{ "cells": [ { "attachments": {}, "cell_type": "markdown", "id": "a48e9306-f459-4d8a-8608-9bd71a7600ae", "metadata": {}, "source": [ "# Parallel Ensembles\n", "\n", "This notebook is aimed at showing how to use the parallel and mini-batch variants of the ensembles.\n", "\n", "* Examples of all the parallel ensembles available.\n", "* Examples on how to use the parallel versions.\n", "* Example of the trade-off between runtime and accuracy when using the parallel ensembles.\n", "\n", "Please note that this notebook may take a while to execute as it processes hundreds of thousands of instances with ensembles of up to 100 learners.\n", "\n", "---\n", "\n", "*More information about CapyMOA can be found in* https://www.capymoa.org\n", "\n", "**last update on 25/07/2024**" ] }, { "cell_type": "markdown", "id": "d2bb536e-4716-48fe-bf9b-05455b9e5a85", "metadata": {}, "source": [ "## 1. Using the most basic bagging ensemble\n", "\n", "* **CapyMOA chooses between the standard and the mini-batch version behind the curtains based on the parameter configuration used**\n", "\n", "* For more information about the parallel ensembles please refer to the following references: \n", "\n", " G. Cassales, H. M. Gomes, A. Bifet, B. Pfahringer and H. Senger, Improving the performance of bagging ensembles for data streams through mini-batching, Information Sciences,Volume 580, 2021, Pages 260-282, ISSN 0020-0255, https://doi.org/10.1016/j.ins.2021.08.085.\n", "\n", " G. Cassales, H. M. Gomes, A. Bifet, B. Pfahringer and H. Senger, \"Balancing Performance and Energy Consumption of Bagging Ensembles for the Classification of Data Streams in Edge Computing,\" in IEEE Transactions on Network and Service Management, vol. 20, no. 3, pp. 3038-3054, Sept. 2023, doi: 10.1109/TNSM.2022.3226505." ] }, { "cell_type": "code", "execution_count": 1, "id": "3d1a9e23-a272-4c01-ab9b-e7f3ec5f7395", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:05:16.892340Z", "iopub.status.busy": "2024-09-23T01:05:16.892166Z", "iopub.status.idle": "2024-09-23T01:05:19.538479Z", "shell.execute_reply": "2024-09-23T01:05:19.537904Z" }, "nbsphinx": "hidden" }, "outputs": [], "source": [ "from capymoa.datasets import Covtype\n", "from capymoa.classifier import OnlineBagging\n", "from capymoa.evaluation import prequential_evaluation\n", "from capymoa.evaluation.visualization import plot_windowed_results\n", "\n", "cover = Covtype()\n", "\n", "ozabag_sequential = OnlineBagging(schema=cover.schema, ensemble_size=10)\n", "ozabag_mb_parallel = OnlineBagging(\n", " schema=cover.schema, ensemble_size=10, minibatch_size=25, number_of_jobs=5\n", ")\n", "\n", "max_instances = 100000\n", "window_size = 5000" ] }, { "cell_type": "code", "execution_count": 2, "id": "3b68b03a", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:05:19.540608Z", "iopub.status.busy": "2024-09-23T01:05:19.540395Z", "iopub.status.idle": "2024-09-23T01:05:19.544931Z", "shell.execute_reply": "2024-09-23T01:05:19.544420Z" }, "nbsphinx": "hidden" }, "outputs": [], "source": [ "from util.nbmock import is_nb_fast\n", "\n", "# This cell is hidden on capymoa.org. See docs/contributing/docs.rst\n", "if is_nb_fast():\n", " scale = 1 / 100\n", " max_instances = int(max_instances * scale)\n", " window_size = int(window_size * scale)" ] }, { "cell_type": "markdown", "id": "2cc119dd", "metadata": {}, "source": [ "### 1.1 Understanding the parameters\n", "\n", "- Since we used different parameters in the constructor call, each instace references a different object\n", "\t- sequential: note the CLI help only mention `baseLearner` and `ensembleSize`\n", "\t- parallel: note the extra parameters `numCores` and `batchSize`\n", "- Setting the parallel parameters on the constructor call will make it a minibatch parallel ensemble." ] }, { "cell_type": "code", "execution_count": 3, "id": "f8cce492", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:05:19.546866Z", "iopub.status.busy": "2024-09-23T01:05:19.546711Z", "iopub.status.idle": "2024-09-23T01:05:19.549899Z", "shell.execute_reply": "2024-09-23T01:05:19.549388Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-l baseLearner (default: trees.HoeffdingTree)\n", "Classifier to train.\n", "-s ensembleSize (default: 10)\n", "The number of models in the bag.\n", "\n" ] } ], "source": [ "print(ozabag_sequential.CLI_help())" ] }, { "cell_type": "code", "execution_count": 4, "id": "44663fbf", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:05:19.551698Z", "iopub.status.busy": "2024-09-23T01:05:19.551553Z", "iopub.status.idle": "2024-09-23T01:05:19.554195Z", "shell.execute_reply": "2024-09-23T01:05:19.553756Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-l baseLearner (default: trees.HoeffdingTree)\n", "Classifier to train.\n", "-s ensembleSize (default: 10)\n", "The number of models in the bag.\n", "-c numCores (default: 1)\n", "The amount of CPU Cores used for multi-threading\n", "-b batchSize (default: 1)\n", "The amount of instances the classifier should buffer before training.\n", "\n" ] } ], "source": [ "print(ozabag_mb_parallel.CLI_help())" ] }, { "cell_type": "markdown", "id": "c2d0c1ae", "metadata": {}, "source": [ "### 1.2 Example comparing sequential and parallel" ] }, { "cell_type": "code", "execution_count": 5, "id": "6608ef14", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:05:19.556099Z", "iopub.status.busy": "2024-09-23T01:05:19.555784Z", "iopub.status.idle": "2024-09-23T01:05:32.403420Z", "shell.execute_reply": "2024-09-23T01:05:32.402901Z" } }, "outputs": [], "source": [ "result_seq = prequential_evaluation(\n", " stream=cover,\n", " learner=ozabag_sequential,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "result_par = prequential_evaluation(\n", " stream=cover,\n", " learner=ozabag_mb_parallel,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "\n", "result_seq.learner = \"OnlineBagging(Seq)\"\n", "result_par.learner = \"OnlineBagging(Par)\"" ] }, { "cell_type": "markdown", "id": "b4bff3fc", "metadata": {}, "source": [ "- Note that the minibatch approach creates a divergence in the results for two reasons:\n", "\t1) it uses local random generators instead of a global one;\n", "\t2) the mini-batch defers the model update by a few instances which causes differences in the predictions;\n", "- On the bright side, it decreases runtime" ] }, { "cell_type": "code", "execution_count": 6, "id": "4c0aa846", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:05:32.405523Z", "iopub.status.busy": "2024-09-23T01:05:32.405312Z", "iopub.status.idle": "2024-09-23T01:05:32.748562Z", "shell.execute_reply": "2024-09-23T01:05:32.747924Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cumulative accuracy = 84.59299999999999\n", "wallclock = 7.351152420043945 seconds\n", "\n", "Cumulative accuracy = 83.722\n", "wallclock = 5.492500305175781 seconds\n", "\n" ] }, { "data": { "image/png": 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LK/39u3btomLFitjb26e/5uLiQlhYGDt37qRx48ZZHjc4OJjWrVszZcoUfv75Z+7cucOIESMYMWIE8+fPB2DAgAGEhYWxfft2zM3NeeuttzKc931169Zl165dOTpfIYQQQgghhGlJQl4IXbhwAVVVqVy5cpbbK1euTGRkJHfu3AGgTZs2DB8+HIAxY8Ywc+ZMtm/fnuOEPDU1lXnz5uHt7Q3AiBEj+OSTT9K3f/TRR8yYMYMuXboA4OXlxenTp/n+++8zJOS9evVCr9eTlpZGcnIy7dq1Y9y4cenba9SoQY0aNdK/nzx5MmvXruWPP/5gxIgRnD17lsDAQA4ePIi/vz+g9cxXqFAh/T1btmwhODiYHTt24OLiAsDUqVNp1arVf57n1KlTadKkCQBjx46lbdu2JCUlYWVlxaxZsxg0aBADBgwAYOLEiWzevJm4uLj091+5cgU3N7cM+3z55ZfZtGkTTZo0wcXFheeff54WLVrQt29fHBwcAPjss8/o3bs377zzDgAVKlTg22+/pUmTJnz33XdcvHiRjRs3cuDAAerUqQPA/Pnzs/z9u7m5ceXKlf88VyGEEEIIIYTpSUL+AGtzPac/Cchx+6+2nGfB7ssYshhurlcUBjTyZGSrijk+9uPK6TD36tWrpz9XFAUXF5cse1ezY2Njk56MA7i6uqa/Pz4+nuDgYAYNGsRrr72W3iYtLS3TwnAzZ86kZcuWGAwGLl68yMiRI+nTp0/6EOu4uDgmTZrE+vXrCQsLIy0tjcTERK5evQrAuXPnMDMzo1atWun79PHxwdHRMf37c+fO4e7unp6Mg9ZrnBMP/pxcXV0Bbai4h4cH586dS7+p8eB+t23blv59YmIiVlZWGdro9XoWLFjAlClT2LZtG/v37+fTTz9l2rRpHDhwAFdXV44fP05QUFD6iAPQfrdGo5GQkBDOnz+PmZkZtWvXTt/u6+tL8eLFM52DtbU1CQkJOTpfIYQQQgghhGlJQv4ARVFyPGwcoHe9cvy8OyTLbSoqr9Yr91j7yykfHx8UReHMmTN07tw50/YzZ87g6OhIyZIlATA3N8+wXVEUjEZjjo+X1fvv3wy430P8448/Uq9evQzt9PqMNxlcXFzw8fEBoFKlSsTGxtKrVy+mTJmCj48Po0aNYsuWLXz55Zf4+PhgbW1Nt27dcnU18kd58DzvL2r3OD8nZ2dnTpw4keW2MmXK0KdPH/r06cPkyZOpWLEi8+bN4+OPPyYuLo6hQ4fy1ltvZXpf2bJlOX78eI5juHv3bvrvXQghhBBCCFGwyaJuT8HL2ZZpXaujU0CvUzI8TutaHU9n2zw5rpOTE61atWLOnDkkJiZm2Hbz5k2WLVtGjx498mSl9IeVLl0aNzc3Ll26hI+PT4avB+dXZ+V+wn7/HPbs2UP//v3p3Lkzfn5+uLi4cPny5fT2lSpVIi0tjaNHj6a/dvHiRSIjIzO0CQ0N5datW+mvHTx48KnPs1KlSpn28/D3NWvW5OzZs/85csHR0RFXV9f0Rdtq1arF6dOnM/38fHx8sLCwoEKFCqSlpXH48OH0fZw7dy7LWvEnT56kZs2aT3iWQgghhBBCiPwkPeRP6WV/d+p4lmDFoVCuRSZS1tGaHv7ueZaM3zd79mwaNGhAQEAAU6ZMwcvLi1OnTvH+++9TpkwZpk6dmqfHf9DHH3/MW2+9RbFixWjdujXJyckcOnSIyMhIRo4cmd4uKiqKmzdvYjQauXDhAp988gkVK1ZMnwtdoUIF1qxZQ/v27VEUhQ8//DBDD7Wvry8tW7ZkyJAhzJ07F3Nzc9577z2sra3Tbz60atUKb29v+vXrx/Tp04mNjWXChAkAT3WD4s033+S1117D39+fBg0asGLFCoKCgihfvnx6m2bNmhEXF8epU6fSa5x///33HDt2jM6dO+Pt7U1SUhKLFy/m1KlTzJo1C9Dm9T///POMGDGCwYMHY2try+nTp9myZQvffvstFSpUICAggKFDhzJ37lzMzMx45513Mi3oB9rCcpMnT37i8xRCCCGEEELkH+khzwWezraMae3LrF41GdPaN8+TcdCS10OHDlG+fHm6d++Ot7c3Q4YMoVmzZuzdu5cSJUrkeQz3DR48mJ9++okFCxbg5+dHkyZNWLhwYaYe8gEDBuDq6krZsmXp1asXVatW5a+//kqvB/7VV1/h6OhIgwYNaN++PQEBARnmiwMsXryY0qVL07hxYzp37sxrr72Gvb19+txtvV7PunXriIuLo06dOgwePDi9BNzD87sfR+/evRk3bhyjRo2iVq1ahISE0L9//wz7dHJyonPnzhnmgtetW5e4uDhef/11qlatSpMmTdi3bx/r1q1LX0CuevXq/P3335w/f54XXniBmjVrMnHixAwLxP3888+4ubnRpEkTunTpwpAhQyhVqlSGGPfu3Ut0dDTdunV74vMUQgghhBBC5B9FfdwC2IVMTEwMxYoVIzo6On1V6/uSkpIICQnBy8vrqZI1YTrXrl3D3d2dwMBAWrRokWWbPXv20KhRIy5evJhhcbqn1apVK1xcXFiyZEn6a0FBQbRq1Yrg4GDs7Oye+hhGo5GYmBgcHBzQ6TLeP/P09OSdd95JX529R48e1KhRg/Hjx2e7P7nmhSmkpqayYcMG2rRpk2lNCiEKC7mORVEg17EoCgrLdfyoPPRBMmRdFCrbtm0jLi4OPz8/wsLCGD16NJ6enhlqfK9duxY7OzsqVKjAxYsXefvtt2nYsOFTJeMJCQnMmzePgIAA9Ho9v/zyC4GBgWzZsiVDu+rVqzNt2jRCQkLw8/N74uM9rpSUFPz8/Hj33Xfz7ZhCCCGEEEKIpyMJuShUUlNTGT9+PJcuXcLe3p4GDRqwbNmyDHfHYmNjGTNmDFevXsXZ2ZmWLVsyY8aMpzquoihs2LCBqVOnkpSURKVKlVi9ejUtW7bM1LZ///5PdawnYWFhkT5XXgghhBBCCFE4SEIuCpWAgAACAh5dK75v37707ds3V49rbW1NYGBgru7zaT24Ar0QQgghhBCi8JGEXAghhBD5JyIYji6BqKtQ3ANq9gGn3FvfQwghhChMJCEXQgghRP44uhT+eBNQAFV73PMNdJgNNXubODghhBAi/0lCLoQQQhRmhaHH2ZAKN09oybhqzLBJBZQ/RoDH8wUvbiGEECKPmTQhj42N5cMPP2Tt2rXcvn2bmjVr8s0331CnTh1AWxxr0aJFGd4TEBDAxo0bTRGuEEIIUbDkRY+zIQ1S4u59xT/wGA/JcRm/T8nq+/vtHvjekJzt4RTAiILu6BJoOenJYhZCCCEKKZMm5IMHD+bkyZMsWbIENzc3li5dSsuWLTl9+jRlypQBoHXr1ixYsCD9PZaWlqYKVwghhCg4IoKz73H+/Q1IigJzm8zJ8n8l2o9Inp+WqoKiZPG60UjcrUvY5dmRhRBCiILJZAl5YmIiq1ev5vfff0+vIT1p0iT+/PNP5s6dy5QpUwAtAXdxcTFVmEIIIUTBdHSJ1rP80MtavqvCpvFPt3+dOVjagYUdWNg+8GUPFrYYzG1I09uQrLMmWWdDks6aRKxIwIo41ZI41YpYoyUxBkuijRZ4nPqeTknrMMOY6VAqCifii1H/6SIWQgghCh2TJeRpaWkYDAasrKwyvG5tbc3u3bvTv9+xYwelSpXC0dGR5s2bM2XKFJycnLLdb3JyMsnJ/97dj4mJAbT61ampqRnapqamoqoqRqMRozHzB4RnweXLl/H29ubw4cM899xz7NixgxYtWhAREUHx4sVNHV6eePicc1NKSgrVqlVj4cKFNGjQ4Kn3p6pq+uOD12hKSgq+vr6sXLkSf3//HO/PaDSiqiqpqano9fqnjk+InLj/t/fhv8Hi6STdDMbGaLyfgWegqmCwcUZX1h8s7TCY2ZCqtyFVZ60lzoo1SYoVCaoVcVgRZ7QkVrUixmBJlMGC6DQLYlJ1JKSkkZBiID7FQEJsGvHJhnvfp5FqUHMQZcq9L/BUGtLZYm2WveQ6VDaZt8K/AF8jch2LokCuY1EUFJbrOKfxKer9T/wm0KBBAywsLFi+fDmlS5fml19+oV+/fvj4+HDu3Dl+/fVXbGxs8PLyIjg4mPHjx2NnZ8fevXuzTSYmTZrExx9/nOn15cuXY2Njk+E1MzMzXFxccHd3x8LC4onPQxcZgsWplehirmF0KEtK1e4YHb2eeH85de3aNT7//HO2bt1KREQEpUuXpm3btowePZoSJUrkaB9Xr16lRo0a7Ny5Ez8/P1JSUoiMjKRUqVIoWY0rfEKOjo7pz/V6PS4uLnTs2JGJEyfm+zQEg8FAeHg4Tk5OmJnl7j2p77//no0bN7J27dr01x48d3t7eypXrswHH3yQPjLkSf3www+sX7+e33//PcfvSUlJITQ0lJs3b5KWlvZUxxdCmJbN6WW0TNqU5RDwNFXHz8a2fK32JNkABjX3/p4/TK+oWOrBSg8WOrDUg6VexTL9OVjqICQOaifsZJrZj6goKKgogE5RiVGt+dDxK5p72eZZnEIIIUR+SkhI4JVXXiE6OhoHB4ds25k0IQ8ODmbgwIHs3LkTvV5PrVq1qFixIocPH+bMmTOZ2l+6dAlvb28CAwNp0aJFlvvMqofc3d2d8PDwTD+IpKQkQkND8fT0zNRTn2PHlqH8+RYZFtRBRW0/C5575cn2mQOXLl2iYcOGVKxYkU8++QQvLy9OnTrFmDFjSElJ4Z9//slRUp6XvcUP0uv1zJ8/n9atW5Oamsrx48cZNGgQQ4cO5ZNPPsmz4+YnVVWpXLkykyZNomfPnumvP3ju4eHhTJgwgcDAQIKCgihfvvx/7jM2NhZ7e/v0GyQpKSlYWFgQGRmJm5sbhw4domrVqjmKMSkpicuXL+Pu7v7k17wQjyk1NZUtW7bQqlUrzM3NTR1O0WBM48rMFvgkncrU46yq2iJpzVNmcEXNOOXLXK9ga2GGjYUeGws9tpZm2N57bmNhho2lHlsLvdbG8l4bi3ttLO+1sdBjZ6k9WpvrsTB7eNB81i5HxBPwzR7cuUkP/Q7KKncIU0sQoDuEp+4WseXbYtVzYdaTzAsAuY5FUSDXsSgKCst1HBMTg7Oz838m5KgFQFxcnHrjxg1VVVW1e/fuaps2bbJt6+zsrM6bNy/H+46OjlYBNTo6OtO2xMRE9fTp02piYqL2gtGoqslxOf8KC1LVScVV9SOHzF+Tiqtq2Imc78tofKyfWevWrdWyZcuqCQkJGV4PCwtTbWxs1Ndff11VVVUtV66cOnXqVHXAgAGqnZ2d6u7urn7//ffp7UNCQlRAPXr0qKqqqrp9+3YVUCMjI1VVVdUFCxaoxYoVUzdu3Kj6+vqqtra2akBAQPrv674ff/xR9fX1VS0tLdVKlSqp3333XYbtgLp27doMrw0aNCjD7/rixYtqhw4d1FKlSqm2traqv7+/umXLlgzvuXHjhtqmTRvVyspK9fT0VJctW6aWK1dOnTlzZnqbM2fOqA0bNlQtLS3VypUrq1u2bMlw/OzOOTAwUK1du7ZqbW2t1q9fXz179myGY0+ePFktWbKkamdnpw4aNEgdM2aMWqNGjfTtBw8eVHU6nRoTE/PIc79+/boKqPPmzVPDw8PVnj17qm5ubqq1tbVarVo1dfny5eltDQaD2rBhQ3X48OHq22+/rTo5OalNmzZN396sWTN1woQJak5luuaFyAcpKSnqunXr1JSUFFOHUnRsmqCqHzmoSRNLqIaJxdTUicXVtAceR41/Xx254qh6/maMei0yQY2MT1aTUw2mjlpdefCq6jX2f2r5cetVr7H/U8uN+Z/aduy3aupHjtr/ncdXmDrEbMl1LIoCuY5FUVBYruNH5aEPKhB1yG1tbbG1tSUyMpJNmzYxffr0LNtdu3aNiIgIXF1d8yaQ1AT41C139qUaYV7DnLcff0NbLCcH7t69y6ZNm5g6dSrW1tYZtrm4uNC7d29WrFjBnDlzAJgxYwaTJ09m/PjxrFq1imHDhtGkSRMqVaqUo+MlJCTw5ZdfsmTJEnQ6Ha+++iqjRo1i2bJlACxbtoyJEycye/ZsatasydGjR3nttdewtbWlX79+We7z/PnzbNu2jf79+6e/FhcXR5s2bZg6dSqWlpYsXryY9u3bc+7cOTw8PADo27cv4eHh7NixA3Nzc0aOHMnt27fT92EwGOjUqRMeHh7s37+f2NhY3nvvvRyd5wcffMCMGTMoWbIkr7/+OgMHDmTPnj3p5zh16lTmzJlDw4YN+fXXX5kxYwZeXv9OTdi1axcVK1bE3t7+kce5/ztLSUkhKSmJ2rVrM2bMGBwcHFi/fj19+vTB29ubunXrpr9n8eLFDBs2LD2e++rWrcuuXbtydH5CiCLi5Gr451sARqYO56Tqmd7jfE0tyQpDU0JxYVvzCng6F6wh4C/7u1PHswQrDoVyLTKRpFQDW07DrLQuvGv2G6wfBeUaQLGypg5VCCGEyBcmTcg3bdqEqqpUqlSJixcv8v777+Pr68uAAQOIi4vj448/pmvXrri4uBAcHMzo0aPx8fEhICDAlGGb3IULF9KHR2elcuXKREZGcufOHQDatGnD8OHDARgzZgwzZ85k+/btOU7IU1NTmTdvHt7e3gCMGDEiwzDzjz76iBkzZtClSxcAvLy8OH36NN9//32GhLxXr17o9XrS0tJITk6mXbt2jBs3Ln17jRo1qFGjRvr3kydPZu3atfzxxx+MGDGCs2fPEhgYyMGDB9MXMvvpp5+oUKFC+nu2bNlCcHAwO3bsSF+df+rUqbRq1eo/z3Pq1Kk0adIEgLFjx9K2bVuSkpKwsrJi1qxZDBo0iAEDBgAwceJENm/eTFxcXPr7r1y5gpvbo2/oJCQkMGHCBPR6PU2aNKFMmTKMGjUqffubb77Jpk2bWLlyZYaEvEKFClneqHJzc+PKlSv/eW5CiCLi5gn4fQQAc9Pas974PAoww9gLVVVRFAUVlWldqxe4ZPw+T2dbxrT2BbRpOUOXHGb26Q68ZBWEb/I5WDcc+qwDXc6GwgshhBCFmUkT8ujoaMaNG8e1a9coUaIEXbt2ZerUqZibm5OWlkZQUBCLFi0iKioKNzc3XnzxRSZPnpx3i4CZ22g91Tm1/VPYNxdUQ+Ztih6eHwbNclh2xtzmv9s8RM3h9P/q1av/G5ai4OLikqFX+b/Y2NikJ+MArq6u6e+Pj48nODiYQYMG8dprr6W3SUtLo1ixYhn2M3PmTFq2bInBYODixYuMHDmSPn368OuvvwJaD/mkSZNYv349YWFhpKWlkZiYyNWrVwE4d+4cZmZm1KpVK32fPj4+GRZNO3fuHO7u7hlK5T2Y2D7Kgz+n+6Mwbt++jYeHB+fOnUu/qfHgfrdt25b+fWJiYrbzsu/fjEhMTKRkyZLMnz+f6tWrYzAY+PTTT1m5ciXXr18nJSWF5OTkTAsQPnjOD7K2tiYhISFH5yeEKOQS7sKvvSE1gZ1GP75I68Ho1pVoU801vce5rKM1PfzdC2wy/jBFUZjSqRr7LkUwLH4Im60/wDzkbzjwAzz/uqnDE0KIIi0kPJ6VD/z/0d3fHa9C8v9HUWLShLx79+507949y23W1tZs2rQpfwNSlBwPGwfAfyDsm5PNRlXb/jj7yyEfHx8UReHMmTN07tw50/YzZ87g6OhIyZIlATItdqAoymOVecvq/fdvBtzvIf7xxx+pV69ehnYPr4Tv4uKCj48PAJUqVSI2NpZevXoxZcoUfHx8GDVqFFu2bOHLL7/Ex8cHa2trunXrRkpKSo5jfRoPnuf9BdQe5+fk7OzMiRMnstx2/2ZEsWLF0n8vAF988QXffPMNX3/9NX5+ftja2vLOO+9kOmdb26yvo7t372bYnxCiiDIaYPUgiLrCVbUUb6a8SY+6ngxr4o2iKOk9zoVRKQcrPmxXhfdXpTE19RUm6X+GwI/AuxmUzNlILiGEEI9n5aFQxq4OSv9crygK3/8dzLSu1XnZ393U4T1TZDzY03Dyhg6zQdFpPeIPPnaYrW3Pi8M6OdGqVSvmzJlDYmJihm03b95k2bJl9OjRI1fLlmWndOnSuLm5cenSJXx8fDJ8PTi/Oiv3E/b757Bnzx769+9P586d8fPzw8XFhcuXL6e3r1SpEmlpaRw9ejT9tYsXLxIZGZmhTWhoKLdu3Up/7eDBg099npUqVcq0n4e/r1mzJmfPns1y5ML9mxEPJ8979uyhY8eOvPrqq9SoUYPy5ctz/vz5HMd18uRJatas+RhnIoQolLZ+DMHbSMSSISkjqVnJi8kdq+bL3/n80K12WRpXLMnC1BYcs6gNaUmwZggYCnaNWSGEKIxCwuMZuzoIowoGo5rhcczqIC6Hx5s6xGeKJORPq2ZvGHEIGr4FVTtrjyMOaa/nodmzZ5OcnExAQAA7d+4kNDSUjRs30qpVK8qUKcPUqVPz9PgP+vjjj/nss8/49ttvOX/+PCdOnGDBggV89dVXGdpFRUVx8+ZNbty4wd9//80nn3xCxYoV0+fCV6hQgTVr1nDs2DGOHz/OK6+8kqGH2tfXl5YtWzJkyBAOHDjA0aNHGTJkCNbW1ukfSlu1aoW3tzf9+vUjKCiIPXv2MGHCBICn+uD65ptvMn/+fBYtWsSFCxeYMmUKQUFBGfbZrFkz4uLiOHXqVI73W6FCBbZs2cI///zDmTNnGDp0aIabCf9l165dvPjii491LkKIQubkGtjzDQCjUoaid63G7FdqYaYvOv+FK4rCp52rYWthxpCYgSSbOUDYMdj5halDE0KIImflodBHfi5ecSg0H6MRRed/c1Ny8oaWk6Dbz9pjHvWMP6hChQocOnSI8uXL0717d7y9vRkyZAjNmjVj7969OapBnlsGDx7MTz/9xIIFC/Dz86NJkyYsXLgwUw/5gAEDcHV1pWzZsvTq1YuqVavy119/YWamzZz46quvcHR0pEGDBrRv356AgIBMc6cXL15M6dKlady4MZ07d+a1117D3t4+fe62Xq9n3bp1xMXFUadOHQYPHswHH3wA8FR1t3v37s24ceMYNWoUtWrVIiQkhP79+2fYp5OTE507d05ffT4nJkyYQK1atQgICKBp06a4uLjQqVOnHL137969REdH061bt8c9HSFEYXHzJOrvbwAwL609R+2b8nP/OthZFogiKbmqrKMNY1/y5TaOjEvRFtBk55dw7bBpAxNCiCLmWmRitmtRGVVYvv8K8/4OJvSurFOUHxQ1pyuDFVIxMTEUK1Ysy4LsSUlJhISE4OXl9VTJmjCda9eu4e7uTmBgIC1atMiyzZ49e2jUqBEXL17MsDjd02rVqhUuLi4sWbIk/bWgoCBatWpFcHAwdnZ2T30Mo9FITEwMDg4O6B5acbhHjx7UqFGD8eNzuHAgcs0L00hNTWXDhg20adMm05oU4hES7qL+2Awl8jI7DX68qfuAlcMaUcnl0aUVCzOjUaXnj/s4EHKX5Y4/0iBxOzj5wNBdYPH4i5/mJrmORVEg17EA+PyvM3z/9yVykgTWcC9OOz9X2lR3pUxx6/9+Qz4oLNfxo/LQBxW9W+yiSNu2bRtxcXH4+fkRFhbG6NGj8fT0pHHjxult1q5di52dHRUqVODixYu8/fbbNGzY8KmS8YSEBObNm0dAQAB6vZ5ffvmFwMBAtmzZkqFd9erVmTZtGiEhIfj5+T3x8f5LSkoKfn5+vPvuu3l2DCGECd1bxE2JvMxVY0neNbzFnH51inQyDqDTKUzrWp3WX+/k9che7Ct+CpuIi7BlIrT90tThCSFEkRCVkJptMq5T4J2WFdh36S77LkVwPDSK46FRTN1whloexWlb3Y22fq64FJOOndwiCbkoVFJTUxk/fjyXLl3C3t6eBg0asGzZsgx3x2JjYxkzZgxXr17F2dmZli1bMmPGjKc6rqIobNiwgalTp5KUlESlSpVYvXo1LVu2zNS2f//+T3WsnLCwsEifGy+EKIK2TYbgbSSolgxJfY9x3RrQ0MfZ1FHlCy9nW957sSKfbjjLO0lD+IEpcPBHqPQS+GQ9EkoUflJ+SYj88cuBq/x6UJsjrqDdCL2/yrqqqumrrL/VAm7HJrHp5E3+FxTGgct3OXI1iiNXo5j8v9PU8XSkXXU3XqrmQikHSc6fhiTkolAJCAggICDgkW369u1L3759c/W41tbWBAYG5uo+hRAiS6fWwu6ZAIxJfY2A5i3oVrusiYPKX4MalWf9iZtsDq3C1lIdaRHzO/z+Bgz7B2zyb40UkT+k/JIQ+WP3hXAmrDsJwNstKtC5ZhlWPHAjrIe/O54P3AgrZW9Fn/qe9Knvya2YJP46Ecb/gsI4dCWSg5e1r0l/nqKeVwna3kvOne0sTXV6hZYk5EIIIURBcesUxrXD0AHz0tph8Vx33mlZwdRR5Tu9TuGLbtVp++0u3rjdiYPOQdjHhsCGUdoCqqLIeLD8EveXNbr3OGZ1EHU8S2RIEIQQT+bCrViGLTuMwajS6Tk33mlZAeXuJcaY/QrmV8HMA5Q+QNZTPEs7WNG/oRf9G3oRFp3I+qAw1p8I4+jVqHvD2+/y0e8nqe/tRFs/N1pXc6GErUX+nmQhJausQ7arDApR1Mi1LkQBlnCXtOW90KUlsstQjd0ew/msi1+RqTX+uCqWtmdEswokYcmwhKGoih5OroYTq0wdmshFjyq/pCiKlF8SIhfciU1mwMKDxCalUcfTkWndqqMcWwaz/WHPt9rIrD3fat8f/e9qQa7FrBn8QnnWDm/I7jHNGN/Glxpli2FUYc/FCMavPUGdqYH0mb+flQdDiUpIyYezLLye6YT8/rzjhARZ0l88G+5f6wV5RUohnklGA2m/DcIs+gpXjSX5uvhYvutTFwuzZ/q/aYY19cbXxZ7dCR785fiq9uL6kRBzw7SBiVzzqPJLqqpyLTIxnyMSomhJSjXw2uJDXItMpJyTDd/38ccy+jL88SaoRlANGR//GAERwTnef1lHG4Y09ub3EY3Y+X4zxrT2paqbAwajyq4L4YxeHYT/lEAGLDjAqsPXiE5MzbuTLaSe6SHrer2e4sWLc/v2bQBsbGye2Z4IUTAZjUZSUlJISkrKVPbscaiqSkJCArdv36Z48eLo9fpcjFII8bQMgZMxC9lGomrBOIuxfDuoJcWs5caZhZmOL7rVoNOcPbx1owUNXQ9TLPIkrBsOr66Bp/i7KAqGso7Zl1FSFOWR24UQj2Y0qry38jjHQqMoZm3Ogv51tGHke5egLemWFQWOLoGWkx77eB5ONgxr6s2wpt6EhMez4UQYfx6/wdmbsWw/d4ft5+5godfRuKIzbau70rJyaeyt5P+6ZzohB3BxcQFIT8qFKEhUVSUxMRFra+tcuVlUvHjx9GteCFEwqKfWof9HW8Rtgvo64wa8XGBqvRYEfmWLMaRxeebuCGZw7GusNBuDcmk7HPwJ6g0xdXjiKbWv4crcHVn3xqmqSg9Z1E2IJ/bF5nOsPxGGuV7h+z61KV/STtsQdRWyK3ymGuDUOvBtD2VqwRN+/vRytuWNZj680cyHi7fj7s05v8H5W3EEnrlN4JnbWJjpaFqxJO1quNHCtxS2ls9mavpsnvUDFEXB1dWVUqVKkZoqQyhEwZKamsrOnTtp3LjxUw8zNzc3l55xIQqaW6dJXf06FsCPhna06/0m1coUM3VUBc7bLSqw6dRNDt6B3z2H0unmN1ptcu9m4PzsLXpXlPx+9N/pB3pFwXBv+LoCTOtaXRZ0E+IJrTwYmn6z6/Mu1Xm+vNO/G4t7/LuIYlYiQ+Cn5lCqCtR8Far3BFun7Nv/B59SdrzdsgJvt6zA+Vux/C8ojP8F3eDSnXg2n77F5tO3sDLX0dy3FG393GjuWwpri2fnM+szn5Dfp9frJVkRBY5eryctLQ0rKyuZ9y1EUZMYSdyi7tgZE9ltqIptm09o5lvK1FEVSFbmeqZ3rc7L3+/l3ct1aOLZEMebe2DNEBi0GfTy97EwOnk9mp92hwDwWZdqXL2byP5LERy5GpX+4VwI8fj2XAxn/NoTALzV3IeuD5fOLO5Btj3kKFCxNVzaDrdPw6bxsOUj8G0DNfuAd3PQPXnOVLG0PSNb2fNuywqcvRnL+nvJ+eWIBDacuMmGEzexNtfTonIp2lV3o2mlkliZ/3u8kPB4ft1/hYPndZw2u0DPeuXwKuQ37iQhF0IIIfKb0UDkkr44JoQSaizJoTozead+1qVmhMbfswT96nuy8J/L9I8cwDqrkyg3jsCuGdB0rKnDE48pzWBk3JoTGIwqbau70qtuOUCb89rxuz2cuB7NrG0XmdShqokjFaJwuXg7lteXHibNqNKhhhvvtqqYsUFEsJZgA6CAokNLzhXtscNsqNkbEqPg5Co4sgTCjsHp37Uvezd47hWt57yE1xPHqSgKlV0dqOzqwHsvVuTUjRj+d29Ye+jdxHu96GHYWuhpWaU07aq7cSc2iQnrTqKgYFQVju++zI+7Q5jWtTovF+LpLbIaihBCCJHPIv78CMcbO0lULVjm9Slvtatr6pAKhfcDKlHW0Zrj0TasKv2u9uLf0+H6YdMGJh7bwn8uc+J6NA5WZnzUvkr66zqdwriXfAFYtv8KVyOkEo4QORUe9295M/9yjkzvVj3jGkTJcfBrb0iOAY/6MHwfNHwLqnbWHkcc0pJxAOviUGcwDP0bXt8N9V4Ha0eIvQG7voRvn4OF7SBoJaQ+XTUERVGoVqYYY1/yZef7zfhjREOGNC5PmeLWxKcY+P3YDV5bfIjxa09iVMGgqqhoU1yMKoxZHcTl8PinisGUJCEXQggh8lHUoVU4HZ0FwPfF3+WdV7ui00mFj5ywtTTj8y7VAXj/XEUiPNtpCxCtGQopkrgVFqF3E5ix+TwA49tUppS9VYbtDXycaVyxJKkGlS83nzNFiEIUOvfLm4XevV/erHaGod6oqlbS7M4ZsHOBlxdCKV9tNfVuP2uPTtmM1HLxg5emwcizWlvv5oACl3fBmtfgy0rwv5Fw4+ij56bngKIoVC9bnPFtKrN7TDPWDG/AoEZe2D5iTrmiKKw4FPpUxzUlSciFEEKIfJJw7SSW/3sDgJXmneg3ZFTGD0ziPzWq4EzPOtrQxAF3eqLauULEBQicZNrARI6oqsqEdSdJTDVQ16sE3bMZZjqmdSUUBf44foOT16PzOUohChejUeW9345z9KpW3uzn/nVwsrPM2GjvbDi1FnTm0H0x2D9B1R1zK6jWFfqshXeCoOl4KOYBydFwaD780BTmNYJ98yDh7lOfl6Io1PJw5MN2VWjmWyrbBd9VVeVa5NP10puSJORCCCFEPkiLu0vswpexJon9+PH8kFk42lqYOqxCaXzbypR2sCQoQscKtzHaiwe+h+Btpg1M/Kc/g8L4+7xWi/jTzn7/jg6JCNZuqqwaCIGTqGoZTqfnygDw+V9nTRewMJ2Hrgkisi6PJ2DGlnOsD9LKm817tTbe98ub3Xfpb60yBUDrz8Cj3tMftLgHNB0Dbx+HPuugWjfQW8Ktk7BxDMyoBL/1h4tbwWh46sO5l7BBl01GrigKZR0Lb7lQSciFEEKIPKYa0gj+vhel025wXXXG+pVFeJR0MHVYhZaDlTmfdvYDYPyJUoRX7qNtWPcGJEaaMDLxKFEJKXzy5ykA3mjmg0+pe0nD0aUw2x/2fKv14O35Fmb7M6HMUSz0OnZfDGfXhTsmjFzku2yuCY4uM3VkBc7KQ6F8t127WfFZl+rU936oPFn0NVg1AFQj1HhFmxeem3Q6rQRlt/nw3ll46QtwqQ6GFO13t7QLfFMDtn8KkVee+DDd/d1RsxkOr6oqPWRRNyGEEEJk58ii0VSK3UeiasGVVj9SvaKsqP60WlQuTcfn3DCqMPB6B9QS3tpiQxveN3VoIhufbjhDeFwKFUrZMazpvX8DEcHwx5tasqAaMjw6bR3Jm89pH1U//+ssRuPTzU0VhcQjrgn+GCE95Q/4Jzic8Wu08mYjmvnQ7eHyZqlJsKIPJERoSXK7r8h23HdusCkB9YbA67tg6E6o8xpYFYPoUPh7mpaYL+4IJ1ZpsT0GL2dbpnWtjk4BvU5BQUWvgE6BaV2r41mIS59JQi6EEELkoYMbFlL76nwA9vtNokGj5iaOqOj4qH1VnGwtCLqdyq9lJ4CihxO/wck1pg5NPOSf4HBWHroGwGdd/LAwu/cR9OgStHJLWVEYbLcbe0szTt2I4c+gG/kSqzCx/7gmtO3i4u04Xl+ilTdrX8ONkQ+XNwP46324cURbHb3HUjDPx2HdrjWg7Zfw3nnoOh/KNwVUuLQDVg+CGRVh/SgIO57jXb7s786295oyuKEnNZ1UBjfyYtt7TQt1yTOQhFwIIYTIMyeO7KPK/tEA7C3Vk6bd3jBxREVLCVsLPu6o1an+8JAVd2qO0Db8712ICTNhZOJBSakGPlh7EoDe9Tzw9yzx78aoq2g1kLOiYh1/ndfv9aZ/ufkcyWlPPxdVFHD/cU1o259tEXHJDFh4gJikNGqXc+SLbtUzV+s4vBCOLNbqjHf7GRzLmSRWzK3Arxv0/R3eDoImY8ChLCRFw8Ef4fvGMO8F2P9DjqYceTrbMurFCvSraGTUixUKdc/4fZKQCyGEEHkg5Np1HP7oj62SzFnrmtQdMtvUIRVJbf1cebFKadKMKq9dbo7q+hwkRcHvbzx1+R2RO2Zvu0hIeDyl7C0Zc6/GeLriHo/4PSlQ3IMBDT0pZW9J6N1Elu+XZKzIK+5BdrMTjPeuiWdZUqqBIUsOE3o3EY8SNvzwcHkzgGuH/p2+0/zDe2XKCgDHctBsvLZC+6trtPrnegu4GaT15n9ZCVYNguDtYDSaOtp8Iwm5EEIIkcvCYxO5+XMfyhHGbV0pyg1did7M3NRhFUmKojClUzUcrMw4diOeFe4TwMwKgrdqZXiESZ27Gcu8v7U5v590rIqD1UP/Dsr688je0Jp9sLEw452W2nDcWdsuEpuUmncBC5O7Wbwmipp1MqYYDVx3b5fPERUcRqPK+6uCOHwlEgcrs6zLm8Xd1uaNG1LAtx00etc0wT6KTg8+LbRa6O+dg9bToHQ1MCTDyVWwpBN8WwN2TIOoh+qLRwSj2z6Z2iFz0G2fXCTWFJCEXAghhMhFiSkGts59h/rGwyRjgXnv5VgXL2XqsIq0Ug5WfNiuCgAT/0kj/Plx2obNHxaJD2uFlcGoMnZNEGlGlVZVShNQ9aG6x6qqrZ59n6LXhtfe514PnLTh6t39y1K+pC1341P4YeelfIhemEJ8xDXMN45CUbTLI03VYVAVDKqCqmrrkSVv+OCxFwQrKmYGnufP4zcw02nlzdIrFdxnSIPfBmgLXDpXhE5z83YRt9xgUwKefx1e3w1DdoD/ILAspk1N2PEpfO0HSzpra4McWgiz/dHtnY1b1H50e2cXidX3JSEXQgghconBqLJw/rf0SPgVgKiWM3D0rmPiqJ4N3WqXpXHFkqSkGRl23h/VqwmkJsCaIdqHVJHvlu2/wtGrUdhZmvFJx6ooDycGx3+F0P1gbgsD/oKGb2lDWP1e1rZf3autxgyY6XWMDtCGu/+0K4TbMc9mQlbUJKSksfP8HaZtPEuP2Vu59E07nNJuE2x0pX3KFH4wtGO98Xm+N7TnrZQ3SFAtKR+9D1a8CmnJpg4/X606fI1Z2y4C8GkXPxr4OGduFPgRXNkNFvbQYxlYFaLymooCbjW1leBHnYMuP4LnC4AKwdu00m3/extUI4pqQIeKUkRW3zczdQBCCCFEUTFv1Xr63fwcFLhZZRAujfqaOqRnhqIofNq5GgEzd3LwajS/tRpH9xvH4Poh2D0Tmkg5tPwUFp3I9I3nABjduhKuxR5a3TkpGrZM1J43GQ3lGmhf9zl6wc7p2gJ9Zf3B0ZOAqqWp6VGco1ej+GbrBabeq0UvCo+kVANHrkSy91IEe4MjOH4tilSDig4j88xn4qcP4S72DEwdzRW1NCfTymd4/51URxZaTMfq4hZtWHaPJWBmmc3Rio69wRGMWxMEwBvNvOme1ariJ1bB3ntrlXSeCyWzWHW9sDC3hurdta+7IXBsGeybCylx2bzh3ur7LSflZ5S5RnrIhRBCiFywdPtxXjr5HnZKEuHO9XDpOt3UIT1zyjraMPbeomGT/o4moskUbcPfn8ONoyaM7NmiqioTfz9FXHIaNT2K07teFqs775gG8bfByQeeH555e5Mx2pD15BhYPRgMqSiKwriXKgPw68FQLt3J7sO5KChS0owcCLnLN4EX6PnDXqp/vJlXftrPrG0XOXQlklSDSpni1ixw+50X9YdR9ZYkdV1KKKWz3N8+YxUGpLxPIhZwYRPqyj5Fvqc8+E4cry89TKpBpV11V95rVSlzo1untNrtAI1GQuX2+RtkXirhBc0nQIUXyb4cXuFefV8SciGEEOIpbTxxA9dtb1Ned5NYSxecBywHvQxCM4Xe9cpR16sECSkG3j5VEbVKRzCmwZqhkJpo6vCeCZtO3WTL6VuY6RQ+71Id/cPlmG6dhv3ztOcvTQczi8w70ZtpQ1Yti8G1g7DjcwDqepWgZeVSGIwqX2w6l8dnIh5XqsHI4SuRfLf9Iq/+tJ/qH2+i+/d7mRl4nn2X7pKSZqSUvSUdn3Pj8y5+/P1+U3Y3u0CTu78BoHSeh5tfU6Z1rY5OAb1OyfA4orkPkaWeZ1DKKJJUc5Tzm4hf+iqkpZj4zPPG3fgUBi48SHRiKjU9ivPlyzUylzdLjIJfe2tTdMo305LXosixXMY1JjIo3Kvvy6cFIYQQ4ikcvRpJ8G8f8Ib+KKmKBXb9fgXbLOb2iXyh0ylM61qd1l/vZHdwBOvaj6Lz1X0Qfg62fgKtPzN1iEVaTFIqE38/BcDrTbyp5GKfsYGqwl+jQTVovXg+LbLfmWM56PAN/NYfds2A8k3AqzHvB/iy7ext/jp5kyNXI6nl4Zh3JyQeyWBUOXk9On0I+qHLd4lPyVgr3snWgue9nahf3on63k6Ud7b9dz2Bcxth41jteYuPoFoXAF72d6eOZwlWHArlWmQiZR2t6eHvjqezLW+3qMD83WUYHghzdV9ge3kzwXNfpuyQFVhaWuXn6eeppFQDQxYf4kpEAu4lrPmxr3/m8mZGo7ZORmQIFPPQ6o3r9FnvsLCr2Qf2fJPNRq0iQ2ElCbkQQgjxhK5GJLBs4Xd8qVsDgK7DNyhuNU0clfBytuW9Fyvy6YazTNwSRpNOMymx7hXYNwcqBkD5pqYOscia9tdZbscm4+Vsy4jmPpkbnFoDl3dppekCPv3vHVbtrC3odGSxlni8vodKLk50rVWW3w5f4/O/zrJiyPOZF4wTecJoVDlzM4a9wRHsuxTB/pC7xCZlXDSxuI059bxKUL+8Ew18nKlQyi7r38+NY7BqoLYoV80+mcpzeTrbMqa1b6a3met1vN7EmzbV3uTbX+146/ZHeEfsYNcXnbDqtYg63lkPdy9MVFVlzOogDl2JxN7KjAX96+D8cHkz0NZZuLBJ+/fUY4m2YnlR5eQNHWbDHyNQUVBVI4qiQ0HVXr9XkaEwkoRcCCGEeAJRCSlMnL+a2YZZoECq/1DMa75i6rDEPYMalWf9iZscD41i9PFS/Fh7AMrhBbBuOAz7B6yLmzrEIufg5bss26/N4/y0s1/m3rzkONh0bzjtC+/lfIhp68/h6j4IP6+tptxzOe+2qsgfx29wIOQuO87doZmvlBbMC6qqcv5WHHuDw9l7LwGPSshYB97e0ox65Uvw/L0e8MouDpmHVT8s+hos7wGp8dow63YzH7s8l4eTDaOGD2ffFmdq/zOcF9L2sn7hq4yvMY3RbapR3CaLqRCFxMzAC/x+TCtv9v2rtfEpZZ+50bmNsOPeiJ92X4Pbc/kZomnU7A0ez2M8vIiw0/txrVIPfe1+hToZBxPPIY+NjeWdd96hXLlyWFtb06BBAw4ePJi+XVVVJk6ciKurK9bW1rRs2ZILFy6YMGIhhBBCG0r49sKdfBg3FTsliZSyDTB/aaqpwxIP0OsUvuhWHXO9QuCZ26x3Ha6t3B1zXRsyLXJVcpqBcWtOAFrN8PreTpkb7fxCq4/s6AkN3sr5zi1soet80FvAuQ1w8CfcilvTv6EnAJ//dRaDUX36kyjiQsLj+XLzBRad1/Hl5guEhMdnaqOqKsF34li67wpvLDuC/5RAAr7eyaQ/T7Pp1C2iElKxsdDTtFJJxr3kyx8jGnLsoxf5qV8dBr9Qnqpuxf47GU+KgWXdIe4mlKwM3ReB3vyJzklRFOq/2IPUrktIU8xpqz9Ag+PjCJixjd+PXUdVC991sfrwNb7dquU7n3bOprxZRLA2YgSg7hB4rlc+RmhiTt4Ym33IYa/hGJt9WOiTcTBxD/ngwYM5efIkS5Yswc3NjaVLl9KyZUtOnz5NmTJlmD59Ot9++y2LFi3Cy8uLDz/8kICAAE6fPo2VVdGZIyKEEKLwMBpVRv92jD5hU/DWh5Fq54ZFryVP/IFS5J2Kpe0Z0awCMwPPM/GvK7zQYzbFfmkPQSugUhuo2snUIRYZ83Zc4uLtOJztLBjfpnLmBuEXYO932vPW08D8MT/HuVaHVpNh4xjY9AF41Gd4k0r8sv8q527FsvbodbrVLvv0J1JErTwUytjVQSgoGFWF47sv8+PuEKZ1rU5drxLsDY5Inwd+OzbjquVW5jr8y5WgvrcTz5d3onrZYpjrn7BPz5CmrQlw+xTYlYbeK8Gq2FOfn61fG7BYinHFq7RjH8aUr3n31+GsOnyNqZ388HCyeepj5Id9lyIYe6+82bCm3nSvk0V5s+Q4rQ57cjS4Pw8vys3gws5kPeSJiYmsXr2a6dOn07hxY3x8fJg0aRI+Pj7MnTsXVVX5+uuvmTBhAh07dqR69eosXryYGzdusG7dOlOFLYQQ4hn3xeZzeJ+eTUv9UQx6S8xfWS6LuBVgw5p64+tiz934FD44ZPPvPNX/vQOxN00aW1Fx8XYc322/CMDE9lUzDxW+v5CbMRUqBECl1k92oHpDtfcbkmH1IIqZpfJGM22e+lebz5GUaviPHTybQsLjGbs6CKMKBlVFRcGgqhhVeH9VEE2+2MHYNSf4/dgNbscmY2Gm4/nyJXi3ZUVWDq3P8Y9eZOngerzRzIfa5RyfPBlXVdgwCoK3grkN9Po1d1fGrtQaXffFqDpzOuj3MtNiHnsu3ObFr/9m7o5gUg3G3DtWHrh0J46hS7TyZm39XHn/xSzKm6mqVt7s9mnthkb3RVlXKRCFisl6yNPS0jAYDJl6uq2trdm9ezchISHcvHmTli1bpm8rVqwY9erVY+/evfTs2TPL/SYnJ5Oc/O+dvZiYGABSU1NJTU3N8j1CFFT3r1m5dkVhVpSu418PXuPizhX8aKEt4qa2nUlqyWpQBM6tqFKAzzpVpdsP+/lfUBhte/ShdenNKLdOYFz3BoYev+Ro7mpRuo5zk9GoMnb1cVIMRppUcKZ1ZedMPyPl7HrMgreh6i1IazXl6f69tP0Gsx8bo9w5i+GvsfRuNZ2F/1zmRnQSC3ZfYnAjz6c7oSLo1/1XUFCArIdvK0Atj+LU8yrB8+UdqelePOP8f9VIaurTJ7O6vbPQH16g3RDoOA+1lF/u/+30boXSZT76NQPpwB4cHS3pFzmQaRvPsu7oNSZ3rEJN9+K5e8xccDc+hQELtPJmNcoW4/POVTAY0jA8dI9Jt38O+lNrUHVmGLr8jGrl9Ez+/1NY/h7nND5FNeHkigYNGmBhYcHy5cspXbo0v/zyC/369cPHx4cFCxbQsGFDbty4gaura/p7unfvjqIorFixIst9Tpo0iY8//jjT68uXL8fGpnAMVxFCCFHwnI5U2HruJmstJmKvJBJc8kVOln3V1GGJHPrjio6tN3Q4mKt85nuF1hc/Qq+mcsy9P1ecm5s6vELrn1sKKy7psdCpjK1hwOmhkeh6YzLNT4/FJjWCc6U7cNat21Mf0zn2FA0uTkdB5YDXm6xLqcvyYD02epUPaxmwkSWLM1h0XsfRCAWVzDeeFFSql1AZWClve49dIw9Q9/JsAE6U6c2lUgF5e7yoQ/iHfIcOA0dtGtI35nVi0/QoqDQordLew4h1AblO0ozw3Wk9l2IVSliqjPQzYJ/FDCjn2NPUvzgdHUaCyvYlpGTLzI1EgZKQkMArr7xCdHQ0Dg4O2bYzaUIeHBzMwIED2blzJ3q9nlq1alGxYkUOHz7M/Pnznyghz6qH3N3dnfDw8Ef+IIQoiFJTU9myZQutWrXC3Fzmp4rCqShcx6duxDBk/t/8wni8dWEYPRpgeGW1zBsvRJJSDXScs5dL4Ql0reXGdLdd6AM/RDW3IW3wDihR/pHvLwrXcW67HZtM62/3EJuUxviXKjGgQblMbXR/f4Z+9wxUh7Kkvf6PNlQ5F+i2T0b/zzeoVsVIHriD9kuvcuF2PENe8OT9FyvmyjGKimkbz/PTnstZbtMrMLiRF6NerJBnx1euH0K/tBNKWhIG/8EYX/zssVdUf6Ljnv0T/ZrBKKqBxMrdmaAOZfWxWwCUsrdkQptKtK5a2qQl81RV5f3VJ/n9eBj2VmaseK0uFUrZZW4Ycx2z+S1QEsIx+vXA0H52vvwMC6rC8vc4JiYGZ2fn/0zITXpvyNvbm7///pv4+HhiYmJwdXWlR48elC9fHhcXFwBu3bqVISG/desWzz33XLb7tLS0xNIyc50+c3PzAv0LE+JR5PoVRUFhvY6vRyUydMlhpqqz8NaHoTqUQdd9MTorGXVVmJibmzO9Ww1e/n4vq4/coGONHjT23IxyeRfmf46AAX+B/r8/FhXW6zgvfLrxBLFJafiVKcbARuUxe3hu8d1LsFfrFVVaf4a5zdMv3pWuxYdwZTfK9cNY/e8NxgX8xMAlx1i09yoDGpXHtZh17h2rEFNVlZuxSdlvB3rVK5d31/TdEFj5KqQlQcXW6NtMR6/T//f7coNfF9ApsGoQ1mdWMuM5C7oO/ogP1p0mJDyet1YE0dy3FJ90rEpZR9P8Pf868Dy/Hw/DTKcwt3dtqpRxzNwoNQlWD4CEcHDxQ9fhG3TmMm8cCv7f45zGZtKyZ/fZ2tri6upKZGQkmzZtomPHjnh5eeHi4sLWrVvT28XExLB//37q169vwmiFEEI8K2KSUhm44CC9kn6hlf4Iqt4SpcdSsCtp6tDEE/D3LEG/+p4AjFt7ivg2s8HSAa4dgD1fmzS2wmbrmVusDwpDr1P4rItf5mQcYOM4bQG28s2gcvvcDUBvDl1/Agt7uPoPzW4vpq5XCZLTjMzccj53j1WILd13hf8FaYsXKopWDlBBRa9oueq0rtXxdLbNm4MnRsLy7vcSyepa6br8Ssbvq9oZuv4Iig6OLaXB6cn89VZD3mpRAXO9wrazt2n11U5+2nWJtHxe9G3t0Wt8HaiVN5vSqRqNKmSzOOhfo+HGEbB2hB5LwVxuNhU1Jk3IN23axMaNGwkJCWHLli00a9YMX19fBgwYgKIovPPOO0yZMoU//viDEydO0LdvX9zc3OjUqZMpwxZCCFFEhYTHM23jWd785SifbjhD/58P4H5nB++YaYu4Ke2/gTK1TByleBrvB1SirKM116MSmbY3Dl6arm3Y8RmEHTdtcIVEXHIaH647CWjDnauVyaLn+9xGOL8RdObazzgvhteWKA/tZgKg7JzO5JraQr6rDl/j/K3Y3D9eIbM3OIKP/zwNwJjWvmx/rymDG3pS00llcCMvtr3XlJf9syirlRvSUmBFHwg/Dw5l4JWVYJnFUOz8UK0rdLmXlB9ZjNXG9xjZwoe/3n6Bup4lSEw1MGX9GTp+t4ega1H5EtKBkLuMWXUCgNebeNOzbjarzR9eCEcWAYp2Q8PRM1/iE/nLpAl5dHQ0b7zxBr6+vvTt25dGjRqxadOm9O790aNH8+abbzJkyBDq1KlDXFwcGzdulBrkQgghct3KQ6G0mLGDH3ZeYn3QDX7ceYno0FN8bT5Ha1B3KDzXy7RBiqdma2nG512qA7B47xUOOLyo9d4a02DNEG14qHikGZvPcSM6CfcS1rzdMou5x6lJsHGs9rz+cCiZh3O6q78MNXqBaqTS7pF08bXFqML0jefy7piFQOjdBIYvO0yaUaVDDTdeb1IeT2dbRr1YgX4VjYx6sULe9YyrKvz5FlzepY1geGUlOLj+9/vykl836Pz9vaR8EWx4D5+Sdvw65HmmdfWjmLU5p27E0Om7PXz85yniktPyLJSQ8HiGLDlEisFIGz8XRgdkUd4M4Nph2PC+9rzFh+DTIs9iEqZl0oS8e/fuBAcHk5ycTFhYGLNnz6ZYsX/vsiqKwieffMLNmzdJSkoiMDCQihVloQ4hhBC5K0OdXqNWn9eWBH4w/wo7JZEkt+chYKqpwxS5pFEFZ3rW0XoGx6w5QVLrr8C2FNw5C9smmzi6gu1YaBQL/7kMwNROfthYZDHv/p9ZEBkC9q7Q+P28D6rNF1pvecw1PtF/j14HgWducfDy3bw/dgEUn5zGa4sPEZmQSrUyDkzrWj1/Fy7b+QUc/wUUPXRfCC7V8u/Yj1K9O3SaCyhw6GfYMAqdAj3qeLD1vSZ0es4NowoL9lym1Vd/s/nUzVwPITI+hYELDxKVkEoN9+J81f05dLosfjdxd2BlHzCkgG87aDQy12MRBUeBmEMuhBBCmIqqqiy+l2B4KmGMNvuVb82/5U+LCXjrwghTS/Cj60eyonoRM75tZUo7WBISHs/MPRHQUVt8jL3fQcgu0wZXQKUajIxdHYSqQueaZWhcMYu1FKKuwq4Z2vMXp4Clfd4HZmkP3X4GnTl2wRv4svxRAD7bcAYTFhMyCVVVGfXbcc7ejMXZzoIf+vhjbZGP87aDVsL2ezcv234JPgWsNFeNntBpDqDAwZ+0+dmqirOdJV/3rMnigXXxKGFDWHQSQ5YcZuiSQ9yMzp1RM8lpBoYuPUxIeDxlilvzU1//jPXe7zOkwaoBEHMdnCpoNxGe4RXVnwWSkAshhCjy0gxGQu8msOdiOMv3X+Xzv84yfNlh2s3aRfWPN7Pgn8t01e1gq8Uohuj/RzvdPrx0N1FVWGloyvk4WUSnqHGwMmdqJz8Aftx1iePW9aBWP0CFdcMgKdq0ARZAP+0K4ezNWIrbmDOhbeWsG236ANISoVwjbe5ufnGrCS0/AqDTzdlUMw/jyNUoNp++lX8xFACztl3kr5M3MdcrzHu1Nm7F8/Fv1+U98Psb2vMGb4H/wPw79uN47pV7N+AUOPCDNr3i3o2bxhVLsvndxgxv6o2ZTmHTqVu0/OpvFu4JwWB88ps7qqoybvUJDoTcxd7SjAUD6lDSPnNVKAACP7o33N8Oei4DKynbXNSZtOyZEEIIkVviktO4GpHA1bsJXL0bz9W7CVy59/31yETSsvgwpWDEgQQa6S4xzexHdIqKVgjoXyP0a/nJ+pV8OguRn1pWKU3H59z4/dgNRq8K4s+hU7AI+RsiL8NfY6HzXFOHWGBcDo/n60Bt9fIJbavgZJdFMhG8Dc78oQ1VbpNHC7k9yvNvQPA2lOBtLLCfS6O7E5i+8SwtfEtlvQp8EbP51E2+urfC/OSO1fD3LJF/Bw+/AL++og2xrtwBWn6cf8d+EjVfBdUIf7wJ++dpc8sDPgVFwcpcz+jWvnR4zo3xa05w5GoUk/48zdpjN/i0czWquj1++b5vt15kzdHr6HUKc16tRcXS2YwcObk6vVQgneZCyWzml4siRRJyIYQQeSb04glCA7+nxJ0LHAzbgnvLobj7+D3RvlRV5XZscnqSfTXiXtJ9N4GrEQlExKdgSQpOxOCoxFJCiaUEMfgosTjqYimpj8PNMp7S+nhKKLHYG6OxTI1GpxqyPaaigKoq9NDtAFo92Q9BFGgfta/K7gvhnLsVy3d7bvJu5+9hwUtwfDn4tsn9cl2FkKqqfLDuBMlpRhr6ONG1VpnMjdJSYMNo7XndIVC6av4GCaDTQad5MK8hJeMv8rHVr4y905ffDl+jV3arWBcR527G8u6KYwD0q18u+1W780J8OCzrBklRUMYfuvyg/S4Kulp9taT8z7dh3xwtKX9xSvqNJF8XB1a93oDlB64ybeNZjodG0WH2HgY18uKdlhWyXj8hC78fu87MezezpnSqxgsVsimbees0/D5Ce97oXajS4alPURQOkpALIYTIEwfWfkvtYxNxRat7q4YdQFmylAPPTaZu5zezfE9SqoFrkYlcvRtPaHgst2/fJCbiJvGRt0iNDcfeGI0jWrLtpcRQm9h/k2/LWGyU5EcHlXbv62E6M1RjGln15+kUKJ4S9rinLwqJErYWfNyxKiOWH+W77RdpXa0RlRu+Dbtnah/Uy9YF+9KmDtOk1hy5zp6LEVia6ZjayS/rBcL2z4WIC2BbEpqNy/8g77MvrSXly7rSk40E6qoyc4slnZ4rk79zqfNRVEIKry0+RHyKgfrlnZjQrkr+HTw1SesZj7wMxctBr18LV53s2v21pPx/72o904oCrSanJ+U6ncKrz5fjxSql+fjP06w/EXavEkcYUzpXo1mlUo/c/cHLd3n/tyAAhjYun/2NocQoWNEbUhOgfFNo/mHunaMo8CQhF0IIketCL56g9rGJ6DMMAVdRVfA/9iEndCqpihkJUbdIibmDGh+BWfJdbNKiKEEsNZVYmhJ/bwj5Pfp7X/9FZw42TmDrDDYltOc2zvcencDW6d/nNvfa7PgMZc+3kEVvuU5RoHjR7l171rX1c+WPKjfYfPoWo1cFsXboWMwuBMKtE1r5pl6/mjpEk4mIS2bKeq2W9dstsymVFXMDdkzTnrf6BKwef0hvrqrQEuqPgL2z+dLiBwJivfh5TwhvNPMxbVx5IM1gZMTyo1y9m0BZR2u+610L8/wanm80wrrXIXS/9jvv/RvYZdP7W5D5D9SS8vXvaRUCFD20nJRhykUpByu+612Lrmdv8eG6U1yPSmTAgoO0q+7KxPZVKGWfuSTz5fB4hizWypu1rurCmNa+WR/faIS1Q+HuJSjmAV1/Bl3RvHkksiYJuRBCiFx3bdsPuKLw8HxsRQEFFb+j2dz9z+JzZLK5AwYrJ3R2TljYl0Rn+0BynZ54O91Lvp21FZcfd+5qzT6w55tsNqradlFkKYrClE7V2HcpghPXo/nxn+sM6/ID/NAEzm+EnV+iS46ldsh+dNsPQ+1+4ORt6rDzxZT1Z4hMSMXXxZ7XXiifdaPNH0JqvDaaoHrP/A0wOy0mwuVdFA87zkzzOQzb4Uyvuh6UsLUwdWS5auqGM+y+GI6NhZ4f+/rn7/ltmwyn1mo3QXssLdzznesM1hZ22zAK9nytDV9vMTHT/yXNfUvz/EgnZm45z897LvO/oDD+Pn+HsS/50quOB1fuJrDyUCghd+LYd+kuUYmp1ChbjJk9silvBlqZuPMbwcwKeizRbhqLZ4ok5EIIIXKdRew1FLJekVZVIRpbLltWwmhVAsWuJJYOJbErUYrizq7YO5ZGsXXWkmtrRyz1+fBflZM3dJgNf4yA9BsJ9x47zH5mkq9nWSkHKz5sV4X3VwUxM/A8L1Z9Ae/mH8KWD2H7FHSKHjfViLL3IOydpV0XNXubOuw8tfP8HdYevY6iwOddq2fd8xqyC06uAhStzFVBmTtsZgldf0b9vjENOE3v1DV8t70cH+bncO48tvJQKAv2XAZgxss1qOyaj6txH14Eu7/Snnf4Frwa59+x80rd17Se8r9Ga+em6KD5hExJuY2FGR+0rULH58owfu0Jgq5F88Hak/yw8xJX7yagQ8HwQLm9js+5ZT9d4vwm2PGZ9rzdTHB7Lo9OThRkkpALIYTIdSl2ZVBisk7IDeg4U6Yr9YfMyueo/kPN3uDxPBxdotVSLu6h9YxLMv7M6Fa7LH8GhbHz/B3GrApiZdcAdFu00RyKatDWGLg/reGPEdr1UkSvj4SUND5YdwKAfvU9ec69eOZGhlQteQFt2K9rjfwLMCecfVDafgnrhjHSbBW99vkR2sAT9xI2po7sqR2+EsmEtScBeKtFBV7yc82/gwdv0+ZcAzQZo5URKyrqDQWjATaNg11fakPHm43Psmm1MsVYO7whi/deZvrGs1yJSADA8NDN6Cnrz9Dct3Tm6R4RwbDmNUDVeuiL0s9RPJYCchtTCCFEUaGqKneSzdAp6aVdH9imDVl3bz7UNMH9Fydvbe5gt5+1xyKabImsKYrCp52rYWuh59CVSE5umKfNJ826tXbzpoj6JvACoXcTcStmxaiAbIYiH/wJbp8G6xJaT2JBVKMXarVumClGvtJ9y9yNR0wd0VO7GZ3E60sPk2IwElC1NO+0qJB/B791Glb2025M+XWHpiZcwC+v1B+ulUAD+Hsa7Pg826Z6ncKAhl5083fPclFQ0P6urDgUmvHFlHhY0QeSorWpHgGf5U7solCShFwIIUSuWrDmf7wYsRTQBn6nqToMqkKaqsOIwuHnJlPWp5ppgxQiG2UdbRj7krb4UmjIWdRspl6Aqo2kKIJOXo/mp90hAHzSsRp2llkMqIy9BdvvJS0tP9LWcCiIFAWl3Vek2LvjrrvD82emcPp6tKmjemJJqQaGLjnEndhkKpW2Z0b3R8xNzm2xN2F5d0iOgXINoePs/K81n1/qv6Gttg7akPK/pz+yeVRCarY/ClVVuRaZ+OAL8MdbcPsU2JaC7ovBrGitbSAejyTkQgghcs3P207Q5Pj7WCmp3Cj5Ajde3cUB1978Y1aPA669CeuzO9uSZ0IUFL3rlaOuVwmuGJwxZpePUzRX308zGBm35gQGo0pbP1daVsmm5FvgJC0xc6tZ8Bc9tCqGRY+FGNDTQb+XPau/NXVET0RVVcatOcHxa9EUtzHnx77+Wd8syQsp8bC8B0SHgpOPtoibmWX+HNtUGr4FLT/Wnm+fqi2+lo2yjtZZlwNE6yEv6/hAKbh9c7V1F3Rm0H0ROOTjdANRIElCLoQQIlesPBRKse3j8NaFEWdRCrf+iyhboTp1Bs3kbvXh1Bk0U3rGRaGg0ylM61qddTQDNZs+ctUAzxW9Rd0W/nOZE9ejsbcy46MO2SyAdnU/HF+uPW/zZeEo0VTWn5j62nz3VyJmceTwARMH9Ph+2hXC2qPX0esUvnulFh5O+TQX3miA1a9B2DGtosUrKwvuiIjc1ugdaPGR9nzbFNj1VZbNuvu7oz48R+seVVXp4e+ufXN5N2y+N70j4FMo1yCXAxaFkSTkQgghntqmUzc5uHYWXfW7MKLH9pWFUrpFFGpezrZ0e7EJY9KGYLw35cKgKhhU5d+1EbZ/qi1sVkSE3k1gxubzAIxvUznL2soYDVppKNB6xsv652OET8ex1Wgu2dfGVkmm2IbXMaYkmTqkHPv7/B0+++sMABPaVqahj3P+HXzzBDi3HvSW0POXZ29tjRdGQvN7pTq3fgy7v87UxMvZlmldq6NTtHnlDz5O61pdW9At+jr81l+7mVe9B9Qdkq+nIQouWWVdCCHEU9kbHMHXv/zJarOFACjNx6N4NjRtUELkguaVSvHphiYcNFaih34HZZU7XFNLEmYswYfmS7A4tQZSE+HlhWCeRfJaiKiqyoe/nyQx1UBdzxL/9ug97PACuBkEVsW0hQ8LE52O4r0XEDm3Id6GYC6tHE35Vwv+8PWQ8HjeXH4Eowrd/cvSv4Fn/h18/w+wb472vPM88KiXf8cuSBqP0kqibZ8KgR9pJdEavpWhycv+7tTxLMGKQ6Fci0ykrKM1PfzdtWQ8LRlW9oX4O1DaD9p9XXTn34vHJgm5EEKIJ3byejRvLt7DMt3X2CjJGMs3Q9dopKnDEiJXrD56HZ0CV1QXpqf1zLDtRlop5ll8g/n5v+CXHtBzOVjYZrOngu/PoDB2nLuDhV7Hp138sl4oLD4Ctt5b6KrZBLDNx17aXFLCpRx/VP2EDqffpfzFRaSda4tZpQBTh5WtmKRUBi86SExSGrU8ijO5U7Vs5yrnunMbYeMY7XmLj6Bal/w5bkHVZLSWlO/4DLZ8qE3VqP9GhiaezraMae2b+b1/jYHrh8CqOPRYAhaFv/SeyD0yZF0IIcQTuXQnjn4/H2CUYT6VdNdQbUuj6/ID6OS/FlE0ZFgZ+SHbjc8xt+znYG4Ll3bAki5aCaNCKCohhU/+PAXAG8188Clll3XDrR9DUpTWw+c/MP8CzGUtOvblV6UNAGmrh2orxhdABqPKO78eI/hOPC4OVszrUxtLs3yar3/jGKwaoCWgNftAo3fz57gFXdOxWu11gE3jtQXa/suRxdrIEhToOh9KeOVpiKLwkU9NQgghHltYdCJ95h+gUeI2eprtQFV0KN1+ArtSpg5NiFzzqJWTjSqsjvDiWPOFqJYOELoPFnWAhLv5HOXT+3TDGcLjUvApZcfrTctn3ej6YS2xAGjzBegL7yBLW0szDC0/5ozRA6uUSNJWDwGj0dRhZTJj8zm2nb2NpZmOH/rWznpOf16IvqatqJ6aAOWbQbuZMrz6QU3HwQv31lHYOBb2f5992+uHYf29ts0/gAot8z4+UehIQi6EEOKxRMan0Hf+ASyiL/G5xc8AKE3GgFdjE0cmRO561MrJAFfuJtDp91SGmX1Mkrmjtgr1wrYFtsc1K/8Eh7Py0DUAPu/il3UPrNEIG94HVG0xqnL18zfIPND9eR8+s32fRNUCs8s7YO9sU4eUwZ/HbzBnRzCgLQpWvWzx/DlwUgws6w5xN6FkZa0sl948f45dWCgKNJ8A96dn/TUaDvyYuV18OKzoC4ZkqNQWGr2Xv3GKQkMSciGEEDkWn5zGgIUHuXr7Lt9bzcKaJPB8ARq/b+rQhMh1D6+crKCiV0CnwOiASvSrXw5bCz0bI0rTNm48t3GE26dJ/SkAokJNHf5/Sko18MHakwD0rueBv2c2payOLdV6+izsodUn+Rhh3jHX6+jxUismpfUDQN36sXaOBcDJ69G8v+o4AEMbl6dTzTL5c2BDmrYK+O1TYFcaeq/UFu8TmSkKtJgIDd/Rvt8wCg7+BBHBEDgJfhsAPzSFmGta3fbOc2U6l8hW4R1vJIQQIl8lpxl4felhjoVGMd1qGRXVy2BbErr+VDjqEAvxBO6vnPzL/iscPB1MnSrl6VWvnLZyMvBeQCV+O3SNRf/Y0C1yIsstplI2OoSI2c251n4F1avXzL9FuB7T7G0XCQmPp5S9JWNeymIhKoDESC3BAG3+rL1LvsWX19r4ufDDzk6sv3WcthyAVYPg9V1gaW+ymMLjkhmy+BBJqUaaVCzJ6KwWCMsLqqollcFbwdwGev0KxT3y59iFlaJolQZUA/wzC9a/ByjaCuyqEbg3uqZGL7mxIR5JbtUIIYT4TwajysgVx9l1IZwuFgfozhZAgS4/FKkP6EJkxdPZllEvVqBfRSOjXqyQnowDOFiZM6iRF9tHNeXDPm353GUmwUZXnNJu47qmM8NnLmPV4WskpxlMeAaZnbsZy7y/tSHRn3SsioNVNsOSt02FhAgo6Qv1huZjhHlPURTGvlSZcamDua46Q2TIvaH5ppGSZmTY0sPciE7Cy9mWb3vVRJ/Vavd54Z9vH1h47CcoUyt/jlvYKQq0mgzPvXrvBVVL0Hlgqsv2qVrPuRDZkIRcCCHEI92vT7z+RBje+ttMt7g3V+6FkeDd3LTBCVFA6HUKraqUZvawDhj7ryfMqjyllCimRo9hwap1NPx8G19tPsftmCRTh4rRqDJ2TRBpRpVWVUoTUDWbm2phQXBovvb8pelFci5xfW8nalXy4q2UNzCig+O/wPEVJoll0p+nOHg5EntLM37s608x63z6eZ9aB1smas8DPgXftvlz3KJCUbTRYmR380SBo0vyMyJRyEhCLoQQ4pFmbD7P8v1XsVRSWVPyB8zS4sGjATQdb+rQhCiQKpT3xvWtraS51KSEEscKy6l4xJ/k220XaThtG+/8epTjoVEmi2/p/iscvRqFnaUZn3SsmvWQelXVeotVI1TtDOWb5H+g+WRMa1+OUImvU+/V2V4/Eu5eytcYluy7wvL9V1EU+LZXzexLz+W20IOw9t7Ih7pD4Plh+XPcoib66iNWolch6mq+hiMKF0nIhRBCZOunXZeYvf0iAL9X3ESxqNNgXUIb0liIyx4JkedsSmDW/w/waIAdCay0mU4/1yukGlTWHbtBx+/20GXOHv48foNUQ/6V3AqLTmT6xnMAjG5dCddi1lk3DFqhlXIzt4EXp+ZbfKZQ2dWBzjXLMNvQiTMWfpASp80nT0vJl+PvuxTBx39odeBHB/jSzDefykfeDYFfekJaElRsDa0/l/JmT6q4B4/sIZf5+OIRJCEXQgiRpdWHrzFl/RkA5tS+ju+V5dqGzt9DsXxa9VeIwszKAV5dDd7NMTMk8HHMJLZ3SKJLzTKY6xWOXI3izV+O8sK07Xy3/SJ34/M+Afzo91PEJadR06M4veuVy7pRUgxs/lB73vj9Z+Lf+8hWFTHTmzEwZgipFsXgxhFt7m8eC72bwPBlR0gzqnSo4cbrTbKpA5/bEqNgeXdICAeX6tB1vizO+TRq9iHDvPEM1HvbhciaJORCCCEyCTx9i9GrgwAYWceKl4KnaBsavAUVXzRhZEIUMhb3Vqyu1BYMyXgFDuGraiHsGduct1tUwNnOgpsxSXyx6Rz1P9vKmFVBnL0ZkyehbDwZxubTtzDTKXzWxS/7BcP+ngbxt6GEN9R/I09iKWjKOtrQt345wnDic/N757znawjelmfHTEhJ47XFh7gbn0K1Mg5M61o9b1fkjwhGt30ytUNmY/ZTUwg/Dw5l4JWVYJlPQ+SLKidv6DBbW2Fd0Wd87DBb2y5ENiQhF0IIkcH+SxG8sfwIBqNK95qleTNiKkpSNJSto9VdFUI8HjNL6L4IqnUDYxqsGkip4DW826oie8Y2Z8bLNahWxoHkNCMrDoXS+utd9PphH5tP3cRgzK7X7fHEJKUy8XdtWPTrTbzxdXHIuuHtM7Bvrva8zXQt9mfEG818sLcyY35ENS559tBeXPs6xIfn+rFUVWXUb8c5ezMWZzsLfujjj7VFHvZQH10Ks/3R7Z1NmagDKDHXtNdr9QMH17w77rOkZm8YcQgavqWtu9DwLe37mr1NHZko4CQhF0IIke7UjWgGLzpEcpqRlpVL83mxtSg3DoNVcej2c5FcZVmIfKE318oE1uqrLZS2bhgc+BFLMz1da5flzxGNWPV6fdr6uaLXKey9FMGQJYdp+uV2ftp1iZik1Kc6/PSNZ7kdm4yXsy0jmvtk3Sh9ITcD+LYDn5ZPdczCxtHWgmFNtZ7MQWGdMZb0hbhb2u9KzZ0bI/fN3naRDSduYq5XmPtqbdyKZzOXPzdEBMMfb4JqRFENGWc6//25lOTKTU7eWm3ybj9rj9IzLnJAEnIhhBAAhITH0+/nA8Qmp1HXqwRz6txGt2+2trHTHFmURoinpdND+2+h3r2VrDeMgj3fAFpNbH/PEnzXuxY7Rzfj9SbeFLM2J/RuIlPWn+H5T7cy8feTBN+Je+zDHrp8l6X7tFWep3auhpV5Nj2xp9bC5V1gZqWVv3oGDWjgRWkHS0KijazznqL9LC5shv3zcu0Ym0/dZMaW8wB80rEadTxL5Nq+M0iMguDt95Lx7G4oSEkuIUxNEnIhhBDcikmiz/z9hMelUMXVgfmdXbH4c7i2sd4wqUsrRG5RFGj9GbwwSvt+y0TY/mmGhKlMcWvGvuTLvnEt+KyLHxVL25GQYmDx3iu0mPE3/RccYMe52xhzMJw9Oc3A2DUnAOjuX5YG3s7ZNIyDTR9ozxuNBMdsFnwr4qwt9LzbsiIAkw+oJDb/RNuwZSKEHX/q/Z+/Fcu7K44B0Ld+OXrVzaUbnSkJcHUf7J0DqwfDt7VgWjlY0gmu7OGRC45JSS4hTEpq1gghxDMuKiGFvvMPcC0yEU8nGxb1q4n96q6QGAluNaHVJ6YOUYiiRVGgxYdgYQtbP9YWUUuJhxenZCg7ZW2hp1ddD3rWceef4AgW7Alh69nb7Dh3hx3n7uBd0pb+DTzpUqsstpZZf6T7/u9LXLwdh5OtBePbVM4+pl1fQuwNKF5Om/v6DOtWuyw/7Q7h4u04Zsc05v1KbeHceq0U2tC/td/bE4hKSOG1xYeITzHwfPkSfNiuypMFmJYCt0/B9SPaavA3jmlz/1VD5rbFy2nrAERcyKaXXEpyCWFqkpALIcQzLCEljYELD3LuViylHSxZMqgeJQ99odUftnSAbgvAzMLUYQpRNL0wUkvu/hoNe2drSXnbr0CXcQCjoig09HGmoY8zl8PjWbT3Mr8dukbwnXg+/P0U0zedo2cdd/rW98S9hA0h4fGsPBTK2bAY/j5/B4CJ7atQ3Cabf8vhF+Cfe9NTWn8O5nk4n7kQMNPrGB1QiSFLDjN/z2X6jfiSUjeOakntX2Og4+zH3meawciI5Ue5EpFAWUdr5vSujbk+BwNVjQbt93PjyL8J+M2TYEjO3NbOBcrU0m6kut17tHXS5ojP9ifrXnIpySWEqZk0ITcYDEyaNImlS5dy8+ZN3Nzc6N+/PxMmTEgv+9C/f38WLVqU4X0BAQFs3LjRFCELIUSRkZJm5PWlRzhyNYpi1uYsHlgP97v/wO6vtAYdZkEJL9MGKURRV28omNvAn2/B4QWQmgAd54A+649ons62fNS+KiNbVWT14Wss/OcylyMS+HFXCPN3h1DF1YFTYTHoFCXDCu0pacasj6+q2g0BYypUeBEqvZQXZ1notKpSmtrlHDl8JZKZeyL4rOuPsLCdNt/auxlU6/pY+/t0w1l2XwzH2lzPj339KWGbxc0RVYXIyw8k30e1YfIpWawbYFVcS7jL1NKS7zK1wMEt64PfL8n1xwhUFFTViKLoUFClJJcQBYBJE/Jp06Yxd+5cFi1aRNWqVTl06BADBgygWLFivPXWv8OlWrduzYIFC9K/t7R8dkpwCCFEXjAYVUauPMbO83ewNtfzc/86VLKJg8VDtQZ1BkPVTiaNUYhnRq0+Wr3yNUMgaIWWlHed/8iSY/ZW5vRv6EXf+p7sOH+bBXsus+tCOCdvaDXMDQ8NTx6zOog6niXwdH5ouPXZ9Vqtbb2F1juel3WwCxFFURj3ki/d5u1l5aFQBjVqjE/jUbDzC/jzHSjjn+N59r8dCuXnPSEAfNW9BpVd75WciwnTku4HE/DEu5l3YG4LrjUe6P2uCSXKP97vqmZv8Hge4+FFhJ3ej2uVeuhr95NkXIgCwKQJ+T///EPHjh1p21ZbLMjT05NffvmFAwcOZGhnaWmJi4uLKUIUQogiR1VVJv1xiv8FhWGuV5jXpza13R1g0auQEA4ufvDiVFOHKcSzpVpXMLOG3/rBmT/h11egx9L/HD6u0yk09y1Nc9/SjF0dxIqDoVkOTFYUhRWHQhnT2vffF1MSYOM47XmDNyU5e4i/ZwlaVSnNltO3+GLTWb5/ZSxc+huuHYBfX9V6ymOuaXOwa/bJ8ud35GokH6w9STHimFgrmZcil8Iv95Lw2LDMB9WZg0u1f3u93WpByUraCv1Py8kbY7MPOZy4gTbN2qA3lzKWQhQEJk3IGzRowA8//MD58+epWLEix48fZ/fu3Xz11VcZ2u3YsYNSpUrh6OhI8+bNmTJlCk5OTlnuMzk5meTkf+fVxMRod4pTU1NJTX26Gp5C5Lf716xcuyI3fbP1Ikv2XUFRYHqXajTwKo5h26for+xGtbAlrfNPgB5y6bqT61gUBflyHXu3QunxC/rf+qBcDMS4pAuG7svA0j5Hb49NSkVRsl67S1VVrkbEZ4hft3MG+uirqA5lSHv+rVz7N1+UvNvCm61nbrHp1C0OXI6kZsd5mH3fAOVWEOqtE/d6qRXY8w2Gtt+g1ugFKXEoN4OICznEnT1b2ay/iKf5LTiN9nWPqujAuRKqa01Ut+e0x1JVMo+MMBi1r1wgf49FUVBYruOcxqeoaraFCfOc0Whk/PjxTJ8+Hb1ej8FgYOrUqYwbNy69za+//oqNjQ1eXl4EBwczfvx47Ozs2Lt3L3p95ruFkyZN4uOPP870+vLly7GxscnT8xFCiILu7zCFNZe1v50vexlo5KLiHHuKBheno6ByqNwwrpeob+IohXi2lYg7x/PBX2FuTOSujTf7vEeRavbfK3v/eUXHthsKRjIPZdah0txNpX05LbGzSb5N8zPj0KupHPAcQZhj3Vw/j6Lil2Ad+27r8LZXGetznZZnxmjzrx9w/7s4i9LYpdzOtB0gzrI0UTZeRNl4EWlTnmjrchj0VvlwBkIIU0hISOCVV14hOjoaBweHbNuZNCH/9ddfef/99/niiy+oWrUqx44d45133uGrr76iX79+Wb7n0qVLeHt7ExgYSIsWLTJtz6qH3N3dnfDw8Ef+IIQoiFJTU9myZQutWrXCXIaWiaf0+/EwRq3S6hG/3dybEc28Ie42Zj81RYm/jfG5Phjazsz148p1LIqC/L6OlRtH0f/aHSUxErVUNdJe+Q1sSz7yPZcj4gn4Zg9ZlSfXKbD57UaUc9I6J/Qre6O7sAmjZ2MMr6yWueOPcDMmiZYzd5OcZmRbjW14nV+AklWJsQdEmTmzP9mT8/oKdGnXllIVnwfr4vkT8CPI32NRFBSW6zgmJgZnZ+f/TMhNOmT9/fffZ+zYsfTs2RMAPz8/rly5wmeffZZtQl6+fHmcnZ25ePFilgm5paVllou+mZubF+hfmBCPIteveFrbzt5i7JqTAPRv4Mk7rSqhqEb4czjE34ZSVdC1mY4uD68zuY5FUZBv13G5utB/AyzuiHL7JOZLO0Lf37NfSRuo4FKcaV2rM2Z1EIqioKpq+uO0rtXxcSmmNTy/CS5sAp0ZurZforOQ0oaP4u5kzsBGXszdEcyV4HN4ZTlLH0ABj/os85jEB4Hh6HUKi/vVpYyPc77GmxPy91gUBQX9Os5pbCZNyBMSEtA9VGtTr9djNGY/T+batWtERETg6uqa1+EJIUSRcPDyXYYtPUKaUaVzzTJMbFdFKy258yu4tEMrufTyQm2VZyFEwVG6CgzcCIs6QPh5+Lk19PsDHD2zfcvL/u7U8SzBikOhXItMpKyjNT383f9dXT01SaulDfD8MG3BMPGfXm/izfL9VzmT5EgTcyWLSQGAouOqnR8fbg0HYELbyjQsgMm4EKJgMWlC3r59e6ZOnYqHhwdVq1bl6NGjfPXVVwwcOBCAuLg4Pv74Y7p27YqLiwvBwcGMHj0aHx8fAgICTBm6EEIUCmfCYhi48CDJaUaa+5Zierfq6HQKXN4DOz7VGrX9Sj6UC1FQOXnDwL+0pDwyBH5+SUvKnStk+xZPZ9uMq6k/aO8sbT92LtBkTB4FXfQUszZnRDMflv3VhKFmf6JCpqRcRWXY6aoYVXi5dln6N/A0QaRCiMJG999N8s6sWbPo1q0bw4cPp3LlyowaNYqhQ4cyefJkQOstDwoKokOHDlSsWJFBgwZRu3Ztdu3aJbXIhRDiP1yJiKfvzweITUqjjqcj371SC3O9DuLDYfUgUI1Q4xV4rpepQxVCPEpxD62nvKQvxN6ABS/BzZOPv5+oUNg5Q3v+4pQcr94uNH3qlyO1WHnGpA5BRQeKHhTtUVV0fGH5JqeSnKnpUZwpnatpI5GEEOI/mLSH3N7enq+//pqvv/46y+3W1tZs2rQpf4MSQogi4HZMEn3mH+BObDK+Lvb81K8O1hZ6MBph7VCt/q1zJWj7palDFULkhL2LNqd8SSe4GQQL28Kra6Bs7ZzvY/MHkJYIHg3Ar1uehVpUWZnrGdmqIu/9lsgZ86qsrnsRq/jrqMU8GH/5OX4JNsfFwYrvX62NpVku1A0XQjwTTNpDLoQQIvdFJ6TS9+cDXL2bQDknGxYPqksx63sLi/zzLVwMBDOre/PG/7uUkhCigLB1gn5/Qtm6kBQFizto009yIng7nP5d69Vt84Wsqv6EOtUsg6+LPaeSnOl5qTVvpr5J1wut+CXYHAszHd/3qU0pByllJoTIOUnIhRCiCElMMTBw0UHO3oylpL0lSwbWo5T9vQ+HV/fD1k+05y9N1xaMEkIULtbFoc9a8GoMKXGwtKt2k+1R0lLgr9Ha87qvgUu1PA+zqNLrFBr4OAFwLDSK/x2/wZGrUQB0rVWGGu7FTRecEKJQkoRcCCGKiFSDkWHLDnP4SiQOVmYsHlgXj3s1h0m4C6sGgmoAv5ehVl/TBiuEeHKWdvDKSqgQoA1B/6UXnPlf9u33z9VWabdxhqbj8i/OIigkPJ6Fey6nf/9gAbQVB0O5HB6f7zEJIQo3SciFEKIIMBpVRv12nB3n7mBlruPn/nWo7OqgbVRVWDccYq5BCW9oN1OGqwpR2JlbQ4+lUKUTGFJgZV8I+i1zu5gb8Pd07Xmrj7UedvHEVh4KzXaxNkVRWHEoNJ8jEkIUdpKQCyFEIaeqKh//eYrfj93ATKcwt3dt/D1L/Ntg3xw4/xfoLbV547KyshBFg5kFdJ2vVUtQDbDmNTi8MGObLRO1oe1l62jtxFO5FpmIqqpZblNVlWuRifkckRCisDPpKutCCCGe3rdbL7Jo7xUAZnSvQTPfUv9uvHYYtnykPW/9KbhWN0GEQog8ozeDjt+BhQ0c/An+fBsirwJGuH4YQnZq7dp8ATrph3laZR2ttR7yLJJyRVEo62htgqiEEIWZ/GUWQohCbPHey8wMPA/ApPZV6PhcmX83JkbBqv5gTNWGtfoPMkWIQoi8ptNBmy+hwVva97tnwO6v/03GUeDWaVNFV6R093d/ZA95