{ "cells": [ { "attachments": {}, "cell_type": "markdown", "id": "48637040-3764-4a73-8e79-642fc1f9db09", "metadata": {}, "source": [ "# 4. Simulating Concept Drifts with the DriftStream API\n", "\n", "This tutorial demonstrates how to use the DriftStream API in CapyMOA\n", "* We start by showing how one can use a synthetic generator without concept drift (RandomTreeGenerator)\n", "* We delve into the two API proposals for the DriftStream API, one of which has been implemented already\n", " * **DriftStream Position**: **```drift position``` + ```drift width```** (ready!)\n", " * **DriftStream Range**: **```concept num_instances``` + ```drift num_instances```** (_Under construction_)\n", "* More advanced examples can be found in **Tutorial 6**: `Exploring Advanced Features`, such as configuring and manipulating MOA streams directly\n", "\n", "---\n", "\n", "*More information about CapyMOA can be found in* https://www.capymoa.org\n", "\n", "**last update on 27/07/2024**" ] }, { "attachments": {}, "cell_type": "markdown", "id": "b295e120-8050-48a3-93b5-39efc295102b", "metadata": {}, "source": [ "## 1. CapyMOA synthetic generators\n", "\n", "* In this example, we show how to use `RandomTreeGenerator` to generate a synthetic stream" ] }, { "cell_type": "code", "id": "1b9c8d4b-52f2-4a83-8a6a-571445e3ab67", "metadata": { "ExecuteTime": { "end_time": "2024-07-26T13:56:18.754144Z", "start_time": "2024-07-26T13:56:08.491220Z" } }, "source": [ "from capymoa.stream.generator import RandomTreeGenerator\n", "from capymoa.evaluation import prequential_evaluation\n", "from capymoa.evaluation.visualization import plot_windowed_results\n", "from capymoa.classifier import HoeffdingTree\n", "\n", "rtg_stream = RandomTreeGenerator()\n", "\n", "ht = HoeffdingTree(schema=rtg_stream.get_schema())\n", "\n", "results_ht = prequential_evaluation(max_instances=10000, window_size=1000, stream=rtg_stream, learner=ht)\n", "\n", "plot_windowed_results(results_ht, metric='accuracy')" ], "outputs": [ { "data": { "text/plain": [ "
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t2nks9ZLPVR53R8+bN09NmjSRl5eXoqOj9d///rfQ/tzcXD399NOqVauW/Pz81L59e61YsUJSwej+2bXIunTpIpPJdN5tUsFU+jp16sjX11d9+/bVyZMnC73X888/r5YtW9pfDx06VLfeeqteffVVRUREKDg4WI888kihxeGOHTum3r17y8fHRzExMfr8888VHR2t6dOny9PTU2FhYQoPD1d4eLh8fHzk5eVlf/3OO+/oqquu0gcffKCYmBj7lPeUlBTdf//9Cg0NVWBgoLp06aItW7YUqvXbb79V69at5e3trXr16mnChAlF7n0vDw4dkX/jjTc0btw4DR8+XElJSYqMjNRDDz2k8ePHF2o3Z84cGYZx3iAeFxen5ORk++vDhw/rzjvv1MmTJxUaGqrOnTtrzZo1Cg0NLdfrAQAAAOAasi1WXTn+5zI5l82Qbnxt5SW33/FCT/l6ll2U27hxowYMGKDnn39ed9xxh1atWqXhw4crODhYQ4cOlSQ9+uij2rFjh+bMmaPIyEjNnz9fvXr10rZt29SxY0ft3r1bjRo10rx589SxY0fVqFGj2G1r167Vfffdp0mTJunWW2/VokWL9Nxzz120xuXLlysiIkLLly/Xvn37dMcdd6hly5Z64IEHJEmDBw9WcnKyVqxYIQ8PD40YMUJJSUmX/D3Yt2+f5s2bp2+++ca+mnz//v3l4+Ojn376SUFBQXr33XfVtWtX7dmzRzVq1NDvv/+uwYMH6/XXX9c111yjuLg4Pfjgg5J0Sdd0ORwa5AMCAjR9+nRNnz79gu0efPBB+zekOAkJCYVez5kzpwyqAwAAAADn9/333xeZqm61Wu1fT5s2TV27dtW4ceMkSQ0bNtSOHTv0yiuvaOjQoTp48KBmzpypgwcP2qfIP/3001q0aJFmzpypl19+WTVr1pRUMEU9PDxckord9tprr6lXr14aNWqU/b1WrVqlRYsWXfAaqlevrhkzZshsNqtx48bq3bu3li5dqgceeEC7du3SkiVLtH79erVt21aS9MEHH6hBgwaX/D3Ky8vTJ598Yh/8XblypdatW6ekpCT7emqvvvqqFixYoK+//loPPvigJkyYoDFjxtjXd6tXr55efPFFjRo1qmoHeQAAAABwRj4eZu14oeclt5+2eI9mrkyQtZhp8WaTScM6R2tE94aX/N4lccMNN+jtt98utG3t2rW6++67JUk7d+5Unz59Cu3v1KmTpk+fLqvVqm3btslqtaphw8L15ebmKjg4uES17Ny5s8it1B06dLhokG/SpEmh565HRERo27ZtkqTdu3fL3d1drVu3tu+vX7++qlevfsl11a1bt9AM7i1btigjI6PI9WVnZysuLs7e5o8//tDEiRPt+61Wq3JycpSVlVWujzInyAMAAABACZlMphJNb7+rfV19tDK+2H2GDN3dvm6ZTpc/l5+fn+rXr19o2+HDhy/5+IyMDJnNZm3cuLFQmJZUpovSXcg/V3Q3mUzFLpJeWn5+hZ8ckJGRoYiICPt9/ec6u8p/RkaGJkyYoNtuu61Im/J+TCFBHgAAAADKWUyIn6b0a67R/1i13jAMTenXXNHl+Ai6i7niiiv0xx9/FNr2xx9/qGHDhjKbzWrVqpWsVquSkpJ0zTXXXPZ7rV27ttC2NWvWXNY5GzVqpPz8fP35559q06aNpIJ73k+fPl3qc7Zu3VqJiYlyd3dXdHT0edvs3r27yC9JKgJBHgAAAAAqQP+2UWoXXUNfnvMc+TvaRjk0xEvSU089pXbt2unFF1/UHXfcodWrV2vGjBl66623JBXcx37XXXdp8ODB+u9//6tWrVrpxIkTWrp0qZo3b67evXtf8ns9/vjj6tSpk1599VX16dNHP//880Wn1V9M48aN1a1bNz344IN6++235eHhoaeeeko+Pj4ymUylOme3bt3UoUMH3XrrrZo6daoaNmyoo0eP6ocfflDfvn3Vtm1bjR8/Xv/6179Up04d3X777XJzc9OWLVu0fft2vfTSS5d1TRfj0MfPAQAAAIAriQ7x0+hejfXGna00uldjh4d4qWBkee7cuZozZ46aNm2q8ePH64UXXrCvWC9JM2fO1ODBg/XUU0+pUaNGuvXWW7V+/XrVqVOnRO919dVX6/3339drr72mFi1a6JdfftHYsWMv+xo++eQThYWF6dprr1Xfvn31wAMPKCAgoNRT3E0mk3788Udde+21GjZsmBo2bKiBAwfqwIEDCgsLkyT17NlT33//vX755Re1a9dOV199tf73v/+pbt26l309F63PKI+HEDq5tLQ0BQUFKTU1VYGBgY4uB5WMxWLRjz/+qJtuuqnIvTpAVUN/hyuhv8OV0N9LJicnR/Hx8YWeMY7K7fDhw4qKitKSJUt0ww03KC0tTYGBgXJzc+xY9oX6UklyKFPrAQAAAABObdmyZcrIyFCzZs107NgxjRo1StHR0br22msdXVq5IMgDAAAAAJyaxWLRs88+q/379ysgIEAdO3bU7Nmz5eHhUaar21cWBHkAAAAAgFPr2bOnevbs6egyKgxBHgAAAHAh8cmZmrP2gNbvcdMO970a2L6uYirBgmsALh1BHgAAAHARczcc0ph5W2WSSTbDpC0rE/T+ynhN6ddc/dtGObq8So91wnG5yqoP8fg5AAAAwAXEJ2dqzLytshmS1TBkyCSrYchmSKPnbVVCcqajS6y0zq7sn5WV5eBK4OzO9qHLfVoEI/IAAABAFZRjsSruRIb2Hs/QnuPp+nHbMdnOMxhoM6Q+M1Yqtqa/gv29FOznqRp+nvavg/0LXof4e6m6r6c83V1rPNBsNqtatWpKSkqSJPn6+spkMjm4Klwqm82mvLw85eTkOOzxc4ZhKCsrS0lJSapWrZrMZvNlnY8gDwAAADix3Hyr9p/I1J7j6fbQvjcpQwdOZp43uBcnNSdfmw6mXFLbQG/3Cwb+YD8vBft7KtjPU9X9POVhdv7gHx4eLkn2MA/nYRiGsrOz5ePj4/BfwFSrVs3ely4HQR4AAABwArn5VsUnZ2rP8QztPZ5uD+4JFwjsQT4eahjmrwZhATpwMlOr404W29bNJN3SIlI9m4TrZGaeTmXm6WRGrk5m5ulkxpnXmbk6lZknmyGl5eQrLSdf8Zc4HT/Ix8Me7IP9vFTD31Mh//glQA3/gn3VfT3kXgmDv8lkUkREhGrWrCmLxeLoclACFotFv/32m6699trLntJ+OTw8PC57JP4sgjwAAABQieTl25RwsmCE/dzQnnAyS9bzJPYAb3c1DAsoCO01A+xfhwZ42Ucg45Mz1fW/K877vk92a6joi6xeb7MZSsm26FRmrpLtAb8g9J86E/pPZubaw/+prDwZhpSabVFqtkX7T1w8+JtMUjUfj2JG+r0UUsyIfzVfT5ndKm6U1Ww2l1kYQ8Uwm83Kz8+Xt7e3Q4N8WSLIAwAAAA5gsdqUcGaEvWA6fEFwT0jOVP75AruXuxqE+athWIAahAWoQc2Cr8MCvS46ZTgmxE9T+jXX6HlbZTKZZLPZ5GYyyZA0pV/zi4Z4SXJzM6nGmZH0+jUvfo1Wm6GUrLwiI/tnA/+pzLy/fyGQkauUbIsMQzqdZdHpLIviLjH4V/f1tE/zD/H3OvNLgDMzAM68Djnzy4BqPh5yq8DgD5QHgjwAAABQjixWmw6czDxz/3qG9iSla+/xdMUnZ8piLT6w+3u5q35NfzU8J7Q3DPNXeKD3Zd3j279tlNpF19AXaw9o/Y44tbuynu5sX/eSQnxpmN1MBaPq/l5S2MXb51ttOp1lKRT4i5vmn3zmlwApWQXB/9SZ2wEuhZtJ9lH9Gmem9BdM8/cqNvwHepdN8I9PztTcDYd0+HS2alf30YC2UYopp+87qj6CPAAAAFAG8q02HTiVdWYqfIb9Hvb9yRnnDex+nmbVDwtQw5pnA3vB54igywvsFxId4qenezTQj/l7dVOPBpVqqrG72U2hAV4KDfCSFHDR9harTaezzh3t/3uaf8FI/9+/DEjOyFVaTr5shpScUbD/UpjPzEI4d4p/8JnXZ+/rP/f+/0Af9yJ/dnM3HNKYMzMhDMOQyWTSu7/GaUq/5urfNqo03yq4OII8AAAAUAJWm6EDJ/9edG5vUkFo338iU3lWW7HH+HiY1cB+//rfoT0yyIdp3pfBw+ymmgHeqhngfUnt8/L/GfzPP83/ZGae0nPyZbUZOpGeqxPpuZdYk6lgqv+Z+/u9PNy0bGeSDEkyzvxC58zn0fO2ql10jXKbEYGqiyAPAAAAFMNqM3ToVJb9cW5nF5+LO5GhvPzzB/b6Nf3tI+tnF5+rVY3AXhl4urspLNBbYYGXFvxz8606nWkpNM0/udDCfn//EuBkRp4ycvNlsRpKSs9V0iUEf5shDZ25Tj2ahCsmxE/RwX6qF+qnmgEXX/MAro0gDwAAAJdmsxk6dDrLPh1+X9Lfn3PPE9i9PdwKAnvNM9Phz6wUX7s6gb0q8XI3KzzIrPCgSwv+ORarfcT/7DT/D1bGa+fRNJ3nCYFKOJml937bX2ibr6dZ0cF+ign1U0ywX0HID/FTvRA/VffzvMyrQlVAkAcAAIBLsNkMHUnJLvxYt6SCwJ5jKT6we7q7qX6ov/1Z7GdH2WtX963QR57BOXh7mBUR5KOIIB/7tr1JGdqdmF7sowPdTFKn+iGKDfVXwslMxSdn6vDpbGXlWbXjWJp2HEsrckyQj4diQvyKfESH+Mnfi3jnKviTBgAAQJVyNrCffZzb2dH1vcczlG2xFnuMp7ubYs8G9pp/h/Y6NQjsuDwD2kbp3V/jzrv/xT5NC90jn5dv06HTWYo/kamEk5nan5yphOSCkH8sNUep2RZtPpSizYdSipwrNMCrINifGc0/O1W/Tg1feXuYy+Py4CAEeQAAADglwzB0NDXnzOrw6YUWn8vKO09gN7upXqhfQVC3B3Z/1anhK3ezWwVfAVxBTIifpvRrrtH/WLXeMAxN6de8yEJ3Z3+pFBvqX+Rc2XlWJZwsCPbnBvz45EydzMyzL8q3Lv5UoeNMJikyyEf1zoT7c0fya1f3oe87IYI8AAAAHOJSn6ttGIaO2QN7hn3xuX1JGcrIzS/23B5mk+qF+BdaKb5BWICigwnsqHj920apXXQNfXlOf7+jbVSJV6v38TTriohAXRERWGRfarZFCclnRvHPjObHJ2cq/kSm0nPzdSQlW0dSsvX73uRCx7m7mVSnhq+iQwrfix8T4qfwQG/WfKikCPIAAACocOd7rvazN12hhmEBf4f2pHTtO56h9PMEdnc3k2JC/Ao9g71hmL/qBvvJg8COSiQ6xE+jezUut/MH+XioRVQ1tYiqVmi7YRg6mZlnH7mPP2ckP+FkpnIsNu0/M8L/T17ubvbV9O0L750Z1Q/x92RlfQciyAMAAKDCGIahrYdTNHre1oJHaf/judov/bCz2OPM9sB+doS9ILhHB/vJ053ADpyPyWRSiL+XQvy91C66RqF9NpuhxLQc+1T9c0P+wVNZys23aVdiunYlphc5b4CXu30U/5+L7gX5eFTU5bksgjwAAADKVGq2RYdOZenw6WwdPn32899fn286/FnVfDx0db3gQivFx4QQ2IGy5uZmUmQ1H0VW81HH+iGF9uVbbTp8OlvxJzPtC++dHdE/kpKt9Nx8bTuSqm1HUoucN9jPs/iQH+wnH08W3SsLBHkAAACUSFqORYdP/R3MD/0jrKfnXDioX4ibSbqmYajeuLNVGVYMoKTczW6KPjPCfkOjwvtyLFYdPJVVaKr+2cX3ktJzdTIzTycz87TxwOki540I8i48Vf/Me9Sp4csv60qAIA8AAIBC0nMsRUbRD5/O0qEz4T3tEoJ6iL+nalX3Ve3qPmc+fBV15vOX6w/qoz8Sin2utslkUu3qPsWcEUBl4e1hPrMeRUCRfRm5+YVW0z932n5qtkXHUnN0LDVHq/efLHScm0mqXd23yCh+TIifIqv5lPoxkPHJmZqz9oDW73HTDve9Gti+brGLajobgjwAAICLyczNLxTS7dPgUwo+p2RZLnqOGn6eql3dR1H/COu1q/uoVnUf+Xqe/7+Zg9rX1Ycr44vdZxiG7mgbVeprA+BY/l7ualorSE1rBRXZdzozr9BU/XMfoZeVVzDKf/BUln7dc6LQcZ5mN9UJ9i0yTb9eqJ9qBnidd9E9+6KaMslmmLRlZYLeXxmvKf2aq7+T/5whyAMAAFQxWXn5xd6ffnZE/fQlBPXqvh72YG4fUa9R8LlWNR/5eZX+v5Elfa42gKqhup+nqvt5qnWd6oW2G4ahpPTcYqfqHziZpTyrTfvOPHLyn3w9zcVO1TebpDHztqpg4o8hySTrmUU1R8/bqnbRNZz6Zw1BHgAAwMlk51l1JCVLh86G9H8sLHcyM++i5wjy8Sh+RL2Gj2pV81GAd/muOl1Wz9UG4PxMJpPCAr0VFuitq+sFF9pntRk6mpJd6PF5Zx+dd+hUlrLyrNpxLE07jqWV6P2+3HCoXB8HWN4I8gAAAJVMjsVa/Ij66WwdOZ2l5IyLB/VAb/dzRtQLPkfV+Hvqe2A5B/VLUd7P1Qbg/MxuJkXV8FVUDV9d2zC00L68fJsOnc4qNFX/7NfHUnPOe07DMHT4dHZ5l16uCPIAAAAVLMdi1dGUbHtIP3S68Ij6ifTci57D38u9yJT3c0fWeY4zgKrO091NsaH+ig31L7Jv4g879OHKeBWzpmaVWFSTIA8AAFxeWa9qnJtv1dGUnEIrvttD+6ksJV1CUPfzNNtH0IuMrFf3VaCP+3kXeAIAV1fVF9UkyAMAAJdWmlWN8/JtOpZadBG5s2H9eHqOjGJGgc7l62ku8li2c8N6NV8PgjoAlNI/F9W02WxyM5lkSFViUU2HBnmr1arnn39en332mRITExUZGamhQ4dq7Nix9n+4hg4dqlmzZhU6rmfPnlq0aNEFz/3mm2/qlVdeUWJiolq0aKE33nhDV111VbldCwAAcD7xyZkXXNXYbDIp32YUHlE/naXEtIsHdR8Ps/75WLZzR9irE9QBoFydXVTzi7UHtH5HnNpdWU93tq/r9CFecnCQnzJlit5++23NmjVLTZo00YYNGzRs2DAFBQXp8ccft7fr1auXZs6caX/t5eV1wfN++eWXGjFihN555x21b99e06dPV8+ePbV7927VrFmz3K4HAAA4l7kbDhWE6WJSuc2QRny15bzHerm7nece9YLPwX6eBHUAcLDoED893aOBfszfq5t6NJCHR9VYP8ShQX7VqlXq06ePevfuLUmKjo7WF198oXXr1hVq5+XlpfDw8Es+77Rp0/TAAw9o2LBhkqR33nlHP/zwgz766CONGTOm7C4AAAA4tcOns2VcYGjdz8usNnVr2EfWo84J6yH+BHUAgGM4NMh37NhR7733nvbs2aOGDRtqy5YtWrlypaZNm1ao3YoVK1SzZk1Vr15dXbp00UsvvaTg4OBiz5mXl6eNGzfqmWeesW9zc3NTt27dtHr16mKPyc3NVW7u34vOpKUVPIPQYrHIYrFc7mWiijnbJ+gbcAX0d1R1kYFeOl+MN5uku6+qo6d7NCh2f35+fvkVBpQzfr7DlThLfy9JfQ4N8mPGjFFaWpoaN24ss9ksq9WqiRMn6q677rK36dWrl2677TbFxMQoLi5Ozz77rG688UatXr1aZrO5yDmTk5NltVoVFhZWaHtYWJh27dpVbB2TJk3ShAkTimz/5Zdf5Ovre5lXiapq8eLFji4BqDD0d1RVpxNNMgw3Sf8cWTdkM6TQ9L368ce9jigNqBD8fIcrqez9PSsr65LbOjTIz507V7Nnz9bnn3+uJk2aaPPmzXryyScVGRmpIUOGSJIGDhxob9+sWTM1b95csbGxWrFihbp27VomdTzzzDMaMWKE/XVaWpqioqLUo0cPBQYGlsl7oOqwWCxavHixunfvXmXusQHOh/6OqmzL4VQt3LBekk1SwQi8zTDOrGps0su3NlG/1rUcWyRQTvj5DlfiLP397MzwS+HQID9y5EiNGTPGHtabNWumAwcOaNKkSfYg/0/16tVTSEiI9u3bV2yQDwkJkdls1vHjxwttP378+Hnvs/fy8ip2AT0PD49K/QcNx6J/wJXQ31HVJCRn6qHP/lSOxabrG4VqbO8r9NX6Q1VuVWPgYvj5DldS2ft7SWpzK8c6LiorK0tuboVLMJvNstls5z3m8OHDOnnypCIiIord7+npqTZt2mjp0qX2bTabTUuXLlWHDh3KpnAAAOC0TmbkaujMdTqZmaemtQL15qDWql8zQE/3aKAhDW16ukcDQjwAoFJzaJC/+eabNXHiRP3www9KSEjQ/PnzNW3aNPXt21eSlJGRoZEjR2rNmjVKSEjQ0qVL1adPH9WvX189e/a0n6dr166aMWOG/fWIESP0/vvva9asWdq5c6cefvhhZWZm2lexBwAArik7z6r7Zm1Qwsks1a7uo4+GtpOfl0MnKAIAUGIO/ZfrjTfe0Lhx4zR8+HAlJSUpMjJSDz30kMaPHy+pYHR+69atmjVrllJSUhQZGakePXroxRdfLDQVPi4uTsnJyfbXd9xxh06cOKHx48crMTFRLVu21KJFi4osgAcAAFxHvtWmx77YpM2HUlTN10Oz7r1KNQO8HV0WAAAl5tAgHxAQoOnTp2v69OnF7vfx8dHPP/980fMkJCQU2fboo4/q0UcfvcwKAQBAVWAYhp7/7i8t2ZkkL3c3fTikrWJD/R1dFgAApeLQqfUAAAAV4e1f4/TZmoMymaTXBrZUm7o1HF0SAAClRpAHAABV2jebDmvqot2SpOf+daV6NS1+wVwAAJwFQR4AAFRZK/cma9TXWyVJD15bT0M7xTi4IgAALh9BHgAAVEk7jqbp359tVL7N0M0tIjWmV2NHlwQAQJkgyAMAgCrnaEq2hn28Thm5+WofU0Ov9m8uNzeTo8sCAKBMEOQBAECVkppt0dCZ63Q8LVcNw/z13uC28nI3O7osAADKDEEeAABUGbn5Vj34yQbtOZ6hsEAvfTzsKgX5eDi6LAAAyhRBHgAAVAk2m6Gnv9qqtfGn5O/lro+HXaXIaj6OLgsAgDJHkAcAAFXClEW79N2Wo3J3M+nde9roiohAR5cEAEC5IMgDAACn9/Ef8Xr3t/2SpKm3N1en+iEOrggAgPJDkAcAAE5t0fZjmvD9DknSyJ6NdFvr2g6uCACA8kWQBwAATmtDwik9MWezDEO6++o6Gn59rKNLAgCg3BHkAQCAU4o7kaH7P9mg3Hybul0Rpgm3NJXJxLPiAQBVH0EeAAA4naT0HA35aJ1SsixqGVVNb9zZSmY3QjwAwDUQ5AEAgFPJzM3XvR+v1+HT2YoO9tWHQ9rKx9Ps6LIAAKgwBHkAAOA0LFabhs/epO1H0hTs56lZ916lYH8vR5cFAECFIsgDAACnYBiGxs7frl/3nJC3h5s+HNpOdYP9HF0WAAAVjiAPAACcwmtL9+rLDYfkZpJm3NlaLaOqObokAAAcgiAPAAAqvbnrD2n6kr2SpBdvbapuV4Y5uCIAAByHIA8AACq1FbuT9Mz8bZKkR2+or7va13VwRQAAOBZBHgAAVFrbj6Rq+OxNstoM3da6lp7q0dDRJQEA4HAEeQAAUCkdOpWloTPXKyvPqs71QzT5tuYymXhWPAAABHkAAFDpnM7M05CZ65SckasrIgL19t2t5enOf1sAAJAI8gAAoJLJsVh1/ycbtP9EpiKDvPXxsHYK8PZwdFkAAFQaBHkAAFBpWG2GnpyzWRsPnFagt7s+vvcqhQV6O7osAAAqFYI8AACoFAzD0Ivf79CivxLlaXbTe4PbqmFYgKPLAgCg0iHIAwCASuGD3+P18aoESdJ/B7TQ1fWCHVsQAACVFEEeAAA43MItRzXxx52SpLG9r9DNLSIdXBEAAJUXQR4AADjU6riTenruFknSsE7Ruq9zjIMrAgCgciPIAwAAh9lzPF0PfrpBeVabbmwarrG9r+RZ8QAAXARBHgAAOERiao6GfrRO6Tn5alu3uv53R0uZ3QjxAABcDEEeAABUuPQci4bOXKejqTmKDfXTB0PaytvD7OiyAABwCgR5AABQofLybfr3Zxu1KzFdoQFe+njYVarm6+nosgAAcBoEeQAAUGEMw9DoeVv1x76T8vU0a+bQdoqq4evosgAAcCoEeQAAUGFe/WW35v95RGY3k966q7Wa1gpydEkAADgdgjwAAKgQn605oDeXx0mSJt3WTNc3qungigAAcE4EeQAAUO4W7ziu8d9ulyT9p1tDDWgb5eCKAABwXgR5AABQrv48eFqPfbFJNkO6o22UHu9a39ElAQDg1AjyAACg3CQkZ+q+WRuUY7Hp+kaheqlvU5lMPCseAIDL4dAgb7VaNW7cOMXExMjHx0exsbF68cUXZRiGJMlisWj06NFq1qyZ/Pz8FBkZqcGDB+vo0aMXPO/zzz8vk8lU6KNx48YVcUkAAOCMkxm5GjJznU5l5qlZrSC9Oai1PMyMIQAAcLncHfnmU6ZM0dtvv61Zs2apSZMm2rBhg4YNG6agoCA9/vjjysrK0qZNmzRu3Di1aNFCp0+f1hNPPKFbbrlFGzZsuOC5mzRpoiVLlthfu7s79FIBAHApWXn5unfWBh04maWoGj76aGg7+XnxbzEAAGXBof+irlq1Sn369FHv3r0lSdHR0friiy+0bt06SVJQUJAWL15c6JgZM2boqquu0sGDB1WnTp3zntvd3V3h4eHlVzwAAChWvtWmxz7/U1sOpaiar4c+HnaVQgO8HF0WAABVhkODfMeOHfXee+9pz549atiwobZs2aKVK1dq2rRp5z0mNTVVJpNJ1apVu+C59+7dq8jISHl7e6tDhw6aNGnSeYN/bm6ucnNz7a/T0tIkFUztt1gsJb8wVGln+wR9A66A/o6SMgxD47/bqaW7kuTl7qZ372qlOtW8nKIP0d/hSujvcCXO0t9LUp/JOHtDugPYbDY9++yzmjp1qsxms6xWqyZOnKhnnnmm2PY5OTnq1KmTGjdurNmzZ5/3vD/99JMyMjLUqFEjHTt2TBMmTNCRI0e0fft2BQQEFGn//PPPa8KECUW2f/755/L19S39BQIA4GIWHzHp+4NmmWRoWEObWgQ77L8ZAAA4laysLA0aNEipqakKDAy8YFuHBvk5c+Zo5MiReuWVV9SkSRNt3rxZTz75pKZNm6YhQ4YUamuxWNSvXz8dPnxYK1asuOiFnSslJUV169bVtGnTdN999xXZX9yIfFRUlJKTk0v0PnANFotFixcvVvfu3eXh4eHocoByRX9HSSzYfFQj5xU8K35878a65+rz3wJXGdHf4Uro73AlztLf09LSFBIScklB3qFT60eOHKkxY8Zo4MCBkqRmzZrpwIEDmjRpUqEgb7FYNGDAAB04cEDLli0rcbiuVq2aGjZsqH379hW738vLS15eRe/d8/DwqNR/0HAs+gdcCf0dF/P73hN6Zv5fkqSHrq2ne6+JdXBFpUd/hyuhv8OVVPb+XpLaHPoMmKysLLm5FS7BbDbLZrPZX58N8Xv37tWSJUsUHBxc4vfJyMhQXFycIiIiLrtmAABQ2I6jaXr4s03Ktxm6uUWkRvfika8AAJQnhwb5m2++WRMnTtQPP/yghIQEzZ8/X9OmTVPfvn0lFYT422+/XRs2bNDs2bNltVqVmJioxMRE5eXl2c/TtWtXzZgxw/766aef1q+//qqEhAStWrVKffv2ldls1p133lnh1wgAQFV2JCVbwz5ep4zcfF1dr4Ze7d9cbm4mR5cFAECV5tCp9W+88YbGjRun4cOHKykpSZGRkXrooYc0fvx4SdKRI0e0cOFCSVLLli0LHbt8+XJdf/31kqS4uDglJyfb9x0+fFh33nmnTp48qdDQUHXu3Flr1qxRaGhohVwXAACuIDXLoqEfrdPxtFw1DPPXu/e0lZe72dFlAQBQ5Tk0yAcEBGj69OmaPn16sfujo6N1KWvxJSQkFHo9Z86cMqgOAACcT26+VQ98ukF7kzIUFuilj4ddpSCfynvfIQAAVYlDp9YDAADnY7MZemruFq2LP6UAL3d9POwqRVbzcXRZAAC4DII8AAAokcmLdun7rcfkYTbp3Xva6IoIHtUKAEBFIsgDAIBLNvOPeL33235J0iu3t1DH+iEOrggAANdDkAcAAJfkp23H9ML3OyRJo3o10q2tajm4IgAAXBNBHgAAXNSGhFN64svNMgzp7qvr6OHrYh1dEgAALosgDwAALmhfUobu/2SD8vJt6n5lmCbc0lQmE8+KBwDAURz6+DkAuBTxyZmau+GQDp/OVu3qPhrQNkoxIX6OLgtwCUnpORo6c51SsixqGVVNrw9sJbMbIR4AAEciyAOo1OZuOKQx87bKZDLJMAyZTCa9+2ucpvRrrv5toxxdHlClZeTm696P1+vw6WxFB/vqwyFt5eNpdnRZAAC4PKbWA6i04pMzNWbeVtkMyWozCn0ePW+rEpIzHV0iUGVZrDY9MnuTth9JU7Cfp2bde5WC/b0cXRYAABBBHkAlNnfDofPeh2symfTlhkMVXBHgGgzD0LPfbNOve07Ix8Osj4a2U91gbmcBAKCyIMgDqLQOn86WYRjF7rMZhg6dyqrgigDXMH3JXn218bDcTNKMQa3UIqqao0sCAADnIMgDqLRC/T1lKz7HyzCkVXEntXDLUVnP1whAiX25/qBeW7pXkvTSrc3U9YowB1cEAAD+iSAPoFI6fDpLS3YmXbDNqcw8Pf7Fn+o27VfN3XBIFqutgqoDqqblu5P07PztkqTHutTXoPZ1HFwRAAAoDkEeQKWz/Uiq+r61SgdPZSnQ210mk2R2M8ntnM8v3NJE/+nWUEE+HopPztSor7fq+ldW6JPVCcqxWB19CYDT2Xo4RY/M3iSrzdBtrWtpRPeGji4JAACcB4+fA1CprNidpOGzNykrz6rG4QGaOaydci02fXnOc+TvaBul6DPPkb/vmhjNXnNA7/8eryMp2Rr/7V96Y9k+PXBNjO5qX1d+XvyYAy7m4Mks3fvxemXlWXVNgxBNvq35eReaBAAAjsf/cAFUGl+uP6hn52+X1WaoU/1gvX13GwV6e0iSRvdqXOwx/l7ueui6WA3pGK0v1x/Su7/G6Whqjl7+cZfeWhGnezvFaEjHaAX5eFTkpQBO43RmnobOXKfkjDxdGRGot+5qLU93JuwBAFCZ8S81AIczDEP/W7xHo+dtK5jW26qWZg69yh7iL4W3h1lDOkZrxcgbNKVfM0UH+yoly6Jpi/eo0+Rlmrpol05m5JbjVQDOJ8di1f2fbND+5EzVquajmcPaKaAEf+8AAIBjMCIPwKEsVpue/Wabvtp4WJL06A319VSPhqWe1uvp7qY72tVRv9a19cO2Y3preZx2H0/XWyvi9NEf8Rp0VV09eG09hQd5l+VlAE7HajP0xJw/tfHAaQV6u+vjYe0UFsjfCwAAnAFBHoDDpOdYNHz2Jv2+N1lmN5Ne7NO0zFbJdje7qU/LWrq5eaQW7zyuN5fv09bDqfroj3h9tuaA+rWprYevi1WdYN8yeT/AmRiGoRe++0s//3VcnmY3vT+4rRqEBTi6LAAAcIkI8gAc4nhajobOXK+dx9Lk42HWm3e1UpfGZf+8ajc3k3o2CVePK8P0295kvblsn9YlnNIX6w5q7oZD6tMiUsNviFX9moQYuI73f9+vWasPSJKm3dFC7esFO7giAABQEgR5ABVuz/F0Df1onY6m5ijE31MfDW2n5rWrlet7mkwmXdcwVNc1DNXa/Sc1Y/k+/b43Wd/8eUTzNx/RjU3DNfz6+mpaK6hc6wAcbeGWo3r5x12SpLG9r9C/mkc6uCIAAFBSBHkAFWp13Ek9+OkGpefkq16Inz4edlWFT29vXy9Y7esFa8uhFL25fJ9+2XFcP25L1I/bEnVDo1A92qWB2tStXqE1ARVhddxJPT13iyTp3k4xuv+aeg6uCAAAlAZBHkCF+XbzEY38aqvyrDa1rVtd7w9uq+p+ng6rp0VUNb03uK12JabpreVx+n7rUS3ffULLd59Qh3rBeqxLfXWIDeZ52qgSdiem68FPNyjPatNNzcI1tvcVji4JAACUEo+fA1DuDMPQ2yvi9MSczcqz2nRj03B9dn97h4b4czUOD9Trd7bS0qeu14C2teXuZtLq/Sc16IO1uu3tVVq687gMw3B0mUCpJabmaOjMdUrPyVe76OqaNqCl3Nz4BRUAAM6KIA+gXFlthsZ/+5emLCq4J/e+zjF6c1BreXuYHVxZUTEhfpp6ewutGHm9BneoK093N/15MEX3zdqgm15fqR+2HpPVRqCHc0nLsWjozHU6lpqj2FA/vT+4baX8+wcAAC4dQR5AucnOs+rfn23Up2sOyGSSxv3rSo3715WVfiSwdnVfvdCnqVaOvkEPXVtPvp5m7TyWpkc+36Tu//tV8zYelsVqc3SZwEXl5dv08GcbtSsxXaEBXvp42FWq5ls5ZsIAAIDSI8gDKBcnM3J15/trtHjHcXm6u+mtQa11X+cYR5dVIjUDvPXMTVfoj9Fd9HjXBgr0dtf+E5l66qstuuHVFZq99oBy862OLhMolmEYGvX1Fv2x76T8PM2aObSdompU7MKSAACgfBDkAZS5+ORM3fb2Km0+lKJqvh76/P72urFZhKPLKrXqfp4a0b2h/hjTRaN6NVKwn6cOn87W/83frmunLtcHv+9XVl6+o8sECnnl591asPmo3N1MeuvuNjxaEQCAKoQgD6BMbTp4Wv3eXqUDJ7MUVcNH8x7uqLbRNRxdVpkI8PbQ8Ovra+XoLhr/rysVHuit42m5eumHneo8ZbneXL5PaTkWR5cJ6NM1B/TWijhJ0qTbmum6hqEOrggAAJQlgjyAMvPzX4m68701OpWZp2a1gvTNw50UG+rv6LLKnI+nWfd2jtGvo67XpNuaqU4NX53KzNMrP+9Wp8nL9N9fdutUZp6jy4SL+uWvRD337XZJ0ojuDdW/bZSDKwIAAGWNIA+gTMxalaB/f7ZRufk23dAoVHMevFqhAV6OLqtcebmbdedVdbTsqev0vztaqH5Nf6Xn5OuNZfvUafIyvfT9DiWl5Ti6TLiQTQdP6/E5f8pmSAPbRemxLvUdXRIAACgH7o4uAIBzs9kMTV60S+/9tl+SdOdVdfRinyZyN7vO7wndzW7q26q2+rSopZ//StSM5fv019E0fbAyXp+sOaABbWvroWtjWWgM5So+OVP3z9qgHEvBL9NeurWpTKbK/YQIAABQOgR5AKWWY7Hq6a+26PutxyRJI3s20vDrY102PLi5mXRjswj1ahquFbtPaMbyfdp44LQ+W3NQc9Yd0q2tamn49bGqVwVvN4BjJWfkaujMdTqVmafmtYM0Y1Brl/plGgAAroYgD6BUUrLy9OCnG7Uu/pTc3Uyaentz3da6tqPLqhRMJpNuaFxT1zcK1Zr9p/Tm8n1auS9ZX288rHmbDqt3swg9ckN9XRER6OhSUQVk5eXrvo/X2xeY/HBIO/l58c87AABVGf/SAyixw6ezNHTmeu1LylCAl7veuaeNOtUPcXRZlY7JZFKH2GB1iA3WnwdP683l+7RkZ5K+33pM3289pm5X1NQjN9RXqzrVHV0qnFS+1abHPv9TWw6nqrqvh2YNu6rKr00BAAAI8gBKaPuRVA37eL1OpOcqPNBbH9/bTo3DGVm+mFZ1quuDIe2042ia3lyxTz9uO6YlO5O0ZGeSOtcP0aNd6qt9TA2XvS0BJWcYhsZ9+5eW7kqSl7ubPhjSjts2AABwEQR5AJfs1z0nNPyzjcrMs6pxeIBmDmuniCAfR5flVK6MDNSbg1prX1KG3l4RpwWbj2jlvmSt3JestnWr65Eu9XV9w1ACPS7qrRVx+mLdQZlM0ut3tlKbuszsAADAVbASDoBLMnf9Id378Xpl5lnVqX6w5v67AyH+MtSv6a//DmihFU9fr7uvriNPs5s2HDitYTPX6+YZK7Vo+zHZbIajy0QlNW/jYb3y825J0oRbmqhnk3AHVwQAACqSQ4O81WrVuHHjFBMTIx8fH8XGxurFF1+UYfz9n1fDMDR+/HhFRETIx8dH3bp10969ey967jfffFPR0dHy9vZW+/bttW7duvK8FKDKMgxD/1u8R6PmbZXVZui2VrU0c+hVCvT2cHRpVUJUDV+9dGsz/T76Bt3fOUY+HmZtP5Kmf3+2ST2n/6YFfx5RvtXm6DJRify+94RGz9sqSXrounoa3CHasQUBAIAK59AgP2XKFL399tuaMWOGdu7cqSlTpmjq1Kl644037G2mTp2q119/Xe+8847Wrl0rPz8/9ezZUzk5Oec975dffqkRI0boueee06ZNm9SiRQv17NlTSUlJFXFZQJVhsdo06uutem1pwS/PHr2hvv47oIU83ZnMU9bCAr019l9X6o8xXfToDfUV4OWuvUkZevLLzery31/1xbqDys23OrpMONhfR1P18GeblG8zdEuLSI3u2djRJQEAAAdw6P/GV61apT59+qh3796Kjo7W7bffrh49ethHzw3D0PTp0zV27Fj16dNHzZs31yeffKKjR49qwYIF5z3vtGnT9MADD2jYsGG68sor9c4778jX11cfffRRBV0Z4PzScyy69+P1+mrjYbmZpJf7NtPTPRtx73Y5q+Hnqad7NtLKMV30dI+Gqu7roYOnsvTMN9t0/SsrNPOPeGXnEehd0ZGUbA2buV4ZufnqUC9Yr/RvLjc3/j4CAOCKHLrYXceOHfXee+9pz549atiwobZs2aKVK1dq2rRpkqT4+HglJiaqW7du9mOCgoLUvn17rV69WgMHDixyzry8PG3cuFHPPPOMfZubm5u6deum1atXF1tHbm6ucnNz7a/T0tIkSRaLRRaLpUyuFVXH2T5RlfvG8bQc3f/pn9qVmC4fDze9dkcL3dAotEpfc2Xj6y49dE207mlfW19uOKIPViboWGqOJny3QzOW7dOwjnU16KooBXiX749xV+jvziA126LBH65TUnquGtb014yBzeVm2GSxcNtFWaK/w5XQ3+FKnKW/l6Q+hwb5MWPGKC0tTY0bN5bZbJbVatXEiRN11113SZISExMlSWFhYYWOCwsLs+/7p+TkZFmt1mKP2bVrV7HHTJo0SRMmTCiy/ZdffpGvr2+JrwuuYfHixY4uoVwcy5Le2WlWSp5J/h6GHmqcp+y49foxztGVua4wSaOulNYmmbT0qJtOZubp1cV79dayPbo2wtC14Tb5lfOSBVW1vzsDi016e4dZcekmBXkaGlQ7RSuX8+dRnujvcCX0d7iSyt7fs7KyLrmtQ4P83LlzNXv2bH3++edq0qSJNm/erCeffFKRkZEaMmRIhdXxzDPPaMSIEfbXaWlpioqKUo8ePRQYyPOxUZjFYtHixYvVvXt3eXhUrQXf1saf0tjPNys9L18xwb76YHBr1anBL7Mqiz4qWLfgu63H9O5v8dqfnKVFh036PclDd14VpXs71lVogFeZvmdV7u/OwGYz9J+vtiou/bj8vdw1+/52ahQe4Oiyqiz6O1wJ/R2uxFn6+9mZ4ZfCoUF+5MiRGjNmjH2KfLNmzXTgwAFNmjRJQ4YMUXh4weN0jh8/roiICPtxx48fV8uWLYs9Z0hIiMxms44fP15o+/Hjx+3n+ycvLy95eRX9z6+Hh0el/oOGY1W1/vHt5iMa+dVW5Vltalu3ut4f3FbV/TwdXRb+wcNDuuOqaN3etq4WbU/UjOX7tPNYmj5YmaBP1xzUwHZRevC6WNWqVraPBqxq/b0yi0/O1NwNh3T4dLYOnszUlsOp8jCb9N49bdQ0qoajy3MJ9He4Evo7XEll7+8lqa1Ui90tX768NIcVkZWVJTe3wiWYzWbZbAX3/MXExCg8PFxLly61709LS9PatWvVoUOHYs/p6empNm3aFDrGZrNp6dKl5z0GcGWGYeidX+P0xJzNyrPadGPTcH12f3tCfCVndjOpd/MI/fh4Z304pK1aRlVTbr5Ns1Yf0PWvLNfor7cqITnT0WWihOZuOKSu/12h937br++3HNWWw6mSpP5taqtj/RAHVwcAACqLUgX5Xr16KTY2Vi+99JIOHTpU6je/+eabNXHiRP3www9KSEjQ/PnzNW3aNPXt21eSZDKZ9OSTT+qll17SwoULtW3bNg0ePFiRkZG69dZb7efp2rWrZsyYYX89YsQIvf/++5o1a5Z27typhx9+WJmZmRo2bFipawWqIqvN0Phv/9LknwrWj7ivc4zeHNRa3h5mB1eGS2UymdT1ijDNH95Rs+9vrw71gmWxGvpywyF1+e8KPTHnT+05nu7oMnERFqtNGxJOafS8rbIZBX83jXP2z1l/iF/MAAAAu1JNrT9y5Ig+/fRTzZo1SxMmTFCXLl1033336dZbb5Wn56WP4r3xxhsaN26chg8frqSkJEVGRuqhhx7S+PHj7W1GjRqlzMxMPfjgg0pJSVHnzp21aNEieXt729vExcUpOTnZ/vqOO+7QiRMnNH78eCUmJqply5ZatGhRkQXwAFeWnWfV43P+1OIdx2UySWN7X6n7Osc4uiyUkslkUqf6IepUP0QbD5zSjGX7tHz3CX27+ai+3XxUPZuE6dEbGqhZ7SBHl+oS8q02ncrK06nMPJ3MyNPJzDydzMjVqcw8JWfk6VRmrk5mnNmfmafU7AuvUmsymfTlhkMa3YvnxgMAAMlkGIZx8Wbnt2nTJs2cOVNffPGFJGnQoEG677771KJFizIp0BHS0tIUFBSk1NRUFrtDERaLRT/++KNuuummSn2PzYWczMjVfbM2aPOhFHm6u+m1O1rqxmYRFz8QTmX7kVS9tWKfftqeqLM/6a9tGKpHb6ivq2Iu7V7rqtDfy4LVZuh01tlQfk4Iz8g9E9ILXidnFoT1lKyyfbyNm0nq3TxSb9zZqkzPi8Lo73Al9He4Emfp7yXJoZe92F3r1q0VHh6u4OBgTZ48WR999JHeeustdejQQe+8846aNGlyuW8BoAzFJ2dq6Mx1OnAyS9V8PfTB4LZqG80CWlVR01pBeuuuNtqXlK63lsfp2y1H9dueE/ptzwldFVNDj95QX9c0CJHJZHJ0qRXOajOUkpVXKISfDegnM88dOS8I6ynZFpX0194mk1TD11M1/DwV7O+pYD8vBfuffe2lYD/Pgo8z+979LU7v/x4vq63oG5lMJtWuXrYLGAIAAOdV6iBvsVj07bff6qOPPtLixYvVtm1bzZgxQ3feeadOnDihsWPHqn///tqxY0dZ1gvgMmw6eFr3z9qgU5l5ql3dR7PuvUqxof6OLgvlrH7NAE27o6We7NZQb/8ap683HtK6+FMaHL9OLWoH6ZEb6qvbFWFyc3PeQG+zGUrJtuhUZu7fAfyc6ez/HEk/nZWnYvLyBZlMUjUfDwX7e6mGn6dCzobyMwE92K/w9mq+njKX4Ht6R7s6eu+3/cXuMwxDd7SNKlnBAACgyipVkH/sscf0xRdfyDAM3XPPPZo6daqaNm1q3+/n56dXX31VkZGRZVYogMvz81+JevyLP5Wbb1OzWkH6cGhb1QzwvviBqDLqBPtq0m3N9HjX+nrvt/36Yt1BbTmcqgc/3ajG4QEafkN99W4WUaLwWV5sNkNpOZZCo+J/j57nFhlJP51lKXYk+2Kq+XoUhO8zIbwgkHvaw/q5I+nVfDzkbi7VGrGXJCbET1P6NdfoeVtlMplkGIb985R+zRUd4ldu7w0AAJxLqYL8jh079MYbb+i2224r9vnrUsHz3MvqMXUALs+sVQl6/ru/ZBjSDY1CNWNQa/l5XfadNXBSEUE+eu7mJnrkhvr6aGW8Pll9QLsS0/X4F3/qf4v36OHrY9W3VS0dPp2tOWsPaP0eN+1w36uB7esqppRh0jAMpWXnF4yKnzNCfursQnCZfy8AV/B1XqmCeaC3u0LOCeE1/Lz+Hjk/O539zOvqvp7yKMdgXhr920apXXQNfXnmOfK1q/vojrZRhHgAAFBIqf4nf+4z2s97Ynd3XXfddaU5PYAyYrMZmrxol3267p1X1dGLfZqU66ginEeIv5dG9Wqsh66N1azVCfroj3jFJ2dq1Ndb9fIPO5WabZGbySSbYdKWlQl6f2W8pvRrrv5to2QYhtJz8+0j5MWPnOcp+czU9tNZebJYSx7MA7zdC42Qn286e7B/QTD3dHf+vh0d4sfq9AAA4IJKFeQnTZqksLAw3XvvvYW2f/TRRzpx4oRGjx5dJsUBKL3cfKuemrtF3289Jkka2bORhl8f65ILm+HCgnw99HjXBrqvc4xmrz2gt1fE6fSZVdethiHJdOazNPLrrZq8aJfSsi2lCub+Xu5/L/jmV3iE/OxI+tmvq/t5yMvdXJaXCgAAUCWUKsi/++67+vzzz4tsb9KkiQYOHEiQBxwsNcuiBz7doHXxp+TuZtLU25vrtta1HV0WKjk/L3c9eG2sTqTn6oOV8eddpf1kRt7fx3iaVcP/n6H87+ns/wzo3h4EcwAAgMtVqiCfmJioiIiiz5wODQ3VsWPHLrsoAKV3+HSWhs5cr31JGQrwctc797RRp/ohji4LTiQxLVcmScXleJNJ6lw/RJP7NVcwwRwAAMAhSnUzYVRUlP74448i2//44w9WqgccaPuRVPV9a5X2JWUoPNBbXz3cgRCPEqtd3ee8t2C4mUxqWitItar5EOIBAAAcpFQj8g888ICefPJJWSwWdenSRVLBAnijRo3SU089VaYFArg0v+45oeGfbVRmnlWNwwM0c1g7RQT5OLosOKEBbaP07q9xxe7jeeYAAACOV6ogP3LkSJ08eVLDhw9XXl7BvZLe3t4aPXq0nnnmmTItEMDFzV1/SM/M3yarzVDH2GC9c08bBXp7OLosOKl/Ps/cZrPJzWSSIfE8cwAAgEqgVEHeZDJpypQpGjdunHbu3CkfHx81aNDgvM+UB1A+DMPQ9CV79drSvZKkvq1qaUq/5lXiEVxwrLPPM/9i7QGt3xGndlfW053t6xLiAQAAKoFSBfmz/P391a5du7KqBUAJWKw2PfvNNn218bAk6ZEbYvV0j0Y8Xg5lJjrET0/3aKAf8/fqph4N5OHBLA8AAIDKoNRBfsOGDZo7d64OHjxon15/1jfffHPZhQE4v/Qci4bP3qTf9ybLzSS9dGszDWpfx9FlAQAAAKgApZp/O2fOHHXs2FE7d+7U/PnzZbFY9Ndff2nZsmUKCgoq6xoBnON4Wo7ueHeNft+bLB8Psz4Y0pYQDwAAALiQUgX5l19+Wf/73//03XffydPTU6+99pp27dqlAQMGqE4dAgVQXvYcT9dtb63SjmNpCvH31JcPXa0ujcMcXRYAAACAClSqIB8XF6fevXtLkjw9PZWZmSmTyaT//Oc/eu+998q0QAAFVsedVL+3V+lISrbqhfjpm4c7qXntao4uCwAAAEAFK1WQr169utLT0yVJtWrV0vbt2yVJKSkpysrKKrvqAEiSFm45qiEfrVN6Tr7a1q2ueQ93VJ1gX0eXBQAAAMABSrXY3bXXXqvFixerWbNm6t+/v5544gktW7ZMixcvVteuXcu6RsBlGYahd3/br8k/7ZIk3dg0XP+7o6W8PcwOrgwAAACAo5QqyM+YMUM5OTmSpP/7v/+Th4eHVq1apX79+mns2LFlWiDgqqw2Q88v/EufrjkgSbqvc4z+76Yr5ObG4+UAAAAAV1biIJ+fn6/vv/9ePXv2lCS5ublpzJgxZV4Y4Mqy86x6fM6fWrzjuEwm6f9uukL3X1PP0WUBAAAAqARKfI+8u7u7/v3vf9tH5AGUrZMZubrz/TVavOO4PN3d9Oag1oR4AAAAAHalWuzuqquu0ubNm8u4FADxyZm67e1V2nwoRdV8PTT7/va6qVmEo8sCAAAAUImU6h754cOHa8SIETp06JDatGkjPz+/QvubN29eJsUBrmTTwdO6f9YGncrMU+3qPpp171WKDfV3dFkAAAAAKplSBfmBAwdKkh5//HH7NpPJJMMwZDKZZLVay6Y6wEX88leiHvviT+Xm29SsVpA+HNpWNQO8HV0WAAAAgEqoVEE+Pj6+rOsAXNYnqxP03MK/ZBjSDY1CNWNQa/l5leqvJgAAAAAXUKq0ULdu3bKuA3A5NpuhKYt26d3f9kuS7ryqjl7s00Tu5lItXQEAAADARZQqyH/yyScX3D948OBSFQO4itx8q57+aqu+23JUkjSyZyMNvz5WJhPPiAcAAABwYaUK8k888USh1xaLRVlZWfL09JSvry9BHriA1CyLHvh0g9bFn5K7m0lTb2+u21rXdnRZAAAAAJxEqYL86dOni2zbu3evHn74YY0cOfKyiwKqqsOnszR05nrtS8pQgJe73rmnjTrVD3F0WQAAAACcSJndjNugQQNNnjy5yGg9gALbj6Sq71urtC8pQ+GB3pr77w6EeAAAAAAlVqZLY7u7u+vo0aNleUqgSvh1zwkN/2yjMvOsahQWoI/vbaeIIB9HlwUAAADACZUqyC9cuLDQa8MwdOzYMc2YMUOdOnUqk8KAqmLu+kN6Zv42WW2GOsYG65172ijQ28PRZQEAAABwUqUK8rfeemuh1yaTSaGhoerSpYv++9//lkVdgNMzDEPTl+zVa0v3SpL6tqqlKf2ay9Odx8sBAAAAKL1SBXmbzVbWdQBVisVq07PfbNNXGw9Lkh65IVZP92jE4+UAAAAAXLYyvUcegJSRm6/hszfptz0n5GaSXrq1mQa1r+PosgAAAABUEaWa49uvXz9NmTKlyPapU6eqf//+l10U4KyOp+VowDur9dueE/LxMOuDIW0J8QAAAADKVKmC/G+//aabbrqpyPYbb7xRv/3222UXBTijPcfTddtbq7TjWJpC/D315UNXq0vjMEeXBQAAAKCKKVWQz8jIkKenZ5HtHh4eSktLu+TzREdHy2QyFfl45JFHlJCQUOw+k8mkr7766rznHDp0aJH2vXr1Ks1lApdsddxJ9Xt7lY6kZKteiJ++ebiTmteu5uiyAAAAAFRBpQryzZo105dffllk+5w5c3TllVde8nnWr1+vY8eO2T8WL14sSerfv7+ioqIK7Tt27JgmTJggf39/3XjjjRc8b69evQod98UXX5TsAoESWLjlqIZ8tE7pOflqU7e65j3cUXWCfR1dFgAAAIAqqlSL3Y0bN0633Xab4uLi1KVLF0nS0qVL9cUXX1xwtPyfQkNDC72ePHmyYmNjdd1118lkMik8PLzQ/vnz52vAgAHy9/e/4Hm9vLyKHAuUhfjkTM1Ze0Dr97jpL/c9kslN7/22X5J0Y9Nw/e+OlvL2MDu4SgAAAABVWamC/M0336wFCxbo5Zdf1tdffy0fHx81b95cS5Ys0XXXXVeqQvLy8vTZZ59pxIgRxT6ia+PGjdq8ebPefPPNi55rxYoVqlmzpqpXr64uXbropZdeUnBw8Hnb5+bmKjc31/767O0BFotFFoulFFeDqujrTUf0fwv+kkmSzTDpz98TZJzZN7RDHY3p1Uhm2WSx8HhGVB1nfwbysxCugP4OV0J/hytxlv5ekvpMhmEYF29W/ubOnatBgwbp4MGDioyMLLJ/+PDhWrFihXbs2HHB88yZM0e+vr6KiYlRXFycnn32Wfn7+2v16tUym4sfKX3++ec1YcKEIts///xz+foyRRpSUrb08mazDP3zl0wFf33GtrQq1Kfi6wIAAABQNWRlZWnQoEFKTU1VYGDgBduWKsivX79eNptN7du3L7R97dq1MpvNatu2bUlPqZ49e8rT01PfffddkX3Z2dmKiIjQuHHj9NRTT5XovPv371dsbKyWLFmirl27FtumuBH5qKgoJScnX/QbCNfw6i979cHKBFmL+etiNkn3d47R0z0aOKAyoHxZLBYtXrxY3bt3l4eHh6PLAcoV/R2uhP4OV+Is/T0tLU0hISGXFORLNbX+kUce0ahRo4oE+SNHjmjKlClau3Ztic534MABLVmyRN98802x+7/++mtlZWVp8ODBJa61Xr16CgkJ0b59+84b5L28vOTl5VVku4eHR6X+g0bFOZqWK0PF/87LOLOfvoKqjJ+HcCX0d7gS+jtcSWXv7yWprVSr1u/YsUOtW7cusr1Vq1YXnfpenJkzZ6pmzZrq3bt3sfs//PBD3XLLLUUWx7sUhw8f1smTJxUREVHiY4Gzalf3KTKp/iyTyaTa1ZlXDwAAAKBilCrIe3l56fjx40W2Hzt2TO7uJRvkt9lsmjlzpoYMGVLssfv27dNvv/2m+++/v9jjGzdurPnz50sqeL79yJEjtWbNGiUkJGjp0qXq06eP6tevr549e5aoLuBc/dvUlvU8N6EYhqE72kZVbEEAAAAAXFapgnyPHj30zDPPKDU11b4tJSVFzz77rLp3716icy1ZskQHDx7UvffeW+z+jz76SLVr11aPHj2K3b979257HWazWVu3btUtt9yihg0b6r777lObNm30+++/Fzt1HrhU6xNO2b92M0kmGTKbCr6e0q+5okP8HFgdAAAAAFdSqnvkX331VV177bWqW7euWrVqJUnavHmzwsLC9Omnn5boXD169NCF1tt7+eWX9fLLL593/7nH+vj46Oeffy7R+wMXcyw1Wy99v1OS9O/r6smwGVq/I07trqynO9vXJcQDAAAAqFClCvK1atXS1q1bNXv2bG3ZskU+Pj4aNmyY7rzzzkq9eABQUoZh6Jlvtik9N1+t6lTTyJ6NZbPm68f8vbqpRwP6OwAAAIAKV6ogL0l+fn7q3Lmz6tSpo7y8PEnSTz/9JEm65ZZbyqY6wMG+3nhYK3afkKe7m165vbnMbibZrI6uCgAAAIArK1WQ379/v/r27att27bJZDLJMAyZTH+v6W21knTg/BJTc/TC9wVPYfhPt4aqXzPAwRUBAAAAQCkXu3viiScUExOjpKQk+fr6avv27fr111/Vtm1brVixooxLBCqeYRh6dv42pefkq0XtID1wTYyjSwIAAAAASaUckV+9erWWLVumkJAQubm5yWw2q3Pnzpo0aZIef/xx/fnnn2VdJ1Ch5v95RMt2JcnT7KZX+reQu7lUv/MCAAAAgDJXqnRitVoVEFAwzTgkJERHjx6VJNWtW1e7d+8uu+oAB0hKy9HzC/+SJD3RrYEahjGlHgAAAEDlUaoR+aZNm2rLli2KiYlR+/btNXXqVHl6euq9995TvXr1yrpGoMIUTKnfrrScfDWrFaSHrqU/AwAAAKhcShXkx44dq8zMTEnSCy+8oH/961+65pprFBwcrC+//LJMCwQq0sItR7Vk53F5mE16pX9zptQDAAAAqHRKFeR79uxp/7p+/fratWuXTp06perVqxdavR5wJknpOXruzJT6x7o0UOPwQAdXBAAAAABFlfo58v9Uo0aNsjoVUOEMw9C4BduVkmXRlRGBevj6WEeXBAAAAADFYt4wIOn7rcf081/H5e5m0qv9W8iDKfUAAAAAKinSClxeckauxn+7XZL0yA31dWUkU+oBAAAAVF4Eebi88d9u1+ksixqHB+iRG+o7uhwAAAAAuCCCPFzaD1uP6cdtiTKfmVLv6c5fCQAAAACVG6kFLuvkOVPqh18fq6a1ghxcEQAAAABcHEEeLuu5hX/pZGaeGoUF6NEuTKkHAAAA4BwI8nBJi7Yf0/dbj8nsZtIr/ZvLy93s6JIAAAAA4JIQ5OFyTmfmaeyCgin1D11bT81rV3NsQQAAAABQAgR5uJznv/tLyRl5alDTX090a+DocgAAAACgRAjycCm//JWobzcflZtJeqV/C6bUAwAAAHA6BHm4jJSsPP3fmSn1D1xbTy2jqjm2IAAAAAAoBYI8XMYL3+3QifRcxYb66T/dGjq6HAAAAAAoFYI8XMLSncf1zZ9H7FPqvT2YUg8AAADAORHkUeWlZln07PxtkqT7r6mn1nWqO7giAAAAACg9gjyqvBd/2KHjabmqF+KnEd2ZUg8AAADAuRHkUaUt352krzcelskkTb29OVPqAQAAADg9gjyqrLQci56ZVzCl/t5OMWobXcPBFQEAAADA5SPIo8qa+P1OJablKDrYV0/3aOTocgAAAACgTBDkUSX9uueEvtxw6MyU+hby8WRKPQAAAICqgSCPKic9x6Jn5m2VJA3pEK2rYphSDwAAAKDqIMijynn5x106mpqjOjV8NaoXU+oBAAAAVC0EeVQpK/cm64t1ByVJU/o1l6+nu4MrAgAAAICyRZBHlZGRm6/RZ6bUD+5QVx1igx1cEQAAAACUPYI8qozJP+3UkZRs1a7uo9G9Gju6HAAAAAAoFwR5VAmr9iXrszUFU+qn9msuPy+m1AMAAAComgjycHqZufkadWZK/V3t66hj/RAHVwQAAAAA5YcgD6c3ddEuHT6drVrVfPTMTVc4uhwAAAAAKFcEeTi1NftPatbqA5Kkyf2ayZ8p9QAAAACqOIcG+ejoaJlMpiIfjzzyiCTp+uuvL7Lv3//+9wXPaRiGxo8fr4iICPn4+Khbt27au3dvRVwOKlhWXr5GfV0wpf7Oq6J0TYNQB1cEAAAAAOXPoUF+/fr1OnbsmP1j8eLFkqT+/fvb2zzwwAOF2kydOvWC55w6dapef/11vfPOO1q7dq38/PzUs2dP5eTklOu1oOK98vNuHTyVpcggbz3LlHoAAAAALsKh85BDQwuPoE6ePFmxsbG67rrr7Nt8fX0VHh5+SeczDEPTp0/X2LFj1adPH0nSJ598orCwMC1YsEADBw4su+LhUOviT+njVQmSpEn9mivA28OxBQEAAABABak0NxTn5eXps88+04gRI2QymezbZ8+erc8++0zh4eG6+eabNW7cOPn6+hZ7jvj4eCUmJqpbt272