rolling_average \n", + "0 2022-06-03 05:01:00 0.007690 0.001593 0.008225 0.007221 0.007221 \n", + "1 2022-06-03 05:31:00 0.007784 0.007409 0.008186 0.007779 0.007779 " + ], + "text/html": [ + "\n", + "
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applicationnamespacenodepodtimemedianminmaxmeanrolling_average
0alertmanageropenshift-monitoringoct-03-03-computealertmanager-main-02022-06-03 05:01:000.0076900.0015930.0082250.0072210.007221
1alertmanageropenshift-monitoringoct-03-03-computealertmanager-main-02022-06-03 05:31:000.0077840.0074090.0081860.0077790.007779
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The distribution of the top 35 most commonly used applications across all dataframes is displayed in a bar plot, based on the percentage of dataframes in which they are present, without reference to the duration of time recorded for each dataframe.\n", + "\n", + "The second y-axis displays the average CPU consumption for each application. The aggregation is at the application level, which may obscure variations in resource usage at the pod/node level, but still offers a valuable high-level overview of usage trends for each application.\n", + "\n", + "The application 'kube-rbac-proxy' stands out, accounting for over 8% of the total dataframes, which is a significant deviation from the other applications that are more evenly distributed." + ], + "metadata": { + "id": "-9pY7dkofG6X" + } + }, + { + "cell_type": "code", + "source": [ + "# Count the number of occurrences of each node\n", + "node_counts = df_concat['node'].value_counts(normalize=True).sort_values(ascending=False)[:30]*100\n", + "\n", + "fig, ax = plt.subplots()\n", + "node_counts.plot.bar(ax=ax, color='C0')\n", + "ax.set_title('Distribution of Nodes among the dataframes')\n", + "ax.set_xlabel('Node')\n", + "ax.set_ylabel('Percentage')\n", + "\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 590 + }, + "id": "N0arORpyYO_H", + "outputId": "bf2909a4-2af6-4ce7-c3d5-1f8d191a2b56" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "A bar plot is used to exhibit the distribution of the top 30 most frequent nodes among all dataframes based on the percentage of dataframes in which they occur, without considering the duration of time recorded for each dataframe." + ], + "metadata": { + "id": "uURVZOy3UDUM" + } + }, + { + "cell_type": "code", + "source": [ + "warnings.filterwarnings('ignore')\n", + "\n", + "# Create new columns \n", + "ordered_days = ['Sunday', 'Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday']\n", + "df_concat['day_of_week'] = df_concat['time'].dt.strftime('%A')\n", + "df_concat['day_of_week'] = pd.Categorical(df_concat['day_of_week'], ordered_days)\n", + "df_concat['hour_of_day'] = df_concat['time'].dt.hour\n", + "\n", + "# Group by day of the week and hour of the day and calculate the median CPU consumption\n", + "grouped = df_concat.groupby(['day_of_week', 'hour_of_day'])['mean'].mean().reset_index()\n", + "heatmap_data = grouped.pivot('day_of_week', 'hour_of_day', 'mean').reindex(ordered_days)\n", + "sns.heatmap(heatmap_data, cmap='YlGnBu')\n", + "plt.title('CPU Average Consumption by Hour and Day of Week')\n", + "plt.xlabel('Hour of Day')\n", + "plt.ylabel('Day of Week')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 475 + }, + "id": "WS2d7_PevYcK", + "outputId": "3c027de4-32f7-4834-d940-0a32a9aeb215" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "To identify patterns and trends in CPU consumption throughout the week, the plot displays the median CPU consumption categorized by day of the week and hour of the day. \n", + "\n", + "Upon analysis, the plot reveals a relatively consistent distribution of CPU consumption across various time intervals. \n", + "\n", + "\n", + "Although the colors may appear different, a closer examination shows that the scale of changes is minimal. Consequently, there are no significant variations in CPU consumption, and the overall pattern remains quite consistent throughout the different time intervals." + ], + "metadata": { + "id": "O75c1BeexEFe" + } + }, + { + "cell_type": "code", + "source": [ + "# Filter for top 4 applications\n", + "first_4_apps = app_counts.index[:4]\n", + "merged_df_top_apps = df_concat[df_concat['application'].isin(first_4_apps)]\n", + "\n", + "# Create hour bins\n", + "merged_df_top_apps['hour'] = merged_df_top_apps['time'].dt.hour\n", + "merged_df_top_apps['hour_bin'] = pd.cut(merged_df_top_apps['hour'], bins=[0, 2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22, 24], labels=['0-2', '2-4', '4-6', '6-8', '8-10', '10-12', '12-14', '14-16', '16-18', '18-20', '20-22', '22-24'])\n", + "\n", + "# Calculate hourly averages\n", + "hourly_avg_top_apps = merged_df_top_apps.groupby(['application', 'hour_bin'])['mean'].mean().reset_index()\n", + "\n", + "# Create facet grid\n", + "g = sns.FacetGrid(data=hourly_avg_top_apps, col='application', col_wrap=2, height=3, aspect=2)\n", + "g.map_dataframe(sns.barplot, x='hour_bin', y='mean', color='b')\n", + "g.set_axis_labels('Hour of Day (12 Buckets)', 'Average CPU Consumption')\n", + "g.set_titles(col_template='{col_name}')\n", + "\n", + "# Add title and subtitle\n", + "g.fig.subplots_adjust(top=0.9)\n", + "g.fig.suptitle('Average CPU Consumption', fontsize=16)\n", + "g.fig.subplots_adjust(top=0.85)\n", + "g.fig.text(0.5, 0.92, 'for the top 4 applications', ha='center', fontsize=12)\n", + "\n", + "# Rotate x-axis labels\n", + "for ax in g.axes.flatten():\n", + " ax.set_xticklabels(ax.get_xticklabels(), rotation=45)\n", + "\n", + "plt.show()\n", + "plt.rcdefaults()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 595 + }, + "id": "l5_cGJ7m1lY8", + "outputId": "7fe86a2a-32d0-434d-85c1-5d126e41f13d" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The plot displays the average CPU consumption of the top 4 applications across 12 hourly intervals in a day. It is evident that each of the top 4 applications has a different scale of CPU consumption. Although the CPU consumption is relatively evenly distributed across the various hours of the day for each application, certain applications have slightly higher consumption during specific hours compared to others." + ], + "metadata": { + "id": "u6L3Y5Qy2Im2" + } + }, + { + "cell_type": "code", + "source": [ + "sns.set_style(\"darkgrid\") # set the seaborn style\n", + "sns.lineplot(data=dfs_30[45], x='time', y='mean', color='steelblue', label='Mean CPU Consumption')\n", + "sns.lineplot(data=dfs_30[45], x='time', y='rolling_average', color='tomato', label='Rolling Average CPU Consumption')\n", + "plt.title(f'CPU Consumption for {dfs_30[45][\"application\"].iloc[0]}')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('CPU Consumption')\n", + "plt.xticks(rotation=90)\n", + "\n", + "plt.legend(loc='lower left')\n", + "\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 520 + }, + "id": "3WGHQ9yE2vZ_", + "outputId": "c9374c9a-4fe4-4c5b-8e71-3c59cafd9aba" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The plot depicts the CPU consumption over time for the application 'alertmanager'. It indicates that the trend is generally consistent, with a minor decline, followed by an abrupt drop in which the application's CPU consumption falls to half of its previous level within ×™half hour\n" + ], + "metadata": { + "id": "1Mw90LZrikhq" + } + } + ] +} \ No newline at end of file