D3/3fI5ICFHYSUIuhBCF1O/HrvPRH6cAeLtFBfo39Pp3o6rCHyMg6io4ekKHb2XeuBBFmaJArX7A/X/nDyaN9/4eRASbILCixcvZlmldq6NTtBXXH3yc1rU6ns5SSlII8XhkyLoQQhQSIeHxrDwUyrXIRIxGIxtP3kRVoW/9crzTskLGxgd+hDN/gs4cui0Aq2KmCVoIkX+OLQVFp80nz0SBo0ug5aT8jqrIednfnTqeJVhx7+9xWUdrevi7SzIuhHgikpALIUQhsPJQKGNXB6EoCkZVTZ+++Jx7cSa1r5px1d8bx2DzB9rzF6dAmVr5Hq8QwgSirpKxZ/xB6r3tIjd4OtsyprWvqcMQQhQBMmRdiIIqIhjd9snUDpmDbvtkGWr4DAsJj2fs6iCMKhiMaoa1hIKuRXH1bsK/LyTFwG/9tTJIvu2g3tB8j1cIYSLFPfh3yPrDlHvbhRBCFCSSkAtREB1dCrP90e2djVvUfnR7Z8Nsfzi6zNSRCRPIcd1bVb23wnIIFPOAjrNl3rgQz5KafXhkD3nNPvkZjRBCiByQhFyIgiYiGP54E1QjimpAh4qiGkA1yqI8z6hrdxMwGnNQ9/bwQji1BnRm0O1nsHbMvyCFEKbn5A0dZmvzyBV9xscOs7XtQgghChSZQy5EQXN0CY8cciiL8jxTklINnL8Vl22fV3rd25snYeNY7cUWH4F7nXyLUQhRgNTsDR7Pa/9XRF3VhqnX7CPJuBBCFFCSkAtR0MiiPOKem9FJDF16mHO3YrNto6oqPauXgN/aQFoSVAiA+iPyMUohRIHj5C03boUQopCQIetCFDSyKI8ADl+JpP3s3RwPjaKYtTlDXiifdd3bLn6U2zcBIi6AQxnoPA908qddCCGEEKIwkB5yIQqamn1gzzdZb1ONUOOV/I1H5LuVB0OZsO4kKQYjlUrb80Pf2pRzsuWVeh6Z696GroWgFdo80a7zwaaEqcMXQgghhBA5JAm5EAWNkzfUfwP+mYUKqCgoioKiGgFVqy/dbQFY2pk6UpHLUg1GpvzvNIv2XgGgdVUXZnSvga2l9qc6U93b22dg/SjtefMPoFz9/A5ZCCGEEEI8BUnIhSiI7heaLlmFG6kOuFaph96xHGz6AC5shoVtofdvYFfKtHGKXHM3PoXhyw6z79JdAEa2qsiIZj7odNlMX0hJ0OqNpyWCd3No+G7+BSuEEEIIIXKFJORCFETB2wAwNHyHw1esaNOsDXpzc3CtAcu7Q9gx+KklvLoanCuYNlbx1E7diGbI4sNcj0rE1kLPzB7P8WJVl8wNI4L/XTn5zlnty84FOv8g88aFEEIIIQohSciFKGhibsDt04CC6tUUruz7d1tZfxi0BZZ2hcgQmN8Keq0Aj3omCvZfIeHxrHxgfnN3f3e8nG1NHVaB97+gG7z/WxCJqQY8nWz4oa8/FUvbZ254dKlWnx5FW0vg/kr8NXqCXcn8DFkIIYQQQuQS6VIRoqAJ3q49utXMeoEuJ28YHAhlakNiJCzuAKf/yN8YH7LyUCgtZuzgh52XWB90gx92XqLFjB38dijUpHEVZAajyvSNZxmx/CiJqQZeqODM7280yjoZjwjWknHVCKqBDGXx/vlW2y6EEEIIIQodSciFKGiCt2qP3s2zb2PrDP3+BxVf0mpPr+wL++blT3wPCQmPZ+zqIIyqlmQ++DhmdRCXw+NNEldBFpOUymuLDzFnh5ZID21cnoUD6lLMxjzrNxxdwiNL4R1dkidxCiGEEEKIvCUJuRAFidGQ3kN+o2RDvtx8gUXndXy5+QIhDye2FjbQcxn4DwJU2DhGW/TNaMyz8FRVJT45jetRiZy+EcPe4Ag+/+tMtu0VRWGF9JJnEHwnjk7f7WHb2dtYmun4usdzjGtTGX12i7cBhJ+/1zOeFVWbUy6EEEIIIQodmUMuREESdgwS75JqZkvTX2IxkIRRVTi++zI/7g5hWtfqvOzv/m97nR7azoDi7hA4CfbOhpjr/L+9+w6Pqtr6OP49M+mNkARSICGB0AlFmhRFIYCICopgQcRewKuA3Steu8C1YEfuq9xrAQRF7GLovUroUkIgtIQaAgkkk5nz/jEkGCEQQpJJht/nefJk5uw956wZFuiavc/e9B0Hnj7FXuakzc7REzaOnrCRmWP7y+M8sgoenzh9/Ohf+uQ7zGLP+3emabL7yInSfx5uZs6f+3l00mqO5eYTWc2H8YPakFC7WvEvME3nveNbZ57jrAYEx5R5rCIiIiJS/lSQi1Qmp1ZXn53bmDzTA+e9wgb2U9ugPf3tWtrGhhAb5k9evuN0wRx9Fz6XB9B42TNYNnzHnl07+DLuDTJsvmT9veg+YSMv/+JG0T2tBtV8PQny9SQ7N5+MrNyz9nOYcCQ7j9x8O94e1ou6ZlVmmiYfz0vh3zM2Y5rQpk51Pr6jNTUCvYt/0aEU+PEx2LHgfGeHVoPKNF4RERERqRgqyEUqk23Ognyh2fyszQ4Ter+/ANOEnLy/T2GOooPlaT7xfJtaWau5afW93JX3FHs4+wrcFgOq+Xo6f/y8Tj/29SDY9/TzIF9Pgv08C58H+3ni62nFMJxTrFMPZtPtrbkUN3C+cNtBur45j2GJ9bmxVS08rJfWnTIn8uw8+c0aflq7D4Db28fw4vVN8fIo5nOw22DRuzBvDNhzwcMXuv4TfKo5C3QMCr6oARNu+MC50J+IiIiIVDkqyEUqi5NZsHs5APPtCcV2y84tWogH+XhQ7VTBbPXtwvuWugzd9yz1bXv4PegVFrT9CEdEc4JPFdfOAtyTAC8PLOe6b7mE4sL8Gd2vOU9/uxbDMDBNs/B3n5a1WLTtIHsyT/DkN2sZNy+Fx3s0pFeziMKC3p3tPpLDA5+vYuO+LDwsBi/e0JQ7Lq9zjheshB8ehf0bnM/rdYXr3oHqsc7ndTqd3oc8OMY5Mq5iXERERKTKUkEuUlnsWACOfA771GZ3XoTz/uG/sRhwY6taPNqtPtV8PQn08TzLYmDt4WgH+Ko//vs3cM2Ke2DA/yA+sdxC798mmraxIXz9l33Ib2kTTWyYPyfy7Hy+ZAcfz0sh5UA2Q776g4Ra1XiiZ0OurB/mtoX50u2HGPLVHxzOziPU34uP72hNu7izbGMHkHsMZr0Cy8cDJviFwjWjIKE//PXzCa0HiS9WRPgiIiIiUgFUkItUFtuc25151E/EXFn8wmn/6FqfOqH+5z5XtVpwz6/w9R2QOh++GgA3vAet7ijLiIuIDfPn6WsanXHc18vKg13qcVv7GP5vQSqfLtjOuj1HGfzZctrFhfBUz4a0iS2mUK2CTNPki6U7efnHjeQ7TJrVCuKTQW2oFex79hds/g1+fhyydjuft7gNerwG/qEVF7SIiIiIuMSldTOnSGV2av/xoKY9ubphzcLDBiZWwzk6Prpfc2LDzlOMF/CpBgO/hea3OLfM+n4ozB191pH3ihDk48mI7g2Y/9TV3Ns5Di8PC8tTD3PzuCXc898VbNh71CVxlaXcfDvPfLuOF77fQL7D5IYWUUx9sOPZi/FjGTBlMEy6xVmMV4+FQd/BjeNUjIuIiIhcIjRCLlIZHEqBIzvA4oEZ25ktP6wEoFujGhw5kEHbJnW5rX2dkhfjBTy84MZPoFptWPAWzH0dju5y3pds9Sz791ECoQHejLyuCfd2juP92VuZsnI3s//cz+w/93Nd80hGdG9A3RoBLontYuzPOslDX67ij7RMDAOeuaYRD1xZ98wp+aYJf3wOSSPh5FEwrNDxEejyjHNveRERERG5ZKggF6kMTm13RvTl/JGRz67DJ/D3svJO/+bMmTmDa3vUx9OzlAW0YUC3FyCoFvzyhHNRsGP7oP//wNt1hW9UsC9v3NSc+6+oyzszt/Ljmr38tHYfv65Pp3/r2jzarT5RxU3zrmSSd2Xy4BcrycjKJdDHg/dva8VVf5nlUOjgVvhxGOxc6Hwe2dJ5K0Fki4oMV0REREQqiVJNWZ8zZ06ZXNxutzNy5Eji4uLw9fWlXr16vPLKK5h/mVJrmiYvvPACkZGR+Pr6kpiYyNatW8vk+iKVRkFBHt+V71bvAaBn0wh8vcpw7+6298KtE53baG2bCf+91jlt2sXq1gjg/dta8fOjnenWqCZ2h8nkFbu46t9zefnHjRw8fvY9ziuLb1ftZsAnS8jIyiW+ZgA/PNL5zGI8Pw/m/Rs+7uQsxj39oOfrcN8sFeMiIiIil7BSFeTXXHMN9erV49VXX2XXrl2lvvjo0aP5+OOP+eCDD9i0aROjR49mzJgxvP/++4V9xowZw3vvvce4ceNYtmwZ/v7+9OzZk5MnT5b6uiKVSn6ec+E1wBZ3NT+f2q+6b6taZX+thr3grp/BLwz2rYFPE+HAlrK/Tik0jarGp3e15duHO9A+LoQ8u4PPFqXSZcwc3v59M1knba4OsYh8u4NXftrI41PXkJfvILFxTb4b0pG4v99WsGs5fHIlzHnVua94fCIMWQodhoJVk5RERERELmWlKsj37NnDI488wjfffEPdunXp2bMnU6ZMIS8v74LOs3jxYvr06UPv3r2JjY3l5ptvpkePHixf7tyL2TRNxo4dy/PPP0+fPn1o3rw5n3/+OXv37mX69OmlCV2k8tm9HPKOg18Y87MiOZJjIyzAm471ymlhr9qt4b4kCKnr3M/60+6wc0n5XKsUWtcJYfIDl/P5Pe1IqFWN7Dw7783exhWj5zBuXgon8uznP0k5y8zJ464JK/h0YSoAj3aNZ/ygNgT6/OW2gpNZ8PMT8GkPOLDJ+SVIv09h4DdQ/Rx7kYuIiIjIJaNUwzNhYWEMHz6c4cOH88cffzBhwgSGDBnCkCFDuP3227n33ntp0eL80zA7duzI+PHj2bJlCw0aNGDNmjUsXLiQt99+G4DU1FTS09NJTDy9f3K1atVo3749S5Ys4dZbbz3jnLm5ueTmnp7impWVBYDNZsNmq1wjbCIAli0zsQKOuC5M+2MvAL0TwjEd9sKcLfPcDYyGO3/BOvUOLHtWYn7eB3ufjzEb31C217kIHeKC+fbBdszYuJ93Zm5j+8FsRv36J58tTGXIVXXpf1ktvDwqfqOILRnHeOirZHYdOYGfl5XRNzXjmqbh2O352E99V2Bs/gXrjKcxjjlnOzia34a920vgFwL5+RUes6uVWx6LVCDlsbgD5bG4g6qSxyWNzzDNi98Dae/evYwfP55Ro0bh4eHByZMn6dChA+PGjaNp06bFvs7hcPDcc88xZswYrFYrdrud1157jWeffRZwjqB36tSJvXv3EhkZWfi6AQMGYBgGX3/99RnnfPHFF3nppZfOOD5x4kT8/LSCsVQ+Xf58geATO1gW/QB3pHTB5jAYkZBPnQpYb83qyKX1jo+JPPoHJgbra93G9prXlP+FL5DDhJUHDH7dbeFwrnPV8lBvk17RDlqHmViM85ygjKw5ZPDlNgt5DoMQb5P7Gtqp9ZcZ6t62TJrv/oKozBUAHPeqyZqYuzkYWPy/gyIiIiLifnJycrj99ts5evQoQUFBxfYr9Q2MNpuN77//ns8++4ykpCTatGnDBx98wG233caBAwd4/vnn6d+/Pxs3biz2HFOmTOGrr75i4sSJNG3alOTkZIYNG0ZUVBSDBw8uVVzPPvssI0aMKHyelZVFdHQ0PXr0OOcHIeIS2QfxWL0TgIz6t2DbmkFcqB8P9e+EYRjYbDaSkpLo3r176VdZPx/HDdh/fw7rqk9J2DORJrUCcSS+AkbFjz6fy3XAs/kOpq7azYdzt3PweB5fbrOyLMuf4d3qk9i4xplbjJURh8Pk/TkpfLZlOwAd6oYwdkBzQvy9nB1MB8bqL7DOfgkjNwvTsOLo8AjenZ+gnWfVWCm+PFVIHouUM+WxuAPlsbiDqpLHBTO1z6dUBfk//vEPJk2ahGmaDBo0iDFjxtCsWbPCdn9/f958802ioqLOeZ4nn3ySZ555pnDqeUJCAjt37uSNN95g8ODBREREAJCRkVFkhDwjI4OWLVue9Zze3t54e3ufcdzT07NS/4HJJSptIWBCeDOmbnXOd+7bqjZeXl5FupVv/nrCdW9BSB1IegHr8k+wHk+HG8eDp085XbN0PD3h7s71uKVdHf67eAfj5qawdX82QyYl06J2NZ7s2YjO9cPK9JrHc/MZ/vUakjY6V6S/u1Ms/7y2MR7WU19YHNgCPz4GaYudz6Muw7jhPawRCZThGvluQf8OiztQHos7UB6LO6jseVzS2EpVkG/cuJH333+fm2666azFLzjvMz/f9mg5OTlYLEVH4axWKw6HA4C4uDgiIiKYNWtWYQGelZXFsmXLePjhh0sTukjlcmq7s+zoLixadBCAPi3P/UVWuTAM6PSYc6/y7x6Cjd/D8f3ObdL8Qio+nvPw8/JgyFXxDGxfh//M386nC1NZs/sod3y6jI71QnmiZ0Mui6l+0dfZcTCb+z9fydb9x/GyWnjtxmb0bxPtbMzPhYXvwIK3wJ4Hnv7QbSS0ewAsKsVFRERE5PxKVZDPmjXr/Cf28KBLly7n7HP99dfz2muvERMTQ9OmTVm9ejVvv/0299xzDwCGYTBs2DBeffVV6tevT1xcHCNHjiQqKoq+ffuWJnSRysM0CwvyeY7mOExoFRNM7N+3zapICTdDQDhMHghpS+CznpV6VfBqvp480bMhgzvG8uGcbUxclsbilEPc9NFiEhuH80TPBjSKKN2tKvO2HOAfE/8g62Q+NQO9+WRQa1oVFPlpS+GHR+HgZufz+j2g91sQHFNG70xERERELgWlKsjfeOMNwsPDCwvnAp999hkHDhzg6aefLtF53n//fUaOHMmQIUPYv38/UVFRPPjgg7zwwguFfZ566imys7N54IEHyMzMpHPnzvz222/4+FSuqbQiFyxjAxxPBw9fPt1ZEzhB35blsPf4hYq7Au6dAV/eDAe3wP8lwsApENXK1ZEVq0agNy/e0JT7rojjvVlb+WbVbmZuymDWnxn0aRHFsMQGJf6iwzRN/m9BKm/8uqnwS5Jxd7QmPMgHTh6FmS/Byk+dnf1rQK/R0PQm5ywDEREREZELUKpVmz755BMaNWp0xvGmTZsybty4Ep8nMDCQsWPHsnPnTk6cOEFKSgqvvvpqkftnDcPg5ZdfJj09nZMnTzJz5kwaNGhQmrBFKpcU50yT7KgOrNpzAqvFoHfzyPO8qILUbOzcqzy8GWTvhwm9YWuSq6M6r9rV/Rhzcwt+H96F3gmRmCZMT95L4tvzeO67daQfPXnO15+02RkxZQ2v/eIsxge0qc3kBy53FuObfoQP258uxlvdAUOXQ7N+KsZFREREpFRKNUKenp5eZJG1AjVq1GDfvn0XHZTIJeHUdPXllpYAXFE/jLCAs6/J4BJBUXD3rzBlEGyfCxNvgevHwmV3ujqy84qvGcCHAy/j4T1HefP3zczdfICJy9L4dtVu7uxQh4eviifE34vUg9lMWbmL3UdOEOzrybLUQ2zJOI7VYvDCdU24s0Md517ivzwJf/7kPHlIXbj+XYi70rVvUkRERESqvFIV5NHR0SxatIi4uLgixxctWnTeldVFBMjLgZ1LAPg0vS4AN7aqBNPV/84nCG6fCj8+CmsmwQ//gKN74KpnqsSocLNa1fjv3e1YnnqYf8/4kxU7jvCfBalMWr6LDvVCmLVpP4Zh4DBNTNP5Gj8vK/93Zxs61g1xjobPfAlys8Di4Vz47sonQVuZiYiIiEgZKFVBfv/99zNs2DBsNhtdu3YFnAu9PfXUUzz++ONlGqCIW9q5COy55PlHsfBQdfy8rHRvEu7qqM7Owwv6fgzVasP8f8O8UXB0t3O03Fp5t5r4q3ZxIUx5sANztxzgzRmb2bA3i6SN+52NBZX4KSdtduo4dsGEgbBrqfNgrdZw/XsQ0QwRERERkbJSqoL8ySef5NChQwwZMoS8vDwAfHx8ePrpp3n22WfLNEARt7TNef/4Wp/WgEGPJuH4eZXqr2PFMAzo+rxzW7SfR0Dyl3BsHwz4H3gHujq6EjEMg6sb1qRL/Ro89OUqft+YQayxjwHWedQ2DrDbrMF39k5c57GciEnfg5kPXgHQ7QVoe5+2MhMRERGRMleqCsAwDEaPHs3IkSPZtGkTvr6+1K9fv9g9yUXkb07dP/71EecChX0r43T1s2lzNwRGwjd3Oxelm3AtDJwKgRGujqzELBYDb08rA6xzecPjP5gYGDhHyR+2/uCciW8CDa5xbmVWrbYrwxURERERN1aqVdYLBAQE0LZtW5o1a6ZiXKSkju6Gg5sxDQszchoSFuBF5/gwV0dVcg2vgbt+cm75lb7WuS3agc2ujuqCJPgc4A2P/2A1TDwMB1bDxGqYGIZzBvvMOiPgtskqxkVERESkXJV6juzKlSuZMmUKaWlphdPWC0ybNu2iAxNxW6emq+/wbkTWiQDuah6Fh/WivhureLVaw71J8GU/OJwCn3aHa9+C/RsgMw2CY6DVIAitVzHx5OfCySzn4mu5x079nOXxSefvu9KWY8E866nsWGgTmlclFq0TERERkaqtVAX55MmTufPOO+nZsye///47PXr0YMuWLWRkZHDjjTeWdYwi7uXU/uM/5zQBoE/LKrozQUicsyifdCvsXg7T7gOj4IsFAxa9Czd8AK0GFn+O/NzTBfPJvxbQBUX0X46d/HuB/Zfn9rzir3EWXqdCPBuLAcF52r5RRERERMpfqQry119/nXfeeYehQ4cSGBjIu+++S1xcHA8++OBZ9ycXkVMcduee3sBsWzNiQ/1oGR3s0pAuin+oc7X1jzs6n5uOou3fDz29f/fZRrAvsJA+L68A8A5yLjT31x+foKLHt8913sf/93gBi2E4R/hFRERERMpZqQrylJQUevfuDYCXlxfZ2dkYhsHw4cPp2rUrL730UpkGKeI29vwBJ4+SbfizxqzHIy1rYVT1qdHrpoJhBdN+lkYTNv9y/nOUtJAufBz0tz6BznOUdCX0htfCB22KaTSd0+1FRERERMpZqQry6tWrc+zYMQBq1arF+vXrSUhIIDMzk5ycnDINUMStnJquPj+/KXasVWd19XPJTINi7scGw7l3d9v7ThXRF1lIl5XQes7p9D884owR8/TvGz6ouHvfRUREROSSVqqC/MorryQpKYmEhAT69+/PY489xuzZs0lKSqJbt25lHaOI+zi13dk8R3Na1K5GXJi/iwMqA8ExFHtDtmGB+ERofVdFRlQyrQZCzOWw+gvXLEQnIiIiIpe8UhXkH3zwASdPngTgn//8J56enixevJh+/frx/PPPl2mAIm7jRCbsXgnAAnsC97nD6Dg4i9hF7xbTWMmnf4fWg8QXXR2FiIiIiFyiLrggz8/P56effqJnz54AWCwWnnnmmTIPTMTtpM4D006KI5J0S02ua15FV1f/O03/FhEREREplQsuyD08PHjooYfYtGlTecQj4r5O7T8+39GcTvFh1Aj0dnFAZUjTv0VERERELlippqy3a9eO5ORk6tSpU9bxiLgn08RMmY2B8/7xG1u5yej4X2n6t4iIiIjIBSlVQT5kyBBGjBjBrl27aN26Nf7+RRemat68eZkEJ+I2Dm3DOLqLXNODtdZmfNgkwtURiYiIiIiIi5WqIL/11lsBePTRRwuPGYaBaZoYhoHdfrb9iEUuYaemq690NKRzkzr4e5fqr56IiIiIiLiRUlUFqampZR2HiFtzbJuJBef9433dcbq6iIiIiIhcsFIV5Lp3XOQC5Odipi4EINm7NU/Ur+HigEREREREpDIoVUH++eefn7P9zjvvLFUwIm4pbSlW+wkOmNVo2PxyPK0WV0ckIiIiIiKVQKkK8scee6zIc5vNRk5ODl5eXvj5+akgF/kL25YkPIH5jgT6tKrt6nBERERERKSSKNVQ3ZEjR4r8HD9+nM2bN9O5c2cmTZpU1jGKVGk5G38HYKNvWy6LCXZtMCIiIiIiUmmU2dzZ+vXrM2rUqDNGz0UuaccyqJa1GYCw5j0xDMPFAYmIiIiISGVRpjezenh4sHfv3rI8pUiVduzU6Pg6Ryw92ie4OBoREREREalMSnUP+Q8//FDkuWma7Nu3jw8++IBOnTqVSWAi7mB/8i8EAn/6taV/jQBXhyMiIiIiIpVIqQryvn37FnluGAY1atSga9euvPXWW2URl0jV53AQlr4IAL8mPVwcjIiIiIiIVDalKsgdDkdZxyHidvZuWU6UeZRs05u2V17j6nBERERERKSS0YbIIuUkdcmPAGzxbUnN4CAXRyMiIiIiIpVNqQryfv36MXr06DOOjxkzhv79+190UCJVnWma+O2eC4AR3821wYiIiIiISKVUqoJ8/vz5XHvttWcc79WrF/Pnz7/ooESqug079tI0fxMA9Tv1dW0wIiIiIiJSKZWqID9+/DheXl5nHPf09CQrK+uigxKp6tYu/Bkvw85Bz0j8Ixq4OhwREREREamESlWQJyQk8PXXX59xfPLkyTRp0uSigxKpyvLtDqzbZwNwMroLGIaLIxIRERERkcqoVKusjxw5kptuuomUlBS6du0KwKxZs5g0aRJTp04t0wBFqprFKYdoa18NFgi/rLerwxERERERkUqqVCPk119/PdOnT2fbtm0MGTKExx9/nN27dzNz5swz9ig/l9jYWAzDOONn6NChAFx11VVntD300EOlCVmkwsxfvpK6lnTsWPGM7+LqcEREREREpJIq1Qg5QO/evend++JG/1asWIHdbi98vn79erp3715kpfb777+fl19+ufC5n5/fRV1TpDydyLOTv2UmWCCnZisCfaq5OiQREREREamkSlWQr1ixAofDQfv27YscX7ZsGVarlTZt2pToPDVq1CjyfNSoUdSrV48uXU6PKvr5+REREVHi2HJzc8nNzS18XrDInM1mw2azlfg8IqXx27