bUFBQWrfvr1Wr1593iCfm5ur3Nxc++u0tDRJksVikcViKYvLQxnKzrNq5FdbZBjS7a1rqWNMtQr9czr7XvQNuAL6O1wJ/R2uhP4OV+Is/b0k9VWaIL9gwQKlpKRo6NCh9m2DBg1S3bp1FRkZqa1bt2r06NHavXu3vvnmm2LPkZiYKEkKCwsrtD0sLMy+rziTJk3ShAkTimz/5ZdfzvtLAzjO/AQ3HTjlpiBPQ23MB/TjjwccUsfZW0EAV0B/hyuhv8OV0N/hSip7f8/KyrrktibDMIxyrOWS9ezZU56envruu+/O22bZsmXq2rWr9u3bp9jY2CL7V61apU6dOuno0aOKiIiwbx8wYIBMJpO+/PLLYs9b3Ih8VFSUkpOTFRgYeBlXhbK26WCKBn6wToYhvX9PK13fsOIXuLNYLFq8eLG6d+8uDw+m9KNqo7/DldDf4Uro73AlztLf09LSFBISotTU1Ivm0EoxIn/gwAEtWbLkvCPtZ7Vv316Szhvkz95Lf/z48UJB/vjx42rZsuV5z+vl5SUvL68i2z08PCr1H7SrybFY9cz8v2QYUr/WtdW9SaRD66F/wJXQ3+FK6O9wJfR3uJLK3t9LUluleI78zJkzVbNmTfXu3fuC7TZv3ixJhUL6uWJiYhQeHq6lS5fat6WlpWnt2rXq0KFDmdULx5i2eI/2J2eqZoCXxv/rSkeXAwAAAAAO4fAgb7PZNHPmTA0ZMkTu7n9PEIiLi9OLL76ojRs3KiEhQQsXLtTgwYN17bXXqnnz5vZ2jRs31vz58yVJJpNJTz75pF566SUtXLhQ27Zt0+DBgxUZGalbb721oi8NZWjTwdP64Pf9kqSX+zZTkG/l/U0aAAAAAJQnh0+tX7JkiQ4ePKh777230HZPT08tWbJE06dPV2ZmpqKiotSvXz+NHTu2ULvdu3crNTXV/nrUqFHKzMzUgw8+qJSUFHXu3FmLFi2St7d3hVwPyl6OpWCVepsh9W1VS92uDLv4QQAAAABQRTk8yPfo0UPFrbcXFRWlX3/99aLH//NYk8mkF154QS+88EKZ1QjHmr5kr+JOZCrE30vP3cyUegAAAACuzeFT64EL2XIoRe/9FidJerlvU1Xz9XRwRQAAAADgWAR5VFq5+VY9fWZK/S0tItWjSbijSwIAAAAAhyPIo9J6fele7U3KUIi/p56/pYmjywEAAACASoEgj0pp2+FUvfNrwSr1L93aVDX8mFIPAAAAABJBHpVQXr5NT3+1RVabod7NI9SraYSjSwIAAACASoMgj0pnxrK92n08XTX8PPUCU+oBAAAAoBCCPCqV7UdS9eaKglXqX+zTVMH+Xg6uCAAAAAAqF4I8Ko28fJtGfr1VVpuhG5uGq3dzptQDAAAAwD8R5FFpvLVin3YeS1N1Xw+90Kepo8sBAAAAgEqJII9KYcfRNM1Ytk+SNKFPU4UGMKUeAAAAAIpDkIfDWaw2jfx6i/JthnpcGaabmVIPAAAAAOdFkIfDvbMiTn8dTVOQj4de6ttUJpPJ0SUBAAAAQKVFkIdD7UpM0+vL9kqSJtzSRDUDvB1cEQAAAABUbgR5OEy+1aaRX22VxWqo2xVh6tMy0tElAQAAAEClR5CHw7z7235tO5KqQG93vcyUegAAAAC4JAR5OMSe4+l6bUnBlPrnbm6imoFMqQcAAACAS0GQR4XLt9o08uutyrPa1KVxTd3WupajSwIAAAAAp0GQR4X7YGW8thxKUYC3u17u24wp9QAAAABQAgR5VKh9SematniPJGncv65UeBBT6gEAAACgJAjyqDBWm1EwpT7fpusahqp/m9qOLgkAAAAAnA5BHhXmo5Xx+vNgivy93DXpNqbUAwAAAEBpEORRIeJOZOjVX3ZLksb2vkKR1XwcXBEAAAAAOCeCPMqd1WZo1NdblZtv0zUNQnRHuyhHlwQAAAAATosgj3L38aoEbTxwWv5e7prcrzlT6gEAAADgMhDkUa7ikzP1ys+7JEnP3NRYtZhSDwAAAACXhSCPcmOzGRr99VblWGzqGBusQVfVcXRJAAAAAOD0CPIoN5+sTtC6hFPy9TRrClPqAQAAAKBMEORRLg6czNSURQWr1D9zY2NF1fB1cEUAAAAAUDUQ5FHmbGdWqc+2WHV1vRq6q31dR5cEAAAAAFUGQR5lbvbaA1obf0o+HmZN7ddCbm5MqQcAAACAskKQR5k6dCpLk34qWKV+dK9GqhPMlHoAAAAAKEsEeZSZs1Pqs/Ksuiq6hgZ3iHZ0SQAAAABQ5RDkUWY+X3dQq/eflLeHm6be3pwp9QAAAABQDgjyKBOHT2dp0o87JUkjezZWdIifgysCAAAAgKqJII/LZhiGxszbpsw8q9rWra6hHaMdXRIAAAAAVFkEeVy2OesPaeW+ZHm5F0ypNzOlHgAAAADKDUEel+VISrYm/nB2Sn0j1Qv1d3BFAAAAAFC1EeRRaoZh6JlvtikjN1+t61TTsE4xji4JAAAAAKo8hwb56OhomUymIh+PPPKITp06pccee0yNGjWSj4+P6tSpo8cff1ypqakXPOfQoUOLnK9Xr14VdEWu5asNh/XbnhPydHfT1NtbMKUeAAAAACqAuyPffP369bJarfbX27dvV/fu3dW/f38dPXpUR48e1auvvqorr7xSBw4c0L///W8dPXpUX3/99QXP26tXL82cOdP+2svLq9yuwVUdS83Wiz/skCQ91b2h6tdkSj0AAAAAVASHBvnQ0NBCrydPnqzY2Fhdd911MplMmjdvnn1fbGysJk6cqLvvvlv5+flydz9/6V5eXgoPDy+3ul2dYRh69pttSs/JV4uoarr/mnqOLgkAAAAAXIZDg/y58vLy9Nlnn2nEiBEymYqfop2amqrAwMALhnhJWrFihWrWrKnq1aurS5cueumllxQcHHze9rm5ucrNzbW/TktLkyRZLBZZLJZSXE3V9s2fR7R89wl5mE2adOuVslnzZbNe/Liq4myfoG/AFdDf4Uro73Al9He4Emfp7yWpz2QYhlGOtVyyuXPnatCgQTp48KAiIyOL7E9OTlabNm109913a+LEiec9z5w5c+Tr66uYmBjFxcXp2Weflb+/v1avXi2z2VzsMc8//7wmTJhQZPvnn38uX1/f0l9UFZSaJ03abFa21aR/1bGqe61K0X0AAAAAwKllZWVp0KBB9gHsC6k0Qb5nz57y9PTUd999V2RfWlqaunfvrho1amjhwoXy8PC45PPu379fsbGxWrJkibp27Vpsm+JG5KOiopScnHzRb6ArMQxDD83+U8t3J6tZrUDNfeAquZtd78EHFotFixcvVvfu3UvUFwFnRH+HK6G/w5XQ3+FKnKW/p6WlKSQk5JKCfKWYWn/gwAEtWbJE33zzTZF96enp6tWrlwICAjR//vwSf+Pr1aunkJAQ7du377xB3svLq9gF8Tw8PCr1H3RFm//nYS3fnSwPs0mv9m8pH2/XXkSQ/gFXQn+HK6G/w5XQ3+FKKnt/L0ltlWI4debMmapZs6Z69+5daHtaWpp69OghT09PLVy4UN7e3iU+9+HDh3Xy5ElFRESUVbkuKSktR88vLFil/omuDdQoPMDBFQEAAACAa3J4kLfZbJo5c6aGDBlSaBG7syE+MzNTH374odLS0pSYmKjExMRCj6xr3Lix5s+fL0nKyMjQyJEjtWbNGiUkJGjp0qXq06eP6tevr549e1b4tVUVhmHo/xZsV2q2RU0iA/XQdbGOLgkAAAAAXJbDp9YvWbJEBw8e1L333lto+6ZNm7R27VpJUv369Qvti4+PV3R0tCRp9+7dSk1NlSSZzWZt3bpVs2bNUkpKiiIjI9WjRw+9+OKLPEv+MizcclSLdxyXu5tJr/ZvIQ8XvC8eAAAAACoLhwf5Hj16qLj19q6//vpit//TuW18fHz0888/l2l9ru5Eeq6eW/iXJOmxLg10RQSL/wEAAACAIzG0ivMyDEPjFmxXSpZFV0YEavgNTKkHAAAAAEcjyOO8fth2TIv+SpS7m0mv9G/OlHoAAAAAqARIZijWyYxcjf+2YEr98Bvqq0lkkIMrAgAAAABIBHmcx/iFf+lUZp4ahwfo0RvqX/wAAAAAAECFIMijiB+3HdMPW4/JfGaVek93ugkAAAAAVBYkNBRyKjNP4xZslyQ9fF2smtZiSj0AAAAAVCYEeRTy3MK/dDIzTw3D/PVYV6bUAwAAAEBlQ5CH3aLtifpuy1G5maRXbm8hL3ezo0sCAAAAAPwDQR6SpNOZeRp7Zkr9Q9fFqkVUNccWBAAAAAAoFkEekqQJ3/2l5Ixc1a/prye6NnB0OQAAAACA8yDIQ4t3HNeCzWen1DeXtwdT6gEAAACgsiLIu7iUrDw9O3+bJOmBa+qpVZ3qDq4IAAAAAHAhBHkX98L3O3QiPVf1Qv30n+4NHV0OAAAAAOAiCPIubNmu4/pm0xGZzqxSz5R6AAAAAKj8CPIuKjXbome+KZhSf1+nGLWpy5R6AAAAAHAGBHkX9dL3O3Q8LVcxIX56qkcjR5cDAAAAALhEBHkXtGJ3kr7aeFgmkzT19uby8WRKPQAAAAA4C4K8i0nL+XtK/dCO0WoXXcPBFQEAAAAASoIg72Je/mGnjqXmqG6wr0b2ZEo9AAAAADgbgrwL+W3PCc1Zf0iSNLVfc/l6uju4IgAAAABASRHkXUT6OVPqh3Soq/b1gh1cEQAAAACgNAjyLmLST7t0JCVbUTV8NKpXY0eXAwAAAAAoJYK8C/hjX7I+X3tQkjSlX3P5eTGlHgAAAACcFUG+isvIzdeor7dKku6+uo46xoY4uCIAAAAAwOUgyFdxU85Mqa9VzUdjbrzC0eUAAAAAAC4TQb4KWxWXrE/XHJAkTb29ufyZUg8AAAAATo8gX0Vl5eVr9LyCKfWD2tdRp/pMqQcAAACAqoAgX0VNXbRbh05lKzLIW8/cyCr1AAAAAFBVEOSroLX7T+rjVQmSpMn9mivA28OxBQEAAAAAygxBvorJzrNq1Jkp9QPbRenahqEOrggAAAAAUJYI8lXMKz/v1oGTWYoI8tazvVmlHgAAAACqGoJ8FbI+4ZRmroqXJL18WzMFMqUeAAAAAKocgnwVkZ1n1aivt8owpP5tauuGRjUdXRIAAAAAoBwQ5KuIaYt3Kz45U2GBXhr7rysdXQ4AAAAAoJwQ5KuAjQdO6YOVBVPqJ93WTEE+TKkHAAAAgKrK3dEFoHTikzM1d8MhHTiZqVX7TsowpNta11KXxmGOLg0AAAAAUI4I8k5o7oZDGjNvq0wmk2w2Q8aZ7S1qV3NkWQAAAACACsDUeicTn5ypMfO2ymZI1nNCvCRN+O4vJSRnOqw2AAAAAED5I8g7mbkbDslkMhW7z2Qy6csNhyq4IgAAAABARXJokI+OjpbJZCry8cgjj0iScnJy9Mgjjyg4OFj+/v7q16+fjh8/fsFzGoah8ePHKyIiQj4+PurWrZv27t1bEZdTIQ6fzpZhGMXuMwxDh09nV3BFAAAAAICK5NAgv379eh07dsz+sXjxYklS//79JUn/+c9/9N133+mrr77Sr7/+qqNHj+q222674DmnTp2q119/Xe+8847Wrl0rPz8/9ezZUzk5OeV+PRWhdnWfC47I167uU8EVAQAAAAAqkkODfGhoqMLDw+0f33//vWJjY3XdddcpNTVVH374oaZNm6YuXbqoTZs2mjlzplatWqU1a9YUez7DMDR9+nSNHTtWffr0UfPmzfXJJ5/o6NGjWrBgQcVeXDkZ0DbqgiPyd7SNquCKAAAAAAAVqdKsWp+Xl6fPPvtMI0aMkMlk0saNG2WxWNStWzd7m8aNG6tOnTpavXq1rr766iLniI+PV2JiYqFjgoKC1L59e61evVoDBw4s9r1zc3OVm5trf52WliZJslgsslgsZXWJZaJ2kKdevrWJnl3wl0wmkwzDkEmSIenlW5uoVpBnpau5qjn7/eX7DFdAf4crob/DldDf4Uqcpb+XpL5KE+QXLFiglJQUDR06VJKUmJgoT09PVatWrVC7sLAwJSYmFnuOs9vDwgo/S/1Cx0jSpEmTNGHChCLbf/nlF/n6+pbgKiqGj6RnW0hrktx0Kleq4SVdXdMmn8Qt+vHHLY4uz2WcvRUEcAX0d7gS+jtcCf0drqSy9/esrKxLbltpgvyHH36oG2+8UZGRkRX+3s8884xGjBhhf52WlqaoqCj16NFDgYGBFV7PpRri6AJclMVi0eLFi9W9e3d5eHg4uhygXNHf4Uro73Al9He4Emfp72dnhl+KShHkDxw4oCVLluibb76xbwsPD1deXp5SUlIKjcofP35c4eHhxZ7n7Pbjx48rIiKi0DEtW7Y87/t7eXnJy8uryHYPD49K/QcNx6J/wJXQ3+FK6O9wJfR3uJLK3t9LUluleI78zJkzVbNmTfXu3du+rU2bNvLw8NDSpUvt23bv3q2DBw+qQ4cOxZ4nJiZG4eHhhY5JS0vT2rVrz3sMAAAAAADOxOFB3mazaebMmRoyZIjc3f+eIBAUFKT77rtPI0aM0PLly7Vx40YNGzZMHTp0KLTQXePGjTV//nxJBY9fe/LJJ/XSSy9p4cKF2rZtmwYPHqzIyEjdeuutFX1pAAAAAACUOYdPrV+yZIkOHjyoe++9t8i+//3vf3Jzc1O/fv2Um5urnj176q233irUZvfu3UpNTbW/HjVqlDIzM/Xggw8qJSVFnTt31qJFi+Tt7V3u1wIAAAAAQHlzeJDv0aPHeZ+L7u3trTfffFNvvvnmeY//57Emk0kvvPCCXnjhhTKtEwAAAACAysDhU+sBAAAAAMClI8gDAAAAAOBECPIAAAAAADgRgjwAAAAAAE6EIA8AAAAAgBMhyAMAAAAA4EQI8gAAAAAAOBGCPAAAAAAAToQgDwAAAACAEyHIAwAAAADgRAjyAAAAAAA4EYI8AAAAAABOhCAPAAAAAIATIcgDAAAAAOBECPIAAAAAADgRgjwAAAAAAE6EIA8AAAAAgBMhyAMAAAAA4EQI8gAAAAAAOBGCPAAAAAAATsTd0QVURoZhSJLS0tIcXAkqI4vFoqysLKWlpcnDw8PR5QDliv4OV0J/hyuhv8OVOEt/P5s/z+bRCyHIFyM9PV2SFBUV5eBKAAAAAACuJD09XUFBQRdsYzIuJe67GJvNpqNHjyogIEAmk8nR5aCSSUtLU1RUlA4dOqTAwEBHlwOUK/o7XAn9Ha6E/g5X4iz93TAMpaenKzIyUm5uF74LnhH5Yri5ual27dqOLgOVXGBgYKX+QQCUJfo7XAn9Ha6E/g5X4gz9/WIj8Wex2B0AAAAAAE6EIA8AAAAAgBMhyAMl5OXlpeeee05eXl6OLgUod/R3uBL6O1wJ/R2upCr2dxa7AwAAAADAiTAiDwAAAACAEyHIAwAAAADgRAjyAAAAAAA4EYI8AAAAAABOhCAPlzRp0iS1a9dOAQEBqlmzpm699Vbt3r27UJucnBw98sgjCg4Olr+/v/r166fjx48XanPw4EH17t1bvr6+qlmzpkaOHKn8/PxCbVasWKHWrVvLy8tL9evX18cff1zelwec1+TJk2UymfTkk0/at9HXUZUcOXJEd999t4KDg+Xj46NmzZppw4YN9v2GYWj8+PGKiIiQj4+PunXrpr179xY6x6lTp3TXXXcpMDBQ1apV03333aeMjIxCbbZu3aprrrlG3t7eioqK0tSpUyvk+oCzrFarxo0bp5iYGPn4+Cg2NlYvvviizl3Hmv4OZ/Xbb7/p5ptvVmRkpEwmkxYsWFBof0X27a+++kqNGzeWt7e3mjVrph9//LHMr7dUDMAF9ezZ05g5c6axfft2Y/PmzcZNN91k1KlTx8jIyLC3+fe//21ERUUZS5cuNTZs2GBcffXVRseOHe378/PzjaZNmxrdunUz/vzzT+PHH380QkJCjGeeecbeZv/+/Yavr68xYsQIY8eOHcYbb7xhmM1mY9GiRRV6vYBhGMa6deuM6Ohoo3nz5sYTTzxh305fR1Vx6tQpo27dusbQoUONtWvXGvv37zd+/vlnY9++ffY2kydPNoKCgowFCxYYW7ZsMW655RYjJibGyM7Otrfp1auX0aJFC2PNmjXG77//btSvX9+488477ftTU1ONsLAw46677jK2b99ufPHFF4aPj4/x7rvvVuj1wrVNnDjRCA4ONr7//nsjPj7e+Oqrrwx/f3/jtddes7ehv8NZ/fjjj8b//d//Gd98840hyZg/f36h/RXVt//44w/DbDYbU6dONXbs2GGMHTvW8PDwMLZt21bu34OLIcgDhmEkJSUZkoxff/3VMAzDSElJMTw8PIyvvvrK3mbnzp2GJGP16tWGYRT8gHFzczMSExPtbd5++20jMDDQyM3NNQzDMEaNGmU0adKk0HvdcccdRs+ePcv7koBC0tPTjQYNGhiLFy82rrvuOnuQp6+jKhk9erTRuXPn8+632WxGeHi48corr9i3paSkGF5eXsYXX3xhGIZh7Nixw5BkrF+/3t7mp59+Mkwmk3HkyBHDMAzjrbfeMqpXr27v/2ffu1GjRmV9ScB59e7d27j33nsLbbvtttuMu+66yzAM+juqjn8G+Yrs2wMGDDB69+5dqJ727dsbDz30UJleY2kwtR6QlJqaKkmqUaOGJGnjxo2yWCzq1q2bvU3jxo1Vp04drV69WpK0evVqNWvWTGFhYfY2PXv2VFpamv766y97m3PPcbbN2XMAFeWRRx5R7969i/RH+jqqkoULF6pt27bq37+/atasqVatWun999+374+Pj1diYmKhvhoUFKT27dsX6u/VqlVT27Zt7W26desmNzc3rV271t7m2muvlaenp71Nz549tXv3bp0+fbq8LxOQJHXs2FFLly7Vnj17JElbtmzRypUrdeONN0qiv6Pqqsi+XZn/f0OQh8uz2Wx68skn1alTJzVt2lSSlJiYKE9PT1WrVq1Q27CwMCUmJtrbnBtszu4/u+9CbdLS0pSdnV0elwMUMWfOHG3atEmTJk0qso++jqpk//79evvtt9WgQQP9/PPPevjhh/X4449r1qxZkv7ur8X11XP7cs2aNQvtd3d3V40aNUr0dwIob2PGjNHAgQPVuHFjeXh4qFWrVnryySd11113SaK/o+qqyL59vjaVoe+7O7oAwNEeeeQRbd++XStXrnR0KUCZO3TokJ544gktXrxY3t7eji4HKFc2m01t27bVyy+/LElq1aqVtm/frnfeeUdDhgxxcHVA2Zo7d65mz56tzz//XE2aNNHmzZv15JNPKjIykv4OuABG5OHSHn30UX3//fdavny5ateubd8eHh6uvLw8paSkFGp//PhxhYeH29v8c2Xvs68v1iYwMFA+Pj5lfTlAERs3blRSUpJat24td3d3ubu769dff9Xrr78ud3d3hYWF0ddRZUREROjKK68stO2KK67QwYMHJf3dX4vrq+f25aSkpEL78/PzderUqRL9nQDK28iRI+2j8s2aNdM999yj//znP/bZV/R3VFUV2bfP16Yy9H2CPFySYRh69NFHNX/+fC1btkwxMTGF9rdp00YeHh5aunSpfdvu3bt18OBBdejQQZLUoUMHbdu2rdAPicWLFyswMND+H8kOHToUOsfZNmfPAZS3rl27atu2bdq8ebP9o23btrrrrrvsX9PXUVV06tSpyKNE9+zZo7p160qSYmJiFB4eXqivpqWlae3atYX6e0pKijZu3Ghvs2zZMtlsNrVv397e5rfffpPFYrG3Wbx4sRo1aqTq1auX2/UB58rKypKbW+H/ypvNZtlsNkn0d1RdFdm3K/X/bxy92h7gCA8//LARFBRkrFixwjh27Jj9Iysry97m3//+t1GnTh1j2bJlxoYNG4wOHToYHTp0sO8/+0iuHj16GJs3bzYWLVpkhIaGFvtIrpEjRxo7d+403nzzTR7JBYc7d9V6w6Cvo+pYt26d4e7ubkycONHYu3evMXv2bMPX19f47LPP7G0mT55sVKtWzfj222+NrVu3Gn369Cn2kUWtWrUy1q5da6xcudJo0KBBoUcWpaSkGGFhYcY999xjbN++3ZgzZ47h6+vL47hQoYYMGWLUqlXL/vi5b775xggJCTFGjRplb0N/h7NKT083/vzzT+PPP/80JBnTpk0z/vzzT+PAgQOGYVRc3/7jjz8Md3d349VXXzV27txpPPfcczx+DnAkScV+zJw5094mOzvbGD58uFG9enXD19fX6Nu3r3Hs2LFC50lISDBuvPFGw8fHxwgJCTGeeuopw2KxFGqzfPlyo2XLloanp6dRr169Qu8BOMI/gzx9HVXJd999ZzRt2tTw8vIyGjdubLz33nuF9ttsNmPcuHFGWFiY4eXlZXTt2tXYvXt3oTYnT5407rzzTsPf398IDAw0hg0bZqSnpxdqs2XLFqNz586Gl5eXUatWLWPy5Mnlfm3AudLS0ownnnjCqFOnjuHt7W3Uq1fP+L//+79Cj9Kiv8NZLV++vNj/qw8ZMsQwjIrt23PnzjUaNmxoeHp6Gk2aNDF++OGHcrvukjAZhmE4Zi4AAAAAAAAoKe6RBwAAAADAiRDkAQAAAABwIgR5AAAAAACcCEEeAAAAAAAnQpAHAAAAAMCJEOQBAAAAAHAiBHkAAAAAAJwIQR4AAAAAACdCkAcAAAAAwIkQ5AEAcGInTpyQp6enMjMzZbFY5Ofnp4MHD17wmOeff14tW7Yssxquv/56Pfnkk2V2PgAAcGEEeQAAnNjq1avVokUL+fn5adOmTapRo4bq1Knj6LIAAEA5IsgDAODEVq1apU6dOkmSVq5caf+6JIYOHapbb71Vr776qiIiIhQcHKxHHnlEFovF3uatt95SgwYN5O3trbCwMN1+++32Y3/99Ve99tprMplMMplMSkhIkNVq1X333aeYmBj5+PioUaNGeu2110r8vrm5uRo9erSioqLk5eWl+vXr68MPP7Tv3759u2688Ub5+/srLCxM99xzj5KTk+37v/76azVr1kw+Pj4KDg5Wt27dlJmZWeLvEQAAlYm7owsAAAAlc/DgQTVv3lySlJWVJbPZrI8//ljZ2dkymUyqVq2aBg0apLfeeuuSz7l8+XJFRERo+fLl2rdvn+644w61bNlSDzzwgDZs2KDHH39cn376qTp27KhTp07p999/lyS99tpr2rNnj5o2baoXXnhBkhQaGiqbzabatWvrq6++UnBwsFatWqUHH3xQERERGjBgwCW9ryQNHjxYq1ev1uuvv64WLVooPj7eHtRTUlLUpUsX3X///frf//6n7OxsjR49WgMGDNCyZct07Ngx3XnnnZo6dar69u2r9PR0/f777zIMo0z+HAAAcBSTwb9mAAA4lfz8fB0+fFhpaWlq27atNmzYID8/P7Vs2VI//PCD6tSpI39/f4WEhBR7/PPPP68FCxZo8+bNkgpGxlesWKG4uDiZzWZJ0oABA+Tm5qY5c+bom2++0bBhw3T48GEFBAQUOd/111+vli1bavr06Res+9FHH1ViYqK+/vrrS3rfPXv2qFGjRlq8eLG6detW5HwvvfSSfv/9d/3888/2bYcPH1ZUVJR2796tjIwMtWnTRgkJCapbt+5Fv68AADgLptYDAOBk3N3dFR0drV27dqldu3Zq3ry5EhMTFRYWpmuvvVbR0dHnDfHn06RJE3uY/v/27iYkqj2M4/jXpqToFG4ERwwHmXxtkBQRCgoyg4IQtIgWEhoSTBsXLkto0yIIpIiidlEYLdRFGBb4Bi58wU6Bm2JwcterLaJFMEOLC4Hcbjcv3ujA9wP/xeEcnufw7H7nFSAej/P27VsAWltbKS8vp6Kigs7OTu7fv8+XL1/+teaNGzdobGykuLiYIAi4ffv23z7E97O+YRgSi8U4ePDgD+s/f/6ciYkJgiD4vqqrqwHIZDLU19fT0tJCKpXi5MmT3Llzh9XV1XXNRZKkP5FBXpKkiKmrqyMIAjo7O5mbmyMIAlpaWshmswRBQF1d3bprbtmyZc12QUEB+XwegB07drC4uMjg4CDxeJz+/n7q6+v59OnTP9Z78OABfX19nD17lidPnhCGIV1dXXz9+vWX+27btu2n5/z582eOHz9OGIZr1qtXrzhw4ACxWIynT5/y+PFjamtruX79OlVVVSwvL//qWCRJ+iMZ5CVJipjR0VHCMKSkpIR79+4RhiF79uxhYGCAMAwZHR3d8J6bN2/m8OHDXLlyhRcvXpDNZhkfHwegsLCQXC635viZmRn27dtHOp1m7969JJNJMpnMunqmUiny+TxTU1M/3N/Q0MDS0hKJRIJkMrlmbd++HfjrwsD+/fu5dOkSz549o7CwkOHh4f8wAUmS/hwGeUmSIqa8vJwgCHjz5g1tbW3s2rWLpaUlOjo6SCaTG/4++KNHj7h27RphGPL69Wvu3r1LPp+nqqoKgEQiwezsLNlslvfv35PP59m9ezcLCwuMjY3x8uVLLl68yPz8/Lr6JhIJzpw5Q3d3NyMjIywvLzM5OcnDhw8BOH/+PB8/fuT06dPMz8+TyWQYGxujq6uLXC7H7Owsly9fZmFhgZWVFYaGhnj37h01NTUbOh9Jkn43g7wkSRE0OTlJU1MTW7duZW5ujrKyMuLx+P/Sq6ioiKGhIQ4dOkRNTQ23bt1icHDw+yP8fX19xGIxamtrKS4uZmVlhXPnztHe3s6pU6dobm7mw4cPpNPpdfe+efMmJ06cIJ1OU11dTU9Pz/ffx5WWljIzM0Mul+PIkSOkUil6e3spKipi06ZN7Ny5k+npaY4dO0ZlZSUXLlzg6tWrHD16dEPnI0nS7+ZX6yVJkiRJihDvyEuSJEmSFCEGeUmSJEmSIsQgL0mSJElShBjkJUmSJEmKEIO8JEmSJEkRYpCXJEmSJClCDPKSJEmSJEWIQV6SJEmSpAgxyEuSJEmSFCEGeUmSJEmSIsQgL0mSJElShHwDH3ymuTJRqdcAAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 1 }, { "cell_type": "markdown", "id": "ceb17a1a-8f52-42ac-b1b2-3e11dbabcd44", "metadata": {}, "source": [ "## 2. CapyMOA DriftStream Builder API\n", "\n", "* MOA uses a recursive approach to specify concept drift locations like ```CDS(CDS(SEA(1), SEA(2), 1000), SEA(3), 2000)``` where we specify the drift **position** and the **width** of a drift (if it is a Gradual Drift).\n", "\n", " \n", "In CapyMOA, the concepts and drifts are clearly outlined on a list format. There are two ways of specifying a DriftStream in this list format:\n", "\n", "1. **DriftStream Position**: **```drift position``` + ```drift width```**: the start and end of a concept is determined by the presence of an ```AbruptDrift``` or ```GradualDrift``` object.\n", " \n", " \n", " \n", " **DriftStream([**SEA(1), AbruptDrift(position=1000), SEA(2), GradualDrift(position=2000, width=500), SEA(3)**])**\n", "\n", " The ```GradualDrift``` can also be specified in terms of ```start``` and ```end```.