p9XG6uAcC3UeJF51zB65W7UpUpj8UdKI/FHSiPxR1UlTwuaXyGaZrmhZ68Xbt2PPXUU9x8881Fjk+bNo3Ro0ezbNmyCz0leXl5REVFMWLECJ577jnAOWV9w4YNmKZJREQE119/PSNHjjznKPmLL77ISy+9dMbxiRMnanRdyt2nmxx8eeJhgowTzGvwLzL967k6JBERERERqWA5OTncfvvtHD16lKCgoGL7laogDwgIYO3atdStW7fI8dTUVJo3b86xY8cuOOApU6Zw++23k5aWRlRUFADjx4+nTp06REVFsXbtWp5++mnatWvHtGnTij3P2UbIo6OjOXjw4Dk/CJGLdTg7j3/8ezxTPF8k3zsYc8RmsFgv6pw2m42kpCS6d++Op6dnGUUqUrGUx+IOlMfiDpTH4g6qSh5nZWURFhZ23oK8VFPWvb29ycjIOKMg37dvHx4epbst/dNPP6VXr16FxTjAAw88UPg4ISGByMhIunXrRkpKCvXqnX3k0dvbG29v7zOOe3p6Vuo/MKn6ft+0h06Gc7q6R3xX8PYps3Mrf8UdKI/FHSiPxR0oj8UdVPY8LmlspVplvUePHjz77LMcPXq08FhmZibPPfcc3bt3v+Dz7dy5k5kzZ3Lfffeds1/BPevbtm274GuIlLfpyXvpYlnrfFKvq2uDERERERGRSq9Uw9lvvvkmV155JXXq1KFVq1YAJCcnEx4ezhdffHHB55swYQI1a9Y876rtycnJAERGRl7wNUTKU9qhHFJ2ptHce7vzgApyERERERE5j1IV5LVq1WLt2rV89dVXrFmzBl9fX+6++25uu+22C5424HA4mDBhAoMHDy4y3T0lJYWJEydy7bXXEhoaytq1axk+fDhXXnklzZs3L03YIuXm++Q9dLJswGKYUKMxVKvl6pBERERERKSSK/U+5P7+/nTu3JmYmBjy8vIA+PXXXwG44YYbSnyemTNnkpaWxj333FPkuJeXFzNnzmTs2LFkZ2cTHR1Nv379eP7550sbski5ME2T6cl7eKBgunp8N9cGJCIiIiIiVUKpCvLt27dz4403sm7dOgzDwDRNDMMobLfb7SU+V48ePTjbQu/R0dHMmzevNOGJVKgNe7NIOXCcLt4F949f7dqARERERESkSijVom6PPfYYcXFx7N+/Hz8/P9avX8+8efNo06YNc+fOLeMQRSq36av3UN/YQ4RxGDx8oE4nV4ckIiIiIiJVQKlGyJcsWcLs2bMJCwvDYrFgtVrp3Lkzb7zxBo8++iirV68u6zhFKiW7w+SHNXu5vmC6ep2O4Onr2qBERERERKRKKNUIud1uJzAwEICwsDD27t0LQJ06ddi8eXPZRSdSyS1JOcT+Y7l09VznPFBP94+LiIiIiEjJlGqEvFmzZqxZs4a4uDjat2/PmDFj8PLyYvz48dStW7esYxSptKYn78GbPNoZm8BE252JiIiIiEiJlaogf/7558nOzgbg5Zdf5rrrruOKK64gNDSUr7/+ukwDFKmsTtrs/LY+nXaWP/E08yAwCmo2dnVYIiIiIiJSRZSqIO/Zs2fh4/j4eP78808OHz5M9erVi6y2LuLOZm7K4HhuPr38N4Ed5+i48l9EREREREqoVPeQn01ISIiKcbmkTF/tXDuhu9d65wFtdyYiIiIiIhegzApykUvJkew85m3ZTziHqXEiBTB0/7iIiIiIiFwQFeQipfDzun3Y7Ca3hGx1HohqBX4hrg1KRERERESqFBXkIqXwffIeAG4I+NN5IF7bnYmIiIiIyIVRQS5ygXYdzmHFjiNYDQd1s1Y4D2q6uoiIiIiIXCAV5CIX6Ic1zsXcbq11GMvJw+AVCLXbujgqERERERGpalSQi1wA0zSZvto5Xf3WkC3Og3W7gNXThVGJiIiIiEhVpIJc5AJs3JfF1v3H8fKw0DhnpfOgpquLiIiIiEgpqCAXuQDfJzunq/du4I/HXhXkIiIiIiJSeirIRUrI7jALV1cfFJ4GjnwIqQshcS6OTEREREREqiIV5CIltGz7ITKycgny8aBF3irnwXra7kxEREREREpHBblICU0/NTreu3kk1u2znQe1/7iIiIiIiJSSCnKREjhps/PrunQABtS1wZEdYPGA2M6uDUxERERERKosFeQiJTD7z/0cy80nqpoPLXJPTVePvhy8A10bmIiIiIiIVFkqyEVKoGDv8Rta1sKyfY7zYLxWVxcRERERkdJTQS5yHpk5eczdfACAvs3DIHW+s0ELuomIiIiIyEVQQS5yHr+sSyfP7qBRRCCNbH9C3nHwC4OI5q4OTUREREREqjAV5CLnUbC6ep+WtWDbLOfBeleDRX99RERERESk9FRRiJzDnswTLE89DECfllGQcmq7M01XFxERERGRi6SCXOQcvj81Ot4+LoQoz2zYt8bZUO9qF0YlIiIiIiLuQAW5yDl8v3ovAH1b1YKUOYAJ4c0gMMK1gYmIiIiISJWnglykGJv2ZbE54xheVgvXNouElIL7x7XdmYiIiIiIXDwV5CLFKFjM7epGNajm63H6/vF43T8uIiIiIiIXTwW5yFk4HCY/JJ+art6yFmRsgOMZ4OEL0Ze7ODoREREREXEHKshFzmJZ6mH2HT1JoI8HVzeqeXq6emxn8PRxbXAiIiIiIuIWVJCLnEXB6urXNovEx9N6ev9xTVcXEREREZEyooJc5G9O2uz8vG4fAH1aRUFeDqQtcTZq/3ERERERESkjLi3IY2NjMQzjjJ+hQ4cCcPLkSYYOHUpoaCgBAQH069ePjIwMV4Ysl4C5m/dz7GQ+EUE+XB4XCjsXgT0PgmpDWH1XhyciIiIiIm7CpQX5ihUr2LdvX+FPUlISAP379wdg+PDh/Pjjj0ydOpV58+axd+9ebrrpJleGLJeA6af2Hu/TMgqLxfjLdPWuYBgujExERERERNyJhysvXqNGjSLPR40aRb169ejSpQtHjx7l008/ZeLEiXTt6tz3ecKECTRu3JilS5dy+eVa6VrK3tETNmb/uR+APi1rOQ8W7j+u6eoiIiIiIlJ2XFqQ/1VeXh5ffvklI0aMwDAMVq1ahc1mIzExsbBPo0aNiImJYcmSJcUW5Lm5ueTm5hY+z8rKAsBms2Gz2cr3TUiV91PybvLsDurX9Cc+zAfbwVQ8D27BNCzkR3eCCs6hgpxV7kpVpjwWd6A8FnegPBZ3UFXyuKTxVZqCfPr06WRmZnLXXXcBkJ6ejpeXF8HBwUX6hYeHk56eXux53njjDV566aUzjv/+++/4+fmVZcjihiZssAAWGvpk8euvvxJzcC6tgCO+cSyYs9hlcRXcziFSlSmPxR0oj8UdKI/FHVT2PM7JySlRv0pTkH/66af06tWLqKioizrPs88+y4gRIwqfZ2VlER0dTY8ePQgKCrrYMMWN7Tt6kpSl8wF4ov9V1Ar2xfrtNwBUa30T1155bYXHZLPZSEpKonv37nh6elb49UXKgvJY3IHyWNyB8ljcQVXJ44KZ2udTKQrynTt3MnPmTKZNm1Z4LCIigry8PDIzM4uMkmdkZBAREVHsuby9vfH29j7juKenZ6X+AxPX+3VDGqYJ7WJDiK0RBPZ82DEPAGuDHlhdmD/KX3EHymNxB8pjcQfKY3EHlT2PSxpbpSjIJ0yYQM2aNendu3fhsdatW+Pp6cmsWbPo168fAJs3byYtLY0OHTq4KtRykXowmykrd7H7yAlqV/dlQJto4sL8XR3WJee71XuAU3uPA+xdDSePgk81iLrMhZGJiIiIiIg7cnlB7nA4mDBhAoMHD8bD43Q41apV495772XEiBGEhIQQFBTEP/7xDzp06OBWK6xPWbmLZ75di2EYmKaJYRh8Mi+F0f2a079NtKvDu2RsTj/Gn+nH8LQa9E6IdB4sWF09rgtYXf5XRURERERE3IzLq4yZM2eSlpbGPffcc0bbO++8g8VioV+/fuTm5tKzZ08++ugjF0RZPlIPZvPMt2txmIBpOg+e+v30t2tpGxtCrEbKK8T0ZOfo+FUNaxLs5+U8WLj/uLY7ExERERGRsmdxdQA9evTANE0aNGhwRpuPjw8ffvghhw8fJjs7m2nTpp3z/vGqZsrKXRiGcdY2wzD4euWuCo7o0uRwmHx/arp634K9x09kwp6Vzsfaf1xERERERMqBywvyS9nuIycwC0bG/8Y0TXYfOVHBEV2aVuw4zN6jJwnw9qBb45rOg6nzwHRAWAMI1q0DIiIiIiJS9lSQu1Dt6r7nHCGvXd23giO6NE1P3gtAr2YR+HhanQcLpqvX6+qiqERERERExN2pIHehAW2izzlCfosWdSt3ufl2flm3D4C+rU5NVzdNSJntfKzp6iIiIiIiUk5UkLtQXJg/o/s1x2KA1WJg+ctg+UNd6mlBtwowd/MBjp6wUTPQm8vrhjoPHtoGR3eB1QtiO7k2QBERERERcVsuX2X9Ute/TTRtY0P4+tQ+5Nv2H2fTviz+SDvi6tAuCd+fWl39hhZRWAu+ESmYrh7TAbz0pYiIiIiIiJQPFeSVQGyYP09f0wiAvZknuOrfc1m6/TCLtx2kY3yYi6NzX1knbczctB/4y3R1OL3/uO4fFxERERGRcqQp65VMVLAvt7ePAeDN3zcXe4+5XLzf1qWTl+8gvmYATaOCnAfzc2HHQudj7T8uIiIiIiLlSAV5JTTkqnr4eFr4Iy2TuZsPuDoctzU9uWDv8ajTq92nLQVbDgSEQ3gzF0YnIiIiIiLuTgV5JVQzyIfBHWIBjZKXl/SjJ1my/RAAfVoWM129mC3pREREREREyoIK8krqwS718PeysmFvFjM2pLs6HLfz45q9mCa0qVOd6BC/0w3bCrY70/3jIiIiIiJSvlSQV1Ih/l7c0zkOgLeTtmB3aJS8LH232jldvc9fF3M7lgEZ65yP617tgqhERERERORSooK8ErvviroE+XiwJeM4P63d6+pw3MbWjGNs3JeFh8Wgd0Lk6Ybtc5y/I1tAQA3XBCciIiIiIpcMFeSVWDVfTx64si4AY2duJd/ucHFE7qFgMberGtYgxN/rdMM2bXcmIiIiIiIVRwV5JXdXpzhC/L1IPZjNtFPTrKX0HA6T6audsw2KLObmcEBKwf3j2u5MRERERETKnwrySi7A24OHujhHyd+btZW8fI2SX4xVaUfYk3kCfy8riY3DTzekr4Wcg+AVANHtXRegiIiIiIhcMjxcHYAAh1Jg9ReQmQbBMdBqEITWK2wedHks/1mQyu4jJ5iychd3XF7HhcFWTakHs5myche/rNsHQKf4MHy9rKc7FIyOx14BHl5nOYOIiIiIiEjZ0gi5q63+Ej5oA4vegw3fOX9/0AZWf1XYxdfLyiNXxwPw/uytnLTZXRVtlTRl5S66vTWX8fO2s/NQDgBJmzKYunLX6U4p2u5MREREREQqlgpyVzqUAj/8A0wHmPaiv394xNl+yq3toomq5kNGVi5fLUtzYdBVS+rBbJ75di0OE+zm6a3jTBOe/nYtOw5mQ+5xSFvqbIjX/eMiIiIiIlIxVJC70uovAKOYRuNUu5O3h5VHu9UH4OO528jJyy//+NzAlJW7MIyzf8aGYfD1yl2wYwE4bBBcB0LqVnCEIiIiIiJyqVJB7kqZaYBZTKN5qv20fq1rExPix8Hjefxv8c5yD88d7D5yAtM8+2dsmia7j5w4PV09vhsUU7yLiIiIiIiUNRXkrhQcwzlHyINjihzxtFoYlugcJR83L4Wsk7byjc8N1K7ui1HMZ2wYBrWr+2r/cRERERERcQkV5K7UahDFj5A7TrUX1adlLerV8OfoCRufLUwt1/DcwYA20TjOMUI+sIEJh1PAsELclRUcnYiIiIiIXMpUkLtSaD244QMwLM6C0LBQOGLuHw7Vos94idViMKJ7QwA+XZDKkey8Cgy46jl0PLfwKw+L4fyxWgwsBozu15zahxY7G6PbgU81l8UpIiIiIiKXHu1D7mqtBkLM5af3IfevCWu/huPpsOhd6PLkGS/p1SyCRhGB/Jl+jPELtvP0NY1cEHjld9Jm58lv1gJwTdMI4mr4s/vICWpX9+WWNtHEhvnD5ILtzrS6uoiIiIiIVCwV5JVBaD1IfPH081qtYdp9MP/f0OwmZ/tfWCwGj/doyP2fr+S/i3Zwb+c4wgK8KzbmKuCt3zeTejCb8CBvRvdrTjU/z6Id7DZIne98rPvHRURERESkgmnKemWUcLOzQLTnwk/DnZtm/01i45q0qF2NEzY7H89NOctJLm2rdh7m/07dY//GTQlnFuMAu1dCbhb4VoeolhUboIiIiIiIXPJUkFdGhgG93wIPH0id55zCfkYX5yg5wBdLd5J+9GRFR1lpFUxVN0246bJadG0UfvaOBdud1b0aLNaKC1BERERERAQV5JVXSF3o8pTz8YznIOfwGV2uqB9Gu9gQ8vIdfDBnawUHWHm9k7SF7QeyqRnozb+ua1p8x5RT253F6/5xERERERGpeCrIK7OOj0LNJpBzCJJGntFsGAYjejQA4OsVu9h1OKeiI6x0/kg7wn8WbAfg9RuLmaoOzi849vzhfFz36gqKTkRERERE5DQV5JWZ1ROuG+t8vPpL2LHwjC6X1w2lc3wYNrvJ+7Mv7VHykzY7T05dg8OEG1vVIrFJMVPVAbbPAUyo0Riq1aqwGEVERERERAqoIK/sYtpD67udj38cBvm5Z3QpGCX/9o89bD9wvAKDq1zGztxKyoFswgK8+df1Tc7dueD+cU1XFxERERERF1FBXhUk/su5P/mhrbBw7BnNl8VUp1ujmtgdJu/OujRHyZN3ZTJ+vnO1+ddvbEawn1fxnU0TthXsP67tzkRERERExDVUkFcFvtWh1yjn4wVvwsFtZ3QZ3t05Sv7Dmr1sTj9WkdG53F+nqvdpGUWPphHnfsGBP+HYXucq9nU6VkyQIiIiIiIif+PygnzPnj3ccccdhIaG4uvrS0JCAitXrixsv+uuuzAMo8jPNddc48KIXaTpTRCfCPY8+GnYGXuTN6tVjV7NIjBNGDtzi2tidJH3Zm1l6/7jhAV48eL151hVvcC2U6ur1+kInr7lG5yIiIiIiEgxXFqQHzlyhE6dOuHp6cmvv/7Kxo0beeutt6hevXqRftdccw379u0r/Jk0aZKLInahwr3JfWHHAlhz5mcwvHsDDAN+XZ/O+j1HXRBkxVuzK5Nx85xT1V/tm0B1/3NMVS9QcP94Pd0/LiIiIiIiruPSgnz06NFER0czYcIE2rVrR1xcHD169KBevXpF+nl7exMREVH48/eC/ZJRPRauesb5eMY/IftQkeYG4YH0aREFwNtJ7j9Knptv58lvnFPVr28RxTXNzjNVHcB2AnYucj7W/eMiIiIiIuJCHq68+A8//EDPnj3p378/8+bNo1atWgwZMoT777+/SL+5c+dSs2ZNqlevTteuXXn11VcJDQ096zlzc3PJzT29EnlWVhYANpsNm81Wfm+morR5AI+1X2Ps34hjxnPYr/+gSPPQq+L4ce0+Zv+5n+UpB2gVE+yaOCvA2Jlb2ZJxnFB/L57v1aBEf77G9gV45J/EDIwkv3o8VPKcKHhPbpG7cslSHos7UB6LO1AeizuoKnlc0vgM0/zbzcgVyMfHB4ARI0bQv39/VqxYwWOPPca4ceMYPHgwAJMnT8bPz4+4uDhSUlJ47rnnCAgIYMmSJVit1jPO+eKLL/LSSy+dcXzixIn4+fmV7xuqINWzt3HFllcwMFkU/wwHA4tu8TVxm4VlByw0qOZgaBOHi6IsX7uOw9vrrDgwuKeBnRahJUvjprsnEn/gN3aGXEFynfvP/wIREREREZELlJOTw+23387Ro0cJCgoqtp9LC3IvLy/atGnD4sWLC489+uijrFixgiVLlpz1Ndu3b6devXrMnDmTbt3OvAf4bCPk0dHRHDx48JwfRFVj+e0prKs+wwypR/7985wrhp+y+8gJery7EJvd5Mt72tA+LsSFkZa9vHwHN368lC37j9O7WQRjb2l+/hcdTsGyZiKWVRMwcrPI7/4qZruHyj/Yi2Sz2UhKSqJ79+54enq6OhyRUlEeiztQHos7UB6LO6gqeZyVlUVYWNh5C3KXTlmPjIykSZOio7uNGzfm22+/LfY1devWJSwsjG3btp21IPf29sbb2/uM456enpX6D+yCdX8RNv+McTgFz6Xvw9XPFTbF1fTk1rYxfLF0J+/OTmHKgzUxDMN1sZax9+dsZst+51T1l/s2O/+f6+ov4Yd/AAaYdgA8Zr4AfiHQamD5B1wG3C5/5ZKkPBZ3oDwWd6A8FndQ2fO4pLG5dFG3Tp06sXnz5iLHtmzZQp06dYp9ze7duzl06BCRkZHlHV7l5lMNeo12Pl7wNhwouojbI13j8fawsGLHEeZvPeiCAMvH+j1H+XCuc1X1V/o2IzTgzC9fijiU4izGTUdhMQ44n//wiLNdRERERETEBVxakA8fPpylS5fy+uuvs23bNiZOnMj48eMZOnQoAMePH+fJJ59k6dKl7Nixg1mzZtGnTx/i4+Pp2bOnK0OvHJr0hfo9wWE7Y2/y8CAf7rjc+cXGW79vxoV3JpSZvHwHT0xdg91h0jshkmsTSvClzOovgOJmBxin2kVERERERCqeSwvytm3b8t133zFp0iSaNWvGK6+8wtixYxk40DmN2Gq1snbtWm644QYaNGjAvffeS+vWrVmwYMFZp6VfcgwDrv03ePo5t/Ja/WWR5oevqoevp5W1u4+StDHDRUGWnQ/nbOPP9GOE+HvxUp+mJXtRZhpQ3JcR5ql2ERERERGRiufSe8gBrrvuOq677rqztvn6+jJjxowKjqiKqV4HrnoWkkbC789Dg2sgoAYAYQHe3N0plo/mpvB20hYSG4djsVTNe8k37D3Kh3O2AfByn6aEnW+qeoHgmHM0GudpFxERERERKT8uHSGXMnL5EAhPgJOZzqL8Lx64si6B3h78mX6MX9bvc018F8lmd/DE1LXkO0x6NYugd0mmqheo2dh5v/hZmdBqUJnEKCIiIiIicqFUkLsDqwdc/y5gwNrJkDKnsCnYz4v7rqgLwNtJW8i3V719yT+ak8KmfVlU9/Pk5T7NSr5i/J5V8NPjp58bVjAsp3/f8AGE1iufoEVERERERM5DBbm7qN0a2t3vfPzzCLCdKGy6p3MswX6ebD+QzffJe10UYOls3JvF+7O3AvBSn2bUCCzhVPWMjfBlP8g7BrFXwMNLoNOj0PRG5+9HVlaZLc9ERERERMQ9qSB3J11HQmAkHN4OC94qPBzo48mDVzpHgt+dtRVbFRklt9kdPPnNGvIdJj2bhnN98xJOVT+8Hb7oCyeOQK3WcNskCG8CiS/CzZ85f2tkXEREREREXEwFuTvxCYJeY5yPF46F/X8WNg3uWIewAC/SDufwzardronvAo2bm8KGvVkE+3nySt8STlU/ugc+7wPHM6BmUxj4DXgHln+wIiIiIiIiF0gFubtpfD006HV6b3KHczTcz8uDIVfFA/DerK2ctNldGOT5/ZmexXsFU9VvaErNQJ/zvyj7oHNkPDMNQurCoO/AL6R8AxURERERESklFeTupnBvcn9IWwKrvyhsur19DBFBPuw7epLJyyvv/tvOVdXXYLObdG8Szg0tos7/ohOZ8MWNcHALBNWCO7+HwPByj1VERERERKS0VJC7o+Bo6PpP5+OkkXB8PwA+nlYe6eocJf9gTgon8irnKPn4+dtZvyeLar6evFaSqep52TDxFkhfC35hzmJc+4uLiIiIiEglp4LcXbV7ECKaw8mjMOO5wsMD2kRTu7ovB4/n8sXSHa6Lrxib048xduYWAF68oQk1g84zVT0/FyYPhF1Lwaca3DkdwuqXf6AiIiIiIiIXSQW5uyrYm9ywwLqpsG0WAF4eFh7r5ixYP56bwvHcfFdGWUT+qVXVbXaTxMY16duy1rlfYM+Hb+6B7XOcU/QHfgMRCRUTrIiIiIiIyEVSQe7Oal3mHCmHInuT39iqFnXD/DmSY2PCwlQXBljU+AXbWbv7KEE+Hrx2Y8K5p6o7HPD9UPjzJ7B6wa1fQXS7igtWRERERETkIqkgd3dd/wmBUXBkB8xzbonmYbXwWKJzlHz8gu0czbG5MECnrRnHGJvkXFX9X9c3JfxcU9VNE359CtZOBsMK/f8L9a6umEBFRERERETKiApyd+cd6Fx1HWDxe5CxEYDrm0fRMDyQYyfz+c+C7S4M0DlV/Ylv1pJnd9CtUU1uuuw8U9VnvwIr/gMYcOM4aNS7QuIUEREREREpSyrILwWNr4NG14Ejv3BvcovFYHj3BgBMWJTKoeO5Lgvv/xamsmZXJkE+Hrx+03mmqi98Bxa85Xzc+y1oPqBighQRERERESljKsgvFb1Gg1cA7FoGf/wXgJ5Nw2lWK4jsPDufzHfNKPm2/cd4O8m5qvoL55uqvuL/YOaLzseJL0Hbe8s/QBERERERkXKigvxSUa02dH3e+TjpRTiWgWEYPN69IQD/W7yD/VknKzQku8Pkialryct3cHXDGvQ711T1NV/Dz084H1/xOHQeViExioiIiIiIlBcV5JeSdg9AZEvIPQozngXgqoY1uCwmmNx8Bx/O2Vah4fzfgu0k78ok0MeDN25qXvxU9U0/wfSHAdP5HrqOrNA4RUREREREyoMK8kuJxXp6b/L138LWmRiGwRM9nKPkk5bvYk/miQoJZdv+47x1aqr6yOuaEFGtmKnqKXPgm7vBtEOL2+Ga0XCue8xFRERERESqCBXkl5qoltD+Yefjn4dDXg4d48PoUDeUPLuDD2ZvLfcQ7A6TJ79ZQ16+gy4NatC/de2zd0xbBpNvB3seNL4ebngfLEpZERERERFxD6puLkVXPwdBtSEzDeaNBuDxHs4V16es3M2Og9nlevnPFqayOi2TQG8P3ihuVfV9a+Gr/mDLgXpdod+nYPUo17hEREREREQqkgryS5F3APR+0/l48fuQvp42sSF0aVADu8PkvVnlN0qecuA4b/6+GYDnr2tMVLDvmZ0OboUvbnTe6x59OdzyJXh4l1tMIiIiIiIirqCC/FLVsJdzGrhphx8fA4ejcJT8u+Q9bNt/rMwvaXeYPPXNWnLzHVxRP4wBbaLP7JSZBp/3gZyDENkCBk4BL/8yj0VERERERMTVVJBfynqNAa9A2LMSVn1G89rB9GgSjmnCOzPLfpR8wqJUVu08QoC3B6P6nWVV9WMZzmI8aw+ENYA7poFPtTKPQ0REREREpDJQQX4pC4qCbi84H898CbL2MaJHAwwDfl67j417s8rsUqkHs/n3DOdU9X/2bkytv09VzzkMX/SFw9shOAbu/B78w8rs+iIiIiIiIpWNCvJLXdt7IeoyyM2C356hUUQQvRMiAXj71LZkF8vuMHly6hpy8x10jg/j1rZ/m6qeewy+uhn2b4SACGcxHhRVJtcWERERERGprFSQX+oK9ya3wsbpsGUGwxIbYDFg5qYMkndlXvQl/rd4Byt3HsHfy8qofn9bVd12AibdBntWgW8I3DkdQupe9DVFREREREQqOxXkApHNocMQ5+OfnyA+2ODGVs69wd86tSJ6ae04mM2YGX8C8FzvxtSu7ne60W6DKYNhxwLnvex3fAs1G1/U9URERERERKoKFeTidNWzUC0ajqbB3Dd4rFt9PCwGC7YeZHnq4VKd0nFqVfWTNgcd64Vye7uYvzTaYdoDsHUGePjA7V9DrcvK6M2IiIiIiIhUfirIxcnLH3q/5Xy85CNi8rYx4NS93m/+vhnTNC/4lJ8v2cHyHYfx87Iy+q+rqpsm/DQMNkwDi6dzn/HYTmX0RkRERERERKoGFeRyWoOe0KSvc2/yn4bxSJc4vKwWlqceZtG2Qxd0qp2Hshn9m3O6+7PXNiY65NRUddOE35+HPz4HwwL9/gP1u5fxGxEREREREan8VJBLUdeMAu8g2LOKqK0Tub29c5r5hYySF0xVP2Gz06FuKAP/OlV93hhY8oHz8Q3vQ9Mby/odiIiIiIiIVAkqyKWooMjTe5PPeplH2vjh42kheVcms//cX6JTfLlsJ8tSnVPVx9zcHIvl1FT1pR/D3Nedj68ZBa3uKIc3ICIiIiIiUjWoIJcztbkHarWBvGOELXiBwR1jAee+5A7HuUfJ0w7lMOpX56rqz/ZqdHqq+h9fwG/POB9f/U+4/OHyil5ERERERKRKcHlBvmfPHu644w5CQ0Px9fUlISGBlStXFrabpskLL7xAZGQkvr6+JCYmsnXrVhdGfAn4697km37gkaht+HtZ2bA3ixkb0ot9mcNh8tS3a8jJs3N53RAGtq/jbNjwHfz4qPNxh0fgyicr4E2IiIiIiIhUbi4tyI8cOUKnTp3w9PTk119/ZePGjbz11ltUr169sM+YMWN47733GDduHMuWLcPf35+ePXty8uRJF0Z+CYhoBh0fASBw1jM81CEccI6S24sZJf9qeRpLtx/G19PKmH4tnFPVtybBt/eD6YDLBkOPV6FgtXUREREREZFLmEsL8tGjRxMdHc2ECRNo164dcXFx9OjRg3r16gHO0fGxY8fy/PPP06dPH5o3b87nn3/O3r17mT59uitDvzR0eRqCYyBrNw84vibIx4Ot+4/z45q9Z3TddTiHN37ZBMAzvRoRE+oHOxbC13eAwwbN+sF176gYFxEREREROcXDlRf/4Ycf6NmzJ/3792fevHnUqlWLIUOGcP/99wOQmppKeno6iYmJha+pVq0a7du3Z8mSJdx6661nnDM3N5fc3NzC51lZWQDYbDZsNls5vyM3Y3hh9ByDx9e34rXyE55t2YFnl3rwTtIWejYOw8Pq/D7HNE2e+sY5Vb1tbHVubR1F/s7lWCfegpF/Ekd8D+zXfQB2h/NHSqwgZ5W7UpUpj8UdKI/FHSiPxR1UlTwuaXyGWdK9rMqBj48PACNGjKB///6sWLGCxx57jHHjxjF48GAWL15Mp06d2Lt3L5GRkYWvGzBgAIZh8PXXX59xzhdffJGXXnrpjOMTJ07Ez8+v/N6MG2ud+iG1M5dx2DeWLsde4Vi+ldvq2bm8pjN1FmUYTNluxdNi8kwLO3HmbjpvfQ0vezYHAhqztN7jOCxeLn4XIiIiIiIiFSMnJ4fbb7+do0ePEhQUVGw/lxbkXl5etGnThsWLFxcee/TRR1mxYgVLliwpVUF+thHy6OhoDh48eM4PQs7heAYe4zpg5GaxMP4J7lh/GTUDvLi+RRSpB7NZsPUgNofJ89c2ZHAjBx7/642RvR9HVGvst38D3oGufgdVls1mIykpie7du+Pp6enqcERKRXks7kB5LO5AeSzuoKrkcVZWFmFhYectyF06ZT0yMpImTZoUOda4cWO+/fZbACIiIgDIyMgoUpBnZGTQsmXLs57T29sbb2/vM457enpW6j+wSq16bej+Evw0nE5p44j3GcO248F8tngHf/06J5wjeE68B7L3Q82mWO74BotfiOvidiPKX3EHymNxB8pjcQfKY3EHlT2PSxqbSxd169SpE5s3by5ybMuWLdSp49wuKy4ujoiICGbNmlXYnpWVxbJly+jQoUOFxnrJu+wuqN0OI+84T9o/AyhSjIeQReOZd0JmGoTUhUHfgYpxERERERGRYrm0IB8+fDhLly7l9ddfZ9u2bUycOJHx48czdOhQAAzDYNiwYbz66qv88MMPrFu3jjvvvJOoqCj69u3rytAvPRYLXP8udsNKT+tKelhWFDYFkc3nXqOIt+wlyysc7vweAsNdGKyIiIiIiEjl59Ip623btuW7777j2Wef5eWXXyYuLo6xY8cycODAwj5PPfUU2dnZPPDAA2RmZtK5c2d+++23wgXhpAKFN2FW9VvpcfgrXvH8jLb2zUQZB7nMspVI4wgHzSA+qvUmLwTHuDpSERERERGRSs+lBTnAddddx3XXXVdsu2EYvPzyy7z88ssVGJUUZ129B7js0A+EG0e51/orBiaG4Zy+/oW9B97hDVwdooiIiIiISJXg0inrUvUMaGglhOMAWAxnMV7gUeu3DIzPd1FkIiIiIiIiVYsKcrkg0Tu+dd5P/jeGAYbFQu0d37ggKhERERERkapHBblcmMw0LJx963oLpnOVdRERERERETkvFeRyYYJjAKOYRuNUu4iIiIiIiJyPCnK5MK0GQTEj5GCeahcREREREZHzUUEuFya0HtzwARgWMKxFf9/wgbNdREREREREzsvl255JFdRqIMRcDqu/cN4zHhzjHBlXMS4iIiIiIlJiKsildELrQeKLro5CRERERESkytKUdREREREREREXUEEuIiIiIiIi4gIqyEVERERERERcQAW5iIiIiIiIiAuoIBcRERERERFxARXkIiIiIiIiIi6gglxERERERETEBVSQi4iIiIiIiLiACnIRERERERERF1BBLiIiIiIiIuICKshFREREREREXEAFuYiIiIiIiIgLqCAXERERERERcQEV5CIiIiIiIiIuoIJcRERERERExAVUkIuIiIiIiIi4gApyERERERERERdQQS4iIiIiIiLiAirIRURERERERFxABbmIiIiIiIiIC6ggFxEREREREXEBFeQiIiIiIiIiLqCCXERERERERMQFVJCLiIiIiIiIuIAKchEREREREREX8HB1AOXNNE0AsrKyXByJyIWz2Wzk5OSQlZWFp6enq8MRKRXlsbgD5bG4A+WxuIOqkscF9WdBPVocty/Ijx07BkB0dLSLIxEREREREZFLybFjx6hWrVqx7YZ5vpK9inM4HOzdu5fAwEAMw3B1OCIXJCsri+joaHbt2kVQUJCrwxEpFeWxuAPlsbgD5bG4g6qSx6ZpcuzYMaKiorBYir9T3O1HyC0WC7Vr13Z1GCIXJSgoqFL/gyNSEspjcQfKY3EHymNxB1Uhj881Ml5Ai7qJiIiIiIiIuIAKchEREREREREXUEEuUol5e3vzr3/9C29vb1eHIlJqymNxB8pjcQfKY3EH7pbHbr+om4iIiIiIiEhlpBFyERERERERERdQQS4iIiIiIiLiAirIRURERERERFxABbmIiIiIiIiIC6ggFylDb7zxBm3btiUwMJCaNWvSt29fNm/eXKTPyZMnGTp0KKGhoQQEBNCvXz8yMjKK9ElLS6N37974+flRs2ZNnnzySfLz84v0mTt3Lpdddhne3t7Ex8fz3//+94x4PvzwQ2JjY/Hx8aF9+/YsX768zN+zuLdRo0ZhGAbDhg0rPKYclqpiz5493HHHHYSGhuLr60tCQgIrV64sbDdNkxdeeIHIyEh8fX1JTExk69atRc5x+PBhBg4cSFBQEMHBwdx7770cP368SJ+1a9dyxRVX4OPjQ3R0NGPGjDkjlqlTp9KoUSN8fHxISEjgl19+KZ83LW7FbrczcuRI4uLi8PX1pV69erzyyiv8dU1m5bFUNvPnz+f6668nKioKwzCYPn16kfbKlLMliaXcmSJSZnr27GlOmDDBXL9+vZmcnGxee+21ZkxMjHn8+PHCPg899JAZHR1tzpo1y1y5cqV5+eWXmx07dixsz8/PN5s1a2YmJiaaq1evNn/55RczLCzMfPbZZwv7bN++3fTz8zNHjBhhbty40Xz//fdNq9Vq/vbbb4V9Jk+ebHp5eZmfffaZuWHDBvP+++83g4ODzYyMjIr5MKTKW758uRkbG2s2b97cfOyxxwqPK4elKjh8+LBZp04d86677jKXLVtmbt++3ZwxY4a5bdu2wj6jRo0yq1WrZk6fPt1cs2aNecMNN5hxcXHmiRMnCvtcc801ZosWLcylS5eaCxYsMOPj483bbrutsP3o0aNmeHi4OXDgQHP9+vXmpEmTTF9fX/OTTz4p7LNo0SLTarWaY8aMMTdu3Gg+//zzpqenp7lu3bqK+TCkynrttdfM0NBQ86effjJTU1PNqVOnmgEBAea7775b2Ed5LJXNL7/8Yv7zn/80p02bZgLmd999V6S9MuVsSWIpbyrIRcrR/v37TcCcN2+eaZqmmZmZaXp6eppTp04t7LNp0yYTMJcsWWKapvMfMYvFYqanpxf2+fjjj82goCAzNzfXNE3TfOqpp8ymTZsWudYtt9xi9uzZs/B5u3btzKFDhxY+t9vtZlRUlPnGG2+U/RsVt3Ps2DGzfv36ZlJSktmlS5fCglw5LFXF008/bXbu3LnYdofDYUZERJj//ve/C49lZmaa3t7e5qRJk0zTNM2NGzeagLlixYrCPr/++qtpGIa5Z88e0zRN86OPPjKrV69emNsF127YsGHh8wEDBpi9e/cucv327dubDz744MW9SXF7vXv3Nu+5554ix2666SZz4MCBpmkqj6Xy+3tBXplytiSxVARNWRcpR0ePHgUgJCQEgFWrVmGz2UhMTCzs06hRI2JiYliyZAkAS5YsISEhgfDw8MI+PXv2JCsriw0bNhT2+es5CvoUnCMvL49Vq1YV6WOxWEhMTCzsI3IuQ4cOpXfv3mfkmXJYqooffviBNm3a0L9/f2rWrEmrVq34z3/+U9iemppKenp6kRyrVq0a7du3L5LLwcHBtGnTprBPYmIiFouFZcuWFfa58sor8fLyKuzTs2dPNm/ezJEjRwr7nCvfRYrTsWNHZs2axZYtWwBYs2YNCxcupFevXoDyWKqeypSzJYmlIqggFyknDoeDYcOG0alTJ5o1awZAeno6Xl5eBAcHF+kbHh5Oenp6YZ+/FjIF7QVt5+qTlZXFiRMnOHjwIHa7/ax9Cs4hUpzJkyfzxx9/8MYbb5zRphyWqmL79u18/PHH1K9fnxkzZvDwww/z6KOP8r///Q84nYvnyrH09HRq1qxZpN3Dw4OQkJAyyXflspzPM888w6233kqjRo3w9PSkVatWDBs2jIEDBwLKY6l6KlPOliSWiuBRYVcSucQMHTqU9evXs3DhQleHIlJiu3bt4rHHHiMpKQkfHx9XhyNSag6HgzZt2vD6668D0KpVK9avX8+4ceMYPHiwi6MTKZkpU6bw1VdfMXHiRJo2bUpycjLDhg0jKipKeSziJjRCLlIOHnnkEX766SfmzJlD7dq1C49HRESQl5dHZmZmkf4ZGRlEREQU9vn7itUFz8/XJygoCF9fX8LCwrBarWftU3AOkbNZtWoV+/fv57LLLsPDwwMPDw/mzZvHe++9h4eHB+Hh4cphqRIiIyNp0qRJkWONGzcmLS0NOJ2L58qxiIgI9u/fX6Q9Pz+fw4cPl0m+K5flfJ588snCUfKEhAQGDRrE8OHDC2cwKY+lqqlMOVuSWCqCCnKRMmSaJo888gjfffcds2fPJi4urkh769at8fT0ZNasWYXHNm/eTFpaGh06dACgQ4cOrFu3rsg/RElJSQQFBRX+z2WHDh2KnKOgT8E5vLy8aN26dZE+DoeDWbNmFfYROZtu3bqxbt06kpOTC3/atGnDwIEDCx8rh6Uq6NSp0xnbTm7ZsoU6deoAEBcXR0RERJEcy8rKYtmyZUVyOTMzk1WrVhX2mT17Ng6Hg/bt2xf2mT9/PjabrbBPUlISDRs2pHr16oV9zpXvIsXJycnBYin6v+tWqxWHwwEoj6XqqUw5W5JYKkSFLR8ncgl4+OGHzWrVqplz58419+3bV/iTk5NT2Oehhx4yY2JizNmzZ5srV640O3ToYHbo0KGwvWDLqB49epjJycnmb7/9ZtaoUeOsW0Y9+eST5qZNm8wPP/zwrFtGeXt7m//973/NjRs3mg888IAZHBxcZOVrkZL46yrrpqkclqph+fLlpoeHh/naa6+ZW7duNb/66ivTz8/P/PLLLwv7jBo1ygwODja///57c+3atWafPn3OuvVOq1atzGXLlpkLFy4069evX2TrnczMTDM8PNwcNGiQuX79enPy5Mmmn5/fGVvveHh4mG+++aa5adMm81//+pe2i5ISGTx4sFmrVq3Cbc+mTZtmhoWFmU899VRhH+WxVDbHjh0zV69eba5evdoEzLfffttcvXq1uXPnTtM0K1fOliSW8qaCXKQMAWf9mTBhQmGfEydOmEOGDDGrV69u+vn5mTfeeKO5b9++IufZsWOH2atXL9PX19cMCwszH3/8cdNmsxXpM2fOHLNly5aml5eXWbdu3SLXKPD++++bMTExppeXl9muXTtz6dKl5fG2xc39vSBXDktV8eOPP5rNmjUzvb29zUaNGpnjx48v0u5wOMyRI0ea4eHhpre3t9mtWzdz8+bNRfocOnTIvO2228yAgAAzKCjIvPvuu81jx44V6bNmzRqzc+fOpre3t1mrVi1z1KhRZ8QyZcoUs0GDBqaXl5fZtGlT8+effy77NyxuJysry3zsscfMmJgY08fHx6xbt675z3/+s8hWT8pjqWzmzJlz1v8fHjx4sGmalStnSxJLeTNM0zQrbjxeRERERERERED3kIuIiIiIiIi4hApyERERERERERdQQS4iIiIiIiLiAirIRURERERERFxABbmIiIiIiIiIC6ggFxEREREREXEBFeQiIiIiIiIiLqCCXERERERERMQFVJCLiIiIiIiIuIAKchERkUriwIEDeHl5kZ2djc1mw9/fn7S0tHO+5sUXX6Rly5ZlFsNVV13FsGHDyux8IiIiUjwV5CIiIpXEkiVLaNGiBf7+/vzxxx+EhIQQExPj6rBERESknKggFxERqSQWL15Mp06dAFi4cGHh4wtx11130bdvX958800iIyMJDQ1l6NCh2Gy2wj4fffQR9evXx8fHh/DwcG6++ebC186bN493330XwzAwDIMdO3Zgt9u59957iYuLw9fXl4YNG/Luu+9e8HVzc3N5+umniY6Oxtvbm/j4eD799NPC9vXr19OrVy8CAgIIDw9n0KBBHDx4sLD9m2++ISEhAV9fX0JDQ0lMTCQ7O/uCPyMREZHKwsPVAYiIiFzK0tLSaN68OQA5OTlYrVb++9//cuLECQzDIDg4mNtvv52PPvqoxOecM2cOkZGRzJkzh23btnHLLbfQsmVL7r//flauXMmjjz7KF198QceOHTl8+DALFiwA4N1332XLli00a9aMl19+GYAaNWrgcDioXbs2U6dOJTQ0lMWLF/PAAw8QGRnJgAEDSnRdgDvvvJMlS5bw3nvv0aJFC1JTUwsL7szMTLp27cp9993HO++8w4kTJ3j66acZMGAAs2fPZt++fdx2222MGTOGG2+8kWPHjrFgwQJM0yyTPwcRERFXMEz9l0xERMRl8vPz2b17N1lZWbRp04aVK1fi7+9Py5Yt+fnnn4mJiSEgIICwsLCzvv7FF19k+vTpJCcnA86R6rlz55KSkoLVagVgwIABWCwWJk+ezLRp07j77rvZvXs3gYGBZ5zvqquuomXLlowdO/accT/yyCOkp6fzzTfflOi6W7ZsoWHDhiQlJZGYmHjG+V599VUWLFjAjBkzCo/t3r2b6OhoNm/ezPHjx2ndujU7duygTp065/1cRUREqgJNWRcREXEhDw8PYmNj+fPPP2nbti3NmzcnPT2d8PBwrrzySmJjY4stxovTtGnTwqIYIDIykv379wPQvXt36tSpQ926dRk0aBBfffUVOTk55z3nhx9+SOvWralRowYBAQGMHz/+jAXnznXd5ORkrFYrXbp0Oev516xZw5w5cwgICCj8adSoEQApKSm0aNGCbt26kZCQQP/+/fnPf/7DkSNHLuhzERERqWxUkIuIiLhQ06ZNCQgIYNCgQSxfvpyAgAC6devGjh07CAgIoGnTphd8Tk9PzyLPDcPA4XAAEBgYyB9//MGkSZOIjIzkhRdeoEWLFmRmZhZ7vsmTJ/PEE09w77338vvvv5OcnMzdd99NXl5eia/r6+t7zpiPHz/O9ddfT3JycpGfrVu3cuWVV2K1WklKSuLXX3+lSZMmvP/++zRs2JDU1NSSfiwiIiKVjgpyERERF/rll19ITk4mIiKCL7/8kuTkZJo1a8bYsWNJTk7ml19+KfNrenh4kJiYyJgxY1i7di07duxg9uzZAHh5eWG324v0X7RoER07dmTIkCG0atWK+Ph4UlJSLuiaCQkJOBwO5s2bd9b2yy67jA0bNhAbG0t8fHyRH39/f8BZ4Hfq1ImXXnqJ1atX4+XlxXfffVeKT0BERKRyUEEuIiLiQnXq1CEgIICMjAz69OlDdHQ0GzZsoF+/fsTHx5f5/dI//fQT7733HsnJyezcuZPPP/8ch8NBw4YNAYiNjWXZsmXs2LGDgwcP4nA4qF+/PitXrmTGjBls2bKFkSNHsmLFigu6bmxsLIMHD+aee+5h+vTppKamMnfuXKZMmQLA0KFDOXz4MLfddhsrVqwgJSWFGTNmcPfdd2O321m2bBmvv/46K1euJC0tjWnTpnHgwAEaN25cpp+PiIhIRVJBLiIi4mJz586lbdu2+Pj4sHz5cmrXrk1kZGS5XCs4OJhp06bRtWtXGjduzLhx45g0aVLh1PgnnngCq9VKkyZNqFGjBmlpaTz44IPcdNNN3HLLLbRv355Dhw4xZMiQC772xx9/zM0338yQIUNo1KgR999/f+G2ZVFRUSxatAi73U6PHj1ISEhg2LBhBAcHY7FYCAoKYv78+Vx77bU0aNCA559/nrfeeotevXqV6ecjIiJSkbTKuoiIiIiIiIgLaIRcRERERERExAVUkIuIiIiIiIi4gApyERERERERERdQQS4iIiIiIiLiAirIRURERERERFxABbmIiIiIiIiIC6ggFxEREREREXEBFeQiIiIiIiIiLqCCXERERERERMQFVJCLiIiIiIiIuIAKchEREREREREX+H/Nq2d0ck3vOwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# decoupling the running and plotting to allow more flexibility\n", "print(f\"Cumulative accuracy = {result_seq['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_seq['wallclock']} seconds\\n\")\n", "print(f\"Cumulative accuracy = {result_par['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_par['wallclock']} seconds\\n\")\n", "plot_windowed_results(result_seq, result_par, metric=\"accuracy\")" ] }, { "cell_type": "markdown", "id": "fc004980", "metadata": {}, "source": [ "### 1.3 Increasing the ensemble size\n", "- Ensembles with more learners will get a bigger decrease in processing time.