\n", " \n", " \n", " **DriftStream([**SEA(1), AbruptDrift(position=1000), SEA(2), GradualDrift(start=1750, end=2250), SEA(3)**])**\n", "\n", "\n", "2. **DriftStream Range**: **```concept num_instances``` + ```drift num_instances```**: the start and end of a concept is determined by the amount of instances generated for it, the same thing can be said about ```GradualDrifts``` which do not have a ```start``` or ```end``` but the number of instances i.e. the ```width``` of that drifting region (or drifting window). Notice that we must prevent users from specifying a drift ```position``` or drift ```start``` and ```end``` when using this version because that would be confusing and error prone. The reason is that the specification of the DriftStream, in this version, doesn't explicitly tells us about the locations of the drifts on the stream, so it is less error prone if we don't allow the user to use this approach mixed with the ```drift position``` one. Example:\n", " \n", " \n", " **DriftStream([**Concept(SEA(1), num_instances=1000), AbruptDrift(), Concept(SEA(2), num_instances=500), GradualDrift(num_instances=500), Concept(SEA(3), num_instances=500)**])**\n", "\n", "\n", "* Why do we need the **```Concept()```** specification in the **```num_instances```**? The **Stream** class, i.e. base class for **SEA** and other synthetic generators do not implement the concept of a ```max_instances``` or ```num_instances```. If we were to implement that, we would lose compatibility with MOA (where such constraints doesn't exist) and would need to do some extra checks when generating streams. \n", "* The **```DriftStream```** specification in the ```position``` + ```width``` version does not specify the total ```size``` of the stream, i.e. notice how the SEA(3) at the end is unbounded, there is no Drift object signaling its end. That is intentional, the user specifying the DriftStream and manipulating it defines the end of the Stream externally. This is true for synthetic streams and also for limiting *snapshot* streams like **electricity** and others that are read from files. \n" ] }, { "cell_type": "markdown", "id": "90c0598f-8aec-4d7f-9aa0-bfb71fb53400", "metadata": {}, "source": [ "### 2.1 DriftStream prelude: the raw MOA version\n", "\n", "* We first show how it is done using MOA's API, so that one can compare it with CapyMOA syntax\n", "* We simulate the following drifting stream using a traditional recursive MOA syntax\n", "\n", "```sh\n", "SEA(function=1), Drift(position=5000, width=1000), SEA(function=2), Drift(position=10000, width=2000), SEA(function=3)\n", "```\n", "\n", "* The CLI below is _easy_ to configure in the MOA GUI, but it can lead to issues when specified directly on the CLI" ] }, { "cell_type": "code", "id": "ae612fab-d0f6-4d84-801d-e4cb8cb7c457", "metadata": { "ExecuteTime": { "end_time": "2024-07-26T13:56:19.571603Z", "start_time": "2024-07-26T13:56:18.756789Z" } }, "source": [ "from capymoa.classifier import OnlineBagging\n", "from capymoa.stream import Stream\n", "from moa.streams import ConceptDriftStream\n", "\n", "stream_sea2drift = Stream(moa_stream=ConceptDriftStream(), \n", " CLI=\"-s (ConceptDriftStream -s (generators.SEAGenerator -f 1) -d (generators.SEAGenerator -f 2) -p 5000 -w 1) -d (generators.SEAGenerator -f 3) -p 10000 -w 2000\")\n", "\n", "OB = OnlineBagging(schema=stream_sea2drift.get_schema(), ensemble_size=10)\n", "\n", "results_sea2drift_OB = prequential_evaluation(stream=stream_sea2drift, learner=OB, window_size=100, max_instances=15000)\n", "\n", "plot_windowed_results(results_sea2drift_OB, metric='accuracy')" ], "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 2 }, { "cell_type": "markdown", "id": "afd21639-1797-4995-b04c-dafe66d1095a", "metadata": {}, "source": [ "### 2.2 DriftStream ```position``` + ```width```\n", "\n", "* Specifying drift location using the *first* version.\n", "* We can use either position + width or start + end to define GradualDrifts in this approach.\n", "\n", " ```sh\n", " GradualDrift(position=10000, width=2000)\n", " ```\n", " or\n", " ```sh\n", " GradualDrift(start=9000, end=12000)\n", " ```\n", "* **Important**: meta-data about the specified Drifts is accessible from the stream object\n", "\n", "```python\n", "print(f'The definition of the DriftStream is accessible through the object:\\n {stream_sea2drift}')\n", "```\n", "\n", "* Furthermore, this meta-data is interpreted by the `plot_windowed_results` function producing plots that automatically indicates drift locations. " ] }, { "cell_type": "code", "id": "f3788b95-1e3c-4241-a9d0-3b92adffd3d2", "metadata": { "ExecuteTime": { "end_time": "2024-07-26T13:56:20.301613Z", "start_time": "2024-07-26T13:56:19.573531Z" } }, "source": [ "from capymoa.stream.drift import DriftStream, Drift, AbruptDrift, GradualDrift\n", "from capymoa.stream.generator import SEA\n", "\n", "stream_sea2drift = DriftStream(stream=[SEA(function=1), \n", " AbruptDrift(position=5000), \n", " SEA(function=3), \n", " GradualDrift(position=10000, width=2000), \n", " # GradualDrift(start=9000, end=12000),\n", " SEA(function=1)])\n", "\n", "OB = OnlineBagging(schema=stream_sea2drift.get_schema(), ensemble_size=10)\n", "\n", "results_sea2drift_OB = prequential_evaluation(stream=stream_sea2drift, learner=OB, window_size=100, max_instances=15000)\n", "\n", "print(f'The definition of the DriftStream is accessible through the object:\\n {stream_sea2drift}')\n", "plot_windowed_results(results_sea2drift_OB, metric='accuracy')" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The definition of the DriftStream is accessible through the object:\n", " SEA(function=1),AbruptDrift(position=5000),SEA(function=3),GradualDrift(position=10000, start=9000, end=11000, width=2000),SEA(function=1)\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 3 }, { "attachments": {}, "cell_type": "markdown", "id": "7f233c22-d543-4606-b175-08a76040d6cf", "metadata": {}, "source": [ "#### 2.2.1 Obtaining meta-data about drift from a MOA Stream\n", "\n", "* Besides composing a drifting stream, the DriftStream object also holds information about the Drifts. \n", "* The meta-data about the drifts can be used for quickly investigating where and how many `Drifts` a particular `Stream` object has associated with it.\n", "\n", "* It is doable to extract drifting information from the MOA ConceptDriftStream objects, precisely the Stream objects that form the concepts for a proper printing. However, that has not been implemented yet as it is a bit cumbersome. So, for the moment, when a DriftStream is specified based on a MOA CLI, we just return the CLI used when we attempt to print the object (see below)\n", "\n", "```python\n", "print(stream_sea2drift)\n", "```\n", "\n", "* However, the information is available and can be accessed through the `get_drifts()` method as we exemplify below\n", "\n", "```python\n", "for drift in stream_sea2drift.get_drifts():\n", " print(f'\\t{drift}')\n", "```" ] }, { "cell_type": "code", "id": "b68ad301-3e54-463c-b6a7-58ee6df9477e", "metadata": { "ExecuteTime": { "end_time": "2024-07-26T13:56:21.010940Z", "start_time": "2024-07-26T13:56:20.303537Z" } }, "source": [ "from moa.streams import ConceptDriftStream\n", "\n", "stream_sea2drift = DriftStream(moa_stream=ConceptDriftStream(), \n", " CLI='-s (ConceptDriftStream -s generators.SEAGenerator -d (generators.SEAGenerator -f 3) -p 5000 -w 1) \\\n", " -d generators.SEAGenerator -w 200 -p 10000 -r 1 -a 0.0')\n", "\n", "OB = OnlineBagging(schema=stream_sea2drift.get_schema(), ensemble_size=10)\n", "\n", "results_sea2drift_OB = prequential_evaluation(stream=stream_sea2drift, learner=OB, window_size=100, max_instances=12000)\n", "\n", "print(f'Attempting