\n", "- Let's see the difference when using 100 classifiers" ] }, { "cell_type": "code", "execution_count": 7, "id": "f08e7ba3", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:05:32.750561Z", "iopub.status.busy": "2024-09-23T01:05:32.750407Z", "iopub.status.idle": "2024-09-23T01:07:06.767686Z", "shell.execute_reply": "2024-09-23T01:07:06.767174Z" } }, "outputs": [], "source": [ "ozabag_sequential = OnlineBagging(schema=cover.schema, ensemble_size=100)\n", "ozabag_mb_parallel = OnlineBagging(\n", " schema=cover.schema, ensemble_size=100, minibatch_size=25, number_of_jobs=5\n", ")\n", "result_seq100 = prequential_evaluation(\n", " stream=cover,\n", " learner=ozabag_sequential,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "result_par100 = prequential_evaluation(\n", " stream=cover,\n", " learner=ozabag_mb_parallel,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "\n", "result_seq100.learner = \"OnlineBagging100(Seq)\"\n", "result_par100.learner = \"OnlineBagging100(Par)\"" ] }, { "cell_type": "code", "execution_count": 8, "id": "11c2c15a", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:07:06.769458Z", "iopub.status.busy": "2024-09-23T01:07:06.769311Z", "iopub.status.idle": "2024-09-23T01:07:06.972184Z", "shell.execute_reply": "2024-09-23T01:07:06.971696Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cumulative accuracy = 84.99600000000001\n", "wallclock = 61.255595445632935 seconds\n", "\n", "Cumulative accuracy = 84.20299999999999\n", "wallclock = 32.64086174964905 seconds\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# decoupling the running and plotting to allow more flexibility\n", "print(f\"Cumulative accuracy = {result_seq100['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_seq100['wallclock']} seconds\\n\")\n", "print(f\"Cumulative accuracy = {result_par100['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_par100['wallclock']} seconds\\n\")\n", "plot_windowed_results(result_seq100, result_par100, metric=\"accuracy\")" ] }, { "cell_type": "markdown", "id": "3c102052-1a19-4f30-b3d1-f0163cab6af0", "metadata": {}, "source": [ "## 2. Other variations\n", "\n", "- Sequential execution with the minibatch\n", "- Parallel execution of the incremental approach" ] }, { "cell_type": "code", "execution_count": 9, "id": "6ec20c8a", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:07:06.973979Z", "iopub.status.busy": "2024-09-23T01:07:06.973831Z", "iopub.status.idle": "2024-09-23T01:07:22.421630Z", "shell.execute_reply": "2024-09-23T01:07:22.421092Z" } }, "outputs": [], "source": [ "mbSeq = OnlineBagging(schema=cover.get_schema(), ensemble_size=10, minibatch_size=25)\n", "incPar = OnlineBagging(\n", " schema=cover.get_schema(), ensemble_size=10, minibatch_size=1, number_of_jobs=5\n", ")\n", "result_mbSeq = prequential_evaluation(\n", " stream=cover, learner=mbSeq, window_size=window_size, max_instances=max_instances\n", ")\n", "result_incPar = prequential_evaluation(\n", " stream=cover, learner=incPar, window_size=window_size, max_instances=max_instances\n", ")\n", "\n", "result_mbSeq.learner = \"OnlineBagging(mb_seq)\"\n", "result_incPar.learner = \"OnlineBagging(inc_par)\"" ] }, { "cell_type": "markdown", "id": "be6442f6", "metadata": {}, "source": [ "- Incremental Sequential differs from Incremental Parallel because of the random sequences;\n", "- When compared among themselves, mini-batch parallel and mini-batch sequential (single-core) have the same accuracy, as their random sequences are initialized in the same way;\n", "- Incremental Parallel has the same random sequences as the Mini-batch versions, its improvement comes from making all the predictions with the most up-to-date model;\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "04be33ac", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:07:22.423666Z", "iopub.status.busy": "2024-09-23T01:07:22.423491Z", "iopub.status.idle": "2024-09-23T01:07:22.672435Z", "shell.execute_reply": "2024-09-23T01:07:22.671927Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Incremental Sequential \n", "Cumulative accuracy = 84.59299999999999\n", "wallclock = 7.351152420043945 seconds\n", "\n", "Mini-batch Parallel\n", "Cumulative accuracy = 83.722\n", "wallclock = 5.492500305175781 seconds\n", "\n", "Mini-batch Sequential\n", "Cumulative accuracy = 83.722\n", "wallclock = 7.198893308639526 seconds\n", "\n", "Incremental Parallel \n", "Cumulative accuracy = 84.391\n", "wallclock = 8.237236976623535 seconds\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# decoupling the running and plotting to allow more flexibility\n", "print(\"Incremental Sequential \")\n", "print(f\"Cumulative accuracy = {result_seq['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_seq['wallclock']} seconds\\n\")\n", "print(\"Mini-batch Parallel\")\n", "print(f\"Cumulative accuracy = {result_par['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_par['wallclock']} seconds\\n\")\n", "print(\"Mini-batch Sequential\")\n", "print(f\"Cumulative accuracy = {result_mbSeq['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_mbSeq['wallclock']} seconds\\n\")\n", "print(\"Incremental Parallel \")\n", "print(f\"Cumulative accuracy = {result_incPar['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_incPar['wallclock']} seconds\\n\")\n", "plot_windowed_results(\n", " result_seq, result_par, result_mbSeq, result_incPar, metric=\"accuracy\"\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "55d070de-8697-4f98-a11b-eab4e3d5c281", "metadata": {}, "source": [ "## 3. More ensembles\n", "\n", "There are more mini-batch ensembles with parallelism implemented\n", "\n", "- AdaptiveRandomForest\n", "- LeveragingBagging\n", "- OzaBagAdwin" ] }, { "cell_type": "code", "execution_count": 11, "id": "0795a8a8", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:07:22.674167Z", "iopub.status.busy": "2024-09-23T01:07:22.674022Z", "iopub.status.idle": "2024-09-23T01:09:38.594758Z", "shell.execute_reply": "2024-09-23T01:09:38.594142Z" } }, "outputs": [], "source": [ "from capymoa.classifier import (\n", " OnlineAdwinBagging,\n", " LeveragingBagging,\n", " AdaptiveRandomForestClassifier,\n", ")\n", "\n", "ob_adwin = OnlineAdwinBagging(schema=cover.get_schema(), ensemble_size=30)\n", "lb = LeveragingBagging(schema=cover.get_schema(), ensemble_size=30)\n", "arf = AdaptiveRandomForestClassifier(schema=cover.get_schema(), ensemble_size=30)\n", "\n", "results_ob_adwin = prequential_evaluation(\n", " stream=cover, learner=ob_adwin, window_size=window_size, max_instances=max_instances\n", ")\n", "results_lb = prequential_evaluation(\n", " stream=cover, learner=lb, window_size=window_size, max_instances=max_instances\n", ")\n", "results_arf = prequential_evaluation(\n", " stream=cover, learner=arf, window_size=window_size, max_instances=max_instances\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "id": "eb64cf4d", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:09:38.597212Z", "iopub.status.busy": "2024-09-23T01:09:38.596977Z", "iopub.status.idle": "2024-09-23T01:09:38.836618Z", "shell.execute_reply": "2024-09-23T01:09:38.836117Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy OnlineBagging with ADWIN: 87.63300000000001\n", "Accuracy Leveraging OnlineBagging: 92.55499999999999\n", "Accuracy AdaptiveRandomForest: 93.826\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\n", " f\"Accuracy {results_ob_adwin['learner']}: {results_ob_adwin['cumulative'].accuracy()}\"\n", ")\n", "print(f\"Accuracy {results_lb['learner']}: {results_lb['cumulative'].accuracy()}\")\n", "print(f\"Accuracy {results_arf['learner']}: {results_arf['cumulative'].accuracy()}\")\n", "\n", "plot_windowed_results(results_ob_adwin, results_lb, results_arf, metric=\"accuracy\")" ] }, { "cell_type": "markdown", "id": "3cd51294", "metadata": {}, "source": [ "## 4. Mini-batch size impact\n", "\n", "* The greater the mini-batch size the greater the impact on performance (both good and bad)\n", "* Although this behavior can fluctuate during the stream, at the end it is expected that larger mini-batches have slightly smaller runtime and slightly worse accuracy \n", "\t* It becomes slightly faster due to the reuse of data structures in the higher memory hierarchy\n", "\t* Predictions are slightly worse due to the larger number of instances predicted with the \"outdated\" model \n", "\t\t* Especially in the case of concept drifts, which suffer from the delay in detection and reset of the classifier\n", "\t" ] }, { "cell_type": "code", "execution_count": 13, "id": "05500e74", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:09:38.838381Z", "iopub.status.busy": "2024-09-23T01:09:38.838195Z", "iopub.status.idle": "2024-09-23T01:10:13.363611Z", "shell.execute_reply": "2024-09-23T01:10:13.363007Z" } }, "outputs": [], "source": [ "ob_adwin_mb50 = OnlineAdwinBagging(\n", " schema=cover.get_schema(), ensemble_size=30, minibatch_size=50, number_of_jobs=5\n", ")\n", "ob_adwin_mb100 = OnlineAdwinBagging(\n", " schema=cover.get_schema(), ensemble_size=30, minibatch_size=100, number_of_jobs=5\n", ")\n", "ob_adwin_mb500 = OnlineAdwinBagging(\n", " schema=cover.get_schema(), ensemble_size=30, minibatch_size=500, number_of_jobs=5\n", ")\n", "\n", "results_ob_adwin_mb50 = prequential_evaluation(\n", " stream=cover,\n", " learner=ob_adwin_mb50,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "results_ob_adwin_mb100 = prequential_evaluation(\n", " stream=cover,\n", " learner=ob_adwin_mb100,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "results_ob_adwin_mb500 = prequential_evaluation(\n", " stream=cover,\n", " learner=ob_adwin_mb500,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "\n", "results_ob_adwin_mb50.learner = \"Mini-batch size 50\"\n", "results_ob_adwin_mb100.learner = \"Mini-batch size 100\"\n", "results_ob_adwin_mb500.learner = \"Mini-batch size 500\"" ] }, { "cell_type": "code", "execution_count": 14, "id": "ae4f018b", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:10:13.365549Z", "iopub.status.busy": "2024-09-23T01:10:13.365392Z", "iopub.status.idle": "2024-09-23T01:10:13.603388Z", "shell.execute_reply": "2024-09-23T01:10:13.602865Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy None: 85.038\n", "wallclock = 12.7800931930542 seconds\n", "\n", "Accuracy None: 85.954\n", "wallclock = 11.472573041915894 seconds\n", "\n", "Accuracy None: 84.97200000000001\n", "wallclock = 10.239764213562012 seconds\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\n", " f\"Accuracy {results_ob_adwin_mb50['experiment_id']}: {results_ob_adwin_mb50['cumulative'].accuracy()}\"\n", ")\n", "print(f\"wallclock = {results_ob_adwin_mb50['wallclock']} seconds\\n\")\n", "print(\n", " f\"Accuracy {results_ob_adwin_mb100['experiment_id']}: {results_ob_adwin_mb100['cumulative'].accuracy()}\"\n", ")\n", "print(f\"wallclock = {results_ob_adwin_mb100['wallclock']} seconds\\n\")\n", "print(\n", " f\"Accuracy {results_ob_adwin_mb500['experiment_id']}: {results_ob_adwin_mb500['cumulative'].accuracy()}\"\n", ")\n", "print(f\"wallclock = {results_ob_adwin_mb500['wallclock']} seconds\\n\")\n", "\n", "plot_windowed_results(\n", " results_ob_adwin_mb50,\n", " results_ob_adwin_mb100,\n", " results_ob_adwin_mb500,\n", " metric=\"accuracy\",\n", ")" ] } ], "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 }