to print a stream from a raw MOA ConceptDriftStream: {stream_sea2drift}')\n", "print('\\nNow, an example on how to access individual drifts from a DriftStream:')\n", "for drift in stream_sea2drift.get_drifts():\n", " print(f'\\t{drift}')\n", "# Notice it works just fine to plot and use the DriftStream created using a MOA object. \n", "plot_windowed_results(results_sea2drift_OB, metric='accuracy')" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Attempting to print a stream from a raw MOA ConceptDriftStream: ConceptDriftStream -s (ConceptDriftStream -s generators.SEAGenerator -d (generators.SEAGenerator -f 3) -p 5000 -w 1) -d generators.SEAGenerator -w 200 -p 10000 -r 1 -a 0.0\n", "\n", "Now, an example on how to access individual drifts from a DriftStream:\n", "\tAbruptDrift(position=5000)\n", "\tGradualDrift(position=10000, width=200)\n" ] }, { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 4 }, { "cell_type": "markdown", "id": "d7b86531-6765-4ee4-bbc7-60386f3ff214", "metadata": {}, "source": [ "## 2.3 DriftStream ```range``` \n", "\n", "* This version of the DriftStream builder uses the concept of specfying the number of instances in each concept and drift, i.e. ```concept num_instances``` and ```drift num_instances```\n", "\n", "* Still under development! Come back later :)\n", "
\n", " \"alt\n", "
\n" ] }, { "metadata": {}, "cell_type": "markdown", "source": [ "## 2.4 RecurrentConceptDriftStream \n", "\n", "### 2.4.1 Generate a stream with recurrent concepts. " ], "id": "92cc4281407f615d" }, { "metadata": { "ExecuteTime": { "end_time": "2024-07-26T13:56:22.318509Z", "start_time": "2024-07-26T13:56:21.017757Z" } }, "cell_type": "code", "source": [ "from capymoa.stream.drift import DriftStream, AbruptDrift\n", "from capymoa.stream.generator import RandomTreeGenerator\n", "from capymoa.classifier import OnlineBagging\n", "from capymoa.evaluation import prequential_evaluation\n", "from capymoa.evaluation.visualization import plot_windowed_results\n", "\n", "window_size = 1000\n", "concept_length = 2000\n", "max_instances = concept_length*6\n", "\n", "stream_with_drifts = DriftStream(stream=[\n", " RandomTreeGenerator(tree_random_seed=1), AbruptDrift(position=concept_length*1),\n", " RandomTreeGenerator(tree_random_seed=2), AbruptDrift(position=concept_length*2),\n", " RandomTreeGenerator(tree_random_seed=3), AbruptDrift(position=concept_length*3),\n", " RandomTreeGenerator(tree_random_seed=1, instance_random_seed=2), AbruptDrift(position=concept_length*4),\n", " RandomTreeGenerator(tree_random_seed=2, instance_random_seed=2), AbruptDrift(position=concept_length*5),\n", " RandomTreeGenerator(tree_random_seed=3, instance_random_seed=2),\n", " ])\n", "\n", "\n", "OB = OnlineBagging(schema=stream_with_drifts.get_schema(), ensemble_size=10)\n", "\n", "results_stream_with_drifts_OB = prequential_evaluation(stream=stream_with_drifts, learner=OB, window_size=window_size, max_instances=max_instances)\n", "\n", "print(f'Recurrent concept stream CapyMOA:\\n{stream_with_drifts}')\n", "print(f'Recurrent concept stream MOA CLI: \\n{stream_with_drifts._CLI}')\n", "plot_windowed_results(results_stream_with_drifts_OB, metric='accuracy')" ], "id": "db84b34f98ed17dd", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Recurrent concept stream CapyMOA:\n", "RTG(),AbruptDrift(position=2000),RTG(tree_random_seed=2),AbruptDrift(position=4000),RTG(tree_random_seed=3),AbruptDrift(position=6000),RTG(instance_random_seed=2),AbruptDrift(position=8000),RTG(instance_random_seed=2, tree_random_seed=2),AbruptDrift(position=10000),RTG(instance_random_seed=2, tree_random_seed=3)\n", "Recurrent concept stream MOA CLI: \n", " -s (ConceptDriftStream -s (ConceptDriftStream -s (ConceptDriftStream -s (ConceptDriftStream -d (generators.RandomTreeGenerator -r 2) -p 2000 -w 0) -d (generators.RandomTreeGenerator -r 3) -p 4000 -w 0) -d (generators.RandomTreeGenerator -i 2) -p 6000 -w 0) -d (generators.RandomTreeGenerator -r 2 -i 2) -p 8000 -w 0) -d (generators.RandomTreeGenerator -r 3 -i 2) -w 0 -p 10000 -r 1 -a 0.0\n" ] }, { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 5 }, { "metadata": {}, "cell_type": "markdown", "source": [ "### 2.4.2 Use recurrent concept drift API to generate recurrent concepts.\n", "* The API adds concept meta information for plotting which is not available in the previous example. " ], "id": "d36145c62fe1cce8" }, { "metadata": { "ExecuteTime": { "end_time": "2024-07-26T13:56:23.567643Z", "start_time": "2024-07-26T13:56:22.320531Z" } }, "cell_type": "code", "source": [ "from capymoa.stream.drift import AbruptDrift, RecurrentConceptDriftStream\n", "from capymoa.stream.generator import RandomTreeGenerator\n", "from capymoa.classifier import OnlineBagging\n", "from capymoa.evaluation import prequential_evaluation\n", "from capymoa.evaluation.visualization import plot_windowed_results \n", "\n", "concept1 = RandomTreeGenerator(tree_random_seed=1, instance_random_seed=1)\n", "concept2 = RandomTreeGenerator(tree_random_seed=2, instance_random_seed=1)\n", "concept3 = RandomTreeGenerator(tree_random_seed=3, instance_random_seed=1)\n", "\n", "\n", "window_size = 1000\n", "concept_length = 2000\n", "concept_list = [concept1, concept2, concept3]\n", "concept_name_list = ['concept1', 'concept2', 'concept3']\n", "max_recurrences_per_concept = 2\n", "max_instances = concept_length * len(concept_list) * max_recurrences_per_concept\n", "\n", "stream_with_recurrent_concepts = RecurrentConceptDriftStream(concept_list=concept_list,\n", " max_recurrences_per_concept=max_recurrences_per_concept,\n", " transition_type_template=AbruptDrift(position=concept_length),\n", " concept_name_list=concept_name_list\n", " )\n", "\n", "OB = OnlineBagging(schema=stream_with_recurrent_concepts.get_schema(), ensemble_size=10)\n", "\n", "results_stream_with_drifts_OB = prequential_evaluation(stream=stream_with_recurrent_concepts, learner=OB, window_size=window_size, max_instances=max_instances)\n", "\n", "print(f'Recurrent concept stream CapyMOA:\\n{stream_with_recurrent_concepts}')\n", "print(f'Recurrent concept stream MOA CLI: \\n{stream_with_recurrent_concepts._CLI}')\n", "\n", "plot_windowed_results(results_stream_with_drifts_OB, metric='accuracy')\n" ], "id": "4b762df18013ff2", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Recurrent concept stream CapyMOA:\n", "RTG(),AbruptDrift(position=2000),RTG(tree_random_seed=2),AbruptDrift(position=4000),RTG(tree_random_seed=3),AbruptDrift(position=6000),RTG(instance_random_seed=2),AbruptDrift(position=8000),RTG(instance_random_seed=2, tree_random_seed=2),AbruptDrift(position=10000),RTG(instance_random_seed=2, tree_random_seed=3)\n", "Recurrent concept stream MOA CLI: \n", " -s (ConceptDriftStream -s (ConceptDriftStream -s (ConceptDriftStream -s (ConceptDriftStream -d (generators.RandomTreeGenerator -r 2) -p 2000 -w 0) -d (generators.RandomTreeGenerator -r 3) -p 4000 -w 0) -d (generators.RandomTreeGenerator -i 2) -p 6000 -w 0) -d (generators.RandomTreeGenerator -r 2 -i 2) -p 8000 -w 0) -d (generators.RandomTreeGenerator -r 3 -i 2) -w 0 -p 10000 -r 1 -a 0.0\n" ] }, { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 6 } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 5 }